{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Лабораторная работа №3\n", "\n", "## Набор данных Students Performance in Exams (Успеваемость студентов на экзаменах)\n", "\n", "Выгрузка данных из CSV файла в датафрейм" ] }, { "cell_type": "code", "execution_count": 201, "metadata": {}, "outputs": [], "source": [ "import pandas as pd\n", "import numpy as np\n", "from sklearn import set_config\n", "from sklearn.decomposition import PCA\n", "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "\n", "\n", "\n", "set_config(transform_output=\"pandas\")\n", "\n", "random_state=9\n", "# Загрузка данных\n", "df = pd.read_csv(\"..//..//static//csv//StudentsPerformance.csv\")\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Описание набора \n", "\n", "Контекст\n", "Оценки, полученные студентами\n", "\n", "Содержание\n", "Этот набор данных состоит из оценок, полученных учащимися по различным предметам.\n", "\n", "Вдохновение\n", "Понять влияние происхождения родителей, подготовки к тестированию и т. д. на успеваемость учащихся." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Анализ содержимого\n", "\n", "*Объекты наблюдения:* студенты, участвующие в экзаменах.\n", "\n", "*Атрибуты объектов:* \n", "\n", "1. gender — пол: определяет гендерную принадлежность студента (мужской, женский). \n", "2. race/ethnicity — этническая принадлежность: группа, к которой относится студент (например, различные расовые/этнические категории). \n", "3. parental level of education — уровень образования родителей(например, среднее образование, высшее образование и т.д.). \n", "4. lunch — тип обеда: информация о том, получает ли студент бесплатный или платный обед. \n", "5. test preparation course — курс подготовки к тесту\n", "6. math score — результаты экзаменов по математике.\n", "7. reading score — результаты экзаменов по чтению.\n", "8. writing score — результаты экзаменов по письму.\n", "\n", "\n", "### Бизнес-цель:\n", "\n", "Сегментация студентов на основе их успеваемости и факторов, влияющих на результаты экзаменов. Кластеризация поможет выявить группы студентов с похожими характеристиками, что может быть полезно для: \n", "**Персонализированного подхода**: Выявить группы студентов, которым требуется дополнительная помощь или поддержка, например, по подготовке к экзаменам или улучшению питания. \n", "**Целевая помощь**: Разработка программ помощи для студентов, чьи результаты могут быть улучшены, например, через курс подготовки к тестам. \n", "**Мониторинг образования**: Оценка факторов, влияющих на успех в обучении, для улучшения образовательных методов.\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Понижение размерности и визуализация данных\n", "\n", "Перед тем как применять алгоритмы кластеризации, можно выполнить понижение размерности, чтобы упростить визуализацию и улучшить производительность. Для этого применим методы, такие как PCA (Principal Component Analysis).\n", "\n", "Так как данные имеют категориальные переменные, их следует преобразовать в числовые с помощью OneHotEncoder или LabelEncoder, а затем применить PCA." ] }, { "cell_type": "code", "execution_count": 202, "metadata": {}, "outputs": [], "source": [ "from sklearn.preprocessing import StandardScaler\n", "df_encoded = pd.get_dummies(df, columns=['gender', 'race/ethnicity', 'parental level of education', 'lunch', 'test preparation course'], drop_first=True).astype(int)\n", "scaler = StandardScaler()\n", "df_encoded[['math score','reading score','writing score']] = scaler.fit_transform(df_encoded[['math score','reading score','writing score']])" ] }, { "cell_type": "code", "execution_count": 203, "metadata": {}, "outputs": [ { "data": { "image/png": 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vz1atWoVNmzYpO5EAkBqjBCEFCV+CUJHLL78cX331FdavX++1dMeH2WzGpk2bcM011/AGw82ZMwdr166VFL4tLS348ccfcemll8pq408//QSNRuNnkfWlsLAQ//znP1FSUoKlS5fi/PPPx4oVK7Br1y7R3/Xs2RMA8Msvv6BXr16ezx0OB6qqqjB+/HhZ7fSld+/eaG5ulv37goICv22FRPuSJUswc+ZMDBs2DCNGjMCjjz7KGyxjsViwZMkS3HnnnZ7zlMugQYNQWFiItWvXokePHqipqcHKlSu9tunduzfKy8sV7VcMpX02YMAAz7aXXHIJ7HY7HnroITz22GPo1q0b3nvvPVx44YV47bXXvH7X2NjoFXjXu3dv/Pjjj/jTn/4keyk/Pj4eN9xwAx577DEcOHAAq1ev5t2uZ8+e+OWXX/w+//nnnz3fs2345ptv4HQ6Awqm5OPYsWP4xz/+gWXLlqFDhw6yha/a1/Xaa6/F3LlzsW7dOlitVuh0OlxzzTV+2+3ZswcARCfrbPs+++wzFBUVISkpSfL4WVlZfmPKN2BRLj179sS+ffvgdru9Jjq+15NFaowShBTRN50miBjmjjvuQNeuXXHvvffi119/9fu+trbWYynZsGEDzGYz7rrrLlx11VV+/yZNmoT169dLuhd8+umnMJlMmDJlimT7WlpasH79eowcOVIyLVlTUxNuuOEGTJ48GfPnz8f48ePRtWtXyWOMHz8eer0ezz33HBhOfZzXXnsNJpMJEydOlNwHH1dffTW++uorXktrY2MjWlpaAtovAE92i6FDh+Jvf/sbli9fzitU/vGPf8BsNuPhhx8O6Dg33HADPv30Uzz77LPIzMzEZZdd5vX9lVdeiR9//JE3XRUTQK2hYPvMarUC+MMvXKvV+rXj3Xffxe+//+533N9//503Z7XVaoXZbOY9XmlpKfbv34/Ro0d7TZq4TJgwAd9++61X2i6z2YxXXnkFeXl5GDBgAIDWvqyrq+O1hAbSl0DrBKlz58644447FP1O7eualZWFyy67DP/5z3+wdu1aXHrppV4TD5Z3330X6enpGDNmjOj+rr76arhcLt7JXktLi2C1STWYMGECTpw4gbffftvrmCtXrkRKSopk233HKEFIQRZfglCRjIwMbNiwARMmTMCwYcO8Krft3bsX69at86QbWrt2LTIzMzFq1CjefU2ePBn//Oc/8eGHH+KKK67g3ebtt9/G3/72NyQkJMBqteI///mP5zuTyQSXy4WNGzdi6tSp+Oyzz7BgwQLs27cPH3zwgeS53HXXXbBarXj11VcV9UGnTp0wb948LFmyBJdeeikmT56MX375BS+88ALOPfdcvwCc5uZmfPzxx16fsRa9L774AjqdDt27d8d9992HzZs3Y9KkSZg1axaGDx8Os9mM/fv347333sORI0d4X/5KWbRoEdavX49bb70Vu3bt8rJCffrpp3jssccCCvoDgOuuuw73338/NmzYgD//+c9+lsj77rsP7733HqZPn47S0lIMHz4cp0+fxubNm/HSSy9h6NChio6ntM+++uorxMfHe5aRV65cicLCQs9S+aRJk7B06VLcdNNNGDVqFPbv34+1a9f6idQbbrgB77zzDu644w58/vnnKCoqgsvlws8//4x33nkHn3zyCa8Vsn///qirqxO1Oj744INYt24dLrvsMsyZMwcdO3bEG2+8gaqqKqxfv95zvW688Ub861//wty5c/Htt9+ipKQEZrMZn332Ge68805ZE0VfPv30U6xdu1aWGxMXta8r0Hp+7EqRr2A9efIknnvuObz77rsYPXo01q9f7/mOzTn+1Vdf4ZxzzsGQIUMwZswY3H777Vi2bBl++OEHXHzxxdDpdKioqMC7776Lf/zjH4pSNCrhtttuw8svv4xZs2bh+++/R15eHt577z3s2rULzz77rF+wsNQYJQhJIphRgiBiBjYdz3fffSdr+2PHjjF//etfmT59+jCJiYmMwWBghg8fzjz22GOMyWRiTp48ycTHxzM33HCD4D4sFgtjMBiYadOmCW7Ts2dPBoDoPzYt0t13382MHj2a+fjjj/3245vKad26dYxGo/HbVk46M5ZVq1Yx/fr1Y3Q6HdO5c2fmz3/+M9PQ0OC1zZgxYyTbz01fdObMGWbevHmM0Whk9Ho9k5WVxYwaNYp58sknGYfDwTBM4OnMuGzfvp3RaDTMP/7xD6/tunbtypjNZq9tISOdGZcJEyYwAJjdu3fzfl9fX8/Mnj2b6d69O6PX65kePXowM2fO9KSqU5LOjGGU9Rn7Ly4uznNcNlUfw7Sm8br33nuZrl27MklJSUxRURHz1VdfMWPGjPFLnedwOJjly5czAwcOZBISEpiMjAxm+PDhzJIlSxiTyeTVf9x0Zb7wfX/o0CHmqquuYtLT05nExERm5MiRzJYtW/x+a7FYmIcffpjJz89ndDod06VLF+aqq65iDh065LetnHRmw4YN80o/JpRiiw+p68pFLJ0Zi91uZzIyMpi0tDTGarV6fceOEal/vuP2lVdeYYYPH84kJSUxHTp0YAYPHszcf//9zLFjxzzbqJ3OjGEY5uTJk8xNN93EZGVlMXq9nhk8eLBfn8odowQhhYZhAlzzIQgi4uTl5WHx4sV+1bpYtm/fjlmzZvlVQIsVpM4vFpk2bRr279/vlcWDIJTS0tKCbt264fLLL/fzud6+fTsuvPBCUTeKWbNmee4vgmhPkI8vQRBEmDh+/Dg+/PBD3HDDDZFuChHjbNy4EadOncKNN94Y6aYQRExBPr4EEcNMmzZNtNhC586deZPmxwpjxozxFAeJZaqqqrBr1y68+uqr0Ol0uP322yPdJCJG+eabb7Bv3z488sgjKCws5A3+6ty5s6cMthCjRo1SxSeeIGINcnUgCIIIMWvWrMFNN92E3NxcPPXUUyELFCLaPrNmzcJ//vMfDBs2DGvWrMGgQYMi3SSCiClI+BIEQRAEQRDtAvLxJQiCIAiCINoFJHwJgiAIgiCIdgEFt0ngdrtx7NgxdOjQQXbpTYIgCIIgCCJ8MAyDM2fOoFu3bl6Fh3wh4SvBsWPHkJOTE+lmEARBEARBEBIcPXoUPXr0EPyehK8EbLnEo0ePIjU1NcKtIQiCIAiCIHxpampCTk6OX5lrX0j4SsC6N6SmppLwJQiCIAiCiGKk3FIpuI0gCIIgCIJoF5DwJQiCIAiCINoFJHwJgiAIgiCIdgEJX4IgCIIgCKJdQMKXIAiCIAiCaBeQ8CUIgiAIgiDaBSR8CYIgCIIgiHYBCV+CIAiCIAiiXUDClyAIgiAIgmgXkPAlCIIgCIIg2gUkfAmCIAiCIIh2AQlfgiAIgiAIol1AwpcgCIIgCIJoF5DwJQiCIAiCINoF8ZFuAEEQBEEQsYXJ4kBdswNNNidSk3TIStYjzaCPdLMIQhISvgRBEARByOZYoxUPrN+HHRV1ns9GF2ThiSuHoFt6UgRbRhDSkKsDQRAEQRCyMFkcfqIXAL6sqMOD6/fBZHFEqGUEIQ8SvgRBEARByKKu2eEnelm+rKhDXTMJXyK6IeFLEARBEIQsmmxO0e/PSHxPEJGGhC9BEARBELJITdSJft9B4nuCiDQkfAmCIAiCkEVWih6jC7J4vxtdkIWsFMrsQEQ3JHwJgiAIgpBFmkGPJ64c4id+RxdkYfmVQyilGRH1xFQ6sy+//BIrVqzA999/j+PHj2PDhg2YOnWq4Pbbt2/HhRde6Pf58ePH0aVLlxC2lCAIgiDaJt3Sk7ByRiHqmh04Y3OiQ6IOWSmUx5eIDWJK+JrNZgwdOhSlpaW44oorZP/ul19+QWpqqufv7OzsUDSPIAiCINoFaQYSukRsElPC97LLLsNll12m+HfZ2dlIT0+Xta3dbofdbvf83dTUpPh4BEEQBEEQRPTRLnx8hw0bhq5du+Kiiy7Crl27RLddtmwZ0tLSPP9ycnLC1EqCIAiCIAgilLRp4du1a1e89NJLWL9+PdavX4+cnByMHTsWe/fuFfzNvHnzYDKZPP+OHj0axhYTBEEQBEEQoSKmXB2U0rdvX/Tt29fz96hRo3Do0CE888wz+Pe//837m4SEBCQkJISriQRBEARBEESYaNMWXz5GjhyJysrKSDeDIAiCIAiCCDPtTvj+8MMP6Nq1a6SbQRAEQRAEQYSZmHJ1aG5u9rLWVlVV4YcffkDHjh2Rm5uLefPm4ffff8e//vUvAMCzzz6L/Px8DBw4EDabDa+++iq2bduGTz/9NFKnQBAEQRAEQUSImBK+e/bs8SpIMXfuXADAzJkzsWbNGhw/fhw1NTWe7x0OB+699178/vvvMBgMGDJkCD777DPeohYEQRAEQRBE20bDMAwT6UZEM01NTUhLS4PJZPIqgkEQBEEQBEFEB3L1Wrvz8SUIgiAIgiDaJyR8CYIgCIIgiHYBCV+CIAiCIAiiXUDClyAIgiAIgmgXxFRWB4IgCIKIJkwWB+qaHWiyOZGapENWsh5pBn2km0UQhAAkfAmCIAgiAI41WvHA+n3YUVHn+Wx0QRaeuHIIuqUnRbBlBEEIQa4OBEEQBKEQk8XhJ3oB4MuKOjy4fh9MFkeEWkYQhBgkfAmCIAhCIXXNDj/Ry/JlRR3qmkn4EkQ0Qq4OBEEQhCjkx+pPk80p+v0Zie8JgogMJHwJgiAIQciPlZ/URJ3gdwa9FhkGPQ7VNtNkgSCiDBK+BEEQBC9SfqwrZxS2WzGXlaLH6IIsfOnTNwa9FqtnnYv5G8uxo5ImCwQRbZCPL0EQBMEL+bEKk2bQ44krh2B0QZbX5wsmDcDz2yq9RC9AQW8EES2QxZcgCILghfxYxemWnoSVMwpR1+zAGZsTHRJ1cDMM5r2/n3d7drLQXq3kBBENkPAlCIIgeBHzYwWADhLftwfSDN6+u2U1DaLbt/fJAkFEGnJ1IAiCIHhh/Vj5GF2QhawUslz6QpMFgohuSPgSBEEQvAj5sY4uyMLyK4fQkj0PNFkgiOhGwzAME+lGRDNNTU1IS0uDyWRCampqpJtDEAQRdtg8vqwfa1YKpeYS41ijFQ+u3+eV8YGdLHSlrA4EERLk6jXy8SUIgiBE8fVjJcThC3qjyQJBRAckfAmCIAhCZWiyQBDRCfn4EgRBEARBEO0CEr4EQRAEQRBEu4CEL0EQBEEQBNEuIB9fgiAIgggANttFk82J1CQdspLJr5cgoh0SvgRBEAShkGONVjywfh92+KQse+LKIehGKcsIImohVweCIAiCUIDJ4vATvQDwZUUdHly/DyaLI0ItIwhCCrL4EgRBEIQC6podfqKX5cuKOtQ1O9qly0Nbdv1oy+fW3iDhSxAEQRAKaLI5Rb8/I/F9W6Qtu34IndvyK4fAoNeSII4xSPgSBEEQhAJSE3Wi33eQ+D4chNNCKeX6sXJGYcyKQaFz21PdgOrTFjy/rRI7Ktue2G/LkPAlCIIgwkJbWS7OStFjdEEWvuRxdxhdkIWslMieU7itr23Z9UPo3EqL87FyWwV2VdZ7fd4WxH5bh4LbCIIgAsRkceBQbTPKahpw6FQzBTWJcKzRitnryvCnp7/AtBd2409PfYG715XhWKM10k1TTJpBjyeuHILRBVlen7PL35EUPJEIvGvLrh9C51aYk+4nellYsU9EJ2TxJQiCCIC27NOoNm1xKbxbehJWzihEXbMDZ2xOdEjUISsl8hbsSFhfY8H1I1CEzs3e4hb9XSyL/bYOWXwJgiAUQumslCFHjMUiaQY9emenYFhuBnpnp0Rc9ALyrK9qr1Swrh98RIPrRzAInVtCvLh8imWx39Yh4UsQBKGQtirkQkUsLoXHqhuLlPU1Sa9V3eUkml0/gkXo3GrP2FHSRsV+W4dcHQiCIBQSi0IuksTaUngsu7FIBd7trWkMictJtLp+qIHQuY3p0wkPrt/n1ddtQey3dUj4EgRBKCTcQi7WsyFEIgtCoH0W6/7IrIWST5AtnTIIE57bwfs7Nfx/0wyxNS6VwHduaQa0WbHfliHhSxAEoZBwCrlYtj6yiIkxOdYxpSI2mD5rC6m5kvVaLJg0AI1WJ1L0Whj08Ug36HCk3gyLwyX4u/ayUqHmRLIti/22CglfgiAIhQQr5OQS69ZHLoEuhSsVscH2Way7sYj1l9RKRLS5nISCtjCRJIKDhC9BEEQAhMOnsS1YH7kotY4FImKD7bNY80fmItVfK6YPlVypUGINjTUXnLY0kSQCh4QvQRBEgIR6mTPWrY/BEoiIDbbPor0qmxhS/dVsaxFcqfj7lUNgdrhkWUNNFgdONNnwW4MVGo0Ge2sasHpnFYb3zMDiyweihXFDAw3i4zTIjCIx3NYmkkRgkPAlCIKIUmLZ+qgGgYjYYPssXG4soUBOf/XOTvFaqUhN0iE5IR42hwvzN+7HDokSvMcarXjgvX3YUflH3xQZM/HcjELMWVeGhZvLUZibgbKaBtxUlI9lHx3EkimDosKNoL1PJIlWSPgSBEFEKbFsfVSDQESsGn0Wq6m55PYXd6XiWKMVf3v3R8walecnelm4uakfWO8tegF4SveWFudj1bZKlBa1/hcACnMzosaNIDVRB4Nei9LifBTmpMPe4kaiTuuxWLf1iSTRChWwIAiCiFLacmEA4I8iET8ebUB1vRkVJ894FYwIpCKYWn0WjVXZpFDaX1yfVzkleMVcBXZV1qMwJx3AH+V82c+ipahLVooeq2edi7KaBtz8xh7cuXYvStd8h7KaBqyedW6bn0gSrZDFlyAIIoqJVeujFGx0/ffVDXhuRiH+/skvHssh8IdQDcTtoK32mRRK3TS4QlZOCV4pVwFW8HL3xX4WLW4Ez2+r9BpnQKtAj9NosGpGYYRaRYQTEr4EQRBRTlvLFcq1NM4eZ8Tru6r8xMiXFXV44OwSuZSIFcou0Jb6TC5KRD9XyJYdbUSRMdPvOgDyXUQS4uNQZMxE2dFGr8+A6PBHr2t2+LlpsOyg4LZ2AwlfgiDCQqylPiJCB9fSWJiT7vEH9YVdIhdzNQhHXtZoG7tS7ZEr+rk+wat3VuG5sxZPrvgtMmbizguNsDhcov7TRcZMnGyy4aaifMxZV+b5rPyYCcuuGAw3w6CspiGs/efbTyaruLtFtFilidBCwpcgiJBDSeOVYbI4UG92oMXNwM0wsNhbkGbQR1xwiaFEHHItjXJ8S8WOGeq8rNE2dtVsD1fIWhwuzFlXhtLifJQW5QMA0pJ02P7rKZSu+Q4jemZg5YxCXleKkoIsLLp8AD7cfxyPfngQFocLRcZM3FLcCwa9Fqu2VWLe+/uDbq8S+PrpzVvOE/1NNFilidBDwpcgiJBCSeOVcazRioWbynHtyFw/F4BonSwoFWNcS6Mc31IhQp2XNdrGrtrt8fUJtjhcWLWtEkXGTNxUlI8bV3/rKXHMtb7zuVIAwKTB3VBi7ASDXgttnAb6+DjM31Du514Q6v4T6qfdh+tRbMzEziDcOYjYh4QvQRAhhZLGy4d9YQ/NSRf0e422yYKYGHtg/T48OX0oOqcmen3HtTQG41sa6rys0TZ2Q9Eerk9wvblVzJYdbcScdWUe0cvC9qeQK4XvZ4dqmwV9akPZf0L9xLpzaDQav0laoFlSos0NhpCGhC9BECGFksbLh31hzxqVJ+n3qtbLNdgXt5gY21FRh0O1zXC5GS/LL9fSKORbKkeMSOWtTdRrYbIE3lfRNnZD1R6PkK1txtUvfyW4nVJXgEj1n9BxWXeOTXcVIU6jCTrjR7S5wRDyIOFLEERIae/Vx5TAvrCD8XtVghovbilx02h18lqpuZZGs92Jx6cOhsPlhtneIluMSAVbbdl3HPuONgYsRKJt7Ia6PYEW/xCaPEWq/8SOa3G4EKfRoHd2SlDHiDY3GEI+VMCCIIiQEkgRgvYK+8IOxu9VLlIvbpNFOAKeLTxRVtOAJL0Ws8cZYdBrebdNiI8TLGDAFokYkpOBnlnJKOjcQVHBCKFiFayP6uqdVbLORwixsXtR/2ykJMZ7+oEtuhFKQn0vBVL841ijFbPXleFPT3+BaS/sxp+e+gJ3ryvDkToz3AyDkgjc++F45shxOyGiE7L4EgQRUpQm1W/PsC9sNXKqShGovyiflbjYmInnZhT6+YVyc7qGalmbtRwfN9lwuM6MhPg4Px/VQN1DhMbuRf2zsWDSAPzt3R/DuswdjntJSR5gscnTwxv3Y2R+R8wclQeGYbwCykJ974ejn6LNDYaQDwlfgiBCTnutpKUU9oW9aFM5bjqbUkqp36tcAnlxCwkdVtSUFudj1bZKGPRazJ/YH4N7pOG3BitWzzoXGSG81mkGPQ7XmXHn2r2C2widj5R/M9/YTUmM9xO9QKvgW7SpHI9OG4xmW0tIAp7CcS/JzQMsVcK4tCgfd59NkXbnWCMSdVqkJYXn3g91P0WbGwwhHxK+BEGEhfZaSUsp3dKT8OT0oag3O7D48oFwuRlYHC7VBUMgL24xobOzsh7zLuuPwd3TkJ+ZjKVbDuChDeWe70NtDVV6Pkr8m33H7qHaZt5+MOi1uGZkLv72zg/Y4TNhWTplEExWBwz6eOi1cWi0OpCSGJgojpZ7SU4JYzZF2qptldg6d0zQvrVKCKSf5AZ7BuoPTUQe8vElCIKIMtIMevTqlIKCzh3Qr2sqzukp3+9VLoH4QUoJHYuzVaAv2XLAL1dqML62clByPsH4NwPC/VBanI/Xd1V5iV52vw9v3I//HazFRc98iYc27sepZgcuX7kTd68rw7FGq5xTjDqkJhu+vurRvvwv5K/Md30C8YcmogMSvgRBEO2QQF7cUkKnyeqE283w+iYDoQ36UXI+wQYmCfVDYU664LnvqqxHYU665/9f31WF0uL8kE8IQonYZIPr380Szcv/gUyGWHeKrXPHYOOdo7B17hisnFGIrpTKLKqJKVeHL7/8EitWrMD333+P48ePY8OGDZg6darob7Zv3465c+fiwIEDyMnJwfz58zFr1qywtJcgCCKaUeoHKZU+rOxoIwZ0TRU9ppTVL5i8wnLPh89ia9BrUVqcj8KcdNSbHcCpZsXL3FJp6Ljfsz6wgLzgu2gsYy0URMZm1ZizrszzWbQv/wca7BktbieEfGJK+JrNZgwdOhSlpaW44oorJLevqqrCxIkTcccdd2Dt2rXYunUrbrnlFnTt2hWXXHJJGFpMEAQR3Sh5ccsROivPFqMQQszqp0ZeYTnn42uxNei1eG5GIV7fVeVVOETM55evH9KTlC39c4Ww2IQgmstY+042kvRa7K3xzqoRC8v/lKWh/RBTwveyyy7DZZddJnv7l156Cfn5+XjqqacAAP3798fOnTvxzDPPkPAlCEISPusjgHZdopQVOr83WnGk3uKXPizQVGzhLAjga7FlfXOVlIgWyvYgZRHnwhXCQhOCWChj7TvZ6JKaiBE9M2CyOmHQa5GcEC+Y5zlaoCwN7YeYEr5K+eqrrzB+/Hivzy655BLcc889gr+x2+2w2+2ev5uamkLVPIIgopjfGyyorreg0epEok6LrT/X4ufjTbilpBdK13znZc1qbyVK0wx61DU7vNKHGc4WsjgnNwPFvbMw+0Ijdh2qx+qdVbA4XJJWP7Gl5j3VDWi0OFWbcPhabAtz0gMqEc1nXZa79M8VwmITgkiUsZaDmEuK2eHC0i0/BWS5D7aEdqBQlob2Q5sWvidOnEDnzp29PuvcuTOamppgtVqRlOR/Ay5btgxLliwJVxMJgohCfjttwQPv7/OyrrHi5ZUvD3ny1QLRYXGLBFyhIOQqUFKQhQ/uLoYGQKaEgBFaamb3PX/jfr8UYYFOOEwWB2xOF+ZPGgA3w6DJ2iK6vRK/5LQkHVZMH4pmW4vg0j9XCEtNCAItY61UQCrZXswlJVmvDdhyr4arS6BQoZ32Q5sWvoEwb948zJ071/N3U1MTcnJyItgigiDCicniwDwf0Qv8UUiiMDfDE53PwrW4RcpiFW64QmGIwDL8joo6LNl8QNakQGipORA3BDH4xNWbt5wn+hulfsklBVlYNm0weudmAGhd+h+Z1xFnbE4kJ7Tm8TVZHfhgdrFkbuZAylgrFZBKtpdySVkwaUBAQWLhdHURggrttA/atPDt0qULTp486fXZyZMnkZqaymvtBYCEhAQkJCSEo3kEQUQhdc0OvzysLGwkPp/17YzNGVGLVSTglgsOdhleaKk5UDcEPoTE1e7D9Sg2ZvrlHgZaRaxSv+QdFXV48P19WH7lEHTPMAgE3CXLarPSMtZKBaTS7aWyHzRaAwsSCzSrAnsOarrBkNBt27Rp4XvBBRfgo48+8vrsf//7Hy644IIItYgg2g+xavmUU42Kz/qWnBCv2GIVq33EhS0XLIaciHihpWYplETbC4mr1TursOq6Qmg0Gq/vi4yZuOtCY2vlPIP8/QGtleyq6y1ISYgP6pqmGfR4dOogLPnggKwy1o0WJ2aNysOMkblI1Gmxt6bB42fNJyCVCk6p+yNZIohNyHoeaFaF9jbZJIInpoRvc3MzKiv/mPlXVVXhhx9+QMeOHZGbm4t58+bh999/x7/+9S8AwB133IFVq1bh/vvvR2lpKbZt24Z33nkHH374YaROgSDaBbH8MpKK7k5L0uGrw95Wt9EFWdBr4xQJiFjuI1/UiojnW2p2M4wq+waExZXF4cLB402YMKgLZo3K80xuyo42onTNdxjeMwOreCYuUmKt0eqUZZEWmwCZLA4s3fIT+ndLQ7xGg79d3BcPXqZBg8UJXZwGvTqloHNqIoDWMeXrC11kzMRzMwo9Psa+AlKp4JS61sl64cwWYkFiSsYQ218mqwP2FjeG5qTj++oGjw91e/W7J+QRU8J3z549uPDCCz1/s764M2fOxJo1a3D8+HHU1NR4vs/Pz8eHH36Iv/71r/jHP/6BHj164NVXX6VUZgQRQqLBVy8YxKK7i42Z6Jisx+qdVZ7PWItb7Rmb6H65AiLW+8gXNSPifZeaTRaHavsWE1fn5Wfiqpe+4v1uR0Udas/Y/a6JnJK9UhZpqQlQXbMDnx2sxWcHa3l/v3XuGHRO5YwpAd90NiDTd6KgdNIida3TDbqAgsTkjiG+/vIV90BkMl0QsUFMCd+xY8eCEZn9r1mzhvc3ZWVl/hsTBBESgvHViwaEltzZgKUOifH4YHaxX/AL+8IVgisgYr2PfAllRLya+xYTVy63uGXZxOO7mpWiR0lBFu+1ZNOVTRvWXXifMiZAci2yYmOK9U339QVmrabrbj3PK/UcC9/EQs71SDNAMEjM17qdkhAPs701A8bSKYOwcFO54H6F+stX3Pv2TVukLbhJRYqYEr4EQUQ/baECklR0t5IytoC/gFDaR7HwkgtlRLxa+xab1KQkiL8O+QowpBn0WDZtMB58f59XYBybruztb2uQVZwvuE85EyC5FlmpMQXAIyD5rKbFPlZTsYmFnOvBFyTGmwHDmIV7L+mLW97YA4vDhQWTBuDhif1hdbiQmqRDckI8mm0tKKtpQJJeKynu+fqmrdGW3KQiAQlfgiBUpa1UQFIa3a3EMqmkj2LpJRfKiHi19q0BcNngrpjJ8eWtPWOHQa8VzJpQZMxEsp7/ddmjowHLrxziKXbC+ga//W0Nlk4ZFFDuYpYzNifys5JlTaikxlRuRwO6picJWk13VtZDo9Fg011FiNNoJCcWSq+HYAaMyjowYLB61rm49pWvMe/9/RhdkIWVMwphdrjwt3d/9PzmhevPET0GN9tKWy060dbcpCIBCV+CIFSlPVdAYi1hjRYnzI4WmB0upCfp/KyFvn1k0GtRWpzvyQ/sZhiYLA4AaPMvuXBas00WB+7n6U8AWHHVENw9rgAA/AqX3D2uAOkGYWHZPcOAlIR4jwV02rDuyCrODzh3MUuHRJ3sCZXUfZfdoTVNp5iVeUdFHeI0GvTOThFtVyBIZcD4s63F46rwZUUdGi1OzN9U7vUbqVzG7PdSbjCxsIIiRFtzk4oEJHwJglCV9l4Byexw+b2wfS203D7aU90gWPVs0eUDcUtxLwzNSffzv2wLL7lwW7PFRMOizQfw3zklmDSkmydXM2sNzutokOxnuRZQrujqmCxvkijXtUDIjWPR5IGoN7dOpJrtkXFFkrJum6xOr8IwZkeL37USy2VcUpCF3I4GbJ07RtRaHUsrKHy0BVeySEPClyAI1WmvFZCULENyrcPzN+7nrXq2aHM5CnMzUFbT4Be1DsT2Sy6YJdtALXZiosHicMFkdWDCoC5e43ZEzwzVxq2v6DLotVg961wwgJ8Q850kyhHW3PuuweKAo8WN3YfrcfnKnR6/3aVTBsGg1woGY4bKFUlOBgyuq4KZp32rd1bhuRmFAPhzGXeVEK5twU2grbiSRRISvgRBhIRwV0CKhuVLpcuQaQa9rEpxrCXYN2o9ll9ygS7ZBmOxk8xBm6AL2bjlE10Whwula77DgkkDsHDSAJjtLZ6SxrVnbLA4XYrHcZpBj2Z7C5757FfeMs8LN5VjwaQBmPf+fr/fhtIVSU4GDNbiO7ogCxkGHWaPM6IwJx32FrenGMeD6/fh2pG5WDBxAGxOl9+kWuw50BbcBNqzK5lakPAlCCLmCdXypVIxHcgypJxKcYB/1Hqsv+QC6atgLXaBigY1JlVCosvicGHe+/ux7d4xyE5NDHocmywOVNdbeN0BgNa+enhif79+CLUrklQGjDe/qfa04+9XDkGLm0FZTYPXRK/ImIknrhyCt7+twa08PtRSz4G24CbQ3l3J1ICEL0EQMU2oli8DEdOBLEPKWQJmYUVwW3jJBdJXwVrsAhENak2qpESXy81IjmMAkgK8rtmBRp6cw1ysDldEXJGEMmC89W0N5k8cAAC49Wz6t9nryvzE+67KemgA3msl5znQVtwE2qsrmVqQ8CUIIqYJxfJloGI6EIui2G/YJWCWvEzp4J1gCMSyGag1NJC+kmuxE2uTEtGg5qRKSnS53IzgON5T3YAGixMLJIImgdY+ksp+wGaL4BOPoXYXkpMB41Bts2gGCJvT7fe5nOdAW3ITCLcrWVuChC9BEDFNKJYvgxHTD0/sj5kNVmg0GuytacDqnVUY0TND0KIoZIVkl4DnrGutPDm6IAvd05NC9rILxLIZjDU0EOurlHhMTdLJapNc0aDmpEpKdFkcLYK/LS3Ox4KN+/18wfkEeGqiDlt/rhXNfsAn8MKZ7UCq/0PhMnTG5kTv7JSochOIhriE9ggJX4IgYppQLF8G8uLlrUpVkIWP5pQgw6ATfaFxrZCNVgfsztZofDlVtNQgEMumGtZQpUu2UuIxOSHeq+BBIG3iouakSkroi5W8LsxJ9/J15eIrwLNS9PjleBNuOusPzhW/xcZMLJs2OCTXUk1C4TLE/iZa3ARiPa1aLEPClyCImCYUy5dKX7yCVanORtGz/plicK1gJosDnVMTMb5fdlhezIFYNpX8RsyypWTJVko8Ntv8c79KnYcYak+qxESXyeLAsisGI7tDglcWg9U7qyT3yxXgaQY9lkwZhEWbWlPhsTmJ05N06JlpQPcMg9/voy3bgdouQ76/iZSbB/dY0TTRaG+Q8CUIIqYJRZSz0hevlHA43mTztFUO4fbfC9XSMqC+ZUtMPJbVNCg+DzFCMakSurZmhwsf7TuOHZXe7i6rZ52LjsnKBHi39CQ8OX2obKtmtGU7ECvGsXTKIL/tWdE6508F+PPY3th1qN5T8EXOcyCaCqnESlq1WIaEL0EQMY/ay5dKxbSUcDh8yozHPzyIx6cNhsPlhskaXT59rGWTWzqZa3VMTQpsaTlUli0h8ai2hTZcqaM8/VTp3U+7Kuuh1WiwYvpQxQJcyeRJSb+FyzLK3tMnmmz4rcEKoLVy24TndmBEzwyPKBVyMfrg7mJoAGRKtC8S1tdom2i0N0j4EgTRJlDbSqpETMtJSfZlRR0efH8fhuVmePw1o8WnLytFj4v6Z+Oakbl+pZOLjZm4dkQO72+kxFi4LVtibbqofzZSEuNxqLZZkWgLh0+oVD8121pCKsDlWrYj4Zf66IcHBUXpiulDBV2Mlmw+IEu0RsL62lbSqsUqJHwJgiAEkCum5aYk21lZ7wk6AqLHpy/NoMfiyQNx//p9fpkAdlbW46EN+/3aKMcaerjO7Pmcz5rsZhjVz4OvTRf1z8aCSQP8At+UZKAI5fWRm5EgVAJczrWMhGVUSpSeNgcvWvn6njtW680O4FSzqpbttpRWLRYh4UsQBBEkclOSAX8UoWCJFp8+m9MtWu3Lt40miwNWhwv3jC/AQxP7Q6vRQBun8Vpa5rpQPDej0M+aXHJWWAVqLeRbduez0KYkqpvtQW3kWgBZAc6e9+E6M1KTHKqIMinLdiQso1ITApMleJcB374XGqtqWrap+lpkIeFLEAShAqxwOG6y4XCd2VOVik1JxsJXXECoPG+wvpRK9sEVGVLWWbElb+7+WcvWkJx0vL6ryk9Y7whCeEotu8stiBANEw8lFsBQuhv4Cusj9WakW51wtLjRYHFi9axzPZkmfNOvmaxOxW4kUkhNCJITtaLfy3EZ8O370uJ83rGqtIKeFNGSVq09QsKXIAhCJdiX1uMfHZRViY3F9wWthrhRug+51tlkvVZwyXvRpnI8Om0wmm0tHlGw7IrBOHraIjsPLRch4a502T3ag4nkWgDD4W5wrNGKhZvKMbhHGi4b2BXzN3gXzigyZuK5GYV+Ezqb04UrXtzt1fZgxXhWih4lBVm8k5YiYyZqm+yC38t1GfDte7GcyUoq6MmBqq9FBg3DqOxk1cZoampCWloaTCYTUlNTI90cgiBigGONVj8RU2zMxKyzbg9cwTC6IMtLsJgsDsxeVyb4MhcSNyebbGgwO9Bka0GnFD0WbjrglyWAuw/A22qVkhCP+979EUNy0lFW08Dr9jC6IAuPTBmEMU9u9/uOFcxv7KryEkqjC7Kw6PKBuHzVTsEiDe/dcQG0cRovcSsk3JdfOQQOlxuVtc1++W7Z/W+dOwa9s1M8vztU24w/Pf0F77H5to8UrNAXsgCG+jxMFgc+/ekk+nXtAIYBVnz8s1+1OKBVdBZygjSLjZleQZssYuNVLkfqzHh4436v8ci6ED24fh/eu2MUFm4q550wdFUgRNm+rzc7cPXLX/FuM3ucET/WNPD2iRrnSgSHXL1GFl+CIAiV4VvGTNTFYfHmA36i19enLxBfypp6M+Zt+EMcvDZzBK/oZfdxosnmFy1/Uf9sPDp1EH5rsIpaZ80CpXXFlogXf3AApcX5gvs1WZ24+Y09AFr7ZNkVg/Hg+/v9+mFPdQOqT1vw/LYKUSukrwU3VoKJfF0NDp1qhiEhHnEaDeLjNDBZHaK/D9Zy3WBxYtMPv+O+9+rPjiF+n+9dlfUoPRukWVKQhZmj8rz82FkCdSPhWvpTEuJx97gC3FrcCxany8uFaETPDGQYdKq4DHisr7XNgtsoqaBHRC8kfAmCIEIA3zKmnKICSpflTzbZvEQv4B9A58tvDVY/Ufm/g7UAgDvG9hb9rZDVVkwU7Kiow5/H9Ob93tf948uKOlTXW3jFf2lxPlZuq/AT1+zfrLj2dR0JdTCRmrlt+SzdrIUzWS/u05qo18JkCUx8mSwOLNi4HzvP9qXUGEpN0uHjv5TgjL0FzbYWlBbn8/r+KhXjQnl577rQiDvf3OvZv++1C0fGBSki7TJDyIOEL0EQRJjwFcMmi8MvIEhpjs8Gs8NPCPIF0Mnhfwdrce/FfUW3SUvS8QoDKaGUoIvz+x1f1gsAaLTyCwgxcc1aIYUsuKEKJlIz2EzIh9cj7IvyUWzM9IhTLkXGTGzZdxz7jjbKOravWI/XaPB9TaPne6kx5Gxx49KXdnj+LjFmYuOdRaiqN0OnjfO4nyjJSStW+lsD4L9zStBgcYQ0EExsktQjQ7xP5ZxrOEsjE/yQ8CUIgogAQoJp2RWDFS3LN9n8XQ/KjjaiyJjJ66dbIhBgx6KN04geP7tDAq8wSOep7sYlPUnvJTz18XH4qPyEn88zICy6pMQ1AFELrtrBRGoHm4m5ueyqrMetxb0wqygfGo2G1yLM9qXUsYWsqlx3EbExVGzMxO7DPhk6KuuxZMsBj+8vW25ZiRtJvdmBoTnpmDUqz89/+8uKOrS4GQzLzZC9v0ARmiQBCMplJhIFQAh/SPgSBEGEGTHBtHjzATw+bTAe2rBf1rJ8aqL/Y3z1zio8dzaAzTcoaMHlAzH1+V2CbdPGaSTdAtIM4M2VKyUKuMLzUG2zoPW27Ggjb7S+lBUyt6NBUUCTEvgsdWrntpVyc7E4Xfjbuz9i011FcLkZwbR5UpkyhKyqbobxuIsIjSExn16u729ZTSOq6szITNafzTcsbd1kAJTVNHiNC67/ttquBGLWV6FJUqAuM5EoAELwQ8KXIBRCS1VEsIgJpv8drMW8Cf1lL8tnJOv9lr8tDhfmrCvDgon9sWjSQDRanThjc6LsaCP+W34chbnpglkb2AIUUsfnEwZKRIGYL+Uvx5uwjEf8154RT1+V3SGBr0slkbqnhSx1c/5UILpfpUJNTulri8OFOI0Gzc4W3Ll2r+JjS1mVWeHKjqHS4nzcOdYIoNWqH6/VYNoLuwV9ve0tbq+UePPe3+/5Tsy6abI4sHhTuaj/tq8rQTDP4kCtr4G6zESiAAjBDwlfglAALVURaiBl2WuyOtGrU4qsF2Hn1ESPhZgrfs/JTUeRMQu5mck4VNvsSdHEihLA25LHFywkdXw+4SFXFIj5Ui6dMghdBQTGmD6dVA1Sk7qnxSx1d4wRDwRU4t8KyCt9LTcLhdCxpcYeF4vDhR+PNuLKwu7QajRIM+hQ1+wQFL1AqziXUwTC91rVNTtEs0jcNdaoWiGPYK2vgbjMRHsu6fYECV+CkAktVRFqoTSATYrczGQ8dfUwTx7f1KR4JMbHocHigNPNoENiPFZcNQQdk/Wwt7ih1WhQWpSPW4t7wcUwyO1oQHaHBMml2rpmB0xWB5IT4pGo0+KRDw7gs59PebZhhYfcXLJS1jM+gcHnZhFooJOce1rMUrf7cH3QBRS4SJW+fvvbGi+BH4i/qdTYy+1owNa5Y0T7VkqcB5L2S0oYJujiVCvkEQnrK7ff+SojZsTAu6OtrHaS8CUImdBSVfsilA/5UOSV7ZyaiM6piX6WMINei9WzzsXmH373y31797gC5HU0oIuEhYzPusYW5Nh9+LSXb6nSSWAg1jO1gtSE7mmDXoshOek4brKhydYiWKp39c4qfDC7GIs/OOAXKLZo8kDUmx2e9sqFOxkwWZ0w6LXQxmmgjdPgyelDvSYFgfibSo09rrtIk80JaOB1DlLifM66Mjw5fajoOfJZN6UEeXpScLmuuUTC+sr2+57qBt7KiNG+ctiWVjtJ+BKETGipSj2i3XIQ6od8qPLKnmyy4UidGTNG5uKmonzsrWmATqsRzH2r1Wg8VdyEELKu7aysBwP4FaaIpUkg3z2dlaLH6lnn4oytBYfrzJ7MAj8dM/mV6rU4XDh62oKhOemePLsuN4Pdh+tx+crWSnWBjBshYc+X/k6p9Vtq7FkcLtwvMfZ9LfVJei321vwRYCcVhMi3oqFkMhjsszglQVz6JEt8Hwhsv3/x6ynFbiCRpq2tdpLwJQiZqL083V6JdstBuB7ygQbJCE0ajjVa8cB7P/pZdRdNGoiXvzjMuy85IlVuMBQXuZNAtSZAge7H95426LV4dea5WP7xz7wlct/8ptpL6BcZM7HnbBaC2eOM+OmYCQO6paEwJx1PTh/qEc2LNpV7WWsDQey+UVqmWCxdF1+5bL6x7yvOu6QmYmReR5yxOZFhUL6ioWQyGOyzWK+NE0zVVmTMhF4bWB5sKbqlJ2FEzwyvgD8u0TppbGurnSR8CUImsVL2NJqJBcuB0od8MOJN6ZK9WO7fB9/f7xcctKuyHo9sES8XLCVSpaxrfLl15UwC1ZoA/d5gQXW9BY1WJxJ1Wmz9uRa/HG/CkimDJPfje0+XFufjqU9+FswsUJibgRG5GZg9zogLemVCq9HA6nRh9jgjzuvZEcNy0v2WsFnRXG8OXByE4r7hG3uHaptFx/7xJpvnt1L74xOxUi4gcieDwT6Lm2wOPHBpP5yxtcB0dtywVv3rzut5tjR0sug+AqXZzl/ymyUaVw7b2monCV+CkEmoy562B2LBcqDkIR9O67WY+BEq8Qu0FhaYxWOVZZESqXJSbHGRIzzUEnK/nbbggff38Vpn5VhZfe9pqcpwtxb3Qo+OBry287DXdiXGLEwd1h11zTYU5magrKbR4w7Btm3x5QMF+0Jq4hSu+0Zq7B8+ZcbjHx6UNb65IrbR6oDd6ZblAiJnMhjss7hDoh4Pb/Qu811izMK9l/TFLW98h7dvu0D098EQiyuHsdhmMUj4EoQCQlX2tL0QC5YDoYc8G4mdqNOirKYBHZP1mL+hHDsqw2O9ZsUPX0R4i5sJaJ9yRKqYda3YpwqcXOGhhpAzWRyY5yN6AW/rrJz9cO9p1hIpRJpBhyWby/0s6zsq67Boc/lZ0dvg5wu8q7IeLp5rJHfiFK77Rs4kR8n4Zr/3Df4Dgr9PgnEVWrDRP1/wjso6uMHg3ov7hnT1Tom1OlpiIdraaicJX4JQiNplT9sT4bQcBPrS4HvIcxPys5a+12aO8BO9LKGwXjfZnLztAIC1t5wn+tsuqYl+abfkilQh61qJMRNLpgyC1dmCMX06IT1JJ5kSjXsuYsgRclJ5X0uL8mULQs89Xdssup1eGyd5TPa6+LqX+Oa+NVkc+OLXU5g1Kg8zRuZ6lef1FYRS940hQauKSJKTRxhQNr6lyhAHc58oeRaz/WNvcQnet7sq67Fw0oCQPt/lWqujKRaira12kvAlCCJshMtyEMxLg+8hz5eQn8+3lUuwVjhfIdPRoMdto3vxRoR/dbjer3obS0lBFrI6JGBVECsVvsvWyQnxKKtuwKSzy9bAH/2bZpDen5SQS9JrJfchJZ6TE+LhdDM4dKqZVwTyCUUp67bVKVy4AfhjTJTVNOKBS/t5WeUzk//IQVvX7ECDxYGemQbsPlTvSZPGLc/LFYRi7RrXrxNaXAxmv1nmJegCzSYhlaqMRe74DnUZYjmCn/s8eOH6c0T3ZxUpzqEWUtbqaIyFaEurnSR8CYIIG+GwHKjx0vB9yCfqtH6+n4GkbJKLkHB/4NJ+ePazCr/tV++swnMzCqHRaHitup1TEwEoyyfrS5pBD7PDhW+PNGPLvmOK0zFxBUrHZL1g4YciYyb21jSiS2qiaHulxLPZ3oKb39gDwF8E8uU6XjBpAIb3TMeiyQOxeLN/Xt5l0wZLCt+E+DiPVX7Fxz97WYdLCrKwdMpA7DnSgEWbD3gmDFwRyC3PyxWEaQY9lk4Z5OeXWmTMxD3j++Cxjw6qlh6LHfvHTTYcrjMjIT4OZUcbvVw3AHnjO5AyxOzv5Fiv5UxwfZ8HobxvlSBmrY7WWAi5FvZocdEQgoQvQRBhJdSWA7VeGtyHfFlNg9/3ZUcbBVMiBWO9FhPuM0fZeH9jcbgwZ10ZNt1VhDiNJiT9yrZr1qg83nNm28jXv3xCc/NdRVj0wQHewLQ568owMq+jaNvlLsuz7WJFIAC/trDuI/Pe3+/xof7zmN5I0MUhPanVEmxxuLCnugElxkxedwf2mELlendU1GH+xnJMHNzVyweYKwJXbav0uEz4CjCT1YHC3AyUFuXD3uL2CNK6Zofi6yEFu/3jHx0ManVGThnilERvGSJ3tUbuBNf3eRCq+1ZNYiEWQohoctEQgoQvQRBhJ5R+0qF4afBZF1krKwCvl6iv9Vqp9UNMuIthcbgQp9FI5nQN1BrDtmvGyFzR7Xz7l0+gWBwuHKoz8wo5VhBKXScly/JAqyCqPWOHy814FfiIj9N4CVWLw4VV2yqxalslRhdkecTy/ev34fvqBmy8swhLtngL9nH9OuGe8X1Q1+yAQafFObkZKMzN8Kv0xora1buqvHyA+fIh+wqwlAQdb8YJqaX7QEWSGqszUvdiXJwG8zfs96SeU7JaI3eC69sGufdtJInVLArR6KLBBwlfgiDaFKF4afBZF1kr64JJA7D48oEw21v8rKyBWD/ExELZ0UZBFwE51qpgrDFsu5QuFQsJlPg4jWDqMECen6/v6oEuPg7/LT/htyzPUnPa4nF/AFpF8oOX8buPAH+I5TiOC8l/DxzHxMFdcXNxLxj0WjAMgyR9vF/Ri3H9OuGt285HXbMDNqfLE9TV4mZ4hS7XZ7xHRpLs3LWhXLoPdnVG6l60OFz438Fa2Fv2eY4jd7VG7gTXtw3sfVtanI/SonykJemQYdBHlb9qrGZRiFYXDV9CU56EIMIMW8qzrKYBh041w2QRT0tEtF3YlwYfgb40WOuX735H9MzA2D6dUNC5A4blZqB3dorsABWhMSomFlbvrMIjUwb5tUOOtSrQ9vi2i10q5oOvf4UEith+ioyZ2FvdgN9OW0TbBLRem97ZKcjPSobJ4sSqbZW8opePXZX1qG2y+31u0Gsxe5wRr80cgfqzmQBmjzPCoNfi319VY1D3NCTEx8FkdaJTh0S/ohcGvRbXndcTyz/+GaVrvsOda/eidM13KKtpQH5mMgx6LQz6eKyeda5nv6yAHV2QhS5nfbJ9z5NvDNaesaNE5fHue9ze2Sl+41sOYvdiqy93qwsRK4qUrNbIneDytYG16r+x+wgKslMUn1eoEbrW0WSV5iNWXDTI4kvEPLHgU0SED6klWqC1QpXSpX6l1q9ArR9i1p4RPTOQYdAFZIVT0h6xjAdKl4qFBAq7nzifgDyuq8LwniewSubyaF2zA7sP1wv6b5YYs7z8foUQShlXZMzE89edAwaMl3W3Na2d9/GE/Hy5lfQsjtbguyJjJl6bOQLfHjkt2Ifc67Fg0gDotXEwWR1ITmi99mP6dIrKVFNKs0QoWa2RaxWN1VRcsZhFIVZcNEj4EjFNrPgUEeFF6KVhcbgwe12ZXzT/ObnpsDhckkJYiW9yoNYPuS9qpeNabnvEJpLLrxyCB9bv81oqBlqX5oWyMAgJFIvDhbe+rcH8if3xW4OV1893h0SZXN/zExLlRcZMLJo8ENe+8pXf78qONnoFrImJ1omDu+Kj/ccl09qJVYDbUVmPO8Ya8dXhes9+4zQaPDp1EGZdkCcZGAj4T+zTDFBNJKkdka8kS0RWih7LrhiM7A4Jfjl/R/TM8LJeKxG0sSgigfDljFfrmseKiwYJXyKmiRWfovZOJNLb+L40TBYH7heJ5mdRa7UgGOuH0IsaCMxa7dsevupvGQa9rImkUgEhJlDmTxyAgyea8Of/7BX8vdwyuamJOj//Ta6YPnXGhmtH5voJ0tU7q/Dh3cVYeDaFmZho7Zya6Jcrmc/HVirHszZOg9U7qzx/76ioQ4uL4bX0yp3YqyGS+EQ2m8qtR0cZCZoFkJslwuxw4aN9x73yERcZM7F61rnI62jwOz8lgjZcIjLWUHPFNFas6yR8iZgmVnyK2jPR4oriO0kSsuyptVoQrPXD90UdbD+y7dlT3cC7lD+6IAtLpwzC99X+qduAPwK9Cjp3UNwvYkI+TaoqmU6LITnpOFJnxgmTFWkGPa/gz0r5Izewr3BlfYkLc9L99j+iZwY6Juvx6JRBqDzVDINe+LXIJ2j50mNJBZzptBo/P2S+Z1U4J/ZCIntHRR0efH8fll85BN0zghO/Ui5ID6zf51dVbVdlPbQajSe7Bt9+I5VbNtrz1UoRihXTWLCuk/AlYppY8Slqr0STK4rvJEnMsqeGqEgz6LH8yiHY/uspr6Xbk002XNink6KXtcnqgL3FjaE56fi+usEjmpT0Iys8vvj1lKDgX7Cp3K/ULpea0xYkJ8R7Uk8peekLCZTcTAPW3nIeTFan19K2xeHCuH6dkJ6s96v8xSf40wx6PDp1EH5rsHrt66djJlx3Xk/MWVfmJ558LVFv7D6CmaPyBM+BT9DyuVeUHW0UrKRXZMyETuu/H75nle+Y9bXUO1pcMFnEx6nc6yQmsndW1qO63oKUhPig3R5WTB+KBrMDTbYWpCbFI8OgR+fURByqbQ6ZyD/WaMXCTeXo1zUVhTnpOG6yodagQ25HQ8BiPlom9MEQqolVtFvXSfgSMU2s+BS1V6LJFcV3khTqksNAa7lW36Xb0QVZGNOnk+Rv+V6s3CpfXPErtx+7pSdhRM8ML9cOLjsq6jBLRPgBwIPr92HZFYPx4Pv7g37pH2u0Yp7PfthzfPObatwzvo9fmjCAX/Afa7Ri/ob93tXSjFm495K+uOWN72BxuJDb0YCtc8fwWqK4EwOhALmTTTa/Ahase8X8if3x1/F9AADJCVqM798ZDH728zW+qSgfTTYnXps5wmsyxD6ruEKVm9JNKOhOrN+ViDOp1bNGqzPo+1WoPcuvHAKTVTyrSKD3o8niwMJN5bh2ZK5f3xUbM/HEFUMUu3FE04Q+GNrriimlMyNimlhN+9JeiKYHq29ao1CXLvW8HCv5X45i6cOEXqy7Kuvx+tniB1y4/SiV2q/Z3hLQ+bCVyb6sqEN1vSXgtGjcdgqd4xu7juD683rKqkrmtS/fammVdVjxyc+4dmQuRhdkIbtDgmhqrm7pSZgwqAsemzrYL0VYiTET5+Z3xPxJA1Fi9P6uMDcd2amJeHF7JbqmJUKv1eK6f36NwtwMvDZzBF64/hy8NnMECnMzMGddGTTQ4OY39njSnH20/zjMDheON1oxe10Z/vT0F5j2wm5s2XccxWfdNKRcc3z7XWn6OqnVs4T4uKDuV6H27KluQPVpC2xO8YlockJgdrq6Zgf6dU3l7budlfWYt2G/4vSXcib0sUB7XTEliy8R88SCT1F7JZoerL4+hqEuXRqMtVvst3zFD9h+lGPhk7omPTKS/Ipk+KafarTyCyAl1mexc9xRWYdZRXmwOcXz8bJCTKq/7hprxPUjcwXbxecOsOpsJoKqejN6ZCRh/28mTFm1C0CrCL1jbG/o4+NwxtaCvTUNePObalx3Xk8s3nwAj04bjBE9M3hdRoqNmZ6MDp7zrajDA+v34a4LjV4+1lw3CiWuOSaLA8dNNq8KddwqcnzXiesj7Qs76Zk2rDvv8eUgdI1Ki/OxclsFCnMzBO/HImMm9DzuIXJosjnFs2wEsPIUTRP6YGivK6YkfIk2QbT7FLVlxHwIo+3Byp0kme1OXHVODyzcVB6SCORgXo5Sv+W6aRQbM5GSGC97+VXqmnRJTfQEevGlGAPEreVyX/pyzlGuVV5qX4k6LboKuGCITRa6piWi7Ggj/vN1tZcgY0salxRkYe5FfTxBc2wfzZvQwhvIVVKQhZmj8vzKKQOtAuyOMb29XFm4WSqkJixi6ej4XGR8r1OaQY9l0wbjwff3efkms5Oet7+tQZbPSoMShK4RK0rLahp5U9GVGLMwsyjvrCtEsuLjpibqcNxkE92G7Qu5/tDRNKEPhljJwqA2JHwJgggYKQujkgdruCKkfSdJYqsFwbQpmJejnGVnoFWUzCrKh9negmYbZFmY5V6TN3Yf4RXHJQXihSDkvvSlzrFXVjLiNBpZJZql9pWWxP+9nMnCObnpkj7R3DLIANBkdaJXpxS/seViGEx9fpdgZTmT1Ym131R7BRiyVcYmDOoieo4dEnWi7iMAvPbLd516dDRg+ZVDUF1vQaPV6Zn0vP1tDZZOGRTU/Sh0jdhJnFAquo7Jelz/6jf4YHZxQMfNStHjZJP4+EjUa/HbaQvmbZDntx5tE/pgaI8rpoqFr9vtRlyc/yzc7Xbjt99+Q25urioNI4j2QCynw5FrYZTzYI1khLTQaoFa6cMCeTmK/bbEmIWOyXq8NnOExxL75i3ngZFoD9fCJ3VNxMTx49MGY8kHB3iPoeSlL9U/HRLjsWjzAcwclQc3w4hWiQu0r+W4o0iVP+YLkmRFpe/YOlTbLLq/hPg4lNU04oFL+3nlWN5b04DkhHjJc5TrIiPWJ90zDEhJiPeMjWnDuiOrOB9pZ/M8B/q84rtGBr0WPTKSvAL99tY04G6OZfq1mSP8ilcoIc2gR89Mg2iWjd8brFitILVhW7OUtrcVU9nCt6mpCbfccgs++OADpKam4vbbb8eiRYug1bZGnZ46dQr5+flwueTVSCeI9k6sp8NR4sMq9mCNxghpNdoUzMtR6LdFxkzMLMrD9a9+41f1SopEnRZlNQ1egkWsDWLieMmUQbC3BP/SXzplEBZsKve7Bx6fNhiLNh/AZwdrsftQvZcVMD1Jh97ZKeicmugRYs12J5ZOGaTYbUWOO4pc6zv3mEIiTUygFxkzUX7MhOdmFGLFxz97BeoVGzMxY0SO5Hg6XGcWbau9xS17/Pl+H+zzyndMs1kqfM+V65ZRmJuO2jP2oMVk9wwDnrhiiJ9Fl3Xj0Go0kkGUgRbPCHSyEMtGkWhHtvBdsGABfvzxR/z73/9GY2MjHn30Uezduxfvv/8+9PrWi8EwUjYHgiCA6BR7SlErwEOtlGdqvijUapNY3lI5v2VfrCarEzanC7sP1/uVeuUKLSFRVWzMxJb9xz3L3HIFi5A4DnZ5lBVR31c3oLQ435NCjS19XG924LODtQD+WOrnsnXuGLjc3kKMLT/98MT+sDpcstokxx1FTKwWnw36YpESlaz48233/In9MbhHGhotTmjjNBiam4Hvaxo915nNPiBVOU+O+0ggzxa1nlfcceNmGCz94IBfJg5WgC6YNAAX9MpEhkGnyrOwR0eDJ2DRt3Tyk9OHiv5WrLy4WNsCnSzEulEk2pEtfDdu3Ig33ngDY8eOBQBMnToVEydOxOWXX47NmzcDADQaTUgaSRBtjWjKbxsoagV4qCGgjzdavQpFNFic+LbqNMb26SQY1BTqNgHqWMm4eWpf+uKQn+jlCi0+i2DxWT9gbkCVGhOsQJdHfUWUb07alTMKYRLIGuHZh9WJxR8c8OpXi8OFee/v9+xDTtvkuEikGfR4XCDo675L+sHqaMG4vtlIS5In/rulJ+HJ6UNxqLYZZ+wtyM9MxtItB/DQhnKvfQvla+ZLwyb3fLqmJQZ0zdR8XrHj5lBts5/oZdlVWY/Flw9EXpbyYDapYx+uM+POtd4lskOR2jDQyYLJ4sAXv57CrFF5mDEy16uoS6wYRaId2cL31KlT6Nmzp+fvrKwsfPbZZ7jkkkswYcIEvPrqqyFpIEG0RdpCOhy1AjyCFdAmiwPVpy3Ysu+YX7GAXlnJ0MZpcMbWosgSrIaoV9uqL8fK6rtNok6LLfuP+1mJ2XZEYoIlR0RJ9b9Br1VFiPG5lLCW43Ny03G4zoyUBDvi4zS475K+eOCyOJisDqQl6mFvceGYyYqEeC26piWhpwKR1jk1ES43gy9+PYV/fXXEb5mdLxgNkH4uhMr3NBTPK6l9mgPMNy0F39gKRWrDQCcLDRYn77OMnQjFglEk2pEtfHNzc3Hw4EHk5/+RzqRDhw749NNPcfHFF2PatGkhaSBBtEXaQjoctV6ywQroRosTK7dV8IqHOGgwYXAXzONY0+RYXNUQ9aGw6gtZWf3cPFL06J2d4lfq15dITLBYweNbfpe1bJntTvTMTBbt/7g4jeDvV++sUnRevinuUpP0WLCx3CuTA+sLyk5Y/v7xQe8KcWfHvJJlaKkqemL5muWcT+0ZO0xWJ1IS4pEQH4eTTVZYnK6AfEy5FeT4COR5FalnIN+9zeZL1gBeVv1gJgyBTBZMFgcWbNwvOhGKBaNItCNb+F588cV4/fXXMWHCBK/PU1JS8Mknn+Ciiy5SvXF8PP/881ixYgVOnDiBoUOHYuXKlRg5ciTvtmvWrMFNN93k9VlCQgJsNvGcfgQRatpKOhw1UuEEK6DNjha/FwVXFCXr47F61rkeUSTH4mpxuHDnhUa4fLIJlCh4EYbLqi/mTiGUxoslEhOs1ESdYPndImMmrjqnh+SYsDldgr9/bkYhUiXO2xd2QmGyODB7XZlftT12DCy/cghWfV7pN952BGjFl6qix80YoeS5YHa4sPzj1op1z3z2q19GDKU+prPHGQWzIgT6vIrUM5BvbFkcLrz5TTXuv7QfSpsdsDldSIiPg7FTSkCuUkBgwr6u2SHq/lFalB8TRpFoR7bwXbJkCY4dO8b7XYcOHfC///0Pe/fu5f1eLd5++23MnTsXL730Es477zw8++yzuOSSS/DLL78gOzub9zepqan45ZdfPH+THzIRDbSldDhqpMIJRkCbfZbwxUQVu1woZnE1WRy4nxN4xc0pWnvGDoOE9YslHBYtKXeKFdOHRsUEi2s9TElonYi88uUhXsvWwk3lWDmjUHRMnGyy8Zag3VVZDw2Ap64eFlA7pdKBPXhZP8XR/2LIzRih5LnAjomhOemiJY7FfEx9xxS3gpxSi6hQ0Gkkn4Hs2Pq90Yoj9RZPoNu1r3zt5RK08c5R6BlA0QwgMGEvNVlm90sEh2zhm5GRgYyMDMHvO3TogDFjxqjSKCGefvpp3HrrrR4r7ksvvYQPP/wQq1evxoMPPsj7G41Ggy5dxBN/E22XaE4J0x4Th4sRqIBO97HulRbnC4oi9vtV2yoFLa51zQ6P6OVbRh+Z1zHowKmL+mcjJTEeh2qbgxqbUu4UzTb+CmKhEBe+91pKQjws9ha4ASzeVO7nGjBzVB6+Pnxa1PdYaEw02/yt/Cw7K+vRbGtB51Tl5yAlPJpt8kooy0U0X3NBFnI7GrB17hhFzwV2TMwalYfVO6swe5yRdxwLiXS+McUtLjF/4gDYnPKyZkgFdwb6DFTjuZ5maM177BvoxiWYyalcYe/rUjJ7nNGrvDSXHhlJ7fb9oCYxU7nN4XDg+++/x7x58zyfxcXFYfz48fjqq68Ef9fc3IyePXvC7XbjnHPOweOPP46BAwcKbm+322G32z1/NzU1qXMCRNiJhZQw7S1xeCjI7pDgVd2LLYHKB9dvUuil1mx3ilqMzXZ54kboxXdR/2wsmDQAf3v3x6DHZpPNKenr2jvbv4KY2hMsvnut2JiJ+y/th+Uf/8zrGgCmtWre3TyBd1ICUq4biVKBJGSBZfs4zaDDC9ef49XHSvMpc5ESR8FkJGlxMwGNY6G+ZdPKje+XjWG5wkYwFrnBnUqfgWLP9WS9VtH1DrW7hZSwF7pvfDN6sO3pIiMNIiFNzAjfuro6uFwudO7c2evzzp074+eff+b9Td++fbF69WoMGTIEJpMJTz75JEaNGoUDBw6gR48evL9ZtmwZlixZonr7ifDSFvLkEvJIM+ixnCMe+CppcWGT+Au91NKT9Pj7J78IWowfnzpYdtv4XnwpifF+ohfgH5tSwi0tSSfL1zWUEyyhe21nZT3+LGKZ3VFZhzvG9uZ9yUsJSDluJMcarVi4qRz9uqaiMCcdx0021Bp0yO1oQPcMA+/vhKqLSbnOWByugIWS2is/bN90TUvknXRIjWO1XHRCEdwp9lx/YP0+zLusH47UW5Co02Lrz7X45XgTlkwZJDiZDIe7hVhAqtB9kxAfh5VnXUvsLW5knB239M5Sh5gRvoFwwQUX4IILLvD8PWrUKPTv3x8vv/wyHnnkEd7fzJs3D3PnzvX83dTUhJycnJC3lVCXtpAnl5APVzzYW8SXo9OTdKIvNXuLW1Cs7aqslxTWvvi++A7VNssam3JWLJIT4hX5ugazRCz0W7F7TU4+3rXfVHul7ZIjIKUsdSmJ8Xh4w35cOzLXT7AWGzPxxBVD0KOjv/jlE0JyXGf2HW0MSiipOTFh+8YhMY4dLv9xbLK0FpZ4beYIaDQa7K1pwFvf1uDakbkozEkHALgZBiaL9PMzFMGdYmOt1b3D5nFdYDNxLNpUjienDxVsb6RczoTOxaDXYsZ5PbFmV5WXe1C0rVbGMjEjfLOysqDVanHy5Emvz0+ePCnbh1en06GwsBCVlcLpfRISEpCQkBBUW4nI0xby5BLK4Ebmi/lNsuVuhTAFucwuhZyxKXfFQomvazCuP2K/bRZx/ZAqDJAQH+flfiLm/6gkMMpsb0G/rqm8gpWtgraKZ9XHZHHA6nDhnvEFeGhif2g1GrgZRtR1ZsHEAbi1OD9sE2nJVYCzffPzCXE3Pd88uXzXeFy/Tlh7y/lYuuWAX6ERqXGj1HIsZ1Imde9wJ6XsdS/MzZA0dETC5UzoXIQmWrRaqR6Kha9Wq8Xx48f9sijU19cjOzsbLpe4tSVQ9Ho9hg8fjq1bt2Lq1KkAALfbja1bt2L27Nmy9uFyubB//36/lGxE26Mt5MklAkNKFHFFL9/LNlkia4PcrA5CL3I5Y1PuioUSX1cpIQ2At71Sv31kyiDB45cdbUSJMcsvPRjQapFjy/12SNT5BXEFExhVVtMg6uu9g2fVR+h4iyYPhEGv5Q02AgCb0xU2ISJ38tItPUmyAAT3GSh0jQd0S8PSLQcCEmFK/GflnpfcLBgs7KQqGg0dQuciNm5ptVIdFAtfhmF4P7fb7dDrQ3sx5s6di5kzZ2LEiBEYOXIknn32WZjNZk+WhxtvvBHdu3fHsmXLAABLly7F+eefD6PRiMbGRqxYsQLV1dW45ZZbQtpOIvK0lTy5RGB0S0/CiulD0WB2oMnWgtSkeGQY9F6iV+hl++jUQYJVnIqMmUjWSz82xV7kcpbpa05bRPfPvsjlTvDEhPSe6gY0WJxYsKmct702p0tUhDtcbsHz+emYCfde0hcAvMQvuwzNllHOTG4tuMESbGBUaqIOx03i+dq5YkjseIs3H/CroMaFbxIdimwySuMWsjsk4KL+2eh71seZG/j4y/Emr2eg0PgIRoQpyWog97zE7h3uRIqLvcUdlYYOoXORcqWKRhEfa8gWvs899xyA1vRgr776KlJS/nhIuVwufPnll+jXr5/6LeRwzTXX4NSpU1i4cCFOnDiBYcOG4eOPP/YEvNXU1CAu7o8ZX0NDA2699VacOHECGRkZGD58OHbv3o0BAwaEtJ1E5GlLeXKjmWhNFydlQRJ72T6y5Sc8PKE/HvvooF/Z0LvHFSDdIF1CWepFzh2bbMaAUb0yoY+Pw+FTZui04vnG2Re53AmemGW4tDgfCzbu90ucz7Z3/iTx56XZzp8yrdiYievO64lb3vgOy68cgjvG9obJ6vTkTGWDwkrOin0uUhbv2jN2yWj9k03yV32kfEf/PKY3rwDkm0SrnU2GvcdOWxy4qSgfQ3PS/bJJ8InQNIMeCyYNaHXr8PFxfnxaa2Abm06vxS1g0ApShMnxn1USjyH0XPedSHFJP1vJMNoQOhff9Iy+RKOIjzVkC99nnnkGQKvF96WXXoJW+8dyn16vR15eHl566SX1W+jD7NmzBV0btm/f7vX3M88842k30f6gPLmhJVrTxckRnmIv2/8drMV9l/bFpCHd/IpX5MmIrJbzImdTjNWbHWDQmueWK04enzZI0EWAK7bkTvDELMNSVj23gChi6ZCoE8xeYba34NUbRyA1SQe9Ng4PbdjvJ1hmjsrD/A37vaLvpVw4ak5bkJwQLxqt3zPTILvamNTxEnRxfhMMvkm02tlk+O4x32wSLL4i1GRx4OGN5bw+zg9vLMeEwV095ZJfmzmC/7wlfLTliDAp/1ml8Ri+Yy05IR57qhv8+gNoFfk9M6M3G4LQfUOrlaFFtvCtqqoCAFx44YV4//33RYtZEES0QHlyQ4PaL3g1LcdyhKfUy9Zid2HCoC5eL6QRPTNktUnui5zdV2uJXG9x8uiHB8+KEcYvsttXbLEvz0aLE2ZHC8wOF9KTdF6+yGKWYSnYVF1SL2I599qK6UNxqLYZjTyWX3vLH+NGyoUDgOQ4655hwBNXDMG8Dfv9Jme+fSh1vPQkvUegmKytuZPj4jSwOl1eGQ7UzCYjdI/5FmJh8RWh0hkQ8jx/lx1t5HXvKTvaqHqpYl8CicfwHWvJCfH4b88MrzFaUpCFZdMGC6auixb47huhyezj0waj3uzA4TpzVK2wxRqKfXw///zzULSDIIgYQs0XvNqWYznCU87LVo6Q4xXsCpYqhfrR4nDh5jf24K3bzsesM3bYW9zIyzSgezp/5Sazw4X5Aj663c7+RmiJODtVPItNWpJONbehZlsLrnv1G97vuONGji+nnHHWo6MBq2Ss+khVUHMxDOrMDiTq4rDsv5X47GCt53tuP6uZTUaqfDKbCYNtg68IVZIBgVuSmCt+fznehMenDcb8jeUhcxlTIx6jra3u8Z1Poi4OizYfEBx7hHwUC1+Xy4U1a9Zg69atqK2thdvt7QO0bds21RpHEER0otYLPhSFRuSIWjVetkKC/fFpg3FR/2z8j/OCEtq3WD9aHC781mD15CXdOneMokT4vn3IfZk2WFotl2VHG7H1YK1gMB/b3jSDXhVhoWTcPDyxP2Y2WD35ZFfvrMI5uelYePlAXPfPr/22F0LOBEZoYlB81hVj6vO7YHG4UGzMxKyifOw+VO9ZVuf2s5rZZOQKVyERqiQDArck8cMT+sNxNiAs2GsvZyVHrXiMtra6xz0fk8XRujKk4nOyPaNY+P7lL3/BmjVrMHHiRAwaNAgajXgQBkEQbY9oru4kR9QG+7IVE5sPbdiPZVcMhr3FLblvueKkRESMKw0OYtN93fzGHgB/VCYDvK19vu2VEhZCIof7eZJei9njjH7BWZ7+SGqtuPbAe/u8/JtLjJnYeGcR/nvgOJ7470FcOzIXq7ZVqhrow50YmKxO2Jwu7D5c7+U7urOyHgz83QzYflYzm4zU2MjLNPilgOOiNAMCW5J42rDuGNAtzeu7QESlkpWctmaxVRsqyKQuioXvW2+9hXfeeYdy4RJEO0atF3woCo3IFbXBvGylXkQ2p1vWvuWIkyJjJpZMHijYrkD6kCuquNY+NpivV1YyuqYlBuWuMr5/NuZPHOCXMaJYIDhrdEEWkhPOlnP2CerbUVmPJVsOoDA3A9t+PoXrz+sZkkAfVuAdqm3GFS/u5t3G182A5YzNid7ZKaq5hUjdY0JuL9xzEWrLnRcaUbrmO979Ku1TvgkPAMUrOW3NYqsmVJBJXRQLX71eD6PRGIq2EAQRI6i1PBmqQiNyRW2gL1s5L6Le2Smyl9h9RUKJMQvzJ/XH8UbxXLRAYH3oK6pYax/Qeg2VLJ0KWb/7dU3Fwxv382YVAOBXpnj5lUPQbGuR7dcayrSESvxjWdh+Vst6qcY9JtQWi8OFET7BYIGIcyGr7tIpg/B9dQPvb8hCqRwqyKQuioXvvffei3/84x9YtWoVuTkQRDtGjRd8KAuNhNKCpOaLqFt6Ep7kyXYw7YXdnowKtxb7WxhZAulDNfNcB1L8YGdlPeZPHIDx/bL9Kq6JwQrO3I4GdPVZLlczM4jSCmG+/azW2FPjHuNrS5oBQe+XnfB8X92A2eOMXkUyvjpcj9vH9MIz/6vg/S1ZKJVBBZnURbHw3blzJz7//HP897//xcCBA6HTeT8g3n//fdUaRxBEdBPsCz5WC42o/SLqnJoIl5vx6geDXotlVwzGObnpZ9MXOVQNDlLLMilkHZUqfmBzujAs1zstZkqC+CspIb41n252B+9MFGpnBhG7vsU+/rGhHquhmsAFu9+6Zge+r27AczMK8fquKqzaVukpxnJBr0wYO6VgyKx0fH82MJHr1kIWSmXE6nMyWlEsfNPT0zFt2rRQtIUgiHZIuANb1LAMhuJFxO0Hs92J1CQ9Fmws9xQZYPevZnCQGqJKyDqqtPjBsUYr9lQ3iJaLrj1jD3nRCKDV9ePOC41wMYxXW9jcsA6X289aHQjRWvmQy8kmG2/p7yabE6XF+Xh9VxV2VdZ7giRZEcziW3CDLJSBQQGA6qFY+L7++uuhaAdBtEti4cUXDsIV2KKmZTAULyK2HzzpiyqjIzhIbJwKWUeVFD/gLpvzZZgoKcjCI1MGIQ5A7RkbLE6Xpw1qR7ybLA7cf7Yt3IA/tnpfh8R4VfpZTlntSD8baurNmLfB20+bLXmcnqTzcmfhimAu3IIb+442ik4Mo+GcoxkKAFQHxcIXAFpaWrB9+3YcOnQI1113HTp06IBjx44hNTUVKSkpareRINok0VryV4xYfjGFwjIYqhdRNKUvkhqnQtbvn46ZsGDSQCzdckA0TRrgfb6+GSYSdVoYOyVj6ZafeJP3SwWimaxOHKptlj1m2SX80uJ8L79VNpfwyLyOQfe91FhcdsVgPPi+f8W5cD4bTjbZ/EQv0Oqf/dCG/fj7VUO9Phfz6d5VWY8FEwfg1uJ8wb7jG2clBVlYPHkgNAAyY+hZQ0Q3ioVvdXU1Lr30UtTU1MBut+Oiiy5Chw4dsHz5ctjtdrz00kuhaCdBtClCIcJCTSwKdS7RJCaliJb0RYEUx2i0OmB3urH7cD2uf/VrXDsyF3eNNSJBF4f0JD2vVZx7vtwMEwAwe5wRr+887FfWmW3DgkkDRM/B5nR5pSaTGrPNdqfokr3ZHnzfS43F6npLxJ8NDWYHr8sJ0Cp+m6xO9Mj4ow/l+HSLWXr5xtmOijos3FSOwtwM7DvaGDPPGiK6EXfC4uEvf/kLRowYgYaGBiQl/TEAp02bhq1bt6raOIJoq8gRYdGElAAyWaKrvXxEi5iUQ7SkL5Iap8dNNs+1TzPo0Ts7Bd3SklB92oLCnHQsnTIIhTnpqD5tQbe0JMEUb2LnW5iT7id6uW3Qa1sD3vgoNmZi92F+wSw0ZtOT9IJL9q/vqkJaUuD+vIdqm1FW0wB7iwuzxxlh0Gt5t2208o9FNZ4NbDv2Vp/Gzyea8OvJMzh8qtmvP5psLaL7abK1oEtqoqfvlfp0c5Eqz1yYkx5TzxoiulFs8d2xYwd2794Nvd775s/Ly8Pvv/+uWsMIoi0TSyIMiC1rqRDRIiblIJZV4KL+2UhJjFe0fB8oUuP0cJ0Zj310EMs5fqn380yQAPH8wGLnK4XJ6uB1tSgpyMLMUXmYs67M7zdiY9bhcgtaOndV1sPhErds8sG3WuIb9MVFTEQG82wQasdNRflY9tFBLJkyyGNRTU0UlwepZ32d2b5ni62Ilb4WQm7e5D3VDWi0OGPW3SoaiGV3NbVQLHzdbjdcLv9Sk7/99hs6dOigSqMIoq0TSyIMiD2hzkcs5cIU8pu9qH82Fkwa0FrdTEWXE27kflpSPBLi42CyOpGk47dIsiTEx2EHZwleaoJUb2611vG9eIWyZHCX0/lITtDxBhq6GAZTn9/FWxoZ+GPM+goBqbFstotbQn0RWi3ZxVPIA2gV7L7lhFkMei0yzlaWUypcxNoRB+C+S/vh4PEmmO0tyO6QgI7JesHgxGJjJjKSvSsg1psdmFbYHYs3H/Abm1KZTuTkTWazRsz3qQQYS+5WkSbW3dXUQrHwvfjii/Hss8/ilVdeAQBoNBo0Nzdj0aJFVMaYIGQSSyIMiD2hzkckcmEGY13hE3MpifF+ohdoFZUPrN+HR6cOQnqSTtG58EXus1bA8t9NguKniJPPlrWgik2QDHotGKA1W4XAi5cvSwa7jdS94htoeKi2WVD0Aq1jlk8IvHnLeYK/YX+nBKllfG41utEFWXh82mAs+eCA37YGvRarZ52L+RvLvbJ9yBUuYu3YUVmPWWfsuPmNPV77XDZtMOZt2O91/dmsDp1TEz2fcft+VQCZTuSU7hbKGhHNcRHRRCzGlYQKxcL3qaeewiWXXIIBAwbAZrPhuuuuQ0VFBbKysrBu3bpQtJEg2hyxlpA81oS6EOHMhSnHuiIljPnEnKB4qahDZW0z3th9RLYFRyhyn/17ZH5HzCrKhwYaL7HFCmOuG8EZm1N0glRanI/Fm8oFg9TYFy/ftQjkXpEas0KTiN2H62WnYZOD1GpJWpIOG+8c5TUWl0wZBHuL9/kumDQAz2+rVJTiTkk7uMFp3H0+dfWwP/L4JsYjI1nvJXr9zieATCdCz0PuOFs5o1Awa0SsuFtFkrbgrqYWioVvjx498OOPP+Ktt97Cvn370NzcjJtvvhnXX3+9V7AbQRDixFJC8lgT6mKEIxemHOuK2eFSvOwoR7zwCSEhgS0Wuc9aI+9eV4a3bjsf92v64uhpq6eksq9vKjt+hcTmqF6ZAQuXQO4VqTFrtrfwCoHVO6vw3IxCaDQaxUv2fEitlmScDQoE/gg8a7I5sWDSAOi1cTBZHUhO0MHNMF7FTLjIES5KyzCz++ydnSIqdNVCKDMInw80H7HgbhVJ2oK7mloElMc3Pj4e//d//6d2Wwii3RFLCcljSahHGinrSqPFifmbyhUvO8oVL1whJGZ5lorct7e4YXG48OlPJ9E9LRFb9h8XDV4SE5tSUf9SL95A7hWxMVtW0+Apseubr/fB9fuw7tbzEafRBD3W5a6WSK0Q/Hi0AbPHGXlzC1scLsn+k+NO4EuwYkipqw/3GpssDnROTfRUyHMzjOixYsHdKpK0BXc1tQhI+FZUVODzzz9HbW0t3G7vCNeFCxeq0jCCIKKPWBLqSlA70lnKumJ28FsbAXHrnRLxcsbmlLQ8PzSxv2g7WbG6emcVNt1VhLysZAD+VdW4llAhsSmVhisUL16x65qWpBPM1/vElUOgjdOgV6fgCzLJWS0xWRx44L194m4MSa1iXagcsFT/yXEn8CWYa3K80Yrtv55CdocE2FvcaLA48W3VaYzt0wldZbjh+D5rTBZHm3C3ihRtxV1NDRQL33/+85/485//jKysLHTp0gUajcbznUajIeFLEERMEYpIZynrilli6VbI0qZEvHRI1Elanpdo41BizPITXOw+WSFdmJuOj8qPAwAentAfDACrw4W0JB2yOyTILp8czhev1HVNTogXzNerAfDU1cO8Plc7UJFrQT7RZOO9BkDrdao9Y8fSD34S9MVeMGmArP7jtsNkdcKQoEVZjb/bChDcNTFZHKg+bcGWfcf8gibzs5Jh0GtV8wOORXerSED99weKhe+jjz6Kxx57DA888EAo2kMQBBE2Ao10lhJBUtaV9KTAlx1Z8VJ7xo6a0xYA8PO5ZUXL4Tqz6HF+N1mxYNIAPLLlgFfQGVdIjy7IwtIpg9B01tc00CX/cL54ZflY21tQmJvhVRqZdR3YWVmPZlsLOqe2/k5IRC+/cggMeq0sQSw0GTBZHPitwSp+PlanoDDeVVmPhZMGyO4/33akJurw354Zql6TRosTK7dVCAr1x6cODmjf5G4VHNR/rSgWvg0NDZg+fXoo2kIQBBFWAol0lmMhlhJ5Br02KOsnK16SE+JFhWRqorh7gQYaTH1hF0qL8zHrbFqt7hlJSIyPQ5PViQ9mF3NejMmi+5JDuF68cvIJM4Co6wA3zy+fiN5T3YDq0xa/TAtKVwvkVGITqvDGYuVZQZBroQ7FNTE7WkSDJs0OZbmQ+WAAQCO1FeFLW3VXU4Ji4Tt9+nR8+umnuOOOO0LRHoIgiLChNNJZiYVYSlCoYf2UOoaY5bnYmImvDtfD4nD5ib9JQ7phTJ9OIUlqH44XL/e68gWwxWmABRvLBS2SpcX5Hqu7kIguLc7ntWoqzYvaZHOKVj0rKchCsl78Ve27QqDUfUftayLlyiMnSwMfVICBUAPFwtdoNGLBggX4+uuvMXjwYOh03jfcnDlzVGscQRBEKFEa6cwVQXyCqtHiFM3Dy0UtS5vYMYQszyXGLMws4i/ny6Yxi5ak9oH41rLXla325RvA9uYt5/nlE2bZVVmPu8YaPVZ3oclRYU66KnllUxN1nhRq7PFZioyZeGTKIKQbdLJXCKKhUIGUK0+axPd8RMN5EW0DxcL3lVdeQUpKCr744gt88cUXXt9pNBoSvgRBKCKSteOVRjqzIkhIULEZDuRan8Jh/fQV2Ik6LWwtLlz3z28ELW9sPuBIJ7UP1MLHXtchOem8AWyNVnFLf4IuzpNtIUmnxQvXn+OXPoxb8IEPuanAslL0GNEzA3PWlaG0ON/jc5wQH4faM3ZkGHSK/KOl3DxONNlCfk2zOySgpCCLtx0lBVnI7pCgeJ9UgIFQC8XCt6qqKhTtIAiiHRLppUulAVesJVGofOqOIKxPJosD9WYHWtwM3AwDi70FaQa9KhMB3/yovzVYRZeb2TRmkUxqH4yFj72uR+rMvFZZqZzC6Un8+Y+5PsBS+5CbCow7Brlt9R2DclcIpNx3fmuwoktqYkhFYppBj+UqBzJSAQZCLQLK48vCnE0ozU1pRhAEIYdoWbpU4nLAWhLVWuZmOdZoxcJN5bh2ZK6foA7FRGDfbyZhn1JOGrNIJrUP1sLXLT0JJ0z82RKkfGrj4oAH3vvRzx2C6wNce8YuaNVUmgpM7hiUs0Ig5b4DAPXm1oC6UK60qB00F4kCDJFcjSJCR0DC91//+hdWrFiBiooKAECfPn1w33334YYbblC1cQRBtF2iaelSrssBa507eLxJdDsl1id2AjBUYFle7YlAXbMDj3z4k6BP6YLLB2Lq87vCmtSeT2A024O38KUl8bef9amN8ylLXGzMxMxReaius4j6AC+YOABd0xIxpk8n1ayaarm9ZKXoBQV5kTET+383IS8rGbPXlXn5qy+YNADn5KbD4nCpJvLUdOUJdwGGSK9GEaFDsfB9+umnsWDBAsyePRtFRUUAgJ07d+KOO+5AXV0d/vrXv6reSIIg2h6xunTZLT0JZrt4OiYl1id2AjBrVJ6qVmQhmmxOWBwuXp/SsqONqKozY0TPjJAntWfFboPFAafLjV2H6j3+s2zuYINeK+iSIaePhcSSxeHC29/W4MnpQ9Fsa4HJ6oTN6cLuw/WYs64MT04fKrpfm9N1VtQh4nlR+SYNj0wZhIc37veb1NxUlI8Dx0xYvKncI+y5/urz3t/v2T7aRF605YEmy2/solj4rly5Ei+++CJuvPFGz2eTJ0/GwIEDsXjxYhK+BEHIIpprx0stcWZ3SPASVNwMDwDgZhiYLPKEKjsBUCtYSgq2333TmLF8/JeSkL/Ypfxnv6yow8JN5VgwaYCXGGORa+ETE0tLpwxC59REdE4FDtU244oXd3u+V+K/G8m8qEJWyWXTBmPqsO4oLcpHi5tB17REOFrcONVsx/h+neF0Mfi+phEWh0vQXz0aRV605IGmQLrYRrHwPX78OEaNGuX3+ahRo3D8+HFVGkUQRNsnWmvHKy1Qsae6gTfDAyuuTFYHUhKFl45ZIapWsJQUUv3eNS20gU9C1jSu/+yqbZX4sqIOD0/s79dWtXMdA/6rD2I+wJEcm1zErJKLPziARZMH4rfTFmQk6/Holp/8KvOxkwy1/dXF2quGv2y480DzEa2rUYQ8Asrj+8477+Chhx7y+vztt99GQUGBag0jCKJtE42148WqdH3x6ymM6JmBZnuL58W9ckYhGi1OzPdZVgZaRcPDG/ejMDcDq7ZVCi4ds0I0XGIr0v0uZk1jcwizWB2ukOc6BvxXH4Ty6kZybPoi1I8GvRbXjMzFvPX7MDQ3A2U1DaKFOsKx0hBr/rLRvBpFBI9i4btkyRJcc801+PLLLz0+vrt27cLWrVvxzjvvqN5AgiDaLtFWO55PTEj5QLoYRjQQihVyYkvHD0/sj+ONNkwe2g2PfHDAa3+hEFuR7HcpaxpXiHVI1Klm4ROzOPpawbk+0HeNNSJRp0VakvI+CmVWAKF+5LouzCrKF7Tm+k4yhAhW5MWiv2y0rkYR6qBY+F555ZX45ptv8Mwzz2Djxo0AgP79++Pbb79FYWGh2u0jCKKNE0214/nEhJQP5PxJA0T3yRVyvkvHvpYwNrr+4UkDYLG7AhJbcolUv0tZ01iXDzUFhpTFkc8KbnG4sO9oI64fmYuuAVgljzdasf3XU8jukAB7ixsNFie+rTqNsX06BbQ/wFtIJ+m1vNtwXRekrLn2Fjd+Ot4U0pWGWPSXjfSqCBFaAkpnNnz4cPznP/9Ruy0EQbRToiVfJp8ok/KBdLsZ0X36+u6yS8d8ljCLw4V57+/H6IKsqLSEqYGYNa3obA5hNQWGXIujmlZwk8WB6tMWbNl3zC+zQn5WMgx6reL9+or32eOMKDZmYqePYOWKXSm/8V5ZyeiRnoirzumBhZvKQyLyYtVfNtpWowj1CEj4ulwubNiwAQcPHgQADBgwAFOmTEF8fFD1MAiCaIdEk/8fnyiTspqx6bfEhBwXduk4Fi1haiBkTSspyMKSyQMBALcW56t27kr6WS0reKPFiZXbKgR9ax+fOlixy4TvPcL1Q+aK3/SkPyZvUn7j3EDGUIm8WPSX9Z2I52clRzxFXVt8FkQKxUr1wIEDmDx5Mk6cOIG+ffsCAJYvX45OnTrhgw8+wKBBg1RvJEEQbZNo8//jE2VSVrO0JB2vkGPzps5ZV+b5jLt0HKuWMDUIpzUtEv1sdrTwik2gVfyaHeJ5oH1hxTs3bZ69xQ1dXBxuKsrH/EkDYLa3wO50w+p0ecSukiC9ULm+xJq/bKQn4pE+fntAsfC95ZZbMHDgQOzZswcZGRkAgIaGBsyaNQu33XYbdu/eLbEHgiCIVqLR6ukryjIM0i/uNIPe6zdJei321jRizroyTwEGX7EhZAljxU2iTouymoY2a/EJl49xJCyOZoGiGyxCRTmEaLI5vYIsua43RcZMPD5tMB778KBHHHPFLjdIL0EXh/QkfViX7GPJXzbSE/FIH7+9oFj4/vDDD16iFwAyMjLw2GOP4dxzz1W1cQRBtG2i1erpK8rkvLh9f9MlNREj8zoKWjRZS9ie6gaPFa/FzSA/KxmPfHDALycwWXwCIxIWR667AR9pEt/7kpqoEwyy3FVZj98brB6xxFeVr1dWcsjzM4sRK/6ykZ6IR/r47QXFwrdPnz44efIkBg4c6PV5bW0tjEajag0jCKLtEyv+f4G8uKUsmmkGPZZfOQTVpy1Yua0Cq7ZVYvY4I/711ZGorqIVa/6HkbA4ZndIQElBFq+IKSnIQnaHBEX7y0rRY1SvTMEgy0ar9wTRtyrfxjtHRfwaRVP2FiEiPRGP9PGDIZaeC4qF77JlyzBnzhwsXrwY559/PgDg66+/xtKlS7F8+XI0NTV5tk1NTVWvpQRBtDliyf8vFC9ug16L57dVeoSuGlW0QvkCilX/w3BbHNMMejw2dRAe3rDfKydziTETj00dFFABDr2Ir3m4qv61dSI9EY/08QMl1p4LioXvpEmTAABXX301NBoNAIBhWtP5XH755Z6/NRoNXC5lfkwEQbQvYsn/LxTUNTuwo1J+Bgkpi08oX0Cx7n8YToujyeLA0i0/YWhuBmaddTdIiI9D2dFGPLLlJzw5fajitmSIbF92tFHQwhxtE8hoJtIT8UgfPxBi8bmgWPh+/vnnoWgHQRDtlFjx/wsFvkubwVjuQv0Caov+h6Gyjtc1O/DZwVp8drBW8HulxxETRb8cb8KyaYPx0Ib97XICqRaRnohH+viBEIvPBcXCd8yYMaFoB0EQ7ZhY8P9TE1ZwtbgZrJ51LvbWNGD1zirJvKtiFp9Qv4Bi2f+Qj1Bax0PRV2KiaOmUQejajieQahLpiXikj6+UWHwuBFRxwmazYd++faitrYXb7b00N3nyZFUaRhAE0RbhE1xFxkw8N6MQD67fhyeuHAJAOu+qL6F+AcWq/yEfobaOh6qvpERRe5tAhopI92Okj68EqbEuVFo7kigWvh9//DFuvPFG1NX5WxbIr5cgCEIYIcHFitxrR+ZizroyLJg0AAsnDYDV4ZJt8Qm1MI1F/0MhQm0dD2VfyRFFsRRhT8Q2UiXI99Y0oktq5FLp8SHuUMbD3XffjenTp+P48eNwu91e/0j0EgRBCCMmuHZV1mPCoC74YHYxJgzqgr5dUjEsNwO9s1NkvTTYFxAfcsSWyeLAodpmlNU04NCpZpgsDq/v2aV232NEs/+hEKG2jkeyr441WjF7XRn+9PQXmPbCbvzpqS9w97oyHGu0eraRutYEIZc0gx5LpwxCkTHT63O2cuUjW35CXXN0jS/FFt+TJ09i7ty56Ny5cyjaQxAE0WaRElyOFjcGdEsLaN/BBMbI9XcNt/9hqCyX4XDbiISvphwXDrPDFdLUU2Rtbn+YrA4U5mZ4CqawGUzYypXR5uerWPheddVV2L59O3r37h2K9hAEQbRZQi24AhFbSv1dw+V/GMrgs3C5bYTbV1PKhaPR4sT8TeUh822OtXyuhDqkJOgE848D0ef/r1j4rlq1CtOnT8eOHTswePBg6HTeJzRnzhzVGkcQBNGWSEmMD3m+VaViKxrTEYUy+MxkcaDe7MCiyQOxePMBP5EWa24bXKRWFMyOlpBd61jM50qoQ6z5/ysWvuvWrcOnn36KxMREbN++3VPEAmgNbiPhSxBEtBOJ5dhjjVYs3FSOmaPy4GYYxVkbQkU0piMKlRjnWiQNei1Ki/Px5zG9kaCLQ3qSPqrTRsnBIBFBb3aIx+EEc62jcQJFqI/QszOW8g8rFr4PP/wwlixZggcffBBxcYpj4wiCICJKJJZjTRYHHnhvH3ZU1mH3oXqUFud7/OHSk3TonZ2CzqmJITk2e3whoR+NacpCIcZ9LZIWhwurtlVi1bZKjC7ICtgiGS0+rSaLA3trxPNApyeF7lpH4wSKUBepZ2es5B9WLHwdDgeuueYaEr0EQcQckVqOPdFk85QmZgUXl61zx6BzquqHBSD9sorGZcpQiPFQWCSjyae1rtmBR7b8hOdmFALwzgNdZMzE0imDkGHQhexaR+MESg7hnrhEy0RJKXKfnbFwLorV68yZM/H222+Hoi0EQRAhRY74URuTxYHfGqyi24TKGib1sjJZHFGZpizY1Gx8qG2RlNO34aTJ5oTF4cKcdWUozM3AazNH4IXrz8FrM0egMDcDTdbQXutQXLNQIyf1WywfT00i8ewMFYotvi6XC3//+9/xySefYMiQIX7BbU8//bRqjSMIglCTSCzHynkh6OPjcOhUs+rWH7lWzmhbpgyFz6DaFslw+LQqsQ6y58e3ogAA04Z1h8nigM3pwvxJA+BmGFjsLqQlqXOtY83PM9yrP7Ee/NeWXFkUC9/9+/ejsLB1KaW8vNzrO26gG0EQRLQRieXYJpsTZUeFfS+LjJn4qPyEx9dUzWVyJS+raFumlCPGlQhDtV06Qi0ElLpRSJ1foi4Os9eV8e5PresebRMoMQKduATqqhCKiVI43SZi1ZWFD8XC9/PPPw9FO2Tz/PPPY8WKFThx4gSGDh2KlStXYuTIkYLbv/vuu1iwYAGOHDmCgoICLF++HBMmTAhjiwmCiBYi4c+amqjD6p1Vgr6XNxXlY866MgDqW3+4Lys2i0FhTjrsLW4k6rTIiEJBwkVMjCsVhmpbJEMpBAKxDoqd3+PTBmORT+o2qf0FCnvNWFF2uM6M1CRH1PmyBjJxCcanW+2JUrj9y6MxFiBQFAtfLr/99hsAoEePHqo0Roq3334bc+fOxUsvvYTzzjsPzz77LC655BL88ssvyM7O9tt+9+7dmDFjBpYtW4ZJkybhzTffxNSpU7F3714MGjQoLG0mCCJ6iMRybFaKHiN6ZmDOujJPNofkhHiY7S1e1Y1Y1Ez9xL6s9lQ34LkZhXh9V5XXMnisFhdgheH31Q2YPc7oJea/+PUUJgzqwtt/alokQykEArUOCp1fvdmBzw7WKt5foERT0J8QSicuwboqqDlRCqYtgVqJY82VRQwNwzCMkh+43W48+uijeOqpp9Dc3AwA6NChA+699148/PDDIc32cN555+Hcc8/FqlWrPG3JycnB3XffjQcffNBv+2uuuQZmsxlbtmzxfHb++edj2LBheOmll2Qds6mpCWlpaTCZTEhNDVHYNUEQYYV9+IdrOfZYo9XrhfHC9efgzrV7BbffeOcoDMvNUO3YX/x6Clv2HRNMcxXt/oW+HKptxuWrdnrEvK8V/bGpg5GXlRzydvheV+APIdA1CIFXVtOAaS/sFvxe6fhQe39imCwOP5cKlmgaayaLA3evKxOcuPi281BtM/709BeC+9s6dwx6Z6eodjwxAm2LGhOScD87lSBXrwWUx/e1117DE088gaKiIgDAzp07sXjxYthsNjz22GOBt1oEh8OB77//HvPmzfN8FhcXh/Hjx+Orr77i/c1XX32FuXPnen12ySWXYOPGjYLHsdvtsNvtnr+bmpqCazhBEFFHuP1ZfS1xiTrxQgNq+st1S0/CiJ4ZmPf+ft7vY7G4QJPNidLifD/RC7S6kizYVI5VYRBYofJpVduNIpz+mVLW6nqzw7NdJFN6KbVgBuuqoKbFNJC2qBVcF22xAIGgWPi+8cYbePXVVzF58mTPZ0OGDEH37t1x5513hkz41tXVweVyoXPnzl6fd+7cGT///DPvb06cOMG7/YkTJwSPs2zZMixZsiT4BhMEQXDgvjBMFkdY/eWa7S2i38dSRDbQKuQKc9J5sxcAwI4wivlQCAG13SjC6Z8pJsoMei0YQDDILtxuEEomLmpMHtSaKAXSFqqs9weK/RJOnz6Nfv36+X3er18/nD59WpVGRZJ58+bBZDJ5/h09ejTSTSIIoo0R7ty5wb60TRYHDtU2o6ymAYdONYc9R60vcoRarIl5LmqPj3CON7GxVlqcj8WbyqMm9zHQ2je9s1MwLDcDvbNTvCan3DGfkhiPi/r7xxIByiYPQsdTQiA5k9tSOrJgUWzxHTp0KFatWoXnnnvO6/NVq1Zh6NChqjXMl6ysLGi1Wpw8edLr85MnT6JLly68v+nSpYui7QEgISEBCQkJwTeYIAhChHCmfgrG4heNgUppBj16ZIgfW0jMKwnuiWSVLd/xkZwQD702DrVnbLA4XYrbEq7xJjbWRvXKFLTSR5PVUWjMPzq1NSj+f5xAwUgEdwXiNhHudGTRXKFOsfD9+9//jokTJ+Kzzz7DBRdcAKDVl/bo0aP46KOPVG8gi16vx/Dhw7F161ZMnToVQGtw29atWzF79mze31xwwQXYunUr7rnnHs9n//vf/zztJgiCiCTh8pcL1L8wmpPud0lN9BJY3HRtAOBmGE9lOhYlIl7OtqF+ubPjQ63Jh1rjjXveKWcFeaPVgZREHVIS4jF/Un8cPW2FRqPB3poGrN5ZhRE9M5AQL77IHA1WR7ExP39jOVZMH4oHL2uJeHCX0olMON1donGyzEVxVgcAOHbsGJ5//nmPb23//v1x5513olu3bqo3kMvbb7+NmTNn4uWXX8bIkSPx7LPP4p133sHPP/+Mzp0748Ybb0T37t2xbNkyAK3pzMaMGYMnnngCEydOxFtvvYXHH39cUTozyupAEERbQWlEdqDR4+Gw9pgsDpxosuG3BiviNBpkpujx7Ge/YtvPpzzbcF+2SrINyNnW7HAperkH2ifRliWBT9Rw81Gfk5uOWWf/3+JwoaQgC49MGYQMgw51zY6gMiOEg2CzN0QzocpCwiWS4zVkWR0AoFu3biELYhPjmmuuwalTp7Bw4UKcOHECw4YNw8cff+wJYKupqfFKpzZq1Ci8+eabmD9/Ph566CEUFBRg48aNlMOXIIh2iVKLX7iT/MuF7xjFxkzMKsrH14dPe/Iicy3TSoJ7pLatPWPH0i0/ybaEB9Mn0RSUJGQNZTNrlBbnY9W2SjCc/99RUYeFm8qxckZhTBRBaMu+sOFwd4mm8SqE7OC2iooKzJgxgze9l8lkwnXXXYfDhw+r2jg+Zs+ejerqatjtdnzzzTc477zzPN9t374da9as8dp++vTp+OWXX2C321FeXk5V2wiCIGSidpJ/NYKXhI6xs7Ier++qQmlxvt+xWUurGFxBI7WtyeqUfLlLtZevT/iCCJvt0SPExETNrsp6j5sJ9/8Bb8EjN8guUgGVbak0Lx9qBNeJEQsTB9kW3xUrViAnJ4fXfJyWloacnBysWLECL774oqoNJAiCICKDUgtdOKw9UuKrtCjf7/MzNqciQSO1rUEvnoeZ+3KX2ydCVuElkwd6judbcnpvTQNSk8InxKREjb3Fzfv/wB99IsfqGEkf0ViwSkczsTBxkG3x/eKLLzB9+nTB76+++mps27ZNlUYRBEEQ8gmVdUxpGqxwWHuUiC8WVlzJTQEltW2yXtxmxH25y+kTMavwwk3lWHz5ADw3oxBlNQ24+Y09uHPtXpSu+Q4/1DRArw1dtVRfpEQNN3jNN5CN2ydiVsdwrBqIITbml04ZhCP15qhI6RetBJJqLdzItvjW1NQgO5s/hx3Qmm6Mct4SBEGEl1Bbx8Kd5F8KJeIL+ONlqySzhdS2Br0WF/XPRt+uqX4W2F+ON3m93Pnay81A4XQzON5kw9CcdHxf3eDxT2bZUVmPRZMHYtHmA35V6nZW1uOhDfvDFuAmZg0tMmai7Gij3/8DygRPNPiI+o75JL0We2saMeG5HZ7rE01ZCqIJNSvUhQrZwjctLQ2HDh1Cz549eb+vrKykrAcEQRBhJFzpxuQGxYVjmVjsGMU8gmv5lUMAtEbrN9mcWDBpAPTaOJisDiQnCIt4KcG/YNIAPLxhv1de2hJjJh6bNthrf77tNei1eG5GIV7fVeX12yJjJp6bUejJhsDF4nD5iV6WcAYMCYkablYHNshwzroyAEBJQRYWTR7oKVUs1c5o8RFlx7xQloJoSOkXrYQzR3kgyE5ndvXVV8PpdGLDhg2830+ZMgV6vR7vvvuuqg2MNJTOjCCIaMRkceC4yYbDdWaPtXH1ziov0RTu1EvcFGO+OVzVTJn022kL5r2/HzsqvcXX/Zf0Q4PZAYvThV5ZyeialgiLw4X7VbaImywOzH6zzOv4LCUFWVjFk9WBFYuzxxlRVtPAK2SLjJkozM3wK/Lw1q3n49p/fi3Yno13jsKw3IyAziUQuGnx2MIa7EQiJTEeZnsLGiwO2J1u7D5c7xmXcvo92tKJSbXn43tK0DU1MWpEXXtG9XRm8+bNwwUXXICrrroK999/P/r27QsA+Pnnn/H3v/8dn3zyCXbv3h18ywmCIAhRhHKp+loMwxlBzdemkoIsfDSnBBkGXcDCgC//rdPlxtyL+2BWUR7sLW4kxMeh7GgjZvzza8+5b7xzFAD4iV4geGtd7Rk7r+gFgB1n051x98u1gNlbXILVy/iC84qMmYjXakTbE+6AIe4KAHt9XAwADZAYH4fEeD0WbT4QUL9HW3CZlAX68CkzHv/wILk9xBCyhW9hYSHee+89lJaW+ll9MzMz8c477+Ccc85RvYEEQRDEH8jNpQqETxAJtYmbwzUQhPyXF00eCJPFiZvf2CP42w6JOi9/Ua5fLeuT22hxBiR8G63S6c58YcViWU2D6G+5wXmsC8HOyjoUGTN5rcSRDBgSuj5LpwzC99X85ynlmmFxuHDnhUa4GMbrfEs4PqLhLIcrx6ec3B5iC0UFLCZNmoTq6mp8/PHHqKysBMMw6NOnDy6++GIYDIZQtZEgCII4i9x0XuEURKEISBLzX168+QBmjcoTFIMlZ8/9cJ0ZgLBfLSumlFrqkiXSmYmlO5MSUr2ykrHxzlGegCrWV/a5GYXQoDWgjSWSAUNi12fBpnKvCZgvQisRJosD96/fh++rG1BanI/SonyPRb/2jB0GvTbsqc7kBvRFS3EGQhrFlduSkpIwbdq0ULSFIAiCkEBOOq9wC6JQBCSJiekdFXW4c2xv3HRW5HPFb7ExE8vOBpilJrYGVJUW5+P1XVV+InlHgJa6ZH28oOguMmaKpjuTWsrvmvaHv2iX1ESMzOsIs73VMr1w0kCYbE6k6LUw6OORHoQLSbBIXZ9Zo/IEfyu0EsHdJ59oHtUrE/M3lYc10ExOQB9LNBRnCCfhtLyrSUAliwmCIAj1kfMikWMxDPeSayjSmEmJaX18HFbvrEJhbobHMpiepEPPTAO6Z7SuQLIiszAnXdD6GIilLt2gw93jCgB4i+4iYybuHleAdIPw+SpNqyZW3OKJK4cgLUKLrVLXRwixlQipfZodLRFJdcb6aLPBpKxPuW8GDqFxHq0CMZh2RbLISLCQ8CUIgogC5L5IlFgMw0UoApKkxHR6kh5PTh8qmjKJFZkHjzeJ7kuppS7NoEfPjgZMGtLNbzk+r6NBsv+VpHsKNmVdqESX1PXpkZHkNyakViKk9mn2SfPmSygtrmaHC2VHG7Fl3zFFvtbRKhCDaVe40iiGChK+BEEQEUboRbKnugFf/HoKI3pmoNne4hEu0ZYgPhRJ6+WIaTn5hbulJ8FsbxHdJhCLdNf0JEwY1MVLvI7o2ZpSjM0ZLCY05eZGDsZ/OpSiS+r6dElNVJzLVWqf6RLlmUMVzMnen99XN+C5s4Gau2T4WkerQAy2XdFQZCQYSPgSBEH4EO6lSb4XCTcga977+z2fsy/ZaEsQr3bSejXFdHaHhJCkyPIVr6EQmiareGlcvgwSQOhFl9zrI/cY7D03508F+PPY3th1yDv/L1sxT8l1VOs+5t6fc9aV+QXeGTul8OaojlaBGGy7oqXISKDIEr5NTeLLRFyoyANBELFMsOIlkJct34tEKCDry4o6PHBWuIQzkb8c5Fox5aKWmA5HGdVQCU2DSKBc6/f8GSTCIbqkro/ce0EoB/QHdxdDAyCT8zuh6/h3nwp9yfp4fF/TgEe2/BR0mWHu/Wlx+Odh3njnKPREsujv+IiUQAy2XeEoTR5KZAnf9PR0aDTiCbQZhoFGo4HLJe6DQxAEEa0EK14CFc18LxK1A7KkiNYAHLXEdKjLqIZKaMbFaUQzSGjj+N/N4RJdQtdH7r0glgN6yeYDfvec73VMTohHgjYOFqcL9733I3b4BBtyi7oEOgkJVOgp+V005SaWEq7RVmREKbKE7+effx7qdhAEQUScYMRLMKKZ70XCLWTAh5rWolD6goq90MMtttW2SHMJldDUxWmwcNJAPLLlgFcO32JjJhZePhDxAsI3EHGj1vVQci8Ecs/5ZrsYmpPOWwaar6hLIJOQQIWe3N8JWbwfmTIoqKqHQgQrXMOxghJKZAnfMWPGhLodBEHIJFotc22BYMRLMKKZ70WSEB8n2ha1lhND6QsqJKiXXzkEDBCV0e6BEqrl3+SEeHz3Sy3uv7QfHgBgdbqRnKCF0+XGabMduR39l9gB5eJGzcmPknsh0HuOO25njcpTVAY6kCwegQg9Ob8Ts3g/vHE/Jg3phjF9Oql6T6ghXEO9ghJKAg5us1gsqKmpgcPh7Xg/ZMiQoBtFEAQ/0Zoap60QjHgJ1uLn+yLJMIRnOTFUS/Rignr7r6fw0b7j2FEZXdHuYvBNOAF4PuuYrM714h4nLUkHrUaDTT8ew+IPfvIEO/KV8vW9/5WIG7UnP0ruhUDvOe64lVod8f0+kElIoEJP6ndyKjGG4p5QQ7iGcgUllCgWvqdOncJNN92E//73v7zfk48vQYSGaE2N05YIZglQDYuf74skHMuJYiLFoNfCzTCy0nNxMVkcOG6yYcbIXNxUlI+9NQ2eCH2gNcuCr+hlCdZ/ORQrIkJL0XddaETpmu9gcbhg0Guxeta5YABeC7dQjl5uWxPj47Bo8wF8drAWADB7nNGzhD97nFFx9Tm54kZq8nOiyRYyn1g59xzfNW22/zFupVZHuN+rmcVDjd/JqcQYqgwQsSpcg0Wx8L3nnnvQ2NiIb775BmPHjsWGDRtw8uRJPProo3jqqadC0UaCIBC9qXHaEsEsAYYi4CMcy4lCIoVNp7b0gwNeAUNSKwx8IpEbZAQAOq24UAnUH/Z4oxXbfz2F7A4JsLe40WBx4tuq0xjbpxNvuik5iC1FuxnG4z9qcbgw+829WHXdOXh4Qn802VqQmhSPDIMenVMT/fbL7SeDXovS4nxc0CsTtxT3wg3n90SLm0GXtAQM6JqKm4t7ITUxPqBgRzniRkp8/dZgRZdU+YVRlNwLUvecxeHC/TyrXEunDIJBr4XlbGEJsQDAsqONXvuMpuek1CSBFe2RThHWllzsFAvfbdu2YdOmTRgxYgTi4uLQs2dPXHTRRUhNTcWyZcswceLEULSTINo90Zoap60RqNgMVcBHqK0yQiJFLJ2akIVRSCSy+7htdC8M6p4mmImARcw6LvQCNlkcONpgAcMwXtszDIOjDRYY9Nqgc7j6wvUfNei1eOLKIVi5rcKvuIFYJgNuvmausC02ZmJWUT7+9u6PsDhceG3mCNF2BnP/S4kvAF7CWkoEKb0XhO45AJi9rox3lWvhpnIsmTwQ1actGJGbgcuHdMWjWw56rSSwArnJ6sC0Yd2j0gdVbJLAFe2RTBHW1lzsFAtfs9mM7OxsAEBGRgZOnTqFPn36YPDgwdi7d6/qDSQIopVYz50YSwQqNmMx4ENIpIzqlanYwiglEv86vg+e+exXFOZmCFroxKzjYi/gFpcbLjeDD/cf99pvkTETsy80wmRxBnQd5CxFA8omCtx+Evrdzsp6MPDOSCBGMPd/VooeJQVZvNeOFV+ZycIZCPhEkNJ7ge+eO1TbLDie9lQ3YMmUgdj4w+9Yta3SYzW/Y2xvJMTHIcOg5xyPPwAwGhC6/4qMmbipKB9z1pVFNEVYW3SxUyx8+/bti19++QV5eXkYOnQoXn75ZeTl5eGll15C165dQ9FGgiAQ+7kT2wux4DfHZ7HzFSlSFcP4LIxSIrHFzWBXZT3Kahp5S7+WSPjDir2Al0weiFWfVwqmtHpk8iDRtgkhdylaSd5lbj+J/Y5rURZbzg/2/k8z6PHIlEF4eON+v0kDK76mDeuuWAQpvRd8x6WLYTzuDL6UFudj4cZyT3vZwhKrtlVidEFWTAkydpJwosmG3xqsAFqv95x1ZRjRMyOi7hlt0cVOsfD9y1/+guPHjwMAFi1ahEsvvRRr166FXq/HmjVr1G4fQRBnifXciUR0IGax41aCO1TbLLofPguj9KpE6yvH4nDxln7N7WgQ9MWVegFbnC5eUQi0Ckhri/zAa64AE8vWwFpDDXotslIS8N4dF6DFxSA5QQtAg22/nMTLXxyGxeESzGQgJyOBQa+FTqvBokkD8ciWn/yW89W4/zMMOkwa0s3renDFV1aKPqQiSCiAkFuAgku4C7yEGnaS0CU1EXXNDmQm68PuniEVRMhHLLrYKRa+//d//+f5/+HDh6O6uho///wzcnNzkZWVpWrjCILwJhaX0qOZthSwIQclFrtAVhikfpPCKb/LV/p161zhnPFS1mSzXVzY8lkN+fAVYELZGtisDq0BbYV48pOf/aqGzb7QiCHd03HXm3sFMxlIZSRI1P3hA/zyF4dRWpyPWUV5AIAeGUmKgs7ESDPoMaZPJ9GJ9eE6s+g+AhVBYgGEDCeAUAnRJMiUPGcitWIkNCHmBhHyEYsudgHn8QVagwaSkpJwzjnnqNUegiAkiIWldLUIpTBtawEbclBisQtkhUHqNwa9NmTp4tIM8Zg9zojCnHTYW9xI1Gm90qix1mYx+ASYxeFC6ZrvsGDSACycNABme4tX8NX6O0Zh/sb9XqIX+MPFYuLgrlgwaYBgJgOpjAQMw3j5AHMFYElBFh6dOsizz2CRmliHKs5AbFzurKzHnWONXuc9uiALPTLE79FoEWRKnjORmoiLTYgXbirHgkkDMO/9/X6/i1UXu4CE72uvvYZnnnkGFRUVAICCggLcc889uOWWW1RtHEEQ7ZdQl9ENR8BGtFmUlWYGCWSFQeo3oUgXd1H/bCRotSirafASSGwatbe+qYFWI55JAhAWYBaHC/Pe34+tc8dgWG6G/29EXCxKi/LRIyNJMJNBvdmBaYXdsXjzAa9js1kdtBqNoAvHjoo6VNY2443dRwK+L/jGKNflhYvYNSgpyEKKjMkFH1LjMlGnxda5Y/wyPkR7zIOS50wkJ+JSE+KHJ/b36+tYdrFTPEoXLlyIp59+GnfffTcuuOACAMBXX32Fv/71r6ipqcHSpUtVbyRBEO2LUAvTcARshPpFFoioDsRiF8gKg9hvQpEubvHkgXhw/T7ewDYNgAcu7eeVQk2o7wJJGSgn68MZWwvKahr8rhO3n1b59ElKYjzM9hbUNYsHGbIFDgK5L8SWt01WB1IS/dvLdw3G9euEe8b3weFTzTh62oKMZL2iSZ6kNT9JxyvGoz3mQe5zJtKZE6TGsNXhalMudoqF74svvoh//vOfmDFjhuezyZMnY8iQIbj77rtJ+BIEETShFqahzokc6hdZoKI6WjKDqJ0uTszqurOyHnfZW5Db0QBAvO/SknSetFh8LhOBBPQlxMfBZHXi5jf2eB2Lr8QwX58wjHiQIesjzHdfiE2O+MaoQa/FkJx0/N5ohcvNoN7sXwCkW3oSVkwfikO1zWi0OmHQaZGerMfyj3+WzF8sRKDjMtpjHuQ+ZyKdOUHOhLgtudgpFr5OpxMjRvgn0h4+fDhaWlpUaRRBEO2bUAvTUOdEDuWLLBhRHU2ZQQJ1A+F7AUsFXenj42RZ1lZMH4rVs87Fym0Vfi4Tq2edqzigr8iYiZNNNhwz2fyOJXfyI7fAAeB9X0hNjnzHqFAhjSJjJvKzkr0KgDTbWnDdq98A8C6rzOXLijo8sH4fnpw+lLdyHZdgxmU0CzK5zxmh5x07CbO3uHhXDNQiWibE4UKx8L3hhhvw4osv4umnn/b6/JVXXsH111+vWsMIgmi/8L0wuJY4p5vBoVPNAb8EQv2gD6VwD1ZUR8pKxhW6yfp4fF/TgEe2/OSJFg/GDURKYKQn+ReO8OXLijo0WZ14fht/LuA4jQarzuYe5p5Ps92JpVMGYcGmcr8yzbMvLIDN6cKjHx70O5bcyY+cAgcsrJCSMznyHaO3j+mF2iYbSovycf15Pb0s3c9vq8DSKX8E0cnNQ7yjog6HapvhcjOS1zUaxqXawlLuc0boecc3EQmF3280TYjDQcDBbZ9++inOP/98AMA333yDmpoa3HjjjZg7d65nO19xTBAEIQffF4baL4FQP+hDaVFWQ1SH20rGZ31kA8/YHK3BuIHIFRhSfWeyOr1y5HLZwRGrfCnPlkweiPkT++OMrQUGvRaJ8Vp8sP+YJ4+vL0omP6worD1jR81pC4A/ChxwJw5ZKa1W7eMmm+TkiDtGDXotLhvYFUu2HPArYMFeo8N1ZizafABPXDlEUR7iRqtT9nWNhnGpprCU+5xJ1MWh2JiJnZy+D6RkeDBEu9uImigWvuXl5Z70ZYcOHQIAZGVlISsrC+Xl5Z7tNDIiaAmCIPjwfWGE4iUQygd9KCzKrGVKKu9rtKRxYhGyPrLXkpujVcgSKmWVkyswpCYkBr1W9PszNqdgyrNFmw9gwaQBGNEzA832FsTFafDM/yoE96X0OrGiMDkhXvA8LQ4X7l+/DzNG5kqeR35WsmeMlhbn4xEf0Qt4XyNuEN2K6UNl5yFOiI+LyoISwfrhy7UUSz1nTBYHFm0+gFlF+WDwR5+Hu0BHtGWgCSWKhe/nn38einYQBEF4wX1h2Fv8ix2wBPMSCJWFiU+IGfRaLJg0AOfkpuNwnRmpSQ7ZLxeuZWr2OGPISteGAjH3Am5JXhZfS6hcq5yciYzUhCRZL/5K7JCo4z0f7ooEm+909jijnxWPe6xAr5PQeQLA7HVl2FFRh1mj8vza5xWwd1bgL79yCB5Yv0922WSg9X4z21s843v/7yaUGLN4LeUlxizs/90EIDIFJcTEXDAuQ3LHpO/x87OS/fZZ1+zAZwdrsftQvVclQ6mxqGZ/trec5kEVsCAIggglrDAtq2kQ3S6aqjSxcAWK2e5EapIeCzaWeyWCl/Ny8bVMrd5ZhefO+pr6RtFHoz+enHRfXLiWUKVWOamJjBoFNvgC6fhWJLjXaafK14nvPA/VNnv6iVsUQ8pNaOWMQvwqUZ6a3SdLk9WJXp1SsHJGIUwWJ87P7wg3GD83iTsvNOLbI62fhXslQkrMNdudogVP+J4pJ5tssNhbsHBTuV8WEd8xKVdMsveHbyXD12b6JxHgEmx/sqLcxTB45IMDkufTlpAlfK+44gqsWbMGqampuOKKK0S3ff/991VpGEEQBEuoszCEClagmCyOVmtcpfJlVV/LlMXhwpx1ZR7rUFqSDhkGfdT648lJ98XiawkNRXYMKcvw8iuHYPuvp5DdIcEjiE422XBhn05IM+iRmuifV5fPYsq9TvMnDoDN6ZLlTsMNmks36OFocaPZ3iK5/MydYHBFd2FuhqSbUEeJPsxOTcDqnVWev9n7Lc3Qmkqu9I09XtZKg04LF8PA6nThvLxMrLu1Y8DFLQJB1oQpSS9Y8GTOujK/Z0pNvRnzNuxHaVG+YOo8dkwCkD1hE7o/xCr6BbuywxXlr80cIXk+0fhcCQZZIzEtLc3js5uWlhbSBhEEQfgS6+l2ghFwfBZTrnVo452jBCttRQNy03HxWUJDlR1DzDLMAPho33GvScrogiyM6dMJAP/5CAV4sddpfL9sv4pvfLCC5PvqBjw3oxB//+QX2blxuQKKK7ovGdhZ0k1ItCKbMRNbD9b6BdGxNNmcXuORa2EONK9vsEjdb40WJxZsLBf0afYtMX2yyYZ5G/ZjV2U9rj+vp9dvfN1IHC0uNFqc+L6af5XK934X6vvVO6uweta50Go0qgbg+k4KpIITo3E1LVhkCd/XX3+d9/8JgiDCQayn2wlGwMWqtZtF7NotnTIITVYHpg3rzmsJDcW5yyrqIGGZZ89nT3UDSovzkdMxCS9cf47fcrmSdnIFyexxRsXBnL4CihWjA7qmih73jM2J3tkpvNeo2JiJmZyUaXz3m+81Cnc2Aj6k7jezo0Uwe8euynosnDTAq40NZofnfLgrFEJuJCUFWV4ZS3zh3u9C98eInhnI62hQHIArFaTmOymItWBZNVC89lBVVYWWlhYUFBR4fV5RUQGdToe8vDy12kYQBOEhltPtBCPgYt3aDUhdu2TB32Wl6FFSkMVrvSsJ4NyVFnXgwrXUsefTYHFiwcb9gsvlFocLJQVZcDHSeae5xw4kol9IQKUnyRt7fNeILZv85i3nCd5vvuMz3NkI+JC638w8YpSLb4npJtsfxbm4LghCIn9HRR3cDOOVsYSL7/0u9WyT219y/IqbbE4vK7VOG4c3bz0Puw/V+03YYuX5ohTFwnfWrFkoLS31E77ffPMNXn31VWzfvl2tthEEQXgRzVWaxAhGvMa6tZsl0Gt314VGuBn/wKm7LjQq2k8gRR188bXML+AJcuKmAPuhpgEzR+Vh6vO7YHG4RJf7uccOdPmZT0B1SIzHsisGe3yWk3RauBkGWo0GLoaBm2Fgsjg810fpNfIdn5FaOudaOlMSWs+ZWyCFZXRBFjpI+Bv7lph+aGJ/z3de/tMKsmFwj893vwf7bJMbCJqWpOO1Uhf7TNhi7fmiBMXCt6ysDEVFRX6fn3/++Zg9e7YqjSIIgmhLBCtelVq7oy0nZ6DtqWt2oHTNd16BUwnxcSg72ojSNd/hg9nFss+Ltaj6pfY6655Qb3YossxLpWl76LJWscRd7hZb7uceW87ys1Cf+gqoY41WP5/lYmMmZp11YZAS5HLwTT0o1Xa14bN0lhRkYfWsc1G65jtP/5cUZOHOC434uPyEYOCYbxnoLyvqcFlNI0qMmdhRWe/lPy2VcsyXUIpJuasVyQnxvFbqnZX10ECDjXcWQRuniZnVtEBQLHw1Gg3OnDnj97nJZILLJT7gCYLwJ9pEChEagnXVkGsREhIBiycPhAZApsj4CsVYDCZHqG/glC9KrIfsEi+ftavImIlphd0VWealrMPVpy287RZa7uceWyqiP1EX58nZy/2cL48sn8/yzsp6MPijeIivIA9kHHAzmITTNUfI0rmjog4aAB/PKYHd5YbLzaDe7ID1rAi+pbgXAPitJPiWgQaAR7b8hA/nFGPBxnLsPCt+V22rxAW9MkXbltvRgK1zx4TFNUvuakWzrYV3XAHAjso6aOM0UR0sqwaKhe/o0aOxbNkyrFu3DlptaxJsl8uFZcuWobi4WPUGEkRbpr0lDm/vhNpVQ0wELNxUjsLcDOw72sg7vkIxFoOtjqVmcFtqok7QJ3NXZT0Wbz6AhZMGYOmUQVi4qVzSMq8kTZsvfIKduyoglqv58WmDsWjzAVl9qqR4CCvIzQ5XUONAKpjxSL0ZKWb5xVukEDvHPdUNcANYuuUnv3LZQ3qkYWR+R89KQs9MA/5bfoI3IM3icOGM1Ymnrh6GBrMDTbYWpCbGIzVJJyryszskhM2IIfdeCVWmlFhCsfBdvnw5Ro8ejb59+6KkpAQAsGPHDjQ1NWHbtm2qN5Ag2irBigKC8EWO0Fm1rdJvfIVqLAabh1fNwL6sFD1G9coUtB7vqKhDzWkL7l5XhgX/396ZxzdR5///lR5Jmt704BBKC63LDQUEpeVwQRFEEfmhIrtS4IurAq6LF6jcKLCyq4LrsesBunh8XRUEj/0qeJR6S5FDQMpV5LC0tClp2iZN8vujzDiZzJlMkknzfj4ePB40mcl8Zj6fmXl93p/3MaEXHr62Jxod4rl3JVOAFWR6LZfzERPsicZYrJjYBw2OFjQ5XXj0hj5wujxoaG5h21HT0FrpSwj+NVVbPMTa6MTSrcpEtRT81Y0EYyx2VdZh/LpSr7RoWkzwpc5xZnEeFm3eK+qHXZiTzvryfnB3sejYAIBEUzzap5jRPsXs9ble/O+V3iuRniVGC6QdiQTo1asX9uzZg5tuuglVVVW4cOECbrvtNhw8eBB9+vQJRhsJok2iRBQQhBqUCh3++ArWWAzUusRYD0cUZHp97o+wSLUYYZTxnW1uccPucGHhO3vx6PsHkJeZiO7ZSYLHkWrbqkl9cehMveAxxAT76bpGzH29HCPXfobx63bixme/wuIt+5FoisOAnHS2HdZG5ddUrVXaYozVbBykWozonp2EvMxErHz/ABa+s9fLksqIaas9sOec1DkWdkkTLc5QVlGDwi5p7N+JxjifvmSQmmQxIn/7/JHYfNcwbJ8/EuunFqJjiFfslN4rjEAWoq1mceDjVymVTp064bHHHtO6LQQRVdCSE6E1aoQOd3wFayxqYV3SMo1dusw+3OujxCIt1bZlE/uguUWZJVCNxV3NNVVaPAQAxvTMhikuBi9OHyxYwheArOgWIlCrv5y/sdQ5ysFMBIcXZCLNEu+39VYv2WaU3CttJUtMIPglfOvq6vDtt9+iqqoKbrf3Usltt92mScMIoq1DS06hJRqCCNUIHe74CtZY1MpVQSthoeb6AMoEv1jb1Ah2NeJQzTVNtRixfGIfn+V+blYHABjTIxv3j+2Bxbz0bPycxE1OF07XNapyT+BOqoQyarg9HtF9lfidSwm5zunS7TTFxaAoPwPLru99sR8RsbnCGZTcK1pMJiP5eapa+G7duhXTpk2DzWZDSkoKW8oYaM34QMKXIJTRFgoTRAr+Bm5F0sPdanegpsGBJdf3xlJe8BM/Wp0/voI1FvVmXRJrj1g0f6CTT6WCnRGHYqnWGprlK32JWpMbHbj/mh4oudDM/qbnYh7ftVP6wxQXg+5ZiXhYooTvzOI8lFfW4sujNXju8yOqfL6ZSZVUlbM1AvehGiu4mJBjfl+wAEp+BrKSTSjklZL2Z5IVCc8JoTb6m70h0oOyDR6PxHRLgEsvvRTjx4/HY489BovFEqx26Yb6+nqkpqbCarUiJUW69CNBqOV0XaPoCyzUPmJtFavd4ZP6iWFEQaboSzySHu7ctjLiaVi3DBjjYuB0uVHGqcokNr6CORaZl65erGhMe6yNTjQ5XfjyqHDVqlAFmB6psuG6p3eywpCfYuvRG/oiN9O7wp3Sa3qkyoZ3d59CeWWtYBqr4fmZeGDc73Dd+jLR9m36n6FodLpYy+/2+SMViyar3YF5r5ejX5c00TYIXesjVTaM/vvngr9pMcbiw7uHo8XtkRWbR87ZsFTAks1MdAZ1TcfTvGOrEbKR8JzQso3+Pk9DgVK9plr4JiYmYu/evejWrVvAjYwESPgSwUZvoqCtIfUCBSD4Etfzw52PXFsfn9IftqYWVYUvomkshmryKSWmrHYHPth3Ftv2nFYsDNUc9763fsStQ7vijLUR7VPMrOX3V2sjLu+WgUO/2nDHv38Q/Y1XZg3BHa/+wE4MNt81DAN4llIpTtc14nh1A2594RvRbfj3YXllLSY986XPdozleGPZMS8xKybkjp6z4b0fT2N0z2xU1Te3/vbJOry08xgKc9J8JhVqRKKS5wQAWREdTIux1e7A3NfKfXI5c9uo5lj+PE9DhVK9ptrVYezYsfj++++jRvgSRLDRS2BEW8WfwK1AA3KChdALsqZBuq22phbFLyJuEYJqmwNHqxuQkqBdzlU5wrFkrGXwnBhyYirVYsTAnDQsfGev4P6BjDnGz7fyvB0f7D2DnRyxOLwgE5ekW2CWyXbhvJjtgkGtC0intASctTZKbsO/D7kuElz3j/YpZhw6W48fKuu8thdLuZaRaMSuE7X45xdH2d/p1TEF66cWoupCM9Itv52L2rR+cjmEa+3O1rLWEiI62Bbjs/VNgqKXOS+146otBGWrFr7XXnst7r//fvz000/o27cv4uO9b4Drr79es8YRBEEEij+BW3p8uIu9IJdc3xsWY6xP0n0GtW0N19JtOJeMgzH5ZES8y+PBiq37WeskV8gdOFOPhuYWZCebRPuPIZAxZzHG4ukdFV6iF2jNXez2eDCzKE+yhC8ANttDuiUeSWb1cfGpCdLXl38fZiYZcVXPbNw8JEew0h436I5BSMhxfaK5vyHkE612wutPDmGuiAYQ1FzuVrsDv9Sqm3DI0RaCslWP3tmzZwMAli9f7vOdwWCgssUEQegKfwK39PZwt9od+PzncygZloupQ3K8Uk0tfW8/W3pWSVvlltzDUVQl1MeVuwaBWp25Iv7F6YO9RK9QgNeIgkw8fG1Pyd8UGnNK21ptc4ha/coqajCruBtmXKziVsbL/rD4ut5Y/eEB7Dh4jv38qp7ZWHp9bzQ53Yqvk9r7MNVixNLre+OBt/dIBt3xx32t3QGr3VugKrXqq53wyuUQFrsnuTmRg7mypCTvstpnWVsIylYtfPnpywiCIPSMP5kF9PZwr7U7ffw/uVavO0d2F3zJ8tsqZ1XVysVDrXiUO27VhWbNXCBO1zVi8ZZ96NExBYVd0nDG2oQqSzxy2lkQYzDggQCtznwRz62OJlYy+YvD1RhXWadqzKmxkMsJuhRzHIyxBjx2Q184XG62UlyCMRaLN+/1Er0WYyxuHpLjI0jlrpM/92GT0y1ohQZ8Sy4zWBudmPd6uU9bhKz6/HGaZJKWREJWaX9zCF9ockIuwCrQlaX6JifKT9aJWvOH+/Es01umFn/wK48vQRBtg0hIw6MFav049fRwt9odWLR5r6TVyxQf4/MC5rdVyqr64Nt7sGhCL1VVwcQ4VWvHiRo76hqdMMfHYvvBKhw6U49lE/sIBgdV21rTsElRed7OlpZlzs3fiPTFW/bhFoHl8+H5GZhzZQF+OFHrtQ9zfdZO6e9TrlYIvojnFsWQsgKu2PYTPrh7OBZv2Sfaj1z3ib9+eAD9u6ShZFiuV+qzJVv2Ye2U/l5jVG4FI90inNrqSJUNn3BELyAt3uWs82rvQ7Ull5lczEraIjRxWHVjX/H0ZwWZiIs1eFmTGf/ph3n3Z1F+BrJTTJJtV2JpDXRlKcUcj5d2HsO6i24V/DaumNjHr2dZKPzig4ki4btu3TrcfvvtMJvNWLduneS2d999tyYNIwgiuERCGh4tUevHqZeHe+sytbTVKy3BKNtWKatq6eFqnDxvl21LsjlecrL0y3k7Hnxnj88LdkZRno8g47sDqMFfF4hqmwM9OqYICrfSihq4Ibx8Xnq4GkeqbHC5PbL3Bl+scS1ufKHGxe5woc7uEO1H7vXaUHIZbr28K17a6SveZxTnoabB2zLv7wqGkPBUsoSvVZUzNZUI+bmYvzhcjbP1TYLHEpsErtj2E14quQyGi/tzf3v6sFyMe6oUg7umez0jrY0OFOakY2ZRHppb3DDFxaD8ZB22H6gStbRyr3kwV5Yyk4wY3DUdd79ejpnFeV5t5Af2qSWSg7IVCd8nnngC06ZNg9lsxhNPPCG6ncFgIOFLEBFAuHw5Iw09JLOXs3oBYMWR1HGUWM9+OlMv+bI2x8ew6Zv4+YJTE+Lx/fHzKOdF2zO/VZiTzooi/viTWo4VqqgG+B+RLiXcxJbPAaCu0ano3uCLNa7FzSSTPcEcHyu6JM+9XumJRqz970HfYLWKGgAGLL6ul9fn/q5gCAlPKfEOaBv4KSfY8zIS8cy0gazY5Ae7/VLbiA4pZp/zE5sE2h0uzNzwHT68ezgcLjcqL04Gub/Nf0YmmeIFxxPjzx1jMPgYF7jXXKxf/jq5H4BWq7u/zxI1gX3RhCLhe+zYMcH/h5Lz589j3rx52Lp1K2JiYjB58mQ89dRTSEoST9MzatQofP65d765P/3pT3juueeC3VyC0DV6TdcV6WidKL7a5kCL24OXSi5jg9n40f+d0xMU9ZUS65nYsuiIgkw8NqkvllysCCcWpCUWbV9WUYPZxd3g9nhwpMqG83YHZhTloX+XNLy085jocYcXZGL6sFyfimoM/kSkn7E2SW7T3OIWrKCWmWTE9ydqWbcMsckNX6zZHS7W4tYx1Yzh+ZmCgWbD8zMQG2Pw+Zw5FndMxcfGiK4ClFZUwyWQnj/RGIsVE/ugwdECu8OF1IR4ZCebJMdOkjkOr/3PUNZtZVdlLczxsaLbA9oHfj58bU9Mr22EwWBg74HBXdOxZnI/NDpduGvTLsn9hZ5lUpNAu8OFWrsDyeZ4L/caLtxnpJg4tztcePPbSqyVyaMttrLU4HD55Aj251mil5UrPaHKx9fpdKJHjx7Ytm0bevaUjkDVmmnTpuHMmTP4+OOP4XQ6MWPGDNx+++147bXXJPebPXu2VwaKaKg2RxBy6DFdV6SjpRVdSEALicoRBZnoION3+luVMgdenz3Uq4ob97fLT9Z5ibSHxvdEQ7MLKQlxSLcY0dDcgk8OVAEQ9/Msq6hBDAxYP7UQ8zjttBhj0THNjOWctF78c+Iuxyab45GRaERcjAHj1pWKpvryJyL913rpfSzxIqV18zPw9K2t4lxKkAhZV+0OF/acrMOUgZ0xa3irRZkrfovyM3DXlQUwxgpbhPn3q61Z7v5twdFzNrS4PXB7PLA1tcDp8qDsSLVXBb/Vk/shVeSVKDYGr+7VHsX5GT7WZuY6aBX4KXT84QWZ+ODu4Ui3xLMrB2I+ucyYzkj0L2uL0meklDV9+cQ+aJ9iRnuZ2ld8K7/WK3JqVq6iIe5DlfCNj49HU5P0bDkYHDhwAB999BG+++47DB7c6gu2fv16jB8/HmvXrkWnTp1E97VYLOjQoUOomkoQEYHe0nW1BbTMiCD00uOncFKyXCkkHop5AprvG2l3uPD0jgoUdkljLV4jCjJx9+gC9jek3AVKK6pxx6juXseYWZyHldt+8rFS8s+J+U2m+tOv9U144bbBXhZHrnDzJyK9a4ZFVLgNL8iE2RiL9TsOC/oAA8D4vh1lBYmYlQ0Azh1vxri+HVBSlOvlEzpr43cY3DVdUNTw71c5q2tCfCyOVjcIlj9m+oUJ2lt5Qx+kJcQrEl5lFTVY98lhLJ7QG8u27fdJffbYpL6aiCSx45cersbiLfvYHLipFiNWiASXMWN60oBLfH6fyRH8u4uZPbjBgYfO1CsaV9xnpNZW1XCtyEllPLkkve0YDVVndZgzZw7WrFmDF154AXFxoUkK8dVXXyEtLY0VvQAwZswYxMTE4JtvvsGkSZNE9920aRP+/e9/o0OHDrjuuuuwaNEiSatvc3Mzmpub2b/r6+u1OQmC0BF6S9elZ5RaQLSyoku99MoqavDw+J6YNOAS2RermHjYWVEDAwx4644rUGd34qujNT6uCXy/2i8OV+OOkd3Zv+X8PK2NTmz65gQraIu6Zyj2q2XGn5TV+81vK7FcQUS6UN9dkm7B6hv7YeG7ewV9Ly80tYim0CqtqEGJiA8wX5CIWdn6dU7F2CdLFf0Gg9D9KuUTbYqPEbXIA79NNEoPV6OiyoaNXx73WkKXGoOfHKzCHy7vKhjQ5XBpk+5UjfBLt8RjQr9OPm25+/VyDO6aLvgsS7UYsWhCLyx8d6/XuOSLd7V5h7WyqoZjRU4q40lxfgZW39gPndu1DfGrWrl+99132L59O/7v//4Pffv2RWJiotf377zzjmaNYzh79iyys7O9PouLi0O7du1w9uxZ0f1uvfVWdO3aFZ06dcKePXvw4IMP4tChQ5JtXLVqFZYtW6ZZ2wlCj+gpXZfWaLlUp8ZnVysrutxLz9HiRq9OqbK/I5nFoaIaM+qb4fZ4UF5Z6yN6uRZghi+P1rDLynJBWqa4GFbQjumZjXiRJXwGRkiP6ZmNRRN64XxD60tYyEIcYzAoSi3G7zuLMRaLJvTCwJw02B0uLJ7QC8bYGFgbHUg0/WahO1tZK/m7TpcHL04fjOwUE2xNLiSb4/BrfRMefHuPIkHiT4U2/v366aEqzL0yH4Bviqq5VxbgQqNTcf7b5ha3j8Vabgya4mMxMCfdx+98TI9syf2Uokb4pVqMGHlplqpn2a/1TfilthHThnbFrOJu7HnsrKjBI5v3sdchGM9IJc+UcKzISWU82VlR0zpJaCNBz6qFb1paGiZPnqzJwRcsWIA1a9ZIbnPgwAG/f//2229n/9+3b1907NgRo0ePxpEjR9C9e3fBfRYuXIj58+ezf9fX16NLly5+t4Eg9EpbDHrQOrhMjZ+dVlb0UAnoJqcL9731o1eao7zMRLy/94yPBRhozU6wdV4xlr23X3EWhtSEeDw6qS+OVNkk29I1w4I3Zg+F2RiHh97di5lFeeLBW4erYWtq8fGb5E54kkxx+P5ELZuTlxuMt/Cdvew+QmND7vp3zbBg5fs/+Szzb/qfy2GMFQ5O4+Jv/3Lv14ZmJ1ITjD6Wzqr6JjQ5XahrlBbXXIs9M4nhWlLl2mh3tGDWxu99/M61EmRqr5GaZ9npukY8+J8fRX3NuddB62ek0mdKOFbk5DKelLahoGfVwvfll1/W7OD33nsvSkpKJLfp1q0bOnTogKqqKq/PW1pacP78eVX+u0OHDgUAVFRUiApfk8kEk0k68TRBtBUiORcjH60DQtT62WllIQqVgDbFxbD+vAz/ueMK0Ref3eGCAcD6qYWoaXBgUuElWHoxywMD31qcbjHC1tSCL4/WSFaP2vOLFafqGlFeWYuyihpMG9pVsu2Mxc9qby1+4QGwlGch5ooZuaILKyb2wXm7o7V6lzlO9PoPL8hk2wjAK/vDL7V2dEm3+JTLZdrJFeWrbuyLFdt+8plcyPWv0P1ace63SUXvS1Jxyz+/Zn1gxWDELt+lhbmuQmOQOdcrumXAxck08tpFl5Y9J+s0E2T+3ANKnmXsM0LGBYRvUeb7P/ubYkzpMyUcK3JKMp60laBnxcLX7Xbj8ccfx3vvvQeHw4HRo0djyZIlSEjwP9F9VlYWsrKyZLe74oorUFdXhx9++AGDBg0CAOzYsQNut5sVs0rYvXs3AKBjx45+tZcgCP2idUCIP352WliIQiGgxXLjpibESwqOjETvfMFrp/THkSob6hqdPrlUGYFytLpBsnrU0ut64+Z/foXn/jCIFd1yrhTJ5njWut+/S5qXGGXgihm5ogsV52xsIN9VPbOx8oY+eGSzbwW1ZRN749p1OwFANKUb34oslp3gpZLLMHPDd14ZOtSKmvN2h1fKrbm/z0dhTpoii7yQSwtjSeWPQaFztRhj8ci1PTG2d3s0Oty4vp94kLlagiX85PznGRcQMct1oCtKap4poV6RU5LxpK0EPSsWvo8++iiWLl2KMWPGICEhAU899RSqqqrw0ksvBbN9AICePXvimmuuwezZs/Hcc8/B6XRi7ty5uOWWW9iMDqdOncLo0aPxyiuvYMiQIThy5Ahee+01jB8/HhkZGdizZw/+8pe/YMSIEejXr1/Q20wQRGjROiDE3yVpLazo3JeetdEJizEWMTEGNDpdghZFsXYIiYfi/AyUCPjwjijIRHaySZXgaJ9ihsvtkdw+xezwSpPmGxDlwurJ/bzKJUsJt+L8DCQYY1kBUjIsVzZwTi4Yj/v9xxdTtj3Oy7+aZI7D+YZmrJ3SH+b4WHg8Hmz65oRk6V4AotkJDAA+vHs4mzPWH1EjVizjtW9OYMZFEcfPi7zkul640OTE1b3a44y1CU/fOlAwm0GntASsurEvTtTYkWCMxd//75CXpZsRwg+9u4/dR8vKj8EQfkqKuIhZlLVYUVL7TAnlihyT8WR4foagm1FbCnpWLHxfeeUVPPPMM/jTn/4EAPjkk09w7bXX4oUXXkBMjPTsXAs2bdqEuXPnYvTo0WwBC275ZKfTiUOHDsFub620YjQa8cknn+DJJ59EQ0MDunTpgsmTJ+ORRx4JelsJggg9WgeEhDvzRaqlNYn90q37/bYwCYkHc3wMlr6332uZnStUUy1QJTjkBAr3OvIF6oiCTNw8qDNeLjvmFXAlZSEuKcrDhSYne01a3J5WSycvLRUTdMWIbCn43398oAoLxrWge3ZrgaTTdY24760fvfphTI9s3DPmUvzh8lw0OV1ex2VWGABIrkK0uD0YkJMu2i65QE2pYhnJplgsntALLS4PauwOtLg82FVZi9UfHsSs4jzM2vgtOwaEUpFZ7Q4seGcvW1KaK4bkXEe0qvyotfCTe0akJcSLWpT9WVHi95+UGw33mRKuXLoxBgPmXFkAN3wnTJEe9MxFsfCtrKzE+PHj2b/HjBkDg8GA06dPo3PnzkFpHJd27dpJFqvIzc2Fh1OtpkuXLj5V2wiCaLtoLVTDnflCK59lIfGwdkp/SWGrVnBIbS93HRscrenDCnPSWSsv30IMtLphfPbzOdz9ejk2zBgCoNXymJeRiFe+Oi5aQY6xLIv6GIu4fXD9iPn9YDHG4pahOVjz0UHRPLkXmpzwrZ/mTU2DAzhnExQ2SpbVpYplTL2sCytc+TQ6Xaw/q8UYiwE56filthHVtubW4KpEI2oafhN6fIu5nOuIXoOgpJ4Rwwsy0T07STRbCGMtFqrqt6uyFg28oiJC/SflRsM8U7QM0FWD1e7AA2/vwQ8nan1WZqouNMNilM4dHUkoFr4tLS0wm70HRHx8PJzOtuHsTBCEvlBr9QiGUA1n5otgJrEPdVCj1HUsv5g+jG/lZQLvGF/U2176zUKZYm59dc0szsNyXiEFZn8AWHRtT3TNsKDF7cH1/TphxTbfynGLruuNG/5R5tNmZoVAqB+kKtcx3ytZYbjQ5MRNz3/lI2zUTHrErq0Sf1YpP+Ul1/eGxRgLu8PlYxGXcx2RcisKZ2UwuWeEVIq8FHO8ZKnu/zfwNwOgWP+JudEw94LWAbpq4I4XoUnNkNx2upzM+INi4evxeFBSUuKV8aCpqQl33HGHVy7fYOTxJQgiuvDX6hEMoRquzBd6KCutpUgRu47M8jPXyvuXMZeyPr/cgDmgdRykJ7Za7qQsj2UVNVgwrgfe33sG3x47j/LKOswszkMJx5JVY2vG6dpGrJ9aKFq9S6gf5I47Z1Q+MpOMaGpxi1aJ4wYY8oWNPxlF+Nf2aHWD4P4MFmMc3rz9Cqz56ICgy8LS9/azVmG+xVxJ8KEQau7rYAlkf58RmUmtRS/EJjxMRTm5/uO70XAJV8U2QB/Pm1ChWPhOnz7d57M//OEPmjaGIAhfoqF2OpdArR5tJUVbuMtKh2rJlbv8zFh5GevvhrJjXqKRa5lbPbkfDpyRrqz5S20jnv/86EVL8jF2aX9mcR6KumcgNSsJDpcbXx6pYX2C+f6uQku8chZPU3wMUi1G1JyzoaQoDx74+io/MLYHahsceGbaQFZw1zQ4FBWQUCJClOTitTtaBEU50OqbfOfI7l79gYvnIeU6Iuar2i7RiEfe3YfSCvn7Othjz59nRKrFiIE5aV55oLlwham//RdO8Rnu500oUSx8tczfSxCEMsLl7xVOwmn10BPhDK4L5ZKrmJ/q5l2/YPXkfrA1taC+qQUpCXFItxjZ5ehOaQloaG6R/G1jbAxrSV40oReWXNcLsTExWLpln6hPMLd6FwDU2p0+Vls5i2dawkXh1+j08lW2GOPQ6HQhM8mIJz/5GTsOnvNqw6TCSwBoI0KUpLPr1TFFYM/fiI0xsNX6mPOYMyof8bEGXN+/E1Zs9XYdEfNVtRhj8cbtl6OkKBdTh+b4BCBy7+twLvfLobTqnr/9F07xGe5g3lCiuoAFQRChQc8vgGASDKtHuK3m/hw/nMF1oZ588JefUxLiYYyNwUJecBZ/0pedbJJ8WednJWHzXcPY5WwAmPt6uWgBg9tHdEOL24PCLmn4ucqGZHMckkytFmKu1bb8ZJ2oCwNXJKSY472KhLw4fTDKT9aJ5h1e+t5+PD21UBMRIjZ+uPl75QpdNDhcGN+3IxZP6IWG5hav61jT4MDi63rD5fbA7nAhNUHYV5Xxi338o4OiBUbsDhd7X2uRPcHf+1vud5QKU6b/vr8YKMYNhPu1vkm0/8IpPsMdzBtKSPgShE6JVsun1laPcFvNAzl+p7QEPD6lP2obHF5WT3NcjN/Vo5QQjiVXbvtb3B4s2eJbYYs/6ZN7WXdMS0BX/BaDcqTKJhnwtWBcD6z+8KCXNXh4fgZmFnfDZbnt2Eh3S3wsxvRsDw+8szqMKMjE8ol9cLymAUkNDiSZ43BVz2w2qKn8ZB2u6JYhWxa2e3aSJiKEO6GoaWidVHB9pveesormbS3Kz8Cuylo8vaMC2+ePxICcdB9hmJ1skk39pSQQ8OkdFex9bWt2Sqan4489re5vJb+jVJimWoxYM7kfTpy3Y/2Ow97jqSATIy/NQqrFtw3hFp9tsYy9ECR8CUKnRFOwARctrR7htpoHenyxql9zrsz3qfqlhZBnhE0LpyQtIzi4BGPJlXuu/LyxXPiTPjUva7F7ivH7BYBpQ7tiVnE39txLK2rgBlCYk+5VJY3Z55Fre6HR4UKiKRZ7frFiy4+n0KdTKk7VNSHdEo/FE3rBFBeDbXvP4qWdx1DcPVPyOjD3tc+kxxyHRGMsqm1NsDtdiic7rD9rlQ03Pf+VV/v7d07D0Lx2vnlb8zMxozgXc19rLXLS0OwUFYbLJ/aBtdGBJPNvEzDudZYLBJxZlOctGhNaM32IuaJwx55W97fS31EjTC3GWPxjR4WP4C+VaVu4xWdbiZGQgoQvQeiUaAo24KKl1SPcVvNAji/2Mi49XA23x8NaypjfWrJlH1ZO6nvRJ1a9JVhI2PCXo4HgLLnyz1VtuiylL2uhe0oqRRVz7txytgxMvtzZFwXzvW/9iFuG5GDz7lN44uPD7HbF+Rl47MZ+mH/171Df6IRZJh8qc1+L9ceMojzc/c9vMLhruqrJDn9CObM4Dy/sPMpmu+Dmbf21vgl7T1nZPk9NMIoKw4c370VhTjqe3lHBTsBSE367znJ9CYC9r612BxZt3ieenm5CL6+xp9X9reZ3lArTapvDJ5BPaduiQXyGExK+BKFToinYgI9aq4eYb55Sq3mwfIADsdorycPKYDHG4uYhObjvf3f7BBvJiSOr3YE6uxOPbN4r6vvKiOxgLbnyz9XfdFlycO8pxmJ7da/2eJxXiALwPXc+3GpWR6ps6NExRXBJf2dFDR5+dy+enlqIbllJsNodsve12KSH3ya1hUy4E0quJVbo/F6cPphtk8PlVjQWGQvp41P6s+co15c57SzoeHF8SonFsooaLJrQi3UjyUzUJvsFoP4+VSJMo3XFLhIg4UsQOiXc/l7hRqnVQ8o3T85qnpIQH1Qf4ECs9nIvTq4lzd8Sssy5lwzLFXUtKKuowcPje2LSgEuCtuTKP1el6bLUwtxTS7bsw81DcvBy2TEUdkmTPHdG1F2SnoAP7i5mA7m4/q31TU7JJf1SjoXP7nDhrivz4fJ4RMvCyvki/2XMpV6lkf31+ZWiucXNPmvO1jfJbsvwxeFq2Jpa2GeXXF9mJ/9WG0BuzB+rbsCd/97F7vvwtT0lt1c6QQrG6lq0rthFAiR8CULHhNvfS+/I+eZxLU98RhRkItEUh/ve+jFoPsCBWO3lXpxcS5o/JWS5127qkBzJYzla3OjVKVVym0BgzpWxwg7OScd1/Tpi5bYDXhZALSZ9ndISsHJSX9z3v7tRVlGDaUO7Sm7PCMCOKWbR46aY43HGKi0OrY1OnKhuwCOb9+IHAfcCbllYOQFobXR6lUYW3EZkFYPr88sgVIY3L8PCjn+5NF58q+6FJie6Zydh/dRC1DQ4MKnwEix9b7/P5JLfl3JjvnN6glfe4z2/WEXvr6t6ZiPJHKcoCDQYq2vRvGKnd0j4EoTOIX8vceR88xqaWySt5ramlqD6AAditVeSh5XBnxKy3GsXLNcCpWQmGXFVz2zWCsstNHHHqO4wxcUg3WLUbNJna2phrbzyOXnjZfsqyRyHru0sXqKMHxTY5HSh4pyNPa5UWVg5AQgAL5cdEy2NrCZDwfcnakXLFq+e3A+pFnVjEfhtvHCfXU8rmMBLHac4PwP/3f8r28ai/AwMzEnDiol9sGjLPq99ruqZjUUTevlMasVWcoKxuhbtK3Z6hoQvQRARi5xlrL7RiW5ZSaJW8/LKWsn9tfDD89dqn2oxYvnEPnh4816fiPu7rszHrI3fsZ+lJahfVuVeu2C5Figl1WLE0ut744G397BtYPLfMr7FWmbgUHruwwsy0SU9AVUXxDMp8As1zCzOwxXdMlDcPRONThd+qKzFgdNWfHm0RrZgBDPelAjNsooaPDSuJ6yNDhw5Z2PbpjZDwec/n1PkJiOXE5hBbLwomcCLHac4PwMlvOMw7V16XW+f+yvJrH4lJxira7Rip09I+BIEEbEo9aMTe+mGyg/PX6u9tdGBwpx0ryXxvaes+PZ4DdZPLUSyOR4ZiUYkmeNUL6tyz51fkpZh+MV0VaGgyekWFJ+A9hk4lJ77nFH5GPtUqWjaOKFCDXzLaXF+BhZN6I1pL3yNNZP7CboVMBZi7nhdPbmfeFaHiwLwxHk77tq0y6ttjQ6XolUMq92BRocL+dlJmFXcDYU56T5Wau72fBGXYIzFrso6n4wfWriicI9jio/F+3vPYMHbewSvm9vj8bm/pHykpcZSMFbXaMVOf5DwJQgiYgnUj07J/uGs+pZkihf13QWAHfeOREaiEdU2B+4eXYA7R3VH2ZEaVsBICRHuuTNlfRm/UwBITYjHZz+fw/h1papTZ/lDKCv2iZ37rOJuMMfFID3RCKfLjdoGJ2YW53mV1uVaDJUUathZUYPl2/bjliE52HfaihenD8bTn1b4pE57qeQyr/HaKS0BKyf2QcU5Gzvp4RafALzdNJi23TOmQPKaiOXkFUpdx7/ufBHXIcWMIbntgmbN9ADweDyIizHg8f/XHy/sPOpz3SYNuIT9m+lvucA9yqgQ3ZDwJQgiYgnUj05uf7vDhQdCVPVNSKRJCfOrembDGBvTWoKXV+Bi67xiGABkSIh0/rkzrgXMsvJtL33LCiBusKC/eYLlCMT6LnTt5PqOf+4v7TyGoukZeObTCsnSul8crsYZaxOOVjegxe1ht1NSqGHvKSue+dS3qEFZRQ1iDAY8zSshnGaJx8Yvjyv2rf3icDUeGi+d6UAsJ69Y+jap6x4Ma6Zg0Zb8DAzNa4fyyjqfNi/d2lrmucHh8iqAIgVlVIhuSPgSRAQSqtr0kUCgfnRi+wPwEZVAcKq+iQUjrZncT1SYL72+Nxa8s1ewwMWy9/Yrah//3M3xsdi294yP1Q9oPe8jVTbc+sI3Xu3QahLgr/Ve7NrddWU+fjjh7cPN7TumMtqRKhvqGp3onJ6Av350EDsV5PM9Wt2Auzbt8hJYcgGGzS1u9L0kFU9+cljwe27KMwY1vrUMsTEGyeuoNCcvs30osw+IFm25WD1PKKdy6eHq1jzUW/ax+6nxWW8Lz0BCHSR8CSLCCGVt+kghUMuT0P7++gmqRSoY6cGLIk1ImGtVtYp77vxSsXzqGr2XiLWcBPhjvZe6di5edTvud8y1sTW1sEL+xemDfUQvA18QMi4GXIGlJDsE9/oJ+fq6PR6f/dRMTgDA7fFgyfW9RdOHKc3JG47sA2qKtnBpcHhnZxHz2+afU1t6BhLKIeFLEBFEqGvTRzOhqrykRMB2z07y6Y+j1Q2at88iU05XSNxpOQmQs97zrXNxBoOPVZdBSigx14bbx0ostoC3iwFXYMlZGbtnJ6H2ou+pWCAcU8RCKN0W9xrsOVknKHqL8zOwdc8ZvLSzNdXZnSO7wxQfg7SE31LByeXkzc2wYPv8kWHJPqCmaAuXBt458X3WmSBQ/liiZ2B0QsKXICKIcNSmj1ZClfGB/7LnWwIdLS5Y7d79YbU7kBAfK5k3Vm37rHYHdlVKpPYS8Cll0LL0s5j1XtD3syBTMCCLgSuUuNfV6fbgyDkbkky/vQLlLLamuBgfFwOuwLq2bwdMGnAJlm4VtrS2TzHDHBeDEQWZ6NclTTAQrvSilX/tlP5on2IWvT5yKb+kUsHJuZRckpagus+0chdQU7SFYURBpmA6P+YaAMD2+SPRPTvJ63t6BkYvJHwJIoIIV236aCRUlZe4L3sxSyB3+VVJRL4/7au2ObBi20+CS8RF+RlYdF1v3PCPMuFzCHLpZ1Hfz8PVcIu4NAC/CSWx67rqxr4YXpCJ0sPV0vl88zORl5mImUV5ePDtPV4imxFY1/XriFUfHkD/LmkoGZaL5hY30hLi0TXDgo4Xz58RrcerGyTLGx+pssHl9oheN7W+2VwRp3VhBS37XeqeG16QiaoLzV6fMW22GGNV36v0DIxeSPgSRAShlRWS6sjLE6rKS9yXvVhKLG5WBbmI/D0n69j2qbHE1Tc5fZaIuWm0Ttc2ClpVh8uUfn7w7T1YNKEXYmMMflsC/fH95Aolseu6YttPeKnkMhgg7hdalJ+B6UW5mLB+JwbmpGH15H4+AnNEQSZ2VdbhkwNV+ORAldcx+BZXZvIiRV2jU3a5XY1vNlfEMfl77xlTgIeu7YlYgwGxMQbJDCBiyPmnS1muxc5J7J57bFJfNLW48NYdVyDJGAuLMQ5plni2zWrvVblnYKJJWbljIvIg4UsQYUTtEqFWVkiqI6+MUFRe4r7spVJifXG4GrUN0gJw0bW9MLs4D6kWo2pLHCMEuEvEXLbOK/KxiBblZ2DZ9b0lSz+XHq7GyfN2zNr4vejx5e4DOescH64lcEhuOzS3CJ+T3eHCzA3f4cO7h8Pl8aDF7cay63vD6fKw4pSbO3enQIaHEReLfIxfVyrYFr7F1Wp3wCHjT2yKixHcT+waKZ3ISo0JrSckSizXQgjdc+b4GCx5b7/XpIJbUllsP6l7Vc66/P2JWix8Z6/P8SjoLfIh4UsQYcKfJUKtrJBUR145oai8xLy0f66ySW5X39Qi+X2T06WqbC0XuTK52w9U+VSRY3x+lQYlCR1fyX0gJ+xy2rUGZAkJnlSLdGlqu8MFa6MDmclmPPiffSitqMGL0wdj1sbvBbffWVGDR67thTE9stljHa9pkAwa41pcq20OfHm0RtStghs8x+wnd42UFmLROpjL2ihdKEKJ5RoQFvWMT67V7lCcVlDNvSr1DLzrynzM3PCd1/bhDnqjtGvaQcKXIMJAIC8hrayQVEdeX6RajGgnc+1TzNKPbMay50/gjhIhwBd3IwoyMbs4DwJZuLzgVxjjls1Vch/ICbvsZJPkuJUTzmxRh4tCVC7DQ5PThQE56ezfSTZpAch1HapvcrJuFTEwoLRCPD9vsjle8TWSm8gGIz2fxSg9HoUs13zkRH0wg9CEnoFxMQaMW1cqOJEJV9AbpV3TFhK+BBEGAn2Ya2WFpDry+kJO4KUkxLPBWELfMy4q/gbuiE2G7A4XBndNFxVVTS1uvPY/Q1HX6PTJMiFUYYw5vtL7INAVCrnryi/qIJfhge8Dr8Z1KMUcz/pSr59aiDtGdYe10elTkpjZT+k1kpvIBiOYKybGoMpyzUeJqA92EBr/GVheWavYeh8KKO2a9pDwJYgw0FYjimk5LjBSLUY8NqkvFr6718e6s/KGPnj0/Z8wfVgu3B6PZGL+QIIXhSZDqRaIiiqpLBOvfXMCtw7t6lNhzBwfi/LKWq+Sv0Jw74NAVijkhDO/qAM/wwM3FRrQWiSCm2JOjTDniuR5r5dj3dRCbPrmhGh/qsnXLDWRDUZAa1yMATOK8hRZroVQIupDHYirt8BfSrumPSR8CSIM6O3hqgXRuhynpdg/XdeIpVv3+6TEysmwYOnF4J5PD53zyrqQlhCP7tlJXtHzjLj6/kStT3WwX+ubFAcv+pxbktErH6qYNaqsogYxMKCkKBfzeBkQivMzsG3vGTy9o8Kr5K8QCbyCGoGsUCQaY7FoQi/UNTp9sgLwLXxehSkq62RTzAHKhTlfJDNZNOaMyvcpNgGof1Zw+yw1IR6JpjjYmlrg8ngUrRaoISPRiFUfHEBJUa6s5VoIJQaAvMzEkAbi6i3wt60aScIJCV+CCAN6e7gGSrQux2kp9rnXkJ8S67X/Gcp+JpR1Yfv8kWif8tvfqRYj1kzuhxPn7Vi/47BPdbCRl2ax0fCBnJtkVH9FNe4c1d1H9JZwLIHlJ+swPD+D9a3lUpSfgV2VdeiQYg547EhnM/C9H7lp3R4e3xOrPjggmmLOn+AqNdZrNc8K7nlycxeXVdSwf3s8Hq/SzIx1GYDq9F2pFiOWTeyDJVv24eYhOZKWayGUiPpQB+LqLfC3LRpJwo3B45ELS4hu6uvrkZqaCqvVipSUFPkdCEIhp+saRR+uHSPMQnqkyobRf/9c9HuhykmRjli0OeCbu1UJUtfwmWkDcdemXaL7br5rGBtsxVj8rI0ONLe4UXakxqeqm1z7lJ5beWUtJj3zpWi73rlzGFIT4r2KLHDbYjHGYvNdRVi2bb9PmjRmqXzr3OKAxo7ScxG7Hx++tifGPimcqgwIzdhW8qzgn+fc3+ejvLLW67oyLhvDumXAHB+L1ITffLgXbdmHHh1T2NWBdEs8ctpZcEm6zAzp4rFrGhxwuT1wuT2wO1zsb8tlc5j3ermoqOeOUWZcS00UtFx9UXK8UKDmGkU7SvUaWXwJIkzIWX0iyV82GpfjtPa9k7qGSoOtlFR1U9I+pecmny0hnhWFQkUW7A4XjtU0CKZJY9ob6NgJJDgsyRyHyvN2yd8PxdhWYiHmn6dQTmhuKWNGsFvtDizasg+3DMnxcecozs/A6hv7oXM7afHrrwuKGuuq3DG0drXSS+Cv3izQbQESvgQRRsQerpHmLxuNy3Fai32pa1h+sk7UP3N4QSbiYg34tb5JtqobV9RItU/puanNZiBEXIxBsupYoGNHTT9x78fTdY24760fUTIsV3L/UI1tOSHGP0+5lGzczBo9OqYIVrbbWVGDhe/uxdNBtCpqkVaxrbtaUepJbZE2IxAEEXLkHuJWu3TO0HDACCAhItFnWQlai32pa/jTaSsWjuvh831RfgamD8vFuKdKJfO0llXUsBkJlLRP6bkx1ih+u4SsUUnmOBTnZ/j8VvnJOsHPmd8JdOz4Exx2+NcLOHCmHjMulkL+fY+soLVPK/jnyV8lsBhjMff3+Xhx+mA8M20gzMZYWO0O2JqdKOySJpiSDGitwFYtk6c4UFItrUGTA3LS0T07SbWgU2LVj3QCvUbEb5DFlyB0RiSmr4nG5TitAxRTLUYsn9gHD2/e6+PveuvQrrjtpW/x9h3D4HC52eV3rktAXaOy6mlK2qfm3AwAxvXtiOkXs1CY4mJQdaHZZ7+G5haUFOXBA3id30+nrVg0oTdWvv+TzwqHFmPH3+AwhqL8DCye0BsAsOPgOc3bpxX88+SmZOMGuvEzUyyf2Adn6337i4veXZWi0dWK8B8SvgShMyL1IR6s5Ti9+joHQ+xbGx2S/q61dgeSzfGC5XTl/ICZ75W0T+m5We0OPCCwOsFs6xWc1OhkMyXwz2/aC1/j9dmXI8Zg0HwpV825iLmKLN+2HzOL8jBtaFc0t7iRm2HBJWkJmo5DteNcaHvueTIp2QwABuSkC7oyfHG4Gou37MOCcT0k25aSEC/aPj3cn9HoakX4DwlfgtAZkfwQ1zogRO++zlqL/SRTvKy/q9jEiF90gcvwgkzktLNg+/yRitvnT0AVF/7qBFOxTOz8YgwGxdkR1IqtQM+lrKIGM4vy2AnH9vkjwzrOxbZfM7kfe57WRiccLS7MKMpDdopZ9Lp/cbgaD19rQHF+hleaM4arembDGBvjkxmDKaqyfNtPXun3wnF/JpnjRCsH6skdhdAHJHwJQme0tRy//hIpAStaiv1A+p6x8MUYDIKCyJ8UeWoDqvhwVyfEzs1ysbCE2+NBeWWtrJD1dzIU6LkwriJa34Nqx7nU9g9e3L57dtLF9HitqeaemTZQsg2NDhdW39hPsGLg0ut7Y8E7ewWP99C7ezEgJ91L+Ib6/pTKZPLmt5VYPrGPLp4ThH4g4UsQOiMa/WW5MNa85hZXxPk6B4rSvhcSkHaHC29+W4m1U/rD1tQSkuhvudWJRFOcV1GEVTf2xdL39uPji0LJYozFSyWX4R87KrDwnb3sfmJCNpiTIblzMcXFBOUeVOvTr3R7rpBXkg6vczsLnhawiksdb2dFDRsAKNfuYCBZOdBgwNop/b0qGhIEQMKXIHRJtKav4Vpv5KxUcr7OevA9VAO3vYsm9IIxNgbWRgcSTd59LyWOl0/sg/YpZq8qbsFEykI9/GLJZL6gfWxSXywc3xP1jU6kW4x4ZPM+lFYoE7KBBH7KjQe5c8nPSpIV1v6MObU+/Uq35wp5KTeY4vwMmONbhbGQVfxodYPk8cTSpoUiFkGycuDhatiaWkJ2LxCRAwlfgtApekmgHghqhADfeqO0aIMQevcN5qO2vXqZGEmJ8LuuzMfMDd95bc8sj6+fWohuWa3L8XzRy92WL2T9DfxUcn3lrO1yriJCxxhekIlVk/pKFoBQ69OvdHuukH9p5zG8NvtyGHDQy4+36GIJ6aXv7cfaKf0Fx48SS7iSdgcDNeMh0ibCRPAg4UsQRFBQK+b41hspK5WUn2Wk+AYz+NteqYlRIC95LQLH4mIMGLeu1KtMMve8hJbjheALWX8CP9VcX38nFGLHKD1cjQXv7MGayf3Y0r/865tkjsNVPbNZ9w8uQuNcqR84X8jXNTgwICcdM0QyhohZy6WOV5yfgfKTdYraHQyUjodImwgTwYWEL0EQmuOPmOOLICZYC/DO+yrnZxlpeZC1bm8gL3mtAsfKK2sFRS+D0HK8EHwh60/wX9WFZlXX15+Vljq7EyXDcjF1SI5PVoGdFTU4UWNHkikODQ6X4PVdeUMfAPASv2LjXE0MACPkaxoccLS4UdglDc0tbp82AuLWcqnjrbyhD1Zs+8lr+1DGIigZD7/WN+HB//yIUoFUbnqcCBPBh4QvQRCa44+Y44sgu8Pllfc1NSEe6RajrAUu0vIga9neQKzdWlrK/VmO5yMkZNUGfp6ua2SLfYgR6Hg4XdeIRzbv9RJWTFYBbnGRqgvNWL7tJ8Hr+8jmfXh8Sn8sGKcsKFGNZTrVYkSDw4UlW/ZJtlHKNUHqeGun9A+by43ceLA7XDhW3eAjehn0OBEmgg8JX4JQAPmHqcMfMSckgpi8r/xiCFJEWh5kLdsbiPVYS8uzv8vx3G3ErIZKRR8j5EuG5Uq2NZDxwE4WeMKKWaGYWZyHp3dUwBQXA2ujU/L62ppaFOcxBpRbppW0cc/JOlnXBOZ4zLPwaHUDUhIcyEw0qmq31oiNBwCY+3o5pg7JkdxfycRH6vlP74bIg4QvQchA/mHq8UfMaZXGTY95kKVejlq2NxDrsZaWZ3+W49VYDZWIPkbI9++S5pevuBKUFL0ouugHO75PB8nfCtZKhFwb54zKx7QhOYruL70+C4XGw5EqG0oPVwc88ZEqFuIBdHk9CGlI+BKEBJEWKKUX/BVzWmQr0FseZDmxoGV7A7Eea20pV7sc72+/iE0qGCEv5is+XIPxIDdZAIAZRXl489tKTBnYWXI7rVcimOtS0+CQ3M4cH6uouInenoVyllamb/wNkmWOIXbOn/18Dh/sOaM4FR+hH0j4EoQEkRYopRcCEXNapHHTS7ovpWJBq/YGYj3W2lIeiiVgqUlFakKrkOT7ijMZDfKzkvyqZsdFbrKQmhCP5z8/guUT+8BijPX7+qq9ltzr8uL0wbJtVILUs/D7E7WosztD5g6gxPLM9E0gEx+pc85ONqlKxUfoBxK+BCFBpAVK6Ylwi0895EFWM3Hittfbj1K5UAh0wqGV5TkUS+Jyk4rHp/RnhSbjK85ty/qLYigQ5IpeZCWZvPLj+nN91V5L5rr8cKIWc3+fj6xkE4bnZwgGeKmZ0Ig9Cy3GWKybWugT4Me00QDgAQ3HgtLJJLdv+BOftIR4dM9Okq3qJvX8FyvcwUDvBv1CwpcgJIi0QCm9ISQ+QxUMooegE38mToGKxkAmHFpMVkK1JC43qbA1tQTd5UVt0Qu119efa1ltc+CHE7VYN7UQL5cdYy2ebqhLC8hH7Fk4szgPL5cd83ElYNo4rm9HTceC0skkv2+YiQ9z3kpKGUs9/wMpsEOEFxK+BCGBHgOlIplQBcfoJQhH7cRJK9EYiLU7UEt5qNyDlEwqumcnBX3VQa2YVXJ9mUnbebsDM4ry0L9LmlfOXaD1WjL+u9wJnsvjwZ9GdvMSo1yLJwDktLMgO9mk6jqIPQsLu6R5WdO5fHG4GnePLsCL0wf75A/2dyyomUwGOpGTev5XXWimd0OEQsKXICTQW6BUJBMqS6CegnCSzHEYXpApKASFXo5twac8VO5BSicVoXB50fIYQpM2fs5doNXFwIPWlF38MsmLru2F5z8/yn7Gd/XYPn+k6vaKPQvlsDY6MWvj94Ln4s9YUDuZDHQSKPb8v/LSLIy8NIveDREICV+CkCHcvqpthVCJOr2Ix9N1jVi8ZR+mD8uF2+NRtMzcFnzKQ+UeJGSNsxhjMbM4D8O6ZcDa6MCRc7aIyqsqNmnj5wVm/r+UV5QCaC2TvGLbT17b8vF3HAk9C90ej6rf4J6LP2Mh1Ktwcs9/5jtroxMWYyxiYgxodLpgtet/khqtkPAlCAXoIVAq0gmVqNODeOQKmC+P1CgOrAmVaAym/7NWwkSujXxrHBNk9XLZMZ9AtkjJq6okLzDDsG4ZosK2tKIaJUW5oscJZBzxn4VWu0O0v5kcxnyY/MH+iNRwrMJJPf9TLa2V8ZZu3R921ypCGSR8CYIICaESdXoISOQKGP4yM9C61Nw+xXe/UFizgu3/rIUwUdpGrjXO7fFg+db9okFWkZBX1doonXO3ucUNizEWiyb0QqolHs9MG+jlN8v1ARZDa6uoWH8PL8jE9GG5uPv1csH9TPExqvuDmQzZmp1YcUMfOFrcaGhuCesqnJ5cqwhlkPAlCCIkhGqJUg8Bif5anYNtzfLnJe2PdTgQ9yC1bWSscUeqbIIpu5h99e4ffbquEU1O6RRZuRkWfHD3cCzavA8L39nLfi7kA9w5PcHnPgiWVVSov+NiDBi3rlRUjKclqGuDXgJW+ejFtYpQDglfgiBCQqiWKPUQkBiI1TmYPuVqX9KBiA1/3YOE2sj47hZ2ScPPVTa0SzSKVuoSQ0/+0fzJRJIpDou37EOPjimSVcYykky4760ffQon8H2ARxRkokOKOaSxCUIuEIO7pmsyAdWzVTWSxh3RSsQI30cffRTvv/8+du/eDaPRiLq6Otl9PB4PlixZgn/961+oq6tDUVERnn32WRQUFAS/wQRB+BCqQMFwByQGanUOlk+5mpe0ErEBQHNfYX4blfru6sHFBZC3kAtNJhi3gAVv78Hqyf0ACFcZa2hukfUB5k/wwmltXD6xDxZt2eczcVI7AdWzVVUv445QTsQIX4fDgSlTpuCKK67Aiy++qGifv/71r1i3bh02btyIvLw8LFq0CGPHjsVPP/0Es1k+eTVBENoTqkDBcAYk6sHqLISal7Sc2Dhb34SV7x/QfOmZ30a5AglClbr4hMrFRc5CLjaZKD1cDbfHg1uG5AiWV85pZ0HHtASUV9ZKHj81IV4XPqXMdfjhRC1mFuehZFgugFb3iw4p5qDm7g01ehh3hDoiRvguW7YMALBhwwZF23s8Hjz55JN45JFHMHHiRADAK6+8gvbt22Pz5s245ZZbgtVUgiCIsFudhVDzkpYTG7/UNgZl6ZnfRrkCCWKVurjnFYrJxq/1TThe3YCpQ3IwoyjPq1DDg2/vwdop/WFrkrfYigVDAvITF4sxFtUXi1qEa5zxxb0WpaL1bFUN97gj1BMxwlctx44dw9mzZzFmzBj2s9TUVAwdOhRfffWVqPBtbm5Gc3Mz+3d9fX3Q20oQRNtEzOocrnLKal7ScmJDjECXnvltbG6RDvjSslIXH6X9dLquEQ/+50ev4DpuwFnp4WocqbLBKFPmVuhcuRMSqYlLUX4GPth3lvXxDVfQVzDcEvRuVdXjJJcQp80K37NnzwIA2rdv7/V5+/bt2e+EWLVqFWtdJrQjXC96gtAb4Y5OV/qSlhIbwwsyBfOzMgS69MxtY3OLdIouLSt1cVHaT6yFk+eKwQ84q2t0Ii1BejLB/17IX1do4lKUn4EZRXls6rBwBn0Fwy0hEqyqlOs9cgir8F2wYAHWrFkjuc2BAwfQo0ePELUIWLhwIebPn8/+XV9fjy5duoTs+G2RcL/oCQLQx+QrXNHpQufePTtJch8psbF8Yh+MX1cquq8WS8+MkJAqkCBl7Qukv9X0k9KiE6a4GHx5tEayhHX37CRsnz9SckLCnRTU2lsrhpWfrPNKZca0Vci6qtV9IPY7wXJLMAAY17cjpg/LZX2fqy40y+5HEHzCKnzvvfdelJSUSG7TrVs3v367Q4cOAIBff/0VHTt2ZD//9ddfMWDAANH9TCYTTCaTX8ckfNFzGhoietDL5Csc0emBnLuYdRiAZqmq5PDH2hdof6vpJzkLZ3OLm61g9tLOY9g6rxjL3tsveC7tU8yChU34MJOC8spazNr4veh2fOuqVveB1O8Ewy3Bandg0cV0b9nJre9ng8GAUxfLgq+d0j+s7xE9TKoJ5YRV+GZlZSErKysov52Xl4cOHTpg+/btrNCtr6/HN998gzvvvDMoxyR80XMaGiI60NPkK9TR6Vqcu9gSbiiXntX4UGpxzmr6Sc7CmZoQz7oh2B0uGADN/EHVWFflrsuKiX1w3u6QFW5Krq/WY6OmwYFbhuT4pLRjXDxqGsL3HtHLpJpQTsT4+FZWVuL8+fOorKyEy+XC7t27AQD5+flISmpdsuvRowdWrVqFSZMmwWAw4J577sHKlStRUFDApjPr1KkTbrjhhvCdSJSh5zQ0RHSgp8lXqKPTg3nuoQ7oUepDqcU5q+knSV/o/Ew0OV2s6B1RkImMi6JSi+ukxroqd10qztlY67GUcFNyfbtnJ2k6NlrcHsGUdszfS6/r7dfvBoqeJtWEciJG+C5evBgbN25k/y4sbE2J8umnn2LUqFEAgEOHDsFqtbLbPPDAA2hoaMDtt9+Ouro6FBcX46OPPqIcviFEz2loiOhAT5OvUEenB/vc9RjQI3TO3MpvNQ0O4JxN0qqppp/EXDGK8zMwvSgX8ziiV0truNXuQE2DA0uu742l7+2XLRKhxCWDQUq4KR1TWo4Nt9sjWM0OaBW/LrdHk+OoRU+TakI5ESN8N2zYIJvD1+PxHvwGgwHLly/H8uXLg9gyQgq9p6Eh2j56mnyFOjpdT+ceKvjnrLTyGxe1/SRk/U4yx6GhuQWv/c9Qza3h3OV1RtTfObI7TPExSEswCh5LbiyYeKnWxISbv2MqED9Yu6NF5nvpzB/BQk+TakI5ESN8icgkEtLQEG0bvU2+QukioLdzDwX8c1Za+Y2P2n4KlfWbv7zOFLxg8veKnY9cDmCh9HRCws2fMRWoH2xqgowfukyauGARjRPLtoB0Nm2C0ADmBbJ9/khsvmsYts8fifVTC9GRHP/9wmp34EiVDeWVtThyzgar3RHuJukaZvI1oiDT6/NwTr6YErvJ5njUNzlR3eAISj/q8dyDDf+cC7ukiS6Tf3G4GqfqGkXvo1RLa9q3ATnp6J6dFPbMAUeqbPi5yoYZRXmY+/t8WIyxXtswVlohxMYCEyD20s5jPvsICTe1Y0rOD1bJuGfEthDhnMDptV2ENAYP3z+A8KK+vh6pqamwWq1ISVGQZ4YggghFEPsPs9Sqh8pKoepHxg+0xe2B2+OBvdmF1IS2U1WKv3yeZGp1L7A2OpFkioMxNga/XmjGTc9/Jfobz0wbiLs27QrJfeTvcr/QeOEWreAu9W++axgG5KTLtuFCkxOJpjh8f6IWK7b95OMuIGU95v+O1P10pMqG0X//XLQ92+ePlM0pDbReA7GVw3AaUfTarmhEqV4jVweCiBAogjgw9BKIFap+lBLXergOgSJ0fsX5GSjhiMERBZl4+Nqekr/D+LYG+z7yd7IjNl74leEY5JbX+feBKS4GA3PSsJNjFS/Oz8DKG/pIXgel95NWfrB6LQus13YR4pCrA0FECEoiiAn9E4p+1GJ5Wc+Ind/Oihq8XHYMM4tbq6V9cbgauyrrRJej+b6twbqPAukPucpwhV3S2L/VLq9b7Q4s3/YTBuSk48Xpg/HMtIF4cfpgDMhJx4ptP2kyTrT0g9WT6wkXvbaLEIYsvgQRIQQjgpgqDoWeUESC6znNkhZjTmmZYABYse0nfHD3cCzess9rOZrrKsAlGJH4gfSH0jRk/vhtV9sc+ORAFT45UCX6faDjJBoDLAl9Q8KXICIErSOIyV84PIQiElyvaZa0GnNqctLaHS7UNzrY5ehauwPWRifKT9b5+McCwYnED6Q/5MZLboYF2+eP9Gt5XatxIjWZocw+hN4g4UsQEYKWlhPyFw4fobCA6THNkpZjTm1O2kRTPOuTarU7MO/18pBaIAPpD7nxcklagt/3qhbjRMlkhvxgCT1BPr4EESFomZqK/IXDh1Q/Lp/YB8drGgJOU6fHNEtajjmp8+P77YpVWgtVijer3YG4GAOGi7R3eEEmXB6PZEq1YLU30HGixneZ/GAJvUAWX4KIILSynOh1KTxa4PdjgjEWuyrrMH5dKbv0HojbiR6Xl7Ucc1Jlgks4frtqKq0FwwLJWEN/OFGLdVML4fZ4l94tzs/A9GG5uOEfZWwWCqE+D1Z7Ax0nevYlJwgxSPgSRIShRVouPS6FRxvcpfe5r5dr7nait+VlrcdcoGWCg53ejm8Nvfv1cswszmMD7zKSTPjkwK9efsZCfc73n83LTNS03YGME5pAE5EICV+CiEIo0lo/BNNqppfcxUBwxpyezo8Pv1+Z0sIML04f7PU3A7fPgxmA6hOQlmRUVEiCC02giUiEfHx1BJWiJUJFMP0GaRyrI1qsZtFWPllN5gk+F5qcQc3FfLquEXNfL8fov3+OSc98idF/+xzzXi/H6bpGVb+jR19ygpCDLL46gVJLEaEmGEvhNI7VE01WM725XwQTtZknuCSb44O2EqBldg09+pIThBwkfHUApZYiwoWWS8U0jv0jmG4neixQomf3BC2R69eqC82C+zF9frS6QfL3/V0J0FpQR9NkhmgbkPDVARQZS7QFaBz7R7CsZqG2vutRZIcTuX5l/i/W5ylmaVcGf1cC/HGtkevbaJnMEG0DEr46IFp8/Ii2DY1j/9HaahZq6zu5uAgj169S3wVrJUCtaw31LdHWoOA2HRBNPn5E24XGcWBomeA/lAVKghmE1RaQ6le574IRDKgmII36lmiLkMVXB1BqKaItQONYPwRqfVfjtkAuLsEjGP6zalxrqG+JtggJXx1AkbFEW4DGsX5Qan0XErh2hwsPqFjaJheX4BIM/1mlgpr6lmiLkPDVCRQZS7QFaBzrAyXWdzHfzbuuzMcPJ2q99pHyDSYXl8hEiaCmviXaIuTjqyO09PEjiHBB4zj8yPmHAhD13Vy/4zBmFuf5/KaYbzAVMWi7UN8SbRGy+BIEQbRBpKzvR6psor6bZRU1mFnkK3wB4aVtcnFpu1DfEm0REr4EQRBtFLHlbH/L6YotbZOLS9uF+pZoa5DwJQiC0AGhLADhTzlduaVtKmLQdqG+JdoSJHwJgiDCTKiLBEgFvw0XKKerdmmbqrgRBKFXDB6PxxPuRuiZ+vp6pKamwmq1IiUlJdzNIQiijWG1OzD39XJBn9sRBZmaV1ljOF3XKOq7aTHG+r20TZW+CIIIB0r1Gll8CYIgwki4igTI+W76c8xQl0omCIJQCwlfgiCIMBLOIgFa+25SpS+CIPQOCV+CIIgwEglFApT67FKlr7YP+W8TkQ4JX4IgiDCipMpaOFHjsxsJIp7wH/LfJtoCVLmNIAgijMhVWQunNU3OZ9dq967kRpW+2i5qxwJB6BWy+BIEQYQQoaVivRYJUOuzS5W+2i7kv020FUj4EgRBhAi5pWK9CQd/fHb1KuKJwCD/baKtQK4OBEEQISASl4r99dlNtRjRPTsJA3LS0T07iURvG4D8t4m2AglfgiCIEKBkqVhvkM8uwUBjgWgrkPAlCIIIAZG4VKznwDsitNBYINoK5ONLEAQRAiJ1qZh8dgkGGgtEW4CEL0EQRAjQe75eKbSu8EZELjQWiEiHXB0IgiBCAC0VEwRBhB+y+BIEQYQIWiomCIIILyR8CYIgQggtFRMEQYQPcnUgCIIgCIIgogISvgRBEARBEERUQMKXIAiCIAiCiApI+BIEQRAEQRBRAQlfgiAIgiAIIiog4UsQBEEQBEFEBSR8CYIgCIIgiKiAhC9BEARBEAQRFZDwJQiCIAiCIKICEr4EQRAEQRBEVEDClyAIgiAIgogKSPgSBEEQBEEQUQEJX4IgCIIgCCIqIOFLEARBEARBRAUkfAmCIAiCIIioIGKE76OPPophw4bBYrEgLS1N0T4lJSUwGAxe/6655prgNpQgCIIgCILQJXHhboBSHA4HpkyZgiuuuAIvvvii4v2uueYavPzyy+zfJpMpGM0jCIIgCIIgdE7ECN9ly5YBADZs2KBqP5PJhA4dOgShRQRBEES0YbU7UG1zoL7JiZSEeGQmGpFqMYa7WQRBKCRihK+/fPbZZ8jOzkZ6ejp+//vfY+XKlcjIyBDdvrm5Gc3Nzezf9fX1oWgmQRAEoXNO1zXiwbf3oPRwNfvZiIJMrJ7cD53SEsLYMoIglBIxPr7+cM011+CVV17B9u3bsWbNGnz++ecYN24cXC6X6D6rVq1Camoq+69Lly4hbDFBEETbw2p34EiVDeWVtThyzgar3RHuJqnGanf4iF4A+OJwNRa8vSciz4kgopGwWnwXLFiANWvWSG5z4MAB9OjRw6/fv+WWW9j/9+3bF/369UP37t3x2WefYfTo0YL7LFy4EPPnz2f/rq+vJ/FLEAThJ23FSlptc/iIXoYvDlej2uYglweCiADCKnzvvfdelJSUSG7TrVs3zY7XrVs3ZGZmoqKiQlT4mkwmCoAjCILQADkr6fqphQGLxVD53NY3OSW/vyDzPUEQ+iCswjcrKwtZWVkhO94vv/yCmpoadOzYMWTHJAiCiFaCbSUNpTU5xRwv+X2yzPcEQeiDiPHxraysxO7du1FZWQmXy4Xdu3dj9+7dsNls7DY9evTAu+++CwCw2Wy4//778fXXX+P48ePYvn07Jk6ciPz8fIwdOzZcp0EQBBE1BNNKGmqf28wkI0YUZAp+N6IgE5lJ5OZAEJFAxAjfxYsXo7CwEEuWLIHNZkNhYSEKCwvx/fffs9scOnQIVqsVABAbG4s9e/bg+uuvx6WXXopZs2Zh0KBBKC0tJVcGgiCIEBBMK6kSa7KWpFqMWD25n4/4HVGQiTWT+5F/L0FECBGTzmzDhg2yOXw9Hg/7/4SEBPz3v/8NcqsIgiAIMRgr6RcCAjVQK2k4fG47pSVg/dRCVNscuNDkRLI5HplJlMeXICKJiLH4EgRBEJFFMK2k4fK5TbUY0T07CQNy0tE9O4lEL0FEGBFj8SUIgiAij2BZSYNpTSYIou1CFl+CIAgiqATDSko+twRB+ANZfAmCIIiIhHxuCYJQCwlfgiAIImJJtZDQJQhCOeTqQBAEQRAEQUQFJHwJgiAIgiCIqICEL0EQBEEQBBEVkPAlCIIgCIIgogISvgRBEARBEERUQMKXIAiCIAiCiApI+BIEQRAEQRBRAQlfgiAIgiAIIiog4UsQBEEQBEFEBSR8CYIgCIIgiKiAhC9BEARBEAQRFZDwJQiCIAiCIKICEr4EQRAEQRBEVEDClyAIgiAIgogK4sLdAL3j8XgAAPX19WFuCUEQBEEQBCEEo9MY3SYGCV8ZLly4AADo0qVLmFtCEARBEARBSHHhwgWkpqaKfm/wyEnjKMftduP06dNITk6GwWAId3N0Q319Pbp06YKTJ08iJSUl3M0hRKB+ihyoryID6qfIgfoqMtCqnzweDy5cuIBOnTohJkbck5csvjLExMSgc+fO4W6GbklJSaEHSgRA/RQ5UF9FBtRPkQP1VWSgRT9JWXoZKLiNIAiCIAiCiApI+BIEQRAEQRBRAQlfwi9MJhOWLFkCk8kU7qYQElA/RQ7UV5EB9VPkQH0VGYS6nyi4jSAIgiAIgogKyOJLEARB5Go27QAAEBtJREFUEARBRAUkfAmCIAiCIIiogIQvQRAEQRAEERWQ8CUIgiAIgiCiAhK+hCa8//77GDp0KBISEpCeno4bbrgh3E0iJGhubsaAAQNgMBiwe/fucDeH4HD8+HHMmjULeXl5SEhIQPfu3bFkyRI4HI5wN40A8I9//AO5ubkwm80YOnQovv3223A3ieCwatUqXHbZZUhOTkZ2djZuuOEGHDp0KNzNImRYvXo1DAYD7rnnnqAfi4QvETBvv/02/vjHP2LGjBn48ccfUVZWhltvvTXczSIkeOCBB9CpU6dwN4MQ4ODBg3C73Xj++eexf/9+PPHEE3juuefw0EMPhbtpUc+bb76J+fPnY8mSJdi1axf69++PsWPHoqqqKtxNIy7y+eefY86cOfj666/x8ccfw+l04uqrr0ZDQ0O4m0aI8N133+H5559Hv379QnI8SmdGBERLSwtyc3OxbNkyzJo1K9zNIRTw4YcfYv78+Xj77bfRu3dvlJeXY8CAAeFuFiHB448/jmeffRZHjx4Nd1OimqFDh+Kyyy7D008/DQBwu93o0qUL5s2bhwULFoS5dYQQ586dQ3Z2Nj7//HOMGDEi3M0heNhsNgwcOBDPPPMMVq5ciQEDBuDJJ58M6jHJ4ksExK5du3Dq1CnExMSgsLAQHTt2xLhx47Bv375wN40Q4Ndff8Xs2bPx6quvwmKxhLs5hEKsVivatWsX7mZENQ6HAz/88APGjBnDfhYTE4MxY8bgq6++CmPLCCmsVisA0P2jU+bMmYNrr73W674KNiR8iYBgLFBLly7FI488gm3btiE9PR2jRo3C+fPnw9w6govH40FJSQnuuOMODB48ONzNIRRSUVGB9evX409/+lO4mxLVVFdXw+VyoX379l6ft2/fHmfPng1Tqwgp3G437rnnHhQVFaFPnz7hbg7B44033sCuXbuwatWqkB6XhC8hyIIFC2AwGCT/Mb6IAPDwww9j8uTJGDRoEF5++WUYDAa89dZbYT6L6EBpX61fvx4XLlzAwoULw93kqERpP3E5deoUrrnmGkyZMgWzZ88OU8sJIjKZM2cO9u3bhzfeeCPcTSF4nDx5En/+85+xadMmmM3mkB6bfHwJQc6dO4eamhrJbbp164aysjL8/ve/R2lpKYqLi9nvhg4dijFjxuDRRx8NdlOjHqV9ddNNN2Hr1q0wGAzs5y6XC7GxsZg2bRo2btwY7KZGNUr7yWg0AgBOnz6NUaNG4fLLL8eGDRsQE0N2inDicDhgsVjwn//8xytrzfTp01FXV4ctW7aEr3GED3PnzsWWLVvwxRdfIC8vL9zNIXhs3rwZkyZNQmxsLPuZy+WCwWBATEwMmpubvb7Tkrig/CoR8WRlZSErK0t2u0GDBsFkMuHQoUOs8HU6nTh+/Di6du0a7GYSUN5X69atw8qVK9m/T58+jbFjx+LNN9/E0KFDg9lEAsr7CWi19F555ZXsCgqJ3vBjNBoxaNAgbN++nRW+brcb27dvx9y5c8PbOILF4/Fg3rx5ePfdd/HZZ5+R6NUpo0ePxt69e70+mzFjBnr06IEHH3wwaKIXIOFLBEhKSgruuOMOLFmyBF26dEHXrl3x+OOPAwCmTJkS5tYRXHJycrz+TkpKAgB0794dnTt3DkeTCAFOnTqFUaNGoWvXrli7di3OnTvHftehQ4cwtoyYP38+pk+fjsGDB2PIkCF48skn0dDQgBkzZoS7acRF5syZg9deew1btmxBcnIy63+dmpqKhISEMLeOYEhOTvbxu05MTERGRkbQ/bFJ+BIB8/jjjyMuLg5//OMf0djYiKFDh2LHjh1IT08Pd9MIIuL4+OOPUVFRgYqKCp8JCXmmhZebb74Z586dw+LFi3H27FkMGDAAH330kU/AGxE+nn32WQDAqFGjvD5/+eWXUVJSEvoGEbqDfHwJgiAIgiCIqIAcxwiCIAiCIIiogIQvQRAEQRAEERWQ8CUIgiAIgiCiAhK+BEEQBEEQRFRAwpcgCIIgCIKICkj4EgRBEARBEFEBCV+CIAiCIAgiKiDhSxAEQRAEQUQFJHwJgohKcnNz8eSTT2r2eyUlJbjhhhs0+z0A+Oyzz2AwGFBXV6fp7xIEQUQrJHwJgohoSkpKYDAYYDAYYDQakZ+fj+XLl6OlpUVyv++++w633367Zu146qmnsGHDBs1+Tw3l5eWYMmUK2rdvD7PZjIKCAsyePRs///xzWNqjV5ROdv75z39i1KhRSElJoYkHQbQxSPgSBBHxXHPNNThz5gwOHz6Me++9F0uXLsXjjz8uuK3D4QAAZGVlwWKxaNaG1NRUpKWlafZ7Stm2bRsuv/xyNDc3Y9OmTThw4AD+/e9/IzU1FYsWLQp5e9oCdrsd11xzDR566KFwN4UgCI0h4UsQRMRjMpnQoUMHdO3aFXfeeSfGjBmD9957D8BvLgiPPvooOnXqhN/97ncAfK1/BoMBL7zwAiZNmgSLxYKCggL2Nxj279+PCRMmICUlBcnJyRg+fDiOHDnidRyGUaNGYe7cuZg7dy5SU1ORmZmJRYsWwePxsNu8+uqrGDx4MJKTk9GhQwfceuutqKqqUnzedrsdM2bMwPjx4/Hee+9hzJgxyMvLw9ChQ7F27Vo8//zz7Laff/45hgwZApPJhI4dO2LBggVeVvFRo0Zh3rx5uOeee5Ceno727dvjX//6FxoaGjBjxgwkJycjPz8fH374IbsP44rx/vvvo1+/fjCbzbj88suxb98+r3a+/fbb6N27N0wmE3Jzc/G3v/3N6/vc3Fw89thjmDlzJpKTk5GTk4N//vOfXtucPHkSN910E9LS0tCuXTtMnDgRx48fZ79nrv/atWvRsWNHZGRkYM6cOXA6nez5nThxAn/5y1/YFQIx7rnnHixYsACXX3654r4gCCIyIOFLEESbIyEhgbXsAsD27dtx6NAhfPzxx9i2bZvofsuWLcNNN92EPXv2YPz48Zg2bRrOnz8PADh16hRGjBgBk8mEHTt24IcffsDMmTMlXSo2btyIuLg4fPvtt3jqqafw97//HS+88AL7vdPpxIoVK/Djjz9i8+bNOH78OEpKShSf53//+19UV1fjgQceEPyesUCfOnUK48ePx2WXXYYff/wRzz77LF588UWsXLnSp72ZmZn49ttvMW/ePNx5552YMmUKhg0bhl27duHqq6/GH//4R9jtdq/97r//fvztb3/Dd999h6ysLFx33XWs4Pzhhx9w00034ZZbbsHevXuxdOlSLFq0yMct5G9/+xsGDx6M8vJy3HXXXbjzzjtx6NAh9jqNHTsWycnJKC0tRVlZGZKSknDNNdd49fOnn36KI0eO4NNPP8XGjRuxYcMG9jjvvPMOOnfujOXLl+PMmTM4c+aM4utMEEQbwkMQBBHBTJ8+3TNx4kSPx+PxuN1uz8cff+wxmUye++67j/2+ffv2nubmZq/9unbt6nniiSfYvwF4HnnkEfZvm83mAeD58MMPPR6Px7Nw4UJPXl6ex+FwyLbD4/F4Ro4c6enZs6fH7Xaznz344IOenj17ip7Ld9995wHguXDhgsfj8Xg+/fRTDwBPbW2t4PZr1qzxAPCcP39e9Dc9Ho/noYce8vzud7/zass//vEPT1JSksflcrHtLS4uZr9vaWnxJCYmev74xz+yn505c8YDwPPVV195te+NN95gt6mpqfEkJCR43nzzTY/H4/HceuutnquuusqrPffff7+nV69e7N9du3b1/OEPf2D/drvdnuzsbM+zzz7r8Xg8nldffdWn/c3NzZ6EhATPf//7X4/H03r9u3bt6mlpaWG3mTJliufmm2/2Og63z+WQu/4EQUQeZPElCCLi2bZtG5KSkmA2mzFu3DjcfPPNWLp0Kft93759YTQaZX+nX79+7P8TExORkpLCuh7s3r0bw4cPR3x8vOJ2XX755V5L6ldccQUOHz4Ml8sFoNUaet111yEnJwfJyckYOXIkAKCyslLR73s4bhNSHDhwAFdccYVXW4qKimCz2fDLL7+wn3HPPzY2FhkZGejbty/7Wfv27QHAxx3jiiuuYP/frl07/O53v8OBAwfYYxcVFXltX1RU5HUd+Mc2GAzo0KEDe5wff/wRFRUVSE5ORlJSEpKSktCuXTs0NTWxriYA0Lt3b8TGxrJ/d+zYUZXrCEEQbZ+4cDeAIAgiUK688ko8++yzMBqN6NSpE+LivB9tiYmJin6HL2oNBgPcbjeAVvcJLWloaMDYsWMxduxYbNq0CVlZWaisrMTYsWO9lu+luPTSSwEABw8e9BKf/iJ0/tzPGOHMXBMtkbr2NpsNgwYNwqZNm3z2y8rKUvQbBEEQAPn4EgTRBkhMTER+fj5ycnJ8RK9W9OvXD6WlpazvqhK++eYbr7+//vprFBQUIDY2FgcPHkRNTQ1Wr16N4cOHo0ePHqqtk1dffTUyMzPx17/+VfB7Jg1Xz5498dVXX3lZiMvKypCcnIzOnTurOqYQX3/9Nfv/2tpa/Pzzz+jZsyd77LKyMq/ty8rKcOmll3pZZ6UYOHAgDh8+jOzsbOTn53v9S01NVdxOo9HoZWUmCCL6IOFLEAShgLlz56K+vh633HILvv/+exw+fBivvvoqG4AlRGVlJebPn49Dhw7h9ddfx/r16/HnP/8ZAJCTkwOj0Yj169fj6NGjeO+997BixQpVbUpMTMQLL7yA999/H9dffz0++eQTHD9+HN9//z0eeOAB3HHHHQCAu+66CydPnsS8efNw8OBBbNmyBUuWLMH8+fMRExP4a2D58uXYvn079u3bh5KSEmRmZrIZLu69915s374dK1aswM8//4yNGzfi6aefxn333af496dNm4bMzExMnDgRpaWlOHbsGD777DPcfffdXq4acuTm5uKLL77AqVOnUF1dLbrd2bNnsXv3blRUVAAA9u7di927d7OBjgRBRC4kfAmCIBSQkZGBHTt2wGazYeTIkRg0aBD+9a9/Sfr83nbbbWhsbMSQIUMwZ84c/PnPf2aLZmRlZWHDhg1466230KtXL6xevRpr165V3a6JEyfiyy+/RHx8PG699Vb06NEDU6dOhdVqZbM2XHLJJfjggw/w7bffon///rjjjjswa9YsPPLII/5dDB6rV6/Gn//8ZwwaNAhnz57F1q1bWZ/qgQMH4n//93/xxhtvoE+fPli8eDGWL1+uKnuFxWLBF198gZycHNx4443o2bMnZs2ahaamJqSkpCj+neXLl+P48ePo3r27l4sEn+eeew6FhYWYPXs2AGDEiBEoLCz0SW9HEETkYfAojY4gCIIgFDNq1CgMGDBA07LIeuOzzz7DlVdeidra2rAU7yAIglALWXwJgiAIgiCIqICEL0EQBEEQBBEVkKsDQRAEQRAEERWQxZcgCIIgCIKICkj4EgRBEARBEFEBCV+CIAiCIAgiKiDhSxAEQRAEQUQFJHwJgiAIgiCIqICEL0EQBEEQBBEVkPAlCIIgCIIgogISvgRBEARBEERU8P8BIoQarQsQRlcAAAAASUVORK5CYII=", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Применение PCA для понижения размерности до 2\n", "pca = PCA(n_components=2)\n", "X_pca = pca.fit_transform(df_encoded)\n", "# Преобразуем результат в DataFrame для удобства работы с seaborn\n", "pca_df = pd.DataFrame(X_pca, columns=['pca0', 'pca1'])\n", "# Визуализация\n", "plt.figure(figsize=(8,6))\n", "sns.scatterplot(data=pca_df, x='pca0', y='pca1')\n", "plt.title('PCA для оценки успеваемости студентов')\n", "plt.xlabel('Principal Component 1')\n", "plt.ylabel('Principal Component 2')\n", "plt.show()\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Каждая точка на графике соответствует студенту, а положение точки показывает, как студент распределяется по этим двум главным компонентам.\n", "\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Выбор количества кластеров\n", "\n", "Для выбора оптимального количества кластеров можно использовать следующие методы:\n", "\n", "1. **Оценка инерции** (сумма квадратов расстояний от точек до их центроидов). Инерция часто используется для выбора числа кластеров в алгоритме KMeans.\n", "2. **Коэффициент силуэта** (Silhouette Score), который измеряет, насколько хорошо каждый объект подходит своему кластеру и насколько хорошо он отделен от других кластеров." ] }, { "cell_type": "code", "execution_count": 204, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from sklearn.cluster import KMeans\n", "from sklearn.metrics import silhouette_score\n", "\n", "# Оценка инерции для различных количеств кластеров\n", "inertia = []\n", "silhouette_avg = []\n", "\n", "for n_clusters in range(2, 10): # Пытаемся от 2 до 10 кластеров\n", " kmeans = KMeans(n_clusters=n_clusters, random_state=42)\n", " kmeans.fit(X_pca) # Используем данные после PCA\n", " inertia.append(kmeans.inertia_)\n", " silhouette_avg.append(silhouette_score(X_pca, kmeans.labels_))\n", "\n", "# Визуализация инерции и силуэта\n", "plt.figure(figsize=(12, 6))\n", "plt.subplot(1, 2, 1)\n", "plt.plot(range(2, 10), inertia, marker='o')\n", "plt.title('Оценка инерции')\n", "\n", "plt.subplot(1, 2, 2)\n", "plt.plot(range(2, 10), silhouette_avg, marker='o')\n", "plt.title('Коэффициент силуэта')\n", "\n", "plt.show()\n" ] }, { "cell_type": "code", "execution_count": 205, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from sklearn.cluster import KMeans\n", "from sklearn.metrics import silhouette_score\n", "import matplotlib.pyplot as plt\n", "\n", "\n", "# Списки для хранения метрик\n", "inertia = []\n", "silhouette_scores = []\n", "\n", "# Оценка для числа кластеров от 2 до 10\n", "k_values = range(2, 11)\n", "for k in k_values:\n", " kmeans = KMeans(n_clusters=k, random_state=42)\n", " labels = kmeans.fit_predict(df_encoded)\n", " \n", " inertia.append(kmeans.inertia_)\n", " silhouette_scores.append(silhouette_score(df_encoded, labels))\n", "\n", "# Визуализация инерции\n", "plt.figure(figsize=(12, 5))\n", "\n", "plt.subplot(1, 2, 1)\n", "plt.plot(k_values, inertia, marker='o', color='orange')\n", "plt.title('Инерция для различных k', fontsize=14)\n", "plt.xlabel('Количество кластеров (k)')\n", "plt.ylabel('Инерция')\n", "plt.grid(True)\n", "\n", "# Визуализация коэффициента силуэта\n", "plt.subplot(1, 2, 2)\n", "plt.plot(k_values, silhouette_scores, marker='o', color='orange')\n", "plt.title('Коэффициент силуэта для различных k', fontsize=14)\n", "plt.xlabel('Количество кластеров (k)')\n", "plt.ylabel('Силуэт')\n", "plt.grid(True)\n", "\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Оптимальное количество кластеров — от 2 до 5" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Выполнение кластерного анализа с применением иерархического и неиерархического алгоритма кластеризации" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Неиерархический алгоритм (например, KMeans)" ] }, { "cell_type": "code", "execution_count": 206, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "0 3\n", "1 1\n", "2 1\n", "3 0\n", "4 2\n", "Name: Cluster_KMeans, dtype: int32\n" ] } ], "source": [ "from sklearn.cluster import KMeans\n", "\n", "# Используем оптимальное количество кластеров, например, 3\n", "kmeans = KMeans(n_clusters=5, random_state=random_state)\n", "kmeans.fit(X_pca)\n", "\n", "# Получаем метки кластеров\n", "labels = kmeans.labels_\n", "\n", "# Добавляем метки кластеров к данным\n", "df_encoded['Cluster_KMeans'] = labels\n", "\n", "print(df_encoded['Cluster_KMeans'].head())" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Иерархический алгоритм (например, агломеративная кластеризация)" ] }, { "cell_type": "code", "execution_count": 207, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "0 4\n", "1 2\n", "2 2\n", "3 0\n", "4 1\n", "Name: Cluster_Agglomerative, dtype: int64\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from sklearn.cluster import AgglomerativeClustering\n", "\n", "# Агломеративная кластеризация\n", "agg_clust = AgglomerativeClustering(n_clusters=5)\n", "agg_clust.fit(X_pca)\n", "\n", "# Получаем метки кластеров\n", "df_encoded['Cluster_Agglomerative'] = agg_clust.labels_\n", "print(df_encoded['Cluster_Agglomerative'].head())\n", "\n", "from scipy.cluster import hierarchy\n", "linkage_matrix = hierarchy.linkage(df_encoded, method='ward')\n", "\n", "plt.figure(figsize=(10, 7))\n", "hierarchy.dendrogram(\n", " linkage_matrix, \n", " truncate_mode='lastp', \n", " p=5, \n", " leaf_rotation=90., \n", " leaf_font_size=12., \n", " show_contracted=True\n", ")\n", "plt.title('Дендрограмма иерархической агломеративной кластеризации')\n", "plt.xlabel('Индексы образцов')\n", "plt.ylabel('Расстояние')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Оценка качества решения\n", "\n", "Для оценки качества кластеризации можно использовать: \n", "**Визуализация**: Построение графиков с метками кластеров (например, с использованием PCA). \n", "**Коэффициент силуэта**: Метрическая оценка качества кластеров." ] }, { "cell_type": "code", "execution_count": 208, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Коэффициент силуэта для KMeans: 0.36834520397007814\n" ] } ], "source": [ "# Коэффициент силуэта для KMeans\n", "sil_score_kmeans = silhouette_score(X_pca, df_encoded['Cluster_KMeans'])\n", "print(f\"Коэффициент силуэта для KMeans: {sil_score_kmeans}\")\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Если коэффициент силуэта близок к 1, это означает, что кластеры хорошо разделены. Если он близок к 0, кластеры пересекаются, а если он близок к -1, это означает плохую кластеризацию. В нашем случае, можно сказать, что кластеры пересекаются." ] }, { "cell_type": "code", "execution_count": 209, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(8,6))\n", "sns.scatterplot(data=pca_df, x='pca0', y='pca1', hue=df_encoded['Cluster_KMeans'], palette=\"viridis\", s=100)\n", "plt.title('Кластеры после PCA (KMeans)')\n", "plt.xlabel('Principal Component 1')\n", "plt.ylabel('Principal Component 2')\n", "plt.show()\n", "\n", "\n", "plt.figure(figsize=(8,6))\n", "sns.scatterplot(data=pca_df, x='pca0', y='pca1', hue=df_encoded['Cluster_Agglomerative'], palette=\"viridis\", s=100)\n", "plt.title('Кластеры после PCA (Agglomerative Clustering)')\n", "plt.xlabel('Principal Component 1')\n", "plt.ylabel('Principal Component 2')\n", "plt.show()" ] } ], "metadata": { "kernelspec": { "display_name": "aimvenv", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.12.6" } }, "nbformat": 4, "nbformat_minor": 2 }