{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "## Сингулярное разложение и его приложения" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Напомним, что сингулярным разложением (SVD, Singular value decomposition) матрицы $A$ размера $m\\times n$ называется представление\n", "\n", "$$A = U\\Sigma V^T,$$\n", "\n", "где $U$ --- ортогональная матрица размера $m\\times m$, $V$ --- ортогональная матрица размера $n\\times n$, $\\Sigma = \\mathrm{diag}(\\sigma_1,\\sigma_2,\\sigma_3,\\ldots)$ --- диагональная матрица размера $m\\times n$, в которой $\\sigma_1\\geqslant\\sigma_2\\geqslant\\ldots\\geqslant0$.\n", "\n", "На самом деле, требование, чтобы матрицы $U$ и $V$ были квадратными, избыточно. *Усечённым сингулярным разложением* мы будем называть разложение\n", "\n", "$$A = U\\Sigma V^T,$$\n", "\n", "где $U$ --- ортогональная матрица размера $m\\times k$, $V^T$ --- ортогональная матрица размера $k\\times n$, $\\Sigma$ --- диагональная матрица размера $k\\times k$, причём $k = \\min(m,n)$. Далее мы будем работать исключительно с усечённым разложением." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Сжатие данных с помощью SVD = построение низкорангового приближения" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Введём *норму Фробениуса* матрицы как\n", "\n", "$$||A||_{frob} = \\sqrt{\\mathrm{tr}{A^TA}} = \\sqrt{\\sum\\limits_{i,j}a^2_{i,j}}$$\n", "\n", "Иными словами, это обычное евклидово расстояние на пространстве, которое получается, если все матрицы вытянуть в длинные векторы.\n", "\n", "Зададимся вопросом: как найти матрицу $A_{r}$ ранга $r$, наименее отличающуюся от $A$ по норме Фробениуса (то есть для которой норма разности $||A - A_{r}||_{frob}$ минимальна). Оказывается, это можно сделать с помощью сингулярного разложения:\n", "\n", "**Теорема.** Пусть $\\Sigma_{r}$ - это матрица, полученная из $\\Sigma$ заменой диагональных элементов $\\sigma_{i}$ ($i > r$) нулями, тогда $A_{r} = U\\Sigma_{r}V^T$.\n", "\n", "Это можно переписать и в более экономичном виде. Если\n", "\n", "$$A = \\underbrace{\n", "\\begin{pmatrix}\n", "u_{11} & \\ldots & u_{1k}\\\\\n", "\\vdots & & \\vdots\\\\\n", "u_{m1} & \\ldots & u_{mk}\n", "\\end{pmatrix}}_{=U}\\cdot\\underbrace{{\n", "\\begin{pmatrix}\n", "\\sigma_{1} & &\\\\\n", " & \\sigma_{2} & \\\\\n", " & & \\ddots\n", "\\end{pmatrix}}\n", "}_{=\\Sigma}\\cdot \\underbrace{\n", "\\begin{pmatrix}\n", "v_{11} & \\ldots & v_{n1}\\\\\n", "\\vdots & & \\vdots\\\\\n", "v_{1k} & \\ldots & v_{nk}\n", "\\end{pmatrix}}_{=V^T}$$\n", "\n", "то\n", "\n", "$$A_{r} = \\underbrace{\n", "\\begin{pmatrix}\n", "u_{11} & \\ldots & u_{1r}\\\\\n", "\\vdots & & \\vdots\\\\\n", "u_{m1} & \\ldots & u_{mr}\n", "\\end{pmatrix}}_{=U_r}\\cdot\\underbrace{{\n", "\\begin{pmatrix}\n", "\\sigma_{1} & &\\\\\n", " & \\ddots & \\\\\n", " & & \\sigma_{r}\n", "\\end{pmatrix}}\n", "}_{=\\Sigma_r}\\cdot \\underbrace{\n", "\\begin{pmatrix}\n", "v_{11} & \\ldots & v_{n1}\\\\\n", "\\vdots & & \\vdots\\\\\n", "v_{1r} & \\ldots & v_{nr}\n", "\\end{pmatrix}}_{=V^T_r}$$\n", "\n", "При этом\n", "\n", "$$||A - A_{r}||_{frob} = \\sqrt{\\sum\\limits_{i\\geqslant r+1} \\sigma_{i}^2}$$\n", "\n", "Если сингулярные значения матрицы падают достаточно быстро (а в реальных задачах часто бывает именно так), то норма разности будет малой при сравнительно небольшом значении $r$.\n", "\n", "На хранение исходной матрицы нам требовалось $m\\times n$ памяти. Теперь же, если мы будем хранить отдельно $U_r$, $V_r$ и диагональные элементы $\\Sigma_r$, затраты памяти составят $mr + nr + r = r(m + n + 1)$." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Разложение на компоненты ранга 1**\n", "\n", "Обозначим через $u_1,\\ldots, u_k$ столбцы матрицы $U$, а через $v_1, \\ldots, v_k$ столбцы матрицы $V$. Тогда имеет место равенство\n", "\n", "$$A = u_1\\sigma_{1}v_1^T + u_2\\sigma_{2}v_2^T + u_3\\sigma_{3}v_3^T + \\ldots$$\n", "\n", "Матрицу $u_k\\sigma_{k}v_k^T = \\sigma_{k}u_kv_k^T$ мы будем называть $k$-й компонентой ранга 1 матрицы $A$. Отметим, что слагаемые в этой сумме ортогональны относительно скалярного произведения $(X, Y) = \\mathrm{tr}(X^TY)$ (порождающего норму Фробениуса).\n", "\n", "Как нетрудно заметить,\n", "\n", "$$A_{r} = \\sigma_{1}u_1v_1^T + \\sigma_{2}u_2v_2^T + \\ldots + \\sigma_{r}u_rv_r^T$$" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Технические детали (SVD в Питоне)**\n", "\n", "Есть несколько способов сделать в Питоне сингулярное разложение; мы пока предлагаем вам использовать\n", "\n", "`import scipy.linalg.as sla`\n", "\n", "`U, S, Vt = sla.svd(X, full_matrices=False)`\n", "\n", "Обращаем ваше внимание на то, что `U, S, Vt` - это соответственно матрицы $U$, $\\Sigma$ и $V^T$ (не забывайте про это $^T$). Параметр `full_matrices` отвечает за то, будет ли сингулярное разложение полным или усечённым. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Задание 1. Сжатие данных с помощью SVD" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Загрузите картинку на ваше усмотрение." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "from PIL import Image\n", "import numpy as np\n", "from skimage import io\n", "\n", "img = Image.open(r'joker.jpg').convert('LA')\n", "img = np.asarray(img).mean(axis=2) # это матрица из интенсивностей серого цвета; её уже можно подвергать SVD" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Нарисуйте картинку:" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import pylab as plt\n", "%matplotlib inline\n", "\n", "imgplot = plt.imshow(img, cmap='gray')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Постройте сингулярное разложение этой матрицы." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "from numpy.linalg import svd\n", "\n", "U, S, VT = svd(img, full_matrices=False)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Нарисуйте график диагональных элементов матрицы $\\Sigma$:" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sigma = S\n", "plt.plot(sigma)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Кажется, что они убывают достаточно быстро и есть надежда, что первые несколько компонент дадут картинку, близкую к исходной.\n", "\n", "Визуализуйте первую компоненту ранга 1. Ожидали ли вы увидеть именно это? Почему?\n", "\n", "Визуализуйте суммы компонент ранга 1 с первой по двадцатую, с первой по пятидесятую, с двадцатой по сотую, с двадцатой по последнюю. Сделайте выводы.\n", "\n", "**Важно:** пожалуйста, сделайте это с помощью только матричных операций, без циклов, функций `map` и `reduce`, а также специальных функций, находящих суммы компонент." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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", 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", 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", 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Визуализируем первую компоненту ранга 1\n", "rank_1_component = S[0] * np.outer(U[:, 0], VT[0, :])\n", "plt.imshow(rank_1_component, cmap='gray')\n", "plt.title('Первая компонента ранга 1')\n", "plt.axis('off')\n", "plt.show()\n", "\n", "# Функция для визуализации сумм компонент ранга\n", "def plot_sum_of_components(start, end, U, S, VT, title):\n", " rank_k_approx = np.dot(U[:, start:end], np.dot(np.diag(S[start:end]), VT[start:end, :]))\n", " plt.imshow(rank_k_approx, cmap='gray')\n", " plt.title(title)\n", " #plt.axis('off')\n", " plt.show()\n", "\n", "# Суммы компонент ранга\n", "plot_sum_of_components(0, 20, U, S, VT, 'Суммы компонент с 1 по 20')\n", "plot_sum_of_components(0, 50, U, S, VT, 'Суммы компонент с 1 по 50')\n", "plot_sum_of_components(20, 100, U, S, VT, 'Суммы компонент с 20 по 100')\n", "plot_sum_of_components(20, len(S), U, S, VT, 'Суммы компонент с 20 до последней')\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Как вам кажется, сколько первых главных компонент нужно взять для достаточно хорошего восстановления исходного изображения? Во сколько раз меньше памяти потребуется для их хранения?" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "`Чтобы определить, сколько первых главных компонент нужно взять для достаточно хорошего восстановления исходного изображения, мы можем ориентироваться на убывание сингулярных значений. Важно заметить, что изображение может быть аппроксимировано с приемлемой точностью с использованием относительно небольшого числа компонент, поскольку сингулярные значения обычно быстро убывают.`\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Задание 2. Геометрия SVD. Визуализация данных с помощью SVD." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Геометрический смысл SVD**\n", "\n", "Допустим, что у нас есть выборка $x_1,\\ldots,x_m\\in\\mathbb{R}^n$. Запишем её в матрицу объекты-признаки\n", "\n", "$$X = \\begin{pmatrix}\n", "x_{11} & \\ldots & x_{1n}\\\\\n", "\\vdots & & \\vdots\\\\\n", "x_{m1} & \\ldots & x_{mn}\n", "\\end{pmatrix}$$\n", "\n", "(строки - объекты, столбцы - признаки) и сделаем SVD-разложение: $X = U\\Sigma V^T$. Его можно интерпретировать следующим образом:\n", "\n", "$$X = U\\Sigma\\cdot V^T,$$\n", "\n", "где $U\\Sigma$ - это матрица объекты-признаки для тех же объектов, но в новых признаках, полученных из исходных с помощью линейного преобразования $V^T$ (напоминаем, что умножение на матрицу справа соответствует преобразованию столбцов). Попробуем понять, чем замечательны эти признаки.\n", "\n", "Рассмотрим матрицу $X^TX = V\\Sigma^2V^T$. Легко видеть, что это матрица Грама системы столбцов матрицы $X$; иными словами, в ней записаны скалярные произведения векторов различных признаков. Из лекций вы знаете, что $\\sigma_1^2$, квадрат первого сингулярного числа, это наибольшее собственное значение матрицы $X^TX$, а $v_1$, первый столбец матрицы $V$, - это соответствующий собственный вектор. Можно показать, что\n", "\n", "$$\\sigma_1 = \\mathrm{max}_{w}\\frac{|Xw|}{|w|} = \\mathrm{max}_{|w| = 1}\\left(|Xw|\\right),$$\n", "\n", "Попробуем осознать физический смысл этой штуки. Напомним, что строки матрицы $X$ - это координаты объектов $x_1,\\ldots,x_m$ в пространстве признаков. Произведение $Xw$ - это вектор из значений на тех же самых объектах некоторого нового признака, являющегося линейной комбинацией исходных с коэффициентами $w_1,\\ldots,w_n$:\n", "\n", "$$Xw = w_1\\begin{pmatrix} x_{11}\\\\ \\ldots \\\\ x_{m1}\n", "\\end{pmatrix} + w_2\\begin{pmatrix} x_{12}\\\\ \\ldots \\\\ x_{m2}\n", "\\end{pmatrix} + \\ldots + w_n\\begin{pmatrix} x_{1n}\\\\ \\ldots \\\\ x_{mn}\n", "\\end{pmatrix}$$\n", "\n", "Соответственно, $|Xw|^2$ - это квадрат длины вектора, составленного из значений нового признака.\n", "\n", "Таким образом, первому сингулярному значению $\\sigma_1$ отвечает такой признак, у которого сумма квадратов значений максимальна, то есть признак, принимающий, условно говоря, самые большие значения.\n", "\n", "Резюмируя, мы можем сказать, что сингулярное разложение делает следующее:\n", "- находит новый признак (новое направление) вдоль которого \"дисперсия\"$^1$ максимальна;\n", "- в ортогональной ему плоскости находит признак, вдоль которого \"дисперсия\" максимальна;\n", "- и так далее.\n", "\n", "---\n", "$^1$ настоящая выборочная дисперсия с точностью до числового множителя была бы равна $|Xw - \\overline{Xw}|^2$, где $\\overline{Xw} = \\frac1m\\sum_{i=1}^m(Xw)_i$ - среднее значения признака." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Визуализация данных с помощью SVD**\n", "\n", "Выше мы обсудили, что первые из \"новых признаков\" - это признаки, значения которых, скажем так, наиболее разнообразны. Зачастую (хотя и не всегда) именно они несут в себе наиболее важные черты датасета. И если взять две-три первых, то датасет можно нарисовать и посмотреть на него - и, возможно, обнаружить какую-то структуру.\n", "\n", "**Задание 2.1.** С помощью функции `dsklearn.datasets.load_digits()` загрузите датасет рукописных цифр [MNIST](http://yann.lecun.com/exdb/mnist/). В нём есть несколько атрибутов; вам сейчас будут нужны `digits.data` (`np.array`, строки которого - это вытянутые в одну строку значения пикселей) и `digits.target` (в них записаны соответствующие цифры)." ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "0\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from sklearn import datasets\n", "\n", "digits = datasets.load_digits()\n", "\n", "print(digits.target[0])\n", "\n", "plt.imshow(digits.data[0].reshape((8,8)))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Примените к матрице `digits.data` сингулярное разложение.\n", "\n", "Первые два столбца матрицы $U\\Sigma$ - это проекция датасета на некоторую плоскость (объекты - это строки!). Нарисуйте на плоскости эти точки, покрасив различные цифры (0,1,2,...) в разные цвета. Получается ли какая-то структура?" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from sklearn.decomposition import TruncatedSVD\n", "\n", "# Применение SVD к данным digits.data\n", "# Используем TruncatedSVD для выполнения SVD, ограниченного на 2 компоненты\n", "svd = TruncatedSVD(n_components=2)\n", "X_svd = svd.fit_transform(digits.data)\n", "\n", "# Визуализация первых двух компонент\n", "plt.figure(figsize=(10, 8))\n", "scatter = plt.scatter(X_svd[:, 0], X_svd[:, 1], c=digits.target, cmap='tab10', s=50)\n", "plt.colorbar(scatter, label='Цифры')\n", "plt.title('Проекция рукописных цифр на плоскость с помощью первых двух компонент SVD')\n", "plt.xlabel('Первая компонента')\n", "plt.ylabel('Вторая компонента')\n", "plt.grid(True)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Если вы всё сделали правильно, то никакой структуры не должно было получиться:)\n", "\n", "А всё потому, что мы не сделали одной важной вещи (почему она важна - мы с вами увидим в конце третьего задания). Теперь вычтите из каждого признака (т.е. из каждого столбца) его среднее значение, снова сделайте SVD и нарисуйте разноцветные точки." ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": 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t3bbmzJlDSUkJd955p9P63B2PqvXW9V5U325D3XnnnZx77rlcccUVTs9lZWXRqlUrj37g3nvvPafzoK5uCY888ghGoxG9Xk9ERAQTJ05k+/btLtffoUMHzj33XEwmE9dcc02tx6QxuTqfqvp3BwYGul1PUFAQRUVFTv2YPTmX6lJSUuJ0rGu+f1arlfHjx/PDDz/w8MMPs3jxYjZs2GC/YCwrK3O7nfrKzs526FpYk6fnc9VYm9atW3u03UsvvZRhw4axYcMGfv3111q368n3WVZWlsfb9NTgwYPt71FMTAy33npro3xuqzTFvnnyPprNZt5++22n83DChAn2dTSGqnEXDz74oNO2ZsyYUeu2qh/zmjcLGqL6jbwqtf1mRkdHO3VdjoqKwmAwOL3nzz//PEajER8fH0aMGEGHDh148803nbbz+OOPU1FRQXR0tENXs9qUl5dz9913c/311zNkyJD67CLHjh0DTpw3dbn//vt56qmnuOSSS/j1119Zv349GzdupHfv3rV+p1xxxRVO71tdYzrq875FR0djNBrx8vIiPj6eBx98EJPJ5LLu11xzDV5eXpSXl/PQQw+5LCv+eWSMSTOqPmiu5rLw8HD7/9PS0pzKpaamAth/tCIiIvD19eXTTz+tdVs1f9zCwsJYunQpFRUVDBw4kGeffZbnn3++4TtzXH5+Po8++igPPfQQHTt2tH/J1tz2F198Qf/+/QkPD+e1115j7969TJs2zePtpKenExMTY39sNpvJycmxHzcAnU7HnXfeyeOPP87rr7/Oe++9x9ixY2vte+vueFStNy0tzemiIjU11eXFgye++OIL1q5dy7Zt22p9PjIyklWrVmG1Wt0GJ1OnTnX6sr/vvvtISUlxKnvPPfdw7bXXYrVaSUxM5Mknn+S8886zn1+1+fjjj/n9998ZOHAg77zzDldccQWDBg1yv5MN4O58qrpQ8eTiKzs7m4CAAKd+zJ6cS3Xx9fW136mtsmTJEh555BH74127drF9+3bmzJnD9OnT7csPHjzodv0NUVpayrFjx+jQoUOdZaqfzzVVP5+rxml4mlWwakzJ1VdfzY033sjOnTsdLmo8/T6LjIxs9EyGn332GV27dqWyspLNmzfzyCOPkJmZyU8//dQo62+KfTtw4IDL9zE0NBS9Xs91111X6w0XgLZt23q0LXeq6v/YY485jVeqUvO7teqYVykoKDipVrDqg9Kr1PabuX79epRSDsFJZmYmZrPZ6bv6lltu4dZbb0UpRWpqKrNmzWLIkCFs27bN4YZHu3btWLp0Kdu3b+fCCy/kk08+qfNO/2uvvUZWVhavvPJKvfdx+/bt+Pj42Md41WXevHlMmzaNWbNmOSzPzs4mJCTEqfwrr7ziNC5qxIgRta67Pu/b33//TXBwMCaTiWXLljFz5kzMZnOtwR3YWliuueYaQkND8fb25qabbmL16tV4eXm52FvxTyKBSTNavHgxGRkZ9osri8XC119/Tfv27e0Xv2PHjuXHH38kNTXV4Q7KZ599hp+fn72lYeLEicyaNYvw8HCPfohuu+02e3ell156iQcffJDx48dz7rnnntQ+Pfnkk/j6+vL444+7LPfoo4+SkpLC77//Tps2beq9nS+++IJzzjnH/vibb77BbDY7ZT65+eabmTlzJtdccw379u2r84fC3fGo+kKfN28eAwYMsL9u48aN7N27lyeeeKLe+1ClqKiIhx56iHvuucdhoGd1F154IV9++SVz5sxx250rMjLSKW11cHBwrYFJ69at7WUHDhxIeno69957L4mJibWue+fOndx9991MmzaNjz76iKFDh3LFFVewdetWQkNDPdndenF3PvXo0QMvLy+WLl1qz/iVm5tLZWWlQ+CvlGLp0qX069fPaR2enku10el0Tse6etY1wH5x5O3t7bD8f//7n9v1N8Qvv/yCUqrOiw6AIUOG4Ovry7x587j88svty48ePcqSJUvs3WA6depE+/bt+fTTT7n//vud9qGmqu5b77//Pr169WL69On8+eef9mPg6ffZhRdeyNNPP82SJUtcDvCvj65du9rfqyFDhrB48WLWr1/fKOuGxt+3lJQUtmzZwpNPPllnGT8/P0aPHs3WrVvp1atXk17cde7cmY4dO7J9+3ani+G6VD/mcPKtN0VFRfzyyy8O3bnmz5+PTqezn+9jx47lm2++4aeffnLo+vnZZ5/Zn6+uVatWDnVUSjFlyhTWrl3L+PHj7csfeeQRoqOjiY6O5t///jf33HMP5557Lp06dXJYX3JyMl9//TWvvvpqvRMwmM1mFixYwHnnnee266SmaU6fx99//73OmxLt2rVz+q6q6yZXfd633r1724O94cOH8/3337Nhw4Y6yz/zzDOsXLmShQsX4u/vz4gRI3jooYd466236nyN+GeRwKQZRUREMGbMGJ566il7Vq6EhASHlMHPPPMMv/32G6NHj+bpp5+2tzb8/vvvvPrqqwQHBwNw77338v333zNixAjuu+8+evXqhdVqJTk5mYULF/LAAw/UeVf73nvvZcGCBVx77bVs377d4W5LSUmJUwrL/Px8ABISEmjTpo1DX9gPPviAb7/91mX/2EWLFvHWW28xb968BgUlAD/88AMGg4Fx48bZMyn17t2bqVOnOpQLCQlh2rRpvP/++8TFxTFp0iS3667teHTu3Jlbb72Vt99+G51Ox4UXXmjPyhUbG+uUErU+fv75Z1q0aOEye85VV13F7Nmzuf3229m3bx+jR4/GarWyfv16unbtypVXXtmgbWdlZZGQkIDVauXIkSN8/PHHREZG1hrclpSUMHXqVNq2bct7772Hl5cX33zzDf369eOGG27w6M5zY59PkZGR3HTTTbzzzju0aNGCXr168eKLL2KxWFi9ejV33HEHU6ZMYe7cuRw4cMAp1TF4fi41VJcuXWjfvj2PPvooSinCwsL49ddf3aZXrq+CggLef/99Zs2axfDhw13eZAgJCeGpp57i8ccfZ9q0aVx11VXk5OTw7LPP4uPj43Auvvvuu0yaNInBgwdz33330aZNG5KTk/nrr7+cMs9VCQ4O5vPPP2f06NG8+eab9s9Hfb7Pvv76ayZPnsyjjz7KwIEDKSsrY/ny5UycONEpQ5Ynjhw5QkBAAJWVlWzbtq1Rg57G3rfZs2fz8ssvExQUxK233upyu2+99Zb9/b7jjjuIj4+nqKiIgwcP8uuvv7JkyRK3dc/Pz3f6XJaUlFBZWUlCQgLt27fHaDTyv//9jwsvvJDzzz+f66+/npiYGHJzc9m7dy9btmzh22+/bfgB9EB4eDh33HEHycnJdOrUiT/++IOPPvqIO+64w/5bMm3aNN59912mT59OUlISPXv2ZNWqVcyaNYsJEyY43fk/evQo69ats7eYvPTSS/aUy3V55ZVXWLJkCddccw1r1qxxyKr32Wef0atXL26//fZ67duhQ4d44YUXSEtLY9SoUQ5jg6paitatW0ffvn3x9vZm4sSJzJkzhy5dutCrVy82b97Mf/7zn0bvAunOwYMHyc7Opry8nBUrVrBr165a00+D7bf/pZde4qmnnrIHiFU3AkeNGlXrmFTxD9QMA+7POg3NynXnnXeq9957T7Vv314ZjUbVpUsX9cUXXzi9fufOnWrSpEkqODhYeXl5qd69e9eavaq4uFg9+eSTqnPnzsrLy0sFBwernj17qvvuu88h+xe1ZCI5duyYCg8PV1dccYV9WVxcnAJc/lVlHqrK0FE9E5JSJzKCVM+i1KpVK3XVVVc5lKtvVq7NmzerSZMmqYCAABUYGKiuuuoqlZGRUetrli1bpgD18ssv1/q8p8fDYrGoV155RXXq1EkZjUYVERGhrr32WpWSkuLw2vpm5QLUl19+6VB2+vTpTudMWVmZevrpp1XHjh2Vl5eXCg8PV2PGjFFr1qxx2Jf6ZOWq+tPpdCoqKkpNmjRJbdu2TSnlnOno2muvVX5+fmr37t0O667KQvV///d/TtutrinOJ6WUKi0tVTfffLMKCAhQsbGx6scff1T+/v5q2rRp6r777lMBAQGqdevW6sMPP3RYV0POperqk5Vrz549aty4cSowMFCFhoaqyy+/XCUnJ7vMUFRzn91l1Vm9erVq27ateuCBB1RhYaFDuZpZuap8/PHHqlevXvbvi8mTJzu9v0optXbtWnXhhReq4OBg5e3trdq3b++Q+aeurFiPPvqo8vb2tp9TSnn+fZaXl6fuuece1aZNG2U0GlVUVJS66KKLVEJCglNZT7JyVf0ZjUYVGxurbr31VpWTk1Pra6rUNyNaY+1by5Yt1ZVXXqn279/v9NraMh0lJiaqG2+8UcXExCij0agiIyPV0KFD1QsvvOBy/5RSbj+TNb+ztm/frqZOnaqioqKU0WhU0dHRasyYMeqDDz6wl2mqrFzdu3dXy5YtU/3791fe3t6qZcuW6vHHH3fKEpaTk6Nuv/121bJlS2UwGFRcXJx67LHHlMlkqnPfNU2zf6cuWbLE4djW9tnZvn278vb2Vo888ojD+jRNc/hOrqq7u6xc06dPr9d7kZeXp2666SYVFRWl/Pz81PDhw9XKlSudttXUWbmq/ry9vVW7du3Ugw8+aM/gV/39TE1NVVFRUWrMmDH27G1K2bIUTpo0SYWEhDicZ+KfS1OqiVKUCJc0TePOO++s9Q7umULTNJYuXerxxFGNYebMmTz77LNkZWV5PK7jgQce4P333yclJcWjcQOieTTm+RQQEMC//vUvlxN2NuRcEuKfJCkpibZt25KYmFjrZIun0qhRo8jOzmbXrl3NWo+mUn1C0LpomnZavBdCNCXpyiUarHPnzm5TGjandevWsX//ft577z1uu+02CUpOc6f7+STEP43RaKRz586NNtGoqFv79u3dlhk0aJDbcV5CnOkkMBENVrNP8ulmyJAh+Pn5MXHiRF544YXmro5w43Q/n4T4p4mJiZHP5SniLgUx0Ghz0ghxOpOuXEIIIYQQQohmJxMsCiGEEEII8Q9UVFTEvffeS1xcHL6+vgwdOpSNGzc2W30kMBFCCCGEEOIf6Oabb2bRokV8/vnn7Ny5k/Hjx3PeeefVOkH2qSBduYQQQgghhPiHKSsrIzAwkJ9//pmLLrrIvrxPnz7NNj5XBr/XYLVaSU1NJTAw0D5bsRBCCCGEOH0opSgqKqJVq1Z1zmLfXEwmExUVFc2ybaWU0/Wrt7d3rRndzGYzFosFHx8fh+W+vr6sWrWqSetZF2kxqeHo0aPExsY2dzWEEEIIIYQbKSkpp3zGe1dMJhP+MbFYc7ObZfsBAQEUFxc7LHvmmWeYOXNmreWHDh2Kl5cX8+fPp0WLFnz55ZdMmzaNjh07sm/fvlNQY0fSYlJDYGAgYDvRg4KCmrk2J1RWVrJw4ULGjx8vOeWbkBznU0OOc9OTY3xqyHE+NeQ4N70z7RgXFhYSGxtrv247XVRUVGDNzSbi6z/R/PxP6bZVaQnZV1zgdA3rav6bzz//nBtvvJGYmBj0ej39+vXj6quvZsuWLaeiyk4kMKmhqvkrKCjotAtM/Pz8CAoKOiO+MM5UcpxPDTnOTU+O8akhx/nUkOPc9M7UY3y6drvX/PzR+Qec0m1aj/+/Ptew7du3Z/ny5ZSUlFBYWEjLli254ooraNu2bdNV1IXTq1OeEEIIIYQQ4pTy9/enZcuW5OXl8ddffzF58uRmqYe0mAghhBBCCPEP9Ndff6GUonPnzhw8eJCHHnqIzp07c8MNNzRLfaTFRAghhBBCiH+ggoIC7rzzTrp06cK0adMYPnw4CxcubLbufNJiIoQQQgghxD/Q1KlTmTp1anNXw05aTIQQQgghhBDNTgITIYQQQgghRLOTwEQIIYQQQgjR7CQwEUIIIYQQQjQ7CUyEEEIIIYQQzU4CEyGEEEIIIUSzk8BECCGEEEII0ewkMBFCCCGEEEI0OwlMhBBCCCGEEM1OAhMhhBBCCCFEs5PARAghhBBCCNHsJDARQgghhBBCNDsJTIQQQgghhBDNTgITIYQQQgghRLOTwEQIIYQQQgjR7AzNXQEhhBD1tzetkM/XHWHVgSwqLYpOLQK5dnAcY7pEoddpzV09IYQQot4kMBFCiDOIUorXF+7nnaUH0es0LFYFQGZhOcv3Z3FOXCifXj8AP/l2F0IIcYaRrlxCCHEGmbMmiXeWHgSwByUAFmX797bkfG7/fDNKqVpfL4QQQpyuzpjA5P3336dXr14EBQURFBTEkCFDWLBggf15pRQzZ86kVatW+Pr6MmrUKHbv3t2MNRZCiMZVYbby1uIDLstYlGLt4Ry2peSfmkoJIYQQjeSMCUxat27Nyy+/zKZNm9i0aRNjxoxh8uTJ9uDj1Vdf5Y033uCdd95h48aNREdHM27cOIqKipq55kII0TiW7sskv7TSbTm9TuOHLcdOQY2EEEKIxnPGBCaTJk1iwoQJdOrUiU6dOvHiiy8SEBDAunXrUErx5ptv8sQTT3DppZfSo0cP5s6dS2lpKfPnz2/uqgshRKM4lleGJ+PaLVZFSl5p01dICCGEaERn5PBIi8XCt99+S0lJCUOGDCExMZH09HTGjx9vL+Pt7c3IkSNZs2YNt912W53rKi8vp7y83P64sLAQgMrKSior3d+ZPFWq6nI61elsJMf51JDj3DA+ejDq3I8d0YAgoy2CkWPctORcPjXkODe9M+0Ynyn1FPVzRgUmO3fuZMiQIZhMJgICAvjxxx/p1q0ba9asAaBFixYO5Vu0aMGRI0dcrvOll17i2WefdVq+cOFC/Pz8Gq/yjWTRokXNXYV/BDnOp4Yc5/rxB14d6GnpLECO8akix/nUkOPc9M6UY1xaKq3CZ6MzKjDp3Lkz27ZtIz8/n++//57p06ezfPly+/Oa5tjHQSnltKymxx57jPvvv9/+uLCwkNjYWMaPH09QUFDj7sBJqKysZNGiRYwbNw6j0djc1TlryXE+Nc6042y1KkorzXgb9Bj1zdsD9s4vtrDqULZDRq7qNMDXqGfhvcNYs3zpGXOMz1Rn2rl8ppLj3PTOtGNc1cNFnF3OqMDEy8uLDh06ANC/f382btzIW2+9xSOPPAJAeno6LVu2tJfPzMx0akWpydvbG29vb6flRqPxtPxgnq71OtvIcT41TvfjnJJbyuzVSXy9KZmScgsaMKxDBDcOj2dMF9ffLU3l+Ut7c8m7q8ksKncKTnSa7QbNu1f0I8TfFzj9j/HZQo7zqSHHuemdKcf4TKijqL8zZvB7bZRSlJeX07ZtW6Kjox2aHysqKli+fDlDhw5txhoKIc5UG5NyOf/NFcxdm0RJuQUABaw9nMONczbxwm97GjxXSEm5mfQCE6UV5nq/tkWQDz/fNYwpfVth0Du2CJ8TF8pXtw5mbNfmCZqEEEKIk3HGtJg8/vjjXHjhhcTGxlJUVMRXX33FsmXL+PPPP9E0jXvvvZdZs2bRsWNHOnbsyKxZs/Dz8+Pqq69u7qoLIc4wOcXlXD97A6ZKCzV7TFW1Uny8KpH2UQFcNbCNx+tdeyiHj1YeZmlCJgrQNDivSwtuGdGOgW3DPF5PVKAPr13ehycmdGPb0XzMFkW7SH/aRwZ4vA4hhBDidHPGBCYZGRlcd911pKWlERwcTK9evfjzzz8ZN24cAA8//DBlZWXMmDGDvLw8Bg0axMKFCwkMDGzmmgshzjRfb0qhrMI5KKlOA95fdogrB8S6HcsG8OmqRJ77bQ96nUbVapWCJfsy+XtvBs9f0oNrB8fVq56h/l6M7hxVr9c0lFKK/RnFZBWVE+hjoEdMMHpPchcLIYQQHjpjApNPPvnE5fOapjFz5kxmzpx5aiokhDhr/bDlmMugBGzdupJzS9l1rJCerYNdll17KIfnftsD4DQupOrxUz/tomvLQM6J87zl5FT5ZXsq7yw5wP6MYvuy6CBvbj63HTcMaysBihBCiEZxRo8xEUKIppBdVO6+0HE5Je7LfrzysNuLd51O4+OViR5v91R5e/EB7v5yKweqBSUA6YXlvPj7Xu7+aitWd1GcEEII4QEJTIQQ4jiLVfHSgr3kl3k+cVewr+vMMKUVZpbsy6wzvW/1bS/cnUG52eLxtpvaxqRcXl+0H4Daaq+A33ek8eXG5FNaLyGEEGcnCUyEEOK4J37cyf+WH/a4fMtgH3q1DnFZprDMjKfJuyxK2TOAnQ7mrE5y29KjAZ+sSmxwhjIhhBCiigQmQggBbEvJ56uNKfV6zS3ntnN74R7ka8DTIRh6nUaA9+kz9O/vvRluW3oUcDirhJTcslNTKSGEEGctCUyEEAL4fK371oHqLusXw/VD492W8/MyMLZrC7fr1us0JvSIxstwenwtW62KcrPV4/KllfWfk0UIIYSo7vT4BRRCiGa2+Uie29aBKtcPjee1y3uj8zCQuXVEO7cDxK1KcePwth6t71TQ6TQiArw8KqtptrlVhBBCiJNx+vQZEEKIZlSfERKD24V7NHdJlQHxYbwwpQdP/rgLnU5zCID0Og2rUrxyaS/6tgmtRy0ah8WqWJKQyfz1RziUVYKXQceoTpFcMziOKwe04b1lB12mTtbrNEZ3jiLM37MgRgghhKiLBCZCCAH0bh3C0bwyj1pNurUMqvf6rxkUR5foID5ZdZi/dmVgUcrefeumc9vRJzakAbU+OfmlFVw/eyPbUvLRaxqW4wPYE7NK+GRVIneP7UCAt4HicnOtwYmGbeLFGaPbN0p9zBYrixMyWX0wm/JKK3ERfvyrX2uigqQ1Rggh/gkkMBFCCOC6IXH8sj3VZRm9pjG0Qzhtwv0atI1z4kI5J+4cKsxWisvNBHgbmm1MidWquHHORnYeKwCwByXV//3W4oPcM7Yjs9ckUmxyDE70mm1i27eu7Eu/Rmjp2ZCYy7+/3EJGYTmG413krErx2l/7uGFoPI9f1E0mchRCiLOcBCZCCAH0jwtlUq+W/LYzrdb0vjoNjAaNxy7setLb8jLoCDM0b9enVQez2ZKc77bcd5uPsvSBUXy3+SjfbDpKVpGJQB8jk3q34ppBbYgNa1iQVt22lHyu/Xg9ZqttsL25RvPMp6uTKK208NKlvU56W0IIIU5fEpgIIQS2u/+vT+1DgI+BrzamoB1fpmG7UG4R5MN71/SjW6v6d+M6HX21MQV9jfEutTmWX8a+jCJuG9me20Y2Tpetmp77dTdmq7XOsSwK+HJDCtcOjqN7q+AmqYMQQojmJ4GJEEIc52XQ8dKlvbhrTEe+33yUlNxSfIx6RnWOZFTnqLOqK1FSdonHWchSckuhaWIS9qUXedRyo9dpfLE+mVlTejZNRYQQQjQ7CUyEEKKGmBBf7h7bkeJyMwt3p7Mvo4jU/DLGdG1BTIhvc1evUfh66T0u62P0vGx97U4t8KicxarY5kEAI4QQ4swlgYkQQtRgsSreWLSPT1YlYqq02lL6WhVP/7Kb87tF89KlPQk9w9PjjukSxdbkPJepgMHWUjGkfXiT1aMeWZfrVVYIIcSZRyZYFEKIapRSPPDtdt5beghTpW0wtsWqUIBSsGhPBpd9sIaCssrmrehJmto/1uPZ6Jty8sSeMSEeldPrNM6JO/XzvAghhDh1JDARQohqlu3L4qetx+qccNGiFEnZJby37OAprVd9mC1W/t6bAcB//kzgu81HMVVaHMpEBnrz2uW90bTaWyL0Oo1WwT48c3H3Jq1rh6gABrYNQ++mNcRiVVwzKK5J6yKEEKJ5SWAihDjrFZeb+WL9ER75bgcPf7edz9YmUWiqvcVj7tokty0JVgXz1yc7XeyfDpYkZDD4pcXc+/U2AOZvSObBb7fT/4W/+XJDskPZyX1imH39ALpGBzosN+g1LunTip/uHEZEgHeT1/mZSd0wGnS4Ouw3DIunc416CiGEOLvIGBMhxFntm40pPPPLbsoqLfaJ+77ddJQXf9/L4xO6Mn1ovEP59Ym5HmWrKjKZOZhZTI+Y0yd97dJ9mdw8dxNKQdXY9kqrAjSKy8089sNOzBYr1w2Jt79mVOcoRnWOYndqAUdySjHqdZwTF0rYKRxD071VMF/fOoR/f7mV5NxS2/ukgcWiMOg1bh/ZnvvO63TK6iOEEKJ5SGAihDhrfbsphYe/32F/XH3ivnKzlWd+2Y2mwbRqF+pWD1PoAh6n2z0VLFbFY9/vRCnq7IYG8Pxve7m4TwzBvkaH5d1bBTfrHCG9Y0P47d/D+b+/97MxKReloFdMMA+c34mIgKYb4yKEEOL0IV25hBBnJVOlhed+3eO23Kw/9lJUrVtX+8gAj7I/GXQaceEnP+t5Y1mxP4v0QpPLoASg0mLl+81HT0mdPKWU4qMVhxk4629mr04iIa2IfelFfLkxhQlvrWLlgazmrqIQQohTQAITIcRZ6Y+daRSVm92WK6+08tO2VPvj64bEoTxIoXtRr5aE+Nm6OxWZKknOKSWnuPyk6nwytqXk27uquaJpsP1ofqNsM7u4nMTsEgpKTy5D2XvLDvHiH3vtWdDMVmVv3coqLuf62RtZcyj7pOsrhBDi9CZduYQQZ6XdqYUYdJpD963a6HUae1IL7Y+n9I1hzuokDmYV19pVS6eBt0HHv8d0ZGtyHv9bcZhFuzOwHI9m+rUJ4eZz23Fhj2i0UzjxhqedyqyKk051/OeuND5amcjmI3kAaMCozpHcNrI9g9vVb86TjEITry/cV+fzSoEVxeM/7GTpg6NO6TEVQghxakmLiRDirFSfy9fq17o+Rj1f3DKIXscHtVdl6KpqjAjz92L+LYPZk1bIZe+vYdGeE0EJ2FouZnyxhRd+34ty1/TSiLq3CnIbhFVZfziHzCJTg7bz6p8J3D5vC1uT8+zLFLDiQDZXfbiOr6pl/rJYFVlF5eQUl9c5dufrjSlut6kUJOWUsj4xt0F1FkIIcWaQFhMhxFmpd2yIRxfqZquid2vHQd8RAd78MGMoGxJz+X7LUdILTAT6GhnfrQUX9IgmJbeM+77eZps1vUbwUbXJT1Yl0iMmiCl9WzfWLrk0tksU4QFe5BRXuC1rqrQyb10y94+rX6arBTvTeG/ZIQCnGeOrWpce+3EnceF+rDucy7x1R8gpsdWnVYgP04fEc92QOPy8Tvz0bD+a73b2ebAFhjuO5te7RUYIIcSZQwITIcRZ6fzu0YT6GckvrXTZzcnfS8/FvWPsj/NLK/hx6zEOZ5Vg1OsY1y2aMV2iHOY2+Xxtktvtaxr8b/lhLukT0+Tdj3JLKvh2Uwotg308CkwUMH/9kXoHJh+uOIxOcw5KqtOAm+ZuwlRpcSiXmm/i5T8T+GV7KvNvGWzPCnYyjUoHM4vYkJiH2WqlQ2QAg9uFo/NgnI0QQojTkwQmQoizkpdBx6wpPZnxxRY06h6D8fwlPfD10qOU4q3FB3h36UHMFmUPRD5dnUh0kA9vXtnHfrf+5+2pblMFKwUJ6UUk55YSF+7fiHvm6PN1R3ju19221qF6XORnF1dQYbbiZfCsR29moYmtKfluy1kVlFbUPvGkUpCQVsRD327nw2n9AegRE8yyfZluW02sCns644OZxTzx4057166q9zc21JcnLurGBT2iPdonIYRoKh+r6/BXp3bERImyMvmUbrHxyRgTIcRZ68KeLXnvmn6EHs+eZdBp9sxVwb5G3ryiD5f2s3W1euXPfbz59wEqLQqFY2aozCIT132yns1HbBfCRSb32b6q5J9kxipXvt2UwlM/7bLVuX5xCToNj7J4VTnZAfNVLEqxaE8GyTmlAFw1MNbtazSgTZgfQ9uHczCziCnvrWbTEccxLgBH88q4fd7m0y4dshBCCM9Ii4kQ4qx2Yc+WnNetBQt3Z7DjaD4K20DxC3pE422wTY+emF3CB8sP1bkOq7L95+mfd/P73ecS6mck24MuUwDhAU0zg3qF2cqsP/Y26LV6DYZ3jKxXt6fGnAle0+D3nWncMao9LYN9uWt0B/675GDtZY+Xf/6SHmiaxsPf7aC03IylliisatFjP+xkbNcoezpnIYQQZwZpMRFCnPWMeh0X9WrJYxO68viErkzuE2MPSsA23kLvZhyIVdlSEO84ms+l/Vq7La/ToE9sCK1Dm2YSxr/3ZpDXwNYYi4LpQ+Pq9ZrwAG+GdQh3u9+e0Gka+aUnArv7xnXigXGdMOo1NGq0bPkZ+fC6/ozsFElCeiFbkvNrDUqqq7RY+XaTtJoIIYQrZrOZJ598krZt2+Lr60u7du147rnnsFqtzVYnaTERQvzjbUvJd0j568rOYwVcNziOuWuSsJpVnd2nrAruGNW+8SpZw/6MIo/maanNtCFxjO4cVe/X3T6yPasP5tT7dTVZlXJogdE0jX+P7ch1Q+L4fssxDmYWYdDp6B8fyoU9WtrHwaw7lIOmuR8wr4APVxxifWIunaMDuHJAG2LDmiZAFEKIM9Urr7zCBx98wNy5c+nevTubNm3ihhtuIDg4mHvuuadZ6iSBiRBC1FNsmB//u+4cbv1sMxalHAbC63UaFqvi4Qs6c373phuEbdBp9RpTAhAV6M0do9pz/dD4BmUKO7djJM9e3J2Zv+xGd3w/q9iSBSgsHtxoUwom9GzptDzEz4ubhret83WVFuUykUF1WcUV/L03g6UJGby39BDXD43nyYndHLKrCSHEP9natWuZPHkyF110EQDx8fF8+eWXbNq0qdnqJF25hBD/eL1bh3h8wdrjeGaoUZ2j+PPec7lmUBt8jbZuYToNxnaN4qtbBzNjVIcmqy9A//gwt5nBqlx+Tmu+vGUwax4dww3D2p5U+uLpQ+P5YcZQLurZEqPeth5fo56rBsby5z0j6BPr+ljqNLigR3SDWjDaRfp7NOdJdZbjSQFmr0nihd/21HubQghxpiksLHT4Ky8vr7Xc8OHDWbx4Mfv37wdg+/btrFq1igkTJpzK6jqQFhMhxD/e1YPa8PGqRJdldBp0iQ6id2yIfVm7yACem9yDmZO6U1ppwdeoP2V35Ae1DaNthD9HckpcXqz7GHQ8PakbgT7GRtt23zah9G0TitXah3KzFR+jzh7sfHjdOUz931qSc0sd6lV1VHrEBPPqv3o1aLsjO0USGeBNVnHtP7LuzFmTxI3D20q3LiHEWS021jHb4TPPPMPMmTOdyj3yyCMUFBTQpUsX9Ho9FouFF198kauuuuoU1dSZtJgIIf7x2kUGcOuIdnU+r9NAp9N4bnL32p/XaQR4G05pNyFN03jt8t7odRquNvvMpO6NGpRUp9Np+HrpHVpgooJ8+Pmu4TwwvjPh1caRKGzZtWJD/TiUVdKg7Rn0Oh6b0KXh9dXgyw3JDX69EEKcCVJSUigoKLD/PfbYY7WW+/rrr5k3bx7z589ny5YtzJ07l9dee425c+ee4hqfIIGJEEIAj17QhbvHdsSg19A0x8xQEQHefHbjQPrHhzVzLR2dExfKV7cOoX1kAGC78K4KjqICvQHoHB1IeoHplNYr2NdIXLgfeaUVDkGTVcGCXWlMeXc1X6w/0qB1X9qvNRMaOIGiRdmSBgghxNksKCjI4c/b27vWcg899BCPPvooV155JT179uS6667jvvvu46WXXjrFNT5BunIJIQS2u//3j+vEDUPj+WHrMbYcyaPQVEmnFgFcNbANHaICm7uKtTonLpSF941gS3Iem5LyMFsV+9OL2HXUlj3r0vfXUG7R6Bsbwm0j25+SWdET0gu556tttXYxq1r2xI+7aB8ZwOB24fVa98akXP7Yld6getlSEcv9OCGEACgtLUVX4ztRr9dLumAhhDhdHM4u4bftqWxNyQdg5YFsPlmVxPAOETw9qRudWtQdoFSYrSzck843G1NIzTcR4GPggh7RTO0f26gTFCZll/DF+iOsOphDpcVKpxYBXDMojjB/L579dTfF5Ra89Y5RwbaUfG6ft5l7z+vIved1arS61ObTVYkoD9IvP//bHn6/+9x6rfuTVYn2zGcN0T8+tEGvE0KIs82kSZN48cUXadOmDd27d2fr1q288cYb3Hjjjc1WJwlMhBDiuDWHspn+6YZaL3rXHsphyrur+e6OoXRtGeT0/NG8Uq77ZAOJ2SXotBMtAzuO5vPmov28c3U/zuvW4qTr+MHyQ7yyIAGdptnnXjmYWcwfO123IlTt0Zt/H6B3bEiD5jHxhNWq+GlbqkfZs3anFrI9Jd8hoYArlRYri3ZneDznTE1GvY7Lz4l1X/AkWMvMWArK0Yw69KE+aJKeWAhxmnr77bd56qmnmDFjBpmZmbRq1YrbbruNp59+utnqJIGJEEJga+24a/5WLFZV60W1RSlMlRbu/nIrC+8b4TDgu6TczNUfredYfhmAw+utCsrNVm6ft5lvbhtMp+ggDDoNH6Oe/RlFJGWX4G3U069NiNtB6l9vTOblBQn2+jSEXtP4ZGVikwUmZZUWKsyedwP4bG0Sr8f28ahsaYWlwfsN8Nzk7gT7NU0igIr0EgpXpFG2OxuO774+1JuAoTEEDG2JppcuZEKI00tgYCBvvvkmb775ZnNXxU4CEyGEAP7anU5uSYXLMhYFBzKL2XQkjwHVBsL/uPUYybmldb5OARar4soP11FhsV1Y+xh0mKpdwHsbdPzrnNY8fH6XWi+ezRYr//lrXz33qrZ9UKw6mE1xuZkA78b/Cai0WB1ajNz5e2+mx+v299Jj1GtUWjxbeVU9IgK8eGpiNyb3ifF4W/WV/eEO9BadPSgBsOSVU/D7YUz7c4mY3h3NIMGJEEK4IoGJEEIAqw5kezR2waDTWHkg2yEw+WL9EbczkiuwByWAQ1ACtlaVrzamsPZwDj/eMcwpOFlxIIvsYteBU30czS2lSy1d0hoqu7icNxbt5/vNR+s1CWJxudnjsga9jsl9WvHj1lSX75NOgw5RAUzuE0PHqADGdInC0EQtFpbSSts/FHVGY+UH8ylcnEzw+fFNUgchhDhbSGAihBBAudkCHnQT0jScuiodySl1GZR4ymJVHMku5fnfd/Pa5X2ctqFpHlXRIxf+dyVjOkdxx6j2J50GOaPQxJT3VpNRWF7vQemhLrpWmSotLNiVxq/b08gtqSAiwItz4twPXlfAS5f25Jw41/tlqrSw6kA2eaUVhPl7MaxDBD5Gfb3qX7Y168RGXVSoeE0qQWNi0eq5fiGE+CeRwEQI8Y+mlGLzkTz2pRfhSQ8hs0URF+44c7iXQUdphaVR6mNRtsHjT0zoRmi1TF7eBn2jBSVgC3CW7c9i6b5M/u+KPvXu5qSUIiG9iIKySl77a1+DghK9TuOyfq1rfW5PaiHXz95AZlG5vUuWTrN1/Qrz86KgrBI0HLap12lYleKVy3q5DErMFiv/XXyA2auTKKrWYhPkY+DG4W25a3QHj1tYSndlgwfj6VW5hfLDBfh0Pr3mwhFCiNOJBCZCiH+s0gozd87fwtKELPQeJk/yNuqY2Kulw7JRnSL5dUdag1PY1mS2KNYezmFCzxPbGd4holHWXV1Vfe//Zjs9Y4Jpd3yiRleUUny5IYX/LT/EERfjatyxzSmice3gOKfnjuWXceVHaykx2YKGqsNa9f8CUyWBPnpGd2nBgl1pmCqteOl1TOrdkhuGtaVHTHCd27VYFTO+2MKiPRlOjRyFJjNv/X2AAxnFvH1VX3QeZNRSJs+7ollNjRO8CiHE2UoCEyFEk9ubVsju1EJ0GvSODaFNSO2z0J5KSinumr+V5ftsXXE8HE/NnaM6OGXPmjY0np+2pTZq/cpqtMC0CfdjSLtw1h7OadTtVJm3LpmnJ3WzP96fUcRna5P4Y2c6pRVmogJ9uPycGHYcLWBRPQas10av09BrGh9cdw6xYX5Oz3+88jAl5ZY63xOLVVFoMhMb6sve5y6g3GzF26BzyJRWl++3HGXhnow6n1fA7zvTGNs1ikvraM2pThfo+fw0uoCmyQgmhBBnCwlMhBBNZvORPJ77dTfbjxY4LB/WLoSpJz+lR50KyipJKyjDS68jLtwffS13vrem5LMkwbML7KquRLeOaMddYzo4Pd+vTSh3je7AO0sPnnTdq7QO9XVa9sTErkz876pG20YVi1Xxy/Zj9sDki/VHePKnXba5Uo43UyTnlvL6ogMnvS1vg45z4kLJK6ng9s83A9CzdTDTh8RzYY9orAq+3pjitvXJqmzB1H3jOtVrXMjs1Ylux+roNJizJsmjwMS/dyRkJLstpwvywrtt3S05QgghJDARQjQRV5MVbk3OZ2oLW0tKrzbhjbbN/RlFvLv0IL/vSMN8fLvRQd5MH9qWG4fH4204cQH71YZkj2cQH9sliocu6OJy1vcHxnci3N+Ll/9MoLwe83jUpnWor0PWryrdooOICvQms6jc7Tq86jmxX1V2rGX7Mnnix11Aw+dKqY1Og4t7t+JoXilrDuU4pBTeciSPTUl5DO8QwfOXdPd4vE5uaQVF5WaC3Mz/UqWgtJK9aUVuy1kV7Dha4FFKZZ+eEZCBrW+aC0GjY2WyRSGEcEOSqgshGl2lxcq/v3Q9WSHAQ9/tQDXSxe/6wzlc/M4qfqsWlACkF5bzn78SuPbj9ZgqT1zwHsws9igo0YARnaNcBiVgu5j9a09GvSYXrMv94zo5jG84ll/G6wv3cdPcjVg9HMcS4ud5FyOAcH9b97p3lhykKa6frQrSCk1sSc63P67+HNiC2frO1eKl12GxKjKLTGQVlbs8PuXm+o3xqPTgvdR52YJdnZ/BOTg5/gsbMKwV/oNbIoQQwjVpMRFCNLqFuzPI8WDOjaScEtYdzmVI+5NrNSkyVXLzZ5uoMFtrDYSsytat7OUFCcy8uDuAQ+uJKwrw8mBk/OK9GaxrhPEfj0/oYu9CZLUqXvkrgQ9XHEZTDnP3uZVZ7L5VpYpOg6n9Y0nJLWXTkbx61tg9vabRq3Uw6w/nuixnVbBgVzqxob4czStzmYFXp0GX6CA+WH6Iz9ceIef45JgtgryZNiSe6UPjnVo7Qv298PPSe9QiE+hjIMjX8zEhkTN6U7Elh5J1aVgKK0Cv4dMplIChrfDp6D7FsRBCCGkxEUI0gVUHszB4cNvdoNNYdTDrpLf309ZjFJvMLif2syr4amMyRSbbhHjDO0Z41DKgAYPbuQ+c5q07gt6DwdeuzLlhALeOaG9//NrCffxv+WFUPYOS+tBp4Oul56pBsWQUmppkG71ig+kfH1brWJ+aNKBztOvWKbC9nxmFJv67+IA9KAHIKCzn9YX7uPS91eSVOAbHRr2Oqf1j3dZDr2lcNbCNR/W1v8bfi6AxbWj5+CBiZg0n5oVhREzvLkGJEELUgwQmQohGV2FWHk04qAGVnqbDcuH3HWkelTNVWll5IBuAKwbEonMTSOh1Gud2jCAu3N/tuvekFZ7UmAwNSKmWfjez0MQHyw81eH2e0GvgY9Qz54aBRAX64O9mPEXDt6OxP6PQ3TAMAHSaRssQX4Z1iKCut0cDgn2N5JVW1NlCdiirhHu+2ub03M3ntsXPS+8yKNU06BAZ4HG3OafX6zSPMoQJIYRwJIGJEKLRxYf7eTR2xGx1nqywIfLLKj2eeb2qxSQiwJuXLu0J1D5uWa/TCPE18uKUnh6t92RbSzQNh0Hz324+elLrq0vVBXmon5FbRrRn0f0j7QPtO7cIpGWwT6Nvc0tyHsv3Z2P14JxQQLCPkU+u788NQ9vibbD9TFUdXT8vPVP6xlBQVumyhcxiVaw4kMXBzGKH5a1D/fji5kEEu+imZVWKh7/fwU2fbXQYlySEEKJpSWAihGh0/+rvPs0qcHxSvFYnvb3oYB+PB2xHBp6YQ+Xy/rF8cO05tKkxl4YGjOgYwU93Dqt1no3aDGzrWVelulgVDtvan+E+e1RDjO4SxaFZE9j69HgevbALMSEn0hLrdBo3DW/rUctGfdScINEVi1VxfvdovA16np7UjU1Pnsd/r+rLs5O7887Vfdn4xHkE+3k29kOn1d6a1qt1CKsfHUPf2BCX9V2+L4snf9rl0baEEEKcPBn8LoRodC2DfblucByfrT3isiXjlhHtPE716spl/VqzbJ/7sSqhfkaGd4jkUFYxS/ZmUlxuplWID7/8exj70os5nFWMUa9jYNswjwOSKtOGxvOrh13KahPm58XozlH2x3qdhoYGHrcFeSYhrdBlAHXDsLZsSsrjr93pjbxl9/Q6jZ4xwfRsfWK+j0AfIxfXCF63Hc/s5Y5VQV7piXEmWUXlfLkhmW82pZBVVO42rbNV2SZkvH9cJ1qFOM8rI4QQonFJYCKEaBJPTexGWaWFbzYddZgvxHZRbPv3bSPaNcq2zu8eTWyoL6kFJpcpgK8ZFMeNczay6mA2Og37BIJP/7ybG4e35cHxnRvU6qGU4pw2IVw5IJavNqY0aB/uG9cRL8OJRuwB8WH8sOVYg9blyrF82zGqaz/1Oo13r+nH7NWJfLIqkbSCxh8QX9sEh3qdRkSAF+9c3dft65NySjzelo/Rdky3Jucx7dMNlJS7TpLgVFfgx63HuHO088SaQgghGpcEJkKIJmHQ63j1X72ZNiSeL9YfYcfRAjQN+seFcVX/ViRsXNFoA4S9DDo+v2kQV320joxCk8OFZ1VQdGnfGL7fkkJmke0OulVhH/NQbrbywbJDZBaaeO3y3nXWy2pVrD6UzaakPKxWK+Vmxa7UAjYm5WK2KuLD/Dm3YwTrD+dQabFd/FuVbS6XIB8DhSazQ5BWNcngjFHtuWZQG4dtTe7Tihd+20NphaXRWy4qLVb0urrTJet1Gjef244bh7UlIb2IkgozKFi6L5Mftx4jp7iCCkvD84QpZcvIVjXfjK+XnqnntObOMR2ICnQ/xqVqMkhP9GwdQmahqUFBCdiC1/QmCM6EEEI4k8BECNGkesQE89KlvRyWVVZWktDI24mP8OfPe0bw1cZkPl93hGN5ZRj0GkPbR3D9sHgW7U4ns6iizhYVBXy/5RhT+rZmeMcIp+fXHc7hoW+3k5JXhv54QFFzTUk5JSTllNA61JcrB7Yh4XimrgHxYUzt35ptKQXMW3eEvWmFlJSbKau0Ulxu5r1lh/hh6zGmD4nn2sFtCPQx4udl4KXLenHPl1sbtUNXuL8XPkbP5nDJLCrnz93p/Lo9lcKySqKCvLn53Hb4GnU8/uPJjb3wMuj46saB+Bj1tIv0x8/L858jb4OeSotnwUl8uB9frE9uUFBSxc/Ls+MlhBDi5EhgIoQ4awT7GbltZHtuG9keq1WhaaBpGkWmSm77bJPbmd71Oo3P1iU5BSbrD+dw7cfr7S0sdWU4rlp89PhM7VWb+2NnOv/5ax+X9IkhPtyf9Ym55NaYYyO9wMR//krg280pfH3rEML8vegVE8xTE7vxwYpDZBaW21tYGkqnwTWD4zwqu2hPBnd+sQWz9cSklbklFbzw255GuVAvrbBwKKuYKwa0cV+4hmEdwvl7b6bb9zPE10jHqEBumrOpwcfNbFWc161Fw14shBCiXiQwEUKclXTVxlAs2JVOhQfzpVisig2JjrOTK6V45Psd9i5ZnlC1tKaUVliYvyHZ5eusCo7klHLJu6sxW6xkFNlmb/fS6xjeMYIof29+2ZFq7wLVEMk5pexJLaRbq6A6y+w4ms8d8zZjsTrOR1P177JGSKGr12lsOZLfoMBk+tB4/tqd4bKMToPrhsThZdCRdfw4NqSOHaIC6B8nkyQKIcSpIOmChRBntcxCE8/+utvj8jUn1Vt7OIeknNKTaqmoD4tVcSy/zB6UAFRYrKw9mMMP2455HJTUNkrGquDXHalM+O9KXl6QUOdcM+8uPYii7u5jjXEsLFbFsv2ZJGZ5PpC9ypB24Vw/NL7O5/UadGsZxB2j2gO2MSz1pddpBPkYeP+afjJZohBCnCISmAghzmqfrztCWYVnd/h1GnRp6diSsDU5/6QnT2wMns4qrwHtIv0JrGMW96ruTx8sP8THKxOdns8vrWDRngy33aQaQ0ZhOaNfX8bcNc71cEXTNJ6Z1I0nJnQltMacJga9xuX9Y/nqtiH2cSsX9Gjh8Tw3Veu4pE8rfv33cNpFBtSrbkIIIRpOunIJIc5q89cne3yH36rguhpjMKxWRRNMJ9JkFJCaX4ayug/G/rvkANcNiXMYDJ9RWH7KWoeqPPPLHuLD/RlZbR4XdzRN45YR7RjULowXft/LxqRclAKzRbE+MZcftx7j6oFtsCpFsK+XR/t00/C2nN89mk4tAgjx8zqJPRJCCNEQEpgIIc5alRYrOTUGmbvSrWUgF/SIdljWpWXQKWk9aExmi8JL776JoMhk5setx7hq4IlxHs2VgWrmr3tYWo/ABGDF/ixunrsJi1IO86IkZZfw9E+7WL4vk/JKC6sO5rhd19iuUTwxoavD2CQhhBCnlnTlEkKctQw6rV7dsN64og9GvePX4ujOkYT7n1l3z/289B4HU68sSHDIENY61Jf4cL9ax6g0pcTsEvalF3lcPru4nFs/30Slxeq0r1XjY/7em8nKgzkeNXYt3pvpNjmBEEKIpiWBiRDirKVpGiM6R7idzV0D2kX407lFoNNzBr2Opyd1a6IaNg1dPYKxAlMlLy/Ya3+saRo3DW/bFNVyqz4zun+9MYUKs7VRe9g9+dMu/tqd3ohrFEIIUR8SmAghzmo3DG3rUevBDcPi68y+NLlPDOd2cJ50sTbN3REo3N+L/LJKj8srBT9uPUZB6YnXXD0ojvO7R5/UvmjAvWM71us1XgbPf5J+3Z7a6GNhNA3eWLivzmxlQgghmpYEJkKIs9qITpHc7KIFQAPGdWvB1YNcTzw469KeBHjp67xY14BAbz1TB7RucF1PVoivkSKT50FJlUqLYnPyiflb9DqNd6/px0MXdG5wN7Yu0YFMHRDrcXmjTqNfG8/nCymoR/DlKaVgX0Yxu1MLG33dJ8tqMlO8NpXcb/aR+/U+ilYcxVLS+MdACCGakwx+F0Kc9Z64qCvxEf68t+wgqfkm+/IwPy9uGBbPHaPau+3uFRvmx/xbBzP90w3klVbaE3Vpmu2CNtTfi89uHMgdX2w5qboOiA9lY1Jeg15bWmH2aCLJ2lSYrQ6P9TqNGaM6cOu57diWkk+hqZJFezL4akOKR92nhnYI56dtx4gP9yMpp9Rt+Uv7xRDsa3RbrkpkgDfpBaYmSZZ2NK+UHjHBTbDmhilen0b+r4fBbD3RJLcNCv5KInh8HAEjWstcK0KIs4IEJkKIs56maVw7OI6rB7Zha0oeWUUVBPka6B8XVq/uQ71ah7DqkTH8vC2Vn7YdI6e4nPAAb6b0jWFyn1b4eRlIzS9rYB1hTJco3r6yL92e+atB62hoUAIQF+5f63KDXkf/+DAAOkcH8dXGFI9SJ3+yKsmWeMCD6+XWIT48NqFrfarLZee0Zuexgnq9xlPV0ye7oiotWJug5aa6kk3p5P94sNpGqz1pURQsSAJNI3BE87XUCSFEY5HARAjxj6HTaZwTF3ZS6/D3NnD1oDZcPahNrc976XWUeTCHCNhmKLcCek3jqoFtePKirqw77D61bWPSNOjeMoiuNSaWrE1MiC/XDY7j87VHPGqpsCjlMojRgAt6RDNrSs96zxtyab8Y3lp8gPzSikYda+Jr1NsDsdoopTDtyaFodSoVhwuw6BUMhPw/DhM6vA2GcN9Gq4uqtJD/22G35Qr+SsK/fwt0fp63OAkhxOlIAhMhhGhEIzpF8PfeTLcD7gO8DUwbEkd0sA8X9WxJqJ8Xj/2wk683pZyimp7w0AVdPC779MRulFda+XpTCnqdZt9PHbYgyx0vvY67xrQnNtSPcztFEhHg7fD8ntRCPlubxB870yitsBAR4M3UAbFcO6gNUUE+9nKBPkY+u3Eg13y8niJTpUNwUlWvm4bFo2nw8fHWG4ubQe16TWNq/9YEeNf+06iUIv+XQ5SsTXNqCSrdlEH5pmz2Do/i/UOZHMwsxqDXMbR9ONOHxjPARbBTl9JdOSiTB0GuRVGyJZPA4TH13oYQQpxOJDARQohGdP3Qtvy1O8NlGZ0GM0a3Z8aoDvZl/1184JQHJXpNo3urID5dlciiPelM7R9Lr9YhLl9j0Ot45V+9mD40ni/WH2HnsQJ0moavUc9aD1p7KixWQv29mdLPuevRvHVHeOqnXeiqBTzphSbeWXKAT1clMvfGgZwTd2KAfI+YYBbdN4J5647wxfpkckoq0GsaIzpGcP2wtozsFAnA6C4tmLMmiSUJdQeMOg06Rwe4DNJK1qfbghJwbgmygtVipc3SNBIppvB4gQW70vltRxrTh8Qx8+Lu9RoLUplWbKuYuyYhnUZlmueploUQ4nQlgYkQQtRie0o+n69LYvn+bCrMVtpF+nPNoDgm9mrpcgzCkPbh3DqiHR+uqL0Ljk6DAfFhXNSzJf+3aD/bj+ZjtijWJ566LlwGnYZO06iwWNl5rACFrZVh3rpkRneO5O2r+9XZalClW6sgXpzS0/548KzFHm1bp8GmpFyuG+yYBW35/iye/GkXgFPwYFW2gf3TP93AkgdGOrScRAX5cP/4ztw/vjMVZqtt32okMhjWIYJhx9M9L9ydzv8t2s/eapM5+hr1XDEglgfP71x3a4lVUbTMdeCoA3yBizAyjwqHfZm79ggtgn0cglG36jOgXca+CyHOAhKYCCFENUopXlu4j3eXHnLoqrQ9JZ+tyfl8uOIQ824eRFSgT53reOzCLsSG+vLu0oOkF5bbl/t56blmUBv8vQ2Mfm0Z4P5meFOwWBXm43f0VbVlYAsQbv1sE/NuGuR0gV+XhPRC0gtN7gtiy2BWW6vFO0sOuGwcqApOvlifzH3jOtVaprZEBukFJr7emMLGpFxKK8y0jwzgrSv7YrYqUvJK8TXqOScuFH83gVjlsWIs+eUuy4AtPji/WmBS3ftLD3HjsLYeD673jg2k2JMTxKrwbuN+jJAQQpzuJDARQohq5q07wrtLDwGOF9BV/zyUVcL1n27k138PrzPFsKZpXDcknqsHxbEhMZfMIhMB3gaGtA9n/vpkXvh9b62vayx15RnTabaMU6UVdY9bsCpYcyiH5QeyGN05yqPt7TzqeXYsBXRuEeiw7Fh+mUcpkq0KvtmUUmdg4rAdpXhj0X7eWXqQ6kNLtiTn8+3mo/RoFcRH0/vTMrj2weqVWaWUbsrAnF+OZtChC/RsYLmGRkgdzRdF5WaWJGQyoWdLj9bl0zUcXYARa7HrzF+alw7fPpEerVMIIU5nEpgIIcRxZouVtxYfcFnGYlXsSStk+f5MxnRp4bKsXqcxpH24/XFxuZnXF+5vlLrWVDWvyk3D2pKYU8LqA7ZxLkadRuXxUemD2oWx9lBuneuootPgi3XJToFJZpGJrzak8N3mo2QXlxPoY2BSr1aEB9Qvo9bkvq0c1+thawtAdrFzq4Wp0sKv21PZkJiL2aroEBVAbkkFn6xKrHM9u1ILGffGchbcM4LYMD/7clVpIfe7/ZRtz7ZFeArbwfVkZD+gUPbxJTXpNEgr8HxfNb1G6GUdyflsj8vsZiFTOqLz8qwVRgghTmcSmAghxHGrDmaTXezcBacmvQZfb0xxG5jU9Nv2VMoqPUslXF/xEf7cOboD/zrHNqj8UHoBu9Yv4/qh8YQG+jG4bRg3zNno0bqsytY9q7pNSblMn72BsgqLvfWotMLC7NVJWOs5zeFLfyTw9lV9MehtbTuBPp7/FJmtiv4vLKJ1qB9XD2yDr5eex3/cSZHJbGvBUgqFZ13kisstPPDNNr65fShgG0eS88VeTPuOt95UBSP12D0r8Be1t3BYFSRll1BaYcbPy7N99u0aTvj07uR9fwBrUYUtujm+Mp2fgZCL2+PXx7OWLSGEON1JYCKEEMd5ejfbomzdj+rrQGYxBp2GuZEHlvgYdRSUVfLlhmR0GlzUqyVtwv3YBdxzXifmrkth0turPL3pD9i6Qj3/2x42JuVSVmHhUFZxrRf77lLw1mbBrnRun7eZD649B7NV8eOWYx4ln7LVC7KLK8gpqWBbSr5jXRpwXDck5XEws4gOUYGUH8zHlOC+S1ldrCgqgF/rCEwAPl93hO+3HOXawXE8ML4T3gb3LR2+XcLweWwgpoRcKo4WgQJjK398u4Wj6WvvuGetsFC2PYvK9BLQNLzigvDtFlZneSGEOB1IYCKEEMf51aM7TICHd7yrM+ibJnWSqdKKqbKC/NIKNh/J44Plh5gz/RzANiajIWNajuWbmLMmqUEX+55YvDeT2auTWLArjW0p+fVOAtCAeKhOy/dn0yEqkOJ1qZ5PyFKD+Xifr8coJc9NE0tphYUPVxxmQ2Iu39w2pNZB+zVpOg3fbuH4dgt3W7Z4bSoFCxJRFdYTLSyrjqELMBL6r074djm5SUaFEKKpyK0TIYQ4bniHCAweZKLSgHHdo+u9/kFtwxq9taS66gP0b/98MwBvLmr4mJamCkqqvL3kAFuT6x+UNCYN2xgVgMpjJR4HJfoIx0Hzpg7B3KYrZavmeVe9bSn53PnFZo/Le6Jo1THyfz5kC0rAdlIcP8DW4kpy5u6mbJ/7cUZCCNEcJDARQojjwgO8mdynFXoX80dogLdRx79qmSDQnZGdomgZ7IOr2EcDgn2N/DhjKL1bB7ksWxeLVbEv0zZPR2G5uf4rOAUUUGgy13N0StPUo3Xo8SCjHr+IIRPb0erpwbS439Yy1ena7rx55xBGdY6q1/Qji/Zm8uv2VM9f4IKlpJKCBXUP+AdAQf4PB1HNGQ0KIUQdJDARQohqnp7UnXaR/rUGJzrNlmnrvWv6EeznmD42OaeUl/7Yy7g3ljP8lSVc98l6FuxMo9Jy4ha8XqfxxtQ+6DSt1oBD02x/b0ztTd82ocy5YRAdogIatB9V9fekBeifzN9Lz/nHW7+84oPxKBLUgVdMADo/I/qgExnJurcK4uPp/VnzyJh6BZSvL9yHaoS+aaWbMzwaqGMpKKf8QMPH0gghRFORMSZCCFFNsK+R72cM5c1FB/hqY7LDnB9D20dw37hOnBMX6vCaz9cm8fQvu9Gh2QeDp+aXsfJANt1aBvLZTYOICPAGbDPDz79lMI//uJODmcXVkywRF+bHc5N7cG7HCDYfySM5t4RL+sbw6p/76r0fVfWQ++Ku/XtsR/uEhwFDWlK2NdP1C3Tg2z0CfaAtICmpsLVITXp7FfuyStEBvX2869U9LSmnlN2phfSICW7ILthVHC1yXwhAp1FxtBifzjLWRAhxepHARAjhxGyx8vfeDH7dkUZeSQVh/l5c3LsVY7u2qHNSwbNJkI+Rpyd148HzO7E7tZAKs5W4cD9ah/o5lf1jZxpP/bwbAEu1MKDqwnRfRjHTPt3AL3cOs6fHHdg2jEX3jWBLch7bUgpQStG9VTCD24Xx1+50xry+nMTskkbZF9s4kdPvPfM0C1dTum1EO24b0Y7MIhPpBSb8fPSEDYymdEN67S/Qgc7HQPCFbQHIKDQx7eN1zGgPSTklKKVhAbaVuZ8hvqb0AtNJByb10pjZA4QQopFIYCKEcHAws4jrZ2/kaF6Z/eJRr8FvO9KID/djzg0DiY/wb+5q1ikhvZDDWSUY9TrOiQslzL9+k/9V5+dlYEB83XeVlVL856999skNa2OxKvakFrI4IdPeZQhss8OfExfGOXEn1v/VhmQe/WFno4QRVT3R6jPe4VTSwOVxaywPju+ERcEv246RVVSOr5ee0Z0juW5IPGUVFq6fvZEV+7Ps9YgJ9mFWh3DaJxWDWdkiKKWOp+gNIPzKLhjCfFBKccOcjaTklUKN/WhAUq96ZYSri7FVAGU7s90XtCqMMQ3rIiiEEE1JAhMhhF1GoYkr/reO/DLbPAxVd7Qtx/+fklfG1P+tZcE95xJ+vGvS6WLVgWxe+TOBnccK7MsMOo1JvVvx+ISuRAY2fn23puR71LKh12xBx/kuMnml5pfxxI+7gJO/WNc4cUP8dLwxrtPg9pHteXfZIY/KB/kYKC4316uFRafB0xO7cf0wW+vGPWM7Ojz/+440/v3lFqfg6FiBiesLjnFBx0he7tYaCirQjDp8Oofi1ToQAEtxBcs3p7IntRBv/ckf4EAfA/1qdA9sCP/+LShceMTtm64L8pJuXEKI09IZM/j9pZdeYsCAAQQGBhIVFcUll1zCvn2O/a6VUsycOZNWrVrh6+vLqFGj2L17dzPVWIgzz6erEskvrawzTazFqsguLmfu2iOnuGau/bEzjWmfrmd3aoHDcrNV8ePWYwya9TcPf7edQ1nFjbrdlNxSj8pZlG0cgStfbkhGNUL7gU6zXWifih53Og3C/I0E+9bvHtfzk3sQHezjcctQfIQ/l/SNqdc2Xru8tz0oqU4pxdFdWRyev4fnlC8PKB8GoneoiwL+PJDFZ6UlBF8QT9DYNni1DsScayLnqwTSZm3gmwX7qU8bR10/tjoNrh0cZx/ncjL0AV4EjY9zWy50cge0f0CXTCHEmeeMaTFZvnw5d955JwMGDMBsNvPEE08wfvx49uzZg7+/rVvJq6++yhtvvMGcOXPo1KkTL7zwAuPGjWPfvn0EBgY28x4IcXqrtFiZvz7Z7UzeVgXz1h7h3rEd0Z0GFzd5JRXc+/W2qt42tbIq+GbTUb7ffIzXp/au90VuXepzMZmSW8otn21i2pA4hneIQKvRx2rpviyPWwR0mq0rmNXqHMp0bhHI3vSiJhu/oR3v2aTTYELPlrxwSQ/8vAysPZzDf/5MYE9aYZ3btgUyXlzeP5bfdqR6FIZVpU/2Meo9HpcSHezDxF6tnJZbiirI+WwPpBQxCaN9LsWL8eIIFh6ljJTjHbEUMGdNErePao9Rr6Myq5Ss97djNZnBCjlYseD+R1QDhqHHBGSjCEJjLEZao/ElFejig51ac05G4MjWaDqNgoVJJ7qiAVgVmq+B0Es74tvd/SSNQoiTs3bNlXh7n9qeBeXl5cDLp3Sbje2MCUz+/PNPh8ezZ88mKiqKzZs3M2LECJRSvPnmmzzxxBNceumlAMydO5cWLVowf/58brvttuaothBnjNySCoo8nPMit7SCIpPZKWVuc/hu81EqLVaPLnItSnH/N9toHepLfxdjRzw1qG0YRr1GpcX91s1WxZKETBbtyeC8ri145+q+DoFNeaXnE/ON6BRJi0AfooK8Ob97NEUmMxUWK3FhfsxZk8SBzGIaY/TGG1N7YVUaVqVoH+lPekE56YUmArz1jOocRYsgH3vZkZ0i6RkTzGXvryE5p9QpwNXrNLwNOj6ZPgAvg44RnSIx6DS3E04qYJS3D8uO1R3w1HTNoDZOs6lbyy1kfbgDc04ZAIbjbSRVpWLQ8Q5+3EgJOcePXU5JBdtS8ukfF0ru/AR7UAIQgOZRlwMFrMfCf/GjZ7WfXAuKgRgJ6t+2UVpLqmiaRuCI1vgPiKZ0ayaV6SWg0/CKC8KvRwSa8YzpKCGE+Ac6YwKTmgoKbF02wsJsFxeJiYmkp6czfvx4exlvb29GjhzJmjVr6gxMysvLj0eYNoWFhQBUVlZSWVnZVNWvt6q6nE51Ohv9o4+z1VK//vLKTEMPU2Me5xX70vHSeV5vvU7jo2UH6H1Nv5Petr9R4199W/Lz9lQPZ0lXGPSw+kA6T/2wnVmX9rQ/0zHSl2N5xR6t586RbekTG1LrcyWmcrz0CsPxi2vvehybKjoN4sP8mdijhUPLTq9Wji3PNd+/QC+N724dyIcrDvH95mMUHU+la9BpjO/WgttHtqddpD+VlZUEe+u4tE80v+5IrbuFBfAFhu7NZ7im8bhexy7cB3ARfganuhWvT6M8r9TWhFFLHKABgcA1GPkfJ34TikpMlCblYcosdnjtKAysodJ+fF0dZw14nBI+IoDIauGMFUX+T/vxig/EENTwJA21MoD3gEi8ibQvMmOBegTAp5N/9HfzKXKmHeMzpZ6ifjTVGLM6nWJKKSZPnkxeXh4rV64EYM2aNQwbNoxjx47RqtWJJvxbb72VI0eO8Ndff9W6rpkzZ/Lss886LZ8/fz5+fs6pQYUQQgghRPMqLS3l6quvpqCggKCgoOaujl1hYSHBwcE8+uijzdKV6+WXXz7tjkl9nJEtJnfddRc7duxg1apVTs/V7LetlHJaVt1jjz3G/fffb39cWFhIbGws48ePP63e1MrKShYtWsS4ceMwGpu/+8zZ6p9+nOevT+alBXvddgJ6dlJ3LjundYO34+lxtlgV6QUmKi1WWgb74F1Ll5dHv9/Bgt3pHrZYnPDTjGENnlW9psKySt5YtJ9ftqVSYfUsWaxep3HL8LbcNcY2vsBqVUz7dD07Uwtd7sv/Te3DuG4t7I//3pvBI9/toMJqdUjG5K1TPN/fylObdJRbnb8DNSA+3J/EHMesYn1jQ3jiom50ia59XJ7FqtifUURxuZkWgT60CW/4DRylFJ+sTuR/yw5hNVvt7RQ6YCgGrsGb9tWaN8woFlDJ25hcrvf5i3swpd+JcUTKYiXt+fUe1+t6ikhD0TYigJ/vHErhn0mUbEx3ygN8EAtP6Ip5zMVxri4Uja9xPq76KF9azOjjcf3+if7p382nwpl2jKt6uIizyxkXmPz73//ml19+YcWKFbRufeLCKDraloYzPT2dli1b2pdnZmbSokULp/VU8fb2rjWiNRqNp+UH83St19nmn3qcrxrclj92Z7IxKbfW7jWaBsM7RHDZgDiM+pPvq17XcS6tMPPpqkQ+W3uEzCLb5aqvUc/l/Vtz28j2xIT42steNiCO77elU99JBIP8fRrtPQ43Gnnxsj5cP7w9k95ehcnsPjjRWeFoQaVDHf43fRA3ztnIluR89DrNHqDoNNDQeP6SHkzofeJ7b/3hHO78cvvxgf+173+5VaPc4vicToNJvVvx5hV92JaST0J6EToN+sSG0rmOgMRssfLJqkQ+XZ1IRuGJrk59YkO4e2wHxnSp+3u2NkopZv6ym7lrj6AHfiaQDBSVKGLQEVrLCA49GhfgxZuU42o01PML9nFxv1j72A2lU+gtnp8fJjRMwO2jO+Ll5YV3qD8ms+Y0bKczBu7DDyiu9TjXlI4t6NJqvFf6cv6R3zcN8U/9bj6VzpRjfCbUUdTfGTMKTinFXXfdxQ8//MCSJUto29YxDWTbtm2Jjo5m0aJF9mUVFRUsX76coUOHnurqCnFG8jLomHvjQK4a2AaD/vjg4OPXUF56HdMGx/Hx9P6NEpTUpdBUyeUfrOWNRfvtQQlAWaWFL9Ync9F/V7I/o8i+fEi7cAa2DfN4RnpNgy7RgbQK9nFfuB5WHcjmordXehSUVPGpMRA5xM+L724fypwbBjC2axQdogLoERPMnaM7sPKR0Vw9qI1D+dcW2lKme9pWVHWIBsSH8dKlPdE0jb5tQrlqYBuuGNDGZVByxxdbeHlBgkNQArDjaD43ztnE52uTPKyFzaqD2fa00/5ohKCjM3p6YKg1KKnig0awmyC0yGTmj51p9seaXkPX0o8SFBY3RysXK5koHhzficl9bK0ufn0i64x729QjabA3zkEJGuhDTq85gYQQormcMS0md955J/Pnz+fnn38mMDCQ9PR0AIKDg/H19UXTNO69915mzZpFx44d6dixI7NmzcLPz4+rr766mWsvxJnDx6jnxSk9eXB8ZxbtzSC/tIIwf2/GdW1xSrJwPfnjThLSak93a7Eqikxmrp+9gRUPjcag16FpGh9N68+Nczay+Uie2/UrBTcNb+uyi2d9Hc4q5qa5G6kwe96dzKpgTJcop+U6ncaozlGM6uz8XHWJ2SVsTHK/v1U0oFvLIKYPjWdynxinrFXVmS1WikxmfL30+Bj1zF6dxN97Mmq9pK96n57+eTcD2obRJdqzLrBz1iTZW4Uq6plBrNxNeaNOY2+arZvHzqMFfLo6kV/TMzCjMABjMDAVb7rUCCosKPZG+/Dtpb3o1+bEhIf6QC/8B7WkZF2aUxTYEo1M3LfX6YERtf3kKggYWPfEm0II8U9yxgQm77//PgCjRo1yWD579myuv/56AB5++GHKysqYMWMGeXl5DBo0iIULF8ocJkI0QKi/F1P7x57SbWYUmvhtR5rLtLAWqyI138TihEz7TOrBvka+uW0Iy/dnMuv3vRzMcp6NvWqG76n9Y/nXSYyPqc2nqxPdpr2tSa/hNvhwJSnH/YzzVSICvNjw+Hlu551JzC7h01WJfLs5BVOlreVnYHwou1IL3YYOOp3GZ2uPMGtKTzclbVbuz7Z3VTMBOzDTHX2NqQ4dWYH9WHA3TaZtgkmN7zYf5eHvtqNpmj19sRlYjJm/MfMoPkzgeDYsHXhH+nP5Hb3ReTv/NIZMbIe1pJKyHdnYJ0AB+0SF7o6PBbgM58xbmo8e3x4Rbl4thBD/DGdUV67a/qqCErANfJ85cyZpaWmYTCaWL19Ojx49mq/SQoh6WbgnA0/yBOo1HLrqgG0w+ZguLfj7gVH877pz6N062OH5uHA/XpzSg1cu69morSUWq+K7zUfrPfjeomD+huQGb9e7Ht3pvAw6t0HJmoPZXPDmCuZvSLYHJQAbkvIorXCfYtZiVSyo8Z7URSlFZY0kAd9R4TIoAdsP1teUuywDtjljgn2NPPTddqwKp/fGgi2ueAkTu4+PVvHpEk7Ubb1qDUoANL2OsKu6EHFTD3y6hqMLMKILMOLdLgSAST1t2SBr7kHV4xl406OWe4G+PSLQXLReCSHEP8kZ02IihDg1TMXFJG3fTEVZGf6hYcT37ovecGoGGRaWVaKrNui7LhYFBWV157A/v3s053eP5khOCdnF5QT5GOkQFdCoAUmVYpPZ4UK+Pl5dkMDl57Ru0AR7vWJD8DXqKXMzL4VepzGyk+uWmcxCEzfN3USFxepRYFgXT4+DpmnEhPhyNK/MvmwJZgZQwURs51rNsRgKxV9UssjlsHdbIBDm78WuYwXoqrWU1EanwQ/RRsZe1x9DmPsxR5qm4dMxFJ+OJ7p5VVZWwh+JvDilB73iwvhoxWFSqu1XZ3Rchzcjqf0z5Nvl5Cf6dMWcXUbJ5gzMuSY0gw6fTqH4dg+XYEgIQXx8PEeOHHFaPmPGDN59991mqJEEJkKI4ypMZSz//BN2L1uMxXziot8nIJCBk/9F/0mXNsmFfXURAV4etTzodRoRAe4HDMeF+xMX7t8YVauTj5fO3k2svorKzSzYlcaUvvXvWhbgbeDy/q35Yl2yy4tvi1Vx3eA4l+uavyGZcrPlpIISgKggzwdxXzs4jlf/THDotvcqJhKxcjVeRFQLTHKw8hUVfEWFy3Vqx//z/CU9+Pf8rS6PC9gC3L/TCzEHGk/6x1Cn05g2JJ5rB8WxL7WQxI+2E1auaO2qY4IOCv5KonRbFv6DovFuH2LvGnaylNlK3g8HKN2SaWtqUoAGpZsz0PkbCb+mK97tgt2tRghxFtu4cSMWy4mbW7t27WLcuHFcfvnlzVYnuWUihKCy3MS3zz3BziULHYISAFNxESu+mM3iT9+nqedjPb97NEa9+wszi1UxpW+M23KngrdBz/COER5nBavOoNM4kOFuxETdHhjfmfgIP/QuAsa7RnegWyvnAelpBWXMWZ3Im3/vZ+6aJJfjejyhaXDlgDbuCx535YBYIgO9HY6bAr6hgssoZgYlPE4pd1HCpRTzZR1D5A06DcPxdUQEePPRdf0ZEB/mNiipYlGKQlPjzSCt02l0bR3M6Cu601pz8xNrBXNWGWV7ssn+ZBdZH+3EanLdIuQJpRS5XyVQujXTvh0U9nEx1tJKsj7ZSUVKUV2rOGWs5RbMuSYsJTKLtxCnWmRkJNHR0fa/3377jfbt2zNy5Mhmq5O0mAgh2PjLD2QcPuAy8Ni+8A86DhhKXK8+TVaPED8vrh7Yhs/WHanz7r1ep9GpRQBD24fXe/1mi5WE9CJMlRZahfjSqtp8KCfjxuFtWXkgu0GvNZxE6uVgXyPf3zGU53/bw8/bUh0G4LcI9AZKuX1ke4fXFJkqefzHnfy+wzYeRKdp9R64X5Ne0wjyNXDFgLqTJexNK2TnsQIAerUOJsDbwJguUXy9McWprAXYgftxLQPiQxkQb+sK1Ts2hLFdojDodZgqLWgaHrUAaRoE+TR+V0XfbuH49ouibHOm+8LHA4aKpAKyP9tD5C0nNw6qIrGQsl05dRdQgFWR/8dhom7r3eDtnIyKo0UULT9K2a5se3OjV5tAAobH4NszoslbZ4U4m9WcfLKuOfuqq6ioYN68edx///3N+vmTwESIfziL2cy2hb+7bQ3RdDq2/vVrkwYmAE9c1I3kvFKWJmSh03C4k69p0DrEl0+vH1CvL85ys4UPlx9m7toksotPdAca1iGce8Z2YmDbk+vnP7pzFHeMas/7yw7Vq1uX2aoYEB/qvqALIX5evD61D49P6MrqQzmUVZiJCfGjf5sg/vpzgUNZU6WFaz5ez65jBfbjaj3JVjANCPI1MO/mQYT5O2ed2pqcx7O/7mFbSr7T6zScJlOvl01Jecy8uDvdWzl2SfIx6hnTJYpl+7Jcdg3U6zRGdY5s0Bgfd8p253gWlFSnoOJwARWJBfZB9Q1RvD7NIXNYndtKLKQyqxRjpF+Dt9UQpTuzyP0ywV6PKhUpReTOT8B/aCtCJrWr9TNuzjGhGczoQ7xlnIwQdYiNdbxJ9MwzzzBz5kyXr/npp5/Iz893SCrVHCQwEeIfLjf1KGWFBW7LKauVIzu2NXl9vAw6Pp42gN92pDJndRLbUvJRQGyoL9OGxHPFwNh63eEuN1u4/tONrE/McequtPZQDmsPreW/V/VlYq9WJ1XvRy7oQqcWAby39BAHMt13z9Jp0DrUj2Ht604Va7Uq1hzK4dtNKaTkleLvbeC8ri2Y0i/G6RiEB3hzce8T+1BZ6dw15vO1RxyCksZw28h23D6yPSF+zkHJhsRcrvl4Xa3BgaJh43Kq0zSYuyaJV//lfNf/5uHtWLzXdWBgsSpuHt7uJGtRu6JlKTRo8JEOijekn1RgUnms2OOIrzK95JQGJubsMnK/3Fd7/Y4fq5I1qXi1CsC/fwsALCWVFC63DdDNfHsreouG5mMgYHA0Aee2Ru8vM4ALUV1KSgpBQSe68LprLQH45JNPuPDCC2nV6uR+C0+WBCZC/MNZzZ73abda3HevaQx6ncbFvVsRE+LLvHVH2JNaiMGgI73QRHZReb0Ck/8uPlBrUAK21hgNuPerbfRrE3rSXbum9G3NJX1iOJhZzO870nhz8YFay+k02z6+PrV3nWl8c0squGH2BrYfLXC4vl15IJtX/kzg3Wv6Mboe86DklVTw4crDjRqUAAxqF15rUGKxKu7+cisWq2r0bVaxKvh5WyqvXNbL6e76kPbhPDWxG8//tge9ZhvoXqXq8VMTuzGkAV0C3THnmxo+fsMK5szSxq2QC6e6y0bxujQ8idaKVhzF75worIUVZL6/nYpiEww48bwymSlafpTS7VlE3d4bfbDniReEONsFBQU5BCbuHDlyhL///psffvihCWvlGWkHFeIfLigyCk3nwVeBphHS4tTMUG2qtHDbvM3864O1/Lojjf2ZxexJLWTOmiTGvL6ct/52PR6m+no+W3vE5YWxrbu94quTmFOkOk3T6NgikHvHdeKjaf2JOR7s6DTbH0D7yAC+vGWwfXxETRVmK5e9v5rtRwvsdayutMLCzXM2siXZ/czvx/LKeOCbbfR/cRFZRe7nAKkPDXj4ux2YLc63vxfvzSC90NRkQUmVcrOVilq2D3DT8LZ8cfMghneMtOf40oDhHSOZd9MgbhretknqZC0+uYHc5hwTyly/Tm7WCgvFq4+R/p+NmLPL3L8AQANj61M7AXHptkyPWnPMmaWYs8vI+WIvlsLy2mMZBZaCcnLm7230egrxTzJ79myioqK46KKLmrsq0mIixJnO1sVqK9v//pPc1KMYvLxo26c/vc47n6AI93fUfQOD6DhwCAc2rEVZXV8x9B4/obGq7dKD327n7z0ZgOPkeFX//r+/9xPka+CGYa4vLDcfyaPIgyxHVgW/70zn/vGdT6LWzsZ1a8HYLlGsPpTN3rRCdJpG3zYh9GsT6vJO9YcrDpOY7fquuUXB6wv38cXNg12Wm/q/teSUWajj2v2kKCCrqJwlCZmM7+4YtK45lINBd/ID693x89Lj5SKBwLAOEQzrEEFBWSWFZZUE+RoJ9m3arj8635P7aVXlForXphJ4rmdppK2llWR9tJPKtBLPN6IDn05hGEJObUuDtczzFtqKpEIqko+3PB0fBlRiUSSXWUmrtGJW4KuDuLJ8/BML8G8r6Y+FqC+r1crs2bOZPn06BkPzhwXNXwMhRIOZSor56dXnOJawB02nswcWWUcS2fDTN4y96Q56j3MfTAy+9EoObd6AValaWyI0nY6giEi6jzyv0fehpn3pRfy2w/0M4v+3aD9XDWzjcuBycbnnF0HF5U2TrlSn0zi3YyTndoz0+DUfLD/kUbnVB3NIyS0lNsx5jID1eEBQXG5ukqCkikGnsflInlNgUlcrRmPS6zSm9I3xqDtS8CkISKrow3wwRPthziht8ECagr+SKF6Xhs7XgF+vSPz7t0DnV3v9c+YnUJlRv6BE89ITPLFpxte43LSfEWuR6/loqlSkFFEzA8byYjPKrNkPa4UFdpRZOfDWNqY82p/Q6Kadt0iIs83ff/9NcnIyN954Y3NXBZCuXEKcsZTVyk+vPkfq/gT74+rPKaX4++P32Ld2ldt1Rca15bLHnsXoUzXGwnahV9XFKyS6JVOffglvv6YfJPv1xhSP5gQpNJlZdLxVpS4tg93P5g22QdQtgxsndfDJ2p9RVK+AKjG79gvS9Ym2dLGezufRUJpGrYPb24b7Nzjjl17z8L1TiulD4xu0jaakaRqBI1qf3Oh+s8KSY6LyaDEFCxJJe2kDpv3OXfcq0kooP5jv2WD34x8rYwt/omb0wRjR8HNema2U7cqmaPUxSjamYynwrJug/zlR4O7jrYGxlb9DuaxK2w7WlTTBZLLw85vbqKhHi4wQAsaPH49Sik6dOjV3VQBpMRHijHVk13aOJexxW27ll3PoNHiY27vKsd17cdv7c9izchkH1q/GVFJMYHgE3UedR/t+A9HpGz+lam2O5JZ4NPu7QaeRnOu6u1PPmGDaRviTlF3i8hpRKduEf6eDHUfdZ0irzlhHN6bFCVn0OwXjmistii4tnQdZTukXw8t/Jng2mUgNFgWZRSa35eIi/OnU4tSOkfCUX98oKo4VU7I6tWHZuapTtkAge+5uou7sg1erAPtTZdsy3acGPs67bTDBF7bF2DqgwYPelVIUrzxG4ZIUlMl8Yt808O0eTsiUji6zZPkPbknRqlRwNYZGQeCoWCrTS6g6cPtNFly1hSigJL+chHXp9BrtWRc4IcTpR1pMhDhD7Vz8p0eD1gsy0jm2z30AA+Dl60ef8RO4/KkXue7lt7jkoafoOGDIKQtKALwNOjy5ZrIqhbebeQw0TePe8zq6vCbU6zRaBvtwcZ/mTZHYEBrQs3Xt/epL69HqcjLxi06D87u1cFoeEeBd78HlVfUY2DbMo0Hzh7NKSEgvdF+wGWiaRvD58fgPbonm1QifHwUoRdFSxwkpbTOme/AO6jWM0f54xQaeVCaugt8TKfgj0RaUVNXr+P/L9uSQ+d42rKV1d4s0hPgQMa0bGDTnK5Djj4POa4Nfr0j8+kaB1TauJN/DnoG7Vx6r1/4IIU4vEpgIcYbKPXbU7WD1KgUZ6U1cm8YzvEOkRzfZrco2sNmdyX1ieOh826D26l3Eqib4iwjwYt7Ng/DzOj0akHvGeD6At2OLAAK8a693iyDPBzV3raXFw1NWBcv2ZwG2LGjL92fxy/ZU1hzM5sFxnexZyTzRISqA1y/vjZdO82zWdmxzpZyOzNllZLyxmZJ1aaiKRkqzbYWyXdmYc05k3dL5eHjeKoV2koPyy5MLKV7l4sLfCpY8EwWLjrhcj0+nUFrc0w//gS3RjMcvQzTw6RxGxM09CDovDgBjpB8+XcMorUerW3Ge+5Y2IcTp6/T4JRZC1JvBgwmTquiNTTPo12q1YKmoxODt3WjzIUzu04oXf99DaYWlzpYOvU6jd+tgjy+o7xzdgXM7RvD52iMs2pNBudlKTIgvVw1qw7/Oad1kg6JNlRbKKiwE+hgwuMgcVV3n6ED6xobYJ5Z0ZdaUnnU+N6l3DAkbD7rdnk6DZyd34/IP1nlUv9peP3t1Igcyi5mzOpHCalnQIgK8GN89mvnr3adifvbiblw5oA3vLj3IOg+DDU2zdSU73VhNZrI+2oGlapB3Y1ZRQfp/NuHVJpCA4TH49gx3HSzYKwV+vVwH8tYyM5aiCnTeenRBXk6f6eI1qe67jVmhdFMGwRe0Reddd0uRMdKP0Es6EHJxe1SFBc2oR9M7f4eEXdGZzIxSSPasZczgIhmGEOL0J4GJEGeotn3OIePQQZRy3Wqi6XTEdqv7ArYhju7dxZY/fuHgpnUoqxWjtw/dR42l34UXE9oy5qTW7e9t4M0r+3Lb55vQwKlLj16nEeBt4LXLnWf7dqVX6xD+c3nISdXNU8v3Z/HpqkRW7M9CYeuedmm/GG4c1paOHoyJmHlxdy7/YC2VFmud17RT+7emfx3zoAC0i/QngRNzp9RGp8EVA2Lp1jIYo15r0EW+VcG2lHy2JjsHUtnFFcxfn0zPmCB2HiusmWAJTbMNQbltZDuuGhjHjXM2svpQtsfDUqwK2keeuixM5lwTJRvSqEgtAQ282wTh1dd5gsaSTRlYCjzLPNVQFSlF5M5PwHdAC4ytA6hMdT/be8abW9C89fj2iiBwaAzG4xmsypMLKVp+FNOeHHsQZYj2J/DcGPz6RdkDFE8H2atKK5XHivFu5771T9PZZnGvi87HQKe7+7L2cfdJPDSdRrs+nme/E0KcfqQrlxBnqJ5jz8fdYAxNp6PjoKH4h4Q22nY3/PwdX898lIOb1tu7klWWm9i+aAFzH7qLpG2bT3ob47q1YN5Ng5xaRDRgRMcIfrlrGO0iA2p/cTN7Y+E+pn+6gVUHsuwX6uVmK99sOsqE/65kaUKm23X0jg1h/i2DaBFky0yl1zR0mm3/9TqN20e25+VLe3lUn35tbO999QBFf/y8Gd0lipkXd8ff28AlfWI8yoZWG6ty3Siw81ghd4xs79RNrUt0IG9d2YfHLuzKRysP1ysoAYgO9nGbhrm43MyPW4/yv+WHmL8+mYzC+nf1UVZF/h+HSX91I0XLj1K+P4+yfbksXnSIZ19fDcCHKw5xLN/Wxapkvft013Y6MLT0Q/M31G+wz/HjVLYxA58uYeiDvN2/XoEyWSjdkEHGm1soXptK6Y4sst7fjmlvjsObaE4vIe/b/eR+u9+eQlxVep4C2tNupp4w+Bjo7sGAdmVV9Bh5cjdGhBDNS1pMhDhDBYZFMOaG21j8yXvUlvZH0+kICAtnzPW3Ndo2D25cx8r5cwBQVsd+88pqxaIUP732Aje88QHBUc4DoutjaIcIfr/7XHYdK2B/RhF6ncY5caG0Dm36lMUN9duOVP67xNZ9qmbjg8WqsAK3fb6ZxQ+MrHXuker6x4ex+tExLEnIZPXBbCotVuLD/ZnSL4aIAM+78X00rT9L9ucwd00Se1IL0TToExvKtCFxnNe1BbrjwchtI9vz2440ypWl0Wdr12uw42g+P981nJTcUvJKKwjx9aJNuO0YmC1W5q5JqncCr8cndK0zmLJYFW8s2senq5Ioq7Sg1zSsSvHkT3BRz5a8MKWnx134ChcmUbzieHcpBYew8ASlHEXhh2Iw8M7Sg7z29yEuPyeW23PL8PJ0J6wQOCIWfaCR7I93efoqB0VLUoic0YviVamU7ch2bmasQ/7Ph058ddTxkrItmRT4GQi+qB2qHieG4SRSEdemz9hY/lq0u/YEZ8cXDp/akfCY0/OGhRDCMxKYCHGGUVYr+9auZMuCX0k7YJvDpKpLTBVNp6PT4OGMnn5LI7eWfIum6eruPqYUVouF7Yv+YMQ1NzTKNnvEBNOjHgPCm9N7yw45vRfVKWzzisxbd4THJnR1uz69TmNctxaMqyXrlaeMeh0Te7ViYi/XWcc6RAXwyfX9mf7JhgbPP1IXi7LNBG+xKmLD/JyCsn0ZRWQWeTYPBthSRT9/SQ8u7l37PimleOCbbfy8LdV+EVs1n4tS8MfOdPZnFPP9jKF1Jg+w172ogqLlR+2Pk7FwByVUtbtUhedWZVv3d5tTSNeMvIgPmodNIGW7sgm/tisBw2M8Gy9Sk1WR9f4O52jYEx68pHhVKvpwX/CwxcQYF4QhxLM5hDylPz5Ivs+4NuxenkZ56YmxTOGtAhg4sS3t+ko3LiHOdBKYCNHMSi1WVuUVUWi2EOllZFhIAIY67gJbrRYWvP06CWtWOKQKVkqBpmH09mbov66m67mjGzUgASjMyiTtwD635ZTVyq5lfzdaYHKmSMouYU+q+wG6Fqvihy1HPQpMTiWzxcoHyw7Va0LGmmNGXFFApcWKXuc8ONlU6XnWKoNOY/3jYwl30Wq0eG8mP21LrfN5i1IcyCzig2WHePB4xra6lGzKoFQpylEEofEh5ZRT91ALq4IVqpJNGBng4U+sMplt6YUvaosh1JvCZUc9nh292k7Vr3w9Ff2d7PEb7tXCs1ZNc3YZ5vxyNC8dXq0C0Nyk/wboPyGegRPak5FUSGW5hYBQb8Ja+Tda8g0hRPOSwESIZlJutfLK4XTmpmZTYjlxmRNpNHBXXBS3to50+rFd/8M3JKxZAdTSh1spzBUVbPr9J3qff1Gj17e00POJ/0zFRY2+/dNdbqnnF5L5ZXXP89BU9mcUsTu1AJ2m0at1CG0jHAeN/7j1GCsOZLtdT1XMrBRc2LMlf+1KczlXXpVQP2Od8860DPa8209smJ/LoARg7tok9DrN5USdVgXz1h/h7rEd8aqlXlar4setx/h4xT72YmvN8QVMuG9k0AM/UOFRYGJBoTue2lnTNAKGxeA/uBWm/XnkfrkXVdF4YzVOhrXEw3NWh9t5W0z78yj8+wgVySe+J3R+BgKGtiJwVKzbAEVv1NGqY4hn9RFCnFEkMBGiGVRYrVy74zCr84qd7rxmVZp55mAqSaXlzOrU2h6cmCsq2Pz7Ty7Xq6xWSvJy2b92Fd1HjrUvLy3IJ2H1cgpzsjF6+9C+3wCiO3SqV529/T3PfuTtd/qOA2kqoX4ejyogyKdp0hPXZsfRfF5csJ8tyfkOy4e2D+eZSd3pHG3LEjZnTZLLbmhVfI16bh/Zjkv6tiY2zI8Hv93Gj1tTXQYBOg2uGRRX513tViG+DG0fzrrDOS5vyGvA1QPbuK4gtrlNXNWnSn5pJYnZJfZjUMVssfLvL7eyYFe6Q4aYMjxjAfbgWSuQHo2klj5Uz+1lLa2kYMHh0yYosfNkBnsF+qC6PwslG9PJ+/6A00B9a6mZwsXJmA4XEHljD49aT4QQZx8JTIQ4SXuLy9hVXIYG9Anyo4Of+77Vnx7NZlVescvf+NmpOYyLCGZMuC0z1ZGdWykvLam1bLnRm92d+rCrcz9K/AKYVwTTk9K5MiqEPV/PZfuiP1BWK5pOj1KKdd9/SYt2HZl4z8OERLf0aD9DWrQkIjaO7KPJLq9eNZ2OLsNGerTOs0l8uB+dowPZn1Hk8uJer9OY0vfUZQ6a/ukGSmuZBH794RymvLeab28fQvvIAHZ70A0NoKTCwtQBbewZw24f2Z5ft6ehlKo1qNBrEOhrZNqQOJfrvWdsR9Ydzqnzeb2mERbgxdT+sW7raK7HIO1Ki/PF/3+XHOTPXbZJSZsyNDCjOIiFdKPinOPLlFLkfLYHc7anYdAp5OFh9e1d+1gPc3YZeT8cqHtdCioSCyhckkzw+PgGVVEIcWaTWxJCNNCWghIu2ryf0Rv38e+9ydy1N5nh6xOYsvUAu4vrvqiwKsXHR7M86g7y8dEs++O6ulJlhLfko6vvZ/HwiWREtqI4IJg0vyBeTUxnwNrdfL9nH1aLxXbhaDHbs2llJh1i/lMPUpjtPn0t2LqZDLj4Mve31IE+4yd6tM6ziaZp3D6yncvDo2FrPbh2sOuL9MZQdcFtqSNgsCjb2I67v9yKuZaLc0/WDdAhKpC5Nw7E10vvcBO8qnEkxN+L+TcPJirIdcA+qF04b17ZF71Oc0htXPXP8AAvvrxlEMF+7lub2kX4ezTs3KDXnAbimyotzF6VeFJzIuqB7jh2Z1LV1mhFoVCkYOVhyvCqNilgRVIhFSlFTRsRNZBXfJDrlMQa+PWJwhBce1e74nUepFFWULw2DeVJ/0AhxFlHAhMhGmBtfjGTtx5ka2Gp03Mb8kuYuHk/P2Xk8dj+o4zdkMDoDQncu/cIWwpLOFJWztFy9/21LcCKvCL7HAI+Ac4T8xX7BvDNpBswefvargSrrgY1DStQqWn8eP7VZIRHO71WWa2YiotY/dXnHu9313NH02/C5OObcPz60HR6NE3jwrseILy1+7vaZ6NL+sRw64h2gK2loDq9TkOv03j7qn7ERzT9pIBL99mCWleNB1YFh7JK2HmsgBaBnqUgDvA2EBXoGGQMbhfOmkfG8uTEbvRpHUKbMD/OaRPKrCk9WfHQaLq1CqpjbY4u7t2K5Q+N4vaR7YkP9yMywJueMcG8cEkPljw4ig5R7ienBNy2zoDt/bi4VyunlMGrDmRTVF5LE1M9WIApNRIGa2goFBUoDmPlP5i4mRLyUAxue6IjV+nWTNezYjaj0Es7Ymx1PB1vbVU06DAXVVC6PavWwKJsd7ZHrS6qzGwLzoQQ/zjSlUuIejJbFbftTrLdia7leQtgsipu33MEvXYiWc6BUhNfpecxLtyziysAs7LdONUD8T37YvTxodJ0YoK4bd0HUe7lg9LVcY9B04Gm2NBnBJMWf+P0tLJaSVizglHTb8E30P3Fo6ZpjJp2M606dWHT7z+xKzsPk7cvfqZSBnTqwMBJl9GqUxeP92/9T9+yb9UyykuK8Q0KpvvIsfQYPQ6/oDMjPXBNmqbx+ISunBMXyqerElmfmAvYMklN7NWSW0a0o3urU7Nvaw9lM8D1GGTAdoG+5lAO04bG8/rCfS4DGb1O48oBsbUOFg/2M3LT8LbcNLztSdQaWof68fAFXXj4As/Po5ouO6c1c9YkkZRTWutYE50G3gYdd43p4PRcfZIY1EYDRmGgP84HX0NjBsUkHP/m0Os0RnSIsM/nAmAprPA81ZmHrChyUYShoavXLI6OitelEnlbL8q2ZVG05hjmjFLHQKPSSsWhfHIP5qMP8yHyph4Ywk8kNlAVnmdfq09ZIcTZQwITIerpr5wCMitc31E9MXfCiWXm4//+O6fIozGkAK28jfZZuo0+PvQ5fyIbf/ne3p1qe7f+dQclx1l1eva17874ld54VzjPFWG1WMg6kkSbHp7NJA6wMa4b702M4HDZifWt9ffh7uAWXOLB64/s3GZbzy/fYz1ep7KiQlZ9OZf1P37DpY/OJKZLN4/rc7o5v3s053ePptBUSUm5mVA/L3yMHkQJjajcbKWWa2MnOs1W9qbhbZm/Ppn0QlOtF/N6nUaIr5Gbz23XBLVtXH5eBr68ZTA3ztnIrtRCe4auqmy3Yf5efDJ9AO0inSfjq08SA8Ce2lt3/O9ijNzjYg6TqiOr12kE+xp54ZIe9ufK9uRg2p9Xr+17ogzFs5TyX06upa5kTRrWMgthl3fC2DqAzHe2On+RHX9syTOR9dFOWtzbD52P7VJDH+yNtcSz1ih9Hd3BhBBnNwlMhKinFblFGLQTgUZ9Vb1Mh+tu5DpgeqsIh2XDpl5DdnISiVs3YdHpKfXzrPVF6fQU+wXhXZFVVwnP1qMUj+4/ytzUHKfLroQSE7fvOcKBUhMPta17QH1WchK/vfUqbS+91inlsVKKSlMZ37/0NNP/8+5Jzx7f3IJ8jKc0A1d1bcL8oPZcCQ7MFkWbMD9C/Lz4+rbB3DB7Iwcyi+0X81Wtfq2CfZh9wwCigxt34rz6SMktZd76I/y9JwNTpZU2YX5cNagNF3SPdmrFiQry4dd/D2fNoRx+2HKM9IIygnyNXNAjmgt6RONtqD1qO7djBAHeBoo96M5124h2mFPygUxuwpvz8CLCRQ/pMhTJxz/1wztE8MIlPexjXEz788j5fI/HA8wBQi7rQNHyo1hyTbV+mSgUOSjupIRslMcTPrpStjWTwmBvKrNLXddVgSW/nJJNGQQOtyV78B/YkvyfDrregAbGlv4Yo5u+u6MQ4vQjgYkQ9VRuVSc1MBZsQYdG3cGJXoNwo4FrW4U7LjcYueShp9i55C82//ELmtWCqmXCutoYLLWPa9F0OsJbu0/BCvBTZj5zU22Zk2oeg6r9eD0pg8HBAZwbVnvQtPGX71Euuqqo4/OxbP3zV0ZNu9mjeglnl/SJYcvq/2fvrMMkqa7//d6q9pme6XHfmXV3Y4XFdlkWWdydCIEQ4xsjBjEIIQF+hISECBbcfRddZ11mddbG3ad72qvq90eP7rSNrED6fR4edqpv3bpVXV11zz3nfE7kgpgGncTyaYEK6rlJFlZ+fxFrDzfw9s5KGhxekix6LpySzdnj0pFPYu7Di5vL+PmbuxGIriKQ1a0uvjjayKj0eJ7/+twupbBOhBAsGJXKglGpwboMikkvc+uCAh7/7HDI37kkAp6V22QT7jIfOzPhSozIYSb+fjQ+wIcLeOiKKVzZQ11M0zRa3jkS9RgB5DQzxuE2zBNSaX7tIO79TYGHigi4hRRgBT4ewo0fyEKgoIUdY7TY11USVfEawLGussswsUxPp+2zMlSHN/SqjAYJ50T3PIoRI8ZXj1jye4wY/WS42RiNMFVYBLAgKR6z3Dviu/MHmW7Q8/q0UaQY+q4dSLLM1CXnc+vDT3CWLT5ytI6mkdRST4K9pe84JIlRs+dFXSX+H+V1ER8aMvDPiuCeGZ/bTdGGNV3KYCGHrKrs/uyjrsT/GP2n07MRaRp6x5kje3l1JElwxpg0Hr5qGs/eNof/d810lkzIOKlGyUd7a7jnjd2oGr0q03fat8UN7Vz/r014h0jJ6XvnjObciQFv3bGnLUuCeKOOf181Dd+qiqj683fkeDyDB50kKG/qLZrhLWkLyAP343ZXGlzU/mkrLW8eIuny0SScV4Bk7QhD0wlKrDIf48MATETib0SnVBbdCUV/nZUWD56jLWiahmSUSfvGZKT4IOFyHQ8W2/KRmCdGb0jGiBHjq0XMYxIjRj+5OiuZB4ujkL0Mh4Bck4F/TizglZpm3qprptHrJ9Wg49qsFC7PSMIkhzcBhBDcPjybz3ZFXmmdsXtjn0mJkCT0BiMLr7kxqiHXe33stEeuraAAnzS2oWhaV35MJ862FlRFiap4mtflxOd2YTD/7xVrHEoumprNq9ure1VC7/z31xYO57tnjz7JIwyPpmn8+aODYYs/KqrG4ToHK/bWsHxq9qCPqZMl/nb9TN7YXsF/1hezvzqgEBVnlLlm9jBuWzgc69Y6oqv8AmWo/BAnTWjoenh8OvHVRBFzdywdXbj2NuIqagaf2l0AUYXhDoVHiRsyL0kvok2S66D+yd3IySZs5w/HPCmVzLtn4txeh2NzNUqLB6GXMU9MIX5eFvqMWAhXjBj/y8QMkxgx+kmmUc9tOan8u7JhwCFdigaLkqzE62RMssDuVyhxeylxe9njcLHL7uTOYekUmMMngJ6RbOVbeWn8vTy4h0IAU9vqmLZvM6IjSV4IgaooWFNSWf5/Pyc5OzeqMTv7UetCBdyKStwxcfx6Y//yE2R9/xKRY/Tl/ksnc8O8ETy/qZTCilaEgFn5ydxwWn6fiuenIvuq2yiqjSwdKwl4cVPZkBgmEDDerpyVx5Wz8mh1+fD6VWwWPfqOBYOGSkdUk3MFjRX4qOto7Fc1xmUeo4A3GLtBI2CUdP67A6nj30NulBxznGhRmtw0/nc/titGEz8rk/j52cTPH5rvKkaMGF8dYoZJjBgD4L5RObhUleerm3pJAkezkCgBNr3MkpQEbttdzMrGtl5TB7eq8Xx1I6/XNvPK1JHMTAy/gnjvyGxGWoz8v5LaXvVRknQy38xL4zvDpmKfO4m9qz/D3liP3mhixMzZDJ86s8tYiYYUvQ6ZgEckEnGyhCWIx8eSaCOtYASNleFDYIQkMWzSNGRd7BE1FEzNszE1z3ayhzEgypuiq4CualDaOADPQxQcW+ukv/R8JiSa9V1hYp0Y8qKr8/JVoOW1Q6hOP9bTcxDi5IUHxogR49Qk9taPEWMA6CTBn8cN45acVJ6pbGBbm5Maj482vxJ24i4BshA8ObGAx8vq+KgxEAxyrDGjaOBSVK4rPMq2eROID6EgBAEPyI3ZqVyflcL2Nid1Xh8JOpk5iXEYOgyPpKycqEO2QhGvk7kgzcb7DS29ZJCPRRZwbVZyyEnHzPMvZuWTj4c9lqaqzDj/IgDaW5op3rkNr8uFNSWF4dNmoTPEPCn/K5j00RvPZsOJk2Q25FpxH2iK2E5GcKDHU+EXF4zvowhmyIlHnxOPryo6L8ypRiUqpSjoEIxDJiGCl6btg2JUhxfb+ae+9HSMGDFOLDHDJEaMQTDZauGXI7O5cPuhiEYJwIwEC/eNymFivJlbdxeHnYOoQJtf4bXaZm7JiZwMKgnBrAjelcHy7fx03m9oCekZkgC9EHw9Ny1kHxMWnU3p3kKCa4QFmHnhpWSPHs/7jz1E0RdrA7LCHUkGxrg45lx8JbOXXx5bcf0fYFZBMia9hNsXPpRQFoLF40+cvHTc7EzaPikN20ZBowqVnSgYZIl7l0/opcbVk6RLR1H3912BVYkviXGyD4V/4GZbjyefDliCjtsxhZVOdqypxDQ6CdPo6IQ3YsSI8b9BTJUrRoxB8tsjVRx1esIaJQJ4ccoI3ps5hlmJcaxttmOPMmfjjdqhL7g2UKZaLTw5sQCdEH3UwCTAKEn8d8qIsLkxQggWf+1OAOKTesshJ2ZksuSb3+G0y67mpXt/3G2UQFfms6e9nbUvPM1nT/0jptr1P0C8UcdVs/KQI9igKhrXzT1xMrNygoGEpQUhP9cIVHpfNyKOX144gS2/WMz1c/NDtjfkWkm/fSq65JNXJyYSIq57LXMrfu6knR3HPPn8wEf4+Qbt1Iet1AQt7xyJ/YZjxIjRi5jHJEaMQdDq8/NKTXNET4kGPF/VyOlJVnSSoNUffg9JURh7dA/T92wks6GaR4UgY8Qopp13IWNPW4gkn9gq4j25IM3Gurlmnq5s4I3aZtr8Csl6HVdlJnNTTgpZxshhVp25LTf/+XGaykpxO+xYEm2kDx+JEILV//0PTVUVfQow9mTnyvcYc9oC8iZMHrJzi3Fq8qOlY9lc3MShWnufMMJO793vLplEfsqJVXSynpGLImnQ3LF40KktrGrIVgPJV43hR/3wCBjyrKT/30zqn9iFr9xxHEY8OOQ4Pf52P240foETheDOHQVoQuMBXDwcptq8v96FfVU5CWfF6pbEiBEjQMwwiRFjEGxqbccb5Yrfew2tLN1WxItTRpKsD/3T0/s8XP7Bc+RVl6AKgaQFiqVVHy6i6rH97P50JZf++FfoTSdvZTXfbOTeUTncOypnUP1IkkzW6LG9tm1raGHTRx8ghzFKIGDc7FjxXsww+R/AatLz6rfm8dDKIl7ZWt4rrGt0Rjz/d+5Ylk7MPOHjEkIQPy8LPthB4kUjoN4DksBYkIBpXAoikpsnCL5S+ylplCAJVJ8KkuAT1UukESrAZhQqUckJE5zR9nEZcbMzkYPVNokRI8b/HDHDJEaMQeAOU8E8GAfa3Vy96wjvzBhFkk6mOYjnZNnnb5BTE4hdl3oYPZ3eg4p9e/joyb9wwXd/NIiRn3gq3V5qPT4sOonh+uAenzdrm/nd5+u5zuOO2J+mqpTt2TXUw4xximI16fnNxZP40dKxbC1txuNTyE2yMDE74ZTINYqbmYFePzj1LgDHpupAXOTQ1IocOlQNtdULqsZG/FEpEApgI34uJ4zRoWk4t9VhPSM62fIYMWJ8tYkZJjFiDII8U/9W+RQN9re7+bTRzrfy0vlDcXWvl7uttZGxR/eG7UPTVA6sX83Ca24iMf3EJfsOlDVNdh4preGLlm4p15EGmR8TqOLdOZXb73Bx175SMlV/1H2rSvRtY3w1sJr0nDU2/WQP47jhr3GeekZJJ6qGYWQiziPtUeXnC8AVRUtv1SnoIYoRI8ZJIZb8HiPGIJhmNTPaYuxXCTMJeLaqge/kp3NZRlLXNoAJB3eiRrH6KySJ/etW9Xe4J5wXqhq5etcRNrf0ri9R1VFv5fsHyrqqYP+rIlAksiUxJaprgBBRF4eMEeNEoLr8+Oqc+JvdA0/qPnnpYxEReomUG8eTm2AOOUwj3fUiVSAzmmnGyXd4xYgR4xQh5jGJ8aWgxuPjxepGitrd6IRgri2Oy9KT+lQWP9EIIfjpiCy+tqck6n1U4KjTiyQEj48fxrmpCfyrvIEtbe3EO+1oHbK4kY5rb2qkZOc2dn78AQ1lJUiyjmGTpjLt3PNJHVYwqPPqDy011dSVHAEhyBg+ksT0QKz/wXY3/1dUjkbfooydZ7eivpW/7DvC9yaM5I3aFhSg3WLlyLCxjCwr6hXK1gdNY+q55x+HM4oRo/80vVyEb29z182tSzMTvzCHuNmZCCm6mbemqKjOU9QLKMA0KQXZpOfGG6bwxt82dH2Uh8TlGDgfPRYEfjTW4OddvJweaZqhBRTJYsSIEQNihkmMUxxV03jgaDV/K6vrmswK4LXaZu49VMXD4/K4JOPk6uBfkGbjwTG5/PRgRdTlB7SOlkIILk5P4uL0JDyqypqyrew5uCNiJIemaZTs3Erhxx8gJKkr/6SltoZdH3/A3EuvZsHVNxzX2Pu6kqOs/u+/KdvdO8+jYOoMzrjxazzlkpEEYYsxAvz1aAWL6kpx0S0dvGH2OQyvOAyqEtQ40QBbRibjFpwxFKcSI8aA6Syy6C5qQta6f2/+ehctbx7Gc6SF5GvGRWWcOL6oRmn2HLexDgoNXDvqafAoTLpgBKePSmXDkQZmaTIPYEECdB2uDx2CReg4myhybmRB3MxTPyQ1RowYJ4ZYKFeMU5rfH63mL2V1KAQ8DSrdq+8uVeWOfaV8UN/SZz9N0/issY2bCo8yYd1uxq/dzTU7j7CivrUrdGgouTknlU9nj406IkEOYjAYJYkJc+ejKpHEhwOJ3/aG+q5/d28P7LvpzZfZ/sE7vfbxqRqlLg+lLg++fibtH0v1oSJe/OUPKd+7u89npbt38sIv/o+3qxsjGiUIgT3exkuvvkRPjbG61CxeO/8mvHoDGt0h950hXqok4WxrxdHUOKjzCImmQfEaWPUH+Ox3UPgq+CIn5J9IWmqqObx1E0e2baa95dSpdfO/hL/VQ9MrRYE/QqwmuAobcKyrjNiXpmo41kdud7JxH2ii/q87eWzZBJZk27gfCzq6jZJOjv07FLaLRiCZY2ukMWLECBB7GsQ4ZSl3e/lbWV3IzwMFzODnhypZmprYNdn3qirf3lfKu/WtyHQbMmub7axqtnNGkpWnJg/HIg+tXT4+zoRMoMBYJKo8Phq8flINvX+C2WPHk5Y/nIby0tA1PDpCvSLFsH/x+gtMPfd87Aj+UV7PM5UNXSpgNp3MTdkpfGtYeljp4mCoqsK7j/4Bxe8POkZNVfF7vdi9XtBFp1LkM5iYVnWYLTmjuoyZ8pwR/P3GHzP+UCGjSvZj9LqxxyVSk5rNBWvepaCinorzL6TF6sWSp8cycybmZTejG3d6v86nD+Wb4c1vQdMRkHSAANUHxkRYch/Mum1w/Q+SmsMHWfPC05TvLezaJiSJMXMXsOiGW0lI/eomhp9qtG+qjqpKu31tJfELc8J6TZQWT/+9JdFIYw01KqhuP753j/LA8CwcVZWIcGMQHf+pBOq8CEDREEYZ2wUjiJtz4mWeY8SIceoSM0xinLI8X9WIRN/8hJ5oQLXHx6omO+ekJADwq0OVvFffCsfs29NA+cGBMv4xsWBIxunwK7xe28znjW1RGSWdNHp9uA7tY/fnH9NWV4veZGLEzDmcd+cPeP3+X+Gyt/WZ+AtJQtbpUfy+sMUHIVAhffOWzXxP2Kh0+3ot6Lb4Ff5aVsebdS28M2NUVEUROynZub3LWxMKTVWJa2+jJTElbLtO4tpbGbfuQzZf9Z1e2316I4UTZlM4YXbXth88/SiLDpRjSvKSNb8VS2ogkZ7Wo/DSq6i2MUiXPQ7D5kZ9Tl2Ub4GnL4BOZbCeCmGeVnjvB+Bzwbxv99qtsaKcvWs+xd5Qj8FsZuTMuRRMm4EkDW0OVPneQl67/1d9vntNVTm4aT1lewu57nd/xpYRm+ydCJy76qMyDFS7F2+FHeOwhJBtNH//pLhkmxFdqglfvSsg49sTAYa8eLxljuNjvKjgLWnDV9Me3iih49ga2C4bhdIYEAXQZ8RhmZKKCCEbPlS01js5urMBr8tPXKKBkTPTMcfqpcSIcUoTM0xinLLsc7giVlSHgIjNPoeLc1ISqPP4eK66Mex7WAXermthSnwtw8xGJsSZWNHYxs42J7LqZxlQ6/Gyt9XJR/Wt+DSNdKOeyzOSGB9v7tXXyoZW7txXSrvSv0mFye1k0x9+Sf2hAz1yRAQlu7ajN5pY/PU7KS3aT9GaT1G8gUmHzmhk0pmLqSwtof5AeElhCBgxd7So1Jp9QT9XgCqPl6/vKeH9mWOiHnvJru1Ishwx5GxK0Q7Wzj4nkMwfaoyqSlZ9BUltgTj93yRI3NumoqoqmtTXozW1aC8Xbt6MJcVL/tkNBOtaNB9Ee/p8xI1vwvBFUZ8Xmgbvfi9gjGhhvs+PfwmTrgBrBl63iw8ff5jDW77oqmYvhKDwkxUkpKVz8Q9/QXrBiOjHEAa/18s7Dz+ApihBvWWaquJ22Fnx14e55jd/HJJjxgiP5uqHtHWEtnKCIeBRiCLMUrLqSb5qLPX/3h28vQBfnQvzlFTcRc1onh6/1Z5u5MEgQHNH35Ehx4phTlbIzzVNw9/gQvOqyAkGZOvADQiX3cunz+yndE8jQoCQBKqqsfaVQ0xcmM2CK0cj62KR7DFinIrEDJMYpyyyEFEv9kkdM9Q365ojCVp18duj1b3+FoBRU1kGLNxchFtIvT57vKyOM5Ks/H1iPkl6Heua7dy2u7jfJQd0isLNK56joS4QT969+h0YuM/r4YMnHuWF5V+n/safkNzayNzEOCbm5/OIw0vOwX8xCoEU4cpUJ2VSaw6vdqNosK3Nyc42J9MSLFGN3++NLtxkatF2ts08E6eQghoZAJokMW/76q6/L7SZSc9L45u7jwYMhWMsjxtWvI0mIGdec8eEo2+fQnTk2rz2Nbh7H8hRFr2r2Ap1kQ0+NA12PIu64G7eevA3VHQYiZ3fY+e3Ym9s4OX7fsoNDzxCUlZOdGMIw8FN63E77OGHpqpUFu2joayExB7HLG5oZ+PRRrx+lYLUOBaOSkWOUikqRmhcBgnJE90DJ1Jlc8mkwzwlFVdhffg6JgLiZmfS+Pz+gFES7PBqwGhwFTZ0S/F2PExNo5PQZcXh+LwiqnGHHocIGDn+6M4/VB6Jpmq0b6zGvq4Spak7j8s0NgnrWXkYCxL7NSyP08cbD22jtcEV6F8DrSM+VFU0dq+pxN7sZtm3piDFfgMxYpxyxJYMYpyyzEiwRJU+qQCzOibVVW4f8gDfNeFer52frW22c+XOIzgVld8eqeqMUugXI0r2k1BTHjoUqyN/ZOHmj/HpjdSmZvOePpEHqlrY1uakOG80IoqjHho5IaLsMIBOwHtBBARCkZieGVWNBrPTzu99dZg1BaGqvcYiOpL0z9jwISPLAsnDloRE0gtGsKbJjiToY5QktzYz68BuEtJdGOKVoEZJV/9o0F4HRR9EfV5UbAlu6RyLpkL5Fg5v3Uj5vt0hv0dNVfF53Kx/5fnoxxCG4h1bu7wy4RBConjntq6/v/HsVs760yrueWM39727l5v/s5kFD37G2zsHnmhd2eLi4Y8Pcufz2/jOizt49osS7O7gnrmvKq0uH0+3hTcUIfB80KWa0WfHRWybcFYeSFLouh4SSBY9cqIRtd0X3cNH6/1/94FmXDvChGJG+/xUNXRp5sjtBOiz4tAlm/p8pKkajS/sp+WdI72MEgD3oWbq/1EYCJfrB9tXltHa4Art9NSgpLCRo+GuQYwYMU4aMY9JjFOWa7NSeLC4OmxkgwSMtBiZkxh46Vtk6bgWTVaBPQ4Xj5bWsMvu6te+nREUy4/s6CXxGwxJ08ivKiaxrYnWhGR6+lT2j57CmV+sQO/zhFxZUIREfVJGn8l9MDRFZdf2razd0sLsiy7DFBcftv2EM85m/cvPAdBiTWLvmGk44hLQ+7yMLtlPbnVJIN9Vkli+YAFT6xv45WtvUjh+Jg6LFb3Py/iS/ZCdytT9WwPzJSEYKRk5ctnlvHrXz1GDJM2ndihPxWV40NQobAhJF1DWmnBxxGvQcSGIelamKexc+X7E71FTVQ5uXIfz1tuxJPRv5fdY/F5vxLwiIBDG4/FQ2Ry4PzeXNHWPp+O3VNPq5nsv7aTN5ePGeQVRj0FRNf7w4X7+ta64y5spgPd2VXH/B/v5w2VTuGT64L1DmqbhLW3DuaMOtd2HMOmwTEnDOMoWdU2QoUBRNVbureGZDSXsLG9B02BCdgI3zcunqd3L26qHqyJ45ASgzcuMSrpbnxFH6q0TaXx2X+/wq46LLcUbSPvaJOxrKgMPvwE+7JSWIZAk1gn81c7I7TSwLgpeCNWxthL3nhDKeh3n1vRyEYY8K1gj56MoPpW9ayrDRmJC4LG4e1UFo2YeP6EIVVE5sqOe3Z9XUFdqBzRScq1MOSuXUTPTY6FkMWKEIGaYxDju+FWNTxrbWN1sx6Oq5JuMXJWVFDTher/DxbNVjeyxu5AFLLBZWd0cfFVSIhDu9eexeV0v/SWpCTxSWns8TweAV6r7L886Ns7ET0dkceTFOpzRTDCB5JYGWhOSe23z6Y28u/gqLlvxPCpanzofqpBwmSyUZxdgcjuZfGA7I0v3Y/B6abXa2D1+JsV5Y7rCq1Q0/KVH2LzlUza/+QqjZs/jorvvQQqxOm9NTmXcuRfyR7+JA6OmIDQN0TGGbVMXkNJUyyUrX+TcRYuwJCQyPiGReyaNZtWzf+5SFBM6PVx1S1efKW3t5OwpptlgwhNCyctpCqzOCqkjyiuaC6h4I7fpJGNih3ESASFDxiTqPj0QlaGgqSpNleWDNkyiLtKnquxf+zl/qUjmmhGByXWoq3XfO/tYMiGTzMS+q9nBuP+D/fxnXXEvT2Hn/90+le+/vBOjTmLZ5NC5BJFQ2rw0PLsXX4WjO+dCAufWWnRpZlJunog+NYqV+kHi9inc8d9tfF5Uj9yjHk9hRQt3v9KC1ajDDvyMdr4OKGjIPa6zHw0dgmfwMM4El0d5XNNIG1k/mU379jpcu+pRXX4kq4G4memYp6QhGeRAovzxUuOKtt8oQ7jkZCOmyamoXgVPcSuaR0FONKLPjccehYwymoZjUzVxi4MbNz1pqXfiiSLvR9Og5mhrNMMfEH6vwvt/K6TiQDM96+XWl7bxyVP72LOmkou+MxWDKTYFixHjWGK/ihjHlS2t7XxzTwnVXh+6jne2qsGDxdXcmpPKr0floJMEPlXjR0XlvFTT1GsSINGR+yEJ3KqGXgTem34N8kwGHhs/jDm27hX+6VYLU+LN7G13Ra6hMQhqvP0LW+mcrixJSaCkH9XqlRCqTsX5Y3lp+W0s2vgRubVlXdtVIXFgxERWzzuPYVUlXPTJy8iKAmgIIK2phjEl+6lNyeL1C26i3WJFk2TGH+qWnj285Qte/OUPuf73Dwcfk6bx1PSzKWp2gBBoondgWZMtlZev+ja3z5/UtW3mBRdjTU3li9depKGspGu7QZLJq61jVG0TkgYmzY0IkfhekZ5JVUoaNnt7VBFXaCokj4yiYQfDz4TEPGitIOzsTFNh5s2IF38WddciqgGHpmxPIYe3bIy+fbOT7fE+romQd6+h8cLmMu5eEln8oKzR2WWUhOPX7+3j3ImZA8phUd1+6p/chb8zrKfTXdph//kbXdT/fRcZ350RSBY/jvzq7b2sPhgI9+n5LOkckt0TmAAf7BjcK3i5AANJSPjRWI+f1/CyE4Xf+PqXbS5Z9FgX5mBdGNz7pEsyHXepYGGQ0Lxqb89Mx7/lVDNKoyuq4ytNHqru2xBo2+NCSlY9qj2K56gGrl31URkmkTwlvdp2hMwejyK0q54/QGVRc8dxeh4z8P/ao6188tQ+zr9jypAfO0aMLzsxwyTGcaPQ7uSKnYe7ivkdu8D2n8oG7IrCY+Pz+fmhCl6uCYSc9JoEdPzfrWrMt8WTa9STa9Jzms3K6UnxfV4qPk3jobG5XLvrKK2KclyNk/7MCzRgX7ubXXYXwyZPZ9+az7qKIYbCJ+uoSQsdFlOZVcCLl36T5OY6LE4HzbYU2i0JIASS4ie1qRaX0YzV2e1x6vSupDXVcuV7T/PfS28nr6qYlJbe8dY1hw9S+OkKppxzXp/jrmhoZW1Le8gwMU2ScSLzcGkdj47P79o+Zu4CRs+ZT0N5Ka31deytqOaM3YfRubvDSvSKwty9O9k8YSqqfKxRplGWHE9OiZmM6a2ISPadEDDtugiNeiBJsOyP8NJ1hP52BZx2BySPIHvseIp3bovoNZH1elKH5YdtEw5N0/joH49FldfTSaUhM6owPlWDDYcbojJMXtpShiRExAKlNa1u1hyq56yx/Q+Tad9cg7/RHfqHpYLa7sO+tgLbBUOjdhaM2jY3r20rj0Ygq4un8PB3vEFFr3Js0XmkgqF6FZQWD0IWyEkmhCSwzMrAvqp8wH1GhSyR9s2JODbW4KsOeK9MI21Y5mRS9/+2988oCuJdicoo6WzriWzYtbd68HsVJFmgRnrwC0jOijsuRom9yU3R5trwaxsaFO9qoLmmnaTMyLlHMb6c3OQ+A6t2Yr9fu6edP/CHE3rMoSZmmMQ4LjiVQJFDr6qFfD5rwCs1zZyXmshzVeElfgE2tDgASNTJPFPZiENRiNfJXJBmY05iHCsbWvmgvhWFQD5HtlFPlcc3JMqYx5IgS0yIN7Oltb1f/Re1uzlz6QXsXfVx2HaqkNg7djpeY+QJTVNSOk1JvSeBqqxj0/RF7Jg0lyvfe5qs+t4hE5KmktZUy6zC9czetT5ovxvfeBmDyUzhpytpqalGZzAwYsZsnhw7L6LiqAq8VNPM+ak2zk3rDmESQpA2rABbVg57K6oRQTxCV3z2IRsnz+izfXj5YZrMgkqLleR97aRPDp14rCEQ8+6C+H5OjsedD1f8B965C7ztgbCtnnfmvG/D4l8DMG3phRzdviVsd0KSGH/6WRgtA385le3ZRWtdTb/2UfrhofFGKXV9oMYe0SiBQHhlUY19QIaJ44uqyBNeLWDAJC4tQBynOP13d1UNeN9jfxcpcQZOH53W7378TW7sq8tp31YHHTVOJKuB+HlZxC/MwTw9HdfOuuPnNVE15GQTKdeN673Z7T/hRR3DSQeX7mlk28oSqg/1IzRLg8lnRvbADIRDW2qjWrQSkqBoYw2nXdIPr26MGP8DxAyTGEOKqmk8UlLLX8tqcUax3CgL+FNxTcRCij1p9Xe39PgUnqtq5NmOYoydUywFqPIGigrelZeOJOCxMFXk+0uborKxtR29oF9eGZ2AjBGjmHPJlWx+69WgbVQh0RafyLrZiwc1Rk2S8OqNvHrBLXz9pUewuHsnqmrAgi2fhkygtzfU8/5jDyGEhNYRI7H9w2p2ZExCMUS3AnzrnmJenjaShUkhZIuDeBtmHtjDbe+8wn+WX4WkKqgdxsvEoh2oksTO/AxaGowsLColY6y9VyK8qgYcH61552M7596oxtiHSZfBmKWw+1Uo3RCoa5I2DqbfAAnZXc0Kps5gzGkLObhpfVD1MyFJWBISWXDl9QMbRwfVh4oiJtkfS5KvJap2siQYkxFe7KBn22jQ0JAHsBKt+dWoK59rHgWlzRtU6WkoqG1zI0tRrLwTOdfpe4tHo5e7f2V2t4/XtlXw/KYyKptdGHUSZ49L56b5BUzLswHgrXJQ/2QhmlfpleCu2r20fVyKa28jqbdORPMquPc2DioRPhSaV6HusR2k3TEVfVq3lLgwyKCTuoylE4GcaEBp75svtvOTMta/djga52AXQoLk7HjGzj0+RUjbWz0ISXRJFIdt29aPHLgYMf5HiBkmMYYMTdP4vwPlvFjTFLlxB4oGZW7voN6pnY//Y/vofC/8tbyOt6ePYmVjG4ed7iEN71I0MAqIppSBAGZ1qIctvOYm4mxJfPHai4HaFB0ZkqoQHCoYxyeLluMyD94FrEkSXqOR3eNmMHfnuj7jieZ9rvUI3O7P5BgC38l39pexdd6E4JPVEAn2N374JvnVFbx47nIODB8FgLW9NRCKJgQlaUmUKDby9rQyIbWONKsDRUjUuK3sbsli8txrmDGYquuGOJh5S+C/EAghOP87PyTOlsSujz9AU9WAAaFpaKpK1qixXPDdHxGfnDLwcRC4/kJEIxDdTba7mkRfGxD+HlJUjWvnRBdmNjM/iU/210ZUoFY1mJGfFOVIe9BfW+Y4ihrFG/VRhXHJksBm1gEKPe02WRIoqsZdZ43ixtO6r29JQzvX/nMjNa2BHBoNcPkU3t5VxRs7KvnB4jF898yRNDy9N6DKFWwMGviqHLR+UEzKDePxFrfh2FiFrzKQ86XPjsN9sLmPURMODY3tKLyOlx34UYDhmsxlLj1LnttH3g9mdoU9CUlgmZ6Gc2v4cKWhxHO4BfcThTChe1vVoRbWv3Y4MP5w4+hwXwhJoKkamSMSWfatyegMx6fqvMGki7qWlsF0fMYQI8aXmZhhEmPIWNVk75dR0knnBPl4veMkAU9VNvDK1JFcu+sI+9rdkXeKEpXojBJZwKIkK/lmIxCY1M5YtpypS5ZRvGMbbQ316I1GtmcO5+Ha9sAkp0e/nQuiA7lOGoI9Y/saJgMls66C8uwRIYsm9j42VHt8fNbYxpLUIKpUYarHL9q5hUU7t1CTnIr58b9yJCOV2try7lwLISiXbZQ32+AYkTSDObpikYNF1uk4+9bbOe3yaziwfg2Opgb0JhMjZ84dsorvafkjUMNcp2AIYG7zZuCsjllb31m/JOCscenMGGaLqs8rZ+byp5VF+MPMuiQBo9Pjo+6z15hlCX1WHL6a9og3uWQ1ICcY+32MaDl3YgaPfHIwYjtF1Xjgssm0HdrCjGFJHKh1otdJLBqdyk3zCpiU033Pu30K1/9rE3V2T5/TUzqsoEc+OUia3ceiSCvpGjh31pG4bDjGEYkYR/T+bfkbXTS9dghvcWv3A1YFYdaRsHgYvpp2nFsC6oUqGg/i5n18vUI096PwW03hlTovzxxoJHN8alf/1oU5OLfX9c9dPBg0UJ2BnBRNUUEPuz4rDyj0RShGabbqyRppIy7BwNjTskgvsB6X3JJORkxLY+sHJRHbaarGiGn9D/GLEeOrTswwiTFk/LuyPmLuwbHIAibEm9nU2n68hoWiwTv1LXwrL53pCRbKXB4c/clqjYAsYJzFxN4QBo8MxMsyvx/dO6bZabdzcOc2hNdNUlY2wyZNZbJOx+Scdp6sqOfd+hYULRD+tTzNxpWZyeywO3mhupEGrx89YI/mPISgPUIF+P4wY88mynJHRd1eJ2BTa3tQw0SyWsHrDb3kKcsUZKYzfMYU1OK91OzaHvF4kiyTPWY8295/i/K9u1EUPyk5uUw++zxScvOiHnd/sCQkMmPZRcel7xHTZ2GxJeFs6Z9E9XBnKUCfYpydCrznjM/gsWumRz1JS4k3cu9FE/jl23uDfi4J0EkSf7h8yoAnfvHzs2l+/VD4RgLi52Ud13om47MSmF2QxPayli6j4VhkSZCfYmHBqFQ+PARP3zoHvT50TZP3CqupbIlc++jx7eUsxIwUyYWkQst7R9FnxSFbDZgnpiB1yM/qUsyk3z4FX50T96Fm8KvIySbM41MQuoBXT3X4cO9v4ik8vE9g0q/07h6Aw6jc8WYhb4w7q+t71WfEkXL9eBr/u59+KQSEI9KqS8eA3Aea0E3OoHhXfWQVLg1cbT7OumEcprjw9WaGirRhVjKGJ1BXakcLcW2EBEkZcWSPtp2QMcWI8WUiZpjEGDLWNzv6nWiuaPDzkVlcu+soTkU9bl4TRYOl2w72kiIeyr6FgN+PzuGh4hpa/Aq6jsmfCkxNsPDY+GGMsARWeAvrm3jjP//AsnMjcg9lLr01gYWXXc30Zcv5+8QC/qJqtCsKcbKMvmMSdlZKAncXBGKjd7Q5WbYt8qougNE3dF6ikaUHGF5aREne6Ki8JgKBL4ThkX3/76m+486AYXJMmJgqSfiNJvbecisbfvFDag4diHwsSSJz1Fie/dFdKIq/y+ApLdzBtvffZsIZZ3PuN7+DHKJWyqmIJMucfcvtvPfowJRW8p3lFJkKuv6ekJXA7y+dzNSOfIb+cOO8Aox6mQc+2E+z04dOCpg9iqpRkBrHn66cyvRhAwjj6sAyI532HXWBlf4Qomi6DAvxCwZfxDESj107ncv+toE6u6ePcSJLggSTjidvnBW1EfbK1vIuozAcVT4/e1GYHMXr2bWrHtfu+oCR8pZE/IIcEs7N7zLa9OkW9Ol9vYdCCOREI04BL2rhvTMKsKPNxbaSZib5BI7N1fjrXAidIG52BqrTj2tf4+AfrFHu7tzVgGlsWr+kgb0u/wkzTACWfmMSr/9xG842T59xCglMFj3LvjUZTdUo3ddIS60TSZbIGWMjJSe6nK8YMb6qxAyTGENGlPW2uhDAzdkpzEmM57Hxw/j6npLjMaxeHK/IA4+i8bXcNG7ITmFFQyslTi8GSbAo2crE+O5icK+WVrHlj/eS1ljTpzCiz97G58/8k7bGBs688WvoJYFNCv0TnWI1k27QUecNX1BMqCrjDu/u3tCRpzFQJE3jko9e5KPTl7N37PSIffk0jbFxwZOU4+bNI/+Zp6n9w4O49+zpHiKwbdwkXlp8Hote+heyqkRMKRCShDUljaqifX0+azeYKBw/mydzptG+ejcWvY5laYnclpvGVOuJCfsaDGPnLUT1/x8f//Ov+DxuRIdBqGkaaFpXBfZOVASd0eslcfldS+E6SbB4QsaAjJJOrpqVxyXTcvh4Xy2H6uzoJMHsgmTmDE8edIiMkCXSbp1I89tHcG7rKJTaWaFOA9OEFJIvH41kPP6x+VmJZt79zkIe/+wwr2wtx+kNXESjTuKyGTncdfZocmxmfL7oZG+rWlxROxfqhRZ9zGbHxFfzqdhXleNvdZN81diI34WcaGSt5iWaJQtZwH+fL+SHDrlXor2vOuDpjjs9B0+FHf/RtigHPXAUuwe9UUbWSyi+0NaJDsg2CMySQN3dgH9KKrqU41+YE8CabOKqn81m64cl7F9fhd8bGKeslxg3L4tZy/KpLGrmzYe342z1Bm5xAA0yRyZy9o3jYjLCMf5niRkmMYaMkRYjRe3uqN6neiG4Iy+Nn44IVIi+IM3GI+Py+P6B46zNf5wocXupcHvJNRm4OD34ivGuNidvPvsUMxqqwwZpbHvvTUbNmkvu+ElhWkGzT8EfaaajqQhNY+q+HrK2QxBfrVP8XLT+XY6OmIjLED7W3yJJXJxuC/35rFkMf+1VHvloDdu270KVJPYXjKI6NY1vvPBIwCiJkE1qjItn2tIL2Lfm0z6f1aZk8uqFt+I2mtGEACFoU1Req23m5Zpm7h2ZzR3DIkvbqppGu6JiliR0xzGMKBTjTz+LkbNP48C61VQW7UNTVVKHFZAzbiJvvPo27Xs2otf8aECJeRj7k6fyvWP68KsaU3Ntgx6LQSdxwZQsYOAV3kMh9DLJV4whcWkBrt0NKA4vklmPeWLKcVPhCkVqvJH7lk/kJ+eN40h9QK48P8WC1dT/1fd4Y/SvW4s28PvLtaMe97R0zGOTwx9jehp1K4uiCr9VNKhxuIG43gn1HT/L9jVRVHAfIlSnHyEJxs7NZP+G6j7hUgIYb5IYYZQCixlC4PioBMfKEkxjk0i6YkxY+eGB4G73Ub6/CZ9HIT7JSO7YJCwJBhZdPYZ5l4ykpTagiJiYbsZg0rF7VQVrXur2dvd8vNUWt/Lag9u44iczY8ZJjP9JYoZJjCHjlpxUfnqwImwbAUyKN/PytJEk63vffuXu4MXJvgwomsbTlQ38YmR2yDYvP/M8c3etw39M4UBFkpBUtctYUYXEjpXvRTRMfnawghZ/6KslOkKjLvz0FWz2/uUnREJIEhPPOIc7xwzjzyW1YdveMyKLuD7FEntT7PTwoD4B5p7etS2//HDU4178tTswJySy6Y2Xe213G0wdRompT9hZp/fs10eqyDMZuDCE8VTU7uZfFfW8VtOES9WQgXNTE/lGbhrzk05s2IXBZGbK4vOYsrh34csb7x7J7N99DH4vipBRhYxR1uj5axJAZqKJRWO+HAm3stVA/PzQv6cTidkg90pkHwjLJmVxsNYe0WtiMcjMslmhwTUwCWAJ7J+X4ylqpn1HHZrbjzDpiJueTty8LPRpFnz1TuyryrEgojqEBJj7LZsWBQN44Kt2L6rHz9Sz8zjwRXWfhbDpFplcvejtMepo5D7UTN0Tu0j/9jTkIQjt8rr8rHvtEEUba3pJS1sSDMw6v4BJZ+SgN8qkDevO8Wtv8bD2ldAhuJoKPo+f1S8WcckP+tZzihHjq85xFFyM8b/GlZlJjLIYkUO8vyTAJAken5DfxygBqHBHXwk4GkKNIxRxsuDiNNuAjqUCz1c1hvy8dfVqLnzqr11GicNiZe2cxTx+8095+Ju/4c/f/DVvLL2OQ/nj8On0FO/aEfZ4NR4f79e3hJ5UaBojyoq49u1/MvZo8GTlgSIkieTsXBZdfys/LMjk+/kZCHo/TCQCc45fjMji67mpwTvqwbNVDRxruuRXHkGJIodFkmUq9u+lsaK8jzdo97gZuEwWtDDSwRLwaGlw4+qjhlYWbynihepGXB0zSgX4qLGVy3Ye5vEQ+51obBYDv7hwIj7JgCr6nqsgcGnuv2xy1PVIYgwt187JQ5ZE2Om9JOCG0/LJvW0y8kCrxavgLWnD8UUVmitQDFFz+XFsrKL20e20rSqn7i87cO6oYx66qDzcKnA6Q5+jYRw1gHwkFbxldpKz41j6jUlIsujKqUnXCfIMUugwNhWUZjf2z8oGMeoAXrefN/+8nQNfVPepd+Ns87LmpYNsfOton/32rY9cRFRTobKoheaa/ovCtDW62L+hmj1rKqk40BQyAT9GjFOVmMckRkg0TcO9ezctr72Ot6wUyWwmbuFCEi++GDm+70pxnCzz2rRRXNchydu5GNYZkpygk3l28vCQ+QYmSQTmlUP0HF2SksjpSfH8/FB0YQbJOh3rmu2cPcDjNfsDoVXHhvmoikLVfb/pOq2atGxeufBWvHpj1yq+JskcKRjPkeEBoX5bayOWinpuyErBJPednK9usqNoKsPLDjF97yZyasrQ0CjOG8OecTMQqsplK54f4JkEEEJgirfisnfHjesMBiaeuYTTr72pq5r5T0dkcUN2Cs9XNbLb4UICpidYuD4rhXRjdJOZ3XZXn4VTOUqJXFVRqD5cRFJWdh91r93jZkKfDIxj9gf2OFwUtbt73ZvFTg9f21OCvyOHoyed85DfHa1mTJyJc4NJIR8nyhqdvFtYRaPDi82i5/zJmYxKt3Lz/AJ0suD+D/bT7lF63YfJ8Qb+dMXUAVVjjzE0pCeYeOya6Xz7he2BgrLH3FSSCNR/uXvJGHR6mYzvTqd9Sw2OL6pRmgYgXnHsTasGNratKOlSwMpGYj46NnXULgmGBCQgOPM4TBc8RQPz5GodxR1HTEvj2l/NpXBVBUVfVDNcDoRcSuHCVTVo31pLwtICpEHUMtn2YQmNVY6wSfjbV5YyfGoqmT3knCuKmqOuc1J1qCXqcC57k5s1LxZRsrv3Apk12ci8S0cxenZGdAeNEeMkEzNMvuJ4y8txHwioGZknTkSfHV1ohOJop/IHP6B97VqQ5UC9CSFwrFpN3Z/+TM6f/4T17L5T+Eyjnk9mj2V1k51Xapqo8vhI0MlckJbIxelJmINMsjs5JyWBZ8J4HfqDWRI8Pn4YB53RvdAFsDglkRcrB14dXifgnoPlNPoUrB3nPL+yhOrvfhdq67DoZNwdldh7GiXdg+h+mbYkJPPLQ5W8XtPMK9NGYtX1foE6vV4u/uglxhTvQxWiKwdj3NE9TDiym/rkwb+ENE3j6vseRPH7aK2vRa83kDVmPEZL32TxXJOBn4wYeL5BsEX8ZlsKUpQFHeuKj+J19ZVidVgSusvCR6DW4+tlmPynsh41iFHSEwn4S2ndCTFM7G4fP3qtkJV7ahACJEmgafDwxwc5fXQqj149jevn5nPZ9FzeK6ziUHULqEd59OppLJmYjS7Mb+/LjKZpVOzfQ9GGtbgcdszxVsbNX0TO+InHtV7FQFg2OYuXb5/HY58eYu2hhq7tyXEGbpqXz7fOGIlJH/itSyYd1tNzsZ6ei6ZoqC4f1fdvHhp53h5d/BQT36KdGrQ+HlhZEug0eEAzYzgeoVwDpGeukS3DwqKrx7Do6jFU/mpDoLBkBDSPgr/OiSF3YDLqfp/CnjVVEZXBhCTYvaqil2FyrHcl7Dij/K7tTW5e+8NWXI6+Cmv2Jg8f/XsvHqePSWfkBtk7RoxTi5hh8hXFXVRE3R8fon39+u6NQhB3+ulk/PQnGEeELv6mqSoVd92Fc/PmwIbOleuOya/mdlNx13cY9tRTxM2d02d/SQjOSkngrJSEfo35nJQEcox6ajy+QeeZuFSNA+1uXojS0NGA56oaBvWD8GvwYk0TihaYaL9c00RWQx33SwYKAJNfoaRgMm6jOXICekel70K7kx8cKONfk4b3/vi9lxldHFCf6pkY3vnvlOa6CH6CyMy5+Iquuh9DVSwwFDMS4vrITe8fNYWzNnyITgmvOhZAo7WuBmNcPF6Xs6tCvcHnwWOKTokn/piJ+6s1zRHvQxXY0tZOldtLtmloE2p74vYp3PjvzeyuaEGjQ125xwRnw5FGrvrHF7z57QUkmPRcOSsPny+TDz44yuLxGV9Zo6StoZ63Hvot9SVHkWQZTVURksSujz8gffhILvnRL7GmRA4lPJHMLkjmua/NpbrVRUWzC5NOZlyWFX2Y70jIAjnegHlKKq7ChqGrHQIkI/FP4ngKL+/RrdIlAUsmZPCN+HgyNtWdsCrvkdDlxKPPCOFFiNYVQfST/mA0lDvwuiI/lzRVo2xv76LDKdlx1Ba3RXV8W5TekjUvH8Tl8IU1lNa8fJCCKanEJ51YAYkYMfrLV/Nt9T+Oq7CQkquvoX3jxt4faBrt69dTcuVVuIuKQu7fvn4Dzo0b+9SV6NkPQN2f/zxUQwZAFoJ/TxqOQZL65BsEPu9ff4qmsaKhNer20Ux/I/bRofLZOWesTUrhe3f/krqkgEJO4fgZ9OcNrwDv17dS7u5eCXO2ttC07tPwseqa1lHseWCmycJrb2bhtTcPaN+BcEN2Sp/VWo/RzMbpi6LuQ1NVPO0OdDp9l5zu2CN7EGpkMzfdoGNKD9ng5uoqWnzR3xGN/Wg7EF7dVsHO8paQcteKqlHc0M5/1hUf13GcSrgcdl6+9yc0lJUAgZA+TdNQOxZS6kuLeenen+B2OE7iKEOTlWhmdkEyk3MTwxolPUk4Z1hw9+IgSUTi+5h4Byt/x8JfsfDpkon8/YaZTDu7YMiPNxgSzw5dJFWXYYluNUYSg5IOVpXoVQmObTvx9JyojJKEVBM5URRgtDe5KSlsiNynBnvXVkXsL0aMk03MMPmKoSkKFd/7PprX2+3p6ImioLrdVP7gB4EaCEFofvmlQPhWOFQVd2Eh7oPRFfiLlmkJFj6YOZqzUqy93i8SsDQlkcnx5qhuWlnASIsJez9eIMcDVZZpN8fx4rnLAWiNT4w6tKgTAbxd2x2LfWD96qhWBlUh0MTAFjozho8MGwbTWFnOqmf/yau//Tmv3/8rNr7+Eu39rEzek1yTgR92FI7syRczz2Lz1IVAdOchJIkpi88jY0SgMv30/VsA0et6mV3tZNeUkVFXic7nRQDfyE1DJwkUv4+Vf3+U/3z/mxi8nqjHb9PrqGpx8eePirj2yY1c/Y8vuO+dvRystUfdRzie2VAScb6lavDcF6X4T/I9f6LY8eE72Jsaurxjx6KpKvaGenasfPcEj+z4oU+zoEs/frU4LAgmoWMqOjJS49A0jfZttcfFGOoXPdQ1jCNtIZvFz8uO/KCQwDwldVCqXAmpUX4HAhLTeoe+pg2zMmpWekSn+YLLR3cl9Yej6lBLVA9HTYPy/U2RG8aIcZKJhXJ9xXCsXYu/ujp8I0XBe7QY55YtxM3pG4rlOXgouFETBO/RYkxjxgxkqCEZH2/mv1NGUuH2st/hQgjBpHgzmUY9b9Y2c8e+0rD7ywIuSrPhUVX8/XDtHy8UWebDeWdy+xsvEO9qpyWhf/kIEtDk6/4+7E2NCElGixDiJDq8Jv2dUgRUrvZQMLWvVKWqKHz6nyco/GQFQpK6JoWlhTvY8NoLnHnT15mxbHmf/fxeL0e2baK1rhadwUje5Kl92txdkIFFlvhjcTUuVUPfYVitnnceOa115JRENoKFEMh6Pdf//mHqSo5Svnc3Vk89j5jTSW2uY+7Wzxl7dC9SR8yDR2+gbfp8bp35TQBW/O1RDmxYA8D4w7soHD8roqLXZKuZ9zaW88eVBwJeqo5bbmtpM09vKOHaOXn89uJJAw6ncvsUDtdFt+rf2O6lzu4h23ZiCsmdLFRVYedHH4Q0SjrRNJWdK9/ntEuv7vKifZlRHF78Vf1XauovwiBhGp9M6/vFONaduBolxyLZDMhxBswTUjBMT4G1n4Rtb5mahmNDFb5qR3CpZQFCJwU8T4MgPsnEsAnJlB9oCp9nosGkM3L6bF588wSEgENb6hCS6PZ2CJBlwZk3jGPE9OhkvRV/9AsR/Wkb43+HyspKfvKTn/Dhhx/icrkYM2YM//73v5k5c+ZJGU/MMPmK0b5mLeh04I8QWiLLtK9dG9QwEbrobwuhO34VmHNNBnKPidu/MM3GvxPq2dHmDBr/LwNGIWH3K8z+Yt9xCYueGGdif7u7XyUGPEYjtSmpnLNlA8+dfxlqPyZJfgKJ9Z0YTGa0SFmXDCa/RHSFw/Qah6rx+pN/pWL1xwC9JoWdFcg/f/pJ9EYTk88+t2v71vfeZNMbL+NxtgeMGU1DyDpGXnUL9sYGkjMDSfNCCO4Yls6N2Sm8XdfCIacbvRDMt8WjloyhsPxI0HH1RFNVzB2GX3rBCNILRjATmLp9B7v+/XeE39crJ8fo85K+dQ0vlx3knNu+FfBGdTBjzyYKx88OLDWGWN5UgYluwYMrAgITPe83pWOy8dLmcvSyxG8uDl+XZqg4+ab48cdtt+Nqiy5M09nagrvdgdnav5y3UxE1iryGqIigfhi/MAd/nfOkGiUASctHYZ6QAoDPF1lOXugkUm+bRON/9+Etbgt4elStSxpSijeQevME9Gl9BTz6y+yLhlNxoBlNaEGvpZAEiakmRs/pK0Qi6yXO/dokZp7nYO/aKppr2pF1Ejljkxg/PwtTP7w5tozozkVIIlawMUYfmpubWbBgAWeddRYffvgh6enpHDlyBJvNdtLGFDNMvmKoXk90CYBCoLqDh6rEzZuHt7Q0stdEljFPm9b/QQ4CvSR4YepIvrm3hFVNdnQikM8hEcjHSNbrcKkqq5rsA6pNFoxUvYxRkjg9ycrPRmTxXn0LP4tSgrgnkqpy4brPeGHpxYGx9cM4ebaqkauzkhlpMTFy1lw2vDo4KeBwqIqf5Oxu9RafqvH38jpe2nOAS1d9FNHgWfP8U0xYdBayTs/aF59hy9uvdX127Ar3q7/9Odf99o9Yk7sTlON1Mtdnp/RqV7XgTHaueC+q8Y+dd3qvv/0+H0f//md0ij9o+KKmqrTW1fDRPx7r5QVKba7j/M9f54OzLgdN7eU56ZTA/lZuGq//d0/Y8WjAcxtL+eaiEeQm9X9CZNLLDEu2UN7kjGh0JJr1pFuN/T4GQFNVBTs/ep+iDWvxupxYEm1MPGMxUxafR3xS+Crinfi9XkoKd+BsbcEUF0fB1BkYzIOfBB5Lf70fXwVvCYBkGXwtkbgF2bj3N4WUIJZTTZgmpODYWB3RgDneaL7+P8XlOD1p35yCt9yOc1stSpsXYZQxT0jBPDEFMURCEJnDE1l2x2RWPrkHv1/tuk5CCtQhsWWYWf7daejDSBKn5MSz6JrBRRxkjUwkMd1Ma11fVcKeaKrGpEWnRsHSGKcODz74IHl5eTz11FNd2woKCk7egIgZJl85DLm50RkmioIhL7h0YNK119D8fISJryyTsHQputQTr3iToJN5aepIdtudXZLEcbLE0pRE/lhczWFXaE3+/hInS+xZOLnXto8b20K0Do3O7yOlpRlZU7nrlad59NqvBSbJUcqZ2v0KNxUWs27uONILRpA1ehw1Rw6Gjq9n4B4TvcnUNbn3qRq37D7KZ012Fu7ehCYkRARvjdth58jWTdgys3sZJcFwtrWy9vmnOf87PwQCkr1HnB70kmBCvKmrYnzW6LERz1lIEuPmL8Kakkqjq5E3D7/J3oa9tDXW40srYbQ7Hosn+CNPU1XsjQ19tk84tAtbayNbpi7k0PAJXRLPE/Fx96TReCraedoTeRVbAl7ZUs7d546N2DYYN88v4Hfv7YvYbtHo1KgTqXuyf+3nfPi3R4Bu47Gtvo6Nb7zEtvfe5NJ77iN33MSQ+6uqwqY3X2Hbe2/hcXaHGukMRqYuOY+F196CTj90BfpM8VYS0jNoq4tQ4FIIEtMzumrufNmR4/QYRybiOdo6IINBl2bGmJ9AwjnDcG6vo+2zMjRn7/tXaXJT//jOgJv2JLvfesoCd+IpbqW9qBXVoyAnGombkd4nkV0IgXFYAsZhx9dLVjA5lZv/sIADX1RzdEc9Xo+CNdnI+PnZFExOQToBanhCCOZfNooP/747TBvIHZdE1ijbcR9PjFODtrbe8xSj0YjR2HfR6p133mHp0qVceeWVrF69mpycHO68806+8Y1vnKih9iFmmHzFSLz4Yur/32ORG8oyCRddFPQj46hRpN51Fw2PPx5yX11yMuk//tEgRjp4JlstTO6hpLSpxUGRM/qE5UhIwDiLiZ8erEAQKBq4PM2GewDJxX5Zxx0//T21ySl4jP2Xa1SAIy4P65odnJ5s5cLv/ZgXfvFDnG0tfSbq/TVKHKY44t3dk8kFV92I3hQY4xPldXzWZEcDklsaIholEMhRaaqsoKRwRyAXJowqlqaqFH2xlowrb+KxOgcfNbZ1zYUsksS1Wcn8cHgmSXodF//w57z865/SXF3V2/gWgeT27DHjWfKNu3hm7zM8su0RNE1DQwuEjo2GnaNbmXookamHEwlff7s32XUVXPzxS3j1BpymOIxeN5d/407Gp9l4eGcdOkngj6CIowFH6geeG3DtnDwe/qiI9gg1Gj49UEu7x0+cMfpHe8WBvXz414dDepN8HjdvPHAvt/z5CRJS+8a9a5rGir89yv61n/f5zO/1sP2Dd6grLebye36NrBsa40QIwYzzLmLVc/+OuBAz47yLTrl6JoPBekYeniPRqw32xF/voumFA+iz4zCNS+5jlADduRn+obdKjKMS0WfG4VgXWR1Kl2ZGn9tdyNdXH/AIND6zD1nrnPBr2D8tQ58Xj2VyGroUM6axSQjdifOQmeL0TFs8jGmLe+etaJpG5cFmKg40oyoqiWkWRs1Kx2AKsTiiaTRUOHA7fJji9KTmxUd9346YlsbZN41j1fNFaKrW9ZPozF/JHZ/Med+c9JX6HcQIT15eb/W6e++9l/vuu69Pu6NHj/LEE09w991387Of/YzNmzfz3e9+F6PRyE033XSCRtubmGHyFUOflYXtqqtoeeWVsC/s5JtuRJeUFPLz1G/fiZxko+Evj6O0tATCjjryCOLmnUbWb3+LPrOvitKxqJ0J2CfggfhJYxs6MXTvUxXYZneyy+EE4KlK+MWhCqbGDyA0RQjKMrP7ekj64TXRCXivvoXTk60kpKVzwwOP8PJzT9OwaW2vWh+qELRak7DZm3vlUwRDFYKNM85k8Yb3ARgxYw4zzg8kr3sVlX+W13UZCqqQ0BCICMuogRwSmbI9u8IaJZ2Upudx6f5KlGN6dqoqT1c28FlTG+/OGEOqLYkb7n+Ewk9XsmPFu7TVB4phpuYOY/qyi5h4xjm8dOgV/rT1T70P0GPhd+eYViRNMOVICAECIUL+bgw+LwZfQLY5c3TA86GXIl2NbvT91bvuQaPDG9EoAXB6Vd7eWcV1c6NP7t381qthz1vTNPxeL7s+/oDTg0hIH978RVCjpOf+5Xt3s3PlB8y84OKoxxWJKUuWsX/9auqKjwT1oglJImPEaKYsXjZkxzwWf5MbZ0ehRM/RFnSjU6NSUuovqlfBtaue9i01+JvdSBYdajCjIkp8Ve34TkAS/bHYLhqJLtWC+3Ar/rr24AnqHcSdlkX75hqUZg+aX6VtWxVM6/jwmIUAX7mD1vKAQIQwysg2I0qbBxAYsuOIn5eNaXwKYgC/QU3TUHwqsl6K+j1WX2bno//spaXGiZAEQgTqDq19+SCzLihgxtL8rr40TWPfuiq2f1RGW313OFZCqonp5+Yz8fTsqI47fn42+ZNS2beuivL9Tfh9KkmZFiYuzCZzZGLMKPkfo7y8nISEbo9hMG8JgKqqzJo1i/vvvx+A6dOns3fvXp544omYYRJj6Mj8xc9RHQ7a3n+/u2o7dP078YrLSf+//wvbhxCC5OuvJ+nKK7GvXo2vohLJZCRu/nwM+flh9232+flvVSPPVDZQ4fGhE3B6kpWv5aZxTrJ1yB6QLkXFp2nEyxKSEDgVtWMlfGhX+noaOm1+lbUtA6yLEOy8+3EtVI1e8seWpGT+Ovs8GscuYNzhXZy79l004K3zrkdWFC756MXw/QnB4fxx7Jo4hwXbPsPscVFXVc7rtc38p7KBHW29cxrKsgrIqK+kcMJsqtMDYYCZ9ZVM3beFpLZuGUpNVcmbMIldH38Q8Zz8so63ll6Hn+BzFAUoc3v5UVEZT00egcFsYdaFlzLrwkvxeT0IIXWFCDl9Tv7f9v8X8Zg7R7cwtiweoy9I7HcEQ05IEnkTJ5OUGYjVPm1kCsrHB7v2zfDUkuRrRRESVaYs2nWBFV9Vg9NGpITqNiKrD9ZHdWcL4LMDtVEbJs62Vop3bI3YTlNVdn/2UVDDZPuKd3rl5gTvQGPHineYseyiIcv30BuMXPmL3/PRPx7j4Kb1gQWQjnFowJi5Czj39u+gMwx94Ut/s5vmtw7jKWpGkTWYA43P7sduNZG4rADL1PShO1aTm/p/FqI0e056zsdgsF02qqswYtrXJlH/7934a5wh27e+ezTwj44Edk2O7sQ1j4K/trtfz9FWPEdaMYxIJPXmiUjG6ARbWmqdFH5WzoGNNfg8CpIsGDE9jaln5/Wq5H4sDRUO3vjTti4FLE3Vur4yv09l41tH8boV5l0yEk3TWPfKIQo/r+jTT1uDm9UvFNFU5eD0q8dE9d60JBiYdX4Bs84viOocY3x1SUhI6GWYhCIrK4sJEyb02jZ+/Hhef/314zW0iMQMk68gQq8n+08PkXT9dTS/8AKuwt0gBObp00i+9lrMU/tKtYbsy2AgYcmSqNsfdXq4fMdhar2+XhEBa5rsfN5k58asFB4cm4s0QONE1TTerG3mXxUN7LAHXj5JOpmbclJJ1MkoJ0AeWBCQJD4OkQ5hkUSgEGAnq5vsVHl8YDTh1+lZefpy2i1WjuaPQ6gqZdnDya0uCeo1UYXAL+tYN2cxqixTn5JJdm05T804l5L9ZUj0nf/sHTeDXZPmIjStK9eiIiufLdNOZ/bOtZyx8SMEGtaUNLJGjyM1rwBHU2PYCevBERNxG82ECz5TNFjR0EaF29tLpU1v6L0CtKJkBS5/+ATQwLnD4Zx2Jpb0fmh3KoaFMk6EJKE3GDn7lm91bZuVn8To9Hj8JXuY37SRZF93LRcVwVFLAetSFqLGJXLxtL6yodHi9inhnBpdaIAzCs9KJ/2pPeNqa+2qrN6JqipU7Auf/N9Ja10t9qYGElKHbtJutFi46Ac/pa2hjoMb1+Oyt2G2JjDmtIVBw86GAn+zm7q/7kR19lWJUlo8NL1YhOryE3/a4BONVa8SMEpaO0JUv6RGifXcYcTPyer6W7YaME9Ow14TXvodGHyV+47dvcWtNL1SROqNE8K3B0r3NPLh3wtR1e4K8aqicWR7PYe31rHwytFMPSd4occ1LxWh+NWwMsLbV5Qyfl4WTVXtQY2SnuxeVUnO2CRGTh+6302MGJ0sWLCAomMKbh88eJD8CAvQx5OYYfIVRQiBZcYMLDP61qIYClS3m/YvvkBpaUVOshE3bx5+vZ6rdx2hrodR0knnVOm56kbyzQbuyu8roRgJv6rxrX0lvFff2qvIYrNf4bHSWhIHmWh4fVYyOToJ9paHbacRMEpSdDKN/qFKs4+MX4MrM7vVkfY4OibhmkZZ1nCmHtjKpIM7mL/tMxqT0tk07XQ8OgOjy4pQhIRAQ0MgaypOczxvLr2exuTA9+AyWvh0wQWUZWdidKxBUlrQJDNe8wxUXWCl368PGAVaD6OyU6lqy9SF6Px+Fm79FGNcHEIIks45n8/qm9H7fWTWV6JT/DQkpdOcmIwRGAkU54+JehH408Y2bs4JLbZwqPkQOkmHX41U3wVa4vtOKiPVxEjJHcb53/khKbndExIhBD8a2U7hpg/7tJfQGOEsIctTy/Rv34c5jDpPJHJs5qjmZ7IkyOuH8pfBFH29E53e0Mfb0Z8K2ABKJBnzAZKQms6sCy89Ln0fS8vbRwJGSZhTb3n7CObxKciJA1NI68S1qz7gKfkSY7tqDPEzej/vNb964qWINXDvbcRX50SfHvo30lrv5MO/F6IEWXnqNFLWvXoIW4aF/Em9vaBN1e1UH46c/yMk2LOmkvoye8QFByFg16flMcMkxnHhBz/4AfPnz+f+++/nqquuYvPmzTz55JM8+eSTJ21MMcMkRr/Q/H4a/vYETc8+i+roDmmSEhLY+J27Kc+NrDr017I6vpmXhiFCSIdLUXmnroU365pp8vpp8yuUuAMx/sfOCTSgRVHRBfksEql6mQfH5HFBuo3v7j7CyCj20Qm4LDOJOEniH+V1uI7zSqYMLEiKZ2J890Tyw/rAC3Dqvi0sXheobt3pHUlrrGXioV0czRvNc5fezrije7A6WvHpDBzJH8vhgnFoHV4KoSocyRtOSWYRyVVPAD7o9Jk0P4fHPAtHytfQpDDKRkKwafoiZuz5gi2qjpe2FrHDoYcLbwFA7/Vg8Hlojwt4KUyaytn2cmpSsnsZOqGQAGeESbBO0kW9otx5xIghSD244Ls/JjWvd4iUs62VvS8/GdLfI6ERp7nxrX0VFtwb3eCCcPb4dBJMOtrc4Sf2iqpx1ezganvBSEhLJyV3GI2V5WFnR5IsM2rOvD7bdXo9FlsSzig8L7JOT7wtOtnhUxV/sxt3UVNU95ljcw2JSwa36ujYdPIlewdLsBAk95EWtKGqydIfJGjfVott2fCQTXavqkSNsAogJNi+srSPYVJXEp1io6ZC5aEWGsrskdtqUH24Fa/bHzJxPkaMgTJ79mzefPNN7rnnHn7zm98wfPhwHn30Ua6//vqTNqavhrh7jBOCpihUfv8HNDzxRC+jBEBta+P1VldXRe1wNPsVrtl1lN8dqeJge3At/d12J3O+2Mf3DpSxpslOocPVZZSEww8kROk5ydDLrJo1hj0LJ3NBug2ALa2hY56PxSBJfL8gkzmJ8ZEbD5KJ8WaenFjQ9Xeh3cl2u5Nxhws5d+07SJrWK2RL7vgeCioOM3/r56w67TzeXXINK866jEMjJqJJMld98h5C8TP66B4c+vcxOz5C4OuoFq8i0BBoGF3bsNX+FqFG0MmXBJ8uvJDXLriZXfbebX0GI+0Wa599nPF9twVDAbKM4RWdpqdPx69FnuxoEqS3mPHojRzNGYmIQilKSBKFn/T1iuz5/OPICf6qSvGOLbRGkrYNg1En891zRodtIwvBvBEpzBgWWtTiWIQQzLzgkogxYqqiMP284Cp+05acHzH+XUgS4xed1aX29mWl7XAzBzSFPfhpDrcEooHnUPRhcqFQmj0n1ygRx/x/iFAdkYslHhc0usPiQnDgi+rw1dwJGBZVh1pob+ndVzBlu9B99G8Jzec5cd75GP9bXHjhhezevRu3283+/ftPqlQwxAyTGP2g9a23sX/ySchJTH1iMqqI7pb6osXBE2V1LNp8gNt2F9Peo5hjudvLFTuP0OQLTDL76wFpizK8pNan0OTvblvs9FDtje6F6ddgrMXIxdsPsXqgyfBBODbYZ5jJwMNj83hnxmhs+u7VsqcrG5BRWbRxZdh5i6RpjCw/SHZt7/A0nd/PdR+9y6Kdmxl15HWcxpKQalsCFdlXjbnt/bBjF6rGgZGBmi9Bv4Egk1ctyhlPvCxxbmrohFNq97KoqZY0XXxYKWChaVgVhUcTtuFcOp4t0xai+SN/55qqcmT75j7bS3Ztj3oyUrZ3V1TtQvG1hcO5/YwRQCBkq5NOoaGpeYn8/caZ/RaXmHTWEiaccXbQzzr7WnTDbWSPGRe0zdRzz8eSaAuZ1C4kCZ3BwJzll/drXKcSdrePBz7czxnv7OLrtPMtnFyMg5/h5GiIqknaAGTFj0UYTuIrWkDSteNIunIMuoy4XttlmzFqY8WQ3dfTKplP0sq/AMkg429w0fLeUaof3EzVb76g9rHtOL6owu/y4umH2pnL0XuxLDU3uoUWIQky8hOQo5Q1lnVSv6rBx4jxZSbmF4wRNU3PPRdWVjTB6UCoaldidDg0uvNOVjS0cnNhMS9PG4ksBP8or8PhV4asSGIodALeqmtmflLA4/FufUvUlrpJEqzq8OQMFgFcm5XMNKuFA+1uZAEzEywsS03EKAfPS9je5iSnsphER+R4ZkVITNm3harMQBiSrCicte0L4p1OvvnaM/zhKgU0EUi+CDlGFbPjU5yJl4AI/thQOyfEx0GW8tvD0rEE84SVb4YVP4XKbeiA35lN3JERSHo+NkRMdNy3v21owqjBb478hSPZv456DIq3r8fO740+/l/xDS50RQjBPcvGc+HkbJ7bWMK6ww34FY0xGVZuOC2fxePT0Q0gz0oIwXnf+j5Zo8ax9b03aK2t6fosY8Qo5lx6FaNn9w3j6sSSkMhV9z7Aa7//JfaGeoSQ0DS161lhtFi49Cf3kZQ18OT/k0mr08eV/9jA4TpHrzwfFViPnx34+N2xO0kCXZg8hmgxT0jB8UVV/1dnBokwyaRcOw7T2EDonWVGOmqbN1DUMF6Pv8VD3WM7InQCunQLntI2fFXtGEfbkOMDeWrGUTaEUUY70V4AFYROoubPWwMP3o7rqjr9tLx9BO2dw/3qzmjpbSykDbOSmhdPQ4UjrKdLUzUmnZkLkmD/+uqu3JVgCEkw9rSMqI2YGDG+7MQMkxhRobS04DlwIGybM7dtZNfo8f3uWwXWtTj4uKGNs1OsvFjddNyNEgh4PRp7TBabfX7kKCfVE+LMvF3XMiRRFnGyxANjcjH2U0Y1qbUxqmKKsqaS0lIf+LeiEOdq57Z3XkHWVLJa2qhL0kW1+impDmR/LYo+xARzCGRge4bTyyKgyHVzdgrfCyaWcHQ1/Pdy0LrvlvkuN3+vqeM3qclU6PXIHcaIIgSZisLPG5o4wxUIH1SROd+zkboQY7Hq3ExJqmG0tQG9pOLWJcHOF2DipaAP5PokZ+dSe/QwqhL5jrVlZkVsEw2TcxP54xXRK+tFg5Akpp17PlOXLKOxvBS3s504W1KXLHIkkrNzue3RJzm0eQP713yGo7kJkzWBcfNPZ/yCM7/UIVz3vrOHI3XtQcUHFALhowAuNOI7f0iqRvzcwX/fcadl4dgQuRhhMHQ5cRhzrbRvrul3OFjqrRMx5nd7KIUQyInGLo+uwaInbm4m7ZtqgncAoIG/1knLGx2TfQnMU9JIWj4SyaInfl4W9lXhFamGFAkki777ega5Jo3e6C+UOV6P9ZjK9PXldrJG2WiscIS+5ALGz8siLc/KtHPyKNpYE1CTDLaDAEkSTD0n+rpEMWJ82YkZJjGiQg2yWnwsSzav418XX43LZEKV+qdAJAP/qaxnitVM+xCEQESDBCTrdaiaxppmO582tuGLIixHAIqmDdkipkNROez09Epsj8TMBAu7ZTmqaAoNUDo8L/nVFdz3z0fJbGro/rw/Dg4t+ARcqGqgkGGUoXxB++gYq1EI4nQSC2zx3JqTxjxbXN/wJL8XXrs1MJ5jAsLnuT18UFHNJpORPR1FpcZ7vcxzuXt5xHQonN6+k7+knUlWQ2WXRwVgfEIt52UfAjQ6o6as1MJbd8DqB+GmtyGpgMlnL2Xv6k8jnps1JZVhk6b0/6KcYIQQpA4rGNC+Or2e8QvOYPyCM4Z2UCeROrubdwurw8qQd959q/FxAYEQJ+PoJAz5kWsIREKfZsF28Uha3jrS7yT4uClpWM/II+HcAppeKcJTFEXOiwSGPCuGYQloqoZi94KiIScY+lRTt108CmGUA+paGt2e0lCr/yq4CuvxVTpIv2MqCYvz8ZS24S2OLmG8i4E4ZCUQehkpXo/a7gt5Hdv6IU1siu/2ljRWOvjsuf3Uldj7fE9CdI9Z02DyGTksvDKQL5aUGccFd07hgycKUXxqr2AEIQIhXOffMYXkrODCI5qmUXOklfIDzSg+lcR0M6Nmhq4uHyPGl4HY3RsjKnRJSQiLBc0ZOjk8zu3i90/8iZ985x78BrlfXg+FgPxtJKWuoUQFzktN4MbCo3zaZEcGooni1YBdDteQ5oN+2tDWL8Pk5pxUrsgaEZXHBCDB5efxP/6KCcWHutprgEcnY7PLNFv9EUOwNHRour61IYSmIUmCEWYjR1zeARtsne9kj6bxxNg8zk+zhW68/x1wNob8WACnuT2c5g4famVSvWyYu5jL33uma1t+XDPLsgNFE3tekq4cnNZyeGY53PkF2WPHkz9lekeV+9BnvvCam5D6aazHOPmsKqpHiXKyuq7DMDGNSSL5uvFDVkg2/rRsZKuR1o9L8ddEWa1dElhmBryMcpyetFsn4S234/iiCtfexpAhVLpUC0lXj8WxpgLHhuquRHFhlImblYF1UW6XBLKQBLbzR2A9PRfnjjr8jS5Ud6BCfUhU8De4aP24lKSLR5H29SnUPLIVpSG4CEowUm4aT+sLh9DcUb5hJDBPSiVuViYN/wlfc6c/31hcx3VorHTw+h+34e+sH3TM7aJpkFGQQP6kFMbNy+rjZckbn8wNv53HvnVVHNhYg9vhwxSvZ+zcTCYuzCbOFlxyuqHCzsf/2UdTVXvf6vLn964uHyPGl4mYYRIjKoRej+2yy2h+8cXuSvJBmFp8iBeLtvL84gt4u665X0UIBZCilxllMXLE6TnuYjQS8FJ1E583BSQbFaIzTDoZyvE9WFzN2HgTS8MlePdgitXCxWNHUTxsDAXlh0OroWkaEnDZ+vUYg9RcKU+xctFmO8+eE/54QhPMzltKaUISex3uXsbNuHgz94/Jpdjl4e4D4WvARIMEPF5WF94wOfo5SDqIULMkHAoSJaYcinNHMe5r3+bQ00+gaRrzU0vRACnUO11VoKUUdr+GmHkzy+++h3cefoDSwh295Ic7CzaedfM3mLAoeHL5QGirr6Pw0xVUHtiHpqqkjxjJ1MXLSMmNhXsMNe0ef2fh8Yi4LXrSbpiKYZh1yCeE5okpmCYk46910r69Fsea8DVAEpYM68rn6MSQZyU5byyaouLcWY9jQxW+yoBwhy7FRNz8bMyTU2l8dl9ge49z1jwKji+qcO6sJ+32Kb3qgMhWA9ZFAYnqhv/ui3wyGji31pJ43nAko0zqDROo++tONL8a8qGqS7eQcE42lGzGONxG0mWjaXohRGhxx6VPXDYcQ248unQLcrwB95GWiEMrMEgMN8o4FI0Sr0qpRyXYE0YIyBptA+Cz5/bj9yphhe3qy+xc8O0pmI/5TjqJSzQy+4LhzL4gtIxxTxqrHLzx0Hb8vsAzvVd1eW9HdXmXwrxLoxG/jxHj1CJmmMSImuRbbqH1rbdQnU4ItjosSUhxccy+8lLmZ2XxwJhcitpdXLrjCP4IIVKygNmJ8Qgh+EZuGj89ePxjj3UC3q2PnDx+IlCBb+wpYeu8CaRHkMXt5A9jc7n/6ltxPf47zO4gUs0d4RWTyur6GCUq4NXJeHU6Fu9U+HSaTHWyhhpkNi6pGiYf3DvtG+SnjGRHm5NddicaMDXezPQEC0IIplotPFJSS5XHizIIq00lkNxf5vIwzNx3tdCjqlTZ7QxT1T4qZv1BRuW/2cs5LTGOC6YvpX3WbA59+BzZh1ZHsbcE256CmTdjMFu4/Ge/oXzvbgo/XUFjeSmyXk/+lOlMXbyMhLShKYymaRqb3niZ9a8+jxCiywCqOnSAHR++y5TFyzjntm8hhRBMiNF/MhNMURcezxuRhHEIwrdCIYRAnxmH7fwR6DPjaHnzMJpP7So5BIAkSFg8DOuZwauSAwhZIm5mBnEzMwJJ15qG6BBNaHzpQB+jpAsVVJePhqf2kPmj2YhjnhXOXXW494T2YvZE86l4K+yYRtrQZ8aR9q2pNL14AH+DK7AiEIiXBZ0g4cw8rOcMw+/3Q0lgf8uUNIQsaH77CGqbt2MVQQMV5CQTSZeOwjS6t2y2FEWB006DMk6CiSaJ4QaJdQ4/7iDXY+LCbOrL7YHwrQioqsb+9dXMWDo01bTXvnwQv08JX11+ZSlj5maQkn385exjxBhKvlQyD2vWrOGiiy4iOzsbIQRvvfVWr881TeO+++4jOzsbs9nMmWeeyd69e0/OYL+CGHJzGPbUU8gJHS/fY1SYZJuN/KefQp8VSPpM0MnMTozn8gxbxAmkosFtHVW9r89K4cxka1i3urHjpTiYdUmf1lee92QRqCav8Xx1dC92CNSt+OWsydx4/yPox0/uI72bmJzMzJoW8locXd9R53vMZTTwzLlL8ZuS0fsF976gMLwjj1XqsCqkjhlZYjvc+7yf5MIyAKYnWLglJ5Vbc1KZkdid/2GRJV6bNpJsY/BVwf7SEETFyu5XuHzHYd7w2QblsfILmYOWfEqHn8dTk4cjhCA+OYXpp0WbB6JCc0nXX0IIhk2awoXf+zE3/+mv3PDAo5x+7c1DZpQAbP/gHda/8l/QtF5hY53/LvxkBaue+/eQHS8GnDUuHasxuvW7i6dFJxQwFMTNyCDrF6dhu3QUlukZWKank7hsOFk/m0vCWcOi9tgISXQZJUqbNxCGFe6HpQZqq7gPNPXa7K2w0/RSUf9OosfqhSEnnoz/m0nq1ydjXZRL/PxsbJeMJPvnp5GwOHhIknliKlk/nUPKLRNJWDyMhCX5pH59Epk/mtXHKAHQZ8chWaL7LoUQCCEwSzAvvu8+8y8fRZzNSNWhluheQlqg7slQ0FLrpLKoJWKtFYAV/9jdr9oqMWKcCnypPCbt7e1MnTqVW2+9lcsv76uJ/8c//pGHH36Yp59+mjFjxvC73/2OJUuWUFRUhNUanb54jPCYJ09i1Kef0Pre+7S99x7+piZ0KSkkLr+IhPPPR7L0lcj8yfAsPmu00+TzB807EcAl6TZO75Dt1UmCZyYP5/6j1TxT2YCrx5JlnCzx9dw07spL54OGVl6taaK+oyp8rdfXr/yGnpLFQ40gUFH+msxk/lIeJua6ByrwTl0LPyjI7Nexhmdn8/17f09bQx0V+/ag+P0kZWWTM24ians7La+/Tsurr9HS3EKlOY43z1zKJ3MW4NMbWLzzx8iahq0d7n9GYX8erJ4s0RyvEeeGuUUqsw5p6FRQmnpPRvyNjbS89jrtmzaiebwYR40i/aorWTVnHPcequS/1U0hRhwdNl3fx9N39peyo81JbeYyflD6TJC9wuNHQodKVVw+Ry99gdeHj+2d16SLPs+nU5nrROBzu1n/ynMRWmnsWPEusy+6DGtK6gkZ11cdk17mW2eO5KGVoSfdnTVlThuRErLN8UAyygHlryFQ/wJw7WuILj5VAtfuBswTus/XvqYyrJR8MHQpvXMthBCYRtkwjbJF3YeQBOZxyZjHJUduK0vEz8+m7dOyqONwJSFIkCFdJ6jzaxhNMvMuH8XE0wPKhKqiRa1JoA6RqEttlNXlAVpqXTz7sw3kT0ph0hk5UddZiRHjZPKlMkyWLVvGsmXLgn6maRqPPvooP//5z7nssssAeOaZZ8jIyOCFF17g9ttvP5FD/UojxcWRdPVVJF19VVTts00G3ps5mjv2lbK9zYlM4IHv1zR0QnBrTgq/GpnTa1XMIEncNyqHHxZk8lmTnRafn2S9jrNSrMR1hKpcnZXM1VmBF9I+h4uzt/RzxW4IyTLqqfYECvWl6XUBj0JuKsl6HQ5F46mqhgg9BGgLkgcSLQmp6b1yGTRFoenZZ2l6+hnUtjYswGga+PZrz5HVUMczF15OW7wVVQgkLfCCnVAOE8qDv0DlxO78l5bXXqP6vl8HQvo6VuxdO3fS8vLLWJcu5fd/+AMrG9po9Pn7nQwvAWPiTAw39/a8HHG6WdEQeCmXm7J4Lms5N1a/ixTtLCM+E136eJh5M8PGXcgwOUjIXPZ0MCaAJ8LLX9LB2POjO+4QcHDTenzuyAnCQgh2f/YR86+87gSM6n+DO84YSVWLi+c3lSFLoisZvnMenp8cB7QihUxK+nKguvxElVCjguIMPOs0VcNf78S1O4Kn5RgMIxLRpZw4w74T65l5uI+24i1ujXq8mqYx0SwxKiueyXdNQ9cjJCw5Ky4qW0xIguSsoQmp6q8HxNHsYd/6avaurWLq2XksuGJUnzC8GDFOJb5Uhkk4iouLqamp4dxzz+3aZjQaOeOMM9iwYUNIw8Tj8eDxdCv3tLUFJiQ+nw+fL7oq4CeCzrGcSmPqD9k6ibenDGefw8VnTW24FI1Mo44LUm0kG3Roih9fkDm5EViW1EMqUVXxBclvGW3UsdRmYV2zY1BeEGOHf9wYjZ+8AwG8PbmAeJ2Momkk6GQkEVhH8/l8XJJq5cXKUNUyupGAYXppSL5jTVWp+eWvaF25MhBpYOzO1TBpKteuWsHIumrWzZrP5NIjEd/RwmzGMGcOPp8P+8cfU/Xb34EsB/7riU5Hy5o1KD//Of/6+a+4afdR/KrW5zuJdJ3vzE4OxJT34M2qBuI0tauv3478DmZV4dL6T1EQyMHOQkgBOeFFP4YF3+3ergJqsOssw8yvw6a/95Eh7sP0W+EE/R4bqyqQjaaI9VKEJNFUU93r+fVlfWacStx7wViWTUjjhc1lbDrahKJq5KfEcc2cPM4bn8aaVZ9+6a+zapZQhBo5vlUCNU6ieU0Z7ZurUZo9/QsKFxB3Tk6/r9dQ3c+2G8diX1sZkDmOMhnOGq9n1B2T0ISKz9f9XMgcbSUuRYezNdKYNMbMTw85dsWncnRXPZVFzfh9GgmpJsbOySQxva/xZssyIXT9Dc/SEBIUrilDZxbMPC94rsuX7ZnxZRlnjP4htC9pAKIQgjfffJNLLrkEgA0bNrBgwQIqKyvJzu6O9f3mN79JaWkpK1euDNrPfffdx69/3bf68wsvvIAlSFhSjBgxYsSIESNGjJOL0+nkuuuuo7W1lYTO3NdTgLa2NhITE9n3/Q+xGoPXoDle2D3tTHh02Sl3TfrDV8Zj0smxSXKapoVNBLznnnu4++67u/5ua2sjLy+Pc88995T6Un0+Hx9//DFLlixBr++PqO1XA1dhIU3PPItjzZquOGbjuLEkX3cd1mXLur5jr6qysqGNXx6ujKpQo0FAz2K/Rk3lj45Kfhyfg6czqzHM/WOSBK9NG8XYuPCVrV+tbeJnB0NLfMpAml7PytmjsfRTVandr/D1vSVsbXMiEXAGPPTo7xlbdhSp41q1WeJZMe8MVs5bRGOiDYPXy2l7djD50AFWLDiT3/39YQw+L3LPpOqO/6uz5zD+/z2CMBhwbtpE+bfvijwoWcZ28cVk/OweACo9Xg63e5CACfFmyhxOqjeu46fxObg6ijJOtZq5LSeVZamJQX+zfyyu4anK+ogS1AXuam5O1nHDyNFgC61OFBavC9Y+BDufB2+P2hEpo+H0u2H8RQPrd4BUHtjHG3+4L6q2S77xbcYtOON//plxojgVr7PXr3LvO3t5t7CqV/iZJALvyHvOG8c1c/rKS7e8fxTn1trQYU4SCJOM5lL6r5cuAiFcqTdO6OeOAUJdZ8/hFprfOIjqVLo9Nx0FnuIX5GA9Ky9o6JLi8FL78DaiiTVNunwU5sl9azh1cmBjDetfPYTaIwxOCIGmaYydk8GCq0Yjy33dSrUlbbz3l1299juWgimpLL6ld12c8gNNrPhH+Jos4ejMi+n8vyxLjF+YxYzz8vj0s09OqXs5HJ0RLjG+WnxlDJPMzEDCcE1NDVlZ3cmAdXV1ZGRkhNzPaDRiNPaVJNXr9afkD/NUHZfm9aK0tiLMFuT4oV0haH3vfap+/GMQArlHKIu/cDd1u36Kd/sOMu+7NyCnCVyWk4Zer+cbe0vC9isBbgiqquIREu5jq5hrWh8j5Y3po5mUGPl8r81Jp9yr8khpLTpBr8m1BKQadDw7bRSJpvAGTjDuPlDBBrsbtWO8Bq+XSQe76wkczhnG/33/59gt8WhCBM5Bb2TlrAV8MHcRaBq3/999XP3JeyzduAZjh3u8PD2LN886jzVnLmGzyUScLKOUliJ7vVElufqLirru1QK9noIe90WKQUc1sGH+JFoRxMsyqYbwj6Nlmcn8pbIxogrOAXMOMyaOQW8dhMdTr4fzfgtn/xTKNoLPCYm5kDUtYiHK/qJpKi0tW3B7qpFlM0m2eej1vRdF8idNwZaeTktNdZhCjgKjxcL4+YvQ9XhGnKrPjK8ap9J1/umbO3ljZzWaJjoUPnrfs7989wBxZiOXzcjttT31wtE0NPrwHGruW2legGQ1oLkUNP/AfgNJi4YN+hr1vM7uIy20PHcAoYHcda7duFZVIfsFtgtH9O0nSY91cgbOHXWhjSwBUrwe65RMjq1835PJp+cxanoG+9dXU3WoBVVRSc6KZ8Lp2SGrtis+ldXPHUTxdhwoBMXbG2k820lWD1GAEZMzyMwvp/rIwCbm2jH/9/s1dn9WRVu9C3JOrXs5HF+GMcboP18Zw2T48OFkZmby8ccfM336dAC8Xi+rV6/mwQcfPMmj++riOXyYxqeepu3dd9G8XgDMM2eSfPNNWJcsGXShMc/R4oBREmwy1jE5bnn5ZUyTJpJ05ZVdH52flsi5KQl83NgW9J3T+YqJVlEl0Fj0Mk4EAenc6HYV/GREFmcmW/lPZQOfNLbhUVWyjQZuyk7h+uwUkvT9/zkedrr5oKF3LRa9vzvu1mG28KPv/QyHOQ5N6v1iVTo9M0JQlZ7JI9d9nb9ecRPJbS34dDoaE5O6zvXt2hauy05B6PVBjZKDeQW8fcYSNk6ajlenJ6e+hisqi/m6omIOslLYSbxOJinKl8t0q4VpVjO7Ha6QoeEyMDXBwtTBGCU9McTBqAjVJwdBVdVrHC3+f3g8VV3bJMlAVtYVjBr5E3S6QMKsEILz7/ohL9/3ExS/v49x0vk7W3bX3egMQyPXHOPLyaFaO69vD1+AEeCBDw6wfGo2uh6/T6GTSL1lIs6ddTjWV+KrCngL5UQDcfOy0aWYaXp+f/8G1PGQTVhagGlUXxnfgaJpGi1vHwk8wMM8xB3rKok7LQt9apB8jeUj8dU68VUFqd0igTDIpN4yKaxR0ok53sCMpflBa5W01DqxN7vRG2RS8+LZt66KjW8fxRdF9XohCfasqSRjRCIuuzcgYxyvZ+KinAEbJkHRoGxfEzk5Q9dljBgD4UtlmDgcDg4fPtz1d3FxMTt37iQ5OZlhw4bx/e9/n/vvv5/Ro0czevRo7r//fiwWC9ddF1OoOR441q6j4tvfRlOUXtXgXTt2ULltG0k33kDGz342KOOk+cUXI69QC0HTf54i4fLLsSsqekkQJ8v8c1IBvzpUyfPVjZ21ulACNbgYH29iryOyylGwY6FpDKupwjpqZL/Pba4tnrm2oSt49XpNMzK9FwqdJjN2SxxWZzsr5p1Ba5y1j1ESCq/BQE1q79obQtN4rz5gmFhmze6zzzPnX8bTF12JrChdxs5B8wh+nz+SF7cUBWqbmAY/WRZC8K9Jw7lo+yHqPL4+CfUykGHU86+JBYM+1omguPhxjhY/0me7qnqprHyJ1tadzJzxEjpdYMU1c+RorvnNQ3z6779Rfai3Al1Sdi5n33I7+VOmnYihxxhCfHVO2rfVojS7EXoZ09gkzBNSopoMB+PFzeW9wrdCUe/wsKqonsUTekcUCFl0F2D0q2iqhtBLCCFwFkYnfd4TQ34C1kW5veSFhwJvmR1/nTNyQwHtm6uxnd/XayKZdKTdPgXH2kocX1ShOjoWdXSCuOkZWM/MHZR6WNneRja/V0xtcbcBodNL+H3Ri6toqkbZ3kae+vE63B3ji7MZGT516CXBY1pdMU4FvlSGydatWznrrLO6/u7MDbn55pt5+umn+fGPf4zL5eLOO++kubmZuXPn8tFHH8VqmBwHfLW1VNx1F5rP13cFvWM1t/m5/2IcM6aXJ6O/tL33Xi+jJyiahre4mKWvrWRPWiCMb0q8ma/lpnH/mFx+NDyLd+qaqfP6iZcllqUl8mJ1E0Xt7oj5CsEQmkZCu4N7Vn0Ac8YN4KyGjmqPD3GM20eTJN5deA5Xf/IeH8w/c1CFCAE0IShra+df5XXsdAt2//ZRHKpGcmsz2Q11rJx3BtDDA9MxBoBSl4erdx3hs9nj0A+BRGWuycBHs8bw17I6/lvViKMjj8gqS9yQncK3h2VEDAk7FbDb9wU1SrpRcTgOUFzyGKNH3dO1NWP4SK773Z+pLy2m+lARmqaSOmw42WPGDdo7GePEovkUml49iKuwobt6uwDntlqkeD0pN4zHWJAYqZs+HKl3RDRKIFCg9Ui9g8WEDnUWOqnXZFWOjz50Rp8VR+qtk5ATjo8Hz1fliK6hBt7y0G0lg0zCOcOwnpmHv9kNqoacaEQyDq787r71VXz+3IE+s/3+GCWduNt7KxS2t3jYs6ayv6VjItLZleJXiUVJxThZnPpv8B6ceeaZYTW8hRDcd9993HfffSduUP+jtLz8cnCjpCdC0Pivf2O74oqoJ02aplHj9eFSNNINOtT29sg7daDa7dBhmOxxuPjegTJWNLTy5MQCbsvtnbg4mGe5Jkk0JtrI/vN9tE2bREIPieoTjTXEquobZy3lgvWf0ZCYBFF6S0KiaRz2q/zicEe4UWpgIlOZms7uUeOC5t50ogCHnB5WNrRyYbptcOPoIM2g575ROfx0eBbl7kD4YJ7JgClMyFg4fL4W2tp24Ve84EnGZMwhPjkFWXf83szlFc8hhIymhTO6VSorX2LE8B8gy71zj9Lyh5OWP/y4jS/G0KE6ffibPQhZoEs1I3QSmqrR+Px+3EXNHY06Gnc8mNR2H/X/2k36HdMw5PTPw6qXRVQhqhoa+n7+ZgwFiUgJBtQ2b8S28fOyB22UKA4v7Vtr8VU68Gt+sAa26ZP0/Vrej+b1I2QRNNxrILTWO1n13wOBP46X7qkG2nFaiwiXjB8jxvHmS2WYxDh1aH37neB5Hz3RNHylpXiKijCNC+9ZUDWNF6ub+Ed5HQedgboysoA34xOwNkVXnLDF2r262DmyFQ2tPFRczc9GZvdqOznePCBvCQAdHhMkicZ//uukGibnpSbyz4q+16fRlszd3/8FJq8HO4P0GIZ6q0dp8MjAC9WNQ2aYdGKSJUZHUEMLh8fbwJHDD1FZ8Q51hVYa9ibhdwaMEb3JyNQlFzDrwkuJsw1dXHwnjY2fRzBKAiiKA7t9DzbbrCEfw/8ybY31rH3hGaoO7EPx+0nJy2P6ecsZMWMWkjS4lfJOfHVO2j4rC3hEOlWxLLpAvkOOFfeB5tA7a4Ci0fphMWlfn9yv4542IoVP90eum6RqMHdE5IrpPRGSIOGsvEBuR9iG4Gt0orR6kBP7istEQtM0HGsraV1R0rX4pcgazIbah7eRdHYBxmgrxAswDDuxURN7Vlf2M4FxgPSn/36MR6cf5GJWjBiDIGaYxBgQSmtr5EadbVtawn+uadyxt5R36lt6LYIpGrwzdyHXrHgHOUyxO0UIDg0bTlVaBkltLczavxuz201dcgpbJkzh35UNfK8go6tiPASS45N0Ms0DqLQuNI2zt24AVcW9ezfeikoMuScnY3C+LZ4xFiNHnJ4+ORdHc/ORFD9C0wJqXCcJBahwR15hPZF4PHVs3Xo57fZ6Dr2di7vZ2Oul7XN72Pb+m+xf+znX/PqP2DKzQnc27/rrwQABAABJREFUAFQ1+uuhqp7IjWJEhaZprPjbI+xb81mv7e0tTZTt3kVydi5X/up+4pP6N2E/Fk9pGw3/3o3mV3vJ0apOP/bPyxEGOfJEUQtI4fqb3OiSozfAr5iZyx9XFOENI5cuC8Hk3EQmZvc/VCzutCx8DS7a11fRpU8eZOyONZW0b6gm5aYJmEb3z7h3bKii9YPiPn1C4HhtK0tJlAT67Dh81e0Rr2PcnKH9/UbiyI76iPVZhwohIHNkIg0Vjl7J9NYUEwVTUsgelUR6vpWdn5azZ3UlWhhvSOdbIhYWGuNkEjNMYgwI2WZDdUQX4ysnhX8pPVFWx7v1LUDf98tbpy/msk8/xOjzdtXk6NO/pvHGmUv52X8e56xtX6BT1S6N9pZ4K/9ddimfj83jwozucRgkiQfG5PKtfaVRnUMnQlUxeT2c98Xqrm1KUyOcQMPEp/r4rOwzPiv7DKfPyVxDCg3KFJql4X0MEFWO4ifeEYolKQpqp/HWea2H6AUV18/aLMebAwd+gcdbS9nnmR1GSd/z1FQNZ1srb/7xN9zyp78iBhsS1wOLOZ82+x6iKaJgNg+wFkuMPnzw2EMc2LAm5OdNVRW88ut7uOmhx3tJLvcHzafQ+MxeNJ8afMKsgeaJfkHEV9PeL8PEZjHwh8snc/cru4LaPrIQmAwSD14+Jeo+eyJEQH7XPDaZts/L8BaHUIbSQPOrNDyzl4zvzUCfFp1SnupRaFtRErFd68elpNw8kcan9wbcPyHm29az8/p1/YYCv7f/C17HEm3+iJAEGQUJLP/uNKoPt+LzKsQnGUkbZu1lYExfMoyDm2vwuvxBjSYhgcUWU/SLcfKJ+etiDIjE5csjh/IIgaGgAOOYMSGb+FWNf5TXh1zwakhK4Wd3/givXo96rNxtx99PXXA51618h7M7jBLoXvmxOezc9eqzmP/2eJ++L8lI4q/jhxHfEWetE4H/gMAb4ZhQNVlR0Pv93P+3h0hwdue+yInRrTpqmhbIyxkEexv2svS1pfxw9Q9ZUbKCVRWr+Lj4LeTKe0moux+hRJkQ2j0o5u7Zwe//+iCz9hdi8HmRFAWdogyZUSIR8FCdKrhcFTQ0foa7TaK1xBo2UFtTVZoqyynbUxj0c6+q8lZtMxdvP8S4tbuZtG4P39pbwqaW8N9DTs51RDZKJGy2uZjNfQvhxeg/tUcPhzVKOmmuruTgxnUDPo6zsAHV6R+6MJ4BiEZcNiOXv98wk5ykQM6EEN3PxOnDbLx55wLGZg48vEkIgWlMUmDCH254GqAGJHujxbmrLmDURcKvodS7SPvG5O5wMUkEYoABoZdIOK+AhCV95XuPN/GRrksErMlGJi7KCVoY8lg0VcNsNaAzyORNSGbEtDTS8xP6eD2sySYuvXsGlo5r1flxZ7muxDQLF901beCDjhFjiIh5TE4S/qYmWt96G29xMUKvxzJnDtZzzg7UifgSYLv6Khr/8x80jyf0so6mkfL1r4V1C29ra6fe5w/5OcDOsRO59ZcPcev6Tzhv/apAkrtOx4FZc3lywWIW7thMXl11r6rlx5L98gu4LluOeerUXtsvz0zm/DQbb9c1s73NGSjg2FbOd0oP8JIlifKMQG6Kzu/jnC0buOajdymo6XjJCoFx9Gj0w8JPHN1FB2l67jna3n8fzeVCmM0kLl9O8g3XYxw9Ouy+PTnaepTbVt6GWwnIHKsdy15KR66C3nOQxLoHacn8FYjI91F8u4ORFaX85h8Po1dU5u/ZCUCbJY6b7nuYVmtC+A6iQAA6Ibgma3ChMQNB0xQaGldRXfUabnclss5KetqSjttVo/WoNaq4a0mWKdq4to8Ub7PPzzW7jrDL7uoV0fJufQtv1bVwa3YKvx+TixTk/s/IuIjS0n/gcpWh9QnCg85ZzYjh3+/XOccIzaa3Xo267Y4V7zLh9LMiNwyCa0/D0OUXCLqS3xWHF9XpR7LokOMjr2yfNymTcydk8MXRRg7V2tHJErMLkgdlkPRE86k4d9ZHPk9Vo31bHbbloxBy5Im2v9YZMC5CFSvqRBL4atuJn59N5o9n4z7UjOdIC/4GF/4mN5pHwbmjDrXdR/zcLHRDlNgeDRMWZLO6tChywyAICc6+eQJ6gxzIVYmApsGomekR2wGk5MRz4+/mUbyzgcPbanE7fFgSjYyZncGwSSkoSvh3cYwYJ4KYYXKC0VSV+sceo/Ff/w7I4HaEuDS/8AJySgo5D/2RuPnzT/IoI6PPyCD3r49TccedfeqYIEmgqiTddBOJl18etp/WKHM8alLT+dcVN/G9R/+I6vUi9Hp21zZzcOdBHnj8wbBGCQCyTNPzL5BzjGECYJYlrslK4ZqsFHw+Hx8c2sW3Tp/LsosvpiHBhkdvIKWtGbPnmFh/TSPla7eFNbxa332Xqp/8NLA81XGNNJeLltdeo+W118j500MkLFsW1TV4YucTeBRPl0FyLAIVva8Eo3MTnriFQds88NgDWN1OjF4vw2qqMCh+GhNsWNxOvDo9f7/8ej6ZsxD/EChSdQZvPTExnzTDiTW4PZ5aduy8hfb2gx0jUQBBS8smhNABAsUTRZw/oKoqnmPCFjVN45bdxeyxuwJtenzWOZ96qqqRDKOe7xdk9ulTlk1Mn/4cO3bejNN5hN7B+hJCyEya+Cg222xaWrbS1lYIaFitE7HZ5sZiwAdA5f49UbdtqqoY8HFU1xB5SyQwT0zFW27HvqYCb0l3yJRhRCIJZ+ZhGhM+TFaSBAtGpbJg1NDXvFCdvsjGQyd+FccXVcjxeowjbOHVuoSI/vp1FruVBMZhCdg/K8Nbau/1u3bUO3GsrSTx/OFYF+WG7msIGTMng60flOBs84TPNekcZ8f/9UaZJbdNIHdsEpqmkTkigdoSe8i8ECHB8KlpJPTD6JJliVEz04MaM5GU+WPEOBHEDJMTTN1Df6Lpqae6N/i7VyiUpibKvnk7+U/9B8vsvoXsTjXiFyxg+Ftv0vT0M7S+9VZX5XfLrFkk33wT8WefHXECFW3NCQGkdbSVOipbL0+z8WpNORZPFIUSFYX29esjNuusqF3zu98hNI20lqa+jToNr1tuJmH58pB9uQoLA0ZJMKOp4w1Q+cMfYcjPxzRhQthxNbub+bj04y7vSMjxIzDbPw5qmAhVpSIzmys+X9Fru83RRr0tidvveQCHJa5PyFy0mCWBq8cL9DRbPD8anslpQ1hQMhoUxcX2HTfgcnXmD3Ves8DYNC0QTqcz+6NJ8UAICXOirde2za3tbGqNLGX9eFkd38xLxxJEltVkymLunPepb/iEqqpXcbvLkeU40tOWkp19Je3tR9i4aWkPwwVAxWzOZ+zY35CSHNz4jBEcNdLiRQ8Go8wlJxoH7zGRAsX/5EQjjc/u6xMW5C1upeFoK4kXDMd6emCyrflVXHsbce1rRHX70SUascxIxxAkrGcw+Gra8ZS2oXn7t7re+t7RwD8EmCenYls+Mqjnx5CfANGEfqkaxvyAV1fTNBqe3Yu3zB74rOe17/jaWz8oRorTEzczdN2WocJg0nHJD6bz1iM7aG/pvaAlJIGmakxfOgzFq9Ja70Knl8gdn8yYORkYTIH3nBCC826fzFt/3k5Lvavv/SQgLc/KOTeNH5IxB3LqAu/wmFxwjJNJzDA5gXhLSnobJcfSkddQ85vfMvydt78Uq6LGESPI+s2vyfzlL1DsdiSTCckSXZIjwDSrhWEmA+Vub8T3+LHhQCZZ4r783qs+9YlJFGfnIWkaIytLSbJ3rzJGyu/QfD6qfvxjOPtsXIWFyCFC1MzTppF8881Yz10S9jtqfOqpiHkaqhB88N4KquNTkYDpCRbmJsb16be0rTSiUQIg0ND5gr/UBRpqkAmXrKo8e/5lOMyWARslN2WncN/IbPa2u/GoKsNMBoaZ+y8TOhTU1L6D03k0YjvbCDuVX2REnEBqqsJbWWNYqKhdtVJermlCJ4goOe1QVD5qaOWSjOAr25KkJyN9GRnpvb1mTU0b2Lnrlh51m7on1S5XGTt33srUKU+SmjqwcKP/RdILRlC2Z1dUbY8N2+sPcTPSce2KokK6QSJ+fjaOdVXgVztySTRQQZ8dT9zcTFpePxxoe+x91vF36/vFGHKsCL1Ew7N7Ue2+LqPII0H75hoM+VZSbpqIHDc4r6W3ykHLW4e7J/8DRQuEu3nL7aR/e1qXceIpacWxoaq7tkskpICBA+A52ho6Cb8HbR+VYJmeHlXuxmCxZVi47r65FG2sYe+6KhxNbnR6iRHT0ph4Rg4p2ZEXbOISjVx5z2z2rKmk8POKLiMnMc3MlLNzmbAgG51hcMIiXpefwlUV7F5VgavdQ84SeOHejUxckMuUs/MwDfK+iRGjvwzIMKmoqOCdd96hrKwMr7e37OXDDz88JAP7KtL88iuB0K1w/lJVxXPoEO7Cwj75EKcyQq9Hl9z/PAJJCL6bn8EPi8pDtwESdDJXZfbtf8zY0RwGSjJz+NfF17BhyoyuquOyorBo+0a++dZLZLY0YRheEHYstX/6M47Va+Dss0PXaNHrSbrxBhKWhq5dorS04Ny2DfuKlWFlVTZOnMb/u+ZWalLTkY9UdeaJMtJs5E/j8pjXw9Mgi+hfPloITQtVksmv6RuiYrfE8fHc07sVufpBml7Ht4elc3teGkIIZifG9buPoaay8nmiWbLWx/lJGt1K86HEkAnwqhDUpOXwhikZz/4y/jmpAAjIH0dTB0cGKj39EzzQNIW9+/4PTVNDnENg2779P2Lhgg1IkuGY/TXcu3dj370b4uNx7dqFbubML8VCx/Fk2nkXRm2YzLn4ygEfxzg6CV1mHP669rAeOevpuSQuySfhzDychfUozR6EXsI0NhlDTjz1/9wd+TaWBG2fleEta+tOGD/GlvWW22n4127S75yGGGB9Cm+lg/q/7wrIHw8FKiitHlo/KCbpyjG0rSzFvqo8YJxFu1qvgr/Fgz7VjH11dKF3SqsXz5GWfssXDxSDScfkM3OZfObAQ8gMZh0zluYz/dxheN0KAtCb5CH5PbscXt7803Zaap0BcUZd53YfWz8oYd+GapbcOoGsUTakE2DMxYgBAzBMPv30U5YvX87w4cMpKipi0qRJlJSUoGkaM2bMOB5j/Mrg3r07uiBOIXDv2/elMkwGw/VZyRz5/+yddZwd1fnGv2fm+rq7xt0dCAmE4G7BIbSFGqVIS38UKxTaUqCGFCsanGDBCRJiEE82usm6+967e23m/P64NyvZa7sRoN3n8+FDdubMmTP3zp05z3nf93k6nDxSXt9VDbAfKhBlUFgyYQjxxr63qzEzk7LTzuSn80/HZTR1kRIATVX5cvJM1o0azz//chvTFy0KOgattZWWJUvCK1F5PFRd/2vce/eiNbfQ/sUX6G43ltxcYk4+mc6NG2lftixsdGbFhKnc9uPru8/fY9++ThfnbdzDSxOGcFSCr1B1SPwQbAYbHd6OkP1KFDzmEQF2+NLSphb1VZfaMmRExDUlFkVwZmoCk2JtFFrNzIqPxqAIpJQ41q6leckSnJt857BMmEDiRYuwTp16RCfFHR0lhCMlrnYjrftiMNo8mGLduFv3T+67ZNmQCJrjklh64sXoQvBOfQtb2zsYG2MjWlWDWjj0hA4B07hCoaFhOW53OIM8icfTTF39h6Snnda1tWPDBmruvAvXjh1oFgvceQdli6/GkplG+u13Ej1zZr/G8t+EIZOnkzFsBNW7QxcljztuIan5hQM+j1AEKVeOof7xLXgbOnvv9N80timpxB7nE81QLAaiD/DZ0J1eXMUt4U+mS1x7WkITGB081Q46NtURNbVvvVM4SClpemWnj5QcygwfHTo21mPMiPKREoiclAAIcG5rwDg3B09F5FEcb1MEqb/fQwghMFv7vgN1TWffpga2fF5BQ6UdIQQZQ+MYd2w22SMSQj57P36qiJa6joDrZ1KCo9nF0gc2YIszMe7YbCYen4PB+P2Sfh/Efx/6vXxyyy23cMMNN7B161YsFguvv/465eXlzJ07l/POG/gq0/8EIl1xiES8/L8IQghuH5rFSxMKmZcU03VTJhhUfpqbyufTRjIpNnB6mCYlt5x6AS6jKeCKv6aqOKw27v7pTcSceGLQMbR/8klXjUwkqP/HP7lZjWHezfcw946HOO3My/jrmo2Uf/JZWFLiNhj502XXIAW9iNR+6Pjez7/cXobmvxdsRhtnZp+EEubFLdDpjFnQe6Pfp+Ta154PmJ7mMkauXZ9mMvLQqFwuz0rm6MQYHynxeKi68UbKLrucmi9X8H5WPi+NGMfrzQ62/uRaqm686aBlkvuDAyMIPeF1Kuz7MIvtLw6hanUq9VvScLf6Us4UczfNaI1O4PNZJ/Hc2dfisPnIoSrg+WpfzdGC5NhIylMAOD6pf+pmLS1r/QX6oSGEgZaWb7r+7vj2W8ouuxzXrl2+DT2+a3dJKWVXXUnpm3f7IzEDg1vXu+7JHxoUVeWc391F9qixQVoIJp98Bif8+BcHfS41zkzqLyYRf8YQDKk237PfoGDMicUyKhG9w0vTSztwfFuL9PRdrNKd/axCDveVCLCvqu5fn364y9p9SlmH42vXJe3Lg0fLw8G5t5Xaf6z3yTNHigFch5QSd6Wdjs31vhqejiP3PAsFt9PL0gc38MG/t1K1uwWXw4vT7qFkcyNvP7SRT/6zPWi9SFOVg/KipoiMIDta3ax5ey9vPbgBzyHwaBnEIEKh3xGT7du3s2TJEt/BBgOdnZ1ER0dz1113ccYZZ3Dttdce8kH+t8A6YQId69ZHFDWxjB3X7/6llLj37MHb2IgaG4t55MhDagp3uHFsYizHJsaiS4lbl135/KHwWWMbVTpd6maBoKkqu9Iy2eTWmBzEZ8tb3xCyjwOhC0FaQ11XpKEuIYmnTjufN49dyIMP3k1ubVXQYz+fPAO7LXTKkw5UuTwsb2rvmtievyOBTzuhPk6iByK5EpxRs9GMo3tNSg1eL9cveZJ561cHPFdmQ7jVeR9UoNDWt26k5o9/pPHDj3ji7It5a+4CXCYzQteRioLR4+Hkr5fz2z/9iYJbb43oPAeLxMSjqKtbhjygJkdzK+x5Ow9nixnwKf/ILndsgddtoDSrkKULF+E19b1RNAl7HL7V1jNTE7hjTxXtXi0oQVHxkZIcS/9My3zjjmwRQ0rfhExqGpU33exTyAuQhiikQCJpv/t5thU0MGbCAwgR2bOhxePluapGnq5soMqfljYt1sbi7BROT40PKIf8fYXZFsX5t99L9e6dbPzoPepL96EoKjljxjHr3EWYbVHUFO9m0yfvU1u8GyEUskaNZsLxJ5OU3T+jS8WsEj0rk+hZmehujaaXd+Lc1ohnf7qSgM7NDbS8t5eki0b2Si9SrIZDJzmMrx9vXehoazC4iluCO7wfAvSLVPSEBNfO5n77hRjTI6+BBOgsaqT1wxIfOdsPVWCbnEr8SQUotu+uBuOjJ7dRU9wK9F7P3K/itWtNDVFxJmafPbTPsXvW1yEUIneol1C7r41Vr+/hmEUBovKDGMQhQr+JSVRUFC6/bGpmZibFxcWMGTMGgIaGhkM7uv8yxJ9/vk8mOBQUBfOIEVjHBVvVC4zWd96l4bHHcO/Z07XNmJlJ4lVXkXDRoh8UQVGEwBKB3j3Ax41tERUhGwR83NDG5NjAhECJjQleVxKovZRM3rWN5zjXt0EIpBC0RMdy43W/47nbr8ccJEqweehIVM2LFsaV3SBgTYu9i5iYi/bxhxU6j5ws2DAEhARFgqaA0Qsnfys5umgn7815n6L8ApxGhezqEo5Zt5J5RcVBzzO8bC/5VeWUpmcFjODshwZcmpnUa5unto7GV17l9h9fz+qxk7qO3/9/j9HIO8ccT+nu7bxeU0tU+sAUcTrb2yj6cjkN5aUIRZA5fBQjZh+Nomq0tW1B111YrTnYbAVkZ19Kbe07ffqo35zoIyVB6kkUKSmoLGZ4yQ6Khk8M2MbsJ4RWVeGpsflctHkvXr2vE4kKZFlM3D8y+GRWSkm7y4sAos2GrpQLW9SQLsIRClJqREX5fHAcK1bgrQ69Ii6kQHVA00fvUZE0iZycy8Oeo6zTxVkb9lDt8vSal65r6+CbolLeqWvh0TH5GH9A+edCCDKHjyRz+Mhe2zWvl/f/9QBFX36GUFSk7vtW68v2seH9d5h2+jkcfdEV/U5LlLqk8fntuHb7i7r3r2Dv/5/TS8N/tpHy4/FdKlOKWcUyOgnn9sbQhKA/5GWABFJqPfRsv4/o57CMqZETE8e3NTS/trsv+dEkHetqce9rI/WnE74TctJQYad0S2PYdps/K2fKiXmYDxijy+FBCN+CRaSQEoq+rmbGmUMCppUNYhCHAv2+s2bOnMnXX3/N6NGjOeWUU7jhhhvYsmULb7zxBjP/h/OXI4EpJ4ekH/+YxsceC9xAURCqSvptv+9Xv/V//wcNDz/c58Xjqaqi9u67cW7bSsYf//hfWfzaqeuRZb55NVqLi6EwI+DumPnzqb37nojPKyAg8dBVlfqEJJZPmcWJqwO7TGuqSiTLfAKBt+fFCUF8B9zyqk5tPKwbKug0QWI7zNglsbkAavnJmy+yOz2RYr8SVKdBUhUXRUarI+BZBbD4rZf5/bU3dqV99YGUmFWFBrcXl65j9hOP1rff4pNpc1g1fkrQ69AVhU3DR/PEl6u57vwzwl5379NK1i59lZWvvYiuaQihIARs+3IZRdt+T/KoViTdcpxxcVMoLLye3NyrKSt7orsfHRqKEkK6vIMvEjZ5y6qAxERAV80PwJyEGN6dPIw/76vhk8a2rte7RRFcmJHETfnpJAWQw253enh+dRnPriqhutUXgclNtHH57Hwump5Letpp7N59D7oeOhdeCAMZ6WcC0PHNN2Aw9JIfDwSpSMy7BWXlT5GdfWnIqIkmJRdt3kvNAaQEuufKyxpauW9fNb8fkhnyvD8ELH/6MYq+Wg7QRUp8//Zd7Tdvv47ZFsWMs87vV7/O4hZcu0IoTUlAl7S+v4/Ua7rrCmOOycZZFGbiKQCDAuGc0hUwFwzMMNWYYu1f7UekEKDGm9GaXeHbHiKY8mMjJhHeVhfNr+/2/RHo8nXwNnXS8t5eEs878hGEHauqu6SHQ0HzSvasq2PM0Vm9tluijT1U/yKH5tUp29bIsKmHX3Z5EP+b6Pcy+gMPPMCMGTMAuOOOO1iwYAEvv/wyeXl5PPlkmGjAIEj51XWk/Oo6hMnkmwAaDL7/AENqKrlPP4Vt0qSI+3OsXu0jJRC0NqX1zaW0Ln3roMf+fUS2ObI0GU0IbG+8Rt0DDwbcb0xPJ2bhCT6PkgjgVRRK0rMC7hO6zoczjwl6bH51BXoEJNEjJcOjulOKekbR0lp8EZJzVkrmbdlPSnxQgNYeUr26onDfpT9h6dwT8CoKmhB4VBWvXzpYAkdtXseNzz2GouuIHpOyrntKCNy65OZdFZy5fg9tfmNMT2Ulbxy7EBEu2iQlz0cn9ftFuOaNl1nx0rPoXi9I6Zswqm6GnV5K4oi6XqQEoLV1Axs2XEZszHiGDbsVo9Gn5OZuN+LtDL8Oo0hJen1lwOsxBnCwHxdj47nxhayfPZrXJg5h6aShbJ0zlvuGZwckJfXtLs7419f85cMdNLW2MUKUMVKU0dDUxN3vFnHeYytxeCwUFl7f59gDkZ//M4xGH/mUnn6kw3jB6azAbu9bBO7RJW/VNXPW+t2M+GoLezpcAX3p90MCT1bUY4/QKPX7irb6OjZ98n7Y+r7Vb7yEuzPylChPQydNL2wP31CCu6QNT490K3NeLAnnDveRjwMfS4rvv8QLRxI9IyP8OocO0bMHRh6tY5IRlgEWPAvf4kKNR2el3cuyVg/vt3pYbfdS69GJOzkfYTpy0fzYeZGn4znWRFCT4y/g/y5qTuzNzrCkBHxiDPYA5G/Y1LTI07gOgLtz0CF+EIcP/Y6YFBZ2q5XYbDYe3j8pHkREEEKQfM01JFx0Ea3vvot7XwnCYMA2YzrRRx+N6Kdka9Ozz4WXIBaCpv/8h7gzz/ivi5pckJHIg6W1Ydupus7xa1fSuPxDrBMnEDN/fp82GXfeSccVV0Z0XoOu895RxwXcJxWFhvgAcpSqSvS8Y7n21pt4Ykd12PSzKFXh9NT4rr/jzj6bugcfCr0qLgQdBpWGmG4n4K+mL2DL6KlsGTON5046i+O/WUFqUyMuk5naxCR+9dLTSCk5ZeXnTN2+hZt/8VvK0rMQUvoDDL57Zv9wN7d38LOiUp4bX4jbGsWuvPAKRlJRKLdGU+/2kmqObMXS0dLMytde7LM9c0YdlkQXgRf7dUCwregG5sxZQXbWJTQ1raChYjfbeTui8wrwXXuPvwEeGJlDQgBlOIAMs4mMCEjyT19YR3tjDb9Tl3Khupxo4YuKdEgTr2pzeazqDG561cpjly5G113s3ftQj+sCX5KYTn7etRTk/7yrX1NBQWSKfxK86b4r83p7+z60eLxctHkv69s6+lVS4NQlHzW2cXYQr5YfArZ+/jFCUbqiI8HgdbvZsfIrxh+3MGyf3mYn9Y9sRPajkN1b19Er1ShqShrGjCjsK6vo2FgPXh1hVLBNTiV6dibGtCgsQ+Nxbm/E2+wM+qVZJ6VgDuMSHwzCqBC3MJ+Wt4KngwaCaWgc3k4vX+9spc4reyWD1XkltXaN2q9rmDE1nc5VVeFTsvy/dzXRDPWRC5X0RPtXlUhdYhmZGPZd6NzRFFmamCZx7W3FOjZ5QGMaKFRDZIRO6hJDAPIXn2Yjf3wSpVsb+01QbHHfjUfVIP43MCBi8s0335CUlBS+8SCCQo2NJfGiiw6qD6nr2L/4IvyEREpcO3firavHmJYauu0PDPlWM2enJrC0rjnoREroOmd+/iFxjnZQFJr+80xAYqLGxpL71FNs/+LzkOfUhGDtmIlsKxwWuIGUxHQEcAXXNJKuvBJbehrXder8tSQ0obqlMIOoHkTVkJBA6o03UHffnwIfIISPhB53DKK2HKnrOE0W1o2f3ZWe1RwXz6vHn9rrMLstmt89/S8UJG6DSmJjBcd98TrJLfVIoDY5k/XjZrJ96AR0VUXDV9vzVXM7w46aA/2YI3j6ETHZuvzjPivYqkkjcURrEFKyHxIpNaqqXqYg/2ckJ88jLnY2RvNHeFyh06Mk0BKb2EvhLd9q4o6hWSxMjot47IGwuaKF8pI9LDXdQZpoxiC671ibcHOx+iknq2s5d/sdlDWNoiD/Z2RknENV1Su0tW4EICZ2LFmZF2Kx9F79jj31FGrvvRfpCpMWI6Bzpu+8ZnP3s0BKyVVb97Gpzbdi3595igLUu78fKkUDRUtNZIpVimqgpTaytq0flqD3d2U5wGTZlBlN4rnDSThnmE+BQRW9JtWKzUjKtRNofmM3zqImP7P2FdgLo0L0nCxiT8gb8KKU1u72RXL64zECmHNj2VjuoF7zHdPzyP3/3repAavNyJi8WNylbQHdzRGCpEtHYRgay8Zly1ATLGgDJCauvS249rRgm5ZOwllDQxotSnfkv4JD5u/SDxjNkS9i2mICL5ocf8Volj64gYYKe8S1OmabgdxR/fcs+1/EG6UPYjEe2foj5xFUwDxc6DcxKSkpQYtkZW4Qhx3S44lsldQPPdBk+b8Afx2ZQ5vHwyfNdlRN89dw0FVgftw3X3PNm/6Vd12nY+1atLY21Ni+OddqlG+1Mu2W39Lwh7tB15HSt9rnVRQMus7aMRO56+pfBi0mFVJy7LoDFLBUFduUKVj9Xj835qfjlfD30loE3RNBBd+7+HdDMrk6O6VP30lXXIEwGKn761+RnZ1daYB4vaiJiWTe+0eGTJtK4313ULmjiJ1Dx6EFcHvvieVTZ/HNmPHMqdjHkDUfcPyKd7uvBUhtrObk5W8wducGXj/pUrx+eeHzNhZzVXoWCcVlNEfFBOm9GxZFkBIgvSkY6vYV93lXRmc6UNRI3qA69fUfU5D/MwCMJjNj5y1g40fvhVwVF0Iw95QzGDMyB6+UDLNZmBEXdUgije9squKfpn/2ISX7YRA6CbKdfxsf4N1NR/Oz+cOwmNMpLPhl2L7V6GiSf/4z6v8a3OBWIrEv0NFjFGKiR2GzFXTtW9fWwcqWgT0fdCDOcGi8DaTU8XrbEUJBVaOPWIRXNRqJpO5LSokageeP5vDQubmhfwxPgCkn+O9ICOFTxAgANdpE8mVj8DY5ce5oQnd5UWPNWMckoVgGXqTsbXFS9/AmdLu736pc7SuqKK5zhp7vSti+qpppf5iFZVM99pVV6A7/xEqAZUQiscflYsqJweOfcFlHJmHfFd7lPSD819DxTQ3GZCsxc4MbHxqSLXgbOyOasKsJQeQeDyPcrshJ76bPynG0uhk1J4OoHtEOs83I2TdNoWhFFZs/K6e9pTNELz5MOiEXdYBGnYMYRCQY0BPrvy0d6IcKYTKhxMSgt0dgLqUoGJKPbKj5SMGqKjydn8yLd93Km3MXsCuvECElY4t3ceYXHzFh9/Y+Uw7dbg9ITPYj/pxzSDjuOJpffZXiz7+kss1BaXom7x59HEUFw4Ir3EiJ2ePmxFVf+P72p9lZx48n+5//6PrtCCG4pTCDyzKTeL6qkS32ThRgcqyNizKSQqY7JV5yMfFnnUnb++/j2r0bFBXrpInEzJ+P8BOV835/DztXrWDDrnIUXQ/r6m63RhG3fS1WR2ufz0rxRy2yq0tY8NXbvD//3K59T9c0M8NsZHWwovke0KVPPS1i8Vwh+mgBKcbIV2w1rfdEe9oZ57Dj6y9wOuwByYlQFBLSM5l74smYLNY++yOBrmnsXf8N2778FHtTI5aoaIbNmMOoo+ZiaSxiqhLa3M8gdEaIclbVrAWCROSCIOnqq/Ham2j693/o+alJxfdvx3E67af5FjLy83/a69iXqptQhW9Bvr8wCsGCpIOLJnk8LZRXPEtFxfN4PL6Cb5utkJzsy8nMPA9FObypI3njJvoidGEgdY28ceGNbz3Vjv4VjCtgHZ2MGts/aekDYUi0DLiWJBCaXtwxIFICgFsj3SSocof+HIwCypfuIUnTUWNNGNJtWEYmYpuQgiHWjKe+g5Zl+3A22iEW0CTCrCLd2kEJhbV/UU70nExEkJSoqGkZOHeEEC3ww5BsxZQbfmHmUKM/6VeNlQ6aqvay9t29TDw+lxmnF1Kxo5mmKgeK6jNkHD8vm9qyVtZs/KLP8ftlhUfPyWDyCXmH8CoGMYi+GBAxmTp1KmqQic7evXsPakCDiBxCCOLPPZemZ58NHTlRVWKOPx415sg/PI8UDDExzNiznelFm8I3VlXU+PjwfaakkPLTn6Jc/WPOW7ktfBqSlBiRPLj9W5IS45Ex0ZiHDiXhokVEz53bRRp6Isti4jdBlMJCQdhsVJ54Co3zvcQbVcZGW3stGKgGI6OPnseM3FqW7w2fepJaX0VeVejfriIlo3dv4qvpJ9BhjeL4tSsYVl7CE6edF3QltyfcUrK0tpmLMiNLA00fOpxda77u3Yc90rC4gsXSu9A1JjGZC+/6M2/+6U5aaqpRFBVd11BUFV3TSCscypk3/X7ApKS1rpbX772N5qrK7noFISjZtJ6vXniaCRPi8UolYLSkJzxSZaL9K+Difp1fCEH69b/BeNJE9j72a9Qy33k6jtHpnOVGT1NBwpAhN5Oa2ttstMLpHhApUYDz0hMCFvpHis7OStatvxCXq4aeM+COjn3s3HUHNbXvMmniU6hq//wn+oNhM2ZjjYnFaW8PKtAgFIXEzCyyRo4J32E/RR4Uq5G4UwrCNwyA5hoHTdUOFEWQmh/ba0X8YOCutOMui9xR/UBIwCxCywxnGAVTbCrKnpbujFAF3MWtdG6ow5Bs9UWeFNCEhOnQ+sE+VEX1L4TIAZMTvcOLs7gF64jAaUmWkYkYM6Pw1DhCErODSZM7GCRmRCFE5LealICEDR+VseWLSrwurZcKdHJONMdc5FsMmXF6IUVfVtPW6ERRBNkjEhg3L5u8sUmDC9ODOOwY0NvkhhtuIC7u4FbIBnFokHjJxTS//DLS6Qzsw+F/iCRdffURHllgSE1Dt9sRViuK6eBWB3tCqCqxp59O65tvhiVpljFjutS5LKNHE3vySUiXi/bPluNqaYHEBLS2Noz+Oqokk4Grs5N5tLw+5Dswx2LimfGFjJ4/Ga7/eYiWA4eUkiU1TfyztI69nd31BHkWEz/NTeWyzN4vjuOTYrknAmIyevcmNKGgRrAMN7J4M99OOIozvvyY0SXFGL1eHlp0VdiIiQA+bGiNmJiMmXscK5Y8i651pyw4qq242o2Yoj1hTqeTlXlBn62Jmdlc9eBjlGxaz641X+O024mKT2DUUceSOWLUgF+6rg4Hr9x1C+2NPi+nroiMf9bg6ujAUlaMHh2JTLRkSOzAc9aTRi4k6t5PKCtbAtuh/XQNVTWTmryA7JzLiI/rK+0cZVD67aGnAJNibfxhWGB1ukggpc6mzVfjdtcGOLvvs2ttXcfOnXcwevSfB3yecFANRk657mbeuPf2rvTNnhCKgsFk4uRf3BTRPWJMj4rY+kNYVVJ/NhFDP9OBqotbWfXGHqr9Bnu+ccKQSanMPmcoMYkHl17Uua3hoIwVBRAdwo8qSRVMtam+MpKeO/zn81Q58FQ5urf1XAv1yyMbc2PwlLcPnJy0B8/HF6og+aqxNDy11TeOnt+nf8Dxpw/BNr5vyu2RwKjZGXzz7r4BHet1+d+RPT63hnI77/xtI2nzYPy8bKacUOBLYx4kIoM4wug3MRFCcOGFF5Ka+t9VRP1DhTEri9zH/035j3+C3tnZm5z4i6Gj583D/vnnoHmxTJjwnTxo3KWlND37HC1vvOGrjRAC26xZJF1+GdFz5x6ScyRdfhmtS5cSchlJ03Bu3oyzqMj3t9dL9W23+dprGprVCnfcTvGJJ5F4+mmk3XwzitnM/xVm0uTx8nJNc6+UFxWf8eBxiTE8ObYgIrd6AN3lwrVjB7rLhSknB2NG+KiJlJI7iqt4rLy+T7pVmdPNb3ZVsM3eyb15KTg3bUbvcFCQkcHMWBvftHeEXBGP6rQjIni7S6EQ42hjeGkxo0p8Kj0ukzmidDEJtLkiL1q1xcYx95IrWf7M4z22Cmq+TSZvXnCyJYSKzVpAcnJfgQPwTTILJk2lYNLUiMcSClLX+frl52mrrwveRuroTg9qdPhZnhCCmOSBT/YBLJYMCgp+wfbtyzjm6A2YTKFX0RckxfJefWvINj2RaTayODuFq7KSsUZ4zwdCc/MqHI5dYVrp1NQuZciQmzCbD98kMG/cRM6/7V4+f/YJaop7jyl71FjmX/FjknPzI+pLjTFhGZPk8yEJ85UnXjASQz9JRFlRI+/9c3MfAiV1KN5QT+WuZs79zVRikwcW/QPwOjzo+gA8BfaPBYgPcfAoq2/ngN9HwlegnvKLidT/feOAulCsoZ9ZarSJ1J9Nwrm9EfuaGryNnQiDgmVkItEz0jEkDfzzPRhIKWmt7yQxK5rGCvsh69frL+Lff18NkpJBfBfoNzEZiCHPIA4vbFOmMOTDD2h57TVa3nwTb0Ojz4m8owOkxP7F59iXL6fhX//CPHIkWX+9H/OQIUdsfI7Vayi/5prexfpS0rF6NR0rV5K4+CpSb7zxoB+C5mHDyP7736i87le+FeuekRNF6U3aekru9vy3v410u2lZ8hLufSWk/PxntLz2Otft3Mm87HzePuZ4NqVmgqoyIcbGlVnJHJUQWaGu7nDQ8OijNL/0cndtkBBEzZlNys9/jnXixKDHftzYxmPl9b7xHbBPAkaPG+MjD7N9xSeo9u6X1Z+GDeMvC87g/fFTgpITp8mCjGCJV0gdIeHOfz/URY5SmxvCkhIAoWs4N39LS248UYmRRU0mn3wGisHIly88jcfZiaIaaC1OosrmJXNGPb2XdH3/tlrzmTjpGRTl8KqhSCnZ+vnHrHnjFVrrasK239GSzNHJ4Vc4VTSYcOGAxuNy1SClB5Mplf1LzKFMFPfjjNQE7thTRZtXCzqPVoEZ8VH8bVQeWWYjyiGYtNTWvosQKlKGFvGQUqe+/kOysy856HOGQtbI0Vz8xweoL91Hfek+X3rc0OEkZPSfKMYtzMe1uyV4LYQA87AELP2U8fW4NT58fCu6DJzGJHWJ0+Hh02e2c9YNkyPqU3d6cZe3IzWJIcmCMcVG8Y5mMiKoHQsGAcQbFISi9amHiFIgKUK526CQ4K1x4K2J3Fem1/hMCuah4T97oQqsY5OPuBxwMLQ3OVn28GYaKuwhVcUOBvVldrKGDipvDeK7Qb+JydNPPz2YxvU9hCE5meRrriH5mmuovusPtLzYw/+hh/maa/duSi5cRMGrr2DKzz/s4/LW11N+7bW+VLMD4ScBTU8+hXnIUOLPPuugzxczfz4FS9+k9r77cKxc1U1OwhkABoKu07FyJaUrV3YVsY/Yto2bPvYZsaX8+nqSf/SjiLvT7A5KL7sM144dvccjJY6Vq3CsXkP2P/5OzLx5AY//d3l9V4TmQBg9bv7893sZX7yzq1i96zL27OGG3fcza/G13DltLu4Aiwu7CscweduasNegSMniZe+S3tRdFDp783qiOjtwWEPXAEhFZdSW1by57WsuvvehsOfaj4knnMyYufPZuWoFDeWlKIpC5vBRpA6Poap6CQ2Nn6PrLmzWfLKyFpGaegqqevh19le89Cxrl74acft2r4Wi1lRGxzcggkz/pVDx5BxFZaUdY/1W0oYOwxgm2qHrbioqX6C8/BmcznIAFMVMasq5QN+0rUCwqgpPjS1g0eZivLrsc4+pQKbFxKOj8yP2oYkEbk9TWFICviiY29N0yM4bDil5BaTkDazmYz+MKTZSfjKexueKfO7mSg/ir4N1fAqJ5w7r9+Ry9ze1uDvDEDkdqna30FTtIDEjKmg7vcND60elOL6thR6St0pGFBWVDjKiDk5tTQFMFgNup7cXOYk6hBNqb3NoCfCAEBA1IwOlH5K73wc47R7evH899hZfGm8kBosDQU1x6yAxGcR3hn4Tk8svv/xwjGMQhwidW7f1JiUHQtPQOzqo/fNfyHn4X/3u37VnD659+xBGI9YJEzAkhF5xan711cCk5ADU//OfxJ115kFHTfSODmru+gMda9ZE7OIeEXpGX/ykov6vD6DGxJBwYWSr23V/+XNfUtKzTymp/NX1DP18eZ/P1anprGgJHrK/+IO3ApISoCutbfZTj7L+lAV8GJfKDbvKezUpzyygISGVxJYGlCB1JkJKkto7yexBSgBMXg8Xf7CUf58V3JdH6BpZNeVkVpfQBJQXbQnatvfQJZpmR6gKHRNnsj5/LB5dMsRm5pToeEaOvLv3AZXr4LM/grMVotNg3HmQPDSic/UH5ds294uU7McnNUMZNroAU9UapFAQ/s96/78btERe+tiN+8PbATBZbUxYcBKzzl2E0dw33UfTXGzadBXNLb1Jpa67qKl9E5hCe/s2EhMnhh3b7IRo3p08jPv2VvNZU3vXYrxFEZyfnsjNBRkkH0SReyAYjfEIVPpSod6QUsNojD+k5z4SMGVGk37TNJy7m3Fub0K6NdR4M1GT0zAMMM2qbFtjZPUrwtc2GDHRHB7qH9mEt6mzT7qZVu1gWpRKg1eSbBh4So8h1cp5l45mzdv7KF5Xh75/In0IiUn7FxUIi9ovI0tTQRxxC/MP2RiOFDYvL/c5vh/mxBWX84fvhTGIHy76/ZZJSEgI+ZBqajpyq1qD6IvmF18M7wSvadiXL8dTU4MxPT2ifh1r1lL3wAM4N/VQvTIYiD3lZNJuvBFDSuDc79alb0UkG+KtqsJZVIR1TASKNyFQfdvtdHzzje+PgURJ+om6Bx8i/uyzEWEK+bXWVlrfXBp6TFIi3W5a31xK0lW9Heg7Qxxn8Ho584uPApOSnlAUvK+9ysW33caz1Q1sae/sno8IwZsnXsyipY9j63SgHDjrkRKry8OE8sB1FBd+9A4NcQm8Mf8kFF1D93unCF1HKgppDdWc+eELvkJXRfWpbWXkBx2qx9NCRcVzVFS+gNvtS18rJ4d14mRWcBwuVH67q4LfFmawOCsZ0VYJr1zmIyaKoWvMfHEfjDgFznoULMHloXuiubqSjR++R9FXy3E67JhtNkYddSwTF55KUpZP6Wv9+28jFBWp98/TyRSXjOHKJ2D724i1j0HVBgCctlw+32VgZ3sqmt79fHV3dvDtu29SXrSF82/7Yx9yUlz8Z5pb1hJolro/ErFl6884as6nqGr4OoZxMTZemDCESqeb4g4XBiEYF2Ml5hD5lByItNRTqa5+LYKWgtSU8G7r30cIRWAdkRhU/am/8Lr1yIrqhcDrCf7caHm3OCApgW7ek2gQ1HslqUaBLmVX+l6kRdGGZCvRVgMnLB5D5/nDaKr2FbMnJFloenB9ryjNgOHWI659V2KMxByTTfSs4DLBB0LqkoodzVQVt1C7r80nsevVybKqZObGkDEmkdhJaSjWQ0vaD4SuS7Z+UXnYSQlAVOygs/sgvjv0+5f04IMPIoRASsm1117LXXfdNVgI/z1Cx/r1kZkuSolz69YuYiK9XtqXL6dt2TK0xibUxERiTz6JmPnzsX/xBRW/CGDy5vXS9u57dKxdS/7LL2MMcB94GxoiHnvrO+8eFDFxV1TS9t57/ZbqPBjora20L/+c2IUnhGznWLUa6Y6g8FtK2j/+uA8xiTWoWBUlIEEZVraPOEcEBZCaRvsnn5J+2238YWgWZ2/cA7J7XiKFQFNUBBJJD6Uc/+eZ29iG2Rv43hLAz199lqElRbx71HGUZg1BVxSSmuuYtG0Nw/YVoe6v39E1XA5HUDu7YPKxWVRwpXyM6azkfm7Brpm5dXclmr2en7x/HrT5C+L1A4zHdn0Az58NV7wHhtAv3N3frOLdB/+ElHqXspbL4WDTx++z+ZMPOPkXNzFi1lHs27Cu36RECMGkhaeiGM0w/jzff0BrXQ1PXvfjoMaPUtep3buHr195gWMvXdy13ettp7JqCeGqqz2eZmpr3yUz89yQ7Xoiy2Iiy3LoVPOCITFxDjbbUDo794VI6VJISzsNszntsI8nEtTu3cPO1StwOezYYuMYOvOoI3r+2GQrQhFh03ikLokLEpXR7G46N4U2gBRCoEhJvVdS6vZSYFJI8M8Y2jVJtOpL1QpVa+QsaqJ6x1pij8slZn4OWf56GunVMefH4trTEvIaDiWiZmcQf+qQfqXO7d1Yz4pXdtHe5EudUoFxVpUck0C4vcg9zbTvacb+3j6iZ2YQd1JBxISnv3DaPXTaj0wko2D896OeZhD/m+g3Mbniiiu6/v2LX/yCc845h8LCwkM5pkEcDPoRJeiaeO3bR/mPf4KnvLy7SFxRaP/gAwwZGWhNTb7JaaAJv6bhraml4ue/IP+lJYgD0qeEwRDxalb7Rx+R/tvfRDz+A9H27ruhFbkOB1QVd2lp2GZ6R+QFmrq9L8lQheCCjESeq2roU8Budbv6tA/ad6fP2Xd6fDRLxg/hJ0UlNHk0LF4357/zNDEd7X0Jg3/isSMrmSi3h7S2INciBIbORk75LPQKuKKoWKJjCDRqn3zs4oDysfujOKPZyqU8zVNcA4C24m/ItmpEsImt1KDiG9j8Cky+NOi46stKePfB+9ADEHup+1Zl3/v7n4lLSUXz9m+CIBSFtIKhTDnljD77Nn3yQdjjpa6z+ZMPmHP+xV1Rk8bGL9D1SL57QW1d/4jJkYIQChMnPO4novX0/s59911s7HhGjvjDdzK+nrA3NfLOQ/dRtXM7QlH9jxrJmrffYMj5V+ByODBG4I90sBg1J4Mtn1eEbWeyqBRMCDzBdO1pidgAMt0oWGHXqfL0/l3EKDAjykCUCrr0SWcEjKLokraPfc/I2ONy8TZ2Uv/kVrSmAdSGRABhNSA7uxcnDEkWYubnEjWlf8R29ze1fPTktq6/FWBWtEqiKrqNcvfv1CT2r6vwNnaSdNmYw1KUrvSzz5hEM+1NLoQiEAL0fhgVWQ/S6HMQgzgYHB5qP4jvDJYxY3ypXJG0HTECb0MDpZdehqeqyrdxP7Hx/99bU4N0uUJP9qXEuXkzxSeeiLusrNcu87DI8/u9NTVodkf4hsGOb2gYsILMgCElwhS+GNiYHuFLUVEwZgZ2bv5xdgpGIfr8aGsjVLhCCIxZ3X0fnRjDxtljeHR0HpfU7yWuvTlofQkAUrI7LXg6SvQFF+A1hl/r0HWN4TPnBNzX1PQ1DsfukAXRCpK5fEa0bMOsu7ik+p3gpKTHUax5LGSLde+9FQGnFaxb9hbWmMjSwnyHCMbOW8B5t90TsE5kz9pVQaMlPeFxdlK1c0f33962CAcgKW0u+t4qKlqtuUyf9g75eddgMMR3bbdYshk27P+YPOlFDIbgBdxHAp32dl66/TdU794J+KJ+uqb1+t7e/POdeFyHZ7LdEyk5MRSMTw77qJt6cgEGU+B3gQyR4tUTQgiCvU3adfik3ctqu5cKj8QV5vZq+7QUT0MH9f/egtYS+nNSbAbizxpK3KmFiH4WqMeekEfKj8eTdPloUn8+kbQbp/ablLidXj57bnuvbQVmpRcpCQTnjmY6NgaXDT8YmKMMxCRFJisdl2Llkrtncfp1E5lyYp7P7f2MgsOm4jWIQRxKHDQxGdS5/n4hYdGF4VO5FAXbzJmY8vJoeu55tOam4Mf0YzLjqaik9JJL8TY2dm2LPqYfHiW6jqcsfPQhGJToqCNSV9ILuk7UzJm9N7ndtH34EY1PPkXT8y/g2rcP2/TpQetwDuwv7pyzA+4qtJl5fnwhFkXp9cOtTM1gW8EwtHC/RSmxTunt3WFSFM5MS2D0tm/Cy78KQZvNTFuAFJ+Eyy8n5/bbGH30vJDytEJRSc7NJ3vU2ID7a2vfRojwExEVjWmsJttZS6wWCZnVoXZr0PtD83rZseLzsOlZUtfYuWpFvxSb8sZP4oQf/yKoo3x/JrM925qMkRFSXUJpRzPPb38+4vMcaZhMSQwZcgPHHL2Wo+as5uij1jJ71nJyc648Igpr4bDu3aW0NdSFJJD1pSVs/fyTIzKeBYvHkD3SlxbV8+e2f+I5eWEuExfkBD1ejY/sM9UldIR5BdT5V+It4Sa9Elre3YvW6gqdfSjAmB9L9IwMYo7KIvPWGRjSQyv+dUEB3Brmwjiso5IwZccMaI6ya02Nr5anBwpNEUyXBNhXVvX7fJFACMH4edkEzYHtMYZx87JRFIWcUYnMOL2QWWcNYepJBZyw2BfN6fOI9vc566wjZyMwiEEEQ79Tuc4+u3vS5HQ6ueaaa4iK6l7NeuONNw7NyAYxINimTSNmwQLaP/kkOKnQdVw7d7LvvPNx7d4N2iGazOs63oYGmp55ltRfXw9A/PnnUf/gg5H3cRBEN2bBAhofDb0qfkihqljGjsUyciTgS+tofv4F6v/5D/TWNl/kyq+2ZZs1k4SLL6b+oYdC9mfKyyNmfmBjQICjEmJYPXMUz1c38kpNE00ejXiDStvVP0K9NXQaXFUivFTxEp63qojLyOO43OOYkjYFIQSt9XURr6g7jQZind31Mqm//z1JF/sUuY5bfC0ttTVU7tjGgdJBQihEJyZy1s23BZ0sRCofq6ESS6QRg/BwdTgiTs+SukZybj5lWzeFbwyoaujHbGxKGo7mpog+/5jkbnKblHQMqhqNpoWuL1IEfOswULn1aRaNXIRBObxFugcDIdTDaqI4EOiaxqaPl0UU1drwwTtMWnjqYR+T0axy2i8mUrGjmS1fVNBY6fO0yB6RwNi5WSRnx4Q83jwkHiXWhN4Wuu5NESBGJGLY2tg1URcKGM0GouLMDJmSQo6mo6+tiSg1zL0vgt+sBNf2JjS7GzXahDCqmDKjcTVGsAChgxJ98GlIVbtbemUFWwTYQrjYd0GCp8KO9OqHpdZk7DFZ7P6mlvry9j7eMOB7fabmxTLm6MBR96FTUolPs7Hps3J2r61B80qEAoUTUphwXA7JeVGULYvsuTaIQRwu9PsN1dPD5JJLDq/Z1SD6DyEEmX+9n5rbbqP1rbd9NSP7n649XqxaczNaS8uhr8fQdZpffomUX/4CYTBgSEjAkJqKty58eFvYbL28VXSnE29tra+fjIw+9SsHwjpmDGpKClp9/cFexQEDC1C3oqooNhuZ9/6xa1PDP/9Fw796SDD3iEJ1rP0G565dJFx8Mc0vvNBbOc3fvzE7m9wnn0AYQv8sU81Gfp2fzq/zeyqqjaa+soSGhx/u077TBP88VeGbEQqKLhFNX0HrSp7f/jxD44fyt3l/w2iOfFV6fxE7qooxK4uEHhEeo9nCubfezdblH7Phg3doqvTJEtvi4pm48BQmLjwVa3QMHk9gEuCThA3m1tINBR07MZRb0mlTo8JHTYQCqWOCSkgHi2YEQ86Y8axf9lbYdkJRSCsMvQo5bv4JVO0sCtORICkrh9T87no+VbWSk3MF+/b9MySfb/YKtnQqaNSzoW4D09KnhR33ILphb2rEaW+PqG1zVSVetxtDGJW+QwGhCHJGJ5Izuv9qX0IRxC3Io/n13cEbKWDMiGbq1WOZ6NFpa/DVp8WlWHuliLV+XEpknw5IV4SCERK0Fheqn2TYJqfSvqkWgDKXTrVT4tYlZkWQY1LIMApUIcCgYB0TYWprCOia7FUb2d/1MqnLsIGNgcBgUjnjV5NY/vwO9qyv86sc+oQQJDBkSirzLhmJwRg86pycHc1xl41i3iUj8Ti9GMwqqup7LgZ7Lg9iEEcSAzJYHMT3G4rJROZ995H805/S8uabdG7aTMeqVX0bHqacc721DW9jE8Y0n0pX6s03U3XjjaEPUlXizzkHYTbT/sknNL/6Go5Vq8CvZGVITyPxkktIuOQSFEvwPNuMu+6i4tprD82FCEHcuefQuWED7j3FvXbZZswg/dZbMRf6Unpce/b0JiUHQtPQW1rxNjWS/9ISml54EcdXXyG9Xow5OSQsupC4U09FsUWYstADDW4vDk1DVFX1cbj3KnDv+Sq7/MbV+v50C39UYl/rPi59/1J+NfVM2j4InaoCYNA04v0a98asLPKefqrP92EwGpl4wslMWHAS7s5OpK5jttnCEkuAtNRTqKlZGradRPAt03ErJp7POI1rK18NXWcidZjxk+DXZTJRMGkqJZvWh/wMhKKQPXosQyZPIy41Pazju9R1Rh8dPAIGMGL20ax+/aXQqUJSMuf8S/pEmgoLfsmynf9htNmOLnvbQ+xfwH6ywYyG7ztrcg7KuR92/EDSm6OmpaO1u2n7qNR34+y/YfyBTmN6FMlX+lJ/jGaVpKzogP2Yc2Noj6SQXgKqoI96RxD0jDiYh8TTHu8jKVucGtLr/4x1SZ1XwypgVrSBjGMyUSwHHxFMyIhCbKrvekW6dPBKiSGC71aJMSGMh69812Q1sPBHY5nd5KR4fR1OuwdLtJEhk1OJSYysBgV8xfRm26EzSx3EIA4VBvQL9nq9fP755xQXF3PRRRcRExNDVVUVsbGxREcHfngN4sjDlJtL6nXXUXb11UdcrUqo3Q/m2JNOpHXpUhxffx14DKqKISUFQ1oau+ceGzDi4a2ppe6vD9D20ce+yXBU4GLYmHnHYhk3DufWrcGvV1HAYACPJ+RnIgwGUn/9a9T4eJybNuHaswdUA7bJkzDl5fVq27zkpYj8Y9o//Ij03/2OrL/8OXi7CCCl5K26Fh4rr2dDu08l64lv1jPkgIntylGCHTnBX6aa1Gh1tbIup5aEcPeHlOR1akRPGE/8+ecTe9JJKCEiLUIIzP0kWklJc7Fa83B2VgQ13dNQ+JpjaBUJCKB66rWI9hXQXg2BakSEClmTYfz5Ic895eQz2bfh25BtpK4z5eQzEYrC8Yuv5Y377vCtrIb47J7/3fXMueASJp5wSsAUNqPJzHm/v4dX//B/PqLT47cqFAWp68y/8icMmzG776UJlRXeEaxp38IxMV6GmH3ff5sGq+xG5ijQ5BVMsHoZbtExN75ECXvJyDgHs3lQ5j0SRCcmYY2JpbM9XBqSICEzC4PxhzPZi52fi3V0EvZVVTh3NSO9EkOKlegZGVjHJEWUjmQeloAab/bVjoR6hBgULEPjcO5qCZv2pUQbMaR0PzvaGjpZVe0kdXjg9k4JK506F87OxNvYiePbWryNnQhVwTw0Htv4ZESIKMKBGDUng2+XlXT9rQOlbp0CkxK6Fk9A9KyMw15721rfwdYvKtmzrg6304st1oyuSUbNycB6CFLZBjGI7xL9JialpaWceOKJlJWV4XK5WLBgATExMfz5z3/G6XTy6KOPHo5xDmKA8NTW4vh65UGTEkNONt7y8BKVCIExMxM1qTucLlSV7H/9k5o77qT1LX/6y/4UM03DOmECpvx86u+/P3Tffu+Vmrvv6ZVCdSByHnmY0ksvw11S0vu6/S8Ly+hRJF55JVU33hSSsKX8+tddDuxi3HhaR4zCIASx5r4TD8eqVZH5x+g6nZs2EXP88eHbBoGUkt/tquDpqsZeRfBagIjEB1MUhC6RIQpTNanxQdUn/OuqW1nx5BNdPkV9IATNwwvxXHQ58dNmAdBu30Fr63qk1IiOGkF8/LSDeikLoTJxwpOsW38hbnczPVO6/Bnu7GUoz3E1Arg8M4nbh2VDwYd4X7wYQ+1GpFBBCATSR1SGn+gzWAzjYZI3fiKzz7+Yla+8gBAKskcS9/7PZMZZFzBkynQA8idO4cybb+P9hx/EGWLS6nLY+eypR3E5HMw8+4KAbeJS07j8/n+y4+sv2fzpB7TW1WI0mRkybQYTjj+ZpOzghcwnF57CX7/dwaZOAwoSVYBHCswYmRMPt2R0Emtwo0nQ276muHUFxXsfICf7coYNuyUisYH/ZSiqyoQFJ7Fm6athIoqSySeefsTGdahgTI8i4axhAz5eKIKEc4bR8NTWkI70CWcMQU204NzRHKZDfAaIPWo6NnxUFtIsUgIuj863j21mSLOzu0BcQMeGOlreKSZx0ciITS5jk6yMnZ3O1pXdEdE9Tp1so4IRGZicKKDGmomemRHROQaKXd/U8MnT2wHZVWfi7uxg1dJi1n9YyunXTSQ1rx+qgYMYxPcM/SYm1113HVOnTmXTpk0k9Zh8nnXWWVx99dWHdHCDOHh4q6sPjpQoCrbp08l55GFq//xnWpa8FPaQhEv6ppwoZjOZ9/6RlF9dR9u77+Ktq0eJjibm+OPw1NZScU2E6Ve6Tus775B64w0YkgLnEhuSk8l/9RVaXn6Zpueex1vje7kYc3JIvOQS4s8/D8ViQZhMVN/6e/TWVl8EpQdSb7iBpMsupcLp5uGyOpZUN9LpX+XLNhtZnJ3ClVnJWPyRIek9wNQvBNo//+KgiMmL1U08XeVTPuv5qt4ydCSFlWUYekyeStMISUr2w6W5iJ0ygjOTfs+Kl56joawkYLum6krevv8e5v34DLS4D2hr20j3LEBiteYzfPjvSU46diCXBoDNVsD0ae9SXv40lVUv4vX6MtilMZNtljPYaT2dn9hiWJSRSK7VTFNVJV889yR7N8SSZp7IsJgGzKoXY2IOaWf9H8kT5kV87lnnLCI5J49v3n69SxoWIDmvgBGzjqZw8jQ0rxfVf78UTp7GNY8+wwu/+zX1ZSUhf2tfv/wcI2cfQ3x64ImL0Wxh3PwTGDc/tFnngThz6Jk8sukROj2d6Ohdi9G5Jh+pi/LzVVXQS1igvOI/aFoHI0f+4YiQE7t9JxWVL9DUtBIpvURHDScr+yKSEo8JqeT2fcCUU85ix9df0lpfG5ScpOQXMGbewH/XP2RYhiWQfNVYml/b7YucKN2pVorNQNyphURNTkNKSfScTOxfB1GuEmDKjSHmmOyuTV63xo7VNWHFISSwq6SdwlgDYv8zyX+IdGo0/mcbyVePwzIkPqJrGp9qxWES7HP76kWcEr62e5kZbcAmfN4tin/BQgiBIclK8pVjUQ5jelTVnhY+eaoo8GNGgrvTy1sPbeSiO2YQFffdq9kNYhADQb+JyYoVK/j6668xHVDcl5eXR2Vl5SEb2CAODYS1f0W9QHedgsGAeeRIjDk5NDz8CPFnnIF79x6fu3ygl7OiYBk71idZHATGtDSSFi/uta32L/eHT4PqCa8X+/LlxJ8b3DBOjY4mafFiEq+6Ct3hAARKlK0XYYpdsIDouXNp/+hjOjduBF1HHT6cYnyyy0X2Ts7esId2r9YrqajC5eGu4iqW1bfw0sQhRKkqlhHD8VRWRnQNra+9RtxppxE1Y3pk19sDUkr+VVYXcGHyrWOO55zl4c36QmHIlBkUr1tLQ3lp4Em2lFiTO2nw/gm1rZuQ7EdnZymbNl3NuLH/IjV1Yb/PL6VOQ8NnVFQ8R1v7ZqSEuLipZGacT1ra6Zyg9n7pN5SVsOT2m/E4nSAltc4Yap0+RSJRp6D+5R+c+/t0skaMOuA8MmhkZ9j02QybPpu2hnqqdm6n6MtPKdm8gfqSvaxY8gzWmFgmLjyFaaefg9Fswd7USH3pvrDXJhSFTZ+8z9xLrur35xIKceY4/jH/H/z0k5/i0T1ofvJxWpwbPL3rTnpDUlX9MlXVL2OzDSUn53Iy0s9GVSPPU48EUkr27nuQkpJ/IYTaRY6czioaGj8lPn4mE8Y/hsHw/U0DtkRHc8Gdf+Ldh/5E5Y5tCEXpE1k86+bbMJr+dyeDlmEJpP9mGs7dzbjL2kGXGDOisI7uTgkTQhB3aiFqooX25eXoPZzMhVEhalo6sSfm96rRcLS60Tw6IoLZilv6FmuC0ezWd/diuW5yr22aV2fvhnqKN9ThdHiwxZoZMSMdy65mxtsMFJolpW6dVk0ikOxyamQbBbGqL3oihCB6bjZxC/MPu0/IuvdLQkalpASP08u2r6qYfmrkkuaDGMT3Cf0mJrquowWYfFVUVBATE1qicBBHHuYhQzCkpOANp1SlqsT4J+qemhraP/4YV1ERru3bce3YAVLS+PjjWMaPI2bhCbR/9LGPnOwnFEIQe/LJpN9xR8ji9AMhPR5fYX5/ojpCoLVGJhUrhEANUfekmEzEnXoKcaeeAvhVSZYtw63rXLxpbx9S0jVuYF1bB7ftruSvI3OJv+BC2j+O0MNAVWl88skBEZOdHU72dgZ2+y5Pz+KFhWdw8YfdalFDqmFXluwueg8Cq8FKXmweToedoi8+C/F9SHKPrUZRJYHfjhIQFG2/kaSko1HVyGtMNM3Flq0/pbHxc/Yrc9WRyietY/iyNQX7zq1EqSpnpSVwVVYyI6MsvPf3v9AmBS2J6ai6RmJLA6q/zkTqOhpe3nnwXq7+xxPs/vYzila9gb2tGEOUneSRHWQVHkdO9uXExU3qM56Wmmo+eOTBPkZ6ne1trH79ZfZu+Jbzb/sjVTu39zk24Cen65Rv2+y/1k7a2jah6U6sllyiogrDHB0a09Kn8fJpL/Ofrf/hvb3vkaw6yTFLHBGK7HR0FLNz5++pqnqZSROfxWiMC39QhKioeIaSEp8wRG8paN+/W1rWsmXrL5k08alDds7DgeiERC6880/Ulexl1+oVOO3tWGPjGTbrKFat34jZ9t2aQH4fIBSBdURiyJQpIQQxc7KInpmJa28LWpsbxaxiHhofsHBdNfRvsh+Ch+OpduCuaMfkl1OuL2/nvX9uwtHq7srqFYrP9f34BCNRQLQqGGMNHVE0pkcddlLS0eambFt48QopoWhF5SAxGcQPFv0mJgsWLOChhx7i3//+N+B7yNjtdm6//XZOPvnkQz7AQRwchMFAwqWX+rxEQk3+NY2kq67EPHIkpZde5iMj/u094dxWhNbQSOFbS3GsXYvW1IwaH0/MggVdKlxdXba30/rOO7h27UIoCtZJk4hZuBClR7RNd7n7n2omJYbk8JKQnpoa2j/6CK2lBTU+gZiFJ2BMi8wB+OOGNqrdoWd1OvBKTTP/NySThNmzsM6cSefq1eE71zQcX32F1tqKGte/CWCrJ3RE5okzLsButXHZsjewuF0cv4GQxe8AqlA5c+iZ2Iw2ijevCennYUvrxJoUmBh1Q6JpHdTUvE1WVvDo2YHYsfNWGhu/9P+lsZkJPMBv0VDR/alGdk3nxepGXqhq5CfRCsuHz2DnSWOQim+/pdPBpG1rmb7xK0xeN1LXcTQ38eg1F+Oyd4KQgAWwUPMtVI/8luqj3mH48N+Ql/fjrrG4Ojp46/670b3egCkkUurU7Svm82efIGvE6IivUfN62L37j1RWvYTWQ+I4NnYihYXXk5R4VMR9HYjCuELumnMXt8y4hb3lz1O9tx/+QX6S2d6+na3bfsWkiT71RY/LyY6VX7Lt809pb2zAbItixKyjGDtvAVHxCWF71XUXe/f9PVwrmpq+oK1tM7Gx4/sx5u8GqfmFvWSbfRKrG7+z8RxJaA4P3voOXy1hqg3FOnAFLKEKLMPC30NR8WZik620t3SEbZugENYo1lPjwJQdQ1tDJ0sf2IDH5UvD3f8z31+30erWsRqViFyoDRE6sh8MHC3hnrs92ra6Q0aFBzGI7zP6/VR58MEHmTdvHqNHj8bpdHLRRRexe/dukpOTWbJkyeEY4yAOEklXXI5j1Uo61qwN6nxtyMig/bPPcKxZg3NTCIMlTcNTW0vr0qWkBpEAllLS9J9nqH/wQaTH44uqAM0vLkG5+x4y/nAXsSf48uiVKBtKdDS6PbRJXC8oCtEhTAg1u4OaO+6gbdky39vGH9Wpve8+Yk8+mYw77wiq6rUf7ze0ohDaoBjAIyUfNbRyYUYS2fffz+6jIpxYSonW3NxvYpJkCvOTFYKXFp7O0rknMHfDGjLqqkhq/4bG6Ab/pLw3VKGSZE3ix+N9k3JvCDJmTXKSO7fat6oY9n2n0NyyJmJi4nRWUVPzJvsnyDWk8wC/xYsBpMTs7sRtNCEVtUtt9JF2DTFkLLJH0b/TGsXqyXMpzhvBhW8/idnjAiQuRwcgQPYeeOOOODSPQCh/wmrOIrXRDeueQVYVcUG6nT3tSWxuScfh7ZuiI3WdbV98ysjZx0R0jUJRUKJLKSv/iAPvrLa2zWzceAVjRv+V9PQzgvbR2rqR8opnaWj4BE1zYjankpV5AZlZizCbkgFf9CvRkkh1RKM6EBpNTV9it+/C3Wbj1T/cir2poVfaUkPZPla9voTTrr+lSwggGBoaluP1toY9qxAqVVWv/CCIyf8ivI2dtH5cSufmhm5FLVVgm5RK3II81Dizz2C2ugOnw405ykhiRtQhmRgLIRh/bBZfLw3hueJHWPd5X4cArP+oDI9LC2hUCFDi0smMQPbXkGLFlHP4s0WM5sjrwAxGZZCUDOIHi34Tk8zMTDZu3MiSJUtYv349uq6zePFiLr74YqwDqWcYxGGHMJnIfewx6h95hOYXXkRv65sG5a2upvHfjwclLr2gaTS//ArJv/xlr+jHfjQ9+SR19/+1R+fdheF6WxuV1/0K8a9/EjN/PkII4s87j6b//CfiyIkxKws1SNqg7nJRtngxzi1buq9l//mlpG3ZMjwVFeQ+859eUree2locq1bhcbrAaqHZ4w1LSgAUoMUfxVATE3xF9BEWwovYWL5pdfBefQt2r06KycC56QkMsQVffRtiNTM6ysJ2hzOkMqfTYmFfZjbRHQ7GVB/DuoIi7MYd+BIdfEnKAp0xSWO4f+79JFt9k9q41MARpegMB4WnlCMUGaFNg0TqkZt1+bxLupOnP+JkUmqrmbxlNcP3bkOVOpqismPIWNaNn01tis+YRQZQIpOKQn1SOp/OOYWTP3/DvzHYoAUtxXFkj2gkZsPVYO8AoWKRGhYLJJsdzEgu54Oq4exo6yuva4q1U15/H5YkF85GEyESSZC6TtzwUgLTXd+2ou03EZ8wA4s5vU+LktLHKC7+c686DZermr37/k5Z+X+YNOkZYmPGAhBzEBN8IVTKSl7ny38U0dHqIxU9o0ZSSjSPl7f/eg+L7voL6UODaLgCnc4KIjHMlFKjo7N0wGMexOGDp9ZB3SObkW5v71tXk3Ssr8W5own7rEy+XVFFc3V3VCM+zcbkhbmMPEj53O3VbbzY0sL7sZ38AXgippNhnUYmulRiZe/ff7VX0uTVSQwhc2zKjcHj1tixqhoZQra43itp8OgkGZWQZolxJxYcERIQl2olNsVKW31nyHZCERRMSDns4xnEfwfuuOMO7rzzzl7b0tLSqKkJ7dF1ODGgOKzVauWqq67iqqsObRHnIA4eUtPQ2toQRhNqdHdUQJhMpF53HcnXXkvFtT/1eYociEhIyf6m7e14KisxF/TOY/U2NVH30N9CDNC33F5z511Ez52LUFUSL/G5oUu/mWJICIF10sSgu1tefgXn5s3BSY5frrfl5VdIvOxSvPX11Pzhbto/+QR0Hc1shrvuxLpqFcqYiehhXjg6kOyPYghFIfbEE2l7//3QRfCKQssxx3JScT1b7Z3sT6GWEh4sreWk5Dj+MSqXaEPfFTIhBL/MS+OaouCTuOGle7nx+X8zrKIUXQgkAlXqbM9J4J9njaU0LQahWDkh7zgentxbsSqtcChJ2bk0VpZ3e2kYdPJPqECISEkJgIKtH3UTTld1L4nehu3xXPTl4+hCQfVvU3WNkXu2MGrPZt6fdzZFw7vrQoTUSfK0oEhJgykeXVGpStsvsRsmlU3RmFHcgFnxp0r0qINQhG8ifnLmTjo1I6WO7tSTmBw7BQsrcOqlZM20ULws1/+Z9T2fEIK4/HZsqaHTUaSUVFW+TGHhdb2219Yto7j4z/42B95bOl5vGxs3XsGsmZ9gNMYTHTWM2NiJOPoRiOyJoo934GgJJesqkVKy6o2XOOvm24K2UhQz4eOOAAJVHVzYOtLQ3RrSpaFYDAFNAaUuaXy2qC8p6eoANLsH1/v7aHb0vi9bajv47NkdNFTYOeq8YQOavL+0toxb3tyCIkTXc9KhwFqzl/VmL+fYTeRo3c9JAexzBSEmCpjy4zCm2GiucaCFkB/ejzUOjRlRkGxU+ppQCkHC2cMOidN8JBBCMPG4HL58aVfIdlKXjJ+X3Wubpuns29hA1Z4WdE2SmGFj+PR0LFE/HM+dQRw+jBkzhk8+6a6RVdXvVkK+38Tk7bffDrn/9NN/eDru/w3wVFfT9OxztLz6aldalGXMGBIvu5TY007rct32lJcHJiWHCK1vvBFemUpKvLW12L/8kph58zBmZZH10INU/PRn4U8gJbFBapmklDQ9/1xE42x6/nliTjqR0gsuxFNb24eUzV31OR+O7VsQfSAsimBhcnc6VuJll9L23nshj2mMjuXa8xfTZPetfHkP4FAfNbRy0aa9vDZpCKYAEYEz0xLY0+Hi/pKaPmvRo8qKefCvd2Lw+rYqsrtIfWR5M//6+1f88Yqf8smMo7luxMg+fQshmHPhpbx9/z1d2xKGtKGa9X4aWutkZoQ2NOwJVe0m0a3V0cz78n0EdJGSrnZSRwInLX+DxvhU2pMSuKryTa6qfINMdwMADcZ4/pN5Jp9qYyM694iYBuKV4Pnbwj8fmZ1c2kVMDDYPBSdUIBQJQhKT3UH+ggrKPstC7xEw8xkkSvImDyd24lsRfIY69Q0f9SImUkr27fsnIeV40PF4Wqiqfo28XJ9s+7Cht1BdtRciypLvhrPZROnqxrDtpK6zd/03OFqag9ab+GpmIomESpIOQmJ6EKDZ3UinhhJtDOt+7tzVTPtXlbh2+8mnIrCOSybm6KyuwnAAV3EL3kZnyL4EkGBQiFd0WgK4um/+rILMYfEMmdQ/Q8+Vexq45Y0tSECTkp7rNFL4npuvRbtZ3GbuipxIoPbAB6p/kMKgkHDGEN/lqpH9JrzA1w6NxTeMx/FNLd6GDoRRwTI8kajp6agxkZsZ6ppOyZZG9qzzqX9ZY4wMn5ZO7ujEiAvnxxyTReXuZorXBRCz8T8exh2bhWpU8Ho0DEaV0m2NfPp0EZ12D4rfG0bXJStf38O0UwuYvDBvMO3rvxBtB2TGmM1mzEEMkQ0GA+npfaP03xX6TUzOPPPMrn8fKJcohAio2DWIwwtnURGlV1zpk8Xt8fk7t2+n6je/pX3552Td/xdQVRoefviQuMArMTEYs7L6bO/cti2y/g0GnEVFxMzzrdjHzJ9PzIIFvshFsGNVFWNWJtFHHx1wt97aiqesPPzgpcRTVkbtH+/1kZIA9+zUos1k11ZRnZyGFmT1QABXZCUT0+ONaR0/nvTbb6fmzjt9sss9+/bLML9x8+9pEkrQ5BYNWNvm4K26Fs5LD6xuc2NBOjPioni8op5PGtvQgShFcM+LT2DWNAIlTgt8i543vPA4C886jRFRgVPGhk2bxYIf/ZxPnviXT20trz3ISINBkJV1MVZrdvimfqQkH09Z2eMANG6KQwoFEST523cdgtmbPueXCR8z3FGC0mPym+xp4frSZ1mkJvKuoRB7gPqQnhgfX40uQ8nq+vZl2tpJNHXQ5LaRNKqlT1pbfIGdmMt20bw7jvaKKKQmsCYaWHjxE+jmIrZuWxrRZ6F5e0dVHI5dOBw7g7TuCUlV1atdxCQ6eiSwF4slC5drD5GkVAFUrEyOaJy+U0raGxuCEhObrYDEhKNoal4V4ty+aEl62uCiVn8hpaRzawP2ryp9Er0AAiyjk4g5JhtzAKO9ts/KaPuotDdf1SWdWxro3FxP4oUjsE3wkYjOosbekYIg0KUk3SgCEhMhYNOn5f0mJv/6fA+KEGhB3gdSgCZhg1ljrrP7YrqeGop/pq6DIc1G4vkjMKb5FkBikizY4kx0tIaP0hstKitX1zB6TiZpBbEDmsQ31zh49x+baGt0IhTf41kosGtNLQnpNk79+QRik8NHDBVFcMLisWwuKGfjJ2U4WrrHb7YacDu9bPm8ki2fV2KyqOSMTmLvhrqup6Pe4/vRvJLVS/eieeWggtd/IXJyepvy3n777dxxxx0B2+7evZvMzEzMZjMzZszgj3/8I4WFB6cUeTAYkFzwfsTExLBp06bv9AL+16F3dlL2ox/7oiQHpmL5/27/8ENqk5Pp+PbbbrWtg4GqknDB+QHrSw4GGff+EU9VFc7t2/tei6qixseT8+hjiCBEIbQrc1+0f/xx0OiOIiV//sd9/OrXt9EQn+hL6fK/kBRdR1cUFibH8n+FmX2OTbjwAkyFBTQ++RSOL7/sIlrWKVNQjzmGN+NTw04PFeDJivqgxATg6MQYjk6MwatLXLqO2LyZ0tKSsP2avF5OXrsCRuQHbTf++BPJHTeezZ8uo93wWL+iJZmZ5zN82O8jPwCIi5tCVNRw2lr20lYWgxKsItUPVeoM3VtE4Ygy1EBF/eikaU2clu1iSckEQqVzxZucIUlJT8QanTS5bSQMbSOQJ6BqlCSPbiF5dEvXNlNcC9D3PgkMBcsBhM7lDiP13QNud12fbdOnvYPd/g1NzSupqX4Tl7uOYFEMj91Me3n//EQMYZ4Do0bdyzffnoPH0xggDc1XpDt2zN+/1z4m30dIKWldtg/7V5W9b28Jzu2NOIsaSTh/BFE9CEFnUaOPlEDf1Cw/+Wh6eSfG9CiMaVFIl0ZkEa/g3iFSQvWeVlydXswRqnjVtTv5ek8EUTsBW0xe5jq7U5Li0qNIODUfb2MnQlUwD43HlBvTi1AoimD8vGzWvLU37Bqax6mxY1UN27+uJndMIgt/NBZTmIhUTzhaXLxx/3pcHX71L//nvv//LXUdvPnX9Vxw6/SIUqvcnV5scSamnJiP162hmhRWv1mMq9Pb66tyOzWK1/d9HhyIb9/bx+g5GUQnHH5lsUEcOZSXlxMb270wESxaMmPGDJ599lmGDx9ObW0td999N7Nnz2bbtm29TNSPJL7fdruDCIu2995Da2wMXR8iJc0vvIBrd3hVk7BQVQypqSQeYJK4H9ax4yKLxni9WMf2TrVRo6PJe/45Uq7/FYb07iJsJSqKxMsuo+CNNzAXBl/ZUePjURODT+R7QomJCVukntFYz+P3/JYr33mFpNbufPvhZXu5e/NqnhxbgDHIjDZq+nRyH3uU4WtWM+TDDyh48w10ezubl7xCpxr+paYDW+2hixz3w6AIogwqHeu+9UVlwkAAHd9+G3CflJKGhuVs2HgF67Ydgyf9XqwpdsLVaezH0KG/Y9TIP6Io/VvzEEIwftzDKHpciEL1Awcr0LXgbQ3oZFrbybA5grYB8OqRPwY1qYCQqObII8MeTwuxsROxWvMI/znqZGVe0GuLwRC54o+q9p3cCyFITJzD0CE3MW3aUiyWbHpOI3WvoHFHHKWfZlH6aU6f40MhKiGRxKzQkTGLJZNp094kNfXkPg7zcbETmTTpBZKT5wU5ehDB0Lmp3kdKoC930H3bml/Ziae2+/5v/6I8op+yfaXPmV2N0D18vzN6KHickf9mGtojqDf0o1OA7PEBjDs2i6gpacSdkE/scbmY8wJHOcbPzyElNyaiRZf9RfLlRU188NiWsC70PbHxkzJcHZ6ghfZS95GXrV+ENqj2uDQ+f2EHT/9mBR8/WcSXL+1i5RvFfPXSbjxuPVL+GBDbVlQN/OBBfC8RGxvb679gxOSkk07inHPOYdy4cRx//PG8509Ff+aZZ47kcHth4CLkg/heoPXtdyJLnZIycmf1nlDV7v41DcvYMWT/7W8YEgKnbsSdfRZ1Dz4YetIvBIa0VKICSOsqVivJP/oRSYsX462rQ3o1DKkpEUVnhKKQsGgRDY88EpqoKQpRc+bQ/kF4l/TYDgeXfPAWl3zwFi6jEVXTMegaGAzIS8+HMERIjY1FahqlV1yBt64e0iJdOR8ANM2fdhG+qdT6fj9SSnbt/gMVFc/4J5DSvz2ySYKqRpOddXF/RtwLNlsB02YsYdN/rgvfGBBITGoYtSehMiq+iRpnTJCJgaTKGEWscCPC/IbcukKtJ4rYXDuKQY9QNhlMpiSEEBQW/IptRdeHuB4Vqy2flJQTem2PiR6DyZSCO2zkRCUt7ZSQLczmVKZPW0pp2eNUVi6hsVij9LNMdPd+J/Pw19MTk048DUUJXyhpMaczdsxDuIfdSmvrRqTUsEUVEh01rH8nHEQX2r+oCF12BCAE9lXVJJw5FK3Njbs0grRMHTo21JFw1jBsk1NpXx4+PVYCFe7gDx5FFViiI59uxPQjImEEBAKhQHSCheEzIsuVN5pUzrh+El++tItda2tDKnTth5RQvr2Zyp3NZI8MvwimeXW2ragKKkncs98tX1Qw5aTA9R5et8ZbD22grqQt8G/0IEiJlFCyuYGpJ+YPvJNB/NcgKiqKcePGsftQLGQPEP2OmLS1tXX9t99csee2QRxZeJuaDrpepA9UFcu4cRQuW0byT35C/DnnkHTVleS/+goFL7+MMUSRlCEhgdQbbwjet/+hm3HnnUFTssBHMozp6Ziysw4wZHTR8uZSShYtYtfsOeyeN5+au+7CucunVJJwycUY0tK6vFMCXZsxPZ2Eiy8K8QEEhtnj8ZESAK8X+5dfhj7Aj6b/PIO3tg40jcz6WqzO8JEQBRjtcVJ5081U/Op66h56CHdFRchjTIWF4I2AfAqBecjQPpsrKp+nosK3StI35SY88vJ+gqoeXDpAXOIQ8idO6RJrCA7JkJjGgGlcvVpJjdT8VqKTfbnlQgEUnyCAUCSZU3Tiz/lZWFIigZocE6Ov2kPhiRWoxkgUygRWay4xMeMASE8/nWFDfweIAyIHvmu1WnOZNPEZFKU3CVcUA7k5VxJuqVsIyM4Kf18bjfEMHXIT+QmPU/JRLrrHAPSflNji4pl66pn9OsZkSiYl5XhSUxcOkpKDgLfJiafaEX5Cqks6NvrSefTOyOW7pVtH6hJjig3r2KSQt56UklK3jivIWIQiGD49DYMxcqWf7AQrw9OiwwZ3hIQRHl+/sUlWzrx+Ur/SrEwWA8dfMZor7pvDlJPyIjpGKIJtX4WObuxHR5s74khRR6sbjytw242flgcnJYcADeV2nv7NirBRm0H898PlcrF9+3YyMjK+szH0O2ISHx/fxeillEyaNKnr34PF70cehsRE3IegmL0LqopitZJ57x8xFxaQ8stf9LuLpCuuQKgG6h54ANnZ6fP2APB6URMSyLj7bqLnzu13v57aWsquvAr33r1dheQAzS+/QvOLS0i96UaSFi8m//nnKL/2p7h27fIRFF3vKkQ3Dx1KziMPY8zMxDJmNM6i7QP77IRAt4dOEQKQXi/NL73UNVaLx83JKz/nzbknoIcgZjpw6nNP0rZuVZfEcuNj/yb+gvNJ/7//Qxj75iLHzJuHmpCA1hxK5hWQkvjzzj1gk0Zp6aNhrycUKitfIiF+OvHxUw+qn6mnnkXJxnWhG0mYEh/BS1SAN8pF4ZnrEPZJGO0n4nHZsSVaGTlnDvHJo3zPM7sZPrqVQEvQErBHqezNs/XzSiR53hG9Jle5uYtJTDyaysoXaWj8DE1zYrXmkp21iNTUUwISO7tjN83Na/uMqxu+6NboUfdjteZGNjIp+fzZp323/gCfHaf88mZUw6Dc6HcBvTMyryTAXycCijXy70qYlC6lqITzR6A/sw1XcWvvn4ffgbZWk2xxBg8JCAETj4/svuw+RnD10YXc/NrmkO2kgBMzEjjh2HwKJ6WghvAvCQVbrImE9NCmu13n1CVNVeFd6IEuFaxIoQRIDdY1nY2flB02UrIfrg4vq5YWk7Xg8J5nEN8v3HjjjZx22mnk5uZSV1fH3XffTVtbG5dffvl3NqZ+E5Ply5cfjnEMYoCIPfUUOtauPWT92aZMIf322zAPGXJQ/SReegnxZ59F67JluHbuQqgK1kmTiDnuuICTaiklnevX49y6FQDL6NFYp07tJsEeD2WLF+Mu3V+42eNF6CfDdX+5H0NqKnGnnUbBW0vpWLPWV4PT0oKakEDsKadgmz6tq8+U639N+Y9+NDCVMikxpIY3sfLW16O39na+vuiDt/hy0nSaYuMDKn4pus64PTuY9+0q0HsT/ZaXX0F6vGTec3ef44TRSOrNN1N9yy3BByQE8RctwpTduy6gtXUDLlcEhkrSNy8JFC1wuapZv+ESpkx+kbi4yeH7CoK8cROZe+livnjuSb/cbvd3LaQvm3x8Qx1Zo8JHaBUJtSlmhNAhZgMZYyYzbOhv+zac/QuITofl90Dzvq7NumqgKtXAngIbWrBJz4HWJX6Jr9zyDjL3LQFPNsy/tWt3dPRwRoy4gxHc0bevtmpY/yxUfgtSpz0jm3Xqp2h68HS6uLiJDB1yc78IYW3xbhrKSiJufyBGzj6GnDHjBnz8IA4OSnTkJEPxF5yrsSZM+bG4S9tCR1oUsPUomFdMKslXjcO5vZH2lVV4qnxy9KbcWKJnZaBrEuWxrehevddjVCi+ifaJPx5HUlb/hQ3Om5LN+tJmXvqmvE/kZL9Q2F1njOGyWfn97rsn2ho72b6ymoodYRZ0ep7fEBnhsMWYiEmy0B5GchkByVnRGEx93wffLivB5YiciB4KNFU7SMuNP6LnHMR3g4qKChYtWkRDQwMpKSnMnDmT1atXk5cXWQTxcKDfxGTuAFa6B3H4EHfqqdQ/+BBaa2u/DBL7QAgsY8aQ92zogifpduNY+w1aUyNKTAxRM2eiWAPLHCpRUSScd17YUzvWrqXmjju7IyEAuo4pP5/0O24nauZM2j/9FPee4rB91f/9H8SeeipCCKJmziBq5oygbaOPmkPWA3+l6ubfIL3efpETJTo6sqhPgJSkxPZW/vGX27nzR9exvWAYqqYhpEQXAl1RmLt+NTc99+/utLGekJLW118n8bLLsIzo67gdf9aZSGcnNff80UfY9l+TqoKmEX/hhaQHIC5ud3gFHMAXgehQUVSJau4j64OUsGPH75k+/d1+y2pKXe9K4Zp66lmk5BXw7btvdkdPpCSl3UFBXStJDiftFRZispwB1bF8o4G2WAPtMYauLZWVL1JYcF1gM7/x58G4c6HiG2gpA1MUIncW9rIH0CpfoLfcru/azJqRpLp26lKMeA0KSElSs4ecqk6Smn2pM/LLv+AaMRc9IRezOTXwuaWEFQ/CZ3/Y/2Eggc0JCWhmJYSWsYLH00xc3JTgH2wA1JeXRNxWgr+OxGeqOH7+QuZf9ZNB74PvEIY4M6a8GJ9EcDiSMaVbSCTmmGwany0K23/07N61cEIVWMcmYx3bV0o6F7j4zpls+6qSnatrcDo8mG1GRsxIZ8wxmcTEmZG6jNiro+ucQnDv2eOYlBvP41/to7yxuz5mWn4i1x47hGNH9E+CuCc0Teerl3ax7asq3zMkwse/UCAngvoSX1uf+tfXr+8J3b+E8fP7ikjUlbbxzXslkQ3sEGL7iirSLoo/4ucdxJHHSy+99F0PoQ8GVPze0tLCk08+yfbt2xFCMHr0aK666iri4uLCHzyIQwrFZiPn8ccpu+IK9M7OgL4ZhqxMvDWB/Tq6ICVJP/pR8N26TtPTT9P4xJO9UoWUqCgSLr6YlJ//DDEA+WDHypWU/ejH3RPoHuTKXVpK2VWLyXnsMVpefa1X+lYweMrL6dywAdvkyFbsY086CdvMmbS+8Qb2L77A4/GvTIWpcUi6ejFKEJWLnjAkJ2NITcVb11u2Ma25kYf/fBs7cwv5ctI0Oiw2UqTGvE/fJ6MxTJGzolD3pz9hyEhHuj2YcnOJO+ssTNk+X5mERYuIOeEEWl5/g47163wpbMOGk3D+eZjy8wOPM0LlJynB22Gg6psUhpwUqOZFx+7YQVv7ZuJiJ4Ttr7Wulq2ffsDWzz/B5bBjMJkYPmMOk046nbxxE8kbNxFXRwed7S3s+/B65Ht7sJQKQFC5KY7cdC82xfed7Z/27H//d1pVtozu7eOgaQ6am1cHV4ESAnKm+/7z9zli+J2kpJxARfmzNDV/jZQeLJYcspNPJ/Nln5nlyN2gK6Do3ePQgaoMC+VZVjp2XuHv3kR6+unk5f6EqKgeMuurH4FP7+w1lKYEI05ruLx8nY6OvbS0rCEhYWaYtt2IpGB9PzqsUdQWjOLsUcOYNv8EYpPDRwoHcfgRMzcnPMkQguiZ3bni1tFJxC7Mo+3D0q5UrC74J+eJF4zs8vuIeCyJFmaeMYSZfgNDrdWFfVU19n9tpK3D6/NWGZFA9OwsLMMDC6cEHr7ggmm5nD81h721bWxd8zmf/nou2UmRK9UFw2fP7mDXWl+UOFxxek9I3Wd0GCnGzs1iz7q64DUiAnJGJTIiQNH+pk/LEYqIqDA/FAwmBW8IcYIDUbEr8ujRIAZxqNFvYvLtt9+ycOFCrFYr06dPR0rJAw88wD333MNHH33E5AgnhIM4dLCOHUPhW0tpevZZml99Ddnhy381Dx9O4qWXYps5g5LzL0BraQlMThQF28yZxBx/XMD+pZRU33Ybra+93mef7nDQ+PjjOLdvJ+eRhxGGyG8p6fVSefNvghMm/1O86re/RYmOjjgi5C4rx1vfgGvnTlAVrBMnEjVrVtCCakNCAkmLF5O0eDEej4dty5ZhzMpC37Ond0M/MYo/7zySfvzjiMYiVJWEiy6i/u9/Dzj+EWV7GVG2F4DYU06hLRwpAdB1HCtXgkHt8h5oePhh4s87j/Tf34owGjEkJZH84x8BwclmT8THT8VoTMDjCf9Cat4TS3tZDJ1NJqyJgVKMBG1tmyIiJi/+3w14XZ1d6Vpet5vtX39J0VfLmX/VNUxaeCpmmw2zzcbES1+k7NinKS99EpejDoxQo8dR2JJM6t69WP3FvS6zQnmmhcoMS8D0K69mDzoet7uJxsbleL3tGE1JJCfNx2CIIinxKL+LeQ9sf6dLbEAAao+vVxewZXQMDYm9ybqUbmpq3qS29j0mTnyahPhp4LJ3R0p6oDHBhNAlMsxKsxAGGho/D0lMOjSdd+paKHJ0oiIYkZ6PLpSwfjG6EGwbPokVs06EtASOGyQl3xtYRycRd1IBre/vC0wyhCDp0tEYknpH6GLn5WLKjsG+ohLnzh7O7xOSiTkqG9MA0q56wl3RTv0TW3y1Lfvn09LnNu/c0Uz0MdnEnZTfr4ibEILcJBtbgbTYg/fbqC1pY9eaCFJXg2D589uZu2hERHUpBqPK6ddN5KuXd7FzTW1X9EjqEkUVjD4qk6POHdbHjV5KSfH6+gGTkv1GjkMmp3DcFaNY+84+Nn4cgQExHDQRGsQgDgb9JibXX389p59+Oo8//jgG/yTU6/Vy9dVX86tf/YovI1QqGsShhTEri7RbbiH1xhvRWloQZjNqbCxaeztaYyPZ//onNXfc6TNY7CkBrOvEnnwyGXf/IahKlv2zzwKSki5IiWPFCppffpnEi/vKxUqPh/bly3Ht2YMwGLFNnYJ10iTaPv0UraEh9IVJidbYiGKJ/GVU+4c/oDscvqJ7v8yxMTubjLvvJmrmDNwlJTQveYnWZe+ht9sxJCYSd9ZZxF9wPvhlkNXYmL6qu7oOJhPRxx8XgWpUNxIuuYS2997DtXdvUGJoHT8e65TJtPk1xCPCAQpcLa++iu7sJOvPf468j64hmMjJvoK9ex8MqsAjddA1QePOeBCS5t1xWGcEIVJh0uLa6msB8Ho9fYwxpT+F7bOnHiUhPZP8Cb7FDiFU8nKvJjfnSuz2HXi9DszmVGy2fNatu5D2xm8AHU3tNsMMBLOpO/1DSsm3td/y/t53qWhcjeouZ7LNQ4EJhNBRFCu5OVdQUPCrvt4sWnCVo325Nh8pCTAOKTWkdLFp09XMmf0Vxm1LwdO3mFbrR+GsrgfPYX+5pok79tVi13SMQiCReCVEX/k7Fn76GoWlwU1XhZRsGj0NDXirrpk7hmaSYhoseP++IGZuNqbcGOxfV9G5rQEkCKOCbUoa7vxY9tZ3IhqrSMuP7VXnYRmWgGVYAtKjoTs1FKsBMcDC8Z7QOzzUP7m1Nynp2un7n/3LCozJVqKmRybreziw7cvKg4pEVO5s4dV7v+Xc30wlMTM8OTFZDBx3+WhmnTWUfZvqcTo8WGNMFE5MCWqqKHWJ5o08ymG0qMQkWmip7UAogowhcYyfl03+uGSEIhg1OzNiYpKYOWh2OojvDgOKmPQkJQAGg4Gbb76ZqVMPTo1nEAcPYTRiSEmhc9MmGp94gvZPP+taqTePHkXyz36G3tmJ3uHAmJZG7Gmnd6UABUPTc8931SiEbPfscyRcdFGvlbCWN5dS95e/oDU1dUv4ahqmIUMin9wbDKhJSXiqqyOKmugOv1pWDy8VT1UVZYsXk7BoEc0vvuibMPqvx1NVRcMjj9D49NNk/PMfADh37AzsZOzxUPGzn5P33LPY/Ip0ntpa7J99htZux5CURMyC41F7OK6q0VHkPfcsVb+9Bfvnn/siL/vT0qQkduFC0v/wB7zVB2lyJSVtb79D4qWXYh3X/8LkvLxr2LvtPaTVJ73cc04tdZC6YN+HOWhOAwiJpyPY40MSHTM65Lk2f/oRxCaFJDBCUVj71mtdxKRru1CJiRnTa1tm5nkUtX5DOAV0szmjq0i8yl7FLz77Bbuad/mzWCQChRV2CzlGjatT3MTRSUnpo3R0ljF2zEOIngUtqaMCnkNToDzLEsbkREfTHNTUvElO/S5QjKD3JjpWpxaR16SUOhZL8N/wrbsrcfrH7enxeTtMFoqGjCWnYg/GAL42ACunzqclzuf+65WwpsXBqanx4Qc1iCMGc0Ec5oI4pC6RXp3qklY+emUPDR+U9WqXVhDL3EUjSMntToMSRhW1HzK+4eBYV4fsoRjm0V3sa99CcftGHN5WFGEg0zqEEe/NZOzUM/tdd3KoUFfadtBRAY9L4/W/fMvlf5yDKUJHe1usiTFHR5YGpqgKJquKuzMypdOZZxTSWt9JemEcMYkWRsxMJzrBTM3eNopWVNJY5cBoVoNKEvfE6DnfnVTsIAbRb2ISGxtLWVkZI0eO7LW9vLycmJiDz/scxMGj7f33qbzhRt/EqMdE3rVjJ66i7cRfcAHpd9weUShdahoda9ZEZODoKS3FW1vb5XPS/NJL1NzRI2++B7Fx790bebG5lJgK8nEWFQ28wH+/tPDzzwfdL51OKq77Fdz6f6HTy3Sd+r/9ney//42a2++g7cMPfdv9ksQ1d95JwsUXkfrrX3cpkKnx8eQ8+gju0lLaPvgQra0VQ2IisSeeiDHL96JShw3DVFjo+2wGClWlecmSARETRTFgdV7CrnWPkDK2EUuCL01L16ClOJa6jUk4m7sjV6ox0HchsNkKiI8LvUixfcVysk4+N2QbqeuUb9uMvbmJ6ITQxaapqadQvPdBXK46ugvU+yI//6cIodLsbOby9y+nvtMX8dH9Y99/R1Z6FP5RZ+aGNCdWRVJX9x77Euaxtt1FaVspRtXIzPSZzMyeglK5oVeSenOcMbiC1wGorX2XHGU0gSpj02tdFOeHlygWQpCedmaf7a2e0Eo+E7eu5vgV7wasyZWA22Rm88jeRfXuw61Z+gPE/s95/tod7HVrGBXBsYmxLM5K5qiE6CMmEiAUQcWeVt7556aAzuR1JW28/pd1nPXryaQVxAbo4eDRsb6269/tnmY+r15Ch9ZdtK5JL2WOIkp3bKPl6RaOXnzlYRlHOBwqQuTu1Hjjr+s575apqOrBR5wORP64ZHatrQ3dSIBqUPjq5d0IRfgUnaVkzdt7iU4wY292RRwd2v+pZPWjDmgQgzjU6DcxueCCC1i8eDH3338/s2fPRgjBihUruOmmm1i0aNHhGOMg+gF3SQmVN90ceALv39by8stYxo6JSDGrv2pV0uUCwNvcTM3d94Ro2I8JjqZhHTOW6KOPoeqmm/oQLmBgkr8HQteR7ghcznWdjtWrKblwkU++eP9Y/GRGut00/ecZPBUVZP3tb70iQ6a8PJJ/Erw+RTlYcq9pOLduG/Dhw6bNZtWrS2gsisMY5UWoEm+niu45YFVVCuIKDnSR9hWlDx8emvRKKXHag9d5HIiO1pawxERVLUye9Bzr1l+M211Hz4m+ECpSauTl/oSsTN8z6rmi56jrrEMPUmOhI2j0wtd2A8fFePmwzcgnn96OJkFVVJDw9NanyY5J5k9mE+OdLkDiBVzGSCcoErenCfLmwNcP9dlrcetkVjupyggVfRFkZV2M2dy39uPNumaCaRbFtjcz/+v3/D0E6hWMHg/zVy7j7RO6n+v51v4LXPw3Y2+Hi4vW7eEWoNzlQRMKmi75uLGVDxpa+VF2MncNzToi5ETz6nz01DYfKQnwKJQSdK/Ox09t4+K7Zh6WMWntvuenpnv5ouZlOgPUc0n/4NZ+9DoJhdmMnXfkjTMyhsbTWOk4JLUUjRV2itfXMXzaoU1Na29yUrIlTKozgKQr5UvqstdXb292dW0Phf3EJWtUAhL7dxbJGsQPE88++2zI/Zdddlm/+us3Mbn//vsRQnDZZZfh9afKGI1Grr32Wu67777+djeIQ4zmJUvCT9CFoOmpp4k/99ywLyfFbEZNSkRrbAp77v1pZACtr78eNvUrYigKcWecjhoXhyEpkfq//4PODRu6z2uzYUxL600SjgDc+/YF/6ylpP3jT2j/6GNiT1wYcZ+e/T4tB4N+1L8ciJS8ArJGjqFq13Y8jsD3hlDAFOsiOtPpdzAXSOnFYIhlzOj7+xaJH3i8EBj7UTNktkWmEGSzFTBzxvtUVb9KZeWLOJ2VCGEkOelYsrMvIyHBp7Tl1b28svOVoKRkPyTwld2AXRN8bjeyf7bn1bsjEVWuJq7KzOSStnaWmw3s9ddfZNboHB3tYVqURnDLA4HZlAJDj4PYLGiv7iMPNKLYgdegUJdq9nm4+H+v+8lWWtppfjf5vtjc7uT4IGceX/RtyGsHUKTOsH1FRDna6IiKJpMq8jwOYE7YY/8X4NJ1zt+4h2ZP31ojzW9cuWxXHePadM4uSMWQePBF26Gwd0M9Tntod3cpobW+k4qdzRFL3vYHitWAbvdQ5tiBw9satv2qN15izNz+1ewdCow9JostywOpCg4MW5ZXHHJisvHjsojSroCIpY4PhGIQZA6LJy7Fxug5GSRkWlm2LLI6lJ7QNZ2avW1dtTNpBbEBzSIH8d+J6667Lui+/XyhP+g3MTGZTPztb3/j3nvvpbi4GCklQ4cOxWbrryvyIA4HWt99LzwhkBL3vn24i4sxDx0ats+ECy6g4dHHQk/6VZXY005D8d8HHevX92fYIWEZORLVL0UdNWsWUbNm4dq7D09lBcJkxjpuLNW33tptvnikEI4AKgpNzz/XL2JyMKQCAFWNWCo5GE657iaW/P4m7E2NfQrThaJgiY7h7N/dgpOv6XAUIxQDCfEzSE09EUUJL6EMMHTaLMLFpoQQJOfmE5sSuVeB0RhHXu7V5OVeHbRNk7OJVnf4SRMIWjXB5/bg34kudVzoPBlj7RV5qPYIXm42scahc02KC0vALiQZGWeDosJZj8FzZ/o3d3/mioSxO+y01LiomD6XNulL64iLm0xW9iXEx00NurggQ8xW8iv2oEQQYVSkJLuqhJ3DxnO+fIHNW7Ywe9ZnmM0D94/4b8G7dS1UuDz0oRtScmK1l8v2uRlu1wEHNZRizI4m9ticgF4ghwIVO5sjStkRiqDyMBET24QU2j4tY599M71t4gOjra6Wde+vYdLCGQN2bR8IEjOimHRCLhs+KgvfOAI0VNhpb3JishowR1hvEgqaR6fo66p+yRgPBLpXMvG4XPLG+urIPAFIdihIXbLxk3I2flJGR1v3Ez06wcykE/IYd+yRiRYO4rtFcw8LiUOBAf+CbDYb4waQxz6Iwwu9HykyWlt452yAhIsuovmll30mjkFUpYTRSNLVi7s2SX9h96FAYo9+98NcWIC5sKD77+HD4YMPD8n5Dhl0nc4NG5FSRvxwtk6a5CuQH2i0SdNIWHThwI71IyYxmUvufYg1b77Cls8+wuPsBMBgNDHm2OOYfub5fi+LsQM+x4QFJ/HN1tAeDFJKpp561oBebJrWSVn50zTUf4KmO4mKGkJmxnkkJh6FEsyRMQiEvyw+HGSvf/val7oVljSZuDL5QBqmYjIlkJZ2qu/PgqPh8nfg3euhfgcSBaduQEgNc1IuCafcT8KwYPGPwBgdHdj4FMDgjXwCYtC9/Ej+i6msRdcVKqteorDgl/0ayw8d9qZGmmuqUBSV1PxCjBYLL9c09ZVakJJf7nJxWYmnT6WTp9JO4/PbiV2YR+y83EM+Rt2rE8nSuRCgeQ9PrVDU9AzaPi+nw9sW0VgAVr6+kU2feZlyUh4Tjss5YhPZWWcNwWQ1sG5ZCV6PjqIKdG1gn4vXrfPs71YCkDMqgYkLcskdnRTyGHenl4aKdjRNkpAWRXRC96KOo9XVL9+RAUNAS10HeYQeayBIXfLJ00Xs+qZvDYy92cVXL++iudrBMYuGD5KT/yGUlpZy2WWXsWHDBsaPH8+zzz5LYWFh+AN7oN/E5Oyzzw65/4033uhvl4M4hFATEvDWRKbPbkiK7GFkSE4m9z9PU774arz19d31HP6HjWKzkfPoI5h73HyWYcNwfLXi4NK5FAU1Pp7Y48NPyOLOPpv6v/9j4Ofqcc6I2kSaMrafoEX4YE64aBH2Tz+NrO8ASLzySszDhg34+P2wxcYx7/IfcdSiy2iuqgQgPi0dk/XQREZTcvPBT0yEovSKzAghkFIyceGpjDo6iBFiCJSVPcXuPffRswje4dhJXd0yoqJGMGHCk6Tb0qnpCPc7kRgBTwSkJHgPgk2dKo1eQZJh/6RHwWiMZdLEZ1HVHp9n3mycl3/CxlcfY+NXq3A4fPnhcanpTNrlYHyeC6MpsogUwDmpCawOsq8xIYXElgbUCJZkr4p7HAXBC1zGCubSURJNfOVWzklP4KqsZPKskY/ph4a6kr18/crz7F3/TddCi9FsYey8BTQUTEU/QLtvXp2Xy0p8pK+P1pX/62/7sBRTTiyWofGHdKxxabaIuICuSeJTg5PWg4EaayLpktEY7+nHPSFMOB0evn5tD/ZmF0edd/DPr4hOKwRTT8pn/LHZ7FlXR3NtB1s+r0DzHBwhqNjZTPn2ZmadNYTJC/P67G+qdrDy9d2Ub2/uJkIC8scmMeOMQpKzY1D6IRV+UJAMOFK1c21NQFLSE1u/rCRndCKFEwf9j/5XcMMNN+D1ennkkUdYsmQJP//5z1m2bFm/+uj3Hbl06VJMJhNxcXEB/xvEd4u4M88IP7lWFCxjRmPK6/vQDAbL8OEM+fgjMu65B9u0aZgK8rFOnEja//0fQ5d/hu0Aqej48847uHoPRUGoKlkPPRiRo7wxNZXka34y8PPtR7gxqyqGzMzIXO6FwJib26/86ajZs4k95ZTgREZRumWXVdXn1SIEwmIh5bpfknrzTRGfKxIYTWZS8wv9q8RWpDxEdUN+nPWb28gd29uIMSW/kJN/fgPzr/xJv1faSkoeZfeeewimzOVw7GTDhku5YPg5iDCEQ0hIDqNsFQkUBOv80spGYwL5+T9lxvT3iY4egZSSb1od/Gp7GaeuLeL4d5fztyo3jZ7usbXW1fD5c0/w8u2/wdXhiPi8iabg606bR0+LgJRIzPEuqlJzuIm/8QGn0ibi8WKgwePlifJ6jlqzgw8bIkmL++GhomgrL956A/s2fNsr+utxOdn40XvMW/IPrJ29v4+LS9whNOH8UMD+deUhH++oWZFJvBqMCsOmpQXcJ706nUWN2FdX4Vhf21XM3h9YRyYy4ri5YX9filBJNGWTbM7F7G+66dNyqna3BB6b/zsoK2qkandLvzw+QsFkNTD6qEyGT0s7aFIC3ZmYq94spqyosWt7S10H7/1rM0vuXEPp1qbe0RkJpdsaee1P66ja00JUnJmYxCND+LNHDEyBa9On5UE9r/ZDKLB5ef9rVgbxw8WaNWt44IEHuPjii3nkkUdYvTrY8lhwDCiV6+9//zupqYM5xt9HJFx4IU3PPIt0OoOnUuk6ST+KzLm8JxSLhfhzzib+nNBRMwBTbi4Jl1xM83NB5HnDwDppEmm/uRnr+PERtXdXVGLMyyN63jzsX3zRvSNScuSPAiX/7GcUA6k33EDLww+jtbR0R4gUhZjjjyP99tupf+hvtERQ4B/IcDL0MASZf7oPNTmZ5hde8PWvql1GkZZx48i8/y9odXU4Vq5Cul0Yc3KIPflk1OjDY4rV0rqOkm3/oLFjJSgamsuAsyaf1KRzGX/s+dhiB74gkT1qLAXjJ9HR2oKjtQWzLcqfJtZ/OJ3VFO+9P2y7zs59HFvzKh+5nOw0mdADkB9FSsa7XAx1e3jTYEA7iFQERTEQl34hx067AUUxd5Gtdq/G1VtL+KK5HRU/lUrNYU9qDl9NX8DJn77KiH3+dDcpqSvZywePPMQZN/xfv87/m4J07iurx61LFP95SrOGUJZZQHZ1ScBaE4lfmWuG5F5xMxqKb5bRAxqgS8nVW0v4cOrwkKljPzR4XE6W3n83utcbUHpX6jq2tiZO+PItPjzBlzoZ45ZMbIngeaODc0cTUtMRh1BiNirezPj52Wz6NHRR99RT8jFZer/6pZTYV1TRvrwMvaMHGVfAOiGFhNOGoNgiN9acdObpfPvxUjStr6qjQZgYHT+bIbETMCmWrvPXeCQ73TrbPi0j2WZAqAJDshVhUNizro5v3i/GNg4+fHwb0iswRxkYf2w2U07KPyT1KZp2aFOnhAIbPirF3uxi48dlNNf0NVHtCamDJnXef2QLV9w3h3HH5rDyzT3ho2DhS3mCwmRViU/rfxS80+6moTx82rjUfWaUmlc/ojVEg/ju0NLSQopfBCk1NZXW1v4vXB18ldYgvlcwpqeT88jDlF9zLdLj6T1x9pskpvzquv4VZPcDUtdxrFxFx5rVIBRsM2b4fFAihJqWSu5TT2EZMiSi9u7ycmruvgfHl1/2egGqiQmYhwxBahqd6zeE6MEH8/BhJP/0Z1jnz4Nly0hYdCEpF16AfcUKPFXVKFYrUUfNwZjmW2lM+vGPaHv/fZ+ZYyDyo6qYcnKIC5P6GAjCYCD9lt+SfM1PaHtvGd6aaoTVSsy8eVhG+40Lc3KwTZkSuqNDgD3f/IHS9v8g9e55qWr2YsvZQ5v2J56/8xXmL7qboVNnHNR5bHHx2OLiD6qP8vL/EO4NrbSCZYtCW1sJD7Q6+OuEKD6N9hWu75+0C+BERwe3NzRRYTDwWuzBSThLKYk1x6Gq3WXSupRcvmUfa1p8L/euX6mftHgVlXcWXIj5vWfIryz29aPr7Fm7ita6GuJS07v6Btnb+PEAXJ2dwkXZqbxa28zzVY3sdDiRQvDmiRdz5gcvkle1F00oqFJHgk/5S0DeMVW8mn+x7xMN0r8EdCSPldfxt1GRR2C/79i58itcjjATL11n2L7trLL7XrxR/alPkCA9h5aYAMw+Zxhej862L6t6FcILxTdJnHJSXsD0otZl+7B/FSCKo0Pnxno8lQ5SfzoBxRLZlCEqPoFTrruJdx68D4ToStU0KmbmZ1xMrDGpV62XEII0I6QbVeS+Fur+4XtmKzYDpUlW1m9pQhgkth5lrS6Hl2+WlVBd3MqpP58QcuIrpcS5own7ymrcJa1IXWJIsRI9KxPbpFQUk0pcsvWgJvl9zqlDxY4WKna09OMgcDo8fPjkVupLD5RjPwACMofGU1/ejtetDahQ3jBAc83+1r94PYPE5L8Zmzdv7vq3lJIdO3Zgt9tx+e0j+otBYvJfiKiZMyl8522an3+eltde902eVZWY+fNIuPRSoqZPPyzn7diwgaqbbsZTUeFLMQLQNITJFJk/CKDV1mGIj4+orbusjJLzL0Brb++zKqc1t9Dx7Toy/vJnlJhYHD2jKD1hMpF5373EnXwy0FuVRJhMxMyfH/iw7GzynnuW8p9cg7e2trvuxE/+zCOGk/PIo6jRkUndBoIhIYHES/oXcTmUqFj3JKXt/wH6zkuFAgqS/AX7WPbIHZxz8wNkjQjshH6kUN/wcdB9ogPiXlKxrlP84QCVdpnAT1bpXDWxjXWTdVpVhQRN5wRHB+l+Qj/c4+H8tnZeiYmOuE7oQGhS44T8E3pt+6KpnZUtISa+/rqbL2csIP+N4u7rUBR2rPqCvBlWyiueoa1tMyCx2QrIzr6UzIxze9et+BFnNHB1dgoPltR0zbvcJguvnHYl2dUlTCj6hsTWBjwGIyXZw9g8aip3WH/HSo5BF6FfE5qEN2pb+POIHMxHWPb1cGHPujUReSMJJAUVxZCVQotRoBGgtiTQcUYFYTp0juv7oSiCYy8aybi52Wz7qoq60jaEgPQh8Yw5OpP41L73hqukNTAp2Q8J3voO2j4tI/6UyItYh02fzQV3/InVry+hZJNPpXFy4vF9SEnX2P21ZUqP31lzm4f1VZ0hx1axs5kNH5cx9aT8wE00SdOrO+ncWO9bffDPqb01HbS8uQf711Wk/Ggc1hgTyVnRNFRELiBzuLBvY2j/EqEIxh+bzayzh9BS18GH/95Kc02H339ERkxSzLaBTQGt0UZUg4hIRMFoUTGZD/29PojvDyZOnNhVGwpw6qmndv09EOGDAd2VTzzxBNFB0kZ++cv/LbWW7ytMOTmk3XILqb/9LdLlQphMh1UrvnPLFsouv8JnyAjg7U4HiJSUdLWPULKw+tbf+0hJoHQqf8F59W9+GzzdSgjUuLg+9TGRwjJyJEM/+Zj2z5bT/uGHaG1tGFJTiTv9dGwzpv+glUiklOzb8VdkWtDFch85MUiSRjaz8tUXOO/Wu4/sIA+ArgdenRGdkPxXA4ZagZD+78T/PpVeBcO3Nk5o7CRjektA7vG7xmYsUvK8P3Ii/P95hUAVKlJKdALPBFShMil1EsMThvfa/lxVY3f6VgAYdQ8nN3zF7JYNjM4vp7MNtrWm4VIs2I1Psq2omJ6zrI6OfezadReVlS8yedLzmEyBJWlbvQecUQgqMguoyCzo07ZBpuAVkaXveKSk1aORav7vICbujo6IVAWFonB1agw64DEIPk03ML/WiyHUoYrANjn1sJrYJWVFc8yFw8M3BOyrqkEREEpmWIJjbQ1xJ+Qh+rHKnjViFOf87i5qS6p4657l5Ebn9CIeB+LAZ+ZelxY+iCF9PiKTT8hFCRCBavu41EdKgEA/U29DBw3PbCP1ZxPJGBb3vSAm4SB1SUyyBdWgkJQZzaLbZ1C9p4WSLY24O71sX1kdVmFMKAy4KN1gUhk+PZ0dq2tCylMLBUYflTlo2Phfjn379h3S/vpNTHJzc3n88ccD7hNCDBKT7xmEvzD6cKPmrj/4SMlBGhwKqwU1Mby+vmvvXjrWrg3dyF+XEWq/1tRE3f1/JevPf+rnSH0QRiOxC08gduEJ4Rv/gNC89l3cGa6welRCgcThzRS9uJG2hjpik7+72jOrNQ+Xq6/SVvRHKoaaHqSkDwSt+2zE5HRiS3GjGnu/aFXgpqYWrmxtY2l0NOVGA0YpmTHtF4wcff7/s3fe4XFUZxf/zcxWadV7tST33nEvFJtiAzYdbCAQICShkwCBfCGUQAKEGprpvReDbZrBvYCbbMvdsqzeu3a1beZ+f6y6tkk2LdHh4bF2yp07s7Mz77n3fc/hiq+uoKq5CrWLMIAsySSFJvHwrIe7HXG/1e6TlMyq2cIz++8jxlWPS1KQTRqSSTA9/ijr0hJwG1t/Yx1/a54+22xH2LX7D4wf957XtiN1nsL1YBBNdeCNOiD0OKcl/ZwIj41HkhWE5r+GTGgaWYmJHK6uY9PkoVSlNKG8ut9/4xIoo8KoLirAZAkjNLJ3xceBINwajqMNCIeKEm5An2rxOljiOFTrn5S0tudQcZZYMfYL73FfEjKSGTFwEHKNvUf7lbn9ufG0w9bgpLrYSlx657RLze4OLDSggauoCWdePfHp4cDxFyb4MbD+/UP0GxFDZHyIpzZxYBTJAz33kqyTgzCQlBg2I7nXxx8zJ52DW8pRhfDKHCXJQ2BGnZja62P04deBfj0QUgoGPSYmR48ePa4d6MOvHw0rV2LfvfvYG1IUIs85FzkIxSvr5s1BpVoEhKrSsGIFCX+5A13UjxMg/BrRsHsjBJm1oTN7grf6ivKflZikJF9EXV2XeiYXhK6V/ZCSFkiC8m0RJE6sIzTe6XWWKFbVuKq+1ftHgiEXQHga781/j9f2vMYHBz+gyeUZbQ03hHPewAWcHhtDTeGz1EoKkVGTiI2ZjSQp6H2MIE6py+atnNuRWnIx9EJtU75x6iXUDLfflDIhVOrrt9HQkE1ISHefmfMSo3ihsNKvcpQMjLCYWTz2cz7fVcjmev9KUwowJdJCqO6/J11j+OyT2bNmZcDtDGYzmWMncHjlSqL0OuIHx2G7GGrePQCIztyxJYtwr7SZnDv/SaI5k/5hY4gJTcEYZiF8ZBKhk5PQe0m36gmEW6PhuwKaNpUimttJqBJjIvykdELHd1bkEj2ojWmqbu4VMQHIHBaDe11Rj2aSe1K243J2v0ub91QjglHaksG6vYKseVmsfvtAcOpcx7EepTeQZI8c7/Tzussr2+oD5/YPn55EeEzvBSuik0KZ/8dRLH9mN26X2vlaSKA36Tjz+tHHdIw+/Hpw4MABnnrqKfbt24ckSQwZMoTrr7+ewYMH97itvhqTPhwTHLm5lNz6p2NvSJaRzWair/hNUJs7jx49bgaOuN0079xJ2OzZx6e9HxlCCLaUbWFd8Tqa3c0kW5I5M+tM4kK8T8sLIXBXVCAcDnSxscghgQMf2Rl8kKk6PVG8ogtetefHQHz8qRzJ60dzc37bMl2ZhNwcRCAkJFxWhbpDoVgS/aceCsCeOgS9JQodEGOO4ZYJt3Dd2Osos5YhhMBV+wWFR5+iuMGBJOkAQUHhSxgMCQwf9gizovpxuOusiRA8cOhxJKGheIl4KmKNBOJXAJKkUFr2Kf2zuhOTK1JieamoCk34HonWgD+mx6Er3s3T+57FUbgFgK3hw3k1eQFbwkeAJGF0NDPiwA4G5+4mC5X3l8UxYtbJDJo8HV0wcto/IYQQlDldNLk14gw6IvX+X32pQ0eQPGgopYcPdPLY6YoTzj4ffZdzDRkVhz4pFOumUmzZFWh2FTlER72lljVb3sQpHJyYeDHx5nQ0oSKjQKOgcWMxTRtLCJ/Tj/CTe2fAKFSNqtf24Dhc1y1oVqvt1H5wELXWTvgp7SOcujgzruKmgEG2EIJPX9hD7OASpp4zoNvsRCBEZoZTvb5nKT1mGZqCnITvaFDYCrXR2amuxCc0UOudGMw6Rp+Uxvav8n1uKskScelhjJydwnev7Wsp7hed1vtLbzpeEBrk51R3IyaVhY3kbq8MuH/ermpmXCSQjyHNKnVINJf9Ywp7N5Rw8Idy7FYX5jADQyYnMmRKEqbQn/ed0IefBh9++CEXX3wxEyZMYMqUKQBs3ryZESNG8Pbbb3P++ef3qL0eE5Mrr7zS7/qXX365p0324VeMkj/f1rMaEp3OU3/SWizeMuuhRESQtmQJhtTA0751H3/Saxlin3Afu1/FT4GDtQe5dfWtHG04ik7SgQSa0Hhi+xOcP+h8bj/hdvSy52Ug3G5q33+f2tff8BA5PAX94fPnE3PVVRizutcVtCIscRxKxTu4Y33XmIDn5ViXG44xJJT4jJ65u/qDraGeQ99vwNZQjzHEwsATphAW471uohWybGTc2DfZtn0RdnsBAFIPMwsbS0zYKvWYY1xez1toIGTYHVeKuvUcxo19C6PRQwgNioH08HTy8v5Dft5j7fuI9popp7OS7J2/YcGQN1lC54B2XONehtp85+o6DDKSICA5EULD6fQemPQzG3lpRAa/zTmKhug0Iq1InhHqP6VHc/b622D3ByTKOtA8v41kRwXnVqzkvYRTecxyHmd/9S56l+e37wCKKkopzNnJ+ndf57y/3k90cvffshCCwj27yf5qGQU5O9FUN1FJKYyeO4+hM2b3yEAyGAgh+KC8lucLK9jT5EkjkoBTYyO4Lj2eCRHexSkkSeLsP/+Vjx74GxV5uZ0KO1tTvEbPPYMTzj4Pt5d0UX1cCJFn9SfyLI+64NHsbax48GkAZiVcQKzJc21kqX0AoNX3o+GbfORQPZbJwfmSdETT+hIcPnxAWtGwsgDjwKi2mQ/L5CRqPzzkdx9NCCrcAruA4gO1fPTQNs66aQzJPTCJNA2ORjLpEPbgn7X9DDJ77P5/xJIESQMivY7My0YlMCkBkEA2e76LSWdl0lhj59CW8jY1s9ZtEBCVGMK8P4wiJNxATLKFnd8WcmhrOZoqkGSJ/mPjGDQpkS+e3XXcxs58QfWijrV3XUlQ5Mha56BoXw3pw3vu+t4R5jAD40/LYPxpGcfUTh9+vbjtttv4y1/+wr333ttp+d13383tt9/+4xOTV199ldTUVCZMmOBV370P/zto3r0b+969we+gKERecD4ho0dT/9nnuKuqUKKjiZg/j/AzzkA2B57ybc7ZQ+lf/3r8ZktaYMg6fkH1j4Wj9Ue5/IvLaXZ7VGrcwt1plPP9A+9T76jnoZkPgdtN4XXXe9TIOqROCKeT+qVLaVixgvQXX/BZ+B9x2mmE/flv1J3rWxGn9Suo3hvNqDmnH5dRcrfTyarXlpCz6hs0TUOWZTRNY/VrSxg4eTpzr7kOY4hvpTOTKZnJk76gvGIZ+fkv0hx9CCELJC3QqKBAyOBKEeTtjabfoFosSU5PUNISkEgyqC6Jw82RNIYpYDvCzl1XMXHCp23pKXZ7KUfynvBzHA0hZBz5/8dfMl/jwbz2mpiRTYfQ8O16q3drQc6YyOh0vtNt5sZG8PWEQSwprOSj8lqcQiABMyLDuCYtjpM2/R12f9jS3fYgUt9SQ3Ni/nqK8m0I0dlCr/V90FRbw/v33Mnlj/wHc1h7P4Sm8e0rz7Hz6xVILapjABX5eXyz5Cm2r1jK+f/3j+NWcyGE4E8HCnmrtKbTNRXAN9X1fF1VzzPD+rEgwfvxQsIjuPi+Rzi0eT3ZXy+nuqgQSVFIHzGKsXPnkzJ0uOd7D+BlBLB1+adIsky0PonEEN8DAq1o+Caf0IkJPZITFpqgaWMQ9REyNG0saSMmIaPjaFxbjLvK5jWIFy2zawdaCIKndE/jyyU5XP7gVJQg+yjpZMJPTKX+i6NBnhGkG2QOOzSc/uvymTgvw+s609AYWJrrdV3XRswtAbqsyMy5chiDJiawa3URpYfq0DRBVGIII2enMmhSIvoWRbW49DBOuWIYJ102BKddRW9S2q7HwIkJHNpSHtSrymBScNp7Zl4rSRCZ0P2dWVtmDW7GRoLaMtsxE5M+9KGsrIzLLrus2/LFixfz8MPdaywDocfE5NFHH+XFF1/kyJEjXHPNNSxevJjw8N7lnPbhlw8hBM3btlH36ae4y8qRwyyEnXQyYafOxbphY5s8blBQVaIXL8aYlUXE2Wf3qj81r7/ea9lWr5BlzGPGYPwVEJPHtj9Gs7u5W5F1KwSCL49+yQWDL6Dfuxs83i7QncSpqmfk+ve/Z8B336GEdU/JkENC6Df+FhwbHqB5mujkYwLto4gFq5IJjxrKlHMu6tG5WJ0ex+xnsp9Br9czNXkqI6NH8OlD91KQs7MtyNVa7i0BHPp+A3WlxVx0z0Po/Qg62BubyVvbzPYvjThtQxkTXkZivRU5QHBTf4GKbabnxCrLw4lfr5FYb0dvVhGqRGOJiYYiE40nCzx6WoLGxhyqq1cRG+uRlS4peT+Is9ew2Q5zeWQRMYMz+deRUipdbgLZKMdVOzmUFVh+WgiV+PjT/G4z1GLmsaHpPDQ4jXq3ikFS+b5kLSs338/srR/7JEcAP1SnIvkJfISmYa2vZfd3X3PC2ee17/fZR+z8ekXbNh06DEBNSREf//PvLH7gseOiIPhGSTVvldYA3ePt1pmiP+7LZ1RYCFkh3mdqdHo9Q2ecyNAZJ/a6H057M/m7PL4cWWGjPOlbkv9USc3qwn6gFvOw4INGd6UNtT6I2WsN7Ptq2j5KeoW4q0dS9UoOrhJrGxFv/Q2qwA9WlbouTuXNDU7ysqsYMD74ujLLzFTcdQ6sm0qDSrEyyBJTLTo2Nrnpematz6OTLxtK6hDvgimKRY8cbkBr8H9dZIse8/D2GVlJksgYFUvGKP+ztG37KzKm0M737KxLBlNXbqOioNF7mpwESf0jGHdqP+w2N9++0oNBPjw/m+EzUro3G2xqlgBJ6VPL6sOxY/bs2axbt44BAwZ0Wr5+/XpmzJjR4/Z6TExuuukmbrrpJjZs2MCSJUv429/+xplnnskdd9zRqyKXPvxy4a6poeiPf6R5R3Y7AZFlGr/4EuWf/8Qye1aPSELkokuOiQAITaPhiy+CJ0KBIEkgScTfcvPxae9HRIWtgtUFq33K0rZCkRTe2fMWv3tzg/9ZJU1Da7JS/+lSoi9d7HWTmCuuYMDTNgreeIq6uQISWkiCgIYCC5U7Y8kavpBZl17plyh0hBCC53c9z+u7X+f2sNt5Z9872LHz7M5nSdMlcMJhCNOMXu8roWlU5uex/YvPmLTwAq/tVxcV8N49f8He1NgW/B5OiCa+wSP/6i3cFbLAHQ/Nk9qvrRoHpefI1G4NJepVXafieefAznLW+/b/lRnTNwLQ0LCT4HJHZBoadrE4fQIXJUazqqaBpqiZyIce9bmH2a4RW+2kKsbg83cnSQomUwox0TNxd5UG7gK3y8XhzevJ+X4N2UVbqdQ1MiyiAk141GO9wa4qHGyIRQTSaxOCnV8vbyMmbqeTLUs/9L+LplGRl0v+7mwyRo/z334ACCF4rrAyKKnZ5wsryDQb+bamgWZVI8Ns5JKkGKZEhh4XyW+nrd3x26KLDEhKAJDA3UMFq6CKvFu3dXfeVgkzEH/dWByHain8/Aj2MhuuFjf2QqeGt+QrSZYo2FPdI2IiSRKRZ/UnZGQsTRtLsefWgaqhRJnQrC60pi5S8TKEI3HmjCTKEkM42piNOVSPTq+j/7h4hs9IISLO90x77SeH0BoDkDVFIvby4Ui9NADUnCpNOypoOFoPkkTkwChCR8ZiMOlYeOs4dq0uYveqIppqPQXpepPC8OnJjDklndBIDyHet7G0R8eUZImYlFAyRncnTvoeeIb00ZI+HA+cddZZ3H777Wzbto3JkycDnhqTDz74gHvuuYfPPvus07aB0Ovi92nTpjFt2jTeffddfve73zFs2DD+/Oc/97a5PvzCoDkcFFxxJY7Dhz0LWslAS7Cn1tbS8PmyoGszTKNGknjnncfUJ9HcDEF6nAQDyWQi5bFHe+1j8lNif83+gKQEPGZ+O0u3oTUFp8XfsGKFT2IiSRLx111HZNECat97l4bvNlGlc6CFp5I0+RTOeOA0TKHe/Yx84dFtj/Lqnlcx4nkhu4UbtaUEvNhZxvKpcO8bApVwjsZF4OhSpCyEIPvr5Uw8+1xkufML2O1y8eE//tZGSvQhLizJNiRFsDsymuFbazGoHndzCdpSvFwpgpo/uBEdB81bYhT7BIH1qIZllYKQBGo0OIZ0DnWdznKamg5gsQymNzI9OlliTmwExJ4Im0dBeQ6+HNKGHWxi6+gIbKEGuhIgSVLQ6SIYPerFFid438Sk+MA+lj58H82NDQggGoiULKiFYXwYEsPZqfswK91/240uI97pXXc0VFUiNA1JlsnbsRWHzRpwH0mWyVm98piJyQGbnSPNgZWJVOC1kupOBCa70caH5bVMiQjl1ZGZRAQolA8Eo8XSlrqmCldwpmPCY8LYEygRwdfnKJHdt5VkCdPgaKr21ZKd1xjQBwMhcHtRwgoESZIwZkVizIrstFxzqNi2l9O0qRR3dTOSLGHIisAyJRnT4Cii3W6Orshm8f1T0OsDF1W7qpqxbasI3B9ZQpfQOyW0qjWFbF96hKM2ldY3k35VMVmhOiZcPIjI8YmMm9uPsaekY613omkaoRHGbi7okfE9U64yh+k55YphXtPo5B4QLGsQ6l196EMg/OEPfwDgmWee4ZlnnvG6Djy/fTWIgeVePXFLS0t56aWXeOmll0hJSeGpp57iggu8j2D24deJhmXLcBw44HsDTUO0zKAE412S8tBDSMqxyYlKZjOSXh+0AaM/yBERDPj222NyZgdQGxpwV1Qgm83okpN/GaaKwSrCCIFaWxtwM0NqKgm3/okEoLswZYBDuN1YN27EWVjIUX09rza/6nNbTZZw6gVvngR3vldHWk0D3/dPptHcOYhqqqmmqaa6mzTxoc3raaqpQglx4pxezjaLkzynR98qbbhG2amC/sstROSqRMRZ0aIEtskazsHC79Ch9SSVkDUSkiRRd7nbSxGIREXFF1gsgwkLG051zXqCkQEKCxvWffH8x+CV0z21HV7Iid4tmBh6OfkZURQXv4XL5fn+ZNlMcvJ59Eu/BpPJvzdBZcFRPrz/LtQWP5PWU5dbZoVKbBF8VDCCizN2okhdPF2k4ImXrNO1pWQ11lQFJe8tNI3akmJWvfYCxfv3IDRBQv8BjD7ldBKyBvjdtyMaXD0LmDv2qtXM+od6K5fuyuOTcQNQjuF3rTcYGTRpGge/30hpcx6J5uBmjU0De1Zro4QZMA2Own6w1j8/lsAyKdHn6vAYU2BS0tJOWKwZt0vlyI5K6sptyDqZ1MFRJGSG9/hZKBsVLFOSsUzpubeGEILqYitNNXYkGSzRJrTvg0sXEy6N5t1V3WSUA6H823yWf5iLvYuNh0vAwSY3hS/t5SwNYiYmIsmSV9WwViT2jyAi3kx9hR+X+w6w1Tt5//4tTL9gICNndxaZUHRS0FLGPa1r6UMfvEE7Rv+6rugxMVmwYAGbNm3i4osvZvny5Qwb5uXl2odfPWrfficw6VDVwKlckkT4WWdhyMjo0fFdpaU0rVmDZrWii48n7KSTkENDCTvjdBqWLT+2dC5ZJuaKK46JlDTv2UP1Cy/Q+PU3bdfIkJFB9OWXEXnBBcdMwrpicNRgJCQC2Y0pksKwkCwIxhxPktDF+Xf+LW0qpc5RR4QxgmRLzwKGug8/pPKJJ3FXVoIk8dYcCXmMhOYzr1mQYdIYOt5NWaKGqVFiVE4hmx2ZqHS+nkJV4eh6T5F2cw2Yo6nY1YBicbL15CJ2uhRku4LWEnYftMvsR2LIWVbm7o8kYbCd0PggRgslUGPAMVrQdJKKq3/36y9JMi53PQDJyRdzNP+5gI2azf2IjJzUfVXqBLjsM/j4aqgvBFkHSAjNjZB0HDLPIG9/FOm60Uw+4RrcWgVCqJhMKShKcKOuG99/E9XtRviYlRFIlNvDONgQy9CIzupeUYZmwnR2Gt1G/LE5SZbJGDW27bPBZAYh0Ie4iB5cjzHKAZpEU2kItbnhCHc726s4mktlQV5bKl5lwVF2f/sVw2efwtxrrkcO4rcVZzh2mVIV+KHBynfVDcyJjfAUFGuiVyk/E+Yv5ODm9RxtymFU1CwUlJZZLS+QPaREF91zY9ywk9KxH/JNTDQBGBVCJvgmJgPGx7PuvUOobv/BhtBAliVe+fN6nHYVWfEol32/FGJSQjnlimHEpvZMUrg3OJJdyZZled0c2yeEKCQb5MDpSrKEuzo4QtAK1ebi20+OdCMlrRBAswbfvLGfC8clBKzlkCSJKQv78+XzOUH3QdMEa989iM4gM3Rq+7M5NiWMg5QH1UZ+TjXigiBm8PrQh58QPSYmn332GSEhIbz22mu8/vrr3dbX1NR42asPvya4q6txHDoUnIu7EISfdSYNn33euRC+5e+wuXNJuu9e/210PHZtLWV/u5vGlS3mZrIMqopkNhNz5ZVELVrsOdYxQA4PJ/KCnsnXdUTj6tUUXXe9Z/S3wzVy5udTdu99WDduIuXxx44rOQkXIaRXhFAQa0X4iYtUobJ48rUoUYcDz4YIQcQC7yIE3xZ8y8u7X2ZX1a62ZcNihnHFiCs4LcN/YTVA9YsvUvHIvzsd60Cq3I2UJOo1JlqcpOhVEvUCs9xSmDwY7KqACRrDmw5z6Ot0mis9gXdUqET4x+d5Up5kHWgqyAqzNDdZWXqWN8eCrp2UAG1/H7DLmIfWssjSM3no2qtUn3G4EKDXx2JXNUymZDL6XcvR/Gd9tCQBEoMH3+M7GOg3BW7cBbnfIvLWUrQnm/0HSjjQmIBTU4HV7FnzLcZXLZz+x1voP/6EoM/DWldL7tbvAyoqSgiya5O6ERNJgrHRZayt8O/0KzSNsafOR3W7qC0pxhITQ+KEShLGVnXaLmpQPSlTyylYnUR9XmcFr/a/Pc+UPWu+RWcwcspvfx/wPDNDjIyymMlpag6q4scXFARbvy9kdFE+zjwP+ZQtHinf0MlJKJbglOgSBwzi9Otu5YunH+X7quVMjTsLTWjIXcmJDLLFQOQ5PZ2b9MDYLxzjGZk0f37Ec6e13GOt37dTwMZKO6M3lzH65DTvbYToGTs3na0rjvo8jiRBTIql0zYdZ1lqSq189NA2zrt9AjEpPUv37Aly1hSx5p2DXn+bGgSZNid6nDZX8E0+te4As39AtVOjZH0xKbMCy+BnjYkjc3QseTurAm7bERs/zmXQCYlt6WFDpiay6dPDQamBNVQ2U3KojpRBfebCfTg2vPjii7zwwgscPnwYIQT9+/fnqquu4pprrukx8e0xMXnllVd6uksffiWw/vAD1S+8gHV9gMLpLoi+7HJir76a2nfexbZ1K0JVMQ0bRtTFF2MeOybom1JtaCD/kkU4Cwraj9+qytTcTNXTT1PzxhvHLBUc+/vfo4v2ruISCK6KCopvvNHTr679aPncuHIl1S++ROzvrvHahtWtUulyY5QlEg36oK7PntUrGbs/gpKpNtwt0rbdICCjPJQRYcOw//bKzsSgKxQFJSqK8DPO6LbqmZ0v8NjBrTSHLcSddqNnpNuZS3bjSv605jYO1hzkhnE3+GzakZdHxb+7F3F3VOxtNRC8KcGOhpuOfKXt7xZeJ5s1BszP5+AnmSjNMguHHsBR14gRkFrlbFv+TXK5eK2kggtSEqn3QgwFEjuadZwR4cL/XFEX+PiKDjOQL5nP1vxpuI7uIkSWuSDxQk5NjUQUP4wQKlJLsbMQbvT6SIYNfZiY6On+jyfLMHAO363PJXvzDqDV06I9zHbYrCx95H7O/cu99Bs1JqjTqC0pDkrmXSBR5fAyoygpjEuoIy/iJIoO5/lsa+TJp1KwdzfLnnwYh9Uzki3JMTgb9SSMq8IY3p6OKes0MuYUk/elREOBnxF2Idj5zQpOOPs8wmMDf3s39Evgqj1HA27nC5IQ/F+OnfklTTg7fP9ak4uGbwto2lxK3DWjICq42Zmh02cTm57Bji8/Z90PHzPcMpWYjml3MphHxhE5LxMlvPd+Lhu2VFDT5CZdL5Oil9FJYNcE+U5BkVNDBTZ8eIj+4+J9phedMD8Te5OLnLXFnTwxWv9OGRxF0X7fAx9CA9WtsebtA5zz5/G9Phd/qCu3sebdgy0H7L6+0qWRZggixBFgGtCzwPzInpqgsqUk4IfleWQ4NYZO9W84uHt1UY9JCYC9ycXRXVX0H+dJbTVbDGSNjSN3W2CTRUmWOLC5rI+Y9OGYcMMNN/D222/zu9/9jhtu8MQGe/bs4a677mL37t385z//6VF7PSYml19+eU936cOvAHUff0LpXXd5AqIeBP5yaCjGAf2RTSYS//Z/vTp2a3BT9cyzOPPz/c7UaA0NvTpGR3iTxw0WdR98gHC5/V8jIah5/TVirrwCqUOR5gGrnafzy/mkog5Xy/4DQoxckxrHouQYv3nsh7dsJrJJz+mbElk1rpLGUHe7eaDkeUEOKrQwaU80hTk7GXzllTjyjlL/0UfdJZ1lGSUsjPSXXurmHfNd0WYeKI3EHft72jSCJXAZB1NvGobBtoMlu59kdNxoZqXN8n6N3n2vbaarIzLLBMUxoCkS50Q5297qARUrFZAlwaCFR1H0GtslBYjE1KySXtxMSqm9TQpYBySoKpc0NPJsVKTX5mQEW2wecnIs+JrTeY3fokjtRoU2TeON0mreYiJLhn3HcOfXWK2HkCQdkZETiY87FVkObpS9uriQ7C+X+d6g5R767pXn+M2jzwZFcHsyi6dKopOvikBCGjgHZc59nBORwfr33mDXN1/gcrSrR4WERzD2tDPZu24VdeWlXWY+ZGoORlCXF8bAs/Ixx3hS6aSWR07KtHIaCiz4TRGTJPasXsmU8y4O2P/58ZHc2ZzEA0dK28wjWxGMGfgVR5zMK3G3nnxnCNBsLqpeyiHmptEB+9KKuPQM5l5zPVwDqtuNVuXAVWFDUmQM/cKCnoHxhdoyK8UH6gA4oGpt3iPesGd9MZPO9F7vIskSsy4ZzJCpSeSsKaLkUB1CQHx6GCNmpVC4r4biA7X+H4MalObWU1NiJTr52Gr5vGH3miK/ZUvFLsEITaCX8PnbEECTBF8+tgO9SWHg+ASGz/Sv9AXg6oECWrPVxcaPD/P90lxOvHQog73U97hdKpuXHgm6zY6QZYmaUiv9OyyLSwvzuL8H0i/QBE21PVN/60PwMEZeh8lw/O99fxBOK/D1T3rMl19+mY8//pi5c+d2Wj5z5kzOO++8H5+YAKiqyqeffsq+ffuQJIlhw4Zx1llnoRznvPo+/DRwHDrUblrYk9oNRfbUUxiN2LZupfHb79BsNnQJ8UScdTaG1O4a660QqkrDl19S++ZbNO/aCWq7C/yPjUB1Ff7QsHxFUCluanUNzTt3til+ra9tZNGuI7g10UkrKdfm4LaDRayqaeSF4RnofOi0Ops9kqPRjQbOWZNMaYydovhm3IrA0qyjf3EooXbPz9nlcCDJMkn330fYibOpeeNNbD/8AEKgREURdfFFRF18sdfrcMvBctyGlmClY5pJy6i/0zyapujLeH3v6z6JSdOGDV7vo7k7NNaO0pGo0xgfKrAGJxzW1hVZr3WKWe0mmYP9Q6mKNjB6T0MbOVGAixqaeD4yAs1HQFLrPrac6t2M4jXpKgDULoG0KkBDcM2+Kr4euYA0i8AcFoai61ndw+5vv+xkROgNQghqSoooPrCX1CHDA7YZ1y8DndGI2+G/vkaTBEdjnZyWmswQl5uT0k5iwYz/gwhPSooOmH3pb5l2/iLyc3bitFkJiYwibdhIPn/8n91ISXuHJTSXzJEv0hh2yeG2W0ySwBjuwpJio6nY/4u8rqwk4Hm24oZ+CUyKCOXFokq+qKrHLSBCp7AgPpI3S6vxVeOt1wSLjzr91ydooNY7sO8Lop7LCxSdDiVRhz7x+AUupbn1QW0nBJQcrAu4XUJGOAkZ3etIf/g8L+hHddmR+h+FmOTtrPIlXgd4iOdWm8rkUMWTrtXlWaAJz7N4S4MbhwYOm5vsbwvI/raQOVcOY+AE38XwITEmKLVhliDDKJPUMjPVrAnynRrFzvbnvEsAAlS3YOUrezGYFDJHd372Hvy+HFcvC9EFArnL6I7RrAuq+F2SwGA+9nqsPvxvY/DgwVgs3VM2LRZLr2xEekxMDh8+zBlnnEFxcTGDBw9GCMHBgwdJS0tj+fLl9O/fP3AjffhFoebtt3tuWqgoGNLSCDv9NPLOOttTk6JruZ2EoOqp/xA+fx5J992H3MXjQnM6Kbrueo8BYMcC+5+AlCjR0YRO9lJ0HCTUHszYqA2NANS43Fy2Kw+XJrqN0rae8ZdV9TxZUM4tGd6LUiPiE6gqzPfIryKRXG0mudr7qF5YtMeUTZIkwk45hbBTTkG43Qi3G8lo9Dl6uLuhgTLJf+0Akow9dCabiz+i0dlImKH77JMv1bSBJTAtRyN+mgtV9HxMpFu3WxbUROnJzQhhYF67X0S0phGhadT6GCwxKQbATXCeI92xTLoAGdGpjqUjBJ4BnFvfeoeTN6xA0esZNvMkxs9bQEyK99z+rig/kuuXlLRBkqjMzwuKmBhMZkbMnsPOb1b4bVsWEi6doFE1U5ran7mnPgb67pKqepOJARPaf0/1FeXkbtncaRud2Y0h3IlQJew1RoQm47Lqqc8PIzKzsW07oYE52u6XmEhIyD0keJMiLUyKtCCEwCUEhhalMKuq8UlFrVdyMrlKJTyYMiQJrDurPHrLvwAEpabVgkDF7f4QTDpgK7RgVQJ7iGCkiivdgg1NKsPNMtG69t+qEIIqt2B3s0pTR69PDUDwzUt7sEQaSRoQ6bXdoadnUHOglnEhnueL3PIsMkkQZVYYbIKNTW6sGp3aB9j40WEyRsV2eg7v2xg82e4KoUFyl372GxkL7x4MPGMiIGtscCaSfehDVzz55JOAx2Dxoosu4qabbkLXEge63W6eeOIJLrzwwrbtgLZUL3/ocXRwww030L9/fzZv3kx0S55+dXU1ixcv5oYbbmD58uU9bbIPPzMaVvTAtLDlYWqZPZu4P/6Bgit/i9rYElx08TRpWL4CtbaWtOef75RCUv7AA1jXrfN8OM4yc4EQc9VVndKregpdbCxqVXB5wLpYD0F4p7SGZk3z+44QwAuFlVyXHt8WOHXEiBPncLhLwOcNIZFRpI8c0225pNMh6fz/3N8rrQahts2O+IaEPXQKVpfVKzExDhiAq6io2z0lAX9crpEzXkM5nmI9kkRRspnMfBu6DreTrztLQ2J2+snQsLRXh6snihyGBtxOk2VyBo3j5A0rUF0uclatZN/aVSy8427SRwRO/wnewVn4VnjygqnnX0Lejq00VFV4JSetym/9i0MZUGJh3Py5mJXgFKJyt33fNvNpjrGTML6SiH5NbTMjbodM9d4oynfEUH+kMzHxcDz/56xpKukjg0+d6ghJkjB0CAb/1j+ZjXVNlDtd3chJtCPI55LA4yr+CyEm0UnB+XFIskRMau+L0mPTwig/2thWe+J322M4jj+ExZhpbnIFDL5rVMG6JpVwWWXKianYmlxs31KO1d9XLMG2L/OZf12k92MLGB+q6zYT0/q3CcE0i44NjW6sXfpXV9FMaW59G5lQVY2K/EZ6A0mCqMRQEvtHdO5ftImsMXHk7az0OaskSWCy6Ok/JniDzD70oSMee+yxtr9LS0t57LHHOhGT8vJyPvzww7aBDEmSgiImPdY9XLNmDQ899FAbKQGIiYnhn//8J2vWrOlpc334BUCzBjY+a0X0Fb9hwMpvSHv6P9S88YaHlPgiNZqGdf0GGr/7rm2Ru7qaug8/+klmR7oi8uKLib7iNwCoTVbqP/+c6pdfofaDD3AHSTYiz1kYlESyPi0N04gRAHxSXhuU7V6tW+X7Ou/fRebYCcSlZ7T5QvjClHMvDkpO1Rtqghaq0hBKNBHGCK9roy660Oc9odMgrZTe+BD675EiURNtaOkdFOoU6r1cKxlBrF7PueMeJjPj+palXaSIA/QtNuMvQffLaTShtUTlQlNR3S4+feg+rHWB/WOSBw0L+H23ImnAoKD7ZA4L5+L7HiZzjPeiZKnlPxkJScCOz5ey7t3XcTkd5KxeyYcP/I037riRjx+8m33rVuF2eUwDa2u/p6z4OyQJLMlWBi482omUAOiMGvGjqxlwVn43ux1JAluF78BakiRMYeEMmjQ16HP1h3ijni/GD+LkqLD2L73lX7sUvGqbFHJsBozHE0kDIgPWR4CntmDEjPZUW1uDk53fFrLho8NsWd5dercrhs9IDkxKJIhKCiEhM9z/dr3E8BnJPXqOWBWZ9PlZbD9Q65+U4JmFyM+pxtbg3TW+4dt8JD+1K7IkYZIg3ofaV11Z++xuQ1Vzj2a6WiFJICsyJ1021Gs/Tlw0hIj4ELyNWUiyhM6gMO8Po1F6qEjWhz60Ii8vj7y8PBYtWsQdd9xBYWFh27LCwkLuuOMOFi9e3LbsyJHg6qh6/EQ1Go00NnZn901NTRgMx1a414d2uGtqqPvoI+y7c0AIdMOHQVJS4B17AV10FO6KwAoeANGLFqFPSUFtaAjOT0RRqH37bcLnzAGg4csvj82DpJeQIyJIuOtOUFUqnniSmjfeQNjtbalkZYpC+LwziAngTh+xYAFVzzzrSenyNdsjBLG/u6YtqKxzBx/k1Lq9XxtZVjjnznv58P6/Ul1UgCRJ7aMQsoLQVCYtvJDRc04P+lhdEabTedoNuKXEwIhkzDrvAVDotGmETJyIbft2r9+18ZCMfUSvu+kTrpZUDVWGb/qFc1Osg2idhlOT2G1X2NSk0KDp+c8pL6DICllZNxEePoa9Ox/ByT4kCTRVovZwOM1lcYRllBHRr5UoCozGJAYMuB0iT4P8PUH1Sed2IguNCH0zY6JKGRZRgUlxoT01DMYtghOuhjjvObijTjmV7z9932/7kiwT1y+zR+aDAKGRUSy8/W5qSop58y834rL7L4Dd8tlH7P7ua+yNDW33niRJ5GVvI/StFxg4vxJCjtDkjEJSYsk8tQhJEj6CIjBHO4gb0VFaXsao74ejLhxJdnebyZEkCUmWmX/DbT2u1fGHBKOep7PiuWfFhxRFxeGWFcLtVjKra3AxHT2BSX7IiFioyD9ufToWSJLEtPMGsOLZ3X428niVxKWHobo11r13kL0bShFCIMue7/aHz/NI6h/BnN8OJ8yLn0psahhDpiSyf3OZb3IgYMiUJFa/fQBHkwtjqJ4BE+JJHRx1XHwzBk5MYNuKozTW2v3WmrSe88hZKRjMOqz13smGN1jrHISEG9A0QcGeaor21YLNRUZecCm9/Ywyec7unetYE6J6WR8MYlIsnHjpEOL7eSd+Joue824bz7Yv89mzrgRns+c9JMsS/cfHM3FeBlHHsb6pD/+7eOKJJ9i6dWu35ZdccgkTJ07k3nuDt4yAXhCT+fPnc8011/DSSy9xwgke/fzvv/+ea6+9lrPOOqunzfXBC6pffdUj9dohqFPXr4e/303Viy+SeO21x9UQKWLhOVS/8IL/tCpZxjx6NPoUzyib43BucA7squohVy1wV1V5VKJ6EKwfD2j19bgKCql86ikav/yyfYS09ZxVlYZly7EdzYdFl/hsRwkPJ+2lFym44kq0pqbO16xF/Srm6quIOPfctsVxej3FdldQg3uxet8/SUtUNIsffJwDm9aR/fVy6kpLkHU6MseMZ8zceST2YNTcG06Pi+C1kmCMGRX+2N+3BKgky6Q+8zRFN9yAbdPmzqpgkkToNhMN5xxTV73C4BI0m/VsGxNNuk5FoCFLgCKYqXMz2+Imtt/vGR7v6bsQgm0fZpOzCiTdYBSdhupUEJqEJMlU7U9j7IJxDJyeRUhIf6Kjp7WlTI0NC2Fno81vhYos3ExV1jF55gEmVVQiI2jNzpJVG2x9Gba9DAuXwMjzuu0fHhvP1PMvYeP7b3ltX5JlZEVhzlV/7PU1qy4uCEhKABACe1Njy5+i07/WunpyPlAYfL5CRGY9zVV6ZL3md2JRkiE0ofW4MpKkMHLUwwy+L5LvXn2eor2djebiswYw+7Krgqqj6SkMBgMWRzNDygralqkS7FOKGKmmI/lKL5NAMukwj4qFlce9W71G5ug45lw5jO9e39+pjqRV6nfghHhOvmwYQhN89UIOebuq2shFx5H7srx6PnpoG+f/ZQKhEd1lhWcvHoKik9mzrqRNWU2SPLMNOqOM2WJg08e5bceVZIm960uITg5l3h9GER4bnCGoL+gNCmffPJalj+2godr/PZwxMpbJCz31rzq9jDtIMqA3KpTl1fP1C3torLEjyxIxOsgIYpZMkiRCZO9P/bj09vS2sJieGWlOmJdBxojYoGaijCF6pp4zgBPOzKS21IamCSLizH5li/vQh55i8ODB3HbbbTz++ONkZmYCcOTIEW677TYGDuy5J1OPicmTTz7J5ZdfzpQpU9C35Oq73W7OOussnnjiiR53oA+dUfPWW1T881/dV7QEwNXPPY9eVnx6ZPQGURdfRM3rryMcDt/kRNOIOQ7HVCxhPa8rCeRAHySa1q+j8YsvfG+gaZ4ifkC12tAqK0Cnw5CW1qk+wzx8OFnLPqfu3Xepfe991Opq0OmwzJxJ9KWLCZ0ypVOzFyRFk91oIxASDTomRfofwdIZDAyfdTLDZ50csL2eYmZUGFlmI0eb7T6LuhEqg0wqZ6WN8duWEhZG+ssv07x9O7UffIgr/yiS2YxlxkwiFy4gvGkN27aBr5oCTUCNKhGttAfzXrvTEgwpbo2IOhdbJifjVNwtNoYd+tPyobrgcaoihxMbexI5q78hZ5UnohRuGXcH9/FWV/Qdn25n2MTFxKR1Jn2/T4/nmgAeGQKZs+2fM6WqwpP20W0D1RMQfnwNRGdCSneyN/mci9AbTWz84C1cdjuyogMEmqoSEZ/A6X+8tZ2QCgGl2dBQCoZQSAzsH1FVcBRZUdCCmcX0leMmJNwOhaqcaJJOqCR2ROA0NWjPiDSb0xg27GEiIsZCBFx49z+pKSmi7PBBhBDE9cskPsO7rO3xgNFoJD09ncLCwk5F3Vt1ucRoYSQLj8dDJ4Iig6STif3NcGTDL0+NctAJiaQPj+HA5jKKDtSiujWiEkIYNj25zfAwb2elX98MoYGtwcHWFUeZdXH3WT1FkZm9aAhj5/Zj34YS6ipsyIpMQkY42d8WtMnQtqZ8tf5bW2blk39v54K7JmI+Rnnk8FgzF909icNby8lZU0xtmQ23S22bQYnPCGf0SakMmJCA3PIgyRwdx+FtFQFT0cLjzLgcbj59dAdaC8HTNIFLDX5Q0FeG1q7VxZy4aAjgIQ9mi95TLxMABrOOE+ZlBl9/1gKdXiEu/XgW9vWhD+145513WLx4MQMGDGjjBS6Xi7Fjx/LWW94H1vyhx8QkMjKSpUuXcvjwYfbt24cQgmHDhjFgQM9SCX5MPPPMMzz88MOUlpYyfPhwHn/8cWbMmPFzdysgNJvNqzFdV1T95z9EXXgBSmTkcTmuPjGRtOefo/B31yKczs7pNy2j3Ql/uYOw2bPbFhsH9EcyGDzb+4OiYBo5su1j2JxTqHj44aD6ZR43FtlkQpeYhGFAfyqfeBJcrl6RFMlgoPb9DwJv2NJ27imnIDd58qyV2FiiF11C9G9+0+b7oY+PJ+6GG4i74QaE2w2K4nMW67yEKB7OK6XepeIv/LuuX4JfL5MfG7Ik8erITM7efogGd/e+SmjEGXS8O26k1/27QpIkQsaPJ2R89wA5IfQMYAUGZxguo90ToLcFqpnkMoA1xWu4KMr//SWAz1hInn46trMLMVY9HugsOZL3BDExJ7Jt2acBJaolWWHHl59z+nW3dlp+Vnwkuxrj+U9BRTdPDFmoaMj8lueYVbjP046/LkkSbHgSLnjNyyqJCfMXMvqU0zmwaR01pcUoikLqsJGkjxjdfs/t/hDW/AuqDrbvbE6AIQ+D2wk+BB9kWemRwpJPCImqvZEkTqzEGOEKWuQvLfU3DBz4126/nejkVKKTA7tlHy9MmTKFgoKCTss0SfClIZthairD1VTCRUv9i04iZGw8YbPS0MeacQUzc/wzwBSqZ/TJaT4d3nevLvLMdPh5nAoN9m8qZcrC/hhM3sOFiDgzkxe0q3FuWZ6Htdbhm8dqnhSpXd8VMeks34TT7VQ5tLWC/ZtKsdY5MFpkDEPAYXOhj2i/n/UGhaFTkxk6NbnTvpIioSjdcwlHnZjKoS3lvk+6BaNPSmPDh4fR3Fqnc6lXBQ5NYAxADjQhKHN5vwj7N5YyZUH/tpmL8af3Y/0HhwP2KXlQZI9JSR/68GNj4MCBfP/99+zevZvc3FwAsrKyGDVqVK/a63XV3oABA7qRkbKyMhITvcud/lR47733uOmmm3jmmWeYNm0azz//PKeffjp79+4lPT39Z+1bIDR88SXCFnhkXbjd1C9dSvRxNLsMPeEE+i9fRu0771D34UeotbVIRiNhc+cSfelizF1uMCU8nPD586hf+pn/mhFVJbpDapQhPR3L7Nk0rVvnez9FQZ+STL833uik5hVxxhnUvvce9Z98ilpXBzodoikIMwxFIWz+PBo+/iTwti3omKamVlVR+dR/aPz2O9JffRXF0nlWI5DaVZhO4d3R/Tk/O5emLgG/AqjAb5Jj+G3Kzy/bOCjUxNcTB/NYXhkfltfibHkjh8gyFyfFclNGAnGGY0sD0Gw2Sv92N8yYTtRdTtR+RtyJGjg1LGomWfcs4eUD97HNpmeCycWUJjsJ1U50bg2nQaYswUhthB6BhCzBPLGUrZRTWVVAMhKy36Q5jcbGHMoLN1NdVOBnOw+EpnLwh42czq3d1v21fzJjwkJ4tqCMbY0tqSRCMIodzGcpQ8UeksrbzR99d8kN+z4HRxMYW1I8mmthx1uw/TVoKEVvCGXEsLNgzlXda1LWPw4r76Yb/XG0eFq8uwgufQ903dNxkgcNCU6SOAioDh2aU0Yxam0zWYHgcFbgdtej10d2Wp5rs5Nrc2CQJcaGhRDhJ8XxeGDIkCFMmjSJ77//vtNyIQn26ArZoxQyY+wUZk6bgRJh/EXOkvQUZUcaAtdmAG6nRm2pLajUIaEJctYUBxSQEAJy1hQzcX5m20xGR9SUWvnsiWysdQ5aLdalWkHKEHj7nh84/epRpA31LYWm8/P9JGZFMHlBFps/PdLWdldkjY0jdUgU69472G2dAPKcGoONst+UalmSyHN6T1nWVEF+TnWb2eKImSls/PgwWoCJy8K9NTia3R6fkiBRV24jZ10x+burcbtUIuJCGD4jmayxcV6JWx/60FuMHDmSkSODG7j0hx4/7e+66y7+8Y9/dFv+xhtvcNNNN1Fd3TuzqeOFRx99lN/+9rdcdZXH/Ozxxx/nq6++4tlnn+XBBx/8WfsWCI6DBz1eIIHqL2QZe0vK0fGEPjmZ+FtvJf7WWz1+GQEUgeKuu46mVas9heDeSIYsEzp9GpYTT+y0OOnBB8i/ZJF3l3dFQQkLI+3ZZ7u5VOsTE4m/8Ubib7wRx5EjHDljXlDnJZtMhIwb1yNi0g2ahn3vXsr/8Q+SH3wgqF1sLhuH6g6hCY1+4f1Yc8IQXimu4vXiKmrdHlu+aVEWrkqNY05M+HGtGzoWpJkMPDo0nb8PTOGIzYEsQf8QI6HHwUBVuN0U/v4PNO7aBTOmI6kaxn0C4z4JUKgNL+atu85n56kaWQ4HC3bUkKiqbQ7kGpBc7qDBorBzeAROo4xO0pjIZpQeeJJYm4IvVnY7HG3F3l0xPz6SyfJ21u76EzZCCKMRCy0zbapACbZLQgVbtYeYlO+B187yfG6NmpyNsPUl2PICzH8cxv/Gs7x0ZwspAa8RFkDR97DhCZh1W7dVqcNGEpmYTH156XGZOZGUVlnIwNsKDSoqvqChYTcTxr+H0ZjApromHjxSyg/17ep0RlnivIQo7sxKJsbw4xAUSZI47bTTSEhIYMOGDVRXV3vU3aITONRvENaIaFaZzcyur+Xy0Fiy/guISU++72C3dTS7fSpZdYXd6qK50dmtfqW5ycmnj+3A3tTSTpdDu50qy5/eyXl3TOy1FPH40zIIjzWz7YujVBe332shEQZGn5zGmFPSyd1W4XP/Q3aNWMVTb9L1udD6rMhpVmnwRTQkz8xPK4oO1AUkJQCqS+PA5jJGnRh4NtFa72DVG/vIz6npvLzWQfGBWmJSQjnrxrGEhPeJFvXh2HDLLbf4Xf/oo4EzgTqix0/5N998k4aGBp566ikAysvLufrqq9m4cePPXmPidDrZtm0bd9xxR6flc+fOZePGjV73cTgcODq4IDe0GOi5XK6ffIrerdejGo2e9Kku0IzG9n91OjSd/sfvX6C887g4Ut58g5Lb7/DUZiiKJyLRNBCCiHlnEH/nnbg1rTMBsVhIefstal57nbqPPkJrueaSyUTE/HmelKnERL/nl3/LrZ5rFQTM06djPXQ4qO07XWcvqPn6a6JuvgldVJTPNmodtby06yWWHVmGQ/XcW7IkMzttNlePvJpbUwdj1wQGWWpL3XJ3IKMuTZBvd6IKQapRT6ju5wmCzMDwVldgTcN1HEbWG7/5hsbs7G7XuS4E3jlRZstACU3WSHK6eaG8HrPQ45I9fWi9G1XAaINROQ62j45AVSRkeqZAbAyJRQpS3ckcHt7p++kKu72RcGEnnJacejznpEoCp2wK4MzRAYoZGirgjfPB0Qxy53vQCTQrMiHL70AfmgL9Z8MPL4PO4pl16QKX7CmqbQwxYTv8KvQfSFjYCEJCMjptd8o11/PJv+5FaGrvyYkkCIlxICkGmmv1CE3GFOnwqsrViur9EcQMrcdur2bnzpupSX+KP+7NRwCdyoFV+LSkih+q6/lgzIAfjZyAZ8RvxIgR5JaVc2tBDXudqmdWUxPUWm28abXxekE5d2QmcmWqx7279Tn1S03p8oXYfqFU5DUE/N3IsoQlJrj3jaq5kXQ9MV9043J1vkl2ry3EYXN46ng6rGojvYpAaIKtXx3h5MsC+wn5QsboaPqNiqK2zEZzgxO9SUdsmgVZllBVt99zEcBmh5uByPQzyug7kJNGVXDI7qZUFUh+blWjRWm7pqVHapD1gQmgBJQdrWWoy7crPXhmozZ96kmp8dYHCaitsPL5f7az4JaxyC0zJ7+2e/nX0s//djz++OOEhYUxfvz4bvdwbwZcJdHDN1FBQQFz5sxh8uTJnHLKKdx0001Mnz6d559//mdP4yopKSElJYUNGzYwdWq71v0DDzzAa6+9xoEDB7rt8/e//5177rmn2/K3336bkJDgzKr60Ic+9KEPfehDH/rw08Fms3HJJZdQX19PePiP45fTGzQ0NBAREcHDV3yG2fDTSjI3O638+ZWzftJr8uKLL3L33XczfPhwHnnkkV7XlrSix0NP6enprF27lrlz5/Lmm2/y/PPPt6VN/VLga2rVG/7yl790moZqaGggLS2NuXPn/uQ3unC7OTL/TNzV1d0KcjWjkby77iTzgQfR6XT0//or5P9R35iat96i8rHHf5S2267zPx5A7jCT1gZZJv6mG4m6xLuk8M2rbmZL2RZU4cOPRJKJMkXxydmfoJfbR+zrXW4u2XWEwzZHt4QkRYIQReatkVkMtRybxObPjYPTZyDs9k7X+Zm5Lrb3l9Bacs1NmsZXRcUYAuWpA81mmS3jfM9edYdMWtoVZGXeQPH+PXz8z+6DEq2QJAmdwciiB/5NWEwcmubicO5DlJZ+AC26Xx5PDzd0K4H3ILLexeicIDwPFi6BIWfA87OgJrdt8dthYTwVHYkiBGqHZ5giBEJWWFNUhs7d/T5ttOjYMTyOJvs9hIT+HUnquI2CLOsYPeolwsPb84GFEBTv30vpof1omkZsajoZLSaMy5/4F/k5u3wIBQgiMppIP7EESYJDS/vRXG1C0mlE9W8gekgdxnAnaBKNJaFU74vEWmYGJNJmlhI1oIGV0um8xyWIAPNLMvAvtZaCXdlYrVZ0Oh2DBg1i4sSJJCcn+903WGysbeLynLyA2yUZ9Kw+YTCq280333zDnDlz2hRpfolwu1SOZFdRsKcal0MlNMJARUEjtaXe6xolCQwmHQtuGUd4bPCStnvXl7Dho8CF3JPPzmLk7M4pSUITvHjrOu/9UQTJJ1kp+S4U0aKMde5t44lO+vECv+VP76Q0tz4oP2C9UeH0349k9Zv7aay2B+0hLOGRctYCGVZ23KelNmb6BQMZMiUJW72Tsrx63E6VjR/n4nIE5xUmSZA6JJrTrvEYS7lcrl/FvdyK1gyXPvy8uOqqq7jkkkv417/+xfTp07nwwgu5//77SUjwP7PnC72aE09ISGDNmjWcccYZvPfeeyxatAiz+ecPmGJjY1EUhbKysk7LKyoqfF4go9GI0Uvajl6v/+l/mHo9qffcQ+E113gCAC9PNtnhIPXeezGG/u8aI8kNjShO54/qHi87HCjeiAnwbP6bJO1zcM7Ac4g1txes5zfks6Z0jf+GBTQ3N7O+dD1zM+a2Lf7LgWL2NLtQfeS+2FW4fG8hP0wZhv5XrMqiOBweWeoW1OscbOzvRnQ4pzS3k1A1CG8NQG8FCXO3ogbNaxG8THj4aAb0/yOKoidj5BjmXvUHvn7+SZBkRIckb0mWCO/nYMyCNMpqn6TOlkhj0wGqqr5BkrpOVYOvKtr6SMhPlxlw1NZWJ9MKlRbP+anXw4izPA01HAXNc+4bzCYeiTYDju6yXi2HKxE2sjQ3HW0xBbBvcBRCcbT0z9GFmIAQMvv238i0qauRpPZUwcxRY8gcNabbeSz4012sf/cNsr9ajtvZ3pbeZGbQzCEYMj9B4ABkhNuFcCsIN1TvCaV6j7dnVUvqmXAiSQ62SGNoRiaAfhkAH+fmM7jF5NfpdLJ3715ycnKYM2cO06ZNC7h/ILxdWY9Lln1KvbYiz6XyQ5ODyWGeoP1neWcEiZJDdax4bhcOq7u9mLzFX8QUqsdudbeoPXnk8YQmCIszc8a1I4lJ6lkdx4jpaRzeUkl5XoPXR7QkQVx6GKNmpaPTd05TFUIgCdmvE7pQJYTbc58YjYYf9ZpPP28wH/1rG6qqBXzduFSNr5/fy8JbxvHZU9k01TqCyi9t3yT453rrPmvfPsyBTRVUHO16rYNrSwD15fZu1/CXfC93xK+hj/8rCAkJ4Z577uHaa6/lrrvuYtCgQdx666386U9/6nH2UY+JSVRUu2ury+XCarUSHx/fdoPU1NT42/1HhcFgYPz48XzzzTcsXLiwbfk333zD2Wef/bP1qyewTJ9G2gtLKLv777iKirrVm6T8+xHCTz7+Hha/Jujifj71KrsePk8qxbXjaZ7f+TwPzXqIk9M938fqwtXIyGgBirBlSea7wu/aiEmJ3cmyyjq/7zAVKHW6+LKqnjPjI4/LufwcMI8cic1jYALA/nSpEykBcPfkBe1jU7s+nRBXe4G7olhITVlEZuYNKEr76O+IE+eQOGAQ2V8t58CmNaiiiYgUHWkzShC6Guqb86lvFi15s/6+11a9Y0G71prH98Cpk7DpZUJcnfcv1OnYP2oBp825r51Y6UPB6SnGfSUiHFkIND85uh+Fh/Hn6s7P3JooPXaz4vvieHqGw1FCdfVaYmNP9LOdB4pOz6zFVzLl3Is4unM7zY2NhIRHkDFmHHqjCbf7dsrKP6OubgsVaaXYa60BfSIATNEeEmbHSFDBlBC4u5B3raX26ZtvviE6OpqhQ33XHTQ3F9PQkI0QKhbLYCyW7v4ceTZHQFLSiny7s42Y/FJRWdjIZ09ko6kt91/LubV+P45mNzEpoaQNjcbWUmuRNTqWtKHRvZKmVfQyZ94whjVvH+DQlnIEnjoVoQkE0H98PCcuHuJVOUuSJNKHRZO/pzqgYpgl2khE3I87IBqbGsaCW8fx5fO7PUTDD4SA5kYX6z86zIKbxpK7o5KcNUU01vjfrw0+FMICoTxIF3pf0Bt//UIOffh58dlnn3X6vGDBAvr168fDDz/MkiVLKCoq6lF7PSYmjz/+eE93+Ulxyy23cOmllzJhwgSmTJnCkiVLKCgo4Nprr/25uxY0LNOm0f/rr7Bt3kzzrt2AQDdkCLn19Vhmzvy5u/ezI+zUUyn7xwM/uXu8AJZPlHAYJEDDqTq5dfWtvHraq4yJH4PNbUOWZLQAb1RNaNhc7ekTX1UH92JRgBWVdcedmNhUjU/Ka3m1uIojzQ70ksSs6DCuTIllUmTvVG98IWrRImxbtrR9dnmZICrS6yhVZHKMRip0ChZNMMPWTHSX4nsB1IfrOs2WaEgUkMHciSuIcudht5egKGaM+oHkbtnGD9mfYDCbyRp/AlGJntSfqOQ4Bs5RMA0txuEobWsbaEnTChaevaKjp1FesxE0F0P3NZJe7ewWb7iBVLeb8LRZnWd7hp4J21+lFsH35sAB7yeWEK6prSNCa7fErIkyIGnCPy8BNBQ+zf2CAfJ4ZkaFIQdRpGgwhzBo8vRuy3U6C6kpl5CacgmxpkO8lX2z/4YkgTnWTkisJ2iLF+UclQb59fnx7CdhcTT7WCWxbt06r8TEZsvj4MH7qK5ZS8foLzx8NAMH3Elk5IS2ZeYeSKiafgWzlz98dgRN8z3iLzSoLrYy/vQMBk7oXepFVxhMOuZcOZwpCweQu6MCe5MLU6ie/uPisET5v69HnpjK0d0B1D0lGHVi2o/u6VFXYaOhqpn04dHsXV8a1D4FOdV8VmrlnNvGM+7UfjiaXbx067rA0syCFu8VKWhn+mOFJEHGqJ9fpr4Pv24sWLDA5zpbEBYYXdFjYnL5cfTO+DFw4YUXUl1dzb333ktpaSkjRoxgxYoV9OvX7+fuWo8gyTKhU6cS2lLE73K5YMWKn7lXvwzooqOJPO9c6t57/0dN52qFKoEiYMMwifdndJSJ8fhcPLfzOZ6b8xwJIQk+a0s6QpEU4kPi2z43ulUUCdwBTkUF6t3B5Q4HizKHi/OyD3PY5uhUJbGsso6lFXX8LjWOvw9IDkpZw37wIHXvvkfzrl0AmEePJuqiCzEOHNi2TdgpJxM6bRoN27cDkFDX/aTdksT81BScsoQkBEKSUIRgXpOVv1TXYmn5ziWgKLnziKmMICrpCtJMBmAwIeYBrH/3dbZ/8S9UlwurRaPO7EBaDmPTT+DMq65l/5E/0NR0kHLiMBNGGI09mLPpjqTEBSQP/Ccfv34Sp1ZXd3OhB8+DVwDRy26FzBMhssUEb+JVsPVl6vTBjWJObrYT3oWwqUHG1RqQZ23krzuPMCDEyBsjs8gMCU7pzh8S+w9k6IwT2bd+tc+aFICUKa0mdwpnhlWwKQhLIrPTTlqNdxlXIQQlJSVUV1cTExPTttxqPczWbefjdlvpOiTd0LCb7TsWMXr0S8REewjXyTHhbKm3BhSfVoDpUcfJTdtphb1LoeaIx28m6yRIGRec7rIfNNU6OJpTHXAkXpI8Sk7Hi5i0whJlZPRJ3g0efSFtaDSjTkxl1yrfo6ypg6MYddKPZ8BZXdzE+vcPUXSgtlf7N9Y6+PqlPSy8ZRwuuxqUXwyAUAXzrh/D8qd34nb9NORk+PTjU5vVh/9daD4UO61WK1u3bmXt2rVYLBbGjRsXVHs/rmvVz4Q//OEP/OEPf/i5u9GHHxEJd96Jq6QU69q1Ad27ewMlOhpRWoomw940+HKCzNaBEqJrLYMEG0o2UG4t55R+p/CPzf/AqfnX8VeFyplZ7amFcQZdQFKSUF1JemUZo+Oj0QYkIh+HGiNVCC7emUuezTNqrXVa5/n3+aJKkk16fpcW372BFghNo/yBB6h98y1P6mGLzLR93z5q33qL6MsvI/7225FkGUmnI/Xp/1B0z70ADCqVia9TqYjo7MjnbBkJbb3eqiSxzBLKAYOB10vLMQtBZYyBiliPAISKjIKGFruIhUM8wgRCCL545jH2r19NVYSDbYPqKI1rr11ZqS7DsfZzqiNHspQHKCeRp/ntMZESDyQSzLFcY/V/H0gAmgrbXoGT/+ZZmDAM5j1CxBd/DngUk6ZxX2V1e1stCGlWA86WAMho9OcA94nbsFtNPLplEn8Zfw3JlrjAOwfAqdfeiN5gZNe3XyLJMkJogAAhoRg1+p1cjCXJDkhYLINYPPoWPt5dyY4Gm99ZkwlH9wcw0ISmpqZOxGTP3ltRVSt4bVlDCEFOzg1Mn7YJRTFycVI0D+eVofl5pijAGXERJBqPUbZdCNjwOKx5CFw2PJqxGnx3PySOgnOWQHzvJXFry63B1TkIqCmxBt7wJ4AkSUy/YCAR8Wa2fZmPrb7z72j0yalMnj/wRzMHrMhv4JN/b0d1954YCE1QcrCO6uImLFE9I/vfL81FVX8aUpI2LDrgDFYf+uALgcQHdu/ezUknnUR6ejrDhw9n2bJlQbX7X0lM+vDfAyEEWn09msOJLioSqUWJTDYYSHv2GRq+/JLaN9+ieefO7maNx4DUJ5/gxM0X49AT1KhlqbWUMfFjWDxsMa/kvILwEQ0IZFzGISw+KHGbu4pLk2M5IzaCO+QiHF5y8occPcyVn73PxH2725YdvM9E5LnnEnfD9SgREb0+x2+rG9hnDVxk/kR+OVekxGLwYbhZ+djjHlICnb1vWv6uee11pJAQ4m+8EfAYXibdew87Vqwg7tpruarxBx6Qvu/abDdoksQhg54XoyK5KDqOnMSatojc5UgiPnwhI4dd3za7czR7G/vXr6YkppmVEyu6fSPRRo19kafwpnQFklAZxAF0gZOJAiI8fBSU7EBp8m3Q1gahQs5H7cQEYOJVREekMX7DX9ghOX3WmJxutREquutYJVY4OJwZGpCcyAhSKUBpuVuHqHvZ88Ob6Ec+QVzcXP87B4Ci0zHnmus4YcF55KxeSW1pEQ5XEfqYQ5hTc5EVgdmcQVra5SQnnY+imHl9VBiX7Mwlu7G5Q5WOR5VOFTD+6H6GlR4NeGyTqT3QamjYRWNjToA9BG53PRUVK0hKWkicQc8TQ9P54958PEmbXc4NSDLqeWDQcRix//ZeWN/BfEzrQHLK98BLc+Cq7yBuUK+aV5TgabY/z5mfGpIkMerENEbMTKHkcD22egeKEXKOfs8J87NQ9MfWWdWtUXG0AadDxRJpJDo51KOwpwm+enEPqlsLepbD5znIcCS7konzMknqH0HZEf/qXpIskZARRtmRn0ZpSpLBEt1HSvrQe0RGRvrNpmhVxM3LC6xy2BF9xKQPv0gIVaX+00+pef0NHC3+M5LZTOQ55xB9xW8wpKYiKQoR8+YRMW8eQgjclZUcveBC3JWVgc0hfaE1+NY0dCot9SSBYVQ8o2I3jL2BClsFy44sQ5GUttQugYSEwG3IoCHuBoTLzZ8PFFHldHNzRiJXpMTyfGFlp+B54t6d/OPph5C7vM2E3U7tu+9i3bCBfu+87dfs0R/eK6vpFAD6Qo1LZXVNI3Nju5Mgd3U11a+8EvBYNS++RPRll3Xra8yVV3Cx/hrY/w4PfP9AwHY0SeL9uBQG2y5m/+sr0IWoqE4F1a5nv/otm6N2MP+m20kdMpwdXy3DrYdV4yrRvORTpVkyeFO6AgAhKYhgphla0FbD0emhLBNl6E/I0V3g6EFwYa/vvmzQqVxhNrHtu+t87jbe7kCl+0Pc4BKkFTeTn+J7pLa1VF+hPS1OQiBwsmv3Hxg39i2ioiYFfw4+EBGfyLQLFndapqoOQHQSIQCI1uv4fNwgvqqq57WSKg5ZHRhkidnRYQzI209pwYGAg/9RUVHExbXP+NTUrIdg7nIhsX31UzTu30RC5gBmzTmdt0Zl8Y8jJexpaifvOgkWxEdx94Bk4gzHqAhUebAzKenWJxWcNvjidrjsk14dIjY1DEUvowZIC5JkiZTBgZ8j9iYX+zaWUrS/BtWtEZUYyrAZycSleU9pcxY3YT9Yi3Cp6KJNmEfGIhuDDztkRSa1pV8ul4uco0Hv6hWqW2Pbl/ns+q4Qh629fiw21cLEeZnoTQoNld5rmHoKSZJwNHuOMfqUNEqf9/I774BWhbSfEqERx5662Yf/Xaxatcrv+kOHDvG73/2ux+32EZM+/OIg3G6Kb76Fxm++aScKgGhupvbdd6lfupT0l1/C3MHER5Ik9PHxZLz7DiW334Ht++89+8oyqCqSXk/U4sWoDfXUf/Sx99SvllQjADSNsbmCjUNBCzDqGGGD/hFZACiywgPTH+DMrDO5a+vLVNTvBjRUfSrNYXNwhJzQyYr3X3llnBEXyV1ZyRTZnSyrrEcBomuq+MczD6PrUNTcCaqKs7CQsnvvI/UxP8GNHxTZnUHODwjWle/lxKgJ6JXOL876pZ8FNVMl3G4aPv+c6Msu87r+4iEX8+jWR7EHIRNc72xg7ebPiXbocTta7w/Pmdjq6vjw/r9y0T0PUbx/D0cSGnHphFfBp1zTqcjCjdbyfRSRhgsdegIUvAtBdK2LzAIbO4eH4zLIIEDRVAZt/AFsmwKeQydYvKfJzUqbxQ1jb+DJHU92IrngqVPSCzwF6x3u5aYQhZJEEzaTjKlZw4qHRNGlZMXXHd2SQEfOnpuYMP49zOZ0NM2N3V4MaBiNSd0IRU+hKL6DIb0sMT8+kvldBB6qYsw8/f3GgG1PmTIFucMzQ9UcLV4z/vcTQtDcVEPx/r2UHNzP9i8+Y8yp8/nmN1ezx+rgSLMDoyQzISKU2OPlPL/1JZAUDwHx2TEVjqzy1J5EZ/X4EAazjiGTE9m7odSvSprQBCNn+Z8B2r+5lFVv7Pf4bbQ0VXyojpy1xYTFmAiPNWEw6eg3IobM/hE0fnIYV2FjC+uVQBPULc0lbHYaYSel9coR+ligujU+fmQbFUcbu62rKmrii+d3k9g/ok1G+VghNEFouOdezxoTx6iTUtn1nZe6mRY1rrFz0/3W1RxvCA0GTzq+NUV9+N/CrFmz/K6PjIzsVbt9xKQPvzhUPfscjStXej50DXpVFc1mo/Ca39F/5UoUS+daC31iIv1eexXH4cM0rlqFaG5GDgtDCQ8HSUaXmIhssVD7xpuegK41iHG70cXHk/DvRzhcVIQ+LY3TsmXWj/DfV0kTnLpVo+Cj+URfupioSy5B0usZGn8ChyNCcYX7f8EpwKvFVTw4KJUlwzP4oqqed/cc4vf/vAudqvqvd1BVGr/6CldFBfp43zUgvhCuKEEqVEq8u/dVVu36M1eOvJLfDP8NckvehzM/33MNA5ETRcF5NN/vJsEIB7RCk7wfTwgNTYU1b7yE0DSK4n2Pfh7Vn9BGSgBskoWNYgbTWYPir/RZkkgtbSas0c2Y3Q1sHRuB2a4xYl8DFlsPZ+okCcYs9rn66lFXMzxmOK/tfY1NJZsQCGRJ5uT0kxkXK5C3vAIIVBn2Dg6jIs7YNpsjhAwtZQOyW0PTBZ/+4nRWsPn700hIOJOqqlW4XJ5aFlk2k5x8Pv3Sr8FkSurZufqAy24nd/sPWGtrMJhDyBo3kdDIzqP3sbGxLFiwgC+/fI3IqFIkScXeHEZtbYrnPIHRo0czYcKETvuFmNODVlZzNnjSREXLvZz91TIUvZ7Zl/6WkWE90+EPCvkb/ZOSNggo3t4rYgIw6awsCvbU0FTn8BlwD5+ZTNIA32mhR3ZU8u2r+7x2DaCx2k5jtR0kyNtZxXoJJloU4hUPaW9lhsKl0fBNPprNReSZ/Xt1Pl1Rkd/A3vUl1JbbUHQyaUOiGTo1CZOl8yDK6rcOeCUlHVGWW98TO5GAGDjRE/hLksT08wcSmxrGjq/zqS1rVyqKSQ5l3Kn90FQRcGarI8zhBpob/Nex+YIkQf9x8UTE/Qj3dR/6cIzoMTEJVFW/vUVtpw996A00h4Oa11/3X8yuaah1dTQsW0bURRd63cQ4YAC62FjK//kv6pe90ElaWJeURNwtt2DfvRvHwYMgy5jHjCH+5psQ4eFQVIQSEcGEsWdw3oblfDitZVS6ywifpAkGF8NZmwUurZjyf/6LpnXrSXvmabY12nEFUZCvAqtrPGk/siQxLy6Ska8/h7UxyFQgTcO6fgOR5ywMvG0XnB4Xwfq6IKSQhBuDfRf1WhOPbXuMosYi/m/y/yFJUlvNTzAItG16eDpH6o74rM9pa0cDi833o0toGkX7cohNz8ClK/AaaAhApfvI/YdcxBi2YaHJOzkRgthqJzE1LiQg3OrmhO31hNp64r7SeiIyGMNhrG9iAjA1ZSpTU6ZidVlpcjZhFFZkYUPf7IAtryCAnKFhVEW3BNZtEqqtAgKg9UJWVdMclJZ+2GVZM0VFb1Fevozx494lNLT3waWmqWz+6F22LvsEl93uKZLXNCRZZvDUmZx85bWYQj1y1c3Nhajaw0yYuKnl0SAhSQKn00R11XSGDr2GsWPHdpotAYiPP539B+5G0/yn50gyVO+P7LTMKLs5/PW7TDjlJCxJmb0+T5/QeiBFrfW+9skcZuDc28fz3Rv7KMjx1GW11lPojQpj56Yz4fQMnzMYQgg2fHQouIO1/HTdAjY3qky3QLQXQty0oYSQcQkYUnovR+5yqqx8eQ9Hsqs6zXIU7qth89JcTrpsKIMnJQJga3Swf1Nwcr+98RLpCkmCQZMSOxW+S5LE0KlJDJmSSG2ZDbvVhdmiJzIhBEmS+HLJbj8tdsfZN44hf081mz7ORZJpq4lpvRbGEB0Om7uTNkzr38kDIznpst6LKvShDz8mekxMsrOzufXWW7FYLAghePDBB7n22muJjo7+MfrXh/9CCFWlad06rOvWI5wOdIlJ6OLjUKurcRYUoDX6H9UCQJKo//xzn8REra/n6CWLPCP6XepN3KWlVD78sOeDTgdC4MzNpWHpUiKvvx4SPLMPcX/8Axed+x2xDc18OBWqOgwompyCU3YILlqrYVCh9W1m3bCByqefwbX4N0FfD1eHUUzH4cNYNwZOWWmDJKE191wnHOD8xGj+caSUZtWPJaRQMVo3ImvtBOaDgx9wYtqJzEidQeiUydS+8Ubgg7ndhE6Z7HeTiwZfFLDORBLQrywEkyuwnG7K4KFYSrchaSC6xEYSIGkNCKXzKHGNFMs94gGu599kkoe7JQdK1zLqnlxqZ3CutRMJsdiCCDA7Rg541MZUBbYPheatp5CYeDapKZcSGup7VNxWt4GC/OdoaNjZtmxYZjLG6nKqYvzkikvSMcvOdoaK213Pzl1XMWXyyk7O8cFCCMHXzz3JnjXfti9rmakQmsaBjWupLjjKRfc+hEoNW7aeg8vlydH3nIrnN2Mw2ElKXkls7HhkeXy34yhKCJmZ15Ob+5CfvkDtwfC2GZN+obVMiC4iw1LnWf/8GBh4Kky9HjJn9PhcfSJpDFQdDI6gJAw7pkOFRhg587ox1Fc2k59ThcuhYokykTUmLqDBXsmhOhqqAqdYdoQOSNBL1LoF0d6iDFmiaXMJ0ef2vKi/uqQJ1QFblh+l5KBHzldoHhGIBJ1EuCIhgOw39mEwymSOiWfHVwU9Po5fSBCTYqG6qKmTMWJr4J8yOIrZl3Q37/RsIxGd1F1V0eUInnzGpIQSk2IhJsVC/7Fx5KwtoWifp+4nOjmU4TNTSB4QwZHsKnatKqKywPNOjUuzMOrENLLGxf1oqmZ96MOxolepXH/+85+Jb0kd+fe//82NN95IVlbvppn78L+F5l27KLrxJtylpR5SoGntaUA9CZ6EQK2p8bm68oknvJKSbugwkyJcLqqefhruvQcAQ79+9HvzDeb+/g/MfqaUg2kSNRYwOWFYgcDkTSVUCGrfeovMy68I6jQUIRgU2kFF6OuvO0nuBoQQ6BMTg9u2C8J0Ci+PyGTxriNIQnSvNxEqiqsYS+2bnRbLyLy+93UmJE7AMmsWuoQEj+CAr3QuWUaXkEDoDP9B3Vn9z+LNfW9S1FjkNa1LlmRkDUYf9q9EVh/qYn96I9+ZlpJZb+FQuvdZIXPTamzh8z15/h1QLiXxV/Ew/TnEeH4gy1HAwuK1JFY4MPbG+ExSEJFpUF+MpLlw6mVKkswUJRlwGBVw11Nc/BbFxW8zfPjjJMSf3q2JvKNPc+TIo0DnYGJvigNLRAhoAn5Csz8hVJqbC4J2ju+Ko9nbOpGSbu1rGlVFBfyw9CPChq1rISW+fxOHcx8iPv40zOZ0wCMZnJ2dTU1NDYqSQkzsuVitHyFJCqJVkELz8MW6I2EUrvWkpU2MKWRm/FE6ZjxJAIdXwqGvYd4jHq+Z44GJv4Wdb/vfRpI9BCZx5HE5ZEScmVEn9sxXpGPaUSDIwDCzTIZBRpEkhK9ZY03gPOK/GLwjhCbYs64YgI8f3o5wd77Xk/USI80KJllqk3mWJQnbuwewhxko2Ov7XdEbjJqdypRz+nPwh3J2rSqipqQJkIjvF8bI2akMnBCP3MPA3xJtCrq+ZfTJ7d9hRFwI084d4HW7gRMSjrs3TR/60IpzzjnH7/q6urpetdtjYhIaGkpTUxPx8fG43W7sdju33XYbr776KhbL8XWJ7sN/F+z795N/2eUIZ0tebFfn9p54kUgSuljvjrVqk5W6jz/pvTIX4K6qQp+UhGnIEAZ88zVNa9eiv/Mu1MK6gPtqTU2k7s5mWFEt+5PT0GTfI5KqJHFpbHj7vvUNPSJoSmQklgABvz/Mig5j2fiBPJJXxsrqhrYsBkmzYmpaRUj9UmTRebRUQ2Nz6WZOeOsEhkYP5apbF5J210stK7sE7i2CAin//jeSD7nhVoToQ3hp7kv8fuXvOVR3qK3gW2rRi7LoLVzmmI3VthvhZY5HINjVv54dg+s9syRqI+WDIblRT2moq9usianpW5rD5iIwdtdKlSRyxUCOMICP9t9Ev/reK/WoCJZrddyVnogCROoEM8PcTDO42x7AnmBZYs+eGwkxpxMWNrxt/5qaDS2kBLqJ10qCprDglXxa1biOByRJoaLyy14Rkx1fLWtL3fIFoWlkf72MwTHbkJVAzwaZouK36Z91GytXrmTz5s1tUpUAmhZCbOyFTJpsR1X3Y6uvoTbPSeWeSGzlZkCiX2gtM+OPelrrepFaifLyP3n8RdJO6PE5d0PKeBh+Luz9BO/atLLnvjw1sFrdjwk5SMlhCZgcqhCrk9que9f0MCEEFW6BXQNjo4voZjcGs/8wRGiCla/u5dD2MlLmdF+fqpcYH6prI0Fyh2OahaDqxd2EyTK9oSYdiULr30OmJDHtvAHIisywackMm5bcduxjKegfOiWJvetKAm6nM8gM6CMbffgFICKAXUFERASX+RC88YceE5ORI0dy1113ceONN/L++++TlJSEwWBgwoQJfPzxxwwbdmxTzn3470X5Qw8jXK7j4zciBOFnzve6qnlnNsLes9SDrqj/7HPMv7sGAEmnI+ykkygPC0MNcgTAtmULV63dxK033oWkaQgvQbmsqgzJz+WEmlw491wAlJiYHl2fmGt/16M6D28YHRbCG6Oy2FhxgCu/uxOEC52zCInAxnEHag5wK/u46OZxXPylHUeL63srzKNGkXDXnZhHBjfimxCawAdnfsCGkg18lvsZZdYywg3hzOk3h9MyT6OxqJQ3Vt7gvS/pTewY7BmFbSUhgyLcXBxl47lSMwVCQvJ4/AGgV2uIqHiYpvg/oWJCdCAnsvAIDzx24F9Mrd/JMUFoHJE9NUoqUK3CJ3V6sm0K18Y5MLYd1hPcFBS8zPDh/27bvbDwVbpK3jZjooo4FDSSKA6abCTEnQ6mLCoKnz62c8IjNOB2985zoXDPLr+kpBUOqxVHnQFzjCPAliq1tZv44osv2LJlS4c+thOa6mojX6ww8ZvfPIcIqWHHS3/t1MKE6KLAE0+yApufOT7ERJJg4XOgN0H2Wy0zdy3UUahgioDzXoJ+U479WMeA5AGRQW2XaZA7kRJvkCSJQqdKsUtAs8q229YzbEYyUxb0R2fwPoCzd0MJB38o7yhm2AYdMDpE6URCux5PCBiKwL/0RnfMv24UR7KrKDtSDwLiM8MZOSuF+H7h3bY9HgpjCZnhpAyKpORwnV8PlfGn9UPv41r1oQ8/JV4JwiqgN+gxMfn3v//N+eefz3vvvUdERARvvvkm8+bN47HHHmP69OnU+Emv6cP/LpwFBdh6UjvhD7KMEhlJxHzvxKRtRuYY0OqdAuCuraX+449xVwRhmNe6T1k5Y48c5J4lj3H/ldfh0uk9LuaShKK6URUdw48c5B9LHsMxd04bMYmYdwaVjz0W1DHCzz6b6Msv79mJ+cGIyCTMziO4g1QxAs/sCcB7yg5Cb7+Say33Yt+zFwDT8OGYBvc8h1yRFWamzmRm6sxu68wZWYw5dT7ZXy1DZ3YTEt+MJIG11sCOQXXdts80aBhkuDGlmT3NCuubdJS6JBQJBho1plt2EyFdzypOYbU4mXoiMNPMJLGRSzZ9yamuncdliuHzTupxLQaQTpmPag1cEtN+vwqhUl6xjCFDHkBRjGiak6rqVS2BF5STwFLOZQMzcUuemZJrxH+YweqAjuggM3DQXzEZEykyJ3Dg4N/pbh8YPCRJxmDwPmsZCFoPnK2FFtwX4HQ2dyIl3dppISlffvklV199NREJiTRUVCCEhkF2t9WU+IXmhn2fg+oC5Th4TugMsOAZmPkn2P4G1OaBzgRZs2HYAg9p+ZkRmRBC6pAoig7U+i0MzzQGTl3ShCDLKFPs8pBst0tj96oiqgqbOOuGMd2ME4UQZH9b6LO9VIOMgn9iIAFGVRCnk6h0BzcrH5UYQvrwGPqNiEXTBPk51RTtq2Hv+hKKD9QxeHIiIeHHNiDUrZ+SxOnXjuTzp3ZSntfQuWi9pURtxKwUxp+WcVyP24c+/NLQY2IyZcoUioqKqKysJDo6GkXxMPebb76ZE044DqNIffivhH3f/uPWlmw2k/7iC8gh3qUODf36HftBWl509n37KLjiStT6+qBTzXTx8ehaarBm7NzKh3/5I19OnsnmEWOxG40kV5Yzb8MqRh/ah6QooLYTAX1KCuGnnUbDV1/5njmRJEzDhpHyr38e2zl2QbghnLkZc/nq6Fc9ku4FTxrV2/vf5poLriFysPeiz+OFKReegZy4HNVwqFMG1m/tMp/X6yl0to8mtmahKBKMClEZFeLtvOpYyIcspF2BquT7eI7sCaMuw0Skwe5zFF1LGoNUuhPJR8SmAe+HWajQdX/UCgGOGjdhbgd6vURdhB5NkRDCjdtdT3m5m82b15OTcyGapqcmwszSkbNxyTq0DnUxKziLWfg3ugKFuNiTMBk99UipqYtQ1WYO5z7oc4+OSj7e16uUl2WSveNdhBAkJiYybty4gNP7AFHJKVQXFhBIAkmSZQxhgQcahAaVpe6WEXI/fh1CUFJSQllZGfOu/zPv3XMHmupR4AoamhucVjBHBr9PIERnwSl3H7/2jjNmXTyYt/++2ee3ZZLAEkTKlyxJROskJNS2toSAksN17PyukHGndn52N1TZqfNT4xKtk4JLT5QlksL0VNY5g1LdGn2yx2el9HAdX724B2udw5PSJjz30KZPcxlzchqTF/ZHPo61XcYQPQv/NI687Cqyvy2guqgJ1S1QdBLhsWZiUy24XVpAwYI+9OHXjF7LMsTFxbWRklZMmzbtmDvUh/9SHMe63Njrr8PkJ2XQmJWFafToTuaMPYVp+HDctbUeUtLQ0KP6l5irr/bMFLTU0ITZrJz/3Rf8+8kHePrhu7nr1WcYc2if55IIgWFA58LFpPvvwzxmjOdDx6iwZcbFOGgQaS++0Otz84erR16NTta1+ZT4hYDEKhNjDkYwfn8kKXkya/O8B8gNDbvZf+BusrOvZPfu6ygr+7RX/bPZjrJ1+zkI04FuZSH9jRo3xjvob2wnH6Uuuau3YECoLomqPVHYNQPv5o/hYENcWzF0621gc+v5riyL3Rl/ojrdY0zXcWC/tQcrQkN4KKa7o/b8JivLikp5s7SCEw40MjangRmba+h/xIqsCbKzD7FkyRJycvajaXpUSWLZ0Fk4JX0nUgJQJKXzGb7loiVJQa8PZ+DAuzotT0+/ErM01XNeXTiw0ECoEkUb4tFc3n68Mo0NsaxeXcD+/fs5cOAAa9eu5fHHH2fVqlV+yQHAmLnzCIaUDJ4yg4iYAQR6gEgyhEfnM3r0cuLijwRsu7S0lKSBg7nonoeIz+yPXdMF/xOX9WD436qnjEwI6eYL0hE9zWTq9nQRsGtVkce8sQNcjsCEMdhDDzohISin8/7j4hg2LZmK/AaWPr4DW70njVBTBZomEMJT97LjmwLWvnsgQGs9h6LI6I0KVYVNqC4NoQncTo2aUiur3zrAm/+3ieriIGTe+9CHXuDBBx9EkiRuuummn60PvTZY3Lt3LwUFBTi7pM2cddZZx9ypPvz3wTRsOJ3mpo8Bjv2BXwbxN91IwW97r54TfuZ86j/6KPiZkhYlrajFi4havAjhcCDfex+a1ep/P02j6qn/UPPyy4SddhrRl1yCceBA0l99hfpPP6X2zbc8Xit4ZoKiFi8m8pyFPmeLjhUDogbw3CnPcf1312N1efruzVckts7AjOxYImx6NMmzhSxg7/4XiL3Iyfh5C5AkCbe7iZycG6iuWdNBEUmmvOI74EFqajeREN89ZcsX9uz9E253A140xFA85tJcEePg7hIzKhLbbQoLI8HYg8CpsSgUze0JnZpVPctLhrC6Iot+obXoZZVGl5GjTVFoKPTbvZyqcc2ER0eQUmonosGFJGCrwciS0HB2Gg3dorar6uq5sba+WxKVThX0K2omolrH081fADq0llmzvNhkbEbfaT3vsYgmLCzkQ8w0I0m6NuPBsLCRjBj+AGZzZzWmxuoqNi+pIyIrmbiRNYTGe+qyNFWi9mA4FbticNQbkBWJlCnlLXt5zsVms7Bnz+xOP41WMrJmzRpkWfbrCjx85kls/2IpdWWlXmtNJFlGpzcw+ZyLwHwC2Tt/67OtjrCEVTNkyAYiI0s5dHAqgcLWxP4DWfzAY5Tn5dLw2dWE1+5A8pfeJutgxLmg/O95E1siTTQ3eq87c2jgFgJdEAzFrnn79YK1zkFDZTORCe3PtpBw/0SiURWgD+LHrQnCsiK5aG4GezeUsOOrAuzWzudisugYc0o6Y+f2Q5Il1r13EE0Vfh//e9aWMGJmKrGpFlSXRm52BeVHGhACYvPqhwEAAQAASURBVFMtDJgQj8HUfq+4nCqHt1ZQkd8AAuLSw7ptU1nQyIpnd3lIWsdjt/zd3ORk6WM7uPjuSZjDjm86WR/+t7FlyxaWLFnCqFGjftZ+9PjpeuTIERYuXMju3bs7TZu35niqx6CE1If/XhhSUwidMR3rho3HpJYFUP/pp4ROn07E/Hk+twmdMoWUfz9C8Z9v667+FQR0kZHUffhh0EQqZPx4Yq6+mtDp0zzGgyYT8X/+M2V//3vAfYXTiep0Uvf+B9S99z5J991L5LnnEnXBBURdcIFHMEAIv0Xu9Y56Psv9jDVFa7C5bKRYUsiIyGBH+Q5y63PRSTomJ03moiEXMTx2uM92ACYkTmDl+StZlruMr/K/Ym/VXqzudoIVU2/gtM0JyC1TBLJoDwyEy82aN17CZbcz+dwL2Lnrd9TV/eBZ15Ye1h745eRch2n8a0REjA14nRob99LQsMPvNrIEFgVGh6hst+lwConP6/ScFx24kL8VqrP7HIvVbWBvfVclHIEScQhQaAiHhvD2EeU3qw3stil0DYyHOZzcWFtPvdNITn0idU4TiiToF1rLwLAqdLIgsrmR6fzAaqa27XckLhlJaJ0K9DtBkljOAlaK0/l30iHGm2oRmNm9C8aOeQ29vr1vQghs9XX8sPRDQKLucAR1hyNQDCqyXsNtVxBq+3Fq9keTNKESWa9hMqWzf18iJSWZqKrvEfQ1a9YwceJEQnwQaL3JxAX/9wAf//PvVObntSt0tQxeGEMtLLzt/4hJTQPSGDHiSXbvvAlktfV0vXmetn1OSDiCzRpFcbH3mdWUlJROnxMy+8OC++GVM3yeE+A56OTf+9/mvxRDpiZS+Z53jykNKHBqZBjkTqpYXSGE4KjDN/FT3Z3XhYQbSB8e7VPut8CpMcQkB5w1kcw6zMNjkHQy4+b2Y9zcfmiqRkVBI82NLoxmHQlZ4W3eHjUlVsqOBBZ2kGSJnLXFpA2NYtWb+3FY3W0qZpoqWPf+QaadO4ARs1I5sLmUNe8exGVX27dZ69lm+vkDGT7Dc09u++KoJ67y8eoRGtitLvasK2HCGRkB+9iHPgSDpqYmFi1axAsvvMD999//s/alx8TkxhtvJDMzk5UrV5KVlcUPP/xAdXU1t956K4888siP0cc+/Ergrq2l/qOPsP7wA8LlwpjVn8gLLmgrgE647TbyLrjQo5h1jMpcFY8+SvgZp/uVoA0//XRCTjiBvPMvwF0SWIZRMplIuP02cls+u8qDL3aPu/46QiZO7LQs6qILEU4H5Q893E7G/BGdlm1K//p/yGFhOPPzse/diyRJmIaPIOKcheiiuqcFfVfwHbevvR2H6mib3dhd1d1F+PMjn/Np7qdcMeIKbh53s9+C0VB9KBcOuZALh1zI57mfc+f6O9vWTcmJRtYk/IUDGz98m6SRZurqNvs+XzzKTodzH2b8uAB+DkB19Vo8SSD+7x2rSqeX+nqrnuxmhXkRLiaEqOi7OKNnZt5AY+Meqqq+BTR0psDEWSAoibOzyVhHQZEBFYhSBCPMKqeEuRgX4marF3f6C+sa+ap0ADl1ia2+7ADsqU/AJLuYl7KfDEsdE9nFWiahtSSiOXR636SkA9ySkfLQuWSmx+Nyudi9a0XbOk1TyVm1ku0rllJd1N1wTnUqXkmZ6oQBCe/Qb9QYsrN3UVj4WeDrIwTZ2dlMnTrV5zaW6Bgu/ecT5O/OZu/a72isqcIYYmHgCVMYNGU6ekP7aHl83OnkvPk0UQNqiRlWgynSFTB9KCV1L8XFQ+iYOCRJEikpKSQkeJFb7TcV5j8Ky27xqG91ND6UFc9XtfA5SB6DJgS7GpupdbmJ/B/xqRs8OYkty/JwWN1eY+bDDo00g4zkQyFLEwKngDwfXkCyLGGJ7j4rOP70DAr2eCcmDgGHHBqDTf4TNiPnZSJ1caCXFZnETO/1UJUFwanNCU1QuLeaPWuL25ZpavvVcTs11rxzkLIjDRz4vsznNqvf8mQB9B8Xz5GdlX5VucDzGslZW9xHTPrgEw0Nne9ho9GI0eh7BvKPf/wj8+bN45RTTvn1EZNNmzbx3XffERcXhyzLyLLM9OnTefDBB7nhhhvYscP/iGYf/jtR99HHlN59tye4bgm+bT9sofattwifP5+kB/6BccAAMt56k+Kbb8F59Kgn/UnTepXe5S4pwfb994RO8S+lqYuJIeWRR8i/7LJOfesKw6BBZLzzNprBACs8wZwcEoLaHJx/hRza3ckXIPqyywifP5/6jz+meecu7IcP4TqaH/Cci2+4sVONTMMXX1Lx2GMk/PlPnZS4tpZt5ebVN6MFepNBW0H7KzmvEGOK4fLh7e0UNRaxvWI7bs1NZkQmY+LGtAUXczPm8ui2R6mx1xBZrxBbHzhPW5Iktn75DtGjlA4zJd6gUVf3PTZbHiEhmX7b1DQ7kiQj/Jxrgwr/qTBR0cWArUmTea/WyA5XNH8ZMBiDJBMWNpyYhAUctdbiMI5BtZagNO8hLNWGYlRRHd6DHVUSrB1TRX6SzSM/3EIxyt0S5Y0y3zXqmB7qJk7RqFYltA4ETj6cSk59HLSVy7evs2s6Pi4czgX9dpMa0kAilZTgKVYPddh9yk536hsQb+j+WNdUlWWP/4tDP2zslQu82+lElnVUVlYiy3JbipkvSJJEZWUlmuakunoNdnsxsmImJnoGJlNy+3ayTMbocWSMHue3PSE0VLtEVU40MUPqAvZXksBobCY8vIqGhvi2PimKwumndzewbMOEKz0+JZufhb2fesiJYoCR58GkaxGJo3i1uIqn88spcnhm4UxC4wngndJqLk1L6Jl0bHMd7HwHdr0H1moIiYZRF8KYi8HcfRAiGNibXFQVNSIERCeHBlVXEQyMZh1z52XwxQeHcXV5fElAswYFDo2sLupcosP6TVY3Th+PPlkn8e693xOd5HEuzxgZg6zIJA+IZNLZWfywPNfrfvvtnntxUOtxJclziwtAkYg8sz+hE3pnQhsMGmsCS9N3JCW+sP6DQ0SnhAYkJa2w1jl8yiT3oQ9paZ1Td++++27+7iOD491332X79u1+VQ1/SvSYmKiq2makGBsbS0lJCYMHD6Zfv34cOHD8C8H68MtHw5dfUnrXXd1XtMwANLQE+imPPIxp6FCyvliB7fsfsK5fh2Z3IIWYaVixAndRcfc2/MCZXxCQmACEjBtL2nPPUXzzzWiNjZ6AX9Pa6kLC5swh+aF/IZvNaK72lJ/wU+dS+977AVPPdAkJGAYNwrZtG7XvvY/j0CEkvY7QKVOJuvAC9MnJxFzlqXc5NHNWYCLWur5r8Od2U/7gP0GnI3rRIgCe2P5EUKSkK5bsWsLFQy6mwlbBP77/BxuKN3SqJckIz+DWCbcyO202RsXIc6c8x5VfXUl8nWe2QAqQPCE0jeqjNUSNDC5tz2rNDUhMTKZURIuUsVt4xsE7CuIIAS9WGalyS/iqLTjcVMfnTUncfsLtLNm1hPc3X0ij05OeIiExPmYEcy1NxI+qpnRLnNd2tgytIT/RoxTk7ZsUSKyz6sgyaDgFNGieZTF1BnLr4/2coedYq8uzWJyZjY72EfuBFYUcTEz3s68HJlnitNjuo8Dff/q+h5RArwYCwmM9/ZaDFpQQGAzrWb/hPlyuWtpnuiRiY09myOD7MRrjgj6+LCtEJCRSX16GzqQGza0MBmcbkQoPD+e8887rlsbVDakTPP4h2hJwNnkK3WWPV8btu/fxerXTax7Z3w6XcMDu5v6BKcEFi4U/wFvng73VAV1AfQGU7oQ1/4RLPoD0ScGdKJ4AefOnuRzeVtE2Ii9JkDE6lsln9yc6yfvgSU8QZdZxUpiOPIfGUafn/paAeJ1EllEmvoPcr2RUkKJN2Jwqe0tsFNlVv7ee26nR5HRgrXdQsLeGhKxw5v9xNKZQPRNOz+Dg1lLAe9H3frvGUYdGukFm6JAozOEGDOnhhI6PRw7puaxznBevEl/oxePXK9xOjaJ9tUFvrwTwjOnD/zYKCwsJD2+/j33NlhQWFnLjjTfy9ddfYzL9/PLk0AtiMmLECHbt2kVWVhaTJk3ioYcewmAwsGTJErKysn6MPvbhFwyhaZT/6yH/G2kaDcuWEXP1VZgGD0aSJEInTyJ0suelW/P667iLA6dadUVPjAUt06cxcO0aGlZ8QdP6dQi7A31aKpHnnovJh7xt1MUXU/vOuwE6IRF18UUUX3c9TatXt5EdAHvOHqqXLCH+9tuI+c1vAHBXVwXdZ1+oeOTfNM6ZyMrydWRXZveqjQZnAx8d+ohnsp+h0dnYrcA9vyGfG767gQdmPMD8rPkMjh7Mh2d+yBtv/xNyDgd1DGcPaoncQQTLpoipfNtoZn2joLalBiLDoDLD4mZsiMpRp0yBl1SkjtDQWJq7lN1Vu8mtz+1E6gSCHTX5ZNdIPHb+v4k0bWffutWdHMqbDSoH0puCkAKSOOKUOSPchQasb9IzuMCChIbwI4YokCi3h1FuD6Xe1P5SSa2tJKapjpqQcJ+zJhJwVWocYXV5sO0VKNkF0VehfXsvh7/qrUmkRHRKKvGZ/QFIT09nw4YNAfdKS9uBwbibdp7fep0F1dWr2LrtXCZO+NirD4pD08hvdqIhSDMZCG1Rfxwzdx5r3nwZV7OCLsQdFDkZMGAssjyQzMxM+vfv3wNihSd9y9RC8oTg8zWv87oY7fns4+AvFVcxLcrCGXGR/tuuPQpvLASXje70VoCjEd5cCNeu90gJB0B9pY2P/rUNu83d5lTe0m2O7qqiaF8tC28dR1x6WMC2/EE26zDJEkPNCkPNCprwzBd2DZBdQrDLKSjaX+f5qbQYHQaD1p9kxdEGvnhuNwtuGYskSUw7pz/Zh32n1zoAe/9IUq4ddcwBe3RSKEn9Iyg7Un889FqCxr6NpRhDdDhs/usiJVkifXjMT9SrPvwaER4e3omY+MK2bduoqKhg/PjxbctUVWXt2rX85z//weFwdFPg/bHR4+zYv/71r23T+Pfffz/5+fnMmDGDFStW8OSTTx73Dvbhlw3rpk24S0sDb6go1L33XrfFQtOoee31nh9Ykgid1DPfHNlsJvLcc0h97DHSnn2GxDvv9ElKAIwDB5J4d4u3gLeARpKwzJ5N885dNK1d61nWMRhvSVOr+Oe/qPv4E08zJnOP+twVpVFw71kO5n9xLo9vf7zX7ciSzJt736TR2ejVs0S0/Pe3DX+jzl4HQJIliUWzrg04WwKgSQJbpAM1iJe6KmDRt3fy0JaHqGr2TtxKmkq4+MsrWFYnUau2Hz/fKfNGjZFXqg1ssSpBmAx6UtoO1x32OtOkChVVqPx53e1MveoqzrrlTlIGtxdQF2VpAazBO2OzVcfccDf3Jjczslnnl5R0xF57GvW0v1Qk4PTdmwm32zzRZodoqfWVcWZcBHccfgb+M96TilToER2QtrzIpclrmB53lKBMHDpBMPX8S9oCvYEDBxIWFua/Pim0hvR+3Wuc2loUKg5HGYdzO9ck1rnc3J9bwqgNe5j5w35m/3CA4etzuONgESV2JyNPOpWIuATqDkcG1XOjMZFTT72WuXPnMnDgwJ6Rkq7Y/AxL6mRkzT/ZVoAXiioDt7fpGXA1+x5uFxq47J7vMQh8/eKebqSkY1Nul8qK53Z1k+PtKUyDotrNgfD4knS9F9xCsL7RTXGdo8X3g2790hnkgOReaFByqI7Sw54ZpeRBntQ2XeusTMv+UsvvMWNkLKf9buRxm0WYceEgZJ3cm8zHXqOx2h6QlIDneo46MfUn6FEf/ttx8skns3v3brKzs9v+nzBhAosWLSI7O/snJyXQC2Jy6qmncs455wCQlZXF3r17qaqqoqKigpNOOum4d7APv2w4j+QFl7OuqjgOdx9pd+bn4you7ll6iaJgmTULfaCUjOOAqIsuJG3J85hHj+60XJeQQPyfbiXmmmtoWrUqYDF/xWOPIdxuwk6d65lV6QVKouHOyxX2ZBx7ta0mNAoaCwIaKbo1N58e/rTtc/KgIUSnpAX8zmUh8UOKlUCea6qAHTaFSqedt/e9zYXLLqSkqfPsmaqp/H7l7ym3lnery2it78hpVjjsUNo+B4I3CeSO6xyqg89yP2PgpKlc+Pd/cvPbS7nhjY/oP/8UFDnY70+iRpWpVSVkqWe2OsWW1vqC9n5anHbO3f4d03J3kdwS1+kkmBRp4eURGTxX/ia6TU+17Nb+vUotwe+k2EImxfh20e7U85bOzrr0twyeMqNtuSzLLFy40G/wl5R8EAK4xwihUla2FJfLE3RWOl2cvu0gzxZUUO9u77tdE7xRXMWcrQcpROaCux9ENAxDc8oBU2j6pV+DJB2Hl6rTSsPax9gaMRItwHevApvqrNj8Odurbsh+s9N35BVChR1velzm/aAiv4GK/EavpKStKQ2aahwU5FT7P2YAyCF6QsYn+CUVRxyaJ30xQNpWMBxZkiX2buj8PFh072RmXjSIzFGxpA2NYvj0ZC64cyJn/GHUcTUejEsPY8HNY7FEedJbZFnyqGn9ArKnxs5JJ3VI9M/djT78FyAsLIwRI0Z0+j80NJSYmBhGjBjxs/TpmMTYCwsLkSSJ1NQ+5v6/CkmnBE0qJG/u10EWl7dBllGioki8+2892+8YYJk5E8vMmTgLC3GXlSGHhmIcPBhJUSj9292d0rd8Qa2sxLphA1GLFlH/yae96sdzZyg0G0D7CVWABIJNpZv4zYjfAJ6UjZOu+B0fPfA3T1zh5bsXCPanN+EKd+LQwOinv1YNPq/35ICrQqW6uZqbV9/Mu/PebQt+N5Rs4Ej9kQD9lKh2y0hIiACqXcFYRQsE3xZ8y2XDLwNAVhRkRcGitwQ0D+wKd8vmlsRmmqvMQQVkUWPzGeRUKSoahs3aXgQdH1bMuOivOWfm6ragW5IksFbBhscDtjs5toDs2mQcmvdHvyTLhEZG0X/CZMbMOZ3Y9Ixu22RlZXHppZfy+eefU1NT0/Y9CSGIiIggNbUhKNl4IZw0NOwkJmYm1+0toKDZ6dXfQsUzm3L5rjzWTRrCpQ8sYf+2dymuuxch3EhSxwvqqWVJSb6E1NTLAvYhKOxdSnMPJc6bVY0QxceNb6/zOMcHA5cNbDUQ5kVFrAVHd1cjyZJfYgKeIH//5lLqKmyobo2IuBAyR8Wi6Hv2QImcn4W71IqzqLHbvSwk4VN1qzcQmqChqvM7wmDSMXJ2KiNn//hxR2JWBJfeP4WCvTUU7q9Bc2kYQnRs+yL/Rz+2N1iijIw/PYPhM5IDb9yHPvxK0WNi4na7ueeee3jyySdpavIUolksFq6//nruvvvuTnr5ffjvR8iECcFtKMuEnNC9kFOXkNAj40XLSSeSeNdd6JOSetLN4wJDWhqGLkoXzqN5wfmyyDLO/AKiZ80i4c47Kf/HP9qL8INAQSzsTzs+Q3WKpJAZkUluXa7fmYNWONXOJqr9Ro5hwZ//jxX/+TcOaxOSrOCJUASqprEvo5Hy0VVcH+8I6Lr+dIWJ+g4jwqpQ2Vu9l91VuxkV5zF5Wn5kOYqkBJzd0Vr6EAwMDgmn0f+2Ta6WQtvqXP6fvbOOk6S6/vZzq1qnu8dddmZl1p1VVoEFFtcs7kFCICRAkl/sTUhCQpBAEgguAYK7y7JurLDuu7My7treVff9o8enbXYXQkg/+ZCdrrpVdau6uuqee875HppLwZjAnNzj+efmf8Z0DAAVSZIqAYWMUS5qt0aZ5RQSe44LS4oPCyVkZpagt1pJrZIUNjSR2tJGYJeAT36OmPIDSB8S3O7jn/eUtw3XHyEZkVTDpsbQA5sTr7mJ8adEqeUBDBw4kFtvvZWDBw9SXh4UrcjOzmbQoEGsWv1GzKWKdOlnn8vD0sbQ9TE60ID9bi/LG9uYk+pgxORLKXLPorT0OSoqX0PTgmIEycmTKMi/moyMU45dYnDdXpI1D2bNi1eNrnBlVQRJhgh3vqGfCabGEO3r98P6Z6BkKYHykxByJjKal0qX7P+qlpKNtcGcD11iTjAw5ayBjJmbH/P1UkwqGTeMoXVFOW2rKtFb258PqoDhqXhWVkfeQT8xmL75UJLuCEVQODqNwtHBnI6male/DZNhU7NjUuYKxaTTi0jLs5OQZCJnUFJn6FqcOF8XS5Ys+Y8ev9+GyS233MLbb7/Nvffey/R2RaTVq1fzu9/9jrq6Oh577LFj3sk4317MxcVYJ07EvXlz5AG6opD8vQv7LDakpWGfM4e25csjby8EqddcQ9bPfnoMen3sEBF0wXug6whT0GhPveJyjAX51D/+BO5e8touI2wvBE0V5NdJ8tsjL7YVCYQukUf5UlKFSlZCFteNvo5frPhFTO1TLClUOavItnVJbg6aOJmbHnuePWtWcHj7FnRNw5yezC+b/4HLonFLsr+PalYo7KqkptfXrgqVzw993mmY1LnroholEFTVMnkFPqOODFeHUIeCGiuJTiPbBoevVaAIhRN9Ep6aB2VdEorDzcmMLRrIVl9DVKNOIJmQoGNRwGLJZfKkf2D3bGTtO6+H2UCiGHTyZnQN7FRdkmBoxW73Y23xoPqCy+S6Z2H9s3DeE6BrsO2NiH3pQJeCFFNfL6VQFMw2OyNnzY1pPxD01AwcOJCBA3uqqdkShuD11hCt3kyw7SBeqW1GhZDeku4YBHxY28Sc1GACt9VawNChv6G4+JcEAq0oigVV/RpUZVQTZunjgprPeTVrPpoS+rWZ2NrI9G1rGV++l6df1kjMzGLsSacybPosDN2FOsx2yJ8M5RsiSzoJBXIndCXgd7DiQVh4V3C91LB7C9DlrND7CIGUdE4EeV0Blr+6F68rwOQzIqvi9eiaUSXxhAE45hQQqHeDJlGTzbS1+eEYGyZ+r8aSf+8iNT90sc5vGnuKGYNJCYajxcCsi4oZe0IBA0ansvSlPfjcsRf8Fe3hY0OOi6TmFyfOd4t+GyYvv/wyr7zySg8t+LFjxzJgwAAuvvjiuGHyP0jOH37PwYsuRne7wxoX2b/+NYa00Coi6TfdGEweD+c5URTUxETSrrv2WHb7qAjU1dH87rtoLZFneruTMLXLY+SYOxfH3Ll4S0o4uGABjbqTZ+cJ1oxQ0LuN5ovLJZct1gioweijo0ldNQgDZw8+mx9N/BHJ5mT+uuGv1LojJ+pqUuPzQ5/z+aHPGZM+hmtGX8PJhScH92cyMXL2iYycHcwtk1KS8tbrODxlDLHE9tKenhCgpKdDBoHolPAFSDInoQglqiyyRDL6UDLbC5vx9jZO2mVNk9uMTN+SRlVG5NoDZ7e0cHPJF31UYRVvE3/Zv4XL8/KpjxIBYxQqFxeehL0hF39dDnsbDzB23mmYE2yseePf+H0+lHbzRqJgs3vIP7kCa2r7BZESXRV4dQP1NUbqlQQyrR6GuFsRUgveDG9+H0xdAzYJeM0KUoAIlZogQO+VWigUBZPVyoW//D0ma7d9SY26+iU01C5Br99FQuUBsitaMCuJMPIcmHQNJPUMp/H7W1ANNqIbJQrJSceRkDCQlkAFihBoUbymuqRH/kkHmiZxuQSqGsBm61bXwe8J1iJZ/ww0HAh6HopPhcnfh8zhUfrXjYGzYOk93FT2Gm9mnowulZDFLq96/RH0gB9FStoAZ1MDFbt3sOatV/jer+8mMaPb4HLqTfDmdZGPK/Vgu+5seA4W/q59ffBaFFuXs7L1mj7fa39Y+/4BiidlkZwV++BfSomz2UtAQkKyGcViwKYqGC0qfk/0iQTVqKBrMmoIWvWBFmoOtCAVnbyTYefKCsbOLYy5n8cag0llxPQcti2viNr3cfMKGDwhEyklQydnM2h8Bvu/qmXdBwdoro0ljFl2VomPE+d/hX4bJhaLhaKioj7Li4qKMPVDvjXOdwfz4MEUvfoKlb/5f7i/+io4khMCdL09SfxOks46M+z21vHjyXvoQcpvvyMY2tQR3tQ+wFCTkxnwzNNhDZtvEqlp1Pz1rzQ896+QtQxCoqokTJmMeWDfGUnPzp3UKE5+eY1Ki5UeRgnAvhz4/aUq56zW+6yLhtAl5gBcskQnu1XlzDeWkmjqUnq6cOiFPLo5NtUfgO3127l9ye3cNO4mfjj+h32PJwSXDr+UL7bfE/M+8806vTU4JJJ0a5eM7CmFp/D5oc+j7ktBYWh5IoNLE9g+sIXdA9oIGIIDB6tXYfghB2MqE8gY1kxatgtroo/tHpXSXhLDhQGdu+oagsZMiEueH9B4ubSM+wpG8bnSFLIvCYYErmiexfa/7gZKEIqCW/XzweuPMXb8TK4/PZn9a1fT5DWhCEmhrQlHupN16cntOTACpU2Q+KaKdYOCaFciC2BkT4aVvJHN2HO8wYP5nGgKlOVaKc214G2vgi0CJnAHDRVj+xhIFRJ32jioDnqLzDY7Y+fNZ8KpZ+JI67rmTU3r2bb9NrzeKoTe/q2kwv4UyK+ooHjFg4iVD8H5T8DoC4Ld8DWw4auLcLkORvmmgkpOgwffCUCmyRjVKIGg9y3L1BUq3NDQwKpVq9i0aROBQHAWOiMjg2nTpjFhcBbKi+dB3Z52z0L7M2X9M7DuSTjlbjj+ls59RSxUVzgD0ooZ2lDCC9t+wVWj/4RXMaK35/gMPLQbUhMQUqJ0O4+OXKTmmmpe/+OvuOq+R7o8J6MvgH0Lg8UVwzH2Ihjzva7Pmh8W9a3IbFVaGZPwEZtdZ3IEejZAcGZ+29JyZi4ojtpW1yU7VlSweVEpTVXBEDpFFRRPymLCqQMYOjmL7SsqIs+iiGAC9641lcFCgRHsWKkHjfcOW3DFG/tQhMroOf+53NYJpxayd30NXrc/Yt83Lyxl88JSUnNsjDupgBHH5zBsajYep58Vr+2NehypQ87g5GPX8Thx/gvot2Hywx/+kD/84Q88++yznQVbvF4vd999N7fcckuUreN8VzEPHkzRS//Gs2cPrnXrkH4/5kGDsM2YgYhBhSrxlFOwfv4Zja+9RutHH6O1tWHIyCD5ggtIOvccVMfR6e8fK6r+eDdNL0cYTPRGVVETE8n5/e9DrnZv3MRjpxtosQZnx3sjFQG65MPJComaiRbVF2IvIQ6rSabvlFy4Uie3AUSCqYdR0upr5aWdL7Uni8fmh+nwWDy2+THGpo9lVn7f8JGLhl/E3tKXgT0x7TMUmtQ4Y9AZnZ9PGnASmdZM6jx1Yb0milA4IXk6ZncZYGDyrlQm7knBaQkgpMDmUcifWkv6CZXBcaqEwQLmJwUo9Qn+VW+mPqAikfy0zIfQuwZCocjRNf5UsoMfXb+Ed+sWsbJ8JY3eRvyaH6/mJeDx8EZgMUPz7Ci6YHdRK3XJwe/uLf0V1tU7uSa9hZndCnq2KIZOS0hpgfT7jKiNIPSe94VWp1K6NJXc6U0kFboJKLBxbBItjp6P8477af24JCZt8WJ3aZCYx6wfv8DxukQL+DGaLT0G5Lruo65uMVu33QbtBR6Dnqf2BHcBpXkWNBVG7HUGPTb2LCiayY6dP8PlOkQ0b4kQZsaO+QfJycH8tHMyk/ndvujFVQMSLswOCgGUlpbywgsvEAgEelShr62t5aP332Gw6XWS/DXBXne/ZzpCAj/7FX5bEhUpXsrL/43bXYoQBlJTZ1CQfyWpqbO7rosQcP7j8OzpzG7exJq1l/Dv7DN5I+sUGo2JzN6wEE4+O2y/pa7TVFXJ7tXLGTXnpK59nvNPyBwBq/4Bzm6eS1sGTP8hHH9bT8t438Ke7bpxvONfuPUk9njmIAgg21/tsabvSV1Svjd6cT9d0/nkiW0c2FzXa7lkz7pq9qytino8oQgS0y1MOHkAY+bms/rtfexZW91ZFDIWVr6xj6FTsjFZe93zLj+BZh/CqGBItXxt+RiOVAvn3TGRDx7ZTGu9p8v2DePWbqhysvjFXZTuauDka0cxfFo2q9/ajxYI/1sRApKyEsgZ0rdgapw432X6bZhs3LiRL774gvz8fMa1S6hu3rwZn8/HSSed1CklDPDWW28du57G+a/AMnQolqFDj2hbY04OmbfdRuZttx3jXh0bPLt3988oEQLbzJlk/+bXmMIo15UpzWwZCJFkoqQi8BlhpjObRfbD4Y+nS8YclFy0QienARwdkQKKgnXUqB5N39v/Hi2+lpiNku4oQuH5Hc+HNEzMqpmfHP8QG9dHT6AGOOTtSJwPIhCkWdO4a/VdpFvSOW3QaczJn8M/5/2Taz+9Fqff2SffRCAYlTaKP867j5c+uZXW9iKWqi5IdBkBScHcSlKHNtN9rNlBrlHykywv73hGcvrgy5i+/YeIGCJaLGqAtkVvcNvVd5FkSuKBDQ90Jemr4EmE1WMagl9tt/GHrsBH9gQ+sSfw9+paZrqDYWUV2ebOPKKkV9WQRgmAkMHRT8WXydiyvOwZmxA0SsLM+AcMgk2jE5m+rhn1gqdAUVEVULup5Pl8DRw+/BTlFS8TCITPvem4eBU5VvIrPDhcoC++h8bT/0x9/eLoFw0YNep+0tO7pOUzzUYuyknllcqGsCaNCkxLtjPWkYDX6+Wll17C7/eHVEgbzj6SfZFrK7ktKhsq78JbDx33n5R+6uuXU1+/hNzcSxg+7PeIDus07zi49lP48Hayyjdw++Hnuf3wC9R6rLzQOC3qOQsh2PLFJ12GCQTFL2bcBtNuhsOrwVUPCWkwYDqoIURkGg709P50QxE685IeYoT1C7a65lOlj0NakrEmmmgoj00BTA9EfxZs+OQQB7aErjUULaypg/R8O2fcPBaT1YDJCiddNZIZFxZTfaCF0p0NbP4iuqR1wK+zZ21Vp9fEV9FG6+JS3NvqOh8narIZ+/G52I/PRRiOvZRhaq6Ny/8wnUNb69j/VS3OZi/luxtDP1HbF+5bX0PGAAcTTylkzqXDWPT8zvAHEILZC4rj1d3j/M/Rb8MkOTmZCy64oMeygl5KRXHiHClSSjybN+OvrERYrSRMmoxqt/2nuwVA4yuvxCQNDJDxkx+TeMaZmPIj11rZXKgj/BIZ5eUjpMTnsFCcVMzepp4hAIoW9LZM3SO59T0dU+/u6Topl13WY9H7+9+Peg7h0KXOmso1OP1ObMa+301q4jBSUmbQ2LiaaLPna5wGwN/puZFIGtwN1LnrUITCp4c+pcBRwKPzHuW1s17juW3P8c6+d/BowcF8VkIWlwy/hMtGXIbFYOHk62/hrb/8rn2aOHhNbTlu0oY1h+2DKsCuKNxeNJABZakoInZp2Mqdmzhc8hEPbHgAoKfR1P0r7TUu0oRAl5IfZWfw2wwX6QTrOkhFoDSBZZPSboCEI+hJqz+UQNU8c+SQQiHwWlTWmHMY0Gan99Pa46lkw1cX4fFUET0FvX2XuqQs18KIvU6UQ8tZ+My1pE2O7GUKdkWloX4ZWZmn9Vj+p+J8Kjx+ljS2tgv+dp4lEhhut/Dk6CIAtmzZgjuCzPgEtqEjwhbb1AVsHJOIz9Axxd2d4PlXVLyM1VpAUeGNXatyx8P1i6BqK5StB6nTUm+CF6JPwEkpaa4Oo8qkGmHg7Kj7wGCO6P4QAvLNW8kzbaXRfjypP/2Y2sOtvPandWG36dxWEaTl2yO20QI6mxeVHlWiW/7wFM6+bXyfwbbFZqRwdBpluxpQVBHVeyIUQe3hYB6aZ28jdc9tb6/k2NXG1+hhx7v78S0tJ3lGLgPGpJGUcWwT6BVFMHBcBgPHZbDuwwOU747uddr8RSnj28O6DCaFpS/tDllUUeqST5/eztk/Gk9mYfQK3nHifFfot2Hy7LPPfh39iBOH5g8+pPYf/8B/qEuKUVgsJF9wAZm3/wTF9p81UDxbt8YmDQwYMrOiGiUAyoihiM2fEnEMSnDA6kmzs79+U4/lqiaZtksyf73GsIoQGyoKCdOm4Zh3Uo/FDZ7oqlLRaPO1hTRMAIYW/4p16y9E1z2EMk46jlwdMCAIdCa3SyR6e/uOsK2Ktgqu+eQa3jj7DX417VfcMekOalw1qIpKdkJ2j4KHAydMYvJlQ9n45g4CbgMokvRRDeh65AKHUmrU1H5M6q4sjC4V1aLHlD7U5FZ4btMj/QqJ6zymCAbdLPeaOC3J31nR3bxHjWKUdNFcbUWKGIQGpKQ63cTG++/mxkf/hdHSpV61dduteL2xGyUQvB9bHF2z+larL5hyFbUbOv4QHhmLqvDi2EG8X9vE02W1bGxxoQPDbBauy0/nwqxUrO11QbZuDV9VHiCF5rBGCUBtmgm3NXp46aFDTzCg4BoUpVfuZPaY4H+AYesmILbIAEOsCn7hGDSX2KwCwfbK4Qze20RucTLpBXbqytoibip1yejZkZ9XFfua8DpjV5QKuY89TXicfqz2MPmo/fQOaE4/9c/vCCojtJ+flJL9Xp3dHp0AIJxO5Gt74bW9DBiVyolXjMCWfJTfRQj2rK2OKWzO1eyj+mArOYOTSM5MwOcJf019rgDv/W0Tl/y/qV9Ln6WUVJW0sHdtFa5WPyabAHvs3q84cb4Ojti/WVtby4oVK1i5ciW1tZGVfeLEiUb9s89Rceed+A/3DFWSHg+NL7/MoSuvRHfGWJTsv4j8tIExFUxUEaTa0vvkWGiqYF+OwNz+bgsowf80AQhB4umnU/DIw32KWyabk4+q3woKv1/9e05+/WROfeNUfrH8F2yu3dy5fmNTDU83plLjD77gNBnMEQg6MgwUFnwfgBUXr+CKkVcA4auxa1Kj3lPPK7teAcBisDAgcQB59ryQVdjHzFzAqMv2UnRyGRmjG7DnO2Oqui6lhttSR9OByDPHwbbQ2mLicFYGh1sPH7GRJxFscLafQ/ugLKSaVkgEekAQUylqITBbfXhdTnatWta5uKVlCy0tG5ExyDFHwu8yRPWWBLuhYjZnhFxnUATnZaXwwXFDKZs7joq541gyZThX5KZ3GiUALpcr4jF8RBZhqcyK7HnoIBBooqFhRcQ2ucXDexh54RCKwpBJ0UO+IpI2GH3gCejhtLAJnpaGkd3eE9m6pAyAGRcWR3OoUTQ2PWouw9EaJRBMnK8vawu7PrPQEVOuidQlmUWJuDZUIwM9q8jv8OhsbzdKoKc9VrqzkdfvWY+z2XtkJxABryvmH25n2w2fHIx4K0oZlHTeurTsaLvXB2ezlzfv3cBb921g2/IK9m+sYfeaoNTzG39ZT3Nt5N9ZnDhfF/02TJxOJ9deey05OTnMnj2bWbNmkZuby3XXXRf1hREnTii8e/dS85e/BD+EekrrOp6du6h9JPbCdl8H1nHjg6FcsbQdPSp6I2BO/pweSenh0JCcNvC0kOuqUwU/u1bl11eofDhZsGic4K3ZBgZ//jl599+HYrX22eb0gacjYhnQhkFHZ2XFSqpcVVQ4K/j4wMdc/tHl/H7173lw/YPc/MXNbG5p4E9VFh6pMbO41cCKNgNvN5n4U1UKIvUsAAJ6gDf3vhm9eKLUeWXXKzFVXU9OnordMYTkQS5yp9XgMYTw2Ehoq7RyeEkOe98bwP6P8qndloLIyaH5gJmAS4lcYkLAttJskscfWT5Vd1zd80iEIJAWY+VsITHkJBPTLLouSQr4QAj2rVuDz9fAwUOPs3HTVUfSZYQuSWoJDq6cASPlu9Nj6oaUAbKzz4u+fyHCxtbbonhOdzMYPcK97TWrMc/MB+uxhMdosTB6zryo+5FSMi6GwpXRqJtwN249MaRxImXQSF3YdBtezUbprgYA8oelcNpNYzGYQr/u7WkWpp49MGouQ0LisSmeHOk2KRqbjskS/RlrMCkUT87CtaW2xw6bApJ93vC/H6lLXC1e1ryzvx89jo2ExP6pknpdfvZvrI3pd7NjeSh3+JHj8wR4568bqTkUDIeT7R6nTiW5Wg9v3ffV12LAxYkTjX4bJrfffjtLly7l/fffp6mpiaamJt59912WLl3KHXfc8XX0Mc53nMaXX44+4Nd1ml59Fd0Tuf7E14XW0oJ5yODooVyKgnXCBMzF0WU3AUyqiZvH3xx5l0JhZu5MThxwIrm20BW7EYI9+YJ/n6jy7Gkm6i46IWIo2blDziXBmIByFLUPNKnhNw2kJfX71GbfTUPOPTxdl8Tje7snQQv2elU+aDbxTpOJZW0G6vxu/rgmKHva6G3E6Y/NE9bobeyqxh4BIQRjxz6G0ZhEic/AIZ9C90nYgFdh/wcD2PdeEQ17knBW2mgttVO+Mov3X1tNbVYOhxanE/AoHdFVnUg9+LniqyR2pkxg8KiJMfU9PBKb2nNk4hsKgRQZ3QsjBZkXXYMSi7NGERTVO0FKNLWcFavnsW//fSHDqmLqtSLIq/SgS9jYkIvfY6R+Z3IUR4RKUtIkEh1jj+iYHYwd23N7IQWZeiJ5Wiopuo0NcgwSEfbqGQJ6bFJVgMEYfdJg6vkXBfsRyi3XPtifd90PSMkO89vtBwFrLm/U38sB7xT0XuF+dYFC3m/8f+z3Hg+A7HbTF45Oo3BUaLn1tgYvb/5lAxVRVLmyBydjSzq6kgBCgbTcvh5JKSXblpXz7/+3Bl8MNVBmXTQUk8WA7NX2gFeLHk6oB8OuPM7YPRyxMGRSVsxtaw610FLviTlfx93mR9NinLCIgR0rKmiqcYUN2ZJS4m7zsWlhdCGCOHGONf3OMXnzzTd54403mDt3buey008/HavVyoIFC3j00djrIsSJA9C6aHFMuRu604l7yxZsU6Z8A70KojU3U/PAAzS/8y7SF0WqV1EQBgNZv/pVv45x6fBLafQ08viWx7tUnaDz78lZk7l/7v0oQuGyEZdx//r7Iw5aNalx6YhLIx4z2ZLMP078BzcvvBm/7u/hsQiXL6GgdOZ/SAStqdfgtZ8QlGBtr+mgGbLx2udgbluCo+FZRIj8El3qbK/fzvnJ54cMxYqEKmJrn5AwkCmT3+WdxTdQ3raf0dbgdyd1OPBJAc7qdi9S5+CuvU6Iz8+6TAdTm+0EPlJILnKTPNiJ0aahBwSt5RYa99pYPjCP83//F0xpSVhUS2cyfn8RwGRbrxAZBVrP1kj5V4THs6JgHT8ex7gR5K30UJpnCesFELokwRsgrdGHmqCTMH4VAc2DeqQ5RlKSV+HB1qZR5kpiXX1QGal8VRZGu5+kQidSh6Q2P3kVHtIafQgJXrsd66yTEZovmMh9hIwZM4ZFixbhdroZEyhgVKCABLr21yDaWGYwM1d9pF0vt+c9mFUXoCmGAbaimElLjV5R3dieOzL+5NPZ+sXH+LtNnmQUFHL8gssZMvkow7jaScpIoE1m8EnTz7Ep9WQbd6EIjcZAHnWBwZ3thKBHscSNnx0Kzs6HQOoSTUo+eGQLV/7xeCz20J4RRRFMnF/I8lej198IhVBg0PjMkJ6FL9/Yy67FZcSS2jD74mGMnBE08hSHCerdnQP82kBsQZW6Jqk52MKAMMbakZCU0dczHY6SjXVYbP3zQCnHUPp4y+KyqEaR1GHH8nKmnT0I1XjsVc3ixAlHvw0Tl8tFVlbfmYHMzMx4KFecIyLqgL97W+8351rWmpo4eMml+A4fDm84KUrwv0AAY3Y2eX99IOYwrg6EENwy4RbmF83n1d2vsqZyDQE9QHFKMRcNu4jpudNR2gP4LxlxCasrV7OyfGVY4+TqUVczLSf6QGhy9mRePetV/rXtX3xQ8gE+Pfg9FKcUM79oPrWuWj448AGtvlbsRjv5jnz2NO5BlzrO5Ivx2ua2n0A3Y6H9b69tDkJ342h6KfQ5txsCqeZUBjgGUNpaGtHYUlAYmjqUBGPsqjoWSy5Yh7Kr5hDb3QGKzTrrD9vY7fAh7D4ym8zk1Fl6hrRJCULh4PGTSFq1nsZ9CrUlNpCgyqCiU6MdkutqWPH3n3Lqj+7nwqEX8tKul6JWpu97DSQmAdN7GyaAe6pO4zo7A3e0gQDRfmk6ylE22ywUPfgAwuhmyAEnbotCXbq5Z9HPdq+AyaczdmsL5QYjzfOsGBV3xOTwsEiJkDCgzE3+AQ9r6wtYUzegs+K41BUOfFpA8qBmZmUfZGhDa2d/AYzNTsT7d8CXz8CV74A9s+f+W6ug8WBQpSpzVLBSewhMJhPzTzmV1tf2U6Cl9QlJTJE2Uv3zaR53Aorzt8i6XSS4NYwBCSYb2QMuZZ/hczTNRXjVOIXcnAUYDLHXT5p5yZXMXHAZFXt24fd5SUzPIKMweohUf7Almykancah7fU49TT2e2eEbCclnVK6mqazOcrMt5Tg92rsXF3JhJMHhG03Zm4+TdUuti4pD6dcHBKhgNGkMu2cQT2W+6ucVL+/n9x9TeS3h4q1apISr85BX9fODQKK8xJopY2M0mbavlRJGJ+J7bgsfAe6FPf6c1f3p27KscbvDeBujd1jk5BkOmb3kebXaa2PbSLF59FwNntJTI/d6IoT52jpt2Eyffp0fvvb3/L8889jaU/6c7vd3HXXXUyfPv2YdzDOdx9jfj5aU1NXxfdIbfO+uWq/1ffdH9koAZCS5AsuwDHvpGAxyViyrMMwJGUIv5oW2dtiVIz8/YS/89iWx3h518u0+lo712UnZHP92Ov53tDvRdhDTwYlDeKuGXfxi6m/oNHTiNlgJsWc0vkS/OW0X3ZWxf7p0p+yp2EPupKI23FqVIlaj+MUbC0fouh9pXo7jJBlZcuYnjudw7sj1GchmNNy2YjLIrYJRbI5GSFUnqkzYxDgVSVicLA/UgG7S2XGlnRyGroGwVLqVNVU8tRVghGHFYaX6ow7AJntUU/prcH/tLc3sPedE7n6Fz9jY+oIdjbsDG+cdKkXA6AgUQVcn+7F0csJJCX4WozsMmZyeHgqA+qbyWhxoUhJm9lEaXoiNY4EErZuYuy8+SgF0xm7cy3VGT5Kcy20tA/wTD4dJ3Dc5masPp3n05IYkV0WIcgpAlJi9urYnAGaHQb2jMxm51uFPU8KQAoMZQZ21+RxUA0w1FFHoa0JIUB0XJvaXfDvC+H6JUGjvmIjLLkH9nxK59DSkgSTroVZd4C5yzhoaGjgzTffJOWQwlStOGSeVMeytvVmDk214ilIRqCQmTCJgcN/iS15DOMa17Jp89VIPYDso0amkJQ4niFDft7vy2S0WCgcO77f2/WHKWcNonRnA7qUISPShAIp2TaKJwcNv8p9zbjbYhgES9iztiqiYSKEYNZFQxkwKo0ti0op3dUIMij3O2JGDs01Lko21bULIbQX5dQljjQrp904uocXp0PmV2oSpduzxK7AWKtCpkGw3qUx2qow0Kzib/WzBfBsr8e/uYHmD0tIOb8YJclEoNmHAiSqAm+MXpOUnAQCPo0DW+poa/BiNCsMGJV2xINwe0p0EQQIPjYdqRYUVcRcADMl5xgqUvb3FRUvoxLnG6bfhslDDz3Eaaed1llgUQjBpk2bsFgsfPrpp19HH+N8x0m5aAGVW7ZEbqQoWMeOxTxo4DfSp0BTEy3vvRc9xEwIDGmp2GdFD/k4VhhVI7dOuJUbxt7AhuoNtPnaSLemMz5zfKdnpb9YDBZy7Dkh13UYKWbVjBACj20Gsb2tgm0TWj8K2+L/lv8fXrw9wsT67kUwM28mZw46M4Zj9mR+0Xxe3/M6IDrzTLrnDbdZNT6bUs0pa7N6GCcANq+J5aN9TN8Fae32X/d0EFUCUtJw91/4xz1/5IVRh3h99+s98mAmZE5gZt5M1letZ03lGiQSk5BMswWY7QiQbgg9KqndmgoIXGYju3LT2dU7PUEIdq1axth58+GEXyKeP4esGh/ZNV50ghFqurDw0TgQAUmZQeWtzOO5T3x5ZOOM9loo3vbEZDM+LClePI19B2P13gTqvTYEkq1NOaSYXJybv4NUc3vtEalB5WYoWRQcRb90EegaPea7Pc2w8m+wdyFc8xFYEmlububpp5/G7XIzKxDdIyiFRvLheVSNeRKJTo1rA3WbLmHChBdJSZnC5EnvcPDQP6mp+ahTlcxkyqQg/woKCq5DVY+9POuxIGOAgzNvGcfHj20N5mO0F3sRikDqkvT84HqDsd172Y9cCk8MBowQgqIx6RSNSUfXJbqmdx4LoLnWze41lbQ2ejGaVIrGplEwPLVHFXatzdcp89v7fux43mQbYZZdJUkNfu7cvON37NNpeHU3vmk56CsrMAsoNAlqohSKFAJyi5PZ/1UtGz4+iM+j9fD+FI1JY+7lw7El9e/7zx6YSGK6hZa6yN4IKWHEjFwcqWbWxjhHUHxcZvRGMaKqCml5duorIktIQzChP1aDK06cY0W/DZMxY8awd+9eXnzxRXbt2oWUkosvvpjLLrsMawj1nzhxopF4xhnUPfEk/rKy8IaAlGT86NZvrE/ujRuR/hhe6LpO6+IlZPzoR19/p3phVs0cn3t8v7YJ6AE8AU8w8b2fRszM/Jm8u/9dNEMm9AjSCYfe3jY6vY2SjromJsXEgmELuP242zEo/X5cMTx1eOQaIyL4bl45to4LluT1mIEPoFFcAZP2RT9O00MP85NFX3DzuJvZUb8Dj+Yhz55HYWIhADeMvQGf5sOjeagrf5EDBx7oE0/fMXPadMBB3Y6UyAeUEndruwtn4Gy44CnEWzcgpY4ig/Kp/vZTqTQY+EFmKm5jJj7MmDg2Sb+GhACiSfRRSpMdoV3t17LJZ+HVQ2O5YuBG7Mb2sE2hwvpnoWQxaAFChlRJHWp2wCe/gHMf4YsvvsDlcpGkJWAn+rtGSBV7TZc4gURD071s3nIDM2csx24fyuhRD+EfehcebyWKMGK1FqIcwX32TZM/PJWr7pnB3nXVlGyqxefRcKRaGDE9h/zhKT2MAKsj9lwGaz+VpRRFoPTKE0vKsDLlrEFhtgjiXN9X5rc3QgiSDdHN6KoNNWxrDVBkUig0CVJVaNTC71ooAqvDxOq3u5S5ujs6D21v4M17N/C9/5uE1RH5enicfnatrqRyfzO6JknNsUU0TIQCjjQrQyZmohgEydkJNFe7InpNjGaVoVOyI/ajv4w9MZ/FL+yK2EYIGDM375jmtsSJEwv9fgIvW7aM448/nuuvv/7r6E+c/0EUi4XC557l8DXX4jt4MBje0RHWpSggBLn3/Bnb8f0bhB8N0hN7LouMUIX6P4Vf87OzYSeegIccWw5lbWW8uONFlpctI9EpSdYtzBp7FpdMuIYBiX1DN6SU7G7cTYO7AYfJwci0kZw04CTSLGk4ZewDW6HHnj8EXd6RaTnTSLGkMLdgLg5TbHH+zd5mPij5gEMthzAqRqZkT6G0NQZVGQFtCRqVaR5y64MDXk0R1CX7uHqhTkCBEIrDPQhUVeFcvRr7jBlMzAqt1GVSTZhUE86M8/j3hsc4we4i19Q1ImnRYFNlAkkL84hWcVMIgS05tWvB6AtgwPH41j3JoS//gVXXKDMFZ3wvzc3GKXwI6WUdU5nNYtSwuRXBAV0rDhJpDdsGYNo5V7Lt061U7Y+cDC1RcGtG1tbnc2J2SfvCdq+Jz0Xkyn8abHkV58z/Y9u2bUgpMfQjFkXRew/Kdfz+empqPiU7+2wAjMYkjMbINTy+jZgsBkbNymPUrMiFEbMHJZGQZMLVHP23OGzqsR0Ah8O9OTaZ3KhIoNWPX8Jer87eKI9tocDx5w9hxevh71mpS9oavXz5XglzLxsett2OlRUse3k3Wqcrlp61fNo9Wd3/dqRYOOe28Z3J5POuGsnbD3yFrumhjRMBJ145AqO5fyIh0Rg2LZs9X1ZRsbcpdDiggOQcG2NPLDimx40TJxb6bZiccMIJVFZWkpl57FyLcb67SL+f1iVL8O7cCULBMmY09lmzEL3kgY05OQx6711aPv+cptffwF9WhpKQgGPePJIXfA9j9jfzwuzsT16M0p6qinFA+Jjsbxqf5uOprU/x8q6XafI2dS4XUjJ3K9y7VqOwFsBJQHmFT0a+hnPByQybdAonDDgBi2rhvf3v8eTWJznUcqhz+6yELK4adRUPzH2Aq5b9DZcIXVOlJyrW1o/71X+JZGPNRv46969YDLGFEEgpeXTzozy19SkCeqBTuev5Hc9jUWOM+9ahJsVLbr0VXSjsHDIaj7mcvDpfVKMkuAOB79AhmBE6Gbk7r+5+lQ0uwTqnhWyjJFGReCSU+hQUDRaoOuZA5IGIlJJRs0/ouTAxh4MTLuLCstcBMGPmN0CgPTTG5N7GZym3Mpcvop0MVeSSyO6wLcymLMbOuIpxc1Sevu0Gmqoi11mQCLY1ZTMr8yBGpf2Celt7p96ERvfTtuk99PbJCpeIbdJAIgmYe0rg2tsCWDwS99ZnIXlOMJflO46iKkw4eQAr3wjv+hMCTFYDw6d9M89Z3X30xRo7SI/Bq9LBcfMLqTnU0hn2Fg6pS3atqWL6+UMwW/sOk/asrQrpcejueUnNTsDtDKD5NRLTrYyalcewqdk9jIysgYmc/9OJLH5xF3Wl7UIXBL2niekWZi0YStHY9JjPL1ZUVeGMW8ax7OXd7P6yCik7VL+C12TAqDROumIUJsu333sY57tHv++6WAqcxYkD0PLJJ1T94Y9o9fXQUXk8EMCQnUXO73+PffbsHu2FyUTSGWeQdMYZ32g/dbebQG0twmhEpgXlIy1jxmAsLAxWoo90z2saKRct+IZ6Ghmv5uXGz29kY/XGHqFRQpfc8r7OrB2yxzy5QYfpO3TkXZ9y74Wfc9dQOyPTRrK+en2fpOJqVzX3rruXMwadwctzf8Y5WxtwYeupyNUdqWFuW4qqR66NEIo2fxvb6rYxKXsSzoDGZ2XrOFy7Aot7K8PFPlKSx5GfdzkpKdMRQvDghgd5dvuzndsHZNegpz8yvsG8DIU2m4Nl007D3LoHv2F7bINnKVFMsYXBvLf/vfYkeUGVX1DVbZ2mwvZBrUzYkxS2AKZQFGzJqRRPm9lnnVEJH7ajarVUepr5l+VaruYZdEQPda6Ov77iOEayLcIZCAoGXIsQKrquRTVKOvBLlVa/mVSzG4nAo6tYY5w2F91q3biEjzJRT65MRYn4zUia8pcCkNrgY/ABJ4nOjlDRRbCmGAbOgoR00P2QmAvjLoGs/qnq/Tcw7sQCGiud7FhZ2SfhWigCg0nhzFvHYU44NkUUo6E4TGhNx0ZhMUEV5OXbqKhwRi6KqghGz8nntT+ti2iUdKD5dWoPt5I/rGdYpa7pET0uHTRUurjij9OjJtNnFiZy0a+mUHOohaqSFqQuScuzkTcs5ZgquvXGaFI56aqRTDt3MPs21OBu8WFMUChzb+GU60ZhNH4z90KcOL05InN49erVpKSEjoGe3WuwGed/k+YPPqTizju7FgS6BouB6hpKb/oBBY/+E/ucOd9ov2QgQOuiRbR+9jn+6mq02lp8ZWWd/VMGDYIbbwC/n8wf30b5T24PvzNVxTx0aNhzkFLi3riJprfexH+4FGG1Yp8zm6Szz0a19y0ydrQ8tvmxPkYJwJnrJDN3BF/EvYNgDHowuv/ON3Vu+YGT9YH1wb6HGTB+WPIhU7On8takUzl34x58ugxW2ZZ+zK61WFu/QA1UgTBglu4jzmZo9Xv4/b5Sni2txI0FmAfMI0XWc27dW5xUewVZmWdgz7u1h1FypEgFUlqNlBQU89mcc3AmOLC0+NkyUGHUYb1TrjcsQpAQY32dZm9flbLuHC5qYLjbT1alg1bN0iPkRQgFqyORC3/1BwwhBg4FiQWkmFNo9IY2CB0NT/NF1u+oUzM4h7copmuA1UAqn3I6YwLbsRo8BO+WviM9ozGVyoo3qKtbTFbmmSgGHT0QW3iVEEEzT1dMHPY5GEJDTPVUlKSer6qNxoPk+lKRyJAGnERDM7pozl9KdrWHkbtDFObUvLBvYccRgmGjq/4BxafABU+DJXpxxf8WhCKYe/lwBoxKY/PiUir3Bu9Bo0Vl5Mxcxp6QT2LaN5cjapuYSVNp5FDBjknQWAbnc75XzNtP78DT5gtrnMy9bBi2JHOPwpPRCNX20Lb6mKR+hQLbV1Qw/dzBUdtC0EDJLPzm7zlbkplx7SFbfr+fso+iCNHEifM1c0SGyXnnnRdyuRACLYZCeXG+2+huN1W//W34Bu0vnIpf/ZriJYsRhm/GXezZvYfSm24kUFnVM4+lG/6K4Oxv2Y9/TNEjj5D1619TfffdwfYd97aqgqZhLi5mwJNPhOy/1tpK2W234Vq1urM9QuBctoya++4n78G/4uhWpPRo8WpeXt31at8kcl1y5peRY5EUwKjBiZslb8+IktuA4IUdL/DmkHP56Lhh/HZfOSvqykmuuQeDv6x9mBj8fo/UKJGo3FeVxMa2OiQ9vRCNpPIs11NDBpfWvMj2xgM9ilIe4QFJkHDKCZW0JK6mmSyWBCZgCZSzeKzgomXBOiJhr4yqYps+DVOMIX12k50GT0Of5eM8Xq5ramGO241iB4qhxWTmYIaF0pQEvE3JZKZewMSTrichKTnkvo2KkYuHX8zjWx4PGcOvak2kVP2WHckXs9n2RzKoJYUG3FjJbG3h1/ufYmrLVhqSDOwdkkybrXugfNBQ8fsb8PvrwbWPpqY1jLrCxP4P8nDVRg6bs6h+Ek0BpKLyujgTHT/DOBj1evmMgi2uhykouIGyUg8SqFaaWGLczlz/SCR0ek46fIKa0UnZcfejyiZG7AkaJZHvbL3rebDvi6Cc8dUfBmuqhNtCDxAINKNp/x3hLkIIBk/MZPDETAI+jYBfx2w19EiU/6ZImJhJy8LD6C5/2FwTIWIQthZgGuAgZVgq3/u/SSx7eTcHt9X32GdihpXjzxvM4InB8POUXBueMLkVvUnO7ls3qb7CGTUUDIJhXQ0Vzoht+ktbo4ftKyqoOdCCJKjQNmpmbrzOSJzvFEf0RK2qqornmMQJS8uHH6I7ozyQpUSrq6P+qacI1NSgNTWhJqeQeOYZWCdMOOYubH95OYeuvBK9rX3mNFzNlPa3lWvdemr/+iBZ//dz7LNm0vjqa7QtXYL0eDEVFZK84CIcJ56ACDFrLTWN0h/8APdXG4MLOgya9n1Lj4eyH95C4b+eI2HSpGNyfltqt9Dq7zsDWVwBKTG8G4WEmdt13p4ReeZbItnbtJdady0j7Zk8OzKbs969mTp/MCDpiGpk9MKWeTkb2zT6ConSWTvlQ3Eu4+VXDPdtxyastERJFg9PsCDh+WleEmwaFmq4jscZK4fwivTTYhM8fprCDz/UQ+qQ6YrAmJRE9u/uivmIZww6g5d2vtTDmDq1zclfauvbB9ldOHxehtb5kUk6dYP8eHmMTTs+ZWTx70lqcCJ8LWDPggHToV0d6epRV7Po8CION4WuDaPqLczxPMq5CU9yUBZTcNjH+NoShrhLO694anOAyRvq8CUk4Dz3HrZVPkhA67iRZI9/VZOfwWccYvcbA/G1hQ5nE0jGJ1eiDprFnvwL2bVsHwKdatJIj+I1OViQgFQEGZmvUXb4jOAVEoIStZoa0cwILY9BWhZGDOjWVtoGfEJz7gp0o4uBh7yRjcpQSA1Kv4Qd78KYC/usdrkOUVr2LBUVb6DrbqQ0A3+mpuZTcnPP+FrDb44VBpOKwXRsE6r7g2I2kH7daGqf3Ir0BHoYEh2hkxUGhUqjSm6Ll6xQeSQChFEh5bxiIFgb5IwfjqOl3k3l3ia0gCQ5y0rOkOQe38mYOflU7GmK2D+hBJXPHKl9jW1FibH4iABFPTb3gpSS9R8dZN0HB9o/B5eX7Wrgq08OMXF+IdPOGfRfce/9LzFn+R3Y1W/2d9b2HXAO9Nswid/4caLh3rwZDCoEov9Aah/6W9Cj0F6xuvGll7CMHk3+Iw9jzMo6Zn2qe/LJoFES649WShpfeYX0W27BVFhI1s9+StbPfhrTpm3LluFevyHivpGSmr8+SNFL/46tP1Fw+V0hl9vcMcbwA47Y0zFwB9wsL1vOT5b8BK92bGLFIZgk3Wo7sT2EIvyzRpEan3Eaw9nOJFuARa3R46FF+/90ZPv/g1HAhcleJtmC90VHzsVkwz52WExsdBtYOlbBZYHLFunkdouQksCmgXD6w89gyo+sjNSdi4ddzMs7X+6UMc73+7mnth4B9H6FleZZ2DuoZ3E1t+sAG7ZcQUadl1G7WlF1gvkRM2+Hyd8nwZjAs/Of5Z7V90ATOBTJKIuGiqRZNzMhaxpTtM9RBVxYspyCck/IK60AZreb0vW/J5CtEr5KukQxStLHNlCxKnTytGIykH3tQzDpRCqWLEFRStB1eJHzuYo3SCN4YTv60WEEHs6zUJoXHBwmWJsZkruMfYdnII0mkDptws06wz7WGfeTEPDyo5//hv0lK9CrXIBKer33COu2qPDl430Mk6am9WzadDW69HXWPulg566f0dyykhHD70YcYT2h/yVMuXayf3IcbWsqcH5Zhe70I6WkJhCs/F4TkAgFynRwGARTHO3XtP0LNWTZSF0wFGN2z99HYpo1YljawPHpZBUlUnO4JWTYlxDBcU7vKvUd5AxJjskuAcgZfGzEFTZ9Xsra9w/0Wd7R/68+OYRqUJhy5jdT5ytOnK+TePJ7nGOO1CPr0/ehl7Hg2bmTQ5dfwcA330BNPPqYW93lovntd2I3StqRHg/OlStJPPWUfm3X+MqrXeFbYTul4/7qK7wlB45J0cgsW2gjriUhtmGZDjR3i1ow+iXH75ScuFknoxk8Jlg7TPD5eIWmZANlrWX8aNGPeiSaHwsuHfMz/t4cfVCnC5XNciIIhdQYn2KPznuUt/a+xf7Kj0lUJYPMOpNtASwhDqdLmO0IsNEd3Pm6oQrrigXDyyC3XhJQYWeBoDZZMDPNQpSqIz0YkDiAe+fcy0+XBg3di1qCg/Le3ajIMrN3cIhcpPavtDbNxPZhDsbubIWWCvjoTmg8CKfejcPk4JeTfsjChev4Za4HpVPJyodR3YBfV1ADAfIqQxslnUhJRXp0WTKhQMbwRirXZCJ1pd3bFfx/vz0JZ94gvtxTxeBJYDAYOt8jrdh5nEs4b8gLFFS6sLo1pCJoSDZSlmelKcnY4xhZQ8qoWbERrykNzZGEFAqK34ehuR7V56F2/z5GjryX7KyzKCt7AVV/q09fm31m9rel4dNVbAYfxY46LGqv36rUoGZ7j0V+fyObNl+HpnsJZ6RVVr6G3T6UAQXXRL1mcUBNNJF0ShGuwSl88MBXaL3CozoG3m06rFcUHIDjxAHYhqRiKnAc0USpqgYT/T9+bCsVe5u6wrLaoxaNFpX5N44Jm++RPSiR1BwbjVXOiAaKqgqGTw9dtLY/+NwB1r5fErXdho8PMnZuPhZ7PGk9zn83/TZM9HAhMHHitGMZOpTmo7lPNA1/eTmNL71M+k03HnV//JWVSO+RzeprzU393sa7d2/MRpDvQEm/DRMpJRuqN/Dq7lfZVLsJgNFpo8m15VLprOyRuL4/F2qSIL05ejnEJWODLWwuyV+e08hoDipVaUpQLWrmNslZazRWXj2GxzY/FrZS+5EyJ38OZxWfz9/X74mpvR8jCgJvlFhvBYVhqcMwKAa+OPQp9+d7iTaeUQQMNOskKBKX3t5YCHYVwK6CnhtbDf2P7z658GReOuMlntv6DBcceKrPg1gH9g+0dXoSQyIEtRlmWg+7cHSoTa1+mH1NDtJPupAtO68HftwnvM7vD+a3JLi0oLclAgGDIGCIMbHdCFeNWM++ukzWBUbToibhd6QgTUGPx969e/F4PAwZMoSFCxd2bqergspcM5W50SttCwEGs4be2oSxranHOkVV2b16OQWjxpKWNpu0tNmwrTmY4C41XAEjn1UWs78tWP9FISjc8EXVEManVDA78wA90y16nndF5RtompNosy6HDj1BQf6ViHCKdd9CPG1+dqyq4NC2egJejcQMKyNn5AaLNX4DURJr3ytBjzDKl7qkpdkXNExm5R21YpTFZuTc2ydQVdLCzlUVtNZ7MJpVisamUzw5C2OEMDchBCdeOSJy/RFg9iXDsNiO3kjYu76agD/6s1bXJbvWVDJ+3rdHvj5OnCOh34ZJfX09ae2SqqWlpTz55JO43W7OPvtsZs2adcw7GOe/j6RzzqHm/gdiq5weDl2n8d//Ju2G6xHK0YVFHE1yvSG9/xry/TpeP+NP/bqf36z4DR8e+LBH0netqzZkArgUgrenK9z4SfgXmybAbYYlY4IDkEsXa6S1QIMD3p+qsGicwGMKrkttkczfsAWfB/TCYxuukmvPJddsCqMF1Qupk04toFGQdTY0LwzZTKCgKAp3Tr6THy/6MSbCj/NDYRISVxifgoJCcUoxGdaM2HfYjZGpI7i32RPSC92QasRnin59hS4pz7EwfF8w/0OXwNrH+aLtVRILIxfUa3UY8JgEFl/4AaESg6xqdxIVH5NTyxhHNX/nWnx0xehLKXG73WRnZ5Ofn095eTlSSjTNgK4LFCW2Y2ne0L8Zqeu423qpb028EvZ+ikcz8MqhsTT5rHS4nPT2fzUp2NCQR5vfxBl5u4P3h1ChoKfKWlXVO/Q2SqROn3Agn6+G5uaNJCcfm/yxr5t9G2pY+Oz2YKHA9tOrLW1j3/oasgclcsYPxx2TAXY4WurclO3uv6z40SKEIGdw0hGFW2UNTOS8Oyay6PmdNFQ62++ZoOclIdHEjO8NYejkY1MTpqHSiaIK9ChqYooQNFYe22T7OHH+E8Q8gtq6dStnnXUWpaWlFBcX88orrzB//nycTieKovDggw/yxhtvcO65536N3Y3z34CanEzGj2+j5r77j2o/gdpa9NZW1KSji9M15uWhpqUF66n0A8XhwBZDwbze2I6fTlN5eXSvicGAddy4sKt1qbOyfCVv7n2Twy2HsRqsSCRb67YC9DBEehsl3Y2WReMV8uolZ66TaALUbu83TYDXCH9aoOK0BpM6nz1VRVd1Xput4LQEE7w7aHDAy3MEOX1FpY6aiZkTSTMZODU9ic/qmol09QRwEp+TkDCYG6bcj9/8CM9ufxZN15DtmSICjYCSSFbh7SyqPkSrvxUBeHUwx2BTaRKcengrRkfnipFXHPmM8o53YOMLIc0el1WN7C1pRyoi2LYdRUBOSjMHCxUQ0T0QFdkWBh12h12v6uBoCdDqMETOIJcSm1PDEAiGb5nwMYFtrGRyj2YWS9BQOf/883nqqadwu91IqVBXW0h6xqGIxonUobXchuYLbZgIRSEhsdezYuh8yB7Ll1vaaPJZQwsqBLdmd2smI9pqGexoCIZyTbm+Rwu/Lzh4lho07kuidlsK7jorwmBk8AKo3ZZM2vAaVKPs9Ep92ynd1cBnT23rM+vfoThVfbCF9/+xmQt+OhFF/XryZlrqwt9/oVj/0UGsNjODJ2aGTE7/psgamMjF/28K1QdaqNjXhNQlqTk2CkenHdNr1Z99fV3fUZw43yQx38U/+9nPGDNmDEuXLmXu3LmceeaZnH766TQ3N9PY2MiNN97IPffc83X2Nc5/EanXXkvGHbcHCysKEZTbPRLPx1F6SyDowUi59JJ+7yv16qtQzNEHd71JueTS6EaJqpJ4+ukYwtQDavQ0cumHl3LzFzezpHQJe5v2sqVuS6dREgmB4LSBp5FuTcdutDMkpZj8X/6aw7+9ki0Du7wRTjN8MEVwx/dV9uV1hSsFVHj61L5GScd6qQiqUsHiPbb5ZmMzxgLwk6IsFBGuvGAw8T2JJk5WVzNm9MOoisqtE25l9vgXaE2+BLd9Dm77iTSn30ZD3kNs1wby9J6gR0Ui+NJpIFopA01Cq2k4finCFjo8Z/A5nD347CM9XVjzaNgClUqsUXJSoqmCncU2tox0sLPYTl2WkZxqD2kNkT0mCEFDSvSikAMq3DHJWg2ocHc2E8B4unI0hBAMHDgQqzUY9paamsr111/P8OHDASgpmcSePcezf99kmpszQobHCAVqt6SGPb6uaYyY2aumkGogcNErbGnKiWCUdPRZZ2NjTrD3w8+C4lN7rDcak9EDgv0fF3B4SS7u+p6D4sq1mex5ayB+l4rRGL6f0XC3+di+vJz1Hx9k29IynM3HTlyiN2veKYkYmCZ1qDnYwsGt/ZvU6Q9qjKGCHWxaeJiVb+zj+V+t4tMnt+E7hlXk+4sQguxBSUw8pZDj5hcxcFzGMTcOcouTo3pLIBjKlTs0+ZgeO06c/wQxe0zWrVvHokWLGDt2LOPHj+eJJ57g5ptvRmkf7N16661Mmzbta+tonP8uhBCkX389yRdcQPPbb+PZsROEwDJmNA3PPkegqiraDjAWFKAco0KEaVdfTevnC6Pnf7TPUCeefhrpN910RMeyDBtK+s0/oO6fj4ZuoKoYMjLIvPOOkKt31O3ghs9voNkXLILW3xodQggGJQ3iz7P+3HPFCPhixhSuX/ZLfG4nXiOhZ+Tbl0VwFqArAo/p2Bkmw1KGkWvPBWCsI4Hnxgzk+9sO4NFle86MQEgdKRSSaeS+lEWcMOxFEhKC+TmvVTXyal0AEk/r21dASF+nDOmyNgPTbAEEEKqEg94e0ZKeewl/zkvmyc1PUtLSlXyaaknl+jHXc+mIS4/cW+JzBiVpw5DS5I855qwl0Uir3YAUQdlnqVhIcAUYtcPJ4WEw4LCb0gEi5P60GMZQqjQSrtgiAFKSXu8jp6prAC0AG65uTSTHH398j82MRiPOdlnxQCCB2ppBCKFTUTEcm62ekaOWYLEE1bVAo2JNFq1loZ8HQlHIHlRMTvHwPuvqmzz4YjhRiUK5Kwkmfx/m/7nPREZ29rns+PB52iraVaD6SFQLvM0mDn42kFNOHx/1eL0J+DVWvLaXnSsr0XXZmZS97NU9DJ2SzeyLh2KyHLuaKfUVbdQcbImp7aLnd6JrkkETMoJyuceQ9AEOjGYVvze251yn0SqDYWiNVU7O/OE4bCnm76RqaOHoNGzJZlzN3vDJ9gIsCUYGjT+ysNI4cb5NxGzaNzQ0kJ0djJm02+3YbDZSU7tmhVJSUmhtjVzJNc7/HobUVNKuu468B+4n7/77SLvqKlKvuCKmQVfq5ZcfsxeNYrNR+Py/cJxycnDAIUTI/A7r+GBoVfZddyGOQn88/dZbyfrVr1A6wtA6jikEthkzKHr1FYwhagEtPryYSz66pNMoORIUFMrbykOuO7HgRFBUvKbQA9X+cewGATeMvaHH55PSElk/fRS/HpzLWEcChRaV4+w6d+e7WT1tLGdM+FOnUSKl5NHSmogPM82QQcfjri6g8GSdGb9sz8nohi6Dw+/n6kzsc3mxqJbO+jCKUFCEQoOngX/v/Ddrq9b2OY6u+3C7y/B4KpHhSlADBCLPgtvcGslNPkSkHI9uoxSpiE5vFoDborJpdFBVqKjUFax83mtUI3RJgjuya6Yp0cDW4RY6jZJe+1ADOkWlbsbsbO1zN3joGiieeOKJFBcXd67zer0899xzlJWVte+2vcaPDH5HTmcKWzbPx++3kJY2i9Ejn8LgaQ+r7H3fCkFyVg5n3/mrkM8L2Q8hDqma4Yz7QxZWTEo4mYY9SSEMku47EDirjVTu3RvzMQE0TefDR7awY0UFevt3Ljv/hT1fVvHeQ5sI+I5djYLm6thDqLyuAJ8+uY2PH9tCwK/RXOuitrQVV0sUr1wUfO4Aq9/cR8B/5OdVX+7kX79cxSt/WNvj+n1XUBTBvKtHBO/tULde++KTrh7Rb+9TnDjfRvo1/dL7of9dnJ2I8/WTcuklNH/4Id5du0IXOhQCNS2V1kWLaFu1EtuUqSSffx5qcvJRHVdNTCT/wQfxV1XRumgReksrhvQ0HCefjLBYEAYDAV1n20cfHfW9LYQg9YrLSbloAa1Ll+IvL0exWLHNnIEpPz/kNuVt5dyx9A70SAPaGOmtFCWlRGtqwu1uC1mI8YgQdNbiOBpuHHsjpxT1lWROMxn44YBMfjggcjHXMq+fXc7IRVg89jkktH7c+XmvV+XuSgvT7RqTbQHsisStC9a7VFa1GWjSVAob9/K3r/7WuU3376W8rZwbP7+RR+c9yvG5x+P1VnPo8FNUVLyGpgUTsM3mHAryryA//0pUtZdylyUJTLag5yQMI/a0sW5CMoH2xNoedBgIYe5TqYhg8rw/OGjJqfFSm26iNt3co01eVeTrtr8oodNj1dmvXa0ggpLSqU2+kMpeOoJtDKeoqIjp06czdOjQHus3bNhAfX19BPl5BZ/Pjqo8wOhRM6it+4Lp1w6jep+NXZ+XU3ewEgBHegYTTj2TsfNOw5zQt0o3QHJWDoqqokcLrxSC1LzwikYHNmwjaNxGSUJWVXauWELesBGRj9eN3WuqKNsVPgFcSqg+1MLWpeVMOPnYqC4poYoWRuHglnqe/ekKfJ6uazlgVCrHzS8itzi5X/vyuQO8df8G6iuc/ZOXD0NDhZPFL+7iwOZa5t80BvU7lG+RPzyVc34yniX/3k1jlavzZy8lJGdYmX3xMApGHnn4YJw43yb6ZZhcffXVmNtj7j0eDzfddBM2W9Ct7T1COdY4/3soViuFzz1L5a9+TevChV05KJrWWXxQa2zCtWYNAM6ly6h96CGy77qL5PPOPerjG7OzSb30UgB0nw8BCFN7rP0xlsMWJhOJJ58csY2UEq2hgXc3PI3i1/pW2esnARlgVl5QIU/6/TS+/jqNL7yI78ABdAHiZwbkMXpnFyYWcrDlIAKBIhQ0qWFUjPj12BTZTik6hVsm3HJUfWiLoZCnZszDkzAVs+vLziF2i67waYvCpy2hFIckXxz+ov2vvqMmSTDe6zcrf8Pbpz3Gpo2X4vc3Q7eUfa+3kn3776O65hMmTngBg6FbGJKiwoQrYe0TwWzqECR4dCZtamXnuHyaTT2NSSEjT9wHG3WF5OlAQbm7m2GiktziD4aMhcFlUWhK7pWDIgRtdgPFJc4ek7cS0FSB2l4YUygGJt/wCLOzexokELzf165dG0NNrAC1tY+yfPlP0KUPUEDRKZhvYnLWhQwqugOzNSnqJILFbmf48bPZuXJpZO+JlEyYf2bY1a7mJhRFiWrg6LqOq7l/KlNbFpV21tEI3z/YuqSM8ScVII4wnErT3FRVv0d5+Uu4XAcZcragrXIMTftOwNNYFNM+uhslAKU7Gyjd0cBJV49k2NTYlajWvLOfhspjY5R05+C2eta+f4Dp5w6O2M7v03C3+DCYVKwO47d+ojW3OIVLfjuVqv3N1BwKPg/SC+zkFid/6/seJ05/iNkwueqqq3p8vvzyy/u0ufLKK4++R3H+J1ATE8n/x9/xlZXT+umnaE1NtK1ciXfnzqBx0v3lLyXS56PyF79ASUjod8HD3uhuN01vvEnDiy/iP3QIANOQwaRefjkJZ511VPvuDzIQoOmNN2h4/gV8JSWcAEw3wuKxgg+mKNQm9/9lo6CQ58hjWu40dJ+P0pt+gGv16q71Eibs19k0SKCrR/cyU4XK94Z+jwMtB6h2VpNmSWNV5SpqXDX92s/uht28uvtV1lSswS/9DE4azIJhC5iTPwdViW6lpZsMUcd0AK2pN2CSLoQ7soCAgkKqNZU6d13EdhJJjauGqz9cwBlJLopMoQasktbWbeza/RtGj3qw56ppN8HGF8Dv6qs5CyAUbAEjkya/ictqoKl5HVJqWKWDjbtvjXK2XfhNCmY3JDcHEO3VO5KTj2OcZTKCu8Ju113tqzuleRYS2/xk1fhodhgozbNSm25CKgJFk2TV+hgw5rfYsorbjTUdgyGpsxq63++nqakpSq91Ro5aQkpKRbdwu+A1ktJHZdUreLwHGD/uGYSInsA/7YKL2bf+S/xeT0jjRCgK6QWFDO+dPN8Ns80eU1iYUBQstthz4/w+jfry2GReW+s9uFp92JL6L8rh8VTw1cYrcLsP0mEFGSyQVLiG5IGrOLjwl3ga+ldTCbpu3S/+tYOsokSSs0J7rrrjcwfYuaoy5G1/1EjYuriMSacXhaxH0lDpZONnh9iztrozqTwtz8bYEwsYMT3niI2+3gT8Gvs31FBZ0oKUkrRcO8OmZmFOOHLpZSEEOUOSyRmSfEz6GCfOt5GYDZNnn3326+xHnP9RTPl5pF13LZ7du6l/8smo7WvuvRfHyfOOuLaJ1tTEoauvwbt7d4/lvv0lVP3uLozvvQ8XLTiiffcH6fNR+sNbcC5f3iMcx+KHU76SzN6m8ftLVA7k9P8l+de5f0URClX33R/0OvWamT59veSr4hiuX88Inj7oUuf+9fejCAVd6kcU0lXSVMKF71/YpybLyoqVjM8YzyPzHiHRFLoCcwcZJiNzUhwsb2yNKDGsKiYumngf5voXeXHXi6QbdMZaNayKpFUTbHIZaNNVVEVlZNpIVpavjEl4YJ/Hz0MeE/MTYX5SKIUgnerqDyge8n+YzVnoUufLyi/Z1bALZc5NjFnzDBNaG3sVQhTBUK9LX4O0wSQACQmFAGiaB3aHOEw4OqK+gMzUeWTmX8ySukp+f+glTk1O5OamlpBfdVjlXiHYPsxBaW6AlkQjQpeduS26KqjKtlJZey/GFU/i9wfVnEymzPawtisQIrrEa1b2flJSKiKkQek0Nq6mouJ18vMvi7q/lJw8Fvy/P/H2vb/H2diAUBSkrqMoKrqukVM8jHPu/DVGU/gBf/GU6Sx94emox5KahkhfzqFDZnJyvofJFDnERsaguNSdWBSa+myj+9m46Wo87tKOo3auE+0ScAZrA1DE0eSObVtazswFxVHbVe5vjqlo4JHi92qU7mjokwxetruRDx7ejK7JzhwegPoKJ4tf2EXpjgZOvm7UUSf47/+qhkUv7MLnDqC0TwDpmmTVm/uYevYgxp9cEPdyxIkThmMn8REnzlHQ9OprwWT0KGES/vJyXF9+iW369CM6TvntdwSVufoI9wc/e3buPKL99peav/0N54oVPY7dgSrB4oNfvqbxw5tVfMbYX2A6OoOTBqO1ttL06qshQ9PGHpScu0rnneOVKJXFIx+rwxDpr2pYd/Y17euzj46/t9Zt5ceLfszTpz4d9SV+a2EmSxuaMLk3Y/AdACBgKsRnnQBCRQFMisI1+RlkDbiecdpyjJ6dncnuCnBusp/tviTmTHiUN/a9F/M5dMjQftJiIsUgmWoL7Tmprf2cEgZw95q7qXBWoLR7EPR0OwNz8/ltq8ZxbU2QkAbDz4DiUyCtbziKqlqw2YbidO4lop+o/b4y+drvAXsWg0Y9wA8W/oCvar5CIHg0JZlTnS4G+/saVImtARRd9pWMBhCClsTgzK/stV62ezY6jBIIFh3cX/IglZVvMXHiy6Snp1NXF94jlZu7K/x5dXWC0rLnyMuLTR0ta9AQrn/4GfZv+JK9X67C53FjT0ll5OyTyB06POo+kjKzGTx5GiUb1ob3nAiJOdGHSN7Jvv1fsW///aSlzSUz81SyMs/om2sEGC0qCUkmXM3RE8lNFpWExOgeot7U1i3E5dofsY1idIPQQR5ZLKnUYe+G6pgMk6NJdo8Vj7NnmKK7zcdH/9yCFtD7/mzaP+/bUEN6gZ3j5hcd8XFLNtXyyRPbOj93NyS1gM6qt/YhpWTiqYVHfIw4cb7LfHeyw+L8V+Pduyd67Q8AIfDui/yCDYdn9x6cq1ZFPk77gMPXrhb0daA7nTS+9HJf46gbqoREFxy/o/+zin7dT9uSpUhf+IHOJUt1bv5AI7dXHbjshGyOyzoONUx9jW8STWqsq17HxpqNUdv6WtdTVHMHSXUPktDyPgkt75NU9zfSym/D4lqPRVF4cexAcgxeNnx1MSbPHiAoF2wQwX8VAWPMrcjKhxmSNPgIRAgknzUbQ9fgECrLqzZxyxe3UOkMJm7rUu88xiFfC9+3uFk3/bqgItSSP8OTJ8BfiuDlS6F0XY/9FeRfRazB+QKCRUAmXccf1/yRTTWbyK6zMKLEzsgDjrCawQZNklHriXif9g8dt+cwW7f9kKlTp4Ztpap+7PamGETjJC5XCYFAU8w9UA0Ghk6dwezLr2HI5Gmk5RfiamlC12KrhXHqTbeRllcQ2mMrJAaLxuAzD3Xru059/SJ27vw5y1dMpbTshb6bCcGYOflRz1coMGpW3hEpL1VWvE60131i/sYjNko6iLWmSGJaXwPtWGO19wyZ2rmqEr9Pi/qz2bywFE07Mm+OrkuWvhzdnfnluyW4W49O0SxOnO8qccMkzrcCYYwx7lZKhPHIHH0tH3wQUiI4FK2ffXZEx4iFthUrke7YpDpP2NK/QWGSKQmrwYrW1BRRDlgAc7dKHnxC4+8rB/P4vMd5+YyX+fTCT0k0JR6VFyQagvBFC3ujCpW39r4Vsc0Xh7/gtsW34fQ2tO9fQ7QHdSl6M466v/Gn3DJmpDg4dPgpXK4DyLBBXzqNjauYnmiMKb+lJ4J6TeGQr+9j1adr/G33EiB0Mr2Oji4D/HLHU+gV3QwxqcPeT+CZU2DLa52Lc3LOJzl5KmEf4VJid7YProQKCenUjj6bjV9+wbmLs5m/NotJu1KYtDMFZ31K2IKTnfs4Rkip0dy8gcGDDeTn54f0UgjRv2PqMQotALhamnnvr3/myZuv4bPH/s7ifz3Be/ffzWM3XsmGD9+JmpBvtTu45A/3Mf2CS/pUmU8f2cjw7+3HZA99b2makz17fsfhw33DwUbPycOeYgmb3yAUsNhNjJtXEOOZ9sTtKSNsHZp2bNlbMSbUIcSRG6JWh5HWBg/OZm+PUKnepBfYSc21HfFxomGyqBSM6BlCt3dtdUy2vLvNT+W+I5NrP7StPibPly4lO1dVHtEx4sT5rhM3TOJ8K0iYMiXmyuwJxx13RMcINMRevThQ3xC90RGiNTfF1E4Aw8vgdy8GyGiK/kZVhMKCYQsQQqCmpMQ00y0UhWxrNgdbDvL23re5Z+09NHoaYzYcjoRsWzbnF58fU1tNapS1hfde+TU/v1v1OyD0gB+ChtA/1t+Nx++kvPzfRBuggUJLzZvcOPbGmPrYm2at77Xb5DLiDHgj5uHoQJXBwGKTlYNtyZS0pdDks4CuBQ2Ut2+C2uBsrKKYGD/uaXJyzif4GBfBmiftqnaZdT7GbW9X8rJnwdUf8t6y9zhpXToOt6H9LAUKgs1NuYTTQQgYBEcxTg2JECr19R9zxRVXMGLEiPZlAkVREEIQCJjQ9dhm1P0YeGjT02yr2xa1rbu1hZd/cyf71q3uMkA6QjjbWlny/FMs+3f0XEqTNYHpF17CjY89z/QfpDHswqCARu7UWgzW6EbVvv1/wefrGcZmsRk5944JpLQnjncYKO3RfjjSrJx/x8R+J70fPHiQ1157jerqlqiPA6FI8mf9A4OFI04AdzX7eP6Xq3ju5yt54der2fj54ZBhW0IIpp496IiOEQsFI1Mx9Ep87x3aFQmvK/a23akrbY0pP0UAtYfjdd/ixAlFPMckzreC5AsvpPYfD0dupKpYx4/DXBw9hjnk5olJEfMmJLB5oMAOXJL7Lt5/v83QlKFcPPxiTi08FWOIomtHgiE1cjJsdwQwshR+8brOL2604peBkCFGqlBxmBxcMvwSAOxz5yAsFqSnb52KgAJrhgs+OU6hJBsChpWwdiUKCgKBFjGF/OhQhcprZ77GwgMLoTZ6e4HoU5OlOwsPL6TJ2xRxHxJJi6+Fj/a9TpI/FhlXndbWbdww902klDy25bF+hXVZ+mSNK1Spg1FFWVRPlKLDs+4iJpR23SMFCU3MzDxIrs0dlBc+4wEAVNXKyBF/YfCgO6mp/Ri/uwpD7QEySw5iaW3BP6B9dv2mFbR4y2h8O5jT1NvorPHY2dqUxeik6j5ONlWT0WWJ+4mU4PM3YDabWbBgAY2NjWzfvh2n04nVamXUqFE0NTk4eOgJiHAvahKWtwk+LHuVF3e9xMTMifx17l9Js6aFbL/ytX/TXFMdUVlr/ftvMXTaDHKGDIt6HoqqIk0HMCd6CLRFbd6JlJKKijcoKrqpx/LENCsX/2YKZbsa2bOuCleLD4vdSPFxWQwYndavhGwpJZ9//jmrVq1CURRyc/Ox26P/4KwpdXzv/8axaWEdu1dXBfMxAINJIeCL/hvQAl33fmuDh1Vv7WP/VzWcfdv4zqr1HqefpmoXCUkmZi4oZsVr4YtRChE0kqadM4hD22uB2C50ycZaKvc3kzO4y6tldZhoa4ytrIHV3v88ng5iseMlHMv6tHHifKeIGyZxvhUY0tPJ/vWvqLrr96EbqCqK1UrOXeHlTaOReOopNIRRl9ME/P1sha9GqvwGcIsA3oCXrXVb2bx8My/tfInHTn4sqkJULNhmzkSx2dCdsUmEAuTXw0PqpfxcvEWLr6WzsKGCgo5OiiWFx09+nIyEoAqNareTcumlwfPtNlXqMsOfFqjsyRd9Et/1qJ6Eo0MRCucOOZdkSzJTc6by1Z6vYtpudv7ssOu21G7BoBgI6JFj2w3CwNb6ncyMubcSr+Yhx57DvAHzWF+9ngZPdC+aRUgGmTuuY1CSNTXleBLacqEutrylQC/roMyVxKsHx3JewXaKtr7RaZh0YDZnUJDfLtVeDBzfvsLvh48+YsvO29j/5VcIXy7hRkOfVxbj1xXGp1QGDREhUFHIqPdRMvDYhtwIITAZuwyvlJQUZs7s+c3YHVdTUfk6Pl8joYwTTYJbhyUtXWpum2s3c92n1/HSGS+RYOwpWetzu9i+5POocr9CUdn0yQfk3BLdMAFQlP7L9oKkpWVTmOMLCkamkpav0tZQj9FsJjk7rd8KTuvXr2fVqlVAsK5KdfUQBhRuQVG0CBGeCjk5F5KSlc4Jl6Uz44IhtNR5EAokZySweXEpq9/aj1BExDCtXqdKzcEWlr2yhylnDmTtBwfYu65Lplc1KhRPzsLj8lO2s7Frv+3636m5dk64YjhZRYmMPiGXjz4qZ9JpRax7/1Dk4wpY9+EBzv7R+M5Fw6Zlx+SlsCWbyO5m0PSHzMLEmK9NZuHRv0vixPkuEjdM4nxrSLnkEhSbjep770OrqwuGdrWHpljHjCHnj3/APGTIEe/fMm4cljFj8OzY0ScB/sUTFNaMEPSeJ+uYKd9Rv4M7l9zJE6c8ccTH70CxWEi96krqHn0s9sRiVaW4XOezH3/GhyUf8tGBj2j0NJJhzeDMwWcyv2g+FkNPGdbMH9+Gr6SEtiVLggaIlPztbIV9ue0NvkG5SkUoDEkewp2T7gSC4VwQ9KCEm2IUCCwGC2cNCtaWafG10ORpwma0kWZNQ0pJtas6Zm+GUK2oagKa5orWEoyZnPj6PNr8bahCbT+G7FofcivJTHuADhE1h30k+flXkp19Dpt2vIgs+ShqH3UBya09PXOyXUj4/fIR3Ghb3+ceDYfXVw1AY+OXOCuTwlZlVC0B0oY3UTFEoUlkkF7nIZdkUqtLsbsEelMCJLpRwuoH9w8pA2RlhS9kCGA2pTNxwsts2nwNHk8ZwXA1HV0GRQpaNMFjtWZa9K7wT01qlDSX8Pa+t7lsRE8J4eoD+wlEEIPo7JuucWjrppjPJTV1Fi7X6zG3bz9K2JC+ij27+PKd1yj5al3nsyEpK5uJp53D+FNPR4kh70nXdZYtW9Zjmd9vYfeumYwYsSwoDd0nPk/BYR/BkME/71xishhIz++qxzLxlEJyi5PZuriMkk21BHw6JqshasK7lLD7yyoObK7D79V6DNw1v86+DTUkOIxcdtc0mmpcNJQ7EQrkDE4ms8jRxyjbt6E66jWQOpTuaKCt0Ys9JWg8Dp+ew7oPDuBzByI+dieeWnjEcsEFI1Oxp5hpa/JGdJ0oimDE9JwjOkacON914oZJnG8VSWefTeLpp9O2fDm+AwcRBgMJUyZjGT78qPcthCD/H3/n4CWXEqiphnbllTYLfHqcQEYYqGtSY3XlanbU72Bk2siYj1nnrmN3w24kkuLkYrJsWQAk33QDpVvXYF2+EV1EqBnRgZQIkwmb0caCYQtYMCx6rRVhMpH/8D9ofu99Gl54gd31O9k45OjSyoyKkVRLKtWu6IODDkzCxMUjLubm8TdjM/acfU+zpuF1e/uEOCkiGFb288k/54END7CmYk2PXJPCxEKcfmfUIogdaFJjeOpIcoRCefmLyIghVZK3ahpx+o2d2wIkK5IWPTiVq/eqey6AIWad+UnB2HSLJZ8pU7okh88efDZ//+rvUY0ogyYYWBmqQJ3Ap6vsdBcxLvrpAlBS8iAwG9DQNUIOlISqk1LchOZTqPoqHYNZo3lgKzV5bZgGpjJ+azPO3YMxjd+HyeQJmRjdR3E6ggS1ECoOx1gSE8dG7b/NNojp0xZSV7eIyqp3WV+xiKaAxkaXga1utdd30MXCPU8z2XAAn68eoyGJzMzT0AKxh+ZEq+zenfy8yygtfSXm9kEUHI5RtNS72b6sgr3rqvG6AyhiP00VbwUH4t1Gzs3VVSx+7nFKt2/mrJ/8AiWKgMfBgwdpbe3rGaivH8CWLacwoHAzKSlVncsNBgd5uZcwcOCtqGrk4ojZA5PIHhj0JkgpWfjsDvaur45eKFGCzxMIeQ9KXeJq9fP5M9u58OeTKBwVOhSvg1jDsSAYTtZhmJitBs760Xje+9vGdgOpq51QgsbM6Nl5jJmbH/P+e6MogrmXDefDRzZHDOk6/vwhWOzHJjQ4TpzvGnHDJM63DmEw4DjhBDjh2O/bmJ3NwLfepOHZ52h85RX0lhZWDxdoMVRBV4XKe/vfi8kwKW0t5aEND7Hw8MLOwahAMCd/DhcMvYB71t5DxYwyZqaozF+nUdwu0OJsjwyx9X73ahqWqVMoay1DEQpZCVkxqUYJg4Hk888j+fzzePSLn0Dp5/3ylKhC5ZrR1zA5azKKojAidQRm1cypb54aU2gTwF0z7uLMwaFnyJ+Z/wwPb36YDw982CMca0zaGAyqgd+t/l3I7Q61RAnl6IVZNXP6wNMxyjlUV39AwN8URplLpU4z8KVT7TOr3aQLLk/1scFlYKcnmHAOkKhIZjkCnOAIYBDQERLTnTRrGteNuY7HtzwesZ/H7U7GoIc3Hkv0oTEZJj5fHbW1nwGzgzkdLSZCeXqkJqjbmk7HiFEIqN+Zgj3Bw4g5B9k4OhHTWo3NX82noHA7mVn7UdXgdesYO/c0Sjr+DWWcKFjMeYxLuxE+/3/gaQkm5o9d0FmvxecOUF/hREpJarYNi91IZuapeK0jeWjjciD8YM6mSK5J8zDEcoiysueRUiKEoKz8BQza8JDn3xuhKKTmxa58ZbMNZuDAH7Nta8ybABBoOIl/378GKSVSB6m34m1+G5BhlcH2rfuSde+9ydTzIk9KhDJKOmhpyWTb1pMxm9uwWNpwOFK45prfoar9D0kTQuBx+mOv3h6p5I4uqT7QQu3hVjIGOCLuRjUo+GPMgzMYe/6WsooSufg3U9m6pIztyys6vT25xSmMOzGforHpR134sHB0Gqf/YCyLXtiJu9Xfo8Ci0awy/bzBR2X8xInzXSdumMT5n8OQkkLm7T8h49Zb8FdX89n+F1APvYatzc+8bTqcCn99PECLKcDSMQpLRwvcFoEudWpcNVH3X9JUwhUfX4HT7+wxQy6RLCtfxpKyJSgoSCFYPgqWjzJg9EsMGvgMkmSn4L5nNOwdeeuKQlu2g/n7b6d1dzD5M82SxsXDL+byEZdjN9lD9KIv25p39Tt8SyJxmBwcn3d8j+UZ1oyYDROvFn6GM82Sxh9n/pE7J93J1rqtBPQAOfYc7lp9F1ur+znai8CPj/tx+3WyM+m4V9m85QZcrhKEMCCljhAKUgYwJAzlwb0H8YYcRAl2elRuzPDSrEFjQMEkJNlGSVfkh4KqWsjLvbjP1j8c/0M0qfH01mDByO4GK7rkuN3JjDgUKe5c4LdmxXS+zc2bOr1CLYcduGrCzYSLHv92jImdLjPbPhvE+SO3UJlawtq649i3bypOVxKFhZsxGn2hbyXRtS+DMZWAP3iPmEwZFCafRf7KT1E+uxCU9lePlLD0HgKDz2AVd7Djy9bOhGtFEQyZlMnkMweiJET29JmE5JYMD5lG2b7bnsZTQN1LYkERreWWiHkmUtcZd8rpEY/VmwEF17Bt60eYjJn4A6VR22ckX8fCp2p6hDQFvJuJnjYt+erj95h89gURvSZmc5eRkUgrx7GVEezFhJ9mHGxkNNu8w2j22rHb847IKOnA6jD1L+ckAkIRHNhcG9UwKRiZyr51dVGPaXUYSc3rmx/lSLVw/PlDmH7eYPxeDdWooKrHVqC0aGw6V90zg4Ob66gsaUbqkrQ8O8WTsjCa//M1ouLE+TYTN0zi/M8ijEZM+fkkNmUzZlGA29/UUA06JadCqhPSGmBQlc6FK+CPF6uU5qgkGCKHOkgpuXPpnTj9zpAKTB2D0d6J5n6jIBg5JGhwSD6bKDh/lQRFwWuQ/O4MJ63dQrnrPfX8c9M/+bjkY/512r9ItiRHPV9N77/ali51RqWN6rM83ZrO3sa9MSXMh1NJ6k6yJZlZ+bMAeGnnS2yv2x5RWjdWjIqRH0/8cY+cg4SEgUyb+ikNjauorfkEf6AZkymDnOxz+bBiOy79z4QbJG5wGcgyaJySpJGo6L0G5wIhTIwb+xRmc0afbYUQ3DbxNr439Hu8secNdjfuRiDI9SShvfIVCb7IAxahCJLyisKul1Jrl6FVetT2qNueHDa/JOy+EHg0A9vLcpmr72cjZTCgnsKiLbGlRUlJQNfJzDidhIQi8pJPw/KvC6CtPQSwl1iBsu9jiv372R74PR1eEV2X7F1fzcGt9Zx9+zhSzCk0erupqklw+B1YNSujbW6yDB7CpwZoZE2qorW8sDPfqjdCUcgoHMjQqceH2D46xUN/Q3PTUtqce2ht3YKuexHCQIcXRAiFoqJb2P3ZHKBnCKLu200sek6u5iYq9+0hb9iIsG0GDhyI0WhkqH8b5/MJAonSvu9EWimkgrms5nkuZOTIk4/oXDsYOjmL3WuqojeMASHA543+jBo5K5e9X0ZWGBMCxszNj2hwCCE6lcK+DlRVYfDETAZPzPzajhEnzneRuGES53+eWe58jnsjgKr1LHzc8UqzeeA3L2vccT2cMCByfNnm2s3sbQovfxkLUsAnExXOW6Wxf5CFB071UR9iIl0iKWkp4afLfsqTpzwZdb8F9oLOquOxIBDkO/KZkj2lz7qzBp/FyoqVUffhMDk4Pjf2gZ6Ukpd3vRxz+0icO+Rc7px0J0nmvgo7Qiikpc4kLbWnGpRSsTOiQWQWkmKLDDM4l9jtg3E4+hpy3cm15/KjiT/q/Bzw+3nszSvw+iJLoUpdogUCtNTWkJjRNdjxN+ymddnPkWVfout+Wu0GagfkdjpDnFUJIPtfl0GisK0pi5mZBzjD8RHbioKyzTE53YQArYma2k8AMC66j4JWDyKMVaMInRzTLoZal7PLfWK3cwa/N8Bnj23nogsv5omtj6NLnTxnHsMbh5PsT+5su67URV7eTvLyd4bMhbFlOhlyeg0HFxbg93jokH4SioLUdRxp6YycfSKu5mYcaemxXiaqqt4FjGzffitC+OgwMGy2YdjtQ1EUMzZbMTnZ5yMDDj7ZtLzP/SNl7FXAfa7Ian5ms5l5xVYm7/gY0Z7/1EHHM81BG1fxBsaRv4z5uKEoGJFKSk4CTdXuo/aaSF1iT47uvckqTGTymQNZ98GBkOuFgOzBSUw4ZUCfdZpfp2J/Ez53AFuSmayixCOu2RInTpyvh3iBxTj/81he+hhVhv8xqBISvHDOap3if36Gd294w2NZ2bKg0tTRIARNDkH9v/7IL78X2ijpzprKNZQ0lUTd7cUj+oYXRe6G4NfTfh0y5vrkwpPJseVEPderRl6FSTVR1lrG+qr1bK/fHlHa16N5ONhy8Jh4S2bkzQhplERiXGbkDI5LU70UmoKeklAD9NbWnWzZchP1DStoadmKjCEA32A0Mu38i2Lq387li3nqR99n9+rlICX+xb/D8PcppGxaTGqdi/QGPwMPu5myYj9Fh6Opj0UnIFXa/GYac4AjGnjqKJpGbpU7rFHS2VIKxiR82Ge51KGl3sM8cTZFiUUMbx7OtJppJPl7frc+n5UDByayc+csZBjvkC2vjqse/BMnXXczReMnkpSZjWgv7NpSW8OSfz3Jkz+8hvce+BOuGAqhHjr8FLv3/L/uve38y+ncR2PjagYNvI3CAd/HZErF2ewLadQKEbskc0JyStQ2k9sWBvcbZr2KJJE2Eva+G/NxQyEUwZm3jMOWbOr7e2j/nDUwRllcAcWTYwtVnHLmQE68cjiOtJ5KhEazyrh5Azj7R+MxGLueTZqm8+X7JTz78xW899AmPnl8G2/eu4EXfrOaHSsqwub1xIkT55sn7jGJ8z+N1tpK62efoUQZP6oS5m+QODd+yIGPPiH/0X9inzGjTzt3wN2uqnP0fftCiz3H4vEtj/OX2X+J2OaEghNIt6bHrGSVa8slzRI6DMukmnj85Me59tNrafA0hFWbemnnS3xy8BP2Ne3rXJZuTefyYZeTTt9Z6WM5QChwxJ7E3MHw1OGMShvFzoadfc4pw6AzLiGaoaHT2LSaxk2rgaA6V+GA68nLuyxiUu1xZ5yLq7mJde+92TmDHw6p63zw0F/IvORTjOseY31TAbtbM/BpBmwGL6OTqxmRVENhqZvtqYAqILKia9+zMBiRBlOw6jxQn2oiQpxURKweDUMMUYSKkKQbDhD88fQ8lqIIKre3cc/0e3h106tA30KRHdvU1w2gomIoeXm7Qx7HZE1g/Cmn09ZQz8FNG/qsl1Kyb/0aag6WcOndD5CQGNq4dbsPs2/fPRBWwFnD729kz54/MHbsowBh8wtU82gC7iVh9tPeL8CUmIQhMTliOxoPoRyO7s0UAOufgSnXR20bicQ0KxNPKeTL90vwOrtuNCFg4Ph05l07ioVPb+fA5rrwYYACRszI7Vdl+xHH5zJ8Wg5VB1pwNnkxWlRyi5Mx9qr4rmk6H/1zC4d3NPR5LrfWe1j84i6a69xMP3dwzMeOEyfO10fcYxLnf5pAbW2fmibhUCWgaUi/n7If3kKgro4qZxVPbX2KP675Iw+sfwBNalGL/UVDSBiWMowqV+yx2xtrNkZtY1AMPH7y49iNsSXLl7WVcdEHF7GpZlPI9QOTBvLW2W9xYsGJIdcDNHgbehglEJRQfnRTcKDm13uGGFkNVjKsffMz+oNAMCR5CCNTY5d17s5vpv8Go2JEET0fj8clBND6aTd5POXs3vNbdu3+dUSjSwjB7Muu4fI/P0RG4cCY9r38g895av8UVtcVUu+10RowU+VxsLBqCM/sm0y9L5gPtWfQKPQYRQ8CCQ5cA4biLB6Ha+AIXINH84LpErziPyttKpH4vRo7Nu5AUaK/tirKR/QZBGt+QcPOfJ7/2e944NJzWP3uG/jtSXhTstBNPQfEUtdpqath5SsvhD1GefnLRHuFSqlRW7cQjzf4W7anmEnNsfVxZaimkSAsRFIOE0CrI40nnniCysoIIZnNsRXyBAlNh2NsG5417+5n2St7ehglEPR0lWysY+EzOzjxyhHkDEkGenoaO35iRWPSmX3R0H4fWyiCnMFJDDkuk8JRaX2MEoCti8tCGiXd+eqTQ5TvbgzfIE6cON8YccMkzv80ivkIFGmkxKf5+OW7N3PqG6fyj43/4M09b/LijhePSX6ERHJJ4XkYROwOzTZ/5PyEDoamDOWNs9/gwqEXYojBYapJjZsW3tTH2Kpz17GhegO7G3azonxFzP3szZ++/FPngL3GVcMVH19BrTtyYms0JJIfTfjREct+jkobxXPzn+v0uKhCxaAYcBxRhF7w3CoqXqG65oOorbMGDcHd2hLTnve2pqPJ3lkEAhC4NCPvHA4aZrnZHnQlfN2PDvz2ZNwDhqIl9FRFahKJNLozYq4F2hu3RSUQw7XTpaAuMJDQg3OBPcXM7t270aNUbweBx+PA7e4KIfK2GNn12mAOL3PQWlMFmoaiaxjamjE3VuNPTMWX2jOMSOo625d9gTdMTkdDw0pCVaUPcWY0N60P9kwIxs0r6DNIFooFk/1CEKY+4+eOz9703GA/fT5eeukltHATKkZL6OWhMPSjbQjKdzey4ePI0t0lG2vZs7aac348nlO+P4rswUkYzSpGi0r+sBRO/8EYTr9pDKrh2A9HpC7ZvKg0qgdbKLBlSawGXZw4cb5O4qFccb5zaE1NuLdtRwb8mAcNwjSgbxJkB4bcXIyFhfgPH465CrsOPHQWrFd3Bt93sqfKlkBEzpEIWQCifZEuGXNQcsZpJ+E2SpaWLY2pT0mm2HMp8ux5/Hb6b7GoFl7c+WLU9k6/k9sX385PJ/8UV8DFI5seYWnp0pgUuaLxyYFPaPQ3MixlGK/tfo1WX/gaDKHofq07PBy/m/67qCIF0RidPpr3z32f9dXrWVe1joAeoFjfiqF1aZTijOFQKC19juyss6K2bGuo78d+QxsbEoFbCz7eB4lqHp5/Ged++hKKFgh5n+sGI5789lCWEMkClZVDSU6Ovahmj32rgopsC/nlnogzYYqQbHGeEXKd1CXDpuXw2ZbYk/j19vPXNcH+Dwfgbwt6fXqbcQDmukrcOUX4E1MxtnTJYGt+P1X79lI4dnzf/fcjYV2XXYb9iOk5lO9uZM/antdTMWRiSLkEp/IZxqZaRMAPQhCwJ+NPzew0GKWUtLa2smvXLkaNCiG0kDUGrKngjiLnrRhg2Gkxn0MotiwujUkueMuiUkbPyaN4UhbFk2LLIzkWNNe6aWuIXpBR6nBoW39+d3HixPm6iBsmcb4zBGprqXnwQVre/wDp7xrAJEyZQubtP8E6fnyfbYQQpF51JdV/+GPMx9k8SLBuWPghlkR2DphVoXbKBis66ApM2C+xu2DlaIJV39uXGzQ4abPk6jVWzL9J55zkc7h33b1RE8EF4ogG4gsPLYy57eKyxSwuWxysv9L+v2PFsrJlLC9b3q99zs6dzbDM41hZ8SW1zjIcRitz82ewYOgC8hx5x6RfQggmZ09mcvZkAFpatrBu/aIj3JtOS8sm/P4mjMbkiC0VRUGL6hWAaAUDO65mYvZ+fu/4JfrFCjW70nCWZKN5DVjsSZitVmoOluBPy27fZeh91tcV0NaWQkJCE4oS/nsKuBVayuxITWCy+7HnuhAKHCxIILPWh8mnhzROdKlQ5R/KXs+sEOchsWT4Sc6y4nA4aGmJxaMkMVv8gEJTib29wGSk1mCuq8BVMBRDS0OPK6tpoY0hW0IxLldJTPMZtoRBnX8LRTDv6pFkFiayaeHhHpXMjVkaPnLxZeSGKVLZvg8h2LlzZ2jDxGAK5o0su4+I1Q/1AEz+fvTOh0FKycGt9TGpcTXVuGmt95CYbj3i4x0JAX/skwiaX+8syhknTpz/HHHDJM53An91DQcvvohATd+cEdf69Ry8/AoKHnsM+8y+CespF12Ea9VqWr/4IqZjfXqcQNEleoRkYIlEEQqz8maxsyEoQTuk0cyJ7xxmTEkwqObKxbBuqKDNAokumLJHYverpF65AGEw4DA4OGvwWby3/72ofbpoWGyqTt1xBfqv2nQsvCShiNUoSTWn8vCpr/OzXbt4q8GBMAzEqn6OpWURJdue4ZltzzA8dTinDTyNy4dfjskQeUDaHxITx5KYOI7W1m1H6DWB6pqPyMu9JOLgJzU3n9rDB4+wl90JHsNia0JFR7Xp5B1XjZhUBwjGjH6EjIx5OOtr+PvDf49Y50RKlW1b5zFq1CIcifXoukBRumSTpVSo2ZxG1bq0Hvsx2vzkTK4ldVgz68cnMWZHC0ltfa/dfv84Fjf+FA1Dp1HQYeD7jc3Ui+2sXu1g4sSJLF26NGq+Tm6umcGDL8ZoSKLis61IDkc04wQg/D4UzY+W4MDg6vLcpeaErtKdl3cJNbUfEfk1KrDZinE4xvRcqgjGnVTA2BPyqS1txesKkJBoYvv+r1iypD1cLcI9IqXE4/GEXc/M26FkCZStC2GcBGWSOem3kDs+Qt8jI2Wwmnms+GOoUXKssSWbw5Wt6YM9xRw3SuLE+RYQzzGJ852g8je/IVBVHTqRXddB0yj/8Y/RXX0H40JVSTz7LIghqRZgb66IaJR0HlbqXDHyChZ+byFffO8LHj73OSY0JSHaqzYnuWDeJsm5ayQnbpHYfQqqw0HqVVd27uPnU35OUWJRCAUierQpTCyMqe8d/fqg5APcAXfM23xbaPA2MH/dRja6bSi+w6RU/QJry4coelcewK6GXTy44UGmvzydhzc+HLHyfH8ZM/phTKZMoP8JJ1LC7t2/Ye32n0ccWI858dSj6GFflF41PaTUkFJj67ZbcLkOYEvLRBojFw4F8PstbNp0Gtu2nkh9fQGtrak0N2dycN94tr48gqq16X2MG7/TwOEludRsSsVrUWlK7msormMMLxlnU5e0H5+pAV340UUAv7GZ5uQdNKduQSoaq1evZsKECZjN0QeQp5xyKcVD/g+H4UxqDpRG8S11Ifx+pDHYRyEUCkaOITk7J2TblJTppKbMJPxrNHjU4iH/F7a/QhFkFiZSMCKVtDw7DocjhhyaoFfN4YhQId1ogSvfhem3gKmX2EXqIDj/SZh1e9TjRO6DwOqITRRBiKCR8E1jtZsoGpeOiPJoFwJGzT42ntY4ceIcHXHDJM5/Pc0ffohz2bLI02JSore10fxB3wRk9+bNlP/k9qAB8zVizMyk8Pl/YchoV53qNVhREhLI/+c/MWZndy5LNCXy7zP+zXlDzsOo9BwEDHAM4L7Z9/Woah6NgB7gJ+/fwC+W/6KPItZ/C7oSLBiYXPMXhO5GhPHi+HQfT2x5gus/ux5PIMLscj+wWHKZMvkdBhRcjaqGVjeTMvSt2PF1t9W8yf2LLwprGI4/9QwsttiU0yISoshgt14COqVlQdUpuz3W4wkaG/PYtXMOmzaewdYtp1K7wY7eFu63Ezzpii8zyd6iU1jW95zXMh4pBD5LAy2p26nPWk191iqa07bgs9R1Rqy1tbXR1NTElVdeicVi6TPYF0KgKArnn38+hYVBQ33Zv58hdn8cSEUJPgeEQCiCGRddEf5KCMGYMf8kJeX49s/djVWBEEZGj3qItLQ5MR4dhg8fjqpGN3p1XWfcuMg1dzBa4ZQ/wJ174fK3YMEL8P1FcOsGGLsg5j5FYtSsvKgFN4UCA8dnYLH9Z5TdJp1WFNGQFQpYbEZGzcz9BnsVJ06ccMQNkzj/1bR88gkVd/405vZtS5b0WVb36GPBP2Lx96sqQ6oVlBh+OioKGSt34Vy7trMuhXnIEJTf/YQvRxtZPQzKupUJ0Z1OSn/wA9xbe9YvSTQlcteMu1i8YDEPnfAQ98y6hxdOe4EPzvuA+QPnR+9zO+6t2/jzb+axqGFNzNt8m5CApmYiFTsW5yqE3hrWKOnaRrK5djP/3PTPY9YPkymd4uJfMmvmWqZN/ZRx455BCDOg4HepED41AAjWKczwbeRnS38W0nMiFIWz7/jl0YeVRAjNgqDnpKrqbQAmTJhwZMfTAhh75WSEQigqNXszQ65zE1kmt0dbt5vc3FxuvfVW5s2bR3p6OhaLhcTERKZPn84tt9zCmDHBsKmWuhpKvloX86lIoaAl2FBdrRhMJs6589fkDY8sOW0w2Bgz+mEAsjLPISlpEqmpsxgy5P+YNXM1WVlnxnx8AKvVypQpUyK2URSF3NzcTuMrKqYEvHlzqE8+kWbzyCNWVwvF6Dl5mKyGiPe7QHDc/Ng9useazMJETmtX/erRz/a/rXYT5/xkAlbHsQv7jBMnzpETzzGJ81+Lv7qa8jt/GrOaFoC/vKLH50BdHW1Ll8a0D49J8NGNo9mVWIKuRw6DUjTJtF0BPO/9mcOAMT8f34+u4BGxhOX165BnQUc40NAyyZWLNIaWS/TWVg5fcy2D3n8PY07PEJIkcxInDTgp5nPtjnvTJvZceyXv3xQ5dv1Y0RF6diyT5AHcjpNACCzOFXTGykdBlzqv7XmNm8ffjOUo5VG7o6pmbLYh2GxDmDD+GVZ8cgvmlOaoYSOKgAKTztMVi/iq5iuOyzquT5uCUWO58Nd38+mjD9FSV9NZnVzqOha7g9mXXcPuxR9yaO8+HHlOjHY/ekChrcxGwKMCgsxx0VWGAoEWpNSZOHEiK1euxOv19qvIpepqi1rRvaPfB7w5nKDsCyZdd8OGizZsxGKc2GzBCukJCQnMmDGDGSGKnHZQc6CkZx8iHEEC/uR0kgwGZl51MimDAqCupLLyMJmZp6Gq4UPdOgy6YcN+i9FoxKt5+ezgZ7y+8KdMLt3M8NZGkox2LAVTYdJ1kD8p4m9w3rx5NDU1sXPnToQQfb6P1NRULrkkcp5SB/XlbWz45BD7NtR0Jqk70iyMPSGfMSfko6pHNzdpSzJz9m3jee/vm/C6Aj1+jkIEQ9VOvX40mYUxVn//migak84Vd09n58pK9m2oxusKYEs2M3x6DkOnZGGyxIdCceJ8W4j/GuP81yDbw7FkIICalETTa6/3P/yq10veX1kVk1FyOAN+fYWKx7ydaPnfii6x+uDiZV0ND7nK+FXFvbjNAtlrLLA3F357mcovXtMZe1BHd7tpePFFsn4auycoElLXKb/zp2wq0HCbvxkn6dTsqcwpmMP4zPFc8fEVR110EkBXknDbgmExQmtG9MPocfqdfFX9FcfnHR9T+0Mth3ht92tsqN6AJjVGpI5gwbAFjE4fHbJ9ctIUqlaOYtD5sdd0sasKr+1+LaRhAjBg9Fi+/4+nOLRlIxV7dyF1nfQBRQwpsKO+fwvJeftImeYAa9d1kDo0H7Kj+wXJQ3yEKcHRiaraEELBZrNxxRVX8K9/PYPPF6DnEF4nnHM9FqOkA81o72OUAIxjJ58RvahmYmIieXlHlgfQYcKGMk4koFlsJI/NZ8JxX9Hi3EFLqdpuFATYved3FBXdQuGAG6IaA+ur1vOTxT/mmqqD3NncSoCOl2wNWuMB1M0vw+gL4dxHg+pZIVBVle9973vs2rWLtWvXcvjwYaSUpKenM3nyZMaNG4c5hvpLpbsa+PDhLei63iP/vbXew8o393F4ez1n3DwO1Xh0z4TMwkSu+MN0dq2uYueqClzNPkwJBoonZzFqZi72lGM3GXA02JLMTDq9iEmnF/2nuxIzPk+A3Wuq2Lq0nJY6N6pBMGBkGmPm5pNbnPyf7l6cOF8LccMkzrce6fPR9OabNLzwIr6S4CyompISnJLrp2FiHjK4x2fFEv0FX+eA/7s6hiJx7aOenAa44y2NrKauVf84S8VtCsoC99lMEei65KFzFR77h4ZJ02h67XUy77zzmKjEOFetxl9WRsu4b0ZxJsWcwj9P/mdnTswjJz3CrV/ciia1TunkI8FvHgpKcOZaqnakVhNzUjMQU7K/lJJ/bv4nj21+rIfU897Gvby9721OKzqNu2fejVHtGS9/aNtmWmrrCXgUDJbY7smWgM7uxt0R2whFoWj8cRSNbzdeqrfDUydTkgsHCu3tikuiW3tIKmprVyKKcm9LyEw/pdu2q5kw8RWqKoupqhqCz2dFUTTS0g8T8JtpaMijt4HSu2J6pPNILRgEc++Gz34V7Gj7aHk821nGVLyYkBFCJGfOnBlT1fcOMosG9fgsAF1REXrXPSgVFV9KBmmDkhg26j1cneIYWud8haa52L//XgL+ZoYM+Vmf4/h8NQBsPvgCv1z3dy6sbeTa5qCqV/cXrNq+Q7n9LYTRCuc8HLbvSksZI1MCjDz/VEjM6beMrcfp56NHt6JpeminooTSXY2s/aCE6ecNiXm/4TAnGBl3UgHjTio46n3FCdJS7+bdv26kpb4rP07zw/6Ntez7/+ydd5wV1d3/3zNzy+6923tnWRZYeu+gICI2xBororEkptie5ElvTx4T86Qa84sxMYrRoFGxoCg2ihTpfRcWlmV77+X2mfP7Y7Zd9rYFVNT7fr14sTtz5syZubNzz+d8294GJi/JYe61I8KZxMKcFU888QRPPPEEZWVlAIwbN46f/vSnXHbZ2dU4OhvCwiTMeY1mt1N579ew7d7t5f6gtraeUX+Rs2Z5/W7Ky8OQmoqn3n/xuL9dLuMxhPDyl+Cu9R4u2e+9KnsqFU5mBPH3lyW6ImFHgcQFhbpLl9ZtQ4myBj9vEGw7d4DBQJTjk0/XKSFxy5hbvAL152bM5YUrX+CZI8+w/tR6POLMrCcRjoN0ChdIZpyWORhcpwjFlauXVGvwwm7/KvoXfzuoxxwNFFG9P68vW0+EIYL/mfc/XsdVHytCVhRajseRPL4loDuXpkGpS6ZDk8mQhxgQ/NZDdJrdnOp1jfFVpDOUeUrPJDl622paM75CdPQ4jhf/ApPJQc6ww+QMO4ytyUxzYTyd+6ygSkQZOrDHZKJaY/tOokVY8ERYUBy2gCJRaBqTllwOM2ZD/DDY/H9QdwgAC05utXzEc85LcGuDXZcAhg8fzpgxY0K4sH5iklPInTyN8kP7+2K85B5RohpNevYtScbU2sikOZ10O20EquReXvEkaWlXExU1CgC7vYITJ35NQ+MW4BHaKn7HD5MdzCtpCzguSWiw/3lY8F+QMLx/hxBwZA1se6zv3gAwbC7S/Idh5JKQr/3Yx7V4XGrgPw8BhzdXM/2K4RhNQ88yd7a4XSondtdT+FE1Hc0OFIPM8IlJjL8wk8TMc5D84XOMqmqsfewAna2DMwr2uuQdeL+C6ATdLS9MmDMlKyuLRx99lPx8fYHi2WefZfny5ezfv993naRPgXDwe5jzmrpHHsG2d6/+y9lGbUaYibvSOxhVUhTib7vVf2G5aDiUG9qKlKQJahPlQRO0g8P1uifBkDXBgbz+o2XTucliI1x69q0JpwRKiHUHUi36JF6WZJSebEPx5niuzr/a7zESEnMz5nLXhLsG7RsVP4pfL/g1W2/eyptXv8nry1/vO2YIF4Kl4y0QAkfUAoRkDkmWSEgMixnGuMTAL1m7xx40SF4geK3kNSo6Kry390x4mwrjEUIK+KjKMnzYaUSWZLI7Ynj11z9jza9+ypYXnqW9oc7/gQ1HoXInVekmpBCeJ/8XoR87triL7JpuSrbeQnn5k6iarW93zc5kjq/Jo7k4DleHCXe3EanDhqWyBGvFsZ603BpCclOdbeq5M77HJMkyaSNGkTdVL1TJmGWod2+k45b36Fz+b8RdH5D9nS1849sPMnv2bEymwS5Op06d4g9/+AOvvPLKAKtGcC687asYjKa+GJ1eFLcLg60Lg62TMRdMotu5l0CiBPSsW9XVqwHo7i5l1+6raWr+kIG+nSmNTgwh1caUdXHSixDw7o9gzV1Qf8S7bcVO+Pf18HHoCRxO7GkISbO7HSrVxWe2yHM2dDTbefGXu9j43DEaKjpxdLnpbnNSuLWGF3+5i/3vVwTv5AvMqQNNtDfYgxav3PtOGZr6yWaTDPPFZtmyZVx++eWMGjWKUaNG8cgjjxAVFcWOHZ9dkpywxSTMeYunuZn2114/Z2l8Ux96CNk62AKRuHIl3du3Y9u5a9C+4ixZj1YOASFBp4/Cxi6DFDhza+/xgMsAKAqW6dORfEzQgnGw8SCrj67mo6qPcKpOUi2pXJk9imlGlX9cKqMGy+cvID4ygbVXr6WkrYQ99XtQNZW82DwuyL4Ao2zkyrwrefLgk+yu7894lByZzC1jbmHluJWD0hoPxGq0Yo214nbrYuneiffy50N/Duna4sxx0LEWTYnGEX0JHUkPEdv4OwTuwKv1CO6bdJ+Xy4OqqXxQ8QEvHnuRw016FrQUS0pIRScVSeHVE6/y4LQH+7YlZg9DU1VcHSbK3ssk95JqkISX5URo+nx0z7EYjlo9gEb0hzWc6tatdeWHD7Dr9ZeZvuxaLrjljkGTaSp3AtAcb0SE+EwOvhkCi01l7PEuYjs9aBKk13RRlvAqkmRACA+NhxJoOJDU037AeYQEkiAxs5q8SYeJS9BXc5s9EoUjIonekIlw6SJWQkKTBLKQSMtK45of/BxZUehua2XPW69x+MN3cfYEwEQlJDHl0iuZsvRKLrnkEjweD7t3D86mJYSgsLCQuro67r77biIigscuJGUP48afP8qbf3yU9oY65J5UvKInp/PEJZcx7vIsio7+O4Rbp9La9BGwnsLG3+LxdKGLmf6v0Ui72nubgvUGraf6fy16HXb8v55dp73vei137/4AMqdBjrfV1xdOW+ipwF324BbM7nYnjRWdICAhw3pWFdxVd481oNdFacC96p2Ib19TQlScmZEzgls5Q0FTNcoONVN6oBGXw4M11szo2WmkDo85L12hjm6vCakwpK3DRXVxG9ljEz6dgYX53NDR0eH1u9lsDhqbpqoqL7/8Mt3d3cyZM+eTHF5AwsIkzHlL5/sfnBtRIkkkP/wQ8bff7nu3yUT2k0/S9Jf/R9Mrr3jtE0lxQIfP43wR7SOMIbVNoIYwkZQEpLUBqkrC7f7rJ/iizdHGdz/6LjtqvVc5qrqqeJJqDN9ScAf7axcCo2LmiYufwGK0MDF5IhOTJw5qNit9FrPSZ1HTVUO9rZ4IJYKEiARqumsobilmZPxIzErgF2Cvu86rJa+GdH2KpDA3fS6RxkhePfE8lu5t2KIW0578EJEd6zE5Dw0SJ70xIg9OfZAr8q7o2+5UnTyw4QG21WxDlmS0nolgVWdVSGPRhEZFp/eK7sgZczBbrTi7u+moiKb45eEkTWglYVQbilEgNGg7FU3j4Xi0pkgSZ9eTUxdJTHe/C02vu9GeN19FMRiZf9Npz0DPOEMp7umTHlEy40A7hh7LmSwg0u7B6awFZDSPRN2+JJ+HS7LG8KVVxOR0e82dExTB/BwbzbeW8MGeJBKqojCoEp0WD1HJzTws9iC5f0BbXTcv/uy/sXW0910rQFdLE1tfeJbij7cw+477fIqS/ksQNDc3s3nzZpYuDVKIsuUUNBaTKivc9atfU15ayakDe/G4nMQkpzLugouISkikrm5tyLeQlpN0fHwrnVPjfI9PlkL0LpRgYIa47Y97xd34RDbAzr+FJEyssWbaG+0hjSUyZvACSEtNN52tDlx2DyV7Gjh1qNFraDljE5hz7QiSsgIUefTDyf0NtDcEj/fa9WYp+dNTzlo4NFV1su7/HaKr1dl3iyVZ4shH1aSPjOXyr00kIuqzqbHij64WZ8gOAl1t566AbJgvDtnZ3vFeP/vZz/j5z3/us+3hw4eZM2cODoeDqKgoXnvtNcaODZwq/ZMkLEzCnLeobW2gyOAJMTZi4BJTz8+WOXPI/L/f9Bc19INsMpHy8EPE3nsPJz78kIzf/IaIlBTcWTK8c1vI559XNHiss4oFTy0FZxADiKZIXHRQJe6mm4i66KLQzgmUtpVy69u30uXu8rlfIHCH5EIukRiZyJiE0Hz5M6Iy6HB18NcDf2Vz5Wa0HpeWaGM014+6nnsn3kvU6VWn0SeXj+56lElMotHWGNK5VKFy3ajrmJk+k3sn3ssbJW9Q1VWFSWll3rg7GZ84ntdKXmN92XrqbfWYFTOLshdx4+gbGZPofT3/u+N/+bjmY4A+UQK+UxsbECQa9O0tqoRbSEiShEnx/jANJhMX3PpV3v/74wA4281Ub02jemsqkkEgPBK9kUcGBJd+nIpB8z/h2vXGy0y59EqscfH9G1PGoso9CRREkGIpAxECJEhscTGuuKtPlOjXDFrfs6HRXhaN5vL9sGTMqSc6W7dyDLQESZJ+ZQlGwfzpTfw+uwuQkITgq+0dSG0uxM4nee29tkGipH+IgsbyU6xb8xKyLAesfi6EYN++fVx00UUYjcZB+04U/ofYj/5IasOx/jHKBnLHXUvuNb+AGO9CelFRo/2eayCSJojq8lCckILQXD7jiJrjjeSVh9CZUCFvof5zVwNU7w1+jOaBo2v1xZogSQAK5qRRc6ItaJeWGBOZA7I7nTrUxO63TunWkQBUHmuh5jdtLH9oCml5scHHPoCiraFZA9oa7NSXdZA2fGj9D6S90cZrv9+H26m/l3v/3HstM3Un23njsf1c99/TMBg//Tgbf5gsoU/NTBHnz7jDnD9UVlYSE9OfpjuQtWT06NEcOHCAtrY21qxZw8qVK9m8efNnJk7CwiTMeYsSFwuh+M8qChHjxiLsDtzV1UhmM1GLFhJ/y61Ejh9a8Jbc88cbvVif9EwQgvy4fEraSoIem9UoyK8ZvD3CDddt01i9yP8XiKQJ5p0yM+Xr/038ittCXiW0e+zc8/49fkVJ/wlC6EyC2u5aGu2NpFh8F8MbyK7aXdz3wX2oQu0TJQCd7k6eLXqWrdVbWXXZKmJM+suxtK2UwuZC9tTtYd3JdUyKC1K5ugdFUpiYPJEZaXqMQkZUBvdNvm9Qu/sm3+dz+0Dqu+tZW7LWa7z+WBztYkmMh4ieOaBDgx3dBj7oMDI7ffag9hMXL6W7tYXtLw90C5J6REk/MhJyAFECgBAUbv6Qmcuv79+WPYvSgkxUxRGCKJEw21W6geHldtIb27E4fF9zc7wusiTJiKvLpJvuTivOqJg9JI5pC3haRYJskyDfrFHiVBCSRJbbA0Kl/KPXaakJnP1JaBptDhcowb+WnE4n9fX1ZGX1B/7uqt3F2g+/y09LDjDoL03z6IHlpzbD3R9CXP9qYlTUaGJiJtPRcYhAucCFLFFYOxNbgkYWhT7TVXdEG+i0Kli7Vb8BnAIJKTIOxi7XNzhCt8iieUB1ghzYlWrk9FR2vlGKrdMV0Agzdekw5J5aJkc+qmbz6uKQ9K7QQBUa7zx5mJW/mtvXRyh0NDtCtwa0OGF48Hb+2L2uDLdT83sPhAZNlV2c2F3PmLnnT+X3EVOSqSttD2rxUgwyWWPCblxhBhMTE+MlTAJhMpn6gt+nT5/O7t27eeyxx3jyySc/ySH6JRz8Hua8Jfrii4OuDAKgqiR/61vkvbmW0fv2Murj7WT86ldDFiW+kCSJh6c9HLiREJjcgh+/oPqd/y/fIbi2TJ/s9waTg14dHmB+7FT++OMtJNy+YkiuC+tPrafB1hBy+1Bwa8H9021uGw9sfACP5vGZAlgTGqXtpfx656852nyUle+sZPkby/nh1h+G7L7VS0FCAX9e9Odz4gv+9qm3QxJpck/u54gBj1+EDAuiPHw3zcnCtMEubgAR0UN3bfGJJNFSXem1SdUcVCcTXJT0TGZGd+gzupxqu09RIgBVhroUM7IcQVRUAbLiO71sXF5n0MKRoFe1n2bpiVkQgn/FxiCA4uaowTEzPgn9M1bV/udua/VWvvnuXXy39BAKDBYmgKppVDS4KH7iPiqOHET19MdWjMz/AZIk+z+/EDgb4znWMR6HIwrJXxCJJFFYEI2mSD4ljoaEJCtw/TNg6FnBtCaGbv0yWb1dwPxgMClc9cAUIqJMg7ru/RwnLMxk4kW6sGut62bzC3rq6lBFgxBga3dRdih4Ic+BGM2hr/APpe3pOG1uTuyuDxpAjgSHN1af8Xk+CQrmpGMwygH/HCQJxsxLxxwZXl8Oc24RQuB0fnYugp8bYfLII48wd+5cLBYLcXFxPttUVFSwbNkyrFYrSUlJ3H///bhcrk93oGHOGYakJGKXXxVYnCgKptxcrPPnf2LjWJC1gN8s+A1GybcfclqL4LG/qST4KWZnHD6cYaue4ec//YA1V63h+lHXkxebR25MLhfnLuHppU/z/655lgiT/+rS/njj5BtDy2wVBINkICnSd4zBQN4qfYsud1dAy4MqVN4ufZvb3rmNA40HQh9EzzxCRuYPC//Ac5c/R1xEXOjHB6DB1oAcygwb6FQH31dFglgFjh99yGdaW5fNpk88zxJJkvoCtXtpa9+LKkL4spDAZEqlznojAL6MM70jLxwTjUeWibKOpbPzcI+r1uADDBFBUs/20FvVvuciOGUyctBswqEZfbpwDTre7QjappeEBH2l2KW6+P5H3+eSrm5iNW2QKBECdjVl8eSJmbxcPp63DsDLv/wRT963kl1vvILQNOLipjNp0j8xGHqFpYLujqb/FtcAu49dhkChqXEYmub/M+62Gtg9JZbWeOOgWyZlToM71sGIRaB6oL0KXN2QfwlIQZ4bWYHJ/jMIDro/GVZu/slMZi7Lwxpn7ulCL9B35bcnseDGUX1i/8hH1SFrI6/rkSXKjjQN6Zi8yckhnctgkknPPxs3LjtaKFkIBbTUBrE4f8pEWI1c+rUJyLLkc0FAkiB5WAxzrz37GjRhvtz88Ic/ZMuWLZSVlXH48GF+9KMfsWnTJm699dbPbEyfG6ntcrm44YYbmDNnDv/85z8H7VdVlSuuuILk5GS2bt1Kc3MzK1euRAjB448//hmMOMy5IO3HP8ZVXo593359w8DJoCxjSEgg+8m/hbgae+Zcnnc5czPm8lrJa2yr3obNYyN+fxkXb2pndJUWUBrkPPk3TDk5gJ4298ezf3zOxtVga/CbpvVMKEgoCBq4DrChYgMSUtBza2i4VXfQdjFdCmPKYhlRY8XkkXErGqcybExamB8wy9dQiTJF+RQUvjDL/tppdHYeoaPjALGxU7z7T0jsSx0cmN6+fT85mqqSWeBt8VPVIGXcByB5HBx5/x2sS26lxmglV3V4nakj2kDJcCutMUZcnUYamquJSIaIOBfWzC46GxMQsgHJ40b2uFFdgVdv+65KQJJBr7FukSHDqFGeGIm5LQWpm6D3xtTaiCM9cO0eSZIYNWoU0T3WqQ/KP6Dd1c58ux0Vb2uJEPBOzSiOdqRw+gXYO9rZsnoVTZVlXPaNh0lMmM/8eTtoaFhHS8s2NM1J5JF3yahoYpt9bs/zDqpqoqpqHDk5h/xOsG0WI9umz6NTmkmBrYvxiWMxZ0xFSh0HthbY8Ajs+SfYeqwNEbH92bd8X7UuXGZ+LeC9OZ3IaFNftXNNE3o8kI9BnzrQFNDlyy9C4HEN7cBxCzLYu748oGlGkmDsvAxMEWc+RRmKhfV8zMw1bFwi1/33NHavO0XZ4ea+V0aE1cj4CzOZeumwz6T+TJgvFvX19axYsYLa2lpiY2OZOHEi69evZ8mS0OsmnWs+N8LkF7/4BQCrVq3yuf+9996jqKiIyspKMjJ0X9Hf//733HHHHTzyyCMh+9qFOb+QLRZynnmGtpdepuW553CX65Glcmws8TfdRMLtKzAkJn4qY4mLiOPO8Xdy5/g7AbBl7KfiPysRMn6zhyXec0+fKPkk6I3fOFcsG7HM53ab20aHqwOr0Uq0KZpOd2fIgiiUdlOL48lpsCD3xDYYVZn8KivPf/8BLv3GQ4xdsCj0iwjARdkX9RVQDISGxMRI/xNFSVJoaFw/SJjkz5iNYjShuoNZaiUy59ZSuysVzXO6qJYwWyyMnrPAa6tBDm7JAkBARGsjtq4UrMBrhycybHwlI4Y1oigaXREK3VH6q7+jPIrKj9LJnFeHOQnq6/JpSx6LI6Z/pVrp7qCpoZxM/Bch7Ru5BBESfD3JycgIDUUCUox0WU4hyoL/HRg7W7GOn0Zra6vfAHghBCNHjuz7fVfdLhRJIULTBrkAHOtI5mhH4JSzR7dsYvjk6YyZvxBFMZOefi3p6df2dL4UHE20EeP1FFeUT8RocJCReRxtgElK0yRkWZCUeBELxz+OcrrI76iFZy6FtkpvIeJoRxdOQhcgA/dJih53c+O/IenMV8jlANnc3K4zLL4qSUQnBnctG0hUfASLV47hg1VF+hWf9nqQJEjKjmb21SN8Hn94UxXNlXpa75RhMYyenUaEdfDiRXyaBWOEgjtIYVlJhrQR3paZjiY7R7fX0lrXjazIZI6KY9TMtLNyLTsTUobFcMU3JtHd7qSzpwhlQoYVxfC5cXYJc57ja6H/s+ZzI0yC8fHHHzN+/Pg+UQKwdOlSnE4ne/fuZdEi3xMbp9Pp5UvXm/vZ7Xb31Vo4H+gdy/k0pk8NSSL6xq8Q9ZUbUNvbQVVR4uKQFAXBub0nQ7nPxvHjyXjqH9T85Kd65XhDz5+TqiIZjSR89U7i7rrrE/3MluYs5WTzyXNmNbl6+NVe4z3ceJjnjz3P1qqtfRmsZqTNIJJILJLFZ3xJKJgw9f0vadCUrDG82TvTVe8U4N0nHycmOZXUESM5W/Jj8pmWNI2jzUf9jl3uycQ1wqT6XdQVmkz18UJM9kOkjy7oW3GVjSamXH4Ve9e94X8QksCS5CRhjB3Z3ELVlvRBTQ5N9/Dw5u+wbPgy0mpkDn/wLnUnjzPqumjMMa6grjCp9W4izHojyWCi/EgOFceyiM3pwmD1oLkluqqserA7oJgMlJTMp6F+BCC8JrEiKpbu6Ek0NnaTlFTpP75iACPNup9w7/2zpHmwpKrYW8yDAuv7boskUTD/QmbfeBurV6+mudl/7ML69euJiopixIgRqB4VM2ZqTVE4nN5favs6cpENBkQAc48kSex7dx35s+YN3jllJVQfwCSBgsRA6XPq1BwaG0eTmlZGlBVstgRsNiupKdcyZsydaJqEdnq81it3Q0cjSEb936DBKHrMicumu3hFxsKEr8DU2yE+Fz6hd0l0kgmn40zcngUjZyQP+R2XNzWRK6zj2bu+jPqy/gxgJrNCwdx0pl46DGQNt1t/5wghOLRJT9G9862T0ONmeWJfHTvWnmD21SMYO/+04HUJxsxP5cjm6qBxM+MuTMPtdqOpGjteP0nh1tq+zGESULK/ju2vneDCW0YxfFLgDI+fBCaLTKJFd/XVhIrmPkMhGYTP2zzj8zLOMENDEqH6NZwnrFq1igcffJC2tjav7ffeey9lZWW89957XtvNZjOrVq3i5ptv9tnfz3/+8z5rzEBWr16NxTJ0n/8wYcKECRMmTJgwnyw2m41bbrmF9vb288orpqOjg9jYWHbljyRK+XStbF2qysySE+fdPRkKn6nFxJ8oGMju3buZPn16SP358hMVQgT0H/3BD37Aww/3Z13q6OggOzubSy655Lz6UN1uN++//z5LliwZlLs/DFR3VXOq/RSKpDAmcYxeJfwM+Dze5521O/nO5u8ghDhjC4bFaOG15a/1uYYdaznGV9d/9ZzGrwzEhInvxX2P37T9BrdwMakklrGn/P+9SbLM1554FmOQyrWh0uxoZtWRVbxV+hYOT3/AtUkSPJTiIN4Y/LqL1+TibDf3jS85N4/W6iqE0Bi2sANVa6H5aCxddZEgJMyxThLHtBE/ogPZ2B9j4uicx4uHTtAa7aI+3tkXCjGhJIYJpTH0btBkwYH8dlLHtnJZggtV6MH40POeA8xOjUmFHUQ6NLpFFJsn/4FTrz6P5vFX3VswK6mSA4kLaCaOYPlQZNlNRsYJUtNOYDbrRfJU1UBDQy7JyacwGAI/fx6nTEtxHB0lw7G16QHHidk5TLr4MgrmXYBiMFJeXs7q1asD9tPLsmXLSBuRxvLXl6MJjd82NDLH7kAB7B4jT52cEVI/AHc99ncssXGDd7RXoa6+mb+2XUg3kYjT7pEsy0yYMIHCwkJSUlJYuXKl7xNs/BXs+rue8jcQsgFmfwMu/O+Qx362uJweXnl0D7Z2V1DrgiRJCCHIGZvA4pVjMASIc7B3ulj310O01tlO60O3RuRNSWbRraMDpht2OTw8/+MdaKhkXNRNzQYrwkdiCqNJ4dZfzh4Ud2HvdLH5heNUHm1BQg/Y1zTdKjh2QTozl+WhKDKtdTZe+c2ewBcPxCRF8JUfzjgv41LOls/b99/p1c3DfDH4TIXJt771LW666aaAbXJzc0PqKy0tjZ07d3pta21txe12k5rq38fYbDb7LDxjNBrPyz/M83Vc5wK1qwvhdKLExiIZQns0jzQd4U97/8TOuv7P3iAZWDp8KQ9NfYhUa2D/cn98nu7z/Jz5rLpiFf849A8+qPigz+UqMSKRS3MvpbS9lI9rP/Z7fHJkMk8tfYpEa3+szurjq3FL7jMWOqHiwoULJ8PKTQiPf7O8ADwOG5aowQUbz4Q0Yxrfn/N97p9+P8dajvE/O/6H0rZSnEJQ7nETZ1Tx55IvNGgvj8LRLAPuvvHVHy+iV0R4PLXE5nYSOyxwxiJJMnDcUszh3DavYo+KKjGqNALRIyg0SfD+lAZqkxxggyNuiflRHsZHejBK0OKR6G5Wubu0FWNPJiJrz1xPVp1oHo/XhLo3bcGo6CZGxzXyvhbXsydwILOmKVRUFFBRMQpzRDcSApfLgqYpyLKD1NSTAd3MjBGQNtnN9CsuIzfnYSRZxmjyfv9WVFT0nCvwWGRZpqKigilTpnDT2Jt4pvAZvp8UxZ/r7cxyONEkJwbVgVsEX7E0miOIiotH8fHeUeOy0Fau4/o9r/GvreVoQhskTkCvBXDttdf6f284mkFzBBcmGMHZAp/i+8doNLL8/mm88cf9dLU6+8JdgL6fzVYDRpNC8rBoJlyYRVZBfMDJuRCCd/9+kNYaB+K01HC9XZ/c3URsgoU51/iPnTm2rR6PUyAZ9D6EOrg2EIDLo1F+sGVQPRJjgpFl35xCe6ONUwebcDlUrLEmYpMjqS/r4OD71cQm6T+jyUHTC7fXOWkq7yZjZHzAdp9nPi/ff5+HMYYZOp+pMElKSiIpKcSAziDMmTOHRx55hNraWtLTdZ/t9957D7PZzLRp087JOcKce4Sm0fHWW7T86zkcR44AIFksxF1/HYkrV2LMzPR77K7aXXz9g68Pmjx7hIf1p9azs3Ynqy9fTXrUYB/+8wmHx0GjrRGDbCDVmhowna0QgpK2EpodzUSbohmTMAZZkilIKOD3C39Pu7Oduu46zIqZnJicvr4qOyvZVLGJPfV7KGkrQRMaqdZUrs6/mktzLyViQG0EIQTvlr37iYsS/WQwpiwai59q4wMxW/RsTZrQ2FK1hReLX6SwqRBZkpmcMpmbCm5iVtqsIa1kWowWpqZO5YUrXuDpI0/z4rEXeaGllZhkJyPMejLk3k9DaIAEtoZIKjb6KsbWf17Voehz/CCXJYRKaWc9mvD+gs1sjMA0ICj+2LBOXZT0nKLGLfNSq4mXWr3jckab7Vxks3ttu3n4QQ40JFHUnoKnZ5KeZO5makIN42LrqZPOxGdexunor9kiSSoOe+iiUdPsmCK8iwRqqkp1cRHNJceQu9rRIq34K54iozJKO8G0o+sg4SQPTL4Vp+pk9bHV3JeezmxbNzd1dJIXX8/xlvTAMSZojM9RUFDp/UoUQlC6bxf73llLxeGDAJgiLUyZNY9mQySl1f2VVOWejIB33HFHXwpjn1iTCSnnstDAcm6+F4dCXIqFm382ixO76yncUkNniwOjSSFvcjLjL8wkLnVors21JW00lAVf0T64oYppl+Zi8lOPo6m6C0keqJR8IysSzVX+M9fFJluYfHEOrXXdvP9MEY3lem0eSZL0tMLBT6EjQVPVF1uYhAnzWfK5CX6vqKigpaWFiooKVFXlwIEDAOTn5xMVFcUll1zC2LFjWbFiBb/97W9paWnhO9/5Dvfcc8955ZIVph+hqtR897t0vP2OV60SYbPR+u/VtL/6GjnPPE3khAmDjnWqTh7a9BCqpvqspaEKlVZHKz/e9mP+ufT8yzoBUNhcyD8P/ZPNVZtxaXrgabo1nZsLbubmgps50XqCDZUb6HZ3k2JJwWKw8FLxS5xsP9nXR7o1nZXjVnJzwc3IkkysOZZY8+Dc/9nR2awYt4IV41b4HIvNbeNA4wHsHjtJEUkhFVkcKoqk9Imd3iKTU5y5jC52EmhGIMkyWWPHY7ZYsXvsPLTxIbbVbPPqb1PlJj6s+JDLci/jkQWPDDnFcKQhkm9O/ib3TriXkrYSnJ5uLI5C2hpepaOjEITA3mym6UgCrSUxCC2wy1PryWgSx7SFdO6D9sHqxezu3yYQFA3rHNTmdGQh+HdMNLM73BxpT6PalYQ8CQpb05iWUM6i1JPYVCMGScNi8KAKiVZXJC40OEsPOSEkLG53T0LdwMJQaB7Kdx3iw9/ejOp2EZOcSnx6BtXHj2FvbwMgEtAUA87UHDwx8YNqd2goFDOCWkcKd3/4e6I3PcoPrnuKG69+g5eLX6aouYjVqof/9uyntE3Do8k+xYmEQJahIknh2bcfZ8wFX2d6jIVNz/6D/evf9EpD7rLbKP7oQ4zmCG594L8hKhZJkkhOTmbTpk3ExgapuTHhetjyuxBupqq3/QwwRRgYtyCTcQv8LwiFyrEddUiyFNQCobo1Tu5vZMxc3wtIkiTprl+hnDRIsqq2Bhtr/m8vLodutRLagKyBoXqtitDq/oYJE+bM+NwIk5/+9Kc8++yzfb9PmaKn6dy4cSMLFy5EURTWrVvHN77xDebNm0dkZCS33HILv/tdCF8EYT4Tmv/xD12UwOB0u6qKZrNRec+9jPjgA5Qo79oG60+tp8MVeDVOFSq76nZR2lZKXlzeuRz6WVHcUszv9vyOHbU7Bu2r7a7lj3v/yBMHn8DusaNIChISHuHb/aO2u5ZHdz1KYVMhj8x/ZMh+zza3jcf3P86aE2uwe/pX2kOpUTIUvjv9u1R2VnKwUV99npgwEZrgR3N/wpoNPwp4rNA0pl9xDQA/2/azPre0gRad3p/Xl60nLiKOH876YUjjEkLQ2dyIx+UmKiEBU0QkYxLH9OydDsNW8uqvf8qpA3uht46FJQrNbAEEiq0LxWkf1G9XtRV7i4mIOFeAiukKhpgZtFUeGrTHZej/e+iOUOmyBnP/AU2S2B1h5m8nZgIyGIyMAPa3prG3MZmJcbUsTivBLQxsbRjGwdZ0HJou4Aw57Xgs0X4tFMGRmd10gtIQEqcJ4PhHNlxd+jU2V1XQXFUxqJ0kBJ5o/5N9gUwn0axjETepb8HLd5C38k2+N/N7eoO3HgZPHddnd/Bq5XicfUUR+5fGXUYTL11xJzWp2frW/SUsObGXyR++qZ/jtPeS0DTcDgfv/vm33PX4U0RGRYeeGShlDIxYDKWb/NcskRTIvxiSzj4D3WdNd6szeNV19JgPW4f/wqFpeTEUflSNFGS2oqmCtOGBxeG2V07gcnjOrGbLwDGNCCJCw4QJc8Z8boTJqlWr/NYw6SUnJ4e33nrr0xlQmLNCc7lofmZVkEYaalsbHW+9SfxpsUhbq7ciIwesPA569fCt1VvPmTCp667j5eMvs650HR2uDuLN8Vw14iquG3VdSBXTd9ft5mvvfQ23CBRPIfpEQqjuVG+WvsmMtBlcM/Iav21OtJ7gpeKXONh4EIGgIL6Ag40HKe8s94pv6B3DuSQ/Lp/bx93e97vb7ebtt98ms2AsF9z2VT56/mkkWfaaCPb+Puf6m8mbOoPyjnLeKXsn4HkEgheOvYDFYOEbk7+BSTH5bKd6PBx8/232vb2W9oY6ABSDkYL5C5m5/DoSMrL62iYNy6Ps0AHckVE4UnMQ5oj+PLiShGzvJqKuHMUxMMBX4tT6bPKXl2OM9PiY70tER4+hYNwfsBRfhc3jHRxcnWzHrWgYVRlVCf2zEJKER5ZQNAmpx0Kgx0OoHGpLwyNHUNtlps0V6WVBMDbV4ckJZFn2bwmR0EiliaiYJpCCT9gkCSKTXbg6A9e/cMcm0uNr47eNhswxRvAWi5gn9hO/6Vd6ZXVHOxz4NwiVDEsnd+fvoqg9laPtKdhUI5gU3pp4JYdGT8EeEdV3hQiNvJ0bAtp9hNBw2m0UbvqA6Vf6/3vzyXVPwbNXQf2R3t56/u85W9p4uPbvA08G5duhare+vJ82AUZcpFeBPw3VrSGEQDHKn31gtqsbU/0OJEYggvgzCiECFlLMn5rClv8cx+0OLM4joowMn+z/HdzZ4vAqVHgmSDIk58SQlBUdvHGYMGHOiM+NMAnzxcK2cxdae3vwhpJE+9q1g4SJ3WMPKkr0wyUcqiNou1D4qOojHtr0EB7N0zeR73R18tcDf+XpI0/zl8V/YUaa/yxANreN+zfc79f6cTZISPyr6F9cnX/1oEmJJjR+u/u3PH/0eS/3p+KW4k8s69ZAooxRTEvzH+c1Y9m1JGZls3vtGqqKjvRtTxsxihlXXcvImXMBeKPkDa/xB+LpI09zoPEATy55clAle4/bzWu/+QUVRw56VXdTPW6KPtpA8ccfcf0Pf0lmwVgAJl60lO0bPsCROaDg24B7rEVYsA0rwFJejOLo93F3dZo4/spwkia2kjC+A5NRd9fzGFIZnr2SETm3oyiRXDvyWlYfW+0lDj0GQVmmi/yKCCwOBVkFLYSsk5EOGcWvm5lEUUs8vkSGwdaJua4cZ9owfb+XkuoJrvGKuOntUcOEi2t4h+MjAlds70VoEJ/XQXtpYBdbT1Soq9ISe5nAXiZyadkmZrWcgsZiGJBtLUJRmZpQw9SEGgSwYPq/KLVkoUneNzW9oZqYrhDeS0JQ9NGGoQsTSwLc9R7sfw52/g1aSvXtiSP0qu5TbgNTTyxH+XZY+21oLtEtKRKgqRCTAZf9FsZciapqFO+o4/DGKpqq9CxnUfFmJizMYtwFmZj9xG184rx6L3lqOyU8HLwtkDvRv6AwmBQW3lrA+6uO+G2DBBetKEAJkN2r/lTHWYsSRZFZeOvoM+8kTJgwQQkLkzCfCeppdWj8IgSe5pZBmzOjMkOapKpCJSPKV6Dy0ChuKeaBjQ+gauqgybyGhsPj4BsffINXl79KdnS2zz7eKn2LLnfXWY/FFwI9KL7eVk+aNc1r318P/JXnjz4PeFtgPg1RAnBzwc2DxMHp5E2ZQd6UGXS3tWLvaCciKpqohESvNnXddSGfUyDY37Cfv+z/C/81/b+89m37z3NUniZK+o7TVFSXxmu/+QX3/vUZTJEWLAmJuLNH6u6Gvlaie7bZM3KxlhZ6Tfk9DgN1u5J5IvEBWnJSEci0e2JJrjHxUorEaCt8c/I32Vm7k9L20r7PR9Zk4qKm4rFWYejuYHiNldLMbkQATytJQEFFKCu5vlfTTW1NKPZuXPEpSHGxeCQDFuyMjjyKI7eD5pIC6t0D/5YE+ZRxkeEjqsZp2COMuqYJslgvyaBEBheXQg5sLfFq2yOY3mERkft2MTHNf4zRjtiJlFiHDdquqB6mHdoe8DwRCQ5ih3eiGDUkYcPhqEVRhhiobrLArK/p/9w9boBG70QAlG2Ff13d7/Il1P5JdUct/Oc21Kuf4q2NI6gqbvX6SLtanXz8+kkKt9ZwzcNTiYo/Nym2Q6a+CI69RZ7ZgEVuwa7F+rWaSDIMn5RMdEJg69nI6akIVI5W7wb0QHcEaJrAEmti4a0FDA8gbkC3zIRMj7efrOipkYUG8alWLr5zLMnZYWtJmDCfJGFhEuYzQYmLC62hJGFIHJzp5pqR17D6WPBaBxaDhcU5i4c4Ot26EWOI6bM+PFP4jP4F5Wcyr6Hh1tysPrq638f9ND4o/+Ccx26czsA4EYB2ZztPH3n6EztfMFItqdw36b6+3ys6KthYuRGb00YGGXS4Okg09gsQa1w81jjf2W4iDZF97kmhoAmNl4pf4huTv0GkQZ/4uRx2Dr73dsBJihACp62boi2bmHzJ5Rw5cgRVBJlxSxLCHIlqicJg6xefmiTRGRXLyewCxAArRJPLww0HStgys4BYUxTPXvYsv9v9O94sfRO35iarO4sIYcGRnY+xrYlxlTLl6WV4JOFTV8hCYHIpjA5JmPhHcdqx1p1inKOeS9JL9Pthh+3R8STOqSavJQpTbRQmt0qSuQFXkoujiSaErIT8yTjbjVRtSQvazui24xJWr/sWHMGGA6cYf+PFfuOgt8VNQdE8qHL/15/icXP9umfJri3zeYzB4mbY4mqiM+x6wLQASW5h2/YLSEm+DpgzhDEO4HRBAroAfv2+HjHiyyqsW7zEG9+ivu5pIGKwJUBAZ7ODdX89+OnX3Djwb5ANKJqHK+If4fWWX+IRJsRp0w0JlbgYjUW3FoTU7fBJyRythiV3jqWlWn/PpeTGMGx8IrK/3N4DSMwILWucJEvkTUkmb3ISbXU2ZEUmc1QcaSNiP3sXuTBhvgSEc0uE+UywzJqJHBtCtjQhiF22bNDmgoQCLsy6MGBqXYB7Jt7TNykNhEfz8HrJ66x8Ry+OtvjlxVz08kU8cfAJartqefdU8PS5qlB59cSrg+I1eulyd32iokSWZBIjva0M60rX4QlaN+GT46+L/4pRMdJkb+K+D+7jiteu4A97/sCzR/REFle8egW/3f3bkLKAXZh94ZDd4GweG3vq+oumlR8+gNsZimufRPH2jwAoKysLbUIiBKqlRxhIgujcLrIW1hFznYNbpH+RLcr6mqpAo8vDS3WtuuB1CB4c+yDvX/s+f1j4BxabFtNTDQ53fArGtCnMr52HUdOtEn2PUc//UU6Zy3akEhFC2mWBRFnmCDbMvZx3L7ya7dMW0R4d57XfqXpPIpObdDc0Q0IX2rg6HJMbqRoj0ZBsRvRMCoXwaYTywtVl4MQbuTjbfMf+9JJtaeOGqM1DFCUAEm1dDsrdCZA4El8qzi0ZkU/7O5yzdxNZdeU+xZUS4WHk8nKi0vTJsCTrIR76I6FR36DHNWrn6u+sdAO0VfgRJb0IFM1OfsQW/y00QVNlFzXH287NuE6nvhDeegj+Mh3+PAVeWgmlm6G1XHc5A1KMpXwl8TuMivgImf77Y5a6mBK1lusWHSAiamgZ9HInJjHrqjxmXZXH8IlJIYkSgIQMK2l5MUGNcEITTFyYxagZacxclsf0y3NJz48Li5IwYT4lwhaTMJ8JsslEwsqVND3+F/+zGVlGjo4mZtlVPnf/3wX/x/0b7mdn3c5BqWhVobJi7AruGn9X0LG4VBcPbnyQLdVbiCQS4vTtTfYm/nbwb7xU/FLIE2Kbx4bNbSPKNHh1LtWSSpFU9InUB1EkhYtyLuqr3N5LZWcliqx8JuJkZNxIRiWMos3Rxu3v3E5Nl177QUPru58ezcNzRc9R113Hby/8rZfQFB4PamcnssWCbDYzL2MeGdYM6mx1fsXf6VgljdUHHuGP2+qQhZv8CBh1oQnHkUTszYHcRwT2Tj3rW7BCfwOPQZKITLIzfGkVpigPqpBJklqZwCEu5032iWn8lQexSxZkTWPj9u3Y6spobW0F9IJhkydPxuw2e6+CSxKJnlQuq7yMyqhKKq2VuBQXEZ4I8qujGHHSg6IFnzg1JqTyxiU30xqXhKzqz6GQJLZNv4hxx/dzyUdrMaourAZX/1VJYPBoREbmYrdX4K8IoxASshxYmVR/nILHoRAspfCC5FOkyF0Mo4oKMnwWNAzEs3v/xYPzvkXc2gcGjA/q3SOxtFtx53hbS6YU7kT28x5KndyMKcodIGGZfj8aG98jK2v5kMbpk4odevX3IH+zApl001GO2pf4bSPJEsd315M5+hzW3BACPvgZbHtMV2g9IoS2Cih6HaLTGZj5LM5Qy8Vxj7NA+ycdahoSKvGGahRZgPUn525cITD3upG8/od9erYwHx+3JEHupCTS8z+9rFsel0rZ4WZsHU5MkQaGjUskMjqwcA8T5otMWJiE+cxI+trXcJ4oofOdnjomAyeAioIcEUHOP/4+KFVwLxajhSeXPMm2mm3859h/KG4tRpEUZqbN5KaCmxiXNC6kcfxh7x/YWr0VYFBAvSY0Wh2tIV+ThITZ4Nune3n+cj6o+CDkvoZyTsCnCDMqxrMK+Dwb7pqgj+fvh/9OTVeNX0EmELxX/h7LqpaxMHshzpMnaVn1LO1r30A4XSBJWOfOJeGOlfxp0Z+4c/2ddHv8F1LrxSppdAuZ7c1VaLr5geNOeMfq5pqlleQeSKS5yHdBPEmSiIrX94VcBFaSmX3lIjTT9j7hpEj6/zL6tU9iP//Fr/iN+lMuPbKLjLYmBj5dbrebPXv2+F2dNQojeZ155HX2Z5mL7SokfW41zUVxOFrNupLwQWtsAquX34O7p1qypnhbV4pGTsZhtnDN+n8zNrah/7IEZBX8F93RlT3CxM/ln37age5vQuC2GWg/FeN3fAMOZGPbGCZY2rmKd3mNy6gig0CZwU5nT8MertY28dqiHxC/8deUOaaxvfN2WtUcRDuYxoCrZ6E+vaGKCJdvK5qkaCQWtIWURbm65oVzI0w0D6FeZ+9z5Q+hCeydroBthsy2x/R/0C9KoF9Iddbh66Vjlm0ky6UDBgeMvOTcji0I6SNiufJbk3j3H0dw2vRsefpjqtdbGTk9lUW3F3wq1hGhCfauL2P/exW4HGp/XIssMWpWKgu+Mspv0ckwYb7IhJ/6MJ8ZkqKQ+fvf0bHwQr3ye2Ghvj0ykrjrrydh5UpMWYELfSmywgVZF3BB1gVnNIYOVwcvFb8U0MWqd0IdLD5EkRRmp8/2W9xvQeYC8uPyOdV+6pxZTWRJRpZkfnfB73wKsTnpc3jmyDPn5FyhokgKmVGZLBm2BIfHwZrja4JeryIpvHDsBaafkqn65rf0tMFqb+CvoHvHDrq3bSPx619j9Z2r+eGWH1LYXOi3PyMCW88EWOub5El9XlBr2kzcMrWJxE4TnZWDrVtCCMZeqMcmTZkyhU2bNgW9brPZTEL6NpqbXX2CZNB1ojGGoywr3UhSm93n9HMoQboJCa2MW3AEIVxYU22UvJGrzxUHTP4tSQ6E6mT95OW4jUaEj1SzoAebn8wtoHl4FgdaauluNBGpuJmSWE/6pDuxNgSO6dI03WLia05ncmmYj8ghiBIAiWpbLMeZj4zKeI4xg4NsZjYtxBFs0q6hUR9Rj9vp5msd+/jlmKf4YGMCvZNlowoLD9t4b6q+4GFy+6+hYY5xo5hDs5h1dRUihDj7SW3KWAipwKmgxZMTsIUkS5gt5/Br3tUNH/1f0HH1nB2/qyKSAlkzIDW0xaNzSfaYBO74zTxO7mukoqgZ1a0RkxTJmLnpxKeFllnubBFCsPH5YxzdXjtgo/6fpgmKd9TRVNXFtd+ZhtEcQjq+MOclK//LgBL56X5+ql2C+4K3O58JC5MwnymSLBO7fDmxy5ejdnYinE6U2Fgk49D8js+UjRUbQ4pvkDQRMCMS6ALm1jG3+t2vyApPXPwEd717F5WdlT5FTmJEIneOu5NXS16ltL20r0J6b/8j40biUB20OlqJMcVw2fDLuGH0DWRG+RZws9JnkR2dTXVXdcjuT2dKr3BLs6bx90v+jkkxUdRcNKhGhy9UoVJ5fC9VT+5AeDyD3ft6RErz354kI38kz172LJevuZwme5PPtNHuoCvOgjfbTHxnUtMgYSLJMta4BEbNmgdAbGwss2bNYufOnQF7HD8zn+bmp/Hn6tSL02MmpbabQCF+oYgTg8HJ2HEfguRBksCS5CR/eRmVm9Px2A2kTW8CIP+qciTJycP8nq1cyGviK7RIiT77lDSVzQUXkvROJb0WiqMdqUT/93e5/MH7gD/7HY8sa96iRJL6rCZRnR6sTUNZudevX0PhMGOoJZWbeZ0nuB0NGX/iREOjxlKDw+AAAaX15Xy4rzdFcv/9nnnCicsosWl8JF2WYPVbQhzxubJMjrkKzP8FzsAFZEHimP2iwGPSBPnTUs/RwKDr4zVYXd3B7TnSgM/o9EUJSdHTJg+s1/IpYzAqjJ6VxuhZwZMwfBJUFLZ4i5LTEAKaq7rY9145s5adP8WBw4T5NAgLkzDnDUp0NER/uqkYWx2tyJIcdNIuZIm4TkFb9OCv5N4J+Z3j72RB1oKA/aRZ03h52cu8efJNXix+kYqOCgyygelp07ml4BbmZsxFkiRuH3c7e+v3sqFyAza3jRRLCsvylpEd4zsVsT9kSea3F/yWO9bfgUtzDbpOGRlZlsmJzqG0vdRPL376Ri/kFmWMQhUqWVFZ3DD6Bq7MuxKLUa/FMBQxtHCvC+FRA8/wJInmf/yD4VdcztOXPs1d795Fg013O+oVenppQW2ApcRnR3RqUJnkxBjlxt1l7OleIjI6hut/9EsMpn4/76VLl6JpGrt379bdPkTvxFlDQuJI/BH2N77E/SnBr7e9JZ2gKrcHWZb14PgB96T3/BMmdCFJDgZOni1JTkZfV6ZnjsKMbYDHmwk3F7KBaezm5+JXNEiDJ2VCVqhL7i0u2X//OpsaeflnjzD/6zfQ4XnJ51h9Ggp6NrYkmamZawTfh3qPAVDNkQN+l2kigT1M5ire53WW4qumioaGQ3FwIPFA37axjXMRmsTpQkYCFhQ5mFDmYl9eHG0xKcR2NAx6YlydJlS3hGIMrjqs1vxz4wIkNIgfBnWHAzY7FbMCe6P/2BFJhpikSHLG+nZXHArN1V1sfqGYzNrtTI9SUKQgFl+hQe58MERAyYf0PaOyAcZdCxf/DGKzAnbxRebwpirdjSzA60IIOLK5mumX5waszxImzBeNsDAJ86Um1hwb0uRZ1gRjKgVjKzXevjKVWndT376cmBzunnA3y0eE5l9uMVq4seBGbiy40W8bSZKYnjad6WnTQ+ozEOOSxvHc5c/x6K5H2Vu/12vfhOQJfHfGd/nWh98acr/DY4fzg1k/YFb6LL9tsqOzMciGoMH3MjIXHtG844x8IQTO4mLc5eUMy83lteWv8XrJ67xU/BI1XTWYFBORhkga7Q2B+wFkBPVuiWyLB3eXEUtcPJOXXM6kJZdhiY3zbivLXHHFFcyaNYs3N7/JnhN70NBojmimLLoMu8HO8BBXzD0eE6HGS6SkpDBy5Ej27NmD3a5nhUpLS2P27Nk4nD+hq8v3SSUZn4v9ChpRdPIgv+WH4nch1wkB0FSVw6+2MOfrt1JT82+E5l2HUQjo7o7H7TZjNDqxWlu9ujfHuZFjFbT2wJNaCXDHp3htE8jsYxzfYRuROPiA+TTSH/ujoVFlreJQwiGMJgcLrB5mWT10nxyBvxxsQriJbj3Ogl11CDVykJ3LLHtIM3cScdiAYZQde1Tgr8uszJsD7g8JIeCVO/WMV4EYew1ZV/6exD/up7mqa5CWl2SIiDJx5TcnIYWYtcofTVVdvPrbvXjcKmkRxh6HyCBICkSlwvVP60HxDcf0OML0yWAdYt2XLyBVxa2Bk6714Ohy01ZnIzEztFTHYcJ8EQgLkzBfahZmLwxp4qzJEnOPasw6KXNd5nQ6vn8HHc4OEiISGBU/6pyslDbYGjjZdhJFUhidMJpY8+DMMEeajrClegsOj4PMqEyW5i712e50ChIKWHXpKkrbSylsKuzbNjJ+JO3OdtqcbUMaq4JCaXsp9753L5fkXsJP5/yUaNNga1esOZbLci/j7VNvB4wz0dCIsofuC+NpacWUm0u0KZoVY1ewYuyKvn33b7ifjZUbg/YhAEWCFb96goiI4RhCcB+MjY/lGfcztKW3DXLFq3HLuAUYgzwKitFFKKJEkiRiY2NZvHgxixYtwul0oigKph5LztZtgwuPhoKCxjDKGEkxJ/CuISFpKun1lX6Pba2tJs52Ezm7/8LRpFiqTVYM0W5au3KpqhqHw9HvFhUR0UlWdiFpaSf6BMq0a6ay51970TTf9iwBqJYYVOtg9yo3JmpIZTSnGMUpHkgcQ4mcgCqpNEc041ScDDOpfD3ZiVnS77BNNeLrXquuo7i7PwRcnG55iTR4mJ9UytjYBgyygC5gH7TFGDmZa6Et7vTnRHe3TE6+wu99C5nKnXB8ffB2DUWYIw1c+51pHNpYyeFNVXS36a5ypgiFsQsymXxxNtbYsyuuKITgw1VFeNwqQoMK12TmSv8K4UAV8i/Wf47L0f8NgbZ6G6cONuFyerDGmsmfloLyBUpUpamhv+uG0jZMmC8CYWES5ktNfEQ8y0cs57UTr6L5WQmUNUFCJ0wrEaCpOA8cZFziuQvaLGkt4c/7/8ymyk19k12jbOTy4Zfz7SnfJtWaSll7Gd/b8j2KmotQJAVJklA1lUd3PcrKcSv51uRvofgJah5IXmweebHePssGeeivAbUnG1BvRq3yjnJWXbqqz4VrIF+f9HU2VG7A7rH7tE7JyAyPHU63uYToUGJ+CVygc0baDDZVbgy6riuQGBeTijVq5CBhqQmNDmcHBtnglfr5w4oPaXX6ztLmFBK7uw3MsnpQAuiOpIQqThkV3O4gGZWEYOLEiYBusYmM9K7HYzIl4nT691MPhAeF6ewaJEyErDClMHAsTcWeLcyyq0yvbGGi1sZzcZdQ2TGG0000DkcUJSdm090Vx4j83ciyQlxWA3PvvIqtz7yJ0LyvXwI8UbE4MvP8WnI+ZC5z2E/mpOlsbN8KUr+vWqyi9YmSXiOBKaYee0seiAGxWq5juLvfGdBr/zMZqbi4ZdhBYoxOZMn7emI73Ew91M7hcXE0Jpp7QmhU4uNn090FyrmYOe95JqRUwTQVQ9VujNkzmXZpLlMvGUZ3uxNNE1hjzSiGc+P6U1/WQVNVf8HQZs9wal2jSTWeQPaT4AFJBnMMjLtmyOfrbnfy4aoiKo/q1jZJltBUwZb/HGfcwnT4goiTuJRIWuuCx97JskR0YqC05mHCfPEIOy6G+dLzvZnfY7wpF8lHhThZE1gd8MP/qBg+gdjxw42HuXndzXxU9ZHXCrxbc/NW6VvctO4m9tXv47a3b6O4pRjQA8U9mgeBwK25eerwU/xyxy+HlM1pIFajVbf6DKGq+kA0oVHcUszqY76zNuXE5LDq0lUkRyYDuhDxOh6Nk+0n2TRWQw0yBA0wjRyJaXiu3zZXjbiqJzOa//shIcg2qswf+TUvUdJkb+LP+/7MBS9ewIL/LGDOC3O49o1rWXN8DR7Nw47aHRgk/0LunXYjnSr4X+SUyMi4nFmzAlcKlySJuLg4Cgr8V8VOS7uaUNPK+iICu/cGoTHq5BFyq0oCHldb3cCxziTsHgMn5eE9ogQfY9F/r60toLk5GyFUGhvX0234NeNvL8MyzognOg7VGos7PoXu4WNxZI/Ua2P4oZp0XuZKnikbzWUpl3vVvZkX5fESJQBxeVu8RIkQHty2DX77vyj1JDFGxyBRMvDqxh/rIjN+CTnZdzFr5ttMnPBXv/0NmYai4KKkl6bj/WOTJaLiI4hJjAwuSoSA8u2w9tvw76/Amruh6A1QB68KVBe3DkqV/EH7AziFFc1XnJQk625cNzzju6p9AOxdLtb8316qitv6htlrLdBUwZHN1T3bPz8WBKfdw6GNVbz6272s/sUO3vjjfo59XMvYeRlBj5VkiRHTUoiwfjqJYMKEOV8IC5MwX3oiDZE8Oe8xbv9QkDwgEU6EU3DZHsH/Pa2S1dyzUVGI7FnFPlvcmpsHNj6AS3P5dHNShUqro5UHNj5Al7sroCvUmhNrONh48IzHcuuYW8+qKr2GxgvHXvAbr1OQUMD669bzk9k/wagYfYqgd6fKaHLgnFYyYPvKkj4xoao2bLZT2O3ViJ5zx5pj+fncX+AvXamEwCTBt0ctIHNAXEBZexnXr72efx75J+2u9r7tJW0l/Pzjn/PND7+JU3UGvE+dmsSfGiIo66vAriBJBkBCkoxkZ3+VsWN+y6JFixgzRp/Qn26tkSQJq9XKbbfdhqL4n6Snp12LokRxJq9xCUG7lIhRkvQcV5rGpKLdXPnhy0GlzsljZayrGsNfT8zh7ZrRSJ5g2bY0qqvGeG0xmrsYNe8QuRfXYM/Jx5mWgxYx2Np2Or2FFjs6OkgqTOJaUwFXdnVzebeNiwxOTg+niEgoxZp2GHqCtTV3CQjfUSdWg5NRMU2D+hiIBMiqSoFjLPn53yMqanTQMQ8JZQiTUD9pyQPS1QhPXQzPXAYHVsOJd+HIq/DS7fCniVDr/Q5RPWLQ32qHms7Lzb/jlHMm2unpn7NmwB3rYETgbGG+2LOujK5Wh178MACVR8/MhfHTpqakjX/9cBtb/nOc2pPttNbaqD7eyofPHmX/BxVEJZj91seRJFAMEtMvy/1UxxwmzPlA2JUrTBggKmc4X4mcx9JVeyn9Gfzh7x7iW31YSVSV+FtvOSfn3FS5iUZ7Y8A2qlBDiv9QJIX/FP+HySmTz2gsV424ivfL32db9bYzFigNtgYabA2kWX2n4DTIBt48+SYezYPBx6unIV7ij1fLPPyahhCgDBiGKum/vzlTYtzc4YywnaKs/O/U1b2OEPrEOCIii+zsO8jKvJVlI5YRaYjk0Z2/pN7eMqACjURehInvTF7JvFHfRuqZGXg0D1//4Ou0OdsGiaveIz+u+ZgJSROC3p82VeYvDRH8fPq9TLUaUNVuzBHppKZcjtEY19fuhhtuoLCwkJ07d1JVVQWA1WplxowZzJgxA6s1cE0FozGWyZP/yd49tyGEK6QigL0oCIZnXMPtUiIZESbEP/+A89iR0DvoQbR3YrEdw5Y7BmHwN1GW6ehIxeGwIEkCo9HZl1o4OaWcru5cqiqHFoMghMDe3c2CY+1chL5qIBqgKcHI8RFROHpqB0gSZM55kqrtX8dWPx5NrUcXcoPl7zBrW0BRMuDsUPwOzPlm8KatZbB3Vf+EP3MaTF0JcX6y6w2/EGoODE6xOwgJcmaHMth+XDZ49kpoPqH/3muZ6T1XVz2suhK+thkSdHfPuNRINB9CoVNNYX3b97DILaQajyPLGmkzZzH5Zv9V6APhdqoUbasJKSC8cEsNIyb1v2M0VaOxspPiHXV6XIrDgyXGzJi56YyZl05k1Kfv/9Va182bfz6A6j7tXdJzK+2dLsyRBmJTLLTV2fozdPWspZgiDVzxzUkkZHw6dVXChDmfCAuTMOcVnpYW2l5+hfbXX8PT3IISHU3MFVcQf+NXMGYGLrZ4tqR+97t0rtCDqBO6QDn9S1KSiLniciKnTDkn59tcuRlFUs5JsUVVqOyr33fGxxtkA48teow/7v0jLx9/GafqREb2WSMk2Dj8UdxSzIHGA/r5/Lx69oyS+cEdElfu0phXJPqEYXEWrJsps3uUzJ88teza9QM04UQMOJ/DUc2JE4/Q1PgBkyY9zcXDLuainIvYWbuT4uYDSKqdKalTmJC2cJCVYnPlZqq7qgNem0BwtPmolxEmw6gxy+ohThG4BRTaFQ7ZFQyKmUtG3uEVn3I6siwzYcIEJkyYgMfjwd7VSe2xItxOB02lJ4gcNwE5SNxQXOw0ROUKmjtfI35Ua19a28DeLjKpqVfy3dHT+rbU3nYnq3/ynYAHClnBHZuIOyYeoRiQPW6M7c0oHa2Y6yv12JAA7N51HQCSpJKScorMrCKs1g7Gj6tl6SW/YO3atTQ2BhbqXuNBYjeTWMjHfZVNElvczOhoY8+UOOw94kQ2Osm+4DFsjaOo2pqD3eH7Gg2S5lWsPiDuIPEBQsCHv4Ctf9Ldm3qf09LNsOV3cOEP4ML/Hnyy6XfCtj8G7ltSIH+xnlJ4KBx8ARqPBRizCu5u+Oj3cPX/AyBvcjKmCEWvTO4Dm5bAKacukOZcPEShNICW2m48rtDeNfWndLN2e6OdgxsqKdpSjerx/kxddhsfv36Sfe+Ws+z+yaTmBqpVc+7Z9245qkf4/XMSGjhtHsYvzCI1N4ZjH9fR3ebAbDGQNyWFkTNSMZrChRXDfDkJC5Mw5w22/fupvOdeNJutL22s1tFB81NP0fLMM2T+8Q9EX3zxJ3Z+88iR5PzjH5SU9tTzMPT8efSMJe6mG0n7wQ/OTa0C8BsMfqYMVUScjkkx8b2Z3+Mbk7/B5qrNtDpaiTPH8di+x6i31Qc93mq0khKZ4nf/R1UfBRVisc5Yoo3Z7Jht5uOZTtqUSmqtbdgj9XtuVQwo9X9F1RwMXvXWZwGtbbs4WfpbRo38MbIkMydjDnMyAsd0vH3q7ZDq2biFm7npcznRsJWvJDgZGSFQRf8a/HSrSqcKHQnXeYkSIQRatw05woxk8H7tuhx2Pnr+GY5seh/V3e/nb41PYM51NzHx4ssCPnMGJZXqjzMo3zscOUIG4WbE3ONEZ3nf5970vvHxcxlT8CuvfekjR3PVwz9g7e9/zenub72/OZIz8PSm8ZUkVFMEqjUGKTmTiIrjSB53AKtJf3pkIRQaGvJoaBjOuPEbgeOkpJi57777OHHiBLt27eLkyZN+r3cgdiJxYiYSvXq7DBg8gjHHO9k3Ka6vnSSBNeU4qZPqKPvA9wJHh9scmiiRFYjPDdxm06OwtUdgDHzee3/e9CswRsC8B7yPi8uBJf8L7/3I/7nNsXBZsOrrPtj9DwJWYwfQVDj8Elz6K4iIxWBUmLU8jy3/OeH/GAnGzk0nNjm4K54/grlvnd629mQ7b/75AB6X6l9LC3DZPax97AC3/HzWWWcoCxWXw8PxXfVBr0kIKPyomlnL8sidEE6hHCZML2FhEua8wF1bS+Xd96DZ7YNrWWgaQgiqHnyI3BdeIHLC+E9sHBEFBVBaStbjf8a5bRua3YExK4vY5VdhTD13FZQB0q3pyJJ8TiwmiqQwNnHsORgVRJuiuTLvyr7fG+2N/GnvnwK6MCmSwnUjr8Pow0fepbp4t+xdXjj2gt9rNakmZjXMIsWR4iWwhjOaYc4WdqTuwGV0sTKnANWzK8gVaFRXv0De8AcxGELL/9/saA5BJAqmWjSWRxRizuiPU+jNwNW7vhmlSMR2vkxn502YmyNp+ddztL32GsJuB1km6sILSVh5O9bZs3E7HLz0ix/QUFaKOO25725t4YOn/kpnczPzb1rhtU/TVFSXG8VkwhOXTGfuGISpP3vPoZKRpFWfIG0cqB49zqWzM4HO9qlER92OxyMzMHxFaBr73n4DSZYGTah6p7KR9ZXYjSY80T1F/Xpm8cJgxDFsNLK9C7V33yC8Z/xC6IVWigoXMmPG66iqHbNZZvTo0WRkZPD73//e34cwCAXvZ0oG4ts9WLs9dFu9v+JicjswW/NwdjsH9VPeHU+3x4hFcQcWKJoKU1b439/dDFtCGP/GX8O0OyHitNX8ud8CczS8/1NwtOElJnLmwVWPQcLw4P2fTuNxAoqSXlQXtJZDuh5LN2FhFi6Hys61pfpIerrofVZGz0rjglvOLtYmLsWCLEs+3cZOJzbFwlt/OYDbpQa9HCHA7fBwpEcAfJIIIag/1cG+d8tDTvFr73SjujUUYzjcN0yYXsLCJMx5Qeu//43mcPgvsNeTMav5qafIeuxPn/h4rHPmEHfBBZ/oOZbnL+fZomeDtpOQkCQp4MRZFSo3jb7pXA6vjxtG3cArx1+hpqvGp7BQJIU4cxwrx60ctK/d2c69799LUXOR36xfsiZzQe0FRLv1OiinZ+2Kc8WxsHYhx0cfZ5pV0NkeZNUX0DQHzS1bSE25LKRrTIhICGIxEVwd52JhtIrw1AXsS0KgaR6O7/kx1gdKEKoKqto7MLo++oiujRtJuv/bFCdE+RQlA9n52n/ImzqDjFEFVBYdZt/bb3By7y6EpuFOH4YjLhmM3qvBQjZT755IGrBzx/VoA5aVyyreYdu27axcuZKEBL0qePnhA1Qd9V/Ur/eOmxqq8UTFebsgSRJCMaAZfaxIB/SNktA0mbq6UZhM/SvGFRUVfsdx2tGk0oSJwVmsBBDf5h4kTNIzriLnnmt560+/8XGMxLbGYVySHiArmaRA5lQ9FsQfB18IIUYE8DjgyCsw/ave24++BVv/0CNKeq8GyJgKV/y+L/5jyMhK/3MYtG3/fZMkPQh71IxUCrfWUHuiDU0TJGVHM25BBsnZg+sX9aK6NUr2NXByXwOOLjeWWBOjZqaROyEReUA184goIyOmpVCytz5onElcaiRNFd0haSzQH8GirTUBhYmmaji6PRiMMqbIoU+LNFVj07+LObq9dkixXkggB8otHibMl5CwMAlzXtD68ivBvzRVlc7330ft7ESJ9v9l+FkjhMCluTDJpoAuOCPjR3JR9kVsqtoUUHRcNeIq3i17F5fm8l0HRJJZkLmA2eln7uMdiGhTNM8sfYZvb/g2R1uO9rlj9f6fGZXJ/1v8/0ixnFatWwge2PhAX5pjfxaXWFcsMe4Y/8IFGYvHwr2x9yLUJwh1RuJxtwdv1MOluZfyfvn7fvdPtagsjNafz5AqX6PSph3AbDWhnF72pOc5b/rz49SMGoYaFYE7MRVPT+yG5HFhbG/G2N6MpGlIssKBd9+isvAQW1/8F5IsI1AxjzDQadJTMA+a/EtS/za94IbX7o6ODp599lm++c1vYjKZOPTBer3fAAJJAhSXA9nRjRZ5miVKkhBmH/UWgvpGyTQ3j8dg6A/y3b17d5BjdAQys9jvZ5+e6ruXCHMmOTlfJSvr9p6EBxIf/OMvOLq7kBUFAThjEtiROB4jySziY1QklN7PWlJ0sZE+EW55Sa9i7o+mYvqjmQNduqHHijGAg/+B177mu33tQXhqMdz9ASSfgYUiezaUbwsumiLiIHHEoM0xSZHMuXrwdn80VnTy1l8OYutw9SlbSYaT+xqJTYlk2bcnE5vcn1J45pXDKTvcpLtn+bh1vY9Sa50tZFHSi63dhRBi0Pu4o9nOoQ+rKNpWg9up35eUYdFMvCibUTNSkULLhsD2V09ydLteUyhU71xJhoyRcSGfI0yYLwthYRLmM0dzudDaQ5xEahqexqbzUpgcbT7Kv4/+m3fK3sGlujArZi4ffjm3jrmV0Qm+JxK/XvBrvr3h2+yq2+W1Yt876V8+Yjm/mPsLbhh9Aw9tfIhGeyOKpCDQ03iqQuXS3Ev5xdxfnLPYF1+kWlP5z5X/YU/9HtaVrqPZ0UysKZaluUuZlznPq55ELwcbD7K3fm/QvttN7bglNyYROHvO4f2HuWRpEv6yKp3OwFX4YCzKWUSGNYN6W71Pq9CiaDeaIMSsTT1I4E7TUFr95wSNdGp0T57oJSKEwYgzwoorKYPIiuMoTjsn9+zk6NZN+nXF2Mm7vJKS8nnQohFKuuC2SCttlmhkoZHS0UqEx017eztHjhxh6tSptNRUBRQlA5FdzsHCBPBaKg45ihw8Hm9B05uhLDCCUZxiEkd9jxEorJ7NqZZUxoyZysILv4qi9H/djZ4znxHTZ3Fi13ZqTxRT2NBCh013z9vMbI6SzwwOkk85CiqG1LFYLvgWjL4ClCBfmyGn8RXefdlb9doi/mbdQgVXN7zxLbjbv4j2y6x7oeyjwG0kRbfgGM4uHqOjyc7rf9yP29mb+avnP613v4PX/7CPG388s69OR1yqhWsensq6vx6iu83Zp+16XcYy8uOALhzdIVZhHYDBJA96PzaUd/DGn/bjdnoLocaKTj54poiyw00s+eo45CB/9LYOF4c3hvLMeiM0mLjIT3a2MGG+xISFSZjPHMloBCV0NwPZMrTCXZ8Gb5S8wU+3/VSvyN4zsXWqTtaeXMsbJ9/g0QWPctnwwW5FFqOFvy/5O5urNvPCsRcobilGkRSmpE7h5oKbmZ46HUmSmJQ8ifeuf4/NlZvZUr0Fu8dOZlQmy/OXMyxmiNl5zhBJkpiRNoMZaTNCar/25NqQso5pkkaNtYbcrtyA7ex2O7LlYmgJMrkCZCWGhIQFIY0TwCgbeeLiJ7jj3TvocHZ4jTleEWSbziyFsr/i2AAtcXHsmzXb27oB/bEbigFbzigspYW4XE6QJAwRbvKXlaOYVVpaMglFlKybOJfy2H6RJmsq+Q1VzC4tYu/evUydOhXZMATFFUxwCIGhvRlPXGjC0God2iKDETczOMhitiH7mcTbiOCwazyqS2HHjhqEeJ/LLvP++zMYjYyZdyENHmgu2+i1r4Ek1rG4v22TgQdzFhMVTJQA5M6DPf8M3k7zwLD5/b8fWK3HdwRCqFC1C+oLIXVc8HMMZPQVMHY5FK3Fp/iRFEjMh/kPDq1fH+x/r2LQhH8gQhN0tzkp3FLNtEtz+7Yn50Rz+yNzKDvczKkDjbicKtY4MwWz04jPiOTtt6uItBrpbg5dnEiyxPBJyV7bXA4Pa/98ALdjcPB87+8lexpIzLAy/fLA8TzHd9WdUdHHMfPSGT4pHPQeJszphIVJmM8cSZKIWriQrk2bAosTScKcn4/hHAehny0HGw/yk20/0V2VTvt+6p3gfn/L98mNyWVM4phBxyuywkU5F3FRTuCiZAbZwOJhi1k8bHHAdr0IIdjXsE+3cNibiTHHsGTYEuZnzvdp4TjX+LM+nI6EhEPxXfTudN52TGE4ySTQjOLHaiKAY5brmYWR12ua2djSiUPTGBZp4pb0RMZG+Ra2eXF5vLLsFZ4/+jyvFL9Cp7sTgPyYDCC0LFFeeMBY6X8SXzSpAL14tp82epU1bCMm0BupHiG30NrpItFcSTBRUhmfwiSgITrOa7smK5xIyaYmLpnbivcAEJ3VSWO5gNML5p2GAFRLACEhBAgNpasNT2wCwRzuJUli0qRJXttSU1OpqanxO9m7kvdJsVezsX047a4IDJLGsKg2xsY0YFL0520jc1Hpj+7fuXMns2fPJj7eOzjf4/Gwc+fOgGMEUFWVffv2cUEocWcFy8CSCLZW/Fr2JBmi0mDkgLofpz4iJB8lSYayrUMXJrIM1/0TYn+uZ+jyOHV3MtETRD76MrjqcYiIHVq/p+FxqRz7uDakrFSHN1V5CRMAWZHJm5xM3mRvMeHuyViXPy2VpspToceYaIKJi7K8th3fVY+ze3Bs0ukc+LCSKZcMQzH4f447mh26VSfEgPeIKCNTluQwZUnOJ2rlDhPm80pYmIQ5L0hYsYKuDz8M3EgIEu5Yed69zJ8tfDZodi0JieeKnuNXC37lt825pNHWyP0b7udI8xEUSUETGrIk83rJ6+RE5/CXxX9heOwZZPYZAlaDNaQUvAKBQQR/FVmtVp5p82DmJ/yInxJLOxKib1qvIqOgsYULeabrcn6/9TBdmuhz/FIkeKqqicuTYvnL2GFYlMGTjRRLCg9Pe5j7p9xPm7MNg2QgAhfbtgdONzwIFSJ3S8g238+q02KgOi2LoBYPSWJg+iyHFkdx8QUktZRhMDgGuUH14lIMbCyYypW2WoQPcSBkmW5TBB/mjuXhjmoicvbAtsDPgwA80fH+UwILDTSBub4SZ0YefgVX36VJGI1Gpk6d6rV95syZvPbaa74P0lTerc5H6UrpqbKjZ/cq6Urko/rhXJ55jIroAnYzcdC59u7dy8WnpRuvrKzEZgtSkwRd5B8+fDg0YWIwwTVPwuobAR+xJpKs/7v273pAei/BrCX9HQyh7WkoRlj6CFzwXTj6JnTV6emHR1/mv+jjEOlud+Jxh+YW2N3mwuNWMRhDr9kxenYqe9+pwOMMkCp4ALOvziMtz1tsHd8ZOIFFL85uD9XFreSMS/TbxmCQQxqHJMGwiUlces/4gEInTJgvO+G/jjDnBdbZs0j6xn36L36ER8xVy4i95ppPcVTBsXvsfFjxYVDLgCpU3il7B7c2dP/oodLt7ubOd+/kaMvRvnMLRN8Yq7uqWbl+JfXdwWuTnA2LchaFVqdFgjSb72rxfU0kicnTptOiatRKmXyfP7KGm2hFXwEXwDHG8Ee+y5N8GxcS3T0rtr0j6F3QXN/Uzj1HTgV0vzDIBpIik4iLiCMiIoX4uNmE+rqUJAWDaiHmLf9++m3TIkLuzxv9mKbGYURaOvC3In88NRtPkOKMQpYpiUnkLy/+EVO0k6x5vZM13/dFGIw403xXaE9NO8G0Ka+SY9iMOz5xsHuaryuRZW6++WaiorzjVcaNG0dWVtbgBQghiKw6idylF9jT+u6fBEi4hcwbVePY1j2GwemJBQ0NDYPG4HCEZqkbaltGLoEVr0JCT7B4rxgBSBoNK9+C4ae5GiaN8hYq/hCq7nJ1NkTGwdQVukCZde85EyWAV7atkNoPMfjbbDFy5TcnoRjlgIHjCRkWlt4zfpBFBsDWGbqws3cFfmfnjEsIqQ6LEDB+QWZYlIQJE4SwxSTMeUPy/fdjys2l6ckncZ0s7dtuSEsj8at3En/bbUiBsuF8BnQ4O0IukujRPHS5uoiP8Ffr4dzwyvFXqOio8JsFSxUqHc4OVhWu4nszv/eJjePinItJiEigzdnm9x4pksL89PmMdo32674jSRKJiYnMHD2amx5/iiW7thLT3UV7VDTvzVzOkdFzQLLiNCpUJBuhJ17C31RBAz5s6WRbWxfz40OLbxg27Ou0tu0IqW1s7DRGxjxIdcddA8oKeuOc6oaz0oUS3V1xKIoHVTVwusgpTwjN3VEAJdYMZgFJ49pQzCq1u1JwdQ5IRCAJYnM70XKScTRLXt6WRqODrKxCMrOKkCSJYQuqMdVYKCmZFfTcEyZMYPjwwVYag8HAbbfdxiuvvEJJSQmyLCOEQLF3YejuCNCjhECgNJbhsU4YlOVN9vHuOF0UBWIobQHIWwjf2g0VH+sZtZD0VMNZM3yLtqm3w86/Be/XmgL5S4K3+4yIijMTFW+mq3VwrZiBSBKkDo8ZspABPZvVjT+eycEPKjn2cW2fhSYh3crwSUmMnJFKQobVr3U9MtpEe4M9pHNFRAVOZpA5Op7YlEg6mux+Y2okCaLiI8gZmxDSOcOE+TITFiZhzitir7qKmGXLcB4/jqepCSUmlohxY887QdLLwOrewZAlGavRGrzhWfLisReDtlGFyqsnXuXBaQ9iVj6ZishGxcjjFz3O3e/djUt1+bQqpVpT+eX8XxK1IIo33niDo0ePIkl63RYhBEII8vLyuDw7h9ply7jHbgehu2cltrfy9ddeQFVe5cDEb9IRm4fTAPvzzGycYMETIKBbAZ6tbgpZmCQmLmDUqJ9x/Pj/IEkywuta9Iw/aWnXkpNzF1HWkQB0/+RHtPz8fxCShDxAcGmShDGlk4j2ThyOKIK5PPlD00zkDt9LVeV4PJ5eIaH35VGUkLNidbv7n+H4/E7iRnTSXRuJs8OEbBBEpdswWj1AHZOsCuUVdXg8JkxGB7Fxdchy77Xp/6dnnKCjI4WGhsD1Npqamvzui4iI4LbbbqO+vp6DBw/S2dlJ887NdAVNaSxhtrvYa9nBWPtMFNFvgcjJGWztyczMJDY2lvYQsgJOnjw5aJvBA5Jg2Fz9XzBSx8GEG+DImsA5Z5f8T/DMYJ8hkiwxcVE2218rCRgHIsTZZaWKS7Fw4S2jmf+VkTi63RhMCuYQa5CMnplK3cngn7nZaiBrVOCFJEmSWHrPeF773T487sEB/5IMikFm6b3jw6mBw4QJgfP37RbmS4skSUSMHg2jz66a8KeB1WhlbsZcdtbuDOjOpUgKF2RdgEkJnBL3bHGrbqq6QktdafPYqO+uJyfGt3vOQDyahyNNR+hwdZAYmcjYhLEhxfpMTJ7IC1e8wBMHnuD9ivf7LCcRBj024p9L/0lSpJ6Z5sYbb6SlpYXCwkK6u7uJjIxk7NixxHR2ceqaaxBut9cEv9cuoqhOJh/6C7um/xAik5h53Elms8rzC6P9ihMVKOzy7ZojhKCiooI9e/ZQW1urWwKGDWPGjKVMnz6JyspnaWh4ByFcKEo0GenXkZW1Aosl16sfx/TpfHDxYgqKi8mqqu4be0tCAi6ljYzMo5SeDC3DmW8EBsXN9Bmv01A/grr6EbhdERgMLoZbVQLZFvqQJCI6NdrbUrBY22hoGE5HewpCyFgs7aSllWCM7A0SVlEMMomJtQRK1ywEZGYVBRUm/lzp6uvr2b17N8XFxbjdbuLi4pg6dSptW90hpzR2e9rYnbSb2Y16bR9FUXwKC1mWWbBgAW+99ZbfviRJIjIyclCQ/iA8Ljj2BhS9rge+R6fChK/obl2huGgBLP9/epHZwjX6MVrPO6Wn9gqX/hom3xxaX4GoO6Jn9xIapIyFnDkhC1mfeFygucFoAUliwqJMSg82Ul/a7jf+Im9KMvnTUnzvHAKKQcYaO7TFlVGz0tixthSXzRMwPmTy4uyQqrInZ0dz/fems23NCSoKW7z2ZRUkMPfafJKyhmhxCxPmS0pYmIQJc5asHLuS7TXbA7ZRhcqKsSs+8bEMNTFAsOxcqqbyr6J/8VzRczTaG/u250TncPeEu7k6/+qg5xwRN4LfLfwdzfZmKjorUCSFXGsuG9/fSJw5zqttQkICCxZ4+97X/PlxhMejT9h8ICGQVTdZ1Zsoyb8eGchs9jDvmJ3N4y1+x+VLs3g8HtasWcPRo0eRZRmt55zNzc3s2bOHuXPnsmTJ7xk39vcI4UaW/QvNXXv30ZqYyMfz5mFwuzE7nbiNRlxmM7nte8nMPEZbazotLVkMtpr4cwLzvnKD0YXR6CIz6yiZWUcBiYT4eVwwbDY3HygNcjxEuJzktNRzvHsOLpcFTeufQDc3Z1FZOZ70jGOMGLGfuLjptLfvJVgNGUmCqKhWTKZuXC7fFkJZlsnMzBy0fceOHaxfv97r3tfV1fH222+jRCcRYWxAdgd2EQLQZKiOqqa9rZ1YdyyXX345FovvZ2HatGk0Nzfz8ccf91nq+q9Fwmw2s2LFCiIifCca6OOJudBR1l9cUVJ060fiSLhtDcSHkNbbYIYbnoZ598PeVdBQBIoJcufD1JUQkx68j0DUHoJ1D0HVnt4rBIQes3LZbyD/4kBHe6NpUPiq7n5W1VMU05oCM+7CMONurrp/MltfPsGxj2vRVNF3KoNJZuKiLGZdlfeZWRBMEQaWfXsya/+0H/dpBR1765HmT0thqo/4FH8kZFhZ9u3JdDTbaaroQiBIzo4mJun8S28fJsz5TFiYhAlzlszNnMsDUx/gsX2PDcpC1fv7d6Z/J+T6H2eDQTYwNnEsx5qPoQWZQCZFJpFu9T/R0YTG97Z8j3fL3h20r7Kzkp9u/ykVnRU8MPWBkMaWGJlIYqSe3aY39WcwNKeTjjfeCFrjRkYjo3Y7JSOuBUlGBqadcLJlTCSaMnjyo0gwz4cb19q1azl27Jh+7gFCqPfn7du3ExkZyYIFC5Ak/6LEZrPp/fSINo/RiMfY76teVzuKrKwiCsZspqpqAjXVBXg8Q1v1lWUP8fE19M74ZNlMZsbN5Of/N5JkYlasBToD9zGtvBhFCByOGAaLIf3n2poCIsyZLJj/Y7ZuC/0ZVhT/6Vg1TWPGDO++ioqKWL9+fd/+01FlBduw0VhPHkEK4OokEDTGOZGERFVCFXfMvYPExESOHz9OREQEWVlZXvEmkiSxdOlS8vPz2blzJyUlJWiahtVqZdq0acyYMYPoQAVd2yr1/7t7hHvv2HotqC2lsOpy+PpWiAwxvixjMmT8KbS2oVJzAJ6+9LSMXj0irPkk/PsG+MpzMObK4H2pHljzVSh6wzsldHcDbP4N7Hka4x1vs+i2AuZcM4Kyw004uz1YYkwMm5CIKeKzn3qk5sbocSobKjm6rbav8ntSdjSTLspi1My0MxJOMYmRxCSGxUiYMGfKZ/92CBPmC8DdE+5mVPwoVh1Zxe763X3bZ6bN5I5xdzAvc96nNpZbx9zKj7b+KGAbWZK5afRNKAFcTF498apPUQL0BdY/dfgpZqXPYnb67DMfcADUtjaEK7QMOgbVicFjx9MTx2N1CVLbVGoTB7/mVAErM71TgDY1NXHo0KGg5/noo4+YOXMmZrN/IdHe3h4w65fDEc2JE7MZOXIHOTmHyM4+Qkd7Ch7ViEFxcfToBT1xI/4tWlOnTmfSxJm43a0YjXEkJV2EwdA/gf5lajRHe7z6JE1D9EzGe3+eWl7M+JqBVhV/kzCJU6di2LhxFwZjaB4/QoCm+h/7zJkz8Xg8vPHGG5SVlaFpGnZ78GBkYTDijk3A1OY7PkWTBJUpNmyRem2OLGsWGzZs8IohiY6OZu7cucyaNctLoIwYMYIRI0YghEDTNBQlRPernX8D5vULkUGDVqGjBvY8AwseDq3Pc40Q8NrXdVGBi4WvAACYuklEQVTic5w9NZhe+xqMOAEm/5ZGADb9qqdQI4PjYYQG3U3w/DXw7X1EWI0UzD5LS88nRExSJAu+Moq51+Xj7PagGOWQ41TChAnzyRD+CwwT5hxxQdYFXJB1AS2OFtqd7cSZ4z7xDFy+uHz45awrXceOmh0+rSaKpDAibkRA1zIhBM8VPYfUk+nIH4qksPro6k9MmMgBJv++0GTvDDpGP0XPHhiWSoHVe1Vz//79Xi5E/nC73RQVFTFlyhRUj5vW2ho0VSU2JRWzRRdFBkPwV2t93UhcTgvDhh0gOqaFuHg9Xa/qlMkw7aXCOQtk/2l3Dx8+Sm7uMsaPH+9zv9qpR5ksLtrNwfRcWi3RyEKQ1drAuJpTJAXMcOWNJEns3Lmd+QuCt9Xbg1W24SQaGRVkI0IIJEli9uzZaJrGk08+GdL9BkEqTUTRjUMyUxfnW5hoksBl1Ng9phUETGqeRGxnLO14Bzl3dnby7rvvUltbyzXXXDPIFVGSpNBFidsOh16CcUEWHoSmFzX8rIRJ5U5oPBqkkQBXFxx5Rc8Q5g9Xd48YCxTZrkJbBRx7C8adXynefaEoMpaYTzb+L0yYMKERFiZhwpxjEiISSIj47NJCGmQDf77ozzy661FeP/E6qlD7iiwKBBdlX8TP5/0ci9H/qmi9rZ7S9uAxCqpQ2Vy1uW/Sea5R4uKIGDcOx9GjfmNMAAQSbbH5aKclF2iz6m5dsgQeAdGKzH/lpvG17ORBfbS2tga0cvQiyzJN9fVs+89zHHjvbRxdur+UrBgomHcBs6+9kcTUdKKjo+nsDOxL1dqSQUeFhfiuIkzRbjSPhK0hEqHKWI1F2NNz0awxPo91Op288sorAD7FSa84GtZST3ZTbdDrCoR+X4b2+d6tvkg5wznFMDyT7yQxMZFJkyaxf/9+PuwpphpMlEzkKAvYSTKtfds6I63sTE7iUGM2qgSS0LNx1cc72TaxmS6LSrotnfzOwLU+Dh06hCRJXH118Dgpv3TUgCe0tLN6W6ceR/Jpc2qLdzC9PyRFbxtImJx4XxcnwZBkOPifz4UwCRMmzPlDWJiECfMFxKyY+dmcn/Gtyd/i/fL3aXG0EG2KZnHOYjKiMoIeb/MEr4bdiyY0PJoHo+JtrdA0D83NG2hv348QKlFRo0lJuRxFGZr/dcLK26n578D1ViQEVVkL+3+X9PoCaxcVsKm5E6cmyIk0cWlSLJF+6iaEYuUAEB43J9b+B0drs1eWKE31cHTrJkp2fcwNP/0VM2bMYMOGDYE7kyRMLQ04bWacbd4TVkn1oEUGTy+9bt06CgoK+sbvcrXQ2PgeqtoCDA4wP3Mk2tpSiY2tD+jOJQQYbApb3XOREYw0NzHiyiuRZRmXy8WWLVtCOtt0DnIlGwaty0fRzeKkbswprfxVzcYjQ22Snfao/piW/Pb8nrrwgZM7HDx4EEVRWLZs2ZmJEyVwjYtBSKFXOD+nqC5CE5YieFV5WxN9kewBu9L0mJMwYcKEGQJhYRLmS4VQVbo2b6bjrXV4mhpR4uOJufRSohcvRjJ98Uz5iZGJ3FRw05CPS4pMGhTI7484c9wgUdLUvImjR7+Py9WIJOmvGSE8FB//Bfn53yc15YaQxxKzbBld27brQfCn0buOX5U+n8Yk73SuM64cToY1cpDLlj/y8/NDijEx15bj6GrzmbpWaBpul5NXf/ML0i699rRRDh65UXQg2zrQpZWEMBiQNA1JU/HEJnkHFvvBbrdz7NgxxowZyYkT/0tN7Us9dVYigf8lWBatoVBTXUBcXPDKkEerp9OIXvV8q1Mh9rHHuOaaa2hvb8cVUsyQwIC+un/6nev9fb7WwebkOv4T7S3eZCGT4gg9De2+ffsYPnw4EyZMCPmYPmKyIDq40EdS9OKKn1X9kaSRoPlPRtCPpLcNREQcQUUJ6M+uJVxQMEyYMEMjLEzCfGlwVVZScfc9uMvLQZZ11yBZpvPd9zCkppL997+j5A2uRP1lJMYUw8U5F/NhxYcB67PIksz1o6732tbc/BEHD95D7+RFiP4Jkap2U1z8EzweDxAb0lgkSSLj178ioqCAlqefxtPYn7bYaY6jImcJVRkXgiQhSXqBt0vuGkdGflzI1wswduxY3nnnHRwOh1+XLtnjxtjREnBaJjSNdtlEQ5/I8bVSrW9zS9GYxmXgbDHgiknWn0tAtndjibKSEFtDSkoJZnM3HtVEc1M2DQ3D0bR+ISjLMtXVVbjc/0dr68f0CpHeIpBWazudndEECqQPRm8a3ebmbGprRpKecQIhBoe/CAHNTTnU1+V7na+jo4N//etfTJo0KcS4EmgJ+nxI3N3t5qUoEAPGMTImyMR6UC8aO99bw4SceIjNGtKxyDJMvxNagrQTKsz6+tD6PpeMWQbmGHAGiSsSWmA3LtDrsiim4JYVocG46wBwdLs59nEtJXsbcNk9WOPMFMxJJ39qSkh1QsKECfPlISxMwnwp8LS2Ur7i9v5Jbe/EqOd/T1MT5bffTvaaVz6jEZ5/3D3hbjZUbkASvgPgZUnGYrBw0+h+i4wQGkeP/QhdlPifvp88+Xvgf/p+rzt5goMfvENjWSmyrJA1bgKTLr6U2JQ0ACRZJvHOO0hYcRv2gwdR29ogJpZqTzrax/XEtDgwmg2MmJrM2PkZQy64Bror1w033MDzzz/fcy3e45ckCbMjuG+9AFyJaficuQ9ColvLgDjBwIm8MU5m5Li3iIpqRWgSkiwQAuLjaxiet4+iwkW0t6f2te/uPoGhdZvPM4wbv4GyU+OoO00sDIUlS5awYcMGPB4PJSWzsNljyM4uxGTqL1Lpdpuorh5DZcX4QefpvZfHjx8PKY5HQmAicEppCUGavYP3Ln6Fva4mPJqHEXEjGJswlkePPRqiZQYEMlWdYP/LfCJvWx1alfaBTPsqvP9hAOuWBAVXfLaxFsZIuOgn8M53AzSSYMbdEBek4KqzC2RjEGEigzURxl1DZVELbz95GI9L7XsltNXbqDrWys61pVz1wGTiUoJkAQsTJsyXhrAwCfOloPWFF/A0NPgPoFZVtK4uWp5/HsaM+XQHd54yJnEMf1r4Jx7e/DAezdPn1iX1rPZHGaN4csmTpFr7J8gtLVtwOmuC9t1rRVE9bt574k8c27YZSVYQPcG5daUn2P3GK8y/6XZmXfOVvuMkgwHLtGl9vxcABXPOTRyFEAKDwUBBQQFlZWXYbN5xNvn5+WQpGnurSwNWIFcjoxDGobgFSgy0qsiyh/ET3iMiQg+cl2R9NtercRTFzfjxH7D/wOXYuuPRNA1J3oU/v39ZVrHbY/BtuQlMREQEl156KZMnT8ZsNvPmm28CEjXVY6mpLiA2tgGj0YHHY6K9PQUh/H+lCCHo7g4haBpdLORTFlLbNGM0V2TN8to2depUduzYEdLxvbjcKpH/vh6+tQdiQnDP6sXYI4In3ggHn9croPcWWTREwsx7YPFPQ6/+/kkx8x4969aG/wHk/rTBvUHxU2+HSx8N3s8b3wSPI0gjATf+m8Y6N2/9v4NomvB6NHu1aVerg9f/sJ+bfzoTs2WI8TphwoT5QhIWJmG+8AghaH3hxYBZnQBQVdpffyMsTAZwYfaFvH3N26w5sYZ3Tr1Du7OdpMgklucv5+r8q4k16+42Hk8nTmc9zc1bkCSlz43IP/okeeOqv3Ns+0cAfaJE/1n/rLa++C9MFgtTlvou+nausoF1dHTw4osvUlNTgyzLff0KIYiKiiIjIwOHw0FRVyfOuGSMbU1IfjIcibOMI0hJKSUyssOvsUWSQEiCnJxDHDt6IZGREURF7cCfhaq6uqDHuhL6fYqLi2POnDlMnz4dRVEQQpCcnMzkyZMpLCzE7XYjywY6OzP6an4E/8x1q1NsbGzAOi+SJGEWDsZxPPhAJRmi0wZtnjVrFnv37g25kKeCioVucAu93shFgesA+eTy38LFP4Hj74C9DaJSYNSlEOE7q9qnjiTp6YonfkWvKl/xsS5I0ibq7mgpIbz3mk9C6cYQTiag9RR7d1j0z9mPkUxo0N3upGhbLVOWBLHUhAkT5ktBWJiE+cIj7HbUAXEJwdqG8SbVmso3Jn+Db0z+xqB9XV3HKSv/Gw0N67xiSULl6NbN/cunftj2n+eYcNFSDD2V0901NbSuXk3bmldRW1uRIiOJXnoJCbetIHL8uCGPwW6388wzz/QV4Ts9/qGrq4vjx4/rhQklCVKycCZnElFzCmNn66D+JHXo92Eg6RnBJ+SyLEhKqsBotLN06RU0t/zDa7+mSbS3p2I06JXbgyFJEmmpqaRHWbDXVGCwtdB5eC+NSQm0ezTee+89mpubvY6JiYlhxIgRjBw5kj179lBSUhLS9Y0fP559+/Zht9t9ustJksRXxkViLCRwjLWswKjLfAZYx8fHs2LFClatWhU0nkVGZQJHMdLjanTg+TMTJqC7L0257cyO/bSIzYKLfnxmx554r98aFAhJxlP0NqUHU4I2RcCRzdVhYRImTBggLEzCfBkIMQ1smKHR2rqDAwe/ihCekFbLfSHJctD8Ps7ubkp2f0zB3Avo3rmLyq9/Xa8Gr+rnFHY7HW++Rccba0n90Y9IuO3WIY1h9+7dtLW1+VzBVzwehpeeYuSJE8R0diKAloR4SvJHUj4sF0lTMZxWqFBxdCKrLjTFyJm4T3VHGnlbupm9zMSJmWQaWMQHzGQHBvpFjyRBQoLGpEnT2botBZerASGgqmocVZVj0TQLkybRU0E+8OxQCEFtTTVdxft7TDICWVHYs3MHjsw8n8e0t7dTWFjI3LlzSU9P5+TJk0HjR4QQ5OXlMX36dN5//32Kioq8jsnJyWHJkiVkxShQ8pQez+Dz2eq5r/P9FyzMycnhrrvu4p///CeapuL7s9CQEMxlX/+mrtAWMb6UuLpDEyZCQ+3uDC5KeuhsCS8IhQkTRic8YwvzhUc2mYgYPx5HUVFgdy5JwpiR/ukN7HOM293BwUP3omluziQdba/7VaBYjV5kRaGttgZ3ba0uSpzOwZ9jj0ip/9//xTQsh6gFoZUo1zSN3bt3+5xQmx0OFm7cSGx7v/CQgPiWVmbt2sWw8jK2zZqB0t3RM+XV+4iIcZEwrJCKqskhjWEgxanZ/F35iz62npoXTSKJImkCr4oqfsD/kEi/5cJgMCNJEllZt3Hy5J84XjybhoY8QOpN8DUEeibuPfdCFeBIz/UbxC+EwOl0snbtWq6++uqQ6pPExcWiGDZRXX2EsWNhwsSxqJ6pyHIkycnJJCUl9Tde8Ro8dy04272tapKiT45veAaypg0+yQAyMzO5/fbbWf3v53G7XYgB8TwSGgoqt7GGlAH3FNMXKBC7sw66GsAcDfG5ISRjCEJcTmhph2UDIiY75G4VP7WFwoQJ8+Uj/DYI86UgYcVtwWNMgLgbb/wURvP5p7ZuDapq40xrZOQO093CQokPEUKgGI20vvCib1EyEFmm+cm/hzwOp9Ppuzq7EMzdto2Yjs7TQtP7X5qp9Q1MOVyEsEaDJDDHucicV8+o606RM/wIKSmlvZ2FNJbK+BQ2jp6KhtwnSgBEz8/1pPMrfoYLPbDe7TYRE6PHBWRl3kp7+yQaGkZwJlYahEBye2dZcscl6RPZAJ+REILy8nLcbjfz5s0LepqsrDcpKfkVdfVvUVf/FtXVj1LfcCvWqB3eogQgcxrcvx+W/BKSCyAyXp9cz39Q3z5mWUiXlpuby/33P8CiyGISaSUSOwm0spitfI8nyKXW+wBHB7z6NXCFXmT0vOPkBlh1Jfx+NDy5AP48GZ6YCwdWB3WdDEjBFWAKXvQTzYNpzkosscGTQEiyRPbYcL2TMGHC6IQtJmG+FMRceSUd69+la9Mm31/MskzklMnE3XADfPDBpz6+zxv19esIdcINck8guYYkGcjLe4iM9Ds5cuSdkFLHCk0jZ/wk2v7vT8HFpaZh27MHd10dxrTBQdGn408YJbS0kNLYFPhYILesjKzvP0Fc7glKTj7KwHsyavR2omMaKT05AyGCZ2TalTumd1A+92uSQh2Z7BBzWSA2U1c7kgsumAOA0RhHS/NFQD2nCxMB1MYmUpieS4s1BlloZLY1Ma7mFDGO/sm34ujGnpmHkBVktwvVHBF0zL2UlZWxePFiZFlm27ZtXkkJNE3DZJIZkb+B+ITKniMGJDoQLk6c+F8kSSE763aE0Ghu3kxV9b/p6jqKhEzcogVkZa0gNmaSj7MHJyo6mgsWX8oFbz0YQmsBh1+C9iq4/fWhV3cfQHV1Nbt376aqqgqAjIwMZsyYQVZW1jlJ2uCT3U/Buv8aXGW+4Ri8fh9U7YErfn9m1hOTFeY/BBv+138bSYG8hcjZ05iwsIyda0sDviqEJpiwaIj1Y8KECfOFJSxMwnwpkBSFrMf+RMMf/0Tr6tX6yntvkUWDgbhrryH1Bz9ADcejhITH3RZy27i4mURGZhMVNZr0tGswGuP6siUZIyJwdbkR6Gl23fHJqJFWEKDYuzC3N5GelkZqXj4trcGq2A0YX2NTSMLEbDaTkJBAS4t338PKytEkCTmIcJKEQPl4B5nzvkVt7ct0207RO+mWJMjIOEFycjnlZZOpq8vvEyiSJDF27FgKCgp48803aTBG0BgTH3S8ktDYwBKmdR/AYLiK3NxcTp48ycmTJ6mubsCXteSDMdM5kZShB+/3+Hc1R8VyMCufWaeKmFKhB9t7YhP73LbUkGqw0HctqqoiyzKLFy9m1qxZHDhwgLq6Otra2pBlcDq34nZHoKoGFMW3K1BJyf+RknwphUX/RWvrdq/sbvX1a6mre42szNsZNeonSANrhnQ1QOMx3b0rdZxuWfHFtDugeg/sfz74RQkNyrfCwRdh6oqQ7sNANE1j3bp17N2716ugZEtLC4cOHWLixIksX74cRTnHKYRrDsC67+g/D4rN6RH1e/4JWTNg8s1ndo4F39Hv+a6/96caBl2QCBWyZ8ENqwCYcnEOFYXN1J1s92uomXRRNtkFYYtJmDBhdMKzsDBfGiSTidTv/TdJ3/wGXRs24GluQYmNJWrRQgzx+mRGDTG96GeFcLvRuruRrVYk47nP+9/V1cWxY8ew2+1YLBbGjBmDxTLY595kTsFmLyMUq8nw3G+QkODbzWfJvd9i3Z9+gyM9F09Mglc8g8dkxhOXRETBaDRNQ7ZY0Xy5XflAiYkOqZ0kScycOZP169d7bY9wOEJyeRGSxMl9e2ncsouZM5/lWPHDtLXtRJIMfVYDo9HF1KkOCgrupbNTQdM0EhISMJvNHDt2jJEjR1Lf5QxpvEKSqVUzObJtFuNHeXj88cdpbW0NuPpelaDXmREDgk5Ez8R+Z944zG4XY2vLem+I9/8hCBQhBAkJ/RPLqKgoDAYDx44dw+Px9ByeQ339MEpPTmNE/m7S0k4O6kfT7Ow/cAfd3Sd6+h1oVdF/rqr+FyZTAsOHfxsaj+sr98fe6p+EKyaY8BU9q9bptUgkCa76C2TOgHUP+wmqH9hehp1Phi5MTn0EnVVgtPBhlYm9e/f3XFe/la/350OHDmE2m7niiitC69sfLhsUvgoVO3SB0FDUE5we6Npk2P44TLrpzKwmkqSnRp54oy5OyrbocScp4/QCjaMuhZ6U2YpR5qr7J7PjjVIKt1TjcfXfC0uMiamXDmPip2wtqS/roGhLNS11NhSDRPaYBMbMzcASM5TaQ2HChPmkCAuTMF86lKgoYq+66rMexpCwHzpEy6pn6Xj3XT3QW1GIvmQJiStXEjl58ln373Q6efvttzl8+LAuAnpWedetW8fUqVNZunQpxgFCKD39Wtradgbt12hMJC5ult/9I6bOJPWSqykpK9c3DJwo9fx85Fgx8Rs3Mvayy2hbs6Yv0N0nkoQpbzjGnNBTj06bNo3Dhw9TU1PT51rmNhn7slMFwy5JHPjoI44fP84ddzyD03WC+vo3cbtakGQzsmSgq/sEx4ofxBKZS0bGV6irc7FmzRq6u7uRZRl7TGLI45VtKoa6JvaZa+iNcPflEtcUpdfPEEEmn7uGj2V0fQWKr2sNYeJqtVrJz8/v+33Hjh1eQk/vVh+nphk4cXwukiRITS09rSeF7u7ioOcrK3+SbMN0DM9dB26H9yRcdcGhF6DkfbjrfYgfNvh6RiwMLkpAt5rUHwbV0zfR9snBF4BYePEW0Bx0E8HH3AsEtobs2bOHBQsWEBNzhnVOit7Qix06O0E2AKLfehEQDRoKoa1i8P0ZClnT9X9BMJgU5t8wkpnLhlN1rBW3w4Ml1kzmqDjkTzHo3e1Sef+fhZw62OSVWKzmeBu73jzFhbeMZuy8IRTWDBMmzCdCOPg9TJjznLY1ayi78aZ+UQKgqnS+9z5lN99C60svnVX/breb5557jkOHDvWt6A78f+/evbzwwguoAwRBasqVmM2pBJt85Q77GrLsf1LX2tpKSXlF0Anw9u3bsFx/XfAYEyFIvPPOIfnvG41GVqxYwf9v777joyqzx49/7p1MJr33kJBAElqooUgVVEBExIINRLCuuuqqWyz726+6u27TXXdddy2rixWxKyqrYgPpLfSaUNMgpPdM5t7fHzeZZJJMCaRQzvv1ygsyc+feZx4g3DPPc84Z0NhYU1EUchMT3W7jAlB1nWO9EtB1nYKCAr766iuCAtNJTXmU8PALyc//kJzctygtWUd5+VbyCz5lS+ZcMrfOp66uFDDmOLK8GK8G99WOFM1GyuHd1Mb0djtn+6M8C85qvS0cbVxVaZebebjkkkvsW5Jqamr4xmWOltGdPuvAGGprW6/EaXiSuK/ZqlGWzG0blDQfANUn4cPb2z+BpzVsPTl+5dOw7JcOD+1gALqH/7Vu3bq1Y2NpsncZvLfAKKcMxoqFR0FJC3Xl7o/pRN4+XvQZFkm/C2JJGBDWrUGJrussf3UXh7cbeWMt/0h1HTSbzvdv7iV7y4luG5MQon0SmAhxBqvZto38//cb43/P1isFNhvoOgWPP0H1lsxTvsbGjRvJzc11moiu6zoHDx5k27Zt9sdMJh+GDXsdszmE1j9GlMak2/i4uSQk3Ory2jt27PAoiLDZbHx/6E2innjEuCFvvTe/8Rwh115L8DXXuD1faz4+Plx33XU88MADXHLJJfS58kpsMTEO259a0xSF3LhYqgIDAGOetm3bRnV1NUVFK9m56wE0rR7Q7ffbimLMcXDwcQYM/I6mrXBmzcbA/MMobm6adUVl8IHtaL7+bgOTMl8Pqidh5K2U+wa4OMC4jtpiLpoaIU6fPp3hw4fbH9++fTsNbgMsBU3zYuOGq8jOGomuN70PHU+2BkYW2zBVFbte9dBskLMB8re3fS4o3iif65YCocng5WSLz/Fd7SaBlxCM4kG1OkVRKClp26DTLc0GyxrzSDwuQNEO/6hTf+1Z5vjhcg5tO+l2AXT1h1no2mnMqRDitMlWLiHOYEWLXjO267javqSqFL+2CL8Rw50f44Smaaxfv95tdSxFUdiwYQMjRoywPxbgn8oFY/5Hbu475OS+TX39CcBEaOg4EnotIDx8stugo6nbujuKolFYeIT96VsZ+MrzlL76NtVr1tif907pS/gttxJ81ZXtXrO+vpiSkrXYbDX4+MYTGjLGMYG6UUhIiL3sbX2/fhyedxO20tI2868pChWBAWwY47hNzWazceDAAWpq/9SYY+Ls/eiEhJwgJDSf0hJj+8iow3vIC4mgKCDIngNip2ugqFy0Zhkh9bXUeZD74eXhJ+g6CiY3x1osFgYMGMCJEydQVZU+ffqQkZGBoiicOHECf39//P39KSgocEj2dk0lL68/DQ3epPVbi6p6oesaLSt2tSe8qBZdUd0GcSgm2P8lxA5xfNzLAiMWwLoX3G/pGvMT589tfMVI/m6lZRNMd8ynkieW/T2U53b8dU0UEyRPhEAXq2TnmF0/5qGoitugo6KolrwDpcT3c1+IQgjRNSQwEeIMpdXXU7H8a7C5uQGz2aj45lu0mhpUX98OXaOqqsqj4KBpq5LVanW4mfL2Dic5+V6Sk+9F0xpQFFOHtlGZTKbGUsLuPqVUUNUGqquPcDxhDWn/fZWGwkIaiopQAwIwx8e3e12rtZT9B37P8eOfoevNN4wWSyx9+jxAXOwcp1f0Tkoi+aOPKHr1FU6+swRTY2GEWouF7JS+7OvXD6t320/Ta2r2UVW9z216hqYpxMbutwcmZs3G7K0/sr7PIPbEJGJrkdcQWlrEhE3f0j97J/UhkQ7nUetq8KooQbHZ0LzMNASFoZu9iS87CZHBrgcBoCjElzjvdt4UiFx55ZWA8Xdh586dLFmyhPz85h4gffr0cVhV8YzCiRN9iYnNYtCgGeTkvO72FSabh59oK6rRqbw94+6HHR9AVWH7wYlqgrAUGO4i8T3rW2P1QnUMLvpyhNWMcjs8TdPo27ev2+PaKNjmWA2ro3TNKPl7HinJq/J4JaTkeLUEJuK88cc//pGPPvqIvXv34uvry7hx4/jzn/9Mv379emxMEpgIcYbSKircByX2gzVsFRUdDkxsrlZi2r2M8/G4yiVxpk+fPmRmut+GpusqYWG5gI28vHfp2+chvCIj8YqMdPoaq7WMTZuvo7r6MK0/ha+ry2fPnoeprztJUtJd2Gw2srOzKS4uxsvLi+TkZMLDwzFHRxHz2GOsSEggZ+tWdKDK39/lFi9vSylVHvTmU1UdP79Sh8fMmo0JWdsZfWg3+YGhmIqOE1J6nJgTufbsC1NdNSgKirUen7xDeFVXNG7oMfI3LCdysAZHkGLygsjBjZW1nIxB14kpO0loTaXTcWqaRlpaGmAEJV999RXr1q1rEwgeOnTIo740rSmKRm3VjaQETaaq5j0qTTVYneyeUhQTBMejFB11nyuiNUCwk4pPgdFw65fwzg1GqWHVy74qhdYA8SPh+rfB4mKLm639SmrJHCOcYooJcZproigKgYGBpKamun4P7b5YPbUdXKqXEcxc/iz0mXwKJzh7mcyeB8yqqYv6ywhxBlqxYgU//elPGTVqFA0NDfz6179m2rRp7N69G39/z7YDdzYJTIQ4Q6kBAc29VtxRFEyBnpXIbSkgIACLxUJdnftytYGBgXi3s0JwOlJTUwkICKCqqsrFTa2Gn18ZgYFG4qrNVk1F5R5CgjNcnjv74N/aDUocj3ma7dt1tm072SZI69OnD7NmzSI0NJSho0axJ7ttidvWFEUhLDQST1MHnDVe9LY10OfYAfxysto8p9ZUoVRX4Jd3yN6t3biVap4/c9lJgtFgyOCmC7XZ+qVoGkFmL64oOOh21erTTz9l48aNJCcns27dusZTOh5/KkGJCRtj9EzGZm/DlPUbRjS+i5Nh3hxO9KU8qHk1QlFMmM2hhFz4F8jyoKqe6gXpLvKNwpLhnnVGmd/dn0BNKfhHGmVw40e4r0gWngqVbVeaFGAOy1jEdVjxahOcKIqCyWTi2muvPYUVJoygyZOqYgBmP7DWGI0RB10Fo+9su7XtPNCrfyj5WaUeNb2PTwvp8vEIcaZoXSp/0aJFREVFsXnzZiZNmtQjY5LkdyHOUKrFQsBFU9omerdmMhEwZXKHV0sAvLy8GDFihNvtV4qiMGrUqE7vVm0ymbjuuusaqzq1F4BpmEwN9B/wo8N9oq657jfT0FBBfv4HDr0w2qNrCmXlS9tdOTp48CCvvPIKpaWlpKamEhER4fb967rON98c8qjwk64rlBQ7L0/qXXKi3Q/GNW8fLEUFKNZ6pzWsFMBUZfR8mb5rA2FVrSow6TpDqeerUf34xfx59hURV/Lz81m9erXb4zxlooG5fMIl/EiA3jw+BYgosZKxrYyIIiNgVhQvoqJmMmrkJ/gkXAj9LzdWDpxSYPQd4OemcZ+iQJ8LjVWEaxfBZX+BXhmug5KyXNjwHwiIchogxFLI7SyhD0dpvbyRlJTEbbfdRkJCguuxOZM0AcL64va/b9ULfrYdHi+Bx3Jh9vPnZVACMHBCnNtAU1EhYWAYwZFt+zYJcbYpLy93+PLkw0dozvts2Zuqu8mKiRBnsPBbbqHy2+9cH2SzEbZw4SlfY+zYsWzfvp2ampp2t2opikJQUBAjR7rvWXAqEhMTue222/jgw2coOtly1UcnLCyXPn034+vbsrGigq9fktPzVVZW8uOPH5OZOZP6ej8UxUZYWA5x8fsICTnucKyiGtdwthZSVVXF//73P2688UZuuukmnnvuObcrAzk55cSE9MUnJNv1vTM6+fnOt/KYaqraBB7WwBBqY5MIyNruQWFdQ3xpIddu/p7CwBBK/AJRNY0LwoO559prGgNCCzfeeCOlpaW8//775Oa2n1h9KisirlzIepI51u7ttaLrgMKQvbWULHiegJhJeHu3+I/yqpfgnRvh8MrmjuPQuF2pAQbPgam/69TxUlMCn/0Mdi/Fk71UURQzX/mUkqveJc8UD0BMTAzh4Z73rGmXosCsf8Cbs0FXnW9pm/o7CHC+1fF84h9sYdINaaxY3H6fHEUFi6+ZC2/suX31QnSm1h98PP744zzxxBMuX6PrOg899BATJkwgPT29C0fnmgQmQpzB/DIyiP5/v+b4735vrJy0/GS/8fvoxx7Df/ToU75GUFAQt9xyC2+//ba9i7iu6/bqShEREcybN6/dDvCdJTY2ljnXjGPzlt9SVWUkngYEFGE216GqLW+8TISHT8LHEkNtbS0nTxrbuyIiIvDx8aGgoIDXX3+d2toadN0Yr66bKC5OoKioNwkJO0hK3upwbUVxvbyxb98+ysrKqKqq8qjalKIonCyZSrT3Ecx+DW2Ck6qqIPLz+3G8IAVNc/8jWDN70xAUh5cpDR+9N77Hy2jQtrp9ncOYgKiKUuJqKklKSiI1uTd1dXUOf6Zms9khmb0redHAaLaiurjBVxobBoYdPgCJVzo+aQmA+R/D/v8ZqxcF2xs/8r4ARt8OfaacWlfzugrYtgQy34TyPKOs8MArYfC18MGtULgPjxI8FAVUb7jmFUIHTqPTU6mTJ8JNH8MndxsVulQvQAHNaoz5kieMLuynQ9PgyGooPQJePpB0dlfySp8Uj8XXizUfZVFZ4vjpcXxaKJPn9Sc4suOrzkKciY4dO+bQvNVisbh9zb333sv27dtZtWpVVw7NLQlMhDjDhc2bhyU1leJFr1H5ww/2fIGAiRMJu+UW/MecelDSJCIigvvuu4/9+/eza9cuampq8Pf3Z/DgwadYbanjoqMvJzLyv5hMOeTlpnBg/1gaGiyATkhIAXHx+wgPP05E+B18+umnbN++3b4Fy8vLi0GDBrF//35qa2vb7CXXdWP8x44Nxse3gpgYY41E0xRqatzn5hw9etT9G9BsmEuLMJecoGh3LWV+SfSaUEBwUqW9ifzx4305sH9s4wuc3zgrioIlPIoyb18U72SCy9LB2tjlXatxP5YWUlJSyM/Pp6KiApvNxsGDB8nKyuKrr75izJgx9gaJhw8f9rDM7+lLJBcf6t0fqGuw62OY9Mu2z5m8YMAsSJlqHLNnKdSWQubbRpJ334uNHC1PndgDb8yGyqYme7pRtWv1P2D13xsbTXoQlATGwgX3wPCb3G8lOx19LoQHdhjVwY6uNVaKogYYgZT3aX6IsP09+Pa3UHas+THFBANnw4y/nLUrMamjoknJiCJnbwmlJ6oxeanEpYYQEi3bt8S5JSgoyCEwcee+++5j6dKlrFy5kl69nBQN6SYSmAhxFvAfPRr/0aPRqqqwlZejBgZhCujcihmqqtK/f3/69+/fqef1/PoWYmOeZvnXi2loUGneQ69QWhpNaWksaWnRbNr4A3V1dQ430Q0NDWzfvt2D7UY6x46mEx2dbXyoreoU5LvPr7DZbK4/cbI14HdkH2pdc9DQUG3m0NcJmP2t+CfbqApKpKSkaXnd9af5w4YNI/9oKHpBDSFF6YCK0vQaUwhgwl2/j6Z8mPz8fKqqjLK5uq7b50jTNNauXUtVVRVXXXWVB40RO48ZKzYUTJ7c6Ne66FCesxkWX2d0elcatzUpJtj5AUQNhHkfQHC8+2tUF8Prs4xfW4/J00TzJlUnYdi8rg1KmqgmSJtmfHWWtf+Grx5t+7hug92fQu5muP3bszY4UVSFhIFhJAzsuT30QpwpdF3nvvvu4+OPP+aHH34gOTm5p4ckye9CnE1Uf3/MsbGdHpScCWpra1m8eCkNDV60/dFkfL9//3GnuTCe5UAo1NYGUVkZjq4pVFaGcvJkottXRURE0Lt3b6crR7452ah1NSg4hhwK0FBlpnSnD6X5EY2PuA5KxowZQ1paGgVFxfhVJQJKc1ACKIo3Ju9Bbs/TNB/tzZei2IiMOkhav1XUW//J5i2P4utb6vJ8nWkfKfyB+/iEqRQQ4eJI1ViBaM/JLHhjlpH7Ac25Fk2BxMl98NpMY3uWO5lvQnVRx4OQ9ug22Pnh6Z+nJxQfhK8ec/68boOyHFj+m+4bkxCiy/z0pz/lrbfeYvHixQQGBlJQUEBBQQE1NR1bme9MsmIihOgxNTVHOXT4HfLzP+Lo0Whqa0fj7oa7M9TX+1JFKDt3XuS0ZG+TqKgo4hsbONb17ovpUJZDboRaW41XteubX93LjO7j2XaRDRs2sGHDBtBULLWRKO18fuTlOwab9QDotbS7vUhRCIiKAdr2ngkOLmDAwJWYzXVomoKi6JSWHqOs7H0GD05l166RHuW+tO7w3lQG19/fn/LycreBog0T2xnAdgYwh2UMpG1pZNCMLVHt+fEZsNY6DyY0G5Qchq2LXXdwB9j8mvu+KB5TTq8ze0/a9N/GlScXAZpuM5pTTnsK/E8zkV8I0aNeeOEFACZPnuzw+KJFi1h4GkV1TocEJkKIHrNx0zUoVKNjIz9/Qrddt+BQP4qroo1tP25MnTrVvi3qfwn9mZSfR1BttT048Sovxqgh5ZzuZXbxbKtjG2/oTZql3aAEQFED8Q68Hmvlp+haCaCiN5ZbVoAGv0AKgiJpnaocEHiS9MHf2hP+VbUpeDB+DQnNon//GnbvntzuO1JVlaioKC6//HI2btzIrl27aGhowGKxMHz4cEaNGkVtbS2LFi3CZrO5DU40TIDOB1zG3bxFJMUt3qTJKMk7eE7bF9aWGTfHnqxwbHjZfWDSmYGEbmuRp3KGOJkFmxc1FwnoNRoyFrbd5nbgG8/mVLPCsXXQf2aXDFcI0T06u9piZ5DARAjR7YzGh6DrVlCMG6G6Wn+6Y7VEaWigdlshSlIEupfabvUmk6me6KgsBgxSqKh8kr37komLvY4yLzMfj7iQsdk7SD2Rg0nXURtc91QBjE/vO0h3Uy1MNYXhHbQQreEoNusB6iw56F5mrMHhaD5+7W47S07ejKLoLgpW6YRH5BAcUkBFebx9RaSpUpufnx+JiYkcOXKEyZMnc9VVV2Gz2RrLDje75ZZb+PTTTzlxwpMbdGN72waGMpPvjSBPUcE/Am7+1GgO2FrpMePm2C3d2J7UToNJB14+0OBZnX+PZH1j/Jmr7gPfLqXZ4MtHYcNLxlia/h4eWmmsOF30G5jwYPPcNNR6fm6bB8ULhBCigyQwEUJ0u5zcxcAw2m5Dcrf2cJp0HXPJcUwNVvwO76E2NglbQDD2Ml6KQkTYIdL6r0E1adTXK9TX65SWbiA3dzEPqmN42us+fuifwdaEVDKO7CPtZB5eKO28l2YN/sHub45b0dR6GkzVmGy+DjkmLSmKgmpOoME/kNowb5fn8/UtJyTEfaCgKCYmTtAoLBzFgQMHsFqtaJpGVVUVlZWVbNq0CV3XWb58OQMGDOCKK67At1Vzz/j4eO6++27279/PO++84/69orKNgcxgBWpIAoy8FUbc7DyB3OT5ChSql/t573cZ7HjfqGzVGapOGMFJ2vTOOd+pWv5/xooROAbHTdvWvn3SCPyaVpQi0qD0qGerJmF9OnesQgiBJL8LIbqZruscP760zeM+PlWddg1nHdpNlWV4nzR6dagNVvyOHcA/aweW48fwLswlyraJ/oNWoZq0xntZvXHMxo1af9sG7uNv9D6Zx5wtP9C3MBfFL9DoueGEDljDT6H/gwI1/u63GCmo1PrluT3O0+R2XbdRX5/FjBkzuPvuuwkODqa6utr+vKZp9uX/vXv38vrrr1Nf3/bTc0VRCAkJ8eiaAPV4s+ualfDAdpjwgOuqVmF9wM9V0nzTIEzQe7z740bf6UFQoni09Q8wgqFj65u/t9bCwR9gz+eQs4k29ay7QnkerPs3bkscf/c7qG/88x15iwdBiQLRgyHm/OwiL4ToWhKYCCG6labVoLXTiyMiwoNeIW4oikJqaippffvjUxODf3ky/hVJhJkTCCg+jm9OVpu1B9Vah3fJCSxF+SQOOQguFjYURWc4W7gu53NMmoYKaL4B2Cx+Tm//NIsvutlySg3/an3zqbcUobdz9qbHvKIrqLcUt3m+teLiXhzMHk5Dg/vVBptmnDszM5OcnByn+5CNIPO4kazfQnn5do4e/S+lpe8SFpYDeNaYctCgQW6PA4wVk1G306Z7ZZsB2tznlwDEj4CLH28aSXujg74XQfo17q/ZdLxmg4Z6+O738Nc0o0fKu/PglYvhueFGUv7p0mzOg5zMtz07R12F0QMGIHUaxI90H4Bd/H+n1sBSCCHckMBECNGtVNUHpZ0bn9i4fW67sANt8hmgeYWkT5++pIVdQPmGaALL0vCvTcC/JhHTsWR8aqajejnvaeEbWYtveJ3b+05NU4iN3dd8+6oo1CT0NSpvtXO8fjp5BgqUh+ymOuAImuKYU+HlAxOvT8W3b7mHu99UcnMHsW3rpVitzrd9aZrCyZNh6LrO+vXrnR7XRNd1NmzYgKZpVFTsZsOGK9i46SoOZP2RnNznGZT+PWMu+IjIyEMuz5Oe3pfKyp3U1nrYfX78/RAz2MVNtAJDroe0Sz0738SH4JpXje1MLfmGweRHYO67EJPu2bk0q3GexdfBj381kvVbKjlkdG3//o+ena+l8nz49nfwdAr8Ngx+FwlL5sGhHx2PO7kPj/5iqGY4ub/x9yaY974RqDV930RRjZWgq17q3L4pQgjRguSYCCG6laKoRIRfRGWrCrtmcz19+24kK+sCXOWaNHV7bykkJITY2FhyM2vZUHLE/rhDBVg1AO+AOdRXvI9ua7v1ySfEs2ReVdUJ8Ct1eEw3W6hOHoh3UQHm0pMojfv5FbM3DYEhHp3XKQWqA45S7X8Mc30wiu6FrlpJGhTNkCkXk7MsnMOHD3nYtV2hujqI7KzR9B+wyun7yzrQi5ycHIqKijwaYnl5OYWFW9i9ZyGa1jSPzeMxm2voP2AVJlMDBQWp7ZxBp7T0QzZsfBxFgeDgUSQn3U14+IXOL+rtDws+h//9Cna8Z6weNDVZ9PY3uq9PfrRjn+wPnmOsihTsgIp8sAQaKwhejYHcsHlGR3R3pYUtQcbrD/6Ay61UK/5krMQkjvFsfLmb4c2roK6yecuVZoX9X8Lez2HSr+CiXxuPq2bcpD410o1jm/iFwa1fw8HvYfPrUJwNZl8jX2b4zRB4CtsShRDCQxKYCCG6XXz8PA4fbvvJeGzcARRV49DBDBoaLCiKEci4u+kuKSmh7GQVYSXOb/AURUVHxxQykyr9M8xlJ1FtzXkFHWljoeltl1V0LzN10QnURcajNNSjKApXzLmOTz791PMTu6LoWC2lzWPQjByLESNGtNlK5ZpKYWFvkvtsxmJpu6UuN6c/VVVhHDlypJ3XOnfw0JNoWh3tbdtSFGPHUd+UDZw8mUBDg0+bY44dG0JtXSD9+q2mrGwzW7fdSlra4yT0utn5RX2C4KoXYerv4MBXRpf4gCjoN6P9al4uNDQ0kJubi9VqJTg4lsi0dnIo/COMm/8f/uD6ZJc8YVS9chcVqF5GcrongUl1Mbx5jWNQ0qQpP2blXyC8Lwy9AZImwDYPtotpDZDUKg9HVSHlYuNLCCG6kQQmQgg7TdPIzc2luroaPz8/4uPjnXY7Px3BwcOBpsBEpeXNbEzMIaKiDgELUZULUFWVPXv2uC0961PtpEN4CwoKXlogWugAqiJL8c3JxquqHICq434eFc7SdYXS0hjnB6gqurcPXmYz6YMHs2btWgoLCzu1XryiKEREGIFJTEwMKSkpZGW116DQ6RkoLo4nJia78T3raJqJY8fSOXZ0MACm49uY5r0Fvb6SUoLYST9q8G33bOHhVVRX73YzZgCN6JhscnNa55IYk154IpmgwJPExe8DYP/+3xIcNIygIDeJ1gGRzhsxumG1Wlm5ciUbN26ktra5XG5cXByTJ08mLa3V1q4Lf2VEsSufxmFlT1GMlYfpfzAS7r94yP3FtQZjtcMTW9+GulI3ifMKrHzG2MKWfjV8+YiRQ+IsQFJMENobkiZ6NgYhhMfWHckhyNK9uVjldTrB3XrFzieBiRACTdPYsGEDq1evpqKieY9VUFAQ48ePZ/To0U4rXZ2O9EHPk5v7MqVlG+2PBQYOJDHxdqKjLkdRFAoLC1mxYoXbc3lZA52W1W1JR8fcEEiDdzk1vVLwPbwHr7oa6qstlOaHExJTjKI6v/mrrAwh99hAl9dQFIW0tDS8vLyYP38+b731FsePH3c7Nk/puk5GRob9+ylTpnQ4MDl6ZCi1tQGYVBs1tYGcLExE08yEUcIclhG34wSaoqIBJjSms4L1DOcbJqC3SE9UFIWBg8y0DjCdCQ4+3k5g0iwnZ0BjvpGxynUs500GDXy6A+/Nc1arlTfeeKPdBP/8/HwWL17MrFmzHOYaRYEpjxoVrLa8CQWNAVm/mZA4EnqPBWs1HvO0d0jm2x5U89Kh6AAcWG7kgVz5Arw3vzEuafVaxQQmL7jqZUlkF0KcMSQwEeI8p+s6n332GZmZmW2eKy8v53//+x8nTpzg8ssv7/TgJDx8IjExF1FXd5z6+iLM5hB8fOIcjjl61LNqXR0bmWK/GatJHmDcs6kqB45VMixiGV5e9S26ohtKS6M5eDCDqspwt2fXdZ3Ro0cDEBgYyJ133smBAwf47LPPqKo6/bLIycnJREVF2b8PDQ21N0H0VH29HznHBjs8FkIZt7MEC0azQVXX7CGIFxrj2IwfNXzKNEBBVVUCAgJITIzAkz8mI9hw/Yl/XV0g1VUh+AeUous2Tpz4X5cFJitWrHBadazpsc8//5ykpCTCw1v9uQfGQJ/JsH85+GDkeOz+wHiuI6V0g3t5dlxlBwLbxdfBkOtg1j9g7vtGHk5xdmMOjg7oRiL/5c9CfIbb0wkhRHeRqlxCnOd27tzZblDS0ubNm9mzZ0+XjcFiiSYwcGCboATwMKkbGsyV7ZbVbU1BocFc2fiN0lhtyPhRWFcXwNatMygrMxJ8dd3YulVUFM+O7ZdQVemit0YLEydOpHfv3vbvTSYT/fv355577iEkJMTl9rjx48czfPhwl+c/fPgw+/fvt3/v5+dH//797YGj2buahIRdAIwa/TEZIz8lIWEHZnPbnJKWLmYVFuowOZlHBRjObpIUYxteZGQkt956K6Ghg/BktUTXFKqrQtwe12BrTsbWtJpO3QbXxGq1snHjRvfn1m1s+u6zto8fXg2vXWYkyrd2fFdj4Ovmv1hFhYyFng3YpyMbNHSjYeQ7c6HvFLhvMyz8Ai79E1z2NNz5A/xkpQQlQogzjqyYCHGeW79+vdtP2xVFYd26dQwc6HoLU1eIjIz06Lga3wJ8qxJcHqOjYzPVYDWXOT2mrjaQnTum4utbRkhIAToaBfn9MG7LXa/LhISEMGnSJKeBhb+/P7fffjtffPEFe/fubXfO16xZ43ZlStd1Pv74Y0aMGEFdXR1+fn4kJSWxZ88eQkLyGDjoBxTFi+oqMJvrMJvr6J20lV4JO9m96yJ74OUwNqoZyAGnQUkTDZWpIUewzn6M3r17N/7dmYjFO5q6etef6iuqTkFBistjALy9mwMoszmsS7YR5ubmUldX5/Y4HZU9u7YxvWa2UW0rPAWGzYUPbzNyRNqrL603VghzFawpJvALhxELPBtw+jWw6lnPurKDkQdz8DvY8xkMutJIhk+a4NlrhRCih0hgIsR5rLa2lpycHLfH6brO0aNHqa+vx9vbeQ+MrtC7d2/CwsIoLnbdRFDzqqXGPwffql7t5po0raZUBmV7tO+rpiaYmpqOpRFef/31xMbGYrPZKCgowGq1EhQURFhY80pLQEAA119/PUVFRbz99ttt3peu6x6tENTU1DgEMZqm4edXyqD07xv7wTT/eG+6rzeZGkgf/B2bN82ktjbI4XwxnHAblACoaMTbjkJSUovzm0hN/TU7d93v9HW6DgX5qW7mVCMgsBhf38YVLUzExV7rdkxu6bqRy6F6Gc0Zod1u9c5Y8Wos/du4wrbqb81POvu71FTmTfUyfm8v+9ZYw9c/Em7+1HWH+5ZG3gJrngObhgc1gJt9fJdx/KCrPH+NEEL0EAlMhDiPWa1W9we1Or67AxNFUZg+fTrvvPOOy+N0YFtyHZYaGHoQFB10BRR0VF1BVxqoCN6H1VLSZePMzs7mwIEDrF+/3iGXJCEhgQsvvJCUlObVgvXr11NScnpjaR3ExMfvBnR7ed62YwTQGDL0JBvWB6GqzaWYO7Kv11pfR+v+8dHRM7HZati77/+h6w32cem6gqrqFOSnkpU12s2ZVRITd9h/r6rexMfP68DIWqkuho2vwsZXoLLAeKzXKBj9E4KjPK1EpRFMU0EI3fMVCzCCkmHzICgOdn1sNFoMioPh82HwtWAJcPrSkpIStmzZwsmTJzGZTCQlJTF49itYPrkFNB1Pts4B0FAD7y+E8jwY+1PPxy6EED1AAhMhzmO+vr54eXnR0NDg9liz2YyPT9v+E92hX79+XHPNNSxdutQhmGragqYDK1KHsTcuCUXT+D4dhh6uI6LchgbkRJpIKtlNbIXrVZfToes6a9asobq6bUWmnJwc3nrrLa644gpGjBhBbW0tW7Zs6eQSwjaiog+1Sdpve5yGn28md931J7Zs2cqJEycwmUz0jR6CvuYTFDefxttQOFgbRMGKFVx4oWMDxLi4OQQFTeTd9x4gICAPRdGorg6hID+1zQpN6zHpukqfPpsID88BVEyqhaFDX8HXN97jOXBQfBAWzTQCkpZNanI3w0e3Ez3gCmKix3H8eAG6yyU0hQzaySPxiAImb6Nz/ORHPHqFzWbjyy+/ZOPGjfa/34qisHPnTr4ym7lyyusMyn4JDv/o/mQtffWYkawf7bwimhBC9DQJTIQ4h9Xu20fJ24sp/+or9JoavCIjCJkzh5DrrsMrPBwvLy+GDh1KZmamyyRzVVUZPnw4JpPplMeSl5fHxo0byc7ORtd1UlJS2L17N4MGDcLLy/2PosGDB5Oamsq2bds4dOgQNpuNkPBwChP7snT9JvbGJQGgqyrVPrC2f3PPDUXX2J0whrnrl+Pb4PkWno5qLyiB5gpPn332GYmJiRQUFHgUDHaE2VyHqnr2KbpNqyY83I/LLrvM8YmT7xqlZl2sCpjQ2cgwsr7/nr59+9Krl2NVqezsAo4d7Qf082gsqqoQHg69ElYQEJCLt3cEsbHX0it+brvFEDxia4C3rjEqWbXunNn0/Z7PmDygL0uOOw9KFDSCqGQwe09tHLrNaHjYAcuWLWPz5s3Gy+2rTsavVquV97/djNeF8+l3dJ3R9d1TqpexcnT5sx0aT4+qrzJWmgr3guINDAXNBm3W64QQ5wqpyiXEOarknXc4dOVVlH74IVpZGXp9PdbcPAr/+TzZMy6jZsdOAMaOHYuqqk4TjBVFwWQyccEFF5zSOHRd57vvvuPll19m27ZtlJeX27c5ffrpp7zyyisel9D18fFhzJgx3HDDDYROm8kDfnE8cryKrbFJLns86IqK1eTF3tjEU3oPnWnTpk0Ojfw6i6Z1LGhU1XaaJV78OLqXBc3JCoKGwn6SyKY3qqq223G+vLy8g005FQoLVQ7sn0lqyjdMnLCelL6/OPWgBGD//4wVE5fbrnT6Z73EZX2MnA3FYWuU8VgQldzMB3hzikGk6mU0O/RQYWGhPShxTufLFWvROxKUgJGov3dZx17Tk9a/BM+kwqc/hXUvGt8D/HssHHTf10gIcXaSwESIc1DlypUUPPlb42bd1urmTNPQKis5etttNBQVERERwbx58/Dy8moTnCiKgtls5qabbnJI4O6IjRs3snLlysZLt/1E//jx47z99tselwUG+KaonNt2HqbSZrym2uLrUZO4/VE9G5jous7u3bsJCHCeW3CqGhoslJdHoOvuKnpBgH9/TCZL2yejB1I063Uq8AfAhoqGgq0xUNlJGu8xy7iN1zS2b9/Oc889x+rVqzl+/Djff/89GzZs6NCfZdOxVVVVvPHGG+Tn53v8Wqe2v29UvXLHWs3ofvH8lDcYzVaCKceXGmIp5HK+5R7eIBznFdzcGv+A58ntwOa1Kzyoy6BQQgiH8bD/SUueNnPsaaufM3qv1Dd+YKFZjcAKjK15b10Nh1f13PiEEF1GtnIJcQ46+cKLRm8OZzeIjcFJ6fsfEHHXT0hOTuaBBx5gy5YtbN++nerqavz9/Rk6dCjDhg3D39//lMZhs9ncdm3XdZ28vDwOHjzokBzu6vhf7zcqiemAomnonnxCryjUmrs3cb89XVnZLC+3P/0HuL5hUxRITLzd6fM1oQP4N7eRyiFSOYQ3VkoJYisDKSa0zfHFxcUsX76c5cuXd7jJY0u6rmOz2Vi+fDk333zzKZ3DrrLAsyT1xioBkeNuYsaa55hBRz+JbyeMUEzGtcfeC5Mf9fxUh1dTkPkVOu5zahR0ThBBMu4r6jmMNcR1Oe0zQsVx+PYJ5883VTj77AG4d6N0rRfiHCOBiRDnmPqcHGrcNEwEQNMo/cAITMDosTFx4kQmTvS0WpF72dnZHm3TUhSFzMxMjwKT1aWVHKmtx6+uhqE5WYRXlvH5UA/6M+g6vlb3fSu6WlBQkENic2cqLEwiOKSA2NisNjvbdN24h/P17UNMzJUOz5WVlXHo0CF71TUNlX30ZR8dy4843fej6zoHDx6kuLj4lFfoAKM/iKK2zS9pe0HwDYXRd4JqgtX/aPGcB6s+CnDtG7C/FlQzaLXNAdHJ/UaifcIo9+cpPQZvz0HVL3V/LI0BuadVuVq+KuOWDr6mB2S+6XJbJmD82RQdgCNrIGl894xLCNEtJDAR4hzTcOKE58cWFnbhSIwbXk/ouk5paalHx+6qrCG0uoIrtv6IxWoFdPxra6iy+Lj99DT1xDG35w8PD6eoqMijsZyKYcOGsXz58i7pZq4oCnm5/bBYKvH3r271HJhMgYwY/qZ9y15FRQXLli1r0+zRZDJha70FsBsdP37cITDRdR2r1YrZbPas2eKgq2CfB/kUJm9Im2asLl7yhBGgZL4FJ3Yb24gO/mBsIXIWpEx+DDa8DCE3t01Ez/oWsr81ApcBl7sex8b/QEMdieRxiAR0t7usFRLowJY3xWSUKe5AvkuPyd3kYVBoMgI/CUyEOKdIYCLEOUb19zx/QfXz68KR0KEtS54eq2g6M3asxWK1ojaWth2Wc4DVKUOcv0bX8LLZ6J9/1O35Oy0oabrRb7yRVhQFPz8/Bg0axNdff90512g8r6IYOR99+6YwZkw1efkrsVrrsbYoQBYaMp6BA/+Mj08MAJWVlbzyyiuUl5e3CZJ6MigB7MFHQUEB69evZ8eOHTQ0NGAymRg0aBAXXHABcXEukuMHzoav/x9UnXS+pUtRjX4ivi22pwXFwYW/Mn6//yvI32ZU9mrP4DlGzsbRNUZg0ppuMxrpfHALPLADAmOcjzfzLdBtjGAHKxjj/DiMlZJYThBLqw8VvCxGxSq9Ra+VplWj4HijmaOLvilnjA4F7J0f3AshepYEJkKcYyypKZjj4rDm5bk+0GQi8NLpXTqWPn36eLxlqV8/z8rLxhflk1fruBqQnnuQYr9A9sQlo+gautL8ibOiaZh0jRk717ksFdyy2eApa9ovBfb8BXQNNB0/NKaOmYRWW+1x7xhPJCYm0rt3b9LT04mKigKgT58FFBQsZ9MmGykpjxAVOQk/vySH1y1fvrxNUKJiw7j1bTF/XbDlzBVFUYiLi2PHjh189NFH9qALjIBp586dbN++ndmzZzN8+PD2T+JlgXkfwOuXQ11lq+BEMbZgJYyB6U+1//of/gQ//NH1QHd8AF6+bm6kdWPFZcsbzQFPa5oNqo1gOIgqpvIjX3Nhu4cqaJiwMYtv2j4ZnADzP4ZNi2DPZ2CtgqBekLEABl0N3l37IUSniRnitmQ1YDwfM7h7xiSE6DYSmAhxjlFUlbCFCzj+Bzc3VppG6I03dulYAgMDGTRoELt27XJ5c2s2mxk6dKhH56w9lI2O4tAIUAEmHdhGr5JCdvTqS0FwOABetgb6Hz/G4GNZBNe6znXpSFDS9Il+m/fUepuRzYalMBdz2UkUXefb/dsACIqIojQgDM339D/Bvuiii+jdu3erR70oLu4NHGTNai8CArYzZAj07t0bRVGorq5mx44d6LqOGSvD2clothJBKQD5RLKe4eygP9GxCVRXV3u81e50KIpCWloaVVVVfPTRR20620Pzn9Onn35KeHg4iYlOKq3FDoGf/Ahr/glb3wJrjfF4SAKMuQtG3W4EMK3t+cx9UNKkoQZUN01HdQ12fuQ8MFFN4OVjr5g1ji14Y+UbJlCLDyo2dBR0VCIo5iq+artaoigwYgGEJMIljxtfZ6uMBbDyaTcHNSbyJ0/uhgEJIbqTBCZCnINC582jeksmFV9+2fzJfRNVBV0n5skn8ElL6/KxzJgxg7y8PEpKStrcZCqKgqqqzJkzB1/fdvpqtKOmpqbd7uQK0PdkHn1P5lFv8sKmqqTFx5EQF0do2mT8/Pz4+OOPsdlsp70CEBUVxaBBg8jMzKSkuLjd3BalwYrf4b0o1ro2tZusJ0/gd7KQmoQUbAHBpzyOsLCwNjfmBQUFLF68mMrKSoYOHUpWVhYAW7ZsIS4ujhtvvJG8vDw0TcOPahbwAVEUOcxoNIXM5muGspsva2/lvvse4G9/+5vH/WZOhaIoWCwWpk2bxooVK9yu1CiKwpo1a5wHJgChvWHmMzDt91CRb+SUBMYa/wacWf13jL9NnbhKVFfh+vkBs4xGgo0lcUeyg2HsZi99OUkYKjaSyCWBvLZ1wBQT+IbA8Js6b7w9KbgXTHwIfvyrkwMaZ+CyZ1z/OQohzkpnxb/qw4cPc9ttt5GcnIyvry99+/bl8ccfp77ecVvG0aNHmTVrFv7+/kRERHD//fe3OUaI84FiMhH/12eIfuwxzK324vuNGEHCf/5D6HXXdctY/P39uf322xk5cmSbDu8JCQksWLDA421cTedzlwDtbWvA11rP8CFDmDZtGqNGjWLQoEH89Kc/ZfDg09v+0ZQrAlBb4jwfxVJwpN2gpJmOb252YyfrUzN16lSHuSgpKeG1116josLxRrhplaGgoIDXX3+dujqjOtl1fE4ExSg4/megYtz+9SaXCys+Oa0Gm640BaZgBHu33XYbISEh7Ny50+0Klq7r7Nu3z/5eXDL7QFiykWvh6ma2LBdyNtG5uQuqkbviypi7mvt0NPLCRjr7mcw6JrGRRPJQlFZjVxTwCTbyRzrQL8UtXYeczfC/h+GDW+HzB42mht21pe+i38CFjxgNKhXVCL7Uxp8dPkFw3RuQ1rXbUIUQPeOsWDHZu3cvmqbx0ksvkZKSws6dO7njjjuoqqrimWeeAYy9xzNnziQyMpJVq1ZRVFTEggUL0HWdf/7znz38DoToforJRNjN8wm9aR51WVloVVWYo6Iwx7vvk9DZ/Pz8mDlzJpdccgl5eXnU1dWxb98+5s2bh9ls7tC5kpOT2bZtm9vjTCYT/fv3d3gsNDSUsrKy0+63kZOTw+HDh1ErK8A/qM0xirUer4pSl83yFEDXNMxlxVhDI11es2X+S1Oy+xVXXMGAAQMcjvvxxx+pr69H13UCFSMPZwyZVOLNPvpSr3lz8uRJCgsLiaOAJHJdXxedAdYdUJbLuHHjOHr0KAcOHHD5mo5ITU0lNjaW1NRU4uPj7dvMPN1Wp+s6tbW1WCztbMk6FTXFnXMeBxokt58zYtdrJEx7Cr7+NU5Xa3xCoM8UOPwjWKuNlZ+MBUYCf2cGJZWF8O5NcGydEQzomhEcbPovRPaHG9+BsD6dd732KApMeRRG3wFbF0PhXlAai2Pcuxn8Arv2+kKIHnNWBCaXXnopl17aXN+9T58+7Nu3jxdeeMEemHz99dfs3r2bY8eO2au1/PWvf2XhwoU89dRTBAW1vXkQ4nygqGq3bNnyhMViITk5GavVyr59+zr8el3XWbdunUfHDh8+3L6y0eTkyZMcOXKkw9dtzWptLA3rZLXDq9KzMskKEFFxhLjQfLLoTRmO27rMZjNz585l+/btFBUVYTKZ6NOnDyNGjGjT9LKuro7t27fjrVUzk+9I4yhfMo7JrMVCDfWYWcdwvmcse/bs4UL/HGxVCia3qwMK7PoI07j7uOGGG1i7di3r1693WJXp1asXfn5+HDx40OOkfovFwpw5c8jNzWXNmjXk5uaiKIo9QPE0cOy0oASM/idd4cenjZvrvlOMMsa1ZRAYB0NvMD75V00w7l4oOwbrX2z/HLXlkLUcblsO0QO7Zpx1lUbBgJONwWfTKk5T+d6iA/DfGfCTlRAY3TVjaMk/Asbfb/zeaoVly4zVLyHEOeusCEzaU1ZW5lDnfu3ataSnpzuUkJw+fTp1dXVs3ryZKVOmtHueuro6h60A5eXlgHHjYb/5OAM0jeVMGtO5SOa5e3R0nktKSsjMzGT//v2UlJTYt/+4kp6e3ub8+fn5Hr3WU6pqQleUNtuDVFVB9fJsJShYLWe6upHprCab3nzJZCowkuJHjhxJXFwcvXr1avO61u/t5MmTeGl1zFeXEkExNtW4YbepFqzoKMAFbCeQWj4vnkqvxGAaanzQ3AQmumpGqSwybgyBMWPGMGrUKAoLC6mvrycwMJCQkBDA+Hl69OhRVq5cyQk3/XTGjRvHJ598wt69ex1WhCorK+2rQq4oikLv3r0xmUyd9+/VNxISxkHeVs96aUSkYU27HKrAanJT9Wr/cuOrqYSvshv2fQXhqXD9W0bVrC2LXSfT23T4/Odw89IOvS2PbX4Lio6AYja+2lNTAaufh4v/r2vG4IT8bO56Z9scny3jFB2j6N1ZB7KTZGdnM2LECP76179y++23A3DnnXdy+PDhNv0BLBYLr732Gjc6qT70xBNP8OSTT7Z5fPHixW0+bRVCCCGEED2vurqauXPnUlZWdkbtiikvLyc4OJiyRwIJsnjQELYzr12nE/ynijNuTjqiR1dMnAUFLW3cuJGRI0fav8/Ly+PSSy/l2muvtQclTdr7hE3XdZefvD366KM89NBD9u/Ly8tJSEhg2rRpZ9QfqtVqZfny5UydOrXDe/KF52Seu4en87x9+3a++OILt+ez1NWRePgIAZWV6KrCychI8mJj0UwmMjIyuOSSS1BVlYqKCv71r3+53SakqiqDBw/mkksuYf/+/Xz22WdOj/UqLUT38jaqazX1MdE0ArJ3epTYfnXCLuL9jK1fu0jjMy4GcOj+3bSiMGPGDIYNG9bueWz1tVj/mo4PRtlZq+rD8sHPMXXH/Zi12ubjUDjuk0rc1b+HxR4WQLhzJYR3LK9A0zSys7PZsmULhYWFqKpKUlISI0aMwNfXl3//+98dOl9rkydPZuzYsWBrgOX/B5lvGFuitBbNBcHozn7BXc0v1HUo3Gc0TrQEGn0zTK3+K1z9HKz8S/PqRmuBsXDVSxCdjnXfVyw/Ymozzx2jGCsnRfs9OFSFi5+AUbee4rWcaKiHpzvwZ3zXKghN6twxuCA/m7ve2TbHTTtcxLmlRwOTe++9lxtuuMHlMUlJSfbf5+XlMWXKFMaOHcvLL7/scFxMTAzr1693eKykpASr1Up0tPO9sBaLpd09ymaz+Yz8h3mmjutcI/PcPVzNs6Zp/PDDD64ToXWd9B07GbBnD4quG9uqgNQ9e6m1WFg39gI2ahr+/v5MnjyZsLAw0tLS2Lt3r8vgRNM0Ro8ejb+/v70Hi7Pj64PC8SoqwFxSiDUsyt6bpDYwFEtRvtNrKOjE+pbT23IcRYM8oviUKejoGNknze+7aQ6++OILoqOjSUxMpKysjE2bNpGZmUl1dTVmLxODtJGMZisxnLS/1qzVOtwwm4GE2r2ofSdBRB84uc95AKWYoO9FEON51bSWBg4cyMCBbfMhVqxY4XJO3TGZTIwZM8b4u7P817D5PxjNDNs5+Nv/BxXHIGE0nNgDe7+Awj3Nz/tHGYHLuJ81ByiTfw4Jw2HtvyHrG+Pcimo09Bv9Exg2F/Z/Cf8cDLVVMPTlNvPcMQqUHgBPXq+YgHro7J9PKp5dv4nZ3Plj8Oiy8rO5q50tc3w2jFF0XI8GJhEREURERHh0bG5uLlOmTCEjI4NFixa12Sc+duxYnnrqKfLz84mNjQWMhHiLxUJGRkanj10I0bUOHjzYpuxta0O3bqPfvn326ldKixtd77o6Jq1YyQ+TJ7Nq1SouuOACfHx8mDZtGocPH6a2ttbpjXFYWBg//PADUVFRHD9+3O0NdEN4DDZrPebSk6iFeZjN3owYPxFrTRU7vvsaRTWhN978K+joKET6VHJlr932FihrGdH4nPMcGFVVWbNmDZqmsXjxYqxWq31sdfUaWxnEFtKZxTcMIcvpeRQ0Y2XnhsXw30uhqrBtp23FBOF9jZWBTlZaWnpaldFsNhsHDx5kQIwfbHgZt+V9N7xkfLWn6gR8+zvI2QjXvdUcnPS9yPiqr4b6KqMsr1djZagDy2HJXGP1Re2M5HsdrLU0RgduDrVBRBcUszCZIXownNjlPr/GP9LoKi+EEJ3srEh+z8vLY/LkySQmJvLMM89QWNjc9TYmJgaAadOmMXDgQObPn8/TTz9NcXExv/jFL7jjjjvOqC1ZQgjPFBe7Lt0aUFFBfxeVvVSMrZwjtmzhq6hIdu3aRUZGBqGhodx+++189NFH9kpQiqI4rMwUFxdTXFzM/v37Pb551s3e1EcaxTcunjmTUaNGATD44uls/eoLjuzYilZRSLi5kqFheaQGFmFSjHPbUNlFGhoml9fQNI29e/eSnZ1NQ0ND267ojUHNZ1xCEO1/+q2joISnGN+EJRsVltY8B1teb24E6BcBo26DsT81bsg7WWd80llXVweZHzVutzr1XjAGHfZ9aQQ5Y++hoaGB48ePY7VaCQ0NJTi4RTlnTYPPftbY06MTUzRNXmDzIJk3MAZSLum867Y05iew9F7XxygqjLyt7fY3IYToBGfFT5avv/6arKwssrKy2lSnafqP2WQy8cUXX3DPPfcwfvx4fH19mTt3rr2csBDi7NK6GWNrfbOy0RQF1VV3cCCkrIyIkhJKSkrsj4eHh3PHHXeQn59PVlYW+fn57N69u83rT+UT/fT0dIdV2tiUflQrXhz18uei/BdJ5VCbEr11mN0GJS21F5S0pKCzhhGEtPscRn+IJoHRMP0po6ldea5x4xncy/gEvYukpqayYcOG0zpHQEAAHDhA5wUHOvVrX+LHqjQ2bd5MTU2N/Zk+ffrYPxwj+ztjnjqTYjJ6nfhHwvZ3Xa9YTP2dkUvTFYZcD9uWwNE17Y9BMUF4ihGwCiFEFzgrApOFCxeycOFCt8clJiby+eefd/2AhBBdrk8f14m4YcXFLoOSJjoQUlzcbqATGxtLdHQ0zz777KkO085sNnPxxRczevRoh62mO3fu5IMPPkBRFDYxhN7kUoc3ftTgjdEnwhsrCprLbVwO78nN+9ZROUJC28BENUFYXxjaTpVCs4+xdasb9O3bl5CQEMrKyk4p+PPz8yM5ORm2mcFlG0vP1ePF6+UXkLd6VZsG54cOHeLw4cNce+21DDiRaTQe1Dzr1+IR3Qaj7zQaKAJse8fxGopqfM34CwzxsGDBqfDyhnnvG53ed7zXeG2TEaToNmOl5qoXje7rQgjRBc6KwEQIcf4JCQkhLS2NAwcOtHvzqnfgflTXISUlpd3nsrKy3OayuKIoCgEBAdx5550EBjp2pK6qquLjjz9uHINOFkn8mXsAUNEYwAHGs4k4TtCfLPaRYt+O1ZlsGI0U9ahBKPPeB29/9y/qQqqqct1117Fo0SK3qz/tmTBhAiaTCZLGN99An6ZvmEAe0W2CEsCeqP/BBx/wqwsUOrGlo2HYTZA6zcj7uepFGHe/sbXuxG5Qzcb7HH4zBES6P9fp8vaDq1+CSx6HXR9D5QnwDYEBV3Rb4CqEOH9JYCKE8Ji78tudbebMmbzyyitUVla2uXktDg8nsvCk21UTBVDSUomPj2/3+RMnTniciG0ymbDZmvMZFEWhf//+zJw5E38fHyq+/ZbKlT+i19Zijo9nf69eDse3/HRfQ2UPKewmlWtYxgVksofOT2o+TC+qMLONgcy99UXM3t5GLkN1EXhZwDe006/pibi4OO644w6WL1/OgQMHHJ5rPc+A/c9o5MiRRplggMHXwlePGQnqp7Glqw4zW0h3u2KlaRoHKoNIP+3VEgXQwRIE4+6Dib+Alv+uogfCjD+f5jVOU1CcbNkSQnQ7CUyEEC41lJRQ+u57lLz7Lg0FBShmM/6TJhJ203z8LxjTpdcODg7mjjvu4Msvv2yTA5Ldty/99+x1+XoNKAsJYdrddzsNqDrSCb5Pnz70iQhl38rvKD16CHSduqoiDlWUYnljMbYTJ8DLi6aP3UNtNkYnJbFp1Eg0U9u8ACOvROdDLiOdfXhhpYHOze14h9loaHh7e+NVlQffvgCZbxqVpsCoxHTBXcb2rq7KXXAiKiqKefPmUVpayvHjxwFje52Xlxdbtmxh48aNlJWVoaoqffr0YcyYMaSkpDT/WXr7w5UvwHsLsN/sn4JDJHg077qus+a4D+lBcVCef4rXU6D/ZUY+R+o0MPuewjmEEOLcJIGJEMKpugMHOLLwFmwlJUY1IkCvr6fy+x+o/OZbwu+4nciHHurSVZSgoCCuvfZa/vvf/5KTk2Nf2agKCGD3wIEMaidpHYygRFdVNo/MoFet8/4MiYmJHq2WKIAtew9rlm5FUVX0xvmo3bcX5bNvaNB1Yz2kocHhNUmHD+PVYGXN+PGOn4q3OEpHYQcD3I7hVCmKwoWpQSgvTgRrlWPfkhO74NOfGlWprn2tR6othYSEEBIS4vDYhAkTmDBhApqmuQ4eB86Gue/Blw9D8UHnTRFdqO9AMFhnbYCZz8I7N3Bq+S06HF0PPqGw+TVj1aT/TON9eHX6JjEhhDirdP5mZiHEOUGrquLILbdiKy21ByV2jdtsiv7zCqXvvd/lYzl27BjHjh1rE0DsHJzO9iGDaTAZda5sioLWePNf4+fHD5MnUxwZSW6u8ypK8fHxREdHuw2uvIsKKNy1FcAelAD0zz2J0hSUtEMBEnJyiTpxwt3b7DI+qo2x2c8YqyStmyk23cTv/RxW9PD2oXZ4tKKVNg3u2wILv4BL/wRTfg1mv8ZmhG4oJoKUGvfHYQR4wcHB0O9SuP4tI/fCPtAOBHTVJ40E9+zvYM9S+OgO+NtAOLbR83MIIcQ5SAITIUS7yj7/AtvJk/YgxJmil15yuFHvClu3bm3/BlVR2DNwIEtnX8HmkRlkp6awr18/Vk6ayOezLudklPtkYUVRuOKKKzCZTM6DE03Dt7SwzcO+9VYiKmvc/iDVFIWUA84bHnYlLy8vbhkZgFpb4qbfhw7rXwSrZzfpZxxFgaQJRi+OC38FCz5vrB6l0Lyy0firooIlEEISYdy9JN631Ag43NB1neHDhxvfDLgcfr4PZv/L+H7wtR0bb9OfRVNgWFMCb1wBJ1xvTxRCiHOZBCZCiHaVffyRk61Hjqx5edRs3dqlYyktLXVogNhmDN7eZKekkDliBNuHDSU/Ls4+dl3XiY6Odnn++Ph4brnlFiIiIgAjWGkKhPz9/Rk3sB+2+ro2rwusqfdoM4+q64S26KPS7jEdyHVpzWKxcMMNN5CRkYGPjw+KouDvb1TeuuOOO4gqWIFH247qyuHgilMexxmlVwb8bDtc9jT0Ggmhycavlz0DDx+BR3PggR0w9beoYclceOGFLk+nqiphYWEMGNBiy52XxdiCBUYp38DYUx+vboOGujNy1UoIIbqL5JgIIdplPVFIu7VT29Fwou1qQmfy9vY+5deGhoYaPS/ciI+P55577iEnJ4cjR46gaRqRkZGkpaWx7esvPK7cdarGjDEKCaxdu7ZDr1MUhTFjxtC/f3/69+/PrFmzALBarSxbtszI3aguxONE7ZriDl3/jOYTZDSTbNlQ0okRI0ZQXl7ODz/8gKqqbQLhoKAg5s+f77zxp6LAwCth/QunPl7dBns+haoi8A8/9fMIIcRZSgITIUS7TIEBeFoU1RQU6P6g05CWlsbevae2xeWyyy5z2KLV0NBAcXExmqYRGhqKxdKccKwoCgkJCSQkJDicw9vHt92gpMzPgo77tQhNUTjZuBrTHkVRyMjI4LXXXvPkLdmpqkpAQIA9qHHKPxIK9+NRcOJ3/t4QT548mdTUVDZu3Mj+/ftpaGggNDSUkSNHMmTIEIe/K20c22D0/Thdms1I4pfARAhxHpLARAjRrqAZMyg8kNU28b0VNSgI34yMLh1Leno6X331FXV1bbdT2dkDB93IIbDZwGRiy5YteHt7Ex0dzerVq9m0aRM1NUYehclkYsiQIUyaNInQUOf9PJKHj3SoxNWkzuzF8SA/osqrXe6LVXWdrNT2GzwC9O7dG39/fyorK12cpa2IiAjmzp1r37bl1JDr0Q+vcr+Zy+RtVIs6j8XHxzvtedNGTSl8/zQwGt66GjTn1d86pKEG1r0A+duNlZi44UZ5Yem4LoQ4x0lgIoRoV8icOZx84UX0+nrnW7oUhdB5c1FdfZLcCby9vbn++ut56803jS02rXNfdB00G6bKMlRdw1RdiVJXQ03yQPbt28eePXvw9/enurraYeXDZrOxdetWdu3aRd++fSkoKMBmsxEVFcWoUaNITU1FVVX8Q0LpN3Yi+9b+2CY42RsXQXhlDmjt92zXgYN9kikKb/8TcEVRCAoK6nDJ5euvv57+/ft79LqyxGl4KX746jWoTlZNdEDRGuC/U6H3OLj2je7pNN7uYHQoywFbPQTG9Hin+nZVF8Or06A0D4aM7rzzelngzatBazACbICti+Hr3xhNFzMWdN61hBDiDCOBiRCiXV4REcT/4+/k3HufcaPYujqXouA/fjyRd9/dLePp06cPN8y5hncXvYotoEUFJU3Dq6wIS2Euqs3YfKYD1tCoxqeNQKKqqqrd8+q6Tn19PXv27LE/VlFRQVZWFomJicydOxcfHx8uvvVuTh49TFHuMYfgpNpiZm2/BIYfLiCwpg5MJlAUdJsNTVHYn5bGjiGDXRYSiImJwWKxEBYWRnGx+xyPkJAQj4MSgGXLv6dcv5qbeR8L9e0GJwo0V4g6uh4WzYA7vuu6T+mtNbDzI9j6NpTnGaV3B1xhjCHzTSg5bBxn8jZWCyY8COF9u2Ys7Sk+BLmbja1V0YMgJt3x+S9+3tg3pTMbYipGAnyTllXUGmrgs/uNJpjDb3J+ioY6Y0vZhv9A4V7j+N7jjTybPlM8KmghhBA9RQITIYRTgZMnk7RkCUUvvUTFt9/at3WZ4+IInT+fsJvmoZg7t1O5K2mD0kmPCiV7x3ZsZm/QdUy11SitenMogDX01D/tb1pVOXbsGO+99x7z58/HJyCAG377NOs/eY/t3/yPusZAR1FVYideSNLfbyCguJTKlSvRa+swxcby5pHDlLkpt6woCsOGDbMnsf/vf/9zO77Ro0d7HJSUl5ezb98+IJIXmM8FZDKKrZhxMS7dBsXZsHkRjP+ZR9fpkJMH4I3ZUJ6LvWN7CZCX2fZYW73R82PXRzD/E0joxNWJ9hTuhy8fMXqMtAzg4kbA9D9A77FG1/fdnxrz1FmBiWLyrDHkl49B+hww+7R9rrrYWG3Jz3RsNLn/K9i3DIbOhdnPG8GKEEKcgSQwEUK45Js+iF7/fI6GkhIajh9HsVjw7t0b5TTK256OKQvuJO+xB6mrrnTaP6UuPBbN4nva19J1nYMHD5KTk0NCQgIWPz8mzV3IuDlzKco5iq2hgZCYWPyCGldweoNfU58L4JIdO/jwww9dXuOiiy7Cz88PMCpD7dixg9zc3HaT7RVFISYmhpEjR3r8Ho4dO2b/fTmBLGcCQ9iNGTf9SnQN1r8E4+7v3E/Zy/LgPxcZpYmNC7l/jdYAVh0WXwcP7ARLQOeNp6UTe+DVqVBf3XZc+Vvh9cuNLvMV+W56wrhh8gFbrREgNP0djhoAx3e6f21dGez+BIbe4Pi4rsO7N0HB9sbvW/zbaBrrtncgKA4u/s2pj10IIbqQ9DERQnjEKzQUn/79sSQn91hQAhASHcPc3z9DbEo/wLhZt6e9qyZqo3pRHxnXaddTVZXMTMdP8r28vYnuk0JcWv/moKQdgwcP5qqrrrKXO1ZV1d6vxGQyMXXqVMaPH28/3mw2M3/+fAYNGmR/b6qq2ldHBgwYwIIFCzpUPtnWasXGnxoC3AUlTcpzobbM42u5VVUE/5ncIijpAN1mNCHc8X7njcfh/Dp8dKcRlLQXdOiaEUR8cBtUl5xesHb7N3DVy3DRb4w+Kw/uNBLcPeker5qhYEfbx3M2wpHV7ptorv0X1FWc8tCFEKIryYqJEOKsExobz42/e5rCI4c4vG0L3yxfjs3LTENgKHRy0KRpGiVumiO6MnToUAYMGMCOHTvIycmxN3wcNmwYvr5tV3UsFgtz5sxh6tSp7N69m6qqKvz8/Bg4cKDRk6SDwsLCHL7XPWoJ2UJnrZboOrw7DyqPn8ZJFGNL18hbOmdMLeVuaV5tcEqD2hIoz/G4x0+7zH4w9HrHx5QO/L1t789k62IjsNHcFPluqIU9n8GwuZ5fTwghuokEJkKIs1Zk72Qieydz1Aq7du1yW9r4VJlPM4/G29ubjIwMMjpQVjk4OJixY8ee1nXBKH8bHh5OUVERANX4Uk4AgVS6CVEUCO0Nlk5Kfs/ZBEc71jyyLd3Io+gK2d815nm42aKlmIwx+ASf+mrS0TUQ0SqRPz4Dtrzu/rWaFXqNavt4ea77oASM7WPleZ6NUwghupls5RLiHKLV11P22Wccvmk+ByZdSNbUaRT84Q/UHTzU00PrUhdccEGbTt2dKS0trcvO3dnq6+vZsmULy5YtA2Djxo1MmjTJ/ryOwgaGerZyMvonnbdisn2JZ1uVXFFUo3xwV7DVebZqodugthQm/vzUrqOoUH2y7eOD53hQFlkxmmX2u6ztU5ZAI2hyR9fAu4tydIQQ4jRJYCLEOcJ6/DiHrrqavF/+ipotW2g4cQLrsWOUvL2YgzNnUvzGGz09xC4THx/PFVdcAdDhfiDueHt7M3jw4E49Z1fZsWMHzzzzDEuXLmXHDiMP4dtvv2Xp0qUMGjQIRVFQFIUNDKOQMDRnwYligtghkLGw8wZXUWCU3j0dugZDb+z460qOwDdPwIsT4flRsGQeHPjGcYUtrI+xGuGJQysg7VIwn0KBBV0Dn5C2j3v7w8xnXbyw8c9q1j/A1M4KXr/LPEvI13VIm+7JSIUQottJYCLEOUC3Wjl6223UHz5sPNDyhstmA13n+B/+SHnjp+jnohEjRnDrrbe2yalwxdvbG4uT5pBNiedz5sxxesyZZNeuXXz44YfU19cDOKwg2Ww2du3axYQJE7jooouI7Z3KVzH3cyLQCLh0xWQkVTd94p46DW5eCt5+nTdAn+CO5VG0ppggKB4GzOrY6zb8B54bBqufM3JITu43Sue+fQ38Pd0IUHQdBs42cj88YWuA928B8yk2fjziZEvb0OvhmlfBt/HvsGo2vsBYKblhMfSf2f5rB1xhHONq1UQxQepUCEs+tXELIUQXkxwTIc4BFd98Q31WtuuDFIXC5/5J4IwZnb6qcKZITEwkPT2dH3/80e3WLkVR6N+/P1OnTmX58uXs3LnT4TUJCQlccsklJCYmdvWwT5vNZrNv3XJl9erV/PznP2fixImNjzwAJw+g7PrYyJvwD4dBV3dNI8MBs4xmiqdCUcE/wuhj4tWBIHHHB7DsF20fbyqlW55rBCiRA+G61+DCXxkrK+7oNjixy+htcnyf5+Oxj+tduOAuiB/R9rnBc4wgY+/njcn4inFc2gwwufgv28sbblwCr88ymiy2Xj1RTBCSALP/3fHxCiFEN5HARIhzQMn7HxjVqFzdjOs69YcPU7t9O75Dh3bf4LpZYmKiR/kmuq6TmJhIYGAgV199NdOnTyc3NxdN04iIiCAiIqIbRts59u/f77SzfUu6rrN161aHEsVEpBo35F0tdRqEJEJZrustR/5REJ7SmCivQ0A0jLodRt5qBCee0jT49reeHVu4F16dBnd8D7s+MXqWuKN6QXAvKNjt+ZhavnbTf9sPTMAIMtKvNr46otdI4z388CfYs7R5nr39Yfh8uPBh8PN8RVEIcW5buXIlTz/9NJs3byY/P5+PP/6YK6+8skfHJIGJEOcAa06OxxWprLm553RgkpycTEhICGVlZe02KWxiNpsdckf8/f3PqiT3lvLz81FV1aOALD8/3/7748ePs2fPHmprawkICCA9Pf2UShJ7RDXBje/CohlQX9E230RRITQJbvvGWLnRbEaVqY6skLR0dA2UHvHwYM3o7fHN4xCTbvQJcZuvoRiJ+OGpHR+b1gA5Gzr+Ok9E9TdWfyoLoTjbCIKiBniQWC+EON9UVVUxdOhQbrnlFq655pqeHg4ggYkQ5wTVx8fjYxWf0++IfiZTVZUrr7ySNxqT/Z0FJ7NmzeqW3BGr1crOnTvJysqivr6e0NBQhg0bRlxc5zWB7MjWPEVRqKio4IMPPuDIkSP2hHhd1/nmm29IT0/niiuu6FATR49FD4SfrIRVfzO6kDfUGY/7hBi9ScY/YCSUlxw2bqgDT2OOijtYiU63wd4v4IJ7PDtea4CdH0FtJfTq+PC6XECk8SWEEE7MmDGDGTNm9PQwHEhgIsQ5IODii6jLynK7aqJYLPiNGtlNo+o5SUlJLFiwgKVLl1JUVGS/+dY0jcDAQGbMmMHAgQO7fBwHDx7kvffeo7a21n7zr6oqGzZsIDU1tdMS6+Pj4z3evhYZGcmrr75KeXm5/bGWwduuXbuoqKjg5ptvxmTyoPxsR4X2NipLTfu9US1LNRkVsaqLYcVfjF4e9ZXGsUFxMPpOo2xxRxPxvTwP1u10G0T2a85BcX2wUfZXPYXrqCaIP/f/HQohekbTz/cmFovlrCjiAhKYCHFOCL3uOope/o/rg0wmgq++ClNgYPcMqof17t2be++9lyNHjjh0XE9JSUHt5O7w7cnJyeHtt9+2BwxNN/9N32dlZbFkyRLmz59/2uNJSUkhKCiozX9GrZlMJqqqqlxuc9N1nSNHjrBjxw6GDRt2WuNyyRJobJsCOHkA/nsp1JQ4bqEqzzPyRHZ9CguWgk8Hmj0mT/SsYWJrAVEw9AbY/q6HAcop0GxG3owQQnSBhIQEh+8ff/xxnnjiiZ4ZTAdJuWAhzgHm2Fhif/97oxlee9t6VBVL375E/fwUm8KdpRRFISkpiQkTJjBx4kTS0tK6JSgB+Oabb9A0zWUAcOjQIbKz3VRT84CqqsyaNcvtlq5p06axdetWl7k3YMzb+vXrT3tcHtFs8Pa1bYOSJrpmVKf6/MGOnTcwxqgE5knTQTsFogbC5X83+pSAsbrRqRQYdpPzxHchhDhNx44do6yszP716KOP9vSQPCaBiRDniJCrriThpRfxabVFSfHxIXTuXHovfhtTgHR87g5FRUUcPnzYowBg48aNnXLN1NRUbrzxRgIa/4xbBmAWi4VZs2bRp08f6urq3J5L13UKCgrcjr9THFgOJYdcr2zoNtj1EZTnOz+mPTP+AkGxnvVPUUyNlcMSwOwD178NN30EqdONymB+4R27dutzK6rx6wV3G1vZhBCiiwQFBTl8nS3buEC2cglxTgmYNImASZOo3b8fa04uqo8F36FDUf2lIk93Kiws9Oi4pgCgs6SlpfHggw+yf/9+jh07Rk1NDZdffjmDk6Iwb3+bhiUf8jPyKSOQTAaxi340uPhvQNf1ru95s/sT46bd3bYpXTd6e4y+w/NzB0bD7d/BV4/Bzg8BJ4GWYjKqf13yRPNjqgopFxtfAJlvwac/9fzaTbx8jG71oUnGr4HRHT+HEEKcJyQwEeIc5JOWhs9ZWvr2XNCR7WKdvbXMZDIxYMAAUlJSWLZsGYPNxzD/azpoDXjpGqFAMBUkkcsU1vEG11BMSJvzREZGds+2t9KjnuVyqCaoKe34+QOjYc6rRtDx8V1wZBWgNm971BqMbV/Xv2lUDXPmVLrWKyYjeX/a7zr+WiGE6GKVlZVkZWXZvz906BBbt24lLCysx5oLS2AihBCdLD4+3qO+Iqqqkpyc3LWD+eRusFlpuVqgNv4+kAoW8D7/5mbqcFzqHzNmTOeNQdchZxMcWQ2aFSL7GzkctnrI2+LZOTSb0d/kVIUkwC1fGKWIt75jBERmX2P7VupU97kkvUZ17HqKCiZvSXIXQpyxNm3axJQpU+zfP/TQQwAsWLCA1157rUfGJIGJEEJ0Mn9/fwYNGsSuXbtcBieapjFqVAdveE9J+1uYTOgEUclQdrOB4YCR9xITE8OQIUM659J5mfDJT+HErsZci8ZVCr8ISJsO1hrPzqOYYMDs0x9PaBJMOYVE0IhU6D3B6EjvttKXCiYLzF1ilEcWQogz0OTJk7snl7ADJDARQoguMHXqVA4dOkR1dbXT4GTs2LGd2mjRQVOiuJubaB0YyQ42qRlomkbfvn255pprMJvNpz+GvK3w3xnGykjTWJr+D6w+CVvfBhSc5n60lDbt9FZMOsNlT8Mrl0BDrfN59fI18mBG3S5BiRDnsfTaV1H1DvZfOk1aXTVwXbdes7NJYCKEEF0gKCiI22+/nU8++YTDhw87NHn09vZm0qRJjB8/vusGUJ7j0WEqEKZUMHbsWIYMGUJ0dCcmZy+9zwhKXAZHHn5aN+jqThmSS4X74dAKY8xhfSDlEjC1CNCiB8KtX8JHd0DhXqM7vdr4vNkPJj4G4+9vv2S3EEIItyQwEUKILhISEsLChQspLCwkKysLq9VKSEgI/fv3x9vbu2sv7uV5eUgvH3+mTp3audfP3WL0H+ksfmGdd67Wig8ZQdThH4HGpHhdA/9IuPhxGDG/+djYIXDPOji2Hg7+AA0NUAXcvxX8g7tujEIIcR6QwEQIIbpYZGQkkZGR3XzRAYAHqyaqV3Mzwc50dJ1nZYA9YQmG3l20ulRyGF65uEXFL91I1geoKoSl90JtKYy7r/k1igKJFxhfVissWwbe3btlQwghzkXSYFEIIc5FTVuQ3JW51Ro61hvEU7oNI3/kNCmqMT6zz+mfqz3/e9gISlxtN1v+Gyg50jXXF0IIYSeBiRBCnMt6jXQdnEz5NcRndP51owZ4UL0KjJ4ijV3R21Ag+UK48OHOHp2h9Cjs/8qzKlubF3XNGIQQQtjJVi4hepiuaVStXUvlihXoNbWY42IJnj0bc1dVaxLnl+sXw6o/w6ZFUF/Z/HhoknHDP2xu511L0+Dgd7B3GdSVg3eA4zXbfxFc9xZsexf2fdG89Su4F4y5y/gyeVAhrOna+78GazWEJMLQG4xfnTm6Do+S73UbHFzh+piaEig4YnSMj+wP3v7uzyuEEMKBBCZC9KDaffvIue9+rEePglfjP0dNo/C5fxJ89VXEPP44alcnSYtzm9kHpv0eJj8GR9dAXSUExRkNAztaPaqmBLYuhj1LobbcCB6GzYP+M6EoC5bMheKDRt6KruP+pl+BkbfBgFnGV1URlOcajQ/D+ho3+Z7I3w7vzTfyRdTGf0e6Dt//wQi8Ln+2bTGAhjo4ssbz995U8ri14kPGr88Nh4bGIMzsB8Pnw4W/Av8Iz68hhBDnOQlMhOghdYcOcWTeTWg1jQ3mGhocni/76GNspWX0+udzKJ7eoAnhjLefUf72VGV9A+/Ob2yI2BhwFO6DA19DSG8jaKmvMh7XGto/R1MyvGIyfh11O1z6p+bn/cM73qukcD8smtHcqLH1tbe9Y+SQ3PB2cyB2fDe8dQ1U5Hl2DdULoge1fTx/O7xxNfT/q+N1rdWw8RXYtwxuWw5BsR17T0IIcZ6SwESIHlL47LNGUGJzsr9d16n89luq1qwlYEIX9rsQwp3cLbD4BtBsOKyCNOVmlB7Foy1RccMhIAYi02DEzUavkI5oqIM9nxnBUH2VsU2rYIcRlDjLE9E1Y4vYwe+h70VQngevzYTaMs+vqzVAxi2Oj9ka4J0boL7ayXVtxrU+/gksWOr5tYQQ4jwmgYkQPcB64gQV33xr7It3xWSiZPHbEpiInrXiL425H87+vnoQlCgmY+XhxsWnNoYja+Ddm6C6qHnFRVE9S7BXTLDhFSMwWfeCEZR4lJiPcY3UaUZp4JYOfGVsO1NdVAvTbUbDxsL9RjAmhBDCJdkfIkQPqNt/wH1QAmCzUbNjZ9cPSAhnKo7D/i89v5F3RrcZqxunIn8bvHmlsV2s6Vzono9Jt0HeZmOVY/NrHXsv/WbAnEVt83H2LmvOZ3FFMRlbuoQQQrglgYkQQgjnSo/g0YqIJ9z1VHHmmyeNoOK0mjUqRmBTV96xl9VWQHF228frKxq3trm7rOpBZTIhhBAggYkQPcKnfz/PKg6ZTPgOHdL1AxLCmdbVrE6VYjIqgXVUyRHI/u70VmxUE/Qa7VnZ4daOrIZXpkLuZsfHA2ON87qjNRjHCiGEcEsCEyF6gFdEBIHTp4HJzY2NzUbY3E7sM9FJ6o8d4/jTT5N96QwOXDiZw/NuouzTT9Hq6np6aKKzRQ4A37DTP49u63iH+cOr4f0FnPaKjWaD0beDTzBEDaJD//XpNqNU8PsLHbdfDr3RefWxlkxmGHRVR0cshBDnJQlMhOghUQ8+iOrv7zw4URQCL70Uv7Fju3dgbpS89x7Z0y+l+LXXqT98mIbjx6nJzCTv4Uc4eMVsrHkelmAVZwcvb6OsryfbsJwdoyiQNsP48lTmW0b1rLxtnr+m/YtD+hxImmiMY8xPcJ7E74RuMyqPZX/X/FjcMKMrPa56wTT2afHrhMBOCCHOAxKYCNFDvBMTSXpnMd7JScYDJpPRZFFVQVUJueF64p/+C0pHm+B1oYrvvqfg/x43PjluWea48ZNka04OR265VVZOzlRlubD9PeOm/8jaxiaIHpjwIMQOcx2cZCxs3qqlmEA1G8erJhixEC76NXz9/+DNq+Ht62D1P4yGiu05vguW3oexUtLBIEL1ar62ohrJ630uNMoM15YZDSFTp3c830X1MkoON7E1NC7kuJhDs68xd0IIITwi5YKF6EGWvn3p89ln1GzeTOWKFWjVNZjjYgmaNQtzVFRPD8+BrusU/uMfxqfOzm5obTasR45Q8eWXBM+e3b0DFM6V5cL/fmVUh2qZQB7WF6Y+aXRdd8XbDxZ8Bsv/D7a+ZfQTaeIfBZN+AaPvNP5uFOwwKlbVV0BgHAy4Alb8GV6c0FjmtzGgzfoavv0dXP43o6dJSxtebm7G2BEBMZB+LdQUQVUh5GUa77mpKpaXDwy/Ca56CVb9zWiCaHXSh6QNBRpqm7/d/QkcXuG6XLC1FtY+D9N+17H3IYQQ5ykJTIToYYqi4DdyJH4jR/b0UFyq27+fun373B+oqpS8+54EJmeK8jxYNBWqTra90S8+aPQGueJ5GDHf9XksAUYQcfH/wcEfjEpTgbHGdiZTi/9KYgYbX00+vQ8y3zR+3zKBXddBtxorI97+kH5N83M7P/Qsf6O1ygLY8ILz1zbUwqZFRsCy4HO48Ffw+UOw433c5rHoNghNav5+w8tGoOWSZpQnnvJrMLsIYIQQQgCylUsI4SFrroe5I5qGNSenawcjPPf1/2sMStqratV4M/75A0a/Ek/4hsCgK42Vh5SLHYOS1gr3QeYbuL3p/+rXzaV3dR3qTqO8rruARrcZgcnqv4MlEKb93rMKeYoKQ25oHmPuZs8qhdWVQ8kh98cJIYSQwEQI4RnVx/OysYqPfDp8xjiw3P0NtK7Bljc6/9qbX/dgVQGoyG9OLFeUrk8W1zVjG1dDPQRGw+i7cJvEfsHdEBDZ4hwdqBR2Wv1XhBDi/CGBiRDCI77DhqH4+ro/0GQi8OKLu35AwkMe3EDrGmR/6+YYHY5tgE/vhUUz4a05sO5FqCl1/prCPZ6tKigmKNzb/P2wuZ4FNKejusgYH8DU38Lwxq1sLbu5N/1+xAK45MkW41UgagAe/Rfq5QshvTtlyEIIca6THBMhhEdUPz9Cr7uW4jffcuzn0JqmEXrD9d03MNE5GlxUUqsth/duNqpSqV6N26UUyPoGvn0Crv5P+wn0qqcNDXXHY6MGdM8qg81q/Grygtn/hFG3wsb/Qs4GQDGqjI26zSgN3NroO+Gz+12fXzHB8HlGfo4QQgi3JDARQngs8v77qd60ido9e9sGJ43VumIefxzv3vIJ8VlF9YKI1Paf0zRYMheOrGn8vimHo3ElxloL7y2A+R8bZXlbShoPWcvdBxm6Br3HGb/f8B9Y9gtcb63qDAoEJzg+FDfcCFA8MeR62PRfOHHAyelNRj6OlAsWQgiPyVYuIYTHVH9/er/xBmHzb2qzrcuSmkqvfz0vqyVnmtY33+3RGow+JO05+B0c/tHFlizd+PrmibZPDbvJ/ZYsxQTxGRA7BPK2wrJftjhvF1FMRn+TwOhTP4fZB27+pDmgUr0a+7Y0ft4Xlgy3fgXBvU57uEIIcb6QFRMhRIeo/v5EP/ookT/7GdWZmei1tZjj47H063dGNYMUjSY/Ah/f5vx5xQTJkyBxbPvPb/qvY/+R9uga5G0xGiNGD2p+3D8cZv7V+ZYnxWT0Fpn1nPG9vX+JB3kpp6yx8eKkX7o/1B3fULjxHVi2DEbeClX5RqWvAVcYZZQ9qfYlhBDCTgITIcQpUf38CBg/vqeHIdwZOBvqS2HZr4zvm276m3JFkifC9W8aW/Hac9zDBHaAk/sdAxOAjAVGn5Kvfw0VBY0rKLoRzMQOhSv+CTHpxrG7P+3ioEQxVjquexPiR3TuqS/+PzB7mlMjhBCiPRKYCCHEuW7U7ZA2w2j2d/A7o0xuRJqxfStpgvOgBMDUgZttZ8nug+fAoKsg61s4uc8IinqPMwKTlqxVnl/LswEBmrGyEZFmBGlDb+z6csRCCCFOiQQmQpxHanfvpnjxO1SvW4fe0IAlLY3QG28gYNIkFFMXl2cVPSs4Hi76tfHVEX2nQFGW+5UM1QQJo10/nzbN+HLGLxKqTnRsfE0rPwljIHowbF9idKUHI+i64C7od5nr4EsIIcQZQQITIc4Duq5T+Ne/UvTKq2Aygc24yWwoLKRq5Ur8Ro6k14svYAqQsqailZG3wfoXXR+jmGDglRAQdXrXGj4PVv0D8LBUcGgS9Jls9CCJzzCCj8ueNrqtm33By/OmoEIIIXqeZOYJcR4o/u8iIygBe1DS8vfVW7aQ+4CUNRXtiEyDKS5WWRST0RF92u9P/1qjbjdyQDyhmGDhFzDrH9BrZPOKiKoaZXolKBFCiLOOBCZCnOO02lpOvvCCm4M0qlatombHju4ZlDi7XPgrmPk38Iswvlea/utQjK1et38HQXGnf53gXjDvffDyc3/s5c9KKV4hhDjHyFYuIc5xld9/j1ZZ6f5Ak4nSDz7Ed/Dgrh+UOPuMug1G3AwHlkPpEaPMb5/JRr+OzpQ0Ae7bCGueh83/bduRPiLNqIDVXqd5IYQQZzUJTIQ4x1nz8hzySpyy2bDm5HTPoMTZyWSG/pd1/XWCe8GMPxlfVSeNrvMNdUYQ1JRLIoQQ4pwjgYkQ5zjF4gOaB8nEioLq5+v+OCG6k38EDLyip0chhBCiG0iOiRDnuIAJ40HX3R+o6/hPmtT1AxJCCCGEaIcEJkKc47yTkvAfP87YzuWMoqAGBBA8c2b3DUwIIYQQogUJTIQ4D8T+/vd4hYe3H5yoKphMxD/7LKqfB9WQhBBCCCG6gAQmQpwHzLGxJL3/PkEzZ4KXY2qZX0YGvd98g4CJE3podEIIIYQQkvwuxHnDHB1F/F/+TPSjj1C7Ywd6QwOWPn3wTkrq6aEJIYQQQkhgIsT5xis0lABJchdCCCHEGUa2cgkhhBBCCCF6nAQmQgghhBBCiB4ngYkQQgghhBCix0lgIoQQQgghhOhxEpgIIYQQQgghepwEJkIIIYQQQogeJ4GJEEIIIYQQosdJYCKEEEIIIYTocRKYCCGEEEIIIXqcBCZCCCGEEEKIHieBiRBCCCGEEKLHSWAihBBCCCGE6HESmAghhBBCCCF63FkTmFxxxRUkJibi4+NDbGws8+fPJy8vz+GYo0ePMmvWLPz9/YmIiOD++++nvr6+h0YshBBCCCGE8NRZE5hMmTKF9957j3379vHhhx+SnZ3NnDlz7M/bbDZmzpxJVVUVq1atYsmSJXz44Yf8/Oc/78FRCyGEEEIIITzh1dMD8NSDDz5o/33v3r155JFHuPLKK7FarZjNZr7++mt2797NsWPHiIuLA+Cvf/0rCxcu5KmnniIoKKinhi6EEEIIIYRw46wJTFoqLi7m7bffZty4cZjNZgDWrl1Lenq6PSgBmD59OnV1dWzevJkpU6a0e666ujrq6urs35eXlwNgtVqxWq1d+C46pmksZ9KYzkUyz91D5rnryRx3D5nn7iHz3PXOtjk+W8YpOuasCkwefvhhnn/+eaqrq7ngggv4/PPP7c8VFBQQHR3tcHxoaCje3t4UFBQ4Pecf//hHnnzyyTaPf/311/j5+XXe4DvJ8uXLe3oI5wWZ5+4h89z1ZI67h8xz95B57npnyxxXV1f39BDOGf/+9795+umnyc/PZ9CgQfz9739n4sSJPTKWHg1MnnjiiXaDgpY2btzIyJEjAfjlL3/JbbfdxpEjR3jyySe5+eab+fzzz1EUBcD+a0u6rrf7eJNHH32Uhx56yP59eXk5CQkJTJs27Yza/mW1Wlm+fDlTp061rxKJzifz3D1knruezHH3kHnuHjLPXe9sm+OmHS7i9Lz77rs88MAD/Pvf/2b8+PG89NJLzJgxg927d5OYmNjt4+nRwOTee+/lhhtucHlMUlKS/fcRERFERESQlpbGgAEDSEhIYN26dYwdO5aYmBjWr1/v8NqSkhKsVmublZSWLBYLFoulzeNms/mM/Id5po7rXCPz3D1knruezHH3kHnuHjLPXe9smeOzYYxng7/97W/cdttt3H777QD8/e9/56uvvuKFF17gj3/8Y7ePp0cDk6ZA41Toug5gzw8ZO3YsTz31FPn5+cTGxgLGdiyLxUJGRkaHz3umReJWq5Xq6mrKy8vlH2MXknnuHjLPXU/muHvIPHcPmeeud7bNcdN9WtN925lGq+v+rWZN12x9D+vsQ/j6+no2b97MI4884vD4tGnTWLNmTdcN1IWzIsdkw4YNbNiwgQkTJhAaGsrBgwf5v//7P/r27cvYsWMBYxIHDhzI/PnzefrppykuLuYXv/gFd9xxR4e2ZFVUVACQkJDQJe9FCCGEEEJ0joqKCoKDg3t6GHbe3t7ExMSQ+8LCHrl+QEBAm3vYxx9/nCeeeKLNsSdPnsRms7XZWRQdHe0yP7srnRWBia+vLx999BGPP/44VVVVxMbGcumll7JkyRJ7BGgymfjiiy+45557GD9+PL6+vsydO5dnnnmmQ9eKi4vj2LFjBAYGusxN6W5NuS/Hjh07o3JfzjUyz91D5rnryRx3D5nn7iHz3PXOtjnWdZ2KigqHaqxnAh8fHw4dOtRjDb7by61ub7WkpdbHu8vP7kpnRWAyePBgvvvuO7fHJSYmOlTqOhWqqtKrV6/TOkdXCgoKOit+YJztZJ67h8xz15M57h4yz91D5rnrnU1zfCatlLTk4+ODj49PTw/DrYiICEwmU5vVkRMnTrjMz+5KZ03ndyGEEEIIIUTn8Pb2JiMjo02J6OXLlzNu3LgeGdNZsWIihBBCCCGE6FwPPfQQ8+fPZ+TIkYwdO5aXX36Zo0ePctddd/XIeCQwOUtYLBYef/xxt/sExemRee4eMs9dT+a4e8g8dw+Z564nc3x+uv766ykqKuK3v/0t+fn5pKens2zZMnr37t0j41H0M7XOmhBCCCGEEOK8ITkmQgghhBBCiB4ngYkQQgghhBCix0lgIoQQQgghhOhxEpgIIYQQQgghepwEJmeBK664gsTERHx8fIiNjWX+/Pnk5eU5HHP06FFmzZqFv78/ERER3H///T3WdfRsdPjwYW677TaSk5Px9fWlb9++PP74423mUOb59Dz11FOMGzcOPz8/QkJC2j1G5rhz/Pvf/yY5ORkfHx8yMjL48ccfe3pIZ7WVK1cya9Ys4uLiUBSFTz75xOF5Xdd54okniIuLw9fXl8mTJ7Nr166eGexZ6o9//COjRo0iMDCQqKgorrzySvbt2+dwjMzz6XnhhRcYMmSIvYni2LFj+d///md/XuZX9DQJTM4CU6ZM4b333mPfvn18+OGHZGdnM2fOHPvzNpuNmTNnUlVVxapVq1iyZAkffvghP//5z3tw1GeXvXv3omkaL730Ert27eLZZ5/lxRdf5LHHHrMfI/N8+urr67n22mu5++67231e5rhzvPvuuzzwwAP8+te/JjMzk4kTJzJjxgyOHj3a00M7a1VVVTF06FCef/75dp//y1/+wt/+9jeef/55Nm7cSExMDFOnTqWioqKbR3r2WrFiBT/96U9Zt24dy5cvp6GhgWnTplFVVWU/Rub59PTq1Ys//elPbNq0iU2bNnHRRRcxe/Zse/Ah8yt6nC7OOp9++qmuKIpeX1+v67quL1u2TFdVVc/NzbUf88477+gWi0UvKyvrqWGe9f7yl7/oycnJ9u9lnjvPokWL9ODg4DaPyxx3jtGjR+t33XWXw2P9+/fXH3nkkR4a0bkF0D/++GP795qm6TExMfqf/vQn+2O1tbV6cHCw/uKLL/bACM8NJ06c0AF9xYoVuq7LPHeV0NBQ/ZVXXpH5FWcEWTE5yxQXF/P2228zbtw4zGYzAGvXriU9PZ24uDj7cdOnT6euro7Nmzf31FDPemVlZYSFhdm/l3nuejLHp6++vp7Nmzczbdo0h8enTZvGmjVremhU57ZDhw5RUFDgMOcWi4ULL7xQ5vw0lJWVAdh/Dss8dy6bzcaSJUuoqqpi7NixMr/ijCCByVni4Ycfxt/fn/DwcI4ePcqnn35qf66goIDo6GiH40NDQ/H29qagoKC7h3pOyM7O5p///Cd33XWX/TGZ564nc3z6Tp48ic1mazOP0dHRModdpGleZc47j67rPPTQQ0yYMIH09HRA5rmz7Nixg4CAACwWC3fddRcff/wxAwcOlPkVZwQJTHrIE088gaIoLr82bdpkP/6Xv/wlmZmZfP3115hMJm6++WZ0Xbc/ryhKm2vout7u4+eTjs4zQF5eHpdeeinXXnstt99+u8NzMs9tncocuyJz3Dlaz5fMYdeTOe889957L9u3b+edd95p85zM8+np168fW7duZd26ddx9990sWLCA3bt325+X+RU9yaunB3C+uvfee7nhhhtcHpOUlGT/fUREBBEREaSlpTFgwAASEhJYt24dY8eOJSYmhvXr1zu8tqSkBKvV2uaTj/NNR+c5Ly+PKVOmMHbsWF5++WWH42Se29fROXZF5vj0RUREYDKZ2nzCeeLECZnDLhITEwMYn+jHxsbaH5c5PzX33XcfS5cuZeXKlfTq1cv+uMxz5/D29iYlJQWAkSNHsnHjRv7xj3/w8MMPAzK/omdJYNJDmgKNU9G0UlJXVwfA2LFjeeqpp8jPz7f/MPn666+xWCxkZGR0zoDPUh2Z59zcXKZMmUJGRgaLFi1CVR0XFGWe23c6f5dbkzk+fd7e3mRkZLB8+XKuuuoq++PLly9n9uzZPTiyc1dycjIxMTEsX76c4cOHA0auz4oVK/jzn//cw6M7e+i6zn333cfHH3/MDz/8QHJyssPzMs9dQ9d16urqZH7FmaFncu6Fp9avX6//85//1DMzM/XDhw/r3333nT5hwgS9b9++em1tra7rut7Q0KCnp6frF198sb5lyxb9m2++0Xv16qXfe++9PTz6s0dubq6ekpKiX3TRRXpOTo6en59v/2oi83z6jhw5omdmZupPPvmkHhAQoGdmZuqZmZl6RUWFrusyx51lyZIlutls1l999VV99+7d+gMPPKD7+/vrhw8f7umhnbUqKirsf18B/W9/+5uemZmpHzlyRNd1Xf/Tn/6kBwcH6x999JG+Y8cO/cYbb9RjY2P18vLyHh752ePuu+/Wg4OD9R9++MHhZ3B1dbX9GJnn0/Poo4/qK1eu1A8dOqRv375df+yxx3RVVfWvv/5a13WZX9HzJDA5w23fvl2fMmWKHhYWplssFj0pKUm/66679JycHIfjjhw5os+cOVP39fXVw8LC9HvvvdceuAj3Fi1apAPtfrUk83x6FixY0O4cf//99/ZjZI47x7/+9S+9d+/eure3tz5ixAh7yVVxar7//vt2/+4uWLBA13WjlO3jjz+ux8TE6BaLRZ80aZK+Y8eOnh30WcbZz+BFixbZj5F5Pj233nqr/edCZGSkfvHFF9uDEl2X+RU9T9H1FhnUQgghhBBCCNEDpCqXEEIIIYQQosdJYCKEEEIIIYTocRKYCCGEEEIIIXqcBCZCCCGEEEKIHieBiRBCCCGEEKLHSWAihBBCCCGE6HESmAghhBBCCCF6nAQmQgghhBBCiB4ngYkQQgghhBCix0lgIoQ4JyxcuBBFUZx+lZaW9vQQhRBCCOGCBCZCiHPGpZdeSn5+vsPXhx9+2NPDEkIIIYQHJDARQpwzLBYLMTExDl9hYWFtjluzZg2TJk3C19eXhIQE7r//fqqqquzPJyUl8bvf/Y65c+cSEBBAXFwc//znPx3O0XI1JigoiKlTp5KdnW1//ssvv2TChAmEhIQQHh7O5Zdf7vA8wNq1axk7diwBAQH2cw0bNszp+3vttdcICQmxf3/06FESExN59NFH7Y+VlJRw8803Exoaip+fHzNmzODAgQMO51AUhSuuuMLh3H//+99RFIWFCxc6zEN7q09XXnml/Zi6ujruv/9+oqKi8PHxYcKECWzcuNH+/A8//NDuipWiKHzyySf273Nzc7n++usJDQ0lPDyc2bNnc/jwYfvzCxcudLhu6/loel/tfSUlJQGQnZ3N7NmziY6OJiAggFGjRvHNN984nW8hhBDdSwITIcR5ZceOHUyfPp2rr76a7du38+6777Jq1Sruvfdeh+OefvpphgwZwpYtW3j00Ud58MEHWb58ucMxixYtIj8/n5UrV3LixAkee+wx+3NVVVU89NBDbNy4kW+//RZVVbnqqqvQNM1+zJw5c0hISCAzM5P8/Hx+/vOfe/w+jh8/ziWXXMLll1/OH//4R/vjCxcuZNOmTSxdupS1a9ei6zqXXXYZVqvVfoyfnx9r164lNzfX/th//vMf4uPj21znt7/9rcMK1HXXXefw/K9+9Ss+/PBDXn/9dbZs2UJKSgrTp0+nuLjY4/dSXV3NlClTCAgIYOXKlaxatYqAgAAuvfRS6uvrPTrH9ddfbx/j3//+d3r16mX/vilQqqys5LLLLuObb74hMzOT6dOnM2vWLI4ePerxWIUQQnQdr54egBBCdKenn36auXPn8sADDwCQmprKc889x4UXXsgLL7yAj48PAOPHj+eRRx4BIC0tjdWrV/Pss88ydepU+7lCQkKIiYnB19eXwMBAQkND7c9dc801Dtd99dVXiYqKYvfu3aSnp3PixAny8vJ44IEHSE1NBSAgIMCj91BSUsK0adMYPXo0zz//vP3xAwcOsHTpUlavXs24ceMAePvtt0lISOCTTz7h2muvBcBsNnPjjTfy3//+l9/85jesWrUKk8nEyJEj21wrMDCQmJgY+/e+vr7U1dUBRvD1wgsv8NprrzFjxgzACHCWL1/Oq6++yi9/+UuP3s+SJUtQVZVXXnkFRVEAI+gLCQnhhx9+YNq0aW7P4evri6+vLwDBwcGYTCaHcQMMHTqUoUOH2r///e9/z8cff8zSpUvbBKZCCCG6n6yYCCHOK5s3b+a1114jICDA/jV9+nQ0TePQoUP248aOHevwurFjx7Jnzx6Hx2688UYCAgIIDQ2loqKC3//+9/bnsrOzmTt3Ln369CEoKIjk5GQA+6fzYWFhBAcH89577zmsZrjT0NDAZZddxvbt25k6dSqq2vxjfM+ePXh5eTFmzBj7Y+Hh4fTr16/N2O+8805effVVNE3j5Zdf5s477/R4DC3fo9VqZfz48fbHzGYzo0ePbnO9Xr16Ocx5S5s3byYrK4vAwED782FhYdTW1jpsf/v8888dznHXXXd1aLxVVVX86le/YuDAgYSEhBAQEMDevXtlxUQIIc4QsmIihDivaJrGT37yE+6///42zyUmJrp8bdOn+U2effZZLrnkEsrLy/ntb3/Ltddey/fffw/ArFmzSEhI4D//+Q9xcXFomkZ6erp9a5KXlxdvvvkm99xzD88//zw+Pj7U19czcOBAl2OoqqrC19eXl156iQcffJBp06YRGxsLgK7r7b5G1/U2Y09PTycuLo53332Xzz//nOeee67D+RZN12t97vau9+OPPxIYGGj/vmmVCIw/k4yMDN5+++0214iMjLT/fsqUKbzwwgv27z/66CP+8Ic/eDzeX/7yl3z11Vc888wzpKSk4Ovry5w5czzeLiaEEKJrSWAihDivjBgxgl27dpGSkuLyuHXr1rX5vn///g6PxcTE2M/zi1/8gokTJ1JUVAQYqxcvvfQSEydOBGDVqlVtrjFr1iwWL15MbW0tTz/9NM899xwrV650OS4/Pz+WLl1KQEAAn332GXfeeSefffYZAAMHDqShoYH169fbt3IVFRWxf/9+BgwY0OZcP/nJT/jJT37ClVde6ZBU76mUlBS8vb1ZtWoVc+fOBcBqtbJp0yb7VrkmycnJTq8xYsQI3n33XaKioggKCnJ6PX9/f4c/t6ioqA6N98cff2ThwoVcddVVgJFz0jLBXgghRM+SrVxCiPPKww8/zNq1a/npT3/K1q1b7XkZ9913n8Nxq1ev5i9/+Qv79+/nX//6F++//z4/+9nPHI4pLS2loKCA/fv38+9//5uoqCjCwsLslaVefvllsrKy+O6773jooYfajOXZZ5+1by1LSUlpt4JYa2az2b4V6uWXX2b16tW88cYbgLEKMXv2bO644w5WrVrFtm3buOmmm4iPj2f27NltznXdddfx61//2qGqV0f4+/tz991388tf/pIvv/yS3bt3c8cdd1BdXc1tt93m8XnmzZtHREQEs2fP5scff+TQoUOsWLGCn/3sZ+Tk5JzS2NqTkpLCRx99xNatW9m2bRtz5851KEYghBCiZ0lgIoQ4rwwZMoQVK1Zw4MABJk6cyPDhw/nNb35j3w7V5Oc//zmbN29m+PDh/O53v+Ovf/0r06dPdzjmlltuITY2loyMDI4dO8bSpUtRFAVVVVmyZAmbN28mPT2dBx98kKefftrhtatWreLJJ5/kww8/JDg4+JTeS2xsLP/4xz/42c9+Rl5eHmAkjWdkZHD55ZczduxYdF1n2bJlmM3mNq/39fXl4Ycfbnc1xVN/+tOfuOaaa5g/fz4jRowgKyuLr776yqEQgDt+fn6sXLmSxMRErr76agYMGMCtt95KTU2NyxWUjnr22WcJDQ1l3LhxzJo1i+nTpzNixIhOO78QQojTo+jONiULIcR5KikpiQceeKDNdiQhhBBCdB1ZMRFCCCGEEEL0OAlMhBBCCCGEED1OtnIJIYQQQgghepysmAghhBBCCCF6nAQmQgghhBBCiB4ngYkQQgghhBCix0lgIoQQQgghhOhxEpgIIYQQQgghepwEJkIIIYQQQogeJ4GJEEIIIYQQosdJYCKEEEIIIYTocf8fQfaLAMSKz3cAAAAASUVORK5CYII=", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Центровка данных: вычитаем среднее значение по каждому столбцу\n", "data_centered = digits.data - np.mean(digits.data, axis=0)\n", "\n", "# Применение SVD к центрированным данным\n", "svd = TruncatedSVD(n_components=2)\n", "X_svd_centered = svd.fit_transform(data_centered)\n", "\n", "# Визуализация первых двух компонент центрированных данных\n", "plt.figure(figsize=(10, 8))\n", "scatter = plt.scatter(X_svd_centered[:, 0], X_svd_centered[:, 1], c=digits.target, cmap='tab10', s=50)\n", "plt.colorbar(scatter, label='Цифры')\n", "plt.title('Проекция рукописных цифр на плоскость после центровки данных')\n", "plt.xlabel('Первая компонента')\n", "plt.ylabel('Вторая компонента')\n", "plt.grid(True)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Теперь у вас должна была получиться красивая картинка!" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Генетические алгоритмы (дополнительное задание для желающих)\n", "\n", "Идея генетического алгоритма проста, поскольку \"подсмотрена\" у природы. Смысл такого алгоритма заключается в том, что под действием некоторого процесса отбора (то есть эволюции) более слабые индивиды (то есть уменьшающие функцию полезности или увеличивающие функцию потерь) исчезнут из популяции.\n", "\n", "Структура каждого шага алгоритма делится на три принциальных этапа: скрещивание (кроссинговер), селекция (отбор), формирование новой популяции. Давайте более подробно изучим данную последовательность:\n", "\n", "**Формирование новой популяции:** сначала требуется инциализировать систему некоторой популяцией. Если мы говорим о первом шаге алгоритма, то популяция вполне может быть скверной и ничего не оптимизировать. Здесь наиболее важно корректно задать, кто же является \"особью\" популяции для конкретной задачи и как происходит их скрещивание.\n", "\n", "**Кроссинговер:** идея полностью наследуется из реальной жизни: для формирования популяции на следующем этапе выбирают пары \"родителей\" (причем не принципиально их качество) и потомок наследует их качества по некоторому правилу.\n", "\n", "**Мутация:** иногда оказывается, что случайные замены генов особи скверно сказываются на выживаемости, но иногда наблюдается обратное.\n", "\n", "Итак, давайте решим таким образом некоторую задачу.\n", "\n", "Пусть дано диафантово уравнение (все числа целые):\n", "$$ a_1 x_1+a_2 x_2+\\ldots +a_nx_n=b$$\n", "\n", "Считайте, что на вход вашей программе подается вектор `a` и число `b`. Сгенерируйте начальную популяцию решений уравнения как векторов $(x_1, x_2, \\ldots x_n)$, где каждый элемент равномерно распределен на отрезке $[-b, b]$. Договоримся, что в популяции хотя бы $n+1$ решение:" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Для каждой особи вычислите функцию потерь - модуль разности левой и правой части уравнения, $loss_i$. Соответственно более сильные особи должны обладать меньшей функцией потерь, чтобы выжить.\n", "\n", "Для более удобного дальнейшего отбора вычислите вероятности выживания:\n", "$$p_i=\\frac{loss_i}{\\sum loss_j}$$" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Сгенерируйте случайные пары родителей соответственно полученному вектору вероятностей. Для каждой пары создайте потомка по принципу кроссинговера: потомок получает первые $k$ координат вектора от отца, а все остальные от матери, $k$ выберите самостоятельно. Сравните среднюю величину функции потерь $loss_i$ для нового поколения с поколением родителей." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Что делать, если средняя функция потерь увеличилась?\n", "\n", "В таких ситуациях применяют мутацию: случайно меняют одну из компонент вектора некоторого количества особей. Выбор компоненты и количества мутируемых сделайте самостоятельно." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Полученный алгоритм запустите в цикле до достаточного уменьшения функции потерь.\n", "\n", "Совет: используйте популяции, сильно превосходящие размерность задачи.\n", "\n", "Указание: циклы в решениях не приветствуются, постарайтесь пользоваться матричными вычислениями! Сравните результаты работы с известными решениями диафантовых уравнений." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Градиентный спуск (дополнительный материал)\n", "\n", "Выпишем ещё раз явную формулу параметров линейной модели:\n", "\n", "$$w = (X^TX)^{-1}X^Ty.$$\n", "\n", "Здесь присутствует обращение матрицы $X^TX$ — очень трудоёмкая операция при большом количестве признаков. Нетрудно подсчитать, что сложность вычислений $O(d^3 + d^2l)$. При решении задач такая трудоёмкость часто оказывается непозволительной, поэтому параметры ищут итерационными методами, стоимость которых меньше. Один из них — градиентный спуск.\n", "\n", "Напомним, что в градиентном спуске значения параметров на следующем шаге получаются из значений параметров на текущем шаге смещением в сторону антиградиента функционала: \n", "\n", "$$w^{(k+1)} = w^{(k)} - \\eta_k \\nabla Q(w^{(k)}),$$\n", "где $\\eta_k$ — шаг градиентного спуска.\n", "\n", "Формула градиента функции ошибки выглядит следующим образом:\n", "\n", "$$\\nabla Q(w) = -2X^Ty + 2X^TXw = 2X^T(Xw - y).$$\n", " \n", "Сложность вычислений в данном случае $O(dl)$. Стохастический градиентный спуск отличается от обычного заменой градиента на несмещённую оценку по одному или нескольким объектам. В этом случае сложность становится $O(kd)$, где $k$ — количество объектов, по которым оценивается градиент, $k << l$. Это отчасти объясняет популярность стохастических методов оптимизации." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Populating the interactive namespace from numpy and matplotlib\n" ] } ], "source": [ "%pylab inline\n", "np.random.seed(16)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Создадим данные для эксперимента следующим образом: сгенерируем вектор параметров $w_{true}$ и матрицу объекты признаки $X$. Вектор из целевых переменных $Y$ будет вычисляться как зашумлённая версия $Xw_{true}$:" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "n_features = 2\n", "n_objects = 300\n", "batch_size = 10\n", "num_steps = 43\n", "\n", "w_true = np.random.normal(size=(n_features, ))\n", "\n", "X = np.random.uniform(-5, 5, (n_objects, n_features))\n", "X *= (np.arange(n_features) * 2 + 1)[np.newaxis, :] # for different scales\n", "Y = X.dot(w_true) + np.random.normal(0, 1, (n_objects))\n", "w_0 = np.random.uniform(-2, 2, (n_features))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Обучим линейную регрессию (в случае среднеквадратичной ошибки) для этих данных при помощи GD — тем самым получим значения параметров." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "w = w_0.copy()\n", "w_list = [w.copy()]\n", "step_size = 1e-2\n", "\n", "for i in range(num_steps):\n", " w -= 2 * step_size * np.dot(X.T, np.dot(X, w) - Y) / Y.shape[0]\n", " w_list.append(w.copy())\n", "w_list = np.array(w_list)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Покажем последовательность оценок параметров $w$, получаемых в ходе итераций. Красная точка — $w_{true}$." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# compute level set\n", "A, B = np.meshgrid(np.linspace(-2, 2, 100), np.linspace(-2, 2, 100))\n", "\n", "levels = np.empty_like(A)\n", "for i in range(A.shape[0]):\n", " for j in range(A.shape[1]):\n", " w_tmp = np.array([A[i, j], B[i, j]])\n", " levels[i, j] = np.mean(np.power(np.dot(X, w_tmp) - Y, 2))\n", "\n", "\n", "plt.figure(figsize=(13, 9))\n", "plt.title('GD trajectory')\n", "plt.xlabel(r'$w_1$')\n", "plt.ylabel(r'$w_2$')\n", "plt.xlim((w_list[:, 0].min() - 0.1, w_list[:, 0].max() + 0.1))\n", "plt.ylim((w_list[:, 1].min() - 0.1, w_list[:, 1].max() + 0.1))\n", "plt.gca().set_aspect('equal')\n", "\n", "# visualize the level set\n", "CS = plt.contour(A, B, levels, levels=np.logspace(0, 1, num=20), cmap=plt.cm.rainbow_r)\n", "CB = plt.colorbar(CS, shrink=0.8, extend='both')\n", "\n", "# visualize trajectory\n", "plt.scatter(w_true[0], w_true[1], c='r')\n", "plt.scatter(w_list[:, 0], w_list[:, 1])\n", "plt.plot(w_list[:, 0], w_list[:, 1])\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "В курсе анализа получен результат о том, что градиент перпендикулярен линиям уровня. Это объясняет такие зигзагообразные траектории градиентного спуска. Для большей наглядности в каждой точке пространства посчитаем градиент функционала и покажем его направление." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# compute level set\n", "A, B = np.meshgrid(np.linspace(-3, 3, 100), np.linspace(-3, 3, 100))\n", "A_mini, B_mini = np.meshgrid(np.linspace(-2, 2, 20), np.linspace(-2, 2, 27))\n", "\n", "levels = np.empty_like(A)\n", "for i in range(A.shape[0]):\n", " for j in range(A.shape[1]):\n", " w_tmp = np.array([A[i, j], B[i, j]])\n", " levels[i, j] = np.mean(np.power(np.dot(X, w_tmp) - Y, 2))\n", " \n", "# visualize the level set\n", "plt.figure(figsize=(13, 9))\n", "CS = plt.contour(A, B, levels, levels=np.logspace(-1, 1.5, num=30), cmap=plt.cm.rainbow_r)\n", "CB = plt.colorbar(CS, shrink=0.8, extend='both')\n", " \n", "# visualize the gradients\n", "gradients = np.empty_like(A_mini)\n", "for i in range(A_mini.shape[0]):\n", " for j in range(A_mini.shape[1]):\n", " w_tmp = np.array([A_mini[i, j], B_mini[i, j]])\n", " antigrad = - 2*1e-3 * np.dot(X.T, np.dot(X, w_tmp) - Y) / Y.shape[0]\n", " plt.arrow(A_mini[i, j], B_mini[i, j], antigrad[0], antigrad[1], head_width=0.02)\n", "\n", "plt.title('Antigradients demonstration')\n", "plt.xlabel(r'$w_1$')\n", "plt.ylabel(r'$w_2$')\n", "plt.xlim((w_true[0] - 1.5, w_true[0] + 1.5))\n", "plt.ylim((w_true[1] - .5, w_true[1] + .7))\n", "plt.gca().set_aspect('equal')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "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": "3.12.4" } }, "nbformat": 4, "nbformat_minor": 4 }