chetyre/plot_coin_segmentation.ipynb

238 lines
173 KiB
Plaintext
Raw Permalink Blame History

This file contains ambiguous Unicode characters

This file contains Unicode characters that might be confused with other characters. If you think that this is intentional, you can safely ignore this warning. Use the Escape button to reveal them.

{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Сегментация изображения методом спектральной кластеризации\n",
"Описание задачи\n",
"Цель: разделить изображение монет на несколько регионов, используя спектральную кластеризацию .\n",
"\n",
"Алгоритм:\n",
"\n",
"Изображение преобразуется в граф\n",
"Каждый пиксель — вершина графа\n",
"Рёбра между соседними пикселями строятся на основе разницы яркости\n",
"Применяется спектральная кластеризация для выделения регионов\n",
"Источник данных:\n",
"\n",
"Встроенное изображение coins() из библиотеки skimage"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"1. Импорт библиотек"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import time\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"from scipy.ndimage import gaussian_filter\n",
"from skimage.data import coins\n",
"from skimage.transform import rescale\n",
"\n",
"from sklearn.cluster import spectral_clustering\n",
"from sklearn.feature_extraction import image"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"2. Загрузка и подготовка изображения"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Форма исходного изображения: (303, 384)\n",
"Форма после масштабирования: (61, 77)\n"
]
}
],
"source": [
"# Загружаем изображение монет\n",
"orig_coins = coins()\n",
"\n",
"# Уменьшаем размер изображения для ускорения обработки\n",
"# Перед уменьшением применяем фильтр Гаусса, чтобы уменьшить артефакты\n",
"smoothened_coins = gaussian_filter(orig_coins, sigma=2)\n",
"rescaled_coins = rescale(smoothened_coins, 0.2, mode=\"reflect\", anti_aliasing=False)\n",
"\n",
"print(\"Форма исходного изображения:\", orig_coins.shape)\n",
"print(\"Форма после масштабирования:\", rescaled_coins.shape)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"3. Построение графа"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Граф построен\n"
]
}
],
"source": [
"# Преобразуем изображение в граф\n",
"graph = image.img_to_graph(rescaled_coins)\n",
"\n",
"# Уменьшаем веса рёбер экспоненциальной функцией\n",
"beta = 10\n",
"eps = 1e-6\n",
"graph.data = np.exp(-beta * graph.data / graph.data.std()) + eps\n",
"\n",
"print(\"Граф построен\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"4. Спектральная кластеризация"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Спектральная кластеризация: kmeans, 2.62с\n",
"Спектральная кластеризация: discretize, 0.89с\n",
"Спектральная кластеризация: cluster_qr, 2.17с\n"
]
},
{
"data": {
"image/png": "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",
"text/plain": [
"<Figure size 500x500 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAa0AAAFdCAYAAACwxDIuAAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjMsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvZiW1igAAAAlwSFlzAAAPYQAAD2EBqD+naQAAo89JREFUeJztnQd4HMXZx//X1HsvluXeK+42timmV9NLIAQSICGV9I+QhJACSShp1FBC7x2MAYMrxsa9V9mWbPXepSv7Pe/enbTafU8a6e6kO3l+zyP7tNrbnZ2Znf/MvO+8Y1IURYFEIpFIJGGAeaATIJFIJBKJKFK0JBKJRBI2SNGSSCQSSdggRUsikUgkYYMULYlEIpGEDVK0JBKJRBI2SNGSSCQSSdggRUsikUgkYYMULYlEIpGEDVK0JBLJgHPTTTdh2LBhXY6ZTCb8/ve/RzixcuVKNd30vySEROvw4cO47bbbMGLECERFRSEhIQELFizAP/7xD7S0tAQ+lRKJRBJCPPLII3j22WcR6rz33ns45ZRT1HZ66NCh+N3vfgeHwyH03ZKSEtx6660YPnw4oqOjMXLkSNx5552oqqoynPvvf/8b48ePR2RkJHJzc9XzmpqagvBEgLW3X/jwww9x5ZVXqom78cYbMWnSJLS3t2Pt2rX4+c9/jt27d+OJJ54ISmIlEsnJA3WArdZeN1H9JlppaWnqCFHLokWL1HRHRERgoFm2bBkuvfRSnHbaafjXv/6FnTt34o9//CPKy8vx6KOPdvvdxsZGzJs3TxWe733ve8jLy8P27dtVcfriiy+wefNmmM3uMc8vf/lL/PWvf8UVV1yBH/3oR9izZ496P9KC5cuXB/7BlF5QUFCgxMXFKePGjVOKi4sNfz948KDy8MMP9+aSEolEonzzm99U8vPzB+z+jY2NvTp/4sSJyuLFi5VQZsKECcrUqVMVu93eceyuu+5STCaTsnfv3m6/++KLL1IgdeWDDz7ocvy3v/2tenzLli3q76QDVqtVueGGG7qc969//Us977333lMCTa+mB0lNSYGfeuopZGdnG/4+atQoVWm90Nyurx/9/LXL5cLDDz+MiRMnqkPZzMxMdQqypqamy3n0PX3vhoaw9B3vPDKdI3Lvo0ePqr///e9/x0MPPYT8/Hx1GLx48WLs2rWryz127Nih3tc7JZqVlYWbb76ZHSp3lwbtXDedc+GFF3ab59o06qFRLvWivNCI97e//S1mzJiBxMRExMbGYuHChWrPSA/1tm655RZ1ysBisXSkLy4urtv0iJaBfo6/u/LvTbqpntA09OTJk9X7paen49xzz8WmTZvUv3dX7vSjza+2tjZ1uoTqLc0cUG/yF7/4hXpcC33v+9//Pl588UWMHTtWvS+ldfXq1V3OI/sLnauF3heqK/qyv/322zF69GjExMQgJSUFZ5xxBtasWdPlu++++y4uuOAC5OTkqOmj6Zl7770XTqezy3n0TFQX9FCdoftSHfJCU1r6Y5SnU6ZMUY/rp7zeeOMNzJw5E/Hx8V3yUVsf7XY79u3bp04nifDOO++o6aV8pP/ffvtt9jy9TauhoQE//vGP1bpD+ZGRkYGzzjoLW7Zs6fK9DRs24Pzzz0dycrJal+jZqM54obpL9ZzMHHQePdv1118v3A7R/WkUsWrVKkO90tu0vPndU10kXnjhBbVeURtEdeKaa65BUVER+sKePXvUH3ovtaNVGjXRxh5Urt1RX1+v/k/Pr8Xb7lMaifXr16vTjZRWLd7fX3nllS7Ha2tr8ZOf/KSjDIcMGaLO2FVWVgo/W6/G3u+//77aaM+fP1/4O1SpKFFaHnjgAYMYUcWgAv7Wt76FH/7whzhy5Ig6FN26dSvWrVsHm83GXp8aHRLRV199taMSUKWjxoLYu3cv/vznP+P//u//1DlXQt8wP/fcc+oLcccdd6C1tVWt4NSI0HDaW2iffvopCgoK1PRRI+SdBqX/v/rqK0NjRVDDS5VGm45gQhXtv//9L6699lp85zvfUZ+J8uacc87Bxo0bMW3atI5zv/nNb+Kzzz7DD37wA0ydOlUVLnoefQMgAlcGerT5T/cpLCzsU7pJaKmenHfeefj2t7+tvjDU2FMZUOP6/PPPd5xLx+le1CGhqRzCW57UOF188cXqtDaVEaWNypvOPXDggNqwaqEGip6P6ia9bDQ9RGJJ6eMEQ1vXy8rKDMdJqL/xjW+oL211dTUef/xx9XpUT6gjQdBzUl0l+wD9//nnn6viTvn1t7/9DYGC8oyeXQ81SFdddZVaP+677z61Q0GNCzU6Wk6cOKHmH9Wpnuw8n3zyCS6//HJMmDABf/nLX9ROH71TlA89QUJPjS11IOj79F0qP8ozstt431PqCFLjSh1oelfp7x988EGXDjXVG6pfp556qirA1HkQbYeofaH3hsrkrrvuYht37XShtk4Sx44dw29+8xtVdL386U9/wt13363mN9XriooKdYqNvk/3TkpKQm/YunWr+j+9E1qoA0R57f27L+i+NP1HeUZ1mL5DHXdKJ005jhs3Tj3P28HzipgXb37SNKIXapOpTaTyoA4/lRnVJ7K7HT9+vOMd7RHRIVldXZ063LvkkkuEh3F0/h133GE4fsEFF3SZClizZo16Lg1JtXz88ceG4/Q9mkogHn/8cfXvNBT1xRdffKGeQ//rOXLkiPq36Oho5fjx4x3HN2zYoB7/yU9+0nGsubnZ8P2XX35ZPW/16tWGv+Xm5irf+ta3uk0HPQvlRXd40/i3v/2txykKh8OhtLW1dTmnpqZGyczMVG6++eaOYy0tLYrZbFZuu+22LudSvsbGxnabnt6Wwaeffqr+fdWqVV3uoy1/0XR//vnn6rV++MMfGu7jcrkMx5555hn1fMpDPc8//7yaB1T3tDz22GPqd9atW9dxjH6nn02bNnUcO3bsmBIVFaUsXbq049jvfvc79Twv5eXlSnx8vHLeeef5rINeNm7cqJ7zxhtvdFvnqMxiYmKU1tbWjmNUB6gu6KE6o39+fZ7QdYYOHdqRRvq7l1//+tfqsZKSkm7ro/eYt050x7Rp05Ts7Gyltra249gnn3yifl8/PUjHKE+9JCYmsu2Jth4NHz5cvQ7VH1/1g9JJ1/7Vr37V5ZzetEO+pge7a2+8796MGTOUnJycjnw9evSoYrFYlD/96U9dzt25c6c69aY/LoK37AsLCw1/mzVrljJ37twer/Hf//5XSUpK6qj/3jLWTjdu3rxZPX7vvfeyeUbmJP3U4ltvvSX0/vo9PegdLtJQOtC8/vrrai+ORmWkvN4fGipTb4abJqKpExrqkvMH9bz8gXoO5PHiZfbs2ZgzZw4++uijjmPangSNxih9c+fOVX/nRifUk6YeeU/Q1Apdi3qN3Xn1NDc3d8kb+tFPE9FoyWsAppEE9eDpmtTb0qaRjKv099TUVPiDSBlQPhDd5YVout988011REsjOz3cSLenOkejA+oxavOURtiEvs6RUZrqoxcaDV1yySWqoVlfDl5oKo/qNfXYObz1iHqeNLqnOqbtGWvrHI0+6VzqqVJdoOm4QPCf//xHrXtcntI9qbfdUy+fpnpIY3oaZdH04bZt29QRGeWLF3rvaeTUE5QOmvorLi5m/06jBxoZ0RSiPs1c/fjud7/rdzvUW+h9oVEt1WUaBRJvvfWWWu9plKW9L/2dppD7ct8Wjxc3997RtKeIlze1idQW0siSpnBpxE9T5L/61a86zqHRErWV999/P5555hl12pkcQGjESqNS7X3omWnUvnTpUr/eX+HpQXJr91bkQHPw4EHU1dV1GS7r7S9aqOK/9tpramNBDZy/UMXQM2bMGPUeXug+99xzjzpHq08PpV0PHROxD9F0CdllvI03zb/TVMzZZ5/d5TxqVLiGRT8t8b///U8dzlOjRoLohdxWvZBY0TPTlBzZ72j6jRonvS2nO0TLgOawiZ7yQiTdZIOg6Q2a7w9EnSOx8Oa9Hn0Z+6ojJCA0leNtgLxQ40lTfuSlRY0EBzXy3oaTvk9TW2RX9UJTzzSNRNOC3k5jd3Wut9A1aMqaGiNueouEmqbGaIqIbH3UoOun9XsDTYv5ykuyFfY0NU02dRI8sj2SkJA9ikwPZLLw1g+iu+laL2Tn0U9J9rYd6i1UH6hhp/+9HV7vfUn0uXwhfJlGusPb4eHeaeos6afz9NBUKE2zeqfdvZ170gFqB2l6z9vRIDG6+uqr1WPedozqFE2p79+/v+OaVD40NewvvRItajD0DgqBgHoZVFFIxTn0DQu5XpJN48wzz1R7+WQb8GVLCRTUC/ryyy/V+1EjT40wpZvsEPS/FmrEaYShb8g4qJdCbqgE9SCpx0I9EWqwtM4KZHehpQZayP6jN+SSkZkqF6WT8pQqENkOvC+0F7LPkPGZ5vW1kOFaBNEyKC0tVf/vLi96k+5AQWVGzhwPPvgg+3dqGP2BbB3UCFEjq3ew8HLRRRepTiDUGD722GPqi082Gip3EnvqUNB794c//EF1wiDxo4adXIz1da4vUF2jzgrlOedQRMZ0uh/ZVkJhGQu9gzTSpF4/dfbIrkfPQCMVqou9gUYgXpftvrZDvYFsnyT+ZK/y2rm196WRBo1QqN7rEen86vE6TNDoVl+X6RiNoLqDhJU6MnqbGNmByTmG2kKvaNGIjOotiS+971Tv6X0nvaCOXaDplSMGKS9VXjLQUi8sUNALSU4BtEC5px4AQY0NDeXpXPqfKgEZCX31aHuCMlsPGeO9okG9yxUrVqg9DDKEd/c9grx2CK/jQXeQ8XHJkiUdv1MjRvlAnmla0aKKoD2PExgyUlOvk15i7XCbG6FNnz4dTz75pNoIUKNIPT9qBKiHJYJoGVBe0Mve3VSkaLqpntB0HHUK/B1t0bVIeEl0RaYmfNURMjjrGzOapqIROTlzcI2QF3rZvdPSl112mVoXaGRGDTF5n5GQUJ6QUVw7ggsE1EGiKUnqGNCUPyda1KiTkwJNZ9F9yfmEnEqog9IXvKNILi+1PfKeGmOaYqMfEnuaniLnABItKlOCOtb6dyXQ7VBvprNoJE5rmKizS9Ox3H1ppEWzCoFq5Kd5nJfIq1YrUFTu5PSgF049VM7ctLd3FoQzZVAb5R0t0ntP4qj1MqbnDMSgp1cu7zRFQA0l9RY4jyjqFWtdS3vTg6IMIhuAHsoc7xSTF6qolA56qWiKi+ZRqeHtK9S4kAeUtldEc+fe3pu34XHbhjuhuV4OarDIRkOeSb3F24PurrHzBZdOeg7qZOih6aYbbrhB7TnRFBS95NwyBl+IlAFNJZNd0Gsn8jfdNLVA51DnQY++bETqHJU5CbcemofXr+antGinr8gVmWx6NI2rLyua86eGj/JWFJqWotG5dzqHyxP6OwlHIKA8pJ40eeR1B42yaHqSRh9UR+i59Ii6vFP9osaUpoK105s0Lert6PmC2gf9lCiNiqg3780zqpPU8NN7qW8zROpHb9ohqvv6e/hKN41YqexoGo1bdEwdFipvKhN9Oul3X8tquoNc9sleS4MMrfhQp4gEl0TUC+UrlZ82f0k8qY3XL2F5+eWXOzq93bVhpBXUodPWL3p/qaPILXHozfvbq5EWKeVLL72kTmPQKEIbEYOGi9Tj1q/fEYGmQchwR70+spVQQ0DzuNQjo2uSEGozWQvdn6ZLyA5ElYNsQr2FRjckMGRfoBeAKj2NDCjjCZqiod4uzanTC0q9Y5qe0Pd6Kb00OqCCpYbLawfsqRf28ccfq5/ppadeNtkOTj/99F4/B42EqWdO04u0vofSR9NONIz3LgHwQu791DiT4PgLVwZk76KXkEapWsOtP+mmPCGh/ec//6nmtXdqlqbf6G+9ccih61Aa6aUiQzc1xvRy08tLx2lEp50aoWekqVStyzvBCSjVje5GrDRy+elPf6qKOTW81Pt9+umn1Wcht3+ClpXQOiOaXqR7UkNDrtO+Xm7KJ2890o9eyLZA75PW2YjSSELUXeQGmqKmd4Cmg2bNmuXzvN64vNM7TmVM7xvZQGjUTMJIjay+juo7QGSDonaAjPk0ZUajoq+//lq1hRLUgaJGmaZdSRzJbZ2EkspUJDpDb9ohsqnRvWhqn9oPKkeuc0b1mETfW8+0UKeBnD6oXaXr/PrXv1Y7fzRNTqNfeg+ogadR0c9+9jP1OytXrlTrOrUzPcVlpJkT6jjRc9B7SaMcslHSoEM7C0T3oLwie5u3/aZ3iX6nvCT3fholUz2ito3STGYNLzTtSXYyynNqH0kjqONPnRPv8g2CpqFpVoXMHFT2lIdU/uTyTvlE5SqE0gcOHDigfOc731GGDRumREREqG69CxYsUN2eta64oi7vXp544gnVHZRc0OmakydPVn7xi190ib6hdbf2QvekKB3kyklur711eSf30AceeEDJy8tTIiMjlYULFyrbt2/vci65xJN7M7mAkuvtlVdeqaZL65ZLLvCTJk1S/vGPfxhcOH25vGvdSdPS0pSzzz5b+eqrr9g06tG73dI9//znP6vXpeeYPn26uqJd72JO6aRV8eSW6q/Lu68yoLwiN2paPqBHnx7RdBN0bcoLuhfVvfT0dPU+5HrbG5d3or29Xbn//vvVfKT7Jicnq/XvnnvuUZd46OvxCy+8oIwePbojjfo65XV51y8L0Zc91ZuLL75Ydem32WyqC/iFF16orF27tsv3yO2eXJPpfSAXaXoXli9fbqhHVAe09Yj78bqye/OEXM+1ddRbz7znUXlOmTJFOfXUU7u8U/66vBNvvvmmMn78eDUfKWoDuUBzZa19t2hJxM9//nM1wgO1DVRP6fMjjzxiuD7l41lnndVxHj2HdklGT/VcpB0qLS1V2zH6O6XT+x7qy9pbJ7gfvcs85QvlN6WNfqiOU73bv39/xznvv/+++l1amiHC22+/rZY15fWQIUOU3/zmN2q91+KtE9rlDsS+ffuUK664Qm0XqZ5S+fzsZz9TmpqaDN+nsqA0U36ceeaZ6vIUjqqqKuX73/++uiSI3l9KE5VHZWWlIoqJ/sFJCvVqaDqBeiTenoxEoodGOTQypV5qOEK2UeqV92UWRBJa/OIXv1BHO4cOHRJaUjMYkVuTSCQSSZjwxRdfqJEzTlbBIkIzhLJEIgkYZKvR2rMk4cvXX3+Nkx0pWhLJIIcM4hLJYOGktmlJJBKJJLyQNi2JRCKRhA1StCQSiURy8tq0aIEkLZb0bhonkUgkkpMPRVHUReEUtUQf5zGkRIsEy99goxKJRCIZHBQVFQlt8jlgouXdb4tC+miDp2q3fPbCRarmjnEqzQVsFP0uBzcqFI3/15v7csdFfWFE88uf5+PSwgXO5K7HfZdLH1d2onkgOnoXTZ8/+exPffP33t59yvpyPX/g8lD0mUXzK9Bp5q7nj/+ZaP31dQ8uPdw7Jtr+KILvHQeX/9x9uS1OuD25KLSWNg0Umi7QezAGXLS8jQUJljZSshQt38dPNtHS7pfV3Xc5/ClP0XtwzxtqotXTfcZFbkOcowmF5lyUtnXGfwtX0fKnU8OVpz+iJfreDCbR4uDSzF0v0GYi6YghkQxCcsqrkP6lFemoGOikSCQBRYqWRCKRSMKGfouIwU0JiQ51ufl77jxuGBroKQl/psV8fV8U0fsE2nbATcVyUwii02rc9bhjHNxziE65iua9P9NJ3Hd93Zu7JveeiE6Fd71253ki9i/RfPVnusvfPBSpg1w+i+afP3XVn6l7X4i+Yxyi9Z+7B23HooerQ1xd9W7E6c0n7T6FgUKOtCQSiUQSNkjRkkgkEknYIEVLIpFIJGGDFC2JRCKRhA1Bc8QgI6TWEClqaBd1NuDOEzXM+uOAIIovo3OgHTFEDbOBXjPG3VfUEYMz6oqWiegaEn/WS/VmzY0/5SFq+BfNr67PrHScpzeYc3ko6rwjug5HdAGu6PspWt+49PlTLzlnA+56vVkwz+W/6FpUu6CjDne9iIgIoTSKPh/3HNp920Sd73qLHGlJJBKJJGyQoiWRSCSSsEGKlkQikUjChn5bXCyRSCQS4BzrMYyuAhRn4MYMJrOCkqRWvNSWj8FO0ESLjHDaILn+BMEUNYz7E1Qz0NGmfTlc+HMfUWO0KIEOZOmP0Vo0KK8/x/yJEuBPXe2NUV3U0N6jI5LnsRTF1ec64k8gVu67XKRwf/DHiUA0kDN3TNQxJiMjw3DsDPteZB+NhNNbQAEkoywStw8rwycp83Ds2DGhqOzanTgCHUQ60NH6vciRlkQikfQDbsGijoUJlqFtODxsWsffEhIShDpPjY1NhmPl5WUY13AM0UcjEXU0EmdjPZ5EDgYrUrQkEokkyJyuE6z1Ey8GTJ2i5EpJE4oBWGOpMRwrqrGgKCUHS0wbEHPEpgrXDVkFeN4+AoMR6YghkUgkQRasHI9gObIaDIIVKD5LnoPm4e7pzKTSRNxgK8BgRI60JBKJJABcEnUco+stgMszFigsV/9ztkV0CNZrcdMwKgiCpRWuJXCPuFThyizA847BNeIKakQMrfHOH0O2P8ZfUQK+u6aPiAyiRvFAb/cgumren3wQ3caBM2SL5ouog4WokZ6LEiC6m6toJAhfx1tbW4XyRrTstI5PSpTS8cx6BwjRiAwcolEyRB1P/HEkEnWsEXUiEG17uPz7dnYTYvfEw9fTxIw1o+rie7DUbGHvU1RUZDg2duxYw7Hm5mbDsezs7C6/N2EeYlc9CWVXO5LKEvGjCbXYO/UqrF+/3vDdmpoaoTwUdUjR5nWwImLIkZZEIpH4waW2Y4jdE+v+Jb8NRzLHqB9HjHCPcFzRCajKGNevado3+XKMw5uqcLn2ODEer2E98jAYkKIlkUgkfgjWkJJOwVoz8lxaNKX+mpU/c0DTtk8nXJfn7sKbtkkId6QjhkQikQRYsEKFfZMvh2mSewo8/kQcLrfvQrgTWjkskUgkYSZYLRl1ISlYg1W4gjY9SMY8rUHPn6gPokZ1f5w4OEQN8tx9e7M1htaA3ltHjJ5WpffWKCpqaOfg0sfdl4uMwH2Xy2vOcYI7j7seFxFA1DnDn/rr65kbGxv77HTRk/NDhyOGw2l4bm79D1cHReu6aKQW0WNcnRHNf9HtdkS3Z+GO3ZLVgJjdnhHWsHZsGXUZ5s6ZazivrKyMTWN0dLRQuXN1poWpw1wa4+Liuvx+fN43kYtngV12VbhuHl+E3VOuwOrVqw3fra2tFbov54ihbfP92dqpO0KzayCRSCQhyFLbMcTs9jTWw9qxbtR5ITvC0rN34mXAJHeHxbXXiYk73kA4Eh65LZFIhIlJaIYtxt2wJlfYaKgx0EkaFKSaWzCkLCYsBcuXcF2DAwg3wivHJRJJj4J16Z3LYDv/CBSTgqwTNpxWXy+FKwAkm9oAxQyz1R6WgsUJV2JJfNgJl3R5l4Q0kWctx/SZB2AxB67RbW43Y/Oy2XBs6QxYGiqkTSzGklvXIDqyb/aASLOi/jSnN+Dwzfsw6elxGN/aiohhlfikZrjspwYA1WwTpoKlFa7xeEu1canClX0Ar8C9vuykjojRU5h60UgGok4JolteREZGCt2Du57oVha+nBdE7yP6zP7kgz/btnDHRI3q3HmZmZmGY9EXvINF4/cg8Dgx8tp12DAsD6XLhwpFquDKmL2yj3zmrpmUlNTl98QxR7HkW58jyuSfQJPJ/OsoBS2XHoYrqQVTHpqOkfvicPHMQhyMOweHDx8RMqpzDhui28CIRkfh3nduuwwu/+vq6oSeg4NztuHQllGc4gDK3fecMmVKl/MqKyuFok34gssHLvpFHfPMXH6JRI7ZM2Ephje/hOgCqypcNw07hs8zF6KwsLDPUWy05RQsRww50pKEJK7FL3YI1pdHh0MpWaB+tkUYG1JRvB5QSWM/wtT0esyZ9wreKT0Npu2zMdC4BesdVbAanVYUbD4PcLkbgPi4eMP5bXajZ5naTCkmNNVnI9ZlA/m3VTU0YPc5xZi43IncTdHAzOU4jFFyxCVRWZm+AKdhnSpckUcjcAbWYG0Q9voKJFK0JCEpWOfNcgvWuoIxyNxxD0yeRjYmxmMI7wNeV15H6enYvvjnqnBdsnQl3qUGfwCFSy9Yu9/8OZw1nfHk4rKyDN9pZ9zlvb1rraxbqqtRhdHYffpXmPhFsypcZ0zZi89rxkvh6iVjHRQAN7Jjg83BKlzT4+qwtbHv71mwkbVWEjaCFSisrhiYV/0N2ysSEGWBKlzK1I0YaMGqd1gMghUoqlxzsfv0GChmBcN3JOCM5L2U2wG/z2DlDMd+ZBS6pxQjRnvWaA0y4bLFu6cjc2zBmdYLFCfFSGukZQ/OP7wMkU3uwuhtR8llMWHn2PFYYb00KOk7GYk5bzkmTSuA2WO/oVECfR6Z6C6jz3YPxbCDgRcsrXA5Vv0Nmxf8BDOymwdkxJUw6lgXwfr0n9cjOzbwgtVVuNwjLlW4QmDEpSgu5FrKMK5Rax8Re0MVMLY/z1erbQo2uOLgdIjZrrrjTMd+5Bzr3A+r/Oy7MSgxhYeHadBEiwzwWqOcP1uTiG5vwRlXZ6WX4OyX34KtHn6xcP92ZF4XgU/ibjT8rbq62q9tUkSdKXpagd6dowl3HrfKnXMY4KIliEbx4I7l3PAplkzZD19sKJyIGdUPISIrss9RSrg85aYWK7Y+jh2272NKWp0qXFuH5qHgrbQ+R2TwFXkkIyOjy+9xIwqw8Pq33VOCLiuKlt+Dsdm57LPot57wVee4SAv6+wLjUBD9KkZ8VKUK1/lzjqAq7xp8+eVXAXXe4fJBXy9JsMahAvMLTUFpiobGtmDTuOEoPl4j5OTA1emlsSWI2+EWLPPQNnw9bikmW6xC1/O1zQ/nOMGV5/Dh5O3Zc5QMB9NWiG6l0zVyhqmjruuvyd2Xc9TpS5vfWwb1SGu4aSfOfvk1VbDqx0Zi+7yzoJjMiI6OEqqwTqe7oco49jWGfnAYY176Gq1LW7A6/bZ+Sf9gJH7p21gy5aj6eeWBfLQcH9+lcY1qz8PYptP7LT02VwxiNv4bO2a7hWv6jOdx5MhCKFuDF6HbLVivdAjWsWX3QKnPRX/RGn0mCs5foQpX9gbq6L1CTXy/jrhIsEa0H8P8UjOcULBiQhKc0Qnq32I5uyXT4HJC0UadLsWF2UfKkdtkBvbtwfsJyVBcxne+Jy6OLELcjtgOwVo37oKg7Dgs6R3WwSxYVy3rFKx3z7oHbeZU9W8pKSlCvR/vyOZ4xpVwRtyN4W/twZS3dwFLH5fC1QeU4Qdx8Ry3YK3YPQpRa37Q4TQw0jZxwNKlF67LrlhDK1iCIlwDLVi+hItGvp9Vju0X4fIK1mkewfp0ahbiMzpdyNPT04VGCZybudfZZuP4VMzeu1cVrouUaryfmNIr4cqwNGO4Gv1CClaoYT7ZBKtPmMzYPvVeHLlsgvorCdeiiscDl+CTBEu6u5EpqLepghVKdAhXZaLqnEHCZZq+KWiC1eC0DJhgdRWuVNU5Y8SORCxJ2x9054yeBCtQRFiTsHH8eBTHOJHbbMFFddUwmY1T377IpHMVMywR7VKwQgzrYBasujE2vOevYOmEq63tFxj34WFVuIaN/SlcFnPH3K1iAvaOGosVEZejv3BZW5F84cvIydbOiYu6mnCLu93/l1XG4fjrl8PcGnhPKWeI2nu9wrV5+q2Ykd0S0BGXXrBWP34L8pMHTrC4EZcqXEEccekF6/X8KOQFQbC0wvX1+AmYuXePW7jQ+xGXiZwTpGCdnBEx/Il+wRkak5OTDcfOHNGACX97HdZ6oHF8FPbf/jJGRWUKOSA0NTUZjqWmGsWu8vyncTzuhxjy6nYk7Dc6RizYswOplzrwivlKiMLlA2fIztKt13GaW5Fy8f2YnC2+8l6UiVnV2JvxApq++BMKdpX2eTuWtLROp4ZWj63CbDJ3bEXeXRkbnQj8g3My4Zx3Sj66B9su+gOmZTTi8ivWYGVqCko/HiqUB5wTTOKoY1h4fec6rMPv34Xs2FyhMiZiY2OFto/gzuPyNSHBbTvqZAR2Nj6EyavbVOE6b0YB9kScjqNHC/u8pYfeSE+CNdZVjAUewfp4UjrSk8cjMTFRKA85+9WECe6ZDy2HDx/WHclEQVIKTF+tQ26TBRebanBo3gLs2HbQ8F1tebgUeia3A4Z+ulI0Wo2vKCpcxAluSpRr4+opjqSAgxZXNznHCa3zjncGlt5jvY1f1BFJO43ryxHFXwbNSGuocysm/O0FWOsVNI6Pxp7bX4KTESy/MZlxdNE/UTVuOSLr3eFwajyeP5kVBzDioyMY984eXHLe83g3+gYECxKshAv+hMnZDWhzAlv2ngaL3S0QsTHM6MhsrEDtjEdQTXUNlIgmzD5lDcZntGDv6XfBdehbMLd23Z9nMGN1RqPh/d9i24X3YlpmA047/V28XrEAzs2n9PpaJFhn3dIpWIfevwuuuoEfYekpbZ8JLNqkClfe5hhgxhc4isDEKiTBGmUvwoKyTsGKSnY74PQHMTFpODx3AfDVOuSQc8b6ddgVlwCXs/fOGZKBxzpYBOvid573jLCCKFheTGY0ZJ6HBs8tDhxwR0nemwy0Rzygitb0ZQXYd8VW7HdND5pgTR/iFqxdW2/BmMarOv6eyTy7mWl86pqNccwOFrl7oJvrRmHG6c+owuW65b/Y+dS3/Rau6By3yCthEFJAFa4P7u4QrouvWIe3dkyCyd67dT8LbvwAUebQFixfwjXhlGPYU2J0u+4tseYKnDZAguVLuC5R6vBuPKRwhSHmwSJYtv4SrB74cthPUTfePb2R7jROqwVUsBxuwRqmEaxAkVK5EJu/+BYa2mmqsB2Tb/kvXFHG0EGiOBe/iLOnuEWrrDT0oqt3J1xEAs2sxDX0+hoxEe4pp6NfXR/SgqUVruIp7qm4BJPYbtc9EeNyX2djrmVABEsvXMWxLtXGdUlDHcwWcecMSWhgHiyCVTc2YsAFy4tiDU626gXr808uCopgBVq4SLDO94RmokgXw4/+GuECCVcgUAIQmaG/oAgwwcDJTFEPlHCd8HgVSuEKP/ptelA0TD1nQORW+i/Mq8G0h1/ocLrYfvMzGD5qhtBKcw7OSMkZ6TmHDb3DgMnjkEDGzOiI6B63FuDQO4GQYKUt/RsmZrinBIuO3onLx36bNXZyz8IZa+PjjdHDTzlFb7c5BatW2zBl0ROqcFlufQb2NX/Hvm1GYzKH7Zw3cc5kt2CtPjgS6dt+jZihRpsb9xxcXnPr6UQR3V5k1CiKgs5gMnVJJ1enjWsA6XwF0dExiNY5QHCOK5xBnis7LroHF7WA2/KFy9ecnJyOz9ZCa4fDjP4d4JxHuHdW61BiraFAs22wWW3IHjbMp6OOl6FDjU4vR4+61/f1VBc45x39eq74+Ex8NXIM5h0+4BYu1GH9qEwUHCrpOMdpJscKqi+KIf+5+3JOML62J+opkkR3zg/pTP0QjcjDvWPaaCvev6sh1XykXQt3Tn84YoTlSGuYsh3THv6jx+kiCltufgbOiIEfYQULEqzki+/DxIwqt2AduRNTTN/ut/un1S7GjtW3qiOucektsC38mdCIK+Lct3DG5C0dgpW48ddBiyUokfQGqzUB60eO6VjHNe/QAVhtgZkOlQSX8GtBFBcu/uLVk06wTslrHBDB8iVcqRe80e35juF7cfE8t4OKFCxJOAjXYrPRrV4SeoRlKxJd4h427/zG308awWp1kGD9ZEAESytcW3a5o6AnJXXvlGDNLFb/P1QfIQVLEtrCNcw9RZbVKutoOBDWpeSyGm0yg1WwVnx8PqaYvjPQyYLiNC787A6H0ywFSxLSUBBtSfgQNEcMMgRqjYHcinHR0PVdtmZQV6q7iY2LQ1RMp3G7pqZGyIjdNRy/b+O0aNQHbgU/EWGLMEQf4NKoN1hSaKb0yx7FlGz3lOD2TTdimvVy1gAsYjD15VTC5Q0XeWDMmDGdf49K6Eiz3viszUONOdZgZOYi6nPGac7RgYtmwsGVCfe8XP75qpf0HGbNs4hsv+GFdhaw6hxfOON9Q4NxBMsZtDknGu67paWlQkZ/7TvhzRO6r76suPrBoU2fvcF9P5PZxNZDkTLmnpdzPMnLyxN6Xu172NxUa7h3u5nqSoQa6My7DtPL9OnThaKt+IJznODqwtatWw3HRugiyfhyVPO1RU53ETa81d7usBvKQNSJSXueaBSNk3Jx8WCCBGvEjU9gSnazKljbvr4RQ2r7L5ahRCKRhDJyXBxixJ/9FmbmS8GSSEIBxWFBurNqoJMh0SBFK8RISnVPVWw6MFUKlkQyQOxqioUluhkupxWLDx+QwhVCSNEKVWRMNIlkwGiHGU+7zLBGt8LRHC2FK4QImk2LHC+0zheiRrketznQOGJAwNmDc14QXdXPGcAbGxt7dOwwedwQ6Jr6NInex2aLMERX4Iyh3DNzBmrOWMs5IfRkpLd69hqmNOudDrrkjecxFSiGKCCc0Zm7L7czLZd/XBlzjh3c83LHfBnVnQ4HXBrnEK6u+qrn7e122HXGbS6NXHmy250wW3pw9+YisHB1WOvEEem5jsPpMGyFwTnHcPVX6/SiuJSOCBt6hwqu3Ln3k3Oi4fKPq1scWkcDKhsuDwtaI/Fcggs3RLWowrXo0H48Z4lEZeWZhuslJSUJpZkYPny4kBMN57ARxdR1zomMyxuuXdizxx2thhjvaVsddofhHeCcpzh62o4qEMiRlkQikfjgWHsMnrdFwBLdAmdLDG50tiGy2h34WTIwSNGSBJXEyHY4KKKxRBKiWNobehYua6dwxb720qATrlhXE9AeHs7kUrQkQcGxbyIa7EBOjAvpl/5RCpckJGlvPopzD7idn7bHOISEy94UNaiEK9bVhHOPboWjNRIWmx3rqkNbvKRoSYKCpSYDH75yHhocwPiUVilckpAUrPP3lCHCZcLGTGBDldEOxAmXLbZt0AhXrFew6mJVwdo2Jhtl7WILiQd9RAzOgMsZwTlD9IkTJzQX7jT0NbU0w6E0dWuw5ozE3D04wyVnkOcMofpnI+cDr7G3orUCPaE1kHrzrK29DRUVXb+bn59v+C73zFy+ckZ6rky46/lyXNFHRzDcY99ELHvNhPOu/EgVLtcl92LPk7eivX1Gt1tjdJdmvWNAb6JpcNEYuDLWR5EYqs0HjXGdS58xAoXSUQ/1ddFX9AyRdHPPzF2Py4fa2s4IEF6Kioo6Pic5qLwj1OcTifTAOVNotxLJNLX4zDMuD7moG5xDiX77Hl8RQDgHhLLjW3B9qV0VrPVpDmxxZcLlpC1UlG7vuwPAe2MycJGrDPamaMS88iJWpGfhrBt/YLiHL+cFblsZsW1u+HebixbCvbP6Z7G11uDsw5vgaEyA2daO181N2LTVHTNU5L4ccmsSSdhjOTAVy14/X50qnJjahgnfeQLNJuk6LBk4Thzb2FWwTJm9agqLlUS8n54Ja3QLHC3RuKiiFLbKwwgnbK01GPrhC3B5BOsNEqwGMc/LgUaKVoAxO+oRUWPs2fUWW0wZBqtwVYy6NmyEqynpYECuY0oMk0ZNcSK6MTiuyjGNLXC5jLMc/UlDYwVmrtrdZ8HyJVy2558NG+GyeQSrrSY67ASLkKIVYME65dVvIbrQoa4NPmCZ2OtrFB9yT0bNHXkMhfl/DkIqB164xiQ2hYVwkWBNuOAf6ufDdRYo1ca1OD1RVuMOMJw78h0owz5ESKM4Mdm5GmkH4qCYFRxpNk5j9YUqcwycUDCh1IWjHz8zoMLVWHsCkS4TSqOdfRYsTrjamyLDQrhsGsEiG1a4CRYhRSvAgpW0uV4VrLcuOAdlLmPE6Z5oXbUEH23IVT+fOmnToBSuRkfoC5dXsDKjXDjeZMGKf17Spy1WVj1wJcqbI1Xj8ZBJT4eucHkEK29LrCpY2xZG4GiJ0WbUFxzOJLyaF6EK18xDzQMuXESrRQlI8+cVLltMW8gLl00nWHXnzg87wQqqIwYZWHuKiMGtmOYMkmVlZawjRmNDI9raOo2LaWlpQqvSOeMyZ/TkDKZcNIGvVn2M63bcj6TtzapgfXTZJVhfTlsINAgZrbvmgwlVb12Oj81v49xZRapwvV/zC7R9dgWSk5O73Taku7zmVuyLbv2xZcuWjs81Q2o60szlRY95vWMsPrHacPZl76rCtXvYlTj03A9w1QXfNHw3N9ct3j05JXAGb86Yzz1vQUGB4djO6uW44Lr3kBmloKjRjOX/WAqlLBkKenYiMEQ2aADe+PUluPK+95Ae3YohE5/GmiNHUfbVKTj11FOFyomLeKB1dOgOLo16RwxFcWJc6wrk7UxSBWvVlBbs3JUGl6tV6Hqc0Z/bgueVoTZcU2RXheuL1/+J/aYczJw5SyjaB+c8wm0xxNXJr7/+ujP9jhLM82zDoXU+8eXcwqHfMoR+axmfjSuVerQ3RcPyv6fxXlwiJp11Bft9zqFKv4WRr/Q0Ms/HlcmOHeQy0km0owGzN3+GNo8N6zU0YuNrq1kHF5HtY3w5ZwTL+aLLfYN+h0GOyV6nClaaRrD2W0/175owo+GDa/Hx1+6R2kULDyFySffb24cTkQWn4JO3LlFHXGTjGnXjv9CsGEM2DQT18XtxwfffQ1a0W7A++cdlMFWk+3VNR3MUVv79FlS0RMFqAhZe+Dky53Z2BAYSEqwRtR9ihFawino/QyBCoyMdr+TZ1BHX6WUWjFWK4dKGZQtjjjvj8XpcgmcBcjSubKxDfMNxhALRjgbM276y0+mCBKveGNYtXAhr0YprGdhhuMlRjzFPXRlQwepOuPak3IWBxhxNbsGBF67D2RcNuHCRYA07/b4OwVr+j8sAPwXLi7M12iBcrvwPB1ywhtd+hJxN0UEXLF/C5dj1ab8Kl9Xpv5OUqHANXfHJgAtXtEew7LUxHYK1IYwFKzxFy2RG9Xj38HXW0w8isWnzAArWFUjcVBdwwfIlXHPGfTmgwnU89zHMH79X/XziaFZAhWtMQuOACpdXsMiG5RUsf0dYPQlXzoQnB0y4vIKVuymq3wSLE675x+z9Jlw0NXhBgXt6bW+k7+gXgRIue3PUgApXtEawVKeLQSBYRGjH6/DBo8Ovx4/bXkBsgR3znrgX62+9G3WxxgWrQResr4MnWAbhwsuqjYuEa8O+uzCh+k/ob8E6dcbnMJuArw4PQdNyckxAgIQLbhtXQiMO4CKMLHkfMSajfTIQlFm3oTj534DZba9pT3L3vEdmHXc7XTRbVBtWoAVLL1yn/ewp1cZFwkXLOc3HLgjK/RSXHUrZW7DWddqEhra1IbregbQ9bqeLvWfGYeeW4OR398JVodq4SLi2ty5Dfay7M9ouuJvBvoK1hmOcg0dKUxPMCjCvxIUolwmb011Yc4LsyKYgChdwtamhQ7iQ3Wmfsm012owoAr6eGEbIFS5yOnMosbUFthon7PVuwTo0fRQ2rNqHwYBJCXD8eIpYQIbUX/ziF11W6HPOD5wBkaucnAE9PbIePznwIuKPOtGeAjw25xKYhpwpFGmBM3pyW3dwxt/9uzbim3seQNo295TgB5dehM9K8oUcLnoTrUJ/jJwAsq95H+fMLFR//3DtGDhXXYMZM2YIGVI5RxPOaLpvn7Fi7467H5efv1sVrM93pqL4xW902SGmO7jy5JxjIqcdwuXf/BxxVmBXZQQ2PHQd5k05w3De6NGjhRwB9NFEiE3lb2PRdS8iPYqv8jTCev+vF8JSTa7QvXWg6R69Y4g1phVX/OU9ZMa2waEAy16Zg2Mrx7PPxzkYcc4ZRiO9E5OaP8fQXUbHBjX9ZgUrxtXj68MZ7N9Fo8lw7ycXhYI7NirXglvro2EJkoDoWZ/YhteLmmGxRAi9m5xjEteWcc82KcWMX2Wmw9kamKUDfcFsa8djlUfxeYmLdVjinFm480SPaSMGUb347LPPVGcPrs09qUZaRI0zBQ+NuR4/gVu4bt/wLt7JzkaZZULQ7ml2NhoEa695Pk2WIdjQiKt1+Y1YjudU4brg1AP4EK8AjcEdYZYNewqXz+4qWJQWvSedv7h2j8eb/4MqXJPS2oGfvIT21acgwt77tVEc1XHbsGiJW7CONViw/1hOl8bG3mpD6Yez3Wux+uGtIOeMt3+zFEv/+LYqXOddswHL6A8njKLVN5yY2r4aubsS4bK4cGhyA+xUiJ79kogDzVE45EOw+oujZSY8kNKCEdGmbjtdbCeQ6TRo98by4lDDUgF1LgV7iuxwuUzw0acMKPsbLPi9sxI35lkQoekARDLPFxkVKTT6auM6A+3GY1TGDkXBK0XN2Bqaq0pOPtHihOvSdx7HO5feFhThIsGa985tSDYIVv/BCde6XX/CsON3BU2wFs9eZRCsYKEXrn2n/xKtX9zvt3CRYOXN+yPSIhUcbbBg63O3wlrnbqwLC90j14GAE65V74yB4/C4wAjWtlhVsNZMdWB/6fiOv1ZVhVYrVlVtgjZFOTlpQiMCbtRXWm2MPVhdrR3l9s+IzsuxZjPu3U/i2imw2dnGpSsjRtASma5w4l1U1dVN31cdrq42urIPFsLPEcOHcDUMsyCiWlGFK9PZuRtnQAXLs3B4IATLIFyb3JEzFkzaiKND/hT2gtVVuM5QnTPGJbcg6vRfot1mnKYNhGCFAl7hanGYVeeMuKUvQ8kTW4MlLljDAphiiWRgCeuRll647jS9hLgjDlW4CmflQTGZEFFqE5pq4OazHZ6eXNLhIiTsahlwwfI14iLh+jr+Njja3fPG3Pq+Y1axhZOtU1tgsbZh8cgTqmB9eSgXxS9e0S+CxY24SLgOnvlzlFW6FxpvjzZG2Xd5tnPX4sh0T4GNyT6kClZhkxVbn/tOSAmWVrhaKuIRnV0Hk8uF/LgvEIlhgOIuSGuN8TVNZRwOXGYX4msdSN8XpwrW1lNjsP+g0ZYpkYQzQXPE+PGPf9zFEYMz1oo4IPTmu8nWavzqyBuIPxb4EDEkWM+cOhcbGycLGSR9ra7njNtcEXDH9A4HZFfKuuo9XLTAOCUSCD7bnoSDT1yGqMhoIZEXfQ5uXp4zeFsn78e3frBJdc7whyP1Zrxz77lAVbLQFAy3/QwH1/nhnEx8Ge+1zhnf/utypKU3oer3c5G63z+hIcFaNqoOmw6kCDuLcM/C1VXuveOemStjzmGG+66vPOyrcwBXV7n3U9RpSDTKDve8vr7PtXFceszMs3DHuHrNRfjh6jp3jMuvnto96YghQLU9GX8ZdiUuGbkWsQ73S8O9tNysNv9qu486TWastE7CrvoRENxWpl+g0U/Ri+fh+RMbkTaiU7hMAZi3rzmRgtpPTu3XEZae5s3D8d/7IjHi3L0wq7Hieh8mpq3JhmNvzoSrOiGkys6A3QTcP1MVLLvFhQPjarwDLb5ucvXaZFLP3dVgw4EDcoQlGZwMKtEiahxJeNZxYbc9Q1FX3gAPQoMCiUrjyrloXNl9r5nLh56vPfC07cvB3n05PW6sF+7EvjkK2JYBu0nBS4oVhfsyel03RTfqk0jCGVnLJZIQwHbYvZZqfW4TCvsh6KhEEq5I0ZJIQohmW+iP7iWSgUSKlkQikUjChn4zEIiGbOLm6kXtMaJGelFvRFFPHVFPOl+I7ivGPZ9oeCEurzk4m5Gol6fonmmiaRG1zYnmi6jNR9RrizvP17Nx6WY99pjnCbStStRDVxR/PIM5/Hle0TrIIVqeovfoTRvA1WHumJnJG+6d9af+i96Xu4c2LcHyCZAjLYlEIpGEDVK0JBKJRBI2SNGSSCQSSdggRUsikUgkYUPQHDHICNeTIc4f46W/hs9AGuR7s3CXjXEoaATnQqmIGoVFjbAi4aN8GWFFDfL+hLcSRfS+osZ3f5x8fIU1Yu/tchmuwUZ1ETTc++Mw4897J7rvlmj4Iu487r5c+CLRBemidcGfY/46qZgE3xPR+ip6nmgoLG3ovmAtdpcjLYlEIpGEDVK0JBKJRBI2SNGSSCQSSdggRUsikUgkYUPQHDHIwKc18okaf0UNg6LXEzV6ikbnEDWA+8IfIyy3Z4/oin0OfxwdRKNaiKaPc/YQjQoiuoKfQzSv/KlvvvZQ8vXMXDn39Zn9cVgSdRDiyph7NtG8FnXYCLTDkWhkGn8jgIi+E6KONSZB5wzRPdN6u/2Pr+/6c53ukCMtiUQikYQNUrQkEolEEjZI0ZJIJBJJ2CBFSyKRSCRhQ9AcMcjYqDU4iq4Y98eALmo4FjVw+rPNOWf09IU/W3pwBu9AR5IQfRZ/HGE4RwXuGJfXok4JooZhLoKCaN3qTUQMruzomN4Rg8tXLo2i745oVBdRZwXuu9HR0YZjQ4cOFTrG3YOrC7W1tYZjO3fuNByrr6/v8xY8vspIpNy58/x1+uIQdbAQRfTd4fJLW899Pb+/yJGWRCKRSMIGKVoSiUQiCRv6bediiURycjExrQ0zUjunzeLiigznxJmrha7limSmopKNU66zJ7mnEUuaFXxUQMFzg7NWSDJwSNGSSCQB5+IRTVhclQblhLhtt/eTQka7Wb7n2HQAs04pxT1bAnV/yaAXLTJMag2EoqvA/YlgIepEEB8fL2ToraurEzqPuwcXtj8YWztw6RGNViGKqKOJP+XERYEQjTwgmr5AG7a5cuMcLnwd7/osfH3pjeGfq3Pcs3Dp5r7LPTNX39LS0rr8fnZOFeacSIfiNMOa2QwlRvFt4DccUW8slBZfESxMCuA8Fof0wiw8dHor7lhOaTb1WN9E6y9XHr2JTBNoZy5XL7ZG6uu2LaL5r80bUeel3iJHWhLJgKNAbWnphVTCezrLLVhxqmCZRzVhefppcJrcgjhkyBChRpPrVHKNOic8e/bsUf+fn74BiZsA284o/Gm2GXdtpIY9vPNW4kY6YkgkA4qCy39YAGtuk/rboopUpARp87z+EyyLKlifagSrv/nSMgd1M92f049nq8Kldg4kYc9JMdJSTAqipyuIiHcPV20RzLoNJzO12O4+pjhNqP3aDKVRVnpJ4FDgwsW/24eFi6rhml+D+gOJSG6Iwu2p0Xg9owouz+iL3UkZJlDtLDpqQVu9JaQEyzG0BqvSzx4wwdIK1/yZ7hGXW7hKQnbEZTGZMD0hATGaKUGTj86L3eXCtvp6tAV4p/ZwwXoyCNbUHxRg4YTVfl2nZGkOXvvLGXAeD6y9SHLyCtbZj23DmaOb4VKAP8S2YsPv1+Kxv85Fflkc7jiRJXSdqrQ2PBBXhbpiW8gI1gMlKZg+ZGAFSytceVlvYlLpEJ1whQ42kwm/HT0as5KShL9zuLkZvzlwAI0Btl+HAybFn/AJDLT6PDExEbfddhsiIyN7vbJc1ODHHYuKiup6jknB5DsOYdaIT+BwWXGgbKrayzL30sCZkXAMaTHlKG3IxUf/vhimiq49oObmZr8cMUQNwKJbk2RnZ/doLPcVKeD48eOGY6LP509kD1FHjIiICKHzRI3TnLFb1Dgtuk2EPvIDCdaoX7yFJUNrVMF6rCwda+rcDVZmazSu/DAFyXWd6VLoJCYPM+ptyKqJQlV8G97OTsSujaVCadS+l93lK+d0ERcX1+X3c4bUYF5xQocN6/OsM9URVkxMjOG7ubm5QvnP1Tf9fX3R0tJiOHb06FHMaluL+A3uvHBObcMdy8nVvmtZNTY2+rWljKhD1KhRozo+U027JS4OEyMi4DSbUZ+Q0PG3aF17pj5fayviGhthczjQEBeH7VOnYvlqY4e8oKBAKEqJvs30dR5XPzi09Z/y5LPPPlMd2hI0z+Uvg3akpZgVjLllN2aNWKUK1po1v0BGyVj1byPHjBFqbEpKStT/y2x1aJ/zW+QkFOK8O97Fsv9cYhAuiUQEvWB9smsOpqy9FlM8f8/KygLGd/1OVVWV4Trbt28HkppxZuQJjCyNxVLUoTC7HfUlYo1LIHALVrxBsEKRryNPxaw5buGybI/Er2YouG/zwE4T6gVr5+TJqE1O7vj78OHDDd85cuQIYpqaMG3bNsQ3NmLq9u0gyTJK9eDFPJgF69TxRsHqCwn2RNRs+AOK64ciO6FYFS4lPbSmGCThKVhxa6/t+wXbYrAiOheHs5qQ2hCJH1kTkZBtHBkEV7AsIS9YWuFqmel+b4e3Bq7n769gtSuKQbC6ozk2FtumTUO7zaYK101mM7NibfAy6EZagRYsvXC5Zt+NIYlFITXismVZET+yU0St8W5PNC3t0czaEGbtUNJQd++zqcgMe9HAz5eb49qRdc4JmK2uXq0P805LttVGouLTHMBl7ldxSjnrOKLSOqc8oxNLkTf1KE7PrVMF67U1YzFktx+CpRMuZLlHXD+KT8Q/suuCOuLSChbZsNZmnRfyguWlIioDQ1HpXWEQEoL1WEMDpggKll64aMSVY7erwvWsy3VSjLisg1mwXnvtBkyF/4KlFa5P/nURzv7B+12EC8cwYCTPM+Om295AhDWwEZVdignPP38lKlYMnChH5DTiln9twohY/1qY1ZcV4v075gCOfvCyM7tw+j/W4ax8o12G8ApW3WuLMGRigO7pES5XZhFGl8UHVbj0gvXX40mYkx8eghUqThd6wTrkcHRMD/dFuCZs3Igck+mkEa6gOWLceuutXYx3XEQAznjJGcE5e1NsbKxBsCbefgDTh36kCta2bfdiTMsc1gGBux53X86YTIbecmcZ6jJvRHb8MZQ1DsH2t7+L6IYYdpGjCKLbGuidH2JnOHDdt15RBet49XC0tLkXZYo6msCHg0uErQlDUw+pwrV58+9Q8I5x5LZ//36hBaCiEQWSdT1Nc0YdLrvnE+RHO1DnAMpaI3u1/Yb3viPi2mEzARvLE/HJnYtgclh7tBf5cqLp0ThtduG8JzZjflolnApwuC2iY2WQ2WSGUzGjsvBM5B24yWc+cE4Sqp1L4LwPPnkN4w5vxIiSGFTHt2Pd9NH44oOdfXZ20pfd0lGtOL02QxUsZXg9nnWMgVOxYtq0aYbvZmZmCi0a3rt3r5DThdZ5obs84EbiWueitKq1iHxrL8ypTbi3PqnHbU1EnS640f64ceO6/E4178bISIy3WuEwmbB+xAhUep6V26KFy8ORI0cajtUdPIjIV16BqbkZrsxMtF19Nd5atsxw3rp164QcLDjnDNEoMdrzKO8++eQT6YjBQYI1/MZtmD50ZRfBChYZlkwopf9DCb6pCteUS/+DHe/cYRCuYKIVrK2HlyD10PcQ6ynOyZMn99mLj15wl+LCprRHMHPsm5gx4x4cK/wWnFtS0V+QYF36u4+RH+1Cpd2E3Z/+EAmVk9S/TZ9OUeW6wnWI1q9fr/5/aOoynL1wBWZn1KH9L59h5a+XGIQrMIl2YfFDazA/rVkVrOVbFyD2y8s6/jxs2DD1/zwED5uSiH0jZwNwC9eCrQfxZYIdbfX+j4QWD21jBUsiRneC5S9KejrarrlGFS5zWRkiX30VEbGxaO/Fnn7hxMAbZAIkWAvG9Y9gecm0ZiGBhKshH1nxxZh8ySNoieenhPpDsKwB7H/QqGB05fewaf/lMJsULL30WVhOMY5IgilYw2ONgtUXYrefh0/WnAm7Apya14LFf/kMitURFMFaks8LVn/iFa7i1FakNERg6NDATBufnmxSBcuUJwXLH8GiKcFACpZeuJSYGFW4zjxxAhGDdA1XWIvWQAmWXrhO1JFX4Yl+ES6tYK3ftSDggsUJl8Xs6hfh0gpWRTv8FiyDcLmAhYEWrhASLK1wlaW4GyxzgLy6KQIHURdnkoLlh2A93doacMHihCulrW3QClfYihYtHNYK1ptv3tSvgqUVrj3v3N4vwhWjE6wtj4wJimDphWvl5nOCLlwkWJdoBOvlBxYHRLC0wvX0K2MCK1xmFxZpBOu/7w0dcMGShLZgHfYjIntvhKvVYhm0whW0Fo/sJVqbCWe89LW1gB698Z0Ea9ytezFzuFuw1q//P8yKmMRGkRbd4oMz6nIGec5I/N2rvofjrRfiSMPFyE44CvPSx1BXew2sNUYjZ2mpMWoBh/6Z42a6cH3HlOCZyCq8HRdfaMXs2WTD6Dm6BGdQ5pxPuAWNmc0P4qvDf8C0ka+qwrVv3H0ofdD4HLW1tULPpre5OVMqcOodL2FopAuVDjMiK5/G725YiNTUVKF7pKSkGI55bUhaiopOxZ7CRzE+/3+qcCX8ZyPW/eZcmJxd8+Hw4cM955XZhbMe2YhFWW7BenvddCRvOgtTzuL9wLi6zkV+SE9PNxzLyMgQsuOdd955HZ+3v7xS/T8+IQEjR+Z3Oe/AgQNC6eMM7fRO6J2buPxPYkIScdfjordw7xh3PdEoDdo2wOWJLkJp0Ts6cI4YXJq5Y/prUW35zahRiC0pgctiQdlpp+GMzEyc4cP5h3O24fI1molWYXACSUhA8803Q3nxRaQ0N+PypiY4rrsORUXGTTgrKiqEnk+0fmgdMfzZMmXQjbTGfrsIM4cv7xCs3AD2yPvKkKihGO54DyUNw5AZV4RTb3oRzqjA9HCiJgDfuOXVDsFK2n97UEdYeiwmM+bit9h2+Gp1xDVu3K8QPzswTqckWPNufx5DI9tVwYoofxr5roUIFhNqvou9x76p2rimJpZh6q/egGLp/Yhr/t++xqKsmg7Bci0/KyjplYQnt6amdgjWidNOQwvjCRjsEZfj+us7bFzWl18mV3EMBsJOtBQoOG3qCvXzl1/9KiQESy9cVc0ZyI4vhnlsTUCuO2JBsSpYO48t6HfB0gvXjqMXq8I14VTjaKSvgjU8xtkvgsUJ14Lcpj4J15ljGtT/3904WQqWpAtxZjNO8YyIBkKwDMJls8FcWopMKVoDBzWaRHKNcc1CKAhXdcsI9y8BWnbvfd66ykkDIlgd6TCZYWp2T0eaPWkKhGBVtJv6TbACJVwWz8xI25a+LAuVDGa0jepACZZWuOBZ0xqWjT3DYHkOSRihF6xPn728XwVLK1wvvT3VrxGXRCLpX4LWbSfDtdZ4za2oFnXO0EamoOlB7erwZHNyr1evcyu+ufs2NTUJOS/oDaamFnc3nFaBp+ocAk6cOCF0b230AK9TRnxcPCZnGBcO6+GiRnBGU27bBe67WiN4RHVkR3nqoxR8/fXXPea1JbPO43ThRKXdDFPxY7jljAWsod0bZb+n/Oe2o+Ceg3NoWFh4FzbseBlzprytClfU7z/A8W9PBQQXIJPDR1ziqB63NeHymjO0c3WY+y6H1nHIW9wUOSYuL69HRwzOaN7lWUyd90hPSe8x0gXnTMHlTUODe5pVC+eAw70jnDMKhzZ6TkSjx3lDUQz1hmsrOLh3afTo0R2fYyitHmeoPF3eE1xd5+DazDbmmTlnM+0z2z3vQt6QIYZIQpwjhmi7zDmFaN870eg1vUWOtCT9R1Q7Lr93hdvpwm4GTjyGPMeCgU4Vco5eiw07lqojrhmpVTjjb+5oGhKJJPSQoiXpNxIXFmBErAv11DEMEcHSCtdXOy5RPy8Z1QJTvFgvXiKR9C9StCT9htnqnsaobI8KKcHyklHkFi3CbBkcnlYSyWBDipZEIpFIwoZ+85/mjJf+fjc6Khox1phuHSc4YyBn4OTO41bcc0ZKQ2QDpTMyRWVlJZv2noycXaJxeB7fZDYbonRwBnTRFe1cPvS03YP30mazyWBQ5u6rXelvizvWER4qJyeny3k1NTVCTgmc8ZcrEy6aCXdM65zRZuq8ttlipgfvNi3e87T5w21n052Dhh6uPDmnBi6ahvaYt7jr6+tQXnSwx/ziyk77zN7647A7UF1d3eOzcc5OnNFfNEIMd48xY8YIPYfWUSSyLhL09ArjFCUawYG7B23H5CWaHCM8jhjclhxc2XHOLFz7Y/bDuYHebf37w7ULXD6ItqPa78qIGF4CFAC0f5BTTJLBhqzTkoElvETLpGDOpe6Yai32aEDpv/2rekNDm9tld97stxERY3TplUjCjUbF3WuOOWTGUEvnpooSyaCaHoxJbEBkTFuvdi7miI1zr1MZO2+n+kM76t63/g/4/RDjFEQo8NGBXyI7cROyUoox48r/YvfyK+DyrPtJbaymiL+oKU2EyxVefQbJyct/95lwz7B6uCoSMH1XETAJKHQaA1RLJGEtWlPP3ogxc8S3nReBOnz3rP0rPjx8GX4fou9MVfMw3L7sRTx/zpWITy3HnOse6fjbPM//1SWJePfhs9FU23Wxn0QSilQ2W/D7o824d6QFztJYKVySwSda5ITQ2mRGc320T4Nfbzegs7dZseH96fjQ7N6zqLq6Ci6r0m3EA261OGcg5BwQODjj46FDh7r83twSheMNw/CfJ2/DTZc8hYT0zilCyoeIKDtSsutw6U8+xht/Owv1VcZ7a51KvNspcHCOCdzWJJxhnHsWznDMRZygNOmdTLiRs3YbhgTPdSiqid7xgov6wKWPc4jgjMTcc3COGNqIDO3mRnhjMTgdTjg1z+MrKkVlRSUayjs7HgsW8K78eucFX04InCMHlw+cM4B2aw132m1obGxCYWEh+oK+PEvqgYdqbfhRRgNc5fGqcBVEH4Zj7lyhd4zbhoTLF9E6WF9fbziWnNwZIceL9vmz6moQ53kPuYgrekTbLe211NrgKR+tg4aXxsZGwzHOEYlrk6yMQ4po/Th+/DhKde+AqBMT5xTC5Y32mD9t/oCNtNa/NU/98dXY9PTQXKGof/Xs9Ri6QYvdFaaqOg3vPHixQVASUhtx+c8/RXJWA674+ad47b4z0Fjr2z5nCknjtzKofWi6d3ZVOp4lFEsmmFS3RuAfQIdwXU4drLrtaEycirCgnwuM2jN/PKcDlAgMJsLSqBJpd7uM/qs4Vt3PKJT4rMqCbQ3ubI1y8DsY11fF4c2/nYW6ilhVuK781eeIS+LPzRxehtkT3WGF2u3GXmR/Y3e44+VNHr4JGSO6jjC7IyK6HWctcru8NziNPcOQQLGg0TMwv+DGQzCxUfoVnHfTUUSaoIZ9WjZ5NZym0NoZtrxpHcYddvfSW8TCFvZeuOojYSLhao5A3NufI65uO0Idq7MRKTvco1GnjV/CEAjoynaPUDS//XbQRhwiONevp2Gc+rklSLEA+5uwewrqs8w7ugwWKPiwOgp/KowLGeEiwfrlwSg4FBNGVu1CToO7ke5JuFI8wpWRX42kzAb1JyG9Dnnji3D+95YhJqoFXx+bi8KSzogNA0VN7Rn4fP/Z6v5es696Ddnj9iA2uUr9ScluMvzQs6Tk1OGKn61Efm4Dap3A65XGXVpDAsWC+8qg1qe5Z5Xg0jv2IjWnSf1Jy21Rfy64+SjOut69A+w/m03YkL8bry5+NWSEiwRr/vIiRDjM2DKxFYX7xaa9/REuZ1PoCxcJ1ph1L6O9MBrmKDueLw/MXncc1E/42PO55fPPB0y4nOvXw/n+++pn86JFqGOmEcORgducyQ+GV+/FWcMa8Nuj8apwEXcNNc4TD5RgnZ9mR9amD3qcDvMKF00VknDdcM9y9rzdBZPwk3eexI8mG+1X/Y2i2PB/7/0D/7z4Vsweuwazr3iz429LevhuU7MV3y13IIqWK4Rozfu4wT01eE8GMPvcE+oPx9uPjIQtYwEsZ7yIHSN2qMeuXnU1QkmwrBOugbL2maBPFf4stwXtJ6JV4cJShNxUoV6was6Zjs8fDq7b/iYA11x9NZpefVUVLiJm6dJ+myp06gTLcs45wK5dGAwErekgA5/WQC7q3s7BGcEjd63AtdZcvBQ5UxWusrIyvHaRCRZdpeC2PuCcFzjDMWdEraurMxy7+621+CDrLLhMJoxvOIBxhz5HUV0t+yx6p4Gq0ki8/OfTcNH3vkJqjtGwXLAjE3/+4KdoTYhRjb3bXV2dH5YsWSLkdMEZrTm4HuFnn33W8XlPfTocrhH443M/xO9OO4oJ80o6jVXddCZryiPx+Fs5OHjRQeTV1+LdT9/t8vdz6KXSwdUZruz02y34grveqlWrOv9udgD5wLJ6YMRzo3DJTUWIjnV0eTR7qxkfP5eHde9nIiamGJO2T8KOH+9QhYvq4NgdY2GBRcgJgduigrY6ETHc650rDpd+jPnLCxHhsGDdiBqs2J8M7H2PdcrhjPlc/efqQlFRUdffAfzDOgR30IirPB6xb32OT+M/xaRzbjN8d+zYsUIGfs6hijuPc17YvHlzl9+tjnrkf/E/tJcmqoL1mqUSq59Zzb4PnKBwTj5cvuzfv99w7OPKSmSNHYvR+/erwnXw0CEcGTUK55x7rpDzCVd2rcwxvfOOVrAOZWVhHzl1vf02du/eLeTEwb1jHFyd0Tq++dPmd0eI9nfFmOZw94JJuDbZ8nHXbhfum9S/Q+BlpS6PYFlUwTqv7HOYe2ntra+MxYt/ONNn4bd51qOFxCyoJxEOpw3vPTpF/enuhdJW7KoJVYY90UIJRWPD2rw6Dds/yeoxJE36lnRMeXiKKlxl88rwcMXD+PGBH7PCFSxIsCa/sadTsAqTgX5cA1jdFoH/IE4VLnLOuBTtqGzag9rYCRhISLCGr3qhq2AVBWe61BelQ9xLAki4hng6GsF0znDqBSs3tyevorAj7GxanHBd10aDceDlIgVVbUq/Ctb3t7n8EiwRbE63u+/yqmSUtxvdUfuLOocVH9e5G/IIH04m3WFtcveRiuOKsS1jG0IJEtK109aqn81tZpgd4q+GV7hMDhPWpq/Fw2MehhPOfhYs84AIVhfhao6D2eOckf7xl0hqCuwazT4JlmdKcCAESytcBz2jTBIu+4cfBsXG5TwJBGtQiJZXuCyKu5FoC06MRp+C5VAQVMEiRlesQWxbJcrbI/B/h4YFXbhcioLjDc6Onyp7BE60R+HPxeNR1B6DZEs7Rp3g7W/dkXAsAVkbsuAyu/D8xOdDRrhIsFbOWInNE91TSyPeGNEr0dIKl9Vl7Tfh0grW9in2ARMsTrjIOWOghEsvWK8OoGBxwuVYvTrgwuXU2bAGq2ANGtHqb7SCdWmOKaiCRUQ76rH40GPIjmgLunCVNjmx4MUaTHiquuPnB8em4+eFUzsE6ze5e1UR7csi8XEvj8Os4lkhI1x6wTpr/VnIWtc370YSrp/v/3mHcD009qGgCZdesHIX/3BABUsvXLaclg7hSm4y2lL6S7DqLpiFNQMsWMEWLifndDFIBYswKQEep5KBkxwYrrvuui7GU25xsWjoes6gpzeQvr74D3CZrXgidQ/SLJ33mjFjhtA2AFxaamuNzhS/e+dLvBw7Dy6TGdPajuHK5o1Yv849rdTTqnJfhk8uagdnHzInZmPVyNvQGJmGmPZqLD78OG696gIhgzcX+1Fv4K9sM+PmNZGosSTDpLhghqtLRI6Y5hJM2PkoYlrK2Dl57hj3bE7FiYPfOIjyeeWgNn3c0+Nw1+y7DOedd955QoZx9h7MsaeeesogWP+J+g9KznJHMxjx4ghkrckSvh736pBBvXJGJXbduQuKVUHGlxkY/6/xuO6q6wznTpo0yXAsl3rIOnbscHsneimsWoFT3j2g2rDWjqjGx4fjAKdZjXgg4pQjCvdOcE5RXF0dnhmNv4xJBioSYI5pxxPNxbBneqICaOAiiKSkuNcC9hQpZPXq1V1+jzK14pzir2AqS4Ip0o7/2YvweYGZ3R6Ic0bh6pboViBc/eAcuYg75szBrLIy9fPe5GRsS0/HuUxdT0tLMxxr0DmWWbdsQYTHUWpvaip2khOLyYT33ntPqO3h2kIuEgfnCMNdT99ukxMXOa9xjiYnpSNGf7O8HAbBCuYIix1xHX68Q7jo/0vby5AR4f9CSRKsH25NQ43FinhnPa5oeBuJLreH1datWxFITIoJo18YrX4m4dp38z5sKNqAOXXGRi1YkGAtm7AMJSO7ClYgSNuchkkPTlKFq3x+uXrMWe6ERfHfOcMtWAcNghVqlDea8esDNfjLGKhBdm+NycHncVXY2+gNlBVYSLAuKN8Ep06wQpFDHq9REq7xXg9I6gD1cnRk9SFYg53QLNU+YHO4e3uvN2Wim1B9fgnWj3ZiwARLL1xxbZVojkjB3QUj/Z4q9ApWUYtRsIKFV7gy1meAHO0eyX8EGxI3oD8Fa93IdQEXLL1wkXMGCddTM5/yewFyp2CZQ1qw9MKF9HrVOeOMkmaMj+uMRRlwwToRF/KCpRWurzMz1c8kXNFr1/Yq3JL1JBWsQTXSmn7wQ2yYeBU+bU1VY/VdE1em/s95E7bZjNMeLs9+QVrqPDMhX1UDP90NdeHwQAoWN+IqR5oqXHcNO4JEq3satdo4E4i2NmOFbmo3o8Fhwq92pKqClRnpwPllwRcsw4jLBJTPLVeFy1noxKQG97RZpdM4rWNWBKcHXcZjTRHuIMSrRq0KqmB1Ea4HJmHXT3dh8xC3zeyaHdeoz03UWGooLhZM7Z0j5cgGY7ob7WWoqt2GGe8fUQVr2+R2fLwjtAVLK1y/2l+L+8a6R1wkXBE5Dhxvc+/GHOMwlnFku9EcEGE2TnMmmutggxOLy/aogkU2rGfbQ1+wuBFX1JYt6udWjTlDYXZiR3MzrHv3ImLFCvVX+5w52Elrzk4SwRpUopVfvh2z587Dvxry8Elrmvqj8jnXuzUuEObpWhEuzlIwZ+/ACpZWuBYVPIGtU3+KkvZI/Oigxo61l/sGZ4zunM8mwfrn9Cqs/6h/BKuLcD0/Wt06fW3KWjya/2jnH93T/oFDt375kh2XoGKNcQv4QJK2xT3i2vOzPapwecWLOGtjNu5+Zipi2rp/DTs3lXcLVsqcW4Gt/0W4UNFkUkdc948zw1UWh/lqyEqPPbWoq12qN5zu+d8Jt2DtmJSBz9/gI5iEtHApCmaVl6vC5RUvgrP4x2g+k2DZFy0CPvwQJxMD6oghatzmDMKc8ZfuUTxkFvZMuQqOiMDtamxyOTHk2HpM3PEqG3GdM0j6MlKKRh4Qdc5oNMdh77QfojFxBPpKbEMRJu74F6JbK7tsidKdEdaXo4nIs3FOITRRffSaoyhbVKZOFwYTc7MZWS9kIWVlSr84KhD18+px4mcn4Ex2dgjWHx8/BRbPqKsnnCYFnw4tw0srG+Bymth85cpEdNsKUbj3mCtPrq6mxzjxyMJhsJUF1q5lSmjGP0/sx4e729hn4/JANK9EHX98lbtovbkoJwc3ZmUhRiA+YLvLhQ9qavCmZ1sXLuoP93xxce7RbU/RL0SjZHD30Dq4UF0JhiPGoBMt9Ro97K+Tmpra7b5PnPdgd6/5QIoWPbMiEB6Ie5m1oWy8fx0o0fKmTxstgwvnw12Pyxdu/6Wu5em+X3+JlvbZZsTE4PvpGTCbTPiypQUvNNR3PDVXTt7QYd40q9cKQ9Hq9AJWuvXi47zXuHztWsbuZwpX0eJEQcR78GQUrUEzPahFW22519OfY6GIaRA9n7Zh1n4W/U5vj/Un3vsvTUpWBWt9SwteVBuczpSFYroDz8n2hkoCSXhYLCWSQUSkZzSwpqUlBKyjEkl4IUVLIpFIJGFD0KYHaW5ZO78sasvhjomGuOe+W17uXtyppbS0VGjumpsfF7XlcPPe3R3XI2pq5M7jIgCIRBXxZU/g8KdMuHzlbCCHDx/uc/6JRjfg6qVoFAQOX7ZMLr/Iplite27RKDGcnVH0vqJ2LlGbsz+RX3q2Vfm+r2gZc3YzDlHbsmid9lVXuTLmtkrhtkGyCNrnuPRw9kgOzn7F1SPRfA00cqQlkUgkkrBBipZEIpFIwgYpWhKJRCIJG6RoSSQSiSRsCJoljYyVWoOlqNOFP2ud/THC+mN854yUvp5DdGEnZ8QVdWbh4Ay4ovkvmjeiTgTcPbj09Yfxl0szZ9j2tzx8LXrVP49oHnJwhnYuX7l7iNaP/oDLK1GnC+6YaJ32Z9E1R2/yj3OsGTJkiNC2Q8lMAAVuyxFuq6V9+/YZjtV4I8/3wflEW4/8qcvdIUdaEolEIgkbpGhJJBKJJGyQoiWRSCSSsGFQxh6USCSScOLO+HicMXw4GW27P7GmRuyYKLSQWFFQUV2Nv0dHwxUG+3L1W0QMX+cEclW66D16E8mgr2nxtRpe1MjMOSH44wwgGj2fSx/n/MClTzRKhuh9A+0A4o9Dg2hafNU3f5wauOcTfWbRfPVnxwV/6ht3jEuLaP5z53Hvtj8OPf7kPTFs2LAuv3/Lbses3FwMJOnp6bjf4UD5d7+LVV9+afj7hg0bhPJaNGKQP8iRlkQikQwQWsFqaW3FrlNO6fjbcJ249cYTMo7xHuS6Tc3NzYjbtAkRx4+ro7yMRx+FadIkKIKd+IFAipZEIpGEgGCtX7KEFKjj7+2My7siKFouZk89Nq5rYyNqhwxB4ocfIvLIEVW4Lvz6a3wwa1bICpd0xJBIJJIBFKySsjKDYPU3dRdcgDayqblciIqPV4XLJBicur+RIy2JRCIZQMG6F8AVAyhYWuHyjrhIuK7YvVt10iCupB2+FQVVtbX4W2QkHAOY3qCJFhk/e3JuEDXWiq7q98dwLOqwIWpQ9+WIIXpvzhmAc3TgzhM1qnPHuK1JRB0x/ImIIep44o+RXtT4LuowIOpA49OJRlEM1+XOE62bXBpFo7VweSO6lUugy9OfyBT+RLoQdQwTvcfkyZMNx66pr8e0jAz1M+Wkctdd+I3ZzDowcBEsokg8BKJpcOXJPYshmsY3vgHltddgokgZTLubmp6Oe5uasPK007D6q68wEMiRlkQikfQDesEq/fa3B3RK0Betl10GU00NzJq9CLdv347s4mIMaWmBLTYWp61cibWRkQPiIi9FSyLpZ+yeHu+8+HgcZja/lAw+wkWwvCjJyXBqRmHVZWWozsqCfccODG9oUIVrcXU1vkhMRH8TurkmkQxSPvQsBj0/ORnXpqUNdHIk/ShY5RUVIS9Y3XFgyhQ4PTtLJwxQQGU50pJI+pnVDQ2IMJlwU0YGLkpJwWmJiRp7gxlwRQJK36ddvqqMxNO1X8NlCk6UbYk419bXY6pGsB6Mi8MPw1SwOhggser3rUlEjZyihl7OgMs5JYg6B4hGc+CcQjgjKmcc9XUfUacG0e/2tGVAd3nY1NQkdA9/EDXIi5ax6PNyecoZrEUdNrj7+ooIoL/3yuZmJNrtuNhqRbwhrcZn7A1n57YjLXYhVufZsW3nNsPfWzw95b44K3B1ob29XaicuHwdOXKk4VheXp7hWFVVleHYsWPH2MWyfd2yyB+Hr9TUVMOx32dndzhOOBUFLT/7Gb5rNiORmVJrZaaJufPsgvWfe77GxkahZ+bKc86cOZ3XXrlSXagcFxdnKKvS0tIendH8RY60JJIBYoPTiV1OJ2JNJjgak1C/Zz4UZwTi0psxYl4x4GmLUpJTDN81MxpTcOQIkpusuDS6FKckVQBF6dihmOAyDWzP+GTkNvL080wDk2Adv+mmsJ0SDDWkaEkkAwiNa2vrUlCz5WwojkgkZjdizPmlcGgG6pbsSKHRQ1NNO5qS2vF6cSaujCpTheu29il4vGmHFK5+5IyYGMzx2CoHs2Dlt7bC7HTC1c+RMwZfTkokYYS9PrVDsGyJZZh+2UFYI/yzRZXltOD11kw4XGbMyajDbbFTYPbDRiYRZ2FsLL7hEayII0cGpWC1TZumRs6ITkzEdQcOqMLVn8iRVpgT53Ti10VFGM/M5Wvhmqzu+t5HoqLw56FDUd0PUZtPCppzgOKzAUdMx6GKgxa47JGAy6oKVtL0T2GNGB+Q26nCpY64SlXhQnn3I654sxm3ZWYiz4ctVs++lhY8UVKCtl4Y5a22CHx7wWmY5ejJzZ+pranpYsc8lFkj8M/9+1FaUoT+YobpFHwrtVL9HFFQgOg9ewadYBHN55wDU2srbIcPI8YjXC+NGdNvI66giVZbW1sXg6VolAF/tiYRdbogA6KIgZlzSvB3Ww3RrRg4Y6g+WkWsw4F/V1cjp64OgSbTbscTJ07g0QsvxMq9ewO6fQf3bNwxDi4iAFcXqP711WGDQzTCAGvMb8yCtegyOO1dr+HyVLmcUU5c/KMERERdjoSEBMP345mI3Vx9nTlzpuHY+mdWY17FJlW44loWoOHiSXj5tZe7nEM2tdujojCUyVtfLLDZkGyx4M/HjrH5kJ+f3+V3s8WK2ydPx5TS/hGRTDTj/hHD8NLUKVi1ckWf31nR9/38zAtxReQO9fM7R2bim3s+UKVXnw9EfX294VhDQ4OQw0w8Uxe4dopz7DBEvwCQxATWLSsr67GNopBPrhdeQEZ1tSpcNx09is2XXNLFESNYyJFWmEKC9efdu5HT2IiW6Gh8cOmlaIqNVf82duxYoUa3ltk8bufOnYiy23HtF18gq7YW3/3gA+yQI64+Q4LVtu9SdTSVkF2HYfOOwOQZ7YwfPx5mC5Cao8AUpA555Jw0rN8wUxWuidHHsfs9wKSYoHjSQIL1/fh45FgsqLbb8Z/iYjR5GmpudE6NV7LNhh8OGYIJsbH4v/x83HPoEFq76TCSYH1z1DhVsFotVqybOReWGLdA5uYaI5m3tbUKhTRqajQ21ocOHVJF5ZyWFoxsqMF1APZm5aK89ASCxdyIBR2C9ebxuXhi9xLchN9jsHNk3jxg/XpVuKzR0Zjx7rv4lDaSDPLoUopWGAvWOI9gvfyNb6AiK6vj7zmMGzHnil1TUWE4dtzTU6IRFgkWCddDra348ZgxqJHC1Wvaj54OuCJUwZpw/m5YbJ2Ne0Z+/zhH6IXruqbheMl8BDFmdBGsPxQWokQz4uVGFOoIr7UV9x49iruHDVOF6+4RI3BvQQErXF7BmlNXqQrW+vkLkZbW2bsflp8rNHKwmJmYnTDOULS2ut2637PYcHF8sipcN4wYhQeCJFqL49Px3Vy3O/6nDeNRN68c+dVHgUKcFBzRCdfiujp8wYzoAsngm3A9iQSr3mo1CFagqExMVIWrJjYWw1pb8fCBA0hmpgQl3aPY3Tas4QsKughWf6MKV/pM1TljdloNvqEMw/fj3IJV53IZBKsnDrW0qMLV5HRiUny8KlxRuh42J1gpGsEKJi6nHZ97Zh6SvfOwAeb0xER8N9e9PuvVowtxYlILLFYFCxasxcnEkXnz4PJMRyb1g1PGSTHSqstMxKH5Y2GPivA5d91dFHSTy4Ws3UUYsv0oBpIYnWD9ctIkDAuCYOmF69tvvdUhXP094qq7tg51N9RBsSp9isZvrjMj9W+piN4QjYEkFHz3OkdcX2NmKk23uQXr3w0NvRIsvXDRiIuE6/EJE1QRI6xWGyzRMUjzCNbfFQsu6ifBCnSuL05MxAXJybDp2o1sj9PKy0cW4R/7L8J3T38kkLeV9LdokQFTa7xjt2YQNHKKwq2kT5t/Ch5JakWrn2PKgoUTMHb6VOD1z8SmM3wY+EXzQW9wJcF6rLgYyY2NaI+Lw9a778YF+flsRAFu/p8zzA6nTd90cNfbNH06Trv/fgyrqcFzlZVY+Ytf4J+vvNLnFfdcGefk5BiOxf8hHh8u/hD+UvFsBb75xjex75F9Qnkl2qnhynLKlCldft++0woaoE4/ZToy80092hk5JyHO6YXbQobLQ0NklmnAl4+6MK9qCxrbI/Fy3QIsvs6M/U8+JhRdghOu+06cwK9yc5Fks6k/nQlvQ4vFio2nLsbSjBS2vq1fv95wLD09XchhYBizHf1FF13U8Xnzxi3AC8/CYrZg4cKFXc7bvHmzULmfm5KCb6QYF3d7WV7nxAO7L4PN5sLEiRPVY20nWnq9pY3PqVgBh414xjmDq5uiDmiix7ROQ9700/vurZuijlm9ZVCPtCqSovGaR7BGt5txQWOE2glKYSphHFPwhZ4wMQcinPgwzo5lcXaMmpaP0duM4WOCCQnWH7ZtQ3JDgypY6+++Gw2MV1KwaMrMxMpf/lIVroTiYpz217/iuaws1Aq6R/eFomuKcGTxEfXzGRvOwPiC8T47Jpy97uDBg+r/X8z7AvtH7sf/rvgfxn41Fklb+ru3H3pYZ6Xgg21n4JMXEtHabkOVs80d67CPC5ApUv2PjhzBkIgI1e258oxL0DZkOKyKCxfEASMjw9MKcWZ8fIdgLa+vx2aPiFs8nQ1yWDnWRPVJDq36k0ErWuXJ0VgxeyjsHsG6rSYKkZ7KlWUyThUlWY29EKvdPUoYYbfAppjwTnw7Dk139+76S7i8gjV2gATLl3A9UFODn44fHxThUgXru27BOuvLs3DO+nM6/jYmboxQnEf7Cffo5Ia3b8DzS59XhWvP/Xsw4ZcT+k24mirj4Wh3v2LkJRhKZE4zY5GlFZ89bUXBlkiYcsdBSTQubRCl2eXCgdZW1M5YiPLpCxChuHCnqxoj0ftpx0Bh8mR6RmsTLMkpcLa39kqwbvDEE/yovh5vaEbkVsGlNZLgEJ5dIFHBslkMgtVXzmy24dIGd+NIwnVwWn6/ChbZsAZKsPTC1ZycjPyWFjywdy+S+mALERWss788u4tg9QWr06oK19jDY+GKcqnCVXuKcUowGIJ1YPl0KE4L4jJrkWacuRtw8ifbMXyqp/wcxk5bX3DEu4O8nqq0YPwAChYxfuJYHE9KRWJ7G66qq4MlIspvwZIMPNbBLFhZlU24zZnut2BphWvf3r3YN3tk0EdcsXY77tm+vUOw7po+HecMoGDphWvmb3/bIVyBGnFpBSv/6XycXXN2AFLcKVwPLHgANfNqgj7i8gqWs92G2IxajF6yDSbz6QhFgrU+zNxtvJX+ITo6Ctk/+iGOPvAghjXW4ZtOB5oVBRbFhaW5Rld7sstQS0HTnMSHdXV4MwgL9yUhKlpkhNMa4kTD1HMGbw7OqJs4ewpei6mH3aRgnMOGH0QMRV5GplBUBe7YPFqDwBgfl9kb8YqtQRWuSZMmof3pt4WM571xa3+4uBhZDQ3qOqz3b7kFo7Kz2UXDnPMDZ5jlVsNzxnwu3V4Ds+YA3i8uxlXPPov8+no8XlSE1266CS9++qnI42H06NGGY2n3p2H1mNXq5xsO34Ab8m5A/IR4ofRx04PXXHON4di84/NwV/Vd+CrlKxx88CDu33M/VtxljJZw5MgRoXvEelyqtYzJW4Q3X7XC2W5C9igXlv4kBpHR81kjOGeormMayezsbMMxzsDPOZVw9r7MzM53IiqKDOyKWmeiNceJgoICofdTm77WuDhUe+w+UZau71RJSYnhuxMmTBBySuC26eDKRO+wQb+3fO+7KHr8SeTVVaGjRjF1X8uy+nq8TfueMffo2q5ZDce1f+eiWnDlzt1HdDsnC+PsJLplEfc+iW6VpE2z99rkXOR9L0Sj3Jy0I63ShEg8E1OPVq9gNScEbISl5zzPVAoJ1zu2RgyfMQIjNhtf8L4K1l/27EGWZ+HwW7fcgkqm0RpoalNTVaEi4UqtqFD//ygjo0/u8AcvPYh3xrzTKVgFNwQhxUCEEoE/7f0T7hrvFq5fTvglTplyCtJ2BGb3YGdjGt78uxVtzV7BciByYD3tJRSiMDkRyo9+gHs27EFpmx1JVjOyVryDyOZGtgNY73SiOMB7yEkCh3mwCNYHUzP6RbC0wnWN3d1vOzJzJOrTjKOCvnDt8eMdkS5CVbD0wtWQkKAK1+1MT1pEsHZ/c3fQBUsvXHOr56LN0oYNd29A5RR3kFN/aTl4hhSsECUtOhJ3LpiC6vwR+DRtCD5YcB4OOZ1dfva1tak/UrBCG/NgESy71dxvgqUVruEu98iiLVY82Gh3pHmG1JsWLw5pwdIK19ozz1Q/p/dySrS/BYsTLlekK2DC5Wpzj8CXfNMpBSsESbNZ8Mtcd+eyLdYYmFgSHpgHi2Dl1LT2q2AFOwODHXRyoNOqFaxxL4/rN8HSC1fG1xkBFS7CzMTJk4QGVrmkKuwJmk2LDHNagyO3+p8z1HGGRs5hYMiZC/Csqxh2uDAJ0fi/1JHIyxQLacRFsDhw4ICQoX3UqFFdfo8qbyRrJtLT0zBUiTYsbhVBa9D05hk5msQuWNDlvKoqd2BOLdHR0UJOJaJbw3CGWW4rhTlz5nR8TvfkJ6Vdf2/uHol/TMTuiW7Bunbftbgm9hpkZGQIRWTg6ge3WJwzTnMRI3657Jd4Kv0p7Bm2B5t+twm3fXAbCu8xRjvlnkNfPxpM7j3K0jMykJHd9f6VlWKCyD0f9+5wecMZ0Ll3TFtnLBZyFLAjISER6br8OXz4sFD6tNtvVHscJhobGlBY3zVI7bhx44QitXDPERPTuQ9Zd84ZNczOBdr0FVbWA4dr1DzQ1mFixYoVQuWuTZ/3faF8OX78uPrZWWbv9t0R3WpGdBsjO/POim6lw+U/d72eInbQtU2e87zvnui2P70lfLrzGipTY/FHVzFavIJlzkFksHx3JQGl5Bsl+N/E/3UK1gGjl19/YnPZcMuHt2DC0Qmw2+x4/MLH0TDLGCpHIpGEBmHX0lNfYcPcEVKwwpDmEc0o+kFRyAiWL+E6dv+xjgC9EolEnHga4fViN+u+EJatfUuse7rwR+YsKVhhRHuWe6pqWN2wkBEsrXB98+Nvqp+dKU7VziWRSATxTFdnRURgHi0dCKJwhXWLb5WBKsMSqys0lweGarokkpCntRXRO3eqH6c1N2NUW1v4R8TgEF3xrT2m/WtSUiISzZ2LWbn7cYZGzpjJRYzgHDH0jg/ee9J2CkOj3PHKfDl26J+Fi1rgvR7dR29o5oz5nEGeczThHDa45+OcOLjraZ1jvI4kWiMsd15zRHPHMf22ElxkD+6+XGQJkS00fNUPbbSPdnOn0wKl0eLofJY25iXkDOVEbEwM4uJsPUa64Izloo41XKQLLj3V1dVC942MjGDzViQPtc5Jx5LdTjFp6emYPrKrc01xcbHQ+8nlNVf39dvAEJxDj/a7dXUtHXmQpduLTnQrDW374X2fFcWFPXv2uK9d11lvysvLha7JOcyI1vWmXmyNJBJFhbseV9+00T4oTyKPHcO2YcPgSE7GDocD7UFa7xbWIy2JRCKRhA4nWlqwLDISih/7IvaEFC2JRCLpM66OGIR1de6RW11t8HYTDwuCKFiEFC2JRCLpIzZbFWJiaEdsM1at+g4OH56LzZuvGOhkDWqkaEkkEokfg4rhw/+E5OQitLfHYevWpXC6grejtySIjhhkFPZlqO4OzhiqvY7WjaG8ogKt6DQ46o37+u92B7cinUO/wt1rlLVZbV12O+CcTHwd1xphveklI6feSJrq2ZhOCxd5g4sUwBn4Rbcv4K5XWNgZNcLmcaJwOZ2GrRi05ek1ulOe6R0TuKgnnDGZc6LhjPm0hYyIgVmbBw5z1/zwVYa+nAO8Rnn1uG6Lee12IL3droczvnPX44zqXL6WlpZ2fG5roybAojrC6J0GenKK4rYwqRkRByQPUV9U/blcpAUuzVx946JIcNfj3ndtnWxtdTt5tLe1Y//+/T1+l3tH9OVmMtUjL+9utLX9Bs3NoxAftx1o9O18wr3HnCMS5yiVwkR/4RxXuHLittwRjabBvWPaNmCkJ4/t7e0d+e3P9kzdIX18JRKJxE+s1iaMGfM7NDWNRm7kTmDXQKdo8CKnByUSiSQAmM3tiI/fDZg6R2JJmlHtYMXa3o54T8zH/ogjI0VLIpFIAki91Yq9nqm90595ZlALl7W9HWe89BKSKivRHhmJg+npQb+nFC2JRCIJJCYT/jpyJKpycxHV3DxohcvqEayswkJVsD79xjdQy0TjD/h9g3Zhq7WLQY8zanOGT86AqP2uots6IdbZvfGdc0DgnD04YyZnJNZ/1664jY0VlZWIq2rp0bGDcy7osrLc8z1ysNj8xRddzrv66qsN36UtTPRQdA6RyAgNDcZo5ly6OQeXLzRpm7pvHyZ7ylO/sl9bxt48pvuuWrWqy3nXXHONkEGYW5nPORtwz6Z3EiF2ekLPEHaLHVjSmVZHa/fOOXrjtNWzPcPatWsRndT1XjfeeKNQuisqKoTKk9umhqvDnNFf6xzgfd9KS8tQ3O6O6NAd3Du7Zs2ajs/VtiRgxGTs3bsXz+7d0OW8hQsXGr47ZMgQoXeE25pE1FGEo629TU1jX5yxROoC/fbQlCm4takJQ2trsfDJJ/HY/PkoSUxknSmSkpKE6msUEx2Fi5zBRWARjZTD3VfvdGRpa8Pc//4XWZWVaLVa8eT8+TheW9ulfvTFEU8EOdKSSCSSINASEYHH589HYVIS4trbcfuXXyKbEZNww9LWhvlPP40RXsFauBDHGSEOFmEtWpURgzdgbqrgpoGhQAYziuuOhrgGtEQZe3MDTVlqWecvfliUW2qDP0USCJwOoLY8OE1AfVwCXDKgNVptNoNwxZ3oujlmOApWWkGBKlj/7WfBCkvRotcg87i7kXwpz4YTUYPrxfjSE7h32pYtWLByJUKdedu34/RNm9TPq5npWS0x22NgqbagPqEe/7vufyElXMVpxXjiiifUz3Eb42Bp7v2uq0qce83coc/Ho+6Ecbon1ARr2eMRKDtihsWqQIntXGvlDzEHdtFCJpSm5eKrKQukcDHCNeuf/wxL4bJoBMseFaUKVlE/C1ZYihYxY+0BDG12odViwnNDB5dwfZGaikfz8tTPC1avDmnhIsG6yGObWjlzJt7soQJb6i3IvzkfMU0xOJFzImSEiwTrsaseQ3N0M/JK8jDsp0YbngjOrA+RlFcFl9OC/csnhaxweQWrYJtFFawLv98OJdJoS+sLUcePIPONp2ByuXAkdxQ+nXsu1kxbrP48GZmp/iyzJUFsWfXgEq4n5s1ThSuisTHshMvS3t5FsNZ95zsDIlgDvrhY1DlDj8XuxCkfb0PTwtGoSo/HM7lmLFx1gF01z0UOEN2Sg9sOYceOHV1+rz8lC0iMxNGjR1BfUNYnI6TeAPxyerr6/TtOnFCFi7Y5eSYnh32+BQsWCOUrZ2TmtmPhvruSEc60N9/ERZ6X7rmMDDxht7tn1HSGcL1jhnm3WRWug48dVIXr4fMexqg7RmHq1KlCDiCccwz3HJyzjT4CAvHCjhew6+FdcEQ7ELcnDjl35qChugEuTyBU0egY7ps6UWJ7FBExVwHNY7Bn2QS0Z78EV8wR1uninHPOMRzLzc0VcrY5evSokOOKfoscEqwnflMKe9VwwORA9LjlWL3lBJuv3PU49IZ7y+Z1SHE4UHXNbahM7nz/vPETNiMOm8qrMWPjp1h86qmG63GOCtrtT7ork2XLlhmOHT9+vDMNccnAqNlqVAv9MwuVcS8iRnD17efp6fg7gLzaWkz9+9/x+KmnojQxEdOmTevT1ki+6jr3LFy6azzrq7Sc0IkpeQnOe+oppFVVocVqxeOzZqHw2DHW8UebFn8cWwbdSIuwOlxYuOYgUisaYI+wYs3iMSi0DZ7dZl/NzMR/PA3Yt0pL8S0mHMxAMeaLL3Cnp2I/T4KVnd2ryM7Rh6Ix+vbRsNZY0TyxGYf+cwiNNmMYm2BTmFToFqxkB+L2xmHinRNhbfSzH2d2oD3rNThjDsCk2BBRch3MzUbRGQhIsN77NzoEK27iJ7ClBKe3H7NrEzL/cy+S3nux42fy1tUYt3sDTC4nTuSNxubZZ510I64miwVPLliAIs9U4W1r1yIrhJ0zrO3tWPLKKxjpFSwaLTKdxP4kbEWLE67H0h39KlztFhOaI3pv++ircM385BOEgmDNeuWVDsF6vJeC5Uu4fjv3t/0qXCRYfz37r52C9ZMACFY3wlVzvHt7X38J1sHNJo1gdY5AgkFESSHi16/o+Bl5eCfG7d2E2es/7hCulxKH9qtw1UYYRy8D4VWoF66kMo0TUIgJVlZhYcgIVtiLll64Ws3oN+EiwfpwSgYaoq2wtNkRV2IcZgdauGZ9+umAClegBIsTrkNJh/pNuLyC1RDVEHjB0gpX9qsdwrXrg7EDJlxawbLYlH4RrO7ILjnaIVzbopL6TbgOJaTjsyHj1c8JR2g7kdARrjOffTakhMuqESxaOBwqgkWYFNHVeIJQFHSK0nz99dd3bMPua2EbNyfKRb7m5mf1NgKH1YztF8zAkUgFUS5gUotZ9VuKio4Smtt1uYzZ0MbMU3vngCvjIlAVH4EIuwvjXl+DuPKuQ3xf87nc/DO31baeq8vKVBsXcXTCBLR65rZpe/FjhS7U1Xam38I8H5uv7J3cR+MTTBgx3ApKLi2ctra1IX/LFvVvu889F7eVlBgEi4vqzJWxfhF4y6gWnHjuBOoj65HXkIfRtaM7Fk3WNJpwrMrUYSpzMrZCi9n3aNdmUTAyU0F0hILqKrfX6fYh21XBGl45HBnfyDAIFjfPz9VBLk8N5a5YEFFyNSzNY2C2OpE+sroj43Nzcgzfj44x2izi4uKFooLTlu966uvqUV0KFB9yC9ZlPwY+2/CkkP1F1KbFNSHcAuEZM2Z0+b0kexg2zT8PTpMZw9ubkOp01xXO/sfaX5kaXFpWykbJJy/G/UlZcJnNGFdTgoinHoJJl1+iNi0Ozqbli/Hj3cJJRLe34zvr1qk2rtaYGJwYM6bjbzYm/2OYRdZcOTmYukm7MBjOY9opyq/ksjKklpWpgvXJddfhc8HF7Nr2jdqDzz77TF3ozAV+CDnRuuKKK7pEL+AKlWusOQcG7jwuw9pMCvYtnYeGIWnoD8yt7Rj10heILqkWitzQG9HiVqV/o7oaP2EiJvQnz6Sk4N9paax4sC8P81Jwzxs9OxqHnjgEZ3L/TBZF7ohEzk05UGqM1V/b2equ3IQbL8WCyNJrENHW2Vj1NwrsaEx9DvaoA2waubLjnpk7T1TQOVzT5qDkqu9QTwv9QdzOr5H59rOIYt5PX++sHq7JFNnCxFcbF+d04i8lJRjJbEEzkDRbLHho2jQcTUhgy51zXtPmDYnW8uXLAy5ag2prEvIqHPfWelSNGwJHlLsCxsYaQ5wkJBh7riaT8QWtqWFCH9V7wgMpChIPnEBkbWO/RDYmXkhJwYHISIwlwVaotz0FLa1k5FeQlloCq9U90uG8DLlKx6W7saEBTqcFpWUZUBQzUpKrYbGspe4NjkZEYA15NAVhO22aKhx7/VjUnlFL2zuh1ZqFmtgzocCMJFstkiLcnl6RjKBwY0bvvmdVziFoRyxsaEFs1buwuBphbjAj/oN4mJvMcCA4Hk5dk+dEY+rziGieCrMrrtvRQ3a2cfQVw4y+WlqMwlNWbpxeqvR0ckisnLbQi38Xu38H8p68H80jOgU9OTlJyAs4LS1daH+5Ms+0m7WhFnG7N6vu+KFEo8WCP44di/nV1YjWCF2WoOdzJDMy5YSV6whz4Z6aW1rUtmFbWhoq+iGW4EktWoTF4UTGrmPdxm3LJluMwHTG0aPGef8SmhYbQDbGxqo/tbXzUNZ6rXrslFO+QH4+Cay78k6ePMnwPU7IuIq9e/du9f/CwiysXLkQSo0ZaWk5SE35FMEmoiQCGS9mwGGOx+7Mx6GYIzE85gguyP4IVnPndKhIT3/btm3q/82uNnzRciMalVS0tJ6HvGM/wIBgcqI91j296iUiN99w2pCpipALOOei3rDHGDuwtbWry3soEll6XP3xkp9vzJcJrgmGY2PimWnhA1sNh9o9dTqUabFYsELXVk2cONFwXjrTnnHvNjfK4+qM3r3dV5zSUCLsHTFOViyWThthc7Ox0vpLU1OsOtLS36s/MCl2WBT3SKLZGQOHIjZtw9GuxMCuuKcxzM6uu05LJJLwY9CNtE4W4uN3ID39bVRULMW+fTNRV5eCyEj38L+wMFVovp4badXUxMBut+HIEffC3kmTdqO9/Uv0JyRYIyt/j8KcP6OsLROvH78MOVHuEW50vXGqjJuurGp199aPOyahDbFINh9HUvGfg594iUQSVILmiHHZZZd1aSg54ztnvBT1QOPO4+ZsOaOzqJGYg7MNcVOLvjyvuHM55xMu3dyxiopFqKszblkSCGJjP0Bc3Ouw2axCz8fNrYsaqNnytA5Fzdh/QbH552prbdqDpP0/QoSpVcjpgisj0XLz5TXKPV9vjPd6uNdW1POW68Bwz8ch6rAR6G0pRK/HpYV7Ns6JQNRb0t/n5cqOqx+iUS1sguUpej0u6gaXX9wxbRsVLO9BOdIKc+LjP4HNdgLt7T1FXTAJuUh7Xyir9QQiIzcHw+dCGGvLYaTsuRmtKWcBJk9VFU2Pp10wORsQVfkRzK5meqigpVUikfQP8i0eBERF7VZ/ukPULTlYG7f1FUt7KWJLn+/1WpoATyBIJJIQQTpiSCQSiSRskKIlkUgkkrAhaNODZGTWTuVwhkZR46OowZv7bqCnk7jzenNf7llEw+Bwjg4cogZ+Lo3cfTnDM3dMtEz8CQ/kT/5xaeHqIHc90bT46yAgWv9F66vothWix0SfmfuuaFQRDlFHGH/qquj1/HFy8HVN0Wgcooimh3Om4NIiWnbavAmWqUGOtCQSiUQSNkjRkkgkEknYIEVLIpFIJGGDFC2JRCKRhA1Bc8Qgw53WeMcZjv1ZWS7qnMFFPEhKSurzlihcVAruvr4iDIg6hohGKPAnugeHP/nPRpIXdJLgjnFlJ7SHlY/0iTo0cPcQNfD7QrT++7PGTtRBgEM0b/xxTPAnDwNt1Bd1rPHH8ccX/H5+Yu+TKP5sNeNPPdLWy0C3TV7kSEsikUgkYYMULYlEIpGEDVK0JBKJRBI2nBSxByOdTpxaXY04j+1DdJuO7uwnNAP9dUICTjCL8yQSiUQSHAa9aEU5nfjJoUMY2xT4jQwvqqzE/fn5OMBsgS2RSCSSMPYe5EY3ol5fvq6vZ/z48V1+j7DbcfPmzUhuaoI9Kgql06erGwZy+8WI0tDQoP6fVFyM5OPH8ZsTJ/Ds3LkoSu268eKxY8eCEgaqrx57ovuZcfnPjThFw85w6fMntJOop2ZmZqbQMc5DkbtHWVmZ4VhlZaVQPvtKoz+hmDj64uHVWy850WP+eBRy+BOOjSsTUQ9W7r6iYdJ81Wkur3vjfdhX/GlnRD1qtc8WrJ0WBu1IiwTrqlWrkFxRoQrWlttvR31envq3jIyMPl/36NGj6v+W9nbMefFFpBcU4IYvv8Tz8+cbhEsikUgkgcU8mAUrjxGsQOGMiMCG669HxYgRiHQ4VOHKq6oK6D0kEolEMohGWuRgMaeyEtGe4XpKS4v6/+gTJzCkshKtNhu2B0Gw9MI14bHHMKKiQhWudaNHw2k2Y2JNjXoODZC3Jyai2I8pSUnPpCc4cdHsZkTa3FMSsTHG6Yy4eKNd02LhFnoav9vY0Gg41tTcrP7fZgfe3xiLyobgT/FIAkd2tgNLzmyGxaJ0ExHf9/fr6iz4eHkcWlsHZd8/ZAlb0SKh+vHevRiudbAoKur4SIL18umnY0iQBEsrXC/NnYvrvvpKFa4z9u41nHNpSQkeGjUK++Ljg5qWk5UhqQ689osK5KVpxaa+X9Nw85kNuObvmThS2q+3lfSRUaPa8cTjZUhJ9i/SxnnnNeDHP8lGa6vssPQXJiXA1rL6+nokJibiiiuu6GKsb2K890SN/vo9j6Lsdvxk3z6kl5WhNSoKhSNGqMfj4uLc17XZcHz+fDTl5CAtLc1wvZiYGKFnafb0pHsKAUUGeVNbG7KWLUOEZ4qwoqJC/T+lpgaZ5eWwW6348Lzz8JZGWLuDM8y2tbUZjnHFx+0RxeU/d54oouF8uD3AOCcOUYM31S0t2UltePaOo0iNbURFYwIOVmWpx5OTkg3ftTL35dLnZO7LdbkbPU45eXEFSIqsQW1bCr771FiU1RuXQezbty/oe06J5iGX/0OHDjUcGz16tFD9Ly01KvXu3bsNx6qrq4Xy35899bhn0z9HXl4Dfnf3FsTGtqC8IgXFxe46ExPDeAEz71drWysohaPHHEBUZDsKi/Jwzx8moK3N2mO++HpPRMMuKYJLczi4e3D5xTkncedxz6FtM6l8vvjiC9TV1SEhIQEn7UgryuHAbVu3Ir2+XhWsjy+/HNXp6erf8vPzByxdSmQkSi69tOP3DRs2qP9bHA6cu3w58ouKcMGyZdiTny9HXAGCBOvx7xxAamw7yhoS8eCai1DX6m54Jk2aZDjf26nRkso4z7R4ppl7akgLCgvU/+Ntdbhm1BNIiarCA9dtxU9fms4Kl2TgGTKkAb/5v42IjbWjuDgDL7x0OVpb3WU1ZMgQIbH0eo1mb52Oq69+FUPzivCznzbh7w/MMgiXJPCYw06wtmxBPiNYoYrTasXH55yDY3l5sDkc+GlBAcZ5eugS/wUrJ9koWP1Ngz0Rrxy6FdWtqchJalWFKzPBGFhZMvCCdfddG5GQYBSsvlBSmoNXX70arW0RGD+uGj/76deIjGRG6ZKAYg1HwWqy2fBpGAiWXri8Iy4SrgdGjJAjrgAI1rHKSDyyceAESy9cF+c8jCEpLXjwuq24M4RHXK0LWmEf3Tk9XJxcbDjHnmGcPubWOJJJQE/lVPdoJHpvNGK39m/ZZGfbceqCZpjN7qm09IyjsJgVXHJxgSpYBQUJeOMt/wRLL1xXXvGyKly/+NlGbNiYrf6t3tM5bW4yY/WaZGn3OplESy9Yj55yClLCRLD0wjX31VcxtaFBCleABOu2J8dg2NjQiEhCwnXny9Pw4LXbQlq46r5fh7qf13U5VgO3t6uWArinP/0l5885SHvVaFsOBmPHtuGRfxcjMVE7rde5FIUE689/mYWh+YErExKu+/46B7/6xQaMHVuj/ui58IJK/Pr/RqOpWQpXyDpiXHXVVV2Md5xTA2fI0zsMkNPF93ftQnppqTol+MmVV6ImIwMjR440fJd7FM5YK2r8FY20UFtbK3SMWL9qFa5Ytw6jSkpgt1jwyqJFWFHXtQHxBWdw5ZwzuD2/OHvOnDlzDMdSUlIMx2o87vvcImstBQUFfY6mwRmd9QZhEqqX7yxBSkwDypuS8J8NV6C+LQ5jx44VjkyhJzc3V8hgzeVLeXm54VhVVRViLTW4MOtBJNrKUW9PxQelP8Ur7643nLt169aA7jnF1X+9za7k5hKU3FGifh69fzQi2tx5HBdvrB82K2N8txrfCbPJmL6W1hY0RjRiV84u9fcbN96Imj8a69GePXuE3jvOtqR3yhk1qhkPPXAE0dGtqKhIQ0Wlu2Mb7+kYtrQkYf+BC2G3xwo7PnB1NZYJ20bve3z8MQwf9gkslvYujiejRh5DdHQbio5n4cWXlmLdup1Czywa3cPF5A3nTOHNBy1cPnBtJpcW7h56R4yVK1eefI4Y3yCni6qqLoIVzjgtFryxYEGHcF2zejV2jh2Lchl4t1tIsJ7+3hGkxNi7CFYo0uRMxgeld3YI14VZD2BF/DRUNIh5rQYLrWCd/unpOHXNqR1/GzVqlFAjx00Pcg17SUkJFCh4dfqr+HDih3hu9nOYdP4kDP9oOIIBCdZf7zuA6Ggnjp/IwWuvX4X2dnfndMyYMegPGhrysWPndzp+37x5s/p/VlY5brj+LeQNKcUVl3+IdeuMnpqSQeKIYXU6MdrjQv7Z5ZeHvWDphas0KQk2pxMTpGOGkGDlpoS+YGmF6/3SO1Fnz0CCrQp/Xvol0uONsw2hIFjBwgQTrt56NS7YfYH6+67bd+HI+UeCJlgJCUbBCgVKSzPw4stuz+JRIwthtQZ2F+aTjZAfaXmpY6Znwl24amNjkeVjGjEYtKanoTkvp+P3fUPc61N6mvpojjFOA1RGGatOfZp7DY+1uhbRhwrUtSyBFKyjFRF4ZmfoC5aXZo9wXZT1IDITylXh+r+35/f7iEsrWDn/zsGp5cEXLL1wETTiIuEiAjXi0grW7t2xWP5paAmWl8pK47pBySAXLYl/1I8dhcIrLqLJ845jRn+x3mBceKolceU6pHy8IqCCdfMjwzF1dngIll64zoi/FzlJTf0uXCW3lKDke52ClfVMFuAe+PS7cNEC68OXHw6YcOkF69d3jcb8+aEnWJIwES0ywvUU9p4zKmrn0a0ag+Dw4cPh0th9OCMgtyiUi/rAnZecnCz0Xc7Bgos2wTlDEFqngfjt29X/TbptXHqzhQmHfpFk1Yh8HLjgLGo9MMIFJHkuHR3FxUPknFmMzhTNLc2sU4jTZMLhhFjUnbYAEyaMR+0j/zWMuDinHL1zDAnViz8pR1qsHaX1CfjnuvMwbGwMptP2Mn2MsMHlKZcWbhcAX+UpFMkEaaozxpXRjyAzoRIPXrsVrx35Lg4ePCh0n562gPBlb6q8vRKV33O7ni/5fAkW1SwCLgXmzZsn9E6IbqHBRZg59VTjaO4/B/6Dp448hdeHv64K1+LFi9H+k3YhJx+9I9Ho0c14+MGjiIpyoqQ0D2u/vBFnnx2FrKwsoXLnni2d8Ujm2ijuelGMTXru3Lkdny0WqmePqp+zsjLhcFh6bFe49ieOcaiaMWOG4diwYcP6/HzkOKHn0KFDQo5XWicOzqEjEMiR1iCHBGvfeWdCMQHzHMB37IDFIyNDMtKEXmZOlI8VV/r0ptuUmojlQzKwPiMFqUsWI+OzVb2aKoy0ufC/HxR1CNZfPz8Pta0D68TgL42ORLx+5Hu4cvgjSI6sxJXDH8W/LGmwO4NjVlYF60cawVq3CAMNjbhuOXiL+pmE6z/j/4PxF43H0Pd755hAgvX3vx7uEKz33r8Rdrt0ZDpZCGlHDEmABMtiNghWMJlZVYdzjrsFrOrUOShfspgZv/lmfG4bhqTa0dQeMSgESy9crc4oJEVUY1yucbnCYBUsvXBdeeRK9fe9d+xF4UWFvRYsmhKUgnVyIkdaJ4Fgpe87hO/kj+oXwdIKF0EjLhIuQnTE5Z3Za2yLHDSCpRWuVmcMoiyt3W57EQjBSn8wHYuaQkewfI24SLiInkZcWsHatTsG676UgnUyIkdag5BKnWCN+XRVvwqWVriyPvy0zyMuiR+C9UA6Up8M3Z20vcI17LVhQiMuvWD98lcjpWCdpARtpEWGcK0xXHSlv9YhgiKka42fPQXv4IzE3GJILooEZ8sRjfbNnccZTPUOJN7PNqvVYMhtbGwUSqPegaFu7EgUXrAEismE6U1tuDY2GZZLL2UjOpSVlQnlIXeMi0KR52Pvsk3HyztGXGPGjEb7w48YJFT7HDaboyN/xo0b1+MKfn1kBF9lwh3jno2Lpcet6Oeux5Wb3lmEGmxvtIrs9q5pP3bsWJ8iYtTcUYOaH7kjTsx4Ywam7J4CzAOmTp0q5DQg6gDCOUBxxzjHAm6boDsP3In3Nr+Hz2Z8pgoXReeP/GGkQbAeeqAQsbFOFBxJw7P/OwPDh9tYpwtu6xTuebl6xME5L3DXO3HiRLf30G42mpOTA6fT2mN+cZF7Fi5cKBTZhvsu5zDTwKwR5RyRuN0QuOutXbu2145jvUWOtAYRTUNycHTpBXB5Bau6EaEQ6Uxr4yLnjFrPdKEkMNRfXY+aOzWC9dEUhAsk4BevvxhLNi9Rf3998euoXdLZgKentePBvx9BbGy7KliPPHoGWluN3qKSkwcpWoMIGmXROqyxLe0hI1ha4Vpc4p66apw8YaCTM6housDt3Tlp2aSwEiy9cM3b7XbFrzu70+V65sxGdUqwtCxBCpZERYrWoMI9HM+xO0NKsLxktXimZYM0bXCyopjc0+apx0LXhiUiXEMqPOsLNdXDW1UqK+KkYElUpGhJJBKJJGzoN5d3zuDdk8HaoumRk4FVGxGD2/KCW4Ht3R6gp/M4oyG3Ip2LnMEZhLlV/XrjpTdPzBaLwTDMGbe5dGsdIlpTU1HhSePojNwejepcFO8jR44IOVhwRvWKCrp7V6ZM6ZyucoLKrF19Vr1hV1s/oqNdPtPt3eq8pzLmYiiKGuS5fOacYDjjORdhQ/8cXociSo/emM3VQ67stI4+5Ra3vXDChAmYGzO3x/Rwz8Ldg8sHzmGDe084Iz1336FDO93cvc5CVCbe54uMdE99RsfEGKI8iG6/wdVLzlEqO9u9eWNPz8Y9BxeVRXue1omMHIf0jhick9n48eMNx2bOnClU17l3gnsWLnAA925zecPVhe2eKD++7hcI5EhLIpFIJGGDFC2JRCKRhA1StCQSiUQSNkjRkkgkEknYEDRHDDKsizpf+DLuaSNiUJQClyaMvug2E9wxzomDM6Ryxtoqz07KPRl/fT271pEg3xOZQ3G5DMZd0QgiWieJg550KIrL8IycgwVn6OW2OeCM6pwDA2d41UYkiXC2A/Z2WC1WQ4QO7cp873OSU4K+XLitFEQdJ0QdcLi6wNUjzgDOpY+oqakxpI3quv66oo4YHFQmeucE7nqijglcvebKmHsXRfNQG0GkI1KNqWsd8P4vEsWCi/LClTt3Hvduc5FfuPLgHBq051ksnVF4qqtr4HR2bR+4Z+OimTiYZ+HuzUVw4SK9ZGZmCkV64ZwzOMcmbXQaX++Cv8iRlkQikUjCBilaEolEIgkbpGhJJBKJJGyQoiWRSCSSsKHfImJwhnHOgKs1yFs1RkcyZDs14fY55wDO+YHbqoAzNHKGUNEtTDi41fp6h4jxHsM05YPIdbn80q58b01L7DAA65+HW73OwW1pwD0Ll1/cMa1DiNeoTs+hN+hrHRUaEt35Yre34+DBg13Oy83tGunDl0MEZyzntqnhImxw5c5tf8Lli69y1BrBXYr7nPq6elRVGQ3rImidGpwudx4fP34ce/bs8RmRpDsnCe6d4N4xrg5yzhlcHnLs2rWr43NxbHGHs4G3HfDWW4fdgbq6uh7vyzmPcBFrOIcGbR30UlBQ0Oc2RVsXrNbOvx89egQOh6XH9HCOE1nMs3B1mDuPeye4rUm4toJ7t0W3qQk0cqQ1gJh62B/sZMckt4zsFYpZGbTpN5nFOouSwY8UrQFi9OHDGFbo3qm1lhndnMxU1Lt7dWmxDTh/7MaBTk7IYy1359fKM1aiNtEYDzEcqEqvwpeLv1Q/28o7R4KVle7PI0cUYvLkvQOWPknoIEVrgATr7C++gFlRsGfMGOxmgvCezJyojsDf33OvHzl/7NdSuHog7YE02I7aUJtSi+e/9XzYCRcJ1ou3vIimhCZklGQg88nOtUObNsfjvfdTYDYruPTiT6RwSaRoDbRgrVi0CIrcX8rAsyvT8Pbu+epnKVzdYyuzYciNQ5BSlRJ2wqUXrGufuhbW2k77iaKY8NDDQ7B58yQpXJLgOmKIhKXnVutrjZcujc2HjI0OjZFv5MiRQungVnxzBk7OwMwZk/WRHHytSOeMutnbt2O2R7C+ysrCKzk5UA4fZg2kotFEDh061PG5NoMMxLlobW1DbZO9R6M6Zzzmyo0zwnIOB5wTx7Zt2zo+n4iyAekJ6j1KS0t7zOv7X3WiaP5Q/PDcQlW4iouLUdBwo1BeceXObdfARUYYMWKE4Zh+KxVf28/4cnjRnktOBeq5bRQRAz3C1U1DtIEiYOhNQ9H0SBNq82rxxDVPYNz3xrHvCZdfnKMJVxdEI4NweaPfyqU0qRTP3PAM7Al2xByMwZDvD8FXdV+xdeHBh4fh5m/V4cwzinDpxctRUlKC2lrPppE91EvRiC6izl10bxEHEG0e2Gyd9aKpqRkOh7nHMt6/f7/h2OTJk4XurXda8XUe5wDCOSxxZcLll/YdO+m3Jgl3pwUSrKmvvgqLV7DGjQvaCCtUc6ov6Xrpy2z882P3nkvfPv0Ezhy2BuGOybPTcKCJKI/A+O+NR2RRJNpy27D30b2ojDV6loUCJFj/Wvov2NPcgjXu++Ngq/O9MzGNuJ5+ZiJWfJ4H6uN997YdGDq00/PwZC3zk5GQFi2nyYQWj3vu/M8/h0nQ3TxUBcvscgVVsCKa3SOnlRYFh0PsJWk0m/BRortnZmVGpqLCdeawtWEtXFfOOIDMBHc5Vdb3PjZnb4SrPacd951zX8gJl1ew6mPrhQRLL1yr1+SqwjVu7HqEAyaTE6ctfl/93NISA5dLmgMGrWgpZjPenzULLrMZI/fvx6Lly8NOuLSCVTRjRlBHWDm79iOxuAzNJuCvNlfICBcJ1mPpCSiJsCLB6ULWpyt7fY3BIFwkWN+Yu0/9/Nz68ThR3XND7a9wVcZXhpRwaQUrpzJHWLC0wrV9hzt4qzkM3OBJsM5a8ibGjN6pBsld8cWlUrQGs2gR+3Nz8fn554elcOkFa+fllwfV6YIWY0/+4FOMcSFkhEsvWN8tr0NkldHeJypcHx06IyyFSy9Yb24ZHdT7eYUrsz4zZIRLL1g/eOcHvRKscEMvWB8vvxpHjxp3VpCEiCMGrbrXrrwX3SqCY7XVivKZM3H111+rwtXY1ITd116rjsS0DB8+vM/bOnBh9DlHEc7ozBnz6197Dedu2aL2Cjbn5eHt7Gwo69ezzg+iThfcs3DOBfkvvomKsxaiJisDf1RaMeuTVbj1jCWG8zjj78aNG4UMs5xRV+980mAC7o8EmiOsiGhswqi3PsK62jrhiCTcSv+/vhaFo7NH4HtLClThKioqwo7Sy/ocuYQzJnNONFy5c3ARFC6csB2XTXEL1oPvp+PJzyjfDwiXMbeVDnceOap0PQBMuGMCGu5rQGVuJe4+9W7M+dUc3HzmzUJ1gauXXL5ydUHvrECC9dfz/gp7rB0xh2KQ9+M8fFj3IZvX3LMdO3as4/PoUXUdTiH6iCmjR48WciLgHGuSmaUnnHNRenq64VihZ82lVrCmTX0UY0aXweEw4cGHJmHTZtoSpoJt97j6f+CAsY5s2rTJcCw/P1+ozohG/eHKXTR95eXlvW7fB91Iy8u+nBy8OmuWaueaevw45n34YciOuLK2bcNVWsGaOrVf3dppxDXz0zVILi2HIzICX5+9GAX9XNIkWP9IjEJzWooqWJPe+ggxtUaPpr7w2sY8PPKZ28PvpoXHcM6o0LVtuAVri0awjI1lMImqilKFKuZEDFqyWrDhvg39PuLqcLpIdQvW5B9PDsgIK1SdG0iwFp36IhbM9wrWFGzanDHQyRo0hI1o6YVr+J49ISlcJFhTXnppwATLl3D9PQr9JlxewSq2mgMuWJxwnTPqq5AUroEWLF/C9eez/9xvwkWC9c+l/3Q7XQRIsGpr3SOB4cNKMHnSYYSiYA0fvlUKVpAIK9HSChfZuEJNuLyCRe75AylYnHC1mEz9IlxawUp0uoIiWKEmXHHWWqRGlqg/uYk16s/FE7d2CNYb22cMmGBxwlUZV9kvwuUVrIbYBtWGFagR1uYtsfhoWSIsFgXXXL0CM07Zh8zMavUnOalE/YmM7J2HaqAFi2xYD0jBCu8o74EWrjWXXIKF776rChex/oILQkawjs+ahbczM0Mi0oVXuI5ddxkOWEi4FPysFRjhCr5g/bi+DSuCJFha4codMgSXjFutChex/NA89A8K5mcsx9yMTzsP6UwqJFgf7aVI6wM/EvQK157/7EFZQpkqXP/3yf8hrcm4lXqgBYucLsiGFQjIg/Av9+UgMyMTM2YcwJVXrDKcQ6KxZu1VOFwwAwMhWCtX3YTNm7vauSSBwaRwFlg/oGgTtLp+6dKl7BYIPRkLOUMvt7KaHCcmlpfjxu3b1QW7W7KysPqccwzOGXl5eUKr/zlnA85hQBuBwottxQrcfOCAOmz9MiMDL4waBYeP0R9n0OSKgMsbzrDJHeOiMkQmJuLwVRejMS8XltY2jHr1HcxOMTZWY8aM6ZOhvdlqwX9zUtGSngpbYxPGvvI2oqprDVEQfMEZf7lj3LPRdgg3nV6FX15Khm7g38tS8fHBuYbzxo0bJ1QXOKcc2vajKwoW5XyGby0+of5W3UjlaurYJqTdYcJ/P0nAM58n+Cxjri6IIlo/OLJmZGH3v3ejNa8VkcWRmPj9iThrzFmG8zinhsbGxh7fiZrMGrx6+6twpDkQdSAKo24bpYZm4uoCt5UF54jBO4oAd3yvHGefVa+u2/LmKYV7iotrB72Czzw7Gw6n0VEnJydHKIoE97x6pwtyvT97yZtYtKgSdrsJf7l/LDZuTPW5PQvn3NHTtj7dnbd48WLDsWnTpgnVD+4d4yL8cE4Xe/caw2nt2+d2OPKmn86hfE1IcL8HJ+1Iy8vujAw8N3WqKlynlJYies0aLF+40CBcwWTkoUNYohOsUBhh6bHY7Rj52nsdwnXo6ksx4usdSKs1hrTqLSRYL48ZipboKLdgvfw2omr6N/bds1+4p99IuL5/XhVSUg7gpQ3U6AajLBQsnbwVF09yC9bDy/Lx6lfZPkP8hBqRlW6h8goX/T/7udlIrDUKeG8hwXr7h2/DkeBA1P4ojLrdLVjBgNY7/evfmeqPNswROWhcf+0WLFpUgG/dtBErVw3HwUPTg5IGEqyrrliBKVO6CpYkeISdTcuXcJFzxviCApyzZk2/2bhUwfrss5AXLL1wxRWdgDMqEp/NnYbKpISACFblAAqWVrjuf8ftjnzdnIPqT+CDWnkFa4dBsMIJr3BFFUWhLacNL9/6MuqS6gIiWM0JzUEXrJ6mD198+RSsXj1CHYGdftprGD1qaxAF65AUrH4krEda3IiLhIv4ato0VUBimXVM0cx0YxS3pxUzvE/wTCFkl5TgtJUr1eC34SBYvkZcJFyLNu1CnCcEVJXNWCVaLca+TU2kDQ6TGe+NyFEFK67djmEDKFjciItEy2xSsGKvO7BqarRxTVB8pHHKxG5mpqPj3CPShSMO4sKJO8NasLgRV11enSpcl7x4CaJao9S/l8Ub1x82W4wBc2vTatES34Jl316mClba8TRk3Z41IIKlFy6CRlwkXBaLHcUlbsedmBjjtJjTadzF12w2TpWlpNSpo7mzzvxaFSwKfvuX+8dIweonBoVoeYXrw9NPxwVffKEKl1e8As2put/3jhuHF1JSwkKw9MJVctO1KE9Nwop5fZg6yewcoZFgXXugEFsHWLC0wpWWmoZbFu7FNbMPqT9ueh8+yhcvbZmFV78KfOzAARGuH0xEwX8LUJNWg+d+8Jxf1yPBuuTfl2Bz7WYMNF7hSktPw4TxG7F40VsBvwcJ1kuvnI2NG42CJwkzR4wLL7ywR0cMDs74yDlicAZ5MnxOra7GVUeOIKa3q7EFs8F7Fk1Ark5KwgtZWYhioipwxlaR7Vi6O8YZUkXP4/Kr3WxC+VWXomWUcSsO0ZywVVYj7cU3YKusYo3EXB3gjL9cGXMGeeFna2/HzUuaceelTYgy2vr7TEsb8MA7sXjms2j2eTnHgt5ElxCNTMHlF/fucLAOG0OAmkdr4Bjf9ygGti02JN+RDHO1Wbgu+MovEUQdTyIjbfju7eW46MIa1XkjUNTVWfDQwxlYuy6efQ4u2oqvtoGr66LtHgfnPBUV5R5Ba4mLixPafoZrt7jy3Lx5c5f6TQ5M0hGjB7anpKg/3SHaWHDeP8HaI2YgMLfbkfXC6z1WTq4xDHBfJyg8/VmM+uNF1IMvXJ/XHywlFqRd2tWbVLTTGervBI24Hnk0U/3pzluYE0F/vDQlwSHsHTEkEolEcvIgRUsikUgkYYMULYlEIpGEDUGzaZFhUWtcFDW0i8LNt3P2CW7+mYt0wc1dc8ZV7h6iK/h93YdLo2jecOdxx0QN3qLGfH+M6qKOBaJ2JO56XPq4Z+OOcXY97tk4w7avbWZE81UU0frB3Vd0KxwuMoho3RLd3oKDuwdnh+aux53H2aZF3znRcueO+UK0HnLvhEWw7LioFtw9OMcOLl9Ft+bRbpUULDuwHGlJJBKJJGyQoiWRSCSSsEGKlkQikUjCBilaEolEIgkb+m1xMWdUFF28yBkGRbet4O7LrUjnrscZEjlDL2es5Yz5/kYtEN3CRHT7E+48Lt1c3nDn+eMcILrgW9RgLZo+ruy4eikaxcCX8Vl0EbNodBTRReBc2YnWQVFnCi5vuPT5sz2L6LvInSdap0WdLrjzRJ0rerM4WbTsTMzzibZxHKLvBLejAbeVS6CRIy2JRCKRhA1StCQSiUQSNkjRkkgkEsnJa9Pyzinr7Qz+BNXk5qm5Y6Lb0Yt+V3QenbNt9MamJRqoU9TGI2rvED0maicQtWn5Y5/wx+bjz/VE86U3Cyr9se2JPguH6HmiOxKI1kHRehToOiNqw/Nn4X9vbFqiiN7HJPguitZNrq3mjona5gK9yDjgotXQ4N5XZtmyZYG+tEQikUjCDNIE2q4qZPfTot5PcXGxup+LaC9KIpFIJIMLRVFUwcrJyfErZF/QRUsikUgkkmAhHTEkEolEEjZI0ZJIJBJJ2CBFSyKRSCRhgxQtiUQikYQNUrQkEolEEjZI0ZJIJBJJ2CBFSyKRSCQIF/4f6dSmOejQe6kAAAAASUVORK5CYII=",
"text/plain": [
"<Figure size 500x500 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": "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",
"text/plain": [
"<Figure size 500x500 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Количество регионов\n",
"n_regions = 26\n",
"n_plus = 3 # дополнительные кластеры для лучшей сегментации\n",
"\n",
"# Выполняем кластеризацию тремя способами\n",
"for assign_labels in (\"kmeans\", \"discretize\", \"cluster_qr\"):\n",
" t0 = time.time()\n",
" \n",
" labels = spectral_clustering(\n",
" graph,\n",
" n_clusters=(n_regions + n_plus),\n",
" eigen_tol=1e-7,\n",
" assign_labels=assign_labels,\n",
" random_state=42,\n",
" )\n",
"\n",
" t1 = time.time()\n",
" labels = labels.reshape(rescaled_coins.shape)\n",
"\n",
" plt.figure(figsize=(5, 5))\n",
" plt.imshow(rescaled_coins, cmap=plt.cm.gray)\n",
" plt.xticks(())\n",
" plt.yticks(())\n",
"\n",
" title = f\"Спектральная кластеризация: {assign_labels}, {t1 - t0:.2f}с\"\n",
" print(title)\n",
" plt.title(title)\n",
"\n",
" for l in range(n_regions):\n",
" colors = [plt.cm.nipy_spectral((l + 4) / float(n_regions + 4))]\n",
" plt.contour(labels == l, colors=colors)\n",
"\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"5. Интерпретация результатов\n",
"\n",
"Каждое изображение показывает контуры найденных регионов. Цвета используются только для наглядности и не имеют семантической нагрузки.\n",
"\n",
" Методы:\n",
"\n",
"'kmeans' — стабильный, но может быть медленным\n",
"'discretize' — итеративный метод, работает быстрее\n",
"'cluster_qr' — новый экспериментальный метод, основанный на QR-разложении"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3 (ipykernel)",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.12.9"
}
},
"nbformat": 4,
"nbformat_minor": 4
}