{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "___\n", "\n", "\n", "___\n", "
Copyright by Pierian Data Inc.
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For more information, visit us at www.pieriandata.com
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# KNN - K Nearest Neighbors - Classification\n", "\n", "To understand KNN for classification, we'll work with a simple dataset representing gene expression levels. Gene expression levels are calculated by the ratio between the expression of the target gene (i.e., the gene of interest) and the expression of one or more reference genes (often household genes). This dataset is synthetic and specifically designed to show some of the strengths and limitations of using KNN for Classification.\n", "\n", "\n", "More info on gene expression: https://www.sciencedirect.com/topics/biochemistry-genetics-and-molecular-biology/gene-expression-level\n", "\n", "## Imports" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "import seaborn as sns" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Data" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "df = pd.read_csv('../DATA/gene_expression.csv')" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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Gene OneGene TwoCancer Present
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" ], "text/plain": [ " Gene One Gene Two Cancer Present\n", "0 4.3 3.9 1\n", "1 2.5 6.3 0\n", "2 5.7 3.9 1\n", "3 6.1 6.2 0\n", "4 7.4 3.4 1" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.head()" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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ZTOSp81j5whWdvGN5/R98vd27d9PR0UFbWxsAN998M/fee28l8Fc4dzAbJN61ooElDR6i2SLVLgsdAceLHiIKgoDXbmQ8fvr4K13lPxePzcQnL2ijN5QhV5Rp8FlprdJ1+96zpIy8NuMZczw5neJ7T/YhKxoNXgv/u3WIWLZEtcvCcCTHkYkEf3VFF97n7C40TeOeg5Ns7dWrbg+OJfhZZoRrl9RxYirNiak0ZVXlwvlBtvSG+c3e8bnnHhxN8PnL5tP1MoO22SBhNUpkiqenqaymV28VUOEP454DE3zpd0fm5MsTiTxf+t0RgD84+E9MTNDY2Dj3dUNDA7t27Xr1k32NqeT43+aYjRKL6t1cOD9IV43rrKmd53NRVxDDc4zLumqcVDnM/G7/OHuGYuT/gHaKTouRlc1eNs4PUOOysHsoxu/2j9P0vMNlgyhw0VnkpcemUsiKfl7hspo4Ppkikikhz8pTp5NFhp7n6T+dLLC9/5QUNZErk8iVSeZKTKcKZIoyT/bMkMqVefz46UZesqpxdDL5sn8+j93E1YtrSRbKTCULhDNFHGaJ7kqO/03jnx85eYYLbL6s8M+PvPFtFd9oKiv+Cq+YpQ0ePn/ZfE5Mp7GbJJ44McN9Byfnvn/NklreuaLhD7q2pmn8/sgUvz8yDYDZILJxXhVOixFJFOiuddJZc5ZV9gsUC2sv8pDnf62oGtmiQr6sEkoWCAlQ57Ggzf7v1WI1iqxr9RPPlbAYJaqc5opE801k8iyighcbfznU19ef1r1rfHyc+vo/PHX0elEJ/G9DYtkS/TNpFBWafFaShTLRjJ4Waauyv6xVf1eti65aF7sGo4TTp+vTHzsWYm2b/wxny5KsMhjJMJMuEnSaaatyYHqeHcFkosCjx0OnPWcmVaTKYabKacZnP3ttQHeti0eOTiOrGul8mTVtPmrdVkRBwGIUKckqbVW633quJNMXypAvyyxt9LBvJI4AmI0iDrPEnFmQBvOrXdjNBi7pruaOnSPkSgqiKOCyGM7aQeyFSGRL/Hb/BJmijCQKqKrGUCRLZ7WTmor9wptCncd6VkXZSzmyvhirV6+mr6+PoaEh6uvr+eUvf/ma9cl9LakE/rcZE/Ec39/cTyhZRNU08iWF9R1+Do0lEQR414oGrlxU87JXos/aBT+XkqJSeN4WWlZUfn9kkvsPndLrX7e0luuW1iM9J21UlJW5lA3AgnoXT/aE2DYYocpuxmMz8bmL2+fOAJ6lu9bFZy/u4OneMIWSTGvQz692j5IqyNhNBt53XiN2s4F0ocwdu0bYM6QfUrQH7GzqDDAYztLotdJZ4+Tpk2G6a10sa/SQypdQNI0mn5XlTR4OjCZwWgysafMRcLz8c42CrJCffa+U5ziv5f6AtFiF14YvXNF5Wo4fwGqU+MIVnX/wNQ0GA//xH//BFVdcgaIofPSjH2XhwoWvxXRfUyqB/23GzqEYoaS+Qs+VFAZmMgScZtxWA8m8zD0HJ1hU76LR9+LdiJ6lpcqGQRJOC9ZtATu1Hn0VKysqY/Ec4XSRR45O013jRBMEBE2jZzJFncdKwGmm3m3hZChNuiCzusXLvpE4ZoPETKqIxSixusWHQRKJZ0tsPhk+I/ADLKxz47IYiWaL/GDzALVuK7Wzi/Jn+iKsb68iXSizeyhOoaygqBonQmnC6QKfvaiDiUSBn+4YocphwucwMRjOcP3yevpDafaNxBkKZ2mpslMsqzzTF6XRa+fSBS+9Wp9M5EnkSlyyQFdQPRv4BUFXVr0UmqYxHs+RKynUuq24rC8s/5xK5knmygScp9cRVDiTZw9wX0tVD8DVV1/N1Vdf/VpM8XWjEvjfZjzXR6Y8W6w1FsuxtNFDMi8jKxqJXJlG38u7XmuVg09e0M7d+8eJZkt01Th5x/J6rEYDyVyJ3+wbZ+dglIV1Lmo9Vu49NEm+pHDlohpC6QL7Hj5JR8CO22bi8ePTJPMy3XVOrlhQQ+9MBqtJwmU1zSlqljS6afRZz/CtyRRkfndgnK29YeZVOzkxnabRa8M2q5rRgFiuRCJXYiZVIJQqoAEem5ETU2mafFNEcyU2dPg5NJZAM4is6/Dzu33j5MsKU4k81yyto3c6TXHWb2c69eK5YFlRebwnxL0HJynJKhajxCXdQZ7pi2AzGbhuWS1dZzuveA7Pt7PwO8x8bEPrGf2HVVVjc2+Y3+4doyCrOMwGPrS+hZXN3pf3i3yb8o7l9a860L8VqQT+txndtU6OTuhqFLNBBAE6a5zEsrolgtUk6SmRfBnni6wsAeLZEgiwstlLd62TbEHBazciCgLhdIG+6Qy7B2NoGgSdFn62/SQlRaXeY2EikWfHYJQl9W7cNhM/3jZEnVvPrfZMprGZDHzlmm4ePDLF4ef0wT08lmRZ46k6A1VVGY1lmUwWeaYvQr6sUFY0JEEglCrQ7LchCgKSKFDjslAoK0zP+g9ZTfqOotFnxWMzkinK7BuJ86kL2zBJEt95rBdZ1TBIIipw9/4JrltaS8+UbmfR4n/x1fpAOMtde8fnjoULZYXdQzH++kpdVuqwvPSfX89U+jQ7i2imyC93j/I3V3We1gB+OJrll7tG5zqBZYoyP90+RLPPSpWzcoZQ4XQqgf9txnktfgbDWfaPxLGa9EPLWqeFI5NJjJLIho4qvvdEHwZJ4OoldWzoqML4vMPeVL7MY8enefpkGEEQuHRBkIu7ggRcZiYTee47OMnh8QSZoszyJg/DkSzTyQJum5GZdJEGn42T0xlMkoiiMef7X5AVJFFAUTX2DcfJlhSmUwVcVuNcn1mHxcB4PI+mafSHMty5e5Sne2fw2c0sbXTz1IkZjk+meOeKep48EUZWNVwWiZtWNdLstzEUyXD9sjoePjKNQRJo8etFbD96Zpgqp4mLOoOE00UcFiPysykZ9F7AY7EciqrbWZw/L8DSRs+LvtdTyfwZWqBErkyhrLysoA8wmTxzVzEayxFJl2jwnbrGVLJwRvvHbFEhlC5WAn+FM6gE/rcZPoeJj29sY3xRDkXVaPTZSORKXJGroTeU5uEj03POnLfvGMFjNbK86fR0wY6B6JzcEuCeA5M4LUY2dFTx233jHJxdoceyJX65a4z3rWlE1aBYVmny2bCbJOZXOzgykcQoCdhM+sfQJIlzB20tVXb8dhPzq10MR3L6uKav0rtrnWiaxh27R3jg8BRmg0gyX+LH24Z514p67j04ya/2jvHBtS1cvaiGKqeZmtndhNNiJJou8q6VDdR6LPSFMty2fZi2gJ10XubOXaP847uX4LWaEDgl+bQZJTqrnVy6IMh7VzfS4LW+pPrpbEVtVqOE+yV2Ui91Da/deEae32c/85omScTzCl6rwtuHSuB/G2IyiKf1ga1xWzEbJH7wVP9c0H+WvpnMaYFfVTW29IWZThUIp4sIAlQ5zDx4ZJJwusCjx6fx2EyYJBG3zUgiXyZVUIjnily1uIajkylyJZVljR4SuTKhVBGfLc+F8wOcmE6RKcq0+O3csKyOv7nrMBvnB7AYRMTZ1I7bamRTZ4CRaI7t/VFsJt1OwWqSsJsMFEoqgoDeAF3V8NhMc0EfoKtGl6HuHYljkAQi2SKbOoP0h9LUe61snF9FvqTQUmXnikU1PHxUv8EJwDtW1LOiSU8zHZ9MsvlkmEimyIaOKqLZEscmk3TVuLCZJB49Nk3QZWZ+tZOeqRSSKCAK8K5VDQRfgXxzQa2LpY0eDs3eTA2SwE0rG88I/G1VjtPsNwQB3rGijnrvC7urVnj7Ugn8FQD9ZmC3GMiW9HSLOtv71m46/SMizkove0Oz7QU1mEkXWdPqYzpZJFuQyZUUmnw2LAaJtio7C+tc1LstNPptpIsy4UyRXFHGaBBI52VUDQRB45KuIEVZJVuS+f5T/ciKxuHxJJcuCHJRVzVOq5GOgIOA08xMMo/TYmBoIouIgM2kYhAFWqps3LCkDg04OpHCbj7dEsFhMfDh81tY31FFSZYZjmbZfHIGVYPReJ7BcJZN84OYDCLXL6tjUb2LcKZEjdNCW8COIAgMhDN878l+SrJKtcvCL3aPMp7IU+e2YjFK/HznCAGHmcygTGuVjQ+tb8FjM1HnsdL6EucCz8dlNfLRDS0MzGRIF2QavTaaz6IEMht1+41ljR4i2RI1szUZFSqcjUrg/yNlOpnnyESSeK5MW5WdxfXuOW/7s2E3G7h+WR07+6PEciWMkoTfYWRJw+mqE1VVqXGZMRn0oigNsBokvDYT+ZLMZQtr+O3+cQqyis9q5KpFNcSyRaaTeUqKSjRXYiKeQ1Y0PDYjU4kiaBqLG9yEUkVkVZ1t4mJiIJxFFAUeOhZiZYuPyxfWcHgszr0HJ4hmilyzpBajQWDfSAKjJOK0GBiJ5tgxEEUU4ctXd+M9S8GXzWRgaaOHyUSe4UgWp8VISVZn004Sg5EskWyRFp+dbKnMdLKo21a7LbisIien03OdtKocJh49No0oCiysdXFgNKG/L7M5oqFIjid6ZvjuzcvPmMdIJMvRyRRFWWF+0MGCOvfcjfW5OMxGlja+tDrHbJRY8AJFZWOxLEcnUuRKMh1BJwvrXp49R4VXzkc/+lEeeOABgsEgR48efbOnc1Yqgf+PkHC6wPee7J9TrwDcuKKea5fUvejzZFljx2CUTElBEgTqvRauW3qm1K0/nOGGpXUUZRVV1UCAgZkMfoeJdEHmlvOaCLosVLvMfPPBHjIFmdYqO9v6I0SyJfKz1a/1HislWWFDRxU/2DxAKF3EZzcyES/wvvOaGIvlSRVkDJKKomgMhNL848Mn2D4QwyiJiCJ8YE0zK5v11obLGjzMZIq622eti3Uv0dIQoFBWCacLaBpUOc0MRbOMRrMMhLOMJ/Jct6SWw+O6Cmpdm58PrW950eudte7tLGNDkQzfebSX7GxR1+8F+PjGNta2+V9yzq+UsViWf3usl1T+2WKxaT68voUL5v9hfZErvDi33norn/vc5/jQhz70Zk/lBakE/j8iphJ5BiNZQqkCo7Ecpues6B46MsWaFj8B19mLerJFmQePTOG0GHFa9PxxWdY4Mp6k6Tl2xqIocnlXNamiTKpQRhD0VbKiamzpjeCzm+iodpIvKYRSev774aPTtAbs3H9okqDTgt1sIJotsn80zk0rGwABt82k20EDYhts6Q2zYV6A3x+Zosphptpt5sB4gu0Duk2zrKoYBZGfbh/mK9d28/RUmlCqyF9d3kl70EG+JLN3OMZ4PEeNy8qKJjeOWafPcDrPwbEkVoNIW8BOMl8GAYyiiN9uQtY0siUZh0mirKgsrHMhiQK5ksxv9o5hkASuXVLDA4eniaSLrGz2MBbPE8+VWdHkwWs34bGaUBQVp0XfXWzpnaHWbaU94EAUBQ6OJQm4zAQRkFWVBo+VsWiW4UiWeo+F5c1eHObX5mD26ETqOUEfVE3j13vHMEkCDouReUHHi+4G/6g5/Gt44uuQHAd3A1zyVVjynld1yQsuuIDh4eHXZn6vE5XA/0fCyekU33+yn2xJobXKzkA4Q6vfjmX2D7pYVinKZ9orPEtJVs9qH5A9y5jdYuBbD5+c8zlprbLx1Wu7aQ/YmVft5B8ePI6saGRKMmtafFy/tI6SquG0GBmL5wg4zWQLCpoG2ZJCs8+ApmncfWACQRCwGERuXt2Iy2LAtrKB+dUOZpJFcs+Zv6bpB82iKGAQRda0+dg4r4r2oANVVblj9yj//dTAnCrn5jVNfPrCdrJFmX99tJcnemb4kwvb6axxYpREBmYyVLstzK92Mh7P4bOZMEoiP9sxgtuqG8Qtb/Lw8LFp+mYyLGnw8OkL29g9FOeKRTVEMvrh7oJaN0fGk+wfiWM2iFQ5zNhMBo5PpRAFeN+aJi7uqkZRVLb3R+gPZ7GbDFS7zKxs9vLwsWlEBD58fguf2NCKxfTq/0Sf+3vVgEhGdyp92humN5Th4q4g717Z8PYL/od/Dff/GZRnJbPJMf1reNXB/1ynkuT7I0BVNR49FppLGzjMBhRFI5otkS7KlBWV+TVOMkWZsVgWTXu+ulzvxnVe65lphvnVZ1ojPHh0mslkHlHQNe3D0Rxb+qJ8YkMrd+wawWSQcFgMBBxmdg7F8NpN1HnMaJqGySCSKco4LQZuWdPIqmYvVU4TxbKMIOjKl1xJYc9wnNUtPpY2uHn82DTza5x01Tjx2IyYDCImg4ggCnTXulhc7+KyBdXMr9bPI45OpPjx1kFkTUNWNRRN45e7Rjk0lmDvSHxO+ZIqlLjv4CQPHpmiKKtMJvL819MDBJxmWgN2HusJ4bYa0TSNWLbEQ0enWNnkJeAw0zudZjCS5cvXdHNhZ5ALOwO8a2UDZUXFZTXS4rfjs5sYieYIpQrYTBKqBr/bN0EoVSCRL9E/axNd5TDRG8pwbDJFy+zuau9wjB2DUQbCGYolmcNjCbb2hZk6i67/pXhu0/pnC9hWtfiYmk0FPnlihsFI5hVf9y3PE18/FfSfpZzXx//Iqaz4/wgoygpj8VNWDH2hFDeuqGfvUIxousi6dj8mg8g/P3JSL8xaXMuVi2owG05f4V2xsBpV09g9FMNmkrhmcR2LnndYWJp1ttQ0eFb4KQD9MxmKqkoqLxPLFinKKgLgt5uRFZVwqsQNy+o5MpGkfybN5y+bz90HJrht+wg1LjNdtbo/0DP9EQIOM9mSzJ27x9jSF+bTm/SVuckg8ffXL+S27cP0z6RZ117FxV1B/v2JfhDgws4gNy6vI5IpkikqFMoqGhoCukNnOF0g8ZyUx3SyiAZ4bSZGYzncNiPtAQfFkkIehTqPFVHQrS30Yi6BeL7MdKqAz26acyXdPxLnp9uHyRRlhiIZ1rVX0R/KkCsr5Eoy44k8LX4buZJCvqyQypeZSRWp81iJZoqzqibd02dpk4eOoINjkyn+9dFeFtS68NiMPN4TIpWXqfNa+eKVXazveOnzi2dZWOfiw+tbeODwJDOpAhfOD1LlMNE3cyrYx3Pll329PxqS469s/I+ISuB/CzKZzFMoKbT4bYiiiNVkYEmDm6dO6J2kZjIl9g4n+PgFrRglkS29Mzx1cmZu5ffosWla/XbqPJbTqjoDTgsfWNPE6mYfNrNE8/Okh6lciel0jjWtPg6OJebOLDV02waLUaLaZZ67CWmAxSiyts2HSRJ5vGeadW0+PryuiadORtgzrB/SCoLAkyfCfGhdM0sa3EzE86xo8rBpfoBljW6eOhFiVbMHgyiyYyDCxo4q3ruqkcFIhp/vGGbj/ACKAlv7wjT7bfjsZmwmaa4YTENDFCHgshBwabPaf70q2CAKGEWBpY0eyorKeDxPW9CJURLY2hvBYzdiN5uRVY1sQcYoCnhsRrIlmcX1bobCGX66Y5hUoUxZ0W8Od+0b48blDewaiqGoGi1VNsZieURBIOg0zen77z4wgc9uwmqSkESBrloXyWwJVN3uYUmDG69dt7OodVtAgMl4nv/cPEB3rfOsiqWzYZBELpgfYEWzl2i6wA+3DJ0W9CVR0K//dsPdoKd3zjb+R04l8L+FyBTL3HNgkjt3jZAuylzeXc0ta5toCzi5uKuayURhVmqosKbdz3SyiN0scXhc72VbVlQaPTaMRol/fPgEHpuRjfMCXLmoBo/NxEAoze27Rnn8RAiX2cgH1jVz/dI67GYDz/SF+d+tgxyfSvG31yzg8gXVPHo8hCDAdYtr6apxoKhwXouPcKbISDTHLasbCbot/H+/OUyuJHPD0npaqiwcn0yzayiKySBSKOvyzVqXhYl4nnC6yLtXNjAczfGXvznM/BoH71/TzDceOM5MusRVi2swGATG43ki6RJ+h4W7903gsZvYOK+KvUMxzEaRT13Yzv9uGWQmU6TRa+O9qxu57ZkhDAaJ965uZNdwjJ6JFDevaaQvlKGsaEwm8ly3tJYTUylKisJHNrRy2/YhJhMFGn1WLl7dyA+3DOG3Gfj4hjZ+u2+cgZkMh8cTmCSRbElBFHT5ZVlRkRWFd65oIJkrs3soRkfAzq3rm3FbTVwwL8DJUJr7Dk5SkotcubAGr93IWCzPYCRDe9CB02IkXdB3KIWyqttZKBonplJMJgovO/A/i8NswGF28K6VDfx85zCpvIzVKPHuVQ0v6Tv0R8klXz09xw9gtOrjr4L3ve99bN68mUgkQkNDA3//93/Pxz72sVc52deWSuB/i6BpGtv7o3z3sV6MBhFRgHsPTWI2Svz1lV3Ueaz8+SXzGI3liGaK/G7/BMPRLPOCDnwOE6m8jFEScFlN/HrvGM1VdgpllceOh7CbDVy9qJpf7h3joSNTNPqsFMoq//rISfx2E901Tv7vQyfoC6WxmSS29EUIOkz85/uXoakaO4ZiJPJl7CaJWK7ExnlVXNIl0eSz8X/uOUqTz0rAYeGO3aPcur4Zj9VIW5WDsVgei0FE1TQi2SIrmj1cviDIfYem2D0UQ9U0+kIZvnbPMf78snl874k+bts2wucu7kAS9Hz1zsEoPruJaKbIbduH+co13Siqxq92jfH+tU04zQYkUeAn24a4tLsagyiyfzTBe1Y14rvQRFuVHZvJwFQqz1A4y0NHprGZJJbUevjt3jGuWVxLq9/GsckUJ6dT/N313cgK/MPvj9Pks1NSVVK5MgZJxCgJlBW9LePiejcbOwL8Ys8IAaeZ65fWkS6U+dn2EZY2egi6LXzhii5uWFZHqazSVm0nkS0RTpd44sQMfSF9RW4z6cdwZsMpO4sGrxX/i/QCeL5z6fNZ0eylpcpOOF3AYzNR/XZtBPPsAe5rrOr5xS9+8RpM7vWlEvjPcVL5Mtv6I+wbiVNSVKocZmK5EnlFxWUx8kx/mA8km/FajeweirGlL4xBElnS6GbvUIyhaJarF9eyfTZ3PhBO47Gb9E5T6Aepdx8YxyjqWvwN8wOcnErhtBhZ3uxhIJxBFKBvtlK3zmMhltU7Yv1o2zACApctqKZ/Jsu3HzpBW8BONFNCVTVOTKd47+pGeqfTFGSFG5bVMTCT4epFtVyxqJrembSeJ9f0do4GUSBfVtk2EAXAZhQpKxplVSNT0Ct8TQaRbf0RrlxYzWgsR8BhIlmQMYgCTT4b4UyRgyMJrl5aw+6hGI1eG3ZJ5jur4qj9dyFIZi6fdxmHs97T6hpcViNOk4HRaI4dg1HCmRIfWNfM8akUd+wZY22rnw11Ln6zd4Iqh4n3rGzk4Ficnqk0Vy6q5d6DE1Q5zRgkWN3q5cmeEEubvBwYTWA3G5AEARWNsqzxeE+IQrGM32nlseMhkvkyly2o5spFNbRUOXFbTfzn5n7SBZmirHJpd5DjU2nQ9NTZpza1n2ZD8SzDkQxPnQwzMJNhSYObjfMD1J7lcaB7AJ3NB+htx5L3/NEreM5GJfCf4zx0dIpHj4WQRAG/3UR/OEPQaSaek8kWZVqrqrCbRHYMxrhj5wgGUUDToHc6zQfXNmMzSdR7rNy4rF73vx+JU5y1LS4pKiPRLN01TpK5MtVuC7/aMzbXEevgeJy/v34RdpMBoyRSVlRyRYXOaif/9fQgdrNesfvdx/u4ZU0TU8kCU8kCC+pcXLYwwMHRFN94sAcBPY/cM5Xmo+e3UCwr9M5kec+qRiRB/14oXSCcLtHst2E1inpxGLMWEaqG2SCiqnrn23qPlWa/HatZoi+s20mXFRiL5XGYjAyEs/SFM9yyppk1LT7c01sYf/jfT72pgwdYc/3fAh2nvdehdJFtAxEyRYWuGgc/2DxAWdWI50rEs2WsRgmP1cC+kTjRbImPnN/CyWk9bfXe8xrx2vQCtkJJYVG9G4tBnLO/sBklEoUyoiCgKSCJEn9912GMBhGDIHBkPElZ0fjw+hbm1zj50tXdDEeyGCSBGqeZkzMZkrky7UEHSxo8Z3xOopki339qYM5eeypZYCiS5c8unYfVWPkzr3A6b8onQhCEzwMfRz//OwJ8RNO0wos/6+1HJFNgS69+YKuouhTSazPybOc+SRRY0eRBVWHnQITF9W4imSKSKNBZ7aR3Jo3bYkJDN/camMnSHnCwYyBKOFukJKs4LAZWtvgYieUYDGcQYLYaV0AU9KKllU1e3n9eIz/dMYLZKHIylMZkEGcPZvViqv6ZDLKqkS/J7BiI6DeTfJnrl9ZSkjVkVW8OEk0XqXaaOTgWJ13UV7RWo4RBFNgwr4p0rsTHNrTy423DFMoKVqPEoiYP0ayuwLGbJS7qCpIulOmudbF/JD5nj1DvsWK3GFjR7MVtNTAUyfCB1XVMPf3oae9ri9+GNLmb7zzaSIPPSovfymisQP9MmlR+tjANgUi2pFcwz/ZmLZRVblxex0gsx7WLa0HTFUEdQQfNXhvbBqOcmErT7LchSbr//82rm0jky+RKMvUeK901+u/FYjRw9eJaHjs+DYLAkgY3I9EsP90+RFvAjtUo6UV4BhGvzcTFXdVn/Yz0htIcm0xRLCsMRrIoqkqhrL+nx6dSjEVzzH+JZi9vJi+Vlqrw8jibRPvFeMMDvyAI9cCfAQs0TcsLgvBr4Gbgtjd6Luc6AsJpfxR7R2JsmBeg0Wclki7isZqI5/TgVOU086MtQyiaxro2Pz/qG8RklKhzW5lKFljT6iOSKRLPlVhQqzcQD2dKoGl6sNedF2itslNW9MIos0HEJImYTBIf39hKV62LdL7M4YkkC+tclBSVsqJhkkTKsx476UKZZL5Mf0TvnrV9IEq6IKNpYDIIfHxjKwvqXOwdjTM6FKOsaNhNEhOJPBOJPPcfnmJlo5uvXNPNVKqAz2Zmfo2dQ2MpPn/ZfLw2I/+zZZDLFlSzdyjGO5bXUyyr2EwGkvkSRycSPN0bRhIFPrahFQQNVRP04iRNT1XNpIsU40V+PTlGPFfig2ubUVQVURA5OpkEDRbXu8mVFKocJsTZ3wWAKAhcMD/Atv4IoiAgqxqCAJ/Y0MoNS2tZ1ughlikxGNE1+kPRLGOxHKqmMTCTYTpV4Oh4goKsIQpw2YIahiMZSorGb/ePs6zBQzzn5YFDUzT4rEiCwKNHp/n85fNP0+MD9Eyl+PfH+ygpKvOqHfRMpqh2W0jP9i7wOUxzi4RzEYvFQjQaxe/3V4L/q0DTNKLRKBbLyz+rebP2gAbAKghCGbABk2/SPM5p/A4zl3QF5zowOcxG9o/EaPI1EEoVCaWKvHd1Izazgb5Qeq4Rh9UsMZUqEnTqjVEQYM9QjBuW1zGZKNAfzjC/2sVoNIvPbsRqdmCURC7sDPLjZ4bmbgKCzYjFJPGr3WN01jh498pGAHYORvnek31oRdA0lWqXmQs6AgxG9FW/rKiMRXJUOc1oGvjtJgRBD5oD4RwfWdfK4YkkvdMZFE1P38iqisdmolhW2DkcZyCc5UcfWU3TbO/f9e0BtvdH+MvfHCJXUtjcO8PGeQHuPjiBJAoYRIFkrsy7VzXgteuVtkcmEphMrTiWXENktAcNfYuZLWuEXctI9JeodZqpcpj1bmSAUdLN58LpIud3+GkPOCiUFdZ3SIzGsgyGM3TWuJhKFqjzWJlJFxAFgZ/vHOUr13bT4LGSn62UFQSB7f0R6r02TJLIcCTHSCzHVYtqODCaYCKRxyAJtAed/Hb/OO0BB01+G7sGY0SzRawmCaMkYDfr6aXnB/4dAxHaAnYUTcNqlLhheR1P9szMGeg1+WxzP9e5SENDA+Pj44TD4Td7Km95LBYLDQ0vX4b6hgd+TdMmBEH4F2AUyAOPapr26PMfJwjCJ4FPAjQ1Nb2xkzyHuHRBNW6rkT3DcQJOM/NrHJycTtNV62Rtq59VLV6U2e1yk99GPFfGKInIikaqUCaSKeKyGEkXyhybTHLfoSnWtvmpcZlAc5IpKPzDgz2YDSKNXhsf39DK/rEEHpsRr9XE95/qJ5krY5JE/u76hVy2sIYqu5F1bX6OjCeQVZhX7WAmU+Cpk2EMosCNy+sZjmbIliRkRZ1NnYDFKFEoyRQVFYfJwPkdfk6E0nQEHKxs9vLUidBc0ZUkCORLp1tMyKqG12ZCoEQ6L1PlNHFZdzW9oQyNPitWo8STJ2YIp4uYDRJlRaMkq2QCq6i9+q8p9W1GcjiINi3iP3oduC3w7lVN/MsjJ6nz6HYN71pRz3g8j9Uk0ujT/YXKsordbOC9qxvpC6Xx2IzUe6xMJwuoKhgMAqF0nt5Qmh9uGeLKRTVcubCayVSBeq+NXEnGbDMhqyqKBgZRJJkv0+i14bWZMEoC84IOqhxmjJJIMlciW9QLvbJFGZNRJJwpnvHZsBglnjw5QzhVpKSo1HosfGxjK7uHYtR79PejIKtnPO9cwWg00tra+mZP423Jm5Hq8QI3AK1AAviNIAgf0DTt9uc+TtO0HwI/BFi1atU5vGF9fXFajFzcXc3F3adyvBs6TrkqnpxOMZXMs2l+gHRBxiCJWIwioM3mzkXC6SLLmzykCzJBp4VDYwnesayO9qCTbz3Ug8UoYZZERmM5/mPzAN+4YSF9oQz/s3WQOo8VTYOirPLjbcM0+aw81jPDnuE4drNEUZZ58NAkH1rfoh/cyir3H5xkU5deHZouytjNBgyzW/lmv52+6TTZksz2wSg+q4mlDW5+8PQA69urEIBkvozLaqDaebpO3W6WKMkKLquR+dUO7to7zmQyz6I6N9UuMz/YPEiD1zrXQ6DZZyeezfPTPdM8dcLAps73sbbRz1d/dxTEMh9Z38LPdw4jSQIz6SJr2/z8fOco57V4aaty899PD9Lit6GqGjOpAj/cMsD337+SRK7E/2wZRNH0LldFWeXqxXXsGIigahoPH53m0u4g3XVufn94EpvDDGjUeaw0+qzUeyxctaiG45MpNsyrorvGRSRTxGszIYqwYX4V8VwZs1FEEAy67/9Z2icmc2XCKf2GIIkCQ+EcQ5EsHQEHw9EsVQ4zDd6zq3qeS64kMxrNIYr6e/a28+x5G/JmpHouBYY0TQsDCILwO2A9cPuLPqvCGdxzYJz/93gf6YJMncfCFQtrebxnmsFwhr+8rJOHjk2Rn1Xh2MwS/TMZYlndKuDEdJpcSUFWNPx2E5mCjHlWTZPIlUkVZOo8Vgqz2vGyonJyOsXJUJrdQzF6QxnKisq8oIO17VX819MD5EoKbpuRT13QRjRVZCya44Nrm9k1FKNYVljW5GEsluOnO0bYMxzluqX13HdogseOTXPdknp+uWeUbEmhq9rJu1c1kiureJ7z86qKxsc2tPKL3aOoqu6gWeu20jeTJVdWeP+aJvpCaaLZEssaPSTzJfaOJDk2maSkqDx1MszxyRR/dWUnvz8yhd9hJlWQUWYlo3tH4rxnZQPDsSz5skKTz4qiasSyZUwGkXRBYddQFFVV+dp1C/nVnjHi+RLr26uo91jYPhAlW5QxGyXC6SKrWrzcur6Vn+0YYSKZ55pFtbisBn68bRirUeID65pZUu/GYTGyoSPAvz/RRyRb4sNrm7l0QZDHjs9gNgjcuKIe41l8+lOFMrUeK+F0EQMaQaeF6WQBp8XAgjo31y2tnXNafSEmE3l+sm2IwVnfoMX1Lt6/pvkVdQmr8NbjzQj8o8BaQRBs6KmeS4C9b8I83rIksiVGYjm+90Q/ZVXDbTOSKsj895Z+/uLSTnx2I1+59yjdNS7O6/SxbyTGofEEdR4rPruZsViORp+N6WQBAY1NnQHqPFb6ptOMx3OsaPbQ4rfx1MkQsqKbnOXLKhfOr2I0lqMj6GDHYBS72cCCOhc/3jZMtcuMrMjMpIr8dNsIX7q6i5OhNL/aM8aGeVUYRJHHjk+zpMHDSCQLgsBd+8b5zEW6Y+Z/Pz1IV60TWdGYTuX52fZhFrxzMZmCjMNiIJIpUFJVfrC5nxuW1dMesOOxmdg1FOXGFXVkiwrP9Ib5yIYWRiI5dg5Faa1y0BtKs6rFRyw7zXktPhRN444dI3zx6i4avVbuDzo4OpnEbNB3PJqq8a13LUZV4eBYglBKr37OFhU8VgM1LgvRXInvPt7HZze1UeuxcufuUYYjGS7tqmYimWc0kqXBa+XgaJJ/e7yPWreZG5bUMRzNcOhIigV1LqxGiSPjSfaOxPDZzWw+OUPQZabZb+XoZJK9I3E2dQbIFRXuOTDBpy5spzeUotlrwzy7o1nS6KE3lMFnN6Kh20pfvrCayxbU4LIYEAWBUKqA2SDisZ1ds7/55AwzqSILal2omkZ/OMue4RjXvEDvhli2hKJoVDlNlQPZtzBvRo5/lyAIdwH7ARk4wGxKp8KLUywrPHVyhoeOTFPjtiAIkC8pRDNFDJKIx2piIp5jIg4fOb+NX+waYSCc4ebVTTitJp7uDeO1GfnTiztIZIrsG4rwt9cu5CfbhugPZ1jZ5OW95zXz35sHQBD4wJpmHj8eoj+cZWmDm0u6qzk+mUQQBFY3+zg2lSRXlKmymyjJKmVVQxIhnCkymcwjKyqbOgM8eHgKm8lAk8+Ox2rk6ViOBq8NSZA5GdILk2o9FrJFmYlEAbtZYjSeY9dQjMlkHqfFyIHROIl8mVvPb+W+Q1P859ODXL2ohncub+BH2wbx2czcvKaJfaNxnumLsqjezfp2P0+dDPPuFQ0Uywr3H5rCKAm897wmFFXjseMhbl3fwg+3DtIzleamlfXUeaz86S8OIAgat65vY2tfmONTaWrdZj6+sY3/90Q/kgg3n9fAEydnGJhJ81dXdPHb/RP8cu8YS+rdfPj8Fr7xwHH9fWrxEkoViOZKbJvtJVCSVWwmibF4joePTrN/JEFrlZ2g00wkU2I0liFTkNneHyWeK1HjtnB0PMmdu0ZYUOvmoxtaWFTvYU2rn7FYjj1DMTQNFje42dQZxGc3MZXMc++BSfaPxrGZJK5bWsfGeQFMzznsLSsq0UwRi1Hi7gPjSKLIps7AWR1A82WZx4+HePRYiLKisra9iuuX1OF7kQriCucuwivVf74ZrFq1Stu7t7Ip2DMc4782DxBwmFje7OUfHuyZc8FUNd0i+e+uW8Dh8SSqpnHFwhpd3TKZZO9QjHk1ThLZMo/3hPjCFZ0kcmX+e8sAsqphEPUCrWqXmQ+ua+aZvigaGu8/r0nXhE+mODSepMFnJZYpMTCTZnWbn3lBJ1+55wgquhJIUTX8DhPfvGERRydT/HLPGJvmB2gP2vnd/gnC6RL5soLVqNszv291EyVF5c7do7T47YzFcyiqxpIGD59Y38KJcIZf7h5lXrXeLvDnO3V//HS+jNko4bUZWdPq52QoTShV4DObOkgXyuwYiBBwWjAZRNxWo26I5jCBJhBK5fnTi+fhdxj5xe4x5gcd1His2EwSX7v3OIJeM4bVKPGlq7uYH7QzEsnzzYd65rxzjJLAv920BJMk8ZPtQ4zH89jNBjRgNJrj6sW1HJlI0jeT4X3nNVKSVfaPxJlIFlja4CZfUjgZSvPuFQ3sGIwyFs9x1cIavSkMsH0wSoPHRjxXIluS+ZML2zk0mmAokmV9h5+vXrsQp9WoK6iiORQ0mnx2TAYRTdP40dYhdgxGUWcP/gXg85fNo6vm9JaL//FkH7dtGz7tc/bnl87jg+taThvb1h/hx88MnTZ21eKaOaVXhXMTQRD2aZq26vnj567Wq8IZDIX1UvxQushEPMc1S2oRBUDQNfLXLq1lKlVgIpmnucpOPF9iJl3k5HQaq8nA48dnGIvnuWpxLdFsiaKs6JYIikamKKOoGqHUKfWIgEA0W+b8eQHm1zpxWY3sGYrR7Lfjspk4OZ0mXypz44oGFFVX0NjMEp/Z1MHdBycYimRxWY08fmKG+w5OsKjOTaZYxmszkinKXLekjr3DUU6GUqxp85ErKRhEgTqPhSsX1vB0/ww9UykCTgu9oTSJnF6Vmisp+OwmUvkyI9EcdrOBQlnBZJDoDaV56sQMzX4H6UKZ5Y0edg/pLqCTiQJTyTxVDjP7RuKMRHKk8jKPHJ9hz1CMnQMxnrsMypcV7tg1gt1k4LcHximWdYWMw2zg5tVNPHEizF37x2n221lQ52ImXSSRK+Odla/myzIdQTuj0RzRWfO5hbVODKJAqlBmdYuPqWR+7tB932iCKqeZBq+Nzmon2dnfSXeNC8NspfVNqxuwGg387T1H+Mm2IR44PMW3H+7hHx7s4b5Dk2TyJWLZErtHYsyki/SG0syki3TXubh95yh/f/8xHj46TbpQRlZUhiNZjM/ZBZiNEhPxM1f8xyaTZ4ztHoqdtXlPhXOfSi33WwibycCdO0dRNI2g08zWfj2NIUkCkijwTF8En81EMi/zq91j3LC8ngaPlWSuzM4hPc0wkcjTM5Xiq9d1IwoC+bIyp9uXVQ2LQcT/HNdHt9VAviyzcyDKYCSDy2pk20CYtW1+VjR5yZcVdgxG+YtL5lFSVKpdFn6+fYh0SWFZg5eBmQwtfhuRbJntgxE+sbGNgMNMOFPk/kMT2EwGUnkZt9XIh9c3U5IVSrLKj54ZpNZtpc6jB32/w4SGQKGs4rHqB5amWYM3cbZGYDKeJ19SGAhn6Q9neeeKehbVu2gcsHF4Qg9cJkmkN5RhTauffEkmV5aJZUtEMkWWN/nOeM9rXFbKZRlF06j3WjEbBda3+fnNPt1S2Wk28HRfmIs6g0iCQCJXRkOj0Wtl95DAZKJAe8BBJF3kkWPTXLqgmoW1bqZTBe4/NMnRUBoNjVS+zJo2HxvafQzH8qxo9GAzG1A0jWMT+qF6plhm52CMwbBuvjeTKvBPD5+g2mUhU5A5Mtsb+KpFNciKytRsh7Sl9W5+/MwgLX47tW4rv9k7Rr4k847l9TT4bHSki+RmpbN2k0TdWZRAvrOcEfjsepeyCm89KoH/NSaWKXFwPM54PE+T18bSJjde2yuzz30hotkigiiAotEzmWJRnYeHjk2zoNbFQDjD0kYP2aKCqukr+OFIFrfVwHg8T1FWeVYYYjaIhFJFGrwWLl9QzVMnw7MBVOBds/nwsViOKxfXMBzJcmgsQcBp5uqFNfRMp6l1W2n26Y6VFqPE7qE4jx0Pc8OyOv7r6UHKikq9x4rNLNIR1AugREHAbTHgtRvZPRxjVYuXTZ1BplIFLAaJGpcFp9lAXhR44NDY3Ip+SYMbs0FEFARGo1nWtnmJZvTq4Bq3lXVtPoYiusKo2mPRm53I+s6hZyrFZKuPedVOTMdDFGT9vXFaDPjsRoJOC5d3VxPOlEhkyyxtdFPntjCd0t1DLEaRG5fX8eDxGW5a0cBUssDxqRQGUcRlMWCS9Mpdj9XEtv4o57X62DUYpSPonKvoNc6axx0eS+KyGnj46DQeqwmbSUKSBCxGCVXVCDjMXNJVzc7BBPOqHbgsuueQqmm0BuzIikpH0MmDh6ewmvT5H59KI6sa6my61mY28MixKdBU1rb5UVWNnsk0ubKM326mpGhMJPI4zAaePDHDpq4gl3QHOTGVmuvPbDVKrDtLw/cVzV629ofJFPQbhCQKXLGwZrZmROXoZJKeqTRWo8SSBjdtgTM7t1U4d6gE/teQXEnmp9uHODqZmhs7OunhExvbXhNttN1soD1gJ12UUVUNp9XAh9e1UO+xMpXSvezHYvm5BimSKJArKmiaxrygA0XVMEjCXIGXKIh0BOx01bhIFcp4bCZKsoLFJHHTygZ+u3+cTFHGZJDIlWQ2zAvw0NEpVBUW1DrZ1FmlK4MEgSafFaMkYhR1a2JV00CDzmrnrN5fne2CVeL4VJIat4WneyOUFRWTQeTYZJIVTV7KisZoPE+j14rPYWJLb5hLFwRp8NgoKypVDhMjsRwlRcNikPDbjaxo8pIq6AfFOwYic6vTsqwyEM6yZyjGu1Y2UJJ1T/tkrsyh8SSb5huJZUts69fdQIejGT59YTu5skKhrNAWcHDnrmEGwlku6arm6b4wDrMBv8M82z7SiCjoKaF6j4WlDW4CDhNFWcHvMPPBdS1MxHO6576iYlFEJiJ5jk4kMUoCdW4LHUEHRlHEYZa4/9AEmaJCz3QKv8OM0yLp9syCwAXzqiiUFdxWI6IooGl6tfKzWE0S6UKZWLbMrqEY2weiXNwVZEWTF0EQeLxnBnJlzAaRSLqI3SIhCrC43sNfXdFJXygz5/HUXHWmN39bwMFfXd5Jz1SasqJ/nubX6JXEO4ei3PbM8Fya7PHjIT5/+XzaK8H/nKUS+F9DBsPZ04I+wIHRBMPRHJ01zhd41plki2V6Qxni2RK1Hivzgg4MksjiejePHQ/NNVBPZMt0LXRy2YIatvaF+cHmAXIlGVEQuGllA01+G5mizK3nt/LosSnSRUX3tTFKuK0GVE3jth0jZIqnKmT9diPfeMdCBiJZToQy1LotGGYLnLb2hVne6GHPcJyxeB6nxYQoSlw4612zfzQ+e+4gIKsqQZeFnqk0PVMpyqpKtqgQcJpY1+Zn20CEwUiWeo+ulY/kylhNEjYB/uTCNn61e1S3SrYaOTCSAE3AaZH49sND+o0uWZizYv7rKzvRgPVtPuYF7BRklaDThFDO0lncj7ujkx/vi6Coutun1Sjy/jXNZApl3DYTBhGmUgUSksjXHzzOpze1E0kX+c7jfdR7LLQHHBwcS7CyyYvLaqDBZ8M3q2QyG0XsJgOdNS7u3D1KrqTQXmXn85d2Mp0u8Lv94yiqRsBpZiSaY3WLjxPTKZr8dh45Ok1rlZ0LOwP8dMcINpNER9DBUCRLtiTzwbXN1LqtzKSKZAoyAnBhZ4CeqTT5skJnjZM9wzFEQQABMkWZ81q89IYy1HmsyIqKJAk4zQbWtPjYOxoHdNuKzqCTYxNJbGa9GO75dhBno9Fnp9F3+k2hUJZ5+Mj0GWcjh8YT51bgL+dgpgcyYXDVgdEO8UEwWCHYBfaX0cqykIZwD+Ri4GmEqk6Q3poh9K0563OUoqycfbx89vGzkSvJ3LFzlF2zOXmAm1Y1cOWiWjprXPz5JfPYORglVZBZ3eJjZZMXgCqHmbWtfo5NJblwXhVPnJjhv7cOomrgt5n4s0s72D0YpcppQRIFfvzMMLesbSLgNOOxaeRKMnaTAUEQiGfKlBX9IFPVNBRVQ9N06ajdbKDKYWImXeREKM3jx0M0eq18bGMrxyZTLG3w8LOdI8SzJUwGUfd9d5g4OJqgrKg0eC3YzAbSeRmLQcRkEDBJuuXycCTH4YkEBlHgQ+taGIvlMEoiK5q9HBpN4LEb6a51kSvJeKxGfA4ToWSBQ2NJHBaJBw5PcXJaT/s4zCL/97r5WHf9hOC6r7Ou1cuJmRxtVXaqXWb+8eETGEWRaLbEh9Y18+SJGWRVw2k2kCvoh8e1bguJXJmOoN4+8hezltVmg8g7ltXrqZTpFDcsrcNi1K0Wmvw2ljV6cFoNjMRULltQTThVpKyoLKh1MZ0qMJksEHBZkFWNkqIXzGWLenpK1fRU3FhcP4t56kSYgNPMTasayJVkltR7uKxb5thUija/nX969xK29kVQVBWv3cx0Mo8gwIaOKn6+cwSf3YSsaDT5bXx0fTOHJ1I0+Wz0htJIokBvKMOGeVW8/7ymP2hXWla0M6w1AHLFl/+Zf90pF+HAHdD/uP51PgH1yyEbhWIKPM2w8fPgrH3haxQzsOeHMLZ7dkCAlbdC55Wv8+RfHyqB/zWk2W/HbTWQfE5Db5/dRKPf9pLPzZVkRqI5QskC2weic574AL/aM4bVKGEzGVhU72LBcxqgTyXyzISKHJ/Um5g7zQYUDXqm0ly/tA4NyBTK/GTbMN+4YSGPHgtx5+5R6j1WXBYj2YJMsiDjMBsIpQq0BezkZQWnxYDdpOeyBQR8dhOXL6zGYZbw2IzsHIiCBrKiUZAVbCYD715Zz4+fGWZlk2e2S5jAroEwl3XaucRTZFfCRWOtB6/NyNWLavj1vnHsJgOyquGyGlnb7tPfv4LM9oEo7z+vkeFIjni2yIZ5VYDG4EyGPSNxvHYjoZTeEjGUzoNgJVNUuGZJDYqiEcsWuH3vFH976bd5tKfII4f68Xnc3LC0ji/dfRRR0PPZdrOBew9OcO2SOvYMx5hOFqj1WLCaJBbWudg+EKUkK7PtGVUsBiPFssrPd4zwf67ppi1gZyyWZ+dAhAu7Ajx2XK+z8NhMzK92snswzLp2P4WygiQK/NfTA5gNEg0eK5IoYDKIZApl2qpsLGvy4jBL+i5rtq+Cw2IgNevj/7mL58/93q9+ToHVlYtqmUnl+cYDPeRKCo0+K1t7I3M23iVZI54t4bGZWVTv4uRUmhqXhcmEfpbxTF+ENa2+0z5XZ6NYVhiJZimrGk0+G06LEafFyLoOPw8dmT7tsQvqziEr6GjfqaCvKpCeguNjsPwWmDoMiRGYPAidLxL4Z44/J+gDaHD4l1C3DJw1r+PkXx8qgf81pMph5k82dfDA4UmGI1k6gk6uWVyL9wWqJp9lOpnntu3D9IUytAfsDEayNPqsWAwS8VyJvpkMVQ4zT/fOcMOyej55QSsBp5WtfWF+sWuUXFlhOJLlqkU1TMbzKJrGkgY39x+eQlE1fHYTVy2soSirTCULWIwSGvA/Wwb58jXd3H1gkr5QmvULa7h2SS3/8UQfa9p8/MWl8/nt/nESOZn3rm4glCpw+4EJnGYj71/TxBM90zR6rXTXufjOYye5rKuaZp+dB45M6hWvRoGrurx45RDVJ77HhfXt9Ng+xC96RRxmI7eub+HBw5MsrHPhtpr4weYBMgWZeq+VC+cH2NobptZjY0tfhAOj/YiCwHmtPm5e3cRTJ2dY2WzTD1b7IrxndSO1bgv3HZpEVaHea2HT/ACTZSd7x8I4HE5i2RKhtC5X1TRmbZclXbNv0i2sb1hWz4+eGSJTlDm/o4qPb2ihdzrDeCJHs89OqlDGIElUuyzsGoyxtT+M12biI+tb6AtniGZ0yWk0W8Rl8WI0SPzNbw9TKKvUeSx85qIO/ufpQfpn0nzlmm4eOx4inC7w3vOa+PG2QZI5GafZwM3nNXHnrhFiuTJBp5lUofyin6Ggy8pnLmrn/kNTmA0C2ZKMzSQxMJNlcb0Lk1Hif7cOki8rNHitrO+oYvPJU66YifyLXz+WKXH7rhEOjSUA3d76ExvbafLbuKQ7COhaf6vRwFWLa1hc/+I3kTeUfOLUf2sKyEX9X+U5u5LMzEtcI37mWDkPhVQl8FeA+dVO/vTiefrhn9lwWrHMC7FtIPqcHqsGiiWFWLZE0GlmNJrDYzWQLpRRVbh7/wRLGtysbPbxi12jBJ1m3DYTbouR+w5M8u7VDTgtRh4+Fpq7fixb4uBYnKsXV9MasHNwLEHQacZmkrj/0BQfX99InctIvdeO0WyhLaBrz3+5Z4zVLT5a/Dbu3DVGpiRT57Yiaxrf39zHh9fpzoo/2TZEg9dGg8/CI8dnCKWKusRSk3n0yBibrm6m0WtlYmqQVseToF3CjoEoRyaS/NO7ljCTyvOVuw9jNhlwmCUmE3kGZjLcsraJUKrEvpG47sop6MGlNWDncxe188ixEHcfnMAk6Xn27QPROeXSZDJPvdeGKAp8cG0z//TwCaqcNmpcusLq2SKtcKbEqmYPV3QHafbZuH3nCFcuqkEU4JneCPOr7Vy1uIaeqRQ/2zlCd62LYlnl+FSKNa0+7GYDkUyRLX0RrlwYJJzStfP1His7BqP8x1MDgC49nU4V+f6T/Xzu4g5+f3iSbz3Uw9dvWESmKPPvT/TiMBupcZkpyhq/3jPKh9a3cHwyxZHxJFUOM1OJPH6HmVJZYTyRx2MzntaCsbvWTXvASTJXYiJR4MkePZhVu638dv84nTVOGi02hqJZtvVHWN/uZyqZZyKep/4FWjQ+y96R2FzQB5hMFHisZ5qPnt+K12bm3SsbuXxBDQZJwGZ6BWGlkNLTLbYqMD7PHygbAaUMjmqQ83rwtXjA/Lyzg+QEFBLgbQHTWZrGu+tBNIJa1v+1nGU34m9/8Xm6G/UPzXMLXp21b8mgD5XA/7pglMSXXOU/l2MTp4pjhsIZblrdyBMnQhTLeoesTZ1BHjoyNfeYiXieJl+R7loXW3rDDEWy1HstXLOsDkXRCKcKtPhtjMdzyCo4zBKyCiOxPJII75ntgwuwJCAwf+YRqvc/xFTLO7g73c3hkEytx8p0qqBr+40SI7Gc/uIOPQfttZmJZPQAX+O2UJRVNARCqSI2k0RJVjEIGgG3hXQsxFA0i89uwpHuwyFsoKxoxLIlDo8nCafz1PocTCcLoCk0+mz0zej9Y3umUty0qpH7D06SLsp4bEYOjyVwmyWMBpFljR76QxmGYzmafFYmEgVMksAXr+rivoMT/Ptkkvagky9es4jf7BljW2+Yv7mykx9uGSSeK7OozsWH1rXwhd8eYsO8IAvq3Pxm7xiiKPDJC9rY0hvhJ9tGWFjn4uMb27jv4CQmg8h1S2o5OplkJlUk6DIzEs2ydyTBaDzHpy5s53uP93H+/CoUVbeYFkW9qnkyWSCRL7NrOI5BFBiJ5siXFQRBb9OYL6ssa/SQK8ncuWuUbFHhXSvrSefL/NMjJ1je5GX/SJxtfRFqPVY+sbFVP1AX9QWGySAiiNDks9FZ42QwnCFXkgk6zbM9eyWqnRaOTCQxiiLjiTyfvLCNppdIRw6EM2eM9UzqRn92sx5GXNYXN4Q7g5HtcPAXkJ0Bfwes+BAEOqFcgN6H4fh9oBQguAAsbhh+Blz1sOwWaFgJigxH74Id/6mnb1o2wvrPQf2K01/H2wJrPgn7fwbFNFQvhKZ1MLRVvxF0Xgl1y198roFOWHGrnt4p5/Wgv/oTZ7+JvAWoBP5zgPnVTkaiemDNlBQGwxk+c2E7zX47vzswwUOHp+aarIAeaK0mkfsPT6Ao0FnjJJQq8HhPiP/3niVEMmWKsjqn1JAVFatRZHmjh0u6glQ5LUwm8qi5BLWH/h1jOE4xuIwnZ5zsO7EftaoTi9HOVKJAk89Gld2EwyQhaxrlWX/3dKHMono3dpPEQ0en0TT9huQwS+RLMlUOCz6DALFB/KIHm8lANFvC2NxCl6OaiXyUwZnMrIU0TMRytAcdmA0iw9E8bquBTF4/9Lx95wjXLK7lgcNThFJFrl9SR8AusW+0iAC8Y0U9bquJXElmYZ2LqxbV8ONnhplK5TGKIn0zGb77eB/fec9SRFHk4GiMb71zEQICmUKZr99/hPagk2qXhX98+CRGSeDS7mp+sHkQr82Iw2xg/2iCmVSB/3NNN2VZ5Wv3HSee0w+wI5kSyxs9eGxGrAaRf330JO9f00S104KqgSToVdCSKOCxGimVFZRZ/f28agcNXiubT86QLSlUzVb9bumL0FplRxAE7tw1ymcvasdtMfKbvWNMpwo4rUZm0kX+4fc91HosLG30zhVTOc1Gkvky7QEHK5q92EwSu4ZiGGb7Jk/PLgzMRhGHxcB9BydZXO+mwXv24F+SFTqrHewdPj3d8WyLyD+I6KAesNXZFFO0H3b+AC77OoSOwqFf6ONKST+YbdsEZiekJmDH9+Dy/6vn7h/7KmizPQeGt+jXu+E/wfIclZIgQOsFEOzWdw32IBjM0H4pGEzgbtAf82KI0uwNYpl+83BUv2WDPlQsG84Jzu+oosZ9qsjLZBApyAq/2j3KiiYPFvOpP66Lu4OsbfOTL6mc3xGgucrORCLP6lYv71hWx3ce7+fX+8b56IYWJAHGYjkUTeOjG1r55a4xfr13nN5QmkafjWZ5iHFbN/9bvpwvDy/mUNbF/JZGZmIJxuN5PrC2mXiuzOa+MB+7oI16jxVV0w+iL19Yw5M9IUaiWc7v0Fe29xya5Nb1LRgNIlOJApE8bFzQRF1yP0ZRpKG2jpHApWwbStBV4+Sfb1rK/QcniKRLXL+8gUimRDwnY5QELltQzc7hOIKgWySosy0iN3V4aLaX2LJrL2v8Wa7ttLFzIMp4LMu6tiqmEro53EymgCQKlBQNTRAoyirxXJnlTR6a/HbuOTDFD54e5NhUmj+7pAunxchQWO9Ipml6j+JCWZmtYxAJOE0gCOwdjvP7o1PcfF7jrAMm2I0Si+pcRNIlDJLIO5bXc2g8wYmpFB/f0AICFBUVp9nAn17cwZ279MP6m1c3cmA0wf9sHeSWNc1YDBJeu4mjE0kavFaS+fLczWU0pqd5QqkiIgLxXAlN03BbjWw+GeabDx7nqZMzFEoKZqPE1Ytr6Q2l+d3+cY5NpljZ5MVp0a0trAaR9e26579ptuPY2LM7uucQyRT53YFxvnbvMfaNJLhgftWcyZvHZuSKhdWIZ7GLflkkhk8F/WdJT0F6EsInTo2V8/rjJveBs+7UWGIEIidPBf1nGd0BscGzv6Y9AFXzweoBoxWq2nVZ5itxGXXWQNW8t3TQh8qK/5yg0WfjC1d0MRjJki3K7BuO8fBRPUf/2PFp/vKyTkDDZTGytNGN124mlimxazDGUCSDURIoKxr/+dQAzX4b06ki2/rDfPGqbo5MJNE0jZ2DUexGkYNjCU5Mp/jyVd1YjLV8/8gAiUwExejkxFiZeo+V5qAHk0HkZzuHafXbcFtNPH48xC1rm0DVddq/PzqFy2LEaBAZj+V473mNOMwSQ5EMH1zbhKbpssdiLk3OdSU0Xcw9ESe/2FpEEEv0zqQ5OZ3msgXVZIoyuwaiXLagmma/jf6ZLL/eO06upJAtyrgtRlY0e1nf4mJwaIh7ntiPBoxPh1gyr5mvX7OamZzKPQcnuWJhzZzWvCSriIKAOusjZDdLDMxk+JdHTpLMy2hoHJtMcml3NQYBvHYTigoBhxmn2aBX3koiiqqhqDAWz1EsKxwcTbKjP8bnLu5gJlVkIpHn6b4w5zV76a518JNtw8yvduC2GCnICl+8qhNZ0W0lRiJZPr2pDafVyM+2DTOezLOuzc8jx6bY1Bmgym7m2FSSo5MpGr02CmWFZL6MWRKxm/VWjFNJ3Wq5UNbPghxmAz1TaW7fMYIIXNgZZCicYVWLlzVtPgQEjJLAono3sqpxaCzB0eekF4G5dM2zqKrGvQcn2D5b3DaTLtI7k+aj57dilERaquxUOV5FRbrpLBp/0QgGG1i9zxmbXfTY/Hqe/1nMDjCfJfhavPrOoMKLUgn85wgem4kVTSa290c4MnGqCCxXUrn34ARfvqab9oCDgbCe+y7Lqn7gq0FH0MGBkQSKplEoq5QVlUJZYedAjIFIhpPTaUySyFeu7SaaLbOy1ccdu0fx2Az00YRozpEtynhdNvpjBVrr7aiayic2thHNlEgVyqxt93N4LEGtx4rXauB95zVzfDJFpqjwvjVNPHh4io6gk4ePTuG26Y1dXFZdIhpeVo/VJPGzAyPUeayk8mXQ4GQozTWLa8kWFfrDWSLZMtcurUXRVIqzVbaioOerM3kZqxBn77ETWIyi3uTdKDA8OoJ9SRULEn3I81eydUwhky9x4/J6frVnbG4xd0lXkLKs6k3SRRGTQU97qJpuz/w3V3bOVjNDKF1g30icyxbUcGIqRUFWEAV4z4o6IpNDNBhKFG0+xmI5YtkS57dXsarFy7HJFAGnlX+8cQH3bN1HldlCWBM5MZUhU5IJOsz0z6TR0PP97dUOmqrsupWFzcTh8QTpgr6bOjCmp1V8DhMrm73YzAYGwlneu7qRx4+HOBnKoGkwv8aJqupWDO9cXsfB8QSbT4apcZtp8dvYORjHaTYwr8bB8akUNpOBWo+V41MpxuI5zAaJi7oCdARPD8ShVIFdg7HTxlQVMkWFyxZUMRTJ8PDRqTnfoPPnVc31R35ZBDqhZglMHz411nWNvgIH6H0U8jEw2vR8eusmmDygf695vX4mYHJAzVKYPnTqGms/Df622R/iGEwc0HcMtcugdimIIsgl/VrTh/WbRP0qqOp4+XM/GzMn9F1JuQC1S6B2+Tld3HXuzuxtytm2znqjchgMZ/jOo73kywrzqh2kCzJNPl3SKCu64KA0G8xUDUxGgWJZ1n14RF3FsqrVx7ceOoEAXLmohmPTWdoDdmLFDGqxhN9tp7PGSY3Lwjce6GFm9gBXA/78knlMJ/N4bWa+/sBxJFFA1TTMksCXr16ApmkcGI3TP5NBRSORKxF0mWkL2HFajNR5rGSLszUOgt571mk1Uq/pB4PZkgwaDIezXLOkFllWMRhE4tkSLpsBh2bAKOlFToqqYREUKBfQclGSuSJ37djFuFiHrOpFRV+4onPOAG48nuPIRIpsSWYqkafWYyWRKyEKegGZ2SByeDzGlYtqkASBoNNCPFfEZfGhahoGAb36s5CkWDIymojRVechli3xVO8Mh8eTRNJFFE1jUZ2LD543n3QZntk/w3iyhIb+Xl25sIb1HX6mkgX+7dFecmWFOreVyUSed61s4ImeEA8enuLKhbV01bjw2o3ctm2Y0VgOq0kiminy/jXNrG71USyrDEezDEdznN/u5+FjIY5NprCbJfIlhcsW1FAsy0gifO+JPqqcFqocJqaSBW5YVk+L347ZIGI3ScjK6fbsoiggCQIKp48bRIhmivzLI73sGozOje8bjfOVaxbitr3MA16LG9Z+BqaPQC6iB/zqxfqH3dsEF/+tnuuXi/rXcllPsTiCULNYT9X4WuHqf9L19fmY/v3mjfr1p4/C5m+fSif1PQrn/zk0rYWhp2HP/56aS+8j+uu9lLLnhQifgM3/V58rQN9jsO4z+rnCOUol8J8jTCXy9M1kKJRl1rT62DsSR1E1bEaRDfMC9M9kiWaK1HosDIazZIoyndUOeqbToGmcP6+KgXBmrnrYYhToqnby8NFpGjxWPriumXCmgCgIdNc46ZvJEM4UafbZCadLuB12wukiPruZRK5MSVaJZotz8kgBuP/QJF++qotf7R3DZTEiiSDMplJ2Dka5rDvI+nYfK5o9lGTdFyhf0pU4AtBd62RbfwRZ0SuB17b5sBhErC4zNW4zfaEMIipum5EHD09RVlQ0DWrcZq5eXEM8ayLo9xGOxTEb9AKnFQs68Ub2sU1bTCY3idOpNz332k38cvcYDpOe5w+6rCyodeke/nYThZIyJwN9z6oGkvkyq1v8HJ9MYjRJmAwim3vDGCURVVUxCQrheJobF9bSP5RhdZuXFp+VoNvGaCyHrKh47SbyZZkGr420YEORZBbUe4hkIxQV3QTvwGiCT1zQxnA0r1tUmA0YRIEat4X9I3HaA3Z6pjOcmE6zaX6AoWiWfSNxNPSzH5fFyCPHpnnf6ka9KbzRgIZGlcOEJArctKqBYlnFapLom05xzeJaJpIFFA1kVSVfVoikdWfU8zuqODGr7jqv1c/yplMplmqXhQs7Azx2/JQs2GkxML/axZHx5GlBH2DziTA3Lk9w/nP6Qb8kNi+0vUBwdNfr/38ujavPfJy//ewBe3gbBObrBVuaqt8o+h7VFULH7oVSVv+/KIG5CFOH/vDAP7bnVNAHQIOe+6FhDRhfG4PG15pK4D8HGJjJ8O9P9p5yPpTg+mX1DMxkaPbbuPfgJKIgMJHI47YadQnjTIZFDR66a12UFQ2v1ciXrupi+0AUs1FkbZuf8WiWizsDLKz3zBmFJfJlGr1Wlja42TccZ327f9acTcVtNZIrKThMEkVFw2jQ89sAkiCQLcpE0gXKqkY0W0TV9ABulERKisZ4vECDz86PtuoFUEZJYGmjh1xR5h9+f4JrltTyiQva2DccZ1G9G6Mk8LX7jqGoGh9Y08ym+QGskj6P96xqoC+Uodplxm42cHI6QyhV4rLzljIdiTAdS9EWdNHkNqL0DJNzLMYsiagSJBSVta0+hpxZktkCHpuRdr+N8VSJaLbMjcvqyZcVsiWZ7hoXxycTPNYzw6XdQQajOcbjOa5cUEOuqJArlxA0FUHO43c5qPW5eE+wmi0Dcf5rcy92u4NQqsBNKxt4omeGS7ureepEmP6ZNKgKWVnj2qW1PHhE91iymvQUkyCAokK6WCKJgIbGkkY38wJOql1WJAGOTiZB0B1AQTedMxn0HH9/OMPOwRirW3zYzRIBpxmH2cDtO0cBfYf4zuX1hNIFxuN5CuVTlhAAhZJyWh/fkvy8Q1Lg2iV11LgtHBpLUO2ycF6rj3qvlSMTibN+jgulM6/xpmGywv6HIDtbpGZywHmf1FMxmRCEe4HZ+Rospxd5vVJK2bOM5UCVgXMz8FdUPecAW/tO2d2CXlA4kyrwsQ1t7BiYNeFCL98fmMnM5a2HI1mWNrr5+jsWIUki3328b67S90u/O4LDaqI16OC27UOMxHIEnBYCDjOHxpNUuywIsyvQ5U0eWvy617zDLPGB9S20VtkQ0NMgJklEEODyhTUUFJWl9Z7Z1IA+kaKs0lXjwGoUuG3bMBOJPEVZIZEv83jPDPmyit9h5omeGfYNx1jT4mX/SIx/e6wPt9VEWdG4bfswNpOBFU1uNE3hiYODlBWFvpksm0+GafRaWNHk5v6TWSyiwnk1AuV8mp9sPkbMv5x5jgKKwYxgMLOhxcH/bOnnyHgcf2mS0akQv9o9SFeNg/agg1ShzNWLa/jy1d0cHk8Qy8l01TiJZ0scGI1jMUhUu81zzWUQRETJgFUos9ASwUGG/YNTKEgUZQWzQWLHYJSlDW4imRLzgnYumB9gY2c1jV4roVQRp9lAMl/GbzcjAl6bEUVTMRskDJKABixv9OJ3mJBEOD6dwmU10uq3YTaIaIDbZmQiUWB1s97OEQ3u2qebwFlNBrb2RWD2t6Jq8PiJGRp9usWzOFuwpqgaPoeRSxZUY561pah2mWg5iyPnszUkf37pfG4+r2nOarm7xkWN+/Riqya/ne76V6l0yUZhYj+ET+p5+FdDLnYq6AOUMhAf1nP6/nbmgj7oklGb9/lXePmcrQag/SIwv4IzjzeYyor/HGD0LFK60VieTFGX8z2L02yg0WdDQJfTnd9RxUVdQcqKQlFWuX5ZHbsGo2iCwHtXN3JkPIHLaiKcLmEzSaiahttqoMVvRxIFuqodXNAZ4H+3DDISzxN0mPmzSzpwWozYTAJfvKqTu/aOE8+VuWJhNV67SfehsZq4+bxGdgxEEAWB9e1V9E+nWN3qZTKZxzCrMhIEsBhEwukiU4k8RoNINFtGkgQGwtm5G9izVtEnptP8bt8oy5t9XLWyna29YebXuuiqDvLDzb00us38RVM/7t77iKSyLLZambfsfeQ1Ix2GEH9x8TJ+t38CG27qbApV5hLxWBiDtZ68auDoRIpHe8Jc1BXEYzOSysukZlsp2owS4Vm7hbKiMhjOckl3kMFwltF4js7qIEsCEsn4CQpAa7WfsbTudlrnsVCYPXcpKRp7hmP8ZNswqgZLG90sCzqJZsu0BRzUe/WK3qlUgeuX1rGtL0pBlrl6cR0np9Mcn0qBBu9d3cjgTJopk4G/u34hv9s/Tr6ssKrFh9MscXAsSbYkYzGK5EoK06k8NW4L6XyZwmxPX7NBJJYtkiuV+cj5bTzREyJbkFnV7KPGbeGHWwZxWQx8YmMbfvvLLzhsrrLz1esW8MvdYxyfSrKk3sN7VzdS9xLVvy/K9DHY/u96BS4CtF0Iyz5wuh7/lVDKgrtJX92j6e6bpZyuwTfaoPt6GN2p3wjaLnx1N5r6FXDep6DnAV151H4xdFz2h1/vDaCy4j8HWNnsRUNvnpIpyogibJjnp6SorG8/1RRDFHSztPUdVXzuonlcv7QOo6QXEHVW60Vc69r9dFU7uefABHazgfF4lo6AHcNsl65kXqYsq2yaH+BPL5nHk8dDTKUKuCwGEvkSjx2fYtdghKIs8N3HemmusvHRDS080x/hR88MEc/pgfvu/ROsbPKxotHD3ftGEASV4+NxVjR59cNQSZitR1Bn7Rb07lldNU72DMVY3OBBEnSZocWo+/23VNkZjeX47b4JRqJZ/vqqLhbX2Llzaw/1TgPvac1R2n87mlzCbTViKCapHfg1bZ3LkWqXsPHIV/l600HeExynS5rCmhoGk51IXkOU87gtBtxWI9v6I2zpjRBwmWjx20BTSaZTtFdZEdD7GBhEkfsOTSGrKl3VDgbDOX7fm8Gz6DL8LYuYSCs0eKy0BezEsiUW1blY1ujGIAocHEuioR+IHxxLIgoC86od9M+k2TEQxWyUkASR3+4fZ0Gdkw+ubeb+Q5MYDSLXLq5lWaObn+4YYWG9B4fFyNcfOM7G+QE+vamNTPHZXZSM1aRLHYNOM3VuG5GMfrjsshgoKbqU1SiJ1Lit3LFzmHlBB2vb/ewYjLKlN8yF86to8Np47HiI4ehZ0hUvwnmtfr514yJu+8h5fPPGxaxsObN72cumnIdDd8wGffR3bmyXfvCbHNcrdIsZSIzqFg8vh/oV4AjoRVvBbl0Z1Lga5IJeyZuP66vy2qW6usfd8MrnLZdOzanjYrjyH/TD5iU3gfUc8io6C5Vm6+cA/aE0P9k2zL0HJ7CbJT6yoZXDY0mKst78vKvWxdbeMKIgsKrVy1g0x1SywLxqJx6rkV1DMdxWAytbfGzrjxBKFljc6GEylufAaJybz2viyGSSkqyiKCob5we4e9840VxJX/1ajdy2fYQ/vbiDnukUe4fj1LgsdNc6OTiWpLvWxe+PTGGUBBp9Nlr8NkRBYDCcxS7JLGnykUjnODaV5hMXL+C+QxPsHooTcJq4ZU0zOwYi7BqKs7bNx7ygg+NTaRbUusgUZR48MoXVKHHVohoKRZkHDo9T7bETz5X52PmtHBqPMRLNkUmn+D+LEtSc/DlGScRuNmCVNIqyQm/z+3h4wsK1bSLrRn4IqUkGlv81d/ZJRFQHobKdixbU89CJKOlZ59SN8wN8573L6B8Z4/Yn9zM2OUV7cxMmbwN3HQrhshq5YmEtT5wI0RfKsLDOxabOIPfsn6A9YGNJo5df7B4lmS+zps3PxZ1B7j4wjtUkMRTJEUoV0DTw2o0sbfAQcJrZMxzjkq5qjAYBoyiSLyncuWeUy7qr8dpM7BqKcWI6RbPPxpWLakgXyuwfjXPloloeOjJFNFPiA2ubOTaVYt9wnCa/jYu7qnnoyCTVDiOXLKrl+08OMJks0F3j5CPnt7C1L4LbauTAWIKAw0yuJDMYzmIzSVy7VN9lAHxsYyvr21+GJ/3rQWoSHvwr3TgNwFEDJpue9rH5INCla/tHtukVsys+BA1n9A8/nXwCDv8ahjbrh7tV88HshvHdujKodjkMPA6CBJ1Xw8Ib9J3AyyU+rFtAhI7pu4bFN0H7JeechPOFmq1XAv8bjKyoKJqG2XCqGve27UP8Zs8YC+tctAcd/PfTA1S7rPgdJswG3ab3Q+ubSOVkfrZjhHRRpqyo9M1kOL+jirKiNzkxSwKfu2QemYLMvQcmWNTgwmE20BfKYDFIbOoO0Dud5iv3HKMgq1iMEpmizKcuaMNhFhmJFfjtvnFcFgNBl4W+mQyfvrANWdG45+Aksqoyv9qBQRSo9Vh55/IGzJS5+/Et1NdWUxMIcGAiQ63XQXPQiyjCj7YO0h50IYkCR8YTrGz2cvVCvWjr3kPjbJhXjddm5p8fPsFIPIfNJFEoq9S4LVw4vwpJgNt3DLG62cPNzRlc279FnddBrdvCdCxJuihzsPmjbJ42o0X7+dwqJx1H/w1EA/Kaz5DovJlto3l+vH2MtoCdsqJyMpTmC5fP47ouF5Y9PyBXKBCytEI+QTl0ksSa/48kbv776QHcdiNNXjsmg8ht24fw2Eyc31HFEz0zXLekFotRYt9wDJfNREfQTiJX5vdHpqjzWMkUZZK5MresbULQNA6Np5hOFvjg+mZUVeN/nxnihqW1rGz28c0HeojOpvVkVcVhMvC313bru6xsmX98p36Oc2IySZ3XRqPPhobKr/ZM4HeYEQQoFGQuW1RDvqRQ57HS6LMxncwzHM3xsx0jABTKCn0zGbprnKxu9TIUzpLMy/z1lV1zHbVUVaOkKFiMZwaxsqKiqtpLe/crMmiyfnD6UpRy8Pjf6dW4oMs1992mr8zNTr2BSte1ugQ0Oa6v2q/4v2eqfp6PpkFiTJd67v85pMZPfc/s1j34zS79Oq9kvnIJtvyTviNRFRBEXYZ60Zf1HcQ5xAsF/nPr9vRHzsGxBI8emyaaKbGm3cemeUF8DhPP9EUIpYqEUmEQBOxmI+GMXhF6wfwAJUXlq/ccx2U10FblYFt/hFxZIVdS2DUYZVmjh9FYliqHmWxRZlG9i6lkgfsPTTCRKLBxXhWdNS6e7Jnh2GQKFT0NUZbV2abgMS7uCnJoLE5H0EE4U8RpkfjwumaOT6UYj+d518p6wukiT52cwWqU2DAvwG/3jRHPl7lu9TqePjbG7/tGuGBhE4LByP88M8SaFj9+h4UnekJomu7RXuOy8n/uO86SBg+XdNfx423DBJwmrllaxy/2jM55/F+5qIZ4tkRX0MonN7TwzMkpHhwz8/n1t2Ab/D2ioJIplCksvJldxxJo5gBYPAyXbXQgIFg8oMoEHQYWN3q5dEGJp3vDOMwSf3HpPPpHxvnagTAr3E1c5JqgdfoRhvJ2+gJX8eSeMTJiio3zA/xs+whOs5Fn+sP47GaimRIlWSWZL7O5N4zHaiSWKzGTLlLtMlPjMrO00cNINEc4XWRhnYuOoIMv/+4obpuBqxbVkivJxLMlLuuuZsdgnCMTKTbMq6J3Jq3LK2d9+CPpIl6bkY9vaONnu0aZSOS5YWkdE4k8/++Jflqr7NywrI6nT84Qy5VZXO/mzt1jSCKsb/ezbzTOgdEEdrPERZ1Bdg3qh7+dNXrB1f0HJ2n223nnynpaA/pB5PHJJI8dDzGZyLOsycvFnUGq3RZkRWXPcJzHj4coyDIXzAty/jw/DvNZdPvje+HE7/XD1ZbzoePSF+9wZbLp3vjP/D89+Kam9BW+2aXXTrRfots5hI7rlgnBBfpN4qUC/7M1Acmx04M+QDGpH+q66nQ55okH9PRPy0Z9vi922JuZgfF9+s+Xj+u+P44gxIbOucD/QlQC/xtEbyjNDzb3zxXKPHhoikxe5oPrmmnwWjk4mtBb7wUc/G7/hP6ZtRoplBUeOTZNvcfKUFRh88kIHz2/hd3DMUajORq9VmRZJZ2TyRZ1bXpvKM2/PnqC9KxS6PadI4QXFmnxW6lx6w3JTZKgd7BKF6n3WOmbSaGqEM4UCLrMLK73cNe+sTnb3ydPzLC+3c8HzmsmlC7oRUaLahAiWb7+4Alq3RZsZisPHwvTUmWnwWvlqZMz1Hss/NnF87CZRXYPx/mXx06iaTASzXFoNMENy+v45e5R+kIZ/vqKTjQN+mbSDMxk9A5eYoZ79h5BNtgZK8C/5nz8fxv+P3wuGOtL8vDRGQqqiqaU0TRwVdVTNr+fXFmjFBql0Wqnpy/KI8emkUSBxfU+/uWh4zR7jTQJeR4dmyTaXssnq+KM+1fxk2dCyC4zowWV3lCav76qE4/VSCJfYsdADFXTMEoCAuiKJ4NIZraRTSxb4t6DE1w4P8DfXNlJUVYplhX2DMW5YVkdmgaHxuJ8fGMbPpuZv7//GIoGNS4Le0bivGdlAyZJZDyWJ5otUe+18t7VTXz57iPkSypNPis/2TZMV60LQYCnTobZPRTj396zlH0jce4/PImqwYJaF/tGEmztC9NW5UASBYbDOW7d0IJRFDg+lWJzX5hmv51Uvsyjx0KsbtGbxXz/yX4Ks9LOx4+HiKSL/Mmmdo6MJ/nR1sG5cq5f7x0D4IpFz7MlnjkBz3z3VOHUsbv1A9XVH39xT5zapXDFP+gmbDMn9ENZUQLfQl2Tn5kGkxOivRDpg/mvoPPV2ewhBEkfnzkB276jr9olk+72KRdhxQde+HpGq36Im5ltPqMUddXQW4hK4H8NODmd4sBogpKi0hF0UCjpFgRtVXZWNHnxOUz0z2TOqI7cPhDhqkW1XLO4FkGA6USRULrAxze0cveBcZY1ednaF8FrM6FqGiZJ5LqltRRlhWqXhcsuq0ZWNfaOxLhkQZDF9W6e6YsgigKiKKKoMmVV/yN+7HiIL17VRb1XYlGdk5l0Sa/aNEosqndx565RblrVyF37xkGDbEnBIEkUygqqCrmywo6BKBd1BsmVFIIuy6xyRyBTlIlly3iDdpKJNHtH4ty4vB6LUeTSQJyVyb3YxRJFrYGdLjehjIzfbmJZk175urTJQ9BpYSCcod5rpcZt5fhUmma/jSODw4jFBKaCbmEQyQjccdjM1z50LZ7sCfIHp0E0IEhG6vxOulLbMA0+gmBy47jwC6iD23j4sB2DqB8ul8oK7+2SWGPoxVaYIds6n8djVdxn72IkI7BicZCHBwoUyyqtDQ5OTqfJFmSuWFDD8ckUsWyZVL7M/GoHDosRTdNYWOfivFY/+0ZiXNpdg/D/s/fe4XHc17n/Z2a2911g0SsBAuydFKuoLkuWVV3l3vtN4tiJE9+06/zilJviOHFsx3GTm2TH6rK6RJFi7wUAid6BBbb3MjO/P86SlCwnVhIrN76553nwAFjszgx253u+57znPe8BkvkyIwsZJuN5DgzHuAipfmBnJ4+cmmFFs1/6JMoivdEadHJhPs2qZj+NASfLG7yMx3LoBvgcNkqVIh6HlViuzOhCllvXNTIezVMxDIYWMuimSVk3cVo1HFaNPRcWSOXLQvtUFAJOC9FMiWUNXioVk81tIYYXMqxpDeB3Wnji7Cwl3WAhU8LruOwWTk0lmE0UODkZf1kPb1edhzPTCUajWbrDnkv3OQvnXya+VtYNkmeeYsC6nYQWZGNbkMbAz2H/lPIQHZZCq8UhkffkIYF3UlOC7Req+kJ6EcrVYnR8XHD7TERwfM0hEg7eBmjZIhF/eCk0b5QspJyTDGPZLXD6XtH7X3EHTB8TSKj3Zvn+yKfkePUrYfGCbAzNGwWG0kvQsVOu9+K7EloiG8KviP0/x/8ftIHZFF98epCSblAxTL65b5Rb1zVxbibFoZEoZ6eTfPiqJVh+jhSDRVNRVbBZNPpn08SzJYYXMySzZd69oxPDMBldyDIZz2HVbGzpDPFs/zwhj522kIv9w4vMJAuUKgYziQIDsym66z04LBqTsRz1PgfzqQKGCUGXBcMwKes6q1sCGAaEvTamE3leGJQO1SOjUW5Y0UBzUOSEfQ4LPqd03ZZTBeK5En2zSfYORlkSdnPd8jpmEyKcpaoiPVw2TKk5FCrc3pyi/fTf4fFraKpCw2yaT2/4EJ87FWLX0jA/PDLJ0jo386kiCgofv6aLPecX8dot3L6uiVqPnRMnJ/BoOpUqAc2CgduqoKgq21YvI+R2MBaJ47JZ6NHPE4ga0HMdDqsNa/wcJVQ89u1Mx+KYqsaG2hJ1R76BpbBISS9jVV/gxmW3cLZ4DY8NLKIrGld0N5ApVJhN5Tl+XKCSExMxPrBrCQpgtaisafaTKepEM0UOjUT5xr4RSlUKa1vIxVXLwtR67ITcNta3BckVK3gdVmJZgfDsVo2OGje6IfpA6UKFQtlgPlVgLJpjMV0k4LIScNmIpAvUeR1oisxCiGZLDEayPNU3T5PfwetW1dPgd/DgqRkyhQrpQhkVGb6eL+tkChWiGYVSxcCmKpydTfHTszLfwTRhdbOPd25tZ2o+z+hiho5aNz6HQDiqoqCpvKwm1Rp0cn4uxXBVp+fIaOzSfe58SXHTNE3mkgUSFSsD81kOzOU4OBzlUzf0EvpZ+ujQk3Dy+5d/12yw6b1Cy6xfLQVam0dgFbtXNofULOz5M8hFAVNe37ZVNoixNIzsgWs+J0VbzQbd18rxFMRpR4cksyh9B1beAfEJgW7m+2RzcfhlKHv7DhnMPvQUXPkZgYfSEdj0Phkio9mqA1r+69dLL9r/c/z/QTs+EadUHUyeK1VIFyocGomxtM7DTLLAwdEoyxq8uKrKiuVq1G+YJluX1DAwm+KFwQXWtQbIl/WqczbYN7RIKl9mbWuAaLZEoSyc8d+4vldm3Fo1vl9llbhtGpF0kcm4zrbuWjIFiajLFQNNUTBNk9evaaJiGPRPZrjv2BSKArt7wkzF88wliwTdNhazZa4NOcgVdRr8DuxWUYD02C1kihVuWtXIM/3zaKpCLFvCME06al3ctb4Fl12jWDboqXeTL+ucmkhwc10/VrOERXVi16RpyTH5FK9b9lGOjsWkianaR7OmxYdumNT57NS4bUSqA122dwY4dbaCVs1cFEXl6p7a6s8Ky3wlllUiIvM7+ARodiimKWViLPiXc3bN77K82eSp/kUwTVrL4xiFBayq6OSXTRPfzPPU1GzHYrMzF83g0SoEvfDChSQhj1OgMYuKKzXK1bUpNLsLl3s1vvZmTkzE+N9PXCBXHTiuKLCQLsp7r6r4bBojC1mKuk6qUGbf4CJrWwNYNRWl+nxVVUjkyuxaWsuT/fOUytJH8K5t7ZimSVfYg1GN6IsVg+uW14nYnAIokC3qKIrBzasbeezULMMLGbZ21bCnygRz2y24bBo+p4VIpsgz/ZdlGAzT5Mx0inSxQqGiE3TZSOTK+BxWvA4Lu5aG6ZtNUeOW4vVQJIvXYeXcdIrWkOtSc+GZ6SRjizmW168UB13KUCgbxLIl9FW3cjJqAXRmkwUG59NcseQyTZlcTCQOXmp6Sb56bpQi6vi+KlSkiCZPTbdg87mqdES5CJkFkWVY8xZ5TWIChp6RTWLoGYn0K0VhC1Xy8rzMnJy/nJNo/ug/yebib5HIPzEBnbsun6PvIWjbLhH/wENSbFYtMiCm7oO/DJfyn2KvyvErirIWqP737DVN89S/9vz/TpYvX+64vUiQyld0rBaVZL7MeDTL2ekkFyIZNrYHcVg0MiVxzGenEpyraq9/48UxUoUqTu2w8IFdncwk8iyt87KhLcDx8QTXrKjjL584z9BCljesaWRgLk1vg7eqKlmRlnzD5PCoSBxbNWme6qn3EM+U8Dus5Mo6douKbsC+wSi3rGngis4Qhm7SWefh63tHiKSL2Cwqb93UKsJg2RJrWwJMxXO47RbCXjtl3eDcdIpkvoyqKhwcjYp2vabynh0dlCsmjXYTnFbGo1k8SpH6YIiSw2B1k5exeBmXTSNb0rm6N8zoYo5vvDhKoaQTcNrYvSzMhfk0H7I8z4dv2MTZuTyGabChxcea/EEwt8oEp4N/D6jC2V4chpouDFQm9BCzMzEOuhc5FzV5145OJqI5nMogzTVW8vk8Zd3AqenYLVnOmToupUSXp0ytQ8emmnR7K1jtFWKajc+uzuA88iUKXgvpQgVXTQvmLf+TcsVLyKViszjIFHU8disVw+DkZJyn+6WYvLu3jkdOz1Gs6LxxQzNNASd1XjtBl5WxaA6vw8LalgAzyTxeu4WUIcJ6xYpBsVRm99JaZlMFFBSWN/rIlWRGQFdYCvFnppIcHImhqfC+nZ30zaXoqfcS9tg5PZXAY7fSXuOqykSY2K0qqqqg6yaaKoJ+8VyZR0/Ncs2KOgJOG0GXlZDHzkOnp7Eokm01BBzcsraRdKFCe60bn+Pl7qNcMYSJc9VnYeIgRnyWbFMnz2U7X7ZOLgZKl0wv//wGqkpRpJrrV1U1+CekoNu4TjZ4vXD5uaYBGHIcRZPIPjoMC/3y++J52SxUy2Xa6MUFq2rCzlG1l4xXVEWOFER6QS8LrGSxSVF3YUA2JatbNor6lb9SUM8vbOBSFOXXgO8BddWv7yqK8snX+sJ+VWxtS+DSz06bhkVT2dweZDKeI5Iu0OgXLFw3TA6Pxqj323njhmb2XFhgNlVERbTOZbCGJIuJfJm5ZIHusIdzM0m+f2iC9+xoY2g+w8hiFlWBhUyR5qCT2UQBj10j6LIRcgmrx27VeODEDFZNFvT3Do/TEHRSMUy2d9WiIGm4aZrcf2KGpoCTrW1enhuYJ5KWqValisG3D4wT9tpp8NoZWsgwF0uwxFPGq5ZwaCq1HjvNQSdPnJuTUYuqQjRT4u+fG6a7zkPMv4KZRAEUFZvTw2hKYaL7nRRMC9u7a5hPFwl77YQ8dvpnUwQcVuq8diqmwanJBKua/Mw0XYv95Le4S/8p77c/x5qZ+xivu5rjYwtMT45Lmm2UZapSpQC5KImyyoLhpeGaj7MrGOPDq1V+enqaYkXH7/ehxkeoKU5SX5nBk59Gq1+OzR1kR2eANleBDfoZtuT3U2cu4iwscNUSL8GRh3CoQmUEyEWnSA0fxq0U8GhlEvEYDrNIvlgkky/g0MBpVRmP5ZlL5qn32nHbNPLVcZq5ss4z/RH6ZlKoKuwfWqRvJlXdWG2EPXbypQpOu5XvHp5gPJajYhhMx/M8f36BsMdOulCmWBb5akWB+VSRg6NReuo8PDMwzz+9OMp8ukjfTJKHT88Qy5TwOS0iVqepOG0aqqIQdFqwKCIb8UxfhCVhN2/Z3Mb+ocVLTh9gLlGg3uvgljVNdNS4L0X7IE1k7bVVHnztUtjwTrQrf5MX9FWMJC9DIE6rxpLaarHV0KVQm5yWUYovNRPR4B9/EU58V7D/Sk46fE/fK487AlyUDcHqEGimdbPQP7MLVUeuSebgCAisY3VIvSC0pPocq3z5mmRDaFgt5y2m5HiOIFicUrwtJsXBp2Yku4iNQdMG2YzmzoqaKMjGERuFiUPy/b8gZf7VRPzvB64wTTMLoCjKnwEHgC+9lhf2q2JrWwO8Z0cHT52bp1DRecOaRooVg0i6yPq2AEtqPZyZujz0Yi5ZIBWuXBLFqvHaOTOdpMHnIJGToljAZWVkMcdcqsDx8QS3r2/mxGSchXTx0uZwcCTGbeuaSOQEcukKe1jV7OdHRydw2az89k3LGImkKZZ1Pnl1D98/NM50ssDSOjefuGYpT/XNkylWuG55PQupHCFVNNjDHjvJfBmrpuJ1WpiK50nkSnxoJRw5H2d4MUeP38GVK1r56Uwam82OYZpSDFZFbCxfqmBVFR5fbOLKKz6KPvI4eB2MNr2Dr+5NkdVHWN8S4M2bWhmKZLCq0FHjYj6ZRTcVQh4HY9EsZ2eTfHM4xTvXfZKG8hM4rQaPBW7l0QNFdP0CtniBd264ne3Rn4jo1po3w8IApr2F5pXbmX7qrygVCvhcDr619e18JRIik4xTt+XdqBMH0NMR9N438Ei6h3v3DpMtVXjTxk7qK89SGN3Lx9e9iRdiHjxeE89MArvbRqpQwTRNChWDdHSWKUuSNTUQdocZiRWo8ftoCdg4NraAYapoKsyniwScVnb3hnmyb57TU0nyZZ1lDV5KFZ0XL0S5cVUDY9Esi5kiLUEXr1/TyKOnZ6j3O6hx2+ifTXFuOsUNK+q5qjdMvqzjc1lpD7k4MhajWDFoDjqJZooUKjqJbJmWoJN0voLLroFucnYmxXPnF7h9XTPHQ3FOTyVoC7m5fkU93z88QVuNi21LakjkSmSLAlv+rKXyZUJuGx+7agk/PTvH6EKW7noPr1vViN/5ctzeYdV459Z2nuyb5+xUkqagk5tWNdAcdEpkfu5+6HtAovW6FaKzHxmQISu1vcLlr1kq+HomIg7cUy/R/+geaaLqvk4i+0IcWrdKxN7/kAxHr+2B/kehnBGJhsy8ROdr3iKO/ug3JQvY/VuwMChZwtaPw+wJme9bv0qOP7JXmsrad0B6Xq6350a59okDwlrqvlauyzTh/E+l3nBxuPv6u6Hnpn/bpK/X2F6N41cA/SW/61zaZv/7WrGsE0kXcds1di0Ns6UjhG6auGwWkrkSO7trODAc5ZmBhZe9rqeqdV/ntWO3qDitGuvbguwdXMBbLajNpQrcuaGZp85FyJd14tkSmzqC0CDRl9AJFR4+NcP7dnSwtsXHi0Mx/uqpC9y8qhG7VWXf4AJv2dzKu7Z38ukfn2IxU8Kmqcynivz1Uxf4vVuWMx3P8+ipaT68uwufS2NzJ9x/fAqfw4qJbFINfgf1SgLluS9wg9eDUd+Os7DAzFOjbL7idxg0W1AVBb/TgmmaGKbGFR0h/E6VNa0hfvNRL6sb3sUbehr508dH0U0Th8XkxFSC8XiOL71tHVOLCe57sQ8FlaDHQyRVYEWTj5l4nnRZ559OZFh/57uI2zQe3jOHaYrUbkl18oOTMZau3UR49AHBgXf9JqWaLUz9+PfxtK7C5mvHlp1jfv/3+I03f4FGpQXLA5+nUttLZc1b+OJAgMlohFpPI2E9ybGDQ2y65Uoa3UGasifoXH8XqdplqOXNLJx5GoCKIbOHK6Fu4mWV6bl51na3c+PqLgqGwl88epraQABrVYPohhUNGKbBnvNSt1nR5COVr7BvaJE7N7QwFS/wwyOT3Lm+id4GL5FUgSfPzfPbr1vG4HyGryZHsKgqFgs8PTDP1b1hbl3byPn5DN96cZyl9R78qsp8Ks+dV3YRctu4ujfM8YkY1y2vJ1/Sef78Al6HhQvzaR4+Pcuu7hDv3dFBJFXie4fGWd3kxwQG5zO8eXMrYa+d7joPQ5GX0xRbQhLVd9V5+ehVHnKlCm6b5V8cwdgcdPGeTWGKS02sbj+auyplsHgBzv3k8hMjfeAKw9Wfk9GJZ34kzB5vgww410uC1Vfy4KoVTF2zyUCVFXfIOMWhp8Dmg+2/Dqjw00/LJmJU5Fzbfw02vluKw0YFWq+QaD7YKhuRXpLnt++E5bdJ70FNl1BHE5Pw3OcF8qntlXutUqg2fJkw9LQwheKjcPJ7VWVOxPmf+D6El8v8gP8i9moc/zeBQ4qi3F/9/Xbgn16zK/oVsNHFLD88PMFQJIPbpnHb+mZ294SxaxonJuJ8/9AEsWyJLZ1BOsNuxhazWDWVa5fXsa5VBo/ftr6Jv392iCf757lzfRNv2tjKAyenMIHb1okGj6KY/I9ru9k3GOVPHu3jU9f38JHdS7jn4DjZks51y+pY3xZgIppn33AUw4QLkTRBl0ReA3Npaj12JquD3C9COAG3jbMzKfYNLvDxq5fy7f2jjEVzvH9nJzetbuThUzO4bRY+fnU32WKZZjOBWy1iKVaYG5yjxmOnxmUjW1zk5Jyb37y+lx8fm2R0McsHd3WykC7yBw+epa3Wx7u2d/JC3zQnp1I0+B0spItkCiWcVg231UGubGDkErxxQxOPnYmgmNIdvKTWxeHROE7NpMMaIzkSJ6cYmNGK/CeFJLhqyJUtLJo+wqiw+o0wfxaNEKx7G1/rKzHVnyIc6OTuDWuxxwZRshco7Potyi9+mUiowvhiFtxhtHwUwzQpKE6GYhX+8aRGz4p34phyc/JgP+9bfT0NmQSZ0WOoVgd1G2/l2Wwr5xYy3HbdVfzDnhHOvthPb6OPD1y7lgdPTGHVDH7juqU8cHKGzlo3FyJpmgJOqEo5NAeclMo6FcNgY3sQTVX5ybFprBaV5oCTdFHHqim8c2s7D5ycJpmvsKrJR1fYw3PnFwm5rbx1cwsPnZrBZbXwgZ1LeP7CAkNV513vd3HPwXHcdo03bmhlYDbJ6ckkrSEn3z+cJZarMB3PsaO7loMji5QqJrt6a9nSGcJenQn8/cMTlyQebl3bxLKGy6JpmqpcClb+RYv0oxz9Jo7EuMAt6+6WASWZ+Vc+N7cgEEs2Cu4aePaPRfNm7dtg+FnB2LuuEvjm+T+VubfLbpaCbOScwC41XfDsH4K7HrZ/AkZfhLmTEq3rJakNJKcFPpo9KRnA8ltl+pfdI0NZ9vy5QEuBdrjy07D2rQJfbXyvDIF3BoT942uC7KJcj69Rjp9ZuOz0L5pRlozlV8nxm6b5V4qiPA/srD70XtM0T7ymV/Vf2IplnXuPTFyKhLIlne8fmqDR7yDosvH1F0YuNcAcHo3THnLy6Rt6Cbisl5qh0oUyD56cwee0cXWvm2PjCcoVnc/fvpp4tsTDp2bQDZN1rQEOj8Y4M51gU3uQdEHn6b55PnZVF1ZN5dBolKf7I9hUaA+5WMzEWVLrxmnVmEsVWN8WIOiy0tPg4cJcBgMolnTKusnqZj8b24L8f4/2UzIMrJrCP+0bY0dXiK+8YyORVIFv7R/jN2/oZbmnl/iQm8UC2FuWkcnMo+bjrFyxmk+urOcLP+1nVbOfW9c2cmZikTOTcZaFHeQqZX6wt59Pv34NAbeDZ8+fwWFRCDqsGJUK0UQci1HCZbdwYeAst/S001xfxwsjKY4Mz9Pkd6KVMpRi8wS1AE6lDIkFiQIVFXJRnL4QgeWbMDrbUU/cg1HKkF2+jH987gjxlHxGC4ksXz1U4g/euot4rsRXD+q8+5ovU+t14ZsZZn5uGqfVQsUwKRoKXo+HXLCXH52Oc/0KGw6ryjfOlNnS+g5u2/JOMhWVb5wqMJ8usrO7lr94epjZRB6308ZMssh3DozzhTtXY5gmn/nxabRqIbXJ72Q6kSfgslKsjsjcuqSGG1c28PW9I9JZXB2IPpvMY9cUFFXhuYEIO5eGcVhURhYyHByO8Z4d7YxH8/zz8Unu2thCW8jFl54ZxGW30F7j5PRUghMTCZFbNuFrL4xw27qm6jSyPCubfCRzJTJFnf3Di3z8qi58LivNARdKFZLoDHv4zRt6mU8VcNk0wt5/Xc6gUK6gKSrW6kB2Cik4+FXIzFZ/T8Dhr4rD9NS/8gA2t0Tj5Qwc+HvAFMe89y9lpGLX9VBKwsF/uDxX98Dfw65PS+Q+fQSigxJdR87Bs5+H2/8BmtcJ+8ZdK074wk8FzgGJ2s/cd/manvifwhAD6Q5+7Lfkby1XCJzTuFacfmZONhBXWGoJFrsIwXnCl4vFF021yOP/hewXOn5FUT4PvAD800Wc/7+zLaSLDM6/sktvIpojV9IvOf2LNh7LU6joNPgva5XPJQv4HVZS+TL7hxZpCjjpbfRzZDTGMwNSXLNqKh1hN8lCmd29dfTPpjgznaRiwt88PVht1lFZ3exH01TWtfpYWufl0GiUkNvKXRtbuefgBPPJPDu6w7QEnTx0ahbThLs2NvPC+QjLGn2ki8IGQlXwOS30z8mAjzPTCd69vZNn+ud40lC4e/fnONU3xqmpNO31ITatWs79ewdJKzG2doY4MBLDpikcHkugVgrouTxuxaDsr6VvLs9sYoE3b+ngwWNjZNIZNE3hDWsaGJ+ZZb5oYeuKLg6dOMXw4DnuuvE6Hjo4SyExgQrcsjZMU3QvQTPJLWuu47HzaQybB80ocXu3hfOjkxyx1LDN1Ul86gDjCZOEGgQlJ3isAiVnmKEEeAwf79liQz1zHwvpBe7e8EH+6WCZZDwCwO71K5jIWcnrKoYJZ6dTbOwIcn4+zY9OzRPJhdHNCk67hpESDv54NIfLqmFRRZFUweTFC7NoepGgUyOR13lhaIF3XtHOQ6dmmI7nyZd1blvbRN9sivOzKW5Y2cB3Do4Rz1Xw2i28a1s73zs0Tk+9lzWtAQ4MS0Zit6jctLqRocUMZydTOG0Wnjw3z/auGvJlA92ssL41wJ4LAjFeHNTusVvIlXTsVhWPaaG3wcvIYo72GicOq8YXfjqACdyxvoUbV9VfkmJwWDXaa/51XflUvswLgwvsvbCI265xw8oGNneE0NIzl53+RTN04ct37oIVtwsebxqCfy+5SkYilnOysesloWt66gX6WXs3TB2RiFtRBD/f8G6Be9Jz0LDqciE30ieReGxEoveOncIKeuTXxRE3rpWpWxdtcRBy8ctOHwSvL2dh9gycewiWvU5GO7prYeN74MUvgVp1iZ275fw2j1znqe9fZgqtuxuC/3WifXh1UM8I8DbgbxVFSQN7gRdM03zwNb2y/6Lmslsu8dpfal6n9eemvYrCpWaYi2bTFE5MJTg+HkdRFKaTBfpmU/zeLSvwOa3EMkWW1LpZWeehfzbNgydn0FSF3nqvUDzrvRTKOhXdxGW3sLLZj66bPHpmivYaF9ctr+f3HzyLUp0nO7h/lFvXNvGnd66mVDZ48NQUC5kymzuFS62qCg6rikVVWMwUyRTLTMTy/OFD53j3jg5yxQqf31/EKAew290cTth55okL3NDlZGAiwf6hBd6xaxkmGiGvi2hGRXHZyBsKM7EiFk1hIV1ieHaU927vYDG6gKGXOXe+j1WNV/Bs3zzLPSk+fvuVBC1lOi98idVNQaat7QR9HtrO/hUWTwCrqvCGxNdZs+ujpFUv1tQExuAPiWz5XSJFN781fSV3rdpGjcvNbE7B7+vESgUdjXi2SMAGbe4gMw9/nnKphKppaM//GZ/a/m5G7Vdi0VR+0pehmJRJZwC1PmFKzSULTCfyGKbJs/0R6n12PnhlF267Ro3LRlmXDcamwXQsS7kcQEeUV5uCbmyayqOnZ9nYHqSn3sNipsT+oUWu7KmjOeTiwZPTXNkdxsBEU1QePj3Njq4w8VyZqViON25swTRNFjJFnhuIsK2rFp/TyoGR6KWhKLmyjt9ppVjRCbltTMbz2DQVA+kN6Qq7Wdbo5dx0kmf7I1zRGcJrt/KtA2M0B5xkChW+MNuP3aJyy9qmV70m9pyP8MDJGQAWM/D1vSM4rBrrfJ4q7bL48hc4vEKLXP0m6YbNxwRDP/+oYOjhXnGa7rA492JKHGv39cKusbplc2haD8e/LdF/KSfOfsnV8rvdI47f3yyPHfoHKd4aulA742Py+thIdWGHRJ/H4pAsAABTnu/wQz4Kh/8RNKtcS9N6kZhITsq5gl2Xxywuez3UrxB4x1MnTv+/UGEXXh3U803gm4qiNABvBj4NfAj4d05IAEVRAsDXgVUISeV9pmke+Pce7z/TQm4bd2xo5rsHxi/16S0Ju1ne6MNj19i5tJZ91UlIIbeVTR0hnumf59BITBZ9g5eFbImZuHS8mqaJRZXUeHQxw4X5NOlChVXNfmKFCgOzKTT1omKiQdhrI1/SmUnksVtVusJ1JNIFzkfS3Ly6gZlEgWS+XB3XJ6MRLarK3guLdNS4ieVKLK3zMR6dp28myVs3t/L8hQUMU+QX3raljefPz2MYJhXDJJEt0RR0MryYxTRNmgNu4pkC+YqFtLWWpGly65Z6siWdZKHMmza10D+T5MzEAqZqY2tnEDUfI2gmyGlWfnJklM21Jeaji/zWrhrMmYf4dJ1GuX4d+2ZM7qyPUxl4nEbK1KoO1BW3YSsugkUyKUvHTrqMcfS5AYr1a7HtfiPLh7/KlZ4G3rJtM+cHLxCs9POh7VfwtRenKOsGNk3nrRub2JB8ElUBq7PImC6c7UIhR+T5r+C+9g85E/dwbW2MtlwfdqXM7KaVzHo6ePp8FIuq8NHdXfTPpljV7CfgsjIwl+YTV3fxnh0d/OMLI9gsKql8ia1dNaSisxQ1D+taAwwvZgm6HEzEcmzWVJ4bWCCZL7OhPUi+rKMqCqtbApycjFMyTOLZEi6bBYdNw6oqNAddPNk3BygYhsFNqxp5/Owc27tr8DgsmCYMRdLcub6Zk5MJTk+luGVNI3suRAiWRPNmSUstE/E852dS3LCynnqfg0S2TKZY4ebVjRwdi126x5+/EPnFjn/hAgw/gxEZYKevB2f3en4wZK3e03BuOsm61nZYebvQLy9a8waBYkAkjMM9gvcf+PLlDcJdB5veL1IN5Zzg81a3FFTbtwsEY7EhrkOR7KCSkw7d6LBAgUYFOrZDx25ITkjmkE/I8ew+yRAuyjB7G+S63PUCKe37a3lcsQgjJz0rG0K4FyaPiuMvZUWeYvYUeGpFKqJmSfV1itBFQ0te+b5Fh2HyoNQGGtdCy2aBuP6T7dVAPV8HVgDzSLT/RuD4f/C8XwQeN03zjYqi2IB/gxD2/3nbtTRMvU8WstduYXmjj2C1Bf0tm1tZ0+JnMSW0uvtPzqBVd/sXBhf4jet7BFoxoTngRDdMNFUi8ya/k5WNfsbjOX56dp7b1jVSqhiEPQ5MTE5PJtnUEWRVk5+BuTSqKpO6blhRT63PyVdeGMY0obfBS6Fs4LJqqIpMuFrMFhmNZtk3tEjAYeUdW9vJlXUSmRI3rqynWDYwgVyxjN9plYErqoJFUyXwMU1MQ8YsoqpkihVKusnSeg/PD0RQVIWQ207/dJxtS4K8fnmQlGEnnc1iN/Oo6Rma7EECDa1cudxPd1knvfcrLGQrNHitxAafo2nVJ4jlIWhqoAojRrvwCHTuRGlcL/js+EGYOoqiWHBG+jB9jejJadTmDbiPf4uV/k7Op6xcWd/Hsje8l/MZD0t9JdZMfA/30FEKzdtwZ8bp8ncykVWoVEw0VaNYqdBT7qdr5B7sVis2i0ZX+hjFzR+lZlMvU/ECX90zTK7aiOS2aXz2puWoqsrdW1pZWudhOpEnnc0xOj7G8NgYRU8Lfq+Xt21pQ9UsRFIFDo5EUVWVnUtr+fGxaYIuK4ZpMpcq8o4r2jg/n8YwYDKeYy5RoKgbmKbJlT3hS8X5imnQEnJycDTGVb11dNa4qfNKs9ba1gClikG2WOatm1oJljSs6SmWWU+SatrJUHcn/bNp9g9FUVRI5ivUuq0sa/RyaiJZ/d9+gVvILMDTfwRTh1BMsBQfZEvnbqZafp29U5IJX5JtXnaLOMDEhPDj61e9cqqWYpVI+qLjT07CxIvCtAm2i0hbagoCbdKR23UdeOvFmdd0yRxdq0s4+podWreIk7Z5BGq5yKsvv2TSnc0LzZtEPbRupRwPYMtHZGNKjIKzBgaflpoASPax+7fl5/5HXs5KGn4erv19CLT+y+9bYlKK0sXqMJnx/bAqIjTk/2R7NRO4agANSAAxYNE0zVcSfF+lKYriB66kygwyTbNkmmbi33u8f6uZpsmF+TRPnJtj7+ACC+nCL37Rz5imSgfljSsb2N5de8npv9TKhsl0okDzS8bRlSoGZ6aSLK/3csPKejKFCvmSTrak01bjxG23MJvKU+u2s6kjgMem8fo1jcylCiLbnC6wfzhKyGPlyb45Hjw5Q0eti2S+RN9sqtrBC5oKTX4HBiZuu4V4rswNKxo4MhpDr5j0NnoxTXBYNCqmyQsXFphLFTg5meDBU7P0Noh+fsBlxee0MDCbYmNbkNpqx67LZmFJ2E00W8LncjCbKmK3aHjtCtF4nIePDVPJZxgYnWRf/xRl1QF6ES2/yF2tWa5a2YJ19FkWsnIbGah4m3u51jOOMzeN4+rPUHbUVoecF1BiI4Krmog6Yy6KarFCehYlNoxl/d2ogTZo2YCtIoNF9OgIG87/Ne+tG2Ln2JfxpQfBU4dms+FYdh21S9axdsUKNmzeQdO2N7N/JE5dpp98Nk2NrUzYa8ehmVjPP4jfTJMvlWkKXC5ubmwPki+JcupMssjVy+p457YOegMG4xOjADiNHEPzKSqVCo+cnsFAyAC6bpDKV9CrnaHZko7PYeHoWJxlDV5MTN67vQOXXaM16ARM9g0ucnIywchChkLJYF1rkN09YWyaDHQp6QbfOzzJAyemeezMLPceHucLj53D4wvQfP5bKENP0ZAfxGHV2De0iEVTqOgmNW4b6UKFeq8Dh00j4LJyzbK6S/fr3sEFvrV/lPtPTDF5cUTozAmYOgRIcGu3qJgjz7PLMw2AzaKypqVK29SrjJbUtETZLx1MXkiKUx/fJ/BIxy7h7dt9UNMDmCKdMHnw5QJt/Q9JRO8MSFH34uSu6DCEumD4GRF4y8wJxTM+Jlo8iibdwHpZGrFCnTIm0fuSQrM7BKvugB2/IU1ZC+ckIre5pTM3OSHR+sCjwt/PzFcZPs0w8pw8vjj48x1H5Nxlp3/RBh6T9wek9nHhSTj/uDSHvYb2aqCeOwAURVkO3Ag8pyiKZprmv2NWGQCdwAICH60FjgG/9rOFY0VRPoRASrS1tf07T/VKOzIW4+svCJ8coNHv4BPXLqXB9yoGMPwCK1V07j0yyb7BRSqGyfm5NLt7wgTdVuJZac4qlHXsNgvv39lJd52X09MJltS6GV7I8r8e7qOkG9gsKh/a1cmB0TiJbInP3NBT1Uux0xpyMbogA1jqfXYOj8ZY2ehjIpqlLeSiYhg8fGqa9+7oZDFTIF2soCkKs4k8Jd3ghlX1PHxqhn2awFGZYoW3bWljKJLBY7fQGXbTUeMi6LKyssnP8YkYNV47zQEnK5t8zKcKBN02aj02jozGqfXYqfc5yJd1TLOa6hsmmkXDXY6yxOeg1mOjocPH2mCJNanHQN9ArcNEafQSz5UJtK3CPn8M5cQ+KiUfMbeV4PaPQuSU6LL7W4V+F2gT5+FvvTwgOzEhU5BG96LYPSht2whPTxLW57FGpmC8FSJnoZCG2qVYywWMchpl+jBUijgtdpq3/Q+W1nupL5n4vToOs4iu68xEk2STKnsywzw6qrNreSsum0ZHrYfB+Qz3HZ2kKeBEVUQqYVtXLYMpO++5aRfD0wtYNJWW5mZOzBZZ0ehneb2PVU0+RhdzqIooXEar/RUBlxWXXaO3wcvSOi/fOjDGfLJAwGWlrJtcsyzM0fE4q5tr+PGxKRr9Tkq6weaOEGta/ETSxWoDHYCJYkqgW0Gl0e9gMV0kGU3Rl0wxFcsRdNuYTRZQFIVaj43OWjexXJnOGjc+p0TrD5yc5i+qRV+ANa0B/ujWFbTqL5dXsFpUqWVZDa5bXs/GjiA99dWo/vi3LkMnII72+s+Lbs6hr8F0dcBSdhGa1omzzS1KAbZmqWwUelkKwCbCFIoNw+xpGNsrWHvnrupgdUV49CB6Ouf++XLUn0/C1o/JRC5vkxzvZ/6PV1ilIPBQpZqJWB3ys2GIw48Ny+PdN0j07wgIrVO1ypCX5p/pRq6UeYUZZakjLFwQwbmL8s4WJ+z+jGxQr4H9ixG/oiifqH6/pdqt+w3gw8CzwO//B85pATYA/2Ca5nogC3z2Z59kmubXTNPcZJrmpnD4l0OFypUqPHhy5pLTB5hNFjj7ks7af49lihXOTic5OBLl2YEIuVKFbLFCwGXl2YF5GqtRf51PHPfx8RgWTeVtV7TxhTvXMJ8u8uLQIi67ht9ppaKLcNZsIoeiKvzlUxdYTBc5Mh7l4VPThL1OWoNOpuN5OmpcHByJsqYlQKZYIeiyEXDZebpvjvYaN0vDXpL5MmdnUrhsGtFMqdohrGCYUNZN+mdThFxW5lJ5/A4rmOB1WHhxaJEltR5667247RpP983jsVtwWS38+eMXODuTIpopkqoKxVHKEvB5WNdZz2TKIG8P469EuYajvC/1ZTYO/AVWdxjsXrSl11HnddBb7yXkcWDzN+Le8SGW7bgN7/rbiQ68gNqwVhQWH/9tSfn1shTSdFl8SiGNUr8KJTaCollQYqMoNjfN1jS2cgqlfTsMPwdNG6k0bqRQs5yKtwFmjqNYrGiqgpaPYjvwRd7SWaKhrRcnRbC5yRUKxFIZsi27mJqdp9apcmZkmo+ss7OhTqFcLhK0FClmohSL0oB1fCJGT6OPZyYMJo1aLKE2HulL0l7rYUN7ALtFIVvQ+Z2blrGpPYjbqnJVT5ire8N01bq4elkdb93cxrmZFKlcGadVQ1NVotkiJd3kio4QD56UHotiRadY1olnixR0nZagk1vWNFDvtVPncRD2udi9rJ6gVmKq/Q4qoW6mbB1VqQ8X8WxJGvVMk4puEnJbOT+X4kdHJ3m6b4HJWJavv0R/H+D0ZIIjY3GBa/yXIQ1FscCGd2J1urk+NE+rp/qqubNw+GsvXyzDzwozZ+H8ZaevVwRHP/+YSClbnFJ0dYUk0m/fJc1XHTtgxa3QvLXK/FFg8CmJuFWrOOqu62DpDWBUG7I0i+yA2QiMPA+qTYasJybkPD9rpin9ApOHoO0KCC6RmoOnDqwega0062X8XrPJuTLzslmBnPf496QnYOrYZc2fcI9c50utfYfUGEaef7mmfyUv/9trZP9axP8+4O+A1yHY/hdN05z5JZxzCpgyTfNQ9fcf83Mc/2thuZJOIvvKXT6R/wU7/79iC+kC33xxjPNzaVY1+ZiM5Ujmy2iKgtOmEXTbsGkqG9sDZIo639o/hoJgxB/a3cWqZj9T8RzxXKmqsigUunSxgttuwWFVuW1dM5OxHNs6a8iVDf5x7wj5sk5r0MnGjiCHRuK0hZy8bmU9xycSdIXdBFw2vr53lEi6wM2rGqToOpuiWDFoCjiZTxUxTZMGv4NCVV//is4aWoJOTk0nuWFFHf2zaf7okX4UoCno4Nev7WEokmEhU+A922UA+1AkzW/f2M2x4XlyC9O8qaeBUDjMdw6ME3I7uX7zNTQkvieRV/f1VcGronCiFRWGnsVauxRLZg6e+B1MwO2qwXXV76DkolBKyWsVVRbs6rcIBlwuCFvCGRCqn80tbf8oUKkIk6O2G0aeI9WyC07+AGVkH1rv9Rio6JoTq5GU46amhOlx6oew4T0QH8NIp6msuZ6nFmvQ9TR17jLl1Dza3BwWgtQVkhTzGqVCBkXVqJS6eW7AxbnpJFdUZQ9MTLobvPzF4wOUDfA7rXzu5uXYrRrLwhJlP3FujophsLzBy6YWD8WKQUnXaQw4iGZLlHWD7rCHcsWgs8aFo4qd50o6u5aGGY5k+IfnRmgKONBUhTvWN/PQqRmu7KnD79D42tNHKFQUlna/jYUFB4MLSXrrvbQEncynCvQ4vHSEXMwkC5fmEU/G86TyFWKZV66LZK4sEMnr/lSamWZPU1r7dpLnnmL6xEEA/Es2UXvN/8BbSL4c2rlo+fjLBc1MXeQOSlmBbYpJ4c5b7ALP9FwHz/+ZUCs1O+z6FEyfFNxes4qTzMVh+S3wzOel8Ottqjr8qNQCXCF5vaLJ9S+94eUibxdtZA8c/brUF1JzsPQaUfPMLshrNLtcpzss9YvYsJzH3wIY8nNyUja29LRQQa/8TWn+CvfCzt+AgYelTtK+HZZeLxtYavqV15KckuO9BoygX4jxm6b5CdM07/0lOX1M05wDJhVF6a0+dC3Q98s49i+ykMvGqovY40uso/bfX1U/Oh6/NLC63u8gma9QrEihNF8SmeXrV9SzrjXI+bn0Ja2LbEnnh4cnGI9mWFbvJVusyvoii3pNs5+WkIuFdJFYpsDv37Kclc1+9lxYoNHvYEWjj4V0iWNjcXb31tI/l2ZgNs1t65pY2xrkviOT6IZJ0GXjsbNz7B+K8vrVjWzpDDEVz6MooGkK86kiO5bW8pZNLexeWsvZ6SS5kk6ubPD4uflL1zsTL/DAiWneu72dbV21TCfybF0SYlXYwgM//SlXhmJ8sv4UG4b/ntajf8LbNzfR5LfzxAt76fdul/b4xAQEWoRu5/ALrrvrN4SYceEJ6Hkdyso7UHyNKCfuoRzoouSsl+f7W8WRn39UFsu6d0ix8MyPJBrTbLIIWzbDzl+TdzI+iXnFxyilosxGFil62ig5w+RzWfRyUZ5TzkHTRsFXC3EZ0L3iNko7P8P3p+vB4WfV8hV0hyyE7Qar3Qm6HGnM7CJWuxPDXYep2bmlE64LJ9naoHBiIs7Naxrprfdx7+FJbFYNl02jUp2ze3YqyaHRBC/2jdPk1WgP2pmPxnjw1AzD8ylWN/upddtpCTgvze7duiTEqmY/K5t8pAtlXFYNRYHxWBanTSOZL3NuJkUsW+SdW9uIZUv8+PgMhWAPWd8S7juTorvOw67uWkajMt2sJehkJp7n4dMzNPouO+IrloRoD7nY1BHEBHTTRDdNFKA56OTsVIJiw0bS1/0p8Tu/x9z0ONML8UuvT44cJTtyQAqvNUtfvmCsbgh0CCxyUQDuYgOUv0W6d1WraO17GuQeee5PJFjQbPJ9z5/BqtsFNkKVc6y4XRq9clHZWEJLhP2jWgFTcP72XdB+hTB0zj0gGH3qJX0GqVmBpsr5qu5OWRrQWjaLoz/1Q4GhPHWSSRQSkv2EeyUzsTjke3QEGteI3r9Rgr1/BTNVPkzLRrj6f8LNfy7jJj111cc3v9K5tG97zWig/1rEv0ZRlNTPebwq7mj6fs7fXq19EvheldEzArz3P3CsV22qqnDr2ibyJZ2+mRR2q8rNqxtZ3fTKzeDV2tji5YhmNpHntnWNPH9+gVShQkvQwXXLGyiUdRazL+cyZ4oV9lyIsLYlQDJX4caV9Tx/fkFmNi+rYz5V4Nh4Aq/Dwt1XtPKBbx9jXVsAu1UciMOqUeu1cSEiU6vcNo2iy8rXXxhlR08tLrvlkoa7RVM5N5tCN6Fc0XnntnYeODGNbpjcur4Rm6byR4/043VY2NIZ4r5Dk8wnC9gtKqXqJmZRFQbmUkSzZXYtDRPLFjkwHCOfiLG7t56GuT1oibOkU0UgjpmJECl4wFNPJFuB5Ljc3L03yRuQmhHcfuY4tO2AZTejDDwCxRRmwxqoX0kZhfFykJpdH6Z2/gCqt0Fa9E9+X7Dcje+F5W+Avgclwtv1KTj0FcH8d34KJg9gTh7EY6r41u4mf+p+9L5HcGx8O8b4i6DbBIddeYc4jfpVwvZ4/LOEVRs3bvkyf7dvhtkLUTpCDj5x1RWEx/8Oe6HIHZvu4P5hk8msxp9e1cSGme9RGZ9ju+5nzYq3ks63M5MoUNINChVh5tR57UzGczzVN8dQJI3N7WMmVSBfqhDyujgzk+XLzw+zpjVI0G3j0FiMkNvKnRtaePzcHIdGY3xsdzduu4WJaLY6d8HO+bkUoOC2a4zH8vTUeTkzlajOdjDRTajzORheyLJ3MMLWJbVs6Qjxp48P0BKQzvL+2RR2i8rtG5q5dlkdHqeV92zvIF2scHg0Rp3Xznt3dPKjIxOcnUlz7XIZNNPqLNMxdg7TMC7RkgHKi6PgvV0GobzwlzB/RjK0lXfAiW/Lk7qvF5XN3KIMW2ndIg1cnnqRSrjwhIihVYriaPWyRMBGRbpmz/8U1rxJsP9KXjIAEGglOiSbRnREnP+6u+UeHHxStHa6roGn/hf46iRyX3aLbDrpeYnYKwU5r7dOov3IgMhIZBcko1j3TtkkFgZE6G3bJwTWSU0LjVS1vrwgnZyBi1VRzSJfL7WOnVK/GnkeMGSTWnL1v9sv/SL71xz/mSoG/0s30zRPAq+Y/P6fYc1BF5+4ZimRVAG7VSPstf+HjtdZ6+bomEQ7qqrw1Ll5NnUG6ahxky1W6J9Ncvv6JqFBwiVnPJ3I0+hzMh7NgAp9Mynu3NCM3aLxZN8sm9pDBN1W5lMF/vqpQZY3eXDbLUxGs6xc1UDAbeX0VIJNHUFWN/kYi+f48fFpfA4rVlV0+K/qrcXnEL6522FhfUuAU9NJZhM5/uKNa7BbVP752AQPnkrQEnTRN5NiJp7n12/soayLpIBoBomO+7IGLzUeCz6Hhfds7+R1KxtJzLlJPPx7WB0ubPW9+NRpirrJoukFVUX1N9O5rAECayWiu3jDDzwq4+5A0vBT3wdFxVRUoew5guSDvZxe+Vn2Dhr89u4ttCoLsPcvJAOoWy6bRng5vOsBYUY8+inBZLd8WPRbFBW1phtrfBzjxHewLb2JUt/j5E/9GMutXyQT6MAz9Agc+zaZ9uuwhdqw7ftzCPcyVb+bB554mqB/Ke7mWuz5Re7ff46Vq9ehDT5B+9Q/8OHtv8Vc2UXTuS+ykI/icnuo5BI4j3+dhiXdZL11FMq6KAxbNTJFHadVo8ZhUAo5eezsHE0BJxVDIZIusrkjSIPPydhihmPjMd60sZnVzQH+5LF+SrqJ22bhnoPj3LqukQ/s7GDfUJSDo1FWNvmwqConJhOsa/WDAuvbAhwajWO1qORKOjOJAruW1tLgd3JkLEZPvZuvv2sTiWyZn/bN8u5tHbxpUys99R5UVaVY1nnu/AJb2kPcsroRZ7W712nTsFtVfnx8mtetbICgjd7G5cQv7MdtVy5JNVvDVQy8Y6fQJRPjElGf/N7l0YzDz8L6d0jRfnSv4PzXf15goBf+vPra5ZIlGCWB9Uo52QDcNZLxnboXXv+XAgfWLL1c3J0/A3E33PAn4oAPflVgQ80qz+l7GLZ9HNIzcPYB2ZQcPtmELjZwmYZsBPWrBPe32iWSB6jphKt+VzYTmx989fL/xUfhqT+Ue/iiaQ7JdP81cwZg8/tl9COmQF2GLsVsu/eXHvn/t5zAZbOol1QG/6O2sT3I2ekU/bMpxhaz3LWxhRMTCTKFFBZN4S2bW2kJugg4baxq9nP/iSkKZYMaj41b1zWx5/wCu3vDnPHZeeT0LLUeOy6bFcOAWLbEVDyPYcIVnSHypTIf2d3F3sEFLkQMrltRz/IGD19/cZTWoIs3bWzhiXPzzCRyfPrGHp7pj3BhPsPG9hB3rGuiq96Lw6qRyJX4++eGqJhwTW+YthoPp6dTdNS6cdstfOfAOPU+O5+6vodv7R9jMVOiJeDkrVva+eNHz9Md9nDT6kZ6G7z4LK007b4L/eQPIdJPY8t6Zjvv5Ox5jVqXyoc6Zmnv+6Espu5rROYW5bLTB2F0+FskisOUlDkfwzp7go0zp7lq6VasB++BUJ0sLlft5eab6KBE6ZEXpBN0ZI9ANooqxyomUTQrCgqKqqHb3Ixt/kOeOGNlMTnA8u4bqVu2nT0nBginvdx8xf9mzfi3maaOuL2eSKpMTk/Q4rOj5EvMGDXUmRbUpvXsG4rS5Y2Qjc6g2JxUCjr5kk5TwMrcxCDHc8Le+s6BcVx2C26twq9vttN+7k9Z3riF5Jo1PD9eoqiLLtPSei/P9M/jc1jZ2BFi/3AUp9VCIl/GoqlUDBmFeN+RKda3BLGqCndvbuPp/nlM0+RjV3WRLpR54OQ0q1sCvG1LK2enUyzqJXZ21zIZyxHPlfnENd2cmEjw2Nk+ltS6uW19M3vOz5MqGNywop5tXTUspIuX9Ki8UQupQoVYrkSDxYGqKOiGycnJBEFXmNzSW3AvjGJkI6Lvv/QK3Eu2Xv58XUH5On3fy+bxko/BsW+Kcw+vkFrL3r+QiH/t3ZLZTR2Da38P9v2lTMpyBER8re8R2SCu/T1pEMtEYPsnZcNITcvfVt4lEblRgVJCHLBRhmVvkELsgb8Th7vmzXDmJ+BrkAzj3P0S7Vtd8ns+IYyemqVCOQXZEC48LrLM7lqBmlo2Va/9rQLv6AU555W/KcNjfpEpCvirjXPzfSL7nJgQKYhlbxCCwy/J/jXH/6Nf2ln+L7aw18HHru5idDFLRTfpqHGSzOssZorUemy0hkT0aiZZYDFd4PZ1zRTKOnOpImemE7QEHLw4tMj1K+r50JVdVHSD7x4a56n+eRoDDpxWDd00cdo0vE4r3z80QXe9h4DbxnMDC6QKZdKFCsfGZTbsWze1oFkUvrFvFL/ThmnCoZEomqpwRWeQE1MJ/u65YTw2wYi/+sII/+OapdR4bJiGyeNn5mgMOIhlS5yaSPI7Ny0jV6zgtGn8+eMDLAl7ODOdZGQhw+++fjkNRhR9+FFKSgnT5UfLzNKaOMynr/k44ex5fEe+jWpzy0I7fZ+8acveIAskX8WFLVWaXO3SKm3PxEShXCpQs3gYdeJRbNs/IrMSk1NcmrgFklLbvcLF3vMFeX24V1gcngbQdcxCCsXmQW3eyELzG/iHPXOo1goul5cfHp2iq85LMFDPYCzFl6cSfHbrW3F6uxk7nqRilkExGIsWqfc34+7opNTcy4MDCkPzKZrdBriCKKbIJNitGgvpIlZ7gP7hNJWKzudvW0mpYrAkdxL94N+CpYJ57gFuDp5l93Ufpy9hZXQxxz0HxlAUldHFHE5bhptXNxLyWDHMqja6YVI0DFqDTnLlClZN5d6jk3gdFlw2C1/dM8wdG1pw2iyMLkin9a9d281MssDzAxFGoznevrWNh07O0D+XxmGVkZ19syk+dlUXzw4scM/Bcew2lWX1PrwOS3UWsE6tR3pVLJrKRQXmBr+DbEnnH/s0btn0WTZ4kzhdTjyNPThcP6exP9B2mQJZrg5X77wSDITLf/q+6izdGSnkX/P70i9w6gfQe4s4RkWFC0+JJEL3NdJI5gqAtxme/QJc/dvVgrIhBdSLjnr+rAx094TlOIe/Js48gbCMbvi8bCwXnhTtfLtHagqLw0Iz7blRahZ2j0BJZ+6THgSHX5zzvr+Ga/9AmDsb3yOvSU2Br1U6dNVfWE69bKkZ2Pu/LxfGR/fKY1d/7pfW5fsvXo1pmn/ySznDfwNz2SysbPKztjWA32WnrcbFhvYgbTXuS0qHQ5EMc6ki52ZkSLVVBQWVdEnYOTUeO2PRLANzKXYtDdNe4ySZK9MSdPGRK7vIFCpoCty1sYUGnwOrqrK7p5b5ZIGusIfusIvdvXUs5kqUKyZOm4VSRWchUySWK/H42TkGF7IcHo5y48p6uuo8tIUkSzg+Ib0ARyfiwvIpC7solivx3PkF+ubSfO7+c1g1FaNKhc2WdEYXc7A4iGaWcbp9uPw1lOvXcIiVPHF2mmcmId59Bzns5IpFiuFVGFPHJVVfcZssLJDinrcRYqMo8XGBBTp34k5ewGsx8a6/E0dqXHDbbZ+8HM2DSAIEWmVhWKq9GBMHBN8tpjErBXAGUJe9Di3Sx2SixA3LQnyofZb3eA7wm91zWIpJ6v0enHY7y1Zt5J+za3lyzsU7d6+gLuAD08A0YW2zl5k8nCo1kzFt2Fw+9iz6ca+9g15PHndmnDozRueaHRxI1RBwWYXeORDBVVqk+fy3qbXrmIaOx6bQUhmnI32SYsXg6HgMj8OKboimztW9daTyZWbiBT62uwuPw4JhwvrWAHdvaeP4eIKpeI7b1jVdmtOMotA3k8TnsFQpxinOzqQoVQxKuonHbiHgtHFuNoWjKipX1mVo0EuHrhwZjRF027hzQwuKIpTfRr+DdS0ByrpOtqjTUy0URzMlDAPyFj+NK7ZT27Xx5zt9gK6rqyJtY0J/1GziTIPtMnPXKMuXacjfikkp0qZnpTkq0i8SCYsDEtHnFqWus/TGqnDa3VIzADjyDaFHDj8r91PTBtHbCS8XmNHqkGsxjcvXNLRHCqp9D8l5Zk9B02qBnJrWitMHweITExBeJuQAV43QSM/8M+z7omxa9atE7rl5/b/N6YPc5z/LhooOyzl/SfbfEur5P2E2y2WMLuS2UtJNnu+fpzXkpKGrlr95apDOsJtcscJ8qsi7d7QzspClvcbN030y2nBztSBXqhhYNIVC2eC9OzpI5ErUev3cc2CMlqCTKzolVa97Sf3CYVWxagrttW7+9PGBS0PfFSXKJ6/ppt5npzngIpopEnQ7peDoFsphjdtGS8h5aUN42f9kvKRr2ebmCWMLjx2dg3CYJU0xpg7+A22OPGo2QnloD+z6JHZVE22U6/5IBnJk5mV6UsdOoWmqKgw9g1a7HK11Axz6CkqgTYpuDr9EVs6gwEN1yy9Hgs6QLELThMwirHsb2H0onnrM/odRYiO0b9pJ/dmvoxdz6Kh4Svu5e9nNnLFuZWlrIz88uUi934EVnZlMgvfv7mF6fgGHZjA+OUF6iZ8HB2ZY1uDlmt46rEoF38xhki1XYylnsDg8TCdLxOxp9g0Ke+pjV3ezvElBPQepbA7dlDexWCwQsmqkEmWimRKNfgcNPgcb20Pce3SSloAT3TSxaSqfuq6HVL5ENCswnd8l8FVJN1jd7OfsdKqqvimDgOK5MtFMkdmECACubPRx/cp6NAW8dgtqddTixY/zkpQyEsgA7Oyupc5nZzKWR1Olk7dQ9qObJh6bhc6wh556L3U+6cewaL/AwRXTUkyvWy6QTWxYotmVtwmnPp+4lPFRyctnWkgKFOhrlADB5pLibMMaySJ/+luC04Mwvja9Xzp/u68VqCi0RDK/xITcY+76quhalVJ6EXpSLdKlW4hKIbhprRAG6lfIOV9qmhVQ4eR3q4vLL922K28X7f+J/VJn6r7mX38//iXTbK987KIa6S/J/p/j/yVbplimfzZNJFWgwefA47AwtpjFbtWwaipl3aDJ7+SHhydp9DvoDnsZiqQplHWyxQqGCYvZIs/2Reiu8/BP+0bJlyosb/CxmC1imCZadQKXzaJyZjrJVT21vHBhkVvXNmGYEHDb+OhVS5hPFsiVDewWlaVhD5F0kZlEHq/DQqzaSey1WxhZyOC0alzVE+a7B8erdQY75WQeVVHon01x5dJaNFVFN028dsslHvjTdNDdeju+Cz8h7lvFE+cWqDhqKBgWwrkhKuUieYcDNyIlocyeoDL8AhZ38PLC8zVLZFYpQCGFEhtG6bwSdeE8FEPS4KJqQqkDYXusepN04w4+KV2PDh9c+Rlp9lI0wY+7rpYMYmyfNAtpdpqLFxgrpdBNFRWRn/BG9tG8bB3PL0gRzaOW0UopNNPJU6fGWOLOc2Z8inU9nQynhEc/MJemq97DllCawSMPUSpXcFhVNFWRgSmb1vMTApjAbKJAeGUj4w1Xos79oEqLA9PmZ97azOmpBCubfIxFs3TWunhxaAGnVaPWK3N1B+cz7BtcpCng4L6jkzhtFjIFnRqPjal4HlenaPh7HRZ66jwcHo0SzRTZ1BFiPCaRo26axLIl/E4rH9ndxbcPjBHPlVFVhY0tAdKFMouZIhvagjT6nTx2ZpZmvx1rKQWpOOeSFs5OpbBZLzulbKnC516/HJtFe9kaWMwU6Z9NkSlWWBrQWJI9gRobEedldckAlNoe4bpn5qH/McHFD/xddWg68llb3TB1WKLmxSHZOMo5idr1omD5a94ifHm9Ig55/JDMzU3NSM1HswoLZ+BROe7gk9LBuzAAZqXK618is3W3fFDOWy6BxSX3ZnJamskURfpEgu2AIf8DyOZUllnPLxtMOPCoZA//ngHs4V45T3z88mPtO2WQ/S/JXo1IWz3wJ0CTaZo3KYqyAthmmuZ/6ylcP8+KZZ37jkzy4lAUEC30JWE3pmmSyJXZ0B7C77Rg01SaQ058DisWTaFYjb7NKpbrtGqYCvhdssMXK4Z0alYMQm4bZd3EME28DguaqtBe42JrVw3f2DdW7d61EnDZ2N5dw9HBRdx2C01+B4+fnWM2WcSiqiypdaMbJmXDYDiSZSFdJJIqcPcWkcdo8DvorHUzEctR77WTL+s8dGpGJn8tr+ObL45R57MLk67QyEfW/RqeUpSoRSVjuiini+Q8JRyaCywWNE8tNquVcmIGx8izoonS97AU1FSLdGy6grJg27cLHKRUHcrUEWny0cuXh1ycfwJa1sETn5MFTHVh3v5VGHxCokp3HWhOKQADlLM4yyk6XUWSup2SqeK2lHHbcuQ8BoGUSaengr1cgHKGNqeG12VlXXeYdUsaKWtunhm5LPRV0U1Mo4JdAxUNmyYbo6YqaBjUeOz4nBasFoVKpcID83Vcueb9+NNDVOxBhmjDSFpI5gts6/KzqT1IjcfGgeEYAZddJJUN6fgOuq20hVzUeaVRq6QbZIsVGv0OmvwOEe9r9lEo6WzvrqVY1i9pPG1qD/LC4AKGCXUeO5FMgQ/sWsLxiRiNfiftQRdF3eCaZXVcmE/z3YNjuGwWFhMprmh1kpgdoextZWwuRUdD6JLzL+sGxktbe5GGxi89O8R0PI/HbqHBvY/46I+pKc0I9NKxE9q2SqRf0y34t16SOs11fyhsHHedFF1P3wvFDDSuh4Z14vQDLbIJPPN5cawLF4RimRH1UtZX+zs6dsGLfy2R/e7PyjlMXZy53S2MsGJaZgD0PyqBQnpWGrRu/LxsOBMH5FjuekhNyqZ11Wclo3AGxRGXMlAuVrH3lzh+vXR5E/u3mjMoWkFTRyRTqe0RKvTPUkD/A/ZqjvQtZPzi56q/XwDu5f+S8Yv5UoWRxSz5kk57yE3YdxkeiWdLjEWzqIpCe8hJJF0imRexrubgK1lBo9HsJadvmCaL6SJNfgdrWv0kcxXmk3naQyGuXV7PTLJARTcoVQyW1nkYmk/LUGyEdbS5PcToYprNHUEOjkSJZss0+BzMpYpoioKmQq5Y4dZ1TTQGXLxwYZEtnUHcdiseu8bAXIZ8qUJHjZvzc2keOjnD61Y34rVb2XNhAYumYFEUFjMl3rKpldHFLA1+B/cfn+Iv37qOda1B8uUKLptGIl/mK3tGqPXY6XZZmYjmWEgXBXc2TMajZR6aDuC1BQjV5jk3uEiD30HEvZyw/jSGxUFODWKkxjC3fYLjWjc1pVk69DJqKSuLPj4mUU5ru+C0w88LZa/1CmECeepkZyympHDmCMKJ70hEZ1YhhkifRGeJSRg/AL2vg0A7yrq7xckoGtSvwtH3EI5yBFO1oWTSKI3Xsy5QpmLXGBuKXSqg2ctJ7ly9nOuvWMfDJ6ZJz0/xtsZ5dNXOyXytSHGHAgTa1xIfP4VuGiK5YfUwoDTjdajYLRq99V5Oz5dobmrhYDqP6lmOhsnUzCzXtnvpqbdSLOtsWFZHvddOrcfOYCSDqigsrfeQLVTY0BFEN0y2d9XwyJlZnFYNn9PKbKJAqlDmwlya8/NpPn5VFzPxPE1+B6oKbpsVh1Uj6LLS2+CjrAtM+OOjk6xu9vP42XkiqQJ/dNtKEtkyh0Zi1HjsWBWTuXiKJ1Jp3tAbxuKwsm+wSCZXIOQXx39lT92lTuKxxSx9synS+TL5ss7KJh9rPCn8hx9jPlvB5/Fi1Yswc1Jm2NYtE258zVKJ/Asp2bB7boaaIBz8isgcu2oF39/wbnnu+D4RO3P4hAY8d/pyA59pwNRR2Ph+OU8+BiiC/3sbJHpfcQcc/bbg6K4agU/mTkrWaeoy/evw12HHr4kYnDMknb5Ov2wKU8fEEbduEQaZooK1It9fqjq69Lr/WCHW1yjyFK+RvRrHX2ua5n2KovwOgGmaFUVR9F/0ol8Fi+eK3HNgglOTCQA8dgsfvaqLZY0+xhezfGXPMJF0kXqfHaumMhTJ4LBq2Cwq793RwZbqIJOLlnlJgUw3Ta7sDfN03xynppNkCxVWtfhZ0+rHbtVY2eTjb54aZDFbpKvWzft3LWFkIYOiKLx1cyuLmSKTcY22GheNfgcHhqOMLWZ4344OjozFKVYk8j47mSSaLuGxWzk6nmAynkNTFZaEPQRddsaiOVKFCmXDxKop9M2kef/ODobmM5iY3L6hhWcG5jk3k8Zp1bhrQzOZfJlErsQ9B8c5OZFgeaOPgbkU7SE3TQHHJZXGSjXzAFhIl6i4TFRF4YaV9Syki+zPt/L+Gz6NMf4kNj1OesWb+N6oj/OxOFohz52rPsqN2UdR/G2SKu/5M4n29JLgviPPC547eQiGn5Z6btN66dwd3y+UN2dQIjVTl0Vczgq1r+d66bT0NkizTnwM5s9hTuyHtW+B2DBmZACl+xrMQhLl/COsnTzGB7b/CU/P2ChknVy1Zgk7VnUBcEN9guSpLxONRrBoClt7tuDzfxzFGcbY/H4c7p9SmjiKvXUZNFzDcyelAL2mxc/pyQQPnprmD27u5ZG9Q8zEolgtGresW8ZEzk5njUJbrYf7jk6ioLCzu4bTU0nGolnsFo2usJtHTs/w3MACr1/dyLu3dbBvaIHuOi/brgrx8OkZVrf46an38rU9o8ym8iwJu9nRXcueCxGuXV5PxTD57sFxNFWRKV6rGplK5JmM5ajz2smX9EuS08WKjm6o6BWdbAU0i43xsWHu3tzNeEbB7bKzu6eO7d1y/x8aifJHD58jkiry1i2tRFIFGRG6ooQrkaPR70ZXKlhdNYLXz56W5qvapZd59a4aaca7qJ75+r+AycPVDHCbyCYYVU2fUk7ul7qVlyNtu0+4/KYhTKDYsDB9ikk5zpYPCYW4tgfG916WXijLXAwZlahK0J6ckiy0fYfAhPNnBQKqWSpUz2CbzONt3gije0S+ee3dAlV6m+R+W3LVL91f/TLt1Tj+rKIoNVRpFIqibAWSr+lV/SfZ6ankJacP0k17/4lpPlXr5tnzESJp6bat8dj5waEJ6vwOGq0apYrBDw9PsLTO+zJJ5pagE6dVI1/WafQ5GFnMkinqtLntOKwaY4tZShWTY2NRfnxskjqfnRqvDVVRGJhN8rYtbdR6HDRWFR/juSL/+/ELoMLbNrfhsKl88Zkh1rX4Wd8W4Dv7J7BapGPTommMRbO47fKR9s+k2NVdQyxbwm3X6KhxMx3LM50ocHQ8zuduXk6938Env3+cYkU2hZJu8NMzc7x5Uwtnp5OcnJD3plwxqPXYRMTNZWFFk4/RRZEKMKr4VG+9h+GFDMMLWVoCTnb31DIWzfE3F8J85sbfRzUL/Mn3n6RYTIJqQbd5+cnpBZZtv4YONQJ990vUpReFTZGLCTNn5hiMPCtZgapKir70Bong170Njn5TnEY2Iml8oB1aNsDpHwllNLSkKrp1UBY9igz9uOqzKK3bZHNJTWNmIljTU2zb/0E2vfGbmKFN2IKNAgcsjmA/9yPqLDlqazQURUVJ9MHMcSINu/nikRzr669l/c4rOZ238aX9MVY1uTFM+PHRSTZ3hrh1bTNf3jvO8EKJRp+XXMngGwen+fO71nDTmib+7KcDKIgU9pGxOEORDF1hN6lChWf6I7xhbSN2i8rj5+ZY2+Ljj29fRY3bQdjn4PoVDRyfiPHhe47hd9poDjiJZ8vce3iSt2xuxWmzcGA4hsOqoigK8VyZiWiOdW0BDMOkfyZFa9BJ2GvnuYEIHocFm9WC2+Wg3mMhkYiRymTpO3uaT999Ex0tzZf09oulCj88MkkkJWvFbtE4NZnkjqUajSEPvro2kokZWr0Idm6aUtgNdYhDdYXks50+WoXqviIRvKKKtEM+DuceFEaNt1GE0/oelM3f3yxa+e6wwDeFjGwmzpDQLyPnBfKpXQqHvwIr3ySEgCVXS1CgWSVzgGpBtSpp2n2dSHgUU0Io8DVLkffk96vwTlYwfE9YtKMW+kX+efsnYfMHL0/iumiVktQjVIucPz0nsJWv6d9XA/gl2Ktx/J8CHgK6FEV5EQgjw1h+5W0uWXzFY1OxHIlcmcH59KXH8iWJ5HMvGbeYzFeI50ovc/wNficfvHIJ9x6ZwGu3cnIqQdhrp38uRcBpxe+08dxAhHPTdo6MxukIu/E7rCypdRNJF/mjR/qoddvZ0hnirg2tlHSTrd0hvndwgu8fmqTR5+AtW1o5PBrl/FyaimlgVKRHoFAxLmmr66ZJe42L6XgBm6aybUkNHbUunjg3j6YqvHVzG/ccGGN9W4jmoIvpRJ5SxcBjt9AcdGKYMJ+6LGA1spjhppWN7B1cIF8yCLhsvHNbO+dmUigovG9HJ7mS4Ow7u2tZ0eTnuf55XHYLd29tp6suwKmpBEVPC+hTEhnZveianagJHaUxYUYkpySC10uSivubYeARcQLFtPxt9Rvh6Deqxd5aEb06+QMZer35/YIJa3ZxHoWELLDUTLXgG5ciYLAdhp9GSU4LlrzhXTJk2+EDzYb1wk8h/U+i7W73S/o/9iJkIqgX2SbuOoiPEfdt4/aGGPXnv4uWm6fD6uYz3Xfw/532kMiV8bldVCplloRr+Ob+MQwTFjJlyoaJ06qxkCm+ZGIaBJ1W+mdS1Ylr5qXO34V0CbfNQjxX4vhEkqFIlr8/N8IdG1rY3RNmIpon6LITyRQhI3tkyG1DUWAqnqPR7yCZL6MbJg0+B7OpPOq0wvBChg9euYTnLizwdN8c79reyanJBBXdZPeyZnprFJ598SAet4c7dq6lu7UJ7SXF3Gi+TN/s5TiwUszzt2vGUPoewBwsUbPjdpS501QSfVicQaHxDjxc/TwDgpG76+S93vnr0sCUjYpQ2onvSgaw6f1C4ex7UGiZK+8QOMbmhl2/Kbo7U8eqIw9XwoMfhbpVsOpOcfCjewUzP/KPcOSr0nG78k5pkJo9Ddf8ARz/jhRwl71BIMKxfdKkVdMt2YVels0hF5PPP7co2WU+KgVqkGzmZ51+clqOPXtKXte4tiotPSRByaYPQG3Xq3davyR7NXr8xxVF2Q30IonQedM0f46w9K+eNb9ksMZF6wi7CbptLG/0MZ+SgdUX6W0e++W3K+i2UuN5Je1qbWuArrCHRK5IolDi/uPTqCgEXDaGF7KsbwsSz5bQVIWJaI5VzT4qhsmR0RhXLavDaVU5Oh6no8bN8kYvzw8scHQsjs2iksiX+Ltnh/hft63Ebbfw/IVFkvkSCiYdtR6m43luWt1AIlfmyFiMDe0BrlgSYv/wIpOxHO/Z1kGxovONfWM0Bp0EXFZSuQpdtW4cVg2HVcNrtwibpFhBUaAzYMFrMTg/n+a2dY1s6aylxmMn4BI5CUVRqPc5SOZLpAsVaj12VEVhW1cIj91C2CvvcdjjwOIOULG5q4vIisVqIbyyBeJ2mZ1qVCRl12wQ6hZKZuN6gXWa1kPrNpmd6qmHYlYKX4WUKEUunodj35YuybVvk8XuDgvU4wwJbVS1SHS5eF7S9Oyi1AOOfks45ovnpekntEQW6cBjGEuvJxNai7suhRZ7SES2KiVhhdi9NNgLGAPfxsgu4LIplPUs1qP/yJtW/gb/eNIklsqwfF0zZV1nfWuA0WiWXa12YkWFgUiRRr8Dn8NSzbhMIpkCXXUeFjLFS8PbAcJeO8fGYxgmLG/yYVEVfE4r3z80Tp3XTkPAwXw6T0WXQUGGDoWSQb3PQUUvEM+V6KhxY9UUxmM5mgIOFEwUBf7q6Qv82rXdRDNl/v65If7qzWtpC7npqHGimQa7e+rwOB0EgqGX3euVUgknZdY0+3luQNbKVvcshYM/kCzUrjJ/7GFq1tyAdtXHBUt/4c8u69uXslLUX36rOHxnUD7P4WcFh++5UWoBF8cyOoPCyd//JVj/ToEAX/yisLlUqxRkD3xJ7o/sPLzwF7Dto3KufX8jNaOGdbKhhLpF6iFe1e95/V9KhJ8Yl+Dhio+K3v/w0xJguMMSkLhrAUUidbtXGD0XzdvwSidz/tHLDKB8TDafDe+U32MjcOIeuPp3q6Mk//Ps1ZaJtwAd1edvUBQF0zS/85pd1X+SrW4Rx3hoROaNBt1Wbl/XjM2icvWyOoYiGabieeZTBd64qYW+GdGsc9k03n5FO37nz/+wPA4L6WIZr91Kc8DJVCJPWTfY0hliLpVjNJLjxlUNPHRyBlWRAefXrajn+EQcm0Xh9vUtPHhqhh8c0anoMmP10TOzmJq0yo9Hc1hUuGZZHQ+fmiGSLnHLWj8dtW5euCAL8H07OknlyzzVF6G91sX2rlqeHYjQFfbQ0+glli0xk8jzli0tnJxMYFFV7BaZEdDod+K1afzW8iiV0w9gFJJs2/AB9idt/N1zoutzy5pGljVe1unzO234nTYiqQJPnJvn+ESMkNvGzaub2NgepDXk5M2bWvnR0UnKqjCb3rS5ldamMMxnBRcdehoys8Jg6NglY++2f0I40f0PSeTlrReoYGHuckHv/MNVSuBbAEXYGFs/LNONhp+HtW8WJzJxUJx/0wbIRTEXh1D8LRAdRGnfJhvNmrfC2X+GfIxK5zVE83DvVIgu/+u5al0N7nM/FF73xneDxYm/tIDNEqVCBE1XWCCE26bQaC6iKH5WNPlwkOfEhM7/uMKPa/QA+thBFFcI2zV3ci5b5JsvjrKtq4Z/PjbFuZmiCAe2+Lkwl8bvsnHL6gaS2TymXqHR7+RjV3byxWcuUONxsrrFz9P98wScFt60sZWfHJ+usr+s3Ly6gVS+QknXuWVNI/uGoqiKqNSubPJz79FJ7BaVloCTscUcXoeFOzY0c8+BCVL5Eps6QrxpUyvLm145f3dwdJxHj/QzNhvl2p3bGIqkmYwV0FITNPgdl2YJWxWdwMhjWB0lwdP9rRL9YgoX3+6FhpVSlzn2LZg7J8JoWz4oePrsSWjdLBlCfFwwfqMiTJ7ooMA/k4fFaWsWaNsmAUEmImlPuhqNF1OSXVjssqnHh2H0BckiOnbIeSJnIbxSAoAjXxcZBkdQMsfFQdj4PtkIkpMCGy65WqBHq0MauBpWv/xNKqSkNnHRLo5+TExKtlLKSgCRjVRlnf/z7NXQOe8BuoCTwMWirgn8yjt+f1WB8KreOgolndaQ6xJ00xJ08ZkblzEezaIo0BZyEUkXSeUrNAecL2P//NxjOyyMR7P0NngvTUn6zsFxkrkyIbeNR07NcMuaRq5YEmIyluOLzwzRHHCyvrWGv37qArUeO7UeG6enkrSFXKxvC9A3m6Ksm7jtGvmSwVP981y3vB6nVaWiGzx2ZpYatw3dMPnW/jHu2tiCy6YxMJsGU1L/wUiGtpCT9+3ooM7roDngIJ6rEMuWqPPZaQoI5uhJDNA99C1yWpl8y3K+dHqe6UICAm30z6YYj2b53OuX0/CS0ZKGYXL/iWkOj8pGmspX+OqeYT59Yy899V6uXV5PT72XaKZErddGy0VmlGaTlHjj+yQqy8XF0TtCAvkMPCoLxeEVGMDikCKaUZbF3LxJIJzh50VEy+aqdm6mxRn0PST48e7fRrG6MI99E0b3SFd1agYl3CuLuGEtPPE7oJfQVSv54/fi2PIRUlGTZuMwE0OP0x2sEW77oa/BjX8CmgNnKYquJzEVB4pZwqtWaG0I8zaLn4WFBcoFCw6LA//wg4QiB3H6NBQixI9+mdCqX2Mi5uHIWJy3bW6jVO2kbfQ7uKqnjlZHnpr5F4nUbuX2FX5arQmKfd+m0XcNfXNpTk8l+K0be4mki5yciPOe7e04LBpF3WAiluWWNU1UdIMXhxa5bV0TzX4H+4aj/Pj4lHTuVkwmYjnu2tjCnetb+O6hcfxOK6YJD52cYTFT5At3rsZtv9w8FI0u8pVHXiSRkkDoocef5C07t1JT20VHuUww4ZHZwLqOMzuNTdflM01V9eU3vLsKwU0L/GaaMsFq+DnZmBvXwMOfFC9THZzDmreCKyMNXYUEYErmsDAgKp/9D8vxWq+Qe6OUq07yUqUfoJiRY9k8kBiTrG3X6+ReifRLNrH912HPnwozCBOOfE3481d8RODJcw/IxmIa8qVoAjV6G4X5o/1Mg5XFIc1jF6VJLjZmuWpk8wA5r+1f6HR+De3VRPybgBWm+ZKxVf8Xmc2iXR4T9zPmcVhY2ex/ye8/v3Pu7HSSw6MxCmWdTR1B1rUGcdmtvG1LG797/xlS+QpBt5Vrl9UxspgjmS9xw8oGfA4Lh0ZiFCs6b9vSyshCFodNtNvz5QrRLLSGXJyfT/P61Y2cnU6xsS2AbsDpqTg7umo5NhGnwWcnW6zgsVtIVodp+JxWpuN5KqaJzaLSN5PitvXN5IoVltZ56Z9NcW4mxeaOEOtaA7TVuEhmSzxwYpoDQ4u8L3CUcLZIyG1j2tPN9GKyerMroGjknMEqBdTJRDTH4dEoFcPkmb4Z3HoatZgEix3dGWJkIXPpPW4NuWj9WYG81q2SMs8ch8Wo8KVrewXHnz8nDkOvSDrfskkeUxTBW1fdBTOn4eyPxWnEJ+S5hYREfZpFimjzZyVKc9eheBslqjMNQJFOzfOPg6YJOwgTQ9EwFQV9vo/ehm1YBg5RNDTyJV1oid4GcTTVYqB2+l4wioTcGhOeDTzRH6c/MoXN7uCq1Z0E50ZQLjxLTFFY2uAnni2RLZSoK0yQL/eytM7LwHyabLGC12Gho8bFmekEawNncV+4H9/xe+ny2sh722nze/h99ScMdzTSb1tFNFNkMVPkrZua6J+OcyGZo63Ww+tX1rGlM8T9J6Y5P18VXLNruKwahbKOTVOxaCrbu8OYpomiQp3XgUVVSOUFzd0/FGVwPsO6tuClj2t8duGS0weR2nlq30F+7a6rqWvfAvP7sUYHIZ+mVCkys+U3+dEFgxu6t9Bx7u9wDj8jn4+vRRzjse+IU7U6xQkunEfUZAxxmp56wdyX7Jb3vPemyyJ/3oZqFK/Iz7OnYfWdwhRq3y73g2qRuQ/JKXm88Q2ixpldhKFnBBospuH0D+VcNd2Xez/G94kUuM0j0FJ2scogswgkuO6tIjvx88xiE3ba3hGBquxeObbdKywiRZXGNaf/57/+NbRX4/jPAg3A7C964n9HOzed5EvPDF4qzh0bj/PuHR1cuTSMVVP5H9csZSFbpMnn5J+PT5IsVKj12OifTTEwl8LrkA3hK3uGsVs16nwO5lIF2kNukvkyhZLOykYfO7tr2dwRRFFgKJJle1ct2VKFJn8jTqtK/1yaZ/ojMv8UyJd1dveEOT+XJlNt9NnUEWB1s4/vHZq4JJ97dCzOB3YtYVtXDQ+emuFvn5Eb/voVJouzKVY2+bAqOopewDSRSK2YgXwcm9nNQqrIl54dJJYtsa7Vj7OwSDE5g8OqSTtLLobd+AWqgoUEHPx7YTs4ApLOr7qrGrHbJCrSbFJkdQZh3durE5sykua3ba3CPlVlz3JcFnKgBVCqGcWkyACcvU9gpaU3iIqnuw4Gn5Eh2vUrpMZgdWBqbjJFjUTRQbZYQbHYoZxF1ZHrzCyIw1FVkRrY9H4opvHYPYRDG9iRD7LJtFAo5Hjo6efZ0BlGVQyMcgkVP1pV6UzXbCypdXNhPsPIQgaf04oJHJ8Q5z+VNgilCnTUurF7w4S0Epz7MVl3F+7cCTa5DpHY9lmWhbw8duQsw3EDHZVoLIarHGf30hrsLynGFiomZ2eS3LWhBcMU/Z7jE3Gm43lMpKjfUXN5Y7ZbVOzWl0sx2Kw/323YrFbw1Ip+znwfRnKKM1EL394zTjZf4Nyowus3fJAbW3Uc+Yi8h0e/Lrz+XAwwJbNTtJ+Z0GWIc11ytWwUlZw44o6dAs/FRi73eQQ7oGO3yHOXsrJRtG+F0z8WZ27okJiSDGTrh+HGL8CJ74GqyOc4cxxWv1ledxGasTgkCFGq4oCGIb+bXB63+C9Z03q4/o8EKrLYhKmUmpIsNdghXbr/B+xV8fiBPkVRDgOXaDCmab523QW/QnZyMk5Pg5diWccwpQC898ICa5v9PNM/T8BlI1WogJlnLlXEZdNY3xrk2YF5ruisIeiyMpPM43FYqOgmsWyRjho3uZKOy6bhtlm4YkkNyUIJXTcl61BEJM1htfDoqWk2d9bQGXajDHBJQ99hVanz2i8pKa5rDaCpcGIyQcUwsWnyh9aQk1OTCWYSOSZiObrCMvi9z2xnk91HIl+mLbafbZ072R+xSgoNdARtdFujnI3YiFXHWdYoKW5ogwdOmtg06WANuGwsc8SAzle+eZF+WRDJSVmQFodERq6QzF9dcZsIYV14AuFqewSLbVwtBTnNIrroixdkMa66S55TzsnPU4cv67cvuwWC3cIesjgv88IjAzD4U6Hs1S2XQrJRxmKUcNg8pDpuYP/ZKCuWXk04O4mzLDWUSO/d9ClbyE7b6ex4J73pQ2iFJJgQ1hfY7c1TyibZk7FjYHJyPMrG5TdRN/ogDiOLz+EmpjvpVzsIe0WSu9HvwDAhkSuxmCmyqT3AmWIzV7pqKZXSNNTWUzjxI0qeOjIVDZtNJd+2g3RRRzcNxuNl7LkIpmGIAOVZhZvWL2FVUwOZBYP28ggW1UK6tZUXxuKYmCTzZTqCDirZKHarjbaAnUS+gt2qUiwb3LWphd6fyYg7mxtYsaSNvhERDXPZ7WzbvJGhtJWZgXlagy5mSj3oljbuOb4XpVCqqosaPHR6nvrm7WwtjQi8U7NEBqj03CiFTpsbOq+Sgi9IV7ZqE+2cvkdh6dUivWwaInmsasL/L+fkse7rhFnja7o8TL2YExw9F32J1r4ux6XIpUVi90nWMPys1Jkm9gsLp3mjbC4dO+Q+rBRlY3IEuNStm5iUxrJKSTLLumWX37BQp3xd+r1DvpeLkrkkJuSeb1gtMNB/gr0ax/+Hr/VF/Cqb06bx2JlZmUUK2DSV9+zswEDm2X7rxTEqhslVvXUspIt01LpxWFWW1nu5/8Q03XUePHYNi6pS57UxHs2xsT2Aw2ohkSuxpjnAU32znJ1Jc83yOs5MJUUPJlfG47Dw3h0duKwWDows8q5tHUwn8tgtKl6HhUi6yM7uWmxWgXrOTkkRbzyapaPGTVtIZu8+3R+hvcbFyckEu5eGSRfKfO98Gcuyj1IfmMJiS/Imq0Z3U5CRmJMmt8J62wR+M4luXGYymHqF1clnCG7czmzRRp1bY51zgUZ9Btj48jdu8jC8+Dfi8H0t0nJ/EQ9VFGFR1K0QTPfmvxAHjSlNO7OnZGH5W0THPT4Kq94otYCpw3LMpvWi1TJ7Sro/LQ44+R3p7nWG4Jrfk2JyblGgHtUiG8Ly2yA9g2qU8fnaaKvxsa1LQ7drNG18A1qsn7na7fztYIj5qVGo0VBSs7y7p5FdYz+SbOLgP4C3EVtmnl2VCl3X/AZ7xnLgs1G3/iYUqw13qJP6wBrsETctusxBjqQKIuFRHdpjtWjsndBoXvpemmyDKF4duy9ESQvir1iIdd/JPacNkpOzrFyiMZaGNl8jamoKTPFnFd2g3ZogHP82qYVpCmWdt9avY82WOzkVt+KyQC4yxrn+IQB2r1yBPdSCgdyju5bWoP6MuqTb4+Xd12/m5FAjk4spahua+edTETStSLFikMqX2d0bRtHLjOZdtIR6sReigoErKhW9Ip95TbfUbfSiNNituAMsVnHAySnJwoyKQCNt28CoNnetvEv+plUj6Ma1l/H76WPiuLuvE038QhyW3Sq1otpecf5Wpxy3kq/KfVRNVSVTqBTlfB07JMvwN4s6Zj4h95Nelmxv1V2y2cRG4Lk/lWYxkHtpx69LUfpfs4GHZXToRatbIa/7T4B+Xg2dc4+iKO3AUtM0n1YUxQVov+h1/10sni1fcvoAPqcF04ThSJb+2TRVIUasmiLBgm5iVVUOj8SwW2RS1qb2Bk5PJan32bFpFh44MctbN7fQEXLxgyMTdNd5eN0qNx01boYiGYplcQzpQoWDIzE+cmUnyUKZr+8duUTLnIzleMfWds5OJ5hNFlnT4mdwPkN3nZtDI9Gqpo+d4+Nxbl7VgKoodIU97BmY4/qeIIeG5+hPe3h9Ty8xJY83PcLuxR+yW7NAqiiFUL3MBnWIuU4nnvIifjKEuzfj63uA14WcqJkyZDVY+wcvf9MqJWFTGFWugNMPiqWqxWMBFNE0v9hVOXNaON6JMfjx++R5VpfIMjh8cO0fQfS8sDKcQckEzv9UFmTLRtFYr+uF3tdLBpGalqJg/WrZcMo52QzmTkumUb8aLDYsfffT1DLJe1s2iTM4eh+oKucsu5mPLEizWHYBs1zgoUGddSvfiDd6mpKpkMtkUBQPFl+AjOkg3NqCRV3Eks7Art8DuxtHoUIXGaKZIvVeOxYqmIaOzWfDUCwUShWcqs4z52Os3tQIycOoTeuJWrqZsrQwa+/C5x2hjA1FUQi5HcRLOmGLHUMvs7q3mzZrHCZP43K6cfkd6IbJ2NwJdhSmWbP63SjlPA+kLaxdsw5FgXwqztWdUXZsv/KVN3shJdmVXqE21MF1XS4qdRn2zUUIue0kCwbpQpmZRJ50oYyhG3Q1Bjk3FafH68NaSuBxuuha0g2uLsHMiyn5PONjJDbfTFFXCKQjWFIzaKiyGRdScOp7wnkfeBhmToiTvNjJ628RyC7SJ47dGZI6ULoq1V1MS0SdmRXxteS0OHR7AKyll/+PVoeMc1z/Dvk9G4WJQ5IxLAxInekivDP4pBSqJw5edvog/8+pHwDVZrWaLslMQO61xSEJaE7fe3nuMMj1R/qkU/k1tlfD6vkg8CEghLB7moGvIEPS/9tbWTdpq3GxmCkScFpZ2xrgnv3jLKSL9M0m8TutFMo6JyYTvHd7J3OpAgYmNR6b0D4LFYYX0rxjaztj0SymCe/Y2sbAXIorl4bZ3lXLAyckUvM7rXTWuumoEbaP225hKp7jkTNzDMymePsV7bw4HMVj17h7SxtHxqJkijprWvxs6Qjy/IVFjHiet29tYzKWJ+CysrY1yP0npjFNUNF5/eoGau0l3tZV4XXmI2SfO81EHur9LkKb34x9+oBEU8PPwexxPJ567lAspCb7iOQV7D474c13os6fllb23ptkSPpLTS9W1QyrFh0S+l50WHDZpdcJpTI1LQ5+/TvEoS/0C5abnpeF5goKzjp5UCJ3zV4tmmmSNSQnILxU2ueHnxGJh8y8RH42l2QHuaiwNiJ9UChLI5FmkePY3PJ4MS1w1Kb3wdBTZN1tYJ+BxKicq1IkFWolb6/FYiiMJQyK5ThKTReHvLfxwr4YIyUDRbPwmZs+zO12N5FUgW/uH+PCXJpSRef6ZTUcGTUZnY/T4bNx3Yo6nhlK47RZ2dnbQ4NyHHILPN32Kb6xpw+jVGDajLCxs5O6wjwnBie4cW0bc8k8egrWd4TZYZ7E9sLXoDgvzjG0BC02QocjR2nxONbJJuJqkMlkD8cjZSq6zoYWP01K7JU3empW+POxYXFmVbaNqToIz2d5+6q38J3Yauarta5MQadQ1lnWVEO9z0Uhm2BpsJZr13XR2FDNEq/8tGzQCxeIrnwPc89+Gb1UxLukC0sxg4GBWkhcbpjLLErmZ3PL5+OpF1rnc38s15SZh80fEMe7eL564aZoAK19i/R+FNPS2KVa4cDfyv3Vfb3ALcU0dO66POs2NiL6+pk5cd75mGxE2QXJNhyBV97LpinXkZqVTSc+Kgqiy2+VmtXRbwrduHGtZA/BTmlku2ilzL/TE/3b7NVAPR9HePyHAEzTHFQUpe41var/ohZJFUgXKtRX5ZYBVrX4ODIWw++0srrZz72HJwl5bSyki6xrDfL8eZFXdtos9M+m+PjVXXSFPUzG8kzGc4TcBtlShaf65nj/zk4UFL7+wihelwVMk4E5kbdVFdFMPzYR5z3bO1jIlJhPFljTHCCSKhLNltk/tMjbr2hDN+Anxye5eXUjN6zQ6J9N8/1DE2zvDjO8kCGdL/PbNy0nnivytRdGpGiLiVHK89zZCb56s5+OeD+FF+/D7WsliptIMoc5dAjt6v9JcOgn2IpJYeI4a7CevIeAux5nTYMwRcZegOv/WDj3PzsrNBuVhdLzOjh1n8xBLedFlXHnpyWtfvoPxNHb/YJXjO+HjiurC96QIes2d7UBa0ImOwXbJAKz1AqkoFpg/burkZYpEs4OrziR1IzouDRbZAMZfEK0XNIz0ukJ0pVZTMGWD0A+JRHjgS/Dto/RrlWPYXNXi3wGa2pMapQsUzVbKPadBMVCtHE3TxyfwRbqoMbhIlNR+d6RWWr9Hsq6STwrJbM1TW7+9onTNAWcrAkUiEVmuGdyhA/dehVj8QLJmVEm1uxmrO5anjkbI2upwW438egWnuiL8M6t7SjpGX5yZIyPXd3Ftk0BvGe/Td4R5vyKT+I28/Se+yJq2A7lPFp6Gnv7TrRKjPsLK4iNn6M92Ek5n2J+ZIz97dsgkiHsc+BRivK+TB/DyMWYDl+J7muj6dxXsWVnsXqb8DtUKmd/xK61S5ipylY3+O30z6YZien8xmYXnWoK3DVYmzsu3wvhXnAEKKcXKT7911SyCQA0Ty1GZgE10AJmTBx5/QqJutu2SoAQ7pGegEMvSN0G5HMffEqK/zXdUjtoXCNwzORhGZC+/u0yj3nqqOD95TwMPSkDflq3CtQUG5Mir2nKuUE2ilJeHL/dDxgSPNjcgs2PvlC9b3JyX25+v7y2tkf6ERrWyPs4cUCeV0iJ009NS11Ktci9FHjJ+/Ma2qtx/EXTNEsXJ0kpimLh0vij/x5W0Q2eG4jw4MkZ8mWdep+dd2/voLfBx4a2INF1JZ46N0/ZMPC7rdR67GSKFXoCXrZ11RJJFXDZNG5a1cCKRj8Om8Yb1jbxlT3DDM5nCLhsvH/nEgZmU2SKOm/c3MLewUVSRZnhGvbaWUgXMU2T9ho3qUKZ0YUsW5eEWNfq57nzC+xaWsu52RR/+dSFqkxviC/vGWY2WWBZg5c3b2kjmikScFm5c0MzS8JuDo4UaA25mEnmKZUrOK0q9U6TUnwKo9r4ohlFNNWNx25lZmyQif5Jto8fJRQbxlpOgb8Zs5SjRJLxvDR0tQYNPMWUSC6/1MYPSJNOIQGKVVLaY9+ShbnhXUKPy8ck8oKXTy7KLoDNJx2be/9SnEDdcnHYT/6ByDBc8RGh51UKcPXvwNmfCDThDAp0dOpeKeJ2Xyva75WcRJLNm+D4PXLM5o1C/bQ6JY0/+QNxNO4wrHkjxMdZYZnn7k3dPDRYIldRWLO0jdv9Q2iuJeybc7Fq+Rtg+DnihhPF4yVWsRI0ImieVi7Mp7nv6CT7Bhd5y+Y2fA4rhlEGQ2c+kcFXSKKrdiJ4eXEkTiSrs7yxi9944AJWzYLD5eKa7hpe3L8XpytAa6CRVNFgIVPk/Vsb2Tj3Y+wzSebbbuTvztk4uW8Oh9XKW7b8EW93XyDESfTmzZSxUIpNciFbQLPYqFSK6KUCpq+JQ/MqE0cn2O6PsTHyYzxmjpR/GQ8Ud7Hv9Ay6Y4GVgTfwtoZBGqefIqw60a0B/GaSsLeR169pZDKWw2lR+fO1s9if+ROMhfMorhoquz+DuuFdqJpVsPiT34dgJ96Z/dj8tcxmKpTm+rCveXNV5kCDrqvEqS+el2wwuyjD072NotSKCf2PyGzaxJhkcooqmd7pe+V+WnG7bBqKIlBRdLA65arK1Fm8INF+/yPw7B9LZuMMCUNpcVjIAOvfLvdwPi4bT9t2Ybi1bBIm0MDDQiXeXIWkEhNSrF15pwQ7mYXL93N8TO7D8QOyQXgbhFb6s9nxa2SvxvHvURTldwGnoijXAx8DHn5tL+uXYzLYxMT7L/DvX60NRjLce2Ty0m43nypyz4Fxfufm5bjtFm5b18yO7hrmkwWGI1n0arp7YT5Na9DBR3evIOi2XWp2SuZL/PjYFC1BJ2taAkzFc3znxTHet6uTsWiOC3NpPrCrk2X1Hs7PpZhPFf7/9r47PK6zSv/97p3eZzTqvduyJFvudpxmp/dKQmAhC0uApe8PWBa2wS59l90FduklkARSIBDSnThxXOLeJdmSrd7raDS93d8f7x2PZDuO0yzHvu/z6LF1NXPnmzt3zjnfe855DyqyrRAAeiZCuHNJIbxLjNjWOYYdXQL5DiN8oRgOD/pR7rWivsiJH2w4ijynCQIcGvKX/QP4zu2N8NjYYRuMJuCy6OG26GHSS4gmUrBEI7AlfLBZnYBUAkAgKZthlmQM+yOQchfgaECPtd5ihLvWQzLqIMlGJONRyDYTEjEFyZSCwZgZRUYPZslPTfUD23+sVlUo1CoZa2Vnrq8XGNoPDC+kRIPJzaRcGrKeX8KIj7uBVILR1vhROoElHwS2/x+/TDf/gI994lPcQs+7juV7u39F4y8E1+EsYlXHWDsju9LVQPuzbNm//r9oOB7/GJ3GvOup+374aeDqr0M/0YV17f+LpSv+GnFTNlwT+6GTBFB2CQxjXfjVwTIsrv4EzNml6NnfjSyHBMVgQ48vBoOONfKheBI/eeUYvnXLfKRiCixGGaUeK+qcZrRNG2APRrGy1Ia4ZMYXH+P5XRYZvWPT2CwpqCgpRmdPLyyxIK6fV4331Mgwv/QvyC6bD7n8GvzwgBX7OnsBSUIkHsf9W7pQcfsKXLW2AdGXvonU8CHo8hegzm7FuM+PuqpijEfL8VxHBMu9DkjJCLxHfo/B6BgqKudhj2klNh56CYo6I6G5dwwbXIvwPkczjNODKHHIsNdVY4k1Bx63G6HJQejCY5Cf/iFSo6RdlNA48Nw/IukqheTMZ+StpCCFJyF5ymAca4fNWob49BhSI62wXPp3kKc6KaSXinOXNrCXcsjZ1Qw/D/+FpbR59aQArarAm8HKoCKvAYAAhg5S7ttRwMek+wCQYmmnu5y5pOf/KdNoFhwF1n8VuO1HpHTanifdl4yypHeig05DbwEabuf8YF838PjHM/dvaBzY93veQ46ZHdAK11C6mvpTZs9Zrec/E8P/JQAfBnAQwEcBPA3g5+/kot4qIrEkNrWPYn3rMJIpBZfX5uCyedmwGd+cA+j3hU7a4gxORTAyHUG5OofTazMhy2rEXcuL8djOPsSSKdTkcCj6Tzd1wKzX4Zr6PKyqzMLwVPR4CeSALwKP1YCVVeTyw/EkrqzLQ12+AwadhPoiF9qGA+j3heE267F2Xg42to2iecAPr80IWYTRUJ+Hv+wfRIHLDLtJj0AkCUkCIvEkp36lFLQNBzAdTaDAZcYLrcNY3zwEu1GHNdVe/HRjB8aCMdRku7Bu+Tz8ZPduVGWX4ealH0GwfTMgBIQ1C8PlNyMUACImCyw585HytSHVtxdiyV8j2bWFxs9gw2Dt+yBFTKh0zLhgU32ZUrpkksmtVJxflJFWHh9pZVXMsg9TkycWZKWPuxR46nPMF6THLCoKHcBUL5UZAcBg5hfc6ABqriIf3PY8E7qL7uG2PhlTpZ8TzAsY1aqSWJDJ2rwGYNN3ufVe8RHg6AZu40tXA0UrgK0/hGJyQln5tzDufxSSfxSJijVILvkAjK5CrKlLob13EBsPdcLtmsJdKxqx+9gQIpIdKSWJa+vy8Ke9fTBJAjWuOFLDLWgcfBRfue5LeOzAONb3TOB9K3NhTgXxhw3bEHZW4NbFxdjVNYGx6QiybXq0DU1j5ZI8DI6O49Ylpahv+Q8kfP2wNa3F+OQERscD2NadgiLrIZQkAAHoDDg2EkSq/XswFTYA3kooBx/FNatWYbnDhEjb/yGs6HH7iuvR7y5H3B+Ew26HwxQCerej1VIPxV3OzzE8CcVbi739Y7jFY0Zq/l2YFnZM/+kfYXQVwFG3HOYDv2cS3+KCqLkKybbnICAgKXGWPfarkstWL+TpfugrL0E0MApzKoyppA559TdDHF0P9G7hLqz0Ilbh9GznEJ/xY+owFLWcNzpFHZ0V9wFb/5dzmG05NM6pOHcHxzbQcRQ2qRz7AcBdCTTcCmz8Drl4Xxfvr1SKhQN6MwX6ujYzN6CoBttg5SQvc6axDbZsvp7JzvUoKTU/4eb9lVfP+cBH1/NvJhfv6ZmlnmcJZ1LVkwLwM/XnXYHdPZP4/c7e478/vrcfBp2EqxacQkTpDOA6hSaP1SDPEm0DACEE1s3LxbxcOyZDMezr9R0Xr/KHE7h/axdsRh3yXSaYdBIiCdZbe21GPLKrF0UeM6wmPfb1+tBY7MTy8iyMTUdwTX0eLAYZOXYTfrTxGJIpTuLq94VRm2fHFfOzMRGMo01VFDUbJEhCwGxgdGYUQK7diCyLAbt7JvG77T1wmHWozXfgJy8fw+IyN0w6CQUuM36yuRflrnyM+oAOXI37rr4OVkSwvlOHPf2A3ZTCaCwKk7kSxRWrAQgMjPthWvS36I9mozfpxoFhA7685AQna/XSaCsKKRydCYin1FpqFXY1IipeRs5+aoCVNs99WdXov5Ucqt7KL5RQ2/H1ZpYHBkdosF3FFH2bOAZq92zlF/L6/2Q37+GneD5JT67V6KCR0Ju5MyhZzV6BTf/JJF4sxGlIQweBirVImlyIrf8GhLsYCZMbE92HIZleRlFRE/IDLfhs5TC66xZB6M0oGXkOw/Mc6PNeiqe7gSf29iKRBEqtCchT3cg1liCrYgl+uWkLwlIOyr1W6GIB/GHzHgrziTC2dUzgrmWleObgAHz+adTlurGmWIebcnOR++qXIZltMEg6xF7+D1gb3oNAeAQF9kq0hXWQdBRjQzwCrzEBOTwBbP8ZRNVaJJ2lyJrcD3fbcwg5KhCHAYHDv4NSb8GgtQquoT4onZsAixX5jiDgG2TdvWwAJrtQWFkCY/5yjCQMGNn6G8BoR1HFPChPfhYpZyEknQkY2AVRfhmkwqUQY4dpEE3ujGSD2hRlOPIERPkqiKqrYQxPQ9/zInQVa2jkg6OqNMcKOouerZkpWBOdNKauEkbh7S8CRSsBk5UJfYM6IH38KJ36eAdlvutuBS6/ge/l6c/zvpFltZckzpyOzsToP50nan6cgnCXfomicrbck42F2cV7yWDjPSYb6CTMbv67+AOklGJB5iisZ6du/0RIr/UHIcTNQohPzPh9uxCiQ/258+ws780hrRUzE5uPjiGRTL2p89Xm2bGwOLMNEwK4dXHRceXJE1HotqA0y4q93b6T/tYy6Ee+04ybmgohAGTbjGgenCLtYjbAbuQ4xa3HxmEz6nDrokLoZIG24QAi8QSurc87PuD6ziVFWFziwstt46grcBwf/BZPKFhZngWDLEEWAnpJwn2XVKLQY0Fzvw+NRU4kklQEbSpzY1+PD2OBGH77ajcGpqKYSugAgw3DIQU7A17k1a5ESWEhUgrHSfZ418AUm4B+5BB0IwcgB4exPVqK3/VlYcughBsWFmS0jAb2A1t/CBx4BKi5lly5kMhpzrs+o1liz2PTTBq2XEZmR57JNOL07yEPqiQZpctGYNUnWDoXGGLtPhTAP5TZXRzfqymkm8ITarekwvNavORnQ+P8Mi77CL+8SoJb+HiETis8QcOiMyIRmYZBxGCMTcAe6ke+7IfUuRHBiUGgbxcsST/md/8W80aegiU2ivKjv8XFx76LFSU2GGUFVjkOjy6CL16aj1XhjTD7j+G2iiSq5BFcXKzHjiPdSEGBAsCSnIbLakKfLwqjTgdhtOGOZaV4paUPewbjGK++A5MpM1KJGJJmL8K+YWwMFOA9y8uh18lQIIBUEnUFTqww9UGGAqGkkOp4BcnCZVD6dkKO+uGUYnBb9HDqE5g3/gJWKQdgnOqCWS9BTkWxWN+FbKcFSjQAxMMwKTFcbe9CLDKN6eb13H0pSehjfkhChpSMQ0SmWEE13gapeClE2UUQa/8JIjDIaLtkJTt2E1S91GeVwNb8INxdz0An6yjd0PInyib076bTyGsE8hexjj7ip4OOTjOfE4+weUtvzOwGAAYbRjsDC0kGINg8loirVF+KdOL+R6mU6Syk0U9E2Bw22ZkReTu2gfflqYw+wDxV7fVqg5eT/9Zex+MAK8a81cxNzJHRB04f8X8RwN0zfjcCWAbACo5ifPRUTzoX4DSf/LYc6nzaNwO7SY8PXVSBI8N+TIXiKHJbUJljO+1z9DIjbl94toJ1erziunk5KPWwDHRz+xgEMGt9TjMj5t7JMPb2+BBPpJBIAU/tHzzOdPRPhnH1gjzIAtjWMY6LqrNQ7LbCYpCR6zThyKAfvnAcldk2LCvjltRpMeLnrxxBUlHgturRPhLE3cuK0T0ehMWogy8cn7UOi0GGEAJXLchDebYNQ74wsqxG5Cz6NuSJo4AQyHXXoHTagvcVxlDotqAyW6Vehg6yyzKlNsn07wEa36N2SOZyKz3ewVb27PncKp8Iiyfz/2QUkD3ApX9P2sbiIWW06H3sgoz4WHmRFulyFvNLLck06pYsfsEtXvKqQmayd++DHHVXfQXwyn/wS2+4lk7JU6FWdNhoeCQJellAxAKAwQolNA4RHEFOoR1xg5GO7ZXv4rjDyVkArP40YM3GjWPrkXdlLY6GrLjUM4Hcjf8AQ2wSCUsxLJPbcUPTB7FLMsNmNkKCgCyAlJKA06CgLt+OFeUuGPU69EwE0R2xoG1kDNtEFu6ruBzO4fXon4ohFTfhQO8kYh2v4B+uXoNgSoJDTqApcQDF3Y8DkgTJYIKwZEMxGCDZciEFhyEkGTolBleoGwlRDCnQBykegOwsAGQ9CvqexWcr16I9ux4JyYTKgQMobv09YvNvhWy2A1MjAAQknR4iGeVnHgvwX52RhnOyEwj7IErXcMBOdi0ToVmV7Mje9QtG24kI+zou+QJ3fACdg6IAEJQ6yKqkrk9wmJG0vZB5n5Y/M1kfzCadY8tloBAc464tFlR3e+rOMBVTZSIk7i5Gj1CYTdLRcHdv5X2XxszSy1NB1jOQyGtgoGDP4739Ns7LfTtwutUYFEXpnfH7ZkVRxgGMCyGs7/C63hJWlGdhR+cE4uoQc1kIrJufC3FiaeEbgM2kw5JSz+s/UIVJ5fR/sOEogtEEJEkgx2bEwiIXAEAnS8dljZ1mPTrHgsf1fmRJ4NLqbIwHothweARWgw46s8BkKIbRYBSyJCDUc7QPT+PS6mxYjTpIEBiZjiDbzlGR1zWeLKc74Asjve9JKYDLoseBPh9kAVw5PweJFKUWDLIEh0mH+gLudPSyhLp8B+qOSzG7AE8J32twDIsn9gKJCSBeAqQWqvNJd2WMPkCKp3srcM03Mlos6UhoeoileNFpcp65DfyyzLuRdE4iwoTs3gdo8CUdcwLJOGu0u7eymWfh3dyS1V7LsXiKwp/KtZmB2zm1rPApv5h67vY8Gv7pYTqHtABcySpyyQarOv93GTDWDuEsBmy5UIQ4PlBbym+EJRlmyd7qT3MHIQRirgrsDhfCYi1CXc8DWGFvx0olCYy7ENZbMCrsSCp6ZLsN8PdvRp97EVbXV6J7YAjJZBKBlAGhaAgiFcNLbSHs75uCUSdw5fw8DE4n4J+cRK8ogDuhQ0zRYSJ7Nfq7/HBaLWgf8cPryUKxLQh38zO8znoLYHZDqVqH1LFXIFVfBsXXBWGwAREfJFmGIbsKhtE2xBrvRkvAgm5RCKsUQ3WkGWVDz0PozciLHIWiJGE6+iwcyz+P4OgvoEg6JFMpSPZ8QDDKFtODdMx9O5nEjx8Gyi/lWsY7gDoz59du+zFLJSU9P+9Ugo5WZ6JDn3cDqbzOlxmlI8VmrFQcgASUr2GFkLOYj8tv5BQ2Rz4dfHCUO879D3F4+rIP83HWLHbLjh6mQ5k4BnRvy9xLQ/vZ2wFQIqL2utf/8uuNarXRuYvTGX73zF8URfnkjF9PEZqdO1hQ6MTnrqzFoYEpJFMKFuQ7UFfgeP0nvs2w6HVYXZmFwakIjDoJeQ4T9NLJ7FpDkQufvbIGzQNTUBSgvtCJ+fkOjE5HkVKdgQBn+ha4zJAEo8FIIoWeiRB2dE3g2FgQxW4z3BYDAtEEbEYZn7miBhXZs3cmRp2EimwrpiMJKIqCCq8VXpsBjUVOZNtM+P2uHoRjKciSQFmWBbcufk02kAj5aDzH2jLH6u9g9+NMo59GKqlGbjMwPczkmr8/c2zph6jfIuu51Q9PsnEsNMFtfDx0nF4AFDoMez6jfYOdDkVvJqdvy2HU2fxHRpb2AmDtP6p66EcYxQmJa4tM8d+uTRQBa7yLSWCLl+Wjg3shmVxIrfgoMNIKKR4CrNmQxo5wLd5aSjtH/EhJesSNWci7+BvY0udDhasaln2/gqQ3Ijz/DnROCcSFDCCJJBLILzSiNMuCzoCE+264BB2Do4gaszAVSWJT2yhMFiugKEilBIQARmJGeN0VkDxOKPabMZgowuPHALPbggV1tbh/ez+8tiB+Ek/iE4vuxS05Q7AhjKgwIjreC+GuRiQG6Ff9HUwiATndU6Em219WmvBw2xggJwCdFXnea3BvdQiWqQ7E66+EydcGTHTA486CdMc3EB1sRUoXgbLmc5CGD5HfToRp9NPJfJ2RSfj5N2YasJQUr11oXL1nBDtodUZGzt5afrZ6M/n94Kj6uYNOwlXK3IOnnPfC9CBw6HEOK7dk8fesaj6/4Q4GFXt+wyqawqWkb5Qky0dHj7BkuPlxJvYX3pMZ5l6yksHCeYDTGf7tQoiPKIoyK6krhPgogB3v7LLeOmrz7KjNs7/+A98hRONJ/OXAAHomQjDoJCRTCvomwyh0m1GSZYGiKOgaD2JoKgKnWY/KbBvm5892Ttl2Iy6uycb6lmHEkwq8NiOi8STKvFakUgoO9E/h+oZ87O2ZxFQ4gQFfGB+5uBytg9MIRJPY2TVx3PD3TITQPxlCbZ4dPeOh4/OEAeCeFaVYXu7BN55qhcdiBFRxxkg8hQN9PhS6ZxVmzsZoy2yjD1AbvXQ1qzGObTgeFacUBcHSy3GoNwSvPYnyLCt0skRKCCB/m+buW55gFc3hJxnhCUHjbzCzM9LsYjRny+NuwWgHaq5j1CZJlF6ITvPLPtLK5yy6hxFdPMRkb/W1pCMiU5RkyKoEDukAWU1Cd22hvrvBxq7L7T+hwbJ6IW38DqkF2cD333AnMN4JdG7CRNEV6DDUIAUZhaEWZA28DGveh6Ec3YZgQsBq0GHI0YB48kVAp0dSogJor3cNJqYj2N4TQCArhpvL4hgTRvygZRpOPaBXgshzGFCb70Rz/xRSKQURYUFFTT2EoRE/fmgfhvwRrCjLw8ajU/je5WZUKd2ISlY8M5mPJ5KrcF1RBEN//lckStZg0rYGdiUK/ZAP40XrIDnNqJ18BeNZRQhYSvDoninudnQmQNJhKCJj2LkIa5ZeqX7QqwHQiHj9g4BFR8dx7AV2SXtKSLHEQtyh2fJIu+lMrGlPJlhuO9nFuviR5kzDXzJBBx728bOz59Hgl13CxykpAFJmJ9i/h/dD12bSd8FRJvGv+KraINjMY1nVwO5fssbe3KRKKBxhqaVsJL1z7EVG7P27ed47f8X6+niU92p4kq/pLj+5QfFdgtMZ/s8B+JMQ4h4Ae9RjS0Cu/5Z3eF3vekQTKfjCTErGEpmkcprz39Q+hge2dR+v+V87Lwe3Ly6CyTBbBuma+jzYTXps6xiDSS/w9VvrsafHhyFfBA1FTgxMRsD9gAKLQcbM/HW6ZHRbxzh+taUTiaSClKKgvsCJUq8Vw1MRXDYvGyvKshCKJ49rsM+EP3KKqH3WGz1Fi3kyyi9U/iJuo9uehRILYMi7Gr/qKkaHrxNCALc0FeK6+nxIyTi/lK1P8Pl6M9D0AUaIU31qFKhwsHb97eR7ExGeX28BDj4CLL4X6N4EHPgdaZ7xds7hHT9KOsiWTeMenqSx7t9LWiZ7HrX4Q2OMQFd+lNor8Qjpg5Y/k+uPBoHF71cVGSUO1m5/nuebdzWpgtEj6LYvwv+1JzE2FUAKSXidi/CxAiMc+iTGIxLc9gIouhR2jMgobPpbeCb2QBePYCJrBR4fLkK2YQQfroyhoP1B2MdD8MoC/7bog3hp3IXh8XFc01QAo9OBh/cnsKTMgxsXFmC+Ssd97eYF+MuBQRhlgc9XDcC18StIhlhPfm/5Jegq/zyUqEBX0S14ZHsXUik/Fi1cjN0jQLyjG8LsRLGzHv1DQ1heCuwfEyiyLYhiuAAAZtJJREFUSnAHumloLW4EQoUnf97DLRREi03zupmcbGrq2sQei7F21uK7StixPdVHKkZInJ+cv4gVXLXXc+i62Q3k1vMeshcxF/T4R+ncF9/LZqzOTdwNlq2hgx9t5Wcz73ogPMX8gS2XpbiHHmUJ76J7eC9EA3Q+EJnCgVQSSAaZ2I2HSe9YslgxZPFwLXsfpLAfQEe2/D7OCHgX4jUNv6IoIwBWCyHWAligHn5KUZQNZ2Vl73I4zHosLfVgw+GRWcdrc+0Y9Ufx6K7e40YfAF5oHUap14JClxmFLsvxWasuiwGXz8vGggIH6SKnCWvn5WIiFMO3nm5FIJZAtt0Ig05CJJaEPIOZaSjkwI9HdvYgoeY7JCHQokpHLCx2H0/kGvUSmkrd2Nw2zC+vkAC9GVWvk8SGp5xRXFpwDWDU7Shg5F2yAihejr6JAL7xVBtiKXomRQEOdo1gtWsSnniQrewplbaJhdhss+xvuLU++kKmdv/AI8BVX+f2/uAjLAdtvBtAio09ehO/zCYXHYajgO8nGqThMVhZ3VNXDkhGTurKX8RoMRFj5+ayj7C0b9f9bP331tDAH34WuO0Wcs57n+K5K9dxGlfeAiCrCptSC2EwHMT1jQVc7kgCI7ZaVrvU3YSR1qdhd5lQ4ZLxk+0R5JTeAdkkYduRSSwpMSEenERpYitEcAj5BR4Yk0EU7P5HLFh8L5LGMejGh4F4Aa59/7/AaHEgGoli37EBpFIKaguzsHhtNqLBaSSf+jXiER8MOqaZY12bMG/elRh0XIy/tIxjaUUOyl0ypsxGdLWMIzfLg1qvFY/t6UeJx4rRpA31eQk09/tgtdlgiPkghX0oNc1w9MExIDjB7tiIj844MsXPsun9vDYbv8tcTdEKahut/2dG0NZcqrPm1PH+yaoA9v4OKGjkiMXJbk4489YAf/ksFCGpQnr7ITpfpuZ+cJRKqBd/nrvFtM5+yUrmd0bbgCUfYOnm8EHSftYcOouuV0glmd28t0xOGvOxdjZiKYI7udYngDt/w3GQaaMP8N7a+1sOd7d6T/8dOQdxJnX8GwBoxv5N4KoFuYgmktjeOQGTTsa1DXlYVOxC93gIoVjGUMaSKQz4wth4ZBSdY0EsKnbhrmXFyLab0DkawP1bu9E7GYJOFrh6QR6uq89HltWIGxoL8LNNHegaDWJegR1XL8jDtmPjsBhkXFmXi8Wlboz4o8encs3EWCA2q3pHCIHrKvSID/mwu70HJpMJNyyrRUP269wiWVXAqk9S4yY4Sh584ftoYDMnx0ggftzoA8CVhTHUD/wO0vpOoGyxOo6uXy2x9NCIxIKs1lj9aXKyqRTQdA/59t7trN3v3gz0bOFglXSfwHBLZk3ppN3qT1GDxWAlLTPZwy/t/Bto7Fse5/Z9wa3AvgczCcUjzzCadBQA9beSBoiHaWRSSRqS6iu4G/EPwJy/BO/xHEOy9RXoZQlXLLgIgf6jmO45AJvXi4JVt0Hu3ICF8X244+Lr8cyeDkRDfrynughVBTrsPwpYpruRbU/BFFQnfMVCEAN7oPP30SlG/TDGfOjxx/GzTR14/mAP7CYdvrsiiurBP8NUfTl04y0wiChSiQQgALPehMhUH9pS07hrkRdZzfdDP+hDyJCFf266E7/s8yCqBgfTkQSGfUE0ZimQFSvC/ijcRgW3NDhRm+oEMJ8R9577mS85+jy9S3iCuykhSM9YFe6klBQN71QvnW9glLSKo4DJ+kSEEfbKjwIHH+M95SkDXv4mULYaSjLCe8LiAiY6oQgZYrydUbi7lPfCaCsTu4vex12ap5q0zsvfAZIRNoAZbNTFyV/E5w03k0q6/CvATnYRo3g58wn77s/cv/7+2fIhaUSnmXM6Hw2/hjePbLsJf31ROW5oLIBBluCyGhCKJWA2SHCYdfCrBnkyGMNUKA6rgZLOe3t8au+AC8+2DKN3MgSAks5PHRhEaZYFRW4LHt3Vh8psG5aUuOEPx7G3ewKfXFsFr90Ij5V19Fk25bjWz0zkO0/oQUglkdv+e/yN1IGbly2AITkFd98LQMFHTp/QEoJ8fm798ZJJRdZjMhiDWS/BbOAtlmM3Qi8LxJMKHEYZ86c2ITXcDGOunV+cyS4acp2B5zG7SM1EfeRt1/0Lv3x7fsPXdZawwmPoECNGez4NiKRnbmHjtwDvPG79JzuBF78G3P5zcslbf8CB68XLgR0/4xc7Xc2z9ft0Gqkkp4KZXKQYQuPcbVz97zQWLU+Q47flcOxjcBSQJKzUH8Xo0ZcAow1eC4ADD8Oz6D3IybZBFhFIAzuBy78CY2AY1+77LVZedj3iIgvZB36J1FgeGmtXwz2QB7nlVXLVOoNKeRQwCk4lkbLmw5eyYWf3BJ7d3w1FAW6vFAhs/jH8FVWw6E1AfgNE+3pIkgwFQDIeARwFyLUoMGz+JeR4EBaTAQYpisC+X+H6JV9Ga4zGzWnWA0LGwcNHsLA0B+9dbIB5fBS21h8BZd+l09zxU7UschRwFJNms+fTeKbnIaSS/AxsOYzCx9oYabtK+Vnt/nVmjOHoYb7P1Z9i9+yW/wGyqqFIBp4nlQBiEXLtvm4otlx2JQ+3sPwyOEJnc/hJ4JpvUj32le8AlZfz/ujZxl3Bovexs1Y28jmD+4HnvsIkcl4j+waGD2ZkQ4SOu1rrKXQp0127oUkqxb6LoBn+dxhCCOQ4TFAUBds6xvHk/gGEogmsqszChsOjiCdTCMeSuKWpEL2TIRhkCXUFDjy0oweP7OqFTpLQWOTEgb6p4+fsmwxDJ0kIx5PomwyjbzJ8/G+T4Thq8jJJYrtJj/etKMEvNndiOpKALInjTWCzEJ4Ehg9BioeRG34lc3yi48wqGUwOwOTA4FQYzxzsw74eH5wWPW5cWIBlZR4UuS24Z0UpHt7RgzKHAkPXfuS4zDDrZTbSLPlrzjxNRGk0SlaT1zVYSBe9+FVGbrKBUVtWJUst9UYmAn29rJ8+8gwAhRGovw/ofZXlfPZ8GqyJo2y1P/QHYMv3ucVvuB1o/jMNv8GmzlVV+LyYygfrTGpVyatMFi/9awpsBUe4Jr0ZsObCO7IVYZMBgUQc+mQcOgkwjDVD1hnpYAKDwJGnEUvJ8HmXYmrTz5GIBpGYdznsViu8Uwf4/souZiLR5CCVFRoFpgfQt/jzeDK+FM1PHsFYOIXrF1diw8Fu5EtTqG66FNbBVyFe/T6w4uOAfwCp4RYokg6i4Q5MpGzwjY9hhT2J1NQEEJyGzmSHMysPvsQYmvtNuHd1GVoH/UAqhmsXleGq1CY4Nv6Bznn5R+lY/f0ZbjwwzOh5qpSfndEFrP0g0PoUnfniv+L12fET5lOu/DfKKBc0kU/39dDRp0cuDh3k+R1FdASHn+a13v8wa/YLFwG110EZa4dIxkjLTA9kxPhCY6zGCU9wglv7eq61ah0dgMnJewZgwnjvA9zd9W5jxVfN1azoMatSHpd8nveiJHOn2Px4pvIofxHw2L3cgS79MBP/p9oZnIPQDP9ZQuvQNH6xqQNpWn/D4RFcUZeL2lw7jo0G8NLhEQSiSdQVOPDIzl6YjTLynWY0j/gwHohhQYEdPRM08G6LHk6zHrIQSM4ojRQ4tbxEQ5EL/3xjHQZ9EdhMOpR4LCf3NBisNI4THbOP285cgTuRTOGPe/qxp5sJxWAsiZ+/0gmn2YDaPDsuqclGdY4N0+EwSuRamCZUjR69ieMVq69mQi7sI3drtPFLPXiAyohdW2jMdRYgEmBiV28FbHaW+XmqgZv+h/XWRzfwC+8sZkIvMExqoaCRBl/WM3ncuZGSv1lVqjTAKM+bjLIU0VHAL3bER431eJQOx9cLXPk1rrf9Bb6OzgSjyYJyMYiItwIGRYIuFIGw5wFjh1l9ZPECliz4FAcGnvg3tSpEYGTnY8Dq98O+4m/pXAw27qScxUwq2nMRXfFpPNhbgraho0DufAxNRXCgdxLvXVaK6vwJmF74d8g6HYS3BHj5m1AW3wux5F4kEkn0HN6LcUMQencB4B+EMRWEpJMgJQMwBTtw6fwCFC2uR3W2FZPhBCKhaZTt/gYMPZtY655KcHd0/X+qkS4LCiDJjK5z6ki36UwUOjNauWPZfT8bqcxuNmM9/QUm/JUkjb41OxPRJ6Ls2xg/wgg94uP13/c7ltWanUwCCxm44p9JtWz+H+7oJB3vG0sWK78UJyU30vf5gUeANZ/jDuq17u9EhAn7hffw2ps9nNebRv3t3E2GJrhz2fp93mOBEeDZLzHqL7/kjL8vc4k5c09CCFkIsVcI8eRcreFsonM0AH8kgd7JEI6OBDA4FcHTBweR4zChscgFWY0UovEU4qoWj04SyHea0TkW4KxdkKIZ8kfw1MEBrKj0YGAqjPaRAAamwrio2oty76l76zxWIxYUOlGaZT11I5vezPp72Zg55i4nJXKGGA1Esa9nctaxpKKgYzSTEMx3mVGT74Gp4WZy5emZu7FpfulCY0yaRadoHHQmGuhEjMbaXcapWu3PAss+BEDlk2MBGvXubUDvzszfIlOkH1b+LY1pZIrR4FQv6RtbNsv2sqpoy8ouYcTZvY0Ro6Rn5Bn2AQtuochXGmNtQM9OYNF7mTye6gW8NZBzamEN9UMfm4LIa6Dxik5z97LwLmDwIGJDRxgJAwAUZDmssHU9j8iOXyI83IZQ4Spy152vUImy4xUMTIXQNjDGZOnYUeSa4shxWpCSDBidmIRp4e0wly8HklEoVVdCGWmBf6gDg9segdmkR6tUg2g4gGTVVZCUFPTJEORkDFLFZXCO78fiff8Ee+fTKOn7C2oGn4Q00oyIMCIU8CEciyNmzuLnlFVJCg1gYrRwCat42p8nZWNR+yyCI0ygDh5ghJ+IqpU/IX4O5Zeqs3DHKL9QfQVgNDMISUsiSDI/N6uXgnsRH2DxQPTv5c7Mlq3eH6rqa/FKBjCjrTTySirTvd2/5+QqtNKLgIIlJxxbzTLTmUYfoBPxlPO7su0nmV0PwDUMN5/hN2XuMZcR/2cAtAI4+51Vc4BkSkHnWPB4Q1YwmoBJL8EoS8jNtuHvr52HoyMBTAZjaBn0w5iu6jHrYc6zY0mJG41FTuzsnMBzh4ZR7DZjIhTHmiovoHD2ry8YQziegOHEqOZMUbQEuPKrjPr1Zm7NZ0omvA4MsgSTXp6VuAYAk14++cGhMfK+6fI/SxZf0+jg78kYW4tj0+RX8xrIyffv4bY/FQcO/oHaKpFJftk3/RfPW7YGmBRUU4xOc1cw2Q1UCiAa4Rc0GaNxifgBTxWj0vREL2sWdxvmLGDR+9Wu3iFyvwZVFC7soxGa6gP0Nq5DSdLI+HrooABSHzl1aj28Gdj5c8DkgFTzPv5dNsJmMsAZHYRszEOyfx8S3TugK2xEpPEumPb8lBRV0z0wCg/0ej3i/kHA5EBMODHpjyKe9KIgzw5py7NQprohkIIyuB9K6RrEay9Gp24RWlKlaKgqR0m8E4aeTugbb6chNjnYa2GwkiY79Efgyq9CiUcRj8cQG+9VFVGDkMJ+KCkBY1qWIL+Ru6TAKLtm4yEemzjGCFzIHGiTPS+jqgqoUbfCxr0FtzPal/VA326WXMpGaulXXgbhKILi7+dnqyRo0O15EI13Mb8Tm2azX2iCjrtrs8rr65mbOT68XKGjlU4QD8yq5C6mbyeDh9w6OrLTQW/muSOTJxw/pwUNZmFODL8QogjA9QC+DuDv5mINZxs2ow5uqx7j05koYUmJBwmVqsl1mJDrMMEXimFfnw+do8Hjj7umPh+X1GTjj3v7cEw9bjfp0D4yDbtJhixJMENGls2Iv+wfhNdmRFmWGYNTUfgjcRS6zNDJAt3jIbjNenhtBvRMRJBQUqjJtc/m+z3lb1omNstmxHUN+Xhsd9+MY4aTu6bjYVIxJgcNsMHGbXV0Sp3OdTXpjvAEAEGJBUsWaZ9UnM8RggNTpnrIZ/t6KdQGkD7Y9wCfa7TzC+0oorIjBDs3B9XI3WgHihYzQZuIkhbKmc8mpKKVNODhSVICXVOMPKeHyOWaXHQorpKMyJveTMPRv4uvFZlg1F68HHjl2zSG4QmYskqQ23AZTKkozLoUJNEEKbsW6N8NfeNNiI93ISXp1JJDJ5CIIt+RwhV1hXhmL8ttAwkJdy4rhkUvYEqGgVgQSQgICKQUAXniGNzKJBpMk7CYstHSP4a41YisgqVQmh+E0JuBZAJtdZ9EeyIHcs0K1OpHUD7SgnjOQsjzr4c5/rB6vXWQvFUQiRCw9YdI5DZgv7QA4ZgL9YcfhU02Q2ew0HFbs3nNoNDZFS3jtdUZKE0c8gEmG5AzT+2YVvV8aq9hCaYkMwF79EWg2gUxdIjVV+lzTA/SYUenGfW3PsnPOB4EVn6Cjrd8jRo8JOiM9RY6k8NPcAeWv5CfPQC4ivgD8DPs3srdmzWH1NzEMd5vOQuYXPaUs9R403cz97SrlJ/xuwRzFfH/NygC95qttUKI+8BZvygpKTk7q3oHEU2kcNX8PARjSYTV2vvxYOwk9QKXxYCPXlKBA31TGPZHUOa1orHICUkSmFH2D5tJB7NBh8d298NqlOE0G1DoMsFrMyLPYcIvNndAltglOuyPYFVlFgZ9EVTl2PDMIVJMBlmCThL427VVxzWE3irWzstBtt2IoyMBOC16LCxyIddxQgWRkmJibfuPMomy2utYs220saKioIlcuquEScJdv+AX3d8HNNwFdLzEL6Ovj/RCLEgeWW9m9Kgz08havWp37wCbudqfYwRadhGFw5zFNB5ZcUb25ixgsgNY8iHSEFu/T2NjsLMixGDjuMjoNB2Ps5i0xeb/ZMS34FbqrQuZlJHBBqz5DA2GLV91XEl4wl2ITexDKjgOnWB/BfQGpFoeh1BSMJSuQUJvVovwQ0BoAmLwAK7DehSv+SQ6JmMQ+fPx601tGJ30o3Z5AknFiwK3G4hPQTLYoASHgb6d0O95FDXOItgv/hb+6/kj2FdUh/ev+XfkRjpwwLgI//tSJxKBZkDSwaSX8Zk1i1He/jQUbzXkqss5BrFgIcRYG/Dcl6DIRsSSMgrXfRMPjZbBPRGCPRVGkdsMydejdjtbSKvYclmmW76GqpRZ1Rw2bstlxD7SzOS80QZA7eKOTDF6b7iD193iptxGGsUruKPoeIkyHllVNPKOfAYAzgLmgXy9/NwVhbvIrGqW/gJ83pK/ni2elkpR36dN1TWKTNGRecp5D+qMFAjMXcCdiSOP78GSxV1mzry35Tt0NnDWOX4hxA0ARhRF2X26xymK8lNFUZYqirI0O/uclgY6I9Tk2XF0NIDeiSAmQjE0D/jRUOhEtt140mMdJj3ynSaUe63Ic5hgVUsiFxQ4UJFtxfx8Oww6zgOwGmSY9DKmwjHs7JqkvIIAOkeD8IXiiCZSGJmO4vnmYdTk2tDvC2M8EEMgylLSRErBCy3DxymomQhEEtjXO4mtx8bQP6Ny6HQw6mUsLfPg7uUluLY+HwWuU8g9CB2N5nEtH4USC7KB1RdHnmK0b89nRN31SqYeXG9lBOatZdRXuIRdukY7DbiQOV83r4FfTKOTBt5ewH9lAxOHE538Uu+5n0Zl+BCTjBu/xWg9HgaOvazq/JgZhR56jJGqvYjlpNnzqfXS/gIrb+pv4+MdhTRk9jwai+AE17r608BFfwcsvRdIJWGY7oMpMgpZb4CYPAbR+TKU3PmApINky4IhGWAUmb+IUXRgCBZ/B1a0fgPvLR7H1OQoRDKGIocOHQkv/IYc9IZ0gGyA8PcBWdWIjXYgBQE56kNV5CDeN09BpVtCS8CCWM5CvNgnI6EIGmJbDoLGHDwXqcfLlZ9HZyIbSvc2iMAoxPQQcOARCEVBMhlHwuyGZ/owrrEehXvR9QgoZoSmfYzguzYBPTt4nfc9yKofWdW5b3+OOzizi5SbkOkkIOgUCxZxxwVBw623Mt9idvPHlsOcgWyg0T72Iq/z8CF2YLtK2bDl7yftVHsdh/IULQMSQSBvIa9n324mhWfC18U8RRrBUc7eTWv6J6KZ2bomO3NAa78CrPwYdzLvIsxFxH8RgJuEENcBMAFwCCEeUBTl/XOwlrOGymwbPrW2Ci8dGcGwP4qVFVm4qDLrpMdFYkk8ursPLx9hx68sBN67ogSXz8tBjt2I6UgCL3ROQBKcsPWepcV4vmUYkXgSFoOMVArHu3TjyRRSioJUSkEomoDZIMOvykjM7BoeD8SQTCmQZjR0TQRj+OXmDrQOTgMATDoJH72sEo1vx84gpfYUOIvJzUoyDZuSZBLXVcwZuPY8VvxE/PxRkjQUQuZOoO4mGpr25xldLv0QaQB/P1B/JzByiMnj0lV0Ni1/Vss0BQ1ymvONjKiSEU8yCgyNspnL5MjIAkOQDx44SJ4ZCikfaw6j2f0PkZvWmxiRTkbpiEwOUg8D+4D6WyjZnIzTECVjgKMIIhmForcA8TAkZwlEyWqItucghg8x2s+Zr3LmavfqZDcw2YfAZC7yEn2IxhLYfADIX3QXFuAoED0EGJdDETqkDj4Bk9UNQzKI1HALvG3NWOTQIVmyBql93ZgI36ZOIAsgJekR1TnQMR7Czo5pxEcE7lv+CVw6/BuI0Cij8FQCii0X5sIFENt+BKe5EsEEkN90I5TJY0x4X/YPHG4+0cGy1L7dGXmL0osy2kuSRPpN1jFnkO6NCI7ScZucpFzMDu4aUnHu5hxFvBeKlrMSTEnxPeQtVKUgBI8dfYHG3VVKY390feYea3wPDflMxEMZ8TdF4eMAVQFURXDsrd//5wDOesSvKMo/KIpSpChKGaj3v+F8N/pp1BU48YnLq/HVmxbguoZ8OC0nJ2GPjgawvWMc8/LsmJ/vQEWOFY/v7cOwP4J9vT6MTkdR4bWiwGVGMgW0DvmxosKDPKcZLrMessR8gsdiwGU1OVhc4sLKiiw0FjvRPRZEZbYdENTZT2NVZRb0utm3wqH+qeNGH6AS6ON7+hGOv452z5nA6GBFhy2H0Z+3mhFgXgO/2Eeeo2GOqYnBwEhGxllJMiq8/MuM+mUDS/3KL2b0V7iYWj2v/i+//FVXAYXLuX1PxjKTt0pW0fGUX0pDveA2VnH072VJYc58Rqo11/BvVetIBZSuAgoWqjrtMTqn9ue5e0kluPM48jQfozfTYXmrSQXs+hUNRzJKWefgKFJQELPkAwYbRMVlkFylkPx9EIkw+WVnITDSQuPjKqFjK1gEjLRiSZ4EKTwJk5SARQnj6T3H0JN1MRKX/wvgKIR86BFYRRRGnUAq7EPC5IbbKCAmu2FDGMaiRVhZoDuuXZOSDIhFQliVk8CAP4GEzowH9k9hzNnABj11lKBcsgyi9QnAlg29lIJRJDC044/Qla3iNXj2S9ytVV/JITmjLSyNTcYyEbq7jJ+rkgJyGxlJJyL83IXgbsCWS82dtByIzgxAYj4lZz6rzg4+zJ3Awvfy9+6tHP4TnqTTkA3cNTX/US3RjfFaHn6S99pMOEu4boBrsHj4Gepm7MpLVrz1+/8cgFbHPwc43VwAfyiGEo8Ff9k/gFAsiSy7ATc0FGAqHMPgVOT44wyyhNIsCyaCcdTlO7C42IUlZW683DqCfJcJty8txO929CIYTaAy24Z7VpTg6YODcNsM+PTaauzsnkAqpeDi6mxcXH1yy/lYIHrSsaGpCALhJMz6t+G2qbmGxqBrM7+cdTeRtvH1sMFmqoePG20jhTLaxt8r1/LLKwQNdscGRtMQjOKmh7k1r7mKGjKpJB3Mso8Aex+ig6laR+4+rciZvwh49QdA+eVAXh3w8rdJ1VSu5TDvkVbuQpb9Ddc31sbIPhWnDMTxKqQEo3lHAf8vJK49HgYKaljLrw5oSfXvRqrxfUiNHsGRKYHi+g/AYrXDEBpW6/09zEkoKVbchCd5nvyF5JJ7d2GZfwP8i+rxwrEgknGBi+fnY9n4n5B8shVy/gJg6YcgDj4GmD2Q5t2IoY42WHUyrAtvhdz2JIS3Bhe5RjBdPx+b20agSMCNTV40RHbAbKhHAB4g6cOkIQ/ZY+3AZV8G9j0ESZIgHPmIQ4LJ1wGrTod8Vx70I3sZ6btKWe1ktHM3Z7SxCkpvYv6mZxud7sL3Ul/Jnsv3avHwszW5mVfp2UonXXs9pTlGWim3XbWOn0E8SAf+zBfoNAqX0sFu/h++li2HO4VEhEY+Gc8MczF7eD1nwuQAVn6cfQPj7Woj4Sp1hKOV92zJqrd+758DmFPDryjKywBenss1nG0EowlE4kl4rIZTOgBZkvCH3X3HG7PGp2N49tAgbmkqRFmWFRsxevyxNqMOF1d7ceeSYjgsOpj1Oqyp8qJ7LIQfbTyG0iwrkikFellgV/ck/vmGOjgsBtiMOty4sABJhVLPp0LhKbj5yhwbnBb9KR79JmDz0pCma+XTLe8Gm1rep6qL+XpIrVz2D6QFfN2M6pNx5gIMThr88BRw8I9A03tpHJ77EmAroCEPjVOm4aJPA1AoHOapYOK3fzcjw6ormKQ78DAbdbzzgJe/QWNgzyclteV/gFt/QqcUHGNErsSZ6JX0jFCTMVWTppSOqe1ZYOnfcPdSeyPQvxMoaEIyGkL48Hoo130PvaECPDwoY6nHipsbrRAQjGQNFiY+/QNILfsIJue9D57WhyD69gBlq2E1OHDTrm9hTd2dSMl6eFp/DDTciYRci1TfbghbPvCe30COhyA/988osXog8pdDND8OYc8HPGVwWW24+/A/44ra65FKpqBr+zFiSz4CX0wgHEzAmZOHrDwLcHQHxO5NwPX/AUg6iLb10EcGIesNkJQwB67kLyK907ONXb6BEVJUZg8pmel+oG8vjafRTpnr6quA/Ho6hr4djPDjESbsS9dw9vKr/we4yqidNNXHndMN32OE/uRnadSNdvZYhCeA0ksBq4ud4BYP8wRKijsGg1WV4vaRMoxO87nRAB2Et4a7ydA4P3uDlY4GYk5HJb7d0CL+s4RUSsG2znH8Zf8ApsMJNJW4cH1jPvKcsw1sOJFEjtOIIX8USkqBLAuYDTqEYgksKnbhaFUWXj02jpQCFLpNuKGxALkzdHey7SbsVjtndZKATuXt+yfDSCg4PiDebT19rf+CQgcun5eDjUdGkFKAXIcRtzYVHlcNfVsgxMmdwbEAE3KHHqOx1Vu4G2h/gRxz7gJG4uHJzOD21idJHy24BUgmgeA4k61926nJ7qlg2/9EF6kiWy6jvXSUPtnFxq3YtCr5u5FOx+RUOeGIKkvsZYnhSAsleTs3soX/os8Cr/6QCWizhxVBe+9n5F60gjubzlfYJ2FxA82PQ7LkwnzJZ/CzHgceO9CLZZW5ODYuIyS8sLrLmDju3gJFyEg1vAdjcSO+t/4oblv5V1goPwrTngdId6z8W3j2/x4pIQNL7oXo2wFd3x6I8ovpIJ/5exq/xfdA3vMAHVbttUxutz3HEsUlH4J35y+QUhKIFK3BRFSBS47BmeXGx1c44H3+wywpXfhe1uvbcoH6WyAOPQ454uN1qbuJTnSsjXOQlSSw/0Hgos8w6dr6BKPxJR+k+JrOCKz6W2rtvPRNNtjpjOTkEzE2iA2r+vx1N5H/H29jQ9/iDwD9+zg20Z5PpyobOAFu9DCpuYiPfSI9r5J6W/Y3LCFWknQUtdfSKYfGuYvq3sJ7r2Ql7wFHfuaefBeKsL0eNMN/lnB4aBq/2tx5vCRz67FxxFMK7ru4YlZSNctqQI7dBIdJj3gyBaNehsOog8Osh8OsxwdWleGy2hzEEikUeyywGk/+CN2nyB24LHrYTWf+cduMerx3eQnWVHkRiSdR6DbDbnqbov3TweRg8q/mOhp1ITPBueZz/AI6C8m7RoM0tMde5PNiAco0X/stGoOdP6ZBh2CC1tcNXP89OowjT5NqyK1n85LZwx1EVg3w8tfVbuEEdXVcZSwHTcaYVNWZWG0y0ckpXvEw0LmFxt5dynXsf4hJTEhquWIcMHnYidu/B/BUIA49Wjf+AfaaXPhDCl482It7VtfAYLJwrfEQUHcLUkJCqHcfdLkrUVHkgr35AQxMtqPMlgPJ308Zhev+A5D0EE9+molt2cSGpJFmIG8RMNFO43rx59npuvWH3D1Z3HzMaCtw6Rcg+Qdh7t6C7Pwk/n6NA6ViGMX9DwPr/omR70vfoKP2lHHYTt3NlEcI+aiqOf8GOsht/wtc/U1g/i1sCAsMMVlusAEvfZ0UCsAd1apPMgF85BkOMV/2EX6uW3/AfEbOPH5elevUpqkpvtbFf8edVWBITfamaNDNHtI7Oh2TxI13q/fAIWoyyQbeF0eeZ3WVJFMq2lNBGvDYS2wcXPmxd+2QlTOBZvjPEMdGAth8dBTd4yEsKXVjVaUXnteJmmeiYyyAEysm93RPYrQpOqvOvSrXhjXVXmxuH4NJLx8fWJKv7gx0snTSOMUTMT/fgYXFLuzv9QHgDN/blxSd0iGcDrIkUPYaEhDvGOx5HNu461f8MpucpAaOrgcggMrLSKHEg4zghXR8whcMVtIEsZDK54KzXyHUL7waTV75bzTCvm7qtTuLaKASERqXRJSiXfNuypTvRf2UDR48yMdn16gy0lFg/rUsMdz9C3bpLv4A8JfP0lm4SpigjkeAlx9lXsDkwHDciVAsjoLUAKDk4N4mOy6JPQ/x0h9IB00PAr07kDB4YKi7GfqR3bgtEYHObcOkqEDUvx8GKBA1V0Nq+ROEq0RNRJohTC5WJkX9EOUOXo9EGBg+AEy51OYzO9+TyQlAYqR87EUIRyGcwR6s8bWyFNZZwF2Tq5gReutTNMwVl1LJ0l1GPrzyCpZqBkZIwQwdpGqlp5LXIDpNh7noHrWMUgCXfolyG9EpdswqANzFdKD2XPZR9O7irNzB/XxeKsndQCzEz7J0jToqUrBkt/Za7g6WfZhBw5GnVCrIwZ1Ky594joXv4Y7NXc5gI60IC/Czb7j9DelUvdugGf4zwKAvjB9saMe0Oo2qezyEAV8YH1pTMUvT/nQwn0K2wKyXT6JOzHod7l5ejKWlbkyGYsh3ml/X0J8Ih1mPD60pQ/twAIFIAoVu82tq+JyTqLxCTRD202Dt+hUjM4CyCatSLN1zFNDox0MZTReziw4glaIBSSVJEUWm2Wlr9gDPfVntCpbICzfeRaqhbxfLM5Mxnjc4ymSfJYuOZMfPGGEqKXb+rvtXvuahPzAqhWBVibscuOPXwNA+GvrB/YxKjQ62+SspGCQFFhFD0mDCzfUuXDb6APST7RDFqq5PNAB4ayCVX4b4oScQly2ISQ4Ypo/CW30VRNQGFC0Cdv8aqex5kAxWKJPdgKecevWJMI1jKpW5drKBRvnIszS2EJRb0JuYGJUNzKlIeg5KiYeAzf/N3/t3AG1W5lrangViYWDxB7kDm+yiPr+QmSz39XInNNFJwbV5N3AHVbQU2Pht7prM6g5o8Qd4fXq3s8JK6AFvJXDD/5A6ivjoXHUmlmpKah+Gp4LNfO4Knl9n4OcZnmTZbDzIvgklwfeV28h8jL2AA9R3/YKfqcXLvEH2jOYrvVWd0HX+QjP8Z4D2kcBxo5/Gjs4JXFOfj2KP5YzOUVfggMdqOD4OEQBuXJh/yijcrNeh4S3WywcjSUwEY5gKx2Ex6lCYIG30rkAyQn4/6qf0cSqRMV7JGLsrI9NAxSXc9hvUz8Dsoaa62UNe+NBj4CD2AFBxuTqJq5vlkAYbDYrewmh9/o2srY/4GP0pCmkMazYrVcaP0tAIkVlPcJT8+ZFncFytEoIJzoljHEeoMwCrPkWHseAWlhHGw3Ca3ZCKShHOsuE+SwskcyH00gTkof1c+0gzYPFAiocgJcIwWL2wx0MwufKA7o2Q5l8DMdmFhCUHU4oTqekY3MWrYRhrhTA5yVFnVXN4uMFGx5NUy00LGsl3C0HHmDOP17XjZUbZBU1A9TXAxu/M2FHpeG2CY4zqI36+99EjNMjRaf5dbyO9kkrx3MVLgJ7tQNWVwNgx9joIidcvmWC0bs+n8Z3sYrTd+RKT64ERTkIbPAA0/4lO1J7H4TyTXfzMAwMUd0uEec+0PsH/m110cqFRvo7ZTSkQ1xQdeFKtzVeS/IzTvwMcuGM6QWbkPINm+M8S8p1mfO7KGhzqn4I/Ekdltg0L1FmpbzdGpyP4wYb2WeWfty0uxPWNBe/I672tUBR+yVv+zEg74uMW31MBQCK9A7B2PhljIk7IqkFbSEoCYFKxcDFlH0wOSipv/CYHuoweJl+fNtQNd2ZqyocO0IBAIdVRsIxR7OQxUjzJWKY0cKKD0T2UDN0E8Jw6I6uDzE7KBlSsJXVQdjEw2gKL0Ql5rAPY/n1YTXoYfR3QNd0NtBwBWp4EGt8LuIohywYIuxdxfx/0igKhN0J2FyJZuBRx2Yye0QAGRsIQIweQXd6A8qZVMEVGafTjYTo2nRmoWkvnZbQzP7LwbjpEvZl5gfAEeX9XMa+1o4iRss6cmXmsM9MZ1t1MWmzzf/ISSjoa93Rk3rWJtfMtf6aRX/xXPGdgMJMHkY18bSHR8Eo6VRV1C3dNAqRx+napshefy8zVdRTwM7DmcN37HqKD9dbQecdDVNh87ivcAQjBMZs3/5ACbmYXZR5iAbVcWKV1zG6eI3/hWbjR5xZnvYHr3YiqHBtsxtnR8rJyz6nlCE6DApcZVy3Iwx1LitFU4n57K2Rm4MjQ9CyjDwDPHBw6aQrXOYmpPg7fAFhxkdvACDwW4E8yxujRZKeGSmhCLbnMVQehq3Dks8zz0i9SG+bA72mUkjG+BpSMWmT/Hmq7jLWRnghPqg1APUDXRtaVz7uR0W50mtFsYETVfrcyOp4Jl8pTd23hIJDilep0MJlVNCWrgMAwjLt+gtzgYdjiE9DrdBA922h0DGYaueg0AAEpNA4jEjAhDjkeRNJVjrGxCRxyXIJkSqDakUC1PQndaAuaUYlUVi13O0qKjslVRCdlcpGayV1AA+etYvmkvZBR9/wbWd1UvJLGfuGdGVG8RITG0VmqauinSKVc8nlgsgsR2YIJyQOfYkUcMp9vsLKGX8g0+oVL6EwMdhpqWzbfb2SSUXrhYu4KknE6Zlmv6jF1AQcfBcJ+VncZ7YAlO9PJnYrzfe57iLQbBKt58hqonVR3M3NDBx8BprqBstWk3RyFqqxzko7AXsD3dmJj13kILeI/AxS4zPjUumq80jaKnokwlpS6sboy64z5/bON4AmyyADlHSLxk4+fc0hEZrfIT3axFC8wzN1A9VWcpTs9QEqnbA2jRCGYWF31idnld6kkf9xlNNxj7Uw4Rv2MDM0eGpCB3aRXBNQOUajc9m6uIRlnJUnvDkaMtlwmfh35HL7hrSFNkT2P0e5gM2vQi5YzH9D85wzdkIyr+vEAILgudyl/tan6QpWXs7nJ5OCOZOIYRHAUSk4dJAWwuLwYi3tR3HAVdP3bIFIJ6AqWoVufi7hBgbHhTmDD14F4gO8xZz6pj64tHAz/yndVZ6Tj9W17ntckGWOfg1D4ni75AiufvLXkw1/5jiqbIUjx+LoRSBnRORJAMknBPYvRhBJbEUz2fJZH7vktnUb9bXxfvTv4XmuvpSiezszzFy4G9jygylsrXN+4KuhmtNNJLbyLeYKIj0l4VyllNoLD/DwB7rJkIyUbjm3gMYuHEtt9e6nrU3MNk9LeGlb87PolHycbuVsseh1p5nc5NMN/hqjKsaMq5zXFRM8plGdZIQmBYCyBZEqBUS+dWiVzrhELqslEgyrkpSOd4qkgHZOIkq6IBYGrv85E5MP3qGJtZkbdzY+zRn+4mfX1g/vVhhsVOgOjveAwI3STi8lHTxkNykQHJRVGWqjLf+wlrkVn5hoW3s08QzwIdLwCrPksq2JaniR9YskB9vyKz228k+fb+F3OfbW4KfJV2ESjG/YxEq+7hQbHVQIULmOOYvgQ6ZnwFKP9eJgUiZIEeu6ns8pfCGmsHfBUwOnMwopAD3oOdyC7YDkggJGeNswr0sPoqQX2/YnX05hHqmTwAB2Uqwx4+vM08HoLndCrPwSu+RYd3PafkEoREg20rxe47O9pgDd+l7SXrGe3tNGOWM5CDMXtSHZ10okoCkKRMEad9SgunubnozdxItdYO9D6ZzpDSUdju+Lj/Lx83cCWH1CauXMTUHIxk/yFS5nPceSR2vEPctdksvM+6NvF56YSzO9MdnGHlzuf9xbU4Cw0zp3F4EFgulftD7mF1VNTPcz/KElAn2ATX858fi7xCM8PweDhzc66OMegGf7zECUeM66pz8UD23owOh3BkjIPLq/NeceopTeFyW5g+49pKIUgn9v0fkbT828k3zy+h9vxBbfQGE10qNUc/XQWqfiMKVYqgqMnv1bF5YwGj20glXDFP3PXEPGTDvBWZ8o2l/0NjTUEJ5JN9pBqaLybichnvsBkYdU6YOAAsPs3zBu8+n1221pzODD8pW8CsSkqRW79XxoPWw714kMTpEBqruW0MUUhDZJbx/r12hu4A3n6C3Rwpav53rs2s8qobyfQ8TIc3hrUeQTC+36GVCKK2uKlkM1JOrd09B5Wm+DS4m4QKseuV7WL4jTyYR8drCTT4cpqJ7Kvh85wsos0UWiS0beQAF83wtW3YkuvGU01VwO92yDpjQhXXIedkw4Up+cU64ykZnyqDIevh+euuQbY9XO+nsHOEkohk6ILjQGPf4wGvWQlewSe/TJQcyUAhfmDRJTy2kJSP6/buM7AGOAfoiOd6qODcOTzmKecyetjL1GFtWAxnVpkWt3tmZi3iPrZM7DzF6wkA/gZLbn3vCjzPIcsgYa3C20jATx7aAhNJS7csqgQBkngT/v6EIq9DQJrbwcUhRo46fm+isKEYN9OGqA9D5CDbbiTHPChx4CxI3QCZjdpAVcRjawtG7OGGrhKMv9PxKjdozfRqVz7XWDFRzjP1+ymgxE6RqX2AjqgiA+45tucpzvSQvrGVcpmoZEW1dGkgN2/ArIqgPk3Axu+xsgwr5G7iue/QiNeuRbY+t9AIgRA0JkdepQ18EJwDqy7jD0BA3uA8U7SEbEA8w0GCw3wnt+wmqXmSq51uBkwuyDpTdA1/wE2lxd2mwOmgVehT4SB7AWAuxRKIgJFZ4IiJFYVFS5hxG7NhgIgKXRQZCOjb3UWMP/vId0UHKWjLVxGwbXJbnUCmQmAAhQtgyM6gohkwS+7c7Cj5D685L4LP98XQpbTxh4BnZnvHYJRuKQnfVWykpG10KkzkYfYSdxwO9/rrl/R6KcH3PdsY2I8PMl7x57HNXRtJrW35jPsLL70S8DaL/PaZ1XyPRc08R6x5/GzGzpIByEbeGyqj13AAOkls4vO7diGjNEHSPt1bXknvhFnHZrhPw8x4AsjpbDfoHVoGhOhOPonIxgLxF7/yWcD0WluuU/EWBv57vA4ywqHm/kFVRQO2c6qYt23Qa2zzq0Dmj5ICkGSGUGnKzJGDrPT9OnPAy9+jRSQNYv160YHqZX9D7GUMa3I6Crj/NXtP+ZzKy7jbsFTweoPRwGNcnqq01Q/IKkRtH8gowipM6pzYKNceyxIY5lTRxmHAw9Tf2bh3QB0pKwWf5BGZqKDuQZ3OQ1tZIrP9fczavarTWNKik7NngvhH4AUGqMjHD8KpCJIeecDWTVQEjHAYIey4uNQ2p8HXvwqYuu+hpClCME4EDR4EFv37xQm69xMTj8eZumqq5iNUM99mQ1ul39Z7UWYUith8iC2/QDXlsnIyi3Cq+1DONAzipWLGtGUPEiHteJj3HEM7ed7WnAb31dokvkMIXE3JhtVY/syaSSdUWVpFP70bKcy5mg7r2lasdOWSwrHlsN7QNbx/8XL+XoTHTTsxStVmW8bS1DdpXQqaYmQtCl0lZHmiUzT0J+IwX1vz3dgjqFRPechPNaThddcFj2c5nPk49Zb+MUb9M0+7ixmNKi3klOfCUsWufXaaxlZh32s5NEZmDDUmxmZS2oTz6s/yGinT3QAm/8LuPobNI6OPEZ1SoqGsv4OYP5NpCB2/oSPsWYDu39Nw2f2MDrseIm7Dkg0PI4CnkfoAL3EaNlgBfw+9fzq2g12GrXQuKoUaSSfvP1HNIzTg+qsgBQrbGy5jGRtuTRk8TCvDaCONZygA6m+kh3NeguNXmAYqLkGisWD2OgxKKZs6BsaIVVcAvHS14HQOPxFl+F7G8dx2aJ/R4FuGhNw4C97RvDJJR9HvhgjtVF7LQ3vRBd3Nu5i0iKjR4Cbvk+HdugPzBu4y1Cy+1v4fzU3o3f19TDKKRSNboFOidJRHH6SdEp+Ix2mv49Ozl0CdLyoSk+XqBIZo7w29jxVotmE4xy9t5qlue5insPk5LUw2mc3X6Ux2UmHsvivMs63oIk7rLiaW1JS3KmNtbOj2GBh01tglAlibzUd7UxkVb3x+/0cxDliCTS8nZifb8eSUvcssbY7lxbDaT5HElOyjiV2Y0czBt5dyhpsWw7QdA+w85eZoRjll2TG2vXuYoJwuJmRmtFG/XVbNnn3/IX8Up84MCMe5u4hr4Fdvy1/Zgnhovfz78//Iw1t9TWUeo4GgKa/Ir2TiNHZTA9xJyLpKRsg65n4vfQLwK5fM4FsclFvZrSNz1v6IZZ0ShJLIFd8nPpC1mwawESUji48QUMz2kKaYqSVz4kG2AMg65hsrbmatJispyaPp5zvN5VU6a8sKC98FXpvKZJTegRbX4Dd7OSuQkjos9Sht20Cv305yNcLdAOyEV0TQeSLLq7nyDN0cH07+RnU3056JBlVdxQpOtPpIf5d0sNy9EnUzr+SSWj/HqBrlzoApYlRdXiKk9R6trFLt2g5q3h6ttOpRqZofGNTpJmKlrGnIhklDTf/BmDTf9JBR4Ok6iSZ6yxexc8wOEYZhp7tqmMu5E4jvTuIh4Frv8MRmpv/S60gS5CyG2mhs9MZgdWfYSBRdSV3imF+j473YZwH0Az/eQi7SY97LyrDRVVeTEfiKHJbzr7mzushdwFw1b/TkOgMLNUzu/m3ynUZXt3sIQeutzAye/rzjPiMdhqQrk2s8pjsIE++9p/UebsCJw001pvVJGaIBsTsoaTAwccYqZucdCq119Kg924DVn6SVEs8QprJ5FBzFE8Bhx5nxU7nFtaGRwM0RtMD3CkA7IZdcBvppHgQ2PZ/jPwBGrhrv00jPnSAhlQ2UAG0aCmvka+X6y1cwgqXsXbSTwY7z1ewmFIHko6Gr2szkIhCGWmDVH4xpNWfRErEISQ9hCTDpFMg6WSk0tPHDHZg4hgsYT0gTaryBTWMvCUdIFsASJnxgyY3o/X9v2Nkrg5nQTzM9xEaZxllaBwouYhOtO1ZoPpaNR+T5A5pqpefx7L7SL/FAuwmbrgDGNxEDf6mv2ICOqceEElqLNkL2D8wpVaDZdcwJ5FKMmHftYnr9PXQidXfnpmiZvHw8ylYxHtvooOfrbOE7zsWpCNNl9Z6q4Arv8prDsHXsma/I1+Hsw3N8L8N6BgNoGXAj1gyhdpcO+oKHKcdtnI2YDHosLDYNadreF04C/hzIoRgNOqtnn188ACNPsAIvONlVWLBT/7bU0WJZr2FxqLzZRoknZF8fVY1u0InjvIcNdcCBx5jYk+x8LFRPyPaeJgGauQQ4J0PQKHxD0/S0Fm8TNKanFxD11YatfRwj4rLaTjHjtBJ6Ux0FqFxkE9O8X2GJvhvySrq/Qgp00DW9jxLSmU9a+8v/SJ1dvx9TATnN7JGfqqPNEVgFFh0D6TmPwBVlwMFi2AJTwJmD8TSeyH2/Q4l/c/g4uqPYuO4g2tJRrGgOBuVvqcBo55JcCExR1H6ObUUdC8j7rxFNPQjLaRQWv7C6htZz34KIXGnoiRJdekNvPaXfIE7jpz5dGJtz9IoJ6KkY/Y9yARt0RLSOQCN8sK7SKeFp+jUU3Fq75jsgOeS2ffGVD8/2zTMbgYV6X4Jby1LaPc9yNxFQRM/vzTSMsyRaZbt+rq5Ayxo4ns7z6AZ/reIoyPT+K/1bYjE2bL/jBjERy+pxNJyzxyv7ALAcecq+KXe/3vuHlJJ7iDm3cTI0mBlIhHIdOueCqk4o2C9mYZISEyg+oep+eKt4eMqLqORDk+oU576gKb3seEqOKwO/lBILY0fJf0RD5PO8NawHDTN3Y8epsRx9jw1ku3l+ic6WbNu9aqDxdVu0t7twObv8f+eclJTpat4DaaHWIkS8UPk1QMb/h1Cb6Ewhbca4up/h26kBbe5TahBMQbGp+DVhdAwsR62/mNMnk4cZa5ANtFoN/+RryUbgaFmOuPhFhrUpX/NJLneyqSvMvMzAaC3k/ra+C31dzPpueu+y92Jo4AUUu01al5FlU2w53Koi6OAdNme+9mkl0ZBE0tmDSfsYgUyeRWjndfaU8Hr0/FK5r0A3CUt/8jsLt1Ukh3eR1/IHMueB1z8/8477R6tquctYnf35HGjD1DK+/nWIcQTqdM8S8NpkUoxkXj0RcopxNQ8QEETKSCA3GvFZYy8jWrUHZlklK0z0uBO96sTmEw0VO3PkdPNb+I5hltUjXY9AIXGzWDJ5BYmO5kTCI0yMu98RdV4CdLAAyo9UE1DWX87q4yKVzL3IOmYlA6NA75ORphFy1lxUrKaRklnplEJDDFR653HevnhgwBSasSqkOLY9xCdgdmtDokP0FDrrfxdyNyxLL8PYv/DEEKiTI2ShBjYQ8ri4OOwrf9/WLnzM7jNO4hLdK1wiwBnFmdVM+8CCcirZx7E10t6Ix7ia5lcdFr+fiZ4/f2UPj78BK9b9vyMsmUqQakFAICgo2t+HMenWW38NrD3N6zkOfAwK2Yq1zJ/kkqSSjvwe16/aIAONjgG9O5U1zkDziKg9AT+3ZbHBLgtT5WCnoGuV+hcZ2Kym/dcdJqlrJEp5pJGj7yBm/fdAS3if4vwh0+ujZ8KxZFIpaDX/Oqbw9EXWE2SFj4rvYiceVYFo8XDT9Jol6ziMPWRZtIGziJ+aR2FNNC7fsUtfOU6JhWNNhpNgw1YcDv16WuuprHq2sStfdFSGqe8RkaFA3szA8AlicZseoicvaKQVqq6jOWQFjfpoAW3UrZ4pIV1/uEJGsWcBZQD9g/SGRU0UTYgMMx8w1gbcORJGqDl97ErVW+mg9j5MzrE4QPAwnsoZFd9BZOZI610TO4KJpZ1Rk4Tk9XdTzoMTkSodqk3k3KxeoBEABjv4E6j9mpy6kKm8Y4F+Rmkkpl5wtFp0lDpRi9nMQ2rJYuP9VaSkup4iRSaJNExpdRGMUnH6xGeIoUSDbKqKatC7SSOcBf0zJe4mzC7+Xq117P8FuBrRv2z7xlJosa+s5AjHJ3FpNucRWrj2glIS0LMRCJCBzzVlzlm9aqaSecXNMP/FtFY5MS2jvFZx1ZXeWE2nJ1LO+yPYCwQhcdiQP4bFI07JzE9xC/4TLXL7i008sXLWAlSuPiEJ93BSpSDj/DX/EY2R1k8jFAnO7gDKFjEv8emmRdovJt0QmETHcBkJxUdZT0jzz2/UY1RTO0dMKrTtBykgFwljOL3/Y5/i4dpJHb+DLjhv9kZ3L+L+kH5i4Dfv5frMHto0A4/yVkAZg+ft+RTjDR1ZmD3/cBVX6fRe+U7NEBGO2BwUJm0ZCUN7/QQjZyQmI8YX0hN+8p1TMAa1OSsq4wJ4rSipdADdTcCT36OQ+B1Jj4uEWYlzcgR7k7GjtBRGqzgQBsdP5t0t3E0QGNr9mR2Y9nzM86laBl3ZwCvo9HOxxnGWTUUD/L9dm/hcZ2FjVxjbaSPDFY6pYE9nJA2dkTdAZ4ih2bJoqR13U2zj3vKTy4RtuVm1puGzsSE8UzEwpSbOM+gGf63iEXFLty9rBjPtQwhlkjhoqpsXFJzdjL/rx4bw4PbehCOJ2HSSbhzWTEurcme88TyW0LEn0mQzkS6pO61UH4ZcMXXqP8iZEbk6VF8/gEacEVRG5+G1Jb9PaRW+naoiUOFFTiD+2hc1/0zjVDfTqDsUnLgW37I/MG132ZiFYLGVchMdAqJr+Uf4O91t6gcf4iPseWwskjWq30HOjqfqnWkcgLDNDS1NwDHXuD7TkbpWPQmVbKiV9UXamVTmH9QLW0sosFUFA6Pb3o/E+BFy/gaz3wZiEzQMa77mlri2s2IPTTOKH3Z33CXEw0A867lex4/CkjFLH098Dte7+X38ZpF/Rxh2Xgn6ZtYiPRO23NqKegdpON6dzC5W7qaOv8RH52rLZeUUv4i0mqJCKuilBQNfjKXQm7RAKtqJIlUWZpqOxM4CqixdOARntNbw65ws3P24+JBoHodMJDFHaWrmLu+ePTMX+tdAs3wv0UY9TKuXJCHlZVZSCYVuN7AOMa3gkFfGA+82o2ImkuIJFL43fYelGdZUXqulW6+EdhyGd3OqsMXjCpPB4OZ9f/VV1CrJexjZK8zAs5lNEQ6U4a/XXgXo7vOV2jos2tphAd2s9be5KKhyGvkhCdfD6mjuhtIJb30DZZ3FiyicfX3ZSZ/QWQ0gLq2sCx0/s2MkA1WNdHrI+fuLmdt+HNf4XqFROd34BE2QCXjXK/Jyedas0gRNdxFKqnlce4eknFWouQsIHXSv5sR+x2/5vHnvwwgySh6qg/Y9xvuoIqWkse25QBQgIN/pFxFbh2rpCSZ7z0wzJ1M6cU0vv4BoPpqVuwYHXRk08N0JB0bKZegM7K8NL8JuOSLpOTSVTWJbIqxrfw4tfZ93WwYs2ZzB5MueVVSxxvTOC2rn2WfC+4AguO8HmeC/EZW9sSmeS1PJb1sz2fuwOKl7k90mjuNBbec2Wu8i6AZ/rcJZ2UQ+QyMTEePG/00EikFQ9ORd7fhNzsZTW77MSkJnYnRmbf2zJ5vy1HF0D4K7Pg5I1JnkSr81gfEZeYLWp/i+S1ecsGTXYBOsEHr2Is0RHmNjGDH2+g4TE6WGcaCNCAHHyHXvvKjan2+WuWz+ANMXAZGgIb3kMfWG4HF7+f78veTf69cxxLP3Dq1Fj1BOgQSa97Hj7Hqpf42Nq4BNE7LPsTo2epmdH74CXAe8Vo6zcAQkL+Yu4U/f4wOQDZyHfEgX7t3Bx3Eglv5Op0baQzn38DpYa1/5q7B15vRDSq9iM+LTpHOKbtIfb0RVsx0bQUUARQv5nUJDNO5hMeYX+nZxvcg60kfFa+g4wpN0PGu+iTzJDoDP68jz9ABVF7B1zn8DKP9rErglW/RSdReT5ouPYXtdNAb+fNasHrZSb3jp3SqejMrlzyVZ3bvvYugGf53KbJtBhhkCbFkxvgLAXje4ED1cxL5CylrPD1IY+s4Ra1/KsXI87VQvIIRa1BNnJrcNOaTnVS9jIfUGvV9apPQfH7Z/QM0jPEIKZ55N/Bc6RJLez53JQANWGwaePk7FAmz5/Fx6/9JlZhJADt+TPVOgBTDlV9l1BoYYR18xWXcQfRup0GTZFaT+AdIlUz1sLnpki8wanUWZZrIxjsoALfo/Zm5wkXL6Gz2PagOJUmps3S7acACI3zvrhJy4mYn8xEjzXzPzX/kNbHns95+9DCrfVJxJt0v/hxgy6dj0qs5pcNPkzqDwvLHDV/PTCvr2sKKJ72FO6AJtU4/Zx7XqLdxN5eMM6le0KQ2WhmAiz/Pcw4dZG7iin8lzbXr10wGR6dZ9WNxq/N63waKs2gJ4PkmnZbJlanvP8+gGf53ERRFwb5eH14+MoqpcByrq7LQPjyNfl8EAsB1DfnvrqHqp4PZxZ8TMXaUZY9j7UzyVq577S+nNWs2FZBdQ0OmM9H4xYI01uPt1Pvp3krD2b9LpT9yeazxTiZhmx+nMwiN0yi1PkkjLcl0UL5uGjqdKv4F8Pw924DVn+TvRjuNXudGwN/DY/5+RrWHHlPLT62MxPt3k/rJquJ6d/2SjiLiY34ileSOpflxGmaLlwnfVZ9k4hhqUBANMjLuV3cNWVWkisITNPwmO5PFR56jwQP43g8/BUCtftGbmRtp/jMN8fwbSV/pTayICozwuqSF1xJh5jQMVlbn7P2t2tRl43CYeJjO0ZaTidb9/aSh8pdQDrtzI417XgMfN3SQtJk1i9cI4N+b/8SS0LwF3L3NHMTzZmDx8Oc8hmb430VoGfTjRy8dQ1KVIugeD+La+nxc22CGx2pEudcKnXwel5AGhqnXEp7g7/5+8sKXfF6VCj4DmJyZaDcVp0FzV7K00JrDSp7RVj42MkWjI3SMVAf2qMnHQVJIl35B1b1PZOSBXaXMG6TliP2DNLonIi1PIWRG6uMd7IZNT//KqmYUK+tp5I+upxM59CgrbtwlpGgiflIyR18AYt2UdTA5VCVSvzrq0MSehvk3ZfoChg9RmmImZjZEpStwYqoMRWCEz8mZT+Pbu407kiV/nUnEApkeCJObxnOqXxVgG+J1KWjiGuNB9irIM6gXScfPIzhMHj86xfMNN5MOq7+Nn5mvm9F9LMRrkFXFndxoK/M7Kz/29kT/5zE0w/8uQvOA/7jRBwBJCOzoHMe1DQvOeo5hTjB2NGP00xg+SEOQfUIOIN3mP9mllmwuoWHOXUBqZXC/qsEuKJZWfglH8M1UY5T0mclZ6eSwboaDiU5T8GvvA6R8jFaef/lHM+s0e6j5cuBRdqQWNNGgFi1ldBsYogFzFtAZdL9KCkpJ8XEAnUk8SMNodJEvT0S5lsQw16kzUnfHW0WntuITbFIKT6p0WSEN77jahJU9j5G6wUwpals2jaujkNctOM4xl91b+DqhcSpbhn1cU/FKOt2tP2RyeqSVVUzxKMXWFIXOI6uKz+vfBUDhuUtWAsWXcXfU9QopJqONQ05cJcDeByl3nd7xucsBXx8fV7pGnYgFOiWDhZ9veqfSvYllqs6i176PkgnSWSOtdHYFTSz5vICgGf53EU414leSBKQLJrp5rfd5wvFEDNh7/+yhGb3bgTV/R4PqKSPFEY/QKEqq0/QPsHoEatmnzsQoUghG5ie9rOBP/e3kr0MT/GlXtWggaJBz61gqGRqnPtCSDzJH0buDhj8R4+MX3k2axKs2n3nK6UiOrietoyjcbTTezd0IxmjE7bncsRwfegIa9MH9dE5DB8mhV63je0vEmMQe2Mu6+Jxt6rVJsuLGaCcVYy8AVn2KN15BE3Xyj70IZNeRyjnwOzqK0CQT5qk4o/zDT1E3SJJ4jS1ezBYJENypSBKj/2SUa48G+D5n3s+2PF6j1ie42zA6eA2Ndl6D4HBGhA1QX+d1vg+dG5nATePw08Dar1xQxv885gXOP9QXOKGTZ9/UV87PhdV4gfjv7OpMYjWNwiWMKGdispN0SP4iRpz5jYxgx9pJG/RsYxu+r5tG49AfSMmUX0IqREj8SUaZ3LVmkRaJhVhmGpqgEc5fxNeTDTRI9jwa+JjahyDA5/RsYxVMwSJKNDf/ifo8sUAmWtfpKRdQ0KTmCYyqFINMCqpyHSPrpg/QYXir1EjZwcel+wcSEZZJ7ntQlW5WtYeCo8wTpFKsky9eyegfAPr3UuPn2IaMLpCs544oMMxj3pqMCFpOLa+js5jn1Ju467EX0Hj7+ugAHIVcf+ufmYwFMiqfXRvpSCT1WuuM3DEceox8fnpja8vhzsTs4e5leog5DZ2JSWEhZ2SXAeZqTlUMkEY0ALT8afax2HSmyewCwQViMc4PzMt34FNrq7H12Bj84ThWlGdhaZl7rpd19mDNBi7+Oxq28aOs/ilbc/IA7GSC1MGuX2SO1VxD6uHENn0gc9xbQ0PWu528tKcCWKYKszkL2cw0dICUSuESGiOA1S97H6DRiYfJTSeijFxlA5PIfTtItcy7gbRHxM9zCZnGEaDhdBbTCLrL2SVrzaGTOfB7GkOdmYJwjhJSGvEw8x46PR9bvobOqW8XADFbS96s9gCUryE3LusZ/afzF/5BPn6igwbS5AQqLuG6bTnA1f9OKspTzqqfiU5V2E7Hncf4UeYVEhGeW0hsKotOk3qxZNOZbv8/oGId3+feB/k4ex71gvY/zNetWqf2YVgAay51mBJR/i04pg6GOUxHUn87G66Kl7Hk9HQ74GSMzvhERANncAOeP9Ai/ncZ6guduO+SSnz+6nm4uCb7rElDnDNwlzEJeuVXmew71eBrIVihMhNH1zMCz6qioUpDkoGqteSrjzzL6DF3AZ2K0Z7RBdr7EHMA1hwaqo6XKfvcuYVjJHPrM1OejjsXwf/n1dNIxQKMqiU9Nd8jfhrONPIa+J4a78okq2U9KRkh830lQuTdF9xMQ3roD6xNN7lowP0DNOBFS0mRmJ0AFO5uXCWsKBo9zNdOREkd6S3q/Nl80iCJKB3n9ABpkNwFjMYPPwUs/xvuPuLRjP5OMk4jntfI6yDpM7kAnQFYcBOw5EPMgSQTHCxjcjJZnM5lBMeAlieBgoWkkY69yP6D6ivoABNRdWCLnzuYpKqRFQvw/V35rxR3O1Ul2ExYPKeQWRak4y4gXGBWQ8MFgWSU06j8gzQMejO3/8k4ufiLPsvqmNAEJQT2/54RnzWbyV1XCY1NYBQIvsRkaecrLHuEoo4QHGAlT3CMidLOV2jk3GVMFh99kYa6Um0OMzn5IwR3BMERDhrp2841l6ymkY+HWaWTirM2PjylzuodpEG05DIhmQiTvnEWseIGCg3uZI+qcWMG5t1IesvoYHOXv58Gefl9VL6c7OR1KV5O5+YuoxNIxQHZlhEyk2fsqKb66fya7gG6NzPqz6pij8DR9dyNLbmXuxm9meeuu4mUjmRkNVDXJpaCCpkOMBmn0xRitlMODHE9825gZdNULxPg2fOBwT18XwCbzN4I5t0AQHD9eis7c/Ma38yd9q6FZvg1nH9wFHAnkDZiko5lgw5V9qF4GaPw6WHgiU+R2hAyo/WeraoYmpVVNzVX0SjmzGdEnVNHZzLWTkdhdtNxJGN0EM4i6vzMvwmAxF3B4g+SxtFZmIy05zFi3vFT1sNbs1UNmWqWYgrBypja6xidjzTPKD+1MtdhzWYfw2grKZzYNJ2Rt5r1/4Ehlar6GDt7jzwLXPstzvTd/UvuBLKv4y7o8FN0DM4icue2XK4jHubrxGbQIM5irmX0CEtO8xeTVmp+nIJ14XFgy39zNm/VFbw+aepl4mhmQpYkMdlttAOuArWU00Lq6fhrlfCzHGlh1VF+I6/zvodmV3Hl1b+x+8OWDSy9l+M/ZcN5KcL2etCoHg3nH2y51NtJD0k3Ojh0Y2YSWG9myWW6Zl9JMgqvXEfjk4yqA8JTrNIpWMTO2r0PsrSz8T2kiXRGRsXxEM+RiJOiGG4mL73sb4Cjz1N3XtZzgMjW/+Xfl36Ixm/sCEs25904m582uzj1qnIdHcNYO6moulu5/rKLMjkOBRSE05u5FncZ+wAG97CBa/EHaDCf+wfy+LZcSjy7y9i0tuc3VARd9mG+p9EjdCILbqG6qWwkBZW7gD0Ey+/j6wwfIg208C7ueiDoGIYPkVaZ+X6GDmQqqLq2UA4hESMN5S4DFr2XzkHWs4Etr5HNeSs/zscN7qdzmH8T/xUyxfmKVry5+8TiviCNPgAI5cS5pOcgli5dquzatWuul6Hh3QBFoXGUdaRyAiM0QKfKBUz1A7+/Z3btvr0AuOxL5Lg3fpeOweJhdNu7nYnNVIrR9eL38/+H/kD6x1Wqqm6WZETgNv8Xa/CTcdIsBhs7iCc6GNEu+SD7C5zFJzehJRNMwm76LmWVhWD0bfawO1dv4nud6uHupfmPPH96dOJEB3sKYkFVtRTcaYweZgWTwcLdwu5fc7eTSjJBe9mXeM54iMnZsjXMIbiK+H6VFK9vcIyv2/oXdeCKakviYSbhl39k9vt58WucppVK8XxRH7VxFHCNZid7B0wu7j5mOo3gOKktq5eO3NfDXYKrOJMc13AShBC7FUVZeuLxs071CCGKAfwGQC74kf9UUZT/Odvr0HCeQVFIcRx5hga28nJWieTMe+3nOAtpoJ7/Jxo5QNX8X0r+O2e+qlVTQ47Z5GTewGDlTsI/yEi04T2kiNKdr4VLgIKlzAEoyUzTV3CUu4qKS9UJT2p5Yumq2euKBUmJHN3A/2dV0QFE/cwnTA8CT/0d6Y6aq0g/OYpo6Fv/AkBhNLz4A7wGex9Ua95HVUrKzR3Hyo8DbeuZFB06QIdRtY7vxaxKXUwcY3I5r4HUUe92NQ+xFii7hDIJ4QmWbAZH+Zyi5dxtnIj5NzExPX4MQIoOLB4hlZNG7XU05ifiRPkNb9Vrf64aXhdzwfEnAPw/RVH2CCHsAHYLIdYritLyek/UoOE1MXQI2PS9jGTA3t8yAdpw5+mfV3czI/Wxdkb2BYtpGANDNLRL/5oRaCrJ2nPZoGrXWGgMcxuYoFx4F6Nfs5OGWmecTSMImRHqicJyRtvJazr2MqkhgFH10fVch3+ADql3ByP03u2kP678Go1lw50cKhMcZ4WOpyJzzokOzJrElb+IcslTveoMX8FIfmAvcMW/UPogNMa+hJz5QLScziarmjuFXb9i5D7vOjqXO+8nvaMzc22OvJPfV8Ei4NafsWs2HmJj2UyjL+l5XTW84zjrhl9RlEEAg+r/p4UQrQAKAWiGX8Obx/DBjNFPo309RzOeOHDjRBQsykznGj3MunxJR+M5sI+S0N5qRqvpqhODjdUtZasZTY+1kSax55Pjtuex+iSnjsZN1pOvLlyamfXqKKDzmIl4hLOBI1OZ8YJmN6t1vFUsI11wG3l6s4uc/tgRGn6dga93Iox2cvqBIfWARMPv72f0LWR14pnad+DrJbXU/Ee+D0sWHU4qkZFJAJjErlxLyim7hj+vh6ifdf16i1qSqeB4p+2860iTnYjQJHdzEx3MLxQsBWxvUYjtAsecVvUIIcoANAHYfoq/3QfgPgAoKTnFzaBBw0ycUlJB98bEuoabgZe/zcQuwCaqhXcBOiurVlZ8lEZL1jPZmYxxJ7D/96zPT6NrM3lys4vJ3MH9TOI6i0n7TByjMc5roGGdvWhVfOzo7MPuEiBvMfsNDj6M48bSVXpqWmUmkjFq1idjzDVAoRMzOVha6q3mcSHInxvtrGvPquJ6ldSpeXRZn1nHmWBgL/DKdzOdtt5q0mQA8x159Sd/XvEocxC92zLHcndyeMupdksazghzZviFEDYAfwDwWUVR/Cf+XVGUnwL4KcDk7llenoZ3G/IXstkqOaMccN51NG5nip5tGaMPMMqVdcC6fwWQYmIyDVkPNNzOipSOl2efZ7KTO4eSlaSPKi+f/feCha+9BiHIm3fOOKek5yB1byVpkpnGdnogM6oyFqTwWHCMpavZtdwF5DUCLU/wvcUC3HEsuZfcfMVaDpFxFNJRCYklpoVLOLjmwKOkfCouY7JayOTy9RbKPnS8TK2g7PmnH3ICsC9hprzCWDtgdFLl9LUwcWy20QdIKc2coZxGKsmd12Q330vOfOZlNJyEOTH8Qgg9aPQfVBTlj3OxBg3nGXLmAZf+PaPtiI9Gt2j5GztHdPoUxwKkkCouZ/K2ZxudSdkadXjL4dmD4dOIn0Ia4kyQSgDBCcodj7Qy4vZWk/pJJVhXnx7WorcwQSok6gPt+S05+TQa3sNO4Owa4DL12kz1kp5pf4FzCGx5qhOY4rnLLmJ/gBBsyipaSiemgHNre7czR+CpYsVU5yN8rfk3s8RVPo1JiUyd4pjv9NdjpiOfiVNJbxzbQJmOdKVifhOw6uOa8T8F5qKqRwD4BYBWRVG+d7ZfX8N5jLz6N97MMxNFy4CeV2cfq7iciVqA1TgVJ9AqrmImUSc6Msd0Ztb8vxkYLEDhIs7cNXto7Ce76MRCE6x66dgwYwqYgdz/ePtsow+QnipayuRz7gL+jB8DHnwPKR6AvP/OnwF3PcTpU2mEJoF9v2OStmwNdxVb/oszffUWYP+DzFdYc1ipdPgvrIjyVp/8nqaHmJguXcN/ozM2+K9HU7nLqNUzc7i60Tk7cQ1wl3PwMe48oHYAT3ay+e7EqimAlV+TXcxPuCtO1ns6zzEXEf9FAP4KwEEhxD712JcVRXl6DtaiQUMGhUvZVNX6JOvgq64AKi87/XMMVjYztfyZFISjiFH2qUoSzxSVV9DgH3uJ3LfBzBGOAA197fUZimXBbTSCHRtPPk8qfnKUHQ0wqTwtsdtXb2ZCOh484XF+9iwcepS/O4oBqN22smq4/f187eAIdz2nit57tgPbf6yWywo6kakBOp7aa7jDOB3MLuCiT9GJjbUx73IqjaaInw5w/8Nch6TjdZrZdZzGaBuw9QdcN0Bht8UffP0igPMIc1HVsxlvKCOkQcNZgt7IJGjpGtI7Z5of8JQDqz9NY6a3vrHoMTDKxKo9L1PqaXayS7bmWpapbp3R5pKMscLlqn/jlCu9ERhtJyUk5NmVTUZHRqYiDWchX0tvpnORZDqTEweXGOzU3QlNABCcO9ylqnTqTKSX8hszA1AchXxOcCwz+jA4Duz8eaZHAgr7Ey79Eo10etDM68FbzXkBsWlWU8mnGDpksLKKK+18Ugn2FtReM/txyThw8JGM0QeY6M5rODkXcx5D0+rRoOFEvJk2fknKjFM8E8RCLBttfYLGvHglOfKZVT4mR6Ypaib8/XxOZBLYej+lGHRWoOm9zEGkEjS+Sz88u+kJ4PGVHwd2/Jy6OkY7xeLcJwwhiU0DSJK2SoRJ0dTdTEpLb6GkgsVLeeSCpUAyAmz4Gp3I/JvotIIjs2mdNELjgLHpzK8VwNzB6a5vTJ1QpjOpMxVkls8morMfF5k6uWIKyEz1ukCgGX4NGuYC/XuAAw9nfu/ewqi16X0sFRWCuj+nGhxuy2VTWfPjwI6f8VgsSNG3y77CqiF7wWtTF4WLgWu+ScNsdjGpeyLMbpX7NtF4phI0pld/k6/vKGAyvP427gzanuHzUmG+L1sO5xsYrFzbrPWf4vXeKsxu0mJ6M9cr6ZibsZ8wuMfoYI9CWqMpDcdpRjWeh9AMvwYNc4GR5tm/x0LAoT+SWklX8rSvJwWTU8ceAyH4t6a/4m6g85UZJ1Cbr/Y9wKjcnkvdm9fKNZidp+e0TQ5KPrz6A3XQipMSy82PM3dQvJI7ge5XSRflNwKDB2a8v1by+U0fIN2TinONNdcA3tPIaLxZWNzAkg8A236cabKrXHtyQ5vOwA7nzd/L8P95C9ltfAFBM/waNMwFLJ7M/5NxVqC4y1gBM7Cb5ZPVV3AylsVLwTODlZ2taT5+Jn9vtPG5rjKWbA7tZ73+5f+Q0RB6oyheBti/zvNFp0kPSRJppiPPcvJV2EcnZsulY0jTKOn3V3Epq4r8AzTOnqp3roKmdDUjd38vK3+yqk/dW5C3ALj667w+ehMfd4E1g2mGX4OGN4OJDurQhyep1xMLsNnIUciyUEf+6Z9ftIzDWsKT6izcJGfq9u0EUgpQtFgdDuOlUZ3s5vSrmai9FjjyNBOaisJIt6CJ8hUASzwnu9/adClXMX+2/SiTfI6F2AzWvYXlouFxGtHyS/h3s4cVUoDaD1D+1gaZh8Z5rceP0YkULTu12irADmf3GXT62/NO0TV94UAz/Bo0vFFMdgMvfZOJS0sWo/LRI5na+u7NrFyZGdWfCHcZsPafWAIaGGGX7OgR8uilKymC5izia+jNwOX/ePI5SlcBt/+M+YJElIngsbbZj3m7JItnTuFKyyrIBjoss4vUVG49o/7celYPvR2IR3kt+nby904AfbupqnqBRelvJ7RBLBo0vFEMH8pUqziKqKY5PaTq4ICOYbTtNZ9+HM5Clo/W30Z553iQej79e0jPpNS5svHIqat7AEb4yz4MLHwv1zRTcqJw6cnVOm8WRctnCNRZ+VN2kTrLQLBTuuYqvp+3y+gD3EWljX4aI83czWh409Aifg0a3ihmlQim1Np5abZ0QzJ64rNeGwYrBeC6X2Vyd6qHnb/HZRncrJs/HSxu4KLPUUt/vINduiWr3j4+Pb8BuPSLXGMiAqz8W1I+QkdNoNLVbz6XcDq8pmTDG7i+Gk6CZvg1aHij8NaQH7blsomqcCng68oYWb2ZypYAqZCJLtbcOwr4cyrY84D6W/l/i5slkZYZNfiFS079vJlwFQGu92R+D45z96A3U3fntZxAxE+OXpLYiftaBjx/IX9mou7G11/XW4G7nJ3F04OZYybXyZINGt4QNMOvQcMbhauERn//w0AqBjTcTV57qodUzYJbSHckYix/bPkzdwV6M7D8Y+TwT4eqddw9HNsAyCZg/g1vvNxwpBXY8n0qcAKvLUsw2Q28+kOOMgSodbPyozS25wLMTo6ZbHkCGDtMg19382sndzWcETTDr0HDG8Xgfv54a2igR1s42OSqrzPRmZYUGD3CYSZpxMNUj/RWnboxKw2TE2i4gzXvkkyH8UaQiNEppY0+wAqc/EbKK89E+/MZow+wsalrC1//XIG3isqg0Wl17KVmtt4qtOSuBg1vFGnaQZIyRig9AWymjsz00MnPjfqpZ3MmMNreuNEHWN45Uy00DV/f7N8TcTaGnYiR1pOPzTUkidG/ZvTfFmiGX4OGNwpb7snHnMUn677bT0FHGO2zuft3AkYn691PxIn5BZ2ew9tPRHbta587FmJ/gYZ3NTTDr0HDG0X+IkoWpGGwAoved3J07p0HzLthdt374g+8M1o1M6E3Ut1zpvpl0dJT5wlqrprdyOQpZz7gRMQjwME/AI9+AHjoPcD2nwLTIyc/TsO7AkJJT6s5h7F06VJl165dc70MDRoyiIfZSRoLsBnrtbpAk3HKGIR97Oo9k67StwuBYVWWwMIGq9eijUKTXKMksxrpVHLUrU8DT3569rFLv8hZBBrOWQghdiuKsvTE4xphpkHDm4HefGbTvmQ9RzTOBWy5p6alToTFDViWnf4xXa+cfOzQ49xZaKMN33XQqB4NGjS8Pk61W9Cb2cCl4V0HzfBr0KDh9VF+CXsKZmLh3W9uaI2GOYfmrjVo0PD6qLwcuPkHnAMcC1JuuerKuV6VhjcJzfBr0KDhzFB5+QU1l/Z8hkb1aNCgQcMFBs3wa9CgQcMFBs3wa9CgQcMFBs3wa9CgQcMFBs3wa9CgQcMFBs3wa9CgQcMFhneFVo8QYhRA91yv4y3CC+AM9XjPe2jXYja06zEb2vXI4K1ei1JFUU5SBXxXGP7zAUKIXacSS7oQoV2L2dCux2xo1yODd+paaFSPBg0aNFxg0Ay/Bg0aNFxg0Az/2cNP53oB5xC0azEb2vWYDe16ZPCOXAuN49egQYOGCwxaxK9BgwYNFxg0w69BgwYNFxg0w/8OQghRLIR4SQjRIoRoFkJ8Zq7XdC5ACCELIfYKIZ6c67XMNYQQLiHEY0KIw0KIViHEqrle01xBCPE59XtySAjxOyGE6fWfdf5ACPFLIcSIEOLQjGMeIcR6IUS7+q/77XgtzfC/s0gA+H+KotQBWAngE0KIujle07mAzwBonetFnCP4HwDPKooyD8BCXKDXRQhRCODTAJYqilIPQAZw99yu6qzj1wCuOeHYlwC8qChKNYAX1d/fMjTD/w5CUZRBRVH2qP+fBr/UhXO7qrmFEKIIwPUAfj7Xa5lrCCGcAC4B8AsAUBQlpiiKb04XNbfQATALIXQALAAG5ng9ZxWKorwCYOKEwzcDuF/9//0Abnk7Xksz/GcJQogyAE0Ats/xUuYa/w3giwBSc7yOcwHlAEYB/Eqlvn4uhLggh9gqitIP4D8A9AAYBDClKMrzc7uqcwK5iqIMqv8fApD7dpxUM/xnAUIIG4A/APisoij+uV7PXEEIcQOAEUVRds/1Ws4R6AAsBvAjRVGaAATxNm3l321QueubQWdYAMAqhHj/3K7q3ILC2vu3pf5eM/zvMIQQetDoP6goyh/nej1zjIsA3CSE6ALwewBrhRAPzO2S5hR9APoURUnvAh8DHcGFiCsAdCqKMqooShzAHwGsnuM1nQsYFkLkA4D678jbcVLN8L+DEEIIkL9tVRTle3O9nrmGoij/oChKkaIoZWDiboOiKBdsVKcoyhCAXiFErXpoHYCWOVzSXKIHwEohhEX93qzDBZroPgFPAPig+v8PAvjz23FSzfC/s7gIwF+Bke0+9ee6uV6UhnMKnwLwoBDiAIBFAL4xt8uZG6i7nscA7AFwELRNF5R0gxDidwBeBVArhOgTQnwYwLcAXCmEaAd3Rd96W15Lk2zQoEGDhgsLWsSvQYMGDRcYNMOvQYMGDRcYNMOvQYMGDRcYNMOvQYMGDRcYNMOvQYMGDRcYNMOv4byGECJXCPGQEKJDCLFbCPGqEOLWs/C696mKm4eFEDuEEGve6dfUoOFMoRl+Dect1EagPwF4RVGUCkVRloCNY0Xv8OveAOCjANaoqpsfA/CQECLvnXxdDRrOFJrh13A+Yy2AmKIoP04fUBSlW1GUHwDH5wJ8VwixUwhxQAjxUfX4ZUKIl2fo5D+oOhEIIZYIITaqu4fn0u30J+DvAXxBUZQx9TX3gMqKn1DP0SWE+KoQYo8Q4qAQYp563Kpqsu9QRdtufgevjYYLGJrh13A+YwHYCfpa+DCoArkMwDIAHxFClKt/awLwWQB1ACoAXKTqLv0AwB3q7uGXAL7+Gq97ohDdLvV4GmOKoiwG8CMAn1ePfQWUsVgO4HIA371Q1To1vLPQzfUCNGg4WxBC/C+ANeAuYBmAqwA0CiHuUB/iBFANIAZgh6Ioferz9gEoA+ADUA9gvboBkEEJ4TeDtGDfbgC3qf+/ChSxSzsCE4ASaJo1Gt5maIZfw/mMZgC3p39RFOUTQggvGH0DgADwKUVRnpv5JCHEZQCiMw4lwe+KANCsKMrrjUdsAbAEwIYZx5ao60kjff70udPruV1RlCOvc34NGt4SNKpHw/mMDQBMQoiPzzhmmfH/5wB8XKVwIISoeR1q5QiA7PRcXCGEXgix4BSP+w6AbwshstTHLQJwL4D/e531PgfgUzPyCU2v83gNGt4UtIhfw3kLRVEUIcQtAP5LCPFFcNpVEEy+Ahz/WAZgj2psR3Ga0XaKosRUWuj76thEHThRrPmExz2hzpDdKoRQAEwDeP+MSUqvhX9Tz3dACCEB6ARww5m+Xw0azhSaOqcGDRo0XGDQqB4NGjRouMCgGX4NGjRouMCgGX4NGjRouMCgGX4NGjRouMCgGX4NGjRouMCgGX4NGjRouMCgGX4NGjRouMDw/wHdqP5vtH8a1AAAAABJRU5ErkJggg==\n", 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "sns.scatterplot(x='Gene One',y='Gene Two',hue='Cancer Present',data=df)\n", "plt.xlim(2,6)\n", "plt.ylim(3,10)\n", "plt.legend(loc=(1.1,0.5))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Train|Test Split and Scaling Data" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "from sklearn.model_selection import train_test_split\n", "from sklearn.preprocessing import StandardScaler" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "X = df.drop('Cancer Present',axis=1)\n", "y = df['Cancer Present']" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.3, random_state=42)" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "scaler = StandardScaler()" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "scaled_X_train = scaler.fit_transform(X_train)\n", "scaled_X_test = scaler.transform(X_test)" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [], "source": [ "from sklearn.neighbors import KNeighborsClassifier" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "knn_model = KNeighborsClassifier(n_neighbors=1)" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "KNeighborsClassifier(n_neighbors=1)" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "knn_model.fit(scaled_X_train,y_train)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Understanding KNN and Choosing K Value" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [], "source": [ "full_test = pd.concat([X_test,y_test],axis=1)" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "900" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "len(full_test)" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "sns.scatterplot(x='Gene One',y='Gene Two',hue='Cancer Present',\n", " data=full_test,alpha=0.7)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Model Evaluation" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [], "source": [ "y_pred = knn_model.predict(scaled_X_test)" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [], "source": [ "from sklearn.metrics import classification_report,confusion_matrix,accuracy_score" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0.8922222222222222" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" } ], "source": [ "accuracy_score(y_test,y_pred)" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([[420, 50],\n", " [ 47, 383]], dtype=int64)" ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" } ], "source": [ "confusion_matrix(y_test,y_pred)" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " precision recall f1-score support\n", "\n", " 0 0.90 0.89 0.90 470\n", " 1 0.88 0.89 0.89 430\n", "\n", " accuracy 0.89 900\n", " macro avg 0.89 0.89 0.89 900\n", "weighted avg 0.89 0.89 0.89 900\n", "\n" ] } ], "source": [ "print(classification_report(y_test,y_pred))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Elbow Method for Choosing Reasonable K Values\n", "\n", "**NOTE: This uses the test set for the hyperparameter selection of K.**" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [], "source": [ "test_error_rates = []\n", "\n", "\n", "for k in range(1,30):\n", " knn_model = KNeighborsClassifier(n_neighbors=k)\n", " knn_model.fit(scaled_X_train,y_train) \n", " \n", " y_pred_test = knn_model.predict(scaled_X_test)\n", " \n", " test_error = 1 - accuracy_score(y_test,y_pred_test)\n", " test_error_rates.append(test_error)" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 0, 'K Value')" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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aBb64JnKouEwzPl6j15du89vfq32iHpsyRMO7twlwZc3LoeIy/WXeGr26xP/fc892iZo+ebBG9Wwb4MqazsGiMj3y0Sq9vcL/v1H6dUzSjCmDNbRr6wBX1rwcPFymGR+v1hvLsv329+nQQjOmDNEJ3fh7BgAAAND0CK7gKIIrAEBz9e3W/bpj9kqt313gt/+S4Wm665wBSk4I7dlHC7Jyde/cTO065H+2xq9O6a1bmK3RqJZvydO02Su1aY//mW2Xj+qqaWf3V8sQntlmrdXHmbm6b26W9hb4vrZiIiP069N665cn91JMVHjdP64pLd64T3e+s1JbqpnZdvWY7vrjhH5qwcw2AAAAAE2I4AqOIrgCADRnJeUVevqLjXrq8w0qq/D9/ah9UqwePH+Qzh7cyYHqGmZ3frH+/F6WPsrwf3+c49Na6bEpQ9QvhfvjNIXisgo99fkGPf3FRr/3EktpGaeHLkzXmSF4L7Hcg8W6b26mFqza5bd/eLfWmjFlsHp34LXVFIrLKvTkZ+v17Feb/N5LrHNynB65aLBO7c+9xAAAAAA0DYIrOIrgCgAQDtbvyte02Sv13bYDfvsnDOqoBy9IV8eWcYEtrB6stfrvihw9/OEqHSou9+lPiInUH8/qp6tP7K7ICONAheFlTe4hTZudoR+zD/jtnzS4k+4/f6A6JAX/a6uy0uqN5ds046M1yi/xfW0lxkTqjrP76/JR3RTBa6vJZe04qGmzVypz+yG//ecf11n3nzdQbVvEBrgyAAAAAM0dwRUcRXAFAAgXlZVWry7dqsc+XqPC0gqf/qTYKN15zgBdOiItaD+U37K3UHfNydA3G/f57T+pb3s9cmG60tokBLiy8FZRafXSN1v0+Py1Olzm+9pqGReleyYN1M+Hp8qY4HxtbdxToDvfydCyzXl++0/v30EPXZiuzq3iA1xZeCuvqNQLizbrb5+sU3FZpU9/64Ro3XvuQF00tEvQvrYAAAAAhB6CKziK4AoAEG62Hzise+Zk6PO1e/z2j+rRRtMnD1bP9i0CXFn1yisq9fzXrg+vS8r9f3h9/3mDdMHxnfnw2kHZeUW6+91MfbXO/2vrxF5tNX3yYHVrmxjgyqpXVlGpZ7/apCc/W69SP6+ttokx+vP5g3TukE68thy0dZ8rtF60wX9oPb5POz160WBCawAAAACNguAKjiK4AgCEI2ut3vtxhx54f5XyCkt9+mOiInTr6X1040k9FR0Z4UCFR2Vudy0XlrXD/3JhFx7fWfeey3JhwcJaq3d/2K4H31+l/UVlPv1x0RH63Rl9df24Hopy+LX1Y/YBTZu9Umty8/32/+yEVN19zgC1TowJcGXwx1qr/36bo0c+XK2Dh31fW/HRkfrjhH66hmVCAQAAADQQwRUcRXAFAAhneYWlevjDVXrnu+1++/unJOkvPxuiIamtAluYpOKyCv3903WauXCzKip9f7fr0ipeD1+UrlP7dQh4bTi2vQUleuiDVZr7ww6//eldWmrG5CFK75Ic4MqkotJy/W3BOr2waLP8vLSU1iZej140WOP7tA94bTi23fnFeuC9VfowY6ff/uPSWumxKYPVP6VlgCsDAAAA0FwQXMFRBFcAAEhfrtuju97J0PYDh336Iox0/bge+t2ZfZUQExWQer7ZuFd3vpOhrfuKfPqMka4e011/mtBPibGBqQf19/ma3bp7ToZ2HCz26YuMMLphfE/ddkYfxUVHBqSehev36K45GcrOC47XOupvQVau7p2bqV2HSnz6oiKMfnVKL91yau+AvbYAAAAANB8EV3AUwRUAAC6FJeX62yfrNKuGWSjTLxqicX3aNVkNB4vKNP3j1Xpzebbf/r4dW2jGlCEa1rV1k9WAxldQUq6/zl+rlxZvkb9f07u3TdD0yUM0plfbJqthf2GpHv5wtWZ/5//fGv1TkvTYlCE6Lq1Vk9WAxneouEx/mbdGry7Z5re/V/tEzZgyRCO6twlwZQAAAABCGcEVHEVwBQCAtx+yD+iOY9z3555JA9QqoXHv+/Nxxk7d916W9uT7zp6IjjT69al99KtTeikmytn7IqH+vt26X3fMXqn1uwv89l86Ik13njNAyfHRjTamtVYfrNypB97P0t6C4L6fG+pv2eY83fHOSm3aU+i3/4rRXTVtYn8lxTXeawsAAABA80Vw1USMMd0k/VbSJElpkkokbZT0tqSnrLW+a+/Ub5yzJd0oaYSk9pL2SFou6Vlr7cd1OE+0pMsl/VzSYEkdJeVL2ilpqaT51tr/NkbNVcYluAIAoIrS8ko9+9VG/fOzDSqtqPTpb9ciRvefN0jnDukkY0yDxtp1qFj3zc3U/KxdfvtP6NZaMyYPVp+OSQ0aB8GhpLxCT3+xUU99vkFlFb6/s7dPitVDFwzSxPRODR5rx4HDuvfdTH22Zrff/pE92mj65MHq1b5Fg8eC84rLKvTU5xv09BcbVe5n2mhKyzg9dGG6zhzY0YHqAAAAAIQSgqsmYIw5T9Krkqq7I/E6SZOstRsaMEaEpGclXV/DYTMl3WSt9f3Ey/tcQyS9Jim9hsMOWmtb1bXOYyG4AgCgeht2F+iudzK0bEue3/4zBnTQQxemq1NyfJ3PXVlp9ebybE3/aLXyS8p9+hNjIjXt7P66YlQ3RUQ0LBxD8Fm/K1/TZq/Ud9sO+O2fMKijHrwgXR1bxtX53JWVVq8t3arH5q1VgZ/XVlJslO48Z4AuHZHGa6sZWpN7SNNmZ+jH7AN++ycN6aQ/nzdI7ZNiA1sYAAAAgJBBcNXIjDFDJS2SFC+pQNJ0SZ+79y+VdIP70HWShltr/a8DdOxxpku6w737vaS/yDWjq5ek2yUNdfdNt9beVcN5hrjrayOpWK6wa4Gk7ZJiJPWRNFHSeGtt1/rUeow/B8EVAAA1qKy0en3ZNs34eI3fEKBFbJSmTeyny+sQMG3aU6A738nQ0s3+A7HT+nfQwxemq3OrugdiCB2VlVavLt2qxz5eo8LSCp/+pLgo3XXOAF0yvPYB04bd+Zo2O0Pfbt3vt//MgR310AXpSkmueyCG0FFRafXiN1v01/lrdbjM97WVHB+tuycN0M9PSG3wrFEAAAAAzQ/BVSMzxnwlabykckknWWsXV+n/k1whkyQ9YK39cz3G6CspS1KUpBXucQ579CdI+lLScHcdA/zN7jLGxEn6UVJfSdsknWGtXV/NmDHWWt8bEzQQwRUAALWTe7BY97ybqU9X+1/Sb3i31poxZbB6d6h+Sb+yiko9+9UmPfnZepWW+07IbpsYo/vPH6TzGmEJQoSO7QcO6545Gfp87R6//aPcS/r1rGFJv9Lyyp+WIPS3vGX7pFg9eP4gTUxP4bUVRrLzinTXnAwtXL/Xb//Y3m01/aIh6to2IcCVAQAAAAhmBFeNyBgzUq77QUnSM9baX/o5JkJSpqQBkg5I6mCtLavjOP+W9Cv37hhr7RI/x4yWdCQ0+7e19hY/x9wj6SFJlZJOtNYurXpMUyO4AgCg9qy1+igjV/e/l6m9Bb7fJ4mJjNCvT+utX57cSzFREV59K3MOaNrsDK3eecjvuacMS9U9kwaodWJMk9SO4Gat1Xs/7tAD769SXqGf11ZUhG47o49uGN9T0ZHer63vtu3XHbNXat2uAr/nvmR4mu46Z4CSE6KbpHYEN2ut5ny/XQ9+sEoHinz/2RMXHaE/nNlP147trqgqry0AAAAA4YngqhEZYx6VdKd7d3R1QZAx5g65lhCUpAnW2gV1GMNIypHUWdIaa+2AGo5dI6mfXMv+pVmP/zDGmEhJWyV1kbTAWjuhtjU0JoIrAADq7kBRqR79aLXeXuH/97Z+HZM0Y8pgDe3aWkWl5fr7J+v0/NebVennV7TU1vF69KLBOqlv+yauGqEgr7BUD3+4Su98t91v/8BOLfXYlCEanJqswpJy/XXBWr34zRb5+/W/W9sETb9osE7s3a6Jq0Yo2FtQogffX6X3ftzht39wl2TNmDJYgzonB7gyAAAAAMGG4KoReSwTWCiplbXW90YUruPGSPrGvfugtfb+OozRU657WUnVzOryOPYZSTe6d3taazd79I2X9JV799fW2qfc7XFyhVnFknKttb6L0jcigisAAOpv0Ya9uvOdDG3LK/LpM0a6+IQ0fbNpr7LzDvv0RxjpurE99Puz+iohJioQ5SKEfLluj+56J0PbD/h/7VwyIk1frdvrtz8ywmjq+B667fS+io+JDES5CCH/W7NL98zJ1I6DxT59kRFGN57UU7ee3kdx0bx2AAAAgHDVFMFVOK/vcGT204bqQiu3NX6eU1sDqzlPXccZ7bGdYYzpY4yZLemQpA1yzeraZ4x52RjTq441/sQYk1rTj6SU+p4bAIBwN7Z3O82/7STddFJPRVS5bZC10lsrsv2GVv1TkvTOzWN1z7kDCa3g18l922vB707S9eN6+Ly2Kq30xrJsv6HVoM4tNfeWsbrz7AGEVvDrtP4dteD3J+vqMd1U9XZnFZVWT3+xUWc/uVAbduc7UyAAAACAZiksgyv3TKUj66DUmP5Za/fLNStLktJqOtYPzylJx0oZsz22q47jGYD1l/S9pMmSPG8+kCzpSknfG2POqGOdnjXU9LO8nucFAACS4mMidec5AzT3lnEa2KlljcfGREXoTxP66f3fjNPxaa0CUyBCVmJslO49d6DeuXms+qck1XhsbFSE7ji7v+beMlbpXVjqDTVrERulBy5I1//9cox6d2jh0795b6EufmaJsnYcdKA6AAAAAM1RWAZXkjz/Ne//ztTejgRXvv9Sa7xxCj22q47TxmP7SUmJkv4uqY+kWEm9JD0uybrH/K8xpmsdawUAAAEyODVZc389VtMm9ldslO+vYyO7t9HHt47XLaf2VnRkuP66hvo4Pq2V3vv1OP3xrL6K8fPaGdOzrebfdpJ+eXIvRfHaQh2c0K2NPvztON12Rh9FR3pPv8orLNUvnl2iH7IPOFMcAAAAgGYlXP+1GuexXVqL40vcj/FNOE6Jx3bVcRKrnPM+a+3vrbUbrLWl1tpN1trbJd3tPqaVpDvrWKvkmulV08+IepwTAAD4ER0ZoV+d0kvzbjtJ4/u0kzFS28QYPXJRut68cbR6ta/r92UAl5ioCP36tD766NbxGtu7rSSpXYtYPTZlsF6/YZS6t0s8xhkA/2KjInXbGX314W/Ha3CV2XqHist1xcylWr4lz6HqAAAAADQX4XqjBM+7C8fU4vhY96PvzQEab5xYj+2q43ieZ6+kx6o5x+OSfivXvaguNsbcbK21tSlUko510zRTdWF7AADQYD3aJeqV60fpYFGZkuKiFFH1JkVAPfXu0EKvTR2tA0WlahkXzWsLjaZvxyS9ceNoXf/ici3dfDSoKigp11XPL9PMq4drbO92NZwBAAAAAKoXrjOuPO8eXJuvMx/5WmptlhWs7zieX32tOo7neb6w1vqdvWWtLZf0mXu3jaSetSkSAAA4LzmBYAFNo1VCDK8tNLoWsVF68dqRGt/HO6A6XFaha19crs/X7HaoMgAAAAChLiyDK2ttsaR97t3Umo41xrTW0VApu45Dec5gqnEcuZbiO6LqONk19FXl2d/+GMcCAAAAQL3Ex0Rq5tXDdcaAjl7tpeWVuvGVFZqXmetQZQAAAABCWVgGV26r3I+9jTE1LZnY32N7dT3HqHqeuo6T5bEdeYzzePaXH+NYAAAAAKi32KhIPX3FME0a3MmrvazC6pbXv9PcH7Y7VBkAAACAUBXOwdXX7sdESSfUcNzJHtuL6jjGZkk7/JzHn5Pcj9slbanS95XH9rGW/+vlsc2/EgEAAAA0qejICD156fGaPKyLV3tFpdVtb/2gt5fXdeEKAAAAAOEsnIOrdz22r/V3gDEmQtJV7t0Dkj6vywDWWitprnu3vzFmdDXjjNbRGVdz3c/zPM9mSd+7d081xiRXc54kSWe4dzdaa3fWpV4AAAAAqI+oyAj99WfH6bJRXb3arZVun71SLy/e4kxhAAAAAEJO2AZX1tplkha6d683xozxc9gfJA1wbz9prS3z7DTGnGKMse6fF6sZ6h+SKtzb/zLGxFc5R7ykf7l3y93H+zPD/ZhYwzF/k9TSvf2fao4BAAAAgEYXEWH0yIXpunZsd5++++Zm6bmvNgW+KAAAAAAhJ2yDK7dbJR2WFCVpgTHmTmPMaGPMqcaYZyT9xX3cOklP1GcAa+06SY+7d4dLWmSMucQYM9wYc4lcyw8Od/c/bq1dX8153pb0kXv3GmPMPGPMBcaYocaY840xH0qa6u7/XtL/q0+9AAAAAFBfxhjdd+5A3XxKL5++Rz5arX9+tl5VFpgAAAAAAC9RThfgJGvt9+7w6FW5Zio96uewdZImWWvzGzDU3ZI6SLpO0lBJb/o55nlJ9xzjPJdImi3pLEkT3D9VLZd0vrW2uN7VAgAAAEA9GWN0+8T+io+O1BOfrPPq+9sn61RcVqE/TegnY4xDFQIAAAAIZuE+40rW2vclDZH0d7lCqiK57me1QtI0SUOttRsaOEaltfZ6SZPkuufVDkml7se5ks6x1k611lYe4zwFkiZK+oWkeZJyJZVJ2iPpE7mCsTHW2tyG1AsAAAAADfWb0/vornP6+7T/+4uNevCDVcy8AgAAAOCX4R8LqC1jTKqkbEnKzs5WamqqwxUBAAAACHYvL96i++Zm+bRfNqqrHr4gXRERzLwCAAAAQlVOTo7S0tKO7KZZa3Maes6wn3EFAAAAAGg6V43prr9MGaKqKwO+vnSb/vh/P6q8osaFJwAAAACEGYIrAAAAAECTunhEmv5xyfGKrDK76p3vtuvWt35QGeEVAAAAADeCKwAAAABAk7vg+C566rKhio70Dq8+XLlTv3r1O5WUVzhUGQAAAIBgQnAFAAAAAAiIiemd9OyVwxUT5f1P0U9X79LUl1bocCnhFQAAABDuCK4AAAAAAAFzav8OmnXNCMVHR3q1L1y/V9e+uEwFJeUOVQYAAAAgGBBcAQAAAAACamzvdnr5+pFqERvl1b5kU56uen6pDh4uc6gyAAAAAE4juAIAAAAABNyI7m302tRRSo6P9mr/btsBXT5zifYXljpUGQAAAAAnEVwBAAAAABxxXForvXHDaLVJjPFqz9x+SJc+u0R78kscqgwAAACAUwiuAAAAAACOGdi5pd66cbTaJ8V6ta/dla9Lnl2s3IPFDlUGAAAAwAkEVwAAAAAAR/XpmKS3bxqjzslxXu2b9hTq4mcWKzuvyKHKAAAAAAQawRUAAAAAwHE92iXqrZvGqGubBK/2bXlFuuSZxdq8t9ChygAAAAAEEsEVAAAAACAopLVJ0Ns3jVHP9ole7TsOFuviZxZr/a58hyoDAAAAECgEVwAAAACAoJGSHKe3bhyj/ilJXu178kt0ybNLlLXjoEOVAQAAAAgEgisAAAAAQFBpnxSrN24YrcFdkr3a8wpL9Ytnl+iH7APOFAYAAACgyRFcAQAAAACCTuvEGL12wyid0K21V/uh4nJdMXOplm3Oc6gyAAAAAE2J4AoAAAAAEJRaxkXr5etGanTPNl7tBSXluvqFZfp6/V6HKgMAAADQVAiuAAAAAABBKzE2Si9eO1In9W3v1X64rELXvbRc/1uzy6HKAAAAADQFY611ugaECGNMqqRsScrOzlZqaqrDFQEAAAAIFyXlFfr169/rk1XeQVV0pNG/fjFUE9M7OVQZAAAAqvP9tv16e0W2th8odrqURnXr6X18lrQOVzk5OUpLSzuym2atzWnoOaMaegIAAAAAAJpabFSk/n35MN321g/6cOXOn9rLKqxuef17/e3iSl1wfBcHKwQAAMARBSXlenzeGr28ZKua49yZK0Z1dbqEZo3gCgAAAAAQEqIjI/TPS4cqLipSs787+kXOikqr2976QSVllbp4RFoNZwAAAEBT+9+aXbpnTqZ2HGxes6wQOARXAAAAAICQERlh9PjPhiguOkKvLd32U7u10u2zV6q4vEJXjenuXIEAAABham9BiR58f5Xe+3GH06UgxBFcAQAAAABCSkSE0cMXpis2KlIvLNrs1Xff3CwVl1XoxpN6OVQdAABAeLHW6p3vtuuhD1fpQFGZT39cdISuPrG72iXGOlBd0+jbMcnpEpo1gisAAAAAQMgxxujecwcoPiZCT32+0avv0Y/W6HBppX57em8ZYxyqEAAAoPnLzivSXXMytHD9Xr/9J/Zqq+mTB6tb28QAV4ZQRnAFAAAAAAhJxhj9aUJ/xUdH6q8L1nn1/f3TdSour9DtE/oRXgEAADSyikqrWYs264kF63S4rMKnv2VclO45d6B+fkIqv4uhzgiuAAAAAAAh7den9VFcdKQe/nC1V/vTX2zU4dIK3X/eQD4wAQAAaCSrdx7SHbNX6secg377Jw3upPvPH6gOSXEBrgzNBcEVAAAAACDkTR3fU7HRkbr33Uyv9he/2aKS8go9cuFgRUQQXgEAANRXcVmF/t//Nug/X25UeaX16e/YMlYPXZCuswalOFAdmhOCKwAAAABAs3Dl6G6KjYrQtNkrZT0+S3ljWbZKyir1l58NUVRkhHMFAgAAhKhlm/N0xzsrtWlPod/+y0d11bSz+6tlXHSAK0NzRHAFAAAAAGg2Lh6eptioCP3+7R9V4fFN4He+366S8kr949LjFU14BQAAUCuHisv02Mdr9NrSbX77e7ZL1IwpQzSyR5sAV4bmjOAKAAAAANCsXHB8F8VGReo3b3ynsoqj4dWHGTtVUl6h/3fZMMVFRzpYIQAAQPD7ZNUu3ftupnIPFfv0RUUY/fLkXvr1ab35vQqNjq+ZAQAAAACanYnpKXr2quGKjfL+Z++nq3frhpdX6HBphUOVAQAABLfd+cW65bXvdMPLK/yGVselJuv934zTHyf0I7RCkyC4AgAAAAA0S6f266BZ14xQfJUPVBau36trZi1TQUm5Q5UBAAAEH2ut3l6erTOe+FIfZuz06Y+PjtQ9kwbonZvHakCnlg5UiHBBcAUAAAAAaLZO7N1Or1w/Ui1ivVfKX7o5T1c+v1QHD5c5VBkAAEDw2LqvUJfPXKrbZ6/UoWLfL/eM79NOC353kqaO76nICONAhQgnBFcAAAAAgGZtePc2em3qKCXHR3u1f7/tgC57bonyCksdqgwAAMBZ5RWVeubLjZrwj6/0zcZ9Pv2tEqL1t4uP08vXjVRamwQHKkQ4MtbaYx8FSDLGpErKlqTs7GylpqY6XBEAAAAA1N6qHYd05fNLta9KUNWvY5L++vPjlN6lpYzhG8QAgPCz61Cx3vthh7YfOOx0KY0iPiZSY3q21ZhebRUdydyN6mTtOKhps1cqc/shv/3nH9dZ9503UO1axAa4MoSSnJwcpaWlHdlNs9bmNPScBFeoNYIrAAAAAKFuw+58XfbcUu3OL/HpS20dr4mDUjQxPUXDurZWBMvgAACaucpKq9eXbdOMj9c0y3s/toyL0hkDOmpieopO6ttecVXuexmuissq9ORn6/XsV5tUUembD3RKjtPDF6br9AEdHagOoYbgCo4iuAIAAADQHGzZ67qHQ03fKm+fFKuzBro+6Brdk29rAwCan417CnTn7Awt25LndCkBER8dqVP7t9eEQSk6rX8HJcVFH/tJzdDijft05zsrtWVfkU+fMdJVo7vpTxP7+9wfFKgOwRUcRXAFAAAAoLnI2V+ky55bqm15vh/aVJUcH63TB3TQ2emdNL5PO76tDQAIaaXllXr2q43652cbVFpR6XQ5joiJjNDY3m01MT1FZwzoqLZhsBTewcNlmv7Rar25PNtvf+8OLfTYlME6oVubAFeGUEdwBUcRXAEAAABoTg4WlemZrzbqg5U7axVgSVJCTKRO7ddBE9JTdGq/9mH7bW0AQGj6IfuA7pi9Umty8/32nzGgo9onhXqIY7V6Z75+yD5Qq6MjjDSqhyvEOmtQR3VKjm/a8hwwL3On7p2bpT1+lkqOjjS6+ZTeuvnUXoqN4ss5qDuCKziK4AoAAABAc2St1ZrcfM3LzNX8rNxqP8yrKiYyQuP6tPvp29ptEmOauFIAAOqnqLRcTyxYp1mLNsvPLY2U1iZe0y8aonF92gW+uCay8+BhLcjapXmZuVq6eZ/fP7c/x6e10sT0FE0clKLu7RKbtsgmtutQse6bm6n5Wbv89g/t2kqPTRmivh2TAlwZmhOCKziK4AoAAABAONi8t1DzMnM1LytXP9by29qREUajerRxfVt7YIpSkuOatkgAAGrpy3V7dPecDOXs9723Y4SRpo7vqdvO6KOEmOZ7T6N9BSX6dLUrxPp6w16VVdTuM/H+KUmaMChFZw9OUb+OSTLGNHGljaOy0uqtFdl69KPVyi8u9+lPiInU7RP66cox3RUZERp/JgQvgis4iuAKAAAAQLjZceCwFmS5Qqxlm/Nq/W3tYV1d39aeMChF3dqG9re1AQChaX9hqR76YJXe+X673/4BnVrqsSmDNSS1VWALc9ih4jJ9vma35mfl6vM1e3S4rKJWz+veNkET3DOxjkttpYggDXw27y3UHbNXaunmPL/9p/Rrr0cuGqwurZrfkohwBsEVHEVwBQAAACCc7S0o0aerdmleVq4W1eHb2gM6tdTEQSmamJ6ivh1bhMy3tQEAoclaq/d+3KEH31+lfYWlPv0xURG67Yw+umF8T0VHRjhQYfAoLqvQl+v2aH5mrj5Zvcvv7CR/UlrGacKgjpqY3kkjurdWVBD8PZZVVOq5hZv0j0/Xq7S80qe/TWKM7j9voM4/rjO/i6BREVzBUQRXAAAAAOBy5Nva8zJz9cXa2n9bu0e7RNeSQ+kpGpKazAdHAIBGtf3AYd37bqb+t2a33/6RPdpoxuTB6tm+RYArC36l5ZVasmmf5mXlakFWrvYW+IZ+/rRJjNGZAzpqYnqKTuzdVrFRkU1cqa+MnIOaNnulVu085Lf/oqFddO+5A7kfJ5oEwRUcRXAFAAAAAL4Ol7q/rZ2Vq0/r8G3tTslxmuCeiTWiexvuMQEAqLfKSqtXlmzVX+atUWGp75cpkmKjdOc5A3TpiLSgXeIumFRUWn27db/mZeZqflauth/wvT+YPy1io3Ra/w6amJ6ik/u2V2Js09437HBphf7+6TrNXLjJ73LGXVrF65GL0nVKvw5NWgfCG8EVHEVwBQAAAAA1Ky2v1OJN+zQvM1efrKr9t7XbJsbozIHub2v3aqeYKOeXHAIAhIb1u/I1bfZKfbftgN/+swZ21EMXpqtjy7jAFtZMWGuVuf2Q5mXt1MeZudq0p7BWz4uNitDJfdtrYnqKTu/fUckJ0Y1a19fr9+quORnallfk02eMdO2JPfSHs/o2eXgGEFzBUQRXAAAAAFB7FZVWK7bkaV5WruZn5mrHweJaPS8pNkqnD3B9W/ukvu2VEMMHTgAAXyXlFXr6i4166vMNfu+72D4pVg9dMEgT0zs5UF3ztX5XvuZl5mpeVq6ydvhfmq+qqAijMb3aamJ6is4c2FEdkuofIh4oKtUjH67Wf7/1nw3065ikGVMGa2jX1vUeA6gLgis4iuAKAAAAAOrHWquM7QddH3Rl5mrT3tp9Wzsu+ui3tU/r31HJ8Y37bW0AQGj6dut+3TF7pdbvLvDbf+mINN159oBGn+UDb9l5RZqf5bq2f7ttv2rzUbsx0vBurTUxvZMmDOqo1NYJtRrLWqsPM3bqz+9l+Z3RHRMZod+c1ls3ndyLmdsIKIIrOIrgCgAAAAAazlqr9bsLfgqxqruRelXRkUYn9mr307e127WIbeJKAQDBpqCkXH+dv1YvLd7iNyTp3jZBj04erBN7tQt8cWFu96FiLVi1S/Myc7V40z5V+LvplB+DuyRrYnqKJgxKUe8OLfwes/PgYd37bqY+Xb3bb//wbq01Y8pg9e6QVO/6gfoiuIKjCK4AAAAAoPFt2+f+tnZWrr7dur9Wz4kw0vDubTRxUIompqeoc6v4Jq4SAOC0z9fs1t1zMvwuPRsZYXTD+J667Yw+iouOdKA6eDpQVKpPV+/WvMxcfbV+j0rLK2v1vN4dWuhsd4g1qHNLWSu9tmybHvt4jQpKyn2ObxEbpWln99flI7sqIsI09h8DqBWCKziK4AoAAAAAmtauQ8Va4A6xlmzKq/W3tY9LTdbpAzqqVTNYEioywmhE9zbq25FvjQOAJO0rKNGDH6zS3B92+O1P79JSMyYPUXqX5ABXhtooKCnXF2tdIdbna3arsLSiVs9LbR2v1gkxyth+0G//6f076KEL0/nyChxHcAVHEVwBAAAAQODsLyzVp6tdSw4tXL9XpRW1+7Z2czF5WBfdO2mgWifGOF0KADjCWqt3f9iuB99fpf1FZT79cdER+v2ZfXXd2B6KiuSeRqGguKxCizbs1bzMXH2yepcO+PnveiztWsToz+cP0qTBnWQMs6zgPIIrOIrgCgAAAACcUVBSrs/X7Na8LNe3tYtq+W3tUNc2MUb3nTdQ5x/XmQ/nAISV7Lwi3f1upr5at8dv/4m92mr65MHq1jYxwJWhsZRXVGrZ5jzNy3Ld83J3fskxn/OzE1J1z6QBapXAlzoQPAiu4CiCKwAAAABwXnFZhb5ev1cfZ+bq09W7dPBw3b+tHWpOcy+H1IXlkAA0cxWVVi9+s0V/nb9Wh8t8v6TQMi5K90waqJ8PTyXQb0YqK62+zz6g+Vm5+jhzp7LzDnv1p7WJ1/SLhmhcn3YOVQhUj+AKjiK4AgAAAIDgUlZRqaWb8jQ/K1cb9xSoshn8Gz9r+yHl+7kBfWJMpG6f2F9Xju7GDegBNEtrcg9p2uwM/Zh9wG//pMGddP/5A9UhKS6whSGgrLVavTNf8zJ3atXOQzo+rZWuG9dDCTFRTpcG+EVwBUcRXAEAAAAAmtquQ8W6991MLVi1y2//sK6t9NiUIerTMSnAlQFA0yguq9BTn2/Q019sVHml72e1HVvG6qEL0nXWoBQHqgOAmhFcwVEEVwAAAACAQJmXuVP3zs3SHj/3/IiONLrl1N66+ZTeiomKcKA6AGgcy7fk6Y7ZK7VxT6Hf/stHddW0s/urZVx0gCsDgNohuIKjCK4AAAAAAIF0sKhM0z9erTeXZ/vt79uxhaZPHqITurUOcGUA0DD5xWX6y7y1emXJVr/9PdslasaUIRrZo02AKwOAuiG4gqMIrgAAAAAATvhmw17dOSdDW/cV+fQZI109prv+OKGfWsRy/w8Awe/TVbt0z7uZyj1U7NMXFWH0y5N76den9VZcdKQD1QFA3RBcwVEEVwAAAAAApxSXVegfn67Xcws3qcLPPWC6tIrXwxel69R+HRyoDgCObU9+if78fpY+XLnTb/9xqcmaMWWIBnRqGeDKAKD+CK7gKIIrAAAAAIDTMrcf1LTZK5W145Df/guO76z7zh2oti1iA1wZAPhnrdX/fZujhz9crYOHy3z646Mj9Yez+urasT0UGWEcqBAA6o/gCo4iuAIAAAAABIPyiko9//Vm/e2TdSopr/Tpb50QrfvOG6gLj+8iY/gQGIBztu0r0p1zVmrRhn1++8f3aadHLxqstDYJAa4MABoHwRUcRXAFAAAAAAgmW/YW6q45Gfpmo/8PhE/q216PXJjOB8IAAq68olKzFm3RE5+sVXGZb8DeKiFa904aqMnDCNgBhDaCKziK4AoAAAAAEGystfrvihw9/OEqHSou9+lPiInUH8/qp6tP7M4SXAACImvHQd0xO0MZ2w/67T//uM6677yBaseSpgCaAYIrOIrgCgAAAAAQrHbnF+uB91bpw4ydfvuPT2ulx6YMUb+UpABXBiBcFJdV6J+frdczX21SRaXvZ66dkuP08IXpOn1ARweqA4CmQXAFRxFcAQAAAACC3YKsXN07N1O7DpX49EVFGN18Si/dclpvxUZFOlAdgOZqyaZ9uvOdDG3eW+jTZ4x01ehu+tPE/moRG+VAdQDQdAiu4CiCKwAAAABAKDhUXKYZH6/R60u3+e3v1T5RM6YM0YjubQJcGZxSUFKuLXsLldY6QckJ0U6XA0m7DxVr3a4CWYX2Z5PWSh9n5uqNZf7/f9O7Qws9NmWwTujG/28ANE8EV3AUwRUAAAAAIJQsdc+A2ORnBoQkXTm6m26f2E9JcQQZzdH+wlJ9unqX5mfl6qv1e1VaXqmWcVH628XH64yBLNXmpP/7Nkd3zclQaXml06U0mehIo5tP6a2bT+3FDE8AzRrBFRxFcAUAAAAACDXFZRX6f//boP98uVHlfu45k9LSdc8ZgozmYfehYs1ftUvzMndqyaY8v/cZioowevLSoZo0pJMDFeKVxVt079wsp8toUkO7uu6p17cj99QD0PwRXMFRBFcAAAAAgFC1asch3fHOSq3MOei3f9KQTvrzeYPUPik2wJWhobbtK9L8rFzNy8rVd9v2qzYfdUUY6YmLj9NFQ/lsI5BmLtykhz9c7XQZTSYhJlK3T+inK8d0V2SEcbocAAgIgis4iuAKAAAAABDKKiqtZi3arCcWrNPhsgqf/uT4aN0zaYB+dkKqjOFD52BlrdWG3QX6ODNX8zJztWrnoXqdxxjp0YsG6xcjuzZyhfDnX5+t1xOfrPNpb9ciVqGe8URHRmhMr7b63Zl91aVVvNPlAEBAEVzBUQRXAAAAAIDmIDuvSHfNydDC9Xv99o/r3U6PXjRYXdsmBLgyVMdaq4ztBzUv0zWzatMe//ctqyouOkIn922viekp+m7rAb2yZKvPMfefN1DXju3R2CXDzVqrvy5Yq6c+3+jT9/sz++o3p/UmKAaAEEZwBUcRXAEAAAAAmgtrrd75brse+nCVDhSV+fTHRUfoD2f207VjuysqMsKBClFRabViS57mZeVqQdYubT9wuFbPS4qN0mkDOmjioBSd3K+9EmKiJLn+m0//eI2e/WqTz3OmTeyvX53Sq1Hrh+vv/KEPVuuFRZt9+u48u79uOpm/cwAIdQRXcBTBFQAAAACgudlbUKIH31+l937c4bd/SGqyZkweooGdWwa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"text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(10,6),dpi=200)\n", "plt.plot(range(1,30),test_error_rates,label='Test Error')\n", "plt.legend()\n", "plt.ylabel('Error Rate')\n", "plt.xlabel(\"K Value\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Full Cross Validation Grid Search for K Value" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Creating a Pipeline to find K value\n", "\n", "**Follow along very carefully here! We use very specific string codes AND variable names here so that everything matches up correctly. This is not a case where you can easily swap out variable names for whatever you want!**\n", "\n", "We'll use a Pipeline object to set up a workflow of operations:\n", "\n", "1. Scale Data\n", "2. Create Model on Scaled Data\n", "\n", "----\n", "*How does the Scaler work inside a Pipeline with CV? Is scikit-learn \"smart\" enough to understand .fit() on train vs .transform() on train and test?**\n", "\n", "**Yes! Scikit-Learn's pipeline is well suited for this! [Full Info in Documentation](https://scikit-learn.org/stable/modules/preprocessing.html#standardization-or-mean-removal-and-variance-scaling) **\n", "\n", "When you use the StandardScaler as a step inside a Pipeline then scikit-learn will internally do the job for you.\n", "\n", "What happens can be discribed as follows:\n", "\n", "* Step 0: The data are split into TRAINING data and TEST data according to the cv parameter that you specified in the GridSearchCV.\n", "* Step 1: the scaler is fitted on the TRAINING data\n", "* Step 2: the scaler transforms TRAINING data\n", "* Step 3: the models are fitted/trained using the transformed TRAINING data\n", "* Step 4: the scaler is used to transform the TEST data\n", "* Step 5: the trained models predict using the transformed TEST data\n", "\n", "----" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [], "source": [ "scaler = StandardScaler()" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [], "source": [ "knn = KNeighborsClassifier()" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "dict_keys(['algorithm', 'leaf_size', 'metric', 'metric_params', 'n_jobs', 'n_neighbors', 'p', 'weights'])" ] }, "execution_count": 26, "metadata": {}, "output_type": "execute_result" } ], "source": [ "knn.get_params().keys()" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [], "source": [ "# Highly recommend string code matches variable name!\n", "operations = [('scaler',scaler),('knn',knn)]" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [], "source": [ "from sklearn.pipeline import Pipeline" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [], "source": [ "pipe = Pipeline(operations)" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [], "source": [ "from sklearn.model_selection import GridSearchCV" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "---\n", "*Note: If your parameter grid is going inside a PipeLine, your parameter name needs to be specified in the following manner:**\n", "\n", "* chosen_string_name + **two** underscores + parameter key name\n", "* model_name + __ + parameter name\n", "* knn_model + __ + n_neighbors\n", "* knn_model__n_neighbors\n", "\n", "[StackOverflow on this](https://stackoverflow.com/questions/41899132/invalid-parameter-for-sklearn-estimator-pipeline)\n", "\n", "The reason we have to do this is because it let's scikit-learn know what operation in the pipeline these parameters are related to (otherwise it might think n_neighbors was a parameter in the scaler).\n", "\n", "---" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [], "source": [ "k_values = list(range(1,20))" ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]" ] }, "execution_count": 32, "metadata": {}, "output_type": "execute_result" } ], "source": [ "k_values" ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [], "source": [ "\n", "param_grid = {'knn__n_neighbors': k_values}" ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [], "source": [ "full_cv_classifier = GridSearchCV(pipe,param_grid,cv=5,scoring='accuracy')" ] }, { "cell_type": "code", "execution_count": 35, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "GridSearchCV(cv=5,\n", " estimator=Pipeline(steps=[('scaler', StandardScaler()),\n", " ('knn', KNeighborsClassifier())]),\n", " param_grid={'knn__n_neighbors': [1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11,\n", " 12, 13, 14, 15, 16, 17, 18, 19]},\n", " scoring='accuracy')" ] }, "execution_count": 35, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Use full X and y if you DON'T want a hold-out test set\n", "# Use X_train and y_train if you DO want a holdout test set (X_test,y_test)\n", "full_cv_classifier.fit(X_train,y_train)" ] }, { "cell_type": "code", "execution_count": 36, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{'memory': None,\n", " 'steps': [('scaler', StandardScaler()),\n", " ('knn', KNeighborsClassifier(n_neighbors=14))],\n", " 'verbose': False,\n", " 'scaler': StandardScaler(),\n", " 'knn': KNeighborsClassifier(n_neighbors=14),\n", " 'scaler__copy': True,\n", " 'scaler__with_mean': True,\n", " 'scaler__with_std': True,\n", " 'knn__algorithm': 'auto',\n", " 'knn__leaf_size': 30,\n", " 'knn__metric': 'minkowski',\n", " 'knn__metric_params': None,\n", " 'knn__n_jobs': None,\n", " 'knn__n_neighbors': 14,\n", " 'knn__p': 2,\n", " 'knn__weights': 'uniform'}" ] }, "execution_count": 36, "metadata": {}, "output_type": "execute_result" } ], "source": [ "full_cv_classifier.best_estimator_.get_params()" ] }, { "cell_type": "code", "execution_count": 37, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "dict_keys(['mean_fit_time', 'std_fit_time', 'mean_score_time', 'std_score_time', 'param_knn__n_neighbors', 'params', 'split0_test_score', 'split1_test_score', 'split2_test_score', 'split3_test_score', 'split4_test_score', 'mean_test_score', 'std_test_score', 'rank_test_score'])" ] }, "execution_count": 37, "metadata": {}, "output_type": "execute_result" } ], "source": [ "full_cv_classifier.cv_results_.keys()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's check our understanding:\n", "**How many total runs did we do?**" ] }, { "cell_type": "code", "execution_count": 38, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "19" ] }, "execution_count": 38, "metadata": {}, "output_type": "execute_result" } ], "source": [ "len(k_values)" ] }, { "cell_type": "code", "execution_count": 39, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([0.90238095, 0.90285714, 0.91857143, 0.91333333, 0.92380952,\n", " 0.92142857, 0.9252381 , 0.9247619 , 0.9252381 , 0.92190476,\n", " 0.9252381 , 0.9247619 , 0.92761905, 0.92904762, 0.92809524,\n", " 0.92809524, 0.92904762, 0.92857143, 0.92761905])" ] }, "execution_count": 39, "metadata": {}, "output_type": "execute_result" } ], "source": [ "full_cv_classifier.cv_results_['mean_test_score']" ] }, { "cell_type": "code", "execution_count": 40, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "19" ] }, "execution_count": 40, "metadata": {}, "output_type": "execute_result" } ], "source": [ "len(full_cv_classifier.cv_results_['mean_test_score'])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Final Model\n", "\n", "We just saw that our GridSearch recommends a K=14 (in line with our alternative Elbow Method). Let's now use the PipeLine again, but this time, no need to do a grid search, instead we will evaluate on our hold-out Test Set." ] }, { "cell_type": "code", "execution_count": 41, "metadata": {}, "outputs": [], "source": [ "scaler = StandardScaler()\n", "knn14 = KNeighborsClassifier(n_neighbors=14)\n", "operations = [('scaler',scaler),('knn14',knn14)]" ] }, { "cell_type": "code", "execution_count": 42, "metadata": {}, "outputs": [], "source": [ "pipe = Pipeline(operations)" ] }, { "cell_type": "code", "execution_count": 43, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Pipeline(steps=[('scaler', StandardScaler()),\n", " ('knn14', KNeighborsClassifier(n_neighbors=14))])" ] }, "execution_count": 43, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pipe.fit(X_train,y_train)" ] }, { "cell_type": "code", "execution_count": 44, "metadata": {}, "outputs": [], "source": [ "pipe_pred = pipe.predict(X_test)" ] }, { "cell_type": "code", "execution_count": 45, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " precision recall f1-score support\n", "\n", " 0 0.93 0.95 0.94 470\n", " 1 0.95 0.92 0.93 430\n", "\n", " accuracy 0.94 900\n", " macro avg 0.94 0.94 0.94 900\n", "weighted avg 0.94 0.94 0.94 900\n", "\n" ] } ], "source": [ "print(classification_report(y_test,pipe_pred))" ] }, { "cell_type": "code", "execution_count": 46, "metadata": {}, "outputs": [], "source": [ "single_sample = X_test.iloc[40]" ] }, { "cell_type": "code", "execution_count": 47, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Gene One 3.8\n", "Gene Two 6.3\n", "Name: 194, dtype: float64" ] }, "execution_count": 47, "metadata": {}, "output_type": "execute_result" } ], "source": [ "single_sample" ] }, { "cell_type": "code", "execution_count": 48, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([0], dtype=int64)" ] }, "execution_count": 48, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pipe.predict(single_sample.values.reshape(1, -1))" ] }, { "cell_type": "code", "execution_count": 49, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([[0.92857143, 0.07142857]])" ] }, "execution_count": 49, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pipe.predict_proba(single_sample.values.reshape(1, -1))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "----" ] } ], "metadata": { "anaconda-cloud": {}, "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": "3.7.6" } }, "nbformat": 4, "nbformat_minor": 1 }