{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Введение в анализ данных" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "ExecuteTime": { "end_time": "2020-05-07T14:52:27.061143Z", "start_time": "2020-05-07T14:52:26.390010Z" } }, "outputs": [], "source": [ "import numpy as np\n", "import scipy.stats as sps\n", "import seaborn as sns\n", "import matplotlib.pyplot as plt\n", "from matplotlib import animation as animation\n", "\n", "sns.set(font_scale=1.6, palette='summer')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Закон больших чисел\n", "\n", "**Формулировка.**\n", "\n", "Пусть $\\xi_1, ..., \\xi_n$ — независимые случайные величины из некоторого распределения, причем $\\mathsf{E}\\xi_i = a$. Тогда выполнена сходимость $$\\frac{\\xi_1 + ... + \\xi_n}{n} \\stackrel{п.н.}{\\longrightarrow} a.$$ \n", "\n", "*Замечание 1.* Закон больших чисел имеет несколько формулировок. Данная формулировка часто называется *усиленным законом больших чисел*. В частности, усиленной она является, поскольку в отличии от \"простой\" версии она не требует условия на дисперсии и утверждает о более сильной сходимости \"почти наверное\".\n", "\n", "*Замечание 2.* Последовательность случайных величин $\\xi_1, \\xi_2, ...$ сходится почти наверное к случайной величине $\\xi$, если $\\mathsf{P}\\big(\\big\\{ \\omega \\in \\Omega\\:\\big|\\: \\xi_n(\\omega) \\to \\xi(\\omega)\\big\\}\\big) = 1$\n", "\n", "---\n", "\n", "### 1. Визуализация\n", "\n", "Убедимся в справедливости ЗБЧ, сгенерировав набор из случайных величин $\\xi_1, ..., \\xi_{1000}$ и посчитав по нему среднее в зависимости от размера набора, то есть величины $S_{n} = \\frac{1}{n}\\sum\\limits_{i=1}^n \\xi_i$ для $1 \\leqslant n \\leqslant 1000$.\n", "\n", "Для примера рассмотрим бернуллиевское распределение." ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "ExecuteTime": { "end_time": "2020-05-07T14:52:27.070628Z", "start_time": "2020-05-07T14:52:27.063447Z" } }, "outputs": [], "source": [ "size = 1000 # количество случайных величин\n", "samples = sps.bernoulli(p=0.5).rvs(size=size)\n", "cum_means = samples.cumsum() / (np.arange(size) + 1)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Построим график" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "ExecuteTime": { "end_time": "2020-05-07T14:52:27.432295Z", "start_time": "2020-05-07T14:52:27.072762Z" } }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(15, 5))\n", "plt.plot(cum_means, lw=3)\n", "plt.hlines(0.5, 0, size, alpha=0.3)\n", "plt.xlabel('Количество случайных величин')\n", "plt.ylabel('Значение среднего')\n", "plt.xlim((0, size));" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Но одного эксперимента мало, чтобы понять свойства вероятностных объектов. **Запомните это!**\n", "\n", "Повторим эксперимент 10 раз **независимо**." ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "ExecuteTime": { "end_time": "2020-05-07T14:52:30.756233Z", "start_time": "2020-05-07T14:52:27.435228Z" } }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(20, 20))\n", "\n", "# эксперименты\n", "for i in range(10):\n", "\n", " # Генерация выборки и вычисление средних\n", " samples = sps.bernoulli(p=0.5).rvs(size=size)\n", " cum_means = samples.cumsum() / (np.arange(size) + 1)\n", " \n", " # График\n", " plt.subplot(5, 2, i+1)\n", " plt.plot(cum_means, lw=3)\n", " plt.hlines(0.5, 0, size, alpha=0.3)\n", " plt.xlabel('Количество случайных величин')\n", " plt.ylabel('Значение среднего')\n", " plt.xlim((-5, size))\n", " \n", "plt.tight_layout()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Сгенерируем большое количество независимых наборов случайных величин" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "ExecuteTime": { "end_time": "2020-05-07T14:52:30.780496Z", "start_time": "2020-05-07T14:52:30.757856Z" } }, "outputs": [], "source": [ "size = 1000 # количество случайных величин\n", "samples_count = 500 # количество выборок\n", "\n", "samples = sps.bernoulli(p=0.5).rvs(size=(samples_count, size))\n", "cum_means = samples.cumsum(axis=1) / (np.arange(size) + 1)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "И нарисуем их всех одним цветом" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "ExecuteTime": { "end_time": "2020-05-07T14:52:33.110143Z", "start_time": "2020-05-07T14:52:30.782358Z" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(15, 7))\n", "\n", "# рисуем для каждой выборки отдельно\n", "for i in range(samples_count):\n", " plt.plot(np.arange(size) + 1, cum_means[i], color='green')\n", "\n", "plt.xlabel('Количество случайных величин')\n", "plt.ylabel('Значение среднего')\n", "plt.xlim((0, size));" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "В подобных \"тяжелых\" графиках нужно выставлять прозрачность объектов" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "ExecuteTime": { "end_time": "2020-05-07T14:52:35.250804Z", "start_time": "2020-05-07T14:52:33.111954Z" } }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(15, 7))\n", "\n", "# рисуем для каждой выборки отдельно\n", "for i in range(samples_count):\n", " plt.plot(np.arange(size) + 1, cum_means[i], color='green', alpha=0.05)\n", "\n", "plt.xlabel('Количество случайных величин')\n", "plt.ylabel('Значение среднего')\n", "plt.xlim((0, size));" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Поставим ее еще больше" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "ExecuteTime": { "end_time": "2020-05-07T14:52:37.404147Z", "start_time": "2020-05-07T14:52:35.253097Z" } }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(15, 7))\n", "\n", "# рисуем для каждой выборки отдельно\n", "for i in range(samples_count):\n", " plt.plot(np.arange(size) + 1, cum_means[i], color='green', alpha=0.01)\n", "\n", "plt.xlabel('Количество случайных величин')\n", "plt.ylabel('Значение среднего')\n", "plt.xlim((0, size));" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 2. Оценка необходимого размера выборки\n", "\n", "На практике не редко возникает вопрос — **сколько времени потребуется на сбор данных, чтобы оценить среднее с достаточной точностью**. Для ответа на этот вопрос можно использовать различные теоретические оценки, в частности, неравенство Чебышева.\n", "\n", "Другой способ — смоделировать большое количество выборок.\n", "Возьмем в качестве меры отклонения от среднего *среднее значение модуля отклонения от среднего*, то есть\n", "$$F(n) = \\frac{1}{K}\\sum\\limits_{j=1}^{K} \\left| S_{nj} - 0.5 \\right|,$$\n", "где $S_{nj}$ — среднее $n$ элементов в $j$-й выборке, а $K$ — общее количество выборок.\n", "\n", "Пусть для нас допустимо отклонение от среднего на 0.02, иначе говоря при истинном среднем 0.5 мы считаем достаточно точными значения оценок от 0.48 до 0.52. Тогда необходимо взять наименьшее значение $n$, при котором $F(n) \\leqslant 0.02$.\n", "\n", "Реализуем данный эксперимент, используя уже ранее сгенерированные выборки" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "ExecuteTime": { "end_time": "2020-05-07T14:52:37.783172Z", "start_time": "2020-05-07T14:52:37.408237Z" } }, "outputs": [ { "data": { "image/png": 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pghlmjUtYSyxEkiRJ0qg2lCWsF0TEWcAmYCOwjOoWHLcD387Mx5tXnsAZSEmSJEntoegM5CPAKmA8MBsI4MXA24B/Bh6MiL9uaoXqtY2HJEmSJJWj0AxkZi7oPRYRE4FDgGcC5wEfjYjfZua3mlKhGrmGVZIkSVJJhrKEtUFmbgTuAe6JiK8DC4FzAQNkk1Qq9TOQBkhJkiRJ5WhqF9bMXAP8A7Cumdcd7eo38TA+SpIkSSrLbs9A9paZlwCXNPu6o1ljF1YjpCRJkqRyFJqBjIhZgzhnQkR8auglaSeVgU+RJEmSpFYruoT1hoiY29/BiDgR+BVwwW5VpQaNXVidgZQkSZJUjqIB8jDgpojYr34wIsZFxN8DPwX2obqth5qko76JjvlRkiRJUkmKBsiXUQ2IN0fEoQAR8Qyqs47vA34M/GFm/ltTqxzl6mcgu5yBlCRJklSSQgEyM68DXgxMpzoT+U/Az4H9gXMy86WZ+Vjzy1QPpyAlSZIklaTwNh6ZeSvwvNrbvwDuBP4gM7/YzMK0Q+M+kJIkSZJUjiHtA5mZdwEnAY8BR1B9NlIt0rgPpBFSkiRJUjkK7QMZEW/pNXQ58GHgOxHxAeDJ7Qcy8yu7X57AfSAlSZIktYdCARL4MtVVlBV2rKasAGOAT/U6ZoBsFveBlCRJktQGigbIs1tShXbJfSAlSZIktYNCATIzr2hVIepfwzOQ5kdJkiRJJSnURCciTo6IA1pVjPrW2IXVBClJkiSpHEW7sF4HnNWCOrRLPgQpSZIkqXxFA6RJpgSNS1idgZQkSZJUjiHtA6nh1biEVZIkSZLKMZQAaYYZZs5ASpIkSWoHRbfxALgwIi4c4JzuzBzKtdUHt/GQJEmS1A6GEvIeAR5qch3aFZ88lSRJktQGhhIg/y0zL2p6JepXwwykS1glSZIklcQmOiNAwzOQpVUhSZIkabQzQI4AjV1YjZCSJEmSylE0QD4MPNWKQjRI5kdJkiRJJSn0DGRmHtSqQtQ/u7BKkiRJagdD3mojIk4CjgGmA6uBOzPzp80qTDs0LmGVJEmSpHIUDpC14Pgl4JDaUIVaromI+4A/NUg2V0MTHbuwSpIkSSpJoQAZEUcD1wKTgO8A1wNLgHnAKcDLgWsj4o8y866mVjqK2URHkiRJUjsoOgP5IWAM8MLMvK7XsU9HxCnA92vnvW73yxO4D6QkSZKk9lC0C+vJwNV9hEcAMvN64OtUZyPVJHUTkM4/SpIkSSpN0QA5HXh0gHMeBaYNrRz1xS6skiRJktpB0QD5CPD8Ac55Xu08tYL5UZIkSVJJigbIrwPPiogvRMTc+gMR0RkRnweeBVzdrAJlEx1JkiRJ7aFoE52PAacCbwPOjIgEnqDahfVwYCJwO/DxZhY52jVs41FaFZIkSZJGu0IzkJm5DjgJuAhYDBwNvLj2ezHwt8Bza+epSezCKkmSJKkdFJ2BJDM3AhcCF0bENKqNdVZn5pom16btGpawSpIkSVI5CgfIerXQaHBssUrDOyOkJEmSpHIUbaKjEjQuYS2xEEmSJEmjmgFyBKhbwWoXVkmSJEmlMUCOAA0zkAZISZIkSSUxQI405kdJkiRJJTFAjgCVijOQkiRJkspngBwB6ruwGh8lSZIklWVI23hExDOA1wNHAJMz80W18QOBZwI/yswVTatylGvswmqElCRJklSOwgEyIv4BeDc7JsZ6J5orgfcC/7h7palHwxJWSZIkSSpHoSWsEfHnwAXA/wJ/CHy8/nhmPgzcCryqWQWqcQmrG0FKkiRJKkvRZyDfAdwD/HFm3gNs7uOchcChu1uYdmjcxkOSJEmSylF0CesRwOczc9suzlkGdBa5aER0UJ3ZfDtwILAE+CrwkczcOMBnX0412B5d+971wO+Bfwb+PTO7itTSjupWsNqFVZIkSVJpigbIzcDkAc7ZD1hd8LqXAOdRfX7yk8BxwPuBo4AzBvjsH9bq+hfgiVp9LwO+DDyLargc4eqb6JRYhiRJkqRRrWiAvBN4SUSMy8wtvQ9GxAzgVKrPQQ5KRBwFnAtcnpnn1I0vAS6KiNMy83v9fT4z/76P4c9ExDXAORHx/zJz5WDraUcdFTfykCRJklS+os9AXgosAL4WEQ3LVCPiAOC/gDnAZwtc841Up9gu6eO7tgJvKljjdo9Q/fumD/HzbaM+PnY5BSlJkiSpJIVmIDPzG7VtPP6SaqfVNQAR8Tgwj2rW+XhmXlvgsicAqzJzYa/veioiFgLHD+YiETEdGA/MBF4MnA38lmqQHNEam+gYICVJkiSVo/A+kJn5VxHxI+BdwInANqrB7Vrg0l0tN+3HfGBRP8ceA04a5HWuprp8FqrrPH8EvD0zCyeuOXOmFv1IS02cNK7n9dRpE+nsnFZiNdpTeV+plby/1GreY2ol7y+10ki7vwoHSIDaDGORWcZdmQys6ufYRgZu2rPd+4FPAftQnR2dAwwpCS5fvpaurvaZ6du0cWvP6zWrN7Bs2ZoSq9GeqLNzmveVWsb7S63mPaZW8v5SK7Xj/dXRUdnlhNqQAmSTrQcm9HNsYu34gDLzzrq3/x4R/wLcEBGRmct2s8ZSuQ+kJEmSpHYwpAAZEWcCbwWOodqkZjXVDq1XZOZXC17uceCZ/Rzbj/6Xtw7kSuAcqtuAXD7Ea7QF94GUJEmS1A4KdWGNiLER8S2qeyy+gOrM4SO13y8EroiIb0bEmAKX/QUwIyKO7PVdM4EjgduL1FhnUu33rCF+vo24D6QkSZKk8hXdxuMC4JXAT4ATMnN6Zh6WmdOpdkv9ce34BQWueRXVlZnv7jV+LtUZ0iu3D0TEERFxSP1JETGv9wUjogK8o/Z20HtStqtKwzsTpCRJkqRyFF3C+hbgHuClmbmt/kBm3hERp1FdyvpWqg1tBpSZd0XEZcC7ImIKcB1wHNUAeE1mfrfu9IXAw1T3otzu7oi4EbgDWALsDbyO6vLaKzPzhoJ/Y9upVNzGQ5IkSVL5is5AHgJ8p3d43K42/p3aeUWcD7yP6rOQlwGnA5+gGgQHcinV0Phu4PPAe6l2df0z4MyCdbSl+hlIl7BKkiRJKkvRGciNDPxM4azaeYNWC54X1352dV6lj7GLgIuKfN9I4wykJEmSpHZQdAbyF8DrI+Lwvg5GxGHA69kDnjuUJEmSJDUqOgP5MaqNcm6PiMuBG4EngHnAycDbqHY//XgzixztGvaBdA2rJEmSpJIUmoGsNaT5E6CL6jOH3wBurv1+d238zMy8scl1jmqN+0BKkiRJUjmKzkCSmV+LiO8CZ1DtdDodWE21++q3MnN1c0tUwwykEVKSJElSSQoHSIBaSPxKk2tRv+qXsJZYhiRJkqRRrWgTHZWg0tB71gQpSZIkqRyFZiAj4kuDPLU7M/9sCPWoD41LWCVJkiSpHEWXsJ7Vx1g3jXvdbx8zQDZJ/T+uXVglSZIklaVogDyo1/sLgHP7GFczVWyiI0mSJKl8hQJkZj5c/z4iVvY1rubqPb0rSZIkSWWwic4I0PAMpEtYJUmSJJXEADkCdFRsoiNJkiSpfAbIEabLGUhJkiRJJSm6jcfJvYYW1MafS69H9TLzxt2qTD0qDRtBGiAlSZIklaNoF9braUwwlbrx3sYMoR71ofEZyBILkSRJkjSqFQ2QF+EU2LBrnH/0n1+SJElSOYpu43Fhi+rQrthER5IkSVIbKNREJyIOiIjprSpGfWt4uNQ1rJIkSZJKUrQL64PA+a0oRP1reAbSOUhJkiRJJSkaICv0mhBT69U3YTU+SpIkSSqL+0COAI1dWI2QkiRJksoxlABpgpEkSZKkUajoNh4AF0TE2QOc052ZhwylIO2sUvEZSEmSJEnlG0qAHMxzkD4n2UQN+0CaHyVJkiSVZCgB8pLMvKjplahfdmGVJEmS1A5sojMS1C1hfWDVkhILkSRJkjSaGSBHgPolrDctuofF61aUVoskSZKk0csAOQJUej1S+tWF15VUiSRJkqTRrNAzkJlp4CxBxZZEkiRJktrAUJroABARs4CjgenAauA3mbmyWYWpXmOCnDx2Qkl1SJIkSRrNCgfIiNgf+AzwSnrtMBER/wucn5mPNqk+sfMM5JRxE8spRJIkSdKoVihARsQ+wC3AvsD9wM3AEmAecBJwBnBCRJyYmYubXKtqJo9zBlKSJEnS8Cs6A/lhquHxPOCyzOzafiAiKsA7gUuBD9ZeqwnWb9nU8L53Ux1JkiRJGg5FA+TLgG9n5md7H8jMbuBzEXEq8AoMkE2zZvOGhvfburv6OVOSJEmSWqdoV9V5wN0DnHMXMHdo5agva7f0CpBd20qqRJIkSdJoVjRArgSOGuCco4DlQytHfek9A7m1yxlISZIkScOvaIC8GXhlRLy9r4MRcQ7V5avf293CtMPqnZawOgMpSZIkafgVfQbyIqrPQV4WERdQDZRPsKML62FUu7J+uJlFjnZTe23b4QykJEmSpDIUmoHMzN8AzwUSOBw4G3g/8KfAocA3gWdl5qIm1zmqnXfcKxve20RHkiRJUhmKLmElM2/PzKcBRwMV4CrgBUBnZr42Mx9tco2j3kEz9ubMo5/f894lrJIkSZLKUHQJa4/MvDsiAO7NzOubVpH6tP/0vXpeu4RVkiRJUhkKBciI+EmvoW7grIg4pfd4Zr5wdwpTo7EdY3peOwMpSZIkqQxFZyBP6WNsQe2nXvcQatEujOnYsdrYGUhJkiRJZSgUIDOz8DOTao6GGUgDpCRJkqQSGAhHCJewSpIkSSqbAXKEcAmrJEmSpLIVbaLzoUGe2p2ZHxlCPerH2MqOAOkMpCRJkqQyFG2icyHVBjmVAc7rBgyQTdS4hNUZSEmSJEnDbyj7QF5R+9Ewqg+QW7ucgZQkSZI0/IYSIB/KzBuaXol2yRlISZIkSWWzic4IYRMdSZIkSWUbygzkjIjYH9gEbMzM1U2uSX1o3AfSJaySJEmSht9QAuS7az8ARMQW4BHgduAbmflfTapNdVzCKkmSJKlsRQPk9uY5Y4FxwDRgDnAI8Hrg/0TED4BXZKbTZE3UuITVf1pJkiRJw69QgMzMs/s7FhEHAR8AzgbOAy7ZvdJUb5wzkJIkSZJK1rQmOpn5YGa+Dfg18OZmXVdVYyo20ZEkSZJUrqE8AzmQ9wPPKPKBiOgALgDeDhwILAG+CnwkMzcO8NnTgdcCzwL2B1ZQDbF/l5m3FK6+TTU+A+kSVkmSJEnDr+kBMjN/APyg4Mcuobrs9Urgk8BxVIPoUcAZA3z2C8BTwH8D9wF7Uw2iP42It2bmVwrW0pZsoiNJkiSpbEMKkLXnHd8MHANMB1YDvwL+MzMfLHito4Bzgcsz85y68SXARRFxWmZ+bxeXeGNmXtfrmpcD9wAXR8RXM3PEJy6b6EiSJEkqW+FnICPiL4F7gb+lunT0xbXfHwXujYj3FLzkG4EKOzfduRTYCrxpVx/uHR5rY0uBG4G5tZ8Rr3EfyBGfhyVJkiSNQIUCZEScAVwMLAfeB5xA9bnD44H31sYvjohXFbjsCcCqzFxYP5iZTwELa9ceiv2ALcCqIX6+rbiEVZIkSVLZii5hfQ+wFHh6Zi6pG18E3BERVwJ3Um2I861BXnN+7fN9eQw4qWCNRMRpwInA1zJzQ9HPtyOXsEqSJEkqW9EAeSzw5V7hsUdmLomIq4GzClxzMv3PEm6sHR+0iFgAfAV4gmqQLWzOnKlD+VhLrd60vud1F910dk4rsRrtibyn1EreX2o17zG1kveXWmmk3V9FA2QHsHmAczZTbGnsemBCP8cm1o4PSkTMB34EjANO7S/oDmT58rV0dXUP5aMtM3nGuJ7XW7ZtZdmyNSVWoz1NZ+c07ym1jPeXWs17TK3k/aVWasf7q6OjsssJtaJNdBYCr4mISX0djIjJwKtr5w3W48C+/Rzbj/6Xt/b+7rnAj4F5wGmZeUeBGtqez0BKkiRJKlvRAPkFYAHVPRZPj4iZABExMyJOB26qHf98gWv+ApgREUfWD9aufSRw+0AXiIhO4CfAAcDLM/NnBb5/RDBASpIkSSpboQCZmZdTDYfHAv8DLI+ITVS7r/4PcBzw+cz81wKXvQroBt7da/xcqktsr9w+EBFHRMQh9WLbaXQAACAASURBVCdFxGyqy1YPBl6ZmTcW+ZtGio5Kped1V3c3XYZISZIkScOs6DOQZOY7I+Iqqo1yjgamA6updl/9SmbeUPB6d0XEZcC7ImIKcB3VIPoO4JrM/G7d6QuBh6nOcm73w1odXwHmR8Sf9PqK/8nMdUVqakeVSoWxHWN6OrBu6+qiY0zhbTwlSZIkacgKB0iAWkgsFBQHcD7VYHgO8DqqHVQ/AVw0iM8+vfb7LbWf3g4CRnyABBhT6WAr1QC5tXsb44b2n0+SJEmShqQtEkhmbgMurv3s6rzKYMb2VGMq9XtBuoRVkiRJ0vAqtAYyIv4yIpZFxD79HJ9fO35ec8pTvfpGOp/51f+WWIkkSZKk0ajoQ3SvA36dmYv7OpiZjwO/At6wu4VpZ5u2bel5/fPF95ZYiSRJkqTRqGiAPAy4e4Bz7qmdpyZ7Q5xcdgmSJEmSRrGiAXISsGmAczYDU4dWjnblzUec0vN6Y91spCRJkiQNh6IB8gHgeQOccwrVjqpqsoljx/e83rh1c4mVSJIkSRqNigbI/wFOiIi/joiG7qcRUYmIDwDHA99oVoHaYWzHmJ5OrNu6u3r2hJQkSZKk4VB0G4+LgdcDHwXOjIifAI8D84EXAAHcB3yymUVqh4ljx7Nuy0agOgs5dfykkiuSJEmSNFoUCpCZuToiTgI+D7wKOKLucDfVGcp3Zuaq5pWoehPHjNsRILdtYSoGSEmSJEnDo+gMJJm5FHhNRMyjulx1BvAUcHtmPtHk+tTLhDE+BylJkiSpHIUD5Ha1sPidJtaiQZg4dlzP6012YpUkSZI0jIYUICNiPHAacCwwHVgF3Al8LzNNNS00ccyOALlxmzOQkiRJkoZPvwEyIk4FXpuZ5/QaPw34EjAXqO/E2g0siYizMvOHrShWvbfyMKtLkiRJGj672sbjRcCf1Q9ExPFUG+XMBr4CnE11JvIs4ApgL+B/I+LprShWMMEZSEmSJEkl2dUS1pV9jP0NsA04KTN/1evYVyLiUuBm4APAa5tTourVz0BucgZSkiRJ0jDa1QzkUoCIGFc3dhJwVR/hEYDa+FXAyU2rUA18BlKSJElSWXYVIB+t/a5fjjoVWDLANZcA03anKPXPZyAlSZIklWVXAfJ6YC3V5ajbPQy8YIBrPp8d4VNN5jOQkiRJksrSb4DMzE3AvwKviIjPRMQY4GvAiRHxrxExr/78iOiMiM8DJwJXt7Lo0WziGJ+BlCRJklSOgfaBfD8QwF8ALweuo9pE5yzgTRGRwBPAPOBwYCJwB/CxFtU76k0cu2MGcs2WDSVWIkmSJGm02dUSVjJzM/AK4BzgKeBPgTFU93+cABwNvLj2+xHgQ1Q7tK5rYc2j2oS6Gciv5Y2s2LimxGokSZIkjSYDzUCSmd3AF4EvRsR4oLPX57YCKzNzfWtKVL3JdU10AG5dnJx20PElVSNJkiRpNBkwQNarzUgualEtGoQT9j684b3LWCVJkiQNl10uYVX72XvKLF596B/1vN+wxU6skiRJkoZHoRlIgIg4kOrWHi8C9gHG93Fad2YWvrYGp3PSjJ7XG9zKQ5IkSdIwKRTyIuJQ4OfADOC3wAKqe0NuAA4BxgG/ptpwRy0yaeyEntcbtm4qsRJJkiRJo0nRJax/C0wHXpCZx9TG/i0znwYcAHwDmAL8n+aVqN4m1TXScQmrJEmSpOFSNEA+H7gmM2+qG6sAZOYTwJuodmX9++aUp740BEhnICVJkiQNk6IBcg6Qde+3UJ1xBCAztwA/Ak7b/dLUn8l1S1jXGyAlSZIkDZOiAXIZ1ecft1sKHNrrnLFUl7mqRRpnIF3CKkmSJGl4FA2QvwXqNyK8BTg1Ip4JEBEBvJ7GWUo12aRxNtGRJEmSNPyKBshrgOdFxN61958ExgC3RMRS4B5gFvDx5pWo3hq7sDoDKUmSJGl4FA2Q/wzsB6wAyMzbqe4H+X1gOfBj4FWZ+V/NLFKNJruEVZIkSVIJCu0DWWuS80SvsZuBlzezKO2a+0BKkiRJKkPRGUi1gd5NdLq7u0usRpIkSdJoYYAcgcZ2jGFcxxgAtnV3uYxVkiRJ0rAwQI5QW7q29bz+4C3/XmIlkiRJkkYLA+QINX385J7XP1t8b4mVSJIkSRotDJAj1IsOOLbhfVd3V0mVSJIkSRotDJAj1F8+49UN79dtsRurJEmSpNYyQI5QlUqFeZNn9rxfs3l9idVIkiRJGg0K7QO5XUS8BngDcAQwOTMPrY0fAZwOXJmZjzWtSvVp+vjJPLH+KQBWb97A/JLrkSRJkrRnKxQgI2IMcBWwff3kBmBS3SkrgI8C44C/a0aB6t+08Tv+6Z2BlCRJktRqRZewvhd4DXAZMBP4VP3BzFwK3AS8vCnVaZfqO7Gu2byhxEokSZIkjQZFA+RbgFsz89zMXAN093HOfcCC3S1MA6ufgVxtgJQkSZLUYkUD5MHAzQOcsxKYPbRyVET9DORql7BKkiRJarGiAXIdMGuAcxYAy4dUjQrxGUhJkiRJw6logLwNeEVETO3rYETsQ/X5x4FmKdUE9QHyP+69nk1bt5RYjSRJkqQ9XdEAeTHQCVwbEcdv/3xETIiIk4HvAxOBTze1SvVpr0kzGt5f/9hdJVUiSZIkaTQotI1HZl4XEedTDYi3sqOJzjqgAnQB52bmrU2tUn06cd7hDe8XrX2ypEokSZIkjQZFZyDJzM8CxwKfA34J3A/cCfwLcFxmfr6pFapfE8aO4/zjXtXzfuWmtSVWI0mSJGlPV2gGcrvM/C1wXpNr0RDMmjCl5/VTG9eVWIkkSZKkPV3hGch6ETE7IvZvVjEqbtbEHf2MnIGUJEmS1EqFZyAjYiZwEfB6YC+qz0GOrR07EbgQ+GBm3t68MtUfA6QkSZKk4VJoBjIi9gJ+AfwF8AiwkGrznO1+AzwbOLNZBWrXZk6oC5AbDZCSJEmSWqfoEta/BQ4GXpeZJwBfrz+YmRuBG4DnN6c8DWRm/TOQm9bxw4d/VWI1kiRJkvZkRQPk6cC3M/MbuzjnIWC/IVekQsZ2jGl4/+Gf/Qfd3d39nC1JkiRJQ1f0Gci5wL0DnLMVmFzkohHRAVwAvB04EFgCfBX4SG1Wc1efDeDPgeOBpwPTqO5F+dkiNYxkB0zr5JE1y3rer9q8vmFmUpIkSZKaoegM5FLgoAHOeRrwWMHrXgJ8iurzle8CrgHeD3xtEJ/9I+A9wHxgVK7ffOEBxzS8v21xllSJJEmSpD1Z0QD5I+D0iDi8r4MR8UzgJcD3BnvBiDgKOBe4PDPfnJlfzMx3Ue3m+qqIOG2AS/wvMCszDwc+PNjv3ZO87Q9O5cDpc3veX/jzK7n7yYdLrEiSJEnSnqhogPwIsBm4JSLeS202MiJeHBEfohowVwKfLHDNN1Lt5HpJr/FLqS6HfdOuPpyZKzJzVYHv2+NUKhWeM//IhrGrf3dTSdVIkiRJ2lMVCpCZ+QDwUmAd1ZB4JtXw932qM4YrgJdlZpElrCcAqzJzYa/veorqNiHHF6lxtJpVt50HwP1PLS6pEkmSJEl7qqJNdMjMn0XEocArgROB2cBq4Dbgm5m5ueAl5wOL+jn2GHBS0RpHo6fPO7Th/YqNa+ju7qZSqfTzCUmSJEkqpnCABMjMLcB/135212SgvyWoGynY0bUZ5syZOvBJJejsnLaLY0/jQxvfwEU3VvsOrdq8nltW/JYzjnjWcJWnEW5X95e0u7y/1GreY2ol7y+10ki7v4YUIJtsPTChn2MTa8eH1fLla+nqaq+9FDs7p7Fs2ZpdnvPS+cdzzdxfcMfS+wH4yA1X8Uezj6SjUvRRV402g7m/pKHy/lKreY+plby/1ErteH91dFR2OaFWKEBGxJcGeWp3Zv7ZIM99HHhmP8f2o//lrerDO495OW/74WcAWL15PcvWr2belJklVyVJkiRpT1B0BvKsPsa6qTbS6T022AD5C+AlEXFkfSOdiJgJHAlcVbDGUe1pcw7gD/dawF1PPgTAe2/8Vy5/8blMHDu+3MIkSZIkjXhF1zYe1OvnM/2MH1zgmldRDZzv7jV+LtWAe+X2gYg4IiIOKVjzqHPAtM6e1/evWsx/33dLidVIkiRJ2lMUmoHMzIbd6SNiZV/jBa95V0RcBrwrIqYA1wHHAe8ArsnM79advhB4GFhQV8MMqmETavtSAqfWZjAB/n136huJ9q8LkABX3nsDbzrilHKKkSRJkrTHaIcmOgDnUw2G5wCvA54APgFcNIjPzgI+0mvsFbUfgJtr1x419p4yq+H91q5tJVUiSZIkaU/SFgEyM7cBF9d+dnXeTpsaZuZD7PwM5qj2rH2CyWMnsH7rJqDaTGfhikc5cvb+JVcmSZIkaSRzf4c90PTxk7n6Fe9vGPvQLV91JlKSJEnSbim6jcfJvYYW1MafS69ZwMy8cbcq026ZPXEaFz7rTVz482oPokVrl3PXkw9x3Fx7EEmSJEkamqJLWK+n2jF1u0rdeG9jhlCPmuglC57OLYvv5QcP3wHAu37yz3zz9L9h7mT3hZQkSZJUXNEAeRGNAVJt7rQFz+gJkACf/OU3+Nhz3sr4MW3x+KskSZKkEaToNh4XtqgOtcjx8w5jnymzWLxuJQC3PL6Qd1//BT7z/LcztsNJYkmSJEmDZxOdPdyYjg6uPO19DWN3LnuAt37/02zauqWkqiRJkiSNRE1fxxgRbwXeWjf05cz8SrO/R4M3Yew4nj73EO5Yen/P2IOrn+BL9/yQdxzzshIrkyRJkjSSFO3C+pZBnHYG8Dxge2h8qmhRar63/cGpvPMnlzWM3bzoHgOkJEmSpEErOgP5ZQZuolMBujPz7CFVpJY4du7B/PT1F/ObJx/iHT/+HFCdhVy6/im7skqSJEkalKEsYf1W7ac/ZwCnD60ctVKlUuGYzoM4pvMgfr3sQQAu/uU3+ORz/5RKpTLApyVJkiSNdkMJkHdm5hX9HYyIBRgg29rLFhzfEyB/+vhCzr/+C3z0OWcyffzkkiuTJEmS1M7swjoKveLgE3nB/kf3vP/lE7/npf/9IT74039nW1dXiZVJkiRJamdDCZADPQOpNlepVDj7qBfvNP7jR3/N2374T6zdvKGEqiRJkiS1u6EsYb0wIi4ENgPrgceB3wE3AFc3rzS10iEz9+HcY1/JpXd+u2E8Vy7i7B/8I1ec+h4mj5tQUnWSJEmS2lHRAHkj1RnIMcBEYCZwEHAU8GrgYuCxZhao1nnjEc/jjUc8j9uW/I53X/+FnvFFa5fzom98gJcddDzvPOblzJ44rcQqJUmSJLWLQgEyM0/pazwiDgZeALwDOA6XuY4oJ+59OK88+Jl8+4FbG8a/++AvueOJ+/nEc8/msFnzS6pOkiRJUrtoShOdzHwgM78InEB1KWslIh6o/ZzXjO9Qa/31ia/jf175Nxw2szEoLlm/krde+2l+9vjCkiqTJEmS1C6a2oU1M7uAC4G/Ba6o/fy6md+h1pk3ZSZXvPQ9fOrkP9vp2F/e+K/80x3fskurJEmSNIoNpYnOLmXmDVRnITVCPXv+kdzyhk9x86J7eN9N/9YzftXvbuLXTz7Ip07+M5+LlCRJkkahIc1ARsSEiHhZRLwnIj5YNz4xIuZGhPtL7gFO2vcoPvysNzWM3bviMd5zwxdZuv6pkqqSJEmSVJbCQS8izgAeAb4NfIrqktXtjgYWA29sRnEq36kLns6P//jveNEBx/aM/W7lIs783j9wzQO30d1tvyRJkiRptCgUICPiZODrVPd/PA+4sv54Zt5GdU/I1zarQJVv0tgJXPTsP+ENcXLP2JotG/jYbVfzqdv/my3btpZYnSRJkqThUnQG8oPAcuD4zPwc8Ps+zrmd6kyk9jDnHXc6H332mVSo9Iz9z30/463Xfpq7nnyovMIkSZIkDYuiAfIE4FuZuXwX5zwG7DP0ktTOXnDAMfzny97HpLHje8YeWr2Ut//os3z69m+yeN0K1m/ZVGKFkiRJklqlaBfWccC6Ac6ZDWwZWjkaCQ6Y3snlLz6PK+75MTcuuptN26r/uf/r9zfzX7+/GYC9Jk3nOfOfxmsOfTaHzZq/q8tJkiRJGiGKBsjfA8/u72Ct++pzgd/uTlFqfwfP2Ju/ffabeXztct7548tYumFVw/EnN6zmW/f/nG/d/3NecuBxnHrg0zl27sFMGjuhpIolSZIk7a6iAfI/gL+PiL/KzIvrD0REBfg4cDjwF02qT21u/tQ5fOb5/5d/X/gTfr3sQR5b++RO5/zg4V/xg4d/1fP+2M6DiVn7ctK+R/H0uYdQqVR2+owkSZKk9lMpsg1DRIwHfgQ8h+os41aqDXOuAo4HDgV+ArwkM7uaXm3rLQAeXL58LV1d7bU9RWfnNJYtW1N2GQNav2UTP3rkTr79wG3cs/zhAc9fMH0u73nGq3nG3EMNkiUaKfeXRibvL7Wa95hayftLrdSO91dHR4U5c6YCHAQ81Pt4oQAJEBETqO79+HZgZt2hNcDngQ9l5kjtorIAA2TTdHV38bPF93LtQ3fwo0fu3OW5B02fx0XP/hMOmWn/pTKMxPtLI4f3l1rNe0yt5P2lVmrH+6vpAXK72pLVoNo0ZzWwMDO3DbnS9rAAA2RLbO3axq2Lkw3bNrN8wxpuWnQ3dyy9f6fzTtz7cJ49/0j2nTKHQ2fOZ96UmX1cTc020u8vtTfvL7Wa95hayftLrdSO99dAAbLoM5A9MrMbuHfIlWlUGdsxhufs+7Se96+P5/LgqiV8/Xc38/2HbmdjrZPrbUt+x21Lftdz3iEz9uFZ+wQn7/cHzJowlVkTpzJl3MRhr1+SJEnSEANkROwNvB44BpgBrAJ+DVydmYubV572ZAfN2Jv3nfDHvPaw5/C+m77E4nUrdzrn/lWLuX/VYv7j3usBmDhmHCfuHRzTeRBjOjoYWxnDITP34cDpc5k5Ycow/wWSJEnS6FI4QEbE+VS7rU4Aenc9+XhEvD8zP9OM4jQ6HDJzH7562nu55fGF3Lbk9yxd/xQbtm7iN08+tNO5G7dt4cZFd3Pjorsbxsd1jOGkfY/iyNn7c8iMvXnmPkFHpWOY/gJJkiRpdCgUICPiT4BLgKXAPwE3A08A86ju/3g+cElELM/M/2hyrdqDTRo7gRcecCwvPODYnrHH1jzJDx+5kzuXPsD9qxazYmP/68O3dG3jukd/w3WP/qZn7Pn7H83rDjuJSeMmMGfiNOZMnGanV0mSJGk3FJ2BfC/V8HhsZi6pG/8dcFNE/BtwJ/BXVPeMlIZsv2l7cfZRL4Kjqu+3dXVx78pHuXnRb7l/1RKeWLeS3z/1eL+f7x0op46byF6TpvO02Qdw8My9mTpuEhPHjGPi2PEcNGMeS9atZPnGNRwwrZODZsxjwphxzmJKkiRJdYoGyAAu7xUee2Tm4oi4Gnjbblcm9TKmo4Oj5hzIUXMObBjf2rWNO5c9wO9WLuLuJx/m9qX3sWbzhp0+v3bLRtZu2chDq5cO6vsmjR3PkbP35+AZe7PPlNlMGz+JOROn0Tl5BjPGT2HOpGkGTEmSJI0qRQPkk8DmAc7ZBCwbWjlScWM7xnD8vMM4ft5hPWO5chH/ee8N3P3kw4zpqLBy41rWbtlY6Lobtm7mjqX397ndCFSfu9w+S3ng9Lk8c+/DOX7eYRwycx8mjBnH2I4xu/V3SW1v7VqYOrXsKiRJ0jAqGiCvBl4TER/MzJ2meCJiCvBa4KpmFCcNVczalwv/6E0977u7u3ls7ZM8sOoJHnhqMau3bGDt5g1s2LqJpetXsWLjWqCbzkkzWLlpLY+sGfj/gWzp2saWrurWp3c9+RB3PfkQX7z7Bz3H50ycxpRxE5kybiJTx01i6YanAJg6bhLzJs/g8Fn7st/Uvdh7yiwWTJ/HpLHjfUZTI0bHE0uYfcLRrPjFb+iat3fZ5UiSpGFSNEB+ADgcuC0iPkq1ic5SYC7VJjofAO4C/qaZRUq7q1KpsP+0Tvaf1snz9vuDAc/v7u7m3pWPkSsW8dDqJ1izeT3rt25i5ca1rNmygRUb1rBq8/pdXmP5xjUs76fxzz3L4Sd1z2cCTBgzjnmTZ9LV3c2MCVOYOm4iXd3dzJo4hcNn7ctek2awZvN6KlR45j7B/CmzDZwqzfjvfJvKxo2M/+41bDzbpxYkSRotigbIdbXfFeDKPo5XgKcB6yOifrw7M4e056RUhkqlwpGz9+fI2fv3e86GrZvY0rWNNZs3cPsT93HH0vu4d8Vjg5q97MumbVt6PvvY2icbjv3g4V/tdP7MCVOYNHY8MyZMoUKFMZUOHlmzjE3btjBn4jT2mTKbvafMYlt3FzNrgXTu5JkcMK2TWROnMn38ZKaNn+RznBqSiV/7avX3f37VAClJ0ihSNNTdBHS3ohBppJk0dgKTgOnjJ7Pv1DmcfsgzAdi0dQtU4KmN69iwdRMrN61l1ab1zJ86m7EdY1i9aT25chFL1q3gkTXLWLjiUdZu2cjW2nLYwXpq0zqe2rSOxetW7nTs8XUreHzdigGvMXHMOPaf1sn8GbOZP3EO86fOZtbEqcydNJMp4ybQUelg78mzmDB2XKHatGerPPkkY397DwBjf3s3leXL6Z4zp+SqJEnScCgUIDPzlBbVIe0xtoeteVNmArCAeTudc+zcg3caW715fTUMdnf3dIzd1r2NlRvX8ruVi1i/ZRNTxk1k8br/v737jpOkrPM4/qlOE3Z2l11cJSoeyk9ERVBQPBEMJyKC4c4zYEBRPBQDgmJEEPUUAwhnOBRFBCUoYgA5I+kwYDoV8ScmVGAJy+6yk6e76/54nuqp6e2e6Zmd3pnd/b5fu6+aqXqq6qnup6frV09ay01rbmW4OrbJeR2tTXDLutunnQ6lVCiy05KV7LlyV1b2LmW73iWs7FlKT6lMKSmyvKefUqHIsko/yyr9LO/pV63mVq7nqiugVILxcdJSmZ6rrmD0yJctdLZERERkM1CzUpFFIgvAOlFP69w5vI71Y8MMTYzSWypTrddZ2TvAip4B7hm5j9uG1vD3DfeQkDBWm2Dd2CB3D6/nH4P3cOfwOsZqE4xUZxpUOUyT8rcNd3fcNLdSLNFTKJMkCct7+lnRM8DOA9uztNLP/fqWMdAYWKiXgUof/aUeBsp9DFR6KSQJCQk9xbL6dy5iPRddSDIc+gAXhofouehCBZAiIiLbiI4CSDM7EtgOOMfdJ9qkqQCvBta6e6v+kSIyTwpJgR2XrGTHJStbbh+o9LHb8o1rPpvdO7qB1UNrGS6N8uu//5W/bbibDeMj3DW8nlpaY7Q6werhjZvITme8VmW8VgVCrerfN9zDr+/566yOUUwK9BTLVIolllb6WNEzwIreAbbrGWCg3Et/uZf+Ug9Lyj30l3tYUgpBafZzf7mH/lIPxYJqQudbsn4d5V/9Ysq68i9/TrJ+Heny7RYoVyIiIrK5zBhAmtnjgPOBD7YLHgHcfdzMdgTOMjN395/PYz5FpAtW9i5lZe9SVq1aymOX79EyzdDEKH9Yexu3Da5h7dgg60aHWDN6H9V6jQ3jowxOjFBIEtaPDbN+bIgNExvN8DNrtbTOcHWM4eoY68aG+PuGe2beqYXeYrkxlUp/KQSb/eVeavUaxUKRJaUeKsUSq/qW01eqAJOdvPtKFVb1LaeYFCgWChSTApVimZHqOKVCCHCr9Rq1tE5vsUJvqUxvsUJPXPbGuUC3tJrU0q9/Rfm6a9tuL97ipOUKyfhk7XVarrDklHdRe0jrMsRAD6V9Hkf1UY+e7+yKiIjIZtZJDeQrgUHggx2k/SBwHPAa4JhNyJeILBJLyr3sc//d2ef+u3eUfnB8hDoptXqd9WND3D50L3cOr2XD+AjrxoYYmhhlKPbxzP88PDFGNa2Rpmljfs1NNVqbYLQ20XY6lW7LalJ7iuWNA8xSmVKhRG+xzLJKP4UkAZLYjDeMBFwplukplKgUS1RijWylUKanmFsXt/fktlfi9r5ShYRkVkFsYfVqlrz/VKhVoVhsmSapVqfuMzRI78VtGp7UalAqUfj8hfCojrMhIiIii1QnAeRBwPfcfcY7MHcfNLPvxn1EZBs0UOlr/Lyid6CjprTNxmtVJupVxmoT3Dc2zNqxQdaODoYAtDrK0MQYwxNjDE+MMlQNwefQxCjD1bGwrRq2pws8aHS+JpVNH/No1sqFIhP1GsU4qFFKGoPXCn2lCv2lno1+Li4vwHkfoHTdNZSGhukbHWNgdJwlYxNUCwm1QoFaoUAhrVOu1inX6pTqdZI0pVBPyULVWiFhrK+XseXL4MgXU1tWoe8P19Mba3rHa1UKSYFSodB4v7Jgt9D4XyBh8vfwc6Hp95gu24fJYLlUKDaaM/eXeqiTUq3XKCRh2puVvUtDcJ1CnZQ0TSnmj5UkFAg10KVC62BaRERkW9NJALkrcPksjvkn4LC5ZUdEhEYN2pJyLyt7l7YcyXYm9bTOaHUiF3DGQLM6SiEpUKvXGY7b1o0NMlIdjwFM2H/d6BD3jQ9TS+vU0jrVeo3hibEwym4KY/UJegplioUCY7UJRqsTjNbGGYvL0drErKdmmW9ZTW4trTfWNQLamey10/xl5C8/nb9jLZBKsRSC7GKFvnIIuPtKPUzUq6RpmqshDmW3nFuWC0VKhSKVYpmVvQMUYxCcUKBcLFJKipQLRYqFIpVCkZV9yygmCfU0BLW1tE4Sg95s32JSpFBIKCXFKefZ0ppMi4jIlqfTUVhnMxJFAajPmEpEpIsKSSH2eexhVd/M6buhWq/F4DIElKPVccZqE4114/Uag+MjjFTHSCEEDLHWtJ7WGwMSjdcnGK9VGatVGa9NMF6Py8b25nRhOR9TvUgwOTjU0EJnZVqlQpFSUqDYtCwViqEmNWm9LCZFSoU2+zXtP7lucr/mwLWQFBrBdKVQagxolSTJlIA501Ms01ss01OqhG3xOKb8jAAAH7RJREFUnL3FMn0aEEtEZFHpJIC8A3j4LI758LiPiMg2rRRrnpaUexfk/MMTY1SKU//MZ9O3jFTHGK6OM9r4eYyRiXHqsbYrIaGW1hmrTTC45k7Sb15G+e57KI+NUain1AsJE8UC46Ui9UJCPUmoVSrUt9uO8acdQjIwQKUQasYGlvSwdsNQqJmtTpCmKeViiXqaUqvX6C1VGIivUdaUtJbWSdO08Xs9Tamn9UaQna+da/49SZLYl7bKSHU8NHeujjUGRErT8DqsHRsM/U1jU9js/FOOHfvkLnRz6E5V6zWq1KDWdsy7LVIWtOYHtQrBcviMlUtFarV6o2lzkmviDDSaOofBrUokCY0WB0mu2XMS+yAX4qBZlUJxyvYpWqxOSBp5m24+3HYVxYVcM+1Mo3wDxM/EdApJgWJWS52ruc6C/Ox6wq/h51J8TbPXN6FASr3xWUgJr2G5UGo8OKiltUYT+dAHu0wp1wQ8e/2T2LQ8SSavLdvWeGAR92t+T7LPclbrnj3kKCaTjdXzDy/yrUgaxyBpvFdJ7t2cbKquhxMis9VJAHk98AIz29Xd/z5dQjN7IPA0QNN4iIgssP5yz0br5hrQVtb2sPS411AYbN8dvj6wlA2fOIfxJ03txbBq1VLuvnthBjKaD2maTgm8R6rjjX6bWa3clFrhepWJbFmvMVGvUq3VGK6OsX5smDr1GKCGAHqiXqOa1pio1RirjbNmdMNGN99ZEFGt16nHZtX12LR6ItZ055sqb20agbHIPEtIKBWm1raXYvCdBbWlUpG0nk4NjHN9tlsFy+0C6GyQtKn7FWIaWqybOrhagan9tCeD7sKU8+V/psW67BjZ4G35/DQP6BaazmfN5wuNfuetnoOUCyXKxWKj733jIUXu4U/W6qHY9LAkO2YS85zt3fxgoflBUZLAxg+NJl/r5odJU/ZtSqNuAJ3pJID8JPAy4Ctmdqi739sqkZmtBC4BysCn5y+LIiKy0Hov/TLJNMEjQDK4gd5Lv8z4oVtXN/gkSegthcGHVjCw0NlpKwSUdWppjWq93phmJr9sta6W7VevUU2nLjvZr1Vf31pabwyENV6rUo/BbQiCQ9BbS+skhKlzxnJNvLPzVdN6rCEf32JqgGXLk5LGBz16QCFBPmCdDMKZ8nAgv34ugWsWtJcKRR688gEc/bBDeOCyVQt41bMzYwDp7j81s7OB1wM3m9mngR8Ct8UkOwNPIUzbcX/gLHff8kdMEBGRYHycyg++t9HT5rQydT7IBKh8/7swPg6VymbNomTNLgt0PrzBliFrTpwFrbV6nWpamww063VWrOxnzZrBRk0tTPYpzppg1tIao9UQoIYUk9tSUsK/sKVarzdqklvmqU1Am89ru6amadtYeLKpdi0mSnI3rTB5c9qy/WzuGFkNda0eBwHLaqfT7MonryFrIh4GDKvFfVKKSTKlhqeepkzUQm15rV5v1NrV6nXG4sOCetb0PE1zzc0n12W9vMP5ao0HCll+0/gehGyG1Emsga/W61PKQZb3/HuS5q6v8T6lue259wnYqmvtZe7yZXBzPLv647o76E96OWm/f+v+yeZJp98yxwOjwAnAu+L/vIQwcM7pwDvmLXciIrLgKtddTVoqNW5Z0ySB3l5GXvgS+i66AEZHSbIbt1KJ8vXXMPGUf1m4DMtWJRt4Z7qpVFatWMrS6pbbTFoWTvZAIv9golYP/T+z5uYrVi5hzZrBuC4lzfXHTnPTANWb+mSHYHnj/txZsNu8bnK/yZ873S88ONl4XZaepv3yeQYa67JAPn+sxuvRaD7fpi9umjaa7ecHhUtTGvs2PwyqZ+NuppNB/sYPBjZ+sND8oCg/HVP+dep8ffsHQ91WTArs2+Fc24tFRwGku9eBk8zsM8ArgAOAHeLm1cANwHnu/seu5FJERBZMz6UXkwwOApD29VHbYUfuu+ASag/dg9Gjj2HZS19AcfUdJCMjJIOD9F56sQJIEdkiFAsFihRgmqleVy1fSt/4wgyGJptXPoCH5pYM7Vs41HO14o0AdZp9s2C9Wq9hu+xEOrRl9b2cVTuXGCC+s0t5ERGRxaZapfI/V5KkKWlfH6P//iIGT/sg9IabqdoextprfszAu06i99KLSEZGqFx1BVSrUNq6mlKKiMjWbbKP4uY75/36l3L30JbVgkJjF4uISFvlG64nGRqiPrCU+z5zHoMfPrMRPDb09jL4kY9z3znnUR9YSjI0RPlH/7swGRYREZGuWhSPh82sQOhn+RrgQYRmsRcAp7n7aAf7bwe8H3gesAJw4Ax3P69beRYR2RaUbvoN1f0ex33nnk99hx2nTTt+yKGs/d8bWfaql1P67a+ZOPCgzZRLERER2VwWRQAJnAG8gTB/5OnAPsDbgL2A50y3o5lVgO8CjwA+DvyJEEh+3sy2c/czu5hvEZGt2sixr2fk2Nd3nL6+406su+K7XcyRiIiILKQFDyDNbC/CFCGfcfdjcutXA++Nc09+e5pDvAp4LHCku38p7vtZQlD5PjO7wN3v6d4ViIiIiIiIbBsWQx/IFxGmATmjaf3ZQBV48Qz7v5jQ5PWibIW7p8CZwBLg2fOWUxERERERkW3YYggg9wPWu/vN+ZXuvg64mVC72FLsO7kv8JM41UjeDXHZdn8RERERERHp3II3YQV2Am5rs+0fwBOn2XcF0Ndqf3e/18xGgJ1nm6Httx+Y7S6bxapVSxc6C7IVU/mSblL5km5TGZNuUvmSbtrSytdiCCD7gfVtto3G7dPtCzA2x/1bWrNmkHo9ne1uXbVq1VLuvnvLmiNGthwqX9JNKl/SbSpj0k0qX9JNi7F8FQrJtBVqi6EJ6zDQ02Zbb9w+3b5swv4iIiIiIiLSocUQQN5O+2amu9C+eSvAWqBlM1UzW0mb5q0iIiIiIiIye4shgLwRWG5me+ZXmtl2wJ7Az9vtGAfO+QWwfxxQJ++AuGy7v4iIiIiIiHRuMQSQFwMp8Kam9a8n9NH8UrbCzB5mZrs3pfsysCPwgly6BDie0Hz18i7kWUREREREZJuz4IPouPtvzOyTwOvMbAnwQ2Af4FjgW+5+ZS75zcCtwG65dZ8BXgl8zsweBfwJ+FfgqcCJ7n5P969CRERERERk67fgAWT0RkJgeAzwfOBO4EPAe2fa0d3HzexpwAeAVwDbAbcAR7v757qWYxERERERkW3Moggg3b0GfDj+ny5d0mb9WkKN5bHznzsRERERERGBxdEHUkRERERERLYACiBFRERERESkI4uiCesiUgQoFFq2lF1wizVfsnVQ+ZJuUvmSblMZk25S+ZJuWmzlK5efYqvtSZqmmy83i98TgesWOhMiIiIiIiIL7EDg+uaVCiCn6gH2A+4AagucFxERERERkc2tCOwI3AiMNW9UACkiIiIiIiId0SA6IiIiIiIi0hEFkCIiIiIiItIRBZAiIiIiIiLSEQWQIiIiIiIi0hEFkCIiIiIiItIRBZAiIiIiIiLSEQWQIiIiIiIi0hEFkCIiIiIiItKR0kJnQFozswJwPPAa4EHAauAC4DR3H13IvMniY2b7AkcCTwEeDNSAPwCfAC5097Qp/VGE8mXAWuAy4J3uvq7FsZ8FvAt4FDAMXAWc5O63det6ZPEzsz2BXwEV4HB3/1bT9qNQGZNZMrNVwLuBw4GdCGXnl8AJ7v67XLqOy4yZHQC8H9gfqALXAm91999392pkMTGz7YGTgGcDuwLrCX/DTnf3HzalVfmStsxsADgBeCzwGGBH4Kvu/m9t0h9FF74PF7LsqQZy8ToD+AhwI/A64FvA24CLFjJTsmi9FXgZ8BPCF+R7gTrwReCz+YRmdjzweeB24PXAF4Cjge+YWaUp7fOAbwAp8GbgLOAw4DozW9nF65FFzMwS4L+BiTbbVcZk1sxsd0KweAShzBxL+B5cD6zKpeu4zJjZ44EfAjsAbyfcbO0L/G88n2wDzKwXuB44Dvg28AbgbMIN/ffjTXuWVuVLZnI/4BRC8Piz6RJ26/twocueaiAXITPbi1DIPuPux+TWrwbea2aHuvu3FyyDshidBbzc3ceyFWZ2NvAD4JVmdoa7/9bM7ge8D/gO8MysZtLMbgLOJ/xR+1RcVyZ8wd4EHOTu43H91cA1hED1pM1zebLIvJLwxXk64Uu0QWVMNsGFwN2EsnBfqwRzKDNnAeuAf3b3tTHt1+L+HwBe0JUrkcXmUOBhwBvd/axspZl9EbgVeBXwLZUv6dAdwC5ZraCZpa0Sdfn7cEHLnmogF6cXAQmhFjLvbEIV9Ys3e45kUXP3G/LBY1xXB74af31EXD4H6AfObGrW+iXgLqaWrYMITcg+mf0hi8e9Fvg5KofbpNjE8HTC085bWyRRGZNZM7MnA48DTnb3+8ysx8x6WiTtuMyY2UOA/YAvZDdYMe0fgW8CzzazJV25IFlslsflHU3r7yLcVw3H31W+ZEbuPtZhF4uufB8uhrKnAHJx2g9Y7+4351fGttI3E9pci3Ril7i8Oy73i8sf5RO5e43Q/HXf2DyxbdroBmAXM3vAPOZVtgwfAe6Jy1ZUxmQunhGX683sWmAEGDWzX5rZIbl0sykzM6XtYfLhmmzdrgHGgfeb2TPMbGcz24cwtsQo8LGYTuVL5lO3vg8XvOwpgFycdgLaPdn4B7DzZsyLbKHMbEfgGEIt0XVx9U7AcKuO24Sy1Q+syKWF1mXxH3GpsrgNibVELwOOyz8hbaIyJnOxR1x+hdDn8YWEPpD3A640s6fF7bMpMypfAoC7/4VQpvoJfSD/AfyCcCN+oLtn/dhUvmQ+dev7cMHLngLIxakfGGuzbTRuF2krNv26FFgGHJ272Z+pbGVp8stW6ZvTylYulqlPA5e4+3enSaoyJnOxNC5/Dxzh7pe4+6cJI0vXCU2mYXZlRuVL8tYQWnF9CHgu8B+EWsmrzOzhMY3Kl8ynbn0fLnjZ0yA6i9Mwofq5lV4m2+qLbMTMSsAlwBOAY9z9+7nNM5WtLE1+2Sp9c1rZ+r2N8NTzKTOkUxmTuRiJy/PzfYXc/RYzuwE4MPbpmU2ZUfkSAMxsf+D7wOvc/Zzc+q8BThiQ5GmofMn86tb34YKXPdVALk63077qeRfaN2+VbZyZFQmds48gjDb32aYktwP9ZrZdi913IfzBWZtLC63LYta3UmVxGxCbQ78dOBfoM7OHxE78949JdozrSqiMydxk7/PqFtvuIAwst5zZlRmVL8m8jlBp8pX8Sne/izC9xxPj/NsqXzKfuvV9uOBlTwHk4nQjsDxO1N0QC+CehNGYRKaIX35fBJ4PnOjuZ7dIdmNcHtBi3/2BX+ae/rdMm1t3m7vfuckZly3BAwhPOt8I3JL7/6G4/Zz4+y6ojMnc/DQud2mxbRfCSJn3MrsyM1PaMeC3c8qtbGl2iMtii20loBx/VvmS+dSt78MFL3sKIBeniwmTiL6paf3rCX/ovrTZcySLWvxj9HnCFDDvcPePtkn6dUJTsTc2rT+SECTky9Y1hCf/r81PdmtmBxJGAlY53Hb8hfBgovn/J+L2D8bf70JlTObm68Ag8KpYkw2Ame1NuCG62t1HmUWZiUPa/wx4uZmtyKV9CHA48A13H+rqVcli8bu4fHl+pZntBhwI/CJOfaXyJfOpK9+Hi6HsJWnacu5LWWBm9l+EJhcXAj8E9iGMSHelux++kHmTxcfMPgq8mfBU6qwWSW5w9z/HtCcCHyaMRHcZsDtwPOFp1RPyo2ua2fMJDzR+ApwHrAJOIIyS+Bh3X9OlS5ItgJkdRXhwcbi7fyu3XmVMZs3MXkt4KHEDcBGwEngDofb7ie7+q5iu4zJjZk8gfIf+CfgkoX/QG4ElwP7xRky2cjFQ/AWhGfQXCdMf7EC4r1oFHObuV8W0Kl8yIzM7Dsiapp4G3ET4uwVwbZy/sWvfhwtd9hRALlKxL9ubCdMwPBC4kzBf0XvjU1iRBjO7mjAJbTuvcPfzculfSfgD9lBgHfA1Qs3l2uYdzewI4F3AIwnt9f8HeKu7/6M5rWxb2gWQcZvKmMyamb0AOJEwh9k44an8O939N03pOi4zZvbPwPsIUzbUgGuBk9z9d81pZetlZrsC7wYOJtxXjRBu1P/T3a9pSqvyJdMys78CD2qz+VR3PyWXtivfhwtZ9hRAioiIiIiISEfUB1JEREREREQ6ogBSREREREREOqIAUkRERERERDqiAFJEREREREQ6ogBSREREREREOqIAUkRERERERDqiAFJEREREREQ6ogBSRERkG2Jm95rZQbnfTzazry5knkREZMtRWugMiIgsNma2G/AX4Ap3f1aL7Q8CrgUeCLzJ3T++eXMoskl+CFxsZl8ClgEvBU5c2CyJiMiWQgGkiMgsmNmuhBvwBwInKniULdBxwKeAVwKjwCfi7yIiIjNSACki0iEz25kQPD4YeLu7f3SBsyQya+5+B/Cchc6HiIhsmRRAioh0wMx2AH4A7A6c7O4fbJPuwcApwNOB7YE7gG8A73X3u1uk343QXLYld09yac8DXg482N3/mlv/COBXQBF4hbufF9efArwHeLK7X9103hS4xt0PbnGd7wCeBewMrAO+C7zb3TfKp5ntC5wEPAlYCdwN3Ah81N2vz+V5Jqe6+yltXo8Ncd3ngY+7e9qUh72Bk2MelgF/Ay4B/tPdBzs4d0fX0pR2uuvKruWfgD8C33b3w1qcbxfgVuD77v703LV/wd2PanO+xntvZsuBY4HDgIfGPK8Gvg28x91Xz3SMuL5d+Wmbn7j9auCgpjJ6Cm3KXNO+U9KZWQJ8B3ga8Cx3vyKXtgz8GNgbONDdf9TuuPl85VZNALcD3yN8Dv/WlL4AHA28Ctgrrv418BF3v6zDc+TlX8ODCQ+dTnX3U3L7J8ANwOPJfQ7nUAaOInwuGueM63uB3wMPaj6Wmf0VwN13a3Fdp9DB+yci2zYFkCIiMzCz+xOCxz2A09z9tDbp9gSuI9zIXw448FhCk8HDzOzx7n5Xm9P8X9wncxTh5q8THyPc/G8SM3socDWwA3Al8FVgV+DfgUNi/v+US/8C4ItAHfg68Oe474HAvwHXE67pr7nTHEy48f5C0/qrm7KTfz1WAs8FzgCWA6fm8nAQIWAqEoLG24AnE4LgQ8zsQHcf6eDaO7mWVj5OCLIBdiMXVLr7n83sBzEfO7n77U37voIwmN1nZ8pfG3sSHlb8APgKMEIIso4Bnm5m+7r72g6OMy/lZ1O4e2pmLycEbp8zs0e5+51x8/uBfYFTZgoem2TlpAd4HCFIfJKZPdzdq9AI5L5MKOO/I5RLCEH5V81spj7Op+Z+fjTw7A7z9iJC8Ngtb6bzvx8iIrOiAFJEZBpmdj/g+4Sb9W+7+8nTJP8Uodbx5e5+fu4Y7wXeDXyIEDTkZX+Hf9lUQ3EwHdwAmtlhwL8AvyDcZOdlNXUJnTkfuB+h9uHa3DkOIAwa9HFCzWRWU/k5QtDyBHe/KZc+AXYEcPfLyQXGsYbjIOC8GWo4ftX0epwK/IPQ9PLUuK4Y89Ab83xN7vyfJwRzb2XqTf5GOr2WJtn7doa73xrTHszGtZLnAE8lPBD4QNNxXwGsYfL1me37dTOwk7vf23Q9LyEEw68D3jfdAWYoP5uVu99uZq8GLiO8f880s6cQBvj5ETNcS4vjnZL/3cwuAZ5PqGX8v7j6GELw+EngDe5ei2nfSgjMTzezS1sE/6Xmc8TawBkDSDPrAz7I/HxmWx1/B+DtbY4vIrLJNI2HiEh7KwjNNx9BGGzkqbG530biyKwHAf+XDx6j/yQ0h3yhmVWatpXjcmy2mTOzEvAR4A/Ap1skyWo7d+3gWPsSakTOzQePALHW5+vAobHZJIRAqR/4cD7giunTFjfcm6pIuKnO16g9Efgn4JtZ8Jidn1ADOU5nzWfnci2dvm+XE9775gcHTyH0pf2iu4/HdVkT5xnfr5i39c3BY3QhcB+hOWhbHZSfzc7dv0aokT00Pmw4HxgEXpIFd5sgC/rX5da9DlgPHJ8/vrsPAacBFeB5LY5VZg6f2egEwnv85hbbZlUG2ngfId8nbcIxRETaUg2kiEh7T4jLswn9GL8DnG9m+2dN4HL2jstrm9bj7iNm9lNCszgDfpPbvDQuR+eQv9cCDwOOINR8NrsxLt9iZj91999Pc6zHxeXO8ca92Y6Eh44PBX4G7BfXf2e2me7Qo3P5WEm4ib8XeGcuTfaaX0OTWJt1C7CXmS119w3TnGsu19LR++bu47Hv2lvM7KBcoHt0XH42l3bYzG4CDopNai9392mDFDN7KvAmYH9CGcg3RW1Vc5o3U/nJPLpNmdhtmn2OijWyKSEouoXQ17M+Q54gXM+TCH3xAI5y9z93sN8UuTz3AAcQPs/vz9UY9xMeDv0deIeZNR9iVVw+rMXhlzKHz6yZ7Qi8DbjM3a9pPudcykDT8R9NeFhxJqH/bTvbtXlPD+70XCKy7VIAKSIyvU+5+xsAzOxThJvud7Jxs8hlcXknra1uSpfJbtw3GmBnOma2gnCD/X13/2ZsPjeFu//MzM4k3JDf3OIGOW9lXB4R/7ezJC6zmsj5rmnM7M1kgAghEPlq0/k6ec33iummCyDnci3bEwZnWd9B2s8QmmEeDVwT37vnAj9prvEk1Ih9HbgIYLr3LAYYXyZc21WEPqVZf883EQKndvvOWH5ymt+LTrSq+b3FzA53d59uR3cfMrPvEfocrwEunuW5M+9p+v13hMGCMisItdoPbJE2b0mLddszy89s9AFC7eVbp0nTcRlo4QxCLf1pwHbTpFvO9NcsItKWAkgRkfZ+TLiZy7wVeAbwTjP7hrv/Mrftvrh8QJtjPaApXWb3uLx1lnl7D+EGsVUzuAZ3Pz72/TqAqcFr881jlq9j3b2T5oxZM8CdCH0T51tj5EgzW0JoHnwBcHUcBGWEub/mzeZyLbsDf2seEbYVd78ljtr5r2Z2HHAkod/mRoPnxFqpPYFnArsw2RfuOWwcxJ1MqAV7jLs3apti/8rpAhTosPxE047C2maf/OiqOwBvAY4HzgIOme5kZvZk4D8IweP2wOnAGzrI5xTZ6LCxqe5DCLVyl5rZM93920yWi5+4e8cD2pjZAHB/prYk6GS/fYGXAR/LD0bVIt+zKQP54z+HUIN4nLuvM7PpAshbZxiFVUSkLQWQIiLtrckHCLFm5CjCiKHnmdl+uf5rWc3Ggc0HiUPq70+42W+ufdk/Ln8+i3ztQagJPdfdfz1T4tiHccrolWbWfJP407h8PJ31h7uRMDrp03P7dkXsj3almZ0PvJGQxx8y+Zo/iTCSaENsKrgH8OcZmq/CLK/FwvQc2xMGV+rUOYTRYV9EqIkcJNYwNfMwT+O5TefcjY2Dh92B3+aDx2gfoG+avMyq/GyK+Pm5A3izmb0SeMx06WPNaNbvcX/C4EbHmdmV7n7VHPNQBX5vZm8jBK8vJAyItcHMfg88vINmznlz+cxCKKP30sFgQLMoA5kK8GHCwEr/Pct8iYjMigbRERGZBXe/jlCT8ShCDVC2/m+EvniPNrMXN+12EqHG4qJcwJlN+/E84PfufvMssnE6IRh995wuogV3/wkheHpprMmYwszKZvbE3KrzgWFC3769mtImMYCbN7EmKxvAKAvqrydMt3FEU94gTP1QifmcyWyv5R1x2XKOwDYuA+4hlJlHA5f4LOaobONvwEMtTDMDgJktI4yWO515Lz8zia/hAFMHQWrlvwm1bq+L/R5fRmgmfJ6ZrZp2z5k9Mi7ztcZnE/ozfjo+6GnO915Nr2+++enXZnHu5xBqa092906aPc/Wawm1rCe06J8tIjKvVAMpIjJ77yQ0LzvJzC5395/F9ccSgpovmtnzCKNbPoZQs/UXcqMixoFVnk8Y9OS4WZ5/b+DtuXny5suLCTV7XzOz64FfAlXCdCIHEmpPHgbg7qtjjdIFwM/N7HJCMHd/Qo3glYR+eHOVH7hlSTzm/oR+bDfEPNRjHq4Cvheb6t5GaMb3eEIN0ekznajTazGzQwgj6u5DGJ33kk4vJg6mcz6TTUbnOvdj3n8RgsVfmNlXCX0eDyX05ZyuP2e3yk/eEWb2MELzyx0IgWCRaa471u4/n/Cg5QIID2bM7FhCX89zmb5/bvPxTok/Zk1YnwvUCFOEZD5FGFznSOBAC/N2riYMQPRIwnt9AHBXnB7lZMJAUue6+487zQvhNb+JUBPdDXsD/xOb5oqIdJVqIEVEZsndRwmDhCTAF8ysJ66/mTCi54WEKSZOJMwf+Qng8e5+V+4wzwC+BRzg7rNpCgmhv+SZm3QRLcR+WfsQ5qjbHng18Crg4cA3mdofFHe/mHDzfQVhrsMTCE0EfwNcuonZ2ZvQF+s9hNqV7QhN9A7O1+LGUU0PIAR5h8U8rCIEegfHvpIz6vBasuaXbwEO66T/Y5NskvrfxWbFm+pswsOH+wjzGR5GqBV7OmGAn3a6Un6aHE8Izj5JeP9uB17m7h9qlTg2Cz6LMCLqsflt7n4RIbg/PAaTncrKz9sIn8ergPxIuNk0LS8BXgL8iTCP4/GE5sZ3x7xnfR2fQKhFfnX8P1snzsNUJO3UCGVWRKTrkjSd7fefiIiIzJaZvZTQXPYEd//YTOlFREQWI9VAioiIdJmZFQhNekeZrIkUERHZ4qgPpIiISJeY2SOBw4F/BvYFPuLuaxY2VyIiInOnAFJERKR7HkMYEXYtYQCZzTbyqYiISDeoD6SIiIiIiIh0RH0gRUREREREpCMKIEVERERERKQjCiBFRERERESkIwogRUREREREpCMKIEVERERERKQjCiBFRERERESkI/8P+qgNrN1VDC4AAAAASUVORK5CYII=\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# считаем функционал качества по ранее посчитанным кумулятивным средним\n", "mean_deviation = np.mean(np.abs(cum_means - 0.5), axis=0)\n", "# определяем первый индекс, где значение укладывается в диаппазон\n", "index = np.where(mean_deviation < 0.02)[0][0]\n", "\n", "plt.figure(figsize=(15, 7))\n", "plt.plot(np.arange(size) + 1, mean_deviation, lw=3)\n", "plt.scatter(index, mean_deviation[index], color='red', marker='*', s=500)\n", "plt.xlabel('Количество случайных величин')\n", "plt.ylabel('Среднее абсолютное отклонение');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Из графика выше может показаться, что при большом количестве случайных величин отклонение перестает падать. Часто в таких случаях полезно логарифмировать значения или, что то же самое, рассматривать логарифмический масштаб оси." ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "ExecuteTime": { "end_time": "2020-05-07T14:52:38.478825Z", "start_time": "2020-05-07T14:52:37.785795Z" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(15, 7))\n", "plt.plot(np.arange(size) + 1, mean_deviation, lw=3)\n", "plt.scatter(index, mean_deviation[index], color='red', marker='*', s=500)\n", "plt.xlabel('Количество случайных величин')\n", "plt.ylabel('Среднее абсолютное отклонение')\n", "plt.yscale('log');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Тем самым в нашем эксперименте достаточно собрать чуть более 400 объектов." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Посмотрим на аналогичные графики для других распределений." ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "ExecuteTime": { "end_time": "2020-05-07T14:52:44.243032Z", "start_time": "2020-05-07T14:52:38.480622Z" } }, "outputs": [ { "data": { "image/png": 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\n", 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\n", 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JabMxLwZDyrmrmvZ5NGU1QRIRERERETkMCqZXYLCb2RToqqRtbreei4iIiIiIyMEpmO7gwdBpyP1/xphL39OepiIiIiIiIoeiPM4Pd849FXgB8GzgsUAE3g/8LPDr3vs9059z7kbgh4EvA04DHvhJ7/2vHmx0XUfeLpB203gTqdtGxmgqr4iIiIiIyGE57orpdwIvAv4M+C7gB4AEvBb4pb0uds4NgT8Evgb4NeAbgY8Cr3bOfcvVD6uvjhowxvRV0u4n94FUU3lFREREREQOx3EH01cBj/bef733/ue99z8NfBZwO/A1zrlP3uP6lwJPB77We//vvPe/CHwh8Bbgh5xzN1/dsPpq6WZfXmP755DpgmnSVF4REREREZFDcazB1Hv/Du99fdmxBLyxf7lXMP2XwD3A67ddn4GfApaB513dyAwhJ8BAhkQm9WF1u6xwKiIiIiIicmDHXTHdzaP7x7O7neCcs8BTgT/rw+x27+gfn351H981O9qMoQYDuYunm2tLFUpFREREREQOx4kLps6524CXAX8PvP0Kp54GJsBdl7/hvX8AmAOPupoxrLPOB879LXdevIO16iJNqGliy8VqnWmYUceKlBPzML+a24uIiIiIiMg2x9qV93LOuRHwW8Ap4Mu9980VTl/qH+td3q+2nbOweZpR2Q3K5cytk1vYaDewxrKyOuARKzdiMNw4WWJluLK1lYzIUbvlltXjHoLIjvTdlJNM3085qfTdFHnQiQmmzrkSeAPwmcDLvPdv2eOSWf842uX98bZzFpaTYV4H2hmUg2VyVbPWrLNhW8ZthbUFYbrOfJAVTOVhccstq5w9u37cwxB5CH035STT91NOKn035aSy1nDmzMrD/7kP+yfuwDlXAK8Dngt8s/d+z61igPPsMl3XOXcTu0zz3a82BUzue/NmgzXdr2pzm5iEto0RERERERE5DMceTPsmRq8FvgJ4uff+Z/ZzXd/w6J3Ap/b32O4z+se/PNDg+gZHmxvHhJyIKXTH8uYpCqYiIiIiIiIHcazBtA+UrwaeD/x77/1PXOHcJzrnHnfZ4d8AbgP+xbbzDPCtdNN4f/tqx7bOOmCIKXV7lubN6uhWIr3aW4uIiIiIiMg2x73G9JXAi4A/Bz7snHvhZe+/w3v/wf75e+k69T5m2/u/CHwN8CvOuScBfwf8c+Bz6Kqv91/90PLWY2ELbGGxmK1A+uC7CqgiIiIiIiIHcdzB9Gn94zPopvNe7quBD+5wHADvfeOc+6fAK/pzbwT+Fvha7/2vHHRwW+tK84O10rptt97XNF4REREREZGDO9Zg6r1/5gLn7tj61nt/Hvg3/c+hMXTVUGMMpnuByZDYrJj2jwqnIiIiIiIiB3LszY9OPAMWQ2lLMmw1P9IMXhERERERkcOhYHoFVTMn5656CoacM4mw9X7KSWtMRUREREREDkjB9ArMZug0hgIL5sEpvMYYhVIREREREZFDoGC6i0TqG/Ca7n8GIJPIVG3VVU+TKqYiIiIiIiIHpWB6BS19B15jMBiMsTSxoY0tTaq6qqmaH4mIiIiIiByIgumVZMgpkslYW/SdesEWRf+2QqmIiIiIiMhBKZjuajN0GgqKrSMFBeNiuO0shVMREREREZGDUDDdQyIRQ8B0nY+ArvERaA9TERERERGRw6BgegVha2sYQ2FLUs5kEil2gbRrkKRwKiIiIiIichAKpnvIdGG0CnNKW5ByxlpL3w7puIcnIiIiIiLyMa887gGcZNPZFExmvblIHVussV2VlG0VU60xFRERERERORBVTK8gpm4qbzaWpXIJtk3bzf0WMgqmIiIiIiIiB6NgekWGJgUu1BcgQ+pWmF7a/EhrTEVERERERA5k4am8zrnHAi8APgU4BawB7wJ+w3v/ocMd3vGrmorlwYRkulgK3RReg8GYLtfnnLfCqoiIiIiIiCxmoYqpc+7bgfcB3w/8c+Bz+8cfAt7nnPu2Qx/hMYo5knKEvlJKNqSUtp3RrzXNacfrRUREREREZG/7DqbOuS8BXgmcA74TeAbwccDTgZf3x1/pnHveEYzz2DShAjIGC2TIEGO3r6ndrJhqnamIiIiIiMhVW2Qq77cB9wFP9d7fs+34XcA7nXOvA/4K+Fbgdw5viMenTjXn5udYGk04M3oEhSkxQMgRExO5VMVURERERETkoBaZyvtk4A2XhdIt/fE3AE89jIGdBJlMzpmcMjn3E3pz6hoeGdOtKzXqzCsiIiIiInIQiwRTCzR7nNMseM8TLcdINl3otNaQciabRBUrAFLOGIwqpiIiIiIiIgewSIh8L/BlzrnJTm8655aAL+3PuyZs1kFTVzslk5kUE2JO5NQ1RLLGdtvGiIiIiIiIyFVZJJj+AvAY4L87557rnLsRwDl3o3PuucDb+/d/7rAHeVwaAiEEUh9NY4oYUzAsh1vTdw2m69grIiIiIiIiV2XfwdR7/4t0ofPJwJuAc865mq4b75uApwA/573/5aMY6HGYNRvcX99HTJnCFIwHQ4Z20O9hCinGbp2pKqYiIiIiIiJXbaH1oN77bwCeBbyGrgPvnf3jrwLP8t7/74c9wONkTUHOEYCUIqNyiclwiRgiZvOc/lcYU2TaTrXeVEREREREZEGLbBcDgPf+duD2IxjLiZNyt19pjIGYIxZDaUqM4cFVp321NORAzomYIra4Zvo/iYiIiIiIHLl9Jyjn3JOcc484ysGcNN3a0W4NaU6RwlisMWQDpS27UNqXTjcrpVpvKiIiIiIisphFSnvvAr7+qAZyEmXAUGIw2GLAeDDGGENKiWkzI+ZITP1U381gqqm8IiIiIiIiC1kkmJq9T7kG5UzOqduzNBfd1N4UscYSU+yrpoasYCoiIiIiInJVtBjyClIKYAwhNaScscaQUre21FhDJNLm9pKuvBl16BUREREREVmEgukVnJ2fI5tImwLTdp3SFGSTyLkLp4UpWWsuMg/VgxflBxsiiYiIiIiIyN4UTK+gMAVd86OMxXbV0giRLpxGYj+F99Igqum8IiIiIiIi+7fodjHPdM7tdU723v/gVY7nRMkmkUkkEtYaMJBMwmCATA6RMDAYc+ny25QTBcXxDFpERERERORjzMLBtP+5kgxcE8HUZADbBc8E5Mw0TRnZUdcQyWRs2gyqYIwl91FWRERERERE9meRYPqsIxvFSZUhk8hksoGWSM4wbTdYGawwKLuZ0DEFKEZbAVVTeUVERERERPZv38HUe3/7UQ7kRDIQUuTO8x/mSTc9hUzfmZdu7enmBjopdUHUGIPBKJiKiIiIiIgsQM2P9lCHGotho10n5YRNBmssIQds7pJpFStCDEDXMCnnpM68IiIiIiIi+7TQGlPnXAl8E/BVwBOBJe992b/3ZOBlwE95799/2AM9LpmEsRZj4I4Lf0dhBjxy9Tassd1qWgMxJ+axYjyYdMfpGyAZNUASERERERHZy74rps65ZeBtwCuBjwfW2JrMCsAHgZcALz7E8R27nHP/W8q0MXCuvp+UI/NYEYgYUwB5a33p9mAqIiIiIiIie1tkKu9/AD4d+E7gkcAvbX/Te78GvBX4/MMa3HGLOZOIXRBtK8pyyNAOaWNDaFvmscIau7WLqTHdNF+MUWdeERERERGRfVokmH4l8Bbv/U947zOw0yLKDwH/8FBGdgIYYwghYoyljhUGsKZrepRN9ytYHaxsNTzaqppiiSke69hFREREREQ+ViwSTB8NvHOPc6bAqasfzsljMOQMdWzIZApbkIGYI21sKIqSwnb7l25dY8wlr0VERERERGR3iwTTC3RTeK/kCcC9Vz+ckyXmyPn6PDE0fHT9I3zw4gcoKLh/ej9VOyXGRB0qcsqcnd1LExugD7MKpiIiIiIiIvuySDB9O/Alzrlbd3rTOfcJwBcCbzmMgZ0MicLAPMyZhQ3q0ACGbKDNkUALGKKJDMyAJtZAVzFF28WIiIiIiIjsyyLB9BXACPgT59yXA6cBnHNPcM69CPhjIAA/duijPEY5g8mG1FdAjbEMKMg5E2PEGkuKcWuKbxvbrbWm2stURERERERkb/sOpt77dwHPBx4B/CbwjXTbxbwP+FVgFfgq7/37Dn+YxyMDmG5qbpMCFmhCQzaZlDNtqrAYUs6knEgpUcdqK5BqOq+IiIiIiMjeykVO9t6/yTn3Nrq9Sj8VuIluP9P/Cbzae3/28Id4fDaDaTCBEYbClDxQn+WW4lZWh5Y6BtoQSDmTc9raImYzkOacL93pVURERERERB5ioWAK4L0/B/ynIxjLCZSxFOScgIg1hgeqi8ybijNLNzMuRrS5m7rbkpiHOUvlhJQvDagiIiIiIiKyu0XWmF6HMpnErJ1zz/Tebq1pDFgMBoM1BWvtRXJK3RTfHImkSyumIiIiIiIickX7rpg6575nn6dm7/0PXuV4TpSKCoA6VgyKIfNmTrYZrCHGlta2xNBVUlNOGAoKU2iNqYiIiIiIyAIWmcr7fZe93kxdl6+izMA1EUw3ZcDkjMGQSBRYQs6QE8YYjDFsNBc5Pb6h78irYCoiIiIiIrJfiwTTZ132+iXAi3Y4fs1o+31Kuz1jLCFFUs5gDDdPbmbWbBBSYFgOiTmx3s5IOWGNAczWWlMRERERERHZ3b6Dqff+9u2vnXPP3On4tSSTuW96llsnt0DKTOM6qa+QNm1DFSvOVffzqJVHURhDE+ZMmykrw2WstcQcj/ufICIiIiIicuKp+dEeYhMASCaxXK6wVAyBTMiB0pYYY9lo14lAHVsymSpWNKGBnNUASUREREREZA8KpnswJhPJkDLZdFN6Z2FOzKFbX4ph1s6Y1VNijqTcdehNfbVUVVMREREREZErUzDdw/Z6p8VANoQQmLXr5JxJREo7ANs1PUo5kukbJeVEG1vmYX5cwxcRERERETnxFtku5h9edujG/vjHcVlnXu/9nQcf2snQ5pZ7pnfzqJVHEUgYa8DCepjSpsCoGIAdUxgLOdHEmkxmabBEyomQAybTN0XS3wFEREREREQut0hX3jvgIfufmP74dnnB+554BSUxpf65JRAZUFDaAReqNVJKZLpOvG0KGCDljDGZJtSMylG31vTyjXVERERERERkoQD5Gh4aTK8DmcIaYg7Ubc1gtIxJdGtIM6yFDawpMBbycELMkcIWhBRIWKpQYYxhVIwpKI77HyMiIiIiInLiLLJdzEuOcBwnViKTyUACMnWomQyWaHNiUhhM7Kqkhe3Wnl6oz3Pj8DRNqBkPxqSUiP26UxEREREREXkoLXrcg8FiMGAM43KJD2/cyT3TewixxSSDSZlkEiklLJm6rfnIxoe5a/oR1tsNQmpo+21kRERERERE5KEOdS2oc+55wPO2Hfpt7/3vHuZnPNwKiq4bL4aQI2UuaWLNPdN7MLYg0DDMQ7IpSBjIkZwzVVsxrdYwhcUYw6yZYYaGYTEEIOeMMVp0KiIiIiIiskhX3s/ex2lfArwIeFv/+sZ93HcF+Hbg6cDTgNuAN3rvv3yf43oJ8Opd3v5u7/2P7Oc+u0lkYk6knIm5oiwHlKagLArWqvM0uWZsJywXSzSpoTAFg8KSyMxTxcROyDkzC1OG5ZBhMaSNLXWsWBosq1OviIiIiIhc9xapmL6VvZsfGSB775+1wH1vBr4PuBv4C+CLF7h2u1cA773s2Luu8l7bxK6ymRMpZUwGbAYM1hSQLTllQhFoUsuQxLhcATKzdkpJQS4n1LHZms7bphaAkMJWBVVEREREROR6tehU3tv7n908E9hPZXW7u4FHe+/vAnDOXe1izD/03r/1Kq/dQ9cAKUG3KtdAaBtyMSblrimSpWBcjhjmIcvFKk1uiERaIhhoY8V6tYbJZvNOtKndCqZNbBjYgab3ioiIiIjIdWfRYPpW7/0P7Pamcw4WDKbe+xq4a8Fx7Pb5q0DlvW8P436bUs5b3XmNtYDtq58GQybmSFmU2FQQTEtZFhRxREvg9Og0BQNCDsQcqWPFsBhS2JKYAgAxRZpYYzAMisFhDl1EREREROTEu5YWOP4usAbUzrm/6BsxHdicOVVbkXNm2mzQ1A1tCsxDTZMq2pSoU8OF+gJ1qFmr15m3c4KJNKklxMAD8weYtVMu1rYd0nEAACAASURBVBdZb9YIKVCYbk/TlBNVqEg5qXOviIiIiIhclxatmJ7E5DQDXge8BTgLPB74ZuC3nXNf573/hYPcvKZmwIByaImmIdqWyXAIw4AZJobZUA4z2TbE8YwBhjSsODW5mY0YaO0GbTGHDEWZGK+uMh4bHrl6I7N21lVP65aULafGy4zL8cF/I3LNuuWW1eMegsiO9N2Uk0zfTzmp9N0UedCiwfRb+y64DV0g/Cjwfrp1p28+3KHtj/f+DcAbth9zzv0y8DfAK51zr/Peb1zt/TermBOzQmoNBUOW7Q20dSKXBSEm1uKcMpUUYcqoHGKadcp2qQueZWbaTilNQRhYqM4xH0dG9Q1M2w1SztSxJqbA2qBhXI4ZFaMdxxJTZB7njOxIU36vQ7fcssrZs+vHPQyRh9B3U04yfT/lpNJ3U04qaw1nzqw8/J+7wLl3AheBAXAG+GTgOcC3Am+iWyf63MMe4NXw3q8BPwucAj7zoPczfcejRALTvzYQ2oC1lpxasAlMwlIQYkPMCZLh/Px+2tByob5IE1vmYUYi0caWnDNtarF9w6N5mNPGhpx3LkzXsYacqVO96zkiIiIiIiIfa/ZdMfXeP+byY865W4B/DDybbv/Sp3Bypvve0T/efNAbGSClSCSRcyanQLYDjAGTM23O5NxwobpIHsJGEzgzeQTrzZR5mrM0GBNTy9hOGJVjyJmQApFEyolhMSTnREiRnDMpp601qJu643GraVIda037FRERERGRa8KiU3kv4b0/C/wR8EfOuR8F3gY8yTn3R/0pv+q9f80Bx3i1Ht8/3nuw2zy4fUs2iUwBZFIOhJyw2dLGBjuckHOipGQ0WsKQCaZhabCENQXDIgEJaywhJQKBlCMxRYrSMhyustGs06a2C6YUtLHdmrLbbUsDAzvAmu4zYxpQ2GKHMYuIiIiIiHzsOLSuvN77deD7gNcAf9//XDis+wM4557onHvcZcfO7HDercA3AQ8A/+Ogn2sosAYigUwgY6ibljY3GAOPWLqVlXKF5eEyrQkM7ZiYM/NYU4c5bappQ8ssdGtNrTGEGLBY2lhThYo61JR2wIX6IolESIE6VtSxm7Ybcre1TGEKhnYIxlDF6qD/NBERERERkWN3oIrp5bz3vwP8zqLXOef+LXDjtkNPdM79x/7527z3b+ufv5cu8D5m27l/7Zy7na7Z0f3A44CXAqeBF3jvZ4uOZ7tExBoAg8nwQHWeZbvCoJgAsDxcZlQOmLdzTDLUVCRamlDThJqyLLihWKEqKhIJkwsS3RYxp0arXGzW2AjTbr9TU2LIrNVrnB6fpgkND1QPcHp0E/0yVEz/ZFyMqcKcJjYMi+FB/okiIiIiIiLH6qqCqXPuE4EnAsve+9cewjheDnz8ttefBPxg//z76aYI7+Y3gWcCXwCsAueBPwF+zHv/jkMYGzkbUoxMqxkGwzxXFAwoAJstg2LI+eo8o3JE2wYGkxFYw9JgjAFWhivUVcVaXOPc4ByPHNzKtF1nZbjST8Xt1pUOCktpB0zbKTeMbuBic5GUI9N2g5XhpZ2xSltiTUFIQcFUREREREQ+pi0UTJ1znwb8Al1H3k2v7d/7bLotY57fV073bafGSrucZ3Y49m2LfNZVMXChWQMSq+NTmDZRjkuSgcIWxJjZaDdYHZ7m1HCVaAI5R2wuWWsvUseKkAIjO2bebmC4jSrMuVBdYNbOWRkuYYyltCUrw1UemN/fde/NEYOhzS0DO3zIetLCFltdfDcrqSIiIiIiIh9r9r3G1Dn3JOAtdJXN/wT8/vb3++m29wFfeZgDPAnqPKekxBiDyWar7fA81AyKIaPBkFuXH0lZWgZFQdVWRBKlsYyKEeNywngwYlgMmIUZ83ZKJjFtNoDIDcMbGZcjSlsysiMMllkzB6C0AywFpS0p7aV/R9js3LvZGOmwhBS0HY2IiIiIiDxsFml+9P1ABJ7qvf8O4M93OOdPgacfxsBOkg02qKrp1lYu2VhCiGzUF1m2q4wHI0pbEHPXtOje+X3dtjIWVkc3EHIipkSbWky2ZAMGw7TZwJqCmCNgyH3kTSRmYY0mtYzKEYUpdgyfm8G0u/5BOWfmYU5M8SHX7KWNLVWYd3um0oXejWadKqjRkoiIiIiIHI1FgulnAW/03n/wCufcCdx2sCGdTBU1mC401mHGpBgyKZawxkLsA1y9hqWktEPa2DBrZoS2Ya05z+rwBiaDCQM74Oz6PYQQuNheZFiMiDEwD3Pu3bibKswJsSWkREyR1eEpjIE2tQ8ZkzEGY+xDgmnKiZgC8zhfuJpapy6Qbt5zM6CG1KqKKiIiIiIiR2KRYLoMnNvjnBW2b/x5DclAJhNTYCNOOddcwJoBtjCcry8ya+YM7YiiKBhYw3S+wYX6PNkkhgwosAyLMeNiQJ2brmmRHbNWrzGPFev1GmSYhhlNbJi2XaMli8Vayzw82Fw45bQVGIutiis0sekqpduC6jzMt67ZK1jmnCFnjLHkvvobU8CY7msSUjjMX6mIiIiIiAiwWDC9A3jKHud8GvD+qx7NCVaYgkwm54zFUIcZ1kAdK7JJZCJDM8QYQ8ywFtdYGiwxKAaYwpBI3XRfk7FY7ty4g1m9xnp9ASLM2ylgaGLF0mCZ0pa0qWXarjMqxrQp0MauatrEhjY2pJy6im3uxrUZJEMfJsfFmJwTbWyZtdOtMLubzerqqBhhjKXqQ+2oGGFNQR0rmtgc6e9ZRERERESuP4sE0zcCz3LO7djcqN+L9MnAbx3GwE6amCNVU1E1FdZYEomNZsqda3dy0/gMo2KJBMybKSMzoqQk5UwbAzlbiqKkyAV3Tz/KxfoC02bKLFZcbNa4r7qHNrcYYyhMSUgBazen6SZKyi4Mb1v3CRBT3Fpn2qaWtFk5TQ2FKbbeq2O19W/Y698IXQhfKpewpgBjKG3JpJxQ2JIm1le1dlVERERERGQ3i2wX86PAlwG/4Zx7Ed3UXpxzrwA+HfgnwN8AP33YgzwZEmXRdc4dmJIUM5GGmAMpRSKJTEvBEGsi6+06EzOhKAYkE2hCzUZYg2hobUudKopQcHp8E9MwozAlVawY2gFtbpmUE+o0o4o1q6NTFMYSc9ctN5H6ESUGdkDOcL46z7gYdRXbFLClxRiDNQUpx63H0FdUx+X4of/CnMCYra1nlgZLW9N/jTGMizHTtEGb2odsXSMiIiIiInK19l0x9d6v0zVAegPwBXRB1AD/rn/+/wDP9t7Pj2Ccx66lZWAH2NISydShpm0acsxM2ynzdtpVLJOhTS1tbJi2cwZ2AMli6PY6HZZDUk6EGMhkxsUSMSUgY7DMY0VpSsgZa0vavkKZgSa2bDTrhH5K72bl0hqLAeaxIufcTfntl5OWpqSw5VYQrcKckNodq54xR+xlX4nt+6MaYyhsSchaayoiIiIiIodnkYop3vtzwPP7abvPAG4C1oA/997fewTjOzEqKkpjMRhyAMpMIJBiZFqvMSonmJQJpmEtrDEcjGhiYHWwSsg1k3KZOt1NaQYsD09xsVnHYAk0LJUT1pspw2JEWQw4NT7FWn2RAd361I12HYNhvV0nFaeo0pwzk5tJOfahNbE0WKaJdbfvqalpckMMkZgCy4MVjDEMixFNPx14vVljUAyZlBOssd32NjkxKEZX/D0M7IAYArN2xrAYPmRvVRERERERkUVdVaroA+qbD3ksJ1pNTdskRksFg3JAIhFs5GK4SD1teNTKPyBliATKOIACQqy7JkZtw1p7kaXBKiZ3IbJuZ5RLj2DezFhL65wanaKONcNyhDWWm/v3RsWAJjaMizHzdsZGvcHSYIkqVozskFk7w1jDUrlE1ze4uz9A7LvoxhwpTbkVJNebderYUNqSWZgxsAPavqnR5rrU3ZS2JAMbzQbLw2UFUxERERERObCFU4Vzbgj8M+BTgBuAi8C7gd/33l/TLVtTDFRVZDyeU5ZDckqMizEjO8L21c8YCmIOVE3L8nAFDAzKIfN2yo3DG/jI2p1MhksUtmS92SCUDTnD6ugUIUWsMQztgFExZm5mlHZETDXzds5yucI907upYsVKucxG2mB1uMJqearrztsbFSMKW1DHeqtLb8qJmLsKakyBwhjG5YQqVluh1Bi7r7WjRb9edd7OGfXrbkVERERERK7WQonCOfelwP8F3MKl+5Vm4D7n3Dd47990iOM7WWy3l+dG2OC0PcOsmWMsBAJFURBD1xCpsLBRrzMejnlgfo4zk9NQTqjaGTeMT5NSZmAK5s2cpWJMItK0c2w2XKwvcmZ8c9fgyGSM6SqfbawxpmBlcIq1+jx1qpmHmrIouMmeAWBQDGlTy6AYADApJ8z7NaXbGWPIuWt2tFQuddeYAZkr73O6/fpBMSCmyLydMSrHDIvhnteFFGhi0zV26qvJCrUiIiIiIrLv5kfOuS+g2wrmBuCXgBfTNUF6MfDLwI3AG5xzn3cE4zwR5qmitAUZiDkQcoRUcL4+z7SZAZaN5gLL5SqRTEoJYwxtjDSxpk0tS8MRMbUMyjHrcY2z8/u5aXQzwUSiCZhsWG83aGNg2k6p25r1ep2cDdN2gzNLZ1gerpDIlKYgxq7TLnSV0pXBCk1stpobjTbXjBrTryldYmAHpNw1bbLGMipGtLllHmZbXXivJObIuJgwKSfEHKlDtTWGy22/XxMbUo5Mw5SQ2j33VRURERERkevDIuWq7wWmwKd579932Xuvdc79FPCnwPcBf3A4wztJDJGWslwhGzDWMDQDaiqGZoDtp8HWsSGSmDcbxPENzNspH1m7kyee+USmbUWImWExZBamlLkkpkjMkRAjrQnYoeX8/BwpRc7PzzNr5hTGEnLLynCVSTnmxslNpBQZlkMs9pIqaUxdCC5sycROSDlR2gGjfiuZpp+2OyqGVKGiDjWDYrC1N2pIYeteOwkpQM6MyjExR9rYMAtzih2qn1WoiDmyVC51q18391HNmdIOCKllHuaMi/El3X9FREREROT6su+KKd2a0tfvEEoB8N6/B3g98OTDGNjJk2np9u80gKUgk5lWGxSmILaRgR2xVC6zPtvghvJGxmaJWTvDYtlo1sEkcmrJOdGElmQimcC9G/cSUsM0TKnCnCrVXKwukIF7pvew3qwTUqCgYFIucWqwisEwtCMyXFJ53Hzepm5rmc3tYeZh3u2B2u9VulR2DZLmYcYszLotZmDPrWCa2IAxlLZkVIwYlxMKY7txh2qrQppzJuRAzolpu8EszACYlEtMyiXG5ZhBMeymKW+balzHeiski4iIiIjI9WGRYLoOPLDHOQ/QbR9zTZoxJ0eYNlPWwxpVnHPXxp3kHLmnvocq1pyrz/Gh9b+jLEvqNGfezqnCnI+sf4TV8hT3Vw9wrnqA1eEpQgqM7Jh5nmHIFLngoxsfZWSGbIR1mlBjbeae6V1YDKNyRCIxKsdAZlJOMAYuzM93ldcUSTliTdE3OeoqlINiSMqRJjWknLBYhuWwq6Cmbs/TKsy7BkkpbIXLrvr6YD+rrolSZGQf3FKmtCWTcgmMoYk1Vb+XaswRtk8LzhlrCgpbbDVYGhUjrCloUkPomzS1sdEUXxERERGR68wiwfS/AM9xzu14jXOuAJ4D/N5hDOwkKijIOXVTa0MLqaDMA6pQdyELg0mGaBuqWFMOhszinKZfT7nRbjCxSzwwP8tSMWG1XKElMCmWCJitqulHNu4i58yF5jwmG6wpOT+/2K3PbDawxmJNwXq7xrAYcXZ+Hx9ev5MqVIQc+zWkXRfepcFy36W37IIlaauD703jM0yKMYXtqr+bgTT04XQe5zTbKpgxbwbdS6f6Doshw2JIzIkQW6btBlWs+srqAGsKcs4M7EOnCI/LMQbTV1zn3edsC9UiIiIiInLtWySYvhxogTc75z5t+xvOuU+n29e0Br7j8IZ3khgGDKAwGGMxGAZFQaQLcCZnps0akJnVc+6b3oeJllkzo84tdaw4V90PFqrYEHLLjZMz5Jy7KiIQyAyLEVUzwxjLSrlMAs6MzmAt3LX2UapQMW2mGAznpmc5P3+AoR2xVl/k3undxBCoYwV0u5puhtDSlOSc+spld2xQDCiLATFHDJZEBgwhh65q2QfVzam2MXXV2MuVtmRcjClN0TVsig0pxW46b2pJOVLawY5rV62xLA+WGRVjjLEMi1FXfU3X9M5DIiIiIiKyzSLNj/4SGNKtIf0c51wLnAPOAJuJ427gnc657ddl7/3jDmGsx8piicR+iqqhCjUpJWZpSrvW8OjlR1OlhnmcQ4LGzpm3FUVZkGKgGAxYqy5S9P+ttWvcNlhhUk5oY+Dmyc2s12uQDWVZsl6vc2q4ysgYMgmS4e837iCZyGNv+EfMwowq1hS2YKNZ48z4ZuaxoghTBsWAeZhT9CEypojBkHOmSS3DYrQ1Rbc0JTEFBrYEunWhMQSssQzLESmnbspx0U0jLs3OX5nSlhhjWBosEXNk1s6YDLoOwIUtaGM/jdjs/LeQQXFpcG1iTUxxX/uqioiIiIjIx7ZFKqaWrmJ6Z/9zN9D0j5vHWrr9Tbf/LPIZJ1ZJQSDQ1i0pBKpUsdGsb63VDDEwMoPusRxz7+x+Pnjxb5mUE1IGUhcwQ2gxxtLGmo+sf5ibJ2eoU0UV55xZuhlsYqlc2Qp1q4NVSjPgQn0ea2Dezpm1c5bLZepUkzFEEtM4Z6VcIaSGc9UDXaOjFJmHOfMw42J9ngyk3B2btVOa1Gx10h0UA4bFCJOhTYGQA0M7xGRDG5uuOdK2autOlgbLLA2WGdgBk3IC/fTdgR2AMcza6b4aG22eX8VKjZBERERERK4D+66Yeu8fc4Tj+JgQCZxL57jp/2fvTX5kS9M0r983nNEmH+8QERk5VGXe6q4Wm1bDP4BohEAtISQk9ix60RJILFi0xF+AhFpCIIQQK5YttdggxBYQQlBUq7KzbmZnRNz5Xnc3t+mM38jiHLPwzIqMzMjKghzOLxS67m7mZp99bn7veb7nfZ83uSAVGU4GFIra1Wz7PYHAwewpYkGuUu6aOzJSbJJx16351uJTutjhg6ezBpRh225J0RzMnqv8EUt9zl19w59e/R2kGsprc13Qu44sySh0waZbs8hWLPScGD2FnmFjj4sGgeKmec95dsEiWw69m/ZY2isQgA0GFzxzqfHRo+TgmmYqI8ZA73tkFIPgjo7O9/joyVT2V0bCPGTofZWUyYzGNtS2Yp4uhnJdPaN2Nb3vB9H6NQghyFVO5zsa15DI5JTyW+rya8XxxMTExMTExMTExMTvHtMV/q+IwSFRKPTgeJqerm/RKqE2DbfmA8EDIdLEloVaUPs975t3QxmsD7hgKfWMxlVIwSAyzQalNFqkvN6/ZK7m3LQ3/NnN/41CQwwE4SnT+Wn2ZyITdv2GTOfM0xVn+QoZBSZ4tv2WRGg8nhgDPgQ8gd53BAKdN8QYSeXQW+qCG8pzhUAJhZJ6DEOCEAIQyVWGi55UZT8jCkMMp8Ckhxxnupa6PPWnCiFIZDKMh/H2lzqhWmoKNbiurW0wY8/rw5E0ExMTExMTExMTExO/H/zKwvTZs2erZ8+e/SvPnj0rf8Hts/H25W9ueb9NBCQCgBgDkUDrG/b7Ci2H8Sw9DQhobEWiEnI1o7IVuS5RSrOub5FCIqLgrrnjcf4EgWTXbymSktodeNu+5rp4xMHueHn4Ah8ihSzwwRFC4F31hjfVWypT0foWJSVFUoKQRBcG8Tf2gkqhcKMwzFRBYysaU5/6R4/hRH3oSUSCGMVppnJSOfSpApR6xkyXRL4UhDFGGltT2+orRaaPfnBcgz3NT01lig+efb89PfbX4aLDBX96Xh8DxvenmagTExMTExMTExMTE78ffBPH9D8D/lfgF6XRyPH2f/zXXdRvKwqFw+CtJ5cliUjoYo2Ikn1XcehrCl3iQ+TQV8yTAgRUZs9FdkbrW+7bNct8hQ2Ge7Pmu4vvczAH7poPCKlYd7cY1yKjYl3fcbBbVsUZnkDje66LRzS2YtveU+qCdbvm/rDGBce6X2O9YZWeDcm4Y9puJKCURCBhFNdaaNbtmk23IYaADYbm6EwS8TEMAlAIpJRjX6zBuKHf1AV32hczBhsdR7yEMf03USkAtasHEetqXHTY6AlhCEj6efezde1pjqn1Bi0ViUzIdTEELCHwwWFG53diYmJiYmJiYmJi4nefbyJM/03gf37+/Pnhq24cv/4/Af/Wb2Jhv40IBBZLR4dWQ0nv3u3RiUZKSesaMpUPTqrdkKsSax137R1SaBDwvnmPQnKWnXNodxR5xnl+ydvqDcb2ECQbu8FGh5eexhi2zYZ5Mqc2B6TQGG/Ymx3r9p7Otrxp3tCYCh8clau5rT/gvB2Cj2xDIlISkZCpjGW2hNHBjDFgXA8IXPC4YE/i0gaDDw6FGuaLjqFIO7Nl3d6x67ZDGfBYXtzYmtY1J3cUhhAjLZMxNEkhkSQqpdQFvTfs+x333T2dG3pgrbdjqa85fQ1Ay4RUpZSj82yDpTIHKnOgtvUkUCcmJiYmJiYmJiZ+x/km42I+Bf7HX3KfnwJ//9dfzm83Ho8etyyEgAB6DM47Uhl527zl27PvcJad4ZzFE0mTFC0k6/aOQubsXYOxhnm+IlcZ6+aOT+efcN+teV+957q8JBU5d+0N82ROlzS8rl5BDCyyGY1rWHd3zPSMXbdBSEWIjs4EGlPzdPGUravZ9Bue+o8p0owu9pylKwQSKaByNVqkdKFHApU50PqGTbfho9knnBfnEBtssHS+JcRI7zoSmVK7CoGkjQ3Ka3JdIIQcZqQyzDw9lt5KIcl1TogpgiFMCQaHVQqJCwofPd042saGIbF4uG0oQS6TGb3v6X1PKlNylUMc1uyjBy+QDM9zfPyHxBhpXYsU8jS65uuwfli/DZZUpqcxOBMTExMTExMTExMTf3N8E2Hqga+PU4WSY63o7yGBQEpKJGK8QWcJuh86T12wSCHY2/2p59R5CwTKdMHb6g1n2TlzXfChv2GWzLiYPeVd+47r7IpVfkbd7Vn39zwunpLqjJ3Zcp6fEyO0piPTGWVS0tiG4ALn+SUhWKw3SASVr3m5f8GqPIfg+cn2L7nMr7ksr7lv70hlxqeLT+md4XX3EhsHh7Q1r09jb27aDzyZP+Eg5DhqpmWZrmhdg041s2RO53oylSGExHjDMlueBKANFoFAii8F4M+n6KYqHZJ2Gb6nNhWdX5PJlFk6R0tN/+D+Pjj8+LESilznFLrARUdlDjSuIRBGh1bjg8dFR6ELet9T2xolJVoM638oTkMMhBjQUmO9pfdfOrW97+g9BCJaaApdTCJ1YmJiYmJiYmJi4m+Ab1LK+xfAv/3s2bPkq24cv/7vAP/iN7Gw304EEbAYDD2pSvEEtt0WKSW9MWzae5zxzLMFB3Ng22wJ3tP0De8P79BKk4oEY3sUEhUkTd9gbcs8W2Gd5ba94VHxBBMML3af452nzBbEGFFR8mT2lEjg9eEVQkgCgXW3JhMpucro+oYQh8Cj2+6G5+u/pDMd1hveVm+xwdK6jt41HMwBGxxBAFHQ2oa6r8nHBN7Gtdy1d/S2P416uS6uuS4fkeuMxtZsuvsh3EildK6l990vHekihBjGyCQzzvJzUpkQGMKNfPAUuhhnwIbx/nIs8W3pXIsQglSmpDLDeMNN/YF9v2XTb7jv1qdy4NY1EAPGGe67DY2tf2YdjWvG1F+Di1/2zRa6xEVPIFLbitvmloM5EGMkxuFgovc9la1oXXsqgZ6YmJiYmJiYmJiY+OZ8E2H63wPfAf7ps2fPPn14w/j5P2Uo9/3vflOL+23D48jIxo/9kIJLiiYh+EgqUmRUOGGYFwuEFNx2t3SmZ5kvqN2Om/o9KDGWxdZIJdBJQu8NzluuZtd0vuNg92QiIwjHq/oFSghSXVC5PVJIns4+obIHfrr5CXjBeX5JmeRcFJcsszPWzQc+1O8x1nLTfuBH63/BfbfBR0fVH7DeIOJQPlvZik1zTyI1Jho+2/2UznYkQuG9Y2+2WBwf6ne83r/BeYeSilRmZDofel77HT56fAj0rh/G04yisrHNVwYdHUlVyll+TqaGve1Df/re40iaQhfwwK1sXDM4pdFT6JxcpXS+p7PtmEbs6F2H8RaExEZL7zpumxsqU+HGlGPvHbVrWDd3vK/eU9t6DIkCLdTgotqO1tXcNbfcVrdsuw3G98MeIvDR0/qWEAN27O19GA41MTExMTExMTExMfH1fJNS3v+WIdjoHwD/xrNnz34CvAU+Ar4PJMA/A/6b3/Qif5vQDDNCDT0RSERKiI7W1iySJVZYKlsTCSRRUceGV/VLvr38Nrfihtv2jlV6TpGXNLansQ1PLz7hoPaY6EiCYp7OkEg2dkshC1Quuas/cJZdUdFggmXb7/hbZ3/KZ4fPeFV9zvfO/pjL4jG9b9mZHaVeYH3Hpl3jY0CplG23hRhQUpGrgspVLPQCEw029CQyQ8eU19UrKrunMUPvZyITogr4GKnMlts2JYiAj45M5WipaWxD4g2LbIEWmt532GBPHw/lvUOfp4uORCZIIU9hSUoqinEkTedaGlsjhMQFR+daUp2RyhQXHJnK6HxH5zp8cJzl5+S6wIUhLTjEQB/MMJ81RjKdkqgEItS24q69HZJ+VYHxhjzJCXh2ZocNlhACB7MHIUiEJtcly3TF++Yd6+6WZXbGKl2xyJaUepieVLuag9nTuZ5cZfR0YzCUQ4ihvzaTGakaSqZjjPS+JzKK7omJiYmJiYmJiYk/YH5lYfr8+fP47Nmzfxf4R8A/BP72+D/Aj4D/Cvgvnz9//nsfkapQdHRUpiJNUnrraGzHMl0hEdgY2Lc7tEpQPuW2ec9CL1joJZ35wL3ZsExWJKmkt4Ztf8f57Jxdu2Pd3iGkpMhm7JotJjN8L/kjlJS0vqb1zBjnJAAAIABJREFUNTNdsunu+aL6fBBdQnMwNWe5p9Ald8166JUUgiIreXt4zd6AVimZGtYzS+dcl4+Zp3Pu+3sSlQORgx2ScgOR1jXM1YxFNh9msQbFptuizQ6lJNko7ApdIhnczQSJkgodE3b9FhkFLnq0TMYyWoGWCifd2NdpAJBCoaUmkcnYx9rR+e7kSu77Pef5Ofno0EokLjpylWFGEZqpnEQGDnYPIdLFllwXFLrkYPbkOqf3PY2pSXVGbSoiARNnJEIjgFLnJGqYtxpjABFJ1PBrcpadExF474c+Vu8wYliLDJL7bocJhl6npCLDhB3WO+bpfJj7yiC2j6JcjeXObYQimcTpxMTExMTExMTEHy7fxDFlFJ3/BPgnz549mwErYPf8+fP667/z94dIRKNRSDwOgiYhpaOhcx1KDXM2N/2Os3xFKTMqW/MvNj/kB6sfcFZc4r3jztxyOb9gpgpu63s+nj8lUYrOd9RtxSo7I09znLf85O4nfPfie6yygnXXcZles9Bz3lZv2Zkd35p/wqfZtwnR8mL/mnmy4Cw/54vt51R+OwhkFO/qd/RuSOLdxi02eK7ya86yFVVf8eLwOQCpUBADmcyQQpDLEj/2pZZj3+dds+Y7q+/io8f4jj5aogPrHZlOMd6wru/IknyYRaoSApHKHNBSo0chmuscgBA9telQUqHk4LKmMkULhY+B3ndsu3sylbMzewpdUKqCTOf4OIQdWW9oxgTePMnx3p8CllzwFEmBlgm974e+XxqUSOldh0VQJAWFng2jcqIfAp9kihKSQpdoqfl0/ungjPqOuqkIMWJCj/OeTA+OqLE9XjpSmWFxJCIZwq1cxa7fUduKQhXjnNdIPY7ayUfnNBJPTqyPHoH4pWnCExMTExMTExMTE7/LfCNh+pBRjP7BCNIjBkvBIBpaWjKfMUtndKaj6RtmZUGeFLho2Nsdl9k1qUrZmjVbu+Eqv0IJSWVqvlh/ztnsAhcNP97+mFLNKJM5AsmH6j0uOFKd08WG/+vD/8mfnP8JT+dPkUrx6vAKrRJW6Rmb9p4/93/GJ8UnWIbQn6v8gognuIh1huvVJ6QiYW8PbLodmIjPPa8OL0l1ghYpUkoEksezj9h3OxSSKAVv67fMs4IYhtCiTGTEANvunmW2giiJIbB1O3rXsirO6G1P61t637PMlhjRk+uCGD2JGFzPbb8hkxk2ei7zS26bGxCQq2H0y+PZE2ywKAaX0XiDCzW9awnRE3RBZEj9LXRB7WsaW7NI5mihCTLgvKMJNbnOyVTGPJmz7TdszIZMZSzS5Wn+aqFLVvnqFJpUm4rK7bkuHjFP57hxnE2W5DSuobMtNnhM6LDB0QfD95bfHftUFYGAFIJNf8/BHDjLz0hkSmUOdOMBQZGUzPQMGxzG7MlVRiTig0Mg6X2PEpJUZ1zGGcA4P/bX/tWdmJiYmJiYmJiY+K1jurr9hgQ8GjUEHo29pgu5ICPD0OEbx/nigovkinVzR6uGUByJ4r66p9AF82yBjpI37WuCjJTJbBCj3Q3W93xSfkobam6aD+Q652+f/x1+uv8xf3775zhh+ePVD/DR0XYNT2YfITK4bzb8Wf1n/MnqB1wsHlO7jj70JDphlZ2jo6aPBhUFy2TBwR54uXuBcR1PF5+S6xQlNR/lH1FkOV/sPyMXGZ/Mvs1tvaaPLT5E5skcHwOd76nsgY+X3+I8PweGkTmd66Dbk8uUZbqkdjVE2HU73oUPKCGRUbPrt7xt3lDqkkRm3I/lx2VS4LQjT3LW7R25ytAqpdQzUpWx6TdAJBEJh35PKxtc9CySOa3raG3HZXFJoUtyCkwwY6+rQo0jbCSDkG1cQ2UrlJBEInfNDXu751H5iEKVZDpHBY2SCsEQWOWCQ8AwMkfnrHROBFRU3HcbNmZLCIF5UgCCy+KaN9VrdnZH5zt615HqDC0kvTf0rmOWzCl0gXXDfNcQwxAY5RpiCMzTBZ7AvtvTWoOPDikUqUongToxMTExMTExMfF7wXRV+w3p6fF4JJJApMcSVSRVyeDO0XLmI2fLc9bNHevujlxnJDpFCc19t0GRjOm7LS8Pr/j22acUusTXG+7sPRfpFU9mT7HOsHFbXlZfcFU+5ra+4cfrH3Nfb3mUPSabF9y070lVRqEKOt9Qx45y7A1dZite7l5wY2/5ex/9q0gh+XzzU5BDqm8mEnbdAa3fU8qC8/ySrdyytZCpbBiNEgQHu0UYSGRKIiSNq0lEQhcb1vWa3vXUtuJx8QR0pHENXjoymaCFxhMG99S1rNJzvqg+o7M9NhisH8p67/sd83SGj4F5tkAA62ZNrgtmesZe7KhMRedalskKHzwmOg59RYiOXbdFSUWi0lM5b6FLZskM6y2d7WhsjQ2OTbuhSApiDNx3a2Z6Rq4LgoDKHPDO4oTD+8B5do6Lnl2/xUXPTJckMmGezobEYCCTOYlKeKxTWtcSpCeXJVppaldTyBwrLMYbhqzhyEzPmSeCbbfh9eE1V8UlcpwdG2JAiWEea6KSIX3YeGRtaFs/lAALQR6GVGQ1lkUfOSYZf135b4yRSDyN9XHBIYXEB48Q4jTX1Uc/zqyd5rf+usQYp/2bmJiYmJiYmPglTML0G+JxJFrTOFAIOjqsdUQRgYjDsW92iPPBlev7HXfdmqvZJYtiPvRK+h3nYcUyO8eEO17tX/Lx7FukqWZOydvmFbU98PHsY6TRfGjec9vccV1eYaJh09+ytVs+nX+Ly+yCQ3/g3qyp+gMfLzSJSLjvN6RJxkItSWXHtr/nO6s/4o/Pvo8Uml2/Zuv3zJM5aUzxIvDF7gtKVbIqzxAx0vgKN5a47pp77t2WdaeYJSVX2SMOtuLN/iVK5jyZPSaXObNsxq7fg4ZFOoQYSSRFUtLYdihvDQIfDLNkRqlLUpHxvdUFJjpEhN42NL6n7g689W+JwXM1u0bEyE19R18aLosrFukCGQVKKEwwp/JX5y2d6DDeAII31Wusc5zly6EfNHginjKdg4XONoQY0FHSe8uL5pa5Lk9O5VzPaW1L51t8cJS6JNMpM70YZpm6A1IIGHtDW9fQxRbXO4w3tL4jUxlaajKVDYcaIpLKhIvykl2/4WAOSCSLfIn3HhssucqYJXP60OGiJ5Upa3cPriVTGdZbjOvJkwIpFIUuiAwHA8SIGsOkjunIQgx7Zb0d1jwGSAEkIkFJRYiBEAKJTofwJ8BFNwQ8CXlKVgb+fxVb1tsh1Zl4csIfruehGDzOmP11+nSNN4OAR57EvxACFxxKqK/dAxccPvoh4GtMZU7Ul2OgH64xxDC68eJn7jMxMTExMTEx8YfCJEx/DTrXEQlkpHR07M2OWTqU4yboUawakiQlczl7u+PQVDxefsQqW9I4y6v9K87TSzSSxvQ873/EMhlGkBQyY92v6YPhk/nHyNlT3u3fc1N/oExmKJ1QILjr15RJwfXsMVJralvx2fYnFCrjTJ/Rxp4+DuWjPng63/Ohu0EgOFMrnmRP6WLD3u1xvSNRCVWoMXVLmS1YJmc4b2m9Z5bOqFxLBESQrM0tiUgB2Jotvat5c3jJd1bfZ5YUNF3FIlmyzFYYb1mqFbU+8PbwGhsMicyY6TnLdMW6W6OkYpmeISTcNB8IcRD5wTtqX6M7TapzvPDUtuLQ7/ho8RGfLr/LLJlx36x507zF+Y7O1djgqboDra+JCKw3VO6CVXbBVXGFD47WtEip6L1hZ/aUukBKRSqTIdFYFyySBX3oiEQusytcsDS2ZW927FVFIjQuOCyWPnQQBZlKCZEhGMlbGlsjAecsOtf4aHEuUFMNrq5ecrB7Ot/iOkehC86yMySDE7rIlvShZ5El7HSHC47GVfTeskjmhBjHsTw9AjDekumM4A2tbUhViouWGCMeT+8NkkGkNq5BieE9m8oEHyM2GKSTrNKz0RWO42M4CBEbLJGIYNijo+v6TTnOtf0mAvc4ZscF+7M3CIFAnERkiB4h5ElcP7zP8ZAABtF6DJiSQp5Epw12FOn+JGj7Qd8ihSJED0IgxxTqVH45BsgGO+zR+NxK6nHdQ3m9QIyvJSCERCCGxxsxwfzMGicmJiYmJiYm/hCYrnx+DfbsyMkRSDQJNTWZyQYXjpKOjhfNZ5znjyn0EF7TxobONFyUT0E2HMyeF+YzZnrOWXZG51MO5kDre55d/ICVCNzUH/hht+WqvOSiPGNnDzTdgZ3f863F9/hbF3/Ku+odd/UNRZLz7eJT2tjx/P4vebr8iMfFEy7zK17vX/GT+x9jo2Wm5ygUG7dnkS841+e83L/A4bHO8Ti9xgqLRDLTBS+qOzKZcJk8GoOD7rHeoFBopdEiw7otUkkq0/BZ+JecF2f0oaOxHY9njzG+R0jBXC7o49jzKdOTAycQvGvectfdcp09hiDY9huezB5znT3mQ/ce7x2ZyPje8o+QwLvmA9tuj+QVZ/kZb6s3BAKJ0OxNzd7sOJg9iRoc5M73fKg+0NoeLTUyCA7ugA8GKRLOswuUEig0c72gcge2/RYTLM45Ag6bLtEq5WB2+OiJPtKGGi0TVuqMRbbk7eE1N80NmcoIeEIMEAWt7Qh4mrrhunyEDRYEfKjfomWClIp5ssA4g/OO+/Z+mHGalDzSj0hJSVUylJFLiQoJPvSs+zW3zR02WBb5koVasMwXxBhobUfjGjKZ0fgh4Kl2FYlIWKRLooBEDKXUCE0YheI8XdDbjtpWJxF2nFmrhD6VAPvoaVxDoYqT23p0AV1wGN+DEDhvkVKRqWEWrT3Nmx3EWKLS0widI/6BIDxivMEEAzEOezbe30f/pcgdRZ4cXVStUiSDs+qCO83JFeN7zwd3er5juFWInjiKRy0UiRh6eSPDzN0QA4lKTzN4rTcnV9pFBzEihUIIddonJdTYay5PAlar9LSmVGUkMsFHT+97Oteijg77ryn8AXrfY8Pw+5yp7PRzgiE0bDjMEKeZwlLI4b0JJDL5G02DjjGe5vxOInxiYmJiYmJiuhr4NbBYMjLE4GnR0VJRkZIgpaQgZ1ftUTEhlylJkhId3NQfSJPsNFuztR037Q3zdMkqW5EkQwnufXtLrubkaYb1hrfVO+bJnCfzp+yC5qa6Y919wBrDo/IKGwM7c8+9XZPLnLmac1ev8SGgRcqTxRNq01DbFus9WigykfPR4ilvm3cQI6WaUaiUKKCxLWflOV0w6Kho+w6Tdqzy1VByGC29b2n6mmW25Cw/gwgey2fbH5McMj5dfMJPmuf8dPtjTLAkJDy7ekbwQ0lqwNG5nk33Ai0SEpHgveN9944QPZ3v6HxDkqZcF1fct/eIcfbnpt9wnp6jlOaL3eeog6R1HRfFJVWoWTc3FEnJeXaOj4O7d5acU7sDB7PjL9dD6W0iFIv0DKUGJ9G6QKYlmdSIKNn3a/b9DuN7lNTcdeuxn1PxZPaUTGVsuy1KDiWxta3Ik5zcGzbdGuMMmc6YpXOM67korpBS0vqWUhdDSbGQHGyFjEM5ZyozDv12SAr2gUQnvD28JFU5T+Ulre04y8/wMVDojMpaOt+yTJeIAPuwZ9dvSHWGZ+gP3bZbQhxm3EqhaH1L2zTMkvngaAdLofPxwEARgiNVGSF4QoxYb9m290OftFRomZCNQkqIwT2HQTwpqUbhaVFCjT/rQPAG63pAEI5ua1KM/ckNSijm6ZxMZXS+wwd3mm2bqpTOdcNjjp9/nWAKMXylmEvV4PAP6c4OHxxaJiQyobYVWiZDSbdMyEcnWCDoQ4/x/UlAK6HGtORBeIYg6UNPHzqUGEYgCTG49Edn9ejwhuiHAy05OO3ASfT2vsdHP5Yoi2GdfhDLpS6R8lcXqCGG4fGCQ0l9Gn+EEBB/yajp0cF2ziKFOrnjx/07lk4Pdx3vG9xX7vuxl1kgToL8+Dp/3s1Oxv0/PsfxICDGSCCc9vt4vxgjWg4l6iGG03NMTExMTExM/G7yjYXps2fP/i7w7wN/ApTPnz//18evfxv414D/5fnz5/e/0VX+FlJREYEEjR7FqUSQhoBKU7z17LoNqrwiukgiNTHA+8M7rvNr8rxgHuZYZdm6DdYZzmYrLvIrOtvypvkC5wOX+SNUmmJMy5vDaxKZclZc8Ch9xFv7hkNdc5VdcJFd4oJj22zpfAcisEhmnM/OccFQuz1zuSKTCY1r2dh75tmM1raokHBWzml8R2UrCnKiAy8dXTTc9zdEIciyhEfJIzZ2yzxZoOioupp5OqcNDbnIKXSJi4HG9bw6vEAKyXV5ReNqfnj3Q+a6ZJmdMU9mbNw96/YGEzyPykdcl49437yjsQ2ZTHl1eMsnM7iaP8Y3Nxy6Ha2riRFMHITCh/odnWvJdI4Zk4JDgD4YMlkMY2OwJGlGToFEcNvfDT2XusT4lvP0khgD2Tg31XpLnuRci8eY2GOjAwTBOw72gA8JN4cbEp0wT0tCFGy7Lb1vkUg62xLxKKWAMPSLJgU2GFSUmGARQaC1JkbPZXaFDS2H/oBnSwigpEBKTW1rDnXNRX6OajzBJRz6YazPIltRJOVJAHeuI4TA6+4NrjXkqmCelnw0+wQTLPtuyyo7R2aSg9mhleZgD8QY2Ns9Cz0nMFzsN25LY1pSNTiTQimk0Bjb45THjOXAehR1ICjH8T1IgYiC3vV45VmkS6SQ3DYfhqThGJmny9F9HJzR3vX0viOTOVopEpnigydET2sbIpFcF6e5t1/HL3MYU5WSqvTkyja2QUpFqcuvDI3SciiTtt5g4STuHF+WEyshUePajiL0mJx87EUNMQyhXcFgvRld1UHAMj6uEgof/eC6Iui9GcrHXcNMz8bQrngSbcPhwJdi7FiGfHSCUzXM1j2WGIcYTq/PRTe83qO7PArk43pb255CsaIYnOa/uteDgMwtNLY+iWBi/FoRrKRGjj3QIQaMN6deXIE4rf9YLq3F8Lg+uC/3C+jDWMI9ClohJKlMpz7diYmJiYmJ30G+kTB99uzZfw78R8DxSujnrzr+B+A/Af6Lv/7SfjeICDJyaioOHEhJ0TFlVpTsmi039QdiGFyYVKWE4LnrbzkP5xRJyVIPTtdn9Wdcmgv+7qO/R5kWvNi+5L5dUzUVj2ePuJhfse+27OwWHx0uDSSk6NDwYv85h6JmqZYs8yXzsOT5+kfUpsPi+ePVH+Nc4PPqM9YiRUbJ9eKaUs/5fP8F6+aOndsivSLIwDv3Ad284tPFJyihKfWCd+1b5rYgnQ3lgJ3r2TQbqlixNTtaXzGTc7wIo4MaCSGSKM3eVIgg6P2ajbznkfM0aU2uCgJDOek8ndP5fphBqiSFmhND4EN7Q2Ur9t2Ojd0xT2Ys9IK77g4lJCIKHJE0wrbdIqVila7oo6Hqd2idkKmcxtb0znBWrPh08W2s7YbQIKnprEFLjVblMCNUJaQioaFG+4Sr7BFCMggFZ/jQvqfuagpR0HmFFNBZM84/bTHBstAz8qwgERkBxyo7o7YVnTckKA52DxaMsxTaUiRziIrONyCh9T2PyysaW9O5hk27YdYnqCB4fXhJKlI+Wn7M8KsYqW1NIhS5LvmofMq+3dKGnn1/oHefD32NMSKlYpkuWGYrbDSUIiMQ2PVDj+tCrZAIZJQs0jmzZIGWGuP7IQgqndO5FuctjWs59B9IdUaZFHS+H3p1VUGZzEh0gg+B2+aG1rd478iTYkg2VhmNq4cyYKEIsWPf7cn0MGvWSkPvDYFIoXMSmeCCpXVDP+1XCY92TGOWyJPzKBC46E7fc3Qpj38OYs2TqXxMQx5E2kMHTggxCuJh/q4PHiEHwXRcx0NXEL46iVcKiVSDW/qwvBeZfvmcQpDEhDj+1apVgoiCyh44mD0Hs0eOlQMASg3VBolKMMEQxqCnTOWkKj2t4WG57FG4Rx8xoT+VVLs4BDr1sX8g9CAypkTHOARfjS/rWMosGPYnVUOptUSilT69Bjm66XH87+fLtgHKpPyZz3+R630U98fbbBiSo1OVnT5/2MsbiafS6ofhXZOzOjExMTEx8dvHryxMnz179h8C/zHwz4B/DPwHwH96vP358+cvnj179n8A/4A/EGFaU3HGEFIjkEQCW3Y8DgUQmYsZdWxpaAguMs9nLJMzYgjc2y1pf2BVnlHIgkUyZ2u3/O9v/jd+8Oj7FGnKMsw5hIrPqs95Gp5ynT9C+ASX9uz6e4xruZo94Tp/jAuRW3tD7Q4ss0vKbE6uMmpz4J/f/j98NP+Y6+SKu+6ONja0h5ZVcoaMAgRs+g2b6h6lJEVakgjN+2rNJ8vH2GCIwaJZYINFycjb6hWJSrnU59SmoXcWI+65yq4REXZuj1YCE3t605GrlOvyManIOdgNyCWNrTnLL0i0wnuHiy1RwEqfk+gM7xyv9y/5zB24zq/RQg2BRqrj0FcYOr63+h5lnHHo9iRSkqqCWTpDBcnWNqQqI9cZ+247lKU6i3E7EpGQJyWFLtibPbWpkUKz73aDG5kuaEJDCB7nLUpoAoHaNdT9bnCKYqTzLU9nH5PIZhhLE1pmesGjxROkHGafDmN3AjM9p3cdiEgpS7b9hiDGnkw85+U5jc3obIsLnj4YXHQ8mj2lMjU+erb1BzpvSXVG0twySxc4b2hdR6ZTnPJEIo/mT9j2W4iRndmS6IxSF1T9jrqvuJhdcZFf4IJFKw1BYMLQ2yiR5EnBdfGI2/aWuj+Q6nxwn8eeShMsNhi0Ssl1Tus7nHN0vqW1NSYYlukCgTy5q2W6RClNHwxCSBrb4kbnsHEdHocKir3Z4ceSWiHB957z4hwXPCZYUpmw7TfkqqBIipM48sFxihASAkI8fWy9YW8GJ7N3/TC6Jwa0Upxnl5hgBjEmBCGEIdkYyMdROUrok9Po8afHttGiR+fvodj5RcLnVJo6ltr+TDnrzzGUriuklFwWV1hv6UM/vJ9GEdu5ni4OPbOJ1EgxCF8bLcEPCcu974e9HcO0BBIph2Co44GZDx4X3ZcpzaPTC1+mCyMYgrHGEmshxGmUUKKSkxP9q3B8PhssxHh6rVrq0/P64PHBE8WXqcjHcUbHPU5VegqTOn7ugjv17goEQg49z8fwLuP70+t+OC7pyC9LW/5D5/geBmh9e0oAl8f363gA8JDjYcK0rxMTExMTX8c3cUz/IfBD4N97/vy5f/bsmfmK+/wI+Pu/kZX9zjD0zCUkOBweR+Mr0pCic80FF7Rtw5YtWZdzlp1zPX/My90Ldv2Wrjac5xesZitmdsbBHvjn7/8cpGAhF2g0QcO6v2Vnt8zlgu8tvs/e7Ol9w5v9S/I0R6FZJSv2fsf7/Stu+xs+Kj/iKr8i0YrWdXxRfcGmvSdPMlbpOQe7p48tUgj27Y7WNyzVGaWec7BbdtVn7O2WhZ5T+4ZlcjYk5AZIRM4sKZjrOTb2qFYRhafzLVJA9I5EpORjOWqIg3OyyhbszJZX+zdkQg29ksmcEAS1ralszSJdcJWfYaLl4A6smztyVXBVXHFnbvG+5XHxhPt+TW1rrrJLDnFPogpCcOzMjkznXM0eUeqSXbvHBkemMw62xnrDPJlT24q3h9cooTkrz/jR7V/Q9h0y0ZQqG/JdpUQhsb4n1SkIiYyCZbGiDS2mMRzaikezxxTpjFV0nOfDnNXO9ZzlGQu9YGt3xBgGtxGPlIPLVJnBDZZCs2fHfXfHLFmQ64T7dk0uUz6af4tHZcAkBz7cb1BKk6sU4wyJ6pinC5CSutuz9mvmyQKnLOk4msY4g0ANibRJSWUPvNh9Tu9aMllwsHuEgNoMJbnXs0cooXixf0GIDiU0AuhcOwrgjHk6x3k/lP4qDRG23YY8ZsMhQ3BU9oBgGGOTqpQyKfEx0Hs5is/IutvhgqNUBbNsiQ09vbP4GJBSDy51MGzMmkIVlEmJJmFjNvS+o9QFi/QM5x1RBhbp8DtTJOWQ6hwCWqjRre5RUtLbniiGMUid71i3t6Qqp0gLOjv0t+a6GMbpBIcArLCkcagW8MGTq/wUFGSPZaijQzfTs1M/6LFn0gZLZQ644FGjeIzjPNtfdLFug/1STAUzlPmGQSAmMhnLm/OhfNy1Y/iSp7I1xDi4qM4M77cxhdn4HjuKwllScpadn8KPCOCcG8ShUieB9jCY6BhAZXw/fB4MqRzEYOe6oTc0Rmy0YxBVwEc/PEZk+PthTDKWQqLkIPh9HIWxs+OYJzAPRKuW+iRilRwCux6O2tFSDwcZYynwsUf1eGCQjY7qsWzYjX3Qx1Lhh6nIwEloaaF/5uc4rPlvLhDqr8vJxR735qtc54dJ1MDpZ3HkdNDzIK366H4f3+9HhJDosRLBR4+N5vT148HAsK7j/qlhZNh40HA6hIj+tMenPmOpvuwjfpCafXwNx/v8/Ov/TYrf4/McS/EfluX/Jnuaj6FqD0X98QDgeFgkGH4Xf/5nar09BdIdq0R+3XU9fP8cfw6nypGph3tiYuL/A76JMP0T4L9+/vy5/5r73ALXf70l/W7R0pKTYxEU5LR07DmQdjmzoiRXKY+zp7ztX3Pv7ri051xyzSJfIgR8qD7Qh47H4SllOmOVLNm6LTfNLcwFve1YpatBxPQ192pN3ERyUXA2P2eelHxob1k3b1Ao8iTnIr2g8y3GO15WL0lixpPFFVfFNf0YgHLX3LBp75hlC0oxR0tN5Q/0bY9QwwWz04Het9S2og8GhUb3w3PUXQPqknV7h5aaLrR46+htS6ULkBG8YJEuyHVOAO77DQdToaQEPGu7J2mzIcE1tMQYMbbjnTnwuvqCZbKiDz25yjG+o+oOhODpXU+V7FmkC97X7/HOk+mcyu8p1AwRIp2tWaXnCCFxwQylnUiUTAh4DmZP09VU4UAqMm6aGypzIEtSslhw391R6DlX5RWRyLq/Iw0pH88/5iK/wEQ7uqyCdXvLy+oFWmiezp9g3AwfO4QQPF8/57p4RKISGldz396xzM/WfkkMAAAgAElEQVQo5YyL7JxMbel9R+d6bpsPdMHQuZZCzwjRIZMF9/0aHyzlIuGqeIQUkTCW5Vbdgca0w0zYdEHXG26aD5jQc5YuSXWJkpJUDam4Hs9VccVtd8tdfUsQgUSmzJKSIimobcOu29DIBqU0T+dPIUQ627EzW3xwJPICJwJBRHKVj+6XRUpJTsHZ7AwTLI2t6K3BxB4ZJZ3vyGTKPJmPF6yR69k1MkiiCIAYxC8NWiWE6KlMjQiR2tXcuVtg6B+e65JCz3jd3BPjS3JdcFZc0HQNQTiiEOSqwDozPK9KKdMS7yUeh7dDsFPwjjpYhKiQvUBGNaxPQR9arLOUyQwpFdYb+hAQcVj9MQzJBk49qCEGaluPCbejqIsRO4b9WO+IeFKZkShN69uhTPmU5ivHgDFPLocS5qG/s2PvdienykcPiPH5++G1mIhWQ/+xDZZoAwI5lFWrBAG44CmTFOIgMu6aW7QcyoBb2wylytGR6Xwc57RAylGgjq7xTM8ATg5uY2vuG8/BHBCAfyDihuCiYc0uWBQKJYe5w/NkMczHRR4r0oe+11HQlLoc3rPjLFipJKlKsX7ooTXenERzDHF0k48iSIzCR5KPByPHC/djcNcxsOmYivyw9PsYjtXHbnRfGXuqNXIUQ0qok/D96yQn/yKGEV/dac1HkWeDPZUpN7bGRT9s3yjKjs5liIEoOM0gPgoOifhZAec5ueAPxxz9IrRMhoOVB+FTmcpOosZHf5rzexQ3qcoJDGXYx37h4+HGiaOYHlO0jz3Hzv3V0VDH3uWj0+6jP5VtM75XxXjocNzLhxxLwo+C7mEJ/3GffmFFw4PnP+7bzwvGh2Fgx68/FHZHVx/4yiCwh33TD5/zuGfiwXN91RqP+xKJp3/7jqX0x48fBpIdDx5Oe/gLeHjg8FCwHgX78Xcefr250RMTExPfRJgaoPwl9/kE2P/6y/ndo6cjIydBAxHN4PLs2BDbQFHOmOdznsYnfDAfuNuvyfWMXOXM0jnXhWPvDuztFoehkDOUklzPrlllS161r7jv1jwqH1MWBSIUJIni3m7Z7jZ8Z/VHXOgVIou0saOzDXfBESMUSY6LHkfHT+8/oyzmrIoL6rZilZ5x392z270h1RmNbbhQF/SxxziHii3n6YqdOXDXrZmJOUYZbrsdzllmyWz4R1drrHPEEDCiZ8aKXBd0rqb3HXMWw0VoWtIHw7Zfc1FeMdMzem/xWBrbcdveMtOzsRS0w2LpvGWezHhUXKFkwovqMyKSMF5QWCw2DHM/r/UVhcjJZMoqP6ezDY2t+eHdX9CHljKZoWXOSqWs9JLP65/S2IpCzujoqfyBIi1YiDkxeFbpJZfFJSb09L5lqRbUvmXXbRFSkKqcRKZIoVh3/5Kb5obAMOLnO2ffJdcluczY91tuqvesinMEgV1/wNieRXFGYyqIkUwVhOhZJEseJTO2/QaNQuoELwIHc4AYSOMMIRnKZn2PEnoooXY9s2SOj5ZwHGniPUJqZrogVfkQcqMT8NC4luvsMdu4ofPDHFPCcIigZMJtdUMQw2l93R9YZmd0bhCqMcJde0sEcpnhx75EKROIkUU2BwEzXQ6hQbofL2G+HE8io0eP6b4X2QVCClrTsnd7iqTkqrgeLw7B++EC8mD23Ha3HPqKECJa5GQqx2eBQ7sbKwj+X/benMmyNM3z+r3rOedu7h4ekUtXdXdVQ5MjgoKICF8FM0REPgACCmaDio4ZKmaoGBoIGNqQxjTT1VWZlRkRvt3lLO+K8Lznhmd2VU/XWNHTPeRRIiPD/d6z3XPf//PfFjZ2S2c6EoWgF0qRhVmukWM4kxv7YJTGJE3OlY3bUGompYQ3PTm8EAloDKdw4nF5xijF0I6p1Ex5JS8Vv6eWY1KOl+WZrAq6KqlnKZk5BzZOrrM3HZXKlGael2fp522VOoPpscqRauYpfMqQWxd9a/hRLPHK/K3BU3OaUbWy8Ru8FkCXc2IhXDtTuwbQlFKQYIoXjuki+6U9d8MX1Fo5hxPH8Mzz8ohWFqsNqsrCVbcamzWhWBa/DqqoRwQU6CtLWakShMVazSNg8MP8npILFWGfnPVY5bDaSMp38+EOroVeVZjzjNUG3c6HQgk7XUFrc5U+r8Ay5iDnWLurjzhWYV4rTRKNwrWQqJUpWsHtj8FFIlOz1O+8RGF/vZHr1RlPZ+U91tCoVZ68Ml/r31+zfzHHK0D+BOzk+la4DizWc53WcKl2XzjjGyCjecnXwYWc66UuP2CRbduH9dqUUogkpjRitBU1QAOzqSRijXj9KZHZmt+9bFAtvMtgfr+k+xVWWRnB14Fbv2tbAdx6juCTb3mVn68S4pXpXZUG6zZGxzmeXx1X/Ntv9LcPiM70P2BLV2ZX608VVCFLavcKFv8ucLcCu2s4WDsW3xQY6+uvnzOjPikX1nqlQrkC/lor3vTtufTpHrrK7+FqwXh9ftZBRa31k2JifT0r124Fnq+v08qiy2enXt/z951P045hfa2fZPI/bT9tP23/uu0PAab/J/CffvXVV+7rr7/+W0+hr7766gaR8f5vf6yd+8e9NQkYWUJysMIGYOnwnDlxYWKTLvQMON9zU26haJ7mjyJzVQPWet64N9zZez7E73iJz4Qc2PU7fnH4C2z1PMYHnpYnYo183n+OLp6D1ZiiOC1HarfBdxsG9mx6TygzH9MTU5l4WV7odMfQDxIWBFzKhfPLhVN+xqkOh8cYw6bfMI+BU3ym5C07e6BzA3XKVJN4Kc+EuNAZj62G03LkxtxyTmeSKsQ5E91EiZadvcXpiVgSlzTyND0yuC2XeOamu+PQH8gl83F8JNVIUYVjfWapkXfDOz7vxNs6zmeCv0XnQkoVZzX3/T2d8fx2+i2eDqcMlzy16b1mKTNedfz68ivmNOOtVJ+8v3xDzm/RxnLT3aLRfAwPsrAIUiGismaje0JZQGcu8QJN0umw/PX5V3D8a7Z2h9UaYy0ozX13z5JmlhL4+uFf8G77GQpDrzcclxeOy8u17mbUI7+dviOUGas8Vmu23YGNHuhNz6E70GvPXAKXcGFhYbAde7fnMX5LrpFObXgJR56nR3KtPMVnnLHszJ7e9+z8FmrlFC+E+YHO9NxyR6qJ5/mRX8+/JtYFlGbvtjyVzE2+ZWt37Lodl3DmaX7hu8t3HPyO3vYMdqBWRSziJS2l4I1FI+DBaEOsEa1t2+eB3h0opRKLBBlNZSTEi4QplcKpe6YzG+Y80pmeuc6EtEhSbxTGomiprHHKcdPv8eoNqWamJD2r99t3LDmgGqMQSgQKKMNdd4tWmlAWYh6xzlKy9JDe+BtCDjhtCSWycTtKLZyWY6uH6aiN5ZnSxPPyxOC2DHqgd57QamQkBKljjAuX5QLGYFqSbCzxeg8CWOUARayRJS0iLV1OUMFbL0OZGhm0RyvHzu5INcniVTvpHVUCeHd2T8qx9Y4qdn4nzFCVWhqrDUZpSq5Xj2XKiaoKVos3M9SEUoZ7/0Z6arXBWcd9f8+SF8Y0XlN+UxYZ8VIk/VoDRjlhSKaZYxA2R+TPshDVWjzG9VUYmmr9uSgtXmllCSUIeNWJJcnzVSl5vgmQF2aosz3OuCt7WagsOYj8t3INq1rP06AHKpXj8kyuVWTUxuOUBDA54+QZFS4sdkZXRUZ+rtaK1hqnHNa45hWPTK26aE7z1Xtbam3DlyZVVUaqepQMLl537iqEtRQZsxUPfwMyhYJVwsB1RqrFAE7xxJxmas04I5/FTndYY6+L/dgqmtatlMJSFjq6K0O6AlEBvCBifAHnK/hc0kwsgVTLFWDN2pByQjVA7Y2TLuEG9FbQu4KWpSxXebtWCqU0fQNQr9k1lOznayC17uvqH/5xx22tnwBSryUJ++/ydAPyfGJqVUVSoTSY4SqJv4LBdq3WTt8fv67hhyxgZ7orEFw7eRWq1Wp9Aotr5dEKEM2r4cDf9fqvt9XL/fu219f+7+v1/vtsP2aCfyzpXUHuCmBX6ffKnF8Ttq8//0M59Poa6/l4fS+s5xK4dkCv53QFvK+v20/bT9tP2z/97Q8Bpv8c+B+B/+Grr776z1//w1dfffVnwH8P3AP/3R9v9/4xb5UNA2dGEpFEZM9eFuR09PQkIg/hA33oeTvco5Wh9z33/p7vx+/4GD5y42/Y9jtub29xs+VpfuSb5VviFPnt+RvuN2/40nzJt+df89fPf8MpvXCMzzg6/vTwp3x++AJVFHOdeZqeOOVnbodb3ph7etVjdccxPLOEBZsticytvyPbwofn94x1YiojuRb+0v4lvzz8Bd+cvmHOgXM6ElVi73c43ZFSxJseqFzqhRAi2sDO3ZHrkc56LvXM+XLiMNzwef8FU5nYqg1YxZQmvO04pQvffviGzvecw4Wl1VDs/J5c4bvLd3SuwyVH0Zl/+fwvUUXkdrEE6QAlsXGSeptLYTCGGGcGOzAuZ56WF5YU2LgNnbWcw8TT9MDD5SP74cDBHfhi8zNizjzlB6xzdNrzcfkoTEtJLHHm1t/xdveWJc30XippckosKVBKwljDoLZUK9PwL7oveY6P1FTAKuYysvN7zuHE3GSbFkfKiTFOQOCu2xNSQuuZb8ZveefforwsZnZ2wxhGPlw+oF8y318+QFVMeeKSJLH3xt9iq+Oue8Ndd0splZAkEAkWLvlMypEP9j1QeVqeKSmx6Xd42zGFBWssYx5ZyoJTnkzBWcOWnpwyxhoexkfGPHNZTmx8z41/wzmOaBSpZmopfLi85zfnX0ufrt1itPibXasH6YxH/KrS+/kwf8RpjzOWjdnxYfwtvdtAVYzpwphGtIIbfyc+YWWxzjOYDW+HL+mcvy5S5ziTaxKpdzoT0sTz/MSm22CU4a6/YYyXtvAsnOIRp7yALCW1MVZpjNY8zg9SoeP27LqDLN9z4SU/MOkNLjoUiiVNWO2pVcDumC50tsPheM4zsQZ60+O1J8Qg7BZwDM9s3Y4lZc7xjGvdqAoZXryf37d0570wckidkTNO/LdtGLBKFiuZKQUGI0AmZqk4WkOdtn4nQ5YCmcR5OVEBo6TW53H6cJW6W21wxrO1W3otTI6zPc6LBLhSySXzvDxL+E2pxCRDOdOAXMyBJQbQrZ/XOIZ+I6xebUFVpVJILGqVfqorwJQwpZ5UEh+nB2F0rafLy5UZdMqhtIRVoYR5jDURm5oglcRTLaANrslKNVLD1NuhAX3pnrXGcJ4vV2m11gqDxuuesY5kylUOLOyZ47ONDD1Wxm4uMyHN5CpselKJpcyiEtAWUzUVuEQJMislo4xmMAOH7sCgNwx+YMkLVpm2IBdgePCH60I8VWGCU43MQYLSJDlZf2Ko2hDyKrnUzTNaFaVmQlka61gJNUIGpSVAK5fS0pVpvcHSLVxqIpcCFU7hKJ+5PF8/f6YBOfl8QWdFfmyVARTP5UkqkapuoW9cWUCthPW2xmKVvYJcsw5XWMOgFblEUvMtX32qSl2VNABO+yvLqBQMQV3rjjrTSSBaCUxpJDXftlXmmt68gqTXrKFp1+R3AbMfB3+tQHVlKVcg5bX/we++rnG6ejpf+TnXz/eP3/P17/0YPK/gUCwB6QroVmZ0BcciIa7X430NElX7LK7XYWXyf5+0eWXkgauH2CiDtxL+x3qtaxIJ9Qpg2+Bj9Zevr7fe62vY3u/afsyO/DhA7Sdm9qftp+2f5qbWB8PfZ/vqq6/+G+C/BApwAg7A98DnyPfGf/3111//V/8f7Oc/1PYL4F/94r/9Bb96+dW/9od37NAYjrwA4PBAZcueQgEKmcyFCzfccXB7ej/wxr8h1sD780eWJP2nf/nun7HvD8zhwm9P36GrZrvZcONvCSmSayKWBc+GSz1xjif2/oa93zGYgV/uf4m3HZc08jfjrznPR7Z+R1c9Ux3ZmxtqKZzKC1NYyCXwtLyw9wdZMDvP3eaOXnVc0sQxPvKz4eekkth3e+Y0M+YzBcU5nDDVXhcef7b7M87lzN7v+DA+8jB9j9eev7j9DziGJ276W7TWjGHmaf4o1S05cN/fU6riHEUejIYb94alBnQt3G8+p3OyeHwanxm6LbrCjbtl02/Q1ZKJ6GowRhZVX2y+5Dm+cAlnrHK8He55WB44LhfmdOYUzgy2Z+MG3gxvMVlxu33Ly/yRjOJhfiCmhVQzD9MHbvobvth9SSmwsztu/R2oysPygFGauQQG47nt3rSFi0UDj8szWokfi6K4699Qa+IYT20BptnaW2IJhDphquaSJmGmamXnN/zZ9s9QTvHrl19znF+wPXx4eWbQA4dhxyVNDGbLL2/+nFILY7wQciKUwEt8xhWHdcLIOCU+3SlOOGNwzvNZ9zlvtm95nh55np9RSnPoDwxu4Di9CAupIJYMVLSyzGlkTgtGwaG7Ye8O3G5ueZ6fcFjGNHGOI1UVDJVUKlYrnNrQO9dklwatwalOQonixLbbopQWf2IpoCpbt8cbz2AGvPN0Teb6sjyTcwSj2Lu9sGCqwyjFXBZyDuy7G2j+YgCrPFMeWdKCUqAqXNJEyCJf9HpAK0UFYl6INbZFjqfXXlJvbYeulQ/TB/G+UllSRBlFp3s2tuemvwWtiXEhlIDD8TQ/M5URrWFrtmy7wzVEJ9dELRWjFLEWdNV0xgmTqD0v4ZmQI1ZpYlvQVQToaQyxJLZ+g1cOazr0q8VYyJGYZzo34E2HQmR9WmumOGG1o9bCOZyZ6oTD0NtB0qtLIBVhIlMVWbLVjkN3uLLISouEuZTEu7c3PD1e8NrTm4GqK2McoVas8QxW2D+thEE1aGJJUvGDZuu2oEV6OsYLU5JrlWq5hmcpJAU2lAWrLBu3xShDb3scjky5LkwlkKsyxomlzOScsUbCoczq80uROc/UJoctJZFrEY96DTilKKjrPVlROOvoTYc3PV47BjewpEBvPb2VuinXfJco6fMNJVw9h1BJRWS/qUmNQ43SqauUBH+VxFxmagGvLb3dsO8PlAYkas043V0X/Rl5XVWFuQ05kqqEn60L9PXP3PYjFbFBKOQZJUOsT0ykdN+Kj5mqyCpDk6an5u9NNWKrwduOVCK5MYJeO2FfVSUW2bdaK2M8X7MPrqyiMti1Kxmp/1rPkVLgnNSbeePxWpQ9K7u7DkhQqlkKBNDGHEg5QkueNsrw+dtbzi+Bbk0XX3+XKinbbRn0ejVUyyfpsLMOw6eQKLOCYsxVFVBaZ7WoA8SXvHquxaPcvKaqOewrGL36mvP1s1tKpSDn/hoeRRU5fWPa1+Nq/3z9ufYG0rNcUvtZkQ4r/clPKiC1gb92/D8Acq98tOvfRXL8CXy/9ru/Zp3bP/5wsbTKvJW5Jmb/IOSJSi2fvKnq1c+vwPY1w/qajV7lyStDWxuDve6TAkxL4X5tP1jB9nossmbjk3y6DRTWn1nD0P7Y6dLv3u358OH0R3u9n7aftj/WprXi/n4H8Evgr/+h3vcPAqYAX3311X8G/BfAfwy8QTyl/zvwz7/++uv/+Y++h/+w2y/4A4Dphi1SE5MZkXoJheGWAxWZHCpgZGLDBo1i5w58tv0MjWIsMwbDd8dv6M2W3nt0spQe/nT/JbfmlqkGPo7f8938npoqP9//DIsl1chgtpzykbFM3PoDt91b3vX3oDRTvHDOJ1KOPIzPhDozmA037oZqKjEvfHv8loowKFu35082f4IxGqrmspzBVFRVzHHizeaed5sveLo8csovLGnGaMtSFj7ffkkpEas9Tlt+c/wNWivuundsu55zPJOJ+LrBaMNLeGaMC7f9DqMtT+MDqe3JvX/LnGdelmcShZ/v/5TeeB6mB3RV7IcbnPUMuqcUZOHte27sDdVoSpVp+t7t0cWi9JpgWsg58VdP/w8XLty7N9z0dyx5pnOeu+4NlUKoCVM0Swocp0eGbsft5pa3/VvmNOOcp9M97y/f0ZmBwXiRQnZvGOvEt+ffsjdbLnUmhZmqBSDs3BaUAKk5TTyHF3Z+i6s9xigu8UQqsPE9z9Mzc55QVbo5d/0BryzZBS7HQFaJX+x+we1WPLCPywMv05N4DNFUVbkf7tmZPVOZqDkLS2HgYXnEKc/Ptn+CtZZzuMiXfoqc04WUA5t+j9fCevV2g8qaMZ7Iuko68uaeWDLn8IJRjs56xiThVU5ZvO0l9TRFpnwmZAExqhaMcWxaf62pCmWNMG410Kmet5u3iIwTerdBa8VgJCH3nM4clxdSzpzTkXM443QnAVtGpM8Wg3cdt+6O3nbsur1IVJXm4/SRvdtz6Pfs3J7H5ZFSCk5bjuEkC2HtySVx6G5JJfLh/J6pjMQmY3TKEGrEKY9WkGpm6/fUkulMJwtWYxnjyHF+IZEIUa5ZSknCaLRia7aNGYK7zT0bO7B1W0qp8tlSGmUUlzCSEBn5kgOJxJKmBirksymBXoWUI0rJAmpKC7lG9u7Azu6w1lAreOMotTFwRtiTrd2z73bMaSGVwFJCk3tW5jCzlIlcRB5cyU1q6rBNEp9K5u2bHX/z/jsepo+SWmx7OjPQuwGvhAWLNTGlC1bJgCLmyGm5kGtAa0NnO5EN53RltWqpoNdwnUKpma07YLSiVqTTuSZyTo0ttPS2Z+PEa7z6JFcZpSxiE5VCTPK+opCQgCWvHZd0IZWM1XJvqwKXPHIOZ2IRL+HalevagGCwPVZ7jDZs9JbeeSrSQzvFiSUtQMVbhyoKYx1TGDmmlzZgiJzmE0lFas7kFoAFcoxayfnZ2g297bHKU1VlY7b0rqOW2ny3AqTHOInsUmt2dtvAqDCrSguLmUpmjgJItYIlRzQKlBHfdQlkCjkXvPMtpEoqsKzSZBFYA1xBVc4FpYWBk7TjIpJ1IlSNNoZaZB9KTqClikk31k1qZYQpvuSRWiSkLNeCw6HNJ69saZJrhQwlpbpIN09lJdWIqhqtFO8+O/D8OF0Z4dyGBIMd6JrMHgSghBJbyFBtieQysLpWPVGY08iSQ/M7C5CRUKfUGH19VfioKlLmWgpZlWvAmNEWcgOtDewYbXDKopuPV1d1lZGXmgSEF0nZXmXtsvBofPI6PMip3Td/O+jo9Z/rMaeSRJrd/NprovUabrWCtN+VzPs6sfr1/1sl1+vf14A3GnN7Zdr1J3b0eh2o/9oQLt0Y2h8HN+WS270uifG13fvrYMhcvelG8hVaQNjKkv+YGV69w3ll9tf/zyeFwO9iaF9Lq38fkK21XoHpa//uej5fe3+BH8jF18FMfOXvVahrvdZ6Xl8z06+v1evhwDWobg1Ia+fo9fbab/zj/14HGz9VQv27tf2TAab/jm+/4A8ApgOyYLZYXhprCmDp2LOhAjMCFvbsCEQCMz0b3rnPcL2jsx2heQlTWTjHC6oo/r27f58/v/kFMSeKqnx//g3fXd6z8zuUAlMcm058hF3XUVLEWc+YRnKqOGspJdPpDX3p+TZ9wxhHdt2Og98xhZlSCzu3Z54nttst++HAh/N7Dt2BkBMvyxFVC7EEPhve8fnmSz6GB3IMTDlI8qu7oVCZy4xVmq3bM+aJlCPVwOf9lxyXJ5YcsRjuNrfMaeGyjGz7HSFP5ARGK47LM4VW4xEXljJx6G7oGjNwXi5oA53Z0FXLzfZO0oBL5b6/Z9cfGMOFWgp323sezx9lgq0zN/YObx0U+JgeOM7PaBzeSvXEbfeGzg4MzlNKBnRbwCRuNm/w1ZBrJdTAzmzZ9wdCibxMj9RSqTqJtzIFzuHEm+Etc5ypbSr7PD3zGB7Y2R277gC1MpgOa3uMglQKG78Tz2bWHMMzf3X8V8zpTG/2fLn/gnd3t5xeJj5M73Has+9uuO33THHm/fg9KMXQQjRu/T1KV8Z0wWjLabkwxQllgKy47Q7ElOidJ+kMWTOnkVO8MKUzB3tg6zdMOVAp6Fo55ZleO362+zn74QZy5pvTt4xpAlV40725LqhCXLgb7sQ/B8xxZqkzlziilKFTMnnfuB6LJRQBC5/17+i7HVMe2ZkN1nZc5jNPy0es9ZyXE9527NyW3vaknJjiyFIjhYyrPYduI5JDYK4zS1qowM7tJWW5VrZux5vujr0/SOoskqybSmTOC3O8gNLCYJNxStKcnerQWtiwnd0ClZQTl3whlkwuCW8dproWhjNgtGYwPcZYnpenxmSGNrGvGKPRFakbcrfUWvgwvZcqFuVE9glYbehMz9ZtucSL+HxzQSvLJR6JJQpA0IqUE1YbYha/ltcOo6yk2taMNQZTNc56NmaLtU7AlTJN6il1Kgd/w9bu0UZY1pBmPkzvGeNErRlvBpSu7A8900sm5JlQpTarNwNjurCkpVXZJHTRXNJZUpyxVCWBcUtZGiOmSaVwcAec9VQtEtWUI4Pb4pUjloxXnkIh1EhpizWnJN1YVciq4LSj091V5hlLlBTdqkgUSgns3AFnO1KeAU1iZV4CY7gwl4BXVqSh2uBwoAreDFCLpB1rGQSOy8hLPFKUgLmqqngQSxZ5sNLCjGpF7zbElK5p2UsJUCsbu8cZQ+8GBrNhKRLgdVyeOC0nYk0ij86FWuGSTqQi59oZS6cHBtuTykKuMnQ02jCnGassznSYKp3FoRT23ZbONOa1JJF7K41VGms6OuPxzYdptb0CIKc9gx0YrOQhlvasTDUzxxGtDaEspJyJJZBrpVcdylSoilgyG9djlMVZ8ZKqqnBa7gmjNU538jkphUs8E0qQRO0U0VoYdNWAuK4iV7bGoaos0Ae3EbCbM/dvd3x8PJLb89gqsW4oFM65q4w3l0RqUuZ14JFrYkzTlUlOTUps0JimWjDGUGvGaH+V3/ZtuBJywBnb5LziFddr+NRViquu6dQreMhtkLBuprF1tYosuKraALC/ApBYApdwptZKZzs0pgEQAWLC8goYE9Y8tmfbug78NGhYGd/yKllbzrkMAlZ58ioVXlnR2sDhmopc+GHNzo+rmeVKmTcAACAASURBVOSF1yTiTyFhTjmR6Jd4BT5X2bdCpPCsXm1zvQ9TTY0lFUlvKYWCDNpyzmI/aIdqjZVBgNIid28AVrfhRy21qQRiY2FbjVmVoWQmUcsn2bVc00pVYhsoDcx/CvkS28CaWJ1r4f7Nlt9+eJSBWRXG2Gl/PXfX6p6/a62uPiVQX+udJK3uuh8r8Fw3Ab7q07E2Zn/FBOs98JplNz8YdOhPzHO73kZpubfX19AysEG9shWoT+fjtad7vV9+XF/10/Zvb/sJmP7j2H7BHwBMPb0kEOK5cCHxQy/EgVsSAYWmp+PN7p4P5w+cObNvMuDPNp+z6bYtHKiTBXpUbLoObR2qyILgpruhUrDFEdTC43Iklpnj9CwhH2bDz3c/QxuH0YolB74f3zcApiX5s0Q2ZsN/+PY/4mN5YJknQo1MZaakhDaKN8Nb9v0NOim+Of+Gx/DAEgNfbr9k2AzY6rDVsLFbTsuJwQ2c80UqZdJEqZJy2inp/Ny0rshUggQFVcXG9A1kHCm18m74HIfjm8vf8JAehSFLmqIyCoPzllt3y8P8zBxHDv6WUiL3u3fsux2n5YxS8Ka/5xiOdMoxl8C4nFHV0nnD3XBPrIGf7/+cXDN/9fH/YqmJrd3idUehsvUdG7tn1+04xZGYZpz2nJczH8IH9mZ3ZVu+2P4M077U3k/fscTA3h9w2jLnGacdIYlM8M7f8hAfuSxnvPYMbsu+2zHFUUBAihhrcHQ8LO9RVRawNVeUhs4OFAN/cvOWZQqgDWOYRN6mOm6HPV733HR7Qok8Ts+M6UyqmUFvMFrxfnovgT6NaclFFpCd6ej9wDEc5V7WXvpjwwmHIaiArR2D7cgxUUxl8Btcde0YlrYYSey6G6qqhDSRyZznkZAXboZbeteLTDONpDQz5VlSL3WPUrBxW7zq6KwjJVlI7O0OpWHME0VXbDUMbsPGDfRuS6ccKUU+Lg/CHBqNwTUfZmZaRh7Dh8YeZQ7dLZ11TaaW8WZDbz1aWUCz9Y09KeKHPnQH3vbv2La6lTFecMaz7w8czI5TOTOFictyZskT5zwy2IGYZ1nMVSQASju2/UGCrprEdGVexnCRXtC08BJe2vReFsCSaqvl77a7JoAaJYt3XQ17v+MSR6zWbNyOS7iIjFqZa9qrbpLGlQnKuaKU9IEuaaZqJTJkfysLtaZ8iElkvCkFYg2UWpnSyBwj2ip01UzpzDlNvNnveDqe2XRyHRvnQactzjielxeew5Gt6dn4fbtnCk535BI5p/NVjtkZhzGe2p59gxnEp2w0W7tnqTNP8xMxBWLObP1GpIuq0GGJJPElVgkEGuMFjZa+2ZpAfWKpqC2cB0kCNtqw73aoKj3DVVUZsgGxJvF+KiuMbQGDJjfuMJQAVV3lgt7KMEMrg8rIIlVprLHMacIow9Zv8U48yLYaUk3NXyvssa6KYzy3mi/pkaUoqlaUkq4LwCmNLHluFSeK225PZzfXz1yhsrE9Sol01SE2jKQzneqw2tHbjpBmWXBWRWctzg6ULCnAVUFOkagSOUln9ZRmtFFYbailBRrVQqwFrwyd71stkIAvqOJlbYCmaN1Y0XIFH1bJoEIGEhltFV5J1ZX8kEZX6Zhe328KC6lGzlFAWW8cRssw5BxG9oeO8Zzbd6UEAVJr6x4v5FTEXmAcvd5gjSXXKF5tpVAVbJPdlirhQt56YoqgBfwCMkRFEdJMbIFjg+mwxgnQLrENYwwKjTUGryxKK4wSUO3ba4iloPmvUYQSxaLSOoGLqo3dkzNrlUG1xGqlWpCSUvSmxxhDyU3y3VjXNZ3XGIfTwqAbbbA4rFJ4238Cl+oTO7cOC5QWQGGVESVGySw5UVXFa0cmX5lb1RhJ8eN2TXJvJDRsZdgUV2BYa7mqHIw2lCwsaEb2OaYoYHMFTWKXxim5LiI5Xn3VXAGUsLb8oN7nKulVa7VSs1i8Whtrra81R40rbTJf8evWUq9y9tU7vSbR5/op5fsT8yzPgs50vH174OnhjFKmKYskKC7WeD0+rx3W+iv4TTVdZcXr0Ot1CNU14blkGQwgP5t5xcpWGhitMshVAsJVlSFDaanoK2O8KgBf/76wtwImSyMx1iC49exJz7S5Hn9ulolKaWFa8myplR+klrs2cAH5//7V338fM/saeK8hWitrvw5NVkZ6Hea87mm+hrn9G1YdrSwyfGKQ/77bqlx4zVj/fdnn1+/5u/7td/nQX7Pnv+99/tED06+++uo/+fu+6Ndff/2//hvv0b/d7Rf8AcC0Q2L1ezpGJjKFDT3HHzXmDAx0dLzbfM6cZ07LiQ7HQhB5r98zhYl9d8vNRlgdg2PJE39z/g0lJ+66O5QGrzyD3uO8gqL41fOvOC9nLuVMb3vu/D2fHT5HazhdThzjkYws0rMqqAp323solV/e/ZJBbfnm+GvpWTSZTKFXPTf9Dd+cfs0ljfSqY+f3UKuk+FrP2+09l3BEGUNMkV51fDt/R0qBjdmx8T1bv+dhehQGSRtUkVTBnFObTiamOPPV/T8DI1KnXz39K875JMEoOVOUsD2f73+GaumNlzXlMwf2w56fDT/nJT7zlJ6IUYJdSobeejbdFgXcDm8oJfMnh5+T88IpnFHFsJQRrzuMcSx1BhRvu3vO4UIqicEMPIcjL/NHLvHCkgLKSl2Mx/Nuc08qicf5gd5seLN9yxROHMOR3m2uksIpTAymw9lOPJuq4LUnl4JRis5v+Hj+jks8N8ZLJq53nUiXa1HovnC6TPSmZ0qjTOFVRRfL3t/i2sTXGulanNPIlBa8ce2LQ5iWQ3cglplzuPCSXvA4dt0BV0WeWclcwoVzOmOUh6qwRnPwB5SxPF4+UHSBXLBGmIfY0kQH1bOUSKmRx/DEkhcG17GzhwYypJol5CDyRNcRc2RqIUeXODLlEVss1ji2bstgtuy6LaFEDt2Bje+pWaGs5jQ9obWjFuncBcWSpRd3ijPeWJTRuOzoXc+YL2zcDoPmORyZovzdKtUChhxbf+CmO7Dk2CbO8G77lsHtsMpwTmduugMW33omFd515JQ55ROX+SIyQi1BL0orYil02gKGlBdhQI3U+XRGANBpOlJNpaRKrhVrhEm3ynC7eYPF8HB5YCkzoQQ600uYlJZBxtZtyLWiasUax8ZuJWREK5yxpJS55JFLGqk509vhuqCY88glXLBN1jyGsX1hacY2QFlrkgYjbJlTnlgive3YHwaOp1Gqj0rFG83GbrkZbtDKEcrMJUzkKgnCzngssjgd80SnvEh5syzG5iw9wFY7QgoseWaMF1m4WMdgOkpV11CVJQdyiUxxFJbTenrdiYxUZVKuVBJeeQk8wuKsEza/TFglrL0uAk52fofRjlwjSxRgbpTFGc9SJuY4E3NgjBMlp5bOrdjbA8ZISI6tCms9ne6ICBvi1uqYEtsiuqPUzMZu0NpegWxMU5NjZxRVenr7Wzq7wWvDlBZhnopBm8rO70i5spS5+cBnkSMbAy0sq7Zl3drr2jv5c47C9q8e7lQCIQWSygJgEBm61fIaxlgBJhRsq6pxymO0Zs4LRmt0lXveGgHqg9/JZ6mtf4w2HJcTc7oIo6UrFk/MYpfQyPeKMQZdNYPbXgefwtI2Z20V72tSWZQbtaCBkBO1ymDTGs3NzZb3jy9QC1lVSFKf5F2TmZeCN7J4DjlJgJl1kmhMkeqrvFCoEgimpXJmBSeqrqFDilwK3nd4JT5do9zVv1hrkcqvMDUlhPxuad3UKWcSiVQDtnoqwjCm1kXaafFJW+MFOKApSlFyvFoZ9v0BjW2hURIwRlV47VqwXGWOkwRQ1Xr9Piq1Xu0FIgrRch5adgIVsmr+3yodySsTl0sE1by3Sp7dpYHf3vYImDNkIqpy9b52pgdVxeetLZ3ywgxrzZxm5iyfs9wYSN2YRklrFiY/Nfk/0Hy0wuivfueC+K8zWZLkrZfnRpFjjm3YDGCxoEHV2j5rkqKuqnwRFMSbvpSAt46t3l7ZYo0SsI7IoF9LYVdWWdLRhX1dpfGfv7vh8eHyA1Z57dhdX0OYVwCRPotMOjUZrbrufyn5KmfX+ofgRurFUvv39l5F/Oa8AlGvQe61C7gx/7mk5nOvohZp93uu+SoxTiVJon4bgkxpQlHbEELuq0K5stGqvZ9VGo3I+AvC2KYSia1KTSh8GTZYxJvujMUgz51UYguNc9egOlXBWLlPpih2u9XasQ54TBs2ynNJ47VHa41pNUulDUlSTu1e/iQfX33er5UAkhfQWN8G8OU1Kk65H4De9fqqpur5XQDxdWfxOgxY5eNrnZde77WrT/1TqvX6+rXShj35+j27rhdpeSgru78Oabx1/PmXX8A/MDD9Q1J5/xd+mA3wd23/v2hWTiQ88uAyGFl8UOkZmJmuPzcxkUi8U/LFVUg4v2Nrd6QoC5YLZ5ZlJsSZG3XLsBsYunsBjDmztVs+nB/5vnxPTd+hjGLndnjr+Lz7glAiU5ok+TJVXvKRl/JMrImcM85ZPu/eUotM27SB43Lm+/A9x3xk5/bUWJjUzK7f4azH64GiC1u75Xl+RjtNrk+Y5LHacL97QwqZl/k7gguoLMxsrAvG7q4+sSXOeNWzcfKgn2tGK4e1jmoU31y+wVTLOR9FEpI0KY9gNapqnOopJXHfv2PJM9Ple3bmwMUeeZlObM0zJRdO4xFV9RVA9rmjtz1FJ56mj3Sm53F8IBPJpRCTTH+n+JGpsQpjHUXaU51MKXHEsrQJdkBrCDFyns4UnZmWC9rJQ3VJC+dwxCrxus1hIcRA1RUK2P4zxiB1QKY6sAVTDMfliFeeZCob1dPrgVmNwhZguMQLzvaYXMglcM6BXAun5YKiMOWF3ghwNkrxxfZLqfnImX2/4fm8EHLE+Y43g9SAPIcjg/G46jiFE7paOut4ubzQuZ6t2/Nu8wUhB17mJ05hwlvHjbnjs/07pjBx5tI8PQVTYdNteL98j1EKj+fO36KtY0kjIU8os+Mcj3jVU6tCq8ocR3LObNweo+G8jPR2IKfCkgO1VIJd+O7yLc46PlzeE+uM0x0bsyGT6e1GFgMoxjyxFPFi+mJResBhsVaz1IVSK0/TI0uOVDJOy8LdakeqhafwwvvL9xjdAfJwT6pgnzUeYRBiLWgSVINzloO/4+f7n9NZScz9ML9nyYv4v5L0DCqlKb5jjBcuy0iokTt/4GI7YpX9MFi60jOmmVN6gVIY7JalTvz1y6+wxnBwBzrbs3U7tEJ8xdqwcVuWKAC/aLBRMduJSxjpnCz2zsu5sVwXkXmWgAIBMK7jNB95np9Q2mJUk2g1H+Cte4O1hp3ets9NZjAduRbmNFG6QMhI5y6SaJvKb+Gp0vkBg+XQHaBN2wXsLagi4Ste9QQtEv9IROVC1YpBb7BG07stShvmGMj5QrIDVWm8tuRSm4RXMTOTSmEJIy9ZpLR3/pagMzf9W3q3xWEJNZDJxLyg1Ru86blMF2YmjssL34zfUAt0xssCXym6NjjJTf5olKe3YL1FAd5YvO5kuBLOOOcp00XuUeOpVRHJkAvedKAqNjq0gt+cf00uBaukU9UoRWcHLGL3qBU+XD7Sm56iMpckSeqd7jDGMKaJgzsIu64GtLEUlyglk2LBuY5MpObE8/xCIWO0puSMcw5VtTA0RSTCvR+gCAOoEMZIa4PFkGohk9o9q1qSszBNd/ZAbfLanXGiuqiyaBQmSRaeMUd2bsfWbVjygsFRamYxTpKkKfS2a9+rkWN4ugbePIVHASZYvLWoBoTv+zuR8TZ2K+S2AFWaN7sdOgykGHkMjwQ1E8vCOBWcke7WlzhhrMUrzRTOTFEW4xqDNiLnvKQRSr4mv8bGSPXG05mNHGuODPOmHa+A57ksrY/VoGttEkdNbzYYNFVDVpk5jCwxCOhSJ6qqLCFSVJYUeGVJSoCArjKopkkj10Xnw/TxCg4dorAyaECRW8BQ7z1kkXKKGmQWAK4smUShMsWZVEVi7k2H0WDUGrDW/N9KgZLh6mA2ON1hrSXlQiW1RF3d/JwiY5bgKAEDSp0pKqFRLfCqSYMppMa0Ge0k2dw6apUFvFeWmhtbWhpDrA21SM/3FEa01jzHiaI1nZaeZWOMBFXVQq7SR6y0aoyuIxApuRDLwjI9EJJYnpzSaOPw2hJyQSup/CpFGNJV5l6qsJNOGVyrwjLK4q1vrKQwp2vYV6kFdVp4nqSDWisrsvDS/My5oKxaVbnUJom1yhBramyoVFTNUarWlNbyHWxEuSJDqetoBKWUDJ7W/W+qD9NUCIXV36spNTWlRxWlja4oZUgpXpUkneuugCaU0AiF0ry+Caebh7sKKHRGrv8aeqbRLRm7YKphzKNUXeUFbcU+IZVtM1BQLa1cvNaNCVVaBlEVGUQ3qX7nNm0YJKGC1DW8TAB0VYqQ25CvVlEfrCC4rt8ruuVJSKCpNeI7FxWEv4JCbUQ9SXteroztClJTydSaxccNxJLoG9HTNwvWtQKtpaZXJUOV1EItc0k427XPMzIEVaK+oDHVSkngWixBhgXKUEtuidiiFpKcCAkgTCE3z73cC2uiey2Vrd/w53zxR8FLf8j2hwDTdfs/gP/pj70j/xS3TGIi0dPLlBElZfYUNmzkYcEMQCTy7eVbBgYUmhACg+8wvmNn9lziBa8skYW/ev6/8aGjrz21Vg7+hs1uw19u7/nNc8cpHVlK4HF6ICfp2ss1Uktl4waMMXy+/Rx1loXawsxpPnG2F2otnJczB79n4xa01uzzjk4PpC5gl0AJheAmKqVNuzec8hkVFL4OHLY3WOM4mDt+q78lMPM4nqWSw91hrad3G17mF6gJUqEbHMZazvHMkhfuNne4askx8375QEkRrTVbuyXUGe0cukjvY6mFx+lJ6jP8jkplLCMbs2dKH/n6+WtMFZbRG4crwpIprfh+/F4qQLxjUBs2dsdDeCSnhZBk4bbUheNyJMZAMVK1oqvm3f4tGiOpniWLfKt4aqxULZH4j/kJkw2fbz5HqcpxFq+x0Y6QJy7LhdzY0VN4obcbrNLyHkZ6P2MKAj51h9KgMXht2fsDH4NMV9V4ZLvtOY4jRVdu/J7ea57GB3KOPIZzm45n0jGTVcYji4in5ZFAYMgDYZoIBKY4M9cJZ0RKeXJHersRr/BiceaRrR1IKreuW8PD+IHUFfZmL8FP3YYxjox5ZM4zl2lkTCNWObLJ7PyemGamZWQqMybNLcVTvmAu6cI5XHDasu/vuPO33PQHpmVBuUrMmfNy5MPyQQJYvKWmgrcdSo9cuLTk4wtbuyEaCW7xyjff5QuXMqIWSc4UmU7leT5LwFG/F2YGGVAoBSlEQs7M5T2pZPZe+m7HMjObQE4Rb3tCCcxxRGnNN/yWf/n4LwBDb7bcDbfcdHvOyxGnOs7LmalIYrLWFkoi5Miv869kol8h1Ui+1j9YNnZD70UGnFXhPJ+5pAt7t+Nd/znGegoLKiu0ccKMtdooozVbvSWSCHGis1su4YVz299Nk2fGsqCwDN2GmCI7s0N78Yl9sfuiLcYzpSaWmCgl8BKfcDjGFCgqkVp35qxvCUuR6hZdCTFTVWZJ0mcpYasyIdcYdn6DqopTHK8ptrYanOtwWmNtR04LzzzS2w1GP5JzFnbVOC7Nf7gQmMNMqeIDnpKw5lZZLuXMnCZSruz9lr3fkdZBipI/tdaklFmIWK1QBbSxWCzaaPZ2K6yn6SWQTMv56bxHYyn07LtbbNV8vHxgqnNL4NUsceYYRnIVlkgpS689iYQqlawyKRUJoSoype6UR5kTWlmcOqKU+ISrzsQYGNOMM64lFTdZXy5kla7y45QjEfGk3fgDRQkQdspdF/C5cLU85DmJ/LPqFvjkKLES4yLy3VJaonJLRlWwcTuyNrxfPpCbF7PTHm97BrcRX2nO4p9WmiUGtFZY0zpVkWA9rY2ESGnXhgBS5YOWheeSIxGRg8YYxf+K5hQvpDjinMiQt3qLU7aFoe1IuaCYKQpySkxxYgoXLmlmjmK1SGS8sZI4nyZO4dTA5wWrnUjS1yRYDZ3uSCVQlch5jVLieSbxzXymIoMCYdhkAV1UZQ6jZCSkCa1FcmuMRVeR26Mzulq866lE4RaVpKmvtU8aCDWjaxt0GRkKWCWgQzyCEKokeJdambMw+155Yemo10CkTvetr1deew2S0kXjncMpj0JLsFaFqY5UnZtyXCSnsSwtyKlQSyGRrum/WhuREGOEEYamdBFmWeTvwhArVakFnHOUWiFD0ZmaKoMXtrUqCdqqVUGuVINYDUqmsx3Wit9Xy6iEznhZX2FbUJzGeYspuuV2SBBVLZWUF5wRT6e1AiwG0zPFiVSKgNGSyEU+D53ZNOl6aZ3eI0uS7uzUpL4xB1ASuuRbv7pVHmOUqAzKp2O37xXH44VcCkllFLShk0XjQQlgt1pUcjSvutKVTovNJ6eIwjDYDqUgpkRBmMU5B7FuKM/gOnRLdS414a2XusEia55ElIGAksGLMcJiKiWVW0pXKBVrOjk2PHU54o149zMSOtZph7c9Tnfis8+FhQWlKhGpBlIlXqXGIOcyF/m8lSJyZHJkUbN83rTUmQ1mEAZcr5JgkQJ71ZFqJdXAlBYWIr4sUCXwztkOr52w32hCke/c3gySeF3X4U0SlWEar8ou2/JIqhw+2iqWJTCXR5FDF4ljM9oKq19aCFpjnCWIzpJzJKsCK1tcKsYIUxnbfWiQ+8VZeV6r9vsCMkoDqQulyDDAaukBF/+vorT/zlfm0wipYjS2Mbbipc9iPzMGyVdIpP+XvTcJtWzf87w+/241e59zIuLe+94zM63iTSQciIjWRBBMcKRQClIjHQkORMGBgiPBBqsmIlVOBMFuICKIE3WkUAMHOnHk7CCFimZT+W4Tp9l7Nf/m5+D7Xzvivbz58t18XSa+f3Aj4p7YZ5+11/o3v+bblK4OblDIvJ3eAP/QLzmT+uPju0B5/0ngPwD+fuBvA//a4+Pj//5LvLZfx/gh3wHKe4zIQCKxsvTeKR8rJ0SMxisvHPbZwvkH/vLwl3DJc453LPm1c7sS1+1CaInVVq7lyhQn7qc7HsYHlroSW2QcBm2WW2UzHaxbWTGMgGMcVbHN6840TJynO8Y608hsTgvgsl7AGS44am3kvPdu6cidu+elXDj5xF0682X+hqVciXHk8+ENuVXuxju+Wb/mm+UblnXl3fSG79//Nmte+GL+jKf6gaf1whAS74Y3rLby5fIlpWQ88o08xzOxBta4cT884DCiS7ybJZL0dy9/RIqJy/oC0fNF+h7jMPK0f+BtfMvX61d8tX5FdIFaGg+nNxiFMU485VfW60WVrCRfxIfpjqfliW2Vd+fqNkY3sJdCKbvgfR62tjP5xJv4lux31l0CLm/nz2lU1v1Cq54NeWeexhODG1R9q3A6nfDmeVmecOaxKPjHzEhxhcu+YK5xDncEYHWFsu94L87IKZ4IMbIvKxYUTE5p6Mq7gYfpLT88/5BvytddQbVRa+XL/Utel6t4blEV3FIzn09fAPBSXij9YBafSCIWa7mSayM4GIZJFWTneRje8jA8gDO+unxNtoJDh8aYZmpubHbtHLDGKczM8cyQAh/WV675hcGNvLt/g3eB5/XlJgiVfMKa43448WF94lKuDEGQ2znMbLZz2Z8xO0RNHLOfoXmJToRGYuCpPN2q6BVjHgRRrLUwhRNruVI7xygRKU4COUOS2E/eN1bbqa1ySjMNR8sZ8+LOlZoprqraWrPUay0zxJlgEnl5KS+qPrIxhxPndP4o+GOCeOWaxWsJiXM6kVtmrytm6vRa53yNYeQUZgmbxYnkE8/bMz6I/1Ot0XxjcoMSviZLklw3TumEt8Blf2UaT0SfeC2vlLpLMTkMjGnEIyXU+/GeoQeh1pP3YgrATmFmdJOCO3aeyxOhenySwu/LemGMkbtwz/3DzNcvzz0I7XyuPZP9DjhagzmOBC/F4NbFqbxX1xMHe9m5S3dM/kwaAx+uH/gmP1HbzmW/spfCEI4Cg+9JTsWHQCuFtVbGGDmFiSEMxHCo/FZWu5JLobgMzTH5kRA9Y4c7N9S1eRjekHyktMpeN4rTmggkJi8Bq9q9Ied0ptbag8mGOWjVFMAamBPga3QTS90YeqfISmUP4t8Vq5S6482p89Ar+nvbAIdZI9O4C/eYVXbLBCev23m4Y8sXcimsdSOTsVY4x3sqVUJoUWq1e93wfmB0kcErgbPgmPzAlCZy0+cPTp37GAJTusO6H2dxBV8d4KkuYyao3RgnvHWOXShKhHxiiH1PNRXBDuOTtcq/2PuItdoDURQUu0ogcD+cCH5gL5k5zXjfGMMZb57gZQkFsOadvS16xq1izshZWgmCxzrNDzx3dxPbanjgzXAmuEmWRtuVS35liEpMtrZhRZ3Are6ypfJSgD2nk/i/XhDbJa/q7htspnsSe8A7enH5g1PCJHElxxDPNJNP9t52mmVo0EKHBVb51LpeyOl/oVXDBfFpiylw9gbgKFRGNwmOd3S0rSjxcCfmJE7n1jb2fWMpV65twTtxMpe63lAHrWXNeQLBK9CdXMT14DUSSD4wxxOpF2wApjhxzYtQGOYhNJwFWlAkX6xhtZBrBa8u51Y3cttISECMTmMoNPa2YMhwj0aHmkZca4xRXs0pqFOPi9SexBuFWrXuKkVJd+teva7zsp1n7AG69mM5EfgOEz340OL46xHsJQtiT8a1To9gZgwRQ3oYtMYYZq1b19jzSjn4fSaoswHNNdqB8iCQJsfLdaHVjHdC3YTgb2rmzgWaZRp2S3B8L/IZKlhQYQjiyldntLaLv0/DqpoXkdC7rkWJHgHvD9Ek14uHDbxi2sEPNKfO6eh1th4JVKB7C3cV6BAkenSKsk1LXrzqo/jQnM62gREftB6syc87d8u06Lz0AbwE0UavkvrcFgAAIABJREFUM/zaNsInPOHgE9A6VF+0gq1t0FTuOIrQzgesdo6/C5S2gZfHd6s7RugwVidocIxqhDR1xKNXJzPbxp5zV9L2bLZjqIDg+++lNcWOgkj04pu7QWvNVLC1Ith18/q8NHWl8UIgOK/Cg5lhrRJjxFskeE3EUitr2Rli6PSV2uHr6tSHkGhNZ0RF1ndSbPc0U2e0tqy1BDcY+tARY9YqQ+rc8ub47Te/zb/6j//L8OeVYwrw/v37APxLwL8FvAP+M+DffHx8/NEv5/J+5eOH/BkS00+H6kuBiROtQ2ICQXAuZsD4hq8B2c0EPCOTuCHzG6Y081peeJveUEvl6/yBMaYulhB5Xj9QfGF2M89ZPMYpTMx+Yk4zpRVedkFixzixVtkBCHKizcey8WZ6qyANz8mNjG5m8SvewfP2xGk8s7YF3wL38Y6tblKzc54fpO9Rvcjy13JlK4VreeHt8Jbfuf8dPuQPgiA0z2oLpVQ+mz7nafnA6/Z6EzVY80qjMI93lD3z+fA5w5x4mN7gLPA2veOr5Uf8weX3KU6b17ZvzMOJKQz46NnyRt4La12Yxom74YHqJBbxdH1WYh9OJO8pnWO71o3WFAS5fggVJGxyN9/zJj5waQuX5Zlslc9On3FOdwok605wSQe/r6Q2cNku7G5nq9st4ZrizJQGaI5WqngWgyBDrVWu+5WEuEcxBiBiVQIcg5uIc2DfNpx3TH6ievji9JaaG7XJu9Ba4y/d/2XZk5SLfn7NXOoK5tjdRjTHlM4E78h75nV/1gGNqsJTmtjywo8uXxGjoEUhRoIFrIhDGpMO8UtdcTukFDGrNG+Cmac7gu/Qot5hKBQuy4VpGBmjINWRoSciAw2jmmBTzskL85vygXVbSTFxCidwEgGzFtjzSi4bFgXl8k6qsrvLuOY5hxOBSPVZtgfB4zhUKD1Wm56BE5xrO+BcVErZKGa8SQ9K8FrGfGNyMy00fAuaeyZlYUNdmFabulFpYOKEhxuMPI0KmlpVIHIXzzQHoUVayzR3SPV7UodiiYPnqV6QqWSREOPNo/MUZq554VpXwaFMytFHZ9I6T+WaJZRjDgQ68tyle5wD72WhdDfcMyJBpbUuGOIpLnnpvOCZpW7kspFi5C69wXkjkKhVIkqDG2hOlIbqdmpunPyZahCi+EEheKY4c90XEhEfHDQFGC95IXoJwAQSue39Wg7rCINuV5VbITkPPuiDhYYzzxhkXXIc5sklmgMQr3IaetKNVEjB44MSTe+k5IsZp/HEfbynNUeKXjw+n9jrylYrtWUu+4vmd3Nkp+5dMEH69raz5KUHOZ55kGLzscY9jiGdcEDzgqw9pDumcOqiI/Jrfs0XWTM1mNNAcAODj1gzmq9UMyUkJjGcbLvgrjV3Lm0hhZHk040f54MnekerjeQSu6/UWiWwUjbm6Swuuw1sbBIjonXOmAIYmhGjIGOio4hbNvpIDCPNCpdyAfN6Tk5qqVuVCFBqHh8HxhQ5+TsMKT/XknEhsOUr132hWWOxpRdvvXhsFm5KuNEHpjjwEN5RbWPJGZ+0f1x32fzstkvAJ8gXttTMPI+suTCFkWziEscgdVXfYZjzeCJZxBNoriqARTDVao1cGg6j+kJCiawUt0+Ew64GY0gJa569ruogNfnKzvFMCh7Xg8KtdC4vGWdKppxpr/HBM/qAC5FrvoChzk7wrE1J6dYWie80030fBqoZxTYwGJmpXgF0dLIkaqbkfKsZ3+2iUu/QVAp5rxQnL929ZQkwZXEwo9d+ZFY7L1DWWIOTSNYcRuZwwgVZS3k8taoDU6x2bYGedHdIv/xy9VmiV0fqsl8wM4YYwQdGG6QS3j+XAWveugiVPpcFzVTDCT3VDGeKwCTmY5gzpjDdks/oB1rnfgckbFTZ8US2turzWtRejYocpdMbXDD2knEx4poJfu9VMHLeU3KhdX9Xc4oMnRmxeXz00hwIkb1VPrt/YFsFfZ27xVVwjr0VlrriXGBwXlBSJyub0Ne2GcxxInjHNUtJem8roUWcD3IdwGPOYYjruJbCECN7XWlWcKbXtK7SboirbqaiQAO8p3cyK84HqmUGN3ZNCrrdkPzEk1d8EXzSGW2y2Ap+IJh4wK5zJQ0w76AX6XKtHb4t2ySQCJKgyErAq7XeIdQ8W9pKqSq0h14Abp2/3UyQ1BQiBekFOK+kfOiq4M0arRaJzTUVGax5cI0UAoZnCBHDSTjORVGxMKzfF2+OMY4011WQq6zVwOncd15riHQTI8RJV8V8w1vUJ6xCyNXeYIodUeJwDMOk/S+MvaAXGcMAvokehd2gv1tZaM2ozm52VUMMbGVHkF2de2u5SP6tNlyE2Eay26E0Yhr44vwFf+Of+nfhz3Nieoz379+/QcnpvwKswN8A/ubj4+P+U7/xz//4Id8xMT0kvX9yvOEtRaYEDIi7MDEyhzPP9YVKuQkgRQIVdX96fZSRGd+Dis/Pn3M/3TOFO/7PL/8PqqsEF/l6+wrDGBlxQTCudd/JttKAz8I7pvHMKc1YabSkakshM7qRD+uTNpMUGf1AaInX+speN07hxF28JxBuQi7fLM/EELibziQS3+SvBV3A87K+cB7P3MU79pa57q8MbuR+uhO3Lzcu+Ured3Y2zMusftkvNBqncGKMM1OYiDGRbefz9DnDMPF/ffl3BPEx+FH7uzg8n6XPyXljY+fECTvEI9gpNAYip/EenNFKYzfZ9khcQmRx16HXqYfvkzsRfeT+dE9widf8JP+8NPLZ8Bn7fmVF1j6uGXutNCoPwx2X9cJG7kejAl6HZ5xnLDfMNWJN1NrY2RhTkogIlVbVLWrWmOeZySYu+ytr23A4TsNZULsgvkgtSoiu5RXnA3OYiGFkdhMP8z2X7cJSFm2M3Qf0ui+sZZNVRsic44k5Cm5+QN08gRTlN3l4qK5lVdV8mLG9Ys4pQPUQzTOlO8Yhie/TjOu2sjUlRi4F7tKZ4CJLeaXkDmEJkWFITGHmkl9pteJDUrHBO9a8YR7uosR8tt5h2/fMZrtsVHySTEIQT85H3zkq8jAMzjOlkw5XxBFJYRC3GXF3mu9iI60wxoGAUApb3bFcmIaTVHrN8ObJSGRjGk9gcN1fIcAc7kgh4nonbrWV635hy7usBmwnpKhurRdEMroE3jq8K8jj1Y89aNxuSa8zTwwDp5RIccKq8VovqsZXKcw6F/Gmbso167knN2JI2TH4wDzMCpybDikXBGtey8pSl/5zIrUWDkETc7L9CT6R8HpuboAAqy1YlcVI8IkhRdZt0yHfmtREcxZH0aEuihPcEK+Dvnb4X+zQRQUq4uCXLrIRvKcUwelcihIaCuKn1WY6uBEkP3pxJaPzuOhJjMQY2PImaFmYuU9nUows+yL4Zn1W967PA+c9UxIE8exPZCcBl+AjlguXKm6n78WXOc5YNXakoOpvvEKHc4Yj3LhjhUzJhRh8D7ocISUFOgRGP+OjZ807I4HiC62B+Ybhiebx3vBEChVfHcWXrqS9E1oghkAuhYyq6Q2YnGx4HAeHTHY2tZ9be1EQmmICFBBWMzBBp0vv1qh7NhIPaJqT6vFWdoKT0FNsARc85k0WPTXjmuskA7slXSkkdYN60Bwwcr/PuW4KRGuDDgtVB7RJiI3A3gRZDS7hvWxCaA4fnTpYtZDCREoebwGLhbZCHKOKhc2I3vc9QUJGrTZBVwnUpuTMJ+0vZuq8mZlM3/JG9IEUBnLbGdysvbPtHa6vuKpZ6UgHzxxHSj34XEbs0EDoNiI4ci+e0iAjZMubeGatUmh2zjGmgRQmJShuwAeTLRSFCfHtY0+uvYsq7NSMD1KbhcbkhSppNBUAU4dH9kL62jb2fSXGgDchCF7zkyC4pnVvPVZpBqXtEuxzWudH1wkHxQzfehLCR4XUSGQcZpKTenBuu/j8QDMVcA8Yq3NesFGaVP5LJfgkWxangl5DgkbQwB9Ko47Jq+soNVnP4AONSm10IZ/aYb3iHkpMSEko1pMbr85n6jZFocXOq1biMfiBWgqrbWwtQ2sEPD5GaofslpoxLz5qLln7O4674USpvfBTHc6Lpd+Q5ZRVzfshDUSSCkeuYc5pPw/GEFXEyvtGihPC5WmurXnFvBEMvE9MflRBnMgQEpuVzintooQoGV/zBTtg1U3w1xiD5pw5CjqXMw1XmzSzu9euOm7+ptw8eNGKvA+Usmudm+KRMakDbq1qnktPiFxlAzUMQkv5EMhllxiQua4oLPjsKZ4ZQxIU1gVAcNUWlFlvbaHVXtQLgcElDp/la5MGDAcc1wWKqaBDj+c6C5lmmb0VNtt6oi5xRHXB5bDgvce3QIrhdo4mnyTwFxIuSpjMO6mwS7DZ+n7dPXitYea6ddmKIxLigK9dHd2koO1873fbwQutmJeq/xDkN26mpNhqJQ0TyTwuhJ48i+vqg0SbDq7q6BPNOX5w+gF//a/+O/AXITE9xvv37/8+4N8H/mng/wb+jcfHx//mF3Rtv47xQ37OjulPjkDknnt2MiOCk651YWPlxImJEzVVXIVebuGP2h9pIgksISEZ9zk/OH/B18vXrHXj3fgZu9txDSZ/ItvKebjjeXvmw/6BRlW13kEwzzhOJALneEe2wmV9xfvA2/ktrcAYI0MaeNqeuO5XHRxjYooTe8kkApd2kUpjkQ/c8/5CwvO9u+9zvV5xMeC9MbuZl/rCmjce5re3SmMxiQFJ6bFxkMYrjc/j93ixF3w13p3f8ZJfGPyAc1HQpyKe0Yf64QY/LR1OMTKrE0FV0osxoC7W5/ffIzrH0/JEcwcvZWdAFg1b224QqBQSc1KVOTgJyohwLlXEJS+8mx74sDzz9f6VEjkiY5qV8JVdVSsdawfzBwFsPFM8cynPZAr37p44iMvWmrwszaOKXS1sTVVZ5wLeoJXG5pQ0iUvjSSQ2ZAFzGqXuinnWdsFVxzjMDCHJRmG90lplHmbMC15YyWx5ZS+FL6YvmMeZUnZW2wg+sGwLLSohLCXjOrzNffKZrCsAZr9RS7cFcAOnNDMkHUbWTHC7bj6/1p1gSiRzTwCHDqOJ3eLh4CamMVH37heJk+pml31f6tJhYh4jM4VRm3N04ll1G4daitQY3SB7hqgu7rJfKE4Q9lIre1sZx4nJTbgAyc/UWvBmfW7LG9jMiIhP44MnETHzZDasGiklSt152S43ewOqkdJArJGcd4JPSPBYnObBJ0L00FznoIj5da2LEhtz8gMlMaZREFAEP/cEShdem8eJZBILs2i03BjCJNhkaAQca5FARXCBGEZVr5PJe9MaozuBUwW7NlMHpEqIxAdP3rMCtR4oex8YhsjT6yuFTCfDMPkB1zzViQ+11wKoq2lIodZVL6XOEPGd/0g1BC1TlyL4gea7QmtVp/yAbB38xmCRcRwOdRBAiWHptInknHiOQaqya16orZHSICJGHChZ/B8zJwgrlTlN5NJFgYJ4sAR1A2stmIcpjAxhYmJkTBODS1zKla1cMfPi8Di4bleurN0/NuGL4K/NIGcpvLrgBfcNBkWfv3VFUkdg8qN8E4N8LVMPygxY6iI+b4OYfBcfyew5E5OS3xgiU9c5GIdR3s5FpdWn7UNfpz1Jd3RxlC4Y05OCZuInjWFgayvNQ9sLIQm6Z6WBk/+kAjqpqbog7tuxR45OfLfRq4jXUGFgcEkpswxJoUkVtTq9b8kN5xpVZDxkO6F1OQ2zOGQGpWaiS7gI0yglb3V9HQF1PJyTT6fv58zeBN1VElqJyMpF3D4JBQW6P2VDvtDmbkWg3HZabZQiPrn3gnU2KqXULj6iuRt8khJtHG6WDVKU7Z6cAhveFFYjoYuvyYKu2WGh0rCeKOZaccF1C5fhprzqSYxd5Mn7oCSu0zxqy2RTx0jJ3AHu9DeRIu90Ta4rZnvnxWuunpWNUqSeWqjQak9AGvimv/dubQzp6Gt2qLLQEzHEzj8Xz9k16QKMXV33QHxhhveR0IPz4iVuJRVSd4P5+/7ccpU9T/KB3Iy9XYVa6XzZQOo+qA4fhaxJLsr2xRyJRAwTQ/ISB3KR6rIKyU4KvRZkf1RNqfdx905pZPATHIU+ele8J27JJ1ornE4T63L4/e4qYpmoOcEr6c2tYq5JDbgXtS77tcOPG41yQxdE76l0NecsTrQnMY8DtUBhlyq6j1CMjV0WXT5qnwOdh2wEUxLlehGsULQ3ZqOQsWA4C8xpVD2Ao2Opay3dWzuEAXOyHus3gcPKzDXXodABfBfhaUq6KgVXnTQUOpzb40hpxDcVyELU2nEmdeqdKkiy0xmKdc2jG6S1dSirVyTlGjEmfCflWdcR8Ojn7lUQ3kZVPBCEYimlsttGrQ2izk/vPLluEKBkWRAF72/FSmsZ41C+tV7FdPLrtqSENDgVYk0YAPCs9RV8IDSJLKnhIjVvdcK1l9Vm+Caus3eBUrvHdxg1L3zrVl3qqEfn9ZmDCiaDk9/5VjeKVb5//z3+47/2H8FfpMT0GO/fv/9d4G8C/yDwvz4+Pv5jP/eb/nrGD/kFJKaCjv3xLiqgVr7AFUQG7rmnpMw5SHZ88CNfXX4kgnj/3RMYGLkLd3xdv2Rh4cQJ19XWZmYikXP32cyt4oPnWi9MDEzjiXma2feVKZ7Y3MrT6wt7WxjTiQCauATWsgsK6yUS8ODuaEkJEw3yXvADLPvGEx8YSLwN7wQL8caURuZ0x9YWPlw/SO0N+dnlPVMp4sGgak0lc+bu5vGqSl4/mL1ENyISRaguc/IzpRSeyzOZnUxlZICeyu9kAp6zuycGR7DINM2cw4m1bix5ZcuLeLvpXj5rXpYDa9lIUYbQ1UlNdGih2y9svNbXrpw2qKNlhYf4lmLq3DoclmE+TezbzmarlPgQZ8NHuJZFGx6CIM7pLFEJGlM8iydsVdiZCqON4sd1oQ4p6BWorotMeEptpBq5tBf2zpWbGMleEMRM5SG85X6SsulDegBXBOsQ0YC34ztqa3xYv8Gcurg0U5ewScWY5qglK/Hzgeu+0nyVoEoLXO1KZGAMkcHPnOMd3hlpSDytz4IZMkAwXDAVG6oqnskFlnalldYtAaQiFxHfdkijhBqKZ4wzS7ngY382tvWquaMUEycwTkp8mqlT32HWuRUFm8DOjna/fsgCA4lTOvF2+ky2ALZ3uNqEM8duK1vZWIu4ba13JyTNr66jguBGyVkJDJVam7g2CE5qzvrBqOJM9AOuSRgixgAelm3hylWBbE9N6AUBQQm78qJJBj52D1AXA4GAeWhN/MNGUxXfq6iz7+rwBSfla3nqqeofgscCsDvC6MFLrKuVqmQ0qjuLKfmoNFIK7HknItsQWaYktk0S/d6pQu7xfWernXGvJNT10pL1g7gi+4fEQCHrHhP6/RbsqSG4oIGSXVOXZrdM6K81WvfIU5dKHoWqikcLTH7SoewC5h217OJSNdOf1m0O+s5+nu54mO+p1tj2TfxQF7TvRKl2WmlkdlrnxpnJHqsUFRsbJkXUAFZlHxJ97J1Fjw+OszuzhZ3SIboOB0UImhDl/+hNSq6y+Qh4n6A1aivSxa9KAGorbHUnFyWX6v4XjhTE4TrsWwm0j56aBVtt1hiSRNmokE18Tu+DChlUZjczjBO1SoWSZuw+45vrtlVrRxbR57tjZ+s/P/ZnrfWQUNBt2MeOW8cTao+c5Kt6wEG7iFXryIjBSylXyST9XJBATq1H31ZJh3eeOAyQG7U5QtdaaFSGDm81ZxLEsYqZYwiRrWUhKXp33BtsFGrRXAjeq3jgDB+VTFpTJ/SAYjskzlerEhADqu1SSHYeK1Bj6fxKIWX2mgX160VrrYM+x/snDcSe3PnOd9N9UsWuC18F0UAwL+Xg1ogp3uwznNOsMG9YkUeoPGS7x6aHmhvBO3V6vcfwhOBvn8V5XZcj4KuSxXkYoRxQ1sKeVyn4ZonBVcStdM0RvMMN3eu2yealtSr+qHMk7/Ghq9/6Ce+MWhSkS+01SC03SNE11yzuHx+tTcDhO6zUOtRdy7x1US51fjEjmJfNTHDsRfxveRaH7tUK5pqs8RAcu2EQRHcxZ6Q49VqLun++ad1NQyLvQKfChOOcb4KSBossdaO6He8Tron+EvC6L05FvkIWraBkwfidEU1FH5z2hZol+hRdoHpxZV3r0NJeZKnWC31pkuBZLwpUJHYkesaZKUlJttSC94EtL+S20ggqClqldFGovcqDWLZHdFXeww5JCsRjGIg+sdYVK4o9pDArFXfZMzV8kI+zNXmbewviRddjvWv+qYBde+FB3fWDRtIQn7O5xsBApogrj67lmB+NRi6KAZzTntKyigQEf/MHDiF0K6Lx9oxByILSC8uyKxKOUmJUSgJj0BkcOv0oBSk41ybPcgeY89qDsZsl0EEJNhpYILiOhuo2dQUVEA/laO2LiIbWnISsDjXv1kg+0Jwn9LlbPfzw4S/zP/wL/x38ihPTn1mV9/37953081OHA/7R73IB79+/vwP+deCvAP8I8FvAf/v4+PjXvsN7vAX+OvDPIu7rI4IW/xff5Vp+EcMRGBkYGQgEPvD0YxAWdRRyf/XKK8+c8h0570ycWFg7rDcBChxmPzPEiVM4sSxXPJ4H94C3yDd83ZNXz5M9aSEgwY+tB96nbeIhvwFQ12/+nHezZ68TZ3fH/7P8v4xZcLnBjaQ0ixvSdmrSIn2pL5zDzD4I8tl8IzVxZ7+pX4tX20YdoG3nw/WDlC4RbGbZrwQSJ2Z21B04ceaKuizPr08datNYe9dltpOqYk6+hG/TO0o2lrYicFvgIZykwFmurFyIBM6cJH4SPS/rM5fLlSUt+Aary1TLzO6k7mPyWG44tYVY94xZ4258w/L6wuqd+K2Iq5CtkQbH906fczXxd2mBISdqdcTkcEVV0Vgjp6SERhAzg6pqNh2m8bw/EXwSDCVGSvNc80pzxpAGVr9Rs3waz8PM2d+LD+SkrrjkhXV7YjfpLxcyAwMrsuIQAAVZFtSVfc+8bB8Yw8RDesP9eMdlv/Kj1z/iJT/TnCO1gSEJLnccquL0yPNqCBO4yjgoCdmKTLVnN0vKvDnBPdsVcw3blUxI6e4Jb4FTm6QojaP6KlXartbY2hHsF1Y2Ka0Wu3Woa08kI7FXtAOlr621bkp4tmdVOBGkqt7WX7l97Uh2IpGBmYxEVa555ZJ/H98DaBVThl4Jb0yIz5pSUiHHClsTd8O3yGt+UeLoHZ7SFVel0K1CjSda6vNAog61StDEOUFPFfIL9SB9xcLQof4gOCHwUVAJD1FJ2Kn7whXLrNtGIhKS6AQRh0XBu3MpPO/PQMVsZy2L0sNaaVV8UrcdIiKCMhuGK73QAox+FjesNE7ckVKSwNGmvU1w0XZTPOySGXpuvUBV6EqM1P58j+6HxGS8G26f0Tt5Ju5kDsN3T2S1a4ch0RPYeiuKYR8LhYfZerOGxcBrfaXm2vcT+p6bmLwEWUrpOgFBieylXHj68EEdJCfkwJGMFdqt0yQZDndLnh3iNUXEZ3RUlrrfihY9PFAgnlvv6gUiI4MP4jk7sKzOtZlna0LeHJDc0Gv+7vZLXPRGvSV98tvOfRZ1oSqaOsHAaBNtr7fnXWj4rEArkhhIBCJ73W4FAYJ4WS00Kar25zumGbNCGFIPlGr3sPQMNZJbJZv2+obpvV1gt10FBycbkNiCeJjAWhYVHewQHoHkIjGeiE3f23C9sKBnfR/f4IKxlr1zyyLFjL2sPG/PKtpgQi3R+YZIuRTzxH3rfXfHteiZl1zERTPr+4lwLMU3KCpkmDVCSUJQlCwuvVNiak50glore9t77CB/UwOhnWrr81LdmnCboXp17UVreT8K4pwppA7FtR55yHAjUdiV3LV6KwHpeQbKrpkSfQTfaM4xtOHmaVmb+InKcTwWxXNs1iglE5ySyeTHjq6Y2Nsqm4osfunVqeiUlw15eu7UbDdPRnnuChZZmsGyU0xQXYfDNXWgnXO02svaEfb8QnONra5KxksH7dbu1YmSa3NOsNh+rxtQW1EH1zsF/826/YYST+eMrR580Xpbax9LiqaV5wQt1elS+37WbnPbf/LsQi+861xq/ZwpfcUe8/ogdbXb11N/1nbMtw4FlWCZIPrFtO99POdCL7raJ2XNY3elF/bs9jmEBNI+JNXx3F8nlRNBvdWNTk7IFZz8jJXYK8n1B0zadznQ5gTlDSrIlZ6EW1NRzpsTR7p3+GIcujiasedVybp34re2Qs0G1tirkAxSRNb9Tl4WPWYS/qG5rg3QH0Dv2BI8rhrP9oHWdDYcwnbmDli4ia4WBB9uVegtC9x4+hEHvj+lrQMBUPfXO380bW+JZDNBdZ33Mgyu4kInJxqSqEmpF8MA34huvKEqWj9nMI/3igFqbR0SrIQ5dTVl2Y0NnQvrsVyl4WgVXwLmmnyWW+Elr7TaOdcxEvv8+nWM72IX8z/zpyemf5bxBfBvA38A/G/AX/0u3/z+/fsB+J+AfwD4D4G/gxLU//z9+/dvHx8f/9Yv9Gr/1KFFflT+Z2YGBjYyrXdACz/+sHdWNowXXvthqtt8iCZd2hW3K+FqSMlts52xH0YDA791+m3SmHhdX/hq+QaFB1cK6lIFH9jKBk4iG83LNubZnrlyYWMhtMCdf8Pb8IYQ4Dzdcd2vTH6k5MJLu2jjAMZwz+fTiX1dee7Xbb3yzibSf+rdjEJjZmJgZB4nnrc/ZGZmnkZGRtYivtdpOOE6ErBhrLaSSxY8Lkx4AuMQGW0h7zuuBe7jSZAaq/gq7tboRw7RCVAnYCkXnPe4Em9qqcEF2tbhF61I5bgf9rntLGXhwgsjExl5nk1hopbM1V8VaPhGNM8w3YH3rPmqSp7X0jKvMC23ndqMkEKXaIetmrw2q2dvG7+ffw+HI6WEFVVpzTtccJzjRG6ZP9h+n2hKinyVGhx4Vq6fKEExLtpfAAAgAElEQVQrXEkuUcyIGHtbuawvFAS3nZkltlJeGOPIN/kbrJqSPFt4uWxkNhwSvzpgNx4vTpr3WM54P/MQ7/Fn8ajM6SDZ8sbaCmMaoDjWsqqL1BOTa+cWBwLsChJGEnOaZPocFZgt5cJGV3bFWFh7CN8oZBYWBUK9Q6a15TomgU8CBa3KUYDLHlT4nng2DsuEta8/1e/zLRBx3fYpEFhYAceQhx5U7BzCBhsqViys6oC1o4txJCmhHxeJ3XY2Fg7oXKWRLB3NDW48IAKOEaOwIY62nrH+xfV94Klc2Utl2CKR0AtTSujmOpIYGMJAyhMkJxXicCKEyJwmnq5PLLbInoOtl8YOMHrrXVrYUBUcZBkR20BNmUu+3pKqowd6dnc4czdEgURtFHCtZBLjLZVqpL6PwNQLew2YYsI1f1M4VqDXmJhuHP1IQr6zgmBl1G0/EoZdPaAeKvbqfdn7Z/O3g7BRyayCRjb6PKu42mdM0+fKVvvzPD7pAbb1t0T+qJvrel1/dbkp7/qeSnrXMDtOhtrvuObywgpNwZ3ATe3WqTSEwIk93ReBYOHogta+1ntPlL1z4GMvChxWSb4H0Yax071tKaIpMPbTrOHRvPJdjE+0rMa1XKEcz11FgdZaVxAXkiCFIAXjHuh2B1QGEo3QP/tO7UWESmVsA4Yg4d48Sy8SVSri2RqDS9oHytJLIO32TAIRo/B1+YpQlBiDI+QjGNdTi3QI8i2JkOaDurqul6us7wXH8xaUnVsSoX+zVgmMt0I0rWGb7zPRc3T4j+6xJzAy/dg86eA8Zs6ECLV0PVTX31IRKKXPmzgkau6FGrNeEE43FEhBnWzrhZxj5unfci846fnVnrgGQt87Pn39gS/hNoe27tceidj+cb3YarcUiP67Xa3vLfX2849inycQc7h9RStAdIPDEiT0ZNCqE2KgQNs+Jlxj3w8rgFc3sWLsfU/uQNpOBTr68n2vbR8LlkdyeGA5jrVhNHYKYty3Pp8OHrnuVe7nz7E+HY6MCi1Hwe2I4VxPAuXUcMyK7zDsJ/78hQxRxwqlJ9Af7YRU4uoc3vbj30P5Ey6iffIaM3oF+cd/Yu2Fw/IRwUGfb0cS7qq7Jce+xwLA7bw45hDHnd8dR+HgUM5NHSnFJ59HV3aUPY9n7vGmQmMkkFoTlBqd5a/lVcguAh3jAnwsOBzzRIiG2r+m34840hTk4m5XZLf5IjqE9Wvz0I6SSL2tyIMu5m67u/YTZx5XnOgUffhNBeCjkBf73POfnJWuxyhH+aR19MH0PH77c/0lj585MX18fPzdX9I1/AHw9z4+Pv4ewPv377/rMvsXUbf1n398fPyv+nv8JyhZ/ffev3//Xz4+Pn75i7zgnzb8baIdB0xl72GRbncjkJiYuHAhkfit4be47leMxpUrC4K/jUysrMhkfOe5d4k8jguvt2D8mRcu11fiNaG63k4gceWAjSayFVZWYq3EqyeOA+fxjnXdMJ5xeEZGTsOJmYlruXA331Fy5mW7atFU63YbDecytYAfEmHvHQJX2cpOjF1JNtfezVVVyyfPpS3M4cS76XPBLAAfT5RS2PeVd/NnRD9wXV/5UD+Qqbi8qqsaN0qVsuLkT6QhMqeZLe/cn+65cyc8kZf8xOtyIbN3/uWJPe9c60KgMrmzzKjZbpvt3XBmHuTttped1/2FhYVKwViZ3YwZDDVxZWXpgiqCLEau6xXnHMu+EQKchnvBBn1lcJ6VQMxwP93jmnG1CylGfI1YrESbtfl6j2uRITlGPxGJLEFcypgCy7rzygW3cTus5zjzzr8TFzikTngXdBRT5zXvToqPbIBx4ZWX/Rm/SxEVjM/CW5wFXvJLP0wjjsaH8sJIYOaOZuBMUKAWAostbG3jXE6CF3VlvyEObG2X3Hu59jXgmRihKIU4eJHWw7INpKrv3Y13dPJn7v0D67rhg2OIY4eoOV7ysxJTjm3dmBgRN0v91Y9weHe7X7EH5EeXqnX4dySR2W+Ji9Zp7FXrI2DitqYlUjbcAluHINRHbf2T4wL1yiZ5yLLyygWj9i5UuBUMjr0i9CP4CC4FPc634MZAAjc4bjC7nnptmNY6sQdWmQ/Il5gaVAVXtE0gMNYTfnf953pGAoG3PYkRtJLOKR38IM6S8yQvoZ5reyU0ldGOPSn2OZVNwlKzk/ffZX8VlJaD8lDASSBKgUUg9YD2ENzJOd8CEfoTu08PTH7ovChRAqpVSu2iQD3Jc91I/QiudK/a7S4eQXLtQfvRYTzm5RGwez7tJPgerH7saB3diY8hyEfY6pGSqP+g8uQBz04kitVbkpL6zzkSiKOYKe78EWw4Po1K6y3I0HUdyaXvc/1IDo+r0Vwq0IOkAxr6EYB2FEVV6om9S5rJvLBA0TM6lHP5sd8/7cbqPTM7vuoepX49mYbvhSrXr1PfU24B/8JVgXCzfk2+zxmtiI1NqrqEG4Li8LLUPdCa3XsX8Xi23J5h7Z371O9DvnWajvt7ID2OpPL4/9LXou/7xgGn1bUvcPvpClSPr3QZMQ6Isbslqx/TnyNk9jis2O1zBfN9PYs7HTsKYd8/QJ+7en/HAWU/fv4BANZur5W6siAhwHib39zWyC+jB/GT49jndN+O2Wef/Gxvmn3H/VzaAn2vPYr/R1JyzGH7Y4nTL24MjKy9YOk+uWcf75c+w7F/t9vr6m1fAbTv9VF/OZf6ZxwScoNjl/zZvufnec2ntLePQqIff3a5fe3n01Zdf67v/vM6Pt67n/Vpbd/h3Z94+k5X84sa36Vj+ksZj4+PG/B7P8db/HPAHwL/9Sfvae/fv/9bwH8P/DPAf/pzXeR3HDfYWd88j83pgHQdYAsFCka2XR5KPmG7sbFyzz1vp8/IJUs1tVf9EgPncOLL+iPUZZJ624AUFQc8FXmnHlXx4AJLvd7gfy9c8NuCuhbr7ZBeWfHrC2tcZTTeFnEWbFPokBKnOPO8PfFNeSLgmcMszyqrfDZ/weo2ni/f9FBD/zknyFcpjdwypzRhwOv+SnCJt8MDfvJc28Jlv/Lbd28538/4VTDRQORSLrRcIAR883jvCMNAa7CFlbmdGcaZy/oifL4rmHliTGxVKqjn4SxfwLaLQ9sU8A2MEqEYTuz7RmmZhb13q0bOaWZgYq07FuDsTnzYX7jWxh1nWm5sVcu90KAaz8szp3DHD/zfw+oWUpYS2r4v+Bg7NK+Ju0fDex2mxQzCjquR5/yBECTYs+dNnMUYOVepEH9oL1TkXzsgrvB9euidxoVC5eQljBJjIgVHXvfeV1KJI7ORlTbzTf3AUCU88m58h7cgc/goUY1ne8F7eW+dO4R6bidy2RUkusDSFsLuGOJAaZWlXm8h7+RP0OhBozEwkZI4UbUW1rZxIWOtwi7Ic/CByc/sTkq1pRVSHMAZwzAQqxe02AsvM8d7lnzpfnWOMQyU3FjbxuRGCIKzi49cbolU6KH9HedbeMZt3Sq5VD9dCfZh9XSsSRWLVMCZnKDkmFENvFm3ZgCruvcajYQM0b35HlBvrGwcdvF0JUp6mDky3gJ0eoCabwkrDF3N+6j0y64E7vq6337ieK5UrrxATy1Sf+9EpusXK8DqioVLXW/J3dH9Gd3IlCYluN7AdbsN26m1sZaF0U3svtxsYA5bLSlHCo6sgMj1lP5jYnAENa6nEPMwYVSu9ULZrD+nI/Fsn4S3rUOttLdOMRKKigDVNUrd+zMtHJVrpYad49iTgCPhTJ/s8EdHtHZI8UxXlkTFOxU5NF8OOJ2S5XbrGh4CbkdobbcixMeOS+ppSe4VeOvFguNcUbDrbmfNTZG1pzZHqO77czySLH1nvT2Lj9IsGsutK/6zDffJMzv+/5ijRwdKidfUzz1/674MDLck7WPf8uBgqzd1dCwFevuYOB5dUuBb0UjHyH0t07/rgE0bxsLl9rqEOgQHx/l4VqXfyf0ngmMVAo5Q7wBQw5F4fjqMyvYd0pDjlcc1/PThbq897JG+7fkV/nhg2n6mgP9j2viLG3a7z/wJ790obN/yTD++tvXf6+1ffplj/1PD+o+dvD9vKedvxm/GX5Txa09Mf57x/v17D/zDwP/4+Pj4k7vw/9L//Cv8ChPTSmVhodBunLVvG2uHwOzsfJm/6sGmY0Wegk88sa25H2aH0mXn6tXC0tVnH7hH7fiKkXEdrFgxHo4Q1hwjI6lXdjvoFoCRgUpl5ow6OJ5cdiWpu+c0zTy4O8iqaoaaCC3ReMFw7DXw/fR9pvkk/7atcQpn/QwnOw6pDgbqXjn5WX6rZceqIwTPTuZheiAvmb1mvtm+5vt3P+AU73H+FV891/JKciPBQ7ZC8hFfGruTn+RmC9EHXusLW9nJlhXWmHhn5ipznEhuwLyx18zX1w+MTAwh8bpdaF3h0Xl5sJ44cR5PUGBrG5tdKa1w8ne9Blq55OXHDldVpAc2VkrN/MHl9zjI61MYMV/ZlyxuRQjM4yzhgLIpiaqFEBJrW8A7qpPdQhg8wY24Ehimka0sjC1QGHpldmcKd2TbxfHwkcGkuibhIqNkdbJGHKfTHS47LuUiLmIHia4sTMyUWojAMIx48wy+EEIE52m+iJPmPTGAWaJ20YVqmSsZyy9UKgcP1OFZ2pVE4DyeqUVKraEnn8FU+GhmtCZV3mYSjniuL6QO83yxF8jdh4xB3S6nbkmxymV7xpx4HLmrh6YQmWzABXAp4CqMbeAczzgL8lW1zFN5QdX4I2h3nJho0PmgK0f/4ujNFCTPXpoxMSuZNONaLr0QpX7E1jKlbRzd19A7kQuXDlU7AuejP6cuYCRpzlrj1Lst5o0xitNjcBOm8cGztb3bbShhPlKW6CPnpkLKcV1HsL91bnIkccBQDwGy7dbVcrfXwwEQ1p50tcq2KmF17SPMSjBN8WEXW3WNt6RPv2rv5hydmtRhdgOHUqtj791fj/agdd97f0k9vSMJP6Ds6sQfaVt/TXP4/SgXqsuW+pM8ceIGeaQQOHUYpyC+gUgKQZ60fd0fe72e5HDrjh6/66fqTuzk3qXSgTtzp+9xoUMs5VmnPfxIrD8mAoed2Nb3fMPdno/vBRPBxw6+ceQjIFYJ9vbHkptPu67f9v8SngJ6QVP/rs6U9smDsabE+/Dto1+XrvmAmh/r92DdCbSpd9h70n6UEw5I5cFrPQo5ra9N15PYRmVmYu/P+0i0D6hmoTAzc6Apjo7mwbFVUvvjSc+nZ/YBZ/34mj8t6fnx5P5XO+yTv/0y2oW/vk/2m/Gb8Zvx/6/xXcSP/vbP+FJ7fHz8J/6M1/Ndxztg5ls6ro+Pj1+/f/9+AX7nV3QtPzZ+WlL6ba/9tpro2iG9n45C4YkPt2PiqODtPYBcWXgCBgZmZppzbLZy5XqrtK+sTEwADG7AWSANnssuMY1DiKSFQhojs5t5ds8039jsincQN73XaZj5/PPPuB/u+dHrj3gY77mbz1gzXvYXXvILMUntbxiTIL5VSq4Pw5nmGrMb5Y8az7z6V3Y2/mj5QwY/EJJnaxt3pzM0SEEGxaUU/ODIe2H0gzxRuTCkgZQSYxFPwpz8+VxznOKJh/kBGoKA+sLoRmqtPO/PrLaAg0u78HZ+S/KJpV3ZbFPg5BQwp+SxNjG6kb3ulOrBicR/N94xuYniC8/rszp8SUqvl/2C957Jj4QgtcppHGUm7QPn4UyjMflJXpa+4avn0pTkvJ3eEolstvFhA3Z1c5YiT8kUAkvV3330Mi8PhjWprpVYZH3hI7SGi56RhNUqfufwQNn1ORuVEu0GDcuhMYy+dzei7CNqufnVXfPKzmFlo6Bv7nPM9TmeSAzjoNAzFPa645zjzt+xu53RjeCkylublGmnpPmSi3yA924/481TXCYMIyFKETYNSe9ZJL7kceS2UWyXN6UPpBA5TTMNGXLTJIA8+pnQpLA4ePn77W3HNQmdVJ9ppTGGgVNUx3q3nVg8W92Y/SyJ/K48CyaFxqAEeisb5dOuUt95h5bAI8XimKi53rpPRldFNlkeHJYDicSlyCO1lipxtGHofqxJ1hqt9rREPK29rVL9Don76Z7cMgcnxkWHq47QxUfyJsuMapXLfhG/GK+uOIIzzlEdwtfy2vuA3PaX4+p39i67km5drdB/GUZ0kdVWxt6LdDhiUAfdmlGsUDu0+ZhDkUjpfFUlPIGD17bfErePiW/6BGYtSOx+65bVT1i0B+xy6Dzat/ENsUVy7+Ye92Nr5dZxPLiZHm4/77iX1Y6kVSJC6ZZyC14dJIdKSkHz1SAkKTu2Kv9C5x2+wze9a0xe3bxsWR62diTHStc64JMDFFqBoXelj2dwPIfjHhxnh2DwEwey52P3NX6yjt3t+2/CUv3vQxcHOzqKBfl0H6/Z+vqnlwuWPwVY96lY2W1u3DrGoXtaWi8TZA5evYD5h2CLv9Fivn389ATuuIbfjN+M34zfjN+MX934Lh3T3/2Wrx30p5/82q9qnPqff1IWuH7yml/JiL3SfySmicTIBL0bWnqQMjPjCL1D2kgInqYAa+/V/I9k6jvesHC9VYmPKvnMmZOfeW4v1P7eCysexwPvusmv41QWFq691yFRi0jklO4YQiDbLo/CrhApT0bH8rLQBnhZL71yLHK8BIF23O54fn2lBHhaXwnO82Z+YHQzL3blZGemOnO1iyCmLF1t0fHF+Bkv+ZXVtv+PvXf3tW3b0rt+rfXex2POtdbe+5x7q0wZUUW0LSEhR0jEIBEhIREQgWRISZAcggRCIkFCBGRIDkhI+RucQ4qOUAksY1N1b91z9llrzTnHGP3RCFrvc+57qsr2raLKLuxxgr3Oes45Hr23r32PxvW6sVVPBS1Wye1GWBIfw29xWX5kyxvv+Z1UJlo09uKhNXveUVPWw5imE3Pw1MvX+sXfa/ARN1EiX8oXfry9sYSFdVr5nflfoVnmB/vCIitbvjF8UcfuA8lz9YHKichpXvm4/gxaBVNPD6wHe92Zkw88v+YbWx+IPKeFpSmahIUn5unE+/5KNZCgTMzcbhtLXAnRWVuVyGu+kOaJk02oBs7t2UOlGnx/e+WS33nbf2QNJ8SUl/CBXQ/2Y+8FePNitzibEoICgVTUBUat8mX7QiYjuEF/InFsGQSSOdO1t8zeDsYwgtu2PcCMCMXKPSBEuiS20ToL796xmYnM3pNshbf97S7EG0Xw9+V7Cj4nNnXXpeFD2S/lxtRZ/UTkHJ8pofgIClNiTph5jPt+zTTrKajS59LqiSaNYNHHOuwOTIIlQkrc6k7Zb2zVQdcpLrzXS58JJ9zqDQ/ScglvaZX3/dYZtEegxrV56Mwqaz9bjVIq13K7MzbOVYuHdFQP4CpktAVWmZGqzCrIRJ+DqNwOH/7dOquqKEdzkWhozuiU/I5lu683I5VxyD2TRfrkDFox3t6vfj+zdsBZUNwtGbXPhiN0GDWTgo8k8rRSl6K+lSsj+EGJd4gwwiMGaBxgxUF2o3HjxBNgvNs7QmBl4UmfILg/LOdHSNzgZbVDj8JIJ9X+rPo5WXkiALl/vfR7OhD6LOZCRHoglM/uyx2QPRySob+DwlbeeMSeNCQ7J5qI3Qcc7kyyj2jy5O5aHqwdjJxL7fF2jRFCUax/X07eBKQhWbl75UwIdXjTXJYbqrD0tf/hyesXtv87mNrRAIhMHc757jIYyCEtFmDldF/3cn8fgxEdoSz+e5z/zP28bH0/+tOOn8pq/8mBnjOsw3ri78zugLNQ2L/a8oeHb1yTcXwdbvKXy/cNyD88yiPSRRke1/pVK1o6Pzzutcf1dC+vv+8/zmj/yZ/75+0YT8HX6R6PgKqh3nhcEf+/fxxxEPpaMJpsggfn+Jo36rKhIIExfWC8Gg/OeayLf5b35a/Ba67hSw59Hczkf+Sz9y+Of3H8VT5+k/Cjr7PK+fz5838J/Bc//fxf8jHaoX9adNTy1ff8pRypF299kFzv2rtPLHav0cQMvXA7+lInvZjwxc16h7t25iHfN7Kd/S4DFoR33jk3l86OgIyxCTcMyfSiInLpIDigbP1fiiHx7P5PqTRt1OazFgsH7y1T9tqTu6QXN/7fwcE7V+wNftQv7M1HddxuV87pTNaDJcyEGGnX7pJrENV/z/t+w4phCpfsPrdA8JRHjHIp7HHn0/M3aPT3uqWDcMAcTj38JHQAeSBl5728MoXEt8vP2HT34t08UuNWbhwcvHapb62NaZ5YdOX5wzPbvvFaXvkQPvmIAs3UvPIhfOLj8i3n5MmmOkVK2flyfIEwEUviaX4CgSP/gRfibSew+uDuqmztQgmVKSwUyexl51lfYGpYE1o2ihRaORyEHnAVn7eWm49TITfeLu/c2AlIBwvCU3hmnicQqBJZTZnnhXoUqhg1Z3LLFJwl8y1tJHZaZ6F6OqPBTCGFmdQiqonaDmIKlNa41DcMCD1Z1OW6U5edhq+eA79/XRrqzYJqDph8pIGLJK2X5Z7YWxEmVhZGKiZfMSKGUerBHGefuxkTRz5ouTDFE7oYtVaqeSL0FGcKjdCMW75QrNJ6LVd4RXo6513eKcpes8+1VUGqMenkw7jjE1JcVjri50MMqCUmndnyQcblx8O7PQSf/qxHGoXQn5tmB6UDI4PuR/WfCJtnXhYKCyvP8kxTQy1AaD6E23ysi+fnHgyPbKWy4+OURqDSUEG45NILrI3cizO5M45GJbTIyA0eclipjwJ7hK+MoCDp7+0cXsh1cKd+PQ8aj6EKPuLHw2j873riq8srL+3i0f64b7Ngd7Fq7WDJQVEmcGIhMcJsYh+j48Vb6QCqj9OhIGXnuENC/67IE2kwlK3588VIDRYKN25sjDnSQ1Za+po+gtMGU+rDggYQE268MSA6DE9luX887mfpfHPrf6f1c+O+/xG5MzzOmVfeSB3s+n7SvvorvucEZkoPaKk8mm3Sr9oo5kcio/aCdzQArF9hH1OU+6vzAtmbE/n++8ZQAj+ro4U1OGqHyiP9cetn6Wug6DJoT8/9ej3x1sPcpbd+T42E4JFcPMLMhiR7wLThzx7C4RGRMwp8v07aX+2IjgoMiDjgjM+DXr0x1RsZPhLo0YsfOQ5j3x8NlXFvjHVwpBCPPT0xk/ss10dc1nC/jhTnxs7RVSrtfn3oz95g7AdAmZjvADd1Blvv78nuwH27J4E/Qr3Ge3fo5vL62v8bfmp/ll0mPpLMx28ZjYxxz1u/9mMC8GjOjdzPMeppJLOPe2kEao1U9SH99/vc+nUbydVCwcc83b3wPNqeE48wrCGPH7FnQxlB/1zrO9FoDI0wsdFSGLL4sTaG+zXQ+zX0n4/3tW743u2rays8YPNo2j1k7v4TQ92gfTcc8WY7OyMsaiTnjtR5zxuJ/Wmt/TxyPx/+3Nb76xxe+MxIFuZ+7v/ZBrx/kc2Ynzb6/nk/fM/7p3H8eTym/yxcvR/wCLw/Jtf9/PnzN/wpMt+/yGM4n0Z8/EjKHO4jGJtvwsMUyq91T8dx/SqQAeDCpW+Yj46w3RdqTyN9fM0XbR8vA6usfDh9w68uv7gvf5XGizyjMbDvG7/99FvUZrznV97LlaNs+BzJjTd7JTKz4EmbVy6cOfMSnrnUC2+83aWBY5uu1qA2okxwZEIQtEbCKZBzI4q6Z7MUEKM2Y8Ij3sfGsnMjl4Nw86HBicR2u3Gw8RJf0KbEJZFq5HZcubUbZkbRzEt6YeVEjIGQ/OuTLJhVvmw/0qzxw/FH1Ozzo555oWL89vmvkSTxflwQ2/h4/oZTPJFkYU0rv9z+ANuNvRzU0kArU5o5auZWrvz8/NdY0kwuhdx2l3fmnS3cPPa/Vc7Ti8/em4Tn9Invrz9wqzdW9eCda3sjk7nUwlZ2dpw188aFNzQSc08NzuSc0SyMxMdlfWKSRIvKpdyoasyaEIxYE0/TMylEbvnCNftcwCgz2Q5WmdGolFIhCjEok5yRBmuKLGWm5EYKkSwHl3xjksRpXrEIWoWjHpgZqoHj2Kjq88gqlSc+4F7myNblfKkX2SeeCTxGfXhB5k2aoBPWMpvt7D2l9Zq7x9IMyRfIvaQRaCFRa+WaN5/Dp+5fVlOf1cuCqmHmT2aShKSA5UIxoRzOOM7Ji8LEQliMmiMxTGQyk7qEuBZjSgFlpWYvsF/0A6jRmg8xVxGOWrDmoG1n76NO3MfnZb2XpAc7Fy4Pj6ZlqMYazlj3VT9NJ5gibB7SFTVwtIJa4RSfuZR3Qm8g+djc5q+zy2dHcNKQt/q6ZGR2lAfbFO9xSCOuKDAR70W2e+kzP9Yf70WYw5CRswojlfgTJzz9tDKkl94A22nQQ5zaV6Xeg80fRV5i8qbWvfBrWC/wYXguWy+z/atv/e89iukeZpRnhux8jKho/V1VzMdbcWYEZNWebXqwdS7rEXHngwOGv3aAxfEePbSqdKg3zunIB/aE2wGbHgmkY70fPtqxlzgb46B7sLcjCdSvY+EBEgZY9ZJ6FJ3Do73iztH8VY7BYH0adECWO/vjEHUAhj48pp937WfBZx7mPobJ45we7NRgkr9ONRXKV8CYfv7pK0C4A9lxvhd8ZFHuIWEwQgb9fEp/lY8RHUNmTgeJEw4AQn/yhsC49p8aTJfxyuv9tfs50/vrHn9zALjxzPz6HeFwqvSni/5EHLwx3OQD9A8LwOM6CRMzsT8R42/Rz5OPo/A1w5t34d4OeKQc+13k19fnWfqqkO5gfoQrjXMZEJ76a2j99bicXHxfH7WNQm2elpy7BoEOGV3JMNF6o+hxV43Ar9hB6bjX+limfoeX/j6GFL8ykm9HYrAwIq9GlN9Iyh5y9q0np49zN3QRo0l33Js0j1f38HH/Sc/Tb1LyjpXFP3ag7VfIm4bH/StDlzGA9VCKBJSdL4wWkAf27ff///WhH8LWn02/T4dHvzAk+B6wVroaYaz7wmhEPVhlZahzxvMKj3bWAOv0tegBwkfbYiCGHUAAACAASURBVJy/1MFuYFgyHhJL/2vlDqD56nz9o44/K+x4ePa/rsV/3Y/9dXjb182WX//811kCj88GXJPipM5P34v0r/vRrT6k+7MyxiMJDyXOyIH5Oq/7T35nX//ur1/baEr9NEDtsb/ofUccqf7W28KjqfcXFG/9jzn+Socffffdd+3z58//G/BvfP78WX8SgPRv9n//17+s1zMur/Wu++hCjQdyyI82bnfW8087Vk746AeXnj3xxMfpE6/HK698QdEux/UiZ+lpormPA/la3LXZjcvl77NxY4wuuHEj286SV652pV0b53Si4uDC5W47oyPrkT4zOxu5L0hahUDixiulFz9DRniUg4lEbj8Qo7iHb4l8iC9cw4bWyGV/5b26p1SJxJCIc+Bp/4BFB0Z1z3zZXonqyaBRImonaMq7vTKXiXR6Zpom2lHd6ymJ63Flt++Zw8pSFmoopODNgA/rR1SVd3vnsr1TrPHl8gNxmvmQPhAnZ+O0QdDE2sfN/D/bP6TWTKjKvl+pajxx5pxOBI2c9MQ3p295Xp+pLfP99sptfwfcN3ZePSF3ChOnuLCVnet+Y/A5JWQCkXAk9vbO0eXKvsBMnHSmtMLEwnk+8cyZhnLUG9Uai0xUaWzHxu24ktJMUCWEhad0ds9svnbGsHBKT5zjC1k3aBDaBzDhlm+oGVu+seUbz/oMSXi/vRIksJ7O7MfGHGaepxfWuDKnmUVXmsF7eaVwsJUbqpFWMmtyuWCKiTXO5FY8ybj5ZjdpYLObNzg0eRiSBEpneo3GUYRYfHOOBFTdu1z6DEhnpQ4wbxwILoZrdtCAE2eqNA7z53CtKyEoqp1p3G73onAJCybNZ5Ea6NRoxVjCjIaIHspebx6GtTxBFRYDklHU0GpU8eHwW7nR7t1qL54SEwtLfxa3e8E4s5DS4gVEcf9pU+/gH3mnqrEys2/7vSBOmjCNBPFRQ0f1Lrwq/tyUhgYlihCTS5Rz9nttZubMydnyvmY463owwmR8nNBgI0aKrT/r4d7D9yPdJay+QoEQJDJrIqaJkjMJY683bhw0ChPzHYDC6NM68N07kw4PloV7cdc6SzCYWruvtz525ZHU6QXgcS8mhNCtDXSm37fg0H8u3P2RLvv1AK8BG71Q90CmAdsFYekAKvV/HzJD/znpnJsXY1euDIZu6o6TwQoPxq31UsFf/6NY3r8qUL3YH7DY77CpA+eR/u7+78donMYA0Q4U0p31fJTxAW8a+dxfH6eysSOMsRfG1tn6wTI6k7N3MBv67408CsNRJMVeGA1QUvr3PsanjH30MUtY7kWbs5FuJ/l1WeYfLwr9s6O1kihcGZNUXalhXdFg3Cj92o9GhoMKLzk9Id6tLo3Y9/WZqcNrZ5gf8zCFdy54srI3s0aN4LC39aJyDJJzoFQ74B73Se731yhPawcbFy6Efv/DkJMO/dUDoA1QNxrHRiRzY4SOjQbDWJ9GC2owpcLud5YNqOvPlLUHDHUJvYPFIVde++CpB5v4WCfGfdnG7yL0KLuh4Mj3e3TwrMMjPZpCfn/43yi9afTrfOTIcB5KjAFs4Y9TAd7U9HFjj1mjtTc6xjr4aBPBkAoLv84E0z96KAMaY+TJT7lIX+O+lrwLozkxItzG+X5MmfS74LFiPxpgw2rA/bvlq59xAFV6Iyj153qAD8VnQX8dvDYaVYN1duBU+qsKnJiwvs4/6s7BriujSdfu9jPu72nuzaLaAdBQ5D1yAhxwjZ8ZryX2ydejGTOuwRijNN6t/drZ9vc/gtQebPzXYPkx2XZAdXo9P67NaCZ9/RvD/XlTQvfpy/0rY2r30B9542U0vwAG4eDNrcIYmPaQiSdGLsNg9Mc58uqwoaTeVvt6t/GzF3FL1VAbfL2eenOg3Nejr5HD+Nv/NI6/UsD08+fPfwPI33333e9/9en/GfgfgP+gf8znz58F+M9wGe//8pf1+rwbHnun7vFAfc/3PPofj8PlJCPXcCwjvgicpzNqkdf8PY3GLBOllF60+Ob0tc9G+aG/htZLpBOiwtJWokb2tmFMPOuHHozixbF0xuiarz6yQgKkBodL9KwXKSdW5nkh5MC1XdyfKEK10vuVvv3ufQi64SMsPtiElkCWjJhxZYNq/FD+iFu+3h+FVReCCiLKzz5+4H2/0TjYDXbeubXGhMuC5yhojlgzH2XSKmLCaTp7yqsEvlx/pFrhqjee5yfOPHvKazBepheOWlhY+Ob5G1JI/LD9iimtrPNMPlzqpQizTrzevvCW3ym5eEdwcvlZ1IDEPoKhBdZpRVW47u+eFJyvTCmh8oF8/R4zY7eNW7txzRcmSVzbBQGWsFJKZbeDOSVe7AMXeSNYYEkrH08fkQCXbefIN1owppb4Zv6Wt/LqG6gIl+3iqb11Z683zumJ2CLVKkuc+RA+8na8M0vkZXpBCJynhfdy4VeXP2KzHVGILfExLNy2G9d2I+6JKU1s5aBubx1QCjFNZKvs+ys3vTKHE5+WT/y4fUFUeJoD13gjxck3zeos8pxWNERaqexlI0tjTgsv4SPfzt+SdOYtXyh1Y88HW76yJoFU+XH/QtSJp9MTW97I7eC63wiqWANR+mzLB0MVcPaXClUCakLQQFOXDkaJtGjeeJCAJPUB7sAcJvKRiSEQJPYRP/gIknVBTDm0eCOhZfY8OvX+NE8aWcLic15DhOaFx/P6xHbs0PomKIYZEBQxsACmlcv2TgqReVnYdg/oCikw64xqxMTIObPExROJayOoEjWhotgCJbsv1cxl1lOaKS2TJbsHvfUmRoxo8ULTgnE7dlpvnDSUh2/Qw218HVmIQcm1+AYoyiQTRCNoYNYTSQOX/QommDiDubAQQp9rWX3ckJoSJKBBUA3MrYH6TN65Ji5cf63k8iJMe+/ZZ7QOeemQ542Oc7q7Xr1gmEkMaTI8MlVPXZYZebC7D/ay4TJn//6RuDsKC/99O4OZGyLAr+W7Y9Mfa/2YeDqK3sF2PMDckAzqvXB4zFAdYM3Zr7GPPES1/pt2fILqkPANiO1NEi+jxv/7ma29tB8ljksMPeXW/0LqMlxXAHiTYYA5GJz3I933MZ5mMJL+emO3uozIpsH10r9bGTaYer+iDhIKLpBNDEZszGQez/0IZBug+MEMDzA3GFBn+uc+B9kbHIPbaL927t3T7L7t4SN04OUSXWX4EYXCzIicWpj663ykKo9my6OpPaDeA/4Mpj8wWC2XwD/zcr9Lhs+29uLVWSxX0RxsPJifUYLDuRe7zqiW+zUfsvFxDK/62BO/ZpDGPeKvzdtSLtiu94Yz/T0PftIlqtP9bw3vcOtXYdyDDrT9K8CdPR33/zhn9PtjNOkf6orIkKb+VC79YBEfrNC45xyiJ0b7A9afvGvu4C53WPUIQpM7XBmsmPYKyderer9PlUfK96O15vFoA+AP/nh4Th9u5YdseYyBevhpBy84INtg0Ids+qF/eaQkDCm3gQiYgECxfF/L4v2ceZSbqhJUQRVVf1XWmltSVLFSaALWehK9uuVKRSitMukMQait0LsciCqm/gSZiM8sBxBvDHu2xVhHxF9rA7Nx7vpTKxUxZdLEYaVbNdw2BoK28V6G+sAbUTH4ZACT0n8PzGn2v9EqrTb/m0C15qeqdbWGFaYwIyaoKiaNUhutOdgeTZrxbD1k8r43iXTwKX3dF6OO5H0BM+sqqnGM1Pe933Pjyvua2/DJGIai4qMIxYaec+xDj/t/2CTkvj4JzzzzT+P4ZwKYfv78+T8FPn71qb/x+fPn/7x//He/++67v9s//t+Bvwf83lff+z8C/zHwdz5//vyvA78P/PvAvwX87e++++6P/iJf+0+PN97+xM8nZk54Gmih9qLIhQ9joLiHJrk7Sw7fkF55R3D/2WwrwydIL2Fal3iOxMKX+AFtymYbz8s3tOPgrbxy9KLktb3h7rPCjUvfhBpCppXKszwRpwmldCHbU/chCXOdeIkfWNPKbd8ptTDHmefwRC2GVdjY7h7aQqaascrM3jaOo/Kef8kSZ1oxksxk23mOL0hUpMApnBFRJBq328G6zlBOHNkBg9GoBdK0cpaJqMotbxTJfJM+scQzrVXiOfm8yqNSWuMPt18QzJN5mzXed2ckb9MZ1BCNfLITW93Zy0GxzCmc+cPrH7DlGyVX1jTTYmAugefpxTtPZrTS2GXn2jZ+2L/nFM+01rjUd98YW0FFeN2/UGoj9xE3KQZCDDynD5SaSZp8/mPLiCr/8svvMmliDieOfMVCY11ObOHMe3kjzRPv8k4IgTWuRAl8c/q5L2wi1FK51RtiwjXfuOaNWWdCUBbO1GZku2Fb9gAcSTzpjIYGGlh04lVfuRYPpfp2/RmLLLzbhUVm3vM7234jy4ZpX6/zK29lJtrEkk5EjbzEj8431IPNNq77lSg753BiawdVjajCJAu5Fn7/+9+ntkKaZqIEjrZTSuEUz4SQ+CTfeBkkExKERRbOywuVzBInMg1a4yiNo92o0pg0dQaz8bP0DUETKSSSJhChWOZn9nMmSdxsZ7cbdTYu1zd+yN70CTlivN2LpVXO7Jqp9fDiOPjGf4orKUbUgs+rNU8AjppQ9XJhThNHPrBmpOhNGdOKmXG04gA7wZEzqHLTjdYqGtQDdpoRJmfuNQWsGVvdXdaMInN0hkMrpRREvIje9fCU5ppRUZ7i2WOJzQghsehEnRq5pwv/9vm3oTVu5SCGCbXG1jKmLr2/7Tda8PJu2w/EAtUOaixQwIJw3X5F5kCJJA2ICOt0JpEgGDRo6lLXLV+52YVYZpYwswT3kVdpHLJzDmcArvtG7Rt6JBDVrQxmsxdVmN/r0ceW5Ja9OG4+jmhIL0dRpkQWSV2Crl4w5cYs4uN6xBw8416t07y6RL0W9mMnd2ASOyAeHrvRl6cDhq+9jonIHGZyLf2OKkQm1nllDStmwhJmqrrv/HJ7vxdZpfk9QOievmbezBBoZp1HGGWHs+wuglVUBA2KRuVohVYMWkHUAVxQL0qqVawOQafDikAgaORoG1tn+kfqsPadyMv6yK8zJkbsu1bEesE/QNVgPdodtDqT4kB34tQL6NJhmZ/FhUQQTzxfp5VSM/t+YNEoh1/vINELSLUeGuaA1SWshcFqRXGFhlhnQ8y/ElNEihKSw5UgAZFAEGG3ndYq1vwqiwgaghfjtVGazxRV8/VFiagKxRqEDuDbAKFQmgeeNfMxWqOhYTTEvEj3NGxDmxehB9kTnsV/LvafN6lYdRCWqstFCd4QU1H3zYu/bh3p5FFprfrIqXKAgao38dAOhqwhIn7vIZg4oAihjz4yL9gx8zFljNC21HMBOktWC2ZuU4jjNaG0vo8oAk3QGJlUEVGsOghIGgkh0UrhqLuPVevPtdGQ2OXwAawaqDKFxJDy5locSElAxcFNawWaKw8q2TMmmq/TIlDNqK3Q7OFvHmBXRVBzC4mZeFNNBhBUbxYIiARaK0hQxCJRXO69LgsUv75BQ5dLg3SgRoNSKjlkbvlKHQBJ5f59uR0E6U03gSYdQHX8EYKvu9VFZQ7fQgeiQGuGaEDFsxYECDIhzQFRiK5YqzSiRIod5Fb6GXCCQgUQIfZnzhQmTb4/WfMRefEECKlVzBqiwhy9TogSSRIR1X5dIKUFISKtETUSBPa8M4L4ED9XR6veXurnEAISFOpoZhnNemaCuSxdJRAlEHWiVSeVSEIUh2YqvcnXas+OcHbyVnZCVEJvzps0xBQT4VavKEau3fstQ9MiPRuiEXVyG5AVJ5vEgWvUCE0IJjTp3KoZWHcFN39mGr5HhRBQA0xIkvqFVVqt0Lqqkeg2OoTWjBDUzxGxNwiMEIVWjFM8EVQRHaF9wu98/J0/Gej8BR+/ybiY/+gnn/qb/fP/IQ+9AADffffd//Qbvo6/DfzuV///rwH/df/4vwL+7h/7icffOj5//vxvA/8N8LdwgPt/AP/Jd99993d+w9fx//nhcyM9xfbrDv/oeKkErvbGTwc3OxPhsUUTEy/6wrM+I7Pw4/7GLIm3/E5m551LB4QTW7k9kiev/6B7sjys4iRnRLy4OLXWPSGVGZeVCcqbvWO7s5MxRLQqrbsXNr2xphP5kkka+Xj6QC4HLcPzyd+f3aoDS4Xt2ByQ6IEI7PnGYQd2NNZ4IhHYS+TMM6dlJWnkJE/8we0P7pLTSCJOiXWu3PadmjNPpw/EmDy9sxopRp7Ti0P1MNG0kTTyPD+z1Rt722lbITf3lx7bL5h15jSfQeEomevxA9f4xiILGzsalM12MocXLUvwjpUu0IyslUVdcmkmXMvl3gl721858sFx7MQ0ccs3npcnpjSzppkfr98TJSGt8+UaiBZYphkxJRcvNj5M3/JeX9nK1f1UTcjV5XRRFDWoBvPU57MWo7XMpCeKHKQYOKpL8OYY+TG/se1XpjSBCkkTpWT+8PiC0fgUP6GSmCdflH/c3xDUC3yJHOZMkJbARkbUR1dYg5Ou5KOwlxsXLixxJR5vSIBggWyZFBNJZlKMHO3gF/WXmMFJFtQi1uCoB4ftHOXgelwwBbPGrCtvvBGKEGVGg3I9rsSQoFVOywsn/USxTLJGtYPTPNHaGVUvBHLbiYsQwkyp2VOUjyuq/jy+tTeiBE7LGc0njnqg+kyNlaPkzuLNWKmemFuvUBsf5g/OXJoX1DFMPOmJKSyYeoF65OKbvxjTFNibS3EtgEqmmVFyL6w0oBKYWsQUYlSOJqisXiBo54Jb9qZRbV5cFqOYP3/tqFxlx6wxaOSkLpVMMUHyIu9qN0LxWbJSHADXWgkWsEl4368EdbFfbQcWA6us7PXGW32nGbRaiCkQY6Q2Q4uSa/biNO8Mxi+hnOMJDR48cpDZ9gtHO1jCghKY48xsC7llmvjIGaoHsZViLCpoU6YQKVKJ4oqTGBJJIpMlYpgo5g0+FWFNKyq9EAxKLQ7sCs1HD0kPRZFAqz7Up7RKS10aJS5/W9pEFR9ddNhBrIFTOPNy+kiVzKwzTb2QENN78dpqRUUIMhHFn/dSBzhxubqJYSIcdada4c3eUYFbu3jzK3vB7NdZiSrEOUATSqk0LZhYb3hFgq5ePJaCWGVNC0lml4YPdqIIsy3EELBJqXZ0RYF5o6RL0504cO/4mFM728qisNeDhZl5WSE3Z/Nl4jTNnUGfCcuCdvA1MgSaNAcbTch166DK2X+rPion6UToTHyjMIWFk54IIpgpT2n1e6Qc1FAppRJelDnMLoWsLjk87GBJEWtKKZnbcaOJg7e9dkl0E1AlhM4dmWBi9+K0Wu3AX+7zeGeZUfWxXK16wVvoDZnUsOAjxHzkTxf8NSOEQJLewDAwVY8n1ECuBbMhzC7+fEnp78XZJ4ApTf6xwV4rqt7gKdWbXVUBNao1Wqycwok5zagGWg9ZK/WgmasyosyoCGaVj0xMmnxcmwUOyZSW0RARw9e6VkANKw5as90orTrgBV9zmzNqhoOSvR4UK4g1VBNY8yaQeXvexIFYbRU1IcWJUo0pBmqrnl0gxhoWVPqEXBUPUAxgtSASSRp746+ytxurnLwpGI1mniZv5s82YgSZCCrsdUdFib2R3mqjSSWYUMWf5kTARvOtCUYmIFj/ntIOsnkjsJlh1jjK0VkwxST6M6Se2jvFiTlGjpZBhWaGVkXV1+QpRJIsLGGmSIaipBRZp5XQhCNXKge1NWIIZIorc2rgkIPYXH68l4OoSkyBo/k94reSN7SKPLyid8VDEw9vNOEg0wykedO61AK0PtvcVRD+rChmuUtIlSATiGAU9rLdgVqU6H01FW/2xIhUn91drJDLUKp0GXgUajloCCEmkgTWkGjVAw+XCV9jiWgUjuyKPkuCmBC0Nw3UA+/EjKqNkgsaAhL8eS/l8HaVZK/zpLoyTwwTH9+XQnQgqEYMSgoTSSZijFiVHqK4udJBfd9d00owJXbl482uDnTFqKWwS/YWq/qEZyeCu2S3VIRIDEJpR2/tNbJVJoukMDlgVccTpRVay0RJ3iySRm7dm916s4O+D2iD5hkuAoQwM2tiyJW/ff75/yc46Dc95E6V/2OOz58/D6XB/Wf7vz/9nH333XeBv5rH7wH/5+/997/H3/vx7/25f9kLLxz9YV9YUQI7W/fMWe94Hn/s55544mP8lnWeeb+9c1pW74gW431/5coVw3z0ylfEvhD4Gd+SNDEzczTXrEty32BAmdJMzjshJKoVLu3K0Lr7CBvvK85MfFw+Ua3x3n6ECu/tQu1M6ppWfnb+LZo0bvsNCY2znL3LsxdejzeyZaY4ezFi5oWeKHnPTFNk0oWgiSkEXqaPfFie+f72A7+8/SGtNE7TGZXItbx3r2FjjQsf4zdc64VfXH5JVOV5eebj/JGj7ERNXNvNF16pzLq4TLnAKZ3IUvl++xWRwPP6gVM8U6Xwi9dfsNUrQRLRPDBpDiu0yhrPPq5DKhK8eD3sIGkit8o1X3z2ZmnMaSI25da23jF3idVzeuHD+gEkcJQbql7gFKls+85ymvhZ+i2WsPJ6/EiRhjRPhW0KcwhMKfGr648kCZzjibfj3YFtnIgSmKaJY3dv4BJmqjWyOTv7vr2xlw2LPi5GzKVOmiJU45unn/McT3zJXwiSOKcTR3W/pzRhbxe+bF+4bTdKdI1rrR7xIVHY9lvvpistGDMLVhsahTlOiATElOf5mVkSJsq1XrBSIPq5MBmd3MReb4gpGp2Fke4lrS2TNSPVmSwR3zib+ngZE2c1Yhg+C0DgVjfEYAoLkc741A1MOeqGCEhwQJgk8hTP7PXoXdaKCT63tu2U7H7lo2SmeWIKyYGMgVVnvFE6O9qcEWzewRZz5xMmPC9PzLIyxcSRd1o191W3ymV/8/m0GojivuQgXhBUaWhw1iKE6KOO2k7JlWkKSHNGp1AprRJ7193EJV1VDKmQUsQE9rJjQMk+hofQmJiY0sJeNmcXW+vAPHk3ezAiZsxx4Xk906qwHTvNKqLeiJKg99e+Nx/nwwhMaQWkEdQ3elH1znmYSDY2WPeZllIxqXcJfZDIKZ1JwZlogrDvt97IcKbnKBv0a65BqMWYY/QCCfePz2GiVWeabmXnCAeWzeeRNu9y53Zw1Myk3hBRw/3UCrVmprA40xaMWp3RPFrmHM6E6PE9R9sI6jKxWrMD3FowaX199NCvmdC743jjg35PUVlk4Xl6YuOg1UyMqSsKepiURGrzIClpwhxnailIcibwPhdVXTp9NB8PJeZSL9TY89EZKy9+5uAS76Tu62pSsSYs88IkM6tOxDD3daZSy04Vo4k3mVQgiDLrgqiD8m4C6IVWpVljiQtKZD8yKQae45mQfK7u2/HW5f+LAwkLHGzkbNTWh9eYEePMJAF/jIzc/FlMEvn2+RPfX1856saeMyEkTnFmjW55ueYb+3H1oDGEvdxoCK34XGcRV74QA5SGToHJJpYws9WNwwpWG1myr8kh+dxZG7w5HPXmjSNzC4gYlNa63M77R0mFOS3MzD5/WxwU19potWJqHRD5TOUmDWuV3Jo3NXohnVTRMBGaX++x5pi5fLHU4kBbnVkFOpDFWUExorpUVjtLjBmnuFKsOVODYEFc4miNwATiATy0wVPR2Upx9gcfqVTx9zPHRFK/x6bYZ9NWb+A1cyBf+nqyxIUoqQcN3kjBWe6hx/TapXamyNeSoG5P2o4bGgJr8ORiDS4LzqVwmKeYBwuIelMqSsJa5ejNHdOG9PnfGiIzDiBCmBGaTx8QJVt2O1QbYUYO/Jo19pZBuh+wbjRrHFSe5oX9cD5uCZGjOtOc2+Ej6Zo3RYIGmnhYo4p7wrVrjEW99dPM1VnOZlpn+N0G0Kz2xpFbWnYySb1pEtX32GwVUwjW2OsBTXtavIO7KcwU8ZyLpTciqzWmkMCMGGYaxRt+6mv8UTdvyhrE6LYPX+92zz+QCNYoVtjrwRwnrBnZGjTfexEjtEBVV4JEiVirqEaiRubYvezjvjN/pkpztYRPJah4or7X5CaC1e6VtgIBamuUmhFNSPD9rRRzkkYCrR6EMGFWXYkRg49qEyUGV16gSmqK6VdqjH4fpjC5qqkDZZdZ+/6INH9WzcmOWgpVoFlmSOZV/L2L9FR28TFuIhDEEOk2EIFcC9k2autuZDOvUZr1hlG3J7RKjH5PFTt6g8ubgf/S81/nv/v3/luAfxX4v/4sOOjPcvwmUt6/9Rf2Kv5/egzQ6YELLjW4/mT2m/SuUEA5c0IQzvGJOSZerxdu9s529TEnpZvOY48reOIFo94TH3MXAksDCcoXfgQqc3afi2CcwolqM60Jte3dHTNSARNGQURIU0STjypZbSXEidvN0zwnnVjCxHV7p0pBg/vuljj7JnNKzCGT8sLTurIdGz/ur8ghzLMzuIHoktIUmXVBVbnkjWu5kg0+zM88zx+4tAvlKJRa3acoE3Ocea/vNAq5wXW7epeygIgg0eVme82s+oS4mQkNgbOs2OweotIy1/zOeX3hd17+OiUf/DL/EpqwhoUpJYI8EdS8q1snLscrOweIkPPBUQ6Gl1BNKPmgCNDMpSIx8txlhnvdKRSiJIJESmhQC+s6oSXyD8o/oJXKFCZSWJhU2awgVSmHsIZv+DR/RJoRYuRZn6ilkKWx1YNjO1ATcju4HReutQNgE+ZpYl0+8pTO/LD5jFcTuwPvmYRq4Jvl51y2Cz/eXkEqz/NHTtOZb8IHXk7f8P31l1zLjVIzrXmxvJWDsHq3T8zhYJXGceykOPE8n3kJn0gx8Xq8kq1wCmee19/CqhLUuB2ZKgdJF56mlTWcqFppJRN15dreXJxo3kEV697EdvAcn7nmdy7HOynNTOYx+IVCboU5JFaeablwrRfe2utdwuOM2szRCmuYeVo+cisXaisEiTzNKypKscJ2OKCJKZHCyrfnn2O1sdWbd1RbIaWJhRVorHomjd9mNAAAIABJREFUqrKkldf8yuXwJtDelEkiZvBa39AqDuYQONwjSxBiiFg15jC7pMkgpZmkAWtDshlBhRlIs3Galg6aD0QckLYurWuxEVtkbwcWPbd00sTz/OSjeVffpIN6Z9fUfXcEIR+uBggGFpVZZl7imZ3MFFbmRfjh/ZX44iDzKT5xq1dM4CgHpWXejysilaN48FVUB5fn6YmGMwvN3KpQgVorubk14OPLt0whISIcxdUlS1qYw9QZ/YCtcFjmergHnvkj2nwW7dF2lhixYGjzsBcRuNSrd8KtS4zjTIgTa1x6Qda8ARMSpzghLaHqnrtTfPY1pL73YhRi8A72GmdXV4h0H3QGcVtBHayXBi5tR2qFary1K77U9NEgEpDmXf4l+hr5Vt7RKnx7+sZ/TzMkBpeUWvXgLPPxSClM7kuTQBNP+Kb14gQfT7M3byRgipixPq9M88okgVvZuZUrkYCExCyREBOhKXOaya2SRDFz5QQKU5yYmEhx4hzPBFM0uNvvvb4RxCW/xbw5K9I90VG55o1bvXrR2IwmRqmN8/zkTQERcj3Yy4E1IQZBw8zar3/SCVMHaHstnMLKGlfWsPD0svApfYtIZy9wlmDr77FVb3whUItnTV+z3zeKUqqDlCUszDqz24Z26fdTt9MIwpRmUojU7Hm/7+1K6EBh0sQUF4IItfX85+L3WOvSRzGXezZtrgxIM0EDp/Tk9YLAohMiPs84IO5r6+pal+xBiL4W11ZY45lqrtioUigle/5CvvWQoUbt9oFTOpMkcTRPmW9UZ4OCg+SjHSRJpJiY1MHA0SqLdt+1OIOFVTbbUAK57eTWM5vF7z8Hsq5EqFaIGmgmzGEC9aJbDEKI1FqoUqmtOZssAVrrjRn1Qh3pYLdxqztHO3qhruz14MP6gdIak0ZEXC5r5sAsiOdwzGF2RluFoJP7+tVZ5iBKa5DCRGvZnxd5+FUrzqzGEDsIgGu9kltFVTha5sg+B1zEqK2nRYeJTy/PvL/dnHxoFQnaPZCGiI/uKaVQa2PRBQkeErTl3aWX5uYul6t6EyuqK/Jyq0RTRP17DusWgCSch+0DV+EIwrP463f/pjoL2nzfsVp8Jnjw8VxJHYw2CqW61Bkg6olAICW3qETxe0MQluRrUq47Mc5YdtVOMwfSzbqXMrgHGelWC/EkAWfjhb15wn2KrgIyNXLNrlwI3mRFzH2bzW0SDtCky7jVG4+9GW6mZDtIOjGHxF43B+498CqJ7z3ge/VeNlQ9pVrMmxn17n2diKH7zPvXsm3e6KpumaCztxq8Fsi1kELsEw0mV1qsgUmST7ZQw0ojxYmgEczYq5MQR9n6+XXiJ4hL96fJfaYq0pVcCbXhYg93anHSqbMC3hw5mjfso0Y+rd/8OVHQn+34J2ZM/zk5fo8/I2P6dbrZOIbBf2MjsdylEuCM0om1RwR5dtyTnnltPpql9aSsSGBiYQyzP6Uz63QiaOD1/ZWbXRlpiT6KIXPmiU/pE2/5lSWe+KTfkJbIJV/QGHjdv/B6vOGGbM/AXHRx5kGENS58mF+Y48Kt3Whm7PvG9/VXHPvOFGbWdEYRau1zxzSiCqfpifN0plrlki9EAlvbeD2+MKunw25lZ9GFGzda9fdFcBZiaz6jc1LfkLd85Vou3cOhaHA/XUqB99s7IUYWXdnrRrFCs+a+OREHptPMbb+wTAulNER93luW4vK3Css08036hvPyxG3fueV3RJUlzExx4pYP9nZhyz5PNlmkhIqakq0w6UylcOwHue3cjo0pzTxPz7ykZ1popHDix+v3bGVjnVe0enjO8+mFXDaCRf7h5Q+67HPnZf3Ap/UjivKr4wcigXWamVm41cykyofktuxr3ljSwq+2X5KlMJtLkbIdXPKFUzoxh5WkgZf5hbf9jVN6wgymEPmyf3GpGsqSZu9Um5FCYgpTZyEaSWdqKyzxDKUhUZjDwt42JvH7++14h1aZ0sSqTxQyl/zGUf3eL1ax1tyfZZ5ye5pOqAkxTJzT2dmwcGKvV7ZSUIXSKqvOaHTWTgwvKvOFLW8sYYYo7NVj6Y+a/b6eEnv3M93qDTMH4oo4cFAjNPEszVpBIZedakY2l3GnkJhiYo4ncslexImx6sxhhTbYClxmJiIEVao1SskEdb9naYVcDmIMzGnl2A+0S94PClsfd4QYog7+wl025RL88+RBQqVVUuzBKs27t1a9u7zGk7dWayGExBrPJHG569EOjnzzmbKt0azyFJ+wpGg1UphQjVQ72OuBmBKie4SOOhptHkTzaXrhND2DCed14ofbmze+SuFSryxx6rI/41ZuTDqRa3FJeKt8nL/p3rTSQzE8ymYvO7f25k0FnXiePjBpBOkJtrqQJPraVCu38o6KB+iY9LEWNVOse3JrZS+7W2mbMunEXq80wwFDmN1n3j2due6gAaSPqxB/VpMGZ39xP12pxaWdzbvzKTg7tefMFD14pTaXAz7HJ2KYuB5XTIxJU5dzuyQ7EZnSyqwTt3IjSPDXJY2kiSWcSCl2yah64ak+zkHMC9WjemFVbKMZ3tAIE5O6BFlxZvCS30g6eQOs+6uawinMDraAW37jWvfOsPc0Y3MvbohKqS4fDAYiXsTH7ptSgVyPOwtuJu5f7dTcpVw8MCoI+7H5NUN6WvkJ1UApmWu7kkthDjOgXOs71/1Kts3BZnohhZnX8iPHsWFBaK0x6eygSUNnLBsvLys//vjuzHJIzhw2Y0gqovg1rVSwxhLW/r1KrQ2RQIyBKSSaNdRSH5fibERQgao0beTsklVwILOEtYfIOEs4fL5T8lRUFWUJkwelWCWbp6qCcM0XTnEmVw+FMjXUHChLUGor7JaJpkSdXLKtEyF4s4IAUt37auaNAFqjSQ/NqS4HPtgdHJizYmbOVJa6c9TCJV/YmisQ5ujs4NY2jnL0eyz4nOUOFOc4E8PEGjxxu7TMVna3UIgQRFl1ZZpOvB9vNKlEi1htzlJaZS83rFWqGJM4GAoayS0TQyTnQpODJZ6ZdXJZqdG9/JFmxcd5SUFNaQKlh+/1oo0RRuX1W2WShaSpB9u4X/FoR286+TWneVRYU2/mZHOgP4eJo2aO6l5Uf/684Zs0skRXzQXx+6103+Xzh4nvv7zTqU+WOHH0faZWOC0Lk859LwmIm1kp3ae5t933mpaJGph0vTOQxZy99L23uQfaPPnV11ShlIOjZfZawIq/Hwo5Fw+i04h0xjhaxNSVNz57u3ttZURjWWc0PcBuCtGBVQfdtbqkV8TD+aodHNVY0+TKjdCDQD1ViIZRrfRnI/tkBQHQHnQZPdMhzIAD2twy1dwXGsV/1yQTS+zqpOJWNxNf8/2ZK+4jLa4WUHXlYG4u757DaPhdMWtMqdfLvVk+JuG6zVbdny3BJcPSeqJ1n9Rhnpeikmh9H4nBAXZph687mjxfJC3ktrMdG7XnNOfWXBXU2fLcn9uggVr9laS+TglOVIzaXvGgTa9Hjv68Opg18Vq8mFsHgkSelzP/7t/8d+AvmTH9F8D014/f488FTLvT/E85JmbOPFN77Dxdzruz3yObG42VlRNnGo1P8zd8On/iy+0L77dXxnBxQbtU4iAR2Tl44ZkbG3OYeJKPXOyVau0ulx138yhuLuWdT/O3fHx64e144217J8aJp7CgMbHEFZox2USxwmv+kSiJLIWjbaxxpfQOtoin4i66IASsP+ilB6VUa3y7/Izfffld/u/Xv8+lXrntF47DF5vMThNhit6lbCJYdh3987Qwhf+XvTfplWxL07Se1e3OumPneH9vZNzMyCpPqQAJIYGEhPgBNBKMGNWYSYkBAyQkBgwQA6SaUPADGCDxB5CQaMbFlCokF5VkRmTEbdz9dNbtZnUMvrXtHL/Xb8S9kVGRkZQvKRQRfuzY2bb3NrPvW+/7PW+DT5EYPYdwwinDtrlkU6/EppkUR3/ikA7kLDtcxogNeAwjq2oJaKYya7F0azrXcfQ9y6qjdg2Va3hZP6P3A1/2X6KVqIAXas1kJAIn50RVOY7HA/t4ZFUtqW3N29M7NFCbhrvjLdkkOrck5UTnWo6hZ/QnososTMsUPU1RVUL07P1BlGQlXxY6K6Y8UqkapTJj9jSmYmnXheAG2WRiiQLp3Jrb4T3jNBAzoMXG7LTMsjpr8XlijKNYvV3L0R/IqczWJVHKp/Khua2ectmsZEYpJvrUy9wQmmW1IMSJTXNR7D6Z1i3RRihyS7skKVhVF+zHa3b+wM3pjsO0Y+fvGXxfLC/yYTpbUdqqwZkGq6xYz7WiosEYCKXpClEK1cpVqCRxDyaJ/bEzS7L29HFk7RZcVFfspz1j7gk5EeNEZRpRs2zHMRxJOVIpaQCmEJjCgNEWZcT2GHM8zysvyoZHbWoOw477cYfWFu8njvlUyLTx/EngsyeGwJQ9TknR2OiOVb0uROuJKcmX0nHYi9qvCi0xJylgTEWOCawoxDkGsuZsiVUIxOai3tDahaiOxf6VUsQn2YnXWZNzIupMCB6dRbWqTUVWCWcasRlpTQqBrBUxjoQoEKFIFKtflPNojBPwibJ0xrJYdDBZGteRsue+37NuVqLUIIVlThqlMtZagZAV0mJgQieN0pYUp9KsJVHl4lQspJkQAz6MONtw2V5wN+xl511bduOdEMKVo65aGlWzsAuyUfTjSaBiQbJsMxLjY7VhTHJ9rbaEODKkkc6t0ArGYWDMnin2rOsNcyJiVc7ZyY+AWKmGcJLP2lKeGV1Ru7pYyhI+BHp/xGhLa1uWzUrs22Rq14hiliO1bUohJZCyStXUqsI6TUiyo31WR5IUdAu3JJNpXAtFuejqFRrFkAcO055hHKhMw7JacNU+Yd2sxZ3iJxl9KOAapxzaGnLI1K5+aF6JjNPA2/4tu2kv1jMyY5Tcx9aJytpUHaYoG0PoiaWwvJ/u5VrmMkdn5wgDVdwkBd6i502AipRSmZFWsoFBptUNSSV0FrUzKPkuNQiBWiChGqcdztQCuoqJq6slN7cHKJZmg8YryYvc1pdS0FPhUzizApxxMtsYJqY8oLHELHZ3paX4lvlIscgOcaSyVuAiSsCGvhTIzjhSlPtuTAGDqHlKSYHt08QQRlG1i+UuZk/lhGYuQCRReXMWfGGKGZ/FDhnLLP5UYrK0tgWWJpuHWgkb1iiNMpKrq6yWhjxlnDaMfiIpcWTNs6iJSIqBrGReNCkp3sc0ELLkY6MUIU4CGCuNgCpUVx8n+TxVGqeFwayUUEtjnBiifP8bpJhXRkBeORcetFLnDfeQouRxK0XM4KMvCm14sKRrqFSFtU7mYlGiwinZqIkplAbXSZOMjCTMETxDGGTWMAUB8RTCaspZLMnaFuZQllx0ivUZCGki5kylZQxILMyysdlYV+ZcLTFIw6iUKNrLVS33JmKljkk2KQc/FldYkPdGFnIsZLICp62QxrWSjbScCjhJzqHVhsq2MquqCh15BuYgcDOfIz5OpXmRfOrBn4rt1DCkiVRmtX2cmOmyMzhM5ivFbeJMLU1kkITsmJJsbiR/Vj9TjuSsMEpm1mf7r1ZCyZ/zW7NKWCNW+NnJMGfVhiyCQkZ+Jv4SsRs7LWNNrkDzZCY+CtBJ6/K9WFyBWprDXGzjmjJXL1o1IQl9XwxwYg+vTEVlHTkrrC48c23IScYJ0GKhlXuqgErL6EtlXbG5M/ezBRo1041BJVEyc074KCMhUncpGlOJ+6UAyHT5DE6pxOsoUfG10vL+0zOhWhyZRhmMMaVfKWxmrQsYUBfXQvmWy9K0L5oF/9rP/mX4Q29MX79+/R8C/xHwZ0D35s2bPy3//mfAvw/8j2/evPnl7/pAf0/rC/4ajancBOk7P5ujEebm1WKpdMUpnThxBKCmoaGlpqatGyFJ+ol1dUFTt/zi/i/okTnRjiUXlWRx2srSqo5v9l9hneHd+B6H47K+FGuVFv96ywJdKbHVxjtsdOzDgcvugk214RQks9IiACJTiT1lSCMheTrbYnXDq+VL+mFkH+6ZvCfrSEyBPg1cuksqW5VomtI+a5nJqV3DplnxvHvJ7XTHwR849DvZacqR3g/E4CVbs1mysEuO455RjVzVT7HacQg7fJ4IwTPEgdYu+Tvbn7Gut9ydbvir4y8lCifJLu5Ve4UPgX3Yk30UGmLWGKeotEOZkkWorABhUiJlaFyLTokhTQxTj6ksf7L5u/LFQ+C+v8eHsmvLyOAHBCeYaE3LgJB9YxCqpNGaIQwYLIu6ozbywZZj5H66w+qWxEQfBlbVipfrnxBT5N3ha27G9zxpnkA2qCqSPVS6prMd19M1OhvqqpZ7L8xfBAFjZMf4afcMg2bnDyz0gnfDN1S2kkIpZY7THqXFdjJTarUyTHlCJ3C6YkhHat3QmA6jJFLEKUetayY8MYidc1EvsEqiib45fs1p7EnZsw9HhnAqX5aiUjau5kJv0RaGKFmV4mB1QnSyWYBIxe5nqdBGc+/vcLpGzCmJVi+pXIPKido0JdLmxOg9x3TEZM3CLmlUJSS7usLi6ExLIDH6kaR8+aJIHH0vbWWZp2psQ+daDE48tiajknD2hnjibrrjNMiGQ1M16ABjnmhVjbZaduDLTMrO3xcIhVh9Gu1obEdtaqy2YlfUjrVdsW7WZJW5Ga8JQdTlmDLOSHG4tCuU0rSuI0a5x6cwsvO7skOdISV8kNnsKQwyF20aUvQyv601nWqJWuaZDLbQSTW1a+jcQq4bMqvTGLFommzpXEs/nbjrb9jHA+tFx6mfZDNHGVrTsh/vOaYTptBnKcCbyjQs6yUuW07pRKUdh+nA4KWJttqwdCvW9YYxjTIDjJFjKQqFUaIWpRgZc2JVdYzBAzKzOsSxRBNJrEDjanSWucaFW7GtLqkqxxDGApwRUMUYRg7Tnj6cZI5NVTJXlQXK4TBkJUWFgFGMFNk5YLLMaqHkFhabnSaoSA5JlBeViz1QmoKZ0rpyy7OyprRh4Vp8iBz8Hh8mmYnLHqcFYKSzYYwjtalZVrIBFuPElAPOVHRuQYyRKQ30/iSky1LY2qJIKA1GSVMu771K5syIKDK1aXBWrGRi1/P4FGmKOmWVKXE6ihBlU3VZLTBKmoKQShRGkgawK/RNn0ZO04BPI5Wp6MNAJmFNBQWO1IeBUzqdra4xZzq3pDEWqxyN63DK4qPHmYp1vRY7txYisFIy1y1RK4aXz7fsbyf5DCjALG0E0pWKBW8+F5nMHAkxhoGxNIwCOZUgjilN9NNJGrIsc50YzcIuaKzQxCvb4JSjcy2dW5CRArj3vRT5CqY4sB8PHKY9aIlpiCQhNWeY0ogzAlAyJZ5D0k9FhXbaYZQiKdlUiDHisxel2VqcrcXlwQP5f7aeVtpR67bYPmUDIWeJ75gzVDPS6NemxRl3jpezxp5Vd5nDDsQUZYOnwIWsFmtiSF7uN5Q0kWS0FupwzkJurW0t10RprLFCLCfL95GWDUJfNpVmcrZYwoM4LLzksmtlSTHKSFNWD41DaXAE2F0iUpQ65y7P97GEa1ha25xHOJwpwCJkMwuEgpuykJ5tuZdSKtPESs7HfL3JqajVCrJYbHMW220gslpX3N+e5He1jAMlDVWZvac0TrOSKFRWsXPO97MqdaYQo+UaF8B0qU/lPAcELJWhNJpir3bKCQQNWNol1tjye9IAzXVtSkk2A4K40+brarW8F0Es8SmlB2t8jDK7iAAXK22FchyD2FIRGBpJRoByFvKyOLdScc9pXJkLzik/0KEV9KGX2d9y76UkvzerhplC1kXAgLWWaMOQ03lDAxUF8qelrjGFHg8y4+1DyTvWQhwW3oXM804pCnQsF4J5iY/RstdyvtYzBFAjMEijDVZVBbgl91Uur1k2T2eQmHx/qjJfKjZhdbbtGmXOG1bzfZ6iuANBNvoqXYljIz/0JxnZ7JWNOnN2X+U8G4Mzta342eefwx9qY/r69WsD/E/Af1D+qQfaGXT0+vXrZ8Avgf/yzZs3/9U/h2P9fawv+B3CjwA6lsCckzVHoMeij4rd5ynP+Wz9GdZW7KZ7+v7IEAcGRhaqo7Y1J38iEFjXG5qqxmXLwZ8YxhNJF1w4EkHQVAv+qPsjduqeSlV8ffiSkBNd3TJ6T/KBy9UVJhi2yy2VcdyPO26nW/Z+x8KtWJuVDECrjE8TlbZctc9orHCCD/4oc0U5oZWi98PZw+5cLbMIWKypsQqWbine+jKncTfcioVZZXKK9P5EiJkxnXhSvWDbbnCmYgyjfEDoxH46kgg0uuF9f4NOsGrXgMzh7acdTtdkLQrFulqx7S5xucankbv+jq9PX1MphzKF3mgM709v5YMmyo7j0/YJF+0Wqyp2wy3O1ihdfPmlMFGY8qXfs592rOoNkHl3eMuqXvOkfSrxJkqzCztctiitiDpzHI9S9+RMzJ6MYQwnQk5c1VsW9Zoh9BynHUaXYjFPbJcbvrz9WnYrg8Fqw0WzkS+zMNG4jkW95DDtzxEUnekwynA93TDlgYVZUOlGdvy1fLCFmARUpSx9OOGUZRdPYivRhhwjla1Q2ZJVxOmKbXsFZVdUa8tUoDchB7Sy3A7veT/c4INHqcimucQoQ6MbFvWSkH2BTWg63bKsl4TguYs72WHNukTQaEwuO7PGoLJFpcyNvxE1PuVigZT4ica0NFXNKUzkKIAQoxVjGohJlDttNDllWtOijSGkUYyy2rKuVjITWEiUUkg8gECWrtxvukJrx87fk1Li4I+0RtRthahCi3oFWYiIlTVoJYrkOB1Rysistm3FbVCsQbKJ4dHFgbCqVpCyQD+yp9YWa4SmjDY0pmYf94y+x+mGMZ7o44l+6tFqzkaU+RkKwdo5x7a6klgjFbHZEVKJkJqOUvQo6Kcjla1oXItCyVxNlgCQMRYKpxEyrG0jN/c7ej/go8cYyxR7ofQaLYWMTjR6gVOWrGbyKKQksVNrJwq9ouTrqYDKhtY0OOdYuiWNbjnGI/10KrOT6Tx3bFVFa1rupx2n8SiWWWupbUOOGW0Uje7wOZBzLHPoPXM65Mn3HxTLjW3pqpaUFD6P+DgxZY8gVuQzplIOax2LaslltZViNAl05H66ZRfuaWmpXUtlawHkpIEhezq9pLEVUXl2/YFTOKCLFc8azRQ8c3QKxXpaWaGJj37AacthOhSLdT7DNVIKDMlT24rOLli6BY1pi001S6MVx3PzIPmConYlIn2Zn6pLzmxIksub0awrcQ5YLXOGskFQ4oKmkUlNYhFLc8CMFJGNaahMTUwRY0psUJaN3DFKlJRSitq6Qu5VNLbDILOUkOjjwFSAZDHJCIXE+EjzE8twny6F+ZR6xKZreXK5Yb8Ti+08ViDzcdK4zptDFlFWspKCUiGWPK0MWWUhP2uxp94Ot0xhQHIk5XtQKVXUb0qz7bAIBCZlgRI5I0pxLLbWED3O1DS2FT5AEOiVzLs1hHJujJ7n6UrxrlxRUc0ZgFMbx8ptBHCDRLfI5l5pOLPkTM7nW06DbCNb46hUVYr7iFZGLLJaXvvc6eTyeSiQMSmIY45U8znU9tyIhRSKSqnORbHR5lywi/VRnjckyYL2OTxq3uaszqLilMcK0Vg2EL+9ZjdZTAGnRam0WpRaxcPxis26kaarzDZmNV9zXa7jQziMj/6D90zKqcCF1PlxYsN8QLfELGMEMUdiKuMFSgkl3AiU7OXTS26uj0VRTFSmLhvE+qyWzffVfPxAaWDkf8+vDzjPr87XVmytD01JLuon5dxrLff/fI1STmilz411zt8VWx6v+Xdijh9cD6Uesn9nFV2V1zifR7G9yjFS5kllkzjLpqKWsS6l1Pn8yvX6HTg9zxC/eD4v53Nc6jyjTaENi+V3Pufz9Z4/+1yJu0GpEmtjzr87X7+Y4vkaPX4/gNxvsYgK8/kRVded77/z+6c0sfN5/3XnQ83daVnzpvv59cN3rpme/4NGG8WLp1v4A25M/zPgvwb+O+A/B/5T4L94TOB9/fr1/4Y0q//mP4dj/X2sL/gdNaYGSy1Ja2gMAwMT07kZlVFux4KOJ/UT1vUGbQzvju+EDkigMhWLEkfw/vANh3BiDnmXAN3Ioha4T9t2rMyKu+FeilYr8QM6G6HT5opOdygLu7BHa4vLmomJl+1L5uiafjwJDVBr9n5PpSsmJlq9oLNLYhhIJeco4VlUCyrbMoWRGGS+Ytte0IeeUxj5o/UrtJGikqy4Hd4ypIkQE42u6P2INYaFW3I4HbgO72hMy/PFC152L7idbrkbb9lNO5yueNY+p9UNh+HITXxPzmIjEwuHRNikLDvRIUaSUqCSWOOy4qv9l+zSgUZXNKajNRXv+2uux/eAKsHRjs41olwnIfdZa0oxUNPYmkZV9Gk8R1CEIICHoDwbsxbokVufrV9rtyGbzHE60o8nfBwxpmLKJ07TgDWGSlVsqkuxZynFk2bL0l2gc+ar4SvWywVxUJymgTt/TSbL30iB2khGYWWFtkyCIQ6szBLjDIfxUL4ihOTauZZVtWbtNigDx+mE0ZqQE/vxHp1k5mqIPT4FGlML1TdlunrFwrU0ruE4HvEqcH14L4AK5Au4Ui0LWxMStLZiU1/gnJy7wY+g4Ha8YwoPcSJLt2ThFmg0xyxKW2tqQtmx7OMgs18qs65kvvYYD0xh4hhO+DhRG9nFt6rmollT66oEdls603IIew7TXpD0OcqOdNnpnNJEqzta17JuNqKW+F7gOUHQYrlsJvgos3RGV1jtWNqF2CdzYlGtCCnILnKOxbIZuGyesK7XLKsVzlhu+mv6NBJTJISJytQ86Z4SU8JRYl2UERtbiTiZ0ii0yBTKbKZY01rXsG2vWLgVx+nIyR+pdSUbDtoRk+cYJ0LoaaoFT5onDHFi8CfJVTZN2aiQ+dWEHLe1lVCPS/E2ZU/KvlATAxppYrebjuvbO5lbTZKDetk8kdiXcn6ij4P5AAAgAElEQVRtKaTFGirR740WSqO4KyRjTSsj8ImiCOpi4bIFItO5jjGNJeJDcX16D0S0ckQiOlueLq+oVQOUyIboOaUeH8cy5xwlNiFnat1SuYo5dL5yNZ1pcbYCZC5N64pKFTQ/nAuOylSEki83xoEh9nIOeGiArBaqaWUkm3UuekLJRayKCppTZggDicSURshKGoAyB+lKREYo923jGnmfp5HaVKyrjdgOY+IQ9jI7qqLM6BZLrjWWGCNDUdDlmaUQG31PRmYIH9L35JrHYlWzymCMRLGEPEkToFTZ2TeoLPmNWpvz3GZWWWb98kPOYGtbsbBmT1WUt3lDQ2aR55zEh/okP2pMQvJigzYVWkn8VCz00phlw1MV6uUURpabits7Uf9NoWtOhfSeYiEvlyxLrUvybIltaWwtdvYcZXSBXIBEC9bVhcxUmvqsDmZESRvCSbKbw4CQYMVuqbWRO6Aodo1rzw2IwdC6VmzV2kJ5X0hcz3huGlzZxCp4z3MzpEvzdS7ueWgs0tnqKQVoTAFyxtn6DK5JSY6vMlW5xtLcPW4oUk5lTnA2PQpxVAikRRMyFsmp1My1sM+TxL9pyXMFmRkVNSvjy+yfUeasds3HmrPUJ7kU4nJ/ij33cbM43x9CLpVm4HFhP/9H7vkkGyVa+BWzEmuL7XVuQkIKcu8+alzmvzNDceb39BwvNP//uRnm0WfG3GTOz//86Ybr98cSFfLhetw0zb8bzvmh8yZ5aXyKLVfNiimZ72sqtTLF7u4++vPH63GPcD5/c5P/qEmbX+P8Os+/z0Ps0g9Zj5vj7/u9x3/z28c5/73Hv/uxPufbGzPffo7588bq72fEzo+fn+tvcp03Ucpx/7pzBx8e87fv63lprbi6WsLvuTH9MVTevw/84zdv3vwDgNevX3+so/1nwL/3uziwP/TlqPAfiXqRVUhnBBQOg6Hn9Oh3HTVNMdUoxjRxM17T+4ExjTx1T2i6BZ1tGMPI5EeuwzUj0zkTtTMdqERnO4bccxoPZCthuRhH5RwXbOnDkftpz5AGenOEAGTD03rFZnlZBvZHvhq+5kJvQWnGPNKljk51/NHFF6zNmoGed9NbDlkUTspuqcWRAzypr7jXe1Q8CXo6WZz2ZK3QWcLptyVeZr/7Oa7sOk9pYIxw8DsqV/N59xP6ODCEE1+PXzOEXmAmIaKqwN14Q2zWdN2S4TAymh5rGxojs1abaotRmkWzxGTLXx7+QqxwyZK056cXfywZZSlR2wX7cEMXOhbNF6zdGqsMv9p9KV9UXlHpilXTMYZA7SqWbkVlG4GUpIGTP2AyVGbBfd6xtWvaesn9dMfb+7cs6o6lWTLmgRDky7W2FRhN61qe6qesL1bU9YIhHDkMR9qqpbEVShsO05GYJj5b/oSqVdz5Hbmq8WmNsWLpa1xLJhKU4MUv6iv2wy0XzRUOQ8yelxef8bJ9idaKPgyEGFhUAkVqXYtVitvhnqQyz7pn9JOoYzu/k5w+Ba2uUUZzGHfcDjdMXmiK4+R5uXxOaxfYSnKwYvRsm6fUzrGwHTnDpi5k3uFOiMXGEgvV9uvj1xz9vuxCa9q8KAHg0JkFi2rBFAeclZghlcVOtqxX9L7nun8vhbEqeXRRgZ2jCaT4da5i6664qDfs/J4+9qIiupqFadHKcD+KYtvHEyElLhdXoj4roV8aNCF6pjAxppFlLZsPr1avSCnSug6ttECgssyRNbam0x3LZg2IrWjnd1zUW9bFFlSbChIc/JGoIn3yAubSEhGyqlccw16iKlzDpZY4n/vhlhlqctvf8tXhSwBa05JJGOPYTztSVlijqd2aROLr/VdMSuxuosBOQty0TqieWhfVdEQj9W/rlqz0QpRWpInyQWbIlo1jqAQ+NIUTPllReE1Na1tqV7OwS0KSpt5omXH1KZztlGL1dljElt3YVqxgwQuIqSjMAmgyDH4g50RXznltK4mA0QLCSCkIrZvMWOjNqtqUuBlR4tZ2fZ4xssbKeVMyE69RGCWz2SkVJRwp/gbfi609OoGUZInmyYiKUumGtdsURZyzopajWI2LL/Scc+d0VWaNzAc76VVRrFJOoigVZ0wmMwYBvm31FhAlyiePMrBUS5IV290URsYSTzEraBqFKtFI88zfolpgtJO826IYCUSsorUtUIqZTAFuleD5nAh5ovc9U+oL8KpEzShbKLACPattfZ6NMqXJbXRdrI9wCkfu4x0KgVQtqoXAaIraEHMsBF5pCIwy58LxsWIU0oPqZrVle9XyZbx+UDzORbt62Ix5pJYkJJdUlwgQVR5X2xqfJgTwIjZEpQS61Ln2gwKd8v2ulS4wonT+XVWU3LmZmv/23GCdG5xZTeKh8AwplGYplHsOoT4jlk1xSXCez0QJiyIVMIrRllo5tJPz3scTla6YIzZSiox5LHAZaWDn5ljmZw2raiXzllo2c+ZmIsxqZ5pzanPJ5FS0eoNClezrorKPB5SW1++UpXYdVtlzczPf+xk5D6JImmJffVBwH68H+M1DsX1WFx81Hg/XKTNnu6aMZK1/oGaZD5qTuSE8K4o8POcMvZp/TvrNws8QhrNKfl4fUbN+yJo3KGSDT6OLeje/1vmc/ZhG6vFjjTIyN/kj1uMm9YesX9eQPj6m7zzvr/kzv+71fvBcP7K//ENoSOd1fh2/4ZA+dsw/ZuPg97F+TGP6J8A/+g2PuQX+ZvjCv+f1oHx+uBo6FLkMqStGJu64BWR4W2FokJ34TGZi5OihVUu23UZmBLQm+pE733M9XMuHO5qX9hVttUAbOPZ79uHAIZxoqoZn7hlPV8+4aC/51fEX3B5vuNXXMsxPonUNtWnpw5Fls0K7imUlhN+3p3c0qmHdrmWeQiluhlssYoOrK4cK8Kz+jEstVNGb8Z1Y3PBM4cjlYkMVLZYVteqggQVLllaKcassX+3+CkLmqnrGs+VTfrH/BVaPVMYyFmvnhbugMgPv+2/YHQ+sqzUbtyEuMhu74pR7vtp9SWcXOGtoVI2PPTlJcT/4ga5qySlx8PfUumZZLxmmIz5r2rqjoqZWjnV7wS/vpfh+unzKn67/Dnu/Z9NuGKaB2/EepRTrasOURxyWZbWkrRccp55VtUTlSGM7csqs84ZJJRamZWFWOPU1VhlWzQpXQAk5RiZteFpfsKnXQGRVCX33NNZs6ycSnxIGbsYbGt0xxMTIxGnsuR33VLbi1fI5z9YvSSqigqjCx7FHmYxWotM/XVxhlcPqYsfUmVp3rLIn5sRFdVFmXw1d1bBwKw7hhM4K1WimNHCVthhdMWXP9fEdNmk6t+KqfcoYRwZ/4qK54PniJUYrskos7EqsYNqwrjcs7IK934OSiI9l9TlGGTrbFZpd5qebL7gbbrnur6Uo1LAwS7qqY5h6hjiyaTa0rqWzHbf9baERRjbNlieLZ5BhjL0UJiESdWAKgc62xBjp00nQ7SqysVuem2eEJLlunetobMPe71FRCiKBQ3gsFmdqPCNOFRVDScxTpYTM52zNyq5oqw4fPc+bFwypx+pKsk9T4DjtsdqdlQejjRCk5yInSnZbyBKnFOLEEI/43oO6Q6O4aDY0phNrHYkny0sq2wowLAX6OFGrim1zSW1rbocb3qt34rIwFVZrIeOaicY2hCxRJT57or8nFWiGzIIK3VkZXQqzzP2wY3S+RF/UdG6BwbCsLO1qzVTmbjq3LEpuh8XK8EJOZUYnSsOjHmykophND7mqOQkRM07EOnKZRIUSxTKjE2JLtxWb5oKFXZzhKyEFoXRHAUtkJfOSla7K/Kc0OU65s2VtVlYempvy+a7UBwrKPFt4UV+c55nEylXJdqQuNuTSQM0wI6edhMonUXz60APSiFflNc3qh5/zXpUU8Sml0pSFYtEUJbMp0TDzTF+IQgfVhWUgtuJEbRtCEpu9ybNSZai1xJ3E4sKZUqBWGh/l3pyVIpXhfrgTxa4U4UYpuW9zFgueUqAUre2Y0ohC03uJy5jNa0YZUdhUZkrhPId34oBRmso2tLpjYdQju2fi5I+ioBQVNivNKRyLpVdiLs6N0xxX8ngpRTVdlPMkGp9VBmeb8/xhoxSNac5NIHxYIM9NTszxg0bxoYEfP2hW5ByXYq/YgrXWtKb7QJWZG157VjwfGtLHtj+BCsnTVab60GZajmPeuAjRn+8JibFC5uaMWL1jFjBaSEJ+bXQj95VWkq/6qOHT5TWfz0fZLPxA3VMKkwVa45QocDkJCDKV97FWD2qmzppC4DlveOhiffzAnggFbCQNtlFyrXycCp7qe5Z62BCYFd7H19Koh82f+THz6z2/1mKbfmyR/W3Xt1W4WdGbm+ZFteBgwwf33ry+3YDP3xvz7/5QlezT+rT+Nq0f05gege1veMwXwPVvfTR/i1Z6tGs2L0dFTcWIfDEP9OefWSrWrAvsSKxxgYDDsW5kJvGivuSXu19yM9zSh5P4/pPmxeI5ox5Y5I4Rz9EfOZX5maVb8m99/m+jjeab4RvupxvuB8l8vKgu+Hz1U479kdvwninL7FzKiTY5Lusr/mz79/in7v+i1pYpinXvxfIFC7MSi63t+Ob0Fqdrts2KUHIa127Fzt8z5YnDeChFRsIYw6Ju2JoNL7vPuB1vCDlSGc19Lwj6GAe+3I8YpVnWKy7qLT5PxBjwKrBya3b+iMsTm2pNV3VkBRu7Yakih1PPzXDNxeKCrVtgkiPkyJA8cbwh6RXOVtyHHZMfqesLklKENGBYs3QrtNEcpwNKJa7aKz5bfsY3w1ucNjzpnhMqL3EcOeGwfLH6gpvhPUL2HTj4HWEMbKo1ShsSnrW7oLGNIPpzYlWJ0hdyZD/t8Dly2VwRs5eweDRWN9wMt8Q0sam35Jwl1scYiQVII7WtWdoFz7Y/5b4+sqkvuKgvGONIZyQeIKiHGIIhnCAJYW6KE2Ma2DYXhBC4Hq+lGE0D++GWld2QcuLd8LV8oRcVwilRSYx1bKsLTqHHKcvB76h1S+0qFIpaN6yrJShBlR/8vcxXltcOmjGNtLZFZyksbQGYWGMZ/UmwYVqx7S5Z1CtaI9AhgN2wQwHTKHmDIXvuphvGOHHhLggFKrRIch4P/ig0VrIAflD0oSdEgRfU2rFUS5bNktq2pCgFQZ96fPRs3IbNakNtWsku9T0+yTzWFCd8Qfa3VUeFE0tcjoxx4BAPTMNYYCECPYpI3McYBk7+BGRClsb7otpKBE/JNR7Cgdo4ttUGq5y4GcIoROc4nPH0Q5I8YXlPXkoOaU6c/IkOmQ2LBA5+BJV5uXpFY9qzHU8pzRB6Ufu1K9CDxGfmc6yxRdkJBYphmaLHGMmDq9ZCFpwbulwaqJ9d/oQ7NaCVPl+7X/v5+T3WoXnNszaaYg1T0rD55MtMacKWTMp5VWXDD2DFCvgRVqtviQA5F2UqB5k1Lssqw7a9LDAK9UED8e3fnxveUOJwHjtsBB4js71THM/n5KFwNcWiKYAXUlG6TH0+N5WpiClKeHwKBKBGwBhTkpgio8VaGVM6z3GFFMp8p4BKHhfEh/FwBsHMlkldGiun542NCcocn1FiT51nJMX6K3nKs+pjiiprShPni9rX+56M3I9KmTNYJSmhioZCzzRKY4qiLKP5D3Ef86yWj7JJYAqRd272VFEPpRmROInK1A/WTaXP778+9OdGc762cxMwK5UPf7tc86KIOVOVCAj9nbpA5gvjwxweDyqSPO+vbbO+u8ps3Ed/hEDsbAHHze8zU+IoZGRHFxJ3RVctZc6yNG/fvpcf38dzZufj1/e4WTr/PaWEnPzoXMyvX+y+9ryRMLsEvm993/vr8RylnJKH2ctf93x/E+vxBsPH1CytdJlv/jHl+MNz/xCV7NP6tP42rR/zTvg/gX/39evXyzdv3hy+/cPXr1+/BP4d4H/+XR3cH/KaVYBv/9tCLxjTyPioKb3iKaFkEBkMR45CiqTh0l6ydhcoren9wJ2/ZQiixm3qS9qqRQW4HW4Y80ita140n6E7xcHfM2bPL3Y/p206TtOBTb3mT5d/gnKa/bijjz2HvCOkxKvlK4gCmNDWMeSBn/d/gYqwcVfUbY1OuYBVpBDqUy9fhDGRs8WqRFPV5AJMMTgWds1h3GN1RVJCN9xWF6zrlURypJ6lW3O5mni7/4aTP3GIO7E5uo7KWF51LyWjrsywXtkVVlccwpH78VeiiFUafOBiuWYVO551L0r+lES5xCQzpSff0+iebX3JoAcB2sSe2l5QG0tnF2QCWMWyCrzavmRVb2lPb8kFCX5kz08ufkoInikM1KZm01ywdhe8G76h8QN1veZJ94wpjjSmo3kEf2htyyEcuKouWTUX3Pbv+dXxK1KKNEqUqin06LrhefeE6/4aya9U1Kol+InPl5+RiwqhdeZnl3/MsQmEMNG5FcN0kmI9C1p8Va3FWusn2qphZdfc+3ve92/pwxGFZeE6tDKcvOUUj7wf37OsllSmEUR+gTrlJLmfS7MipMhFveFJ8wSjLI1rOMUDQ5jYj/fsg9zP1jguu6eoDF295EnzpMxnDtSuIcbIMZxI3nNIe+6VLmHuEgmyrJZUVU1Kia/7rxj8wBQGFvWK54tX+OAZYs8pnFi7VgpzKXuYsuSsXjbNQ2RDsUharVmaJa6qUVkVpSAJ+EYplFa0ukMhBex+3LNjV3LoLE4vxHacAroRuEXIgp0HqIvlsA9HYrGjxhxZFMtrSJ5VvWZVb5jigM4G56pip5T5qZQzVSNZfQqJhQBF5RraenG2UDrjOExHfPKiKhrJE8w5kzUszbIoZZGkE2tzQWtbfPKMQai3MUUqW7OqV5KV+ajRm8EN0gFwVntmNePbczvzHNem3TAdfvhu/W/a2f/YXE9V5od/7ApFmZuBFPD9Be+8JP7A4XDnxz9g+vUHj/u+31cotBGWwLctmcC50O8LHIUskSDG2ALlUaQUZU4PhY9ebOrIZsgpHAV6M6sn5PNMX+MkdimVpshofQackMvxldciNE+xo05pOs/TWWXPz12Z6gPVaW405tfxuGlbqKXM/pVzfgbWFDtyVR53UW/P1sxZndWIwi3HbM6N51nNytIIWSMKtK3tB3bKxw3LA4hICJ3Lavkd1ZOUz4AQmd8VxfmcARgfNhOE2ll9MJf3m+4jkLrg17kf5w2J+X/Pxz2vM4inbIbHLPTbx/OMj22u8zHN9+z8c5kRlobVmPq8uQIPQJVvr8f38V9r/Za94ved2482n5+as0/r0/r/xfoxjel/A/yvwP/y+vXr/wRk+vz169c18G8A/y3QAP/wd32Qf5jrI8PXJFIBVQBYHCs21NQEAkeO5xyqLVe8WL1iiGJ32u3f0lULqijAo1W7JKTA3u8YQo/3nucXL3jePGNbPePL01/xTS+Kh7GGrdvyvHmG1ZavT285jfdMfhKqVvuC0EReLF9y8kcBayjFphYLaWNbjv5ELnNe67RBF1hH7/fcD/fkDMbKbMemvUCrBhNONFnR2SUL2zLlEZMdi2rBMQ38+e4vyCnh48htTozBS6SItvSx5xSOdK5jXW9xpuLz7VMUka/3X3Ez3jDmCacMXXuJQnEYd/ggSPt/5dm/yqbZcH18R1ISVL0PB0L26KQ4xAPXu/dcVpfsvMz7GWOwtiGkiZACy2bN2q35u9s/5X1/w+frn7IwC+79rRTtuuJ6uEa5Nfd+xzEcac2CC7eBVvNq8QqthFLaWIsnkkKWzYQs4eu/On7FNp3ISvFq9RKLZVWtcKbiF7u/RJdoDbFEWqy1NKbBYZmQTNHOdZxCz5hGdLIsqzV9PJFUQlnNfX8nsyXTHSc/lHzMjtv+hiGOaKM5hYFtvWXbXmJm+5KG03Si1RVJJWotc5brZo3PXgiJUaIDslZorVhXK4moUEtC9BzdmjEMNFVLY1pqUzFGyUvdTXfn6IopCgkUYIyDwLWmfSmyBDuTiqKjs9B7m7ohVQJlCSqwrJZs7SUL22GVY0g9U5wEMBJ7quaKF8uXDH7AWUdjmnNhPRfP89ySUabASoLMSKmH4jqnLHPIzIpMQb1ry6Zan61pTrvzbJcoMJfnInsIw1kJq8tMsn0Ueq2VlmMv8KOYI41pqG0tnyU5n62pqRT4la4Qgu8CyrFJ1tlITIlVtaa17YNKog0xRY7+wMmfsMbRmvbc9D0uTD+61If//e1m8lzUPioSU05ngI9VtkBaHn4+v66YJVtOmqfZ7vf9xW9M8Vygp5ywJU5gPq6PKT1TmorC+v3Ewvk8zRTM7z0VxUnwY9bcbM3zkTPFM+RwpkEOaUQjjZ9RAg56bEMMJYcTxdnS+6AM6bMdGsCV6AFXKKTzefhYQ/3RpT9UnX/dkvzhh/NRm/qD6/HRp1f6ezcWHm8CyB/4+N99bIP/+IF9959yziyrJcNHqp0f0lj+uvW7mDF7bNP9sfN78/pAbXv0vv1tn+/T+rQ+rU/rb2r94Mb0zZs3/0dpSP8h8I95wOWJN1WcQf/gzZs3//h3fpR/gCt8oJaKvCDB8J6BEwbDS/cZUQXJ/+oznomKmgv9hE2zxmIYx5H7tKNysqPbWMk7vRmu6ccTXd1xVT3hs4uWVbtmP93z5fFrUg48cy/5YvMFOFAqCegjKy7aNau4IISJu7jD2goXM0/bZyw3C/rhwE245Tju8QRqbXGqYmk7ruM77tOdWJ9UpNMLLuvAGCduxxsJiD91LOoFC7MkEbhot6zckq+PXwECWtiNe0KYsNrRTwNq2tHqFqsrVosVT7rn/PLuL1m3lyituB1uOMUjVlX4HGlsw+gn1u0Fy7rj5Ef62KNMxHrFtr4Uumy1YlNvaFzLzfEdu0mCqn2Y+Hn/l7zN71jnFa1tWVQLam0hKxbtgjGOqJz5J9f/lJM/ctlcohYv+OX+V4xpoNYNtW24bLYYq6mniqzE3vbH6y94tnrOlCZ2w45duKPWLRfdlqVd8O70lnW9Zoyeu+GOIQ28WLzk6fJZmUVsuWwuOUxHdv6WS3vFZXOFzuCzZ+93XLmnYru2LduUSE3PLw5fY6JhaZZMZiLEyKpeiX0vTqzrFV21ZGVXvD+9x+UTnWnoo8S56AyrZkVtG5Zuec5u68OJIRSqra3JKRLMgpA8S7fkFE6cM+aS5EM6U3HZXj4AKhSorFjaCsbMKRzJwJhHfApYYyT/1FQ45biqL4XimyXEPhGJKTGkgY3ZlCbPU9tNaQQlZ0zigzIm66LoJZbVmmXJCmxcI5bHYlPUWctrL1a7uQl5rMp9zFo6NxTz/JY/B7KLmmO1/Q7VMCShaXeuK7EXArh5vITgOmKModXSSNamYUwjpoA/jDY0pQGZZw5jDoASYFFRNq2zmGjOitfJn87NzxTHMzG2qxas3Op3CmuYISw5Z8ZQ0Yf+rERZJZly3svcaKWFXjvn/81xFrNVUMAv7uw4mK9NyokhCuToHD1RGtGU05lIar6lIHFu3h5AKlOxZM9zfTMcx8fpA5olcFakfPJni+Z8vGJH9QWwE8t9U/D66lHu39lGLE2mQtR6IYoqtMoSgWOa7zTvH6iEPDRQrsyFzs344/P3sWv72zTUv+36fcy3PW7ifuia1eHv+9mn9Wl9Wp/Wp/WHs36Uqf3Nmzf/6PXr1/878B8D/zoCOtohNt///s2bN//kd3+IfxvWbM2KTHmkpmHBEoxCJ03fHxmZWLKkosZZAYBcjzcc4oGr9glLu6KxDffTjhQ8QUWcrfjjzZ9Qu5q3+2uG/Vu8GlnVKzZ2y6pd0+qaL4cvqaj5k/Wfyuxn3PGr06+4Hm9pXMPr7WteLD7DKMUv93/FLu5QWDb1gtq0fNn/CmuN5EGGlm17SU6K3XjHPhy4qp7wolvy5/d/joqaMfXc7+942jzlafeSztZcLp7w8/0vJLMrBVIMZxhONlLIZ13yw1yFDwOfX/yUtV3z7vQWH0ZB1ZsJRWbTbKgXMmv4pHuCyTL3+MvTL+l9zxAHUoisStZjyonL7orny+d8c3zH0Rz5jM85+AOd7dg2F1zUlxz8CZUBFK2tMaouoc+O3bBnyoExTxhlWNYLnK44hAPOOF5f/hmneOQw7ti2lwx+JCXP88Vzln7NRb0uwAl4tfqMbXMJWXE73jKVgHanK07hwJBGfBhAKRZ2ydKthCKKqNZGWWpbY5SRiAKV2bQb/mhZs5/2aKPZmC1Kg86KmMt8lappq5bBD6zqNU1pQMcwcj1eS8SQWdC69jx3JGh9zcJKJIFPExqN0wVIoTLrek1MUSJU4sRle1ViJR6oh6dwoo89yYu6tXBLpug5hHvIisosz+pk6zpmgqnR5kwTjCXTdkgDGs2T9un578RCsxXARywwDIlnmRXIkCJWG4YwUBkn2Ykls3IGxQTvz8pdbZuzKgoSRu1KJqqQT0fmoPWHRkNyg32aBPxRoBwf5Ik9+neiNDqzpXR+7scZeGIhFMBNzBDzg4rXue58bqY4nW28Q+o/yD4DacRijmfVrbXd2Vr+7SJ8tmPOTc7HbLozYMYn/4G1cjfuPni99hTYTz1Ou3MUCMCQe3wMnNKxnF+DM/VZtY/EQkUNDLEn+jKDpx5iSJSWDQ05VlOuRyw5a2JNjnE8q4yPbbsy1xc+eF0ZznChWdWNKZ4tpCEFjv5wPkcfm+mbm1gtA5jigylEaaXE7u2UxDHMs44ztXRWcZ2pPqpaP24mPzp3pj587I+lXn5an9an9Wl9Wp/WH+r6wTmm/4KsL/hr5pi2LFixJOmMRWNx3KQbQHFlrgr/UBDvSUU21QWfLV8xxol3/VtO04nny5dkJCts47YcOZFCYNOuqbTQP0c90eSKZ6tXWKVZuzV9HLge3tPYBUYrKhoq5/hi8zOmMHD0O/o0YpCsuNv+Pd+c3qGBF8uXvFi+YjfdM4QTg/fcjzcMYaDTHVfrJ/zF3Z8zes+L9inG1VzWV2zaDS87ocP+avcl94PQQ6VuCvgAACAASURBVKMS03KTa5qqwRhFHyR8PcfEqt4IZVFbjDHshjv2fk9rG2KIPF08k1RBrVnVa7Hh6oqcMrWpuZtuGf3Iq8UrNu2Ggz+ilIA2bvtr+tiTs6hLMQecFdvl4EXNbuuWhV2xrtY4bXk/XHP0+xIXofl88RlWW06xJ8QRpTVGOYbQo9Bc1Bfcj3f0cWRdLVm5Dc8Xz2SWuMSEdFZIrz56rLH45OmnE3+1/6uzgpcIbKtLfA7EJKHtWWVaK3ET1kjTnBX85PlT3r/f0wexsJqSfTqDPjK5qEsPVrdltRK75CNwxRSnM3ziccM1NyqzCnjOBkQUx5QjN8PNOeeuswvmstiUkG4fg8wVz42DNsW2GM7kxXmGTStNihHrKqwypJRpbC2xLCXL7vEa41jULc+UPK1tJBuywHZO04kxDYX4WtRRUyBOj2YLffKcwkliPgo92CkrRNXSqJ0hNNowhRFnHAu3lAamNG1n8uUjxWpuauf8zrlpkIY/nO2YRmla10l8SvJnMMtMgI05PMwOzvOJSmbeHpolURRrW1HrBmseYjMUcixjHM/XeG6m5mZ2fq2zCmmNK2qdKNem5IpOpZGS2ASJ1jBKUdnm3DxfXS345t39h8050ujP59MU8NV8HeYm/YPohXJ9ZJZSnV+LKlCbSosV9HFDfQYAlfnA+ZzN1t9zWL16CI2fQTRn+q6cuEfHrpizEx83jvP1nBXzx838PEM5R5WUF/qd74gZYvSJoPn7W0+frnj3bv83fRif1qf1nfXp3vy0/lDX34Yc00/rB6wlSxpbE2KkzwM9EgvQ0WGMIk2ZnhONWvCie4mrHEff8354z2G4p7MrnnZPed+/5TgemIKnchWb+gKrK0Lw7NmztCs+v/gpF80WHyb+YveXjHHiafOEv/fkX2KMA1/tf0UKHpPh1eolN33DX+7+X6Y0sV6s+aP1T4k582TxhNY03E/3YvHUS3ztaaqam9M1OgnR8NJdccstWMvT9hkxB/b+nsXYctlcsag6Qh6olGQQjmkgqcRnzU9om4Zv9t+IsqAStWporOMQe0KYeLn4jG3sOU572m7Jxm3OAes+e2pqFmbBpEZa17C0n3MKPZfdJe/69+gyM5ty4kn3lJgClWvYjwf2o5Bia6V5sX1JpapS/A7EnPCxZ1Etedo94+RPvFg856p9IjmHwTOknpACtWmYwngGlHRVJ3EY2jKFkUjkot5+Z/6pslJMG2XkMe2WnBJNiSsYwoBTNSEG6mVTmkN7tu1ZY7mot1y0FxxdpLXdGeDhjDsXywIQWp0bmiEO0nw9sp2rYhOdYSYpJw5FHXqAm8x5egL8STlxmAZ8mrioLyXCJfT0oWfOzUPBEEcMmtbUHyD+a9tIZmgW+6fJkrc4RY9RmtGPhJIROBRFttIOHR5CwGeyqRT1zbnJADj5U2kiNbVqzlZNnzxHf6APPa1tceYBQmOVBNnPs6fkfD6LMh8qs6O1rc4xH7vx/jyTODdRAsmZ5wNlJtBq2fjRSp+b+yn6Mk9rikUY9tMOozS1fZj7nAEvukCK5uMVK6s00atqzZQkjF4aNYlmCMlLI1Ve/ymczs3VlCdSnAq0SRRkU663MqIYTmEq84jlXk0Boy2d7WTToViKjTIsquUHVujGNXROztkPIeF+W+k7R2Ig84azSvx967E91Wjznffc9/5dvqsMz81qKHmNjyFJP2bNM5SP5yhnxTkVd8APyej7tD6tT+vT+rQ+rX9R1w9uTF+/fv33f+hj37x58z/8dofzt2spDJkPseVrt8anEZ8DIz0NHZXuMBn6aeDAkQrHuluxadfc+XveH95jteZZ94JFvWQ/3LMfDlhrWdQraiomPzFGz7bZ8KJ9wR9f/Iyb6Zr/5/afcdls2TYXTJOn0pY31/83lXY8WTyn0ws8np/vfo7OSB7q8gUvVq/Yne4I2aOyZtNsaW3H3XjHzfQerSwbs+H55XP62PP18StCTrxcvOLF4iW1dXxzeosNhmM88v7uPTEn1vWaxnTUrqaKFcfpyDEduNRbtIbBD/xk9RnWNHS2Yfn/sXfvMZbn6X3X39/b73quVV19n56Znd05u+vEZsVNCsg4CAks/khAgggHEEjIFkJJMOIPEAiStQiJg+Q/EEEKITciS3FACsECJIgIsWUSmUCITZxj7F1fdmf6Mn2pqnP7Xb7fL3/8fud0VU9XdfdM9fZlnldrVFWnTp361ekjTX36eb7P065Z1cuu6qXGGHWDMh12vyR7350XtCkPVp+wahe0bYvTCYNyRMmAXHfXvG3H61oz4bg9JlEJ02zC0JVUfSVxlExoY9OFb9/slnuXtuAgv8Kj5iGl7YbLhOhx1lHqgjo0lK4kRN9V7HyDM5ZpttdVz3zLJmxY+zVpTE8Nc9m2Wa7abo/mpewSzrjHy+JNV71rjUHTtcASu190q1ChgLVfs2m70OXs6UriWXKbf2oaaB3qXTur6dtLQ18p7SpA3UTWNra0/ZlKp7sBRkaPKV3Z/VzpZNdCapShaivqUONMV9WqQtVXv2pW1cMubGkDsQsSQ9vtDMxs3v097LYvdHsRF9XxblpvZvOuTVJbCldQx7o/r9dV/bZhexvqMpuj0d3+xv7vZdksiHW3piP21UlCN3FTozGmbz1tN905VZvthnRtA1QTmu6Ma1S76Z8hRqpQ7Yb47NpIlWHdrol0wV0rRelG3ZAX7YjE3eCk7VCjrcY33TlWY3dn6rp1HY7tzsaScncWcftfHbqhU9tW0a6q171WrLagLbkyu2rdNlyf3OW5rUKeCo39taWkzx063xS7qaNPnDm+KCd3PwohhBDifC/yf+I/x+OBR2fZLhn4QgRThyVidvvpCkpa3aKtY7n+BINhrCc0bsOmqtlQkZuMkZ1gjGHhVxxXRxRpQaEKRuWQR9URy82SQTpkaq/RxJrD5hE1Ne8kt/j+vR+gUg3/39GvclwdcaW4wjiZsA4L7q7vcNQaRvmIy/lVFIqPNt/BbSzTbEruBvjNPR5VD9H9ua5BMmDtF3z3qObG8B2cSjlulrSh4dgdc81eJ3PdoJ5BUnJtcIO6rXhQHTJyY64MrrKoF9xr7nI5v8KXxx+S2G5i6rpaY5XFh8A6bNDGQt1NyUqMowmeRFumwxtkLu8DWRdg7m/us6lXTLIpkUielBxtHlHFmqb6hMwmOJsRwhF72R7QVQi7vZ8Zie4qPBrFNN9j4Ab4vrUyMW43+CQqaNqa3OZYY9kzezjdVcBKN9jtZ1u1q27SqHZkJt8FnO0v4dZYCl2walZUfgO+221X+3r3K37dbsht1g24Ump3fmyUjABOTRzdSkiIMfY/W0vlN7Sx7SbOPiMAVL7ahbCT1ajt8J02tKyaZTcZ2Ga7Cqnqd0dGFfpQ3Z2HK2xx6nuevM4iKSgodmdNod+ppxxp0p/jJJD0z+1uKqu2ZDZ7PEXV18QYSW1GRo7HUzVrsn4Re+sbAoE6NMTQ7eJLdy24pps4/YRUp6gIla+JdIOGtq2Y26E4bWigXxFSunLXRjyMw1O7B7d/R9o+DnO7VlnTrerYtgg747p9pv1Qn+3fQRva3RCmk0NrtlNYK7/ZXbtHYXj8jxy6b6/10bPxm1OtogpwfZto91hdRdqZ5FPhF04PknnelRBvUugUQgghxJvlRYLpv/7Exwr4M8BfAf77C7uiN4TuTkDtQmlOwdB0A2I2zYIAjMyQLEvZVGvWLHEk3MrfZW26KuGyXTItphS6ZFktWDQLNu2K6+Pr7Gf7PDx+yKE/oq09lwaXuDq6ykfLjzhsH5EYxzgdM3BDHvU7TgtTMk0PuLP+Dr+y+WUOiq4ldZyPSFXB3fVHEAOjdMzHi4+5v77XTbRVKVWoub++x+3lRxxXh4ySMQfJJRLt2LQrBumICAzdkEcEUu/6/ZeO3GV8afxlrg6v4bSl8husShgXKUmT0rQ1dVsTA0yLPcbplMxlHFaHXVuhUlzOLzPKxhzWj1jWSzKTol0XBEbpmGm+x73VPRb1EVVTUYcW15/uS4xD9WtVKr9BG8O+LbA6IdXdGdftXr5EJ/jo+wmoXfXIu+7jSNwNizlJoShswbpd04aGlgYTuxCXmmwXYna7JbWl8hXLphtY3a3w8NCv5jnrl/uz2vyU6h5jkAw4NBW1r1iGRbcHtg9ZT649aHyz28HXhobEpLsWQ6UUmc2ofY0PGYXrVvgopfpg1A2w0tqQ6mw3pGf7+CerclqZfpK0Yt2ud0NlcpPvzvo9rS3yyTUGSilSk5Lors0643HrbZ08DqzbM4O5LXY7+ZTqzk02/c8J7NaUdJNgGxKbUiTl7rq35223a1q6c4rdMKOTLbnwOIC3oe0m/Yb21HnEbiR57IZqKbDGdetdTvyDAHTBc/ccnf7hTwVM3b8ut9ex/Z4NNdu9p92X6d3wpt1ZzBOvgc+7CkMIIYQQ4nvpRdbF/Pknb5vNZn8G+DtP+9zbrysOb8+5FRRAZNEc09IwpCR3KW1oWbdLFIprxTWm5ZTjxYLF5pipvcTVvess6wUPmwdkVcF74y9R5AV3VneowoaRGXP9yjWOmiM+Pv6YNMk5SA4YuAGPmoc82jxinI5ITIJXgXU44rhaMM2njNJuPcS6WaKcxqqUgTGsmgWfrO+glGKcTblaXOb2+jYPqgdMsn0myR5FWqCVJVEpzjqO2yMSlVCFDaUruVZcwZmM2m84rpaM3ZhhMmLZLGljy6JZEmLkINsjSffY+A3aGiyGcTrC6aSrLMXAylfcXn2MNY51s8EoS6ZzHvlHJNGybJcM3YBC54wHI+pYY6Mhsd3Al9p3+zYjkWm2R2JTGt8wTIcYZTiujghEoumqSN1fn9qdA9RGf2rQzpO6KbPlLly0vkFpTeU3u8FCja/RutvH6bTd7RgM0WN0QmbNbjjO1rN2/z1pu++wjW3/2lrtPredPLudIrsdwLTxm93qkG0LJ9Cde9P9Wo+22VX1SldStdUukG7DINCtBOnPHmrdrdNYNUu2vbiJSU8PhfkMqx1OntHbBtZtFXBbaX3y+bJ0lcKnPV8nH68b0NRQh7rbM6oUvm13z1+IYbd/dBcYt+Guf3/bHqv048m7u3ZpukFPbT+B1fT7TrfBmRhJTbYbmLSt3Cv99JbSk/sotytKTP/9n7WHVEKpEEIIId4kMvzoc9hOXswpMFrjfWBDBSiKrCQGeFB/QotnzBRnHctqweHyEWU25MbwBiZojjdHqAiXBwfsjy7xmw+/zaP6IVeKa7wzucFqtWbZLpnkU94dv4eJmsP2CGtcV300KR8ffxetDaN0zPvDLxGM57h+xI3R++wlezzaPOQ3D79NnmXcdLfIbE4dGtbtiuNqwfX8Bo+SI9bVglE54iA94LBZdpOD0yF6rdA6IYaAVYoPxh9yt7rHYfWQ+9U9lIpkq5Tc5eTphDbcZ9Os8ERUjFTthk21ZJCM2fh1N6E0elCaEAKH9SHrh3Pa0JDbgsxkQKTuzxGu9JoYFkz1HqnJGCUj6lCxbtf9VNptBa47HWf7KbFtaPsdj127pTXJrpr2vE5WnrbBaeErMpWgtOpXwahux2t/ZhI4FXZjjCzbJW3T9Ds5u0mh3VCgeKqi+Szb5fapSal9vfvHka51We/Cd9IHl+01VaHq2lDRXTusr7qQFemn9Z5ug21OvF+HejcQ5+S1JjrpW2Fbcpu/1MEuql/v8Xk50w1U2k52bfvJrCdD4DZIbltnVT/M6ax/wHCc/rveTuVtY3sq+G7Xh7yo7evueV8jQgghhBBvms/8W95sNhv177bn3vEtlJJSU9P0g48y+j2LNLS0lAzwjafyLTUN+2qfYlCyrleQwJXhVfIkp1UNd1d3SJKE6+YGSis+XnwXUNwavUsSHb/+4NsYpblZ3uLa5Bqbas1xc8Q0mXJteINfX/wqDzf3CDpwo7iJx3On+hgbM65N3mPf7vOgesCxPyRzCTkZm7hCa8t+MmDsBtSx4tePfo3rg+tM8isMiwm5LVi0S4iK68VNrg9u8huPvkWjaoxNuLO5y7pZ4bTjenmVqDXHzSF12LBnDnh38B5HzUOq6Lm3vsvd9V0ikSvlNcbZHsf1IVFBCJ7MpBgsn1T3SIzDt0vq0DBMRl1VUxsIkUW7IAKpcSjVtTz64EFDZnJSm1L7ilW7JjcZm7Y7q2eNY5B0ZwWfVlU7T+O76b3bnYOrZkWIvt9L2Z1L7KplisJ0FdVtW+zWds3JViSeOkeolTlV0XxWJeykJ6uBcHoVR+UrEp3swthWiIEYQledttmukuqD31XzgN2Apu05TKvdmRXNN802RH+qdbsPwJ91GM6TVd9uCq96qaFdCCGEEOJN95l+85rNZhb4j+gGHf3qhV7RG8DD7hd/Q9fu2oSWDTUJjgxH47upvI6EG5ff4cHmIVWoGZgR02yPTbtmUa/QMXLgDvAusKxXtJuWW5NbLOsFH1e3aZqKm6Ob7Jd7eN8SFbw/eR+lDb929Kt8sr5HaYeU6YBFWLKuV1wurzFOhqgIv7X8Nigw0ULUGJtwkF9lL93Hx0imM9btott52GwYDkas25pJvsc4n7CslyQ2ZeBKNoM1i/qYECOr5phxMmGSdvtTc52x8RWH9SE+tFhruZW/z53lXY42DxinU3Kdc3N4C60Vtc44yK+wapYcNcdYbRnGIQM3wmhFHRomadeOHGJg3W4YpSNG6RhnHKt2hdOWvXx/13Ka25zKJzS+xmq3qxzafvjMU5fVn6MbErTZ7Y/cToGFrhq5rbYlrqsarprl7mu3Z0998LtQuq2oAo+H5sCu8tm1anb7GLdTXrdtsc8bkrZtugrFsl1CX73bTop12u1aQrfP2TYEP22C6LYSaPsJvi9jcunb7rOsHhFCCCGE+KJ5kXUx3+rfVcAVIAP+PvBXX8J1vbYMFn1iOLHFEVG0eDSRlAyFZsWaRCVMsglNXbGsjlERpnafxCWs2jV4z7S4TO27ASelG/DO/rs8WN3h9uY2ucmY5GOsSfGx4WbZVS7vrj/m9tFHGG24VlznuFnwaPWIm+ObXJq8Q2JScpXRUBOIHNWHbPyG3BV8fe9rpDblk/V9Sp2T2ZxxMcKuEpQyTLN9QvSUtoAELuWXyV1GExsOigM+nHyVR81DPlp8RJkOgMjN7Fa/y7Nm2S7xoaEJNYtmySgd8WU7wxjbT1T13F8+YBMqmtBSh4rSlbvzntt9qNvF9ma7l1Hb3aAfgMIW1KH+1LTR7QAdpRSNN/26k+dbr/Kk7TqPwha0od2dSSxs8alqm9W2m8CrulUild+cqooW2zUr29dR3467tW3TDDGwabvJuyfba7UyxDh46nVuK6Qxxl1rsFJ6tzqlCd0OTb/9GegG5yQvUJlV/cRaIYQQQgghXoYXKX9otpvc4e8Cvwh8cz6f1+d+1VsmJaE5cfouIyPElg0r9vQeQUeatiES2CsvUaYZIQRSEvK8wCQa5SOX80tMxjO+u/htls0xlwYHfH3y/dyv7nC/us/ITblRXONh8wCtFeNkn+vDm6zqJetmw6XBZa6plN949C2qsGav2OP98fs8qh6xl+5xc3CLbx1+mweb3yJLcq65q0yLS6Qux2rDrdG7hBg4ro5IdM7vvPQPEPAYrVnUS6xKOCjLPngpFs0RVhkmxYSsznZh7UH1gON6wSQbM8xG2MayalfcX9/lsDpkkoy7M7bJhNrXaGCa7fNg/QmbtluLc7m4QmKSXXXS6YTUnm4N3YaiynfnJHObn2pdBU6dAz35NZ9VHWq06lZ1bIcOwdMHFWmlu12sAIbd2c9tpfJ5A6BWmsIVu499v2O0Ct2U31Wzwmq7axXdrWfZPQe630/a4EzSVYpPTJWtfU1qUqniCSGEEEKI18qLTOV97yVexxvlZDDdLrx3waHQWCLHrEjJ2E/3+rN5FVmSdUNz1kdM8ylfmXzIJtQ8eHCfwpZ8ee+rrOsFHy9uc628wZX8Kg/r+2jv+NLwPW4Ob3BvfZcm1EzyKUYpPjr6GOsst5L3aH3Lt46/zTf2vsH70w+4vbqDD2suF5d5d/A+x+0RTdvikpSBK4gojupDkiTj1uAWqMjQjTiqjmmdp44bbDTktsDTEptI7Rs+Xny02+/pVMLItaz9mlWzYt2uaXxDIHKQXyWGyL3qHqnO+rbaiNUJXnmuDW8wTse0tLsKZBlLlu2SJtS0zdOH6Wwnm67bbkdqN2TG94HW7YYKfV5tPywpsY/PCr5ImLuoITXbyqrRXcCNxG4KcWi6dvI+kCYm3a0+6da0fLoaejKkCiGEEEII8TqRaRwvSD3xlBksq7BEY9BG03qPw3E5v4zSYJQi0SljMyaEwMIvSG1GkqYcNYeoqLhWXmeajLm7vktuU37HwffT0GC14cPph7wz+RJHvqtYGmWp2orfPP4uTjmuZDdpvccqw438OkVW8PH6I9Z+xSid8s7oXfKs4OrgGtN8Sh02VLFmbEeoGNFB0cSGgRsRVKSh5lJxwDiZ4mMLRFrvCSFS+e4c5cPNAxrfsPFrjNJMkim1r6jbLrDnNsfphMIVfVg0tL5lYAe7gDVKR2QuY+AGuyCpdm2yhhhDvze0ZdNuuqE8Me52Z/rQUvlN16rbh8Cmv75Fs9hNWgX6FSA19YkBRLWvd+cxn6b2db8a5PUIclppcpdTupLUdMOKnHa7ltzEJKfOi8qqECGEEEII8SZ5PX7rfoMsWZz62NP2A2K24UrjlGW/3Gddb2h8w63JOxxXhzxc3OdqcZ1pcYlPFp9wuDzk8uAqTls+Wd0nNRmTZJ/bx7fZhA3vDL/EpXKKMY5YRwblmAeb+yw3K1JlSJzDx5pJNuJaeRNjDIfVEeN0DDFS+TWT5D0OBgekOuX28jZNqEhNQatbClcwTqdYbVAqYpRlnHT7SLv9n5aNr1g3S6yxjNMJRhtW7RKtDIvmiMRmpDYlMEABbWy7lSWxa2eepFOcMihtGKRDnO7WdJxVfdy2svrgWfs1m3YN/eMmugug2xbek5NOE5301cQaHz2bdk3WV1xPDiVqQ4vTrgvS/ZnR3TUpQ2KSPrR6UpNd5EvnwjjjdkOJ3sRpuEIIIYQQQjzphYLpbDZ7F/gPgH8KuAY8rV8xzufzL0zgXXJMQUFpcuq2Rim4kl+naVuO2kOu5JdJk5zfXnyE0ykjOyF6z+3mDgM3INc5j5qH3Bjf4L3xN/jlu7/McVjx3vh9RsUQqx3TZA8IVNWaXGcUWcYqrFjWSy6XB4zcHsfNIXtuyiAfkuucVfPbjNIpB8Xl7ryhTrgxusGyWbJpN10IHk8pXcmiXZDoFK27VtHWNxRpgU88y2bBXrbftYcqGCUj1s2A4+aYQTLqzytqBm5AYhOqdkPlK4Z2SqDbE7kdbLQNo9uzmucx2pCTE4lduGxXuyD5tFCrlEKhyGzWDQFqu1Cr++9VuLIfLLSm8t2aH6tdt6+yr4760O6GBG13TgohhBBCCCFevheZyvtl4G8CY+DvAe8BvwmsgQ8AB/w/wKMLv8rXhEYTONn+qVB0Zy1BgYokOmWSjFiFDVoZSltSbzZs2jXDZEjiHPcW97DOMUhHfGf1W4DmUn4ARNCe/eSAK8VVDjcPGQ6HvDt5n+989zsoDdfzm/z28W/R+JprgxuM8wmNr0lMxrXhdepQk9qUd8fvsWiPQUdGbkxqEmKM6LQLnxaDNZbCFbv9n5u2wihNHeru/KlJuzOb2qCVIu/PgiqluomvLt3ttdy2vDrtGDLqzznGXbD8LE4G0MIW1L5+rgm72zUo63ZNiB7Tr1zpBhTlbPwGp92p4UlKqd2+UaU02WtaLRVCCCGEEOJt9CKJ4Y8AI+CfnM/nP9Df9mfn8/nXgVvAfweUwL94sZf4eup2YkY0isymxKBoQ8Mld4moIsfNIVYb8qzkOByhiBwMLnNcH7MJa/aSCffb+93XFHtYlVCFiv10n0uDSzyqH1FmQ8bphKP6EQNbMnJDYvSsmyWXi2ukxqJVZL/Y50p5mU3Y9GcQExq/obAFziQ0oelCXR9OjTIUrmSaTDG6a19NdEok0EZPjIGH6wcs60UXvU9UOJfNkhA9w2RE6QYUrjh1DnMXXDndavt5bafePu8Aom04dSbZtQBDNwCotOWpFtjt9aYmZZAMKV0pZzSFEEIIIYT4HnqR1PC7gZ+dz+c/d+I2BTCfz+8APwK0wB+7uMt7vbhTnctdcAl4rOsmzaamYFruc9geUuiSoRuybjZUTcV+ehlfe1Z+yTTfo6FmUR9S2AHjZI9Hq/torbk+egcVI7ktuFpc47A+xHvP1eIaGo3WindGtzisH7FsV0zTfcZ2Sm5zRm5IZlMWzRKtLCYavG+xStMGz6pZkpiEabqHs45N6M7ArpoVdajIbUGiHF0lWLGoF12VOAZA4fvQmtmcMilf+5UjSqmnrkaR0CmEEEIIIcTr5UWC6T4wP/FxQ1chBWA+nzfA/wr88MVc2uvH0016tTi6aqlhqvfBR5pQUeYDtNOs2g3KdGtk2tCyn19iXJRUseLm6BZXRzfwRHKbc5Bf4kF1nypWECLL+phBMmaaT4mAjy0+BmpVkycFuSlRuguaX5l8hcxmDPMhH+5/lUk+RaG4MbzBXr5HYhxWWwbJiEV9zKI+pvUtIXoUihgDld9061boKoapzQBF4Uqi6laRLNslta9oQ4tS+rWZVCuEEEIIIYR4O7xIML1Hd7506y7w5SfuY+nafd86BkPow2hCQktLwONCgveeSKRUGct2gVGaq4OrxAjrZs3l/CpExSid8Dv3foC2bWhjy/XiJkpHFIoAPFw9pAmed0e30BiGyYBbw/dYtEdUbc3N8hbH7SFE+GD0PmUyxCjDfrrPIBkwTicMk1E/aMiSpyXGGGpf4YzDaNtNuVWK0pU4k5CarJs+269GqUIFCspkwCQZU4UKp7oVLyH65xpcJIQQQgghvbEG8wAAIABJREFUhBAv4kWC6d8DPjzx8S8A//RsNvtHAWaz2Qz4fZyuqr41PJ7YDz4yJ2ZGJcbR+JrClhRZwbpZ08aWwpZs/JKrxWXSNCVXGe+O3uHG8CrGaMZuDDqileOguILVhnVYc2v0Dj54lIJRNsYZyzAdc3N4g01YE2LkSn6ZMi0oXMm74/cpkqK/lu6cauVrMpsysCWJTqh8TWKS7lxo0q11CTGQmrRbPWIcAzcAIARPoh2FKxiko+7Mqs36SurzTdQVQgghhBBCiBfxIsH0Z4F/YjabXe0//knAAL8wm83uAv8vMAX+04u9xNdDyYBIBBQOg8MxYIByUMUapRXLakUbW8bJBE+DIWWUjGnbliwbcGN0A2tS9rJ9Bm7EoloyzMZ8ffp1cp0yyqZMsj2a6NnL9olEqrbi1vBdbF+1/P5L3+BgcJncDrg5fIfCFaeus7AFhc0hRpxNUEqj+12dw36wT4iBVbMCuoC6bJb44HdnSG0/xTY1KYUrKVzZh9hE2niFEEIIIYQQF+5Fgul/CdwEHgDM5/O/TbfP9H8G7gN/Dfg98/n8v73oi3ydGBQeT4vHYKh9zSSfUNpBd1YzBnJVcG/5CeN0RJGWxBg5yA5oY2QdNkyyMdYYrHF8MPoSRVowGexzkO3RhA25y9gv9jncPEJpTVSRxKZcH9xkmA2YpHu8N3mfNnZnXmOMu7dKKZRSWJ2wadf40OL6lS7bKbkRWNTHHFfHbNoNMQaO6kM27bpf7/K4Krpds7IdJCSDg4QQQgghhBAX7bnLX/1woztP3PbzwD970Rf1OvJ4EhKmao9lXPYzeRXrZkVGQZEVtLHlxvAdKr+hNCX7g0us6yUNnveLD1jWx8Rin1QXjN24W2fiLNY4rpU3ebj+hETl5Lag9S2DZEDlG1bNkv1sn4EbsmyOscaRmow2tvjgWbcrEpPuVrOkJuNR+wilwBpH1W4o3G5OVdeOqxQbvya2kcIVVG1FRQVwYStehBBCCCGEEOJ5SF/mcwqE3U5PHTU5BUVS0jYNmcmo24ZWNwzsgKqp2Btc4mZ2izub29wc3ERrRZ4UpDohqsi4GBGjxkfP5fIyKoIPNZeLyxw2h4QY0WhK162dyWyG1hofA5l2OO1o24aN3wBQ+2p3rZFIiJ7SDrodnibio6fxDc50E4VLV9L6hipUNLHFakNEYZUh9GdphRBCCCGEEOJ74bmD6Ww2+8Hnve98Pv8bn+1yXl+BgEETAsDj1tkizbk8uMKdzUcM9IiDwQFaG94pbpGnBbpSOJWyqBcM3ZBRMuD24jZXBzd4sLnPjfIm+9k+y3rBpewAT0uMER9b6lBxJb3GKB3tvl+IAassRht0Pyn3U9caAzFGEpOQmIQ61BAjld9Q9UE2MxleO6xxKMBaS2ELKl/JOVIhhBBCCCHE99SLJJC/zjaRPdtbN7q1paEFEhyHtGgMCmgJ2OiofMuNYsy63pAaxwcHX+He+jaFHrCqjynSkneG7xCBy+VVrDIkOmGYTlj5FdoYSgpautbaRXVI5gom6QSFxhnHql2BUn3Vs5vCu13/MnCD7rwokdrXmH6AEXQDkUIM3X17RhuccqQxpQkNTjuUUhS6+PQPL4QQQgghhBAv0YsE029yOpj+EPCD/e1fGLqfF1WQkZASY8BohVGKg+IAH1usTjBoUp0yKkqW7RpnHEVasmiWZDYlNQkDNyTRDu9bymRAg0GHBmtzlvWCK/lV6liT4NBK0/iG9MRZUqstRluI8HDzgHEyoQ41bWh2U3zh8QCjQTLEB08d6t1jKKVITPJqnkwhhBBCCCGE4MWGH/3hkx93a0v5wfl8/kcu+JpeU4qUFJMYyqYgMSlZlmJxPFg/pEhKLhfXWIUlB/kVPlnf5sboFnVsOaqXXBtcZ+1XjJIhWhm0MVxNr9KEmkQnNL7pJ99mHDXHXC6vsFfsc1wfsWmqXRuv0121dN2saWJDaUvure9BjDzkIalOMNpitX3qBF2jDbnOv9dPnhBCCCGEEEKcSQ4TPhcNdMOINvWKoBWJdUSvyNOCe6s7jM2YLElZLI9ISTncLMiSB+Q6JTVdhdTplNzmZK4gtxk+tFhlQSlQEaU0q2bFOB114VVplNJswpq2bWlCzYABAMvmmDZ42tCtjLHa0rQ1ZVZCbHfVUiGEEEIIIYR43clekOfSTalVKNZsIHia1rNuVjR1C1oxSqdMkn2uD28StSdLHKlOaQnspfu0wWO0JrM5ibEM7ACtDcY46lhjlMNoy7pdo1CsmgUbvybEgIoKH1qatukGGQGh311atxW5yZhme2Q2I8QAMcoAIyGEEEIIIcQbQ4Lpc1KAw7FkQSSiUBwMr4BtSU3C1ewAYqRwAxbtkrVvWLdL2lAzSAY45RglY7RS5LbEGovpp+pWzQajdDeMyKZU/eqX2tc4bcltTujDpkbR+KabzqtdtwvVJBhtyGy+m9IrFVMhhBBCCCHEm0KC6XOK/Z+EjEQXKGCQlhzXK7z3DIspNRUaxaVsn6mbsqrXOJ1TJjk+BgauJE9yUpMC4LRjVa9JbYox3ZnQ3GY47Ri5cbfyxaYo3U3inWZTtDasmxUAZVJitMHoLoRuH1cp/dTzpUIIIYQQQgjxOnqRPabfeuKmyRm3x/l8/sHnvbDXUbfL1JAaQ/ARrTReeQyQasPADfBA9IEQA0fNEV8d3KRMS3KXsagXXE6uopVCKcWmXZNYxzTbo/YVnoDTXfUTBZnOGNgBR80RxEgbWoqk5Lg97tbGaEdqUhRdCN0OT5JQKoQQQgghhHiTvEjFVNN1tG7/OwR+64nb1As+5hvD4vAEPJ4AtLrGRsN+us/l/CqLZsm6XRHbhoii8isOsn3G+YjUpBSmJLUZta9Ztd3Z0XW7IXc5e/keSvdraFzZT+CNlG6AUgqrDEopIhGnHT56TD8cST9RHXXGyflSIYQQQgghxBvlRdbFvPcSr+O1ZzFAJBCxxuKwpDoDwCnHYf2IpmnRqWXgBny0+A5lMsRpxzSdsgprmtBSAK2veRRqfGwZuCEAqU7ZhDWFLWhCg9MWZxw+dGdGx+mENnRnS41SXSBFKqNCCCGEEEKIN5+U1p6TQtHSdgFVRQwJdahoY0PqUi5nV9BGsW5WJCrDqYTMpjS+xZmEgTZYbXm4eYDTCYquFbewBQCDZEAkYLVlP9tH9xVU3w8zSk1KG1s27ZrUZCQmlZZdIYQQQgghxFvhc7fdzmaz7CIu5HWnMFgcCSkKjQJssIzTCTFGGu9p6XaRNmGJs5ZBOiSzCdY6CldSuAJQHFaHBFpyW+zCpdWWabaH1noXSoFu/Ut/JjXRSXctWpPa9BU8C0IIIYQQQghx8Z5ZMZ3NZvvAvwu8C/wN4E/N5/Mwm83+OeCPAx/MZrMK+MvAj8/n8wcv84JfFYUiIcFgaEKNVoY0S8l0zt3FXaKG6FvypKBqG/ayS1htSV1GxONMxqZd47TDGoPCkNkMrc7/t4HteVLopviGGEhM8r34kYUQQgghhBDie+LcYDqbzXLg54Cv9jf9PuB3zGazvwz8DNAAfwe4DvwrwIez2ex3zefz+PIu+dVoaXBYIFCHmmEyRkWFxnBtcJX9dMomrMhjSepS3hndoqVm5CZ432KsxmrHIB2wbpfktis0P6sdN8aA7ocZKaXI7BeiQC2EEEIIIYT4AnlWK++/TBdKvwn8APAfAj8K/FHg7wNfmc/n/+B8Pr8G/MfAP0IXUN9C3aghbSxjNyU1juN6ASFQJgP2sgMGyaSrqPqK/WKfD/dmXCmvdF8ZYeBKxsmYYTphkIzQ/f7Rs4QYANBv56BjIYQQQgghhACe3cr7+4Gfn8/nf7j/+Jdms9kPA/8Y8Hvn8/l3t3ecz+c/MZvNfoQumP6Fl3Gxr5JBofqAqIhYbbHOEZQi1SVZ4piYEWu/gjay8Ssyn5LalMKV3dcphQ+ewhbkNsM9oyW3DW33vZ8RYIUQQgghhBDiTfasUtwHwC8+cdv/1b/9W0+5/88B3/i8F/W6KSlxJAQi2hhaPHlScJBfIirPJB0RIijtsNpxZXAdYhdk1+2q20uKRyuNNY5h0u0nPe+saIyROtQYbZ95DlUIIYQQQggh3mTPSjxXgOMnbnsIMJ/P7z7l/neA0QVc12tFoYhEIp6ARymISmGVZZyO+crkQ5QCpwxaGQqbkbkMT7fqJURP01c/rbLd+phkeG7g9NFDjLtJvEIIIYQQQgjxtnpWK+8SeNpekrMm9pR8Osi+8RSKgpzBYMi9xV1anaNRKA0xKvbLCdfcVZrGc2f9XYbJmBA9IXqqtsIaR25zACLxuSqgu/OlUi0VQgghhBBCvOWeFUy/DXztidv+AvDzZ9z/+4Ff+7wX9TpJyOhyuEIHg8ORkbNp1hjlaKlJbI7TFp1YvpJ/lcSkaKWpQ8WyXRKiJzMZ3Qyk2I9ROt/J/aVCCCGEEEII8TZ7VjD9m8C/OpvN8vl8vgaYz+ffpgusp8xmsw+AHwL+5ItcwGw208CPAz9Gtyv1NvAXgZ+Yz+ebZ3ztvwb82TM+/e/P5/M/9iLXcpZIhL6dN8sLhsmQ0hY4bfCt6naTqoTKHzPOxl0IjRAJGNWPTdJdm2+IHq2fr2Iq03iFEEIIIYQQXwTPCqZ/nq6d9zrw68+47+8G/gfgv3nBa/gp4A8CPw38JN3wpH8P+D7g9z7nY/xR4FeeuO3/fsHrOFNNi7UOiFhlMMYyLff4cPp9LP0CpRQazf31fQ6KK/jYYpQlMxlGGTKT4rTDKEPlPVaf/bRXvuqHJQWcdhf1IwghhBBCCCHEa+vcYDqfz/8WT5+++7T7/mngT7/IN5/NZt8H/AHgv5rP5z964vbbwDdns9kPz+fz/+k5Hup/mc/nf/1FvvfzCgQMGkUE2LXWWixaKyZuQuEKnE251F4iMQm132BNQuZyfGgxxtHGlhADSumnnhsNMaBQNL7e3WaUrIkRQgghhBBCvP1eda/ov0R3gPOnnrj9Pwda4Eee94Fms9lwNpu9lBKjQpGkCQqFxZI4h1IGiKQ6xShLiC1FUhL7oUXDZMA0m7KX7VPaEmIkRP/UKqgPnlWzZNkuH39Ppc+trAohhBBCCCHE2+JVB9N/GDicz+en2nDn8/kjutbcf+g5H+evAkdANZvN/s/ZbPZ7LuoCW2oigTZ6QgjECJ6IUhofA1ZpEpvQBt+fJ33MKENik1MB82lhczuBlxgx2pLbYjfFVwghhBBCCCHedq+6JHcd+O4Zn/sO8I8/4+tXdGdT/xpwD/gy8IeAvzKbzX5sPp//qYu4SI/H05BnKSkp1sJ+OcLbNQfT97iyP+HBJpCYhNSmtKHl2nCPMikfX2jTPdWFKz71+LWvqVq3+7zR0sIrnu7gYPiqL0GIp5LXpnidyetTvK7ktSnEY686mBbA4Rmf2/SfP9N8Pv8Z4GdO3jabzf5r4JeAPzGbzX56Pp8vPs8FaiwT9piafa6Yy1wqrnJlcsD74y/hm5bNKrA+jqw3AZskrPC03rP0npV6vNI1xu6M6lJ9es3rpt3QxpbCFmzU6vNcrniLHRwMuXfvrVsTLN4C8toUrzN5fYrXlbw2xetKa8X+/uB7/32/59/xtBWQnvG5rP/8C5nP50fAfwGMgN/12S+tM2aEIlIkOfkwZ1yO2S8v0YQWpS3QteEqFIl23VoYrT+1f1Sds5N0uxrmaUORhBBCCCGEEOJt96qT0EfAjTM+d5Oz23yf5Tf6t5c+49c/oQuNMSqi9sQIWoFRGjBEIkop/Hb36BkB9CyBIKFUCCGEEEII8YX1qtPQLwLj2Wz2tZM3zmazCfA14G9/xsf9cv/2zue4tl4EIkobNAZnEpTXVG2NVY4QAw/XD9i0S+pQo4BUJ8/1yJWvWDUriFGCqRBCCCGEEOIL61Wnob9El/z+7Sdu/wN0519/envDbDb76mw2++DknWaz2f6TDzibza4AfxB4APwfn/cCFRqldT9t16OUpqUhKgi+pfU1m7AhoNBoAoHsOSfqNr4mRA88fVqvEEIIIYQQQnwRvNI0NJ/Pf2k2m/1J4N+azWYl8L8B3wD+TeBn5/P5/3ji7r8C/Cbw3onb/u5sNvvf6YYdfQJ8APwbwBT4/fP5/HNPEtIojDEkJgU0ofVkRYJSmmvDG9wY3qSOdVfxVNB6j3EvNlVXKyMVUyGEEEIIIcQX1utQpvtDdIHzR4F/ga799o8D33yOr/1LwA8B/wwwBB4CPw/85Hw+/4WLuDiPxwIRDwqcM6Q6BwPqRJjUStOGFtW//yzbKb1aGTKbXcSlCiGEEEIIIcQb6ZUH0/l87oE/0f933v0+NVFoPp//Oy/rup60rjckdsPV4jpZnlE1FYly3aTdGDHKYLQmhEAkPvPxtvdJTCLVUiGEEEIIIcQXmiSiZ/CA0nA1v8qH4w/R2lA3TTelF1g2K4wyTNM9SjvAaIPvz40+TeMbYoyE+HjNjBBCCCGEEEJ8kb3yiunrTNPtKW3bhjTJGSZjdABtAK1ROjJKhmQ2JbUpIXqsdrShJTWfXs8aY6TyG3x0uyqpVEuFEEIIIYQQX3SSip5BoSiSgoPyAExEGUsbPQ6N047UpjiT7KqkiU6IMezOkJ60rZK2oenur1TXCiyEEEIIIYQQX2ASTM+hUFgMB/kVNBqNIfpA7Wu0siS2q4pqpfGhBbozowBt//FJJ8+e+tBi1ItN7xVCCCGEEEKIt5EE03PF7k+MOOMgBow1OJ1S2HIXLLXSmH4PqdGm23UanxJM+yrqdpqvVdJJLYQQQgghhBASTM/hCd1wItW970OkCjXOWowxaN0F02Ey2p0pVSistvjQfqqdN9C18qYmRSmN1RJMhRBCCCGEEEKS0bkCmcuxyhKDp6EFAk5rrHKkOiUxCUqpXZuuUgqrLA01PvpTVdEYI6guuEooFUIIIYQQQoiOVEzPUVCQJTkGjScwycaUrkRjMdpgjSN3xeMv6AcZGW1AKZrQnHq8EANannIhhBBCCCGEOEVS0jk0BlRE2243qVEaoibVGVppMpvt9pDGGE/tJHXafaqdNxJlCq8QQgghhBBCPEGC6TkeB83Io80jSjMEIkVS8PVLXycz6W4P6cmJu/B4sNF2Om+MkRiD7C0VQgghhBBCiCdISjpHbgpUhKEecqO8hknMicpoF1p3wfSJiul2Ou+2nXe7w1RWxAghhBBCCCHEaRJMzxFDJAC5y9krLqGVpg5VVxvtM+iulfcpbbpOO0L0hBh262MkmAohhBBCCCHEaRJMz2G2sTN2obP1LZN0jzItd2dHtdJUviLGcKpiCl0wBWhCgw8erYycMRVCCCGEEEKIJ0gwPYdShkgkoFFREUKzC5uP76NofL17/8nPGW1pQkOIvpvWK4QQQgghhBDiFAmm59D9n8qv0Wh8CKTWYZSm8TVK6d3Z0bMkOoG+uiptvEIIIYQQQgjxaRJMz6GiomoqfAwopYl0VVSFpg0N+olgenI1zNZ2CBJIMBVCCCGEEEKIp7Gv+gJeZ0VWkNucr0++xjSZYJwlMQmZTnHaoVC7MGq1IzXpUx8nMxkhBjlfKoQQQgghhBBPIcH0HEFFbo3eJc8LhtkIZxJiDORJQaQbfBToKqaZzc58HKMNBqmWCiGEEEIIIcTTSCvveWIkzwq0NjjrCP10XtMPRVKovhIqT6MQQgghhBBCfFaSqM7Rhrobf6Qg0zlRRXRUOJPsQmmIAS3BVAghhBBCCCE+M2nlfQatDT5GrNbQAlpR2Bzo1sHEGCWYCiGEEEIIIcTnIMH0HG0IQMTG7nzoOBuR6QytDVppmtBA7Fp6hRBCCCGEEEJ8NlLqO0egxShNjBEfA04nONu18Vptif2qGKmYCiGEEEIIIcRnJ4nqPBFSnXJlcpVRNibGgIrd8COrHhebJZgKIYQQQgghxGcnieocgYA2lkv5AY33u9uVUhhtoN9LKq28QgghhBBCCPHZSTA9T4RUORSaxtcoFEo/DqJGdeFUKQmmQgghhBBCCPFZyfCj88TujdUOH1qMNij0rnU3MxlxeychhBBCCCGEEJ+JBNNn0NpgMITYtfIaZXYVUqWUtPEKIYQQQgghxOckrbznOCiuopRmmJQYrYkqorWRMCqEEEIIIYQQF0gqpmcYMOTW5F2cdqQ2g1bhfYtGy5lSIYQQQgghhLhAUjE9gwI84LTFmYRAwMfQnzOVYCqEEEIIIYQQF0WC6RksDmLDxlfdVhgFgRZAKqZCCCGEEEIIcYEkmJ6hXwhDjAGFIoaA01ZCqRBCCCGEEEJcMDljegaDxShD7WtUVGQ2I8RACP5VX5oQQgghhBBCvFWkYnomTYwRtEJphdEWpeTpEkIIIYQQQoiLJknrDBZDE2v20/3uhr6D1xn36i5KCCGEEEIIId5CEkzPkKiEr+9/la/sfQWASGSaTdjPL73iKxNCCCGEEEKIt4sE0zO00eNMio8BjYIY0dq86ssSQgghhBBCiLeOBNNzWG1QShFigAhKni4hhBBCCCGEuHCStM5hjSHGSOUbZEuMEEIIIYQQQrwcEkzP4LAUakgda4zqWni3b4UQQgghhBBCXBwJpucwynCzvEliHRHQsi5GCCGEEEIIIS6cJK0zKBQas90S038sT5cQQgghhBBCXDRJWmdQfSS12hCJABgjrbxCCCGEEEIIcdEkmJ7BYoBIYYYkJpE2XiGEEEIIIYR4SSRtPQerLIC08gohhBBCCCHESyBJ6xxGK5xzGG37j6WVVwghhBBCCCEumgTTcyRJ2r3VCaUbvOKrEUIIIYQQQoi3kwTTM8T+j1KKGLu3QgghhBBCCCEungTTMyQmxWiLw6GUYvtHCCGEEEIIIcTFkmB6Bh89sQ+igfCKr0YIIYQQQggh3l4STM9gsac+llZeIYQQQgghhHg5JJieSWExJElCjLG7RcKpEEIIIYQQQlw4CaZnyEh378cY5HSpEEIIIYQQQrwkEkzPYJTppvH2kVQGHwkhhBBCCCHEyyHB9BzWdOdMI30rr4RTIYQQQgghhLhwEkzPEIlYa1CoLpjK+VIhhBBCCCGEeCkkmJ5DKwOo3fAjIYQQQgghhBAXT4LpGZyxQNxN4lUomcorhBBCCCGEEC+BffZdXq7ZbKaBHwd+DHgXuA38ReAn5vP55jm+fgL8J8A/D0yBOfBT8/n8z32e61JYIsiqGCGEEEIIIYR4yV6HiulPAf8Z/P/t3XecFfW5x/HPAqKCHbGiYiyPHcWIYiRguTbsidfYscQbu9iwRMWaaOzGErtYYondqDGxoF4TxZYYxSfGehWxoGADibD3j+d3YBhO3d2zZ2W/79eL17BzfjPzmz3P2TPP/MowBjgYeAA4Dri10oZm1h34M7AvcANwKDAOuM7MjmhNpRZYoCddm7oC6sYrIiIiIiJSTw1tMTWz1Ylk8ip3PyCzfjxwmplt5e4PldnF/sAPgd3d/Za07dVEsnqGmd3k7p+2pG7NXVIX3qYukB4bo1l5RURERERE2l6jW0x3BZqIVtOsS4DvgN0qbL8b0fV3RuuquzcDFwI9ge1bWrGFF1oYiK68zWo1FRERERERqZtGJ6brAZPcfWx2pbtPBMYSraFFpbGp/YFn3X167uVn0rLk9pVMnzaNpuZ4VEwzeoapiIiIiIhIvTQ6MV0K+KDEa+8DS5fZdmFg3mLbu/tnwOQK25c1YcqnTJo6kYlTPuc/06bS1KRZeUVEREREROqh0bPy9gAmlXhtSnq93LYA37Zw+5LWWGAN9lx7T9bvuz6L9liULl260L1bd7p1afSvSzq73r3nb3QVRIpSbEpHpviUjkqxKTJTozOtb4C5S7w2T3q93La0YvuSbtj+VqZPb4ZpMPnLZmAaXzO5JbsSaTO9e8/PJ5982ehqiMxGsSkdmeJTOirFpnRUXbo00avXfO1/3HY/4qzGUbq7bR9Kd/MF+JwS3XXNbBFKdPMVERERERGRjqXRiekYYEEzWzW70swWAlYFXii1YZrw6EVgQJoIKWtgWpbcXkRERERERDqGRiemtwHNwBG59YcS3YxvKawws1XMbIVcud8DSwK7ZMo1AcOJbrz31KHOIiIiIiIi0oYaOsbU3V8xs8uAg82sJ/A4sA5wIPCAuz+YKT4WeBfom1l3FbAvcK2ZrQW8CfwE2BQ42t0/rf9ZiIiIiIiISGs0evIjgMOJhPMAYGfgI+Bs4LRKG7r7VDPbDDgL2AdYCHgD2M/dr61bjUVERERERKTNNDU3Nze6Dh1JX+DtCRO+ill5RToQzd4nHZViUzoyxad0VIpN6agys/IuD7zTbsdtrwOJiIiIiIiIFKPEVERERERERBpKiamIiIiIiIg0lBJTERERERERaSglpiIiIiIiItJQHeFxMR1JV4iZqEQ6IsWmdFSKTenIFJ/SUSk2pSPKxGXX9jyuHhczq42ApxpdCRERERERkQYbBDzdXgdTYjqruYH1gA+BaQ2ui4iIiIiISHvrCiwJjAG+ba+DKjEVERERERGRhtLkRyIiIiIiItJQSkxFRERERESkoZSYioiIiIiISEMpMRUREREREZGGUmIqIiIiIiIiDaXEVERERERERBpKiamIiIiIiIg0lBJTERERERERaahuja5Ao5lZF2A48D/AcsB44CbgdHef0si6yZzHzPoDuwObAMsD04B/AZcCN7t7c678MCI+DfgcuAs40d0nFtn3NsAvgbWAb4CHgRHu/kG9zkfmXGa2KvAy0B3Y1t0fyL0+DMWmtCMz6w2cBGwLLEXE3UvAUe7+WqZc1fFmZgOBM4EBwHfAk8Cx7v56fc9G5iRm1gsYAWwPLANMIv5+nuPuj+fKKj6lzZnZfMBRwA+BdYElgTvd/aclyg+jDt/hrY1ZtZjCBcC5wBjgYOAB4Djg1kZWSuZYxwJ7Ac8SX2KnAdOBG4GrswXNbDhwHTAOOBS4AdgPeMTMuueKMFZOAAAUE0lEQVTK7gTcBzQDRwIXA0OBp8xskTqej8yBzKwJ+B3wnxKvKzalXZnZCkQSuh0RbwcS392TgN6ZclXHm5ltADwOLAEcT1xM9Qf+Nx1PpCIzmwd4GjgEeAg4DLiEuOB/NF3UF8oqPqVeFgVGEknp8+UK1us7vC1itlO3mJrZ6sQbcpW7H5BZPx44zcy2cveHGlZBmRNdDOzt7t8WVpjZJcBjwL5mdoG7/9PMFgXOAB4Bti60pJrZq8Ao4g/I5WndXMSX4KvAYHefmtY/AYwmEuAR7XN6MofYl/hyO4f4optBsSkNcjPwCRFHXxQr0IJ4uxiYCPzI3T9PZe9O258F7FKXM5E5zVbAKsDh7n5xYaWZ3Qi8C+wPPKD4lDr7EOhTaMU0s+Ziher8Hd7qmO3sLaa7Ak1Eq2nWJUTz827tXiOZo7n7M9mkNK2bDtyZflwjLXcAegAX5rr33gJ8zKyxOZjo1nZZ4Y9G2u+TwAsojqUGqbvkOcSdzneLFFFsSrsys42B9YGT3f0LM5vbzOYuUrTqeDOzFYH1gBsKF1Cp7L+B+4HtzaxnXU5I5jQLpuWHufUfE9eS36SfFZ9SN+7+bZXDY+ryHd5WMdvZE9P1gEnuPja7MvWvHkv00xZpD33S8pO0XC8t/5ot5O7TiG7A/VN3y5Jlk2eAPma2eBvWVeZs5wKfpmUxik1pb1um5SQzexKYDEwxs5fMbItMuVrirVLZuZl5o1CknNHAVOBMM9vSzJY2s3WI+UqmAOencopP6Qjq9R3eJjHb2RPTpYBSdxfeB5Zux7pIJ2VmSwIHEK1TT6XVSwHfFBuETsRmD2DhTFkoHsvvp6ViWSpKLVN7AYdk747mKDalva2cln8gxpT+jBhjuijwoJltll6vJd4Um9Im3P1tIiZ7EGNM3wdeJC7UB7l7Ybyf4lM6gnp9h7dJzHb2xLQH8G2J16ak10XqJnVHuwNYANgvkwxUis1CmeyyWPl8WZGiUixeAdzu7n8uU1SxKe1t/rR8HdjO3W939yuI2c2nE93OobZ4U2xKW5pA9LQ7G9gR+AXRivqwma2Wyig+pSOo13d4m8Rsp578iOj3X2ycCsA8zBwXINLmzKwbcDuwIXCAuz+aeblSbBbKZJfFyufLipRyHHHHc5MK5RSb0t4mp+Wo7Jgod3/DzJ4BBqWxS7XEm2JT2oSZDQAeBQ529ysz6+8GnJgQZjMUn9Ix1Os7vE1itrO3mI6jdLNyH0p38xVpFTPrSgw0346Yye/qXJFxQA8zW6jI5n2ID/fnmbJQPJYLY1cVy1JS6k5+PHANMK+ZrZgmMlgsFVkyreuGYlPaXyFGxhd57UNiEsMFqS3eFJvSVg4mGnr+kF3p7h8Tj5HZyMy6oPiUjqFe3+FtErOdPTEdAyyYHiQ/Q3qzViVmnBJpU+kL6kZgZ+Bod7+kSLExaTmwyLYDgJcyLQdFy2bWfeDuH7W64jInW5y4y3k48Ebm39np9SvTz31QbEr7ey4t+xR5rQ8x8+ln1BZvlcp+C/yzRbWVzmaJtOxa5LVuwFzp/4pP6Qjq9R3eJjHb2RPT24gHxh6RW38o8cfklnavkczR0gf/OuJRRSe4+3klit5LdF87PLd+dyKJyMbmaKLV4KDsg5HNbBAxs7TiWCp5m7hRkv93aXr91+nnj1FsSvu7F/gK2D+12gNgZv2IC54n3H0KNcRbeoTB88DeZrZwpuyKwLbAfe7+dV3PSuYUr6Xl3tmVZtYXGAS8mB4Lp/iUjqAu3+FtFbNNzc1Fn7/aaZjZb4luGDcDjwPrELP9Peju2zaybjLnMbPzgCOJO0sXFynyjLu/lcoeDfyGmOXvLmAFYDhxx2nD7KypZrYzcaPlWeB6oDdwFDGD5bruPqFOpyRzMDMbRtxI2dbdH8isV2xKuzKzg4gbJc8AtwKLAIcRLf0bufvLqVzV8WZmGxLf+28ClxHjoA4HegID0oWWSFkpAX2R6E5+I/G4jCWIa8newFB3fziVVXxK3ZjZIUChi+7pwKvE30uAJ9PzR+v2Hd4WMavENMb6HUk8rmNZ4CPi2VOnpTuwIm3GzJ4gHlhcyj7ufn2m/L7EH4uVgInA3URL6+f5Dc1sO+CXwJrEGIE/Ace6+/v5siLVKJWYptcUm9KuzGwX4GjiWXhTibv5J7r7K7lyVcebmf0IOIN4tMc04ElghLu/li8rUoqZLQOcBAwhriUnExfyv3L30bmyik+pCzN7B1iuxMunuvvITNm6fIe3NmY7fWIqIiIiIiIijdXZx5iKiIiIiIhIgykxFRERERERkYZSYioiIiIiIiINpcRUREREREREGkqJqYiIiIiIiDSUElMRERERERFpKCWmIiIiIiIi0lBKTEVERDoJM/vMzAZnfj7ZzO5sZJ1EREQAujW6AiIiHYmZ9QXeBv7o7tsUeX054ElgWeAId7+ofWso0iqPA7eZ2S3AAsCewNGNrZKIiIgSUxGRqpnZMsSF/bLA0UpK5XvoEOByYF9gCnBp+llERKShlJiKiFTBzJYmktLlgePd/bwGV0mkZu7+IbBDo+shIiKSp8RURKQCM1sCeAxYATjZ3X9dotzywEhgc6AX8CFwH3Cau39SpHxfottwUe7elCl7PbA3sLy7v5NZvwbwMtAV2Mfdr0/rRwKnABu7+xO54zYDo919SJHzPAHYBlgamAj8GTjJ3Werp5n1B0YAPwYWAT4BxgDnufvTmTpXcqq7jyzx+/gyrbsOuMjdm3N16AecnOqwAPAecDvwK3f/qopjV3UuubLlzqtwLj8A/g085O5DixyvD/Au8Ki7b5459xvcfViJ4814781sQeBAYCiwUqrzeOAh4BR3H19pH2l9qfgpWZ/0+hPA4FyMjqREzOW2naWcmTUBjwCbAdu4+x8zZecC/gb0Awa5+19L7Tdbr8yq/wDjgL8Qn8P3cuW7APsB+wOrp9X/AM5197uqPEZW9nc4hLiZdaq7j8xs3wQ8A2xA5nPYghgYRnwuZhwzrZ8HeB1YLr8vM3sHwN37FjmvkVTx/omI1IsSUxGRMsxsMSIpXRk43d1PL1FuVeApIkG4B3Dgh0TXyaFmtoG7f1ziMH9P2xQMIy4qq3E+kVS0ipmtBDwBLAE8CNwJLAP8N7BFqv+bmfK7ADcC04F7gbfStoOAnwJPE+f0TuYwQ4gL+hty65/IVSf7+1gE2BG4AFgQODVTh8FEItaVSEY/ADYmkustzGyQu0+u4tyrOZdiLiKSd4C+ZJJVd3/LzB5L9VjK3cfltt2HmIDw6kr1K2FV4ibIY8AfgMlE8nYAsLmZ9Xf3z6vYT5vET2u4e7OZ7U0khNea2Vru/lF6+UygPzCyUlKaU4iTuYH1ieTzx2a2mrt/BzMSxN8TMf4aEZcQyf6dZlZpDPmpmf+vDWxfZd12JZLSejmS6v9+iIh0GEpMRURKMLNFgUeJJOAhdz+5TPHLiVbSvd19VGYfpwEnAWcTyUhW4W/wS7kWlSFUcWFpZkOB/wJeJC7eswoti01UZxSwKNFa8mTmGAOJyZ4uIlpSCy2r1xLJ0Ibu/mqmfBOwJIC730Mm4U4tMoOB6yu0yLyc+32cCrxPdEE9Na3rmuowT6rz6MzxryOSxGOZNXmYTbXnklN43y5w93dT2SHM3op6JbApcaPhrNx+9wEmMPP3U+v7NRZYyt0/y53PHkSSfTBwRrkdVIifduXu48zs58BdxPu3tZltQkzM9FcqnEuR/Y3M/mxmtwM7E62if0+rDyCS0suAw9x9Wip7LJHwn2NmdxS5qdAtf4zUelkxMTWzeYFf0zaf2WL7XwI4vsT+RUQ6ND0uRkSkuIWJbqxrEJPEbJq6Pc4mzdQ7GPh7NilNfkV0C/2ZmXXPvTZXWn5ba+XMrBtwLvAv4IoiRQqts8tUsa/+RAvONdmkFCC1Ut0LbJW6j0IkYD2A32QTuVS+uciFfGt1JS7Wsy2AGwE/AO4vJKWF4xMtplOprhtxS86l2vftHuK9z9+Q2IQYq3yju09N6wpdvSu+X6luk/JJaXIz8AXRLbakKuKn3bn73UQL8lbpJsYo4Ctgj0LS2AqFmwkTM+sOBiYBw7P7d/evgdOB7sBORfY1Fy34zCZHEe/xkUVeqykGSjiDqPeIVuxDRKQh1GIqIlLchml5CTFO9BFglJkNKHQFzOiXlk/m1uPuk83sOaJ7oAGvZF6ePy2ntKB+BwGrANsRLbV5Y9LyGDN7zt1fL7Ov9dNy6ZQQ5C1J3MhcCXgeWC+tf6TWSldp7Uw9FiGSg8+AEzNlCr/z0eSk1rc3gNXNbH53/7LMsVpyLlW9b+4+NY0NPMbMBmcS6P3S8upM2W/M7FVgcOpafI+7l01+zGxT4AhgABED2S65xVp6syrFT8HaJWKib5lthqUW5GYi2XqDGEs7vUKdIM7nx8RYR4Bh7v5WFdvNIlPnuYGBxOf5zEwLdw/iptP/ASeYWX4XvdNylSK7n58WfGbNbEngOOAudx+dP2ZLYiC3/7WJmyAXEuObS1moxHs6pNpjiYjUgxJTEZHSLnf3wwDM7HLiYv5EZu8eukBafkRx43PlCgoJwWwTI5VjZgsTF+6Puvv9qRvhLNz9eTO7kLjQH1vkwjtrkbTcLv0rpWdaFlpO27pltKAfMxNPiATnztzxqvmdr57KlUtMW3IuvYhJdSZVUfYqojvqfsDo9N7tCDybb6ElWvDuBW4FKPeepcTl98S5PUyM2S2Mpz2CSMhKbVsxfjLy70U1irVUv2Fm27q7l9vQ3b82s78QY7onALfVeOyCU3I/v0ZM8lSwMNEKv2yRslk9i6zrRY2f2eQsorX12DJlqo6BIi4gehWcDixUptyClD9nEZGGUGIqIlLc34iLxIJjgS2BE83sPnd/KfPaF2m5eIl9LZ4rV7BCWr5bY91OIS48i3UHnMHdh6exdQOZNSnOX5QW6nWgu1fTrbPQHXIpYuxnW5sxk6iZ9SS6Sd8EPJEmr5lMy3/neS05lxWA9/IzBBfj7m+kWVx/YmaHALsT42Jnm/QotaKtCmwN9GHmWMMdmD05PJlotVvX3We0jqXxq+USH6gyfpKys/KW2CY72+4SwDHAcOBiYItyBzOzjYFfEElpL+Ac4LAq6jmLwmzBqcvyikQr4h1mtrW7P8TMuHjW3aueiMjM5gMWY9aeD9Vs1x/YCzg/O4lYkXrXEgPZ/e9AtHge4u4TzaxcYvpuhVl5RUQaQompiEhxE7KJR2rJGUbMIHu9ma2XGR9YaIkZlN9JenTDACKJyLcWDUjLF2qo18pEy+017v6PSoXTGNFZZjM1s/zF53NpuQHVjTccQ8xWu3lm27pI4/0eNLNRwOFEHR9n5u/8x8TMsjOkLpMrA29V6MYLNZ6LxWNgehGTYlXrSmK24F2JltOvSC1ieR7PGb0md8y+zJ6UrAD8M5uUJusA85apS03x0xrp8/MhcKSZ7QusW658asktjCsdQExKdYiZPejuD7ewDt8Br5vZcURS/DNiIrMvzex1YLUquntnteQzCxGjn1HFJE41xEBBd+A3xIRYv6uxXiIiHYYmPxIRqZK7P0W0vKxFtFgV1r9HjHVc28x2y202gmhhuTWTyBYeL7MT8Lq7j62hGucQSe5JLTqJItz9WSIp2zO1vMzCzOYys40yq0YB3xBjJ1fPlW1KiWGbSS1vhYmnCjcLniYe67Jdrm4QjxjpnupZSa3nckJaFn3GZQl3AZ8SMbM2cLvX8IzVEt4DVrJ4nBEAZrYAMXtyOW0eP5Wk3+F8zDp5VTG/I1oJD07jSvciuktfb2a9y25Z2ZppmW3lvoQYL3pFuoGUr/fqud9vthvu3TUceweidflkd6+m+3etDiJahY8qMv5dROR7Qy2mIiK1OZHoZjfCzO5x9+fT+gOJZOlGM9uJmO10XaIl7m0ys2SmCXF2JiarOaTG4/cDjs8857Gt7Ea0RN5tZk8DLwHfEY+tGUS09qwC4O7jUwvYTcALZnYPkSQuRrRgPkiMc2yp7IQ7PdM+BxDjBJ9JdZie6vAw8JfUZfkDojvjBkSL1jmVDlTtuZjZFsQMy+sQszXfXu3JpEmQRjGz62xLn12a9VsiCX3RzO4kxpRuRYyVLTdetl7xk7Wdma1CdENdgkgwu1LmvFNvhJ2JGzg3QdzwMbMDibG011B+/HN+fyPTfwtdeXcEphGPoim4nJgUaXdgkMVzZ8cTE0etSbzXA4GP02N4TiYmALvG3f9WbV2I3/mrRMt5PfQD/pS6KIuIfG+pxVREpAbuPoWY3KUJuMHM5k7rxxIzvN5MPMrkaOL5p5cCG7j7x5ndbAk8AAx091q6hEKMR72wVSdRRBr3tg7xjMVewM+B/YHVgPuZdbwt7n4bcVH/R+JZnUcRXSVfAe5oZXX6EWPdTiFagxYiuioOybY6p1luBxLJ49BUh95EAjkkjUWtqMpzKXRDPQYYWs340pwb0vK11L26tS4hbmp8QTyPcyjRirc5MTFTKXWJn5zhRNJ3GfH+jQP2cvezixVO3aMvJmbIPTD7mrvfStw02DYlqdUqxM9xxOfxYSA7M3LhcUB7AHsAbxLPIR1OdLv+JNW9MJZ0Q6LV++fpX62OboNH3pQyjYhZEZHvtabm5lq/W0VERKQWZrYn0W34KHc/v1J5ERGRzkYtpiIiInVkZl2Irs1TmNlyKiIiIhkaYyoiIlIHZrYmsC3wI6A/cK67T2hsrURERDomJaYiIiL1sS4xQ/DnxMQ/7TYTroiIyPeNxpiKiIiIiIhIQ2mMqYiIiIiIiDSUElMRERERERFpKCWmIiIiIiIi0lBKTEVERERERKShlJiKiIiIiIhIQykxFRERERERkYb6f1BRyB1Rb8wZAAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "size = 1000\n", "samples_count = 500\n", "\n", "for distr, ylim, label in zip(\n", " [sps.norm(), sps.expon(), sps.poisson(mu=1)], \n", " [(-1, 1), (-0.1, 2.5), (-0.1, 2.5)],\n", " ['$\\\\mathcal{N}(0, 1)$', '$Exp(1)$', '$Pois(1)$']\n", "):\n", " \n", " # Генерация выборки и вычисление средних\n", " samples = distr.rvs(size=(samples_count, size))\n", " cum_means = samples.cumsum(axis=1) / (np.arange(size) + 1)\n", "\n", " # График\n", " plt.figure(figsize=(15, 7))\n", " for i in range(samples_count):\n", " plt.plot(np.arange(size) + 1, cum_means[i], color='green', alpha=0.05)\n", " plt.title('$\\\\xi_i \\\\sim ' + label[1:], fontsize=16)\n", " plt.xlabel('Количество случайных величин')\n", " plt.ylabel('Значение среднего')\n", " plt.xlim((0, size));\n", " plt.ylim(ylim)\n", " plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Вывод:** При достаточность большом количестве случайных величин значение среднего не сильно\n", "отклоняется от математического ожидания, причем чем больше случайных величин просуммированы, тем меньше отклонения. Данный эксперимент хорошо визуализирует закон больших чисел." ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.8.5" } }, "nbformat": 4, "nbformat_minor": 2 }