{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Estimation of Bayes' Error for Gaussian Parity" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "from sklearn.datasets import make_blobs\n", "from numpy.random import uniform, normal\n", "from sklearn.ensemble import RandomForestClassifier as rf\n", "import seaborn as sns\n", "import matplotlib.pyplot as plt\n", "import scipy\n", "from functions.bayeserrorestimate_gaussianparity_functions import plot_gaussians" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## What is Bayes' Error? \n", "**In statistical classification, Bayes error rate is the lowest possible error rate for any classifier of a random outcome, i.e. it is the error inherent in the problem definition.**" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Problem Definition: Gaussian Parity\n", "\n", "### Blob Creation\n", "Using the user-defined cluster centers as the means, and the user-defined cluster standard deviation, a set of 4 blobs is created. These blobs are multivariable normal distributions. \n", "\n", "After all 4 blobs are created, the classes are assigned. The class is assigned so that graph quadrants 1 & 3 belong to class 1 and graph quadrants 2 & 4 belong to class 0, i.e. the classic XOR problem is defined. \n", "\n", "### Blob Descriptions\n", "#### Gaussian 1: \n", "\n", " Centered at (-0.5, 0.5) \n", "\n", " Standard Deviation is 0.5 \n", "\n", " Quadrant (for visualization) is 2 \n", "\n", " Class Assigned: 0 \n", "\n", " Future Identification: g01 (First gaussian of class 0) \n", "\n", "#### Gaussian 2: \n", "\n", " Centered at (0.5, 0.5) \n", "\n", " Standard Deviation is 0.5 \n", "\n", " Quadrant (for visualization) is 1 \n", "\n", " Class Assigned: 1 \n", "\n", " Future Identification: g11 (First gaussian of class 1) \n", "\n", "#### Gaussian 3: \n", "\n", " Centered at (-0.5, -0.5) \n", "\n", " Standard Deviation is 0.5 \n", "\n", " Quadrant (for visualization) is 3 \n", "\n", " Class Assigned: 1 \n", "\n", " Future Identification: g12 (Second gaussian of class 1) \n", "\n", "#### Gaussian 4: \n", "\n", " Centered at (0.5, -0.5) \n", "\n", " Standard Deviation is 0.5 \n", "\n", " Quadrant (for visualization) is 4 \n", "\n", " Class Assigned: 0 \n", "\n", " Future Identification: g02 (Second gaussian of class 0) \n" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "def generate_gaussian_parity(\n", " n_samples,\n", " centers=None,\n", " class_label=None,\n", " cluster_std=0.25,\n", " center_box=(-1.0, 1.0),\n", " angle_params=None,\n", " random_state=None,\n", "):\n", " \"\"\"\n", " Generate 2-dimensional Gaussian XOR distribution.\n", " (Classic XOR problem but each point is the\n", " center of a Gaussian blob distribution)\n", " Parameters\n", " ----------\n", " n_samples : int\n", " Total number of points divided among the four\n", " clusters with equal probability.\n", " centers : array of shape [n_centers,2], optional (default=None)\n", " The coordinates of the ceneter of total n_centers blobs.\n", " class_label : array of shape [n_centers], optional (default=None)\n", " class label for each blob.\n", " cluster_std : float, optional (default=1)\n", " The standard deviation of the blobs.\n", " center_box : tuple of float (min, max), default=(-1.0, 1.0)\n", " The bounding box for each cluster center when centers are generated at random.\n", " angle_params: float, optional (default=None)\n", " Number of radians to rotate the distribution by.\n", " random_state : int, RandomState instance, default=None\n", " Determines random number generation for dataset creation. Pass an int\n", " for reproducible output across multiple function calls.\n", " Returns\n", " -------\n", " X : array of shape [n_samples, 2]\n", " The generated samples.\n", " y : array of shape [n_samples]\n", " The integer labels for cluster membership of each sample.\n", " \"\"\"\n", "\n", " if random_state != None:\n", " np.random.seed(random_state)\n", "\n", " if centers == None:\n", " centers = np.array([(-0.5, 0.5), (0.5, 0.5), (-0.5, -0.5), (0.5, -0.5)])\n", "\n", " if class_label == None:\n", " class_label = [0, 1, 1, 0]\n", "\n", " blob_num = len(class_label)\n", "\n", " # get the number of samples in each blob with equal probability\n", " samples_per_blob = np.random.multinomial(\n", " n_samples, 1 / blob_num * np.ones(blob_num)\n", " )\n", "\n", " X, y = make_blobs(\n", " n_samples=samples_per_blob,\n", " n_features=2,\n", " centers=centers,\n", " cluster_std=cluster_std,\n", " center_box=center_box,\n", " )\n", "\n", " for blob in range(blob_num):\n", " y[np.where(y == blob)] = class_label[blob]\n", "\n", " if angle_params != None:\n", " R = _generate_2d_rotation(angle_params)\n", " X = X @ R\n", "\n", " return X, y.astype(int)" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "image/png": 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FiM/YRXUfnF4YadCDG1mM3wfmHoyRobFDRD7H6MWTj5G22gEYjlEcLxV4u9Zx5IjI/zCK5bUB1orIG8A6qgMgrw6M9UHgfSTmYZyLeAyl6/2ALJWuq2VKqQOBubNF5DKMbBcb8Axwo4h8gRHMXYGRxtsHQzE5AcPKMD/EvLdgKBtJGFk6o0SkshdVe+B3GJk/yzBqxoR110SLUsopImdiKH/jMWIqvhKRrRgK1waMuBI/xrnthxErEqyghSoJ8CrGtTUDt4vIUOB/GK6MLoFjGYZhnXEQIS1aKbVURBZhnLvewCoReR2jH1JlL6vzMCpAV1B9s63NcAzXbGFASV8ZkN2PcX4nU+3CVMATtfa/AbhBRDZipIRXnpt4jLpMl1GdEr8Fo2dTQ3gHwwoYjxHPs0pEPsR4CGmH8fk+CeMcrufQel5FSx+M/lsvicgcDCUsCyMuqi3GNTmfasvZ480gk+ZIo7F7P+iXfkX7wrhxvYrxoxVNx+C9GO6A2r2Srg3a5toGzJ8ITI1ybgU8HGKMNAyFJtw+PoxeVxOClv0zjDydgNwIY00Isc9ojLiJaOQvBQaHmXss9XcT70ojdBOvNa8VwwJyoAHXYRdwW+3PQdCYt1Cz31Xt1yYMhWV+5bII8vUIOuZQr80YN+OwY2EoENEcVxlwVYj9o+kirjAsN91D7N89aJv3whzneRgKX7ixszEyl94LWhZqrmuD1kf8LkbaFsOFGM0xu4H7Wvq3TL8Oz5e24GhaDGUEgd4qIo9jBFlOwkhXTQfiMIqI7cZ4epsJzFKNWDdHGSbtywKVYa/GeErtihHX4sRQqDZiFGKboZTaEWKMgoCp/HaMyrmVVZH3BvZ7QxmWgAlRyJMTiNe5B+NcdMd4qg4bdKyU+iVQiflS4FyMm1AGhtWoBMPasBrDKjJThcmQUUotFpEBGK6j8zGyZVwYytM04BWlVEWkGjQHgzI6Uj8SqOEyBSPWZUTgGFIwbrqFGN2tl2HUa1mglFIRxnxNRFZjFIc7AUMJrRzjc4xrEtWxKKV2BgKS78E4Lz0wAqS3YzTsfFkZqe+RhrkZI2V9YkCevhifcTOGm3EzhuXyLRW6h1r7wL4TMSxOPTCsbW6MOjWrA8c1TUXo2VTPcc4IfPb+gvHZa4/x+dkFzMBoElrQ2Nc/Ao9hXOuJGN3H+2NYk6wYivpWDGvWW0qpbc0llObIQiL8Tmg0Go1Go9EckeggY41Go9FoNK0OreBoNBqNRqNpdWgFR6PRaDQaTatDKzgajUaj0WhaHS2SRZWenq66d+/eElNrNBqNRqNpRaxcuTJfKVWn9UqLKDjdu3dnxYqWaCKt0Wg0Go2mNSEimaGWaxeVRqPRaDSaVodWcDQajUaj0bQ6tIKj0Wg0Go2m1aEVHI1Go9FoNK0OreBoNBqNRqNpdWgFR6PRaDQaTatDKzgajUaj0WhaHVrB0Wg0Go1G0+rQCo5Go9FoNJpWh1ZwNBqNRqPRtDq0gqPRaDQajabVoRUcjUaj0Wg0rQ6t4Gg0Go1Go2l1aAVHo9FoNBpNq0MrOBqNRqPRaFodWsHRaDQajUbT6tAKjkaj0Wg0mlaHVnA0Go1Go9G0OiwtLYBGo2k5Vudl8dbGn9henEfv5AxuGHQCQ9I7t7RYmkbElbOJoh9ex7N/GzHdhtJm4i1Y07q0tFgaTZMjSqlmn3TEiBFqxYoVzT6vRqOp5t1Ni3lsxWzcPi9+FCaEGLOFB0aeyTUDxrS0eJpGoGjea+RNuxfl9YDfCxYbYrLQ8U+fEX/s6S0tnkbTKIjISqXUiNrLtYtKozkK2VNezKMrZuH0efBjPOT4UTh8Hh5ePpP9FSUtLKHmUHHn7iBv6j0ot8NQbgC8bpS7gj2vXILfVd6yAmo0TYxWcDSao5AZO9YQyXj71c61zSeMpkkoXvQuyu8LvVKEspXTm1cgjaaZ0QqORnMUUuAsx135VF8Ll89LobOimSXSNDbeA1ng84RcpzwuvMX7m1kijaZ50QqORnMUMjyjK/EWW8h18dYYhmboINQjHXvPUUhMfMh1Yo0hpsvgZpZIo2letIKj0RyFnNp1AMkxsZhFaiw3i4nUmDgmde7fQpJpGouksVciphCJsiYzlqR2xA2c1PxCaTTNiFZwNJqjEKvJzPQzb6F/SntizVYSrTHEmq0ck9qBL868GbNJ/zQc6Zhjk+h8/zzMye0ReyISE4/ExGNt14fO981F9DXWtHJ0mrhGc5SzuXAfWaUH6JqYRr+Udi0tjqaRUX4fFb/+iPdAFrYO/bH3Go3UstxpNEcy4dLEdaE/jeYop39Ke/qntG9pMTRNhJjMxB9zSkuLodE0O9pGqdFoNBqNptWhFRyNRqPRaDStDq3gaDQajUajaXVoBUej0Wg0Gk2rQys4Go1Go9FoWh1awdFoNBqNRtPq0GniGo1G08IopXBuW4IrZyOWlE7ED5qMmPXPs0ZzKOhvkEaj0bQgnsIccp45HU9BJiiFmMxgsdHpzhnE9h7T0uJpNEcs2kWl0Wg0LYRSiuynJ+Pe9xvKVY5yV+B3luIvKyD72TPwlea3tIgazRGLVnA0Go2mhXBs+QnvgWzw++qu9HkpXvhO8wul0bQStIKj0Wg0LYQ7e0No5QZQHgfOHcuaWSKNpvWgFRyNRqNpIcxt2kO4YGKTBUtat+YVSKNpReggY41GozkInDuWU77+OzCZSRh+LjGdjmnwGPHHnomICRVinZittJlww6ELqtEcpWgFR6NpZtblZ/Pa+oVsKtxLp/g23HDMeCZ06ouItLRomihQXjc5L1yA47eFKI8TxMSBrx8jcdQltPv9W4gpesO4yRpDx9u/IOf588DvM8YzWRCzlfSLH8PWsX+D5fOVF1Hy0/s4tvyEuU17kk/8PfZuwxo8jkZzpCNKhXp2aFpGjBihVqxY0ezzajQtzefbVnL/4um4fV78gef2OIuVK/oez0PHn93C0mmiIW/qXyia9yrK46ixXGxxpF/8BCmn/qnBY3qL9lL045u4dq3Ekt6dNhNvOiiLkCtrPVlPTEB53Sh3BZjMiMVGm8l3kHHRYw0eT6M5EhCRlUqpEXWWawVHo2keStxOhk99DKfPU2ddrNnKl2fdzKC0Ti0gmSZalM/Ltj+moZxlIddbUjvT8/8ym1kqA6UUO+/tjTd/V511Youj090ziet3YvMLptE0MeEUHO2i0hw2KKWYm/Ur7/66hHxnGSPbduP6geP5Zf9OXlz7A9llhSTbYrmq/2juGDIRu8Xa0iI3iO93b8Qcxg3l8nn5dOtKreAc5vgdxeCtq6BW4i3a24zS1MS5c3nYujnK7aBozsuHpOB48nZRtmoGyusi7phJ2Lsfd9BjaTTNgVZwNIcFSinuXPQpszM3UuF1A7ClcD8f/bYMkwjuQCptkdvBfzYu4pd9O/j8jJswNyDeoaUpdjvx+v0h1/lRFDjL6yzPrSil1OOkS0IKthYs3e/et5WCrx6hfN23iNlK4ujLST3rPixJGS0mU0tgik02sp68rpDrLcntm1miaryFOYgpdMAyKDwFuw9qXKUU+dPuo2jeK4BC+X3IjEeI7TOOjndMx2SzH4LUGk3ToRUczWHB/JwtNZQbAK8KKAO1frGdPi8bD+xlfs4WJnVpeBBmSzE8oysmk0AIHSfOYmNcx15V/28vzuPORZ+ysWAvVpMJEeGWwSdx+7EnN3swsmv3WnY/fpIR01GpaM59hdJfptLt4ZVYkts1qzwtiZgtJJ/0B4p/fNMICA5eZ4ujzel/biHJIKbTMagQ7k8ATBbs3Ycf1LilS6dS9OPrNY5X+bw4tiwib+rdtLv6lRrbK6UoX/MNRXNfwVu8l9heY0g5/S5sHfod1PwazcFy5Dz+alo1H27+pYZyUx8VXjczdqxpQokan6HpnRmQ0h6byVxjuQnBbrbi8Hh4aOnXvLT2B87++hXW5GXj9nsp97op87h4ed2PPL3qu2aXe/97t6CcpTUL0vnc+MryKZjxSLPL09KkX/QE9l6jkZh4QEBMiC2O+KFnk3LqbS0ml619X+w9RoK5rutWLFZSJt9xUOMe+PoJlKuudVF5nJT89D5+d3WwtVKK/W9fz97Xr6Bi4xzc2RsoXvQumQ+NMFLqNZpmRCs4msOCUO6Z+vC1QID8oSAifHjq7xnXoTcxZgtJVjuxZitdE1Nw+Nw8uepb3t70M8+umkOpx4mqZbpyeD38Z+NPlLqdYWZofHxlB3Bmrg6z0kPpL1ObTZbDBZPNTuf75tL57lmknHkvqWf/lS5/W0DHWz8xGmW2IB1v+5yYrkMQWxxii0XsiUhMPB1u+figLSie/AhB02LCV7yv6t+KTfMoXf5ZTYXI70W5K9j72u9QEeKXNJrGRruoNIcFYzr0ZH3BHtx+b1Tbx1tsnNV9cBNL1fgkx8Ty4eTr2FNWxI6SfJJsdi7+9j84gn74fWGiKACsJjPr8rMZ17F3c4iL8rqMuI7Q3QRQYWJRmgu/8rMidzd5jlIGpHSgZ3J6s8wrIsT2HU9s3/HNMl+0mBPS6PbQUpw7luPctQJzQhrxQ87GFBN30GNa2rTHs39b6JV+H+bE6jis4vn/CWntMbb1U/HrD8QPPu2gZdFoGoJWcDSHBdcOGMu7vy6po+CYRVCKqpoxADaThW6JaUzuOqC5xWw0Oia0oWNCG6ZuWU5DSjUoICaEC6KpMCe3x5yYbjSErIMQ24Jpx2vysvjDDx9S5nEiCF6/jxFtu/PmxCtJOsoDX+09R2LvObJRxko5/W7yPrnbiMEKxhJDwogpmOwJVYt8pXkRRlL4yg80ikwaTTRoF5XmsKB9XBLTTruejvFtiLfYSLTaiTFbmNx1IHcPO4WUmDgsJhN2s5VL+hzH/866GUsLuwMag92lBxoUe2Q1mRmW0aUJJaqJiJB+ydOILbbuOlss6Re2TAxOnqOUy757i/0VJZR7jBglp8/Lsv07+cO8D1pEpubGnbudwjkvUfj9i7j3bW2yeZJPup6E4ecjtjgQ45YhMQnEdOxP21oBxnH9T0asoZVL5fMYMUIaTTOhLTiaw4ahGV1YevF9rMnP5oCznIGpHegQnwzA7UMmUu51E2u2HlGp4fXRIymdeIuN8nqUHMGw3Dw3/qJmP/6k0ZeC30fe1HvwO0tB+bGkdaPdda8fdGbOofLfzUvxhOjC7fb7WJ2XxZai/fRt0zqzu5Tfz/73bqZ0yUdVy/I/+yuJx1/a4FYR0SAmEx1u/hDnzhWULP0U5XGSMOQM4gadVmeu5Ik3Ufjd/9XNMLPaiRswEVu75nGtajTQCAqOiHQBPgDaYyTAvqmUeuFQx9UcnYhISAuFiJBgjWkBiZqWs3sM5qFlX4dcZzWZaRubSJnHxfCMLtw17BSGZ3RtZgkNksb+jsTRl+HJ24FYbFjTWkaOSpbu34XLFzpeyyzCuvycVqvgFM15kdJfPqmjRJQu+wxbx4GknnlPk8xr7zECe486xWJrYElqS+f7f2DvyxfjLclFTBaUx0ncsWfQ4cb3m0QujSYcjWHB8QJ3K6VWiUgisFJE5iilNjXC2BrNEc+e8mKeW/U93+zagE/5GN2+J/cNP43B6Z2Itdj47+Tfc+X37+Dz+yn3uomz2DCJ8OGp1zGyXfeWFr8KMZkOmyfwtrGJCFIn0wwMZTjVHt8CUoVGKYVjy09GSrWjhPjBp5E4+vKDDvw9MPPpuvEwgHJXUDj7GVLOuLtFG7fauw2j+9NbcWWuxleSi63LYKwpR06Fbr+rgoLpD1O84D/4K4qxtu1B6nn/IGnslboh7hFGo/eiEpEZwMtKqTnhttG9qDRHC/sqSpg8/QWK3Q58qrrCX6zFyseT/1ClwDi8bmbu2kBmaQFdElJoG5vImvxs4gLZYp0S2kQ13/6KEqZtXcHOknz6tmnHpX1GHFY3+8Zi+f5d/O77t2tkn1WSbItlzeUPYD0MYrSU38++N6+hbPUMQylRComJxxSbTNcHF2NNa1g8lfJ52foHO3WqX1YiJnq/WYapFVo7mwPl87L70XG4szfUsJCJLY6UM+4h/YKHWlA6TTiapdmmiHQHFgKDlFIltdbdCNwI0LVr1+MyM1umIZ1G05zc//P/mLp1Ras4MCUAACAASURBVHVV5iD6p7Rn7vl31lhW6nZy+XdvsaUoF6fXg8VkRgT+OPgk/jzs1Ihzzd61gdsWTkMphcvvxW62YBLh3UnXNFtaeXPy0NKv+WTLchxeNwrDpWcxmXh30jWMP0yOt2TxR+x//5a6qdMmM/beY+n6t/kNGk8pxfZb04yeWCEQeyK9XyvUloaDpHT55+x76w8oV91mqmK10/PfuzEnpLWAZJpIhFNwGi0aTUQSgC+AO2srNwBKqTeVUiOUUiMyMo6u/jWao5dvMteHVG4AdhTnkecorbHsnp8+Z9OBvVR43fhRuP1eXD4vr21YyNysX8POk+8o47aF03D6PLgCqfZOn5cKr4ffz/uAck/L1qtpCv51/Dm8d8o1nNFtEMMyunBN/9HMO/+uw0a5ASj8/vnQdWH8Plw7l+MpzGnQeCJC8qRbQmYqidVOm5Nv0srNIVCy5JOQyg0AZquuxnyE0ShZVCJixVBuPlJK/a8xxtRoWgO+MM01wbhZeYLWFzrLmZO1uaqxaDAOr4eX183nlC6ha/98sX0VYd0WwKxdG7i4T+vr/jy2Qy/GduhV/4ZNgFIqEGeyH1unQSHdTZG6i4vFhq94f4PjU9LO+wfObUtw7lxRpTxJTAIx3YaSdsG/GnYQ9aB8XsrXf4tn/zYsaV1JGHo2YrE16hyHFWEeRgIra7Yr0Rz2NEYWlQBvA78qpf7v0EXSaFoPJ3Xqy6xdG2oUKqwk3Z5Ah7ikqv/3lBdjM5vDVnPOLCkIO8/u0gM4w2QVVXjd7CkvaqDkmki4dq9lz0sX4S3Zb2QKeV3EDZpMh5s+rFH4LqbTICrCKDnK68KS1o3y9d/h3LEcc3wqCaMuwpLUNuLcJmsMne+bh+PXHyhd/j9QfhJGTCFu4KRGTRF35Wwi++lT8bvKUR4XYo1BzBY63T2L2J6jGm2ew4nEkRdRsemH0FYcr4e4YyK7iTWHF41hwRkHXAWsF5HK7od/U0rNaoSxNZojmruHncoP2b/VKeZnN1t5aNTZNdwJ7eOT8PjCPyF2SkgJu65/SnviLLaQRQPjrTH0Sm56t3Cxy8GMnWvZVZJPr+S2nNdzSKtM7feV5pP1xMlVcTCVqmvF+u/Y8/JFdL7n26ptU8/5K46tP9fJehKrnbih55D12Al4C3NQ7nLEYidv2r1kXPE8bSbcEFEGESFu4CTiBk5q1GOrRHk9ZD81CV9JbvUynxHrlPPMafT8v92YYhOD1nlRPi+mI7yCdMLIizjwzRO4c7dD0HdJbHEkn3Q9ljbtW1A6TUM5ZHVfKfWTUkqUUscqpYYGXlq50WiAPm3a8uWZNzM8owsWkwmbyUy3xFReOekyzuw+qMa2afYExnfsHTL7J9Zi5ZbB4dsinN9zKOYwsReVFaGbkp/2bGPkp0/wyPKZvLnxJ/617BtGTHuc5ft3Nem8LUHR/P+gfHUVSeV14fjtJ9x7Nlcti+t/EhmXP4dY7Yg9wWiAaY0ldsDJeAsy8eRuN6wFSqE8DpTHSd7Hd+Hc2bJZpmWrv6rRJTwY5fdRsuRjADwFWeS8dBFbb0xg202J7Lx/AGWrZjSnqI2KyRpDl7//RNKYK4w4J7MVc2IG6VMeIeN32kFxpNHoaeLRoNPENUcjJW4nXr+PlJi4sIGghc5ypsx6gz3lRZR73ZjFhNVk4sp+x9ex+NRmVd5urvr+XXx+Py6/F5vJQqzFytTTr6d/StM9eRa5Khj16ZMhrUdxFhtrLvs7ca3IkpP9zGQqNs4LuU7sCbS76mWSxl1VY7mvopjyNV/jd5YR2+9ExGQm8x/HoTwhlAgxkTjqEjrc8lHddc1EwVePUfDlP8PGpCRPvIW08x4k84Fj8ZUdqLGd2GJpe81rJNc6By2Bp2A3hd+/iOPXHzElpNLm5JtIOG5KVK485fOi3A5DMdWB24c14bKodKsGjSYC+ypK+M+GRXyf9Ss2k5mLex/HVf2PJ/4gbtjRNIBMsccz9/w7mZ+zhYV7tpJojeG8nkPp0yZyXAbA8IyurLrs78zZvYnssiJ6JKUxsUv/Q6oH4/R62FCwB4vJxOC0TiHbRHy4+Re8YYIvK7xuxnz+NP878+ZmcZM1B+bEthjNM0I9HJowxdd1JZrjkkkae2XV/2VrZiIWW2gFR/lx7WnZOqmW1M6ILS5surQ1vTuF3/0bn6O0jhKk3A7yPrmbpNGXI+aWu8U4diwj+6lTUV43BCxuzu1LiVv8ER1v+xyp53shZgsS5IbTHHloBUejCcOO4jzO+eZVHF53VWbTs6u/5+Mty/jmnD81Wcdqs8nEpC79mdSlf4P3jTFbOLvHsWHXZ5cV8s6mxSzP3UXb2ESu7j+aEzv2CfmE+uaGRTy3ek7VOpvJwpNjL6hyrZW6ndy16DO+z9qEP4IluMBZzoWz3uCXi+/Dbmm+TuiRUErhK81HrDGYY5Pq3yGI5Ak3ULb6q5Dp3yJEFYhqzeiO8tUtUlg5iK1dnwbJ1NgkjriQ3A9vD7NWSBp3FbsfHQfe0OUHlNeNK3s99m7Dmk7ICCil2PvqZXUUNOUqp2LTPMqWf07i8Ze2iGya5kMrOBpNGO79+X+UuJ012gE4fV6yy4p4ed2P/G3EGS0oXV2yywqZumU5OeVFDEnvzJRew/EpP5sO7CXZZqfU7eKaue/h8fuqGlUu2rON83sO5amxF9RQcj76bSnPrPoeR42bsIs7Fk4j1R7H6PY9uXrOu6zNz46o3FTi8LqZmbmBC3sZNzzl91G+7ltcmaswx6eRMOpilKuMspXTUV43cYNOwd69adLaS5Z9Tv60e/EV70cpP/Zex9Pu6leI6Two4n5+ZxmObYurXEilyz6tVnJMFsRio/3NH0VVRTim0zHY2vfBlb2hTuqxWGNJOe3OMHs2Du7cHXgLMrG27RWyr5jJnkDH279gzwtTQPkNS5MlBjGZaH/DB1iS29XjtlEYVq6WwbV7Db7S/JDrlKuconmvagXnKEDH4GgOe/zKzzubFvPGhkXsd5SQEZvIjceM5/qB45uss3ahq4Ljpj4WsiYNGCneay5/oEnmPhg+/m0ZDy79CqUUbr+PWIsVb6DGjt1sxev34fJ5Q6arx1msvBNU/dev/Ayf+jj5ztAFz0a1685Do87mollv1FKAIvP7AWN5ePS5eA5kk/3EBLyl+ShnKVjs4POAyQRiAr8PsdiI7TOOjndMb9TMnJLFH7P/vZvqZjXZE+n28CpsbXvW2UcpxYGZT3Pgq0erXC5+v4/kE67Fs38b3sI92HuOIvX0P2PrGL3VzZOfSdZjJ+JzFBvnwWxDTCbSLvhXkzXM9BbuYc8rl+LKXG24yLwu7L3H0vHWTzAnptfdviSXkkXv4sregK1dX5JO+n1V3Z68zx+k8NvnQlpxzInp9HxhT71uoKaiYtM89rx0cdiKz9YO/enxxMZmlkrTVOgYHM0Ry12LPmPWrg1VN9P9FSU8u2oOa/Kyee3k3zXJnA6PG5OYgPCxJQfLtqJcvti+mmK3g9HtenB6t2OwHUKswo7iPP6x9Ksa3bWDezR56ilOVuH18P7mJVUKTr6jnNJanaqDWZufzYrcTHwNeDiymSy0DcQz7HnhAjwFu6stF97AXEEp8srtxbFlEXlT76Xd1S9FPU8klN9P3tR7wjaqLJjxCAlDz8axZRGmuBSSxvwOW/s+FC98hwNfPYpyV9RQD0sWvkuHWz4iYdi5ByWPNb0bPZ7ZStmq6Ti2/Iw5MYOksVdgzehxkEcYGeX1sPuxE/AeyAa/tyr+x7FlEVlPTqLbo2vqWGUsSW1JPeu+kOOlnnYHJYveMSwlQbWbxBZLxpUvtZhyA2DrfCwqjPsMk4W4fuEzEjWtB63gaA5rNhfuY+auDThrWQocPg9zs35lQ0EOg9Iav1Nxu7gk4iy2OvNWMjyjYU0SK3l65Xe8uXERXr8fr/LzxbZVPLZiNtPPuoUO8ckHNeaHvy2tstYcLHmOamtNrMUa0e0Ua7GRYI2hIYklIjCl93BcWetx790cVUVY5XFS8tN7ZFz2TKNYcTy52/CHK8Pv91H684eULv4QlAIxUTjraVLOuIfihe+EVYryv/jHQSs4YFQzThx1CYmjLjnoMaKlbPVX+MoKaigjAPg8ePJ3UbFpHvHHnBL1eObEdLr9awV50/5C2fIvUF43ti6Dybj4CeKPPb2RpW8YlqQMEo+/lNKln9YJ5BaLjZTT/9xCkmmak6ax72s0jcT3uzeFtUC4fF5mZx68mbnQWc6+ihJCuWnNJhN3DzuF2BBBsbFmK/cMm9zg+RbkbOE/m37C6fNW9acq97rZV1HCLfM/bvgBBNhVUhC231U0mEVItMZQ4jYsKYk2O8e364EpRAyFkUk2nMldB+IOUzm59th2s5V/jTqbjvHJuHO3NTizxleaW/9GUSBma/2l+Cs/C8qP8jgpnP0cvpL9Yfdw52zC7yileNG7FHz9BGWrZqCiOC8tgeO3hYYrLATKXY5z+9IGj2lp04EON31I7/+U0+cdN90fWd3iyk0l7a59nYSRFyGWGEyxyYg9EXNSOzrd9TW29i0bxK1pHrQF5yjD4/eRXVZIvCWGtnGHfwqkz+8PqYAAKFTEXk/hWJ+fw32L/8evhfswiZBmj+cfI8+qk310df/RVHjd/HvNPEwiKKWItdh4ZtwURrTr1uB5X1jzQw3XUSU+5WdDQQ6ZpQV0S2x4p+JjUjuwIGdr2BYP9eFTiiX7dnLc1Md4dcLlnNp1IE+OvYCzv36ZiqAMMrvZQvu4ZO4cMonkmFjsFmvI46kk1mLlrG6DuWnQiQxINerwWNO7oxrQz8fldXPbiu+5cfhkhmfUDYZtCJb07ljadMSTuz3qfYyn//CmKrHa2H5HRxAxaqbExGOyJ9Ll/h8Ou5uoKSENzFYj3qkWYrFjij04CyIYlZUbZNJrBsRio8ON7+G95Emcu1Zijk/B3mt0o7az0Bze6CDjowSlFG9t/Inn187D4/fj9fsZkNqeZ8ddVHXzaWn5cgOdtdvGJlbFAqzJy+Lib98MeSONs9j4ePIfGqRsbC3K5azAjTsYu9nKs+Mv5PyeQ+vs4/B62HRgD9uL81iYs5XMsgMkWGLY7yihwFlOj6Q0/nTsyYxs2535OVvw+H2M69CryuWklOLBX77ivc1LwsqVZLXz1qSrDqpx5N7yYk744tmw7rRgTCKYRAzFMcT6WLOVH6f8mc4JKeRWlPL2pp+ZnbkBa6AG0JX9j69qvzD2s6fYXVYYdi6LmBjToSefnHZ91TKlFJkPDMG951dQfvzAjrh0ujgKiVE1FR+XmJnftj9P9z8Lu9nC42PP5+LeB5dZpbxunJmrce1aSe7Uv0Co+jNhkJh4lMdV17VjthoWn9rLRbCkdqXHM9sOq5upe/82Mh8YGrL2jljt9Hhmu25FoDkiCRdkrBWco4SX183nhbXz6igKCdYY5p1/F50S2rSQZLBoz1b+vmQG2WVGQ8iO8ck8NuY8TurUF4Crvn+HJft21GgmGWO2cFxGN6adfn2Dqoze8uPHzMxcHzLGpF1cEisu+WvI8V5e+yMvrP0hbCaSRUwoDAVBofAqPxf2GsYTYy7g4y3LeHj5zIjWjhizhUUX3kvHg4zDuXX+x3y1c13EbeIsNka2686UnkP5y8//wxXC4mMzmbnhmBP464j63QyvrV/Ac6vnRlSs7GYL8y64q4ZlypO3k92PnYjXWcKjPSbwS2pP7to6h3H5W7H5vQjgNFvJjk3lriGX4Qh0r7abLay+7AESGxiPU7TgbfKn3QtBSp0lpTOevO3gV+CPrBjGDpyEe+9m/OUHUIH2BWKLQ6x2/K7ykFlEPmssv5z9IBlDzuS0rgMPqdhiY5L/5b8onP1sUEyRILZY0i96jJTJ4ereaDSHNzqL6ijG4fXw4trQ7hGX18PrGxbyyOiDD5Q8FJbu28l1cz+ocZPcVVrAH+Z9yAenXsvYDr14e9LVPLPqez7YvBSP34vVZOZ3/UZx3/DTGlxCfeGerWEDaItdDnLKi+hcq6nltqJcnl/7Q8QbeWUMTFnQze7L7WtoH5fMp1tXRFRurCYzo9v1OGjlBmBHceiaHwCC0CspnduGTuS8Hsfy6baVmMKcN7ffx+bC0N2va3PdgLHMztzI6rzdIa1BAFaThW1FeTUUHGtGD3o+u53pP77LL9k7cCA8PuBs+pTu4+S8zVj9Ppam9mRlSndUkJxmMTE3azMX9KprZQtHybLPyfvozjpBwp7cbYDUE5MDiIm08x4gpssQihe+TekvUxGThcRxV1Gxbjbla2eG3M3j87Bsw4/8UFLBP6w2vjjzJnok1U3DPlT8bidlq77Es3871ozuJBw3BVNMXNjt0y94iLh+4zkw+zk8uTuwdexP6hn3ENt3fKPLptG0NFrBOQr4tXBv2EaMHuVnXtbmFlNwHlk+M6Ti4PR5eGT5LGafexs2s4W/jzyT+487nRKPk0RrDJagJ+KNBXt4Y8MifivaR7fENG44Zjwj23UPOZ8lgstAKRXySXva1hVhWxFEwuHz8ObGRZR7wqSrBki2xfLwIZ7/SK0j4q02nho3hePbG+nHneNTwio4VjHRM8qWCnaLlc/PuJFzvnmVjQf2hNzGp/xV6eHBiMXG534LjqD4lq2J7dmaGN5F4lOKsgjp68E4vB4+27qSXu//kYwQGVCh4lBCkTzhhqqU4tTT/0xqUPaNNz+T8g3fhxzLJyb2xyRR7nVR4XVz5ffv8NOF9zZqTyPnrpVkP3MayudBOcuRmHhyP7yNTn+eSWyfsWH3a8ou5BrN4cTh4yDWNBl2syVizRK7pWX0XJ/fz9r8nLDrNxbsqZFBZTaZSImJq6HcfLp1BefNfI3pO9ew8cBeZmdu4Hffvc3La38MOea5PYaEdRd0T0qjXVzdsv37K0oPOkvJ6/fTJiY24jZlHidnfvUSK3N3H9QcAFf0G0VcwJVTG6vJzHFtqwN0x3XoFVYhMptMXNVvdNTz2swWHhx5ZshsM8Fw+w1K6xhy34IQrQ7q47i29cdblXtcnP31yzy5dAap5QUNngOzFbHFkXHt67S75tWwmyWffCNiCv3dcZksrEjtDhjB8PmOMpbnZjZIDOX3U7FpHsUL3qZi84IawfZ+t5PsZ07DX16IcpYZs7jK8DtKyHnuTHyOkgbNpdG0RrSCcxTQP6V92L5JdrOVS3vXcV02CyKEtSQY6yVkqnIlhc5y/rpkOk6fp8rtpDAsJ/9eOy+k2+b2ISfTJiYWi1R/9AUj4+epsVNCzjOqXfewykN9+JWfq/qNwW4O34PJ6fNS7nVz3dz361iKfH7Dwvb4itm8tPZHMktD37DP6XEsx6Z3IjZoHhNGivbzJ1xSQyk0m0z8d/J1IZUSIGorSSXjO/bmmv5jiDVbq65nrMVKsi2WtyddVcdqccBZzj+XfkNmyYGo54gxWRie0YWBqR3q3fbldfPZVVpAmd+Hv6EWE1scaec+QO/Xi0iZcEPkTdv2pO21ryNWO1gMhbHCZKXUEsP9gy/CLzV/XjNLole2XNkb2HF3N3JevJDcj+4k59/nsvMvfXDv3wZA2YovUGHcnsrvp/SXT6Keqz58ZQUcmPkUux+fQM7z5xl9uA6x7lK0KL8PT8Fuo36PRtNAtIvqKMAkJp4bfxHXz/sQp89TFS8RY7bQJSGFq/pH/8Te2HJN7NyPuVmba/R7AiNu5KROfSK2YpiZuSGsguTz+/l820r+ctxpNZZnxCby3bl38PzaeczYsRaP38fYDj35y/DJDEwNbWm4oNdQHlsxu4FHZwQen9JlAHcOncia/CxW5GZGrIDs9nv5ae92JgSCqw84y5ky6w32lhdR7nVjNZl5fu08bhl0IvcMr1mHx2oy88lp1/PJb8t5f/MSit0OjmvbjduPPZljQlhQ4iwx+EPcpJw+L1fNeZeVl/6thlJUHw+MPJNzexzLJ1uWk+8sY0z7nlzU+7gairVSiqdWfser6xeEDNSuxCIm/EpVbWNCGN+hF6/WU7V6ZW4m//1tGdN3rDEsf2Li57TejM/fiiXCfMEIED/07Kir8CaPu5K4gSdT8vOHLN60kJlemNu2P05zXYW4S6IR27WjOJ/nVs/hh+zNCMLkrgO5e9gpdElMBcDvqiDryYn4a93UvfnlZD1xMj2f3YF7/7aQnb7BqGnj3vNrVPLXh3vvb+x+dDzK7ajKvqr49Ufi+k+g4x1fNmq1Yr+rgtJl03BsXYI5qR1isVI09xWjgrTfi73HCNpd9yYxHQc02pya1o1WcI4STurUly/OvIn/Wz2X5bmZxFlsXNp3BDcPOpE468FZJxqDB0eexS/7dlLhdVW50UwI8dYYHhp1dsR9i1wO3L7QsTFe5afAGdoF0jYukcfHnM/jY86PSsZ4awy3Dj6Jp1d9F/Y2aRETNrOlSoGJs9hItyfwxNjzsZktfDT59yzZt4M7Fk5jb0Vo94FfKfIqqgux/WnBVHaV5Fe5xyrddW9sXMTwtt2Y2Llfjf2tJjNXDxjN1QPqV1g/+m0p4Z7BXT4vC3K2hu1m7vX7mJu1uUqR6JmUzjGpHRndoSdPjL0g7JxvbFjEmxsXRVRuzEgN5QYMS9/aghwcXk9Y19o/l37NR1uW4fLWzHJ7sc8pHFucTYLXia0+N6PJgq1Df+zdog9iBrCmdCLt7PtZktqPb34LXSwvJSaO49v1YEvRfs795lUqvO4qq+OXO1bzfdYmZp1zG92T0owmnqHitgId0EuWTcOa3g2JSQip5IgtDmvb3lHJrrxufBVFmONSkBAWvb2vX4G/orC6ACKBjty/zqfk5w9IPuG6qOapD/e+LWQ9dgJ+t9M4JjHVCQB3bl1C1iPj6PbYOqypnaMaV/n9VGz4jvJ134IlhqTRlzZZE1fN4YdWcI4ijk3vzHunXtvSYtSgZ3I63513O/+3Zi7f794ECk7tOoA/Dzul3qJ3Q9M7YzdbKA9hFYm32BjVvvF6+gxO70S8NYayEDcekwgXBar7fr5tFS6fl7O6D+KcHkOq3EAiwtgOvbi493G8vmFRyKJ8CkXflHYA7KsoYem+nSFjfxxeD6+tX1BHwWkIO0ryw1aI9vr95JQXhVzn8Hq45Ns3+a1wfw1rlCBYTSam9BrGk2MvqGP98fi8vLTux7DNS8GIFbOazJTWOsc+pShxO3hz46KQHdx/3rONj7YsC5mpVmSL55m+p/Pwxi9r9bcWQEFMPOL3gcmMNaMHne76OqRsrqx1lK2ZCUoRP+TMOkpQobOcadtWhj226waOQ0R46JevKfe4aqh4PqUoc7t4bMUs/jPxKlyZq8NaZ/C5yfvvHXR7ZHX4wnoiJI29IqwsAH5XOXlT76X4pw+qgqTtfcbR8eb/YkkxLH6evJ2492yuodxUotzlFM15qVEUHKUUOf8+13BDBVWSDrElfncFhbOfo+0V/653XJ+jhOwnTq62domJ4h9eI2H4+bS/8f3DqkaRpmnQCo6mxemamMrzJzS8F8/YDj3pEN+mhpUDjFuXSQQzgsPrJvYg42eCGd+hFzaTBair4NhMFq4dMIZBaZ2Y3HVgxHGu6j+atzb9jLvW77dFTPRMymBIuvFkmlNWhM1sCVmrBmB1XhYXz36TEzv24Yp+o0i1xzfoeCrdIaEQoFeYlObn18xjQ63gbzCUM7ffx4wda0mJiePvI88EDFfhGxsX8cq6+RS7IxfXM4kprEXO7ffx9c51IRWcd39dEjEN/5TcTVjrWI0UmC3E9R5D/LBzsXcdgr3PuDrxQsrvY+/rV1K+5huU1w0oDnzzBPGDT6fDrZ9UtZ1YtGcbVjHjIvT1Wrx3O9cNGMPifTtC2q/8KOZk/YpSCktKZ8RqR4WJhfI7yyia9xqd7vqKnH+fY9T3cVcgtlgQEx3/9Bnm+JSQ+wI4diwn59/n4C/NN85DAOdvC9jx5250vGM6CUPPwldWgFisIQsDAkaTzUbAtXMF3qI9IRWpupN6KFvzdVQKTu6Ht+HaswkqFXFlnKeyVdMpXvAWbU6+8RAl1xzuaBVWc8RiEhOfnXEDQzI6YzdbSbDEVAUle/x+7l/yJUM+eZRZu9Yf9By5FaXM2rWBhXu28cbJV5BgjcEeuKlV9lm6Y8hEBqV1YmXubi6e/Sbd3/8bvT94kNsWTGVPWU1LSIf4ZN475RqSbHYSrDHEmq3EWWz0bdOOD0+tfhrunNAmYusFp8/Dkn07eGHtPMZ/8QybC/c16Ljm7N4Udp3D52FvRWgLznu/Lo7YndzhMzqTVyocd//8Of9ePbde5QYMF1y4cgZAnTgtMFwQWfvDt14QpbCEc035vDgzV5Nyyh+J7Ts+ZAp34axnDOXGXWFULPb7jJvk6hlkPTMZV9b6gGygJPwNWqHwKxW27QiA32+sSxx9OcoToVu930vJzx8Q1+9Eej6XSfolT5I88RbSLnyMns/tJH7waWF3zZ/+MFmPn4i/NA9CqVrKz96XL6boh9cpWfYZ/lAp9gAixPQYGV7GBuAp2A0NiOURS/iSCJX4XeWULf+8WrkJQrkrKPz2uQbJqDky0RYczRFNRmwiM866le3Fedy56NMq64LT54HAffiOhZ/SPSk9qgycSrx+H39bMp0vtq3GajZ+fJWCB0eeSaGrglV5u+kYn8wV/Y5nYGoHft67nWvnvIcjYO734uernWuZn7OF78+7o0an8LEderHmsgeYn7OFPEcZA1LbMyy9S40bbLu4JMa078nPe7dHVCicPi9On5ebf/yI+VPurlquvB78jmJMcW3qNLdcmLOVzNLIGUz3LZ7OSZ36kRFUw0YpFdIdWBsRE9llhZhE+Gbn+qhaSACk2+OrGn7Wxmoyc36nvpStnI7fVYa99xisGT3Z++ql9C6tYHPbgfhC3CQtyk+vsgjNOutpjFn43fMhO4nj9+HcvIDdj4whYcRFjL3ibXz/hAAAIABJREFURTy+0IpUnMXGeT2H4lk1ne5luexICF1n6Li2XRERSn5+H8xmCDMeUGXdMce3IeWUPxrLAmnlnv3bsKR1JX7waTWuvXPXSgpnPRPypl9jbK+L3A+MMQmTBi/WWNLO+WvEcaLF1r5vvdehel47yeOvqXc7X2m+EccTBm9RdMUsNUc2WsHRtAriLDY2HdgbUhlw+728vn4BL550WdTjPbHiW77cvgaX31vDTfSvZd/w4omXUuJ2sCpvN6+um8/V/Udz/+Ivq5SbSnxKUep28sLaH3iyVvCtzWyp15310omXcuHsN8kpK6Tc666MGglJTlkRvxXup09cAnnT7qPkp/fB70MsNpJP+SPp5/+zKoj0v7/9EtU5+GTe20zZ/B3K5yFx1CXYj4/u/Dm9bhbmbCXPUYq/AfWD9laUYBUzgtSw1pgQJudvZcrPL7HXZDbiM/xeYroNw7l7LReZbHyb0R8fNRUcq8/LscXZdHaGtkYhJuIGh29Jofw+fKV5EWVWbgdlK74gvedIrj9mHO/+uriGuyxB+TmjNJuTslez972buDW5M38fNAVXrbIBdhH+PuJMlNdN4exnIxciFCG230k1Frn3bSH76cn4KorA50XMFsQWS6e7Z2HvNgyAoh9eD+v2CkuwFTEmHpPJDErR9g9vY+/ROOUlYroMxtZxIK7da+r29QpCLDFYUjrTZuIt9Y5pTmpL+G+L0fRV0/rRCo6mVbCtOBebyYIrxJOgTynWFYQvKFgbh9fNB5t/qaOwgOGCuWn+R1jEhNvvQxC+3b0Jd5gnUK/yM2vX+hoKjtvnZVbmBr7Ythqf8nNOj2M5v+eQOrFCKfZ4Zp7zR2ZnbmRz4V6mblnBAVdol4HFZKagooTYl6fgylyD8ho3MuV1UfT9C7j3/kan2z4HYHuEtg6VuHxedq2dTcXWuQA4ty9DzXwajrmo3n0V8NSq73D5vBFdMlYx41W+Grchj/JhNZlItMZS5HZgQrgyzs7Vi2eBx1FjW+f2paD8dKKCf22cziMDz0UBfgQlQr/SfTy0aUbY+cUWR/oFD4VfbzJjik/FXx7Z2qUCga9/fXY7nePb8MLaH4gryOR3u39hQt5mzJYYDqz6BJSf4UW7eXjjdF7sfQq5dsM61sFRxL0V+xjRrhvu3B31dlsXa2wNuZXPS9YTE/GV7KuKY1EewFlK9lOn0vP/dmGyJ+AtyKq/NUXYOe0kDD+fpDGXEztgIqYIlbMPhk53TifryUl4C3NQHidijUF5vdg69MWTvxOTLY6kE64l9az7MYWojF0bky2WpPHXULLovTpKndjiST37/kaVX3N4ohUcTasgIzYRrwp/Y2gfokJxOHaXFmIymapcXLXxK4U7MJdC1euCCa4iXeFxc+HsN9henFeVhbQidxcvr/uRr8/+Y1WwsNvn5YkV3/LRlmWoQNp029hEityOkL20XD4PPfZtoix7Q5VyU4lyO6hY/y2u7A3EdB5El4QUfivaH1HmGJ+HbiX7AscI+8QMFcW08XspCuO2CD4/ker9gGFxc/m8IZ+xPYGmmFuvegSLmNj3yiWUe0NYHoJu1qMKd/HF4ldYntqdEkss/cr20bM8jCJntmLvOYp2V7+MrYORiVbmcZHnKKVtbGKNVPQ2p95O4aynqppshsNbmP3/7J13mFTV+cc/5947dXvvbIGldwFpCgjYUBQ7amKJGjX2GqMmJiYaTdTYu8YuKnYRAQGlSq9LX5Zle2/Tb/n9McvC7s7M7lJE89vP8/AoM3fOOXdmmPve97zv94taW8z0im1M3P0t7oK1B7eC2mxxjawt4O3Vr1Gr2EFArM+JEpvhX5o9CiPU90lSSLvzGyw9hrQ85NjwNbqnKXC3k+alYeUHRE+8Fmuv0bh2Lul6Fgf/lphQzIQNbl/kfTRQolPIemQLzm0L8exbjxwWS/iI85HDQpsAG7oOQgSsn0q45Al85Xtw7VrmLxCXZIQQRJ9yPRGjZ7Y6Vmuqof7HN3DtXoYSnUrUhGtaMl/d/HrpDnC6aUWj182ioh04VC+jkrLo2UlfouNN35hk0sNi2F1f0e6iaVfM/K7/uE6N49VUVpXvxRWqyLMLyEIwOf2gnszTGxeys668VabJqfoocdTzl5++4tYhp1DuauTFzYtZWVbQKngqddQHzIhYZIXTewxAyvs+uPibplG/cQ7bhYUBcaksKdkdtEMLw8AjKTydO4Ul8bnsDU+gzmTHALziyIXdrLJCv5hktlSXoAXJKNR6nGysKmJUUhaegrWd6rAxGxrjqoMXHAPIsRlk/2NzSxagyefhT8s/45t9W1CEhGronJM9hL+PPge7yUzcWX/Es3c1jryFEKSbCABdY++d2f5i2U7UHAkgVj0Y+JhT/OJ1kjUSS8aQ5nNu22pnIXb6Ay3eWAfwFG0J/rl7HHgKNwIQPen31M7tuPsoILK5JRg8VghJImzAFMIGTOnwWOeOJVR99Efc+atAkgkfdjYJFz+OKeGgNIRktpJ+91zcBetwbl2AUCyEDz8HU0JWq7HcBesoemyy39PL6wJJpmHpW8Scfifx5/31aJ9mNz8jIlQK+VgxYsQIY82aNT/7vN2EZtbONdy/8gsUSUIzdHTD4KTUXF6ceGlQWf9fErvqKpjxzYt4dBWX6kMgsCoK5/cczqNjzu3Q6LDEUc+537xIvcfZqWLatkiIdiJ24SYL306/mezIeAoba5j8+VMhW5qBkLU2Fknxt8BLEobhb81OsUeSHBZFWuVuzlz9Lj2b2teN6LKZN3pO4MseJyIAh89f06OFqFMA/IHFERpEmiUZm2Kmwesm3GThin6juXnwJEZ+9GjQomKAXlEJLD7vTvb99UQ8e0P9XoR6x9ogKdj7TSL+/IexZI9g2lfPsb22vFXHmkVSGByfxqdnXo8QAsMwcO9dTcVbN+HZt67zc3WB9AeW4ilYT/WnD6Kr3uaszyHnZbZjTswh7favMMUd9BVr2vANZa9c4RfjC4AwWYk998/ETbsXANfOpRQ/cx66zwMeRxfORdDjb2uxHpI5Ol44ti6g5OlzW2fVhIRkiyLz4XWt3p+OMHSdvXdmoda238IWZjvp98zD1mvM0Vh2N8cQIcRawzDaFYV1t4l3A8Dq8gIeWPkFbs1Hk8+DS/Xh0VSWlOziTys+P97L6xS50Yksu+Ae7h1+GpPT+3Jhr+G8f+rvOhXcAFy38B3KnQ2HFdxYZIWzsweTExmPIkkoQmJMcg6fT7uBzIhY7l46m0mfPdlhcAOhLzkeXeXs7ME8e/LFjE3O8YukOepYVV7A57rMH4Zexuep7ZV4fYbOougsmnweGn0edAxkSSLFHklmeCzxwXR0job7taHzYe02lnmLWD14NPcOO5Uwk4XrB54c8mX7m2opaaojZuotCEuA9QkJOTIZKTwOJAVhjeBQKb+A6CrOrfPZ/89T+H7lx+ypr2zXju/RVbbWlLaYYwohsOWMIuUPszoc/nAIO+E8vIUbqfroXnRn3SFbWv5vghyVgjB0fJV7Kbi3L4WPTMBbvhvntsWUvnBx0ODmAFHjftvy/7be4+n5n2Kixl0etEMqIEJQ/kZob66fA8MwqHjrxvZbhoaO7m6k+ouHuzSea9cyNFd94Ll8LuoWBDdb7eaXT/cWVTcAPLtpUcCiWo+m8uXejfxl1DSiLfbjsLKuEWWxcc2A8VwzYDz7G2t4fvMP3PTDh1hkhYtzR3BlvzEB5f7z6yvZXlsedMvkABL+/f62xylC4i+jziLRHkGD141JklqKhl/Y/AOf528IWADdVQQCh8/DbUs+bqctYyDwyiZeypnE6Op8kj1+SwiXZGJu8gBKba3rGby6RoPXzZyzb2LSZ4e5ddEBsq7Tv7EUy4aPcQOl677EljuWtNu+5KbBE3l648Kg74skBF5dI2L0TJrWf4Vj0xwMjwOfkFgbn0u9pNDbXUt2UxXIJr+9gSRBB0W64C8Mnrf0fRzxge0oXKqXJcW7GJWU1fKYWrsfYYnAcB89p245KpmUG94n/7a0wO3ogNZQAYfUl7l3Lafwb2MwxWeFrA0SJhtJV7+KEt1GHkFWaFrzGeida98HwNDxlmzDU7wVS9qAzr/uKKPWFgfMtgCgqzSt/RyufrXT42n1pQSNWg0DX3XXHOC7+WXRHeB0A0BeTXBdCLMks6+x5lcR4Bwgr6aE8+a8jFv1tagcP7VhAR/tXsvXZ/2BiDbu6kVNdZhlucOCYR2DKJMVj6aiNEu9W2UTr0/+LYl2f11HW4PJlzb/GDB4PBysisLCoh0hx1Mlic/ShnHt3h+ptETyXsaJzEkZHPBYwzD47/aVAUX0ukqsxY5bU1sKjG2Gjt3n5I/bDtofGJ4mXDuXUvv980RPup7bfTWE532PKgTfJ/ZnWXyvFhfuMMVCj4gYhJBIufEDnFvn893S9/mTKR5d1zAQ6ELQp7GUv2/5jHCta5k3k6seGRFwm06RZCxttmWV6NRO1dd0GtlExMgLUGsKQxf+ti2eb1bk9exbH2JwQY+//IQlvX0worsa0DroDAs4oqzgK999XAOcjmuxuvY9NqcNCN6aLpuOWit8N8eH7gCnG8DfhVQWxATSq2skWMN/5hUdGXcs+aSdb5RbUylqquXlLT+2c+POiozrdIYlMyKW/5x8Edtqyoi3hTM6KTuo67lL9XVKxbczWCWFrIg49jaEbvPWhcTHGaP4OGNUh2M6NR9LS3YdcXgzKa03L028jLWVhXy0aw2NHgdDfnyZyaWbsbXJFBheJ7Xf/Yf6RS9zak1Ry5bMiJoC8sMTuHPIxSgmG/ePOAOpOdgRQlDZ4wTuDVvi3+Y7ZHtlW0Qqf+1/Dv/a/HGX1jyhZi+zMseiBcj4SEIwLWtgq8fMSb0wp/XHU9C1OpzWHlgHEYqFmNNuR5gsnRa6axmzo04oScaUFNhwUzLb/LVFXZrR345+aBHv8UCJTUeOSkatKmj/pJAJH3p2l8azpA3A0mMo7r1r2gWvQjYRPeWmI1htN8eb7hqcbgC4ZsB47AEKiWUhGBiXSmp46HbNXxJlzgZ21QVWr/VoKrN2tTdF7BERy/CEHigh1E/Bn80am5JD7+gkzskZwriUnkGDG/BnXMzykXceAURabPSLScZ9FLa6DmVXfWgxu0MvzrKuEaZ6uGr/KmaUbOSW1GzWXPQn3jn1asLMFk5Oy+W5iTN5bfgUzq7c1i64OYBWV4Kvcm+rFmq77iO3qYJrS9bz2LgZXJjb2vX5ta1L8QXwqvLJCpuj0ii2Nn9HOyn7n6M6Ob/XcOxt9IfsionLeo8i+xA/LsMw8JRsI+6cB5EiEkKq5AZFkpFsUQhLGEp8Fun3zMOUkIUSnYI5tV/XxwuGkLAPmBJUq0YoZsJHnA9yFxoHhIQpqReWjCCZQF2n/sc3KLh/MLtvSmT/IxNxbJl/OKsPvQwhSLz8Gb/vVusnkKxhxJ7zYJfHTLv1cywZgxFmu/+PNQJhjSD1po8xJ+YcpZV3czzozuB0A8CMnCEs3L+N+fu341K9GPjbq8NMFp6fMLPD1/+ScPq8/qAjSDmNK8hWxkuTLuWCOa9Q4qgLWmhskmSu7te5lnPw+2XNzB3JeztXHXENTp3HiUtTkYVopa1zLIm3hjElvR/fbl8Ghsb4yl1cXriCJE8jAKJwGfGjzoaw1jpDki0KI0SHFLpOIKEhi65yUcVWevUc3u659VX727mrx3maOLtkPcPrCjFrPpBNRJ70O7wlW3HvXBJ0emG2E3/ho/xz7HmMTMrihU2LaagvJzEilmuHnc65OQe7hZw7fqTs1av8tTDNSsrWnFH+FuUOarZ0mu8iTTbS750PPg9yWAzmjMGtCt8t2SP9Sr5HiqwgWcJJvPzpkIclXPoUrt0r0BoqMbyOkMcKaziyLZq0WwM3GxiGQemLM3Fs/LZlLNfOJZQ8cx7xFzxCzKk3H965BMGc2g9bnwk4ty5o3l4S2PqdQtJvnj2sgESOiCfzoVW481fjLlyPHB5P2OAzkdpsY3fz66M7wOkG8F+In5swkxVl+czatYYGr5tT0vtwXs9hAYtyf8lkRMQEbXYRCEYlBk6zx1nD+X7GbSwr3cPKsr18v387O+vKscgmdEMn3GTlb6PPJs7Wte26P55wOmsrC9ldV3FYHVoH8OoaxY46pGMU4Aj8QS3NrdEZ4TG8M/Uqoos38/t33wiotWJoKnWLXyF+xkOtHm9a95k/GAhQ32AASBIiSDGwHsToM8UexUaKWv7et6GEf2/6CFnXsRyiiGz4HFgyh+LOXw0BBAKFLYrEy58matxvADi1toDhy1/wq+gaBkVr3+f2Ey6hX5/xnB9mp/bfZ7TbEnLvXePvMAvyMfjPWqBggGIh5fp3KUvohWYY5ETGtwpuGld/QuOK9wIP1GkEUngsYYNOx5zcB+fW+QjFHLRlWolMIOsfm2hY/h61857BV7azfa0PgKQQN/1BYk69tcXqoy2uHT/i2PRtu0DJ8Dqp+viPRI67PKS7eUcYuobucSBZwvHs38T+Ryf6i6ubv1vCZEGt2occlXzYcwBYc0ZizTk6BqLd/DLoDnC6aUEIwdiUnoxN6Xm8l3JE7G+sDWqdIAvBHcMmt3v864LNPLV+AXsbqomx2riy31i+POtGqt0OVpTm886OlWysKuL2Jf46jyv7jeGe4aeidGI7xG4y88rEy7hr2ScsL80PqT3TkaJLUWMNJyblsLR0d4fzdhUDyAqL5PKMPgxKzmVIeh+EENSVbvMXtgIrY3P4OH0E5dZIsh1VXLJ/FSceUuzqzl9N/Q+v07Tp23bBjUsy8XXKYL5LGsBTm2YRESTAMSUG/v5d1W8MP5Ts9GscGQZ/2/oF9kPqJg6EDE2rP8XQVVA9AceRw+Nagpv65e9R8d/rWzqYBJBWupXffvt3bqq+BtOehYzzudsHzCE8kwwO/LAaICmUXfYsf8hbRUHeWr82k2ziz6OmcUEvf5aq+st/BO2g6izCGo45bQBNa2b7z0JA5Qd3ETXxOhIufTKgTIJkCSN60nW4di7FV7ot8LiygjBZgwY3AA3L3sEIYiGCpODY8DWRze93V9BdjVTOuoeG5e9gaCqSLRKhWDDcja2OM3xu1Jr91Mz5FwkX/L3L83Tzv0t3gPM/gEv18kX+Rn4o2UW02cZFuSMYlpBxvJd13Hhh8w9BMxxCiFa1FQDPblzEM5sWtmjUlDsbeXrDQpYU7+bNKb/hsXXfUe5sQDV0vM0X5TfzllPhbOQ/J1/U4XpKHfWc8dVz1HtdHQrrmSUZT4g25xqPk5/K93Y4Z1eRDJ2r9y5hRsl6JCFhBUoGTCbpqlcxxWZQb7bz575nsyUqDb05qCuzRrE2Jos7zYKZbidrP34AZdUsUpsq2m3dOGUTNw67nHJrFB7ZxIcZo7h83wpsbQKFUP5Q41J7cVnvUby3cxU9qwuwBdlqNLwOim0xPDD0UrySwok1+Vy0f3VL27zW3GZs6BpVH9zRLriQ8FtVzChYRv/afV2Wvmk5XkjoQPi7N/OkrrIhOoNH+55JjTmM+5Z/hk02MS17EL6K0OrLncHwuvxbZm0yTfU/vIY5tR/Rk64L+lpfdWHwgSUZIZvwVuQjh8UGtE7Q3U0EDcsNDc3jwFuyHc1Zizm1P7I9quPzUX1+vZ/S7S2Bqt5UHeJ4Dw1L32oJcAzD6JT2VTf/23QrGf/KKWqqZfrXL9Dk8+BUvUgILLLCBb2G80gnBe5+TTh9Xl7PW8YHO1e12EncPnQyYSYLr21dypqKQnbXleMKksEJV8y8d9o1nJDoT93XuB2M/OjRgPUxYYqZS3JH8MGuNQG9lSyywo/n3UVaiAJsp8/Lgyu/YPae9e3qRw5gEjIWRUEWEv8cM4Obf/ww6LHHinu2z2Fi5Q6shwYckoISnUL5LV9y+YK38EhKQOE/ydCRDQOzruITEj2cNTy47SsyXAcF6N7IHMesjFH4ZP89lTAMbt61gDPKNmNIMjbF5Pc7MtuRw+OIGHMZ9t7jcW5biGEYRAw7G2vuOIQQrK3Yx3ffPMkZS18hLEiQsyM8iRtO8AvcKbqGWVd5ZsP75DiqUOIyyXkiH0/JNgr/eiKGJ3ANSpU5DK+kkOoOLAQHIIXFYGiqP6sgKwe7oWSTX4/nkM/RaP4zJ2kgL/U6hbjoZJZfcA8F9+T6C65DoVj8r9a19jo/srnFYT3gS+N6kPNE4PHV+nLy78iCYC32kgyK1f+xayr2/pNJuvqVVto69UvfouKdWwLbRSgWlOgUtIYKhKxgqF4iT/4diZc+6f+7YaAZertMaOPq2ZS9dnVQC4qAS7VHE33a7dTNfwa9qRo5KpnYM+8meuotiBCNAN38+gmmZNydwfmVc8Oi96lyN7UYMOoYuDQfs/esZ0Jab07PPI6aFUHIqyll1q41VLsdjE7KZkbPoZ2q83GpXqZ/8wJ7G6paApLv9uWxcP8ODAwMw8DXQWDgUn3YFRP1Hhd5taWsLt+LIiQCbWY4VC9fF2wOahwpC4nlpXvadfsArCzL5y8/fc322rKQ4oGKkLht2GRyoxKZktEXs6zw7OZFbKspPQaGADA0Po2siHi+2LuxZfxYTxNxnibKLZHYNS9x3iZ/YayuojlqeH/WA3gS+wcdU0egSxK+5ovUnvAEbh52Ge+sepWI5rvvb1MGtwQ3AIYQPNN7Ku9ljuGEun2cWFuArGuMrtqN2d1I7dePUms0hwRCUL/wRaw5J5J2x9eckJjJh3HZKEHeV5+Q2BSVztDaQn5TuJycpkrqTTaWxvUix+sg5vQ7AL9beKgiYbvm5fPUYfxm3wosQYxcsx7fTcPiV/CUbseaMYTIk67EuWUeZW9cg+FufXEWzX9OK8+jf2MZN428inqvi+hTb6Pyw7uDBxmyiYSZTxA++HR8lfmUPHcR6DqGoYOhYckY4q8JCoJaXRg0o9G46uPQatW6Dl5Hy3fFsWUe+x4aRfofF2JO6oUQgohRF1H92UOoPnfrIEuxgq62tHQfGKNhyZs0qD5e7T2VT/esw6OpZITHcNfwUzmvp9/gsmnN7C4FNwgBipnab/7ZIn6o1ZdRNftBPPs3kXzNG50fq4tojlqqPnuIxmVvo3scWNIHEX/B34+ZMWk3nac7wPkVs6+xmm21ZQHdpZ2ql1e3Lv3FBTiPr/2OV7YuxaeraIbBd4VbeWzdd3wx7QZyOjD2fG/HKgoaqltlW3SM4KaRAdAwmPHNi3h1DYtswqP58IXYEgqVAZOEP1vWlp/K9nL5vDc7FA0EkCWJi3qdQErYwbT9SxMv5ZxvXsSl+lrGsMgKmq4fUWbHJpu4b8SZjEvpiVfXmLNvCwC1Jjv3DboAXQgkDKK9Tn6fv5ipFdswPA5GV+zgsxABTtsLpCEkPJLMnORBXFy0BhWBM0hLcrUlnHmJ/ZmX2A+bpiLn6jy2+WP6NZZRZonkjezxLI3PRUdieP1+bv/kz4yb+RhzmxoYZ4+nT1MZbaugVCFTYw7jkS2zWzJSUaqb80rWo0UkEDXpegBMSbkI2YxBYJ0is+ZjQVJ/plRsI9NZ3W6rypSUS+FfTkBrrERICo0rP6B+6X/9xcru4BdnEzrJnnrGVO3EIit+0cZg32HFSsJF/yRy9Ey0piqsvcbS85kyHFvnozdVYekxDHNaf3ZfH43hDf7voPa7J5Ft0Uj2aMIGn4HULNqpO2sPup4HpM1vi66i1ZWw708DUWLTSbz8GcKHTqPHgysoe+1KXNt/BMUMmg9Tcm//FlObr6xL9XKdS6d89xp8uv/JwqZa7l3+KeXOBm4YNAHD6FrmWSgWdFdDuy06w+uk8aePiJ127zExC9XdTRT+9UR81ftbAlRP4QZKnruIxN8+R9T4K476nN10nu683a+Ycmcj5hBFrqWOwN0ox4vlpXt4NW8pbs3XUiPjUn3UeVxc/f3bAZ2yD+WDXas7FTR0RJPqxatrNPrcePXgVTFhiplzsoe000k5gKprTExv/6P50KqvO73OCJOVZHvrFuucqASWnH8Xdw6bwviUnpyZOZDHxp7XqfGCEW6y8Ni4GYxrLiC/4JA2bEOS0CUJhEAXEjWWcJ7sfRpzk/zBsfMwHMQ9splVsf6WXU2S0ELpxggBQsKlmGkyWbln8IUU2GK57oQr2BKZxpC6/WQ5q/gpugdXOFTWVxRy4d5l5DirWn7ADmz/uITCX/udzRX7lrfebgOsuopoKCf/jkx23xDDrmvt6CEcwjUkxlfu5M2sce3rcExWfDVFqFUFGB4HuqseVC/e/ZtC1oocwK75mNFQhEX1Uv3pg0EzSZItgobl75J/ayoFDw5j9/XR7Lk5iapZ96I2VGJKyEZIMuEnXhxyvqpZ91Lx/u2Uvf479tySTMPq2f73JGdUYJ+vjmjOzJS+cDGOLfNQopNJv2su2U/uo8eDy+j5TJn/cw0QPM1P6k+VObwluDmAS/Xx5PoFOHweDG+I7I2QENYIJGsEwuzXFLIPmRa0qNzQVZrWfxXwuSOl7ofXUOtK2mXfDK+TyvduxziCrslujpzuDM6vmOwQ6rsC6BebEvC548XrecsCmk0aGJQ46smrKWVAXGrQ17s7YVR5tDBJEon2SO4aPpW82lLWlO9rZY9gU0zcO/y0VrYM4P+RDmV70ZZaj4PH181jYFwqp/boj6k5YI222Llh0ARuGDQBAE3XuWfZ7MMysu4ZGc+8c29rlW3Kqy0NqafjkU28kjOBybV7+SF9KMLQMekaPiFjHFrPEMJtPFx14xUyG6My8Aq5087kGhJP5k7l71s+pX9jKaqQ0BHUm+38pf85PLXgNf6Y/wPKIQHMgVElYRDvbQoaUEmGjt5Q1uEaAMzoXJf/A+Vh8WC2+y+gQsLWczS613nEujUDE3vg3L4YIZuCZpH0xko8ja2FGHVXPV5XPVUf/ZGqWfeCbEKOiA/rx3hEAAAgAElEQVT4+hYMo1WtUfmrV2KOy8SSNQIlJhVfRX7rLJKQOtT4AX9xc+UHdxH2j02Av/1cifRnYmVb4GLi7xP74w6S0VMkieWFeWTlfR90TiU+i+xHt+IpzkMyWTGl9KHyg7s6+LdxbGpNG5e/F9wPzDBw7VmJvU9oU9lujh3dGZxfMQm2CE7J6Is5gCuwVTZx46CJP/+iQrC/KbjrsVP18sLmH0KK4U1M692h0vCRIDW38FokhTMyB/LlWTdiU8y8PfUq7h5+KunhMYSbLAyNT+eliZdxzYDx7cboakm3Zhg8u2kRNy3+kN7vPMiNiz+g2tX+7nVZ6Z6W4KcrWGUTT4y/sN1W2pKiHR1q6bhlEwuis/kpLJln17/Py2veom9TKWbNR5jqbhVgtJtX8zKlPI/tEck83H+63wSzkwXvbsVMn6ZyBjUUoxg6Vl3FrvtIctfz5MYP6bnt+6AXX9nQObd4fci1dRYBmDFIc1Q2Ky4L0HXc+av8dg2dMPUMiiWMhH6n4Ng4B/1wA3dDBwzQvGh1JV17qddJ4cNjyL89Ha2xCiU2HWGy+ZWWzTbMQRSLA+Et3dHcSdWaqInXBswOhfrWGYBaX4qQgrelGx4HQjFjzRyKObUvQgjCh50dNBMlZIWwIWd2dBqHhRHqeyY4su9IN0dMdwbnV0SN28HWmhIizTYGx6UhhOA/J13IlQveYkPlfgwMZCGhGToPj57e0in0S2FAbCo7Qjh2z923lUpXIx+efk2LB9GhXD/wZD7Zsx61jceU1BxW6Ed4lzYkPo3XJv+WSLO1xQkc/OrF1w08iesGntThGFbFxPCEHqyuKOjS3D5DAwO+3LuRL/du5L4TTucPgye2PF8exCcsFP1jknlkzAxGJGW2e04p2wGyLcCrDuIVCk/0OY2rCpbRs6kCi6Hx/Pr3KbFGUWUJJ9lVx+bIdB7vdyY+IbcEMELXsaseXs8eT2FY6LqqQFhVLxmu2nbBogSYdI3B9ftRglw4ZMOgpzO09UQggvlFHZgXaMlwGOoRXrRkE6heKt89ugq/XcbQQfWiqzUYPjfho2cSOfJ8TPFZmFP7suvasI49rw4Q4CYrYtRFNCz5L67dKw624ksyU6r3sDs2E5fe/ndA1XVGp/WlKoRxqhwR1+4xW98JWLNH4N6zstWahdlO2JBpx8wgNGLkBdSU7Qz4Phm6hjXnxGMybzB8lXupnfcM7j0rUWIziJ58I/Z+E3/WNfyS6A5wfgX4dI37V3zO7D3rMUsKuqETabHxwoSZjEzK4uMzrmNrdQmrK/YRbrJwao/+7bZOfglcN+Akvt67CZcWOMDx6Cobq4pYWrKHk9Ny2z2fERHLp2f8ntuWfEx+QyWKkBBCcN2A8Wyo3M+ysnzMkoxuGISbLVS7HJ0uyrUrZn7bdwxJbephAHRD58eS3Xy629/xcVrmAKZlDcIiK9R6nJQ66kmxRxJj9d9B/u3Eszn/25eDdl91hkfXzmVCWm8GNm/Z9Y5J6lIAJwuJiWl9GJGUidPnZfaedczdtxWrYuL8nKGctm0ea/uegTtIfRHgr8sBzi7d2KqLKNVd39I6fVL1bhI2zGJ2xgiWxOeCkDAkiRpLBDWWiNCLDLZlJeCUisDCcxZDI8rQ8ChWLIFUikPPGHo5IV4f6rlOYbb7s0CKJWityPHE8DppWvk+iRc9enC7K0DQ0h6Bre/JAW0NhKyQdsc3NCx/h7rvX0Bz1GDrPZ7fnX4nn62aR7GjrlWBv00xcduQydhctUHnFmY70VPaB4ZCCNLu+Ibqz/5C3aKXMbwuJGs40afeRtzZ93XqPTgcok+5gboFz6OpvlZK0MJsJ+7ch1qKuX8OHFsXUPL0DAzN5zcOzV+NY9O3RE26jsSZT/xs6/gl0a2D8yvgnmWz+XTPhnaFq3bFzPxzbyUzwB1NV9B0nUXFO/imYDMgOCtrEJPSewfMohwpX+Zv5NYfZ4Vs574kdwT/Hn9ByHFKmupo9HnIjozD3Lz9sr+xhm21ZcRZw1lWupsn1s3vUFjvACYh89yES5iWPajV4z5d48r5/2V1xb6WgMWumIm3htEnJpkfindhlmV8usYpaX349/gLiLLY2FxdzLSvngvY4dZZxibn8NEZfoE2wzCY8vl/2F1f0WmbBhnBaZkDWF6Wj1dTD1m/iZyqfCJUNyvierUPMg6M3/z4gh/+1W4vu16x8VNsNl5JYVtEMtfsXcKFY25EF6LTW1GSrvuPP2QuGXhky2eMrA6s1GwAroGnYy3egl5b7LdC6AJHHKgcMR1pVR9HzHZSrnmdiFEXodaWsPdPAzFcwTWAQCCs4fR4cFnIDInuakRrqkaOTmkxAK31OHlkzbd8umc9Pk0jLTyau4ZN5SyzTOE/TgqoTSRMVmy9TyLtjq8RAboXD2DoOobXibCE/Sw6YL6aIirevRXHxjmAvw4p7ry/EnXSVcd87gMYqpc9Nyf7i93bIMx20u+Zh63XmJ9tPT833To4v1Jq3A4+2b0eb4C9Xq+m8sqWJfxjzLmHPb5L9XLR3FfZWVve4pM0p2AzfWOT+fC0a7GFkGg/HKbnDKHUWc8/134XtD27MxfwQO7mGRGxZETEAvDk+s4HN+DfIrptyUdEWqwMT+jRosvzxtZl/FRe0Cq4dKpeCpu87G+qw8Bo+Wy+L9rOhd++wtxzbiYrIg5JiCMKcFaW7SWvupSksAhuX/Ix+fVV6M3DSQhMkhyyRV7DaGkFPxSn6mNnRDL964sQho7RtkuqzUWh1BpNmvtgR957GSfydtZYFF1HF+CRTCxK7Nul4AbDQGC0c+U2SRJNHXT1RBZvIXzkhezbPBdr+S4UXUPuwmfdYoB5XOjEOjtZ4HvU8Tqp/voxnNuX0PDj6xgd1I+Ej7qQ+PP+hhwWQ+2C51HrSrBmDCb8hBkIxYzWVE35WzfiWP+VXwQR/NYRFz5KjMXOv8adz+Njz8Onay03KUVPnBlUeFGOTCbtzm/8+kXNePZvxrF5LgiJ8KFnYU7pg5AkhLVrfnFHgik2nbRbZqP7PBheJ5I9+mcXWHVsmR+0C9Xwuahb9Mr/dIATjO4A5xdOXk0pFlkOGOCohs7y0vwjGv/xdfPIqyltVdzrUL1sqS7hyfXzuX/k0SvO82gqC/ZvozGEy3SYYmZa1sAjnqvOE7z9Nxguzcel372OJCQywmN4YOSZvLFtedCWb6PNxcqra+yqr2DB/h1MyehDuGKhLkSHRUfBgI7BaV8+TawljBqPo92lMdB3orN4ZRMbYjLbBRiBeDtzDLftmo9NV/kxPpd3M0fjkxR8h7zULZuDn0/bczUMBKAFKJp26zrvp49kUsnG9sM0/7exvhzX/Keps8WyeOy19N88hxH1nbdUOLS1HI53RicAxyy46Th75C3egrdoS0ivLb8T+yPETL2ZhlUfU/6qP1Nh+Fz+9u33biP97nmUPH+xX6FZ87Zsy9Uvegm1ej+pN83yjyVES3AD4MxbGHReta4Yw+NE2CIwNJXSF2bi2PwtRvNvV/WnfyZi9EySrnrluCgXSyYLHCdjYt1RHfx7YxhodZ3v7PxforuL6hdOpNkaMgsQbQldKBoKwzB4f8eqgJ1LHk3lnR0/HfbYbVlZls+wD//OnUs/4cXNP/qVVYMcG0g8r6u01ZbpLAagGToFjdVcu/BdSrqoJeTTNe5b/imGAdcNPBlbgHZYq+ZlUsU2v0psBxkeA6gOENzozeFVtNeBSVeRjI7Hak/nLu3zkwbwSfoIPELmv5nj8Mit63bCVDfDa/chBSga9U8j2v091Er326Jxy2YO/VYa+BWTBWDTfZgMnR7OKn679MUuFRWLIP///4LOdOFpaojgRiBHJpIw8wlipt6MtyKf8teuwvC5MJr1hAx3I1pDJfsfm4JaWxxAH8ZF0/ovKPvvDTQsexu9zQ2ACBVw67q/Gw+o/uJhHJvn+lu0m2tODJ+bxp9mUff98x2f5/8Ylszhgd3gad7a69Nxg8T/It0Bzi+cQXFpRAUJYg4Uxh4uHk1tpe3SFofPg3oU2hyrXE38dv5/afC6afJ58OgqqhG4ZNaherl6wdvM3r3uiOac0qNfwPb5rmC0y9F0jmq3g8XFO/nDoAmcnT0Yi6xglRUsmg+TppLbUMbS+N7NAneHeZk1DP6Y9zUfrHyZj1a8yL3b53B54Qpymio6P0aIuWUhYTrw8yAEb2afxCWjr6cwrHW9l1Xz8sK6d7kufzGmID+wXcVrwPSxf+DxPmewIjYHl1DQEO22oQ5YH8T6nC1Cf13lWFTE/EIrbEJmZTqHQfaT+1uMO+u+fwEjYDbWQHfUBrda0Hw0LH6F8rdvJv+29FY2E/YhZxIs9BQms9/3S9epm/9sQAd2w+ukds6/unpiv3os6QOxZp3gV5Fug1DMRE289jis6vjTHeD8whFC8MKES7Er5lYaMHbFzKikLKZnd16voi0WWSE2RJV/oi2inQne4fDBrtXoXUi7uzQff1rxxREJ+52bM4QoixWpzUXcJMmEmywtreXHAtXQ+SJ/I7Ik8eRJF7Joxh3cHZfIjfuW88C2L9kZmeL3ZTqCfXqzrmLTff6uItXN1IptXF2wjOfWv0d2U9fbpNty17CpvH3qVUQcknKvN9vR29xhn1q2lQR3A70dlby89i1u2/kdmY4qAESorFKocxcCVVJYkDyQ+wfO4Ku0oQeLkYNwpD9k3kPqkJrVZdBp5zLQKf5nM0OyCUk5ZDtpyzxCuYh3hOFpQnfWUfTv09GbpR8SLnwk4EXaP6RKxbu3onua0AMENwdQa7umCfS/QuqtX2DrPR5hsiFskQhrOEpMGun3zEeJTDzeyzsudAc4vwJGJGUy/9xbuazPKHKjExmZmMljY8/jrSlXIh/BXrMQghsHTQy4jWJTTK10WI6EzVXFuEMI+AVeG/xU3oHDcghsipnPp91Av5gUbLKJCJMVi6wwPqUXH51+LRFm62EJ54G/wDfOGroQ9tDcT4+IWC62mphetokFSQPwhpjXqnlJd9YQ1kErsWQYOJX2+/2KrjFz/5FtLZolmcv7jCLaYu+w4HtG8TqszRezHq5azirdxMtr3+byguWMrNlL38Yj3PsXErPSR/JMrynsDgv9I324gUWJJZIiW0xLYAPgkRQ2RGXwatZJVJnDjm1Wxmw/PLuEnxnJ2rrtX60vPyrjGpqKY93nAJiTeyPbAysgo/loWv0RSDIihLyBHNl17aVAqA0V1C18iZo5//Zr+RyHjuOuIIdFk3HPfDIfXk/y714n/c45ZD9RgDW7XXPR/xu6i4x/JWRGxB1Rt1QwrhkwjvyGKj7evba5wsF/cb6w5wlc1W/sUZkjMyIWk5A6dPo+FAEhVY2Doek6i4t3srBoBxZZ4Z9jZxCumKlwNZIdGd/SffX9jNt5dcsS5hbmUe9x0uBzd6HjycDV3HEW3izwleKu4/TSzRSExbOoxwjOymrdbm7teSIIiSJbLEaAOgOz5uOm3QuZWpGHJgSKrrMiridP9j6VRlP7LUqfJJPial8fpGBQaW7dQdKlbRjDoJehEW22EhkWydimMko9TrZFprbL3lg1vyDfoUiA2dC4et8yvIqVB/udFXAO/8I6F5LUWsKZmzyQ75P689GKF4nQjq6OTKUlgr5N5S13ewK/b1X/xlJ2RSQh9OD1YkeKUCxEnfw7DEOnftFLv2jlW0t66+J/cYRbwAcwPE68FQebJXRn8NZ0Q/XhLdxI1IRrqV/0UjuBPWG2ET31yAUUa+c9Q9XH9/l1nTQfQjFjSR9I2l1zkW2HV9/3c2FOzsWc3F5H7P8j3To43QB+DZnFxTvRdB27yYIkoH9sKv2Pgp9Vfn0VU7/4T5cCFoussOai+1rE8w6lpKmO/25fwdqKfaTYo7ii3xhGJmXR6HVzwbcvU9BQjUP1+i9UsolTe/Tj2QmXBNX1qXI1MeXz/1AVwgE6EMIwOLF6D3/a9g1ltmgEBkmuOrbG53DOw2tQDYMYi50yZwMPrPyCEd89zlfJg9kUnd6ue+mxTR8xuK6olaCeV0iU2GK4ZsSV7YILYegkeJp4ee3bRKkHCzU/TR3GKzkT8R5SqN3VOhPJ0Hm+dC29965AFxJuXUMTfn+oHxP7gmEQ7XVwfvFaLipagylY4Cop/GbS3RSrQT73TnpTHcq1exZzcdHqo5p69gkp6Dm4JQWzrh6bVLcQWNIHk3H/jxi6xr4HBqPWFB2LmY4KkZN+T8IF/0AOiwGg5LkLaVrz6RGPK6zhJF35EpGjZwKw977++Ep3BD/eEkHG/T9Q+e6tuPetw/A4mx+3Y+87kdSbZyOOQN7CuW0xxU+d3b7GR7EQNvgM0m6Zfdhjd3NsCKaD0x3gdNPC8tI9XLfwXX8BsGGgGwYD4lJ5c8oVxBxSq+PRVEocdUSbbQEDkEC8smUJf1v9TaeOtSkmLus9iodOPLvlMafPS5W7ifyGSq5b+B6qruHVNQQCq6JwVb+xlDsb+GrvJrxt7oJtiokHRpzJFf2CF2SXORu4e+knLCre2ak1HkBudiOXDANdCCRDJ8nTSEVYHEJIxJitZFTuYY8lggbFimzoeKXW9Te5jeU8veH9du7XAE7ZxKN9p7Esvv0dmaxrDK/dx9jqPfRuKienqYLzxt6EK0T6vjMIQ+fUsq3cu3Nuq8fdksL9A2YwsXIHkyq2E657Q2rK+NIG8OiE21jcxfc0FFFeB2+tfoMI1d0qq3IkAn6hXqsiuiwm2GkkmZz/FLeYU2qOevJvS2vpSPpFIpuw959M8tWvotaXUfjwuHadUl1FskeT85/iFjXkhuXvUf7f6wMWEQMgBGFDzyL1ls9wbV9M07ovQZKJGHk+1p6jj1iDpujfZ+Lc8l3gqU1Wsv+dj2QNx1uyDckWiSkp92fXvemmNd0BTjchKW6qY9JnT7azFzBJMsMTMph95vVous4T6+fzet4yvymerjEyKYsnx19IWgDhvUMxDINRHz1KaRBPJYG/bkYSgt8POIlbh56CJCQavW4eWPkFXxdsRkIE7fqySgo+Qw/qc5UZEcuyC+7p8H34Zu9m7lo2G5+uBdW/6ZDmzESM18HDmz/lvsEX0KRYWm9NHbJNc3HRGq7K/wFzkLV/lTKYp3qfFnQuU3NgZNN8OGUz6lFosx9UV8TTGz9o93iTZMam+5Ax0PGL/Nn09u+TV8h82fNklvY7jU0N1Ue8nkOJ9jq4omAZUyq2YdZViqzRpLjrMRvaYWVaPJLCOz3G8FXqEJoUC6muen67bxlTK7YdU+VjYbJh638K3pI8lMgkoqfejGSNpPSFizFU71HoejpGSDJKVDJZj+ZR/s7NNC57u2uvN9nA50JYwhGSTNpd32LredCzyTAMKj+6j7pvQ3RDyQq5r7mPSWCRf2c2anVhwOckWxRhw86mac1shGTC0FWU2HRSrnsba87Io76WbjpHt5JxNyH577blAVvCfbrGxqpidtaV82becj7Zva5VkLGyLJ+zvn6OH867K6T/lRCCv554Nrf++FG7IMUqm3hp0qXkRieSYo9qEf7SDZ0L577CztrydlmZtrg7uBhUOBtDPn+AadmDmNqjHxM+fSKk+3lImn90/5z3JRuiM/BKSvu6m0N+mBWTDZNshgDeShrgDuGsjBD4movEU111XFmyjAxXDdFeJ1bNR15UKrMyRpEf3vkuClnXyHEEbjcP072oQuLjtBF8mjqM/2yahcnd0CrLoQMeWeG9+H6csmMhecmDUANtDwbZopKbt8SCbV81KlZ2RSTRv6GUSNXFnvBEXs0+mb/lfcEBhR0dgZAV7D1H48n/yR8wHMLBgmLBHUMuZk9YAt7m97HYHsNTvU+lxBbNFftWdPR2HTaGz4Vz4xzAQK3cS3nRZsKGTKPHX9dQ/tYfcG9fdMzmPiJ0Dc1RR/3yd4k44Vya1n6G4Q7278u/QSrMdoSkEH36bXhLdiAkCVu/U4gcfTFSmwJrIQTxMx6ibu4TwcXr9GN3Y26K6xE0wNE9TTSu/gR8bgz8mTZf2U72PzaFrL9vwJSQfczW1U3X6e6i6gaAdZWFQYMIRZL4qWwvH+1e2y440QyDJq+HD3eu7nCOM7MG8di4GcRZwwhTzNgVE6lh0bxyyuVMyehHZkRcK1XTH0t2s7e+qsPgpjNkRMTgq9qHc8eP+Kr3hzzWLCuUhih07Awprjr6NpaxISYTT4AutUP5PjoTPUhbrVdSWJjYr8P5zizZyIvr3+Ws0o2cUFdID1cNqZ56TqnYxnPr3+OkyoM1DZKukeGo9gcYATK4iqEzoziwDpGG4IZhv+GN7JOoskVx5+CLKLbF4JRMOCUTDtlEjTmMO4ZcjC5JnFe4CjnA56doKr2byto9F+V1ctuueaS7apACvE7WVJ7Y+CG375xPrqOCJE8jkyu383De57yROc7/ngm/Yo6qqbgLN+DOGsHS5AEsje9FrWLFK2TeyhzDBWNuZFl8Lwrs8S3BzQHcspkPMkZTrxxr09qD77/hceDY+A21857Gvf2HYzzvkWF4HdQvfpWwIdOaDSXbB6PCbCdy8g2Ej7qQiDGXoRs6tXOfwrH+S5rWf0ndgmfRg9gySGYrlsxhQee39T35mG0LxZx+R+CuNknx/3sJ5ByueqiZ++QxWU83h093BqcbAFLsUQhEUGm7SleT3/soQKGwS/PxXeFWrhvYWi3Tq6l8XbCZ2bvXoRo6Z2UN4vyewzkneyibqouwyAr9YlKC/lAtKtrR4o91JCRqHv694QMK5jyIUCxoPjeVKf3ZcdZfOK3/eGKtYVhkpVXLfUibhU6Q4q7DK2QiVHeHxbRllnBmZ47hoqI1fsfpZlySiaXxueyITAk5RqK7gZv3LMRySBbrQNGsDMi6yr07vuWn2BzivA4mlecxO2NkQJNNCYO7t8+hh6t99soAPkofSX54AtE+JyNqC0h11nLnoAtJ8TaS7qql0hLOhugeyIbO9OINbI1I5sG8L3m031ktasSGEPRuLOP+vK95qecEFif1b5njlIptTCnfxrjqPfyj7zROqtrJyZW7UAyd9dE9yLfHMbChpNWdmWg+z6sLl3PJqGupsUQggDHVu4n1OPg2ZTCGpGDoKgYCs67iUiykOmv4PrFf0Jol2dBYHZvNlCDO5scCw+OgYdHLnT4+/uLHce/5iaY1P3/hq3f/Jly7l5N+zwKKHp+K7nH47RpMVoSQSbv9S2y9x+OrLKDg/kHgdbb6dfEW51H81HQy/7Iy4PgJM5+g+Ikz/GrFhyDMdhIu+ucxO6+wYdOJmnAN9YtfwfB5wdD8FhSWMHRPE0agZgTNh3PL/GO2pm4Oj+4ApxsArug3hu/25+EKIK5nlU0MjEsN+Xpbm4uE0+flvDkvkd9Q1VLXs66ykCfWLyDCZGnZ/jkhMZOHR08P2K1llRUkBIE1jzvP/bvmE165y3+B8/mLU2OKNpLx1jWMGXElNPvhnJszlD+PnEaUxcbM3iN5I295SDNLP4GrNMqsUZgMjWmlm1gR19Pv1RSC13qM4dZpt1D62d9wle+iwmRjVvpIFiT2x6Z6SHfWUGyLRRXCn20QtMw7tXyrX1Qv5CoFo2r2cvXeJdwy7LLAWSUh0A0YUVsQ9Ezf6zGK3+39kQuK1qILCYvu4/L9K5mXOIB/9znd/15qPuK8Di7Z/xOvZ53EH/IXMXv586yJzaJBsZLbVEFPh1+M8Kyyza0CHLvmRTF0on0uHt/8ib+Au/m58dW7GFu9K2jaWTZ0xlfv4bP0EwBYE52JKsn4DrQzN//X1axDVGGNJMETautStOte+yUhLGFYc0Zi+NzHJcDB0Kn66E/0eHApOU/uw7FpDgW7VzGvoY5vI1IZu/ILzlnzOYlFmzEC1bPpKt7irXgKN2LpMaTd0/Y+J5F2+9dUvH873hJ/kGnJGEzi5U8fU20XIQSJlz5J1ElX0bD8XTRnHWH9T0GJz6bo8alBXyf9jAaf3XSO7gCnGwBGJmVxVb+xvJm3HI+momNgkRUUSeaNKb+lX0xyUJ0YkySjGwZv5i1jRs9hRFvsPL1xIbvqK1plfFyqD5fqa9WO/VP5XmZ88yJzpt9Mz6jWAl1nZQ3m9bxlQUUC7c1FyR5VxRdki8cEZNQVtSvYNBk6ie56TqgtYE1sNh5N5dM961lTsY/vpt/CbUMns6h4J4WNNS0Bmk02YZZkksMi8WgafWOSmL9/W0AxvBJbDHvCEhhUX8S4qt0si+/VEuRIuo4haFWXoxo6YcPPofcJM6hf8ibmd27htl0LuGfnd7glhR8S+rA7LJFvkge1y7wkehqCFii3nK+ukttYhoEg0ufk0sKVjKneg1dS+DZlEN8mD2oJem4deikvrnunpWjXwN9N9GbWeE6p3Ml5xev87ezN77lkGJxRvoXcxnIe7XcmU8u3Mb10AyZdwyObMPBr44yt3tNuXdHNHUMW2Z/+L0zoha9wJbKutlgxHOBApiYYAhhUX0SRPZYb9iwi3VkDAjZFZfBcr8kUhMUfPNgwiFA9xHoc2FRvwCyOJiROCBLsdYQO7AlLIMdR1SWn8y4hJIQko0SnIMz24F1HxxD3npVorgZkWyRf2JN4yCWwqhJPLn6KBE8jFk2lXogQUgIynpK8gAEOgL3fRLIeXo/mrAchflYNGkvGIBIufqzl74ZhIIdFowawoBBmO1ET/n/aIfyS+eXennTzs/OnEWcw64xrOb/XcE5O7cVNgyay9Py7GJ7QA5ti5u+jpwdUPVZ1nR9LdvHImrmM+uifLCvdw/s7A5t4BsKl+fj3uvbpXZtiQg3wwygQzMgZyr/Gnc/rp/yG9069OuC6BNCnoYToIHfpVt3HgPrilr/7dI1SRz1fF2wizGTh67P+wMOjpzMmOYfBcWlEW2y4dZViRz2lznqcqo/Pz7yBFHtkwE6bvw44hypLBLfsms8927+lf30xKX4ewcIAACAASURBVK5a0l017YqOD7x+15rP2fbu7awIT2V3eCK7whK5ePT1PNNrCrMzRuAOcCHeHpGCM0idj9ZcdmsydFyymUjVxUvr3uW84rVkumrIdVRwXf4PPL/uXayaF4SgxB7Dsz1PYXFCH3aHJbA4oQ+3DbuUDzNH85vCFdgCZLUEkOus5I21bzGzaBVmXWVpfC7rY3pgClJDpSGoHnwWl+SO4I4hk1l+9k0oWSNxS6agIUEozykDKLNGMqVsK1nOahQMFMNgWF0hz617l9RDt92EoEGxogmJeE8jSpvvqkXzMq10I3HeNjUikowcndaSDQqGBOhC4h+BhA6PEobXhTV7JKaEnOMS3DSvgpov/k6N28Gff/oKl+bjoa2fk+qsw675u+2CBjfNr1eiOtbaku1Rx11gTwhB8nVvI8z2VsalwmzHkj6IyJOuPH6L6yYg3RmcbloxPKEHwxN6BHzuotwRpIXH8NT6BWytKaHJ52m+4PgvOQcKkK9e8FaXfKR0w2BRcXthr9uXfIwawKFaEYI+0Umck3Pwru/h0dN5YOWXyELg0zV8zfo0A2sLgwq5qULG0cbuwKl6+Tx/Ixf0OgGrYuLi3BFMzx7C2I8fo7I583QgcFtaspsat4NVF93H85sX8+T6Ba0KoqssEfxm1DWMrd5NqrMGl2yiwhKJFsCqITMijne2/cSLK7+m6MTft37y0IxNgDqcRYl9uS7/B3R8re5YNARVlnDuGXQBD2/9AiMmneiCpQiMVsdZdZU0dy0XF67irezxCAOu2beMb5IH8WTuqYys28cJtfvIbqogPuSWjh+XUKi1hPFM7mQaTHa+SRnMGWWbWwVGGn5vq5HT/8jZ+9ZQ+fbV1NYU80cMnJIpaGv28phsxtYGtvDQEHybMpgKSyTRqouRzdmXAw7k1+T/yN8GnHPweElGQeO59e/xYs9JLEzsiy4EdtXLzP0/cVHRGsotEXyeOoxNUenE+JxML9nAKEeF/3OQLRBEVdkAGhULK+J6sjM8kd4dmaDKJuTIJLx1pcidNS3VVQruH4JaU3hM29k7on7JG6wcej4SgnRnDblN5Zg66eIlWSOw9Tn5GK/w6GHvO4EeD62i5ut/4tr+A5ItkqhJvydqwjVIpvbWKd0cX7oDnG66xLiUnoxL6cnb21fy8OpvAtbsGEC8LYJyV2DNm0C0NcUsdzawtSawj5HP0Hlv5ypuGjKp5bFLeo8kKzKO38x/E4yDd/k/JPblisIVAdtNDQGLE/u2e1y0uVR8kb8hoMqxjkFebSkTP32CgsaagBo8upD8zuEdkBIWyf0/fQH2uC6r+7plM7cPnck/N3/SYh0B/gDr3sEXUGGJ4JahM4nzNHIdgW0HLLrGmWWbeSt7PLqAjZFphKlu3lr9Ot+kDOar1KHUmexsiMnksn0rOb18S8BxdODV7JP4NmUwnuZs0/O9JlNvsnFR0Rokw8BkaKyPyuDjEZfy4ua57J91NybNi4Q/8xGheYJesJ/rPZW6fcs5o2xLqyBNFRKfpQ5jv93vdv5K9sktAQ7NY40JsEX2230riNA83LNzLnfsmodbMmHXPEjAlsg07hl8AaqQUJs7aNZFZzKxcjt37/yuw4BiQEMJsd4mlsbldhzg6DprDEGELYYcZ1WnU+u+8p0t53e80N1N1Htd+HSNNFcdqpCBDrK3koJkCSPtti8RR+CndzywpPYj5bq3jvcyuukE3QFON4dFQUN1wOAG/FmQiWm9WVS8I+gxhyILiTMyW/vcNHrdmCQJb5AbwcY2rZpu1cfvvn+n3XyltmjeyziRmft/askg+AXqFN7KGkeVpbWBoF0xc17P1u2ps3evC7otohsGexqqQp9gJ1hR1pyVOMzW14KweGaOupahdUUkeBvZb49lW0RKy3gu2YxHMeORlICKyQDW5gycKik80v9sZq18kX/1OZ310Qdb3UtsMTybO5n8sAT+kN9ep8UrKXyZPhwdAboOkoQhBO9kjeODHqNJddXy57wv2Rmbyd+mXE3FA4OwtVHClYAG2YJVVzG3yWZUWCJ5os8ZLI3vzVUFS/k/9s47zo6qfOPfMzO3bu+bbMlueu8klER6Dz2hIyhKUQRUEBSwCyKoKALij6Y0qaEEEgJECJAQSO9ls8n23vf2mTm/P+7mbrllSzYJ4j6fz36SnTtzzpm5s3Oeec/zvk+Wt5VKezIvjpjLp2md1Z6L4zPDSJIWgYDmdlm20qRJfEdEpsSRwu1TF3UXYwuBV7PyUcZ4TqzbFSJQkciYAGymzi2732dzcl5YvwDNFgev5M5mReYEJAIdwShXLfdtPXj7g8MJW+5kZhPgW/s/I93diDVC4cewY/KnkXvbMtT41MMwwiH8r2KI4AxhQBidnIFTs4ZVPgaI06yclj8h6Hq+fjlaxxuaz9AxTROjC11QECRYbPxo+ind2shLSI2aPi4gbBltWem2iIUKAZ4rOJbtScO5pOxLhnuaKHem8u+8OWxK7t6GVVEZkZDK2QXdyVatp38eVUcKKX4XqtQpc6TgEyoWUw8VAQyoGjW2RAKKGpHgmMCOxE4tRLq3lW/P+hYtVmcY6fKqVt4ePp2LKtaR7euM0vlRWJ41KZR5JJDYdR8+1YLV0DGFwsLytYx0NzCyZgv1+74kPkq16DumLiLR7+a+ba93i2Yk6F5aLQ7WpI1iTdqoqNfCYhphpMPdI5PNZgQwhYLSg/j8J2Mcvx93FoGOpcQCVz1HN+xFAGtSCymOz+TN4dNjEhwIErWjmkuY3hLuL9VgjeO6WVfTrtoIdNR+EtJkq5ZLlT2JHO/B1WHqK1yqFb+ikRxwDywKpNnQMkaS+vAFLNJ9aNLEILb9hbDFkXT8d3olN96SjTQt+yO+ko1oafmknH4LcZNPC9vPV7mD5g8ewV+1C1vOJJJP+R7W7N6jpkP4+mOI4AxhQDivcBq/+SKyt5SqKJxdMAWHZuWycXP4tLIIQ5ockz2S0rZG7lu3jDU1+9CEwhkjJnHnrDPCrB5sqsYNk7/BI1s+CovK2FQLP+xBiLpmO0XC+pQC1qcURP3crlm4cuwcbp95WqjY4KeVe3l5z9qBWzYcRhxbt5tNyflsTc7Dq1rRjKBBZIqvnSZbPIo0SfG7eD7/aK7e/1mYULhFc/DbCZ3eX9WO5F6iSZLVaaM4v3IDAvCiUBaXzuMjT+iyhyBe9zKqrZadScMwEDw05lTeHD6D23Yvo2r5I8yLEBvzKBrFcekEEi0sz5rEibU7Qyak51Ws56W8OWGF+bpCNQ1OqNvZY7SwKq2Qq/avQpEm61NGcErN9rCoTqtm5w/jziSgaijS5I4d7zC/fg9ahxbsqpJVrEkdySsdqegQO1NDAJYImpr/K/xGUOTcRY8lhYJPsfDIqJO4d9viGK0ePPY703hozKlsTxyOQJLsd3Nd8cec3OO69QrTwLVuMUgzNJmoBK+3gUDtUOh18w3ze6j91/eo/eeNqEnDSDv/HgxXE3p9CbaCmSQefRntG96m5unrgm7h0sRfuR3P7k9IPuF6Mi7rtHBoWfk0tc/9AKkHwNTx7P6ElpVPkHXtUyTOvfjgLtIQ/usxRHCGMCDEWWw8d9q1XPX+UximiVv347TY0IQSzGrq0F/EW2ycMWJS6LhUexwvndF7OmWDt50kq4MpqTlsqC/DrgbNAKyKyoPzFjIjo3vYPy8+FVUoEbOu+gIh4ficscRZbLgDPk5c/CcqXIfnLfpgkeeqZ0dSDi5LZ9XdTj8qe4dflcGvtr3B78efjdXQubxsDbpQEEBA0Xjg1DtxuboIiHtZKpOI0PEQ1FA9nz+3e7q1ENRZE6izJYbak8De+EzumLKQlz5/POKykSZN5jbu49OMsTw05lSSAh5mNAeFtBeWr2dzUh67E7LxqJZgu12KIFqNAAm6l+uKV3ZrUwCn1e4MmYN+szSyBcNHGeM4oOBaWLaW+fV7ukW8NNNkbmNx2LJaLES6kh9ljIsoNjcVhS9TC2M6nJsECyYqPcTifUWz5uCm6Zfj0ayhbL46eyIPjjsDv6JxZs3W7uO32EEoIM0g4eg2mMjLnQJQFBXhSABPG2h2MAOg+7rp4YyWKmr/+T068s4QtjjqXroDdF9YX9Lnomn5Q0hFIe3cu5Dedmqfvan7fkYAaQSoefLbxE06JWaUSG+uomXlU/irdmLNmUTS/G+hJWX1ev2G8N+DIYIzhAFjVmY+6y65i6UlWylta6QgMY0z8idh12JbE/SG53eu4Z41b6EIBZ8RwKFacGo27j32fE7JHd+t4jCAR/fz+t71AyY3EMwAu2Xly2y49C4WLv3HV5vc9KhqPLO5hOVZkyPuaghBpreVM2q2Mqa9lgVVm3hs9Em8mjebsW01+BWN4sRh6K72flVrUZDdRLxWaXBL0Yd8mjG2e3G8KALSoxr3oysKNiM8umGRJqfUbOfTjLH4VQt3TbmIPHcDU1oq8Coa05pLuLxsDf/JGIdHtQZrziRkIaTkxNodnFexntQIvl496+gYdEZfDlzNZqsTX4f318XlX0ZczrObetRiiH2BhM7igxEh0IXajeBI4N3syXgUK17VwscZ4zihbhcXl3/ZSxp2OJyGj6tKVvP46BO7bfepFh4feTyn1WzrVrvHVjCT3B8vZf9dU9EbSvrcj2pzkvPDJSg2J76KHdQ8dW2Meyx4DjKKdUMI0qR52Z9pXfkkifOuIXrRAEHbFy+RfNKNET9t3/A2VY9dBlIGi39a7DS+9TuG3/QKcVPP6P3khvBfgSGCM4SDgkOzhIlyB4o11fv46arF7G45kHESnPzcRgCf1+Cvmz7k9PyJYcddtfxp1tRETh3uD/ymzsrKPWxuqOh95yOJHlELi2lGyY0KpkIP87ZwTckqtiUO5+nCeUBQR9Nd/Np3emMzAsxtLKbA3d0l3GYGGNleR1FCL2/BIhh9iBUj8vYgAGXOtGCGlJQsLF/HUU37uxGsrghaQgRJy/bE4TRa4ih015Hrae62XzDXR/BFaiFLhk+nVbOT6W3FbgTwqRZSA9FryxxM3o8AxrZVBy04IiDb2xzm0L48axKPjD65s1ikNEn3tbGI2HqXSLBKkwsqN7A4dxa19u61ZQKKRqkzjUJ3UDgvrE7Szr0bxR6P0d4/Mb0M+LCkF6AlZ2N6WsMMTwcMaWC6mmh+78/Rd/G70VsiZ64Z7Q1UPXZZNwuIA1Ggyr8tYuRD5ajOpMEZ6xCOKIYIzhC+Evi8upgrlz8dVe9iSJNtDVV8ULaDU/I6zSd/tmoxnw8CuQEwTJNtjZWD0tYhRxeSszxrEv4Iyx0AFkNncmsFBoKfTzq/V8uImJASTZpMbK3g6v2fhn+MQO1jNGF9SgFqhBpHAOuT8nlg/JkRP3MYAeY0hqd7d4UAiuIzuWfS+bRpdhQpCSgqk1or+eX2N0nQO2vXSCF4eNTJ1DiDGrBWzcYJdTvxC5VWzU5ihEjQYOC7+1Zy1+QLwywzbEaA64vDjTafzz869N2dWr2V7+/9D3G6r1eiGA0WaXB83S5eyTuq23Yp6KzDo1lJX/hb4qacHvw1eTiBmj1960DRUFPzaP7oHyTMvhAzqtv4oYGwJ2DLnxrxs9bVL8Y4sCPyc8J1Bz0G986PaVxyP/6KbWipuaSc8UPiZ190yExChxCOIYIzhK8EfrHm7V7FvLo0+e6K57hg5HQuHTubOz5bzJ4ob2kDgccI8Njmr7aLcxikpNXq7HQG7/HwVJCcU7WJLUm5YVGRfkMIDARbknK5ceY3Oal2J7ftXhaKZkgEe+Mz+9RUgy2eT9LHcHLdzm4TtFfR+Pnk8yPqU5CSYd6mkB4n2jTRotn50bRLcKm2btdjS1IOP5t8IQ9v7JzgDKHQYE9ANQ3u3Pku8xqKOgxBwWroMbUwB4OZzaXctWMJD405FbdmRUiJ1TT43t4VzGsoCtu/uiPSclz9Hn645/2oqf79wfjW8DpTSQEPeZ5mtLR88n+5Fi0hLfRZ/JxFNL1zP/TMVhTB70pols4ojWmg1xbR+MavaHzjV1jzptKvOJNQgj8DOU+hoDoSiZ9+TsSPA/X7www8D0D6XOiN4Vlv/UXzh49S99IdoQrTelM51U98m8RtH5B1zd8Puv0h9A1DBGcIRxztAR+7mmr6tG/ANHhj30YWF28kECUt/GDQ0lNE+RWGRRo4jABtmh15YCKXEkWaWE0DBPxi+1tk+trYmJQ3KMaRUijoHe38J3M8o9pruahyPV5F4/8K56EraifROuDRFeWN9f7xZzGzaX83vcwn6WOjLpYpUjK/bndMPyqApdlTgsXmevSrKxpF8VkUO9MZ6a7Hj8LS7Mnoisr3ilZwXENRN0d2CNY5OrDcNdjv3fMaiji2oYgSZxqmUCiI4VuV7PdQb0/guuKPB4XcCCCxxxKczQjwo93LsWSNJmn+Nbi3vU/8jHNRbE5aPnmGpmV/Dic3qgX7iJlkf/cZ2je9Q+snz+Cv2E7PJU9/2Waw2DuO7305VE3JQXUk4q/Y1oeTEQjN3mGfINGSh5Pz43cRauTpzZY7CWGLi6j3EbZ4rMPCi3/2B0Z7A3X/vj2iSLp11fMkfeNa7COPinL0EAYTQwRnCEccAqIaeUaCP4IwtS999LUHq6KGrB6+ikjxt3Pzng9DlXldmo1/5R/DmzlBLVSGr40sXytz64ux6TqPjjyBL1ML8R1sBKcHfKqFf+fPZX7DHp4omM8H2R3Zcl3IVqxsLEMofH/WN3luzT9QAa9Q2ZSUG3WcpqKEFWaMhE3JeRHd0od7mvjh7uUUHNCXCNgVn43VCLCgalNE4nCoa+wqQGEPLVMkLCxfy3MjjmZ4Dx3RQCEJiqXjAl4CisbE1gqu3f8pk1or0YWg4Y1fIzQrNU9fT/a1T1D7r+9DJPIvBBlXP4Zry3s0vv07TFdT+D4HEPBiGzkHX/GXxPprVOLTybvjA6oeu7xvJ2NxknHlQ5iuRoRmJW7aOVgzC5Gmga90I1IPYMufjmINZhkmzLmYuhdvizgCYbERP+vCvvUbBe3r3+zmVdUVMuCl9bNnhwjOYcIQwRnCEUfcIfRwUYUgwWrnlNzxLC3ZhqsPQke/aWARCoFDsDRxsHDqPh5b9xwpflfI78cacHPdvo9JDbh4unA+NY5kahzJbO5RyBBgXGsVM5tLCAiVT9PHBOvdHAQarHFcOvf6iERGEWDG0hsIQb01ni2JuUxrLee3E89hV3w2NtPAE2GCsOt+Rrnqeh1Tqt+FME1klwyuNF87j65/ljjdHyItFmlya9EHZPrbYo7zSPo8HcBFFevYkpQzaKRbAJPaqnh71cPhH0oZTNPu0CpVPXZF1Gw4DIO6536Ar2QjsqcxaQTojeUU/mEP++6aAoEey0RCoCYNo/DBYhTNgtHeO/GDoBFn68dP4ivdhNCs1L/8UyxZo9Gbq5G6D4FAYpJ+wa9IOf1WFFscuT9ZTvmDZyF1HzLgQ1hsKBY7uT9ZHiJC/YGvYhv1L92Ja9v74VGurpAmhntwSOoQescQwRnCEcfLe9ZiHqJ4iSElnoCfdEcCRhRRayR8FckNwBnVW0nQPWFmhg5T5+LytbycdxQuLfwBbTUC/G7rYia2VmIxg1WFr93/CW8Nm85jo04csEVEtOMmNZexNz4rovt5VyjSpMSZSoa/jbUphfg7CuxF0xOdUrO91yEtqNrMiswJ+LrEXy4u+wJ7h7t1V9hNnUVla9FiRAWPNLkBUJH8evub+IWKKsOrNB9SSAOiXR9p4N27ps9aGdPbhiWzkLw73qfiofOCmh3TAKGgpeaQe9t7KB1lJqy5U9Dr98duULWBNPHuWwumjuwgTf7yzlo+B77x+tfuQdjiSD7hu9gLZjHqoXLaNy1Br9uPmpiJe9cnlP52PtLvxpozifSFvyV+eu9u8L7yrZT+5riOJa/YzzFhiydu8qm9tjmEwcF/l8vZEL52kFJy//rl/Tqmpxlmb/CZBv/cuZpUR1y/jvsq4vi6XWFViA9AFwpTWiKnuN+49yMmt5TjMANoSKzSwGYaLKjazMm1OwZ1jNcWr+SG4o/79C0FFI1HRp/MA2NPR+vI3jGFEiI3Qpo4dB/xAS/3b3mV+D4U2JvQVsV5lRuwG35EB1GdX78HaxTSqmKyJz4LPcKIB0q7D4aum0CpPSWsDQHYDje56Q2KGjti0QO2vGBmk2P0MYx6qIJhNzxHxuV/JOvb/0fc1LOpefp6ap+7FX/VLvTeMrZUC+mL7sX0tveJYEm/m4bXf4HseNERmoWEWReQdPx3qF/8C1o//SfS1x6snFy+hapHL6Plk6d7bbfu37cHj+vtW1c01Lhk4o9a1GubQxgcDEVwhnDI0OR18ZdNK3ht7wZ8hs7szBHcPvO0blWIG7wumr3R6410hYLApmlMS8tlU305nn5YKHj0AB49dvE+tWNSNfqhBzrccKkW9jnTSPO7IqYwR5qkrUaA02u2huwOusJhBri89HM+zAqvLzQQ5LobWVS+Fk0aOA1f98rGkSAEuqqxNSk3Yoq5FArpvjZ+snMpE9urO7cTO7JyQ/HHHN1QzOKcGdTaEkNGopHgMAKMbK/tZitgAj6hYZU69bYE3s2eSrkzhUJXPWdVbSE1EH05Zld8Ji/nzuHqks/I62Lm2Vdi4lGtPDb6BPbFZfDj3cuj1vvpCdnxc1jfWvsp9M+86q+h/wvNQvz0BbStXUz1P65CGjoYAdzbP6T5P71kGikqmd98BH/Ftg5y0cfhelowWmvQkjtrEDV//ARGczX0IM/S76buhR+TeMwViCj3sTRN3Ns+jNmnsDqDkSVpYgZ8NC65j9Szf4Ji++9/4fqqY4jg/A/BZ+i8WbyRV4uCVX8XFEzh4jGzie+HBubjit08sH452xuribNYuXTMbG6edhIJPdatW3weznz7YWrcbaFsp5WVe/iiZj9PnnwVx+cEzfDsmiXm8pSC4MmTr+Lz6n2oisJZIyYzPSOPzfXlLFz6OO4+uJX3BgGMSEhlbnYhrT4vS0v7kLlxhHD3lIuwGQF0RWVO4z5u27WMpA6i81naaNamFoYdkxJwx6yWku1tjfpZf7GgciOWjijD7buW8fNJ5+NXtFBERjFNzAh6DlNRMWXkqbnWnkRRfBbj22tQOu6VSGfTk/RMbyljQlslq9JG8ebw6VxVujri5C8AB50T9QEfJSkEH6eP4w/jzkQiCKganxkBXsify6+2vRmReEjgNxPPpdKRwqm128jytGCjf8udqjS5ce9HpPrdNFsdVNqSGO6LTc79QqEoPpN3s6dyzf5PSRuoeeahglDJ+vb/Yc+f3m2z4WoOkpuuadt9iMZo6QUkH38tda/8jP6kEEgzaAfRFW2rngstbUU4As/eNTjHzY/Vai99Gh0ZhRKzrY7GpQ/i2riEvLs/G5DeZwh9xxDB+R+BK+Dj/Hceo6SLKeWW+gr+vnUlSxbcRKaz9+yUV4vW8dNVb4QiJ36fzpPbP+ODsp28e+5NIf8pgCe2f0qduz0sldtrBLj9s9dZs+gOhBDEW2zMzSpgVVVxGNHRFIVvjjuaU/MncmqPCsZT03PJcCRQ0tY4oOvRFRKoc7fz0p51B93WoYYpFDxakJCuSS3klumX8eTaZ9iQnM8fxp0ZURPTYnGgxJhkGwbxTXJqS3loYo0z/AgpEcggwZISM9asGyG13G74WVC5kXOrN/U6YQcQ1NkSyfG1YCCosSfycu5RLBk+jTjdx4LqzUEBci/tCEBD0qpa+cO4M7sZex74/y8mncdrqx4Nqzi835lGozWOAlc905vLYpKbaFEom6mT3xH5iff48InYifES2OvM4KdTFtJmcfDu8GmMaqvh8fX/OuIaBMvwSSSf+n2S5l+LooVPN21fvky/VU5CwTH6aMyAj7bPX6LPC4JCwTH2OFRH9+rNsje9XYwolVAUHGOOw7P7kyg7qEH/ra4IePFX76FtzYskzf9WX0Y+hAHiSN//QzhMeGjjhxS31ndz3PYYAWrdbdz9+Zu9Hu83dO7+/K2wZSG/aVDe3sQre9Z32/5a0QZ8Ud7Emn0uilo6s2HuO/YCEqx2rF0yZ2yqRrYziR/OOCVSEwCckDMWrR+1XWI9Rl39ME/8qkBXNOpsiSzOmcFvJyyIGBmBoC3Dx+nj8EeYKD2KhZdy5wzKeEa111DgCqZgB4TCzyZfiK+LoSNCBIu3xYIQKFKS4mtnVuM+7tqxhBv7qOcxEHyeNpJqWyIGcNP0K3grZwamUEjQveyI61sRQgjeK8uzJkXfQcLKjLFhm12aDVWaTG0p6yRrMfroObVGIj2RlhZ7wqPZaLM4Qr9n9TEqd0gXY4WKvWA6rnVvUHxTBntvyaHu1bsxPJ1jM1pqohbdi9qsxU7KabfQ/uUrse0jut7vioawxpF51SNhuyUctShoKBoB0jSxj5obczwZlz6AsDrDP9BsiCgRGul30bKyd33PEA4OQwTna4xWv5eK9mYCpsGLe9biM8IJhy5NPijbgbeXpZ51daVRP/MYAV4u6h79iFWETxEKgS7kpzAxnQ8v+CHfmnAsIxJSGZWYwa3TTmb5ebeQYovw4OjADZO/gS2CsaegU08T7E9gVzQmpA7D1qP4l/LVCuT3Gx7NyqOjTw5WM44C1TT5R8F89sel4+4wkjQQeBWNT9LH8O6wyCXt+4NxLZX8dcML2Dsm4y9SR2IMsLCgqSgk6R4e2PIqxzXs7fM3ZMfk/MqNpPnasCJ5ac3fmd24j6nNZTyx9hmOa9rXr2+72p7YLXrTFX5Vo94WH7a90FVPQKg4dD/WXoiJV6gUx2UQ6Cie2KrZCAzgkSyAqa2d1Xc10+DOne/0qaV+3f39/T6lQdsXr+DeuhzT24rRUk3zsj9R+qu5QWEwQdGxsIdfx4hQrQiLnfRF92IvmEX7+jej6280G3Ezz0NxpgACoaiASfn9J+HeNGMpPAAAIABJREFU3l0zk3zSDSjO5LDaNcLqJP3CX6FYHcSCfeRR5N7xQZAIKSooGraRc0hf+NuOfiND9ozsDGHQMbRE9TVEpauFn3z2Gp9V7UVTFDSh9Fr/xa37Y7qA62bs7I2ehObkvPH8e/eXER2+VSEYkxw0ZJRSsqm+nE315UxNz+XHM07FaQkX9BmmydLSbby0+0vcup+Tc8dz2bg5vH7m9dz6ycsUt9ajCRUh4LpJ80my2nl21xraAz7GJmWR4YhHCEGaLY4vqvdhIjGRX2lB8WBBCrhv6+vcMXURo121zGncR0BR+Sh9HHsSsw+iYYkqTQyh8Isdb3UrlFdnSwhVPB4IRI/vJdpyTtftQbdwGap0bJEmv972Bl5FG1D131GuOuyGP6J/l80IkO/qvjxqElxSe+aLJ0npgwZGVzRum3YJPqEwsbWKfHdD0IdqALek6GLVMbtpf1hF5kHBQEon9HjuSN1HoHYvVY9dTvrF9xE37WxURyK6z9VL+4K0c+8icd7VWNKCSQpCi64dFKoF6WvvIBEy+K/uw/C5qHjofPJ/sQZbTnDZW41PJf+XX1D3/K20b3gbkGhJ2aRd+BuS5n2zT6fpGDWX/HtWYfqCCROKzYnhaqbhtXsij8/iIGH2wRUUHELvGCI4XzO0+r0sePtvNHjbMaQMEY9YD9t4i51kW+y3lJkZ+QSi1JGxqxpnF0zutu2mqSfwRvFGXAFft+e1Q7Vwx6wzsCgqTT43Vy1/il3NNUgpUUUwj+Wh+RdzVpf2AqbBlcufYkNdWWiJbVOHfuitBd/n/fNvpaK9mbaAl8LE9FCU5orEJN5483627Xyf1Skj2JmQjUPVCEgjlHHytUKUysES+O3Eczizegsvjji6U4gsJTnuRupsCVEjFVHb7ZhQM70tjGyvo9KezIbkEfwnYxwIwfjWql6NN1XTiOg5pZo6p/ah3g30HoFQTYO4AVp6nFK7nf8beXx4n9LEbgY4pnFvt3vogJ1Dtr8tJiHzKyotFid3T7qAVosDzTT41v5P+dvokzt0SP0bp0mwevOB7yjN14b2Vb67TQPXpndw71hB3NSzyPnJcir/fC6Buv3Bmjs9oajETTubtPPuBkBvqqRp+V/x7P4sGFWKlH1nBPDsWhlmlwBBktX4zv0Mu+6foW2WlByG3/QKUvdjBrwo9oQBmWIqXSLOalwyKaf/kKblfwl5Uh04H8WRQNLx3+13+0PoH4YIztcML+35kja/NywyEe1x59As3DztRJQYb9tb6it4cMNyzCgTlt8wMKVENw00RaXa3co/d6wm3R6PKSU+Q8eiKCRaHdwx83QuGTsbgOtXPMe2xqou0Z/gW+ctK19idHIGqbY4ntmxihd3f0mtp70jiTcIrxHAb+rc+snLvHH2jeTEd1bklaZJ9RPX0PLFq0zV/UwDFpasYmNyPr+YdD5mjLDxfxNsRgDNNHB16Acchh+Pag0jI1Io1NgTu10/gEXlXzKurZp7x/dezCwiyVEUqhwpVDlS+CxjLA7dj1ezoEjJ2pQRKJKwisIHkOJv58zKzbww4piI47X00HqFMpsQWDDxCrVPNWEsyIip832B0wjwwOaXuXPKQnShEBAqmjSIM/w8uOllNGlGJTKxevwgcyJ/HHt66Lzz3I1Mbqvil9vfotyRQp67sU+6mwPQhcqTBfOwmDrJfjfHNBT9Vyy8Sr8H1+Z3sWaPI/m0W6n/921IvafXlRXVmUjmFQ8B4KvYTtlv52EGPGHRoQMQVicJx15J+5p/RyQ4mAaeXSsjH6tZUXsrbdAPpF30G5S4FBqX3IcM+JCmjnP8CWR963HU+NRB62cIkTFEcL5mWFayPWp9mAMiXmtHhCNgGlw74TiunXhc1PY+q9rLNe8/g9cIRCVJJpJHNn/EloYKfjLzNC545+8dBCT4sLKrGgUJ6by54MaQLcO+1nrW15VG1Or4TZ0/bfiATyuL8OiBqGJlU0q2NFRQ7W4l29mZGdH0/l9pX7sYRe+sZeswdWY0l3L1/s94cuQ3op7vVxXpvjbOrtzE52mjqHQkk+5r48LydRzdsJdLj7kRQ1HJ9jRT4UyNGI3xqxZez50d+n2Yp5krS1ZTbU+MbacAkasVH9jWxXfKowXJlRHaZCKFQO3w9ZIiSFAEkrMrN7M7IStid6ZQeL7gWC6o2hj6/hTg85RCSuPSyPC1UexM54qyNTjN2NqxIAEZeDRjfFs1r65+lDWpI6mxJ5LjaWJ24/5QReT+EgmvorEnISt03WxGgJuLPgAg29cKA5BlWKXBXza+SECo2OVA6dyRgfR7aFr+Z0BE0KQIHOO+wbAbnkVLzMS94z9U/Pnc7tGQrlBUrMMnkHbePdhyp9D66b+i9qvGpQzaOcSCEILUM39Mymm3oDdXoTgSUZ1Jh6XvIQwRnK8deopou8Kqavxp3kJsqgVDmszJKiA5hohXSsltn77ap4J6HiPAJ5VF7G2poy3g7TaleA2d/W31PLNjNd+fegIARc21WBQVbwThsyElK8p34dUDvVo4qEKh2efuRnDq3vkDIsJD0G7qnF+5gacL58V21u7FBfuwoEvExG74+dv650j1u7i6dHXnLgSjGsc2FPFJxjhK4tKxmzrR1Fb+LiaWPkXjguN+ENbXQaFnJEYJLh8M9zRR6UgJXXMp4bSabbyeOytqvx7VSqkjlQJPUOcigRxvM7+afB4BRUNIycLK9b0SHACfUHEcRAVgTZoc11A0wKPD21qZPhYhJSfU7uCG4o/I6IOHU6/tItHkIdDdHAZIv5fIMWaJv2wjanw6rs3LqHj4osiGnx3Q0vIp+O0mANo3LoEIhTABsDhIOunGgx94PyBULaQdGsLhw1AW1dcMi0bPwhklxGpKyYm54zg5bzyn5U+MSW4A9rU2UO/pe5VQt+5nX2t9xEeV19B5ftea0O9ZzsSoAl8BeHR/n/yp3LqfGncw7bTJ6+L8dx5DttZE3d9q6jhipYT3kdzYjADH1hdxUu0OlH54XA0EJ9XsIEH3hekqDohqJ7VUAsFied5YWpou59Roi8cUSjdbhINC1DYEVfbkblobhxEg29uCNYYQ1hQCh+kPnbEAsn0tXFHyORCMBr2WM7PXO0RAn8hNb+0c7Dd8oH2LNHlt9aO8v/JB7tn5zqCQmyMORSNu9oUwYLf66Fff9LThrymi+olvxyQ3wX2DzwHD00rlXy+Kup+WmkvSvGuQpkn7pnepfHghZfefSuPSP2J0cUOXUuIp/oLGJffT9N5fCNSX9PO8hnCkMSgERwjxlBCiVgixtfe9h3AosaBwCuNSsrD3iOQ4VAu/nLOgWzG+3uAzdJR+Tn6xfKLaAp0h6ClpOWQ6EqLu3Z9e71y1GCklV3/wTzbVl9NkiV64LqCoQZ1KNAjR64R/Us12Xl/1CD/d+Q4/2vUeV5WsQhugkDXmODqQqHvCCsp1RbzReV1NofRafyViX4cwm0zvcS/GGV4eHXUCw91NqJGum5SMbK8jXvdRa+ssQGkzDc6v3BD6vTg+E28fJtWDpW+6ULhs7nVU2RIHRborOLRvlhL4PHUkd026gEdGnhDRmX1QYer4a4oYiGw/ViYUBMXCJXdPw4jx0tLREo7RxwBQdu/xMashq46koH7sb4uoevRS2tctxrNjBQ2Lf8m+n4zFX70b0+em/P5TKP/9ydS//nPqXvkp+386kbpXfob8H8i8/LpgsP7OngHOGKS2hnAQsCgqr5xxHTdPO4lsZyJOzcrMjDyeOPkqLh/Xv4JuY5Iz0PrxcHSqFrQoxeYEMCszv/N3IXjqlG+SZHVg7TFJSfr3xtzgbef1og1sbaggYBq8kjcbT4SJz6doLMmeGmx7gA+p4e5Gbtv9Hg4zQJzhx2kGuLT8S0a46tEORWou8GHmxJjXY3NSTvcNBwjLgZ++4GCiOP24lmPaarix6CMuqljPlaWrSQx4sHRZplRNA6fh57bd7yEktKvdJ8AE3RvqrzguAyVK3xKos8RRZUuM+HlXBAjeG9HgVSzU2xKxmwenb+nrVZLAtsThvD58Bh9kTsAdKyoX5fg98ZmsTh/N4pyZPDj2TAIHkbLfFwTKNvfbl0rY4tHSR4ASK4PPDPOIitiW1UHaeffQtv5N/GWbY+4r/W7aVj+Pa9v7HQ7gndtNdxNVj11B7XM34927Oqj3MXXQfciAl+YPHqb9y1f7fI5DOLIQg8VGhRAFwBIp5eRedmX27Nly7dq1g9LvEA4t/rXzc37zxTu96nCsisa4lCxOy5vAo1s/xtOjcKBDtfDKmdcxPaP7OnSD18Wcl+6LKiTuC6yKiiHN0JKXIk3u2f42cxuLsXRMSn7VSnt6AY2BAB4jwI+nXjygbKor96/impLPwt4M/EJlWfZk/jL6lIhZQwcDISVvf/qXiHoTv1C58Njv4+54E7aYOjfs/YgzqrfQptqJM3ysTxnBH8edTqsl9pLkQLU4ViMQrJLcI/plMXRMIYIF/4Tg+Nqd3LFrKRbTCIl06zUnb+bM4MOsiQQUlbkNxVxetoZsbwv11njidB9xXc7bJ1R2JA5jVdpolg6byp0732F24/6wrCOPYuF7M65gaks5NxR/HDUCZgJu1cri4TNYWLEuzKndq2i8kjubpwvn89yafzDcG9sTKhZ6ppRH2+eFvLk8n380phCo0sQUgjt3LuX4+t196kcXCi/nzuapwvmYQkGRJg9uepmpLWVHXpMgFCzDxuEcdzzxs87DX1NE3XO3Rk4P72uTFjvDvv8ycdPOovi2URgNsZeSkk//EZ5dH+Hbvz7KHgqxXrFs+dMZ8euvvq3L/xKEEOuklLN7bj9sImMhxHXAdQD5+fm97D2Erwq+Of5oLELl/vXv0R7wYUqT8SnZjE3OYmnJVoyO1PHzR07nl3PPwalZ8Bk6T2z/DIuiYMqg8PlP8xcSb7Fx39plNPpczM0qZEHBFHY2VWNR1YMiOAeytQ4YOZpC4VeTzmNMWzXz6vegSpNNWRN4cuxMGl65AyPgjS0yjoGzqjdHnCSs0uDk2h0sGTaNoijZQVHRi+5HAhtS8pnZVNJtAvYqGo+NOjFEbgB+vv0tZjWVdBS281FjT2R8WxUPb3iBa2d/Cz0WqRtgFMevaGR5W5jTuI8NKSNotTjIc9WzNyGLgBJcDrQZAX6ya1lYwb103c03S1ZzVennKNJEQ+JRNNyqjRUZ47m0ovNFSBK0LZjeUs74tmouLfuCH027BEVKZjaXoHeU5teFyq8nnkNJfAbVjmS+s/+TiPPVgUjJH8eeQbkzhWG+VubV70EzTYK5gYKAUJlXvweADzMnsKh8bdg5yC7/di062BN9ubo+RWNdSj7eHkvJvx9/FvnrGyh0N/TahiZNzi9fz+SWSm6ftoiAonHHlIu4c+e7nNhHknSooDiSyP3xu1jS8jE9bVQ/ce1BkBuBsMUx4tfrsWaNovb5H/ZKbkCQcsattH/5Sox9YsePA3X7+j3SIRwZHDaCI6X8B/APCEZwDle/Qzh4XDbuKC4ZO4tKVwsOzUJaR2n1B8yLaPK6SbTau1VBvnP2GXxv4rFsrNiJMy6VGdkj+cumD7nhP8+jmya6NHmreBP3rl3K7TNPi6nb6Q0HfIQXln3JsuwptCud3i97ErLZk5ANUmLXLGxMGk6eoqEAOZ4mKpxR6lDEiGS4NDv42iJ+pkmT5hiWCdFPosuSUpSU7F9MOp+zKjdzUeU6kv0e9sel8eyIY1ifUhDarcBVz6ymElRp8vCok3h32FRUaRJQVCa3VHBU4z5Wp4/u//j6MH6HqfO94v9g6yCbn6SN4f7xZ4Z2mdO4L2o6uorJmpRCKu3JpPldbE3MocYez093LsUrVNQO4tP1aLupo5kGN+/5gNumXcJwbzNj2mpotTjYlJwXIrA+1cLtUy/mD5tfwWYEQpEeCTSrNm6fegn+Do3QvRMWUOCq4xu1uzm3aiNxho8Ew0eC28fw0iYMRcEnVFQMLB20pqsIGoKVnHyqFYcRCEWp+gpJsAL0xuQRYZ8FhMKrubO5ffd7fWrLKXXGtldzRcnnPFM4j4BqYXn25CNLcBQLluwx+Kt2YUnLp+XTZzDdzQNuzjl9AZmXPYg1axT+2r20fPSPXo9JOv1WLCk52ApmoTeVD2ipWk3q5wvMEI4YhtLEh9AnKEIhN7577QiLonZzIffqAZYVb2L36hdJ3/E+xzTuR8Nk2bHf4jEluVtKuEv34zECPLHtU/wHszylatg9rXxn3ycc27CXn025EAOFgKohpInVNEgIeGhVU9gbl0FhynD8NXu5Zv9n/HHc6RHL8MeKZLyeM5Obij4MW8owEBTFZVBvS8CpWXHrfoZ5mrm0bA0747NZlj0l9tJVL9ETUygsyZnOkpzpUfeZ3lyKAO4dfzafp43C10W7sSkpl7hDaCg6u3FfyF5BAo1WZzcvKkeHs3gkKIAi4ZExXYxVpeS6WVkc1bSPq/evIlkPN2TUkExurSRR91DpSKHSEbm2ye6EbBYdcyNnV27iB3tXIAjqbpymzpzGYtakjiTQQXL2x2VwAruIM3whsgZgw0SaJk50dEToHb/rNyoAC4ARQBmA4DYgFH4+8byI94KpqBTF990sFIIk8LzKDTxTOA+rEWBcW3W/xzSoMAP4ir+g4sEzEBYHCBG9pk1vECrDvvMkanwaAO3r3kD28hwRzmTip56JlJK0BXfi3rp8QP0b7Q2YPheKLXoywxC+GhgiOEMYFKyrLeGq959G97rwoWAbdTLWQp0HN7/MPxtq8KQ4wx7cppSUtjVyRv5ElpVuj2gGGg02VeO47FFsa6xkZvl6DKEwvaWMZ758iteGz2BD8giSAh4uL11NaVwGT0w8m3RHArm3L6fsgdM4tm4v1SWf8+yIY1CkiU+xdBKQGBGc97Inc1z9HmY0l4V0HV5Fw6tauHdCsCKwV/czpq2GP296EYthMNlZwYqsifgOsQLCr2hU2JNYnTY6FJU4AFNR8cr+iVXD0HFdFGlyQu1Ozq7aHNT4JOWjYbIjPptnRs5nS1IuQnavm7wjcXjUiIZH0VibWhDWT6UzhTedKXx7/6dRh6QrCol+T6/6IkVKCl31+BQNm6ljBeo0Gz/atZTfTDqf7YnDAYkuVM6q3tyN3BzAgTtC6xG96Yme0aauiFb5GKDcnkyNI3IROCHNPjuEd0VCR/E8Bck5VZv6ffyhggz0z0E8DIqKsHYSDH/lDujl+SE9rVT+9UIsGQXk3fEhWd95iponv4MQSrAopc9FX6Tgpt9D6+oXSD5hyGrhq45BIThCiBeBE4B0IUQ58Asp5ZOD0fbXGWaHMNbyX24d0Ob3csXyp2gP+EKOvG5FxS2t/HjqJaQEXFEJg6aoXDhqJpvrK9jX1ru+AMCuWrCrGp9XF+M3dGxGAKXjnXpd8gjeHT4NiaCSFO6espB5dbuQwOn5E7FYrGz6zgs89s6fyfC2MqW5jA0pI7pHV2JEU0yhcM/kC5nbWMyZVZtxGn7WpI5k6bApweUrgiv4NbYEyh2pjG2vodDdwKWla/h3/hx8iuWQFRBclTYKHYERpf1ApCKQ/REWC4Fq6Px+62tMaK0KiZ7HtNeyJTGHO6Zd3Bk1EnRbditzprIhOY8ZzaXdyIMJ+BULy7ImYdN9+CJYTeyNy2R6S1nkMUmikoIDUE2DP298kUJ3fbe+E3VfkJhueY0KZwrbE4ez35mGs4+RroGUOAgg0JDdqO6BKbXQ08hp1dt4e9hUZI9ngs3Uuaii/8LWWlsCCQEPv972Bmlfh5o7AIpG/IwFKNbg35uUEve293s/TppIXzv+ql1UPnoZeXe8T/z0c3Bv/wDT24Z333paVjwa2d6hK/xu2r54ZYjg/BdgUAiOlPKywWjnfwXl7U386oslvF+6A0NKxiRnctfsMzk5b/yRHtqAsHjvRsxIyw9CEFBU4gK+qJ5EAVNndHIG1Z6+vZ1aFZVEq406jyvkrbQpOR+JYFXaKP465pRuSzMAH2ZP4rpxc3FarBS31HP7qtfwJg6HxOH9P1mCReY+TxvF52mjou7TanXy42mX8MKax0nQfSyqWEumr40nCubRZIsfOMmJQUiarXG8nz0JGU1A3fPY/uoPpOSM6q1MbK3stkQngIcjXPee2qJfTTyP23YtY179HvyKhkUalDtS+PXEc3FptqBGxtTD2vlnwbGM3/JamLjXo2gszplBQNGCOisjgClER8VmGTRiBOY1FJHvbgyLytikgTBgnzOdsa4aRrrqCQiFPfGZTDwEyzkGgtumXUKi7uXy0jUUuuqxdZDEA9/YzUUfUNhex+OjTsCrWVGkicU0uKh8HdNayvvVnwTcqoXXVj3y1Tbf7A2qNZQqLqxO1LgUMq98OPSx3lSB0Vbf9/aMAN6iVQTqS7CkjyB+ejDyGjflTNq/eAm9tabXaJDoZ+r+EI4MhpaoDjNq3K2c+dbDtPg8oUq9u5truP4/z/PQ/EUsKJx6hEfYf+xoqgq5fPeER7UwylVHUUJW2BKNJhRmZOQzIiENpRehsSCYav69Kcfz2NZPuhlH7ovPYFNSLk8UzA+fZAlGXd4p2coNU77BuUseiWgPcSigC4V3sqZQ60ji3ewpaB2CX0WaIBm46WcMkhOV3ED4MSECYjKqvY5zKzeS422m2JnOsuzJFEfIBjuldnuY/qhVs1PiTOu1T59q4XcTzyHZ7yLP3UST1Ul5F6G3T7VEvAs2Jefz0JhTuWXPByGhsmYafJA1kacL5wNgkQa37PmAgKKS6WtlR+Iw1qYUYjV1TqrZHtXSIaAoIDqjLhZpUuBqICAULL24ofcFks4IjSkED2x5hYdHn8zdky/gxTWPhy1aKsC51ZtI1D18njaKOY37OLpxL3F9sEvpCQF9yro6HJAEs9CeHXEMVfZk3vzs4ZjFK7tCjUsJFfrT0keQfe1TaMnZXRofWIHBQG0RlvROQbfeVE7qeT+nfd3ruLetgCjjE7Z4Eo+7st99DuHwY4jgHGb8fevKYLp1jzcqrxHgnjVvcVbB5JjO3kcKummwvHQHb+3bhATOKZwaXPJRVEYkpGJXtYjEwW4EmNBWxThPI38dexqKohAwDKyqRn5CKleMncMv1ywhNz6FXc3Rq5UKBH8/8Qo2N1TgDjPlg59POj/4Jh8Fla4Wntq2qk++WoMFn2rhjdyZtFic+FVLyCNKmCYWaSANMzjm/kRzBnt5SwiSfS5+tPs9xrbXoALTmku5sHI9d0+6gM+7Zl0JwU+nLuS+La8xraU8pCeJrUgJR7M1jmZrBIGmUJBSohkB9B5E9f2sibSodiyYKEi2JOXQZA1m8wnTZFxrNafXbgvtP6dpP5eVfsG/RhwTU/CrmiZ74jLJczeGSNCBf/tStyYWXKoVq6mHiNIBYntT0QpyPE1RlToCOLF+96BkPB1p480WzY5PtbAkewqv5h0VEvV/lj6aE2t39inTrGsV40DlTsofOI38e1Zhy5kIBK0X1MQs9F5TxDshDT9aWpDc6K21VD50Pr7yLaBqYJpoqcOJn72QlhWPdRciW+xYh40jYXZ0K4ghfHUwRHAOM5bs3xLRQRvAHfCzp7mOcSlHLg2xsr2Z90q3o0uD+cPHMD4lG3fAz8Klj7O3pQ5XR6Tmo/Jd/C0xndfOup6Fo2fx4IYPorQoOL6ljIwZC/jmJT/j3ZJttPg9jEnK4Pfr3uOOVa/j0v29RnBMJL9bu5Rvjj8au6rh6UGmAqol5pucIgQfVe7ul5D5oCEltbbEiCaUwjCCWpkjaegJnFm1mZuLPsBEhKIJB+JK9+xYwkXHfq9bpplXtXLX5AtZvOpvmAhs0iBJ9zLc00xpXHp4BwMoHqhKid7jOCkUNqXmc2nJGv6TOT5EbqxGALsR4I5dS7t3C5Q7Ung9dxbH1Rcxo6k0YhTHJg3mNO3D3UFGIvl9DQTtqhWraUSMAllNnbkN+1APIkIUS6z8VYBLtXDX5AvZnjgcRcrgsqEQjGqv4fTqrdgMPwFFRZh6P6X3Eultp/6Vn5Jz65tAsCp65lV/perRS5H+vomXhcWB0KxIKSl/4PQOkXLn/aH72mld+RSZ3/o7Te/8AX/VLhRHIkknXEfaOT9D9MPyZghHDkME5zAj1kNJcuTmOykl965dylM7ViEQmNLkfrGcb+SMITcumV3NNd3IgUv3s7u5hvvXvcevjz6Xvx1/KTd9/G8kEp+hYzN1hDS5r2wVeYt+R/KJNyAUhSs67CK+u+JZ9rXWh4r09cVYc1dzDb9bu5RAD3PLwvY67tz5LotzZvB+1qRuxo4QDPtPTB0WFEEfTsTwePKpFsQgLIEcDMa2VfODog8jZgxB8H6cX7+H97Mm9dguWJ45kVNqd4S2/aBoBXdPviDiEmF/hcw+NbIQ26tY2JSSxxPr/smLeXP4LH0MxzUUcXblRlK6OEebwHtZk/jrmFPxqRbWpBbQrtmw+gNhDzwBpPvbabI4WZ88guktZZh06HP6NuKIWJtSwOym/ViN8GurAPG6D12oA1oGk4COguWgLUAPDSTw7dnfps6W0O17vH7vR5xXuSFUyTpSgcS+9uDasgwpJaKj/fjpCxj2/Zepfvyqzto6QgXNCro/rJig6W6h9JdHkfXtJwjUFncjN6FeDD9me1PIoXwI/30YIjiHGQsKpvL0js/CJmmAeIuN0UkZR2BUsLh4I8/sXN0jwmGwsmIPummgR3gQ+02Df+/5kl/NPYczRkxi1cKf8HLRWopb6hmfks2i0TNJsYcvRTT73HxYtitEbvoDt+5H7fLQTPe18ZeNL+A0/FxfvJINKSNo6lgSAlAQmEh2N1YdmekgxsQuJMgj+Bq+qOxLLDG+A4upkxyhTohX1dialEu9PYGLy77EYerMai7h3q2v8ciok9gXlx5cfhnsCJUQbEzORyC5smwNV5YF3el1oeBWLKhIdscneEdYAAAgAElEQVRnYjN1Hhh/FgDXF61gUcU6BEGtUKLuDZtMFYI1Y5bkTON3Exdw1/a3OKq59KCGuiE5n6Mbi6N+XuZIwW4GGNNei3UAlXzrbPEM90UW5h8gDDsTsnktZxbljhQKXPUsrFjHKFddv/saCJ5Y+zT74zJ4dsQxrE0t5KjGfZxbubGbUPyg7owI7w2u9W8gu2oBpQHR0tGlgeFqourvV3Tzo+q2i8+Fp2gVKafedDAjHcIRxBDBOcy4YfI3eLVoPS1+d8g7CYKpz789+twjpr/566YVYf5RENQGxYLX0PGbBjZVI9OZwE1TT+y1r1pPGxZFHXCBv65BkYXla7GaBgqQpHt4dN2zPDLqJNaljkAXCl7VBoqCp+tEPhDPpQH6NEWD3fAzwlXP3rjMMLftw4VCV31MDYShKBGLy9mNAIXuep4pOI7d8dncVPQh8YaPVJ+L8a1VFMdlHLJQZKRWNWlSbk/m5umXcUrNDq7dt5JFZV9w9f5VOMxA6Jgd8dkc3bw/YrsOw09Bez1H1xVxVEfBxIOB0/Cz35nG6PbasGUvj2LhreHT2ZiSzz3b32ZGcylKjNo5kZAdhdxAMFtrY3Ie90y+EL9QkUowM+yjzPHcsud9zqjZFvXYwYAAEgw/U1or+PW2N3ho9CmcXLezz6LivsA54cRQ9AaCxfdaVz3fe4p3V5hGVHIDgFDx7FlF0U2ZqAkZJJ/6A5KP/w7iCP29DqH/+OqpWb/myHQmsOzcH3DmiMloSlB5MiElmydOvoqzCqYcsXGVtTcN6Lh0ezy2fvzBN3jb+ah8d0zi1NuDvuty1pzGfaE34B3x2Vx29PWsyJpAi8WJS7NjRKoe3M/JVzECjGyvQTON/jl0H0CPYzRTxy80Sp1pmIrSv/YGyRwXoNKRHDWqJYEmSxwbk3v4xkmJV7Xw+MgT8Csaq9NGIqXkullXc+PMK2mwJXBO1SYmtFQMbKxSEqdHnqRSvW38aeO/Iz608j2NvLn6EX5QvAKn1Plu8UqcXcgNBEmBL0rmmk+xMKtpP2fWbhsUbcsptdu5b/zZNFvjQm7gBgKvorE0ezI/2/Uub676G7ObS1D7SW4EwQd3tKsrgD+NOR2f2lm80lRUfKqFh8acSovmOIgz6x/sps4du5cxZhDT7oU1jvSLf99tm69sC0KzRTligJAGRmMZZnsDgaqd1P/7dir+cj4yQvR9CF9NDFHRI4Dh8cn8/cQrkFJiSok6yO7TA0GGPZ5yV2RfGE0oaIoSliXl0Czc3IeIDUB7wMdNH73AB+W7Yu7nUC3kxadS3FaH3ocHiadj8vAqGrdMv6zv0ZC+RmSkRCoqVfbkoGZmAKndVkOnwF1PhSMFKYJaElNR8CiD/EDuJ17NmcXspv0RzSP9QuWWGZeHJlHFNBGYGEINpaJLghqj309YwP99+RQd1WcQUlLhTOH7M64MLRX2FRNaKrih+CPumHYx3i5FEeMCHv6+4dmwYnUH0rB7/gVFqvuS52lCj/KdCyTDvS2DJtwd6arnG/W7uXbWNRzTWMT05jLaVRsrMidwVelqbAdhT3IABzLYuo7Zo2jsic+kvsMvLvwYyUeZ4zivcuNB999XCCBR9w6KMNqSNZphN76AfUR3yxI1LgVzoLYPYejMDewK6Xfj2fUJri3LiJ921iD1NYRDiSM/s/4PQwjxlSA3AN+ZNA9HhMnIqqicN3Ia10w4Fpui4dSsODUrNkXjyrFzuXrCMRHb002DTyr38EbxRjbXl3Pq4odikhuroqEpCoY0qXQ3Y+njUt272VPxKBbeGTY1tlN2D2h9FXcKgRQKHs0WzNTqJ+yGn/FtlVQ4UjCFgluzh9W/sZg605tKmd24D2eEFPie4+kVHbVteougbE7O5YW8ufgUjUDHo8AnVFosDq456tvUdxGJTm/a16mr6TGeckcKdmliN3Ucpo5dGox01ZPa38q5UvLjPcuZ0lbFXza+yIzmEoQ0UaTJDcUfk+p3hU2QB6IZfYGCZHXaqOD5dtxffqHiVTTeGjadDH97/8YbAwK4dv+nPLLhORy6n7eGT6fCmcLPdr3DMTG0OQPpx0BgIqi2JbI+OZ+P08ehRymZ4Fc0Wg9jBOcABuspJ00De8EsILgs1fDWvZT+5lhqnrslolC4cwB9fPFRVKx5UyGKaa70tdP6ydP9HfYQjhCGIjhDAOBbE47l8+p9rKzcg0cPIJHEaVZGJKTx26PPI8Fq57pJ8/m4YjcSyfE5Y8lyJkZs64ua/Xznw2fxmzqGNPHqOjKG1kMVCmeMmMh7JdvxmXqY+NiiKN1E2V1r7izPnsRZ1ZtZm1zQ96UnKcnxNFIS1w9B9wA1JV5FY2tSDmaUB+wp1du4uagzxV6TJi/lzeGfI44dWJ8dpCbyO2hPCJ4rOJaPMsdzas02kgIeNifl8knG2LCaQutTR0ZtZX79bswe1EMAP9qznLsnXdCvKE5ih4ZiZHsdf9z8SkRTy4FCADOay/jd+LOZ0lJGvruRvXEZuFUbV5euGoQewpHrbeaWvSsOSdsHEFBU/jzmVGY2l3JazTa8mo1lug9PhCUbuxFgbPuRMd08mOiNBNYn5VGnxPE9w8C9cQnVjyyCPiYqOMbMw3DV46/YFhxJlBccoVlJPuX71L34o6h/P+b/s3fe8XFUd9f/3pnZKq16L7bkXuRuY8AY00uopgceILzwUEII5QkJSSCQhJBASAgJBAgthJpgik2vxtiAe5O7ZdmWZVm9a9vszH3/WGmtlXZXK1sGB3Q+H4O9O+Xe2d25Z37lHG87pq+DxnceoGXRU5ieVmxDJpE+9x4Sxp8UZa9BfBMQcgBz+vFi+vTpcuXKlV/7eQcRG1JKVtbuZn75OvxmgJMLx3JCwZh+RZmqOlo47vU/RVU2joQEzUqmw8WuGF5UsRZsixmgsKOR8sQ4i1ulJCHgo8Nij3uMhwJTm3Zx74Y3IloQPFl8LG8WTDu0Axigwunbtr7PmdWlEd9bn5TH78aeSZ09tl8UUmI1dO7a/DafZY5mTNs+zqgu7XVt+gNJ0KFblWZI26dJc/D0sGP5NHM0hlCY2FLJtTs/Z2R77QGf53CDX6hcNvNaGi3OMHsU1TTI9rXyr+VPHTah+wBQZ0tiScZIdjozuLnsY2xRusp8QuWmKZdxlk3jrK+e6dd5EiadQf6tC5BGAH9NGRX3HIHsEWEUVicpJ91Iyok/ZNcdYyMWLAtrAunn/4a2L57Ht28LdNtGWJ1kXfl3kmdd3q+xDeLgIYRYJaWc3vP1wQjOIEIQQjAju4gZ2UX92s+UJk0+N07NxnObvyTQz/Zv3TSpaGuMuU0sGq4rGuWu3t0+0ZCsu2mJpKT7NeOqnUsiLuAOM0CbZh/wzq1DhQZrIgYiYkfW6LYaZjTu4t28Sftf7Hqo6pybrTO14FM17h13Fj5FY2H2WGxmgFFtNZQmFzCmtYpx7dX9jgJYpRlMR0mJgeDqGVfRptlDWkmrUov4cXIBD6x/lQmte3vtb3J45fHjqWOxSoOH177EL0vOo8aehGqaBBSVoe4G7t3w+mEzHwm0WRzcN+YMNqYUkO9uQgoR9cdulQZ/XvsKTjP+h6cQOomeUDVseWMo+Mm77HviCoz2eoSiIQ0/KSf+kIwL7kMoConTz6d91evhwoGKiuJwoWhW/NXbw8gNBGt0ap+/CdcRF6FYvtn6ukEEMUhwBtFv+I0An1ZuZV9HM9XuNl7etoJ23UdAGpFNN/vAqJQsdrc10DbAQnxCSrK9LfgVjUZbp6y/NA8LcgMwIoomSaUjhcWZow49uRmI40vJ8rQirqj4KuLbVmkE00xSokgTTZpkeVs5uXYTq1KL0BUVW8DPpuR8EAo+tbPrB8GfR5/WuV/QSPOxNc+T62kOKyCOVmQM4f5SAAFFxStUZtdv5/sVy8jxtlBrd/FK4Uz+NPJkvlddytSmCka460LHPpzoZX/Gk+dt4dmVz7I9MYtqWzIFniaK3f0wpPwaIIBU3cMDpfO4YerlVCSks7uztT4SWRaA3fQf0Gfi3rwIKSXeHcvwbFmEsDoo+PlCpKcF09uGrWAiisMV2j7n6qepc2XQ8tmTwcaCgB/7iCPJ+d9/su+Jy3tFf0JjFALPtsWDqarDBIMpqkH0C89s/IJfr3g7TMPnYOCy2Pj43Ft5rHQRL21bfkDif5FwcvUGritfhNPwo0hJhTONP406la1JuQNy/IHAa18+SqruRhcKX6WPoMbmosDTRKUjlaeKj0X/JvQ2+hk1Uk2D+0rn4Qz4GeGuD7pfy/2N/IJgFOSxYcfxRv5UMr1tvLjiSfbZU/gyYwReRePFIUfGVaeTEPBydfliztq3LrQANmhOtiTncmRDOQKJRETVlOlQLaxNHsLU5oowTRaPYuGj7HFoRoCT6zajSjNEmPpDKvwomIpyUGm1nuh+frNzbt82GAgWZY7i3nFnk+Np5m9rgsKd0XRzYn0msd6zDz8S355SZMAb0rJJPf2nZJx3T9Sxmb4O9PpdqIkZaMlBC53dvzkSX/mKiNsrjmRyrn9hsMvqa0a0FNUgwRlE3Hh3VynXLXxxQG6xCjB32BQemHUeNs1Ck8/NGQseodbTetBu36ppkKq7eWjtK+R797e+exRL8EnRmcbxTTs5rqGM3xUfF1xcv4FU0NXln1PSUsmvSuZiCAW/omI1gxEPr2oduDFFIi0DkP4S0iTH28qzK57mf6dfhSEEt295j5LWqrAn8GAtjMqVR1yNW7GgSZNWixMhTUwhMLs65uKqnzI5umEH9258M/RSh2rlznHnsikpj19ufYdj67eH3qu2JbE6dSiaNJnUXEGavx1LhHueT9FoUW1k6b3b0KFvktOuWrlixjWcW7WaiypXHhDJkYBHaFgxEBJqbS7+OOpUztq3juPrt/WZLjvc0mn9Qatm59xZNwHBlOWp1aVcs3MxiUbvdNSBRdYEqCr0uLcIq5Pc618gceo5cR+p8Z37aXjzt8gIKsnCYmfYw1Wozj5qzgYxoIhGcP5bfw+D+AZwz7K3BoTcODUrX1zwUx6eczE2Lfjknmpz8uG5N3P7lFMoSEw5qNSAoag0WBL46cQLQ+M1gXXJBQzrqEWRJtNrtrAiIStMDfXrhCJN1ifn807uJBIDPtyajYCi4dZseA+gHT0arIZOYsCLI+APpntMA4sZCDpb9xdSonYu3I6AnyTdy+9LX8NEIcfbQoM1kVER0guCoP7KhXtW0GZx0GRLxFAUAqrGrIYdPLviGT75/EHeXfwQ39+9FCWW/pFQ2JEQXm9V6UhlS3IeumZhY1I+XkXDQPDAqNP4wYyr+duIE/jLiJO44ohreKEwsqyBahpk6r3TDoK+F1MdwWUzr6XZlsALQ49mU1IebqGFOsDivdICcMgAQkpUJCl+N7/f8BpH15eF0nCRfn9BbyrB1sRvzqT3YGF0k4XwqRY+yRoXqs2KhGjXITpkL3IDwbqZhgW/i3ucAMnHXRtMZ/WQexBWJymn3DJIbg4jDNbgDCIuBEyDKnd0efi+kKDZkEgyHYk8dtylFLrSem2TaLFx3YRjqfe289iGzw9muEhFodniZF1yIfmeJm6dfAlNFide1YIUCn8acxqKNKPqhRxKTGzew92b5mPtTMdp0mB1ylB+O+6szsjNADx3SInVDPC/Oz/nnL1r2Jicz/K0YnxCo96awLL04fiE0q/W+osrlmGTBg3WBMa17uP4ui3ssyfzXNHRnFS9kTu2vIMlgmjgZ5mjeWHIUVQ5UsLOd/beNVxf/lko2rHHmcbrBdOC6s4xkKSHC7q9mzMBXQQXm/dzSrh895e8MvQIFmaNxt8jzffqkBkUeRo4vi5ck6m/asLd8WX6CAKdn5kqTRotTiyYGEJBSkmHaiXJiK++TLDfzd0hA72iFT3F/bpqkAIIRrfXHOAMvllIgiRweHsNOxKzsQM/THJhIXK0JtLn1EVuohW7x4Jv1yp23TWV1JNuxHXUpSjW2DpBakIqQ+5eRs0/r8e9eSFC0RAWG2ln/pzU027r17kHcWgxmKIaRFyQUjL0uV/0u4jYoVl46oTLsSgqKTYnY1NzYkZNatytHD3vgR6mnwcGm+Hnxh0LmZ87mZ0JGb0E9r4J5HiaeXrlP3vVF/iEysq0Iu4qOW9gTiQl5+xdzYymXSQYfsa3VlHhTOPHky/Fp2j7HdfjTFUlBLw8v+wpUgL7w/Lv5EzghSFH8sjal3DpHmrsyfgVjUJ3A9bOCNFTRbN5vWBqkLh1gzBN3vrirzi7XYefTLyQ1SlDY49HSpwBH7ds/4gFeZNptCXiFyr19v2aTCPaaqhypOCOIt0/tKOeZ1cOnFjba/lT+UfxHHRV477SeUxprghzaD8UqaOuhf9wK4Q+UJiAT7Vy28xruOToi7hm/DGU/TAN6enfQ5UEDA7syV1YHKjJ2Qz51VdoSdG7MqURwLtzBTLgx5IzEkwTLTknqkeVqfvwV21CsSVgyR75jUWNv80YbBMfxEFBCMFpQ8bx7u7+GfVNSM9nTv6omNu06z4eWPUB/ylbhSfgP6BOrEhQpOSr1GHsSMw6bNqtz9u7GjWCzodNGkxv3EW2t4WavjRjekIGow+KDEYNuly85+dP5aOcEiB4LVy6G3fP2p44r4vNCODoVg9RZ03kbyNO4vryhZQ7M3ho1Ck0W53B9IqU/L9di5lVX8a8gum9oihdp92UlMv0TtduCUHfq2jj6dZa7tZsPDj6tP2FyaYZRtTKXNkxVZyrHClxzTleDGuvRZMGOe4WpjTvCSM3cGjqAESP//+3QwHs0uBfsoX8ktnB1+wujH4SHAEYQg2lBaWg1+cRDVL3EGjaS81zPyT/pnkRt2lb+QY1/7wOAv6gyrkRIO3MO0g76xe9jyclje/+kca3fhccmWmgpeSQc82zOEYd0695DeLAMEhwvuOo6mjh5W3L2dFSx5jUHC4ZOYMspyvitvceeS6Lq8r61c6doFljvu8J+Dnq1ftp8g2Uj0wnpMQUguVpRd+4c3h3lLRUhqIbPaErKsPb6/pHcKRElSa3bv+IZs1Bh2ZleeowdriyQmSgC+2arX/z6nYdGm2JrE0ZwpTm3VilyYfZ45FAUUc9P59wAb4edUNPDJvDhqR8RJR0gYlgUeboEMEBEH2EI3694XVeGno0W1054V1X/TRUdfXHcToCeg5zckslw9trKfQ09lJ0HkT8EKaBe818al64GcWZgnPSmbR99kT/jwOcPetHpPs6eHTNC3ETHAAMHfe6dzF9HSi2cDkJz7YlVP/jCmQPz6vGt/+AYk8k9ZSbw15vevdBGuf/Nmx7vbacygdPZ8jdS7Hlj+/33AbRPwwWGX+H8e6uUo597UEeXb+IBTvX8/C6T5n12gMsjOIZleV08dWFP+PCEVPjPseq2oqY7//0i9cHntx0wqdYMA60YPcQpW6bYmjwKEhaLN3y/3GO4YF1/+F71aVcWrmcK3d/RZUzdWA7sDrxu7FnUOFMx61YqLMloqsaLxfOxB8h9edTrXyZPgIj2oLfvXuK4KI0rWlXVAn9CS2VzG4s54/r/xPVbTwe2AyduXtX93u/rtRHtJqQ+0vnoUqJjLekqd8j+G5Aettp+fgRmhbce0DkBqDZ4iDP08K9G98gpft3RdGIK+YlFEx3S6+X61+/uxe5gc5C5fn3Irul1WXAT+Pb90XeXvfSuOC+sNeMjmaaPn6UmudupPH9hzDaDi/Nov9WDEZwvqOo97Tz48//g7dbp0JX3cu1C19g9cW/xGXtbWWQYnPy0OyLaPR28NnebX3q4bTpPj7Zs4UTC8dEfH9++bqDmEUMHMwCfwjTWfPzpjC5eU9EjY8O1campLy4xlHgbuS68kXMbCxH7UYKqu3JRF0++zuv7ttLSYdm48ni2STrHjo0G6ppsD6lMOQu3hO6okbt1rIaOkc07Ah77bryz1iV+gMMukXQpMRu6tzY6eekSpNTazbxehQbixR/B8m6m2bNQYstMSwKZQ/4GdNWzUWV4RomPkXj7ZwJvJM7Ca9qYVrTbi7ZszwkMRAiN522D5HgMAPcvP0j4k0aDcZ5Dg0kwVTtM6v+2ftNMxDsfOojoiM0K6or6FPn27uR+tfvxrPpE8wY6TKpewk0V2FJHwKAf99Wota3SpO2Fa9iuJtIPfnHCJuTvQ+dBaaJ9LsRFgcNr/+K3Bv/Painc5AYJDjfUby+Yw3RFkKB4O1dpXx/1Iyo+//h6PM4df5fadO96DFuGBLJw+s+iUhwfEYA8zv2LLs8rZiFWWM4vnYLNjPo4e0TKoaicM/4c4JS9X1ASMn39q3jqIayXiHYxICvX67qcUMILEaA68sXcceEC6jrKuqN0QNtiKAsnWYECHSrw7EYAfI8zRzTg+AUuxuwmAEydTd1tiSkgClNu7mu/HNGdAS9ohxmgDGtVUA4wUnS3fxy89tMbK5EVzQsMsCalCG8WDiTVN2NzTQ4qXYTMxp3hl0zn6Jx0+RL2eNMC6XZ3re5+DRrLA+u/zdj26r3dzb10VofvOrfre/z4QYBZOjRIsJKn1FRYXWScuotCM2Cp3w5lfefFLRr6OOzl2YApVMtHUCxJwYJVTSYBu7SD3BvXRxsX+9W39alr7Pv0YsZ9uddqInpMc89iOgYJDjfUVS2N0UV1HMH/FRHCNF2oay5lms+fZ4mX0dct/PtzZEtCQaiU+prRzz1ObG2EYIHR53KwswxnF21llS9g3XJhczPn0K9NTHyPj0PLwQfZZdwSWXvTsQEw8uItlo2J+UOeCRKkyalyfn7yQ1BzaGo8xUCU6gI08Bi6KhIDKFwbP02frz944jtvKaAsW37eHLVP3Eaeq9IRwBBgzURIc1Q5EhIyV/Wvky+pxmLNLEZQcI9rWk3Mxp3EovuLcidFEZuuubkUVTuH/09/rkyaOrYojlICngGIy//Rai0JtFkS2R0ew0BoeAw9WCdVww4x51I+tl3AlD7zxuQvsiWDGEQCo7hR6Em7pe+sGQWY8kowl+1Ofa+EVJYIUhJyxfPk3bqLX2PYRARMUhwvmOQUrKztYFkmxOHasETQUwrQbMyMjlym2STt4Nz3nmMFn9vFc/OE1DoacJq6lQ409EVjXR75LoTl8WGy2IbcA+qQ4p4SENf2wjBqrQiVqUV7X/NNOlP068nQm1Rh2qlTbPTYHXGdYz+QiJIjnRD7mO+phDMaNzNzWUfk6R7o0rwA6T63XyRNpzbEFGvxDH12/g4ZzyVjlQ002BiSyW5npaQ51QXultGRMPbeZN6FUh3ocaeRItqI8nwkTxIbv6rIIEcfxuZegdWaWCN4lAeBtWKtXACmAaB9gZ8VZv63kezodicZF/Vu14o+5pnOiNAXojn/D3noHvQa8r6vd8g9mOQ4HyHsLxmF7ctfpUadyuKEBHJDYBds3DKkHER33th23LcgchuvkJKHlr7EiPba0MFpC8XHcO48+8J265D9+E3DVKsDu4+4gx++uUbA9YafkgxUN1VnSJ8mjRDXTfp/naarAlRtVu6QzUNpjXtDv27xubiT6NOZW3KEFRp4lO02O3WfcxBmCayZ2eSlCTrbmY3lDGko56KhIw+xxnaVShsSs5DInim6BhWpw4lMeDl7Kq1HFe3FRVJm2qlNLkQTZr4NSu/Gn8u9254AwWJzQygCwVDKGxPyGJCWxVPrnqOVtXGHmcaw9rrsEVZQPr6tDxq9C6/E2s24jJ8g8TmcIRQY5KGYFpRovWHWBh+mj94mJZPHyfrB48jRB+SgYqKYksk9Xu3Y8ks7vW2Y9gRDP31Khrf/gPtq9/sLFyO/z4nrE6sg51WB4VBgvMdwZamai778Gk8gd6kRgCqULCpGgkWGy+feg3WKKJViyq3Ra25sRt+Gm0uHK1Vodeu2LWE3IrlMG4WmxuruXPpfFbV7kYIQV5CMncfcSa/mHY6f1zz4eGdshpIAiYEv97wJkJAvc1FobuRkta9bEzK52cTzscUCj7VgmIaEcUJVWly8Z7lQNDD54apl9Oq2TEVlUDMhAx9kpvZddvI9jbzVt4UdKFiKgo2Q8diGty78Q0EcMOOhfx84oX9mrJmmlw9/Sp0RQmpR293ZfNh9ni+v/srhrsbmNa0i8nNFVTZk5EIlqUWM6yjDr+qsS65kPdyJvDD8oWhYyYZPsa37Yt53kBno7olysIyqbmChZljIl7nS/csH5A202+bKF93xPLq6lIo7rqyHsVChTOV4vZ6rHEbWEQ7sYmaWoDRVBl1kwO51tLfgfR3UP3kD1CdyRgtUSLVAKaB2dFA4/zf4N22mLyb30T0eDCw5owk55qn8e7+EXt+d2zErqqoUFSSjrr0AGYxiC4MEpzvCP6y9hN8gcgEouvGqykqr51+HcXJ0Z/OkyJ0VnVBQJgYHIDV8NO04Lc0H3EJ57zz2P7oj4TdbY1c+8kLnFFcwg0lx1LZ3sSCnesHzFF8QDHA9SyFnkbyfOFdGSWte3ll2RN8mD2eHQmZZHtbeK54dq99M3xtpPuDtQFv507CrVoHTKX5ql1LKHI3cFLtFt7JnUiDNYFJzXs4rWYDulB5Zugs5latxm74e6kTR4WU+BUVTw9NJK9qpTSlgBNrU5jcFiTF51euYkpzBUc1lIeKsD2KhXR/O59mjWFyc2zZgZ4whODlwplcsmcFijQ7ncZlaNG9rGIZX2SMwtuDGNoDPnK90evQ+oNvmyhfd0SbkwncM+5sjmooZ2zbPposTt7Mn8ry1CImtO7lgdLIQnoAaLZgp1NMw1IZk9zEQlwGqqaBffhRuDd80CcpkX437i2LcG/4kISJp0Xcxj50Crahk/HuXBkUCeyCEAh7EkJRkYaO9HUgrE6EopB/61uDvlYHiUGC8x3BV9XlMTuWdGnSpnu54bOXeP+cH0fd7tLRR7C4qixqemtKU+8FSBoGzy56IWJqK4DJ/Dwf3HAAACAASURBVJ3rUYXAqmjMyCrCabHy8Z7N31w/yiEU+utCq8XRi+AAuAI+zu/UaSlNyue5CPtWOdO4ZfL3ubHsEz7PHBkueneQGOJuAGBUew2jtn8U9l5AKLyVO5kPc0qwxSI4Pa+fEHiVyGP0qlYW5E3mlNpgvUORp5ECTxNat0/fYepYzQB/Wv+ffkVUJGCVJqfWbESTwdhWVySlC0XuBv5Q+iq/H3MGLRYHigwWQl8YoYC7P+f9NpKZ/mBlahGrUotZkjkapKSkdS9nVa3jrH1r2ejKY4czk+HuyM0Hwuog7cw7aHjtLohhuHmg8CkamCb2WFGkgA/pbSX76qepf+V2jPYGpKEHu6kidFRJXzstS/4ZleAA5N/6NtWPXxb0r9JsSEPHkllE3k2voaUPpWP1m/hryrBkDCVx2nkotkNTS/ddwiDB+Y7AHsciaEpJWUsdZc21jEiJXGR8QsFojs0fyaeVW8NSVVZD52db3otczGcG+Ki2AmKI3BlS4jF0VtdV8KOJx/GTySdz6lt/5RtZLr4GW4e3cycxtOwTHFFqBLyKxpPDjo26/3ZXNrdMuRRxIK7gMfCPYXM4tXojxe7eQmMmgg6LDTdWAiKCl1Xn31VpgAwK+UkhQMqYreutlnBzQy0CtVXZ72QeDT6hUGd1kedrCXMBz+1BJHt+uhNb9vLSsn+wy5mBV7VQ3FGH3Qxgds65v+aN33VyA7AsbVgwYiclPyr7lNOrS0MRuQnNlTGvkXQ30/DmbwaE3PS8e3gUjQpHGsM6IpOrEISCllZI0syLcB1xIYHGSlqXvkzDq70tGbpgettDf9frdtH04cN4tn6O6sog+fjrSJx6Lvm3vY3eUIF/31a0lFxsBSWhfVwzLz7AWQ4iGgYJzncEF42cxt9LF/VZ52JRVPZ2NEclOIpQ+Mfx/8Mb5Wv525oP2dvagGroXLZnGbMaIlf8W7JHUhWD3HSHx9D589qP8bbUYjP0qB0uhzXiiAB9kFPCsI46cr3NTGneg90MhJbRZouTu8afy6bk/L5PNRDO493wasF03sybwqk1G7hl+8ehxUFHsDhjZMikUzENzJ7xFCHQzAC/2vgWU1t2o0jJ+9klPFV8DG4tcmpTNQ0mxZl2aldtfJA9jm2uXLJ8rZxeXUqjNYGNSflYTZ2ijnraNTu5vlaUOEhJV41IgzURxTTDSF2rZucnEy7gJ9s+pMDbhLNzsfUKFas0DrkE/KEw6Pw6YTENhDSZ0lzB6dWlYZ1z0QrCw9CfWpUoMIC3ciYxtr2aPG8zbZode8DPyI7aPq+tsNhJOeH64N+FwJJeiF6zg+gimgoJk84AwLP9SyofPB0Z8IVImqdsKQkTXib3h//Gkj4kJAg4iEOLQYLzHcG142fzZvk6qjqaY5IcvxmgOCl2h4yqKMzNLWbKXx/GaG+IrgyqqAiLg6yrn4TPXot7rIaUPLpjDeYhIDddC/YhTX/FEQEyFJVHRpyIJg0UKbloz3LGtFWzIG8yy9OGHXwU6QDTbFIo+FWFj7LHc2zdNqY1VwTF+pCk+TsY0tFARUI6AolmGmECfgABReNvI0/klWVPIIBTajaQ5WvhzpLzI57PIg0u7qEsHAlbXDn8ZOJFGELgU62oZoCXhswM60QzhMINOxbGHXHpEvBL0j18mFPCitQi7t78Foo0+dOoU9iRmMWNU/+H2fXbObFmE0PcDWT72r4W4tH9HB7FQrXNRZGn8b8mOnR83Rbm50/h3L1rsMWQBTiUUIGzq9dRb01EkSZ53paI8WAT6NBs6KikBdygWUk97Tbsw8KFTjvWLoh+MmmSMOFUpGlS9fdLkL728Ld97XSUfkD76jdxTT9vIKY3iDjw3/yQMIh+wGW18+5ZP+LHk04gx5kUcRtNKEzLHMIQV1rE9wE2NVZx2+JXOfP1B7k3fybbnJFVNtWUXJJmXcHQ36zCWTwDZx+mmz1hDnBkogtPn3g5w+wJh8xrql8QgoCi4VctvFA0izsnnM/y9OGHxEeqvxjfUkVJy97gMDv/TGrZw6NrXqDA3YAqZS9y04U2i50VqUX8ouQ8zj7mZu4qOR8tAgl2BHzcW/o6BZ7mmGMxEPy85Hzcmg1fZ92PoWhIoaArGoaiBiNLQvBM8WxKk/qOfHWHXRqcVl1KaXI+vx99Oq/kz2BJxkhk53E/yxrD48OPJ8vfHp+eShxoV61UOFJxxyDxJrAwYxS3T7iAZ4qPoSPeou7DAKPbazimfju5nuavdZGRQEAIlqYWc+HM63m5cCYZ/nYSYqS7FIJdfr8efxYfZ5dQ8LNPyDjv172PHUuvy2JHCAXvzhWYnsjF6dLXQfOnj/VzRoM4GAxGcL5DcFnt3DzpBG6edAIvb13BncvmowiBbhhYVY2hrjQeP/6yqPu/sm0Fdy5dgG4GMKRkY8YoPk8fznXln3Fu1drQdsKRRPYVj5I49RwA2nUfs3KG8VHllv4N+BAU+96w8CWSOxrBHpnkHfboIi1xiAkeDMG5qezjXqkEBbAbOlftXMIDY06PPkQEvx53Nl7VEkqhRSJDqf4OJrfs6XMsK9KK0ePsEvMrKi8PmcmEDa/HtX0XLNJkVl0Z7+VNZF1yPrLHc/4JtZuj+mrFQs+OnTbNxp9GnspXGcPRTANDKBxft4Wbt3+MvUeNkQCOq9/GcfXb8Cgalj5qkOKBCWH1SV1jPBSRoTu2vDOw7fG2RPB7+tS/0aRkcsse/qfiK06s3RJGsKJ2fQlBhr+DP487gzNyRjM0wjaOMXPoWPtWxN+V6khCSx+Cf9/mmPo5gyaaXy8GCc63HFJKRITF8PujZ3Da0HG8u3sjLX4PUzILOTK7OOK2EDTn/OXS+WHpLVNR8KHw+LDjmVVfRqY/GJYVBHPYABsb9nLuO49H7bqKYwIDSnJ8pkGtI/nwiOAcAISUvUX4om58YNct1d9BjjeysaCK5MjGnfhF9FuHicDfjdxEw/jWKrxCwyljL9x5niaeWfEMXtXKO7kTWZA3OWptlhQKuyJEFeNZZG8t+4jTajfwRt4kvsgYjd7tHAmGr5dScrxoUW2kGD4MBLdM+j57HKkEFA29Uw9oYeYYqu3JPLDuVbRQwi18vE4zENXNvD8IoPTSoDlUaa+BdkTLuvTP1P7rRjD6jqLZzQDfqy5FjzMSrEjJXkcqBoIXtiznlzN6E/iMuffg3vhxr7ZxYXWSceF9CEXBNmQyUo/idi8UFFsi/tpyrFnD4hrXIA4OgymqbyE8AT+/W/Eu4168h8J//pyjX72ff29b2cvdNtWewGWjj+CHE+ZwVM6wqOQGYMHOdVFvhBL4OHu/8rGUJo7RczClydwY5CbDloAl1g1IiPAOnQEW29OMwP5jDvTxDwGEjKAw3IUBHHtfRzKFiDoOq6EjMOMqftYVDalE/87Jzj+Fniay/O0M8TRy1a4lPLLmBWwxCHN3ciYJdqRVOFJizksQrDMqaa3izi3vcVztlrAOtfXJhTHTSdGgo+DsrEFZnlZMtT2pVzTLr1rY6spha2JWzDEeLGEwEHEVX39T6GtkamIaIg6l7+7oGRWLBANBjT2JbYnZ6KbBjtbaiNvZhkwi///exZI9EmF1IGwJKInpZF76EMmzrwJAS8klcfpcRI/OQACkibd8Bbt/OYG6//w8utv4IAYMgxGcbxkCpsGF7z3J5qZ9oWhLRXsTP/liHo9tWMTDx17MpIyCfh+3yeuOas6pqxrNlk7NBqEidR9l17nYM3Q6niHHRo0k1MdjZNeFzmMIKeNy3O4LTt2LoagEuo7VldL5GjRwDgjSDNa9RBmaKk0MMTDPzM3WBKocKRR1auJ0hwF8kT4iyhglU5p2syGlgMhmHuFYkVaMFuUmrwNe1YbLCK97sJsB8j3NnFO1hv8UHtFrP7vh58JuRctdl2tnQiYFnuY+SUJX+uZHOxayNH0YbZ3f66Xpw2iwJmLxtGCJU4VXFwqaNFE6p7gytQhPlAVaFyrNtgREe8S3BwQBoSBkF208PBE9QiXwlH0Vn/llaA+iRgi7roBHtdCu2fn5hPNBCCymwSgtnMh6d63GW7YUxeEiYcrZFP1hM4H6XZi6F2v2SEQPwpr9/54GoH3Vm0jTCG93N3WkqdP8ySPYh80YLDg+xBiM4HzL8GHFZrY11/TqlJJAWUsd57/zOP/Z3n8RswkZ+SREKRR2GjpjvE3Q9YTbKYi1TDciFpceDKQQKNLEGfB2im4d2M3ar2q90xwD0bl0KCAlw9vruG7HQuxRfMAsXXUJAzSGh0eehFcJv3EbCDyqjeeKZkXeSQiWpQ8LLqJxjKNDtfDM0KN70QWvorHFlbd/Tj1gNwOcsW996N+JupeLKpbxlzUv8fdVz3NkY3mv7bsKpuOFy/Dx5Orng/+QEqsR4JFhJ9BsdfZJD7ooRKPFibdbKs9mBqLW8QQFBtVDli6SwLbEbOrtrkN0hoNHz9qgcEhaPn0CkHTZ0sb6HHShsDy1CDNGOndR+gh+P+YMLp15LTX2oGKwIk3mvHcv0jQxPK3suW8Oe+6bQ92/b6fmXz+i/JZ8Wr98AUtmMba8sb3IDYBitZN7/YsM+fWqqL8D6XPT+M79MWYwiIHAIMH5lmF++dqoZpgAXjPAL756k1Z/lDxxFJxQMJpUewJqj9SDgsDlSufMCScCIqwAUFdUzEMQDRFSMrtmS/B8PY8f5wIfiBbtOJji3EMU+bEZOveXzuPcqrWMa6vC3s0OQzFNbIbOxOY9vccgJXNqt/Dwmhd5Ydk/uHvjfCY0VWA3/CimiYhBPtelDOH2iReyISkPk2Bnylfpw7lh6uXss8eQjxcK7V2aN9Guo5QI0yTH28ppNRsxEWxNzKZDtbLPnswzRcfw6IgTulWj9Ia986k4z9PEv1Y8xQ92f8nE1r1RW6lbNUe/Uzwu3UuBp4k8Xwvzlv6d+ze+Rqa/vU8S0rVQp+nusJTQCbVbsES75gLGdPNwiwQT8B9gkkkAY9v2ke5rRxdKGKk8vGM6+2H62pEEF61IZKhrDm7VQo0tiQfGnM7PJ1yAT+ktHSmAo5p24VEsmAjshh+boXPX5rfIaK7Cs3UR1f+4Ek/5CqTfjdS9SF870u+h9rkf4i3vW9oAaSCsEVJVndDrdsY79UEcIAZTVN8yxLJj6IIiFD7YvZELR06L+7iaovL66ddx8QdPsrN1f+pCIslxuvB88hj08KGa1rSbfw09GmPAyw1hYfa4yIQiXpIRa7suknOYpKq6DC9VJPevn8cHOSW8mTeFNoud8S1VnF+5ktsnXRS+k5TcseVdZtdvD4msZXtbObKxnD+OPIVPs8eiSUnANEAoEee6MbmAH0+5LJgWhP5f22gERwhUafLEqudwGX4MBLdNujjo7N257/kVK8LE4bojgGBNSlAo7Y4t7+LSvTG1b7yKxsc54zi5emO/tWQEkksrlmM9ACNYQyio3SI2IzpqOb52M59ljQmzubAbfs6vXEW2P3p+ygR8igWrqR9wlEfrdNf2CZUtSXmMaq8lIBSWpRZzdP027Ic5zYmHWJqajedKzuW9lCICikpLcg7q9iRER2Ov7a1mgF9ufpu38yaT5m9nTt1WEg0/2BLw7lqNe8MHEOjdGi51D43v/pG8H/0n5ni0lLxw36keGBT7O/QYJDjfMpxZNJFFe7fHjOIETIMWfwyX3CjQFJVad1vYaxLY3FhNk7eDns/1o9prmNBSydrkAgID6pfUyM6E2GKEBwwpKXQ3cumeZfgVlYWZY1mbUvj1kx0pGdO2jzGt+8jzNpNg6rgVDVVKTqjZxPeqS/EoGiC4s2Qu7h61HcUddeR4W7B3Iwlddgf/t/0jvsgcFUzRxRGt6lXz1J9W9SiwmAatFicuw4+K5MpdX/DksDkYQqWoo46rdy+JuqDpisqLQ48k3dfOyLaamOTGJBjxsxs69TYXxZ7eC100uFUrlY40ZjTujGgf0ResZoB9tuSQdQTA7ds+YHJLJf8umEGdzUWut5nLKpZxbP22mMdSCHpyDQQFUaVJpTONn0y6mEnNe7h96/uHFbk5mE4xVVH5880vclt7ExLIDXjZ9fHvIs5OAKkBD5dXfNXr/CgaQrNH1r6REt+edX2PJSGVhMln0r72rV5ER9gSSPve7fFOaxAHiEGC8y3D6UPH89d1n1LWUocRJd+vKQpTs/r/9PD81qUEzN7H9JsGi9OHc8a+9YgeXQv3bniDvw8/nrfyJgW1RQ6SKFjMAD+qXMr/jT6DAW9wlZJ0fzsPr32JlIAXEzixZjPrUwq5s2TufvHBQxzdSfa188fSeeR7mlGlGapFsZoGAaGiYtJgcfKfgum8mzeJjgg2CHsdqdwx4QJSdDe/3jSfke37O0NMITiicSeLM0fFPY9E3Uumr416WyI+RcMV8NKu2vD1IeComCbnVq1mSnMFH2WPZ0nGSEyhYApBur8dA/goezxv5E2hpHUvBZ4mjqrfEbV2ywSeLp7NHmc6RR11BBQVW5S24a7Ui00aXNzpJq4jsERY7nouql5F45ERJyCFiFuDpycCQkXpVFruImFBdeeNnFKz8YCOGQ1xOWR3QkNyQs1mZtdtJ9GIIV73DaCr663WlsSQTjLan1+aNXc0QggKO8VKDXcLMsI9KyZ0L/bi6Ugj+kOilhbf/TP7qn+g338C/todSG97kDipFpJn/z8Sj7io7wMM4qAwSHC+ZbCqGm+ecQP3LHuLf5et6v2+ojI6JYcpGYX9PvaKmt34orRdvlY0i9MatqP5OsLcdq3S4Jayj7msYil3lsylwpmOT9EQBJ+qf7H5LZ4unsOuxMzYJ5fB8Po/XE6O/p8/89Ci16l0pgww0ZBMaaogJRCsT1IAp6kzubmC8ytX8mrhEZ2dViYMUMdSJNy38U2KOup7RQ2CKYbg9XcFfBzZuJNXh8yMeIwuh/Fqzcqtky7hX8ufIk0P6ndYzQD58UQyOuc6qaWSs/etZUJzJWUJWSzJHMkQdzDVMz9vClWO6J+DzdSZ1FzJrIYdTGmq4MKEFfxswgWMadtHu7Bwy4wrGdLRwFOr/4XD8HcK7MmoSU2v0EKErtqeHJYCChs6+60YYL//kaQ3mZEEPaYsmAgJex0pPD78eJamDyfH00yLZieHllDBYptmY17+ND7JHkdAKBxTv52L96wI6UB1HdMqDXL9bQccG4kUyYj2bfd16tvE+2uwSSOMGB4ODuiSoNP3jVMvp8KRygV7VnLNrsXxR88UjfRzfxX2kupMxjHiSDzbFveOVgolojM4QNP7f8aaOxZfxdpe2whbAqmn3hzXkNSEFIbcsxL3po9xb/wEYXOSdMTFWPPGxDenQRwUBgnOtxAuq50/zb6QH006nms/fYGdLfVYVA2/GeConGE8Ouf7MTVvoiEnIQmbaXBM3VZGttdQZ3XxSfZYmq0JNDiSqb/hPwz75K+4N34cLCS12Nip2HmjYApexcrFe1aQ62niwdGn8YNdXzCzsRyrNHlq2HGxTywlGpJ3pp1A4bgT+MkXr7MvIXXgu5aEwoq04l4v280A51eu6iQ4JomGn3bRGTXpXpQ8AGRraHsdxR11fd7UrdJgbNs+CtyNVDqjW2tAsD34rbxJXLk7GIrXpMkPdn2JV7HwZkH0OixnwIdXtbIpKZ+tSbl4ld5pxqkN5UGCEwMzO7uanKbOiI46bt3+EZObK/jrqJMY6m7g3k1vAl0LrAz9N9LVFEKwxx4UavSqVt7KncRZ+9bFpXey/xy9XxPA3KN+hCoNjqzfwdK0YYxvruSB0nlYO12wAVo0B9dOu4JmiyMkBDg/bwofZpfw9zXPU+BpDn1yXYaZB/KtkAS71tRemsrh27hVC7qicf/o0zmpZhPH1m87YEHCbwqh66WobE8qYFzLXqY17uJ71aVxkZsu0pp53m9Qk7Jxb12MvWgais2JXreTxJmX4Nm2pNuZep65B0yDjvXvMvSelVQ+cHKwuNnXAUJBWOwkHXNVyFgzHghFIaHkFBJKTol7n0EMDAYJzrcYxUkZfHTuLexoqaO6o4XipAzyEmMvRrFwZUoGly59HKup4zR0fELlml2L+eOoU1ldOI2jJ5yINukUTN2HGfDxw0+f59N95fgUFSkUlmSMJM3fzl/WvUK6f7+exZjWfexxpGJGSwUIgcvq5K+NjWx561F2ttYHu0AORYdWlJteit5ZsyQU2jtFvISUWDq7eY6p347VNPggZ/xBOXy7Al6Mzv1bNAeGEKHIS08EhEKRu75PguNXLaxOGRoiOIIgQbp25+d8mTYMt8UemlMXhDTxqxqmomCiEE1Wb21aUXQNHik5qXZTmH+TzQxwYt0WAgiOaihjTv32qKSjJwwE7ZqNHYnZoc/+ieHHkRDwc1LtJnRFRUiJgsRiBvpV2m6RJkc2lvNJ9jhWpxUzvaGcn297r1eh8z+LjqbJmkCg23fVUFQ6hOAvI0/m/vXzWJ06hPEtVWH1T/1Fl/BgrOXdJ1T+OOp0lmQG037rUgrJ8Lczqq268zNRUKWkVbOToUfXjzkcojeCoLP8hOZdTGjeFXrdj4KC7EV09ndMWdlQOJVTjruKpnm/oPHt3yOEQBo6ijMtaAZs+CNHamI8IAmhoLoyKP7jdtqWvkLHxo9RXRkkH3Ml9uLpBz/hQXwtGCQ43wEMT85keHIfKaAekFLiNQLYVS14wzBNkp/9f/h1T6hR1SYNkMHCSfeZt6J13vQVi41XytexsLEab7fiYo9mpd20kdJDyvyiyhV8ljUGX4wlqcnv4d3dGw5pKaRiGsyp2xrxvX32ZBJ0D+NbqliTOpSAonQ6bwfn90XGSGY2lPOH0te4o+S8IMk5AAK2KSmPnQkZNFmc3Df2TH6x+W1mNZRF1HNQkDRaEvo+qJS4Al78QsWraCR11l1YzQAvrXgKAWxPzOLvw45nfWdBtSRoBNoXzD7m2Z3IhoZDcEGbU78dNcYi07OuREXy+LA5YfpFplB4cMxpPFN8DCfVbOSqXV/QaHHyVcYIQHJ69UYcpo5JUFjw84xRAMyp28r0pl2h6yqQZPmCBfTNViez6reREKFQ/+PscWHkJjRWobAuuZBLZ17L7LptlLTsHRANjljkQwHWphSGasO8qpVbJ3+fUW3VTGzeg0e1ssWVzTlVazmzujTqOfr7LY1V79NfshRrez/B+ieLNGjQnCQawTuEpijIgA4IbAUTOG3CiTS/eHPIIqFrfIa/L+2jLqesCO9YnaiuDISikjznapLnXN2PWQ0CwPC0otdsR3VlYUnvf0nEQGCQ4AwiDN6AzoNrPuL5rcvwBPwkWx1cN342lyoB3G11WCPcEGxCkF36NpQcD8B7uzbw86/ewIiweJlCwexRY1HsbuCuzW9x35hg2FfYXXgDOkaUp7a40N9CYCkxhYIuVHShhIX5PUKjwpHKvKWP81bORNanFqL38GLyqRaWpg/nB7uW8O9lT/BU8Ww+yRoXdLnuB0yhcPuECzvJk8ZrBdOZ3rQLR48UjAm0a3aElAxvr2FHQlbU+QqCdSUXz7yOlICHZ1c+C4SLYI1qr+UPG17jFyXnszZ1SL9awlXTiDhPh+FndFt1r9d3OjP48ZRLuXXbBxxTXxb10C2qDQ0Tq2lglSYBYFHWmIhja7QlMq9wBlYjwL+HHIEmg/UoTww/nut2fMbCrDGUJ2Th6SyK/ixzDMM7avnj+lexmQECQmGPMzV0vCMbdkYUGvT3IH0ZvjYuqViGIRRWpRbhVi1k+1riTpkdKAII1icX0KbZsBo6emeUFGCbK4dtrhyOaCijzeLkoVGnMqyjnjFt+waEdA1ktCfWsaxIrJ1RMKfh44ni2VxRsYykgLfzIUui7F5F0+7etYbxQYKiQs+CdouDxGnnsu+xSzG97SRMPpPESWegt1TR/OEjuNe/AwgSppxFxtx7sGT2Tmt/lyEDfmpfvIXWJc8hNCsy4MdWOJGc61/AmjX8ax2L+Cb8MKZPny5Xruy/mu4gDi2klFzw3j9YW78nTAnZpqikeNto0Gyo0uSY+u1cvXMxOb79nj/OCadR8H/v8MLWZdzx5Rsxz/PPFc8yxN3bVdevaGycdiErJp7LK2UH8f2QEotpoEdQGe0LNkPnqIYyfrX5bSocqSzJGEmC7uWU2k04zAC/KJnL0ihWBfaAn5vLPuaUmo00WZxcO+1K2iz2kKlif8avIENP5v+7YxFzq1ZjMQ1UJF5FQ+nUptEVFUVKOjQbvyyZS5krp8/5vf7lI70IUxfKEzK4ZvpV/R4v0EtkMNvbwovLnwxbVL2Kxn1jz2BJxiiGtdXw6NoXsUXomPIJlbLELG6feCHH121lcnMFTRYnjw8/Pir5UqTJG1/8jVaLk/vHnM6G5KAliWIaKNAr8mI1dObuXc21Oz+nWXNw0VE3IIXgyIYd/HZj97qg/bh50iWUpgSfRjO9rfyu9HXumHgBbtWKV7NCZ0v69KZd3L1pQcwW9tCl6vwTiXz4hYoqDfxCw9FZYG4g6NCs/O+0K2mwurh091f8e+hMdEXjqPoyLqtYyofZ4/ggpwSfaiXX08wzK5/FdohJV9dcILII38ESow7VgtU0Bq7GSFGxjzwG384VIUViU/dhSc0n0FqL9HUWjUcT/xQqij2Rwju/QEvORnEmIw6w4+7bhH2PXUr76gVIvZsUiVBQE9Mo+sNW1IQDL5OIBiHEKillr9zhYARnECEs2VdGacPeXjYPPtOgxuIAIQigsjBrDMvTivnHqufI9rVhKhq2/PGY0uSupQv6PM9jo07mDxvfDP8BEAzzv5FcxJKDJDdH121H1yysTy6I6jodDT7VwpfpI7h3zPdYkjEKXajMW/pYiBDYY5g8CiQ2MxBSsX1k9QvcNPUyGq2J+5e5eCIjQoT1wzw5fA6LskZzRtU60vQOam0uTqjZRLLhD3XCOP06f137MtdNvZw9MTSCVGnGl7ENDgAAIABJREFUXOgK3Y04A17cEVrP+xpzT2T421EI+lf5VAuqlDxTdAxLOtNE5a5s1icXMql5T1idjkmQuN097my8qpX3cifyXu7EPocwvmUvLsOPy/Bz//p53Dj1f9iVkIGpqBHdo/yqhfn5U6hwpLLXmYYiTRICfn5c9knUxfianYv56cQL8akWrt65mL+NPJFmi2N//ZgQeDUrK9OK+DBnPKdXb+hz3Gbn9XH2+G6ZBC04PskYxazGnRgyWHSsIrGYJrdt+5BflpzH8I46hrgbOLJhB5dWLKfVYuf9nIn4OxftHG8LulCxcegJDsQmMiaRHc0BamwuXi2YzrK0YVhNgxNqN2E3A7RYHAxrr+PohrJ+kxsT2J6YzYj22l5kU6hWsi//K5bMYtybFyINHb12Jw1v3B3uGB5VkdvA9LSw+86JoGooFgcpJ99E+jl3RbRw+C5Ar99N++r5vR3VpYnpc9Oy+FnSTrv1axvPoFXDIEJ4f/fG6AKB3RYwUyh0qFaeG3p06N/JJ1zPmrpK9D68p+yqxugjzif/1gVYCyaAorLPnszjw+ZwzlE3sEQ/uJuwQLLDlcXI1mrOqlpLou6lv07huqKyMGssftWCy/CR0E3N9LTqDWFWCd1hCoUZjfvl1/9VdDStmiMolNfdGf0AsM2Vw0OjT+Wu8XN5YthxfP/IG3h26KywZaJVs1PgaYp5HEMofT5Jx91sHMucVAi2uXJosjhosTh5YOSpXHDUD5lXOCNss7vHn8OKtCJ8QqVdteJWLNTYk7l18iU02lyophH++XX9vfvnKSV2w8+NOxaGXrKaAS7bHS7gFgle1cpXGSOpcKbjNHT+sH5eqBYn0jdmQutefrVpAfaAn/Ete9mSlBuxON6rWpmXH3ygbFetlCbl4YsiLVBrS+KOCRcE569a0FHwKBomAgFMaNuHzdTDFmiHqTOxpZLTajYyvKOOn21+l8t3L8Vh6ixNGx42+ipHSlRfr4GESXRy0/W6AsgIpfzlCRlcPf0qFuRNYa8zjZ2JmTxdfCx/H348Lww9mj+OPo3vH3k9FY5U4oWBYENSPv836WLOO/pGPusk1ggFLHbSzrkLW0EJii2BxMln4po2l9bPnw4nN/FAmhDwY3paaHr/z+x74or+7f8tgqfsS4gSsZZ+Nx3r3/1ax/PdpJn/5XDrfh5e9ykvbVtOu+5jRHIm/zflZE4bOv4gjyxilN2Fw1RUFmeO4sdln7D0+JsYlzUMd9X2Pvc7JncEd888C5uqwU8/4Zw3/0JbwD9gHVFSKNQ4UphXOB1Nmvxl7csMdTfwVPFs5udNCRUFxzxGN0FCT4/tpzftYnLzHtamFIbJ7dsMnRvKPsXZSX58isanWWMPKE0WE0KE5vBq4XS8qsYN5YuocKTxoymX4Y1xPiFNCtwNbHLlMqatOmL6ZFdCBt4ojtdhkBKboceMkGmmQZtmJ8fbSr3dRUeE43pVK3eVnEemt5U8TzN7HSnU21yh658c8FLUWk2K4WOfI5V0fzszG8tZlDma1alDkcDk5j1cX/5ZmJihimRKc0VorH1acwBtmp27Suby4vIn8aJiqiqJAW+vp8AjG8uxGX7aLPZgKjTKDX2fI5kKRyp3jZ9LvS2Bn295jxlNuzAQSBEUbpQSnimezYbkAs4/+kZm1Zcxqm0fc/euDn0+Wb62iMTBYQY4d+9q/IrGCHd9iOxuSsoNqxWqsSez2ZXD+JaqqE7oBp1WB4h+qzZ3pdg6Iri/R4IVo9d87h99Ou5uVh1AqNgdwKPZ8EgLt0+8iJeXPdHnk7lfqHhVCw+MOT2k8v3QyFMYG3CT3V4LupeWhY+jJqaRPOeakGxGoK0uvklHgfS76VizAP++rVhzRx/Usf4bodgSECK6X5rqiOFjdwgwSHD+y+A3Apz37uNsb6kNpZI2N1Vz06JXuGP6aVw9LorTcxz43tDxvFq2KqbNQ3f4FAtXHnMTT51yIwDTs4pibq8iGOJKo9bdSpLVwZlvPUKboR+Sdm+/asEvJb8ZdzbPrXiaa3YuZk3KEMoSs4MbxLHgAeiKxlfpwzm6vgwLJgrw2w1v8E7uRF7Ln0aL1UlxRx3/s/srhrfXcevEiyn0NHF69fqoLee9EGEBVgwdFDUYTYkyVq9qZX7eFC7fvZQHR51Kh2aN2aIuhcIOVw5/GHMGj3cK6/Wsj/nriBPjG7MQQXIT4zrqikqy7kaTBtMad7OpsyYmEursSdTZk3q93q5ZeWDTG73MFc+oLu1TvderWihur2NW/XZeLZzRZ7rSVBTaNRtfpA9nVcpQtiblcn/pPKxmAIex3wNKAFOb99BgTSAQ7XpLSbanlU+yxlJrT8KnWvhVyVzy3U2UtO7Fo1pYnTKEuXtX80nWWCD4Xfs8cxTXli/CKs2w80VDsu6h1hrspFOAja48AkJl7t7VVDjTgyRQCH477mweWvsKGf62sLl0YY8zjV+Nn8sVu77gxLot/aqXCbZym6xJKeTohh39JkhtqpXdzvQ4rD+CRq6rU4YwvYu89oAkSFQX5E7ijYKpNFkTgWB91u82vk5qey10pmgDDRXUvXQbevV2Mi95AABb4UQ8mxdGPHa8kNKko/SD7yTBcY4/GRkljShsiSTN7md930FiMEX1X4YFO9dT3lrfq07GY+j8fuX7dETyTulEh+6jtH4vle2R0xhH5w5nSmYh9niiDtIk09/BrCETmJo5BCklf1r9UcxdDCT/2rKUE9/8C9d8+jzNB+CH1S8IQb0tke0JWTw6/Pj4yE0E/HXEiTTZEjq9n4LRgbP2reO5lc/w5peP8NC6fzOtuQK7qXPWvnW8n1PCzyZciDyIn5epaIxorSIpigZOFyzSYFXqELYm5cStv7PXmcoPp17O0vThBDrrfdYn5fO34SfSbHEG00LxoI/rGBAK1029kkZLQjCS1TNNGEfaUDPNkFieLhQ+yxzNwyNO5Nmhs9jrSImu7CtUPsoay1/WvcwVu7/g5JqNWI0AVkPHauhYzEDE83s0G6XJ+Uxu2UOr5uD+Uaez2ZXLXnsK3WnBdTsX8Ub+NE6o3Yw1Ql2WzQxwU9nH7EjMCiNWe52pfJBTwueZo+nQbDxfNCvsOh5Tt41Uf0dcBMMkuKCPba8JvVbcUcdt2z/k2vJF/HrTm7y47B/keZposiZw1fSreKpodkS5uzUpQ6l0pnHfuLNYkjb8/7N33lFyVNfW/92q6jg559FoRqOcc0JCIkgIEUQGkQwYnknPNtjmM85kHDAYsDHB5CiiEAKEEEKgnONImqjJOXes8P3RPa3p6e6ZEfZ7Bj/ttbQkdXdV3VvdVffUOfvsPagQxQC6JBN3TriULsXG7OZiVDEYWnUwojQPdxz5dFCfdckmNicWoPofH3ofyyNkGi0xXD39ep7LnxcIbgBmNJeS392IuQ//zPA4aPvscdS2WgCSzv0Fwmw/wRkEQwjJ1531fxCS2UbatX/zn8Pjv2JhjsI+agFR48/6Xx3PyQzOdwxvl+yMmGFRJImNtSWckTs66HVV17h320e8fHgriiSh6hrD4lJ5fP5lDItPDXxOCMGLZ3yPR3ev5YWizbR7nMSarThUT7AHleHricjrbuTGLx/jy4JJ3LbpPVrcA9euVUNHVT1sqiv9RvM/UUiGziOFZ1AanfKNM0WtlmhunXgFc5uOsqDxMIWddVjDcBqsusrc5qOkujups8aS6O6mTdgHbhWPxGGJzWRsWxX7TTYfbyAMvEL2dbueYDdkpT2RX4y9wNexpev89uB73Fy6DgOQDYN/5M0J4cv0RZajlUsrt9KhWHkxbzaqkNF7c42ERIM1lvtGnU2TJTbQjSIMgzR3B12KhS7FOkAWSMElKXQqVm6bdAWdihWnYkHWNd7ImcbllVsCAoY98AiJFnMUie5urJoXBfjx0TVcXrmVLYn5CAzGt1byyIgzA51WARgGu+Ny+UHJeuY1HaVBicIkDJI9XahCQjd8RZNUdyc/P7SKDsVCp2JlW+JQJAyEAZoQ3FK8lsntlbyXNTni3BRdQxMGsqEj+2UKFjYUBWwlBoIEpHq6ghZ5e29xQU3Doqn8Yc+bLJ9xIxI6pzccCgm7BXBW7V7ezp5CjS2BQ7GZzGkp6TfI8gU3Zs6bezsIwY6EIZzWWBSwEulvu777lYBTmo7wWvd0yqP61+uSDJ2PM8byYeYEshwtXFizi7HtVaxNHcm6lFHUWeNQwzygndpYFELiDkBW6N67mrh512EfdSopyx+l4YUfBDI9Jw6D6IlLv+G2333EzrocU8pQWlbeh6tiF0pMCvFn3Ebs3GsQ0v9uTuVkgPMdQzizy6D3w6QHf77pPd4t2Y1L8/qK7cCBlhrOW/VXvrzwDpKsx590LLLCT6cs4qdTFqHpOrIksa7qMDd/+gydSEFk2W0JQ7g2KoX2L17B/e/WQo3As3BJZkqjUwKy+v1B0dWw4nY2v1Lu29lTaTVHcfehDyPuQ0NiQlsltRnjaLbG+GwmdBVVyJEX8ohEXYkD8dlkONuot8aFJbN6JIVtiXlYdPWEO8Z8xxDoksQHWZOY03I86Pxe+Vd0mGx8mj427GZj26t4aO8KTLqKgsH01lJunnQVet/zJwR74nvp6gjBmI5qJrVW8NKQ2QMGnQKdFnMU945aSpM5Bt1/g9QkGQ2ZN3KmM669mgltx/w6RhJmXcMlm5jcXhnUdZPhauf8ml2AL8NT2FkfGuAIwbGoJHbH5/D4sNOosiVgCIFddXNz8ecsajgI+BbqRNVBourgnoPvU2WLZ19cNlbNy7SWMqL9XKzTGg6xIyEvoL/TG15JwaT72C+qJHFjyRfMax6Yx9YXlbYESqJSmN1cEhIcyRjEqk6mtJazJz6HFD+Bui8kDM6p2c1TBQtoN9vREURmUviClGjdw7zGw3yZOpJV6eNY0FjUr3p0f63iZl1lYf0hnsvvJ8AxDOK8Tl7c+jTvZ07m2fx5PDpicYjKtoRA7zP2fh8Aevzl/Iiffx2Ovavp2vFOP7Ph+ENHr22F2U7cvOsxJQ/pf9v/cNiGzSTrRyv/3cM4WaL6rmFp3jhsSviFzKtrzEwLFp1qdHbydskunH2eXgzApXl58dDmiMeS/YvJqLhUXGEWYVVSaDJH4/7fl1IKRsQ2Tt/T8WB1aOyaJ2wZxayrXFW+ifc3PMpPDn/cv7aJAE+vQOT2w5/y6O7Xmdd4GCXME6FF85LtiGx8aQiJZksMCZ7uCFocgs/SxnBOza6I3V0DQggqbT67B4+Q2ZhUwIbk4Syu2xfcvRQYlMHdhz7EpnsDfIvPUsf4usUGQH5XA+dU7ybZ3ckpTUcGLId5JYUvkoZTFJMRCG56wyWZeD1nOu9mTeHcObdz0axbuGPCpdw05Ro2JeWjRlhSVUmiPUIpQhgGPx93IRVRyWiSjO6353h45BKeyZsb4AP1/jaynW2cVbefBY2HA8EN+Cw8ch3NoWUs//XklRW8soIqyTybP499sVn9no++KLUncdOUa9CFFDHzY9W8jOioo7CznuRehqC9YTZ0cv2/w97u5/1BALcXr+UnRR/xuwPvDbiY9PfrEMD49iqsmge76sakqYGHA/A9ZMR6nfx+71vYdZVlNbt4lG5iraFK3j3BjdIr67kpbXRQU0DwBhr2cYuDXrLkjOt/MiYrKZf/kcRlv0GOTQNJRkkeSsryP5Oy/JH+tz2J/zWczOB8x3DRsMk8uW899VpHULbGppi4duQsEvpc8LsaKzFLcghnB8CtqaytKuJHk07v95hfVxWh6DreMHewcIvOvwURFlev1E/mpAeGgTB0Ht7zFr8YdwHdshldSEiGjl3z8PDet7Aa/qVygAyabBhsScoHfCWcM5qKsGsefn1oJc/mncKK7Kn+50vfmGY2lxCluqiKSoq4T49soh1fC3w460XNn7W4qnwjLw+ZjSGIfDOPgExnG18nFfCAX03aQKAJgWToJDs7aLFEo/ozRAXdDcSowToX9dbYyKU4f2nqtuLPOKtuP2ZdRQKW1u3DK2SWzr09oi2EgeCZgvmRv0MhOBCbyd64bDyyCWHo7IvLBiH4KGMC59TuDRtYSgZsTOqjquovn6lCCs9nEoLXcmeyrHonyV7HoHKWMgaP7HmdF4bMZlXGBLp6OsnCzMctKbw8ZCYP7Xt7EHv2oc0chVs2UWOLD1HgDgwbWFq7h8V1exFAjTWOl3NnsjmpAMkwWNBQxEVV2ynz6yct8X9uMEjwOlhcfyBwnG8KAYzvqOadjU9QHJ2KRVdJdHexLnUUjZYYCroamN90JKDhZNW9GLvfp2XS8oj7TLfHYlVMKJLMnMmLiG4vRqs9jNFL9kGY7cTOuQpTYnAmL3buNTS/fy9ECBpz7vocW8EMAJLPvfufmPlJ/E/iZIDzHUOUycKH59zCLzZ/wJpjBwOv3TZ+Ad8fMzfk83YlnLnCccSYBhZ0k822b+Q+HgnhUsi9Maa9mjPr9vHykNk0WaIHJs8OsiMqElLcndxcso5Xc2dQ2FlPtrOFVFcnuc4WJrdWRHya7Ztyd0oKzwydR7diBcPghrIvsfbqWLmhfAPLanayKakAVchMbS0jyd3NnRMuGXCMvVtm+0ITEh5J4apjm7mgZhefpY7kjyNOgMxnGLhkhXtHnRNa5jIMHCZrIABRNJUYjzNEK2dEZx2bkwoilsnGt1eyuO5AkIWBwGf6ada1iAGOZBj9BtHC0JnYVsnPi1bxqzHnsyvheGmgPCqZl3NnsPzYloAKtBcJTZK4b9SSsEHgyM5aDsVmRvzdKLpGXF8RswFg1VVuKvuSm8q+5HB0KndOuCxsyzxC+Cw3+mAwKsAfZYznssqtYd8TQKrHV5oqsydx26TluCQlUPJ8P2sSa9NGofizaYknoAPzry5MW3WVsR01gf9fVB3ZhsEhmzH6kQAwywpfXHBH4P/6iA00vnkXHV+9gKF6kKPiSVjyMxIW/TBkW1PyEBKW3kXrqoeCuThCInr2VXRnjkHSVJ/cxUl8a3Hy2/kOIsUWw1MLluNSvThUD/EWG1KEIGBG+lDkCO/ZFTNXjJg+4PHmZxUGnt77Qhh6kG5MOMgIrIoJSQhcmu/p3d2nNGGWZJKsUZxfvokzjn7OAyOX0GK2/1PO3IMiFRsGTtnEQyPO8knt47NcSPA6eGLXy8h+R+dwe+opUzhkM9W2eF7KncXmpIJA+WFmS0lIcJTk6WZp7V4AvAgqopI5FJMx4DAl3cAiwvNseqwB8I9nIKJm6EQERTEZ4UtMQuBQLCyu2cvNZV8QFaEMdlbdfh+nJgK+X/pliDN3D0Z31LA9IS/s92XX3JxdtYc3cmeG3VYxdK6o3EKU5uGq8q/ZHZ8T9Jt5ZchsdiTksax6F+muNo5Gp/FhxjgqwgQSQL/BDcCUtgqUCFoyg0Gix+EjhkdAQpiuuUij0RCs94vX1Vvj2BWfy3T/7yAcBPBY4ek4ZVPQOVIlmTaTPTDvoph00l3tgypT/SvwTW0ccvop7QpDp7KzlZx/3EVWVDy3T1jI5cOnkXb146Re+RiG14kw2/t9cEu58HfY8qfR/MH9eBuKURKz+XrsUu7xCLxvPUi8p5sLkzK4+dQriU/I/AYzOIn/aXxL6gsn8U1gVUwkWqMiBjcAJknmj3Mvwiab/DJ+PtgUE5NScjhrEOKACdYoFueFl8ofKLhJMNt5bfENvLb4Bh6ddwk2xRQS3AAoksyrE+dTjMylM3/AtsR8tBP1cPomEIIuxRoIbgBciplGSwy/H74YZz+LEfhuzv81+Sr2xmZxQdUOXznEfz6+SB4ZRtLMt40qJEqjU/nxhEsHFYjZdQ8FXQ2Y+5QazZpKQXcj49ur8CLRYbKxOn0A/kAY6L3MGvvCpno4ramIaM0T4J/0HXGc6uThfW8R43UiwnCF0nr5lvXFVRWbQtp3Aayah6srNnJtxSZsahj5A8NgafVuxvif+FM8XWHJpEWxmTww6mx+O/pc9sTnkOHqCHu8wahNz2s8POBibAAbkgv5/fBFPJl/KkeijwdTKZ4uhnfWIYW5Bqyqh4uqgm1KelrB+7ZDtyk2NATFvQK1A7GZETlHOoLXsqexJy4nYvmtB6/nTveVdv8F6Dv2SFDxyQAMFl4hcbCfYNRA4DV8dr1V3W38eutKfrThLf60aw0P7PyETc21gzqObcQ84hd8n8Sz7uDtEYv4nUtHcbTy212v8fzXT3DWh7+m+o6hVD9xGbozPIH7JP59OJnB+T+AxUPGsGLJTTy84xN2NlZiU0xcNWIGt05YgDLIG9mB1gg3hAEWhDaPg2vWPM/PJ59BZvk2Lj26jkbFwrqUkcEkTwNu+OptjiUPO3Fzyj7wpdp9LbuDUhIOMwdVktmcVMDWxPx+O1tckgmLrvJmznS6TFbc0vEMy5+Gn8kXqSO4d/+7QU/DbYqVOydcSll0+CxCX1g0L3cc+ZTJrRU8Nuw01qaNQpUUJENnVvNRfnzkU7xCZkNyIU8OWxhQbu1BgruLa8q/ZkxHDd+feu0Jt8trktRv2aLnCXx0Rw2vbX6KX445n12JeUGfqbQlkuzpDrv9iM46LJoXyfCJ+AtAF4LlFZu5sHonDtnMpLZKNiYfNzm1qW5+cvhj5jUdCbyW5Wonx9FCeXRoBkvRNS6u3M4l1dv5Y+EZJ95xpuvYdJVp/WRIeuCWFHbFZbM6YzySobMycyJn1B/gR0fXIICfF63ilsnLcUrBBp3TWss4w89ngePn1acw7LN8eLJgIetSR2IIgVlTWVa9k1tK1vHLcctYlzqKKyq3huUcqULytaz39937CfWVtkRaTXbS3R3/dAlqMNt7EPx12EIyXW1cULVzQKFAp2Si1WznL4W9RCkNA4vuBQRuSQmZp1P1sqJkJ7IQaIbB84c2MTw+jTcW30CUKbxyd+eO96h76ipfedjj4jRJZqpsQQhBkrsLE3rAC65z5/tobTXk/Hz9v7ScfxL/HE4GOP8HYBgGq8r3sbm+DEkIOjwaj+/7guL2Rh6dd8mAQY5hGJS0fzMJcwOI7W6i8C/nEa97uMzrwi0p3FS6nj8VnsmadF8GyaF5qEb+554cDYOCrgYmtlVyTs1uHh1+BodiM06YcNuDTGcr85qP9nuTljCosiX4pPH73Ni8ssKe+By+TBnOgsbDgO/p+7pp19FuGkBMzN8BNqqjluvLNzChvQoD+MmRj7mpZB3vZE/hlSGzWJ8ykq2JBXgkOSzJN8vRypM7X8KmefhLYf9k8nDt6sLQSXF1MjSM+3vgM73+tute7j/wLhfP/AFdvfhdr+XOYNSB2iAODvjOx9fJw+g027FoHi6p3M6U1goKu+pDPtsDi+bh5pJ1nNoruNGB3XE5FHTVU2OLR8LAJZsRftKtKiT+MXQux6KSSHR1Yta8g7Lt6DkHS+r2clPp+qAOqUiw6irDun3Xiy4k3LLEZ2mjmdR2jAWNh0l3d/DylmdYkzaazUn5RKkeFtftZ3JbBQBOIWM1gnN/upD44cQrqLInBB4AvJLCWzlTqbfG8oc9b3D7xMt5L2MC59XuCTp3Tknh1dwZYZWie2Ni2zF+cehDolT3oLV4/hXwSiZWZ4zHKynEel2cWX8gbGnBACqt8byVM53P0kYHBam5jiYurdrOp6lj2JOQG/FYmj/D51A9HGqp5e7N7/PnU0I5cJ6GUuqeuhKjlxipXdOw+LOYfccnaR7cx3bjKt0aIB+fxL8fJwOc/wN4u2Qn/zi0MaST6tNjB/nT7s/46eRF/W4vhMCmmHCqkZ20I8IweHDvCpLdHYGbQs/N90dHP+VITBoVUckoQsIlDSKZPYCv0IiOWq4+tpEY1c1D+1bwadoY/jj8zG/E5RnV0X8a2y1k3s2c3O9C6ZLNPJl/Ku9nTsSiqbgl2RfcDChLL7js2BauL//6+Ev+P/Gam+XHtpDi7uKR4WeG1VjpwVUVXxOluZGAdSkjIx5X0jUSPd3+LJSCISQsmheTrvGbg+/3P9Y+0BHMbTrKxxnHS2XbE/L4MH08F9bsxCNkJMNAlWRKolP4w3Bfi65bNvNJ2liurdgYtD/F0Nkdn+PLdOheZjWVcFbdvsD7h2Iy+OWY83HJJlyyCVnXSHZ3YdU8lEalBMi0HtnEp2ljiPc6TohdYtFVTm84NKjgBnzlk+ZeKrrg+x28mT0tEOjadC/n1u7hnNo9AS6XR1L4KG0sAjivdnfQ9l8nDaPOGheS3XTLZtanjOSaio38Ye9b6AiqrfEgBDGqi2prPK/lzmB7YrB8RMgcNS83lG0gMQwHyCGb+Cx1NLvjc4jzOjmrbh/De/l+/TMwgANxmYF5vTRkFot6ZbF6Q+Dz3/ooY1zQ9WzRvNx5ZA1jO6rZFRcc3BR01XNR1Q7yups4Zk/k7eypHIlJB8Ctq7xzdDuLPryHadOXET31Qjq3voGjqYKKtgbMyCT2GUO/Oj+qG+fhL08GON8inAxw/sPR6urmwR2fhA1OnJqX5w5u5McTT4+YxdENnb/t+xItQnu0IiQsskJ3BHXl4Z11ZDnbwj6RKbrGsuqd/Hn4mRiG4Xe0CbP0+LMZWuCmFoGWKARrMsayK3EIT+14kWjNw5K6fazInnLCxFtZ15jcVtFv9mZnQi5P558y4L6aLTE09zw9D2T86IdN9ZDlbIv4vsXQWFR/gOfy5tDu9yIKl315IW8OpzccYn9s5vEW5TCwa17+tPt1Gm2xrEofT5vJzuTWchbVHSBRPTF3ZbPuJVZ1BmnnDO1uZGndXp7PmUGnJRqr5mVPfI6PYN1r3A3WWLReOiwuSeGlIbNwKBbyuhq4tfhzJrVXBr6XFpOdn4y/OFCWU3SNyyq3saxmJzFeF/XWWF7JmcnqjHEgBJok06lYmdt4hK9SRiAw8MgmLJoXr5DQhRQ0HovmYVLrMca3Vw16/roQfBJGILHREhNxm6NRqdw7ainV9kTei8nOAAAgAElEQVTe2fh4yPtfJRdGDGQFBjsS8lhct4/n8ubyRu4gF1jDQDF0Utwd/PjIGkZ3hgb0lbYEbp94BW5JwaWYkXSNj9PHcW7NLn5Qut63m8A4ThwCmNpaEfh/t2JFjdDuDpDs6WJmcylbE/PRBYxrr+am0i8Y1VkHwClNR/kquRCXYmZJ7R5uLf480EE3rKuBU5qO8tTQ+byf7VOY1hHcUngmT6x7hqEr7+eFvDmsyJoCyamoqRMY3lnPzw5/RHavazFi04FkQrJEh3nnJP5dOBng/IdC03V+teUDXj+6PawGTg+8uka7xxmkZgzgUr28X7aHh3Z8QpOzK2zgYZNNJFijSLPHsKuxMuz+sx2tEU0nFQzyHc3YZBM/m7KIh3Z8EiJICD55dkXX0JReQVjP4tm3LCQpNJujeS9rMlce84kYLq/YzB9HLBp8qcowGNteFcSH6AuHZGJVxkRAIOuaL/jqR6sl7L/7gcBgfuORkNfL7El8ljaa82p2U25PwqprdAUFf72mISTaTFHsis/l4RFn9XvsbsXMF2kjuahqBxPbKtGEoMKWhN2fkg+HSDd6VZI5FJ0edLxj9iSey5vDV8mF1NkSIo7Dp5FjBPZfFJXGnrgc8rsa+EHxOia1V7IpMZ/Hh51Ggz9oNPy/BWEYPLBvBWM6agJZwkxXO7eWrGWIs5m/FSwAfJmc0pg0Xt3ydz5JG8M7WZN86r3+IN+qejCEIN7r4MKq7Syr3hU0z55fs4bvib5HGE/Hl4V5eug8asLMMccZ2vXTk735PGUEVfZEJrRXYtFDzTBlQ48YHAvDQDJ0NASrM8I0A0TYzqRr/H7vm4zrqI74Hf96zHl0mKyBjIkuybiRWZk5kamtFUxrLcchmzBrWkSn8oEgYZDqbKfBFsfU5lKUCMEN+DoWY1QX15R/xakNRWS524PGPru5mGxnK+2KhduK12LpReaWMZB1lf8q+4KNycN8JTshSHV1kO1o5m/581mZOTGo9HUwJoNbJl3JC9ueJd47kHeeQfSUZd/oHJzE/wxOBjj/obh/+2reHCC4AdANA7lPp1Cnx8X5q/5KRWeLz94hDCQEFxRM4pfTz2Z99RF+tOGtsB5ZqiRFbDfVENiTh7D+gjvIjI5nR8MxVpbvDfqMMAzfTbVvhkkIhK6HbW32yCY+SRsTCHAWNhZREp3CO1lTMTDQhITRoyvTd3vDwK66/cRg/0sEq7s6JRO7EnJ9QnFCoA3QaXUiEIaOTfPy4L4VIW3VOlAcncqKrKmsyJ4KgyBRq0Jia2I+nUr/ekeGkHhu6Dxezp3JLUc/56W82dxevJaCQXBv+o6x0pbIvvicoNc1SWZF9jSfyWUEKLrKorr9gf06JYV98dnYVA/5XY14JYkXc2fyQp5f7ylg/+D7a0x7FaM6Qnk+Nl3lvJpdrMieSpM/i2IgSPR2c3nVVmJVJ08MO63HxYTRnTX85sD7EUtSNZY4His8nRZLFC7JxHk1uxnWVU+jOYbS6GQ+DBNkWDQPVxzbEnHu01vLeTN3BpnOtrB6RwsbDrEheXjYLI4mScxsLuUn4y+hS7FgUz24ZNPxayPMNWLWvMxsLmF8R3XEMZXZk6mzxoUt77okE29nTWFaazmKYfBWzlQurNqOpZ/gJBJ0BBPaK3F11XHn0U8jBlsuSeGFIbN89iGGwXNDTyHe6+CW4s85rbEIA1+w9OieN9iSPIxIOSVh+Cw0Xvdnus6v2U23ZOKDzEl4+lxPhiThNhTez5jINcc2YeArCxqGEXR9CrOdxPN+hRKffsLzP4n/OZwMcP4D0dlez/P71+MeBO/EMAymv/kAd089i2tGzQLgj7vWUNbRjKefxUjHwKtrRJssLBkyls8ri1hZvg+n6gkKZxbVH4y4DxmDmXOuID46HoAF2cP5uOIA3l4Ex4jy/4aBjI4aQemgxhbPw8MXcW3FRlLdndxYtoHza3bzVdIwVEnGKZl4IW9OYF/ge0qO8zp4cN87RPW6eVVZEyiLTqaws552k513syaxNm30gB0p38Tc00Dw+M6XyQ3ztO+RFN7Nmhw2qJF1LSzJWDE0TLo3YhYt5BiymScKT8Mjm4gK15oddszHMxFlUcncEan1XQgf10LXQZIQhkF+dwNmXaM4OhVZ17m+7EvAF/zeMf5SDsceL2F9nDEOtZ9MmSEE1ghaOwaCWc0lrMyciElTOaWxKLD8nVW3n43JheyOy8GlmDkQm+XLmESYa5di9untIFBlhWfz5mIyNP64903mNhdzKDaLwzHpaEIgGzq6kLimfGPEDqweFd94T7cvoAizME9tLWdkZy0HYzODMgxWzcOyqp1sj81mfuNhHt63ApOh4ZRNrMiayitDZvrKbn5Iuo5iaCyq388txevCjqcHTZZoZF0PTzwRggZrDE5J4b3MyTyTP5/iqBR+euQTTLqKjC9A2pyUjwHMai5hqKM57HE8kowqJH50dE1YYrmv1VywIXk4b2dPCxwffErOvx+xmHaTjQtqdoHJRvbZPyXD2UnbJ+EzsGZDI74X1yjD1cbR2HRMhoYnzJLokU1sSh7GNZVbkO3xDL/rc7y1RbR+/Ce8zccwp48g8Zy7iBp7Zn+n8yT+DTgZ4HzLYega3Xs/xn1sD3JMEjHTL0GOipziNwyDTX+5BDltMvTDuehBj7v3vds+IsUWw5K8sbxxdHu/wU0PVpbtJcZs5eZx8/nD3Iu4uHAKbxzdTpvbyfD4NEYlpJEtdaOu/3vY1lUkhZgZlwX+KxCYZBmvejzA8WmqGMefIv2Bg0XzghBEGqUhJNakjWFjciFP7XiBJHcXCZ5ultbspiI6hdsnXtErA+D7WzIMTmk6wrDuYAJltObivlFLT6x9fbDBTd9ASAjuGX0uj+x5DbOuYdVVVHxdNB+njaEogiigbBiE63sRwKK6/byZM7CgYw88/nluTipgVGdoRiRkCkC1JY4vU0bwfN6csG7Oxwfkm+vMpqPccXQNNs3jM3Y0DBos0cT4syYfZE70tXv3OjeqJEf2HQOORqdFFvbyl3EkQydKc3NR9a7AWzIG9+5/h81JBaxOG0e3YuZgTAbjO6qDuCBeIdFkjmZPXA5WXcUlm/wGrTLz6w8ztLsJxdD5857XKYpJZ6/ffHNO09Gw5N3ekAydBY2H+SBzImZdDSn/ScCD+1bwes503sucRIfJ5jMPrd5JhS2B6e3HsOueQEkmRnVzWeUWch3N3Df6nMB+UtwdPLPjhYiCjb2R42iJ2NUo6Rp53U28kjuTV/0ijNuSCrhx8tX88tCHvJI7k81J+YHS6XN5pzCv8TB3F60KyehK+K7zuAglIAGoCB4YdXbY9z2yiWeHzmNp7V5sUQkknf8runatpH393zFcod5bDtkUJK55NDqNkR21/T4CWDQvlryp5Nz1GZIlCmvOOKInn0fXzvdwH9uHt74ELa8FObovLfkk/p04GeB8i+FtPkblAwvQupox3F0Ik43GV+8g7YbniJ0RXt7feehzrA0lqOlTT+hYTs3LjetexiTJeAcwQOy9zYtFm3mnZBerz72Nmen5zEzPD7y/ua6UH6hm/iopROt9ci0mK/Gn3YIcFR94aX7W8CAys1Xz+HkzwQGAMHRMhsbVZRt5Nn9eRE0TTZLpEhb+kTeXpTW7+VvBAu458C4v584MMsTsgVdSWJ0+nuvKvgqI2pVEpfBM3ikkuLtptMaEpuu/Yaam93yyHC2c1nAIk66xPTGPPXE5XDH9Rl7Z8hRICoqhowmZRfUHmdhexc/HXkCdzX/eDB1F1zm3ehcrsyaiCglNkjFrXiQMfnfgPaI0jy/zMdBYDYPx7ZXsj8tGR7A6fRyXVx63OYg4BWBHYh4v5s3uP7gJfN7gxrINJPXRxUl3d1JiT6bA0cRb2VPDf6/9jF+VZBySCXuYLI4QsDN+CHOajnJr8efEqcGLqQTMbi5hdnMJAEeiU3l4xGKurthElrMVr6TwWeoons6fT4diDRnH+tSR2HUvtxevBWBkZx0j/cRXOC54F2n0EvCDknVYNS8HYjIY31kT8hmToXPVsc1cdey4QW63bOZ3o84hRnOHcFdsusqc5mJyu5tpM9s5t3onZ9XtH1RwA5Du7mBCexW74nJCvlcJg6FdDZRHpzK7uZgbS9eT4WqnS7Hwm1Hnsj8+O+Ra+TqlkFe7p3NV5fFSnUtSeDbvFM6r3d0vSfmVCErWPVCFxLmzb+Wy9jJ+eOAzEnInIkcno3qc0Ot+piHoli18nVwYeG1V+niWVe+I6Diu6BpLmw6TsvxhJIuP0O+pKaLywQXoHieGqxNhttP4xk9Iv/ElYqaeOA/HU1NE1+6VfuPPRViHTDrhfZxEKE4GON9SGIZB9Z+WorZUBi5Qwy+2Vv/s9VhzJ2DOGBGynePwBtI7asl2tlIalRJmQehfGH2wwU3vz7e7ndy77SP+tuC48Z2m69z4+cu0SCZumXQlPz38ESM661ElCRB0TbuU1bkzef2th+jyupmcksMPx87jR7KHtc3HcCJTEpMW/twIiSjVTXlUss+NuiezEmbx04XEupQRzGwq5mBsJlfMuMm32EQo35kMjWp7Ioqu0WCJ4f5RS3HI5rAdSoqu/XOihIbBHUc+4bSGQyi6hoTBsuqdlEan8Pe8UwLZDAkCi1eOo4VHd7/GFTNu9JWkhIQqSxyIy+SxXa/wadpYam1xFHbWs7RuL3bVzS2TroSBypWGwfnVO/l+2QZunrSciqhkukxWbp20nJ8fWsWwrnpMRl8HKh90BKfXH6TZHM0bOdPwDqAvoxh6qLs2PvmALGcrx6xxtA6kExRm/FFeF82WaMzOtiCxOAOQdZ1ndzwfFATo+ET5bGEyVCszJrAuZRRr08YgGbrPe6vnNxBmIXTLJj5KH8d1ZRvCcncGo358ODqNOU1HGdFVN8Cnj8Osq+Q6miOW1CRD57T6A/7fgidE32Ygm4RfHlzJXeMupDQ6JeA/JoA7D6/mtMbDuP0dTxKwOm0sfy483XdNhLkWvZLC80Pn8mn6WIZ1NTCruYQvUkeyOamAayu+Dvl8D3bG5fDqkP47w7ySzC3FX7C0bh81RZ/QhoF12GwkawzehhKErGBoKlJSLg+OPAezITB73WhCIsXTyUOjlnJr8Wc8MnxRsFCg4WuEOGfIWGyjfCR1Q9ep+sMitI5GeijnPffmur9fhTXvAKbkIeGGGQJD16n/x410bn4dQ/c5qIsP7sM+eiGZt76F6EcC4iQGxskA51sKd/kOvE3lQU8fPTBUD61r/kLa1aHtpJIlGmQzPy9axX9PvByPUAKcDYvmwSP3b775TaBj8PGxAxiGgRCCVeX7+N3WVbS4fRd9tT2B/560nARPN9Gqm1pLDCbDwFW0ORBorK06zJfHDnBTyRf8ov4ge+OyeDBCShqgw2Tjo4zxg8qeeCWFh0adDUL4sgL9lDlUIRPrdZLm6uDeUUt9mZ4InSuP7nqVWydfiT4YknGY7MmS2r0sbCgKKgHZdS+FnfXcUL7BtzD32Y2MQZTmYU5zMV+mHA9wD8VlsSJ7Kv9d/JmPw2EYmHSNA7GZVNkjlzR7MKu5mO+XbcCme7m15HMeHHkW3YqVWmsct05aTrajmQf2v0OquzOkbKMYOlG6l6srNtJoifa1SPeTMUpxd5IRwbrBYmjkuNr5284X+eWYZeFd1iPsd0ZzKZnO1pBzJvB17PX93iV8pb1fjzqXnxz5hGjtOOeo0RIbMPnUwwSHqc52hjqaqLAnBbJpJkPjmD0pbLv1YDDaH9icSD5QGAaHYjMC2+hAWVQKmpAY2t2IgWB+0xFiva6QLJwOqEiY++l+itbcPL77VQ5Hp7E3LpsY1cW8piPY/QFqD6m4KCadxwpPHzC4NRDMbC7l44yxrE8dGXi9W7FEzCy9lTMNdYBrzKZ5WVK71xfA+a8nV9EXmFKHkfOLr1EbSzGlDMWSO4EPDINdTZXUdbWRj05hSi67uju57uOnmNBaQbk5lmZLNJqQWOJs4P7pS0iaflFAodhZtA7N0UY4EwpD02hb9xQpF9/f73h70Pb5X+nc8gZGr/Kc4VFxHFxL07u/JuXiBwa1n5MIj5MBzrcUnvqjCCGFD0Z0FXfV/rDbxUy7iOZ3f01+dxP/2PYc72ZNZmtiPnbVzdLGQ+w75SY+rq9AHWS3gyQEdsWMV9f67cjSdB3dMHjh0Ebu274at+rFpnlxy0pggWg1R9Hq12xRwyxSXknhxSGzOa9mN5PaKyPe1BRdJd3VPmirA4B4r4NLS7cyvaUMj6SwOm0sK7MmBrWOC0Mn29lCpqudbtlMrTU+osu1TfeiSTJn1B/gs7QxYQm+A+Gyqq1hDSgthsbojtqIomJ2zcPUlvKgAAdgTfpY1qeMYGZzKTeWfUGSuxtVVrDoasR5mDUvHknh/JpdgbFMbjvGK1ue5mBsFl8mD8cQcErjEVJc7T51YF1FFRKyoSOM45TYdpOdPXG5gMCienBHePq8sXR9xEVcALXWOH448QqcYRZLoWu+oLhPsHJn0WrmNx/lON0ZPEjI6P2Ks3klmVprHL8Yu4w/73k98PqYjmp2x+eEFXE06yq/OLSSkZ11SBjUW2L5f+MupNYWz/qUEVTYk5jXdGTQpaCeeUdCf1kWTZJptMRiAFsS8/nD8EU4ZbPf8sLgmtINXFC7Oyw3ScLXhWfqRwqgByO66insqo/IcXoje1rYsm9fRKturi/fwOWVW7hl8pXUW+MA+CBjAlce2xyW7zW5tQIDwbbEoWGbDiRd44bS9djCqC97G4pxl28nbt51gdeEEExOyYWU46KAU6MT+eryX/FOyU6KWurIjUniksIpJNtCdW08DSU+onw4aB481ZHlJfqi9aOHA9mf3jA8TtrX/pXkC+9F/It8wf4v4qTZ5rcUpuS8gL5HCCQZc/rw8Nul5JGw5KcIs51kTzffL9vA0zte4LGilVwyaTH3nHoFqfYYbIOUqZdUL1Nr9/OJ3sLkMBd7D0YlZODWVO7b9hFLyzfx9qYneH/jX1j11aP8+PAnwR05/XBBHIqFwzHp2DUvF1Vtx9p3kfBnJsza4EtpQ7ubeGb785xdu5dMVzt5jma+V/G1z8LA39pu1rxEqR7uPrQKL4JPU0f3axuhI9CERLtiRTF0X6ms9/z6fndh5pvsDiVABvYvBO4IAZ4BLKrfz0w/X6Q3PLKJUxuLSHZ1YjE0EjyOsBo5PRjVUcsL254l2X3cKFDg43tMbK/k9pK1/HfxWia3V2IGojUPnZIJzfB9pqcUpAM/mngZ9bZYzLpKoje87xRAhT0p4twA/jB8EZ2KNTS4MAxfZqjHFNP/R8LgvewpWDVvwP291hLLFTNuZGtifr8ZS0XXqLEncCgmgyfyT2VlxgTaFRsXV25jRGdoqUjWNaa0lDO2sxYFAwkfV+XZ7c8ztKuRt7On8Jdhp3HRrJt9MgL/AhwP2ULRarLTarKxJzaL344+lxZLNE7FjEOxMLyznlObj4bNQPXANsggzCPkfrMopdEpA6qFWzQvy6p3YNVVYr1OfnL448B1siJ7KmVRyTjDBOIXVu/gVwc/4MWtzwT9TgEwDOY3HmZZH+XnwNtAy8eP9D85P2LNVq4dNZsH51zAzePnhw1uAEzJQyMHHYoZc8aoQR0PQI3k8Qfoqhvd0T7ofZ1EKE4GON9SWAtmosSmhi+PKGYSzrg14rbJy35Nxi1vYBtxCnJ8JtbCOWT81yukXHw/sS3HeKluJ98r+YKRXQ3kuDuxe10R96XKCntiM9G/eIr7Pr2XJDW008Eqm7h72llsri/jhiNruK78KxK8ThRDx6KrnFl/gMd2vUKMx0l+V0NEvgD4yIJuf0ntmvKvubRyKzbVg111Y9a8DO1u5K6ijzgcO3i9iZ8eXo1N8wSVVqy6SoaznVuKP2NkRw2XV27hhW3PkudoRsbgtdwZvnMfIcg0aSp/KziVzSnDccsmNEkm1uNgdHs1V5d/TWFnLbKuQj9z7U/ZNjzbxYeeAOSe/e9yds0ev7moD9FeF7ObS+gpROZ3N6ARmvEAwDA4p2Y3Wc5W0l0d9H6O7yFYf5o2hm0JeQFX9B6riCjj+JO2ATw9dB6XVG7l0d2vcf++t5ndVIwSIeP3Rs506q1xuMIsZp2KhX1x2YHyUPDEwze760KiODqVS2fcRI01DgHEeZ0UOJq4e9yF/CV/Qdjt3ELm47SxOBQLquQzo3yy4FQunflfrEkbwyN7Xuf2I2uwq25sqpuhXQ08s/157j34XvCwIEDo1hG4FDNu2cQ9o86hztK//9OJoO8vySUpPF6wAEMI7phwWRApO6+7kfv2v0Oyp7tf4TzBwNkjl5BpskSzI2EId429gHtGLqWyj5Bhuiv8QiwMHWHoWDUP49urAtpUCgZj26uJ9TrA0PFICo/mL6TGGh+yDwlf6TbN1c69+9/pcwDBEEcz3ghLmUfIbHW7Ij8sfgPYRy9E2MJ/r0LIxC+8adD7kmMjZ6GFbEKKcJyTGBxOlqi+pRBCkPXjD6m8f76Pqe/uAsWMEBIpl/4eS04YxdJeiJ6whOgJS4Jec5XvoPKBBQiPg4sMg4sqNmJIChXWOK6b+r2IWZUeiX+L7uWh3W/wswmX4vSrgMaYLNwz8zyGx6fx6y/f4EDGeNamjmJJ7V5OaTzC+tQRbEnMx6a6ubvoQ8a0V/NC3hzezZoctqwjYTC8s46/FCykNCqZ3xz8gHNqdtNsjsameVEliZ+OvyRkrAVd9Syr3kW2o4XS6BTezZpCpT2RRHcXed1NYW9/FkPjrPoDLPErFhvA/thMtiXkkeTppsk/x6CMU49Zn8lKkb+jAmBeQxF3HV5NoyWGG6dcE0JUDHduX8uZzm3Fn4eUqdySTHFUKrmO5kCmKtw3I2NwW/Fazqw/wB0TLkUYBhl97B0Ox2T4NHDCpfYNnW7FEjg3vtKPRrti5e6xF1ASnYowdFQhIzA4u3Yv11ZsJFZ1BZVNNibmc03FRhRdQ8HXrj7E0cKa9LF0CSkkWHEoFv5rylWcU7OHxbV7yXO2BPbVLVtQDA01UmGpH7XoFnMUd427iBe2PYtd9zKptYJtiUN5L2cqZzQcpLC7MVBaU4Xs440MPz0wd02A5j/uk8MWku9o4rza3YzuqKHalsC8piMRu8nckkK5PZn87gZKo33keE0IPsicwI1lG4I+29va4GBMBu9mTabOGsuIzjqWVe8iyxVq0eGQFMqjUhjRVY8B1FtiebJgAZv9YpN9A9jlFZsxDaJhYKDgxsAXTGe62kl3tTOx7Riv5MzkvyZfxWO7X6PAbyp6UdUO9sVlh6iFn1u9G4uuMrf5KGM6aoKOZzI0Lq3cxtP58zmjfj8/OvoZlv6EIDHIdbSQ39VAaa/y9Nq00VxatT1i2egPBadxZNtH/HJ6ZE7fiUBIMtl3rqbygYUYXpe/w9UKCNKufxZTytBB7yth0Q9pfu+3oWUqk5W4+dcjBtGVeBKRcfLsfYthzhjB0D+W0bXtLZyl21DiM4idfRWmJJ9KrGEYdKseTJKMZRAXQv0LN2O4g0sHQlfJdrVj09WwnAeAvO7jarb53Y28ue0ZOs66i4SFN5Efl8yRtgYWvvsILq8Lb1QyAGVRSTxaeDomXcOlmMEw2JhSyPTmMm4uWcvq9HE4hAhKa1s1D+dX7aTMnszqjHG4ZDMXzbqZXx38gDnNxThkMxfP/EEIt+O8qp3cVLY+sMCO6qhlcd1+HhpxFsXRab4STQR35OOquSZ+Nv4iiqNTfTowvRcMIZB0LcinKChdbxjcWvI5Vl3lwRFLgoMb//bh8HH6OEZ21nFm/QFkXWdzUr5fbTeaYZ0NLK/cTOwApoZmQ6Owq57vlW2gTbExpqMaqdcT+6HYjIjlDV2S2ROfwzl1e7HpKmtTRjKuo5rfjjqXozGpIbyd97ImszpjPPftf4cJbZV8mDGO/M56prZWBHXnyECSt5u/7nyJR4edzs6EIYCBRVPxyApeScElm3krZxpv5Uzjgb0rmNpajoxBirsTJZK43ECQfCaXB2MzGd1Rg9rrvH+dPBwNwfq0kciGwe743IDpYjh4JJnXs6dxz8H3Gd7dwPDu/r8HWddoM9sQvU62KimURIU+ofeUnF7IncXruTPwSDKGkDgck8GqjAn85uD7zGgpC3zeANpMUfx8zAV4FQWTrtElmxnW1cBVFRs5o/4gvxi7jGNRyQjDYGRnbeB8hoOG4G/581mfMpI41ckF1Ts4s+5A2M9LgRH4/m3TVa6q3MQXqSN5bNhpPOrnLU1rLee86l28lzUZr5ADQe38piNMbA9v4yKAZdU78QqZS6u39xvcBMYuJLKcrbSa7CxsLELxSyssn/59Lj+2hXNrd2My9ECH3D/y5lJri+f5ok3cOv5UAFaV76fN42RScjazMwoC5OETgSVrDPl/qqBr+wpcx/ZiSsgiZtblvqz7CSBh0Q9xlWyme98nPqKxAcJixzpkMskXDY6ofBKRIf6VqbvBYurUqcb27dv/14/7n4SPyvdz3/aPqO7yPe3NzyrkdzPPZUhMmK4TQOtupeT2DIhgvfD60FN4aegpIV5QFs3LLw+tDOiD9PxazGmFDH2oCIDF7z/GgZaa0NtjmMyFVfVwe/FnjOqs5aERSyiJSkExfAWQyyq3svzYZirsiVw37XoA8rsaeHzny1j9C+g7mZN4fNhpZDlbObt2L0O7G5nSWhHUFtwDt6RwyYwbeX3zU2EJiAZwNDqV9zInUW+NZX9sVvguEH8bLPhS8U7ZRGsvt+gYr4PXNz+FJmTOn3NrZM6D4SN+Bmi5/ifvId2NKIZBRVSyT8wOELqO2dB4dNcrFHY3DkgCLbUn8f2p1wKCj756JCD49mnqaB4tPCOsxL9k6JxfvZObS9ahCYlPUsfwpxGLfAtwPzd9m+rhrU1PoglBpT2JgmubkcEAACAASURBVK6GoADnSHQau+JzMesqc5uOEqu6cEsK0aqLJwoW8mHmBCRDxy35znWmq83Hh9K8mAyd17Kn8WLebNx9sgEmTUVAiJx+7/Mbpbq4rfhzzmg4iBeJ54fO5fXcGaS52nl+27M8M3QeqzLG45JModm5PshytPDStmcjnoe+cEkKuhD8dNzFHIzLQtI1zq3Zxe0lxxWDezJfJVEp3DppeVitH5vq4e1NT2DRVTQEtdY4Pk0bwytDZgVELu/d/w5jOmoCQYEmBJ+kjmF6azlRmhurdtzTK9w4b5hyDTV2nyidVfMwsa2Se/e/E/idqwh0ITCHKW95hcTLfoG/D77+S1AGsjQqmQ/Tx7MtcSjV9kQmtB3jgb0rAtdvOHiEjIbAZgwc4LiFzMbEAma3loDh64JTJYnd8bn8btRS0l0d/Pbg+9TY4nktZwZ7/ZYhubqH6+v2MvzYdnQEb2RPY036WCzWaB499QoWZo/4RoHOvwqu0m10bn8HQ/MSPekcbCPm/VvH812DEGKHYRgh4m8nMzjfQawo3sn/2/huUDCyruoIZ3/wOJ8t+xHp9tC6raF5+9VCubR6B/riO3mxaBOKxwl+z6abSr9gdnMJLaYonsqfxxcpI/FKMsleJ6d/tYLFQ8ZwtL0h/K00zAXqUsy8nTWFp3e+yK8OfsDnqSNxSyYWNhxiiN+eINfRgmToRKsufn3g/aDF8+P0cZxdu5tbSr5A1nVM4f3HAR+P5aeHPwkb/IDvZvnH4Ys52pPu7ueGckHldq7sEb0zdMqikvn9iMWURqfSLVtwC5nVGeP75c4AXFf2FUtrdlNpT6QkKoVTmo9yzJ7Ez8ZeRK6jmSjVQ2l0Mt2KFTcSvxh7AW9seQqd/glzUZoHQ0gk9SEuz2ku5pHh4SXkTbrGWXX7KY1K4Wh0ClPbyoH+gxvwLdJv5EzHIZvpVsxMay1nbtNRNCFx99gLOBSb4S8FGTyVfyqXVW7h2oqNANxW8jmXV25hR0IeBlBljePT9HHcOvEKLqjeyezmEk5tPMzWxKHsjc8NkGAFBj88soYKexJv5kxD8wsago/ncUPplyyr2YVFV/FIMgIwo3NVxUaazVGsSR/LM3nzuL5sA9ObS/kgcyI11ngqopLRI8xXE4IXc2dyauNhcp2t/Z4TINABdP/+d7ho1s2oQmJl5iSaLTHcWPolWa62wK9jVcb4iCR2XQjuH3EWIzrr2ZWQy4HYLCa1HUMYBlbNw8N732JkZ11QxkUxDJbU7x8wEAaos8YFghsAl+yzntiUVMDs5hI8QuLL5BGc1ngo7PYmQyfe6/QpDEtSEDkov7uJm8p8XXLv2hPZE59LlT2RggGCdFM/AVAPdHzl8pktJUH3BEXXmdh2jO+Vf81fhy3kmuk3BG2X7mzjsZ0vYfV3i/1izDL2xWfjkkw4vW6+99nzzM8azrOnXY3531QSsuZPw5o/bVCf1d0OtM5G5NhUJLPtf3hk322cDHC+Y9B0nd9u/TAk06LjK1f9dd96fjvjnJDt5JgUlIRM1MaykPdAED3qVH4zYym3TTiVz9f8je6vXmBS41Fsupd2xcqNU66m3WQLLCpNZjuvH93OiuKd/r6VwaPFHMWjw05jdfr4gEfSGznTWNhwiDuPfIKBwKSpPLHzZTJcx92C6yyxeIXELSVfBLWTRrpxmnUvM1pLUcJkKXXgzZzpHI0gJtgbVk3lexVfBwnCFXbV8+ju17hh6rV0yBaun349zp6sQARIhkFhVz1xmpu4zlrGdNYigI9is3h+xz+I9zjQhMBkaKxKH8+TwxbiUCxsT8gjr6uRZG932LmqCPbFZQO+rFVvRdYozcNNJet4vPD042J1hoFi6JxXvZNsRwtv5Uzl5dzZ/PLgB6S52n2tu/3MwyWbeDV3Brq/xLg+ZQTPDD2FkR21HIjNDHQ/9Zyt13NmMLS7iflNPnf0ZE83i+oP+E1MYXnlFl7JmcXT+fN5rFcwtqxyO1PaKrDpXsa2H7dNOKPhIB+njeXLlOHUW2J5aucLZDnbAtmG3g7SNl3le+VfsyZ9LG/nTOVAXBaXVG7lx0c+JUF1csuk5RyOTgMhGN5Zj0nXOBKThltSqLPG89KQ2byaO5Nzavdwc8m6QQUQsqExs6WEr5KHowmZr5IK2RU/hL9vf550j68LqNkcFTHT55ZNfJU6kq96dGIMg83JwxCGjlnTQoKbHgxGTFAVEv8YMifkPZdsZmXGBGY2l3L5jJso6G5iTktxQO+mN7plE/vjsojzOIgO61cmOBjrs0JIdnWQ62jpd2wG4BUySpgMTk9g75BNuCQTHkkhyQhtq7bqKktr9/J0/vxAFrQHt5R8TpTqRsbguby57OnT/q8DG+tK+cueddwx+Yx+Rvrvhe7upuHlH9K5+TWQJDB0YmdfScoVj/zLAh3d2Ym7ai+SNQZz9rjvfBbpZIDzHcPhtno8EbpTvLrG6or9YQMcIQQpl/+Jur9dgeEJ7oQSZhtJF9wDQJI1movPuZP2xHQaX/lvdEcb72RNoVOxhiUFD1ZPJwDDIEZ18Un62JBSw7rUUWQ5WynobuTUpiMkeBxBWYsOk5Wza/f224UVNDYhYwgR9sYpAXn9OGX3RrazNUTtVgLMmsplx7bw4pDZtJnsGOE6f3pgGMR5HUztZbjYc+u4uHp70KIMsKRuHwL4e/586i2xmDUve+Oymd90JCQjpQop4AfUZbJSFJPOmI4aJHzcotdzZ/pKMT3j8zuxeyUZr98s0SMrvDRkFmfW7eOlHrfuftD7t+BULBR21PFVyvCwys4eWeHJglOZ2VKCgfDp8giJvxYs4P3MSQgMzqjfH5LRGOpoZnZLacj+cpytXF++AcXQ6FCspLs6w5ZSepDq7sTmdaFJMiVRyXyQOdHfyRWLTfUwr/EItxevxWyo6AgUQ+fV3Bm8nDsLTZLRkFmVMZ4xHTWc2nh4wHNj17z85sD7lESn8vTQeWxPHIpDmHkhbw4/O/IxAGPbq9maODSkDAcEymbC8D86+BcZQ0jEqU7cshI28OgPPaUxYej8v8MfEaO5+ChjQtBnGi0xfJo2hk6TjZ0JQ2i0xJDpaMPUK0WjInDIFjYkD0dgsDcumwntVUH7Mekql1ZuozQ6hdzulgGzMyZDo1WxYVFDrXM/Tvv/7J13YBzV2fV/d2a2r3q1ZFuyLPfeDdgYjDFggymGBNNbIIEQSAIhCZC8LwQChIQkhIQAgUCAhFBCNQ7GFGNw75abbEmW1XvdPnO/P2a10mp3ZZuQvPDF5y9pZ3bmzuzu3Oc+z3nOGU9A0didksdHWaN4Y82jCY8jMP2sWmzuyC9ENXRmtZSjIqmyp/LikFlxO/T8eoind6/hlqIJqCk5X7qJXUpJ1UML8VduRQZ7g8qOT/9CoHYfg3/4wb80ZmkYNL3yY9re/x1CtSKNEKo7g0E3/AXHyCM/D76sON4m/hWDmkj8r8/2REiauoTcG15Ayyw0Wf+aFdvQSQz+wUrsBZOj9k056TKGP9ZE1qW/4YPc8XEdrD8PbEaIdoszptsCzJXry0Nm8oeiecxt3I9ftfDs0BO4afKl/GDChRxyZpAdiFbSTYQQAo9mTVh+AI4qULLrAb5+eEPcbRYM5jSV0mmxJw5uwpo4qYFuHt32YtwfXLxuF7sRYlHdDtwhH+M6apjYUc34jurYw2OqwFY4e7lXj4xciFe1EkKwMmcsHZodo1/wEFQtvJU3mW9PuYQWm8knOujO5vXB04+sDt1v+8zmMm4q+zCqXb0/mq1JXHjCTdw97jzWphWx5MSbeT1/KlIIDKGw252Htd/7K1yZcVvJwXxwLa3ezLLD8cUSo65VUUgK+bi6/BOKuxopSc5nX/Ig2qwu0gNd/GD/ClJDXpx6ELcewG6EWFa5nqVVmyPH8KlWniqcQ4vFGekuSvQ7FOHxjehq4J6S15lfvwdDKLyfM5anC07Cr6icWb/LbN/un10MB8KzG0tNsni/e91qdZok7GOEwOTOeFUbdiPEtw98QGqfhgPNCJHh6+LV/Gnoirkw+N6ki9mTPAifotGlWvEpGuXuLL4z5RJC4eD4iWEnx5xLAU5p2s81FZ+yoHHPgNmbLtWKAqSFvDG/jW7Vyu+K5/Pbkafzfs44QorG2XNv5cYpl7IzOT/u8TwWJ+Mz8smwu7AqKuNTsxFIOjQ7N025dMDnQUfAR+kPRlD+vUI61v51gFH/5+Hd+xH+ql1RwQ2ADPrwVWzGd3BdgnceHZpevZu29x9DBrwY3nakv5tQcyVVv1xEoPbIQf2XFcczOF8xjEjNwm2x4QnFCnRZFZUlwybFeVcvkqadi3vqEvS2WlAtaMlZCfcVQpB2+rfR2h+CzpYBj6sJBUUo2FQNicSqqBQmZ1LSUoMazhiE9CA3V67l4TgPxR50aHY6LA5q7Ck8MHoR/nDXDcDOlHwuq1iLT9HiKp5KCE+IghpHKg+NPINHt8V/UHlUCx9mRwtyDfG0cFX5Gma2liMRfJpZTKU9lfmNexOO16UHwo7n8WE1Qvy05HVmtVYkXE0kej0oVE5t2MOwcKYpJxArDCiA9KCHKa2H2JpeCFJyyJHBN6ZdybLK9azKHmN2scVBSNGoDHe9mWPVTVPOROghSffdR0puLV2JS/fHlAb6Yoi3BauhszWtAGcowKWH17E8d2LE5uCwOxN3Pz2mlTljuaZfizX0ZiOSQ36SiVciid63JCmPVquLlwdPp9PijArWrzy0Fmuc75LDCHF55Vr+MXhqpJRU40jj4tk3UNDdzP/ufp08X3y7iS7VyofZY6izJTPY28o3yj7io+xR6ELh+cITabE4uaF8NffvfJV7xyyhW7MRUFR0oWA1Qjy96Rk+yRzJuszimGN3WhxsSB/G7OYytAEsFuLBIg0MI0SDxcWfik6m02KPbAsJlbKk7CgOWavVxa1TLiHP20q+t416WzKV/awz9ibnsSJnHMO6GhgVbhmPh2DYs6ovvIrGQ6PO5JqKTyn0NNNX0nBzagF3jz/PJIP3gRSCvcl5/GDiRdy/61WmtB0Oj1/wQdZoFKudP556KUOTejlGWz55lLeTBpuE7gECnOSgFzXgIRTwUP/M9UgjSMpJVyTc/z+J7p3vmVIhcSADHrp3voej+ITPdWzD303byt/GV1QO+mh550Fyr3v6cx37/xrHA5wvIaSh073zn3RvfQuhWXHPuBDHyDkIIVCEwv0nnMe3P/4bvj5pak0opNicXD/+yOlEIQRaWt5Rj2dx4QSeKllDYIAVuioUVi+9jYrOZhyahUkZg1EVhbL2JjbUl+PUrMwfMhq3xcaTz91N+0Apdin587A5MSaXftXKa4OnsbRmS8xbdATNVhd/LJpHlTMjwq15M28yi2t3RK3yg0KhwZbE6sxeNehhXY08uu0FbHoowm84rX73EQm3IURiw00pUaSBSw+GO6eOjavk0gNcV/YJ9bYkJJDj70y4Gj69YTdb0wqY1lqBIQQlyYP54/B5eJWjM+vTjBCjOmrZM6CAoiTf0xrlDzXI105q0IPdCDGzpZz16cNi2svteoCLD28gx9fO9yYvIynkwxEKmO30kXKMwan1u1mVM47UoIcltVsp6m5iY1ohM1srkJj2GPGE6RJZGUig1prM/aMXEVQttMQxgRzTWZswwLQYOtm+jl7ndiEICY0ydxY3TrmcF9f/EacRijr/ltSh3DX+fJAmod4RCqBgMLi7hUq3GUy+N2g8la50BIIMfyctVieKNHDqQR7b9gKpQS/bwt0/8fCrEafzVMezpAd7J6QePpOS4F5E9hOCR0YuZENGUXSgKgRtFoeZ1ezXWVbjSKPGEd/PTArBI6MXgRGiuLOB+3e9SkooOlDtUG2UpJhEaaTEEKaFxrOFJ/FZRjHVjjSarW48mpWhnhZObCrlb0NnJbQXATPb++jw03h6858Bk99mWOy8OO/rUcENQM7FD/Hpunfi2m70wKKHuKhqY+91BTw0vXQHySdc+qWwShAWGyhqXG9CFA3FYmqV+Wv24Du4DsWRgmvCmSi2I5vW+qtLTDPSeBsNHc+eD+Nt+UrgeIDzJYPh6+LwA6cRqN1rRuxC0P7JMzhHn0Led15DqBpnFozj2QVX8vPNK9jRVI1V1Thn2ER+OO0MMuyJ7RQ+L64fN5e/7d9Eq7877o/AoqgsGDKafHcq+e5oJdKilEyKUswHu97dRtunz3KRBZ7TJf0dcDQjxNk12zm/ZgtXzbg27mqr1ebmf8Ys4cf73kENk2V1IWixuLh90tci3jY9eLxoHsO76pnchyfgVSz8csRCQkKJ6NvcfOB97Hq0HqqGRJewMzk/zGmRMZNHh8WJgozfPSUEPtXKg6MX8djW53H0cXPuKXEMVCM227XhjgkXclLzAa6o+CzGDboHElhcu4Pvlb6HwCSxNlndlLpz+P3wUxNmcQBUI0S2r5ODrsz4nJDIgBSqHWlRE6DoQzG/fd8KvjP5EhptSXg1q0mKNXTmNexjYX0JBoKkgIdWq5MPck6OKlMqUrIjdQivfvZoRIVZADpmdqHGlozbCNJidZES8ETIumAGrD3qzn3vx+aUodwz7lyCiopq6HEtK7yqJaFnlCoNPHHumxQKAUVjRe4ELqjZGnm9Q7Nz1/jzo66rpz3f67RiDwXICHRx+74VjOyqp8yVxfJBE0kPepjadogz6nbRGLaYaLU4zXsrifkdeDUbHZo9EuDowEuDZ/JcwQnMbSzljv3vJuwcNIQwO9ji3AtDUTGkcuQSZT8EARSN/UnZ3Dn+An637cWo7eXuLO4fs5gMfzeT2yoJqBqfZRTTYTGJseWurMg5y9zZlLkSZ5X7otKZQZvFQWrQLG8trtqE5TdnY/xsB4qjVyU8f/bFOHZ+lvhAUjK2o4avH94Y9bLh7yZYfwDroFEJ3vifQ9L0C2h99+EY/iSAUDScE86g6uEz8e5bY3bLhknIOdc+TfLMCwc8tmpPRg7gM/hVVlM+HuB8ydD41+8TqNqJ7OlOkBLp78az50Na//kI6YtuB+CkvGLezkts1/BFItPh5t0lN/OTdW/y3uHdUY9Ol2Yl353KgyddMOAxOje/Tu3jl4I0uFDX2TDxQkrduaa4oBDYQwEKPU1cX76ancn5cUKJXmxOLwQJLxfNo01KDrky2J4yJO6DeWxHDY8WLyDd38XSmi3MbinDrft5YNdrXD3jGpqtLqx6gPEd1XGDDRXJ6M46bpm8jId2/B1HeMXes69NhlClkVj7RghqHan8evhp3LlveS/ZEzPrJMN+RhB/5a0AS2q28Ub+VC4/tDZuEshAMKqznrPqe03+MgLdZAS6Gd7dyLuDJlDqyiaUkEcluLvkDe6aeMERJ7cI1yhclmuwJtGt2XAEQiSHfPxp0zOszRjOhvRh2PUgCxr2MLKrPnwtkgd2vML2tKEccOdEBQK6onJh1Sas/T55FahwpnP3uPNot5iZjqCiMqn9MHfvfgtVSp4cNpcRXfUsaNgTsSX4MHMkD48+KzqIMnSQIopkujx3Al+v2hhD8jaAfUk5dFjir4B9mpVN6YVcULOVEKYf1vvZYxLm6FQMbildySlN+7Eapp7P2M7aKOdxj2rh1skX06nZoz+HcEBpCX/3bjywijxfGwGhYgjBgyPP5OMcs9y6atA4rqj8jMxAVwwx3qdo/CNvygDfA445uOkLXdE46M7moCsronAMkBz0oQuFSldGTIkr7jmPcgz9s6sCCLXV0fbxk6Sf+b2obVedcAG7170Zl/tn14M8uPOVmM40aRi8W7WP6qY6xqUPYm5eMcoR/Lb+XbANmUjSrIvpXP93ZKCXOyVsLpJPuoKWt36Od9/qGI5O/VNXY80pjuFY9oVl0Ci0tDyC9Qditgmrk5RTj9564suGLyTAEUKcCfwG83n0lJTygS/iuP9tkKEAHZ+90Bvc9N0W8ND63m8jAc5/GvnuVP604ApChs7WxsO8e6gEbyjAqYNHcdrg0agDdBAFG8up/f3FEZFBK/Cr7S+xJa2AD7NGY2Aqns5oqWBdxnDuHXP2gGORQLLu59LKz1gy+1v4EwVDUrInOQ9dUalwZ7E7NZ8Tmw5w5953sBg6F1Rt5onhp4QfbIlLSBap8/COv7MqazRPFp3MHXvfZVZrOQpmIFHQ3cwBdxzfMCmxhD2vvnvg/RgOgobEq1hYnjOBxXU7sMfp9rJIg4ntVfxuxALWZI5gTlNpFP9IYgZhRQk6wjRp8PD2l/j+xK+zN3lQ3MlDIHmqaB4t1sTeWLFvEpF74xW9jxEVyZzmA8xpjn1YAozprme4p4lza7bxowlLI0JsOb52FjaUxHyS7ZqdWydfTLdqixr7ttSh3Dn+Ai6rXMeb+VNICvqY17gPTRp0aHYeHLM4pnR4YvNBNqYPw98nlH1pyCzmNe0nz9sW+XwCQsGvWnh41FmJL18aJAd9eITKL0edyYb0InxhT7J4CAqVOkfKgGq9K7PHxqpgAwiBaugsrNuFAaxPH84Bdw5dmo397hwmdFRz9643KPI0McjXjip1Xsufxrk129CFYvpBCcFnGcN55ig65P4VKGGNKFfIz3s5Y2m1uhjTUUtaoJta+8AcmGNFjq+d1GC/jIYeoPnN+7AXTMUxel6ks2jJ2Lk8u+Mjdnk6e8UVpcRmhLi99D2scTKj1ZqdH+zZiN/QsakWMh1uXj7zG+S5Y/2y/hPIueZJ7MUn0rr8IUKt1WgZQ0hffAfO8QupuL04JrgBk0PTuvwXDPrWCwmPK4Qg9/rnqHpoITLog/B3VFid2AZPIOXka/9t1/Tvxr8c4AghVOAx4HSgCtgohHhTSrn7Xz32fxt0T/uA5ox6Z2IS338CelczHWueY0h1CTflFJMy5yq01CObXja99j8xCsoKML31ENNbD0Veq7an8rMxZ8etlef42pnYdpiAamFrsqn5YvF3c2HlBvI8zRR6mjnsSOcPRafQbnMxrr2a68pXhyX7VT7KGsXTw+byWWYx69OLmN1SxozWCp4AAoqFds1ORjCWZAdm6GM3Qixs2M20tkr+mTOWGW2HkFLSYnVR3FlPmTsLDIM5zQc4q3Yndj3AhvRhCENSkjqYS2bdgEMPcFbdTpYdXh9p83UYQaa2H8JQhFlriIOkoJd3P3kEzQjRrdqQisBqmFyhQI+YvqJQ6UinwNOMReoomFkIj2LBaQQT+lH1YGva0CPyjRLdm2Z7MkP8vWaLiTgxPa9ZpQ5S556S11l6wo3oisqJTQeibA56sDx3ommL0W9sQUWjJCWfH05YihQKZ9duR5Vm9mdXSj6OUIB0o5suzU532EvtgurNnFO7nZ+PXkRA0RBIgkLj7dyJfKvsIzpVG61WJ59mjuDV/GmR7rJ4sBkhJrdWcP5JN5uB1FHcuwNxbBv6YldyfkKeiCJNH6bzaraiC4V6ezL3jV5Mgz2FHQKuL1tNUsgbcbgo9DRz1YxrmNZSgYbB5rRCqhypDMjQGUDV+ViwO2kQD488A0MIQorGezn+uIafQhpHdCBPBIsR4vZwy31/SE8b1b9eQvf0i3hr0gWsriklyWrn0hlnc7CqhOfKd+GRgixh8P2RU5m56+/oqiXqGeVTNH45YiE57dVccegzJrZV4Vc1XixdxXdv+TtqHDHVfzeEEKTOu4bUeddEve7Z8xFCs5nBSX9IA1/F5tjX+8ExfBYF926hdfnDeHavQrEnkXzKN0iZe3WE3/NVxBeRwZkJHJBSlgEIIf4GnAscD3COEaorDTQrxBXPIuJB9X8Bz56PqP71uSB1ZMCLsNhpefNn5N7wPEnTzhvwvd0lK4/qHK/mT43p4tEMnTv2LmdOU6lZ1hEi6hF9TflqdETY5NF0cp7eUs49Ja9HMh0WaXB6fQmzWsr4xvSreHPQJGa3lJkkZkxewu+Gz+eO/Svidmf1wCINUgIeAoqFC064KWJCqkgDISUP7XiZUZ11OMOE5g6Lg/vHnB1ZlXs1K38fPIM1mSP4/ZbnI8RnxTDoUm1xtU0kkB3oilxzsu5HApXWFAoC7dgwCAiVZbOup93ioMDTzOUVa9mROtjUGlI0bHrQHENCCLPM9rkMoKAtzKWQwNu5E1iRO57ryz6JtLVXOtMZ5G2LketXpcGUtko2pQ9Dk/EVqbenDolrZwBElQWnt1ZE+EmF3U38df0TaFJHlZIqRyr3jFlCk9VNuSuLaS0VpAe7Gd9ezcT2qggpdm1GEQ+MXhx/ku8z+dv1ACM663ls+GlHHdwgBFvThg6oSJ0R6DK5Qkq0z5mCRJU6h5yZPFp8Gpn+Tk6vL+GR7S9xzfSrOa9mO07dH/XpzWit4N6S13l+6Gx2peRj14Omrk6CTKuQBkM8LXRp9gEDuyNBkQbvDpoYFah5NZu5cOt3n44U3Fj1IHObSnGHfHyaUUyTzcwwFnY3cdOBD5jSx+NKR+BVNNzh39R+i4vvkkKwZA3B8Ddre2MVQamjqVZ0Q6dJaNxdsZe7r3qGM3e8Tue6vyFDfmpyRnFf9kSsQR+/2/oCViOszxOCM0o/YOfdk5l43w4UuxtfKMjLBzbz4v4NeIIBThk8ihvGzf2PZnnUlBxTqT4BtNRBR3Uca/Zwcq76wxc1rC8FvogAJx/o66ZWBcz6Ao77XwehaqSediNtKx+NadkTVidpi38U+V/vaqH90+fwV27HmlVE8slXY0kf/G8Zl+Hvpvo350W1KfasFur+eBmOh8sGNJmLR4yLh4Pu7JgU/zcPfshJzQd6ybX9ZkEBEULlu7kTCKDw3f3vxQQqGhJ3yMfXD6/n46zReBULbw8yHdmlUPg4ezRezcbNB1aR7e9Ak7G0YQncPeH8mJW2IVSGdjcxurM2wnvQEfxq5Bkxk3NQ1aizp7A8dzxLa7ZiAPX2ZJ4rOImHdr2MFvag6nup/cchgKGBdroUCx6LnQx/F7/d+gI/mHARYNPJegAAIABJREFUdbZkfjbmbDMbE55QvNoAKzApGeRtpdbx+R7IIaFQ3N2Ajtna+7sRCwgqGt+dsiyiiyOkweyWMv5395v9rkOSGs6abUor5GrxSYwoXFqwO/FKv0/Q0an1tjzn9VG/BlMYcGH9Lh4cvQgw+T52PcC7uRN4ZPtLkQBnkK8duxGMy9MQQIq/iyHeVmY3H+TJ4afEz3hIybzGfVxUtYnMQBcVzgxeHDqbHalD8CsW/Iolrm6PxBR3fD1/Kjoq6f4ubij7iHmN+znsSOPWycv4IHs0Ps2KRQ/x4tDZfPPghyyt3swpjfviCh0O727kx3veZkXueGrsqbyVPwVPnBKaYhi4dD8/2/ka2YEu3h40kceKT4uf0et3zUM8LVxT/gkzw+agO1Py+d3w+VGdduYNVFANHbsepLtPe3oijOys46Edf0eTBg49yDfKVhMSCnePP58D7hwOJmUzsqsepx7Aq1pw64HIwgLgZ2PODhPEex8Y/vBvMxD+joWkQUg3uHfHR8w//x6Kr/gdAHeteJLdNQd4cf0TMc8Rm6Hja63mwDu/YMi5d7F0+eOUtjfgDZnnrtzbykulm3ht0Q2MTT/6TtV/Bba8MViyhhGo2R2jqyRsLlIXfuc/Mo4vI74IxlSiDs3onYS4XgixSQixqbHx/7bU8mVG5vn/i2vCmQiLAzQbwmJHWOyknHwtKSdfDYC39FPKbhtG86t30fnpczS//XMq7hhNx2fR3QsBPcTG+go21lckVD8+GnRtejVWkKwH0lTTHAhHKyM+yNeO0kfEzK4HWFS3M2FWpf+I5jXuZ5C/g7QEpSarNDitYS/j2w+zPymHD/rq4AjBhowiLp95HfeMOQePEps12J4yhN1JeXHLCLWO1MgKE2B/Ui6BBHwMv2phRe6EcCeVYH3GcPak5HHVjGupdqRE1E3itUT3RaUjnStnXMuFJ9zI5rRCnt/4FDce/NAsBxxDqeHCw5tQj9J0d0RnHZceWsuyyvUUdDWSFPSxJbWAkqQ8Xh08PSoDF1JUUxBOtbAuYzgt/Qi7ipQmdwmz02ZT+jD8IvqeLardGVenJoLwuN8ZNCnCBep/5Qfc2TwzbK6pShz+THyqlS7Nzo/HXxC53+M7ahje1Yi132/FqocY21HDq+v+wC93vMT69KKEw/n+/n/yg30rGNtZS7a/k+mtFfx85yucU7MNmxHC1mcS7nvHBTDU28pVFZ+S6evgj5uf49SGvWhS58cTltKt2SKdcEFVI6BaeHz4qeR5WiN2J/EQUjReGTKT1wZPjcniCSlRDZ2ZLWU8vuUvDPa3Y5U6Z9XtjGqZ7ou+4piF3Y38fstfmNNkWro4jCDTWg/x+63PM9gTq5tlM0LcUrqSKyo+TTheAIse5KEdL5Mc8uPUTWkApxEkWffz812vomDw+PBTOXfOdzh93m1cOut6dERkMqt0pNNgO/oSkiElfyvtNX8uTMqg0NNMSn9+Txh2I0Tr6qd5bs9a9rf1Bjdgqsl3Bf185+OXjvr8XwTyvv0yiisdYe35jQmEzUXSzItwTx04w/7/M76IDE4V0Ld2Mhio6b+TlPIJ4Akw3cS/gPP+fwmhWci7+WX81bvx7HoPFA335LOxZBUCYAT9VD9yDtLXR/QpZJYt6p+5HseouVgyhvDivvXcs3F51LF/MmMxl4yaecxjCjYfjisCBSCDXoJx/a36YAD9iR4YwBl1O/k4a1SEBJrr64jb2tuD/hPZ1PZKri37OK4ycA8UKWnVXNw+8Wsx2aJ0fxfn1mxlektF3KBqXfow/Ak6UAwJr+RPY2ZrOWM6agkqyoCrh2DYEFJFcl35J0xtq+ShUWeS720/qlWHAEZ316NISbvVyePDT8GvWDjsTDtm1ek/DZ/H6I5a9iQPig7e+gQ9mmFyZia3H8Zi6BhCcPmhz1iVPYZfjViIVeokBX0Jyw5WI0S1Iy3S2hwQCqXuHCr6tATfM3YJ11R8wpLqrWhhUcGusCJzpM07TLjtGV5PR9T69GGUuzMZ01kX8714PW8KwXjjEoIuzcbOsN2AAB7a8TK/K57Pquwxkfb/+Q17uPnABwigS7GZZO04GN1Rw/yGPVHdSwqmaOCNBz4g3d+JgsnvqLclsy1lMIvrdka1dF9ctZEF9btJCXnQkGxNHUK7xRE3YDVb1cfT3JrEotodUZYKPQgqCrW2ZLNzqp/Gze83P8cwT3MMwdYRVnJ+efCM6CyOlJzQfIA1WaNASm468CEOPRD1fVWROPUAN5R9xN3jozsrDSEY5mnmpOYDVDnS+CBnbNz7OLepFC2BHIKQktPqd/Nm/tTIa7pQKEnJY2K7WRLt0mxoUsfPkZ87AAFDp6a7LfL/VWNOZOvWdwZUPdb93Ty/f32UFlnvGA0a6w+y4tYCigNdJM2+mIxzf4KWcmTfu88L66BRDHtwPx1rnsVT8j5KUgYpJ1+DY+TcL53txH8SX0SAsxEYIYQYBlQDFwOXfAHH/a+GLX8stvzYB0D31jeRCaTapTRoX/00G6Ys5Sfr34758f10/Vuk2Z2cVTD+mMZiHTQKYXMhfZ0x24TNhTV/XPzx6CG6tryO7CMJnwhBofJY8WmMba+mJCUfXSi0WRwDBiv9oUmDk5tLEzJJQgi6VCvv546LmTBGdNbzq+1/i3pg9yfLXnnoM9ZmDOdwH/XfHuiKyopBE1iRO4GgomLTgwQS8F4seoiT+nQZOYwgU1sPcWad6cdk1Y/umnUEJzYfYFXOWPyqlWcK55j+WsdCFhUCv6IxvbWcPF8bq7LHoIVbsae1VlDuzKTekco1FWuY3H44EvipUmKRBvMb9rDfncNbeZMwBig9BIWKM+jDq2ho0qDSmc5d486P2iekqDxRdApPDDuZlKAHj2YnKFS+efBD8r2tLB80iUabm/SAh7RAFyD4Z+74yHW8NHgmd+95K0YDpsaeGmNV0Rd9M28OI8ht+//JafW7KXNlUdTdyJT2w5HvwU/Hn9ebpQobl/bc6zPqSmLsJnpgCMG8xn3cM/ps1mSNwBAKipQccmXyzbKPo4KMzGDv76XOlpzwe4QQbE8dSmlSLvMb96CEApFW5x5jTVVKXln3B34y7jx2pAyO+l4UdzfGNe0EcOhB3CEfnZbo7OuGcPZKNXQmt1XGDcYVYFZLWdS9UQydwZ7WSPv4Nw9+lDDAyfO1YU/AKXEYIQr6ZYcEkhaLi1fyp1FnTybf20pQHP3U5tSsTMrsLe+PSc/l9OnnIbbG7zwKorAvdyxdcbqWwCx5N1td3Dr2fF7Y8ATGx3+ia/MbFNy7dUDl+H8VqiuVtDNuIe2MW/5t5/iq4V8OcKSUISHEt4F/YraJPy2lLDnC247jcyLUUhW3HdDc6CfYcJAHNq+Iu7Lw6kEe2LTimAMc95QlCM0a8ygMovDyoCm809RC4K/3cmLucG6wK6S99wiBulJkyAeh4ICdYWA+jP+RP4UydzZn1u3khq0v8mH2aJqtbtotDjL7kGyPhETTWE87dbavg/HtVezqqxQrJT/d/UaM4Fv/c9qNED8reZ0r44kQChH1UPVr1ogPVd99hTSwGSGWVkWrMTuMIHOb9h9TQCeFgjvkwxXys6h2Byc37iOoqLyXM45VOWMTKyz3g1+1sCltGL/a8RI3HfyABlsSaQEPq7LHsC6jGEUaLKndFjer5TBCLDu8gbfypyDQserB2BKelGT6u0jRfShSoguFQb4Ontr8Z26ddHEv/6fnPgmFdqtJdM32tnNuzTZsUmdcZy23TlrGzpR8vJoN1QiFlYTM921OLySkqGj9xjmiq56SlLy4yrhSCIb0mTCr7an8aMJSmqxufOHrcOgBfrbrNVJCPvYn5UYHSz1BDuAK+RIGDBL47uRLaLf2lukMAcsHTaTGkcoDu16L+z5dDEz87tZsdFvs3DT5Em46+CEzWisipU2LNLCEv9P373yVq2ZeGxXMdWm2GNXhvuP19uciCREJtgZ2xDMzpTY9QEC1YNeDpAY93NfnGtOD3SgJ9KPq7Sn4wt1//eFTNKr6qSr7FQsPjF6EwPwu20MBDAFWIQgcRelVEwpLh0+Neu22WWfzsw/ns6T0gyjOlAEEVZWUs25jRncX7x7aFf9OCEFQUXk3ZwJfq96E3tVMy/KHyL74F0ccz3F8cfhCVIuklMullCOllMOllPd9Ecc8jviwDBplynbHgbA6UIZMpLyjOeH7yzqaCR7DJArmytpWMDV2g4C59btp7Gqj2dfNOxU7uLBkI1uaa5Dedgj6jxjcAPgUCx9mm6u51ZkjGeJt4Yby1fx433KyjiG4GQg9D30rZudO30lwZKep03E0x8j2dTCqozZ6Q6KHaJjoK6SBTQ9iMUKMb6/msa3Pkx6MPZ8r5GddetFROwxJoNaewjMb/8TVFWsY11nL5PYqbj7wAY9teR57AoXeeHDopq60Uw9S6GkhJeTjrLqd5HtacYd8Axo8ZoZVhVVpMK69GrseQPTZX0Hyy+1/o8GWzJa0AtosTlx6gPRAlxnT9CFE916ceU9ntxyMlEnuG3021Y7UCGlaV7SokphHs/HHonkxBp1L+qgN94Vq6OR52yJChCGhcOvki6m2p5p8l/C4vKqVH068iJ1JeQl9xya3HsKmBxN+dpvShtERJ8MVUC1sTx2asIU8z9c2IMfGrgcZ5Gml2pnOU8NODre/x7lWabCkOvo+vJk3Gb9QCQqFd3PGc/PkZXxj2pU8UTiXd3InxvcWC38WQdXCQXfibISB4FtlH3NVxaf8ZM9b/GXDU2T18VITQGqC39zqzJEJJQsk8H6fzI9ND0buTkrQi1UP4tOsZjArFKyKRpLFjkuzkWZzkutMxqVZcagW3BYbmXYXT6an0HLviZTfMZr6528h2HQIIQTnXPs4zxedTJdqw6Na8CsqFe5s/rzgds6ZcQ63Tp6PNkAA6lctbE0bav6jB+hc+2LCfY/j34PjSsZfMbgmnIHiSEb3dRHbUqSSMfcqtNceSRjEWBQF7Si1J5ZX7OKBzSsI1pXyxJ4P6R9WWaRBRqCTk5pK+TjbFOzzqRZ+MfJM/rzp6MzZdAQNtiRKw2RTj2bj/tGLuXPvO6iGjqWPFYCIel/ibM1AEMBFVZvwqlY+zB6NIiVn1+4YUICtL6xS55za7Rx2ZeBTLSZR+Aj302Lo/HznyxR1N5MU8sWdgIIo7EgZQrkrgznNpUcch8QU2buqfA2pAU9UWcZhBBnibWFZ5XqeKZyDGrazIME47aEAi+t2xLyuGQZLqzbyWPFpiSR6AGjVwm3iQnBD+cfoQmV1RjHNtiSabW6khFunXEKH5ggrEWtMaTvEdWWrabImaEkWgtRANylBLwKodKSyJa3giFo9b+RPpdaeyhWHPqOwuwmPauWpYSdHBybhv1ODHu7f+SrNFidvD5rEx1mjaLM4Y1uphUDTdWqcaXEzF8sOr+eyQ2tjlIN74Bcq7+WOS/g90YVgU1oBxd0N5vB6TguM6qwzS4Zx3iukwfSWMtZnFiOFQpGnKSFvxCZ1xnTWRb32wtDZTGw7zOPDT+GQMzNCYj7kTDe1h46A3xedyq92vBR3lawhOad2e+Q6+iMolCjCcl/4VQs/mrCUn+98FUUaOIwQ3nDQ+psRC7hl/0pOajmAIiWlrmxarC5mtB3CQCCQrMwZy2PD52O12Lh39hKyHUm4LTamZA1BINhQX8HBjkYGWR0UPHM1eu0+/GGOYXtTBR1rnqX2mmf49oGd+Apm84+8KWR7W3C50vnmnK/zcNEkNEVlbHoe3554Cr/evipuCCqkEbVwGqiV+zj+PTge4HzFIBSVIXe8z+EHF2B4O5BBH8JiQwiFvFteR0vK5OzCCbxVvoNQf+VcoXDOsIlHRTp7cd96frr+bbx6kCVtFQnXkE49yEnNB/g4e3TktXp7MnW2ZHL98d2WI7C56ZCSOydEWwRsTx1KrS2ZQm9L1HmDmIab7nC2oUeqXhcKTr2/s1ViuPUAN5Z9xDfKPgbkgNok/SGARfW7OKt+F0GhcvX0q6l1xjci7IEWNty06UHaNAcOIxhT7gkpKi8Pmc4de989apKxAEZ1N8S9bpuhc3btDp4pnMPE1sPsTB1MSInNlCjSYFxHNSc0H4w5hgWDTzNHoCsq5e6suAReM9AyuHP3WxxyZjCyqwEJjOqsxadaaNMcXD/9qhjj1C1pBTwycuERu7fOq9kKUvJo8YKjtirdkFHEhgyTKyIMs92/rz1Dzzg6NBs3TrmsV/dlgN+FV7PFtQ/RDJ1LKtcnDG4kUOHMZH36sITcKEXKqPZ4QW+Q49QDLK3azGv5U2MI4BLBmsyRkWO2WFwJLU56FhKKoePW/XRYnARUC9+dfLEpChnV/aZFzjGiq570gIdyVyYN9t7OpMLuJm7f/0/0cFCRqJW23pZMStAbU25q0xw0DtDptCtlMF+f/U3mN+yhwNNMtT2VnSmDeWT7Szj1Xi3qMV11kXvWg4X1JQz1tHDHlEtp83u4qHha1LFn5Q5jVu4wGt75Be94/awtmINVhpjfsI9xHdVIPYj32W/RMv0q8w1CUOnMwKFaONjeiNYns3XTxFN4ouQTukOx2VKrobO4bqf5j6Limrgo4fUex78HxwOcryCsuSMp+mU53TveJVC7Hy0tD/fUcyPt2HfPWMzaujJa/R784ZZXm6qRZnNy14wj/8j8eoh7Ni7HG15xBIUa30wSsybdnwSpSJmw2yhyDfnjSV98O3V5k6n76IXIqlqRBr/Z9iJDvK0xZ7QAQg+yz51DjSOV4V31dGl21qcXYdVDfK16U4wdwpFgIZFBw5Hxm+LTaLC54/NO+kAiyPR18vvhp7IyZwzf3b+SeU2lBBQVBdPw8d4x51DjSItqI/5X4dT9pAS9/O+eN6i3JXPT1Mtixpnh6+B/S16PG1TtScplZ0qPlUJ8J3MBpIR8nNa4N6o8o2AGv//Im0pQia9EfMCdHdHK6Q/F0JnRUoFdD7Lfnc321PheY0eCFCJh1ieoWGixHaV9gJSsTS/iuvLV/LHoFEJCQVdUcnztKAMEad2qle9P/toRuDSCk5oO9HvFRAiBlAZquMypSIOQopLh76K4s5YNGcMJhB3jt6YNNe91nFsaVFTezJuMKiVzGktZn1FEs9UNQklYVrNInTt3v0160IPFCLE5rYD7xpyDBH697a+4Qz4OOTPJCHTiDvmjvkM+obI8Zzw1rnTOrdlKMOilS7OTHe6MvHvC0iPed49m4+28Xg+lu0veiApu+t6nvrAZOiM765nQWUdhUhzvK6Aj4OPCyjJqR5weMYZdkTuBGS0V/GT3m+R5W8nxtUeZ93pDQZ4sWcNFI6ZTmJSOEAK7ZuHReRdz00d/JWCE0MO8O7sR5KzanYzrMBuKhcVBxpI7B7ze4/jicTzA+YpCKCruyWdDHA+1bGcS7593K3/Zu55/lG0D4PyiyVw+ehaptvjmgX2xo6kq6v+1GcP5Tun7cff1KxZW9dWTATRpdkwMhGBTOe5Zy5jdUkkukprw6nZ2cxk5vo6Ebsgqkhp7Cr8ceYb5oNz9Jl8/vJEOzZ6QHxEPkl6BwM/D8dmUWsCHOWMo8jTjDAXYmzworuKuTQ+Q623lohNuNMsHQvDg6EU8HvQyoquBLs3GnuS8yCS8Ln04Bd3NCV3DjwUVzkwuqtqELlRunbIsbjdOoz2FDosTZ5xs2wdZoyNaPkkJyKjQe//imYZ+lDU6IdlZlQZzmkr5OHtUjIu5zdC5rNIs+/g06zF9RlY9aPKHvK38ffAMmuwDaKIcQ7dZtTOdx4vmcce+5WxPGcre5FwKupsGLG92azY82gDCdlLi0P0xAoc9sCC5snIdF1Vvxh4K8vchM3ihYLaZJe0z+YKZhblr3Pk8tPNlFMPALnVCCEKKyt+GzGRfUi5CSv6ZOx5dUU1l4wE67rSwqrJbN5saprUe4sEdL/NBzhgshmkHsip7NJ9kjuAH+/6JK+Sn1epgiLeVldljObmplPSGkkh2y66HaLW5uXnyMjO4GqjbT0ocegCfajV/G9LgxOaDR51ptRlBZrQd4tTB8Z3A71z7OoetbjMgxCwz+1QrG9ILeTNvMgvrS3DGycp49SCn/eNXZDrc3D1jMecMm8jCoWNZvuRm/rjrE3Y0V5EV6OacHW8wtW4XqFbshVPJufL3WHNHHOXoj+OLwvEA5/9TpNqc3DzpVG6edOq/fKw2q4sXhs5m2eHoVLxX0diWOoStqUMjr9n0IFdXrEnYTdID6fdS/v1CPL5OWqZfA+EJbkZLedzuiR4IYE7zAWat+wONtiQ2pA3jnjFLUISZsl9cs50byj8+YibnXyUuH0gy3bDzvW3cuv89tqQX8tLgGZS5MjGEEhanE1xSuY7PMoaHa0rmWQ1FpdXmZoPVFfOAfz1/CufVbMUS0qMe5gP5O8Xb5lM01qUXcVnlOl4YOgufkiBTIQR3jzuXx7a+iCIlWng971EsVDrTI7tVOtMp7j42gc6gUKhwpSfcrguFeU37GddRw5+GzSWgahgoDPG2cNu+FQzxmkGyV7UedUeYYhjctu+fzGk2TUm9ipUXCmbHz7Ada0ZICAKqleeHnsifNv8ZCWxMK2RvUi5jOmvjfgZvDZp0xGN2anbumHAhT25+Nu5nbDVC+BWNfcmDeKHghFhDzz6Bwu6UfC6f+Q0W12xnXEcNDbYk3s6bTGlSjlnWUpRIgkf2dIAlDDQE+d7ehYrJ46nFo1ojnUV+1cJhVyY3T70UwtpFEsHk1krOr94SZc9hkzppgW6uKV/Dr0YujNtB1feaLq9Yi0WGeGzEArJ8nXENMXtgIOhSbSTrZiBuCIVzR8yIKif1wBMMsPzQrkhw0xd+1crLg6dzRv0uqhKUnk3dnHa+98nLGNLg3KLJjEjN5uE5S3uHf+GP0NvrEJoN1Z34N3Ac/14cD3D+SyENnY5P/kzryt+idzRiGzqJjCV34hg5h4mZsZYPzxeeyCFXBpcfWku+t402q5NX8qfxRv6UyMMxyWLjW3g5q2kfWJ0JxQFNGOhtNZSkDo0iG/pU7YgEYrP91SAp6OeQMwMhiMjrv5k3iTJ3Fr/c8fcvpPsqEWrDq+c6ezJ2I8Qpjfs4pXEfEqhypOFVLRR2N9NoS+L5ghMY5G3n9PpdpAa97ErJ56OsUSaRs9/k0qXa+PbkS7hj3wpGdNUTUhSQZunOKvW4K9ieIEdilhMF0GJxckXlWgSwLmN4QpdrMC0yXsmfxtzm/XRqDlqsLt7Km8zGtMLI2P5ceBJ37nk7IdckHranDkEzDPQE81hIqExvrcAiDc6o20WjPRmbESSzDzHTo1h4N3eC+c9R6Pu4dD/zmvZFAtwltdt4Zch0gooaTfI9QvZgoPNUOdNosrhwGEF+W7wAFcnjm5/DbgQj3zmvolHlSOfVwdMHHC+YAW+1I5WS5DzGd8RopKIAXZqdu8afF1/4st9YW60uni888Yj7RV6Lk/m06wGWVm2KCSok5nexJ6ge3VHTe79ELxtnT0oejxXP5/ul0T50FmlwauM+Hhq9CKSkqLuRRbU7yPF3UJKczz/yp+BXrShI9iXnckPZRzxZNI97dr8RO/Y+qHKkcv20K7l1/0rObChBFwq/CGk8begxQU6r34MywOfbanXx6tDZRwyqvXqQezcuZ8mwSTG8RiHEUXtAHce/D8cDnP9CSMOg5tEL8ZSsQoYnE8+u9/Ds+4ScKx4jZe6V/GTGogjJuAefZI3ik6z4KV+bHuCT6fPJnLAQ45L7CbXW0LnpNVreuCeOy20vjVL06ZIC+DB7DEtqth1xIm2xuPjG9Cvp0Oy9k7eUSKEwo6WcXUl5ZPs6yAl2DXiczwsjPOh0f3eU6qqASOYBTML1xZXrubhqI4o0sEiDBfW7ub7sY74z+RKzzCAN8rxtuPQA49qreSN/CjdPvZS0QBfukJ86ewp53jZ+vvNVsv0dCYMcAZHSVnafllz7EW06BG/kT6bZ6mRTehF19pQYNeTPMkfwTOEcrq1YExG6sxj6gKtqn2IZUC8l39uCRRp4FQsrcsZzVn20LYdX0diZkm+Ky4WzA1Y9FGU5IDA/c0cogCoN7tr9Js8PPYG1GcOxG0EW1e7gV9v+xn1jzqbSmYHdCBISKq6Qj9bPaSoppGR7ymCeLzyRmvAq/7KZ13FB9WYWNOzBqod4fuhs3s6ffNSZp4CiUeHKjBvgGGC2x6u2z8VDOhrY9AD+sD2JJg3OrtnGVYdiLRX8qoVPM4uZ2l6JAMpd8VvF/aqFlTnjuabi0xjrFFUaWI0gP+pjogtwQvNBJrdVcve48wiqFj7NHMHajGKyve0M9bQkXLD4FI1HixcQUC38ZuTpDPU0U5qUw3qp8P7hvZxZEC1EmulwD7j4yVIEW6csxdEebcMQD21+L7Xd7f9Rc83jOHocD3C+ZPAeWEfLW/fhK9+M6kojZcG3SZ13HUI7Otnxo4Fn13t4dvcGNxEEvdQ/+y2SZl7IJaNmkWpz8eDmFZR1NGNRFGbkFLK5phRfv1WkTQ9wYdVmOg+uIPPnu1FsLqy5I0hfdDvBhoN0rn0BKQ3QQ2FdnN5Jb2xHLbLPlL0/KZfVmSM5Oexvkwh/KZgdHdwACIEuVN4ZNIlZzQfJCnYlLO38qzi3dhurcsdybcUnA/ICCrqbGNtRE8XTcBpBbIEQ95a8zi2TLmZB/R5uKPsQh9TZmjqE1Vkj6LC4aLW6aQ23UR9yZXLZjGtZsebXUUHDIWc6Jcn5OPUAM5vLWJ01kmcLT6LBlozVCHFG3S6uK/+IH7oupMuagH8lBI32FP4xeDoWI8SYzhr2JuUhMMxJLzypvjJkBu8Omsi01go0I8TQ7hauOLwu4bWP7aiJr6WC6Te0oGEPXsXC2owifjfiND7JGsnlhz6jqLuRdouT1/Kn8nbeJKQQqEaI3255gS6rk3XpRWxU+ATfAAAgAElEQVRIH0a1Mx1hGGT72pjdXMbCul38cNJF+BUtUpI64Mqm0NPE41v+Qp09mRaLi8HeVlpsbm6ZvCyGN2XTg2T4uyKBSzzoQuHR4tPosLkir3VrNtZkjmRV9hgOOTNBJJAPSJAdkoiERH6/YuGlITOPHNxIA0X26xg7Sog+4xrVUcvVFZ/FVymWZhv2UE8zZ9aXsDF9WGIOj9TZk5SL3QjRYEuiwNPC6M5aGm1JXFC9hZOaDsQQhie2V/H1qo08X3Bi5LtT60xlX1IOk9tNbqAvrIbdky19rHg+W9IKATODef+Ys6lxpEIowPKKXTEBjk3VuGTkTJ7ftx5f/+BfShpUG249xE9mLOaVA1vY1nTYJA/HgSENLOrnEaz4z8Ovh1hZuZuKzhYKktJZOHQstmO0dfmqQchjIGZ+UZg+fbrctGnTkXf8L0PHhleof+rqsPt2OMNhdeIoPoH8295FDFBmOBbUPPZ1uja+knB72uIfknVRr15j0NDRhIIQgl/8zxweHzwLNfyA0YXKgvoSvlu6Ek2zMuzhgzGpWc++1VT/chEy4IM4K/rX8ybzx6J5EaKpkJKzandw8eEN5Pva4j72zzvxJjosCSZsKbEaIfJ8bfy05E0KvLHGf0eLoFDwKxZcuj9mHC/lT+Oi6s1HJD4makMPISLBSk8Gxo+CV7Nyz9gl7E0aFNEmMTU1PPxt3eNoSHyKxk/HncuOlCFmm66U4WyBjFLstRghBnnbuG3fCm6f+DVTYfkIsOsB/rL+SfyqhbdzJ/K3gtlx91tQt4vvl76Hjqlpokkjhnv18IiFYSuJvi3OZtv8bXvf5f3ccXyWUdzLB0kwWWb72vnr+icQgEe1cP+oxXyWFSZthgmpfsWCjBNY2PQglx5ay8mN+0kNdtFiSyLX10G5K4vfFc9nvzsXgKLuBr594ANCisKPxy+NSxpHSpZUb+bTzFE0hzNAyyrXc2nlOqQQKFLSYbHz4Kiz2JkyGAPRq6sjjYRaREjJnXve5rTGvdEvA88UnNRbckp0j6TkpgOr+OvQ2b1t73H2OaqynJTcWrqS0+t3RxYZPZ9qUCi0WN3cN3oRCoJOzUZFAsE/WyiATeqEhIIMyxVm+zso6G7i+6UrSU5AXO/Q7Jx34rejxjOnqTRSplqTUcyvRyzAr1rp1uKLnvbgouJpPDL3IgAaPJ2sPLyH7U1VpFodfFZ3kB1NVXG7yKyKylVjTuQnMxdz59rXeWHfhhjZDYAxabmsPO/WAcfwZcCOpiouee9PBA0DXyiAQ7OiCYUXzrg2yqbiqwohxGYpZUw9+HiA8yWBEfRTdnMORgK/p9zrniFpxtI47zx2VD18lmnkmQBqcjZFv6mJq5dz4FvpdAU8bEorJKhoTGw7HFEoFRY7wx4qRUvLi3pP3Z+uMx3HByg7fZw5kqeHzaHKkY7F0JnfsJsbylaTEup19O2bjTnnpO8c8eEmpIErFODFdY/jPsb26zaLg8eGz2d11kgkAnfIx+WH1nJezdZIgW1Hch5jO2qxDFCGGSiDlGibmeMSrM0Yzorc8XSrVk5oPsjp9SWkhSeFe8eczacZxQQUjaGeFiwyxCFnZtyMiT0U4JYD76PoIZ4umke9PXnAbIAjFDAnuIbdBITK12Z/k27N1sv/6PNed9DHyY37GOpp5qLqzZHr6bkjBoLHi+bxdt5k1LDHVVCo5h49x5MSmxEir7uF8qTsmLHZ9CD3lLzOjNYKwFzBn3PSdwbkFfVHjredNquTEAKHHmRhw25uPPiB2aYfLs30zRhuTh3KDyZcFCv61/d5KQRfO7yBKys+jSmp+hSN70/8Gpn+Tg4m5ZDh7yIkFPYk58W99zY9wH27/sHUtsrIazqwKmsMD4w9O/b8/Uwws/0d/Hnj05S5srh94tfwqVrCDJKZrTF1WiJBXP/gR0pmtpRzfs0WMvxd2PUAg33tkc0excJ106+izjFAaSZOQCWkgUTw/uqHUTBJ2n8uOIkKVyZJIS/nVm/jvOotnDfn5qjyXkF3E89segaAUnc2t0xeFuHdJYJDGtzfUc78ETP5TUohzx3YGhWkWBR1QFX3JIudPZf9Dw2eTs548ze0+jyR96tSckprGbelZ5KXVUjyCcuwZAxNeKz/S3hDAaa/9HPaA7Hu6MlWO5u//mMcR7Hw+TIjUYDz/3d+6isE796PEk460t9N++o/fWEBjmvSogEDHN3Tht7RENf91jVpMcaGlzi5KVZtV0sbjBqHWNe1+fUBgxuAeU37mde0H71PVqOv5L5HsWAIgUUPYcNgamsFazJGxE5AfSCFYup/5E/hksMbBjx/X3gVCzdOuYxGW1JkEm2zuniy6GSarS5Ory/hrvFLabG6uHfXa1FmjFHnZ+AAJ9HrSvjdc5oPMKePKWdPca/V4uDTjBGM66jm9n0rSAl6McIEz6cL5/D64GhbDZ9mZVX2GH68+y2GlLRw2+RleAYIDoOKQmu4nKVIg0G+NvYl58WdsLyqBSkEZ9btjBKo67k+FclNZR9xTcWnVDnTsBgh/jB8vklgDh9vUtsh/qfkTTqsTm6YekXEA8oidca1V3NtxZqInki7ZuOREacfU3AD0GRzRwK0LkXltcHTGN9ezdym/XFLoQbE/271uX7N0Lns0Lq4fDGLobPs8AaGdTeR7zOdqrekDuWu8efHnZhteojRHbWsyBnHhvRhOEMB5jXu4+miub07ScmYjmoy/V0mFy48lhkt5fx47zvYjRBjO2t5fPOzXDXz2vg3QgiElFxZ8RnDO+u4a+KFMdfV83+PYKJiGDy1+c8x13dR1SYeHbEg9hwDLJp7gq616UW0WN38vnh+JMjyalaeKzyRTzOLw0FwLzo0Oz5FQzUMirsayPZ1cNiRnvD3b9VDjOisYcL21/hjay0vDJlFqF9G7kiWNT1mmtnOJP655BZ+vX0Vb5ZtJ9nTyq+3vUhKyIfwd9OsWWl54x4ylv6M9DO/O+Ax/y/wdvlOQgmuNWQYvFW+g6+NODIZ/quI4wHOlwTGERy3Dd+xkWWlYSBDgbDKcfTDK3nOlTS+8F0GkrgTCWqzGef/lO5tb4czTb3vF1YH2Zf9Jm7WRw4Q3PQv3/SUODxC46Ps0aQEvQQUjZU549iRks+3Dn7EgobdXF7xGRvTh+Fj4JVHj5HksQQ4K3PG0mZxxkyiPtXKy4Nn8NchsyLquBvThzE5QYAjgDbVRmqc8tbngYIpoHbYkc7ojhru2/VajCLyN8o/JqgovJMXK5Dk1gNUOdIICgXF0MNlRkGo32dtMQyKwi3hKpLzD2/mobG5cdt6dUVla8oQVmWPYWH9bixSp8GWFLXaBzM7MqKrAQNT5Xhj+rDIttKkQQRUC0O8rTy67UUeGXE6+5NMjZnv7X+P/8feeYfHUV5t/zdlq7TqvVnFcrflDrYxYGPTTYeYFgIkJHQCKW9I3iRACBBSaIEk9BJ6aMZgjLExYHC33G1ZkmX13lbS1pnn+2NXa622SDYmCe+n+7pyBe/OPPPMaHaeM+fc574znV24JIVNiQXcM2FJ2PbeqBAibED0VOF8ZnZUYdEOu3Dr+LJOvxnkdB4OWY5OIsnkKQgmddUF+UhN66xmcdNuVqZPPMxt8gcDvaqJS+b8CA0Zl1947sPMyYezMH6S9W1lK/lZyVIGhs537Xk36D5I9vT6TU0jTFzydRu2GecN3ZkmBKN7msjvC/a3M+AjxocfP3q5EeClvDlUxaaGlAFdioEyW0ZoZ5gplkuO/5FvLr1tXFe5lj+NOQ2nYsShGgOCkZokYfO6OLduK5dXb0ACXs6aFr7cOAQK41MC/51mtfH7Oefx+znnceiu43A5OkHX6FMM7LFlouo6k97+LZbRx2MZPeeIj/VNoryrJazSMkCf182BzuZ/84z+fRgJcP5LYBk9N6JLuGSwEFMyPJlvraedltd+iv2rVxCaBzUxm+Tzf0v8/O8FtlEsccTOvJCezeF5OKasCSixybibK+jdsQIJiZiSM1BsqchGKzm//IzW135G357VIHRMuZNJXfog1gmnhIzlbq70kYsHYWXaBJ7Ln0ejOR6z7uH0xl1ce/DzgKO3jKAsNoP3sqcF7fensafzj4KTeHHTk/x5+2v8pXgxlTGpvrfzCNwEmzc0NRu0CfBlUiGPjl5Eq8mG0S8uFw6aXxm3X5hvb1wWbkkJ0vsYiATNhVuSMYpgCmmkzM5QpGizX0vkspoNfq2dYFh0L9dWfcGHmVMCAYlZc3NK814kYHX6RJAkdFlBR8GoeTBpbmQhcKgmJF0j0dPL9I5DgTEXtO7nAc4OOVY/Gi0J/L3oZB4dcyoAVxz6ku9WfRlWrNEtq3T7vav64ZJVXsmdzS0VqynqbeGx0pfpUUy4ZYVETx8SsDUum19POu+YdhHVWxK5fvqV/ODgWua0VSIJHadiYHXa2EAWKRociiGinxL47pVkz+F7TwJuObCKInszD405NSgI0CSFvgH3cEh5yZ+9fLLwZOwGcxCXp08xBgU4Vs1Dfm8rFbbQDCxCIAS0DXAVDwt/4FXU08Qfd7wRdpPy2NSogYwk9Ij+W/vjMpEjXLtIxPQeg4XSxHxKE/JYnjmFRU17mNpVw564LBLdvZzUUkaq0YS167AZbq9ixB5NaDECLIqBn0xbHPK5u34f7rrdCF3jhbw5vJp3HKrQAu3xP/v4Sb7/Xxbg5MYmYlENYTvCLKqBPNv/XZ2ekQDnvwRqQga2uZdjX/9qsH6MJCMZLSSc/IOw+7nqdtO3+xMkxYB14inU/flsPG3V4G/v9rbX0PzizXg76kk+587AfqmX/pG+vavR+7ogsDhLSEYLqVc+SsMTl9Oz5W3/aivR/M9bfZsoRmSThcQzf07Wre8CAjmCu7kQgro/n4XwBgduL+Ydzyt5xwVS9U7FyPLMKZQm5PK3LS9iFL724zpLAgbNG9SybPP0cVv5auJllbieFv6+9UVa1Rg2JueT6uphc1I+H2ZMocfv3GzWPJzVEGokORASML2zmstqNvBQ8eKIwQ34NEsGYkd8DrokI4QWMYtjCvMg1wj/44sk3NcPAeQ6O0l190YkN5s1D6kuO03meAy6lzSnnQXN+1iTNo7SxLwgboNbMSAJnUxHF0JAutvOAzvfDFIlNiAo6mmmPNyCCSS6e+ka0KG1Km0CV1eFthj7xhN8mhYsNaDJCp+njuGWitWBz2I1V5DlwNak/AhnGwFCBNryZ7dVUmZLpykMX6TOmshvJ56HUfPwu13/YkZnDaN6h0dKbzHHUWNJorC3JeRv4ZJVNiYVsKBlPwBm3UufbMCtqDxTcIJvozBloWgwCI2tiaNCMmnLskpYWr0xSP36porV/M/ki8JmLqKVdYPmIgT37no7oGQcNAZQbG/m5gOr2JKUz/rkouB5SVK0SpUvyB62LvHgfWU8iszq9PFMsDdwa/knga88zuAxzZoHRQhsrl66jZawWUiD7OOEmfzXyqtr3DFtMUsKpoRs62k9iKQYeTtrPK/lzcalGHBx+Br/VknlgRf+lwtHT+en0xeTbD46KYJjiXMKS7h70/Kw30lInFMwhBjltxgjAc5/EdKvegLZEk/Xmr8hySpC82DKnULGdS+gxAZ7qgivm/rHl9K3cyVC6EiSfNitdtCbvXD30b7sXhIW34Ri8cnWG5JzGXX3Flr/9Wt6trwFuoZl3MkknvZjGp++Fm9jWfhJep3oXift796NZm8mbemDYTfztNXQ9u49eJor/a3hPvQoJv6ZF6os65FVGk3xfJo6llOb9yADd+96h+cKTmB55hT6FCOz2g9yz+53MAjNlxuQDSA0Ury9nNm0G4DJ3XVcVr2Bm6ddTqsplpNa9gfIqdFg0b0sbtrDp6nj2JGQw6SuOuI9Dt/COEgSPwiSRL0l4YhUfntlA2Wx6Uztro0YFEU8HL7FJVz2ph+K0HFJCibNw6mNu/jBwc8wCo23s6eH5X8ISabNFMtvd7/D7I6qsMf/UeWn/HLSBSELpqJrnF+3lVfyjsfhDwz7VCMaEuoAI9N+y4BHRp8SufstCspjQ8nHkWDzOPh+5WfEaC6qrMmsTyqi3W8NEOd1cHHNZk5p3ouM4Ivk0byad5w/C6L5Smg9TRiEhkeK8HgckLV4YNwZPFT6KkbNi8FfrnLKKg3meB4tXsTfihawoHkfye4eDlmT+Tx1zLC1cfqh6l68koJbVsP6ar2aexzHtVUyqq89wCca193A/Tvf4PGihZTHph/OpR1JBkySuHf8Eu7f+SYG3UuHMYYyWzpGzcvErjpmdB5idmcVpzXvpsVo49Zpl9FtsATtH5YUfYzgUoy8nDubMxp3Bqt+SzJSPxkYwW93v02ay84N06/ErYQGOAkmKx+feysbm6qQJYl5mUXYjOGzPoa0IryahxdGzQlPcpYkHJqH1w5sYnXtPlaee+uw7HG+ScQZzTy58Aq+/8mLCMCpeTArKhIS/1h4BfEmy5BjfFsx0kX1Xwjd1YunuQI5NhlDYnbYbZpfuYOu1X9HeKKXX/ohW+LIuO4FYqctCfu95uima+2ztP7rlzDMMSXVROFDNSHBV9e6F2h+7gZfwDVoIf4sZQx/GHt6RJLrzPZK/rDzXyGfH4njt45PH6MyJoWTBgiJDWe/0vhcCvraAgGEKjS2JObzu/FnBx5oit+jpx83HviEcxpKh2302WS0sS5lNOfVbwt7TgJf+cOseSJ+34/B59af/fFIMuqgsthls38QseslxuvkikNfMaWrjvH2hrDbfJVUyMPFi+kyWNAkCa+ksKS+lFvLV3HVrGupNycgZBmD7mXZF49gFBodBistpliqrCm8kTuTitjwWaAkZzdnN+zgUEwKqS47ZzXuYFTf4UzKQ6MX8X7mlJAMmu+kg8sk9+14kyS3nTtKLsUtK4FgOtHdw9+3vECcxxkQKPRIMk7FwM8mXcQjpS/TZrJh0j28kzWd13JnhQTikl8eYWCJKMPRyXdqNjK7/SBeWaFTtdBltLA5sYCP0ycGAr+jghBM6zzET8o+4lcTL6DNFBM2QFR1jZNa9nN6404MusZYe0OgLLrHlsGPS5b6AqujCDQyHR3Eel0cjEnx3VMCzLqHX+95jxK/No1bktmcVMCvJl0Q9hyOVjV6SAiBVXNzft1WvnvoSw5aUxjt7ETWDnNO+n8TH6VN4C9jTvUpfisGTJoHk8XGm2dcx4SkrEhHCMHWe0/movQZUQ12AUyyyk1TTubH08IQsf8DaHf28vqBLZR3tTA6PpWLi6f/V2SYjgVG2sT/D0H3uKi4KRUxBDF5IGRLHBk/fNFn0DkIrvq91Nx7IrqrByKQ0cKOaY4j4wfPEjvjvMBnnpaDVN05KYx6sQ9rU8bwYNQA5yB/2BlZo+ebhoYUouXikhQ2JxXwv5N8xNOf7vuQR4oXoSPhUVRyetv4x9YXQgi/4aDjM7H8OH0iv9n7HlYttC7ukA38ctL5HLImc+3BzzmzaVfYsfpnOdzl4dfjz2FdSvjOM6Pm5dLqr3gnezp37P+IE9orIh7zoDWZV3NmU9zTxPkNpbglhTZjDHdNPJfKmFSQJH69+10QvgyHSwn1wbJ6XZzeuIuTWvajSRIr0yeyOm0cbsWI4idAf69qHUtrNwFw0JrCDdOvCC25DFogE909vLz+H9w07XIqY1ODOCB37F/BaY27A35b/dCBdzOn8mL+XByKEV2SKOxpJqevg9XpPiNZo+7Fonm4uWwVD409Fbsh9K1X1TV+v/NfTOusRkHgkA24ZJVbpl5KbUx4V+shIQQ3VKzmgrqtdBssLD3uh0MurJIQLPv8Iazi8P34q4nnsSkxH89Q3KIjCDjMmpunNj9Hlp9Q7pIUvjPn+uAsTpQxFV2joLeF8tj0kBb1VJedVlNsRA7PYJg0D5O7atGQSNDd3LHvQ4T/cyXAkIEWYywr0yfSbLIx1tnBd69+jKSi2VHH7nD1sbW5GpOiMis9H0d7HVPfeywiV2ggCuKS+fzCnw7rHEZw9BhpE/8/BK27OWorZjgIzYN17EmhnwtB/cPnofd2EK2rKiIGPTA71z6N0CNnMqZ1Vvs8mMLArLlZ2Lw37HeNJhuprp4hTTyHCwF8lDaRv41egEdSmNJVwx37V5AYJntlEhqz2g+S09uOQWic3rSLmR1VvJc1lfLYNLIdHXSrZsxun3Jyf7YpPIlY4q2cGey3ZVJnTmRUXyvGAZkfl6RQHptGaUIeSBKPFZ+CW1Y4r2F7yFiDNWcEkbNcHiRaTLawJQ5F93JSyz7mtpVzub/bLJq5Z7rLTrqziyWNO1D9An9WZydPbXme99MnYRQ6x7dXogqdpJ1v8mThieyOPywmluju4YktLxLndQaCwrH2Ji6s28LN0y7HqRjRUHg+fx4zOg8xuqeZgr5WflC5ln8UnoQuSXhlFbPmRiD5gh7/IprmtFNjSaTGmhSyOC5s3hcS3AAsyyzhH0UnBwVP+22ZVFuT+UPp6/QYzCS5e5lgb0BBkLjbwZ2TL8AjKb5MnhAoQueHFWuY0XkocN0sugeT7uHuPe9yzaxrIvxlhoAk8WTBiYzvbqCgr5WTW/azMmNS1F2sXhcWERxs37P7HZpMcXyUPoG3c2aGBCGKriEhUHWNMfZGdiSOGnJqXknhzewZAe6UV1ZIdvWEjJ3h7KLVFBskQAk+S4if7l/BB5klPk87P29qXls5t+9fyeu5s3gjd2bIfuHgUgxsS8jzySVIMl/MLWRWexU3lX9Chqs7sF2qu4fLazYE/m1/8UYSfr4a2RJKutaFzj2bPuCFfesxyoefPPfPOY8TcsbxWf2BCD10h6Hp//4EwggOYyTA+RZCiU0O4rUMBcloJfm834T9EbsObcXb2cDRBDe67sU6fkHQZ56mctAiZ4HivE4uqdnIm7mzgjpVVN1LqsvOwuZ9Ifs8O2ou9ZYEbjvwMTFhMh5HA4dsYEtSfuBhvDGpgHaTjRRPeINQVWg8VvoScX7CdKq7h2urvgi7baTgBnwk24rYNIQkcfvUpfy47CNOaC1H+Mk1n6aN5eHixYE3WqdiZFNSAec2bB9STyfae/eeuCzK4kLbb8HHWbiuYg2JXmfEAEkAbknBI6s8lT+Pa6vWhc1Ynd20Kyg4mtJdx4M73uDXE89js781/JYDn5Do7gtwVsAXDOT0dXDloa94stAXiLtkhR9OvxIJGN/tc7E+s2EHJj8fZFx3AxbNzQPjzwrwPToMFlyKAVXoDL4LDWE63bySzNMFJ4ZmhiQJt6yyNn0ctx34OOi6TO2q4Y0vH6fGmsSHmZPZE5vJQ9tfxTrAbLMfDsXAa9kzfGXNSJ1+Q8Ajq9w87XJS3D1M6qwdcvsTwpRlJSDD1c0V1Rs4p2EHt5YspdkchybJpLjsnNBaztSOQ8ztqKTFGMvS43805Fy9ssLOhNzAv1Vdo9kc+ow5u76UdSljOBib4jfrFAhJ4pd7l1PY24LN0wcCjmur4PuVn1PkaAXgqkNfsiMhh/LY9GG1eQ+8vh5Z5cuU0cxtK+fUpt2oEZ6Xrppd1D/+HXLu+CDku0e2r+GlfRtwaV5cAzpBf7LuLR6afzE72+vpcTtxRdCYMcoKZwyyiRjBvxcjAc63ELLJSuzMC7BvfDMkmJCMFkyjpuM6tA3h7sOQVkTy+XcRN+dShK7Ru/Mj3LW7UBMyiJ1xAd6Oeh+h+SjmIQkd+8bXg1rQTXkl9JYui1iiArj60DpSXXZezJ9LuzEGVddY1LSHH1WuDTFvLItN4/Xc2eiSxM3lq4GhA5zh+E8p6GxIKjy8jyTTZoyJuL1LNnDf2LNIcdu5vuJTrBGUkYc6ri7JGHQNj6zSq5r43YRziPE4yXR0UWdNDMvXUIRAD1M6Gw58gYnMY6NDW/j7YdI8bEsqYFGE7Bn0d4NpmDSNWypWB0TzXJJCj2pCwqeAbBHekGtg1r38+MDHXD77Bxh1L3PaKoKCm8A8hMaZDTsCAQ6SjKzrKEInyd1LMj0syyyhoK+Nx7b9E+/g85IkelUza1LH4glT2thnywgxszxkTUaLsJBrssL6pCJkPg75Lkb3MK6nidEHfBoiH6dPJM3VzcTu+qDAb0NiAWvSJx6xMGEQ/PNrNdn4PHXMkJt3Gyz0yYaw96iCIMHTx1+3/ZMGSzxFPS0h91Wc10mWs5N6S2Q/rn4k+Ds+XZLCZ6lj6FXNIcTisrhMHtz5OrWWJPbbMrB5HBzfXolZ9yKApbWbaDQncFv5x0ElW6PQeKj0VT5LLebxolPosyYGmf8OB2/mzGRh896IAQ6aG8e+tbibyjGmjw587Na8/G3XZ2GP59Q8vLBvPZ9ecAcv7dvAi/vW09DXHWQbLCNhVY38YNL8kP1H8O/DSIDzLYQQAjVtNAx6gEkGM9ZJp5J10xs+EqTQA/5VnpaD1Ny/EK23A+F2IBnMND5/I9YJp4S1hwiCrKAkZKO1Vwd9LDxOml+8GSUujVi/Tk/8idfQ/v59UYeTgCWNOzi7cQceSUEVWsTMwYr0SXhkBV2S+Z/JF/GHHa8jC4FV9+CUFQy6xsClYyj1YPB1ubySOzvQSt6P0oRcjmuvDDsXVWhs9rcqb0os4JWN/zgq8b4exUTfoO6LXoOZOkmOSEbdY8sKEow7EghgZ3w2Wc7O8Loo+N58e5Xothf9qLUk8GrObHbHZXH7gZWM7mkh2Z/1ijbDRHcvmc4ueocg3O6MDybV67KMjk9Q8by6rVxYv5X3MqeyKm08szuqWJ02Lmj7XoOZ97Om+siwmieIr/JUwYncv/PNoADEoGthy3aB7/0de5G2UBE8MOZ0qq2JPLT9tSCieY9s5M9jTsN9DA0NhxMofZVcxJfJozmlZW/EMmOM5mJMT2SBt0jGnwNh1twsqd+GQzZQHpvKX8acikHzcHrjbi6r2cD9485ge0Ie65JH061aKOxpZkxPU8hcrJFCbGEAACAASURBVJqHn5R9FDbDpiBY0FJGnSWZDdMvZndHeAI8gCSF/kqqYlK4b9yZ/GbPsojO9r26TtnOVUwaEODU93ahR6EB7GyrI9Fk5eaSBdxcsoBXyjby6/XLAgGRQDAjLY+Yb7kFwrcdRylEMIL/JNqX/4HOD/8YwsMRQMqF9yLJCpIkBYIbIQS1D56Ot70W4bSD7kW4esDdR1/psqjlLmPeVLJufRcpgpCdcPfR9q//DfxbjU8n+9Z3kMw2MEXOiIDv4WaMEtwAtJtiA9oV++IyuWTO9Tw+eiFvZM/gmVEn8FH6pMC560CzMRbXMGr2F9Zt5Y79K0h1+urz47vrufrgFxHnoiExr60cTVZoMdl4O4xS8HDglaSQ1L/F62ZG+0GMkd5O/ZsfTYgjkJjZWcOs9irMEQjkEjCpu27IsUrjc7luxlWsyJjEpK46xtgbg2wOoi2JAp8RpV214IhSbnimIPwbr0sx8F7WNC4/tB4FwTvZ07lx6mVhCbduxYBbVkl3dqPoGqrmRRI6VTEpvJEzky7V7CMASwo5jnbiI3QNGjUvZ9WXhnCdBuJAbBpfJRfx6z3vB2UJPkifxEVzb4hqiRGEr9PsMXhfSeL348+Ker/oksyLuceF/a7DGEPjIGkEVdeCjyMEya4e9sVl8ZOSS7i15FLcksL0zmpurFhNuqub+3b+i4KeFjRZ4eZpl1MemxZxTgahReSzdCtG3s6eyp4owQ34NF3MYYLJDekTKM+J/HsVwN17vsTuPpx1jjeaI9obAJgUA7r/7y2E4KX9G4O2F8Dn9eVcsuJJ/hONPCPwYSTA+ZZB97hof/++YDHAfmge2pffH/Kxo+xzvF2Nw+ftGCxIRiuZN75B/t1bMBfM8O0fAa6anUH/tk5YSOGfqo6JZPnY7gZMAxZ+p2Lkg8wpPDF6Ie9nTw1YCkj+/6W4ewKp70gw617ivE5Oa9zFk1ueJ93ZxfUVayKqEYNPQXhR0x7AJ5T2ROHCYQUc/dwVu2Liz8WLuXvCuUHfK7pGnNfBbeWrSHL3YhjEazFpHu4o+yjwQz2SR6WGxCep4zl/zo08mz/P79gdfA8YNC/j7A0UDdDx0cPkizQk7pmwBKdiRJcVLqnZNOy2ePBp4zSZbNyx/yNivK6w5+GUVaqtkbuNBNBiiuW6ijU0m220mOMiBgaarNBitvmsKGSF6yrX8tr6J7igbquPUCsEb2RNQwJ+un8FJs0T0E4Bnwt7kruHS2oPd3sOVqL+NLmYX008D7es8vMpF7EsswQNiW0JuTxavMgXfB1NC7QQSFGI+iEIdwxJ8nW0RUCbMYaX846nLDYt+NBAaXyou7RJ8zC9oyqo/FRnTeLVvON8BqKyjFFo3L37nUCZ2aBrXHHoK9/xTLE8UzCfvgjBrUTkxeiVvOPpMMQMee8LBImmGEyKisHfKRijGhmTkM5xF9+DHqbzDcAjK6yPzWDpiidx+F8CjIpKpjWy/lW328GMV3/Puvpyvmqs5EBnM55Bvwe3rlHZ1cK6hvAdiSP45jFSovqWwdOwL8TUMABd89knDN6nseyISMnGjGLyfvUFsikGV91uau5bCFHeZuQwQlaNz3wfZ1l4NduBiJb+bzdYebrgRD8Bd0CrqRBM7qrlotrNjB2Q8paAcAn8SMdQEcR4XVxXuZYJ3dHfDsEnoBfncSAJQbfBMiQvpk9WuXf82XQarey3ZR5WUfUvEorQmdFxiJ/tX0Gip48ntr7IS3lz+DhjIi5ZZXx3PddUrWNSd90RtYT3l+nezJ7BPwpPRPSXNXQ9MIIvWyQxu72S/9k/mGApeC1nJufVlwbKOXvjsnD4M2PjuutJ9fREJSQPnKdTVnmsaCHXV6xhYcveEAsHgc/C4YmiBWGVZvuhyTJxHienNe1mUfM+/ly8mNXpEyL+BVyyikXzcE59KefUl2LSNUwD5JEvrt+GhsT0zmoeLn2FZ/PnsTM+B6Pu5dTG3VxZHd5uAsAjKdRaE2kx+ZzZq9UUnig6mS9SinHL6vC9j8K0UJ9ft4ViezOPFi/6Who6TxfM5zd73gshgztllWfy5+ORVZZnTGFM+arAdxJwcst+aq1JvJJ3fODzXoMZr7+c7I0ggCgLQWVMauA3qSAo6aoJfN9lsCJFiVIEBJWsdXx/w3eypw8rUBT4tF5eO+MHrG88iMPr4viMQk7I9JWedow/hZRdH2HSffpSbklGkxR+O+FcdElmZ1s916x6gb8vvIKzlz1GQ193xGO5dY0WZw/f++R5LiqaRl+E7Giv180X9eWckDU67Pcj+GYxEuB8yyCZYqKaV4YLNtSkXDhCkqNsikFoXmr/cCp6T2vkDRUjtnnfDfrI3bCfvh0fRiUa9yPaY6vFZEOXZc6s386mpAJ6VDOS0LmxYjULm/dhjGCPMBA6UGNKIM/VGXZbBcG81vIh3w6dkkJhTwtvfPU4Aol2Y8yQpN9lWVPZmph/eLHrX8wkCavXxYsbniRxgE+WLiSurfqcGyvXhIw13DyAW5JZkzqevxWdRJfBGrwwDNC/WVqzgXPqd5DkCdVSkoBx9kYeL1rA7Qd8BNse1RRQ4D2rYQeGKAGvwJfxEUCTKY7Xc2eR3dfOkobtYQMGHdiYmM8yf9lvsJBi/2cz26tI8vgtKoTOjw+s9OvUhL86RT0tzG0t48K6bWEdv00DyiJjepq4b9dbEc9pMIxC8xGWB1xfl2JkV3z20Gm2AVknWQhU3Rsotam6xrVVX2DUNd7KmcEha3KQVYlxEK8oGjYkF/Fw8SJuLF+D5KfAygiezp/Pxxm+7p52U6jQm0X3cnn1et7MmRmkurwjMS8oyxVyWkghZN6BnZIHYtPoNFqxDjJi9e3ry+AcjEmh02Ahx9FBrSWJV3NnHZFRpkFRsBnM3DTl5JDvOpb8mn/INk6r2USSu5dd8Vm8nT0joFSuI9jUfIjfblhGbU8n7mHoWrk1jdKWWlRJxhvm2qiSjGWEh/Mfw0iA8y2DIa0INSnXl5UZBMlgIf7EUL0N68RFyEYr2lBkYgBZxVLke3Pr3bkiupigYsCQnEvKBXcFfdy379OvrVbjkFXeyp4O+BbbOw6sZHdcNgidCfaGYddWZSDXFcH12A+D0Ngan8u0rpqQcXV8LeUW3UO6+/D1G6itEQkr0yfhklXOrN/BFdVfke7qxq6aeS+zhDdzZtBkiSfe7mB9chEr0ifRaI5jbms559dtIT5Kq30kaEjcXrKU8ti0IRdBp2wkMUxwA75wYXRPC7+YfBE3HfgEIzrpjk7Mmpte2UKiu2/I4M6pGLBoHhK9DvL72rigflvEbRVgrL0Rs9eNkCCnr506S1LAE8zsdRPvdfDjspWD/j4SE7vqKLNlhJyvSfNw7cHPmNRVF3GuvYqRDoOVHGf0+yMcBD7idIajM0gd2qkYg0qq4SAJncKeZtyySk1MCm7ZgKRrJHv6SHL1+IIeofNw6Ss8VTCfDzMn45JVkty9fKd6I48XD+gcG0KY76OMyXySNoFx9gZkIdgblxkIWkyam0ld4dvOBRJ5fW0hytPRhPesmpuCAaVOp6zyfuYAPydJ4rcTzuUv219FFTom3Rtwb+8PfO2qmScKF1BnTTyqzjNN18mzhe/+OjN/Mr9MLmRdmBJcP4QQLK/aOazgBkATOu2uPlRZxquFCXBkmSUFk4c3+REcc4wEON8ySJJExvefpfbBU30ZEv+btGQwY0grJGHRTaH7yArZdyyn9oFFCM3jC1oG+sQM3FY1knj6jwGfpo3uDe9wDmDMmUzeL9Yg++W+NXsrPVvfwbH/87AO4sOFANoNMVxQt5UfVa712QIgD4sIGw5DBUPtBitPFZzIn3a+HmSPoANO2cBbWdO5snZDtCHCwivLXFe5lnPrD2cQ4rxOLq7bwrTOatzI3DnpAnYk5KJJMvNay5ERvDRqLktrNga6k4aLTUkFHIxJHdYbflmEjqp+KLqXWe0HUfFZE2Q7u3hz/RO8kzWN7Qk5zOioCjJ3HAgJiPUHaDGam3PqS4ecj0Ho3FK+ihNbyzBpXr5MKuS97GmoQmd+axkLm/eFlFpMupeZHVUsbN7H04XzA3q1qtC5+cAqjuuowiEbkCPwdN7Kns76xEIe3PkGRt0bWGQHltiiCR6mOrt5cPtrPFK8iE3JRYHv3BGELMF3XV/a8CQfZE5hvy2DMb3N6Mh879A60lx2ECLAYbHoHm6uWM1NFavxSjIGodNksvkCnAHnlNXXzvSOajYn5fuCrUFBj1dW2DV4UfcHUWc0hlfJVoSOI5zXUjgIgVH3ctuAANQpq9RZEnzlpQEoj03jqlnXcG7dNqZ3VpPk7iXT/7LgkFX6FAOxmisgoHgkHCZZkrh0zKyIGROrwcjfFlzGVR8/77+rQ6HIMp4o2clwSLHEsjgmllcbD+EcEJRZVSOXjplFYXwqQggc+9biqi5FsaUSO/3cwHNzBN8cRgKcbyEso49n1G830bbsPvr2fIJsshJ/4jUkLLoJOULnknnUNAr/VEX3Vy/jrNqMGpeOo/wrnBXrQTH4HuKyQub1L2PM8GltqCmjkFQTIlx9WTVhm3ZO4EfasfJhWt+4E2QF4Q31oDoS9IuSKa7Dqexvsg+hNCGPClsaN067gu8f/JxZ7QeRgI1J+TxVcCLjB2mnDBeLGndzQd3WEG0fk+6loLeV7fE5bE/IJdPZxZ+3v4ZR1zBrblyyIWzLbDj0Xxe3JLMmZcyQnA1F1/j5/g+Y3xzBTBVfYHcwNo079y0PLFhGoYGAc+pLeS9rKsLvFj0cs9DhqCwlevo4rWm3zwxQUinubebn+z7k8+TRLGjcgzlMj80+WwYfp0/k6c3PcVbjDg7EpiMjKLY3BbI2AticOIrZ7QeD5uGR5IDp63Uzr2Jp9UZmdlThVAwkO+3YdN89b1eMgWBtINF7U8Iofj3pAgQCWQhkXUOXFV8JKUqAo0sy1866Bk2ScSkGZF3DIHTy+1q5snp9YLuBgZWEjwj7bO48X8AwSGem3ppEm8nGjQc+4V+5MzgUhVzcjxjNxf3b38AU4XfaYrJRbw7vW+ab4IDgQ5KweN00meNoMMfjlFU+yJzC+5klYQUU2002/jlqLpnOLib6fc/ckkyzKY57Jyw5YjPSgXN6u2Ibq2v3YzOauHzMcVxcPAOTorKrrY67Ny5nfePBIL2awdCETklKLpuaq4Z1SJOickFXNfM/+xt58Tm8knscjeY4Mlw9/LCohO/MPhtvRz01f1js62LV3EiqkabnryfzR/+M6A04gmODES+q/8/hbjyAs2ozSkwS1vELkdTDDyThdVNxWw56T1vojpJEzp1rsRbPo2/PJ9Q9dF74zq7/Qgx+K6+yJtGtWsh0dlFvSeC13Nms97+RW7xufnxgZVQRvEjoUYwoQg/L/wDYEp/Lz0su4fWvniDB0xeSaYqUPQhHOHZJCtsS8rhz8oVR33pvOrCKMxt3BrIhXkLfcpyyyv7YdCZ314XNfjlkA08UncRtB1YdkzbM/hb/jYkFTO2qCcxN8n/u+3+JWmsiitDJdnRSa07gRzOuwqEYeG7TM+Q52kPG1YEaSxJv+4OCrUn5mDU3ZzXspNUYwz9HzQl7rcZ2N/BI6csYhI5DNnDdjO/yi33LGWf3dRL+ccxpfJI+IXgh9j9H+7kuRCjlSH4V38EwaR4eKn0liDTfb/nRKxu4YfqVNFgSovofmTQ3hT0tvq4miHofSLrOzWUfM9VeR4aza8D9IOGRVX5Scsnhcb4hWL0u3vryMdyygQ8yJ/Fc/gnBDt1f04jTohoYl5jBXbOX8J2PnsThjV46tCgG7px5BpOSs7h0xVM4h/GSJgOvbn6GlN7QZ6RksFD4UC21D5yCq3ZXyEufZLQy6nfbMaYVhuw7giPDiBfVCMLCmFGMMaM47HeSaiT79uXU3DMPBmcUhKDh0YsoeLCCtmUR2taPEsNRIv46GDx2Xl97YKFOdfcwxt7EW9nTeTZ/HjGak/ktZUc1p1jNHdWrJtfRwfFtlZh07xEHCoPnYhIa0zqrWdS0m1URvIpMmjsouAEf/8Upq+iShCTAbjDzxzGn8T/7Pog4J12S2GvLptloI81t/9pBTn+L8OyOgyFdcDKwIn0ifys8GY9/nvGePjIcXT49HUni0dGncM/ut4POq//vNcrRznWVa3HLKtUxyUztrCHb0YEqNIp7mjkQplS335ZBvSmeDHc3Ft3DguZ9NJvimGBv5Ivk0axNHReaZfAvxCLaXRIgoYZu45EU3s2axs/KVgSdw5rUsaxLHk2tNXFI40mXbGDvIKHEiFORZV4qmMsLyJzavJuzGnZg1jxsSRzFK3nHU2NNGtY4Xwd9qonTT7wjwgS/XnAD4PB62NfeyC2fvRoxuLGqRn9XqiDNEkfK7o9I3vgyy1sO0qca+ShrKi8VzCd8i4IvO7kieQxX9H4V+qWs0LHyYdyNZWEz2kLz0PnJX0m79E9f5zRHEAUjAc4IwkJ39aG7ehFeFxhMECaA0V192De8irv+yLMb0fB1g5sjCUb635IHwqJ7uKhuM/tj0zmleS/PjprLdVWfH9Xcoi1Jie4+shwdIdo3/RjKe2owjELj5/s/5Irq9fx+/NmU2TJ8X/gXi0xnV8BiYeBYZt1LvTmeL5OLeLxood/ywERSFF+uboOZn5dcwl9KX8Gse7BqHjSi+3BFgwS0G2PpUU1kOzoDZb1VqeN4uHhxUKmjWYmn2d+eDbAlKZ87J13A9ZWfUtjTHDIHq+7Bonv4047XcSNhQuBF4pTmvTwzah5v5g1yk5YkbphxJefWl3Jq025Oad7D1oQ8HLLKuuTRR9e6LXx3ZSTVZF2WaTTHBe8iydw37qxhuVb3z/tI0G6ygdB5PXc2r+dGd9T+uoj1OJnaVY2ORGlCHn2qCUnonF+7leM7KjkQm857WVMDHU1fN7jph0PzUGUPze71o8/rxigpuIXGCTuXMapmI16/p1iM18X59aWc1NfKVRMvpG9AacuoeVCFTp9qoiImJezYQvPgaa6I3MGqeXBVRSbfj+DrYyTAGUEQPO21NL9wI727ViIh+dzCIxCNhauHvr2foiZmo0UQAvymsjHHalwdKayEu1HX+MHBz3gjZyY7EvJYlzqGpzc/F8Kn+TpQ0GkzxuKRVYxH0TU1GP06QHmODv5S+irfn3EVLsXAuO56diTk0qsYI7Z3Zzm7mNV+EGOBF7es8kHGZK469GUIsVfH59/U4l+MLz3uOua3lTPa3sTZDduJ1dwhf5uh/lbVliTuG3cmlbGpqLqGQOK6yrWc01DKk4UnRWwTTnV2cVbDDkb3NDOz45Av8FJMxGuh92v/8U3+v7WK4PXs6byXPQ1J6EHZEbPXRZajk1dzZ/Nqnk/tN8bj5KzGXahCC9l+WBhiwe4XXOyHDmxNyBt+cDMEsvs6mN9ahio0tiaMYk9cll+y4BvWehWCq6u+4JLaTXglHzPKIHSezZ/Hu1nT+F7VOmJ1N1M6azm/bit3TTiHDQMI2+HGO1bBTz/cQsPmcXB5zXpMg34fktdFYlc989sO8FHyaPJ627ilfBVT/N1njeZ4lmeWcPuU75Dm6uac+lIm+P+OkqJiLp5Lz7Z3wx9YVjCMlKe+UYwEOCMIQOtpp/q3s9HsreD34IkU3AA+j6q4NBJLzqDmqWsxDNr2m2R3dZriSHB1R1w4NQjxqILQhTZSC7EEZDk7+e6hr7BVrOGDzCl+JeDhzc8jyQikqAGRDMxpKw/JqgyF4QR3Zt3Di5ueCmSQNCTsBjNqhPl4kMh0drP8i4fpNpj5LLmYSmsyBX1tAQ6RW1Jwyyr3jzvr8H6yyurUcaxOG8+JrWX0KkY+zJjMOQ3bSfRngKLNtd1g5aZpl9OrGhGSHCj91FkSaDXG+rR8wkGS6DJYA8Tc/mMkhAluwmFNyhheHDU3tONMCEo6q/nNnmW8mz2NF/LmYtXdzG/ZD0KwsGUfn6RNCLSwHyt4ZZnRfm8oDQmnYuCvoxd+/YGF4KbyTzircSey0JGFzqXyRvbbMvjF5AuPSGPmSI7ZH4QsqS/lototISKL36tax7iuemL9ZO5+Evtv9i7j/Dk34IrUwdXf/XmMgpx+zaUZHYfwSkrQHPshexzMr9/BDmsKf932EhbNHfhd5Tg6uKrqC+4beyYfp01gbepYLq7ZxDV1mzBlTyT+pB/Q8f59eJ09oaeimkg45YZjch4jCI8Rq4ZvGZyHSml67npq/3w2be/9Hm93ZMO8SLBveI2qOydR9n0LFbdm0/bevegeF51r/o7u6A7l20SApBqJP+EquiaexurUsThklX7pvf5FONJj6OsGPyYktiXkMdC7emAQ06/2LIBu1UQfSti5eKK19ALJnl5MQuPs+tKwDtWD0W/NsDGpgCXzbubholOi8nAWtezDpHnwSjKhPtzh0U++HWqbgbP1uUg7wv7gNSRkfIuMgiDR4+DU5j0cjE3jkeLF7I7LoiImlTezZ/C9mVdT5U/JmzS3L/vlX2w+Sp/E7yYs4aVRc7ho7o0sPe6HUX3BBPBO1jRcshKSEekyWpGEQI+ykBl1Leo9Fg0VsWnhF3dJosKWgUlonFe3jZNb99OjGJnbVoGKztTOGkq6alCOsJU4LAY0eAgkHhx7Bi/kHc/H6RO4bsZV1ESxrRguFjfv4YzGXZh0Lwaho+ArwY6313NDRajq+THBAMXx71Z/FeRX1g+z7mVqGA0es2rCPAQZ+GiNZwfDpHk4v24LQEQjzn7IQueKQ18FyUj0w6x7ualiNUKSyO1rp8GSQEPRXLJu/wBZUcj+8TJkayKS0d/hqhiQDBaSz78Lc/70kGON4NhhJIPzLULrO3fT8cEffG3buoZj7xraP/gDOT9ZgWX08UMPALS9+zvalz8QIAVrXY20v38fPVvfxd18EBHBeBCg36EcQDLGkLD4Zky5k9lQvpVHJyzh3YwpLK3ewJy2cgxDPDC+7vuX1dNDbUoRH2RO4XsHvyDbGUwD7H8IeSUZq9cV5UYXuCUZYwSF1v4xFQQxwygjSfgChRkdh7jq0Jc8VXgSjZZ4fr3nvYjdVJH0ZKJhOG8mOlBvSSDR3Rdx7hq+azR4Dhbdy6LmPbw0ag4fDSQtCwFCUNjTzDn1pfyj6OSAoeSbOTN8zu/+skqryYZDMYaUufohAeuTi/CECTS+TB7N7WUrGd9dz6747JAASNE1FjbvGcZVCA9zFDG+dmMMLlnFrHu5oG4LNlcvcR5n4Jrfs/sdXs+ewXMF8/FK8tFnEwbuJ0m4FAPPRTAbPVpcWr0+bIBh0jVObdrD40ULj10WZ1BmxaJ5IhqZAsR5HbgkJeje+zQ+jy5jhKydH0ZdwyOJwH0WDrIkRXYDF4KinmZ+uv9DMpzdSEhokoQaQburTzawJn0811esiZjxtXkcPLvpGdJc3eiSjFGSqP39fLJuew9T7hQK/lRJ97oXcVZsQE3MIv7EawJyHCP45jCSwfmWwHlwMx0fPIhwOwLifsLjRDjt1D98HmIYb5SavTWsUadwO3BVbUH0RSbjYYzBMn4BxpxJxJScRfZt75B68b0AmBUVCZ/b96akgmPGG4gKXePs9go+z5hErTUxYsAk+99aI8EodOyqBbcUXZu3P1OgEz37JIBaczyN5niW1JciC50NyUXcXrI0+vkcY3glib8WLuCH06/igrk3cvf4szlkSeTdzKm8mT2DygAxUooYYAkkjmuvDPrMrHvwGS0mogotKEPjUE14B2TEhCTxdP4JAQ+rcDAPWHyL7Y3cvn8FD+x4g4trN/F0/gncULEGi+YJypgouoYmyaxNGcu6CHyNod7xB7tlD4Sq6wGuUochhi9Tx1AemxbIsKlC57LaTSz/4iFuL1tJsb3x2GR0vgGkR1Ev15FIOEIxyagYFOi5FBU9yquMQzHSOSiYeT176IyGR1a4uvIL0HXiXb3EDQiizIrKd0bPYExCZCFLk+Yhyd3LS6Pm8nH6BC6tXs+1B79AQeAetCS6JZlWk41PU8dGPRej0MhxdGDRvcRobgxeF+6G/dT8/iSE141iiSNx0Y1k/vAFUi+5fyS4+TdhJIPzLUHn6iciejvpHid9e1YTM2lx1DF6d3wIRymiFUi1Gkz+Y7roKV2O7uhiXm4Jmj8D0myOi2qYeCwhO+3EO7tJjfIQd8kqRt0bNchJ9vTSK6lEe4/tf7QNFHsL97hzySofZkzhnezpqELDqHlwqibKY9OjZoqOJQTQarTxfvbUAKfls5SxfJo6DqPuRfiJ1SWd1dxQsYY8R0eUsYLP0ukfz6UYebh4MckuO80DrAoGL3IfZJVg1j1cXbUORehB2Zx2g5VZ7Qc5EJvGRbWbubx6AwbdVyab0lWDjsxfRy/g2srP2JGQy9bEUbhkFbes+jg4phh+N34J9+98k5JB5Y5o5qQCfMrFuhfvoN+DqntZ2LwHBYFDNrAiw2eh8UrubBa27EMdMH+D0Dm1aReZzk5+WvKdiNfwP4kWU2zEv6+MTlcEh+1jAV2S+SylmJNay0Kc592SwoGYVEoGqJMLfH5VQ2XEdOCchlIuqd8cKEVXW5N5bMxpXHHGjeTFJvHewR0R93cpBjYn5iNkmc2J+byQP49Ht71MnqMdjyTRpZixam50SeKTtAk8UeSTKFibOpazG7aHnEs/Ql6RhI7utNOz5W1sx/133h//1zGSwfmWwNNWHdkRXIiIXUxBm2kejob9IhktpF72l0Bw01P6PpW3ZNDwtytoev56Wu+azUvVa0kAtiTk+dL2/w4InXinnVRXN64IXBqDiPbedRgxYrgMmOgw614urNuCQzViN1gCwmWaJLEu6d/jKOxB5o9jTgvSatFlXynFrRjwKD63620Jo/h74Un0RShRSEKwIWlAl4cIDus8ioHmgZkQIXxmjINKA2/lzOTS466j2uLTVmk1WLl9Ymt1AwAAIABJREFUyiVcetwPeS13Nnl97VxevQGz7g0sEiZdw6J7uK7yMx4fvZC1aeOwGyw+UnCQwaWBZ/JPCDqeU1b58+jFfJw6Hg0Jj5+1cZiTZSbO4wzKNgGYNTfpzm6ur/yUHtnA78edyeq08XgVA3XWJC6ccwN7YzPoVYw4ZRWHrFIem85dE84d4i9CyDX5d+G1nFmBoHQgXJLCmtRxwcJ63wAeH72AFpMNh3z4HnPIBuot8Yy3N4R02w3v5UjCo6gYhI4qdAxCp6i3hT/seJ2Y+r1c9tHTOCKVIP1lNOE3nnWqRnpUE/876Tyf4acQbEgq4Ly5N3PWCbfxx7Gn06uaAfhn3vH0qqYQrpzX128a/nBOO46KjcM4pxF8ExjJ4HxLYC6cjaNsXfiuJqFjzBna0M06cRHCM7wuk36oSXmkf+8JYqacDoCrdhcNj18aUuZKPrSVVzQvjsYyzLr3Gxfr68cVNevZnJjPrM5DGLxaUMQu8JnnRZvHkbY09yPaNomePmSh+x7W/q6PCV21TO2qxiGpWMTR21gMBR1oM9vYmjhqyG09isr6pCIqYtIYY28MKlV5JJkVGZNo7nebHmQPEMAgHomiaYyzN1Bmy0CXZLySjARcU/k5Rb0tuCSFR4oX0Wyy4VFUPKicXb8dNUKJRxE6MzsOsSE5cjvtvrhM3xSBBlM8fy86mY1JBVx38DMUROCe6J9pvNfJ0tqNNJnj+ChzMghBisvOxbWbOaNxJ0Zd49apS9lvywyyI3AoRm6cfgVzWstJcfew35bh0xoaDgfnSHg6/arIQgQW4qOCEHyYOYWJ9gYWNu/F6M8+OWUDh2KSeaR40fDnczQ8IyGwq1aunXk1i5r2sLB5L7ok8XH6RGShc1P56qCXNhkYa29g3xAKylbNHba0pmpuHO/chVZySeSdw5yHkGRaTDYqY1Ip6m2hqLc1rNZRuymW62ZcxbWVn3FSaxmq0Nljy2S/LYMlDdvDc81UE0p8dN+3EXxzGAlwviVIWHg9nR8/6hPeGwjFgDF7IuZRU4ccQ03K9YlODdcnymDBMu4kera8g2ZvIXbWxbR/+KfQOeDjA5kObsQ0nHFVIyBFb0EfJk5oPcCTBSfxfMF8frl3GaP62hH4/J4kOCKy87EKyuyqOehN1Khr/GrfciRJ4v2sEsbYG4NS89HQPycBuCQV1d/pNHju/XDJBu6cdMGwFyST8NIjG2gwx5Pj7ETxZ7w8ksLzo+Yi4+/YGsZ4stCZ017JhbWbGWtvZHdcFveMP5suUywfZk1hbnsFye5efrZ/BQahUxGTyj0TlpDu6o7oVyUJEdH1fCDajDHYPE5unXYZbcYYJATXzLqG3+x5l0nd9SHXyqx7uaFyDavSJ6DJCq3mOJ4oWsAL+fOwep20G20Rg7mvUsMrf4fO/Sj0cvyQhUBIfL2WaP9+fxx7Om9lT+ek5n0YdS8bk4vYlpB3ROOqmgej0HEohiM6pwxHB3UxySzPKmF5Vkng8yV121DDZKR/WLmW/5l8UUTis1FWuKhmc9jSgwRM7qoZ9twGQhE6bcYYCntb6YvLiLhdq8nGA+PP4gEOSyXEu/s4t2F72O0lSSJuzmVHNacRfH2MlKi+JTAk5ZB923vI1gQkcxySMQbJFIMpdwrZP142rDH03g6I0j0SDAk8TuwbXqFr7ZM0vXgTB39ahLPsiwDJ+aiheZEU9ZhoWShAiruHJpONH824iqtnXk2vYjxqNd3hFhIibeeUVd7Jmhb0mS5JxGhuEjwOzq4vZW9cJhuSCoYcyy0pvJcxBfAZS14093rezJ6By58VCYcu1UxDNJPEQdAkmRJ7HfmOdtQB5bynCk+kx2AZNp9K0TUe2PEmP9/3AVO66zAJjYn2ep7Z8hzpjk5uqFhDvMeBgiBWc2PSvYyxN/LotpfZF5sRsZ1cAir6zSMjlHm8ksy1M69me3wO7cYYXwlCkmk3xZLo6YtCQBcU9wyQWZAkpnTW8P2Dn2MM03l0pIieO4y0k+8cdVn2BRLHSO+lMjaNZwtP5O9FC8IHN1E6jmK9Lv61/gl+sn8FJ7QeGP5BJYkmSwImr9tXuuz/WNfZmpjHq7mzeTdrKl3qYR5QSVctv9yzDHOEl59CWyJX1kYu+USTFYgGj6SS19eORzHw5ZgFR7Rvl9HKQ8WLkYyWw6rFsoJktJK69I8YknKiDzCCbwwjGZxvEazjT6bokQZ6d61E62rClFeCuSDEXywEusNOy6s/ofvLf0bm8fghmWJ9XB3N49vW3zopnD1orj70Y0FKFDrC5eBYSAEKYE7LAZ7yt9c2meMjWgwM3m+4j8JwhNXB++r4sie74rN4adScATsLxtobsPkf2BahcWHtFn4047vM9ruW9wdWA8d0SzJ1lgSeGL2A/bZ0VqdPwC2rHN9xELPQ6VFMrE4bR5Mpjvy+Nk5sLcOoezlkTcasufDISrAtQJhMgKp7mdtajjVM0PtJ2vgj6oZb0rCdCd11Qa3wJl1D1Z3ctftd8hztId1aKgKr10W30YIWZmHyIFNtTeKALQOEQBE6OlJIBkFIMnbFxL3jzw6xQtCHeIcbeAfGeJ38795l7IzPOepMnkH3sqB5H6c27cKg63yeUsyHmVPoVYeV2/ThGCv1DmvswQJ6/oDHrHn4x5bnsXldnNBaTpktg1RnN2c07iTFaWdDciFbE0fhiHB+miSxpGEHjZYEtiTmA76/Y6vJxnP58zDpXp4oPJlbDqzizKZdeJHIcnb5iORhUGnvRMmfAZUbwpyDzPqU4WXXBsKgeZnSVU2ip49Pxy5i7KwLMG9diXPYL4OwMmMyj15+L12rHsNdtxtj5jgSFt8yrMz6CL45jAQ43zJIqpHYqWcPe3uheam572Tc9XvDlpYCUE3EzjiP2Cmn0/XFCzj2fhpmMB2he3z2DUfw4w+PobuJhhuEuBWVBU17+TR9PF5JxqEYwi7aR4thzUFSuH/sGaxPLgwEBoquYdK93F72cdC2KoLvV35Gu8FK8gC13/7FVuDTh/njmNNxywZWZJYEFh5F11ifVOAntgpcihGL181joxdy7863WJY5hfPqt4GAlRmTaDXZyHR0YtXcVMUk45ZVhCRj8bpIddm5/cDKsOcTTQAxHM6v2xpW50dBUNjbEtGDyap7GN/dwM8nX8Tvdr3tyyIJgYSg2prMLyZf6NtQkpjYWcsZjbvIdnZSGZPK29nTOeRvdxeyTHeY4HtN2jiWVm8I2wqvSXKQ2ebJLfsRwNTO6qMSk5OEzqPb/kluX0dAe6a4p4lLajdzw/QraDXZhjHIv4O5FhkJrh50SSbJ3cP5tdtY0nS4G8kry2iSxPObnub9jCn8tfiUQEmzoKeZ8fZGehUjG5ILA+RlIcl8njqW+3e9yW/2vMctUy+l3JYeyAz2l6IeLV5EQW8LWxLzeaZgfsTr4Na9vDPtYs6v2+3jAfa/sEkKssXGjuOvwmjvwj2cLLMQyEKQ5upmYlcdt866hqXzL2PpmFk8seszPE4vBq+Lk5v3k9/XQrM5gVVp48PeZ3MyC7HklWC55skjuNoj+KYhif8Au3/mzJli8+bN//bj/v+Inq3v0vD37yJcoVLh/ZBMsZhyJpHz81XIRgtV/zsNd034NkvJHIdsMKPZj1xB+UgRrdV38HZuWWFbYgFpBiPJLZXYNOdR11+He9zB6FLNvJEzi1XpE3DKKie0HuDymg1kOrvCHkMQvkbsRubLlGLunnhOSObl99vf4K5J54XlKMS7+3h+01OYdC8mXQtklaqsyYzraWRPXBar0sbjklXmtFUyt608onDZLyZdwMakgvB8izDZoLfXPUa8N7yoW7TrqSGxLKuER4oXIwudGR2HSHT3cjAmNSj4OLtuGzdUfhpoI/ci4ZUV/jjmdFanj484L5vHwdObnyXR3RskFeCUVf5cfCqrMiYGPruy6v+xd9YBcpT3/3+NrN6eu+UkdnEXYriVBAkuxVtaCi1SCl+kFGjLr18KpYJDcXcnBAkQIe6eu0tyOXdZn5nn98fuXW7vds9ykW+49z+Q2Zlnnp2dm+c9H3m/l3LFniXIwLKEfO4feSZ+SW4TlAvXVt4esjB4c+kTJGqhEUQNieWJ+dwzen7EYw8K+lC/M6dqG3NqdjCjtjCkaNYtm1iakM/MukJWx+fw5xHz8ComrLqPBza9z6imMiBAGmVh8NCw01iUOiJkDg6fmxaTNfychMBkaGFFHztiUHQC386YR+17f8S5cQFIMo6JZ5F0zp/Q4rO4Y+l7fFy0AVmS8PSw3lCRJJKsDr6dfysxZitlzkb+8fEjXPTVQ6jCwKb70RQzmjB4YMQ8liXt74i0qSY++NmvGZXYdXH0AA4eJElaLYTolM4YiOAc5Whe/UFkciPJWAaNJ/Hse4gadwZS8EFuyRqDb9+msOksoflQs8f0jOC0tvS2S3VFQvtFUAAa8FnaWPKcNYxuLuuSrEgE0iHTancdks6tSIjVPFy7+weu3f0DBl1bVXT1mRmDY2p3hS1S3RqbEblmR1bYGJvNzNpdQIA82Qw/ea4aJGBUU1nbQtQdrilezPq47E5txGbdT4arnt2O5JCFaqcjhYkNeyIWf0aCT1b4Ii3QAWhIMivb1Sa1HS8EX6aNJs9VyzllAfdlFYFqaNy24wtWJuTSHCF12myy8btxF/PnTe+R6WlEFTp77Ik8k38sP3YQCSyMSsatmInSfRxTV8Rja1/h9eyplFvjmFi/G1UIXsidGZE0mAwdv6IGbt52UBFMrSvGqvsOelt2a2pJETonl2/mi8xx3RwQiu+Th7E4eRhnl67hgn2rSPA5qTY7eCN7GvE+J3LtLl7ImdlGsG/f9jmjG0s7Rcj+sOMLSu0J7HSkoBg6EiIyuQGQpB6RG4DylkYsGSPIuOHtTp+ZgH/OuZD7ps1jT3Mdj677mq9LtmF0E5E7MWsEf51xNjHmQEt4usXGdT88jtEu6q3qPlTg3m2fcOnUX1BvdjA9LY8/Tj2jT+RGaH6alr1K4zdPorsbsY84nvjTb8Wc0oXZ6AB6hQGCc5RCa6hAa6zoUn9DMlmJPe5aHBPODNkef9rNtKx+L6CaHHoE6F68e9Z2c3YZNSGDqAlnEj3tIkofOgXRDcFpJTYNigUhK9h1LydUb8dsaKxKyGdKXVG35CWiFkUXn/VmnN7gQKv3ayyOsDMps8V1NogMwi8rlNk6FxhHskroCkOcVfxtwzs8POwUKqyxyAhsmo9fFS0K1Dt1WKhezpnB6KbSXp3LLZtYkDoq0GrdHh1a0kVQv+fp/GPJdNcztX53264GMKd6B1+ljiS/pYqiDh5TqqFRb47imqnXBFISiIiF00uThrCpPJMp9cXIQL6zhru2fda2NLoVEysS8tgSmxn2eFXoJPnCv0wYkoxdO/gERxEGD214i5FN5XhlpdcEB0nGIKBd9F5W6Avx7ds+xSx09kQFPLLifS1Mry0Mm/4zGToXlSzngZFnovcy3dkdlHb3XrmzkS115SRYoxiflIUU/CzOYifOYueB6Weysmo3Dd7IlhHT0/L470mXh2xrWftxUDesMyyywtfp6cTPvQOlj238QvOz7+HT8RStQHgDXYKNVUU0LX2FrNsWYBtyTDcjDKAnGCA4Rxn89aVUPH0Fnp1LkUwWDJ87oF4cbuEROlHjzui02ZozgZSf/4eql34DkhzwvpJkMPyBxcfXdRGvZLKQdfvXmFMDYdyEs+6h7qO/dNLO6TQdwGH4kXQfCqLN2Xd8/R5kWyzC03TYBNMONWL8HmQhOhXfRvs9mHV/WJJjMnTS3Q39NocxTaW8sOr5gGaNpJDuaaBOtVNd0Pme2RiXxSNDT+GmXQsDLuqGFtKV1RHbHKm8mnMMSxIjiB+GedP3KiZeypkRQnDMhk6St5nf7vyKUyo380LuTN7PnIhPVtElCU1S0FS1bcwuZR8liTvHzOf5Ff8lyd+CSddQ2/VC2XU/V+9ezF2j54dNEZ5YsSVs6zME6nP+38Z3KLPF8W7mZDbG9X9njSwMZtXsZHzjPgxgZVxuv45fGJWCR96BXfPRZA52HckqFr0zwVHo0KHWjzhp0Ajcmo+bvn+Lr/ZtwyyrGMIg1mLjqeMvY0Jydtu+WY54Fp51E7/85hXW1nRuIbcqJv4w8dRO2/01uyP68gm/B3/lDvyGjs/QsEVwltcNAwOBKUyxftOyV0PIDQCGhvBqlD9xKXl/L2wjawPoOwYIzlEEw+em5P4ZgciNoe0vKpYk2htlAkhmO3HH/ypiC2Ps7CtxTDiT5lXvorfUUv/p3zDc3ZtNopiw5E1qIzcAiXPvwJY/lfJnrkKv7+wg3AqZwELQ8c/aLHSEtwXr0Nl4Cpci9N6pDv9ffExE614KmsvYHJMZstjXmaI4s2wdcX4XxfYkGsx2Tq3cRJzPzdboNKbXFnYaq9ISzVtZU1iaOARV6JxcuZn5pWtx6PvD711FuVK8zW37xGtuZtbsZElyZy+dr9JG8X3yMCY27OXuLR9HlLQHWB2XEyA34dqVu3iw727z0ArAq6h4FBOnV24C4Ordi7ly9xLeyJzCS3kzepz2aDu9JHPl1GuYWL+H+zd/gKlDu/jEhr3cvONLHh12Mh7ZFCLoWG6LwxM06QwZk4B/1RBnNfnOaqbUFfPqoOm8ltPLt/T25L7DNZINgxjNzeV7lvJa9lS+TS5gTz+4kbfHgrTRXLlnCWdUbODdzEnUmR2oXRjFVpsd/Xr+VlxZcAw3fvcm35Zux6treIPRYafm46IFz7LonFtIj9qvsJ0eFctHc6/n3uUf89K2H1FkGUWSUWWZOyedzvelO/jb6gUk2RxcNnwqs9KH0BCdgguZcLafhmrhzcZG/vHKvQCMTEjjT1PnMS0tkF7d1VDFn1Z8wg9lOxECxiRmcvfUn3FM2n6xyoZvngwlN+2gt9TgK9mAZVAvo28D6IQBgnMUoXn5G+iuhs7RGiFAVpDt8RjuRkyJg4ifdyexs6/scjzFkUDccb8ImHR+cH/XJ5cVJJMNU+KgsLlx+8gTyLn3R3bfOQrD1bnothURlzZDx7t7FYP+uJzC/1yAWl14xBKX/hIMvGXHQm6ccAkeSSHL08i02kKu2rMEWRiYhYEmySjCaCtWntCwF7lDrcFeWzw3TLgMj6K2Fci+Nmg6n6eN5ak1LxGjefDTsweBRODN/LYdC1iWNAQjWFA6oqkMs6GzzZGG22Thx8TBISaaHSGAenMUFt2PaP0OUqBzS+9Gd6e9saKGRL3JzoLUUdh1H+viBhHnd3Fq2QYazNYQq4peQZLYEZ2GKcLifUrVFo6t3s73ycNYljCYRSkFIAQrE/L4z+AT+E3htwE9FiGwG/6QeqtAXZTGz/f+yHfJBZTa47skLh3nBQRfVPa3c5sNjXll6zmuaiu/H3cBLYo1UAvUz2g22Xg1ezqX7vmRFfF5lNri2WeLJ89Z06lY3S2beDdrUr/PQUHCQLSRm47w6zovbF3G/0w+LWT7fzYs4tUdKzArCroh8AudKam5PLDqMzRdxxt8Zn5dspVz8sfT4jW4Ulax6h3tN8FrGDwbndXmv7extozLvvwvr556Dck2B3M/eQyn39t2RdbX7uPnXz7PCyddwayMwIuf4YocaZVkFd0d+Rk5gJ5jgOAcRXCu/zxiQbGkmkk67wHijr+u1+NK1m7aWyWF2DnXED31PGwjTggbWtXdTTjXf4p95Mm0rHon4lBdkQPhd1Pzzl1YdW/HOs4jBq3dUf1BcPJcNbyw4jnMQseueVE6SMe1pkNatymItvO34h/DTsGpmkOKlX2KiVpLFC8NOobfFH2L2sv5WnQ/4xpKcPg93LrzyzaSpQqDtzIn80LeLOrMUST5IisQn1m6lst3L8FQFJYn5OOXFFyqmRdzZkTUVFEMnTPK1uNUzMjCoNQWz51jzqXRbOfVQdPxKSYkYbA0cTCDm6tQhLG//qOjxks34X+3YuoynWUSOqvicwOdQq0Qgs8yxvFV6kjGN5QwvbaQ0yo3ha1Lko2AUefzubMCBMjQMXpISqK0QCTVpZiQAZ+s8n7WRD5NH4ung1dXf8Lh9/DzvcuwGhqPrX2VRcnDeWzICdy75SMsuh+bobV17n2dMoKlkdKPBwADQZ3HiUlWwhIcn6HxQdE6fjvueKKC3nmf7d7Ev9Z/02n/70p3dDreo2u8vnMViiSxeez5PLz+TUxCx677ccuBv5R7R51Fgzkq5Di37udPyz8mLyYJl+brVNLs0f3c/eOHLJp/KwD2EcfTWF0ctnRAaF4sWWN7cVUGEAkDBOcogmyLIZIer0AKKG32ZVyThaiJZ9Oy+r3w+jdCp2npK1iHzcIe5uHq3LiAsv+cH9g1QlgWwCMpKIjIqQ0hcG38AjgwAtHXNvDenqM/xk/qgU1Be7Q/Z4tiZnNMZthWb01W+SptFDcUfdvrOZmFzoT6PZy3bxXWDlGOS0p+ZEpdMbE+V8RrIAGDvME3WANOrdwMBN76X8yZGf6kwXqkxcnD2BWTxj5bHIWO1Day4lMC31FIMl7FTFF0CheVLOfVnBnBkwZmMrypLOAx1Q10WWFRSgEnVG3tdD96JYV3siazMG10hy8WOIdPMbEiMZ98ZzWKEf5eNmEQ73MFVJcB0QNRRcXQuWPbZ8yu2YmEoFm18nLOMXyYMQFDkg8quQGYU72dHY4UojUfua4aTqnawtr4QVw29RecXLmZSfV7aDLZ+DxtdKfUan9BlZW2yEkklDkbOO2jf/PJ3N8Qa7Hx6LqvIptvRoAuBEWOFC445tfMrtlJtrOWamsMi5KH44pAwDfXlVHYWI0RoU5wb3MdNe4WkmwO4k+/laZlryK8oQRHMtuJmX01SlTP1cgHEBkDBOcoQszMn9O84q3wJMLnpPr12zCcjcSdfEOvC9hSLvsnnqLl6A3l4b2ofC6qXrye6Mnzkc029JY6hKEjDI2yf58XscDYh9wWTn8xZwYp3ibOKN/YJpR2MKATrPc5CGO3VyY+3FANnTd/fBKfrPBl6ijezpoSaNUNIpI9AnRN0PySwriGvZ3IDQQeKAXOyj5dW5vh54HN73P36HMCLuCKCSlIEM4qW0tRVBLjG/chgGpzFGbNhy4rYbt0PIqZHdFpZLvqKLEHXMwlIbh/8wdcPO06jB509jw2+ARGNJWR5G3BHrwfXUGjylfC1c90iAxtj07DLyuYwpAcl2IKLTTuidcXgpFNZZiD1z3B7+KXRd+R4G3BLyu8MWh6J4f0/sTCtFEsSinAkCQcfi837/ySDHcDuiTxYeZEPsyceNDO3QpDGNyy+B30CMQRAvducVMNv/nuNZ478QqKmmr7fD6/rPJNyojudwR680Qxpw4h6/dfUP7EJejOOiRZRWheYmZfRcolD/dtsgPohAGhv6MIQgjKn7wU57pPIkZKJLOduJN/S/L5f+n1+IbXxd4HZuDbtzHs57I1hoQz76Rp2ev4SrcEizZMAVPNcMqikkyjbOK+kWexJSYdn2oGIZhWV8wFJSsY0VzepxbnrnAoojdHCtqTFJ+kUGuO4leTLm/TjBlfv4dHNrzV5fEQeq10JN7NnMjZZWsxd/Mm3Vc0mGx8kTqaQkcKqZ5GRjaWMqO+uC391qha+TFxCCvjc/g+eXibEF9H5LdUMrqxjI8yA95gBU1l/H3D2/x23EUUOVK6JxVCYBI6x1Vv57iqbeiSzFepIym0J3PZ3mXMrC0EBJ+kj+WZ/GMDCcQO9hjPrXqeLFc9pnbK3ToSDSY7l0z/Za/qhOyah4c2vM2I5oqQ7X5Jxo/MFdN+Qa3l4BT2hoUQoR19h7DrR5Ek9B6sXaMTMqh2t1DpbuqX88qSFDFCMzklhyxHHB8Xbwg7t6GxKXw7/5aQbUIIvHvXYbibsGSPRYmK75d5/tQwIPT3E4AkSaRf9wrNy16h+u270Rs6O1YLn4uGLx8l9vhf0vDFP2ha/AKG14k5YwRJ5z6AY+JZEceXLXYUR+TODGFo1Lz7R9DbdVt1GRqWiDX83LrzS57On8OyxCHokkyLasYkjH4nN4EzHh70V8qqN2h/PrPQSfQ5uahkBc/kH4sl2PLc3fHta3okYFN0Bk/lH8u5pWsOzqSBOL+bi/atBAIRE09wAZWA17Kn8XLODBShY0hyRE0bxdAZ3lQR4mkUpfmCzuj0cDEW+CWFhamjWJgaUDzOcNfzxOqXsQelDAAWBIUKw41567gLuW/zhwxtqWwrCi+3xXHPqHM6k5tgBKigqYwrdi9lZHMZLsXMx+njeDdrMn5ZDauKLQuBHY0rdi/msSEn4D3YYoKtkKTAS0nr3IXAqvsPeqoMAikkVZbRuojkAOxsrCLBEhX2s1YD0Eju6PFmG6lRsRQ1ViMhkR4Vy6/HzOGBlZ/h9PuCFW8B2FQT90+bR4zZxtcl22jp8LlVMfHn6Wd2OockSVhzJnTaPoD+wQDBOcogyTIxMy+n8YcXcIchOAAoJkr+PAu9pQaCBYu+0s2UP3kZyRc9RNwJv4o4ftT4M3AXLocwGhEBYcBeRASDofZMTwP3bfkIAVTZ4vkkfRxvjDidjKZy5u1dSba7LhgBOnyJn0NNUJpVC3tsCYxsLj9g0cBWmIXOKRWbeC9zErfu+ILRPVA1bv+dBZDnDqgi65KE0g/R3/b+W+G+p8Xwt6UrFyUN49Wc6fgUlZBHVzgjUWFw3r7V3Dr+wrZtO6NTQAhKbAk9tDHo/PmvCheFkJvd9kQqrTHhF0lJosEcxe8mXEKWq45Mdz1VlhiKHclhzyYLg2m1xdyz9WPMhoYMRGteLtv7I8dVb+f17KnERdBmATijYiPNqo2XcmcEC6xlfLLSObLUFfpg79D6XRVDY3zDXlbF56D1sj2/L+fvjtwAeHWN8mDXZntlcJvmI87XQrqniU2xmchChBAzi6xyWcF0bp90KrWeFnRDkGwtOgVSAAAgAElEQVRzIEkS01Lz+Ouqz/mmdDtCwMz0wdw1+fQ2NeNP5t3AAys+5dvS7RgCJiRncfeUM5iamtuHCzKAA8FAiuooRcn/noJ7y9fhP2wtkgtTSyNZohj870rkCAXJWks9Rb9L7wezzc74MSGf+0aeiYGEX1FRDB1VGNwRG8OJK15Gqy7u93MeidhrS+DGCZegGjqPr32FFG9zv5ErncCy3RVp6s476u7R53DZnmWMai7vh/lINMsmbELvpIjbSioNAh5H94w6mxWJXcjYC4Fd9yEhuGvLJ+yOSmxLHUkIhCQzsnEfW2IyArpQvYUQfPnDIyFifmviBnHvqLNwqtYuDuwZZEPjnWVPEhfG08sjq2hIOMLUpnlkFZdsJkELFHavicvm7aypuFQzc6q3sz0qha/TRvcgJRdsPz+A6EuauwGfrFDXE2PRTufvI7nqIeaVrsGlWPArKrNrdjK7egdmoVNqjWNjbCbvZk6mMDoFs6yQ5Yjn03k3EG2O/Lu2rp2R6hkNYSAEfVY7HkDPMZCi+okhduZleAp/DF+Lo/siKgJLsoJ7x2KiRp8c9nN/xXYkRY0oY95XuBQT94+cF6IQq8sKOgoPNjUzfcoFWL/6Vxj7iIOLnkRu+ju645VkXvnxaSQJ1sdms9mRypzawjaNm+7IiSbJETvRelKC2qxYiNHDO88rCC7fvYQcV12fv3fAa0zCkGUezzueq3cv5sHhp3LbjgVIwsBmaJ20Y2RhcPfWTzh3xm8i160Iwd1bP2ZS/R5MwmB6fTHnlq7BrZh4Nnc2n2SMZ8sBdvdoSCEPzRxXLX4p0nwiEIYIC/nwlqqI2jtWQ8MjK3glJYQIumWV53NnscuRwsMb3uIfQ09mYerINtf4HY7UQJou3Hc2DCSJtkicTfPR3MdOy1ZUWGP7fn0PErkJ0ltm1RYypZ0KdisyPQ3E+5xsiMumMDqFkQnpvHHaL3CYQrulhKHj2b0a4fdizZ2EbAknA7gfsiT/NIr9jmAMUMujFI6pF2JOHYLUoaVRMttRE7IjHBVEuILgIJzrP0X4Pf0xxRB8nzQMKUIwUQh4d99OUq99HiUuAyIYK/Y3Dge5ARjiqiHa8OHQfcyoK2RObSG/mngZV0++moeGndbt8V5JQTuQRVzqKBe4Hx5ZZVFKAa8PmkZLsNajo/ZOV9AJtIM/nX8sF029DofuwW74qLZE8+uJl7EhNjviWFbDz63bFxDjD9+Rl+ptZHpdMYYk4woSZZMwiNG8tLRGWA5kEZUkvkwdFbIp0edkWl0h5nBea0GF43DjhIPZ0Lq8jpWWWD7MnECzYkFHYo89gb8V/Ix3sqewMTabT1NH81XqSLzKft0jXxf1MLIEJ1Zu4d1lj/HJ4n8yt2I9pm4847rFEWYvYFNMpNtjAPhzwRmcPPsWzphxI/8YchJ1pnYERYISW6DAN80e24nctKz5kKLfZrDvf0+h7NEzKbwxldqPH+RwZEAG0HMMRHCOUsgmC9l3fk/th3+m8fvnMNxNmNOHkzj/PvzVu6l9756w0RCh+7ENjaBFAsEHWIRGaEkBRQ2b+uoOdeYofBG6YfyKSrnPTczU84mech7ekg2U/GVOZJf0fkJPHtXh9jGAoqhk9tniaTTZGNlUxlBndZ/O26oe/OCm97jwmOs7eVOFO9Zh+PEjoSOhSzImofeKhIVLkbTCrZh5N2syiqHzfuZEHln3BsOcVW09Ql2dRxAwnbx20hVU2OIY5KrlF7sXoyPx6Lo30GUZHSniW5cqBMdXb2NW7U5uG3sBW2PaOTgLwZzqHdwy9gI2xgbarzPd9dy6YwGjmso4oXobKb5mvkgbQ1NXBFkIpOC9Ha6u5sPMCZxStSWkAP6ObZ9z76iz2BCbhYxAFgJDkjAAXy8Kfnc40iJ6WfkkhaVJQ3gm/1ieHHx8p891WebfQ07qlTWFIcl8n1zANbsXE615Obt0LR9kTOSgCDR0MFA9FIhSzfxh0qn8a/03QECJGUnCLSt8kj6OpUlDeWb1C0T7PdSaHWyOycSumpmTMTRkHPfOJZQ/eWnb87L1yVf38V+RLQ7iT7nxkH2nAfQOAxGcoxiy1UHyhf+PIY9VM+y/XnL/soHoSecQe+w1KFGJARPOdpDMdhLm3olsi5w/d0w8a38NT0eoZjJvfA/7uLm9nmu+swZLhK4pq+ajIOjSrDVWUPLnmQed3PQVbtnEbyZcxu/GX8L9I8/k30NP4rcTLuXB4afT16ZqCUjyOYnztFDQoUU4EkwIfJLMq4OmUtWNJ5AgUPezLToNj6yG1QhyyyotioU7xpyHIcn4FRMu1cK9o85uKxDW2qhB5O/hlxRGN5cxu3oHT6x5BQjou5gIdM1ti07H00XrtEkY2HU/f9n0HrIw2rp38lsqkIVgkLOGVE8Tuqwwo7awzfBxVu0urty9hFeXP83wps61QwneFi7e8yPHVm/DZOjIrQtyhzf0YkcKd42ez8r4HB4dciJXT76SO8fM57SKTdy48ytOqNrGz/cs4+XlTzOpfm9Xl70T3KqZt7Mm45ZDSYpBwHPr3cyurQ/8au8LeyUMViYEPJSSfS1cVfzDwTG0ldql6oK/2cHG4nNv44OiddR6nPvnEISQZRpUKy8Pmk6NxcHtY85DlmSsion5Q0K7mmreuzf8y6DPRe1HDyC6iHgP4PBiIILzE4Rii2HQvcupevUmWtZ+CEKgRCeRePafiD32mi6PteZOQrHFoIfp5pCtDuxjTyVq3Gl49m2i5IEZCK+LniQwptQV49B9uGUTokNRnorBeWNPBKD076cd8jqc3uBfQ0+kKCq5TbzQQMKryPyQPIwxjaXMrdjQ57ET/IE2757CJnSm1hazPCGfeRUbwkZXtkSn89cRZ1BnjmozjjyvZBVX7lnS9vbzY0IeSxOG8HXqSNwdnJObTDZ2OFIZ3lKJPxgt6nJOhp+bt3+JTQTIbMcU34K0URS0hCdxm2My+CBjPFWWGIa0VDGmoYRNMZncvfUjNsYN4sPMiRiSjITg9LL1XL5naUikpfX//7LpPS445tdtLeYOv4dnVr/Iluh03s+aGOrUHibisDY+h7XxOciG3qbBsz42O+ARZmgISeaN7CldCilGwvO5s/AoJi7euwJZGKjCYKcjhf8tOJ26g6Bx45NVXsyZQZE9ifH1e3k2f87Bj7J0M77D72F6bSG7HCnsiUpsuw6t7e8SAUVjfxfEIt5io9nvYUtd5EJ4XVH5NGM8X+ccgx8YEZvEk8df2ik95SleGXEM4XOj1ZdiShzU5XcawOHBAMH5iUKNSyPjN28gNB+Gz41si+mRurGneBWGpznsZ8Lnwr1jMfbhs7FmjSb3f3dR8cQluLd1YwcgyaiWKF4/5kwuX/YRdaol4A+KwGpoPFK/ncwrPsJbshHfvk19+bqHBB5Z5dvkEWGNDj2KmTezp/SZ4Ajg8t1LGNyLVBfAiJZKRkYgDJoktdUdeNqlUt7JnoyQJK4J6uQ8mzcnIIwXBrIwaDTZEATqPexa1wTHQGJVQi4VlhhOqtpGvBZaT2NIEreNOZ+/bH6PGL+nrR37vzkzeTt7SqDtWZLZGpOOQOZn5ev5PH0c6+IGhRCT0U2lmAwdp2Lmy9RRrInPIdrv5mcVm8h1VjO+YS9r4nMB+FnFBmy6j3ezJodchxAIwfW7vmFwSxX3jJmPS7WECgxKEoak4Alu80Yq7O0OksTrg6bzdtYU0jyNOFUL9ebwOi79ASHJ1Fqi+SBzIh8cAiXizhMILbiO8bt4avVLxPlcbcXUvqANxfUTf06FLYGTswsobqplR2NVxGFvn3gau5vrUCWFrpzrfLKKRVb4/fgTuG70nLD7yBYHuid8xFgYGvKhFFccQK8wkKL6iUNSzSj22B5bNzg3LkD4w9fYCK8T5/pP2/7d9N2zeIqWd95RVlEzRyNZHMjWGKKnXUjOfasYPu5Ull75N57IGMRN7goe9JTz/fjZnPj7T/HXFLP3gS5qg44ANJpsyF0komp60DobLtbVWsQ7p66wV/MJpI5EiH1E+/FVITixaitPr3oxJG3jUcy80y5Vcv/mD7hn84eMadjX6Rx+WSWvJUC6onpQe+WXFfbYEzm9cjNRupeO1UEuxcK2mHQunP4r9tniEMAORypvZ0/Bq5ja6mI0WUWXZRamjepEbgCSvS2U22K5bOoveCZ/DkuShrIgbTR/GHsejw0+noRWI1AhmFWzE6uhUW6NjThvq+4n1u/GKvSeFVQfYBREkxX22RMOjNz0Jg3UmkI6HEXC7eZ55e4lxPucIZ1iZmEQpfn43c6FzMkYylPHX0ZRU02XQz66/mtSbNHd+lYBNPs9/H3NQr4q2drpswavi8/TRuMLZ4EhSVjzp6E4Ero9xwAODwYiOD9xCM1P/Vf/oWHhv9GbqzGnDSPxrHtwTDo77P6SrATaL8K+qEv4a/YgNB/CMKj79G/hPaiEgS1vEul/WR+y2VO0ksYfnmdkcw2TRp9A7IzLkK2Bt6PKZ69BdOFOfTCw1xbPssQhCGBaXRF5rq49beJ9rg5+36FI9XQtF9+arumoQxMoNA6/b3djtUe40nAVgWr4uX3751w95eq27Yow2B2VxIjmcjI8jaR5GpleV8SHGRN4evBxAJh1P9Nri0gOGoKaulj6/ZKMLslsjsngvNLVIakjg/1vWqW2eJAkfln4PalB/Z+P08fij+CxpEtyJ5IEAR+oJwcfR5PJ2kaKhCTjUcx8l1JAvG9/XYYnSOSy3XVUWmPCLvIexcTDw08l1u8+FOUj4dEXnZiDrC1zwOjg8H5S5ZawFiAygvENJZwy7QwUWY5ol9CKJp+HbfXlDI9PZWNNKUY3tNSt+7n265f549QzuHLEMYEWb+DG795kdcoYhpesIdXT1Hbf+iQF1eog7eqnA8drPhp9HhKtUZh6YJw6gEODAYLzE4YwDEofPRP3jsVtRMS7dx3lT/2chDPvJnHu7Z2OiZpwJrUf/hkRtp1U4Fz3KYU3ppJw9r2RH6zCoGXlO3DtfwP/FIKqV26i6Yf/BlrQhYFz4xfUvf8nsu9ejGyLwbt3XX997W5hAA8NP41vkwPGggAv5s5kRu0u7tz6aVvapCPMQufUik18kTa6U0TBqvu4pCRMNKsdpA7/DYeeemlF+jzS9jRPI2nuBipsARdjQ5KwtrPckAGboXHhvpX8rGIjb2dOYm9UInds/6xtXuHGFkCTYuGTjHEsSxzCwxvexNKhdqJ9GDnJ10KtxcG88vVtRee1FgdGBLE0HTlEEr8V72VOxKVawnZCeRQz5bb9qagv0scwqqmMi0pWsDo+JzxJlSR8ionqPtTVdBpKGMhCoPdiIUzyNpPkbWZb+86x9ghHZA42selIMg6wBV/VtU6NButjs3gq/1i2R6ejCIOxi17nohEzmJiSzaqqyEXcLs3HotKdPHPCz5n/2ZNUu5vxdtMCrwmDB1d9wYbaUh6dfQHlzkaWVhTilVV+PfHnnF6+kdMrNmIydJYkDaFmyoU8EJfJTYte44s9m5ElGVWWuWbkTG4Zf9KAwN8RgIFf4CcM1+aFuHcu6RRlET4XdR/ej97SOWJhyRxJ9LQLkMzhRa6Ez4nhbqL2nbsQmi/sPgDC68JbEqhHqV/wTxoXPRWYR6s/jNeJ3lJL2X/Ox/C0dOr4Co/Ot3NfXrbfzZjIouTh+BQTmqyiySpexcTSxCG8Nmhal8deX/gto5tKsei+QHGkoWHW/ZxevoGTKzf3ei6CAOGqNdn5IH0cb2VNYVt0Wr+bVuiSjK2deGOcz0VumIiVBMRoHq7as4T7tnzU9kbbFaFanDSU1wZNZ7CzussIF8D80tUUNJXhb0dMRjeWYYkgLGlIUlgSU29xoPVQrfi7pGEUOpJJ8Dr3d09FghSQjZMPoHPGrvt4avWLbfd6TzC3bD3XFX4X9jpYdD/Dethd169on9bqBzKlyQrbotPb/r08IY87xpzHtpgMhCShyQpr6iv4w9L32FhThtLFvSQhEWOykBEVy+Jzf89/jr2I60bN7vbFwK37+aR4I9vrK9nTXIsl+NzxKGbez5rELydfyVVTr+HZ/GNZ4/Vy5qdP8PmeTfgMHY/up8Xv5elNP/D7Je8c8PUYwIFjgOD8hNG09NWIruPIakg9TXukXv0sSec/GBDdiwCh+7utAWhc8jIlfzuJmjdvC2/9IAz8lbswvE6kHrXAGp3+1ZfHbqPJFtaw0KuYeCdrcpfkwix0/r7hbf6x/k2u2r2Ya4oX89yqF7ix8NuIc+lOpebNzClcOu06nhp8HM/lzeLWcRfyu3EXdWonPlDss8cjGzpW3ced2z7rclbtHxzdCf3luGrRJTlARroYVQDH1BYyprE0xOfqZxUbUCKRgdbFtd3+JkPjV7u+6Z6sBKHLCreOu5CPMsZFlCoImackE6X7MBkacg/8kDoizufin0NPpjd3Z76zmnFN+3how9sMaypHMfSgoWg5f934LsNbKns9jyMOksRzebPxyCoCeHTIySHK5u3hNbQu004CwRd7t7C6ai+qrHB6zmhum3gKk1Nyur3qfkPniz2byYiKw9fF/WBVzVS6mvB3uAfcup+Pijewr6W+mzMN4GBjIEX1E0aXisTCiBiBkWSZ+JNvwJI1mrJ/zcdwd3Y4xtCRbVEY7khRHIFzwxdo1UVdvskKn5vyf59L1PgzaF7xdps5aE/gl5VO6ZCe4PzS1byRMz2sU7VLseCRTW0GkJFQ0FzB8OBbdbgHqltWeTZ3DiVRCVxb9D3DnOE7QtbE5fBS3sygwWQAGrA9Op2Hhp/KH7d+0uPvFQmaJPNp2hjifU4m1O/l5IpNjGqKYNQaBm5ZDRvJMQh0Ew1vLifN08TyuDxuILw/WutSJQOX710WUtQZ53fz9w1vcfeoc3ArZnyy0jm9I0kBM0Uk7tz6KdPqitgcm8mPCfk9Er+TDYMkX0uPI2P5LdVcvmcJ9aYoXKqZV7OnUWmL6zaSIQmDcmtsW61RT1FiT8BfJzO6qZQn177SRm5thh+nYuLN7Kk9HqsjZEMPdoEd/vfdDXHZ/HnEPC7Z8yMNEaLErejut6pyN3Pxgmf56uybKGys5teLXkMzuqvGCaTMdaEzKDqB0YmZrK0u6VSsbFdNxJituCI8jxRJ4oeyXVw8bEo3Zwt//uWVxWyvryTFHs0JWQVYwnRmDqB7HP47egCHDY6JZyJFanEUBvaRJ3Z5vBKT0qUnlZqUG9lWweLAX7mrB7YPAn9VIc2r3keJTe9m31Dofby9rYZGYgQhQYvhx9INuWnFhphMmlRrpweqjoRTtfJJ5jhWxedyw8RLWR5sWW4PAbw2aFrYt1i/orI0cSiNB2jyKAg4b19QupqXVjzLLTu/JNHn7Daq1B67HCncOP5i3s2YiFs2oSPRpFp5adAx/HvwiQhJ4S+b3gVZ4qP0cbjDpBvbe09J0NZF03rtCporeHn501xV/D1GhLkJJNI9jUyvK8RqaNyx7XPGNJVi0f0ohh45oigEGZ5Gzi9ZiV3vnkBbNR/jG/by5xHzWJI0lLkVG3ls3avdyBzun6MhK71O6XySNha9HQGxBV3WAyTSxKqE3F6N1x4xmifiNT0cWJo0hBsmXhpR2bw38Okaf1+zkF9++wotfi+eHnjoWVUTx2cVAPDEcZeQao8mKqj/pATFAK8cMYOsqLiIY0hImPpQg1PmbOT49x/hioUv8MDKT7n5h7eZ8MafWVZR1OuxBjBAcH7ScEw5HzU2FTosoJLZjmPyfEzJeV0eb8kciSkxh3AxCskSRcK8O7HlTUYydViEJRm8zoDpZ0/hc6E3lIU9VyREdlTqGqqhtxUXt4dZ9zOvbF2P/2iKHSlcO+kKdtsTEQQ6iTyyyo7oVG6YcGnANFKS0GSVBwvOwCmb0JDwSgoGEhKw1x65BdUkNCq7aG3uCQxgXUwmJbY4JCEQAnI89ag9vHal1ljuGHs+W2MyeXzoicyd9TvmzbyRs2fcwNepo/ht4deYhU6mp5HXlj9NqqeZFfG5tCjmbs+wPiaTT9PGsM8ax3ZHKo8POYGn8o/rJATZBklidFNpG7E1Gxpnl65lQv2eQAt7BFKhCIOflW/AhOD+zR9g17yYWhfCDqq7rSmpF/NmUW9xsDh5KD5JIcHv5riqbV1/oQPoaCq3x/Pw0FPwyireYHTLLZtwqhZuH3te36MvQtBgjjryOq0i1Fb1Fpow+HrfVvxazzy2rIrK5JQcxicF7D7So2JZfO5t/O/Mc7lk2FSuGz2bz868gTsnn845gydgV8PrJmnC4IQgSeophBBcsuA5iptqcWo+PLpGi99Lk8/DFQtfoMoVXn9sAJExEPf6CUM2WRh0z1LKn7kS1+avgi3gKnEnXk/SuQ/0aIz0G94M+EL5vYigurFkiSJq/FyiJ5+LY9zPqHzpBlpWvIWQVfC20Dt7xnYwjF4dV2GJIc3bFNKSTLsRWi0GQk4R3J7vrMGpWtrUaC26xvDmCq7avaTH50/wteBWLVwz5WqSvM1kuuuptkRTFhTXa48kbwufpo8lx1XHLkcyNt3H3PINJHubqe2gn5PlquPSvT8yqX73/nbnPqJZtXDL+It5fflTwTbv0OvbXTv6w0NPCRHHE5KEJ2jlMa98bUjtjCoM5tTu7NG8Ks3R/GXEXGqsMSHbpVZ7hggLslsxISQJl2LipnEXs88Wj6d1EYpwnCFJJHub8Moqec4a/rHudf4yYi57o5I67W/IMh45dFFzKWbKzHbmla1jUfJwxEFqE/46dSRr43M4pXIzyd5mdjlS+DalILI4YXtE8oJqa9M2Ai8ehwEKEkKi29bvvkIzDLq2MW2NzKhcOnwat086NUQXzKyonJU/jrPyx4Ucc3zWMCYkZ7O6am9IZMimmrhx7PEkWHunYbSqag9lzoaw2j26MHh1x3JuHn9Sr8b8qUM6HG6okydPFqtWrTrk5x1AKAyfh4pnr8a59gNQzAhhIJtsZFz/WrfpqfbQm2toWPQMrs0LUaISiD32WuxjQh8SuruJ6jf+QNOSF3tVR3Og+CFxMBPrS7Abvk4LtSCQLmqNVuhIbWkGCdgUk8kPScMQEsys2cW4xpKIrdAtsonoDqkrn6Rw7ozrcXaRRlIMnT9u+Ygp9btRRKA+QEgyPyQOYU71DpYlDeFvBae3LWIFTeU8vP5NTIbW4yhLJLR2aH2UPp5TqzZjjxC+j0RyNOC0ObdGjB48uOEdptUX92luXinQI7MyIZeHhp8eapDZSlTCLNoW3c97S//Dk4OP44vUMZ1VpSORIyFI9jajCIMKa2yPIxpRmoc4n4saiwNJBPRyjrhoCCAbGpPrdrM2IReEQJMVBBJm3Q+STIa7nt2O5MMytzGJGRhCUNRUgxACT7CdW5VkdNF9zUxXsKtmhsensra6JOI+MhI3jD2OWyachNpLcurTNZ7evJgXti6l3usiLyaRm8afxNzcMb2e6yvbl3Pf8k9wR/g7PDl7BM+fdEWvx/0pQJKk1UKIyZ22DxCcoxNCCLS6fUiKCTUuLew+5U9dTsvq9zp5O0lmOzn3r8acNqxf51R0ax5a7X7tCgOoMTtwaF7shh8dCb+ssNueyPCWys6LqqxCD7pcOiLgkRS5kLlFMQdbpEWboF53kYv2EMDjeccxrb6YyQ17Qj5bG5fNXaPnYxDQUem4wF5T9D3ndhC+g4Dtg09SiNa9/HPISSxIG41fVnh21Qth27cPBDoBMmaL4CNlEJC07zhHHYlT5twSMZVwXeG3zC9d0+W17w4+SabcFsc1k69qI1JWzcvZpWuotsRQ6EimxJ4YUnR8QsVmFicP66RFFBaildCKQIdXB3IytLmS8/atYpCrlj32RN7Jmsyu6FQAzLoPQ5LR+kEb56AieM+phsZxVduYXleEVzbxQ9JQNsZmYTE04nwuiqJTDrkwoCxJzB88gUdnX8CWunJ2NVZjU1Qyo+JZXlnMd2U7+Kqkm9RfBNhUE5OSc/jduOO5eMFzaBHuQ4fJwj9nX8CpOaMO5KscML4q2coN371BSxileEWSuaJgOvdPP/MwzOzIRySCc4T/ZQ6gL2he9T7Vr92M3lwNQmBKHULqlU9gG7rf6kBrqqJl5TuIMPL6QvNR9/nDpF31VL/Oq6M44OvZ03h10HTGNu5jal0RHsXEtykFlNriuXHnV5zeUTemD+QGwCWbkRHYdV9YkT67EZDfb//u1qr6qyGhILqsu/FJCjXWaOLDFCZPaCjh5RXP8nH6ODbGZrIxNhstWEMhC4Ozy9Z2Ig4QKHS2Bj10btr1FWdUbGB5fB6Z7r63nkYibTJgjUBuBLAsIZ8fkobx211fY28XpVIQjG4sZWNcdthjP8qYwFll67okOALwIyNjhH0YmYVBsqeZ6bVFLE0aAgQKOGfWFrEkMR+BoMwWj97u1/smbVTXEgXtIz/BxVwggWFg0324gym2M0vX8quiRZgMHQXBkJYq5tTs4Jm82XyaPp5sVx2FjtTI5zlSEPyOmqzybcoINsVmUWeOwh/09XICdeYoEEagDqu9avRBJjwmSWF2+hAW7dvO1/u28+bOVeiGgdfQkCUJQ4iwCtyRxhqZkE6z30OM2cYVBdM5Z/B4VFnh6hEzeHrL4k7HSASiPCdm965e5mBgckoOkQIOJlnhsoKuNbgG0BkDEZyjDM2rP6TiqUvDRmWy7/wOa27AUM+15WvK/n1++BZvwJReQN6DvRemiwR/fSmlj8zDVxKwZzCAc475Dc2traBCcELVVs7ft4okXwtl1ljGNJUd8HkXpoxguyOVa3cvDkskuoMmyajdRCAMAlEQle6jPjscKfy1YC6V1hhifS5eXvnsAUU4+guRFJINJC6fcg315iieWv0CWZ7Q+2VbdBo3j7uoc6dXcGGcU7WN/9n+GQhC/IVaoQPfJw0j1u9hfOPeiETypX2m36sAACAASURBVEHTeSFvNghBtN+NjMCpWtAkhXifkxaTFUFADM6k+9sKuMNBNoxAEXmYzy2ajyx3PY1mOy+veCaszIBfklkVm8M/hp/SqUboSIBZ9zO6sZS18YPCR9e6SNMd6vSaBFhkFR3RpTt4T2BVTCw97w+k2MN7vr2zazW3L3m/LZJjUVTiLDbeOPVa8mMPT3quFe/uWsMdS98HCElRqUF15P+ZdDrXjDqyvfgOJwYiOD8BCCGofuPWTuQGAurENe/eQ9atAfE+OSoB0cWCr0b33x+8c/NXlD4yN0TMTwJ+Ufw9jww7FYDbt33GnJqdbfoyB1o8C7Dbnsgjw07l7xve6hO5AbolNxD4Lj0hNwIY2lLFC6v+yz5bHC7Z3KPxDxVciimkDscAPswYh0cx8actH5Dp6UyGC5or+Mf6N3gi/3g2xWYgkFCEwfDmCsps8RQ6UvkiZTRnVGwI8ZxqhQKMai7nrawpjGoq7USCGkw27h8xj42xWW2Rl5Z2/lIQUC1WDY0TK7fgVC3kOatZGZfLttiMTgu2WffhkyPXyWiyzIzaXXhlE1KEdz8DibWJuT0yTz3UOKV8I0ObK1mUWoAijPBqzpFIzGGoHRKAp49/m+2hIPHk8ZdEJDcA5w2ZxFn54/l233b2tdQzODaZ2RlD2nynDhfWVpdwx9L3O9XeyEjkRCfw3ImXMyQu5TDN7v82BgjOUQS9uQatPrJAm3vborb/twwajxKdjBZGyViyRBF30m/6Z04eF6UPn9EpvSQBp1Zu5rvkAjyKKYTcQP/oF7yfOQG/JCMfZBLRm2WhRbGwIG0Ua+NyiPW7uGHXNyFpn4ONrmqLPLKJOlMUqd5mzCKQ9Dm9YhNzyzeiiMjKOAXNFfxz/eu8lz6ex4ecgC4r6JLM06tfwK77MJDQZYXdtjiGODu7QGuSzA9JQ/lF0Xch2w3gpnEXBVJQ7Wpswqkha7LKwtSRxGpuVibk4g2SmIBdho6EwJBksl11FDtSutDSkZlYvwdFGJgjpO0sQifW5+oZITiEURGr5uWrtFF8mTb6kJzvSIEqy7x72i+ZlJrb7b4mWeGUQSMP/qR6gcc2LGorrG4PA8E+ZwPx1q4FDwcQGQME5yiCpJq7rj1ol0aQJAn7qJNp+u6ZTrtZssbgmHxuv8yp7uMHItbOqMLg3H2rqLLG9Fg8rzcojkrGkBUWJQ8nz1nT5yhOf2GvPYHfjr8En6zgVcxIwuCc0jUMdVYf0Li9KYjuyjMq0e8i3u8KIZc2Q+uRc3mJLYFRzeU8tOEtXsidzca4LC6c/mtGN5YS53ey15bI1PpihhQtCjnWL8l8lTKSamsMrw2axkUlK9uI7ur4XKotMWhddLaYDA2H5qFZtaFJMi4l2NrfWlsjBDNqd5HgdfJZ+lhKbImRRe2EwGxojAmqOIeLOAE4FRPbosMX7nfCIYyKtLbnQ0CM0KeoR5SA34HCppgwKQq6YeDUfFgUFQl48JhzekRujlRsqisLaxgLYJZVihtrSbRGEGQdQJcYIDhHERR7LNbciXgKw7hWyyrRU85r+6e3ZCPNy14JO45n7zoav38Oc3oBtmGzQtq9ewvnus8ifiYBua4aPIrpoChOZrnq2BKdzmfp4zhv32oUnwtTO7+qSAvYwYAA7h15Ni3tHK6FJAfaig9w3CbFgsXQIhYK9wbhrkdXv36LYub53JnsjE6lyJ4MksTFe5dj032sSMxnY1xAMM1kaMzdEuoI70diTdwgXg0amL6cO5OdjlQuLfmRTHcD3yUNxd3F9ZlQV8xfNn+AROC3/Da5AJdi4vEh+yUOhKxQbE9kUXJBj8jGLTsWhKgqdyR3GhLNqo1lwYLnw4oI2jZxPiePr3mF9zIn8EnG+FCdnMNQZ9NfMCsqy877A9+V7WRjbSkptmjOyh9Hsu3ISxX2Bqm26Ii+VX5DJ8k2QG76igGCc5Qh5fLHKPnrcSHO3Cgqij2OxPn3te3X+P1zkd2+/R6qX/kdKCbk6CRipl9My8p3MFwNWPMmk3DWPdgG96yiX7J0HV5N8TbTYLLjlZSwRagHgnNL1/BtygicqoVfTfo5v9n1DbNqdiEhaFatxPtd3Q/STyiOSqLKGh1SOxLrczHIWdurCExHBLRi8nCpFuaWr+81YQtoAfXtQSAIdHtdvXsJshCU2eL4nzHn8mrOdM4rWcmKhLy2xTS3pYYUTzPbHankumpwKhZ+P/YC9kQlhqScfkwawo/tyEOrv1RHKIbO2MZ9IVG5Uyq34FJNPD74hJBFfE9UcqdF3RJs8fbLaqDTUOjMK13HSdWhLcmtR7X6au2zJXD36HOOCN+mSETl+KptfJI+lnRPE1cUL+Hd7MnUmqMwGzrDm8vZEDfowM57iEmSIklYFJVXTrmKGIuNeXljmZc39pCd/2Dj2lGz2Lr4bVxa5xqcYXEp5MYkHqaZ/d/HQBfVUQhf2TZqPrgP18YvApGbqeeTeObdqPH73b/LHruIlpVv92F0CclsJe0XLxE9ZX7EvYQQGO4mmpa9GiBLh6mY9qP0cTw++IRAO7KiEu1zE6O5eXDjO506gg4mVsbn8vCwk5lds4v8lmpcssoplZtxGP4DSiK0ivU1muw4NG/EupGOaPUwWpaYT4arnuHOql7PI1x0o9Iay+VTr8Wue4nzuSgNWk2YND9W3UezJajuKoJe710slLOqtrM8cXBnsT7ArGs8v+q/pHf4DTVJ5nfjLmJrbGaXc59aW8jQ5kq2xaST6HMyr3w9o7ro2mtQLdw67iKKHUd4sacQgVZ3xRxM+0rcvu0zZtbuQhUGbsXE3Fk3He5Z9hp2xURBQjpvnnYttgj2CP9XIYTg5sVv89nuTbg1H4KAmadNNfPhGdcPEJweYEDobwAhqF/4b2reuQsRpsi4J5BtsQz+d0Wg7qcdhBA0fPMEdR/+Gd1ZF9iomMHnok/2DP2AarODhakjqTdHUdBcwezqHT0mAv2FetWGxdCQEViN/cLx/fkerAdHbK/1o0kyhVHJeBWVMY2B2hK/pLAwpYAv0seyJTqdJ9a+wrCW8G7mvUWjauUPY89ntz2ReK+TKns7Q8IuFIjbQzF0bt2+gJOqt/B25mReyp25v65GCCyGxkV7l3PF3mVtx9SZolgbl42EoNCezOu5x7R9Fu9zYjJ0qi3RiDZrAsHNO7/k5MotmA2t28hXiTWOK6deu//4IxVhoisW3c+zq14g09OAAZw05/f/J9NUFkXl8oLp3Dt17uGeSr+j1UH8zZ2raPC6OS5zGOcOmYjDZOn+4AEMEJyfMjx71tL43XPojRXYhs0mZtYVIEkU3zYYw9k34TjJGkPmb9/FPvKEkO01791L/RePBFJkrZAVJNUacB4Pa7Ap7RddO0AtjJ86NMCjmInSfdSYHbyZPZn3MyZiMXRyXTX8fcNbSEKwKLmAOksUuc4aptYW0x/lqIuShvH34afhkxU0SUFGIBtGoEi4FwuqJARf/PAIqgjMaV1sNm9kT2WfPZ5Mdz3nl6xiUsOettqbxwcfz8cZ4zEF7x2vbEKXZYY3lXPLji/JcdViSBJO1cKT+cfxder+LprRDSWcXLmFOL+LZE8TQ51VhCtp9sgKZ8y6qV8MIA81VEPn7NI1XF+0iD32BK6acs3hnlKfYVfNbL/svgOqCxzA0YcBHZyfKKrfvouGhf8M1NsYOs6NC6j98H6y/2cR2f+ziNJHz0Jvrglo4vg9PR9YAsMXWsOiO+up//zviI7jGDogSLr4YWImz6fy5Rtxbfg0QHo0L5acCaT96jVkq4Pdtw/HaI38HCVoVG18njaazbGZpHia+GXxd2EF5PoDCvBK9jTeyp4K7Vy3PbJCoSOFh4edyj1bP+H0yk29GldHYl3cIOrMUYyr30Oi3xlCBLZEp/O3gp+FCP4ZSBhy12mocHBonhDxw/GNJYxvDO8l9GbWFD5NH4tfVgP1NEEMctbw8Po397fgC7D6NG7dsQBJCL4KkpxNcdlsCioxm3SNt5c9QYweev8KoM7s4OSKzYEW7CNpcQ2+oKpCDyhkh5mbJisURyXhkVX+mzvrUM+wW2RFxWGWVYqaO0sIdIRL8+HVNazqgRXnD+CngQGCcxTDtf17Ghb+K0T4T/hcCJ+L0n+eTd5Du8h7aBeeohX4yrZS9eL1Ya0bwsLvxZofWmjs3v49qOawREn4XLSseIuEk64n88a30Zqq8FcVosZlYErKadsv7RfPU/74xaERoB6jp6Luhw5l1hg+Th/PxtgstsRmIhs6F5csx9IPQoaRkOFpDCE3rfDLKouThtKsWoju6e9MgLzcPfocfHLA3jPR18Izq19EaUfSXs45Bl+4du7ekgEhmL9vdY921YE3Bk3DG8ZN+/I9S7FEsMC4rmgRX6eO7JRu8isqN4+/kIc3vEWs390W0ZIIXNObdy4k3u/izWDX1xHRkdR6fkNgFlpY/y3F0Mlw1/N03hx+SB5+iCfYPUqdDQyLSyVKNeMz9G4Vjb/Zt42f9cHMMhzcmo8v926lyt1EQXwaM9MHH3bhvwH0HwYIzlGMhoX/CatqDAFRQE/xSmz5U7ENnoZt8DQk1ULl879AaP4ufZ8ks52YWVegxnRQO5aVLimG1K5YVI1JQY3pXLDpGD+X7Lu+p+a9e3Fv+Rrh9wZIk6wE63i6wpFFbgQQ73Nx5e4lCElia3Q6d42Zzy5HKgl1RQelRV0CctyRI2AmQ6fKEt1jglNvsvP/2Tvv8Diq823fZ2a2adV7sS25yHKv4IqNKaaYarqBAKEEQiCQEJKPAAkppEB+tAQILZTQIfSOwcbYuPdu2Vaz1XvZOjPn+2MlWWVXWsmyjY3u6+Li8uzOzNmVtOfZtzzvneMuwd2m1mqfZuPpwSdyQ96S1jlNu6JSe5a+CSYOpCTe18iVhSu6Pd2P4NWBU0O2kR9XUxB07hhAhOEj1VNHiSO202N5kcksmHojJ1Tu4pr878jw1LY+ZpMGV+cv45PUMTRYA8XSSvNmbArliIqdrgZ+SiH4LHUs/oO0JDhUSGBPXQV3TDiVwsZqXsvtunzh7hXv94nAWbI/lxsWvQwyMCbCoqgkOiJ544wbGBAZd9DX7+fIc1CfsUKIi4UQW4UQphCiU/6rnyOLv6qAUJu+UBSMmvZdI9HTF5D5x3U4RpwIoTYrRSV27q0kX/lop4ciRswJ1NmEwD64+18R9+4VlD1/E67NnyMNHWvGKBLm34c17fv3zRMC725IQUfAKM8mDeymzqj6Yn6183NeGTQV3yGaQC0JiJJQ+BWVhCBDQUPxUdo4jCAb97sDJnPHuEuos9iRQFRP0pvNWNv8rqimQaTfw7/WvxpUmBhA2z68hamjeT1zasiNPeiIgmYUKfF3YR7oVS18nTSCGydfRaHjwEb3VdIILp92I40WR+uxs0s2ktVU2TNxcyjqHoPM1hLSBBlwcO4LcePQfVxStIrnVv+HF1c9y0/2LO7R71JX6NLkwfVfdituACrcjVy78EUW7dsZcjhld5Q01XHdVy/S5PfSpPvwmQZNuo+Chmrmf/wkCwu3886e9eTXV/Xq+v18PzjYT9ktwAVA346dPoaRhk7j+g9oXPseQrMSPX0BjpEnH5KiOXvWZLwFG4JGY6Tux5rR2bLcmjoco7YkZFu3UDTiz7wDEWSDUOyRxJx0E7WfPxz03NpFT5N4wZ8QIfLnnr2r2ffA3HbpKd/+rVS/90ekP3gkqm9oa+vWuzPDwSYNZlbm8lj2KTyafSq/2PXlIenm2hSTETRCopk6U6v20qTZeXXQNPKdiWQ2VXFeyXoGuGuDXmtbdHrQtAcEnKJXJAxjXulm5u9fx7+Hntg5XdRcKNw2uiOk5KKiVQzw1PJp6lj8isqsil2cV7yRaL3zz9ktNF7OnEak7uWC4vXYTJ0P0yYETU218HXSCM4vXo8W5Gda7Iil0tq1eZpUVFxC8MTQk7hk3xo+SR3LN0k57UZGIASfp44lyRP8vTtwsQM/C9U0MA5XCkTCSeXbWJo0/KAFjlP38OTa/5Loa2z1Hrpg/zrmlW7ilolXsq/ZDuBgMHvw9/dF0XaWluzhpAE5PDlnQdhppTVlBTy68Su+K9mLN0SUusRVz08WvYxFUdGlyez0bJ6Ys+CYa0//IXBQAkdKuR3or2gPE8NVR9H9s/FX5iObv/k0rHoTR/ZMMm7/IOTG31viTruN+mUvIX0d/pBVC/YhU7CmDg96nl5XGvKaQrOi15ejRrb3ZjDc9dR98xz1y14KvSApadryBZETzgr6cMXrdwatvTm04oZAtOowtY37FZU0dx1fJ40kxVPHNQXLuz+pBwjg+rxvKbHFMMRVxanl20j0NVJljWRh8ijS3dVcf9w1GEJBV1TWxw7io/Tx3LHzs04mdwBJ3gYU08AMJmiRxDabJZ5Vuolvk4azLSoNT/NGYDP82Eydm3Yv4quUURRGxGM3fJTao5lbvp2spkrOKdnU7pomgfSTAoGJ31KyMXYgZfYYFkYPYG75dlRfE01diBuk5NVBU5lTuZNYnxutOfbT4tsTqXsZ0VDC7sjkkIW5gTdTYVX8EDbFDAw4Tgd5nle1sM/Z9WBaISX2Zm8aQyjNXx5CpLS6q+vpQd2PVBQWpRzk3KXmCMkVBStIbp5R1oJVGmi6wS93fcEvJ1x2cPfpBS7dx6J9O/kgbxPnD5nQ7fPf27OBO5f9r9NQy2D4TANfc/pxSXEudyz9H0/MWXDQa+7n8HLYanCEED8BfgIwaNBBOmkepZS/cju+sl3QxkFYeptw71pKzecPE3/Wr/v0fta0HNJ++iol/74ysIkbOgiBJX0ksXNvofarJ9ESBuIce0a7+hhr6nA8e4LXQUhTxxI/sN0xvb6Cwj9MwWioCFnzEzjZwGgI7rciTRN37rKev8i+4DB64likQZUtEhWTeaU962QKlwhT5y/b3gMORJiidC8X7VvDgmk3tut0MhQVA5V/5JzB5NrCTu7OZ5ds5MuU0XiDNE8rUnJ8dR4QmCv2901vsSwxm4/TxuJWrUyr2sNZJZuI0T2cUb619TyvULln1Pncmfs50X4Pdnlg3pUELEgMRGub+OSafMbW7UNF8lzWCYysL2ZSbQEljtjgc6qEoNYWyQ2Tr+HKguWcWr4Nh+HHFAK7qZPka+SJ9a+wzx7LA9mnsyU++OeR1fCjC7VVsPUWKUT7Vnmhdk5TSYkizUAtTyifoN6kY3r85bODfWPz+WeUbQkabVSA0fX7ceoemjR7z9d3kLh0H//ZtqxbgePR/fzmu3fCEjcd8Ro6nxdspcLdcNSPhfih0a3AEUIsBIJNlrtbSvl+uDeSUj4NPA0BH5ywV3iMYPo8NK56s524aUH6XNR8+c8+FzgAkRPPZehjpTRt/BijsQo1OpmK135F6bM/BsMAVUOx2Mi44xPsWZORpkHM3FvwFG6EDpETYXEQPeNKlA6D3yrf/A16bQl09+EhJbZBIT6IWmoIjuHfDF0IdkWm4Fat/HnLuyR7Gw7ZvYJta4uSR3T59n6VPJKL9rfvYBreWM5lRSt5feBUfEJFKgoWQ0fF5A/b3mvXzq0imV25i9mVu7pcm0Ua3LXzE66ffDWvr3q63Xpb5Erb1JIFiUcoPD50DisThrAwZTSzyncGWqODutYEqLNG8Hj2KTyefQqqqaNJya93fMJJzesb4KmlIsSGNb6mkG0x6ZhButF6jBD4hdbpWMd/m6LDa2mO1gS61QQX7ltNnSWCxckj2onUviW4ILJ18bdtCAWH4T8iAgcgv76KZcW7GRgVx4vbV7C2opA0ZwxXj5jGtNQhACwr2XNQmQarqrGrtrxf4BxldCtwpJSnHo6FHOuYrq7z9GbjoStmU2wRRE25GGka5N0xGL22+MC3QT8YngaK/nYqMSffRP2ipwI+NqYRiPpY7IFiRQSOkXNIuvwRpO6nYeVr1C56GsNVh790Z/cGfUJBSxgUUuAIIYgYMxfXps85FlWOgcAnNFyKjbe/e7zP526FQ5XViU+1IKQkq6kSTZrkORPRFRWfaqGquTOoI1cXLGdqdR7vp0+g3BbNiIYSziveEFSghePQrABOw0e8302jZiM+jBSkVRp8m5BNkzVQ4Pt52liidA9xPhc11gj8Qm1fH9MBQ9EwgL+PmEdpfgz5ziTsho8KW+cNy2r4WVC0gj9FndvOW+ewIwRWw88NeUs4tWw7MbobA0Gyt56XM6cfVtPBHVFpTAzhReRWrVR1U9N0KKnzubn6yxfwmjqqUNCbI38LC7dz8sARXDR0IpXugyuG1qVBYv9E76OO/jbxw4QalQiqJaSZnpaUdcjX0LTpU0x3fdBQt/Q2BYqD235T06xoznhiz7wD56iTsQ0Yg9R97HvwNDx5a5E98XKRJnpVIUV/mc2AOz7tFAUCSLrsHxTuWob0HLrIxpFCRRJh+plam3fE1jCssZzZ5Tu5Zc9XROg+pBBI4LnBs/giZTTDmio6ndPymzKioZQROz/rdLwj4X5HlkLQoNm4e8yFPLH+5W7P8wuFgZ5adjQLHL+q0SDsnLx/PWeVbuLZrFksTxgatFaoLT5F4/nBJ6ArWqC2KIhImF61hyRvI/6OEZUjgE/RGF27D1UauFQLdRYHq+OHHHZH5f8MPoEHN73VbrgpgFvReCFr5hEdYWFIiSED69LlgXort+Hn4/zNLCragS5NdLN38/AEMMAZR05cSh+tuJ/DxcG2ic8XQuwDpgMfCyE+75tlHXsIVSPu1FsR1s4tvMIaQcK59xzyNfj2bcUMVSMjjc4pJt2H4arFmjAI24AxANQteR5P3pqeiZuWW/hcePasouzFm4M+bksfSebvVqDGpgd9vJ/O7HIm4QtzIz6hMpe7dn5Coq+JCNOP0/ARafi4ce83nFmyiVkVwVNLbbcu2eY/HUFvR6gqpkmNLZKCiATWhzHdWpMmDR1SIH5FY2HKKDJd1VxVuDy8DzMhWlvLzRAjJOL8LtI9teQ0lLYzMzxS/HLCZfx+1HncPn4BV0z5CTui0w77GrbGDODPI8+hxhKBS7XSqFpxqRZeyJrJh2njD/t6eoLL8OMzDYQAtRsprQBam7SkXbUQZbXz75OuOMSr7OdQcLBdVO8C7/bRWo55Eub/Hn9lHo1r3yUwf0kBUyfutNuImnboK/S1uHSE1Y70hB+uld5GGta9R+Tk8wGo/frJXroMN2PqNKx8neQf/RM1IobGte9R+e59+Ep3otijiZnzExw5s2lc+Xrv73GU0nE6d3e8MGg6FxSvD7vVXEGihXD3/eneb4L6z3RcT1t3X6W5GLg3KUVDUQKdXKrCmthMJtUWhnyuCZTYY9gf0dl8rcVPKLuxHJvhQ1ccnZ7TLR06k/Y4kzFR+N32D/n5hMuptThwa7ZAEXCoCehtr9GXDsdC4NFsrI/POnDtI8R3icNYnjCUYY1lWEyD3KiUI5LCUxEYvfmdkxJNKNiEikVV8ZsGw2OSuTxnCgl2J8NikhgUlcCqsnxe27Waam8Ts9KHcfnwKcTbg6dv+/l+05+iOowIVSPtppfxle3GteVLUDUiJ5yNFnt4vpFFHncBZS/d0uPzRNv5Qu66rp9rcyIUNZAKC4Vp4N6zEn/JTirf/m2rYDIbK6n5/CG06B9eKLin4qbEHsO6uEwu2R/e0NpA1CW0GAnl+tvV9dyqBc00UZsFltl8PNzETpqnlhJ7DLqi4FYsaM3T1hXaOxN5VAv3jwwyQVpKBjdWsDBpBDZT732Ra8uEcyGwGDp7nImYQpDga+LF1c/xXcJQNsYMREjJh+kT8KudPzYt0iDNVYtqmuRFdt023rL2Iz7moRdIIciNCtZzAgLB0JhEdtd1TnX2FQK4YOhEPsjfhNcI7bYeCrtm4bXTrsemacTZIkhzxnR6zuyMbGZnZPfBavs50vQLnCOANWUY1pRhh/2+is1J+q1vUfzYhSDNQDGxZgUUkHqgjbwDwuYkauqlrf92ZM+koWZ/8KJii520n76GYnVQ/OQVmCFawgHcO5ZQ++UjndvK/R6Mhopmb5reJkCOPnq61S1OykGhRbR0T61qRxUQrYfnONyV4FqaMIynhsyh1B4NwMTaQn694xNi/e6gxnrBUAh031hMA4uh8/tR53Hr7oUsSxhKiqeBQZ5qhIRKaySbYjIoDGEktzV2AFtjMsK6Z5c0i42b9izirNLNrVExKWFWZS6zK3OBQFv956mj8bTx4RHSJMHbyEMb38Bu+jl75m1d30tKNNNAV5TQjuHdrPP7hCYULKrKi6dew4y0oZz14b/YWLmvz+8jgMdPXMC01CF8mL+p2+cHw28apDqjgwqbfo49+gXODwznmNMY/MAu6hY/i7dwA5a04cSceAN1i5+mduHj7dJPwuLAMXQaESNPbj0Wf85dNK57v1OaSlgjiDnpxlYTP/uQ43Bt/CTkOvzluwNF13SuCZI+F2pMGkZjFRid2+pD8/0btnmocKlWtkelIkK8Xh3RTmzEGR6qLQ78QmnX2g2dxYxB6OK8Yls09488u12b8tq4TJyGP2xxA1Bui6JOs3N62RauKlrBrRMu594x8ymKiOeKwhUsShnJ0qTgRpSdfGLabvohZlyFKwyy3FWt4qbQHsfbAyfzsz2LWwd3/nz3QgY0VfHUsDmtJoFSKFTYorj6+OuYV7qxXUQo2Npthp/HN7xCqS2ae8Zc8L0ULeGgCYVhsclMShpEgt3Jx/mbya0t567JZ3D1whd6FWHp6l7vn3Uz45MGAPDgzAu5c9n/MFrmSAkFXUo0RUFBBHUpFghGxaX1i5sfEP0C5weIFptGwvn3tjuWePFfsaaPovrD+/FX5qM6E4g99Rbi5/0K0abozpYxmvTb3qX0qaswfS6EUJC6l+hZ15J06d9bnxd7ys2BNFwQ/wxhc2JNHxGYNxVijda04SiOGFxbvkCaQQqg26JaUKwRqw1ZxQAAIABJREFUOI+7AKNmP67ti7r35DmESOCLlNEcX51HvP8g6pW6YFzdPt7JmMzzmTO5Ln9pu+4WAxHoamlTryGBGL874BBMewHTcXtVghxrIdHb2OlnJoWC1qEOyCdU6i12YvzudoLKJFA38+rAKdyeu5C55dvwC4Wf7P2GsfX7+dfQk/ELlbNKNrImLiu0yV6Ybr9Ww49fUcOOdH2cNp4R9aXUWCO4ZdIVuFQr1+YvaxU4AkARqFKiKweuaSgqTULhrQFTul6fEDhMP0OaKgPRK2l09sg5SjClJNkRxbt71iOReAwdh2pBIlmQfTxv7l6LK4jvVzhYhYpN0zCkJMbm4LHZl7aKG4D5QycyIXEgz2z9lsLGakbHZ/CjEVPx6H62VBXz+ObF5NdXtRr72VQNh2rh0dmX9Mlr7+foQPR2WNnBcNxxx8k1a8KrHejn+4k0TTx5qzE9DdgzJ6FGxnd6vOB3k/CV7OjQem7DNmAM6b/4iPw7spBBploLm5OkSx8k9uQb8ZXtpur9P9Hw3cuhF6NaUKwOpN9L1LQFxJ1zF6VPLMC3fxsyzJRMX/Jw9ql8mTKaZ9e8QLqn65ql3mICN0y+mqKIeE4r28qP85cRqXtQpGRnZCqjGorD6ipq6YhSOhwLJQck8G1CNn8cfW67FuuHN7zG+Lp9uBUL/xp2Ml8ljwwUIkvJ2SUbuD7v206RoxYC0kigIvEoGg8MP517dnzM/SPPZnnC0APpoLafVV0IHJvhw274GVu3j8ymKt4cOCVo3UwwFGny901v8tiwuRQ54kBRmFGZyx+3vodP0bCZOlcff13o2UthRIs0U+eLbx8mLyKB64778VEbwTlUqAhmpA9lS1UxcbYIbhk3h4uGTWqdN+XR/dy36iPe3bMer6EjBExOyuSvM+aTHZsMgG4afJy/hVd2rsKlezll4AiuGjGNhH4vm2MSIcRaKWWnac79AqefsJG6n8b17+Peswo1KpHoaQtQHNH4irejRiZgTW1fmGc01VD67LW4tnyO0GxI3Ydz/DxSrn0WNSKG8tfvpO7rf7dPd6kaWmw6WX/ZgmILdC7UffMc5f+9NagY6oiwRhA968ckL/g/aj57iJov/4nRWAmmeVhGMhRExHPjpKvwqRauyl/GgsKVh8TUTwINmp2/jZjHuthMrKafCN1HTkMJv8z9kpgwhV2L5OhJJYhH0Xht4FT+mzWj9djouv08sOlNfjHhMvIiktoJCqvhZ3JNAfdvDd5w2VZQ6Qg+ThvHvJJNqEiWJOXw6sCp7I5MDlsIpLjrMKVEEYJ6iwO/ooSeORVkLIJiBnrDWowDx9YWURQRT73FgdXUuzYVDEPgDG6s4Lm1L3DfyHNZkjS8X+B0oGOiOUKzcmJGNk+fdCU7a8s458PHg45ciLLYWXj+7WRExh62tfbz/aBf4PRzUPirCim6fzaGqzZgxKdaAqJBEShWJ9LwYUkaTNpNr2IbOLbduUZDJf7qfVgSBrYb0imlpOazh6j+6G9IbxMSSeSEc0i+6l9o0cmtz/OV7abgnvGBougwEBYHQx4rRnVE07TlSyrf+R3evav65o2g6wjHy4Om8mLmTAxFxal7eHrtSyR4G1vrOjqmh3qDAZhtammqLRGU2aNJ8TQQ7++5P1FvaFBtnD/z1laDN9XUObFiJ98lZAdNK9kMP/9a/wpDg5gJdmRVXBb7HHGcXbIRqzR5cdA0Xsw6ISwhYDF0plTvYXPsQBo0e3tDvO5mPIW4vsXQ20eAuhIx3Qgcq+Hntzs+YUbVbuadcHvwWVqHANU0yGqq5MrC5WS4a/nl+Etp1OxHjbiyKCqXZR/Hx/mbqfYGT/tqQuGKnCncP/38w7y6fo40oQTO0Zn87eewU/zo/MCIh5buqZZvUMaB1nHf/m0U/eVEsv66DS32QCupGpUYcHLugBCC+DPvIO702zEaq1HskSjWzj4m1pRhOMefRdPGT8KaLC40C/6SnTSW7KD8xZ92PQC0j/ELNTAxGmjS7Nw46SouL1zBaWVbsZk6VVYng9w1B3WPZQnDiDD8jK8twoJJvN/VWuvjVjRMIXCGWYPUXToq1GN200+E4aNJs4GUGELlm6QcjBC+KIYQrI7LIqupks9TRuNRLcys2k1Kh3EPfqGgC4Xdkclsic5gTH0xrq4mh7dBM3VG1hezMyoNv1A7u/32cjPvlN7qrSiQkjhfI7Mrd+FWLGHXBQW7Tk/WktVUyT/Xv4LV1FtF8bNrXuCBnDNZF5d5VIgcv2nw8s6VXZax69Lkjdy1lLkaOCNzNGdnjcWuHaqZXf0cDRxev+9+jkq8+7bgK93V/bwpwPQ2Uf3Z//Xo+kJR0aKTEBY7vvI9ePdtQbaduK77iD7hKhw5s8BiQ9ij6KqxWup+hD2Sipd/fkjETVfbweTaAuxtxEWKt479EXE8mn0qVxx/AzUh5j31hIUpo/nLyLMot0fjau5mMhB4FI1FSSNYHj80rOvoIXuwAnT1mInAo6jtoh+hxA2AkAE3YgPB+Lp9zCvdTKTuxSvaO/Bo0mRibSG35H7F2Lp9CGkQ2U26zWr4mVBTwK92fIoUgkbNjqcnwyhbBr0eLN3ZGghBmT2WVbGZGEKQ4OvhSBIpD0SIerDmO3d+isPwtauBSvY1cv+Wd7i8YMVRswmEk2vwGH4+K9zKb5e/x6nvPUKN59BHNJv8XtaWF7KzpowjkRHpJzT9EZx+usVfkYdQLeE1AZs6tZ8/TMSIE4mcEMScLQTu3GWUPnstes1+UFSEUEmYfx9awiDKnv0x0PzZLsExfBYRI+dQ9d4fkN6OH2ACa1oORl1p+KavitY8XFQg7FFIdwOEGELQnSHf2Lr9ZDeWUeSI4w/bPiC7sQzZPNJARbZ24xwMJ1Tmckr5dpYmDKXcHsPgpkpcmpWFyaPY74jj9twvg54XMOITuBUNVZo0aXZi/S6UID9Zj6KxLnYQk2oLO80fkoBNGvx2xyf8Y/jpuDVbt2sWzetWkaR46jq1lJtAjSWCBL8LR/P9qqxOPkodx6uZ00Ju5jbDz/V7viHFV48qJSeX7wj48whHO6+aXhNui7mUxPpc1FmdXf+dCMH/G3cxMX5XwBW5J/RChAkp0VGCihibNDivZAOvZk0nymLjsuzjiLZG8F3pHpaX7u3xvb5PuHQf+5tq+e3y93nypMsPyT1MafLA2i94btsyNEXFkCYJdif/nH0Zx6VkHpJ79tMz+gVOP91iSR6K7EnbtZSUPLGArL/vwBLX3oTNU7Ce6o8fwJO3Gi06hdi5t2LNGM2+B89oV2wsgYo37wo6I8u9fRFaTCqO7Jm4c5e1ihxhsSMsDlJvehm9uihgRxLOels2cCmbB32G/ibe3RYjgL9vfptSWzTpnlqsh8Cs8JTy7ahI/CiYisITQ+bwYcZEACymzuSagk7nGMDXSSOJ8zUxsa4QBbD7m4K+HgnsdibxxxFn86ft7zO6rhi76W82FjzwHuyISgsubjqIArvh46ziTaR660MKRL9Q+SB9AisShvKLXV/wXsYkFiWPQJeCeL8bU0BNx4nVUjLAVcXp5VtQpWRV/BA+Sx2DT9HwHuYRAgLJM2tf5KHhp7E8YVjXYkQI6vogkhcOUgjuHnshby9/IuhIj5Zoo8vvw2PoDLI5WFcRemxGXxHKsSrW6sBj+PH0gYeO3zT4vHArbt2HI5TdwEHw4LqAuHEb/tbPKFejj8u/eI7Pzv05Q2I6p+X7Obz0C5x+usWWMQpr+ii8hRsOiIFukKZB3eJnSJx/X+uxhtXvUPrM1YFiYWmiV+RRtm8zijM+eAFxiNSE9LtpWPEqgx8qwL3jG+qWPIfpqsU5bh4xJ92IFp2EJW5Az0TZgYX3/JwO2E2dLHf1QV8nFC1JHQsmmCY3713MhrhMKmyRnF28MWihca0lAofpx2H4uvS5aWkbr9fszKjZS4zPhYKJV9ECHUSKxurYLExFwW74OhfgAgiBXfdhKAopnnquLFzBrIqdgXSUEJ0iQhCIJoyuL+a/mTO4deIVqNJkYk0ht+5eSKKvESED4ykezZ7LhrjAcE6B5IHNbxNp+Hl8yEl8nD6ufdRGShQpMRUFzTQQBKIZsk16R5hmu393IszoTWZTFRGGjz9sfZ8rp9xAuT36e1PbYgiF7xKHMadiZ7vjJrCl2QXaQPLyzpUoQmAchjSLVdEYm5jOhoqA43GExcrt40/h6pHTuXfF+7y9ex2+LlLi4c6jMqSk3ufpc4HT5PfyzNZleIJ8xngNP49vXsz/nXBRn96zn57TL3D6CYv0295h31/moDdUHOii6kpA6F7ql72Ma8uXWFKGEjvnJ5Q+d20nB2TpbcLolGbqHqFZ8ZftJur4C4k6/sJOjyuOKGJPu42aj/7W42sfbSimyQVFazAVhfOL17d7TAKvDJjCy1kz0aTBw+tf6/Jaovm/iXVFTK4twNZG8L2ZMZnnB89CbT7WtqC6I6ZQeGP5k8TqHgwETw+eTYU9ijt2fRH0+QaCSltUoJYHhVi/i/u2vd9ODGW6q/nLlv/xYuYMRtUXk+ytJ0L3sTIui3czJgamg7d7MYHUoGIaRPtcnL9/HbuiU9lvj6XGFonFNJhatZcvUkfj60nNTqc3TZDvTOSX4y/l+r3f8vTaF/nTyHNYG5/1vRA5btVCgaOzb49P0Xgxa2brvyX0ibgJ/A4JzK4EiICHTriYlIhoPIafeJsT0fxePTDzQu4+bh5nfPAY+xprOl1FQTApOZNR8WkMj03m8c2LKW4K7jdlHKJxLztry7AoCp4gGsyQkmUlew7JffvpGf0Cp5+wsMRlkPX3HTRt+hTP3tWokQmY3iaq3r0vZFRHr8xHr8zDs3cVDaveQvS2ayQIUvcH7cxqizVjDD+E8Q0WTM4t3Rj03a20OnklawY+VcM0BUNclWH9FOym3u55SxKzeX7wrHYjGiDQuaSYEhOBqSgopoFFmvw8dyGxzRE4FUmDxc6quMEhO4d8ispHaeMD/xACk+CRHrupc33et61RrG1Radw75oJ2poPtEAJTqFTbo/jPkNmo0sQiDa7K/45L961GALF+F28PPA6vogU6r7ppGw91n53R6dw54cDctiM5+bsju6JScKkWTAQKEpdq5YGcM9kVYnBmuAT76wpEAbt+7YJAF+WD675gU9V+BkbGcc3IGUxMGghAjM3B62dczwWfPEWjz0NTm6YDE8nGyiK2Vu/n+VOuJsMZG1LgWITCt8W7uWjYpN6/yCBEWmxdiqdIS9+nxPrpOf0Cp5+wEYpK5ISzURzR1Hz6EL6yXaAoXZSsNH/ISRN0XxgfeeFuCAJLanb3A0t9LoTFFrZ/ztFMyNEKvib+vOUd7h0znyi/p9dS74WsEzqJGwBd0Yj0u5lRtZsiRwIDXVWcX7yeYY0HBq26FQszKnezPTqdv4ycx73bPkSTJhZpYgJeRePdjEnsiE5rPcfRRXSwRdxI4G8j5oXvJSMEhlAxUHkpawamEFxetIprC5YxubaAtwccR7E9llpLBDU2Z+8nfjcLG0XKA38aRzKSIwTLE7O5YPrPGNJUgU/RyHMmtXoY9RabEigV9/WicF4gOO39R9ENA780WVNWwCf5W7hl/EncNv5kvIZOtNXBsgt/xVNblvLQ+i/bpaR8poHPNLhh0cvMSB0S8j5+afLi9uWcPCCHeHvf1T1lxySTaI+isLFzKtqhWrgyZ2qf3auf3nNMCRx/VRE1nz1E04aPEBY70bOuIfakG1H67bn7jOqPH6Tq/T82t1+3KRlVrYHBmN2lroJhcSCE6JS+CoawOhCanbSfvtrtcx3DT+jZOtpijUBzxgW6uo5iBDChtpB7tn3In0ed0xxB6bnMKXLEhXzMq1q4Ye8S8pxJPDtkNvePPIdLilYxrm4fDRY776VPZFnCMEY1FLM1Kp0P0sYzri7wvhY7Ynk/YyJbYg7MGRLS5PTSLd2uaZ8jjgpbVI9fC4BHtfLKoOlctG8tVmkwvm4f4+v2Ua/ZmT/jZ80L6aUAaD7PPFSipjcRJsCnWtgRnd5ny/jRiKm8nrumVwLHY/jb/RaaSNyGn8c2fs3qsny+a07xRFrsZEbFhUx3mVKSGZWAU7O2i/K0ZWNlEWd9+C++Ov8XRPRRZEUIwT9PvJQFnz+H19BbozkO1UJOXCoLhk/pk/v0c3AcMwLHu38bRX8+AdPnat1gq975PXVLnmPQ71agOqKP8AqPfvyVBVS9d1+HiIhs/X/0rB+j15fj2vxZaM8cobYfmSAEitVByrXPUvLEpcGHc1rsWFJzUBzROMeeTuycG7pNTwFY03KIGD2Xpk2fhl0c3YrPReJ1z6JGxLL/sQshDIPB7ysqAX+eOJ+Lb5OymV2xs8d/+E7DR73S2YQRArU4F7eIguaox8M5p7d7jpCSTdEDMVSVRF8TwxvL2Bg7kL+PmIfeJr1kMXSSfA1Mrsnv1vXZrVpa64F6g0CS70xkeGNZ6xDQv+ec2dkg8PtImOKmZbhqX2NRVHLiUjF7kYZThYIgYMzXEa+hs3j/rtZ/V3ubqPW6QkpyU0qGxiTitNhCChwTqHQ38vbudVw1clqP1xuKycmZfHbuz3li8zcsK9lNpMXGFTlTWDB8CrYwZ5/1c2g5Cv6Sw6Psuesx3fXtNkjpd6NXFFD98YNHcGXHDvUrXkeG2lCEgjV9FHGn/RwRxI24+UnYsiYhLHYURwzC6sCaMYZB9ywlctK52AZNgI7dDkJBccQw6J6lDPrtYhLOuSsscdNC2s2vozhDRx+6omHlG0SMOY3oaZf16vzvE7pQyWko5dHsuRQ74vF1U4nT8dGzSjZiDRWZ62ayt033MaipEq15q/3P4Fl4VAsTawt5YNObpLtrifR7SPA2cMm+1fx77UuMbCxFIjDarKTjJpfpqg4dJQlj4zWFwGb68SoqK+KHcNuEBSxPHBb2+UeMMMXNGYNGh3DAab4M9Hoj1k2DLVXFPRY4mhA4NStKD6JPXRUrSykZnziQhG7ST27Dz/t5G8K+Z7gMiUnkHydcyPKLf8OX59/ONSNn9Iub7xHHhMDR6yvwFK4nWOhd6h7qlz5/+Bd1DGK6aiDEtyR0L2ZTDREjT0aJCDXsLvDzGfJQARm/+IDMP64j688bsKblIIQg7Wdvojhi2p0hNCupP30FxRbRqzUrVju2jNG9OteoK6PgvinUL32xV+d3xKNorIgb3G7TPpw0aHYaLA5umXg572VM6lGi6kcFy8l0VWFv+/PvsLnZDB/n71uHkGa7NIpXs1LqiOWOnZ/xo/xllNhjuH38ZZjAhLp9vLT6WT747p+8teLfXJe/lEgjIL8UJAoSA2hUrSyNH8qamEFsj0rFQGAzdS4tWoXNCPI7GcYGGutzM8hVjS4U/jjqXHKbC24zmyqx9oEh45Fme3UJehfxm7HxGVw7cgYxVjtKD1sAJPBG7moUIbD2YJ7WguFT+efsy9D6YAaXRVEZGZ/G6IR0qsJwLFaOhshcP33KMSE1pbcRoWhIgm++MsRwtn56hmPYdGrtUc1meO0R9ijsw6YhFAXVHkUoBwtv3mpMvzdofUzpU1cGonBtkLqP0icWMPjB3b2upYo8/mLcOxb38CyBJ39tz+uJguBVVAwU/t+4i9jjTCLB18SjG14jzn/4fi8tpoHF8HN89V7OLt7EjKrcHm1odlPnX+tfYUnicL5IGU2jZqfaGkGVLRJVShyGj2vzvmVLdEagzqeDwPCqFp4YdjIvrXwGXVF5bdA0licMY1rVnk6uxi0IoMLi5Jrjr8VtsQOgmUbgtUid23Yt5NLCVeQ6U/gusRtzvTYFw8I0sUqDX+/8FAE4DT837lnM00Pn4FUtXFa4ktcHTqHAmRi2D873oR28LTZFpSBIAWxbNlXv56mTr+Du4+cB8Ny2Zfx59Sf4wxjJAuAxdKyKSpozhlJXPUjwdiEMrYrKX6afR4PPwwBnLHvqKsLysgFQhcBpsbVGjHTTZGxCOv855SoAhscmU+4OPfrCoWpcOHRiWPfq59jhmBA4WvxAhMUeokhVYB82/bCv6VjEOf4stKgk/D53+5oWRUOLScU57gwA/OVd27w3rn2HuLm3tjvmyV+Ht2A96N72T5Ymps9F/fJXiT3pJz1ar5SSyrfuouaLx3p0XvPZPRM3QulkElhujaQgIoGtMRl8mD6+1Ym3RNH408izeWjTm71YV++wSoO/bHsPAB+BziaLNFGkgUboLqzcyGSeHTyLjTGDUDCZWZHLL3O/aB2SWWtx4FEsJDX/++Hhp4fc7L2KRnFEPJcXruTtAcfx0PDTeGHVc0QZ3pD39ytquy4pvfnfbqzcP+pson1uam3dd8eMrttHpS0ar6oxvraIHxUuZ0hTZevj80s2MMhdw8uZ00j31PLIhte5aMbNGKKbSMP3NJXlDVOknPzuw3xw9s8YGZ/K3IEj+dPqj3t0H59p0Oj3smj+L3ls49e8kbsmpGTRTYOhL93TauAnCAgXh2bFb+hdrtmQkkdnXcKnhVsxTJOLhk5mVsaBLspbx5/M2vLCgKtwBxRgQGQ85w2Z0KPX1s/RzzERsxOqRsJ59yKsndMYwuogYf7vj8Cqvl9I3Uf154+Q9+vh7P5ZEkV/PxXXjm96dA2hagy8ewn2IccjLI5AHY3FgX3YNAbetRjRshF1Y5oWLBLj2bMypIuw9Dbh2vZ1j9YKUP3hX6ld+Hhn0dSJvvj23flj/cGcM/nN+Et4KWtmuzEDhqKyLTqD8l52AB0MEjAVjQXTbuSe0fOpsEaHTGJsjU7n5xMuZ3XcYHyqhke18lXKKG6cfHXr2mP9blK99ahINsdkdPl9XECrMWCGuxa3amVd7KCQz3epFl7MnIE/xNgFUyhhiRuA80o28tqqp3ln+RP8fvuH7cRNC5NrC3h44xuku2txmH5u3rMILdim2zz0UjEN4AhGb/pAXLkNPz9f8joAb+1e2yuvqipPE/ev/oTLso/D1sWIDBPauRO3GAsmOSKxhWG0eNPiV3krdy0f5m3imq9e4JENX7U+NjNtKHcffyY2VcOmaK2vQhWCH42Yxgdn34yjf7L4D45jIoIDEDv3Vky/h+oP7kcoCtI0UexRpF73DI4hP+yWPWno7PvHGXj2rmqdru3evoj9e1aSfPUTxMz8UdjX0mLTGHTPUnzle/BX5GFJGoI1ub0PhXPiOTSuCOGYKwSRE8/rdFhxRIOqQbCgiVCQuofCP83Ek782YAEw9TISLvwjWnRy8Nes+6j59MGuW88tdkAEfl964abc/oadN5v9jlC1SGCROmW2aJK9PZwofZAIAv4sT657mXRPHSKI9Z6OQEPySPbczt43QtCkWnkxcwZ37vq89bAE9tnjut3shzaWI0XAXfim3V8zpyq39fy2Z+oIGjQ7i1JG9valAgGXZymgyBGPV6jYgsxj8jSPoWhxcW5SrUQYfuYXrydK9/DE0JOotbR8eZLYdD/37viIYnssT2SfclDrC4ZqGhhh1qhMqslnXWzmQYmsvPpKChqqKHM1hJ2e6sjCoh3U+dxMTR3MirI8vD2YJZVXXxXW81qu2SKSHt+8mHGJAzh5QA4A14ycwXlDJrCwcDtNuo+pKVmMjE8Leb1+jn2OiQgOBHwJEs76NUP/WUrGHZ8y8LffMOThQpzjzjzSSzviNK59F0/emlZx04L0uSh/6RZMX89boK3JQ3GOPrWTuAFIvuLRZvHQEUH07OtQIzvbxjsnnhOytVyoFpo2f4Fnzwow/EhPA3VLX6Dw98dhhKgz8FcVIrv4sBaajcSL7idy4rlI/eDrbIIx0F0d8lu2X2ikeoK7rx5qLNJggKcWJYSvcJUtkhJbNIURnX9OEIhALUka3u6YAE6t2M6whtLAgSAFyNflfYtFGggpeXDTW2S5qvA0f+NvWUfLLKxt0encMvFK9J4OzWx7XylBmgxrKGdxUk6XqbPnsmbiVix4hcqGuEzuGnMB9Zqd6VV7+O/KZ3jnu3/xf+tfJ97byNWFy5lSnY87jKiDkCazKnZy77YPuHvbh+TU7W+NAAXFNLln24fM6jA3KhgOw8cZJZs5s3Rzt8/tCk1RqfO6mZw8qEfdTW3xmjprygu5c9LpnJU5pm/K6KVESEmipx4R5P1y634e37S43bE4WwQXZ0/mmpHT+8VNP8dOBKcFxerAMazvvA6OBeq+fSF0hEIouLYvInL8vD67nxaVwOC/bKX4icvw5q8FIRCqhbh5d5Jw3u+CnqM6okm+5inKX7gR6fe2pquEzYk0zc4+NIYfo6GSmi//SWKQFKQaEQtdfItUHFFU/e9epO7ruUdOmFxatJrNMQPaD4AkMN5gbN0+knyNB32PjpGPCmskXyePoNYSwciGUmZU7UbrkPrrbvO5b+S5JPoaMbt4phnku5FmGpxVsolHo1IDYkJKVGkS63dxXd63nFK+HZ+isjYmk6eGzuHpdS9i6yBCBQHBsTQxmyqrk3R3DZXWSHyKGqhz6o62G7QQmIpKblQKOQ2lPDTsVH6xeyFCSmzSwK1YMITCb8ZdzK6oVD5On8hZxRt5L2Mibs3GhdNvZnJNAbF+F7sjk9nrTCJS93Je8QYEkq+Tu4kuSUmCt4k7d3xKpOlvPiR5cERK5wGlzc8f2lTOrKpcqq1Ovk3KaT3eUZwJaWI3/cyp3MWY+mI+TRvX/XsTAt00GRqTRHZsMnd99y6+IFGucFlXUcDKsvyDHpAipMn5+9ZxQfE64vwuPIqFh7PnsqyDsM4PM/rTzw+TY07g9NMZ6esq/SI7RXb6AktSFpm/X4HRWI3prkOLG4DoJgceM+MKbOkjqP7kQbyFG7HED8Q56Twq3rwr+Mp1Lw3LX2kncHTTYHddRSAXP2QKntxlnWt7NBtGU+0hEzYtTKot5IqCFfw3cwaSQMGsw/CR7G3gnu0f9ck92m5776eN58mhJyPHzWWoAAAgAElEQVQF+BUNh+4lUvfy6IbXSPXWh7xGR84v2cAjw04JKW+EaXJcTV6n4xqSJG8b0SYEDr+Xv25+G4eh81HaeN7OmESqt54Brmp0oWIL0m9nM3XOLtnIxfvWEKl72O+I5ZfjF+BVtFZhoJgGTsNHqruO3Ohu5ikJwc7oNHZGp7E6YQhzy7aR6qljb2QSXyWPbBWg9RYHr2Ue+HJkKCr5zkQm1RQwtLGcKmskFmngMP24hEZJF+7OLfdt0qxsjR3A1OrA+/V56hg0aQbNxCIEulC5d/R81nesTZISu+HHFAJVmjgNL//Y+BaaNEnxBiIcHUcvaEIhwR5JmTv0z96hWbgqZxpOiw2A+6aew93L3+uVOFGFYEtVMdXepoM2F3QYfk4v30ZGc5QzwvBz946PuVuzsT4us/V5AyJDp4H76adf4PwAcE48F0/e2uD1KLoPR/bMzsf7CDUyPmhKKhT2rMmk3/x66789BetRFCXkB6bpc2P63ChWBy/tWMHf136ObhqYUpI0dC6/qK9iQtXeVvdlYXMirBGYTTUH87LC5oqilZxavo1vknJoUm2Mqd/P5Jr8Ps8N74pM5t9DT8LXJjLg1mx4FQv3jJnPs2vD9/KZW7aVyTX5bI3O4K8j5nWatG0zdX6cv6zTeR5FY0tMRrtjPtXKTyZfc6BFW5pU2GOYUFvY5Saa4a6hpQplWFMlz6/5D29lTObLlNHE+V2cWraVeSWbsUiD3MgU7hp7Ee6OJpHQGklquX+t1clbA4/v9j1QpMkvdn3BqWXbWgujNWnyfvoEPIrGN8kjSPHUURQR32X9i1fR2ONMZmp1HlVWJwXOBEQXr7zBYme9I6Z91E8IhDSJ1t1cWrSaAe4aJtUUtM7kcqlWpBBYFBW/aWBRVFSh8NjsS5mXNYZSVz0vbl/OpwVbKWioQhUKFkXBZxhcMmwyvz3uQBr/ypwpfJK/mZWlefh76BKtmyZbKvfj7qOUb1aHQvDAoNUl/CwuUDMYoVn56dgT++Re/Ryb9AucHwAxs66l5pMHMXRvuzoXYY0gesYVaLEHN1H4UGLLGANdFFwatSXsvjGanSPn8kDSONpWtRS6/Nw16jxeiNAYuPkjhNVBzOxrqV38HN49yw/94ptJ8TZwyb41h/Qeb2cchz9IS7OpKBQ7YtnjTGJoU0XI81u23IDBHiT4mjixche2bTqPDz2JMnvAgHF4Qym37V5IlqtzasAQCp+kjW13LNVTyznFG8nw1NCo2fgyeRSr44ewKWYAaog6FBPo+EoSfE3clLeEn+Qt6SQOcxpK+fXOT/nD6M7F671lQeEKTi7fHihKbpOyObFqDz8+/lrqNAeeYIKqA5bmFB3AN0k5KDLgKh0MzdSRiE4pTQApFOosEUyuyWeQ+4A49wqVT1ID77kpTRQhMEyTnPgUhsUmAZAaEc1vJp/O7RNOYVXpXrbVlDIwMo7pqUOI6+AArAiF/552Lc9v+44nt3xDlbup1UlYQWAiibTY8Oo6fnmg3Vsg8Jo622pLu31PusNu+Lkq/zusQVJlwxvKWgXalTlTOH3QqIO+Xz/HLv0C5weA6oxl0L3LKX322kChrmYBKYk99RYSL/zTkV5elwjNQuKlD1Dxyu0hOqICBZuZO77i0bxV/GzilTS2KXD2GjrPxg7jhT8cEBg1Cx8/DCs/vBRFxGMqweNCqmlSbI8NKXBMoeBSNFbGD2ZOxU5UDqS+plXvZWr1Xuo1O6o0iQziGuwVKo2anbvHXkC95YBVg93wsaBoFaeUbUNDkheRwLIEPwKJT7Vw+/hL+euW/xHfpr7Kq6hYuyoOD3LMJg2mVe0h2u9qd/8DJzWfFYYhnwKMjkvh0mVrcARJYT4y7GQqrZFhdzl5FY3plbsBaNRslNujObVsK98m5bTvUJOyy9cNoEqTOosDt7eR1wZO4eP08bhUa6A+iUDLdQtbqos596Mn+Or8X5ARGcvbu9dyz4oPEATmN/lMg3MHj+P/Zl6EpqrUeF28tnMVi/bvIsbqYMHw41l76W9RhIJH9wcci1UNU5oIBJ8WbOXZbUspbqqlrKk+rGiPTdFYd+lvmfzmX/GE8JgSwPV5S5m/P/gXAqlZuXXcHM4bMoHs2OAdlP3000K/wPmBYEnKYuBdX6PXV2A2VaMlZKJYg3U6HXmkadK08WPqlr6A9DThnHAWSVc+SvX7f0KvKiJY+aLd1Enx1HF93hIeGX7agWsBK0sP1ItI3Ye/dFen8492BrmqyI1MCSpyDEUh3VPb/mAbY8IGZyK/HH0+efYYBq15gewOQkgAMbqHUEgB944+nyJHfHN30IHS5z3OJI63OCh2xPHrcRfhE1rrMMvcqFRunvQjnl3zPM7mDW9vRCLZjWUhP5i6MgRMc9cFFzg9wARyq0swg0RZGjQba+MywxY3EIjKrEoYwullWxlZX4LD8FPgTOTc/ev5IGMiqjTRhUK6u5ab9i7id6PmhxRibtXK6xnHsyc6hWprZDsDxGA0+r08tOFLzhs8gbu+e6+TCd7/9qzn04KtPDDjAu5Z8T4eQ28VHkuKc5mdns3TJ1+BvU3tXMu4g3lZY5iXNYY/rvqYZ7d+2+374FAt/L/jzmBdZRHeLgw0HaqFsyOdiCDGmaga8dMv51eTTgt+cj/9dKBf4PzA0KKTIDrpSC8jJNLQ2f/Iubh3LUM2F6y6c5ehOKIZeO93FP3tFIzKzgWuAFZpcnrZVh7Jnttug2hrIuavLAhvIYra3LPc+46SsBAKIA76PhftX8uSpBy8HRI4Qpo4dS+J3g4dW9Jsnewe3VhOpK8Jqy2SPGciw5oqejjGweDxDa/wRfIoHso5HV0oSBFItfwvYxLvZkzEYpqdUy9CUGuJ4IP0iVxetAqAwa4q6i0RxPpdnVJRHTvG2mIxDaps4Yzy6OoqATwI7hx7If9e9992z6zXHGimib8HBVS6amFpwjBmVexiZN1+En0N5Eam4FGt3Jr7JSneBqymn42xg7h/5Dn4uijEl0KwPHl4yMeD8WHeZnbVlAd1+AVw6T5uWfJ60ONLinN5Z88GLho2KeT139u7oduC4gHOWH4/9WzOzBzD//vu3S5rr3RpknXNvyn980xMTyO0RAw1G2pkAokX3d/N3YJT3FTHvzd/wxeF29AUlQuGTuDaUTOJ7eWMu36ODvoFTj89xl9VRO3XT+LNX4claTCxp/wU28Cetanq9RW4dyxGqBYiRp2C4gg449Yufgb3zm/bpaOkz4Wheyl75seojtBzrgAspo6CbG1xtigqFw+bhJQSf9lu9Jr93fveCAVrxmh8RZt69Jp6jFCwDT4u0ErfTduKLXMSRlMNeghxl91Yzs27v+bxYadgCgL+MVIihUKDZueyaTfy+23vM626zfltaige2PgGzw49Ca/SO7dXAXyVMqpZ3BxQAFIoGEJgiOAv0Kda+DR1XKvAsZs6ipS4FQs2U2+dU2UQqPERBOpa2iKBnVGpbcz4uqB7fQNCkB+RyOq4LKbU5LceTvI2IHtq8CIla+My+dewU0BAvWYHISiKiOcfI7q3ZrAqGn7TQDH1HkWOWnDpPrbXlPT4vJZz/7NtWZcCRze7ljd2VeOpk69kfOIAANRuWv1PGpBDZNpwsu7fRPVnD9G4+n+gKERPu5y4029DjUzo8evYW1fB2R89jlv3txoZPr7pG17PXcNn5/6c+G4mkfdz9NIvcI5CjKYaPHlrUGxO7EOnHhiR0AO8hRup/vQfeAs2oCUMJG7uz4kYezqimxqFpi1fUPzYhUhTD0wWV1Tqv/sviRf+mbjTb+/2vtI0qXj9TuoW/bt5pIMA00/ixX8jbu4t1H75z+C1NqaBZ88K4uffR1XRZkIpglJ7LGbzh6hN0UiKiOJ6m0rer7Mx6sqaIzNdSCRFQ2hWfPu3dftaDhpp4s1fF9LgsC1C1RCarcvnnFO6iUk1BVx7/LXNJwV+li1dUH8YdR5vrHuRaFfnDjKbqfOz3C+RvTLrB59QWR87qJ24abuGLjuNOnjCSOCNgVNI9jYwsyoXiWBpQjanlW7G0lry2lzcanGA7mVIUwWzKnbyTVIOZqi/hx7U4vgVlW+SchhTv5+I5uiHLhSmVe5mcfLIsJ2D7Yaf3+z4lIdzTqfe4gjrnBaGRCfyq3FzGPjhn/hxxEAqw4pQdSZCs+HpgbNwW8pcnZ223bqf9/Zu4MO8TVhC1H21ZVzCgc66s7LG8Nbutbj0zrVcqhDcNfkMXtu1mtd2rcJtz+CUy5/g2pEzSYzo/ViTu5a/R4PPi2zzmeE1dSrcDfzf+i+5f/r5vb52KKSUrC4v4NOCLUgJZ2SOYmrK4G4/X/vpW/oFzlGENI1mcfAUQrMGnD4tNlKuf75HRn31K9+k7LlrWw31fMXbcO9cSsyc60m+/KGQ55k+N8X/uqS9ADENpM9N5dv34Bx3Jta0nC7vXf3pP6hb/HSgbdt/oK6j8q27sCQOwmjsPCOoFc2Kc/Sp1H79FEZVfqeHpWZj29QrSXZEYVVVLho6iaujIql98PTgokm0ETtCQVjsWAeMwVu0+ZB75LQS5n08e1eF9bytsQNQQ/msKCrfTr+Os5c9FXQiPNBlC3NX6GFsdEGXZBpMqmmfNjSFoMbm5OWsGTzE6QBE6B4GeGqYVFt44J4INmdOIbupnMiS7dy09xuWJg3v3oOlQ+t4qOd8kToGr2phVsUudKGwMGUUq+IHhy1ubIaPibWFzK7KxV0Uy2PDTsYTIuIhmrutHtj4FghBzeSLOP+se2l4/VfUb19I6uj5vRI4w2KSOH3QaJ7e+m2vxjCUu+u5bckbTE0ZzMqyPCI1Gwv37aDG24QrjHZwQ5r4TANbs4idnjqE41OyWFma167Q2K5qXDR0Erd9+ya5tWWt195TV8lLO1bwwVk3M6wXRcWNfi+ryvLbiZsW/KbJu3s3hBQ4u2rLeGn7CvLqKxkVn8bVI6czILIb7yPAZ+hc+9VLrCrLb26Zl7y6axUTkwby0twft74X/Rx6+t/po4jK//2OusXPIP2eVl8XPA2UPH5pYAhm5sRur2F6Gil77rogYxuaqFv8DNHTL8c++Lig5zZt+DDkdaWpU/fNcyT9f/bOM7CKKu/Dz5mZW9N7L/QA0os06YiKKCoq9rbW1XUV1+6qu2Lbtfdde1ewgoqCFCnSu3QSQhIS0vutM/N+uCHk5pYkgCz77n2+aO7MnHNmSO75z7/9Zjwd5ByVqu+f9mts6M5GKr58BFNGX2w7FgdYvBtjSg86PbGNgy9fROOWHzyfSzJClok//+/ccuZMbmlxSdFz5wRsZCgMJpT4LCRTGFGjryOs75nsv6dHO8Q524low1t0PJEMIOCQKRJ7AAkBh5Ao7zQIlh3/KjKr6iLZXkNRAHmHQBh1lcsOrPL6TNJ1VsZ1afNaBZ2Ugo283G0ipzldfJxxqkd8oh0eGiDoeQKQJAOLEnu23bHY3/W6xnmFG7hu/3IEcGbZTuLOuIN/Fuyh3unwyomJdNq4dv8vTDy0A2tTx2NWvUt58Rbs+9eDy87FBWvZG57ot4Q8EGZJ4cEhZzE8uTMLC3awq/pQh+9Dx5OM/E3uZtwd7IsDnvLxreVFdItOJMpkQQjBuxOv4tUtS3h7x0qq7I2khEVxa9+x1DntzNm30cvwcWpuXE43f172OfOm3trh+e1uV1CPpN3t/wXjg52reHTNd7g0FVXX+LUkl3d3/Mrr4y5jQkZO0Dlf2ryYVa0MuEa3k/Wl+Ty7cQH3DQ7JB50oQgbOfwmao5Hqhf7DN7rLRsW3s0i7bU6b49Rvmhuwr4zuslOz7N2ABo675hC6nzJhAFQXrqrCoHOrdeVBuyY7i3eSdtcPFO1b7XOfwmghauwNSE3q0el3zkWz1dG46xcArDlj/KqU23YvI1iCS/od8zAkZANQveh19KP4Eg+EEpuOu6KdSc3HiuYC2UCarQqL6sTmJ5xlUQx0j0snavwt1Cx6LaAQqY4nHNMy18WJQAiBU1KQdQ2T5oamz4QxDF11cffen3kvfQibozOC54s0lTPHO+p4aMdcMlr0dbFJCp9mDPVSX/esSaJ37UGfoZIctSyMyWZVRArjy3ZyceEaqg1Wfkg+hV0RKSAEJtXFBYXrmFq8GavqZEdECq92HkOJJcaniWFLXLra3Pulo1hUF73ripub8aEYuXT4dC4ZITjYUMMF371BUWM1Qtd5e93bxLpa/Vs4bZ7wZdOzGlGxl6kHN/NNav92yVZYFSNPDJ/GxAyPcTZv6q08s2EBr//2S4fvBTgq4wY8wpiX/vQmbk1nYkYOT488n2iTldv7T+D2/t5CpSNmP+23fFwHdlSVUNJYS7I1skPzx5nDiDWHUdLov5vzgIQMn88K6ip5ZM08L8FQj8Cnyk1LPmLTjAebOz/74+0dK/3eh1118/7OVdw76IxQqOoEETJw/ktwluxGCNn/V62uY9/bvsZ1WkN1YI0mXUOtLQ14rSmjL0IyoOPr4RBGK+Y2VNslc0RQA0KyRGLNGUPiFS9S+uHtHg8IOqguwgdfQMJFT7U6P4Lw/lOCzikMFgjUql5TEU1VFI07FlP28Z0QpIS1o0iWCJBNoB4nj1BbqC5Gle/hhW4T/a9H0xj249PYa0swpvXGkbc24FCyfmRbz7PG83an09gQk8mpFbmEux1sj0ylb5+JvHTq2ZR//SjVP79Cn6r9PFl9AKekcPXgayg3Rfj3kDR9VmewkG7zlK+7EeSHxfN+1nCWx3fzOt0j1PlLk1HljU02kGav5sWNH2PU3Fg0NyqC0w/9xtyUfrzZ6TRe3PgxGbZKzE3XD67az2sbCrhh8DUcNEei+zHGDt/70Rg3ADbJQJyjDg0oMkfz8+QHWPvtS0QYzVze41SuyBnKs5t+pkt1AWbN/++c7rKh4enNI4Cbc5dwZslWbh1wGY1t5GNlR8RhkhWmzn2F4sYaukUncmvfcXy0ezV1rhP0+9jE4XDTwoIdXPD9G/x07u3IfkKatUFefhRJotZp67CBI5ryeu5d+ZVPJZlFNnDPoMk+13y+dz16gCaUEoIf8rcxvesgv8dVTaMmyH00uJ3YVTeWNmRrQhwfQgbOfwmyNRo9yOYrWdunyWLucmpgt7wpDEvPcQA4S/eh1VdiTMlprnCy9BiNEpuO69Ben9wRIStEjboq6NySyUpYvyk0bJrnY0gIg5mocTcCEHXaNUQMvYjGbQvQnI1Yup+GIc73Tas9RI64nKqFL3kSon3u18qBh4cgWSJxluUdv9BUE87CbUG7MP8eGHWVf275nL/0vQiXkLDLBixNqcNPbP0SUb4PO0CQDVJwpNDILikUWmNZGd8VgKWJOc2hnbiGauo2fE3N4jean6+iayiqkzfXvcMDfS5gV0QKbiH5/Z3TgQVJvbiocB0KOgsTclgZ2xWh60i6itbUH+a6/csY60dd2ylkvk/qw9+2fU2E295cVi6jI2tuzi7egqRrpLcwbsBjMFh0lWc3f8oDp5xPYVgciikMp+rGpanHJBLZfG9CcGe/GZxdvJlvMoZAZWlzDsy2ioP0jknGqalYVGdQUVObbMSguTE2vRhkN1Zga0eYamd1CX/65bMmzwOUNNayrjSfblGJbKkoOg532HGcmkphfRVLinb7hHk+2tWG4aVDVkTHK6gALug6EJvbyRPr56PqOpquE2Ew8dTI8xmalO1z/sGGmubn1hqH6qbUFlgkV5Yk4s3hlNv9nxNpMGMO5eCcMEJP+r8EQ0I2xuTuOAo2+xwTRivRTcZBW5izB2LK7OeJ7bfc9IVAGMyYswaw/4G+uEpzEYoB3e0kauz1JMz4J0JWyLh7AYXPnIWrLBcQIASS0UranXORw9pOwEu68hUO5K1HbahoVjgXpjCMqb2IPfve5vMkUxjhg469uiH27HupWzcHtboE/bAB09RETGuo9mhS/Z6yVJrq1VTvRNCtvpTPf32NFfFdKbTEkBERx/Dc5ZhsLYQs2mnMmTU3Qytz6VRfRl54U/+kJmOlpL6Gop9mofgJdUWqTl7a9AkvdxnHl2kD8Veb7ZQNHDR7DPPVsZ34PrUfBl1FRUIVEkMr9vLo9m+bN/eW6Hi8N4sTc5hSstWvtpdJczH50G9+OxIDJDjr+dfW2dTf9jWF4QksKtzFnH0b2vVc2kQI7IqROYd1r1psmI1uJ+vKPMnSe8KTMATI03IKmQWJvRhYfYB4R50nP0dIRLltbZbEa7ruowpuc7v+Y8bNYRqa+uu0NHC+27+VR1bPQw3wN2JRDNx0yuhjSs69PGcYF3cfws7KEhRJpkdMYnPTwtb0j09nbt4Wv5VeJlmhZ0xwaZsbTzmNZzcu9OsxuuGU00LhqRNIyMD5LyL5xvcpmDUazWVv3qCEMQxTZr9m70d7SLvzO4pfvxTbjsUIxYyuujAkZJN41esUPXMmWlNIR29qoV+z9C10t5Okq15FiUkl6+8bceStw3FwO0pMGtae49pdqq5EJZH9xDZqV3xI3drZCMVE5MgriBh8QZtq40eDHB5L1qMbqPrpeWpXfIDucqA2VoLLQZvNZw6vOaEzkjkSZ8Gmo1vECTRuDmPUVcaV7UIYwzCoWThbGjcdRNE0RlbsOWLgNFFRWwq1wRNXT6kp4ofkPn5zgsxuJ50aysmzxvNIr3O9pQuATTHZvNh1Enft+dHnWgHITYriaoANQ8LTADAQmqSQcvVrdO87kYGAS9f4IX8bDX42toC0N6G59WVN/60zWPg+uS9nlGz1MsQ0PKXqn2SeyitdxzOiYi/Dq/bTJ7krV3cdxOuFewPKHRxPJCHQdX81SJ4N26G50QKEc/whC0G1o5ELf/gXm8oKMCsGVF0L2IhQANf0HMHt/ce3OXZRfTUvbV7ETwU7EEIwNbsPt/QZS2JTiblBkukTn9bGKHBelwE8ud73d04SglhzGGPSuvm56gg39D6NHZUlfJ+/FVXX0HVQJJmJGT35Y5+xbc4f4vghAsUaf08GDx6sr1v3+4oP/n/FXXWQqgUv0rBlPpI5nKgxfyBy+KWesvEO4qo4gLN4F0p0Cqb0UyibfT9VPz7v9+1eGMx0ema/pxPyfzG2PSspeuYstABl0q0RBjOxU+5FiUmlNKAe1olBxVeE8kTNuy6mE/f1ucBrM5c1le+XP+/TeK8lLoOVi0+9gWo/ybxWt4NPV73Oi90msighx2//GqPq5vNVrxHpRyrCKSlcf+oN/Gv1G5j8GDJuBAessaTZqj2ima2wSwrmx3fQPbmz52e3i8GfP061I3AOxe+BpGvckLuUcw5uwi0kFF3jkDmSWTlnszciqfk8oyRzz6DJXNtrJFcvfI/lRXs4PgE1b8yygREpnUmwRDAmtRuvbFlCXl0Fbk1FkWQ0XePmU8bw0a7VVDls6Oi4m4Q+jZJMWlg0+XWVfhOTjZJH6czZzvYIAsi7ahZKGy9Qh5v5NbqczfMaJIlIo4X55/yJlLCoDj2D7ZUHufynd2h0O9F0HQEkW6P4aPK17SoVB9hTXcrCgh3owIT0HHrEJLV5TYijQwixXtd1n+qYkAfnvwwlJpWEi54k4aInj3ksQ1wmhrjM5p8bt/0UMHQhFCP2vLUd6rdzMqI56tusQGmJrmuED70QY2IXan/9CHvuOnSnJ7SGpHhykWTjkZbyx4PD47ZcB56SWxee8uiAPoOmDeR49vFpSvXGqLm9qo5USWZlXFdGlu9p7jjshZCJO/VCPj/ndi75+T0cqhu7y4lRcyE0N09s/YJw1cn2yNSAzfkMupt8axx9an1DK5Kk8HzBSgwIVAStU/DdkszLXSfw6PZvMLhVrzCWTVL4Mn0IhoIdPNhk4JgVA59Nvp5LfnwTp6bS4HL8DuaDL5qQeL3LON7LGklWYwV1ipkiq+8mKgnB+PQcquyNPDFsGjOXz+bXQ/47Wx8LBkni2l4jGZvmkYWY2qkv60rz2VReQJTRwpjU7kz65nmqHI1ez0fokGKNYmqnvry0xbfVg8CjdN4Ro8wgyW12PwZ4aNW3Ps38XJpGtaORJ9fP54XRF7d7ToBesamsu/g+VhbncrChms6RCQxKzOxQeKlbdGJIEPQ/TMjACdGMZAlcoaDrOpL56LuJniyYswcfycXxQeATttKh8OlJZD2ylvS7fqT21w+pWfQGqq0Ga++JRI2/GUfuGmqWvYMjf2NzXtHRIoxW4i97nvJPZno14/Mk/uq4hUyjJGFRXX7zTpAMHiPHeXwbFVaYwpH8eHsXx/VgdPluPwoIgpQ/fUnEgLNJBtZdfD8LC3aQW1NOelg0Od89hruxgoOmSIxBuuy6hUyE29ejogOK20504SYcSLhlA2Gqs3kdTknhqR5nsikmixsGXsXN+xYxrDIPt5DQhOCTzFP5JONUprXq1Ns7LpX1Mx7g54Kd3LvyS8pt9UcVgjoabIqRnZEpJFkiMTkbvcqULbKBwYlZ3LLkY/bVlCEL6XdbllN10z06kb3Vpaw+tB+rYmRCRg5DmhJyP9q1Grvq9jFTVHRKGmt5ZetSL2Xzw+joQWVWWqMIiamd+rZpVDhUN8uL9/lt5qfqOt/t39ZhAwc8wqKjUrt2+LoQJw8hAydEM1Fjr8eet87vJi0UI5ZuI/4Dq2o/uq5j27mE6sX/Rq09hDVnDFHjbkSJOuIalsNjiRx9LbXL3vUNN0lyUzJoiy9K1YlaW0r57PtIvv4dok67hqjTrvG6rGHjtzj2bzj28JViInrCLViyBgTM25F0jVWxXeleX0qcox6jpiK3qMMRTeW3R+15EJKnwsrlbVTk1JWgt9poJF2jd/1BXAiMPjPqVM17gogBZwOeN/Ezs04BoMJWz7i4PtQPy2Jc6Q6mF67j5a4TsLcOs+o6ifZaHJJCtWQiSnMcuc8W/zWjYddUXuwyjnMObmJ+Sl/mJfVtHu+QOZJHe59Lsr2GP+z7he3sD9sAACAASURBVEOWSBYk9cZqMDIkMcvnERgkmUaXg0p7w+9m3Pjrr6MIiZyYZD494w88u3Ehn+xZi1vTsCgGpnXqz5x9G1okvna8gWSk0UytM7AqPHhyZFyaxqmfP4mO51kYJRlV13lk6BQuzxnG2tJ8vwm44GnM1x6Piz9avl6YZYUYUxgPDmnbY+zW1KDN/Fwnqit5iJOOo/tNDPH/koghF2LuPBRhbFGhISSE0UrKDe8dlebViULXdUrfvYmi58+lfs3n2HYuofK7p9h/Tw9PxVgLEi97nqjxNyGMFiRLJMJgwZjW+/BIvoNrburWfOa3N4baUE3lN38/Lrk5Smw68Rc9ievQnoBhNAWdwXXFbIzKoMwU4WXcgEeN/ajEpJoH0Em+7i26vu1CCjvSlbhLQxk5dcUYDm8Wuo4mJCaU7vBj3Hhw5G9ErfOW3sitKWPEnKepdNoway7+vPdnJh/6jQHV+ZhbbJpG1YVVdfLXHXPJbqig0hKJJgV+HzPoKum2aq4bci2zM4aS6Kw7YpAJgS4kSsxRPJszmTFlu3l37Vv0qS3mAj9Ckt/lbeXO5XPalnw4Bg4bNwJP6CkzPIZ7Bk3mqyk3E22y8rdh57DzskfZNONBtl36V6ocjceUVBxpMPHI0LMD9l+REUhNQh1aC1+IS1Obere4eHTNd6ws3keCOQIlwO+nLKSjUjOTEQxOzKJHdBI5Mcnc0X8iC6f9mQRL217jMIOJjIjAeTH94o+uxUSI/35CBk6IZoSskD7zBxIufRZTRl+U2AzCh0wn88HlhPU9uduLN279kdpVnzR5nzxfz7rLjmav4+CL072MEyHJJM74B11eLCH97gVkzdpM5sOrCeb30F3O5q6yXvP+tqBJNPTYUWtKsO1ejhKfHbjySpJJTM3h3Mo9ZNkqfbYSOTLRk8Nz1OgosRlIkkT06bd7GbuPbfuKXjUHvSqH/DXfO7JWCa2FN1DXdS776e3mKqUxZZ7QlozO33/7mvt3fsfQilx61hRxccFa3l/zFl0ayjDpKpkN5chB5pKBOGcDNEk1HLTG+HhfdCHhFArzUvthVV08vnMeYa3+7WxuF3cunx28c6+u+/1dOBp0POGn+wafyc19xngZILIkEWWyIAmJZcV7OlSt1Jp6l5PZezdwe78JmGQFq2LELCuYZYUJ6TncM2gyZkUJOodNdfHS5sXM6D4YJYD2mDhKNTOjrPDauMv4+bw7WDjtz/yx71iiTO0XJ31oyBQsfv4OzbKB+wefcRQrCvH/gVCIKoQXQjEQPfZ6osde/x9bg+Zy0PjbArSGKkydBmNKbVsLqGrhKwHzX9SGCuy5a7B0OdXrc8kc7iVLYYjvhKt0r98xjBl9msM/XhzHEnBddePI30j0pNtQolM9a2m94Wgapoy+IATOwm0+96zWlXqukQ3ezRQlxaOL1cYmKYyWZrsg7ux7cR7YRMPWH9FdDsI0lUmVe9kZlYpDeL46fotMZXDVfr9vSrrbiWghELn6UJ4n7NNEpMvW7BGSgFEVexlV4f/56+Anz+cIbgRbo9JBCKwuOwiBy4+h55IVVsd25vq8ZUguO7Y9y7H2GN18fEnRrjZzPkyam941hWyIyT4uIawGt5O5eVuY2qlvwHMMQbynRklG0/WgRpmGzoayA7ww+mIu6T6YBQd24FDdjEzpQtfoRK746e12iWfurD5El6gEbu83gRc3L2rKxdGRhYRBknn+tAtZW5rPx7vXNAlNepCFQNPxmycjEHw6+Q8BuxQ7VTfrSvNxqG4GJWYRaTT7nHN6Zi/+OeoCHlkzz5McrkOsOYzHh09jWFMS+fGkzFbHnupSEiwRoUTik5iQgRPipKJhy3yKX7vE43HRddBUzN2Gk3bbl80dlf2h1hQHPKY7GnGV5vkYOK2Jv+gJSv51lV8drIQLH/d7jaXnuMDyDorRsyu3s8JKKEbkiHiEEKTdOY+CWaNR7fXgbGnE6NSt/BDJEkXc9Mco//Ru7/kPh3kUI8bUnjiLdyGMFiKGXUL4oPMpee0SNGdj4DULGVOTaKuQFVJvm4M9fyP1m+YBEFmch6Rpzb7fd7NHMbD6AJK/zVWHsk/uJOWG9wDIr6v02uB2RyTjkA1Y2xF6UYWEEkS4VKDzU7Inx8clKUHPtRz+9xDCJ4RW73QE9WIIXSPG2cC2JmPqeLHmUB4vb1nMpd2HEmsO8zl+XucBvLNjpV9F8OzIeAYkZDBn73q/yb2HMUoyJY01DEzIZEb3IV7H2lsdlNCk93Zbv3GMSOnC29tXkF9XSffoRHJikqlx2pnRbTBp4dG8smUJNU4bipA4p1M/NpQd4EBdpVeXYIts4OqewxmU5JsLBTA3bwv3rPyyyQPrKS+/rtdI7vOj53Ru5/5M7dSXvNoKJCHIjog77k31bG4nM5fP4cf87ZhkBZemkh4Rw7/GXR4ydE5CQgZOiJMGZ8luDr58oY+BYd+zguLXLyXtjsBq5qbsQTjyNwY4qmPP30Dk8BlB548YfD6arYayT+5Cb/oSFoqRxMteCBiiUyITiRp/MzWL3/Bet2zAEJtJxMgrqPr+aYQke76khUB32v0bPbpG+MBzATAmdaXTM3kU/fMMbLuXe3mKdJcdVXVRv/pzhMEcUMIjbMBUsh/f5vVZxgO/UPn9P6hb9alvKbmkEDHicjRHAzVL38RVfgBTem8ihl5E/LkDUBuqGTCzE+rga5sv2RmZQqNsINJfZZquUr92NtrVbyAZzWRGxHrlZ6yLyabSEIZRq0VpwxMmA6pQUHT/YaoiSwwNigl0HZesYHD7N3DMqpOzi7d4fnA7MWb0Ja+2HFXT6BQZz8DETLQgazHIBiqssc3eEkVIdIqMY19t+TGFkMrtDTy/6Wde3bqUr8662adnyq19xzI3bwvl9vpmI0cgMCsK/xh5PhFGM9/mbg7YMA/AqapkhvtXez+/ywBWleQFTB4GsCoGru89qvnnQYmZDErM5Jvczdy1Yg7f529D1TzZRYMSM1l+wV8QQmCWFRRJps5pZ9ba75mzbyMuzU2cOZzb+43nypxhfudbXZLHnctm+9zTO9tXEmkwc2u/cT7XSEKiS9Tv16vrpsUfs7x4Lw7NjaPp72dvdSnnffcay6b/hRhT8A7TIU4sIQMnxElD1fzn0P18weouB43bF+Eqz8cQ7/9Nz9p9JLVL3ww4tm37z14/u6uLseetQ7JGY+k2ojmBOuq0a4gcfrlHEkMITBn9EG20iE+Y8Q8MsRlUznsctbEWIQThQy8i8dJnkcNjiT3jTux5axGyAXPnoVT+8E8qv52F7rJ7DBfZgJANpNz0UbNaOoBkMGHPW+s/DKap2HPXeMrC/eF24irefeR0RwPFr86gcfsiz3wGE7pL95IQQHNTu+wdapf8y9Pbx21HmMIp+/Qu0u9eiO6oJ0IIbspdwhudx+Bo0kSyBNlUdV2n5J0bELpGr75nEmOy0uh2oCPQheCO/pfw921fkt1YgVscLn/37vNjlxQW9j2PqTt/RLf7CqdqgKKpDC/fy69NmlkGTcWkunBKMnpTQqxJddGlvozxpTsQigl79hDG/vIFZbZ6JCGwKAYeGjKF4cldWFmyz6tMWwBRRgvLLvgLZfY6XKpK1+gETLKB1SV5XDT/XwGfAUCU0czQpGyWF+/zCt20xK66cahublz8IUvOn+l1rNRWx/CUzqw4uJdqpw2DJHNaalfu7D+JnrEe6YBXx17CLUs+8WvkGCWZcek9iLccCRkW1FWys6qEBEsEZ2b25vWtv7CnptTrvg9jVYyMTOnC5KxeXp9vLS9i5vI5PgnQ60rzuWPZbN6ccEXzZxFGM0+OPJ/HR0zDoaqYZSWoh+WZjQv83otNdfHK1qXc2Gd00NDd8Sa3ppwVxXt9no+O59/us91ruanPmBO2nhBtEzJwQpw02HJXB2xQJxQTjsJtAQ0cJS4LYbQGrmZqSkDU3U5K3r6e+rVzEIrR09/HYCbl5o+w9prQNJfBKzenLYQQxEy+nehJt6HZapFMYV6yE5LJijXnyBdf3Nn3IikmKuY+jtZYjVCMRI29Aespp3uNq+u6x9sTCF0HWQY/j0wYzJgy+zf/XPzGlTRu/xnd5QBXkDEPe2KaOgfrjnp0BxT9czJpf/kRXXUx7eAmMhsr+SBrOPut8ZSZIki1B5CCcDup//UjAOo3zuXJ+E78qfMEbJqGTTFRYQzjlkFXkt1QTpqtilJTBN0aKritcidKxQEkzY1JU5lWtBbriMupW+5b3i8BqY5a/rpzHsWDL+ae6G6MK1jDqLI9fJo5lB0RKYSrDs4p3sI5FXswKEbK0vpwffJgauqPCJE1up3ct/Irnhx2DmFo/HRwH0bViUvXSbVVM6t6N6a8MXTvOdZr/jCDMWhoCDwboKrrzBp2Ls9vXsSBukq/5+lAUUM1u6oONXtxPtu9jgdWfYNL84whC4FAMCE9p9m4AZiU2Yttlz3MA79+zZy9G5CFhKprGGWFnJgknjvtQgDqnHZuWfIJK0v2YWjK34kzh/GnvuNYWLiT5Qf30eB2EGcKIy08GqOssLe6lKVFu+n3yWOcmpTNEyPOo1NkPK9tW+q3K7FDdbO4aBeHGmtJapVbIwkJi9J2fcvWILpZqq5xsKH6qAU4j4YNZQcClsDbVRdLD+4JGTgnGSEDJ8RJgxKdhvOAr5gogK6pKJGBY9yWrsMRst9+ugijlchRVwJw6L1bqF/7BbrL7vGgAKq9jqLnp5H1yFqMqTl+RmgfQpKQw9pWda9a8DLlX/61eaPWHQ3ULHode95aMu75udljJITAmN7bo0ruByUuC11TUZ2NvsnDQiJq7B8AcFUW0rjlhyANDttGczlwlR9AiUnDdWgPA6sPMLD6QIfG0B31pJbsZLbmYpFu5Omu43E1GZ77w+LZHxYPwL6IJBwGEw+U5R6+EnfZfmoXvUbY4PNxHtiEq3Sfz/gm1UWnDXNYOO1RKgvXojsbeey3r4+coJjYfcpZPGlOpMAc5WuU6DoTD6wha9nzzNRVrhYyBdZYYpyNZNo8BknRc2eTevvXlGUMYF1pPmEGI5nhsX772rTEobpZWZzLA4PPYv45f2LCV89S3OjrjQJQhMye6kMsLNjBvpoyvszdiFs74sVTdR1VdfHAqm8Yn57TrLUEHjHIf46azr2DzuCH/G3UuxwMTerEwISMZm/JdT9/wOpDeai61uyNaKx38peVXxKmGHHrGsOTOvGvCVfw1b6NPLFuvpcnZWVxLmfPfYWfz7uDbRUHA4bmjJLC3poyHwOnvYQbzAEVxt2aSqTBN9n49yTSaA7qcYo1+eZOhfjPEjJwQpw0xEz8I7ZdS/1WQ8kR8ZiCeFWEYiThshcoff+P3m/4igklLoOoUVeh1ldQt+qTZsOmJbrbQeUP/yT5usBhrtbUb/iGynlP4irNRYnLJPasuwgfelHQL0HVVkv57HvRnd6N9HSXDUf+Juo3zSVi0HnNn8dPn0Xxq5f4SXy2Ej99FuZOgyh8cgKqrQbdaUM0femn3jYHJToFAGfhVk+uzlEYODqwOzyJvMgUOhfsZOyNH1L89ETPWB0RpTyM6kKU5ZJjjUfRdfwFazQEVr9aYToN674gcuwNuMrz/Xr7dLeLqnmP+/fkuR1Ydv/C/iHX+q0mu6hwLVftX4FF83TpjQVia7zH0Z02Nr9xNVcMvhpFSAjhkR+QhYQWJLH58Pr/tmYeqw7loWqB83zqXXZuW/opkpCa8zwCMWffeuqdDj7YtZpap52siFhmDpjEuZ37cYWf3Jbd1YdYU5oXULn7cAn/urJ8rvjpbfbWlPmEiTR0bG4nb/62jGRrJLm15f6Gwq2pJLWjj00gLs85lZeaKrVaIiEYmJBJjJ9k7N+T0andApqwVsXIJa0St0P85wkZOCFOGqx9JhM54nJqV3zYtEHpCIMFoRhJve2LNisiokZdiRKVRPkXD+Eo2IJkDifytGuIO+dBJFMYjblrEYrJr4GDpmLbvaLday3/4q9U/fhc80aq1pdT8tb1RO5aTtKVLwW8rnHbAoTk39OkO+qpXf6+l4ET3v9sEq98mbKP7wDtiI8g4cIniBzmaT/f6ZlcGjZ/j/PgDpToZMIHXwCSQs3y96hd8SFaY5VHgb6DVBrCuKfvBRRZPE3U5OpqTKt+4M2ZC+i0fjbVS/+NbvPvhQiGUEyknf8o6r7t/k/Qda7M/zXg9bVLguS76CpakDWlN1b4VQA3qi6u2r/SS9E7EJF1pZhttdS06BEk4xGadAZRL1d1nZUluX4robxuAY+yeVstCByqm1e2LKWmhbGcW1vOzOVzyKst58/9J/hcs64038sbFAiXprGjqgQpwN+cU1P5If83/jpkCpvKC32SkwWQEhZFajs8moG4ofco5uf/xr6asubxzbKCRTHyzGnTj3rco8WsGHhu1IXc/stnXirqVsXImVm9GZnS5YSvKURwQgZOiJMGIQSJV75CxLBLqFnikVuw5Iwlaswf2q1iHtZnMmF9Jvs9JofHogfbwGQZXdP897tpgatsP1Xzn/ExlHRnA7XL3iF6wk3IYbFojgYM8dleScp6k15SIPwZX1GjriJy2KXY968DXcOUPRjJYAJAczQiZIXwAVNhwFTPZ/Z6DvxtGK7SfUetjaUDf+l7IQessaiHEzk1jQZHA1eumsv8rF5Yug6nceuPHR9cc9N12EWkFT5FnsvXh5NoryXKdSydoQM/Ybtk8Fve3b3+EGo7S4oFOnqrU1V0ki0RlDbW4QrgyWnLsOkoCpKXcXMYe1NDvqtyhvl4OWocHTB0dQJ6egAUSeb0zF6c17k/X+ZuxO729MQ5HK4raayh7yd/59LuQ3ho6JQOJwRbFCNfT7mZb3I38cnutdhUF5Mze3FVznC/pfQngrOyTyE7MpZXtyxlc0URiZYIru01grOyTjnuJekhjp2QgRPihKM5bVR8+xg1i/+F1liNIaEzsec+ROSIyxBCYO1xGtYepx33eY3pfVCikv3mbwC4ynLZf/8pZNy7CCU62e85APXrv/Ir2wCeJOaCpyahN1aDrCAUI3HTHiV64i1N9zYmYGhHmMI83pfWY2oatj0rcFcWYEzJQShG6jd/T9mnf/HIOiCw9p5I4mXPY0zuRtlnd3vydtrwAAhjGHJEHO7aMk/ZuhAeiQhNZXtUJkWW6CPGTcvn5Gjg3UVvc+n+wB4vTTaiaiqGVpu9WzZiOXUGkjmchw06N9mdOIWC1mRUGlQX4W67jzJ4hxBS0314G7NOIfFTUm+/l7iFjNTOOQussdQafMuBdXR+vfBublryMVvLi7zCS2ZZwa1pwTskdwABuIOISbh1lSVFezivS3+vzwclZLZ7DoMsIxB+vVImWWF614EIIXhyxHlc2HUQ7+9axby8Lc2G3OHGgR/vXkuVo5GXxgRv0+APk6xwUbfBXNSt/Un/vze9YlN5eewl/+llhGgHIQMnxAlFV90UPjURx4FNzd4KV+leSt+7GVfpPuLPe/h3m1sIQcotn1Lw5HjP3K1LUF0OXKX7OPji+WT+dWXAcTSnLXCjPF1Fqz3k+X+3A93R4Mm5UV3EnvFnlJhUIk+7mtoV7/vm4bhdWLqP8vrMUbCFomfPRrXVAp7mh1JYLFpdmZe3p3Hbjxz42zDS7phLzeJ/EVRuU0iYsgcTP/3vWHtNwFmwhYYtPwCCsIHnoESn8vEPr+Ks9V8Z5ZAN7AgL7FHThUy+OYoFiTlcvX8lqpAQugZCsCEqg78Rzbm/fMYfV77Lqy4nH2QOZ0NMFkbNzeSSbVxUuO6Y5LQwmJEtUTgaKlGa8o5skkKFMZy3Ovk3nHdHJOEUCla/WUFHUBG82HWi32Nx5nCSw6L48qwb+WLvRv712zJKbXV0jUrk2l4juG3pp8eggurBIhsQQhBtslDSUBswsVnVdfb7yY0ZmJiBVTEG7XdzGE3XeWbUBdyxbLZXGbjAU+FXVF9NXm05nSLjGZyUxbbKIubnb/MxiOyqi+/zt3FPfRXp4YE1o0KEON6EDJz/EdSGaqp/fpXaXz8CTSV80DRiTv9zUE/F70H9prk4Crf5Ce80UvX908RM/CNyRPzvNr85eyDZT/xG4T/PxFX0m+8JmhtH4RYcB3cElIiw5oym0mhpd/hHdzZS+c2jxEy8pSkZ+kXq1n3hY+CguSn6x2Q6/WMPQjGi2mopeGI8WmOV12mqv3l1Hc1eT/G/rqLNXVTXUKsPYu01ASEEpsx+mDL7eZ2yXLYAAUq/dZ0EP/1oDmOTDdza/1JsipHvU/oyomIfRtXN5ugM8psqpb7Yu55LG6vJdtl4aOc830EMZo8Hxk9PlraQDGayZ23ln/++nh65q9CF4KfEXixI7o1dNvq9RhMSz3Y/nft3foe5heeltTyEKklsi86k9TO2Kkau6zXSM7+QuLDbIC7sNsjrnGc3LmRX9aEO389hZAS9Y1O4ImcY6eExzJj/ZtDE5h2VJT6fKZLM0yPOY+byLwImMB+WXXhp9MVMzupNoiWCpzb8yPrS/ObKM6em8tnutczZs57Hhp/LmVmnsLBgZ0C5BxnB6kP7j8nA0XWdgvoqdHQyw2N/t5BQo8vJN3mb2VxWQEpYFBd2HURq+NHnEoX4zxEycP4HUOvKyX9kCGptabNhUfXTi9QsfYvMh1djTDz+Wi2BqFv1Kbqj3v9BSaFh63wiR1z+u67BEJPWnMPiDyEbcJXsDmjgmLuNxJTeB0f+xnZXJum6jqNwG+bsgVT//ApaQ5WfkzTc9WXUrZlN5IjLqF35kd/GhwHR3LibS6uD46orY8u+9ZzSeSCyn5yjPVXBN+JJhwIkCAMNkoJN8RgStQYr85P7+JwjdJ1VMZ2ZXOrHyMRT9p983VtUfvcUtcvf858Y7gdhtBJ/wd+Rw2PY0HMyL0V3bdd1AMsTunOvwcLV+5eTU1eCjsCieW/YRiETbbJiU53NDfusipHRqV3RdI0//PwBZlnhvC4DGJfeHalF35T2JPcGQ0VnQ3kB21YW89iwqZ5UoiC27E8F25ky92U6RcRxTa+RDEr0hKemdRlAtDmMJ9fNZ3tVMWbZwPDkTuhAua2ePnFpXN97FF2bpAdOTe7EM6OmM+nr51FV9xGlcV3DpWvcteIL7vv1a6yKf+MRwKG5/YphtpefC3Zy/69fU2FvQAAxZiuPDTuX0zN7tXltR9hRWcKF89/Aqao0up0YJZkXtyzm76dO5dIewaVeQpx8hAyc/wHKv3oYd3VxK80iB5rqovSDW0mf+f0JW4vexhu5fpwTMQNhSOzqkXbwk0ujqypKnP+GguAJdaXfNZ9D795I/YZvELLBI5cgyYG9OrqGMFqoXvQG5Z/f491BuCUuB6WfzCR80HnY961Cdx5dknBbuFUX1/3yGe6183lm1HQmZHj3/5ElCTXAGo2qiy4NZX6P6cDquLarSTQhKDeFsy0ihe9T+rIjMpVYZwPnF21gRHU+pqwBGOKzSLrqVaIn3caBR0/1fbaKCTkiHq2+AiQZoZiIP/9vRI+/CYBLuw9lY1lBu8Ixh9kSncHMfjPoV13Ak1vn+By35oxm+fS/8PmedSwu3EWkycKUrFN4Yv18fjm4t3munwp2MCgxk/cnXdOcXLu/zn859WHasFcAT9jIrrp4cNW3XNNzOG/8tjzguW5dY3N5IVvKi/jxwHZu6zeePzXJG4xN687YtO5tzHaEz/esD2qguTTVb8LzYVRdp3Pk0XlmVxzcy42LP/IKk9kaarhlySe8NeEKxnTgPoKh6RpXLnibaseR+zgcbvvr6nkMSeoU0pv6L6PtdpIh/uupW/mR/5wRXaNx+yJPTskJImLIBV4K015obsJ6Tzoh64g5/XaEweJ7QEgY4rMwZ/X3PdYCyRJBys0f0/n5IjIeWEbn5wqIPfu+5j40rZHD45EjEij75M7A+TtNaA1VVHz7GEpMenMH5nYhG5DC2hcC2BeeSImQKbfXc9Pij9hYVuB1fGJ6D4+oZiumFm3gq19fwRgkNPJTt/EoATq+HkZH8E72SP404DLmJ/chPyyejTFZzOo5hX90m0zUuBubzzWl9iTj3kWYsgeCYkQYLCgxaSRf9xZdnjtA9hPbyXp4DV1eLCZ6ws3N103JPoX+8elengOBwOxHZdwLIRhTuZcbBl3JOSNu45YBl7Mirmtz76FIo5k/9B7FR5Ov47Wxl/Jt3haK6qu9DKlGt5O1h/J5q4UBEszDIQnBN2fdgqmttTWfL9EtOolkS9tN9HR0bKqLFzcvYk91abvGb01JY80xJUibZYVCf17LdvDYuh98pCDAk9vz2Nrj93L2a3EutU7/HlmXpvL+zsCtC0KcnIQMnP8BgvZAEcI3F+R3JGLIdAxxmR6lba91SJg6D0Vqxxf28cDSdRhx0x72GDlNG6AwhyNHJpL652/aPY4cFo0pow9yeCwxE29Fic1AtAx/CYEwWkm+7k0aNnztqe5pC81NzZJ/EzX6GkR7zgcQMkI2oNmDe3xUBI2Sgee6HZGFsKkunt24wOu8B4ZOwSp0L5XwiSXbuDl3acBeMRrwY1JvUjL6EGsOwxBs7UKgSXJT5daRXAq7bGRpcm/WtrKfzJ0Gk/XIWjo/e4DsJ3fQ6dl8Iod7KlkM8VkYU3N8NMMUSeajydfx4JCz6BaVSKIlgkkZPZl95g2Y29AXe73LBA6ExVNvMLMzMoVZvabyzcUv+kh4NLgcLCzY6Xfzt6su3t5xJFn9wq6D/JZKy0LijMzedI1JDNoNuSWHPSZPjjgPqZ0p2S5N5bM969p1bmsGJWQFNdDaQhISCUfR9E/TNbZVHAx4fFfVIZxHkaflj6KGai+1+5aousa+muAeuBAnHyED538Ac9aAgMeUiMR2v/UfD4RiJOOBZUQMvQiv9E1dw567lv0P9MFde3RvmR0l9qy7yJq1mdiz7yVq7A0k55MhNQAAIABJREFUXfkKnf6x76hzkiRLBJkPrybmjLuQo1ORrNGE9Z9KxgPLsPYaj2arC6j83RrNVosxqSvW3v4rdloiFBPWUyah66p/lXI8hk2dYmJJQg9uHnQFeyK81arXl3nLLmRFxPHDmTcwofoAZtWFrLr5Q94yrwRc7/FhV0Qy/+45hSt7DmPhtD9zc58xJFkiO1wRZdM1Pty12u8xJTIBQ1xGuxNMDZLMVT2Hs/j8O9kw4wHennglAxIzOb/LgIB9WXTA0Wqjs0sKrxXto7TRu8NytcOGLAVeS5WjkRqHjTWH9nNup35khMd4eZTMskK8JZy/DzuHSKOZ4cmdAzbXa31f/eMzGJ7SGVMbxtphVF3jUAB5iLY4r0t/jMcgbJlgCadvXFqHrxMI5CDPQwgRUB+qo3QKEkIzSDK9YlOOyzwhThwhA+d/gPjpsxBG374dwmglbvpj7d4sdLeLhi3zqf31Y5zFu456PXJYNEp0qm/4xWXDXX2Q0g9vP+qxO4oxsQvx5z1C0tWvETniciTjsenbSKYwIoZfQsb9S+nySjlpt3/VHO4ydx2GaOdbsDG5GwCWnLGBw1RCIvqMmXR7sxFDQidwB36TrTVYmD78Fmb1mkqB1VegMEzxTbrulNKNx695jgiDiWi3jbig+UCCuwddzYC07oxJ60asOYy7B01m/Yz7yb3yMWZ0G4xJVpDbae4U1le367wKez2/luSyu4PVSfcNPpOUDmokaZrO3Su+5NPda6lv0khKsIQH9aBYZAMDP5vFVQveZcZPb6LqGtf0HMGAhAz6xqUxc8AkFk27o1mv6emR5xNt9BM6bUVWeCxDk7IJM5i4rtfIdiXwWhUjQ5Oy23ezeBLj15ceYG7eFvbXVjDnrBvbbNYnCYEipOZnYpENRBrNvDXhyqOqehJCMCmzp1+jT0IwPr2H3yT5o2FwYhbJ1ki/c8lC4ko/0hchTm5CScb/A1h7jSfp+ncpe/8WNJcdgScsED99FlEjr2jXGA3bFlD86iWgqR43rurG3H0Eabd+gXQUrueapW/69zaobho2fI3mtB+zsXGiqV7yJuWz7/NUPmkqSmwaSde+2dy00NxlGMakbjgObAo+kCQTd94jAIQPOpeKLx/y6/kRBnOzXIO7qgiC5MXEuBrpWl/Kzohk9FZvvCZZ4ZLu/hupPbZ5CZU6PLD356CN8DRJ4v6hZ3FZzjCvyiEAQ5MA5OPDp3HPyi+Zs3dD8ECMrrO9opC91aXNlTytsbtd/GXFF3yfvw2jpODWVdLDYnht3KXkxLTd+iDGZOW+QWdw+7LPg8ortMSlqyws3MHKkn38dfVc3hx/BaPTunFNzxG8tX2Fj2aTLCTqXA5cmtosaplfV8l7u1axaNodpPkpPU4Pj2HJeXfS79PHgj6jjyZf12ww3D3odISAN39bgSJJ1Lta+588vlKTrHB+l8De3JbsqynjygXvUG6r9+ht6RqdIuI5NTGb5SX+G2UCRBstvDb2Ur7J20K5rY7hyZ25qNtgokxtG22BeGjIFH4tzqXe5WgOBcpCItxg4uGhZx/1uK0RQvDh6dcy/Yc3qHHYsKsuTLIBXdd5acwMMiNij9tcIU4MIlBH1t+TwYMH6+vWHV0sOMTRo2uqp8GepmLO7N9ub4KzdB/5D/b3FXw0mLD2HE/anX76mLTB7utMAXucCMVE5+cLkMN9PQ0nG407llD10ws49m/AXVPsUx0ljFYyH1ze3GfGtm8NBbNGBa6iApAUur1pa5aMKP3wz9T88pbX8xdGK2EDppJ688cAVH73FOVfPAxa4BBYvjWW2wZchtMY1rypW2QDmRGxfHv2LYS1Kp3XdI0u7z9EWt0hXt3wQcDwlGfNMhHDZpByw/uBzwHWlx7gkh//HbBfSvP9AePTe/DepGv8Hr9+0QcsLtzlJcQogAijmWUX3EWcOUAiewvm5m3hLyu+aPbGdBSLYuDX6fcQbbJw1/IvmLt/C7Lw+C7cmoZLU/3m1Bgkmat7Dg+6OV+98F1+LtjlNyfktNRufDL5Op/PG11OdlUfwqWq/G3tPHZWHUKRJDRdJ94czruTrqJ7dJLPda2xuV0Mm/0klfZGr/llIWFRDEGf1x39JzJzQNth1Y5ysKGGl7cs5vv9W9GBMzN7c1u/8X6NxGNF1TSWFO1mR1Ux8eZwpmT3IeK/7GXrfw0hxHpd133e0kIenP8hhCRjzh7U9omtqPrxBb8eBN3loHHHYlxl+zEkZHdoTGNKjkdOwA+SJQLJevJ3PC3/8q9UzX/Ov3J1E7rLRvlXj5B2+1cAHkPHYIFAvYAAdA1ddSEkj8GRcNlzmLIGUPndk7grDiBHJRNzxp1Ejz9SMRQ56hrKZz8QdL1Z9ho+rd/PvFHXs+DADkyKgUu6DWZG9yFY/Bi7bk1DV91cXLAGQwCDrLkRnqZSv+5LHFPuwZTmXw4BYGBCBqNSurF0/2YcQcIqOrCkaDearvl4hArqKllUuKvZK9LyGqfq5qNda/hTv/EBxz7M4MSsY9KH0nX4bM86/th3LM+PvoiZAyayongfBlnBIhuYuXw2dX6MAZemsuzg3qBjPzRkCqtK8mh0OZuNJAmBxWDkkQCGkdVgZEBCBgDzpt7KrqpD7KspIzkskgHx7c9bmpe3Bbvb5WNcqbqGS1UxSTIOP88tTDEyrAMhsI6QGhbF48On8fjwab/L+C2RJYkJGTk+rRNC/PcRMnBCtIl9368BS5uFYsJRuKXDBk78eY9S/MYVvl4ho5XYqQ+0KXj5n8ZRuI2q+c+2XYGm69h2Lm3+UTKYiJtyDxVf/pVAXU+U2HSvRoRCCKJOu4qo064KOI1aX4YwmNFdgdcjh8XQ+4oX6B+fxYNDpgRfNyAqC/lkzb8Jd9QH1IZquWXqbhcNG+cGNXCEELw+6gKeWvIqs9MHUWkM9yt+CaDpTW2KWh3eVF6IQZJ9DBwAu+pmadGedhk4KWFRnNupH3PztniFlyQ8FViHCRTCsqsudlYd6RacERHLjKYwxvrSA81q0/6IasMj0CUqge+n3sY/NvzEwsIdoHs8WncPmkyXqPYJz/aISaJHTNsem9asL82nIUDvILeuYpINSJrm5Z1ShERqWDQjQoraIU4iQgZOiDZRolNxsMHvMV1XkSM63vwqfNA04qc/Tvmc+5vLe3W3k+hJtxE96bZjWi+APX8T1QtfxlmyG1N6H6In3RqwM/HRULP8vXZ3GW7dGyd26n3Y89bSsPFb33ONVuLO/1vHF6TrECQBVJgjyZq1rd2q7LquU/Tc2cQ66jw6Uu1cQ3saNRpMVi6p2MXFhWu5ecDl7Ir0X53SPyHdbwJpeJAu1ODJr2nfcnUeiYvFdEBltgqybMCNTv/4DF4YfRHhBhNf7dvEk+vn+93wjZIS0NgYkJCO1WDye51VMXJZO7rido6K57Vxl7brXo4Wh+rm5S2LeW/Hr1Q7bKSFR9MjOglFSH5L302ygVv7juWrfZsoaqhCFhIuTaN3bApvTrgipKgd4qQiZOCEaJPoiX+kccdiv116ZWsM5i5H18I85vTbiBp9jWdszY21xxjk8GNP5Kta8IpH4NLtAE3Fvm81tSveI+naN4kc1jFFY11TcezfgOayYc4aiNSU26HWlgbPozmMYiSyVSK3EIK027+i4tvHqfz2MY/quCR7BDnPedAn8VtzNFC95N/ULn8f3e0gfOA5xEy63UtHzJjaE8loRvUX+pINRI25zse40VwO3FVFyGExyK1aBTj2r8dVcaD9xg2enKywfme1fZ4QRI2/maofX+Dm3MXc3edCnK3CVWbZwEMBvEwjU7oErFuyKkYu7TG0zTWotloKnz4d58EdXOOo5xKDhUOWaNKHXUzOmTc0b9SX9RjKM5sWgJ/0I0kIZnQf4nd8SUi8PGYGVy98F6eqojY9R4tiYGBCJud06tvmGo+GOqedQ421JFojiWzDS6TpGlf89DYbygqaG+kV1FdRZqsjUG6mpmtclTOc2/qOY3tlMUUN1XSOjA+YDB4ixH+SkIETok2svScROeJyald+iO5oBHSEwYyQjaT+6YtjemuTzOGED5h63NbqKs+n/PO7vbWLNDe6082ht/5AWJ/JPpt5IBq2/EDJm9eiORsRQkZXncSccSdx5z2Ktcdo6td/HVhXC0AxoUQlETvlHr+H4865n5jT/0Tjrl9A17H2GO1Tkabaajnwt2G4Kw40h8OqfsyjZsm/yfzrKoxJHq0lIckkXPo8h9653jtsJiQkcwSxZ85s/kjXVCq+fpSqn17weH5UN5ac0SRd+yaG2HTPcyzdhxDB6qa8EQYL1l7jg/Zc8rr3aQ9jz11D5oGthKkOXJLcXN0lgCRLBL0D9B0xygovjZnBzYs/xqm5mwUgrYqRCek5jGtH6/7Sd2/GUbAFmrTEzC4bWS4bYum/qe96alOfJs9cH066lkt/fAu3rtHodjY1CRS8NPpikoOUmo9M6cIPU2/j1a1LWX0ojyijhat6DueCLgO8QmDHgwaXg5nLZjP/wHYkSULXdM7I6s1TI88PaOj8cnAvm8sLfboE21U3spAwCxmnrqLperMA57OjpjdXRPWOS6V3XOpxvY8QIY4noSqqEO1C13Vsu36hZvEbuGsOYc0ZS9S4G1CiOh7j/z2p+OYxKr6d5bcE/XCr/ajTrmmztN2+fz0Fj4/xybHx5AjdT8zpt5P3ly6odeXQ0sshJBASclQSkSOvIvbMO9ttUPmjbPZ9VP/4gq+op5Cw5Iwh456FXh/Xb5xL2ef34CrZA0IirN8UEi991itH6tB7t1C74gPv/CdJRo5IJPvJ7ciWSGy5ayh8aqJ/bS0hYUzrjat8P7rLjmS0EDXhj8RPexihtF9aQtd1bpj7AgsqinG38skYJYXreo3ggSGBPUI7q0p4dctSNpYXEG8O49peI5mSfYpPUnJr1MYacm9PQQ9QDWTKGkjWo2u9PmtwOfg6dzM7q4rJCI/hgq4D21WpdSLQdZ3hs5+isMG7d5AAcmKS+fHcP/l9JjOXzwnY2dgiG/hD71GUNNaQV1tBz5hkrus1MuSpCXFSEqqiCnFMCCGw5ozBmjPmP72UoLhrSgJ289WdjZR9MpOyz+7GlH4KiZe/iKXbCL/nVnz9N3Snr8SF7myk8runiDnjTjIeWMbBF8/HVbYfISvobifmrsNI/eNnx63EvfaXd/wrlusatj0rUBuqkcOOlMqGD5hK+ICpaE47QlZ85Avc1SXULnvXd0xNRbPVUPXTC0QMmY4xrQ9KTBquQ3u9DTg8ieUpN36AMa03mqMeyRR+VEnhTk3l56oyH+PGc8zNJ7vXBjVwcmKSeXHMxR2e1119EGQjBDBwXOX7Kair5Lv922h0Ozk1uRMjkjtzWTtCX/8J3ti2zMe4AU8K+57qUpYd3OtXkFINEn7UgWRrJPcMmnzU6/q1JJeXNi9md/UhEi0R3HDKaZzbqV8oTyfECSNk4IT4f4Wly1BqV36Abg8QOtI1UDUc+Rsp/Mdk0u9ZiMVPDpFt768E1HbWdVxluZhSe5I9awuOgq24qwoxJPc4apmHQGiB1MnxhKU0R72XgXOYQE0SbbuXeXTA/BhNurORyq8fpeqHZ/i/9u48Pqryevz455m5s2VfCEsChEhEdhEUF1SQTQQFcd8q1rWodWn7q2u1rVaqtVqX2n5xt1XrBoILKopV2RRQdtnXBAKBhKyzz/P7Y2IKZCYbyUxyOe9/MHNn5p65r5icPPc856A1KadfTaW7nJCnMnwrznCglCLryr/h6DYAAOsRzA5raMp3c/vTNMRI7QL1nPu1niN4feYTaK3xh4K4DDs9U7N4a9wNDda1tBYd8FP62d8o/expghXF2Dr0IGPifaScdhUv/bgg6usCOsQXO9dFTHDO6d6POdtWRyyE1mhGdG3+lO7X1i3ioe8+rt2dVlRdzm8XvMdXhRt54vSL4prkuAM+it2VdHAmkWBr/nwt0fa17b24QjRR0kkXY7G5om49Ppj2VVP81m8jHrM467mFFfRjdaXWfunoNoDEgee0eHID1BnueDBlT8RIa/x8nJX7Cpi2Yl79iYPWaE8F2ltJ2ZfTUYYDV/4pJA+7mg4XPkTeYxtJG3F9Uz5CVKl2J0lRpq8Djd4O3VTWxDQSB0+CCOMpFnfsy5sZx+INBvCFgmjCidj60iJ+Pf+dVomnIVprCp8+n/3v/4HggV0Q9OPfs5G9r97CvrfvpqShAasRpsIDjOrWm7yUDtgPm2DustqYmDeQ3OTmrUIe8Fbzh+8+qtPZuTrg58NtK1m2d0eUV7Yud8DHb+a/y4A3/sjo9//GgDf/yB1fv91qibSIP0lwhKlY7C663fsVtqw8lCMJVV+iAng2LkRH+AWQOvyG8KTxOhT2rv0x0mNTXJl5wR+jzxE7/0FUI4tV1+zfxYVz/o+3leuQCeH1CgUI7N9O9Y9fUrnkHXTQ36Kf26Is3D5oJK4IdTsuq43/N3hshFe1jE7X/BNHTl+Uo6aOxmKgbC7e7jsOd4Tr4wsFmVewvsFkojW41/0X9/pv6tSDaV8VBz5/hqwGtsWf33NQxMcNi5X3xt/EJccOwWm1YbNYSbW7uHXgCB4fdlGz452740eMKHVQnkCAdzYta/Z7N5fWmqs+e4mZW5bjCQaoDvjwBgPM3rqSSz95PuquMdG+yS0qYTr2LsfR49ENeDZ/i794K0XTr65TR1JLqYirPeljb6NyyTv4ijb8rxjXasdid9H5hpdbMfpDJRx3Bp1vfI09r9yEDvhQSqFDQTLOu4+0UVMbfoMajyydgzvgB6udv+eP5JZN83DVN3rhYKEg2uemZPbDJA4YVzs8tCVc2+c0iqsreH7t/NpBjsFQiHtOHMe43OgNA4+UNSGV7r9fgvvHeVStmYfFnkDy0Iso/OpdcFdEfI3dYqWw8gAZzsRWiyuSisVv1exejMTCNQ6Dae7IfWuyE1M5qZ7uwok2B38+bTIPnzKR6oCfJJu9wSLthlQHfFHrezSa8gi1ba1t2d4drNq/q05zSF8owKYDe1m4ezPDsvNjHpdoXZLgCFNSSuHKPwVX/imUffMy7rVfRHoWif3HRqwHsDgS6Hb/fMrmv0r5Vy8S8lWRePwE0s++A1t6Tut/gIMknziZpMET8WxdGi5k7jEESyOb2f1k/u7/DUj8uMvxFDlTmbJtIcdUFWMLBbHXM6jzJzrgo+y/03FOea7JnyEapRR3nziOXww4k8VFWzEsFk7r3DMmtRFKKRL6jiKh76jax7olpVMcJcHxBYNkJ6VGPNaawmNSoq0waC5McPFtUie+KtyItyZpVSjSHC4+mHBLo85hWKyk2Ftm6/rQTnnUaT9dI9Gwc1YzanvWlRbxbdFWEgw7o7v3aXQzx598vWsD7ih1V1UBH18WbpAEx4QkwRGm1/Hyv7Lj4dPRvqqa3v+AUihHEh0ufSzq6yx2F+kjf0H6yF/EKNLolMUasRi6sSxKETzod+QuZxrL0nPZmtgBQ2vG710LDa3ohIL497dO/USaI6FVV2wa6+YBw7nt67fqFEDbLFbOyM5nwa7N/G3FF2yvKCHdkcB1fYdxfb/Ta1efWkPS4IlULHk3as+llAFjebFzLxbs3sw7m5ZRHfAxplsfzss7PuLtv9bWJ6MzQzvl8u2ebYesmFiVhRS7i/Pyjm/0e7kDfm6c9y8WFW1FE+7Hc/eimdx/4nh+3jfyDshIHFYbhsUacfaYVSlc9cxFE+2X1OAI03N0G0D3BxaROOg8lOFA2ZwknjCJ3AcW48jpG+/wWowO+PFsXYpn2zL0YUvxI3J6oWr+qp5csIyXl77EFTsWM3H3CkYVr2s4uSE8csKZF7lzr1mc3b0vV/c+BafVqK0jSTTs5KV04Ni0jvx6wbtsOLAXbzBAUXU5f/3hc6bMfYVQEzo+N1Xi8ROwd+xZpyg6PFF+IvYux6GU4vTsfJ4681KeH/kzLjn2xLgkNz95cdTVjM/tj8NikGxz4LAanNixO7POvbnBuLTWVPq9eAJ+7l00k4VFW/AE/XgPqp15ZNkcFjQwsPRg5+T2xxJl44HNYjAhb0CTPp9oH6TRnxBx5CvaQMkH06haPRdlc5B6+hTSxt6ONaFpt0LKvnmZ4jd/UzsLShl2Ol75FCmnXg7ApgN7OffDv9OlZCdPLX8dZ2Prbw6iHEnkPbquSTu3miOkQ5R53STU/GKMh81lxczasoJKv5dhXXrSPzOb0959LOKAz0TDzvMjf8aZOce2WjxBdznFb/yKisVvAqCsNtJG/5LMyQ/W6XXUlpR6q9lZUUKWK5kuiQ1/T3+6fQ0PLfmYgspStA7PMw9FuT03rHNP3jrnhkbH8rvFs3lr4xKqA//b3eUybEzKG8Tjp1/Y6PcRbU+0Rn+S4AgRJ55ty9g5bWR4d4z+KTFxYmTk0P33Sxqd5FQsnUHR9CkRJrO7yL71HRIHngOEk5zlT19E3y0LMRo9hAGw2rA4k8m+bQYJx53R+Nc1kdaa59fM55mVX1JVs3V3XG4/HjplYty6BgdCQb7etYkPt65k9tYVeCIkOAAX5w/hyTMubvV4Qn4vIXcZ1sSMNp3YNMesLcv5zfz36mwvjybLmcQPl9/f6PfXWjNjy3L+vvJLCisP0CUxlakDhnNJ/hBpPtjOSSdjIdqYohevr1NXoQMeAiUFlM75Kx0ubNxU8X3v3FMnuQHQPjfFb99bm+Dkp3XEbgVPU5Ibw0HG+N+QOfF3TRrD0BwPL/mY19YvDu/2qvHxttX8ULyTeZPvxGXEtinbkj3buPaL1/CHgniDfvxR+skAEVd2WoPF5sBiM9+4hJAO8fvvPmx0cgPQqZ45YJEopbiw5wlc2LNx89JE+yc1OELEgb+0EH/RhojHdMBL2fxXGvU+IZ8bf/HWqMd9BasO6fPj6DYQLI38u8Zqx97xmHC/nVZObko8VbyybtEhyQ2EO/Hu91QyY/MPrXr+w+2truCqz16i1FtNpd9bb3KTaNgZ3wYKpNuzbeX7a1ftGiPBsHFD/9ZbTRTmIAmOEHGgvVX1JhqHTEOvh7LawgM+ox232Q/p85M++tbIyYrFiiUhDWU4sDhTUDYHiQPG0u3erxrdTPBILCzaEnUnUnXAzwdbV7V6DAd7fcO3EfvKHM5usdIlMZWzJcE5IhZlob5qCVX7r8Jl2Di7ez8mH9P43Vji6CS3qISIA1vWMSjDjo70R6uyNHqoqbIaJJ1wHpXLZtXW8dSyGCQPvfSQ+gJ7dm86Xf8ye57/OSgLOuBB2VwYqZ3oevc8LI5EAiU7MdKysSZ3OIJP2DTWBmogbM0Y5nkkvt+7I/ptJ60xdAiFZkxqOo9OmNqq28SPBrnJGWQ4EymMMDTUUIphXfJJdbhIsjm5OH8wJ3bMlboZ0aAjSnCUUn8BzgN8wGbg51rrut+hQohDKKtBhwv+QPFbd9UtDrY5yZz0QKPfK+vyJ3Cv/4agu7x2iKYyHFiSMulw8bQ6z08ZejGJ/cZQufQ9ghX7cOQOIqHfmNqJ4NbE9CP4ZM1zepd8AlFuAyUYdi7MHxzTeHIS07AqRTDCsoIr6OP2jXMZvm8jHU6+lLQmNp0TdSml+PNpk7lh3r/xHFSHY1WKVEcCT55xCR0T6h+7IsThjnQFZy5wj9Y6oJR6FLgHuOvIwxLC/NJG3YwOhdg/84Hw9u5QECMtm07XvVg7rbsxbJndyP3TKko/e5rKJW8DipRTryBt9K1YkzIivsaamEbq8OuOKH6tNYuKtvCfDUsp81UzPKcXF+cPIbkZE7eT7U7uGjyWx77/7JBCU4fVoGdqFuNz+x9RrE31s96n8O7mHwhGKHo1dIiRxesxtEbZI80rEw3xBPx8tH01X+z8EZdh56L8wYzI6cXrY69l2rJP+KF4JzaLlQk9+nP3kHGS3IhmabFt4kqpycBFWusrG3qubBMX4n90wI+vaD3K5sTWsWe7WHrXWnPHN28zZ/sa3AEfmnBPEZfVzqxzp5KX0rzbWx9vW81ff5jL5rJiku1Orug1lDsGjYz5DiqAp1d8ydMrvsDn9xGyWLAH/Vi1ZtrqdxlYVohyJJJz5weNvp0owordFUz88DlKPFVUBXwowGXYGZHTi3+MuAJrjG9Hivav1fvgKKU+AN7SWv87yvEbgRsBunfvPmT79u0tcl4hROx9uHUlv5r/bp2RBhYUfTO68Mmk2+IUWctavb+Q5z/9JzuLNtG7rIDzdq8g01eFsieQ0H8M2b98r8kJaTAUwqJUu0hkW8PVc1/m68KNdYq4EwwbDw49lyuPa/5IEnF0anYfHKXU50DnCIfu01rPqnnOfUAAeD3a+2itpwPTIbyC08i4hRBt0AtrF9RJbiDcdXZTWTHbyvfTIyUzDpE1nTcYYO6OtWyvKCE3OYOx3ftir2mi1z8zh6eueIiKZTMpmf0nfBaFkXUMaWNvJ23U1CYlKV8WrGfa0jn8WFqEYbEyrns/fjd0AtmN6PBrFqWeKubv2hRxh1p1wM/zaxZIgiNaTIMJjtZ6dH3HlVJTgHOBUToebZGFEDG3p7o86jG7xUqxu6JdJDgr9xVwxWcvEgiFcAf8uKw2DOtM3hh7HQM7dK19XvKQySQPmdzs83y0dRW3f/N2bQGtPxTk4+2rWFi0mc/Pv4Ms19FRY7LfU4XNYsUXYeglwD5P5EnuQjTHEd3sVEqNI1xUPFFrXbeVqhDClPpn5tQO7zycNxSgZ2pWjCNqOnfAx2WfvsABr5tKv5egDlEZ8HLA6+byT1/EHWGFqjlCOsR9i2cdsjsIIKg1FT4P01d/0yLnaQ+yE9Mi7kz7SX4rf9+UeKq4Z+FMjvv3g+S+ci/jZz/DV4WRG26K9u9Iq7meBZKBuUqp5Uqpf7ZATEKINiZYVUrZVy9Q8uGjVK2eyy39z4w4CNNhNTinez8ynIlxiLJpPty6KuqtRK2/AAARqUlEQVTW9EAoyEfbmt9c0BcM8H3xDlbsK2BdSVHE23kAvlCQD7aubPZ52psEm52L8wfjjPC94zJs3Hb8qFY7d7nPwzmzn+E/G5dQVZPQrtxfyHVf/ItZW1a02nlF/BzRNnGtdX5LBSKEaJvKF73JnpduAIsF7feg7C5S07J57Mp/cNfyL7AqCyGtCekQp3buyV/ayWTmjWV7oyYeVQEfGw/sbdb7vrZuMY8snVP7tQVFsJ6uyEfbff3fn3wee6or+HrXBkBhUeHr85sTxjCy63Gtdt5X1y1in6eyztgNT9DPfYveZ0KP/hjSsNFUpJOxEIcJVpdRvuBfeDYvxsjoSuqZ12Lv3CveYcWFt3ANe16+Ae131z6mPZX4925myHt3seK+b5hXuJ4qv5chWd3JT2s/gyC7JqXjMmx15l9BeDWha1LTGx7O2Pw9D333UaOHRoZ7vTS+55EZOKwGL42+mk0H9rKwaAtOq8GYbn1Ib+VVv5mbf4janTqgQ6zav4sTsrq1agwitiTBEeIg3h0r2PnnkeigPzwvymrjwNxnyLzwT2SMuyPe4cVc6adPoSOtcoSC+HatxbpnA+e201/Qk/KO5+ElH0c8plBMOmYQEN7W/famZby0dgH7PVUMyMzmtuNHMqRj7iGv0Vrz52WfRU1uFAp90HqNBUWSzcEv+p/ZQp+ofclP6xjThDhYz8BUCNdKCXORjkpC1NChEAVPnkuo+kA4uQEI+tF+D/tn3I9n+/L4BhgHvoJVEGXHC1YD3+71sQ2oBaU6XEwfeRUuq622JsRpNXAZNqaPvIoUu5OQDnHdF6/xwLez+bG0iL3uCuYVrOeyT15g5mETzst9Hord0XcBKaBXWicsKAyLhXG5/fhk4m3SpTdGxvcYgL2eW1D9M3NiGI2IBVnBEaKGe/3XhKL8gtIBHwe+eI7O106PcVTxZeuUj2frUoj0120oiK1Dbt3H25EROb1YfMldvL1xGZvLiumZmsUlxw4h05kEwLyC9Sws2nLIbSwNuIN+7lo4k3G5/XHVTGd3WI1DVmgO57LZmTf5TnzBAIbFgqWeKfCi5V3fbxivr/+OMl/1ITu5XIaNu4ecHbFoXrRv8n+YEDUCpQVELfkMBfEXb4lpPG1B+pjbULYIs6WUwkjPwdFjSOyDamGZziSmDhjO46dfxNQBw2uTG4D/bFgatRDZohTzd22s/dpp2BiefSyWCM3/bBYLF9Tc8rJbDUlu4iDTmcTHE29lZNfe2CwWbBYr2Ylp/PnUyVzT57R4hydagaSsQtSwd+kN0Xp0GHacubGdaN0WOI85iczJf2D/jN+FB4IG/ShHEha7i5w7Zpl+3ECF3xP1mNaaqsOSn4dPmcT4D56lyu/DFwoXtDqsBpnOJH4zeEyLx3fAW83j38/l3c3f4w746Z3embuGnN2qu5Has65J6bw8egqegB9vMECK3Wn67+GjmSQ4QtRw9BiCrWNPfIVrIXTobgtlMUgbNTVOkYUFqw5QuWwGwapSnMechKvXGTH54Zxxzq9IGjKJ8vmvESzbgzP/FJJPvhTLUTBJe1TX3ny/d0fEwuGADnFSxx6HPNYtOYN5k+/khTUL+Hj7aqxKcUHPE5jS+1RSHS17vSr9XiZ88Cy7qsrw19RJrSnZxU3z/s20087novz2v7rWWpyGDWfNrUVhXi02bLMpZJq4aKv8pYUUPDqGQGkhOuhDGXbQmi5T3yRp0IS4xVW24N/sfeUX4V40AR/KcGDLyqPrb+dipLT9rsHtVZnXzRnvPc4BbzWhg25fOq02zu7el7+PuDxusU1f/Q2Pff9ZnQ7JAMk2Jysuv792ppYQZtbsYZtCHE1s6Tn0mLYG97r/4t2xEmtKFkmDJ2FxxK8zr3fHCva+OvXQXjRBP77d69j97MV0u/e/cYvN7FIdLmafezO//Oo/rC3djc1ixR8KcnH+YP5w8nlxje29zd9HTG4ANJrl+woY2qlHbIMSog2RBEeIwyilSOhzFgl9zop3KACUfPIEOlItSNCPZ+sSfEUbsXc+NvaBHSV6pGTywXm3sKvyACXeKnKTM0m2Ryi8jrH6uiOrBo4LcTSQUn4h2jjvzlWRt2kDynDg27Mx4jHRsrKT0uifmdMmkhuACT0GRN3aHNSaQR2kK684ukmCI0QbZ+uYB1Emd+ugH1tG19gGdHgMWlO+4DW23T+ITbdkseOPp1L5w+y4xnQ0uKb3qSTbnFgPKzR3GTZ+dcLo2v48QhytJMERoo1LH3s7KtKOJWXBlpWHo9vAiK/TWlO97itKP/0b5QteI+gub5X49rx4PXtevRVfwSpCVSV4tnzH7n9cyb5ZD7XK+URYujORj8+7lVFd+9T2demckMLDJ088asc/CHEw2UUlRDuw7/0/UvrRY+igH0KBcC8aRwLd7p+PvWPPOs8PlO2h4LEx+PdtQwf8NbvBQnS64RVSTmq5ad+erUvZOe0stK+6zjFlOMj7yyaM9OwWO5+IzBPw4wn6SbW7pK+LOOrILioh2rEO5z9AytBLKJv/KsHyvbiOO6PeXjS7njo/PCeqpp+PDoYb0u15/hqcOf2wZ/dukbjKF70ZuQAaQFmoXPY+aaNvbpFzieikr4sQdUmCI0Q7Yc/uTdYl0xp8nrdwDd6C1XWaFUJ4plbp3KfpNOW5FolJe6uiFkDrUIDQQVvbW5vWGl/BKgJlRdiz+8a9NkkIEV+S4AhhMr5d6yBag7dQAO+OlpuKnjDwbMoXv4n2VtY5pqw2EnoPb7Fz1cdbuIZdz1xEoLQQZTHQAS8J/cbQ5aZ/YXHJtG4hjkZSZCyEyRgZXaGmdX8dyoIt65gmv2fI56Hi27comfNXKpd/iA6GV4eSBp0XPp/10NsjyubE2fNknHl1bou3uGBVKTv/NBx/0Ua0t4qQuwzt91C9+jMKn7mg1c8vhGibZAVHCJNxHjMUI6UT/uKtHD4dXdmcpI35ZZPez71hPoVPTkTrENrvwWJzohxJdLvrc+zZvel+39cUvXgD1as+QRl2dNBP8smX0vFnz7bgp4qu7JuX0QEvh39WHfBSsX4+50z/JTuTOjCmWx/uGDSK3OTMmMQlhIgvSXCEMBmlFNl3zmbnI8PRfk+4TsZioKwGGRPvw9Xz5Ea/V7CqlIInJqA9/7sFFQr6wVPJzkdHc8wT27AmZZJz+wyClSUEyoowMrpidaW0xkeLqHrtvIi7uAD8WpOzfwurbInM2PwDn2xfywfn3kx+WseYxScab091OX/5fi4fbF2BLxRkSFZ37jlxHEM65sY7NNEOSYIjRBz5ijZQve6/WGxOEo8/F2tSRou8ryO7D8c8voXyRW/g3rgQI7UTqWf8vMm7p8rnvwahSEXEmpC3kqqVc0g6ITyTyZqU0WLxN4U1OYtwI8S6LS9CSlFhhDsPB7Wm0u/hwe8+4PWx18U2SNGgfe5Kxs1+hhJPVe2YicV7tnLZJy/w4qirOTNHxpGIppEER4g40AEfu/5xBdUr54BSoKwQmkqHCx8mfdydLXIOizOJtLNuJO2sG5v9Ht6dK6Oujmi/O7wV/YT4Dp1MG34dlUvejdyLB813GXm1X2tgwa7N+IIBmbTdxjy36isOeKvrzNByB/3ctXAGCy/6rfT4EU0iRcZCxMHeN39N9cpPwreQfG60txLt97BvxgNUrZwT7/Bq2Tr2BMMR8ZiyucIFxnHmPHYYKaddhTpo4nsAhcdiMK33BPyWQxMZjSYYhwanon6zt67AH6U4fp+7ku0VJTGOSLR3kuAIEWMhbxXl37yMjtAjRvuq2T/r4ThEFVnKGVNQKvKPCaUUSYMnxTiiyHF0nPIcXaa+QUK/Mdiz+/JD7kncPPgqFnSoe1sjP7WjzGlqg+qdjq6UTEcXTSYJjhAxFigpAIs16nFf0foYRlM/W3oOna57AWVz1a7kKLsL5Ugi+45ZUTspx5pSiqRB59L1/31Cj0dWkT/1Dfak1B0R4bTa+N3QCXGIUDRkdLc+WKMk0wmGnbwU2f0mmkZuQgsRY9bkLAj46znetnb4pJxyGa7jzqD865fx7d2Mo9sAUk+fgjWp7f7COblzHi+Oupp7F73P7uoyFJDpTOLhUyYyIqdXvMMTEdw28Cw+3LqSSr/3kHJxp9XGg0MnYImS/AgRjQzbFCIOCp6YQPXqz+uMU1D2BLIue5y0kTfFKTJz0Vqzu6oMDWQnpkqRahu38cBe7lv0Pt/t2YZSis4JKdx/4ngm5A2Id2iiDYs2bFMSHCHiIFC2hx0PnUqwYn/NmAOFciSQ0G802be+g6rnFpYQZlft9+ENBUiT6eiiEWSauBBtiJHaiR6PrKVyydtULv8IiyOJlGFX4eo9Qn6gi6Negs1OAvZ4hyHaOUlwhIgTi91JyrCrSRl2dbxDEUII05GqLSGEEEKYjiQ4QgghhDAdSXCEEEIIYTqS4AghhBDCdCTBEUIIIYTpSIIjhBBCCNORBEcIIYQQpiMJjhBCNIM/FKSouhx3wBfvUIQQEUijPyGEaIJgKMSTy7/ghbXzCYRChHSIsd378sip55PhTIx3eEKIGrKCI4QQTXDXwhn83+qvqfR78QT9+EJBPt2xlokfPoenninxQojYkgRHCCEaqbDyADO3LMcdPDSR8YeC7HVX8OG2lXGKTAhxOElwhBCikRbu3oxVRf6xWR3w8fH21TGOSAgRjSQ4QgjRSIbFSn2z3u0WKWsUoq2QBEcIIRppRNdeBHQo4rEEw86FPU+IcURCiGgkwRFCiEZKdyTwq0GjcVlthzzutNoY2CGHkV17xykyIcThZD1VCCGa4JaBI8hL6cCTyz9nS/k+0hwJXNP7VG7qfwZWi/zNKERbIQmOEEI00fge/Rnfo3+8wxBC1EP+3BBCCCGE6UiCI4QQQgjTkQRHCCGEEKYjCY4QQgghTEcSHCGEEEKYjiQ4QgghhDAdSXCEEEIIYTqS4AghhBDCdCTBEUIIIYTpSIIjhBBCCNORBEcIIYQQpiMJjhBCCCFMRxIcIYQQQpiOJDhCCCGEMB1JcIQQQghhOpLgCCGEEMJ0JMERQgghhOlIgiOEEEII05EERwghhBCmo7TWsT+pUsXA9pif2Pw6APviHcRRRK537Mi1jh251rEj17pl5Gqtsw5/MC4JjmgdSqmlWusT4x3H0UKud+zItY4dudaxI9e6dcktKiGEEEKYjiQ4QgghhDAdSXDMZXq8AzjKyPWOHbnWsSPXOnbkWrciqcERQgghhOnICo4QQgghTEcSHCGEEEKYjiQ4JqOU+otSap1SaqVSaqZSKi3eMZmVUupipdQapVRIKSVbPVuBUmqcUmq9UmqTUurueMdjZkqpl5RSe5VSq+Mdi9kppboppb5USv1Y8zPk9njHZEaS4JjPXKC/1nogsAG4J87xmNlq4ALg63gHYkZKKSvwd+AcoC9wuVKqb3yjMrVXgHHxDuIoEQB+rbXuA5wC3CLf2y1PEhyT0Vp/prUO1Hy5GOgaz3jMTGv9o9Z6fbzjMLGhwCat9RattQ/4DzApzjGZltb6a6Ak3nEcDbTWu7XW39f8dwXwI5AT36jMRxIcc7sWmBPvIIRophxg50FfFyC/BITJKKV6ACcA38Y3EvMx4h2AaDql1OdA5wiH7tNaz6p5zn2El0Ffj2VsZtOYay1ajYrwmPS1EKahlEoC3gPu0FqXxzses5EEpx3SWo+u77hSagpwLjBKS6OjI9LQtRatqgDodtDXXYFdcYpFiBallLIRTm5e11rPiHc8ZiS3qExGKTUOuAuYqLWujnc8QhyBJcCxSqk8pZQduAyYHeeYhDhiSikFvAj8qLV+It7xmJUkOObzLJAMzFVKLVdK/TPeAZmVUmqyUqoAOBX4SCn1abxjMpOaYvlbgU8JF2G+rbVeE9+ozEsp9SawCDhOKVWglLou3jGZ2DDgZ8DImp/Ty5VS4+MdlNnIqAYhhBBCmI6s4AghhBDCdCTBEUIIIYTpSIIjhBBCCNORBEcIIYQQpiMJjhBCCCFMRxIcIYQQQpiOJDhCCCGEMJ3/DzLYUrA1KwOTAAAAAElFTkSuQmCC\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Creation of sample blobs / gaussians\n", "sample = 20000\n", "X, y = generate_gaussian_parity(sample, cluster_std=0.5)\n", "# Plotting Gaussians created by the function\n", "plot_gaussians(X, y)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Estimation of Bayes' Error (Analytically)\n", "#### NOTE: Here, the Gaussians are generated randomly, and hence, the value is not exactly what the actual Bayes' error of the problem is. Instead, the actual estimate can be computed numerically. However, for a complete understanding, the analytical steps are presented here. \n", "\n", "$C_{0}$ is class 0, $C_{1}$ is class 1, and $x$ is the current point
\n", "Then,
\n", "$$ p(x | C_{0}) = \\mathcal{N}(\\mu_{1}, \\Sigma_{1}) + \\mathcal{N}(\\mu_{3}, \\Sigma_{3})$$\n", "$$ p(x | C_{1}) = \\mathcal{N}(\\mu_{2}, \\Sigma_{2}) + \\mathcal{N}(\\mu_{4}, \\Sigma_{4})$$\n", "\n", "If $p(x | C_{0}) > p(x | C_{1})$, then assign x to class 0,
\n", "Else, assign x to class 1 \n", "
\n", "\n", "Then, by Bayes' Theorem
\n", "$$ p(C_{i} | x) = \\frac{p(x | C_{i}) * p(C_{i})}{p(x)} $$\n", "\n", "\n", "The whole decision space is then divided into regions $R_{i}$ such that if $x$ $\\epsilon$ $R_{i}$, it implies that $x$ $\\epsilon$ $C_{i}$\n", "\n", "Bayes' Error = Integrate Probability of Incorrect Decision over all the Decision Regions \n", "\n", "        \n", " = $P$($x$ $\\epsilon$ $R_{0}$ | $C_{1}$) * $P(C_{1})$ + $P$($x$ $\\epsilon$ $R_{1}$ | $C_{0}$) * $P(C_{0})$\n", "\n", "        \n", " = $\\int_{R_{0}}$ $p(x | C_{1})$ * $p(C_{1})$ $dx$ + $\\int_{R_{1}}$ $p(x | C_{0})$ * $p(C_{0})$ $dx$ \n", "\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Estimation of Bayes' Error (Numerically) \n", "A grid is constructed over the entire space from -1 to 1 along the X and Y-axes (in steps of 0.006)\n" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "p = np.arange(-1, 1, step=0.006)\n", "q = np.arange(-1, 1, step=0.006)\n", "xx, yy = np.meshgrid(p, q)\n", "grid_samples = np.concatenate((xx.reshape(-1, 1), yy.reshape(-1, 1)), axis=1)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Calculation of Probability Density Function\n", "The Gaussian Parity Problem, as defined for our experiments, has two input variables (x1 & x2) and is a multivariate normal distribution. The probability density function for all 4 defined Gaussians is calculated i.e. for 1st gaussian of class 0 (g01), 2nd gaussian of class 0 (g02), 1st gaussian of class 1 (g11) and 2nd gaussian of class 1 (g12) \n", "\n", "### Assignment of Probability Density Function\n", "At each stage, the current data point is assigned to the class with the highest probability at that point which corresponds to the maximum probability density function at that point. The error possible at this point is the maximum probability density function of the incorrect class. \n", "E.g. if point A is assigned to class 1 (because class 1 has the highest probability density function), the error inherently associated with this point is the maximum probability density function of the guassians belonging to class 0, as this would indicate an error. \n", "\n", "### Calculation of Error in Probability Density Function\n", "In the way these functions were defined, the gaussians are created independently. Thus, although the overall probability density functions of each class is given as a summation of the individual gaussians, due to the way the simulation is generated, all 4 gaussians are independent of each other. In each quadrant, all 4 gaussians are active, and classes are assigned according to the class of the selected gaussian. Effectively, the probability density function estimated at each point is then due to an inidividual gaussian, and not their summation. \n", "\n", "### Calculation of Probability of Error at Each Point\n", "Once the probability density function of the incorrect class is found (which corresponds to the probability density function of the error), the probability of an error occurring can be estimated: \n", "\n", "$$ \\text{Error at a Point} = \\frac{\\text{Probability Density Function Value of Incorrect Class}}{\\text{Summation of All Probability Density Function Values}} $$\n", "\n", "### Calculation of Bayes' Error \n", "This Error is calculated for all points in the meshgrid. The average error found is the value of the Bayes' Error for the current problem. " ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Overall Bayes' Probability of Error: 0.2671959038669435\n" ] } ], "source": [ "errors = []\n", "correct_class = 0\n", "for i in range(grid_samples.shape[0]):\n", " coorx = grid_samples[i][0]\n", " coory = grid_samples[i][1]\n", "\n", " x = grid_samples[i]\n", "\n", " if (coorx >= 0 and coory >= 0) or (coorx <= 0 and coory <= 0):\n", " true_class = 1\n", " else:\n", " true_class = 0\n", "\n", " cov_scale = 0.5\n", "\n", " mu01 = np.array([-0.5, 0.5])\n", " mu02 = np.array([0.5, -0.5])\n", " mu11 = np.array([0.5, 0.5])\n", " mu12 = np.array([-0.5, -0.5])\n", "\n", " prob_g01 = scipy.stats.multivariate_normal(mu01, cov_scale).pdf(x)\n", " prob_g02 = scipy.stats.multivariate_normal(mu02, cov_scale).pdf(x)\n", " prob_g11 = scipy.stats.multivariate_normal(mu11, cov_scale).pdf(x)\n", " prob_g12 = scipy.stats.multivariate_normal(mu12, cov_scale).pdf(x)\n", "\n", " all_prob = [prob_g01, prob_g02, prob_g11, prob_g12]\n", "\n", " if np.argmax(all_prob) == 3 or np.argmax(all_prob) == 2:\n", " predicted_class = 1\n", " errors.append(max(prob_g01, prob_g02) / (np.sum(all_prob)))\n", " else:\n", " predicted_class = 0\n", " errors.append(max(prob_g11, prob_g12) / (np.sum(all_prob)))\n", "\n", " if predicted_class != true_class:\n", " print(\"Mismatch!\")\n", " print(\"Predicted: \", predicted_class, \"True: \", true_class)\n", "\n", "error = np.sum(errors) / len(errors)\n", "print(\"Overall Bayes' Probability of Error: \", error)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### RESULT: Bayes' Error for Gaussian Parity Problem is estimated as 0.267" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.8.5" } }, "nbformat": 4, "nbformat_minor": 5 }