{ "cells": [ { "cell_type": "markdown", "metadata": { "id": "sTB50uLM0a9o" }, "source": [ "# \n", "\n", "# Машинное обучение. ВМК МГУ" ] }, { "cell_type": "markdown", "metadata": { "id": "0xg3G6bd0a9s" }, "source": [ "# Практическое задание 6: Линейные модели: классификация\n", "\n", "## Уровень: **Базовый (Base)**" ] }, { "cell_type": "markdown", "metadata": { "id": "PFolkguZym7i" }, "source": [ "# О формате сдачи\n", "\n", "🔷 **При решении ноутбука используйте данный шаблон**\n", "\n", " ✅ Можно добавлять новые ячейки любых типов\n", " ❌ Не нужно удалять текстовые ячейки c разметкой частей ноутбука и формулировками заданий\n", "\n", "\n", "🔷 **При оценивании задач учитывается код**\n", "\n", " ✅ Задания, в которых необходим код, обычно помечаются фразами \"Your code here\"/\"Ваш код\" и аналогичными\n", " ❌ Ответы на вопросы без сопутствующего кода оцениваются в 0 баллов\n", " ❌ Наличе работоспособного кода в ноутбуке, если на сказано иного, обязательно\n", "\n", "🔷 **При оценивании задач учитываются выводы**\n", "\n", " ✅ Задания, в которых необходимы выводы, обычно помечаются фразами Вывод\"/\"Ответ на вопрос\"/\"Ваш текст\" и аналогичными\n", " ✅ Обычно выводы подразумевают под собой текстовый ответ (можно писать markdown, latex).\n", " ✅ Сопутствующие изображения, графики, таблички - приветствуются!\n", " ❌ При отсутствии выводов задание не засчитается на полный балл\n", "\n", "-----------\n", "\n", "\n", "\n", "\n", "\n", "\n" ] }, { "cell_type": "markdown", "metadata": { "id": "H0Lj_c63lrku" }, "source": [ "Цель данного задания:\n", "\n", "* Узнать, что такое переобучение и как с ним бороться в линейных моделях;\n", "* Научиться работать с разными типами признаков;\n", "* Понять, чем отличаются разные регуляризаторы;\n", "* Приятно провести осенний вечер, предсказывая дождь.\n", "\n", "---\n", "\n", "**Примерное время выполнения (execution time/время выполнения, если нажать run all) всех ячеек ноутбука при правильной реализации: до 30 минут **" ] }, { "cell_type": "markdown", "metadata": { "id": "CTmlafz7W04M" }, "source": [ "# Подготовка рабочей среды\n", "\n", "Сначала установим нужные нам версии библиотек. Мы гарантируем, что в данных версиях задание будет корректно отрабатывать.\n", "\n", "После установки нужных версий, **возможно,** нужно перезагрузить среду (runtime), но скорее всего вам это не понадобится\n", "\n", "\n", "На скачивание файла и установку понадобится не более 5 минут.\n", "\n", "**Важно!**\n", "\n", "Устанавливать нужные версии нужно каждый раз, когда создается новый рантайм. Например, если вы 2 часа подряд делаете это задание, то подготовить библиотеки достаточно 1 раз. Но если вы, например, начали в понедельник, затем закрыли/выключили ноутбук, то при продолжении в среду, вам нужно будет запустить рантайм заново и следовательно заново установить библиотеки.\n", "\n", "**Важно!**\n", "Если вы предпочитаете делать практические задания на своем личном ноутбуке, то проверьте, что вы установили рабочее окружение в [соответствии с гайдом](https://github.com/MSU-ML-COURSE/ML-COURSE-24-25/blob/main/tutorials/%D0%A2%D1%83%D1%82%D0%BE%D1%80%D0%B8%D0%B0%D0%BB%20%D0%BF%D0%BE%20%D1%83%D1%81%D1%82%D0%B0%D0%BD%D0%BE%D0%B2%D0%BA%D0%B5%20%D1%80%D0%B0%D0%B1%D0%BE%D1%87%D0%B5%D0%B3%D0%BE%20%D0%BE%D0%BA%D1%80%D1%83%D0%B6%D0%B5%D0%BD%D0%B8%D1%8F%20%D0%B2%20Python%20%D0%B4%D0%BB%D1%8F%20%D1%80%D0%B5%D1%88%D0%B5%D0%BD%D0%B8%D1%8F%20%D0%B7%D0%B0%D0%B4%D0%B0%D1%87%20(2).pdf)\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "id": "UodfS2cpXMUd" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "\u001b[1m[\u001b[0m\u001b[34;49mnotice\u001b[0m\u001b[1;39;49m]\u001b[0m\u001b[39;49m A new release of pip is available: \u001b[0m\u001b[31;49m25.2\u001b[0m\u001b[39;49m -> \u001b[0m\u001b[32;49m25.3\u001b[0m\n", "\u001b[1m[\u001b[0m\u001b[34;49mnotice\u001b[0m\u001b[1;39;49m]\u001b[0m\u001b[39;49m To update, run: \u001b[0m\u001b[32;49mpip install --upgrade pip\u001b[0m\n" ] } ], "source": [ "! curl https://raw.githubusercontent.com/MSU-ML-COURSE/ML-COURSE-25-26/refs/heads/master/requirements/requirements.txt -o ./requirements_2025_26_for_colab_small.txt\n", "! pip install -q -r ./requirements_2025_26_for_colab_small.txt" ] }, { "cell_type": "markdown", "metadata": { "id": "DJEBgcYnGtWG" }, "source": [ "Проверим версию библиотеки:" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "id": "zyRnTYF5X37Y" }, "outputs": [], "source": [ "import catboost\n", "assert(catboost.__version__ == '1.2.8')" ] }, { "cell_type": "markdown", "metadata": { "id": "UShU_WkjlqrP" }, "source": [ "Теперь можно приступать к выполнению задания! :)" ] }, { "cell_type": "markdown", "metadata": { "id": "Cw1haZEEzSqI" }, "source": [ "-----------\n", "" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "id": "Gc3xTMopl8c1" }, "outputs": [], "source": [ "import numpy as np\n", "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "import warnings\n", "warnings.simplefilter(\"ignore\")\n", "sns.set(style=\"darkgrid\")\n", "%matplotlib inline" ] }, { "cell_type": "markdown", "metadata": { "id": "06u4EbHT0a97" }, "source": [ "## Часть 1. Классификация" ] }, { "cell_type": "markdown", "metadata": { "id": "B9jGB4uw0a97" }, "source": [ "Напомним, что бинарная линейная классификация с классами $0$ и $1$ — это модель следующего вида:\n", "$a(x)= \\begin{cases}\n", "1, & \\langle w, x \\rangle + b > 0; \\\\\n", "0, & \\text{иначе.}\n", "\\end{cases}$\n", "\n", "где $w \\in \\mathbb{R}^d$, $b \\in \\mathbb{R}$. В логистической регрессии $p(x) = \\frac{1}{1 + e^{-[\\langle w, x \\rangle + b]}}$ интерпретируется как вероятность принадлежности к первому классу. Если объект $x$ принадлежит классу $1$ с вероятностью $p(x)$, то правдоподобие записывается в виде $\\prod_{i=1}^{n} p(x_i)^{y_i} \\cdot \\left( 1 - p(x_i) \\right)^{1 - y_i}$. Обучить логистическую регрессию означает найти параметры $w$ и $b$, которые максимизируют указанное правдоподобие. Что эквивалентно минимизации $- \\sum_{i=1}^n y_i \\log p(x_i) + (1 - y_i) \\log (1 - p(x_i))$. Указанная функция потерь называет логистической (или логлосс)." ] }, { "cell_type": "markdown", "metadata": { "id": "cEu9oLQm0a97" }, "source": [ "По тем же причинам, что и в линейной регрессии, к логистической функции потерь добавляется регуляризация (стандартно это $l_2$)." ] }, { "cell_type": "markdown", "metadata": { "id": "6S8zXpsk_Uwq" }, "source": [ "### **Задание 1 [1 балл]**\n", "\n", "Можно ли использовать $𝑙_1$ регуляризацию в логистической регрессии?" ] }, { "cell_type": "markdown", "metadata": { "id": "QKRzBdcUaGLV" }, "source": [ "**Ваш ответ тут:**\n", "\n", "Можно\n", "\n", "Функция потерь имеет вид: \n", "\n", "$J(w, b) = -\\frac{1}{m} \\sum_{i=1}^m \\left[ y_i \\log \\sigma(z_i) + (1 - y_i) \\log (1 - \\sigma(z_i)) \\right] + \\lambda \\sum_{j=1}^n |w_j|$\n", "\n", "Применение $l1$-регуляризации для задачи логической регрессии может быть полезно, если не все признаки полезны для классификации и некоторые из них имеет смысл обнулить." ] }, { "cell_type": "markdown", "metadata": { "id": "tw0ZDqf6Dbs_" }, "source": [ "Давайте рассмотрим модельный пример.\n", "\n", "$x_1 \\sim Uniform(0, 1)$, $x_2 \\sim Uniform(0, 1)$\n", "\n", "$y(x_1, x_2)= \\begin{cases}\n", "0, & x_1 + x_2 < 5; \\\\\n", "1, & \\text{иначе.}\n", "\\end{cases}$\n", "\n", "Сгенерируем данные и выучим логистическую регрессию, визуализировав полученный результат." ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "id": "2n45KivZDisg" }, "outputs": [], "source": [ "np.random.seed(1)\n", "X1 = np.random.uniform(0, 5, 100)\n", "X2 = np.random.uniform(0, 5, 100)\n", "X = np.hstack((X1[:, None], X2[:, None]))\n", "Y = np.where(X1 + X2 < 5, 0, 1)" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 75 }, "id": "BPbJwx-6DkET", "outputId": "326a1cde-491c-4a96-f20b-3185a0427c0a" }, "outputs": [ { "data": { "text/html": [ "
LogisticRegression()
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" ], "text/plain": [ "LogisticRegression()" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from sklearn.linear_model import LogisticRegression\n", "clf = LogisticRegression(penalty='l2')\n", "clf.fit(X, Y)" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "id": "PO_roVlXA_28" }, "outputs": [], "source": [ "from matplotlib.colors import ListedColormap\n", "\n", "def plot_separating_surface(X, y, cls, view_support=False):\n", " x_min = min(X[:, 0]) - 0.1\n", " x_max = max(X[:, 0]) + 0.1\n", " y_min = min(X[:, 1]) - 0.1\n", " y_max = max(X[:, 1]) + 0.1\n", " h = 0.005\n", " cm = plt.cm.RdBu\n", " cm_bright = ListedColormap(['#FF0000', '#0000FF'])\n", "\n", " xx, yy = np.meshgrid(np.arange(x_min, x_max, h),\n", " np.arange(y_min, y_max, h))\n", " Z = cls.predict(np.c_[xx.ravel(), yy.ravel()])\n", "\n", " plt.figure(figsize=(8, 8))\n", " plt.scatter(X[:, 0], X[:, 1], c=y, edgecolors='k', s=40, cmap=cm_bright)\n", " if view_support:\n", " plt.scatter(X[cls.support_, 0], X[cls.support_, 1],\n", " c=y[cls.support_], edgecolors='k', s=150, cmap=cm_bright)\n", " Z = Z.reshape(xx.shape)\n", " plt.contourf(xx, yy, Z, cmap=cm, alpha=.3)\n", " plt.title(\"Визуализация прогнозатора\", size=15)\n", " plt.xlabel(r'$x_1$', size=15)\n", " plt.ylabel(r'$x_2$', size=15)" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 731 }, "id": "QT3WEAR_BExz", "outputId": "4dba3e33-297c-4d2f-c4e4-f7e478edd573" }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_separating_surface(X, Y, clf)" ] }, { "cell_type": "markdown", "metadata": { "id": "O0uhSD2iEbjk" }, "source": [ "### **Задание 2 [2 баллa]**\n", "Придумайте, сгенерируйте и визуализируйте пример (рекомендуется использовать написанную выше функцию plot_separating_surface), в котором логистическая регрессия будет плохо классифицировать данные.\n" ] }, { "cell_type": "code", "execution_count": 43, "metadata": { "id": "3AvOOGN5Ee0-" }, "outputs": [ { "data": { "image/png": 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yYKPL7VS0RoKQhAe9B4kmKnYiQUni9KmnnjqvObmQ+3Y+Yy6pWCs/lBZBUczCHrWU/xmN8hUHCSYaC0Uw6b3z25pdbOhYuvPOO4WQnzBhgij+ogsJmqf846A5I9s/eg6JPhLwdB99FrR/+QssLzR0QUO5xSSIKWWHxkD56yQi6cInv7MDCWL6rMnXedasWUIw02dK+0Re1ASJXMrVpugsReTJWYJEJjlu0PZI+FMaDdm3kYg+V+jCgtwwfvzxRyFg6btJRZ/k00zHbXEXUXRxFe3+R/NJQppy4/Mf4xQhp+fRBSntP0HHJzWfoRxo+h1Yu3atEPWlsarAMLFC0jk5iGGYGENLv3RipigincCZopCoJEFMUb9LnWjrZoq20sUAU7qU1IqcYZiS4RxihmFiDuVqUkrA+UTMGIZhGOZCwSkTDMPEBFqconQBqu6nnF9KcYi2PWYYhmGY0oQjxAzDxATKgaScRCqko0K0jz766Jw7d1VEKH+UvI4ZhmGYCw/nEDMMwzAMwzAVGo4QMwzDMAzDMBUaFsQMwzAMwzBMhYYFMcMwDMMwDFOhYZeJP4mm6fCrIZQFqLWCJEvQNR2cMH5x4Dm++PAcX3x4ji8+PMcXH57ji49URubYbjFBlos2mCoOFsR/EhLDs5bltIe91DEYJDidVni9AUQil/KhW3bhOb748BxffHiOLz48xxcfnuOLj6GMzPGV3RrCaTOf03M5ZYJhGIZhGIap0LAgZhiGYRiGYSo0LIgZhmEYhmGYCg0LYoZhGIZhGKZCw4KYYRiGYRiGqdCwIGYYhmEYhmEqNCyIGYZhGIZhmAoNC2KGYRiGYRimQsOCmGEYhmEYhqnQsCBmGIZhGIZhKjTcuplhGKaMElAU7NixDaqqonKVKmhQvyEgSYCuY9++vVi+PB2nT52Aze5A23Yd0LZNOxiMf+FnX9dx4MABLFuehtMnTsBis6FN2/Zo17Y9jCaTeErG6VPYu3cvPRn16tVH5SpVL9wOMwzDXCRYEDMMw8SYSDgMn98Hi8UCi8Wad//Ro4eRtiQV+3fvAiSgQZOm6NmzN6pUroLpM6YibfFCqOFQ3vOrV6mK4SOvxcoVy7B2/VqQFK2vBpFhNODrTRswp1Jl3Pvgo0hKqnTeY9QiEXz/3bdYsWo5KgNoqAaRZTTg280bMXv6r7jltjsxf+5sbN66CXq+1zVLaYobbrwFFqsNq1Yuw7o1q6D4/ahUpSq6duuJFi1bQZbls84DwzDMxUbSdT3/bxdzjniVIGYt24OygMEgwem0wusNIBLhj/tiwHN88Snrc5yZkQFFURCfEA+Hwynuy87KwvwFc7BqeTqUYBASJDRr2gwDB12B338/iMlTJiEBEtoGFCEy11pt8AGoXacODh08iMGKH31VFfERDbtMRky127HDaCTtjLu8XnRRaZs5/G4w4J2EeBgqV8Hfnv1nsZHis83xtKmT8duCuRjr9aKHGszLtztC242PQ4Ysw6EDI71edAyq4vE1ZjMmO50IO52I6Dr8Ph/aBIOoFNGwx2LGXllGSuMUXHf9aCxOXVjsPDRs1Fi8TzgcxqmTJ0UAvHLlKn8t0h1DyvpxXBbgOb74GMrIHF/ZrSGcNvM5Pbds/qIwDMOUEbZs2Yi5s2Zi/+8HxP9lSULrVm3QtXsvfP/teES8XgxQ/GgYCiNTlrF46xa8v30bNOgYrCgY5VdgyN3WzT4/frDbMf/AfgwJBMRjUZqFwqjh8eCxhASMUBR0VYMFxlE7EsFDWdn4F4BNmzegbdsO55Wakbp4Ia5SFPQqtN0akQiaqyqWmi34uzsbVSNa3mMknJuGMvG8psMoAf+XlYVKWu7J0+/HZpMJ7+7aiVf/9zIs4Uix83D9DaNx8uRJLFu6BL5Azv7GO5zo2acfBgy4LE8Yq2oA4VAYNrs9L+LMMAxzrrAgZhiGuUikL12CH36ciKbhMO5XFFTSNOwzGDFv43p8tnEDEnUNL2RlISEqEgER8f3C6UC62YyBgUCeGCYoS/cmvx/bTUYcMuR/JIeNJhM0SRLbKI66kQgaaBrWr1t3XoJ4+/atCIZD6BsIFHlMRK7NZvQKqgXEcBQSwP3UABZarAX2k2gZCuEanxff2e14PtuNOpFIkXn44fsJ4kTVTwmgfSgIesbKQABzZk7H/n170a17LyxeNB+79uwWr3PZHejeszf69R8Em812zvvIMEzFhgUxwzDMOXDo94NIS0vF4QP7IBuNSGneEt2790JCQkKxz6d0iEk/fYf+gQBu8fnzUhcahiOoHwnj5fh4XOv1FhGJFNsc7fNhpcmMJRYLhikFRShtp7eq4nu7XYjD/LI4IEkw6TqchbaZn4RQGEpupPVcCeQK4cRitqtKQLYso3E4XOLrG4fCmGmT4JUlxBfaRk9VxUSHAweMhgKCODoPK8xmdFdV3Oj35z3WPBRGh2AIb27bgi3btqBxRMNYRYFD17AtEMCiubOxacM63Hv/I9i5cztWr1wOr8eN+MQkdO7SDa1atSmzKRcMw1wc+BeBYRimgIvCfpw6fQpWqxWNGzeB2WTGjBnTMHfeLCRBQquAAlWSsPj337Fw/lyMuf0utGzZusimli9fCqMOXOM/I4ajHDIYqYAD7YNnCuLyY9dzoqe7ShBtcbouIsFhCTDk05dVIhpCkoQDBoOIBheG7tlvsaB55SrnNS2VKlEZHbDHaEDjcMHtmnRA1nVkUXJvCZBgJizFlKzYdMCo6ziT7VxwHloFQzhVTApEnEZJJcCQ3LSS6Ks7BkMYEFDxXwCv/PdFKGoAzcNhNAqHcfjwYXy5bQvq1amLe+97SLhvMAzDECyIGYZhAOzauQO/TPoeR44fy7vPbrGiUZMUbNy0Adf6/bhCOZPCoPh8+MzpxJeff4Kn//YcqlVPLrA9KoprEgoKUVccuiQVcGMojCblRIOLY7vRiARNg7nQBlqFQrBpOn612fCQ11vk9WkWCzKgo3u37jgfGjVqjMqJSZgaCuMxt7uAgT3NR91wBIssFlwWyCmmyw8NkR5rEQzCWswO7zYaEJYkVNeKCvizzcMCqwVJmoaR+cRw/rzmwX4fJukannW7kZIn4v3YZTTg7YMH8fX4L3DP/Q+d1zwwDFN+4coDhmEqPDu2b8NHH74D1+FDeNLtwbiMDLySlYWeWVnYvHE9OgSDuCqfGI5GNu/1eOHQNKSmLiqyTYPBgGAJUdMmuekFayzFVz/7JIiCsxrF5OSSqwMJWw0SThrO/IST1lxhMUOVJay1mPGey4l9RoO4P1OWMMluw1dOB7p16Y6ateqc1/xIsoyR196ALSYT3o5ziUgxbTdblvCrzYoDJiOOG434wulEIN8uByXgG4cd+40GEb0uDMnUX+x2Ie4pDaK4eaD3jM5Xfih63iGf20VhOgaDIooelAo+gyLct3g92LpjK44ePVLiPp86dVI4a3zy8Qf44vOPsXzZUgSDxedmMwxT9uEIMcMwFRpd0zDphwloEgrhyWx3nuhNjmiiGGyuzYo+geKFEBW59VAUpK1bg2uvu7HAY02aNMWkDetwWpbOOCvkbTuCWuGwyAOm3FuyIcsvEr92OIWYS7dZUUWLCEFOW1hpNmO6wyl8hMlV4RlZEkIyXotgt8WC4yQEO3RCi5atMW3yJLzozhbRU3qt2WjCgL79MPiqYX9qnlq0aIU7774XP//4PV7OyjyzXYMBvXv2Qc2atfD9999ijcWCVqoKin9vtFhFjnFKk6ZYtGObCPX2C6iopEWwx2jCTLtNCFtKXMgwyMXMg0P8pZzpwkTf/48o7pKkoxqEzSlh08YNSE6uUeTxeXNniTQZOwnooApFlvH9xvWYMW0K7r7vQdSuXfe8549hmEsbFsQMw5QrqHgqPT0Na1ethOL3ISEpCV2690Knjp1hMheNyO7eswsnMk7jTr+/QASYiEZ4XXrR6GYUlxZBMFTQiozo2LETZkybjM9cLjzidhdIFzhmkOE2GqEaDHg+IRE9FQWNwiHh5Ztqt+OELAtv3h3bt+K7DevxbW7urUGW0b5dR4wcdR0MRgPWrFmNjevX4KiioE616rihe8+8bnVt27bHzh3bkJFxGlabDc2atfzLrgstWrRG83+1xM5dO3D61EnRPKN58xZ5ubhNmqRg6dI07N29E7quoUfDxujRo5cQ8IsWLRCNOxb5yUk5h1rJNXDrZVdi6pSf8TykIvNwXJKF/Ry5Z+S3e6PZoPlcZTGLYruifhvAKrNZFBjWy9e4JP+Jj0ZcXMR3xYp00fRkqKJgiF9B9Ig5YZAxTtPw0ftv4/obb8XaNStxYN8eyJKMRk2boVfvviyUGaYMw405/iTcmIPJD8/xpTHHhw8fwkfvvQVVUdBZDaCypmG/0SgEVY3kGrj/wcfgcOY0xchvjfbjjxPxxemMItFErwQ8mpgo8ocvLyFK/HZcHDLq1cMTTz9X5LG9e3bh44/egykUFpFkiozuM5qw0mJBpcqVMfbOe7Bm9UrhsetVFBgkCa1at0X//pehbr16Yhvu7CwcPHhQhDrr1a0HpysOZfU4pk50e/fuES4XlZKSULNmbSHevR4PFi2aX8w8DMKyZUuxbPlSNNY0tFcUETlfabXhgJzzaZFX87WF8oipCcl/4+LQNhTEPd4zAjwKpZo8nZCA0aNvFa4T+VcL/vPSP1Dv2DE84PUWeZ1HlsTxQFHrmrqOdoEAIpCwymbFKQCjRl2H3r37nXUO+Lfi4sNzfPExlJE55sYcDMOUa7KyMoUF2oY1q4QlWOUqVdCpaw/MmTEVlXw+PJ6dhbh8aQrkuvA6JEz4djzuvvfBAtsymy0i4khiJ/9rCKeek4s622ZDj2CwiJ0ZFYRtMBlxXY/exY6zQcPGeOqZfyB18SKkr14BfyCASgkJGNyzD7p37ykitkOuHoGrrhomopVGo6mIHVhcfAJatire2q2sQfvWuElKkfudLleJ81C3bj00b9FStKmevH8fSAc3bNwE9/Xuj2PHjopuftstFvT0K3DqGraaTEi32hDWtWLt5+ieKTYbrGYL2rZrX+SC6mRmBm5Xi/otE+tNJiGGb/b5hJNFVITTBdOPdjt+/vlHkaSxb+9u7BNRcqBBoybo1acvGjRodEHmkGGYiwMLYoZhyhR79uzBuA/epfVudAkoSNQ07M7Oxg8H9gv7L0pPKCxsyYLsBq8Hn27bghMnjqFq1ep5jzVr3hwm2YDFFguuLuT5S/QJBETu7svxCRjq96FtMChs15ZZLJhmd6B+vXoFooyFoTbDI0ddK25nK1qzWLmJRLHzQJ39WrcVt8I0bdYc1atXx8Lf5uPrndvFfQlOFwb07A1JkjFz1jT4ZAmXBQKoFongkNGIWVaraCRy0zXXi4uh/FBrbYLcKwpDR9RcqxXt1CAGFlotoLK96/1+bLKYhVNJNUkSKwLEGq8H76xfgyuvuApXXDnkr08SwzAXBRbEDMNckoRDIaxfvxYbNqyDGlBQpWo19OzZHZ989B7qKH48kp19xtJMCQjng/9zxYkiuOKWyTurQXzplLBt69YCgtjhcKJb9574NS0VNSMRtAuG8iJ/pw0yJrji4HC6EFe9Oj7N7YZGGGUDOnXuihEjr4GRmzzEjKbNWogbHS+hcBhWi0UIa8LlcmHOzGlI93rynl85IRG3DRuFdu2LdupLSkoSf/cZjagWKZgXniVL+N1oxDDlzLbyQ8cM5UD/ZLfjlXzpN+SRPN1mxc+zZyAxKQketxsH9u9BiBq01G+Irl17IL6E5i4Mw5Qe/CvOMMwlx8kTxzHug3dwKisTKZEI4sMRbLPsQtrSJSIad6/bXcTflzrAXaP4hXPDdbK/SFc1Y64rRLgYC69hI64RaRjvbt6I2rqOhqqKTIMBm0wmxDldeODBR4UbAY2LltVlgwENGzQqko/MxA6jySRu+eneoxe6du2O3bt3wevzID4uAQ0aNMwTzIWpVLkKGjdohFm7dwlLt/xbo4YnhO0sZTdkxVf4UXoVrTxsMpvxw8RvYICE5kFVPHfB9u2YM2emyGXu2KnLX9h7hmH+KiyIGYa5pAgFg/jog3dgzszAf7PdoskCoXm9+Ed8nFjOLq6FMNFDVTHB4RB5pD3yuRIQ5MmrQEeNGkVttijCe/sd92Dnzh1IT1+CvSdOwGK3YVS7jujYsbNwaSAoSk03puxAFy9NUpqe8/OvHjYS7737Bl5PiMdInw9NQmHhp7yJ8pp1XfgityjGM5mgCyhaZSjO6q1nQMVOpxGvZWYgKff49fu8om31hG+/QmJiksil3r9vr1DR5BbCxxrDlB4siBmGuaRYu3Y1MrIy8d/sbOEFHEXObVlcUuc3wpL7WLiQJCHjrUkOByolJCKlafNiX0tRw5SmzcSNqbjUrVcf9z/wCL779iu8YjgNIyRh/aZDEsWbC0+eRC9VLXBsEjtNRqwzm3CTz1/sdm251n3mfBFmOpZv9/qw12TGl5+Ng0cp+NpmKc1ww+hbkcApFQxz0WFBzDDMJQXlDTcNh4sIDqJWOILlFrMQuAUXx3Og6B2RbrEIyzWyOSOHiVkOhyiouvemMZBLWC5nmPzuIM/982Xs2r0TR48cFisITZs2F64gb7/5f/gPgMv9PnQIhsSxuNJixhyrFfG6XmwTkWj0mFY3HIUu6NyyBDd0mL0e3KsoIlVDl3J8lH/esQ3vvfV/ePypv3N6DsNcZFgQMwxzUVH8ftHsYPWKZfB5vYhLSECXbj1EzmThKn8i4POhem6aRGH6qSrm2ayYZbNiaCFHCOqI9oszJwqcZTTitVMn8x6jvNAHrx6O+g0aXoQ9ZMolkoTGjVPELT8PP/YUpv06GVNXr8DPucepzWxBnZq1cHDfHhw2GlAvXPD4PWA0CFeSq5WCfsnEDKtNRJ//4c4+kwqkU/pPECnhLPwDEhYuWoAhQ/5ch0GGYc4NFsQMw1w0qAjtw/fegtvtRvugiqpkfZVxGj/9fhCpixbi/oceRVxcfIHXVKpaFfsO7ofu9RURD5RPTMvVv9jt+N1gFK2VSUSQH/BsuwOnzGY8eMfdqFO7Lo4cOQK/4kNiQqIolmKYCwG5ktww+hYMGz4SR48eEfZuNWvVEo998M6beBW/Y5DiF+2hidUWM2ZbrXDoOi4PFLyII9m81GJB/9zjuDCVI5pwrlieloohVw0VIp1hmIsDC2KGYS5o2+Ts7CzYbHYkJCbh048/gCU7C69mZ6NSvhSIwwYDXoOEr7/8DA8+8kSBbXTr1hPvrl6JlWYTugQLtt2lLWTIBrgcDuxLTMKqzAxxP8mEpinNcNOwkahZM0ec1KhZs1T2mamYULtqSq3Iz/0PP4bp03/F3GVLMTWUc+xaTSZUq5aMU4cOwks+y/m+B15Zgl+W0LCEIj2iYSSMeYofqhpgr2qGuYiwIGYY5i9z5PBhzJzxK7Zs2SwKkIhqlSrj+OlT+IfbXUAME1SJf4vHjff27sah3w+iVu06eY81bNgIbdu0w6cb1uO434e+qgqXpmOv0YBf7XZsM5lw501j0LxZCxw5clgIhaSkSkKAM0wssVisGDXqepHecPTIEeh6jqtJKBTGG6/9F68AuMbrFXnCdBG3Kde/OvMsee2ZkgRZkkT3PoZhLh4siBmG+Usc2L8fH7z3JpJCQdzs86N+JIxTsowFoTCOm4witYE8ggvTNhiCHRK2bt1cQBDTsvCtt96OKb/+gmlpqSI9guQCSeoqiYm4+7rRaNa8pXhqzVq1S3NXGeachXG9+g3O/N8KPPLYU5g44SuM27UTUm59HF06Oqw2pGqayI8vnBBB35pUux2tW7Up0tKbYZgLS7n4hn388cdIS0vDN998U+Jzpk6diqeeeqrI/QsWLECt3PwvhmH+GNGc4sghGA0m0eRgwjdfoFZQxdNZWXm2Z/URQcdgCN847PjWYUfbUBAJhXIkDbScTJZoxSwX08l/1KjrRLvbrVu3iChw1WpV0aF9G/j8QUQiZ/FeY5hLEFrBuP/Bx3Dq5HEcOnwAaiCIOnXrw+v14oP338aXTgdG+3yw5h7afgn4xuHEcVnGDQMG/an31CIR7Nm7G16PF/HxcaIzXklNSRimolPmBfGECRPw9ttvo2PHjmd93o4dO9C5c2e8+eabxbbqZBjmj4XwTz9MxI7dO/PuM8oywpqGsV5vnhiOQtGua/x+pJktSLVYirhCHDEYkAEdyTWSS3xPu8OBjp06i38bDBKfzJkyT7Xq1dGwUT14vYG8C7sbR9+CH777FqssVrRQVRE53myxICLLuPWW21Cv3plo87myYnk6Zs2Yikx3doG21UOGjUS79mc/XzJMRaTMCuLjx4/jX//6F1asWIF69er94fN37tyJlJQUVKnC1eYMc76cOnlC+K86/T7c4/OhVTAIVZYx3m7HDpMJKSUUBVHjgcbhEPYbCv7UUPrDJLsNLpsdrVu3K6W9YJhLky5duiOlSVOkp6dh3549wkyif6PGosA0/k805Vi0aAEmT56ELmoQlwcUYWNIhayzgkGM/+pzqKqKrt16XJR9YZiySpkVxFu2bIHJZBKpEB988AEOHz78hxHi/v37l9r4GKYsowYU7Nu3F+FwBMnJyZg2bQqsih/PZ2bCmRsJdkY0tA6FRJFb5Cw/JkFJxmGjLJpmVNUiOCSTRZoNu4wmjB19i2h6wDAVHUqpGEzWan8R8vomn+RBSgA3+c90vmscjqCRx4svnA5M/vkHtGvfQeQ6MwyTQ5k9E5G4PVeBm52dLSLKq1evxsSJE5GZmYnWrVuLnOL69ev/qfeXcpdwywLRzlw5f4t2/2L+OuVljsOhsBC/aamLoYbPWJ7RXg1RlDwxHKVFKIywJAmv1a65vqv5OWWQsdtkRJzThdfypTvUrVUb9w8biabNmlW4Ob6U4Tku+3O8evUKQNMwLKAUeYzOWMP9fuF9vH7dGnTv0RPlET6OLz5yGZljqSII4vNh165d4i9Z4LzyyisIBAL46KOPMHr0aEybNg2VK1c+721KsgSns2xdXdvt5lgPodxTluc4EongnXEfYNvmzbhC8aOHqsKm66Ll7BSbDQssVnFftXwWatQoo2UwiO/tdtQt1G5ZkYBPXS447Xa8+vpr4qKUinsSExP+kkdwWZ7jsgLPcdmd44yMk6ila3AW0+iDqKTpqAIJmZmny9w57Hzh4/jiY7/E55i02rlSIQQxFdwtW7YMiYmJkHI7/bz//vvo27cvfvnlF9x9993nvU1d00VRRFmAruDooPX7g9C0S/dKrixTVueYcglpidVmt2Prls3YuHkTnnB70Cq3qQDRUw2ibTCIF+Lj8ZPNjge93gLbuMvnw3Px8Xg+Ph6dgiHUD4dwSjYg3WaDZjbjvnseQDgMVKpUTdyIP/PdKatzXJbgOS77cyzLRngkWRTmFScFKL2JvsHUYa+k72EkHBbdJU1mM5zOXI+4MgQfxxcfuYzMMWm1c6VCCOLi3CRsNpuwW6Oo1Z+BprjsWD/lHKx00JadMZc1ytYcHz92FHPmzsT6dWsR0TTIkOCw2ZASDhcQw1EoVeJKJYAJDjuyZQnx+X5kbPRvWUbd+g2x3+PG2qws2K1WdOnUBb169UFSpcoXaE7K1hyXTXiOy/oct2jZGr8tXCBy9lsW811eZzbBBx0tW7Yp8v50cTx33iysXLYUflUV99WrXRf9B16GNm3bo+zAx/HFRysTc3w+I6sQgviHH34QdmsLFy6E3W4X95H34/79+3HNNdfEengMU+qNND58/004QyFc4/OhVkTDCVnG97qG5sGiecBRmoXD0CQJRw0GxGvhAmkRqsGA0aNvQZWqORFghmFiQ6OGjVGvVh18fuh3PJ6VhdqRM01xqNvjV644pDRqXKSpjcfjxrtv/h+8GRnoq/jRLBQWraWX7NuDL778FFcNHorLLr8yBnvEMKVDuRTElAuZkZEBl8sFq9WK3r174/XXX8fTTz+NRx55ROQQk0CmqPHIkSNjPVyGKTXoav7rLz9BTVXFU1lZeU0AiNk2K7xSyT6/dHIkxsXFoW0gAFWSsNZihW40YOztd7MYZphLAUnC7Xfdh48+eBv/gI7m4TCqh8M4bDJhh8GAOjVrYczYu4q87JdJP0DNyMALWZmomq8WoJsaxK82KybPnIpmzZujdu26pbxDDFM6lEtBfPToUQwYMEAU0JHgJduo8ePH44033sCNN94oiut69OiBr7/+GhaLJdbDZZhSY8f2rTiVlYn7PJ4CYphoFwxhmcWMa/1+FFcmQc014hxOpLRoid0HDwq7tH4tWwmv1IQ/4ZXKMMzFgbyLn3z6OaxbvxarVizDDnc24hISMaZrN7Rp3a5IG2i3OxsbNqzDDT5vATEc5WolIFpI/zzpR1gtFqiKgirVq6Nrt55oQC2qc2tzGKYsUy4E8f/+978C/6fcYPIdzk+LFi3wxRdflPLIGObSYv+B/YiDhAbhM8uoUQaoASyyWvCh04l7fd48wUx/FlksSLNYMOKyK9C374DSHzjDMOeF0WRCp05dxO2POPT774joOtoXk3NM0LoRrQot3rcHTcmbXItg18H9WLFyOTp17IzRo2+FbKBm7AxTdikXgphhmHNDOkuRAdmpPeDx4h2XE4+YE9EpGBQFc5tsVhwjt4kevdC3Dze3YZjyRtSaquhl8hnosSqRCJ50u8X/da8P6RYzPl+9UqwQDbl6RCmNlmEuDiyIGaYctVfOzMqEw+5EjRo1il3GbNS4CWbNnoHtJqMomikMdZKjwrnGLVvjwOlTCIfDqFGrDq7v1RsNGjTipVGGKYfUrVMPJtmAVWYzrlKKWrHRL8Uas1m0go5CvwQ91CCOGhTMX7wQnbt0E1ZtZpMZtWrV5ogxU+ZgQcwwZZy9e3dj+q+/YM/+fXn3JVepissHX4127TsWqUCvWa06vtV1/C0rC3H57NMCEjDe5YLL7sDY2+4US64Mw5R/7A4HOnbqgukrlqFlMIS6+Zwp6BfiO4cdPklC/1wrtvw0C4UwIxjEf//zYt7qU2JcPPoNuAx9+vTji2imzMCCmGHKMDu2b8MnH7+P2uEw7vf5UCcSEU0x5odCGP/V5/B4Pejdu9+ZF0gSxtxxD95/5w08K8noqSioHQnjhMGAVJsdAZMR99x1H4thhqlgDB9xDQ4f+h0vA+ikqmgeCsIrSUi1WnFMlnGbzy86U+bnsMGAD50uVNY0DFECSAmH4JFlLFZV/DL5J5w6dRKjrrk+ZvvEMOcDC2KGKcMWat9P+AopwSAey3bnfZmrRzS0CIUw0W7HlF9+Qtu27REXF5/3umrVquOJp5/D4kULkLZsKXwBBRajCR07d0W/fgPYPo1hKiBWmw0PPfoElqQuRvqSRViWlQmDJCEuPh6JWVnoXUx0+BuHHfFaBM+73bDrZ35/GofCqB8K45sli9ChQyfUIycKhrnEYUHMMGUFXce+fXuxafNGhEJBaOS37c7GIz5fkS8yLVKOUPxYbLNh+bL0Iob6VAQzbPgoDBs2EuFIBEbK9+OlTYap0JjNFgwYeJm4Uftmas+7d+8evPvem1huMQtP4ijUoGe7ySQsHKNiOD+UXjHL6cCMGVNRs1YtaBEdderUERfovALFXIqwIGaYMoA7OwtffjYOew8eQAK1WYaOo2SHpOvYbzCibjE2anSSahgO4ejRIyVvWJKEnzDDMEx+ol7FDRs2Qvt2HfHZujU4avCjj6oiIaJhhTlH1BbXHpqgy+uWgQCW7NyOjF07YYKOxQAm//wjbhlzO5o2a1Gq+8MwfwSfCRnmEicUDOLD999B4MRxPO72oFUoJE42WbKEKTYbvnQ6YNU1dAkWPTEpsgFOI1d7MwzzJ5Ek3HzzGCQmJmJ26iJMtRX8nVFkGY5imnmIxyRJ5B2/nJ0p/n/MIGNiKIxPP/kQDz/yJOrWq18qu8Aw50LJfVoZhrkkWLt2NY6eOIbHs7LQOlcMEwmajjE+P9qrQfxitxfxF6aCl/2yhBbNW8Zg1AzDlKdo8dBhI/Hyv1/F2LF3YvToW3DvvQ/AbDRiqbm4vpaATwLWmczCzzwK5Rc/7HajejiCObNnlOIeMMwfwxFihrnEyMrKwrJladi3ZzckSRL+wi1CYdQuVOFNkDi+Qg3gv5Y47DYa0Dg3dSJblvBxXByS4uPRunXbGOwFwzDlsfCubdsOef+n1s3TlyxGo3BEFPLmt3D8yOkUETdKsSgsOvr5/fhm2xZ8PO59hIIqKlephq7duqNe3fpcy8DEDBbEDHMJsXrVCkyc+DVMmo4WqiqivllmE9qFizbRiJKcK5QnOhxoEwrhpCxjpcUKm8OB++97KC8XkGEY5kJCRbknjx/Dazu3IyUSQdNgEG5JwjKzBREJeNTjQXw+r3PihEHGDJtV/Du8aQOSIhHstuzGsuVL0bFDJ9EGmn+zmFjARx3DXCLs3bMLE779Ct3VAG7y+WDLPY+8EufCYUPJ2U1HcjtCKck1sMjvh93hxOWdu6Bb1x5wulylNXyGYSoY5BZx970PYsOGdUhPS8XiY0dhtligud3o4vWIla38UAz5DZdLCI9/Z2WjVu7FfLQN9BdrVsPpdGHEyGtjtEdMRYYFMcNcIsyfNwe1NA23e30Fkvt7qio+dzrxu8FQJG2CNPMcqxVVkyrhmb//C5LMZQEMw5Qe1KKZOmLm74o5bepkLF0wD9crClz5IsRrLGYcNxgKiOH8baBPyT5MT1uMK64YDJvdUer7wlRsWBAzTIwgO7T09CU48vvvMBgN2LFrJ65X/EUqXbuqQcy1hvFGnAtjvb68wrpMWcJkux1rzWbcdvVwFsMMw1wSUHfMFcvS8H9aAm7zuNEgHBG/WUvMZjQKhQqI4QKvU1Xxm/bRR+/BRA45CfHo1KkrmjdvKTyRGeZiwoKYYUobXcfMWdMxZ85MxENCMzUgrItkoxG/2uxoGImgSb6lRnL7fNLjwf9cLrwV5xKvodjJMegwGk244ZrrCkRnGIZhYkl8QgIeePgJfPHJh3hZllAZkvgdO65r6FCMPSThlYAPnLkpXvv2oko4jKMmMz5dvw4N6tbH3fc+wFFj5qLCgphhSpnly9OFGB7l9+NKJZD3JSRnCKrMfsvpwr/d2aiUz9uTClNahsLIsjvQqVcfhEJh9KxWTbRFpcpvhmGYS4nk5Br4+z9ewvbtW7Fz5w7Rat555BD27doJzVvU85V++8in+Fm3Gyl5AQEftpuMeO/Afnw1/jPce/8jMdgTpqLAgphhShFd0zB/zkx0VoO4WgkUeIxE7yMeDx5PSMRCiwXX+JW8x04bZKTZbOjeqw+uHjoiBiNnGIY5PyiNq1nzluJGHNi/H2++9SqWWszola8N9D6jAVvMZjzk8eQTwzk0DYUxxuPGhzu24/Ch31GzVu1S3w+mYsCCmGEuMj6vFytXLsOxY8egqipOZmZgrFpQDEchZ4muQRVpFguG5Qri1RYzfnY6YYuPR/9+A0p59AzDMBeGuvXqoVPHzvhy9UqcNCjoFwiIBkPzrVa4NA3tSkinoDQLFyRMmvQDqlStKpwoaHWsZs1apb4PTPmFBTHDXETSlizG5F9+AjQNdTRNFMIRiYW8OfOToGnwSBLuqpSUd19K4yYYfdMYOF1xpTJuhmGYiwH5DMfFJ2D24t8w1WYTxXb0a0gtnksqmyNjSXskjIP79gB7dmObLGPBgrlo27oNbrplLMxmSynvBVMeYUHMMBeJNWtW4adJ32NAIIARigKnpuO0LOHJhATRVS7aUKMwu81mJNeoiV59+otOdfUbNEDVqtVLffwMwzAXw6Zt6NARGDToCmzbthkBJYBDh37HivQ0UVjnLCZW4JYlnJZlXOPz4YqACvrlXGExY/zGjZjwzZcYe8e9sdgVppzBgphhLlKu8Ozpv6J9MIibfX4RBSEqaTpahUKYabWiUzAIa6EffxLKm4xGjO43AF26dI/F0BmGYS46NpsN7dt3yksrW7E8HTNsdlzv9xd57gyrTUSPyZM9GjHuLnKQPfhk4wYcOXwYNWrWLPV9YMoXbOzHMBeQkydOYOOGdVi06DecyDiNywKBPDEc5Vq/gizZgP/GxWG9ySSiHRQZmWu14I34BGEx1KFD5xjtAcMwTOnicDox+KqhmGWz4guHXXTfpFjBYYMBnzsdmGOzYoTfXyR63EUNgoza5i+Ygw3r12Lv3t0iGMEwfwaOEDPMBeD48WP48P3vsXX79rz7ZF3HUrMZDUNh4cEZhbrNPeNx4y2XC2/HnWmtbJAktO/QCddeewOMRv5qMgxTcRgwYBDMZjPmzJyGVOVMlNio67jV60P/3OhwfihtQtV1kZ5GN6JyQiKuHj4Sffr2KtXxM2UfPusyzF/k5InjeOvNVxHn9+NuX04nOb8kYZnZjOk2GzJlGY95vGKZL0rdcAS1IxqcNWujd9/+MBiMaJKSgri4+BjuCcMwTIyQJPTq3RfduvcU3sUejxsHDx7AyvQ0dA4WFcO/WSz42ulABzWIKwKKKMo7YjRiVjCIL8d/DiCCDh27xmRXmLIJC2KG+YtMmzoZdkXBc5mZeUt6TugYpgTQOBzG/8XFYZXFLFowRzloMGCzyYgb+/ZHl66cK8wwDEPQ6ljLlq3Fv1u1bI2Vy9Mx32bD8Hy+7D4J+N5uR/9AALfkq9FoHAqjUciLL50OTPx2Alq0aAsTO1Aw5wjnEDPMX8DtzsamzRtxpddXbHV081AYTUMhzLVYxf8pX3i12YQ3EhJQo1oy2nPLZYZhmGIhm8l+Ay7DrzYbpthtotaCSLVYEJGAYYpSpEaD/k/5xqFwCKtWr4zFsJkyCkeIGeY82b9/L5akLhItSIPhMDRdR9Nwwe5K+WkWCgm/zScrVQLFOHzQ0bhhQ9w29i6YzOZSHTvDMExZ4qrBV4u/0xfMxXSbHQkAMqCjWjgsunsWB/m8V9V0sXo3Z/pUVK5SFV179kb7dh1g4PoMpgT4yGCY82De3FmYPmMqqlKFsxJAtixhqcUifDJrFG8rDK8kw2F3oF2PXjCZTGjRohVq1a5T2kNnGIYpk+2fhwwZhr59+mHt2tXIzs7GgQP7cXL3LuFEUThCTJDPhIcK7NwetA2HsCc7C9/u34tlaam45/6HYMldsWOY/LAgZphzZPPmjUIM03LcUCXHTo1+eHcYjVhisaBpqGiUOCgBy2w2dOzSFUOuHh6TcTMMw5SH9IneffqLf+/duwfvvPM6NptMwte9MBtMJvioCZLHh/philQo2Gky4q39+zDpp+9x0823xWAPmEsdziFmmHNk0YJ5aByJ5Inh6BfoikBARInnWywiYhFFkYAPXS4EDTJ69eobo1EzDMOULxrUb4D6deri87g4UaCcnwMGA8Y7HUgJhXLFcA5NQmGM8HmxZvVKUfvBMIXhCDHDnIVwKCSiEX6/D7v27sbYfGI4yoCAiuOyAd86HZhtswrbNUWSsM5ihWY04PY77kHlylVitAcMwzDlDEnC7Xfdh4/efxv/hI7m4TCSw2HRyGO7yYQ64TAe8HqLvKyHqmKiw4EdO7ajU6cuMRk6c+nCgphhioG6Hc2bNweLF86DVzlj9zPbakGdSLhA5IEE8k1+P+J0DT/bbNhWuw7MFgv6tGiF7t17ISGBykAYhmGYCwV5tj/x1N+xbt0arFqxDNvc2ch2u9HA48GzbneBZkhRbLlLeOFw0TQLhmFBzDCF0XX88MNELF++FAOVAHqrqhC7O41GTLPa8IorTnSaa5BPFBOnDQYkxMXhb3//lygEYRiGYS4eRpMJnTp3FTfi559/xIbURcUW2hFbTDkyuUZyzVIcJVNW4LM2wxRi3769WLZ8KW7z+kTkl1otk71Pp2AIz3vcoiPSt3ZHkby1dIsVPXr1ZTHMMAwTA7p374ls6CJ1rbgC58lOB2pWr4G6devFZHzMpQ1HiBmmEEvTlwhbNYoMF8as55jBvxPnwkqzCTUiGtaYTZhjd6BG7VroP2BATMbMMAxT0UlOroHLBl2JSfNm4bDBiD5qAAmahj3U0tnuwAmzGQ/eeIvIQWaYwrAgZhjyCva4sWrVCpw6dQq7tm1F60DR4rkozXLzz8hBgjAbTaL98ujRNyCiSYhEijeLZxiGYS4uV111NZIqJWHBnJlYlpmZd39K4xQ8MmxksR7w5DqxatVKZJw+BZvNirZtO7BXfAWEBTFTsdF1zJs/B7NmToOs6UiGDp+ui2YaJeHLTYkYctVQNGjQCDVr1oLDaYfNboXXGyjFwTMMwzAFkCT07NkLl182ANu27YJfUVApqRKSKlUu+lxdx+zZMzB3zkwYdKA6dGRBwrz5c9EspSnG3HYXbHZ7LPaCiQEsiJkKTWrqQkyf/iuuUhRcqShw6sAsqwWT7HbRha641qCpFouICvfs1Rc2my0m42YYhmFKhmo56tSte9YVuwW/zces2TMwVFFwhaLArgNUKr3WbMKXO3bgs08+xIMPP851IRUE/pSZCu0xPGfWdPQNBHCtP0cME71UFTZdx/tOJzzymcQJenid2YQZNju69+zFYphhGKaMEgyqmDd7BgYpAYz054hhgtp8UAH1/W43du/bg507d8R6qEwpwRFipsKybdtW4TF8eaBg8RwJ48c8HrzpisNjCQnoEAwiTtOxy2LBfllC65atMPTqETEbN8MwDPPX2LJ5E5SgisvU4tPcWoRCqKnrWLV6BVKaNiv18TGlDwtipkKhqgGsWb0KW7duxqmTJ3LvLbqk1jAcwSvZWXjd6cJGpwvxcXGoUj0Zd/fohebNWvASGsMwTBnG4/XACAlVIlqxjysSYAhHsG3rFoz78F3Uql1bNFoqNheZKRewIGYqDL//fgAff/gefH4fUsJhYZnmNpnwbEKCsFIb7lcKOEu4KH/YYEDTFi1x29i7YjhyhmEY5kIS54pDGDpOGGRULSSKd5iMeNfpEqK4WVYmLBkZWLpjOxbMn4dhw0ehbz+21yyPsCBmKoyt2kfvv4Nqfh/+5Xajcu4PIBmozbJZ8YvdjoSIhn75vIe3mYw4KEu4snO3GI6cYRiGudA0b9ESdosVs61W3Orz591/0iDjbacL9SJh3O31IjG3sDro82KyzY7JUyYhPj4B7dp3iOHomYsBr/syFYL09DSEAgE8lp2dJ4YJauQ5VAmgq6pims0KeoSqjFeYTfggLh4N6zVA02bNYzp2hmEY5sJiNltw+eAh+M1qxY92e14B9VyLVQijRzyePDEsnq8D1/n9aB0KY96cmcKyjSlfcISYqRCsX7MKHdVAThpEMfRXVSy3WPBUpSSokOCFjuYpzXDrbXdA5nxhhmGYckffPv0RDoWFD/1cmw1VKEKsa+gXUGEt5lRBkrkfdSo9dgSnTp1E5SrU05QpL7AgZsotJ08cF5HhI4cP4fSpk2inFV88QSTlPlardVtUT66Btm3ao0bNmqU4WoZhGKZUkSQMHHQ5unXrgTVrVuL06dM4tWQxkrQzKRQlnSu+/uoLVK1WDZ06dUWTJilcaF0OYEHMlEvmzZuNGdOngnoMNVNVGE1G0c++JPYYyH0SGDp0BF/1MwzDVCAcTid69+kv/r1r+zbsDShAITvOKHQekXQdibt34cjB/fhw9Uo0btgId951P6zsTV+m4UsaptyxauVy0X3uasWPt06fxoNeL0b7/dhmMmGXqagoFoV1Dica1W/IYphhGKYC07VnL6w1W/B7bpAkPwEJmGOzol0whEe9Xvw7IxNPuD04tGcPvv36i5iMl7lwsCBmyhe6LroPtQ8GRfchc+7dndUgmoRCeNPpwgKLRdjpUIrYdpMRryXE47DJiKHDR8V48AzDMEws6dq1O6onJ+P/EhKQarEgmHuu2GQy4X+uOLglGaMUJS+nuFUohDFeDzZt3YyjRw/HevjMX4BTJphyxdGjR3D89CncUmi5iw70xz0efOVwYILDjm+cDtGikxwlqlWugvtvuhV169WP2bgZhmGYS8N94oGHHsP3E7/Bl5s34ks4hPClzOE64TCe8bhRM0JnjjN0VINwOCWsX78Oyclce1JWYUHMlAsyMzKwatVyHDi4P29pqzBUNXyP14cEu4aFcXG4etgoEQlo1LCxKK5gGIZhGIfDiTvuug8Zp09hx87tWLVqBbx7duPFbHeB5k35hZRL07BhwzrRDbV1qzZo0KARn1fKGCyImTKNrmmYNm0KFv42X6RHVNc0OKHjfZcLbYJB3Ov1wlbIPueo0YTq1aqjZ68+sRo2w1w4dB3BUBBGgxEy5T3qOnbt3ilWS4xGE5o1bQ6z2YzlK5bh4IF94iRNF4GdOnUpUgTkcXuwaOF8rFq1FgE1iBrJ1dG9e3eEwxGsX78Gfr+CxKQksaxcpUoVbNm8GR5PNpwuF1q2bC2ia/T+alCFyWRmy0KmTENtmrt16ymO+9l79sAvAY5i7NjIw/ikBMQfOYwNR49i4cIFaFCnLm6/+364XHGxGDrzJ2BBzJRpZs2egd9+m4dRfj8GBgIiCkyLWWvMJox3OPG+04knPd68q/p9RgM2mIy4vmfvGI+cYc4Pr8eDtWtXISs7Gw67A02bNsX69euxdOlS+PxuyJIBDRo0xMmTJ5HtzoQEE3SExWsl8Q2QEQqlQJJI3P6EadOn4o7b70JK02biOXv37sa4cR8hqIagqu2g604cP7YF69a9D0gaoNdEKFQJJvNapKYuhCyboGmh3PcJwWyyok6d2jh8+AiUgA+ybEDbNu3Qf8BA1K5dN8azxzB/nk6dOmPG9CmYZbPhGn9O/nB+Zlpt4hv2UmamEMybTSZ8fvAgPnr/bTzx1N9hOIvDEXPpwJ8SU2ZR/H4snD8HVykKhiiBvPspN7hzMAST7sU7cS7Rl75eOIx0swU/O52oU6sWOnXsEtOxM8w5o+uYOXMa5s2fC12j024idGRh6tRfAcmEgNIL4UhDyFIWduxcCIOcBb8yHAFlGEymzXC53kQg2Bl+/03QNZfYpCRnwOX8Ep988hGefOoZOJ1OfPTRh1CUOnC7H8x9ngaD4WXIBie8ngcQDjUR0tpqmwq7/Rco/l5QAldAi1SFbDgFq2Uudu+Zi3CoAQLqIMhyJtauW4z1G17D7WPvQqvWbfL2Z9u2LViyJBUHDx6CwSCjZcvmYsWG8y+ZS5G4uHhcfsVVmD5zGhRJwuWBAKpGNBwzyKL18yKrFdf6/XDmRo+p0O7R7Cy8AB0bNq5D+/adYr0LzDnAgpgps2zcuB6hSASDAmfEcH7ahkKoHIng1bg4USUsQ0KbNm1x/Q03w2iips0MU/opPkePHkVADaBSUiXEJyT84WtmzpqOOXNnQVGGIqAMgq674HK9DoPxENzZz0GLUH+tHAKBy+Bwfgq7bTpUtQ+s1rkIh+vA5727gKmQriXB7X4IRtOzYnm3cqXKCAXDcGc/JCLDhMm0CUbTPrjdzyIcShH3SbIHdts0KMpgKP7r8ranRSrD7x8NHTbYrNMR8jaDriUgoFwGl2scxn/1BV568T+w2+34/vuJWL5iKXStLgJqT0hQkZ29AunpSzF69C3o1Llrgf0PBlUcPXJE/Jty/i0W6wX4JBjm/Lj8sithNpkwd/YMLLBa84qy7ZqOm3w+DCxUyF0vHEGTSASrV65gQVxGYEHMlDk0TcOePbuwY+c2WCEhvoR2zBRLq6FpsNSui969+yIlpZnIf2SY0hK/x48fF4IuKakSNm/eiDlz5yIj40TuMyQ0b94SQ4cOR3JyjWK34fN5MX/ePCjKECj+keI+2XAcJvNmeL13FhDDORjg990Ks2ktLJb5MJk3wee9rQSHTTP8/l5Ys2YmqlapDlXtkCeGxaOWlYiEa+VGhnOwmJfRniEQuLLY8ZIAtlpmwWJJR0AZLE4xXt8YmM2Pixxmgyxj+Yp0Mfag2iP3Wwr4/dfB4fwKEyd+gxo1aqBmrTpi3mbMmIr09GUIBnOWqSkto2u3rrji8sHIysqCpmuoVq16Tu4yw1xMJAn9+g9Cj569sXXrZpE/v3LVcvxfZibOfGsKkhwKYZ87u5QHyvxZWBAzZYrVq1ZgxtTJyMj9kaGOQadlCZWKEcVkk3PEZEbT+vXRtRudfBmmFNB1LFu+FPPmzsPpXPFLOby6DoTCLaEoY0T01Gjcja1bZmH37tfw6COPo2at2kU2tX7dWnEBGAhcnnef0bhL/A0Fi4866bodoVBrmEw7xP81rXKJQ9W0SgiHgwgGg9By0ymiyJJPPB4VreI++RQikSp5qRdF39sBTasOg3zqzH2aC8FQU+zevROHDx2BqvZAUO1Z6JVGIdwtlq1YnLoI115zAz54/z0cOHAIfmWg2Fddl4RIT02djbQladD0cD6R3A2DB18t0i+0iAar1coV/sxFgS6+2rbtALvNIQTxSaMBznBBG7Yoh8xmxCcklvoYmT8HC2KmzLA0LRU//vQdOqlBPBhQRE/5v8UnYI7VJjrRFWa12YRT0IsswTLMxWT69Cki3zcU7IxAYAw0zQmTaScs1tkwGPZB05KgRZIRidREMNgZCQmv4LvvJuLJp/5WZFvZ7mxIUlwhAZpz8UcC8ezIgG6CwbgfoVDLYp9hNByAwxGP5OTqOHlyB/x+2nbOdiORyjBb1uQuDOd07dJ0O2TZDYhiveJOHxFIMkVuC7Ww1SWoqoJsdwZUtXsJ4zVAUbpi86YlqFZtMQ4cOIDs7GcRDjfMfTwsxkvb8iv9EAxSHYAht8hvnogkh8M56VOVK1VDnz690aNHby5oYi4KjRo3QVJcPGapQdznPVO4HYW6ou6RZdzRpVuMRsicL+yJw5QJFEXBlMmT0DcQwP1eLxqEI0jQdAwNKJhrs+Inu01Y3xBBAIstFnzmikOrFq1Qry433GAuXCHnokUL8M7bb+L/Xv0fvvrqC+zatUNEhYnffz8gxLDfdz08nvsRCrVAJFIXgcAguLNfgK454XB8k7c9XbfB6x2B3w/tx6HfDxZ5Pyp203UvJMmXd18k3Ej8zRGrRZGkgCimC4dToAa7wGpdUOD1ec+TM2CzLUWP7t3Ro2dPSPJBmM2r8x4PBnuKwjizJT3vPorUSrIPZsuKYt/bbF4jBHP+6DW9t9m87UxaiG4vcX4puh2OhLEkNRWq2iWfGAYslsUwmbbC7XlcFAiGw40QDteH4h+F7Ky/IxyKIKi2gdd7D44erYuff/kZn376MSLhnEgyw1xIyFLwqqEjsNJixlcOOzJyzz90+bjCbMI7cfGoV6eusCNkygZ86cyUCdauWYVwOIRhilLgSnywEhA/QFNtNlHtSwu8HkmGAh0d2nXADaNv5qVT5i8J4K3btkANKKCsnBnTp8Ov+BEKtoamxeHw4Z1Yu/ZtdOjQGTffdCuWpi0BUKlAikMUKoZTAsPgdH4M2XBURImJUKiV+Hv4yCHUql2nwGvatm2Pyb/8DIt1IQLKEHFfJJIshLbN9ouwUaMCuTNosNu/gySRdVpfEVWlfOK4uP/C779BvI4izGbzejhd3yMuzoY+ffrC6XShbZv2WL9hHBRlP1S1p4gQ0/adji/hl7OhBvqIqHYo2AIO+9fQNUrNaJsbUdaFCHc4xou5CYfr5Y3H4ZgAWdbRp09/LEtfBqMQ69HHC2IxbxYe4QcO7kUwdE2Bx6zWRQgG2yEcal7kdZFIHQQCfWG2LIfX+xCCajcxnu3b3xJFgwMHnfk8jh8/hv379op/16vfQOQgM8yfoWOnLiLdaMovPyHVakUVSPBS7j90NEtJwZjb7szxBmfKBCyImTLBiZPHUQ0SEgvlCtOpeKgSQH9VxT8SE2GqUQsD2rVHu3YdULlK1ZiNlynbaJGIaPiSmroY4Ugo505dRiRSG27PS9C1nLxAn08XImzNmk+RlJQkbMTUQMsSF99ILBJGw+8I5gpiScopGKPGGsXZPfXq1QeLU38BdAsCAWomY4bPdyvi4l5GQvzzCKj9EA41gixnw2oj27UDgGSG3fYtDAY/JNkPkyEEV9wbkEDFZ5rwDa5XrxHGjLkNztzGAbfeOhZVZk/D4sW/IRickTcGlysesjxZWK1JsEKHH7JkhCvuHUCvjmCwJszmI4B0VKRohCM1YTKthyyfht2+GLL8O2666TZUrVoNHTt2wMqV8xAMdoMWocvXM5hMG2AwbkPPnrfiwMS9kJDf71WDwfg7AoEBJX5mlDdttc2DbMgSrheUJhJQu2Nx6mL0HzAI2VlZmDDhG+zavb3A6xo1bIqbb76FC26ZP0X3Hr3QoUNHrFm7BqdOnhBNcFq3bocaNdlCsKzBgpi5ZKEK+7S0VKxMT0NGdhZsmpYvm7EgDk2HDgkpKU0x6LLiK+AZ5mzH2vJlS7Fy5Wr4/D4hiH1+DxTlKgQCA2Exr4Dd/iPcnkfzxHAOkohGKoZDWLxoQU60USpov1QAKVDkp5ccGaiJReMmOdZmhRk+fKRYHVmaPgEOx2RoWjXIcgZ0eFEpqTI8ngUIhnIEbEqT5ujU+TbRpe7IkSMwmWxo0fxmtGvfEUcOH8KBA/sgSTIaNWpcpIiPcm2HDRuJUaNGYsP6TVDVIKpWqy5SHagpyKbNG0THrqTEJLRs2Qr7D+wTLW3d2W64XHXRtNmV2LtnN1asWIhQeJYoJGzarAUuG/QYGlB7dABDhgzDjh1UFPgSfL4rEQq1ESkeZvMy2GwL0Lx5axF1W75iOXbuTM+NctNlrwToBkhnmVvaDqHrZ34hgmonuN1LRDrKZ599hmy3BK/3XgTV9nlpJ7v3fI9//+dF2GwOcVHSrHkKevXsy4KGOWcsVhu6dy9cKFoQSt1ZsXI5li1ZhGMnjsNkMKJF67bo27efcFVhYg8LYuaShHrIv/fO6/Bmu9FVDcCuaZhts2G92YQOwdyIXT42mkzIgo7WrWkJl2H+mJMnjouitYASEEVtPp9fWI9FtCqieIt8eM2mjSL9wWReh2CwdSExfAZV7S1EaZWqlXHo0Dr4fX6RD1sYi2WZiKKGQjkCkZwmHI4p6NC+o4gGFwctuV53/Wj07z8QK1etEJFOh7OxeA2JWjrRkqC3WCzixFwS9Rs0FLc/ghwaWrRshUjkzGoMtWamFrb5adw4Rdzy06FDJ4wceW3OeKzWIp7BcfEJePzxJzHl119EtzxN+17cb7M60Lv3Zbj88sEiN7N//wHYs+cjWG3TEFCuFoKY0j1IOJPXcn7niyj0GNnEkYNHYdKXpcHtVpCZ+TJ04ZxB6DAa9lHpItRAdXg8HehdkJW1CsvSl+LqoSNQr249mEwm1KxZi4vzmD8NWQh+Mu597N6zG21CYfQMqvDKMtJXLcea1Stw0823oUPHzrEeZoWHv+HMpYeu48vPP4YxOxuvZGbmWaodMBox3uFAouYRRXVRDhgN+CIuDg3q1kX9+g1iOHCmLLBr5w5MnfYrDh7cdyYVQqsOt/uFAoLXYDgIV9zrcDo+Ec0jNL1aidvUtZy0g4YNG2Hjxo1wuj6Fx32fSG+IYjTtgt32q7Ato5xgs2mXyKetW7cBrr32+j8cN6UAkbVYYUiokdC8VPij8VAzkjFjbseokdeKfF6DwYBatWoXaJZDhUi0rzNn/gK7LR1KoJNwuLCYN8JmnwLFPzyfKNZFwZ3ZshY+7+0FxLLZsgouVyLWrV0HRemdTwzTxckSWG1z4fPeAlXtn88T+Xo4HBMx9ddf8jbldMSj/4AB6N9vACSZa9GZ84PSrw7s2YNn3W40CZ0p8hzmV/CF04kJ345HnTp1UaVqyb8xzMWHBTFzybFv314cPHwIT7g9BfyFH/B68YbThZfi49E4FELNSATHjCZsNxpQMzkZt991HxfQMWeFmmN8/tnHCIUbQPE/AEnKgMP5Hbyee4tEf6lQi7qvOZ3jEFRb5/r/nrEly4/RuFP8JUeT22+/E198/inMpiehKN2g6XEwm3bAaNqEhHh6DxXB4DxUrlIZPXvcLCJDxgoYfaSoM91KgqLFjRs3weLFi7F7V6qYeZezBo4d/xU260oogc4iPcJiXiXyi9XAAKhqr7zXG01bYLUsQ/dug0Snv/yOFfQ5Wq2zEVQ7QlUL5yUb4PPdJC5WqC01dQhUA2mYOnUyThw/jhtvvIl/Z5hzJqAoWJ6+FFcq/gJimKDkntu8XmywWER64IiR18ZsnAwLYuYSZMeObXBBQstQwdQIp6bjObcba80mfOl04lhcPGrVqYtbu3RD2zbteEmTOSvhcBgTvv0GarANPO4HxemI2hyHQ3WF+C0OEky63SwaVJgtG0UBHeUMFyQEu2MaaiTXFpHOWlIdPPPMc0hdsgjr1q5EMKSiWtVq6NnzZnTs2JmP0/OgQYNG4pafvXt3Y/HiRdi54zfRtMRqtSArmyL6J2AWKSkGmM3rYLGsQpMmKejffxDmzp0NWc7K24ZsOA2D8Qj8/pIEiCwaiNisMxAONxa3ULgRlq/4HO07dBBdLxnmXDhwYD+C4RC6qsXnv9O6SMeAgp3btgBgQRxL+JeZuWSgXMitW7dgz57donguo5gOdHTAdg6GMFsHqrZuixtH3xKz8TKXZq7eurVrcPDgfjLaRZPGTcTyO4nQDRvWwa944fNdl680MwwdJefd0hGnwwxNT4SqdoXT8ZkooKOcYUqToMgwiWGzaT+uve7RvMghLX2OGnW9uDEXWSTrOlasXIaFCxfh6NFPxF1JiVXRp89w9OrVV3z2zVu0xuZNi3NdKijlIedi+2yfva45IElnInqiu55jNtLSlrAgZs6ZSCQnve9M8lRRTDpE4eqyZWlo3aotHM6SmkEzFxMWxMwlwcaN6/HzDxOR5fWIU5Sq63gqIQFdgkHc5vPBkk8XZ8oS9ssS2hfT6papuGzdshlffz0eSsAP6LUAKYK0tMWIj0vCXXffjaNHDkNCpTz/X4J8dc2mdaJ5BLUdLozBcACy7IUWqYWAciUkpwKbdRZstjO2ZMnJtXHddY+iwTkUrDEXAUlCly7dxY0a+OgaeTHbC6Q1DBw4CFu3vAmn83ORDkG5xLpmhcm0BeFQ02I3Sz7GdHzkeyMEAq1w6Pe1pbBTTHmhRs1akCFhg9GE/pGiUWI6ta0zm+BT/Pjx+wmY9OP36NW7L4YOHcEexqUMC2Im5mzZshFffP4J2oWCGO7zo04kgoAELDVb8JPdDrdLFvnEFNfRAHxvd8BkNKFTJ2rdylRUSPhQes2WrZuRlZmJzZs3Qw22gs83WuR+RgvjNO1LvP/eu+jalVp4q7lHUU5hFEV6qdDNZvsVfv+NhfKDw8JqjVwhyMHA6fqOvCnQvl1H4XMdCodQtWpV1CbLJM4pvSSw2YqP+NLFyi233oZvv/0KFstqqGoLaLoLVst8kXccPV6iGE3bRfMS8nvOD3lGny3fm1I46MJs+/atiGgR1KpZGx07djqr+wdTvklISBCrVNM3bxDnuMJe+vOsFpwyGEQ6YHIkgt8sFvy66DeRe3wDr4CWKiyImdii6/j155/QIhTCQ25Pnhyx6sAAVUU1TcPrcS7MtVoQr+uYb7Njn8GAW28aA2sJJz+m/HP61El8/Mk4HD9+hBIUAN2HSKRabm7wmZ81yg3OznoSBvlvcLvdwrvXZNqY22GNRHWC6OBmF93UTiKgDoSWa7tms88Wtlx169aFwZiNqlWaoFu3sahbtx4L4DIIWcI1athYLEvv2bMH4UgCjh5VIMkvw+8bjGCorbBdo7bUVstchMLNChTpSVIQVusqtGpdvN/ssaNHxTGZkXECQHXRSAXSUkyZMhmjR5MXdIdS3FvmUmLUNdfh7YP78QIkDPT70DwUgleSscRiwWqLGVcoATTOLbijRlNxmo7xK9LRp19/JCezH3ZpwYKYibmjxPHTpzBW8RdTuw9RWFcnFMYPdjt0SULjBo1w/5VDSmxiwJRfyNt3zerlOHLkOFKXLIHit8Pt+Tsi4WQkJj6MQODaYn/SKBVCUXph2/YlqFunAQ4c/BpZWdXyUicCgUHQdQkOx48wW9blvY6eO3TYI2jUqEmp7idz8SDLtyuuzGmBTXg9bkyZ8gvWrJ0ETfsh505dRjDYVjTwOHM8BeF0fgJZDqJnjzMiOYrH48a7770Dr8cFj+efCIdz7B8l+TScjh8x/qvPsW3bFlRPTkbLli3RuDHbQ1YkEhKT8OgTz2DWzKmYtnolfs7NK64WiWCs14fehQrueqkqJjudWL48HSNGcKFdacGCmIkpGZkZ4m+9cEE7mvw0iIQRTE7GfQ89LpafmIqXGjF7zkzMnzcX4UgEEszQ9SCysv8FLVIFsuEYIOnCS7gkIpHqUBQvxo59Fu+//y6A5xEKtkMoXAtGwzFYLGvgdDpw/fVjRTOJxMRE9gStAFDb6ptvuQ0jRl6DI0cOi/sWLFiAbdvWIt74GoLBFpDghc22ArKsYOzYO5FUqXKR7ZBllt8XQFY2tfU+02CFcpU9nnsQF3cSK1auFt37fv31F7Ro0Qq33DwGNnvRvHWmfELnrhtH3yoE7oyZ07AqdRH+l5VdbCCIModrh0LIzMg5PzKlAwtiJiaQIT8VPG3ZuEH8/5RsQK3cq+bCnDIYEZ+QyGK4guHzenH02BGsWL4MK1ctz22jfBlczreFDRqJYULXXCKqZ5API4ziq/8NhsNw2OOQmJSEp5/+W04L1fTlyM7eJYRwly5D0LVbdzgcXN1dEaHPPdp1r2HDxti4cR3SlqThyNGFolNdm9ad0KtX7xIvklYsX4lAoGsBMXwGWXQ7dJo+QmbW/2A07sPWLd/hjTdfx6hRo1C5UhW++KpAUKpf9WrVEYQOvwQ4CqYUC+iukwYZ7h3b8dknH6Jbj15o3qwFN4W5yLAgZkqd9PQ0/PTDRJD0aBtQsNxswQKrBWN8/iLPPWaQscVkxPUdO8VkrEzp43Zn49cpv2DtujXQtJyLJF3LMS3SNTsk2Y1IuEWBlIhgsD2sViqQ6l3E4Iieb7OloWtu62EqcOrdu5+4MUxhqHV027YdxO1c8fk8YhWiJKKPyZIifKyzwjWh6//CuHEfiPvr1KmPoUOHFWmFzZRPWrVug59//gGLrVYMVgJFHt9mMuK4LKO9242MTRvxyZZNaN2yNW4bexf7mF9E+HKDKVX27tmFH3+YgH4BBW+cPo3bfX6MUPxYaLVihs2a6w6awwGDAW/FJ6BSQqIoiGHKP5SL+dabb2DNmh3weq5BdtZ/4c5+QbTWtVnnwOV6T0ThKBqcH0W5GrKcAVfcm8JZIgcdRtMOJMS/CrvDhD4sgJmLhMsVD4Ox4DGZH4PxkPgbyY0gU7FnKNRaNIXxeh7Avn0GfPjBe9iyZVOpjZmJHXFx8ejRvRd+sTuwxGIWvvvRyPBWkxHjnE40CoXxkNeLf2Vm4hGPB1s3bxLdEpmLB19qMKXKwt/mo6au42bfmSK6KwIqvLIsLNZmWm1oGA7BbTQJr+GqSZVw3wOPwGy2xHjkzMUiKzNDpM+sWbse7uxshMMa/P4RCAQG5vZxoi5z9RAKtYIr7jXRQcxiTofBcASRSA3xeCRSFx7vE6LNcnzCP6FpiTDIOnRkoUqVZNx5xyOioIphLgbdunfFjOkzoSgjoEUqFXo0DKtlHkKhFtC1pDP3RurAYjmIYLCTsICjY/eTTz6B0+FEo8YN0ad3HzRo2LjU94UpHYaPuEb4Zn++ZiUmOyXUCqo4Ics4ZjSiYSiMR7xnXJfaBUMYovgxc+kSURRakr0g89dgQcyUanEURUCu9Rd0lKB/X+tXRGXtd3Y7NpjNohXz7e075nUZY8rvisFH4z5EKEh5lp0R0RJhMu6C3f4TTOZ18Hoeh67n/PiToAgFW8EgkxBOFuLY5x0jIm202KVpCYiEG0I2r0H79vVRpUpVNG7cBClNmrJNGnNRoWgf5RzreBVu9xiEQ5TLLouLNrv9BxiNv8PteabAa2T5FHTNCavtV9jtk3MLP3tAUSR4vauxfv2buPzywRg8+OqY7Rdz8aDz2s23jkW//gOwfMUyrFm9ClaPG0+5PcKWrfAvFp0fp9hC2LVrB1q3zrGNZC4s5UJpfPzxx0hLS8M333xT4nMyMzPx73//G6mpqZAkCVdddRWefvppvtIqRQKBACK6DqteTBUBOXdGNAwIqEIQjxh5LRISEkt9jEzpXBjt3LUDBw/sx+w5s6AGasPtfhK6bhePU0ad0bgbLtcbsDu+gc97d95rQ6GWsNl+QVb2/+B0fghX3Nu5ecX02lOwWR244YY70LYde74ypYfd4cDDDz+Czz77DMBrkBCPiCZDljOhaXHweB5BOHQm2ivJWbCYV0MNdhZi2O8fiYBCwjdHBin+UbDaZmDOnEliBaVJk6Zo1ao1N/goh9SsVQejatXBgb17UDfjtPDkLw67Rg2FAK/XW8ojrDiUeUE8YcIEvP322+jYseNZn/fwww+L5Ynx48cLg/7nnnsOfr8fr776aqmNtaJy9OgRzJs3C+vX5bQ8/drhwA6TCUOUAGoWcpbYbjLBbrHC5XTFaLTMxWT37p2Y8O0EZGRS8wIToEdgMOyDw/EFfL6xee2Tw+FGUJSRsNu/h1++TjTQICRZET9blEesBgbCZNqPatXi0Kp1ayQn1xArCyZzwaI6hikNKlWugr/97Rns2bNbdFA8fOQQNm/ORFDtjHD4TFtvg+F34Wms6U7I8nGEQk0QUIYW2pqEgDJENJFZsWKVcEUxGa247LLLcNllV/CKRzmkWnJNbD/0O/R86YQEdW2dabNhgSUnbfCHHyZgRXoa+g0YxBf+F5gyK4iPHz+Of/3rX1ixYgXq1at31ueuW7cOK1euxMyZM9GwYc4P00svvYQ777wTjz/+OKpVY8ubi8Xevbvx0QfvIi4cwii/HzXCERw1yPjNasVLcXF4wutBk9wOPScMMhbZbOjcrTunSZRD9u/bKwqHgqGG8HnvEqJXkkIwm5eLZWWKCLvdtKycI2hVtbvoIGcybUVQ7S5aLpvNS6hUDpUqPQkdGWjevBXGjr2Dc8yZSwNJQsNGjcWNSF38GyZP/gU2WyrC4foU3xPFd5FIFXjclNf+Anze20rcHHXKM5l2Iivrv7BaUjFj5lSEQiFcNaSwgGbKOt279xT2kqkWC/rkNuogW7ZXXXE4ajCgV1AVjar8koT0fXvw5fgDuPzIYQy+io+FC0WZVR1btmwR/pBTp07FBx98gMOHS67wXb16NapUqZInhonOnTuL1Ik1a9Zg8ODBpTTqikUkHMZXn3+M+moAj2dnw5KbKdE2lNOW+Q2XC+87nXg+OxsbzWZMczjhTErCZYOujPXQmQvoJZy+LA1rVq/FiRPHEQzWRHb2k3nFcrpuFlZpkUgtxMW/JNrmBnPb5eq6VfyVQBdMYTgc38JgyEBKSgqqVauOTh27oA61UWaYS5Teffqjbdv2WL58mWj8sWXrAQTVRLjdfwNyU4SiOfLFkvsdIK9tajGu6VbMnferCPA0a9YUvXr1Qc1atUtrd5iLSP36DdCtaw+MX74UhwwG0b1ujs2KEwYD/uF2o3a+1dQealC4Mv00dxaaNm3GxZcVXRD3799f3M41mpycnNOmNYrZbBaNHo4ePfqn3p+WNAwGqcz4ap75m5OHVBps3LARWV4vnvB488RwFLMO3OLz4/mEeDydmAiDJKFNm3a45robEBdX9tIlYjXHlzKHDh3Ce+++A78/IDp+mcy/Q1EG54nh/FCrWyqYs1iW5AlikynHgspo2gqn8xcA2Rg7diw6duoKLTefjrmw8HF84UlMSsSVuUGX48eO4e133oEkPQtV7QBdc8Bk3oRgsEuxrzWZNgvHlGgqkRq4DHbbDJw8lYTs5VuxbPlSXHvN9ejTly0Fy/5xLGH06JtRqXJlLFowF/MUBbKuY5iiFBDDUci/OM1mx5Ili9G4Sem3l5fLyBxLFUEQnw+UO0wCuDAWiwVqoR7i54okS3A6c67eywp2e+nmVh46dADVIBX7ZSaoMx0lq9Ro2w5jxoxBQmLZt8Uq7Tm+FKElXRLD77/3HrzeSsjKfgwGwyGYzOsRjpQc0aXHzOal4t+SFBDFRrJsQvVqu9GmTRsMGDAAtevUKcU9qbjwcXxxcDaqh1deeRmpi1ORlrYMp05HIEnLoBoH5KZUnMFo3A+LJR1+UWyXIz6o8JQcVrRIbZx2PwO7/Uf8NOkHOBw2dOzYAU5X2QsmXEzK4nF8zTUjMGzYECxcuBATJ05E+2CoRKHXIaAgfc/umGoR+yU+x6TVzpUKIYitViuCwWCR+0kM2+05y1bni67p8HqLdpi5FKErODpo/f5gqUXWSBSdOp0JTViNnw0JCYlJMJqsZWY+L5U5vtQIBUOYNWsGlqSlQVFyKqGz3c/mtLOVM8X/qXmGFik+Z58eg26G2ZIKp2M2TKYMPPb4k6hTp27u4zmioCLP8cWGj+OLjyybMfiqwejbbyACSgBvv/MWfj/4KvzKQATVnAZEZstq4V0cDteCGrg836sjwqFC020wm9fCaNwu7h3/1Xh8/fU3aN26Da6+eiiqVS+5a15FoDwcx9Wq1RR/z3YGzXksNlpELiNzTFrtXKkQgrh69eqYP39+gftIIGdlZaFq1ap/aps0xZHIuU90bMk5WOmgvdhjprzhWbNnIH3JIvgCOV/SA0YD6oaLRompE91x6BjSoFEZmsvYz/GlSDgUwgcfvIt9+w5AUfrBYKRucRFouS1rw+E6iESqwmpZAK/waEWR9soW8wpACsPp/BJNU5pj2LDbUaNmzXzzWbHnuHTgOS7NOTYYTXjwwYcxffpULF82H8HQdPGYrpmgqn2gKKOg62cKRs3m1ZBlt/huOV0fiDQjr+dh4cFtNO7B+g1zsW37/+HRRx4X352KS9k/jsk1x2oyYZXFjDp+ctcpCO3VKpsNDRqnxGgftTIxx+czsgohiDt16oTXX38dBw4cQN26OdEmKkogOnRg25ILhRaJ4LNPP8LO7dswQFHQJajiPZcLX9kdeNLjhj3fkalIwNdxLiTFxaNli1axHDbzFz2Fd+/ehSVLFmHvvr1wux9FONQaLtfbhX6KZNFe2en8HDZtkvBcjZ7oZcNxxMWNg9Vqxi233IlatWqLVQOGqQhYLFaMGnUdhgwZiqNHjmDqtF+xZ88BhMPN84lhHSbTBjgcXyEUairamAeUK+H3X5eXJUl5+KraDQkJL+LjTz7E8GEj0axZc1jZa7/MHhedu/XEvNRFaBcMokG+oBL9sk6220DmlTf17hvTcZYnyqUgjkQiyMjIgMvlEukSlH/Yvn17PPbYY3jhhReE//A///lPDB8+nC3XLiCrVq/A1u1b8aTbI+xhiIc9HrzuisPfExJE1WyNCNmuGbDYZodqNuP+O++FbDDEeujMn2DLlo346cefkJl1Ku8+l/N9qGp/hCPJwiZKkoLCSYKgYjm/nA277WcRKQ6HG0OW/TBQEw5nPO677xFhUs8wFVUA1avfAPfccx+++PwzbN/xLoCqCAVrQDYcgcFwAqFQc0TCtWA0UIHqiAIlQxQ9ttm/gySfRlYWpVF8BqPRgn59+wprrmjKEVN2oIukQ/v34b8Hgc6qilahIMilON1uwx5ZxtVDhqNevQaxHma5oVwKYnKOoAKcV155BSNHjhT2au+//z5efPFFUbxFxXRXXHEFnn322VgPtVyRnroYrULhPDFM1A9H8C93NmZareIWliSYjSZ06twV/fsPROUqfy5lhYkt1IL700/Gic5xfv+9IjolydmwWhfDZp2GYLA1JMknum0pfjpx50DNBoLBDoiLex12+3a0aNECzVvcgvbtOnJDDYbJFcb33feA8HBfuXKFaNVL9Rhez50IBnvAFfc6QqFmeReahNm8SnRuDAbbwud9QBToSXImrNbfMG/+DNHd7IYbb47pfjF/7li4/6HHkLpkMdJTFyI9K6cWI6VxCu7tPxDNmreM9RDLFZKul9BHlzkrXiWIWcv2oCxA9nBUhUqJ9xcz1+epJx7CqOxsXB4o3rljp9GA/8bH4+mn/46aNcuXd2ZpzXGscbuzRcfBmTOnw+tLgDv7Weh6wcp2syVddOJSA31gsS6GqnYRUWNNqwSjYR/sjpkwGg/i/vsfQuPGKef83hVljmMJz/GlN8eK34c33nwDp0564PNfKbrXUfGpx/NE7jMiSEh8EuFQfXi9D+Y5UkSxWBbB4RyP3r36iEBEnTrl37u7XB7Huo5gKAiDbLgkGlcZysgcX9mtIZy2cwu2xH5WmXKD0WBE4CwtRVUp54fabOJIYFnMD58y5RcsSVsMKijWNBsM8jEkJDwOJXC1yAmOLt8G1a6I2KYAUgQ+7+2w2qbDYnklb1v16jXC8GGPoX6DM41yGIYpHpvdgcceexxTJv+MNWsmI6KFAV0WKzLk4EJ+3bKcCUV5tIgYjna7s9knI3VJmog01qvbEGPH3s55+mUNWl3ljpwXFRbEzAWjWYuWSF+7GkOVQLFm2GkWC6okJqFy5SoxGB3zVyCv02Xp6fD5R0AN9BONAsj+yWqdC7udmmboCCjDcp8tixQKWT4JVb0DkuSH3fG96EDYuXMXVKnKefsMcz44HE7cdPMYDB8xCnv37MH4r76Ey/kpPJ6HYDCcBHQTIpGcgvGiGBAONRRt0gOB/th/4Fu8887bePrpvwmxzTBMDpxlz1ww+vQZgBOQ8K3Djvwma7SYQv3ZV1jM6NN/ECQu7igznDp1EtOmTkZ6+hJ4vTeKHOBo1yxdS4Divw6KchXstumQpBzvYYIiVrKUjcTEF4QYHtB/EK666moWwwzzF4Vxq9ZtcO8998Fm24WkpCdzUiikECTZU+LrZDlLtEIPhdrC67keGZmnMX7859ixY5tYimcYhiPEzAWkbr16uO760fjph4lYZ7WhM3UIhI71FisOyhJ6dO+JXr36xHqYzDmgBhRMmPAtNmxcKyJMumaDqvYu9rmBwOWwWWfDbF4BVR0A2XAUJtMOGA0mNG6Sgj59HkSzZi1KfR8YprxC36tnnvk7FqcuwupVa+D3SyJXOCd1qSAGwwEYTXvh83ZFXNwLMJoOiO/ztm0HhJNF5crVMfa2sahVmx1emIoNC2LmgtK9e0/UrVsPS1IXYdXWzYhoGmrXrYf7evVB06bNRR4Uc2lDRuvjPh6HfXt/FznARtM2GOSTlP1d7PN1LQ4RLQGyIRMGw1HEx7+LhIRKeP65f7JzBMNcJMihh/yL6Tbpp++RlvYrNK0KgmrnvMVfaplODTyoKY7NPgO65oDH/ZRwqaCcf6NpJzTte7zz7tt4+qm/8QoOU6FhQcxccGrWrMUWP2UUr8eNefPnYu/enfB5bxIFOQbDYcim7bmdiYqmu0iSAgN1mrOshM02XYjhBx94iMUww5QSI0ZcA4/Xi/XrxwGOX6AGKYf/NEymXYhEqiMcShE+xdmev+W0Us+F7s/Oegpy4vP4dsLXuO7aG1CzVvlyAGKYc4UFMcMwCAZVTJr0E1atWg5Ny8kAdzgnwGpNhRK4DFZ5jjihBoMUfSqIxZIqWi43S0lCp05Xol27DjCaTDHYC4apmJAN19jb7sDeff2wfFka1m/YiIAiw+u9G0G1IxISH4eq9iwghqPouh1+ZQD275uE/3vtv6hdqz5uuukmJNeoyK2fywcZp08hOzsbTqeTo//nAAtihqngkKXax+M+wp49++HzXZNz4tTtMJm2wmabDIf9G4RCTeBwfCmWWamxRk6kOAyLZSkcjp/QrXtPXH/96FjvCsNUXCQJDRo0FLf27bfgo3EfwGzaglAoBbLsRThScuQ3Eq5NXQng9d6Ogwfn4u2338QTTz6FqlWrl+ouMBcGauoyc+oU7Np3pldCnZq1cMVVV6NFi9YxHdulDAtihqngbNiwDrv37IDb/TeERW5hDqFQK3EyjY9/WfyfWi3n5CMmQtMqw2Q6BsCDjh274JpR18VwDxiGyU/TZi1w881j8P13E2C2LAd0AwyGMy3WC0MWidAlhIKdkBVsD0n+ByZN+hF33nkPe9+WMbZt24JPP/kQdcJh3OfzoVZEwwmDjLkH9uOTTz7C6NG3oEuX7rEe5iUJC2KGqeCkpS1FJJJSQAyfwQwlcBWcznHIynoVsjIcDsfnsFr2oVfv3ujatTuSk3lplWEuNTp16oIWzVti5cplWLIkFSdPkgvFldD1wgI3DKt1IYLBNrBYFsNinQcgEzt2ZOLvzz6Dbt264Morr4bdwZ7FlzqRcBjffTMeLdQgHnG7Yci9v2YkgrbBEL5wOjDph+/QqmUb/jyLgQ1hGaaCQ17DwWCjEh8Ph3MeM8hHYDRthMF4GEOHDceIEdeyGGaYSxgSPX37DcTd99wPs1lBXNw7kA0n8h6X5AxxsUvuMJIUgd3+A8LhpnC7n4I7+3m4PYOwZMkqvPnWG/D7fDHdF+aP2bx5I7J9Xlzn8+WJ4Sjk73SN3y9S5FauWh6jEV7acISYYSo4FqtVGPeXhCzlPOaKG0cZxLjs8sHo26d/KY6QYZi/QrVq1XHvfffjs88+hcH4N0TCdaDrRhiN+6DrtAp0BWy2GfB67kMw2KXAxbCq0vL6y5gxYyquve7GmO4Hc3YOHz6EJElCrUj+1lhniNd01NU0HDl8qNTHVhZgQcycG7oOJRCA0WBgO60ySlZWJtLSUrF+/QaoahDVqlVBzx490a5dW5w4Ph9+3w3QdVeR11msC2E0WjGgfz9069YTiUlJMRk/wzB/nkaNmuCll/6NdWvXYMGCeTh+4jD8vutFwx2n6z2EQo0LiOEoWiQZfmUQ0pZOg8fjQd9+/dGgQckrSkxs3UZUvSSDTIgOsn5ZgiwXjh8zBAti5g/tuBYvXoj01EXIcGeL+xrXbyhaMFMLUaZssGvXDnzy8TiEQhICgc7QdBcyM3di167P0LhRCswWA+Li34XbfR90LSlfbuE84SQxfNj16NW7b4z3gmGYvwIVyHXp2h0NGzbCK//7D8zmzVCD3WE07IcSGFzi60LBNrDZfsWGjQewYeMbGDTwcgwZMowbLV1iNGvWHDNnTsMGkwntQqG8+48aZMyyWrHMYgHde3IlFVrqGDDwMrZjywcLYqZEVDWAD997G4d+P4huagAtg0EEJBlLd+/EZ/v2YPCVQ3D5FVfFepjMOTTb+OSTcVCUhnC7H4Su28T9ih8wmTZh9+530aZtK+zYsRMGw5MIhVpA0xywWrZBRzYGDLiMW24zTDnrcnf33ffis08/gcn0GDRNgiQFS36BlCOusrMehcm0BfPm/4Dk5Bro0LGoLzkTO+rUqYcGdevj2wP7UCMrC9UiGvYYDXjdFQebrmGIoqBGJIIjBgMWr1iG9etW474HHkPdevViPfRLAhbETIlMnz4Vx34/iOeys1A/fCYnqY+qYprNip9nTUfjJim8fHYJ4/N68cMPExEMhuF235snhvNbq/n8Q7B58ww8/9y/RFHG5s2bEQxloGaNtujRoxcb9DNMOSQlpRleePFlrFixDL8tWADdnQ7FP7zYxXaLOR2alohIJBmy7BHd76b8OhnVk2uIzqTMpcOY2+/GB++8jucgoV1QxVajCbUiYTzh8cCqR58VwmWBAN5ISMD4z8fhHy/8B7KB0yhYEDMlRodXLkvDIMVfQAxHGaIEsNRux5LURSyIL0E0TcPUqZORungRIhENwWD7YvODiWCwB8LhyTh06HeRFsGpEQxTMXA4nOjff5Bo5vHWW68Jlwm///oCothsXguLZYnINY5PeB4Gw3Homg3u7DD+7//+gwb1G2PMbWORkJAY031hckhISMATTz+H5SvSsfi3+fBlZ+FWtz+fGM7BpgO3uD34lyxj85ZNaN26LSo6bLvGFMvRo0cQCIXQUS1+GY0yxzoqCvbu3FHqY2P+mJ8n/YCFC3+Dx3s1wuFa0PWSPSd1LeexcPhMzhnDMBWHevUaYNSo62C1zUFS0t9htf0Kq3U2XHGvwul6F6FQM5jNy6BrLrjdzyEz80NkZHwEr+cB7N13Gu+88zYUvz/Wu8HkYrXZ0LfvALRq0x7VIaF2Ca4TdSMRVIWEfXvPdLSryLAgZoqn0NUkU3Y4eeI40pamwu+7EQFlGCJaHRhNWyluXOzzTabN4i8tfzIMUzHp3bsfHn3kSbRrVwsO+1TY7T8JXwKv9x5hzaZpSfB4nkY41Dg3JGJEkDrbZf0NmRmZSE9fEutdYIrhXMoedT7hC1gQM0U4feok1q1bAyMkvO1y4huHHYcL5RfR12eN1Yb6jZvEbJxM0TSXhb/NwxtvvgZdsyMQyCmEUwN9YTCchMWysMhrJEmBwzEV9eo2FEUyDMNUXOo3aIjbxt6B4SNGCAMJxX8dQqGWMJvXIxAYJIRxFEnyw2qbDpfrDeh6GNOmTcNPP34nLsiZS4MGDRrgKHQcKiE/+IDBgBPQcWDfXuzcsV04T1RkOIeYKcDqVSswccJXIt+oixqAQdex2mzGAqsV1/t8uDKgiufNtFlxVAKu7cX5ppcCPp8X7737Do4dO4ZwJF4UwFDb5ai5fkAZCIfzGxiN+6GqfaDpcTAad8DpmAWzJQPXXf9ErHeBYZhLhJ49emPduvU4sP81BAJdAUlHJFI373FJzkKc61UYDKegBjsjELocsiEDS5emYfmK5bj3nvtFwTUTW1q1aoMEpwvfRCJ4PDsblnx6NyBBBLtsmg5l31588OE7aN+2A265dWyFLbBjQczksX//Xkz49iv0UAO4xeeDOffLE/H5Mdluww8OB07LBhwym7DdYMDllw9Gw0a0fMbEmu+/n4hjx7KQlfUCLJbFMJnX5qZI5CwC+f03QdOqwGqbDYv1zNJmSkpzjBhxO7dgZhgmD6PJhAceeBDTpk1Beno6wmFAlk8BaCgedzo+hyQHkJX9MrRI9bzXUYpWXNy7+PSzj/Hii/+BzVbQ1YYp/UYdY+64B+M+eAfPJRnQ1+9Hcq7t2iKLBX5JxpMeNxqEI1hpNuGT9WtRqXIlDLl6BCoinDLB5LFo4XxU03WM9Z4RwwRdK47yK0gJhfCb1YJgw0a44/a7MXjw1bEcLpNLZkYGNm1cD693BCKRWqLblMFwWixznoEaclyOrMzXEVAuE/9/7LGncP/9D7EYZhim2CYeo0Zdj//+53+oVq0GbLYF4iJbNhyFybwJfv+1BcQwQSkVbs+dUFUVM2dMha4VX7fAlB7kIPLEU8+iQaeumOxw4D2XC1NtNjQLh/FPtxsNwxGRZ9wlGMKVih9LFi8U6XcVERbETA66jk0bN6Kn4i/2oJBy/Yc1ScIdd96H1m3axWCQTHHs3rNLFEUEg93E/8PhhggFW8Dh+AwmE4ni6EkpArNlGWy239Cta3dRWc4wDHM2LFYbRowYCYNxFxzOL2Gm3xRdRlDtVOzzdS0BoVAKUlMX4eWXX8T2bVtKfcxMQapVT8ZNN49B3br10DoYxEcZmbjT6xPR4vz0UlXhLrVr105URFgQM4JIJIKwFkHcWa7o4zQ9r50zc+mgaTk/aroezYCS4PXej3CkLlxxbyM+4Rm4XK8hMfExOJ2foV27trjm2htiOmaGYcoOzZq1wOjRN8NuWwa7Y1JuiOQseaa6GaFwIxw/XgUff/whtm8jlxsm1oRVFUmaVmKubFzu+b+inuNZEDMCWuJy2OxYYLFiucWMYDFeLdtNRlhNJsTFxcdiiEwJ1KmdU+xiNm/Iu498hz3up+F2P4twqBlM5u2oUyceTz/1d4y57Q4YjVw+wDDMudOlS3e89NJ/0bNnT0CK5Nk1FudcYzRuRzjcEm734wgGm+KnST9VeAeDS4HK1Wtgh8VaxGRNzz2/T7Tbxf9luWJKQz4rVnCoo9mM6b9i8cIFiGgRHDUYMM7phEPTMUzxY1BAFbGA07KERTY7OnXpLgoumNhAOXk7dmzH6jUr4fV6kRCfgM6du6BevUbYv+8XZGY2zdeRTkI41EQscUrQcNttd6Jylaox3gOGYcoqTpcL115zPfbs2Qtdm4SsrEbQ9RwRlYMu/IslKYxAoLeIIvuVq3Hq1KuY8usvuPKKwSIFg4kN3Xv0xPvrViPdYkaP3KZb+4wGfOZw4LDRCLOuw6jr+PLLz5DSKBU33zoWcfEJqCiwIK7g/PLzj1iathhXKwr6BwKI13ScNMiYZbViosOBgCSJ+351OmCOj8Nll18Z6yFXWBS/Dx9/PA779u8G9BoIBqvBbNmFZcuXomHDJrDZPYD0T/j9g4TVmixlwWZbDINxC4YPH8VimGGYv44k4dZbxuDtd95EovxP+H2DEI40gCxlwGL9DSbTDvi8t0HXksTTw6FG4u/ChQuwfNky3H3PfaLQiyl9Gjdqgk4dOuPzNStx2BBAk1AQ45wukUv8jNuNlFAYlIC3xmzC97t34b2338DjTz0LW27kuLzDgrgCQwbqS9IWY7TPh8ty/YWJKhENt/r8MOjAFJtNFNK1at4K11x/I6dLxApdx2effYb9+4/C7X4K4VDznDw+rwazeR327vkEzZs3gd1ux5q1P+flFdeuVQ+XXXY3F0EyDHPBqFGzJp588inMmjkDa9d9n9falMSvx/0oQqG2ec+VDdnir9c7BpFIOj766H08++zzSEqqFLPxV1gkCaNvuhVJlSph4aLfMEsNoLKm4W8et+g9EBWF5DhRLysTzwFIT0/DgIHkTFT+YUFcgVmxcjkckNAvnxjOz+CAggU2K4ZePRwDBl5e6uNjznDgwH7s3rMdXs/DCIda5HtERjDYAV7vaGzZ+iX+8fyLGHXN9cjOyoLVakFCYk6UhmEY5kJStWp1UY9Qr149/DJ5EtzZzyEcLupLTx0ydc2KULCLuBkNTyBtyWIMHTYyJuOu6FDTjcFXDUW3bj3w0ov/wBWKP08M56daREMXVcXypakVRhBXzMxpJs+/tmYkgpIyghM1HfGSBDWYk2vExABdx7ZtWzD+qy8A3QCH43M4ne/AaCpoZaSq3SDBivXr1wkz/OrJySyGGYa56HTr3hPxcUlwub6EbDiW7xENZssS2KyzEFAHQtdt4qYo3bFw4SKkpi6ssG4GlwKKEoAGHfUi4RKfUy8cQkZWFioKHCGuwNjtNuw3GMRiVzGmEqK1o1cH7LaKkT90yaHrohBl4cL5iERqQ1WpSAWwmFchLu41KMoQKP5rcp9MbZpdUBR/TIfMMEzFa+BBXe0++OB9SPKzwoNY0xJgNO6BwXASqtoDiv9MNFjTKkHTdPz88ySkpy/Dww89ArvDEdN9qKjnf+KULKOhyBwuyinZALvNiooCR4grqFPB6lUrsHP7NpyCjo0luEYssVjE16RtW84/jQVr1q4WYtjvuwnZWS8hoAwVt+zsl+D3XQ+bbTrM5tXiuZKcBR0ZnJfHMExMGj88/49/YsSIUaKozmjYj3CoKdzZ/4DPe2cBqWE07kMkkozsrBdw7GgmJk78NqZjr6jQCmL9OnXxm91exIYtGhBLs1gQUIOYOXMafD4vyjssiCugGJ4w4St88+14VDp6BMnhMD5xOrHZZMr7UpA19zKLGT84nOjSpSsvvceI3377DZFwSwQCgwrF8KkN85UIhZrCYp0r7rFZZ8JoNKB9+44xGy/DMBU7Uty37wC0aNEKBgPg998kumbm/+0yGA7BbF4jVrsikZrw+YZg0+b1yDh9KqZjr6hcdsUQ7DAY8JXDDl++U8xpg4y3XC6EALT3ebFoziy8+doryCrn6ROcMlHBWLZsKVavXol7vV50VYPwShC9zV+Pc6FaJCJuh0wmZEgS2rZpi2uuGx3rIVdIFEXBoUP7oQTuKvE5QbUrHM7xcDi+gMWaiiFXjaww9jgMw1yaXD1kKHbueB3xCa/C670m1xEnBLNlBez2HxGJVIMsn0Bi4sOQZJ94zbhxH2LUqGuR0rRZrIdfoWjeoiVuvOFm/PjjRKRbbWgcVBGUJOw2GuHQdTzp9aBJKIyTioJXoGPit1/i/gcfQ3mFBXFFQteRunAB2odCQgwTTh14xu3BNpMRy81mrDNbyH0dT9zzAOrUrRfrEVdYtGiPed1S4nN05DwWF78aQ666Fr179yut4TEMwxRLco2aePjhR/Dtt9/g+InXRDGwsGWTNISCLSAbjsNiWSqixOFwE0iSG0cii/HhR+/iumtvRI+eObUSTOnQtVsPIYwnTvwGW7dtQVs1iDE+P7oG1Tz3CbJivc7rxbhdO3H82FGRIlMe4ZSJCoTX58PRk8fRJRAocD+tlDQPhXG7z49r/H54fF7UqFkrZuNkqODBjri4RJjytWMujNm0AQ5HPP797/+id5/+wmOSYRgm1lAw5e9/fx4dOnSiAgf4/TciK+tV6LoZkhRBtvsl+P03IBhsD1Xti+ysfyKgDMRPP32PUydPxHr4FQ7qL2CQZbQIhfCI14u+6hkxHKWDGhSCcc+eXSivsCCuQOia/ocfeo7nRE6uMVP6uLOzcOLEMWFH1KtnL1gty0S1dmGMpp2wWFZh0MABInePYRjmkkKScNXgq6mBPCQ5U5xdzOb1UPzDoUUqF34y/P7rKBQgmkUxpY+maaJtc0lQnJ9CLuQQUl7hlIkKhNPpRKWERKxTg+gYpHT5oqy1WFCzWnWYzGTjxZQWW7ZsxJzZc3Dg4F7xf4NsRLt27VGjRg0A/wdF6YdgkArmdJjNq2CzLUT9Bg3Rq1ffWA+dYRimWCpVroLhw0di8pSfYTZvBiRdNBIqHjMCahukpi6Bw+7EgAGDYDCyRCkt6tWrj/nbtsIveWHPp3lVCVhtNgs3KkrkS0xKRHmFI8QVCEmW0LNPP6ywWLDVVPSHZp3JhPUmk3gOU3osSV2ETz75CHv3meD13gu3+1l4vCOwes0uZGRmoEuXDkhIWIK4+H8jLv4/SExKx8CB/XH/fQ/AWIJlHsMwzKVA334DcduYO1EpKWrbdbYIo45w2I6ZM2fi448/QiRcctMI5sLStWsPRGQJ3zsceZ/QbxYLHktIxGcOB7aaTCKC/Nkn4zDx268QKiGoVpbhy68KRp/e/bBj6xa8uWsnuqkBkRdEB/9KiwUrLGa0bNlGfDGY0oHshn7++UcElEHw+8nRIycPOBxKgRroDSS+gqNHj4k84RMnjotlyGrVqsPIkROGYcoI7dp3EBHIF198XqxwqWr/Is+RpKCoiwiofREKtcTOnW9gyZLF6NtvQEzGXNGIT0jA9TfchO8mfiOcpmoEg0izWtE3EMCQQACVI5rwJl5qtuCHVStEE6jHnihfjhN8Vq1g0BLU3fc+iIULF2Bp6kIscWeL+ysnJGJY3/7CqYB6nTOlw9KlSwBYoSjXFukXqOsueL0jceDg+zhx8gRq1qods3EyDMP8FRKTktCqVRts2vQrQuHm0CLV8z2qwW6fAEkKiCI7LVIVqtoRi1NT0bcvFwyXFl26dEdiQhLmzpmB9N270ENVheNEdPap0G6AqsKla/hw80bs3r0bycnl57zEgriCiuKBgy5H/wGDRBEX/djEx8VDkjmDptTQdSxfno7Fi1Ohqi1F9XVxBINtxd+DB/ejJjt/MAxThrn++htx5MibAF5AINBdtHmW5WxYLEtE0w6v73YhhglyoMjIoEikwv7qpUiTlKYIqAHs2rMbVymBQmGaHDoFQ6hG6X5LluC6ctSrgAVxBUaWZe5CFwt0HZMm/SCqqTUtDpJUcp4cWRRFPyuGYZiyjNMVhyeffArz5s3BggULYLH+BuiSuPD3+W8WqWJ5SDk5qrLM0eHSJisrE0ZIqBH1wy8EfSK11SAyTp1GeYIFMcOUMtu2bxVi2OcdA0n2w26bAkn2QNdcRZ5rNq8QPz+NGzWJyVgZhmEuJDa7A0OHjcT27Ttw4IALbvdjxUoRm3UFatasC4vVFpNxVmQcdgfC0JEpS0gswWbtBOUZu4qes8oyLIjLMaoawKqVK7By+VKRGmF3ONGhczd069oddocj1sOrsCxJXQxdqw1V7QFJVmGzToXD/gW83vsBnHGNMBiOwun8Gc1btEZSpcK+nQzDMGWXfv3749tvx+d2retT4DGLZTEMxk3o3+820bUzHAnDbDJzLnEp0aJFK5iNJsy3WnGtXyny+E6TEQdlCSO7dkV5ggVxOYUE8AfvvSWKsdqGQmgbDuO4fBozjx3DkkUL8MBDj6FKVcoCYkoNXcf69Wuxbdt2SHIISZXuRiRcC6raE1ZrKhISn4aq9oIWSYDRtAcWywpUqVIVo28sPzlaDMMwRKeOnbF/3z6kLf0SVttSqAHyWQcs1tUwGHaiVcs2WLt2LSZM+BqaronOnb169hSF31YbR40vJlabDf0GDMLMOTPh0jT0D6igKheKFZNl6ydx8ahTqxZat24NvxJEeUHS9bO0JmFKxKsEMWtZ0Q5ilwrvvfUaTu/fh6ezspCcLw/otCzh9YQEaJWr4JnnX+Tc1AuEwSDB6bTC6w0gEinmK6XrmDx5EhYt/g2hUFME1a7QqXOTaT3M5rWiuETTqsBsXgNJoityGb379MJVg4fyj/+5zjHzl+E5vvjwHOdD17Fx43osWrwI+/blnE/r12+I5OrVkLY0DbpWC4rSE5rugsm0XXTurFatKh555LGzrnLyHP91dE3DlCk/i3OWAxJqR8LINBhwnD6jOnWFW1VyjSqX/Bxf2a0hnLZzazTGEeJyCDkS7N6/F4+4PQXEMFFJ03GX242XJAlbt25Gy5atYzbOisTGTRvED4vPewtU9YyvZlDtBZNpA1yud+FXWiMz80NhP5SYtAzDho7kxhsMw5RfJAmt27QTNxLHxMmTJ/Cf/7wINdAPPt/Nef3Dgmp3BJTLAbyCST//iFtvHRvjwZdvJFnGiJHXolevPsIR6XTGaVS22XBtuw6ipsVgLH/BNBbE5ZBt27aKK7o2oeI7yTQIR5BMz2NBXGosXrQImtaogBiOEgq1gRrsBotlAcLhuqItc8+eA1kMMwxTccjND05LS6WyLvh8NxRpphuJ1ITPNwTr1v2EESNGweWKi9FgKw6Vq1TFkKuHoyJQ/iQ+g3AoDMsffLg2TUeI22KWCkePHsGePTsRUDqX+Jyg2hkGw2nExb2Oxo0b44orrirVMTIMw1wK7Ni5G4FAO/LYKfZxNdgZmhZB6uKFYlmfYS4UHCEuhyTXSEYGdBwxGIr1EXTLEg7KMtok14zJ+CoSK1csw8SJ34jVQF0/2yVKTnRk8JVDMHDgZaJ5CsMwTIVDpE6c7bcy57G582bj+PHjGDPmdv69jBFejwcHDhyG0WhGtWrVynxzLz6KyiGtW7eDy2bHpFAID7g9yN+ImX5qfrbbIRlkdOrcJYajrBi53CSGA2ovyPIRmC1roKoDi30uFdM5HfEYNOhybp3NMEyFpWHD+jh2bD18vnCxEsVsWgPoMry+W7Fx4zeYPXsmrhoyNCZjraicPnUS06f/ig3r1yKSm/tdNakS+g26At279Siz9nhlW84zxWI0GnHDTWOw3mzG/xLiscZswnGDjI0mE96Ii8NiiwWjrr0BDocz1kMt1yxetBA6KsPnvQ1qYBBMpm0wW9KLPM9o2gGrNQ29e/diMcwwTIWmZ6/e0JENm31ybgjnDLLhBGz2aaKtc1DtC0UZhNTUxQgFy4/116XOyRPH8dbr/8PBdWtwg9eLF7Oy8ZTbg/rHjuKHHyZg6rQpKKtwhLic0rJVa9x//yOYMW0y3jt4IO/+mtWq444hw9C6dduYjq+8Q7ltGzZshKJcIa47g8HOUNXNcDo+RdC0RvyfmnCYzGtgtSxHw4aNMGDAZbEeNsMwTExJTq6JEcNHYfKUn2Ey7kBA7SO6eJLtmsWSCk13ijbPBHm4B9TZ2LFzOxeIlxI//TgRdr8P/8jMhDN6vRKJoEUohPpWC75fMBdt27RDnbr1UNZgQVyOadwkBY8+8QxOnTqOoKrAYLSgWtXqZXY5o6yQcfoUxn38EUIhFboW9RCW4POORdjSEFbrfDhdH+Xcrcvo06cvrh46QkT2GYZhKjp9+w1ElapV8cXnX8Bo+lzcp2sOqGpvKIGr8trca7pd/P3yi89w6623oU3b9jEdd0WIDu/YtRN3+3xnxHA+LguomO9wYOnSVBbEzKVJtWrV2aS8FNtlv/f+e8jI0BGJJMNk2opAgLwzCRmq2le0KZVkL6zWmXA552Pw4CEshhmGYfLRokVrNG/eDBs3nkBm1pPQNbJYK/g7aTJtEX+VQHOMH/85HnzQhYaNGsdoxOWfw0cOib+tS0hRoRzcloEA9uRblS5LcA4xw1xAVq1ahYyMk8jKelwIYZNpI4ymbYWeJUGSgrDb0tC5SxdYrNyJjmEYpjA9e/YGpCMiXaKwGJYkH2y2GQgFW8HjfhjhSB3Mmj0zZmOtCBgNOd746lncJFRJgqGM1sKwIGaYC8jKFSsRDrWGFkmGqvZAKNwcca43YbP/BIPhEGTDcVitc5CQ8BLiE8y48sohsR4ywzDMJUlKSlN06tgFTuencDi+gdG4H7LhlMgljot/CbLkgRK4AmbzBqhqE+zatR1ejzvWwy63NGjQECbZgHRz8R7RigSstVjQMKUZyiK8TsswFxCP14twOJo7ZYTH/Qjs9p9htfwmohkCXUKD+g0xduwdiIuLj+VwGYZhLl0kCaNvuhVVq1bDjBnTYbEuyLlflxAKp0BDPOLiXjvzfF3ClCm/YPT/s3cf0G1UWR/A/zMaadRdUx2nJ07vvRcIfSGEsgssndBhYRe2sZXlW7ZQdmHpnaWE3ksI6b1XJ06zU53Yjq0ujUYz8533ZDtOYmeJY1mWcn/n6NiRRPJQHPvqzX3/ezU7dGdN2rLTld3hwMhRY/DF0sUoiMXQUz063IvNxX3B4YRqGFg0/3veBnjeuRekVDYxFcSENKGszAwcKo33WcVZEAr9BOHwpTBJuyGZimF3vMfHjrozMpO4UkIIaflEUcS0c87DwkWLcKSiM89yNyDB6XwahmFDIHATVHUABCECWV6K1au/gs8fwIMP3p/spaeli6fPwOFDpfjr7p3op6roparwCSKWyRZEBAE3BYMoNZnw5bdfIaaq+NHFlyJVpE7pTkgKGD1mDEzSVkjS7mPuNwwZMbUAFkshWrVqh44dOyVtjYQQkmrGjBkNWd6KmNYOVvk7/j3V5/sdosp4GHoGdK0NwqHp8Pp+hqKiLbx9jTQ9i0XG7XfeixkzrkSh2YxPrTaski0YoUTxJ68XY5UoLguFMSMUwry5c+CpqkSqoIKYkCY0eNAQ5OV1QkbG47BYVgCIX1ISTaVwuZ6DZN6CSy6+hKLvCCHkFEwYPxEutw1ZmX/lkz0j4XNr49fqiql9oWm9MXfu/KSs80xgkiT+I0yAgMe9Hjxe5cE1oRDaaXrtc86KRCCzczUr2c/B1EAtE4ScBp0N4Fi/FosWL8LBAwcgmiQUFPSAWTKhZM+zEMASJGwwUAmb1YErr7yRD00hhBDywzldbtx773149pn/oOKIgVisV4PPVZTeOHhwTrOu70xTWVWJHPb3otcf5Wo1gDaGjsqqI0gVVBAT0khaLMazLzduWg9NK4CinAdBCCMYXA4Blbjg/IsgCAJUVUXr1m0xcOAgmBs4nUsIIeTkcnNb4cYbb8Tf//FXCKIf0Op/HkufMFviEWEkMew2O3wCwBKJ6/upxv5qqgQR3ewOpAoqiAlppDlzvsWmTZsQ8N+DaPTohKRw6FI4nG/gq6++wIMP/hbt8/KSuk5CCEkX7dp3QIY7B4qyCDG1vnivKGy25Rg+fFQSVnfmGDJkKD7/4lMsk2VMVBR+H2sQXGsxY7PZjEMmE7ww0LtXH6QK6iEmpJG7w/PnL0A4PPmYYjjOhGDgWhjIxMJF85K0QkIISc/UibPOnsoTJWSZxbAd7VtlSRPsrIYohjF1ypSkrjPdtWrdGqNHjsRbTidWWszYazLhV5kZeMblQrEkQYMAkwE89+xTWLF8KVIB7RAT0ggHDuxHKOzn7ymtts+g660RVYbUuXhkQiQ8Elu20ElnQghpShPGT0J5WRkWLnoTDue3UCL9ASECq7wGJpOGm2+eibbt2iEQiCR7qWnthhtvQjAYwjObN0EyDLTTNDzs8SJfi/ey+EUB79vtePsd9vfkRL9+Lfv8DBXEhJyiaFTB559/ChiA1ToPumGHKHqh2508cziqjOXPM2CFVv2NgRBCSBMRBMy47EoMHjIMixcvxL69W3nyQf9+kzFmzDjktmLHvUiiWWQLZt56B/773zexdsVSPOD3w13nkJ1LN3BDIIgKkwnffvU5FcSEpBND1/HiC89jx44SBIPXIRodC8OwQDQdgs32KR8xGjAkRKMjYZU3IL9Dh2QvmRBC0naUMLuRJBIE7N5RhNGRyDHFcO3DLIItHMa/D+xHedlhtGrdBi0VFcSEnIJtRVuxfcdW+H338+lINXStLYKBmRDYgQ77e4CgQRCLMX7C7UldLyGEEJJIwWAQrfSjvdzHa1WdT8yfh5aLDtURcgqWL18GQ8+Hqvav51EBkcgFMJmO8J3i4cNGol/f+p5HCCGEpIfMzEzskxreX90nmfjHjIxMtGS0Q9xIqqajqKwKBa2zmv3P3lNSgmXLFqPs0EFYZCsGDByEocNGQJatzb6WM20Ix769e2FAQXb2LTAME1S1LyLK2bXxP7FYx9qJdVdffS1NpCOEkCQ4cuQIvvryayxfsQrhUABOVwZGjx7FD+Q5XSdOuCONN2L0OHx++EMcMoXQts60upoottl2Owq690RWdjZaMiqIG8lpRBHzebHF54UkswGFQEF+u4T3r7733ttYumwJcgH0UBT4RRPeL9rKG9ZvveNnlHmbILqm4dVXX8KRynJosb6IqIMAIQrZshxu998QCl6JSOQ8iKZy/vxhw0dAEOkCDCGENLe9e/fgqaf+jUgYCIfHQtPaIBzej9nfzsWyZcv4xDs25IM0jVGjxmDpovn4O4Cr/T4Miqpge8J7TCa853RgvyTh7gsvRktHBXEjGYKEGRk6xIq9gAq8b+6MLTtL+GOmzFboldv001lmz/4ay5ctwfWBICYoSm2/S7lJxNO6gef+8yR+/bs/w2Zj44JJU/p+7nd8CIffdy9UdXDt/ZHw+bDZP4LdMQsxrStky0o+orlXQX2B8YQQQhKdEf/cc88hGGwDr+fnMIz4z2I2OyIUvgiG8Xe8/NJL+OUvf0VX8JqI1WbDnff8HG+8+iKeKtkNGwRYBMBrGMh0uTHzp9ejc5euaOmoID5Nem78EvmM6nBwV7QUr3mALZ74TiHTt3vn0/5z1GgU8+fOwVnhCCZVT4Wp27B+j9eDB0URq1Ytx4QJk0/7zyPH7g7Pnzcfkci4Y4rhOIFPprOY18BhfxMmaT/OnnYpJDONDSWEkOa2ceN6+HxV8Pt+UVsM1zD0bPj91+Bg6T+xu3gXunbtnrR1ppuMzEzcfd8D2L9vL7ZuK+RvTPLy8tG3bz+IpngPcUtHBXET81vaYYblaA+NlJeFWYXxnWPGnt2af+ySbT+l33fnzu0IKRFMPq4YrpGjGxigRrFh7WoqiJvY4bLDCAS90PQcPhnJMJxQ1YEwjJqebQFKdCTstk9x9tnnYOqUs5K8YkIIOTMVbd8GGPnQtLrtgzokcxFM4kEYfHiSAzu2F1FBnAAd8jvyWyqSUvmA09NPP433338ffr8fw4cPx+9//3vk5+fX+/zPPvsMDzzwwAn3f//99+iQwKzY2IEqzMiIf77dzQ7gKdi0z4uioAzdFm/s753r/J+/TyQSL4Qz9IYHPWRoGsrDNJmnqW1Yvw4wRNjtHwGGiUeqGboV4ch5iIQvioe1GBZYLBZcfPF0aNqJWYyEEEISz9ANGMbR0kYyb4HD8QZMpsP8+zgEnfU8YsPGDZgy5WyYLTXTRcmZLmUL4meeeQZvv/02Hn30UbRt2xb/+Mc/cPPNN+Pzzz/nhcnxioqKMGLECDz++OPH3J/djKcee/qq4h8z2M4x211UMavQi20QYLC5ZqLY4M5xbit2jA7YKZkxQFVPeJyVYDtlGbktOPQ6FS1dshBff/MFlOgYRMIX8F0HQTwCm3UO7LZPIAohPp1Otq5Dl65dkr1cQgg5o+V37ITlK5ZDECt5Eex2PQ411hPB4E2IqT0gCCHI8kIcOPARXnzxedx2+50Q6QA0SdWCOBqN4pVXXsEvfvELTJo0id/3xBNPYPz48Zg9ezYuvPDCE/6b7du3o6CgAK1atYyTpWznmLneVgpLNuC1ZsSLYz2+vuMP5bVp0xbZ7gx8psbQR1VP+ItbYzFjvyDgojHjmu3/4UwY0fzxJx9DiUxEMHh99cwdtgORg1DoSui6G3b7e9D1bJhM23H2WXcme8mEEHJGGzZ0OD795GM4He9AEA5DjXWF3/fz2nKH9RWzRCBN64Ci7Y+hcMtm9OvfskcKp7I9JcVYsngh9u8tgUkyo1effhg7dhwys1peBFtKvi3atm0bn3gyevTo2vvcbjf69OmDVatW1fvfsB3ibt26tcie4yNHdF4gz+wK3JRdjj6uKE+sYDnH7LblYDke+/v/odLnxW7JhH+4XSg0S2DNE1WigE9tVjzncmNAv4EoKOiV7P+ltLF+3VpeFIcjrC3ixNPIijKV9xHbHe9gxPBRGDpsWFLWSQgh5GjiwbXXXgeLZTUk815+Za++vT82XMnQu2Dp0sVJWWfaMwx89ulHePyJv2PXquXouacEHXbvxKLvvsFfHv49Nm/aiJYmJXeIDx06xD+2a3ds7m/r1q1rH6vL6/Xi8OHDWL16NW+zqKqqwoABA3hPcZcujb/MbTI17fsJjyf+sTe8GGYvBWKlvJXiqUNOjDvnEuToMSiVPnz3xbv4u9t9dB0QMH7iJEyfPgOm6okwddVcDop/bHi8IjlWeXkZBFjhsL/KL7Ppeg4UZXz1lDoRhmGBpuWja6cIrrvuegiCQK9xAtHXceLRa5x49Bon3pChQ1FZOR0fffwRYlrDG2GK0g2HDm2GyUTxa039dbxk8WIeV/qTYBBnR47GxEaCQbzkdOLVV17Ar379ENoeV8c1NSHdC+JwOMw/Ht8rLMsyL36Pt2PHDv7RMAz89a9/RSQSwbPPPourrrqK9xzn5sb7c0+FIApwOuMDORLCGY9q21pYiHX//BP+6LagR/+eeHHYVbjo2ttY9DEqvvkG4QM7MdtmxZQpk5GRefLDeXY7HR74ocrKyrBkyRIYRvyQoqZ1hMlUApf7CajRfggE7oFhmCGZPejWvS8cznjiBL3GiUevceLRa5x49BonVvfu8UJYFKqgof7JdKJ4hA9b2rx5PUaNGtXMK0zfr2ND1zF3zrcYEY3inOpAgBpWA7jVH8ADFhnLli3CT6+9NqHrY7VaWhfEVqu1tpe45nNGUZR6h1IMGzaMT6fJysriu3gMS6hg/ccfffQRZs6c2aiTrIFA/RFoTWnFitXIhYBOJYeglhzC9Z8v5Pfbfn8/nj33XP75laKIlStXITsnHul2PPYOjn3RhkJRns5BTk6Lafj73x5HMGiHx/sb6FrNO1gDZvMmOJ3/gd3xOhRlDCud0b/fVfy1pdc4sejrOPHoNU48eo2b5zXu0bMnHHYXlMg8BIPXnfAcdujOYtmImJqPF55/AS5nJjp1Pv2ZAWcK8SRfx4dKS3G4ogI/Pa4YrsFS+keHw1i2ciWmX3pFQtfJarW0LohrWiXYLl7Hjkfz7tiv2cG5+hyfJsEKZxa3xlopGks7bmZ3IihKFC5dP2HbP/znx8GOeTFfP/86dstdsLGouIGs4/g62RctRYL9bxs2rEfFkUPwev9UpxhmBKjqAIRCl8PheBuyvAEd87ugW7eetd8Q6DVOJHqNE49e48Sj1zjxdJjNVkybNg0ff/IhH90ciZxVW/KIpsNwOZ+Gbrjg9/8cWdl/wfffz8F119+U7IWnxddxOBK/sspql4a4DB1RVU34vwEj3Q/V9erVC06nEytWrKi9z+fzobCwkOcRH2/WrFkYOXIkQqFQ7X2BQAAlJSXo3r1lB3O3adMa+0UR/gY6YcpFEbN+fR967F3LR0n3z89AN4eCUGUZP5C3tSKAwrIAtpf5m33tqWrjxg0w9M7QtE71Ph6NjuUfMzPMuPXW22j8JyGEtEBTp56FcWPHw+54F5lZ98PpfBou96PIzPgVBDFQPc3OhVBoPN8IYQfByOnLycmFSRRRZG54z3Wb2YLWLSwmNiULYtY7fM011+Cf//wnH6zBUifuu+8+nkfM3hFqbEBFeTnvFWYmTJjA38U8+OCDvJ9406ZNuPvuu/mu8aWXXoqWbMCAwYhBwO8zMvCQOwNPOF1YY7bw92bsn+7HdjtsFhmDBw+pzTpmt8vVEszoAFzeXsVl7VVUHjjAC2NWIJOTO3KkHLHY0UOLxzMMGyBYMGHCJDhdDT+PEEJIEgkCpk6dxj+Nqd0gCGEYug2B4I3wVP2NR68xLEJT02OIqtEkLzg9OBxODBw4GN86HPDX08O73Sxhk1lCv4GD0JKkZMsEc8899yAWi+Ghhx7ihS/bGX755ZdhNpuxf/9+TJ06lR+gYwUva7F47bXX8Nhjj+EnP/kJP1w3duxYvPHGG/wgXkvF2jmeeepxCNDRSYshR9NRbJbwlMuJzrEY3Aaw0Szh6st/DIvl2P8PPbcj9OqsY5aGcXtPCUdMKrb4DGzaWQJTZv15x2c6NoijuKQYksTaTdg3xxMPDJhMe9lZWZ4NTQghpOVyuzNglqwIhzsiHJpe73PM5iI+hfSVV17CLTffCpOUsqVRi3HRRZfg8aKt+IsBXBQMYKCqIiIIWGax4AubDSbDwJdffAaX041Ro+NXXZNNMFh1SE5ZNBBC0ZfzEvb7s2L/kT//DtYqD+73eZBbpxdniyThSacLJqsVP7n6WgwaFN8dbggriFkiBjsEyPqec3LiFwZe2B1/XHLHZ0sXtGajpc9clUcq8PDDf0A4MgKyvByh0BWIhM8/7lk6XO6nkJW5Gw8//AhEUzzmjsX2OJ1WBAIR6gtMEHqNE49e48Sj17j5X+P3338XSxavRWXVn2Dox54nMpkOICPjj1CUUbBal+KS6dMxadLUpK09nb6OK8rLeLza/oMHau+z6AbGRxVMD4Xwod2O+VYr7rn35+jaNTHtq+eN7gan7YclutDboBZq/fq1qPR68IjPe0wxzPSNxXBlOIS3RRM6d+56yr83GwTCzMgAXNFSQD2A18J5KFLiLSa6zYXeuSePcEtHS5Ys4oM2QsEbYehZfAqdSaxAJDIVup4Lk1QCm/VzmM1bcOWVt9QWw4QQQlquc6adi40bN0LTH0YodCnU6BBA0CBbVsBq+xSa1hah0FUQhCgWzF+ISROn0NmQJpDbqjVvce2qaTg/FIJkAD1iKhzV9fO1wRC2yzLmfT8nYQXxqaCCuIXavHkjumk68nQ2j+5EY5Uo3nLoKCzcjDGnMa6ZTcpjLveVgIUbO9xmvObJwxZPRW1ixdG0ivS2u7gEitIbZvMGfiqZjWw2W1ZCts49+iRDxMQJkzFg4OBkLpUQQsgP5M7IxF133Y3/e+RhOJ0vA3i59vt5NDoMweC1/GxINDoUlVUrEAwFeR8sOT2hYBC7S4pxSziMYVE2PeFY7C3HuFAIH2zZyLOLhephH8lCBXELFWVxa1r9xTBjZZm4EHgWc1NgPccMy6KYYYnvIEt5WZhVWIYtlUef17d7euY0skOXVZUVsFh2wSKvqb1f03IRDk+GprWHrjvhdj+G/Pz8pK6VEELIqcnKymZNoggFL+dX/HiMZqwHvxpYS4j/7BNOab4ZaUjNIUXXSbKA3YYBjd10HRIVxKQ+rdu0wSqLpYFjXcBuk4QojIQe7IodqOJtFTU+9IrYsrOktu/YIsUP8qXDDvJ7772DKk8VwpHzoShToGtZkKRi2Gyfw2b9AoHAHTCJ7J2BgG7dkn9phxBCyA/HDp7n5XXCnpJt8Pl+Xu9zZHkF2rRpD7s99X+mtQQupwt2WcY2cxgD1BN3iJmtZjOyMzIhtYCDjCkZu3YmYG0QARiYbT1x8h7bN/7YYedfRAUFvZptTSznmN1YpFvvDNTmHbMoN3Yrrjya85xKDuzfh2XLFiMY+CnCocuhazn8n0Ys1g1+/z2IRgfD7vgvHM6P0LdPf2TnnPqob0IIIck1efJkSOZNsMiLTnjMIi+H2bwekyZNpv7hJsLSOkaMHosFNjvKTfFyc7/JhDcddjziduNPbjeWyjKGDh+JliD5JTmpFwusPuusc/DBnG/58I0pkQiy9Xjs2pc2O3aYzbjlx9fw8YnNjbVXsKxjZqitFOH28W3kWYVebOWXopBSh/KWLVsCAVlQlIn1PCoiHL4YGfIf4HJl4idXXZ2EFRJCCDldw4eNwK6dO7Bs+cvQrMsQibBBXgKs1tUwSZsxfNhIjB41JtnLTCtnn3UuNm9Yj0cAdFIUbJAtyNB19FNVKBCwzzCwYP5cfuW1d59+SV0rFcQt2IUXXgKXy43vZ3+NBcGjAzXy2rbHbZde3qy7wyc9lFeddzyzqwivVeWFMTuUlypZxxUVFVCULuz9bL2PxyfWSZg8aRL/+yCEEJKCBAE//vHV6NGjJ+YvmI+9e1/nd7dvl4+27YbBZDLhgw/fQ98+/dC7d5+kH/JKB06XC/fe/yBefOFZbNi3h8etXRCO1BafQQF40eXCyy89h1/+6ndolcTpdVQQt2Dsqs2kSVMwbvwE7N61E+FwGNnZOejQoWOLvKITj3OL9x3Hs47LedZxUdgHyFb+HF00t6jdYy0Ww+HDhyCKrgafIwjsqGEMTmfDzyGEEJICBAFDh43gN13TsHTZYnz80YcoLS2FrudDEMNYvHgBWrVqh9tuux25ufGNHdJ4bpcbqhLBIFXFxeF4vGsNFsF2h8+PB8wWLFw4DzMu+zGShQriFCCZJPTsmfzd4MZnHe/mkW4MzzsOswITsDgykn4g77333kVlVRUk8xE+gU7T4mkbdcnWBRBFE/r27Z+UNRJCCGl6Gzeu50M7lMgkhMIzYOhs08OAJO0CjJfw1L//hV/96jew0SG701JeXobSssP48XHFcA0WHDAmHMbStWuSWhDT9QDSLG0VNTd2IG96oAgzuln5gTyWWlGTXJGMyXTLVyxFKHgltFhbOF1Pw2TaX+cZOiyWFbDbP+aHHNmlH0IIIWnAMPDFl19CVQciGLyuuhhmBMRi3eHx/gJerwcrVi5L8kJTn6Io/GOGceyQsboydA1KNP68ZKEdYtKsavKO9TqRbsfEuckyCvLjw0ISbe3aNRAgQ1EmIaoOgcv1GDIyH4KqFkDXs3nsmsl0CG1at8Wl0y9rljURQghJvAMH9qO8vBSR8DXVIyKOpWu5iEaHYOWKlTTK+TRlZWfDJAjYLknoHKt/vsJ2iyXp7SlUEJOkY1FuNT70KrXFMTuUJ4vxb1SJaK0IBlmwnR12x5swiQf44I1YbDhEIQJRrOKxaywppmu3bjw+hhBCSHoIBOIH1TW95hBXDBbLGsjyEgiCF4bhhmFI8PmPHmgnjcOm/g0cOASz16/BGEWB87g5HcWSCevNZswYNwHJRC0TpEWpm3XcxxU9IeuY3ZqEYaCkhBXelZCkIt47zCYWyZb1kKQdPGotFLwOguBDZkZm0/yZhBBCWgR3RvwSpUncB0H0w+1+BE7Xs4AQgaZ1AQQVFnkdwuEQ/H5fspeb8i648EeI2Gx4JCsLKy1mKALgEwXMtsr4G0tvMgysWLoYgSS+1rTtRVqkulnHo6vj3JhCP7BpZwnEzNPLO56/YC52F+/kwzgUZXLte0NBCMDpfBYu578QjpwDA2EMbyGh4YQQQppGu7btkNe+I/bGvoFuCBBNFfB5f49YrGvtcySpBG7343jpxRdw330/p4EdpyG3VWvc87MH8Mx//oVn6ryOkmFgZDSKEUoUrxw4gBeeexr3/fxXSYm8ox1ikhKJFWyMNLuxInlmV+Dy9ip0TwWK9pViW0WQ334oFrUz57s5UJTxUJSpx/wzMAwnAoG7+Od2+2cYO2Yccih2hxBC0osg4Ec/+hFM0naYzdsQCl5/TDHMxGKd4fffjJI9u1BcvDtpS02n1olAwI+zwxHcGgjgDr8fj3k8uCUQxEBVxe0+L/bs34eioq1JWR8VxCRlC2TWWnFjnoKbssuhecpRVFbFb/+rrWLfvr3wBzxQIvX3KxmGDdHoSFhlBy677MoE/V8QQghJpl69+2LQwEEwdDui0cH1PkdV+/FJpiyijZyeTZs3QNd1XBwOYbQSxYioigz9aENxgRpDe8PA2rWrkQzUMkFSWk3e8eXqXjhUMyzt8qqHgcSzjutLrIhGo/yjbjQ8dY49ZraYIZrqn15HCCEk9WVmZUEQ3bX7g5K0E7J1DszmLRCgIaZ1hgGxNjqMNF4oFIYM4YRDdTVYI0VuLMaflwxUEJO06TnmJfARdiBvLx8Esq3rQN5vXKMm0i0e7SJAkrYjqtU/JtJiKUKbJI6QJIQQknitW7Hv8/MhiFWQLatgd7wNTWsDRZkCwzDDbN7AfrDwK4uGrtM459OQnZWFMAwcNoloo52YScwC2faaLRiQnY1koIKYpG3WMes37lmddXx8pNvZV83Ed299iqroMN4iURfbGTCZtmPcuJubd+GEEEKa1ZChw/Hxxx/BYX+Dp0pEwuchFLq8dsc4Er4QFnk59u57HgsWzqNM4tPQr98AOGQrvrDZcFMgCLZRvMMsYaPZjBgEBAXAAwOjRo1BMlBBTM64vGOxYi/ezeyIK396MXRsxNLNLuzb3Qa+vQYsliVw2L9Az4I+GDhwULKXTAghJIFsNhumT78U7733Dp9YGgpdccKgjqgyClHzRsybOw8TJkyGSLvEjWK2WHDhxZdi1ntvIwIBh0QR+8wSMnUdsmGgTBRhFk2oKC9DXl4HNDcqiMkZuYN8uQHs8R2B0xVDzykSMKUE28sUrN0RQIcO1+BHowdT/zAhhJwBxo6bgI8++hChMNuZrD9aTVHGwONdiiMV5WhF7XSNNmbseKiqis8+fh9uXccDPj/6qCp/1ctMIt632/Haqy/h1tvuQq/efdCcqCAmZ5RIJMIvey1etBg+XyW/LNa1azf06NETP71qOmaOzsf72wIo2nPgtLOOCSGEpAoDMOSTPBp/LKbVP3qY/HCGwZolBPzK50PrOr3E7PPb/QH8LUPE1198SgUxIYkSDAXx7389iUOHyqAoo6Gqvfggjp07F2H37q+QkZGBsWPHY0YGkJMTHwYyq9CLIl2FIVr472HAoAKZEELSTF5ePhRlIyKRc+p93GxeDxgiPFWVaNeufbOvL52sXL4UQ6LKMcVwDdaMMi0cxlP796K87HCz7sZTIww5Y3z04Qc4dMgDj+f3CAZvQDQ6GopyNjyePyEcnor33nsXhw4dOjHrONfLs47ZjQ8Dqc47JoQQkh4mTJgAk7QFZvO6Ex4zmUphledBNzLx+uuvIRqlCLbT4fd5kReLNfh4++pdeK/Pi+ZEBTE5I/j9fh72HQxeCF0/vllfQDjMBnA4sWTJwhP+W1Yc19yutx3ANWohZnQAT6xgk/LYjRBCSGqnTXTt0h0u17/hcLwGyVwESdoNm/0juN1/ga5nwe+7B+FICOvWrkn2clOay+XCQVPDDQqHxPj5HZfT1YyropaJFoO11OzZU4xDh0phNptRUNAbTiddmm8qe/eWQNdjUNXhDTzDjEhkCIq27zjp7+O3VA/6OFBVm3f8vrkzNhWVQBAB0ZmBgtaZTf8/QAghJGFYckSvXr2wu3gPzJb1kK3z+f2GbkU0OhThyIXQtbYw9M7YuXMHRiYpGiwdDB05Bl8dPowj4RByjmubYN3Fs+02dGyfhzZt2jbruqggbgF2F+/C++++hYOHju40SiYTRowcjenTr4DFYk7q+tKniZ99rP8EcZwQ/9d4innHM6DDZBLhdMp4da8XW3wefr8psxV65TpOb+GEEEKahyBAgAxP1T9hMu2FLC+GRV4D2bqE37RYHsubgGGw4U6kscaMHoPFC77H3w0DN/l96KGyFGKgUhR4ysRWkwmjO3ZGc6OCOMn27CnBM089iY7RKH4RCqK3qiIoiFgky/hk6RJUVhzBrbffRbmHpykQCPBi2GJZC0U5q55naLBa16Fbt/6n9edcnm1A03S4oqV4zQNs8ZTz++3ZrWuf0yXbflp/BiGEkKbXuXMXGPict0vYbJ/CLBXzuLVodDAEQYXFshwmaQ3KK9zxy7rCyTZYSENsdgfuvOfneOrJf+L/BCBH02A3DBwwmWA2wGPYli1fgozMTJx33oVoLlQQJ9knH72H9moUv/R6EM8xANyGjgsiYXTSYvjn9q3YvHkjBgygIRGNFQ6H8cEH7/MeMJvtc6hqf+j6sSdXbbaPwWbkjBs/sUn+TNZaMcMSvxQk5WWh0B8/hLFpnxdbKkGRboQQ0sL07FGA3Jw2MPQXAITg8/0SsVj32sej0eGwqEtQUvIi1q1bi8FDhiZ1vanM5XTyn80DlCja6TpiAjAlomB0VIHVAD622/D5t19h9OhxyMxsnjZE2nZMosOHD2N3STEuDIZqi+G6+qkquuk6li5ZlITVpY9Vq5bzIHC//z4+ptnt/hNstncgmdfBYlkMl+sR2Gxf8Mi1vPbskljTYmkVfIy0L55acWWfDFzeXq1NrNhaEeA3QgghySOIIq677noIYgCKMvGYYrhGVBkLTeuJhQsXJGWN6WL9+nVQYyquCwXxk1AIPw2GMFmJF8PMueEwLAawcsWyZlsT7RAnUUVF/HJ695PEj/RQolhbdrgZV5V+SkqKoWndoOv58PvvgNX6PWR5CWy2b/njLI8YkJGVld0s62EFMhPPO/bCa83gecfbqickyaJAbRWEEJKkUc6shS6qDq5zrwHRdIR994au5UCJDEPJnllJXGXqK68oRzYE5Oj1H9yxGUCerqPiSLxOag5UECeRLMcn33hFEVn1BFQzHpMI2cr+gZLGEyAIHrjdD0GS9vN7dN2GSGQCIpGLoOu5yM6+E0IS+sFYlBtQhettpbBko7Y4Lopl8McLWmc1+5oIIeRMVfNzQOAnrHXI8jxYbd/BZIpn1Bu6AzEtn/1USfJKU5tVtiLINqR4xtOJjOraKE+2NtuaqCBOos5dusLtdGJeRMENoRN3iX2CiDUWGecOHZaU9aWLYDAAUSyDGhuMsH86DMMOs7mQf6Mzm4sQCk3n/WLduvVI2hp5nFud4hjqAazJ7YNNO0sgVb9xKsivjnwjhBCSENk5uXC7s6AoK2CxrIRsXYioMgKh4JV8fLPFvBGyPBcmycx7YOM7yuRUDRg4EJ9/8QmWyxaMV6L8vpAAVIgmWGCgXDShAgYGDay7U59YVBAnEYtWGzp8JObN+x55moapSgTxOGrgiCDimQw3LFYbRo4cm+SVpi6WF7ltWyGCwaugKNNq74/FekNRJvDAdafzDbRv3xGdO3dFS1CTdcx6jnvVyTpmg0BqUKQbIYQ0PZboNHHCRHz+xad8nzIQuBlRZVzt4zG1DxRlLDLE/8NXX32OGTOuSOp6U1Xr1m0xsN9AvL15I0zwY7PZjFUWC9TqHXrJMJCbnYOuXbs125roUF0S7d69C4sXLoDDAN522PHzzEw873Dgn04XfpGZiQOyDbfecQ9cLkoiaKxFixbCMNodUwzX0PVWCIfPgyBEcOWVP26RCTos65jd2GG8mhublqd5ynmBzG7FlaFkL5MQQtLG5MlT4bA7EVO7HFMM19C0fITDU7F82TIa43warv7pdWjTsSNecjiwxWzG9HAYv/N6cZ/PjwGqiorKI/jqqy/QXGiHOImDIv77xivoEo3i514PH1U432rFQZ7DZ6CLFsNe3YTc3JxkLzWllZTsQSTScMuJyg9OvJtS39TqRrrl5Ih4YXcZj3Krm3dMh/IIIaRxTJIENcYO1jUcq6ZGByOqfoHyssPI6xAf0kRODTsfZbPZwY6zs0I4o/aAnYaBqoovbVa8/93XvL0iP78TEo12iJNk27atOFJViSsDAbAO0U66xuNHfu334RcBP37mDwCajhUrlid7qWlwQEI7yTPU6uel5j8FdiivZue4f34GujkUhCrLULSvlOLcCCGkkUwi+9nRcAIUhPhjglDT6EhOVeWRCmwr2oqLg8E6xfBR54UjyIGAJYsWojnQDnGS7N23F06I6KrV/w+ODefoqmnYv39vs68tnXbhTSaW5rEc4fCV7FvcCc+R5RUwm63o2DHx7z4TjfUc848ZbBgIO5mrxhMrdBW6GD/HS4NACCHkfysoKMD69SsQCV/MMyeOJ1tWQIAJVlvzpSCkm/379/E0iUFqfGPqeGybqn8kjJ0lxc2yntTcFksDJlFEDAbqD1uLY83lokjvPhuLTRKqqCiDIPhht79dHeRylCTt4FnEY8aMqY3ASxcs65jdLldLcGOut3YQyLaKYO2NEEJI/SZOnAQIpbDZPzrhZ4eZJ00sgAEzPv2UTTkljSGyHSs27OQkB3h4HSQ1z94t7RAnSUFBL3z+uYH1ZguGqvHIkboOiiKKRQFjC9jQCNIYbJKQpvVCJDIKdvvrkKStiEbH8Ng1yVwIi3ktf094zjnnIV2xA3nHZx0zy9QMbNpZDslNeceEEHK8rt16IC8vHwcOfA6LeT0Uhf3ssMBi2QCzeRNUdSBUtTc2bngPPq8H7ozmGS+cTrp26QazaMIyiwUXhiMnPB4RgLWyFeN692mW9VBBnCT5+R3RKb8jXtq3F+9qOryCAKdhYFRUwRhFwatuN9xOFwYNGpLspaasffv2IhKZDkWZhFgsD1bbbFitn0MQVGhaHiKRabDZvoHP54PDkf6tBEezjoGeqMLQ6rzj18J5KFKqvxnJViqOCSGEFWRhFVFlKARBg53vFGuIxTohELyBj3AWTVXQjXdw4OABKogbwe5wYNjIUfhi2VL0UlV0jx0978OaSV91OqGKIsaOnYDmQAVxklRVVcLn9UE1gJ4xFR1jGspFEfNkK7612iBZLLhz5p0wm+ub4UJ+CHZQTqg++KBpPRAMHDt4Q5IKeUF8pral1OQds8QKsaKIf/6+0hlbfF7+uZiZSz3HhJAzlmgSYRhuBALXVd/DWifqXt5Xa7OLSeNMn34ZDpcexP+VFPNkiV7RKPyiiKU2O3yigOuuvwlZ2dWXNhOMCuIkef2VF2HyefBXrwet9KOdxJeEw3jM7cYRiwV5HfKSusZUZhiA0+lAOLwUkciF9T6HHbZzubKQm5uLMx1rrWBmVHe1u6KleM0DbPFU1Ma5UZQbIeRM0rt3T1SUr+aDneIDho/tdbVYVvC2u5wc+hnSWLJsxZ13348Vy5di2eIF+LC8DLLZgn4DB2PipMlo16756iAqiJNgz54SFO8twb1+/zHFMOOEgVsCAfxGMmHD+nUYOnR40taZygoLN6OqqgKsF99m+wTh8CXHPC6Z10GWF2PSpB/BVN3YT+rPOpbysjCr8MSsY4aKZEJIuho3biIWseFZjjcRDF5/TA6BJO2Ezfo1Ty+aPftrXHXVtUldayqTJAljx03gt6SuI6l/+hmqqGgbbBD45YH6tNc1dNSB7du3UUF8GgfqdL0LIpGhsNs/gNm8FtHoKBiGDLN5HSyWzfzLf8yY8cleaovH0ipmxM/eYbub9RfHh5hs2udFUSyDR7pZRZGKY0JIWmnTpi06dOiIffsWQTJv4yObDd0Js3krLJa1UGPdoUb6YPWqL3HJxTN4TyxJXVQQJ4GmaTCzKJGTPMcCHZp2slA2cjIlJSWIRM7m7RIxLQ9W+XtYrR9DEAxoWieEQtNht3+M8vJydOqU+hnEzZ11zPRS90LsMLA273irHr9sSMUxISRdeH1+njABQeM7woIQhaa1RSg0g/+MMZkqoOmf4GDpAXTv3jPZyyWngQriJMjPz4fP0FFskviI5uN5BRa5ZkL/DvlJWV86EEQRJtMhOJ3/rN4NBnTdjkhkHCKRCyCK5QA+hsinEZHG9h3rB+IFck2km9eawYvjbXorfn+vXNoxIYSkLlEQYBhOhIJXIibPg9U6BybpIOzS+5CtCxCNxpOg6GBd6qOCOAn69OmHbHcmZsU03O/zwlLnMbYnPMthh2iSMGLEqCSuMrW1ys1GKLgMmtYFweAN0PQMmKWdkOX5sFjWQFX7wGZ3oV279sleappFulVhZlf2g6EcL+xmh/Io65gQkroKehXA410FUayExbIa0ehwhMPT+QE7s2UNbNZvIQomtGsXT+0hp8EwULKnGCtXLEeVpxIOuwNDhgxHr959muUNBxXESYoD69StO9Z7PfiDOwPnKhHkxzSUiSK+s1mxS5Lw06uugd1Ol50b48iRI9i7dy8UZTJCIXbQIb4LHFMHIRKZArf7/yDLSzF+3Dm8mZ80rfggEPC+Y5ZWcXzWsWFz084xISQlTJwwEStWLIXFUoVA4C5Eo0NrH2PFcdQ8Bi73E1i5YgUmTpqS1LWmslgshjffeAXrN6wDa77LV6IoNZvx/OqV6NQhHzNvuxtOlyuha6BqIAnmzZuDdetW4+xIGIdNEl61O2rTXGQWF2Z3oF+/AcleZspaunQR62RFKPTjE2JyDCMb4fClcDpfwODBR7+xkebJOna4zXjNk8d3jmtQpBshpKXK69CRx3Meqeh0TDFcQ1UHQI2OwPwFCzBx4mS245WUdaa6D957B5s3rMdtgQBGKlH+k5ulPm83S/jP/v146YX/4Gf3/zKhry8VxEl4F/T9d99gckTB1eFwbc+wp3pSnS4AvxSAVatWYPz4iclebkratWs3lGg/9vai3sdrvqnt378X7dtTy0Rz9hz7q4vjGsdHuvXt3jl5CySEkONEowr8/ipE1RkNPkdRhqKycgWCwSAcThpmdKo8niqsWLkMPw4GMEqJ1t7PSt8CNYZbfV78Y+8e7NixHT16FiBRqAu8me3cuQOBUBCTI0fndmcYOjrpGnIMnecS91djWLdmVVLXmcoEoea9ZUOMOs8jyY900/mN2bKzhN+K9pWiuDLEb4QQkixC7VXG//0z5bgLkuQH2rhxPUQDGK/EIz2P10eNoQ2AtetWI5Foh7iZhat3hbOPG8hRV46moSJEhUBj9ejRHbt3z0UQ7E2H9YTHZXkl/87VtWv3pKyP1K+mKGa2u9nfm8KzjllihQEDdsmEAc4T/z4JISRRzGxqbPuO2LNnJaJK/bn1FstK3lbBDoGRxtVFdgGwNfCeg73PyI7FEAkf3UhMBNohbmbZ2Tn8Y4m54fcixRYLsmiccKOxYRuiGIPD+UZ1bsdRolgGh+MjnvSRkxP/uyAtM++Y3S5XS3BZ+ygub68iWFGGdfs9KCwLJHt5hJAzyKRJkyCZN8EiLznhMYtlFR/SEfB7cORIfNQ9OfW6yG8YqDDVX5KyEWb7JTOysrORSFQQN7OOHTuhfZu2+MJmh1bP45vNZhSLAkaPGZeE1aWHzMxMXHPNtbDKK5CV9RBk+RtYLMtht7+JzMzfIydHxk9+ck2yl0l+YN8xa6tgt5ndBFzaJoI+LpW3VWyrCNbeCCEkUXoW9OL7lE7ni3C5HoMsL4RFXgSX6wk4nc9AiQ6HARuWLF2c7KWmpIEDB8FqkfGFtf4rgPOtMvwwMGrU6ISug1ommhlrW7340ivw/HNP40m3G9ODIXTVYghBwBJZxgcOBwp6FPAdTNJ4bOR1Tk4u5s6dg40b34dhaHA4MjBu3BQejUOXtlJPVZUOpxpCr4CCUV3ZPfGkCpZ3XBT2AbIVhmihSDdCSJPaU1LM+4SDgWsgy0vgcL7C74+pnXjOvaKwDayXsL1oR7KXmpIsFhkXXnwp3n//HWiCgAvCYbTVdHhEAd9brfjSZsO4cRPQunXbhK6DCuIk6NWrN26+5XZ88O5b+LPkgRkCYjB4PvHQYSNwxRU/oak3p6mwcAsWLJiPXbt2wmSS0LlzD37Zq1+/gZSKk0ZZx0fzjnfz62o875gVx2x32eZC71w68U0IOT3sDAMTVUciFusLq/UbPpTDZDoIq3U2BCF+GEw3Gj4bRE6OFbxsKuAXn32MRbIMCwREYcBiMmHq5LNw/gU/QqJRQZwkffv2Q+8/PYJt27airOwwLBYL3xVml/tJ4xkG8NlnH2Pu3NnQ9c6IRC7il7q2b1+DnTufw/jxkzFjxhVUFKdp3vHlvhJeGGcVdMYLuxVs8cR7+ijOjRDSWB07su8fAmzWT2G1LoBu2KEoE2HoGZCkHbDb3+WPd+pE02VPx5ix4/mE3s1bNsJT5YHDEZ/JYGumIWVUECcR2wXu06cvv5GmsWHDWl4MB4NXQVGm1d4fiZwPWZ6HRYteR6dOnTB8+MikrpMkrue4ZgeZ7Rwz291Z2LSzpPY5VBwTQk710FdBQR8UbZvLB3H4/XewC/3Vj06DybQXbvdfUVXlSfJKU59kNmPQoOQMzaLr8iStzJs3D7FYr2OK4RpslHMsNgBz585NytpIcrC0inqzjsuqarOOKe+YEHIyHfM78JIpELipTjEcp2kdEQpdhqJthfB4qChOVVQQk7ShqipKSnZCURo+iRqJjMbBg3sRopznM1JNYczi3HpnAN0cCr+FKsuwtSLAb4QQcrzi4hKoan8Yhqvex6PRUbyHeOeO7c2+NtI0qGWCpA29etiJYZgbfI5hxN/ZaxodfjjTWyvYznGN0V1FeK0qCv3g7RViZjwHnA7lEUIYTdOgGzLPtrdY1kOW50M0HQQMC6Lq4OqkCfZzqL5AVXKqFCUCn9fLEygymulsFRXEJG2wfzhZWa2gKBsQjY5p4Dnr4XbnwOmkaC5yfGpFFXrWKY5nFXr5oTxTZiv+HIpzI+TM1alzRxSXrISAp2CR1yGmdkM0OhKiEIBVngebdTZ/Xn5+/BwDaZzKyiP45psvsXb1Sqha/M1F5/xOmDrtXAwYMAiJRAUxSRssOcJkEvnkoHi/MAtTP8pk2gGLZRnGjT8fAsVMkP9RHLNDeTk5rKusPJ51rEf545R1TMiZZ+zY8Zg/fy4slo3w++6Fqg6ufSwU+gmczv/AYimEjTLuG6287DD+9cQ/YAqFcHEoiB6xGDyCgPnFu/Dyy89j+vTLMGnSVCQKFcQkbRw4eAAVFYf5AQc2TUhRJiAaHc7jcMzmNbBa5/PLXa1yWyd7qSTF8o7jWceF/PO6WccWRwa6ZDdPJBAhJHkyMjJhEs0IBKcdUwwzhmFFIHAHsrN/hqVLF+H881ncJzlVs975LxzBAH7r8cClx7OfmRFRFe/Z7fjk4w/Rr29/5LZKzM9wOlRH0kbhlk0A7PD5fsNj1iyW1XC7H+VxOLK8HJHIOQDaYvv2bcleKknRrGN2YwfypgeKMKOblR/Gq0mtYDdCSHoq3r0Lmq4iWt0rfDzDsCGiDMWmjZubfW3p4FBpKXbs3olLA4FjimGGXc+9NBQC23pYsmRRwtZAO8QkbcRiMQgCOzSnQ9ed0LQ86HoGNL0VIuFp0LQCyPI2/jxCTjfrWD8Qb6uo8aFXrC2KJXcGClpnJWuJhJAmFovF+1l1w9bgcwzdDpV+vjTKvn17+MdBUbXex9lR+f5KBHuLdyNRqCAmaaNt2/YwDA8yMx+EIIShqv2g6x0hSUXIyPgrIpFxEMUStG3bL9lLJWmoJueY+dDrxRafl3/ODuXJYrxnndorCElNbdu25R/N5q2I1hvtaUCWNyMvL6/Z15YOBCHesBATAMuxG8S1VAgQTaaErYEKYpI2unbtysoP6Hor+P33wDCy6nyjWgC7/XV+8WXkyIZziglpyuLYFS3FGld8G3nTPi+26hTnRkgqYn2rHfO7oLjkE6jRATCMYw/PWeTFEMRDaN8uOVPWUl337t0hQsByi4wpinLC4yEB2CTLOLvg2MPyTYkK4iQIBAJYvnwp1q9ZhXAoiOzcVhg1ZhwGDhoCKYHvftLdqlUreVu8338fDMNd5xEBijIJorgfbvdi2GwNX/IipCmxnuOavOM+fdgbNMo6JiRVZWa5Ydq7F+6MhxEJnw811hui4IcsL+K5xLqeiY2bNuOccy9M9lJTTmZWNgYMGIiPN25AQSyGvOrINYY1obzidLKoKIwaPTZha6CCuJkdOLAfzz79L14ID40qyNE07D5yBG/s3I5uixZg5m13wWq1JnuZKWn9+vVQooOPK4aPUpSJUNU52LVrJwoS+C6TkPrEDsQL4+OzjovCfhi2o1+zFOlGSMu0bdt2/nNEFCvgcLwKCPFr++ysSig8A7qWi/37n+PjmzObaZhEOrnix1fjb7t24veGjhHRKHqoMfhMIhbIMo9fGzViJNzuOgc3mhgVxM0oGo3i+Wf+jeyAH/d5vcg0qnsOw2FslyQ8Ubwb7816G9ded2Oyl5qSIhEFutbwNyHDiD+m1HM5hpDkZR2zr8dyfn/dvGOLJFPPMSEtSExVEIt1gKJcC9F0BKJ4iP1LRUztwsspyVzEnxeNRpK91JS0a9dOeIMB9FNVFEsSVlgssBrAkKgCQxCwZNkSDBk8DD0TtKFFBXEzWrt2NbwBP37jq1MMV+sZi+GyYABvrV2DH118Kb27bIQ2bVrj8OEi9v6iXpIUnzHfqlV88hghLSnrmLneVgqoBxDu0gezCstQFGSjYoGC/HZJXCEhhMnOboVIhO0ST4Gu5fBbXZK0A5LJjIwE7mKms3lzvkXvmIaf+wM8ao3tv9eM0GKfHzBbMH/enIQVxJRD3IwKCzejZ0xDG/3YYrjGGCXKAsOwdeuWZl9bOujduzdEcQ8k87p6HlVhs32ONm3y0K5d+ySsjpAfnnXM2itq8o57t7bW5hwX7StN9hIJOWONGj2KT0I1mfad8Jgg+mC1zkb7vPaQrXRO5VSxNtLde0owLhKuLYLrzpNln48Lh7B1ayH0Ov3FLWaHuKioCG+99RYOHDiAjh074uqrr+YnBevaunUr7rrrLnz//fc400WVKJx6w3+RVhiQIEBV45dMyanZu3cPDEOGy/kMwuELoSjjYRguSOatsNs+5d/ErNbOyV4mIaeUd8wO5fWs3nD60KtQ1jEhSWLjha4Bl/tvCIemIxodwRNyzZb1sNk+Zse3UV5WwbPuJYkuwJ8KVY3nDzuOG8pRl8MwoMOApmkJiV9r9N/YmjVrcP3116NTp07o0aMHFi1ahPfffx+333477rzzzmP6Zg8ePNhU601pbdu1x6pthYgiADY+4ng7JAkxGDxPl5waw2AtKWsQiUxjXcKwWr+E3f5x7eOxWEc+qW7Pnq8RYhNv7NSbSVI3zk2s2Iv3fZ1rs45ZYoVVjF/wo75jQhJjw4b10LSe0DQ3HI634HC+WfuYqvZGKHwVBPEJ7NhRhN69+yZ1ranG6XTBabOhMBzBoOri+HhbzGZkZ2TCbGZjOtByCuInnngC06ZNwz//+U8IggBd1/Hmm2/i8ccfx65du/Doo4/CYqmv7DtzjRkzFvPmfYevrTb0V1Wss5ihQEAbXcNwJYqP7A60yslFjx7sHDo5FZoeg6oq0LQ2iEbHIRy+BGbzFgiCCk1rB03rAsm8GTZ8hUgkTAUxSfnd4xmIF8c5OSKW1fkBsmlnGUW6EZIAwWAYsVhnBIM3QDJvgVWeB0GIIKZ1QiR8Lj9gx4SCwWQvNeWIJhNGjx2PRXO+w2Qlgnbasa2le0wmLJetOG/8JDbFo2UVxNu2bcMdd9zBi2FGFEVcd911GDRoEN8hvvbaa/HMM88gUVgB/vTTT/Ndab/fj+HDh+P3v/898vPz631+VVUV/vKXv2DhwoV8zRdccAEefPDBZs2kbd26DSZPPgufzp2Dj+02uHQdTt3AHJMVb9sd0AUBd/7kp7WvKfnhJJMEm92NcHhv9T12qOrw456zByaTGU6WZ0hIGh3K64l4pFvdvOOaSDfd5uL3U3FMyOnJzs7C/v0lEMUneZuEoTt45JrNvA0262woSjwjNys7O9lLTUlTp07DujWr8Rddx4XhEIaqKn/bv8piwZdWG3JyczFh4qSE/fmNLohZVi679Hy8gQMH4t1338Wtt96KK6+8krdQJAIrtt9++22+E81GKv7jH//AzTffjM8//7zenel77rkH4XAYr732Gnw+H37729/y9f/tb39Dc4lpMewo2ga7ANzoD2CQGuWnGqsEEZ/YbFhgleH1epptPelm7JjRmDNnESKR8+pMqavB2iTmYsjQobBY4if3CUnnvOOaSDev1RovjnUVhmiBAYOKY0IaYeTIkdi06QVIUhkCgdsQVYbxMkoQ/bBZv4LV9jUcdie6dGZTU8mpYpGo4eq68kO7HbOqNwfNhgGnYaCyshLlZYeR1yF+vqLFpEz07du3wYNyHTp04EVxu3bt8NBDD6Gpsb7kV155hRe5kyZNQq9evXgLx6FDhzB79uwTnr9u3TqsXLmSF79s3aNHj8af//xnfPrppzh8+DCay/p1a7H/4H783OvDkOpimMkydFwfCmJYVMWXn33Md7/JqZs0aQpcLhlZWY9WJ03EX0dJKkRm5t8hyxFMO/u8ZC+TkGbdPa5JrLgx14ubssuheypQVFbFb4SQH44flBMMBAJ3IKqMqt1TNHQXQqEroUQmQVVj/FAdOXXz5n8PQVHwN08VnvR48IDPjwd8PjxZVYW/VXmQq8Xw7TdfIVEaXRBffPHFKC4uhtcbP9RxPJfLhZdffhnTp0/nhXFTYu0awWCQF7Y13G43+vTpg1WrVp3w/NWrV/Ps2W7dutXeN2LECN6awA4HNpfVK5ejQNPRRTvxHwt7H3RuOIxKrwe7d+9qtjWlE5fLjZ/97H506GCH2/UvZGffjuzsO+B2/x1t26q4996foXXr1sleJiFJ6TlmxTG7XW87gGvUQszogNooN4pzI+R/W7NmFQy9PVS1X72PhyPnIqpGeMQqOXWrVyzDuHAYTgO8nbSvqqKvGoPDiHdnTw2GsGnzRn61P+ktE6wA7tKFTWQBzj//fH47GXYS8JFHHkFTYzvBzPGFNit2ah6ri+0CH/9c1lbBhl+Uljb+B4HJdGrvJ/xeL3o0cHqSaV+drRcI+E759z4ZURTqfBTTfjjHr371K6xcuRzr1q2FYRjo06cfxo0bz/vcE+VMeo2ThV7jphGy5cU/OeTFldpe1k2E90ydULhzD79bEAGTKwO921KkWyLUfB+Kf6Srgan0Gnu9Pqgq+/cjQBArYTGvhyCww9xtoaoDoGttWWWAQMAPkym9zwKJTfwasyvjgXAYefVsGNZor2vQDQPhcBBO5w87GC8kqiD+yU9+gueff573CSdTzbuD43uFZVmud8eaPb++vmL2/MaO8RVEAU7nqfWiZmZnonR/wy95aXWuXuvWuaf8e/8Qdnv6p35UVBzBs88+j1272FQ69v8rYPPmjViyZDFuv30mb+dJpDPhNU42eo2bkLMH/3BDnbu0QyV40w9s9se/l8qt2mJwB5qc2dTo6zj1XuOcnExYLPvgcL4I2bKM/3wxDAsEMQxdz0I4dCH7F4RWrXLgdFpxJrA34WvssNlQGmZjr+ufxVAqmiCyZK7W2bA7rD+4VktIQcwKS5Y9zKLVJk+efNLnrl27FkOGDEEisAN9Nb3ENZ8zrLitLzWCPYc993js+Y2N3zJ01kd0asX0kGEj8UZhIfaIJnQ6bkAHi6L+1mZFljsTeXmdTvn3Phm2o8a+aEOhKPSThF6nOp/fh789+ii8XhF+/91Q1cH8GxaLx9H3zcJf/vIofvnLXyVkdPOZ8honE73GzfQat+2MK6pf46wsES/sOoRlh+NX3hy58ZajrjkUW9hYbEft6Ncx7RCn0ms8aNBQLFu2AhZzOYLBqxCNjoVh2GAy7eWDORyO/8IsyejWrQCBACvs0peYgNd4+MjRWDR/Hi4Ih3ibRF3s2vpchx39+veHbph+8OvLarWEFMQsoYGlRtx99934wx/+gMsvv7ze/t4nn3ySx5sVFhYiEWraH8rKyviEvBrs1wUFBSc8n6VQzJkz55j7WIHs8XhOq6dUOy4n738ZOHAI8tp+i8ch4Ea/j2cRs4sNXkHEZzYbVlosuPqii/mQiVP9vU8ufmmD/YBr2t+3ZZk393t4vWFUVT0Mwzg6Yz6m9oPH0wWi+BC++eYrXHXVTxPwp58Zr3Fy0Wvc3K9xRYWOS6un5El5WSj0R7BpnxcbK+LDQBhKrDhV8a9dVkRoGr2xS6XXOMa+77BDdf67eItEDU3riEDgbrhcj8Hh2AeTSToD/m71Jn+NJ06cglXLl+EfmZm43u9H51h847DUJOJthxOHTRJ+PO28U/rzTmVlp9SIN3jw4Nr0CJb5y3KAa+zduxc///nPcemll2L+/Plo06YNEoWlSrAs2RUrVtTex6LUWAHO8oiPx+5jvcV79sR75BiWOsEMHToUzXlC9fa77kV2p854wuXC/dk5eCg7G/dnZWGhw4HLLrsSI0awk6ukMZYuXYZweMwxxfBRDoRCU7F69ap6rxYQQk6OpVWwMdJsWt6VfTJweXs1nlixrxRbKwL8Rkg6W7F8GQy9E1S1fz2PighHLkQw5MPu4t1JWF3qy87OwZ133wd/dg7+mJGBX+bk4Dc52fh1ZiZK3G7MvPVOdOzYueXkEHfu3BmzZs3Cbbfdhv/85z98LDMr9D766CMeNcIK4ZkzZ+KKK65IzIqre4evueYaPiUvOzsbeXl5PIeY7QSz6XlszjXLq2NJF6xdgvU8s/aN++67D3/84x95/jAr6C+55JKEFu4NJSHce9+DKCnZjU2bNkCJKhjZug2GDhsBh93RrGtJJyzjORj0QtMa/scS0zpD01R+4IH9wyOENG3W8bY6R1h65dL3M5JejhypQjTaufpQnQdmaQffKWU/W3StDbRYPHSgqvII0PVoqhX54fI65OOh3z+MLVs2Y+fO7dANHVM7dsGgQYMhJWhk82kN5mBF6FNPPcULyo8//pjfl5ubywthNoyjOUY2swxiVoCznONIJMJ3gVnMG0u22L9/P6ZOnYq//vWvfMeaxaux3ew//elPfJoeO0x37rnn4te//jWSgWVNd+nSld9I0zCJEiRJhigeOclz4o9Zrc03nZCQdMei3IAqXG8rhaV6QJfXmoFZheWQ3PF+i4LWlFhBUp/dwfqFy+BwPg/ZshIQjp4FUqP9EY5Miz+vkWeTyNExzv0HDOS35nTKBXEgEOC9xG+88QZvU2CN1ayHhA28YLvCzVEMMyaTCQ888AC/HY8lCRQVFR1zX05ODv797383y9pIct5ksPaXFSsWIhJhcYDHv5PUYbPNQ0FBX/pmRUgC+C3tAF4co7ZAhnoAr4XzsMXnhSTHk3MK8ps2l56Q5jJwwEDs2P4+TAab1HsFlOhIwDDDbFkHm+1TuJz/gVW2o0fPXsleKmmEU+ohfu655/jOK2uVYH2YN910ExYsWMDziFnfMNt9raqi6UckOSZPngqTyQ+3+ykIwtER2IIQgMP5EkRxL6ZNOyepayTkTCqQ2Y31HLNJedMDRYgpCh8Gwm7bKoLJXiIhp6QmptXn+yUikXNg6JkwDAeiyjj4fL+FAQmt27SKT7QjKeeU/tZYegT7i2ZtEXfccUdtQgOLYWO9uK+++ip+/OMf46WXXkJ+fn6i1kxIvdq1a4+ZM2/Dyy+/CEn6OWIxlrHKWimKwCKer7nmBnTvHs9dJYQ076Q8Zkb1yXRXtBSveYAtnnL+a3t2a3TJpis3pGVbtnw5otHh0LROJzzGiuNIZBoOHvgcihKBLJ8ZOcRnbEF84YUX4t5776232P3lL3/JD7U9+uijfIDHs88+i/796zuJSVie85Ili7B86SJUVlXBZrVi8NDhPHIkERm5Z5JevXrjz39+BKtXr8COHezAg4GOHS/EqFFjeDIJIST5+M6xJV4c5+SIeGF3GbZUorY4rkFFMmlJKo+UQVXPbvDxWKwAMe0jeL0s0pVNrSOnKhpVsHTpYixfvBDlR45AtpgxcMgwTJwwBW2Pmzic1IKYpTqcDGuZYLvGDz74IP+cDecgx2J910//6584UlGBEVEFXdQYKoNBLFm0ACuXL8Ett96FHj16JnuZKY0NZxk/fhK/EUJa/qE8llbBbHezw3fxy9Is77goKEO3ufivKe+YJJskWSCa/A0+Lgo+/tFiafpJs2eCcCiIp//9OA6VlmJoVMFUVYVHFLF46RKsXL4MN918G/r07dcyeoh/iPPOOw+vvPIK9dA04O3/vgalogIPe6owMxDA2UoEV4ZD+EdlJbqFI3j5xWd5agYhhJxpWM5xzY31Hs/oZq3NO2Y9xyzruLgylOxlkjPUoEGDYLMtZnvB9TxqwGZbwCfNZmZSqkpjvDfrbXhKS/EHjwe3+wM4K6LgslAY/zhyBAOUCF595XkE/PE3HSlREDMsAu2dd95JxG+d0srKDmNr0VZcEQig3XGjDmUYuNnv571Hq1YdHThCCCFnct4xu11vO4Cbsst5cRyqLOPFMR3KI81t0qQpEMUquFwvQhDCdR6JwWb/CCZpM6ad3XBLBWmYx1OF9evXYXoggHztaJwdqjOjbvL72TABLFu2BImSsG3cbt0olPp4RUXbYGJvGKLxS4LHyzZ0FMRi2L69COPHT2z29RFCSMuOdKvCzK5sH6ccy9QMbNpJWcekeYdGXHfdDXjj9ddgsWxARBnEyyirvAkGvLjowkswaHDzTb9NJzt37IAOA6MbqI8cBtAvqmD7tq04e9p5CVkD9TU0I5bXLEDgRXFDLLrBJ+2R08dexyNH2DAOA9k5uZBY1AQhJA0GgQA9UYWhDWQdGzY3TcojCTFo0FB07tQFc+fOwfYdOyFARLdugzB23Hi0a5eX7OWlLF2P1z1mo+HnyIYBXwLrIyqIm1F+x46IwUCh2Yx+qnrC42EI2GaxYHJ+PKKINH6M8/fff4eFCxYiEIjnETscGRg/fhzOOuscPs2QEJImO8cszs2iQ6zYC6iAw23Ga548inQjCbFxwzp8O/tb7N+/p3ZKal6HtpDpIN1pye8Yj7JbbzFjePTE+ojds1m2YmhnNjo7MaggbkZdOndDXtv2eF8/gDyvl//Fs+KY7Xd0jmk4bBIREwSMGTM22UtNWTFNwwvPP4eiou2IRMYiqg4HDAGRyBp8881s7NixE3fccRcd+iQkTbOOWQZAQ5Fufbsn7ocpSX/z583Bx598CC3WB+HwHdCNTEjSDqxaNQdbNv8d99//c7Rq3SbZy0zZOQLdO3fFR8W7EAwGsc1sRhQC2usaJigKFsoyAgDGjZ2QWofqSMPjha/66Q0otVjwi8xMvGF3wCuIiEDAZzYbFltkDBk2HBkZmcleaspaumQh79X2+X6GUOh6xNS+iMX6IBT6KXy+B7Br127Mnz832cskhDRbpFv81j8/o3ZKHruxtApKrCA/VHnZYXzyyUeIhM+D1/sAotERiKk9EQlfgKqqPyMUcuDtt/+b7GWmtKnTzkW5IOI1pxOHRRNiAjBXtuLBjAx8YbPhoh9dktA3HLRN1sys1vhllR5aDLcEAsipTpsIQMD7DjsWrFqBoUNHoHfvPkleaeoxDGDBgoWIRociFut7wuOxWE8o0RFYuHAhpk49GwJ7h0IIOSPwOLfj8o551nEsA7pohlUUqbWCNIgNiwAcCIWms+2tYx4zdBcCgenYXfwsSksP8t1OcuoDy2a981+00XXc4fMhr7pXOCoAX1ut+NhuT/j0P9ohbmYLFsyDNRbDz3z+2mKYccLAdcEgemg6Zn/zRVLXmKpUVUFFxSFEo+zkb/2iymB4vUf4JRlCyJmpJuv4crUEMzqgNs6N5RzX3Aipq6SkBBGFDYWw1Pt4NDqYf9y3N95bTE7NyhXLEPD7cb/PW1sMMxYDuDgcwVhFwZxvv4ROh+rSx9rVKzEuHIYVRr3vTqaGw3iupBgejweZmdQ6cSoEIf7+ThDUkzwnHqguivRekJAzHes71g9U8c+vt5XCkg14rRko9AObdpbAlNmKP0aJFUQUTRCFaIOP1/zcYc8jp27t6hUYGFWQox07o6HG1EgES3w+lJTsRtduPZAIVBU0s3AkglbV8SL1yal+9xMOU2/bqWLpER07dYMsNzzYxGpdjnbt8mGz0aVRQsixiRWs55gNAmG7xzO7gg8D0TzlvOe4qKyK38iZqaCgABbLJghC/VcXLZblPFa1e/fuzb62dBAOBpHbQDHM1FxRD4XqDkRpWlQQN7PsjEwUnyThoESSYBJEuDOqm93IKZk8aTIkqRCy/P0Jj1ksiyBJ6zF58mR+wJEQQhrCiuOaQ3lsUt41aiFiPi+K9pXyG7VVnFlGjxkLkyTA6Xq5OgTsKJNpP5zOjzFw4GBkZmUnbY2pLCsnFyWWhiNRS0zxuikrO3GvL7VMNLORY8fh2y8+w0XhMFrpOrZKEg6ZTLxPpmdMxWyHHf0HDILDTpfoGmPw4KEoKSnGggVvwmZbinB4OD8AYbWugcm0HWPGTMCIEaOTvUxCSArmHV/uKzku67iC309Zx+nP5XLjxhtvwssvvQhLzoMIhcdB1zJhNu+ALK9G27ZtceWVVyV7mSlr1JjxeG1HEQrNEhRBQKUgwgEDA6NRXh99ZbehY/s85LVP3PATKoib2dixE7Bi2RI8DAMmXYdXFGEyAE0ABCPef3Td2ecke5kpi+38Tp9+GXr06IkFC+Zj9+4P+f2dOnXGpEkzMWDAYNodJoQ0WdaxlJeFWYWUdXwm6Nt3AB548FeYN28u1q37HjFVQXZ2K4wffzFGjxmX8BSEdDZgwEC0zm2FxwwDmiBAMgw+l4FN782EgQrRhNsvuSz+Qz5BqCBuZna7HedfeAneeP0l9NJ03OUPoLsWQxACFskyPnI48OXnn+LW2++iWLBGYi9b//4DkJGRwcdrbty4Hrt370B5eQVKS0sxYcIk/vdACCGni/Ucz6jucPvQK/J+4xqSOwMWKR61STvIKc4wsGbtaiyYPx979u7md3Xo0AmTJk7CsGEjINBB7dOyYuVylFWUY3Q0iovCEbTXNFSKAr63WvGV1Yp+/fqjZ0EvJBIVxEnIyv3u2y/RI6bhF34fTHVi185TInwqyxNFhSgs3IK+fVnEC2mMdevW4vXXX4Fh5PLcSF3PQCSyE19/PRurVq3Cz352H78ERgghTYX1G9dgo6S3ZQyszTvequfy++2SCQOctJOYUgwD7856G8uWLeZT6iKRa/kRrD0la/Df/a9j27ZtuOaaa6kobqRoVMHnn3yA8YqCGwNsezAuWzdweSgMt67jnc0b+XCURA7moL+9ZrZv3x4cPFSKi8Kh2mK4rgGqik66gWU8BJw0Bouse/PN1xBRhqOy8q+IRC5ANDqOT67zeP6Eioow3nnn7WQvkxCS5u0VNXnH7FAeyzpmt2BFGdbt96CwjA7lpYrVq1fyYjgQuAle74NQlClQlEnwen+OgP92rF7DHl+S7GWmrI0b1iOsKPxsVX3XxadEFDghYMWKpQldBxXEzezIkSP8Yxc1nod7PPbF0C0aRWVFWTOvLH3wd/GaiGDguhO+xHW9LYLBS7Fly8bavwtCCEn0oTzWWsFuM7sJuLRNBH1cKm+v2FYR5DfScs2bPw9arB+iyvgTHotGR0JVB2P+/PnxS8DklB2pPAKXIKB1A7FrLHsiP6biyJHqRv0EoYK4mVlt8UtlVSe5tFJpMsFKObmNtn37DijRAQBs9T6uKCPYNTAUF+9q9rURQs5sVVU6ZE8IvQKeY7KOeZxbWRUVxy2MGo1i//49CEfYz436KZGROFx2EKEQzQ9oDJvVipABRBo4NsXeZlRJUm39lCjUQ9zMenTvCafNjnkRBdeGTvzGVyGK2GiWcOnQYUlZXzow+Lv0+BsOSSqCbJ0Ns7QZgqBB0/KhVL/L1+uMziaEkObGco4ZdijPFd3NI91eC+ehKOyrfY7FkUEH8pLIqJ0qe7L9Q7HOzx5yqgYMGISPP/qABwuwPuJK0QQLDD61jtXI28wSDgG4dNAQJBIVxM1MkiRMPuscfP75x2ijaZiiRPjlAKZUFPGUyw27zY7hw0cleaWpq2vXLiguXgzN+hXs9vcQi3VAJPIjGIYVZvNG2O1vwjBEdOiQn+ylEkJIvVnHjDhwIEW6JZnFIsPlykJUWYOoMq6B56xBdlYrOBw0P6Ax2DCTgQMH4Z0N6zDLbudxa0x+LIbB0SgW2B3o1KEDevYoQCJRQZwEU6dOw/79e/HOujX43GZFQSwGnyBih1mC2QDUcIinTAwZMjTZS01JY8aMx/fff8eL4XD4fITDV9Q+pihTIZk3w+V8Ahs2rEP7BIZ8E0JIY7OO+ed1It22u7OwqTrSTZJlFOTHC2iSWAcO7IffXwWLxQOzeR3vF67LbN4Ci7wSEydemtCM3HRWVVmJ4t274NANnB0Jo1cshoAgYKFFxmd2O1xOJ2657a6Ep3hQQZwEhqFjz+5d6Kjp6KaqKBdFuA0dNweCGBZV8JrTiXfeeh29evWmvNxGyM3NRX5+J5SUBBAOX37C4zG1HyKRyViwcBHOPvtcvmtPCCEtGU+sqM07Vmrzjk2ZrSCL8UKMWiua3qKF89nAYESjXeByPQUlOgJqdAQMQ4BFXg3ZshyiIGLkKJqA2lgffvAuTH4f/uD1IEs/2nYyJKriS82K96uL5kRHpVIlkARbtxai0uvBnYEAumknpk38OBjCKosFq1atwMSJk5OyxlTHTqNGoxOrcztQ78ngcGgODh0qpdYJQkhK5h3zrGNXvEqum3XcO9eZ1PWlk61btyESHo5Q6EpYrXMgW7+HLC/nj2laLiKRKbDavuNDn7p27Zbs5aacqspKbN6yGdcFgscUwzXOC0cw127H4iULcVWnxLYMUUGcBPv27YVbENG1nmKYyTR0dNF1/jzSOOzAnGHUdGfXJ/6Y1kDMCyGEpErWMTO6qwivVUWhH7y1QsyMF8cMFciNpxsGBCEEh/MVWMzrIQhRaLEOUJTRiETOhslUwQtiXdeSvdSUbUkxYGCQGq33cdYkMSgSwdbi+HTARKKCOAlYH4xqxM+uNtRxpEKASFNvGq1Tp04Ihdbzw3T1sVjYNzYJrVq1ava1EUJIYhIrqtCzTnHMzCr0oijsh2GLX27ulUsHv05FhtsFn3cJND0XEeUsGLoDkrQVdvsHMFs2QVX7wCRKaNeufbKXmpKE6nYflfdf15/SERUEiKb6Rpk1Laq4kqCgZwHCMLDRXP8O5kFRxB5RQM+eiT1Rmc4mTJgAUdwNi+XEiX+iWApZng3D0Gi6ECEkLYvjmkEgrL3ixjzlaN5xWRW/ba2gSXn/S1nZIezfvw9KdAy8nkcRDk1HJDINgcC98Pl/Bcm0G3b75xgydCgcDtqFb4wunbvCLJqw3GKp9/GoAKyVrejZqw8SjXaIk6BTpy7o1KEj3tq/F/keD3Lq5OGyKd4vOV1w2Z0YlODMvXTWt+8AZGWxS4YvQYlu4pe3UB27JsvzoevZUNV8zJ+/AJMnT6XdeEJI2ucdX67uhUM1w9IuDy/sBt85Ziixon6LFy0CYEcwcD07vnjMYzG1ABHlXNhsX+Lccy9I2hpTnd3hwLARI/HZ8qW8KK6qziBmcWtsZPPXNhsiooBx4yYkfC1UECcBuzJw3Y0z8e8n/o5fGcAYRUFHLYbDookHUyuCAEtMRWnpQeTnH43gIaf2GgcCQSjRQZBMeyC7VvD7dd3BB3OEwz+CJJXA51uG8vJytGnTJtlLJoSQhPcc8xL4iM6LY5Z3HM86jidWMJR1fFQhO1AXYUOy6r+aG1VGw2b7DEeOVCA3l9rvGiMaVXD4UCnYiapsXcfYaBR+QcQS2YIFssx6KnDNNdcjpxleXyqIkyQnJwdZ2TmI+H28dWKxLMNp6JigKLxAfs3twovP/Qe//9MjFAt2GvF2MbUXgoGfQTKvgSwvhFnaDqt1LszmIt77xdBhCELImZp3XDfr+EOvWBvnJrkzUNA6C2cyXdNgGPVfymeM6kKZpp423qeffIgDJSX4tc+HnurRoIFLQyE853Rig82Gbt26ozlQpZUk+/fvR/GeYtzlD2BYPacrb/H58RtRxPr1azFsWMMz1EnD2O66omyAYTjgcLwKXW+FSORcGIYdkrkQVus3/J9AorMNCSEkleLcmA+9XmzxeWt/zVIrrKJ4RmUdd+rcEUcqNyAU+nG9R67M0gaeQdy+HQ14aoxwKIiVy5fiolDwmGKYYW81bgkGcJ8sY+mSRTj/gvoPyDclapxMkm3bCmGFgMENRI201zV00g1sK9ra7GtLp4N1JtNWXgwrykR4vX9FJHIxFOVsBAP3wu//Jc/5mDOHFcaEEELqFsc1t5ldgb4uFd0c8YEg7EDemXAob/x41rd6GFbrdyc8JoiVcDi/QL/+A5GRmZmU9aW6Xbt3IappGBOtvw6yGsAgJYKtWzY3y3qoIE4STdchCcJxbfrHshoGv2RDGmfw4KHIyWnFd4hDoWtO+HKPxQoQDp+DxYuXQlGUpK2TEEJa+qE8PinPV4Ur+2Tg8vYqdE9F2hfHXbt2x5TJZ8HueAcu19Mwm9dDknbCavsM2Vl/QoZbwIwZJ05DJT9MTX0jG/XHrdXWQbH6ZzY0NWqZSJIOeR0QMHTsNkn1DuhgTeW7TCacn0dT1BpLEATougBFGXXCCeEa7DFV/YIPQenevUezr5EQQlIJi3JjWN9xTk4875hnHesqDNGSdlnHF198KVq3aYM5c75HRcWT/D7JZOatjBdccCHcGbQ73Fjt8zrwjxvMZoxVTtwlZg08m6xWdOvcPAc9qSBOkt69+yA7IxPvxTTc7/OiTDRhvizjoCTBbBgICQIMUcTIkTQf/XTEDzv874l1dLCOEEIaNwwkXhzH+415nJseL24skpyyPcfsZ8eqlcuxYMECHDy4j9/XuVNXDBs2HCNGjIRstSV7iSkvN7cVCnoU4P3tRVhvjiIgCnDpBkYrCgaqKmZbZVQAuG5s4iPXGCqIk4Tl3l597Y149pl/4f6sbAQEwK3rKIjFEBRE7JAk2MwSqqoq4XRS4Hdjde7cCR7PeoTDV9T7OLsExlopZNna7GsjhJB0yzq+3lYKqAcQ7tIHswrLUBSUa5+TKnnH7FL+q6++hI2bNiCmDoCiTIYgxLC7eDlK9syCz+fDBRcm/pBXulOUCFQ1Co8A7DOJ6KTpOCyK+JfbBZeuwy+KmDp1Gjp2oh3itMcu0Y+fMBnz5s3BlcEQzlYitX8h5aKI/xhuPPfMv/Dr3/6JiuLTOBSxYcMTkOXvoShTj3lMFCtgs30Fw5Dx3nvv4Re/eJDnFxNCCGkcv6W66D1QVZt1zLxv7nw00k2WW3RxPG/+XGzctBF+3z1Q1cG190ciZ8Nq/Rqzv5uFrl27oneffkldZ6p75603cLCkBPf5/Bigqqj58bvdLOHfThda5+Tgogsvbrb10KG6JIppGtauWoHxEQXn1SmGmVa6jvu8PkRCYSxfvjSJq0xt3bv3RM+eveFwvAmH8z+Q+KGIHbDZPoHb/SdeDAcCP8X+/cXYu7c42cslhJC0yjquudVNrYgp8bQKdttWEURLa5WYP38+FGXsMcVwjUjkPBh6Z/4c0njlZYexbsM6XB3w8/aIuntRLIJtZiCAsiNHUFyyG82FdoiTaE9JMbwBPyY3kHCQYegYGlWwYc0qnHXWtGZfXzpgO74ul4tnEJvEA3C74ocidF1GNDqcx7Dpeg6A/2LHjh18rDYhhJDE5x27oqV4zQNs8ZTzX9uzW/OPyew7rqw8Ap+vElGF5f/HIIhhGDpr+zg6oCMcHomdOz9K2hrTwcaN63n07Kh6DtMx/VUVuRCwbt1anvbRHKggTqJIJMI/Zp1kyk2WpqM4Em7GVaUjA4aRDZ/v1xDFPbBa58FiWQurdTG/xSfWaTRtiBBCmrm9YoYl/n2XJVYsU+ObQ5t2lvFBIEzv3OZtFzSqfw7I8hw4nU9BEKOAYUI0OhTh8AXQtE68dNIN+nlxOsLhMJwnOfLOdowzdR1KM9Y/VBAnUU5O/B/8Lkmqd1odf8xiQTbNSD8tHTt2wZo1H0EU98PpfB6iWAlFGY9YrBdE0Q9ZXsTa++H1eZK9VEIIOXOzjhGPdOvTh42Mro5zC/uh21y1z0t0gRxR2EaVCZK5GBHlfGixfIhiGWTrfGRk/AV+/z2QrWvQqSNdTTwdObm5qISBSlFAtn5iDnFEAA6IIno2Y/1DPcRJ1LZtW3Tp1AVfOuw15w6OUShJ2GESMXpc80SOpCsWkWM2m+ByPQFRDMDn+yPC4auhqkOhKJPg8/0O4fC5WLxoIUpLDyZ7uYQQgjM965jdWGvFjXkKHwRSMwyE9RyzW3FlqOn/YMPA66+/Dk1rD6/nrwiHLuE7w6xv2Ov5C1S1N5zOp2EybcOEifRz+XQMHjQUZsmML2z1x9d9a7WCXS8YOYLNEWgeVBAn2cXTL8M+sxl/d2fwAphdhAlAwDeyFU+43DAJInSNLs2cDrvdjksvvYzvDIfDF0HX257wnHD4MgBuLFq0MClrJIQQUv/OcU2BfL3tAG7KLue3UGUZisqq+K2p7NixHeXlpQgGr+YTTo9lRjB0LQQhis6duvCCjjReKBSEzW7HXKsVLzkdOGgyge0Tl5lEvGW342O7HVPPPgeZWdloLtQykWRdunTFjTfdhldffBZ/d7shGIAhACYDGBJVoAsi3nj9ZTgcDhQU9Er2clOWm722gsHf7ddPQiQyGDt37mzmlRFCCPnBkW7H5R2vye2DTTtLeJQbczpxbruLd0GAEzG1B0ymUn6oTtfbwDDiB+p0LRea3hmtWreGINJ+YmOFQyE8/e/HYfZ5cU44jOWyjMWyDJGNaRYE/pENJbvwgubNeqaCuAVgl+lZg/6d/gCf1GI24icsWcoE+6f/14xMfP3lZ1QQn+YY57iGZ6YzdLCOEEJSJ++4p68KvarzjmuyjgUIsGRnoaBVxqn9poYBA1FkZD4Ak6kyfpdu5xFs4fAlfNdYFNiBLwqsPx0rViyF1+PBXz0etNJ0XB4KY5PZjCpRhNPQ8Z3NhkMH9sdjopoRFcQtwKrlSzE8GsXweg7Wsfeg00Ih/GdPMSoqyvmoQ3LqOnbsBFGUYLGsgaLUF2EXg8WyGh6PiqqqKmRlsUMdhBBCWjqWc8zM4FtIgFS5H+97gE2VVSxjiCdW/K/DeCxdYvv27YChIqb2RTDIelctfJqpVZ4Hs3kbAoFbIIgl6NptTLP8f6WrlcuW8khZVgzXFKKD1aMnqdiv/71/H8rKDqF16xNbHBOF9vxbgIDfj7yY1uDj7bT4Y2xcJGkcl8uNQYMGw+H4DKLILoUdy2Z7D4IQhKpa8eGH7ydljYQQQk6f0aojru9gweXZBmZ2BT+MVzMIhN3YgbzjD+WtXbsaO3dtRyBwJ4LBm3hRzFonwqHL4fP9lk82dbn/Batsw9Chw5P2/5YO/H4f2sdiLa7moR3iFsDpcuGgt+GDAaUmU21RRxrvssuuwJYtf0RGxh+qpxD1ro5dWwxJKkYw+FP+vE2b3obH40FmZmayl0wIIeQ0D+XNqNM5sd3Nrv4p2LTPiy2VqM07XrhoEbRYb0Sjw074PTQtDxFlCmzWr3HtdbfBYon3K5PGYbXMwaqGa55DSap5qCBuAYaPGoOvPy/DZeEwco7rYWW/mm23o0vHzmjVitolTofD4YTd7kAw6ILFso4P6DAMAbFYT4RCl0DTW0HX2NQ6DQcPHqCCmBBC0gzrOeYfMwAp72jeca/RkxDLtCEW86BwwYnf+1V1IGy2L5GdzX5GkNMxfNRofHH4ECrCIeQel6LFTvl8Y7OhY4d8tGnTfO0SDBXELcDoMWOxZME8/N0wcIPfh4JYjLfsl4si3rM7sNNkwm3NfNoyXUmSGbFYPkKhh2Ay7Ybd/j7vDTObi2pHOjOGcfLDd4QQQlIbi3JjLlf3Yo+lCpdMHYTvSg+hXft4kbZ6uRne4vhQEKF6WoDJRJ2mTfFzmHnU5cJNwSB6qfGa54hJxHs2O3ZIZsy88OLmX1ez/4nkBA67A3feez9efuEZPCoAORDAyrKDMGCTZVx/1bXo1at3speZFvr06YXy8hWIRKbwQR267kYgcBtUtR8EIQRZXgKr9UvMnz8PvXv3gUjROoQQktaW7NiHd955C5rWDpdOvB1TBpsgtnOha24ZPNH4Aeuv3lqKDHcOcnNbJ3u5KW3F8qX44MNZGKJEccgk4m9uN7I1DbJh8FYJk8mEn/70evTu3bfZ10YFcQvB0iMe/PUfsGPHNhQWboGmaZjQvgOGDh1K/UpNaNy4CVi4cD7c7idhGE74fA+x0R38MfbrcHg61Fg3bN/+ODZuXI9Bg4Yke8mEEEISJBKJ4MMPP4CqDoDFsgGz5qxA+HM2qCmE6y86DOAwdg/LwjU39YXNPQo7DhwGZCsKWlMS0amKqSo+/fgDjFUU3BwI8vu2mSVsNFvAjth11jQsk2W0a9seyUAFcQvCIvd69uzFbyQxWrdujenTZ+DDD99DOHxjbTFcV0wdAE3rgcWLF1NBTAghaWzNmtVQVRXB4PVQ1RVwON6F2bwW0egovDPbAotlPcxLtmFy3x78Z4cQEPC+0hlbfF7+3/+QSDcSt2nTRgQjYVwUDtcmOfdWY/zGsGyJrbIVy5YtxaUzLkdzo4KYnHHatWvP33yoakGDz4lGe+HQoSXNui5CCCHNi2XdAq1hGFlQlHOhaV0gW7+D1foNL9HYr1kjo5LRDkarTvzQV03esStaitc8wBZPBf+1Pbs1umSfuMlC4iqrKmGDgLbHHaSrwbIlOqpRVFUdQTJQQUzOOBZLfAynIAQAtKn3OYLgh6pG+eQ66iMmhJB0/nnALt+zIk1ELFaAWKDuZomB7Oz7IVePhj5+Wt4MS/VwibwszCos41FuNcUxQwXyUTabDQoMBATAWc+5dXbXEUlCntWGZKCf9C1YTNNQVLQNa9asws6dOyj5oIl0yO8IpzMTsrywgWcosFhWIhIJ4MOPaEgHIYSkq379BrIREJDMG+p9XDJvAVCFAQPY806eWDEjg2Ue6+ifn4FuDgWhyjIU7SvF1ooAv53pBvQfAEEU8YXNjhUWM1ZbzPCzWdjVdpglHBAEDBkyNCnrox3iFmrJkkX45qvP4Asc/UeUk5mFCy+ekbQvlnQhmUyYOnUqPv30Q345TFEm8lCduBCczuf5pbJQ6CIsXvQFpkw+Czk5lD1JCCHpplOnTujSpQeKi1+D15sNTetU+5go7oPb9TLy87ugS5dujcw6ttZmHW+DwEdJM1ZRPON2j8PhMNxOF77h8xbY6wJIhoExioKR0ShedGegY/v26NWrT1LWRwVxCzRnzrf4/PNP+EnMaeEIWus69ptM+Cqq4vXXX+KX8keOHJ3sZaa0yZOnYsOG9SgpeQ1W69e1sWvsMAUTCN6DmNoddvv3WLVqBc499/xkL5kQQkgC3HTTLfjPf54C8AfEYn2gqu1hNh+CJG1G69Z5uOWWW/m5k9PJOr7eVgpLNuC1xsfm8QJZjw/b6pXrQLo7UlGOfz3+dzhCQdwWDGJANApFELDcYsEnNjsW83SJdrjl9rv5LnIyUEHcwni9Xnz1xWc4PxzGFeFw7f09tBjuCfjxksOBjz+YhcGDh1Ac22kQBAFdunRGSYkHsVg3SNIO3tLPoncgRGGzfgnN3AqGkQGPp+ERk4QQQlKTx+PBsmWLUVxcDLfbhbZth8Lr9SEQ2Aq3242RI6/D4MFDYTbHB0mcDtZvjCNsZzT+82RmV1b0leOF3exQXjkkd7xQTtc4ty+++AyWcAgPeTxw6vFdcrth4LyIgp6xGB7JyMCY8RPhrn4dkoEK4hZm1arlMBkGLghHTniMvUG9JBzGElnG+vXrMGLEqKSsMZ1GObMWCRa3I4p+OJ2PQZZX8QJZ07NhNhdCEMqxu1jg/dys1YIQQkjqW7lyOR/GoesmKNG+EKDDYtkI9m3+uutuwMCBgxP65x/hxTEwIyOeVgH1AF4L56FIif/sN2zutNk5DgWD2LBhLa4IBmuL4bq6xTQMVFWsWLKQzwpIFiqIW5iysjLk6zoc1X1Gx2ul68iBiLIyFhhOTseQIcP5u1ZZXgBZng9BUOHx/Bm63rH6GQYslmXAoZfx6ScfYsaMK5K8YkIIIadrx47teOutN6EoYxEMXsXyD6ofCcDpfAOvvfYK7rvvF+jY8Wg/cSLx3WNWHFt0iBVF/HOedewpT4us48rKI9B0ne8EN6RnNIpPy8uQTJQy0QIjYHwia7yvH5umHuKFGrVLnC52UG7EiNE8iF2SDiAQuKtOMcwIiEbHIBS6BEuWLEagzgFHQgghqem7777l3+uDQTacqW7ElxOBwK3Q9RzMnTsnKWvTczvyW01ixcyugO6pwJadJfyWiixyPOrUJzRccvpFERZz/HnJQgVxC8OiXdh7wq3S0c17Nr2lSJKwzmzGt7IVYRj/MwKG/DBXXvkTZGZlIhbrfMzp4roUZRI0TcWWLZuafX2EEEKadlRzUVEhwuFJddKF6jIhFJrID12zHPpkY60VdePcagpjdmORbsWVIX5ryVq3aoN2rVpjgVVucKNvic2OAYOTm6BFLRMtTI8evdAxrwNexH7c5/HyXL7PbTZ46py6tMtW+P1+tG0bv8xCGk+SJLRt0xaHD8cjYOpjGC4AZv6NlBBCSOqq+T6u6Q0fXtP1LOh6DLFYrHaQU0vA4txYlFuN7Q0w2/kAAKDQSURBVG72c0vBpn3xxAoW6dYS49wCAT9kmw1rLRZ8YbPivHCET6VjQgLwksuFoChiwsTJSV0nFcQtDIt2uWnmnXj26Sfx++r7WEbf1IiCHF1HsWTCV5qOZ5/5N2659Q70TlJeXzrJzc2FbNmEYPWkouOJ4l7+HpayiAkhJHWx2VbffPMVDEOEWdqFmFr/lVaTaRdsdjfMSb6E/0PzjnupeyG2PxrntlXP5Z+3hL7jYDDA49YilUfQLxrFB3Y7vrda0b86dm0de8MhSbjhxplo06ZtUtdKLRMtUGZmJq67cSb//NJQGDODQXTTYsg0dAxWVfzS60GvqIL33/kvTa9rAqNGjWFt/5DlRfU+brd/xifb9erdt9nXRgghpGmsWbMSy5YtQizWs/ogtfeE54hiBWy2JRg3dkyjs4ebG+s5ZnnH7MZ6ji9vr6KvS+VtFdsqgvyWLHO++xb+ykoet/YLfwB/8ngxMBrFfpOEUtGEmCBg4pSz0K/fACQbFcQtFBsG4YSAcyNHs4jrbutPD4ZwxFOFbUVbk7K+dJKf3xEjR46Bw/EGbLaPIAgefr/JtAdO51OwWFZjxozLKHaNEEJS2Lx58xGL9UMgwDacRLjd/wezeVX1SR2Vpwq53Y8gM8uJSZOmIhWxnmNWGLPdY1Yc35RdDs1THu85Lqvit+aixWJYvnQxJoXDaK3F+7E7aRquD4bwe58Pf/b5MFqJYu2qlWgJqGWihTp8qBTdo1E0dMGG7RibIeDwocPUNtEErrzyKjidTixY8C1sts/4wQr2TZLtDI8Zcz4f5LFnTwk6duycMrsGhBBC4qJRFfv3FyMSuQmGkQ2f7zdwOF6Gy/UfGIYAQYhfbWXtFLfd+lv+8yDV/a+sY0a3uRLWWuEP+BFSIuilsmNz9eujRrHEU8X7tdmZnmSigriFMlssCJxkRzICATEYTTJBh7DdYBN+9KPpOOusc1BYuJnPXD94cD/Wr9+I2bO/qn1eq1btMWPGDPTuTW9CCCEkVXg8ldWfxX+u6npr+P2/hijug9m8qzpxIgqH4y24XG6km/qyjrMKOuOF3Qq2eCr4r/t279ykf2ZNfRIUG95FCggCREGAKUnjmutK/gpIvfr164+dJhEHxfqL4qU8109Anz7U19qU7HY7hg0bwUd6Ll26GJWVQ/iwjsrKZ+DzPYjS0iw899x/sGnTxmQvlRBCyA/g8/nw1FNPwTDMMFvWHfOYrufzaE1FmQjJXIysrFbVU0zTV03W8cki3ZoCex27dOyEuVYr1pvN2GQ2I1ynNmZ78ovtdvTt0w8CFcSkIYMGDUGWOxPPuN04clyYNcsknmWzw2qxYN8+loBAmlJ5eTnmzPkGodBlCIWurx7WYUcs1gc+38+hqgMxa9a70DTWd0YIIaQlmz37a/h8CsLhi2Axr4VkPjFTXpIKIVtWYsKECWdkW1xPX1VtcczUZh2XVTU667jySAWfULfTZMKTbhcec7vws8wsvGW3g/1u7ON+QcCkKWehJaCWiRaKXWq49Y67efzag6KAQdEocjUduyWJZxPnx2JwhYJ4+eXn8NOf3sB3NUnTWLZ8CZ9YFImcU8+jIoLB6TCbf4+tW7e0iJOxhBBC6qeqKpYvX45weBoikQshScVwOZ9ENDoaSnQ4v9JqMa+GLC9Bz54FmDCRDew4s82oLoqZ7bx75MSs4+6tHP9zXPOTj/0N5mAANwRDGKDGY9aWyTK+slox3yrzhIkrrvgJunfviZaACuIWrF279rjnvgfwyF/+iF2ShIOiwbOI7/AHMESN8u39F5xOfPDe2xgwYFCLChBPZWWHD0NVu/JhHPWJ7xjbcPjwISqICSGkhbdLqGoEaqyAb2gEAndBlmfDav0esryYP0fXnRAEDbfcciskE5VF9WUdD7WVIlwn67jQaAWzJwI1GkNBzonF8ZdffApTMIjfVVUhQ6+JhzUwPRRGb1XFo243LrzgYowZOwEtRUr+zSuKgkcffRTffPMNnzozZcoU/Pa3v0V2dnaD/82zzz6LJ5988oT7i4rizeUtFetVFQ0DD3t9cBknjpG8NBTCcosF69evxYgRo5KyxnRjsZhhMsUPGdRPgWFEsXDRQh7Xlg6nkQkhJB3VbBSJgr/6HhMU5TwoyjkQxXixx+LWXK5PW/wgjqQfyjsQf71mdhXhs6kwmWJ4e6MHW6rKYcpsxR/rletAKBjE+nVrcFkwUKcYPqqXGkO/WAyFm9bj7GnnoqVIyR7iP/7xj1i8eDFvkn/99dexe/du3HPPPSf9b1jhe/HFF/P/ru6tpTt06BDydaPeYphpretoxeLXDh9q9rWlq/79B0EUi6sn1J2IXVpj73Q9VQpeeOE5Pv2IEEJIy+NyudCxY1dYrQuPe0SErufwMc1sEMeAAQPPyN7hxjhyRIde6oHsCeHybOOYvGPWc7yz0o9h51+J3mqswd+jTzSKQ4cPoyVJuYL48OHD+OSTT/DQQw9h2LBhGDBgAB5//HGsWrUK69Yde3q0ru3bt6NPnz5o1arVMbdU2K0MiAI/jVkfdqyLNafTO9um03/AQGRnt0ZGxrMQxbITDl7YbO8jGh0Fn/827NmzC7t27UjaWgkhhJzc2WefXf29+8Pqn5o1WMzaqxCEw5g8eUoSV5jaWIFck1hxjVqIK0MbkJ/pwr477sfqu36B7V161xu3Zkly7vDxWtZqfoA1a9bwj6NGHW0P6NKlC9q0acOL4sGDB5/w30SjUZSUlKBrV9YXmlpYj+rChfN4skSv2InvttaZLQjCoF7WJsQm0t1++5147LF/APglVHUAdD0XklQCSdoFVe2DYPA6tlfMkomxdu0aFBSw/jRCCCEtSTAYQNu27XHuuRfim28+h822CJEI2w3WIMvrIAgRXH31tejUqUuyl5o2rRVGloGMt/4PbT0enH3fL/DOhRdhOS7ij4966u9glcxSmx39Bp1YryWTlIo7xFlZWZBlVowc1bp1a95eUJ+dO3fyiKxvv/0WjzzyCO9BHj58OB544AH+3zWWyZT4DfZevXqhQ7v2eAnA/R4P2utHWyf2iCa85rDDBIHPaM/La1/vpBexOhQ7/jHlLgokRbt2bTFhwjjMnr0QgqBAknZA03MQ8t+LmDqw9nWMxbKwb9+eeKY7vcYJRV/HiUevceLRa5x47LXdsWMHPvroU54GxFrcBMGEgoI+sNvZgegS/pyCXmMxftwE5Oa2/KvFqfR1vH79Wqw7UIlgOATrzx7AtYrCn7H2mVew7O4HERQETBMEZLTPg8mU2D4VIZUL4v3792Pq1IZniN977731pimwApkVug21SzA2mw3/+te/cOTIEd5mce211/L2C6vVesrrFEQBTuexRXmi3PeLn+Pvjz6K37Id46iKdpqG/ZKEQrOE9jENY5Uw5sydA7/PgzvuvLPBPii7ndoqTkV+fgc+EzAYvIX3mp0oClHcj717Q5j17tu48cYb6DVuBvQaJx69xolHr3HirF27Dk899TQ0LQ/h8PXQtNYwmfajqGgOzGYPHnzwF+jRo0eyl5mWX8fLly/HSy89j0FRFWZDx38dDsy22jAgGkXkgbuxRpahmky47fY7sFnJxuYd8SEglpzWcFrjyU49W7uabH2sVkvZgpi1Pnz11dFRucdbsGABb4E4HiuGWcFbn0suuYSHbddNoWD/GNh9c+fOxfnnn3/K6zR0A4FA/QV4U5NlJx745UN45OE/YGdVFcpFEVmGgZsDQYyIKmBfjl1jMTy7ehXWrFmHXr2OHSvM3sGxL9pQKAq9nhOfpH59+vTnvdlW6xcIhViLxLFkeR5EMYRg8EosWjQLgwYNQO/e/ek1ThD6Ok48eo0Tj17jxIpEwnjuuRegKIMRCNxeO6o5FusNRZmAjIzH8Z//PI8///lhiC1gOlo6fR3HYir++8YbGBGN4vZAgO/O7lAUzJVlbDWb+c5wmG1s3nUvevQoQK/q01GOSCnW2Fikm4JNe71YGcjl9/dpffoJTqxWS9mCmA2k6Nat20nTIthYXVYU190pLisr48V0Q46PZGOtEpmZmQ22WfwQmlZ/8kMisHVWeT34WTCAQap6wuMj1Cg+NYAlixehR49exz0a/0fPvmibc82pTpIsuPjiS/DBB+/ygxiRyPnQ9bYQBA+s1jmwWr/kYe8swsdmW4vvvpuLgoJ+9BonDH0dJx69xolHr3EirVy5ktcHweBVtcXwUTICgZ/AZPojNm/ehL59+ydplen5dbxu3XoEQiFcEgrXtir0iMX4jVEg4L7sbBQWFqJr16M79D5zG/TwVvLPe/fJ4ldfC/3AxqJiiJnx4rh3buOK41N5y9niCuL/ZejQodB1nR+uGz16NL+vuLiY9xazvuD6PPHEEzyzmN2E6n4C1ppRVVWF7t27I1XGCTM9G4gxYf9XBYqCHadR4JMTjR8/kQe7s/5zFtuj6xaIIntHLPOkCUFQ4XC8gFjMgl27diV7uYQQckYrLt4NXc+G3f4xL4dise5QFFYrxFscNa0zgEzs2VNCBXETq6goh1MQ0V6vm+RxlAwDnWOx2nqmPrHqrGM2u250VxFeq8oHgRSF/TBs7tqs40RIuesFbBf4ggsu4LFrK1aswMaNG3H//fdjxIgRGDRoEH8Oe3fIXvCa1goWuXLgwAGeX8yKZ5ZGcffdd2PIkCEYP348UkHNIULPSfphPKIIuYG2EdJ4Q4YM5SeSQ6HpCIcvQzB4Nd8pluVlMJsLIYpHIEk7EY0q+OKLzyiXmBBCkmDHju1Yu3YtBKGC9wybTKWw299AZub9kMwb6zxTgyCkXPmTEnVKxDD4TnBDvCbTCaEIDWFRbqxAZnFuN+Ypx2Qd19yKK1nwbNNIya+Ihx9+mO8O33XXXbjpppt4nNq///3v2sdZHvG4ceNqc4n79euHF198kbdbXHrppfy/6927N5577rnaHeOWrkePnrBZZCyUjz0AuF804WvZivdsNqy3mNFvQMuKMUkHrVq3gdOZCVH0QFGmQJYXQhR98Pl+Ca/3b/D7fw2P518Ihy/BN998ifnzv0/2kgkh5Ixy6FApnnvuGShKd/592ef7A3y+38Hr/QdisR5wOZ+CycSiM1nqhJ//TCVNq1+/AYjBwBK5/gOjO00SDgjAwIHxzcvGZB1frpbwrGN2m9EBCFWWoWhfKb+drpRrmWDsdjv+8pe/8Ft9Ro4cecJIZlZA17RYpCLWLz1h8lR8++1XyNM0DFBVvOhwYLPFDItu8E4ptjG54PvZaNe+HXofd7COnF4u8YSJE/DVl1/BMGyQpH3wev8ETetU51lWRCIX86L522+/wbhxE3g/PCGEkMT7/vvvEIs54fP9jP3ErL2fJQQFAnfC7f49rLZPYDGXoW3bfHTrRikTTcnn8+Hdt97ghcg7NjtydR39VbV2r5ht3j2X4Ua71m3Qu3ffRv85em5H1AzhZqOkL1f3AiqwretAbNoZT6yQZBkF+e3OjIL4THXuuRegqqoSL69cDrMByIaO2/wBDFWjYKVXiUnCB7EYXnz+Gdx1933o2rXhw4nk1EydOg0lxSXYsuVrvttwbDF8VCQyDeHwPGzfvo360wghpBnUnCsKhS48phg+ysyv7tntb8PlcuOmm+6jMc1NKBKJ4Ol/Pw6lvAy3BAJYIst43OVCfkxDJy2GMtGE7WYJrXNa4dY77mnSdA9WIDM9fVXoyYIqAHzoVbClujg+a0SX9G6ZOFOxL6KrrroOkydPQ0wAfunzY1R1Mcx01mK41+dDx5iKLz77KMmrTb9d4ptvnomcnFbQtIbTTHQ9PuhlzZpVMKiZmBBCEq6oaBs0jR12bnjQlqa3giAYuOOOu9C6dcPfw8mpW758GSrKy/Cgpwpj1Sh+EfDjfr8fbXQNB0wm7JMktG3TDg/++nfIyjo28SsRWM8xu7H2CtQZZva/UEGcYti72t07tmGQGkN+PSc5WXF8bjCEXcW7T3qSk5w6k8mE/Px8mM37TvKcfbUF8Tvv/JcO2BFCSAJt2rSB9w4bhsQP0jVEMu2DyWSmYjgBVi5bjCHRaO0kXVZYsrbOuwIB/MHnw9XBIA4dLkUgEGjWdbHdY8cpVLlUEKcgj6eS7wI3hF2iqHkeaVojR46CKO6BZGYHM05ktX0JTWM9azdjxYqlKCzc3OxrJISQMwFLknrzzTehqoMQiUyCLC+AINRXdIVht8/DsGHD6WxHAlRVVaJTddZwfWoe83jikWotFRXEKchud/BpdQ2pMMXDyO2O05/yQo7Vp09fdOvWC27X07BYFvEAcUYUy+FwvATZsopHs0Wj46DrnbFw4YJkL5kQQtLS2rWroShsWuiPEYmcxxP5Xa6/QZIKa58jSTuQkfE3yHIEZ511TlLXm64c/7MmiT/mcCQmP7ip0KG6FDRk+CjMLivDFaEwMo1j+2PYFfrvZCsy3RloQ5eGmhyL6Zs581a88MJz2LXrZej6f9lbDz69jiVQRCITYbEsgdX6NQxDQXFxGWJaDJKJ/qkRQkhT2rp1C/++63Q+zcuZaHQ4L4bd7r9D1128QGYRmbLsxD33/IxPqCVNb8iIkZj/7de4LByGq56aZI7Nhg7tO6BVq5Zdk9AOcQoaM2YcbA4HHsvI4FEmNYIQ8LbNjg0WMzw+L/7v4d+f1mhqUj+r1YqLL57OP1eU8VCUCQiFruLTkaxWdslO50kUup7Jdy8e++c/4Pc3b+8UIYSkK3Y245NPPsD69WthGFbEYl2haa1hsSyGKFYiGLwCkchZiESmAnBh7Ngx6NAhP9nLTltjx06A2W7DPzPcOFinJglAwBt2B7ZIEs49/8IWn+xB21YpyOl04o6778MLzz6Fh0QBHWIanIaBXSYTdEHA1cEQeqkqntMNPPPUE/jN7/4Ap/OHTYYhP0xeXh5sdhfCYRHh8HS43X+BKAbh8fwZuh6PgWFMpmI2PByvvvoy7rnn3qSumRBC0sHixQswb973fGqookyts7cXhtP5Amy2T+DzPcxz4YGPUVDQK8krTm8ZGRm4/c778OJzT+E3oojOugGrbmCXZIIuirjish+jf/+BaOlohzhFtWvXHr/53Z/hdjoRFgW4DR0XRSJ4zOPB2UqEJ1D83OtFMODnkSikaUmShAnjx8NmmwtZ/oqPbg4EbzymGGY0rQv8/uuwa9c27N27J2nrJYSQdMkcnjNnDpToKCjK2ceVMTYEArezIcKwWr+Cy/U6WrVqTwVxM+jQoQN+98dH8NOf3oBWI0fDNnwEzr3oYvzpz/+HsWPHIRXQDnEKKy09CF8ggF8FAuhVzwnPbEPH0KiCNSuW4+KLWWA5aUrTzjkf+/cfwJYt70HXMxBT+9X7PFVl47Rd2LBhPTp2rH+gByGEkP/t4MGD8HgqoERuauAZFijKaFitc+F2OzFz5s/42Q/SPBtFw4aN4LdURDvEKSwYCvKPbERiQ3I1DcEg9a8mclhHjx69YBjxAxz1E6FpVsyf/z3Wb1jXzKskhJD0cOTIEbz22qv88/ihufoZhhMWi4Tf/OYhyh0mPxgVxCksKzM+8WXPSRIM9pjNyMzOacZVnXnTA/v1GwCT6TAEoXbC+jEEoZIf9IhE2uHVV17Eli2UTUwIIaeCDXX417+eQHl5FIYhwmwuavC5FksROnbsCJer4aKZkONRQZzC2rZti04dOuJrux01M+siEDBHlvEHtxt3ZmZhq0mCw+WC1+tL8mrT1/Dhw8Gin63Wz+p93Gb7lE9R8vl+hVisDz755BOaYEcIIadg0aL58HoDqKr6NaLqEFit3/Acg+NJ0jZI0hZMmTIpKeskqYsK4hR30SUzUCxJeNLtxhaThIfdbrxjd/A2immRCMYoCoo2bsBDv/419u9veOQwaTyHw4np0y+FzfYdHM5nYDLtAhCCybQDDufTPIotHL6K5xWHwuejrOwA9u2jA3aEEPJDLV26HJHIaBhGDsKhyyEIYbjdj8BiYYfGAxDFCr4p4XY/wdvYRo4cmewlkxRDh+pSXI8ePXHzzDsw6+038E+TBKeh42GvF+31mj1j4PJwGI/pOp575in87g9/4Y3vpGlNmjQFmZkuvPzy65AtK2vv17RWCARuQzQ6Kv7rWDyF4pNPPsINN9wEl8udtDUTQkhLZxgGvv/+O/h8ldC0+PdPXW8Dn++3cDjehNP5fJ3nihgyZCiuueZaSBLLw214nDAhx6Md4jQZJ3zLbXfBEIBrgqFjimGGRbLd6vPxYR0b6FBXwowbNw6dOnVCLNYdfv8d8Pl+A6/377XFMCOKZfzjrl0H8Nhj/4TfX3/fMSGEnOlYa9m7776Fzz//BLpuqf3+yeh6O/j9D8LjeRR+/50Ih6fxoUiXXnoZLBZLUtdNUhMVxGli+/ZtkCFgqBqt93FWJHfSDWzdenTGO2l6I0aMgCTthqaxwrjnCckTVuscaFouPJ7fo6oqjK+//iJpayWEkJZsx45tWL58CQKBm6AoEyHLS/jwjbp0vS1UdShkeQe6d+9FV91Io1FBnCZiMQ1mCCftgbEZBmL15BWTpi2IM7NykJn5OEym3XUeCcNmex+yvAyRyI/4Jb9weCpWrFgBRVGSuGJCCGmZFi9eBMNoD1UdUD2RToPL9ThE8VDtcwTBC4fzBYjiHpx77rlJXS9JbdRMmiby8jogAB3FJgldtGOL3jJRRKkoYqdJxDnt85K2xjOB1WrD3Xfdg+eeewbAnxGLtYdhuPkIZ0GIIRS6AooygT83Gu2HWOxTVFYe4ZMHCSGExG3dVogtW7ZAEBRkZd3Dc4ej0cGwWDYhM5Ml9nTh6T3sipwkibjmmhvRo0dBsped9vx+P8rLyyBbZRT07IZ0QgVxmujduw+y3Zl4P6bhPp8XZgDbJAkf2ezYbj7617xuzUq0b9+eZ+eSxMjNzeWB8A8+eD9iMQt0PRuq2ocXwoaRWfs8QYxf+pMk9rdFCCGEWbhwHj788D1e9LJWCVYMS1IRZHkRdN2NcPhiSBLbZAhAEDTccMMt6N9/YLKXnfZDUT779CNs2rgemhEfBpadkYlJU8/GhAmT02IaIBXEaTQg4ic/vR7PP/cU/pKZhd5KBLOtNnTWYrjdH0AHTUOZScR3sRhefPFZXHXVtRg5cnSyl532AzvWrdsLn++WeqfYWeUlyM5uwwtoQgghwKFDpfjww/cRDp+LcPjHtfezPmHWNuF2/x8kcxGCgTtgs70HWd6OgoLeSV1zuquoKMeTj/0dllAAPw6G0FtVERQFLFIUfPTR+zh06BCuuOIqpHpNTD3EaaRnzwLcdff9MHfvwYvhvqqK3/h8GKlGkadrGKyq+IXPh3GKgvdnvVM7+pkkxuTJU1jDCuz2N9nRj2Mek+X5sFhWYOrUKWnxzpoQQprCosULWDYSwuHLTngsfvbiIljMa2A2L4bNNhvjx4+nVIkE+/CDWbCGAvhDlQdnKxF00DUUxGK4ORjEDcEgli5dhJ07G54cmCpohzjNdOnSFWPHT8LO3TtxZSh0wl8wewd0WSiMZbIVq1auxKRJk5O00vTXqVNn/PjHV+Pdd9+G1boO4fAINlSUfy4I+9G//yBs3boVH3/8ETQthnbt8jBhwkQMHzESEht9RwghZ5idO4oRiQxqsDyJRofB4fgvXK6X0K/fIJx3/kXNvsYzSVVVJQq3FvLCl0W4Hm+CouAbuwNLFi9M+R5uKojTUGnpAWRD5O/i6pNp6Oio6zh4cH+zr+1MM3r0WF4Ys7GjW7asga7rPKs4I6MrlixZCMPowPvhDEPG3r2b8O67/8X69etwy8xbIZnonych5Mzyvy+YxefeTz1rGi684GLenkYS5+DBg/w17xdV632c/XX1j0Swft9epDr6iZuGTCYJCgx+kb6hbxURUYCJdiGbRfv2ebjyyqtrf71nTzEef/zvCIfPRzh8Re39rD9OMm/Btm1PYva3X+N82vkghJxhevTohtLSNQiFrgH48fBjWSyrIQgmTJo4lYrhZiBVT7aNsHcq8fciJ2CPpcNVTfpqStPEiSAMbDAf+83kiCjiE6sNjztdKGU7xZlZfBIQaV4LFswH0Brh8OUnPBZT+yIcnoyFixZRZjQh5IwzbtxEFu7FD8wdTxRL4XB8jkGDhsDtpgEczaFz5y6wmmUslevv01YgYJXVit5pkPJBO8RpiF2i79KpC97cU4x2Hg/a6Do+stnwhdUG2TD4AbtsXcdXX32GrZs34qaZt9N0n2a0bdt2hMPj602eYKLRkQiHZvNxpeeddyGsVmuzr5EQQhKNbchs3ryRbxIUF8cHGXXt2g1jx07AkiXf8elz7HulrjthNm+D1boUrVrl4LLLjl5ZI4klyzLGjJ+Ib+d+xw/SDVCPtk6wubgvOp1QTSL/O0t1VBCnqetvnImn//0YfgsB7WIx7JdMmB4K45xIBFb8f3v3AR9Ftf0B/DezZbZlEwKh9957b9JBkI5YEStW7PXps/x9T30+n4qKomLFjor0DgmEEAi9Q4BQQg1p22Zny8z/c28KqdhINsme7+eTF5mdzbs7meyeuXPuORq/87HfYMAnp05izofv4/Enn6UUinKiaiovKF8aTcuZ2Y+NjcXBQ4fx8MxHYLPZynGEhBBS9sHwggXzERe3DqraDLI8gW8/dGgbjhyJQ8eOXeDz+XHo0Dc8h9Vmi0K/fkMxaNBQWCyWUA8/rIy5biwunD+Ltw/sQ6ugiraKApcgYIvZDI9OxPTb70H16tVR2VFAXEVFRUXhyaefx6ZNG7F00QIMlWWM917uAc/mJtv7/Xg4Oxv/gsav0jt16hLSMYeLRg0bwu3aBa93fImPG407oaoSnM6nAczC999/h3vumVHu4ySEkLKyfftWHgy73bdBUViJyhyKci0kaS327JmHadPuwD333Au/38+7gFKFytDQ6/S4+577+YLvhPg4rDl3FkaDAT179ECfPv1Ro0ZNVAUUEFdh7FZ7TEwMgtAwQvGWuE/zYABNVBXbtyVRQFxOWGm1Q4dmw2jcCJ+PpU4UzpEzmVbD5+uLYLAZ3O7x2LdvHu8SVBWuwAkhhFm/PhaBQPtCwXDBBcaStJPv0717z/yFXSR0RFFE167d+Bej04mw2SS4XAqCweLl2CojWlRXxblcLv49Ri39hK3l98PldJTjqMJb27bt0bfvANhsn8Fqmw29YSf0+kN8EYnd/ipvU8pSKqKiZsJqnQdNEzBv3hc4d46VvyGEkMpLlmUsXboIqams3nDvUvdjj7F9FEUp1/GR8EWXXVVcZGQU/54q6tCwhLrELJf4tMGIWtWiQzC68MRu+7E2l/XrN8Cvv/4KyZjEt6uqFT5fNxiN+yBJCVCU/ggGG0EU03H8eCz++983cM+M+9CmddtQvwRCCPnTnE4XZs16B2lplwqtlyhJ3mPBYMn19Am52miGuIpr1boN7DYbllvMJZYQ3GMw4Iwo4FjyYWzYsJ43jiDlExT36zcAAweylbkWZGW9iqysd6HXn4WmGZGd/W/I8k08dcLrHYvMzDegKG3xxeefwestOf2FEEIqsvnzf0BamgtZWa8gGKwJo3F3qfsapV2oVi0GZjMtoCPlgwLiKo4Vyx43YTI2G4340mLFpdxC5uwmVJwk4UOrDQ0CAbRMT8evv/yEr76cS0FxOWJBMeCFJG2CTpcKvf4Y3J4boWk5M/uXGeB03s5vH27ZsjlEoyWEkL8mKysLu3fvhMczkKeFeb1DYDRuhV5/uNi+bBu7c8YmDGghHSkvlDIRBnr37gtWUe3H73/ABpOECFWFFwJ8ooAePh/ucrl5KbbtBiPe370Trbds5i2HSdmrUaMGJk6cggULfuKLSFTViIC/5ALnmlYNfn9TLFy4AG63CyNGXEuLTQghFR4LhBcsWMASw2CxLIHZvBw+f2cEAo0QEfEWFGUgfL7u+Z3oTKYNaN68OQYOHBTqoZMwQp+mYWLw4MHo0KELXn7xBUQ4sjHKp6CbT+FNO/J08/vQxR/Axth1FBCXo0GDBiM6uhrmz/8JWVlsy5WmRAzw+aKxcuVqHDuWgvvvf4CCYkJIhRUXtx6//voTAgHWhfMGqGo16PXHeTUdQXDxtRI5QfBavr8gGDBy5AgMHz6K3ttIuaKUiTDiY9UkPC5MlGWM9sqFguE83RQFZ86f5XUfSfnp2LEz7rjjLoiiD3rDgRL3EQQH9Poj8HoHw+F4AkePHkF8/IZyHyshhPwRrFzkr7/+DFkeBYfjKfj93Xk5SUUZjuzsV6CqNaDXn0BW1lvIyvo/AFYMGNCfd+ikYJiUNwqIw4iYm4x1pQzhYO7kpECJW+WuSZNmqFW7PmzWH1jBvCKPsluN30HTRPh8PXlwHAg0wOrVq+jihRBSITvRLV++hN+IVtWaEMWcyhKXmeGRJ0OvT4FOd4qvowA8GDDgmhCNmIQ7ugQLI1arDbViamKrz4+eftaFvLgtRgl2WwQuXDiPevXql/sYwxm7Brnj9jvw7rvvQBT/CY9nMALBxtCJlyBJ66HTneXBcGTkCxBFDzRNB5criBde+AfGjRuXu0CPEEJCKzX1NL755hucO3eKX8RbrV/zeuo+fze4XbcDyGlFH/B34I9HRHwMUbyIKVNuQM2atUI9/LAsh7dlSwJSU09BFHVo1ao1unTpDqOx9LJ4VZGgaew6jvxZPpcHh5euR2VQsKNMXFws5s//Hg86XehRJCjeaJTwmc0KMyueztInuvbAzbfexts2kiu7ml17Ll26hOXLlyIpaSsEQeUfJH5/Z16n2GSKhyyPgKKM4LcbczrbrYDJFIeJE6fyfOSqqip2Rqpo6BiXvap+jFkDobfffgteby243JMR8Ldnn5iQpESYzfOhqtXhcPwDgMS3R0fPQExMLUyadD3atm13VcZQ1Y/x1bR1ayJ+/OEbIKiieSAAPyvDKoqwWay4594H0bhxk0p9jFuNGQyj7Y+V7qNIJ8ywWcRjR5Mxe+c2dAwEeM4wuyLaajDigNGAa7wKpnnc2GyU8NWObZAkCTfceEuohx12lSemTZuOs2fP4tQpCxyORyEIHkRFPQmPZyK83vH5+6pqHXg8d/DaxYsXL0SvXr1hNrNLGkIIKX9LliyGotiRlfUsAFPuVgmKcg2vkhMZ+TIkKT63PXMiX0R8330P8fc9Ur4OHjyAb7/9Cv0VBTe4PYjI7VZwQRQxN6hizuxZeOrZf6J69eoIB5RDHGZYbvBt0+/ETTdNw4XadfCF1YovrVZ4RQEzXG7c7nHzq6QBPgXXu91ITEzg9SNJ+Rs6dChv6SxJm/kHCAt6vd6RhfZhucQm0xJewzgQ8PMWz9nZ9PsihJQ/p9OBffv2wOMZVSAYvkxVG8Dn7wJJioMonoHV+jPatetIwXCIrFy+BC2CKu50u/ODYYYtuH88Oxs6nw8bN1aOO+FXAwXEYRoUs9rErdq2B7vu+yQjAy86HOjrUwoV/BqoKNBpGnbt2hHC0Yavbt16YuDAwbBav+IlithscMEPGYNhO581NpkW8e2KrzP27z+Cl1/+J5KStoR07ISQ8JOZmckXAPv9zUrdJ+BvDp3uHKKiXkKtWhG4+eZby3WMJAeb6Eo5mYKhHk+JgaAZGvrKMrZvDZ/PEkqZCGNutxvRQRXGUh5nfxBWQYDH4y7nkZG8RXaTJk3lCxzm//wTMtIz2NptfotRpzsBm+1D+Pzd4XbdxssVMW7IsFq/wzfffI2oqGpo0aJlqF8GISRMmEw5F+yiLh2q2rDEfUQxA6xh6vjxE9C3b3+elkfKnzv3c73GFTrTxqgqZK8X4YJmiMNYtWrVcE6nQ2lFuzIFEQ5NhdFIb1ihDIrbt++I6dPvgChmQ2/YzbebzMugqjFwu2bkB8M5zHC77+QfRmvWrA7ZuAkh4YctjmOlIy3m2FL28MJsTsCgQQMxeDDLIabPllCxmHMWmm2UJKSKuhL3OanXIcoeiXBBAXEY69WrD1zQEFfKm9Jyk4nXklyy+Dd8Pvdjyk0NoSaNm6Fp05awR3wGvf4AjIYd8HpZvc6S3sgEyPI1OHRoP7xhdHVPCAn9BfyokazD3G6YzT/xKhKXH8uC3f4eDIYABgyoutVwKjpVVXkVozdff5X/O84k4YWoSLxqt+N4gYpSF0URWyQTevXrj3BBKRNhjNV7ZLesvkuIh1sQMcTr5Yn16YKIFSYTVptNGOuREaWpWLx3N2alnsJjTzyLiIiIUA89LD9o7r77HsyZ8xFOnXqTb9O0aqXuH1TZYxoURcm/jUkIIWWta9duyMrKxMKFv8JsjoXiawtR8MJgOMhnhGfMeCBsqhZUNGyC6/vv5yFpayKGy16+TsiuaTii12OR2YQ3IiLwlNOJbFHE9xE2REVHo1+/gQgXFBCHuSlTboQkmbAobj0WWsyQVA1eQYCkabwMyyjFyxfadfT78TKAVauWY/LkqaEedtg2VnnssSd4qZzPPpsLne4YgN4l7mvQH4PBYILVVjCdghBCyt6QIcN4O/qEzfFIPX0aOp0OrVtPRs+eVBYylI4dS+Z1h+9yuXklqTzd/T508Pvwb7sdb9jtvGNt8ybNMO32u2Gx/LEavlUBBcRhjr1RTZgwGUOHjsQbr72MaIcDI7xedPf5YCpQhoUl1w+SPVibmIBx4ybCYAivDjYVhSiKaNeuPQYPHow1azZAUUbxQvcFCUI2zOY49Ordi5qqEEKu6kKsrVsScfr0Kf7ZwRb8du7cFXp98fcZVkpt3NgJIRknKVlCwkawPoD9CgTDeSQAE2UZsyIiMH363XymP9zQpyXhLBYzXB43pnq96F/CHwvTJhDAUp8Ch8NBt7xCjC1I2bZtG4DX4HJNgc/XnS8JMBh2ICLiZ9hsIoYPY7VACSHk79u2bSu+++5bBIMagsEmEAQftm7djAULFuDee+9Dw4aNQj1E8jsunjuH1l6l1MVjrf2B3P8KzwbGFBATjvUv14k6uFg9nBKwP49LQs5jRmNphdpIebHZctInvvlmHpKTP2bVpHMf0dCkSQvceuttiIqKCvEoCSFVwcFDBzBv3pdQfH3hcd8ATbPz7ax1vKrOxQcfvI/nnnueVy4iFZfBaISzlM94xinmdCIwGMLzM54CYlKovFf87p0Y5ZXzryBZq47VJhNiJQmXdDlbv/z8EwwaMhwdOnQM6ZjDHQt4H3poJi5evIBjx45C01gw3BR16tS94grjM2dS+WK7GjViKGgmhFyRz+fDbwsWIBhsDrfrbl7FJg9rFpSV9ThE8Wls2BCL8eMnhnSspGTsM2Lt2lU4eeokThoMyBZERGrF6w9vlCRIBkPY1q+ngJjkGzRkKN7bswtfWa24xe2GCgH/tUfglE6PXj4F7T1+yKKAhOQjmHv8KEaPGYeRI64N9bDDHqsWwr5+b3VxfHwsVq1aA4cjPXergLZt22P8+EmoXbt2uYyVEFJ5AuFlyxYhPn4T/H4vZPm+QsHwZVbIcj9s3bqVAuIK6MSJFHw0exbMPh9Gyh6sk0x4z2bDIy4X7LlBMbsDvM1gxDKzBQP7DwrbykQUEJN8TZs0w4033Yoff/gW2yUT7IEALokinnU40CyYl1sEDFIULDKZsWDpIrRo3hJNm5beppNUDL/99jNiY9dCUfpBUa6BqkbAYDiC/fuX49ix//L0iyvNLBNCwkcgEMCHH36AlJRT8Hp7wWTagGAwptT9WZMgWaaOphVNIBjEF599jAayjMezs3n32W4+P96OiMATUVHo7PfBHlRxWDIhVQQ6deqM68aOR7iixhykkN69++K5f7yIzgMG4oJejxGKt1AwjNw5grFema9W3bhhfcjGSv6YkydP8GDY7b4Fbvc9CARa8ludLDDOzHwJslwNP/74Q6iHSQipIDZt2oiUlONwOJ6ELE+BpgnQ60+Xur9efwp2O+UPVzT79u1BliMb05xOHgwz7PP8jexsTJBlnBN1iDWZoG/SBPfdNxN33DEDel3JXevCAQXEpBh2+71H914IQkMP5XKnoaInTndZxrHkI+U+PvLnP9yAGCjK0BIeZa2exyMlJRn/+c9rSEragmAwGIJREkIqig0bNsLn64ZAoAVfQOf3d4IksVbwxT8PRPESJCkRffv2CclYSemOHzuKWhDQUC38nh6hqRjjlfEvRzaiBQFNmjZDmzZt+VqicEYBMSkRW6D1e+jkqRxOnz4Dr7dtqb8xv79D7n4avvnmS3z66RwEitwVIISEB3ZBfOnSOfj97fO3eTyTeOAbEfF2bkMgRoXesBNRUf9BVLUo9Os/IGRjJqUT/tDj4VlmrSiKaUiJ6tatx1ebbpdKLr/C/ny2GCV4FQW//voz0tLSyn2M5I8xGPQQRLnUx0XRk/+h53A+iYMHD2P5siXlOEJCSEVq/iMI7Lb55fcMVW0Il+tJiGI6IiNfRVTUTERF3Q97xCw0bGTHo488CquFumJWFKyK0MaNsdi/ZzfSNA3P2COxxGSGs0h4fErU4SIv1UnrgBhaVEdKxHrO9+zdD6s3xqGb4kOjIrdclpnMuKgT0dXtwva4dUiIj8Mdd81Au3Y5s42k4mjXvj1OnlwON1ysgnGxx43GBKiqEX5/q9wV48OxcWMcRo4cTTWnCanCPB4Ptm7dgkOHDiAQCKJhwwbo23cAv32+b98mKMrI/H1Z+kR29n+gN+yD1fIdoqJ0uOeex9CoETXkqEiys7Mx+/23kZZ2EV18fvQLBnBBFLHQbMYak4SnHU7UVYPwQsC8iAhERdh5yVVCATG5guuuG4+TKcfwLwB9vV508PshCwI2SRIOGfQYJ8uYJMtQ4MKcCDu++OwT/OOFlxEdTV3sKpK+ffpi9aqVsNvnwOGYmdukM4defwAm02L4fOx2Z84Mj6L0hqIs4+1ZmzVrHsKRE0LKSnLyEXz66cd8NtHvbwtVsyI5eRPWrl2Nvn37QxT3wmz+iS+qu3wzWYROvACd7jzGj7+dguEK6KsvPoWSloZ/ZWXzwDdPhkfGfyMi8KY9AkO8CuJYd1qDEfffdS9vw00oICZXwGoRPvTwE7xCwaYNsYhzOfn2Fv4AHnS60MOfs8CChVf3Op14zGDApk3xGBvGZVsqoogIO2bMuBeffDIHev1j8Hp784Uyev1hGAwH4fO1h8dzQ4Fn5NSgpMV1hFRNly5dwscffwRZbgancwY0LZJvd8MHs/k3JCQsQ48evZGUtAxmcxJkuQcAHUymHRCEMxgyZAS6d+8V6pdBimCTGMdSjmGm01UoGGaiNRX3ut14OdKOhVYruvboiWFDR1IN+gIoICa/mzrBbp03bNQYcz56Hy9lO9CkhAVXJlbfUPHi0L49FBBXQC1btsY//vFPxMdvwIYN8fD5AggEmsLlug8+X89CywkMht08h7BOnTohHTMhpGywrnJ+vwEOx8OF7hgBRsjyVBgMqXwx7uOPP8PTpw4f3sK7XDZr1gQDBkwN205mFd2Bg/thgYAuuZNVRTUOBlBXAxr27oubbrql3MdX0VFATP4QNZjT0SZSLd7uMY9F1eD3+8txVOTPYKks48ZNRKtWbfDhh7Pg8/WBz9e70D6CkAGrdRkv0M5mlgkhVc/27Tsgy32LBMOXeeTBOH9+FiwWK269dXq5j4/8NQF/AJIgXLFaglnToBaZPSY5qMoE+UNq186ZLdxvMBR7LFmvx8dWK+JMJrhcTixa/BvS0/PaA5OKOFvMFs5YrV/AavuE5xHrdCdgMi1FtWqvwG4XMXEiyxskhFRFiiJDVUtvpKGp0fy711t6dRpScfh8ChIS4rF753Y4VBWvRtgRb5RQdHrKIYg4KYq8ihQpjmaIyR9SvXp1tGndFosPHkBnnw8R0Hjpte/NFqwymxATVDHA6+ULNBLWrELc+jW4bfpd6NSpS6iHTopgxdenTr2Zp0SsWbMW2dkJfLtOZ0DXbt0w9rrxiIyMKjVHbfv2JLjcLkTao9CrV2/eyIUQUnlEV68Bt/sYFKXkx/X6ozxtKioqJzAmFVdmZgZmv/8OLqVfQsdAAJ38AZzW6zHXZsWqgAlPOp2wayr/vP7FbIag06FnT8r/LgkFxOQPmzT5Bsx65z94RQCudbv51SYLhm9xezBU8ebfbrjV48Fcmw1fffkZnn7m+fzZZVKxguKBAwejf/9rcOHCeQQCAVSvXgMWi6XUGYgvv/wC+/fvBhAFVY2BKO7HmjUr0Lt3P1w/9aawbvlJSGUyoH8//PzzzxDF01DVBkUelWGxrOKluCIiipdpJBWrgdbcjz+Emn4J/y5SVeKETo//Rdgwy2bDOK+M1WYz9un1uPH6G2G10u+1JJQyQf6wmjVr4tHHn0Wd9p0wz2rFYrMZvRQFwwsEw4wEDTNcTthUlS/eIBW7CH+dOnXRoEHDUoNhJicYPgyn835kZLyNrKzn+Xe3ezoSE7fg11/ml+u4CSF/Xa9efVCnTj1ERb0JSWLv0Upu57k9iIp6A5LkxHXXjQ31MMnvOHLkMFLPncE9DkexqhJsAd1tbg+OGfR4JyICGfUb4K677kWfPv1CNt6KjmaIyZ8SExODu++5j9ew/OCDdzCglHtuLNO4jyxj8+4dmDr1pnIfJ7l6WJoEmxlmwbDfX/BWmwGKMph/mG7a9CMyMi6hR49ePE1Gr6e3FkLKk6YBp06lYPPmBFy6lA6LxYzOnbuiY6dO0OsK/z0ajRJmPvwwvv/uW+zd+xWs1i9z58dU1K3bELfc8hjd2asE9u3bgxoQ0CpQvPIT09Xv41UnuvYfiClTbuR3Bknp6FOL/OVybEyEWnoP9AhNg89f8h8qqTxYzjBLk/D7WS3S4hTlGlgsv2D//gs4ePBzREfXxIMPPoQaNWLKfayEhKNAMIjvvv0a27dvZdMWUHyNYdBnYPfuuYiJqcP/HqtVK5wPzFot3333DL4AOjn5MK87Xr9+AzRs2JgCp0rC5/PDpmpFGjJfpstttySZTPQ7/QMoZYL85UV2OlGHgyVUnUgVdfjKYsVikwmq34/PP/uE39phMxik8mEL6FjOcOlvF2aoaiQUpQ+ysv6F9HQBs2d/QCX4CCknixYu4KXUXK57kJHxH7hdDyIr65/Iyvo/pKUFMHv2bB40l/Ze3rt3X/TrNwCNGlEwXJmwphqpogCnUPJ7c5ooIg0aatHC5z+EAmLyl7CkfHZrfKXVwhfX5dlolPDPyEhsNxrQX1Ew1O1C2u6dmD37Xfzyy48UFFdCrJqEKJ4HihXxySEILohiFlSVLbarj+zsR5CRcRHPPfcU74535Mihch8zIVUdm9n97bef8fzz/0Bs7Hp4POPg87H80Mvvx6raENnZDyEt7Sy/vU6qFpaiBp2IhSbWGqswXlXCYoFZktClS7cQjbByoYCY/GVjx01A0GrD/1WLQpwkYY9ej8+tVgxUFLydlYVbZQ+myjL+nZmB29xubNwYi4SEjaEeNvmTWGk1wAlJii/xcZNpJQuLoSg5+cWqWhd+fyvIcjT27UvH7NmzsGTJwnIeNSFV19GjyXj99X9h/fotyMioB0FQc/P5iwsGG0FVm2DXzh3lPk5Stmw2GyZMnII1ZhM+sEXgiF7PJ6gO6PV4O8KORKMRU6beDKPRGOqhVgqUQ0z+VuezR594Fr/8/AO+OLCPX5JWV1VM97gLXWmxO3BDFAWHDEasX7MSffv2h0D35SoNVme4V69+2LLlW76AjuUMszQJNjPMgmGzeTFkmbXrvlzKR1WrQxQFZGY+C0lajtWrf4ROp0OPHr1Ro0aNkL4eQiorj8eDEyeO4/PPP4MsN4XD8QgkaQMMBpaSFlHq8/yBaMgyNdmoigYMGASz2YLlSxbitcyM/O21YmrirnGT0LFjp5COrzKhgJj8LSz/bMa9DyIjIx1vvPYK+jscpd526K94sTUjHWlpabyEG6k8pt5wE68ckZAwH1brr1BVCwTByW8ysWBYlicW2FuDXn8MgUAL/i9FuRZG404sX74cK1YsRdOmLTFhwgQ0atQkZK+HkMoWCC9cuABJSVsRDPqgaTo4nTN4kcugWgOC4IconuIpEsWpkIwnUL16+xCMnJSH7t17olu3Hkg5cRxulwt2eyQtjvwLKGWCXLXZYpYfbL5C1Ym8x/wBXzmOjFwNrOnG1Kk34uWX/4Xx48fBbPYhGKyNzMy3iwTDgMGwFTrdhdyZ5Bwst5Hd1nW57sbRowpmzXqH3/YlhFwZm9l99923kZi4E07nWJ6O5Pe3habldJMM+DvyNsxmy6ISn280bmIZx+jTp285j5xcbYFggDfjKAm769q0STN06NCJFkf+RTRDTK6a2rVq44BXxijFW2yl6wqTGRty85hmvf0WevTujSGDh/MZZlJ5REVFYciQobwe9dy5cxAR8TlfzBMMNoEgOCBJcTCbF0Lx9cyfIWZU1cS/+3zd4PP1QmTkW/juu2/xz3++ROkzhBTBYh6WGsFmhNmi1LS0S3C57oLP1xcGwyFoyCl7mUMHt/tGRER8BNg+gOwZx2eKBSEbJtM6mM1LeKoSa75DKh9WrSc+fgM2bYxFWvolCBDQunUbDBo8jH8nVw8FxOSq6TdwEL7//jRP6G+bWyj8pKjDm3Y7RGgYoXhRN6jirE7Gxo0bsH3rFjw48zF6o66EOnToyLsezZ8/HwbDK/wWriAEoWlGeL1DIMtTC+1vNO5GMMhKt5n5v93uyUhPf403eGnZslWIXgUhFY/P58MXX3yGAwdYVYgY+Hy1odMFYbN9Ap8vEYFAPUhSAtuT/WXx57CGOU6nAKv1B0hRL+b/Pep0RgwcOARjx7Icf1IZz4U5H76HEynH0d2nYJzPD68gIP7Afnx06ADGj5+MIUOGhXqYVUalD4hffPFFftK88cYbV9wvNTUVr776KpKSkniL2ilTpmDmzJl8oQ+5Orr36IWd25Pw9pHDGCF70FPx4b2ICNRQg3jK4YStQGGY0bIXb0VF4vNPP8ILL/2Lfg+VEFus0b59Bxw+cgjxG+Owb99+OJ0PIxAonKuo0yXDaNwKj2dy/rZAoCX/MD979iwPiNmM2PnzZ6EoCk+/sdvtIXhFhITeN998jQMHWJv0B+H3d89dlqzBYNgJq/VT9tcDQXDDbF4EWZ6S/zy/vyeystohKuoVREUFMH78eLRt2/6KLdlJxbZ06SKcTjmOZ7Oz0SJ4ucnVMMWLn81mLFz4C5o1a85TJEgYB8SqquLdd9/Fjz/+iIkTC+cwlnTL4a677kLjxo3xww8/4NSpU3j++echiiIefvjhchtzOOSZ3j3jASxbtgTr4+OwzJfT1vnhbFehYJixQsN0pwsviyIOHNjH855I5cP+htq0botmTVvg/Q9m4dTJ9yHLQ+DzsQ9yDUbjNkjSOgQCzaEoBWcy2OxWEAaDHklJW7By5UqkpZ3L+6lo164Dxo4dhzp16obolRFS/i5cuIDdu7fzXPvCnSEF+P1d4fFMh802B7I8kqdC6HSp8CqDoQarwWA4BotlBSTJiXvvfYx3nSOVl8+nIHFTPIbLnkLBMHIvkSbLMraYzdi4IRaNpt0esnFWJZUyID527BgPaE+ePIm6dX//A5N92LKZqJ9++gmRkZFo2bIlL2r+5ptv4r777qMafVeRwWDA+PETce21o/Hdd/Nweud2NC7yx5yHbY+BwBdXUUBcuRmNBsx8aCaWLVuKhIQNUJTlfLuqWqEow3PLsl3uaihJm/nq97S0C1i/fi3PLfYqt0ANRsFgSMa+fSuRnPwWHnnkcdSvXz+Er4yQ8rNz53YAFp5nXxKfrwdU9Tt+d8XpvJ+XPLRHvJP7qIj27Tviuutm0IVkFZB6JhVev4Jeiq/Uigg9ZRmbjxws97FVVZUyIE5MTESzZs14O8pHH330d/fftm0b2rVrx4PhPL1794bL5cLBgwfRqRMFY1eb0SghMjIKZ0vtsp6DJUqUtmqWVL7f+YQJkzB69FiknjmFTz6eA7e7BrzeUfm5joxOdwJW63y0aNGGB8OyPIF/5VGU+lCU3oiMfA3/+99bfCFf23atcc3AwWjRgm4NkspfQi0+PhYbNiTA5XKjWrVI9OnTB9269eSPAVGFLh4L0/GOkKwGOJtB1utPQa9PxZQpN6Jz5y6IiKBUoypD+/1SYOwx+vgM84D4lltu+VP7nz9/nvf8LiivDu65c+f+ckCs01WOqnWsQcLl7+U35iZNmiA2VkOqqEN9NVjs8TOiDuehYVSTppXmWFa0Y1wRmc0SWjRvgZkPP4L335sFUXwSisJmtqrDYEiBXr8X9es3Qq3aMUhOtkOWx5T0U+D2TII9YhbOnWuEjIxd2BQfj7vuuhNdu7JbyeF9jMsKncdl6+LFC3j33VlwOLLh83VFMFgTGRmncfLkt4iNjUXXbl1YXR4ArkKNbi6TIYoXoNOZEB39DN934sQpGDSo5C514aoqnMfszphRb8B2oxH1vcWbqrA4eIfJjCbNmofk81OsAse4wgfEbPHb0KFDS3188+bNiI6O/lM/0+v1FlukI0k5ZWvYIp6/QhAF2GwFS99UfBZL+aaG9O3XGwt+/gnfBoJ41JFdqFAQO+rf2myItEWgX//eMOgr3KlYKY5xRda2TQu88cZriI1dj4TNSfC49/MudYMH38nv0Lz11v+g+NqUOhvG6qvy74H2cLtnwGr9GnPnfoYOHbagTp066NevHxo1ogolZYHO46vH4XAgPj4ep0+nYufOXZBlCdnZr0NVY3LrDLOg4jSAt3Dk8BGIogazeRVkeVKxn2UyrYYo+hAVdQnt27fBsGEPoGlTanBTFc9jFl/06dcPq+Li0M3nKzaptFIy4awA3DZqZEhjEUsFP8Z5gfsfUeGikFq1amHZsmWlPl4w7eGPMplMvBJFQXmB8F9dgaupGlyuvxZMh+KEYCetx+ODeoXGGWVh+p334KPZ7+FFnQ6DPR7UVYM4J+qwzmJBhl6P+++8B4o3CAXFZ5Ark1Ae44pMp5MwdOgo/lWQz6dCEESIQuGa1YXl/H1pGnub0sPtvh16/X7s3n0Ce/eewqpVK9GxYxdMv/0OSMbKdXFaUdF5fHVt2BCHn3+eD1UFgsHG0LRI6PXnEBHxFpzOR6Gqdfh+qtoATuetOHp0Nvr3H4j4eNZkwwevdwQ0LRqCkMWDYbN5KYYPH4nx4y8Hy5Xlc6g8VZXzePTocUg+fBivAhgoy2gf8EMWRGwySdir1/NzoX79xiE5B8RKcoz/zNj0FXFRFssPvppYusSRI0cKbbt48WJ+AP5XBYMqKgcx/8Qo7zE3bdocjz7+NFavWo75u3chqKnQCSI6duqM6SOuRb169SvRcayYx7iyatOmLQ4f/o039NC04rmPbOEdq6fKunLlEOHz9YckrUVGxru8lNuePV/g66++wp133l3u46+a6Dy+Gg01Dh06iLNnz2DPnp3weofC45mYnwKRk0P/Kez2/yIr6//yt7MqEmxBXWRkNYwZM55f8JnNK/k2liqh1xswbNh1GDVqNP1uwuQ8NpnMePjRp7BmzSps3rQBq2WWYw40qFsf04YO53nnoXt9YpU4xhU6IC4LPXr0wG+//cYX0dlstvyFeVarFa1btw718Ko8FvTefsc9fFbe43HDYrHmp6yQ8NWzV28sX74MERFz4HCw8oc53ewYnS4FZvOv8Pl65reoZVSVBQf+3OCYLYwNYPfuuTh/fgxq186ZbSMkFDIy0vHZZ58hNTWFB7mapsDv7wSPZ1qh/dhMsdP5BKKinoEkbYSiXJv7CGumISEQ8POFqQMHDsKePbt4ykVERAQ6duwMszmnsQ0JH+x3zhqrXDv6OricTuh0ekRElJRfTv6uKhkQs/SI7Oxsnl7BSqoNGzaM1yxmFSmefPJJnqf89ttv484776SSa+WIBcFXCoRZKbzExE189p79XljjB1aPltW6JVWP1WLFPffci48//gh6/ROQ5T48+NXrj8Jg2MPbQbvdtxV6jsFwAKpaL//fLCgGfsD27dswZsxYXp+c1bVmJRnZLb0WLVqhWbMWoO7QpCyw96zdu3fwz5stW7dA9pjgcD4ONRiJqKiX4FVGlPg8lgbBSg2yuyB5AbEonoWmZaJ27br5qX49e7Lzm1Rl7E7C1q2bkZGRCavVgq5du6N581bF3rNYnX9WcYeUnSoZEO/cuRO33XYbvv76a/Tq1YsHYXPnzsUrr7yCqVOn8kD55ptvxgMPPBDqoZLc24zLli3GqlXLeWPfJgE/Lun0/E2idkwtzLh/JqpXrx7qYZIy0KJFSzz33AvYuDEOO3bs4HdxAgGVd+DyeocXWnCn1x/ggbLbfWeRt7BouN0uHD9+DF988QUcjvTc0lUqVqxYilq16+Puu+5GzZp/PT2KkKLNnn786XskbU3kJQU1jc3YsUoAPuh1pxHgee+AytuVl0xVa8JgyEvlU2G1/gyzxY6OVAY0LASDQfz4w7fYsnUz7BBQP+DHMb0eCQnxaNq4CW9yZbXSTHB5EjQqAvuX+FweHF66HpUBK8nCVqGyxPuKmOsTG7sOCxbMx0SPjFFeL6TcAozHdXp8FGkHoqvj6ederNCz+RX9GFcW7PbwW2+9iezsINzuMfyWMwsyJCkRJtMq+P0t4XI9llvBmmGtnh/FgAG9kJi4GV4vW2ByE78tnRdER0R8BUnKRps2bfgHDMtfb92qDQSaNi6GzuMrl0zbsmUzMjMzceJECtLTM+F23wRF6c/uf/FceJNpOczm5ZDla/l3p3Mm/P5uJf48q20WdGIGPPIEWMwrYDAcxV133UNNisLkPP71158QHxeLW90uDFAUfmnPPvn2GwyYE2FHzcaN8fCjT1fYu1u6SnCMmVZjBsNos4TvDDGpPAKBAFavXIZrvArGF6m12DQYwGNZ2fgHq7e4Yxt69+4bsnGS8sHKIz7xxJNYsOAX7Nr1AzTtW75dVY18cVJOKSpdgTQcdlGq4NKlS/D5opCd/UShJiA5M3Bp8HoN2L7dzVf4JyRsRJ06DXHffffTLUjyu1gazi+//IT4+DieGxwM1oMgBCGKARiNSVAU1lVO4gtDZfkG3pJckmIRCDSBybQCfj+rLVw47UsUU2E07IIgaLzWNqsUMHbsg2jdmpUhJFWd0+lE/MYNmOjxYHCB0q8s9m3v9+M+pwNvnUhBcvJhtGzZKqRjDScUEJOQSj56BC6PG8O8JZffYmXa2gWC2L5tKwXEYYJ1OLz99rvgdDpw7txZJCYmYPv2JB7oCoICTWNpFC6YTOtgsfyGvn37YfPmBHg8NxYKhiWJlan6LbcTHsvTzMlf1+sPQ9M+xv/938swmy18wVKvXj3Rq1efv1yGkVQd7Kbpvn17eO3gs2fP8TUpXq8THs84eL1jc9N4NOgNe2CzfoqIiPfhdD6X/3yvdyQvkcaqo7CA2GZ7Dx7PFKgqa0EehMGwAxER36J69ZqYOHEiatSIoVbLYYYtloQaxKBSPvfa+f1gCV5sbQQFxOWHAmISUh63m3+vwQp1lqJGIIDDWZk8QKLWpOGD/a7ZF1sYFx1dHevWLeN1WAUhAprm4g0MrrlmKA+I2axvMMgCjjx+mM2L4fUOKtQWmgkEWiE7+zFERf0T6RltkZFhxLlzv2HduvV4+OFHEBNTet4nqZpYy+Tz58/xYHjdurXYt28XVLUZFKUvb5PMSvyZzSsQCDZDgKfxCPy7y30f7BFv8dScQCCnPKCmVYemWaFpFjhdM2GzfomoqBegqnY+qwx40Lp1W9x22x2UIxqGfD4FFy6cZ5f3sOb1Zy6CzRTHBAKQ5ZzPR1I+KCAmIVWtWk7XwVN6HVoF2IdFcSl6Hc5fvIgXXngGLVu0wshRY9C8eYtyHikJFZbre9114zF06DDs378HaWnpsNki0LlzVz676/awDw0BOt1FBAI5t5z1hoMQRQe83mEl/kzWCMHvbw0BKlyu+yGK6dC0//KKF88//0/KLw4TbBHnokULsG1bEoJBf25Aq4PLVTj31+O5CVbbHNiss+FwvAZVrcG3B/ztEQjUgdG4JT8gZrnEgiDzhXbBQGP4A20gGRPRo0dr3mGxffsOaN26eYXPvSRXf33E8uVLsG1rInyBnHPtOXskrvN60c+n8CA4D/skPK03oHNUtZCNNxxRQExCqkmTpoiJro4l/gBaOB3FOqLv1+txSq/HFI+MSFXF2sMHMftoMm6/42506sRy80i4YEHw0KFDigUSrHxb69btcODA2twFTjqIgit/JX9pgsFa0OtP5+5XHQ7H3RCEf+HgwQNo27YdAsEA9uzehV27dkCWvXzmuE+ffmjQgNpFV1bsLlPC5gSkHD+GQCCI1DNnIHs0eDzj4fO1h93+JhRlYAkL4Yxwu+5FVNRjPD+YVUHJw84xQXTm/9tkWsu/m83reLtxg0GPG2+8Hd2798xfjETCS1ZWFma9/R/4s7Mx2uNBm4AfbkHERsmIuTYrzskirmc9vHNtkiRkQ0MvShMsVxQQk5BiM3HjJ12PuXPnYLYtgi8yYD3b2fVygmTEj2YLWvsDGO2VebDc16dgji0C3877Eq1ateG1OgkZNepaHDnyDiIiPoTbfTNUNefOg053CsFg8xKfo9efQjB3PyZnv1rYf2AvatWqjdmz30d6+gW+PRCMgmTcj02bNqBXr7648cZbqD52JQmAWUUIlgrBagWzxZrBILtt3RY63XkIgh8Ox8tQVXZxxO4qeKAo/Ur5aRJ8vh4wGHYXCIhV6HSp8Ps751ZDWcdTderVq4cGDeqhfv3e6N69FzXUCHOsooSanYWXs7JQvUB6YFe/D8slE360WtDZ50edYBCxJhMWWCzo0aMX6tW9XHOdlD0KiEnIsTJDt99+D37+6Tu8YDTACgFeTUOQdTPz+3CHy50/c8zqC9zodmO70YBt27aif/+BIR49qSh3Gu688x58/fWXMBiegqo2hKYZYTIvg9vFuuAVxnI+9foUeJzjCm1nnfB8ii83GNZ4a132sxg3VN5ZbMuWr3mqxtixRXOTA/yL1T2nlIvQ5wT/8st8Xp1GVXNSsViBUXahxLrEqWoMoqIehaIM5cEwJ+SlbJW+sFLTzBAEX/6/jcZE6HTpEITDMJke5bWIBwwYhEmTptAFE+Gys7Owd89u3OJ2FwqG84xUvFhjMuE/kfacjGJRh779+mPCxOtDMdywRgExqRC6dOmKDh07Yt/ePbxJw5mjyfi/rEzElPAGUl1T0UjVcPr0yZCMlVRMHTp0xL/+9Tq/UDp16gTS001ITt4B2D6B7BmfG/j4+AIpi+U7nkOcs0AK+bmfongawWBNPjOclfWv3MoAeUQoyjUQxUuIjV2F4cNH8TsUrDTS2rVrcPDgfl59wGaLQr9+fTFo0FCqWhECrEX8e+/NwrlzGXC7p8DnY2XRdDAad8BsXoSIiHfhcs3gs8F+f4f856nButA0gV8s+XwDSvzZBsN+BPjiTS+/OLJaf0JMTC00adIA1ap15J3lWNUIQvKcOXMGqqaisz8nb7godtnU1efDlurVMXLMOHTq1JkWj4cIBcSkwtDr9Hyh1Llz53D+aHKJV9N5FFYaae8efOqYje49+6BDx068tSUJb2x2tl+/AfyLSUragvnzf4ZkTODd6zTNzW+TK75ucLvuLlQf1mz+FTqdALfbjWCwZZFg+DKvdzC/LX7gwH7Isgc//fQdVLURZPlWqKoNXu9hrFy5Bhs2xMFgMMEf8KNWzZro378/unTtTufp38RSIDZsiMXhw0egqhqaNGmMAQMHonWrtryJAbugZu8hWVkvFfodKsogHgDb7S9BkuJyr4I8+Y+zPHK/vyPM5iXw+dj6hMIVIIzGBJ5zrkcmpOiZvIQaKwV5/fU3QK+nj1JS2OnTp7Bp00YcP5rTjfDyfYXi/ILAK47QHc/Qor9iUuGwuosrVizBAYOBFykvKlXU4axOROvMTHgdDnx5YB8a1K2Pex94BBERVMaIXMby8Dp16oo9e3YiLe0i0jPSkbR1C3SiCwbDIV6qTdRdgNm0ireFnjLlFiQlJSEQuJxbXJSmsccE3rls+fKlkOVhkOVbcoslsTliK589dLs1KEpXXm3A6UjGiRNfYsnSJRAFHS+9xBbp9evXD126duMXgyRHXu9UFtzmBb/Jycf4NpvNgrNn2ULImpDlnAWULtcO7N//Pi/BN3HiFGyMj+fNMkq6oGFBLwuMJWktAoHakKQEBHjjjBwez82w2/+FyMj/g9d7Lfz+dhAENyQpHibTejRu3Iy/P1mtVn7xTo1dSEnn78KFP2P9+rWIhoCWiheXjBK2GCVMKNJ8imGfcNtMJnRtk1OlhIQOvQuTCqdp0+aoX6ce5mln8ExWFqK1yzPFbgj4zGZFNVXFEy4nL5F/TKfHLJzBF5/NwcxHnqywrS5JaBiNhvwV/ky3bj2wZPFipKbOyt9Ws2Y9jLluBjp36sKDsOPHj/KANi/ILUinO87D3tRUFpjZcruT5ewnCFmwWd/nTRlcrgfzG4Ww+vs5DUHeQjAYA7//GmRlHUVKypfYtGkTHnjgQRiNOY1DwgUrl8fqsepEPerWrYvdu3cibsMGnD51gudgs5KM6ekXWUVWyDJLexCQmbkVbIJdlvtAlifyn8O+swA3Lm4eL2uWlZkGv398qf+//kBrPgvs9Y6BxfIzAtJ6KMpg/hhLq3E4/gGb7R1YLF/lv5dYLHYMHjwWw4aNoNxgckUbN67nwfBNbg+GKV6+7sWiActNJt5wo0XwcnlR9sn2ldUKjyBgwIBrQjpuQgExqYDYh9Dtd92LD2a9hecEAX29XtQPBnBB1CGeLVgC8JQzJxhmmgUDuMPpwKyUYzh5MgWNGzcJ8SsgFVmb1m35F2vEwCoP2Gw21K1bPz/4YbfBt2xJ4LVlfb7eRZ6twWJZjMjI6khPz4DXy6oLGAqkbOTcine57i3UNS+vIYgsj+d5rA7HCB7I6fVHkJLyNubP/wm33DLtiuNOT0/Htm1beAknNkPJAnvW4SwYDEKWZR5Qs+A/1IqOhwW+25K25jQjMBrQuEkznu60Y8f2/Nq/Op0RwaAPgUA7KMrNPFTw+RKh11+ELHeDLE/l+8ny9TCZluQEsgFWS7o7384WxxmN+7B+/XqIop7XoC6NKOSUSMvJB8+E1foVD6j9/q68AqzZvAVABsaMGc/fS/QGPRo2bESz+OQPnftrV69EP0Xhi+Xy3ODxIFWnw+t2Ozr5ffzOp0sQEW8xIx0ibrp5GmrWzF3cSUKG/sJJhcRuJz/5zAvYuDEWWzdvQqzDAVHTMNTr5W80RfOLO/n9iIKA3bt3UUBM/pDatevwr6KaNGmGLl26Y+fOufB4LvJb7Jpmh053AhbLIhgMuzBlygwsW7a82AwyC8r8ARYkl7yYzudj7aF/hsFwmAdggUBLuN0TsG3bzxg3bgKvXlGUqqr49def+d8CYIamxUAQMrB69Qq+oMvhcEJRWC6sgLZt2/M0kXPnzuDs2bO8Bi7b1rlzN94G+9SpFL4fa2zDgmlWjSGnLJmKevUaoHr1aCiKD4cOHYDX60OtWrX4BzULavfv28v3j46ORtt27YsFiGw1/dq1q7F5cyJ8PjYekc/8nj9/gef6Aqw9sRtYv5a332YtjhWlNyRpE29xzBqk+P1sJjiHogzn7bet1m8RCLTIrw3s9V7HF7eZTCvzA+Kc7X1x4cJstG3bEfv3x8PrHVUoR7zgRYvf34J3kvP7W8Fk2gZJugi7PY7nArdu3RIDBw6ietPkT2N3jbIc2RikKIW2S9DwlNOBDZKEBWYzdhmNkAwS2nXsiNsGDeUXXCT0KCAmFRYLDkaPHsu/Fiz4GYdj1+Fm+fIimII8ECBAw5Ejh/iHMsvvq169ermPmVR+bKb41mm3w27/FfHxi2Gx/Jr7VhmA3R6NKVPuQceOnXHkyGGcO7cDHs+0Am+lAWhq6TVn1fzHLt829fn6Q1V/4Ocum/UtinVSYwvF3O4bcm/tSxDFC7Db/40LFxw8YA8EmkMUs7BvXyz2758LQTDyKhpspnTnzq/w/fds4R+bjWUzyFrua4nKXUCYl6cvombNmsjOZj/z8t8Zmw13OrOhqsHcWW8FZosdkyZO5FUVmEuX0vDOO2/D5WLtZocgEGgCo3Enzp5lgelgPhvOLioYvX4/rNbPYTCwhidjeV1fn79HoWC4YFBsNCbBZFpdqFkGqxVss83lZc7YRQKj5X7v06cPDhz4FFbrl3C7by0wUx+E2fwbzx1nFwXR0ffwmegmTVpg2rTp9H5B/jK2JmDnzh04fPgg/3fxTOGcv7yhioIsUcTGmrXwyr/+U+7jJFdGATGpFFgpo42s448gIqpATjH7aF9uMvOr7qAGCKdPYWXqaSxa9Ct69OiNG264GQZD6G8jk8qFVYKYNOl6jBx5La8m4fV6Ub16DbRq1Rq63CoR/ftfwwNVs3k+ZPkmvo3dxjcY9uVmBxafnTQa9/DvwWCDQrVtc54bKLGxRFxcLDyeiVAUNuOZw2KZx+ssOxwvQdMuB3IsYLZYvoAkbYbLNZ0/xoJnm202b0+dnf1vaJoEu/1VZGWlw+sdx9NC2IwtC2DPn1/If47L9SyCwbq8WUUgsJB3V3M6n0QgwILss1B8i/Htt1/xhhe9evXBvHlfw+WSkJn5MjQtKje15CdezcPjmV7oNbG0CFYLODLyeUjSeuj1ZyE7J5f6u2Bl0yyWbwodUza7ywhCIH8RnkG/ByaTjc9es/ST7777BpK0A4rSmbdjNpl2s3cQXg4v7/Y0q19dl5ofkL8hMTEBv/3yE7w+hS+ik1QNb9vtvNHGPS4XrDnVhfMlGyXEUHpEhUQBMakU2MzZot9+wSKzGdM8bGldjhWSCT9ZzBgpe3Gt18uDZdblLl4y4oekLfApXtx5F8vnJOTPY6WQWApCSWrXro3Jk6/HL7/8BEk6ClkeiGCwDkymDfxWv6KMLPIMN0ymRfD720BVL6dq6A17+feSAjPWNlpVBXi9Q/K3iSLLxd3Ha+kWDIZzH4XHc0vurGocZHkSXyjGgtnIyCd59QsWTOp0F/jisWCwWaFg2ufrjMjIl3jDCY/ndj5r6/d34pUXzOaFcDpbQ1Xr8jbGsApY8NsC1K5dFydOHIXTOTM3GGY5wcf4/4fbfVeJx479DFbijI2T0fjSo9LoIQgsqLgcWBgMe6GqrIyeNfeYnIHZvBH9+g/kqRxs5rpp02aIj9+Aw4eTeeDetGkn9O8/gAJgctVs356E77+fh/6KggmyjBqqyqtGJBklzLNY8G5EBJ51OvLP7gN6PQ7pREyn8moVEgXEpFJgDQ7GTZiEn3/+ER5RwCjZi+hgEL+ZzRgme3FTgVQKlq/Fbk1ZNWDOnl04efIEGjVqHNLxk6pp4MDBfLZn7Zo1SE7+gm/T6QywWr+H3pACxXsNVNXOc4ZNpuUQBBkOB6thm0eBzfob6tZtWGLOqtPJFoCxVIOcwI/R64/y7z7f5fzZwljt4/bQ65Pzt7B0BZZvy5qS8Of6uxQKhi/vVw1e71CYTMvg8bBZb1b5wsTzdm22OTwYV9XafF+W7sDKliUksHs3OvgLlC8TxZyFa+wCoTTBYC0YDGlQ1WowGnYhwNsfF2cw7EQgwHIsc8IKUTzF844VpQ9EMZXPApvNq1CrdnUMHzay0F2lCRNKn3km5O9guf1LfvsV3Xx+3OW+PEnD7kf2ZbPFahBv2O3YZjCiZSCATZKERRYLWrZoiU6dLv+tkIqDAmJSabCWqAaDEcsWL0SiK3cVuQZcW2A1b0E9fQrmw4atWxMpICZlXrWCdUjz+fywWMzYvHkTVq9ejaysxNy9BH5rn82K5lRAYB3RjsJiWQ5JSsfNNz9W4s/O6ViVDUFw8XrGf07hBX+qWoPnz7KOfCzvuDSBQFuI4gKIYkb+TDYrI8eIunP5AXHOY2benCTH5RlcdhHA6HRneJpFSXS6s3xG2evtzRud+Hz9+OK5gvSGnTzHWJbH8eDXaNwOi2UFT59gM+DsS6+X0KtXL1x3HavgUXr+NiFX07FjychwZOFBWS6hOCPQOhBAo0AAH9ls/E+RpWH17NUXEyden592RSoWCohJpcJKYrFb2MnJR5CYuAmHdu4otaMdyzas6/fz0lqElEeXPPbFsI5TrFve2bNnoPgUVI+ugX379mDlypXIzn49/zmtWrXD+PG3o169krvidenSDQsW/MIXleXV3c0LGo3GbfD5+pbwLBkG/b5iKRusSkYwWB06nZcH2KURcsuSFSwbl79NK1hKjv0MhVerYDWE2SI5vz9nUSCbfQ4EWPrIcrhcxQNiNsubk/ZxN88RZlUjIiLehKL0h48vnlMhSVsgGTfzmWGLZSH/ygt+R40ag8zMTF4dg1UKYS20CSkPfr+fV2Fhf89M/SBbbFqyRoEg3DE1cd34yWjZsiVPwSIVFwXEpNJhV9etW7dBVlYmdu3cjmxBRGSBhXYoMF910aBHE3oTIiHAmksUDHRZgNynTz+cOZOau0ivOqKjr1zZgNVIHjJkKFavXgRNE+H1Duc5wT5fu9xavK1497XLVF6mjC0283qvKRQMs7xbltNrMBzgKQde79hSypJt5IsDC/5cto21pS44g2syxfImFf37D+JtlFNSfkJmZov8PGJZnoyIiA9gtX6am8vMfp4KvWE3bNbPoWkmiOJF3jLbYGANOPyw21nt5/X51S0GDZqIXr374ML58zwPmOX/5s0C2+05s9CElAd2h2fDhvVYuWwJ3N7LKXoXRBENeQWW4i4YDKhZqw66dGE1rklFRwExqbRY6auff/oea0wSJsvFC93sMRhwAcD13YuXsiIkFFgA+Wfr244ZMw6qpmHd2kWwWJYCYIFlBjQtgMjIF+D1Dswvu8aqNuh053iKQU6LaR8kKRFm8w8IBhvx2VjWrpoFnlbrZ3C7by/QWISlIazg1SbYgr08BsMWPkPN8ohzZo1VGI0JsFh+40E+a5fOypa9887/ALzAFxeysmss5YIFx0bjZl71grVbZgUSAQdq1qzLyyqeOxfHL3DbtWvLa//Wqs06zWXmdqqrlt8Vji2QIySU1qxZgSVLFuIar4KRXhkxqorHoqKwymzC3W53sf1Pijoc1omY1uNyl0xSsVFATCr1QrtBQ4ZhyeoVsKgahigKX1DH5op3Goz4LCICLZo1R/PmLUM9VEL+MhYcjhs7AYOuGYJt27byBhjs1isrAbd7zy4kbNoEWV7JZ3ubNGmCtLRICMLC3FzbQH65MlaJISLifQiCymsts6BWknbB6+3Oy66ZTLsgCJd4igKbTWazypJ0gOfuapoASdoJUXcakvEk65uHbt16YsLEnEVrbLb76aefxbp1q5GQEAdFWQZB0KFjx0489//SpYu8Ux1bA9C+fUc0alR6I4IaNWqU49El5Pexxa3Lly3BaFnG1AKTLxNlGfOsVkSqKkbLXl5iTcutJvGp3Y46NWvzmvikchA0dh+K/Gk+lweHl+bc2qvoWA1Rm02Cy6UgGCw537ayYqcva9oRF7cOZgioq6rIEEVkQkPrFq0x/c57eOBc1qryMa4o6BiX/jeQ0yrZyDutsX8fOnwQ58+d4/9u06Ytz23evDmBd6Vjs66sU12zZs2xfftWHDh4BGqQNahoiO7du+PcuVRs3bqDLxCsU6cW+vbtj0DAzxsPsAV01apVR+/efUrtrsVW37OUEKNkpHbHJaDzuPId43Xr1mDZwl/xTkYGbAUWj7L/WmIy82pH7F5GfVWFS6dDGjQ0rN8Ad894EJGRkaiKdJXkPG41ZjCMtj8WA1BA/BdRQFyxpKenY8uWBL7QhgXAXbt2L7WyBFtkx7qCscURtevUQZPGzfiM2d8RDsc41OgYlz06xmWPjnHlOcaZmRl8AfeWLZvhTT6Cf2VmlLgfaxj1QrUoWGvXzS2r1hnNm7f6258rFZmuCgbEdPlOqgR2y5a1eL4SVhZr/vwfsGPbVgQLLMKrW6s2pt40jXetIoQQEt48Hg9+/OEb7N69KzcJArBpain9J3MeY7XVOnfq/LufQ6TiooCYhIVAMIiPP3ofqSnHcb3bzTsLWaDhgMGABUEVs99/Fw8/+kSpt4EJIYRUfT6fDx++/w4yzp7BNLcLfRQfzup0eDXSztemdPP7ij2HNd9wQUMnyheu1Eq62CGkytm9aweOpRzD445sjFK8PA+Mnfzt/X48nZ2F2n4fbw1NCCEkfLH0iDNnU/F0VhZfqG2GhmbBANr6A/jCasEh/eV5RDZ3vF+vx1cREWjbui3qUVvwSo1miElY2LxpI1oHVLQKsFX3hbFWCmM8Hsw5loxLl9J4y1dCCCHhZ3P8BnTxB9CoSG3hB5xOvGOP4O2YGwSCqBcM4IzBiNOigGZNmmLa9LtCNmZydVBATMJCetpF9PErpT5eNzdQXrx4IerWq4dOHTvzDliEEEKqfs7wjh3b+OLsC2kX0DHgL7YPu6v4vMOBNZIJ37HKRQ0boUatWhjdsw+v5MLKI5LKjQJiEhZMJjOycov8F7VaMuEniwWCBpzZtR2Hd+3AsqWL0L5dB0y77U5qC0sIIVUQq7G1fv0aLFuyEGowyFve6DQNy81mpOl0uNvlhqlAmTX2CRLDZo4F4LY77kHNmqzZDKkqKCAmYaFTtx5Ye/ECbnR7EFHgDS5WkvCt1YKhXgXXyTKqaSrY3ECSUcK8/fsw95MP8eDMx+jqnxBCqpiNG9dj4cJfMEL2YozXi8jc9/9Eo4RvLBZ8YLPhCZeTxb8c++SINZtRt3YdxMRQMFzV0KI6EhZYcwG9yYR3IyORLuSc9uyN71ezGX0VBdM8bh4MI7eRbV+fggedDiQfS8ahQwdDPHpCCCFXE2s8s3zJYt6K+WbZw4PhvPf/AT4F97ld2Gc05C+iY7UlfjabsVuvx/CRo6t0jeFwRTPEJCzY7Xbc98DD+GTO+3hKJ6JtIABFAxyiyFtulqSd348GqoatWzbzHDFCCCFVw4EDe+FRZIz2Xm7FXFBnvx8xQRUf22xoEQjggFGCG8DYsRN44ydS9VBATMIG61z3z5f+jaSkLTiwfy+yL10C0i6gbpHVxHnYBEA9vw+79+/Fm6+9ghq166Bv3wFo1aoNzQ4QQkgl5nBkQw8BtdSSu6yxt/iGwQAOR1VDdt166NmgEb/TSHnDVRcFxCSssAVyAwZcw7/27NmNzz6bgwuiiDqlvCmyguwmr4zWJx04fP48Ptq9E507deEldvQ6XbmPnxBCyN9ns0UgAA2XRBE1Snj/Z/nC5/VGtG7bHtOm3R6SMZLyRTnEJGyxNAiLZMYqk7nEx5P1epzS6zHN7eE5xq9mZuBBpwt7d+/CksULy328hBBCro527TrAZJCwSiq5itABvR5nRKB7j57lPjYSGhQQk7BlMBgw4toxWG+S8IvZDHfuWmI2V7DTYMD7NhuaBgLolNuqkz3aw+/DaNmDhPhYeL0l5x4TQgip2CRJwrCRo7DKbMJCkxlygff/7QYjPrRHomnjJmjdqk2oh0rKCaVMkLA2aNBQKIqCZSuWYqXZgrqahkxNQ7YooLU/gAddLhRNjBioKFjs9yM+fgOaNWuOunXrwWIpeZaZEEJI+VNVDampp+HxyKhevQaioqKK7TNs2Cj4fD4sXL0Syyy57/+CgCxoaNm8Be64614quRlGBE1jpanJn+VzeXB46XpUBjqdCJtNgsulIBgsOVc23GVnZyMpKRGXLl3Cvr270SwjHY+4XPn1JwvyQsB90dXy/y0ZjOjdtx9uvPEGBIMCHeMyQudx2aNjXPboGJctFtEkJW3GmpXLceFSWv72Nq3bYuz4SahXt16x52RlZWHr1kTeqc5sNqFLl+5o1KhROY+8ctFVkvO41ZjBMNosf2hfmiEmBEBkZCSGDRvJ/3uez4fT27fyRRUlBcSHDDl/Nvc6XagbDGKbZMTquFicPpGCBx9+HHo9q2RJCCGkvK1YsRQrVixBd58ft3llVFM1HNXrseLgAcw6dhQzH3kCDRo0LPQcNns8YsSokI2ZVAyUQ0xIEX37DcAFAJuMUrHHWDbxIrMZjQMB9Pb70EgNYrIs49nsbJw+eRLr168NyZgJISTcnT9/ngfDEz0yHnI50S4Q4GU1B/oUvJiZidqKFz98N4/PIhNSFAXEhBTRtGlz9OzZG5/brPjObMFZUQeWPLHDYMRrdjtO6/S4xe0pNHvcOBhAb8WL+A2xoCwkQggpfwkJ8YiAUGKzDRM0THK7kXo2FadOnQjJ+EjFRikThBTB1lDcdNM0REdXR9z6tVilXK4mUSsQxDMOB5oHA8Wexx7bmJ2Nt974FwySEW3adUCfPv15lzxCCCFXVyAYwK6dO7Bt6xY4HVnIzMpC7YC/1P3b+3MeO3v2DG/UREhBFBATUgJRFHHttddh6NCROHY8GW6XC/PmfYHRirdYMMzmg380W7DCbEKUqqLZiRR4RAGrT57E2tUrccfd9/IFHYQQQq4Op9OJObNnIfXcGbQKqmju9+OMXsfrx//bbscTThciNLXYgmhGr6fQhxRHZwUhV2A0GvKD2YT4Ddh0NBnXKEqhfdZJEg+Gb3J7MFzx5uchueDGx/YIfP7pHDzz3IuoUaNGCF4BIYRULSwr7fO5H8Fx7ixeznbwlLU8x3R6zIqwYbbNhmedjkLPS5Ak6AQRLVu2CsGoSUVHOcSE/EGDhgzHEZ2IxSYznxVm2PzDCpMZvRUFIwsEw4wNGh5yOGEIBBAfHxeiURNCSNVy4sRxHD+RgjudhYNhplkwgOluD68GlKLTFwqUf7Va0blrN0RGFq9JTAjNEBPyB3Xs2AmjRl2HX1YswSazGd29MrIFEWk6EXe6C88a55GgoacsI2nLZhiNRt4dj7UMZc08CCGE/DFutws7d+7gNeNTUo4jEgI65uYEF9XF74NV1fCF1YJuPj+OGg3Yq9ejSaNGmDr15nIfO6kcKCAm5E+49tox/Hbbxg2xiD96BP5gEJA9sKslV5bYZjDy23SKx40tq1ZA0TQsWbIQrVu0xrTb74LNZiv310AIIZUpPYKVUluzegW0oAo76ySnqagdCJZ6i5ttZ++saVYb1th1PF3tpn4D0b17T8ofJqWiM4OQP4m1a2ZfDJuteOnF53DEoEc9JVhovz0GA89jY7MVUzwyr4cZyA2Sv00+jI8+eBePPvEMnzUmhBBS3PLli7Fy5TJcJ8sY4VVg11QskUxYYLHAIYj830VlCiIuiSImj5+Efv0GhGTcpPKhHGJC/maHu/btO2K5xQp3gcrEbL54vtmCVoEAHnK5eDCcdwXKGno8kZ3NV0fv3Lk9hKMnhJCKy+VyYc3qlRgry5giy/nB7yBF4cHLIhOrLlyYlts8SWfQo0ePniEZN6mcKCAm5G8aN34iXCYT/l2tGhINRrCWHSxf7bRexwvEl/RHxhaCtA8EsSF2LZKStmDHju1wOl0hGD0hhFRMO3dug6CqfGYYRRYsT/V4sMZswhyrFcd1esgQ+MK5D202rDdJuOHGm2A2m0M2dlL5UMoEIX9TzZq18NiTz+KXn77FnOTkQo/VDxROoyj0mN+Pg6mp+OabL/m/daIOPXr0wqTJUyFJxdtGE0JIOMnKygKrB1G0njDDSlyaNA1fW63YUuD9MtoehWnjJ2Lo0GvgcpW82JmQklBATMhVUKdOHTz7/PNITj6B1NRUZGSkY/HiBbwCRXSg+Js5c0EnIiYYxCuObHgFEQlGI37bshlpFy/ggZmPQl+gZBAhhIQbq9WGbIDP/l4udnlZX5+C+TYr2nfphg4dOvGuoM2atYDBQO+d5M+jlAlCrnJg3LVrNwwdOhw1qlXHqgI1iwtKE0XsNhgxTPGCzW1EaiquVbx4wpGNYynHsGP7thCMnhBCKo4uXbrxhcgbSrljlmSUwFpvDBs2Ct269UCLFq14l1FC/go6cwgpA4Ig4NrrxmG70YDvzRa4Ciy4Y3lu/42wI1pV0U/xFXpey0BObnFc7Fps3ZrI84svXUoLwSsghJCy4/V6sWv3TiQmJiA5+Qg0Vl+tiGrVqqFPn36Yb7UiVpKQV3WYJaKx9Rpf2Gxo364D6tevX+7jJ1UP3VcgpIywmpculxuLFv6C9WYzGqtBOAUR5wWgZlDFU05HsduA6azRB0unOJOKb7/9Kn9729ZtcePN06jDEiGkUlNVFcuWLeYLipUCjTViqlXHxOtv4I2LCpp8/Q3wBwL4MikRv1htqK0GkSbqkAUN7du2x23T7wrBqyBVkaCVdFlGfpfP5cHhpetRGeh0Imw2iS8wCAZLzmclZXeMnU4HtmxJxPnz5+DzKdi9eyeecjjQLlC45Sjrevd/djtUAbxucXefj4fLSUYjfrVZoatWnS/eC9dmHnQelz06xmUv3I/x99/Pw9bEBFwryxisKKimqjiu12OhxYL9egPuvuc+XsqyKPb+ye6asdrv7D2QTTg0aNCwxP+PcD/G5UFXSY5xqzGDYbRZ/tC+NENMSBmLiLBj2LAR/L/Z9eerr7yADT4f2rkKl1lbZjJBFgS8mp2N6gVWVQ/wKWid5ceLELB+/VqMHTu+3F8DIYT8XadOneQpEne43bhGuVwBokUggMcdDrwbYcev839A27bti+UC165dB+PGTQzBqEm4oBxiQso5t3jo8GuxxWjEUpOZLxjJy4ljC0cGKkqhYDhPjKqivywjMWFDibl2hBBS0bD3qkOHDmLx4t+wcOEC3rY+ml3kFwiGCwYj4z0epGdl4siRwyEZLwlvNENMSDnr27c/L8s2f80KrLZY0Fbx8txiWRT4TElpmgUCWO3x8MUoVHCeEFKRnT9/Hl/MnYPzaRcQBYEHG5egQVI1HNTri6WMMU2DAR4Y5ywkbhOScZPwRQExIeVMEMDTHlh5tk2bNuJs6imIog5IOYYs8XI1iqKyRRECBBiMhnIdLyGE/Bksz3f2e/+DzeXCc04Hr57D3tlSRR2+s1h4asQ/HA40CRYOitnEALs/ZjKZQjZ2Er4oICYkROrVq4+pU2/K//ecj95H3IH9fKFJ0Vwm9iGxwWLhi02oYQchpCLbsCEWfrcbz2Rl8RrreeqrQTzqcuJleyQWmU14pMg6ivWSBINOjzZt2oZg1CTc0ScrIRXE0GEj8cGhA/jKasVNbg9MuSXZWJemb60WnBUETBk6vNjz/H4/tm9PwpaEeGRlZsBitaJrj97o3acvrBZrCF4JISScJSUmoK8sFwqG8xhZIw3Fi3kWK5wQEAGNX/BvNRixyGJBv34DeIc6QsobBcSEVBAtWrTEzTffhh+//wZbJRPa+xQeEu81SgiIIm695TY0bdqs0HPcbhc+/GAWUs+mokMggDZ+Py7pdFh27hzi1q3GAzMfR+3atUP2mggh4cfhcqKeypYKl6xeMAhNAN6221EnGMAxScIFAJ07dcH4CZPKdayE5KGAmJAKpFevPjwwTkiIR8qxo3zbNc1b8oV4rGtTUd98/QWyzp7BK1nZaFTgAyhD8OB/qoZPPnoP/3jxVeh1unJ9HYSQ8BVhteK8LJf6+Pnc9yNDm7Y47/OhYUxNTO3TD82ateBrLAgJBQqICalgoqOr47rrfr/W8IULF3Dg0AHMcLkLBcP8Z2gq7nNk458isHfPbnTp0rUMR0wICQeKouDIkUP8e0xMDBo2bFJiANutZx/Er1+DsbLMUyIKYsvo1pgtaNO6Le67f2b5DZ6Q30EBMSGV1IED+2CAgB6+4jU9mQZqEA1VDfsP7KWAmBDylwWDQSxfvgQbYtdB8fvyt9etVRuTrr+J39UqaNCgIUhK3IS3oqJwh9OJxrnVJC6KIr632nBWr8fMUWPK/XUQciUUEBNSSbHFdBIrw3aFfayqioC/9NrGhBByJawP0PffzcP2bVt4u2XWYS5S1ZBs0GNRIIiPPnwP9z8wEy1atMp/TlRUFB6Y+Rg+++RDvCwKqMXSI1jZNQBmyYS7pt+FJk2ahvR1EVIUBcSEVFJ16tSFCypOirpiKROMBwKO6/UYWqfO73aTYh30CCEkT05HTAEpKceQtG0L7na50b/A3aj2fj9a+bPxX3skfvnpezzzj5cLpU+wspLPv/gq9u/fh+TkwwgGVQxo2BBdu3aH0chqTRBSsVBATEgl1bZtO0RF2DE/EMCjDkehP2b2UbbIbEZAENC7d99iz3U4HIiLW4+tifFwuFywSGZ069kLgwYNRY0aNcr1dRBCKgafz4+EhI1I2BiLC5fSYNAZYLNHIEYD+paQmsVmfcd53Hjr4gWcOHG82KyvTqdDx46d+BchFR0FxIRUUuzD5sZbpuPTj2fj9cgojPZ40DAYQJooYo3JjB1GAyaMn4TIyKhCz7t48QI+mPU/+Fwu9JNlnmt8UZaxcWMctm3ZjPsefASNGzcJ2esihJQ/1hL+ow/exenTp9Dd58O1fh9cgojFAT9fp1C0WVAe1oWOSUu7SGkQpFKjgJiQSox1dLr/wUewZOGveP/0yfztMdHVMW3MOHTv3rPQ/uwu6JeffQKL04lXsrIQVaBw/nWyF29HRuKzTz/CS6+8Br2e3h4ICRcLF/6C86dP4YXs7EItlQ/o9cgSSguHAYeY85gkSeUyTkLKCn3iEVLJsRXejz35LM6fP4+srExYrVbUr9+gxLzg48eP4sz5s3jS6SgUDDNmaHxF+D90Ir766jNkZ2QgGAigToOGvHsUzf4QUjVkZWXx1IiD+/dBDQQQU6cO9u7ZhfEeT6FgmOnm9+Ebi5XfeYpRi3eei5MkSAYDWrVqU46vgJCrjwJiQqoI1pHu97rSJScfgQ0C2ube5iyqrhpEvUAQ+/bsQk9FgVkD9p0/i6SkRAwcOBiTJk2lwvmEVGIHDuzHF599DCEQQBfFy//Gt58/y+sD9ywhT7iv4sNisxmzbBF41OVEjdygmK1T2GKUsMxswTUDBsNkMoXg1RBy9VBATEgYUdUgRAil5gMyBmjopSi41+3OeY7HjXWShG82rOfF+FlgTAipfNLS0vD53Dlo5/VihtMJS27TjE5+H96NiIC+cA+N/DtHjzuceM1ux1ORUbxFfGQwiKOShHMC0LVLV4y5blz5vxhCrjIKiAkJI40aNcFKqDiu06NpkVujTLog4qROjwHK5ZkiFjwPUxRewm31yuU4d+4szpw6BZ1eh9btOqBP736w2+3l/EoIIVcSCAawe9dObNu6BS5HNuxRUWBzu8ZgAPc7nZAKdJBrHAhC1ICdRgP/Wy+qvhqEhdUTbtQEMsspVry8KceUvgOo3TKpMiggJiTMFuFVj6qG74MqnszOLvShyMLjb60WmDSN3yYtihXkT3A5sS8hHh0VBYogYPWJE1izajnuvPs+3oqVEBJ6rKzinNmz+HqBlkEVTfx+pBoNOCaKiFRV+NkiuAL7s/UELFeYpUZ08vuL5QovNZmRAeD2yTegUaNG5f56CCkPlT4gfvHFF+Hz+fDGG29ccb+PPvoI7777brHthw8fLsPREVKxiKKIabffjY9mv4t/6qphmNuD+sEALup0WC2ZcFanw0yXi98mLSpCzdn2gMOB1rk5yC648ak9Ap998hGeee5FnlJBCAkdVknm87kfwXX+HF7OduS3TYYHSNbpeWrEHJsNT7qchZ53i9uD/7Pb8aI9EkMVL9r6/bzs2gazCfv0eowaNYaCYVKlVdqAWFVVHuD++OOPmDhx4u/uzwLf8ePH46mnniqX8RFSUbFqEY898SxWrliKH3fvQpBXmxBgNZvR0OVCV3/x2WHmkEEPQQNqBy/PHtmg4QGHE09E6/H99/PgdbuRkZkOi8mMLj16YcCAQbyNKyHk6gsEAkhK2oKE+A28DrBkNKJR02ZIOXkCjzudl4PhXC2CAdzmduOjCBtOiTo0LNDhks0SD/F68bPVgtX2SCzJfR9oULc+pg8fyTvMEVKVVcqA+NixY3j++edx8uRJ1K1b9w8958iRI5g6dSrNYBGS2/b59jvugSzLcLFOdVYLDh7Yj3nzvsB+vR7tilShcEHAcpMZnf2+YuXaWOqEoKpIOZqMbn4/+gUCuCQ6sGnNKmzaGMfrJDdq1LicXyEhVb+RxpwP30PKyRR0DgTQ2+dHliAgweG44qJZlhphUTXsMBrR0CsX+huPs1rQsX0nTJt+FxyObBgMBkRGRpbL6yEk1CplQJyYmIhmzZph9uzZePTRR393f5ZSceLECTRtenXrqOp0V3rbqThEUSjwvXKMubKprMfYZrPyL6Z79x5I2roZ7x4+jOs8Ht6q1aRq2Gs0YqHZDJcgYKrHU+xnzLVawV71q9nZqFdgxmmyx4N3IiN5J72X/+81pKdfgtvtht0eiVq1aoXNMa5M6BhX3GPscjl5rXHWoZLVGV/w63ycP3kCL2Q70LzATPBkWcZsmw2zrTa8mZ2NyCIXsOxD36xp2GcwoB/7G9eAvQYDFlmt8JgtmDBpMsxmCWZzTVRWdB6XPbEKHmNB01jGUeU1bdo01KtX74o5xAcOHOBpFVOmTMG2bdugKAp69OjB0ydq1vxrf/R+j4xzGzb/jZETUvEoig/z58/HhthY+AJs6U0O9nY3xiNjcoEZJeasqMM/oiIxw+XmAXRRF0URT0dFoVpkFDKzs/K3N2vSFJOnXo+2baiYPyFXkpWVzVMDk7ZuQSCYc8FpkUzwKgqud7txreIt9hw22/tYVBTGeb0YW+RvllWSebJaFERRh2CBC9i2rVvj1unTUbdOnXJ4VYSUj7oD+0BvMVfOGeLU1FQMHTq01Mc3b96M6OjoP/UzWboEY2bFxWfNQnp6Ot5++23cdttt+O233/5SQXFN1eByFQ8AKiJ2BWexGOHx+KDmLowiV1dVOsYTJkzByJFjcPRoMoLBAOrUqYfFixYgcfdOjPR6ed5wnv0GA3Qa0KOEYJipqapoFgggLTMDj7ndqBkMIlWnx8qjR/G/N/+Lu2fcjw4dOobdMa6o6BhXrGPMqkW8/d/X4cvMxGS3m1eAYClKC8w+7DEa0ddXcr4/+xvtGPDzWeCCATH7f1tkNsNoMOL5f76CM2dS+d943br1ULNmzl2byvK5diV0Hpc9sZIc4z8ztgoXELNbqcuWLSv18b+SzzRhwgQMHDiwUCDdokULvm3dunUYPXr0XxprsMDioopNzD8xKs+YK5uqdYyNRglt27bP//eY68bjncOH8Fo1YJzLxT+YvYLAP3DF33kjMasamqsB/hymjupD12wf3o+w49t5X2Di5KnYs3s3ZI8H0TVi0LdvXzRs2KSE2qZV6xhXTHSMQ3WMs7NZO+VNOJFynJ/7TZu1wPnzZ6FkZuLFrMxCpdBYvjALiKUr3OBl5ROT9SJOijrUVlWk6nRYYTYhyWjE1IlTEBkZxb/yVK3fN53HZU+scse4wgXELImf5QdfbUVnlVmqBFv9znKyCCFXxmaPHnnsKcz/4VvMSTmWv10niLxKxRG9Hq1KaActQ0CyXo/R3sK3dXWs2YfswR69HvPmfYlmQRXRwQCOGo1ITIxHt249cPMt06HXsT0Jqdq2bduK7779GnpVRVufjzfQWHXoIAKaxu++FK0L3DD3b22PwYCeJVSFYY/uNUrwGg14Kepyfmc1eySmjZ+E7t17lsOrIqRyqXABcVl45513sGLFCv4l5E47sdSMzMxMNG/ePNTDI6RSqF27DmY++iTOnz/Hb7Xq9Ho0a9ocs955Ez+X0OiD/devZjMCglCo8x3D5oq/tVgRpap4xOlEo9xcRvaxn2CU8MX2bYiw2TFy1GgcOnSQ5/3XrBmDzp07lPvrJqQssdSkb+Z9iX6KFze7PfntlFke8Fc2K7YZJRz3KoU6S7LOcS39ASwwm3m94IJpTAyrCOMQgCcfeZIvZGUL8thi1ubNW/Ba5ISQMAmIWVWJbLa6NjISRqMRw4cPx2effYaXX34Zt99+Oy5duoTXXnsNXbt2xYABA0I9XEIqXWDMvvLcPO12fPTBLLwSFYWRsgdN/AGk60SsNplxwKDHNLcb0UVWum83GHFOr8MrWdn5wTDDPqr7+xSkeUQsjluHTfFx8BcIBGrViMHkqTeiVSvqikeqhrWrV6CBquJOt7vQWn0W5N7rcuF5eySWm0140OUq9Lzb3W68zBppREVitCyjhT8Ah05ErGTCdqMBI0eORoMGDcv99RBSWVXJS8WdO3eif//+/DvTvn17fPrpp7w5x6RJk/DQQw+hTZs2mDNnTv6MMSHkr2napBlPp4hq2w5fWG38A3pWRAQu5i7SaRK4HPDm2SYZ0TQQKBQM52FzXal6HVgBnNEuJ97OzMLnGRl4zuFAjfPnMOej2Th48ADvyHXu3FmkpBznF8CEVKRJmVOnTvJa+ey/S99PwYFDB3GN7Cnxw5jNWA1SFOwwGFH0L6W2GoRFFKBVr4HvbBF4KSoS/4uIQGrdurj55tswevTYq/66CKnKKv0M8bx584pt69WrV7GWzH369OFfhJCrj9VFvff+mTwwzcrKhNlsQfXq1fH6v1/GpxrwZFYWqheYJc4SRFQrkheZh+Ucbzcai5VyYznKjzsc+J/dju+++QImyYyL6Wn8MQEC2rVth+vGTeRNRwgJBRbgLlu2GImb4iHnnrtmo4RefftjzJixfLFqQV4v20dDdCl/Cwz7OwkKgA9Cfkt1ds9knsWKbAh44q57ERUVjYyMdEiShFq1apewIJUQUuUDYkJIxcHSlApWgplx30OY/d7beEYQ0N2noFZu2bWjBj3PH2ZhQNGZsThJQs2git4llHJjS+zGezx4Xa9HrcwsTPPKiAqq/Oet3L8P7x5NxsxHnuABOiHlic0Ef/jBLJw9eQJDZQ+6+3KqqrD0hTWx63Dy+DE8MPMxmM2Xy3xarFaYDBKO6WV0ya3CUtQxvR6iBrwWFYXOihcKBGw1m8Huidx40635aREREbZyeqWEVE1VMmWCEFJxqlM8/Y8Xce3YCTjVoCHW14hBWuMmGDJkBLJEEZuKzJgxF0Udmgf8pb45sbrGzEBFQQe/Hw3UIAYrCl7KzERNrxc/fPt1Gb8qQorbsGE9Tp88gaezszFVlvkiOPZ1vSzzbadPnURc3LpCz2FVVHr07oNYs4XfNSkqXRQRbzajY5duiGzfARtjamF77dpo06cfnn7mefTu3bccXyEhVRvNEBNCypTVYsWwYSP4V0FOpwNfJm3BJVnEYK/CW8ye1OlxQSfymeDSZOeukmd1Vgtit5Mnul2YdTaV5282bNioxOf7fH4cOLgPTocDERERvN4yW3xLyF/FTsVNcbHorXjRrMAi0DxsG3ts04ZYjBgxqtBjw4aNxJ6dO/AaNExxutAlt4waqy7xs80Kc2Qkpky5gZ+rhJCyQwExISQkbrrpVthsEVi2YT0Wms18RpilUJhNZhzyyrggiqhVQm7lekmCpGpoX8It5o6521hZuKIBMQta2CzeiqWL4VFkHnSzhUpmScKIUddh8OBhlHtJ/hJZ9iDDkYX2uWkSJeno8yPekc33tdsvt5Jl9fAffuwpfPfNl/iwQI1vpmXzVrj51ukUDBNSDiggJoSEhE6nw4QJk/iM2YED++D1elG9eg00adIE/3nt/zBLA2ZmZ6FOblDM/pelWCw1mTHaK+cvMCqI5Vfm/eyi1q5dhcWLF2CQV8G1XpkH2xdFEStNZixc+AvPAWVNgTZv3oT0CxdgsljQsXM3dO/egy9WIlULu0BKTj6EzQmbkJF2kf++O3ftjm7duhdb/PZ79Pqc800RS7+iYp0dc/Yt/rFbo0YNPPzokzh79gxSUlJyOtU1bY7atWv/6ddFCPlrKCAmhISUxWIp1jnrvgcfxZzZ7+I5AWgdCCIqGMAxSQKrKcHCiiF8dX5xCZIRoiCiZcvWhba7XC4sX7YIo2QvbpQ9+dtrqiqmedyQNBXLly/mIXYdDWjmU5Cl02H+kUNYvWIp7n/oUd5WPj09PacpiU6HJk2a8rGTik1VVRw/fgxut4u3Km7UqAmCwQC++mIu9uzbjboa0NSnIFOnww9HDmHV8iX8983y3/8oFkA3bdwEm48dwzVFmtDkSTCZ0aRRE0jS5UV1RdWtW49/EULKHwXEhJAKhwWfz73wCnbs2Ibdu3ciTZbRrFYtTO/fF7Pfex9zIyLwsMNRaJY4RafHL1YbOnfuym9DF7RtWxIQVIu1kM7jgcBX8s9wuXgr3Lx5Ppa2wWaqZ7//Ni/ndujIofznGHR69OrTD+PHT8rPQQ4EA1CDGm9BT+kX5SsQDEINBmEwGPOPfWJiAlYuXczTGfLUrB6D6JgYHD10EA86Xehe4Pd9Pvf3PefD9/CPF14pcTa3NIOGDMfnJ1Ly72Dk/Ux2hi6XTDikF3HH0OFX8yUTQq4iCogJIRUSCzLZKvq8lfQ6nQibTcKM+x/CnA/fxxN6Pfp4vbx821GjAbv1ejRq0ABTb7i52M/KyLiEGAD2Ih3z8lrkbjKZME6W0St3QVMellZxq8OBt1gAnJ2NuzwedPL7oQg5LaaXxW/AuTOpGHDNYMTHrcfR3BzQWjVqov81g9C33wDodfQ2W5aOHDmM9etW5zRrYTV97VHoO/Aa3nRp8eLf0MvnwwjZi5qs5J9eh+X+APakp6GHoqBHkd93bVXFQ9nZeF4Adu3aUezOxZV06tQFI0aMxvxVy7DJbEYPr8y3J5nMOCsAI0Zci86dulz1108IuTronZoQUqm0aNESzzz3IuLjN2DX9q1QFB+iq1fHDf0HokePXnx2tiiTyQRHbkODom96e41G+IWcjmAl2WiSeCD9YrbjckCtAeO9MtoE/Hgt5RiOpRxDy6CK6V4ZBg3Y7TuDBb/8hP1792Dy9TciISEeO7dtheyVUS0qGr37DUCfPv34uPiP0wC/3w+DQR/W3TNLOg5s2/79e7AxLhYnTx7nSTPNW7TCwGsG48KFc/j55x/RSNVwsyzDqmk4oChYsWQhXzDJAuGbC6TItAkE0NrpwMdWK3YbjFDggVQkF72eGkSLoIo9u3f9qYCYYc03WrZsiY0b4rDu6BG+rWmzFph0zSC0aNHqqhwjQkjZoICYEFLpsC5448dP5F9/BEujWLlyGZKMEvoUafjhZXGXBkSUMnvMnjPZ4ylxdjlvodSNbg9GKZfTMfr7FOzX6/H2kUP4zxuvQgqq6CvLvCPZCbcHi3/7BYmbNuLOe+7Htm1bkbhpAxxuF89N7tSxC4YMHZ7fcMHpdOL06VM8QGzYsCGs1srbgCEYDPJW216vzBdQ5nUVZPm9sbHrCx+HTl0xZMgwnvYQHx+HpqqKMV6FB7pJe3dj9r7d/Lks6L1JZkkvOVh3Q7OqYV3urH9RbL+JsoxEo4Qko5H/roqKDAbgKiW95vewwJeCX0IqHwqICSFVHluo1L5te3x9YD+sTpU39MiNg8GzPYWcjmAtcpt+5Lmk0yHAF/YVry3LrJFMaBgIYGSBYDhPu0AA13gVbJQkvJGZiYi8mUjFi7Oijted/d+b/wYCAfTzennDkUxRxIad2/DO7p248aZbcOjQQezauQNBNZjfyKFrtx6YOPF66PUG7Ny5Dbt37YDi9aJGzVro27cfGjZs8ofyl1k95rS0C/y/2QKygjPrmqbh4sWLUBQvoqKqFSr7xR47duwoLl1K4wvE2rRpmz/TzVp3syodx9jsqKahcdPm6Nu3P/8ZrOTd2lXLke1y5v+shvUbYtiIUVi04Bc4MzMKH4cdSfjfjm08DeIOt7vQYrVxXhmLTWb8ajHzWXqhhAuVhsEAbCVUIslLhamuqjivK94Mgx3po0YJ7WvW/P2DSAipMiggJoSEhWnT78LcTz7E28eSeWWBun4fzusNSBUFSDo9frNY8LjDUagpiDG3+YeTldPKiUkLOaLX4zqvt1hAlqeHT8E6kwSHKCIiN6hl6qpBRAUCcKoqXnA4EFOg3vIor4zZtgjecc8CAde73ejm9/HQjjVrWLJ1C06mpEBRZGQ5HLwKR41gAEePH0Vi4ib07NkbN954a4ml5xhWXm758qXYvGkD5NxA3mqyoE//ARg9+jokbtmFRQt+w9nz5/hjAgR0aN8RY8aOR2ZmJn756TukZaRfPkZ6A8+hrlevPr779ivogira5866bjiajLWrV6BVm7a8tF5/ReEVQthM+XG9HktPnsCXn38Cuwb8Kzur0HEY6ZXxSFQ1tAz4i1VuYMd7rFfGTtYWWTIVa3vMlji6BJEfs5J+N+zyxiUIPL2lqFhJQhY09OnTv5TfKiGkKqKAmBASFtgs5oMzH+OLsLZuTYQjOwu17JG4rmcvaKqGTz/5EP+z23Gdx8NnKVlr6Q2SBB1r6CFJ+U0/CmLxlFikY15BefOPRfc4K4pI1esxw+UuFATmvSnXCAahV/X4h+NyHWaGVS/o4PPhFU0Da+3wesE6zW43r9P8xdZE2O1RGDt2fImzwh9+8C7OnDyBIbKMbr6cRWVJshfr16zCzh3bkZ5xCR0COS2Hq6kajul1WLl3N94+dAC+QABtA37c7fHw2fRMQUSsScLStat4nejePh9uc7lhyX3FMtz4wWpB3P59PKi9w+POH0tXvw8xzgD+GRWFqe7ix8EtiPCIAvoqhRe+5WGBLnvsO4uF/38XnOtl3d7WmiQc1utLnN3fzvKHRQF7jEa0CvjRNHdWer1kwgqzCf36DkD9+vVL+a0SQqoiCogJIWGD5eG2atWafxU1474HseDnH/Fm2sX8bSaDhNYtW2Lb/r1YIZkwQvHmB15sXpgtyEqSjBhdQspEXuBlU1XUKjA7zCTnpid0LyF/le25WTJioKIUCobzNFCD6K0o2Gc08KoIedi4BvgUnJdFrIlbh+HDR+anMuSJi1uL0ydP4NnsbDQv0GK4hRzgFwEfaRoPulkwnDez2jgY4IHnv+12pItioVn06pqKybKMfQYDD2DvcbkKzbCzsnjT3W6k6HT8uUUd/53jwBRd9FaQpGnQhJymLQV/elu/H9WCKubYbHja4eQz8nmO6fSYFxGBBnXrwakoeCM97fJ4jRJGDRmOUaNGl/r/SQipmiggJoQQVoGgdVu0fv4VpKQcQ3r6JR5MssDZYJB4h7sf1q7CGqsFHb0KL7u2QzLBJwhwiCq/zV60SsVRnR7rTSYM9npRtO4FD/G0wkFcHqcgwiWKfCa2NCw/Od4kgVXQLRowsnEs9ftw6PDBQmW+WO7vpg2x6K14CwXDeU7qdTBrGsbLxVNAWGB7vezBOxEROKHTo1mB57NQ85ROjykeT6FgOA97jYMVBV9ZrTxfu2Dt6CsdhyhNhV1VeTUIVuquJLuMBr5P0f9fVk/YpxOhGiX8QxTRPhBAbX8AqUYjDulENKxXH/c9+DAsFhuOHz+KjIx0mExmtGrV6k93qSOEVA0UEBNCSK6clrnN+FdB48ZN5HVmWbWDwydPQKfTo1/b9ujXrz/Wrl2NL+PjsFOS0Ef28vxVltu6WTJBhQYWyhXNZW0QCPINOw3GYrVw8/KWWQ5saVj+K/uhuhJmT1ldZoYttCvI43Ej05GNTr6Sg8uTOj0PwkubkeULETXglF5XKCBmQXlQAKpdIXUkf0yCwIPuPE39gVKPAwty+ykK1pjMfLaczVQXxKp47DQa+WjfiIzCAF52TcUBvQEbzWZExsTg/gcfxeHDB7FtayL2OxyIjKqG2/r0RafOXfLrQzdr1px/EULCGwXEhBDyBzRq1Jh/FTVlyo1o2LAR4tatwZzzZ/m2KLsdIwYMhmQ0YsGC+bhgMGCoLPPKBiksJ9dihQ4C5ttsaJmVhcgCJd1M0HgAyfKWWUmworO1LADMy2ku6Q2cVctgWFmzglgQnxeUloQFoMX/31Ao8GXpCSynuiA2XjZLe1SnQ+9SnntUr4ekarAVKV3XUA2iZlDFTxYLWjoChY4D+69sUeTB9uuRkTznuavPB1UAthqMiDOb0apla/Tu2x8bYtdg7okU/jyb2YJ+/QZg2NARvLV2weYuhBBSGgqICSHkb2DxZa9efdCzZx94PC6oqgqbLSK/sUR0dDRWLV+K98+m5uwPAe3adcC4fgPww3df45+CgMFyzkI+trAr1mzmC/rY169mMybIcn5KAJvbnW+24LReh85y8cVmLIhcZLHw9sTNmrUo9BhLAWlUvyEST6SUWHu3vd+PHywWZAkiT1coiuU1s2i8aCoHe5VdfX4epLPyc0UXx7GFd+skE4yCwNNBqhX42Qf0emSx0mc6Pf5ZrVqx45Aiirj++pt4ibfYhI1YnpuWYrNYMXTANbz7G2uv3KVLV3g8HgQCAVit1lIrbBBCSGkoICaEkKuAxb8lNc3o2LEz/7p06RJk2YOoqChERNj5Y48/+RxWr16JFVsToOTmybZu0RoPjhiJU6dO8dzleLMFXb1eHuxuz+24xyogLEtN5bO1LGeYNQ1hs7ALLRYcMhgx4/obS6xFPGjocHz11WdYLZkwTLmcK5xTjznn+8cRNjzicPKZ3zynRB3mW6z8Zx7WGxDtU/Lzflm+7kFJgiqKeC0qCpNdbvTw8flk7DBK+NlmhcFqg6ppeEoQ0MWnIDqo4rjRiGSdiBbNWmDqjbfwxhyFjkPL1nhw+Ci0bJnT5GL06HG8bjK70KhZq1axlthsNpgQQv4qQWMrLcif5nN5cHjpelQGOp0Im02Cy6UgGCw+80P+PjrGZa8qH2PWrtjtdsNoNBYK7FJTT2PjxjicOJbM/92sZWsMGHANYmrWwpJFC7ApfgN8BWZsY6KrY/LUm3mzjJKwd/uFC3/B+vVr0FDV0N3rzalvbDLjtAh069YT+/bsgsHvR5/cznpHDQaeE826yrHmH7t37wRrWdFMUZCl0+OgXofoyCjcOv1OrF61AgcPHSj0/9myeUvcePNtMJlN2JK4GTu3J8ErexBdPQZ9+vVHhw6d8md0SzsOVUlVPo8rCjrGZU9XSY5xqzGDYbT9sfcSCoj/IgqISUF0jMseHePiWJoA62bHOsrVqBGD5s1b5KdqXAkLWjfGrcfxY0f5LHHT5i0wYOBgtGvXDh6PA8uXr8DOpCR4FYW3yWZNO1haCKu4kXLiGDYnbEL6xQuQzGZ06twVXbt250Esk5aWxis3sI+WJk2aoVatWuVwJCoPOo/LHh3jsqerJMeYAuJyQAExKYiOcdmjY1z26BiXPTrGZY+OcdnTVcGAuPS6PoQQQgghhIQBCogJIYQQQkhYo4CYEEIIIYSENQqICSGEEEJIWKOAmBBCCCGEhDUKiAkhhBBCSFijgJgQQgghhIQ1CogJIYQQQkhYo4CYEEIIIYSENQqICSGEEEJIWKOAmBBCCCGEhDVB0zQt1IOojDRVhd/jRWUhigJUlX7VZYmOcdmjY1z26BiXPTrGZY+OcdkTK8ExNlhMEMQ/NvdLATEhhBBCCAlrlDJBCCGEEELCGgXEhBBCCCEkrFFATAghhBBCwhoFxIQQQgghJKxRQEwIIYQQQsIaBcSEEEIIISSsUUBMCCGEEELCGgXEhBBCCCEkrFFATAghhBBCwhoFxIQQQgghJKxRQEwIIYQQQsIaBcSEEEIIISSsUUBMCCGEEELCGgXEVdyLL76IZ5999nf3++ijj9CqVatiX+TqHePU1FTce++96Nq1K/r37493330XwWCwXMZYGSmKgldeeQV9+vRBly5d8MQTTyAjI+OKz6Hz+MpUVcV7772HAQMGoHPnzrjnnntw+vTpUvfPzMzkx71Hjx7o2bMn/33IslyuY67qx3jRokUlnrPs/YL8vo8//hjTpk274j50Hpf9MV5UBc5jfagHQMruTZkFXD/++CMmTpz4u/sfPnwY48ePx1NPPVUu4wu3Y+z3+3HXXXehcePG+OGHH3Dq1Ck8//zzEEURDz/8cLmNuTJ5+eWXsW3bNrz//vswGo146aWX+LH65ptvSn0OncdX9uGHH+K7777DG2+8gdq1a+O///0v7r77bixevJgf46LY8WaBw5dffgmHw8HPWY/Hg//85z8hGX9VPMbsnGVB2ttvv11oe3R0dDmOunL69ttv+Xtw9+7dr7gfncdlf4wPV4XzWCNVztGjR7UbbrhB6927tzZo0CDtmWee+d3nXHvttdoXX3xRLuMLx2O8ePFirX379lpWVlb+th9++EHr2rWrpihKOYy4cjl//rzWunVrLTY2Nn/b8ePHtZYtW2o7duwo9Xl0HpeOnWddunTRvv322/xt2dnZWseOHfn5WRQ7zux4s3M9z8aNG7VWrVrx3w/5+8eYufvuu7VXX321HEdZ+bHz795779U6d+6sjRo1Srv11ltL3ZfO47I/xlXlPKaUiSooMTERzZo1w5IlS1C/fv3f3d/n8+HEiRNo2rRpuYwvHI8xm+ls164dIiMj87f17t0bLpcLBw8eLOPRVj7bt2/PP0Z5mjRpglq1aiEpKanE59B5fGWHDh2C2+3mKSh57HY72rZtW+IxZedsTEwMP8/zsBkgQRDyfz/k7x3jvJm1gseY/L79+/fDYDDw2/SdOnW64r50Hpf9Ma4q5zGlTFRBt9xyy5/a/+jRozyXdeXKlfj3v//NczdZrhW77VyzZs0yG2c4HePz58/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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from sklearn.model_selection import train_test_split\n", "from sklearn.preprocessing import StandardScaler\n", "from sklearn.datasets import make_circles\n", "\n", "X, y = make_circles(n_samples=500, factor=0.7)\n", "\n", "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2)\n", "sc = StandardScaler()\n", "X_train_scaled = sc.fit_transform(X_train)\n", "X_test_scaled = sc.transform(X_test)\n", "\n", "lg = LogisticRegression()\n", "lg.fit(X_train_scaled, y_train)\n", "plot_separating_surface(X_train_scaled, y_train, lg)" ] }, { "cell_type": "markdown", "metadata": { "id": "yBvvvClpHlxJ" }, "source": [ "**Ваш ответ тут (для доп. комментариев):**\n", "\n", "Логистическая регрессия не может классифицировать круговые данные, т.к. строит линейную разделяющую поверхность" ] }, { "cell_type": "markdown", "metadata": { "id": "ITcQZe4I0a99" }, "source": [ "## Обучение на реальных данных" ] }, { "cell_type": "markdown", "metadata": { "id": "bHuEPdZQ0a99" }, "source": [ "Рассмотрим набор данных от метеорологической службы одной страны. В нём требуется предсказать, будет ли дождь на следующий день." ] }, { "cell_type": "markdown", "metadata": { "id": "hRUp-L79VhLc" }, "source": [ "Для начала, скачаем данные" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "CeEPldEfVelW", "outputId": "7388709f-2259-4099-bbc4-5b26dda10adf" }, "outputs": [], "source": [ "!gdown 1AgUMxgMK-eRjzthevCk9g-J_s2vpBFpe" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 342 }, "id": "QHa9Y0yT0a99", "outputId": "f1c2d404-7685-43b2-af31-4a8ee053dd4b" }, "outputs": [ { "data": { "text/html": [ "
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DateLocationMinTempMaxTempRainfallEvaporationSunshineWindGustDirWindGustSpeedWindDir9am...Humidity9amHumidity3pmPressure9amPressure3pmCloud9amCloud3pmTemp9amTemp3pmRainTodayRainTomorrow
02008-12-01Albury13.422.90.6NaNNaNW44.0W...71.022.01007.71007.18.0NaN16.921.8NoNo
12008-12-02Albury7.425.10.0NaNNaNWNW44.0NNW...44.025.01010.61007.8NaNNaN17.224.3NoNo
22008-12-03Albury12.925.70.0NaNNaNWSW46.0W...38.030.01007.61008.7NaN2.021.023.2NoNo
32008-12-04Albury9.228.00.0NaNNaNNE24.0SE...45.016.01017.61012.8NaNNaN18.126.5NoNo
42008-12-05Albury17.532.31.0NaNNaNW41.0ENE...82.033.01010.81006.07.08.017.829.7NoNo
\n", "

5 rows × 23 columns

\n", "
" ], "text/plain": [ " Date Location MinTemp MaxTemp Rainfall Evaporation Sunshine \\\n", "0 2008-12-01 Albury 13.4 22.9 0.6 NaN NaN \n", "1 2008-12-02 Albury 7.4 25.1 0.0 NaN NaN \n", "2 2008-12-03 Albury 12.9 25.7 0.0 NaN NaN \n", "3 2008-12-04 Albury 9.2 28.0 0.0 NaN NaN \n", "4 2008-12-05 Albury 17.5 32.3 1.0 NaN NaN \n", "\n", " WindGustDir WindGustSpeed WindDir9am ... Humidity9am Humidity3pm \\\n", "0 W 44.0 W ... 71.0 22.0 \n", "1 WNW 44.0 NNW ... 44.0 25.0 \n", "2 WSW 46.0 W ... 38.0 30.0 \n", "3 NE 24.0 SE ... 45.0 16.0 \n", "4 W 41.0 ENE ... 82.0 33.0 \n", "\n", " Pressure9am Pressure3pm Cloud9am Cloud3pm Temp9am Temp3pm RainToday \\\n", "0 1007.7 1007.1 8.0 NaN 16.9 21.8 No \n", "1 1010.6 1007.8 NaN NaN 17.2 24.3 No \n", "2 1007.6 1008.7 NaN 2.0 21.0 23.2 No \n", "3 1017.6 1012.8 NaN NaN 18.1 26.5 No \n", "4 1010.8 1006.0 7.0 8.0 17.8 29.7 No \n", "\n", " RainTomorrow \n", "0 No \n", "1 No \n", "2 No \n", "3 No \n", "4 No \n", "\n", "[5 rows x 23 columns]" ] }, "execution_count": 50, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df = pd.read_csv(\"/content/weatherAUS.csv\")\n", "df.head(5)" ] }, { "cell_type": "markdown", "metadata": { "id": "ypwFkAVM0a99" }, "source": [ "### **Задание 3 [1 балл]**\n", "\n", "Что это за страна? Подсказка: жители этой страны воспользовались бы методом tail вместо head :)" ] }, { "cell_type": "code", "execution_count": 51, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Location\n", "Canberra 3436\n", "Sydney 3344\n", "Darwin 3193\n", "Melbourne 3193\n", "Brisbane 3193\n", "Adelaide 3193\n", "Perth 3193\n", "Hobart 3193\n", "Albany 3040\n", "MountGambier 3040\n", "Ballarat 3040\n", "Townsville 3040\n", "GoldCoast 3040\n", "Cairns 3040\n", "Launceston 3040\n", "AliceSprings 3040\n", "Bendigo 3040\n", "Albury 3040\n", "MountGinini 3040\n", "Wollongong 3040\n", "Newcastle 3039\n", "Tuggeranong 3039\n", "Penrith 3039\n", "Woomera 3009\n", "Nuriootpa 3009\n", "Cobar 3009\n", "CoffsHarbour 3009\n", "Moree 3009\n", "Sale 3009\n", "PerthAirport 3009\n", "PearceRAAF 3009\n", "Witchcliffe 3009\n", "BadgerysCreek 3009\n", "Mildura 3009\n", "NorfolkIsland 3009\n", "MelbourneAirport 3009\n", "Richmond 3009\n", "SydneyAirport 3009\n", "WaggaWagga 3009\n", "Williamtown 3009\n", "Dartmoor 3009\n", "Watsonia 3009\n", "Portland 3009\n", "Walpole 3006\n", "NorahHead 3004\n", "SalmonGums 3001\n", "Katherine 1578\n", "Nhil 1578\n", "Uluru 1578\n", "Name: count, dtype: int64" ] }, "execution_count": 51, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df[\"Location\"].value_counts()" ] }, { "cell_type": "markdown", "metadata": { "id": "0ilGH1BA0a99" }, "source": [ "**Ваш ответ тут:** \n", "\n", "Австралия, если смотреть по городам" ] }, { "cell_type": "markdown", "metadata": { "id": "gccjEINl0a99" }, "source": [ "Извлечём немного информации из набора данных" ] }, { "cell_type": "code", "execution_count": 52, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "0zJ3rbE70a99", "outputId": "5c9063c0-83a0-450f-f006-259672459384" }, "outputs": [ { "data": { "text/plain": [ "(145460, 23)" ] }, "execution_count": 52, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.shape" ] }, { "cell_type": "code", "execution_count": 53, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "6kkngRpk0a99", "outputId": "7cca3dcd-4578-4cfa-c96f-a6fe87237028" }, "outputs": [ { "data": { "text/plain": [ "Index(['Date', 'Location', 'MinTemp', 'MaxTemp', 'Rainfall', 'Evaporation',\n", " 'Sunshine', 'WindGustDir', 'WindGustSpeed', 'WindDir9am', 'WindDir3pm',\n", " 'WindSpeed9am', 'WindSpeed3pm', 'Humidity9am', 'Humidity3pm',\n", " 'Pressure9am', 'Pressure3pm', 'Cloud9am', 'Cloud3pm', 'Temp9am',\n", " 'Temp3pm', 'RainToday', 'RainTomorrow'],\n", " dtype='object')" ] }, "execution_count": 53, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.columns" ] }, { "cell_type": "markdown", "metadata": { "id": "WzaHxpDm0a9-" }, "source": [ "Внимательно приглядимся к столбцам. Напомним, что мы предсказываем значение RainTomorrow. Давайте посмотрим, на этот столбец" ] }, { "cell_type": "code", "execution_count": 54, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "qaHrRtR40a9-", "outputId": "da8667f7-46db-471e-d06d-5ad957be064e" }, "outputs": [ { "data": { "text/plain": [ "array(['No', 'Yes', nan], dtype=object)" ] }, "execution_count": 54, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df['RainTomorrow'].unique()" ] }, { "cell_type": "markdown", "metadata": { "id": "yS_8SmiD0a9-" }, "source": [ "Целевая переменная содержит неопределённые значения! Их нужно удалить из всей выборки. Также, переименуем 'Yes' и 'No' в $1$ и $0$." ] }, { "cell_type": "code", "execution_count": 55, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "JLWybXWH0a9-", "outputId": "fac23d75-bb85-4f30-ed5e-3179581fbf0b" }, "outputs": [ { "data": { "text/plain": [ "array(['No', 'Yes'], dtype=object)" ] }, "execution_count": 55, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df = df[df['RainTomorrow'] == df['RainTomorrow']]\n", "df['RainTomorrow'].unique()" ] }, { "cell_type": "code", "execution_count": 56, "metadata": { "id": "ghVk5gFm0a9-" }, "outputs": [], "source": [ "df['RainTomorrow'] = df['RainTomorrow'].map({'Yes': 1., 'No': 0.})\n", "df['RainToday'] = df['RainToday'].map({'Yes': 1., 'No': 0.})" ] }, { "cell_type": "code", "execution_count": 57, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "gc6O6hfu0a9-", "outputId": "7195c513-0c7d-460c-f208-f6acb5890485" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(142193, 23)\n" ] } ], "source": [ "print(df.shape)" ] }, { "cell_type": "markdown", "metadata": { "id": "eAfDxOsR0a9-" }, "source": [ "Объектов стало чуть-чуть поменьше. Давайте выведем немного информации о них" ] }, { "cell_type": "code", "execution_count": 58, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "cu9SkdCq0a9-", "outputId": "7796b3c5-6f14-4d8e-869c-1a5a944c520f" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "Index: 142193 entries, 0 to 145458\n", "Data columns (total 23 columns):\n", " # Column Non-Null Count Dtype \n", "--- ------ -------------- ----- \n", " 0 Date 142193 non-null object \n", " 1 Location 142193 non-null object \n", " 2 MinTemp 141556 non-null float64\n", " 3 MaxTemp 141871 non-null float64\n", " 4 Rainfall 140787 non-null float64\n", " 5 Evaporation 81350 non-null float64\n", " 6 Sunshine 74377 non-null float64\n", " 7 WindGustDir 132863 non-null object \n", " 8 WindGustSpeed 132923 non-null float64\n", " 9 WindDir9am 132180 non-null object \n", " 10 WindDir3pm 138415 non-null object \n", " 11 WindSpeed9am 140845 non-null float64\n", " 12 WindSpeed3pm 139563 non-null float64\n", " 13 Humidity9am 140419 non-null float64\n", " 14 Humidity3pm 138583 non-null float64\n", " 15 Pressure9am 128179 non-null float64\n", " 16 Pressure3pm 128212 non-null float64\n", " 17 Cloud9am 88536 non-null float64\n", " 18 Cloud3pm 85099 non-null float64\n", " 19 Temp9am 141289 non-null float64\n", " 20 Temp3pm 139467 non-null float64\n", " 21 RainToday 140787 non-null float64\n", " 22 RainTomorrow 142193 non-null float64\n", "dtypes: float64(18), object(5)\n", "memory usage: 26.0+ MB\n" ] } ], "source": [ "df.info()" ] }, { "cell_type": "markdown", "metadata": { "id": "GodNwUb60a9-" }, "source": [ "Как видим, у нас есть 17 признаков имеющих вещественные значения (вещественные признаки), и 5 признаков типа object (категориальные признаки). Для них требуется отдельная предобработка. Пока разобьём выборку на обучающую и тестовую." ] }, { "cell_type": "code", "execution_count": 59, "metadata": { "id": "IWopL7eQ0a9_" }, "outputs": [], "source": [ "from sklearn.model_selection import train_test_split" ] }, { "cell_type": "markdown", "metadata": { "id": "q_7emyJ80a9_" }, "source": [ "" ] }, { "cell_type": "code", "execution_count": 60, "metadata": { "id": "sSzuvkLg0a9_" }, "outputs": [], "source": [ "y = df.RainTomorrow\n", "X = df.drop(columns=[\"RainTomorrow\"])\n", "\n", "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.3, random_state=2024)" ] }, { "cell_type": "code", "execution_count": 61, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "2gitqG7z0a9_", "outputId": "441ade66-771d-4a1e-e193-c862c3c80760" }, "outputs": [ { "data": { "text/plain": [ "(99535, 22)" ] }, "execution_count": 61, "metadata": {}, "output_type": "execute_result" } ], "source": [ "X_train.shape" ] }, { "cell_type": "markdown", "metadata": { "id": "CxIhynaO0a9_" }, "source": [ "#### Вещественные признаки" ] }, { "cell_type": "markdown", "metadata": { "id": "_TxDU8TB0a9_" }, "source": [ "Как вы могли заметить, среди вещественных и категориальных признаков есть пропущенные значения. В случае с вещественными признаками, пропущенные значения заполняют средним, медианой, нулём или даже пытаются предсказывать по другим признакам. Мы заполним медианой" ] }, { "cell_type": "code", "execution_count": 62, "metadata": { "id": "rqTVbP4m0a9_" }, "outputs": [], "source": [ "numeric_data = X_train.select_dtypes([np.number])\n", "numeric_data_median = numeric_data.median()\n", "numeric_features = numeric_data.columns\n", "X_train = X_train.fillna(numeric_data_median)\n", "X_test = X_test.fillna(numeric_data_median)" ] }, { "cell_type": "code", "execution_count": 63, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "P8ZIa_E20a9_", "outputId": "8a4d7a76-e601-4a52-d250-18e5cc297ccc" }, "outputs": [ { "data": { "text/plain": [ "17" ] }, "execution_count": 63, "metadata": {}, "output_type": "execute_result" } ], "source": [ "len(numeric_features)" ] }, { "cell_type": "code", "execution_count": 64, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 860 }, "id": "j8P-jkLw0a9_", "outputId": "9a7a31bb-30a7-46e1-9728-3f8c31f7a818" }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "correlations = X_train[numeric_features].corrwith(y_train).sort_values(ascending=False)\n", "plot = sns.barplot(y=correlations.index, x=correlations)\n", "plot.set_title(\"Корреляции между вещественными признаками и целевой переменной\", size=15)\n", "plot.figure.set_size_inches(17, 10)" ] }, { "cell_type": "markdown", "metadata": { "id": "QX-G7RM00a-A" }, "source": [ "### **Задание 4 [2 баллa]**\n", "\n", "Попробуйте объяснить для каких-нибудь признаков получившиеся значения корреляции (почему для одних эти значения высокие, а для других низкие)?" ] }, { "cell_type": "markdown", "metadata": { "id": "9X95a2GI0a-A" }, "source": [ "**Ваш ответ тут:**\n", "\n", "Корреляция показывает, насколько одна переменная линейно зависит от другой\n", "\n", "1. Humidity3pm. Его значение корреляции сильно положительно (относительно остальных признаков). Это указывает на то, что при высокой влажности в 3 дня на следующий день с большей вероятностью будет дождь.\n", "2. Temp9am. Его значение корреляции близко к $0$, значит будет завтра дождь или не будет, практически не зависит от этого признака.\n", "\n", "Аналогичные рассуждения можно провести для остальных признаков" ] }, { "cell_type": "markdown", "metadata": { "id": "ZlqVllUzH1jM" }, "source": [ "----" ] }, { "cell_type": "markdown", "metadata": { "id": "rk8ESuAF0a-A" }, "source": [ "Дополнительно визуализируем признаки Sunshine и Humidity3pm. Библиотека seaborn предоставляет график swarmplot, который в отличие от scatterplot старается разместить на графике как можно больше точек, так чтобы они не пересекались, уложившись при этом в заданную ширину." ] }, { "cell_type": "code", "execution_count": 65, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 473 }, "id": "DciOA0Jd0a-A", "outputId": "3d0af40d-5ae7-4df1-ad52-0b92d9b6cf08", "scrolled": false }, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axs = plt.subplots(figsize=(16, 5), nrows=1, ncols=2)\n", "_ = sns.swarmplot(x=\"RainTomorrow\", y=\"Sunshine\", data=df.head(10000), ax=axs[0])\n", "_ = sns.swarmplot(x=\"RainTomorrow\", y=\"Humidity3pm\", data=df.head(1000), ax=axs[1])" ] }, { "cell_type": "markdown", "metadata": { "id": "itkZ46lt0a-A" }, "source": [ "Для оценки качества классификации воспользуемся реализованными в sklearn logloss и ROC AUC. ROC AUC является метрикой по умолчанию для бинарной классификации, поскольку очень устойчива к несбалансированности классов. Подробнее про неё можно прочитать https://alexanderdyakonov.wordpress.com/2017/07/28/auc-roc-площадь-под-кривой-ошибок/ . Обучим логистическую регрессию на вещественных признаках, не подбирая константу регуляризации" ] }, { "cell_type": "code", "execution_count": 66, "metadata": { "id": "5V5BKCkg0a-A" }, "outputs": [], "source": [ "from sklearn.metrics import log_loss, roc_auc_score" ] }, { "cell_type": "code", "execution_count": 67, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 75 }, "id": "J4_pfAdT0a-A", "outputId": "e733cf95-3307-4d87-b9d6-4de9c06c4d23" }, "outputs": [ { "data": { "text/html": [ "
LogisticRegression(max_iter=1000)
In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook.
On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.
" ], "text/plain": [ "LogisticRegression(max_iter=1000)" ] }, "execution_count": 67, "metadata": {}, "output_type": "execute_result" } ], "source": [ "model = LogisticRegression(solver='lbfgs', max_iter=1000)\n", "model.fit(X_train[numeric_features], y_train)" ] }, { "cell_type": "code", "execution_count": 68, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "467XLKKt0a-A", "outputId": "1b5676cb-a080-48c3-ab36-843debe41898" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Test logloss = 0.3635\n", "Train logloss = 0.3695\n", "Test roc auc score = 0.8604\n", "Train roc auc score = 0.8564\n" ] } ], "source": [ "y_pred = model.predict_proba(X_test[numeric_features])[:, 1]\n", "y_train_pred = model.predict_proba(X_train[numeric_features])[:, 1]\n", "\n", "print(\"Test logloss = %.4f\" % log_loss(y_test, y_pred))\n", "print(\"Train logloss = %.4f\" % log_loss(y_train, y_train_pred))\n", "print(\"Test roc auc score = %.4f\" % roc_auc_score(y_test, y_pred))\n", "print(\"Train roc auc score = %.4f\" % roc_auc_score(y_train, y_train_pred))" ] }, { "cell_type": "code", "execution_count": 69, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 628 }, "id": "wqo_xxf80a-B", "outputId": "74bbb985-30c8-43d5-fbd4-5aae52daca4f" }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(7, 7))\n", "sorted_weights = sorted(zip(model.coef_[0], numeric_features), reverse=True)\n", "weights = [x[0] for x in sorted_weights]\n", "features = [x[1] for x in sorted_weights]\n", "_ = sns.barplot(y=features, x=weights).set_title(\"Гистограмма весов\", size=15)" ] }, { "cell_type": "markdown", "metadata": { "id": "KChgMVgO0a-B" }, "source": [ "Если приглядеться к весам, то можно увидеть, что между корреляциями признаков с целевой переменной и значением соответствующих весов мало общего. Чтобы это предотвратить, будем масштабировать наши признаки перед обучением модели. Это, среди, прочего, сделает нашу регуляризацию более честной: теперь все признаки будут регуляризоваться в равной степени." ] }, { "cell_type": "code", "execution_count": 70, "metadata": { "id": "BfA-lalG0a-B" }, "outputs": [], "source": [ "from sklearn.preprocessing import StandardScaler\n", "\n", "scaler = StandardScaler()\n", "X_train_scaled = scaler.fit_transform(X_train[numeric_features])\n", "X_test_scaled = scaler.transform(X_test[numeric_features])" ] }, { "cell_type": "code", "execution_count": 71, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 75 }, "id": "fFHztY2r0a-C", "outputId": "59f7fd89-0d88-48ac-cddb-41dc3d002bb1" }, "outputs": [ { "data": { "text/html": [ "
LogisticRegression(max_iter=1000)
In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook.
On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.
" ], "text/plain": [ "LogisticRegression(max_iter=1000)" ] }, "execution_count": 71, "metadata": {}, "output_type": "execute_result" } ], "source": [ "model = LogisticRegression(solver='lbfgs', max_iter=1000)\n", "model.fit(X_train_scaled, y_train)" ] }, { "cell_type": "code", "execution_count": 72, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "yav1SGHn0a-C", "outputId": "e246583d-4f80-4f56-a678-b839466ed340" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Test logloss = 0.3589\n", "Train logloss = 0.3637\n", "Test roc auc score = 0.8652\n", "Train roc auc score = 0.8623\n" ] } ], "source": [ "y_pred = model.predict_proba(X_test_scaled)[:, 1]\n", "y_train_pred = model.predict_proba(X_train_scaled)[:, 1]\n", "\n", "print(\"Test logloss = %.4f\" % log_loss(y_test, y_pred))\n", "print(\"Train logloss = %.4f\" % log_loss(y_train, y_train_pred))\n", "print(\"Test roc auc score = %.4f\" % roc_auc_score(y_test, y_pred))\n", "print(\"Train roc auc score = %.4f\" % roc_auc_score(y_train, y_train_pred))" ] }, { "cell_type": "code", "execution_count": 73, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 628 }, "id": "Y_eApqhn0a-D", "outputId": "fc7de43e-6aaa-4e95-ad80-db8a3d038362" }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(7, 7))\n", "sorted_weights = sorted(zip(model.coef_[0], numeric_features), reverse=True)\n", "weights = [x[0] for x in sorted_weights]\n", "features = [x[1] for x in sorted_weights]\n", "_ = sns.barplot(y=features, x=weights).set_title(\"Гистограмма весов\", size=15)" ] }, { "cell_type": "markdown", "metadata": { "id": "h5FV_Nw2Ma7r" }, "source": [ "### **Задание 5 [1 балл]**\n", "\n", "Почему даже после нормализации график не до конца похож на гистограмму корреляций?" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "1. Корреляция показывает зависимость между двумя конкретными признаками, она не учитывает те зависимости, в которые включены большее число признаков. Именно такие зависимости и могут вызывать отличия в графиках\n", "2. Корреляция демонстрирует линейную зависимость, однако если зависимость имеет нелинейный характер, то корреляция её не отобразит." ] }, { "cell_type": "markdown", "metadata": { "id": "0J_rl4B20a-E" }, "source": [ "Рассмотрим теперь категориальные признаки. Сразу отметим, что признак \"Date\" очень опасен, и лучше пока его выкинуть. Это связано с тем, что мы можем получить прямую информацию о том, будет ли завтра дождь, если текущее место и завтрашняя дата встречались где-то в обучающей выборке. Очень часто также встречаются признак наподобие \"ID\", которые могут содержать аналогичные утечки информации. С такими признаками всегда нужно обращаться осторожно!" ] }, { "cell_type": "code", "execution_count": 74, "metadata": { "id": "kvogjlYT0a-E" }, "outputs": [], "source": [ "categorical = list(X_train.drop(columns=[\"Date\"]).dtypes[X_train.dtypes == \"object\"].index)\n", "X_train[categorical] = X_train[categorical].fillna(\"NotGiven\")\n", "X_test[categorical] = X_test[categorical].fillna(\"NotGiven\")" ] }, { "cell_type": "markdown", "metadata": { "id": "9eXbLX1_0a-E" }, "source": [ "Для работы с категориальными признаками нужно их как-то закодировать числами. Для этого воспользуемся реализацией one-hot кодирования из библиотеки sklearn" ] }, { "cell_type": "code", "execution_count": 75, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "SrJFeJ2o0a-E", "outputId": "3010091e-4a13-4d14-fab9-9d7b90bf21a6" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Test logloss = 0.3498\n", "Test roc auc score = 0.8721\n" ] } ], "source": [ "from sklearn.compose import ColumnTransformer\n", "from sklearn.preprocessing import OneHotEncoder\n", "from sklearn.pipeline import Pipeline\n", "\n", "column_transformer = ColumnTransformer([\n", " ('ohe', OneHotEncoder(), categorical),\n", " ('scaling', StandardScaler(), numeric_features)\n", "])\n", "\n", "pipeline = Pipeline(steps=[\n", " ('ohe', column_transformer),\n", " ('classification', LogisticRegression(solver='lbfgs', max_iter=200))\n", "])\n", "\n", "model = pipeline.fit(X_train.drop(columns=[\"Date\"]), y_train)\n", "y_pred = model.predict_proba(X_test.drop(columns=[\"Date\"]))[:, 1]\n", "\n", "print(\"Test logloss = %.4f\" % log_loss(y_test, y_pred))\n", "print(\"Test roc auc score = %.4f\" % roc_auc_score(y_test, y_pred))" ] }, { "cell_type": "markdown", "metadata": { "id": "_BWQWC0C0a-F" }, "source": [ "Качество немного выросло, если смотреть на ROC AUC!" ] }, { "cell_type": "markdown", "metadata": { "id": "0w0vvXUWGl6m" }, "source": [ "### **Задание 6 [1 балл]**\n", "\n", "Почему итоговое качество выросло?" ] }, { "cell_type": "markdown", "metadata": { "id": "dxQOX8UAHayY" }, "source": [ "**Ваш ответ тут:**\n", "\n", "Потому что до этого мы проводили обучение на численных данных, не учитывая возможные зависимости от категориальных признаков. Теперь, после применения one-hot encoder'a, мы можем учесть дополнительные зависимости." ] }, { "cell_type": "markdown", "metadata": { "id": "8h5nDJDkHTx6" }, "source": [ "### **Задание 7 [2 баллa]**\n", "\n", "Попробуйте улучшить качество модели, попробовав другие гиперпараметры (например, число итераций, метод оптимизации, константу регуляризации и т.д.). Измерьте получившийся результат и напишите, благодаря чему удалось или не удалось улучшить текущие метрики" ] }, { "cell_type": "code", "execution_count": 76, "metadata": { "id": "-5HDVQGnH3T6" }, "outputs": [], "source": [ "from sklearn.model_selection import GridSearchCV\n", "import numpy as np\n", "\n", "column_transformer = ColumnTransformer([\n", " ('ohe', OneHotEncoder(), categorical),\n", " ('scaling', StandardScaler(), numeric_features)\n", "])\n", "\n", "pipeline = Pipeline(steps=[\n", " ('ohe', column_transformer),\n", " ('classification', LogisticRegression(tol=0.00000001))\n", "])\n", "\n", "param_grid = {\n", " \"classification__max_iter\": list(map(int,np.logspace(3, 6, 5))),\n", " \"classification__solver\": ['lbfgs', 'newton-cg'],\n", " \"classification__C\": list(np.arange(0.1, 0.6, 0.1)),\n", "}\n", "\n", "gr = GridSearchCV(pipeline, param_grid, cv=5, n_jobs=-1, scoring='roc_auc')\n", "model = gr.fit(X_train.drop(columns=[\"Date\"]), y_train)\n", "results=pd.DataFrame(model.cv_results_)" ] }, { "cell_type": "code", "execution_count": 77, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "{'classification__C': np.float64(0.1), 'classification__max_iter': 1000, 'classification__solver': 'newton-cg'}\n", "Test logloss 0.3498\n", "Test roc auc score 0.8721\n" ] } ], "source": [ "print(model.best_params_)\n", "print(\"Test logloss %.4f\" % log_loss(y_test, y_pred))\n", "print(\"Test roc auc score %.4f\" % roc_auc_score(y_test, y_pred))" ] }, { "cell_type": "markdown", "metadata": { "id": "mv_o8A1gG2Th" }, "source": [ "**Ваш ответ тут:**\n", "\n", "Нет, текущие метрики улучшить не удалось, так как любые изменения гиперпараметров не значительно их изменяют (разница < $10^4$).\n", "\n", "Это может происходить по следующим причинам:\n", "1. Наша модель и так хорошо интерпритирует полученные данные. К примеру, данные получились линейно разделимыми и мы сразу получаем высокую оценку точности\n", "2. Данные хорошо нормализованы. Так как мы уже применили нормализацию к выборкам, то l2-регуляризация не оказывает существенного влияния на итоговую оценку, так как данные и так масштабированы и скачки весов маловероятны.\n", "3. Перебор методов оптимизации также может не дать значительного улучшения, если модель и так находит достаточно простое решение" ] }, { "cell_type": "markdown", "metadata": { "id": "licDx4i_0a-G" }, "source": [ "**Выводы** Во второй части задания по линейным моделям мы должны были узнать:\n", ".\n", "\n", "1. Зачем нужно нормализовать данные.\n", "2. Как работать с вещественными и категориальными признаками.\n", "3. Как интерпретировать результат обучения линейной модели, опираясь на описание обучающих данных" ] }, { "cell_type": "markdown", "metadata": { "id": "XisHvraS0L1Q" }, "source": [ "-----------\n", "" ] }, { "cell_type": "markdown", "metadata": { "id": "up2qsAwStN1i" }, "source": [ "## **Задание [Bonus][2 балла]** " ] }, { "cell_type": "markdown", "metadata": { "id": "Tj0UE-KAtO_k" }, "source": [ "Вставьте мем или красивую картинку связанные с чем-то из:\n", "\n", "\n", "1. Страна, данные о которой мы анализировали\n", "2. Линейные модели\n", "3. Погода\n", "4. Динозавры" ] }, { "attachments": { "image.png": { "image/png": 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" } }, "cell_type": "markdown", "metadata": {}, "source": [ "![image.png](attachment:image.png)" ] } ], "metadata": { "colab": { "provenance": [], "toc_visible": true }, "kernelspec": { "display_name": ".venv", "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": "3.13.7" } }, "nbformat": 4, "nbformat_minor": 0 }