{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "## Some algorithms take distance or similarity as a parameter. Here we demonstrate their effects on the solution space." ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "#%matplotlib inline\n", "import numpy as np\n", "import pandas as pd \n", "import openensembles as oe\n", "import clustering_algorithms as ca \n", "import matplotlib.pyplot as plt\n", "from sklearn import datasets\n", "\n", "\n", "n_samples = 800\n", "np.random.seed(0)\n", "\n", "no_structure = np.random.rand(n_samples, 2), None\n", "X,y = no_structure\n", "\n", "\n", "np.random.seed(0)\n", "n_samples = 300\n", "#blobs = datasets.make_blobs(n_samples=n_samples, random_state=10,centers=5,cluster_std=2)\n", "#X, y = blobs\n", "\n", "\n", "df = pd.DataFrame(X)\n", "d = oe.data(df, [1,2])\n", "\n", "\n", "\n", "\n", "plot = d.plot_data('parent')\n", " " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Demonstration of varying distance for algorithm based on distance metrics" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "scrolled": false }, "outputs": [], "source": [ "distances = ['euclidean', 'l1', 'manhattan', 'minkowski', 'l2', 'cosine', 'mahalanobis']\n" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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\n", 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\n", 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\n", 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\n", 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GFaNxJYxNU4mdFK5FbidQCRu3VdUeRypLXObSMc2uynczIb4jUyXgMUkgKQKI/7iPTl/B/qH1OHZ+fkXYzC4sCfvzxPb51yUo7RJVqqeNMC4qj80thp9LxpKapL0aKd3AQUAvmLqtZII6b2IH2Ff17vowMPkVgJf+OFm/veAM4ZrTSSAo4rGFx9qMWhpC/XEfOz/fUX9w+IaN8UYWSqgy4rKuyJSbySCenHJNx8V5Dqpki8E87VVb6dZgLGFwVAVoObb9i7bdBOy+Z7lye5nWtcDuj9EtMFz0bqoKNQhIRHvQq2JKOwJ4zC93iMwVEjIoHQpZxpWr9t4UHPTOonImWMggYF1cUKq+Rd+8u3N9Pltn1GlHVnazUQSoG+ldk9EhJhZ1jJGFqgrlqDN1PSGr7rXZAZm4ycqV58WuprMLS1hXmvdjpHRDdbesQUfLlXU8/Sn1eaHWV7cd2babsuCvbF50gK6uSRGAFjp5frmorbGrlsc66LhCos3U9YRMuYm+r7ybLPVd6FrsZbdQl0tpIZv3M9hidko3VDsBHYGncpFUdaGUlZGKEAK5Bg3ejO7Pl4LsVJJrCOb55YBdsNKWugSDQ6dNUhlXxe+r3LmU+i5E7jMR916/vuN9IiU8D2BjP+uarKZFqGIxlcBTuUhcuFB0mufprtsVNWjwJiTyupIiWKYsdHYcn5Fa4SHTNetQoSxLmwTCx03y70tUByD6LsrKfnOL4fIix+vLbx0cAA7f0G3Ze1HCsTNSXvh6VtUrK95yUdkqE+qxBF8NBsUL2Xpj9yxmAGj/QpDbJ0VAYCMAXFvouQVetnqB8MFgsuXGyVnMLSHY7qiMyfdkU9NRByVshaxKViRwcooxBdnrOsiEvUog+wp017V9x/kXxMdnftSZYuuJpAgIVALAl3CghD9H9V48VSBbbgjqKkIWs/kW1D2bkZULDipbh6KYumlrsVPT1YBVYS8TyFXcUjoKxOeOzFaByRRsgEllNTdr4iHLWtHtV28aUC4GJoHuYS25EogRDDYVrKHiF77nLfR0RpZKeLCSHVi0yG2D2rIAcbkuIM+Yed9Xs391BteY3Dt0plSV+8sUbIBAdtoREOjUDLhuY62T615FwFYJ9lKWcbufrTThKxLKdRKitiNEmxBvsD56ctrAemBgk9h6tXWhUAFikx45tm4pHx07TSz8Kvff9WF69xYgYJwUgQRKAOgIVJtWBK6HtZTXXCXTiRK4AKK7TnQEdWMbxV3/r+mYwPzrwHu/RL/XxoVSJbaQC10KlUB0nRpq6qKqev++dcBSSZEECmQnRWCIrkC1CTa7HtZSxEVjOpnArbOQddIozje+gqM33gVMfx9YvNL9WnvQ/X1tYwuirqZFdASi60wkUwu/6rOXlUBrI3DDR4MEslOMwBDdPjc61a/lGMLerS1hoRRQ3TdtmwapE+fIi7zy9g+HTl2yKrDzVaRn05soKL592yP7xf7+rTe6v69tbEFWc8D6skE2Ou4Vl8V6pha+62cfWB8smykpAkN0BaoqiClqG5F3PC0GJh/ZvRHcQbWwTVsGVWsL0/NkuLgGheo7C1klLsR32wOqmZuslsD1vVQCTeY+4UvA2b9RKyjbe1OYtgNx/ewBq52Ta8gQ3XRFVRBT1fHUNTZpkLruJBduJ58zFWTfmVe3ka7bJYQgEPn7ZY3gqriMbGILqpbMfAE4+ad6nUhdWdE2xWcunz1gtXPaERhikq4o6/9DWam6U9FMsUmD1N39uKi+9dlGQ/adeXMbmbh7QjWi071+69rwaZg6LZlF4yh94nqHQRGq/5SEtCMwxFW6ImWlMmSuCh9BTNM0SN3dj4uiLp+FYbLvbN+kWLhUVkAmgcZYbQ+o+4IFHZwOQL8lc2hCtAOpQbVzoxVBsYq3H8Ai9Kp2XeSVj+/agH2Ts8KisbqMmNR1J7movvVdwUt9Z5sHxNXRm6v+ZZi4e0wEgcssH+q+MpeRT3Kh+51PdM8MBrKdik9izm8IoXAkNFYRlH3Di8vHQ6UWjg1dgzt9WaOOKHf57Een2yR/3cUuieoAe+jUJeybnPWXlsrKXZyKxytg6vfVEQQ+hqqI7ktZ5TJXlUshesMYMPllgC+uHmP92XFf1GlgTQQaqwhkVbyheuUM90BDs/wzUAVUVbsknYKu4jVC5f7PEHOLqePamLp7dASpj8pZV2t3KURjuEpCfbY1pbGKQGV1h7DKe6WhWdWMHlftNnwoaG+xCVN3j44gDZVmaCqIdYWoya4htKukBimcMWmsIlBV8bq2ymUWcZ2rcoHqGT0u2224VtAiZbyOAbMLS+g7dqGjlYbx96QrzHQFacg0QxNBrCNEY7teVEqoBimcMWmsIpBNrCqOqXQhoFUWcd0Ef5mqVrPLdhuuFbRoYM1r83wlgHz68hLueWEWnGeTyfJjTmsNdK3Rug5VoYRoa2M24nLuorj5XSjXi44SMvlsYwaVPVEfZ3Rginn1ANC/fHz4mj7sH1qPo9NXnFW51r7FgYKqrZ4p4d0HkNW8vttLFynWe2zsZysCP+dqQQnkOK01oChbo1Xz2qvOIKaus/XG7jx4NgAszK0qCKoDagjXi07ltu5nG7vVtScauyMAaGtcNqbSxgKsy8xhW6q6sKjdlypTq93PcGkpC9pSoyRd46IIThtZfx3KGrX1nbtyzYiuM/1M1gvo/AurVvLCZXEKaJkQrhfdHZfOZ7tGg8qNVgQUrgV3z447LFDFhVVWJH1YVQI5RUVbdqUBwFwgnamKHZXPrYTMGnZdwepKgFHXOf9C57yBb96tvlYot5ZL/79MqeRusB50F3mVRIyxWxljpxhjLzPG/kDw+ibG2F8wxiYZYycZYxq/Pf6xadAmIm9mlo+dLFLH7CCfFN0vlJjNFW1MV5rIJbWOAa3SeVbfX9mlQhVItQfdCxFXWTG616GELOtbfd1HuwYRLls46EwS60F3kbcdAWOsH8CfAHg3gHMAfsgYe5Jz/mLhtN8B8CLn/P2Msa0ATjHGJjjnxH45DC7SOstWbeyZwy6pOuRFtUOK6UqTDeCplN0lcqmwgaxQqlg45ctKdmUV616HCr6GEv5FXNYliJ5LRDEGoXvfiEFon66htwN4mXP+YwBgjH0DwB0AioqAA7iOMcYAbAQwA0BQ8B8WF2mdIqu2OHO4V3FR6KVStCFcaTJlRrnBKilukUuFL2SZNQPr/f/xu8o40r1ODfrndK3Hxb1FzyXbJenGZSKn1/pUBEMAzhZ+PgfgHaVzvgTgSQA/BXAdgH/DOZVeEJaqaZ29HiCmMK0JoATuMzPzOHL2ChaRZWztH1q/8n7fhXZRJpZRwmJ+Fnjvf3R7L5llWVUwm1wncv8cb5SfK48NlGF96rhM8bsqEzAI7VMRiJq1lOv23wvgeQB7APwSgL9ijP0N5/y1jgsxdgDAAQDYvn27+5V6IFSAOPQsXhMFRwncZ2bmcXT6ykrAeBHA0ekruHlzq0MB+3quUFXLHYQqWFJZlq6sYpFFWxfrPzTULolyH+W/B6rxnMVzPeMzWHwOwPWFn7chs/yL3A3gUZ7xMoCfAPiV8oU450c456Oc89GtW7d6W7BLQuTB+5zqRWESSKcE7pGzV5TBYNksh6pE2a2F6jnvYtqZab3BGs2t14aqQVDNmZClD5fP9YzPHcEPAexkjL0JwDSAjwD4aOmcMwBuAfA3jLF/CmAXgB97XFMwQrSPiGHZmrhtKMFaTh0tnu96hyO6ns5uzflOK5TPvGp2kI6vumz9L1xZk7n1RlC7LVk8Rec7WbiSfd6eP0dvioBzvsAY+wSA7yBzA3+Fc36SMXbv8usPAfi3AL7GGJtC5kr6NOf8gq81hcZ3+4gYlq2JgqMEbj77oczmFnPqu6dcU3nlOKXMvMUQqhSD6SqQqi4oVb2BSFFQVHFrrAVXk0r5q8ZzAlkMKUDQ2GtBGef8GIBjpWMPFf7/pwDe43MNa5mQhWo2FjK1e6AEMTi33uGI1iebC31kZKPxPOkoA4NEgvf5I8DMS8CNd3WfXzU7SLWj0HFn5Ni6NWI3qFPhqouqaSqqx2fvndLWRBcmcYi8uI3q7SPDNhZBzUl+YOQ64fEZInFYtcOh1kdVCJ+5vGQ1TzpKxhcleM98V+yDr9qPSOXX1rXyq8Q/XMQ5fOEyHiL6rig8B41Ti4keRtdNU9XVUcVCluXkl4/nk9DKqHY41PooF5TqerVqCSITAJSVWLZC8+CvjgWr2lHouDNaG4EbPmpvwdZlNkDZ8t96I3D2e267qOqmonoOGqcdQY+jk11TtWVDyNkANplWsqC0zfVCdj5VUtVKNLVgVTsKUfZTmaWKjQFUu5IQiD63M9/130U1VHZZiaQIGkBVQe6q95IKypWk2nVQ68jfb3o923V4QSYAdASjjZtl201ZA7n3fTX7t2ixlhUFE3z2Vd04kYRhByaxEMCdkqrq2rOk8a4h3wVZoQu+RFRxdUxMX8bsYvf8Xp+zAUw/H1lKq8316vCdrbDtpiwwfOa7ncd1BaMPN0vRnUF1Ga16fSBu1pDJ+l0rqQgV2Y1WBL5bDVS5vkthZNuyQdQOGgg3G0AXlzUbUdpPqLjxLmDzTjvB6Lui2df1Y7en0ImFANmOKEYjPccwzrutvTozOjrKT5w44eRaeYvoMq4aw9leXySAN/ShknvCRrH4/nzqiJdndp0Tb3I9URsDl11AfV8/FueezdJ0Zeg8Z43qIRhjz3HOR0WvNXpH4DsIKktflOEjj93GRVKrNEqEcdk4f2bXOfGm1/PtZnF1fZnAjCFMKZdcjs466l4PUaDRisBnmuDE9OWV+QOm16+LAK5TGmUol43zZ3Y92tDmer7dLFWvLxOYQDxhWsUlB/TUWMtGKwKf7Y4PnbokVAIM6uvXRQCP79qAuydnOwa3txAnjTJUta/z3wmTYK2O5VuXHHuXqDKbYgrTKkquh76rRiuCYpDx9OUl9KMzv97HPAKucV3f/fhNYKVtDRM1Fw9AqF2S82aBsmBqUfC3rs0ajPHl8mrK8mV94lx2URpnr2AjMEMJ0ypuqVCtxx3Qw789bhgbumalgCivQnXRzlmW266zpjrksR86dQlXS9uaqzzM7OAyoWoZAMctsKmc+K03dhYszb++qgRyRPn4VEFTPeY52SGbb9zaaPYel1RtJ1GHeghNGq8IAD/D0qtWp/rsx69LXWIVQH2qfY17NlEFQudf0CtY0h0KX0MrUxuqWpkvAQtz2WznIqGEqU4xnmx2g6j4Ln9/zWY1NNo1lOND4IWYR+CbusQqgHp8ntYBa5GfWZWamKM7FJ4SjDVKXyTJ1zP5cPfOhi9mbrOBTe6fQfXZqFxWOllBK8/25exZ8vMmv9z5emSSIoA/ged7HoFv6hSrAOJ/nk4D1joFS1WHwvdQ+iK23UQrx/nXgfd+ye39dD4blY9fNyvo5MSqEsjhi9nxmnwPyTWE+rgd6kaMWEWVdtm+cbpzFLlDWP+qT9xFj5k6t3MWEdLtpfpszj0LLAh+93QmjJWPz78uPo86HoG0I0B8t0OtetuUCGmF17K9QwFq58iRVSQbfW+2hVgmVn4PpS8CqD5UxwTZZ0MNlS+31+6hrCAVaUewTKzgbIwB9D5wYcn7CNqboHoG0c4xx+p723ZTJuRygaITRDSx8nstsByy86bss6E6jw6s71yLblYQlflEHY9AUgTLxHJJxBZ+LnClzGJmKek8Q9FVJsL4e7NJTzSx8rfe2H2spumLK8haYLtEJsR1P+NccRUFel+r+303fLQ784kNZMdrQnINIa5Lok4pmra4CqLGzFJSPUPZfUdh9L3ZtCDQdUecexaYfqb7vKGbaxOgdIJtVpTMNZcfK1P8jIv3LTL/Op05VOPsraQIYCfIXPn165SiaYsrZbZ3awsPnr0iPK6i6vchewaRoWDbR6oDGx++rh+dcm+cf0F/fXXnha93NoUzzYqi2keoPmMqhpAjUuax22or6B1p4xFKCJy+vCR0Fbn066+FjCVXVb/Hzs8bHc9x8X3InkFkKHBkfaPKzC5y/fva+PB1/ei9Fig25dyz4s6gi1ezegRRgZcuKy6fa1eP9RXcSDrTy3rsc047AtBWOYAOwfLMzDyOnZ8XnmubTx47Y8kFsnoDE0vddmfhwjUle4Z9k7PC93BkQ3ouFjpDXJzn+m5F2ywZHeuy1zJaTF08shTYvCitat3EUsEAmZ9dvZaOkK/yOUcoAmyUIqCEkkgIlLm0BDx09orQHZBj69ePXShVFUqZATCKvdi6yVy4pmQKOW9KWCYPGl9c6HxNWwnp+o5tBIPLVEzfgsmm8E3X4rbtVCqL36iKAasE5CMVATZGEegEhHMhQAl71Sy3XvLru0akzHYcnzGy1G0rmV3FWSiFbLNb0FZCKuveVjC4HBjjWzC5DJqLsHHTyFxr299VbWCNjEgzDBqjCFTug6IQoMYVyljHesuvHwJTS93WTUYJ6r1bW9hxfKayy81mt+DMKKgiGERKxsYF41swuQqaU5i6aWRxhdZGcTbW9ndlg2yqEim20xgT1kQoiQK4qjb81/XXo/pVpx4iVM2ETRDZprBP1Apj/9B6HJ2+4qxQj1qX92C/S8Hgu27BFpmgptYmCppvf5ebts/SFhzcbzZWpCLAxuwITNwHIgtw79YWjk5fIeMIMwvi4yHRcX+FrJkI2bSu7NYxdUtVod2HlXsNthgOv/la6T2MUl1dBn191i3oQO1Gdn2YbjhnOoKzymjJHJmSo/oDyd5jsgsL2WajQGMUgalQEvmLb97cwv7J2ZUBNkXqEB/QyZ6hztk/6V4ZxMyIClGoV1aqADC3KI8kGStil4LBZ92CClWsgVIEpjsPF/n6KuVnohhNYyyRis8aowhcCKX83Dq1Zi4iq4eYmL6MsaFryHMWAS87g1gZUS4L9SgL3iZt1fg9LgWDjXXv6v6q3UjrWrG1XczlD4VK+ZkoRptdWITis8YoAsCNUKpz3r+sHiIX8rJzfLlOYuDKLSWz4G12HVY7FVeCQce6p9wYVe+v3I1QUbgIQ7J1lJ+uYuyRwr5GKQJX1DXvX1YPkQt5Vc3E6ctLTjJtyoRute1KYcsseJtdR9SWIioB5zNVVLUbmRen4ZLHfSNTfrLXyoqU2unUrLAvKYI1RC7k7pTktufnULEOACuCylUgOVZTPxcKW2bBP7J7o/GuI/rUN5kQ85kqqtqN9FoltAiRImUD2cCh4oSyGnaAjR/hTGihm/I5NnQN2SY5tzrHhq7B0d0byd76RVy0xO7lVtuyFFibCW5Opr7JBqZXwacbQ9UjSae3v6/ndoVIkfIFYKAdZsZCBdKOoAcwtah1rM6y66QPIHcIVTNtXGbwhHYx+bDgK+1UYrlvXLSZULlbgDhuK1dQCnN+Fnjvfwy7FkOSIugBTDNNdP3jRYHUd+wCef+q/mtXfvEYLibZZxlkPWUBvHAlvPtm641hhLALt1WEhm0r9LB7KymCHsDGoja1OilhzVDdf+3KqnY1AMcU6rP0vh6RFUzhyn0DdAtSlRAOIXx13Faxdw2RisFc0JgYQaxRlC5w1e9fBtVW497r1ztJua3sF0c1F5OP79970ZpO3/scV1anaFSkzqB3k7YVNui0XjCZ5+yDkDOXHdOIHYFoC3/35CwOvvg6ZuZ5rWoBRITINPFdH+Eig8fWxeTLheM9FVTXyvdtdcpcHqG6ZepY23XI2dfpJlvDkZWN2BGItvDzyIaIiBqS+d49mF7flUWtwqbhW0hsG7z5ylqidlE6ozW1oKzg1rVhrU7bQe8udwU61nakhm3ahNo9WcA4V3XZrxejo6P8xIkTRu/pO3ZBOUsAyAQsZX27Eryi/jQur7/Wsckaor5/BmBp75ZK67lv6uddA4ucfZ+i2bj96+K4GyhL9ulP0cqA9Wepk/OzbofuyNbo+vNyuT7qs2oPZm44zzDGnuOcj4pea4RrSNZWocjpy0vCQquqAcCi8BKlaa6l1g6+sXEx+XThHDs/36VknH2fkRqQkWsRCfEFyW6WL65WBosCt66Du64/L9frq4PriqARikBnFGWO61z68g7AV65+gsZnjMV7wDhCAzItRNa3inLswEd8weXn5Xp9NU4vbYQiKAdCNw8AP18Erhp4xWytR5F/2uX1E2p8BsKj9g6KiUlGU5GiIKyLhUy5f1yvr8bppY1QBEC3SyF31+i4jKpYjzqWYcheM6Erc+uCr0aB0XsHxcJWGBat3zpYyDL3j+v11cnVV2KNmy00eYYM1ZenH3CSoUNZhjbXr5rNlLupyuMb75v6ee1qLHql7iNURlftoIQhW/59b12bNVwrUrZ+dfoL+Ubm/vGxvmKdRl6sV4PeSY3ZEYiYmL6M2YVui91lFo/IYmTIYgXDBhb5xPRl3PPC7Io76/TlJdzzglkuPJVGWcx6CdUZVEasbqW21Koteag8dcrNUczQUa2lDhayzP3jc32xq6BLNCJ9VIQojRPQmzlrc6/cDcUAq1TDLX91ERfnu7+rwRbDhXfrbVV102iBTEm9smez5tlu2XF8Ruiyi7mmniB0umlNi6O0OfcsPSKzakqn6rOJkEra+PRREVQQd2M/81KoNTZ0jVDA6aYaipSA7LgI3TRaIG4WU4h5w2uSUFW+OXXNaNJF1nqiivtHx9qvS6B8mcbGCGIIG0oIhxJwVCWsCCq2EcJ376O3Uq/EHCpRM+FSe2SfSxUFp9PzqGZV0I3dEYRO+5uYvtzlFsrZPADleMjBAeDiQvd7Bw2+QVEa5d6tLRydvqKV9RLKd+86E6fXYg7W1CELp5fw9XnpKGRRjIUNZAV637w7C7aDyauyHeJ1R8AYu5Uxdoox9jJj7A+Ic97JGHueMXaSMfY9n+spYtu3xpZDpy6R/vmfL6Irk6dssR6+YSPKHWxay8dNKPcTemDkOu2sl1CTxqpm4pSt/4Mnu2NBvTIhzYg6ZOH0Er4+Lx1rv9w7qbURAF+dbzz/endVtsesIm/BYsZYP4B/APBuAOcA/BDAb3LOXyyc80YA3wdwK+f8DGPsFzjnP5Nd11WwGAibU28SqAXEgdHYNQA+e/a4gkoCEFGndTuj1wO4ofHxedkE7WU9m3IqBpJjBYvfDuBlzvmPlxfxDQB3AHixcM5HATzKOT8DACol4JqQaX8mgVpAHDeInaZIPcPmFhVpCI9uJTewRqt/ez2AGxofn5dN2qlOHMdjrMenIhgCcLbw8zkA7yid88sAWoyx/wbgOgCHOedfL1+IMXYAwAEA2L59u5fF+obye7f7xL7/Ogqp8V0bOmoZcl6b55iYviys3A69e9ENvEvdgBMTwKFDwJkzwPbtwPg4MDbmZoEmFqjOuWkHUE9MFQwVryif4wmf0kZkJpY9CwMA3gbgdgDvBfCHjLFf7noT50c456Oc89GtW7e6X2kAKL/34Rs2Bo1VVGFs6Bpc1999fB7AXZOd8xxEFcwhMnUoBTrYYnoxh4kJ4MAB4PRpgPPs3wMHsuPFc3bsAPr6sn+Lr8kw6Uevc26N+9uHYGoC+OIO4P6+7N8pza+hg3PPZm4Znepek3NN2fXhrG03hedYj88dwTkA1xd+3gbgp4JzLnDOXwfwOmPsrwHsRhZbWHOIXDsT05fR7me4tJTpyMGBLABc12yWGcHuBQCWgJVK51izhQF656VdJHjoEHCpFES+dCk7Pja2qijyc3JFAah3DVRa4ckJ8znBsuv5qhuoEVMTwF8cAOaXv4ZXT2c/A8CI7ubNpLrXdyXwtpuAk3+6GiAuwvq8z6DwuSP4IYCdjLE3McbWAfgIgCdL5zwB4F8yxgYYYxuQuY5+5HFNtSK3nItFYXM1r5mSuayu8tXUVBEh6iUq9/45c0Z+nFIU+/erdwjU1n/+9W6rXicFscF1A08fWlUCOfOXsuPayBRp2fo/+af+5yGLlAAA8CXvit3bjoBzvsAY+wSA7yDrsfYVzvlJxti9y68/xDn/EWPs2wBeQGZUPsw5/3tfa6obMS1nGTL//viuDbhzkviFBVbeE7M1c6Wg+vbtmZUvOg7QimJxedKEbIeg4wcGMgHD+jIBUKZu3Tsj8SrxNVDHhcgUadn6N72GCFU8J+L36fUvk3N+jHP+y5zzX+Kcjy8fe4hz/lDhnD/inL+Zc/6/cc6/6HM9daOOrRRU/v2xoWukRWy54uiVuEcX4+NAq1Sx0Wplx4FVhSAjdyWVEeWtU/AleY47NR2sIXUDm4ivgTouRNZBVXfWgq6Q1onnRKwDqV9qSoPw0UqhKjpFY6LiNgBYx7Cye+jZ1szPPAPMz3ceY4W8h/FxYIOGQhPtHEQD2FtEQWA+nF00rD0XKnnxUU5rY5x5xhG4ZVwsM28ZN7gIJXhFOzERJkJap+2E6Pcj0PfZ2BYTdcD3UBObFE6dXUp+jYMnZ1dSX8tdW2PXPBgzMQEcPAhcFGzNr15dDRbn7p48vbSvb9UtVITaOZTTCqnio9xtIBIC1HSwgfVrQglMTWS+/lfPZBb+LePiAHC5Fta4NnbbTcDMS8DZ72XCn/UBQzcD518Qu2ha1wID19il6urGcyLVgSRFEBGfIxRt++vo+vd7TtDLKGcCiSha+EWFIHrvhg2rriQVLouP1kCQWDcb6OlDwFJp47Y0nx03yhqafmZ1B8CXsp+Hbs7+LSvnG8bshXTN4znJNRSZcu+fclFWsWeOySQx275Arvz7Xrt92ubxU4gygcpQFv7YGHDkCDA8nLmQhoezn00K0IpTq275Y7WwqVnnypxiXv8XtmT/meb462YDOQkWU+6a8y+4d9HUvA9U2hHUFJFF/+DZKyuvn768hH2Ts3hmZh4PjFzX9X7bQLSLXYrXbp82efyqSmEqEyiHMbmFX9whhKCGQ9DLlnzR+DXJ8ScF/OlMqeSuok3bs2NljILFqulkLl00dZjGJqGxE8rqDjWlqwwD8Mju7kBszClfXu+9Y4c4vXN4GHjlle7jlOumaLVT1wQyJXDvvcADD1Rbt2skqYi6PnaXfHGHWDAX2TQMfPKV6tdpbQB27wcmj3buHlobgPcfMXjWCFPCYiJrOpcUQU2pOlZS1IXT5Szm8r2KOwhKgTnp9tnXJ44KMgYsCe6rozioGMHgIHD4cFhrvyJlyxywEJAW3N8H8bCNIgz4rMK2Ea1fdU3wTMkYK7zQoz0jk0ZV9iBVx0r6DEQXEbmBKJykxaoKvsqoKoWB7kwg143mPFPcAbA+gJeSmHIfu09FQLlqyueoyNeYP49SuXCgr2W566mDu6YmTQPTjqCmmPTVr+Og+TKUC8sYHVdPxwJ3mLmSegxtC1rDGve5DttdiY6rCNBzO9WOwDsS2Y4gZQ3VFFFR1i2b+7tausau2NWtguZwNBbSNEtHVABmkt6piyqTyXWm0zKiLBsRRkFUC0bGMkG/aRgAy4zb9mD2/5uG7V1Tt4xnSkSFUbZQXdApMgtEcg3VGKpbacwpZWV0XVjDLqulTbJ0Qrh9VJlMVTqWKtARgK0NhhW3loyMrQr73F01N1P9msCyq0iyM/Ct6AAPQfga1YMk11BCikrx6LiwfAWpa4PK/eTRPUW5Tlh/Vh8VKmuoiK+A9dQE8MQ93UZ0Xwv4wFf9PqOXZwqctZRcQwkrdAbMiFxYv339+nr3GXLtplEFpHUC1paIXCetDcAHj2YxgU++Yieoqgx9sW0RLbtnbo3njVlz2oP+lQDgqO11mRoVmSXXUGTq5uopoqpOruu6pfhw06gymUwznQwoZ9m42AFUHfoiq/ql3CuyewKdr/GlMCmx5bULj5cK3YzWU4espWWSaygiIXP9bZDVMmzoQ23XLaWKm4aqUFZlMplmOkWGcjfpZuZQ728PAgtzYvcKFQPYNJz9W2U9LtAtdAupnExJrqGaYtsPKBRU3n8/UOt1S6EqiE+flruJZLOMVZlMLvoROULH5VO1jw/lrgJo94rsnk76ClVEJ3spfxYns5QDk3YEBDYuG9P3UBa3kwpcB1A7Fiow7H3dqp5BOgwMiNtG51CW+hqoR6ACnrv3Ay8dW3XXXJ0VxzBNLHCRC+jRfRAXiDFJ76Ca7AiAzmeSFbq1NoSv7NYhtZgwxMZlY/OemP2AdBEpt0OnLoVftyv3SnHIDIVIuJu2tnCA63RF0r2x3KYhp39d9qjFNs8uhJnM5XTLOJ2VA8RpmyFDmq0lsDPqUPCWXEOG2LhsbN7TCyMdRW2yo6ybGhovGgkpY1CjVbMom4cK7DoI+IrIrfdXTwPgq8HTKm4G0pVS0m+LV4H1b1gtDqtSEFaEchnlCq5YkFa8p+y1WFDPIlICAP3Z18WNlLKGBNi0cLZ5T6h+QBSUK0vHxdXuZ7i0lEmQwYFsfKXXdbtIwZyYAF57TX2eSLiPj1cbQGOILF3RVgDq9APKmZsBfv+C3X0oVBlOxYI00Xtju1aKUM9CBb1ZXybki89QNTvLJUkRCNCd0lX1PUC8SV/UzIBnZuZxdPoKOUtA5AKb89jDZgUXKZiHDnXPIy5DCffAjelcBUiL7qX25qz4qmOyV8ktlFO1Updya6kEeowW2rZQzyLqucQXu4W8D2VvS3INCbBxffSCm6cI5co6cvaKsnYgSsaQi55Bst2DTjbP2FgWO1hayv71mPVDCWJdAT01kU0Ie/TOVffS3MXsMYs9gEbvpd01tti6tXy4w0KTu7FYf/dr5QK0OmRD5SgVAWPsVxhjtzDGNpaO3+pvWXERVcuqcuRt3hOLienLZH8gKp8md3HZTj6rjIsUTGr3MDycCffx8czid9wYzgaZP11FLlBFmT+LV4F1G1erjm9/wL3/3bYK10v1bgRGxlbHIJcpCvmqyt4l0qwhxtj/CeB3APwIwFsAHOScP7H82t9yzt8aYpFF1lJBWQxUvYH6IVYGeUZQL2Q6kcgyj4DaFX3ZukmUxU+eW1KTQ2oU97V9nyuquKXK79VJwQ09RKhK1tD/AeBtnPMPAHgngD9kjB3Mr+tshYkOfA5+F7l2cjb0AQeuXy91cfWaC6wD2a7CVVaSQ0bGMqFh2jNI5VpgfX6zVCiLtr1ZniET00Ku4pYSvffqz7N4TJHyjq5O2VAqRdDPOZ8FAM75K8iUwW2MsX+PBisCn4Jap9FblXXKXDhHRjbigZHrpC6uXnKBCSn7+QH5zGIHjeFCoxKcfBFeffAit1ZfKxOOMkFbxR1WlSpuKdF7dVNwbZW9a1SK4H8wxt6S/7CsFN4HYAuAEY/rqi0uBbUIk2CsTCFR69zcEuvv4Wv6tIW5qLagJym2jaDwVCfgE6odAhP8tfvwwYss3fVv6G4fXb63DwtZN0+/SuCWOmduph5CXgdV+uhdABaKBzjnCwDuYoz9P95WVWNkgtqFQNQNxlLpn0AmqKl1tvu4sGFc7tpRXXdNIXIHFfFYJ+Caso+63DZipcWDAB9ZKuXUyvsJk7N8b5t6AZuOpuV7kC0uNOyAKu8tEyt9Vroj4Jyf45z/D+K1Z/wsqd74zpqh6g7Kx1U7B2o9MwuQuna8pod6GtdojcztE7ExnCkiH/Xk0UyIFK3RmD54X/eW+fZN3D1V3FKuXFox02dTHYEhuoLaFt1grEohydYpc+14U3Sy7p2q9/lSHrJ0Us91Ai7RFXgxffC+7i17dhN3TxW3lCuXVsz02aQIDPGdNaMbjFUpJNt1elN0Nlk5tspDl1CD7T2jK/BiZqn4urfs2U13IVUCty6CvlTKb4gCs9R91II6TBXT6XZq20rby7Acm+6dIVo/u2htHZmqg2R6GduOpnUL3E5N0G26XX2PqQ31GsWXQvJyXRuhTimP/H09KLR9ELowqU6onr1XehfJWoR/6BE3a06KoCZMYRrHcQqvYg6b0MYe7MIIhmIvKww28wRk+f067687DncjvSLwfGDz7FMTwLcOrlb/tgeB2w6vvi/050lWVQP4rCMRnRRBDZjCNL6JKcwXGji00I/3YaT2ykC1Q9DeQZgKPpHyKNNDE8I66JE5xrLUTF+C0rcQnpoAHr+71IW1QHsQuPKa+8E8MkK495IiqAGHcRyvYq7r+Ca0cRB7IqxID1XMwFtMYWUBy8qD2hl4nBDmlR4YfSkbbTl51I8rKoSbS2cQvQifMRfdMaJVlGKaUFYDREpAdrwuqOoKtOsObNNA85YQw8Pi13uw8heAm0E7nqHSGZ874i/NMUQKpW0Wjs/sHVFWVa5wQ9QVJEUQiE1oGx2PTd6+gmpXbdSW2kUa6BpJ9Vwh8OhLGyjBZzqO0cU9XQph2yI234V35RTUl46FqytIiiAQe7ALLXROq2ihH3uwK9KKaIp9iijyugKtugMXnT1dzCOoEz2g2CjBJxq6IjvfxT1dCuFbxrs7g6oIVXhXJOTgmqQIAjGCIbwPIys7gE1o1zZQLGtVDVi0pbZ1g5TdSUCwCWHSdbgoaNNRbJFbclDVwG874K9COUT188gY8IGvLk9q0yBWe+iQLUFSsNiApqR/9h27QGWyYdgma8gmMHrffcBDD3XWEcTIqomV3aMaohOoCG4tZg2JuJ9qqh9oKI4I14HzlDWkQEfA93L6pynOp5CZCtOJCWDfPnExmUx5+KgSjpXdQ913cBCYm3OmmJpcf1CkrtXZLr+fpAgEFIV/GZGAD5X+WYddh5eUUBMhLSsko9JFfVnuNq0xXCCrqhZRUEy6wqPJFcllmvBZJEWwjEz4lykL+M/hKfLcz+B2q/WI1udy1zGFaXwbJzGHrDKmjRZuxQ1a14raT0nVWkJkifuy3Ktct8oORVVVXWZZMZkItLpawbFY67ujVEeAVSGrm7dfPk+W5jmF6UpryzmOUx1KAADmsYjjOGV8rSlM40lMrigBAJjDPJ7ApNZ6o04ho1IoGaOzanzl5dtm91RNmaXuO0hEOJc/M5M8fDIr5bTfmcZ1pS5jI2PQGEUgErIyyoJfluZpI6hFyIrOPoencBjHtZXOcZzCoiDkuwTubL3eEAlBxoB776Utakp5bLaIaRSxTVutmjJL3ffwYaliMkk5lGafaBYw6Y6CTNSbxigCkwpeUX6/zJ3iqjpYVVz2KubwTUxpKQPZmqJUM5ukQoqE4COPAA88QL9nfBxoCZLDf/7z6mmX5YH3Ou4daidi4u4R3VehmExSDqnZxkVkBUxTE8AT93RWvj5xTzVl4FOxJKVF0xhFoFvB20aL9Mn7rg4WFZ2V0XUVydaUvzaFaRzGcePdhjE2bhJT4Ts2BrzhDd3Hr141K1xzhcy95VExmeThl9saUFC7jG8d7B5Iv3g1O15EVwD7HNUYcwxkL9AYRaAjZAFgAXQmiO/q4HLRGYWORb8Hu9Av+OvuA8Me7OqKmZjsNoxxUVmsw8yM+HiM/j3j45nQL8O5V8VkOgms6BffRLRzonYZeQtn2XETAeyzz1DVa6/13cRA7AWEIrfwi6mZV7HQEUwFVi1u0Y5AdI1yeqcs/VMnNXQEQyvHZCmrRWTXpbKGDuM4GZh2nq4aqsHa9u1i10uM/j1jY8Cdd4pfO306c5F5KgYbGbMLdFITvapU9coEcHmNPlsqVLl2ORMrV2bA2gkoe1UEjLFbARwG0A/gYc7554nzfhXADwD8G875f/W1nqKQBeiUUJnFXb5GkXL6Z25l51CvUdfbg13CdNLiDkR2T9lag3ZDDSWgx8eBe+7J3EE569aZ9e9xWZQ2PEzHBIouMqAWPZNGxoC/+yrwk6dXj227iRZ27UHxrqDYusE0eC1MZ3XUw8j22ibKrCqqgTm+8OYaYoz1A/gTALcBeDOA32SMvZk4798B+I6vtVC0Ie48Zevzp9I/H8ckHsPzxqmhOv2JbFNOg3ZDDdlgrVx/YFIn46JLahHRc5fx4SIroevWeOq+TiUAZD8/dZ/4/NsOdzdv62tlx/N7Ur1KdIPXOjsSneer0sMoVPO3PPheVK5zF7MhOr5dUT5jBG8H8DLn/Mec86sAvgHgDsF5vwvgzwH8zONaupjCNK5ioet47kO3gbKmOdm5R22Bj2AIB7EHn8HtOIg9XRa+rWUftBtqqM6hhw4B852uPszP6wta17GM8nNTeIxhmPjonzsivgZ1PG/eVoxHvPXjmUX76J308Bfd4LVOszfd57O5dk6o5m9PH+oOvgPZpDQfraeL+HQNDQE4W/j5HIB3FE9gjA0B+CCAPQB+lboQY+wAgAMAsN2RO4HKs1+PAWsf+Sa0jV0rVS1w6p6q6+rEO5ySpz76pGoswkcso/jcVLWwxxiGiVuDmjNAHQc64xGiquYym4blFbum8Q2T56tT7ESEbIfhcygO4HdHIDKBypL3iwA+zbnsVw3gnB/hnI9yzke3bt3qZHGUwC4Hj03QzUzKqbL7yFM/qV5JOtdV7TasiNk6ueqwF9/DYiLMIDBxa1BzBqjjZURCufNC7it2Q7htquwmTJDtMHwPxfGpCM4BuL7w8zYAPy2dMwrgG4yxVwD8BoAHGGMf8LimFXz4yMs+fSZLzob97kPWLiPqnAOVj923kqgqaH0L6gjDdUzcGm87ID6XOl5GJXx9CDOT56uSAuqj/UR5PTv3Av3rus/ra/kfiuPTNfRDADsZY28CMA3gIwA+WjyBc/6m/P8ZY18D8E3O+eMe17SCTkaODcVMHVETuSK2uw+qXYbrTqg6FFNXP3no/8IbZD72YndQHxkz+XVss36qvl/3HgEzhEzcGrcvF24/dyRzB7H+TAnkx1VQmTmye1ZF9/nqlgIqWs/kUeCffww4+Wfhs4a8dh9ljO1F5v7pB/AVzvk4Y+xeAOCcP1Q692vIFIE0fdTlPIIQLZ+nMI3HMSkMGNsK7hCdUCmKn1kbLVzBApaWn+0P+94PRrVsplJIffX19zGboE73MyBUV00qRuBbmOk8X906reqsx/X3Jus+6rWOgHN+DMCx0rGHiHN/y+dackL3+8+v7XL30UZLuJvwkfpZFvxXsbASZC+v4dXtW/DG0+e7L9LXR+fT+8iYKc8m8J2vH/p+htgGSW3uA4Rv5azzfCHn/+qgWk/oHUzj5hH4mDKmO+HMhQLK20uXM576wHAHdjtVairXVpkbJr6L9x/4EtZduqJ/Ex87gtBTxWJNMUto02s7Ah/rjbYjqBuy4itbAaqq7M2RVfmaoJP2WmUgTfleJq27T469CwDw7kOP4A1nzmc7gUXJ+31lzIRqaaG6rudWEgl9qqaAunbTqNYTegfTmKZzgJ+2Ci6HyeigSnudwjSeEAykeVJzII3OvWT8w9iv4/Qrf5t1xpSNcvSZMeM7DdTkunn21L59WawkdEptDxCioVuVFFAfnUs71oMsMJ/XP0xNhCtiy2mUIqB86FSrCR2C9uyBOu31OE6tBG+LLFoMpDGNOXSlrsoE5N69/izk0Pn6Oq0kchds1bYVa4yQ7aFtU0B9dUUdGVttfZFXUuXPv3OvfUsMGxqlCKjWzFewYN1+2aYeQTYHQDUjQNUawuVAGpMCuTwDqsP9JBO8R4i+BUD1egNVvr7regbdVhI5AfoL9Qo+W0/roLMb8emmoZ7/pWNhithyGhUsBoA/wl+SGTc2qZymAWjZ+YA4u6h8LVngmao2tn3G8r12YismMa0fcJcJRtHvXjkDB8is7VxxVE3RlF3f1Q5FZ/D88rD5pnN/H8SN6VhmuftElO7a2tAtcH0GmkM+fwoWF6CKuHSsZZkA1s0IUsUUdILZssDzHuzCE5jscg/1W7azEN3remzWz4Dq7xcHjPuJnQbV+O3gQWBurnqKpqyxnCtFMD7erWzKxJiREADToKrP1tMqdPsUuew1VP582pvFrbxDPH+RxikC2yZttn3/8/fmgpPClUtHNZBGtjbdtFajDKgDB4AHHxQfF0Fl4FwU/LXYCPAQGUXFCuXTpzPrv7j78dxfKBY2ue8xs3l0XT6u6iNEn09fK2srUew66jMWQNE415DINdMHhvUYwBzmSWEomxZGuVvKaZwyckVkcw/b+gRfdRVd3Hdf5npZXMx2AgcO0IPoddwqRUxdLDFy/mtYdbwiQE9nGSt8sbMzqI2AtXWhmNyreG57M3D1591CVNeXHrq2gLpfexBYt9F/EZ7MNdQ4RQCoBbRIGJq2dTApxjKNEcjuUT7fJp6gG0vwUqUt8uG3WpkSEQl8UwEeIkZgQgQlIWsX3doA7N6f9b1R+c7L+PZ367S5BvQFuW6MwBUx4yGAXBE0KmuoiGxIvagOwDQ7SLcYq5hyqTORTHWP4tpVA+qrpL6qrm1NOQNncJC2+m1cLKKMov37M2Hc1wds2ZL9F6KNtuuJaJrI2kXPX8qaztlk8vjOfVe2uV5GN5snVHvpnNC1ASY0UhHoCOmyMDSd6KUSpm20VuIVx3FqRYCazAhQCXKVoqjSittrId3YWGblLy0BGzd2ziDO6e+3t+KL1x8fB44eXRXGFy9m/1URzLrpqa4nommiEpTUdBDV+3buNTtuiq6ANxGsPtpLU1QZl+mbxgWLAT2LtygMcxfIPBbBwMDBla4Q2bSyPjBcxcKKa6o85F7X3aIKfKsURZVW3Ka7CWs3EhXEXVpy40IRCeMipgFpkwZ0oVthLCNrFw2sxgxE75Px0jGz46ao1g3UR7CKGBkDzjzT2eZ79/44bbDLNHJHoLJ4i8Kw7ALh4CuvywQZVYzVRgvrMdDVL2gei/g2Tmq7W6iZy8W1qyx+U1eU6Bo6xyu5kXy3i9ARuiaCWWbll3cKmzeLr+E5tVRkmea0NmQzCFSWq6gQy3d/HNG6+1pZsDWEa6cqUxNZ7CVXsnwx+9n3YHodGqkIdmIr+VpZGNq6QERC9oN4C34P7yGD1HOY17pXLljL12mj1bF2HXeW7bhKE1dZJTeS73YROkLXRDDLGtCV4wGvvQasK42kCpBaKupzA6wK0tsfkPvOqbYQbUKvufKBi3z6H/gq8PsXwrh2qhK7ilpG41xDU5jGpMASHcV27F3O3ClSJaBK5dubDrkvn0vFONaVRl/6HFBvcu1K/ZhspoaZZOKoir9MBTM1gKe/v/se8/NZMHzjxuCppaoe/rLXKYE20M4sdp9D3kPNVvBB3WYiFGmcIqCE6Es4LzzftgAtR+QbF/nm+5ZjD6LssvK9TASrTftrXX++7rWpz1C72Z/JeEfTITFlRZO7a2Zm7ASzSLFs2EArmpkZ4MIF/evXAEpwzc0AH3ok/GCaXiFmFbWKxrmGTK1T02yhIpRvHECH26iNFhjEKcZAtyurSraP7ZqrpIX6aPZHYpOJU8wiunAh+29pKTtmap1TDe+Gh8Xn92CrCVkapGkWTogW1HWhzllDjVMEpkK0SkBVNQgn982vEwSPi5R3K1WUU5U12zKCIawTbD6XLFpjk+SB2JAjMSmKiiVXJqFbY3vERKDJBL1tC+peVR6h6xZMaJxryCZl0na6mO7uQ+UrL7/u0/fva75ClWZ/SkTVwmViWN7lWMX+/cCxY7VqNWGDbu8dVe8h3aZvJtesO3WNcTROEfgUomV04wuq4LFot+Jq9KXoXrYxEVlsoWqsRYqqFkDH8nbd6kEUqzh6NF4rC8foCDSVoLcJntooj1i4Hm/pk8a5hoDVlMkP4i0AgMfwvHAITBHVwBgRui4c2QAYVy4fXWzdTqrYgk93ltTtozMS00erh0hVw3VCJehNWy5MTdAFZXXIvCkicns9cQ/whS31dGk1UhEAZkFR2wCqbnxhBEPYjSGwUkDVJB7hCtuYiCq2UCXWooRy+/T3Z0oiL+aiMBHauu0jIlUNh0LHT68S9KaxhtwFJLtmXRDtXBavLs8e8DyS04bGuYZyVIFcnXO/jZNKF5OOCyevbSgmj+pUL/vCxu2kE1vw5c4iawHygTiqFFJdoW2SmkrVE/RgllAZXT+9ataASZ9/WcO5qpk3Llw45WuoWmEA2fM8emf2vthuo8buCEyCotS5c5h3kmapm6lj454Khc+UViXllE3R9DOZW0a3jYXJzoHKEtq71+28ZEeYZOKYVMgOFL7+9mB3loxuuqnM9VMl88Y2c0l1DUG2NEkddgeNVQQmgktXmNmmWeooJW9tnx3hNQagQzFlkxpUQ1n+uqmdJu4eqt11sdNpMRah63LygEiQPboPuJ+JlYJOkDe/ZnEM44JFgliuoKjs6k3D1SxpF20fhLsVDiNlELvVRGMVgYngMhFmNumQOkrJa9tnB3iNAZhi2qiOKgITuXtMr1usJzh2TLyjuPNOYN++4HMJckhBBrG1qhPkdSFgOxSUABfFWC7aPpDn8tWagfZg1iDP6joBaKwiMBFcJsLMxhWio5R85fe7xLaBnXNsirdERWAurltEFiguTwp0kGEkcveYdA3NKQtwnSCvCwEriwu4KsZyMSyGvMbwqtvr9y9kDfI2EQXmpvd0TWODxYBZ8FKnUZytK0SntsFrHv5aw6ZRXYjrUgFkigoZRqKA7uN3ZxuefMZvsWto0YUjoijAdYK8LvrqkEqDuZsprApou7xGXnvx1H3AiYfQ4e6K3WqikTOLbRDNB+4HwzrF0Huf97cZNO9lznBCD50K6CKiecyahW/UoHQR7cHMfy8bA2k60N3FPOBQw+V9ZA1R1xDOXWbA6L1Z+2+fpOH1jnAlRG2vU/X+ImWSk3cCDaHUGk0uyFU7g1YL+OpXO4W8SJFs2CCMZ5CD0kWwQtfQPOOFd76e+7tNhGRVARt6uHwIQik3EUkR1AhXlr0Nh3FcO6bQQj92Ywgv4XzaPfhAtTvYuDGbVVC0/CkFItg5mOwIykJoRYALlEJoQdxLbRp0IBU0y2IJPpEpgsYGi2MRM/vHJLA8j0WcwJnapqvmVK6tiJW2mWcqUczOdmcRGXRWpcY69pcGohV903kg+dF92c/tQXQJrdBpjiGHy4fARXDaB0kRBCZm9k/VwHKMdFWZoK9cW+Gjx5AJY2P0nIIyly6JC+UAYfoqNdbxjq+I2yCLagmoAHLd+vr0EnWdSdDorKEY6Gb/+Ajqilpwm6JSWC7XXXajFQf7jGDIqE2IEFmlsKtRmCpUozKLLC52TzuTpK9SHUJNWziUiW299jImbTVCkhSBJbYCT2cegkoA2pK/99s4Sc4HUCHbVbhet0rQV95d2TSGMx2FqUKUkjo7C1wUmOPDw6uxAkdpsR3xAA3qYL32OnWcSZBcQxZUcUnoFLL5jiNcxYLw+LrlorZNaGMU241bRrhet0rQV+5vZFopDPhpL10uZjt8mC5c0yl800RVuQtkcYI6TtRKuCXtCCyo6pJQFbL5jCMcxylyLGYb6/AH2LPy8/XYbLTrcb1ulRvNZtpcB9SgeVmlcIj20mNjwDPPZMHkxcUsNrB/v/OBNjruoLmL2X/twVUXxlrL5EmkHYExU5j2HvD12clTtkbRSEyTlhGu161qvZHvrvIaCAAYMPmVVvUYEmUUUbuFzZsNnkzBxETWnC5vo724mP3sOIhtEvSdu5gNVnnqvurdOptCL81WTorAgNwlROGq3YPPTp6yNdqsv5jVcxUL6C+1XKyybt1+UAtYTcCew7xZ5hDlaqEyivbuBdat677Oa6+5E9SBpptRQV9GJCctXgWeO1K9mVwTcNHeOiRJERggcgnluGy57LOT5x7s6hLWANAHZrz+cqxkDvPgWK1SdrFu1a7EWzyFEsbHjgHXXdd9/vy8O0FNuZlOn3Za60ClMnJJUhn1Wp1TSmNY5i66r4YkxQgMkLlVXFcG+5rmJcocaqOFW3GD8f1EQngJHOswgN/De8j3uUwxlbnpPoen7K9vEwtwFSeQNaermqVUgEpllGURsX6xMqhLSmk5frFzLzB5VD1NzTVk99XTmUKqW2wlKQIDqOBledZw3XGlZGxiJa5TTFVdYa2vrxo16XMMpaq2QKfWQRMqlfHxu4GlUoZx/zrgn3+sU7AC9UkpFXVcLXf5BFYtc59CWDqukodTSLok1xCBqKJV5LsHAA7urP1CncdRlrEJDrt25VDfSeXry2YPVJ1LoKIYxKZwmaVUYmQsq0JuD64eaw9mVcm3P9BdsVyXlFLZgJ0yvl1ZIrdbmTq5itKOQABltb4PI3gfRvA4JjsGzQOGFa2G9wWqFZL5wiZ9s0rGlcyllB83vS+JzuwB6jUXlcdjY9l/O3b43X0QyIqeYhVEqdJWTYS7b1dW2e0WSyHpkhSBAJnVehB78BieF76vavpo5ZYJgdEZqFPGdsCOSknm96Q6rFpldOXC2OQ115XHNrUOaxCR26fsWiHdMYIOqiFcWUWFSbafrklsJbmGBHivaLW8bx0xrTWwTY3VdSn5TL3VwnXqp+485QCEyr4R3UcnC4fKghq9N74ry6bZXMhsp7QjEOCrolWVLVO3cZQ+Gt/Z7CIAfSVpe31n+Kg8lu1MAqFjkfu8D1UBbTpCMxamawv1eeekwTQCdIbHmApJ3WvGGlpjs96QyFw+B5fbYtRiDCfl0xeNnewhQk3Wou5Dpq0GmOwVAx+ft2wwTdoRCNCxKk1TMHX8/9GtWcP1hkS1C6tNoH2N+vTJvHjHwU7qenwxc6XUMW3VB6E+7xyvioAxdiuAwwD6ATzMOf986fUxAJ9e/nEWwG9zzid9rkkX1wVdJq6NOgSG6xavUCnJ2igunWyjHoQKxLoOdpL3GS4Uu9XM7eODUJ93jjdFwBjrB/AnAN4N4ByAHzLGnuScv1g47ScA/jXn/H8yxm4DcATAO3ysx8Zt4NLVUCVbJsYOoW7xCkCuJGuluGrg03fNLePiQfKuLXLZferYx98XoT7vHJ87grcDeJlz/mMAYIx9A8AdAFYUAef8+4XzfwBgm4+F2LgNXLsabALMMd0dlVs8C6ii1KYwLW2LUUfFtZYIFYitc8A3JOXPob3c3PbRfdkx15+JT0UwBOBs4edzkFv7HwPwLR8LsXEbuHY16Pj/y4LyKhaiuTtcxyuqKLUpTOMJTGKpkAw+h3k8icmV9/tQXIlOQlnkTbL8ZeSfQ4gMIp+KQNSAR5iixBh7FzJF8C+I1w8AOAAA2y0qKm3cBj5cDTLXhkhQmq7NNS7jFVUU63Gc6lACOYvgK++vU6A9EY+1ODRHVkPRC4rgHIDrCz9vA/DT8kmMsRsBPAzgNs65YFArwDk/gix+gNHRUeN8V1mzOKpDZWhXg6zFdag1mGDq5qmiWHWVYvBAu8sh9onK+LacYymZEBlEPiuLfwhgJ2PsTYyxdQA+AuDJ4gmMse0AHgWwj3P+D74WImsWB4hnDoeuUNW18uvg7hDNbH4Mz0sb5VWpxnY9TMcJ1OAaF7MCRJPREkp8zgCIOWiGyhRymUHkTRFwzhcAfALAdwD8CMCfcc5PMsbuZYzdu3zaZwAMAniAMfY8Y8xLpdgIhrAbQ9J20eV2BT6Hw4igBFobrWBr0EW2exEpVaCaYt2DXegjvrud2Kq5asf4miLmU8GscXxazjEHzdi0pzDFax0B5/wYgGOlYw8V/v/jAD7ucw1AZsFOYrqrY2iZmDn9VLDTZmCMb1S7F5Hvv4oPPz/nm3gB84WxlAAwiWlcj83hPyNfQ+xlCqZH3U6hXCo+c+9DF3gVCZFJ1YjKYl3/e+wceSBesNPE568aBgOIlUUVxTqCIWGraZ2As5daDNXgGlt8KZhIPHVf53AYnz1zfObehy7wKuM7k6oRikDH/14H33usqmJRxtJjeB5nMYO9GOk6fw92daVzlvGhVGUBZ0rYe6vF8NVKwpeCicDURNgJYT4t59AFXqFphCKQZQ1x8MakGlLCktoxncAZ0u0iG87pS6lS32MbLVLYe2s94auVxBrqVfT0IQQfyOLLcl7rhW6NUASU/70OgdcQlKtygU5hKdsxiQTmcZzCIvEX7kqpipQW9T0CEAp70SS5HCe1GD5aSayhXkUyYV+XgSwmrOVCt0Yogtj+9zIh+weJ2knn5JZxG60OJVFEJDBlQjRvCV0F1ajQ8mdHTYyTJQfUoRaDZI30KpJNDKvqUikHoHfuBV46tjat9RA0QhEAcf3vRcG1E1sxielg/YNUgfJXMYc2WuTrIoHpu9hONSpUtEMxsfDrEA9qAiK/Olg2MQxY7rlvIbhFhWMnHlx93fcQl7VIGlXpEVHh1Qmc0Rq56AqVgNyENrkbACAUmLKagClM4zCOS4vLbNdMHacKBkXUpRajbvgYizgylo2FLI6J/NAjwPabqxVniXL6y+jk+IccBVnH+xdpzI4gBiZtI0wsWlepnrnwpizqNlrC61KuNgBGGTqi3dJLOE8+d77jED1/0WWUJwGI3u/CdbXW8NmaQeRX/+KOar1zdAPNsvNCj4Ks2/3LpB2BR0yEu65bRbTLEFXy5lDWchutFcuYsvBvxQ3kOkRD63UHzFPPcQJnlEqLen4AK+v5AHbHHWDfY4SumpUVZ+lYybqBZtl5rp7Z1qqPWaksIikCj+gKdxMhZSJsAXGrjA/iLfg9vKdjRKaLdhomLh3TJnv5enSeP3R7EBF12varCF01Swno9mY9l5Go5UIZVY6/i2eu0n8oZqWyiOQa8giV7rgbQ3gJ562yhmy6eOoEyl0E002CyCa7pdx9RWUHia4Xc+Rn3bb9KtqbgTlB319fKZ5UcRag5zIS5fSbZg25qBSu0h46dqVymaQIPOIjbbXOk7hMhsPotKkAuovFKOrw/Dkh+se7YmoCuPJa9/H+df6qZqnirEf3ic8XWclVc/pdVArrWvWiXkt1q1ROisAzri1T25GXLieNUdcyUXyi5yhDFYuJzgvt/5c1UiMFhCinPsL6ijx9CFgSJI2tu86v0hIJ8qcPhbOSXVQK61j11O7w/Uey//JnZv2dMYLiOkI07UuKoMcw3WVMYRpPYnKlEvhVzHWMeDSB6kn0bZxc6ZKqq/hEz5FnDekUi+XEKA5UuX5khVRTE/53BSauKUppzc34Wx9FaCs5xK5Ctjv85CvZz7LvamoCeOIeYPHq6utP3LP6uisY58YDv6IyOjrKT5zwMrZgTfJH+EthnUAbLfwe3mN0rcM4Ls3q8RGQpe4ZMxX0izsIS3A4++Oemlh2cwj+tPJzYq7P9twQ9NqoSdV67++DuN8SAz67pP78v7BFHL9pDwK/f8FsrYyx5zjno6LX0o5gjUMVi8mKyChkPv15LOLbOOlEERTdT2200AfW0ek0diqoyjc8MgY8eqfZe12iWl9ReLU3A32tTvdQTF91r/XzUa1X5T5SfVciJSA7bktKH01oowrIzmEef4S/rFRVXK4TmMM8GLDSBqMOlcE6owM3DZu914an7gM+NwDcz7J/n7pPvb5yyuPcRYCxzMLMq3/ff6S3hHEVfKf5qqaLhRhDqUPaEfQwOkFgqqGcrL8QhU6AN7+XbQ8lUZ3AIjjWYcDYleUKUYOzyaNy37Bvf/dT93X21+GL2c8nHsyEOmXli3zWi1eBdRvNXQ29Tog0X1VQWvZ7IlNK7UE368tJiqBH0G1edxYzHQHX/wXX4SfojvzdgF80XkMu0MstrSls+v7b1En4RCQsJo8Cu/fL89Z9969/7gj92tzFLP2zPZgFfYv3NknRXOuESvMVuY/K7rmBdvd39cUd9DVvO+xufUBSBFEwTecUZeucQPdf7jwWO46/ijlSgMp6+sjIs4KoIHQZUwFuWyeh85napNFSwuKlY+pgqmt/d1F4KMZvk1Z+1UKmXgvmyohV3Vs2LuYuZruADz3S+VnK1uH6M08xgsCY9goCzNox6CIT0DodRG/FDVodP00LvWSdTWXrVX2mNp87UJ9WAGXfvg6iNap81iZrMO0aWjdi+ee/dVCvzxC5PiL+VIXG7whUVqLrITI2oxN9uEUYGD6Hp7rm+8ommRXXN4IhnMWMcGeSY5PdY1ONrfOZ2o6srEsrAJ3Wy2VEa6zisuqlimkdYlT3Tk3QGT9FxT01AVydFZzEshiVaxqtCFSDzX0MPrfxgeu2YzCBFwrM8thCMeZQhBKYqpbROi4vkcA3rcbW+UxtYw91aQVgugPpa2WC5P6+bmFv67Kqsjuq6lLSeb/pPUbGgDPPZPEWvphV9+7e71epybqL5oq77DrqgGcxqu03u11no11Dqk6Wpp0+daBcJTIXCuUuGcV2peulfB4TjJ2fxyKew1nlJDOdYzmiSWJFbF01InQ+U5vPHRAPVzFNr3SRoihzE3yWAx/6z6trbA9mKaFzF+HUhWPrSqnqUtJ5P3XOU/fRn/3URCZU+fKvPV/Mfvbp6pIpzTxT6LH98t2fj3bVjVYEKivRRwaLjQ+caqu8FyM4iD2kMGNgHed9BreTc3xl833ze+ockx0v4lLJ6nymNp97zshYFhj+7FL2r6kScOFXV/n2i2tct3G1JUGOC+EhbP+s4aqo2ntf5/3UOSceoj/7GDMByBbcy+mgf3FgVTHJcB2jarRrSJWhonq96NrIp2KpXCK2HUll7hKqEZ2o8Ip6JmqqV34tamSlaQO8HJdKVucz9dEJVgdXfnUT376vAHfuSjnxEFYD1hquiqrr0Xk/ea3Sr3Txs4+RCEC5Gm87bBYHch2jarQiUAky2evl+EHR5/4YnsdZzGAvRoT3dd2RtGrXz3xGgihG0EZrpaFclfuWcd1OO9TMBR100jxthI2ub99ngPulY5AKVx/r0Xk/2ehPQP7Z266rSrxDptCpGo8yPmJUjVYEKkEme/0wjkt96idwBtdjc7BWCFW6fubPdD02O92pyNiDXR1dUQGgH6znx0lKA30FfGUdUdkmroSHjRVdNeCu837ROWAQN/7bbr8uF9XIlEKXda1tb+4uOHNJoxUBoBZk1Os6LgzTqtpQUM8UeqpX+W80dB9c16nBgN723lfWEaWE2oOZ68GF8LCxoqtWWZff396c/fzovuxY8VomrUBs1uUzhZZSTCF6PzVeEdiik9IZqy1CHVAJ2eM41dFRFACWwIMpTx+pwYDC5cP8pU4CtBJat9GdILG17qtWWefvV1nk5Xtsv1n+2ZXfk2d4Uef7jCv4bksiIykCS3QasNVpfGJIdIRs7J5CtgVmKkiL2bK/v4shMy6DnzGFVX5fE4vcRAHpfNa+CwxjteFOigB2LoKyr71M7J75rjH5jHSErM/ZyzprNVFEJs/uugDNRPBRQ+hzV4orYs4M8KnsdD7ruhQYuqbxiqCKi6DoU/fhb64Lpp+RjpCtknpqu1YAXem+ZcqKyPTZOyxmxSxaHWL3OqpbkzmfFrnOZ+1qR+SjUroKjVcElPX6OCbxGJ633iHkhVG9rgymMI3HMdklNGVuFB1r31deP/V9fhsnsYClrnTfIiJFZONCyv9YXfS6NxF81Jxh2/nDMlcJEEdB+LTIdT/rqjsiHRdUiFkJRRqvCCjrtdyLB5ALdV/BR1fY7FjyZ6IKzajPTtfa95GlRK2JapmtKgS0jWW4yi4xEXyurWXqGR69Ex2pmb6FVBGXMQrTgUOuLHSd343QDf4arwh0sn90gohVg48+XUu2SkrV/pry58eq4s3XZBJw5uD4DG43vp4qlkG6GTSLnnJMBJ9ra1nqfhIUlT22P0vp9L1DcBGjMB045NJCr1Ip7csl2HhFoJP9A6gtwCpZML53E7ZKSrZ2nf5IMXZC1G5kAH3CXYFKoNvGMmTFQVMT5u0ldM53ndFjUq0LrPbICbVDqGKhmw4cos7/1kHzNVSplPZViNjopnNAd0M3UXdOQC0w6tKATYStklI1s6uDy6sM1aBPNEhHR6BT11M9+y3jgPBXifttalalQV4ZYZM5TXw3b6vazM90x0adP3excw2P7gPuZ/IuszrDgaoMELKh8TsCoDv7x8YCrEsDNhG27g2TZnZ1QrYb0XFXidx0B7HHbA1jy750Ab0yH7icAWWKz+es6kM33bFp74404iY6O7fQ9RqNVgQyv3zVuoKYDdjK2CqpmL5+H+i4q1y66TYNh93e+4Cq6AWwEjBm/eLWyT6fs6oP/Zbx5SZvgj4nImVyyzjw+N3AkjjnQEjVQreQ9RqNVQSqP3gbYVelAZuPnPriugA7gR7L1x8LlxXHsUYh+rAiZRaqSEn0r+uckLZzrzgIa0tVH7rpjm1kLIsHUGMmKV49U79aDBGNVQS+WgzYEMLybppAp1BlZzmdkzDmfhSiTKhMTQBP3LM6lObV09nP+Vp0ryN7Hsq6BTqbwl15bVVovnoaOPHg6vkugskulKzpjs2mHqO9OWw9gC2NDRbH7nVTZgRDK1PEVGMeE3bojMesEvTvut8E8Hdf7hyF+Hdfth+FqAqQfutg92SyxavZcZPrmKznC1uy4Oijd2Y7gA89kjW5U7lQqgaTR8aqjxA1nbhm6urKr206Bc3FaFNTGqsIXP7BJ3oDneysKiMty+gKZl1UoxUpt0X5uIsRjfnuo3jtuYuZH910QIwtVTOkRsayHVpHdhen5xabZlG9/wi9i6Ce3ZWSNqWxisDlH7wpU5jGYRzH5/AUDuO41cD2hDk6u0DbdFERuoJZF1dFRi6u8/ShbiUHZDsB1t99XEQdguayiWtlRLuQfNZwmU3D2fnUM1LHY8xRBhocI4iVEeOzeGwtN75zgW52lot4ig8LThUgbQ8S3UcHu8+vms0kUxp8MbOcZQN66tKx01QpiuYXyGIVprGMWE0GG7sjAML55Ys7gMcx6aV4TOT/fgzPp11HgZC7QJkFR1mRKijfdX78tsNAX6vztb5WdryIi2IlmdLI/fVFy3n0t6v5831harGXUcUqqNcBcRyg6npsaeyOIBTUkPsyVYPUsr5ALnYda2G3EXIXKLPgyoJZl5eOyY/nwqeY5rj+Dd3nuyhWumW8M0Mpp6+1eq06CHoVLrKPVM+q2kUUM4lizTtolCKIIcxUjdtyGBg+h6es1+WicR5F3TurmhAqjZZyv7QH7QWkrC1CsRp2ofCrMHdRnK7oYnQk0Kl0irOReyF3HghfwZvfi4oD5H2OQn92jVEEsYSZrqVv2va6jM8ZynWquegVKMvOdjcAyNsc5MI+ZPtiSpmE7qVfldC7F1UcIMZuqjExAt+N3ShkjduK/1Zdl8j/rbsWFXWruegFXOS5l5GlL+bCPvZEMyBe5kuRGLn4usSKA8jwuiNgjN0K4DCAfgAPc84/X3qdLb++F8AlAL/FOf9bH2uJJcxUjds+h6ecrMvnDGXfvZB0qVOcQsf14dqyy68la40Qun0xtQ6T466p+46kjnOPve0IGGP9AP4EwG0A3gzgNxljby6ddhuAncv/HQDwIDwRq4BMlZfucl3FLKgP4i1OcuGBuDUXOTpVwcHWEqnoB1jOTR8Wv5YrpJDti6l1mBx3TR12JDJ87Bar4nNH8HYAL3POfwwAjLFvALgDwIuFc+4A8HXOOQfwA8bYGxljv8g5/0fXi/Hd2E2GLEDpa10ug6J16EJapzhF6DGCZWQWZYzgp8n6QhB7R6JD3bKqfCqCIQBnCz+fA/AOjXOGAHQoAsbYAWQ7BmzfbmdW1EGY9dK6ysRuWlenOEVsQaMS9rGFTGxlVAf3WK/hUxEQ85mMzwHn/AiAIwAwOjoqTsTXILYwo6jruupEXeIUQD0ETWxhryLm+mLvSHoRn1lD5wBcX/h5G4CfWpyTSNQiTpFTBz98gqaOPvi643NH8EMAOxljbwIwDeAjAD5aOudJAJ9Yjh+8A8CrPuIDid6nTi602K6PhJq675jqhjdFwDlfYIx9AsB3kKWPfoVzfpIxdu/y6w8BOIYsdfRlZOmjd/taT6L3qZMLLQmaxFrCax0B5/wYMmFfPPZQ4f85gN/xuYZEIpFIyGlMZXEikUgkxCRFkEgkEg0nKYJEIpFoOEkRJBKJRMNJiiCRSCQaTlIEiUQi0XCSIkgkEomGkxRBIpFINJykCBKJRKLhsKy4t3dgjJ0HQExuVbIFwAWHy+kF0jM3g/TMzaDKMw9zzreKXug5RVAFxtgJzvlo7HWEJD1zM0jP3Ax8PXNyDSUSiUTDSYogkUgkGk7TFMGR2AuIQHrmZpCeuRl4eeZGxQgSiUQi0U3TdgSJRCKRKLEmFQFj7FbG2CnG2MuMsT8QvM4YY/9h+fUXGGNvjbFOl2g889jys77AGPs+Y2x3jHW6RPXMhfN+lTG2yBj7jZDr84HOMzPG3skYe54xdpIx9r3Qa3SNxu/2JsbYXzDGJpefuacnHTLGvsIY+xlj7O+J193LL875mvoP2VjM/w/A/wpgHYBJAG8unbMXwLcAMAC/BuD/jb3uAM/8vwP4J8v/f1sTnrlw3nFkk/J+I/a6A3zPbwTwIoDtyz//Qux1B3jm/xvAv1v+/60AZgCsi732Cs/8rwC8FcDfE687l19rcUfwdgAvc85/zDm/CuAbAO4onXMHgK/zjB8AeCNj7BdDL9QhymfmnH+fc/4/l3/8AYBtgdfoGp3vGQB+F8CfA/hZyMV5QueZPwrgUc75GQDgnPf6c+s8MwdwHWOMAdiITBEshF2mOzjnf43sGSicy6+1qAiGAJwt/Hxu+ZjpOb2E6fN8DJlF0cson5kxNgTggwAewtpA53v+ZQD/hDH23xhjzzHG7gq2Oj/oPPOXAPwzAD8FMAXgIOd8KczyouBcfnkdXh8JJjhWTo3SOaeX0H4exti7kCmCf+F1Rf7ReeYvAvg053wxMxZ7Hp1nHgDwNgC3AGgDeJYx9gPO+T/4XpwndJ75vQCeB7AHwC8B+CvG2N9wzl/zvLZYOJdfa1ERnANwfeHnbcgsBdNzegmt52GM3QjgYQC3cc4vBlqbL3SeeRTAN5aVwBYAexljC5zzx4Os0D26v9sXOOevA3idMfbXAHYD6FVFoPPMdwP4PM8c6C8zxn4C4FcA/PcwSwyOc/m1Fl1DPwSwkzH2JsbYOgAfAfBk6ZwnAdy1HH3/NQCvcs7/MfRCHaJ8ZsbYdgCPAtjXw9ZhEeUzc87fxDnfwTnfAeC/Arivh5UAoPe7/QSAf8kYG2CMbQDwDgA/CrxOl+g88xlkOyAwxv4pgF0Afhx0lWFxLr/W3I6Ac77AGPsEgO8gyzj4Cuf8JGPs3uXXH0KWQbIXwMsALiGzKHoWzWf+DIBBAA8sW8gLvIcbdmk+85pC55k55z9ijH0bwAsAlgA8zDkXpiH2Aprf878F8DXG2BQyt8mnOec925WUMfZfALwTwBbG2DkAnwXQAvzJr1RZnEgkEg1nLbqGEolEImFAUgSJRCLRcJIiSCQSiYaTFEEikUg0nKQIEolEouEkRZBIOEDVMTKRqDNJESQSbvgagFtjLyKRsCEpgkTCARodIxOJ2pIUQSKRSDScpAgSiUSi4SRFkEgkEg0nKYJEIpFoOEkRJBIOWO4Y+SyAXYyxc4yxj8VeUyKhS+o+mkgkEg0n7QgSiUSi4SRFkEgkEg0nKYJEIpFoOEkRJBKJRMNJiiCRSCQaTlIEiUQi0XCSIkgkEomGkxRBIpFINJz/H5Kx7wv+oqgtAAAAAElFTkSuQmCC\n", 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\n", 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\n", 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "\n", "algorithm='agglomerative'\n", "c = oe.cluster(d)\n", "K=5\n", "for distance in distances:\n", " out_name = distance\n", " c.cluster('parent', algorithm, out_name, K=K, Require_Unique=True, distance=distance, linkage='complete')\n", "\n", "#PLOT\n", "names = c.labels.keys()\n", "figs =[]\n", "fig = 0\n", "for name in names:\n", " figH = d.plot_data('parent', fig_num=fig, class_labels=c.labels[name], title=name)\n", " plt.show()\n", " fig+=1\n", "\n", "#COMPARE SOLUTIONS\n", "mi = c.MI(MI_type='adjusted')\n", "fig = mi.plot()\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Demonstration of varying distance for algorithm based on affinity metrics" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "c = oe.cluster(d)\n", "c.cluster('parent', 'spectral', 'spectral_default', K=5, Require_Unique=True)\n", "\n", "data_plot = d.plot_data('parent', class_labels=c.labels['spectral_default'], title='Default Parameters')" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "scrolled": false }, "outputs": [], "source": [ "distances = ['euclidean', 'l1', 'manhattan', 'minkowski', 'l2', 'cosine', 'mahalanobis']\n" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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\n", 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\n", 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\n", 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\n", 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\n", 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m7BvYKNzxp/Q3CT2Zf3GNzBqz68ieSID2+a1FdI5MymBt+hR0drdFd8C2gnA6u32XJx3ddcY+ghDwjKToFORDNsJGTdSmeUv0mlAy2KLvbnmZ/zmyISuA/3eSdSIKZ6hjvHVDPqYGcGzqCo5PXZWoySdVTC8tsJYO6HRl+XXwnJrsc/nCpk9BJ/xSpJO2iBPRKdN0dVIxWWfsIwhF3kgODfGvc20cqzCm0rNi5yqmDkd0gsgiciK8t9Ew3rqnBlMDKDLcXcBqff+WLkhmULWuQ8fIh+iREPUp3DgwLdzp6uxui+yAizgR1W6fZ7w/j6fxO/iacbzeZJ1V6COohyPIo2sci84GsNX/d0lRnSBdTB2OzunLwDHrGG/dkI9po5bovsvAaghmZpF7Cfc+KiMfSucIaA8lpdVCop2uzu62yA64aBhF1mgm0jKaw4Jx8tZknSIHBcD5TAQR9VQfTY2gLIlro4yZJ1R8XgVHsdPLewD6ifHBQXmfgeGpJTXSskTo4KaGtoooT4VUhM59Rdfwrj+8a3Nb8jlNGA8VaChzgWynO4wB7MUubrI1r7kvukYVmtmKHuG4x9/B11aVTnvQxC24wSisI3MmKsXUPKJ1ipxdVrEVUKuaumb9Vw3ZojOzQGXsKlAPX1l4VUZpEn9oyPmcAUBcWbRvYCPGLy5Yd+7qVCypKot417voJnaNbuVN3pgDaHlsJ7bjOVxsu0ZVscOr6knObWiZeZA+fjt2axtOUfUO7zOq0K0+Ejk+H5VEcR6BDTozC1SnBF86/jw8D2xxjukJwsVbck4NI9ubOD51lav3r2t4dU4j+Wv6ugEQYWaBCa+vguHPo7PT1dndTmCqzSgewQnpaSO9N9DqVOax2DbzAEgcg8kunndSEX1GFbx18jqkebv+85gJXkkUTwQidCUSALV2kG9jZ9N70AkE+O5MewaA6u7WQ2BTZ6+7u7Xt6pW9TvXaPJOYwldwus2x+Ogl0DmB5PF1IqhnsphHPjE8MqI/s0AW8y+i469LFZLSrlFUXLnqthXF7UUJYNOuY9E9XKy9DGzq7HV3t7ZJZNnzpiWYwxjAB/BWvBOv8941beoEfFYSxRMBIN5R79sHjI+v7UhnZ/n6PGXH/G30iaqOJL8y9sR/Lazi2dckvLzAMC+4VnQisDlB5Nfgcs5wJyDb+WbHMdp29U5iCl/EBJYK5ghCY3oiKDq6Mp4IVIh21OPj6pkFvmL+JoRqGguJpOJKtx8gS34nPy1xAgRxeWbR8ZA2a+90ZLvYbF29bVfvMAbwM9i9OvQdSKqGRE7AtjPZNaJJbzy2oserQ4vJYkC/zLOEBOcqsnh5yKR0KETlpYODVsZYp1s3hUGcKDYpQeXhes6wjKrkMoYxgM/jae5zL2IOH8WjLclUG4On+7rQZZky8gllESGay+KJADDbUYeI+edRdSiHahoLiaRBzUYDx8TQDuXuk43pzy4uYwPllmXQ4OV6zrAIF7kMF6S7bxWhFDerMCg+S9rgJsplECiIqmt0BIDY6IyMiDuLi3Ydm6CTDC7DQflE4tx4XcSExNiJkq+6hjYfFmoLKS0mvri/SVaD7G30e2zQCUGpktZFk9p5yQYVIQxyFQTeTN6fgQU5qcTQEMAP+YyMJLr9vM5ioHjXsQlV6VAO3asg6IjO1uTnZZpFfQC8bl0e91y3seV1PIO6AKC3i3DpLf2mn0ir58AFqhBUPmmd/95Uz+sgkmyQ4dsgm3b8hqLsdcWqIRGyrmAgbMdwFTqUZb0KQGnNbCZVPPmqoStLDK+svLS/GzhyQ/vO3laTv2xE3wsA/Mp1SSe17HsrWh0FyOv7ZYbP50jIMuYN6MCbxQwAr0Uf7sRNTt4jdhbbYLMLd71DT3fgZ8/yB+mETAaLwlMHDwJzc+FORzlMkq823bpFk8NlITsB3X/+qvB16ffmIqktM/YqTSJfg2t0On7L4Dlc5D7+HcxgElPe1xcdgQhJ1QoA+XNFEBl/xrxr8UiRSW7kSfMXAdbn21DzDGpI9U9bUod3x8Ss0evS763I95o14nlSYy8zyEUqe3QciG1lkg62DkwWEjORybCl2tuaMpHJKvuSsVYNa0mdQBnJYFMnFyh/4Tv5aipJXSVUa5RVP9l+r7IEcb4vQCQJbVvZU/bs3yLvL8sFhEhkR0cgQlaSqVOuaTOURmdYSxEDW6TSSeT8+gUJ00DNbCEMtcl4x6oha1fa0gXh92b7vYoSxGnsv8juWGUQfZSGmjSfFXl/WZ9AiIRxDA3JEOn461TPyEo+Rbt5x8Na2tZcpNJJ1EwHlN7MphP7r0pzVWgOXLdRmBOYWQQuvVWc+LXJqRQpz0zDKiJUBtF1aahpiKro+zfRwAKWc4+FmVQWTwSm6O70bZLNKiNfxMC6EKbj9Sp0QDNbVZqrZPgSortveAt6BceCwU0N5+9rKxyn6jnQMYiuZ/+a7vCLfva8E+hBM1g1U3QEpugaVJ1uZR3FU1oJ5BY1sLa9CDrhpNHRxEENDib3O3TIrsHOU5Ne1fV9fDuqoz/cy433j2xvOn9f2/m7sp4DAmG3RoLX9exf0x2+68++Ad3BqpmiIzBF16CqEsq8k8Xx44niaXZ3/dBDyfNFE8Q2wnS6px+bfIjte1mg01xVpiy0b0clivePX1xw/r62wnGy8AkDw9/gvDLpavveIkx3+K4/e8hu59hQZopJc5cslxC6ScxmeI3uGl18Fo/fh6w5SlQe6iLhrJuXKKtpTfa+D+3uDZpT0ZFk7kETH8Bbva0hT6jmMx9jKXlEGWqX6JaOAnL9H9HJQncqmik2sXzd048LCQyPMhqyUkhfu3GTcE8oITrd+/d1I3hORUeSmTeO0ieuTxgiXIe0bIiOwBRXyVFRSIbIn4CdqTCdbjjJxTwEjzMVZKWQvmShTRxMKCE63fcFUfCcSt7oVgVRr4Pr9wjhcGTU2xGkyUkioLs7+VMnSelC6fPw4bVEcBbGqjNiUvf0Y3JKKvpeloh6AfoEBdSix3Uxlb7Qrdl3mc8Qve/MAj9c7GNmQpbU6GYHzGQRPe6KMgfWhHA4MuqbI+DFzFNCDX7nOYL08aqMmMxKXnR1AUtLfIkLF8qk+XuMjLSOCvUgq7HtT6cxzTF8/U07ddEUF6JteUKNubRZu0ttoElM4RFMYDmTwfA9drKqYnQuiTkCHrIu3lCD31Ml0zxVGjGZloZu3pw4AYBf0aM6JemWoab3OHw4qaLyUEWURbT7FT2ui2m4R2enH6oM1nTtrqUdhjGA27G7JVTie/Zw1QbWhKa+ncWqJGQIrZxOGTFp0yWdxaarueh7auJLtM5k7oCu9n+oMZemMxNkRjRrvE1ODT6F4XhUoYSzTOrrCETqotnnXSILnZSk5a9N0Yoel3Ibjh00r3x0AwGzi8tojF9aNYKA+TAZXYkG2U4/+/qQktgm8hI6RrTsWcEqJ1T2YJiyqa8j4O3GU7JjKl0YaNWOuGqGP49KkluFrdyGL6nvDPndb1+T8NICw/Ri8vzZK8u4+5lZMIbV4kWbaV0ixqauCAfI5Hf6VZXEFhnRHjRXa+QJBJbrWuCdGnyg44RU8xHy96vaPIOi1DdHkC0DBZJEKJD8vG+f2/i0C52fMila0SMy3o2GOGfguYooS7aiqLeL2qrV5zNOIMVlr4GI/E6/qNKqq4qjfHXNTmxvq4PvAuEqFlcdRN4JpIQIvejE/3VLOMuWuvZFfU8EgHg3vmOH2/h0VWYO21I0hCU6feWTz9n3AoCenrXX9PcDR454Pz2ZxNt99BqkiHb6NoqggH4eQgVvdz2BKezGAJ7DxdVd8jwWtRrAQoRedOP/OnkJ3XxIp1FvRyDCteEOFObwSpEQVt6RNBprTiAl62h5pb1zYZJ2oji86NoiyByJ65JQ3TyECpEhfA4XW+QQZPOKU0J1z7qM/8ucShoG68RwkdfQEBHdQkRniOh5IvoNzvNbiehLRDRBRKeJaL/P9Wjjqss1LZlMx05mqWJ1kE+ypaGiHonU0ZYYSuOVTm4gtLUy2cTm86EZUdPa0KaGc10fVxVHurtrkZEl0OrzoWr0XUo46EwS68RwkTdHQERdAP4QwK0Argfwi0R0fe6yXwXwLGNsN4A3AfjPRLTB15q0cRGf5o2ddCUpXTZF5aJVjrbEUBovDv/Ajb14cHexKWg87aGXl9w4GB1c6RnpKnKKjO/PYnfw7lmXEg46mkjAWrjIpFu5zM5mn6Gh1wN4njH2bQAgos8AuB3As5lrGIAtREQAegHMAFj0uCY9XJR18na12ZnDnUrRSWeAun8iQChNpgwqisMX2aXzQjPzLOlg7u0i7yqfriqOdKtrZMPpy8BVXwLvc8lOSbols2WX13qTmCCinwdwC2PsvSs/3wngDYyx92Wu2QLgiwB+CMAWAL/AGJMGF0uXodal0WgfPg9USz7CBlO5aFH/xL33JqeipaWkYuvAAeC++9ZeYyqZbUAoqYYsIaWmRU7O1bjO9Vg+WQSRjDSvZBZolZfOfpc8XEpRyyQmfJ4IeEI6+W/lbQCeBrAXwA8A+FMi+gvG2EstNyI6AOAAAAx2SoI1VILYhcaPCSZhG9Hp4YknkvLcNGG8tJT8/MY3tialPX0uV4lTE0I1g6mqg1x8Pt7uus7OQXRKEk1cS40+T99IdK1vfCaLLwC4LvPztQC+m7tmP4CHWcLzAL6D5HTQAmPsGGNsD2Nsz/bt270t2Ckh6uA9TvUSYpJIFyV9jx1TJ4NdKLwKCCXVkCWU1LQLPSLTWPV6ra3XRZSDUOVTZOM589f6xqcjeBLATiJ67UoC+N1IwkBZzgG4GQCI6PsA7ALwbY9rCkeIoe5lVNeYODjR6SFfOpq93vHcYl4TlU7i1PX4yqLNYLoUdXI6Rj3vKL6C07UWbAP4MtKqaiWd3f48FoM4VG+hIcbYIhG9D8BXAXQBeIAxdpqI7ll5/iiA/wDgk0Q0iSSU9EHG2CVfawqOb/mIMqprTMI2ovBYKmedp6+veCI6gyhMsm9gI45PXRUmTl01X+Up0gymG9svGoJSNUzxkpoiioQ11kOoSZUwlyWaU+awECRpXN95BOuBkHOPbXIRoqRvKuGRf7ynB5iebr+PxufhGctDZy5LZxWLjKuPWQK28BLbBOCe6zbivuEtWtebJMJljWAfwtu1Zgun2CY6qz4bwJWT0skRpLhIGsd5BOsVkzBNkZCLbS5CFB677z7+4zMz/PsoTjii+cAyMTfRxLL0edHrQsOL+TMAR89f5YarioagVHFtXSdQpGu4yrMBXOZDeLkFEb6TxvFE0Ono7NSLlmOGOnlYvo9oB98FcPdaqp19lU4EorJTk/WYhJZUu3GdE0EPmrgFN1jv3lWnklDkd/47sR1P4byyJLQIou83nggicnSqa4omlUPlIiwrrUQ79SXAqlKnrGHyPGSxfZ0Tiui0JEp+q7pwdTprF1Hs5KTbvewT3s7/FM55V1F1KYdhQnQEdaCoIXelvaTCstJKZCzTsIhpmCRUhY8Oh3dt5jbkAHoJYJtyUtkg9byjIM7qioZxyjKGWXRKO7O4clIu5TBMiI7Acbli8PvrUMSQj40BsxzNfF+ieRb9A7IdvCwXIMJVB64LRgc24Z7rNraZW90Tio98R9ZR+Nghl2UMs5is37WTkjliX9TbEfhuyCpyf5cOxLa5LV1/vpKnv79Sonkud/CmoZQQ3De8BQ9Zit65EpsT4SuMU4YxzKK7fgJVppqpCPVOFvtOgtre34fWjk35Z8jy1IrgI1Hs+oRhcj/fukpVL/W0ZRJT+Dyell6j8zmr1A8hSxbX2xH4FobLzyDQvX9VDHDFhPNChGxci8O5NsQ29/P9vbkwdrJ7lGVMxzGJU+Dn0XTWUTUnWZboXPXxKQw3NpYYTJ4hVd2/KqMtKzRZzVe3bx7X4nCuBe5s7udKbE5EUYlnmQQzgNLkmUcwjOvQZ+2EOmmsZb1zBD6F4Q4dEu+mVfcPVaWj4vBhoJkbndJsljJZzYWYmg6uS0dNkrU6+kaiJjnd8ZpVRGYwy24uK5Kr0J3mVgXqfSLI6uacPZto4GTr64skQ0W7d8bU91UNbglJPrwlCnd5JlS3b7pzdhVKkZ0wsiGbvm7g5aVkWA0gPvGImuTUM7Oqi43BDGVMi4SlXM5K9k29TwRAYpTTk0EqhOaieki0ex8a0luTb+VSHQ4dAubnWx+bnw8yOziP7+qXLDYlpyJEJ4yR7c2W6qTpxTUnkMI78Ygq2/Ur3quHbL5xT9swT/lrXFJUTqIK/RC6REcA+JFzLhp28qjHr01VchWoTrevqTy1qLR1/OJCW6iLR/7EMyRpnutURN3KDAxXsYiuXBdFKGOqE5aSzW7gNd9lZxlXiXqHhlJ8GDzPU7aCUKFkseuQjQ22CWtesvbOCU6THof8icd09nCVmuNEpKGWL2CirUFtGQw9aGIDup1XDanCPqqQlc6c4fTPRzCB5ZXP9iLm8AgmWp4vm+gIAH8Gz/c8At9UKVcB/9UvKlxWAIlyB1l4Bt7EIYaqtHLBMAaEdftzWMAH8Fan76djxFUxft2qoK/g9KoTSFkGw1dwujKOoHPPky4JMVayEykjV1EFSQ4BLhPWvFBXE0B/k5zpG4WqtHJFSLE5VdhnElOYx2Lb63QmjOUfn8MC9zrR42UQHQFQfnK2wsYvaK6ijBnMBogS0wwwHmfJyx08uLsXl97SL01Sm0hgVGmugg4hk6syI56eFvKGugfNlmawKqikuiI6gpSykrMVN37auHBmZcxgzqBKBPN28Sk2mkSjA5tweNdmDG5q4NyVZRw6c1n5epNdfshKKxeEFJuTGXGR8ugGdLesRddxiSqfRI+XQTV/I8qgrF15ycbPCa6cWYlVSjo77ewunodp2MVG4M5klz+yvWmtWloWocTmZEZcN+STOq6sQe/mmNRbcENb5VMXCLfgBtvlOyc6AqDcXXmFSjStceXMSuyoVu2009OCqtrHJOxiE8PX3eWPTV3B8amrLSlKArBvYGPlEsVFkJVvypCdPnRCPun7fh5Pt4SQ0mHz+TLSn8Hulvf6GeyuTKIYiI4gwcaQuTpBVEVOogiunNnIiNnjGUzr+/PIdtq8nXuRYTE67ylCt59CNOt4/GJ1EpRFGcckPo+nrRu+RKcPVcgn32iWhyeBUbastoroCACxwTp7lm/oXZ4g1kPFkitnNj5u9vgKLmYIyHbaIqPKcwazS0z7fW1i+LqzFzotUWzKJKa4yqALWMIXMGF8QsiiCvnoTC+rop6QjOgIALnByhr6e+9NnMIdd7iL65ddseQCmTMzOTlZnixclEnKdtoi48kA9Oc6caYXmLYTsu2W1pHA6LREsWmIRyY6xzKNWyYnhDzZ2cvZkI+OkS9SOWQb7ipCNX8rfCEySjxDlufyZeDoUX7jWYptXL8KchJFEDkzwOzkZHmycLH7le20ZTORe7vbn9N1Qrq7e5uwl0tJDt+GyUbTR3fHbatUKuszUBn5IiWvRfWNbKlPZ3F+6ldqlIB2OQjRsB7VEJ9Oiuu7htdFvWOH+OTEc3aWncyuZgiIOpdlsg6i5LGuE1J1SxeRtQCKS3LodOAWxUa3X9T1y8MmTCOrHNqDwUIDa2SUNcOgPicCVUI4uyvXUQjNs2FDZ8X1Q2Aa6rEMk8kUPoskkFeXZXFacBWCKRL24oWQTE8XIeYB2MhQi4TqeJiGaWS77x40McF5fg8GnSSCy5phUB9HYGKUeKEilQ7/li3VCOnoxORD9UzYhHoswmQ8Q71vYCOOT111NoReFJf3rYrqMulrk1QPYZhkhlpklHnln3sw6KQzWeXkeIni53DR6D1ElNWtXJ/QkImwHE85dGQEOH68/VSRMjPjbq226IS/dK5xRUDRunyIZceJGacjImX0NLD6Xv1NwpHrr1GGe3RDNi5HZ9qI5rkcriJS+9yLXULBOVlIhDcis8hoyRSZkxPpA8leYzLcZi92cecc+5bdrs+JwLRMM78zve++JEzRJTiOViE/oNMPIbpm3z73J4MSK6JClE+mO+zpjDbZ3JI8j2S6K3d54rD5Tlzp/8iSoDJDbXrycFGvL9uVm+7YTZO/IWU2stTHEbgwSqOjyamgqnX/sn6I1MiLrlla8tNNXVJFlMvYvSiubhO/N32NbmWRDjbfiSvDpMo1VEmPR+b8TB2jTY6ljOaz+oSGADfzAao8cEYU/gLWwj+ya2QVPR2G6QAXEbKqHZsdts1rXM1h0PlORGGMosaokwa5p59VFs7RDfV0yueulyNwRVUHzvBi8impkZddAyROYscO905ubCyo83RVPinbwdvE713G/E1RfSc+S0VVuYaqafbLnJ/subwj7UGT+xmqJlUdHcF6IjWsd9zBf/7cubVr9u1LwkE80hODq0RyyAR1Bhc7adkO/qHdvcanDlcnFVtk34nPGnZVEtRlUroseI60C4QGqGVCWRUH2NcnR9Dp6JZ8jo6K+yDShLYo18HDhSR2B0tty+LqNvF7FzH/ogJ7InyGMVS5Bp3YexnSCybwHOkSGDaiO3jy15R4IugETHfUOmWb+VxHoyE+IRSVxHYotR16GLuPHXyRk4rPOcSyXblJCaQIVbgFEMfeQ3Q4F0XkMH3MXHYNMZVsQsXYs2cPO3XqVNnLCMuOHfwE79BQUonDwzQm32iIJTRk76ODzfo55I0gkBjlorN9dd6X53xCrCf/3rNLDNML7X9PQ5saeGFvX6H3yhtbINmV78YAJjDV9njIne0RnBA6qYPYu/qzC4fle41lQURPMcb2cJ+LjqADEBlpoqQs0wUiY00EPPSQ2xwBkJxQDMt3d5yY4SZaXRhBG3yvh+doRBCA5ZFthd+TZ0jTn/OkBi6E8f0oHhU+9yG8fXXtPEcWymGV/f4qZI6gPjmCKg+IVxFieI1IVuOee9yU3DpoLCvSJOYjru67aY1XsSTCVdURr4ZdZ9C7b7VMnUauELpIMspqBnNBPXIEvBj7/v3AwYOJNESVegF4hJBq8N0f4aDk1rb00ldc3XcpqK5D8V11JMsdhFLL1JFeqELNvqrnoszQlYx6nAh4VSsLC8D0NF8n3/fpwfT+oaQaKj4XwVZuwcXgGt31EBLVUxeIHEp/N5x0GutiO+jd5alAZ7ddlmCbLmXNGtChHjkCWSI0y9CQePftyvA6ipfXFZuqocb4JfD+9l3E1e+dfBlHz7cOiXeVMC4rOc5DtJMVJUgBoAHCRnRjDgvC3a/LHbKPGL3L9ZWdTI7JYlEilEdXF7+MskjlTLaCR1SmWbQyJyLEZ1I3RMI4ZLmsCZOYwldwWrv7N2+Uq264Xa9PJ+HtE5kjqEeOQCWrkMV1LX3+BOCrVj8ixGc3r++EsSudIdfwjKSKfO7AR37BhS5Siuv1Vbl7uh6OIJ8I7esDXn4ZmJ/Xv4dthQ4vP+Hy/hElrnSHeJSpHVQmPCOpQ9YQViG5C4hPEa7XV9asAR3W929rlmwi9NIl4IEH9EdSFqnQ0dnph5Sx7uQy2gKIJowVxfeEsqpiawyzu98qJHdlCVzX66tyeWl9HEGe1DGInEFXl5sKHdFO3+b+RY14GqY6e7a1WureeyvnHHzp6bjG5byATkJkDAnJSNceNNGF1vGu+d2vq6E3RZCFf3ysL9unkTbrVUE7qR6hIRFjY8DsbPvjLqt4ePkJoiRXkFYp6TqBu+9eC2edPZv8DOivUyT+dvToWlVVIGVQGT71dHxQpTh+qOSyKMyRTwbLErc6uv++kYV/fK6vatpJ9aga4sEr4wSA/n7gyBG3RjCtGjp7NnEC2e9c1+ls25b0PeTp709CXTroltECpVYxVU1KolMIXW5a1eYoXSYxJZyVXLSkU/XdlFFKGstHeTgSQgv2nkTi53T/Dk3KaF3qGBnis+5/PRMdqBmyHoh34nVey07LKCWNWkM8HEojayMywqFKR0V6QjxEuY0AyWaX84ZTOiXnUATfpazrDVnCu8jJRkfzqAqJ8iz1dQQhhNyyjI2JjW5fn9q49vfzXyt6nAdPquKee9qdg6iKSZRsduwMXFfipCGTs1eSOVFpzmG9OQMfDnQ948sY65Sd8hLRXSDMYxEfxaP4HXwNv4OvBUske/0NIaJbiOgMET1PRL8huOZNRPQ0EZ0mom/4XE8LvN2xzzLOQ4fEIZyXX1Yb1yNHgGZOw6bZTB43Ia8ndN99+jpGgSaNFa3Eye/+D55ul3J2oTVUNepaymqLr6olHQeTLyXtQRMMazOa57Cw+v8hNIm85QiIqAvA3wF4C4ALAJ4E8IuMsWcz17wKwF8CuIUxdo6Ivpcx9k+y+zqdRxByoLpJohbg5w0CD4BvI8RchIKUoeFfJaosSVFFfCS8baQpZPmKlKKJ5FKSxUR0E4DfZIy9beXn/wUAGGP/e+aaewF8P2Ps3+vet2MH05gkaoFKGddVRJ/BpHLJM6KEKY+YRI34wtTByJLHWYokkstKFg8AOJ/5+cLKY1l+EMCriejPiOgpIrqLdyMiOkBEp4jo1MWLFz0t1zOiUJQoxl9FyYnDh4ENG9off+ml9lBWSR3MLjT8fSaWTe6tc20dkuCdCG/AjwydvITPRLLPhjJeZjR//OgG8GMAbgbQA+AkEX2TMfZ3LS9i7BiAY0ByIvCwVv+IBr8A/ofOuGJ0NBnmk+9nWFgA7rpr7RreIKBATWoi7Z/+JqG3i5QhE51mNtvwi0mjnO46OqnxzjUuwjom9/DZN7EXu/AIJrDMLZz233Ht80RwAcB1mZ+vBfBdzjVfYYy9whi7BODPAez2uKZyEQ1+6cl4+v7+as8mmJnhP768nHQ6p3mMAEllHqKE6ZHrr9HSGlINsSlSgSS698HTs227ep1hOr4G7nQCLoa8mNzD91CZYQxgo2BfTiDvmkQ+TwRPAthJRK8FMAXg3QDek7vmEQB/QETdADYAeAOA/9PjmqoFr7t5LqzyojGDg+Jcx/z82omHR4B+iaJKo6pafJHx3TcxizsnZqXvJ7r39CIwvZg8lzoWUbI7e4869w24kIhW1ftnd//zWPQ+klM014GBee/Y9nYiYIwtAngfgK8C+BaAzzLGThPRPUR0z8o13wLwFQDPAPhrAB9njP2trzVVjhJ3zlJk8X1VyCoNe/EIlPcoojSqqsUXGdklQHlC0K3nv7yMXFEj/x517htwIREtu0d+9y8y0ibvN4kpHMEJYW9AmU1mXn9jGGPjjLEfZIz9AGPs8MpjRxljRzPX/A5j7HrG2A8zxj7mcz2Vo8SdsxBV09joqLyJLc19hOzRcMjhXZuRnzjcxFpiWcfIisIzvLCViCVA2hMwNnUFs4vtTqkufQMujKZMQVV31oLu++mElspUY13/W4cqU/LOmYvOKYXX3AYkFUVpb4Nuk1rFeGJmoW3vl20I1zXmvJMDr1Guv8nvNk+b6HhNdWmeYnqx9TX9TaqFBDaQGM28zHUXyMhoigwvEyRs85gYaR3ZiTLnFdRbhrpseBLVLnfONg1oOqeU9B7ZCqK8auvoaEcY/pSxqSs4+OwrmF5oNwLzLNnhZ+Wm0xxEA+DuHUUnh7xktUgxNM0z8Iw6L08BAL1dtC6cgG51Tv5vyrSccBgDOI8ZPIXzYGAgEHZjAM/hIjfk04MmNqDbqmpIN5TlctSmCdERlImopNSFAbUt4RQlg/OnlA4z9DJ0upGzO/ysgZYZch1sktvrOUmsq9N/AmfaSi2XwYySt5OYwgSmVk8ADAwTmMJuDGACU22dwbfgBmsjXeV5xUB0BOUjM6j5Hf3ICDA+ruc0ZCEemQF3dUq5cBI48zlgbhro6Qd2vQu49iazewhwLaMg2mFnke3w03vYrsd0sE1V5yRnd/I9K5mWOSwY7Z51q4FcJItF7/UcLuI2DDvtGajyvGIgOoLqwtvR33//2vNnzwJ33gk88UQiHJfHNhHt4pRy4SQw+UlgaWWa2tx08jNQ2BnYNFGpHIdqJ02Q7/BDTyg7vGtzoVOID/I7+WyVjcn0LZmB/ygeXTXKLnbYqulkLkM0VZjGJiMmi6sKb0efh7FkzCRPvqFIIlrU+KbLmc+tOYGUpfnk8YKYNlHpNIDJdtIE4J7rNlYq9q5SZy1DdoK3u86ST4yKUBny1KnsxPbCFTahyzVNZSdCEh1BVdEtIWWM33cQsoTzwkng8fcDX96f/DnHGakJiB83wDQ+ruM4RJVA/d3AQ7t7cd/wFuv1+kLUK1HW7AWdkIzONbxKnjwLWMIpnGtxPDYVNmWWa1aNGBqqKrIO3jw8p+EzEZ2FFwYS0WMwREeAaXxcx3G4iPOXSTb0xatiSh2fz88jCtXkr1GRD6Ho0FgpGzXdYVchXFOVuc/REVQVXtJWhCjcE6KyhxcGErHrXYXfzjQ+rus4Qsf5XZHPmYiCM74rinjJ0CwmO+1sfF5Hp9+0Wkj0XqHRrZAKQQwNVRVeU9bNN7ePuyy7Y9ck3OOgash0elmoqV2quLyvuL1OxRPgv6KIN3ErrRwq0hilEyoCzKqFqoJOk1ko4omgyvB29GVPKcvT06/nDByEhVJMdu8hwj6qSiafctE6O/1QFUXZ3XUa8hBp9JjcE1CHikLU47sO47gogXWFtwllvujYCWWdiqofIJ8j4NG1ARj+JWd9BFVDNBUtnYCmet7He3cBWAZKyXfYjGrUve8XMYGlXCNZA4TbsdtrOMXHZxKFvYqOpBRR1oSySKeTGvl0x5/2A1w4uXbNtTclRj7d8ff0A4Nvbv25Yk7AdZhGlZD22QksCn0d391rpb6aUuQ7sg15yNQ50934EliLwlAPmt6dAOAnjFOlqqUYGiobjx24hVH1A1R13RJ8hGlUCWmfncA+Ql9FvyNZyEMUXpElTgG0PMfg5oRhgm6jm8l6qlC1lBJDQ2XCC6tUKYzy5f3i57o2VHfdEoqEaUQdyiK9obxaqOj5qlE0lCUKefSgiUUsc8MrohxAGvsPGULhoVO9FNo5mRJDQ1XFYweuE0QJXmpUe90SeAYufVwWApE1aqkqmUwrnXyiE/IpGsoShTwACMMrsh13FZKquo1uJ3BGOYCmisTQkAibkI3pazx24Dph17v4JxZRYtjzul2IzXVBXGsvC4HIOpTTKibZWqrQpyAK+Twxs4Dxiwur32tfN9pmHQD6oSxRyOPzeJp7fXqNzYkgFLrVS2lIqwq9ASZER8DDRjTN5jWi0kuHpZaFSNedd27pz3k8rttVbF81d0rUhVuG9HMIldXLy8DR81dX63DOXlnGBkqmsmULP01LUHmNWrLwj0qdswrKnTqNbrzpZq5nG/sgOgIespCNyKjbvEa043bQgeuMa2/irz/wulU7cl36m8QdPpOFZ9xDSz/7SGqLnFb+25hnyffU20VOey9kxl4ncVqFpGqK6LOIOqtFp4goMVFlbEI2Nq8R7bhDJVxFoSydEFcjEyJqXgPcMOp13S525GNTV/CSwgkAfOMeWvrZlePLInJmPGYWGC69xe0JT2XsZXIPZUpB8BB9FtGph0CYxFTLZ6iSxER0BDxsQja2YR7Rjts3olDWzHPA1BPiEBev0mm5WPeoDi525IfOXFb2uYqMe2hhOlehqGx4qa9JbSEfAn/EY9GTjminqzLoVdkh6yD6LDzNJQbWZuR1h/CEIFYN8dj1riTUkUUV+rB5TZmIQlnnv6HuHSihYsiFZpDMiOpU84ikn30gMsS6Bnps6gq2fe0S7phYq3SaXmAgSuS10897z3UbnWsxpTvddGec7nRV1TO2r6sSqeYSgdqeyzegVaEaKkX5W0VEP0RENxNRb+7xW/wtq2R43bKqGnmb15TFhZPikBUTGMtsd7HseU+4KMEUGdGhTQ0sj2zD4V2bcejM5aADXUQUcXxpfoFX+TPPgN7uxqozu294i/PSVtsu3CqJsBVhGAOrc5DzZI186ME4MqShISL61wB+FcC3AHyCiA4yxh5Zefo/AviK5/WVh03IpqwwjwlpaEcENfjOIOvgSqp0KlqCKYvz+xSGs6FIKEqlSJo/GbkubbXd6Za9Qy4Slsq/tgdNruBe1shXaY6xKkfwrwD8GGNsloh2APgTItrBGDsCcM4+ETf4lJ2QzQ/o2gAMvLE1R5A+noa4OqHSSYDMuO44MeM8OVsUWwOtyiM0ADTGL3nLc4h6AnrQXC275BlaF3OIbSmSuOW9tguEBgjLmZNB3shXSWJC5Qi6GGOzAMAYe4GI3oTEGQyhzo7Ap6F2Ofidt05ZCCcNZfXtFH++siudCpI3rmmnraiaxvdAFx+oqoPS/aevUw9vp9sAYR6Lq7tknqEtc4dcJHHLe+0SGHrQxAZ0S418VaqhVI7gH4jodYyxpwFg5WRwG4AHAAz7XlwlcWmoeZj0I8gckmidzV5gYbb9fXv69dffCSEwDXgaQHl8D3TxAS8EBiQngfxH9XHq4e10s04gJW9ofeyQdcM9RcJSomvmsIAP4K1mCy4JlSO4C0BLyokxtgjgLiL6v7ytqsrYNI6ZoJuMVTkk0TobTb5gXBra8e3oKoQqlh5qoIsL8l3I+wY2tshGHN61GXdOcDYA8HPqye90P4pHudfljajNDtlG0TT/HkXCUi5DWpNjwOOHgBfPAVsHgZsPA8MB5k5JtzuMsQuMsX8QPPeEnyVVHN9VM6Kka/5xVRmnaD0Lr8irm3yWh144CTz+/kTV9PH3t841KAGZASxTGM4UniDe8amrOLxrc0upa9GS1CL4qpCRlZyaVCEVmQ3gaq7A5BjwpQPAi2cBsOTPLx1IHvdN5517y0bXUNui24+gckiydV57E3Dz7wK3PZj8md3p+3J0OkNuOPia9QvIy0l99wm4RNaFnCXU/GYevoawyIy9SbgnP3PZZM5ykddmefwQsND6V4aFy8njvomdxab4rprRTcaqyjht1+mrPNQipOa7pDO0bIQvdLuQQ3dHZ/FVISMz9qYhmyKJWxdJ3xfPCh4/V+i2WkRHYEqIqhmdZKzK0Nuu05ejszhp+NDbyVKmYXSJifxGmXLYPipkZMa+SnX6KibHINT72Dro//2jI7ChClUzOobetilOdV8bLE4aop1uOkTGhdGuwpyAoqyXk40NRRVNq8Ljh8AXfaIkYeyb6AhC4rr/wJdD8nFfi5OGrB6+7M5fF7iaN7BeTjY22CqaTo4Bjx1sTandemStQid09Y4w/MPCVA3FmcWhqPp8YhkqB6br4AwdoU6dv+4c3arRKXOMZXOafTke30Z4cgz4wn6xaG5PP3D1pdbnm5uBdxzzZ5Q/toOfI9g6BPybF9y8h2xmcXQEoXj8/eLQyM2/G349uqgcmGcHlxoc0cmAACyPbCv8PqEpOiA+BCJntW9gI45PXfXixNISymz1jGsjLDK6Klwa5Tyiz717H/DcuBunGIfXV4GqzycWoeor0O07sOwhSKWfh0qsgfdBGaMvTREl64+dv6pVrmpDiBJK2yocn9U7w6OJs9u6It6zdShxAhPHw/QVdOa/ok7Ed/+Ba1LDrXJgOg7OsocgS5k18D4os7lLF5FT4g9jdOPERMbWpRG2rcLxXb0zPJqcOD68nPz53Hi4voLq/NatdzppcE3ecPPIdibLngecdCu7mEdQJTrBsYmcUhf3UTdOTGRsXRrhmw8nSismNDeHqd7JEsIppkRHEIpOGlwjk6oG2mWpVQ7ONiyWCyeNsr8JNiEsi4/uZh3H5rOrWgeRszrgYapZys2HE6ObxbURHh4FfvZB/cP41iG/iWLh+wZwiimxfNSEouWfVeg/0EF1EjCVpbbpVn7mU8C5r7euqQTxO5/dzbIeBtn7AmFKRWVlqW/sa3pZQ2psfZduDo+23vMjIlF98pcgVnHzYX4C2cfJJFYNAXoGvpPLP01xXeFk+t1dOAk8fYx/L8kafJQ0llXdI3rf/m5gbhnOKnZ8loF2EiHKN21wWUorqxqq74kga/yziHaevuWneesqa+iLa5kJ025lWe5AcFrxtXMvq7pHdH/eHOK87Iauca/aeM4yCbn7NiF/cvFFvRyByPjn4Rn4EOWfrmcBXDgJnP6jtUE0zWuAG0bV9/IhM2ESFtNJUufwpUtkouOTp8huWzVlLE/qOEyMu28tp04iVEiqqtTHEfDCEzLyxkgU507vHXo6mYoLJ4GJBwCW2UIuvAJMfCL5fx1nUFbIS/ZdC04lvnbutjo+RXfbovft6SJML7SHc1PHZGLcZVpOPmcaV5VQu+8qUp+qIVUlTJ78zlMWFnExtAWQnzpMh7mc+VyrE0hhS+7W6wteJRIADL5Z6JxEO/S+glsd27JV3RkBpu975PprpBU7Jg5RdqpJB9wcmJyVVitNjiXx9Y80kj9DDFGJuKc+JwKTEA4vHn7tTeIEpsvpZLJ7mYSKVPcJjUnuwyI0dXjXZuyfmEVePublpWR3XmRXa6NQKtttu3hfUcjJJJQlmm2cRRYqmhwDHrl7bX/14tnkZ8B+Z+1TZ6isMZCdQH0cgcrIpjR7gRvewzc6voa2pPCStHl0Q0Wyz5uuN1Ri2ib3YRiaGh3YhIPPvtIWNpln5cS8RQaZ4NcxmYSy8uWhovpBkVN77CA/kvnYwVYDq2uA83o7qaQCUNxg+7z3eqA+oSFRuCHPssQI++4OzjedidBxaLveBRDHz1NX8pwD2QdtfM5BzjDDiZ0D5ej3HN61GbzSdAY3mjwiTENZqZbT8sg2Yz0nnfoJkzm8PnWGit57vYfA6nMi4IUbFq8kCdQssh23TshCtsvW2YFnd8Kyev4ssvuKqoYef3+YclggmOBekQof14wObMIdE7Pc53wnY22H7fgYcCMzwPmduE9JhSL3rsNpwqsjIKJbABxBIk/yccbYbwmu+3EA3wTwC4yxP/G2oHy44cv7+dfJDJQsZCELgQDm4RGden5V2EV075BqqL5Daisc3rUZdz8zi/nMwWADmRkylw1WQ5IS0GwyFqhG3f7owCY8eH4Oj8+sycrd9Kou4dp0/lpNDPDWQUFTlwNJhSL3NnFmRVENzPGFt60SEXUB+EMAtwK4HsAvEtH1guv+E4Cv+lqLkOY1/MdtDZQoBDLx8STRbBoe0dEnsg27hFRDDSi4l2+UN2mcT0s+z67Ey3WqZmTwtHryuJJvlqGrWXTv5MstTgAAHp9Zwr2TL3Ovv/VIu3hbo5k8noZSRIkHngG21RnSCdsU0TAKJf6WJt+zznVuOhmi4zsU5fNE8HoAzzPGvg0ARPQZALcDeDZ33a8B+ByAH/e4lnYunAQWr7Y/nsbQbRDtppkkRq3agauSprY7e19D6nn4moOc49CZy21VQwvQTxa7brAqmox1gUk/w7HznH8PK4/fN7yl7XFeE9bOkdYdLQ+RAbZp6tIN2xRpGPN5Usny+CF+ncjygp/TRxafjmAAwPnMzxcAvCF7ARENAHgngL2QOAIiOgDgAAAMDjr69kV19t099gZKtzIp/5oi2IZdAhnnlvfz3KBWtKnMR1NaNl4v0g/ymcMwcW6iOQOix4HWJizelK08W4fkBti0qcskbGPbMBZKfkJ2wvA5FAfw6whERRNZPgbgg4yxJSKR/B/AGDsG4BiQiM45WZ3IYC/wE3xa6JR/Zily+pDJZeju7H0Y5xK1koomi30nm30kY1WYOLcu8I2+aP5AHp5RbsGDkmeIsE0o+QnRySN9zic+HcEFANdlfr4WwHdz1+wB8JkVJ7ANwAgRLTLGvuBxXQk+Epj5XTY15GEh29OHTC6jLKE6QJ249uwkihpa34ZaJuvsCxPnduC6jbifEx46cN1GrfdSGV8fxswkbFOkocyH/ER+PTtHgL/5RPs/60bTv/idT0fwJICdRPRaAFMA3g3gPdkLGGOvTf+fiD4J4MtBnADgL0ae3WWr9I1sTx8iuQxbmegiZI07z/FlE9cuBfU4FDW0IQy1bWmnLSbOLc0DHDt/FUtITgIHrtvIzQ/wkO1ofSl56oZtqlYCylvPxHHgR34ZOP3Z8FVDXucRENEIkvBPF4AHGGOHiegeAGCMHc1d+0kkjkBaPup0HkGIMMaFk0nVEO9kYGu4RWWvAHDbg+b3MyH7nTV7gcW5RL9IhewE5sF5hdbZr7Kuf6i1iXIEvo2Zzk6/avMGdNbjWhKjtHkEjLFxAOO5x44Krv0ln2tZJXQMO723y9NH85r2RjjAT+lni+G/Jqm0SpPsuicaagTtWwits191Xf9Qp5CypJx1wjYh5//qoFpP6BNMfTqLAfd6/9n7ypyLywodH2WvsvfKfl8856ODLE/iwXmF1tmPuv5rVFXKOVQJqC6q9YRsYgPq5gh8TBnTdS6uKnR0yl4vnAROj60ZbpmQnuq9TKS7U9JcgSpZ7qlvIfRUsajrX32KloC6DtOo1hP6BFMf0TnAT3gikKDaKqqy1wsnk+Ez2d37wmwypMZUUM7me+naAOx+b5KrUJ0EPM17FpV7+qrX19H1v3NiFqTo7K0rIQTdhkeBdxxLYvCg5M93HNMz5ibCeVbrQXKgT3f8k2Pik4qvE0y9HIEoDNHstb9nSM0eQC0NceZz/OQtWzR3TqZhm7xxl71++43ecjM8aQef9fo6UhJpSUZR2Yr1hg8jK2J4NEnEfng5+VN3R+9LFXV4dE36Iv0nm37+nSP2khg21MsRiKSZF+fs5ZdtNHsunEzUP3lTx2TPAWrdHpcDaXSlu4G16p+scZeFfc5/Q/yc6jtQoJJi1tXesX0/FSH0hToFn9LTOuicRnyGaUSf/7lx+xOMDfXKEVx700rsPBdjT8c32uxQTfsRiiqUqhLPOgNpdOG91/Ybgakn9D6vbKqbKGwk+X7G6Ee0yyBFlTK+Knx0pCSylDEjoYqUWc2jW5njM9Es+/whE+/1cgSAuPJFZ7csqw7SrQhS5RR0ktmyxPOudyU5gnx4iLrtErO89+rbqf95RQljEhxGBd/P7Ok/wQG2s7ABD1HhozMCsowZCSEwTaqWWc2jW5njUmso//309PFNT+hqpvo5AltpCVvd//S1Il2gFFchndWBNJpVQzZ9FSYVUNf9NHDu6/zHeQg+6+aFGVzO2U4bAx6ioijboXz2yjIIrSJbvvWFysKm9r3Mah7d04ir/gje99NoJgfq7N7HZy5ARP0cAS+UQ11Jbf6X94uNoU3p6YWTrRPCZKSOyNRJiQy5jqH21VeR5ca7kj/Pf2OtpPS6n157PI/AUZ/Dq7iXmxrwUFPMsqGiKnYdp2s6e2V5VWxuKLM2mzXb1L6bGtms4e/pA+ZfXvv1NW26MjmNuAjT8L6f5YXkV35Db9gmvDz1cwS8HTNbWjPWImNoWh2k0hnKko2xu8o36IzHLNpXoXuauPEuseHPw3HUi7QB/57dyr3c1ICXoQAq6+wtw0nk8yRpEDENtz0xs4DjU1eNw3C28X5dI5vfUfP+6Zk0XYWSl04RfQ9zM8CvX/Lznrqsz0ClDsv5ESYZeH0AptVBus1Y2ZJLnYlkqvfIrl01oL5I6avq3rbkvoPZZh/+Fd6FscaPtl1qY8B5FUX7Bjbi0JnLaIxfwrY/nca2r11yVlEkw/VENF14eZKUy8uJ6JwojyLDd+27UuZ6Bd1Ec5HeAhtC9waYUL8TAaBnpPPG0LQ6SGVMm9cA3ZuS61LDnToD3bCMypCrdvxFpLh9dGmnZL6DHz4xg7NLfO38bEmoCfmwTXZ3PL2wFs23TUjr7vLLkqZQhdNEEoKq1+0cAU7dz3/cBboG3sSwhqzMCX0CMaGejkBnx5s1hmkIZGl+rQpGlViVlXGmOYk0NJUvIdVN3qoMucpRFJHitgmVWWgtiYzPMtwIusl2x4C5YTYpTw0thZEiypOkiAbUqMJwz42bPW6KTOY6pSqGlcfwKHDuCeCpY0k0mrqA3fuqoc1Uz9CQasebNYb5EAhbXnteZshEzVjNaxJdoLxe0NJ8krfQDbdcOAksckII2bWrwlmmoSjePXQeLxBG8i0XoWN0TQyzbJefb2Tra/Lbz3yXlso6oTc3khkEqs5sXiOW754A3gD6RnPlVy5AaKcok2PJzIG0spstJT/7HkyvQz0dwfYbxc/ljaGtlhDPyL7uAPC2PxBXES28ovdeqWHN90Q0e1vXrupCTtd58+8m2kD5zmAZOvdOKaDH5FsuQsfomhhmmQBdPh/w0gLDhpwvCFFams2TAGujKNMO7PuGt0g7s0WyED19/PdzFQPnxfR/9sEk0WoqG1EGZXdRy6hfaOjCyaQzNs/gm/mVLUUSqqJ4v+mQ+/y1ohxH90Z/8td5TO5d4Du0mRpmUomjav4yNcyisEsX0PYeCwD6u4De7kbw0lLVjALZ8yKD1t2T7Nh9xsCrKnOtQ9VmImSpnyMQGdGLz/CvLzrbmBcbF/UysGW0th4J3svEsNrIX+vG83XvLfoONcX+TAarmEpI5B1NX5MAxjCzCCvDLCpPFTmamUXg0lsFW+mKIiuD/LmHwg+m6RSqNhMhS/1CQ6a7U5MQSB5RbBxoDRs1rwHa+k8z5ENZNkJ3uvgoC/Uh9idAFqMXMTqwCS/s7cPyyDZceks/Lr11G5ZHtuGFvX3Gu3OR4N2Q51xHSGRlkKYKnyEkqKsCL8dRleR25/0WFsXUiBZJqKpKLNPYfPcm/rCZlPxppYhzKrJmW669KQlb5UnF/hyQJmJF1TAhRd6yjiV1JqGlsX1iYtBkht5WgrpTnUfovgUT6hcasimZtJ0upnv6UMXK88/7jP37mq9QROxPQT4cxKOMnXc+V7FvYCPGLy5USmrCBl1ZCJX2kI0kRehZvq6pao6jfo7ApxHNo5tfUCWPeacVV6Mvee9lmxOR5RaK5lokqHoBdHberqUeeLmK41NXrZvgqoaOQVMZepvkaehZvkVwPd7SJ/ULDQFrYZnXrWwlnj6mHoBiMyxFN4QjGwDjaa6vENuwkyq34DGcJQv75EsfefiQerDJVaw3VIbeVHJhckzcUFaFypssvLDXI3cDv72tmiGtejoCwCwpaptA1c0vXHsTMPDGdo1+j3N9hdjmRFS5hSK5FgWisE8XEieRNnOJMDHautPNyuoaDoVOnF5l6E1zDWkISHbPqsA7uSzNr5gQzyM5bahfaCjFRCtHdO3pMXWISSeEk/Y2ZAe46HQv+8Im7KSTW/AUzhL1AuRVNQF+Camu0TYpTQ0ld10GunF6lbaOiQS1THCuaOWNixBO/h4qKQwg+TwP35G8ruywUef/VtpikhQVXbvwipsyS91KnYKzfL3is6RVQb5ks4tzjSwsoytjYXJyEFUJjWxvOp2X7AqTOc4mHbLdPWv/39PfXiWjW24qC/0UqbyxrVxS3UNrePUKVTgd1NcRmBguXWNmW2ap45R8yT67wmdJqwbZkk1R8EW089ct7TQJ94jkro9PXeXmIkwMsWt4OZI7J2ZBgrXoJHlT45j9FV6cM19bGoIStdhsHSq2k3Yh+8A9rTAYOYOypSbq6whMDJeJMbMph9RxSj7q+13iMQdgiqlQnagJjBfuMb1vtp9g/OIC90Rxx8Qs7pwIP5cghXfSSe0uby06SV4XBrZlp83BRTOWC9kH4bVsrWegpz8RyLO6TwDqmyMwKSO99qakskgHm1CITm+Dr/p+l/gqaTXEZgqZjoxF0elmskRxfsPrYi4BryQWaNdtUiWw82vR0dV3YWBleYGtQ27i6i5kH4T3GErCXSmreQSBYysz4V1fRwCYGS4doTjbUIiOU/JYh7/esBGqC3Ff1RyAPEUqjHiJ7f0TsyAC5tnaYwcmZ9HXDUxLGtvza9FJ8rowsEKnQa0GtgguhsXo3iPtvXj0XuDUUbR4/7KlJurtCEzgCsV1J9IJC68Ub0xTOaUiQ2SyWA6I6TRMhOpC3VeldJqHF3IqMv1sAWg7elxeBnq6CJsbzKgzW9VQ5sLAhhBpM6lccnGPdCZBy98DlT+ghhgTZGEqyp49e9ipU6fKeXNXRtT2PkXfPz/sPksqfLcwu64dRNmkhlx1MmgCeHB3a56CJ6WxucEf2dkYvyTKr7ZBAB7a3bu6rrz8YfMq8I7f68VPfWeTkZEsWpaZL1MFEmdSFX0eGz62Qy+M5AMieooxtof7XHQEgeEZ464NYRKrj79fP6fQtSFpcrv4zLo/PZSBSh+ptwvob7bOKRA5kKFNDbywt1XKWibAp3r96qljbhlbLzWw98HNuPEbiaMJbYg7SaZBh480wK+AoqSE1icyRxBDQ6HxOfRdhUlieWkeOPf11temEtoVcgZFNYJcawzpkr7HHRP8aXWzS8DsUmIZ0li+yGnwcgm8MFQTaMkRAK3J7vx38Z4He7Hzc63fRWhdn6qKtNlS1ZkE9S0fLYsyq3+KJpZLKFeV1dcX1QjyoTFkwujAJuGcgjyXl/mNcgA/l8AriX1wdy8euJFfJsv7Lj77nlk889Pt30XVdH06iarOJIgngtDoVv/4SOryEs6mqByWw3WrJB1knb46u3rb17s8RZgkkJfQPu1MVr4qSmxrJ5c3AY/vu7waFkope/faybhITvsgOgJbbA2eTvVPPo/gKiyTvvb0HyVJYRtkpwrH61YZ6qLCbjavNx2FqYJXkjq7uMwt5xzK5ApcymXLktcvbm99vAq7106niuGuGBqyoYjcg04Hru8u4kVB6KNr49qaBt9sLhnheN0qQ23a6at7nez1PuSl8x3IR27oFUpe8Kaf2ZINB4l4DWtUcqJWxC3xRGBD0YSvqmfAZx7hzOfEYzE39AI3H137uW+n2anH8bpVCp5FO31tXh9CXnp0YBOemFnAsfNXsYQkN7BvYKPzJLZqoE/zKnDTkc148Wzy15+GMNZbJU8kOgJzLpz0n/D12UUsWyNvJKZJSMfxulWGOjWMB599BdMLSSlMj8EZV9UpzMsFiJxTX9NAYUzB2NQVHJ+6uiqjvQTg+NRVvLGv6dQZCJ0XA7ZebODmT66Vjc5NJ4NVzj2RNER16qjIkHSSw4yhIRPSkJAIV3IPPpU8ZWu0WX9WGnvxStJtnaXAunXF4OaW1uohpxdhVPkjCrWIKopGtjexgWPzX1pgzqqNQk03E4XAXj3TwP+8v68tSbw0Dzx1rLiYXB1wIW8dkugITOCFhFJcSi77VPLc9a52Yw0A1GUnV5HNlSy8AoABzd7kZwfrVsXEfRlN0X3HLy5gC6eOcwHuDLVop372yrJTiWqR/PabHxCHxtgS//Eql5TqTFNzjQv11ZDE0JAJsrCK685gX0qevMqh5jXADaPm78dzjGwp0V962++LX+ewxFRmNBvjl6wra2xyAa7yBDJxuqJVSllEobGL39mEFwWvoS6+M6hKSWk+HLNzpJxQllB99WzikKoWKoqOwARRDDw/a7jquHIyNrkSxyWmMqOZDekAZoZTlaj2OYZS1VvgQqI6hddrMHkY+MJ+YHmh9dquDcCP/HKrYQWqU1LKG6GZV/kEwnRHS8dVsurlVjrMggWENxaSF7sHklnDrqaFVXkcZR6b8ZSOS0x54Y08NqEi2dQy3YlmtmRzIyJcVinlGR4FfvbB1r/Gnn7g9geAt9+XlJBWsaRUOCmMg+9QFq+DOE+VQkXxRMBDtGsd/qXkv4mPtw6aB9zoBflqJPOFjTR2gYorWUdv+rhIQtHUcOrMHjCpNjLdvac7dZF4nKvThwhZ01NZDVGqKhwT4+47lJXvIC7LIekSHQEP2a715t8VTysrWj5apiCdDSZT3lIsS0xVHb2poXVpOGWzB0TPue48LtorsV7ghX3yoRVhOCanqx0qlJV1mEL56YrkVmJoiIdq12oTEnHxvlXk2psS53jbg8mfKodlWRqrWx3kO2yjwnUVk24JbQhCVd/w3kenCkck6LbnnvJDWTZicyGrneKJgIdq12o7LUxVLVO1cZQ+hO9sThHQr+LxNaZSFx+dx76mrZmgsyP3+T6i2cXZ0EpVBd0A87WF+r5T4mAaHjrDY0yNpO49yxpak6dKa4E45JMdqlLWbAHTdXYioSZrid5HWLYaYLJXGfj4vuNgGlN0dq2mJZg68X/L3bIXKpavUMXKXcfmfa2zUxHWxTtOdorux5aSUEoVy1Z9EOr7TvHqCIjoFgBHkOhmfZwx9lu550cBfHDlx1kAv8IYm/C5Jm1cN3Tpxv99NZKZUrF8hSrkU3Q2Qah1diqhJmsJ32coMfpVDPv4IPQkM2+OgIi6APwhgLcAuADgSSL6ImPs2cxl3wHw04yxfyaiWwEcA/AGLwuyiXe7jJHbxv99xOl1qFq+AvJYeQhVUF2qENN3zc2H+YPkXe/IZe9TRR1/X4T6vlN8Vg29HsDzjLFvM8bmAXwGwO3ZCxhjf8kY++eVH78J4FovK7GZH1Bk5gAPm2oZ12swwYfwXYFmubGpK9j2tUug8eS/bX863aK5U3Q2QUTO8GiYRrJQ71N18t9DTz/Q3QM8fKefCiKfoaEBAOczP1+AfLf/ywAe87ISm3i36xi5Tvw/v/tfvFJenN51vqJAs9zY1BXsn5hFVvFgeoHh7mfWcgDrNTZfJULtyOu085eRfg8hKoh8OgKeQDu3RImI3ozEEfwLwfMHABwAgMFBiyCZTbzbR4xcFv/nGUrTtbnGZb6igGM9dOZyixNImWdrOYD1GpuPmNFJMwB0kfVQdIIjuADguszP1wL4bv4iIroRwMcB3MoY41o4xtgxJPkD7Nmzx7zeVSYW9+X91ajpl0lch1qDCaa5iwKOVVfxM3RsvgrlqpE1fO+cy3IyISqIfAZQnwSwk4heS0QbALwbwBezFxDRIICHAdzJGPs7byuRicUB/Ni7z+EwPHR3+T7XoAsvd/H0MXnsv0A3tizOX1YOQDS4xsWsgLGpK9hxYgaN8UtO5w+sd3zOAChz0IyoUshlBZG3f0WMsUUA7wPwVQDfAvBZxthpIrqHiO5ZuexDAPoB3EdETxORn06xa28CBt4ol4vOK2D6HA7DQ2QQm73h1qCL7PQiSmgXcKyHd21GU/DcyHbRM37xNRDHp4NZ7/jcOZc5aMZGnsIUr30EjLFxAOO5x45m/v+9AN7rcw0AEqM09US7YmieMmv6RbIVN7ynfMOfR3V64cX+CySf03DL/zQ5i1dyf4U+Zvnq4KtctSr9EC4JFVLxWXsfusErSwjpjHp0FuvG38uMvZfdVWwS8xflT7Lwni/gWEcHNuHQmct4JWdodYykj1i+anCNLVXqh3DBo/e2DofxqZnjs/Y+dINXHt+VVPUostaJv1ch9m6q5OkKUcz/mU/xr9/1rkT8RYYHpyozkqK4uq9Qiy+V0/XUDzE5Jp8Q5hqfPQghwjNlUo8TgaxqiC2Xq+kTEtGuX3RiOvd1oG+n4HvhVQev4Mmpinbhfd0Q6gz5CrX4KlddT/0Qjx9C8IEsvnbOVVY2dUE9HIEo/l6FxGsILpwETo8BC6+sPZZt6JKdmHh1/mc+B7BF/vWOnCovnCMykiDC5eVWi3N5Gdg3MQuOYCUAN6EWH+Wq66kfQmbsqzKQxYT13OhWD0dQdvw9T0j9IJ6cdEqa1G32Aguz/NfznITMcdz8u1bLzCJSEj023Itjw71tRvLOCf7aRU4AqHaoZb1oFckmhhUNqeQT0DtHgOfG1+duPQT1cARAeaqeeaO//cakginUXGJVonxuGmheI36eF+v33GwnC+e8sLevzUgeOnOZGzIS0amhlk6Dl7wFJRPDgBXNfQvDzWscO3X/2vO+h7isR6q7LVoP8JKw574ullrwgSpR3tPfGjLKw4v1y3oCCgjLpZhWzvAStyLKHPVYZXw0sfGStz/3EDD4xmLNWbya/jw6CemQoyCr+P5Z6nMiKAMT2QgT/SBXpZ6p8U7vlad5Df++olAbYCQsl88DjGxvYvzigii/uBrO4eUPsiGjBvhhoU6fEuYLn0N9eHH1j+0opp2jm2iWXRd6FGTV3j9PPBH4xMS464ZVTKWpRfIazd61ZLloh3+D5DeSV+oqE5bLwSvrvP/8VWGIJw3niMpBAeCFvX1YHtmG47t7Sx1g32n46pIWIWvO0tkl6yaaZde56hS23dWX2anMIzoCn+gad5NySwNjC4AvlfG6A8Dbfr91RKYLOQ0DYTme8RGRDefoGK3RgU04NtyLoU0NEMoJB3WSXlDoJjaRge7p0wsZ8Wr686hq/F10ChfRHyqzU5lHDA35RFS2OvBG4OIzdlVDNiqeOolyF8l0gySyrpEhJDv5Q2cu486JWWHYKH+/MitvqjI/WZe+JmF6of2b9VVZJeoABvRCRryaftOqIRedwkXkocvuVM4THYFPfJStVnCE5Coix8c57Yiaw/Lkm8VEVKkctJP0gsamruAljhPYQP5CaaLmrIfv5F/P2yUXrel3IUehu6vnaS2FHkWpIjoC37guWzUwtqu47FuQ3cvA8fGaw/KImsV414WO/8v0i0SnHZMSV5/ryyIa+rOly+/phWfIHz8UbpfsolNYZ1cvSgq/41jyX/qZqas1R5BdRwjRPmLMfM5LmezZs4edOuVHrbpjMDHsF04CEw+0dgJTN7D7bnNnIGpOa/ZaqaSKqobyzWKi31ACSum8zYd+gMQZpXmIHSdmuEafADy023+uQrW+LI3xS9zvlwAsj2zzus48eaMJJLvkqs4s1lnvx3YInMUQ8G9eUN9jcgx45O72fd/tD5h/J0T0FGNsD/e56AjWOV/9NX7XcLM3SRib8Pj75aWoHiQ7REa1zFJQ1ZrGpq4IHViIdZt8Z1X7fjtt1KRqvR9pgK+3RMCHl9WO4re3iSPBv37JbK0yRxBDQ+sdkXSE6HEZsoT00jxw+o+cOILsSaGvSWgCLeGLsktBVVU2owObcIdA9iKEnLRqfVX+fjtNz0e1XlX4SJVn8DE6nUd1MmyR6qNKSC/MJieQAl3F+T6B6QUGIqC/G6WVgubRkYoeCiAnfe/ky+gevwQav4Tu8Uu4d/Jl5fo64fsNie/uXpV8dYgxlDrEE0Eno5MraF7Dl5CQ6QuJ4CWq86QnDUsNJV7FzTwDersbuPTWckJBvFzG8amrUqlo33LS906+jPvPX139eQnA/eev4v7zV9Ev2eVX8fstixDdvaqktKx6SOaUXBcJRkfQKeiK180819qjsGUQmPlW+/1e83rzNaQGPS9pLYI3slJB1SZ08XoCjk9dxb6BjW2J7ewu2rec9LGME8gzvcCwgYD+LmBmsTWhLlJq7dQJaEUo0gdgAi98lM0t9PQB3T3A3Eyro/jYDvE9bz3ibn1AdATlYFrOma/WScXr8izNtz4+Ny0OJl58xm7taTnsV9+n5wwMg5m2IyB1yiVtRlaKegLGLy4ok6mum9qy61eVeIh2+UVHbHZaMldGWd29+ZPI3HRyCvi5h1q/S9k6XH/nMUcQGlOtIMBMvE4XmYHWURC9YZSvYZTH8AxrMwJSZxyl7cjKqpxQ8uvXgbfGIiM2i0gqVJGy4vOPHdTTGRKub8j9mqIjUBk9B7LKLZhqBQHuSwSAZExn/jNdOJns9J8+pnZU196USGXIsBhZaaMTpKM/ZCusVpUZwibaTCm8NRbRYaqaUFpRyphDPDkm/uecPQFMjgHzvCgeJXIarql3aIgXcskmOFXP22BTDyaTkraFLa+9b5pbyOYcsohi/bLwkkbISxSqMQ2p6OzabXf2VZkhbHoCaQKYXWJojF9qC4PZhqyKhFKKhpR0Xm/6HsOjwLkngKeOAWwp6e7dvc9vqEvmNNMTAK/JbBUGTBxPZjq4XGe9TwSq3bnN7l2FKFQiC6GIZKIH36wOveSvI85f+dI8cP4b6klmOo+lpNLUAmxDNTx0du22O3sXSqYulEhF6xza1AAb2YZP715bY383QJQkjYt+t1lsQylFQ0o6rxdd8+i94vLQybHEqLKV4RVsKfnZZ6hL5jTTSqHP75MP3vFxCqu3I1Dtzn10c8ime4kQyUTfeFdicEXOgBqt19324NpJII/o8RTRyErda3O41MDXiXsXiY2PDmxanXXAG5Upw5XDU60/u8be7gbmc4kEF/MFuPLPGqGKoiElndeLrjl1VOxAygh1CSW4V/7JfOnAmmOS4TqhXe/QkErJU/V8tvqHGokxVYVEbBVJZeJ1IiE6nuSD6DOl6+chclQ2AngruEzC6pRq+i7nFOFKidRk/b4S3Gko5dRRrMkmaIQqilbn6LxeeK+cQ8yWh5ZRNSTqG7j1iN4IzhTXCe16OwKVIZM9n88fZGPuTx9LYu433sV/X9eKpCbORTYjgZcjkAnKFZDZLlrGmEcn7h1qRoFOmaetw9NZv+vvNstz45AaVx5Ftfd1Xi+6hkdq6G3XVSTfIWswE8lw5/GR0K63I1AZMtnzj79fHlM/93Wgb6dzETYhus5F9pn6dro9qUg4vGsz7n5mtiWE4VMDPxQ85U8evqqOxqauYHax/c1dJbhtdtFFtfd1Xs+7BgSu4Ftq6G3W5aIbWaRPJHRmlDSd5RvOXFJvRwCoDZnoeZ08gWFXbTBEn8n1SUVBXvg2tBCuTYOZCp0yT19VRyIn1N8kHLn+GienIZtddFHt//zre1Z65B6+M3kse6/81LKJ42JDb7Mun93IIscUQoY7ylDbIpNkznLbg/7XUkUU3dNlyx+baPabINL3B+znJ+g6rBDfadkzA0zf3zSMU1RWuig+O7ejDLUPdATYqjA+sgw0+i/K7tj1NU5SFJ+3NcYm849DfKcuJnsVwXRHbiJrrRP28T1ruCwZ7nqXj6bYdA/nSzrzWHTVVhqT70ij/8Jnx65O3b6J0TTpAyhSpsrDpMy2r0nce4get2V4NBma8uHl5M+QhstnpY9OOWkZ3cghiCeCIt3D2Zi6y7nAVcP0O9Lov/DVsSvbQQNr5ZcNJNLNefKOyGRHnn3s0JnLOHtlGV1oNdympw2jXb4ozFsg/Fs1kTmfO3IdJ+PqROSjU7oI0RGIdq8TH0/KQE2qZ9L7zU2v7X473RlcOJl8F/keA5nEtKr/Av7q+kU76IOnZzG3jNXneE6A54hsQkjp4yYORIRJKejMYttD0sdVyEIlQDkOomgFkgxdJ1M0fKMTggoxKyFLDA2Jdq95LR5VuMhGVTQkNuGv9DOJGs1E351m93SRjl0Roh309CK41TxdkE/mso27u+qcNgk1uQ63iUIlD9+RVOyUoUI6PJokhrcOAaDkT9tEdX462c4RedjH1TSzIp3Svrqe44lAR9BNZ8CKLC6ucyrwGVqyDX+p5K9F+ZECjWZFEe2gRSwDWB7ZZnw/lXEVOQqTtQFmJyfX4TZp3J3TVPb5fYmD8H1CcJFQ5e24J44nonPPjbefdFzu0It0Svvqeo6OQKf6B1A7iyK6RD5UTrPYOinZ2nX0kUoIi4mMYU8XYXqhPVauMui2xlXkQAhJ3sFUXkLnetfhNpNuXWBNI8d3GCOlSAxdtON+bjxJgOte/9hB8zUU6ZT2NSshhoby1T88dU5AXQpaQIDNi8ppFlsnpRKzq2D+Q6QWeuT6a6yqeWzVRw/v2gxerQ5DcfE3GS7DbVyROU18i7cVVTQV7rgFjk90/dx06xoevhP4CMlDRzqVR6Grk6IjABKDlqpz7n6vuTooYKcqmuJD5TSLrZMSfabd762kE0jhGUMTg54vFwVgbFxHBzY51Rkqg5Z4vAU+xduKxtCFO2viG3DtnfjKX7rMMenkOVzmQnSod2exKC5vG6+3fZ2oS7mnP3FQRcmHngCxOinvteu1LJaDy47jsrunXcIdlrKi5UNdfOnkrUP8MIsLinb4To6tiLzxtIg4654cA76wH1heMFunz+/AFFlncX0dQRHj6JoQa6mZQbfFpfH2JWOhek9fUtuimDzPSXRtADZsWRNK2znCT8La8rEdghi6geH9iKjPTuBMfnubxSGdkqH0VejFiBITPIpW+bgkRJVNScnbqqEylK7nJDwxs4Bj569iCUmp6r6BjYUMs2z9Y1NXWhRdz15Zxt3P8HsXbByGqFqHJwp39aU1o/niWeDU/WvXu0gmu+gn2DpklpCdmzFbI5B8FyH7AWypb47Ad1zelGyeQjHmMWKHzrQwl7X4Y1NX8IkLV1eb15YAfOLCVeuRkar1H3z2lbbJZPMsedzkPrpMjiW75I9Q0lswP5vsfjf0qkMoRZPJLmLophPXTCt20nub5jJc9SuYUF9HUKTKJ9KR6DR5udQK0jXMuqjWzyuP5T3uotltcgx45O7WfdPcdBJHNx0QY0tRzaPh0aRvoKW8i4nnFptWUb3jmPgUIfrsRauhbKmvIyhS5VMUmy7fSGF0wj4uhtWn6BpmXVyFrVzc5/FD/Nab5YUkeayDr5p4E2QT1/LwTiGifePWoeR60WcUPV7GHGWgzjmCsrpffTaPxYSwFN0uYRcjLW3DPzJU6+/vTqQ08vR3t19fdJSlbDfPlpKds2z+blUUO007ePN5EtF8hPSzmeYyypijDNT5RACEi8tnTwATH/fTPMbTOnr6WDx1ZHAtES1DFmbJG2ZdRrY3pY8fuaEX+SuaK49ncfE9yHbzabw+u3Pe8yvhauJNMN2x51HlKkTPA/w8QNH12FLfE0EoREPu8xRNUst0gVycOtbBacOX4ikPWZglb5h1Gb/Iz8Cmj6ef4+Czr6yGn76H8y/cxfdw8+EkR5D/lWs018ojq2DoVbioPlJ9VtUpIltJ5FNdVUa9HEEZxkwl3JZCjWT3brsuF8J5InxrIQXERdhHB1H4pb/bfCZBikzILqtfNLe0FvSeXgRX/rro95AatscOrv3q9fQDtx5Z6y2oQu28ijImrsnyAGkPROjvrj6OoCxjprvTz8teA2br0lFRtT11VKnnokMQidXZngYAubJqaux9jeDkIdoJh9bSL0ro04sqD1DGaao+OQLfwm4iZMJt2T+z2KyLVwWluxYVVeu56ABcVh+l8GL7KamxL3sWNFBe5UuWMmrxdSkrDyDDqyMgoluI6AwRPU9Ev8F5nojo91aef4aIftTbYsoyZjLhttsedJcz8DlDuSI9Fyazg6uwFteDd1LnIiKN9/NwMQtal7IqX1LKqsXXpYpzj739dhBRF4A/BHArgOsB/CIRXZ+77FYAO1f+OwDgfviiLGOWN9A9/a0aQi7Xla2Cet0B8XuaUmbPxQquumE7fS2jA5swJDH2ISujRJS9463CiURGaGVRHXzmCF4P4HnG2LcBgIg+A+B2AM9mrrkdwKdYonz3TSJ6FRG9hjH2985XwxtAE8qYyXR+fK3LpbZQiRPHUkLGvqu+FtmwnJCVUSLKqnxJKftEokPVqqp8OoIBAOczP18A8AaNawYAtDgCIjqA5MSAwUHLbUUFjFlHrStPyaJ1VYh9q94z1FpUxj5UZZSIMipxsoSe7rUe8OkIRAOaTK8BY+wYgGNAIkNtvaKqKnBWdV0VwkU37HpaS9nGXkWZO96yTySdiM/f3AsArsv8fC2A71pcE4lUIvZdxbVE2qliDL7q+DwRPAlgJxG9FsAUgHcDeE/umi8CeN9K/uANAF70kh+IdDxViH1XcS0RPlWLwVcdb46AMbZIRO8D8FUkMzkeYIydJqJ7Vp4/CmAcwAiA5wFcBrDf13oinU+VwiFVWkskUhSvncWMsXEkxj772NHM/zMAv+pzDZFIJBKRU5/O4kgkEolwiY4gEolEak50BJFIJFJzoiOIRCKRmhMdQSQSidSc6AgikUik5kRHEIlEIjUnOoJIJBKpOdERRCKRSM2hpLm3cyCiiwA4IrNabANwyeFyOoH4metB/Mz1oMhnHmKMbec90XGOoAhEdIoxtqfsdYQkfuZ6ED9zPfD1mWNoKBKJRGpOdASRSCRSc+rmCI6VvYASiJ+5HsTPXA+8fOZa5QgikUgk0k7dTgSRSCQSybEuHQER3UJEZ4joeSL6Dc7zRES/t/L8M0T0o2Ws0yUan3l05bM+Q0R/SUS7y1inS1SfOXPdjxPREhH9fMj1+UDnMxPRm4joaSI6TUTfCL1G12j8bm8loi8R0cTKZ+7oSYdE9AAR/RMR/a3geff2izG2rv5DMhbzvwH47wBsADAB4PrcNSMAHgNAAH4CwF+Vve4An/knAbx65f9vrcNnzlx3AsmkvJ8ve90B/p5fBeBZAIMrP39v2esO8Jn/HYD/tPL/2wHMANhQ9toLfOb/AcCPAvhbwfPO7dd6PBG8HsDzjLFvM8bmAXwGwO25a24H8CmW8E0AryKi14ReqEOUn5kx9peMsX9e+fGbAK4NvEbX6Pw9A8CvAfgcgH8KuThP6Hzm9wB4mDF2DgAYY53+uXU+MwOwhYgIQC8SR7AYdpnuYIz9OZLPIMK5/VqPjmAAwPnMzxdWHjO9ppMw/Ty/jGRH0ckoPzMRDQB4J4CjWB/o/D3/IIBXE9GfEdFTRHRXsNX5Qecz/wGA/x7AdwFMAjjIGFsOs7xScG6/vA6vLwniPJYvjdK5ppPQ/jxE9GYkjuBfeF2Rf3Q+88cAfJAxtpRsFjsenc/cDeDHANwMoAfASSL6JmPs73wvzhM6n/ltAJ4GsBfADwD4UyL6C8bYS57XVhbO7dd6dAQXAFyX+flaJDsF02s6Ca3PQ0Q3Avg4gFsZY9OB1uYLnc+8B8BnVpzANgAjRLTIGPtCkBW6R/d3+xJj7BUArxDRnwPYDaBTHYHOZ94P4LdYEkB/noi+A+CHAPx1mCUGx7n9Wo+hoScB7CSi1xLRBgDvBvDF3DVfBHDXSvb9JwC8yBj7+9ALdYjyMxPRIICHAdzZwbvDLMrPzBh7LWNsB2NsB4A/AXBvBzsBQO93+xEAP0VE3US0GcAbAHwr8DpdovOZzyE5AYGIvg/ALgDfDrrKsDi3X+vuRMAYWySi9wH4KpKKgwcYY6eJ6J6V548iqSAZAfA8gMtIdhQdi+Zn/hCAfgD3reyQF1kHC3ZpfuZ1hc5nZox9i4i+AuAZAMsAPs4Y45YhdgKaf8//AcAniWgSSdjkg4yxjlUlJaI/BvAmANuI6AKADwNoAv7sV+wsjkQikZqzHkNDkUgkEjEgOoJIJBKpOdERRCKRSM2JjiASiURqTnQEkUgkUnOiI4hEHKBSjIxEqkx0BJGIGz4J4JayFxGJ2BAdQSTiAA3FyEikskRHEIlEIjUnOoJIJBKpOdERRCKRSM2JjiASiURqTnQEkYgDVhQjTwLYRUQXiOiXy15TJKJLVB+NRCKRmhNPBJFIJFJzoiOIRCKRmhMdQSQSidSc6AgikUik5kRHEIlEIjUnOoJIJBKpOdERRCKRSM2JjiASiURqzv8PxP5WbjFwNQkAAAAASUVORK5CYII=\n", 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "\n", "\n", "algorithm='spectral'\n", "c = oe.cluster(d)\n", "K=5\n", "for distance in distances:\n", " out_name = distance\n", " c.cluster('parent', algorithm, out_name, K=K, Require_Unique=True, distance=distance)\n", "\n", "#PLOT\n", "names = c.labels.keys()\n", "figs =[]\n", "fig = 0\n", "for name in names:\n", " d.plot_data('parent', fig_num=fig, class_labels=c.labels[name], title=name)\n", " plt.show()\n", " fig+=1\n", "\n", "#COMPARE SOLUTIONS\n", "mi = c.MI(MI_type='adjusted')\n", "f = mi.plot()\n", "\n" ] }, { "cell_type": "markdown", "metadata": { "collapsed": true }, "source": [ "### Call clustering with more control by using 'precomputed' distances and affinities." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "distance = 'euclidean'\n", "D = ca.returnDistanceMatrix(d.D['parent'], distance)\n", "beta=0.25\n", "S = ca.convertDistanceToSimilarity(D, beta) # use a different weighting factor for conversion (default is 1)\n", "algorithm='spectral'\n", "K=5\n", "\n", "out_name=distance\n", "c = oe.cluster(d)\n", "c.cluster('parent', algorithm, out_name, K=K, Require_Unique=True, affinity='precomputed', M=S)\n", "\n", "#plt.close()\n", "titleStr=\"Precomputed Similarity from distance=%s and beta=%0.2f\"%(distance,beta)\n", "d.plot_data('parent', class_labels=c.labels[out_name], title=titleStr)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### DBSCAN calls with precomputed distances" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "\n", "np.random.seed(0)\n", "n_samples = 300\n", "blobs = datasets.make_blobs(n_samples=n_samples, random_state=10,centers=5,cluster_std=2)\n", "X, y = blobs\n", "df = pd.DataFrame(X)\n", "d = oe.data(df, [1,2])\n", "d_plot = d.plot_data('parent')\n", "\n", "\n", "\n" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/kmn4mj/GIT/public/OpenEnsembles/openensembles/openensembles.py:581: UserWarning: Number of unique clusters 6 returned does not match number requested 3 for solution: default_DBSCAN\n", " warnings.warn(\"Number of unique clusters %d returned does not match number requested %d for solution: %s\"%(len(uniqueClusters), K, output_name), UserWarning)\n", "/Users/kmn4mj/GIT/public/OpenEnsembles/openensembles/openensembles.py:581: UserWarning: Number of unique clusters 6 returned does not match number requested 3 for solution: euclidean\n", " warnings.warn(\"Number of unique clusters %d returned does not match number requested %d for solution: %s\"%(len(uniqueClusters), K, output_name), UserWarning)\n", "/Users/kmn4mj/GIT/public/OpenEnsembles/openensembles/openensembles.py:581: UserWarning: Number of unique clusters 6 returned does not match number requested 3 for solution: euclidean_precomputed\n", " warnings.warn(\"Number of unique clusters %d returned does not match number requested %d for solution: %s\"%(len(uniqueClusters), K, output_name), UserWarning)\n", "/Users/kmn4mj/GIT/public/OpenEnsembles/openensembles/openensembles.py:581: UserWarning: Number of unique clusters 2 returned does not match number requested 3 for solution: l1\n", " warnings.warn(\"Number of unique clusters %d returned does not match number requested %d for solution: %s\"%(len(uniqueClusters), K, output_name), UserWarning)\n", "/Users/kmn4mj/GIT/public/OpenEnsembles/openensembles/openensembles.py:581: UserWarning: Number of unique clusters 2 returned does not match number requested 3 for solution: l1_precomputed\n", " warnings.warn(\"Number of unique clusters %d returned does not match number requested %d for solution: %s\"%(len(uniqueClusters), K, output_name), UserWarning)\n", "/Users/kmn4mj/GIT/public/OpenEnsembles/openensembles/openensembles.py:581: UserWarning: Number of unique clusters 2 returned does not match number requested 3 for solution: manhattan\n", " warnings.warn(\"Number of unique clusters %d returned does not match number requested %d for solution: %s\"%(len(uniqueClusters), K, output_name), UserWarning)\n", "/Users/kmn4mj/GIT/public/OpenEnsembles/openensembles/openensembles.py:581: UserWarning: Number of unique clusters 2 returned does not match number requested 3 for solution: manhattan_precomputed\n", " warnings.warn(\"Number of unique clusters %d returned does not match number requested %d for solution: %s\"%(len(uniqueClusters), K, output_name), UserWarning)\n", "/Users/kmn4mj/GIT/public/OpenEnsembles/openensembles/openensembles.py:581: UserWarning: Number of unique clusters 6 returned does not match number requested 3 for solution: minkowski\n", " warnings.warn(\"Number of unique clusters %d returned does not match number requested %d for solution: %s\"%(len(uniqueClusters), K, output_name), UserWarning)\n", "/Users/kmn4mj/GIT/public/OpenEnsembles/openensembles/openensembles.py:581: UserWarning: Number of unique clusters 6 returned does not match number requested 3 for solution: minkowski_precomputed\n", " warnings.warn(\"Number of unique clusters %d returned does not match number requested %d for solution: %s\"%(len(uniqueClusters), K, output_name), UserWarning)\n", "/Users/kmn4mj/GIT/public/OpenEnsembles/openensembles/openensembles.py:581: UserWarning: Number of unique clusters 6 returned does not match number requested 3 for solution: l2\n", " warnings.warn(\"Number of unique clusters %d returned does not match number requested %d for solution: %s\"%(len(uniqueClusters), K, output_name), UserWarning)\n", "/Users/kmn4mj/GIT/public/OpenEnsembles/openensembles/openensembles.py:581: UserWarning: Number of unique clusters 6 returned does not match number requested 3 for solution: l2_precomputed\n", " warnings.warn(\"Number of unique clusters %d returned does not match number requested %d for solution: %s\"%(len(uniqueClusters), K, output_name), UserWarning)\n", "/Users/kmn4mj/GIT/public/OpenEnsembles/openensembles/openensembles.py:581: UserWarning: Number of unique clusters 1 returned does not match number requested 3 for solution: cosine\n", " warnings.warn(\"Number of unique clusters %d returned does not match number requested %d for solution: %s\"%(len(uniqueClusters), K, output_name), UserWarning)\n", "/Users/kmn4mj/GIT/public/OpenEnsembles/openensembles/openensembles.py:581: UserWarning: Number of unique clusters 1 returned does not match number requested 3 for solution: cosine_precomputed\n", " warnings.warn(\"Number of unique clusters %d returned does not match number requested %d for solution: %s\"%(len(uniqueClusters), K, output_name), UserWarning)\n" ] }, { "data": { "image/png": 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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G4/wFAc69avScTT8nrkFuB85z6ClF3StNuRnqmvdVjq8abPXRFdU0trOW1m9GsPRnEgWufctovzadMdRUGi5ZhMKho5RJT20qe6PuAFDl+CoCZagF4GxnLU3PIt3Si84b61dmDHUfupU6ii/uFRtlHMocX8VV4ktf2aRIvzVx33mlMeqeH6DLqE2y3EoMSHcUX0oEmAKjRX/gZVMOqwR+fekrWxQNyq87E5i/HCPafl3XTloabZI6/epDwgGFUwDdSh3F53Q+226cZLwAKOdv9rmvqlAklrAwF6QFj7iBJEgTrlJWPSJZ8yuNOv3qenb3UF2QaXgrHERkp4gsiMjtIjIsn1EB2igRkDdYmPYX/YEXGYxs/Fj7Vk6hiCWU9gyg5rpGZWNY794JnPtZ+/1qnLAZu7cmkwtcCyef8N2t9FpVfcx1I3yk6bz6PPM+a39WPvyWqWD/5ErgwBPAoQPp548oOpcii7bnIDRNkRnQZV1pVfrZdr8uzCHIhkoJg0b31rTbqW8uyDr4LhxIBk2WCMhalB4IVvlKTqKLBhPT4AVZ3J620EzaYGTrx9qncgp55TOA8iU0qvZzWr9W9dlv3wTjvJd1Z5qD4WWVhSyaKj3SRbx1KyF4Tb4qIjtEZGNyp4hsFJF5EZnfs2ePg+b1m6xF6a+/IHuVr9SqnAaNMO+6fYsX2KBImmhZV5qtfq7jBjQKIg3iJ1lZUrY0+765IOvgs3A4RVV/EcAZAN4hIq+J71TVrao6o6ozq1evdtPCHpM1KESuINNxaYNXEcGQdl3+WEeJ/O3Xnh98Pveq9KB82XkGtvq5js/e9M5F5T+qHFsWzs9YpBPzHETkEgBPqup/T9s/xHkOTbMwF8x6LYNpvsHCXDiY5bxqWcf3JV5Qh6aXjq3Sz8ljjNp9gZIqpvvLEwwuls/tC1nzHLwUDiLyfABLVPWJ8P83A/h9Vf3btO9TODTDh49Jjw2kkbXWc9bEqclVQTG2IQ/6eRwegA196GoyX9pgbqJoG9MEVN69872pThcnwR0L4DoRAYI2/pVJMBC7xH+ckyuBJcvSSy/HydPcsvzB72MuWiZFBuB9uxZLVsSPa9raSk2XTaGMe8qUONCkxUTS8VI4qOr9AE503Y6hkRyI9u8NFmeRJeOLtkQU0dyMGSAZE6lIQNEBuGiasc3BtEgQWCbKDeJZQo2uxXbxUjgQN6QNRIcOBK6fg/ura25FUi8jGF8YpWgWTjyd08bckCJkxhhC9LlygiFLqA35PXCBz9lKpGWyFmipk8FRNAMkKw1yiCW3gZLLwe4e/Tu2f5fd/ktNWU4wubL4+Tg72S9oOZDDZE0AKqK5ZWn9RY7PmngXt1x8Wf2tDYoUuouIBEmmRq/2+i+54lwaB54Yj4eY4Oxkv6DlMEBMWnidXHcbNZCyJt4NVaOMrK689b7jz6mIRm+r/w4vuqOB+zHJoQPFr8MJj35B4TAwsgbxOhOAbLgEyg4CQ9Eop2fNCQHA+HNKPkcTRfqvjDvPtD500efECY9+QbfSwMgLVlYN/NlwCZgC10sn0+db1NEouxb4zsr4Sps/EH+OxkV/cvqvaNZT1JemSY5FnxOzkvyClsNAiDTAIiWRq2DDJWCyXM64zK5GuTAX1IeKW0/XX+B3kLuOVl312KLrRhy2RFMo+5zS1oYeajKCa2g5DIAiE6nq+nXLpKtmkWW52NIob7povD7UoQPBdl+11DpaddVjK68bEWJj9rIPK8MNFQqHAZA3kSpvEC/igskagGy4cGzmuZtKghQtFeKKOn1Q5dg660ZA7JT0aGvOBhmHwmEAZLmM8rS7MpqbqbZ/k5pf12IHWfh2L02sG1EWpre6gzGHAWCMB6zNX4O5bhZSkxObqqbPpqVcZm1vAx/XLm5i3YiyML3VHRQOA6DODzhLczMFCuPbywTAywYeb7qomuA547KgoGCcJcuC7a5wNTs4r8/TAsTJ/U2uf8D0VnfQrTQA6gQzTW6DyZXp7qLdtwardpVdnKWs+2lhzhwjKLK0JeCXC8eF+8SWy6/Jukc+Pquh4OV6DmXheg7NYVqAxTT3QCbMS4jGj09ql8ZcfEMef1Zarqv1DepQ9v6bvGbW2hykX2St50C3EsnE5DYwzYbNFAwZboeymnOWRt1Fl4ML94mpD/WQ+3gHcQ/dSiSXNLdBVrG1NGQC+OBB8/6yWS9Gd9eqbmq8LtwnWQX6mC5KaDmQVPIClSZN10Seq6ms5mz6vsugcl3ygr+2ySvQx3TRYUPhQMYoklZpcjeZVnfLW/WtbNZL01kyQyCv4mvb6aIsk+EXDEiTMeoER00BbA7c/uLDM/OhDUOEAWlSijpplVU0emqMbvHBCuMqcP7BgDQZo25JhDJ57yys5gfJgHg0KLf1DFgmwz9oOZAx2kyr7JrG2Fcrx3X5DpbJ8A8KBzJGm26GLmmMrgfQJnEtpFkmwz/oVhoAVap92i6JYGpDWReWy8qlfS4f7VpIs0yGf1A49BwffPpZbSizSJDre3E9gDZJ06W3i9BkjSZSHrqVeo5rd0FeG8q4sFzfS5/94nTrkCS0HHqOD9puXhuKaoyu78XWUqi+snRy8d4mVwWzzanJDxdaDj3HB23XVhtc34sP8wGaIHLXxavsHtzvrj3EDygcek7b7oK0VE9bbfDB9dF2/aM2cO2uI35C4dBz2tR2TamegJ029FVzd41rdx3xE9ZWItZwsWANqU+bz81lKjIZh7WVSCtQA3VL1dnbbbnr+jyJsI9QOBBruA4Yd506pTnqDLxtuesY2+gWTGUl1uh7qmeT1J3gV3f2dhsT0GhZdgtaDsQaDBhXp65W3YWBl5Zlt6DlQKzCEgjVqDu4+1D+Ig9alt2ClgMhHlBXq/ZhDkgetCy7BS0HQjygrlbdlaqmtCy7A4UDIR5gY3DnwEtsQuFAiCdwcCc+wZgDIR2hr0uUEj+hcCCdYqgDJGcXk7ahcCCdYcgDJGcXk7ahcCBekmYhDHmA7MIkN9IvGJAm3mEqJZEUDBFDGCC7MMmN9AtaDsQ7TBaCTKR/fwgDZBcmuZF+QeFAvMNkCeih4Q6QnF1M2oZuJeIdRhfK2kAQ+D4LuCk4D4K0CYUD8Y6sUhIcIAlpB7qViHfQhUKIe2g5EC+hhUCIW2g5EEIIGYPCgRBCyBjeCgcROV1E7haRe0Xk/a7bQwghQ8JL4SAiEwA+BuAMAMcDeLOIHO+2VYQQMhy8FA4ATgZwr6rer6oHAFwN4GzHbSKEkMHgq3B4CYAHYp8fDLcRQghpAV+Fg6Rs05EviGwUkXkRmd+zZ09LzSKEkGHgq3B4EMBxsc8vBfBQ/AuqulVVZ1R1ZvXq1a02jhBC+o6vwuGbANaJyMtE5AgA5wG4wXGbCCFkMHg5Q1pVD4rIOwF8BcAEgCtU9VuOm0UIIYPBS+EAAKq6DcA21+0ghJAh4qtbiRBCiEMoHAghhIxB4UAIIWQMCgdCCCFjUDgQQrxgYQ7YMgVcuiT4uzDnukXDxttsJULIcFiYG10adt+u4DPARZ9cQcuBEOKc7ZtG1wwHgs/bN7lpD6FwIIR4wL7d5baT5qFwIIQ4Z8WacttJ81A4EEKcs34zsGz56LZly4PtxA0UDoQQ50zPAmdtBVasBSDB37O2MhjtEmYrEUK8YHqWwsAnaDkQQggZg8KBEELIGBQOhBBCxqBwIIQQMgaFAyGEkDFyhYOI/JyIrBeRIxPbT2+uWYQQQlySKRxE5F0ArgfwHwHcJSJnx3b/YZMNI4QQ4o68eQ6/A+BVqvqkiEwB+BsRmVLVywBI460jhBDihDzhMKGqTwKAqu4UkVMRCIhwHiMhhJA+khdzeFhEToo+hILi9QCOATDdYLsIIYQ4JE84/BaAh+MbVPWgqv4WgNc01ipCCCFOyXQrqeqDGftutd8cQgghPsB5DoQQQsagcCDEUxbmgC1TwKVLgr8Lc8O6PnELS3YT4iELc8CNGxfXVd63K/gMtFPW2vX1iXtoORDiIds3LQ7MEc8+HWwfwvWJeygcCPGQfbvLbe/b9Yl7KBwI8ZAVa8pt79v1iXsoHAjxkPWbgWXLR7ctWx5sH8L1iXsoHAgpSRtZPNOzwIkbAJkIPstE8LmtYPD0LHDWVmBFWChnxdrgs+n6zGzqH8xWIqQEbWXxLMwBd1wJ6KHgsx4KPq85pV0BUeRazGzqJ7QcCClBW1k8XcoW6lJbSXEoHAgpQVtZPF3KFupSW0lxKBwIKUFbWTyus4XKxBBct5U0A4UDISVoK4vHZbZQFEPYtwuALsYQTAKCmU39hMKBkBKUzeLx/TpplI0huGwraQ5RVddtqM3MzIzOz8+7bgYhXrIwFwzs+3YHrp71m7MH7kuXAEgbFgS4+LmmWklcICI7VHUmbR8tB0I6QNV5BGVdRABjCCSAwoEQz6kywEdkuYhMAocxBAJwEhwh3pM1wOf59Y1pprvyJ66VcUWR/kHhQIjn1JlHsGJNaHEkkIlsgVN0djTpL3QrEeI5dWIAJhdRVJYjCSeukQgKB0JapEpguU4MwJRmumJt+vcZdCYRdCuRXlM2jbPJa1YtUFc3BmByEcXbAgQCZ92ZgdBirIFwngPpLcnBGAgGwDoTtLKEzcIccNNFwP69o8dE19y+Kd3/v2It8O6d1dpTh+S9rDszqPxqs7+I32TNc6BwIL1ly5TdwThL2ADj+5LX3LcbXk8us91fxH+yhAPdSqS32K4WmldWwiQYomuaMod88fOzuiqJw4A06S22Z/pmDZ55A2jkgvJ5chlnRpM4FA6kt9gejLMGz6wBNLqm7wXqfBdeZWlj6dI+L49KtxLpLbZn+q7fnB5ziAbPtJjD5CrghDcFbbj2fH8zgKJgerz9k6uAMy7zr61FaGPp0r4vj0rhQHpNmZm+eWmvRYRNch/g/wCyMAd88a3Ac8+Obj/wRPvtsCXIk4IOKF5ypCh1ypp0Ae+ylUTkEgC/A2BPuOl3VXVb1jHMViJ1aSLtFehGBpCpjUD9dhYd8G32/8IccO1bDDstZob1obR5F0t2/5mqnhT+yxQMhORRxC9cdoGboviYAZTsD5NgAPLbmdW3ZarJ2uz/rGNsBtf7HsD3VTgQYoWiA1RW9VJTkLGI0GlzACnSnrT+gJjPmdXOvL4tM+DbFKJZx9gMrvctgJ/EV+HwThG5U0SuEJGjXTeGdJeiA1TWIJgmTIoKnbYGkKLtSeuPVNdIyL5d1a2tMgO+TSFqOmZyld1YgO/ZZ3VxIhxE5GsiclfKv7MBfALAywGcBOAHAP7UcI6NIjIvIvN79uxJ+8qg6HNKXR2KDlBpg3hEmjApKnTaGkCKtidLq55clb49KWiid83kjoquUWbAtylETec647Ly58pjejaIyVz8XPC3L4IBcJStpKqnFfmeiHwSwJcM59gKYCsQBKTtta579D2lrg5FZyVH/WQKZCYH1Sw31Jap0cBrG2sjFBWCxv6IBZ7TBv64oMkqExJdA8hP/Y1jM+2YixXZwTu3koi8KPbxHAB3uWpLV2gqmNoHymik07PFS1lnuTvKLONZlDzLsKiWXqQ/sgRNqlvKcK6yVpNNLbzPGn1beCccAHxYRBZE5E4ArwXwn1w3yHd8zIhxQdoAWnaAKipMstxQgF3hvDAHXH/BaDzh+gtGBURqeySotBpnehY4cUOwEhwQ/D1xw2h/ZAmarHcqrW85SHcX7ybBqer5rtvQNXwq6OZi/YToulmutTJrHwDZZbmjfZMrgaWT4yW6I2wJ55suAg4dGN126ECwPe662n0rMH85FgPMGpTgXnPKaPvvuHJxJTg9NP6dLHeQb2XHSXP4aDmQkviSUlcmr902Nl1rJm03eX/79wIH95sDubaEs0n4JLffsw1jmUfJPijST1nWli/vGmke7ywHUh5fAnAuywm04Voz3d/SyWCALBJ4bZIifVC0n0zWli/vGmkeCoee0EZGTB4uYx9tuNZM97H/ceDcq+wPmJELy8Sy549+LtIHNvrJh3eNNA/dSsQaLssJtOHuyLo/24HXEReWgUMH8oPSyT6gW4gUhcKh57Q5Oc7lwGNjslleX7V5f3kpo0BQRbVorKDMdzihkgAeVmWtAquyptNUpdG8a3bRH120r5q6v+R5syyGESxXAHXxzpBF2v79ZFVlpXDoAFVfGFvlors64JfBZWnttAEZgsyaRxG229eFEuN9xYVg7mLJbhJSJz3URoDYZXpqm5TtK5uuF2MxvIxqqUAzLi1OqMynKbebb5UOKBw8p84LYyNA7NsLCzTz4yzTV7YFpnHg1dHYwMzbmy/g1/c1CurSpLLkm2BmKqvn1HlhyhQ+a+L6TdBUkcEyfWV7PkeRYnhtYeOd6TNNzuXxqdIBQMvBe+pocjYyeHzTJJuyZMr0lW2B2UYWVJ61Fe2/9vxgUt/kKvRyjYK6NKks+ZZmTMvBc+pqcnUnLPmmSTb54yzaV7Y1vKZnHedZW8n9+/cGz/jcqygUkjSp3fs2+5zZSh3ARbZQssAcEMwEdv3C2simqdufPqV7FrmXvD5rIkOprxluPj17G2RlK9Fy6ABtlyvwWZOsa8nYiFn4ouEVvZc8a8u2Ndbnxad8efZtQOHQQZrUyhbmgOs2LJZ0jmirgF4e0fVvumixKunSyexj4v0lS+zcmw/1hYoGR/NcIbZdJW0XYGzbSvHh2bcBA9Ido8lUuujcycEzwqdc94P7F/+/f6+5D5L95dO91U3JrbM+dtzash0IbTPDbSjzcFxA4dAxmpx3kFfPx0bQzcYchTJ9UKRGEdB+9pWNQa1MJlncuppcNeojt5HVVrVddfFxHk5foHDoGEW1siqDcJZmZyNDyZaWV0YzLaKtusi+sjGoFdH4oz6PLwwUt7oibFaVbTMl07d5OH2CwqFjFNHKqg7CpnPLhJ1sDFtaXhnNNOuemqreWgQbg1qk8cdXokvGX1xo1rYtkSx8m4fTJygcOkYRrazqgGA69zlXjv+wK1kmhkqjZbW8Mppp1j1V0ZJtWT+mwWtyZfl+zYq/uNKsba9vYaLou8Ay5OWhcOgA8Rd7+ybgxA3ZWplxQNhlDtpGs2MhQUYPEGjXJ25IFwxlB8iFORgLyZXV8spopra1WFuaeNqgtmQZcOCJcv2a156+a9ZF16dg0Lo8nATnOVUm3ZgmNaUdm1ouOuP7WefPmjRlbJP4MX+iKJcuQXop7QrrKiRTMA88ORobiMjq17z29G3SVhVYhtwMS3Z3mCqaappWajo2L5sn7VpVXBVZlUe7NEjZ1MSTrpf9j6d/L6tf89qTp1kPwd3CoHU1KBw8p8qLHQ0IRc5Z5AeS/E6VAdJ4zNr86/tEk5k4Vfq1SHtM/v8m3C0+Cpu+u9aagsLBc6q+2NOz5oE3fmyRH0jyO1UGSN8qTlalyUycKn1Upz22M5ma8u3XFTh9effahuUzPKdOLaEix6Z9J07atcrWl4l8688+HQS59VAwiHW1Jk1T5ROq1u1Ja0+RkhK23S1NlM3oUy2srsGAdAeoUzumyLFNVmBlQLR9iva57UCtzWB9hKmNMgHoc/be0S4KDhvtzgpIUzgMHNMLZusHw0yRfGwPTkX73LbgbuJZGwVOjDpt7qryYqvdzFYiqZh8xF/+D9m+4zI+YGaKZNOEn75on9uOn9j07UfvWJ5gAOrFSbpam6mNdjPmgO6alXUxvWA7tprLWgPlfMC+rYvrG0346cv0uc34iS3fft7cmzSqKhtdVV7aaPfgLYchz540vUjGsta7ymssQ8sUKWNVLczZKykSx2Wf2yibkTX3RibSt1dVNrqa5tpGuwcvHLpqVtogsyhd6o7yg1mbRdhcU0bRiL5ros6PvEt9niZMjYJRgppYNgVfV5WXNto9eLdSV81KG5hSXU/cAMxfjnF/ry6moibJGsyGsnJWGRdRlnZs40fehT43palOrjSUEVljPy21q2mubbR78MJhyD5x05Kba04B5j+RfkyaYJg4IqgLdOmS4i9pH+M8ttaZ8EHLb+P5mITp0slAQJrm59gWfF0QpGk03e7Bu5W6albaJK3kc3yNgCwmVwGqoXApUaG1j3EeG+tMrFjrfqBq6/mYBOT+x/PXqSDNM3jh0CX/bBOYtDfAXLwvYsVa4IgjgeeeHT8+K2bT1ziPjXUmfFBK2no+ecK06DrhpBkGLxyA9hYmsYXN4mZ52lvesTYrtHY9zuNynQmbtPV8sgRkXxWILjH4mEPXsFFrJk5WzGV6NvQ7GzKUIg2vbMymz3GeMn5gX33dNp5PkZhFVlD12vPTz1tGQPUxrtUmtBw6hm2NKs+9sX5zsEJZkokjgn1DqNDqYxnqJqn7fMrELExWe508/oU54MPHANe+pX9xrTahcOgYtk3+PPfG9Czwhk+PBgcnVwFnX7Go+ZZ1j/jsUknSleC5TQFW9/nYUGCyBFTWvUbPKy0Vlm6pctCt1DGacMnkuTeacH/YOKfLdMs65S1sk+dqrNJPdZ6PDQXG5HICsu81b2XDpuNafXJlUTh0jKrrO9h+aQ+fbxcAweEJc3VjIGWubzP2YqILwfM8Tb2NfopTV4FJvqvxNca3TGUL67zn0mRcq613si3oVuoYVUx+266RkfMBYzOpn3068Pc26Z/3Jd3SB7IEmIusnzoxi7x31Xiv4buY9Vyajmv1LcOKwqGDlE29tf3S5pnuEU36531It/SFLAHmwvJpculS4+AvwXuW9ryAIE5mI66VFe/ogpVZBgoHT2gyI8b2S1vmuKY0p7Y0+i4Ez7MEmCvLp+rcobx3df1mBG7MJLroWko+r3M/C7zvsXKrJ6b9FrPWP8lae8InK7MMjDl4QNO+SttBbNP5TMR/8LZiH3XW1i6Lr/MRIvKKsLXVT3VZmANkSXZhx+nZwGWZRvSe1XleWb9Fk1WTWqQyxNe+LgItBw9o2ldp2zWSarqnaXMh0Q+7aOyjiBXVBY2+TUyaetP9ZMvijd6NNMGQfFdXrE0/R1zZqdqurN+i0WI2WQwdfye5hrQHNLEwe5LGspUy0gyB0XVtiywWv+5M4I4r3a3p26dUxKaxtY7xwhxw3YZ0wSATwRoO8fPlXbdOu7J+i6UsZou/3SbJWkOawsEDmliY3RVZg2uRxeLjabFx2uiLri4274q897aIoM1dEtQwyGadu87vKevYNFemy/fVBlnCgTEHD2jDf15UI66rOWf5ewtpXgbh0UbGRxcmvPlEVvC4aBwtL/PNFBfLes/qJGBk/RbTYjsmS7ercYY4jDl4QBt+4aK+/iZLRZjSDIvQRsZH31IRmyYrE6poHC2rb6sOsnUytIqUk4nHdn794/2NfdFy8IQmM2LyfqiRJpSWKWJTc47OYfIvHyZhqrelifW5WmwTZGnZRauqmvpcJqoPsnUt8bK/Rd+z2apCy2EAZM0qjVsKpgE7T3MukxkyPRsEn00sWw7MXOhGE+vChDefyNKyi2rvaX2+ZBnwEy8IBEyVDChmstmBlkOPieIHJj++TBSb6ZylOVeZo9GEtmiDvPkCZByT1lxUe0/2+eRK4MATi1VVTe9TXmwsT5tnVlo+TrKVROSNAC4B8PMATlbV+di+DwD4bQCHALxLVb+Sd76uZys1QV4WSHIBdxN52TpVMkPS2rZkGfC8nwxWoOOPtVnaGhjjxRllIrBMo6yfOu9T3awyZqUtkpWt5MqtdBeAcwHcEt8oIscDOA/ACQBOB/BxEZlov3n+k+fKycoCicxs02QimUBhc7xKEDdp9k+uAkRCbdHjNRP6QJvrU0zPLrqNIpdl3vWKvE91J432rUBeUzgRDqr6HVW9O2XX2QCuVtVnVPV7AO4FcHK7rfOfIj9w4+Asi2v0Hi63HWPZ8mDSUdGaOFUzQ+JZH0ccCRw6MLqfP9ZmaHtgLHu9Iu9T3awyZqUVw7eA9EsAPBD7/GC4bQwR2Sgi8yIyv2fPnlYa5wtFfnCmH9nkypRy26GAqBK4sxHEzQqYD2FZzjZpe2Ase70i71NZhSRpZU+uLHf8UGlMOIjI10TkrpR/Z2cdlrItNSiiqltVdUZVZ1avXm2n0Z4TveSmiWTxH5zpRwakuJt00adb1udqIzMk60dJF5NdTH0tS5rp47IDefQ+nbxqDhdhCh/EErxncgrTmAPm5oCpKVy0awneLVN4JRYbbFJI0qzsA0+kr4t+4Em+Z3Eay1ZS1dMqHPYggONin18K4CE7Leo2uWUGMPqDM2XeFM0/L0PdPO/UsgQxOEvZHqa+1kPNrFpWZc7BNOYwvX8jgOCgI/buAt76VkAVOHgQAmCF7sLZuAAA8MDaWWOQO83KPnRgcU30+FrT+/d2e+U22/jmVroBwHki8jwReRmAdQBuc9wmL8grM2BKE0xW6vRxZbMR68MA/cF2iPo6Lc2jidhDJcty0ybg6aTf9Fng4MGRTUtxAL+x6qJMi9f03ux/PIh1JWGsaxEn8xxE5BwAHwWwGsCXReR2VX2dqn5LRK4B8G0ABwG8QzVzLu1gyBoc89ID45TR5NrMBY+sD2MqI/3B1piebcaCjEh7b0oVodtdohF796Zec92ZwD3bkLkADwPT2bjKVrpOVV+qqs9T1WNV9XWxfZtV9eWq+gpVvclF+3zEqPGXjBUU1eTaTHmMw1nK7dCUBWnlvVlTrhFp15z/hDk253qVvK7gm1uJGLA5aBZZwtFVLjhLH7RDU0LYynuzeTOwvHiFxgcvmis0oRMYfZ+oiGRD4eApyfQ7oN1B06XJXXX9YVKcpoSwlfdmdhbYsKHw11+9t6DkkXZXyes6rK3kIaZ6RWdtbW8BEVYo7T9NVBO19t5s21b8migmedLa0NeKqjag5eAhPkzvb8LktrXeMPEXa+9NiaD0s6vW5K4TYtNdNJT3mMLBQ3zIorBtcrsKcJN2sfbeFA1KL1+OIy7bPHbNmbc34y5Ke4+vPR+4VNoXFE0LKa4h7SF9WlM6oo/3RBpkbg7YuHF0vsPy5UEs4pprDqewYtUq4LLLgjhFC2RVKADaq+5qq7Ksj1VZSQZ9zKLwwRoizWFdi52dBbZuBdauDUr2rl0bfD7lFGD//sXv7d0bCJG56hcs0/a897Ut928brmcGpD2kj4vOMMDdX6os+FSI2dlxi2Bqanz29NNPB7OqK1gPZdtueo/jtKHwtKFs0XLwlL6lc/bRGiIBrSZQmALVZWZVxyjb9rT3OEkbCk8bE/goHEgrMKe8v7TqMjQFqkvOqo4o2/axOmAp66G0ofC0oWzRrURagznl/aRVl+HmzemB6s3VRsUqbY+/x67Wom7D9UzhQAipRZWy3JWJ4gqbNgWupDVrAsFQMVupbttdKjxNX5vCgRBSi9YTKNIC1RXpY/KHLTjPgXQOV6Y8IUXpyjuaNc+BlgPpFI2lTRJiib68o8xW6jBDqfESx4e6U4Rk0Zd3lJZDR+mLdlIWzrQmvtOXd5SWQ0fpi3ZSFq7eRXynL+8ohUNH6Yt2UhbOtCa+05d3lMKho/RFOykLZ1r3h77GzPryjjKVtaPYKtlLiAv4/voBS3b3kL5oJ2SYdC1m1lcrJwtmK3UY1ioiXaVLMbOhZgbSciCEtE6XYmZds3JsQeFACGmdLmX0dMnKsQmFAyGkdboUM+uSlWMTxhwIIU5oMmZms/BdqyXJPYLCgRDSK2wHkIda1pvzHAghvWLLlGF1t7XBeuxkEc5zIGTADC1Hf6gBZNtQOBDSYyIXy75dAHTRxdJnATHUALJtKBwI6TFDzNHvUpqsz1A4ENJjhuhi6VKarM8wW4mQHrNijSE42zMXS1rqKoPP9aDlQEiPGYKLZYhxlTagcCCkxwzBxWI7rjK07C4TdCsR0nP6Xr3XGFfZFQzsZe59qBVY06DlQAjpNFnxk7LupSFmd5mgcCCEdJq0uEpE2YF9iNldJigcCCGdIhkTAII4iokyAzsn0C1C4UAI6QymzCQgDLqnUGZgH0J2V1EoHAghnSErJmBjYB9CdldRmK1ECOkMWTEBW6W1+57dVRQKB0JIZ8ib8c2B3R50KxFCOgNjAu1B4UAI6QyMCbQH3UqEkE5B11E70HIghBAyBoUDIYSQMSgcCCGEjEHhQAghZAwKB0IIIWNQOBBCCBnDiXAQkTeKyLdE5DkRmYltnxKR/SJye/jvchftI4SQoeNqnsNdAM4F8D9T9t2nqie12xxCCCFxnAgHVf0OAIiIi8sTQgjJwceYw8tE5J9F5Bsi8iumL4nIRhGZF5H5PXv2tNk+QgjpPY1ZDiLyNQA/lbJrk6pebzjsBwDWqOpeEXkVgC+KyAmq+uPkF1V1K4Ct4bX2iEhKrcbOcAyAx1w3whPYF6OwPxZhXyxiqy8MSyQ1KBxU9bQKxzwD4Jnw/ztE5D4APwtgPue41ZUa6QkiMq+qM/nf7D/si1HYH4uwLxZpoy+8ciuJyGoRmQj//9MA1gG4322rCCFkeLhKZT1HRB4E8GoAXxaRr4S7XgPgThG5A8DfALhQVR930UZCCBkyrrKVrgNwXcr2LwD4Qvstcs5W1w3wCPbFKOyPRdgXizTeF6KqTV+DEEJIx/Aq5kAIIcQPKBwcYiojEu77gIjcKyJ3i8jrXLXRBSJyiYh8P1ZG5UzXbWobETk9fPb3isj7XbfHJSKyU0QWwnchM3Oxj4jIFSLyqIjcFdu2UkRuFpF7wr9H274uhYNbojIit8Q3isjxAM4DcAKA0wF8PMriGhB/pqonhf+2uW5Mm4TP+mMAzgBwPIA3h+/EkHlt+C4MMZX1MwjGgTjvB7BdVdcB2B5+tgqFg0NU9TuqenfKrrMBXK2qz6jq9wDcC+DkdltHHHIygHtV9X5VPQDgagTvBBkgqnoLgGTW5tkArgz/fyWAN9i+LoWDn7wEwAOxzw+G24bEO0XkztCktm4yew6f/ygK4KsiskNENrpujCccq6o/AIDw7wttX8BVVdbBULGMSFpFwl6llWX1C4BPAPgQgnv+EIA/BXBBe61zTu+ff0lOUdWHROSFAG4Wke+G2jRpEAqHhqlSRgSBpnhc7PNLATxkp0V+ULRfROSTAL7UcHN8o/fPvwyq+lD491ERuQ6B223owuEREXmRqv5ARF4E4FHbF6BbyU9uAHCeiDxPRF6GoIzIbY7b1Brhyx5xDoLA/ZD4JoB1IvIyETkCQXLCDY7b5AQReb6IHBX9H8CvYXjvQxo3ANgQ/n8DAJMXojK0HBwiIucA+CiA1QjKiNyuqq9T1W+JyDUAvg3gIIB3qOohl21tmQ+LyEkIXCk7Afx7p61pGVU9KCLvBPAVABMArlDVbzluliuOBXBduPbLUgB/pap/67ZJ7SIinwNwKoBjwrJDFwP4YwDXiMhvA9gN4I3Wr8sZ0oQQQpLQrUQIIWQMCgdCCCFjUDgQQggZg8KBEELIGBQOhBBCxqBwIKQh0qppEtIVKBwIaY7PYLyaJiGdgMKBkIYwVNMkpBNQOBBCCBmDwoEQQsgYFA6EEELGoHAghBAyBoUDIQ0RVtP8vwBeISIPhhU0CekErMpKCCFkDFoOhBBCxqBwIIQQMgaFAyGEkDEoHAghhIxB4UAIIWQMCgdCCCFjUDgQQggZg8KBEELIGP8fVKpZwNvTcRYAAAAASUVORK5CYII=\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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+iVYbmW5lWUi6+5pY92WTL31tA4FBcRg6bVlaTTuAOt+n1aiP7U60qO5F2kvbLcInIQ6YMnHgwnsho7uoWVvPh266YF6d79ddZHCIC8DZWq03YevW6KluWZQCXv/6hfXa9jPJ06v6HjzIJ8y1QZFqhPQa5MjB1Cpsw9JqapnW+X7fXFFt0kbgtsxFma1XWvfeA7qVeogv7hUbyziYfL8rQfGdpllidama4GajXikqnUFx6CO+p/O1eYOb/rbvdWWKrkBed93ouTcdMVVNcGtarz6M8gYkThSHPuKzNWz7Bm96s/pcV3XQnQSWvQYi5esamUxwKxtBtDEycTm7u8cuyCDFAcBBALMA9padgBqqOHTRiKs6i6LPbU4Is3GefbvhdUZCpp1snTpqo151RiNtWvauxaljQhaHs3X2HaQ4KNW+66bu+jVl+fBJeZcti2bLVnUstm7WPrkKdOrE1JVWt55t1mtZ20nK0bbQ980FWQHFgZhTNsN1x47yNZDK8uGLRKOoMxrYzaqFTgdp2tnbrOe6glHWbpJZ87rtpi4cOQQhDt8H8A8A9gDYnPP5ZgAzAGampqbs19rQKevIsxZ/9kYu8ndXCUNeZzSwm1UbHZefiYVtc4RW17KveqaHSbupS99ckBWEKg7nxX+fDWAfgJcV7cuRQwvopCyWdSbZzsv0+wkDu1krMbHKTfftYsXYOt8tGqW2ZSz0yQVZQZDisKCQwA0A3lr0OcWhBXbsMBeGshU6dUYOZd8fyM1aSttCWaeedY0AHcu+6PzqthtSSXDiAOBMAM9M/f8VABuK9qc4tETRQ3qKrDtTlwUQHWPonX4VbaaONi2XTudtUsY8gao6d7ab2oQoDs+PXUn7AOwHsKVsf4qDRdI357Jl+Wvym1puJqt5koXodsC6acY20XUXtjHxjqMFKwQnDqYvioMl8m7CM84ofqKXruXGoHJ96nTAXXWmOq7CshFlHkWiRtdiK1AciB5l6atdLbDHTmAhulleabHtSox1hMv0+Q0cIXQKxYHoUZbr3rTTbjobeqiiYZLplXTEZYLS9qq8eYZF03PlCLM1KA5Ej6Y3Z1trIDUduYRMnaCvjqDYqr+qgLHuM6OV4oRHB1AcyELK/Lp1O2EbLgETF8qQLMqyGel5da0rKLbrryi7Tfc4HDl0DsWBnEZnzSSbSx+Y3NimE++GZFFWrVdVlq3UpP5M2kNTy58xh86hOJDTtGWd2XqgfF7n0NQiLTpWSDGMNmYe6yyqp9NZ25yHEdp1CRyKA6m+gZta4W2unmrbotyxY3R9KBPfuAtcuPx0rmmVC8uG5U/BaA2Kw9DR8UE3HTn4uLRDEUUjEZPMGhc0qYM6323y3Igid5cpdDW1CsVh6FT58nUe6qLTsYQygamsLshpdEYObWcYMUjdKhSHoWMazEzT1HLzcUThqzj4JqI6167tzpvpra1CcRg6LoKZtr5fRl3h8dGt5Kv7pEqw2i43Rw6tQnEYOk1u4DqzpuumUZpaznWzmHbsGF1QcGLCbUfsqhO0MVppc8Tjq2j2BIoDsT9/oWjW8nXX1ZuAZdoJ7NhhJjy26qMtXLhPQul4fbtWPaJMHCT6PGzWrVunZmZmXBejn+zcCWzeDDzxxOltixcDk5PAY4+N7j8+Dpw8Wf6bixcD27cDmzad3rZqFXDo0Oi+K1cCBw+Obi/av+w7PmN6/m0ec3wcuOWWhdeH9BIR2aOUWpf32VjXhSGBsWlT1JGvXAmIRH+3bwcefzx//zJhSH8/2/E88ED+d0y3A8DWrcWf+crWrZFoplm8uN1zKarDkycjg2DnzvaOTbyHIwdSjzLLPY/xceDECfPfMx05LFsG/PCH+uXyiZ07gS1bok57aioShjat96prGOIIjBjBkQMxZ+fOqPMYG4v+Zq3IIku3iCpXk6nlXLT/tm3lx/GZTZuizvjUqehv226dvDpMUzY6I/2nKBgR0osBacuYrqmj87xfnawb08AjA5XNKVvxtet0UV7PzgGzlYgRTTv4EDJgyGl8uGY+lGGAlIkD3UpklDpB4ISiAHaZi6TKhUXapc41s82WLQsz4oDo/ZYt3ZWBLGCR6wIQD5mayg9UTk3pfX/TJv2OJZsqe+hQ9D75HdINSV0nAfGkU+7qGjQxSEgrcORARukyrTI0i7Gvo5xEpA8dipw6iUh3dX5FhoeuQUKsQ3Ego3TpZgjJYnTdgbaJa5F2Mc+DlEJxGAJ1rF3baZVFZTC1GF1a7q470DZxLdI+xD3IQooi1SG9mK1Ugg9ZIGVlMCmf63Pp8/LRXP10kICprAPGh5u+qgy6+e2uz8X18dvEtfASJ5SJA91Kfce1u0CnDLouLNfn0ne/+OTk6f+XLaNbZ+BQHPqOD1kgtsrg+lz66hdPAu3pVXaPHXNXHuIFFIe+07W1mxcwtlUGHyz3rtc/6oI+B9pJbSgOfadLa7co1ROwU4a+Wu6uce2uI17CJbuJPVw8sIY0p8vr1vWy5KQULtlNuoEWqFvqzgHpyl3X50mEPYTiQOzhOmAcOk0m+DXpeLty1zG2ERR0KxF7FD1vmnGBaprWXQguvbGxSLiyiEQBftI5dCuRbmDAuD5NreoQXHocWQYFxYHYpY+pnl3QtHMPoeP1IRWZaENxIMQHmnbuIXS8HFkGBcWBEB9o2rmH0vFyZBkMfBIcIT6QfRJbnTkAJk/gI6QCigMhvsDOnXgE3UqEhEJfH1FKvITiQMJiqB0kZxeTjqE4kHAYcgfJ2cWkYygOxE/yRghD7iBDmORGegUD0sQ/sktJJCOErDAkDKGDnJrKXx7Dp0lupFdw5ED8o2iEMD6ev/8QOsgQJrmRXkFxIP5RNBI4eXK4HWQok9xIb6A4EP8oGgkkHeJQO0jOLiYdQnEg/lHmQmEHSUgnUByIf9CFQohzmK1E/IRLSRDiFI4cCCGEjEBxIIQQMoK34iAiG0TkgIjcLyJvc10eQggZEl6Kg4iMA/gggF8FcAGA14rIBW5LRQghw8FLcQBwMYD7lVLfU0o9BeATAK5wXCZCCBkMvorDCgCHU+8fjLcRQgjpAF/FQXK2qQU7iGwWkRkRmTly5EhHxSKEkGHgqzg8COD81PvnAngovYNSartSap1Sat3y5cs7LRwhhPQdX8Xh6wBWi8jzROQMAK8BcIfjMhFCyGDwcoa0UuqEiLwJwL0AxgHcpJTa77hYhBAyGLwUBwBQSt0N4G7X5SCEkCHiq1uJEEKIQygOhBBCRqA4EEIIGYHiQAghZARvA9KEkGExiznsxgEcxTEswSTWYw2muTCCMygOhBDnzGIOd2IWx3ESAHAUx3AnZgGAAuEIupUIIc7ZjQPzwpBwHCexGwcclYhQHAghzjmKY0bbSftQHAghzlmCSaPtpH0oDoQQ56zHGkxgfMG2CYxjPdY4KhFhQJoQ4pwk6MxsJX+gOBBCvGAaKygGHkG3EiGEkBEoDoQQQkagOBBCCBmB4kAIIWQEigMhhJARKsVBRF4kIi8XkWdktm9or1iEEEJcUioOIvJmALcD+AMA94nIFamP/7LNghFCCHFH1TyH3wXwEqXUz0RkFYBPisgqpdQ2ANJ66QghhDihShzGlVI/AwCl1EERuQSRQKwExYEQQnpLVczhERG5KHkTC8VGAGcDmG6xXIQQQhxSJQ6/CeCR9Aal1Aml1G8CeFlrpSKEEOKUUreSUurBks++bL84hBBCfIDzHAghhIzAVVkJ8ZRZzDldwtr18YlbKA6EeMgs5nAnZuefq3wUx3AnZgGgkw7a9fGJe+hWIsRDduPAfMeccBwnsRsHBnF84h6KAyEechTHjLb37fjEPRQHQjxkCSaNtvft+MQ9FAdCPGQ91mAC4wu2TWAc67FmEMcn7mFAmhBDusjimcYKHMbj2IPDUFAQCC7s8BnLyXF0z5OZTf2D4kCIAV1l8cxiDvswBwUFAFBQ2Ic5nI+lnQqEzrGY2dRP6FYixICusnhCyhYKqaxEH4oDIQZ0lcUTUrZQSGUl+tCtRIgBSzCZ2+nZzuLp6jhFmMQQXJeVtANHDoQY0FUWj8tsoSSGkHT4SQxhFnPelZW0B0cOhBhgmsXj+3HyKIsh5B3fZVlJe1AcCDFEN4vHl+OYppnWiSF0VSekOygOhARA3XkEddJMGUMgAMWBEO9pMo+gKs00T3DWY82C4wGMIQwRigMhnmMaA0hT5iKqEhzGEIYNxYEQz2kyj6DIRSSQUsFhDIEwlZUQz2myQmpRmmmyLEcWTlwjCRw5ENIhdQLLTWIARS6i5H0WBp1JAsWB9BoXq4UWHbNuYLlpDKDIRZQnOKuxHNuwm7EGQnEg/aWN1ULLxGYWc7gH+3EMx+f3Tx+zSWDZdgwgT3BWYzn2YY6rqxIAFAfSY5p0xnmUiQ0waolnj+nbAnVZwdmG3Vbri4QNxYH0FtudcdWcgTxhSB/T98llvokXcQuzlUhvsf0c5LLOs6oDTVxQPi9Qx+dGkzQcOZDeYnumb5XlXyQQyTF9n1zWt5nRXSQj9PnxqBQH0ltsd8ZVnWdezGESE1iLc7EbB7ALe73tQJJgerr8k5jABqz1rqw6dPHo0r4/HpXiQHqNSZZPlRWoIzbZzwB434HMYg63Yx9OZSbGPYUTnZfDlpBnhQ6wH1y3nfDgG96Jg4jcAOB3ARyJN/2ZUupudyUiQ0DXCiwTm7zPQsgA2o0DI8IAACehGpdTt8O3aYXPYm5BOnEam8H1vgfwvROHmL9RSv2160KQfqDTQbVlBfrYgWTro6wsVeWsmveh2+HbrP8keywPm8F137PPmuKrOBBiBd0OqqwTn8VcobVbJTpddiA65cmrjzLKyllVtyYdvk0RLfuOzeB63wL4WXxNZX2TiHxDRG4SkbNcF4aES9XchISyTjDv+cm6z1nuKn1Vtzx59VHGURzDNuzOfX50Vd2adPg202iLvjOJCeuzzDdiev54SzCJjZj2xl3YFCcjBxH5HIDn5Hy0BcCHALwTgIr/vhfAG3N+YzOAzQAwNTXVWllDoc8pdU3Q7aDyrMCEPGtX1yruKn1VtzxlVvUkJnJ99dkRQbqt5ZFsNxk12bTCi35rA9Ya/1YVfV7a3Ik4KKUu1dlPRD4C4M6C39gOYDsArFu3Ln/94YHQ95S6Juh2UEk97cLe3N/J/kZZx7gNuxcIQBcdiK4IltXH9VgPAPML76VJjwiKRDT9W4BZh29TRH2fTxIK3sUcRORcpdTD8dsrAdznsjwh0PeUuiaYdlC6S1mXBXLbyqkv6+x0RVCnPsrOq8otlf4t007apoj22aLvCu/EAcB7ROQiRG6lgwB+z2lpAsDHjBgXlHWguh2UrpiUuaEAu+I8izncgX04GaebHsUx3IF9AE53wEXlWY3lC95PYwUO43HswWEoKAgEF2Y60jKhKWtTRXND2EmHiXfioJR6g+syhIZPKXWuYh9VrjWTZx8AxWKSPr9JTGARxlrPqb8H++eFIeEkFO7B/gWuq8N4HDN4YMF++zCH87F0Qfn3YW7+SXAKamSfMoEsG1klbinSD7wTB2KOLyl1LmMfNl1rRWKSPb9jOI4JjBcGcm2Jc5H4ZLd/Z37e6GmydaBTT1UC6UNbI+1DcegBvgTgXMY+unCtFZ3fIoxhAuPOO0ydOtCtpyKB9KWtkfahOPQEH3y7LmMfXbjWis7jGI7jSlxkvcNMXFhFTGSmKenUgY168qGtkfahOBBruIx9dOFaKzs/2x1m1oWVx0moBbO3derAFxck8R+KQ8/pMkDssuOx4e6oqqsuz09nJvOpzMJ4OnWgsw8nVBKA4tBrug4Qu/ZHN7HedeqqzfMzWQwvjW6sQHcfTqh0i0/CTHEIgLoNxlaA2OT4ofqjTZbDsH1+povhpbHtsuOESnf4JswUB89p0mBsBIh9a7BtYVpXNi0808XwEtpwaXFCZTVtWfe+CTPFwXOaNBgbAWLfGizQzs1pUle2BbNq1nFynquxHN/BkVZdDj5NqPSRNo0l34SZ4uA5TRqMjQCqbw22rZvTpK5sC6bOYnhdwWymcto0lnwTZoqD5zRpMDYCqL412LZuTpO6si2YXXTIVaOtomVBXAdFfaNNY8k3YaY4eE7TBtM0gOpbg23z5tStK9uC2XaWV9Voq2hZkCtxEUUhQ5vGkutsvywUB89x1WB8tSRt3JxNYxZtCGZdEbfxfOw2RmM+pWTapG1jyadsP4pDAHTdYHy2JJvenDZiFr5YeDaej63zeVvlChFfrn0XUBwCpE2rbBZzuA375pd0TnCdoZSQHP8e7J9flXRRxaPQ0/UlECvn5oOFp2vxV422bLtKus5w63qU4sO17wKKQ2C0aZUlv53tPBN8ynU/gVPz/x/D8cI6yNaXT+fWtFPTtfirRlu2XSVdZrj1eZTiGopDYLRplVVNxrIRdLNh5ZnUge4Es66zr2x0aiYW/yKMzR9rEhPYgLWtLQvSZYabj/Nw+gLFITB0rbI6nXCZZWcj6GbLyjOxTHWsVRfZVzY6NR2LP2911/SoK8Gmq6TLDDff5uH0CYpDYOhYZXU74aLfFgg2YrqVkUkdK8/EMi07JwXVyuqtOtjo1HTiLy4s6y6Dtr7Nw+kTFIfA0LHK6nYIRb+dJww2RyamVp6JZWpyTjrYGv0UdWqTmMA27Daq17L4iyvLuqugrW5b6GtqbZtQHAIg27AvxIrSNXbKOoT0w2Hyfn8CYxAACpF1fWHOTV6ng5zFXOH5mVp5JpapbSvWliWe16mNQfAUTsyPAnTqtao8fbesda4vg9b1oDh4Tl7D3oe5Usu37HkA2Zsi+/vHU1aogsI+zOF8LF1wrDodZNnjLuv4ok0sU5tWrC1LPK9TSwtDQlW9VpXHtxnubVB1fRm0rgfFwXPqNOy8DqHou1XZPHnHqtNBln0W0g1q0xLPdmrvwF25++ms2lpUnirLegjuFgat60Fx8Jw6DTu5uXdhb+V3dW6Q7D51Osi+uDfatMTr1JFOeYos6zbcLT6KTV/aXteUTy0lzilqwFUNO/E3V31X5wbJ7rMeazCB8QXbqjrIOt/xkWmswEZML5hdbCOTC6hXR03KUzYqrUMiNullOe7EbGm8Sfd3t2E33oG7sA27jX+vL22vazhy8JwmlqrOd8tcUEXHMg3yJtbkcZxslELqC21l4tQNnueVR8eCt+1uaWsBv76shRUaFAfPadKwdb6b3WcSEwBQuQKrbgeZt3xFIji8OUexITy6Haptd0sbvv0iwbkN+7ALexsJaIKPrjAd2i43xSEAmnQYVd8tamDJ9l3Yi904ULvhMVOkGts3uW6d246ftOHbLxKWZI2spnGSUNNcuyg3xWHAFDWww3gc+zBX+nAY3c6MmSLltHGT69a5bXeLTbFJ2pgOTYyNUI2XLspNcUC4w8qmFDWwPThcuKw1AKPOjJki5bRxk5vUuc34iS2xyVsPqoq6xkaoxksX5R68OIQ6rLRB1ZA9b3/TzmwIk7DSmBgas5hr5SZ3Wec2xKZs7k3e8ziA+sZGqMZLF+UefCqr7XS+kChqSAIp/I5pZ9Zm6qdvmKRyJvsW0eQmD6nO89JUy4TxVbjQalpqqGmuXZR78COHUIeVNiiyMC/ECszggdzv1LHculqEzTW2njNh4yYPoc6LRu2TmBhZRgSI2pjtOEmoaa5dlHvw4hDqsNIGSUPKLvl8PpYWikOeMIzHC8a9A3dpN9I+xnlMDI0y48MHK7+L61MkposwhgmMF7rFbAtfCEKaR9vlHrxbKdRhpU3ylnxO5jtUMYkJqPh7gN6s2LZm0rrGZDZ72b6uO6qurk+RQB7DcWzE9II2WPWccGKfwdd4SP7ZNiiy3gCMiGaWJZjEGViEUyWZTSbHDD3OY2Jo+GyUdHV9qsQ0z2gJ3YAIicG7lYDwhpU2h/xl1tuVuKhw8b6y79b9LPQ4j4kf2Gdfd1fXpyyrKtT5B32C4hAYtlNvy2Iu01gx33kVfTcpQ9FnpscMHRNDw1ejxMb10TFgygRSZ0VhG2UgxVAcAsO2RVWVE78ea3A79o24jsYh8/uY5tSHNvdhaJ1M0+tjYsAUCWQTgZrF3IIki6oykHwoDoFhe8hf5d7Iy2iaxAQ2YO2Cm8yk8/TZpZIllEmSNgWs6fWxYcCUCVTZuZbNrqZbygyKQ2C04ZKpcm+04f6wtfqoq3RLnzqZKgGrU09Nro8NA6ZIoIDy5VuqnmzYdlyrT6NMikNg1B3y22606d9L05Vl3ZVFH0LwvCq7qOuRT1MDJttWr8RF82Xdht2lYl11XdqMa4UyytRl8KmsoVEn9dZ23nr297Icx0nswt5aT+3SxZd0Sx8oEzAXacNN0nSr2mqVWJddl7bjWn1L0ebIIUBMh/y2XSNVQ/eENi0nH9ItfaHMUncx8mkSs6hqq2XnNIu5wicb5sXJ6lA2Ag9hlGkCxcET2vRV2m60Jt9ryz/fVTpsCMHzqvkCLtKG68YsqtrqeqwpTHPdjQO4Huvn/697vcoegFX0/JPv4Ejh7/k0yjSB4uABbfsqbXekZdZbHul9bYlglxa9r/MREqoEzPeRT8Is5ioXdtSZA9HkepXdi0WjmqJ1yAB/61oHioMHtJ0RY7sjLRq6F5Hc2Loi2HQC1RAp6hDbridbYp+0jTxhyLZVHWOnbrnK7kXTkXbobZLi4AFt+yq7WuYYKLdSdR4WvxrLSx9Rmi2H7RuvT6mICW2NfGyNeGcxh9uwL1cYBDKScFFl7DQpV9m9aDpiTlxcoUJx8IAu/OddLnNsGrBLPyw+b4je1byCvqUitk3ViFdHaMtGDEDUNkxHjU1G4mX3osmIOdQ4QxqKgwd04T/XtYibWs5lomFqeaXpIuMjhAlvPlFmZesKbVXmW1EnW9bOmozEy+7FPFHKjnTT+4cOxcEDuvAL6/r627ScTWMVabqwxPqWitg2ZVa2rtCW1W3dTrbJSFxnOZnsvXA+lvbOFQlQHLyhzYyYqsk5ScPOyxSxaTknv1HkXy6iK0usz6vFtkGZla27qmpRnefFGmyUSwfTe9H3bLa6cIb0ACiziNOzUYs67CrLOe8h8UVMY0WpMExgHOsw5eThSz4/gMdHymbr684sz6vzMQiejkW1Z9nXWUWAjMKRQ49J4gdFCKRxcK2OK6oNa9EGTI81p8hq1rXes3U+iQk8hRPIPnY2vS9QHRursub7mJVmGyfiICJXAbgBwIsBXKyUmkl99qcAfhvASQBvVkrd66KMoVO2dDGAkQe4F1FlOdcJ4uZ1HGMQPC22FnfjgLObta8ugjRddIzZTj8xRBJjpagj34bdSD+HARhtT01jY8xK08PVyOE+AL8O4MPpjSJyAYDXAFgL4DwAnxORFyqlzCOYPafqBi/LAkn2L5rYk8QedDqOOkHcutYiaU6XHWPeDO2q4+m0p6ZZZcxK08OJOCilvgUAIpL96AoAn1BKPQng+yJyP4CLAXy12xL6jc4NXtY5lwnDBMaNXDt1g7im1iKxQ9cdo+nxdNpT06wyZqXp4VtAegWAw6n3D8bbRhCRzSIyIyIzR44UL3rVR3SWBi7qnCcxUbjcdp3AnY0gbtnN2uay30Ok647R9Hg67cl0GfVswsQkJoy+P1RaEwcR+ZyI3JfzuqLsaznbclNblFLblVLrlFLrli9fbqfQnpM0cp0brugmA5DrblqCSVyP9cbWo43MkLKbMrueP2lGUV0LpJU6Nu3Ik/aU7sAXxd1UWfsvMkjyng/xFE5gLKereQon2M5StOZWUkpdWuNrDwI4P/X+uQAeslOisKkKMAMLb7iizBvd/HMTmgZxqybH0cVkj6K6VlCtxB7qzjk4gVPz/x/DcdyOfQCAUwUrthbFxvJG2Seh5sUn7c48huOMdaXwLZX1DgAfE5H3IQpIrwbwNbdF8oOqZQaK0gSzjdzV+v5lZIUsD/qD7VA2EbENEa6THpzX1vNEAYjcpGUL3BW1m2M4jiWYZKyrBFeprFcC+ACA5QDuEpG9SqlXKqX2i8itAL4J4ASA32emUkRZ52iSjmhiyXWZC54IWZHbgP5ge0yj+pkITchrNyYrlJqUIencs8dcjeWVD+ChIVKOk4C0UmqXUuq5SqmnKaXOUUq9MvXZVqXUC5RSa5RSn3ZRPh8p892axAp0YwS2nzutC2cpd0Nbz8a20W5My5B3zBk8UNjJJ+0phOeDu8Q3txIpwObKrToxAle54Jyl3A1trQRso92YLtB4D/YbPXgqxKfkuYDi4Cl5Q/ONmO6s03Q55B7CLGXXtCXCNtrNNFbgMB4vffxmmmzcoIy0e4uGSDkUBw8pmuS2EdOdPV2KK5T2nzZE2Fa7KYsX1CWvDDREiqE4eIgP0/vbcDtwsbP+Y6vdmIw0JjGBEzhlnM1Xl6G0Y4qDh/iQRWF7yM3FzoaBrXaj+9TACYxjA9aOHDPJVrLdgee1413YO/8M9C6Fom2Rojh4iC8uHZtDbh9GQ6QbbLSbohHIhViB/Xh4Ps6QzJ7uyj1UNt+oS4OnC2OL4uAhXTxTumt8GA2R9rBtxRaNQABgXyot1sasZpOyV7XXrgyeLowtioOH9DGLwpfRELFPW1Zs3mhgG3Zb7RRNy67j7urC4OnC2KI4eErfsij6OBoiEV26DG13iqZl15mD0YXB04Wx5duS3aSn8Lm+/aVLl6HtWc2mZc+24yxdGTxdrCTAkQPpjL6NhkhEly5D2yPQOmVPt2NXaa1duJ4pDoSQRnTpMrTdKTYtu0uDp+1jUxwIIY3oOoHCZqfYx+QPW1AcSHAMZYZqSITsMmyj7H1ooxQHEhScaU18py9tlOIQMH2wTkzhTGviO31poxSHQOmLdWIKZ1oT3+lLG+U8h0Aps076DJ/eRXynL22U4hAofbFOTOFjRInv9KWN0q0UKENdq4iph/2hrzGzvrRRikOgDHmtopDTJklE32NmfWijFIdA6Yt1QoZJaBk9fR3llEFxCJg+WCdkmIQUM+v7KKcIBqQJIZ0TUkbPUDMDKQ6EkM4JKaMnpFGOTehWIoR0Tkgxs6FmBlIcCCFOaDNmZjOAPNTMQIoDIaRX2A4ghzTKsQnFgRDSK9pIkx1iZiDFgZCeM7Qc/aEGkG3DbCVCekziYkk6xsTFMos5xyVrj5DSZH2G4kBIjxlijn5IabI+Q7cSIT1miC6WoQaQbUNxIKTHDCVHPy+ucj3Wuy5W0NCtREiPGYKLZYhxlS7gyIGQHjMEF4vt1NWhZXcVQXEgpOf0PUe/LK4yizmjcx/qCqx50K1ECAmasviJqXtpiNldRVAcCCFBkxdXSTDt2IeY3VUE3UqEkKDIiwlsxDR2YW/u/iYd+1Cyu3TgyIEQEgxFmUmAnZnRQ8ju0oXiQAgJhrKYgI2OfRorsBHT84KyBJPYiOnBBaMBupUIIQFRFhOwlbbb9+wuXSgOhJBgqIoJsGO3B91KhJBgYEygOzhyIIQEwxBmfPsCxYEQEhR0HXUD3UqEEEJGoDgQQggZgeJACCFkBIoDIYSQESgOhBBCRqA4EEIIGcGJOIjIVSKyX0ROici61PZVInJMRPbGrxtdlI8QQoaOq3kO9wH4dQAfzvnsu0qpi7otDiGEkDROxEEp9S0AEBEXhyeEEFKBjzGH54nI/xWRL4rILxftJCKbRWRGRGaOHDnSZfkIIaT3tDZyEJHPAXhOzkdblFK3F3ztYQBTSqnHROQlAG4TkbVKqZ9kd1RKbQewPT7WERE5ZKvsDjgbwA9dF8ITWBcLYX2chnVxGlt1sbLog9bEQSl1aY3vPAngyfj/PSLyXQAvBDBT8b3ltQrpCSIyo5RaV71n/2FdLIT1cRrWxWm6qAuv3EoislxExuP/nw9gNYDvuS0VIYQMD1eprFeKyIMAfhHAXSJyb/zRywB8Q0T2AfgkgGuVUo+7KCMhhAwZV9lKuwDsytn+KQCf6r5EztnuugAewbpYCOvjNKyL07ReF6KUavsYhBBCAsOrmAMhhBA/oDg4pGgZkfizPxWR+0XkgIi80lUZXSAiN4jIXGoZlctcl6lrRGRDfO3vF5G3uS6PS0TkoIjMxm2hNHOxj4jITSLyqIjcl9q2VEQ+KyLfif+eZfu4FAe3JMuIfCm9UUQuAPAaAGsBbADwX5MsrgHxN0qpi+LX3a4L0yXxtf4ggF8FcAGA18ZtYsj8m7gtDDGV9WZE/UCatwH4vFJqNYDPx++tQnFwiFLqW0qpAzkfXQHgE0qpJ5VS3wdwP4CLuy0dccjFAO5XSn1PKfUUgE8gahNkgCilvgQgm7V5BYBb4v9vAfAq28elOPjJCgCHU+8fjLcNiTeJyDfiIbX1IbPn8PovRAH4jIjsEZHNrgvjCecopR4GgPjvs20fwNWqrIOh5jIieSsS9iqtrKxeAHwIwDsRnfM7AbwXwBu7K51zen/9DflXSqmHROTZAD4rIt+OrWnSIhSHlqmzjAgiS/H81PvnAnjITon8QLdeROQjAO5suTi+0fvrb4JS6qH476MisguR223o4vADETlXKfWwiJwL4FHbB6BbyU/uAPAaEXmaiDwP0TIiX3Ncps6IG3vClYgC90Pi6wBWi8jzROQMRMkJdzgukxNE5EwReWbyP4BfwfDaQx53ALg6/v9qAEVeiNpw5OAQEbkSwAcALEe0jMhepdQrlVL7ReRWAN8EcALA7yulTrosa8e8R0QuQuRKOQjg95yWpmOUUidE5E0A7gUwDuAmpdR+x8VyxTkAdsXPflkE4GNKqXvcFqlbROTjAC4BcHa87NDbAbwbwK0i8tsAHgBwlfXjcoY0IYSQLHQrEUIIGYHiQAghZASKAyGEkBEoDoQQQkagOBBCCBmB4kBIS+StpklIKFAcCGmPmzG6miYhQUBxIKQlClbTJCQIKA6EEEJGoDgQQggZgeJACCFkBIoDIYSQESgOhLREvJrmVwGsEZEH4xU0CQkCrspKCCFkBI4cCCGEjEBxIIQQMgLFgRBCyAgUB0IIISNQHAghhIxAcSCEEDICxYEQQsgIFAdCCCEj/H+gfkWQ2+Y35QAAAABJRU5ErkJggg==\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "algorithm='DBSCAN'\n", "distance = 'cosine'\n", "K=3\n", "\n", "out_name=distance\n", "c = oe.cluster(d)\n", "c.cluster('parent', algorithm, 'default_DBSCAN', K=K, Require_Unique=True)\n", "for distance in distances:\n", " c.cluster('parent', algorithm, distance, K=K, Require_Unique=True, distance=distance)\n", " \n", " D = ca.returnDistanceMatrix(d.D['parent'], distance)\n", " c.cluster('parent', algorithm, distance+\"_precomputed\", K=K, Require_Unique=True, distance='precomputed', M=D)\n", "\n", "#PLOT\n", "names = c.labels.keys()\n", "figs =[]\n", "fig = 0\n", "for name in names:\n", " d.plot_data('parent', fig_num=fig, class_labels=c.labels[name], title=name)\n", " plt.show()\n", " fig+=1\n", "\n", "#COMPARE SOLUTIONS\n", "mi = c.MI(MI_type='adjusted')\n", "f = mi.plot()\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.10" } }, "nbformat": 4, "nbformat_minor": 2 }