{ "cells": [ { "cell_type": "markdown", "id": "c90fc14e", "metadata": {}, "source": [ "# Введение в анализ данных" ] }, { "cell_type": "code", "execution_count": 1, "id": "e3ec5968", "metadata": { "ExecuteTime": { "end_time": "2024-02-05T12:38:24.244612Z", "start_time": "2024-02-05T12:38:22.912698Z" } }, "outputs": [], "source": [ "import numpy as np\n", "from IPython.display import HTML\n", "import matplotlib.pyplot as plt\n", "import matplotlib.animation\n", "import seaborn as sns" ] }, { "cell_type": "markdown", "id": "54bf7343", "metadata": {}, "source": [ "
Анонс следующей лекции
\n", "\n", "Уже __10 февраля__, в день, когда проводится олимпиада Физтех и сам МФТИ из-за неё будет закрыт, мы поговорим про то, что можно делать в __Python__ в контексте анализа данных. Почему нужен именно __Python__? Всё просто: \n", "\n", "- В анализе данных приоритет отдаётся не _быстродействию_, а _результатам_ и _их интерпретации_.\n", "- Кроме того, для Python существует довольно много _готовых и удобных инструментов_ для анализа данных.\n", "- Как следствие, знание Python относится к одним из __жизненно важных навыков__ для работы в сфере анализа данных.\n", "\n", "Анонс будет довольно коротким, здесь будет затронута лишь _малая часть_ того, что будет на лекции. Хотите больше? Подключайтесь!" ] }, { "cell_type": "markdown", "id": "dbf4f8f7", "metadata": {}, "source": [ "# NumPy" ] }, { "cell_type": "markdown", "id": "8318b3a3", "metadata": {}, "source": [ 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)\n", "\n", "Пакет `numpy` предоставляет $n$-мерные однородные массивы (все элементы одного типа); в них нельзя вставить или удалить элемент в произвольном месте. В `numpy` реализовано много операций над массивами в целом. Если задачу можно решить, произведя некоторую последовательность операций над массивами, то это будет столь же эффективно, как в `C` или `matlab` — львиная доля времени тратится в библиотечных функциях, написанных на `C`. _Например, задачи, связанные с **циклами**, могут хорошо свестись к задачам, связанные с операциями над массивами._\n", "\n", "Почему задачи, которые могут решаться с помощью циклов, которые могут быть вложенными, возможно решать гораздо быстрее с помощью пакета `numpy`? Большой вклад обеспечивает механизм, получивший название **broadcasting**. Простыми словами, один из массивов _«растягивается»_ под размеры другого массива." ] }, { "cell_type": "markdown", "id": "d5d870a5", "metadata": {}, "source": [ "![theory.broadcast_1.gif](data:image/gif;base64,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)" ] }, { "cell_type": "code", "execution_count": 2, "id": "506f728a", "metadata": { "ExecuteTime": { "end_time": "2024-02-05T12:38:24.251882Z", "start_time": "2024-02-05T12:38:24.246655Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[2 4 6]\n" ] } ], "source": [ "a = np.array([1, 2, 3])\n", "b = np.array([2])\n", "\n", "# Оператор * отвечает за поэлементное умножение матриц.\n", "# Для умножения матриц между собой предназначен оператор @.\n", "print(a * b)" ] }, { "cell_type": "markdown", "id": "1f700bd5", "metadata": {}, "source": [ "Представьте себе, что этого механизма не существовало бы. Конечно, можно было бы обойтись поэлементным умножением." ] }, { "cell_type": "code", "execution_count": 3, "id": "adb9ae3a", "metadata": { "ExecuteTime": { "end_time": "2024-02-05T12:38:24.718885Z", "start_time": "2024-02-05T12:38:24.712389Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[2 4 6]\n" ] } ], "source": [ "print(a * np.array([2, 2, 2]))" ] }, { "cell_type": "markdown", "id": "62f3bd72", "metadata": {}, "source": [ "Но что делать с большими размерностями, многомерными массивами? Конечно, удобств было бы куда меньше.\n", "\n", "Как же _broadcasting_ работает с многомерными массивами? Если по какому-то измерению размер у одного массива равен $1$, а у другого — произвольный, то по этому измерению может произойти \"рястяжение\". Таким образом, массивы можно умножать друг на друга, если в измерениях, где они по размеру не совпадают, хотя бы у одного размер $1$. Для других поэлементных операций правило аналогично.\n", "\n", "Важно отметить, что размерности сопоставляются справа налево. Если их количество не совпадает, что массивы меньшей размерности сначала дополняются слева размерностями 1. Например, при сложении массива размера $4 \\times 3$ с массивом размера $3$ последний сначала преобразуется в массив размера $1 \\times 3$." ] }, { "cell_type": "code", "execution_count": 4, "id": "0406f2d0", "metadata": { "ExecuteTime": { "end_time": "2024-02-05T12:38:25.244564Z", "start_time": "2024-02-05T12:38:25.237025Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[[ 0 1 2]\n", " [10 11 12]\n", " [20 21 22]\n", " [30 31 32]]\n" ] } ], "source": [ "a = np.array([[ 0, 0, 0],\n", " [10, 10, 10],\n", " [20, 20, 20],\n", " [30, 30, 30]])\n", "\n", "b = np.array([0, 1, 2])\n", "\n", "print(a + b)" ] }, { "cell_type": "markdown", "id": "a9d1b084", "metadata": {}, "source": [ "Схематично проведенную операцию можно визуализировать следующим образом.\n", "\n", "![theory.broadcast_2.gif](data:image/gif;base64,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)\n", "\n", "\n", "Если неединичные размерности справа не будут совпадать, то выполнить операцию уже не получится. Например, как приведено на схеме ниже. \n", "\n", "![theory.broadcast_3.gif](data:image/gif;base64,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)\n" ] }, { "cell_type": "markdown", "id": "a5e4596b", "metadata": {}, "source": [ "А если размеры будут не совместимы, то произойдет ошибка." ] }, { "cell_type": "code", "execution_count": 5, "id": "4a2c0afd", "metadata": { "ExecuteTime": { "end_time": "2024-02-05T12:38:26.448355Z", "start_time": "2024-02-05T12:38:26.201016Z" } }, "outputs": [ { "ename": "ValueError", "evalue": "operands could not be broadcast together with shapes (4,3) (4,) ", "output_type": "error", "traceback": [ "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", "\u001b[0;31mValueError\u001b[0m Traceback (most recent call last)", "Cell \u001b[0;32mIn[5], line 2\u001b[0m\n\u001b[1;32m 1\u001b[0m b \u001b[38;5;241m=\u001b[39m np\u001b[38;5;241m.\u001b[39marray([\u001b[38;5;241m1.0\u001b[39m, \u001b[38;5;241m2.0\u001b[39m, \u001b[38;5;241m3.0\u001b[39m, \u001b[38;5;241m4.0\u001b[39m])\n\u001b[0;32m----> 2\u001b[0m \u001b[43ma\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m+\u001b[39;49m\u001b[43m \u001b[49m\u001b[43mb\u001b[49m\n", "\u001b[0;31mValueError\u001b[0m: operands could not be broadcast together with shapes (4,3) (4,) " ] } ], "source": [ "b = np.array([1.0, 2.0, 3.0, 4.0])\n", "a + b" ] }, { "cell_type": "markdown", "id": "5ff90c22", "metadata": {}, "source": [ "Если массивы имеют несовместимый размер, то их можно сначала привести к одной форме." ] }, { "cell_type": "code", "execution_count": 6, "id": "cbaeba78", "metadata": { "ExecuteTime": { "end_time": "2024-02-05T12:38:26.909644Z", "start_time": "2024-02-05T12:38:26.895760Z" } }, "outputs": [ { "data": { "text/plain": [ "array([[ 1., 2., 3.],\n", " [11., 12., 13.],\n", " [21., 22., 23.],\n", " [31., 32., 33.]])" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "a = np.array([0.0, 10.0, 20.0, 30.0])\n", "b = np.array([1.0, 2.0, 3.0])\n", "a.reshape((-1, 1)) + b" ] }, { "cell_type": "markdown", "id": "c6bd4499", "metadata": {}, "source": [ "*Замечание*\n", "\n", "Знать про broadcasting нужно, но пользоваться им надо с осторожностью. Многократное копирование массива при растяжении может привести к неэффективной работе программы по памяти. Особенно за этим приходится следить при работе с GPU." ] }, { "cell_type": "markdown", "id": "eae608ea", "metadata": {}, "source": [ "Не менее **важный** вопрос: действительно ли `numpy` так эффективен по времени? Попробуем найти сумму первых $10^8$ чисел. Магическая команда для Jupyter Notebook `%%time` поможет нам измерить время." ] }, { "cell_type": "code", "execution_count": 7, "id": "6e212942", "metadata": { "ExecuteTime": { "end_time": "2024-02-05T12:38:39.518624Z", "start_time": "2024-02-05T12:38:27.760897Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "4999999950000000\n", "CPU times: user 11.7 s, sys: 16.9 ms, total: 11.7 s\n", "Wall time: 11.8 s\n" ] } ], "source": [ "%%time\n", "\n", "sum_value = 0\n", "for i in range(10 ** 8):\n", " sum_value += i\n", "print(sum_value)" ] }, { "cell_type": "markdown", "id": "2379bf69", "metadata": {}, "source": [ "Попробуем улучшить код." ] }, { "cell_type": "code", "execution_count": 8, "id": "27cb7da4", "metadata": { "ExecuteTime": { "end_time": "2024-02-05T12:38:41.269283Z", "start_time": "2024-02-05T12:38:39.520941Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "4999999950000000\n", "CPU times: user 1.76 s, sys: 964 µs, total: 1.76 s\n", "Wall time: 1.74 s\n" ] } ], "source": [ "%%time\n", "\n", "sum_value = sum(range(10 ** 8))\n", "print(sum_value)" ] }, { "cell_type": "markdown", "id": "350c8dc1", "metadata": {}, "source": [ "Попробуем переписать на `numpy`." ] }, { "cell_type": "code", "execution_count": 9, "id": "4537d20a", "metadata": { "ExecuteTime": { "end_time": "2024-02-05T12:38:41.843164Z", "start_time": "2024-02-05T12:38:41.271218Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "4999999950000000\n", "CPU times: user 101 ms, sys: 441 ms, total: 543 ms\n", "Wall time: 563 ms\n" ] } ], "source": [ "%%time\n", "\n", "sum_value = np.arange(10 ** 8).sum()\n", "print(sum_value)" ] }, { "cell_type": "markdown", "id": "fe67fc9f", "metadata": {}, "source": [ "Ну что же, выигрыш по времени действительно впечатляет!" ] }, { "cell_type": "markdown", "id": "41eeb3dd", "metadata": {}, "source": [ "# Про линтеры" ] }, { "cell_type": "markdown", "id": "98929d94", "metadata": {}, "source": [ "Стиль кода является довольно важной вещью для соблюдения. Например, именно стиль кода помогает в __командной работе__, способствует _более лёгкому чтению кода_, важность чего возрастает по мере присоединения новых участников к команде. Для Python стандартом является PEP 8, более полную и официальную информацию можно прочитать здесь: [https://peps.python.org/pep-0008/](https://peps.python.org/pep-0008/).\n", "\n", "Перечислим кратко основные правила, которые касаются оформления кода на нашем курсе:\n", "\n", "* Отступы составляют ровно 4 пробела, табуляции не используются. К слову, в Питоне нет ключевых слов по типу `{` и `}` в C и `begin` и `end` в Паскале. Блоки кода разделяются пробелами.\n", "* Все переменные должны иметь понятные названия и состоять только из строчных букв. Например, вместо того, чтобы назвать выборку как `X`, лучше назвать ее `sample`. В качестве разделителей используйте подчеркивания. В редких случаях можно и отступать от этого правила, если обозначения понятны из решаемой задачи.\n", "* Вокруг всех знаков арифметических операций, присваивания и пр. обязательны пробелы с двух сторон. Исключение — запись вида `a=b` в аргументах функции. Примеры будут далее.\n", "* Разделяйте логические куски программы пустыми строками. Вряд ли вы сможете написать код строк на 10-15, в который нельзя вставить ни одну пустую строку, разделяющую код на логические части. __Перед__ всеми логическими кусками кода должен быть комментарий к этому куску кода.\n", "* Все функции (кроме самых маленьких) должны содержать подробную документацию, написанную по правилам оформления документаций.\n", "* Если комментарий дается на строке с кодом, то оформить его стоит так:\n", "\n", "`код [ровно 2 пробела] # [ровно 1 пробел] комментарий`\n", "\n", "* Если комментарий дается на отдельной строке, то он должен иметь тот же отступ, что и строка кода под ним. Скорее всего перед таким комментарием можно вставить пустую строку.\n", "* Не нужно комментировать очевидное.\n", "* __Крайне важно:__ не нужно писать весь код в одной ячейке ноутбука!\n", "* Не стоит создавать вермишель ячеек — несколько подряд идущих ячеек с 1-3 строками кода, если в этом нет необходимости.\n", "* Если есть возможность, при выводе десятичных чисел следует оставлять разумное число знаков после запятой.\n", "\n", "Отдельно стоит отметить, что код должен быть понятен проверяющему.\n", "В частности, должны использоваться понятные названия переменных и присутствовать подробные комментарии.\n", "**Если проверяющий не поймет код, оценка за задание может быть снижена.**\n", "\n", "Кроме того, _все ноутбуки, которые присылаются в бот, проходят проверку **линтером**._ С помощью линтера происходит _статический анализ_ кода на предмет соответствия стилю кода. Линтеры **крайне полезны** в командной работе, особенно в больших компаниях. В части компаний код _не сможет пойти в «прод»_, если он _не пройдёт проверку линтером_." ] }, { "attachments": { "2a50739c-f9bc-4bb6-a609-a0ee0f0c18ab.png": { "image/png": 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JmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJmIAJvBgE5rwYSq3TBEzABEzABEzABF5uBA4cOMC/e+beddddE8cee+zEokWL5i1YsGD+rl27FsybN2/B9u3bF23btm3x3Llzl0h2qV7HNBPNwmZfs0jtFui1cM6cOcrv12vuQtUvUdkiyVO/dN+BA3Mn5szZT9q3b18j2f0TExON5A6ofr9eUUa5ivbotW3OnAPbZNaOOQfmbD8w58B2iexU+U4dd6ltHKVuh/Lbly1btl197Vy4cOEu5XdLZm95oXu/9NKPkwmYgAmYgAmYgAm8Kgk4gPWqvKwelAmYgAmYgAm8OgkouBNBqEceeWS+AjsLFdhZomDRMRrtcQpArXjhhRdWKZBzkuRO0fFkyZym/OTOnbtOVVhpbkflgAJLOpszp4l/DOmEoNP+KEPqgMqzTtEmAk9RpgZURpLeKK9HNemqkY8OVKZjaCtNI8rUa4uy1J9N2q6igrdMBMOQQxt/27yqsVTBrUbBrU063qvXw7LrMVWtU37D/PnznzruuOOe2b1791YdX1DAbueqVat2f+Yzn9n3kY98xMGvwtgHEzABEzABEzCBly+B7l9hL18bbZkJmIAJmIAJmMCrmIACLfx7ZGLz5s2LFIBa+vzzzx+nspUK0JykoNLpO3bsOGvXnl3n7d+7/0KVnaKgVASbJNML/EREp0SAMqBDoKj+Q4dgz0xpoL6KolKNwjqUjU0hFbUZt9J56FCjXruU6mRTHbKDcpQTkIpAFXmCViUYVo9t234HtDkQE71UTcfZLkwpOhJDKdfJHAW95ikwprRJ/dyvQNddS5YsIQD2qMqeVNkW5Z9TsOuFe++9d/db3/rWfSrrjYqmTiZgAiZgAiZgAibw4hOIf9O8+N24BxMwARMwARMwgdciAQVcJtavX7/wqaeeWqbxr1Dw4yQFqSY1E+hsBaIu0vGyvXv3rIn4jN4iMkJMJwI4HAngzFWgJelRHoUSlK4M8rxo4RR6PwLlI5tPLyzzs3KAdIfIrNJ0XbNqJiEtWWwOzFVnQ8MjQEYQrMTLQh1l9DRnLoEvRRonJh5csGjBrfMn5t+lgNdDSxYseHz+4sUbdT2eWr58+XOrV6/eqfy+2dpiORMwARMwARMwAROYDYFZ/xNpNsosYwImYAImYAIm8NohoMAG/46Yrz2lWMK34rnnntMyvf1n792790LtK3WV6i/X+fwDWpe3P2YGlYCJAiERlFIjglDMCoo5PZHRCWIUsJ6PIBUHsPJGXbSjgHwpyNNWJk9RXIpoFC05FkXlQEmbQr70qXxf/7B4BNBKpAfTSzZVhR7K2kzpotOSQbowrFoUMp1EbVJKQhR92YZxkA0bq6iOGW7K2WkEnyLJQI2qtTFs1zl/++NAlnN0RyUFbT7l0Rh64zTOOr2a0TWX69vM2aaA13cWLlj4fe0zdidLGrXv2Hrlnz377LO3qw/273IyARMwARMwARMwgVkT4F8nTiZgAiZgAiZgAiYwkoACFRNaOsam5idoj6k1WtJ3vmZQvXHPnj1vV/6svWxWPqJlBkFKRQRPlI/ASCmrgRWK9WqX6ekkg1nIEUgiQFJSCBb5WsYRvUVuQFeVKe1GnfaaZrVkMyiE2mxYTeCMvrApqrCPsjiP2kF7qRuR+nqiOgtyDORROs2womhcealuD9JDGIk0wLAIDKjRSUoOyramoCO05bUYNE9tJRhMJEOdwpViqHwo0FlsLEbHGVQjp1lcexTU+pFmcH1n6dKlt2tPrvsXL17Mnl1Pr127lgBXXQuJuJMJmIAJmIAJmIAJtP9eMQoTMAETMAETMIHXKAEFH+Zu3Lhx8TPPPLNKM6bO1B5Ul2oG1Zt27tz5di3xW8Em5gRpSAR12DeJoEWEPQhSkLI6ssgMBk0ikhF1R/9tWHd3jkmsPOxMq3X12LemlA1UDZz0hXv50TKjS3vNxmRpR+pszvP6fnC9BJS6mVa13UtxxOZq/6j+0na981fC+3kwo44sWWyDXKrT3dXMmz9/nTakv077cX1fL2ZwPaLliVtOO+00lieOwzOqW5eZgAmYgAmYgAm8SgjwbwknEzABEzABEzCB1wABBZUmtNzvOC3xO0WzqM7X8UoFqt6tINWFmk2lIIJmzohDrnojUEUwRE+30wZU3QybsmCtBLQ6bNEy5CmLABZRLmYn6U8XcehytS8qyWdCNmXom8TZHPrrBcaybWk1YIvKorLoqO1rD6UJdh0o+qMoOqG3tL32XZRlBe+huyhRHKWODftCRVSVMaQJ2SQ0RONerjuPwlDfjb+W1WNrYmFRyER1IqgznGSLhLEtZHTItiXDWbk2UQ5XylIoZ0/FSfY8aCX3RLVITbLjrkC5kA/9FMOoVV3OSnnpN+2krEvoZdlp6McuJZYm8iTGiYl5N2m21pcV1PoHzd66T4GtdWeeeeZWXTPP2kpUfjcBEzABEzCBVyWB3j9BXpXj86BMwARMwARM4DVH4BOf+MTcj33sY0u1POukLVu2XLht27Zrdu7Y8XN79uw9I4IChBEychFsCNbUF4GM+MdBiWcMwIugRAZJMkCl2hJcqEEKohttMKerLmpSir6iWQ1+FL0Itf8wiTLUlw6ooyyOeiv2DQdQUJnBGGIZrTbl1CcBEZoO9Rv2UCb9wUEyNUU7tcqu0/6qt2UQ2lPvgC4p6ffV54LCZF2OLLkL6+gZO9KCAwoqhqzsQ1cwKLaqIOokzqCzLppVq0sZg1bwR3/VpI6hynfnra3ZdVWbZyFW9PbzRTYMxj796caR5ul9kENpk+PnJOtRS56/rS0BouiV/lrOrMCUT1kFswhu3as9tj6noNaNK1asuFtlG84777wXxAwCTiZgAiZgAiZgAq9wAvW3/xU+DJtvAiZgAiZgAq9NAnLo52n53wo95e9cLf27WjOrPqhZVVfu2r272b9PM6r0S49zT+CDIzGPiHYcZVz8gyKjBJnrzlXBCUnBk9HL2wiuZOAD0ZhGo8BN1ccYmCFG8KIGMBhPqOVNgshSpr2UYpZObCQejy6MGtU2jQIbjWbuhByypFqL3ol585tjlx0TOtAzd+6EZEPsx/LGjLi9e/Y0e/bubbT/WKPrGraPMmbHjh2NApUxi64OijGhI/RIRy7TY8TJKngWZQwz7hGY6YR8Bpi4Zvlq5eMmokz8Il+UVF1RjkK9srtBgfbsoAKhJKSIQXH/hFXTVYctdKf9tuJeUZ57av78ec2iRYu/oev+Oc3U+p7ugQefVrr88sv3tGY4YwImYAImYAIm8IogwL8JnEzABEzABEzABF4BBO68884FCqysUqDqAgWqrlXA4uPaTP2sCFIoWBWBBwWpmGmj9X8RYCBL4CIDEgySQADHLlEXkS0dIyCh05yhhUyWIRIdRACBk25WTLSPkgwyDEhmw2xKhUSQ3yd7mREVdinIso+AVQmGEGhbMH8+kbeIgSCjfZAUiFgUwSXUsJTs+OOPV0BqUQQtYuwaMzKaeRbBugkFoAjCkNBBOe1ejYl7QEtBW4YasLiIqwJ/vHbs2BmBrGCuG2TP7j2N9jyLNrDRctLIv/DCNsnvUXMFsnQ99uzdo7p9cf0IH3FteEVSO4JEMybpqLcbov14V1z7UlDr6jEufLlX0B9a+gEsCYbe2h6haMyREyUJ0A42EXyTLMth586b28ybmLdOQa1PKqD11VWrVt0pdpsuvPDC3dnQ7yZgAiZgAiZgAi9HAvUn/uVom20yARMwARMwgdcsATncc9evX79i8+bNFzz33HPvVMDqlzQD5wxm5OC44/zzIg0c06sv+1hlwCD8+t7SsWg08IaeaBilBCpqECDDD1GSEgQMot8MisXEGNWUOEIECnjo3JyyXI8KNPftpf2ihYsUbFoY/RGcOvbYYxst/4r2CxYujODUfM2CIvBA2wULCEoxI6r7p0sbSAktr523yuRIR1yDOughT6BHAVEd9WRJcSbw+dxzz2pm1/Y4J8jFLK+tW7eGLOfMDKMd9wuzn9BDIlAU9xDn0hWBroh7ZVAyhPLOaNvQZ4hzP0mASx1LHuOSq6QUclrUhpraZ8qn5vZdwu39THulsFfHbJf3LoFNbRq/QffiJ4877rjrTjjhhNvOOOOMzbJpbzTymwmYgAmYgAmYwI+dQPyT4MduhQ0wARMwARMwgdcwATnSc7S5+lI50TwB8Opnn332F7ZufeFqggnMmJlgJhIveej5w83sk+KNT+MW7n2UZkBgSC6q9ZaRJ8l18oP53hn90kR/qvPPrB7yEUiI/ZXQ0zQLFYSa0Ewn9ns6ZtmyWLaHXA1SUY9FxxxzTNQRRDjcQBRtGaPToRM4Ena0JTHjiwAXgS7uh63Pb22eV3CL5Zssd1TgNe4Rrv/uXbs1y45YkJax6g93MPcT1557mxT3ty5nLnWMIgozWlVO4zCqTLoypW1xNqpp9Nx9JuITpc8CJYyrLkGkfJ6WH+q+vVMBrb/Q6wbN1rp/cnLyOdnZKSi9+mACJmACJmACJvDiE6i/9i9+T+7BBEzABEzABEwgCMhRnvvkk08erxlWFytY9b7t23f8Yzn8y/dpRovc6HDamRESjj3BAhzx3Mu7JViDCBTgbMcEq3DDwyUvOdQVXzuc/hDOIuls/xEQfWTBHCnKyVrlKXARnMh9lAhMaJZKBBrYT+qYY5ZFsGL58uM0g+o4TInAFDOpSMgebnAqFPjtFU1g586dERTKmVvbtRRxT8zmeubpp+L+ZPaWArYR5CJYu1dBMGZqxb2vYwS0CG7Ve1g0MtSkulomuSjTTcst3iZuewJT3MwlWNsGO+N+V33c6CnX+zSkCpTp3if4Vp+GiF1ahrpfQa3PaMbgp5YtW/bDiy66aL30epZWUvO7CZiACZiACbyoBPo/9S9qR1ZuAiZgAiZgAq9VAgo2TTzwwAMnK1h1lfYd+rhmpnxATv3c6kfPUWAonPXigadvnoEniqqvXvmlI656/vJLnqJRTV3opZ3+SHOUE/AiOHCgKOScmS7M8CLVgFjYIqUT8yYiGMW+UVpOFXtLEZhauXJlBBjI10CDg1SB0G+zJEBQiETAag8PG9C59lXP5Ygq27R5c8zgYmN6gmBEpuL+1H3O/UliIWJ+bvIs7nbque+HPzASqZ8L5LrIbQjHOZ8T2qVcd0S21tETMvWFJRNa5qq9tG7WZ+RP9Nn4mj4vD09NTcloJxMwARMwARMwgaNNgN9eJxMwARMwARMwgaNI4NOf/vTEJZdcslp7Bb1Zwar/Qa9344zj+BL0iWVTeNpKlE1LVNXiNl8y7fm0VlEQznbMOCGnpLfqcLPMq/aHo84MKZ62x0tPaIs9qFasWBFL+whcUVaDVKN7e2WXVhaBqVyPl/uIXok2Hw5TglpbNTtruz43uzU766ktW9plibsU1OIhADt374qN6pNJBl0J0rL/FsFb3eztx2ikDfFZ0ps+L2WSVifG/TDqs1kk2mrEZEt9CAGfKc3MelCfnT/QLK0vr1279kF91hzQ6sg6ZwImYAImYAKHTYCfbicTMAETMAETMIEjIPCJT3xi7i/90i+t0obrb3rqqc3/eOvWbe/D6eYpcASKMmiVP7npExOd6s5xhknpdCvDeSuik2jUBaRCMupLnRQUFTrqCX/ahBunniWJHOcpGIVjvWLF8Tou0nEFTnYEqijHPo6vhMR4YDqcxpUPy810jo6Xcxo17sOxt89qXP5w9L4Ubdh3i/uaz5cebBAztDZt2qT9uHZpFtczzU7tvbVbL1IbLNYyRHbZ4urGeEteN1L5qBHA4p6ShMriPuAe437QoX66klUpbqu7dlIQbfcrUBxzzNR+vmYqHrNk6cPLj1/+b/S0w79XEPlhP+0QUk4mYAImYAImcOgE+NV1MgETMAETMAETOEQCcpqP0T5Wlzz11FO/oGWBv6qlTvOrg6u1TTnLqqczQiMl+EI+f4CVk+OM76z38JfbJtW57gVVwpEu5dqZJzacZqZKONzopE6vY5YdE0/5O3HVic3iJYua41ec0CzTpul12d+rdckfLAhmcJwp2EM9G4w/9thjcUT21ltvbbSRfsxGqzzba1EyyI2r68vOJDeublR5LePI7DmWcl577bVxHQk4nn766e2STmTGJWxm6Wfdm2yc3Cu1vH4GCG6xr9aWMltr48aNDTMfX9CTE2swlzHCilfOhIySGPrAtY3P5OD1pk3KJGvep8/xQneoa3VW+/j8MrPx2OOO/f7q1av/3UknnfSNU0455UnpzTWVXTPnTMAETMAETMAERhDo/cSOqHWRCZiACZiACZhAEJDjOu/uu++e0j5W79m8ZfPvPPfsc2v27d3XzJnQ08om5oVDPOAAR4hKMzsKvwhgKZ9OL0fl9HewTRHuhDRzJJ/QxkbSOMLsG6RG4XwTxIilfscf3xyrGVWa4REzqY7X+aJFi4qyH/+hjpEAwKEmghJs8P344483BCSGg2/ovueeexoFExst2Wy++c1vxtPxZuoLjgQ5CHZp/6K4BrGJuGb2zNTuUG0/mvKMk7FzzbERe9lIXwGQmGk0ri9kGe+VV17ZKGjScG9oeeu0+wP96DvnnHMi0HU498+RXOdx9h+snD7rZ2mULJwUYI7lh1zz57c+3zyjmVq7dF+xFHF/zFbM2Vp1xhY661hG6RxZVj+zquxlB864FujlehCQ5KEIS5fyuV35F5oV+R8V0LpJn+GtI/W70ARMwARMwARMIH5jjcEETMAETMAETGAEAQVGlilgdbmWBv6GgiMf1pMC44lkE3MmYpPz6qhWZ7eec2QaBrMzIs9Eq6I/AiRyYsPNVWVtG9VqgzzvzLCKgNWeXAZI4GLp0iXNiuNXNEsUaDjxxBOb4447LgIRBBtCb+mDA3qHy3rVRy1b7a/OOYpn6rfKI0dwYcOGDRF4uuWWWxptdB8zoKgjWCPuzc033xzLxJAjADEqgEXg6hjNMKPf2PQbBQdJ2MGMJF60I6AwUyDkIOpekmruB4Is2MuT/WY7Voyrs+946p+eotdyrobDg2De5ORkBEUJZJ111lnttaQ/AqRvfvObY/mpgi2hp7af6Zojg35k6rG2ezGP4/qCG4FRWBDE5MhyRH3WI9BFOwLD2Dt3gqcgxt+yT5ZO+JCWD7RESqUOtYxBUaGC+tAEiqJdHGhEIri4L64lfdGnrs06BRp/T6/Pn3322Y+oXBFrJxMwARMwARMwAQjUX1DTMAETMAETMIHXPAE5rnOfeOKJkx966KF3bdy4+Z9t3/7CWQQNcEbZHHqOlgaGF8vPZ/VWoYbjOvSLymnxZ5EoKQNUEdjCwSVJqM6uwnHONEeBqdgMulm5amWz/LjlEbAi8EAggiAODu/LNREI2KZlWwRbCPrdd999MQvmjjvuaG6//fZw1LEdGZbuwZggFMu/+uMiqMSYeaGHIEq/vo4fbrziWqlwOMhV5fpHZAmg0Q6dbGRfg2B9OfJxVYrccF3Uz1DXyaOFoGZ3q6iZ+lZBm6nS0WMrWW2sT+XjnFRnY5FPPal/+M5Dnle9b8YxpJ5gKJxZYsn1q4n23Hts7E/78847LwJa1CNPQPWaa66J4BZ17LFGG7iyfHE216T29VIfuRcYQy4/3KyA1taY7QcDmJP2w0/Xiu8AxhIbxWvn9wN6kufoVD+fpZ4LJB01wTDO9BbXThXYQT/I0XqR7vuVJ5zwp6eddtp/OP/8829RmzSmKvHRBEzABEzABF5jBOqv62ts2B6uCZiACZiACSQBOdkTCqyc+/TTT//3mo3xW3JaF1bHG0eV/IyJ6ln+mhK+Iga2X04vDnMNuBAYIBjB8i5eBAP0BLMIFoxz/LFrVCBiRltnUTlbvTj7YtY8/PDD4dAzg4VZVCzXIkj16KOPRqCK2S4s/yMRMGLc/UTQiAAVcrmsKpdMIoMtBK6YLUMaCKjI/c9wYMrVYFflNtN1i3a6ZuibnJzUzLZjYnbbeeeeqxk3EyOv+UxcuEUIbsx8p+SN0r9daBfBizYTwyxvnSQ5hSy1TPKJZr1monHfEBSES3+c3IbI9hP3CIFCrksNEIacyjlGg8hkAAV9BJ24Hwd4Y6NSDSYya2mgb+mjDWUsVSTQVa/J1VdfHbMFL7rooqjjHmAGlwIzETDr9xOdDL3Vfl6M+52u0D9KN2Pkxcw/7nXtd6f7caeWHmomptoR1J43jxlxBLaZXabS4QvQH4tkJNQvGZlHjI3xtLtd7t2l02M061Iz4Fhi+K/OOOOM6zX78lnZfHBlI3twoQmYgAmYgAm8MgmUf7K8Mo231SZgAiZgAiZwOATuvPPOBQqYXLxu3bpfYwN2giQ4sQSLcN6rw4yziYeYDmXtqcycCN8Rh5T4FXLhdYZQ+p/5EzsHh1UK6iyPffv2y9HPmSw8DRBnnxkq7D/EEq5RjnTt+Wge6xjH9VeDazjvvFjeR4AKPj/4wQ9i6RUzrTRjLWwmOEXAgiAGPGmPbvohQMfyKOo57/fJ0+TYi4hEIKNfV8fL5uUERCYnJ2OWVLUN8nE11A+Bq1NPPTUCJcjzBEgpqyoGjqWV+svrXfvs9BbxuPjxNtD+sE96qnrZnrrRpSGgqjmKkkWwRHcbQaDKsyqI+66elCP3NEEYgi+bNm9qtmze0gZO4UcCE8Ewgo4EuupG+EVFe6jBR64l17ly45ryqteYYCR19Voji630wX1OnnueIBYBzLe85S3Rx5lnntlceumlca1PPvnksfcDwlV3a9xLkNmxY6dmZG3XHlpPxwytp3R8+qmnmx0x3qaZP0/LDuMaMXYZFBeETOYzZAgrmCefWhmxKJVHM7ULGRSgQ4l7E26kBQu0Efyxxz0uRv+nGH5hcnJyo/SVjkLEbyZgAiZgAibwqiRQfhZflWPzoEzABEzABEygJSCHd+Ftt912xaOPPfbbTz215QO7d+0OJxIHvzrirfBAhtCUZmKFa6kKOZ64iu15yPJzyhKjubEcEOcah5MXugnMsKSKYBXBlbp/FQ7/uBlWAya8iCc4xew1hc0K6MWMKp7O953vfCd6ZQ8qllExe4dZVtXxZv+tGpSo/BhvHXstq+fIEvxiiRoBrX5avvz4eKLe5OTpzQo9MZEZavBEB3xWnbgqZv4sXbI0giSVa1yS8i+Z6E/ysSl3u6wrwgH9rto8AQL6iPc8ifz0t/E6qmxe/Xo2w1GqQpsajNbalQ7r5H7LAEjqJ5Cl4c4qVY5oj8jIUCv0wPyFbS/E7CLuhxpUpBPaE7h54IEH415hRh3XtSauLfcHQUxkuc5xPaK7DAzXc64nbZHhPiC4Vu8bArgEIpG97LLLIkh24YUXNhdffHEsVzxXM+RIBH4Ptsk8fdQ+o9FRfkM/AT0+EwT8mKG1fv16LYV9Xuw0M05/4rtF42WmFq9YHig7wi617whSqFctKPnhIjWM64ceArQceYDE8ccvf/aUU0/9v9asWfNpber/hPRXTUd51FZnAiZgAiZgAj9eAvw2OpmACZiACZjAq5IAM600sMs0s+Sfysn8wA72WJJDGQ62Kjovj9zgT2LfeezDSclOPpxRCfNEQhx5HFsCU0sWL4lg1SmnnhKzTQhcDQdu+nqPRv5gTjszo9hrSnt8xUybH/7wh+F8E6xidgyBC/b9YRwEI0gE3wgY4Kwjw3ipqzOuYvySo28SR2ZLEYhgtk1NBPDYGJyZNQTwCFqQaM+ytMXixYyoqq+241gDHLVNv66fH9V23HXstxuMHnTXdlDm6JyBiTjEoaZqVT3W9sPntXzUMUImNBiTIuAi4zhOTwRsct8wgjT1WiDLk/0ef+zx5pFHHmk2b1IwNBbYzYn75dlnn1Fw55m4L+L6SD9/WG5HWz4rvOrnhtla3IPcqyQ+q/U1NTUV/b7+9a+PgCeztZjFdfrpp8dnbKag1sE+G9PHe+glfG6YwcZsN4LBfJ62KcAVMxJ14RkHnyfGXfnRy6h7YrbXlVuJfnk66QKxW7Vy5bMKYv0fk5OTn9Yst/ViPsMVP/QxuoUJmIAJmIAJ/DgJHMY/oX6c5rpvEzABEzABE5iZgBzVeTfddNMlWtr221re8wvsWcNeMvPmzitPFJM/RwRBXmPn2ZHDac8SqslyVrLKcZLtMgLBLIgD4aQz82rZscu04fqq5mTNslotp5oZSgRmXsw0k1POrKknn3wyHOnvfve7MUOEIwEsZtDUzalxpglMoQvnugbZcIpJBK52qR5eyNYgEbIs2dMm0zqepqcyzpP0gRg3exsRxGJ5WNioGpz3cNzhrlekApjZJGTb8qwdkOkXDV0VVQ1cpThL+SwvvQ2L9drl3Kb+HTGoEW3TS7KPEXUh2pMv2a6ky3U6So4qUmt0nvIO+z6j7nyEvnqvts2ZSZVKK/62akQmrlt8EPqV6MjZRD3IIcC1pc2evQp8qhuI7tq9SwEdZiZtaGf5SahZp328WHr3+BOPtzO9aFuDOtyD3C/Rl/Sim4Ap9yJydeYi9yiy3IfsHcceW9x7BLb0BL9GgZwIpPZHUPPoIdHHi5VYSsnnbbNmaK3fuKHZtHFTPOmQcTCGCc2eysuUs8WqTQezJ2yW+fV+zTFkUHCvAukEB+Fy3HHLn1598kn/+3nnnPMZzf7cLLkc9ME6cL0JmIAJmIAJvEwJvHi/2i/TAdssEzABEzCBVx+BT3ziE3M/+tGPnqWNrX9z85Ytv7lbszdw6tqAywj/frYU0jnM4AoO837tYYXzjgNKkErLdmIWCLOKWAJFYOelTsxYYQnTXXfd1bD878Ybb4yAAZup4yyzVxW2E1BjlgrBK5xlXgQNquPcn3XF+JBlPLxYvrVy5armjDNOL2XzNJNqVbNo8aJm8ULt3cUu5nKpWdrGcjSc6HhCW/mXRjjbLO2bKWCAe13kZ2Y4a8EIpFRHf5TO2Wsa1XrmsiCSWMYKEuiZyb5xDQft7ndSNPaLhpWoLqpRMpTyXiBQVSoI9LQnQ8LTTmnHi+tPM/IKesYO99kZatkzillJ7K1GkIfEXmrMXLpXm9MzUxI7qCO4yj1MqkFQ6rgn62eTWVsk7nPKme3HZ/Gss86KGX8EtnitXbs2ZkUyG5Lvhpcy8Tmrsxw3btzYPKEgMuOP4LEMYSzYhP2k+pmMk7xamZ3tu3Dv258zQtloXktzH9ZMtf9N+4z9vTaC3zpbNZYzARMwARMwgZcTgfrPk5eTTbbFBEzABEzABGZFQHvOrLr33ns/phlF/7ec12X42RMT2kh5xK8b7vOI4rH9VAd3zx4caO3fJMdysQJALKc7/fQ1coxPCWeYQM/RTtV5rQ56Xz+OP0uTHtFyLQJWLAckUMUm6yxbwtnHKcZ+ZkGhgzboJHBFIIs6znGqcZiRIxiH009iqd/q1SdqBsup2odoUcgfc8xSzbJSMCvapkX7S5AqAjARn1DAguk3pIBdiffoq9/+BerVZLsf0ztjwPppaYy9VT6uVbnhautZjWlWQsPWdIGhriYVDZkZ1cNdcK4LH/dE1/7QcsM6x7buCdb7OWUJamXAhnuzbkpfA6nb9cRENvbnPmVPqacU5Lnn3nvjnua+JljLrCbu5Wyfs9K4p2vANWc3TYQsQdm6dI/lq+xDd+WVV8ZMrTe84Q0xS4tZW+NmS2L7qM/h2HGPqBilg/ESdCaIxZM8+Uxv374jPqsspWUMjAm5sSkYd6C73PQW8GSZ4TLNihSHb09OTv4L6f6O9hjLR3xOb+ISEzABEzABE3jZEaj/1nrZGWaDTMAETMAETGAUAQWrFito804tj/vX2m/mPAI2BGG6mQs4fIf584ZjrT84ewR9cHwJ5Jx00smxz45mLoSji2P5UiWcXJb8aVlkc+utt8aRMoJVbJxN0AnHHpvrHkA1GFBnWmEvTjiONI7x+eefHxujH6/N05mtwh5C7FmFE48MLAky1M3UVRTl1GUqrvI0jxnuKdPlsgXn0I1gVxYNvpcG8B8nE3WhSH1kN5Jus4P6Rpx1sl2uryD7pmFRPqAjOtYQSl0r0tM1IN87kQjN2ia9qsPKcnG4FmO6ph+qhlnGPUCH7XXkZDiNUdoXGxaRPTxt88jHxywklMt26WTjc9I+BXG49whGMcuKfbY2bd4YAR+CXARv2QyeRDs+C7RcoODr/Pn5VFHu6TrbixlbfDb4vPCZJqjFExCvuuqq5o1vfGMsSSSoha5+wobhsn79keT5LDOGRxTMWqcxMUsLe/kO4kW/tf/uc4h9w9RrWb0LJKK2dSQ85GCPAvIEovnMa5nl709OTv4bLbl8SH0MKzuSIbmtCZiACZiACRx1AvX37KgrtkITMAETMAETOFoE5LDN0RMEz9Wso3/x5Lp1v8gSQYIyNTAzvp8MhvCOOx9eXHHROOAgc9wvhxenFxecp3rh1J5++hkKXK2OGRrsJ/NiOa592+uyqvvvv7/RBvTNt7/97ZhhxWwrnFucbjZGx57qjIfdcqzZh4s9h0g45jjpBKu0kXPsB8SYyNOWJVTUs7SoOZCMarCK9p2DzNn4pG7xjbsEzP65TtuiKkijQ0mtgkNpNCyLUcP9VsX1ONwmz2vQoBvJCHnGNmZcwz13+kb3d/DSYY2lxZjiTl8R6Nk67foV4XHlna6aSxb5zn2kp24O3QB8phQ+TTyYEEmZ6KSjWmtGHeOzV+yO4LHy8VQ/BbZYjvisNk4nALRNs7cI7OqhDRH0Zebkbn0mYkmiFPN5qJ/jGvCuASI2X899o46Lz8cFF1zQXHHFFQ1PQeTFEmH2dHspEoG6GqR+9NHHFMza0H7esb8NaHFPA38WKcT0BkYagb8GumGq8W2Zmpr6X7Ts8r/q+yGjgbPQaxETMAETMAETeCkJtP+UeCk7dV8mYAImYAImMBsCWlaz7I477viQAjj/jzaDXsFyo/nztGRv4NcrnTEcuwgOoDi9tDxv86WZ2uKwMauDmUs4gIsXL9Qm0CuaycnJ2NOKGRk4if105IGHvrbMM3tsgza0JmDFEwHvvvvumGFFwAonloBWdaoJWOFwEsQiaBVj0JHEzCmWNjKbiqWAF6y9oDlp9UmxNJBxENCCT2VUHde0gpBDerYEG2oAogYx2nFLJLjrqJjX0CWgJdi5MFUwtaezTN95nnGLvrwkVBi2oQOx6SrUZ3Zc9aSY2k0zhvZFQekT2X6iv2pQFak2tHI9GcpqfajWeWsHXZGKfXEcoJO2xIiLbHCKvN6KotCvdgwn1MV7ts0SvQ+dtuU1Ezp1EhNpUlE0GRoL4oNFoxVXTpVR7WbcsTLq17ea2w7bkhQrp+Oqqy7EAFDu1hyASmDJi88D/SNHgJvPNgEtZjI9+OCDsRzxBT0RkEAwwSoSn42YraX2df86Pit81pAl4IUMTzq87LLLIpDFExAJaLFBfF1yG8rK2ygG/fqD5ofxaEzsDcYeYSwXZqkh3wF8hrGPhyfwEARSNi2frbgHlVdh3mJcxaq8SJY6+PF9AwsC5GecccaXzjvvvH82NTV1h+pmWMMY3frNBEzABEzABF4yArP9N8lLZpA7MgETMAETeG0TkAM490c/+tFFCur8q02bNr17z+498fTAeMod3ljrhHWcqmvWlQzligCOWu4RtUvO55LYB2eN9rM6Q7OteIrZcNBqSMsRn+Ig8mRAzSZreCLgt771rdgDhyWCOMzM8CBoxewQbKmBJhxWEuU4yNSxKTWONQErZocQdKM9MowzUbH0SjMt2KsKBbyJRf74lxPKZ0ooSA94JqlW98xCs6xtTWszIxviqteA2zSBmZuG+CxEWrVjZcdW0HTGytA9cO8eXLy156XI9IMx2Hk4i3NnPaQqWI+zGmDSG27C/c+L1Aa2dB+/8MK25tnnnm0e14MO+Lzp+yWCxuyrhVz9vC2Yv6CZvyD3tuP+YmYjwSK+O5BRgCc+cwS13vzmNzfspUXZcECrz29WwzmIEH0TgOM7hCD3uvXrYqYWQf06u4w+h3lMV9u/65DmI65l0SpmNuqePbksW3vjbdWMrN9RwO5TnpU1naJLTMAETMAEXnoC+ev+0vfrHk3ABEzABExggAB7Wylo9UE9SfD35VxqttWcNhhDIKAfqsBJi6BKHPG7qkPW/ayFA6t6ZloROKINgZ9TTz21mZycjH2fWEr3Ygat6DeerKZNqJlhdcMNNzTf//73Y3YIjihOZ93DCucUeVLN13pmYU1NTTVnnnVmzKxilsQKBdwWarZIOuglUMVT/sJ9DTXKFle2w5JlxbkPBxt2+ptubGRr42ieHFUUOoo+epFu1EQXtAg1IcTZtIRc6batiz7LW9VVAw+dUK8hsrWLMra4M+p4endJuPHRNOaXtc1avcMjLvoQzPuLrtrOQprzVqwMqG9S6lZJzAqTBaX/0jiqQ762DWVwqf3k8JDpp2jTL6gKe3r6OkK03yjkKO364WzwU5XXsppSbWBvq7zQOSwG1e8r74OeXtXzWUU7/fX1daX0TkpGYZcqs75+0vsDCNEUKG3ChiGRUJlqi2wtSc18VmjHPlssmWWz+Ge0nxwBYoJZLD285557IohMILkGjvn8MU7a8+JzSeIzTNCYz6P2kGre8Y53xB5al1xySQSUafdiJb4rmGH26KOPaBP4R2LJZCwrDju1J6CWBzPW/pNAqy19bPUe4EiqMxr3cx3FiIDWwkULCdB9VkHzfzo1NXWf9KZwVeijCZiACZiACbxEBPhFdzIBEzABEzCBHwsBOYVztLznNO339M8fe/Sx/3HHju3NPJbFyElMDwkHN53P/MEiGDHsQFfTKZcDppkEyOzetTucL2ZarThhRWzSzCwJZi3V/W9qy8M9TnPepQinktkRzLIiWPW9730vlgiyRw/LmghYsf8U+bpMsM6sInDFTDBeOMZr167VLLFTtSeP9q5aqFkh83CIYaKXnMvKiLIYdxQUPsqHBFAkT2qd/qhJrlHRe6sy2VZtqKM5znCRi7LIpw2xeo5gRalnuV9oV4PUV21FIGqKZKmPs+gky0tHUVKVqoZh5HBSIHRXTTCJfC9oUuRpmHXZX71ulLXWSKbTV2voM8s5Io3vThY7kkvaRddhahhIVW2Xstm+CNV7Wg1CbRTnvY0elIcu8m1nnKC3vIc5nQJsj1GmmSkYelTQykbjWI5JD3VsobG0i9BEvNEM/dmmWhf9qCyGKdvCzu5NwqkodNezaiZyoS+vUTApZam3MuNIv/EWdpIluBJcqxpElFJWGekuFiEcraM7csrktQtFaYey7B1H37xydubuCEyxlxZP9+SJh2wcz1JEEgFv5PjM8lnmyItZXNQRtOKhCMzMuvjii+PIBvF8podTn/9w3Uzno9oRKH9MM8sefPAB2bop9gQ7oJmXCxYsVNBtQrMwCY7DRDOtdN3gwpgTRBR153AOftRTdyDGzP6Ap5x6yuNaXvgbCuJdp5lZfoJhEPKbCZiACZjAS0Ugf5leqt7cjwmYgAmYgAmIgByiudqg/M33PXDfv396y9MX8Hj3+XL+cjaRnCsc49YrTRerzgQJx6tHMc7DOWVWxf5Y7oMelgUyY4mgFftD1VkTNB3W31N30OxwW2ZC4DjyhMCvfOUrsYcVS3xwKHFoCVQxlur40p7ZHXU2B+1xdE8++aTYPHrNmtPD3rocCXnGxZFUj/EDXhhRRbayCM89pfVenH6CJr1f/domxYpDy0mPe9Sl1sxOe0+bojiCMsr1+hgUD+tabYyjf40HZKvaIV3V5jymvrZdbUPBULu20yI81DKqBXa8PbWdGgbnEbKhc1hxacdhuGpgDHnSk+5nCTpwDfspwzgMs99vvYop3YMwo/5Ob6dr2NoiU4vrsWt6kByfadjJphG2DKsbIaJxJodKst4/XVvl4qQ37iGzOa26EaVBsq26ZaNmZ7VBLUkwS+vZZ5+Lz/gzTz/VbNRMrVtuuSWCz4yHzy8BLAJXnPPiM0+Qmjr2peOJhpOTk80HPvCB5vLLL2+mpqbaJ4aGGUfxje8KZoZlMOuhmFVGUH2RZlHxnVNTfI9gbxTMwE7A6rhoAw820F+upctTZ575iXPPPfff6js2NxWryn00ARMwARMwgReJwPRf+RepI6s1ARMwARMwAS0RXKhlOh/WMsH/T07WMhwjnD+cxnCoIsiSzhQ/UOFWRiZdc7mXUQrJ6lTt2btHM61yn2EeC89SHl5rTlvT7mOD/NFMOIR33XVXzLIiaMUsK2ZpMAsDh5Wx4LzywqHEVmZbMVZmVuHsXnbZpc1pa9Y0KzW7itkZLAeMmWdqy6PudUgmMpz2UcCB8+p2IlSYhEzUIgonUnHM45QgQinXgVw0LzItYfWF1lJJLnvDhprUEM3MckE4+6YJJynUt7HWI1xNjqbS2bcjWlKGAQPdZQGWRS5slAVFLrrt2ddvHjahjnpVhOVFlrqOW1jSDrvaH41CvtMaYwidetNJ1Egmx4/9lCjFGLK8YxAa27cwS+LUh229gaftUhKm9a4l+sfpVl1rewBqDQmT6tvg2FMmykKg9FmFy7HfJkbIWwygmBMjSGGKWUoZH2mKSoMDWZHnpZscTp4UmhqDGtBefxhPdBVndKnzGKf0ljxdkI/7KtpESbQrVWqjenWTulQaHacuRkBdrSxVoZOATQR/VLhLwan6WSdQzdLg+gREAtPxZM/Q1T0tkM87QSWC0nxHEbB+97vfHRvDs9xw1OystP7I3vn+iSXM993X3KdlzOT5PmIsBNQrxz7jCgAUbdK427sKfjpHD/oXLV7UnDl19n8577xz/lfNzHpEOuNKt22dMQETMAETMIGjSGDg9+ko6rUqEzABEzABE2gJaH+rFVom+FsK+vxLnD0cuuoQhrcTXmXxewbyUtFzh3Cj6uwInEWcKPafYQPztReubc4686wIELUdH2amc9Q7BSwl4imBX//61xttMt984QtfiGU1LCciKMV4sIlAVQ1W4eAx84tliziu55xzTgTX2HsrZmwQuGOfGRxELffBUW+TsumM41oXDJTpD/ZFKhXhePfLWyWSV2UrX8pDRwEbfUpPlUElvcC6TaVfzlNOrfptyKuNKvUewq2+OC1RDNrWyyupDG6Ubnq9FZmQiMEnh+yTnjKVcRWFA/2qjCBSSGJO26THgnakyjLP2vfkVk9bBWEbihlS27baoGP0mpUSoHP+cn11LH0GB5pX9UjSFj5Rnu9xgkxfUIWll9RXx0l5uWFSC0oxFAUlFbVxFnnacJb2Fan2UG1iBMX0VjbGUvsOHVHVty7s1JvGFZ2hJu1BGUCKtDJppooZXU15r+VZa0voiDdV5LHawmmorQriWGWLHh2i51Lc4okBljMdsINriRiplVOez3q1Z58+/8/ru+FhPSHwzrvuVqDquVhuSJC7zrokcL1QS4DnabN1ygiA8fnne+Ltb397c+WVVzbXXHNNBLb4ruin/MxUK/o1M+eH2/HdxKwsAu8ct2kTe/YBY6YYF5fvH0aZ/MvY1S08C6ppHQYDtWG5NuOampq6/dJLL/1Vfc/9QHV+euE0Yi4wARMwARM4UgKH/ot4pD26vQmYgAmYwGuGgIJWp998883/7/oNG35ulx5NP3++/tdf+7Gkl9m5hOEmciqHu3Ngq1OtkvJrhVO2W08Ew4E89dTTIhh0/vnnxwyGCIgVsul4HvlPHBs7/+AHP2iuv/765sYbb9RmyQ/HLCuCUgSu6pFucRBx6OpyIu0PExvGr159UnPKKSdnkEv1BKuYMcYfvOJ0AtNJpKDOEolKXMfikdeZK5VP4CrjbQ/hbeKMimNAK1KlPORCn2RgHdXJKdqEq1q1QVFJeoZJ1r67fkqbXj/UReq1H5aP69S3gR71N01Xr9FxlsXJsCGl2/6h7SOaoYy/eiu2qSTU1mPlS6dhc3aebYriOpZkqkJ0J7w8KRrpJ6iVgE30W2xu7aKFbAldOnLHo3BQt4oiYWUmpPZLL+ZlC1oq1+NcZctQwxbMrH2UhtmutT9bZU8hHAXVnjqewNJ2oAxGkKIzMt19l7zSVmpIUYbtdCFlMQblE3f00jHIJgO6a1EcQ0eakAQLBylLtkhxLZTaPqKo6GyNb+VqSTShDZm2cZzEKW/ohU/0FUsOJ/SdlOPdsWNns37DxmaDnhDIcsO77ryreeaZp0PXPn3u+c7gu6oGtypnylnuzBMNf+qnfqq56qqrmsnJyZAtvR+1A7PBHtXm73cp4MbG9Wz+ToCN764abIyxwVAgKovuVislKsB+XvxnAt+J6FCAftMFF1zwy1dfffV1qssnUxw1663IBEzABEzgtUwgf4FeywQ8dhMwARMwgaNKQI7PHO0Hdc7NP7r53z+57slr+aGZK6dmjpw2eUfpDMnhCcdT3lEcOa/epuRpg+M0d442H963Nxwj6pcsXRKzmFh2c/LJJ8cshqNpPE7bhg0bmn/4h3+IJwZed911zfr16xs9FTECUOxtU5fOIEueF8sGFy9Z0qy94IJGe8LEXlaU4RRiN0/yYni06af4EdbYSVEXA0/nuADJulIeJ3qjSZAc0NcJhcrieQ73WXUUyqELAAf24AAAQABJREFU2N11wMZ0xtu2qM7SkGMwhCDClW+7zTZYNmBWNs13yaaqfG/1V5lWVxGP+yKZZVVnF04z/eRY6bXtIu2KnsLQrCgC0S6kS2eUS0mcFcPROTAGKiUxIKMzELcdI9I7iSZFps4Go29Egltq03vhGO3LeEJVV55jLQMochzSzh6TUthyVXcjA1hq2MpEG70VDgw87Iwi5cNehCDQH2EU5Vu/ouY5KrUbrw/3SZ1eMao2Q2HhnAZJIO2J+xNbhvSqBY30Ck1xFrJsVq4yGKWq3piLDoSjWk3b+0Id0AY+Waa62m/vpshrQvu8mtmX+lRjZokS0CKgw3fH03rSIQGjW265Nc4JIPG9QRCLxBF9zIaqM1SXL1/evO1tb2ve9a53xZMNp6amWvlodBTesG/Lli3Nffff39yhDeuxk9GwWfs8fWfHFKremGuXwSzeakkeaxGBOpZBa2nkNs3I+ic6/hdv+D7IymcmYAImYAKHR4DfGicTMAETMAETOGICcvjmaHnK627+0Y/+7OFHHnkdCplVgFsZjk1xhNLx65zNfsfVaWSGAsvvmNWEjlWrVsXymhoc6rc51Hzto99u8+bNsY8Vs6y+8Y1vxN5WdTYB+9YwQ4Hz/tJAlgRiFzOsLrvssmb1SSc2C+OJX2zsrE3XtTwnPN8Yfb+3o5mvLuPR1NnTlZ58W9Cejux2ZGHbdlxmfKsukNC1RZo0+v7Jur7GEfL96mwQ74RNaiiiVzwmW+/qfnVVXI/9uvIZGCzqnalNP1LUq8kPz2idw2IDt1oJSvZlRuVT8yj9ByMyvc3BWozqf+aywT4Gz2ZuOfvaorU95H0w8ntqlAGjyuhc33fcJXyX8SK/Z/ceBYmeiqXIevqqZmY90/Ddw6wlvu848n0Xy/okX5chnnrqqc1P//RPxxMNebrh5ORkBLwkEmnUd1qtG3ccbkOg7f4HFMi6447mySeebHbu2NHM0zLHBbJnv5YX8n0Gk3HDHexHchIkcM935qoTT9z/+te//n/SUsn/IB27BmV9ZgImYAImYAKzJ8DvkJMJmIAJmIAJHDYBOUJzbrvttiu1kfknN23cOMXMgvlyfHBgMojT/dRUp6k90msvsMUpy+t27toZe1uxPPCiiy5q1miz8+rUIXOoif5IOGA1bdy4sfnud7/bfPazn220zLG5V5sc42hiP44kRxwwAlcs+2OWBMEsbVQcG8SvOX1Nc+KJJ2oW2EINQRsaS/6AXv2U3THzgwBGOrRhQcCRJIxU2cl1dobNqq8uYxlCOJA0aBnWitJxON6ojk6LMx69U6b+wpXuWZkGdddBVVhR9XCS9pU2UZn55IqRGgOWRZ/1UEes6tK0ikQBeilnLPrDTB1SLM2jD9XSb9gb54gWmaExI00KmwfqUh4t5MJKdEqmnkdpdhR9xTg0nqomdYaZpawAACZaqmBoxApSqYtjlgzrjbalPutSVd3HKtVVhl0/I8eo6s4c9a3xML6+HX0zqU3maVufRtsqmAT9EGrZV4EoZZyZwi5lc7YZvZe6XhbJVJvWRRWGh2gKZk1trbO2vrRFCfeKyuOeUbb7LERl3gf0hWgU8V6ZZHOKqW1Z5Kne0Z3t6sw5qkpxd7lpKRtSv6rDjpCs4llXi1DLzCwJ1gA9ASztD9g88cQTEdTinO8deme/LOQIaBHIZ88sAulTU1Pxnfj+97+/+Ymf+IlmcnIyvq9qN5VFPT/UI/0z65Slj/fed2/kF+kBE/Nkh4yTOg1EqXdnJIdAnBDiXuGGA4oS36F8Nx6/YsV+zcT6rTPPPPOPNY6dUek3EzABEzABEzgEAvnLcggNLGoCJmACJmACEJCjNEeBnzfcdNOP/vO6dU+cpdNwpHiiYPXy8F8ob53QLBgAyFIbZixFoEhOzsqVK8NBW7t2bQSIcOKOVmK2A0ErZll9/vOfb9jjiuU8x+mR8DiHBKL27uUJgLk8EOeRDdrZm+aCtRdoL6tT9Pj45TmzrMggGz5deLJ9S+tPbNano6x65CNRT74eyZZ8iPTKQ773Vji2Ogdd5VawH+yo2kZcgiJfJfIU3dhXrY3S2q+OMe7SsjsM6ojxtOPtpGoOabqJe4SeokBlA51SXAI5B1Gf5tEYwRHKor206djaX8akBgU/fZGqEdEoSmqOJqFfY4veQp/eQqCGg6LJ+DfE1bhoCLkaBMK26KOaIMWhWtKR00lr//ge2pps256OyYySyrJRNamEmpor90rh2b/3kBino8PfSUQZjdrxVwVcu9JPr65a0RUVXa3KIhHnSCnT5ukoU0hFeXZdxwDz0msIDp/X9hzbNhpEXKOiry9T5fhu48V3Hw+J4PuIQDovZl/t0Cyo+v3HdxGJYFJdZsjTC1lm+J73vCeWGSowFP2H4FF447vxnnvuabQkvOGJi4xnQssL5yuYP7CHX7lfdRhKZfDlQHCMmWYrVpygGVmX/fZpp532R1MOZA0x86kJmIAJmMBMBPhJcTIBEzABEzCBWROQE8MeV5fq9ddaBnMeDhvO1TiHepT/lo5QznJittWC+Qti36hLL31dc8klr4s9pWZt0JAgurGpJgJTzLD66le/GvtaaaZYu1wHZxAnkWUuOFY4i7RnaSBPCrzggvObs84+O+xhBtaBfQeafTytq/Yhhy3ic7Wz3rE6sr2i0dniT4+uHFM6APVwFIzROyLMME77uPIRKkqwYPZ9jpOcbfnIAMhA4x7AsQMZaDD2BKe9d7uNlTvkisO1KwZP44Mo6COIMfQKWmNHlbWV0zMzwDhETdN1H2w8I1q8XItGBcD4vojvHwV5tm3fpicFPh7L+Qhq8eL7iYRcnQ3KOYEuZowSvPqZn/mZ5p3vfGdz+eWXK0i0gupIw9+JtXy2R/b+u+++++KBFuvWrYsAGt+dMVM1vg9np4k7ckKz0PZqX0O+c/X02P3atP433vSmN/2pxrVndlosZQImYAIm8FomwL8nnEzABEzABEzgoATkBM354Q9/eKGeyvefN2xYfyGPYJ+vwFP6y7gmvaTCOrskf2hyBgPOF+csySNwtGjxouaC8y8Ih4t9Xo50mSD6STh7OFxf/vKXm0996lPNAw88EJsnR/+SYSZAnfFFHkeMWVjssXXaaWuayckzGjZRZrnPPo2T5S8DMzDQEUEsOZQa+tDowwaJREXWlZOsiYogwWySUY1DbsRbUYNumtW+KSZNV9XvN2V4r6XRTspwcDNNd61hltVVpkiqca9Z6Vwykq92FaVR1gm3pSUj+dCV+qttVGY+Zx1RO72uqGgPKRE2QyNVZi1VpCgbOEnFbR2ZoifEM09ppv55P1/rxx2RJfWNyhLeU5PeBS/yRaxekawvzTlBqge6rU+YCJTU1tROVJ7MuSaltwiMxD3eMy/6bvtIPdPsoRf6ZFy9thQPpGl2debkPZaNyaddat1r0xtFqqWA1O9zmhACvcJetq8bqUj9ehRH/6qpx4HOSpu+/mEl2JZ7yVfhlJC+7jM3UMWViQdeTExkMJ1ZUASNHnnkEX2PPahg1sY2mEUgi+8uXjUAz38mEMx697vf3Xz4wx9uWIa9RA+YqOlIgll8VxJMY0aWZt42zz3/bLNk8ZJ2lhjfB8xijWtYOwymA2Db+lhaqEaaSbbr4ksv/qV3vO0df6O2fmphZeejCZiACZjANAL8ojiZgAmYgAmYwIwE9FS+NTfddNNfPvnEE9fKuwqHCZ9uVkkOSjyBUML1KX44VDwuPp4meNLJekrh0VkmWJ8gyL5WLBFkY2KcOxL/41+XsODE4fyxPPD000/X8sC1zal6quGxCmKx9wxP0CJAF95x+LEE4Ej5HtmhN5y3QSbIjoAUxT2HrpcdUnnw02ibCvpquoBADTcUU8L8MXYdvLexErWXvg1VeIBLBALCiFo962O1Gn1gnau3br+sWahR31zFaB/Xpb+fz8grNaC0jnGgcMRJMKjGjqvvlQ8EbHrl47JdACI7GcWctnEvSgSpfuougWriJMc+LNdvQ75rN1hD/+BMrsqjKAqpUCrnBMcICGfgpi+QYjO9z4o9KusgyPP5xeiS+tW1rD3OWNlKdZpCvob+hutHnPf097IpWMBOKy9q8omGeqjFgX3NC1tfaNi7795771Mw6/74fmN/LO4hZm/xncax7pfF9xvfsb/8y7/cvOUtb2kmJyfbYNMIKw+piOXYd9xxp56seHNsRE+/BM+6754hdeU+GLyWjJplhbmH4MoTTnhWs8c+pr29viI9fECdTMAETMAETGCAAL8cTiZgAiZgAiYwksCjjz56vIJX//aWW2/5RRxPlvqlA5riOX9j5p8SHJvdu3cpgLSX/2mP/a1Y4nLSSSeN7PNQC3HgeHIWAavrr79eMwNuitlVbLiOrewXQ+CKxDkzrVgieM655zTnnHNO7GmF40fAKuXkmOJUjkk5frlhIVK8svDYq/c8puHI4tp+sBLVo7X15CVUnwxWW/dqa1EcsTnHVCSqYD0OSOuEctJ4DMFykNMYZeq7wEqdR/o+ppvRamcWztqZZabpHSc+onywSGdRwIVTZoZ7bFqfQwWjm2dvo+uGFMx4ip2yccy1z15mVDDz8EYYOKIoUc3QzfTvnsHx9+v7Nrfl/U7JM+AxY57BjKGq2lM9dtUDJeWkLRs+p9mAfVGgW0Z7ZinYT4Cd4Pyjjz7W3HnXXY0entFs2bKlfMbzyYcEsVjmxwwugvjMLv3Jn/zJ5md/9mebq666KoL31bru+6GWzP6IHXzn/uhHPwob+A6N716+T4dnY82glsAWSwuZlaUZZA9fc801H9ADM27Xdwx0nEzABEzABEwgCBzxT7U5moAJmIAJvPoIPPzww4u+853v/HMtw/uXO3doj6pFCzR7Ip/Q146WX5DqWlQHTEf88hrY4ImC7OfC8kCCVpdddllz7LHHtiqOJMOymq985SvNn/7pn8amxzhwzAAgYIYTxWwvUnXOJicnm7O1n9XZZ53VrFQAC6eOOmQ5Tkv98Q1VdlVdDhHGHprgoPNhrZSRhsujMBoMzk9ohWvDKOi99Z3cXvGM2WHDeufYhQWthbXfYnCvpnQxvWTGvtFfAjepklksOSsn+z5Y63H1aWjMsBonMqZ8ViOYUWiwcvBs6D446PUqrXtKetlBZVVUPIOldI+4e9pRD+hpSwdVdsUpPa5NJ3fwXKej5MYxGHMDRHGpa3XpPAJR5V6ayYq2zSihMZXxOabPWaYxavqfJGlKqXGyw1gG5YbOdBrBrPJd98yzzzYPP/RQLDNk03WWE9bvPYLzfC9SRmKZNsEs9sv6+Mc/HvmoOMI3loSzVFu/G7F8m37ol3G13yfKDY6k65TryW8Mac+e3foen9DDM6ZuuOKKy/+7Sy+99MlO0jkTMAETMIHXMgF+R5xMwARMwARMIAjI6Zl7ww03fFhP6vur5557Tg+byiUpEeDBaQr3I92R8B2Lk1edpRqcYFbUPgWGViw/vrnm2msaOSAD/+N/uLhZBnj77bc3LBH8y7/8y1i6Qt85y2t3BKOq84bztGzZsphlxT4wJ646sVmspYu4++xfxb5WEXGayZj6K1nHKdlaNKrZsBM6SmZcWdsWsLH8qZOkz9YPDAM4S0u6XCdfrlAUtG371WPy9Tp21REmGDvm2erm+qCba8N9QdAwrdcoVDdPwcR673R9Zy65dKOsuZZXr0GtiyJOyv5DnZ1VQiVRyPnoNDDy2kyi0xmNbn+wUrpvLzPm6LozJq7dwfoI0w/WwWHXp/bekBPVrPSpFbO3lOokLsaSn7MMsE1XU0ZTmnJWSlrRgWtBKcblW+jmNNqor7iPAqRKYj8x3Xv6M6wTDV0aX5u6aw9dixlzVXy82sHmkgtMtVTncwQQu4dTVd0v5/PF018J2m/etLl55OGHm9s1K1Xf4fF0VZggw4vvRYL3PNyC2agf+chHmg9+8IPN1VdfPbBXVl//oeSx4S7NCuNprw8pqEbfzAajTz7349MgLO6bvZq1O2/BvOaNl7/xj6644orf1lNgt49v7xoTMAETMIHXAgF+LZxMwARMwARMoLntttsuvuH66z//+BNPnLFA/3sejiBc5DGF0xROVjqCuIvhZMtpSs8rHaRdu3ZrCcieeAKWHI7Y56r/NKzDxcz/7l933XXx+sIXvhD7wPA//NjIEhZSnUlF0IolggStztJsK84nWCJYZiVgu5rlmMJrLGOhUKk6iBlEoKSUFw8zFrQU2U44xdJZ79pky04nNZVX5Ee99WyiOoKGVVHtMIysbnlcjaK2CMY1K067bMUVrk2zyyipI8siHOZw+LMu+1YfatreCykZZVGv7qqTnT3ne703mFHBsqDdCmhiJdeMZU28CI6yXGiXHOkXNEsPWYJZyTcxpdHRNDmU/usB25Dp7KMAo5JNe5liDKktLCyMWyb1vCgOtak67xXVp64cXxHrHUq/KmnvmwjkFDuQLE2jvj2nsGOcbQf7qGVDJqJhKHU2UDGTfB0fV7prpX7LSbSt2qNY4y/jiYG0JvYbdO2z//51qcraLqLnuNaAafVFS72lZXHvzzQQSY6qjvHpLdQO6E47elclCsoo0qbaN+PV31qHYL+v7rrQUX7G9JyL3v0youPsvn2v9Os9H32U2iAQqjs9tc++IXUscZQdMYtJhm7btr157PHHmjvuvKPZov2qtmx5SrZhX+pjmR+BJZ5iyF5Z73rXu5q3vvWtzfvf//7mxBNPDCva/lqLZ8705flPDDZ7/9a3vtU+RZG9D+v3NHbAtgLuRlnLCnlVEGxbcfyK/Qqy/fK11177SbX1Ru8zXwrXmoAJmMCrlsDA78WrdpQemAmYgAmYwFgCd95554pvfvObf/7ww4/8rKYlNfP0P/Qk9ldKD7DfVGVy0sJZiuBVijCrhkDSmjWnNVdecVXzhsvfEIGjfsvZ5PsOEPLag6v54he/2Pz5n/+5Ngu+pXW+mEmAU1MT5ydrE3btmdJMTU01K1eujJkGOEvsw5KeUpUePBY3qSvkl5HCvrdaaqfJdq0GciPlphWWgra8zQzpUiBg+oVImdFNVNdV1OEMKK1AJBbay78Gkj+Sh/bPg+E+cE53axnQbgU0CWCeffZZzaSuyyknnxL7oNXgI/3h6K5bv67527/929yvR0uH+qk66P2yfr6OdNiGvkyLo39NS8OZ2lXdA7r6J61Amyldded98en57L1K1+N0OZWMrRxbMahmpoEOSubZOLW98kNVySBmuJtHWNF1Rl/M3+F4aCl1dD13OkfqGTGo/m2TbTptI3WMLRzT9/QOpmsY03S6YJYwI4vvRb7Hn332Gc2GerjR0vB41eXVSNbPIp9Z9gu86KKLIoj18z//8/F9ysypI0l8T99///0RyLrnnnsVvF4QeykyCzbTOJa1Xt9+Gss+Bbv37t3frF69et1b33rtz+g/SG45Ervc1gRMwARM4JVJ4ND/HfDKHKetNgETMAETGCKgpYLztm3b+lvfuvHbv7d3995m/gI9QUoy1W3oi7eBJVWGuyFnhyeK7VTwgWVhbM7+tre9Lfa4YsbTkSSCTmwK/Hd/93exTPDJJ59sZ+vUJwkiQ1q6dKn2STmjufDCtQpgndIuU2R5YB0HtuP2ytxpqfpQbR0FOskWVQPN1DgLB3QkF1VFsxEdIF3b1WOrQQXxt9hW+q7VOJQkjunixVn0FQ2pRmcv5VhjCCrt20MfgwagM/6q3+hDx3qdpx2jI+no9VWzVRZnmRlVu3fv0XKhuc3U5FTz+je8PvbYOf745XKmZ3aEWRJKkHLhQh4UULVPPyYLWYL5YVAJiQwOLxoOF1Vbqcw8uXq9yaN2fIgl6sI2Ok7tlAlgq2XoMobO4bfWrumZVrS1tZVpq0rPeR79KxsWROc6iZlA2XB4PCPU0SDacIE7+3OMffkcf7kfy/2ZVpT3vjBFobbypJIUFy2zvJc2td9hFbUeQWY4ccyu+3rqKAdb989aidJRaFI+P2dIkno6ewZFraq62r7mbNl/H1WbZaFpsJ9oWFqMathXTL7KYB8WdUb1K/MzFPelRPTZjO9rBZM2bOAphvdEUIklhiQYMCOSYBUBLYLKfKe/733viyWGb3rTm454eSFBMx62wR5Z7JXF90UNnvEAjenfT1iW9w4jLauB4zuG7/8LLrjgCx/60Id+UQHyHATiTiZgAiZgAq96AgM/e6/60XqAJmACJmACQUBPjHrd17/+9es0w+nERYsWqix/DtInwmmQ6yCvIQMbWYsDyF+egkXQaqeW9R2v2TU80erKK6+MmTaHird10tUQnT/4wQ+aT33qUzHjitkALHHBBpa5IMtLBc0JJ5ygPa1WNa9//evjaYbs69Lua4URkmmdn2hTxlDGFANBQuekENeoUzT7iL6yOurTlSoFEoxzdVPHUB3kwKTycPMJJKgg+sEkdcSBRJ9xpkz0FTrZVD7HCQ/KYxZZCdjRgpST31K3vNMoqw5gDCmGID1l8hl1MaNOksrpPWdn4ETygnFuCl2WIGEbBpZEixhn2IiOagkCMZC4H7heLNvknli7dm3MgkOipsqqntfjvffe23zmM5+J60y/jJ3e6Qf9wbDku4oRtdhcjIN5nEZGjTmncVUcorqKBEXIR72OBPqiLYKUl8+D8tjWjUFCasg7KaQlG9Kc0K7IZ20oTbloUXRjJOJ6zSlGcGjbkGv1kFeB6qtV1NWEbaSU5xhaVVKPyoUIrWu/aSftSveSLrbTrgaNECipIAu1oU7laVfyCM1t37UV+osdqsurqrpic0ihpJzXcaV+7MhxkQktFEk++orqzuZu/yjV5zDTiGgYqmKparlaqQ9T0gh1FH+zJxVW/mle6TNMZRxK3VtoqJqoqGOOtrWnAJ164n5KBRJPizp0xWC0KhsjTyMwqtwv9BGnWS9dYU7hiIZMKpdiAsl8vp7Vxu/8R8F6PQxjk5YYxmdOOrGnLvPle5fvhw9/+MPx9EKeYMh/GhxqijFitxLBMZ5YqN8fLQXfFEEzvjf2HdBnPozFztpDtT4LhvUwu/PNb37zr+jpiv9R1yj/V6M29dEETMAETOBVSaD9iXhVjs6DMgETMAETGCCwYcOGpZ/73Of++O677/44zgCOA0c8oHAGyeM9cE5L5bsfinQsWCrI5r9s+ivnIf6nfqCTQzxBH/tb/eEf/mFz8803x8bDzATAacTZIRHEoWzNmjX5JEE9TXC5ZvVgO086DMcGQbXJIRRHkDIGwpDyQElJ00tqDcfQGYMvBIJJ4UFRANKxVLcdlPPOiUZbNgh7FVU6IJtZdrlHs5VY4sjYuBbMgmD/sSXan4b9YnAkKWemAnUE6jjnmMEnAlET0R5elVsNeu2Vo8pGyOxLtlcb4O/WK/J7FYDUbAz48mKPscjv3hU27VGbfdq7ChuxHL0ELtlfJwNeoM7AF47vPo3nda+7RLPw3t5MTp4RMox6VEquCYnNnv/kT/6kYV8zHGP2LmNGHbM/6iy6CB4Ibr0TB64aFzuSrnvNVe9/QLBcT2TEiRTVemuDMVGoglIfQiGHEMXZLsr77fKGowNVIZP3HnI0acdb5aioouRLqkV1SLW7tr3kQqYKDinJdqpUn5VVtaW1vG2LXWlf7b895hDitLWFszIWBlX1teqKYMuyBL3a82ycXVT9dYBZGu+MlRT6u7dEG+PF5tr7II9qS45L1yDGl7K9b4NshC7pSbbRZem1aqllhVOcljaFe9XMDYT+PpdpcIvagWsZY5WWUNTd39lzz44iF2OQbIbMVK9+eyjC0ORdvwOLpjQtR9DL18/ztm0vNI8/9njzwEMPNvfcfU/McIrPnPrle6d+92I7ywt/5Vd+pXnve9/baEP1olMWDRiS/R7snf+guO3225qvXf+16P+YZcfEUsHgqe/EUTqDcxkD3z/sr7d3zz495faUh2XTTytofv/B+nW9CZiACZjAK5tA/v6+ssdg603ABEzABA5CQM7HHC3J+9A3vvGNT+3YsX3ugvma2aRpPLnPFQ5YpszlT0M4TDgL+h94nJhdO3dFEOPqq9/cXHPNtTHz6SDdTqvuO3BPP/10BK7+7M/+LJaV0AdOC4EV5OqMgCVLlmpPqxOaK664MvpcvHiR9OZMpewA63HacKTw44pjp+IYAx5i/9dOciFI45rvHymXotBay4tsupm0L00p10lsPq4yxpABnZw9hU0hIWeLZXWLFy1ulh6ztDnu2GNj9hozyZYvXx6BKgJWLL9cpOAVT+WrTwvrZkjlIEY5dtHJLN6qPRx5Efzbo+BWtZsgFgHFHdt3NDt27Yinmu3csTPOt21XOXkFu7hGHLfrtULBpne84x0x44pA12wSe5t98pOfbP7oj/6oWffkugh4sWcWYz31tNOaD/3czylgp6eWyUbCJYmxc5SxveVAJdcrLlhcmrx25b21Jy5FyrZlykSz0rac9atDor2nao3ko8nI+wq2XXChtbXtoyoJ1dLDWCgr93AWR1mOCQLcb70xx3kMW7lM/Xp01gDHcHnRFrxgGPXRQ1GU02Da+hjp8GBTfTQYRNCzsVwXhAavDY2xvWsZ9XCoGnPAcTGjlLFTW5rE+EJxaRGHMLLYHV2UWVbJqR2nZIfzwC6qMS1nAhU5Oq2mZg9lQNEgW6EvFRQ9RbDKZ38YLPlskjYMKI47QdW1FfJdCh2ST5bIZOosz/MwhT5KppXP6FbpvuuD68Dywt36HtisGVE8vZC9svgeqN/JfK75PuLFMu6z9R8Iv/Zrv9b8nD6n7D1IqvbFySG8Pb/1+eY73/5Oo9+mhvzCBRmsJ7Bfx9bqDrNz7Dm8lCDgzvCuuvLKf/exj33sdzSm3YdggkVNwARMwAReQQTKz+gryGKbagImYAImcEgEHn/88RVf/PwXv3THXXdcmTN3ihMUrkx1hPRzgOOqv9WppROCLjsVuMKBOPPMM5t3vvOd2m/qwlam74TOZFTrgEho69atzVe/+tWYefN1LSMh4MNMo+effz5UIEsi0HPm1FnR3+rVJzbzNQMJh6paHEJ669vbOjxlLFWGY/zg6S0cn1KRLnMMOsYexQhKKA5Frh7QT1BlroJ/BK1Yo7dv3wEFenbFzAUcvUUKUhFkW7p0ScwoWrlyVQTemF3ELCOCVDwBjGDNbFNlMlveB9Pbvx4Hkx2uj2sgBuxpQxCrzhQbluuf1/4IWv7VX/1V7G2mp17GdSeAxlMKc2xzIhCmJUEtnxh7XIy8IlyDuswvr2r/jlCtxLjGcUG7E24U3eIZ+kAH9f2W1d72fkqRKG771Fnks4PQmZ8Z+kxtNCNxVtvVSWFRroroX4VVDeVtu77NVPRS1RdF6JFsjCK6bjWksjQgDenpiKxE++OoY0YDMzGrYXlNip2lDe3rWMPoITuieQjxFhqjL7LYmjMTsb2nB9F+ymbRGh0xPN5LeV+0FlJV8+SyDSWl/fB3QtVV+4Jl7UKycY1CS58xmlMnx2CvdlVV5UYdKcr11rLOQed1U2ct91KerbJliTd1RZKPMtnIsZjWDVRFOdZ2EEVI5eiPMxpHVm9FGvvRrXO+7/k+5nN6zz33Ng8++ICeXrglGlRb6x6HBLHf+MY3Nh//+Mebj370o/FdVzXP9li/F5Bfp6WMf//3f9/cfvvtMRv0GH3/s5y6BtH6OsMWCmKovOX4+D7SzLCtH/jAB35Ss8V+0G/jvAmYgAmYwKuDQH7jvzrG4lGYgAmYgAn0CMg5mKPlgr9w4403/iV7mRAkwsGKWS3xD345LeEJ4coo6S3dGDk0yuM4vPDCtmZycrJ5z3ve01x88cWxjK3XxSFlCVzxpDlm3bCZLxt+kwiEkMcp4UWg59xzz20mpybjce64WfvlVGE3iXP+kqq9eaKzUt4GDFSADKm2Q4260dirA0kl7ptS9QwlEK1qnzQoCTv2aQkezhLL+pYvP7Y5+ZRT9YS9k7WU5dTYTJ5Ny+s+MrXduGO1Y1z9j7P8aNnGvcTeZr/7u78bm0dXpxQnmGvOlSTQ97rXva457/zzNNNDS1vVJmoqel2bvG4QyevVXlnJYCupyqReSigPAU4ySQjxuMrRf0rV94x1qE0JZMQ9hHxVHi25f2gRb6lL2rmF8v7Ley/uO0lFf6rLXmlV7jHsK7p1iIRY7ZMC+i3Do3nU1ns1zS/10RC7QqiMMdRnu5aR6uksBlrtLEVhV9ER8pItelv7ij2xx5YKg0G8h6Dk0V8/eTGAsLmoae3DhvzIpeZqt4Qz0X/bFyo7ucjpvHSV8uogeZfmOtQ+c6zlPAqLLHml1M09Js0or/3qJE9hrFzbYTaMU8RRooRMe726wrYd8jFuHYbHG/2gJHqMjPQV3dFONugYWYQjtZnsV2XUl0G09mSJZMvnqNbTQWgo42I2Vs4onaP/VNjaPPrII9r0/d7m8SceD131GhCEJ0/QfnJyMpYWalP15jTNoIy+Coc4OYS3hx56qPnyl7+sBzrcHLOxeLgIDLAxxx3WlrFy55XRlv6YIcZ/Dlx++eX/SQ8W+VUtO99xCN1b1ARMwARM4GVOIL/1X+ZG2jwTMAETMIFDI/DEE0+c8Dd/8zd/d88997xxnpZ9TMRsIRyVcAF679KbRcrgjPA/8PsVnNmuwEwuDWOfq0PduLc6cVjN/+bjkLDX0fe+971weGrQiv/tR5ZAEPtqsSn71NRU+zRBAh3VYUJXTXUUOJvhzugtnMYYYefMx48c3g/OWSTJFwcu9JaxU51ixUmVLHtLoZ/lKThFNeG44aTpKVjN6aefrtlVqzWr6tjYm6rK+DhIgKcLMktD92VwYqkiwSsS132tniJ58UUXx+w0rnm7fEiXLq4vQYX2Rm0vVr1oUYNg3OHlWsc9qFbp8Od17QIG3AepEgc4ZNUu7wn001u5tyRWUwYmaNhZ09YpkzXcblVXrzAEpTsCJDpmJ2mgzuJejn6poZ4y5auhUdLvu+pIF74VUyb7p0EqTHzYlGWpN0be2hzqy1vUhPrsT5aUmu4cHaRqX1qT9f3xt2qUqaxph0x0HocMRCR/lObYsz5ZtjppXFKOANlyPaNcpUVnDi7PqUJ/9lvGUQbRcVFDNcrzauPgfRB2pGFBpW1LB/QbtocBaIr+khECSqqKXopcjjlKYtyldkQ7dFa7JaUbe1h/axtiRWX0yanGGsXSwWciUlGXJ0MNVEggiBfB+vXr18dDNjZt2hT/6YA+glfU853IZ5oHOPz6r//6ES8t5Pv21ttubb7w+S+o33UKZC1q5s3XDNwRywoH2MrmOordu3Y3K1et3PX+97//HQpm3Zhj9LsJmIAJmMArnUD9CXulj8P2m4AJmIAJiID+MT9HwaKPX/+16//T8889H45Fne3SOj/IDdHCCSCIhKOCj3TRRRc2H/zgB2NGEaLU47AcSmIPla985SsRuLrhhhtiRhebArNUMJwpHCm9Vq9e3Zx33nnN+eefH4Ey9uXCUTm0VG0rjjAjxN6wOw5FHXI5+i6XVRHYmqvlgXMm1Ex7fskhw5FiiRxPu2JzcZ6sx0byJ5544sjZaIfDqY6TtqRD5VzbDx+rvqOpc7iP2Z5zX33zm99sfv/3fz/2OyN4tUj3wpozTm8ufd2lwRd7W5t1cSLO0+9g+IIVV7UtjvtTDBNj58kGAL3VcmXbNn39Ra4ucasN4npEW8IF41O9pwclej2RJUlJyJIZUtgTSdk6xvLZC/FynxSBwUNR0GfX2lU+DzToZbv2YWq8dXzylBZ69Y0tcjpUcyhBMddwWJqqfor+kSqNDyZPW9pgR3uPxFkUyrK+bcjVpPqe8pHSUhwi7UB0VvNVzSEcY2zVnN5JLztCWxqZ70PVKszrWQJzPWaV91CLOB2pSzU5Wg1RSmsQrLYf14Z+Yp8szZZlhhQPX3jyySfb5X38xtSlhXxvXnHFFY32ojqspYVx/wBLiSclfu1rX2tYas7+e8cs07JC/QdLpkEepbC93ATW6myst7zlLX+h/xz5J+ecc04+FaQK+2gCJmACJvCKI5C/EK84s22wCZiACZjAMAHtIbLkvyrdeuutPx0bgCsglcuwuv+ppw2+VX7593IK2LBckOVb73nXe5qLLr4o/me970wM99c/78uxXPGzn/1s8wd/8AftUkHqcSaYcUXCqSZwtXbthdpbayoCVzHzRo5Q62LJwcJXK+4ljaItIxj2L7NK9apI3xHZ6kjXfJmBEGKqS/GwpdrPUsYdO3couLIo9vwiqHahZgeddNLJEcgqBrzoB+ypCZuYsQafWl5nPhB05NVPsJ1tquOerfyRyjEG3aLaA+svxH1uMKaM+6IGWgbtz3s07oO4jOX6Rj7vo2BSL6YMLFVxvwyTiPFKIrSqMjHnvcDYetjDnm689XoUjRJMHSjR3xoxCvYEBqK46Cj3q0Rp3fYR511Apg4hxl90cu9HT9lZ0asTCbNvEQrLIco4iRlnZXZOyIWBxR4ahBEx2mxTbArTIx+dZc+I6zRm7OitNq22oiXy6iPHLBkJVZuRp4DzCJagjzO6oCrPMl+V6ywtiGJa6o+S3jq9UZLnKaZuEAiJNh8NW2VdfahLQ1MHeeUSXnRVtKIyjQ0RKaz3W44369LAVJGtZXU2CLX5VvrAjNDOeemLrqM0ZdqxhI0QKJKlbZ6rTQeyk5HocDli6KSPaBv90XmrqRpVepKsqmgRFhaudUYW3+UPa2nhPXff3fBABvqrfdalhchOTU3F0kJmX9bN3qODWbyhrzJ8RH196Ytfam666aZmoZbC84CHSIyjfNgKqt44c2zoIYB+svbG+tg/+kc/ob2xbp1F9xYxARMwARN4mRKov1wvU/NslgmYgAmYwGwI6H+o3/ilL33pW88884we4rQgnRG+4VunMx2X+o5bwv+ok5gNs0DLDN+tfa7e/va3H1Kgpu9k4NSwVJDA1be+9a0IgBF4obwGX3i63rFaMsasmzPPOnMocCVjwuYwK9/KGPreVZot10qOCalt0mYow/XK+lRU3zuhubKFAN8ugkMKoLBk8KSTTtLeKW+I/b54TDwzxg4nVS71OEoH3NkXjMfJM6th8+bNkcchZENjygnswJCgIIGsulfYggUL4olgHHnhLBK0JM+SvJUrVzY84ZDZY5QxY4zljnXDdZaEEgT7caVnnnm6+W//7XON9meTffP11MX5Oetu6Hp3V0vXVCflkg+aPdSmq+T6U0lbGvO33hNZnjdPLQvRLKJNzalt3GvRT8rU92pTBAeGjRuST2ccR7/0M82mtDPrU6i7j4eUVQPCyhxVjki2Foe+JxJjrxqm2Vwr6nijYRYOjqsVbFVnRlbSp9r3bec8Om6PdXwVABJdm+grL1Kora05STvIqK3+UscNESMv6iiaKdVxdzIdXXSR6mbmdBL9640xIdmWhSTdV9spwIiU4Yy6SGrcmdfpCNsTVsr131s1yTU06y30xCAQ7rSiqz6cgJpec4npLApCS6lTPspaSZ0WltGeclLKdWb25NUn3zl8N/Fd9cMf/jC+v/iuJ/HdwqsuLWRPw9/8zd+MGVnH6gmspJm+G0Ng6A3dLEX+9Kc/0zz11BY9rVWBrIl8sAcDqvdgNAs8HXuuB9+dfEfqiam/9773ve+fqSz/N2WoH5+agAmYgAm8vAnUX6mXt5W2zgRMwARMYCQBOQHztNfVv77uuuv+ZwQWaPNr7SA04N8MN8RxIHjDP+h36n+mL7nkkua9731vo+UVITpbx6Ivd/PNNzd//Md/3Pz1X/91/G83jkv/qYLI1s3ZWS64dImWgmjWFwEkHLCXKsXY5Xjh0LDPF0+5Wn7c8c1ZZ5/ZvOlNb4qljIe631e1vc+jlnEkeEcACkdv48aN/z977wGvSVHlf/ckBmaGIcqQmQHJOQiCpMUAKIp+jCQRREVMrwEQJbkqIqyRICC4gGICFxEUTCi6KiqYyFkl55xn4H++v1OnuvoJd+4dRt19t+rep7vq1MlV3U/XeaqqNSvN3gypPDMLWCZz7bXXaskigz7wh6VyYNzrN+pKHaJMO2MTb5FkmQ/twGbz5Alo0f7Mhps2bZrwCOLNa+BumN6D4ATnzvv+ec0F5/9QAUQCbXPM9oHdgVE0Fe0YehDLtpoBLLhzwR/I5F8JRF+SBuCeHeuxDEYMoh3qkqEVLZdwawsZITcKflDPDW1u9aEB4Qps76RQmL7TRmI6KJ3CaIV1iOZe6GfrkH743HmNDWNuEubSW0Ykx9++R9ZTTz9lbyy8wd5ceLX2yuIexv2HcwSsCNjvtNNOWlrIZu8EwMr71Uh2lXh33XVnc67tjfXb3/5W9AvZW19nz/GXgAzlEfcP6w/MsN1www2vectb3rKl6eavWBxKWCuqB6oHqgeqB/6neYCvppqqB6oHqgeqB/4XeuCqq65a4jtnnfWb62+4YdUFLWA03mzwN/X5qMOHJhhmAw0bTMQggDz7Uy1iv4Tv/OpXN1tvvbV+mZ4XFzBgOeKII7TXFZu18wt3zLpigEIiYMJSPAIoBFIY1HSDNKavZnAYcjFw12DU4Bp35gFoMeAKWCb3jI9Tkw/s5GMXtx99HreZTQRD2IR98y02tyWC6zRL2B5XY03hz146glXsD8OA7i9/+YteDU8wj9fRc2bWFW8ohB4/cCYRNKJtYtYVdZTjU8rBOmzQyYaRGqd7UTDBrR7e8OMTsyLgN348ctis/3EFsWg3Bpp77rlnc/DBB881gBW2s99NzP7KgseYueKKK2xJ4VcV0COgRlAxdwRsTP5RqAMbczkJMhwHp1kzBpYrdEjtD1kvr+hsA+BO734t5eE7tZcEJvnIs7K3IhnPuRYeVBEkzR5qqcAw/OjjVHT4dgq9lQWu42XsnOljCEB0Ay43gxuhFLVD8LBziVtcfY4Dotnr6PRVBBi9/1Ow5LWclGNWqGVclNOCpbKw8TulRJdzHekGjRR4nC1JYQQERwf3HqWDxDguWQtt29Fy6QSNJjHZwbn5EXgktCK1832M3Fk6SlloDfe64uhcHICUrEJkSj5CC4pCp8CF2vxQ7ueWqxLn3JeTDr31CdxVREhJnkSYXzjbH7NrCWT99W8sLbxaL2zgWuE+xj2Cex557kPM9P3IRz7SbLbZZuYrmI49sQ8XP5jcdNNNOUgW96UIZupalb3wN39I1Dj9WMC+hq9//etfbDpcOHbplaJ6oHqgeqB64F/lgXn71vhXaVvlVg9UD1QPVA/IA7Yh9jZnnnnmhRaIGk/gwx/UBzinGPQwiODNTE8++USzyQs2bV73utfmTdoHUPaBYnBAhS1VbE4//fTmuOOOa6677jrN5mHJGwMUErjM8Fl33XUblo9MneqBCW3OXoy3wI2BVKEqYKVemI8/PIgQdGk85vh21ODPEBm/EqgB8Lj9+j/nmTma+cUGwy984QsVUBvLTKPSftfOjwSsmEl12WWXaXYVy2lY6kJwiFkHBPQWW2wx+YbZUHwiOMWymODLDCT2s6KdGOSh26KLLio/EvibZLPrsAcftC60HINrOaZpZhs/gkoMJJ984kmb+fWYZpo9hRxrGwJZyOODXshBHwJHn/70p5tddtlF8kr7huWxm2VBBL4++9nPSu9huHOD33H7Hc0xxx7TMDONmWDaqDnZ1KHt7RBWGf0gzhk/05vP3E1eRccgJUdCh0cDrLoBB8dypq5G2woD0B2UZKhg+XLTbOeU2jLsSvhRDL4lm4DFmR7hwRM/B99sYCByzowi42cdJRQkBvpcY57nqNSrVIDF1ArGhH5FlECaKAuQfzHLbQVpZucqtKolvoNOra3d2sTCgVaIoJvr1MUtBWUdDKXM91AMrVPfkX1QuI3Gqcj3cirljIQXdWYxWUvyrWftaEB16pJfrhycCZZGq7c2ghUqW7a1PyM6n7YCrESUzj11QMdP9O8Zgvh/+MMfFJiOa5N7G7NzuS/yw8buu+/e7Lfffs2sWbNc1hiP/CDwve99zzZ6t5eE2IzeKcY7voO6rLo9B32475Fe/OIXf9o2nP+IwYZPfe0yq6XqgeqB6oHqgX+hB/iuqal6oHqgeqB64H+JB2wQM/6ss8464oILLjiQh3ACEN2BzWBDGDg8YgEHHvBf8fIdbb+rV4xp1hUykMfgwORrxowtW9Sv6gRhCNZQT2I2DwMSglcMUqDhrX4++BGKxk3P7QsoqNMIjGIMxtIgGpsZKBHUYU+ojTfZpNlqq630NkHXwgeFoXfAes9hewnnVfKXX3659nC65ppr9Hp5gi/YSpCIoA7yGSThG4JFyIm2IrjnQalJ8iGBKvasWnjhadamEwUjoEWCD+NGluvgYoIBeTgW5gMnbx/qQ47OqrOAlQW02O9rji23eeqppzUb7N5771WQ7KCDDmp22GEHyRtkryqKA3QHHHCA+gHt/8lPfrL58Ic/LBvn5s+CTUceyytP+vJJzfXXXt8sOGUh2ZIOvST/48rmYqXogh0FU3/swAYUcptSB8No2zbrsBAG3hgS7OaRdAxSAtUkye4oDzkXdnYw1NEHerOD9o8u/DN8NswFvbaNRpfR8urlPd/KSUnuAdy3CHIT2L/xxpuaBx98QDDuLwTquf/xo8faa6/dvPnNb27e8pa36F40L7r80QJlX/v6GQ2BcALgw7tPj4dM3yefetL2PdzkV69+9atfam+YfXxe5Fea6oHqgeqB6oF/nge4k9dUPVA9UD1QPfC/wAMWNJl2yskn/+LyK67YkF+x26f0nofywpYImjz80MPNC2253Otf97p5nnXFr+lHHnlkc/755ytIgxgCRJGQxT5aa66xZjNj6RkCE8xRGq5iHqu3A3j/aurOJ4nhG+eUTJ7YMlAmx5IZQWwmkgWOGDyt+vxVmy232lJLVZgFNa+JIA1LVX73u9815513noJXt9xyi+yPWUwE7hicYTOzoEgM4vALgTz2mWLvr4WnL6yN1qdNnWZ7kY23wdwkw+wJOgFhKZ27Igek4BkpVUWcI8A6yy+WQ3ZEPTzvywfRk2Wk22yzbfPGN77RAm4LS4bjdFjlAjTU//3vf2/e9ra3NT+3V9tjM4NRZkJ86Utfat7xjnfMlU9mOCDzqL0J84wzzmh++d+/1KywdjZFa4fswa5o9/BAoGS+BohZKubIvs3NSzzjkXpT4kbvsyWcAU28swhlckntFLN+NBtO3bSoR1aicdVpWwPIBldExYjzgptTKhS4VIldxukpJ96itDxtlwlynXOQqokfOgk3I6MmvjCsZFiv3EIFzyb+vXDpYsCQ11tPGVIUdX0ThQiGU3X1KUue71MHVlQl1FxfkEoP7LVG7XF7pgt619h0zh0AiKEZudxuGfepw73Sjskk4QWwbKckINR16kJJBww4Bk5LGZAByC0oK5IUU01QciWoF7T4RQ4sHAOG+ktyGve/CfZ58MGHmiuvulL3zfhOwCcsKwSH6/wFL3hB89GPfrR52cteJh4F+1FlH3zwwTQb60L5O2YmIyesaBtP6hrc/szux2w/xGWWXuY+m4G67kYbbXTbqARWpOqB6oHqgeqBf4kH/DvnXyK6Cq0eqB6oHqgeGK0HbC+llW1g/5fbbr11Kq8R9wFRGjAMYmJ39wnjJjSPPvaoAgyvs8DV9ttvP+pZV3roZ0BjibfjnXTSSc0JJ5yg5SDMDGJWUQQXGAAstdSMZuONNtKr0glosFyP0Vs5FPIRW4QEjLGxF4YhIclx2xyy+1JR7QMlMHzQRBm9GCCxEfnOr9rZlkpuol/6+/iMAkDQin2seFPeT37yE71hMWab8aY/ZlURKJs9m2V5vq/XBLOd4OKCC0xull9h+WaG+YWAFUv07PWQGiyNs2WA+M7b0LQvAlWjUCuj0DxpnJhhyqiCXL/3GUwy64HBHYEreyNXnhWB/4al6A/MNnv3u9/dXHzxxXq7JD4gMeOMpaKnnXaa9hYL/GH8RoITFD3+uOObSy+9pJnKckLzFR0kxaJE6m0f9jFAtQ2hS3vNFnWVwkF9/hJCaNIpODBA8Orry4YS9cFi0HkuOHOpzhznjsdAnP7gXgB/oH6DGA2CJcniY/nwdALP82kEUZlnarkemS0luoRemShloMUDnXPZcToELU8H95ZLF7Z1bW4wVV8/68gsCwUniLC4dHRUp3MUSw7kh8FLvPBH6iRl1dB88I1zF3EwtIuTSobKdxFL/PguYe8q3rQa9w4CWHyn8EMAnz322KN561vfykbrA9mNBKT/MzP2xBNPau6xNxVOs1le3fYo9C6zhoQ+3Bd33XXXzf/t3/7t4pHk1LrqgeqB6oHqgX+dB7h911Q9UD1QPVA98D/YAxdeeOHLv/3tb3+f/YwmLzApbdQeChdP4YDS6I4BPrNimBHFvkbrrLOOCMYSWCAQ9Mtf/lKzrkwHLc1gVhMP+vGrOYGcVVZepVlrrbXstebsP+IzrkYaZIbm8+OMPTEDisDMMsss02y77bb6sCxvNKnXJ3fccYdmmTHbCrsJYiGDwQ1nZlfFkklomYXE8r8pNlhabtllm6VsptXCFnjx/awIVtmQmsACH/tjH6TOCNzgGmWZsqPxW6fFRVBCuhxi4IrsCRMnNI88/Egz43kzmj332jMPEKkbKXgVPmSz9Xe9610Nb5zUPlspeEUf2GKLLZrFFl+sWXrG0ppF8VxmuyGPPdY+9/nPNTdcf4MCgrioO7qnPPYk/yvI0TZB6b2xcxxCMUqmfWh9ALPabFd8A1ED6odo0A+eG60JGRio6+c0XyHRR0di2u3VwzBHhzWMeuzwrkOjb8GnWzN2zoMo/tnW/SOsmGAzTgn4/9X2DCTQRECL75K4B3Ev4TvGlvLp5SC8HVezjQc5ZATY7bffZjM5v257cP1RwbGJdu8jED5uHC8WwZP9yYPiLAF/huXU+9i+WF8x2GDkfvIKqR6oHqgeqB74J3mA79iaqgeqB6oHqgf+B3rAHurZ7+rQ75599mHjLXAyyWb38KBfPlH7QzdDjTR8srs6gSeWh/HKcmbZMPtnNCkGEeCyPO6QQw5pzjnnHM20YeYRQYsIdBDI4S1+a9hywUUWma7BgQ8QTBOPNnRF6tsmfeUMqu9iDy/BQg6wYW9ix1v9CJjsuOOObMir2UDDGQyuYfkJr2Vnfy9mXNkbHrW8BWxsxjZ8wJkBF0ErBlksDVxiicVN/hI2UJokXOwHz80sW2uEIWG2a4B+qhuGYPA8w2QQjvsJGwhorr/++s073/lOBdzK9h4gtQO69NJLm7322ksDT/oBvoCewN22FjBcdDEPFj5w/wPNK17xCuF2GMxD4fbbb1fwNN5umftVx8xU6MBcWBfkfsg8QKEDmQ1+DRXtZGCCKnQ0b0PnN/DYFTIQRf0VvCKJf4J1dAIneKqDm16pv6dM4gIwMQj8VNOeAicQKLcDeLfR3lxqAgIqzExmJfwTDOUveSWLdt38nhT8Aj3OIb30c3K9oRiVi7E8ggenlja0aXHbOqNtmYlRxpZNoYmr33IYLlPW9iKKV0vT4dp7LVql+6WnLwE3Pr2sW669psDF/Vzi9ObBGNQOrY4tRY+rRCcJvciG6Lr2aGtF8RDLXiKX09XacWgvAlmPP/5Ec/3112uPLH58iB9F+KGA4D9p8803bw4//PDmRS96kcpcK9CPJvE9+Otf/1qzsfhhhR9Y6M9xvbmf3KehZ/QlfqCw+9oR++6778EG6zF8NNIrTvVA9UD1QPXAP8oDo/sW+EdJr3yrB6oHqgeqBwZ6wB6yJx77xS+e84v//tXLp7ChdUoaMNjj9KAHeQYABK4I5tgyiGbrrbfWw/4g3ODXe2Z2FUEcNuUmiAUtv4gTkIm0rM0yYoN2ZjvxwF/WgcPTPgPiSPH0r+FLGBCVw849eGnoo1GfDzwa6cVAZ7vttlPQBBTe7AYAAEAASURBVH3GmphVxCwrm+HW2DJNLa9jE+AI0mAbH365502KbAY/c6WZzeIWtAIvBlrx1jz8xbJC4JY1ulYjt6Etj5jrsb8XtzvgopaBncZnlm8lqX1sIPeYDcgYBL797W9XQHM0fSJwfvOb3+hNYTfeeKP8w8CQOoJ39LFFFp3ezLFZFS63UXCLDd4Jlj3XxF5YxxxzjL18gCAsPalwaC/z1uzemrbcizOIpUTYgQaM1EtXwskXqFGVz+LXi5MYto2W0TuZkBvnNszQolmd+loL6eTKgXpUBLs4B7w9G5X4egBroHmJuOUxyJlwHAwfbnrLsdXHczlAI93oDY47EkX0mWHySp7eji23yOX7nDEBFqmXZ+CrviwMzMPLAyjBL85CL2miomA8kLpXIeF7UKttQ2PMSzXAteR8lLVDuo9wu/fqqFBRPALeMsw4/ZkCuUc3fMqH2Zbch5mVRWCcBJz9sbiP8gPM+973Ps3+ZKnyWNO1117b2N6RzfU2k3bhhaenfh2zsYybXTx537qkI/IJqtkM5jPsPrbnG97wBp9aPFbhFb96oHqgeqB6YL57IL5Z5jvjyrB6oHqgeqB6YN48YMGBhY499tjfXnTRReuyh8ccBVCK2zXZnsEDwav7H7hfSwbftd+7mpkzZ45aeAQq2Jz7s5/9rPYxis3ZOccv4wRsZs5cyYJX62k5XW/gatQChyC6WRhW2FrgMtQbb3upzHlmdvOE/Xq/0korNbvusmuz0cYbFViDs2EjtdjEMrizzz5bHwZOzChjoERd2A4Ny1eYZURwbLnllrMB0MIaVLGfi/auUuTA9cUf0BAoYvnh/PXPcL8Msth9Nd4CS7M1KHzlK1/VvO71r1O7lb4YRFvCmHnFxuzXXXddJ6hHIM9mKCiI58tG3QcM/Ji9sMYaa2gpYbxJseQ5ljy8Pvzhg5q777lbMxDV7wd3j8xW9tGHMp4HCRioP9c0ciuUtciiPHIaGIQYQNLhVooZgNsFDUJOsBGqMo9BOFaJR+ePP1s+aiWTRx/qTf1qtJDiEuwlG1qWPztO9dYSSDoMJbWKVvYwrLFcY8K1ffEGdpceHYfJm+9w2gDHPodUeinny8YyIIGj8SYLHxAgJ5BFQIs+AIwAFvdgflDYeeedFciK2VijUS3aAZ7f+MY3mh/96IfNdFumiEyWdg/qa8GX7z2CWCuuuOJFNvv0Zfa2RN/wLxDquXqgeqB6oHrgX+IBvhprqh6oHqgeqB74H+IBe4Bf/Mtf/vJVt99221ILTGazdn4p9of5ULEd09jW1TyIGw6zpF72spfaBrhv1qbl8eAeNCOdGRyce+65zUEHHdTcfPPNGjQQxGGmDYkH+VmzZul154svvrjg8O9Lpot0G1AXOvuXTs+8g6g0hnmg05NHFrY++tjjzQKTJzW77bpbYxvtjnp5JPQsoWO2FW/LIzBDmcAV/mXWVPz6j73MLiJAxpsDF11kUe0f5Ru12zB7kH3Gg8EOe4G9//3vbz70oQ81Tz1p4x03GPGWCkMd0IX0Vw8iSZQjnawdjNfj1obY9973vEd7VI1EUdZF38FHvN6ePhEz0jB92WWXabbccqtmIZsZSIBsUCLA+KH9P6S3Pw6qHwuMJZ0se9x0083slfdPmM/CqXEe0BdNwCB3jkZuL538MSzAEAxLIpxEAyjZWXXtYLnTfxIdpwGTXsShvSYSsjO2YxDbWTINhGg/FZlMMIaMc8m8jDLycW4hBdu2UtXlMjm/j4Hrvuj4oWAxr1n4cY8gDe4RwNuAWVcOFLGQsqxpvd+BGjh3CRc5XGhJaPmsA7rSbnNJnft/oY76Ze5nc2HSV102VFlZwIusMKIc50zWB+j7zgI1sELv8jLBRu67j9o99Nqrr26utYA530HASQSxoJtqP+jsv//+mkk62j0OxcAO0PM9x1tOx5msybZx/DMowSclsqVL0ekp+36ctvDC17z+9a/f2F6E8mjg1nP1QPVA9UD1wL/GA/7N8K+RXaVWD1QPVA9UDxQesH2XZn76qKOufuzRR22v9kmqiaUN/vBvRz1h+2CAfbHY2J0HbpaGsf8TD9xjSbfeeqvNcPmwHuyhIwhDMIfEAz+zrjawpWArWjCHYMjwWUWuoQg5oFQxMAi4BiQJnocNPaSBG2dsmv307OaRRx9pNtlkE72latasWaqOwVDgDjqzKft5553XfO1rX7NNff+QlgSOU1CGIF3YxOwqlkcSuCJQx+wh+D/LzKpBjAsYOrIX1+G2XwtBrEMPO7S56cabxINf+s0ZeQCn1uuO7Du+0oAViXMTalwJ5jAgVkou502DBDQXtZkG/58F01juOdoU/rzsssuaffbZp7naBpP0CXzEx2YjNC984QubyQtObrRsspex6TDelluylNVeR9+wlPC5zsJiIGt70TS33XabNsl/ekjQrFcVyniG7lWm/q5pGNrmJjlQyFCVbVZycJ7yejDvayun71L1l0bCausGWVHySvWJQH2Ca4wyKTNq+SiX4T1oFEUfDFo6x+w59vDpqVUQgn6llHDnQlKwcMxOPy9qe7O6dkIWlSEo2RPFDp0BY5cjv5aQVl5XVjL6ZEGHdMyFQoFWRgEsGKqfDotqFniehQdpkJaD+Tv+SHWOMejY5+eM5H4LbQLc2hqQQWfDSoT33HOPfmRgk/eQxfcPASzuQ5tttllz2GGHNVtttZUYxX1rENdeGLNvT7YlhQTmCYLF/T/3lYIA2fiUjd1nP/30Xbvuttvqr3nNax4oUGq2eqB6oHqgeuCf7IEJ/2R5VVz1QPVA9UD1wAAP/PnPf97o+OOOu/KBBx6YmAMn4KXxiE4ahDG2tKUVtgnugzaDiADTe9/73mabbbYRV3/gHiBgAOjnP/9588EPflBv3GOpBhuZw5sPAZmVVlyp2eQFmzTLWFAn4APYFCBXNh89U9S77oA7VZ1CQjcYMhm0sIyMoNrrXvc6BVWYHRWp115oAsbm32eeeWZz6KGHNscdd5z29GKDYPgxo4iBC3ayRJClkRtvsnEza+YsLROE/zMEt4zf3BI8rN20dJBlLmzwfvlllzfX2N4rDH+ox+KWE8a1PpBvU62wQGyRewtWTkk8WkSWNDIDhYATG8wTPFp99dXlx/BJkA47g8eSyv322097guEnfI+Oyy67nDZVpn/mQV8vI1OHugXMz/BZb731NIutF220ZeTiT/z71a9+tVlttVXzzMChPFqXDEChf/eCDQCMilznmVzsIcn9AoRA8rFuwgxgD2FP7UhYI9V1uIbcRGCvELDqAFrW4EWpJe0RQLHfNyV6D0FUDQHnamOa5ScBcyEJUjs7Znn1eGXAAyNBew3oEdQpBq4BgZd1pTz6ICnOynewVT26QyGklWHAAh6MQr22UbpIuV4E1HXrg89wOBjDaFrqTm6AL1Sf2Xim4ytANkt4cMqEIMnH0BKo4scEEj8MxGxggtncw1lu+NOf/lT3bu5xfH+NNrEcfIMNNmiuueaa5uZbbm6m2tJx/cggPYNLawcmswei/WA01b6n9/3P//xPi3+d/Hhg1nP1QPVA9UD1wD/XAzxT1FQ9UD1QPVA98C/0gP0ivMXnPvvZXxF4YODfHxxIwz8LLjCYGW9rV1j+tt5662tj23jQn5sJDAwIUDA7huDGt771LS2bY+lcLNcAZ7rNRFp77XWamTNn2kO77aOkpYQ80He/MoJfr1wGZvziPrrEoIUBAvhO55JsSYnJJgj1/FWfr7fabbjBhmI5TG7Iwzff+c53muOPP157XUXABb/GMkEGPMtZQGbmyjObpZZ8njYMnmODrGftl3bkx4jbtQrO/Wf0JtBF+vePf9wCLKspT7DlyCOPtDc0LtKsPGtl27erdw/gsBKr24Qb8EeZHDMghUZRwdn6BEuaGOzRLwhMspn/3HwVXAOPN//xAoBLLrmkYUN//EUdfYy9Z/BlDCalOOooFXpZmcDjfbbvzE47vaLZb9/9ertOohn9idkSr33ta5upFrBd3tpNswSzbOfT1QBYcpB3sCSsxWpzXuX9dsAyMvkXdk7RS5cYd0+jQMoowR8O5Is0mmsp8yFDx+3tQAW/cEkJyvnMKEP6M4YjtB49+xHzJeRV4EOo1CkEcETVon+CrGuETOgwGr3BH5qSYuWsyIQ7cObQEHkCq69BnHhmmVZO/FvyNpfRUiY8lNs/AD2IHXAU0k1k4L3E9PN7rWsIyWhSaBrnoTShQ0Io8ct80A+CRR0zOXHj3XffY8H0Pzd33XWXqugL3If4kJiFxd6N7Ls3lsQs1ZNOOqn5yU9+ovs0tPBWslPuZw4RgNm4du95fO+9917Z3rZ6R1TVc/VA9UD1QPXAP88DdQbWP8/XVVL1QPVA9UCfB2zPqxcfddRRFz32xOOaaaJAhz20j9Ng2R6oNejxh2oe9gkeEKTYeqttmg984AP6Bboc3PUJKAAMXOwX5OY9tifSd7/7XQXKCJpFUIf65z//+TYTaRPNmoFvfzCtYJiy+aHfh7YdhIEDwA5Gt6Dxj+kBz3vuuVdvucPOVVZeJSPGACwDUgY7vv/972sPKttHzAY+dyuQQiCGgAe+Yy8VlsFtuOGGZuuqWkICORvlM4MpDV98QyKD57Jk0AKkFjrOokYPPvhQ85KXvKTZYYcd8uCQ18MTQGOG3FIzlpI9BXdn0+GUQSPGH5AdY6yWwvdCYwbdllttqY2OY3+YYb5qaT0HHv2KvsE+YfgSv5FmLD2j2fyFmzcLTLLgVV8gzunbpnffaBaWDTBvveVWBb7ww3NJ0NN3/2hLQNlM/5lnewOCZauUkqLNQk8bwNu1RVtIU6qjOZVPhYAFK5Ud2Kkq6QOXcwfJyh08L3RQKPQ3LJxGkfx6AdFjJMG5I9R16OMWuFZhWfpBez33IRvOsPokqxBZcEazJMBPUZSELqJAnXqHZJ/KTSVNyheiEwXtPGzmj6O4y43BgOBVKxYB6U5Wyg2EdB6hyjBSrZ0CD31J5X1h2P1yGNw5ZO+mjEvo7U4hL2hCjyi35/6agMS5xR05V+KX+aAK2CD76Id8mI3FrKkJ9qPDAxYU5z7Oh3sUP0Tw8pHzzz+/WX755ccUxCIAtummm2rGbbx0g9me7HVICt2yd5ND7RqZdOkll7zvqKOPPs02hn8wbKnn6oHqgeqB6oF/jgdGP+f2n6NPlVI9UD1QPfB/xgO2z9BOn//858991PZ20swWC6LosdmenPOgJj1FM7BkHw5mF7GUbvfdd9esIR7wqRuWynr2gPrEJz6hpXTgMxMraAnsECRaY601mgnj7U1/NkAYKaFWKRU55SN/0GY7AlCcS90CLDtnz2kI6L18xx2bd+73zlG9OY89m1gmyMwrAjkMevAVMvjwSnaWHq5qS9CWXGJJ7dPE5veaySPhWOPORmfZloKIoZvXt3jA2agd3i/bfvs8+MeG6YtMd9kWFMOX8rOxV0CyZWi5riflxj5oQZDQ3d8eTGCJIkG07bbbTnuhsZfXIN8WXDpZcAlWHXjggXpTF76LoCazuDZ9waY2MzDNvCobveQSihcwbGYGHUt1ll566aJmbFn0Y0YXe3kxs+3hRx5upiw0RTaOyAmdymsD3e0S6/RJ/BmpzAMrymQHml7gBJuB5w5ep9CDnup6de/B6haTRUbasS2Vst4jiCXUQ7X3qy73suT9qoREPvSOcu/Z62XWINt6destB7sMR1/CHm3KVRnkkK5PoOhiok4PqODQ4mY+gW+syLoO/Xwzk8i0rATJ/HK9Qcr+muEmhwDbSAldQi/htZoFWUCckx25v7nygVKcHasA5GzwyYD5kOnzRcGT++ckC56vbXsLLjJ9enO5vanwQVtSTF/kBxiWFDJz9K1vfWtz5ZVXakk9AW/vq0MNlATuKyz7Zk+/Lx3/Je0pOWXKgr6/X26Lfl9YMG3SKad85SZbxria7T15Q6FuzVYPVA9UD1QP/IM9UANY/2AHV/bVA9UD1QODPGCbib/qiCM+ec5jth8Tb0MiOBWp8zBvD9Hsa/TkE0/qDU0HHfRhvX0vcBUYiULPOR7gCejYLC/NCIrZSJwJfDBThuVh69iSwcWWWKx5ZvYzcw1eaaSkh/sY9rpghgoxuOl/5O9RDnobgKBjJPRhKSO/qu9nb53b0QJYYV+cAzfOBEgIvPzgBz9QsAQ8PuyZxJkBCpuyz5o1y5bULa7ll9j89JynM+/gFfp7ecDsjUBIZ/RlAMXbEJm5VqbJC0yW7CeffELBIQKUsrU1N8TYGDK1eF+d1ST/gJGH6wkPOjPIlurd1+z0ip30pj5mEJCG+cuFdo/gstyRtzMy8GNpDXIJXrFskODmHAsqKvXq2GVlpXCS64D/md0Qe7T1oY8CELaweTz63X3X3ZpFRzuSWokuM3ymCm2g70Lgk+scNMKx5OpopenkwZhbEpdByB32CaEDM87FtVHKoR/ke0RB04EXBKXeBXrruA6wILSsuUxqlCagVr8smHD921tT8cwIPKVPr229+KncL0di7ACCt7/4USSp4Nn+Y9CANGCpaD9BAUkKIQByOcarQ2RgjGi89LRDr/3GStd4GTRvGfbZFVVx7soEamlc+k4JBV1xr9Mx2ZIgLS9orZR0VHsnlkGcWQZAZ0MaYSab8/cj/JUb4IeWZcJNAK7f5ZdfTi/YuPqqq5vrb7je2PjLOAi4c4/lB5pf/epXzec+9zkt5+Z6j/tHy7ebA2eH7XdoVlh+hebo/zi6ufP2O5rptrm7fngoUQt14Gkvyxj/xS988dqzzz57NdvYvQaxSl/VfPVA9UD1wD/QA3UJ4T/QuZV19UD1QPXAIA/YUqjtPv3pT5//uAU/+GXZ31JXPB0HkY0SJtg+UCztmj1ntr116VBbOrh11M71zEM2exm9395Ex35XDPgJuMTsKgJFq6yySrP++hvY3kJTi9lIg1n3DiZjEK0xiKnPuRenHAiVXPVWr8JkgkHMCGMQwlsRt9122xEHHgxYWAbJXk/f+973pDswPthH4GQ5C8yxVHDWyrM0Ywc/44NhQQyfd+VDM9lm/otBXNY9Rm52VmDRNjnHv2wEHwm/33LLLc0pp5wiG5aeMUN2uX8YiwYTo7AxppcGyWoxNRAz9IJSg8z7LYDHDIJ3vOMdkhE6jOYcg7sLLrig+ehHP6qAJv0DOHt3sbzGXh+f9/iCZzRZnCWnU+hoaO3xVPO4BV9f+tKXaonsaPQahsNsuW9+85vqw+VG/vQxt4Xm8kCfPNdVhcqu/7Kg1oA2l4gNEH7i7KnFChYBiXPAofBrAkghP1gJMVF1YKroPyRb83VV0hibVsdE2qNQiS5n9NT3CgyT6dMl77Ckvd47nDFVKaCBJx4ms41zJAUSIqVoTzzXyunyCwE5Pgl9CHNU8aHNIwUvLxf9JBDiHD5JZzO9Y3ug9Z5D0lB8r4BZL2lbBgdDhCLBbZ1y1Ft1cqBzMlgiS4RgeNYRRFMeMnoJhInxlXpZxx5MFXtgxiPat2yDEB3YXvajwyyvgJ2dwzcdfUoKQzWduIdPmjipWWrppZrp0xfWjxbc86njvs93Gm/W/dnPfqYlhbEnYYdtT4G+TVpqqaX0dsOLL/5tc+ddd9osXjZ3zzdo92eijX5s+zSO+/3vf//uT33qU1/79re/fX+qrqfqgeqB6oHqgX+gB+oMrH+gcyvr6oHqgeqBXg9cfvnlL7ANZ3/KLBeCNTGLpPN0nIjYxJaAArOFPvnxTyqg0MtvUJmHax7KL7744ubNb35z87e//U3L3AiExcM6y8TWtE1v2Q+KwUMEtYJWD+g9zLsDwG5l2jbExi8+6Mi1eSAEhDofLAjLDshh0MESOAYkBK823njjTF5mQjeWi9jSy+bYY48VPTOEYjkkOMwcmjVzpmZeTZgwUT62XVNKVkPyhe5S1cvKQpGqpbPxvfPuu2yT8p0UBOxlyDI+9qF6+CGCjy6bvVUSiy46wPAT7gk5XaxmDjj2z7B+nAX87rf9YGwjYS2diRle0b49pAOL4F533XXNwQcfrDczxswr/MnbA6fbch17dXzuMy7ZlcMH9BslBw2UAc6DDz6gIOwUe9vXc0kECfHrTTfdJH3hhx7SxRiHC/v6YBKKmnyS1gnKqTWgzaXqBGC5KXwZqJf4CStzcHSOrZRefYRT+i9TB7cRztnIpFiBGn4oQEnVwToLr59NhzwKA3lbZde2XmYuF2jgCcOCEC2m14a/BA8bobI8/bTFD43ac0ZvQZ5LFdBGawQfykOuxrZ5E3Lw73qx5BqCHTbMV9FBsd77UdAVZ91Ik7YhuKjOyoUhqrNCbznRdHVuGXXQE9j1MlZFZcCEwvWuiGGBUNC23NuchX+y71soMoIHZ/tYICsHwUrElBeWHVBhju1/x5k9r1g+eJm98ZWZuPQT3jALb9tbstljjz0085ilhepDBuc8LEHHXluf+OQnmgP237+512a2Esif/fTs4e1lzGzW63h7M+F1F1100UybaXrzMP4VXj1QPVA9UD0wfzxQA1jzx4+VS/VA9UD1wFw9YMsG1/rYxz72O4JSPHi3ywZ5PLfEw3V6sB9v+1A9YkGuh20fp5NPOVmb0/KAPdIDuDOxMYb9aswm5kcccYQe7IGzH1TQ8kszAYpFLMDCG/R4s1Jf4jk/q1XMvgh47zkxcDBHkg/UNAgy23zQkph6tW3MO0Gbtc+cuZLNMDtMQSf5YMhA49xzz232t8EFM5ywh6WQDFpI7EXFHlcrrrCi8gTlmLmmEZQGPz4Q5vhs/PIvyvYQZmUI6howNYvAkmt7Xy268CLNq175Ks1cCvzSx2uvvXbz61//xmaHPa02oV2KJk4k4SuK4RuDaYZFnzaiIXh17333Nju/aufm3e9+twKAVIRsIY3iwFu93vCGNzR/+tOfcjCVYOK6667XLPW8pXzgZiutnsH4UK3kWzqFfNlmqG7ditkSTz/1dHPbbbflFwOMVc8QSfuyRPKhhx5UwFIBLA2oUa+rYGcw3ONG7TNU6p4EwAHUkVKvnIybZJSi1O8zgmWiUp3AyhH1zTiBkAGjyxiZ7B1gUzAIzvjer8NCHaPu2BXIQcx5EEz1ZUXK93fy3DeRHX7uXoIG7fShlq8oonkTb69tcciho3gb49IebFYflr5+EH4yqqtHyzMrCusBPFxawVR4lN3C8PMg36nOlej41tsn7seuS6cvd8V1S0n1jvsN1s5266Lreu3pM4lFBzFc71alqh7EXMyZFq8VkSo7CoYol+JVBZMii768aKNMS9obZFlazEszbrjhBrVTLEPnu4HvCvvRqDn88MP1gwJ+x8eDUsAJjPHjyN77vLW57dbbFNQq90ocF7PUrGHpabz+deKEieM/feSR19ksrJl2T61vJxzk4AqrHqgeqB6YTx6oAaz55MjKpnqgeqB6YCQP2AP2CgcccOAV7InEIDxmPHVoeNK3z0SrZzbMvfYWvhNPPDG/WSkesDs0qRAP5gSqCASdeuqpqoklYdDGflCrr766BdAW0OyaQbwEK8YJPgAJgD38S89EKZXbQYFjBS44PpTMg7n00M+AEj/cfc89CjjZEoyBAY6w6x7DO/roo5uvfOUreRkkAxTqsYug3JprrmmDlEUsWPRs3oS8Y4vhSjMGQkOCB6XmmRZgMZBiZtz9D9zf7PTKVzarrrqq0HoPzGJilhtjpSdsCR166i/GppnAmBe8HWwwKaJD8ljKm+x7bbYBM6/eafuEEXCal4Q+n/nMZ5qrrrpK+0oxg400c+bMZrnll21mP8OsA4KhAs/1IBOMZ04pS7+jL/NGyOeaWGaKT+NlBiwjZGaUUo8PU0t7XVYrIZV6dpTScFQj/nhTYad6YMF5wpJdlXxWT6tMFg1tFIbKJ+Cb0JTJJQ26IRekQ28QK3fsRVbLyfJOSaCmDABkdbJiIoSdqDs8ArnDF3zf88qDQAnJGNDvxccyQP16S8DEHb1aWZRMogF0hkY5ZUoKA3iiDyvZqQxClbqYRAWv0Ad7nIYC3Ft6aklom6AOCBTORSSI0AX/HpQWc6eO/lhyEa1V62yUdpYUyiRTWF4yJdsZuWIvvB6NVNGq4rY4HztKJ6cVDM7hJ69uNcvwlkeo5LTtMSzM9SkTlF14QI0+V5hOBlax56ZSYKs/lH7OGtCo2bcOhY7lg8w+Xcs2eGcj9muvubZ50pZ1x1tnuV+wlJsfPA499FD9cIM/RvouhfviNtvz+OOOb/bbb7/mlltvseXoy0kWdLIh2aW20f6V45pJCyww+eSTv3z9eeedt4LNzK3LCb2Z6rF6oHqgemC+e2DennznuxqVYfVA9UD1wP9/PXDvvfdOP/yww656xN6etpC9Pa0cpPRazSCdAf8dd9yhTdc33GjDXpSBZR6smVHDjJyzzjpLvzazxMwf1H0jeB7yZ86cKdhs25S7fIgvBxH9AopRSB70dLHKQZJqIGHMkdF8GEZggEE+gZe7bDPuZZdbtvnUp44YMXjFr+vve9/7GvZqYkkHv7Ajjw+zcFZddbVmhRVXsF/Bx9vAZfhSQXRBi/GmQ+TT0NEHkK6y6qR2q3xpSPOEBSEZNL3i5S/v+DCbahnsY5YdiWV40rdn9kD2eSlHFN2De84CJNY3CFBuu8022vMK/vAt27FLObxkb89SkBM7WFpKYvnM6musrjdwSd/h5H01jC9bx1HtAHRjMPnoI4+KZl50FWE6rLzyys2FF17YPGQ6S8foj/0KlGQpnxzNCfX6UlsfPu9DAdCxtW28NtbXwoaKGsi4cKER0kuDE7aSotyS90O8rgvXnkmtggnFcKx9lAqbJEtw58GxdVeXL7TSsgecm4X+KRzH5Egq9cmkhpjpei01fSSHyxs8cSkOJSAxQW6Y7KBAav3a6ua8AqPgnLJWU1SWNkfbOAJIcO0myaHKFCnYJKQEC+O7UCv1aGkMQkrWI0Qm5llGH8/EXKfgm7HLyk5+GMZg+GDoYNs7bnWZJXnO54zjhOp2jiDiyrN8r0NmXPEdSiIwz1Loc845x5YaXqbvRt5mSpuNdC+inpebHH/88c3ee+/d2He4No/PM7GkTujkZ/hNnrzg1BNOOOFa2+dy5vrrr+9KuMb1WD1QPVA9UD0wnzxQA1jzyZGVTfVA9UD1wCAP2F4cC9gbAP9w9dVXT52i2SO2pK1M6UGch18+LBu812YbHXfccc3mm29eYo6Y5+H8Pe95j/a9YqlVvIWP4QFvbiN4RYCCh/08a4XBjf87b8ubCu0AKwYJ1KrCH9Q7ipQ4nQorFOgl+XhbNnjnnXdKJ2ZeLbnkkqKMAUUMLiifeeaZmlHGvkcEWwjKkahbYYUV9PY/BijYxZvyEElQiv/uwBJFXVmwyJGeaacylOp6pR1D7+BJBbPatthiC834yogDMuiIDswS0B5KzyC5fPuZaYF8kp0C3wHlkVlmE9Wmm262WXPAAQcocAcGNKNN4Vd8yeb3vJ2SmYDwWHzxxW3p4Lr2Zq0JDjMP5aG2u83FpLzLNYyijU2b9O9woRpvZDz08EOjVXNEPPQkzbbZd/DFpradg7RQOLL4qVS20NuDmO2A1tESAvTYZUC1Dw0VUZEkrvVFCAs9vH16l6+1teSCJp11ClgXU6XSjoKkxCxMQ4Gu3c7E4GaPIWr5MDiWZJ/sJCjQ4SI1s/uochJlvKckZTIfy+CrsaRC19Cll1xSEltvD8NIijkNFD1yg2+rYss26gQpEXTFC6rrwPBidlhLbLkOfXKLOVYqlewK/oDBFF9yxsP7sNWkdgEj3NyxpsPT8TX9LDcO/Jw4Yrotf7haSvWcKDheR0pu3oCGmXEW6ZCD2JeIBsCbcR24eJfe11Z9PB07wJ0ShWeMs/yND5uGF2ZMs+/ZyyyIxazPCPrzncjm7va2QH23br/99sFy4BmfkQhinXHGGc3uu++uWVyUtSw9HCMsKaIc8ux+v+QXv/jFP9v+gmvbDN0nVVEP1QPVA9UD1QPzzQM8SddUPVA9UD1QPfAP8IANSsZbAOaC3/3ud6ssaEvK9OutPWXHgJszS3r48ODLXk4Er04++WQFSOamUvD5+c9/3uyyyy7NpZdeKt6xkS30iy++RLPRRhs1Sy+9tORrKY89fCOTQar9+3BPZ9dNejEa4MMwS3ravCnO6RO6Sf8CHvV+dizyc0wQsida8Op22w+JfUbsTYwKXlFfJgYPLA/8+Mc/3uyzzz4aeBAEYuYViZlH66yzjpaDEJzDr25L0g+dLaAVuriBULYwBlN8tCrFxMsPlHs+8AVGAOoZWypCgIcA1hvf+EYNPOE6LNGmJA3ckjvxgbFz3yLLgiH6SG6rn/vEidgP7QFbssjeVAfs3wavxHwMB/xK0IdXzLN5O/rhO5ZgsqyUQV4EhRRwk07Yj7quS7S3B0K7/lJfMX+1Pmvrab/5kViaSXra9GZvrd728rL7WPnUftEfoO2ncXxsaulN94RLA5XwkgdIopOcwGvtbnm2sK58o0EOf/ib4Fj2e4JFneoLGWGb1cMl92nL61/44izema+uA++XYWOpU7SfYMkHAZPtxlx/0tOuC+F4VA8atxmN7E84cXbbsh5FnWDZ/8HD6Rx/QLthv2hSnfJJbpZtdcEX/GRP1ivqcFlqZ5eHnz3YL1zD0/2i0DngmVfUpXbBMd06eEY7UZm8KblJvnQ0HK/sk5kMwAp9/Hp0viGLtoK+vFajTuekX4aZbdIk6U8+9yX5hfbwtuAs/xhOpkeW0ZIyLHzBWbShY+p3sjnBZIvTOg+JSLzACb5OmwR16qPPzbYfCaZOm9JssMEG+o6JQBTfHXz44YQZVRZgUj8Vr7kceHkEyxBZps5efrbfVW4XlIt7OrZz/2T27V//+tdV7MeZnxmsvu19Lv6t1dUD1QPVA2P1QJ2BNVaPVfzqgeqB6oFReMAeXMfZfk3H/PgnP/63RRdZVA+2PKdr6YzRP5N/ObblZml2DYERfu1lL6fRJB7Ov/71r2tGDksmeEAnIAGch+mZK63UPN82NV9g0gLt/h0MJhJzx/ONxX0I4xXMzOBnfMYqprH+e+YjCFGDA0YXhqskVBGl4A6DF6uxatAmLTDR3oj492bV1VdrjrEBRMymER9DQ2fyLIV8//vfL9t46xy2UUeaYb+w82p0lhIyMFVQEPFUx1m/95ts4+UgqzR/qwATUtKbwUdUhBlusstzH3mePbtuuPH65k1v2qVhg/bRJOjZKJ8B1pw0UMx6IhCbEyPXxNrO/kRndZNsMMSss9VWW932cDmkWWIJn4E0GtmDcL773e8qQMpsNmZgEbxiH68lbGYTvpSfk17yC50h+U4zUKxOPjWwznaQ/lambye3io9sMJuxfbIFx+ZHYi80EgFOZkKMsw2UkekdwHQxZdigP2+0jP6qp44+bf1dZaOTAS2tG0TZk0gTrvgW1w4YwLhGYFNeP1HneqkkXFfEr00Arof3U7DcecYPxexf/cAyBADQPa6BrCeCKfiFalkBpIxZSi+CqYG9XcAWvhzidaDITopmhFiYTTI7YYuNHXR9isDqZTC8DSkh43fhoKuBOVDdJg/etGXkOUahrdGF9AJTcgph0sPw1OFcDrtxUQ6eUYcf0Cj6BVzdly0/x1CN6N2OxB40cbAjIlWGScJXFg7RDwbp7/VOFH6CsMPMym1/IIgkvc1HwqJOOc74TujZXsEMTqVjUPBU9h9xE60h0lbGNxJy/D4kNpidMoHhoKBzvgYzFh7KhGVSDBLxNhkBMsSWZZKrvuQ26vsRMEhKVuA/ypahPyulPuh1jsC1YjEs7a/IjFL2srrcZifr/mv3Yb5LCNwffvjh+p455JBD9INI9Ftn3H9k5tVpp52mWc4saV/GytyDUC5pLltds3HNFAu026bym7/3ve89w3jvYj5JSvfzrpDqgeqB6oHqgbF5oAawxuavil09UD1QPTAqD5x//vmvPf2rp+83fWFf3qYH+TRY4IE3Aic87D/y6CPa24hlg6MNXqHE1772NQWvCHyx1we//mrwYHWzZs1S0GOC7QsFPJIGNulROgYuFGPQDJ7Gwwz000DE0WNIVAw/GJxQTANo2RUDFKsqZU2wQQNLOlacuWJz9FFHNWzAXaYYQLD317777tuY/7RMrgxerbDC8jZTaA0NOGZjUx54mWTLhzqMplDJl/xoCGiiUKjVXbKNwCF2NlsVX2KcYf+kjA2e1T9pAxYGRK961asU+HGs4cfwL4GrOYyq0BH0xF+ZnHdweBlagkvsvTLONm4neMVSy/DTcKnDa+DF7Cv4xqbt8FxxxRWtjxBCwIemEB+ldnDGwDDaOo033QwrgK2uooqS3NqBOmv76RaInB+JZUAknykWHNHZ8tZgtCFjRc0USdU0KQrmmRLAASZ9E5qBGGgnRnbytqAXFIjgSJiYyF/OHv5Oiy/cXQUHA8hHybfqWwlf9wIBMCGCbMghcaQ/eymDLKPrzSNJhf9dB5ecOBSkstvKOajl6CbC9U8qSayuCQBW5/jBCJj+XR2rp5RMkJ9dIaAJbpWqFy+Di5XVWgY4+PKZ+d/9KNZ+ACE3gevg3kk+ly7yhiG2losvTA1GcEtBPezMOplsdLd/ApuuM7ViGFjSFV7oJemicRwDWzKe0ltZdzFsQbZz2KiAFJ3AtHH7XZdUMLjQIciyxdtKYqUD1ynQuF9ZQfjhf3wCgh3snzaU3i7QKqizj3dQ+RVznIhKkbVneIlAGRi6Nt5Y+hFByAEHjU/hD9UbTGKMTpys0IqlED5J9BCZYnIXEtvmkT3AZTF2iaGVgCnv9wdsX84CTXMsMM/LKuJ7kHsfP4wwC4sfJQ466CAtT5eeQw74kB9coNltt92aW26+uXg7YWofkyf5ZsvTs5/RCydsVvQbTzrppKuM7ceGsK7g6oHqgeqB6oExeqAuIRyjwyp69UD1QPXA3DxgD8szTzzhxDOZ+cSDL7/+MnjRQNUesGMZBg/YzJpihg3LBsey59XZZ5+tV4T3Bq8IWDE7aHWb5cQDvR7aJZtBQBok6Jk/PembMVriYaMALZMTjj+Qa9kIxmIDgwgZjh3pE7SpLBwGKPDnoDzDDN5E95iWqH36yE9r7yrVi5/j4guWZxC8YoNxgiwshcR3LMlY3WZdrbXW2jbgsLcnaqYQtrgsQ5JulPFz6I2+jqOcFaBJMOwBN9sU/ITgdIbj7cbgyGaG2fKTbbfZdlSzr8CHP7/2P2PBK80McOFIdv4MAtHRPtLD6vmjHaB78MEHrH88qVe6E2SCH3zHmqAjnWpvpvzNb36j2Xj0CwZvz3/+802W7XuFb4q2g4YP/lfgB82sHn8YIOE6Dtyd1srk9fE65LA0cQlbykoKXVQY4wFagqDh2+ivfn35NYZ0tVmSFXoJJ/XHUl9UQGv+4OfmgWEtooLBxIvrli5N2S2UbygZnvsJEp9xZojyCaiy2XCsKtE6TFKQAf+km/NxntnvwhBWok8y4Zk+Rp7z6O5cnTBw8hkuhS90vaBH8KMOnaIsv7SygtbxwUt+g2/gRr+Bh+D4LurBdz8ayPLJf4YX15vTJFo3Do2E63qFfnGm/flYGf0lv+CnOi8bG/4hRGLLM9G4fV4vXOMX7QKNMccY0cEJS1S2M7Tej/wcdFkf8XLaUs/sB+kk5Vy/JM/5QgcYfVwP+Kr9pI+pkWxAJXGBX6KxnGjlP6sELt2FQy3WOI5ZqOS+xkcJgBzJgrj1XdgMmufBtxIA2hrcpKNqEg/n7zyBiwR9VO/XEu4WnsFAcBl2LHhAaiJUJx52wBdzbJbm8rZXIksKeeEHfIAz+5R77H/8x380Bx98sM/khcmQFPfdWE7ITGB+bOF7Kuz1Ng47fTkhgbJvf/vbh5/7g3NfPYR1BVcPVA9UD1QPjNEDdQbWGB1W0asHqgeqB0bywM0337yQbbL9xwcffrCZvMBkPSz7U7kdFdTwmU08EDO76L777lNggX2qeLiOB+WRZJx++umaeUXwq5x5RaAnb9auQYDPyIrHfgJJjEQoc7BHbZVNqP1gLmgS6yMBhZ4CrMGDBWUifgKpc/Jf0oEzgiBZXrLIGm/eDEiw5BOf+ISW/wnF4KSw2Ta51yvLL7nkEgVYeBU6iT2ueDPe85Z8ngYK/JruswtKeuMTso1GrE1RVIe/UthoZFpKRC2IyR/SA0SDJQqqLLmVT9gsN2zYc889ZRM1IyWCb488/Ij0YnP5GFjij1AJ+vA7orCIgRuDIgKTuPzEE09s7G1WoI5KrhCLQ/iXN3N96Utf0iAO3ujBUkwGWFqKZzRuqfvVWbhWDJClt3D8gOusA0lpghHetyjLaZYxfobz2GOPo3iz0syVBIPPvCaW7LCXlr3pC+7yrQbytJjEYoFlkoywnaBIKxc6UNDD8pAy0wOl7EA/ClsBKRkSvBChOjLBU/TBP/V/Y+TYhke/DJsRZjJsWG4nx9FEmahHGPwMqHrwSaGca5BAVif/q1L6qMIOTsbVnerEFD5WTiy9lrLb1voHBuCW9KA5oftSCIK1dARsXGJClTw0iP6TGLt+zsJEtVpGhS/1M0KSi/UTDYffDKYZYfRLcEr/iSPAQucsA+zUMs4q4XmbOw0SSNZKlvGeEcoarcly+UJS3vuZ1WlZeMChQT/nlswQzDGyJio6D6/hXiEqO7gsSs5BvtXBINLFZCT7o42sJewyTHJF1vWT2kP8DMf+vd3Im81cC5CabxMLiRbPJMcVThqBa0nXFBlmXnHONoCQdDdhbqfBzAb09xS2GczgglodUPIEiHTdgQxdgpPL+fCJAUSfLjvqn7UgFjN+CaTb2wH1nQk/gli8AIR7LIk9F0fzZtfllltO39nspXWXBdSXtFm5s5+25dehD7rLDtPE/gmUfe4znz/74osvXu2FL3zhdRJWD9UD1QPVA9UD8+yBOgNrnl1XCasHqgeqB7oesIfWcaeeeuoPr7322kUjeMWDrD6GGkEWygR1brn5Fi1fGGvw6sADD9TspAhe8ZTM5uhsxM1m7cx6eTYtsdOvwwyiTSb5CKToF24iJKSizuvR1eqS7sAY5DCIcbgPKghciJwHd8PBLsv64CfRottdd/nGuZtuuqnjiAr2Pvjil2zeoGib3TcEriJ4NdXeJsVm7UsusaRsYhN12SDerhMC0Q9d9THeZKWv6SedgIUNDMzwg3g4rQdBDEe0qQ68ZBODHYKNL3nJS5pZs2Yl7Uc+sVfTTX+9Sfte4blI8i980Vm6eLugtOoMlxlmjz32RHOo7c+y8cYbZxuCx1jOMbhl/5Ybb7zR/Wiy2UNsxoyl3XfJTndh8ol8ZyrmOvzhvsOnuT+ICJ9jJbTg+Aezn7Ig64K231a8aXIsuvfiEux9+OGHLZDIb28MtBko0sb2Kf+SfFRT3zBs6SxbnKuX0ZO6RE9BuPB0W3T9WF41woXG62Wn2Uul8uBZWT4wWcjGT9mHhuj9Dr2CLslPtOIdPpQuCS90t7MJS/53uX5doxfyW91DJxdV1IMjGa4jeNKTs9XJ5qRDth/e4WurczsST9WRV5d2PRK+07uN2Fz6ArkQdWwWqNXLbUjlpJMRSYZok4/CVp2xQTamduJSE20BJ0AFLP6khwkHbnYaJWIkx2lNd2qNJuS3/QCaBIenyZZuSWZHN+QIp/UFusJTvlcePxoeLKmxjJeTPdILXSh7vbcnNAASTehqAAPJLvBAgJ+sBF8QYNQ4D8k0/pKbYNjuMp3ecU2HzNPwLa+y8c12uzvkF4fh3bbe7aaMH0xP9En01Ekr9JW9zsxpkJ0+1NvHCCVf9okGvvbWUrunTps6TbNn+V4hcf/gfoKs448/vjniiCO0r1XcM4U04AA+ATFmbz1tQXXuS9qLL+FKZ2TTj+wz3paAP2n3wSOPOuqPtr/jtAEsK6h6oHqgeqB6YAweqAGsMTirolYPVA9UD4zkgbPOOuvt3z/vvK3YK0NBJHuI9QdxfyDXQ7U9cPOL7J0W1DngwAP09kB4zu2hGRw24CZ4xQwaAirIgG6CBa/WXGPNZtllltFsGg2gDJ+hCYMJl+sP9vBBJ4YQYPigwB/8c51oHM8HJ2BS5uwP5q1dxokK1SdZVoQvut144w3NG97wBn3AKe0kjx02Y62xX6c1yPCNcRvtH7LeeuvpF/K8uXiSgyLG3k4uW/YYzHVqzxpsonNRx1jL9W3xsKnlJUNUxm8+QHpWA5u99toLE0ZMzrvRoObvf/+7lj+a0VkHiJFHog00aCt0ZBYde1XtvvtuTbzqvfSZCMd4YFYbASyCVswMYz+yWRaImzCR5Y3eE3SOwSf8TSfsV5Y8ePIHEB9Eehkbot3BSYNeYMZvnC1p3WKLLZp4e6AYzuOBpbYEbfEHH/lavivaGBvQk0/ys9rQyqTczuoIBR16ZxvRHRuxp8BRe7lA2Ww4MUgFXwN8yfZ81sNgXg+c5aTup9DRRbm+obMCASbfpMsWmSLeoZvD4UGdyzK+srGFuR3eFshVn8YRlkSaeHo/x2bVGB5tbjL0Qd+kR9BJaYchI+MBTwn+ikYYU+WdueMawO9LiZay9MMGx5dMk48ekOpkeGpDZAKmjI4lPRWWDCoZySjDAx8+4DvtM3Oc3v3tfBKx4SDDfRJ+FFfok15BB0P3Efo7b9cp2SXbwKGeT9Ix+KNQQRf6iYcX2vaAGnlO4fYHDHj6hK4gOowzNkFpH9ngZcHwqfwKb+djyI7PWY3p9jg/8IWZeDp/Gp1693P37DYaBrITb8lGL3gZzA6dcwuXyqJzPtiBJQV+D9/WXltO/8xsuwdOb9a2pehTLZjlNjyrIBazXj/72c+OaTkhPxjxJl34+Pe92531ceWsbrZmvt5+6y1TT/vP035h+HXspZarh+qB6oHqgXnzQF1COG9+q1TVA9UD1QMdD1x22WUr2CyiExayfTY0SPVn6w4OBQIUd99ztwJXowmIBIOvfvWr2vOKZYNl8Iplbex39Tx7xbc2NjcCiWYgMCBpgJDgGUMDBgOynknJz5lFAkdtQrITAweXZyslPAGwAgOC++2X6S233LL5wAc+oKBdoMQZO975zneyR4gCEjHzatFFF23Wsn28eJMTwStS1htdrWzhCwm2YZBKwtGB2jYJuwPygtuWKhJPtwRYssbgkyZPbq6+6upm/wP2135RLeeRc9hC2xCstHCL9Ncg2MhcQtJDbDzPmwFvuN4Dfm9/+9tGFjDKWgKCn/nMZ9RnWH5HmmGz9BRktVmAZXLPGsTsls5kvUgMzvJJZzvhfw9VGK6DxYp2UnDJSth+3333Ny9/+ctVN6+H4Mn+XXfaPmSUp09fxPjH/jOFAgixej+5LrIir4dSjeodybOJJJE6vXqWVbTcyY2TXZMnL+BsqY3OnxDxlZJkRj19wFHhiI/o27l/Q5Doc8bKgITfqTeYcDOBAL4kq4VJDSsSKCjJ87UkaPcga0EPZcmCknmY7pRDqwIuMDUJ5lhCdSahEAzDR7na+HbgpokLFnLo1WlGNBOOM4GlxS+ctRFHvwmUQomOjkZmKeQpZzzgFpR+Lu0SiQ5RRyHhS3HyYWTKE6TxC8lxswir93+YZN2gyizJWwo/CG70wvEK1euA/NwJW3BGc8daEWq/N5VYpZ1lHvQsz3KtmS1UGhaNRPDJ3eD9n4BS3B9YPm0esWrfwB88vXhD7PwaCZ0JrCklUSGx1S8grSXox4flptLBTnw3E8hnZu/ll1+WA+IPPfSQllOfcMIJ0u/f//3f57qcENkvfelLFQD7yEc+0qxkb/3V9YwcU0NyQx37sWmqLdc+8ztnbrjy81f+mIEPiap6rh6oHqgeqB4YmwdqAGts/qrY1QPVA9UDfR6wB9mJu++226+YGcWeQgpU5MFJi05Q58477myWXW7Z5l3vepcCHG3t8BzBK2YpMXumDF4RDGMT7qWWmiGZ9tys53Q46cHeBjGo0ZtKPOooK+WMlfzJP1VwaqnanFczqHJ0whq2cfm4CVoGuKAFoD784Q9r75GCUc7yCnNsY58rZtaQpk6b2qy51poKXvl+V2aBBLrUkM25TV5Cdp/FkFt1rx+C3uGUSgwr2//4CbZPykMPNqtZgJA3D44mMTgjMfsqkgZspgSDN+Sgj1IxYqdv3HLLLQ3LLGlr9mKZH+n3v/9988Mf/lCDMgJYBMnY1BgV2sFfIYkKMwFflinrnIBRC17UyffQGgCbH7frYQPbv4t92Z5LghfX1F/+8hexwQ5eVoCreXtim9Cm7QGuF7MizCRvlhbVcoBaO7zcQhw16oMQPlznV1xxhQVLTDYIBhOvhOyyDKKyHVRJ0XQDnPyzlG0Ezf45MchPrEJUOhuU/zAgkHrPYLvBmU52m0xQe1Po4O2Mz4IhmJ53+lzMLFp+nuM4HrsUrMDYQUmGewUEYg6uqOWToOq2IlCXo/oiG/hxFtsoJH/19/FgEOeu5ehFOymaJhQrGy+3CoDnQkycuzWBk2So0vgkh0YtZjloiIxELiQERR8ohUa+PCMAxn1JiggacoeYI5c7B7+WMysDEp+SDcHOEQsUozEYy+pIBNG5fqV+Io7+R33OB78CFu3Hdx33yL4kQ1yO6goegStXFDqy59+UqVOaNeyNtldefaXdpx433extwPYdxHcRbwNmv6zDDjtMwerg03uGhrTzzjs3f/rTn5ozzzxTLyiJoLS3r/cnUMfZHmnc1+1Nhgfbi16+a28cvrSXZy1XD1QPVA9UD8zdAzWANXcfVYzqgeqB6oERPXDKf55y1NXXXLsCyxNYSqCUH5gJWPiyQfbKmLzgZM2IYfPYkVI81J977rkDlw0yu2W11Va34NVSrUxjmMVaTg//PDm3wCxyAEh1ITcVEscYICQqO/kGx8EOOL+i2yCFs/mAAM5RRx2ljcJLnpH/7W9/23zrW9/SgIGgHIllZmuusVazkA0e2kGAyxSdsAaak2qoSzoaRDk7oH0LzagJRk2JEXn8N6G5+667mz1236NZfvnl24FWy2JozjbzFz5601acmQkjT5pITVLgXPSNxRZbVD6jb4SfhgoYRQWzwHi7JbP2YvYVGxBPZZYgM9vSAKyP1SBnCSl801KU3QudIzH77LLrrmveud9+CuoGfF7Pt99+e0OfYSDLNcZAk0FxBAUzX9OhmABi9V5T6ha4rba0g0HDvGgkAwQYGs0qtGWMm222WfOxj31sbG2EgORvdCGQyIbSLO1kxqGC3iYDeaXMUMkVTDWcUDYbR7k/ObaQ+ysN0vokrhrDFVHQMEPGrujsnIFsBCR2pQQuH7NVIMv7QD8Q3M3gtvI9CCkxwJ2RjtjvYV8VR3UIuR1kgMYs+1OVrU7FRCGr4Vo1XFNIfamjQEvT4S+qgLQ4eFbhrwDBEzQOKGNJECsHiucKBJCkeIsBiKTrrx9cMnPEfPR7NEWRhdOjPolNJ4eicwmwPEWlyJT11Nq+T7NnP20/ZDyloA7Xa25v4XYInJUJiaBQMEcu+zs+9NDDmn05NIgFQbDkXBSjP5bOYo/I6fZ9zffNNddcnX9AYU8sZmixnJBZqu9+97sHB85chI7oxA81vCjDAlPNsssuq3tUa4v779lneZnJxOYxeyPv5z73uYvMH0sazhMFq5qtHqgeqB6oHhiFB2oAaxROqijVA9UD1QPDPHDhhReu/sEPfuD902zmle+DkZ6eCwIeZHl4Z5D6hS98obFfXlVuH3ALZMuCS93ZZ5+tzc3LmVdg8sC86qqrNks+zzY3tyURekDvssilNFzycjzgxzCuO5rLNAwEPMBS2hL5RAROS2E5L43TsrF7mz3e/ObmNa95jTDCzrDrb3/7m5YOsmwD24AvNGUh/SI+bdoUG/iktycyerEUg7RsyzC9wy5RpYPhJjYlNOdbG9qcKo1Bk6CsAABAAElEQVTusUcebZaxfcUIYJHCDhVGOGDTj370I7U3fYJgRfSNbEMSB0/6xYILLmS/zB+jwc9YZA1SI/z885//vDnnnHOEgnwChLz+nZkyWlYmx4Qz49zlCJSUWiLnBLRDH5UhErBjILjeeus22267baDO0zls+elPf6pN/pkZMd76/8LTfaaj9kcqeiL+1EygLK3V0PtR16ISjQlVSrkreEYhCCPDh3xe8+pXa0P/TDsPGd6AxsbRBORo/whgBausQgDyOdV0zEg2plNGtUzmE/hUZmCBWdAye4Z+6v6yHHWKUBVIBenArGS4INqQRCBH/X8ENqqS/C5X59CFDSp1WKdChvlNTWRZl8IZkpEEUc/yNv5ZCmZN1CZzjIJbLaSTk+90Zfj1IT6BkXXy74T2Cgp/G2KrcFAV51xZwLrZwOAcvJJZCbFbaqkTJTYbkFBXp7MMIwsGqd7vaXOa++69v/nghz7Y7LbbbqOebRysyjMBePZRJAg/3mZecn173yyxUj50sKKyhqjuly7u0iKuuen2vb3Gmms0V115pc1u9rezxtsJDz/8cAW2DjrooBFnYiF5iv0owHf7O96xr73d8AHZ23tNg0c/4geaX/3611NPOeWULxloL+A1VQ9UD1QPVA+M3gN1I8HR+6piVg9UD1QPdDxgA7MJXz399B/PsQfqCeN9IMrgRQM2e2rmzIeAEzOS3va2tzX2Gm3BhgVDwKfO3mTYfPSjH9VyJYIBDJyBM+BdeeWVNfOKX5HzpruFPMv26SBdkm6atQKS6Q2cFDSUtbmuPWmLRvVtHlrRGDzqyzOzftBxn7e+VefSYWHzMccc0/zxj3/MAQH8M2vmrGYRm3k0Z7bzj82RxTvpqTw2dMpuq+tQ6hn6pXqj6/CU/slPDFWLMgOPiRMnNXfccXuzn80gmrbw2F4cdbe9Wv06m33EoIaZZMxGMkl9/sI32H7jjTdaQG/fZoMNNnDflk6bhzx+ph1sgGQzFx5ScAT7mK1HAIigp9uLTmG7jazoNyavrbN6K6s/CB64rS2qi76QbCSAxVsYt9323xSQg9+8Jmxh4MoySAKBtA3LB6csxF5z/fp0+ob0anG8/Sk7TPZiM+XUp5hFKPuTLVawnEcv2Fx/BVt+ueVWW8mcsdoVfoX41FNPbWzfPC2ZDfjozkk/9OWjv7DHStEWsqsoB36yEzwjbfEDbrpFm+brJdWZQEhaGvlmWDnpmfXBi8AMP2SFrwEmvllmQdfaVNgT9T36hO4lDVp7OfVxox2EFzSmodW3+gu3lGP9Luild+bvvsBJwas8C26244Tog+3ZZGa/hL7tGTmiy/eqti5kOIrBkz70WnhK1yTXZffTOg88lXTXufWBqWykQSdVinLAJVnwe+weuOdb9mz22GOP5xS8wqb/+q//0vchy+/imu/4Ktnr+rme0ebCL+4T0W7gYizLCZmRutpqq2nZOnDuObGk/fOf/7zko4doyAxI1HFvOOigA5vbbrtNPBQGzD5zHyHf3hugNyLa3o9vsRlb6w5gV0HVA9UD1QPVAyN4oAawRnBOraoeqB6oHhjJA6effvo7L7roohWWWGJxLZfgIfZZ3mpl53hQ5mGY5WQsO3qrBXVIwIYl6ngAZuPzW2+9VQGICF5Bw55XS9sm3LFRvGQWD8km3P594OF79NjTsoYl/gButSobWtbRBwPtYEUDVfjwZ+dysOD8W/scx3jbIGGBBSbZPk43a3+vFVdcEXX70ve//33te8UyDX5ZJ/FK8iWXZDaZhh2SGTagLrqihx3T4NfLkh2DE2rRufdj9U5nJ9mjY8JLfsoDR2bCEHCc2NxjSwe33nrrUe99BfdI7IfCPkkkAkYEqcKHbo/rSf2NN96ofrHrrrtSHLFvCGGUh//+7/9ufvKTn2j5HsEsgmlLz1haQUP3p/vBHJF9pkF78mfoGQNGM0B44Eddv69po0b7tNG+zMAbqa+P0pSGfbx+8IMfyAZsWcQ2cMenffJlC33IkrqL6+N4BkqGB53bhl1e5/Upn/oE1/Ezts8WdU899bRmRDKTjfK82AbNDTfc0Jx00klqi/vuvU8vO4B3UkS8paMZobPJ4uxBlVZX1Xn3djzLt/ius1EWsJ58BJQSf+fndEbUpTM+uqcRCCl4Rr/IcuN6hD5fVz28enkXuFmuOofTqTkH0Ygu2Rlt2NEtyZXO7hu/J5IPOu8jWQb0+NQSNumMHaVdSRZ+8ABJkpN4Grj1XeIDL28/x43vB/dbgQ8t+oaMgpeausenrb/g6zbFvaajM7oO8GHIye2HzfYf132G58AZuiLHnZTr4S1nNQ3Bq7323rt573vfq+tUTpzHA7N1TznlZM24RLFOn3Ll+SIzfVxvs1J6qIhO0gvdIo/+Xo72YB+9hRee3qxqS/IJjFOP/czE4n6z//77N3/4wx9GvN7jXrDVVlvn725bRdnnc2Mu3lMWWrC57vrrmq985Ss/MnkDNveaR4dVsuqB6oHqgf8DHqhLCP8PNHI1sXqgemD+e+Caa65Zcu+99z5maVti9pTt80HiwdfXXvhCBTaxZQPbxRZfrDniiE+NuDE3tDwEM3uHYMbvfvc7zd4heBW8mXmlQA8ww48VMYqH8fxuYn35D4EQqHzJjgZE4iJQgWgyhRP7ovBg3yZnoaOAsk85qGBj9L6+SDOW/m6bkG+yySZa7tFyaXP8qv3JT36yeeCBB1Ig5dlmscUWa2bOnJnLztfd+KzxHjeOwZLzwD/SMLkZaOuDtCTHcMQj+TPj45+kimw2JPAAYodKohlvM36e0gbu9lZJBU0S2ahOtNc3v/lNDXyYfcX+RgtMYuYQbWYDGtdOy+Dut/2UXvSiFzUf+tCH5rpEZVTCExKDLjYiLve+WmbZZeyNipPkZ9DkJZZG4WP3ah6gRTtnP6W+Rm+hMZyWrOXN3yTPkxuvZaHMNFxjjTUAZBwVxnjg+mE/GmZhxT5eSyyxJEw1EEQfbz1vUAbpast8IViJTmLlsAszlIAbOkvEsm30McGoghd78Exq/m4D6V132aXZbrvtBAu7VRjlARoCmyxJIojFTDXaij7CkmCkSX/ZICtQzn1rdWwmrsCBndVm6KkcCpi2BlcKAxxsVWGJV/sx4eInS77PFRmViAkg2mXrbJKCj5WFZv4jXND1RZLlbFFayI5vvDMPo4t2gUfC8/aDpOVNICb0gi28JMVolDcbxJ8jcRU75b6JLywlsNcZgkOhS/0IIqDpBA12KWCSsIGpnoMzEIiCfGVwfBT7AyJavrFztIDk4fMOvfHTP3C1bBJjulmgyNvB4M7Q6uCWFDWS5AWXK77OL65JgXQIfaJg4pI8cYElgTrOwZ9z8mGiUh06KIRlygk9UTxgQZ+3vf3tmrnKjMnnkrh/HXjggc0vfvFLfe9xLyAQz48j8qt1UumAbNODGX78u8/R1rQ05dS3rT77w6rQWnWGBZyA1XRblrzaaqs2V9hyQu41wNmfkfyb3vQmvS03ZslKxgDjoGGmNT8gXHnFlfruZ8YrPpIbk7OefGpOs+IKKzYXXHDB0ltsscV7rPrzA9hVUPVA9UD1QPXAAA/UGVgDnFJB1QPVA9UDI3nAHlLH2RKgb95ty6QYhPKLt37NNaLyF+Lx9hMss6gOPvjgZubMlfRAPBJf6mxz18ZmdWnZRQzYgbMXEx+feWUDGJ7P7WHdH76RbzDp4cMM6uOXcnD4aNBEtfIEhhyuswYkCQ+U9OHBPn6NFx016Rd4yWPAY3IJ1th74bTpLRv2lkmyDcDsK94kFxtxM8Bh2YXvA2SykYlOxg8VXU7SxcrSw+pInMRXeG4/cAa7tIfystP5yT8mARoG3Y7HkMcHPS6Q/ZsabRa8444vVzAudBfDURyYbUfwEZvwCbN1NLiSvtLK3thmgU0LXEyavIDedDV16tRRcJ47SuiKjxlAMUsJHeC/+KKLy3+ugfdX+Ult6f5WP3bHyk/yFP5UmxilN4r3dWD2F7MY4Au9maYA1l577fWcZ1/A85JLLmlsnzn5kAEsfYt90nhRgPpmtGnYYWUuDO9DOJ2+Qp+wdrZELQfqhYcd2GU4wgUPfJVtA34CchZ0Ini8n705lHZ9Lun8889n0Krrm73S6Btc1ywz9f7teuJrcuhWfpDtfTfVmdL0Z9oo7FR7Uda1gC0Q+afLC95GzUfV0CR/wJO8weU64VkJfYQDS//LcgzRfdnqJsHoEfrYWZSU0ZyyffSnvFVbKfoVuqE/VWpDy0gvgODZh3/vo8ZF9e5D5a0MJsl1AIc2trPxgJeYh32qSnyA8We4COEk25OdwN1/iQ9w+wPRsuREG+1BnewymU4bZ/cD/LPdosUOw4FXy7C1XwKcRmZgj3gEX6c1JxXy5DH3RZLninobiaUd1MdkR2o72UqFFEMr52l64UO+B3lJycte9jLtb/hcg1cmpfnxj3+sa4X71x133CH+k21Gq99PS31dF+kWernnMERg9zd+UAVYslHtmWi4V3J/WWmllSQDHXRNGtH111+vJf38+IJ87xNgdBN1zLr9yEc+ov26CFATr/R+Zri4MH2eftqWl9t3oAXoP2e+W6TLqZaqB6oHqgeqB4Z5oAawhnmmwqsHqgeqB4Z44Be/+MUGtifPixe32UMsP+BhWCMHPR1DxB5KE/XQvYvN2tjpFTuJEw+3gxIPw9SdddZZzQknnGC/BE/X0sHAZcngSvarM4MKcDVQTYMr4UguT8X+cKyBGvWp7Hz0yG6wNCDRiMd5Ue8DM8dpB4ouz9hIrmqtoAGZM5VMbdxu+wPtuOOOzVZpf6Co5oxtzDz52te+phlABOaAYRcDBmYtmSZSPgZ7GqQabegiQTDDfnR3rye9AJt2aZAXg0oNUPFBdozjwSMGIOYO5ZGD7MfsleoEE/bdd18NyhA5mhT8WOr217/+Vb/aYyODGWkg/gz2nrF9V+Y0d911V/PJj39CM29Gw380OMiD/xlnnKFN1DV4Mhh7X7G8k6Vw7s+Wm9pURfepfJOqZZP5hEQ+fETe6wxubSG4yaXP3377Hc2rbZPzF7zgBYnLvJ8YEB9xxBGapRTLTZmBOMlmtOlakGIo5/qFXqYKAOkoPVP7077AvW/ZWTjtdRL08onZBTqzJ+68804NynmDo/ObN5tYDkUwG3/FElNmX3G96xpAJn/oJRM8jzTBjA5/K6XrOwIeIqCOf9no126mTXytMvF3P1Dm0vN7ioi9Xnjp+hc/91e+PoEJJ+mGjnzEwq9l6ZHuN643shNPtRHXNzC/zsHRH4Aefvgs7DInqNbvh8HPabFDtMZD+iW7oY+EzLADXq5zyEQfGSExWV+BqMNOcONDVkDRwdd5mzzy6M2f5VFNZ2ghTynLA6fzCdbAUxslP8AgeDlN2IGQ5BMjQrpd9ZIUvOULVEi+Dxuhi/4k9cCRPkjj4zLVV9RWXk+gnPvZlltu2Rx66KEjzjQOm+d2ZnZqXCvs40daYoklmqVsuXn0hbCHOmzxvoSOfp/Luid/4MSwNWjxTeTxMcvYWdIes7y4p3If5XvKvvebj3/848IHPlJaf/31m0MOOcSW1N/STLD7ovcDl4UeeBPYQvZWYu5z55133nEj8at11QPVA9UD1QOtB57bT4ktn5qrHqgeqB74P+EBe9gdb29EOoelBdoQ24IRJB5J/cHUAzY8dPMg/IH3v1/BGqoHJR6eeRhmlgmv4uZX4NhAFvyF7S1JKyy/AkwVLNNahMQI2kg8wMdDteBWFeXASVoanAf5KKG2lUFKuni25Q28LXmulP3M077B/D777KPgTyuvzf3c3ogXG3ETjGBmEoEV+GhAhfhCikomSktubADSTa3+5TAiaeacfB2M+Gu5iBh0dQ8bgJJnk+Dbbru1OeTgQzSAgaTfh2LUdwCPdmPWAAEw2pH+kYMTiYKZCmwGfsABBzQ77LBDH595BaA/Olx66aVa6hLL0/Azr4PX/mKGg4t9yWQpyf2SIT1F2j+nlA3fBRx5Dz30oJaEvt2WEDGofa7py1/+smbt4Uf8mW1h9hX22qfQTG3oMlt4R88SPxPSl8peRF9wLviTgfQrX/nKvjdqjtU2+viRRx6pGZkEqyjHcihCDLmLS8dWn6xmEijLDAjc5oF4xs6O59BSt7A/bMp1CeCn4GNBEuPky4ITrz5C56D+lplZJvgJFrQdBKGoJnApWAoRLtthyTBZpqXEgJNbRJZoMVx04sN9opgdA47RZO+EIAO7w/EgTNP9pagn60ukQbZ8UYdM55kEOIaO1jFNpiuaaTIt+JaCPhUFyjjC6MoTCOTkAMtl3o4OS2s3s8Nki23wS+fWB05QlpO6WS9fFFjKs7yYckp5/Gq2Ehi/99577AUU66t/c797rolrg2v/pptuykv5uAcQVMLusB3T9IZInZNd3gVUCDxXPvlO9ckGsCzbJnhbyVCXXmZpCzI/akv671E1L1JhJhgvxlhrrbXyfpYtbTeH7J133rn55S9/ad97F9izwFKyJQt05e0+MF7fFyeeeOJu9lKHw9Zdd90bupxqqXqgeqB6oHqg1wM1gNXrkVquHqgeqB4YwQP25qAdfvHLX66wmu1Zwy+zvYnn0gm29xW/SB999NHNDJtlxMPsoEBIwFl2RvCHMykevJnRwkP7hIlsAh6DrF6JbTlmH7C5B4/r4mMZ8vm5nXLnod3p03O7P8AL1IsUGP4IDk+SBy4earbeZhs92Du0e2TGFbOv0IdABIllU+wtxGBeg4hg2CX1AVMPLIo+CBtCmEYmbkWPLa0pYgUfZvXcesutzYs2f1Gz++67h4hRnaMdebPiz372M81EIkjH7BracI4NLGkRgjr33X+flqi85S1vGRXv0SJF/zr77LPV91jCg17sMRbL0zKvHndkuGXwhfceCgmRdZX4s0NHofU9/eCOO+7UrANeNBA+MaR5Sr/5zW+a448/Xj6MGRgE4lhyQzAOyR11Ull9O9QqVJRdKkela4+ehRlZV/wZgVZeqDCvAbnwAwHq0047TfzjvjFjxgwLANib1WxmXE7SkcPcUy+Wt12XLrNrzRaCzDZYp70TqQJq9AKc2SukYO9VkiAoIlr0NhckJcSpEkUok+ipSz0ukaJlqkyQ3pNikAOQ5P9oYBcqUs9yFFEPu4RoenmAy7G6Lkw4orc8CgQC9sxjiv4iXolNtFGrDfqEZiE06Wiyda8fJl9q65AxUDdkACTPv39ROK4fM4nqueaZPTTdXthw9NH/oXtN1r9AHWuWa/9Tn/qUAj7ltTKZa9++L3R/SmaHq+OcZaFwpGyLAYTY+ixQ2rP5VW05rll++eU1I5cfq0jMmuRHjg9+8IPNrFmztB/eSPZy332XLTtm2TAbwk+ZMtXEW7jVdND92s7M8Jw6bWpzw3U3NF//+te/YXWbWV2pfatazVUPVA9UD1QPyAM1gFU7QvVA9UD1wCg9YA+XE7fZZutvLm0DTz1Y22OmHvYTPQ+mvMGOfTK23Xbb5rWvfa1qIrjQKwY4NDys33777Xo4jodlBgczbS+OafarLw+5GlD0MhhS5jd4noCNtfalYoYCBW3yzDmPjroP8tCERVHDr/Pw8ZQz4s9h4gITm4fs1+k999xzYJAOOpZOMShhNhkzWphJQ3BHwSvnhNj+BAxF4pwxAhja5oqBGcjd6rBKgIxLOzz91JN6pfp73vsezZyiXYa1WyZMmWjHb3zjG5qFRfCI9lvSNhtXSzArw4KajzIAsjpezY4P5nfCz6eeeqpm9tCPGGyx4TnBT+wZbZLOQk6Oj+BpZhB+NEzjy0CNvd5e8pKX5pkJo/VdZllkmKH2jne8Q9cE/NGf2Q/MaPRloq2GToaeHvKQlaWpRd7rHACHvkBdoQPthx4E0dj/al4TfmDge+yxx6pPEMzFJvoGAblnn7Xls4WOktNTbnt7jxYDKhggW8ftILrdLQj53mcd1uvNDO3Ro+XQk2NQbiJdqh2hS2WyqZiJgm1Hbo8TipBeposM7dahpSKYBpLOrlGLi24tYujl9Y7bkie8COKZT/GbBOFfVReU+D15oOUx9xxS2+Cb40tOEt9ycIAfRWUq+LnFSWrBswSmfMZWZaI2W/Bm+k+UIBh2ZuKZtsieVxOaR+y+z/nYY47RXobRrwaIHjWIfe64Vvh+hR8flu+xfJAlgiR5PSsziDW69yB0ima7Od1bD0vbfMvff9RgPyz2v0IvdOE7izxLJddZZx3NIh6oQboGV1ttNb3J9lvf+pbuYQpW574kY/QSmJmzVmLm7Avsx5O1DHrFIJ4VVj1QPVA9UD3gHqgBrNoTqgeqB6oHRukBewh93d/+9veFl3yeBQU0ayI9AmtA4xvZMkBdaMpC2iuDZQ9zS8xM4q11zPAg6BADf2ZnLFYs/dJgW8/lMfjsPJGbGIYndkw4Eayy0FebNCqELtHGD709rODhA0jPdB/v0+O+VU20YB2zxl7ykpc0G220USunJ3fuuecqGBGzWNj7irzezCe9QwFjGrolHjF+9KLV9w5MoA8yncO2XlxHikFLqaIHK+7TEs7NN99cVdEOJd5I+Wuvvbb5zne+o8AU7Tht6rRmylQ2G2e2kEk1vR+1JYZf/OIXh85UG4n/aOq+8IUvNPfYiwUIXBH0WdIGfZNto3gPFMLBfCCHui8E6XNTAAKHga5ZkBoioHEmeHX77bc1m266mdn2hbTn12i07eLgH3yO79g7hkEjfST2vmL/KWRpBkao2GFBTw+tullHs7psg/do+oIHcqL/GYqhTZq4gO1dc3Oz1957a5ln6NYRN4bCMTbAtz1u1C4MfpmVN2PpGQposYdepOhzyIsUFmVIAAyhyKoU16n3N6/txfHryzAi4GI+EY4ElNjW6vjLUqGOyjoYag4C+E0n4ZX88CeyjE+cWw59ubCfW4D3t6SP0fYuFw3j093InQEwKwtt69s+YX0AtxVw1lk4LsHR3cOuFXZ6WcKxj0Bvq7KrkspOn46GS6VXJR6y0cAYr5TkJlzebJirqFe5wIWl/UElPGs7uSLRhRXin2ASk1h5+5T+Ml5iJY7Gy2VBin/mzJndPGXfdccf/6X8sovcfsF4Hs4s0eM+SsCaH4K4BzBbl7Pe5meysy7kMdb+0TUigaFpqvW6pEu7XDj5P98TktsSf9jhDfSYOXOmvTX0RtnM9zvX75///Odm//33b04++WTdlxL7gafDDz+84fvhphtvtGcD+05IPwhIZSgsM/7Z8bLrmGOOYxbW+uZLN2MgxwqsHqgeqB74v+0BfrKsqXqgeqB6oHpgLh6wh8qJ3/jmN77CIJq3C/LgHE+YPFDzGT9uggUQ7m523W23ZpVVVskP2sNY81B71FFH6a1tDNxJ8GEfEQJY2hBYD7suLR58Y7NaKZCVYJ6Vz1ZhrJFnqtiv1tqsl1+vmSmRdPWzyxP3Aq5fuuErfDb2hdY/DHx9k2IGOOO0NGK77bazpVC+ZE1GFAd05q2KBIn4VZ0BATOxgLsONkwQa9OiTz+zp9DLN21G21Jv4xM+SvTo6vYnPPFAXpIpeg42drCZUexvQoBkN2u3eU0MulgmEv5dbPHFZDN2jrdAH2/RetMb39Rsv/32wplXOcPoWMrzox/9SO1AXyK4yCy3sNkyZi/2Y7YPVNFVfUkNkHyV2kWIJkw4Rkc5bHOYBTBtIHf33Xc3q6++hpbLMqNoXlMMfnkLJzPZ6C8RvGKvNPoMA1januYOXZBHXhXRvpR7cEDQdYDN5JM9bT+EB9zHaZnnCrZ0d7/99tPAOXRD1ljTH/7wB+3nQ7/nrYMkZpIxA49gnOvhXNGlo4+B0YiPdEsF2ZtsoAoMb2ey2Okw8n7tOnlu/8JP8IrrO3wiecaTvuH3Avgn3vDnQ13KW8Z965q4vqgAjyRLZ+lpjKDTn5CcX+IFHn9WLfrQyWVBapR8kClWHMTSYDI84fi1Li7By5m2PNABJkjiJD6tzpJDb0GecDwfdgOlThrTN8HL/Q6elB3Hsl6GUbrG4CNb4Q1MUgIvyUq48LGaxOP/sfcu8L9Vc/7/Pp1r93LSTXGOZJJrKVKDXKIpuV8mERM/IsoIjVs3uYShDJJb0biN3DUyGAYxJVSUiE6iKFHofqrzfz1f7/Vee30+3+/3XL81/4fvXud89177vd73tfb+rPXea62tPHytk474OHkKbh+WchEIC/TwKzpBaN3y3PANeKGBR8ovOOhMROgq7Xt1yCGHdI961CPNa03uESuoAxueM+ORveFy2TAfbWCJYt4r+bxKPdO/FR7GSSfZW2znJDNKW8avzR82CiHqFFcWH0sfw0XI7zEvAzJxH1PGiyeWBy4vgccMspe97GXdH/WMdt8BhapMfKyl9QqMbSQ7Tz/9K/e98MIL77M8nkPZ4IHBA4MHZroHhgDWTG8Bg/2DBwYPrJQHPv7Rj+79/TPOWPtOG2tDbO3j1A406eTTgb/6mj85aPBPZX+j5XXqmYnBps5LlixxZziVIBC05ZZbeuBsGQwcPCgqgzN64ur8unPN4KoMLNwnVpnhlIthdMoDF7hxfBALMALQd9oNCvwYTPe08FI/O0hEy3v5v2pG0b3uda9ul112sfqT2cuSQWZpUcYghM48QcDqP1GGbsEcvbh2Sn2AlYEFcPyNIvaL8RmcCFZwoIaFB81kkg80pjMASi0dXGq93v72t3ugYrmreCB4RAALu1guRh1mkI6ACDMJWIb2z9rQn5kEk/lpFUVOQGePpUv09cP0KwG0eZoBGAM7u8D22jH4prSVbBfpK3xiWHsmb5fnQI/lNXP8db4tt7xLxwyj3GB5gmKrAGAGmT4pb90yoEvgZ4uyjxxtoK9j9KSeyzn1LbB+8Br2TLAv2wJMlIQl1jpKBrKPPupoB5Hhv7qJ/d6OOOIIL6HNQS+zMglg2f9mjGT9s5yiC3pgh+oIPP8Zpvu7tPFo7uBRHvTK2Yb+vkeAysw/ng3g67KHQWt6UCngOmTGZfhFQNOEysJJ3JRguuAVvkaeCwsurIPOdVPtA2auI3hpt0pprMaRJkV88MkgBThZT+nXhIXM8Aump69cLrthbBrsK/ohUgXxh3jDsT9BRZ8GX9lCH3yQA+/Kszyr4QufHh+dertMB46QzEL5Wp8ATBs8QID/SLntKPxdj+TRRf8T3/6EB8CkD5tATJ3zbP+IlnolaE0w/hGPeGTHxxpIa/o8sw3Sifv/Zz/7mZ+hyOQ5yr2Cjv6ztGKLYBGI6vWFBl/YH8Lt9e9xcaGuogycggf/aE9RF1l/2AxfNnXnmZ6J+xn9WP5/8cUXJ3jCOX3ziEc8wpu6//ay38bvnyWDbg3cOmbptwFZp5xyyokTGA2AwQODBwYPDB6oHhiWEFZXDJnBA4MHBg9M7gF1hNd6/OP3OXmDDTfqbtGbdjrIJDrImcgTvOBNK/t1rCixoTPLBwno5GCdWScErxYsiNkZyYMOd/R3U1651tKDKNO1AkTkvVREne7sOEPBUoXA7HPwM20pCyywl5dKuU6zZs/qbpC9O+6wg/c/GafCH+iwZMkSB7AIXhG84W02chkYeHGK8FKqzymi8W1FkJD0eaDpyHhjlg8VLXE0uUoDAtF4OU3oA1tWZzAcnT93vgdMBE0e9KAHmXf6bdyeya7TRpaHMZuOgAUwNk5ncMOMIZajXaMg3oc//OFu4SYrbheTyVkRjMHUqaee6sFPLnFBB2qYJWrYVNxq2AR+E3ytOvHGPD1m1hKoC/Tpd/a8etjDHqYg7LGq/62MuCq+gyD9x6CNpZUstUF/7iMSg2UHc5uPGKQeYRB6GrWesblAKizbA3DwW28ELGjmaSP/SxVsfc1rXt09UjNLSKtqU/KD7vOf/7z3fmNJJzZhDzP9OGMzKVtuaj2ivzH6Q+AkJrZHm64YLgqfVL0LDJxKmU6Lx4HJq19HmekqnxnJIDQGzTRimnxrrsKakpQJoVJfJ4EzVhw4OnJrR1OMDPct/+XegqP2XdqqeQBvmBG0sQkW40MSFvq45Jg+qLqBXlZyBctCbxeEnwOl4VvYwcsqUqRXxXrcWe9l5VllNBDQT6nKdN4QDqaJszhq5m8EElELCcgIR1QNdNnyggG6Ux6Y5uY8eDbFrg2MsLPn0dLRbtmrkWXWPDO5XtOEDrRVvt6qTcw9+4qvuQLjXvFzVL8dTqlcEYpPqXrbRRmNAoVJBRf+rQ1GKDitn5IsSMNnbmMqgAO/zehDsIqXT9y/PKvOPPNM74fF8x1dp0rYc+CBB/prw/zez9XXG/MZkDS3aT+89ddfl5m0D9EXCbfWFwnjqy6JMJwHDwweGDwweMAeWPNfn8GRgwcGDwwe+Bv3gJbAPfgHPzh7IzZ0vZFlQO7Z9kbTOWV5HMv+VmYZGkslmLXCUgmWnWXiDe+GWkYQe0MldDlnet214x5d8OiuA+675G0uu/PtYAYJMZBYjqyxonwzTUCKrwlOldQR9xI9yungOzh3i4dNHhgkHTqO65Rl9TwZku2EsrfSedVJ3V6oFKVPGNTO1uCL5W9Pf/rTu2c/+9kWQT2uSgKfwRazrwhe8UeQjnpE1lzJuExv3A/555d1u+6666qwXincqLNZ3VlnneWlLAyy0AH5LFFbVhyQdrdM0d1u8chaJXUkGFi0k3FvwJ9ZCpde+utun30e7xmEBMpSj5b/yuTRgcAmywaZyYDuBONIlPEVsHW1l9gtHsDmUL3lHA0idO21zVuixaRNBDa5HjdwlrkN/0H7hz360Y/q/t//+3+WP0q/clfpCwJ8fL2Q9pHLn1jSScCa6zaV5tmCSr5o7BM6T8REXmA15QIENFm2OMCCItmlzok9em5klizcVD23Ywr9quSJGbW5XvyIrYJT1KunXIvck5XcKPakxQDH0bguqckmyDJjH0KBeNwpuV1Gzsf0PxdN7UXZ+NFCCiOVpcwR24FnwTh9Q0NRtojIl0KCdZPQ0z7W0nPt+huu7zbVjKgjFWiO5ckRfILH6ibuc2aosik6X+71c0nyeIatvwFLzXlhlPWJcn3NIhPdKmyC8b1XJzHLpo5yg2OfKmsRMyOL2ZMsZ+b3m0Qgi99rXmAQgNt7772tDzZMlu5///t7r8jvfPs73aZsEaAgGKi+n2QXtvClQoJkmlH7ZvFYtc/hTiZ0gA0eGDwweOBv0ANDAOtvsFIHkwYPDB6YPg+oUznrwBceeOL6668XXyKCddNRJru2ZqQsWXJxd/LJH1nuMjQ6qHRaGbBrnwt3WPMtLLM0Ntt0MyvuTnnf916xMY0+OQCYlKjyLMMXOs9Nz77NT0pfgXS2mTwQy2Wm6K8bm/2lCHwwaPf+YSUIUlllRkxsd16Xs1WuegvY6FtRJ1NcMPjN0qyFIA9CLJ+tL2cxaGIw8oY3vMH7cgUumCuXEv+b3/ym9i053baxZxMDr3W0if9s2fm73/2+23nnnbuDXnzQyjFdRays609/+tOexZczAAgqURZtCz90DqwxYwK9I9jG5+g1y2nubNWPljXq39JblvYz41SWroaGumPmAAGZgw8+xMEZ5KUfVkX1pIHfUUcd1b3//e+3rsxSyjJmOzA4pN1E+yptVnpGLtqu9zqWot70u1ECmyPJMhnqSwEjeFULjUL5X/7yVwdY2UCegWrqkVxW9YxNbKhP2ye4ja+8HAr9CRrifKsRmXo5qSAhFoN6vMjBos9lPnmPMku/mRdEvRLh01G3RLmDGr3U5Nj7NyGTnSfStVjLLw1lUiXjNgRpd8uvzSddcXJjaWA1rATosVseE/IriZZ0EQ8SUfwPHabgAXhEp3pRMyutZsqf+jxBWqCO69aKVoX/6Y9/6t7znvd42fia3h+tbieddFJ3/vnn+4UOe1/xnOJlEPtF5e9j3LdQ9Uo6pC0d0WXEeWneCG5QNiaJl+5FA3qerV7Oq8jsLafz7Nq/6KUTX95FLr9v6Pva175WyyofYRsm8GgAr371q7vvfPc75bczXuRQnPcmG+PTD/jCF76wnwJ6B+o36tqGfMgOHhg8MHhg8IA8MASwhmYweGDwwOCB5XjgV7/61Vb/+ZX/vC8byTLwJ+UwmN4vM3n+dPWftJzq4drQ9lFTcsoO/9e//nVvUk1AIGebQMTgdsHa8zVrSJ1a96fpssdg3R31IjcFeFDe9LszmBHl0U33sYzeAxIE5N15t6A+IJBUQDwi0Aisjg2KwJCjjcmFzACDAANL5Zh51KYMoLD/lQcYKoyZSQp66W12dtjryAP+JATa8uzUh1YUwTN9IxTjJe+IUoTPKLOlOizTsgxjFhgBBd6cz1dAgc+1b7311qXcDJ1fmQO6MNgiGEldEryCd2xkPstf6CIQcoRmFjBL7fZKF110kWeAIYsAEDOv8LNn+ciXzJzgS4RXX3N198er/mj4+utv0G28kWb6qfw3v/md/UH9sVyPQCr7gtmDshE/4iuCMYsWLere+KY3dbs1s8lcJ6toHDTnnXee9wT7wQ9+4EFqLqOlbIsttrQfGby6ft0kon7KoqeQKP1Z6khbIlhQIl1R9xw9Os1ZK9CDVNoIHASCP/V3/fXXdcccc0zHZ+9dJD1WJ6H/9773Pe/nA9/cjJr7m+vbdL9YXwnPewAa6sIaplxdWw8d8ouixrP+6G31dRVYceZIwA6/4A7JiEzFwl+WoyBaXy5cf+bO5DqkZs7C0fTmLn7oEy1DcAFHv1Bp7ghXgWRAa7Swj4vkbkz0ccasLCdy0BUayzC7YIsiTsGr2iGYxVpq+kB0wg+Ng9B+DKDbDdCiQj3DHhjJ5bqAJBHMj0bnNiY9JTjtMpEQc5mfr20kPApuke8y+CrBI4TposDI1Dq0AoknBGT6FLaaRyEd9UlYEuQw5jqDJ8EnjKMIy4oaKsr744orrvBX95785CcbZl2Ft7op/XDBBRf4QyY8O/NeYcN0ZifzDMOndrMEWS/7CBsKYKzd2lLXSegOOpT5FAjLgCll3ZHV3yhrEVqgNNDZMWcQ9Hdnvfi4XjNF6Q+gIwEs9RO8TPwlL3kJnKdM97vf/fwxD5ZL8jXepUujT2FRaKFnHl8x5rmovsJTxOgjUzIbCgYPDB4YPDBDPTAEsGZoxQ9mDx4YPLByHtB+FC+7rewj5H2b1Jst/WN15LWprXqedLyf9tSnOXAwFVc6/AQYWDrI0jU67B6YiIAAx4YbKKAgOaVrrn4ynW6CWXSa4+wyD+pi4IKs5JFnD1xE5wGWCGKgwGwpqAUVfQwLXah8XNExByVnsmBb8ACj9OXJcaHEsg5SBEoiP36kjA1/M+WMHfyYHBkkMNDLRDZ0LBADQiyBL2kZKkACrU623TzMzMq5WDaRXBSMtR3NLOtEPey0007FP4Fn5FU4sHE6Aw0GMNhK8IiB12x9AfCSX1+ijcCP6nZ84APXSMaK1DnttNO8DBUd8ANLe9q2xRJVgkM7aK+y5+z/HG8mv/XWd5Wea5s1M4+uvPIKfxaeL2pdfvnlHV/+Sr/Snn7+8597JtnJJ5/szdpXpNNk5dEOw8/ozF5xv/zlL+0v7gsSsrbcYovuTgs3dlDLdSibPPh0u6AdAGVQaw3LvWhM2c99QptQWRhgfPiaUrzcpn0PCFHocxWcu/TSS7vnPe953f77748aa5SYkcEsFfbHIVBKIqBIvdyqYCp6e082FLWuPkl3IaLmSHA3yihE77hvwCv2KAsRPoEesL0FL+BmKhhBcUhK4t41LuXxX2eAQuBa+fBZgIkg8E8njkZStiAHfrkK1SiRzNCHi9APmgqzoHI3Ixs0FZq7LmeVZ56fMxKc+1zFJueoWmhF4Hovetk20dM8zDVYK08mCuJZGPlC5jpBh/RNoOJDZNl6isM3guQzbJbaXGmKUSYbkMTRvKDFaOoAYc7ybCXB3wKUI0/AFiilcIkU7gn/U+pgp1BqvdKmTFfCu5JH8Ldt9xYsHFsCrf5Rn4hyXSGqiA2dQs5c7QvHSwiWWmdwJttGaLd6R3gwM5GXCMzqzHuF5+fGC+9k/TEqvIA3SeUYxuoyWoGL5F6XYoNy2fYBjrZnAYxTWlCRgT60Lfve7R02RR5V50uVCw8deVHBkkcSdgDnZQZf5N1+++0Nn+pwwAEHdOyBiV7l6SZUK2UYvuAZ/IXPf+E44Zwi3kWDqTgO8MEDgwcGD8wsDwwBrJlV34O1gwcGD6yCB7SsYZ6WmL18rTmaXURnM0Yk9I/5383SNCQCBCx3etw+j5uSc3ag9XUhb+LKPjgsYSMRbFh4p4XuALtDy2BN/5yXTPWLEa0UAyDgmZyNfq+R6ERneXb9we1JehusvxkFpoNDRRhl0AT/Xh/zsuWiWaYAnPzB4IPBei5fM8vmwMwedEI3z0BhINcrhKTgaIFlDIVNvZl9Hp3sj+DHwMvaFR/lzBNYmUVmxI5BH3tS/U4Btde97nXdM5/5TGuJXquTCArx5cJ23yYGNcxguloz8u6vN+3Pec5z1kjGivQi8PMf//EfbkPUA0Es9ozCJmb3MTPw4ZoZePDBB3cPeMADHESZiucznvGM7pBDDuk+9KEPdSeccIL4rKP6mtfxhcVDDz3UZbEx/FQcpoZn/TPge9/73te9973vdTA3NzeHknayhYJXBHoYSPIv7gMVuopoc6p/DiTXOTgA+3bhAkbmBS2KoRXAda1z3Epe5nmd/MaAky9EZuBvddpE2vjRj37UMyyZEUfbwK5NNon7O4IvvW6oaLWKsjZNB+BtQp8amFLey6rcwMMk4xc6Aj02j0G4CmwyzOzT8JOdo5krBNLs41KWgpHnIElRAj7pv9AD59vTwkghyHOllAJdWwbaCESZ5ElUqU44Ja1R+uerMALPGKW+hBuURsZL9rlg1s2lwdwBKrPGb9ChpUMTGGIIfsmAp50ktKzD4FdsEa2fMrApDq08SyA+TkUO/MEjSYhzicfZfghWOpqlz6DXa1P7AL00ASX8Va4zkEdRpghs4Y+Qg55hE/Lkgd4kSkK2+BoOEzccSgQTDwLxfpZp7yaemfkCYnXuj9SxPX/xi1/sTjzxRPPlN4TfU+4VlnhHMCmUsz+le6iHdko+xfOfPFq73QoJewypvi42AcUP0MKPejKu4DQ4EtfFD77WoaBDbDm0c56F/PYTvMpEIJzgNS9H0GUqP2233Xbdvv/4j92p2juRpZIO3hU94JUvQ358zo83WrJkybYC/TxlDOfBA4MHBg8MHhiWEA5tYPDA4IHBA1N6QB3SXb/z3e92G7GxumbYkNzp1Tn6m2t5D4znP//57tDGIKHpiZpCuOrMErDiy00MktuN2xmws2SAZXhO6i1Hd7tc0smuKfJtuXvXpdwd/YqLXPe5KwTNzKF03M26AsFtZUGm6/iflABLYnPd27yhLbatu+66WVDPDN4z6EEeUXUQDxYjCQYLTbIGxRUN2FmrKgTzMaIPVe/WnihBRAxi582b311xxe8diCGgM1Vdjcscv046AkdsUE9iwMFbeTYdJrCFLxjEMPPm9kipg2YHdj/96U9tCzD2jGJmFe2LDw4wOHzoQx/qwOGK9ICewdRrXvOa7sEPfrBnI6H/Bz/4wW7PPfdcEflyy+GNv972trd155xzjn2Fn3J/G4I9yK4bnJc2mXUoA0f4E4qI2Ym02VLks1tGD8silVESza0Q6ES9ocO//uu/ejlP+nVE2EpcJN3PfvYzLx2kHpiJRWImxTprrxv3t2QSSPFN5dI42IYRsC5QNlUtRoKCcQaPlZmTSaIg/ZLnkAQ9OYJHmqFT7o1aRkZCcjBfRLjYPicw4lRkkEepMvjneZPBozBTeIWJtW7z5qND2lOuR/RFl6Qp58qw4mfBqF8opl6c/CAswbCAVL5cVryatxPCtsSvhgRPzHZO9YSYFFXQowzgyEOY2kfPYliwKow4BaDXJ6QkWvBOLK6CTwvpaQuVTlU38mgwXo8jAoLnLP1OsSyaWaXHH3+8g8uWiD1rkNCP30Nmeh577LGefUzwHfgGG27QrZfLn0ONUB6Rpen1qgLkKiG9XdVeldW8MokZ/k+GEdjM0uo/I6eMXkow4aMP2qdLSwl/ow3docFXPL/4sjAfBdlll10MHw9igUsf4GlPe1r3H9q7kKXL8OK9TkpBI4J5+EV7Yb1IBS+jdEiDBwYPDB4YPBAeGGZgDS1h8MDggcEDU3jg+9///pF/VnBmoWbW3FwCWHQu6ezSMZ4ze5aDFOwLQhrvrLZsP/nJT3a//vWvjZOdZN5oE8DKXjY8gzvM+K+DgLxIpuPsU8lX3uPXQepijyvpiAsH3fyGXhcGWZjyRpqESRVABoqSoFMHnEDUAs02YjnkH//4R89CSxTO2VFnAE/y2/u0J41B9rhoX/fAdvxXtRCwHYTZ7/hJcmLcH7UEc2aZMEAgePWCF7zA+7gQTFvdhCw+Jc/SF96+575oLAOdP3d+d+nvL+1e9arDuvvc5z72wfLaxJroQPCFJYy8vU9fb6BlqFdffbWDVyxRWbRo0UqLaPVkLzc2IWfwypKYNUnnnnuuZ3R96lOf8kw96iIHrPBF503vvEk3T20Jm5xqsygZgBWmLJWcsRTKSnNhpQ3NswHFhY4s46LNZMuiDfzmt7/pDlNdsdG+aYSzOgnfUQd8dZBlkfgNW5hhRjCLQK/veQsvCqagApulxa3Y6FYsmNtxGlNwPfB2K0/iyc+pT5oTbNK24jhdWqfkLdnG91n2hDIuhV88OwLJeZB1GUrDWxSpL5dt/YBGgkYjdbc1GegZW8GklOtknnFJHjYs+w2/CNCUm49JxuFBn+qEjsBCT5cWY40DT4pIRilCWlmlLHlmkc95YQZjhyRoFRdK3x5Sp8IkL81meYyFIB/6SVdljMquZa4reVDnWK4N3+JTDI7GZpgUc/2gH883AvH3vve9rW/6e1TKql0lD4JiP/7xjx3s5xnK7NxNNl6o3yPxw574b+ZWr/FLZEd9k9ZAgIyRtijUhhwB5hsHt6zmus0GXvya9DS4k68j8tKCP4LxJGaRYQuBer5Mm7a2HBPG0vJtt93Wy5fXW2+u9O1vGCT5sxqSo/30XipbDhXdFK91Wu5DfvDA4IHBAzPDA0MAa2bU82Dl4IHBA6voAS13Wu+pT33qw/lSHR1TOr3Rr46OLAPgP1/z526vvfdyR3R57NkHihko0PCmNtNGG2/kwI43bheQzm0MFOnD0yUvndrSd+YUgxIyZfCiIFDfOVcpnWsPQuBRJOmcAyZ317kuRSC1nX/A7mQbJwYzwMCPTYnzvKybv/aC7pIll3S/+MVFHZvTTpZyk3TeOoccGMdf8EzpYYUHK8giI4qYsVXKiqWUwMNnZ0NPbAyqZR3b/7LJ/Bwtg2Hp2otf/GLPLiKAsiaJGTvvete7OmbbYBOBCmYQEai4RhulEwx58Yt5aY4N6H37pEsuucSfbs82xUBq9uy1tMHwFt5MeNGiRWskmE/Cr0rC9629WvrSsWSWZZb4CL+zrDFnXXG9kTaSX7jwzv4gQGxuTo3T1uLI2a1D90K2a+tUKh4YTSkagjJ1RlG0qeBSrDAiqAQ0Y3P13XbdrTvooDX7QmTa/Y1vfKM788wzPQuD2Vf4YuHCTdxGbLOu273e0NXa2Bbp2wxgweuHs/gk7xFs6du6wFyWxAVUyReepRDZpSxheZ+ZWCT4El5Q2KYqE9nim75t/Aiy+UBbiOPZUe5N6k3wvh4DzzoU1UKi4JYPPvILnvkmhvhIDZeDLoVjD6jWTogTPzDNUc9IsyzMk9ZnCcP2dBUS/JwDF2mlnFh7ppGZa4IHauB6vytgckzPM1ihi+u1MDMd/kGG/llL0zY2pVAwLKJRRFloWv3hmRguE51+ECpvyzBS0KEkegZdUPLl1iuuuFIzpN7S7bPPPtbA9Vp1WbPM2Wef3X3sYx/zy5+cjczya4LY3CtVFxmGV8JnjUwhVN8aJ37zsCK8iE3BBWeQMw9YFHDDTf7r/V3ttFMQJFoFxsvPkeWmbHCZYZzPNQJ+zFr9rmZtE5xj38GpErN0+WohLwrIx/2P/lGn/O6xHPwnP/3pWnqu3Fvg86biNcAHDwweGDww0zywZj35meatwd7BA4MHZowHtDxsV76Udte73nUk6EQXn87snPlz9Cntv3hzWwIZHoSoQ9umhLHXx7e+9S3PyMgBPEGP9ddb3x32xOPMv+y2R3e25UjHHQ2U6FhzqPiFLovL2SipVsLMANIAZOe+oqUMEcdAwOLcuYY0dGAANNf7pPz610uSYz3nQICAzkJ9VQpfEVhbSwOUVg3sjdTr4kGIL9uy8IxxrR9lqXHq1HBSEcEdvp7FzJhXvOIVDqIExqofs45OPfXUkS/MYSez6Jhhxmw07Zl2u351MDVn+SCzfZjlgwsZAF5++WXdu45/lwOqqW/i317nlJP1zVcRP/CBD3S0eYJYBKoIYLUbtTPIi/3CFqgt3abNzXvtIputgvZHmQaxaqRjt1cpa2mTUXIpZTQTQGJGm0AXliyyFxeBxzVJ2M0m10cccYSfExmgZkbe+uutWwN2yE7tQl571eZD1VYn32+1qeOTgj9CFhdIcVBJT4f6/EjZjgAFo3HSkWsJ9xJD31/MHisOFB/qwE8aHhrO65z6ONtySpt1Bhf5BLVgV3AzH84J/GxT6TDTGdHWVdqS8ck6JDOpEIEMdG30KXqG/1TiPbqEa/xkUyhMpjxlRd9k1fKkiCea8eyQkMd1tQPWXCeDEGWakjWPqC94JQ+dJTzEj90DAANthE8BFYHphZRCqf5cnzqRFaRnpeCuAv6/12zVFx34Ii8jHrEh2azBmeDum9/8Zn/VNGevEsDhfsnfRnRykoJ2RSoYjhjRm4uKr5zz/SHYFHb9BQiFmXLYiBzqOX0fuGZkJ/k3Ehzj97gs/2fpYH5BkWcLgSyC98zCZWbZVOm5z32uA3mUE7Diy76Wo+tb9VDk2X6xnqFnnHHGcwQ6FLwhDR4YPDB4YPDAsAfW0AYGDwweGDwwqQf0lvjlDLzpZI90aoW9lgbBV//p6u6+971vfcuaA/iWGTDeMNOZZSCfHXZw6LAzYyZ5c+6HKtlxLx3olimgvu/tzrWXVAncd+XHkHIA2vKZJJ/SoiOfCAm1KA8QUvwt+gQ4uGec8T3NZLnRM5GSKs/MwFq8eHF37nnnMhGgpJpJwMh56tLxknKNQspyRZaA4s0aRFzx+yu6I4880puYA1vd5LqRoSwdZHkIQZBcNsLMJ97CU8ZG4A960INWV8xK07EEj83CSSwhnDd/ntvWHns8pnvYwx9m+GTt0QXTfEAOA88LL7yw++xnP+uvaxG4YhkdZQR0cmDKYI7AFQEs6oNlOBNTqUzXZNZ3wIh/jLT9EZyJnCqkNAzaKrMdr732OtfjokWLfP+tqa/Y+P5HP/qR7aWtcK/n3m85o7Lq0mRy0NyAxiwKxe0FIcccxhZ78nzg637wtJFifKIitE265PGAh/sUV6ZPZqWQgTZ+jOdWwStlozx6bs5VseXZVorH1UkqL21uGUpu6ClGwCu/pAidkqQtJp/wHpucSuL/ZOx61ILTAwqtuMI7U33+4iAedjpNsCOR84xihYnpybfKykFRHAUj/ip0yWrieSqEFt4HueboucZ+hg/U8rbDDjtsucGXibKWD8lnKEvpv/a1r/keIdDDc4B7hXsw2pT4ND4x11Q3zwI22VHB47TRWEdxKtNR5LhXW+c3ZEVgif3VdoPeuecd+vOs4zmnvav8ZVOWX06VFi9e3D360Y/Sc/Nz2ivvzgpa3VJREUd/gTrRbK6DxPuVkpXxrYo3ZAYPDB4YPDATPTDMwJqJtT7YPHhg8MByPaDO4rzddtv1sQy2lypIo561O8x0belBzlOn8qabb+r22GMPd77puI4PghP2DSYVWgAAQABJREFUwx/+sGMfIAJW7BVFYraOlw0wKDMkDlwRxEpoHayUzn3tWkPU9r1bJoVfXcJivIKQDFp8w3TABtHGXkEFYRxvDLz05qXdlvoCo94Qd5doSRtfVxpPvJ1+4hOf2P3gBz/QYCWCHSkSZ9pmBhkTUsCqHbXcWlbz7a/iKHw+V77961+vFfay7qSTTuqe9KQnVcrVzVC3LBNhUMfG7QxSCG4SyGKPL/ad4m37gQceuLoiVonuV7/6VccfgSBkL5QOSzXY2XHHHd2uVonZGiAz24DADYErZl2x1JbBG38E+KgPEgEd2j8DPfLAM6g1UXzQ0CScM4/S8ECuWTKq/WgOPbgyLAXlmkAC991VV13lDZRXZt+6ymqSTN7f2ifPyySxOTdux1ZkESwb1WIio+KiWlDNG4PAZ3TuYkWYOlOZ1cwoLkxJ3IeZN6DgN2SujwSn0nk2TRwakgbaZsFIYZzLc0dgZDjuk8UNM4OkZL//mSAx1SyYF5pJVHJ5wyrwp6gZ2Bi3ZpomVyj700SuLkslsjjPPWHkkDFZSKLgV587A0nDqMkGM47tr0cPjVxj0EhR/NrM0Zf/rtcz7m6LFnlmIh+kmM7EM5TfiNe//vUOzPjLexLA7wPB7pHnQWsbeVTnJB6+75yXN1o8Y+hgWGOrkKofEyfPbfspsBq0bVgkus/Wpw+2oQ/3Os9iZmHlc4EvEp522mlT7h+WeE94whP11dJP6pk5R8/Pm21jyuN5ypdZtdfhfO2fuZngv8uy4Tx4YPDA4IGZ7IEhgDWTa3+wffDA4IFJPaClWfe4/PLfeSDurw+qoxuhJTrRXXftddeqw72se9jDHjYpPUA623TKTzjhBHfYeducaT0tmSD4wRtf97gZmCFBvL1ch84zPXH+K+9P0AeEgkiQ1kEYF4WHS7ODDUP9dyceWKGwXBjrfy0PG6W04XDMUW3olR4Arj9Yw0d/BCtY0jZZAAs2+++/f8cslSuuvEIb4i+MLzqK3kx0nHyWijWwzkUcBLpWUEAKWTZnK6MC5dlU/kot49thhwd0xxzzxro5twnX4MCb8Ne+9rWeScfSz5xJx8wBlnkQzGJglhvWr4GolSL99re/7WAJQRPSeuuu0/3pj3+asJH+SjFbDSTsPVIz277zne90559/vuuftk6bZnZYJvRbXwNUBncEFmk4cT+58bjOEpdz1GlAss3HVdsCAgIvkpuy8/AUgHblMy2jb7MEzv4oH7FB/Vve8ha3IehXN9EGCVgdddRRDsoR4CQxGCdQh49SnVYG+oq0KB7KggcwwDwHyPVphE9e+KyDnx2YDUCpofV9b664JPgaljiFxHQln/eVNQAWSpl77O8UiL2O4WWLNqNyqIb2195EXJemEJtl7C3Ua+66pMwrHRFcZGNTSIVI5bLZe+QFMASUvNuDHmpuPzbCJOLVt4UgIHJUEAJgGQkh4Bk2wljQPElAbzuEaAxGUgJTMhBYlhvqQ3VNKFt5B4YI/dDXSTqQ5eD90/BDkR/11Ms1T2SBH2ILLlyLHtDqHxphQ2impdYKXvFChqXeBKLvcY97QDStiWcmz4y8T7g/5s6d191p4zv5dzJ8mEfpJ0MIJtmvgJXsj6I77SDscpEKdZ3tWjj8JxlL5rfFLtIh0MMLeMj8KBRytFVj6jpK7UbzLtdG1cxIvZjhGcezj+cgv/U8B04++eTuuVomyD6aWW9IIWUb2nGHHbuttt6q+/Nfrunm60u59CtqUpZ9HPl91YswOhufqmVDZvDA4IHBAzPYA6u/pmIGO20wffDA4IG/bQ9og+696DTSGaV7674yndqyh8uyW2/rttnm7stdPoiH2BvnrLPO8hvafOPMHiPreNNW+AVvHd3TRg75Hi4mAhLgCRhnAj7sS5N/gmksRrlnUsADvTnrAC7J5br2OSAAfR28AkdkgBFCzn8tLXn/M1LX3XRjDHxYGtIGL0ToBP6d73zn7uijj+5uvSU2804Z5gUfeJa/UVt7eJbD1PlyzoEAgZHL9Gl2Znt99KOnOHgF3nQkBiIf/vCHPYuIwQl8CVyx99Wf/vQnb8bLhrx3RGLgd/rpp3sAdL3aKAMlZgAwGouPDdz+WrDs5yEPeYj3kiKIw2xC9Mp9rghk8YGCzTffvNtYsxhnK5DFvcTgLOo+z2qntLNS95wLQtRxgRusg+nHYG1bzzYCd9d9wWVT6htuvEHLFzfqjjj8CA8216RtJC3t4utf/3qdUUJbJKgZyyO5KbE5/qwb9hedZHn5R30B554tMJ3b+0AF/T1fbAs+pgx6Hc2z8PcG53ZnyhSu+Zdz4o2d0QZ5qWc+G3iKkM/Ulwe/oCm8/dws+cqr52tc2eH/tTzsB0ayJ1QWclt9KGyvS16+xWembOyO598k+OCM8Wn5ooPbG3Xm52nhgYSmHovICbyiLtKmXn4EKPK66IC1VRdb4Gt0CP4qd55j0IDl/4WOi6x//26ZEFz+gr9pzSlhMItlyCx1P0rP6PziILjTmdjY/HOf+5x1IYgV98pG3ew5sw1DUfR0Hdq0sC+/4GkbWt25vQpNlLXX9oSwxYOj8DjnPaVMhatqKUJ8X68CATBMcNMVPgELnimf/ap4BhOAIuF/rpcsWeIPOxg4yQH6TTfbtNtzzz39O0rfoH/GhQ3MrOV5opme+0/CYgANHhg8MHhgRnpgCGDNyGofjB48MHhgeR7QcreDCbbQccxOanR+6esu81ILgjK8dV1eYq8PvkCYb53BXaAv983VbJAcZCR/+DpvCZF3Jxoid6ZLOYPI7HAnvKUFZhrIQGzoEy/pdPaAwSjJv5wnwIJf1de8odeeH+qss6H4t7RRPclynevfNOuLjl6CxzLKdhlZsOllj9oa8B7WBwQIksCHoAlfGWTWC7MH3vOe93iDbsRncKuoslqnT3/6055dRX0RrME25Hq2lfJsBs7sq+mQtTIK0p4YGKEDS9QIYM1SOyWgdrkCeKuT2vpaGXps3WuvvbxE5tBDD3UQj9lWLAciqLflllt6ZgU6up1LT8uQvzj7n/M0z35gGU0VnGxrQWcagJO0356m5QuP4MOAkJkW7MX1hjcc0213r+1ctib1BS3t/SMf+Yj9n/c3bTBn5OFHq1wma6TdaYNMKTqGnnndn9OGOAe80OjC/2xjj5e0IcuSQgYF+qMuUCr9ucIzUtAT+shMShvF4Jb6su1NvSKTf+OyVTc9DBHtdeQFnAifjFcoYVxoarCi+DmKe7hllXYp9ErX6mDLKVMdSouKE/AxXmN6Jk7Lj/wE+IgPRm31s7noNs4ndW6DadhtGVPRNLIcKJH93KN/uOoP3Qte8MLuceXLo2tyb8jACYmPW7BxO+0vg9zrrLOuA99+PlTfibTmsYVrQL1faoCn1EdbJqyCGzQ976mePyGg8qj0ySfOKJE4KJV5zpGYhbVWPIt52CjlbKxPfOITtnsqn0J3v/veT32EG7tb9BIgZUmk5dxy61L3MzTrdi/JG8Zs9u5wGDwweGCme2BYQjjTW8Bg/+CBwQMjHlAncf4//dM/bT1He1LQAY4BMJ1WdSjVN52lrZSZbbKXOvt0PqdKdGBZVscAIb9MBi5BL3d7NZhwZ1UdXpbxxfIEg3TgrAESfWEJZbFHRXCn2YoUaJZxNplZ8WLZXWnxr3nLLLTiE+x1LCySU+VjhOAb3OQHyONgMtTBD2tpGQpLs3baaSfPvIHHeOJrgMxEI8hEoAP/Lr1laQR/4GmO4i+dQ5eiUaMCb7bxKXsZMUuOGQMHHHBAx55GBBWnKzE4YYYNSwcJUCALGEs62BuNYM2SJUv8GfRtt93WZVMNUqZDJ2TDn/3GkEvC7wRMbtOMwFlaxkIZe2IxCyjxp5LdlqfeLWwquhaOv9/4xjd222+/fXfcccd17PuCb2Ljdg3G3E76NukqFgMG3a1MGqKXClHmui7lcQE0xHKv+Crux+ARZUZ1OdcFS1naC7PkXvKSl3RPecpTVuiXELT8I7PwmFGozZVjmbHaMXJ8bxed8SUpTspbrWKl8z5UQYmPTc7bJ4Us/ZjYMIUcr2FqSVl/8k4hVIGy9pNoIImyhsjQwEl6K40ewg9MqJQrNo3LDWEoITyI0Iu8s8mBCyUQXE9x6YcTYB6CJqC4lR14oVuQG1IMD7JoLyavOhZ2lhV6JV/wqlZciCbbJkv1irsrlqJhZma4s5UaYtsDm4CG3FnQYAen4gtUrssfQ2ypG12QLLu0kYAIxJLpvFDGeXzb44WMgpMnAxEoADQ6h4+BAdS9oY8/8EKBLw6+4Q1HG3Z7HN7//vf7t5BgO7+dnqGpYC9qhH02yqKj7cs2FYbq4b2mRYkmDAp/4uZCDz9xid/ToDa/Yi9+KFDzCHogDY9wVPVZ0IS33QYFSD9Wevjqcbe2PujB13ZZLslsWH7jzjzzzO63v/2tv2ZsQZMc+PAHM1X5nZmjFwG0t2yPqMPMLPbX0hd1NxH5lZOwGECDBwYPDB6YUR6YevQ1o9wwGDt4YPDA4IHwgGbzbMVAnM6qO7/qQWb/l6Uk89TBJECw+8MfvlyXXXTRRd3//u//ujMbfDoHG+bMmRu8zRfeejtc8yHTswcE4z/CkZ/6GLfgU+CxVcUpJEWzpAseUFIOv+RS+CfMfKJcvegRPHQiEAYTU0swwT0SHfZ11Xn/6U9/2n1Qs6BIabMvyoFgCwGhww8/3F+7Isg3V/4grTVboUHNqmJwQ2BmtgIyLP2yBOXX0hcbGRT8Xl/7443+Ax7wgO6d73xnxwypF77whQ5eTSaziF6pU9IToDjmmGO6V73qVX6Tnm/TYcIsG4JXf9bXugiaERQh1UGUr6b/4MG36oCPAjAIxOcE8gi04pf111vfARWW6ZASn3zaRT5T6ksg8Itf/KL3smppEm9lzvvtt1/HEtJHP/rRXjYbNAqc5oycbFcMzJQncc4/tylfM0OIv1KWeJxL3u2w8qCNsmQneHJBFr7A8M9ll13WPfTvH+ovRGJf2i12q52+8pWvdF/60pe8pJSALDwJXtF2fe9Kds7+sIJFPfLWzX4JPUNX31k2Enon26GczunH4EWB/6sw7tGQFb7geWInwMQ8ep8DsiN9UGFc+Owlh+QKb/RKfa1SHKw/cvEvOPXP12JQeEsbZ9ty+Dm1dMKTt4IsSnueDR60mFaTnsWGWR7Z0NeXDlSkrNAVOvvGfMJvkLi+IAI+5Z+KzcBoysc/aFCJ+mnpDS+8oMQX/Iu6VS7EwVF5ruPPeA2dbTJOr2fi+nfDfIIZvLOdgAOvsK3Yqmv+C6hT3Bt//ctfuz0f+1jv45b76aHTdKZzzjmnO/HEE72/Fs9VEkuO587jdzC+QtrbFH6gogngyAzrSjTJdSfa8AmGRHmcg67WL1TQ6uA/cA0zUG3XVIUXZQ1u8U/QJV+VB5H5mCD5BSvf78ysXjB/ARAnAlI8f/jQw2Qpn0WLFy/uFt/tboGCzvxr7q9b9bXWa/58Tffb3//2npPxGWCDBwYPDB6YaR4YZmDNtBof7B08MHhguR64+OJf35/lQfM1o8JfEXOHki40aZZn4rB8bLPNNp+UDx1fOqa8eWVpG4Po3P9qnbXXUZnGEOoMZ+eVzjAd1vEUkHF4aCEO1iVpxrFGrkcukiLOU8tVuewoRnORBJFLNYwWZbfoE+BsVnvcu47v7r7NNt0zn/nMoBk74g9mw7BnFMtKCMgQkCJR5iCA/EOQhsAMvuJNNkHDzTbfrHvc4x6n4OHu3f3vf/8JX9yrPh2TuaLLrDPo0YWvDZ5yyinmn1+Wg8f668eG5NZNASRmlBHMuqMSs6vwV7YpzswIQ3/8z9fvCBACf/rTn96x4Typ9QuDSGZdXHDBBd6EnT2czjvvPO8ZxkBzdWeTbaM6Z6YFywe9tG7B2jW4xuwwmpMTZ9pPnsnWQmPEoW1/SdsWZ5ss55YHg3c2pmb/mK233ro79q3HOvCY9dywWeUsdfCa17zGGzVzX8OTmSUEcK2DrlPdVqdxQeNl9VrESZ804Z4GWvwXkHL0iaBFuW2DyCzgHVjJcYqzacYwuWzudygDrchqyyqpMoJbavOoalSaRIFKXMsmhbRAGKb8Ro6NVVFrdfVvQkULK8hHWHJtRcdLQi3KmA1UU8FtZWVZLzMhozr10DYXgae8Z1staNeNZF05EtMSCzZqTVzFMWcx8czguXbXu961e7NmzfqLuNjFj9M0JoLsvAjQzCG/lOBZzkxFnlMO5lmtVt8Q7kClp1FRF8AKTlyU+plK0Yn8psRsUWV7rS980Us1eajREhSExmWUrqMPalx3fczW5XeClzbf+973/OXTqWZs8/y4y1ZbdefqOYxvej2QIa6qL5Ze/uwnP91FkO/qb0iDBwYPDB6Y0R4YAlgzuvoH4wcPDB4Y98BFF124O4GnrdShvEn75uSbYDr3BFcIcOyxxx5aKrXxOKmvwaPjyhfaOGdnFDhLNnKAwQwGgZSAjAyJzIfOcN83ziud1aH1ldfOlOUMpg8cjvD0YIWOOELoBMOtMLROgpcxguGhZ+AUtPrWGR6Umxfc0V3/rHkpQypLxxYocHHggQd6RhR+miqx9I8gEcsrtOdYd+GFF3r5G2+tGeQQfCFoRVDsPve5jz8nzpK1dqZAq9NUclYEb3l84Qtf6I499lgHiZDDso20fUMNLBhczJ47u2PD4wNfeKCXS66I/3SUp47McMNX6MRgkIFPzITJgGjMrHjFK16hjew/2t3rXvdyYAr8X/ziF/Yxuv9Os9iYGUB9wRt//+hHP/LXIt/73vfWjxOsqu4MhN/2trf5/mBfsEsuucRfISRoxj5dbrjRasRabVJ6ZVtrZdFcVeTZIkbQTdi261GiaNuVxpzVMgWYI5knaxnoPe95z5H228palTw+J0hHmyVxf/NMIMCa15zjPkm98h6kgNKAkyNl3cZVHH2HC833WNI4QFO8hbGjToCROMddGUuPgx60ll+SVRawgtIOL3zrKTjCG24FNerGZBHE6nUJPoGnvDKFg+2EpH1uBMOin/TMLweO+6TqCgHMS7sBbrUDGHH9EMJR0JQeZD5Co7LbkkcgGpds6mefoZOxLZRiJ9qB/VXA1reUjWIiLJ6TqBi6Il0X/LCUbJwTQWclAjyhi1DJQ6wigljWyg9v8c4yU3Gw5pUWESbU8TbJ5It5S7W/I2333f/2bgd4wYj6Jzd96VOf+pSXDvIsZQk2ejODlUCOv0YKJMyyC5BcrFMmcglxGSAlf4GyUgSMY2855KXu7YDg5WNha/YmLWUC8M8+h9aKCQJ9oeHscsHMliL/jutKZSwtzJcwBO9oJ5zPPvtsB/G22GILS5zssJ2e1Z/+9KmeSRuByWg33BOzNTuZZYTnnXf+E0X79snoB9jggcEDgwdmkgeGANZMqu3B1sEDgwdW6IElS5Y8JWcB5SACIjr8C/Q2lbJHPepRk/LJwQTBgW984xt++5qb1tKJ9xeX1OF1f5gOb3LxkonsEicwys1Tg47o0Lc04AWT4Kg8LGCqDvht6kxnZxzMxM2833JzkTRg9L36QCvHhHPmXwysLCjVMiblszU44a3z85///I5gyN5lY+ARhuWCQQIzZPgjQY+fGeBM9ba6kPo0HYMueLD5+bvf/W4vdcllLgTSSJRvtOFG3XqafcVo67Zbbus2WG8DB+mmQ76FrOCQcniTj160JWDz9NWrnIXhulFdMrtibc30420+bTA/NJBf1VxHM4Vowwys8DV/BLLgef7553fPe97zXG+77MLL/tVLj3nMY7q7aUnMs5/1rO6cc8/t7nKXu3g2FE3N7dODb+W5F2RHACnsU22KNDMTRZnbumE9bkRKomXiB2xh36ujjjqqSzvShw3VSmfhCT1Bafb8wnf4jIR/GbR6Rknh6OVG2IURPhWFq941Ywr410Q2gxPYzX+VG1yRlCkw+OPBQAg85w0KevPwtQIvgQ1FDUQDYiDeMzJy4CSzerZol/WHIqfYiq59kk4U64APtaDPOlSbjcyhD/SkbVGjtk4MGo4wLKnnHQCXKNjnZmVQ8UkS6GwcEVYuMCkE1quIBIFleT2vnknqz3OU8spLKJ4pVQNUfUmondc6W3l4po1ZFnLaGVdVHiizJNQBzcDr6y6uOWKd5aUtLtLzWYGQa6/9s593D97lwbVeesrpyfFM5fnPvZLPVALcvJggsJMp7CIQJ0i6oXoz/MHSwPb+zXsN9PRY5ksrMvuohyrJGeNz0F/UW3BoWkPgSSFKuBXRsf6WSpB1NVYcsm4g4NnKiwVmuGEnv2MEsPjbZ599pvT37rvv3r3vhBP8kotnfLS5CBDPEp/ZWkKvfsVukiVX5AO0UWLIDh4YPDB4YAZ5YNgDawZV9mDq4IHBA8v3gDqHa2n21ZZ0SLOTTZ4OK3/MIqEjzUbVJMomSyxBZIBLRzZxGFTnci+Y+R9n54NXyCqwUmY5DnoFHFrTJ229FphBKHATMfiCxiCdW76BAGYLF2bQj+AmDkWUx6Au6AJWeaiQpWwsp2LfqH333bd73/ve50FM+sk88mLsjG+9LE5+vj3SuGxm0zHIIuDCJuQsWaTecskng5GNNtrYwSto2ZPr6muu1ufmj6pBt9tDz8l4XqM9tz772c96QIR+zJpiNgV1Xv2vPPul8LdgwXzNgttUbY7B4TIHFWmD2MfgikFSLoEDjt8JbrHc59nPfnbHFzRJ4z6bTLfJYH/3d3/XfV4z2h75yEd2l2kwO0e+dHv0ADB11hBTg9Oq/6TtLnE5t22vgfv+UJkGevgFG574xCc5yDiZbqsKo13ir3e961018IfOyMJnyB2xQQJ87ftr7B5ZkY2T0KCvB+iF1nsdcSPyl/ycH5OVbSNxU69CA195sdG18WnyHTmP8U9acJo8Opmz1QuelgW8gVUfgd3KKdfjuGGrCymqNMr2+So75MYzMPIjMqo8whyFXjlm0YAXsihxtvIf56HSCWUwFHQCfJzWYlJ26pN11ujQ0sE5/sd97bIqa7QdtrrRRnmBwr1/+OFH+NmMbbTt6Uzog6y3vvWtI7NFebHBEuzWlshLS2xNG8hhYmM/+rV02A9S4rT5Ubzl1IGY9L+P4VP4Tkaf8uu5yG5xMw9PnqeZ8C9/OWsz4ePnzTTTmOAeuMkrN6vnmpm2/F6pbzFvnHa4HjwweGDwwEzzwDADa6bV+GDv4IHBA8vzwNoECkh0wvmLDj6fyZ6lJWV/9TIyliSRoszZkeuzzjrLe1YwwCWBR94dUd4m56tmlzYHOuZTjSdKH3u8GBI68KkL1y0bBlI1tQUJnAQGTcihM43+ICsDrg5eVkG2JIOhKQUEgtbR23aCJywl+9a3vtW98pWv7B74wAf2ejY6J5/b44zP0zd5/vnPf959/vOf9wbwLF1kFhJlDO6cZC+DCWbXzJs7z8tdYuaCNj3ec8/uqU996u2h6nJ5snSQDwMQMGEfJvbewraayErvtJdh+Vxt8L5s2bzuFgVfaMvUx2wNrgjEEpwjaOU/wRhgQgucYM3BBx/cfeYzn/EXBquMVcywH9a///u/d/qqp7+QyAwM9KgJnbEhGpvBYQYDT895iCZXCQpiMwEh7AUhlvjecOMNXsJ4/PHHuQ4r6RpmWDrIZvfYwDJMZlZQB/7QANNwSnKdyM+9SVgUyWUqUXGfbH/eZ+XOK/UKXsm6fba25kwmGAWVePDP7uRQhCA+ZeDN4lfKKQqqHte5eslzoGBwb9vvFBY5BU8AiQiZfD3OvDlZAqVKISxVCZjBIaMCErEnqUWwMCPJYOZeyjJUsLy/w09FT1tgwnpAxbBFZ/RMO0KAQOIle20yKA3vyqTCwzSstb1J5PKed+oO1lTJaiXf4GY1k6XLUd4Ko+W471JocoprruZr+fo1arfPfc5zu4MOevGUNgl1jRJ18D//8z9+cZEzkYCtq3uFZ0u9/xsV8SCWOLlySlZQ/Dqe7ALKsshoXPQeIee2LnDNm8aAoG3Zg65/bkMVHpmgx+0psGjk4oocQClHAAtb+V1hBho280EXltZP4FFYMUuVmcg/+clP/NzyyyjrS9AeGZ1/n/T8WV/Z2A3f0OEweGDwwOCBmeeBIYA18+p8sHjwwOCBKTygt6Qb/fjHP3bg4lZ1PEkemOlMx3OpZr7wFpl9PKZK4PO2lTMdWBKDXb5QlJ3S6I4G7+zQuvudBWPM2y7yZCjQeqlL7dHTGaejLuza57YEEIWtfIGbX0GLfnLSFHxhBzyUMrUO7tQHiG622fUw2U7HnYGLAi7sLXXGGWd0BxxwQPcsLStjw++VWSJY2K/SaXywmf7l7TXBKvZl+fKXv+xZOgRvcikdZxJ6MdgiUEHAJ4NbDCJYGsn+UgSRxuWskpKrgfzBD37QAxgGR9jEGR1InASiUpwqXAACp/x54Jh4QrZfICo8cmB5s4KP8/SFMPaBO0bL5T6mAFT6MLiv/BE9+ODB29/+9u7xj3+898FJ3aLRoLCG/WqTrQygxitttJcYBhaVK5hrAszU4cI7LfQ+XOxLBY+WbyVYxYyWFXumHvWeQU4G57EcKu5xs0x9JbdZ4TUmTXdJmBFwLgpdwPvCFi/91uK0Utp7r977KTkZlUZi3CKmpyvqcOpVUDYuOMMmgjTCkc7cE2ly0hA4zfii8z2G+YYdlcpCU4YvzLpAJI/gzaRJsq3ZiA69R3rdeu7WH+UgdNsPzqGT8CRMkyxdnnZYBiCIJ0k9GDkFh1MI86klqzgtsEdPDj0vlaXKkFhCL1T81dJcr1kqhwUSAOvN/XzFFVd2D33oQ7vXve51Dlq78HY4sFSZpbvcG+TxG8+fnKk4IrK4K2AjFz2a/cgl5dkYIt/XCTYnfeth5QEbvcD5/YNNj66LPsGzoBvo9l6Ke3k9fvBJZgHnN4TfFn478veDD2XwxVf2cZws4Z8NNtxAPrtevtPMbT9BhCnWy8SH356LL76408uXTQS9ajIeA2zwwOCBwQMzxQNDAGum1PRg5+CBwQMr9ICWV23E8iM262YWykjSIOEWLc3aequtR5YIjODogj2v+Gw2QS6+9kaao6UbzHohyDTae1bntHS8axdYmb5/3ecoj3f8FbPiJaTtutceehZGTxt1lASs8Aqp/KIYBAIdZRBgtNCnJQVCqrA6MESbZd2NN93c3WnhQi9rY1nJJz/5yW6vvfbyYGq33XZzh346g1kZsCDQgP/5GiRvtfnaHpugs2yOwQBvyHOAhf7oAJzAVQaH/OZb9TNHA8Drrr3OQZidd94Z9GkJjJjRShwY+BB8ywAKg0O+spdtBxb2f60EAUrTqTge5JYWwiCttDvXnw5Jz/XSm5fKF/O6c885x/uDMTtgdVLWBcsJDzrooO6wVx3Wbb7l5t0N12mPFwWcnLL96wykNaEUCdqWtPkgwCpkMTOKZX7TtWk7+hEUe8c73sHSnTqDhLaz7rr9cijwnKx86DemZUGYHFqDyo312JN1VIjjNIFF67HEBFYQOZHsX+o9LvF0PE9cmMAVnit5IRu9jqvSyswr8qNKV7v8rAiaHiNCBhxrSa+0eVbcbNNCxBaCTkWtkbMvOIiwsiJoKpADZEHGlYKp4AViBQu03NTYAY+aqrAKiQyCSYnaXI/qkyjWNGgmHEPXHpxMA0JbvUnPYO7h448/vluoZzH+z3uzp5ueHLM2mYFM4t5BDjNZoz0DRbaOo2pGXVA8WTJuqa9Snq0jLoPZKF8JwW2WN3YvFdn195Rr4wa3QmXaglqL8xocSEIrrkZL8jeNABZBq9/85jf+Iz+V/7fYfAu1P2YD45/sK4QUgoD8nunFwkKkDWnwwOCBwQMz2QNDAGsm1/5g++CBwQMjHlCHexN3tNUZrW/w6WmrR8l4m07ptvfc1kGOEcLmgmADX6+j45pp1qzZzsbArR/SZfn4ue8Kj+L6qugDTY8XHLimu9uniZC+bCwn1ImzHSSxEYL8HF4mdVMcoFECw5iNhe3sHXalZgKceOKJ3QnasJav5DGweshDHuIv+m2++eb++iMBJP6Y5TKe4MMSRQZH+Jg8HXu+rEdAis1y+aIe9cCsK5YL5l5kDOb4Y3+uTNQpAaEFkjWvzGqK2Ujhe/Ytu15vxTdZuEl39NFHJ9kdcs6BDpuxs3ww2k+njX7nu6J97QrQQW006icGPLUyufSsg6ZlQFMuk3zcIJbGXaKvCOLP1Q1gtTz322+/7tRTT+0uuOAC63+r9krLJaeJZ3sYvU1I1pJRnVtgiwLN2qq/K/5wZXfkEUd6eSewNR2gJ4/TTjvNs/YIHtK+SCwdZMZXzlqTOA86Q+3QtT+29hQ7AnHsqDIzAjw24BYESnNqWVQgNJGyDYT+8Ozl1zFxg5t0U52DH6XJhzN8g8In/E15okRRr3ODDH6tP+xVmtp/pdBYcUAEQ3unQk8ePWsaYWiJoUuDEjQmrGSREVL6zKRhb3ARRlwaNduIDQBSSQN7zB2mCcI+W6+hhUF1jq7rJfxKEhD17G+DmrLEac7oSHvlxcF2220nnmt+bzTsR7Ln6oMNhx9+uH8n815ZZx29EJgzt94rEDDTrW9XwQIr+JvKZ1G2IluTV7RH+898C3d827DAFynQfjF54Fi/qsy4timHc8tQl6JBDDOwImjXl2dQK6j7Y9bJnv/wD37W8Nt3c365tfBPHFFNPoWrZzfkBg8MHhg88DfvgSGA9TdfxYOBgwcGD6ysBzQgjc4hfU51bjn5zT4BAOVYUkYQhiDIVIlBP7O4CLBkYgkH9PFWNaB9tzaxJp49CC96jJTS8Z4iuYSOd6K060+moDG44Ne30gW39uF9zcCDlMx9sdIHfDJfm4uzmTAzoZjV8rOf/az76le/qs3SN3KgKYNW2267rQdczGRjZhS+gIavyxGYYpkmQSuCCMDZnBz+uYcZNAwYOBPoAg8cErwcuFLQinI2GCdgkwGJ3n3az0R1x2yulx780jt843b0RPfvfve71Qb09nJU2kXbDko+Wi1Wqo4wJEf7pbzW72RVKHm0exIzBuHPspU1TfBh5sf+++/vvbWo41uWFv3GmRf5ofxkSmI3CupPmbnao+w6zXo88IUHep812Pm+IbOaKQeLLKN89atf7T3H4AmcmRBeOuhokAQUFVMn752UQMsPhGhTcUy1+qs+Byl1CCRT5jNwgR41VfmxT99sBcuZ3UYAntVwt6rdZ3uHLm3LqmZz6Ns86yOkNJqMiWhkVvuABZ3bXbk0j9SrcukzrfoJnQyWvK2rg7DF3al8Euuc9VNBll+UwJ+l/mp5yQBPc2yD4ak8/gpE02OY7idbLLqWZ9QJd1eUJy/IgaUmyvZpsoIUWLDGg44GC2civ5TUsyfQzRcxjz32WO8/mHXfY0xfjmcnH+zguZwzWAnirL3O2m6Lox4I7X1s1ZY/qvmCT7Cy8XnrOvKqDLftUYvg0GAmc9d56GBHGmUMV7BE71n03GARlcBvYuGF8JLFBzyr80UWvs/8qI791XzRZDKb/pBgbNyiXgyZwQODBwYPzFAPDAGsGVrxg9mDBwYPTPSAOpzrJTQGJHGVHVQGLBlgWd5gwIOiwoiOLh1ZB6/oEdPx1aHlH6gMiOg0lx6wgM4HMFCgLNc5mKUg9DNxwSMPsv5rwOWuueiCd8ihvLerkAEb0aF0zkXLhsnGJ2+ZtgI2IUuntLu1gWLrEQrHwFoBowXzF3Q33Rx70RJEIvjEzDUCUCzfJLjFl/DgmXxhxSAA/pwJJDIzpsUhwMBn21nK2epBHTCgYmAxXzhzygAD/Y23THyrZZikLyKKP7O1mCG27zP3Rfwdni699NLum9/8pm1ltlkOjMaDbdRK1rMrhXp04BX3q0yBzMRxuSwxvqD8d7PLoIzKiHsSqPn973/vwB7+W92U9cfXHrfffvvuEgV5qQvbgHjaHTKVJ/nrW9FwdUX9AwODq8BlVhnBRdrKjjvu6I8FxH0mO5ORKVb9kPQMyPE/9zxBTPizxBRdfC9IJXBDt6qZrpEZ+ob0ch/5otgh9FI94iFuBd2yzb/hDWuScIpk+8xLXCWf9oxuLBW7+ZabrRP3ALNgUmcH3RRkSDhB9bXXjnsH+wgCE+wQge3pRSrnCwt3nsusj1E7U0eUjZLkE5DRo30nmQTcbH9UdEGCMj54Ef4uYKkR8ss5/Vx8FoVB20vTNQLSz2YQpYIK7GPxbeT5qAHPCJ4xyLevpWvqQtvFtyRwYjP/W10HjrUhEt4+h3xvPC9Y9Z0QrEprdwAKXTyRkOF7gowS6CT4ZPtLFtmWeA5S/29+05u6pzzlKRU3KKf/yD6HfLCBFw68ZCDRrvCR7bWP0x866/eAthz+ETK+EIxl9mvJn7TPSkux4DdraTPPfd8jeM5+MBe33bh3hOsHCnDk6Qxv4foaIgGsE/TxgxesjCOsAlOpZcVjkbZIUehtc+BrroKDrGScyFYYsvibsC1BwcuT25gvUj/JLIytr8pk48aJP5wHDwweGDwwUz0wBLBmas0Pdg8eGDwwmQf4wo86nqUDmXnOGQygJ7wKiU44fxlwiF5tdndHGWUndQTqnnIPqThigZ59Uj57z9CQd/AqMCqdbeupyI2IaGib3nMvSeUp1eccGZhvlozyh8BUTTHBFAJX7LW0dOktHkAzOMkAFYPCGBgSwOh9Th5fcgaXoNd4wt9JT6CEwehsnbMuwMcftU64NpOxo/aZYiB46CsO9ebg0LS6mOR2Ppx++uleBokeyMdfJNen3CJQXNsCAgGqdFLj6/S9z9lGSmPJsmgwHA3xkeWTbCrcDtaD+aof0ZevbBHE+td/fYdmMm4c9xQ2WCd0T6XlZ2XjSvokuJjF5TzV5w033OhlqP/2b//mmZFoNV31w1cfjzvuOLeZduP2GnhDmFLojAFxs4X3XFQP6dO0iIIISBQLW/uKseZY8q39IUlfi1SbZnmW7wEFfRn8MtvqQQ/aubvHNvfotthiC++9w5nZjQQWCBITkGWWDLPLmF2XX7dk3785amN8xZF70zr63o5BdFVRcshzL7lNKh/YJhk5gDdVGYhLbyEgobouTZaKpv7Cp0Gtu7SHRUNxOTp6zysECBVsJ2fERxcVplzNk6kX5KOMQMfs2XNidp38SJ3z1dnZsxWA0fUtetZwH+Dn25QPy+KrnXNEx6xS9MbPBJkJVnCt/71ArrlsUhQ30IIfdEXVWhyZlmf4SgxVRCnXyGcWMLMH+XAGsOm6LxrVa5Yl3Mccc4yv2YeONH8ez/aYAZY6ol8NyBRPpJ3QrCVfr7f2en75QBAsfjfRPexiKSQBZF5OeD9JMwyeeNa8EDDyuwdn6Mu5yA2gS5psQWpwUveKCaOmcSWFmTQH0xWhtBvu03yOrKguYlakAnn6l/wbPSauq2/kDtnBA4MHBg/MBA8MAayZUMuDjYMHBg+slAc0wHN0wIMjBazoOGeaOPTIkhWdGb5Gqp1Q98gFK6P06A/HIAOcpn+sfJaCr3z2xEeRBBemBI3omYJFZ3Rf68AFnAuvRANuvDqgBE8JeEFK7cIEFRQ/pW11AAojksX1Q3jDSpmDgsoTFODP6GWwCL/s+GdQK2WAx6yNuWsx8ySWdrLkjQEP8pkNQTlLPuOaQTGu0wBU/GMAgUE5WLaJsHWiBH1uVIBkp5126vZ49B6GB13g3BFHBoMEZ0jMkMFWBqfhBwzq9Y+KQ3PZIp9iL/rSHqh9aKy/zpS5YjiZENyABwfyMFCQYenNxlrTQ/pun3326fiiIil009ntLSS7AL3RF731L2GcqUP21OFriVtuuaW/Djjde/sQ5GEzeGYr4XcSfmfWIMEMZmEUJ7osDvgLjUlFa7swAi1ZFzYHejLYWGw1YTE1OJidsuEL/JEB3blq5+h2w41Xd+tolss++sLj3//933t223b32q7baMONHDyAz/IStl122WXdf/3Xf3n51wVazrtw4Z28ib/rvxCjFn/WuujMclyCOQTSVidhN4EfnitLFVjL5DYhWMxWYsYTbaBEJEKB6irPKnR5tBV4oCd+BRIPxKiTgMAryjnhzzzzXPjzn//iZcYE5ljy+rCHPay7+93v7gAggUCCfLQDdI/gSjxPrvrjVd3ll13u/d2+8pWveBYpzw+COATp0pdZ167+Uq9WoDlgouvcxziYXo7K+9gOoAg/cRbDmL2jALd0v0oBpUc/+tEOYKHv7Z0+8IEP2Hbk8KxGn5ypjF8FcJ1gV6Zyh1Rf8lEKZuQyy5Rl+vvuu6/33iMIBs9LNGvzs5/9rH2LTdQdAVl84mCWWYdDql8kTM3DTrIKyFfbsBqloG8dCQYnVbZ3i8oVaJkAqZes00ASreXJOuSUhA/4I/C2qsl8CitkyeZ1V5XHgD94YPDA4IG/NQ8MAay/tRod7Bk8MHhgtT2gzqF3Xo/OtXqNdHLVG86+aJ5XVUD0afsObc8wOCHPpeXgwVcR4sGbe8UCtAow6IexEoGg6KD3nepgWMpbOhPEgUllBC5g5M44Z5METNxcxslwXzpnmYZKMG+MSdGZL4oJ1Hbi0RU1rKcFm8RA228W+DuCR8FPR9eBTlWJQucTDoBQwxDzN5MWwToQ9IjhXxT1egW+3QOrkuwLMWSQ9IY3vKEOdLP8jjqzdJDZMsw8YGklgzk+CDCuf7omvCGbPDgjthgtKVqXjjaXw4ixNqeQVNNy0MWsgVu04XoGGCvCambufe97e3YQgRMSbYd243os95vtcWOJevcgU3j8Qw+CN9AwcL7//e9vfwQPs1ztQ9b7xz/+cS+HYhDuQbJksQTPbRju0o1/MfjlkjYfXo0WZWvsZfDiP8EY4aSpukBnBt/mk4TmFAfw4Q0e8rGbPwb4fADhWc96loMsixYtWmH9ZJtp/USgZvHixd0LX/hCfxn0ve99r+2+da1+mW6Lj4pcE2R4wAMe4BlqG2+8sQfnjdorzKIL9chXQZkhBM/UD1/5bsV2OAk364U8f7cJ308q4xhLuHFO4a4faBOgM20aXhkAIYCHP7neZpttunvc4x7dk5/85I6vZm611Vb+et6qBIAItDDz6Zv//d/dCVp+ysckuHeRGX+pTOocbSagwCIQJfOUoCktTPSUVWuKUeVU+fvekE277rpr96EPfagGkeB2e6Xzzjuv+/CHP+xnZC6RW7Bg7ZiRls956x8+UGWPqMIzNuuAoNvznvc8ty2+1jfS9sTjNa95Tfftb3/bXwXlq6zcE9Sh8dIZ9lL6SrIKPH6jyrPGMPSRKvy+65+XL/JbWJ5HReUo14XbqMvEMoNyIqde+6S2qctSaxWc9c99szIp8YM32vVy9Dy6/SOSK6PkgDN4YPDA4IH/Qw8MAaz/Q+cPogcPDB74/5cHNKCLABa9UKW6TEFdSAY/tTfs0pU70L+Fj5cD0LnN/jsF5QJpgKOrSkaysgy0WqKOtK9KMYSF2DNDChd65oCTh/evgl/Bpah2vB00YGAnKWWwDGKoBx8RBTOxI1+0UdYs6dQjV//7QBYERQeyiLZPkWHpZimwE7p4gAA0RgDCS1vxhdBUFDg6q8xqqyDskAbIKDRm6oEJdCpQvmgtQGFWIDYJAusZ/BgYsYTlpS99abfzzjtTeocnBmYMDAmg5Jv7eVo+6GCc7LQdtqtYJjcBJRWTyTnPwWVaq4W9xVizSP/h92hbQtD/NoDFbBtmH01HYhYLs4VOOukkz2hZKjutgyqwBoJcv6on33Ma1Fv7WOKFLwi8sN8Oe5ORPIBdQ+XcdqQDX618xzve4aVg+bVK5LEnj58HyMOfdqT8q7zbHr4ut231aW2T1lK4qSQZaOM67NdF/E8kl6+9tmZ9CZEAJoGVx2u21VOf+lTPtmIWUKbUP6/HzyvyEcs73/zmN3ePe9zjHERg77O5spsviPq+K8oSRCW98pWv7HbYYYdxMSt9jb7MciNAur7aBO2gyrHfqFe5xHJLG1fedugMONwXsNb+gEMrdXyDC19ZAjzc28ikTTO7kra4xx57OE/bXJNEMIZZgfspsLjX3nt373znOz2DkiAYSxA941X60E5in6awwXZbQ2kZ/6287S+4fub52SUNhRNtTmcU1nW2BQLEJ598svVYE1tWhpb746CDDvJSVGznmcF5wYJY7mz/65C/D1SIfwakMPpSFyxl3Vu++pd/+RfvZTdVwBAfbbbZZt3Tnva07uEPf3j3qle9qvvEJz7h2XE8I0nRVsI3yIp/XGf76a2Sy1wf1lEaSrNoL+SpIMqLk+Fr3jibhyunDGKpDDTqICpFuAaAFQk+2DuVbYmX55TX/qYDw7/icUPiDefBA4MHBg/MVA8MAayZWvOD3YMHBg9M8IAGONcApKMYncjaJ3VneALBSgCyc5sdYAa8HlRBG71nc6H/69GIM5OURQ+56pH9Z4PNgUMQJ4vk7+uUVQrRZ7RjX2jBcx+dTjscywBE55zRk+JczsHj6OzFQ6NBQBnMWytwnDibuW1PKEXpH0tUQZXdsw0ccI1vKuPl8rcC4RRImYGf81FglghQJuA5wImB1Y033uQB4POf//w6MKzkt3Mm6+WCCy7ozj77bA8ImdnB4IdN5e0n6xBGUT/1MgyLMTt5kot7HIJBHlBSEP+prZIveCYDFhsP3xoTE81uOg677757d8pHP+p9yZh9EQPFIjtUseyAxJEBIPcSuB8+6cPdP+iT89OZfC/I3iOPPLL7xS9+4dkr+D0G5Av0TIj7AR3sc+HiSV8V1Ws+21aB+wSMv/C26ay/YeSiwrJ+va/S3Dla1vZnzwY6/PDDPUvqbne7m8k4ZFshbx+SWcO02267dR/5yEe65zznOd1VV11lvgSf+UcbJGhB4GfPPfdcLUmpM3tvIWcjzeC6yV8HJXBgTxU/1ZPk8DwurTZxkB7urHRJnzJczEFLb+dp2Sn75RHs2Hbbe3Qvf/mhHe1w8803h9O0J2amHXXUUd2mm27avfzQl3cbbrCRZC9VLUc9W/ciFX2jNZUyCvmfD1GXR1tLRdMNtlFA6p+9zgi+0kbSB4l/e5xZ0nfWWWd5Xyp8iw4EpWJDezRTktqul3KJTQQSSzDGQdMXvOAFnu0WBCs+4tP3vOc9DmR/6lOf8pl7NdxWBIkNPvL9ms5KXYoIMMNPZPRn97f0MCjIxiXfl1uALisk5egcSzqDlmcIclY2QEobAT8CYcHdPhQ7+fi64DocBw8MHhg8MHM9MASwZm7dD5YPHhg8MOYBdaodwAKcHUYHY+hMlo6qO8pjdO0l5UmbcF+rIxxfXuKVepaUM51kYAXOQIABTV732IFAecGIoqQbhfZk5FJGAx3XsxYVfnmNLtmPj5knKmlwvIRRAIM8Yog32AD8wrrBrXpPok++3W6Z1yVmxk+iOCdb6ibTKEZAE5Y4FX0kE1j4dunNN3pWAEuK/q/S5z73uY7NkTMRPKDWCUCFo7OkORd7fJrMKQU1Z39gMam6IS4D5qBF5+U9K2rzDdlKZZlJxBfeGNBP3s5H2aAng0DwP/CBD3ZPePwTRhGm6eq/tfTr61//upd95YbLzDgieFZat58DiIvWMuY5A4tX5f/AGVMOEmbhRCX1hQJwP7K/FxuCsxxrM210f6CW9z33uc/tFi1a1OOWHG11uhM6PPjBD+5OPPFELVHcT3uN6QMLCjKS2NR//fXX797ylrescMniVHr5/tJSKvizYTz7X8F/roIafGghE6aNPp+ogfRoOfuUsKSMM88NNgXnvrlRvrz2r9d2+zxun+6A5x3QPfShDx0JmCDn9vAlPF/0ohd1Z555ZvflL3/ZM9qwNWRN1DvbWPvQjJlX2DTW1goELtxL7LV1jDZSf+ADH2i/jduTvhyHw3l1EkuA3/jGN/orsMwOJOFrZisSnKqpqI3c2269rZuvGYV/UVD2rne9q2eYEjAlrUodgMtm7izvPuecc7olS5aIPu7J5GWm5ps5Lpo8WZynlL6ZUO5CHaIxcjUpSvyuFwWQ4arthWE7z5AMYK3IVoJf4CRe1U+sxWcIYFERQxo8MHhgRnug7y3MaDcMxg8eGDwweMAzr67GD9l5dEeUgbw6k3x5ir+rr766diwn8xlv3tdZZx1/wnyEF3wn7f66YIRV22EdKSgXtbzvI7tkcv7RS+8HQpNxnByWfXFKLcod87wIGEEVglIesngUESGqgAZuAcOm98CY7i7sS+OyHG2v8bGQYWwZeYxg6UI4ZYXHCKdJRRXa0BMMcdaJ2QMLtPcRn57PN+fTNegbV3f8GjuR9ctf/tJL7Bj0sJSQs2ctqBwdGy/aE4aNuKS3mJxXu7XCSnEfEGgKS9ltImIgxeyrkQFpg7q6WTbEZhbFpZde6qWJt92m2RNV/5opA8HO9xOBjre+9W3dM57x9OXef6urE0vmjj76aN+3zAojTTogLwJ6DxcAJwP7knrZmET7NR6wHtU28dygvv9y9V8c+DjkkEO6xYsXNwLWLJvta5xLC6f9cc0yLWYgvuUtxzqgRxvk2XfYvxzmZbUtzTi/FV3/53/+Z/fpT3+6mzd3npdGEiCgfZPgm2dydp0z5DIwUhznWVkO6Zom/QoP9i/jfLWWAvPhgP33f7aC0o+rcoIgjrfn/c0zhKWZ559/vpfaraXNyv0Vw5Gbslpa7mdd2/CRJmJlcY/cVRPBqz/84Q/du9/zbi+vm6xeaFPspccyUdr0miYC2uyXBs8MbtM+FijYi3z+2uQrBbV4rl6r5Ztsjk8Ac9GiRcbF/6tSB9lGWVLIPcIebuwLx2zFCXzw1ag6AhTgBHivNT62GeCM1FWPkznf01wUfv5NaXyATviH4N7yUurOLLX0Y/oyn8HCuWJ5PIaywQODBwYPzAQP9BsozARrBxsHDwweGDywHA9o+cMV2WF0B5LxkjuwGtQpkMVn6hnoMiCYKi1evNifr8+9YsDLfrJ507HVX8iJM+WWV+Aj+FlmLtFVTtzgXXg0fJO3JdMZ1r98q2uaUAE1RuROxs9IcLCSwi8BvZQBbxehe9EVPhCEnr5wPpiUsvKW3nwqbqGBRAmOIYeLyOd4RJeBAdzFPvZ54/c8Kq/CJ3TDL+Ef+DFoIZiy/fbbT+v+Smi6MikHMF/60pc8OOSagcsczcoh731X7BPcEf5QdVSbDfNVKUcohpnGHqj+DL8Gj6SrZ+EThsTXt952S6WB3XQkBpvMgmHwyywZVLSaSC12IQd7FyyY7y8OHnnkkd6bCXj6ifx0JTaEZzlU+pwz93AsHSx+anyLwvYsB1LVOwDVDg1+yReUyOvSIM5UoBKBBTYAZ3N09vZ529veNm3Bq5SffiNAR/CB/b54liXciuiQ18997j856AEcvAfu9MCO5V4MxhMnaVb2zB5mLP9CpzrLTQN7Aj05SMc3lNMG8Q7H8UF9hSG44HuPMjValrERbLvLXe7ivdJYqviEJzxx0uDVyuoNHktL2buNvbvIr0zCDjaEZxZd7N8We6kB959tC0vDJhkjGyKPBDygYziiXActAZHrrrvOm5u/6MAXGW+yeuFjENQfQUJkrm5K2m984xv2AbIy2Mu9wpdgqcPeLvSU7mrjlN+gun/605/efVTLhxctWjSlviujX9rJDC5mYzFjEZjl6RA6iBPy+Vfs9tlIlFFIKaekiTP3PYlS/ys0ySeIgs48zKrwK7zMQIfQK/glrD2nLQT02ejdQcHaBkKfxJd/hwBWOmM4Dx4YPDBjPTDMwJqxVT8YPnhg8MC4B9Q59FqIm2+OrwW5s6qOJJ1VvsTGhsa8SWfQ0AaoWj68+WfgxLKGHJQtU1Bk2VplhkGDTJ/YKTOc6YQT3NGZ1HaYA53utMc4fVlgCh407naPTEUSReHNII83xKTk4w64QCqKEopLISfndUg1ATmZrQ5FrDUrlzH8VJHlFvRkAPiexW4AAEAASURBVFPkIVAZLklFRWcSFvD+KljENXlylkHeesMTOIOZxiMlb4iJjGYcCJctu9VLPFgOw/4/U9VvUN1+RwKkb3/72/22PgOlBDf6doDyJYXxKpMPss5UFC2ETOByKqgmNC8BXeoClfdNznCXCZsZaTnAMvE0HLgvuEfMV4LQZHzWAoM47qWlWsLGhs0sxZru5PYhx7EfE8vi0Cs3zMfnBGpCt/CfHcMB3+FwnOa2I83wv1K4XOXFr4qQunKQFbyiXYJLQJwAHcSUP/vZz/YeRgsXLqR42hJ+ZmD8k5/8xEvZLrroou7cc8/tfve732lG2zO6ww47rAaqWqHspfSYxzzGQRvgfCGOYEz6rcVdUT5pCH6wpI5AhwOY8nHbvsHLFFn8LYj9S16+Km1dOVVBFBKGXjCPYOfNrkdm5hx88MHWN/mt7hnfEbjiK3hs/s7znxlI97znPVfIMu8dvrBHvXJPu12lnahf7ACXFw2lKQEN2zkbK9zAUrx5+qgCvNjQ//Wvf715Gqkc0t/MdGJ/qsc+9rFt8Wrl0Y890I4//ni3gfyqHvdNGxyLOoxKiiB0fEGTDdh5tjFLOfVbLUUaIp4jtNFTTz3VgSw/M6VnNBd70NjZrnpPNkyoCwpENPIcTHiWZT3w++xUbJS8UlGeI+jZzqKFHJ+hE1+jXNFvyte+9jUH4ghM2gLklsSsPfogajv9uvIsHM6DBwYPDB6YYR4YAlgzrMIHcwcPDB6Y2gPqhP/1Pve5T/e//3umBs8LHLBiOJEDCTrBfJ0uv3o0GSc6qXy5jr10yDMgvkUDjrn6Alx22uFXB+x935f+c8jiTOd3XIBgHrwZj3IAunAHGmQu4sSiPg+e3JG2tChDArB6FVK9SkJZw5MNSuh/zrgwnUEM3KNzzln/i20pu1hCATw1yLQuYHrMr+vbwq+96qFTkECfPIWHHkphj7Pma9mBaqDRdDCowGss0KLRA311LoEHbwCva2YCMTi7+93v7v2vipQ7/PTWt77Ve18xIGR2QwRSYiZW+tAfAgiLdYzBmn1UGofz2C+bixtwnu12A0pg8WuJI+Jw/anQjWG2/c2gmxkt05XQDTsWL15cgxjAsk5QmOAGsyqw/4ADDuj++Z//2TTTpUPyQQ+CEWy2jZ8JTqALA3IGkdYL3YRnl2Ub0pWDr+kqz7IqOGIutIpPHr/abmUJtIB5q54J6623roMLzLpi+SJfw5uuZHnSm8QMHIIO3//+9z0ziecSwQdwmA1z4YUXeqYSG5q3dNC+5CUv8XI/9lZ6lr6uR4p26OxKH6BhTzcChcjOZyh+19Qd13nLW6qFE3WuXz+1M0sAXvlo7gZ26ytAwP27yy67uD7zC5UrreAYYvqB5/1rX/va7pOf/KT1Zpnnjjvu2D3pSU8ao1j+5Xbbbedg0ymnnOLn6S34v5DQHmj/mRyUi6ozNHSJdoVfaJu3Kpix1157eSbUZPcn/mbmGbM5P/7xjyfrNT5Tf1/96ld9f3LvIIevo9qGbOfSHZ2xgyA099XTFGg77rjj6t5jk7Uh7nt+a1Y2IYP2w5560PGXPErceIQVZSQ83cvXlV1ffmfwOw3LSJzifuXaaD6WyvGPmXi5QJhJCzkVJdzZs+d4puGDHvQg/7YI2MjmKhL4zEhER/yWL7GAYxfPwrvd9W6dvjL5h6QZzoMHBg8MHpipHlj5X4qZ6qHB7sEDgwdmjAcWLVp0Ext3MzhdSx1zurvuiKovyl5AvEUlIPWrX/3KPolO6kT3bLPNNg5eeXCmYgYbySdpOCcsOZR+cPSUSzlv5HP5H51pEdU/sqTkVZfZZFcbHoFRyJDJYKlNfacePtnJZxA/XzMavJeMOtU33XSj3wDT8V9bAQ0CfHSsWTbSy0d1ZMSfr4qSAYtypIPns3EZ1pekTNqb5bUI3PxX8urp9/JSlgjGdeA6+ZGNa3HzYGGZB4XU7TOf+Ux/rj1l3pFnlnWddtppDqAwOCSNz2wIM7Al7JEhxdbwadpZiwsmcAZ1+C/9axhAkM0neQikRFCP/aoIJk13Yg8sghjZ3lABvZiVQ4CFYMTjH//47ogjjnDdTLf89BMzN04//XQHJ3I5VMyAkETp0/smWh56kHPCbfwzGuf4C1+6pIeZDpZC1gB33XXX8aB0r732doDh9gheETBi1tA//uM/dsx8yoADM0Lwvf/0bPre977XnXDCCdatH9iHiQQHHvWoR3Uve9nLVjiDJCimPn7+85/vfvjDH7p9E8Ti+UH75h7OVH2Ij4v/OUV94ejI413aDntKkWgvL33pSx2IW9PgFfzwA7MxmcVF0Il2yR8BrX333ddfLwydwF5xwlZ+F5gN5SBFkmAbtnIs7cctp+TDB9isP92rfJ2S4MYOO+zgYCBfHpxMj29961sOih566KGeWToZTqqwsmdm7n3sYx/znnS5/JP6m82+XuU5DC90xUbuI5Zy7rrrbt1btSSWDwBMlpjVzLJMcFcnEcDDPuqHmytsbfyZvizM7e0CQ1dS1IEzpufaywjxu5B4NikDYpzJkOfS/5yJK4qEy99cfUmU31ICWJMFGqEnMRvy8ssv7zbZZBP/ziZ9lMazcWvNftRzc/WclIyG8+CBwQODB/4GPDDMwPobqMTBhMEDgwemxwMatCw7+JCDf6Dzzh5l0gktL1vpzNJZZ+A1VUebTicDH97QexCsPNcOkqgskl/PVoWhsazsDTO6dR7afPtLF7lPYikUAlEFDqDybzGhgQ8cBXcRPEuW4lJOLpam6G26CGIw0DmAwSwcgnEMShj8MlhkcPyHP1zlwRG2Arf94hNahRR4kcLOtLRo0KjqsJrAYUbYZkLBzAH1i51BXY6ChQvDPvu72hrEyc0URWYj2sFKApTYuffee1vsHXnIdsMsD4KjDHhIc/Q1Oga+9p3s9Jt+z/YpfrR52F/qlOtwQ6ljWyxOfUHMEqCO+uRWJh7AJEXHKKU93HmTO3vQ3GNPT47AqNuNlnxhJ3WIHQSv2M+GmTTsA7XhhhuGfaUdTY902Sl+F198sfdjQpdcOsg9js89YEWm9KL9xDH8wg1lL+H3QAm84jpjq8D1ZnoVq8xfYdO9QjlyWLp34IEHTmuA0G1BsglK8VW6b3/723V2Wc56wofYTztbdquCt5pB85nPfMZLGMe/vAkeswIZWK9JuvLKK/3VOni0vuaaus97lOvJUnEtiPY9z2PaCoklaUceeaSX/nKdPiC/uonnGUvzvvCFL7iu2CCcFxjM0Hzyk59stvhmVRJ76/mFQBLJbu46WhM+4CoMdIGx8veHtykElNmjDx4sxeNLfq2tmT/jjDO8sTn7Te2+++7ms6q6mqg58LuHTJY4046QxX3ilzSomw8e147alDbo5z7edtttu/e97wS3n9Qv2fIbQ1CTe+B+97tf9+IXvziLVumctsEvZkb2TzGrRZuxjoLb0aOtDa87UZ8qp1bzGPVCaUCNRzlEBT/KKAlOgPP3Ex/hO4KXxoD/JO2GwCYz1ajb66673r4NIT3ftTX7T/fh9WY0HAYPDB4YPDCDPTAEsGZw5Q+mDx4YPDDRA/fc9p5fUwdz5wwc9IOLzjMm6JSzhwvLN8Y7onm9ePFid9xztgGBHwbEdIHdQVYHNgJK2SmuXWgQQin1uGNigq4TjRLl3Xk2v+TT0jfIzorPGIsWG3mU87f++uvZRgJULBdioLbTTjt5RhL+IDFLhc42G04zSObz8N/S234G5AxssDVSSuHMAC2uMwhlgQWTk0uTpA6GoiA4oGPhAQG2QcUMInxSxAYKg4SCXwJ9xg5yk1qPBGogz4CVPX7uqyWkd2TKQR1fHnz3u9/tASG6YB6bt2dyEFT2pmtsig5uRyDRpuSLYmKSlXIjBkzZ8E1B4YI6s7+ABQ/0oh3cfZu7a5Yd2kxPynuEvWuY3cNm2NQZ8hgMM0sIOEvb+MoYKWmmR4PgwqCSr8OdffbZDoTQbpGDDtnOrJjQw6dxhJpBcG3lPbig4yvuqaZAkFsVKGLWFYPUTe+8aXfSySf5S3/wm86EDdyT7ONGoIggFTOJMkXQgVkhffcPHGbBXHDBBV3MQB0dZLPv1ZomgpHMMEEWzxD0mE3gEu/KV9Vb4b4J4rKcpb/M11xnHZaY3tjtrgDNm970po6l3/gc+6ejvXAvMtsIXgSvctkle1llu5yg5AoABL+23HJLz+K6Ue0vHkRuLdnIxAF/yAm60e2K0tDQY458x75p73//+/2SBHFpa9r+ne98x4FI2jEBoSxfgWorLP7iF7/oICfPeeoPvg5eidKb50vn+DXq2w57qEG3ePFi84cm9aRtvu51r7OPuef3228//4asUJEGIfldddVV5usALfedlqc3c3ppXtG+ajuL1oTGpNr63H7iJ8UUrgCqCcvaZ2Qo4WJozCHtF6VgBKvRD53u/P+xdy7wv1ZT/v91TufSuRUjYSrnmAhpKBWpJEkRKRTSuCUkpiSXyC01lEITTVeKSDGRuyhCpokUogyvLkP/QSjj8jfj8vzXe+299u3Zz/fy+/1OY/7t55zv73me/ey99lqfvfbz3Wt91957ww1nttxySy1EWu3A0UwU1lKJbCaLOuJCRqEtaaI/t0t5wsza0RBoCDQE7tQItCmEd+rmb8I3BBoCJQJiWF/Gr6d/kkW9ORiMMphlkPoHcSxg+F522WXhF1bNVPxhqsSjH/1oNdYY8KsDS6c3uIxuOgJk3UA6K25p4ZFchGvK+I+e3ANXxDLZ2eUz/sMgneRQB1Mj/qx8LpOBM4YE04WYxnbqqafq9vNMITPnlRRVQ44BOQYjO5IxvYYFjaHJJ81LfvxLVp+eqdvql+dazp9DOo4YT8/Jy71m4o98fDnvsAkkIe2fqx/NFQr59YKyVt7XsUjaiGlyLIhsUyIt79o+m0HDVDZ2oeIefSHaYoE4jgwHDChkw55V/rlTIZ0Rq9gqsx4f8ql8TgJN5d7SXTKZfBoPjLajSduznhtHpK+3c/5DtBtrLmkUkOggU8GYtouxi/NqyGmC4xQn8lyPz3zmM7rwMxFeNnUQPWDRencAhqImt3b2T5J0xdiXcPljXpC157qmnrwDdtlll5mPXfSxteK8gg0iWnDEWkQkfdoOHA44YlLnFfyhc0TDpY4uKzOXs+nMzTffrHzxLkyjr9Tkt74OVuAc4XNVB6ydDpIHXm+7zU3lY3H11Hk1H/x++MMf1ug13vU2VW6ZRMYQgWXRV7Oph3cM08h4R2qEjsoqEgVvqFGVB5JmooMj5fjeYAfHJz3pSapXIbek04bf/va31WkF3qwbt8kmm1iWOZ2JujriiCP0hwv6Hvw4B6RMZ/T/aDjE4RlRRKtWrdJpgURgmR7ABHwiO1NbmbZKW/IOMF7TvJMwjZP9S/IDCo4i+rF+3ygnjiO9N52ysycMnqmjiLrlPwXdoe1iEvJdGR+RwX6scXSi/NDRzVLkXYJs7LjKGmijjmuvvVb7xh9kAxmlpIy4EmCGbOI4/edRNNqzhkBDoCFwZ0HARmp3FnmbnA2BhkBDYCQC8kvpdYT7/9fv/0vzubU93MD1DzJIZu0efim95ZZbqnRsAM4UKAbnDD45GOy6ATKjYAbKfmBs13aWvJbPnct7X9bnhxbccSI/F2l56vbJId2lyZohYjlh0GJQ3F2iXd7xjneoQ4pdnWx6Dnlrh9YlD3AAEK113nnnhV/kVTKtVDJ4viy/PTMelTZ5NavnXe8wdlyqeA91UE8uzWoC4VaUa0dbKZPVGQD219evxrLPG8rIPU4i1ijDUcO6MhzWZnpzB/xh2iDYY6QSocOhTgaix0w+FV4ecC/txVo4y8QgxkByhpTHzsur5QAfHKQMl9xR3iVbfjF+SYIu/+SsGMr53jJFCQOUY74xgW/kNbpLZBrbX8k0tbPPPnuGRc2VZ605/mENHhYct8iP+GS6KyJqMKBx7uCgoC5nkDOV0fVTkdjDBCYGmcMHHBUvuQAr3XVM0bN0X0aeQxd+/yBTJXH4srA206Xm8zCsiBhiOhZOBvTIHHPwwLtoXVmPh8Px7mUR4ay85bc2mS8eadMf/ehH6mSAJvzwsXq1HgUVh3fOl2GNjsMXOoNzjl0piZLCEQqd+eAZGkShEbmEo836IunwgWNmnCNCZRn4Y3Lz2GRHt+RO7+WvO4OBv+bdTL3Iz0L/5UL6Jvt1112nC+4T5YaTlLX85noYjziaiHICe3W8CWGckepA9+1GXj7ksegqvkc4yrY566yzZt7znvfod4w5TTV6SnNP9sd4452A7PxopDT0u8LjK7xFl7+iLDxy9s8VZXdt9FQOjz1twKHPXCFutFSaXzP5MrwQ7Lt+oU75/LP291HrCIIp3wHry3pm+i5PeFR+5J3EO0S+oz7v6mp/GwINgYbAnRuB5sC6c7d/k74h0BAoEBDn1c/YHh1jQ0be+tSMWgaTDDAxem0h96J4GKzjEMFQpQy0bFCrA18GwclAWK8trXa2AXXlGQafDqr9M/sFehxNBs1EFPzf3/1fnQ7JblUHHXSQLtBbylS7T40S6nrc4x6na6RgKK+31Blc6vwjckh5cyEFth6Y8Zfy7mwEj42UYZ0bNWjlbPkpH41cox2fK86a3wwTl8c5ImM+6nUYrORSnQvwfkcf8HDssceq0Wc6otFIOKYIzVDsTBa3iDMLN2PE46hAF5mq88c//FFZdzjF/AE3awfRpYifw0MmuAZ84QFjCeN950c9al7XZ0qxpU9QD/ytt94yNUAxbHH8kmb6xTUHU2xYiwnnFsbzbA/onXHGGepQgQ74U5fjJeJmbUH1lMFY1zPXyQcsezqqz91GENSBw+wNb3ijTnW7613vOlvWB8vB/4UXXqgLreM84GMOAXQJvcZhmPJt1xAVifSZ8cazuR7QgC+ignBWwAMRTaRp+6mjIcdS61XsynSJEpXphjhH7rHRPZTeySefrG0Gn9Ccj4NoHtYlMz4NQ+rF2XkXaTuupz0MT374YO1AjRQSfYo6Vsor9/RT0U2mnZIPp9ohhxySVW0Yf+c735l51rOepdNAmd7NxgdDi7tnBMbcgCs7V7LAOtcWjUb70X+pP3yER9qYPEQAMoXV5E6r4XuGXT8pT79ANvC+4YYbNNukbWn5cPzzruJdqGnwJDSNL4FRrx3WXMuz5Lnlq59xRiUymrxJmhAMdam8Up+1Kz8C8R1rjrwUB641v5xvvfVWnV4L/1bW+NG1NxcuUketRKl9u6TR7hsCDYGGwJ0RgebAujO2epO5IdAQGERABpH/JQ6BmxlAMqUJhwmH3IqlNCOGzO9mbv3ZrTPnn3++pg/9Ya0Tpg4wKFUHlqyJYQNWSOm1uwgkbNAaE8goH53KEAe8PIcfGTq7x8qcPWdA7a5Dff6echwMilcsXwEBnWqC44Cos9keyEhdGFGsEYOxhzFj8rgzPBlfUpNd66UzAlQY7iWjfTSfT9PnZqtCzNKtoN5rMlf6nztocaP/EtrwiMFHVMWjxFlzRx6Opxk1EJn2xb1FwOjaQIl8PCMii2lM6OAfxbB90BZbaETGV7/61Zndd99dna0YluRNP0EmwxvjC2z8QTValT2XG4x0Ihr23ntvyzbvZxwq4I/jCL4xuh/5yEcq7+gTB3JwzVpyr371q3U3PSL+ZnNAi+PKK69URytGs0XYgK3qMBnAwZ0UJyun6dBwZFw+uQ9Ypo/ESF4g04eQj76Pw4wpWMi8No7Pf/7zumi3GfI45TjQo8WLnZNQ5TDeeai8+7N/x42KEqHINIe9E0477TSNWMUZhHFOujk/DNMUVgcs7DlsOS+SBcHZ6Y5ppWe956yZpz3tadOwMjavtTHvQbDEOWy6gW7CM86I34qDy7AdSzTJQHkO9BgnFrStziRbdskaSkulv5P3KU95ysyRRx6Z6Q/loXvjjTfqDw84gNBpfoTYYYcdQt/JiE55g0OPKDdzllOctkOPg6OFHiC8LBZ8OPOdh4MK3Te5rVrWu3vJS16i71xzhsEzuvHpT39a67G8o86GHXh+7nOf03cIOFl9woYcji/L6+iRpo+c/tuNK+Cy8FjuXTk5kxruQ5ZAx8i5bK6cOcXhZ/Xq1TMPeMADYsHK1dVXX63Ox/+WaYKRX0dLSOh0ct57Em14c6V4S2oINAQaAnc6BJoD607X5E3ghkBDYBwC4sA6nUF7HBDLMJVBrvz/058lckkWO8dwIM/QQVkcCwzkMX4YCqeRXJTTgbKdGSRTgQxYbQDtUvxf6k/y6qQWksRYtvRw9nnDPXTlgC7886s+04nYZYvoH9YriQNnzTqrPzgjnvvc5ypuaqwrf46UTuHzfAgn+o8nWq9jL8idVq4k5A8iaSm5UHysrJ4dHSdDjDASl6Gj7/PIbTjIu1CMU5xGGH1gcEce6AfTZ1iAGuMrOK/EOMRxisBq8Ms0lKVLlwimMoVJdqFi8wDWy7r0i1+cefnLX64RHUxLY5pR1McoqEYI+YgDdEsPxdOwkTPPAUf+04YYrjj1WFtobR0YwjjKMGQPP/zwsINc2ue4ZkoXa/4gN+uzzfaAFjifeOKJakCbAc4UUltrDMwdDg4L8FCts3R35/VPHypmTh+lpPRFjFeNepIpkUQ0XXDBBTPPf/7zZ8v22HJfFD3AcYwu0f4WNUT/wzHn+gTqBH/JB8pyz5pv8MwOeZttNr/TReENR79GekqEDIfbcdLha7x5ED1/eqd5+fGA9ydODqJi0XMi9Ob7QDe+9a1vaaQR+m/9CB3lAz7LpO+RjsN72sPkZKpbGsGVtUfSNugm3xno67bbbjfz5je/WSMhjQ71wzNr5jFllAX4aXecHIceeuicIhShbfXQduyMypHqlSbIH80nTQmv8EzEMWt0sSuk0bC8lD9GdsUk2oi8fDg4wzcbo/Be4yjLaqL/wzOTnWg5Iq+IOORg/TpXFj33BeQkd5rufozSO9e1eeZU0T33baBfwv4ZGZSUfwb9UIen6/K4Ck02nMG803l3of+jDqZFoxfoHuVdHY5v1kL8rcgn6wX+XH4UazsQjgKyPWsINAQaAg2BhkBDoCFwZ0VABtPbyK+dnTg1OhlUdmJEhY8M1jsZkHYSzt/JwFPGmmK2SkhT7RDjvJM1tTqJZpFN79bpxLB1dBY5eksSumkd4VrqCtfj8g4+j/xLNEG3wV3u0slW3J1EhchSSn+qsT2nNJkW0smv8J04VDox+ibnf0nEOMos8lfSZb2kyemmuCTlxGDoVq1c1ckui52sZzYnmWdbWBbKx+pRrNAPPugbekFboX/ozl/d9a+6F77whd0111yTtZlM7+lkqlAnxlKHPIsXp/oS2z3imeDmdTB9tmjdRZ04XZSWGK4q1pBuz1ZmKydOsu6JT3xiJxEZnTgGLDk7yy6Xney81YnjqhMHTfZsNjfgDa5iMCvuYC8OlbouVfBRrAbSVSflGW0hBnz38O0f3km0l7I53xgaPd4/m266qeoP7yXk4SPOq0IXknZP+8PiRd16y5bq+0ycYJ04A2YDa7WMOBW6PffcU3kDc/ji/Qefo3A0faQfoPucZQpWJwuTV+uZj8Rf/vKXqmO816kPXrUvCj7wQxptyjvtpJNO0iqtDcbVb/nEedXJBiFKQ5xivo3ydrHvA3SIOiVyp5PIqqwKoye7lnY77rij6pu9A9761rdOxVtGuLiRtaW0fuRGn1z7LQh9Rd9P66/qZEMP5VWixDpZ56ygEm/PPvts1TNkg5bpA+8sdAJs+V76whe+EAsNXMnOoZ1M0Q9tE9proG8u8u1oujX9ecy7NPleMV0HN97f4hhVKazdSpF4D/J+47uy/L5EBzbY4C76fXDCCSccK3K2oyHQEGgINAQaAg2BhkBDoCHQR0AGmcs233xzNVoYRMoUlo5BMGeZkiOG1QodcMsOWCMHpzyUgacO0DHGpCYd7C/2dJxx5AwkrUPrknoYcJNH7s2A4hpe9N4bVfBig/PymePbeHYOEQbV8CG/6GeOEBViHv/IYsOKjxmEwWAAR2TwcjgcTH4ni3ue5FOs5B7DW8sZBp6Op+fkdxiR18nvDUTq1faLdS/HYBCj6bjjjlPJhwyMeYQlIyVrqHWbbbaZOqAwaNEN+bVdZcQIop0waGRqZydTDHtOHsrjKMQgxPjDyOTjcPByg4N+HC5OdzxGvi1SvVtPnGC02dZbb93JYtAZv/N9g2EuU406nAfpYe0gUyM7iThQeS699FLNYs/S/JNeS8SkGuQ4rwLegrv1r4hbql9Oj6zPGX6cVRdF91TPwFjajPaCvkQJdbKr2Jx5HiUbDr399ttP25960R/VoUQm4zGVUd9hvv9xvXzFctWbt73tbfPCr7WRRO8otugmfDnn7LoZ3q6PGt5OZ0mT6FDVQ/gGS3OMGO1RuMzmmUQGqWMT3TcctS/5vuPae7H0yVXdgx/84Kn4MZ5f//rXq64YHvRxfSehS+Ejzmtx5qBDa9as6eSHlEwco0Xf3HnnnbXf0/aUwdn1s5/9LMs/lxuJHNJ+kuoW7QL/y5Y5Jy3XvJ9kjaxOItO0OuORG7umLyMP+dGDTE/9e5l3D3LgxJIoLnXc4diWyK1OIvA6fgzCcYWTDlrOYb84tBfvzlSfnM67/qs6T1vqOw+8nc7p9yd9WJ+ZHtKnJa//brXv1/jdk+e3tjMayOfqXtQ94xnPUN5r7WDYyBpx+q6nzfv8L1IHId8FguE2gls7GgINgYZAQ6Ah0BBoCDQEGgJ1BPbaa68fMhBlAG8DSzWuxPBYLobOChlUPuc5zxk7QCVKAkOcX2MZ3GI8p/TCdeJgsXrCMwbZEh2T3ZNmH1823Fu6P2MsIQd1y7pGHb/6pgZGbYA9mzQblMtUEDWsGXgvEqNniK+p082oKOXjXvDByJiEpuzgp5FGMlW0I9JgbWAxCj9wkqk+aoSZQStTLNVwh3905S7yy7sshpxFYBi+Mg2n22effdTwCeVH6dYEuJiOYBhaJMcoGeb6DKeEOSaMlslH5BJGKv2PPoYRO9sDmpQHb3PwSY/XvqhOBMMm7UPptT2vnp1uQ4d2wAjFsSCLas+W3bHlkEemJnWvfOUrg5MTefjYu6XWD9at8C9TDLUfEBkk09C0bmuDsYyMyHDbbbd1shaeOqHQZ3gz7Hv9s3ivKZbL1tP3x3bbbdcRacQxH3zVWCZChig2+lyJo/FqeNLGpBFtZI5X+KrxlqbjzIN+WgfOoPLdSBrRVLyXLBKppI2TSr6b1NlDX+W9juNNFvGviTertC996UvqODF+6Yc476iHDzisXr26kynM3fe///1QR8krD3DCyfRULQcdwzjre4Ip9ziwqJMzGBx00EHdy172sk4WsNfvLdItD/pktPheLelZ283HWZ1Xlf5T0jaewIcfFvge5Kjhog/kzzvf+U79HqDdrY+ovkm/WEL7Ch1+6JB3pSyA2I6GQEOgIdAQaAg0BBoCDYGGwAAC73vf+16EccCUKgaWDJDTDw4spk+MMvwYuJrxTFkMDqkuo4PRonT9ID6tA6Mzuy94sGc4b+w6PRMVYvcY1494xCM6InfW9oHRiQPCnH/Gw//cOcdnuUQQyM53ahiNMi7mGyerC2MTQxB80Ac+ski1GscYMkTKyVpNWdSVlSXyBgMa56DpE+XNiANjWdsrtLtibjpWpKf6QT6L/DCn3nzLPwm9iy++ODgUcCzIws+TFKvmMcw++clPdne/+90Vc3BSvCt9ehRWQ894NyxbvkwdD094whOCU87qrjI2x8SjjjpK2x4dMv1J2195Ldq6x784r9A/dGhUpMhsWMUoBxebLjaOt1RfcVCsv8H6nSzov9bfVbLZRPf0pz89RMyU/ajEEZlwTiDPLrvs0n3zm98cC88HP/hBdcqAc4j8W2dB0T8XKV70P37s+MQnPql0TYfsTOQV9cKnOdM4y45/nayXNdJRMpZRn4HvK6b1ohvqTBK+wYF75N/+4dt3x0vUqn3vUcz4K+v4yle+oo4u6KTvKnCI2MZ3M/RxCvHdKuv9qf4gH3VbpKnpVKr3OGJr9Mr3W8yT5nfXqQ6Oyjf0jLrQC2SDX6bPmpOzxMXuiVp72MMepu8l5E5pgwX9G6efOAqvEXnb0RBoCDQEGgINgYZAQ6Ah0BAYRkB+md+Y6Qy5A8tN02KgiqOBQTnTJ8Ydl112mToHMM5skOsGq0JP1uDpD56jw4yBLHnzQXoyAOe5DOBdPvJy78vINQPqVbJWCfwO/ao/jv9pn8tOW50s6KtGhxuYe74KoxqenVyOX+U9kdVkRz796LMom8Ml3kPL0fT09D4vCx6sb4bz0dYomla+ueQn6oj1W9AF+BcNDM4nnFIYsaeffnrVKMRIJZIIAyk1CKGhcoOPfBQX0yuwU9w4G85On8zAoyyGIW21//77z0W8OZX97Gc/q+sEgQHGG1OJZnuYUU20GniDAfKleGs/QUfAzJ/pj+R1GLqz3Wdpkh9dkp3iupWrVnaPetSjuh//+MfKrtU9W95r5YwmDj7anw/vEuQJ7a/9Kb5PwjuD9wHyycd0gDa/q6ytBtayk1utylmlMXWSiBGcsOADb5zB2PVNx0faV106zovFyg/vDnOQmNyzYmZMIdZlos/xMSyVV49XaHfFDT3hfeWcWOCPk54pyKxNxxQ3IuOY9kaE69e//vVOdp5UJxBOCNM9ayujDb0F8uH9jKPn7W9/e5VrHNeyKYjiaU4ceCB6btw6S1WCA4ng/alPfarbYostOtn1sbuX0JcNFDQqE0fwz346epqitZc5osGWd53pKTjHPub6mrU/umkYgxnlwjQ/33eNDmelRVt53TJM7bvCdF2fe9ru2rWl5vdt6+qO/d3eo0YTHo2uu6be+P1FGjzBM239nve8ZwDhmHzRRRfp+IIxhumd0vbygB04fOADH3i60G5HQ6Ah0BBoCDQEGgINgYZAQ2AYARlmriPrgPwnA1icBUTIMLi0j6aL8cpAn4XLRx0YNizCzeCWgaoNvI1WOMuAGKM63Feuxz1Py1IXvK8SA/vJT37y4HTHUbzP5hmLQbMwrTlFpuE55T+/NgN4ND55mTyv7LimUzIwCog6oV3uyIO1XJgOg+FJZIFon/+so04QHI1nnnlmlSXKyq5baqyZAWvlkdkZU8g7AU5qeEVsWD8GRwYOW1u7qcrEWkg0g5d1rjCY4QP5dthhh+4Xv/jFnGtkvTfoYQwaXqmxOEpfzNCu5aEPs3A7/BIVY1OpTJ45M14h8OMf/1gX7qZOdHhQnqx9K/og7zL0j3fYPk/epyMSaT4Oonee+cxnKt3UacHi7QFDb/SHe9Fd2gNecOLI7pes96PsrE0sZQe/TnZ203cyvIBl9l72GMZ+FWWAX+SzyCL6M1N6mfIrO07quxYHOW2UOsd6dUhfhZbpJpFPtXcSkTpEisGnRd3Rfnx4n6yNg2mgTFf8+c9/3tMP2mVU27D5gk2bzx3tLkJp8B2lmLsF7pHV6Q3fl84ROiPTrGkjMOOT6pC7LnQ99APvkBaa5iDrl43tO5vvK/iBN9pnkvXI2EDlqU99qjq7WAuy5MfGHThzZQODu4jutKMh0BBoCDQEGgINgYZAQ6AhMBoB2bXsVQwkzQjRgbMOrN1glSgDfj219UdGDerZMY5pTBg9UqsbhIvjYKF8HF1/FmNP7/0gPbv2dZOGQ809cwP99HqhLys7rWu0EfxfccUVa90oNEOKSCHWwMFxwMDc8VvKafLmZ+PdyZM8S2Qvn1EGHHtl0zIea4w+jKpLLrnE2F3rZ9MLIorQJ9MB9IDPBuu7aYPveMc7qm1EedaCIS8GEoaSKxuNuRSTgIPplulSwChpEzEOoUnUwOGHHz7SMJ1voAyXf/7nf9Zpg+gLvBAhRwQHh+WZTd1XX321OuWgaVibARz6nWGDDiXXajzTx8AwxVGuoYFzAodLukPeXHgdJx8OBdavA6M0midt9/Ta3g89OekT8mETA6J3mOY118Pk/sQnPqGYwKPhDU/2DnD8OUzVYPd4c41TDucV6y9xGM258lYrD+0XvOAF+l5PHSy9tg764PpL4D/hG93inWK6yz3XfSe1c5BZG2n7iB6RD/lxUBHFVR78OLLHHnsonrw30D3y40ADL6Jd/5KOn/zkJx1rl9E3UmxDv1PsnLOIPmZ4jD67fMit+Xx/dDpOmnwkLeq60Ld6QhvSv335JK1fr6MV0q3OUCanYe8M9B0dpl0siq6mw5bGNO17yzpf6AqRXVaf0eP9gl4dcsgh1wvtdjQEGgINgYZAQ6Ah0BBoCDQExiPANEKMBAaSDJ7XWZA7DHBGrFi+QtcksoHpKGOCX1wZqC5d4tbCssGqDV4XFPQtPdbr6xenwwI+5Nez+5U6vebXagbTS5Yu6VibZ76iLEbJZ88wtrfffns1zlQGMbpSXkkjGso9cw4BeOeXdvcs/tJuho+lO4w8vUCjwMXTcfQjRhj+tCXG4h2Fh+kFa4+xsyUGCzKJ9umHe3bgetlhhw0uVv6Wt7xF9Y+8yGRlFRuT1Rt1TlccHoZximGKM7TQYTDZdJNNw4LZ1o53xJmFjnGk4GS19mH9mFokyjT8MI2LtYFwECAjmK0jH9UJ0xvO6F16P+YapzB84kzYZpttwhpd1s7T8DhJXqN7mOgHvNeccVGmpN2tz3l5Qt+S9CXy/gGXV7ziFfO2GylRQrQbumQOtkzvKrjynPfqKjH8ce7jAOMwmSfBZ5o8Rpfd7DbaaCPti1lfCjz690m4t3dVTEdnwNRkwOFgH5PfaKvuaXsk7zj/fmatJ6af1qIN+SGA3QApj0OIurg2J5ms06jim1zTYLG28p533nmKA05o9NIwCDpq76sxzqSgOyE/bVD/Xgi0aa8sv2uf7HnZprQjH8G2rDPcJ2XidzF1+f4mZ/SYdt9yyy01am0IX2ur0047TfsK/aWsh3ve9bwTZQfapwqG7WgINAQaAg2BhkBDoCHQEGgIjEdABqHrHHzwwf+OYcLglIGlDjb9mYEvA81NNtmkI9pj6LBBK3nYvcnWhzF6evaDc0tj0B3SGUBbndk5GXhn6fDpDB0GyG9729uUNeNjiM/5Sr/lllt0GgVGcpBB+FMZkDPICv/eELBzeEY+Z5CYUwZaaowUsqphA16GGc+NjpypF4cehh8fIn7uyIPICqZwEpFgzhTRPjV6SHvoQx/aWz/J2oodAcmLwwQjiWs+hoXi63Gxaz2b/AVWWs6nLRA61E87HX/c8XcYJCYba+rgvLKINIx0IhqZTshh+WbD2Ec/+tGALzIbZg6jtD9FHUyxMedE0CnBEx3iPUCkxVZbbbXWoxpN/quuukqjNSwCJ9UB5Zm2rrS36xf0GXnu2xwd4p3FAvlMSZwrzsbjWWedpQ5zjO6Sv4BhootgCS+0OVOoJllLcDZ6UJb53e9+p9Mc0fnU0aTOCHkHRRz7OmIYhnex4Aq24V2NfCIXskUMfF8NsjunDu8B9Ihopdr0U6Zhv/SlL9X3BRgZPXjmwxRoZPlLO3A8s4g/Diy+52jjno6qPtLvPH4BG/TYpRvW6dlwd054dDrmTXXcnNJKX/O47xFr41je0wh1ep58GVdeeFT+Yl0pT3aNPtGesl6VNon1i1r7EFW30047yXeRi6Y0Giq776t8T/HjmUS0LZe2b0dDoCHQEGgINAQaAg2BhkBDYDIEZKHVfTH4GKBKid7HHABHHnlkbawa0mxAa9E0lKvRG5eGY8rlwViSa3+v154/rjGkcLxhXNkUx8DMWrowGVmMG7wyGQPfnn+7t3OKraXZWeUxuUefIz6WzxmTGFJEpLETIwst3xEHePA5+uijtc3ABGPF2hiHBA4c1oypHccee6zmLZ1XZiCnbW407Vm8z3FI0+EF2mxzb86MGh/zmWY6QvSIRV7BB22Ds5V1hFjvy/JNU7eVIZrlIQ95iOp/6qToYZPqV3KdYqTX/hn9CSMV2jiVOKzOaficJK/RZUoWUR30pUyWjN+oU/Bb1wunBzgVoHXKKacoG1bPJDwN5bnhhhuUR7DhfdPDL+3b/pp85uw65phjFMf54GWIR0vHeW2O7LQvGs897DKcfV9K+nBPp1Q+/26uyE09OK/odziuv/Od7yhrqexEXrG2FfqWRl5RFt5xPrJw/Hwdad0lTXtm5/L50P25556rUW7T6IRrg1yXrV3COWuPIm/2zN57Y84jyvR0wbdnmc53C33qgAMO6HA8jjuIUuN9t3JlnNoc5JM6li1zUYwybfwCSW9HQ6Ah0BBoCDQEGgINgYZAQ2ByBGTr8mUspIrhIKXCxwaxGEEYYiwIfP311+vYddRgnzVL2CLepg44mm4g7mhyLR8dWLtrnDKxvsiDlk2MKctDOnxh8GIs2aLI4wbWc31ucr/hDW/QATqDdMej8Iw8qbFgfJfpCcYOm0Je/zzK6rCr543PMATBnMicO+IwLC644AI15EpDFF5om7/7u7/L2LFy7ASGkYtuYSCNk8+eR1xK3CIW1g7Qpo0sQi9jZC3evPe97+3uec97qjPIHB70L4xd01XDYTZssAMYxj/4GS7uHDFwOMl9qpP0m57+uTL0JfBiceqhdZpYmHkufKeyGh0c3ujJkAMduXBWw7fxbudc9hnVfwxtFgs3+mmds71+znOeozqKTludjoeIt6XbGXlo+9e85jXdH//0x9lWPVU5HJtsugGfeZ8a4nMgPXtnDeRRPeo/o177vrB1+NK2YCF8pnbCI87G1MnGDynoAhsTzMcBHizSPumR8jlJGdb0Q95ly+s//pguhHPZF8N9H0fKuGi3/D03pPtah37nFLSytjRauQOy/6OI5XNn2oWIM3aeHHcwtflhD3uYRkGi/zV++a4gElXWrXyg8N2OhkBDoCHQEGgINAQaAg2BhsB0CEgEzT9hEGdOrDC4ll9MxdhgEIsxhhE7dJgBQPQJBgplhJPZfaoDb6HlHUPmwLrLXe7aXXnllUMszXs6u3sRMdIzEhO8+jKbUSHnmpEBRll5nz9LG8Zx8eIlavixLtcdtfYVwBIlsWbNGjVYU5kxXHDW3Pe+962uO8WUIqIzcMBgsKZl3bXhVchcxaOOFXQxkJnCRJTPHXUQfYCzF/lNLvoWDg12sJskgmEUr0yrYnofjjlzjlk9Fi1TMxpjHjDN8QUr2gInFs6x2iGO7u66666b10giNn7AYUY75fyV/cHpAXKVslkajgQwIXqM9dg47H1Uk2fStG9/+9saEYRTpsejf7eVPC1ftlwjVp71rGd1RBvVjlHv0Vr+SdKY2sY7fJRjc0iGkena70RnQv/L9cfKoo+G0ztPemePZSIPcSaTByeGleOMDtJndtxxx+7WW2/tlZ02gXUKH//4x+tusV/+8pc77sGcKYA4tW688cZOoo81epTo4tlEfCHPM56xv/Zt1vkL8gSciveX6UvyvNSdQCPkrWOt+YxOefZlM1qWx+jKeVzdlOd7jrbh3TXJccYZZ2g7mh7EOpwcvAt5z+y7776szi+P29EQaAg0BBoCDYGGQEOgIdAQmBIB2TFoY4yeFeJwsl/E3a+ycfCMkcnCwJM4i/iV/aCDDlIHFgNgYSc3forBtD7XgbWrLw566wYA+eFz3XUXaSTK5Ze7beknGWDPJQ/Oh6c85Slad4i+Ur4TPoNsxa/cSb6x8gkN+/Xd5TVcYnsYZuBA1AkG1KV3wM6D5hRgl6n73e9+6jTAwDF+OOO4xFA5/ni37pSVAXuiInbeeWfNgyETy4lsAbsEzwI38FBMRuQFE5vOKIsEa5OnPMxFB4bKYhyffPLJ6rxKHQjGCxEHn/vc5+bMy/nnn6+yZc7mBKPSORXxdZiW2NF2RuvMM8+s8scU0H322aejzefroC+xgDfvh1wPhM9e20a9d/zHiCy9F/lXrb9Ko94uv/zy+WJRp3q+8IUvVF1Gn0ssU6yND/oieDLdioXfy4N3I2uj3XzzzeWjWd2bXuOkfcADHhDaEl6Np5TPgG0P46TPVZ5FWkm+RO9wIJoj8s1vPkZlMd64QW7Wu8NxVUZr0kfse6IWtTUbYGxas0X74Mjebbfdul122UU3J+DdRZ20K+3Fmk2333771FXdeONN3d/8zd/Ijzxut8WoI1FnXVp6P/pdF7F2Zegf6FWkTRvk3y+xvV2ZSCO2V0xLeZHn2t5Jmm9/3g28y7feeusOB/bQYe38y1/+Un+YcG2Z0Esc5kuXukXd5T32eOG5HQ2BhkBDoCHQEGgINAQaAg2B2SEghtrX+AXdHDNhWkEymGWg/7SnPW1oHKvpNpj97ne/q8Z8ZqxUDCPh1g3MRz2zPP7MQByjxwzfSy5xi2KPZGyWD00eijN1kEG9GVvwHowC49/OyaA9yGhyaJ50gG8Y9NPMkdWj4WmBAVNYnve853W/n2B9klnCkBVjmgh6gL6kWMAjhixpLNBrkTBpYaIdKGdOkyG5SA/YGm7pOeDsDLCgr5IHHYY+6+zcEeuB4bwi+uVud7ubRh+gmyYXsuJMw3Cea3Qc0VdMycSYBWero3/uG7f9PK4PwRs6Df+1gymPyIUDK+0LtbyTpBkN1mrCeVDqT+QTDCOOeTr9xT0Da94x7PT3T6eeqixYHZPwU8tj5VlsH9pEk6RtGnlxumdOoSVLFmteHHO1qD+cODh199577znvQml8G68nnniiYmnvb3iMfaKGo3/npH2qd216FMtbn7Qz9ay77kLtbzg7Xvva11ajdE866SSdNpZ9H/j64Jmyhx3qdio1mUzGac9MgSUKEr1Fx9Bx2pB66DtcE+3FNe9PdohcvXr1rJ2Kr3vd62ShfnkPSz1RNzxm4V0v93IdcAvvL/IZvmkZt6MouNDX4TP0+VDW61/Wbim92E+cw8vqSdOH9QB5wOicc87RJhhqF0snepP37nqyxpXqn/IV63Tji6Xdox/9aBZpXFfytKMh0BBoCDQEGgINgYZAQ6AhMDsELrvssgdsuOGGMvhMB+FuwG2Dbgan6aLcNnAtDQxLZyttIk8YhAtXvU8wsBiQ2yfJZ/XGAX6kQVlzYBHRMN+HyQBdIimYPqlRaoJBbszGAXpNxjQtyOMNELu3c03OtLy7zutbKZFzfj2R+YagSg9nzetf/3rFIo00Mt5oEwzFI444omfIyponGiXTK6d45HLZVNFUfodTkS/RF8uLvt373vcO0xfTtqwKNctE6OKUOFUcJ6wRk04bNF4wljEChxxE01TNlDv6H06fXAdjv7B2MKeK8RF1LOYFJ4xU2qqGkTkC6PfzubYau1Y+7nGPU2PX+rDxGfjHqMcRmDgDa/3DnAbPe+5zw/TMmizT4ExenIU47aBfj74yHJ0+ovPg9KAHPaj7t3/7N60u5cMikMgz3++rm266SaeVQjs4OegX/j2TYwvf4/tQKAuNQTpxwXZ2qiWCj/cDB7Kb/Oxch5Oo1j/gBX0mismi0qycEpryD5F92267rbZZpluiR/QZ+6SYEDm2Zs2aWW/08PnPf17feeiA9kvVW9MPfx7AMPbL3FkIJvRPop5lup1u/kDaaF0s6izejbEu46muB+Qzx98hhxwy0W6QRNY+/OEPV55xiAd8k/7Le5CPvC9fJM/b0RBoCDQEGgINgYZAQ6Ah0BCYPQJiJ6wj25pfy+AzG4Amg2AGtQyid9111+r0mNLWYP0XIoMY2A/RFI7jYDe5doNtBtjyKQb/NhDHuMRIOf3007XquRg+qcFlcmB0EoXB1BP4xEAsHQfGi52dPM4wiDLUZPTGg8kmZ6OhZ733eQIuKV03VQ8jR3ZzCoaj8b62zjhiiKIwx0FoPy/HiuUrNPKBdWfSg7VnWAwbHUp1AVkjTrl8RlsdnZ6+YWTPzBi3dHjjg1NpbR6ma+ieRV5FnmJ7YxwT3TEf0+9wHIIdRmCoS3EBt1JXIg8hb9AjdgJzUSlEzNTWaXqvLETP+lQ4HVgY/Gc/+9m8wfn+979f+y39qcabtaWd8zxRTnOW4gybj3WTUgFxvvPe6jlbFcPIA7yZ82rzzTfPdtw0HWGtJKbPofsscD2bqWopb+U1i56jF7wLcqxEB3y/Ib2OZ0VPgk6lz0TmxBkBPepEP5iOd/HFF5ds6T3RO7ahQf7udBiuXMlGDqvmrb/S78v3U5A7wcJwQodoF6Liav2gKlSRyA6nOG/4bgwOxLSu9NraIWDpcIBH43OVOL3hiSjWL1zyBa0NHWLdQNJDHVKm1q7hhyF9nuuqyT3qTDvheOe99aMf/aiQtn574IHP1e9GMHC083qhiX7Ku+RP8i5cInna0RBoCDQEGgINgYZAQ6Ah0BCYGwJXXXXV3xKFVTcs3YCUZwxux00rsGEuW9ATlYAh7wbeNmD3A9xscJ8PekUaNxjWPP1nDIgxxNnJjMMMRqt7tmem/7DA7/7776/OCWTGaZAaYGZswKNew2PGZ5/fII/JVTuneKTXltenMR0DTIk0mg/nyCRYYdRjHFYNZXAQ3latWqlrzPzqV79SktYmrG2D3tR1K21nf23y9hwzEdfU6ANbMyD322+/WRujk+Bgeb7whS+ocQ4mqW5YO+PYwEBmPSQM0Nkchh+7e+IIgF5pwLr6BBd0Qz5ONyNOPE/1dZn0GxwPz3/+80PUkvEGnyeccILqPdEfYHrUUUfZ4zmfcTTZAv7osGHVO3s9D7zrvUWpuKmqOJfYQdWmqhpWc2USZx1RPOj5SB4FVxwK6DSLx9v6WykfTBt94xvfqBFIYPmmN71pruxl5ZGd6CXeBTUdDPgl/cl0YSh/dHrlOpS2ETpIf+b9Y2u7ZYzJDeu1ETGIrtVwXOKdMXvttVdPD0tak9zzHmQdML4TYn1ehkSfVA5/v3yF2/nQvs8mqafMQ9QXzvn1N1g/c84POpWpWz7p+0uvxcmDLvE+Ye01puGnxyMe8QiVy34ACI6qUjZt637bpfWlbemuXX50Al3CKf+Rj3xEq0/1OeXHrr/yla/0Nq4oZaev0ldOOeWUFn0lgLejIdAQaAg0BBoCDYGGQENgHhCQAek6T33qU6/AAMD4FpLVX1MZYK9ZsyZMlbGB7ND5ggsuUMMbQ0aNJhkkD9EO6TYot3OFl6XCI4Pi58r0odk6COCZKU0YP+yeyHomGApggNMKWWsOA2cEFnIYr3pOn+UOhCDjgKGRP3fGTppG3eZEete73jUE+7ykm/Fy9tlnqyGK0Tpk+NIWGI7PfvazsrqJZGNRf3DMoodEDodjPE9iPKdY2DX1gslmm23Wscshh/GeMTNPNzg5MJaRxwxK48VkACuef/jDH55zrTgJMAKZLhrqQX9M51SXkvuBPoZeM+1U+nn305/+VPlKcSLyin5KXeCJ04UoxLkeVocYsBVHZt5XVD6TS84Y6mZ8c0aPMLKJEGGaI4fRnyuflH/3u99d1dUMd+GDtqWNcaKJ8z9UbbzgdDzwwAMVS6bQgeVnP/tZzWd5QqFZXvC+ok35RP7As4Kp6kianl573cn0RtJCmZjXIq823XTTjrXM0sPkIiKL5+hR5MvoufWdcNYw9fBf//VflYSVTelNes37/wUveIF+H4BzrBO+5ZPokD3jncF6TfB5o+xKyDEbHlhnD4cTsqbvAnu3WX3pWZ8JTy7NYQse9O9j/+HYsEaa8XPttddqRCTfR1omlDUa7uz6iZdZ2y6mp/Xn165+0ux75RWveMVEWBC1JmtaFU5DqRO8PY/m7HzQFluw9tViqacdDYGGQEOgIdAQaAg0BBoCDYH5QeBb3/rWGowhBtOZoyIZMC+WxYoxctkmftwi2QzAMS4OPfRQNQpz42LE4JoBsBlPSd0hTYwSDBAiUviVf9QuSRgmLDzOOh3XX3+9Gr0f//jHlSemH+GwwvEhCKrjzgzC3InneCVYKfOhAABAAElEQVTP8CdGiFTzJHKkz51MFbrkr5RZJFN3aB94Z+entX0QSYFhAy5gnvKeXt9N1oG6ixhY5c5/rG2DkdjTKcFyUPaAc98Yo07KhY8Y3egjxnAtCma+8WE6JPoMJqVDzuGxjuo6eG35oC27f//3f58zCyyajyHY7z91fDDaHbbOOKUv42zhc/jhh3e33XZb4MmMZKLkmDZohjh1EYk01+l5Rp+15JhCB91Mjwb0PNN93w8oR1vjwPrgBz+oMhj9INAsLowG60nxLqBtwTvoN44d+Zi+0u7g9MhHPrL7zne+E/gwOjhlcGzxDoFf8u+4447Vxd2nZdfqYHoX0/do08CnOa48Xsavc2hF/jV/+m4ZaoPQD937yZxXTG+zaYPGj8nBGl9EZoFP9h0CLY8huNCWTH/kKGkYrUnPOHjRK+qMWJTv1Fz+JUvdou4WFTdbHnDQ8z6gv6cOLMeH63/9a+PNPYdvop6IfrR1xEx2+h+736JDfN/12k7bKK3HaOfnqAt5uuEF7/wIseeee3Y///nPrfrq2bDiRx/6IlGdga+gVw5ve0fKIu9PkzztaAg0BBoCDYGGQEOgIdAQaAjMLwIyZehDDGRt4CnUo1HgDR22w2YwfeGFF+oA1wa01dGuJGK8soMaxha0M5op/fI6DIYTHsxIk7wM+hn8f/GLXxzJB8YuDo6NN964Y5okg254wMDCWMXIhC9k6hshvu4qL/bMGbhZ5EOWv29gWGRJwELzk6/MG+/hlzVSiOiwqI9x2A+1ySTpLN6N4wldGMTFtxkLmTPN7ZpvXZORJuoEvA1zlddjE4wqubdrdxaZM/zS9pfrpDztT7sdd9xxWb1r64Yd1dBjDNbQdh4DizoAL/KwCDIG7lwOHK8PfOADtR3K+vq6UuAkfOGIoQ0x8FnzCgccR6o3OG4e/OAHaxuDJfzTL175yldm+WYjh9XDlCT6GHxkcoxqZ48r+dF95MDxccwxx/QM/dnwVpZhOjJ6Xrat6qTnExlo291337277rrrlITJyA3OK9bDQi/BEfyh9+xnP3teprZaXSeffLLSzx3t7v0R+hD4wbfy7hwK1s+yNgDfBOvyGffggtzoItPG0sN4+sxnPqORccieOSkT2qTTjjhHiVKb60EELY5E3uGZ01HrjO9O1SHScKIJHughDturr3bvK5NhWn4o9/KXv7z6jtRdZL3eREwjT4YF32P/9E//VNVpouzAi/4YaaT93LV5fBdE+pq/Vz9lrYyjA260GW1rU3LH4XCDLA/AO3/Jkv6uqOa4hC59QKZ1/1QisRcKP+1oCDQEGgINgYZAQ6Ah0BBoCMwvAjKdbtVWW22lA08biEoN2eAZI5cB70477RimIg0NeM0w+OEPf9htvfXW6sgYcmJhRNmnrFPvi8E4A3t4YSc1DqvLeLH7K6+8UvnF8cOgmw9GJQPsIRld/TLQT+rMjDxLL88pVvas4pSKtJzB4e698RHK5biDOfwedthhJuK8nw0zpgdhsGIgg3HWHsqf59XLS5tiEOJwSY+zzjorOAkzGtrWOY3yebjv4eHKLVvunEhPeMITOtYbWtsHa6Nh+KJ3o/QGLNAtnF1zPdBd9Ja2D3go5oWugJF8ol45pwO8YijjjLKpttbG8MaOe8985jNVJvJSB/xTZi5rA6VyE6nJVF/6HAZtLkeu49mzpN3RRZ5BZ1zkZ1r3pNfsHkikII6QjAfF2vEI77TDox71qA4DniPFkkjPHXbYQdve5KTv4PxhLaz5OoiQ2X777RXP1LGctr3JUEuzZ+mZfCFvgjt5eAcgN98LX/va1zIxTH52ybzPfe6j+Ub1DYtIO++88zI6095Yvfw4gW6UTkeTLcjk2xGnEpjRPkylnasu0acOPvhglZs+b/UOnj22C70jj2mDZ5xxRhDf5CKBCCf4DFMHE11U59iI+0GHlpRJMaGf8+MCP+586lOfUj5SHgJj/oJnYIbMvC96DumEPs/5yA9MDxc82tEQaAg0BBoCDYGGQEOgIdAQWDsIiHHxIgyWIaNAalWjhumETG8at4OTDYjZnQ6DrjdFxwbiheFEPeM+DJCZ0jJqOh1G+j777KOGeWrwjaMdngtf6aA/Nw7yqSlWxqJxuM/LpjLVHTi1/LQFsrKzo0XRlMbFXO6tjaDxgQ98QNsI46TuvEplcI4SjFYclGCdHqx/hZFkBn3AJ2tbw8Gda/KX5eBrxcoVHYtAj5vykvIz7bXhwlSx1atXKy6DOoSeCA7ghtE5lzWarN4TTzxRDe7QDpU+UsMLJ5RFvRHdYfRS+dEjFmlPHQDwj67hjPz2t7+t2WtlUzpD11bum9/8pjrh0N+qc6Mik7U3Z/Dkg+6vLUfli1/8Yq0jj2hCz51Oor+8E3mPsPNc7Tj++OPVAZZGyxg9NkHgMExq5SdNY11B+tTg+znDU/iXNq3pCNgOpRv+yAL2rHVUri9nshANumbNGtWjet+IGMIz61XN1XEEVkwJx+kITfBwPHtZMwzsfeX4wImG42hoAfpJ24F8OC2f/vSn5w4srdvVZTgab5xxdNHniAbGwc9hWNr5G9/4hj5nofnUMRbaqypflFPzJXlCueS9S1+kT8LTP/7jP2Z86M3AH6Z+8n4xPc9pO7nRmWWyxpisD8ZWipKlHQ2BhkBDoCHQEGgINAQaAg2BtYSADDgXyrSMf1+0eFHfgaEDYDdIZRDOIPb0008fGOrGZBuYY0y7wa2LnmHwmw+Ao9Eo4jmjJBmIhzT/bNkytz7T0GLZVq8tJj9k9KU8xOto+KW/eKfPIz8xb0wzgyI/Uz7S8PKOkBEjGKy322677ka/4HBEdv6uWH+FtjTnZXCaeKwDz/Ca8ItxT97aumhMtQIPo5XR8HQVr4JmD0Otz+kdRjJ4EO1ia0xZO88fGtGovOWWW3TNMYw9DLeMN8PB84dRiPOKNZDmOkUKxzBOG/qLGbEBP4vqs/oTLMGaNiSqYlS/OProo0Nbm0w4AihLhM/tt98+JzitTUqD1+qa5Aze4M4U5FFO6tkwavwxbYroITPIS77YMAIecFRYm1pZO3/605/Wdidf6qSzdx3r7s3HgdORNZHApaeLiQ5EGbwjpaInGrHn9dYcdVZOnRvSx7jHeTXUz4hcYydE9LN0UhstaLvnS9QxWpt6OS024H7kkUeqc7f6Tk/lTa7pG7w/HvvYx87L7odf//rXtd1pi7Tdnewee9rF80A++GXa4FDf5B2/6667qjPU3psRy/y7JKbHunrvCKs/wYFy6CY8sy7euB9FTM9lnUx9r+ROw5wnc64ypVza+q+krnY0BBoCDYGGQEOgIdAQaAg0BNYuAldcccV9GYDiKCgH5jpAlsHwAm+ssyMbv4ZPehBVgqEXDI9kYO0G33EwLlJ6J5akSX3Z4FzKYRgtF1pEgvFr+NBB5AZTzRi0p4af0SNiKnVSxXqj8RHSjKehcyJPLONlsmf+TP2DMsszeKUNwEumYqh4ZkwMyTpNutFiO3jWFiJqh/rMYRL5T/CRdtB0L4Nh+rKXvSxEEhgPOLDQn3pkRmL4CK2If9rO1v7ujEGHg+ihD33onCOEjMdRZxY8f8YznqH4Vw10a0/VBeFbZF25cpVuDjBXBxDOEqar4Vix9jB9De2S1R93xwOfz3/+8z3RrL3f/va3a18op8wtXLhAoyuf+MQnhimHPSJTJOB02mKLLZRm+R4xoz6cwRB5vEwW9YQO1XZNnIKNalbDgsgpnMQWLQW2hjPY89l77707dp/ksHJGlHcfUaDmyA1tI3ToSxtttNG87LZHfUTFER3HNOi0Ht6N6oQq9KF0TLl8vk+pzvavaSf0gr72pCc9aRB78GBhft5RQ84/45F3BDT5AYOjxFATp/hDhBLvqv70Oo/DgGzmtJmrQ9H4R3fAKXyXDdQLDujHerJ+JDwP1c8U7Cc/+cmqN6k+Ohz9ezfUkd+bzhrm1XPSt+AZvWYdsUkO1rKEN/g33qjT6rUzcqIPZ5555qHCQzsaAg2BhkBDoCHQEGgINAQaAncMAm94wxtOxHBm0C81Vj8M3hmwEnFiU7lscD80KObXXrYex6BJDR8bAJsBG6fhpQ6NYtAuxha7IG0gxsy5556rVQ7Vz1QXjL9Vq3DK2ZSTmlx5HansgccKHtVnPYMyrc/VE8oVec0wBF9bMH8I07mkMyWKtYXK9kjlzq8NH3emDeFR9KWHv0VgpU5DaAWZA45GU/ARHGLbR7zUeSXt/JCHPKRjWhrHUFvrw1n+MZq/+tWvun333VeNU+TLMYh8pen0l4UL19WpjeWOYpOyY/VfeumlwXGmzp9CP0K9ipfbaRCMMEpvqKzRZPUznY18tFuceuXkWXfRuor9AQccoNmNFys76dnK4US7xz3uEaYzBp4r7e4cmE4PMJBx/jBF1HYZNZp2JkKNZ3NZKB/dZ9c86jMnK7qpjkhxGqO3zzvwwGznRjAwHnCsES0DrzUdoU8xzc2ijibFbygfUUe0XdVhMqQfAeuKzmqZ2PfWXXeRvAc20Olrbz3urb3p4SY3EVlEMcFH+g7vt6/7kQGe2fG1nGI8JOeodNqdqZxECkK3VmfPcScYkJc22m233XRjkVF1TPKMSCl2gsShk/aj+G6LuPIdSt2sZ8fGFhyGpZ1xeCMXP1bUdKknJ20X2jzWpflCemxz4wtdRy+JrLOIwnHywiNRkNAexRvvP57vt+++LBLXFm4XwNrREGgINAQaAg2BhkBDoCFwByEgA9BFe+yxx08ZfFsEiFQdBs02IMaAwThgNyZbKHpoQGyDdSJbWDy67zRhIB4dVlaH1quGWDFQlzQMT+rHUGZ7eQ6rp+SDxcmZvoHBmUWElAN+vXe8ULfjI94HfiQfhnfKZ4wkwniI/Fo6ee060FHZYn6MDHDFmLEFj4dkKmWc5p5d04geoY3HGaIqY4mT8L1cFlNfKtvSs8tdebAGFjjzPOIYjSqTP8VPMaOepC7aeKUYrPDKWmocawMP459ovhe96EXq2AAb47N3Vh5jGy8UPsnDAtGzPUwuFlG36Tj1eh2O5Fm1vtv5DQPYFtI3Oikf73rXu7StcTxkfdrrH3pHex32srltFGB12xpo0O3JEHQ+1wfyovdMlfvxQH/GaXXCCSd073//++ekB0wtxklFfcYfuHCvOMiGCRbZaTLZGYcDuwviSBnSEZ799V//9bxEC+L432WXXdRBkL27BnCMEav5+0nlTPqWyY0Mi0R/ceixOHp5mNxMudxpp51U5hQ3o5Oe4ZN3PO/mSy65pCQ5q3uil8Y7zmKfdPLyDnLRtyabyTMrJqQQU2PRVb5LosxFvdI24EqenXfeuWNTBo6ybnTpQHGUkrfmIMrfj0l/kXbM3suVdk2/g9B1dBJevvvd71Z50cTiz6mnnqqYr+B7c0DfaOsVK1aKvm/MDwz3Fkza0RBoCDQEGgINgYZAQ6Ah0BC4YxGQX4s3WyaD6sy54QfJ6cCZ6RwsSnvKKaeMHRTb4P0nP/lJJw4yHVAb/cHBsQyah54JImogYCS8+tWvVuPA6ijG4XoLj0zBSZ1Y0B6m3zdKqHPURyOIesaE0DGDQ8tD12jbGYNnmWCyvq41goG9Ng7w+ehHP6qLL+McGmmIpnIk14YXBteiRYvV4VM6MMEaY5NpdT28xOAhzaKtjJ6mgY+vC6MOPNgF7Stf+cragCOjiXP1+c9/vjo24L3Ht7V9goXlMQcQ5ed6vOlNbxp2oPm6l8hGChikLErNFM7S2QIP1heYvoWRiUwWbWR82xmsceC85S1vmSv7ulD34x//eJWhdJalbW11c14hi1aji4973ON6kVfGEFOZ6Oc4RcwIt2fTnHGCsa4VbWYRgvC5/gZuJ0IWdre1gQxDo4/DgShS3iGljqSyLZc1+mifiy++WIuWdIzeJGfel0Qf2uL8KW56jU7IJ9Zvjqv4bsnLuHQcoGBO27MRw+WXX95jx/gmkmzbbbdVzJArpRfrje9GaKJzr3rVq3o0Z5MABrI+o/Jb6pTjpS4rMtLO8E7bzfUgcm+zzTarTGGMsjtcnT6rM1bK1A7eN6wfiB6N0qXg2Lf3T3nW9q/J79L4kQdnIjpk/cbatcaXPbv6mmu6+8g6Z0SarSM4Zu2s+ubo0xdog6OOev2Rcm5HQ6Ah0BBoCDQEGgINgYZAQ+B/BoF/+Id/eCUGjg1QhYvMcLF7nuMYYkFjDhsA1wbHlsYUINavoqw5sRw9M77yuhg8ZwPohBd4xEgZNZXQeDrppJM0EosBfTTm4+C/WgcGgjmc9NrxZnntbHjouZIvpkcZKYuhh5GAHERasM7LfB0mN/SIUiNCyCLRzHgf4jvInGCd5mXaEbw/6EEP6k0R+tjHPqYyMS0plEkwsbQUu/QaIxn+9txzz44FozlSWTRhHv8wJYwpeDVj0ngddUaH0UHWmJrrcZhE/0ALJwB1prhwv2L5CtHdhTqN6aKLLhpZHc4rDFjkivqe9i3RfWmXJUvcVMmDDz54JL1JHrL+FRsP0IYY81U98rqA/qD3tDVTlW699VatomxrFtTfb7/9FJMtt9xyTgu7/+AHP9DpfeaIoW76H9OMie4qp4AaLzhAcHzxzqpFy6h+eLmsb02zy1uJrdXLlLXNN99ceazpYNQP9x5z9+l12t7uGv1CJ5Dl7//+7wdxh6cvfOEL6vBGpvxd3acLf+gZ+Yj2sTXMStkmvTcMcKxC2/oE11HuPh/2DN2CF1uDa9J6h/LBh+lraIvkvWbOIjB43ete1zEduXagz6w3B2+l88o58PmOiN9L5tQPZ5GffmVyBl40PWJDO6PbrFnGjqochmmNL3v2wx/+UJcHgL/cYZjrFTpBm8h6gd8Tem3qoDREOxoCDYGGQEOgIdAQaAg0BP6HEJAB6QIx6q9cuGChGtTChhoRnNOBM4N2BrE4sb73Pcaxkw2SWQwYoxRDMh3Ep7TLuvQegyEYwKy1sqAj4uGBD3xgd/XVV4+snwE6ji4iV3TwLVt+l3KV9evzxEhJ85fGeb9sYoSYcZHQggeMSNbzInqHX/jH4acZpviDQc7W8TgV4J36nGMhtqfhOY1sOB8wkFj0v1zomgWuiczDUWg0LeKK+4BTggX00CWmxWEkYuBNur7aFHD0shKVgPOKOgcdE77tnCz9Nl0lmGLsTbIzZ4+BJIFF9XGSgAPYplhhFJvxzGLtoxydtDnOGPoln57zKuDuZGENLOpiei+HGbIJaxNf4rQg2iM6sKKehXaXurStpe9zTqPIyopYww7HLrqE7mKMl06mssyo+8suu0x1lkgusAFnnLCjFr8n+usFL3iBykQZpwdRrvIemejbrF011wNnB/xlEVih/YZ46OsoPMIX71ra5p73uKcsuH3G4PRvdOB973tft8kmmwS9y+SEh5QPf00kKfV8VJzYHHPRJcqzgD3TMXln847IeMj6peMHxw965iKhVnRbPmjL4KCD3mwPHOlsTAB+8f3p+IEvpirSP9esWaNTXId09BqJbCICmbzWx1OZ0j4S0qtyU3eOhyvr0hb57xYcvtTJMUlb4Khl3TLq7vHn29jw5X1JX5fvrbbroADWjoZAQ6Ah0BBoCDQEGgINgf9hBL761a+u3HjjjX+vDqbUWAmGgxssY9RhXDIFCINr3GEDaRaTZTBPWRwAIm5uFMl9PqCX+pJBtOb3A22MMhbqvfnmm6vVW508/MxnPqPrKmFEMH0p/sqc/KqdyRvrtfqt7vzs8MjlSNI8bkS8IDO4sZvju9/97sFpS1VhRiSmchJ1xbQr5MQBkDoKc76HDOGYTjvkbTGjTiocAWwrz2F1s2gzRhC4LlrcX3C5pLNMjF7WWcHwXb16dfee97wnbHdvNEeIPOtHrI2GgUdbDDqvKvqWt++MjzZbv7qG0DTMMa0IZw0OpxQ3eKPtMOJf+tKXjoxswXB+61vfqsYn7R5127WlYq8yRb0kD3WwY2c5HXRS/q2diK4EU+qOhn7UI7BDFp7jmDj66KNDnUbD6vzkJz+pziby00aUZYfGMp/ln+TMYtr0BbDknfGYxzym+9a3vjVYlDZh2iB56/3H4ZjqNO1HXnbzG4rCGayweMDaZttss41zYNFuXh9j//XtWKYn9+a44h2LU4IfDq699tpQU4knjtTjjjsuRKvW21HqTeqAnyXeaUI0nU3DDJXM4oLpns95znOCIzbKbO+iqMPpM66RFZ0+6Z3vnEXNsQjY8GHtK3AM31NSh8oseJpuokv2LoSC4WpnotnY+AT96zmHoGd46nlYtiiry2M/DpgOwucGUseDH/zgMP3aeIiS9a9YKP8Fsn6h9c9YT+y/Vgf9FxnEyflEydeOhkBDoCHQEGgINAQaAg2BhsBfBgKf+MQnttZpZ7KLn3BUdTKRzsAeI48tt4lY4Jhk0GzTCSmbGQd+MM+A2X38YN14KM4YK2aQjtplyXi6UabmsGj1YnGwUA6jIvuFn/rNoAh1wYM3LHrPIjY2yHd4Rb4Z8Gv0l6wdRcQa03eYrjEfh8kFLRxIRAPhHANTHGWlIyO0ZZAt8j/4jLyJ3CtXuulfGLt2GB+stYUhr2uoSARBiQn82NRJolXA//DDD5+3nduMn9oZQ+2dYtjSHmCD7tRkNn0IvCeyBz0QTNAfjNj3vve9teomTmMKHesRgQ3Y4TgAIwxKoj8+/OEPV/uUYc5aWExdos35TNLmyEY98I9xzXpDHEZzYuZ9Rhw222+/vfK9QKI3U1xZV49IItobRxSbCaRHWidYYiQjO+3DBz6JhJrLcYPs1IhDioXYcWDWdsgzPmgPdqQEm7qO+HdB1odE10Xf4RtZbf02ozkt7zgk+WEA2atOj6xu14dNX1krTd83gjeYs3Mi007/+7//O2Mj5Y1II35UoF/03olWV9YPXJ3wt1Qc8xtttNG8vdPQd3DkE/SIuiv1h+fCo4uIWqp96Kp52LmU74q/kfWgwAM5rS76Pf2UBfCPOeaYsGul4WlnwMYpzzufMj1d8vJk0wYN6ynP6IhNGyR6jSPlQxMG/uD4RmeR02SM56jr9Af65mte85r3CilRt3Y0BBoCDYGGQEOgIdAQaAg0BP6CEJCB6qEYQAxahS33qRgRGM0Mnpk6w6/n4w4bWKfTCaHRryM6jcw4Iw/X6T08Up5d2WztpBoPVi/RJp/61Kd0gWAG5ZQlGohfsJlWldIOPJn8Y84YNvDDZ5lMcQS7hWL83Oue99JpYpdeeulEGNX4H0rDMGXhaBbRVlnE8MOgMUdMKoNiV2lDyzPSmKKclhVDXTBjvRucQulBFAcOOupf3zthwADjaMUK5wyFR6Jw2PnvX/7lX+Y0NSyte9Q1kSdEiJgRRjuZzKPOpa6leW23RabCzeXA8bv77rurzjicHF4veclLOnaBqx2myziCn/e856mBDK79Npc+FNo7GqMmBw4LImhwGnAY3Vqdo9IoR5QYdHGewIs5+DDcN910U10s3qadGi2r79e//nUn6++FtdqsfaCBLs3HQvPo6lCEkPFBJCnr9FUdDtr34zvJMHRnl25O4yOOOMJEnPX5S1/6kkYm4gCBrr1X0jMbKtg9/Qz95j1297vfXZ2F7GpqO1XWGOFdiEMPJyZyQKOvQ/7dL8/LdyP5+Zx55pk18lOnsZYafQHnVc8RG/TYvYdKXtAZdOXhD3/4nKYPmi6cfPLJSg/8wRQ9NoxxCl5xxRVBPitj59/+9reqz/QDPrRRri+Gab9PhnxeXpVTrkt5zZm+WHSAdp922iDMs0sj074pP6rdkR0MZNo1ixOuKzy2oyHQEGgINAQaAg2BhkBDoCHwl4WADFTXkel5FwhXOpDnHD8MvOPgG4ODQTBTLspf+hkol4cN9DHAp5tOCA+xXuMHw4X6iQL52te+VlYX7q1eEjDszj77bHVkMTjHyMDYwFhkiiHGig3cMY4sQsaMGfKSZ7kssL1czpTjwzV5MYJZu+f5Bz6/u+obV02ES2B0gguchayJxCLcRMvBV/1X9NhuNu3EcAvOjdQ4DO1c4hzbHLkxfDCy7TBsccjgfGF9MgxpnBf3v//9dVcwnGxnnHFGL+LKyhqt+Tqjix//+MfVYTYJPhkuAZMod3guGJk+7LXXXnNywiF76vx59KMf3X3oQx8KNEts7B6nHNNnaQt0LeXNXbv2M8PXzmk+dB6dZdobzse5HLZbH23N4uj3uc99dA02cYRn7W3825nISVkQWmXAEZ7yR5+mbxPpsrYPIlfYQAAswSTlQ69VH9I+kV67PqYRSWLsIwdrws31YDol7zScC+gbfNHe9rH3FfzhOGTNO6bfffGLXwy7VJY8GO44E4l+pCxOGt51PZnDu8C/Q8DA9wv6Ex+i1WxHzLKuSe+NJyIkeddm0VclD3pv2BPl6a4phz4z9ZLvlbkcRMAxHRrdA3P4gT60iXLFQTV04HQ+4IADtI3QX9otxbXWD+25e1ZGroK5yevbwWOCvLzzWZNq0qg/wxrnJmsZVt8d9u6TehcI/+Bwv/vd708yVf8uwms7GgINgYZAQ6Ah0BBoCDQEGgJ/mQjIIH1dmfbzbxhK6TQKHWiHQbUbXJtDh4gUi8SywfLQYJ90DNj9999fB+LQECTkA00/aLfBdNWQiQN6DDAG8wzK+fV80nV9mE5ERNZrX/taNVowVFicF8MFAy39ZZprPuQx44Z6+XDPr/8HHnhgd/zxx6sRyVo66TEJHml+rimTliOK5Mtf/rIajrYoNQYt9TvsIiYBwzHY9culNPrXDqOlysOQMce6ZERYsRMW16MiQUqZZ3uf4vRNmUZENAfGOXpVxScxyKsYpLpn1/6MHmCg4rCxNdjS+qeR4fLLL5ct6Y/qWKtpyBmQ0iZqhilMyBT7TNJOxiPtbnxXdAAZMM7R8wsvvFBZTuuZRgbLCxYswv79738/2zmwRhf9IPqH+muGNH0QHokym+8j5QcnJ3jSj6izqgsV/Gr9a6lvExbmn8SZPySX8cf0TKYAnnjiibrwPdMgcZDwznzuc5+rka+nnHJKhw4RwTTJweL1vKvQHT6lk2WU/Lz7+ayUiEows8XCJ6l3VB7eEzg9mc6Wftf0eEGfTaftLN8VlKE/0Ia21pdhOKre2jMcWDvssIPqJd8nL37xi3Vxe9tggjJG286k0YfE0aM6VO2XVR1K5Kk+r38PIitOSxyc08pLxCU/LqySJQIWSP/qYZzwwTsODGRtzG0kXzsaAg2BhkBDoCHQEGgINAQaAn/ZCEgkwUoxLH6DgTnK0MGowXjAicQizebEYmA/dNjgH+cGkQMMlhn4lwaMOsz8oFqvw6A7cXTJcwxhDHI+GL3jjCur3/hj/RsiuN73vnN0UWzW3tlpp0fKVJ41Op2HBXJZxwcjEocX60CdeuqpHZESLOSLM25ompLVMem55I2IiQsuuECdRkRcgRN44UwSDap/1MArDZTyfqDsGAcibc0H45mj5HdIzknzDZUfl37TTTep/rGTGnoEjzW9dTo1KRYOo1QPwRwjEocH0984ZiNbrUwtDfpEtzGdjug35CICI237kr/0mV6LPpRygxF9ll3vbEdR6lqbB44dIllwWJgDuMer4Eu7ISPOhEneJ5PybPgyrfC0004LUVfTOa8cluBpUUAmgzkFifDksPom5c/yleXAgPcLfNuUyDKPlbVz+vy6667rXvnKV6rjA/0BexyExrfpSHav8uVOFsry3jG9t7pme8ZhhLPZ2rusn/s0ejS91mfynDPvQ9rw8su/qqyksk/LGw41HKxMSx/3Ywg/VLzxjW/Ufsl7mfdCTwbf9ybvo76vmpPOziIn7YaOEeHLjqock8r6kY98pOOHD77PF8huvoFPo+/P6AXvBaIJzzrrrAMlXzsaAg2BhkBDoCHQEGgINAQaAv87EJDFaDdxv9jKoFcM3l7kgQx6bWC+Un7VZXCMcTNJBIINvDHODznkkDA4rzkdBK044DYHC2k2+PbXDLoxIoi+wUAt194pjRnjoUzHcCEihigIPv/5n7/W+0mcVEM0yzpG3VM/U5uIvmBKi0U+8cv7sOPKGaTWHjlmDr/SANQ8AcPUoJXrkJ5i7xYBx5DCmGWnrdoBBvOBwxDtNJ1pQ0xB2mqrrVSH0MHSwdPHwssqxppzRIzAJ9M9l4++gCHJlDlbnHxtyYuhyvpMYI5+9xwPFf6cvMgY27SmF/QV9AlHkUXxzEWOUWXZJZP1zzD0ibYZ188xotmYwBaaT9t8Ltc/+MEP1GkO/bGO4ALbqCsR11S30Atobr755t1ll12mbI7CZJwclB1VvvY8zU+bys5xHU5d+gS4D70/evpR9H/WCUQ2HPlzjao0HvkBgHc1dFMcp71Gp3BgmeNwHK7TPDdeKZNeM42bnTz58YT38iDPBY5D71Utb3kL5yJ9Hhk5U+ekzivjl2mDvKs2kPZfR7/H83d61Ou4QYvsaHuyiCyP2tEQaAg0BBoCDYGGQEOgIdAQ+F+EwLve9a6HYfRgsDOArhk6loYhwiedTjiJsUCEgdSjRm3qgDC6AldiIJjzIaal+exXavhljRAihWo7Fdrg3vgr7y193HnackP5WYsIwwTH286yULoZnWacIVeOQ5Q/dVTYtcMkGtopRiONqARrHF6l0ws6GG04sOBRppgEiIZkCxlmeQHdlDaRG0yfYQMBIojAiPbm3MPIjMJErl6e8MzhlWEVnoF3xJM+gRNk22231alzJlrKp6VNc7byRNowJZYd0TDOq7KlvE0sZ5QBHKDLwvS77fbY7sc//vE0rE6UF2f2u9/9bl1sGocZ9TlneKq//WtkJr9EgWg9hstElVYy4Sg/55xzFE/ajvdMzxmYYNjTgfAsx6/UJRxz0L7ffe+n67BVWJn3pBIbZMWZQ6QO/YIPeJa85veFXEFe57RmwwsiAIlO4ijrnFaoG2W3P9bLg6+oDwUP9LeEj5zfqDO8j6Cx886P6m0wMS1fJlsqX3qN8+6ggw7S6XW8A8G2z1cih/KfyxHeq162qGtJOe3bbook7xl0lh01adtpDiKvwrTBivMq5d3aQjbk4JeJBfKsHQ2BhkBDoCHQEGgINAQaAg2B/30IyK+x+2AgLF/unFgiQWXQ7tIY1DPgZmH3aaf/sDsSi3+nTixXVzmwT+vvP8OIxOEDHQwMdmoiMuzKK6/sWPuqPFIDpXy2tu7BhqmLRGpg4D/xiU/Ubekx8ImWMAwwXEq8MXiiY6kvf3S0xGfRSPLYBcMw5inrUTohX4q5m0YHj0xLod2mbevZ4EpEHVEbGJDUi4MDXeM8GNETohlGyZlgkskrZbL7GHEIVtSJvm+99da6PtlsZKqVYVoqaymhu2Bc04FRfMV2TGVOr2Nb4sRBBvo3Dl+LKKvxNW0a03JZtwk5qGN8ZFzkC34wqHfZZZfggJ5NP8UxTKQgdOhb1q8iRrHOmNbHSvtc8t5z/S/NJ9deV9ALHPk4Dk444QSN4pwWu9nkZzdFHFfICt7ICoaDfQN5Cv2OGICLk4+1AcGOdzrHbNohlYfyOJ/txwars/eOMrzhscdniv2MvgdSB1ta33xco0fnn3++RqDBL+1b7ZfqdPO89XhOdK3yrJQf+kRdMnWctfIsAnhS/Fkzz6YNLvTTBmMdOX5LRU9wBEo05rWC1yKRsR0NgYZAQ6Ah0BBoCDQEGgINgf+9CMg0poMxQNltT6TwHwbB+UCYZyvFcMJ4OvbYY8OuapMaESxUzkLDGGAYvholEZwQzpCJg3DjY/iMAbBMjC+cHFw/61nP6t7xjnfoFD2mB95RB44zIlyIWGLKGzvQMR0HvjDkzBkDjxjvEeNh2dI8fUykXSpGUiiTPeu3oeWLdPt54BkDGWPusMMOC4sKzyemP/3pT7tLL71U17dipz7qMwcfRrXx2Tun8qXXQXedLoVymqcvY/48aQuvkxh9ONFY8BgDHyfCbA/0gz6D0WnOllB/yjfXnl/aJ/24/FGO0H5DGHi61Icsm222Wfe2t71t7PTbUTKyIxu7EDJljfaarU7TzpR/5jOfOTU/RKpgwNPfwQQ6vJMG8VQcIm5xB7gkzWM1kobXC/qwOcuY9sU0rkkW6h+Fa+0Z041Ztwm94b1pTiGw70WYGf+iC0EvSPP3IS3RFZxf0Nxiiy26dDHzGi+TprGLKX0GHjMsrV47G7/Vs7RLkg9dweFDexOhOamTp8ZzWZbvJOiCA+86PhnfVf6Sd8UUz60NrB2JwGQNxEkP492mDYJx/n2CPuc6zXucz0Mf+tCfytTIZSJbOxoCDYGGQEOgIdAQaAg0BBoC/7sRkAH0OrJA+hsxcjF2GWjbYFskSyKC3MB9hexWxUCfBc8njc6xwTdOABZ3xyjB0MkH4Hm91D3us1CMSZxhGLE4xsi/8cYb6/bzj3/843Vq0RdlC3qmtbAw79AOe6OMCKZ83X777Wrk3XDDDeqo+sQnPqHyP/axj9W1rDACWfOF+uEHHDFUOCPrODkmf24GSt9YKY0Xo5m2paWpgSgGefWZxx2jEacm/BM9t9dee3Uf/ehHOxZV//Wvfz0KsuwZDj7wAzsiZpj6ueeee3YsoI8RRj2GGe0YeBxsf8PA6UcuQw0XyYdBHIziPI8rn9O0vMYb/DGl8YgjjtDd4YiwG7ceHHrDemdsDsCUKnQB+TAox8touu95VedJwmOQx9LsXO9DtKEZ50RjHXPMMR0LgE/SH3AYMb1MojXVCaZ6IbJU5QgYG/+On3xRdMerGdes00X0na3VlSmP3BCdwlRhnCNgyfQ5eKB/gWetf1mb5o6eiFGOPzuRRn7tWa5XhqujAV1773CNg4mdSomwQ9dne9BXaJczzjij22OPPfRdBj/WP3hHG3+jz1HWKAdpMR194J3Fu2w+Dn40wBHNe532qfEHL+CV4T2AfeTbyQ+/OC6nPey7x8rRb9El8EV+e09Pjm1fV3qyJjKlciADjkN26rz66quNpYnPcbdBW7tSeCnr8vf0L/qGtMlvZCfRuwiP7WgINAQaAg2BtYiAvO/b0RBoCDQEGgJ3FAIygl5HthZ/ixhOr5JB74xMq5iRNK1ejE8ZJbtr40ecRTMyEJ+R6JwZmTIyI4NlzS/GiWXpnaHHc2jLzlkzsgix3ovRNiPRBr4uTkl9kMur1nzkSR9Ad13hRxaynRGjdkaMlhlxssyIwTCDPGKc6FkWBJ+RBaRnJHJkRpxn4RlE5df98BHH3AwfcXrNyGLiM7Iu04w4LbRu0skL32Jca33UKYaR3htu5Bt9OKycvZFKk5QCT98OqcxOeleeklm2pHh2GbPHZEdI75PL+FyuwA75xJGhuInBN7N69eoZiTKbEQeUtj0Yc6QY0qZizM+IQT4jv/7rM9Jof7CjDcBIHD1ato7XEFdlur+vAWFZ5dk6gmVVneDA8ik38Q96IgtdzyxdslTbF50CE5nONSPOoBkx2GfoD5zBRiLL9CPOOpUbPaR/IDMyoptTHwO8pTxbFjuXddBH4AN54IO2E8fkzN577z0jhvyMTItTGWhD2k2iclT3xQE8Izu3aRp6QHvRjqbnZT1D97WmAUd4EoeH9lWJBp2RRakVR/qTRDZp3xOHg9aJDoIxPPKc80R8KCg5MtxxmD6U904h0hyaXf5EOrwD0X3O8IJurF69embXXXedWbNmzYxE2ahuSBSf4k0+O9AD3ikyfVZxlkXoZ8SZpFgjN/RMb8jLfX6Ub+bIl2Mxl8g9dX8XiT4jhzjgZySirkI7r2ncHXxeeOGFMxLhp21J29gRuPIXnOww7PU+VRDNK3/03Cm+6Aj68qEPfWhGHOBGYuKzOEhnxBE7I+ulzVxyySUz3EskXeiXExPyGY1FvfWCaBoJ4cJlpt3pO+jqNttsMyPrv6luuKeT/ZVorZlDDz1U+UU/3HskVpTCJ9MGZ/4s+iKOsv8SvDaV6MufTVZLy9UQaAg0BBoCs0WAN3I7GgINgYZAQ+AOREAG1+uIAXn8xz72sSMWiVH2WxkkcyRDZH/vnAAY7AzIn/3sZ89IRIcaA5phxB/yY0gz+MYQef3rXz8ju5GpAWWOjBHFp3qEsYNjAYMdRxMOBHVGiCEEDxzwUx72jHT4NOMxNbaNphnzJY2J7j2wehJ+qs6V1CqpEo2tU32cJLp6JKEQOVSRkkqvPQ3kx0DHOMUJxT1Y1TCkiD0zpw1tgbHPPQYY51FHhYWYHaYRpJAlZvBXCREz95MkyRTv4lW/rNGVSBh1oEjkksqNYYp+gIGdSeODw4H8OHvIP/ooai9uKasiy7miso50Wcbfl8lkxnBHh2kH2hH+4ZcP7cYzZOBALtqOPjReDkpQIwfBIf4vgT9ZW9EaJDnnBPzAC3Wa3kCBa/QE5wUOgHE81GSFTjh8BstnOhGeZxeWyyXmd1lGvUEG+EQO8ANT2h78tttuuxmJDFUZrCTPcFpJlJ7KSTvQt8AauXHWUXbwEIYM1nG8RRoup+WnP1Kn8RvzTX8Fz3yio41a7KDxrVZL65+zHFbc6w28Qh+c+N7A2YkDdtQBht///vdnZKryDI5YWZcw9EveYamjLaMTGHEX4TbLFG/0+UAmcxqjv/zgc/jhh89INKbqB/KMO9D/97///TOvetWrVP/RL6cX9Qqpj0Oigv8g0w3XyM6Zt4yroz1vCDQEGgINgbkjMP6NPvc6GoWGQEOgIdAQKBAQo4vphO8499xzD128SJxYv+sb3umwGQMdo2233XabkSk0M/e5z30KiqNviWySNUg0yoJBPZEf5cEYH6M9rVfzSIIZcO4pqZmVnJHCSMP4gV8zHDAyy8OekY6hYIY951r+UF4ZHG0Sh7wTX4yjF0Eo8Snv0ypHPXP5RucARzMohzABR55hqBuGKQ/xul5XSOWCo2yqkME95m8lKT4MVz6XnooSyW24DBeBgOoPhiK6hIz2IQd6huwYx4MGciQ1x6uCObllYiiOofRJuA4XrlraETmMfzvDP3Jw4DSqOhsLWo6i/CWdI20vn7dXJEmQxaiFl6WZMwU+0B94mM2RkM/wcLTcU6lC5E+pp6VIH9EHy6ySGyccUWIc7p3xZ5FpYXjvgHHaN3jHUIYPciJv76AejoxPEowBO5M2cPQF1Yz04wWCvU6S7FcwQKyfjBylvkeucgHyO5FCEuSrx4tTCElmn0Qk5EKPJQ7B1atdJKhM7w34grlMmZu5+OKLNbLtpptu0ig3HIPwyKf6Y0lST1+6ESm9cj5BTrLDo+oAP/bIzqMz++233whC/Uc44F73utfNfOADH1DdMMe55Syrtr684447/lmivP5mzZo1N1nedm4INAQaAg2BhkBDoCHQEGgI/H+JgBhY67zoRS96txjnHVusi1WBNYwJ4dZM8tfc82F9FonM6WR63qx2bBNjQxcKv+td76p0xKBSukZfz6F+XFau3knPYhyNXOtpUjqD+Qo8BvNNw3dKM71OaRTpyOnqdhiJ2T0FVuS1Tx0vMZaCHsyLjF4WpZvIld6n11qnyNhL65WNclDG5Y9Y6H3AyjDry1aWm6vMVb5rfPTkiTxGGiZPLmvk0a1vFvNHGjHP7NPqdI2nAbqjZB31LMFjKt5Tmul10Al0I/Ks/Sfki+lap6Sn75G6/HW5xVml6x7xPhWHYfhwL04rXRNqvFzCD7wF/up1xefw72Xw5TKePZ0sbbY4jysX+E4wHSmHlzWlm+QXx2rYGAMM+b5gLT2+P+zDdxKY8r0kkXGKOXmrOCe0wayGSdCTLO9AG0i91MWad+I062SKbnfVVVfJ1+pkhzjYNCPrRe6+++7y/eo2S0CPMv6Fl5TX9WRNuCWCxbbbbvvfstnC6NA0IdSOhkBDoCHQEGgINAQaAg2BhsD/NwjICHqdfffd90SMg+XL090JGbQnhpE3MjAU5NffbsO7bdixaPqkhw3WJcKjk1+M1RCBDoN/AdN9zGiws6XbOUlnQJ8O6h2NYuCf5ek/69Wr9dTy9XGgbMpDn5fS6BEaCf+h7kqdjhb5c15CHdApnuX08rq1XFp3eq3117B0NCgb6vV5TXars/885zvwmtTryhT5EvrOiB/x3HTT86f0hH4wQDNank6BWcgLX8ob+fK80M3kS2Qw+Ueeq/nzOnK9cAtfZ3WqLAlv4d7x1s+bt3/KXz2v5wdZhd++gwdjv27w57z7emsy19IMa+RJn2s7ufoCv/65tRnp4ZniMYnMUc4Uk9jm0EjypDyFOuS5pOd1GzZJ2ZB/iK+Y18kS75W3Qlcdv1ZPQrOaL3nucVJ+q/Lkea2eFJ9c1lp+n2b0/Tkv5+WzPIpPLQ1sCywkr0SOqZNoww037O52t7vph2t2x8RZmPLbv4aefMZiRR5k8fVnvDoZU5ns+wtHGzvSsnkIh33XTfLdeP311+tOtsiAAy7wTt2+fu2PXp+ok8/WW2/9e5ky+deSvx0NgYZAQ6Ah0BBoCDQEGgINgTsXAjLQZjrhaxhE41CyAXMwZIuB/OIl4uxasVx3zjrppJPCLm3TDNzZ1pxfrFeIQwwjxH41D3X7Abu0RBzUD13bQF+fe2NlhBFS0kyNkvJZdp8YFVl6la+KsVnNlxhMPE9lKXB3fHrjqqA16lnKa2YcCn0tlxh27j7B3PKk9RV8Kf1eWsGn0enlK50Bad3DhiR1OpmT/CmP5XVS76AzZqAM9VTrCjSFz3Cd81Mtp7qZ4KP41/RlmG7apnZdryvnx/KmZy03wH8w5g2bgXyZXlnfszK9+/E8Bf7S+tJrpZ1gaHX18oyry9OwcuXZ6Gbnst7y3teZ9CvksXdbKluOmytHe0zalv188DLATyaDryPwKGW4LuXnXj79ekbjOkn+NNKI/FrG1xcwKnieJH247iFcLN3OibyGR8IHfONsIvqLnTLPP//8SXxVvTwXXXRRJxuNKB1ZNyv5not8pPLiuFosH9k44Dey2+495Fk7GgINgYZAQ6Ah0BBoCDQEGgJ3XgQOPvjgFzHVBSeWrFOTDKj7xgr5ZL0PjaR6yUte0slOZjpAn8SJZXlk3Y/u6KOP1i3OieyS9WTEyLPBu537dVcNlIqhIS05IENBuzTQhmiV+czoqhqMRR3Gi6fdM2bteTj3ywe5e3yQt58/yh+dI4FGNX9BQ3n1tD3fkeYQtkX6iHKRl7xML31QJ7xcvg4tl9aXXmtbFfIFrK3+Uc9dXYG3tM4eHaNXOyd1GH92rtBx9SVlKnmmbxPoeZoB28grdQY5Z1vfgExT04VOQcto2Hk6+UXugl61/CR5DJtqXsM3wVLyxX7vnxsNw7xHq8yX8z8xBtStdZX0YrsrLr7+3LFGGV+v8WfnhP8qjv55lDupr1YWuhltx6/JqeeKzuZlYh19OdwzRyfmM95Jt7pcWo4XP/Lwvcd35D777NMxLX7aQxaV70499dROdqzUH2/4LrX6a3WSxhR/oqRl2uB/iPNqA0lrR0OgIdAQaAg0BBoCDYGGQEOgIfCMZzyD1Wd1ugZTI7iufWyQz5okDOof85jHdLIex9ROLArIlvLdTjvtpAN0HFkWjVWrt2eoFMaO8WVnpZHl8fL0DKW6nFUeAia5cTOc1+cr+Mh4DDRTPnLjLdIXZ0pByzkkJuOHeu0TaSa4eF6q/Gm9o+oZfmb07OzqHpJR+OnJOAIby2vngKfnJ0vPeXT85Gll3caznQNuGd0Ew8LIdo5Z6qjxk5QLfJNmPNk5lT91huTpgbeMVpkHh1xB12SxszktynyBblE+pFtdyXOj6c89HH3ZtC1CnqLsUNtMIrf2G6NX8juUbvnS50PXljc9p3klPcgV8ghOksfSY7s4/PK+Tt4EV6VR3hv+nD0Nq6vgpcQs4j+Kpqc/hlZKeyTupl/Qs4/xa8/sXuscxRvP7PmAjgt+hrXymMhBevbM1+uirlZ2REptttlm3emnn97JQuvT+q50mqFEOwuPM/rDTfzBZrg/s74W+WXa4PXf+MY3lsl1OxoCDYGGQEOgIdAQaAg0BBoCDQFD4M1vfvOj73GPe+g0iejEMqMgNY7cNVMpli1brtMhLrzwwjCot0irkDDi4he/+EV31FFHddTLr9s2aBeedPDeO5shY+ckX80A0fKJocL9yHw+b894TOrp8YThRDkMzKKuft4ol/Fh56G88TltUbSH1BefDxtDkXZRPshl6XKuyEAdOSZRjkC7LJfxBn2rY1RZy2N8lOXsOXiPomPPkvxBVnuWngvjNs1b1uPvHe4p/fQ6pT18bW3nnBe18o4vhz3P/Ud5qOfX9uB5yXcqU/W6Rg/eLd3Ow/JQt8kU9KKoK38OzQr2Ce8hf5IWaRc8JXko5z4DdShf8syXCfUk/Lo08hT1JHnG8ULbGi8xb9mfEvqJDJY/8OHrrfFqed15NKZ53n57jurrWneBWXS+OVoqb0UOrVfTo7xBloKmyTHIa8gfaQ3mtfaq8lTBSvIT+cSUwQ02WL874IADOtatms3xve99T3/osbWzgvNKeAmyG3/+bFMVJcr5S9/97ncXi1ztaAg0BBoCDYGGQEOgIdAQaAg0BEoEPvKRj9xXti//PY6k4YioaDAsWrSuToe4+93v3p1wwgndb37zm4nH+Kmj65JLLum22WYbnU5I3UR3CW/5B+PDDBA9w0fkpZe/KG9GWWk0lPfQsTTK2PU4+oG3pLyVcTQ8r1PQNJ6NTpDXcDD57Z6zXfNMro3/0siMzxIck/yKQ6Dl28Lf92h5rIOxHvJ5fgboRLkS+qmzgHLpvclbtq2lp/UWeTJcKm1kvBhedl8/J3pXyObaLHnueavRVRxDeddeoY2rPEZjO9UNpR3oeCwpn6al1yU21fsoQ413w7NfdyyXYVepv0q34GU4D/UM1IXs/uN4kHxej6r0hLcMq4KHcfVkcmrZ2E79Z7F9as+q/Kksjmb+fFj+SHtcnsrzrM/RB/2nh0spS4XW2DIpjfHlVX7TJTsndbjnRsefLd+gHJbfdhhcpj+mbLLJJt173/ve7ne/+93U32t8v5133nnd3/7t33briyNsqaxjFZxX8Bt4kbo9f0wrJBqZCOcjjzzyTKl0gbRjOxoCDYGGQEOgIdAQaAg0BBoCDYEhBD772c/edYsttriFaROsTyX5sk9wXvhBN4Nytjdn8L3//vt3N9xwgw72/9y57cInHfn/n//zfxi0Ky2iuxjIZwP+wEc0NoYMy9zIS/j3PJcymQHRS5c6M4PJ7gMvCW3SBIvMEM7qqxu1Ga+SP7sv6hn1LPCe1QlPkUcrb+dQpqjH0mO+iHlMy2lbmfTs8kYDLTyDJ+Ur0rVnGX3FNPJveVKZQprJkMg7Mp/lNydIWi48K+ou80x435NJ6NfSSlnIMzqf16nARx/PkuZ83A/yFPhIcCvS7P2R03B8158JBimN9Jp2Ku4NM8rY9UiZKR9oGH7lOZHHdEPLWL7Kc8s327PnqY5TXy+CrEGWUTxV+M7K1d9VilOaL70ObZHS9teaL033vIXyyTPSLN3OHsMcC0cjyF3DOSlfli3v0RG+d4gE5nvvqU99aifRT+HrK/3BJSQOXNg6j0QyE01FNBf0Y52JvJ5v8lC//IDUnXzyyUcIacnejoZAQ6Ah0BBoCDQEGgINgYZAQ2AsArJg7FJZe+MKorBWrFhZOLD6hhGOpvW800mcX91FH7tI9hV3o/tpBv6UEAdat9dee+m6IzixmHohDI/5OIMgGghl/vi8n6c0Jsr7nBbllQZRCqmxNcSj5eO5GlQV4zAxtMbLmvOT5jfZ7Jw/K+QqeA9lJN3JV6/H5fOyq8wF3RSHOck1gm5Rb+A9rTu9ngUfgxjgpBTaY+sseNS2GOKD9KFn0LFnena4OB4MI3+2fCPrtjIig+Tvy1HRT6VX6sOofLGOoIMpb+m159UwNSdWKOfr7vOZ8pPW8o8okAAAQABJREFUl17HPGV5vYcPMOBDPXbO5BV65MvSyJvW469r+aRc5oDzdDSN/L0ykW7Js3PYu+f2zM6Bv5Reet3jP6071hnoZPnzOlOe8/pLOv7e+MgwA9MyP2kpX/4+xaxWxtOHl5wfK0899rG0eLbNSXAibb/99t0555zTsej6pEf6HXfFFVd0e+yxh0Zw4ZCySObAV8Kr4YjDjKjje93rXt2ll166u2DQjoZAQ6Ah0BBoCDQEGgINgYZAQ2AaBGTwvvBpT3vaOfwizae/axIGQG6AYACwWxOf1772tR1rXM3m+PWvf92deeaZur4Wg3vqr04rVMPG8WDGi57NYDLDx59FfmcgVc7BwCjKlOkpjfAsM8ycoVQ3xHO8HK0hR0A/r6tvKD2VTfIkPAUDvSJ3Ko/xk6UpltAr6E9Ey8oMOH2gafQL3Evdyniaqm7PQ8a/8RXPVWzHlOnjVeIU6Vf5T9qo+rzoX2V9pn92npwGfE2iRwX/GR6+fJZm+Uva5f3k+ZAtlS9zBknd6bOa/O55pf4q38aXPxt98qbXqn8pzeTat6nxZee07fI0RzvyHmn1eFee43Mr0+vfmg8ZkryWluocaZaueS2/P4dnaT7oxk8qS3qd5ol1+HKe7mD+hL7RyfKmfFXyWhl3RhaTK/LNM5xLOJn4kYTdAV/+8pd3//Ef/zHVV5Y5r/7whz/od9aGG26oP74QwVyPII488Nyivrbb7mH/+c1vfvPewlc7GgINgYZAQ6Ah0BBoCDQEGgINgdkgICP5dd70ptcfeLe73U0H2jYVQmhlRgz3Zlji6GIND9ay2nPPPbsrr7xyKoMgzXzdddd1skOi7ty0bLksGi+fcUYBxkpm7HheSdN0jJ8hAyg17ioylnKHeoSeyl+hHfJY/T26pXHlDa4hHr2hGWTxdNN6hgy2XO5YrzrbsvrisyBz9txhSZ1pvWpIp/nS61Lu7FlZX7wP9CttE+v3+T3NUCars0Ize17R6THPAzaWz2SyM+npteULZ3iKfPXoJfmCTNAraWZpdXqhfKA5ibwprYHrwMvAc60vfZbrjMpcadshLKyfmTyc7d3TKxN468vay1vDJSvvZLB6rXx5T3otTfNn7ZTwlKTXysa0HEfjwfSBfPp+zPg2fRl4L5Z5Aw5JXYN5Ehlq5TIs6vUHGSg/qp7KM8Wlkp7RDHzlvOI4WrreUv2xZeedd+6+9KUvpV89U10zbf6lL32pfu+tL4u+h6hh4S22XV7/wgUL5YeZFfo9ue+++17zk5/8ZLnw3Y6GQEOgIdAQaAg0BBoCDYGGQENgrgice+65W8ov1L8nCopfloVe/1MM1peLswmH10YbbdQdf/zx3e233z6VUWCZ//SnP3Us8r7rrrtm0wrNkZUaCGrAYTQZL94wdnkSg0z5L+8rMo3MR/ncKEt5MYyMp3CvBtekdSc8UU7LJmlD/BX5lC9Js7PyUuQx/kadzXkwKs/EPCrvTpbogMhx6eE5Nc9Gz84eu4JOrEfyFc+qWBV5YvnYNpbGWT9FmR6G1ecD/Ixwemm90MroefktreIwCuV8uxjfPT69PNHxBm3XD1IaIQLR6kzau0bTpXk+e3mH0iPeGc2hOiU96lpadjr6KmePx4SeryfLZ3UP8RboJe8U8lbaKmKf1BnKuzRrv9AOpc7U+ND6+jQzOXw9jq7gNlAma4+Ct/6zOv5ab8rn0PVY+lGmRYtclDCRvfe///270047rfvtb3+rXzcWTWXfPePOf/zjH7vzzz+/u+9976vfh6tWrd//XqzwxvciP/Dg6DruuONOlnoWCibtaAg0BBoCDYGGQEOgIdAQaAg0BOYLgW984xvrP+IRj7iegTeRUP0phX0jhCkaG2ywga6PtdVWW3XXXHPNOJtg8Pltt93WnXHGGd2aNWt0SuH/a+9N4O8qqnzfneSfEUICCUHmf5jnKSBIt4DIrIIz6NXG1vZeu1u97/mew3vdXn3dfT/q6261u6Vf2+1raRHRBhQURZB5RsAgEBAkEEgIkjCFxMzJueu3aq+qVbX3Pv//PwkQ4Lc/Of+qXbVq1arv3uecrHWqamNZYfilu9mvjLnVkQiOWJI3x8xS3y6VJflYXztSyTnM+0N53/at9pX9+HPk/Qv9+fq6/2hXbk+0O7OrkPHOYYt9Op5WZ3pketQW9AVdZq+kiVc/fdamZeyZzVYPecsXek2+Y9ywJwZCa1kts3b9Uh2P77cO8HT0ZdennYHXY2NAmS/3+VqmX19a59tIXjh13c/RPozL67W8pWDi80MwMr2hDWyw8aX7wZhYGtuI7qzMtfUyIZ/ej8F+P/bUZ7NdPp6yP5z7Mp+PuswuSx2TVnlXbzqacsH+ZnlzLJAZjpyxH5Y8xlK/r7p0l+XpPGefymvbG5xyeWMydJq3w48vmHWFH2Cw1xQeGPL44493ft8MVfHEE0/0PvKRj2ggCt9x2RL3+JkDG+RlrCS1JfG77rpr73vf+97bZBw8SIAESIAESIAESIAESIAEXgwC11577cCHP/zhb0+cNFEdAdugFv9JbzgizhGbXD+JCb94f+lLX+otWbJE/YPh/uLt5bBc48///M91zxLbn6t7aWNwYhqOeekkiWPRz35z7oSpOCR4tcnDUUlOGPR5nT6f9HiZ0F5tNT2xP+s377tLJ/THukxX4OH778rnQTjXv+obvp7MFj8e6Mlscza3ytV9dvVf6ArjCm00aOHqwcb4tPO28SG1vGNQ2xfvK6db+1WHtW5X11l/7bxxP/l+WvoVPbmOJBPHY3ZY6jlm+ouxFLq9Ldanpe32Q5/Zb2nRR2RWlLfaGmTyPvvrbdjVR2953+E87yu3sasulZe25ecmlwX/3D1otptcOPc6Qh7XJciU90uwP+mHvG8v9Z6Hz2f3iB+3tFe5XI/Zmukv9cXzjraxvr7OxXnqw9uDvNdX52NbX5fa4UmACFzhhaXteLrgrbfeGuNT/rslFg6RkRnJvSOPPLI3QWZQ4SmDNhu4aXeyCXbg+wrfmSeffPJTt9x9944iz4MESIAESIAESIAESIAESODFJCD/tx8lG6y/Db9i4ymBCGbZL8zq8ESHInc4MFsK/9kX23Q54B133DGEm9C/evbs2b0//dM/1f2x7HHlYf8XcxoshXOX8k3nVepgs7zUOaztN2cxBj+s3uvqdP6SA4Xx4gXdbQ5qVhb7KNvDxtpO6T8bT0Ova1uPxWwIaWDhx5rXu/Zqe5CPMpFPKYdzyJqdNl47z/Vk48YYGrbWumAD6mJ9rieNqa086E19hQBAOi/H0K4jjl15hDZJx/DbZHrieNrGbn2Ybks77HW6kpNftinPk67MARdd4f6q5Wvd+XjzumxcjlFXedKVbGjKentd3sZqaWd/0iaz3emo27TbkeTCPenOG331qwPHND6ft7E2yyxAlbc1+TxNsumap/5y2brc8UDf9urXvmlj6kPb23Ww1I3Z+JstpktTZ4vVa+r1IF+cmw7I+nymA3XyeYmgFYJGmHWFJehXXnllD5ut4xhu4MrLzZ07t/eJT35CP89Nb9avtxUc6vNx48brXluYvfy5z33uu3PmzBkn7XiQAAmQAAmQAAmQAAmQAAm8VARuvvnmGccff/zD0l9vkjgIzSWF5ujAyQuOHgJNcCbwlMKpU7fuff7zn+/J5rX9I1V9auGMXHXVVb2jjjpKg2nmVKSZYd4Gy1sabCqdIH/u8+aMYLzhVTuvtZOSydZBnFCWxp/a1joKh0flrczS2J+18fpqG0Qm67+rbanLzqN8i75YZ+MOadaf6cnSpAvjjvLQF3UGmVhn7WN96rMhY7Ktad53gzvauD7adXsdPm82uTKnq+yrXbfpSHZ0ypW6cW6v+n0V+nT2FOOL/GtdnX0ZS99naxv0JS+pa9OVl3m7Ur6UKc9LjuEzJLVv1hvTpkwzOGqyCHSEPPoPNjTbx3tFZ9altva5ltvi2nuONdt8nF5XyqtMS9vQT9KfBRpVvw9qJX25fXW5G3eqN92WtujwdkneuGXBPi9j91TkC53tdqqOjrZtrNtY2neMfRfsvvvuvXPPPbf37LPPxm8SH5SKhX0yK1as6H3729/W/Rzxow0CUeX3XZsto+rZX+C733779c4///wzpBsR5UECJEACJEACJEACJEACJPCSE8CSwo9+9KPnYGnG5C1lNpYEp8QI52C3OEBSb/uRYD+QY445pvfTn/60h83aR3J4J2TZsmX6CPMjjjhCbbBf3kePGR2DTepgdDhHmfOhMsmBy+owNnt16EJ9agM9SZe1jfV9dJhslvaTl7o2vbHM2d0o0zpvZ8irXNanl3EsTHdL2t5XfY+IfGd9qSuzo73v4egqZXBuZT4fghY2Xkvzfq1duEbtMlpX2l6el2MtbIKOvK/cDt9/OTsv1BXy2n8RRKhtau/HxhZSk7E0Bnha7vVG/yMYe6OtcjJbijGhrh6XBkgkbyyindq+pV1ZPoSNpi+khT3ab0cfHQEw06fjbes7luX8Wz9bVLawycYX9Zh9Sa4ZDDMZSQudam+my/RYGtpm4xIbcF6W+WscA1iZbmeHjSPqye9hBK0QXMKS8v3337/3mc98prdw4cL4teK/M2LhEJm77rqrd/bZZ+vsYXy/oQ9vc8incdv4wkbtk/WHlRNOOOGhe++9dzuR5UECJEACJEACJEACJEACJPByE7jsssveJA7DagSm8At1tiTJOR3J0RVHpl7iAYdjxowZvTe96U29e+65Zwh3on/1M8880/v3f//33nHHHaeBLNiS7ElOhtrRcCabjpI5I8lu02GpayNOlznMcj2CkzMMRywuv7Q2lsa24qTFvOtP5WBHsCXaakGEbHwt9lo/SAv9Npsi6CzaFrI21tR/aWPLuejw8pZHai/Ta+NL5017Y1025tSv6Y9ydT84D3XDG6NvH/Ib0C7jh/aFDlwPvJxcbn8ur/dcMe4YCFA9eR9NvolTY3zOBtTldpTtvF1t+aYdnqHqrscB+7v6wnhDne/D2+LKnf1d+vyYGzKuvZcbUX7EOpz9di9oauWW+jHXefRlL9cW42qMLZZBX65T5Uu7y3OnX3kMUe/79/aE8toG0dH9WVeON9iM7xEElrA8HT+I4ImAf/d3f9dbsGBB/y+LIWoxY+tDH/pQ3GsR31OY3dW89jW7evz6vSb24LsQT+D92te+9gXpik8ZFHA8SIAESIAESIAESIAESGCzIfCb3/xmsmzwfhVmY2EGVHhCYOl0OEerdoCwFANBJhlIb3BwZu/rX/96b/HixUO4F/2r4XwgkHXYYYfpL/L41RzLHAfGDhQOiHfcaieqdMxGcN4IYGVtU1/egcO47eWdN+/wWX17Wtqd+mmVLxzNvJ8QHNCyQq5Vl9iet7frW9gAXVGfq2srUx61TKxPjLrsiPpb2iQbXd++H+TrdqXsSFhE27wNPq99FmOJ9eWY5TzWoQ3qS5kWXdamCGpF29pssLKiTWJR9GPyLh2erBuDawvb2tv7YFVHWx1vzaXW2a5r6DH0Z5T3EWTbyrr76bTLrlnBxOyxdiGVPovrlPNDfWkD7GyzNZSZfusv11frauhEed1Xa11pQ3ne36ZkS3sAH8Eke6IfUiwVROAKD/nYmGP58uV4OmDvjW98o/7Igu+m5pL0trGkmcX4vjnppJOekc3i95Vx8CABEiABEiABEiABEiABEtgcCYjjMOo73/nOe+BMqHOx5RbpV+sWJ8c7TpDHvlgIfJ1wwpt75513Xtxwd7gOCZaI+GUiCISdc845vcMPPzwuLWzbv0QdPtjXsLFw+ny9yhf16oCGMj82uVbi7PlXWzv07wJImbxvW+RLm7ra1XKwq2kb7JGX1wU9et5Sbn04edUp503drszJBx51v6oPeRubz3eVwS7f3uRgN+qQ1mWWRv1eNtgX7TZZS9vaDKesX3uts+CMs0X1FmNv09MoC23iGDrsizOzpH2rLPQ2dJf2Defcj6G+FqVNWT8mb2lbH3md2Y8ZL+m+abZTOTeuZpA4tDd9/XQ16/r3Xcqj77yf7r5zuea4St3Zeca2ra3ZbWmbDMqkHjZndg/VJujK7Dd7LG37rCnvD38e2wXdfqkg9pb61Kc+1Zs3b95wvyY65W666abeH/3RH+l3EAJX+K7wXHMOOTPMAsMPN9tuu23v05/+9L9IJ9yoXeDxIAESIAESIAESIAESIIHNnsADDzww7ROf+MSv7BfyfrOxvKOjy0HECbC9tPDI8xtvvDELSnV6H0WFD2Q9/fTTOiPr2GOPVd1wTPDq6/xmThOctv6Omx+HXKAYCLDy1tlZ2kfSC1mVt74tNWcO57EstdP+ahnrr9velnZRZ+6Ueb0+3zoWs7GFU3D80O/I+854lO2d3WncHWNwsn4syrMrEBbHBJ1mex14KvSh/2hDURfaSvtY7vPJ3tg+6zfVZ3ZnMrDN7Kvl677Avqtdo78O2f7XW/RbX5lNqdz69/35vNV3p/n4yrbludmTMREbIaey2TgdN5SXddl5wbKlrrQFnzHt18AFMFv0BBbOtpJteb1b6ktbVKf2leuNcmaHpLHMmDn95f0A2Sy409JH+7XN7TAZ33csE45tSwXnz59ffPKP/PShhx7q/enHPqZPtMV3FQJkQ8+6CvfCwJgBnUGMPa/OOOOM5+ThJoeIzTxIgARIgARIgARIgARIgAReSQTEjRh9wQUXfGTfffftTRg/QZ0P7AsiY2h/mfMk9VhWCCdi4sRJ6lR88pOf7ElQbOSeSdHiueee06dJzZo1SwNY+MV8woSJuulvtMvZEcpqJ6tRno/DO12aj/LtTlrsr3BE1dmVtlFHrcfrD0429DrdcSaKK4usc9mgy8v5fD2uaH8+zmS3lYe2wV6vx+dFNupL5WlMbWWmvyON+trqoS/oTH0EJzte04KXlyvHmNclW6OuyLnNlqIMdhe2q/6iLLeh7LPQqf2bjKVtMs2+83462hTjy3nUbfraD5k8kON1+HzTnrbxuDLpF+376/DjsrYugNTRPtdp7byulM9l63IwgX21jcO7X/J+cr15nWeVyyW7TMYHnbw9aNcWyPf6fF7v3TbmGGtxn5T3eaPeyScb8jHiO8OCSvhBZI899tgkSwXx1YAn4P7DP/xDb7fddtM9q6ZOmdp4umCXzQPyHTVR7Bkv32077rhj7wtf+MI/zZkzh7OuBBgPEiABEiABEiABEiABEnjFEnjssce2fv/733/dNttso0Es/IqeOURwYqLzkzuV48aNj7+KH3jggb0vfelL6nQUcakRn2Kz929+85u6z4mA1aUfIWBWP0XROVaoTy9xrsxWS7P6WjYGR3zb5GQHpzGvS334ctdfWz9WFm3JnT/ozFn7esvnzNUO0Ze3czbFvkKZBtzMDh9Qi2V526C3pU+V7zdes7fWp3YUZaYDdpidSOu8jSm32dkn7VXG2toY5NzaltcpOd65nlLOzlv1Wz9ZamNDavmij9LOrH23zZktRRura01b+uviYswbemod7e1wX9RjVTk37o73VNRfyrtxZX2JXNs1SDK+z5p3bbP25fN1H6mtvz7QE3S113vZkO8v5+yysWW2tNRHubyus59CX6ecGzeul76fsrZpPFEH6ltkwLTt/YjA1RayBH3ipPCZfPDBB2NpXk++T0b8eV82WLlypf6QgSfgIjg2depU/Q7I76U0hlCeGCKQNkHaYZmh6Hji+uuv515XAokHCZAACZAACZAACZAACbwqCIgDMeraa689RZyQ1VhqgSdG9Z2NZU5s7Sgh6GX7keDx6H//93/fe/7550u/ZMTnS5cu7f3oRz/qfeQjH9G9S2ATAm1wahqBieh8mSMTUjho0emGvd7RdvngyOVt5eImp66PgwfHLzqCNRO0zfrV8pbAUD+9TpfaUnCPfaJ/6Iny9TjqssDAHD4bo5cP9kd90GP6NK1ZunzqK9fjy4O+1F+mP9ra3V51SZ9d7dQ593q8zZb39S9W3vqq09JePde6xMJzKvP5tTQ+3W3z+6yUC+fBprKuvM7W13DSWhfGZeNXvlLuyqzfkkkac/meSDZaG0tTmzb7UrsQmCr1pjZJX21r531R63TjS21rffoZEuQadS16IRPkvL3JtjDG7rr8Wpft5NzZWvLCfdVlYypH3+394zMXn8F4EAg+gydtMUmfKPutb32r9+STT8bPd788PBZ2ZLzsihUrehdddFHvyCOP7GEGFWbg4tX4rK+5lhz1gSNbTlbbXve61/X+9V//9VPSLZ8wKDcCDxIgARIgARIgARIgARJ41RFYuHDhpHO+8Y3v7rTTTsFBEedh7EBYVqjOT3SOmg4OnjoFp2ayOBAIaB100EG60TtmU23I4R2b1atX92Tvkt7HZB+UXXbZRfvBr/8TJozPlxe2OIxykVxgB/lux1Zl4xjLdnbeHHun09jqMObto+Oosq6utiPW6zhcfWNcYWzmvDfHbfZL6saY63cyXf1ZW0tb7Ig6+8hkTnJDzo8T+fpc5NqDOzb2YL/2D50NveX4ynPfb1m3IfqCvSlw4PWH+7CblZd1tgw1Lj9mH6C1clfWvEfa+zQbLc3eQ6I3lTs73X0R680GV5dsQN/y6rCv+7oXffbpI9qR9Y8+Cx2x3njUaSZnddI2K285V33WT2ingSi0c20bY3R1xqk5BmdHtLtrPKm8qSfVaV+ub+w3hR828CMF0hkzZmA/Kf1xAcu+N/bAkwWvvvrq3kknnhh/PMGMWwSkhjNufeKhfOfgewfLDGUm2C0PP/zwDGnLgwRIgARIgARIgARIgARI4NVO4M477zzwjNPPeBy/tsMp6PcruLAIDmzt8MAxwy/0WMYBZ+e0007rnX/++b0XXnhhg/wcH8hCfvbs2T3ZgL6HJStwXGAbHCsEz2DLUK/guHmnD3l/7nW48ujQubK+/YlcbBMYZU5jrCv0SXkm16ePTE71BV1aHvX78dR5k22VcTocl9SXs7duj7pQ7+pgd6E/6YAdIlvU67UznbEOOoNe7Qflsa4eT6udoS7v0+SRlramPuI9rexrubLP8rxm0OzP9aNt3LnqF1tQXr/w/lEdTn9Tpx9H3dZ0leOK5aFNCJJYH86WGDhCmSuP7dvKap1RZmS25JyDrnht3fjtPZ1z6LbH5IebRuZxHBugO9qLtql9sjkvN9t80MrysU3UWbNpsU9la7nYLsqV18PrcQHUjn4QuNpy8pb6GYtgEn48+MAHPtD7xS+u6mG2lB3+M9rKhpOuW7eu9/Of/7x39tlnx+AYvjvSBu2JYxsvlPnZv0cdddQy2dfxOOlbUPAgARIgARIgARIgARIgARJ4zRAQJ2D0xRdf/MFTTjlFg0NYVjheglLZcg44Pg3nKTgdCH4huIR9SJA/4ogjeueee25vyZIlw/FtGjKlk4QlK+edd17vrW99q/5qjwDW1tgrRTaWHy3OuHfmfF4uoDiY6RXqvKPk806u0Ol1eIfVyq1PS60cstZnrFOG6Le979Q22ZOVNRzQoEtnecSxOv1O3myw1OvNyqyNpXEcHTahXyfr9XoGKM/6ce0a5XEsZZ+OW+wTMq7ct43BmlJPsDn0a9cplCVdjqPXWeShI9lf2tGtI7VJtsWyOLa6fTxPsg3OmUxph7XrKrd6STM9KDc+w2gb2RSyDZ2uP7QZqj7qFdaQ7Sfv63D943lhU3bdgj2Rv+svtYdMU0deH/SEa9Mi6/qMfUX7Utvs/ZyNodtO02dpPxv0vSh68cMDZjIhOISZUG94wxt6X/nKVxoP6ig/kxsf2q7Ay2KPKwSu8OMG9OOF7wr/I4QF8/L7ObFAkGtKvdQdDyI555xzviDdjRV5HiRAAiRAAiRAAiRAAiRAAq9VAvIkqC2+9rWvfRtOwpiBsC/JuLHjxGmrnYnoaMExazpn+OXeZklhptSsWYf1vvvd83oburQQPpF3hpYtW9a76qqrdJ8szBBAf+gHzhccIszSiraqzbWNandwwuHc5Q5ecpSsra/XIJ60t7LUvjl+z8TkTadPtS6yRP9eF/J2XqbBVrWhKzDj9fr8MMYNG+P4nNMc+kuc1H7l21ZmNtd1tQ1tTqrX4/ORlbMhlSUGsUxtKfrN7Ouqq8vFxth/0SfKG7Z79ja+IW1IrKLd2fWBLclO9BltysbST4+0jzqTrtgf9MT6ph4dq423VS7pNNmgO5VnfTm7lWGtM4wLbfJ2/cab6vI2eX8tddJnsNXV2dgsdXam8ST51HeTWd5/WZ90RL2dffa7NkFPssP0IrV82bfpk3p/v8pYEbTCZ+Zk+ezE5xv2kDr55JN78iNGb/HixfjYjYf//I2Fw8hg1haWCuJHEWzMjs/nreQHjjFjBuR6OJvj9Wnab7OCYe8OO+zQ++xnPvNzLheUO4kHCZAACZAACZAACZAACZBAInD//ffv+fFPfvL+KVOmyBOeJuiv5gPieIjEsF6YFYUN2G1p4Vve8paNWlrY5i/dfffdvb/8y7/UGQMIYiFwZktMUiDLOUqwvdV59DI+n8aaAhihPjiShWxDt9W7Nk4mc+JqrslBTX0H5qarLq/1mLyl8fq4flrLUK8yhd5hXt+oU+QbfZc62mwpZXBucpmzbTN/Eg/0l66HlefjUJtMn/aVgpfGU/W02WFlsX2uO40d5fKCnMlaajrqvmOb1nrXPmtnYytS0TEk86iny/ZCp8iXOj3jsi6OJ/bT1AeZ8h5XPY4BzrOyoi7rB/dFrB/+uELwxslDR3aP1ba3lQ0xPujpxybUtcioDS3MahuUm8g0dUOXG4vdf112Rl6hL3xGhhlQYQ+p/fbbr/fhD3+4Jw/1aCwT3NDAVblUEIErfBcgCGXX049L84Wdtlwc3x9jxw5gD655t91220HyPSDiPEiABEiABEiABEiABEiABEigIABn4ZprrjlWNlN/Bo4ElgciUJSCQ84BKxwQc37LpYWHH35475vf/GbvqaeeijEpOEojcZZKWWwsfMkll/T+7M/+rLfjjjvGpTD41R/92wwqGV50oLry3rGCjHeusjo/XuS949naT+10RicZ5/Lyeny7KJdsNqZme2ZPbOud29TW2rT3WdimNnXb1t6v76vFYY/2ebkyP5Tt3qHvkHXXIo3Z99PeDmNKgYF2maBP6lquWYNJLRPKfdDB6VZbvW153oIYNo68jw7GZpulyr3F5pb7S/uxdpKW95vZkc/4CbrVNui09kNeb8cBsmW78nxIfTU7HVeh29r6MWN8Vj6stNBp9mnacS069Ra6olxd3mHbyOwNPPDZh1mq+OzWZeGYBSVL8d7xjnfoEu/HH388fg5vSMZ/FmPfwx//+MeNpYL47kj3Tn6PZ/eccIC9E2VZuP5wIu1kyfhKmRX2DrFttMjyIAESIAESIAESIAESIAESIIH+BMR5GCPL9j7w5je/eR1+vccsp/DLeHhiobQODoo5dXbuUjhRaIsAGFIsWfn617/emzt3buY3eYcoqxjGydq1a3sPPvig6p01a5Y+PctmZGEWAF7RVmcbyjLnMI6jdDTLc+eMxTauDH1Epxltm+2zfs2mLl1WH/XUOvvIp6BMYVdDl6vvo08DDWV9HKPTUetvHV/Rd0PG6fd1Pt91HT3jIC+MnH3D09EcR+zP2aZ6/Xkcl7Svy60/S6086kMbpyPK9dGVtVW5cF9pW+hy+hqy/eqsT5Vp3qteV7SzVV/ddhh6vE5vd9BvNlhaXhdfbvk67WNXtN3GixTyjTams+5XZXL97UE+yBRtpY+GrOsvs8nKLfV2ZvnUR84rLBHE5x1mXOGFANbee+/d+/znP9+79dZbe3gS4IYe5Wc0lhz+53/+Z++AAw7IgmS6OXs2htJecA1l+H4we5Hiqbbf+ta3/vucOXPGyT3CgwRIgARIgARIgARIgARIgARGRuDRRx+dILOnvnj00UerQ4QgFoJR2Yws57A0HDZxvkaPGh2fWojZUXB6/uqv/qp33733bag/pe1Kpwqbx19xxRW9P/7jP+4deOCBunzFB9Aym+EUwm5nu5Cpg1210+XrfN7aSuqd0Jh3wRNz1pJu6yNPta32EfqOuoo+gp7kFHq9aBNeqG/KeJ2+XcmgVc7Gb6np17GWs1F83z6fjxk2xL6i3qZMZqu0Ke2186RL+nT6Yjna1i8rs9TLZ/naxhAUrPU63aavPS3HHs5jnzYW1Ye6Wr/Zaf1YauVtKWSGI9fW1q5la119jRq6y7HZvQfG9TgbbRL/wCvX4bmEfF6fGJf3W623ZFD2r+eFzlKmZuBtSf2W9ts5dBZ6VU+HnQ3ObW2h25U7O71tmL2EYJUtp0YAaXBwsPeud71LZ1stXLgw+4zFZ2b5uZkJDHECfd/4xjd68sOGfgdgiSCeKojP9ZyTs72FKWzGDw14Ye/FL37xi1/FXoyigwcJkAAJkAAJkAAJkAAJkAAJbBwBWbI3VZ4IeM6JJ56oDpMFhkJQqHRW5Nw5XNKzOjf4xR0BMDgv4+QX95132rn3J3/yJ72bbrqph43a7dgQB6tsgycYXnjhhb0PfehDvWnTpqmjtOWWk3Vj4Yliw6jR4lxmgSZzRotUx2HjC2lyIK3cO5sos/Ju+aFnSRV2eKfX2FqqdWVfRXvIZvJ1fReDNtk2G+qyJhNjUNjhdbh8au/lRYe329tkeUl92w3hGtubTmdXuHfbxoKysrwtYFHK+PEhL/V2DTr7N7miLeRjm2BPHIsbQ16G/ryedvvyQHSQyfX4gJXXV+ezPqysva/cHpGVttaXpfYZorJOd6w3hjZulXHXo6w3uTqNeny5tnE2u36jPVE+MUrsUFa3j22dvq6+RRb22KvsC59bCBhhyd2UKVvFQP3pp5+uwSXMSPWfh8j7c/uc7Zd6+TVr1uiPDX/xF3/Rw/5Z9iOGzsh1e1xldsbxpnsjLBWUTeRlZhhmXB166KG9r371q+ctWLBgmrTlQQIkQAIkQAIkQAIkQAIkQAKbloDseTLtggsu+P//4A/+QGdidS4tVOes6ayJNfrLPWYK4Jd7BMKQ4jHu3/ve93rz58/v51eNuG716tW9++67r/fP//zPvTe+8Y26XxYcL8xYmDBBZgDIqzl7IDjRsLXhXOu4klMWHVRzVLM2+fhbneSsncj3dbRrfc45TDrzvqLtcIadvJbHMbToi7K5Ph8Y0j6dncmGdi5WH3XEPpK8yeT2pfpY7to2xyU297Er9p9do5Y+/DWpWZVjjva0yMY6tRUcc5ZWn8bsAi0iG/oSu9xYrQ1S3y6VWx+WhnElWT/OXCbp8DJ1/86GaJdnUudbdbi2sR7Xp61c9RR2dcrlwR3Y1bwXMJZCH+Scvfl4INuUj3a7dqmsKa+2QNZsl/H6PlPbgnWr/iSDz0t8buny6C3CE1i33Xbb3iGHHKJLBG+55ZaNWiLY9sH6/PPP937605/2PvCBD+iG7PjhARuzj5egFX6MsLEMNT48gdCWCmIMCIJ9+ctfvnjRokWvEx08SIAESIAESGBYBOT7hgcJkAAJkAAJbBgBWe4xQzbv/fq55577vnvvvbeSX+krcWoqeYx6Jb/eZ0rxhQMvTg/NwPcJhzhkFV5Lly6Tgl4lv8pXsvyleu9731sNDg7WUlLTQ2zClMTivpmyjQTfKtlfpfrZz35W3XDDDdVDDz4k/S4Ve9dVA2PHVvIkrWrlypUN+8WxlX6SzbHTutis8hISLJEWVtLWvijT07pVXWUSdVVuglVGYyRTlhXnQTsaiF1FXTyP5cjgcLKxLtT4v2VVPMc1k2vXOJKAVDXrY3Wj4RAFaIjBtPUZB1nL1P02+/IldV4ShCsyS4ux+VboSs+lAe5b3IvlMfQ9kreI+mPG17cWqg2QavZe24dK39TnUVWf5+0LoUwBFMpRiliRK3dZbdLaqK4J+kKL2E4z+IPDLIy1objNkCFqSg21eP/EN/J537+U6z2k9w3Uic3FPeTFwWPixAmVBNgrCcTr56ss2av22GOP6uCDD67e+c53VkcccUQ1ffr0aJvdZyP5rCw/J2V/q+rqq6+uvv/971eXX3653r8SeNLPRXxeth3ZkJ2ABL3ivT84OFideeaZP5OA2MdkDPOdGLMkQAIkQAIkMCQBfNfwIAESIAESIIGNIiDOzvbi5HztO9/5zpkyC0CdHShsC2T162js2HHVwMCYSpYkqtj2229fHXTggdXHP/GJ6vWvf30lM7Vi89LhihUdmTZ5WbJYyVKb6sYbb1RnDbbLJsfqLCIQt3LVqmqVBLNwmFMY1Xd5ayJgVckvjSW192parNw1sipLVcTJOdG81BpAQMIiEiwxdx41QRZ/cfgaOS0UWZDLwm95ddJkccg0Tug2aUtR1nY067XEF/u8qYhlkrFoEgyox6TzYXCWipxF9YjqOidi2mMa6uSv9RFrikw2+Fyx6Y+6jLtV1KpwikOvSlEXauRv1k8s3YhM1msfPS0G9WvaWpfr0DM3HqsNqZ05kwpZ1BR3cBB2cuk+dHrqrPWQiTuxLKhownoXQailZ5HBHCv/jjMdsbm7C6EjlbuOJatBJ6kcGDOgQX18Fv7+97+vEDySPf2q448/Xl+y2Xkly6Kzxm2fcZlAcVLK4weIhx56qPrHf/qn6pabb64ee+wxbSEPydDPPwT2wwHrcQQWdpZKwjhgs8wa08CbzLiqPvjBD/7wPe95zyd33nnnJ7Q5/5AACZAACZAACZAACZAACZDAy0VAZjdNl1/sz/nDP/xDXRaom/TKchFs8is2FS8NNdRlPh+WF6INlqpgf62pU6f2jjnmmN6//du/9e6//37xu/LD79WS1wz/TGYV9O688059kqFfZojljToO2WgYNomDmY1DnDd3bnVwZ8OrOW4vL3n4vYiSFHqzdipTtJN+U9/dS5SSjMmbjUEf6mFr6q/OR3tSndeV5JNdQVd+3ianZZ1jCv35viyvabRL+ok6zObUd2e/2fWq5TM9oiueF/rK8vLcXZOcaaEn4x3qbIytdls/lvox1GVl+/I8H1PL/aJ60rX2dkigJ9yjvt9h5MP1Ksc+1HmyLY3B2+Xzdk+XOk2mTtu4wX43rtRXrStrk/SYnKWJU5Cx8pCmsUDO6lKbZDc+W7C0Dp81WNqMZYIyq6ons6x6n/3sZ3vXXntt7+mnnx7+B1qHZNtnJTZlx16B7373u3WvQPvMhS1+maDaHbnIeC1vqYxxnOzLBdvRFuPBUsGvfOUr3+NSQaHHgwRIgARIYKMJyHcpDxIgARIgARLYtASeeeaZreTx6v+n7Gf1+dmzZ+uyPMwswC/5WAYzkkP2TdGZV5jNheV9O+64Y3XWWWdVJ554kiydObwSZ28k6hqy4udpmV9ugyUysmeWLp3B7KyHH364EucxzgzD7CyMY5XM0EqHzblIJcj5UnzpwuvDX0saM2v0m1n+FMvNtNi3l7wdtUY7TWld4etD3pdgtoTrLq8SXY2CVJZV1SeSwJUPVJMpIecb+HxZW9b5c58P1lkv9ZXUWGCBz0Q0VQ25mljfXuxLfR7N5NwPOKvOToJsB5logMvodYF+DAaqcLSBLbsJkvoX9x8aIXoS2sZMMB3F0OmK5SweVpzdI1Jr5VGwo8zXI9/WListBcrzUonW4w+0+DlQWhDGLNUqVo/TX67YtwqomvTHlblsqEcBDnc9yqK8TX6GplgWiM83qJAd1lGkn3VYHihPaa3e/va36/JA2edK6+wPPrP855WVjyTFZyk+47CUGksEMfsU9mDWFGZiYdbXSA7MtBonM2hlq3httueee2IZ+D/IAzr+eqeddnpmJLooSwIkQAIkQAJdBOy7tque5SRAAiRAAiSwwQTkl/1Jd9xxx0cvu+ynX/3ud88bDccIe10h+LN6zWpx2qDaeYB9eoJzBScJB/bXkl/4q5kzZ1annXZaJctSKjhM0L0xR5tjCEfukUceqW699dbq9ttvry655BK1HwE1BM/QBvm169bqUCwgFu2wb9raeXaRhChSZpqubikRzqNczKRy5CLZaEMhKG69Of1RJKjI/vpWmi8K9DR2ljWVExO2NBQhiIDIWQw5uPZOMimLhTGT6vrlOsVRgSOEFEMOf6U8j3CkIaC6PhpqfUFSbeIuNUFLQ1W8Enmx681UxBBovHqxScyYbF6QzlLOJJG2l/aTCC1SO8tZ6rWmshhUU9Wp3HpCCQ53S6htZZkKNf409alIXdxRm429S6bRlbVCAznCbdPeOgScRskeVqP1cwqfZdiPDwEs1J1wwgmVzPysjj766GrfffetZNZpUFr/bftsygSGcYKgFZYFXnHFFdV//Md/VPKwjAp7XcGGsEywkqC8LRPMFfpRWR52j5Fx4LN4pXwGIrD/puPftP59Z73vsyeffPK/zJgxA5sa8iABEiABEiCBTUag/srdZPqoiARIgARIgAQaBMT5Gnvbbbed8rd/+7ffkmV6M2Tzdw1GwSmD44TAVnmok2SekqvEnjBwnLAfFtrBKUMgCRsZn3322ZU8ybAaHBx0LcQR3gQzFqAQfT366KM6c+HSSy+tfvnLX6oDiL20YNd66Uc3r6/HBfl01INpjKlRYG6xNm3UakGjNHVT5yCBwwcBQon8bTSvC/o2Ss0azaPipDvI5Apju5gJDWPwxunJW7oKZKVS62VwcWaR0+myecNYETN5fcdZtE+b+bY+XzRuyIZ6a2Fp0ar1NMrWOl3Yr0XepEPq/7YI10V5SKlbLt0DpYz1WpZ3tuhuEK6tKRI5eTvlR9nWzi2tpeVjotk219RyVihxb5asJjsxNXkhPqdkaWA1Cnv6ySAQ4MHnA4Lx2223nQbdbRP2vfbaS2c/maYNTds+6xCkwmeVPE1QA/AInCHoPmXKlOqFpS/o5+P6dfbQDYwBRwHdDW1AxjEW45Lx4TMOwTb5AWHppz/96f96+umn/1DKRzbNNnTIvyRAAiRAAiQwJAH7lhpSkAIkQAIkQAIksLEExLkaJTOyDv7Rj370zz/5yU/egKV5OBD8gSOUL8mTCv8tVfhT2lD+TNlqq2q0OFQIIuHARscnnniizmg46qijNnqJIXTCKcQBh80OOKIIxN19992VjEU3g8cGyFhqiNkVaIN0nTzdEONau0ZmaNmhekSnqnWeYV3fKKm7LWd4JGsa7qZzu0WpKgxaYzDGbPFpEPElw8r3b1bXYsw+EpGdB6usMz8nSlv378CaNdKsC6uNClHQcVOprCNlbcqZWZlOOwlpMFn+IoN+EGkr2wch18Dk0STZ5iwJsvJX1dZnaU5WXeD1xhZoE0JfHdUqqXprAVjQLqtSUis911mVxTCtv9gwyVqVprE+lBansd/21qW0aS7K1ThvlMlJ6hRbK/AJR5wX6BqErMpGvdYyieGzTDcvR7BKriE+JzSoLSKHHXZYNTg4WJ166qkaaJfNzDXAlVrjsoOp2eFr+ufLdvjMwdNWEbS66aabquuuu071IqCGANrzzz8f7XLD1uspH9PSWbySseOBASx5xJNa1+uSx+132AGzxubIDwcfffOb33y72G1RsNiGGRIgARIgARLYlARG/g25KXunLhIgARIggdcsAVm+suM111zzhR/84AcfhXOF2VSTJk2sVq5cVa2RJYbr1X8KTlTpTpXngAjHDM7jgDhnK5avUF3YS+a4446r3ve+9+lsh3JZzobALx1F04GlhlieIzPMql//+tfVDTfcoE/0sj2/sLwRs800mFU/1Qu6hnfkI9azvCip8eUxHzMql5+lpq2VXcIox+GHoLLyJwZq6sZ1Ehq4v17UFSObNYknroGVuaKgAhVoXwQhTD4I1X+t0EI7jeI4PpPMmg9xkrepzzRp1kBVR9wg9JI3qXv2hcUYWiQC1NQm5EK7JrEkV6sSESmzexbVOPz1DyXdf6VNvDVKqUZ33R14UZ+P9nk70U8mZB238OqQi4Ms6hFoCi8sC5yggSHb5w+fR3hKoAR2qlmzZumywEMPPVRnPZkFlnZ9plj9cFN8Bs2bN0+WCF5ZXXTRhTpbFEH2yRLkx2cqjvxJgkNfPIwPgXiMD5/NyO+yyy7Vxz72sQtOOeWUv9h7773niczQioY7CMqRAAmQAAmQQB8C+CrmQQIkQAIkQAIvGwFx3iZdeeWV7/jhD3/4jz//+eXb/O53T+lSG8zIQghCA0DRPbKvLSsoPEoZBYJY8FgnT95SZxgsX7682kocuF133bU688wzdeaDPNmrscfMpgSAGReykX3129/+trrrrruq66+/vrrnnnt0ueGSJUt0+SNkMEY4iMjD8bWZGq22NIeqYvDVEUQwInDWQ5DANXDZVt0ohIw/oLBsJ+daZJ2V9bF9UYFTHNIuq/EnGIgFR0SqEYCS5qqmbmMmQK2Vx+Yo1FKbm1Q30vL0Jy/Nz1TKF/l8UhFzqEafRdhMy9zVqc8h60dQj6FRCrniaNiRChQhxFW1lLtoUZDCXzvy/o2X1ZrWMrV6Ta3SCuW8ce9ZHdJYHwrL5l60vnyhUcHK5LR9qaToo2tcpkPTqCNm8uIojCWBY+U9i2XMoln+4PMGQWnMatp+++0r2bC8kv2fKsz+nDlzpgZ7sHTQH5sqYAWdWAqImVZ4WIY8AVZTBKnQB4LmL7ywVKR6+lmjNvj3WT5crbY/GA/sxvjw2YTlhvJ02RVn/ZezPnXwAQefv88++0AxDxIgARIgARJ4SQngq4sHCZAACZAACbzsBMThGi3Bnv3PPffcr9x8882nYhYTluKMHo19VtbrzAE4Zf4o/a/yHLLYKwubFOPJgmMGZO+WMWOr448/vjri9UfoMkMsOcQmxJviMPvg2PoDDu6CBQs0mHX11VdXc+fOreY9Oq96fP7jOnMMgSu0hdNoSymRth46yFq/RgvaRl237FMFiSGq1UkvkDuTpHUdIGnV4x3l4XTmNPtsq24voHkn5bINsVjQHiCL1UoGZ/n9FurLDgpdVm2pNspOghpHv39tLe6Tkq2vE70WRmvojQUxk7XEia9B3o5AwtfWNb7I51Fdn4fE/41Vpj4pc0G3UJiUplzZTGrsRu0Qai9uLzW70Qvey7oksF4WbEFnpJhhtdtuu2ngCjM9jz32WA2Ul09G7fpcKEbReYr2/jMFs1Wx/Praa6/VB0vgKYIIjEMOn2WjJcD2/JLn9TwqjUPF/YE7u+3erqrxE8ZX42Sp4FoZH348GBwcrI488sjZ73//+z/+lre8BcsEOz6YYk/MkAAJkAAJkMCLRgDfYTxIgARIgARIYLMiIEvxtpZNh8++7LLLviyv8Rp8ktkACPAsl+WB6+SJf+YURsNrB03dd3OC6zLIYOnLuPHjdC8qOKRYbgMHFPvQwPl873vfW2Ej5U2xzDDa1JHBrInfPSn7Z/36bp2lJfuCqSOKfWngNMJZhSOKmQ9wVlGG8drLq7Uv8uYWS27wvgHyUmWIMmddqlrdWlNladTXKFDlFkAJYl6mzvuiqKuZgRiOVptCVeNvUF209P35PFqX5w2NZUHRQE9DWVEzDN2+heTjRckNU6koGjOlYenciaRsyo18zEm15pyqWFOW1echKSqL00wHTnQtpWZi1dCZ1JNv2dVVqQ/vufCqZObRQB08T3vzYUkgPjcOP/zw6vWvf71+VmAmJ5bTYYZnedjnE3SO9EDbsp0tD/zFL34hywMv0icIzn98viwPnKwzwDBTCkE1nbFqHbYOPi9EP6PlpU9wlXT5iuXVpImTqmOOOWa9BKy+KPt1/asE6Z4ylUxJgARIgARI4OUkMPJv1ZfTWvZNAiRAAiTwmiIgjtwYmZV1sASx/vqiCy86beGTC6vnnntOHUlENbBB+urVeIKhD3F4B03yFhSwYknHjA5LeiZPnqxBIiy5QX5ncUbf/a536WbL2HAZS4JeisNmaGH/GgSzsOkyZmlhGSKWQJozjNScW8zaQnCr77JDZ7wN3xWlrKtEFocnGkqG87dW5PSFVmlWkHjmoly0ZzI4wZH3monkDYK4/xuFXV++3vJRTgpcXrN2LqndNtasNcVY1GZJMSZ3WI3vxIbuxDSby6LI65LaVmNceVIQhiQdjcK94joyKk40q419qkAhFcuCbfE07yCqCIoLHa63RhaiOLw+f3FCrUdpJUlqBN2hMZYBjh07oEvkEMTB+wpBIFyj9bIBHwLI22yzTTVjxgydWSWzkCrsqYeAVTnDKhqziTMIaGNp4AMPPFBdeOGFurcePqtg3xZbblEtlacJ4v1vMzite0NhaQSXCjSgP1ZmWgEgAl/4cWDHHXfEEuvZH/7wh/83CWDdIlzckydMO1MSIAESIAESePkI4KuMBwmQAAmQAAls9gR+85vfTL7//vtP/853vvNV2fNlhmwCrzbD6cSxcuUKdez0RP4EX03+akY8Y01xLvnMUa7UIcUMC8z0wkwtzJCS/V50HxukRxxxRLWDPHHLHxZI8mUjzXfpQNAKTzOU8aoDi43hn3zySV2GiHKMGW1xwF44sHBCbe+bhh069kZpXtAigyIcCVct5GQ1685DC+MfzrLq7MSkkaaKlLNSKWm5br51zGtjr0GaymnAlZebdtd1LIr6skqUWijIiZZqU+MoBBEcfTdqV4mgLMpLGezHRUjXQQWbf1RO/rSwSgyazTDE1CSNL5esjZBC60brM6NMxtJcQzzrV+3qXFab9h1DVF5nSmFRNn7c+GqsvF9GywuzG3vyvsGBABZmVw0ODuqMTMzKPOGEE6r99tuv2m677Tb5DKvaQn0Po29/PPvss7pfHpYHYhn1pZdeqsuM8X7X5YHy3kdgy97/vi3yqg1/9LrkcyFRj3FibysEv9H39OnTMc4V73jHO/5v2XD+u7Ip+9OQ40ECJEACJEACmyOB/Ftzc7SQNpEACZAACZCAIyCO2yjZHH3mrbfe+r9fesklH//FVVfpshkEdeCYYTbTurXr5CmGI3+iO9pPkD1gMKsLjh6W42DfrF123kX3tsEyQ2zO3DULA05l6ZA60zcqC6cVQSzMyMCTxe69917dHB4Ory01NOcUwSyUrRYWmIcDFJrWQa9uQ7qDF3CFcVgAJvrIIZzhVKYaVyjZpDvlTKJoA6d+SFu9RlVfO+1BZ6HROsrTYQiVpuRN8rNMeV2VJPJRp7OUC9EH0eKDQklBpj47KWQ0JlLr8Ko0vGGRKtfGsjpWUWznwY76DAmOWqGWRkHXJkgVf51gUaOnXdV1OQghwpbdEi1t7L1nQW3MKsIL72scCEyjDsFqlGMvvAMOOEDfzxK4qXbffXcN6JgebeT+vBjvb3zGYH88vK9//OMfa/rEE09okAozvWAzbF2zdo08SRCzTcPRMnyrylKMBePHPoAYOz4fMX6M94Mf/OCFwuCvZR/AOSI38g/MrCeekAAJkAAJkMCLTwDffzxIgARIgARI4BVJQBzKsbfffvus66677n/IzKxTFy5cqHtbweGDs4kZFmskkIOAzkgPc4KxNwwCQwggIY8ZT/vtv1/1rne+S51AOMCYsWHyI+1nQ+UxJozXnnZ43333VT//+c+rZcuWaRn2zPHLC8HDDnBZBzYyC6M8Go6x/U/BAhdyHlQ1JIMqKdYYSUe1Clmdpd6ItjJfL3kTsTSUQCiNEWXN+SdBkbZLjUNhx98oFiNZsURa+HyHAhSbWJ3aad6ivTSXsTPI4nDjjfaFmn7jNwlLW7RZVZF2SRprDTWJVcEuKy2UDPPU9SVZi7v5xngvIjhj772eLK0bPSbMyDQ5WwqI9/Cb3vSmav8D9q8OPeRQ3etucHBQ388mu6nTroDX4sWL9cmBWBp4ww03Vpdf/jP9vMJ71pYnLlu6TO8bLJP2l7m00VGKVaPkwRfjxo5TLrABnwP4TMSS6NNOO+3Xb3/72z+755573iCfW1pzAogAACkxSURBVCtiI2ZIgARIgARI4BVAwL73XgGm0kQSIAESIAES6CYgwZxJN95443GXXHLJl2W54YEPPfRQCGKJAwcnFzMYVq1cLQpq51q+AV1Mp1CMr0cXHJAz6MAG7wj6YFYEzlfJ7IkjZUNnbOqMp5EdJ5vBY58cPPnwxTosENU2SwRPIoMTLEssqwcffFBnaNkMj0WLFktgS5Yfyt4/PZmStV4Gj5kY0INN8bGvzurVq2Tm1lDBvhCWsPHllKxU0ibCvEz6LfdpQuuyWXneJoMyHG2yodDXdOWDjvDXy/hyl69FkiRyOIyIjE9nDSWJUI+/vgw80Upm72mKejnspBGYCtXhrwn5spRv1GpBo7Ru0FLeUpS0OxOl0Gbm+fpNmcd9iiAUglV47+Ecs4lwHt7H4Smeu+66q+7lhPcg9rE76KCDqn322Ucf2ID3b9v7pt97alOMwd6D119/vb4v77nnHn2CIAJLsGeMBN22mLRl9cLSF3RMWZ/+mpXXozhHkArvaYzHXjvttFO1z777LDrt1NM+J8uhLxEez2X6eUICJEACJEACryAC+OrjQQIkQAIkQAKvKgIyW2pr2UPmjNtuu+1/XnHFFTvgkfNwdidMmKjBG+TxmHjbA6d78IWHWAvCUcQLy/TgMELXSglqYRPkbbfdttp7r72rs953VrX//vtXr3vd63SD+O4+Nq4GjmqbU25a4SRjlhb2zvrVr2bLDK2lFWZrgQn21tKlhhKIw4wu6Jkkjv96sBG9KAMrdbRFIYJe5hib/mGlolcDOxbb6WokYs2ZNvk1yM9MkStFX9qP68yqLbVmSFGGA+K+fhg2e3HV0SioVcZyyWje2RYbov+6PKuOjWsDoUKuQ1nc2UY7aP0TVcRMq1gqjHIxk+os11bVVmbykmLGEIaOFKPDU/HG18EqBKjwQuAYe7xh1pUFXvH+kplE1aGHHlpNmTJFg8dYBojN1yHTdeAextHvfdPVdjjlCHDj/SZLnauLL764+uUvb6+effa56pFHHlH7EVxbIU9TxfJk2LJKxpVdPu0kQUu5vHcEozHjDGPFhuwrZB9AfC5h/PIEwaVHH330/5Dg+n/KcsEnZazNLnJ1PCMBEiABEiCBzZ4AvhN5kAAJkAAJkMCrkoA4h6Nkv6jpv/rVr94qgay/kUfQ74B9pJYv/704kmGZIYIy6yQQhUBOdtg3ZO32RScyZuBqw+kODrZ4w9WUrbbS2VnYhB0ONZzTWbNmVbI5sgaz4FxjptaLOUMrG0PHCQJSmKn12GOP6bgxYwtPQJTlmFqGwBWe9ggZ24PHnH6keCGogAO6sHQLS50aDDv612LjaKkvlLKhAlkhEBQ6yFT067Ooa2uHMhwIEDVtQE09Y6qtUhWiXhipZB1LQ7PysAAZyvUeK61J5yFXnjuFqMIherT3wjZrmfTUwoBYy6a6+oZXheUf01SW47xfXZDHPYMAFFK8b7SFdLde7p0x9f2E9xHuPwRlsGR32rRpGpTB0jrsWYX95w4++CDZ02mCPlgBwRrMyHopDtz3bUEvBHnxUAkEhR+UmZ833Xhjdc011+h7Aw+GGC2BualTt65ekKcG2nsEY8yPdn5lKdghSIU0vBfX62cZAuXypMQVZ5xxxt8cfvjh35XPmfkMWuWEeUYCJEACJPDKJ4DvRR4kQAIkQAIk8KonIM6eBrNkZtZbf/KTn/w/ssxwZ1tmiCAMHGukKzHjqOFctuCRb1D7EhW/Nh2YPSLO91YSzFouASAsM4TDiUDQ4MzB6g+O/gPdLBqzR7D0EE83LGeLdDnKqZOR56DTjjYnHHUWsMJsF8wewWbSl19+uQT8luuG9thsGnuBYXYJWOEIKUhgCReWJCIbZm8hOAjnvumso+XwjqDZZOXMB2fyShPaBOlwFPeXadbWJTEJYS49TX9q24MQ/uJIVy6cd/4NzUK1z3c2cBVePuZDJp468X5Z3F+23G/0aOxRBQ2VBm/svoGM3YdbbrlFNWPGdrpHE943eGeddNKJurccngSI4BUCNlgC2HYM595ua7ehZRjDokWLqrvvvls3XcfMKgmS6wubpYdjlHwGTI7vKW+j7zexdaxToYoqT9E7RoLuCPZBF5YB77TTztW+++679JRTTvkb2d/rB5JH0IqbsXvAzJMACZAACbyqCIT/UbyqhsTBkAAJkAAJkEB/AuIAjpKZEdNklsRJsszwczIzS/fMwl412PR9sjjMCLwgkANntdv5lCCEfpNKiEH+hbk36DuFHBC8QoAKuseIMz9hYtgQHgEz7NeDmVqHHHJI9ba3vU03hccSxK233volmVVi47JAQj9qCELhiYfYZ+uuu+7SgBzkMYtr7tyHJeD1cCVBwaBCHOzVwg5tEHjARtoWuMBsLTwhEudYEgYbrH/k/aufPVZnvr6lKE/5lCvl7dzSJJlyVteeipwE0yyeFlvVmXje3tiVdkumuVxOvDMremp7IJLuQJyhDzvyGivtSvXaSLAJy/rsOkFWLpUGaseMlRlVqJfrjH4kq4EqXFvMjLLZQmiD2VIyS0iX2uIpeHgPQOeBBx4ggdwd9b5PASC0aD9Gct+2axh+KfpC0BYvBLwlAK4vzKZCQBcPTUDQDTOrcM+Pk/c77vvVq1bLNWhhrZe7/5UFE/AEPyylxOfQWnlhRho+G2R54CJZHvjXEgD/0V577bVQ5Fs6Gv4YKUkCJEACJEACrxQC/n80rxSbaScJkAAJkAAJbFICssxwC5lFcfgNN9zw8QsuuODdmGGE2UeYRYIDDiUCLnBMbQnQUAbUfmoWSTDHFG3h2E+WGRrPy9442ENryhQ4wes02HPmmWdiZoUuN8SSQ2zEDOe17YCDDb0vxjFc3eCCJYdw6OF4I1g3Z8798pTEJ2T/n1/q3j9mIwKDkEWAA445gh+YqWUH+sQLG1sjIIK8PxAU0KCibjqPTfmHe+gVyYTjNUJp1o3UWGQqa9F+kjSnXKtkS3VehDMcwRhcVom11ueWqoD748t93ol0ZC24hGtm10dFRY2GWMQMzPgJwalcCeRxHTA7CkFYBCmDvZXu+YblftgTDjMNEeCBLGZQ4V62TdhzjS/dWb/7Gvcu9ozDQxAef/xxnYl40YUXVvPl3gYvzFLEZwCWNuIexsxKHHrfyj3ZCFp1XJKyGExseSV0gTlmPk6fPl1mp82oTj755F+feuqp/1NmpF0jXJ8V/tkd+9LRY08kQAIkQAIk8PIRwPcnDxIgARIgARIggZqAOI8D8jTDvWTp3PvkaWH/h8wqmrhgwRPiUKa9ebB8Z5XMsGgPZpWuKRS3lYUOEQhAoAxOPmY3wYHGLBToRoAHG1QffPDBOlsLzv8xxxyjgQA4tW1HP+e8TX5DytCHHVngwwpdCiccL5PDzBXsFYQlWFdddVWFPYKsDsEBBA5R9tRTT8Vypy4ECtC//BszFrNUBize48U0b0FH2Lty5Spp++pfXZWW7oW92YxtCQdscH+h3l6lDLhh1hTuze23317vO9OHgIs81U6DrIODgxpk8XVdy/2sD38PoczaWv2mTNFXl34EUzG7CssBH3jgAZ1R+Oijj+q9CRsQOEbQFe3Bwu5n8Gs7REzuM6vpft9DYjRmWMnsTASu0AeYQu/0adOrvfbeq9prr31+8Ja3nPr/yZ5Wd8hS4+WmlSkJkAAJkAAJvFYJ4JuVBwmQAAmQAAmQQAsBcXxHyRK518nMrNN+/etf/19XXXX17o88MleDS3A0ESxACudz3bq1upm5TMKQo/Zg/bds6dTWvm3p4mLPoPHjwxPULJiFJYhwsnEgWACnGjNfjjvuOA1ooQwBLSwvwiyRl+vwQYmugEE/2zBeBBQQwLrjjjti4MC3WfL8kur+B+6vFi9eXF1//fXK3/frZTEzDEEaXCMEBcGmS9a383nIj7SNb7+h+bZZT0Pqknts2e+XSbAVs3nC8r22Nrg2YGJ7sGGfKdw//pphzDjH8lZb1to1C7CtDysr2fk+TOalSDFeLIHFvYX93SQ4XV100UU6owpBKZmFqcEp228LwVTcLwgqIfhpe0+ZrXjfWlwab+3sfZydhBYYN17QB7144X7HPYp7EzOt5GEPi+ShD//v6495/aWH7XfYoyJf7vQelPEvCZAACZAACbxGCej372t07Bw2CZAACZAACYyIgARNJktA6+A777zzv1x88cUfkSVGY7HcCDOn4JDCyZXdayR8tV6CXOv06YYxbtXaU4unW8j55V3IY2YLgjIIaKFPPNEQTjBe73nPe6o99thDN4lH0AHLD/F0Mizv6ndYsKKfzOZUh2AEZqhhpgyWcbUdkMEsLiwFw6wv2edM0zbZtjIwsX7AFvmX4rAgB2blINiB8+EekEdQEw8GGBwc1Fl7uEfaDshiDzbcG8i/Ug4LiPXjgmV9CFTdf//9+j7BPYB74fzzz9eAFZgg6Aw5jH/y5Mkqvwr3kvC2a58xyd6q9R5WWVkmrSd4v6IvpHgwxBi5pnjvIvCNgCGCVm9961svOvbYY7+188473y7XbImMq/9HRrMblpAACZAACZDAa4bA8P9X9JpBwoGSAAmQAAmQwNAExMkdNXfu3G3FSX7DZZdd9t9kqeGpcq6OMmZMIegB5xWu7pq1a3S2RTMIYl/DI/dZ4RTD+cbLnh6I/hD4wDkObJi95557akADzjJm3CCohT2LsCys6xhOkKCr7aYot/67dPULXnS1QZDRlsx1yfhy2IAZMgiQhRl2L81kGAt64Lpa8GMk48Uyt5HI25j7Md8QfaZ3Y1PY1a9/XCMsR0Ug2YKU2LsKZVdeeaW+D23mGK7jgGw6P3XKVL22CGy2vydb3o9DBKt0nBL8Go/3oLz/sbeb3W/4LEDQaj/Z125w5sw5J5100tePOuqoX8g+dwtkbC/NjbWxF4LtSYAESIAESGAzIGD/c94MTKEJJEACJEACJPDKJSCO9oDM9NhZlr6ddO+99/73q6++el8sVYKDjCDIgDi22O8GTi1eKMfm5b22mT3qLA/HY655iShmfmHpIWbTwKmHfixNguOM2Vo4xxJDBLJQBqceAS5stg253XffXYNamI2CWV2vhKNf0AX29wt8vBLGt7E2vlr44P2CABXua7ynsORv9uzZ1RVXXKGzqPAkQARtFy5cqMgwSxH3O+TwzkBAOexbh33QhrMktJ5hpdrC+7B8N+LeGjUK+4yN0qAx+kCfsAPvLQSSESiWGVYLZVngP8oyzZ+94Q1v+K20a58yuLEXm+1JgARIgARI4DVAAN/HPEiABEiABEiABDYxAXGUJ4iTvbfMyjr91ltv/dh11123A/bgwcwQBLQQRMKyolEykwpONvbQwrI4OMGb6sBsnuBoh6977O+DYBVmnmD5FIJdKMOhy+TWra+OPe7YSmaHqNO/9957a70tRYQ87B7q8IGT13oQaShWr9b6kd4DCE4hUIUA0Jw5czT4hM3+MXNu3rx51fe//31diofAEO4p3L+YUYU8lsvi/n1hyQv6FEALUpkNluasy5AUaq3M0tQC/SAIPUb2F5O4lbx31+v7xx62gCcuIkB84IEHLpInBn7zgAMOuFTKfiNLeMN0yKSKORIgARIgARIggQ0kEP5Hu4GN2YwESIAESIAESGB4BMSJniCzR2bKLK1jb7nllj955JFHZt13332VLD1URxhONpzzCRMn6GbwcM7xGmlAy88d6bIMzjhemDWC2SLoGwEBBBDGj5NZW2KDBgQk0IUDyxDxBETYh2AB2sycOVidfPIpqgNBMDjw0Ae9XYcPJECuPO9qx/LNh0B5zey833WH9ZDDC7OkEMiF/E033VTdddddeq9hE/VVq1ZKcHWplqENllEi4Ir7cvmK5Ro8QhkCs3hvIBBseiEfD7kFsZNUWAjoglF6a8ofsQOH1sifJBs1xPcHZk1i7yoE2PDkUdiNYDP2lpOnA2Lm4qPylNB/kfwV+++/P2ZY8WmBCSNzJEACJEACJLBJCehX+SbVSGUkQAIkQAIkQAJDEhDHe0D2z9pBXkfKZuTvl/TtsuxQZ0fBYbcNphE0QjBptZRhxhYCWl1Ouz38ME4kGdKKXGCULIcaOxCekIY+MLtkncw0mSBBhPETxus5Zm/hgCOPTcAxKwt7NSGwgLzs76N7bUEGM1Jkc2qdtYWgA/Znwnh4vPoI4H7BEyQRWEJ+wYIFOtsQI33ggQeqH//4xxpwwrI+yOBAMAv3OQ4sW0WwCvecLv2TGNPYcWEDdNz/q1ZLGwSl6uAT2mgACpl+h9ynFrBqE8N9jBfuzzHy0llWch/jwEbwsAmBWdy3f/jGN1aHz5p1tTwo4XwJXN0sG7E/PnPmTC4JbAPLMhIgARIgARJ4EQgwgPUiQKVKEiABEiABEhgpAXHMRz/55JPbiON/sDj8b7/mmms+cM8990x9YekL1ZLnl1RPP/20OtNwtOHEj5Z1TDKnRffQWidBrbUyK6S3PswsGWnfQ8mjLwS3tF/pHwcc+slbTq5Gjxmts1OwzxbqbVYXZHCOgARS7K111llnVdOnTZe9v9ZX06ZNq3bZZZc4g0tmr2gestCNwAECCxt6QE/XsTF6u3S+3OVd493YsdrSPowPwVM8+fGJJ57QPGZNyT2rAVYEXS+66KIKG6jjwDXEvYr+MVMKLxyTt5pcTZooT8WUy7Ns+bJq1coQzDL7kQ531qHdHfFKo8BOJN82swp2IdAK28Q4ff8YIwTTsG/VVHlNkX20JDj17AknnHCeLAe8TAKx90jQ6mmR3XRrfJUI/5AACZAACZAACQyXgH33D1eeciRAAiRAAiRAAi8RAXHmJ0hAYAeZqXKILLV6mwQP3iN7am0hm8RXj8x9RJ52JrOZxGGH048ZUuPGho2kEUxA4AHBo+bhvXyprU81EYd+lOiyGADa6n8U5I/Gg2rZps6qGjNqTNUbLXbIEkQEn3DozBmZbYMUQQLb3Br2YkbNiuVh9g2CXrLRddgXTIIkOMeMHDwpEQEHHFjGKMEE1Y0AB8qxdBEy2LTbHxaQ8GUjzcPGzeXYlOOBLuwzhWV82Pwc9wnKMF5sjH7zzTfHWX6YbQcZBJ8gA+6yBFaftAk242Tm3cR6SR82Sf/971eITLjW2CsN1wjt0Ict92sLTvnbKuRdictm10P06k3ZVS/C2K9KH2wgdg5I0Gq9BHiXLVsaA2u4L/FQg0MOOQRLAdcMDg5ecsQRR/xQglV3yjmeEMjZVRl0npAACZAACZDAy0sAX/s8SIAESIAESIAEXgEEJMgwSma8THzqqad2lEDCLNlH6/QF8xe888GHHhz/q9m/qtatXadBKwQMbMN1BAzCUsCw/BBPPoTjj4BFM0jTjAZISEsCWnUwR6rjrBYJIIRgl2vjsoYTAQy8cCCwZTPI0LfNzkIZgls6K0bkEFhAwAPjsAN1mLGFcaEtzrF0ES8EvHCgfJ+996lOPOnEahtZvqhjrRVAHrPA0A8CXsibXbWIJgicddV5uZcyj4ATlrM1r1ely+2wdA97RC2V/aN80BLjw6wi2XNNX2iPMsgggLh2DZaIhoAT6hYvXqz92NhGC+tJkybqslIrgz60hx4EhfAQAuTRHntEWQCrLVBlOpCGWyXcF3Ll6io51xss1Ea5dFrLpQQzA8UCaVcvAxSbEDjDC0sVcQ+NlftjrJzjHhgcHKwkSLVG9my7VJbAXiZPB7xDglXzJZC1TMZhhqQOmCMBEiABEiABEthsCOC/BDxIgARIgARIgAReoQQkcDBKAg9byBK+nWW21qx58+a9WTaLf/t11103FUEPBDcw2wbOPII3+OJHcEFCGRKAGF1hPZTtrYVgRmvgAY2ia5+dWCTC0UPIC+KxgatryYowWiAIkjTjHDEJrdS+EajCjCstg34JmCBg9/vlv497KkE76hGEQqCrPNAGB9qtk5lCbceRRx5Z4QUdrSzaGr2IZbD57rvvrq6//vpsnNYlgjIYq/IDr+LAGJZL0Gmdm40H2a2mbKUzqPQpmPWlQnAKgTCEhBBIkklVchX1j2gNVwf2GMeiKz0NUlaTn4mRuHBWKanVW+qqiixsRlAK48WSVqS4hrAFedTb3lpYnoqlgAhESrDqaZlhdbHMqroaywC32267BfJaLvLekKI3npIACZAACZAACWyOBPA/Bh4kQAIkQAIkQAKvMgLi2I9dtGjRNrJP0Ux50iGeeHjKM888c/KC+fPHPrVokQZF1khQY0Ccf3jyCAQgEILN2HGsl83b16wNSxGRx75VQx8hEKFxCgiL4iw0kZ0MrW04EghcIIBhB8aA5WtIy0CLBu5knJiV42cqWVukCJKgPXSW7b3cS5m3mURtfWLj8XH1zDYEdhR4LQg2GDPaY1mpHcbBzrtS+09iTy+oi/fYdewq71I4jHLYjDFh1pTNpMIsK52RVz8F0MaFa4i90zAzb4cddlgvTwa8drfddrtcngp4u5Q9LE/MfEZk08CH0T9FSIAESIAESIAENl8C9n+TzddCWkYCJEACJEACJLBJCEhABt/742Xp4YyHHnpoT5m19QZZjni6nB/x2GOPVXfecUeYrSMzsbC8bPWasIQPm24jiGCBj7V4IqIEgvBCkKcnQRIckpXXUIEui35oE/dHymVSDObFuFCJ1scWyOAQAczXkp7D+Qb89UEv3xyBL5vps7kEsDB7ao3MGmuSAe/+M6L82EaWj9Slmc/Xp1A2QvwIPIVXVQcdQ7BqTD2zyuoxEwyzAW2JKK4H6g499NBqr732Wr/TTjtdPzg4eIXMKLxj7733flj2QVssZStFZoQWYRA8SIAESIAESIAEXikE7L+CrxR7aScJkAAJkAAJkMAmJmCBLQlibS2zdXaSdJ/58+cfJftsnShL1/bE7B0sR8ReTMjLTC4NZmFPK5vpFII9MhtKliUikmXBLpiKPGbLDCcgVIRK0kglgAG9rUfZyP53A3Grs9QVxbqo1AnFss0w48x02TTWFpMzuZb6zsZDN4zaEGTC/WBL+lAxRu4HlONJmXhK5ihd/od7oqf3EgJV22yzje6Phplv2JQfgavDDjvsdzKT6mcyk+ommVU1R2YGPi7qnpfA1SoGqiJyZkiABEiABEjgNUUA/y3hQQIkQAIkQAIkQAKtBCTohPV5E+Tph9NkZszOsvxu/3vuuecombV1igSldnjiiSf0qXTYawt7NSFQhSCGPxC4QlBiPJbmSTADAS0LcEF+jcz0QkADR0g7AlVeaSNfRlrKc2kgRX1neNU6Q8taGGW1OVoeKlWZDGVYQTmosB2+/Mi8Pp8P8ug2dBb+Qonk2oJ4UuzHFeWhaBMdCELhBRuwITqeQCgXU5/0Z8st18jSzJWyXFHlXL+41ghUyYbpWOqnASss+5MZVI/OmDHjGglW3S57jj0ge1Y9Lq9nZekf9qgaaiqf64FZEiABEiABEiCB1wIB/B+HBwmQAAmQAAmQAAmMmEAd3Bon+2xNlplb0+fMmbOTzNLaQ2ZrHfTwww8fKUsUD5bAxWjZXL667bbbNPiB/3hgFhcCGghsYT8qLBHDkwTTE+3CbB0zCEEuBEEQ0tFVkLJMEYGufAlheBLe0EsYTeuGpCk0pDn9X5T8aQSVkpzvpb0UEmWNXyBZ1nmNw89bACpqQ0AKdksQKu6dJacIPuJlQSikFqDCPmjYAH+1PMFwYGCslqMOwUnI4ZpiT6p9990X13O9zJq6a+bMmbdJkOpeucYPS/kCmWH1rDwBcJlYvlra+Hje8AdDSRIgARIgARIggdckAfw/hgcJkAAJkAAJkAAJbHICEqDC/zMG5DVRZmxNlQDH9suXLh2cO2/enk8//fTe9WyuA2bPnj0WwSwc2P9oyZIlGgzBOQJXEgjTQBcCJTgswGJtUKYBFJHFBuCjJSgDdfafHMxkQmALQa+unbOgC32tXbcWcbI8pJSiPtJTGXOJlTBj445WVaFwAEvzXGCprSOMG0v0wMLYWB7j0kCVa4g6HBZMRIqyrbfeWoOKqEOACk9kxBP9TH733XdfJU9qvE/K58jT/h4cHBycK8sAH5VA4+9kI/XnJY8ZVAKSBwmQAAmQAAmQAAlsOgLhfy6bTh81kQAJkAAJkAAJkMCICEiwBcsUx0qgaqIEkbaUpyduLYGsGRI82UFma+3229/+dk95kuIBEmDZTwIjY5cvX17NmzeveuGFF2KgBsEn2bermvvwwxro8QYg8GKziHx5mUfQZ6I8hRHBIkTA8PQ9naVUB5YQuqqzRcY0BQlppsEezKPSpzeqLpHRaqmUcz2isvoUVZL1ywHREYJvGHPQHmTb/mKcFojz9QhMTZ8+XZfwWRAQsrKEr5LNz3VJn8ivl7I5srTvvgMPPPBB2Y9qnuhaIDOnFklA6jmZNbVUZFbKa43IcXmfB8w8CZAACZAACZDAS0IA/3XiQQIkQAIkQAIkQAKvCAISVMH/XbDJ1sCzzz47Tmb9TJTlahNlCeNkWco4Rfbq2kZmdm0rAasZIruDBFt2kSDYrrIx/Y4LFy7cRuQRLGscWMp41513Vo9LEAzBnY09TAcCSpvimDJ1anXUkUdWMuOpVR0CdNOmTXteZkfNl8DUYyL0uNjwhPS/SGasLd5+++2f3XPPPZfI+VIpXy6BrJUy02qVyGGmFIJXDEq1kmUhCZAACZAACZDA5kJg4/+HtrmMhHaQAAmQAAmQAAmQwBAEJICD//vYC8GsMYsXLx6QgI5MvBozIEGucfJ0xXESEBsvQZ0JeEmbsTLDa4zkx0h+QIJFY+RcU9RZuehCfgAyEjQbJ+frx4wds3bMqDFrpQyBIsxeQn4dUtGxVnQhXSepPKhPz2XC1Lq1MvNppcitlOCc7Iu+arUErtbI8rw1ogN6NOgk6Tp5IUImk8W4n5Rw4EECJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJLA5EvhfMXrhH/OdoBEAAAAASUVORK5CYII=" } }, "cell_type": "markdown", "id": "3fbdfcbc", "metadata": {}, "source": [ "Одним из популярных средств для этого является [Black](https://pypi.org/project/black/). Чтобы с помощью него можно было проверять ноутбуки, его нужно устанавливать следующим образом: `pip install \"black[jupyter]\"`.\n", "\n", "![image.png](attachment:2a50739c-f9bc-4bb6-a609-a0ee0f0c18ab.png)\n", "\n", "Небольшие примеры, как работает Black:" ] }, { "cell_type": "raw", "id": "20f36832", "metadata": {}, "source": [ "# in:\n", "\n", "j = [1,\n", " 2,\n", " 3\n", "]\n", "\n", "# out:\n", "\n", "j = [1, 2, 3]\n", "\n", "# in:\n", "\n", "ImportantClass.important_method(exc, limit, lookup_lines, capture_locals, extra_argument)\n", "\n", "# out:\n", "\n", "ImportantClass.important_method(\n", " exc, limit, lookup_lines, capture_locals, extra_argument\n", ")" ] }, { "cell_type": "markdown", "id": "24a91d88", "metadata": {}, "source": [ "Больше примеров с описанием можно найти здесь: [https://black.readthedocs.io/en/stable/the_black_code_style/current_style.html](https://black.readthedocs.io/en/stable/the_black_code_style/current_style.html)." ] }, { "cell_type": "markdown", "id": "b2f32665", "metadata": {}, "source": [ "# Про анимацию" ] }, { "cell_type": "markdown", "id": "933da43a", "metadata": {}, "source": [ "Пакет `matplotlib` славен не только `pyplot`. Например, с помощью `matplotlib.animation` можно делать анимированные графики... Впрочем, не только графики: интерактивную анимацию в целом!\n", "\n", "Казалось бы, вот пустой серый фон... Но что будет дальше?" ] }, { "cell_type": "code", "execution_count": 10, "id": "486534a8", "metadata": { "ExecuteTime": { "end_time": "2024-02-05T12:38:42.130755Z", "start_time": "2024-02-05T12:38:41.845385Z" } }, "outputs": [ { "data": { "image/png": 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5wpKPj4/DvPLly9+M0wEAAG7Aba4s5eTkaN++fXrmmWfsYx4eHoqOjtbu3bsLdIxVq1apbdu2KlWqlMP4jh071KhRI5UrV04NGzbUCy+8oAoVKjhdo8Vy9QsFd61f9M159M4c+mYevTOP3plXlL0r6DHdJiydO3dOubm5eW63+fv76/Dhw/nun5iYqAMHDmjSpEkO402bNlXLli1VpUoVHT9+XNOnT1ffvn21fPlyeXp6OlWjn19Zp+bjv/z96Z1Z9M4c+mYevTOP3pnnyt65TVj6s1auXKnq1avnWQzetm1b+/ehoaEKDQ1VTEyM/WqTM9LTL8pqLZRybxsWy9U/gLS0i7LZXF2Ne6F35tA38+idefTOvKLs3bVj58dtwlKFChXk6emptLQ0h/G0tDQFBAQY7puVlaUNGzZo0KBB+f6c4OBgVahQQUePHnU6LNls4o/AJHpnHr0zh76ZR+/Mo3fmubJ3brPA28fHR7Vq1dK2bdvsY1arVdu2bVNUVJThvps2bVJOTo4eeeSRfH/OmTNndP78eQUGBv7pmgEAgPtzmytLktS7d28NHz5c4eHhioiI0MKFC5Wdna3HHntMkjRs2DAFBQVpyJAhDvutXLlSMTExeRZtZ2Zm6u2331arVq0UEBCg48ePa8qUKapataqaNm16084LAAAUX24Vltq0aaP09HQlJCQoJSVFNWrU0Ny5c+234U6fPi0PD8eLZYcPH9auXbs0f/78PMfz9PTUgQMHtHbtWl28eFEVK1ZU48aNNXjwYJ61BAAAJEkWm427p4UlLY0F3s6yWKSAgLJKTWXRo7PonTn0zTx6Zx69M68oe3ft2PlxmzVLAAAArkBYAgAAMEBYAgAAMEBYAgAAMEBYAgAAMEBYAgAAMEBYAgAAMEBYAgAAMEBYAgAAMEBYAgAAMEBYAgAAMEBYAgAAMEBYAgAAMEBYAgAAMEBYAgAAMEBYAgAAMEBYAgAAMEBYAgAAMEBYAgAAMEBYAgAAMEBYAgAAMEBYAgAAMEBYAgAAMEBYAgAAMEBYAgAAMEBYAgAAMEBYAgAAMEBYAgAAMEBYAgAAMEBYAgAAMEBYAgAAMEBYAgAAMEBYAgAAMEBYAgAAMEBYAgAAMOB2YWnJkiVq3ry5ateurc6dOysxMfGGc1evXq3Q0FCHr9q1azvMsdlseuutt9SkSRNFRESoV69e+vXXX4v4LAAAgLtwq7C0ceNGxcfHa8CAAVqzZo3CwsIUGxurtLS0G+5TpkwZbd261f715ZdfOmyfM2eOFi9erPHjx2vFihUqWbKkYmNjdenSpaI+HQAA4AbcKiwtWLBAXbp0UceOHVWtWjXFxcXJ19dXq1atuuE+FotFgYGB9q+AgAD7NpvNpkWLFql///6KiYlRWFiYJk+erLNnz2rz5s0345QAAEAx5zZhKScnR/v27VN0dLR9zMPDQ9HR0dq9e/cN98vKytIDDzygZs2aqX///jp48KB924kTJ5SSkuJwzLJlyyoyMtLwmAAA4Pbh5eoCCurcuXPKzc2Vv7+/w7i/v78OHz583X3++te/6tVXX1VoaKguXryo+fPn6/HHH9eGDRtUqVIlpaSk2I/xv8dMTU11ukaL5eoXCu5av+ib8+idOfTNPHpnHr0zryh7V9Bjuk1YMiMqKkpRUVEOr9u0aaNly5bphRdeKPSf5+dXttCPebvw96d3ZtE7c+ibefTOPHpnnit75zZhqUKFCvL09MyzmDstLc1hHZIRb29v1ahRQ8eOHZMkBQYG2o9RsWJFh2OGhYU5XWN6+kVZrU7vdluzWK7+AaSlXZTN5upq3Au9M4e+mUfvzKN35hVl764dOz+mwtL333+vZcuW6fjx40pISFBQUJDWrl2rKlWqqF69emYOmS8fHx/VqlVL27ZtU0xMjCTJarVq27Zt6tatW4GOkZubqwMHDqhZs2aSpCpVqigwMFDbtm1TjRo1JEkZGRnas2ePnnjiCadrtNnEH4FJ9M48emcOfTOP3plH78xzZe+cXuD96aefKjY2Vr6+vvrpp5+Uk5Mj6WrIeO+99wq9wD/q3bu3VqxYoTVr1ujQoUMaP368srOz9dhjj0mShg0bpmnTptnnv/3229q6dauOHz+uffv26eWXX9apU6fUuXNnSVffKdejRw/NmjVLX3zxhfbv369hw4apYsWK9kAGAABub05fWZo1a5bi4uLUvn17bdiwwT5ep04dzZo1q1CL+19t2rRRenq6EhISlJKSoho1amju3Ln223CnT5+Wh8d/89+FCxc0duxYpaSkqHz58qpVq5aWLVumatWq2ef07dtX2dnZGjdunC5cuKC6detq7ty5KlGiRJGeCwAAcA8Wm825i1qRkZHasGGDqlSpoqioKK1fv17BwcE6fvy42rRpox9//LGoai320tJYs+Qsi0UKCCir1FTu4zuL3plD38yjd+bRO/OKsnfXjp0fp2/DBQQE2BdI/9GuXbsUHBzs7OEAAACKNafDUpcuXTRp0iTt2bNHFotFycnJWr9+vV5//XVTi6IBAACKM6fXLPXr109Wq1W9evVSdna2unXrJh8fH/Xp00fdu3cvihoBAABcxumwZLFY1L9/f8XGxurYsWPKyspSSEiISpcuXRT1AQAAuJTph1L6+Pg4vKtMkn755Zc8YwAAAO7M6TVLI0aMkPV/3vJltVo1a9YsderUqdAKAwAAKA6cDks//fSTBg8erMuXL0uSDh48qM6dO2vNmjWaM2dOoRcIAADgSk6HpcWLFyslJUX9+vXTO++8o44dOyoqKkrr1q1T/fr1i6JGAAAAl3E6LJUvX17z58+XzWbTjBkzNH36dI0ZM0YlS5YsivoAAABcyumwlJGRIavVqmnTpqlhw4ZKSEjQyZMnlZGRoYyMjKKoEQAAwGWcfjdcvXr1ZLFYJEnXPiklJiZGNptNFotFSUlJhVshAACACzkdlhYtWlQUdQAAABRLToel++67ryjqAAAAKJacDks///yz4fawsDDTxQAAABQ3Toel9u3by2Kx2Ncr/XH9EmuWAADArcbpsPTFF1/Yv7fZbGrXrp1mz56typUrF2phAAAAxYHTYenOO+/MM1apUqXrjgMAALg7p5+z9Efp6enKyclRiRIlCqseAACAYsXpK0vx8fGSpN9//13ffvutQkNDVbFixUIvDAAAoDhwOiz99NNPkiRfX1+1bNlSsbGxhV4UAABAceF0WFq8eHFR1AEAAFAsOR2Wrtm7d68OHTokSapWrZpq1apVaEUBAAAUF06HpbS0NL3wwgvauXOnypUrJ0m6cOGCGjRooDfeeEN+fn6FXiQAAICrOP1uuAkTJigrK0sbNmzQjh07tGPHDn388cfKyMjQxIkTi6JGAAAAl3E6LH3zzTf6xz/+oZCQEPtYtWrV9I9//EP/+te/CrU4AAAAV3M6LFmtVnl7e+cZ9/LyktVqLZSiAAAAigunw1LDhg01adIkJScn28eSk5MVHx+vRo0aFWpxAAAArub0Au9x48apf//+atGihSpVqiRJOnPmjO655x5NmTKl0AsEAABwJafD0h133KE1a9bo22+/1eHDhyVJISEhio6OLvTiAAAAXM3psLR27Vq1adNGjRs3VuPGjYuiJgAAgGLD6TVLI0eO1MWLF4uiFgAAgGLH6bBks9mKog4AAIBiydTHnXzyyScqU6bMdbe1b9/+z9QDAABQrJgKS3PnzpWHR96LUhaLhbAEAABuKabC0qpVq+Tv71/YtQAAABQ7Tq9ZcrUlS5aoefPmql27tjp37qzExMQbzl2xYoWefPJJ1a9fX/Xr11evXr3yzB8xYoRCQ0MdvmJjY4v6NAAAgJtw+spS5cqVr3sL7mbYuHGj4uPjFRcXp8jISC1cuFCxsbHatGnTda90fffdd2rbtq3q1KkjHx8fzZ07V3369NGGDRsUFBRkn9e0aVPFx8fbX/v4+NyU8wEAAMWf06lny5YtqlChQlHUkq8FCxaoS5cu6tixo6pVq6a4uDj5+vpq1apV150/bdo0PfXUU6pRo4ZCQkI0ceJEWa1Wbdu2zWGej4+PAgMD7V/ly5e/GacDAADcgNvchsvJydG+ffscnhTu4eGh6Oho7d69u0DHyM7O1pUrV/KEoR07dqhRo0Zq1aqV/vGPf+jcuXOFWjsAAHBfphZ4u8K5c+eUm5ub53abv7+//WNX8jN16lRVrFjRIXA1bdpULVu2VJUqVXT8+HFNnz5dffv21fLly+Xp6elUjRbL1S8U3LV+0Tfn0Ttz6Jt59M48emdeUfauoMd0m7D0Z82ePVsbN27UokWLVKJECft427Zt7d9fW+AdExNjv9rkDD+/soVW7+3G35/emUXvzKFv5tE78+idea7snduEpQoVKsjT01NpaWkO42lpaQoICDDcd968eZo9e7YWLFigsLAww7nBwcGqUKGCjh496nRYSk+/KKvVqV1uexbL1T+AtLSL4uHwzqF35tA38+idefTOvKLs3bVj58dUWDp8+LBKlSqlSpUqKTExUV9++aVCQkL08MMPmzlcgfj4+KhWrVratm2bYmJiJMm+WLtbt2433G/OnDl69913NW/ePNWuXTvfn3PmzBmdP39egYGBTtdos4k/ApPonXn0zhz6Zh69M4/emefK3jkdlhYsWKDXX39dXl5eGj16tCZPnqy//e1vWrBggX799VcNHDiwKOqUJPXu3VvDhw9XeHi4IiIitHDhQmVnZ+uxxx6TJA0bNkxBQUEaMmSIpKu33hISEjRt2jTdeeedSklJkSSVKlVKpUuXVmZmpt5++221atVKAQEBOn78uKZMmaKqVauqadOmRXYeAADAfTgdlhYvXqwRI0bojjvu0JAhQzRx4kS1b99emzdv1quvvlqkYalNmzZKT09XQkKCUlJSVKNGDc2dO9d+G+706dMOz4BatmyZLl++rEGDBjkcZ+DAgXr++efl6empAwcOaO3atbp48aIqVqyoxo0ba/DgwTxrCQAASJIsNptzF7Vq1aqlLVu2KCgoSBEREVq/fr3uvvtunT17Vg888ID27dtXVLUWe2lprFlylsUiBQSUVWoq9/GdRe/MoW/m0Tvz6J15Rdm7a8fOj9PPWcrNzZW3t7ckydPT0/72eg8PD1lJCgAA4BZjaoF3z5495eXlpUuXLql///7y9vbWlStXCrs2AAAAl3M6LP1xTVKLFi0ctrVq1erPVwQAAFCM/KmwBAAAcKtzm8+GAwAAcAXCEgAAgAHCEgAAgAHCEgAAgAHCEgAAgAFTz1k6c+aMvvjiC50+fVqXL1922DZy5MhCKQwAAKA4cDosbdu2Tf3791dwcLAOHz6se+65RydPnpTNZlPNmjWLokYAAACXcfo23LRp09SnTx999NFH8vHx0YwZM/TVV1+pfv36at26dVHUCAAA4DJOh6VDhw6pffv2kiQvLy/9/vvvKl26tAYPHqy5c+cWdn0AAAAu5XRYKlWqlH2dUmBgoI4dO2bfdu7cucKrDAAAoBhwes1SZGSkdu3apZCQEDVr1kyvv/66Dhw4oM8//1yRkZFFUSMAAIDLOB2WRo4cqczMTEnS888/r8zMTG3cuFF33323RowYUegFAgAAuJLTYSk4ONj+falSpfTKK68UakEAAADFidNrlhITE7Vnz54843v27NGPP/5YKEUBAAAUF06HpVdeeUWnT5/OM56cnMxVJgAAcMsx9eiAWrVq5RmvUaOGfvnll0IpCgAAoLhwOiz5+PgoNTU1z3hKSoq8vEx9egoAAECx5XRYaty4saZPn66LFy/axy5cuKA33nhD0dHRhVocAACAqzl9KWj48OF66qmn9MADD6hGjRqSpJ9//ln+/v6aPHlyoRcIAADgSk6HpaCgIK1fv14fffSRfv75Z/n6+qpjx45q27atvL29i6JGAAAAl3E6LGVlZalUqVLq2rVrUdQDAABQrJhaszRy5Eh9//33RVEPAABAseJ0WJoyZYp+++039erVS61atdLs2bOVnJxcFLUBAAC4nNO34WJiYhQTE6P09HStW7dOq1ev1ltvvaUmTZqoY8eOat68OY8QAAAAtwynryxd4+fnp969e+ujjz7SiBEj9O2332rQoEFq2rSp3nrrLWVnZxdmnQAAAC5h+hJQamqq1qxZozVr1ujUqVNq1aqVOnXqpDNnzmju3Lnas2eP5s+fX5i1AgAA3HROh6XPPvtMq1ev1tatWxUSEqInn3xSjzzyiMqVK2efU6dOHbVp06ZQCwUAAHAFp8PSyJEj1bZtWy1dulQRERHXnVOxYkU9++yzf7o4AAAAV3M6LG3dulUlS5Y0nOPr66uBAweaLgoAAKC4cDos5ebmKiMj44bby5Qp86cKAgAAKE6cDkv16tWTxWLJM26z2WSxWJSUlFQohQEAABQHToelRYsWSboajvr166eJEycqKCio0AsDAAAoDpx+ztJ9992n++67Tw0aNJCHh4fuvfde+9h9991XFDU6WLJkiZo3b67atWurc+fOSkxMNJz/ySefqHXr1qpdu7batWunr7/+2mG7zWazP1QzIiJCvXr10q+//lqEZwAAANyJ6YdSusLGjRsVHx+vAQMGaM2aNQoLC1NsbKzS0tKuO/8///mPhgwZok6dOmnt2rVq0aKFBgwYoAMHDtjnzJkzR4sXL9b48eO1YsUKlSxZUrGxsbp06dLNOi0AAFCMuVVYWrBggbp06aKOHTuqWrVqiouLk6+vr1atWnXd+YsWLVLTpk319NNPKyQkRC+88IJq1qyp999/X9LVq0qLFi1S//79FRMTo7CwME2ePFlnz57V5s2bb+apAQCAYsrpNUvt27e3L/C+dOmS+vfvL29vb/v2NWvWFF51f5CTk6N9+/bpmWeesY95eHgoOjpau3fvvu4+P/zwg3r16uUw1qRJE3sQOnHihFJSUhQdHW3fXrZsWUVGRmr37t1q27atUzVaLFe/UHDX+kXfnEfvzKFv5tE78+ideUXZu4Ie09QH6V7TokULZ3c37dy5c8rNzZW/v7/DuL+/vw4fPnzdfVJTUxUQEJBnfmpqqiQpJSXFPnajOc7w8yvr9D64yt+f3plF78yhb+bRO/PonXmu7J3TYYmHTd5YevpFWa2ursK9WCxX/wDS0i7KZnN1Ne6F3plD38yjd+bRO/OKsnfXjp0f0x+ke7NVqFBBnp6eeRZzp6Wl5bl6dE1AQECeK0R/nB8YGGgfq1ixosOcsLAwp2u02cQfgUn0zjx6Zw59M4/emUfvzHNl75wOS/k9HmDHjh2mizHi4+OjWrVqadu2bfZbgVarVdu2bVO3bt2uu8+9996r7du3O6xb+vbbb3XvvfdKkqpUqaLAwEBt27ZNNWrUkCRlZGRoz549euKJJ4rkPAAAgHtxOizZbDZZrVb16tVLVapUKYqabqh3794aPny4wsPDFRERoYULFyo7O1uPPfaYJGnYsGEKCgrSkCFDJEk9evRQ9+7dNX/+fDVr1kwbN27U3r179corr0iSLBaLevTooVmzZqlq1aqqUqWK3nrrLVWsWNFhbRYAALh9OR2WPv/8c7399tuaP3++Hn/8cT333HMqW/bmLLpq06aN0tPTlZCQoJSUFNWoUUNz586131Y7ffq0PDz++zSEOnXqaOrUqXrzzTc1ffp03X333Zo5c6aqV69un9O3b19lZ2dr3LhxunDhgurWrau5c+eqRIkSN+WcAABA8Wax2czdATxy5IimTp2qXbt2acCAAXryySfl6elZ2PW5lbQ0Fng7y2KRAgLKKjWVRY/Oonfm0Dfz6J159M68ouzdtWPnx/RDKf/6179q5syZmjFjhtauXas2bdrwIEcAAHDLKZRHBwQFBenw4cN6/vnnlZSUVCiFAQAAFAdOh6UbrU9q3br1ny4GAACguHE6LMXHxxdFHQAAAMWS02uWjh8/rl9//TXP+K+//qoTJ04URk0AAADFhtNhaeTIkdf94No9e/Zo5MiRhVIUAABAceF0WPrpp59Up06dPOP33nsvi7sBAMAtx+mwZLFYlJmZmWf84sWLys3NLZSiAAAAigunw1L9+vX13nvvOQSj3NxczZ49W3Xr1i3U4gAAAFzN6XfDDR06VE899ZRat26tevXqSZK+//57ZWRkaOHChYVeIAAAgCs5fWWpWrVqWr9+vR566CGlpaUpMzNTjz76qD755BOHz1wDAAC4FTh9ZUm6+sTul156qbBrAQAAKHZMfzYcAADA7YCwBAAAYICwBAAAYICwBAAAYMBUWLpy5Yq+/fZbLVu2TBkZGZKk5OTk6z6sEgAAwJ05/W64kydP6umnn9bp06eVk5Ojxo0bq0yZMpozZ45ycnL0yiuvFEWdAAAALuH0laVJkyYpPDxcO3bsUIkSJezjLVu21Pbt2wu1OAAAAFdz+srSrl279MEHH8jHx8dh/M4771RycnKhFQYAAFAcOH1lyWq1ymq15hk/c+aMSpcuXShFAQAAFBdOh6XGjRvn+Qy4zMxMzZgxQ82aNSu0wgAAAIoDp8PSiBEj9J///Edt2rRRTk6Ohg4dqubNmys5OVlDhw4tihoBAABcxuk1S5UqVdK6deu0YcMG7d+/X1lZWerUqZPatWsnX1/foqgRAADAZUx9kK6Xl5ceffTRwq4FAACg2HE6LH3xxReG21u0aGG6GAAAgOLG6bA0YMAAWSwWSZLNZnPYZrFYlJSUVDiVAQAAFANOh6V27drpyy+/1NNPP60+ffrked4SAADArcTpd8NNmTJF//znP/Xvf/9brVq10vr164uiLgAAgGLB1AfphoeHa/HixRo9erRmzpypxx57TDt37izs2gAAAFzO6bCUkZFh/2rYsKE++OADtWjRQs8884yee+65oqgRAADAZZxes1SvXj37Au8/stls+vLLLwulKAAAgOLC6bC0aNGioqgDAACgWHI6LN13331FUQcAAECx5HRY+vnnnw23h4WFmS4GAACguHE6LLVv314Wi0U2my3PwymL8qGU58+f14QJE/Tll1/Kw8NDDz74oEaPHq3SpUvfcP6MGTO0detWnT59Wn5+foqJidHgwYNVtmxZ+7zQ0NA8+06fPl1t27YtkvMAAADuxfTHndhsNrVr106zZ89W5cqVC72w/zV06FClpKRowYIFunz5skaNGqVx48Zp2rRp151/9uxZnT17VsOHD1e1atV08uRJjR8/XmfPnlVCQoLD3Pj4eDVt2tT+uly5ckV6LgAAwH04HZbuvPNOh9eVKlXKM1bYDh06pG+++UYrV65U7dq1JUljxoxRv379NGzYMAUFBeXZp3r16poxY4b99V133aUXXnhBL7/8sq5cuSIvr/+eerly5RQYGFik5wAAANyT02HJFXbv3q1y5crZg5IkRUdHy8PDQ4mJiWrZsmWBjpORkaEyZco4BCVJiouL0+jRoxUcHKzHH39cHTt2vO7jEfJjsVz9QsFd6xd9cx69M4e+mUfvzKN35hVl7wp6zD8VlswECjNSU1Pl5+fnMObl5aXy5csrJSWlQMdIT0/XO++8o65duzqMDxo0SA0bNlTJkiW1detWxcXFKSsrSz169HC6Tj+/svlPwnX5+9M7s+idOfTNPHpnHr0zz5W9czos1a9f3x6SsrKy1KFDB3l4/PdB4Dt27CjwsaZOnao5c+YYztm4caOzJeaRkZGhZ555RiEhIRo4cKDDtgEDBti/r1mzprKzszVv3jxTYSk9/aKs1j9d7m3FYrn6B5CWdlH//z4BFBC9M4e+mUfvzKN35hVl764dOz9Oh6VRo0aZKuh6+vTpow4dOhjOCQ4OVkBAgNLT0x3Gr1y5ot9++y3ftUYZGRl6+umnVbp0ac2cOVPe3t6G8yMjI/XOO+8oJydHPj4+BTuR/2eziT8Ck+idefTOHPpmHr0zj96Z58reOR2W8gs3zvDz88tze+16oqKidOHCBe3du1fh4eGSpO3bt8tqtSoiIuKG+2VkZCg2NlY+Pj6aNWuWSpQoke/PSkpKUvny5Z0OSgAA4Nbk9AfpStKxY8f0xhtv6KWXXlJaWpok6euvv9bBgwcLtbhrQkJC1LRpU40dO1aJiYnatWuXJkyYoLZt29rfCZecnKzWrVsrMTFR0tWg1KdPH2VlZWnSpEnKyMhQSkqKUlJSlJubK0nasmWLPvzwQx04cEBHjx7V0qVL9d5776lbt25Fch4AAMD9OH1laceOHerbt6/q1KmjnTt36sUXX5S/v7/279+vVatW5XmGUWGZOnWqJkyYoJ49e9ofSjlmzBj79suXL+vIkSPKzs6WJO3bt0979uyRpDzvlvviiy9UpUoVeXl5acmSJXr11VclXX28wIgRI9SlS5ciOQcAAOB+LDabc3cAu3btqtatW6t3796KiorS+vXrFRwcrMTERA0cOFD/+te/iqrWYi8tjQXezrJYpICAskpNZdGjs+idOfTNPHpnHr0zryh7d+3Y+XH6NtyBAwcUExOTZ9zPz0/nzp1z9nAAAADFmtNhqWzZstd9tlFSUtJ1n6QNAADgzpwOS23bttXUqVOVkpIii8Uiq9WqXbt26fXXX1f79u2LoEQAAADXcTosvfjii/rb3/6mv//978rKylLbtm3VrVs3RUVFqX///kVRIwAAgMs4/W44Hx8fTZw4Uc8995wOHjyozMxM1axZU3fffXcRlAcAAOBapj8brnLlyqpcuXJh1gIAAFDsOB2W4uPjDbePHDnSdDEAAADFjdNh6aeffnJ4/Z///Ee1atVSiRIl7B+wCwAAcKtwOiwtXrzY4XVUVJSmTZum4ODgQisKAACguDD12XAAAAC3iz8Vlj777DNdunRJfn5+hVUPAABAseL0bbj69evLYrHo0qVLysnJUd++fVW6dOmiqA0AAMDlnA5Lo0aNkiSVKFFC99xzj+65555CLwoAAKC4cDosdejQoSjqAAAAKJZMP5Tyl19+0alTp3T58mWH8RYtWvzpogAAAIoLp8PS8ePHNWDAAB04cEAWi0U2m02S7M9YSkpKKtwKAQAAXMjpd8NNmjRJVapU0bfffitfX19t2LBB77//vsLDw/M8gwkAAMDdOR2Wdu/erUGDBsnPz08eHh6yWCyqV6+eXnrpJU2cOLEoagQAAHAZp8OS1Wq1PyqgQoUKOnv2rCTpzjvv1JEjRwq3OgAAABdzes3SPffco/379ys4OFiRkZGaO3euvL29tWLFCj7yBAAA3HKcvrLUv39/Wa1WSdKgQYN04sQJPfXUU/r66681evToQi8QAADAlZy+stS0aVP791WrVtWmTZt0/vx5lS9f3v6OOAAAgFuF6ecs/dFf/vKXwjgMAABAseN0WBo4cKDh9rffftt0MQAAAMWN02uWypYta//66quv5OHh4TAGAABwK3H6ylJ8fLz9+02bNunll1/mXXAAAOCW5fSVJQAAgNsJYQkAAMCA07fhFi1aZP8+NzdXq1evVoUKFexjPXr0KJzKAAAAigGnw9I///lP+/cBAQFat26d/bXFYiEsAQCAW4rTYWnLli1FUQcAAECxxJolAAAAA06FpeXLl2vo0KFav369/XWrVq3UsmVLzZ8/v0gKBAAAcKUC34Zbv369XnvtNTVp0kSTJ0/WsWPHtHDhQvXp00dWq1UzZ85UlSpV9OCDDxZlvQAAADdVgcPS0qVLNX78eD366KPau3evunTpovHjx6tLly6SpIoVK2rx4sWEJQAAcEsp8G24w4cPKyoqSpIUHh4uDw8PRURE2LfXr19fBw4cKPwK/9/58+c1ZMgQ1alTR/Xq1dOoUaOUmZlpuE/37t0VGhrq8DVu3DiHOadOnVK/fv0UGRmpRo0a6fXXX9eVK1eK7DwAAIB7KfCVpZycHPn6+tpfe3t7q3Tp0vbXvr6+slqthVvdHwwdOlQpKSlasGCBLl++rFGjRmncuHGaNm2a4X5dunTRoEGD7K9Llixp/z43N1fPPPOMAgICtGzZMp09e1bDhw+Xt7e3XnrppSI7FwAA4D4KfGUpKChIx44ds7+eMmWKAgMD7a+PHDmiO++8s3Cr+3+HDh3SN998o4kTJyoyMlL16tXTmDFjtGHDBiUnJxvu6+vrq8DAQPtXmTJl7Nu2bt2qX375RVOmTFGNGjXUrFkzDR48WEuWLFFOTk6RnAsAAHAvBb6yVL9+fX399deqV6+eJCkmJsZh+/Lly+236Qrb7t27Va5cOdWuXds+Fh0dLQ8PDyUmJqply5Y33Pejjz7S+vXrFRgYqAceeEDPPfec/erSDz/8oOrVqysgIMA+v0mTJho/frx++eUX1axZ06k6LZarXyi4a/2ib86jd+bQN/PonXn0zryi7F1Bj1ngsDRx4sR8t5coUaKgh3NKamqq/Pz8HMa8vLxUvnx5paSk3HC/hx9+WJUrV1bFihW1f/9+TZ06VUeOHNHbb79tP+4fg5Ik+2uj496In19Zp/fBVf7+9M4semcOfTOP3plH78xzZe+cfoL3jfzx9lZBTZ06VXPmzDGcs3HjRrMlqWvXrvbvQ0NDFRgYqF69eunYsWO66667TB/3RtLTL6oIl23dkiyWq38AaWkXZbO5uhr3Qu/MoW/m0Tvz6J15Rdm7a8fOT6GFJTP69OmjDh06GM4JDg5WQECA0tPTHcavXLmi3377zWHdVH4iIyMlSUePHtVdd92lgIAAJSYmOsxJTU2VJKeOe43NJv4ITKJ35tE7c+ibefTOPHpnnit759Kw5Ofnl+f22vVERUXpwoUL2rt3r8LDwyVJ27dvl9VqdXh8QX6SkpIk/TcI3XvvvXr33XeVlpYmf39/SdK3336rMmXKqFq1as6eDgAAuAW5xWfDhYSEqGnTpho7dqwSExO1a9cuTZgwQW3btlVQUJAkKTk5Wa1bt7ZfKTp27JhmzpypvXv36sSJE/riiy80fPhw1a9fX2FhYZKuLuauVq2ahg0bpp9//lnffPON3nzzTT311FPy8fFx2fkCAIDiw6VXlpwxdepUTZgwQT179pSHh4cefPBBjRkzxr798uXLOnLkiLKzsyVdfQ7Utm3btGjRImVlZemOO+7Qgw8+qOeee86+j6enp959912NHz9eXbt2VcmSJdWhQweH5zIBAIDbm8Vm4+5pYUlLY4G3sywWKSCgrFJTWfToLHpnDn0zj96ZR+/MK8reXTt2ftziNhwAAICrEJYAAAAMEJYAAAAMEJYAAAAMEJYAAAAMEJYAAAAMEJYAAAAMEJYAAAAMEJYAAAAMEJYAAAAMEJYAAAAMEJYAAAAMEJYAAAAMEJYAAAAMEJYAAAAMEJYAAAAMEJYAAAAMEJYAAAAMEJYAAAAMEJYAAAAMEJYAAAAMEJYAAAAMEJYAAAAMEJYAAAAMEJYAAAAMEJYAAAAMEJYAAAAMEJYAAAAMEJYAAAAMEJYAAAAMEJYAAAAMEJYAAAAMEJYAAAAMEJYAAAAMEJYAAAAMeLm6gII6f/68JkyYoC+//FIeHh568MEHNXr0aJUuXfq680+cOKEWLVpcd9ubb76phx56SJIUGhqaZ/v06dPVtm3bwiseAAC4LbcJS0OHDlVKSooWLFigy5cva9SoURo3bpymTZt23fl33HGHtm7d6jC2fPlyzZs3T/fff7/DeHx8vJo2bWp/Xa5cucI/AQAA4JbcIiwdOnRI33zzjVauXKnatWtLksaMGaN+/fpp2LBhCgoKyrOPp6enAgMDHcY2b96shx56KM/VqHLlyuWZCwAAILnJmqXdu3erXLly9qAkSdHR0fLw8FBiYmKBjrF3714lJSWpU6dOebbFxcWpQYMG6tSpk1auXCmbzVZotQMAAPfmFleWUlNT5efn5zDm5eWl8uXLKyUlpUDHWLlypUJCQlSnTh2H8UGDBqlhw4YqWbKktm7dqri4OGVlZalHjx5O12mxXP1CwV3rF31zHr0zh76ZR+/Mo3fmFWXvCnpMl4alqVOnas6cOYZzNm7c+Kd/zu+//66PP/5Yzz33XJ5tAwYMsH9fs2ZNZWdna968eabCkp9f2T9V5+3M35/emUXvzKFv5tE78+idea7snUvDUp8+fdShQwfDOcHBwQoICFB6errD+JUrV/Tbb78VaK3Rpk2b9Pvvv6t9+/b5zo2MjNQ777yjnJwc+fj45Dv/j9LTL8pqdWqX257FcvUPIC3torj76Rx6Zw59M4/emUfvzCvK3l07dn5cGpb8/Pzy3F67nqioKF24cEF79+5VeHi4JGn79u2yWq2KiIjId/9Vq1apefPmBfpZSUlJKl++vNNBSZJsNvFHYBK9M4/emUPfzKN35tE781zZO7dY4B0SEqKmTZtq7NixSkxM1K5duzRhwgS1bdvW/k645ORktW7dOs+C76NHj2rnzp3XXdi9ZcsWffjhhzpw4ICOHj2qpUuX6r333lO3bt1uynkBAIDizy0WeEtX1zdNmDBBPXv2tD+UcsyYMfbtly9f1pEjR5Sdne2w36pVq1SpUiU1adIkzzG9vLy0ZMkSvfrqq5Kku+66SyNGjFCXLl2K9mQAAIDbsNh4n3yhSUtjzZKzLBYpIKCsUlO5j+8semcOfTOP3plH78wryt5dO3Z+3OI2HAAAgKsQlgAAAAwQlgAAAAwQlgAAAAwQlgAAAAwQlgAAAAwQlgAAAAwQlgAAAAwQlgAAAAwQlgAAAAwQlgAAAAwQlgAAAAwQlgAAAAwQlgAAAAwQlgAAAAwQlgAAAAwQlgAAAAwQlgAAAAwQlgAAAAwQlgAAAAwQlgAAAAwQlgAAAAwQlgAAAAwQlgAAAAwQlgAAAAwQlgAAAAwQlgAAAAwQlgAAAAwQlgAAAAwQlgAAAAwQlgAAAAwQlgAAAAwQlgAAAAwQlgAAAAwQlgAAAAy4TViaNWuWHn/8cUVGRqpevXoF2sdms+mtt95SkyZNFBERoV69eunXX391mHP+/HkNGTJEderUUb169TRq1ChlZmYWwRkAAAB35DZh6fLly2rdurWeeOKJAu8zZ84cLV6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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "points = np.linspace(0, 2 * np.pi)\n", "values = np.sin(points)\n", "\n", "# настраиваем серый фон, для белого фона нужен whitegrid\n", "with sns.axes_style('darkgrid'):\n", " fig, ax = plt.subplots()\n", " ax.axis([0, 2 * np.pi, -1, 1])\n", " cur_plot, = ax.plot([],[])\n", " ax.set_xlabel('Точки')\n", " ax.set_ylabel('Значение синуса в точке')\n", " ax.set_title('График синуса')" ] }, { "cell_type": "markdown", "id": "4fc98aa7", "metadata": {}, "source": [ "Далее анимируем, сохраняем в файл." ] }, { "cell_type": "code", "execution_count": 11, "id": "d176e30f", "metadata": { "ExecuteTime": { "end_time": "2024-02-05T12:38:47.103339Z", "start_time": "2024-02-05T12:38:42.133115Z" } }, "outputs": [], "source": [ "def animate(iter):\n", " ''' Отвечает за анимацию. '''\n", " cur_plot.set_data(points[:iter], values[:iter])\n", "\n", "ani = matplotlib.animation.FuncAnimation(fig, animate, frames=len(points))\n", "with open(\"animation.html\", \"w\") as f:\n", " f.write(ani.to_jshtml())" ] }, { "cell_type": "markdown", "id": "ffff9925", "metadata": {}, "source": [ "Смотрим, что получилось." ] }, { "cell_type": "code", "execution_count": 12, "id": "807634f7", "metadata": { "ExecuteTime": { "end_time": "2024-02-05T12:38:47.148558Z", "start_time": "2024-02-05T12:38:47.105300Z" } }, "outputs": [ { "data": { "text/html": [ "\n", "\n", "\n", "\n", "\n", "\n", "
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" } }, "cell_type": "markdown", "id": "95bf3af1", "metadata": {}, "source": [ "# О цвете фона графиков\n", "\n", "![image.png](attachment:5f6fb4f2-38d1-41f8-abb2-bed6a7191900.png)\n", "\n", "Графики разделяются на два вида: «лёгкие» и «тяжёлые». Как правило, для первых подходит серый фон, а для другого подходит белый фон (см. [рекомендации от разработчиков seaborn](https://seaborn.pydata.org/tutorial/aesthetics.html)). То же правило соблюдается и на курсах Физтех.Статистики: например, «Введение в анализ данных». **За выбор неподходящего цвета фона графика могут быть сняты баллы!**\n", "\n", "Почему лёгкие графики нужно рисовать на сером фоне, а другие графики нужно рисовать на белом фоне? Давайте посмотрим своими глазами и сами убедимся, что рекомендации написаны не просто так! \n", "\n", "Начнём с тяжёлого примера:" ] }, { "cell_type": "code", "execution_count": 13, "id": "8b702fa4", "metadata": { "ExecuteTime": { "end_time": "2024-02-05T12:38:47.770437Z", "start_time": "2024-02-05T12:38:47.150328Z" } }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "data = np.random.normal(size=(20, 6)) + np.arange(6) / 2\n", "plt.figure(figsize=(12, 5))\n", "\n", "with sns.axes_style('whitegrid'):\n", " plt.subplot(121)\n", " sns.boxplot(data=data)\n", " plt.title('Случайные данные')\n", " plt.xlabel('Номер выборки')\n", " plt.ylabel('Значения')\n", "\n", "with sns.axes_style('darkgrid'):\n", " plt.subplot(122)\n", " sns.boxplot(data=data)\n", " plt.title('Случайные данные')\n", " plt.xlabel('Номер выборки')\n", " plt.ylabel('Значения')" ] }, { "cell_type": "markdown", "id": "98f77adb", "metadata": {}, "source": [ "Теперь пробуем более лёгкий пример:" ] }, { "cell_type": "code", "execution_count": 14, "id": "9db60a75", "metadata": { "ExecuteTime": { "end_time": "2024-02-05T12:38:48.258128Z", "start_time": "2024-02-05T12:38:47.773000Z" } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "x = np.linspace(0, 14, 100)\n", "plt.figure(figsize=(12, 5))\n", "\n", "\n", "with sns.axes_style('whitegrid'):\n", " plt.subplot(121)\n", " for i in range(1, 7):\n", " plt.plot(x, np.sin(x + i * .5) * (7 - i))\n", " plt.title('Траектории синусов')\n", " plt.xlabel('Аргументы')\n", " plt.ylabel('Значения')\n", "\n", "with sns.axes_style('darkgrid'):\n", " plt.subplot(122)\n", " for i in range(1, 7):\n", " plt.plot(x, np.sin(x + i * .5) * (7 - i))\n", " plt.title('Траектории синусов')\n", " plt.xlabel('Аргументы')\n", " plt.ylabel('Значения')" ] } ], "metadata": { "hide_input": false, "kernelspec": { "display_name": "Python 3 (ipykernel)", "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": "3.11.6" } }, "nbformat": 4, "nbformat_minor": 5 }