{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "%load_ext autoreload\n", "%autoreload 2\n", "\n", "import numpy as np\n", "import pandas as pd\n", "import matplotlib\n", "\n", "import matplotlib.pyplot as plt\n", "%matplotlib inline\n", "\n", "import adtk.detector as detector\n", "import adtk.transformer as transformer\n", "import adtk.aggregator as aggregator\n", "from adtk.visualization import plot" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Single Series, no anomaly" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "rand = np.random.RandomState(123)\n", "s = pd.Series(np.cumsum(rand.normal(size=300)), index=pd.date_range(start=\"2017-1-1\", periods=300, freq=\"D\"))\n", "\n", "plot(s);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Single Series, single anomaly" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "anomaly = detector.QuantileAD(low=0.05, high=0.95).fit_detect(s, return_list=False)\n", "plot(s, anomaly);" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": 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w1VdfwWQyOVwvl8sRGhqKvXv34oYbbvDq9bCBgk9CCCFkEO1dBryw/ypUOiMAwGpl0CZMZKVgkD+Cz0MFzdDoTfbXkxAuQYNa71BsqNfPF6fi/Pw3YI2wHYxxFJn4v+S/4Nm9Bfb7e2rX+Tp8drkRzdwYYMMZcJ5V4YOZu9AhjB/yvlcaOjE5YRh9VQkhxB3XtkTgWRUrWyL279+PVatW2f/N4XBw1113Qal0bmU1a9YsTJo0Cffddx9+9rOf4be//S0kEsmQz3Hvvfdi06ZNePDBB3Hbbbfh7NmzOH78uMNtbrnlFkRHR0MsFnv1ethAabeEjCEqnRH/PV2NGUlyqLoNaOzQ457ZiZBLBf4eGiGj1gv7i/DxxQYUN2nx1o9nYU9ePWbduQ1R3/zctm9RkTHss+PxftiX+H8nq3GmSoW0SBkeWpIGAIgOEaKoSWMvNtRLLhVg3YolwIqzAGBb//y2AlsPFiMuTGy/vycWZyhwqTYaq2cl2i9bNzcJH56txYZl6YPeV2cwQyakQxdCyOjwySefOF22YcMGbNiwwf7v+++/3/7fjz/+uNPtt23bZv/v1157zeV/L1u2zP7fx44dAwD7KioAnDx5EmvW+KGftAv0DU7IGPK73ZfxVXEr7p4RDz6Pi53n6qA3W/D/bpro76ERMiqZLLY+nk+tzMLCDAWe3VuAVq0Bt94zbVh7PPvjcjkYyczQKqUON2ZHYXlWlEPwd0NqBD6+0ACVzjjkyap7ZiXiu9I23D0jYVhjqFV145fLMxyeRyEToktvxt+PlOAnCyawdsKMywEsVgY8LmfoGxNCyBhjMBiwfv16TJ48GfPmzUNRUZG/h0TBJyFjhdXKIEEuwVMrs+wHlXGhItS06/DnzwudDvYIIUPbfb4eP56fgsyYYADAhEgZdp6vx+7zdcNa9fO3Ty424OElqU4rnN+WtuFKQ6dbr0suFeBHNySjqVMPxTBazRQ3a3FjdrTT5RIBD3/7ohRiAQ+PLHVeAS1t1qC0WetWgNwrOkSEFo0ecWH+TzUjhJCRJhQKsWvXLn8PwwEFn4SMEWeqVFiaGYllmVH2yx67aSLe/LYCWw4WIzpENCoPlgnxly6DGfUd3Vg3N8l+2T2zEsEBHFYNvSUK4qLHaIFYwBv6xn2odEbsPl+H1bPcS63X6E3gcThOgSdw/fW4+7oWpCuw7XTNsPZfWqwMgnjOJSfum5cMjd4Mrd5sv6xFo8dLh4oRKg5CcbMWJyvaMSPZ/cA/PkyMRnUPBZ+EEBIgqOAQIWPEsbI2LM6IdLr8nlmJWJAW4XGK3OnKdrz2Vdmwi4oQMtq9/k05OBw4fAbkUgEeWpLGahZBqkKGijbPiw7tPFeLzQeL8dfDxWCYoZN3P7nQgFUzXBf18fR1BYuCoDOYh75hP1Yrg4ESYOVSAf5wWzamJIRi2+lq/HzrOTz6wQV8dKEBUcEi/GvdDIfMDnfEhYnRoKZen4QQEiho5ZOQMaDLYIYoiOdyX5NcKsCaOUlo6zJ4lCL3l0PFuFirhpDPpRVTMu58frkRDeoe7L3UiBBRkE8/AxnRMo9aiPSakhCGH0yPx7xUOZ75tABV7d3IjQ2ByWKF3mzB727JsgeTLRo9Dlxpwh1T41gbd7hEgPYuAyJk7n+vVLfrkBwhHfQ2KybF4vGdl/BFUSseuzEdN+dE21d3Pf07xIeJceRqs0f3IYQQ4jsUfBIyBhzIb8Ktk2MHvH5eagT25TciOzZkwNv0NzUhDOIgHqvphYSMBt+WtkGjN+HZO3KRExvi889AslyCfZebPL5fZVsXNq7MQnSICM2dBvz3TC0WZyjAANhysBilLVrMTpFDIuDhZEU7zlSpWN2rujQzEt+WtmGVB1kV+fWdmJo4dJD9zO05yIoJdjuleCBiAQ96o2XY9yeEEMIuCj4JGeVUOiM+uliPm3KcC3j0igwWor3LdfqsUmvAloPFePq2bPtBXm17N7JigiEV8hAuCfLJuAkJRCcrlHjvRBX+fs+0Ya20DQefx4XFjbTZ/lo0BkSHiAA479nkwPbd8Oa3ldiwLA2v3zfTvj+ULWmRMnxyscGj+1S2deFON1ZfR2ruCSGEjCza80nIKKLSGfG/31Y47EF753glzlTaVjQG09tyoL9n9hZgz4V6fHim1n7ZiQolFqQrMEEhQ6VSx94LICTAvf5NBY6WtA35eWJbj9Hi9NkeCqdPln3fPZu9//3QkjQ8tTILDyxM9cleVQ6HA6PJite/KXd73Axs7WVGklZvxptHPZtbQgghvkErn4SMElq9Cfe8eRLlbbZgsHdVICFcggcXThhyRSM7NgRFTRqHfWVNnT1IiZDiZwsmIFx6fYWzoaMHiXIJhHwuDlxpQlqkzAeviJCRUdqswccXGvALN4KvzOhgLMpQjHi6eXmrFm8dawMAt1b82rsMCJMM/lpGYvWQx+XgpcMlOF6uxPKsKFiszICpsmaLFVzOyPfbtDIMthwqBofj3twSQgjxHQo+CRkFdAYz/nKoGD9dOAFFjRqHA+PmTj2eujV7yCbqc1Mj8PGFenvwyTAM3vquCr+7JRNiAQ9bDhYDuFaN8tpDRYWIoBwgXZeQ0eKVL8twsKAZwiAuHv9e5oC36zKYERHsn3TPBxelIkwicDvovVSnxvSkMB+Pami/WJKGcKlt3E9/nI9DhS0AXAd5pS1dmBgdPNJDxGM3TURxixZ3TGGv2BIhhJDhobRbQgKISmfEngK1Q3pYk7oH6985gx/fkII7psYhUS5xWFVgGGbIwBOwrYKou032f797vAo9JjN6TLZiHJHBQrRq9Chp0TocIAbxuDCYqWAHGb3iw8T4zfcmolGth9408Hv5Qk0HZiXLR3Bk181Pi0BcmGjAldmKti68fvR6emthowa5ce4XEPOVvum8f7gtB4vSB141PlWhREFD54inv8qlArz8w6nYf8Xzok6EEELYRcEnIQHkp++dxTt5jvs3/+ezQlyoVePr4laEiIIcGrCbLFbwuO5/jLlcDtq0Bmw+WISiJi22n62zP9ftU2LxeX4TTla0Y35ahP0+s1PCcb66g4VXR4h/iAU8/PrGDPz25kw8v+8q3hxgb+XlOjWmJHjW7oQtHA4HHHBc7ssGgCd2X8ZLh0rsn1eTxQohnzeSQxxSolyC6UlhkAicx6U3WbD/ShPe+LZixPfT9o5NpTPi70dKaO8nIYT4EQWfhASIzh4TQsVBuClNZl85YBgGsaEih8bqHA7sDeWLm7TIinU/jS0zWoZHP8jD2jlJePq2bIfHjQ4RoVWrh0rn2LdvJgWfZBQzmq3gXztBExMqgtZgxpaDxS4DIKPFClGQ/wK66UlhuFTn/Fk7VdGOtbOTsDBdgRuzbfsqOX7YO+mO26bEYV++8wrjv78px6a7Jjl854w0URAXr31d7pfglxBCiA2rweeZM2cwb948rF+/HuvXr8emTZvYfHhCxrQT5Ur8fkUWwkQ8e+pdYaMGs1PkDlUqUyOlqLhWdOhSXQemJ7q/76u+owfnqjtwuKDZZfXLJLkEeTUdDisDQj4PWr3J40qchASC0hYtMmOun6DZuCILC12khupNFgTx/Hs+dn6aAifK2x0us1oZHC5sxupZCfj3uhn49GIjSpq1yPTD3kl3ZMYEo6xF63DZ55cbMSMpHLlxoaxX3PXE+htScEOqHD+c6X5fUkIIIexi/Zd2zpw52LZtG7Zt24ZnnnmG7YcnZMy62qhBTmwIIiR8NHX2AAAOFzbje/36d85KliOvRgUAaNMaEHWtz587Vs9KHHTlQd1twmkXbVuKmrXYPMBq0Vij0hnxbw9aR5DAdqWhE5P7pNLGhokxLTEMwSLHenv59Z2Y6sGJHF8QC3hOe1I/z2/E7VNiweFwECoJQlyYGB+ercGMZP8XGxpIUoQEz31eiPw6Nd47UYU9efV+n1vAtvfzvnnJaNbo/T0UQggZtyjtlpAAwDAMGDDgcjlYmirD3kuN0Jss4ABOaYAJ4WLUqXqG9TxD9fpbOyfJZXC6OEOBXy5P91u63Eh690QV/nq4ZFwE2v70yYV6vHS42OdBfqO6B3GhjidolmRG4mhJm8NleTUdmBEA1WPjw8WoU3UDAKqUXfjgdA1S+7Q6umdWAho79PjsUmPAniBRd5vw3olqvPltBZo79fi2dOT7pg5kyUTnvz0hhJCRw3qrlfLycjz88MPo7OzEL3/5SyxYsIDtpyBkzClq0iIrxla5MkzEg7rZhEMFzbg5N8bptr17vTq7TQgRBzld742B+gJOig8Fj8vxW7rcSAoXByE3LgSrZlBqnq+0aQ3Yca4OZ6pUCBUF+by1Sf/9kbOSw7HlULFDVoHOYEawiN3P03DMTArHnz4rxIykMJysaMfZ6g7sPl9nnyM+j4u5qXJsvtYaKRD7Vq6dkwQ+l2M/WSWXut9CxteCRUHQGcxD39ADSq0Bu/Pqce9s1/1NCSGEXMdheiuXsKClpQV5eXlYuXIl6urq8KMf/QhHjhyBQHD9yzgvLw8SiYStp2SdXq+HSOR+GiMZGs3p0PYUqHFLRjCChTzo9XqcbzZj60UVXl4Zj1CRcwGUT652IkzEQ6SUh0nRYp+Pr6XLhEtNPbglw/+tHTzl6fvv/y6okKUQIkzMQ1bkyL1vv6vqQn6LHuunhbv8m/sT25/ht8+347bMELx7vh13ZIVgSqxvfhOMFgZ7CtRYNzXc6bpdV9RYkRGMEBEP7d1mvHy8FRsXR4/I3A82n3sK1HgnT4Uf5obih5PC8EW5Ft9LD3YYV6fe4vLy8Wa478sDJRrMjBcjWubZyQaLlcEXFVo0a834QU4oQkU8VKkM+OvxVlR1mPDATDl+OMn/q+fDRb/V7KL59B7NIftGck67u7sxc+ZMp8tZXfmMjo7GrbfeCgBISkqCQqFAS0sLEhMdz3hmZ2ez+bSsKioqCujx+cp3pW24VKfG/fOSWT9zO17n1BOi2mLMmZYFwDZfFrEA9ZpWXNaI8dB055UNg0yNP39eiA8enAexi7YGbMu0Mrj4VRmysyf6/LnY5sn7T2+yILahAqsXpWLryWr8IDudtXGodEbsPl+H1bOur46odEa89V0lNHoTeoxB2F/SiimpcS7/5v7E5mf4y6stuHWWHMuzo7F4phWbDxbjXh99P1yp78SCSXJkZztnEKwKVuPlL0oxJzkc35WrcalJP+DnjW2DzeeGJCOioq6/T+ZNd/0YA10+ngz3fRkRr8f+K01Ymj1hwNv0/7yWtmix/XQNrIwEO6/UoqwTEAfxsCBdgX/en4J/f1OBDbdOHtUrn/RbzS6aT+/RHLJvJOc0Ly/P5eWsBp+fffYZ2tra8MADD6CtrQ3t7e2Ijo4e+o7E7/52pASX6zsh5HMDMo1rLNPoTZAJHc/A3zM7ERwOBkxViwkRoUVjQI/JMiLBJ5fLAYtJEgHrTJUK81IjIBPy0W1kNzXvlS9KsO10LY6VKZEdG4KrTRqYLFacrVLhd7dkYu2cJLRoDQGTnugLdapuvHWsEm/cbzsTyudxMTtFjpMVSsxPU7D+fFcaOrE0M9LldScr2vFtSRty40Lwxn0z7YGGvw2U+k7YExUiQpvWMOD1yi4DfrX9Ak5VqPBdmRJZ0cGobtdh86rJ4PO4SAyXQGcw47Wvy7F4YiQmRocgJzZkVAeehBAyUlgtOLR8+XKcO3cO69atw6OPPoo//elPDim3xP9UOiM27bvqUKiCYRhMTQxz2X6A+N6Rgha0aHoc/iZDFQbae6kBDeqegCniMVqpdEaHFjJ51SrMTLalaIaJBehgsaBLSoQUG5al4bW106GQCXCiXIkbUuV4amUW1s5JglwqwMzk8DF9APv0x1dwpsqxmvItudE4eKXJJ618mjp7EBvqOr2ot/LzgwtTh/y8kbFHwOfgH1+UOrznVDojHvlvHv7zbSU2/2AKnlqZhX+unY6oECG+Km7FJxcb7O+VnyyYYC/OJuBzYbKO/ZNzhBDCBlZXPmUyGd588002H5KwbMe5WrxzvAqRMiEeXmo7u16l1GFKQhhCREF08OUHn15qwPFyJWJDxW6vePSeJBjRkwUc2+pnoDa3d6W5U489BWpsSDK6fG8/9XE+DknljBkAACAASURBVBe2AAB+sTgVFoax93pcmKHA8XIl7pgax8pYugwWPH7TRPB5XIe/X99xCflc9BhHZjV7pF1t1GDRRAUWZjie5OJwOGjVGLDtdC0A9groqHRGXKjpQEe3yeXfnlYYxzeThcG/vymHSMDDw9feB3/6rBAHC5rx1MospCik9veHq+9bev/YPmOvHy3Ho0vT6diBEOI2arUyzkxLDMOkuBBkxV5vUH6ioh3z0yIgFvBYTzUkQ8uOCR6096Yr/lipiQ4RokVzPVVNqTXgTR+sVu08W4e/HSlh5XEf2HoO7+Q59y3tlRAmwa2TYhATKkR5axfSo663tMiKCUZxs8brMfSyMAz41wLbgf5+aZEyVLR1sfacgcJqZbDrfB0eWJjq8nX/+qYM3JIbzerJlB3nanGiop2yA4hLDyxMxf1zk2C9tmJZ0qxFcoTE5XcxrYy79j97C/D2sSpsP1vr76EQQkYRCj7Hmdr2bry6djou13XaL2vu7EFcmBgzksJxoUbtx9GNP1YrA7GQPyoObCZESFGl1Nn//dy+Qmw5WMzqwb3FymB3Xh3++XU5tp6s8uqxrFYGwSI+bkqTuQxqjGYrgsV8vH7/TLRoDHj5SAmqld32oLd3hXck97pmRMtQ3jq2gk+Vzohfbb+A5VlR4HFdr5rnxoUiLVLG6mdgToocd06No60ExCW5VIDnfzAZ8eFibD1ZjT98cgU/uiFlVHwXB4K8GhWyY4LxwMIJkAlZ79pHCBnDKPgcZxrVPUhVSKE3W8AwDKxWBtxrB9nTk8JwsbbDzyMcXyqVOqRFSv09DLckK6Soab8efCqkQqyaHg+FTMjac5ysUOJnC1Pwm+9NRJVSh398WTrsFdCSFi3unZ2IGJnrdPL8ejWmJtraIvx8USqkAj5e/arMIZhOCJdg074i1ld3B5Isl6C6zxyPBTvP1WL/lWYUNQ2+iiwV8tHFYv/FFo0BjyylQIIM7vvT4nGmsh3nazrw8YV6rx5rPBRlA4DCxk68dLgEa+Yk4Znbc9Co7vH3kAghowgFn+MQh8NBblwIChs1KGrWICvG1rtRFMSDwWz18+jGlysNakyOD/X3MNwSGyJCU6ceAGCyWBEs4uPv905Draobte3drDzHyYp23JIbi1/fmIG0KBn+8WXZsFdWT1a0Y3FGJMwDFAI5W63C7BQ5ANtn4o+35zil3DWqe/DuiSqvV3etVgbu7JTl87j2NEB/OF6mZD2VOi5MhPvmJg25ArlkYiSOlbax9ryVbV1IHSUndoh/Pf+DyR5vfegvmOWTJ4Hs+X1XcaZShT15tmA9IzoYpS1aP4+KEDJaUPA5juhNFgj4tj/5sswoHC1pxamKdsxLldtvI+BzoTdZnO7bvyooYUdVmw4pEaPjAJnL5aA3LMqr6cCMa1VhNyxLx2tflzpVUfZUZ48JUgHPnpq5fl4KFqUrcOe04RX86dAZESETQsjnuNzL3G2wOKSLudrX9dMFEzA/LcLr1E2lzgBFMHsrxL7y4oEi1lOpi5q6sOn7k4ZcgcyNC0FBY+egt/GEyWKFkD/2CjcR9rGxpzMyWDho+5ZAdLmuA+vfOYP2LvfHrTdZMDk+zCFYv21yLPblN/lqmISQMYaCz3GkuFlrX+WUCvnQGS3o6LYdoPeamhiG/HrnA8C/HSnBZpYPSgnAwBbUjRrX0spOV7ZjXmoEANsJiwkKGd45XoUHt57Dkx/lDysI3Z/fhNunXA805VIBHlmWhso2z9NQjWYr+DzbvGZFinCx1nEvc4/RAlHQ0F9/cqkAM5K8b3/SqNYjPsx1y4/+gnhcGMzOJ4DYUKXsGvQkkjCIi/Xzhl6ldFeHzohQcZBb73EOhwMuhwOzhbIvyOjjy+BTpTPip++dxQv7i/DC/iL8evtFjwLGgbx4sBjHypR49IMLMLn5uTta0oaVk2McgvXe6tyuTlwTQkh/FHyOI1fq1ZiScD3FMy5MhPM1HQ4HojOTw3G+RuV0Xx6Xg+VZkVS8g0Vmi9W+33bU4HBgtTIwmq0QBV1fVVo7JwlPrczCooxI7DxXh53nPK9+WKPSIUXhuAo8K1mOc9XO78ehXKpTY3qSbWU2K1LotJc5r6YDM5Plru7qRCETeH1Q2ai2FfVyR2qkDNVKdtKY+zpU0IQfvXN2wJNIViuDCQopJseHDTvYbtHo8fo35fbvlH35jbh9Sqzb95+ZHI68Gu/3nRvNVnvLHEJGQlSwEK0+Cj5f/bIU35S0QSETQCET4LPLjXh4Wx5aNfphP2ZRkwY3Z0fjqZVZePrWLPzxkyvYkd8x5InDy/VqTLu2V76vRRkKrPnPaby4vwjPflaIV75gp2I5IWTsoV/ncaRNa0BUyPXVF3W3CWcqHdtQyIR8tGkMDqsjBrMF4RIBcuNCqXgHi8rbupARLRv6hgEkJkSEvNoOxIc7BlK9aWs/np+CtXMSkSiXePS4F2o6UNfe7XSwIuBzYbZ4vgfyXLUKs1NswaeIz4Xe5HhW/0JtB6YnOR9AuTIjORwXvCzE5UnwmREtQ1nr9f1TbKS87zpXh26jBb9YkoqfL0p1eRKpSaPHzORwNHhRPGTLwWK8dLgE205VAwDq1T0evRcyY4Lxz6/LvT5orVLqMIH2e5IR5NO0Ww4Hv1+RidWzErF6ViKeWpmFV+6dhrePVeH+t8/gUEETmjp7PPqe+CivHj+ab6vuOzUxHBwOB1svdgya3dRtNEMcxHPZ6/lCTQcu1akRIRMgiMfBq1+VU6YUIcQlCj7Hkf6H8PfNTXZZZKGxs8dhdeRYqRKLJypGaJTjR359J6YmuBcABYoUhQTvnajCsswol9fLpQI8f9dkFDZ61h/z7WOVOFDQ7PJgJTpUhKZOzwKiHqMFEsH1/Zx8HgfGPsW0+q/cDiY7NmTISq2Are/pQAd/Gr0ZIaIgt54vJUKKqmupxmaLFY/8N8+rlPedZ+twtkqFpZlRWJwRiYxo1y1NKlq7MDE62KuKndHBIjx2Yzoa1D34prgVE6OCh75TH59dasTxcqXXB60lLVpMjPbsuQnxRqg4COoeE+uP29TZg8RwMR5dmg65VGA/0ZcglyBCJsDxciW+LW3Dz7eed/t7Iq+mA5MTQh2yAx5dmobZ8eJBs5u+Lm7F8izX3/29QfHqWYl4eHEaFrCwV54QMjZR8DlOdBvNTgfbAxVZ+NMdubghVW7/4bhQ24HpieGIChaixYs0H+KoXtWNhHD3VsMCRZg4CHk1HYMGbjwuByI+DzoPKj/Gh4mxcYBqk0syIvGdB1VQa9t1uNLY6RAETkkIxZUG217mizUdKOx3/WCCeFxY3KhA+7CXQWIvAZ8L07Xne/t4FSKDhfjtzROHfSD36eV67LlQj93n65AklwxYmbiyrQtpkd6txAfxOXj8e5nYdNckfHG1BY2dPR6tYq6elYibc6KxZGKkV+OoVo6eQl5kbHC1GsiG3efrsXqm689+b8D3u1uy8PDSNKydkzjk90R7lwGbDxRhQZrjCeWkCCnSI4SDZjcVNmqQGxfi8rq+xxOKYCGms7BXnhAyNlHwOU5cbdRgkpstPWLDxLgxOxo9Jgv0JguCeFxwuRxMSwzHpTr10A9A3MLAdwcsvvJdqRItGsOQAdaKSTE4VNDs9uOKBTw8PEC1yaQICWpV7u2BrG3vxm93Xca3JW0OY0yNlOEfX5Tir4eL8a9vyvFNv+uHwuNyBi3I0d5lQJgkCKtmxLNztp9hcK5ahXBJEO6ekYD5aYphHcjpTRZMSwi3r0hwOBwM9JZTdZsglwrA5XLcCrYHI+TzkBwhwd+OlHo0z3KpAE/dmo38Bu+q3pqtjL2yNyGjlc5ghtliRajEddZE34DvltwYKGSDB48A8NLhEpyv6cBHLnqaMszAvUrrVN0obOhER7d7q7vhUgErRZEIIWMP/TqPE6cq23GhZuhiAr3unZ2InWdr8V1pG5Zk2lYhMmOCUdxEvbzY0Nypx6Va9agryHDP7ES3+uFlxgSjtNW994o7aZ48LnfQKqgqnRE/eucM9l5uwGtrpzuN8XBBM46VKwEAf1091eOefjmxIbh6LZW4XtWNdW+ddtjfteNcHZ69IxcTo4NZOdtvNDN46WAxbsqORk5cCK66kfbryolyJW7KiXLIcJAK+dDqBz6AjA8To6HD832fyi4DIvq89r5peJ5IiZCgpt2zCsdvHi3HiweKRt3niZDBfHimFkaz1a33dRCPCyvDDHriiGFs/YYHyjKJlPLR2Ok6u+m1r8rwXZn7KfFzJ8hxrtr74mGEkLGHgs9x4niZEq9+Veb2D0ewKAjCIB6+Lm7F9GuV7QR8LsxWaoPAhv98V4ljLOxtG2me9MMLEfLx8uGhKx42uFGMJy1Sguc+Lxzwsd4/VY3vypQQ8LiIDRM7jbE3EHpgYeqwevr1Fh1iGAaP77qEkxXteGL3ZQCARm+C0WxFolyCbhepxnqTBUIPV+EsjBXnajqwJ6/eVkVzmOnuF2vVmJYY7nDZ1IQwXK5zsbJ47SRAaqQMFcouj5/raqMGOXHXsyuG2zuxt+WKu6uvO8/VoqSlC//5rhK7z9cNa74JCURHS1rx5rX3tTvmTIjA2aqBq4MfKmjGXdPjB8wyyYoU4lKt6+ymqBAhnrg50+2TSdmxwz9pRggZ2+gXehwob+3CzTnRHq9CrJgUg/Yug0OaDceDg0IysAmREvxiseuqo2NFj8mKf30zdMXDoiYtsmNd7yPqVd+hx7bTtQM+1vTEMKyelTDgfHrbRF4hE0KlM+LdE9V47MYMPLUyC3dMicOBK03Yda4O984e+O/YqO5BvJuVbns9sjTdIVV2OKxWBgwY8Pr12JyaGIrL9Y4HmFq9CVKhrUBTquJ6wSNPFDVpkB3LTpGfSfGhKBgi9ValM+KxHRdhtjJ45vYc/GB6PFIUUlS26ZCqoP2eZOTxWP59zIkN8eh3e35aBE5WKF1eZ7ZYca66w96f2ZXkMAFKW1xnrHA5HPxyebrb36E8Lser4mWEkLGLgs9x4PPLjVg7N8njg+8vr7bgi6JWhwP+tEgpKto8XxUhjpRaI55ckTWmCzL8bOEEtyoelrZokRkzeNCydk4SFqYrcOtk1z0j23VGezVIX2nu1ONibQdy4kLx0JI0/HBWAq42deLLohZ7ASYGzmnEjWq9221WevUPlnlczoBpxwO1Yilo7MSkOOd93hIB36kZfGWbzl5sKFwqgLrb8/RVncGMYDcr+g7FdhDdPuht3jhajr2XGtGlN0MuFeDv90zFqYp2lLRoMHGI9xMhviCXCdCuY2+fo1jA8+h3e7DU23dPVIFhmEEzUXhcDqwsBowyIR+aQVL8CSHjEwWfY1y30QwGcGg74S5Xe7amU9EhVjCM84rUWCOXCjAj2bniYf9gyWCyDNn2RC4VYNNdk/Bdmeuqt/UdPT6vHJwkl2BffpNjX1xBEE736ZUbIRU4HdzZenyK4I20SBkqBliNfOrjfJdVdo+VKbFogKqxHNhWRntVtHUhLSpwes4Gi4KGrJbMAcehCjCHw8EdU+Pw5tEKHClspv2fZMRFytjr9dljtEAkcK8dVF9ZMcF45tMCh/f/nrx6XK5T472T1UNmonA5zsXVNHoTgkWeH0PMSglHHu37JIT0Q8HnGPfZpUbcOTVuWPd1laqYKBejzs3Ko4S4qhL7xO7Lw2pJMkEhRU17t8tULrPF6tCzzhfum+fcF7d/AabUSBkqlY5BYrNGj+gQ74JPW9Eh12mofB4Ht+RGO60wdxnMkAldHzBOiJQ6jLNOZeslOFzdRvOwDpQHw+UCr35V6jKI1JssEAVx8avlGQ7fTzOTw5EeHYy/HCoZdfupyegXGcxe8Fmr6kaSXOLx/eo6evDh2Vo8+VE+Chs78eDWc+AA2HTXZLdSeLNiglHS7Jh6W9SoGXJrhCuT48OcUvwJIYSCzzGMYRhUKnVIZ3FFg8PhoNtgcZnmR9zTd3/dWJceJUN56/U0bYuVgabHZN+fqTOYIfZgVX52iv8qKLo6GdP/srQoGSpaHdPSzVbG68A4JUKKKqXzSR+N3oRJcWFIjpAivE87hryaDlS1dQ34GU1VSPH3L64Xg7IwDPh9xigS8NBtdL9Pa3GzFtkxnh+cDkZnsOCVL1wXSTtY0ISVA6Rgb/r+pGFV2SXEW1EsBp/V7cPrVbtmdhKeWpmF335vIl77qgxfFrVC2WVwe9/7tKQwp+ymq00a5Awj+BTwuVB3m+h4gRDigILPMezw1WYotQbWv/S7TWZsPliM5/cV4k36UfFYaYt23OxJy40LtbcoAYCSZi1+siAFoaIgyKUCFDdrkeXBXCzPisLXxa0OlzEMgwGbV46w2BDRgK0KvDFQ8Y686g7MTgnHnBS5vcolwzDYfKAIhwpbBlz9O1WpwoErzfjv6Wpcu5PD9akKKaqU7hcdKmzUIGeA5vPDtWFZOuZOkLsMIosHKVLlbXEpQoZLIROijaXelrXt3UiK8Hzls/f9nxUbgs2rpnh8IiY2VIzmft9hKp0RETKhx2MBAE2PaViZLoSQsYuCzzGqVavHu8er8PHFBta/9H93SxY2rsiC2cpgC/2oeKykucujgGs0S5ZLUNMnTftsVTvmTJDbyvA3alDc7Fk6F4/LgZDPwStfXE/HVHYZESkLjECDy+U4BHIqnRF5HvTXHQwHzsWMLterMSUhDMuyovB1iS0oP3ClGQ8umjDoQec9sxLx2I0ZqO/oQY/RYht3HxMUMlR6UPG2TaNHVPDwDk4HIpcKcPeMBKj6FXApa9EG1P5UQnqJBTzoTey0I9PqTQjxsoDXcE/EdBnMePMoOyeW/3BbNmYlh+PuGQmD3k6lM+K3uy7RyWxCxgEKPscgk8WKf31djlfumeaT9DO5VICHl6bhT3dOwrLMSHwvJ5rVxx/rmjt7EOPlHsDRgttvxa5dZ0RUsAi3T43FvvxGtGgMiA7xLGjR6s0OPWurlDqkBGhrjf+ersYJlvq5xoWJnVZVzRYGAj4XPC4HEVIBqpQ65NersWJS7KAHnXKpAI9/byIeu2kiHt91EeWtjim6yRES1LS7F3z2Bth9WzKx5fapsfj8cpPDcz33+VUsTFOw/lyEsCEwcjC8YzBbsOWQ7cSy0ezdfvoImRBP35aN4+WuW8D0eu9EFT660IBddDKbkDGPgs8xRqUz4qfvncOq6fGID5f4NP1MLhXguTsn4VTl4C0RiLPh9m4cjXpX7PoGoUI+D6HiIHTojB7PxaNL0x1auFQrh7c3ylf4PC6MZtvqRxCPi0eWpLFyAignLgSFfXpfdhvNEPcp8rM8Kwpr/nMKd8+Id/sx48PESJJLnar4dhst+La0De1upBD+93Q1TlS0+yQDQiLgw8ow9tYwfztSguPlSnye38j6cxFCbJ64OROzU8KxelYiylq1yPAy02BGUjiuNmmcWjz1FSzi44Y0ORZn0IklQsY6Cj7HmLePV+J4uRJnru3/8rWkCAnqVD0j8lxjAcMwGG9tt+PDxajv6EGlUofUyOtB4k050WhU93icZqUIFmJ60vUWLg3qHo/7aPpScoQEtSodrFYG6m4TnlzJTj/XSJkQW09W2+frQo0aM5LC7dd/VdSKFo0B35S4bkczkIeXpDllSOw+X4dz1R14bMclh5Ysrgj5PDy8JNVnBX5unRyL/flNuFSnRqg4CBupmBAJYGx8vxvNVocCYCMtQibE/fOSUafqxtVGDXJd9Av21G2TY/Dg1vMDntDq6DbhmdtyUd1O1fTHMoZh8O+vy6gI1ThHwecYEyLkY8MydlZa3BUfJkJ9B/1guKOty8D63rhAlxsXisJGDc5UqjBnQoT98i+vtuCr4tZhrZjJpQJ7VUkGCKieqWmRMpS36vBdWRsWD9Bnczg+u9yIExXt+Pc35QCAi7UdmJ4UZr/eVV9ed7jaF9b7WL+6MR3PflaAHfmu960yDIN2nREbV2b7LMMiOzYEx0rb8NdDxXhg4QQ8TMWESADrMZjxxtFyrw6sG9S+71s8lNsmx+LAlSbUsdRD+XSlCsfLldjw4QWnFdDObtv+1onRMqc2L2Rs+fhCA/blN1ERqnGOgs8xRqM343e3sLPS4q6Vk2Nx8ErziD3faFbSrMXE6PFRbKhXRrQMpS1aNKp7EN9nhXK4wRIAzEuNwJmqa+neLqrA+tOEa5ViT1W0Y35axNB3cNPqWYl4ckUWtHoT9CYLDGYrREHX027ZrPLa+1hzJ0RAJgzC1osdLg8ULtR2OKy++kpcuBgnKtqxJ6/e589FiDc4XA7+cqgEH5ypGfZj1LTrkDyMSrds4vO4iAsTo6VT71SQbDh6v+//5/YcPPNpAf525Hqrp69LWnBjdhT4PC6sAfZ9TthT0daFFq0ef75rEu6cGkcZLOMYBZ9jiL/6RypkQrRT+oRbSpq1yBwnlW57Cfk8mCzOFSC9CZZ6G6FbrYHTZqWXVMhHUZMGyRFSVvf2yqUCPLI0DY/dNBH/+LIMQv7IfH3/fHEq5iZIMC9V7nTdl0WtuCk7yudjeHBRKvXuJKPCw0vS8Kvl6Shr0Tr00h2MSmfEq19er+Bdq+pGcgDsY1+eFYXOHiMr6ZG93/c5caFIjpDin1+X48MztQCA0pYu+75SLocDs4vfCzK6NXX24He7L+PuGQmYlRyOJLmEMljGMQo+x5BjZUosYTHNzxPx4SJs2neVcviHoOkxIUwy/r5wO3tMSJSzl0bG5XJgZRg0a/SIDQ28ysF6swXtOvZ77AK2IkHpkVK0dfnm8fuTSwV4emkUDvTLbujQGREs4o/I3jTq3UlGC7lUgN/enImMqGC89lU5Htt+EWeq2gfd4/b60XK88mUZdp2zZRcou4yICID3+oErTYP2Cx6udXOT8Kvl6Wjq7IHOYIY4iGc/UZcZE4ySFkq9HWue++wqLtSq8enFhnFVcJG4RsHnGFLY2Ilclhu9u6uz24x3jlfhP99W+OX5RwM2ez6ONqkKKaqV3ay+doVMiHPVqoCqdNtrRmI4/nak1Gd7Wtp1Rrx/qmbE9swIeFzkxIUgr6bDftm209XQGczj8v1MyFDum5eMp1ZmYfOqyfjv6RpsPlhsDy77Y6zAvbMTrwecDBMQB+jebI0YTG+Avm5uEn7+vq0IUe/3yLTEMFyqU7P6fMT/4sPEDu+l6BAhmvu1DiPjx8jnaBKfMFus4HI4fvvBWjc3CVwu0K414sjVZlS16bB6ViKtVPTx7okqe0uKh5ak+Xs4I8pgtuKNbysQJgli7bXPS43Ac58X4tU101l5PDbdMzsRHA58liba+7gjmYZ6x5Q4PP3JFbx/qhqhkiCodSZ8drkRISL2/qaEjBW9q/UA8Nydk6CQCdHZ49wLV91thFwmwDPLcrBp39Uhq0uPpL6vwRdy40KRGROM905UIy5MjIeWpCE2VERByRjDMAzEAp7De2leagROV7bjrunutwYjYwcFn2PEhVo1ZiT7vvDHQORSAR5dmg6GYbDurdM4VWlr9UIHpdeJ+Vz8cln6uNy35otgKTM6GDXt3fjkYgPuCbATHb4+aPP147vC5XIQLArCjnN1eGplFv7fjRORGxcyLt/PhHhCLhXg2TtycbxMiTe/rQAHsJ+c3ZNXj7tnJACwtRX6PL8xIFY9R8qvlmcgJkRk/x4ZT699vChv7UJ6v16x6VEy7L1E/ZrHKwo+x4ivi1oRLOZjakKYXw/CORwO1s5JwsToYDoo7UdrsGDjyix/D8MvfBEscbkczJ0QgS0Hi8EBnegYCY8sTYNCJrAfONOcE+K+hRkKfHShHp9cbICVAX6+aALaugyIubZvfWZyOLadrIbBYoVKZwyoE2q+4up7RCrkQ6s3IVgU5KdRETadrmzHTTnRDpfRSYbxjYLPMeJKgxonKtrB53L8fkCYER0MAZ87Ln443VWn6vZ737ax6H/uyEF2LJ3oGCkUcBLinWduz0GETIAqZRdeP1qOboPFIdBUBAvx9vEqTEsMG7eftRSFBC8eKBrxtnHEN2yFAZ2Pf6JDRWjq7HF5HRnbqODQGJETFxowrQhiQkRoGiN7NlQ6I944OnCVQncdKmjGikkxLI2K9KIqqISQ0UQuFeCPt+Xgz9+fhKuNWmw77Vg47NFl6QHzW+4vZc1d2H62bsQKqhHfYQbp25oTG4wXDxQ5HV/tz2/EP78uo2J2YxitfI4B3UZzQK1IhEmC0NHtXFhhNNp9vg5/OVQMLse7tM52nREKmZDFkRFCCBmtREE8vLhqMqYnhTkEmoH0W+4v981LxokKJX44M8HfQyFeKm/tQkaU697m56o78PnlJkyKC3V4z79zvAoXatUQ8LhY7Ps20sQPaOVzDKhp70ZyhMTfw7AbS7n8d06NgziIhzunxQ37MSrbupCqCLx2IIQQQvyHMjdck0sF+OmCCahRdft7KMRLpyvbMTdV7vK6e2YlYn5ahMPJF4ZhMD0xHDekyXH7lNiRGiYZYawHny+++CLuvfderFmzBvn5+Ww/PHEh0ILPsURnNOOW3Gg0qnuG/RifXmpAU2cPpZAQQgghbliaGYmjJW3+Hgbx0kD7PQHbSYZlmVHg9lmvqO/oQUa0DC/dPRWHCltGaJRkpLEafJ49exY1NTXYuXMnXnjhBbzwwgtsPrzfqHRG/O+33u/785Wadh2SI2hlzRdq2rvxgxkJyKvpGPZjnKtW4ZUvy2j/CiGEEOIGIZ8Hq5WB2WL191DIMLV3GXChtmPQY+cZyeEOx1eX6tSYlhSGRLkEKp0BehP9/cciVoPPU6dO4aabbgIApKWlobOzE11dXWw+xYjTmyxY/84ZbD5YHLDBg85ogUwYWNt3ORh8o/loUavqxuT4UGj15gFvM9jJCZXOiBtSI8Z9AQlCCCHEE/PTI3Ciot3fwyDDwDAMHt95CacqVIMeO0+KD0FBg8b+77I+e0RX/MPDfgAAIABJREFU5MZgy3etAbvwQ4aP1eBTqVQiPDzc/m+5XI62ttGbNqHVm/DigSL8YvEE/GB6PAUPHoiQCcbEF0ZHtwnhEluvMavVdTD9/3ZcHPDkxLGyNtySG0v7egghhBAPzJ0QgTOVFHyONhYrg78eLsEvFqcOeeJdyOfB1Gd1m2EY8K7l4Z6saMeZ+u6AXfghw+fT5bKBVr6Kiop8+bRe0ev1KCoqQovWhL8ca8XjCyIRG6TBOWs3WmorEIgZ6EqlCkVFFn8Pw4FJo8PJS2qkRwjtczoaKZUqFBdbIDF14cjpfCSHOweQzR0a3DoxGFNDepxe58lCFTIE4SjqcL8I02ier0BE8+k9mkN20Xyyg+aRXYE4ny1tSjy7U4WVE0MQKuL5ezgeCcT59LVOvQWbv23B+mnhiDAzWByFIY+d1aoO5BdcBQB0qNT2OZsaYsGMWCHSxV3jbh59KRDel6wGn1FRUVAqlfZ/t7a2IjIy0ul22dnZbD4tq4qKipCdnY03d1xEUZsBVQYZbp6XhiMNJcjOznR5n/YuA3bn1eOeWYkjvrplNFsR21iB7OyMEX3eoZiC1WjVGJCdHW2f09FIUWf7u4fF9eDr4lasyE52uL6z24RVswXQ9Jgwb3qWw3VWK4PI2lLk5Lh+3wxkNM9XIKL59B7NIbtoPtlB88iuQJxPQVE+tp6tQ1xMNB6aPrpa0ATifPrac58V4nKzHrdyQpGd7d7fawnTAotMAB6Xg8WT5cjOvt4TfW2nCdzQWGRnUs8Vtozk+zIvL8/l5aym3S5YsACHDx8GABQWFiIqKgoymYzNpxgxEVIBNvZLFxhoJff5/UXY4qc9ofUd3UiUB16l25hQEZo0en8PwytWKwNcaxsTGypGk9r59ZS2apETGwJxEA9avWNv0ysNnZgUHzoiYyWEEELGmkeXpmNpZiRtewpA7V0GvNmv3oWFYfDkikyP/l4zrxUdulhrKzbU10SFAFfqO1kbMwkMrK58zpgxA7m5uVizZg04HA6effZZNh9+xJgsVshEQXi4T9PbJLkEtapul1Vl5RIBVk6K8cuXY017N5ICsM2KQiqEUmvw9zC80qzRIyZENOhtipu1uCUnGgnhYuzPb8KaOUn2605UKLF+XvIg9yaEEELIQBLlEkyOD6WaCT6k0hmx+3yd/Ri297+HmvPNB4qx50I9AODhJWkob9UiOzYEa/scB7lDLhVA3W0ChwNEBTsecwl4XBjNVPF2rGF9z+cTTzzB9kOOuHNVKsxJcWyKOyUhDPn1nS6DT5GAi8yYYL98Oda063BnYvyIP+9QuFwORnut2/79U2NCRWhU9yAu7HrPqjaNHpHBQkSFiLCz38q3zmBGsChoxMZLCCGEjEUMw4DDcb92AnHf7vN12HywGN+V2bbNnShXoqa9Gy+umjzo/ULEfNw/L8neDuejCw147MbhbwEbqEECj8uByWJFEI/VZE3iR/SXdOF0lQpzJjgGn2mRUpS3um4bw+VwMEAhVJ9T9anGSthVp+pGUp+U5syYYGw5WOxUxbf3BzEtUobyVi0AoErZhaIm7Zio+EsIIYT4S3KEFNXt3f4expi1elYiFqYr8M+10/HPtdOxcWUWZiSF4+mPr2DjR/kus9gsVgZSIR/P3zUZKQop/vFlCcpatOg2Dq/4ZYRUgKImjctjppy4EFxt1Li4F/D+qeoBW92RwEXBZz8Mw8BitULAd5waPo8Lq4vTMh06I8Ik/k0HCdSzgYE5Kvc1djqucubVdOCzy432vb399wDPT43Ak3vy8cL+Ivzx00J8XdxKJcIJIYQQL0xPCsPF2g5/D2PMkgp5mJcqh1wqgFwqwMNL0vDDWQlIkkuw41wdNmy/gDe/rXAI8vJqOjAj2dZa8fYpcShr1eHLouEf86h7TPhqgGOm3j2hrrzyRemAre5I4PJpq5XRqEZtwsRohcvrOLAVoeFyr4dVRU0aZMcG40ylaoRGOHowGLhI02hgZWDvNwUA98xKxLHSNqyakQDAtic0OvT6/oT9V5qQV6vGzbkx+Ofa6Q57KAghhBDiuVSFFJ9ebPD3MMasNq3Baa8lANwzOxEcjm1l9M+fF+LTS40AgIeWpOFkhdKhLsqm70/ClPjQYR/z/Hh+CiQCnsv7K2RClyub9R3dWJihgDjI9f1I4KKVz37ONXRj6UTXJZ1TFFJUt+scLrvapEFObAgEfC4M5pHttWmxMuAG8PJiiIgPjd7s72GwRi4V4CcLJqCuw5b+U9ysRVZMsP361bMS7Q2V5VIBHlqSRkUSCCGEEC8EanbXWNGiMTicSO/V9zjmj7flYHZyOH44MwEMw8BotkIUxHN52+Fw5/79FzPOVqnwyJJ0JIZL6FhrlKHgsw+VzoiClh5YBlitmxwfiisNjiWfO3tMCJMIEB8mRkNHz0gM066pswexLr4wAkVsqBjNnaO73Up/C9IjcLLctim/tFmLidHXg08KOAkhhBD2iYJ40BnGzsnsQNKi0SM6RDjobRTBQjyyLA2FjRpUtHUhPWpk2ygmysWo73eMXdmmQ3ZsMAxUDXfUoeCzj93n63C2vmfA3PHUSBkq2nQur0sId/5g+JqtGqtz9d1AERMqQlPnyM4JWzq7TQgROWelSwR89JhsK9xUzZYQQgjxvanXOg4Q9rVo9Ih2kXbb37LMKHxT0oqvilqxPMt1hqCvpEcF4y+HXBd85HBG9xav8YiCzz5Wz0rEAzPlA+aO87gcaHpM9k3XRrMVfK5tChP+f3t3HthUle8B/JulSds0XdKdbhQolLIoUEFAWVQccXkjaqGIZUZxHBVxfDILMm/E8Q2jg8J7z10Zx/dEBS3iyIwoKILDjhREoC0tpTvd06ZLuiW574/Q0NJ0v8lN0u/nH8gluT3nR5Le3z3n/E6Qr9OTz8xL9TiYW+2yVb4iA7zdduSz6KpKt52Fab1RUe+e/SIiInI318QE4HRJndTN8Ei1xnYE9mPXBJlMhutHBWN7RonTd3j4vkCPf/5YZhscqmpoRYifdZYZqyG7Hyafneg0Ktw3MbDXaZO1xjZbZa3OUw/CtGqnJyTf5VThtX0XXLbKV6hWjUo7JbrdQaG+qcdR5fnjwvB1ZkWXwlNERETkGFpvL1Q3tHJbDQfp77raguom5FY2Ov26c3FyDH567QiMj/QHYE1Gr7u8JeK1MYH4oZjVkN0Jk88B+sMdSUi+vOg685K10i0AyOUyOHvQf3ykv63AjSvyUshhkmoD1CHKLq/H15kVdn/JxQb74mBuNeJDXHfKMxERkSfJKqvnthoOMJDb6J0LKzqTTqPCxpRrcCjPWnMju6weiRHWRHRUiAYXe1gSR66JyecAhWjVWDl/DM6UGlCol3bNpY9K4fIFbprbzNh+ts7t7lRmFNTi5T3ne/wlF6pV4ccSg9v1i4iIyB3dPjkSD98Q77I33KsbWrFhd/d1ia5uIEMEUhZWVCrkiAr0QVGNsctWeHK5DFzy6V6YfA7CvHGh+C6nChaL0GUfyJ7om9pEnyriLourMy8Z8G6G3q3uVDa3mXFtTFCvd/fC/L3x7sF8t+oXERGRu7plfDhig11zW42mVhMe+yADb+zL43WBA907NRp/O5QPf5+uBSFVSjla2p273SENHpPPQZDJZLhhTAgO5XUt9qPu4c3/1nd5ok8VqWpsRaif630BX+2amED8bEqQy96ptOdfuVW4dUJ4r3f3ls2Ic+kpz0RERJ4k3N8blfWuV0fiTEkd0t49hjW3J+KmxFAsSArv8zVVDa34r69zJB8lbWw1wU+t6PuJLkKjVkIpl6GktrlL7JIi/ZFZVi9hy2ggmHwO0oXKRpwqquuSUEYH+aC0rnvFW52vFyZHBfQrUfmhqBYv7Mrq8wupyMW3WekwKSoA06Nd805lT34sqcM10YG9Pod7ehIRETmfK838yrxUjz99kYWTRXU4UVCLtbcn4VRR31V5//OfmfifvbmSj5Ja9/h03f3i7QnxU+P9I4VdYjcyxBdv7LsgeTJP/dN9I0Pql45EsnNC2bHX5+jQrpvvNraacf+MWBia2/tMVl799gL2ZlfakpueFNQYcd3IoCH0wDnGRmjxVZH7TEExmS2Qy2SsZEtERORiRoVqkFfVZNtpQEoZhXr8K6car98/FZ+eLEFKcgx0GhV2nCzp9XUWiwCttxKzx4RIPnuqor4FYf3Y49OVLL4uBjJZ1+vvvVmV+CarEukninu9dibXwJHPQbI38mXd67PrXkMdd+gWTozEl2fL+jxvfIgGtyaFY8blEtI9uVTXjKhAn0G03LnidL4oqzdJ3Yx+O1FYi2lxrp/UExERDTczRgXjWH6N1M3AFz9ewmvfXsDymXEI0aq7XA+qlQo0t11ZgrX7XDle2Xtliu2ezAr89NooTIsLknz2VEV9CyIC3Cv5tHf9nZIcg/nj+jflmaTH5FNEoX7qbusRivRGxOp8EeDrhfpmU5/TRXxUCvxP6hR8nVXR6/NMFgFKhev/9ykVcphdaIpMX47k1WDm6GCpm0FERERXiQr0QVmd8/ZUr25oxZK3j+BU4ZV9JL88U4adP1zCvvNV2J7RfZTzxrEhOHjBuiVIUY0RfzuYj01f5+KjY0UQBAHfF+gxvY8BBmepqG9FmFYtdTOGTKdR4Y//NhFHL+qlbgr1g+tnL27E3l6fx/OvfMlMjPLHuUs9L4g2NLdD662Ej0qBAB8vlBuc9wVL1lHqdrMFaqX7LL4nIiIabpy17vNPX2TiWL4er+67gFe/zcXjH2agsqEVL9w7uceig9dGB+KH4lqYLQL+evAi/jv1Wqy6aQyK9U3Yk1mBeeNCAQD+3koYjO0Dak/mJQPeEnH3BGObGRq1Z6zAiw32RfFVsw/JNTH5dLDCGiPign0BADcnhuObXkY0z5YaMCnKWuhmyXWxeO9QvuhbtEjBx0uOxlbXn3p76EJNtwpqRERE5Dpig31RWGNNMirqW/DmfscUmjFbBGjUSjyzMBEvp1wDQ3M7dp0pR0u7udeig3K5DHKZDJ9lGrBsRhwiA3yw+tZxWD5rJN7YdwFJkf4AgJHBGhTUNA2oTU9/chovirx7gieJDPDGJTuFP8m1MPkUmbHV1O2LUCazFq/xUSlQZ2zHm/vtJ5RnSg2YGGX9Ugrw8UJORYPdLVoMxnb4e7vPnaq4QBVyKxoG9VpH7JFqT6vJjE1fn8fO05f4pU5EROSiEsO1+MPnZ/HS7mw8uiUDf/nqvCi/t8sNLXj121zb9cbO06VYnBxjSzIfnzem31usTYjyR2ZlC0I7TWk9mFuN0yUG21TdkSEDSz4r6ltwx+RITI93r+3rnGnhxEjsOtN3fRWSFpNPsclg+yKsqG9BmH/XufTtZgv+8pX9u1ZNrSZovb1sj1+4ZzKmxgZi0ZSoLs8r1De5xTYrHeICrYn0YDz7+VnR90i15/V9eXj+pxO4dycREZELO3yxBgdyq+GlkOOd5cm4QaSqsX/6IhMb9+TghV1ZaDdbkHmpHtfEXNl2bSBbrBVWG3Gk2Njl2iUlOabLNUaMzgfF+v5PE/3H6UtYkhyD+6bGoLrR9fY7dQWhWjVqOHvN5TH5FNnj88bgtgnhGBehxfF8Pa4b2XVR+dMLxvb7rlVEgDdeuGcydp6+1OV4YY0RIy9P5XUHYRolSmsHPg3CZLZAKZPhpsQwhyWE+qY2rP7kB8QG+WJiVCD37iQiInJhiy8ncctnjkSoVo2psYGi/N4O9VNjzcJEzBodjEe3ZMBswaBnXaUkx2DFNF2Xa5erk1e1UoE2c//XrlY1tiLM3xv/du0IfP5D6aDa1Zkr7Zcqpgh/b6z/IpNLqFwYk0+R6TQqvPnANHyXU4VTRXUYF67t8u/BfmosmxHXLRmraWxFkG/3L89xEVq0mSz44z/O2T5IRXojYnTuk3x2TDseqN3nKrB89kiMi9A6LCH85PtifHqyFDVNvItIRETk6uyNQA41kWo3W6D1VuLRuaOxaGo0rovX4W+H8gc960qnUeG+ieIkxQCQeanetlbU20sBP7UXqhqGdt1Sa2yHzter7ye6mfqWdmw+MPj/O3I8Jp8OIJPJcP/0WJwtrUNdc/dKZrdPisQXV81JP1NqwOToALvnk8tkeO9QAbYeLwIAtJos8Pby/Iqsp4pqMTU2CKNCNLhQ2eiQnzF3XAhumxDBqbZERERuKCLAB+X1Q9sdIKOwFtM6zVRbfNUUWantPleOW5MibI8XJIXh19tPD2l0r9zgfnt89seyGXGYOzYUt3DPT5fF5NNBvs2uxPGCWrt3XrwUcoRp1SjtVJHr3KV6TBhhP/lcfF0MHp8/GvV2Ell3EeirsvslWVjTZLds+MmiWkyJDQIA/GRiBHafK3dIuxpbzVh2fSyn2hIREbmhpBH+OFfa8zZ29lxdzPDoxRrM6LT35kDWdw6FVq1EfUvv13aV9S04nl+D5naz7djerEp8d75qSKN7FQ0tCPP3vORTp1Hh5ZRr8HVmz7tLkLSYfDrI1QvLr3ZfcjT+91CB7cuvpd0MH5X90UydRoXf/iQR4yP9cfjyxsXuZlyE1m7RoX//+Ae8+GU2Xv02t8vx3efK8ZMJ1rtW/t5eaGgx2abVFNU04Q9/PyvKfP5ivRHRQe4zhZmIiIiuSIzQ4vwAiho2tLRj+d+OdSlm2CbRjLK4YF8U1fRedOiVb3Nx5KK+W/GiG8aEdCtIORCV9S0I98DkE7AWHmpsMaG5zdz3k8npmHw6SF93zfy9vWBobsMLX2bj8Q8y8H2Bvs9k6qfXjsAXZ8pwuqTO7RZSh2nV+NvB/C7tNjS3Y+boYPzutkSEaFRIfecI/vxFFtZ/kYXiGiPqW67sDToxyh/nLtWjprEVv/r4B2w5WijKfP7S2maMCPTML18iIiJP5+2lQEunUUF9UxtWfnQS5YbuU3Gb28x4afd5/PnuSbguLgj3TYtGUY0RsRLV0RgZokF+de/brcQE+eKJ+WO6FS9KSY7uc9T0ahmFtXj8gwxs+Cob32RV4vNTpW53Pdlfi6ZGYcepEqmbQXYw+ZTQmoXj8czCREwbGYSjV93VskcmkyFUqx7yVAsp7M2uxJ7Mii7t3ptVgZ9eG4XH5o2GUiHH0Yt6BPupEOKnwq6z5V2ee3NiON47lI9fvH8Cz//bBPz02hGYGGV/mvJAtJstUCs9f/0sERHRcPDWd3n44scyPP5hBiobriSg5YYWpL17DA/MiMXkmECs/sk47DtfhX3nKzE/MUyStsbqfFHUx3Yrja0mrL51bLfBjPGR/sgq63vEV9/Uhsc/zMCzO8/i3YMXsetsOfzUSiTHBWHDbnH2SHVFo0P9cL68AW/td/xe8TQwSqkbMJx1jI7qm9rg7+3Vr4Xty2eOhI+XwmUWwffX4uQYnC6uQ3KnBf05FY22KSMd/encr85/91EpYBGAk0V1OJxXg7/cOxlv7M/D7DEhQ2vYICvxEhERkWsI8PGCwdiOAF8vyACsXjAW90yNwqt7c1Gkb8aYUD9klhtworAW+85XYWyEP64fFYwNX2Xj0IVq3HXNCEna7e2lQKvJ0ufz7O0aEB+iwZdn+q6H8dLubOw6U45nFibiqZvH4prowB6vtTxNnbEd7x8phEwG/HLuaKmbQ5cx+XQBHUmo2M91JTqNCpsWX4s39l/AtLggNLS0w0+tsH2hXt0ve338w51JSIzQIiU5Bt5eCgiCgFaTmSOXREREw1hSpD/OlRkwNTYIKqUcq25OAABEBfliy9EizBodjJU3TUP6ieIuyZafWonTJQaknyh2u2srL4UcZkvviWtHrYw1l2uQ9Oday5M8Nm8UWk1mj06w3RGTT3IaH5UCaqUcBmM79udU4ubxAyuDffWX5s3jw7E3qxK3T4ocVHtMZgsUHPkkIiJya0kj/LE9owQV9S1YOPHKNcHi5BjIALuJFwCkTo+FQi5z2eTE0NwOf+/B78W5P6cKt02MxNyxoSK2yn2MjwxAQpjj9oqnweGaT3Kqe6dFY/vJEmSXNyAxQjukc10THYDTJXWDfn2ZoQWRLDZERETk1gJ9Vahvbkd2WQOSRvjbjvdV/NFZW6r0RgYBr+zNtbsu8UJlI8aE+/X4Wq23FwydtuHrvIWMIAg4kFONOQlDXJ7kATpGgMk1MPkkp4oM8EFhTRPOlRpQaxzavqUymQx+aiVe3nN+UIvJi2uNiOE2K0RERG6vqMaIklqj2xWXuVTXgk1f59gt/HOhsgEJYT0nn4mRWpwvv1J06E9fZOKFL7Px3M5zeO9QPlpN5iFfa7m7uGBfFPaxnQ05F5NPcjqVQo5/5VaLUmHNYGzHa99eGNS5SvTNiA7yGXIbiIiISFpKhRxfnCl3u+qtv5gTjwVJ4Xan/pbWtWBEQM/XKYkR/sgurwdgHd3zUyuxZmEils+Mw48lBnx4rMjt4iG260cF41h+jdTNoE645pOc7vH5YxCqVYuyxuIXc0bhfHnDoM5VZmhBZACn3RIREbm7tXeMR0K4n8uu3+zJ2HB/jI+wvy5REATI5T3XpgjVqlHdaB3pPV1iwIz4YNwx2brmdVSoH8ZH+rtdPMQWHeSDYn2z1M2gTph8ktOJWbE33N8bU2IDB7Vew2yxQKng4D8REZG7c9fdAABgSCsSL69n3HOuHP++YKztsDvHQ0z2tqkhafHKm4YvfiERERGRxDRqJRpauq7NbGo1wVfVjzEimQz6pjZo1Ep48Ya6XSMCfVBax9FPVyHau3THjh2YO3cu0tLSkJaWhjfffFOsUxP1yletRGOraeAvZPUzIiIiktjkqACcKTV0OZZX1YgxvRQb6hCn88Ure3OxaEqUo5rn9qbH63Cc6z5dhqi3SG6//XZs2bIFW7ZswWOPPSbmqYl6NC5ci5yKhr6f2EmryQyVkncIiYiISFoTowNw9qrkM7eisddKtx0iA71xOK8a3l4KRzXP7QX5eiH9RInbVUL2VLz6Jrc3LqJrqfH+KK1tRhQr3RIREZHE/L290NjSdQZXkd6IGF3f28GdLq5DTkXjsK9q25vtGSU4nFfDGLkIUQsOHT9+HCtWrIDJZMLvfvc7JCUliXl6IrsiA7xRNsC5/CW1zYjmHp9ERETkAq5eCCQIAhS9VLrtsOS6WMhlsmFf1bY3KckxOFlUixsTQqRuCgGQCcLAF76lp6cjPT29y7E77rgDcXFxmDdvHk6dOoVnn30W//jHP7q9NiMjA76+rnvR39LSAm9vbr8hJmfE9P1Teiyfouv383edr8f0aF+EaFyv4DPfg+JiPIeOMRQX4ykOxlFcjKe4BhrPz7MMmDvSD4E+CtQ1m/CXf1VizdxwBHgP3+m0Yr4nSwxtyK5uxS2jtaKcz10583NuNBoxbdq0bscHdeWdkpKClJSUHv99ypQp0Ov1MJvNUCi6f2jGjx8/mB/rFFlZWS7dPnfkjJiGFp9HYuLYfpfU/qokB7OnJvS6f5ZU+B4UF+M5dIyhuBhPcTCO4mI8xTXQeDZralFnbMPMxHA88v4J/FDegtP1PvjllOG7XYqY78lEQcDpPTkYP36cKOdzV878nGdkZNg9Ltqwz+bNmxEZGYk777wTOTk50Ol0dhNPIkcI9fdGZUMrwv17vpvzzx8vYdvxYkyKCkChvgmbD1xESnLMoPYIJSIiIhJLUqQ//nrgIgQBuHFsCKbFBXEqrYg6BicEQeDenxITLfm866678Jvf/Abbtm2DyWTC+vXrxTo1UZ/GR2iRXd7QY/J5JK8Gfz9VioMXqjF7TDAmjAjAC19mAwA3YSYiIiJJeXspkFVej+P5evx36hTeGHeA2GBfFNYYMTJEI3VThjXRks+IiAhs2bJFrNMRDcjYCC0+Pl6MuWNDu/1bVlk9juXX4C/3Tsb2jBLbnUSlnAv0iYiIyDUE+arwxY/lSD9RzBvjDjBrdDD+lVPN5FNirldthWgQ/L290NBq6nb8QmUD1n1+Fm8sm4ZgP3WXL3N+sRMREZGreHrBOMQE+fLGuINEB/mitM4odTOGPe7zSR6judWEt7/L67KJ8LqdmTheUItPT5ZI2DIiIiKi3uk0Kvxy7mhOuXUgGWQYxEYfJCKOfJLHKNIbsflgPgDrqGax3ogZ8UGYkxDCu4hEREREw1xCuB9yKxsxNnx4b7kiJSaf5DHWL5qEmqY2/GRiBADgw2NF+NXNCfBRseoyERER0XA3PkKLl3afx1/uncwRZolw2i15jBCtGn/9WTLeP1yIrLJ6xAX7MvEkIiIiIgDAvvNV+DqzAukniqVuyrDF5JM8SqCvCjePD8NjH2TgpsQwqZtDRERERC4iJTkGs0cHczmWhJh8ksc5W2pAQY0Rfz9VKnVTiIiIiMhF6DQqzBoTAm8vpkBS4ZpP8jgdd7N4V4uIiIiIOksa4Y/MS/VIHqmTuinDEtN+8jgsVU5ERERE9kyKCsCZUoPUzRi2mHwSEREREdGwEOKn7rInPDkXk08iIiIiIiJyOCafREREREQ0bPioFGhqNUndjGGJyScREREREQ0bE0YEILOsXupmDEtMPomIiIiIaNiYFBWAMyUsOiQFJp9ERERERDRs6DQq1BpZdEgKTD6JiIiIiIjI4Zh8EhERERHRsPPq3lxuu+JkTD6JiIiIiGhYaTVZsPHrHKSfKJa6KcOKUuoGEBEREREROdOjc0cjr6oRU+OCpG7KsMKRTyIiIiIiGlZ0GhXefmAa/nH6Ekxmi9TNGTY48klERERERMOOUiHHshlxeOu7PHgp5EhJjoFOo5K6WR6NI59ERERERDQsjYvQ4kypAS98mc31n07AkU8iIiIiIhq2/rxoEhpbTJg+Uid1UzweRz6JiIiIiGjYCvZT4/8emo6PTxTjv77O4fYrDsTkk4iIiIiIhjWlQo4Rgd74n725nH7rQJx2S0REREREw94D14/EmdJ6zBodLHVTPBZHPomIiIhAoZlOAAASVUlEQVSIaNjTaVT4ryXX4pusSqmbYp8+H3h9BvBHnfVPfb7ULRowJp9EREREREQA/NRKKOQyGJrbpW5Kd1tTIVTnAILZ+ufWVKlbNGCcdktERERERHTZkjFmWF6bDhgLgZAEYOk2QBcvdbOA6lzIBAsAWP+szpW4QQPHkU8iIiIiIqLLwv/5MwQ05bveCGNIAiyQAQAEmdyaGLsZJp9EREREREQdqnMhhwDAtUYYSxf+L+o18YBMAVnIWOuIrJvhtFsiIiIiIqIOIQkQqnMgEywQZHLIXGSE8fMiLyxbeRzw9ZK6KYPGkU8iIiIiIqIOS7dBFjIWFsivjDBKXGnWYhFQ32xCgBsnngCTTyIiIiIioit08cDKY/jvWUeBlcesj6WqNHs56ZX9ZzCeyFrmlturdMbkk4iIiIiI6Cq+aiUaW03WB1JVmr2c9MoEMzQNF12n+NEgDTr5PH78OGbOnIl9+/bZjmVnZyM1NRWpqalYt26dKA0kIiIiIiJytsQILbLL6q0PQhIgXE6dnFJp9vKIp1CV7fbbq3Q2qOSzqKgI7733HqZOndrl+Pr167F27Vps27YNjY2N+O6770RpJBERERERkTMlRfojqyP5XLoNBk08LDIFmrSj+l9pdrBrRbemwlKVAxlwue6u+26v0tmgks/Q0FC89tpr0Gq1tmNtbW0oLS3F5MmTAQDz58/HkSNHxGklERERERGRE4Vq1ahqaLU+0MXjr5O3wvT7arw7eZt1HWh/DHKtqFCdCzkuj3hePuau26t0NqitVnx8fLodq62thb+/v+1xcHAwqqqqBt8yIiIiIiIiichkMtvfBcE6/qhSymGyWPp/kkGsFTUY29GmjkVIa2Gn7V7GWosfubk+k8/09HSkp6d3ObZq1SrceOONvb6u4z/InqysrH42z/laWlpcun3uiDEdGMZLXIzn0DGG4mI8xcE4iovxFBfjOXSuEsPqGj3OnjOjqskEZWszsrKyUKuvxY9nM+GlkPX5+nhtLFT1BZBDgAUytGljkd9Dv7waSxF94Nfwqy9EmyYSbZoRUDVdQqs2DiXT16N9iPFwhZj2mXympKQgJSWlzxPpdDrU1dXZHldUVCAsLMzuc8ePHz+AJjpXVlaWS7fPHTGmA8N4iYvxHDrGUFyMpzgYR3ExnuJiPIfOVWKY3FwCn7BA1BTV4e5ZQRgZosF8VMCsUWFybFCfrxfCP0PN5kXQNRdCCE6A97KPMb6nKbuv/xyW+kLIYYG3scw62vnrWngDGCNCX5wZ04yMDLvHRdtqxcvLC6NGjcKJEycAAHv27OlzdJSIiIiIiMhVJY2wFh0qqG5CXLAvAGBqbBAyCmutT+ijoNC5Zh2OLfwSuY8WYecNO3pfK9p5nacHVLa1Z1DJ5/79+5GWloYDBw5g06ZNeOihhwAAa9euxaZNm5CamorY2FjMmjVL1MYSERERERE5y+hQP+RVNgG4sgY0SKOCobnd+oQ+CgrtP1+JeeNCMS5Ci5yKxt5/WEgCLJfLC3lCZVt7BlVwaN68eZg3b16342PGjMFHH3001DYRERERERFJzstQiCXf34ewtmLgQoK12uzl0UtBEPosKGRsM0OjtqZcgT5eqG1qQ5BGZf+HLd0G/eZFCGkpgiwkwe0r29ozqOSTiIiIiIjI421NRVhrIeQQIFTnQLY1FVi6DQ//uBQ4UgAz5JDDYv13mdyaNF6WV9WIkSEa2+M7Y9oge+N6wFhgHdVc2nXLljb/OGxNTseqmz1vxLODaGs+iYiIiIiIPEp1LuSw7uJhG9ncmgr/xnzIBDMUgglyhRcskF/Zh/PyOtD412Nwz5F7betAo778OfybLvY4RbegpqlLsuqJmHwSERERERHZE5JgXX+JTuswq3Mh6ygMBAGwmLF5/gkYHjxoHcm8vA5UDgsU+twrSaa9RLaTC5WNGBPm57y+SYDJJxERERERkT1Lt1lHNGWKKyObdhLSGxJCcPBCtfU1Pa0DDUmABVclsp1crGpEPEc+iYiIiIiIhiFdPLDyGLBOb/1TF283IU2K9EdmmcH6mp6q1i7dBlPQGFg6J7KdtJks8PZSOLN3TseCQ0RERERERP3VkZB2Irv8pyAIKL/jf+Gdfj+CjIVdq9bq4iF/4hhe2XcBT90y1rltdhFMPomIiIiIiIYoMcIfWWUN2HNBgRWrjgPeXt2eo1TIYbYI3Y6bLYJtH1FPxmm3REREREREQzQ3tBFhW+bgyYMzoH33BluV2/4o1hsRq/N1YOtcA5NPIiIiIiKiIfL/LA1BzQWQw2J3K5UOSrkc7WZLl2O5lY1ICPfsSrcAk08iIiIiIqKhq86FopetVDrEBfuiSG/sciyvqhGjQ5l8EhERERERUV/s7Qlqx+hQP1yobOxyzNhqgkbt+eV4mHwSERERERENlb09Qe0YFarBxaom6wN9PvD6DDx1+Hrg9RkDWifqjjw/vSYiIiIiInI0O1uw2KNRK9HcZrI+2JoKoTrHtk5UtjW1X+dwVxz5JCIiIiIiciLbZivVudb1oeh9nainYPJJRERERETkZIIgACEJsMC6v2dv60Q9BZNPIiIiIiIiJwr390ZFfSsq7/w/GDTxfa4T9RRc80lEREREROREo0P9kFfViFNFCqStPA74ekndJKdg8klEREREROQs+nxct2sx5DUXMM4nDgHXfgb4xkvdKqfgtFsiIiIiIiJn2ZoKhf4C5LAguLkQ2JoqdYuchsknERERERGRs3SucAvPr3DbGZNPIiIiIiIiZwlJsFa2xfCocNsZk08iIiIiIiJnWbrNWtl2mFS47YwFh4iIiIiIiJxFFw+sPCZ1KyTBkU8iIiIiIiJyOCafRERERERE5HBMPomIiIiIiMjhmHwSERERERGRwzH5JCIiIiIiIodj8klEREREREQOJxMEQXDmD8zIyHDmjyMiIiIiIiInmzZtWrdjTk8+iYiIiIiIaPjhtFsiIiIiIiJyOCafRERERERE5HBKqRsgpg0bNiAjIwMmkwm//OUvMWnSJPz2t7+F2WxGaGgoXnrpJahUKhgMBjz99NPQaDR45ZVXAABvvvkmDh8+DACwWCyorq7G7t27u5y/oaEBq1evRkNDA3x9fbFx40YEBgaitbUVzz77LHJzc7Fjxw6n99uRpIrp0aNHsWnTJsjlcsTHx2P9+vWQy13/XolU8frkk0+wfft2yOVyJCYmYt26dZDJZE7vv9ikimeHjRs34ocffsCWLVuc12mRSRXDm266CREREVAoFACAl19+GeHh4c7tvANIFc+ysjI8/fTTaG9vR1JSEp5//nmn911MUsSxtbUVv/71r23PKS4uxurVq3HXXXc5r+MOItX78sMPP8TOnTshl8sxceJE/P73v3d63x1Bqnh+8803ePPNN6FSqXDHHXfggQcecHrfxeToOALAl19+ibVr1+Ljjz/G2LFjAQCHDx/Gpk2boFAoMGfOHKxcudJ5nXYgqeIpep4jeIgjR44IDz/8sCAIgqDX64W5c+cKa9asEXbt2iUIgiBs3LhR+PDDDwVBEIRf/epXwuuvvy6sWrXK7rl27NghbN68udvxV1991XZ827ZtwoYNGwRBEITnn39eeO+994RFixaJ3i8pSRnTBQsWCGVlZYIgCMKqVauE/fv3i9s5B5AqXkajUVi+fLnQ1tYmCIIgpKWlCRkZGaL3z9mkfP8JgiDk5uYKS5YsER544AFR++VMUsZw/vz5QmNjo+h9kpKU8XzyySeFPXv2CIIgCM8995xQWloqbuecSOrPtiAIQnt7u5CamuoR71Gp4tnQ0CDMnz9faG9vFwRBEB588EHh1KlTovfP2aSKp9lsFubMmSPU1NQIZrNZeOihh2zXQe7IGXE8duyYsGbNGmHJkiXC+fPnbccXLlwoXLp0STCbzcLSpUuF3NxcsbvndFLGU+w8x2OST5PJJDQ1Ndn+Pn36dGH+/PlCa2urIAiCcPLkSeGJJ54QBEEQGhoahKNHj9r9T2lvbxdSUlKE5ubmbv92//33CwUFBYIgCEJFRYXtP6GhoUEoLi72uORT6ph2WLdunfDZZ5+J2zkHkDJeHYxGo7Bo0SKhqKhI1L5JQep4rlixQjh69KhbJ59SxtATk0+p4mk2m4XZs2cLJpPJUV1zKqk/24IgCJ988onw3nvvidktyUgVz5aWFuHWW28VDAaDLZm/ePGio7rpNFLFs7q6Wrjzzjttz3nnnXeETz/9VPT+OYsz4thxrfjAAw/YkqWioiIhNTXV9py33npLeP/998XtnASkimfHcTHzHNefx9hPCoUCvr6+AIDt27djzpw5aG5uhkqlAgAEBwejqqoKAODn59fjefbs2YMbbrgB3t7e3f6turoaOp3Odr7Kyso+z+fOXCGmlZWVOHToEObOnStexxxEyngBwDvvvIMFCxbgtttuQ0xMjGj9koqU8dyxYwemT5+OqKgoUfvkbFK/J9etW4elS5fi5ZdfhuABhdWliqder4dGo8ELL7yApUuXYuPGjWJ3zamkfl8CQHp6Ou677z5R+iM1qeKpVquxcuVK3HLLLZg/fz6uueYaxMfHi909p5MqnjqdDk1NTSgoKEB7ezuOHTuG6upqsbvnNM6Io73XVVVV2WILADqdzvZz3JlU8ezrfIPhMclnh2+++Qbbt2/Hs88+2+V4fy98Pv30U9xzzz19Ps8TLqT6S6qY1tTU4NFHH8W6desQFBTU/wZLTKp4PfLII/jmm29w4MABj9pP19nxrKurw44dO/Dggw8OvLEuSor35JNPPolnnnkGW7ZsQW5urt21Je7K2fEUBAEVFRVYvnw5PvjgA2RmZmL//v0Dbrerkeq78tSpUxg1apTH3Th2djwbGxvx9ttv46uvvsLevXtx+vRpZGdnD7zhLsrZ8ZTJZHjxxRexdu1aPPHEE4iOjh54o12Qs+I4XHhCPD0q+Txw4ADeeustbN68GVqtFr6+vmhpaQEAVFRUICwsrNfXG41GlJeX2z7wxcXFSEtLQ1paGs6ePYuwsDDbXYX+nM8TSBXTxsZG/OIXv8BTTz2FG264wYE9FJcU8aqrq8P3338PAPD29sacOXNw8uRJB/bSeaSI59GjR6HX67Fs2TI88cQTOHfuHP785z87tqMOJNVn+O6770ZwcDCUSiXmzJmDnJwcB/bSeaSIZ1BQEEaMGIHY2FgoFArMnDkTubm5ju2og0n5+3r//v2YOXOmg3omDSnimZeXh5iYGOh0OqhUKiQnJ+Ps2bOO7aiTSPX+nD59Oj766CO8/fbb0Gq1bj/7xtFxtCcsLKzLiLEnXa9LEU9H8Jjks6GhARs2bMDbb79tq1Y5a9Ys2932PXv24MYbb+z1HNnZ2Rg1apTtcUxMDLZs2YItW7Zg4sSJmD17Nr766qt+n8/dSRnTF198ET/72c8wZ84cR3TNIaSKl8lkwpo1a9DU1AQAOHPmjEdMfZIqnrfddht27dqFTz75BK+99homTJiAtWvXOqiXjiVVDBsaGrBixQq0tbUBAL7//nskJCQ4ootOJVU8lUolYmJiUFBQAAA4d+6cW3/Gpf59febMGSQmJordLclIFc+oqCjk5eXZLn7Pnj2LkSNHOqCHziXl+/Phhx9GTU0NjEYj9u3b59Y3SZwRR3uio6PR2NiIkpISmEwm7Nu3D7NnzxapV9KRKp6O4DFbrezatQu1tbV46qmnbMdefPFF/Md//Ac+/vhjjBgxAnfffTfMZjN+/vOfo76+HhUVFUhLS8Pjjz+OmTNndpsnfrW0tDT85je/wf333w9/f3+89NJLAKzTy8rLy5Gfn4+0tDQsXrzYI0q3SxXT5uZm/P3vf0dhYSG2b98OALjzzjuxZMkSh/d5KKSKl1arxcqVK7F8+XIolUqMGzcON998szO67FBSfqY9hZTvyTlz5mDJkiVQq9VISkrCbbfd5owuO5SU78m1a9dizZo1EAQBY8eOxU033eTw/jqK1J/tqqoqBAcHO7SPziTl53zFihVYvnw5FAoFpkyZguTkZGd02aGkfH8uXrwYDz30EGQyGR555JFez+HqnBHH9PR07Ny5E1lZWXjmmWcwevRobNiwAc899xxWr14NALj99tvd+mZdBynjKXaeIxOG0+JFIiIiIiIikoTHTLslIiIiIiIi18Xkk4iIiIiIiByOyScRERERERE5HJNPIiIiIiIicjgmn0RERERERORwTD6JiIiIiIjI4Zh8EhERERERkcMx+SQiIiIiIiKH+38ghLoLcLrkEgAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "anomaly = detector.QuantileAD(low=0.05, high=0.95).fit_detect(s, return_list=False)\n", "plot(s, anomaly, anomaly_tag=\"marker\");" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "anomaly = detector.QuantileAD(low=0.05, high=0.95).fit_detect(s, return_list=True)\n", "plot(s, anomaly);" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "anomaly = detector.QuantileAD(low=0.05, high=0.95).fit_detect(s, return_list=True)\n", "plot(s, anomaly, anomaly_tag=\"marker\");" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot(None, anomaly);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Single Series, multiple anomalies" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "low = detector.QuantileAD(low=0.05).fit_detect(s, return_list=True)\n", "high = detector.QuantileAD(high=0.95).fit_detect(s, return_list=True)\n", "anomaly = {\"low\": low, \"high\": high}\n", "plot(s, anomaly);" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot(s, anomaly, anomaly_tag=\"marker\");" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "low = detector.QuantileAD(low=0.05).fit_detect(s, return_list=False)\n", "high = detector.QuantileAD(high=0.95).fit_detect(s, return_list=False)\n", "anomaly = {\"low\": low, \"high\": high}\n", "plot(s, anomaly);" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot(s, anomaly, anomaly_tag=\"marker\");" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot(None, anomaly);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Multiple Series, no anomaly" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "image/png": 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apCOFioIg73O+xNeVXqPF6Z7Tkdjse73ZRmWnCCEkQFDwScgUYbXZsXNvBf52uNZhEPXyoRocq1WMm6UyVSZGk1Ln8JjWZIXBbMO2giSkyYZq5xU3a7AgORIbcmPwTWUXu38IIZOsVaXHSwer3Qo+UmVi1oM0d5itDP7v21q3AySdyYpgweikPcMN1OgcvmSV7UDaaLFh51eV+MX7xThY3jVmkOfp/lC2dPeZsPOrSq/rkhJCCGEPLbslZAowWmx4bl8lGhU6fFslB5fDGVw6JxUL8fCmnHEHy+tyYrCvtBO3r5QA6B8IvvJNDR7alAOpWIDn9lVi85x4MAwDO8OAx+UgKybErcLvhASyZ/dVYndJBwDggY3ZLl9nMNsQKfZ8XyEbdGYLXjtaBz6X49b5i5rUKEiNHPM13uyR9NTDm3ORHiXB1fMS8PAnJfiuVgEATs9bJ9ciMzpkQtvjzO+uno12jcHjpGuEEELYRzOfhAQQRZ8JH5dqHGYOmpU63PTGSdxQkIzfXZOP9TnRDoEmn8fBfeuzxp3RiA0ToftivTu7vX+WpddoAZfDAZfLQUyYCB09BpR39CIvvn8PF4fDgZDPg9Fim4C/lpDJER8mwoMbZ6FVbUCf0eLydacalFiWMTpj9GR4YEM2lmdIXd5EqujocZgZPdeiwfzkiMlsolMDAW5CZDCe+cEcrM6Kcvk3HK6So7qrb9KXv8pChPjTtvn44lz7pJ6XEELIaBR8EhJAtr5+Av8sUjksD3t8VxnONmtwpFqONJkEsxPCBgNNvXn8pXfD2e3Abz+7gN98dgFdvUa8d7pl8Fw/XJiIT8+24Wi1wiEx0ZrsKBytlrP0FxIy+YIFPDywMRu/vTIPT+4ux98OO18aerZZg4Up/gnookKFWJYug9jJ99lmZ/Dopxfw/P6qwe+rq1qZ/pQik2B5hhTOdrDK+0zYV9qJVw/X+WX5a6pMAovNjqf3VNDeT0II8SNWg89Tp05h+fLluPXWW3HrrbfiySefZPPwhExrLSo91syKwopk8eDMgclqQ7pM4rAHTcAbmoks9nCwbLHZ8e6pZqTJJKMSkERKBNCZrNDozQgPHkoIsiApAifrlZSwg0xJPQYLQkT9O0wixAIE8bh4bp/z/X82ux1BPP/dk12XE43DVaNv9HxwpgW/3pSLLXPiMDs+zK39nv6ybUkyPhjRt0aLDS9/U4MXb1jgl/20A3hcDt44Vk97PwkhxI9Y3/O5dOlSvPzyy2wflpBp7+vyLvzvpVn44+eaweBvT0kHri9IQn7CUF28xamRONusxsrMKBQ3q/GTNa5LrIx03/osRIcKXdbMW5UVhXdONkGlMw/OrnK5HFR19uFfxxsBON/LRUigOteiwcKUob2Rv7wsG7Xd2lEBUFevETGhoslunoMFyRH44/4qbJ4TN/hYd68R3X1G3LQsBSsyZHhidzlMVvu4+z39JSZUBK3RCr3ZCrGAD0WfCfe+W4SnrpuDJKnYr9eP7UtScLJOiSvmxvutDYQQMtPRsltCAoRCa0JMqAjLkiU4WNEFhmFQ3t7rEHgC/cFnUaMaAGC0eLb0bryMl6VtPfiqtHPUzMDC1Aj86vLsGVHzs6PHgJ+9d5ZmeSdYbXcfXj3sfnZXb11o1WBu4tB3SBYixHULE6HRO573WI0Ca2ZFTWhbxsPhcCDi82Aw969sUOnM+Nl7xfifRUkA+m8E3b4yDTu/qkBhkzpgP6Mb82Kw9bUTeGp3OR54vxhnGtVOZ3Qnm1QiwGNXzUZhk8rfTSGEkBmL9eCztrYW99xzD2688UYcP36c7cMTMi31z7oIAQD5MUKcaVChsEmNgjTpqNcGC3gwWm0wWW0Q8Nn9Cg8vzTDcvMQIrMuOmfB6h4HgT/ur8eX5Doe6p4RdZqsdv/zgPP64r2rCl0CanOyNvGZ+wqjkMw0KLdKjJBPaFndcmhuDQ5XduNDag3vfKcKpBhX2XugYfD49SoKNebEO+z8DzakGFcraexEdKsQrNy3y61LbkbJjQ1HVqWX1mCqdmbYlEEKImzgMi4W3urq6UFRUhC1btqClpQW33XYbvv76awgEQwPWoqIiiMXiMY7iX0ajESKRf5deTTfUp+PbXdmDpUkSxITwYTQacajZjC/Ke7Dz8nhIxaNXx394QYO0SAF4HGBx4sR/n1p7zKhSmLAhM3TCz8U2Tz9/r59WQGWw4ZqcMOTHBU9gyxxd6DTgZIse2+ZGIFwUWPv52P4Ov3tejaWJwXjrnBq3L4xElmxirg82O4P3StS4ZcHomzjvnFPh+vwIiIK4UBuseO5oNx5dGzspfT9Wf2oMVvz+UBc2ZoZgZYoEh+q1uCwr1KFdPUYbDtT2jXo8UExW+7z9XH5SpsGGjFBEBHvWNoZhUNimR43SjCtzwhAu4kGhs+KZI12okJtw52Iprp/j/wzE3qLfanZRf/qO+pB9k9mner0eixcvHvU4q3s+Y2NjccUVVwAAUlJSEBUVha6uLiQnO97xzMvLY/O0rKqoqAjo9k2U72rkONuswS3LU1mf3ZqpfeqJXU2VWLskF0B/f4nDQ9Hco0CpVoy7F4/eI3WVWI3nvqrEv+5YghDhxJfrnWWzo+zbWuTlua6RGKg8+fwZLTaktvLwh1Xp+O/pZuTlsbc/TaUz46PClsEZoI8KW7AhLwYfnGmFyWpDdy+DfeU9yEmNx90LA2tfLZvf4W+rurEsLxxXz0/A5ctteH5/Fa5ePTHXh7L2HqyeE4m8vNF7/K4Xq/HSoRosSY3EsVoNzncacb43eFL6fqz+fP1IHaoUJvxwSTpWLc7EqtG/2wCA5QsnsIEsmIz2efu5vCPegEMVXbh1UZrL14z8vv7ft7XQmawwWnj4/Jwa5WoG4iA+5iWH46nrF+Efxxpw/xVzp/TqEPqtZhf1p++oD9k3mX1aVFTk9HFWR627du2CXC7HnXfeCblcDqVSidjYWDZPQSbIH/dVoaStB0I+lxLKTDKl1gSp2HHAcsOSFHA5HJdL1ZIig9HVa4TZageEE99GPo8Lu521RRIB61iNApdkRyNcHITeMepBeuP5/ZV473QLjtYoAADHaxX47+lmNCn1+PWmHPxiYzb6jJaAWZ44EWq6+vD6kTq8enN/RCUK4mHNrCh8erYV8j7TYCIstpxtUuPy/Dinz51uVOFwlRz5CWF49ebFDoGGPw20IRDaMl0lRgSjTWN0+Xx5ey9+/2UpTjeocaxGAYZhcLxOiUc25+CGJSnIu5hx+OVDtVg9KwrzkiKQFx82pQNPQgiZLKwGn5deeikeeughfPPNN7BYLPj973/vsOSW+J9KZ8YfvizD767OH/yhtNrsWJImRaiITwMeP9h1vh1yrckhw6yzTLTDfV7chiaVHh8VttDNAh80KnTYW9qB7UtSIJUIUNysxkOX5wDoD/BbVHokS9lZ1pwqFePnl2bhR6vSAfTPfG6cHYuD5V2DQdfi1MhpO4BlmP5alYVNaofP7bqcGGx77XucvphEi83Pc3efCbFhzpcXDQ/yxvu+TaZAast0FikOws69FQ4J2Dp7jPjFB8XYNDsOr9y4CJ8XtzmsVBj+WVHpzJAI+38zg3hcWGfAzTlCCGEDq8FnSEgIXnvtNTYPSVj29olGfHGuHZnRIfj5hlkAgKImNdZkR0EYxEWkOGjsAxDWHSjvwvd1Ssg8GHT6Y3ZEwOfCZLVByJ/YPWbyPhM+PdvKyizYoYoufHdBjf9NMTs91mOfl+K7WgUYBrhzdTqCeFxwuRwAwGV5sdhzoQN3XAwWfaW32PHgZdngcPqPP/Bvnbk2ZPA1shAh5H0mRIdOwnT2JPuoqBX3rst0WuZkW0EKcuPDWP08q3RmnL2YEdbZvz0FeTObxcbg9aP1EAVx8eBlOWAYBg+8X4xTDSqsz4lBbJjI4fMx8rNCnx+gSanD41+U4S83LJi2N80IIeyjUiszTHqUBFfMiUOoaOi+w8l6FZZnyJAWJUGTUu/H1s1MeXFhHmeDHK9kykRIjwpBg0I3+N9nm9T4/a5S1jM83vVWIXZ+VclKJs/ff1mGf51VuzxWdmwI7luXiWalDgfKu7A2J3rwuZgwEeR9Jp/bMIhhBgNPV/Liw1DR0cveOQNEs1KP7l4jNuTFOv3cXjU/HpFiAauf57e+b8TxOmXAZoQl/nXTshT86rJstGuMUOvMePVwHX526ayAyswbyAxmGx784ByOVMvx6uFafzeHEDKFUPA5wzQq9fjL9gXo7B3a72Ky2gb3Xh2r8X8ttplEoTUhSRo86YGkN2bFhqCma6hEwZ8PVOPf3zfhjaP1rJ2jSanD5jlx2L4kGb1GC3xJxi3vM+GyvDgsSwp2OphsVuqRHRuKhzfn4heXZWPXuXacblA5BNOiIC7+/HXVpJVQyI0PRWXn9Ao+VTozfvnhOfzP4iSXrxEF8WC122FjceliTlwobl6WQoEEcUoqEeBnG2bh8atn4/FdpWhS6jA7IWxKXIv9rbPHiFv/eQo7tuTi15tyZkQ+AEIIeyj4nGEsNjuEfB6SIoLRqtajRaVHYmR/OYn48GCHoJRMvKImNRanRvq7GW5Jk0nQeHHmk2EYZMWE4OFNOVDqTOgxsJOc57PiNtyyPBXP/s88rMiQ4Y5/n/E68Pu2qhu3rEhFWqTQ6WDy26purM+NAdD/2S9Ii8SzI2Zc+4w2vHyo1ufZM3eD6DBRELRGq0/n8kV1Zy/r9QpfOliNwiY1do2oqznS0nQZTjUoWTtvi1qPR7bkUiBBxhQqCsKchHB8WNjq0/dcyOfCaLGx2LLA9cgnJShsUqO4WYP712chLlyEbho7EELcRMHnDGK22sHn9v+TXzUvAbtLOnC4qhvrc2IGX8PncvszqI5ARbQnRkVHL/Liw/zdDLcI+FxYbP2fjfOtPVieIcN967Pwmyvy8NTucjy7t8Knz4fOZAXDYLB0TFl7Lw5XyfH+6Wavjtek1CE9SoIgHsfpoLCr1+iQjGZrQfKoJXf3rM3AykyZz7NnrvYdBppffnietSXPAzgcDh7enDNuH67KlOH7WvaCT63RijAR7WEn43P23fdUXJgInT1TKwCr6OjB3W8VQql1f3uB2WpHVnSIQ39tK0jGh7S8nRDipokvEEgCRll7D/IT+gOdSIkAGr0FPQYLEiKCB1+zKDUSxc1qLMuQObx3oEwEwG42ypnOZmcQxJtC94Au7lk8XNWNey5+DiLEAiRJg/GXAzU43aRCmlSCx66a7XGw9fm5NvxgYeLgf28tSEajUodUmefZZo0W22C/zokRobBRjdWzogaf15msEAscEyc5SyAiCxFiUYrvGWibVXqkuPl3CIN4MFr6l8KzrbRNg+O1SpfJnAR8Lm5Zzt5SVYXWhLhw0eBnZSx8HhccTv/gVsCfQt8JMuWxkTwoPlyEzl4j0qIkLLVqiFJrwoMfnENuXP/vd7NKjyeuzUeMi0zO7vr9rnKcalBBbTDj33csdes931R04ar58ViYMrRiJ0IsgNnGQGeyQiLkO9RInQo33Qghk4t+4WeQkUs8Z8WE4HyLxmG2ammaFKcbVKPey+VwsDY7mvZPschosUEwlQJPADwOBxabHSar3SE4unV5Gh7dkos1WdH4tLgN/z3l2WwlwzBoUuodBm5SiQBPXjsHlZ19HrfzZL0Syy/eQMmLEaGwyfEzfbxWgZVZUc7eOkpiZP8SdV80q/RIcbNky6wYx721bLDbGfz9aB1+9t45lzObFpsdOXFhyI3zvl5ho0KHF4btkf30bCt+uChxnHcNmZ8Ugd9+fsHnFRZ6sxUiwcRmZSZkuNjwiZv5/OP+KhytUUAWIoAsRIB9ZZ24792zOFje5fWKpO/rFPifRUl4dEsunrpuDh7/ohTvnleNe6xzLRosSI4Y9fhleTG4/V+nsXNvBX7KYtI4Qsj0M7VGvsQnGr0FkcMGld19Jnw/IhtksIAHudaE1w4P/aAptCakysSYmxhOdzFZdKGtB3OTwv3dDI+kysTYXdKO+SPaPTBzcPvKNNy1Jh0SDwf+hyq7odaZRw18+Dwu7AzjcUKLoiY1Ci7eaBHwOIPLhQeUtPZgftLoAZQzKzJkOFHn23LQVrUBSZHuBZ8jMwCOnsgAACAASURBVN62qPQ+LXlvVelxw+snkJ8Qjp9fmoXbVqQ6vYnUqNBheYbUp71bf9xfib8eqsXz+ythsdmh1lsQE+r+7ExttxYf+bj3DgAqOvqQFzc1lrOT6SEuTDQhORMYhgGXA+y4uMx1YInw67cuxpcl7dj5VSV+9l4x9pS0u32dsNjsOFDeha0FSbh7bSayY8MQKgzCO+c0Y373OnoMiA0TOc3a/X2dEoVNakglAjx13RxcPjuWblYTQpyi4HOGYBgGI38vbljifJ8LwzB4dt/QXctd59pxzfxE8Lgcp/tBiXfONqmxaIokGxqQFROCf33XiHXD9gkPJ5UI8NsrZ6PDw0HYOyeb8FGR86BjYXIkilvUbh+LYRjY7Az4w2aVZRLhYNkUpdaEoiaV20mSUmVit0oQfVejwCuHapwO/kbOFI8lKTIYrRoDAKC2uw9bXz/h0yzCbz67gDNNapS29eDSvFgkRgQ7vYlU2dk3uKzPW4nhwdixJRfZMaH43/+ehc5k9Sho3rYkGasyZQ7Lr71RPmyLASGTQSLkQ29iP1nYkWo5NuXH4Z6LWXgHbvTJQoT43dX5eHRLLl68YQHeO93i1nVCpTPjvnfP4qp58Q5B5L3rMrEgXjRmwLjrXDuuXZDg9Lnh+2Zz48OQFRNCN6sJIU5R8DlDNClHL/tzVSvywctysDQtEtcuSATDMOjqMyIuXIR5SeEobe+ZzGZPa1rT1EuIIhULYGcY6M1jZ3WclxSO8y0at4+bOSKBxXCrZ0XhWI3CreMwDINPilrRpjE4BD1rZkXheK0Ctd19uPfdIpyoV7kdzA0M0MbKWGuzM/jtZxfwp6+rfZ6143A4AMOgx2DBOyebcdfqdNyzNsOrWQSGYZAxrG/Dg4PQa3QedNfLdciI9m2/WrCAh3vWZuKO1enIiArBWyeaPOoPqUSAe9Zlorbbt2XH8j6Tz/vhCPHYOHV8PcUwDI5Uy7E2O9rp8wO/4dGhQvz2ylxclhcz7nXizeMNOFDehcJGxxt6MWEi5EaJXAaMij4TDlV1u6xVPHI8wec5T15ICCEUfM4QR6rlqO3WujULIZUI8MwP5+JARZfD8sSCVCmKGt2fgSKuKfpMONuknnLZg78saUdZe++4AcXls+Owv6zT7eMGC3gu6+uJgngwW+1jBn8qnRm//ug8Hvu8FKcaVfjiXLtDG6USAV47UoeDFd14aftCjzNbpkjFaFb1z34qtSb89jPHfYmfF7fhl5fPwiaWlpoZzDbc+e8z+NHKNFySHY28eO/2YV5o68HSdKnjoJDLHbUMGQBsdjuCeFzIQoRQeJD9cnibhcNmd++6JMOrDKLL0mU4We/ZMudj1XK8dLB6yn2fyDTjQ11iZ74saYfebINaP/4qjbz4cGTEhCBSPPYNzV6jFb+8LNvp91Ii4Lq8OfXSNzU45cFNu8UXkxcSQshIFHzOEHsvdOD1o/Vu/3BkxYSis8eAz8+1YUNe/xLLcLHrWRPimb8fq8fxEfttpwJ3SxII+P2ZS190IyCQ95kgGyewSpKK8dQe16VcBpbtJkvFeHRL3qg2flzUisrOPnDQX9PT00LyKzKHAqIHPziHd08147HPLwDoTxxV3dWHa+YnIicudNRxzVY7griezYhozVYUNqmxv6wTmdEhqPNyJvDbSrlDKSUAmJ8cjpJW17PS2bGhqPYiydOFth7MTRzaC+xqZcV4BHwurHbG7dqo31Z24+/H6vGXgzX4qLAFFpsdPC79tJGp74PTLfjgTIvbvxP5CeEoa+91+fzpBhUWpUTg5xtmOf1e5seIUNg4OuEgAESHCvDgxllu30xylbyQEELoF3oGaFDosD43xuNZiGvmJ6BBoYPONLTEkoP+JYbEN6kyMe5akz7lEjJ4ElDY7cCLFwOCsZS0ajDPSfbE4RR9JvzzuwaXx1qQHIHrFyVh28XU/iPb6Gsdv2SpGK1qA/59vAE3LUvBo1tysTxDhn2lnXjvdDNuXJricjlam8aAJGmw0+dc+fWm3MH2crkcePONs9sZmKw2BI9I/lSQJsXpBscZCa3JCvHF+qrZsSGo6vI8+Cxp1WD+OP+O7pqTGI7SNteDaKB/tvsX7xejtluLl7YvxFXz4pEZHYLabi2yYkJYaQchnuByOaz+Ps5OCPfounX57Fh8Xd7l9DmrzY69FzpwzXznezYBIEsmREmr8601FhuDBzZmu30zKVjAg9E69vYMQsjMRMHnDPBJUStuX5Hm8SzE4So5DlfJHQb8ufFhqPJiVoQ46u41YceWvGmdkOGuSzKwKlM27sCpoqMXs+PHTg5zy/JUrM2OxsbZsU6f7+o1urybD3g/CzecUmvG+dYeLE2X4e61mbhtRRpqu/twoLwLYcFDS91Gzth5UmbFVXuDeFyYXAzkVDqz0yyXxS1qh1p8A8JEQdCaHFcwVHf1ISc2FEB/bVO1F8tXew0WhAezs4d5bXY0jlR3j/maVw7V4PNz7bAzDKQSAV65cSG+q1XgXIuGkg0Rv4jycsm6K8FBXI+uW6IgHhiGGXWtYBgGL35TDR6XM+YS3iAeB1Ybe8FzpFhAS+EJIaNQ8DnNdfUaERbMHzX74Q5ns0VL0qQ43eBb2QnSPxjgebgUc6qRSgRYlBo5auAk7zM5BEtmNzLBSiUCvLB1vst9pK1qAxIjPZtd9FSKTIzPitscbsYE8bgO5YriI4LRMaLWX7NKj2QPg8+R+suvOL/pc887zmvqHalW4JJs57VMg0YkA6nq7ENOXKhPbWSTRMiHbpykVnYGeHhzzuD1icPh4PaVaXjjaD32lXbSoJdMuvhw0ajvv7c0erPDTS13LUmTYscnQ3vSTVYbnt9fBZXWMubqkQHBAh50I7L2dvcZERUi9Lgtq7Ki8F2te8niCCEzB9/fDSAT68MzLbhtRZpX7x2YfRkuOlQIJQ3qfOLuXrbpIEwUhB69BeHDkmDc8PoJ1Ct0AICfXpLh9pLS6FAhDGYbtCYrQoSOl67JCOa3FSSDAzjcjBn43wP/Pzs2FFWdfUiIGAqE5X0mRHsxcBtuQXIE9pS0jyruzjAM0mUSCHg8h3bJ+0w406CEbmUahPzRgf385Aicb9VgSZoUANChMSA+3DE7bH95Jvf6tLvXiOhQ3/7GkaJDBNi5t8LpzE+LSo80mRh3rEp3eDw9SoINebF4dl8lOByMun4RMpFiw0RoVRsAFnZT1Ml1yPRi+Xh5Ry8+K25DZ68Bi1IicaJOiSeuzUdChBipMvG4K1EWpUSiuFmD1bOGblyda9aMuva4IzcuFB8VtqBDY8DWi1siCCGEZj6nsUalDqcbVbCxHOyYLHY8+mkJFH3sLS+aSVpUBp9nwqaKeUnhOD8suY1aZ8bqWVFYmxONrQXJaFUbkOTBjOW2gmS/JWlytnR35GM5caGodrJf0t0gzhVXN31qu7VYninDikyZw+P/7/MLY5aTyYoOwZ8PVDnMDg5vY1x4MDo9qNVa3MLefs8BfSaryyRpn5xtdTmIvnddpk/7ewnxVly4CF0e1jh2pU6uRVa058Hntosrlv7vpsUQ8nk426zB8Vql21sPFqZEjMpSW9HRh7xxtkY4w+FwUN2l9alOMSFk+qHgc5qy2ux46MPzOFajYP2iL5UI8N7pFvz07UI88H4xLW/z0IW2HswZlhV0OpubFI4LbUMJLI7XKbB9SQoWJUeCywHOt2owL8n9oCVZKkajUo//+7Z28HOnN1sh8mJZ+UQIEfJHLVmbSMdqFFgzKxrbCpLx/plmAP2D1py40DEDsL0XOnCiToVHPy1xOhOfExfi0d7uyo4+5Maxu8/y1uVpWJMVhU1z4hwe79FbwOVwRs1+D2Bjfy8h3pCKBaytDGpTGxxWULjdhmGf/1uWp3p8I0YUxBu1j9xqt0PA9264+MS1+ViRKR23DSqdGS/sr6LxBCEzAC27nYYYhsGLB2vwmyvycKZRxfoMwLYlyeBwAL3Zhpe+qUF2bCjuX5/F6jmms9puLTblO0+cM92IBXwYLUN79yo6enHFnHhEhwrx7qlmmK12bM6PG+MIo1msdjy/vwp8Lgd3r83sz27qxQzBZOjsMaLoYj1XX4Oh8OAgqHVmRA47jlJnGtyLZTDb0GOw4K3vG/HYVbMRxHM9WBy4JsRHiPDEl+Vo7zE4tDErJhQfnmnBuhFlWlyx2LwfnLoilQjw3PXzsPdCB36yJgPAUD3XX2/KYfVchLCBy+LSfza2EjjbOuOObq0Jb37fCAD4yZoMn1ZuZESH4IaCFNTJtZBKpC5f987JRvz121qEivi0XJ6QaY5mPqcZlc6MO/9TiMWpkViUGjkhMwADP2i3r0zDnavTXc5AEOdsdjv4YwQG0xHDMBf/r3+AFh0qhNXGQKM3e9wXP98wC6uzogYDqJouLbJjAydZDpfLgcXWn8zniS/LcLyWndUHC1MicK5laAmz0WJz2M95+exYXPnSMVyzIHHMwBMY+g5fMz8RZpsd+8u6HNposzM4UOFe0p42tR7nWzQTMmOREBEMpc48mL3z5W+q8U1lN45Uy1k/FyGsmAZ7+n931WwsTYvE1oJk1Mm1yIyW+HS8axckYE9Jh0OSs5HCgwVYmBKB9bnRPp2LEBL4ZtYIeAZ442g9DlV2O913xjapRID/d9VstGsME36u6WImJRsakBwpRovKgDq5FrNih2Yor5wXhzaNweOgJS5chPnJ4YM3VdjIJsum9CgJmpQ6WG12yEIErO0/TAgPxt+PDi2FO92gwtL0oZmE7+uUaNUYXBaJd+VXl+eMauNHhS043aDG/f8tclniZcAfvizHMZYCbGeumZ+AXefacaJOieAgPnbQfk4yzZmstnFvIE2kmDARblmRhgaFDudavEs2NByHw8F1CxJw+5unIHeRK6K9x4Cnr5uLmi6dT+cigc1uZ/DnA1VOy4ORmYOCz2kmWMDFzzdkTergbNbFDJ9kfO09Rq/28UxlC1IiUNyixtFqBVZnDd3V/qaiGwcrur0KWhIjxGhR6QEEXtmanLhQVHb2YXdJB65fnMza6oNd59txol6F5/ZVAgCKmtRYNKyOp7PSSO5wtkdy4Fi/2ZKHxz4rxVvFKqcDBavNjrhw0YQm+MmLD8P3tQr887t63HVJBu6h/ZwkgBktdvzlQLVPA+tmpR6pUb7NNvrqqrnx2FPSgRYv6hQ7c6pBhRN1KtzzdiHaRtyw7uwxIi5MhJy4UFR19vp8LhK4/n6sHt/XKikJ1QxHwec0ozfb8cvLciZ1cHbl3HjsudAxaeebyi60zpxkQwMyo0NQJ9dBqTM5lOPwNlgCgHU50TgcoEsvM6JCUNutxYW2HlYzwA70V5goCI0K3agkIGwm2hk41tykCKTKJHivRIMPnQwU9lzowP8sSprwBD+zYkO9vlFByGQKEfHw0jc1eOlgtdfHYGOpq6+4XA7yE8JwqLIbar3F5+MNXL/+etMi/Pt4I3Z8UjIYoO8uaceV8+LB43Jgn3mLg2aMry50IEUqxtM/mIPLZ8fSCpYZjILPaaS2W4sMP/xgBV/MNGoYpyg8Aaq7+gJqf+Jk4HE5MFpsEPAcM9L6EiwlRASjs8cAg9kGYVBgZLodIOBzcaxGDpPVxuqyooH+enhzDl46WI3aLu2kLFu6aVkKrsgORahodG3VC63sBtiubF+aQuVTyJRwy/I07NiSixAhH3f95wwaFeMvI+3oMeDn7w1ljq+T65AR5f8kanKtCWXtvazc9Bm4fsVHBCMqRID3z7TgT19XAQAUWjNiQvvrDIcHB0Gjp+WY082ZRhU+KGzB8gwZcuLCkB0bSitYZjAKPqeR/WWd2ORh5lC2XDIrCj95q9Dlfg7SnwzqVL0S2kksxREorDY7Ons93985liAeF+UdvcgMwEy3s2JC8c7J5gmZqQvicZEWJcH+8q5JmQmUSgT42YpotKkNDoPCr0o70Gu0TEoATOVTyFQhlQhwz9pMhAUH4UBFN/7wZRl+v6sMj35a4vK78odd5dh1vh1vHK0HAJgstsGbuv60zYfVKWPZWpCMHRdXcfzzWD3ah+39X5IuxZlG9ThHIFPNiwdrcLhKPvibJeBzHTLhk5mF0pROEwzDoM9oRXhwkF/OX9SkxvFaBe59pwiv3rJo8C4mGfLuqSYcr1Pio8KWGZdKPlTEx7+ONyJNJmHtb1+aJsV7p5tx37rA68uHN+ciPUoyYTN1t65IgyiIN6kzgXetycDL39QgWMCDkM/F8TolTtWrkBkdMuM+z4SMZ+C7ubUgGR8VtmDnV5WwWBm8sG2+w+vMVjtiwoT49aYcdPYEVvI+b0u1uHPce9ZmgmEY3Pav0zhWo0B+QhjuXpuJ/IQw/PVQLS6bPTPKkc0U2TEhuGTWUJb6pelSnGpQYW02ZTeeiSj4nCYqOvqQF++/5ZwDF5Qr58bjj/sqkRwpxq0r0mimYphQIR93rUmfkUsHb1+ZDrGAz+rfXpAmxQPvFyMzWoIblqQE1GdtogZtk3V8ZyIlAmhNVvzreCN+fmkW/nbzYnxU2DIjP8+EjGf4d3T4d+STolYotCZsLUiGVCLA58VtuGlZCnLjwrCvtAPHaxX+avKk43A4eGn7QofrSBCPCxtt/JxWWtV6ZMWG4OZlqYOPLU6NxCuHain4nKEo+JwmvjzfDrGAx0oxe284DIYZDv5ysAaiIB7NiAzT0WvEb6+c7e9m+MVEBEsCPhdL0qV4bl8VuBwOfdYmwY4teciMDhkcOFOfEzK+4d+V+94pwt7STtgYBj9dk4FauRbblvQHXpvy4/DA+8UwW+1++y2fbM6uI2IhD1qTlWqITxNHquWjgsz+mwyu676S6Y32fE4TJa0a/OlAdUBkg9y6JAnXLUikGZFh6uRaZPg5df509NR1cykRzSSivZeE+OapH8zFXWsy0KzU44k95bDY7IP7HTkcDmLDgrGvbHL2cweq7JhQPPFlGdWBnCbaNQYkRY4u19NfA1w/6nGVzkx1QKc5Cj6nAYZhMDs+LGAG4bPjwzA7YXpkMlPpzHj2qwqfL4J7Sjpw5bwEllpFBlAwRAiZSqQSAX57ZR52/nAuGDuDN483OgSa967LDJjfcn+p7urDh4WtMzoAny7MVjv4XOehxvzkcDy1p3zU+OrRT0uoDug0R8HnNKDQmpEsEwfMIDxUFAStcXpkdP2wsAWvHan36SJosdlhstpoCREhhBAA/bOcD16WMyrQpBtq/aWV1mRF4Yq58f5uCvFRYZMKBWmRTp87Wq3Afiez/FEhQizPkM7oGzDTHevB5zPPPIMbbrgB27dvR0lJCduHJ070F6QOvHIT08HGvBhESQS4JDvK62N8UdyOXsPklKQghBAyNVCg6ZxUIsAfrs3HdzMo+dJ0daZBjaXpUqfPbS1IxqpMGX6wMHHwMYPZhvhwEbYuTkazkyW5ZHpgNfg8ffo0mpqa8MEHH+Dpp5/G008/zebhiQu13RR8ThSl1owHLstGaVuv18f4+GwL3p6gmo+EEELIdJMRHYJGhc7fzSA+UOnMONmggM7kvJ6nVCLA7SvT0NFjHHysuFmNRSmR+MHCRHxe3AaGoczH0xGrweeJEyewceNGAEBmZiZ6enqg1WrZPMWkYxgGL39TjRcPVgfszFV3rxGxYUJ/N2OU6XDRqFfosCE3Bo1K734EDWYbFiZHzvg9PIQQQognZieEobStx9/NIF564stynKhTjXnjfVmGDCfrlYP/fbZZjYUpkeByOVidFYXnv+sO2LE38R6rwadCoUBk5NDabqlUCrlczuYpJpXBbMPTeypQ1taLFw/WBPTMFYfD8XcTHESIBegxWPzdDJ919BgRFyYCBxyXwfTrR+rwmovMbEequ7F5ThwtrSKEEEI8sCk/DvvLOv3dDOIhu53B3w7XYXWWbNwb7+HBQegbliPEaLEjWMAD0L+l7Nt6XUCPvYl3JjQDiqvBekVFxUSe1idGoxEVFRXo6LPgj8e68YsVUVgXL0S3JhjzwwwB2Xa5QoWKisCql8TodDh2tgdZMuFgn05FcrkKVVU2SGxa7DtRgrTI0QHkv442o0tnhby7G9fPiXB47tvzKty+MBIVFR1un3Mq91cgov70HfUhu6g/2UH9yK5A7M+OLiUef1+JK3LCEC7i+bs5HgnE/pxoPUYbnjnchZvmRyBfIgYkQFdzHbrGeI9Grcb50jIAHPSoNYN9Nj/MhoJ4ITJF2hnXjxMpED6XrAafMTExUCiGNoh3d3cjOjp61Ovy8vLYPC2rKioqkJeXh1feKUKl3IQmSyjuXpmJU8oqLF+Y4/Q9rSo9Pj/XjpuWpUz67JbebEVyVyPy8rIm9bzjsYf3oEWlR15e/GCfTkXRLVXIy8tBdLIJX5xrx5a8dIfn5X0m3LaKj6M1Ctx/xWKHf3+T1Ya41jrMnp3t0Tmncn8FIupP31Efsov6kx3Uj+wKxP4MrrqAt042IzE+FncvzPR3czwSiP050R75pAQlXUZcyYtAXp57/16b+HLouVzwuBxsXBSNvOyhuOE2nRVWSSzy8uImqskzzmR+LouKipw+zuqy21WrVmH//v0AgLKyMsTExCAkZGomwokJEzksFwjicWGyOt80/czeCrzwdZVflgbUy3XIiAq8Pk6KEKNVbfB3M3xistog4Pd/RaJChFDpTKNeU9rWg+WZUbhqXvyo8jLf1yqxKsv7LLmEEELITHb/+llYnRVFORMCUKNCh+f3Vw5uObLbGXA5wA4Pc1wUpEpR1KRCYZMKi1Mdy7JkRApQ3k77fqcbVmc+Fy1ahPz8fGzfvh0cDge/+93v2Dz8pOnuMyJZKsadq4dmueYkhqG0rXfUFwMAokKF2JAb45eLY51ci/yEsEk/73jCgvnoneJ7PpuUeqTKJIP/zedyYbbaBwNSACjv6MWPV6UjJy4U/zhWj19sHJrlLGpS48HLPJv1JIQQQki/uHARFiRHUM6ECaTSmfHMngrMig1BEI+DerkOD16WDVnI2Iksn9pTjoMV3QCAX2/KxRfn27CtIBkLU5zX9XQlWMCD0dK/dWxkPXQelwP71M9dSUZgfc/nQw89xPYhJ91XFzqxZY7jFP+ilEh8XNTqNPgMDw5ChFjgl4tjk1KPLXMCrxAzh8MBAiwJkqfq5VpkRA8Fn1kxEvzhyzL86vKcwX9rk8U2uDkeALQmK0KEfFhtdnA4/RdOQgghhHgnRMRHr9GCMFGQv5syLX1U2IKPz7biZ5dmwc4weOdUM6q7+3D9omQodSbcsMT5lrLESDF+vSkHLSo9mpV6VHT04QcLk7xqg1g4FICOFBMmRGePEXHholHPlbX34LsaBbYWJNMNiilkQhMOTVWdvUYkRAQ7POYqe6vRYoOQz4XZ5p9bM1ab40xcQJnipVbqFTqszY4Z/O9mlQHvnmpGilSMu9eO3stwaU4Mbnj9BFZlRsFg6V+Cq9KZ6YJICCGEeGlJmhSFjSpcmhvr76ZMSz9clITvahS4Y1X/ar8wURC2FiTjLweq8fbJJnxXo8A9azNR3tE7GOQ1KHTIiwvF9qUpMFps+OWH55AcKfZ6zLMoJRK7S9qdvn9lZhS+r1Pgh4tGB7Z3/acQ7RfrhDobl5HAFKBRi/90aS1IHBF4Djcyg29Zey/yE8InulnED4an/AaAG5emYHmGFNcv7r8AKrUmRA67SJ6oV6KsvReyEAGSIsV4+2QzpQgnhBBCfDAvKRznW2jf30SxMwy2zI2HVNK/gm+gNNyDl2Xj0S25eGHbfPz9WD12flU5OKbZV9o5uOpOFMTD/KQIvH603usxz/kWDd5xMWbKjJagXj661rq8z4SM6BDcvCyF9gRPMTTzOcJ3TTrcu9l5VtsUqRjNKsd9gOdbNLh2QQLK2ntgstog5E9eKnCbnQm4+p7DhYqCpkWtzwFSiQC3r0hDq9oAWYgQpe29mJs4dONh4OI3/CJIF0RCCCHEe0E8Lmy08W/CtGkMSIgYvaR1IBAFgBe2zsf9757F9YuTwDAMNAYzwsVDy6CdjX88Mdb7B8a5DOM45j1eq8BDm3JwvFZBK8ymGJr5HEalM6Oi2+gyoCtIk6KwUe3wmFpvhixEiGSpGC0q/WQ0c1Cb2oCkSNeztP6WFBmMtima8dZVjdp1OTE4XCUHAJS39yIvfijZ0/A7hsP/NyGEEEK8FyriT6ub2YGkXWMYtdVspNgwEX55WTZON6icrvjzdcwz3vvToiRoUDjOftZ2azE/KRwGs/NKFCRwUfA5zEeFLTjerHe5bCBNJkZFRy9eP1I3mFp66DkJGhWTG3wWt6hwoa1nVFsCRVKkGG2aqRl8KrRmRIeMvggGC3gwWm1gGAYGsxUSIS0eIIQQQibSkvT+fZ+Efe0aA+KdJPMZaWVWFIpbNNhd0oGNeTHjvp5N+QmheGZvxeB4d2CCgMPhgMflwGx1nqyIBCYKPofZWpCMOxdLXS4b4HA4KGvvGVz33qMfyr6WJpOgUTl6TfpE+uJcB9460RSw+woTI4PRqp7cgJwtdXItMqKd10+dmxiOC220/4QQQgiZDHMTw1HSSr+7E0FrsiHUzUzC1y5IQFGjymVm2olytFqBgxXdeO90MwCgukuL7LhQAP17gkupFuiUQsHnMFKJANfPGbue1G+uyMP6nGhsLUhGSZsG85L6lx6Ei4Mmva5lZpQEj3pYzHcyRYqDoA7QWdnxXGjtwYk6pdNZ5fU5MfisuA3hYlpSSwghhEy0IB4XfUaL05VnZPJ8V6PAmSb1pE96bC1Ixk8vycBA9bpjNXKsypQBGNgSR7PiUwkFnx6amxSBZRky6ExWlLb1Yk6i/zLdBgt4Ab2vMJCTIY3n26pu/PXbWqcX2GABDx09BtTLtfQjSAghhEyCJqXeIeNqoFHpzNM+ON5akOyXSQ+pRIDfXJGHPqMVerN1MN8KAIQHB6HXYJ3U9hDfUPDpemqeDQAAIABJREFUhR+tTMO/v290e8/fTLgguaI32/BxqWZK/e1Wmx15cWFjXmCTIsR49xSVUiGEEEImwz3rMnHN/ISAXO1ltzP49cfnAzo4dsWTaQJ/J1O8cWkK3jzeCAHPsbIElwPKiDyFUPDpBVEQD/kJYfiuVuEQVAXxuDBZR2fdeuNoPesXJJXO7FBjMlBVdfbhn0WqKXUxPl6nxIbZMWNeYO9bnxXQS54JIYSQ6aQgNRLJ0uCAW+1V1dmLba+fwA1LkrE2Oxqb58SN+x5FnwkvfVPt9xvzBrMNoqDJKxHoq4HKEp29Boe+y4sPQ0VHrx9bRjxBwaeXuvtMONuscQiqUmRitKhGZ3cNC+ZjbmK4W4FKUZMKT+0pH/eCVCfXItNFQpxAcs38BFyXFzalgrTTDUosS5eN+Rp/3/0jhBBCZhIOhwMOOLAH0AxXUZMKj+8qQ2GTGg1yHf7fVbNxqmH8/Yd/2F2Gvxyo8fuN+fYe5zU+A1mKVIz3Trc49N2s2BC8eND/wTxxDwWfXtrmZN17qkyCJicZb7UmK356SYZbNS9fOVSLfxxrGPeCVNetRWZM4AefyzNlSIsUTJkgzWixIYjHBY87dferEkIIIdPR7IQwlAfADJdKZ8b//vcsTtWr8OpNiwbHg1kxIaiX60a9dvjWK6PFhkixAKsyZX6/Me9Ojc9As31pyqjx9zcV3ThY0e33YJ64h4JPLzmb+UqXjS6Ca7HZwedycXl+LPaXdY573KzoEFy/KAkpUvGYr2vvMSI+LPDvViVFBqNLO3U2gh+s6MLGvFh/N4MQQgghI6zKisLxWsWknU+lM+PVw7UOM2o2O4MH3i/G7pIO8LgcyEKEDuPB6FAhunuNg6//5YfnHLZevXuqGXeuTsfi1Ei/35ifisGns/H31oJkXDEnDgVpUj+2jLiLgk8WOSu3cq5Fg4UpERDyeQjicaE1uQ7E7HYGYgEPz2+dh9ONqrGXljAMuFNgdm6qZbwta+9FfkKYv5tBCCGEkBHCg4PQa5y8snZvHm/AH/dV4YH3itFjsKDXaMGTu8vxi42zXOZ9uHJuPPZc6AAAfFLUiq2Lk7A2OxqpMjHUOjN6DRakyiTgcjmw2jyrl8l2AsvOHhNiQ4WsHMufpBIBnt86H8dq5P5uCnEDBZ8T7FT90P7Bq+fH48vz7S5fW9OtRVZsKDgcDq6aF4/dFy9eUx1nimQha1ToUNHRC7V+cuu1EkIIIcQ9EiEffRcD0ImuJtBrtOKXl83C41fPxksHq/HjN8/gthWpWJwqdZn3IS5chK5eE6oVJmgMFlw5LwH/+fFSNCh02P73k7hmQQIAIDlSjBY3tmMN9+CIWVRf2RgGfN70CAUkQj5sdgZGy+jEnySwTI9PXADRm20OF0KDxYZgQX8msYzoEFR09Lq8UBY2qVCQGgkAWJwqxZkGJV7+pmbUa40WGwT8qfNPlxwmQL1c6+9mjIlhGOz4tASHq+S0Z4AQQggJUHMSwvG7L8qwr6wD97xdyFowNjKQLW5WY15iOH6+IRuzYkMRGyZCYZMaB8q7xj1WbKgQr51W4LqLgSYAcDkcVHX14eDF92fFhKC22/2xkd5sRVJEcEDsFQ1Um/Lj3NriRvxr6kQwU4TWZB28EGr0ZoQHBzk832uwurxQdmiMDmvvIyUC/PlANT4c8doGhQ7pUYGfbGhAlkyA0vYer96790I7/nJg4jOYvXWiCXetyaDyKYQQQkgAK2vvxafFbfi2Uo4/b1uAS2ZFsfK7vXNvBXZ+VYlXDtXAbmfwxbl2/GBh4uDzW50kmnTFYLWhQm7Cx0WtLt+fGROCOg9uzO861447VqVjXU4Mze65MCcxHOXt/k9IRcbG93cDppuHN+dCoTUhLz4M39cpsTIzyuH5x67MQ5ta79bF60cr06HRW2AbsSegTq7FrJhQVts9kRLCgvB1m97j91ltdvztcD0utPVALODh7rWZrLdNpTNj594KzEsOx4a8WGygZEOEEEJIwLphSTK4nP5gTioRYH5yBCuJe0KEfDyyOQdCPhf3vluE2DARNAbL4LEHEt24Y/uSFCjlcoex3sj3hwj50I+RB2Q4hmFQJ9di+9IUxIWL8PqROvzq8hwP/jrnx5xaWTncEx0qxDN7K3APlcMLWDTzyTKpRIA3bivA12Wd+PvROsSNyEgbFSrEnWvSUd3V5/B4d68RMWGOm76lEgGeuHYOxAI+Hv20ZHD2r1GhQ6ps7Gy4gYTL4YBhPN/z+fm5duzYkotl6VJcvzhpAloGfHCmGR8VtUJvoruIhBBCSKAbme2UA/hc+9NosSFcHIR712Xhx6szsDAlEm+daPJ6Oa9UIsD1c9wIit1MyljcosGilP5tWSFCPsKDg9Cq9vym/nBKnRmykOkXnBktdvz9aD1toQpgFHxOAA6Hg9hwEc619OCTs62jnr98dhy+LutyCMgKm9RYfHG/50gmmx3vnW7BP7+rBwCYrXaIgngT0/gJ5MmPg9VmR3VXH1ZlReEnazJQrxhdP5UNKzNluHJePC21JYQQQqag9GiJz2OEI9VyrM2OHvxvZ7XcJ4o7N+cPlHdh4+yhlVmb8+PwyMclPm1JatcYkBA+tcqsuOOmZSnYlB+LgjTnY2rifxR8TpCbl6W6vHBxuRysyJThRJ1y8LHKzv/P3n3HuVWeef//aqpmNL2PewN7sHHBphjTDAYS2pOQUELskE12f8luCDxsQkjYJLBhSUKeFFqAxIEk2GEBO7RUg8EGA8bG426PexuPp/emqfr9cTzNoymSjnRUPu/Xi5etM9I5ly5rhC7d933djZqR536Lj1sXjNd9105XZWOb2jpDc4RuQqZDxW6+pfvbzlN6+K97B72BvratRP/n9EL9xdOztW5fRe/PzOxuV9vSoa8smsTUDAAAQtDc8enaXlzn0WP2lw1s/ri9uE5zx6f1/tzdXpL+kJsSr/KGtmHvc7iySUWlDWp09k3R/duuUn14uNqn0b1Q3ONzNDIccXriC/P01p6RG0PBGhSffjLSG9eSghy9vr1E3/hToTYdqdaWYzWqb3W/xUeGI07fWDxNd191lh5fe3DU0zSCyfiMBP3q7YGde10ul/648Zie++Co/vWPn+i/XtulDw9V6YODlVpdeFL5p7+Ri4mOUmJcdG9+fvjGbtO62x2ratakTIfP5wEAAIE3KTNRx6v7Rj5rmtv11LuHhvyC+q87T+n+P+/q/Rzh7OhSfEyUJfuST8seuePtU+8eGtSJ/5YF43XVjBxdM9OzPhU1ze169r3DOl7drK3H6/T23jK/N3S0QnxMtKbmJGl3iXfNLuFfNByyiM1m05TsJP30H/t0oLxJByuatGpL8bCL2celJ2r2uFS9vbdcNc3tITVat/V4rV7fXqKC/OTe5/jJsVrdccEEXTUjV43OTj217pCcHV2yyaZNR2sG5OOmOWP1+rYS1ba065qZuWpq69RVBTk+x1XT0hFSeQQAAH3OLBpXfnxMv3z7oHacrNNvls5XVFTfz1/+5ITssdF6/svn695XtmvuhDSt31+hK6b7/nnCG9NykvSXHad0yVlZQ94nL8Wu+66dPqh50f932RQV17SOuPtBTXO7nv/gqBJio7ThUJU+PlKjT47WKNkeo9c3nJI91j8NHa1287yxeujNPRqfkdjbnArBgeLTQrcuGC+bpCXn5Grt3vJRrS04Xt2iP28t0dm5ySH1ZnHb+RP08ZEaXTmj7w3+vQMV+r9LzlZsdJRqmtuVbI/pzcFZuUkD8jEhM1GHq5oUHx2tS6Zl66IpmXp9W4mmmdD114pvOwEAgDnssdFqbTf2VY+y2fQfi6fq4ilZeuC1Xep2uZSfaldda6eanZ164PoCZTji9Pyd5+u/XtulA+WNWv6lBZbEnZkUr5oW97PeesRE2/SNxdMGHZ81NlV/3HhMl/Vbq+rOs+8d1m/fP6K7Fk/T01+cr1Vbins/XxXkp4Rtz4uY6ChVNLZp5aYTkhRSn5nDHdNuLdQzNXdqdtKo1xZ4ss9UMMlwxOmx2+bqH7uNzX9b27sUGx2l2Oio3p/35GCoKctjUxO0fIPRwSwn2a7alg51nLENDQAAiCwzx6Ro96l6tXd2q6mtS9+5doYuOStLY9MT9MqWk4qKsmlMql2rt57snb4aHWVTfqpdW0/UDdiPM1Q44mPU2j58HxCXy6UmZ6e+c+10feWSyaP6rBVOvrF4qq6blRdyn5nDHSOfIcaTfaaCTbojTlE2qbqpTRsOVunamXkePb7nzaPnz2tn5mnNnjLdMHuMV/F0dHUrJopRTwAAQtnc8WlaXXhSJ6pbdNOcvs8EX7xwouKiowYUH/3/vmzhJNljo4O2OKlraVdqQqzXj3+nqELXzMy1bFqx1eaMT9eU7KSwLrBDESOfCKg7Lpyo/918QkVlDSrId9/ddyhnfks3d3yadp70fjF5cU2LxmeEX6c3AAAiSVpinOpbO7SvrEHnjOn7bDHSSF8wjP7FREmPrT3gtvFPUWnjsJ+VMh1xqmzs65Zb3dTW28XX2dGljUeqI7bw7BFlk7p83AcW5qL4REBlOOLU6OzUkYomUzqsjc9IcLtVy2gcq6bTLQAA4aC4ukWNzs6Q695a3tCmx9YedNvBv6h0+C/qZ49P066Svm1mvr1qh37yj3365otbdd/qHYqNsoVcPsw2a2yqdtH1NqhQfCLgkuJj9HZRhSlbpZQ3tOm5D456da6jVS0UnwAAhIFxGYl66ZNiUz5bBNJdi6fpsrOy3E79rWsZfmeDc/JTtPdUgySpua1T07KT9L1Pz9CTd5yns3OT9ez7R0IuH2ZbODVTHx2usjoM9MOaTwTcFy+aqLiYKFPWWHxl0WRtO17r1bnqW9qVzjoAAABC3lcumTyga36oyE9L0JzxaV5N/bXHRqut02i8uGpLsb508SSNz0iU5H69ayRKtsequa3T6jDQD8UnAs7MpkkZjjidNzGdxeQAAESwUG7IGB1lU3tnt+Ji+iYkdnR1KzpqdBMU2zu7VdbQ1lt4SqGdD7MlxceqwdmhFLv3zZtgHtOm3b766qu6/PLLtWzZMi1btkzPPPOMWacGhhUXHSVnx/DtxgEAAILRrDGp2nNq4LrEw5VNmpaTNOJj81LtWr7hiG6ck++v8ELeommZ+uhQtdVh4DRT13xed911WrFihVasWKF///d/N/PUwJAK8lO0r6zRo8e0dXb17jEKAABglQWT0lV4vHbAsb2nGlSQnzziYydmOPTathLlp9K9fyj5qQlasfFYxDdfChZ8+kbIO3ec553MimtaNCEzceQ7AgAA+FFaYpzqWjoGHDte3aKJo2iKuKukTocqmiK+sdBwXt16Uh8ertYr5Cgo2Fwulymb37z66qv605/+pLS0NHV2dur+++/XOeecM+h+hYWFSkwM3g/9TqdTdrvd6jDCSiBy+sK2Gn1pXsao7//xiWalJ0Zrelbw/VvzGjQX+fQdOTQX+TQHeTQX+TSXp/l8YVuNls1Nl81m6709ms819c4uvX2oUVdPS1aqPdrreIORWa/JemeXntlcpRvPTtHMvMgeIQ7k73lLS4vmz58/6LhXDYdWrVqlVatWDTh2/fXX65vf/KauuOIKbdu2Tffff7/+8pe/uH18QUGBN5cNiKKioqCOLxQFIqdZxftVUDB91Pf/oPKIFi8Yr9SE4Ft8zmvQXOTTd+TQXOTTHOTRXOTTXJ7m80JnieKyUjQtJ1mHKhpV3NKg3AlTR9VQ8aJ5vkQavMx8TU4/u12rC0+qoGCKKecLVYH8PS8sLHR73Kvi85ZbbtEtt9wy5M/nzZunmpoadXV1KTo6vL6FQXDqaTpkjx369VZa16oXN5/Q5+aPU2l9q17afEK3LBhPp1wAAGCpBZPSteFglbKT7frO6p3aeqJOq7YU07HWJOmOONW2sOYzGJi21cry5cuVn5+vG264QQcOHFBGRgaFJwKmp+nQ3PFpbn9e3dSm//jTVm0rrtPeUw1KjI/W8x8ekyTe2AEAgKXGpiVo50mj4PzhDedo09GaiN+j02wpCbGqb+0IyllvkcS04vPGG2/Ufffdp5deekmdnZ165JFHzDo1MKJzx6Xqrb3lbovPysY2PfHOQT3xhXn6+67S3jfzWWNSeWMHAACWs9lsqmxs09YTddp0tIYvxv3g0rOytOFgpW6YPcbqUCKaacVnXl6eVqxYYdbpAI/kpthV2eAcdPxYVbP+85XtevIL8zQ2PXHAmzlv7AAAIFj87PNztGpLMV+M+8k5+Sn6+65Sik+LsdUKwkZLe5d+897hAfs4/ddru7T1RJ3+urPUwsgAAACGl+GI09cuH12TIXjOZrPJJpu6u03Z6ANeovhE2KhsatNP/rGvd6+rXSfrtaQgV9/79Ay+RQQAAIhwk7Mc+u+/7BkwUIHAMm3aLWC1B2+cqbrWDs0ck6Lubpf+vPWkfnjDOYqKslkdGgAAACxWUteqP248rjFpCSy/sggjnwgbGY44/eHL5+utonIte36zlhTkUngCAABAkrT0oom6eGomM+IsRPGJsGKz2ZSXYteHh6q051S91eEAAAAgSGQ44jR/YrrS2G7FMky7Rdi5/fwJirbZ+FYLAAAAA0zLSdKhyiadnZtsdSgRiZFPhB26xQEAAMCdBZMyVHi81uowIhbFJwAAAICIMCbVrlN1rVaHEbEoPgEAAABEBJvNJhdbfVqG4hMAAABAxEh3xKm6qc3qMCISxScAAACAiDF/Yrq2nqizOoyIRPEJAAAAIGLMHJOivacarA4jIlF8AgAAAIgYsdFR6uzutjqMiETxCQAAACCidHS69PS6Q6ppbrc6lIhC8QkAAAAgojg7O/WzNfu1akux1aFElBirAwAAAACAQLr7qrNVXNuqWWNTrQ4lojDyCQAAACCiZDjitHzZAr29t1yNzg6rw4kYFJ8AAAAAIk5UlE13X3WWfvqPfXp2/WHWfwYAxScAAACAiJThiFN8TLR++s99eoX1n37Hmk8AAAAAEeuuK6fJ5XKppqldLpdLNpvN6pDCFiOfAAAAACJWhiNOD940UxdPy9S/vbCF6bd+RPEJAAAAIOLtL2vU2qIK/eGjo1aHEraYdgsAAAAg4t2yYLxa27vU1tltdShhi5FPAAAAABEvwxGn/3v12Uqyx6ii0Wl1OG6drGnR4+8cCNmpwRSfAAAAAHDa0gsn6sVNJ6wOw60fvrlHv3r7oFaFaGdeik8AAAAAOC01MVZd3S794q39QTXC2NnVrfEZifrep2folgXjrQ7HK6z5BAAAAIB+ulwuPb3usJLiY/S1y6daHY4k6Z19Fbpxdr4WTMqwOhSvMfIJAAAAAP18ddFkLZqaGVQjjIXHazV/YrrVYfiE4hMAAAAA+slMitd5E9OV4YjrPVbT3K5n1h+yZCruoYpGTc12yGazBfzaZqL4BAAAAIAz2GOj1dLe2Xv7lS3FevSf+wPe7KemuV0PvrFHl07LDuh1/cHr4nPz5s1auHCh1q1b13ts3759uv3223X77bfrwQcfNCVAAAAAAAi0mWNStOdUQ+/tBRPTlZ9q11UFOQGLobKxTfe+vF0fHq7WX3aeCth1/cWr4vPEiRP6/e9/r/POO2/A8UceeUQPPPCAXnrpJTU1Nem9994zJUgAAAAACKQ549K0o7iu9/bOk/X62edna19Zo9+v7XK59PjaA7pv9Q7dc9VZId3htj+vis/s7Gw99dRTSk5O7j3W3t6ukpISzZ49W5K0ePFibdy40ZwoAQAAACCA0h1xqm/t6L1d3dymRVOztK/Us+KzsrFNT6/zbK3oyk0nVNHYpvX7K/XJsRp97fKpA9afhiqvtlpJSEgYdKy2tlYpKSm9tzMzM1VZWel9ZAAAAAAQBJwdXYqLjlZUlE0uuTx67ENv7tbfdpUpOso2qm1b1u+vkD0mSt+6ZromZCSGxYhnjxGLz1WrVmnVqlUDjn3zm9/UpZdeOuzjXK6h/1GKiopGGV7gOZ3OoI4vFJFTz5Avc5FP35FDc5FPc5BHc5FPc5FP3wVLDtsa6rRp224drmlTbpRNRUVFimpt0Huf7FJO0ujG8aI7mnVurl2zk1tGfE77K53647Za3X9ZjspPNOmyHKn8xGGVm/BcgiGnI2bslltu0S233DLiiTIyMlRX1zcnury8XDk57hfjFhQUeBBiYBUVFQV1fKGInHqGfJmLfPqOHJqLfJqDPJqLfJqLfPouWHLYlFCjlvYuVVTX6t8vn6r4mGjZs5u15ViNLi8YeUSytL5V886y67NZDrliolQwNWvY+//s483aVtqqHQ0J+tq8kUdJPRHInBYWFro9btpWK7GxsZoyZYq2bNkiSXrrrbdGHB0FAAAAgGA1c0yKdpfUq6OrW/Ex0ZKkSZmJOlbd3HufmuZ2/ea9w27XdP5tZ6mun52vy87K1vsHqka83rTspLBpLuSOV2s+169fr+eee05HjhzRnj17tGLFCj3//PN64IEH9MMf/lDd3d2aM2eOLr74YrPjBQAAAICASIyLUXFNi2bk9TVatdlskoxlhh1dLn195RZtPlorSYPWdFY1tSsn2S5JSkmIUW1zu9KHaRyUEBc9qnWhocqr4vOKK67QFVdcMej4tGnT9OKLL/oaEwAAAAAEBWd7l07VO1XT3N7bcXZqdpI2Ha3R33eV6t4l0/XM+kODRiuLShsGFK3/Z+5YvbG9RF9eNNn9dTq6FB8b7b8nEgRMm3YLAAAAAOFmYlaifvv+Ea3aUtx7bOaYFP3k70X62mVTtHBqpmaOTR20Fcpbe8p1zczc3ttj0xJ0pKpZzw4xRXd/WaPOzk0edDycUHwCAAAAwBDuvHjyoHWY6/dXasfJev11Z6kkaXKWQ4crm3p/Xlrfqo+PVMnZ0T3gXOUNTv30H/sGFLI9ikobVJAf3sWnV9NuAQAAACASZDjiBq3D7ClEe/68uiBXr2wp1tTLkyRJ//3mHm08UqNVW4oHPPa2BeOVmhDrtqHQqbpWjU1L8NfTCAoUnwAAAADggTML0nRHnOpaOyRJre1dyk1NcNu1dsHkDB2qbBo0RbdHTzOjcEXxCQAAAAA+GpOWoJO1LXp7b7m+smiSJmY6Bt0nxR6rJmfnoOMulysQIVqO4hMAAAAAfHTtOcbUW2dHt9vCczgna1s1Nj28p9xKNBwCAAAAAJ/lpNj14eFqueRy2822R0x0lNo7BzYiMpoNpfg7RMtRfAIAAACACS6dlqVfrzvstpttj6nZSTpS1TTg2MGKprDfZkVi2i0AAAAAmOL2CyYoOsrmtpttjxn5ydp1sl4z8vpGOts6umSPjQ5EiJZi5BMAAAAATNDTBXeobraSNCnToaNVzQGMKnhQfAIAAABAgERH2dTdr7vt4com7T7VMOw60XBB8QkAAAAAFvnRX/bq3X0Vw64TDRes+QQAAACAAEpLjFNNc7uibFJBXoounpo57DrRcEHxCQAAAAABVJCXrH1lDdp2ok5fvXSyspPjrQ4pIJh2CwAAAAABND0vWZuO1KijqztiCk+J4hMAAAAAAspms+lPm47runPzrA4loCg+AQAAACCAVm0pVlVTu9btq7Q6lIBizScAAAAABFBPc6FIaDLUH8UnAAAAAARQhiNOX7t8qtVhBBzTbgEAAAAAfkfxCQAAAADwO4pPAAAAAIDfUXwCAAAAAPyO4hMAAAAA4HcUnwAAAAAAv7O5XC5XIC9YWFgYyMsBAAAAAAJs/vz5g44FvPgEAAAAAEQept0CAAAAAPyO4hMAAAAA4HcUnwAAAAAAv6P4BAAAAAD4HcUnAAAAAMDvKD4BAAAAAH5H8QkAAAAA8DuKTwAAAACA31F8AgAAAAD8juITAAAAAOB3FJ8AAAAAAL+j+AQAAAAA+B3FJwAAAADA7yg+AQAAAAB+R/EJAAAAAPA7ik8AAAAAgN9RfAIAAAAA/I7iEwAAAADgdxSfAAAAAAC/o/gEAAAAAPgdxScAAAAAwO8oPgEAAAAAfkfxCQAAAADwO4pPAAAAAIDfUXwCAAAAAPyO4hMAAAAA4HcUnwAAAAAAv6P4BAAAAAD4HcUnAAAAAMDvKD4BAAAAAH5H8QkAAAAA8DuKTwAAAACA31F8AgAAAAD8juITAAAAAOB3FJ8AAAAAAL+j+AQAAAAA+F1MoC9YWFgY6EsCAAAAAAJo/vz5g44FvPiU3AcSLIqKilRQUGB1GGGFnHqGfJmLfPqOHJqLfJqDPJqLfJqLfPqOHJovkDkdasCRabcAAAAAAL+j+AQAAAAA+B3FJwAAAADA7yg+AQAAAAB+R/EJAAAAAPA7n4rPAwcOaMmSJVq5cqUkqaOjQ9/61rf0+c9/Xnfeeafq6+tNCRIAAAAAENq8Lj5bWlr08MMPa+HChb3HXnnlFaWnp2v16tW67rrrtGXLFlOCBAAAAICw0VwtvfOw8WcE8Xqfz7i4OC1fvlzLly/vPbZu3TrdfffdkqTbbrvN9+gAAAAAINxsXylt+LlkT5EW3WN1NG6dPHlSN954o2bNmiVJam9v13333acFCxZ4fU6vRz5jYmJkt9sHHCspKdH777+vZcuW6d5771VdXZ3XgQEAAABAWJq7VHLkSnO/aHUkw5o8ebJWrFihFStW6Nvf/raeeeYZn87n9cinOy6XS5MnT9Zdd92lp59+Wr/5zW90//33D7pfUVGRmZc1ldPpDOr4QhE59Qz5Mhf59B05NBf5NAd5NBf5NBf59F0k5HBad7eO7S9SZ0JWQK7naU7Ly8sHPGbHjh2Kj4/36d/F1OIzKytL559/viTpkksu0ZNPPun2fgUFBWZe1lRFRUVBHV8oIqeeIV/mIp++I4fmIp/mII/mIp/mIp++C/sculzSxmk6K8MmTQrM8/Q0p8nJySotLdWPf/xjtbW1qby8XM8995ymTZs24mMLCwvdHjcLkoa0AAAgAElEQVR1q5XLLrtMGzZskCTt2bNHkydPNvP0AAAAABD6Op1S7kyp+rB552yulj583NQmRj3Tbl955RU9//zzuvfee9XZ2en1+bwe+dy9e7ceffRRlZSUKCYmRmvWrNHPf/5zPfLII1q9erUSExP16KOPeh0YAAAAAISltkYpe4bUcGp09y/6q1S2a/j7FG+SjqyTDq+Txl846MdZVZVSWbZxI+9cqeAGj0KeOnWq4uPjVVpaqvHjx3v02B5eF5+zZs3SihUrBh1/4oknvD0lAAAAAIS/tkbJniY1V47u/gU3jFwsNlcbXXTnLpUcmYN+XFVUpGwfpjLX1dWpsrJSubm5Xp/D1DWfAAAAAIAROOul+GRzz+nINH3blqNHj2rZsmWSpLa2Nv3gBz9QXFyc1+ej+AQAAACAQGprPF182qTubinK1FY8phg3bpy2bdtm6jmD71kCAAAAQDjrKT5Tx0kNJ62OJmAoPgEAAAAgkNoaJHuKlDlVqj5kdTQBQ/EJAAAAAIHU1ijFp0gZU83dbiXIseYTAAAAAAKprUGKS5KiY6WmCqujCRiKTwAAAAAIpK5OKcb7rrGhimm3AAAAAAC/o/gEAAAAAKtEx0pdHVZHERAUnwAAAABglbSJUt0Jq6MICIpPAAAAALCKI0va8EupudrqSPyO4hMAAAAArFK8Wdq+0vgvzNHtFgAAAACscv5XpZObpblLrY7E73wa+Txw4ICWLFmilSsHVukbNmzQ9OnTfQoMAAAAAMJeUo407gLJkWl1JH7ndfHZ0tKihx9+WAsXLhxwvK2tTb/97W+VnZ3tc3AAAAAAEFZcLqsjsIzXxWdcXJyWL1+unJycAcefffZZ3XHHHYqLi7xNUwEAAABgWB2tUmyC1VFYwuviMyYmRna7fcCxo0ePat++ffr0pz/tc2AAAAAAEHbaGqX4ZKujsISpDYd+8pOf6Pvf//6I9ysqKjLzsqZyOp1BHV8oIqeeIV/mIp++I4fmIp/mII/mIp/mIp++C+ccxjWekL2mUQ39nl9WVaWq/Px8gyGnphWf5eXlOnLkiL797W9LkioqKrR06dJBzYgkqaCgwKzLmq6oqCio4wtF5NQz5Mtc5NN35NBc5NMc5NFc5NNc5NN3YZ3DklYp1aWx0/s9v7JsZfv5+QYyp4WFhW6Pm1Z85ubmau3atb23r7zySreFJwAAAABErLYGyZ5idRSW8Lr43L17tx599FGVlJQoJiZGa9as0ZNPPqm0tDQz4wMAAACA8NHWKKVPGnzc5ZJstoCHE0heF5+zZs3SihUrhvz5u+++6+2pAQAAACA8uWs4FJtgdMGNS7QmpgDxutstAAAAAMBDbY1S/BnTbu0pkrPemngCiOITAAAAAMxwYI304eNSc/XQ93E2DB75tKcaa0HDnKlbrQAAAABAxHrr+1LVAePvi+5xf5/uTik6duCx+FRGPgEAAAAAoxQVIy28S5q71LPH2VONEdEwR/EJAAAAAGbImCKNnS85Mj17nD1Fctb5J6YgQvEJAAAAAL5qa5Ly50rVhz1/rJ1ptwAAAACA0WgsldInSl3tnj82PiUiGg5RfAIAAACArxpOSSljvHtszz6fYY7iEwAAAAB81XBKSs6XouOkzrah72ezje5YGKL4BAAAAABfNZ4e+cycKlUfGvp+LlfgYgoyFJ8AAAAA4KvONmP6bE6BVFHk/j4RXHhKFJ8AAAAA4LuewjJjqlRzxP19OlqNAjVC+VR8HjhwQEuWLNHKlSslSaWlpfryl7+spUuX6stf/rIqKytNCRIAAAAAQkJMnNTV4f5nbY3Gnp4Ryuvis6WlRQ8//LAWLlzYe+yxxx7TrbfeqpUrV+rqq6/W73//e1OCBAAAAICgNpqmQW0NxrYqEcrr4jMuLk7Lly9XTk5O77EHH3xQ1157rSQpPT1ddXV1vkcIAAAAAMGsq1OyRffdjomTOpyD79fWIMUnBy6uION18RkTEyO73T7gWGJioqKjo9XV1aUXX3xRN954o88BAgAAAEBQayqXkvoG5ZR5llR9cPD92hqHLj5t0UYRG8ZizD5hV1eXvvOd7+iiiy4aMCW3v6KiIbo/BQGn0xnU8YUicuoZ8mUu8uk7cmgu8mkO8mgu8mku8um7UMuhvWq3otu71Xw65rimONmL31HDxIHlVvLJvWpPGqe2lsHPLb2+VfW7tqg7PtUvMQZDTk0vPr/3ve9p4sSJuuuuu4a8T0FBgdmXNU1RUVFQxxeKyKlnyJe5yKfvyKG5yKc5yKO5yKe5yKfvQi6Hew9IGRdIeadjbkyXXluusZcukxyZffdzbpUmzZHSJw4+R9vZypuQK2VM9kuIgcxpYWGh2+OmbrXy5ptvKjY2VnfffbeZpwUAAACA4NVQKiWP6bu982XpyLvS9pUD7zfctNv4FGNNaBjzeuRz9+7devTRR1VSUqKYmBitWbNG1dXVio+P17JlyyRJU6dO1UMPPWRWrAAAAAAQfFprpMSMvttzl0qH3jH+7K+xXCr8g3TenQNHRCXJnio56/0eqpW8Lj5nzZqlFStWmBkLAAAAAAS/xnJp46+lRfcYRaTLNXCrFUemNOGiwQVm6VbpyHopKtp4bH/2FKmu2O+hW8nUabcAAAAAEPY+flr66PG+abXu9viMTZDamwceyztXuvpHg0dEpYgY+aT4BAAAAICh7H5N+uBXUnN137GJi6ScmdK4C4d+XNqEwSOZsYl9o6VnioA1nxSfAAAAADCUTc9Iax8a2Dyo0ynd+Lh0eK0x5dblGvy4tIlS3fG+2x2tUkz80NeJT5GcFJ8AAAAAEJkcOdKFXx84Vbap3NguJTrOKDAT0gc/Lm2iVHei73btcSl90tDXiY6RXF2mhR2MKD4BAAAAYCjdndKUxQOnyrZUS4mZ0pzbjSm5KfmDH+fIkpor+27XHJHS/bOHZ6ig+AQAAACAoTiypKaygcdc3UbH2rQJUmOZdOyDgWtCJaMJUf/puLVHpQyKTwAAAACAO0k5UlPF0D/POlv65HcD14T26N8F11nvfnpuBPF6n08AAAAACHtRMcbU26Es+r/G6Ki77VMwACOfAAAAAOBOR6sUYx/+Po7MobdPiUsK+w62nqD4BAAAAAB3WmqMxkL9udtWZShpE4yOt10dxghqhKP4BAAAAAB3erra9tdaO/q1m+mnt1upL5ZSx43uMZ4UtyGG4hMAAAAA3GmplhIzJFuU1H16D86mCqMJ0WikTTT2Aa05ImVMGfn+sQnGVN8wRfEJAAAAAO70jHw6sqTmKuNYU7mUlDu6xyekGyOlNUdHt8enLUra8MvB27aECZ+KzwMHDmjJkiVaudJoK1xaWqply5bpjjvu0D333KP29nZTggQAAACAgGutNYrP5HypsdQ41lQhJeWN7vE9W62MdrS08oC04f+537YlDHhdfLa0tOjhhx/WwoULe4898cQTuuOOO/Tiiy9q4sSJWr16tSlBAgAAAEDAtdZK9jSj2GwsM441lY9+2m1//ff8HMoV90tTrwrbbVu8Lj7j4uK0fPly5eT0JX7Tpk266qqrJEmLFy/Wxo0bfY8QAAAAAKzQ3SVFx0jJeVLT6eKzrVGKT/bP9dImSPmz3W/bEga8Lj5jYmJktw/c86a1tVVxcXGSpMzMTFVWVvoWHQAAAABY5nTn2aQcY+psj9GMYvawp0rdnaO/f/oko0FRGPLbZjOuYVoEFxUV+euyPnM6nUEdXygip54hX+Yin74jh+Yin+Ygj+Yin+Yin74LlhxmVVWp6nQcWRVlqioqUlZVZe+x0UipdSq5ZKvKtm9UV3zaiPePsU1V8oYXVHv2bV7H7U4w5NTU4jMxMVFOp1N2u13l5eUDpuT2V1BQYOZlTVVUVBTU8YUicuoZ8mUu8uk7cmgu8mkO8mgu8mku8um7oMlhWbaye+IoyzL+3vPnaJW+KpWsV8o5V0pz7xndY2reUZ7Jzz+QOS0sLHR73NStVi6++GKtWbNGkvTWW2/p0ksvNfP0AAAAABBaLvy6dPWPPGsiZE8zmh2FGa9HPnfv3q1HH31UJSUliomJ0Zo1a/Tzn/9c3/3ud/Xyyy9rzJgx+sxnPmNmrAAAAABgna4OKcrDEsqRKS0a5Yhnj7OukQ6ulWbf4tnjgpzXxeesWbO0YsWKQcd///vf+xQQAAAAAFiuvUWK7ddg1RZlbLfiyPb/tXMKpK0vSI2njBHTMOl+67eGQwAAAAAQslqqpcR+RZ8jS6rYKyXl+v/aNptUf0La9Ixx29OR0yBl6ppPAAAAAAgLrTUDi8/kfKl0R2CKT0m68QlpwsXStGsCc70AoPgEAAAAgDOdOfKZlHe6+HS/o4fpHFnS0tXSlt9JnW2BuaafUXwCAAAAwJlaaqSEjL7byXlS6c7AFZ+SFOeQ5i2TXvqi1FwduOv6CcUnAAAAAJxp0MhnjtTeJMXEBzaOo+9Jh96Wtq8M7HX9gOITAACEpuZq6Z8PhMVoAIAg1FonJaT13Y6OlXJnBj6OuUulKVd4tk9okKL4BAAAoWn7SunjX0uFf7A6EgDhyNUtRUX33W6uNvb4DPQXXo5M6exPGR1wQxzFJwAACE1zvyhlz5ASM0a+LwD4avtK6cg6a6a/Zk+XKooCf12Tsc8nAAAIXQu+KtUetToKAGHJNfBmz7RXK6a/ZhdI+/8mTVoU+GubiOITAACEpsZSKSVfkkuqL5FSx1odEYBw5siUFt1jzbWT86TGcmuubSKm3QIAECjN1crc/Tsa5JilsczY9H3W56Tdf7Y6GgBhJ4jWWIbBek+J4hMAgMBZ/xPl7PldWLTLDwoNp4zRAEeW1FIluVwjPwYARoP3E78wtfhsbm7WXXfdpWXLlun222/Xhg0bzDw9AAChzdWt5pwFYdEuPyg0VUhJucbfc86R/vYtRpUBmKOjRYpLtDqKgRIzpeYqq6PwianF52uvvabJkydrxYoVevzxx/XII4+YeXoAAEJXyVZp/AVqyZ5jrBuC77o7jH33JGMUdMtzjCoDMEdLtZQQZJ20c2ZIlfusjsInphaf6enpqqurkyQ1NDQoPT3dzNMDABC6dv9ZmvV5q6MIX+fdKU2+jFFlAOaoPiSd2BhcsymyC0J+uxVTu91ef/31evXVV3X11VeroaFBv/nNb8w8PQAAoalsl5RTIEXHyGWLljrbpJh4q6MKA/0acDgypbOuDZumHAAstuUPUtEbxv6aVnW4PVNSjtRcaXUUPrG5XOatpn3jjTe0ZcsWPfzww9q3b58eeOABvfrqqwPuU1hYqMTEIJs/3Y/T6ZTdbrc6jLBCTj1DvsxFPn1HDn2Xu+Vn6nDkqX7KTYo/9q46xl2kDscYq8MKaU6nU+MOrVDVrH/rPWav2afY5lNqHH+lhZGFJn7PzUU+fWd1DnO2Pa5Oe4bqp9yorvg0y+I4U9bu5QPe9zwRyJy2tLRo/vz5g46bOvK5detWXXLJJZKkGTNmqKKiQl1dXYqOjh5wv4KCAjMva6qioqKgji8UkVPPkC9zkU/fkUMfHf9ISoyWdj6t3Nw8nUgZo2k5DmkCOfVF0Z5dys7JU3b/12b3dGn9jyVerx7j99xc5NN3luewdJx05feVa10E7pVlDXzf80Agc1pYWOj2uKlrPidOnKgdO3ZIkkpKSuRwOAYVngAARIzubmnvG9Knfipd/SNp7lJ1JmRLjaVWRxbyYpw1fZ1ue0RFSa5uawICED7am6XYBKujcC8xS2oK3am3phaft912m0pKSrR06VJ961vf0kMPPWTm6QEACD7N1dIrd7pvSrF7tdFkyJFlrBlyZKojMVtqoPj0VUxrhZScP/gHyflG51sA8Nap7VL+XKujcC99ovT+z4KrEZIHTJ1263A49Pjjj5t5SgAAgtv2ldLe16U4h/SZp/uO1xVLhX+Qbl0x4O7dscmSsy6wMYah2NYqKXn64B9MuUI6+r405/ZAhwQgXJzaKs0L0s7Zlfukzb+VUscFTyMkD5g68gkAQMSZfZs09Uopxi61txjHurul174mHf9w8L6TdGM1RUxrpZTipmlT5jSp6mDgAwIQPpz1UkKQbhk5d2nvMo5QRPEJAIAvujulcz4jXXKvtOlZqbtLeuchafH3Q/oDQrCLbqtzvwG8zSZ1tEgfPB6y09IAYEiOzN5lHKHI1Gm3AABEnMYyY51h2nij8HzuGunaH0sTLpQmXWx1dOEtaojv0OtPSh8/bWwDGoLT0gBYqLFccuRYHUXYovgEAMAXjaVS2kTj71HRUskWqfhjo/gcjsvFFFx/mXG9MSWXUWcAnioplMYN3p8S5qD4BADAF41l0viLjL+fd6dRgI5U9NjTpNZaKdHNtFH4Lm2CsQ1LiE5LA2Ch8t3StKusjiJsseYTAABftFRLiaeLnNGuxUnJN4pW+Ic9jY7CADzXXC0d+0Bqa7I6krBF8QkAgC9crqHXHg4lOV9qZC9Kr7W3yBUdP/TPE9KkVopPAB4qfF46+t7gLuUwDcUnAAA+cXn+kOR8qaHU/FDMcHyj9I/vBnen2MZSdSRkD/3zhHRjWjMAeCLGLl18N+vF/YjiEwCAQEvOl5qCdNrtJ7+TNj0T3N/8N5apc7jiMzZB6mwLXDwAQp/LJTWVS9c8zHpxP6L4BAAg0GLipK4Oq6NwL2OKNOnS4P7mv7FUnQlZVkcBIJwcfleastjqKMIexScAAN7qaJVihll7GIpsNmnCwuD+5r/6kJKL3w3uqcEAQsvhd6WpV1odRdij+AQAwFuNZcYUWm+4vFgrGijBvv/oiY3K2f3b4J4aDCB0VB2UMqcF/3tfGGCfTwAAvOVL8RnMomKlznZjenAwyjtX5cmzlBvMU4MBhI6tf5TsqcZsimCe9REGTB/5fPPNN3XTTTfp5ptv1vr1680+PQAAwaOx1PviMzo2iNd9TpZqj1kdxdBiE1UzYykfEgH4rqtDKt0pvfs/zKYIAFOLz9raWv3617/Wiy++qGeffVbvvPOOmacHACC4NJZJyXnePTYp13h8MOnqMEY9M6dK1YesjgYA/O/wu9JF/y5d/aPgbrQWJkwtPjdu3KiFCxcqKSlJOTk5evjhh808PQAAwcVZb0zV8kZckvTh48HVNKex1CimM4K4+BxtkydblNTd5f94AIS2Exuls66VFt3DbIoAMLX4PHnypJxOp77+9a/rjjvu0MaNG808PQAAQcblfYOKki3SJ8uDa5pXwykpZYxkT5HaGq2Oxr2GU1LKuJHvl5BmfDkAAENpb5ZiE6UoerAGiukNh+rq6vTUU0/p1KlT+tKXvqR169bJdsb/mIuKisy+rGmcTmdQxxeKyKlnyJe5yKfvyOHQsqqqVOVhbnryGZt2qXLG7laZ4wJ1WZTfaGetUo/9TfWTb1BXfJqST2xWW+o0tXcUefXcAiGx/BO5omLlTB7+dZlS06zW3Z+oI3lCAKMLXfyem4t8+i4QOUw5/pbaUmeoLUL+rYLhdWlq8ZmZmal58+YpJiZGEyZMkMPhUE1NjTIzBw5hFxQUmHlZUxUVFQV1fKGInHqGfJmLfPqOHA6jLEvZHuamN5/d06XWHUqZu9BPwY3C8iulkkLl5uRIc++RatdKcy8xRj5LPX9uAeEslCYvUmtp8/Cvy+gTUmKWNC4In0MQ4vfcXOTTdwHJ4cmXpIvujpgtVgL5uiwsLHR73NQx5ksuuUQff/yxuru7VVtbq5aWFqWnp5t5CQAAwkNUlCQL9/rsaJUaSqXLvtPXZKOt0Sg8JSk+SXI2WBffUBpOja7DcEK65Kz1fzwAQlPlQalir9RSY3UkEcXUkc/c3Fxde+21uvXWWyVJ3//+9xXFHGoAQDhqa5Tik62OwnvFm6QF/yKNOa9fk41+3/5nTpNqDktj5lkS3pC6O41takZiT5PqTvg/HgCh6b2fSgffMtbdL7rH6mgihulrPm+//XbdfvvtZp8WAIDg0ljm/R6fwaB4s7Tgq9K2F6Szlpw+2G8kNnOaVLYr+IrP0UpIk1oZ+QQwhNQJ0lUPsr1KgDEsCQCAN3q2JQlVnW3GiGd7i/ufp0+Sao76N4aK/dLfvu2f7WbsaZKzzvzzAggPMbHSpf/J9ioBRvEJAIA3zBj5tEVLXZ3mxOMJZ4OxplNS72hnV6cRT4+YeKm7w79x/OPbnm034/JgjWxMnDW5BQAMieITAABvVB2Udr/q26hdUrbUXGFeTKN1YqM0cZHx9/gUY3pqU7mUnDv4vl2dUuEfpT/eJDVXmRdD+R5p2hJp8uXS7FEu12mukhzZ5sUAAAgoik8AALxx/CNp3f+MftTOnaQ8YwQ10EoK+9Zy5s8x1nY2nJJSxg68X4dTeuEm6eQW6eh70t/vM+f6Lpe09QXpom9IF99tNDYajfpiKXWcJxfyKjwAYa67W7JRBlmBrAMA4KmmCmnypdLVP/KtWUVyrjHiGGj9O8bmz5ZKd0oNJYOLT0emdPxDKSXfeK6pY43n7ovmaumNb0jjLpSiY6RJi6RjH4zusfUnPSw+AcCNpjIpyc1MD/id6d1uAQAIeztfkeb/i/tpqp5IyjMKv0BqrpYS+zXYSEiXnPXGJutTrhh4357Ceu5SoxBta5TW/1S69hHvr799pbT9T1L2dON2bIKx5+ho1J+UJl/mwcUiY+N4AB6qOyGljbc6iojEyCcAAMNprpbe+kHf2k6Xy1in6WvhKUlJOVJzpe/n8cT+v0t1xYPXqjrrJXvqwGOOTGP/u55ukPHJxjTdN+7yfq3r3C8a6zz7jxinjjViGomzbnCMw2LaLQA36oqltIlWRxGRKD4BABjOhl9IHz0hvf//jNvHNkiTLjXn3NGxxhTYQNr1irTpmYFrVWMTpPZmY/RzJA2npG0rvF/r6nJJM24YuL3BWdcYm72PxmhiBIDh1J9gCr9FmHYLhJOmCmnDLyVHljGa4sg2pgayhxXgvRi7tPgBqbFcqi+RDr8rXfkDEy8Q4GIqd6bRZbb/yGPeudInz43u8fOWGTnwdq1r7VFjD9H+0iYYU2rNFh0rdbYb264AQI8Op/GlGwKOkU8gnLxxlzGi0dkuxSVJ7z4sbfOhEycQ6VwuSd3S5fdL1/7Y+J0q2y211pl5ERPPNYKaI1LOOQOn0kpS6nipsXR0U2kdmdL4C6XEDO9iqD0mZUwefLy7S3r/575tXXMme5oxVRcAEBQoPoFwkjXN6Eh54deki/5DOv9fxZonwAdlu6TcWcbfY+3GiN2ht33bXsVKh9dJUxYPPn5wjVS6ffTPK2WMMf3WG7XHjZHOM7m6jOJ+qBg6WqWYeM+ulZBu7GEKAP0xfd8yFJ9AuOjqlOKS+0Y0HJnS9b+QomKlv95r7mgCECkOrJHO/lTf7fP/zfftVQaxGXvOBUJDifsOj3OXeva88mYbhbk3utrdF5GX/Kc04WJp9m3uH1e+Ryrb49l7WUKayaPUAEKeiy/lreSX4tPpdGrJkiV69dVX/XF6AO6U7TD26ztTd6e05fnQHakBrOJySR3NUnxS37Ezu7+aITFTagnAl0PdXUNvqu7p88opkCr2mhdbTwyfflQ69M7A4y6XMWK75r+kPX/27L3Mns60WwAD9fTEgCX8Unw+88wzSk31pBU6AJ8d3yhNWDj4+Lylg7c1ADCy0u1S/lz/Xyc519jw3FPN1dKHj49+JPDUNmnMPM+v405c4uj35vRE/myjqO063QH42EfS85+Smquk2//k+agzI58AzlRXbKxzhyVMLz4PHz6sQ4cO6YorrjD71ACG46xz3wDEkWkUpQlpnp3v2EfG1hJM10Wk2v2aVH3I/78DSXlGJ11PbX1BevuHxlYwo3FsgzTpEs+vY6b2FmPt7HBm3SztedWYsfHhY1Lxx1LjKaOLt6ejzqz5BHCmuiHWnSMgTC8+H330UX33u981+7QAhtPdrWG3a8iYItUc9eyc6/5Hevd/mK6LyNRwSirfPXwDHLN4O/I56RJp5mcle6r00VNGp9iSrca01Q8eG1w0tzUa9zVLnMM4pyfqjg/eZuVMY+dLJ7dI5Xulax7xbY2tPVVy1nv3WADhqb7Y/dp3BISp+3y+/vrrmjt3rsaPH/4ftKioyMzLmsrpdAZ1fKEo0DmNbqtT6pE3VT/lJnXFezjaFwS8yVd83UHFdaSocYjHxTfbFbd1jRrHd4z6nHlRGYoZs0iljgvUFcK/E/xO+y4Sc5iz/UnVzLhLKUkFqjf5d+DMfNq62pRxZLeq7Z5dI6lkqzrH3CRnRoFyC3+ujEOrVX9wo1y2aKWdWKPyinLVFHxJkhRXu1+5Bz/UqcyNpr0vOtqT1b3572rNcrPWfMiYN6jTninnCPnMaItV7o6nVN4er5oZS6UTFZIqBtxntK/LrMpyVUXY69cbkfh77k/k03f+ymFWyTFVZfhhX+EQEAyvS1OLz/Xr16u4uFjr169XWVmZ4uLilJeXp4svvnjA/QoKCsy8rKmKioqCOr5QFPCcvvM/0s6nlZubJ829J3DXNYlX+dq0Qbr4VmMExZ3OKdKHT0ijPa/LJZUWSHIpea6bdaQhhN9p30VcDg+vk+Zcq8xzrpTOv1JD/FZ5zW0+K/+uHE9zXL1GWnCN0RBpws+k7bOV2jNC+MEvldvRqtyzp0k7/lc6/JpU9rHObt5s3vviuHRp319H/74iSXXrpDmLR94jdMJ/Sjk5yp27VLlDTLMd9euyLFvZkfT69VLE/Z77Gfn0nd9yGMHvCYF8XRYWFro9bmrx+dhjj/X+/cknn9TYsWMHFZ6A33W2SDNukMacZ3UkgdNcMXThKRnbGnS1D/HYamnbSqMxUc+HvMYy43yNXkwFBEJZwylp/U+N5jbBrr1fJ96ebrU9rn3EmLr6/DXS4u9LN//OmD5sZuOxpFzP16q21hrrMEdy5vMBALOw1Yql2OcT4aX6sJQ6Qbp5uXT8Q6ujCYzmKixuqyIAACAASURBVKl4s/dNUbY8J6394cB1beW7jX38YhOMD7hApPjn94wGN9tDoPgcyfEPjTWg5bv9s0WMN5u022wWbO7OB00Ap1F4Ws5vxec3v/lN3Xzzzf46PeDe1j9K879sbAPQ1d7Xrj+cffSkdPS9kZuixMS73xohKkYae550zmf7jpXvkXLOOb2R/G5z4wWCWeo4aYkPDW4CZTQfoOYu9a1Zz2h0OqUPfjX6L7+s+ODX1iB94MGWNADCV9VB4ws53g8sw8gnwseR96TaE30jdVMWS0fWWRuT2T54bHAXy5wZ0gVfG/kDZvZ0qXL/wGNdHcYWLdf8WKrq97Oe6Xz5c6TSHebFD1jBk/0wYxOkS0weIRyNjlbPirim8uGn2kv+Ge08U0ertPYh6R/fMd5/h8tzd7dks+BjR2v94NkdACLTxiel/X/n/cBCFJ8IHxt+Ie19re8NZeIi6dgH1sZkpiPrpW0rpLUPDnzTbCiVljw48gfMnHOMzdv72/OaNPNmadwCY33YmZJyjPWkQCh757+N/TBH+rAx0pZF/tRYZhRxo/1AVLlfyjrbryGNyhXfM0ZXF3xFWvWl4fPceEpKyQ9sfJK05CFp0qXBP5oNwP+S8qTF/8X7gYVMbTgEWCp/tjTtqr43lKgoY/TOWW/u3nZWaK2VDr4tXfdzaefLA980O1qN/fZGkj7ZeGwPl8sY1Zx9q3G7+/Q2LIM2gbfowzhglpQx0sRLpClXDH+/uuNS+sRARDTYonukjpbRfyCqOiAV3OTfmEajf2OgC79ufIk11HOoPWa8DwVacq40dbEFa00BBB+XdPl3rA4iojHyifARmzh4itmUxdJrXw/tuf3N1dJLX5Tm/4s04SIpc5p30+iiogaut9rzulGY9+TGkWN0rqwoMkZJe0THSZ1tvj0HwErdXdLS1dKOl4Zfc1i+W8qdFbi4+subJWXPGPp3+8ypw00VxsyEYFJwkxHTUM+h5qiUPimgIfU691Zp12prrg0A6EXxifDQ0Wo01DnT8Q+Nuf0fPRH4mLyx/5/K2LdyYLH8zo9OP4+/GevR+heC3V1SVLQHFzj9wbtsl7T5t8Y03p4pclMul46+L5XvkvLO7XtIrpvpukCoiU2QzrpaKnpz6PtU7jMKwGD0xjcGT2kNtpG8uET3Tc16lO+W9rxqzZeBaeOl+mI6XQKRrLVOik+xOoqIR/GJ8FBzRMqYMvj43KXSVT+UWmpOr+cKcm/epdwdTw38gBnvkK56yP1Uttpjno0k2NOk3X+W9v9TuvWFgZ0ws2cYH77rS6SUsX2PoekQQln/YmPqlUZjsg2/dF8AdbafMeU8wJKG2Fu3q0NKHWtMHQ72dUqZ04xukmeqOSLVHPNsXavZcmdKf/tWaM+EQXjb+LT0/i94jfpL2S5jiRYsRfGJ8FB9WMqYOvi4I1O69FvSBf9q7GfZw5Pul4HSUCpNv1714/utW3W5pBi7dOm9fVPZ+u+9WVHk2UhN7jnS7leN5iBJ2QOnKdtsMkZGXQNHVFLGGgUpEIrO7Arb1WE0IArGTocTLpSKNw0+vu+v0pwvSOfcJLU3SW2No1vnbYWzPyUd+Ofg4588J93wS/9v/TKchlLj/wPB+G8PSNKuV6R3f8Rr1F9KdxhfqMNSFJ8IDzWH3Y989sifI3W2Si98RnrrB9LLS0fX/TKQijdJ539VHUnj+grCsp3GXpv95ZwjVewz/l7lYcfLsl3GB9mhnndSvnT8o4FFuc1mNEIJtmIdGI0zp9Iu/p6xFvzMAigYCrqcmcYeu2cqKTQ6Us/5grFutepAcHS6dceRacw06e/wOmO9eupY/2/9MpzzviRNviz4R48RmTrbpcmLpRnXS/nzrI4mPDnrpIR0q6OIeBSfCA/tLUZn2+G4XMa+n44saex5wbeRfMVeKeccdUfH941sHnrH6ODbX+5MY+2UJHU4jXVWozXSpvPNlcb60jOL0/LdwVesA6NReUDKmt53O2WM8ft/ZgFUvtf43bJSdIyxjru/sl19TZDsKZJcUslWY9/eYOXINhoiSUYTs/U/lSYstDYmyfg3n/U5Y/QYCDZVB6Sxc6VbV0j7/iJ1dVodEeAXFJ+IHP0Lr9Rx0nnLrPsG3p3uLik6Rs15F0mH3zWOtTdJ8ckD75c6TmrwchrsSJvOX/g198XppEuly78bXMW6vzRVSm/ezSivvwVq6ntzpfGFU3/u1iVa2em2vxj7wKY9e16TZn627/acLxh52/tm8L5Gx18gvfIl6a3vS3/+qlT8sbT9T1ZHZZh8mdFYDQg25XuM96CoaGnm54x9c4P1dzwUtTVZP7sFkig+EUn6F15pE41mPcGio7W30YkzY4Z0apuxzjLZzYbsNpsxitvV6WGn21EYqjjNnSWddU1wFev+suEX0tY/Msrrb3/+auBG08/sCjvtaungWwOPNZZJyXn+j2UkY+cZv/+S0RypdKfxoalH+kRp7ALpnYeC9zV6/EPpxEYpIUO65Y/WrvM8U/rk4HrvB3rU9tuK6OQmad/fgvd3PBSVndHJH5ah+EToczZ4/m1W2gSp7oR/4vFGyVZpzHnG321Rki3aWJt59qeGfkzt0cBt2J4xxbheJEhIM6YIzvq81ZGEr7piYw3jxEXWFCVJ2VJz1eDjwbB1ybjzjeLtg19Jm38jHXp78AfQ638RXAXdmXpmmZx358izLQKt59/YzC1XmqukDx5jlAq+cXX3faE8d6k0+fLg/R0PRaU7pPy5VkcBUXwiHNQcMabReSLYis+TnxgfxnvkzpI2/VaKHWI9Z+pY6dBaKSdAexKmT4yc4rOrQ7r8O8brKpBObJb++b3I+AC75Tnpknul2bdJzRX+u05LjZSY4f5nCWl9jXGaKqWTm4Mj912d0uH1xlT3G590X2QGW0F3pmCPL3u6sb7OG0c3DNyqp7lKWnGztPZBRqlgHkemNPnS0X2x3lwtfUBDwGE1Vxt7visIvmCE+cXnz372M91222363Oc+p7feemvkByA4VB4wvmkPxTevmsNSppttVoZjTzG6WwaLtkbJntp3u+awVHNo6A8zuecaa8EC1fEyJt4oysJdZ5sUHSeNv9BYpxYI3d3S5uXS+z+TPn46/D/Alu0yRuzjHEbxufNl/12rcphu0NOuNhp6Ve6XVt0pHVkfHLnfvlI6/oEx+hnsRVyomnSp5+s+O9uNxkmbnjW26nnta9Kb35TW/Vi66XFp+nWMUsF7zVVS4hm/5xlTjc8CI9n4pLSWhoDD2r5SOvoeOQoSMWae7OOPP9bBgwf18ssvq7a2Vp/97Gd1zTXXmHkJ+Mtf7jbW6NiijA87oaTmqDT9equj8J7LNXi633l3GtNvhvowkzNDaqk29vyEeXpGoOMcA5u+mKF0p/T2D4xtPhLSjTWHyflGo5srvivNvFn681fC+wNsc7X09/uMdYCSsc45MctY35w61vzrVe4z1iq7k5Qjvf7v0rmfk25eLu1eHRy574khGGIJVyn5xhrf4RxeZ3whO+UKo3vv1hekT/9UOv/fjIZK9Selzb81uqbnzzXWkvElAbxVvmdwt+3s6caXYyN14c48y+joPfs2/8UX6s6+Tjq+kffVIGHqyOf555+vxx9/XJKUkpKi1tZWdXV1jfAoBNRQHSYzphkf0kLxF7OzrbdZT0g6uUWqPjzw32SkEY8Op/E/nFAcqQ5mJzb2bQkRk2BuAfrBr4zRtfYWY8rfvr8ajU9ObDTWojgyjRHXcP4Au/ZB4/nufKnv2LylxhRzf3S+bSw1tlZxZ/ufpNLtxpc/Vu8/2R+jnYFhixq8rU1ztfT+z6W3HpS2PG+MlHQ6jcLg5Gbp2Ad9/z6Xf9eYEj1vaXCsFUZoK99j7OHdX+a00Y18Npwy1oGf3OKf2MJB1X5jOQ3vq0HB1JHP6OhoJSYaa9RWr16tyy67TNHRJnfjhG+2rzQ6TEp9I5zN1VJugdSSG1m/mD1dY63+4LDxKWnv69KYuaMfdd6+UjrwD+PPQI1UxyYaXTdH2k81lJTulA6skRZ8xXjtd7T27Zs6/nypeLM05XJzrpU6QbrqIWOje8kYeTv7OmNdT8+XPuGY4x5dHUYjrTP3101Ik0q39k2DNPP1PNzvNyOMkS1jsvSP70hXPND3/70tz0nrHpEu/ZZ0w2PGLIie10dK/sDXSk8RCpjBWTd4fXpMvDHdeyRd7dKkS4wv9wpu8E98oa5s5/ANHBFQphafPdauXavVq1fr+eefd/vzoqIif1zWFE6nM6jj81Vc1BRNjE/TsZgZ6jj9PJOL31V70lglVx9S1Z7dpm/f4e+cZlVVqcqL86c3dqlh+0fqsg/RkCRAcjrt6pz9DdU7LlBXUdGo8hXtuECpc+7qfUwgJLfEqr3wXbWln+XX60S31Sn16F9VP/kGdcWn+XSuxNKPlVJVpANtn3V7rgnr7pWjYovKq2tUN+1zSq9vVfXpfNo6U5Vx4H9V3ZbjUww9suobVTX+dunE6QY7GddIVZ3GnycqJFUo6f9n777D4qrSP4B/hzp0BkINJAEChJLeu9nEmqgk6sb1p7tG3eLaY3ddddfVdXXXtvZY1xpNNIlJTDcmJiGFdAIhtEBCh6EzMMD8/jgOMDADU+40+H6ex8dwmbn3zOHOvefc8573tPqg/fAWqIIHCLOyMSm+w4G5a9EScilaA+O6Pq+Wb8QV8JUFoVLC89m1tRaR2T+iJOhXhs+jHnVvS4P9PmMrltRjUP4phJ18HxXNQHXqHYBGg7CiLHSk3A5l8KXoKKrocX5gwHPF3PuQIzG1Pt2ayhBx5AWUzHjG4mv1YGRKfRo6f4w5r4ZVVaEqOxtBTRrUHf0ZHV6DZxBBqmtlSGU5KnPODfzCIcAR7j+Sdz737t2Ld955B++//z78/Pz0viYpKUnqw0omKyvLoctnsTM5wNUvY7S6Eki6XGwrXQvMuBPIdkFIYDsQKe1C633qtKlajNhNuNnykdbmGqB2NELM+Zu5TkO4tycQZee/d0kUsPCvCPvlR6PPwQkzu95jE4FqESaqLVvFWeD0N8D0O6UdMf/wSqBoP8JCQ4EJFo4sbPuNyNI7fLj+fZ2fCoyehbDOdoR5VgFTlyI0ukfdV2xEqFTXg7JhA5+n4d5iBNDBrkEWXxeba4BSGTDTwFP5hNHAT7VQTJhp/jF6+/GfQMVhJDQdsvw8ktigv8/YiEX1OOIhIDgQobUXEJowGjj+BTDv98DIWQgxZ3+VEQiJjwPcPMwrjwMwqT41GuCjlUBZOhIqtwCX/s26hTOGlG0LCRhdnx3tQHmY/vtDWShCEhMMDwr0bANF3YWw098Ck/5sWcEdiCTXytYGoGokhvGaC8C295+MjAy92yWd89nQ0IAXX3wR7777LgID+RTMIZWfAZKuBapzu7dpNICLCzBylpiPZW07/y7d4vIXj4q5EubMFQscAdSet7wMlmiuEclnnEFQjO5yK9ufBPa8BBz9RLpjNNeItR8TrgAUsZbtq0UJxP0K9ZFz9YdWKguBkDHAZc8CydeKrJWF+3TPJU2nmANm6VxEY9cUDIgG6ootO5ajaaoG1qzoPxmGqzvQ2S7t2oshY4AptzOslvTzCQbmPwrMuV8knjq7WSRtMZf/cKD+onTlc3Tpb4s5dAv+AodZvuL7e6VrW9hSTb7hjP0DtVPKT4tkVwDgFy7u0T8+D2R8Amx7iuvPAmL6TPR0e5eCepC087l582YolUrcf//9uOWWW3DLLbegpKREykOQpTQdgKubWNajRQnUl4oLFgD4DNO/8Lqkx/+lcRkzT5pG4YE3ReIQc242jrDWZ/EhkTnRGXj6ifmIWkFxYq3GFqV0xzj5NTDlVuCm1SIJz6YHzb9x5u0CpqxAW2Cc/qfgebuAuF+Jf4+YASRcDux8RvdcalECu561vDHTVCWyug7ExUXaDpipDCUks8TBd0WipbOb+n9dxHjxN5dKbaFICOMAIyDkwILjAL9IIGeLZd/zgCiRAXcoOP0tcDEDCB8nOqCubiIJnr15+gPxlzvfA6ei/eJBur7rbkiiWArPkLJTYl1wLY0G+OlfItN3ewvXnwVE3Q6fbO9SUA+Sht0uX74cy5cz1bPD0q5hCIilSbI3iZ9Hze1+jUwm1h10kXwJWKHoABC/SIxWWrpMSFuzSJQUd4l5NxsPH7EPeyo9IZ68OxtlobgpTlkBnN0CZHwMqOosC3fSaMTIQUCU+NnTD9j7knhIYE5ij/JMIGUZNDJXkezG1V3393UXxL61pv9JJPrpeS7Nf0R8VksbMzX5QJCFI7m28P29IgsvIF0yFRcXYN7DA9fh6IWioxo5QZrjtjUPzsRNJD1tdmFLvucBUUDRQenKZAtNVSJyZdKtpl23D78v1qGNGCfqLjlNJM0bf6PVijogtUpE5/iFi3uHM8lcD+TvAvzC+l53h8UD5/cDiQaS5bT0SlR0yeNAYHT3uVyeCaReZ51yO4t2lXOviDAIWamHQQ6p9IQYXQCAkAQRelt5VnQitELGiJTUvdUWA3v+Y/mISPYm0fEds1iEOVni9Fpg4i2WLUtg70y3HW0io52zyd4k/oaAuCnm7hThTjueAX42c+Ss6IAI/daaeDOQvBQYMcvwewzp7AQgA2QytASliCefPWkzr/akb4kL/0hg+CTLR89q8oBgIzufXgoRfmwPTVWiEy7VyEFnh8gg/KsnB65DTz+grUma4wIA7DiCTM5FiuVt/IcD9VYa+dQuAVNbJKKVzL3G9vbDY2IazM+vGv+e8jPiunxpj6zV4amik2NPpceByIlAShqQ+Z3x77NGtIepwpJ167MneYCYs2isnueyTzBw7ZvAmfXSldXZtLc6ZxtrkGPncyi5cBiImtr9szxAPBHq2QEbOUusZdbbxvuBXX+3LHyj7DQQmiRGQsLHinARU/S8SWg0Iqwk1IknkHeoARerJJy2HlcPcTFvqhRLhWgteRVY+BTQWg/sMHPOzbltwOhLu3/2CQaufkU8YTdV6fGuEbTmkAnA+V7n9MUMsYyCMXxCgEYLs6HWFoulVowRmgRUWCETXUutWL/QUEOrvQ0IHQMMSzC/Ed67IZezVawfbCzFKDFKbKnGSuPCnImk4uYprunWcOg9Ef6/6UFg/V3iGrvrWcv2qaoXI2YLnxFrnp5cg6DszwbuhJ1ZD0z8v76ddcUoYP3dQNEhMQJs67mGxYdE+yZivFhWQzt9ofgw8PmvgTMbxHrava9/P79s33miGo1YYsuchx/tbd3RbIYExYjOq7WnVDmqkmNA5CR7l4J6cbKW7yBlSoa2pmrg2KdixM/UC1VzjW54xqi5Inymqbp7X/6RovG377Xu8nS0i8WOO9rMHxFpqgZ+eBS47v3ubb6hQEO5CDUZSGcn8MkSoOKM+HnETInmSlo5zLg/pSdF2JIzUYwUI5R+kbrbfYLF2nhN1WJEUTvCbqyqXPEwQlWne157KcQ2U+XvBqbeAQDQuHv3HVEr3AvMMDIjYOwCsb9xvza9HFqd7WJelDFCk4Hs74FRs80/Xm/lmcDR/4loh9wdYlvv8K7y06LzX3rc/OP89IJoKGs0Ipy8aD9wqQmN5OjpwJbHgWvfsmwUSjsKQmRTVoqkaW8TyZGm/VH8fOwzwFshOqOdHcC8h7qnKxgr/S3xPu1DxC+WIyxnCxAaajjkXq0SeSO0ayH3pKoTbRO1SqxZmbtdPNi21VqoqjqxZjAg2gdFB0RkV/YmURb/SBFinLtDBEXMuU+0iVT14hqfnGabcvZWVyzCZAeib83iymzdyDVDUq8HvrhBJGCLmSdGhh0kI7DVnd0KeHiJ+8FQ+LxOgp1Peyo5JrKFNtd0Z5kd6EK9/s8iMYKpF3V9SUzO7wNOfClGWnruq+qcuDFpy3N2k7h45W4H5P7GH7Onw6vE6NOpr7uPlbJMXARn/Ako2Avs/Y8I39FoRKjegr90XyxydwDzHxOfvfYCkPMMcP1H5pWlJ99QoKmiO+mSLRUfBMbeYPvjWiIoFtj9AnD1a/p/7xMMLHsX2PUPIPYS4/e761nxNz7+mZ45Lwl9w8MH0tqge656+Iht2rlAbc1imzFCEsV5O5CmKpH8St9N3ZTwbt/Q7pHWzg7gwH8ByMxvLGR9L+bkpr0tRqxdPfU/RLqYASRdbVnn081LdPpr8sVIRFCcaZ/93NbuxC+WNFpLTxj/cIHIkdVdALwDdb8Pc375955/i2tnbZHIlB00Cpj424GvE2WnRYLBntErV7yAxvpa+Pb3gDl7o7hG6DPpd2I5kAk3iw7qWhtmmu7dMYueBnx2vYjGWfpu98N9QCTjqSsW94Dd/wQu/4d4CF64VzxctbWS40DEAPPcfUOBxvK+7ZSyU7pTVQw5u+mXpDtTxHSlvF1A3o8i0sUnDJhkxDnjjBrKgLITQN5OEZlgqwchNCCG3dpLc42Yb5G9STyJGjUXmPB//b/nxGrxdM6cTLF1F/o+GZ1ws/55Ble/Kp4castz4bAIUYyeJhqU5giI6juXzD9CjMh8eKVI257/owhx9A0FjnwgGsxaBT8BydcAS98WT7HO7wNOfmVeWXoKHAko7bTcSnMV4GvWinL24xkAVGYBbv1M3nd1FzdJUzIJ+0UYnvOSeKVp84Mrc8S8pJ6hVSPniKQNGo0Iv6o4Y3xImLZRM1AW2i9v1B++pdGYlsFWJut+z+4XgKxNloWFHXhLdOxPfAmEpYjOtL6GhrZxo+2om8PVDVj8H+Cyf4jRmaYq00LvJtwMpN4wcGNsIO0q/aMzRFZl4nfdGIc/ECNW+kxeIa6by1aJ796OZwa+TjSUA5tWAmN6dSKDYqBSDBBy3zNvRG895xr6hgLRM2yX+KfqHBAc3/3ziS9Fp6Mis+8cyKteBGbeBXz7B5H0sKNd5MCo6iejrDVVZotcG/3xHy4e6Pa+ltaeF22YgWjbevMfA5a9L/593QeiHdo7w/tgkv42sOQVw20Lsht2Pq2lqVoscm6o4XXgDSDtLfGlmPZHYPKt4imNoX2tv0eM0E34jQhNM3VtyNwd4gLdszyGkiwERIlwnKIDYu5ZyBjRIB45R/98UGMoC4HL/9n3WIHRIjQvPLX7AjHhZrGER0ereE3pSTFHVNsJmHWfdBcTxUj7LLdiz+U0LHF2s3iQMdDNasL/iUXbjdHRLhophua8eAUOHHrbVA3sek6sb7ZpJXCu17IJipEi5fymB8XImqnLKoQmd8/DbKoWT897fpfydwNJS4D4K/qel01V4qGKqfb/F4i/VDSWkq4x73wvOyUyHfb8vnj69V+fkRPF03hT1ZeIhwiAGHUOjgN+/Idp9ewTDFz7hunXGeV54OdXuJ4d2ZdXkLRLT51PF52i9lb9v+95D7/kCZGcbaCH2BvuFlE3eh7etnuFGl4u5mKGiGgw9jsWO188NLaFogNiuSwtQw/WtYJigOipYnqR9voUFCemf9hahxpwG2DeZlWOCGk+1uNa2lQl1qU25nzr3QHX/nvWvWIkezB2zIoPifu2YqTlycRIcux8Wsv394r5T8c+7fu7ooMilDA4rvtLEX+pSLiiz4/PAcf+Jxa8B0RnsDLbtPKc/BpIf9P4huDoReIGdfRTER4LiFTVHQZugv3RaETZ9c2rnHJ7dwe858Vx0TPiqaTyvAgT0ZYBkCYzoZa7t6gTWzdaS46K+XfO1lieOMBNXUvuL+b+7H5h4M948cjAyX/8o4CtfzG8r8OrgD0virk8N3zSt4wnV4vOo2KkmINo6sOL2EvEyLxGIxpvPz4PbH1M/K6tCcjZJh6KhKf2PS9NyXSrFThCNDiC4kRncFi8eed75nfApF4ZoeMv7Z73qdWiBOS/zJeKnCjOT1Pl7hTLpWgN1AA0RJsS39h1Awv2Amvv6B71aSgDfI2YR04ktYAoEdIpld3Pi1BXY+7bPsFiRK+/EbyidCDmEoPfy4bhc4GzP+h/74//NL4sQPe8S1uoLdJdNsuYNkLv61PKUt0subbIgmvsQ+iJt4iHCj3Dgrc8JqYyWTJqGZ4q2pODrWPWWAls+2v3Ot7kcNj5tIaD74kQ0Ym/FRngeupoF52pcb3WQzWUTvv8AdEoXNTjIjliphgtNFb+bmD8ctMbguNvEiOW6pbubf6RJi+k7d5YLBIW6dPfTWL6n0Qa+Mps88MAB3J6jaifHx6xzv4N2f0vkTXQ2cJdTOn4u7iIOTUDfcbCvcCoOf2/pqVGRAsY2pdvmJjjN/2P+svYs6FhzsMLn2Hiu/C/a0Qq/0v/LiIB9vwH+Opmkf1RJhPzSnp3mqrzTF/js6VGPLjSfl43ue730BjNNSKEtnea+TA9yyJczOhehNvU1P5aygLdz2nJQ6Ixi7vXGzWksVJksSw7DfzmS/G39fAVo7ZMNkT2EBBl8v3RII2m/yU49Em8yvAUhep88YBm/HKD38t27zARwaBPUKxpZXFxFcnnrJEBWF/H0NRl03pfn+T+gLpJPEw89jnw5XLrZ8FtKBXTj4wp67VviocHGs0v0TTDGE5qyOaHgOJ04ISR0Vdkc+x8Si39HZHmO26RSMpSckz39/tfF8tr6FvHL2C4WJJBK2erSEg0888iwYD2IhkwXKz1ZYy2ZrGfSb8zvSGYu11MVO958R19KXBuu/H7AOBbdkhkkzOVu5cILzY1RNIU2k5J7CXA3ldst96XYtTgv3HMuEt00HqHgfVuOKhbBk7+M+V2sR9DI1q1RcDlzxs+v6UYLW+qBgr2iJG12fcBk38n1vXL39U9khg9Xdz0eqozYZkVrd5P5UfNNRyKem4HsPflvuftiS+B8b/p+3qZrG+jsOS46RmKe+po77tuqiUixov5Zf3ZeJ9IUNTZJhpiaW+K8MQjH4oHSs4WVUDOLyBaus5n+WmxdIgp1y0XF5GJvHeUyIUM4Ls/ipHI45/3vw9P375h+ZU54jtpuYEebAAAIABJREFU6jU0dj6Qb4XQ28OrRMdw7e0ii7cpc/j7M2oe8PkNgCIG+M1XIoy55/JfpijPROjxXu2J3ve+/ubQ9iaTiYdyWd8D+14FLnlcmggweYC0oeL21lIrOvSDvX3l5Nj5lJJGIy4M2hELFxcx10s7l7OmQCTKMRT+mnCl6GgB4mJ/4E2RpUvvzcLIxAYH3hShOKY+FQT0h80pRorMoyZ00txaKo17uqfPJY9b9yKi7ZRMukXMZ7HFel81Bd0ZhgdbuEtPPsHAtDt059RqNMBXv+muZ2PXY/QJFnOkyzP7PrjpaP/lKbuVljnQuuqlvufigid1t42YIcLqe+rsMH6ZFa3eneWoqfqTfalVYl7lzr/pnrcN5UD2ZpHZVp+wFGDzw93f4d4JenzDDM9B18eUdVONIZMB3sFipEbfdaYiGwgf1/fvMeNOMUq861nniyog5+cdBDRL9NAjbxcQt3Dg1/WmbhFRImtWiIdSHy0WmU5v/MK4e+noRSKEvqezm4AxV5lelhEzgbwd0j/U7ewA5j0s7gklx8RorxTf9/JToo128bB4oHXzWpH8UK0SD/IPvQ98eRNQd3HgfW16CMFnvwS2/7V7286/iXvfkQ9/Od5pIDTF+PLFzAVOfSM6WB3tpn02Q4ZPFtfvwSL9bWDuQ4O/feXkuNSKlC4cEXPiEi7rvsCPWy6G/mfdK74U1/xXXDz03QAChouQl6Yqsf7mslUiKYC+1waOEI36/lKDn/xajMK63Wbe59E2gHtrKAMOvi0a2WHJwPQ7DX/J29ugcbHgNDNUBmtY9IzIHhd/hXWPk71R/4jUYJRwpVhCZ/gvizzn7hTfEY1GLDOT12ue4EDmPCDmWwZGd4fQFqeLzIrWpu9c7L3NzVOshys1VzexVmjvJQWOfw5c8aJoIPn8smxCayPw9W9FvRhasqQmH8j4SISaLfob+qxPOHySaLAa2+As3CP90iadapFEyNMfmLuye3t7m7g+XvFC3069TCayG0ZN5lNvsj2ZDJKt9dlz3UpTTL5VfC8m3AwcfEfMC0y4TGRWN+ZeGj4OOP6liNjQXmNVdaYnOQTEQ8G6i6LtA/R//KZqkVBn4gBLSqnqxf9/9aT4/4InRSSRFN937T60//fwFvX58ZUiiqezXXTEVbVA8lJA3ah/aZtzO4DJv0O5YhLCImNEMrzCn4Hka4F5j4q2W3ub+E87x91YkRNFJ3ZYvDRto4gJYmm90Yss35e9VWSJhwY+RjzQJrti51NK57aJLLE951j5hoiRmuNfAKnLxJzJ/i4YLq7AF8uB6z8E/MIMv3bELBFC07vz2VQtFnlvqQFa64GsDWJEQsoO3OL/iAtgXbEIC+5sFx03fS4cRkvwWOmObU0+wcDyT0Vn6dK/W+842vkaQ0HP5DGuHqKzefnzIsz54LuAzKXv/Of+eAcB6mbx9BgQ53Xhz8Ds+6Uuufm8g7r/xhXZ4qFUU7XlT2HDUsTIb3iq+FmtEo2YqbcDI6aJBAubHhTbr35NhKQaapBN+h0ADdDZCXx/P9Bap1tGvwiR2j96+sDl1oYjT77N+LVTjTH5NjH/qqmyx7GqgG9/L9YANjSabMsHVkTW0FxjXmcP0D3/p/9JhNGa0jGTyYCGEvGAGQDiLweGmbDGcm9LXgUgAzwGWHZl/2tihLRTLdpRhhz7VKxLqSXl913fvvJ2iQdxyWmiHv3Cxf9/ekG0tS4cEQ/CMr8V2z19u+5zNR7jEZaUJMKgi/YDiVcAv3pCRD9tfbx7BQJT7g0911OVgoe3iHxxdk1V4l7260/sXRIyAsNuzXXme+CLG7tDSTrUIqNr7+QegFgf89hnuutQGSQT2T/PrOv/ZcPi9We12/sfcVH0DgYue946Ias+wWIO6iWPAwufFqGThhKUnNsBeU2288y/kgeIjnX+7v5fZ24mvOo8keZ9KEm8Esj5AchaL5YMkcnEyP3I2SLcR9/85/5c+qx4Cp24WPzc3mr602Nripkvzp+GMmDDPWJOqBQhYZETxTIy2oQgxz/XnU/rFShGBINixOLh/YUd+QQDcx8E5j8sQmwzv9Mt46lvRKPr2zuA4sMIyu4nI/SGu0XnU+owV23W64QrxLIza24Xa6nm7RKhcUSOSN1seZhp7k7zQm57M3eu++JXgDFLxLXh7CZxDbekDMv/JzpM/0sTHbne2pqBphrxELG/LNdtzSKsOTDa/PKYylCyuvmPie2z7wfW3yUeiG5/Glh9i1jeqmeEypyVum2xoBjAxV0sRWPqdVPKbP892Wr5t6YqkQV/z3/M+45oNGLO6+ZHdN+/6ZckQydXS1dWshrXZ5555hkpd/j888/jjTfewNq1a5GQkICwMN0EIaWlpYiMjJTykJKqqqpCSEg/a/J1tIsTv+AnIPt7cSEcs1jcLEISddN9a539QSyV4hOsuxaVPqEp4nUTbu5/kXSZTJQhdn73ttriX0I70sTi09rjWWuxdQ9vYORMMTqy/WkxFzQ4XmzXaETCk/P74JP1lXGf3VGEjBGNhwtHxGhT7/rrUIvR6aOfmP65jn0GpF7f799kwHPQ2fiFi89dXyKS9GhlbwQyPja9Dj28RTjooXfF962tsd+kDTavT58QcY3I+FhECQTFDPx9NoZ2nbeLx0S41ulvRedTu99hiaIuJ/3OtGOFJve95gT/srTL7PuB3S/A9/SnYg577CXd79NoxPdk1BwRpivFZ9RHMQo48hFw6mux5EDC5dY7lo0Muu+4nThkPWauB/a9IpLgVGSJ7NLqFpEkR3t/7K2pCvj5VfFd9PAWGfF7d2BsoKs+PbzF8fN3ieip1Bss/74V/CRC/VuUImvrkQ9FyKeXQiwnN/cBsUpA+Snx8Nw7qO8+9r0uRunCx9nu++/hrb8dpd0eMByIvwzwCgDqL4r7WvBoYMQM3frsvY/Iica19WyhvgRw89Jf5701Vfd/LhtSdwFY+3uRdVndDOz9t/g7D3Dv1/mOq1ViPn9TlSiDmycQM0/suyZftAscoT4dnC2vm4b6fJKG3R46dAjnz5/H6tWrkZeXhyeeeAKrVzvRU4imagRnfgiMeEz/U6XqPJER1StQLOgcOUF8aRvKRUjFr57Sv9/e8wj6Y0oIiW8E8Nn1wCWPieVY1t0pQg78bdy59xkmwu12PC1GQCbcDBx+T8xzvfZNlG97GWHONP9KJhMp83c9K8IRr3qp+3dqlficlz0rQo5NWUKj6JB4EDHQIuCDjUwm1umsK9INMTLle9Gbl0KEnm+8X8z3lCKsVSraeV/FB8XaoFKFhPWsrx+f617jTbt/c8PPBprLuuQVVLhFINTFXcy3rbsAhCQAlblicfSJtwA+aeZ/LmNc9pxI0qUdfSByVAufEuv6NpQBP7/8S8Z7jYiGKDkuQsbPbuo+l6vOAevvFqM2Fw4CS98T0xFs3PHUS6MRI5WG5o6bouf16/hn4uFhR5t4WOcm706ONvX3YhTxin/2mt/+BVB2QixR5h3kWKH12kiSpmrRLpS6rWdt2oR2wwwsiaelqhftzHNbxWe9zMjpSTX5wLd/BC4cAkbNEvXToTYtP8KFI8CWx4ElL4uMzr7hYh349jYRGbPoGbFCAjkFSTufBw4cwKJFYtJyXFwc6urq0NjYCF9fXykPYz3HP0Po6feAhkyR2KTijPiSaDpFWv/QFHFT2fm37sn7rY1i+L+xTDzR09cwstZFpr1ZLIfi7i3mRV04JMLl7HFBm/uQGOFKWSZCf4sOiFCdMVehZszNCHO2BuPkFSIsRlUvOviJV4mwoeOfi4QmYSlibcHd/xIJUQr2ijm657aLObYubmJ+3vjfiM75jmfE+4v2S3MjdzadbSKpgV+45Z0lrcQrxDqte14U82wcqU4v/6c4R6R86NKzvhb8Rcz3tsVDHZ9gVCffitCkJGDH38R3YN7DoqGy42lRDmvXvSM11Ij6oz1Xm6q75wcCImphxAxg6xOi8Z67ExiWIB7mLHlF3MsTF4u5j23NjvFAzZIHhL31/A737ohuf0pEiMy+TzzQGjkL+ORqYNY94jq64V6x7vjiV0R2Vkd9mO2s1yl5gIjkGvbL1LDT34rMuqpa4OwWMSKvUoocBnMfEudxu0oMxrQ1iFFc5Xkx0j/h/0S2YO3faMfTYsBm+aciJFb70GXxv0VEy+e/FiPHHWrxQDVyksgjoiwAJtyM4NPrgAu+QFW2aOPm7RJ1PP9hMSD02TIRrdbWzM6nE5G081lVVYWUlO600UFBQaisrOzT+czKypLysJJx9ZkGn+Q/oWn01Qjd+zoCi7ai8eT3kGk08Kk4gnLPGNTF/AoB4+9Gnc80dPzyOUJbOhCctxPl215GzRjbXRRdfaaJssQsAQAEKDbqlMvmgi4DShvhGr0cAe0+XWVRqVQO+zfvV/BlCMr+DGG521HtFgZoOhFcfBDl+7/o/juHLkHU9ofhV7oPzcPGwbvqJCo8RkCGToRkroGySQXXtkb4X9yNipTboel17ujjtPXVj65zVeLz0zXudgS4hPW7X7vVZ9BlQFEFgArn3H8P2jp0HXYZAsa3oS5IzEezxt90KBiM33F7cPh67PqOAgi+DGgCXFMeQIB3POpiliCgYCPCcn5AuVecuKdUqhHULEPYiY9Q3u5j0/YEYKA+rXWd+WW/+u4NQWcPIqxwL5SyQLg3l8O3/BDKfZNQ455i0+uepRz+/PxFUPZnCCs6gLqt/wQgQ0DxdigrLkDj6omgc+tQIQuBxtUDYfk/otwvpeu8DD36KoLPfQVlXBraPQIQkvUZVPn7Ia/PR+PJjQAg/nbj70bNBWWfv11QcS7Czm1FlWsoNDIXhGRvRKVrODSQITTzS6gKDiK0Ph+VybdBmXQfAuRxfe43wT6JCD28CuVtnjb/vjgrhzgvNRJ68sknNdu3b+/6+cYbb9Tk5+frvObIkSNSHlJyZ86cEf9orNJofn5V/L/nv/UZ6PdDXFedOiNjzgPt9ooc/a818fxw6vpyQKxPy7EOpcX6lIbT16O+e4Md2xMOU58W3D8dicPU50AM1fdAfwd9vzfUDjLnuBU5mrJvn+j/b+/E54e92PK8NNTnk2k00qW4+u9//4uQkBDceOONAICFCxdi/fr1OiOfGRkZmDx5slSHlFxWVhaSkpLsXYxBhXVqGtaXtFiflmMdSov1KQ3Wo7RYn9JifVqOdSg9W9apoT6fpEutzJ49G1u3bgUAZGZmIjQ01HnmexIREREREZHVSDrnc9KkSUhJScGNN94ImUyGp59+WsrdExERERERkZOStPMJAA899JDUuyQiIiIiIiInJ2nYLREREREREZE+7HwSERERERGR1bHzSURERERERFYn6VIrxsjIyLDl4YiIiIiIiMjG9C21YvPOJxEREREREQ09DLslIiIiIiIiq2Pnk4iIiIiIiKyOnU8iIiIiIiKyOnY+iYiIiIiIyOrY+SQiIiIiIiKrY+eTiIiIiIiIrI6dTyIiIiIiIrI6dj6JiIiIiIjI6tj5JCIiIiIiIqtj55OIiIiIiIisjp1PIiIiIiIisjp2PomIiIiIiMjq2PkkIiIiIiIiq2Pnk4iIiIiIiKyOnU8iIiIiIiKyOnY+iYiIiIiIyOrY+SQiIiIiIiKrY+eTiIiIiIiIrI6dTyIiIiIiIrI6dj6JiIiIiIjI6tj5JCIiIiIiIqtj55OIiIiIiIisjp1PIiIiIiIisjp2PomIiIiIiMjq2PkkIiIiIiIiq2Pnk4iIiIiIiKyOnU8iIiIiIiKyOnY+iYiIiIiIyOrY+SQiIiIiIiKrY+eTiIiIiIiIrI6dTyIiIiIiIrI6dj6JiIiIiIjI6tj5JCIiIiIiIqtj55OIiIiIiIisjp1PIiIiIiIisjp2PomIiIiIiMjq3Gx9wIyMDFsfkoiIiIiIiGxo8uTJfbbZvPMJ6C+Io8jKykJSUpK9izGosE5Nw/qSFuvTcqxDabE+pcF6lBbrU1qsT8uxDqVnyzo1NODIsFsiIiIiIiKyOnY+iYiIiIiIyOrY+SQiIiIiIiKrY+eTiIiIiIiIrI6dTyIiIiIiIrI6dj6JiIiIiIjI6tj5JCIiIiIisiGlSokPTn0ApUpp76LYFDufRERERERENrQudx1ePfoq1uSssXdRbMrN3gUgIiIiIiIaSq4YdQW2FGyBu4u7vYtiUGFhIZ5//nnU1NSgs7MTEydOxKOPPgoPDw+z98mRTyIiIiIiIhuqVlXjzgl3oqa1Bm0dbfYuTh8dHR245557cMcdd2DNmjVYu3YtAODNN9+0aL8c+SQiIiIiIrKhHGUOZkTMQLRfNNbnrccNCTfYu0g69u3bh9jYWEybNg0AIJPJ8PDDD8PFxbKxS458EhERERER2VBJYwkifCIQFxiH4vpiqDvUFu1PqVLio9MfSZbAKD8/H0lJSTrb5HK5RSG3AEc+iYiIiIiIbEoDDWQyGQBgXtQ8PPHzE3hi+hNQyBV9XruzaCfO1pztd3/HKo4hvTQd+0v2Y2LoRL2vqaysREhrCBKDErFwxMJ+9yeTydDR0WHkpzEeO59EREREREQ2otFodH4+WXkSWwq3IDk4GStSV/R5/cIRCwfsLCpVSqzLXYe00Wl6O7AAkJWV1Wc005DY2Fh8/vnnOtva2tpQWFiIhIQEo/ahD8NuiYiIiIiIbKSypRJh3mFdPy+NX4rp4dORNjrN7H0q5AqsSF1hsONpqtmzZ+PixYvYtWsXAKCzsxMvvfQSNm/ebNF+2fkkIiIiIiKSgDFzL3OUOUhQdI8eKuQKTAqbBH8Pf1sU0SguLi744IMP8PXXX2PZsmW46aab4Ofnh3vvvdei/TLsloiIiIiISAIP//QwDpYdBAC9IbQAcE55rk9222i/aBQ3FGNUwChrF9FooaGheOeddyTdJ0c+iYiIiIiILNSsbkaQVxAuibqk3xDaJnUTfD18dbYlBiUiW5lt7SLaHTufREREREREFtpXsg+/Tf4t4hXxcHdxN+m9MQExKKgrsFLJHAc7n0RERERERBbKrMpESnAKfp34a3yT843e16g71HBz6Tvz0d3FHR2d0i9t4mjY+SQiIiIiIrJAW0cb3F3dIZPJEO4Tjpb2FtS11vV5XX5dPmIDYu1QQsfAzicREREREZEFDpYexPTw6V0/Xz7qcjy297E+WW+PVRzDqapTerPh+nv46+2wDibsfBIRERERERmgb/mUkoYSPLrn0a5txyqOYWLoxK7f77mwBz9f/BnfnftOZ1/bz2/Hx5kfY13uuj7HSQxKxNmas1b6FI6BS60QEREREREZ8OieR3Gg9ACA7uVT3j75NjYXbEZ1SzXeWPgGAMDVxbXrPWmj01BQV4CR/iO7tjWrm5ESnII5w+fozYabqEjE9/nfY1rENGt+HLviyCcREREREZEB3m7euDLmSp0OY6BnIO6bdB/un3w/HvrpIVS3VOuMjCrkCjw18ylkVmd2bdtSuAVp8WlYkboCCrmiz3EC5YGoba217oexM4tGPl988UVkZGSgvb0df/zjHzF27Fg88sgj6OjoQEhICF566SV4eHhIVVYiIiIiIiKbae9sR3xQPDo6O3Q6jO4u7rhj7B0AgAkhE/DasdcwKmBU18goALi5uMHNxQ2qdhXkbnIU1hdiWfwym38GR2J25zM9PR3nzp3D6tWroVQqsXTpUsycORM33XQTrrzySrz88stYs2YNbrrpJinLS0REREREZBP5dfmIC4xDTk0ONBoNZDIZlColAj0Du15zXcJ1cHVx1RtKOz96PnZf2I3YgFjEB8YPeDx1pxrvn3of18Vfp3d01NmZHXY7depUvPbaawAAf39/tLS04ODBg1i4cCEAYMGCBThw4IA0pSQiIiIiIrKx01WnkRqcinhFPM7VngMAHCo7pDMvUyFXGAylTQ5KxpnqM9h+fjsWjVw04PEaWxvx2tHX9CYkGgzM7ny6urrC29sbALBmzRrMmzcPLS0tXWG2wcHBqKyslKaURERERERENnax8SKG+w7HjIgZOFAiBtZylDlIUCQY9X6ZTAa5qxxHy49C1a4a8PX3TLoHc4fPxZjgMRaV21FZnO12x44dWLNmDT788ENcdtllXds1Go3B92RlZVl6WKtRqVQOXT5nxDo1DetLWqxPy7EOpcX6lAbrUVqsT2mxPi3nKHVYVVWF7OxsAEDexTxkuWShsrISZ7ONXxKlsrISh8oO4b397+GaiGsGfP3dkXfj05OfQlOhgcJDutBbR6hTizqfe/fuxTvvvIP3338ffn5+8Pb2hkqlglwuR3l5OUJDQ/W+LykpyZLDWlVWVpZDl88ZsU5Nw/qSFuvTcqxDabE+pcF6lBbrU1qsT8s5Qh2q2lUYrh7eVY7hbcPhFemFFFkKksYYX7Z7Y+7FiNwRSBudZvQ8zqcSnsLz6c9D7ibHnyf8WZL5n7as04yMDL3bzQ67bWhowIsvvoh3330XgYFiwu2sWbOwdetWAMC2bdswd+5cc3dPRERERERkN9k12RgT1B3+OjlsMt468RamR0w3aT/9zQk1xMvNC6MCRuGrs1/h7p1347n053SWcnFWZo98bt68GUqlEvfff3/XthdeeAFPPvkkVq9ejcjISKSl9c34RERERERE5OgyqzNxxagrun4e4T8Ch0oP4bGpj9nk+Mvil8FF5oJmdTPeOfkOInwicNvY22xybGsxu/O5fPlyLF++vM/2jz76yKICERERERER2VuNqgbBXsFdP2/K34RqVTXW563XWc/TWrQjpkqVEhXNFYjyi7L6Ma3N7LBbIiIiIiKioSJtdBpWTl6pdz1Pa1LIFXh61tM4XXXapse1BnY+iYiIiIiIeihqKEJ2dbbOPEtz5m5KxUXmgnCfcFxsvGjzY0uJnU8iIiIiIqIe/nv0v9hzcQ/W5a6zd1G6XB13NTbmbbR3MSzCzicREREREdEv2jvbEeARYJcQ2/74efihvq0eq06uctrMtxat80lERERERDSYbC7YjGUJy5AcnGzvovThJnPD68deh5uLm02SHkmNnU8iIiIiIiKIUc9zynO4Ju4aexdFr1tTb0WgPNChRmRNwc4nERERERERgI35G7Ekdom9i2GQNumRs+KcTyIiIiIiGvIK6wqxPnc9Qr1D7V2UQYudTyIiIiIiGtLq2+rx5L4ncaT8iENluB1sGHZLRERERERD1oWGC3hs72N4dNqjOFJ2xGnnUzoDdj6JiIiIiGhIau9sx+N7H8eJyhM4UnbEqedTOgN2PomIiIiIaEj6JPMTrJy8Escrj3PE0wbY+SQiIiIioiHnQMkBhHqHYmLYREwMm2jv4gwJTDhERERERERDSq4yF6tOrsKc4XPsXZQhhZ1PIiIiIiIaUl7OeBmHyw8zs62NMeyWiIiIiIiGlFH+ozA1fCrnedoYO59ERERERDRkaDQaeLl7MbOtHTDsloiIiIiIhoyihiKM9B9p72IMSex8EhERERHRkHG84jgmhEywdzGGJHY+iYiIiIhoyChqKEK0X7S9izEksfNJRERERERDhkajgUwms3cxhiR2PomIiIiIaEiob6uHv4e/vYsxZLHzSUREREREQ8LJypMYHzre3sUYstj5pEFHqVLi9aOvQ6lS2rsoRERERORAMqsykRycbO9iDFlc55MGnefSn8PW81vhKnPFXRPvsndxiIiIiMhBtHa0wtPV097FGLLY+aRBZe+FvRgfOh6jFaNRq6q1d3GIiIiIyEFUNlfiVNUpKFVKKOQKexdnSGLYLQ0a6aXp+CL7CyyJXYI/jf8TUkNScazimL2LRUREREQO4N2T7yK9NB3rctfZuyhDFjufNGisOrkKP1/8ueuCsjhmMdbnrscHpz7g/E8iIiKiIc7X3Rf3TLwHaaPT7F2UIYthtzRojAkagznD53RdUGQyGXzcffDq0Vchgwy3jb3NziUkIiIiIntxkbngD+P+YO9iDGnsfNKg0NjWiGCvYKxIXaGz/Y6xd0DVrkJTexMXFCYiIiKHtffCXuQoc7AsfhnnI1pBWVMZQr1D7V2MIc+izmdOTg7+/Oc/49Zbb8XNN9+M0tJSPPLII+jo6EBISAheeukleHh4SFVWIoOyarKQFJTUZ7tCrsBfZ/4VxyqOdY2Azo+aDw9XDxwqO4S00Wm8wBMREZHdvXHsDZypOcNoLSvZe3Ev5gyfY+9iDHlmz/lsbm7Gs88+i5kzZ3Zte/3113HTTTfhiy++wMiRI7FmzRpJCkk0kKzqrH7XbJoYOhHqDjU+OP0BVp9djWfTn8XLGS9zwjkRERHZXV1rHeZHz8f/Jf0faltrodFo7F2kQaeksQRRflH2LsaQZ3bn08PDA6tWrUJoaPfw9cGDB7Fw4UIAwIIFC3DgwAHLS0hkhLq2OgR4BvT7mt+P+z1WTl6JR6c9ipmRM3HvxHs54ZyIiIjs7kTlCcyKnIXHpj2GqeFT8cDuB5gsUUJtHW3wcGE0piMwu/Pp5uYGuVyus62lpaUrzDY4OBiVlZWWlY5IQgq5AitSV0AhVyBBkYAF0QsYcktERER2l1md2RXBlVubi51FOxmdJaEjZUcwJXyKvYtBsGLCof7CBbKysqx1WIupVCqHLp8zsnadNnc0o0nZZNIxOps6sa90H9QKtdXKZS6eg9JifVqOdSgt1qc0WI/SYn1Ky9T6LKsoQ15OHgAguTMZqf6pSOpIGnAf9ep6/Fj5IxaELIC/u79FZXY0Up2T9ep6vJH3Bu6KuQtZyqF9jjvC91zSzqe3tzdUKhXkcjnKy8t1QnJ7SkrqmxjGUWRlZTl0+ZyRtev0cNlhzA+aj6RI448R3RaNNTlrHPJvzXNQWqxPy7EOpcX6lAbrUVqsT2mZUp+tHa2IaIvQef21HtcibkQcQrxD+n3vK0dewecXPkdYWBhWJK3o97XORqpz8qPTH+FU/SnkuOX7HCDhAAAgAElEQVQMujoylS2/5xkZGXq3mx12q8+sWbOwdetWAMC2bdswd+5cKXdPpNdAyYb08fXwRVN7k5VKRERERGSczKpMpA5L1dk2JmgMzirPDvjeKL8oJAclY17UPGsVz+lNC5+GRSMWMc+HgzC783n69Gnccsst+O677/C///0Pt9xyC+6++26sW7cON910E2pra5GWxj8yWZ8xyYaIiIiIHNHxyuMYHzJeZ1u8Ih45ypwB31vRUoG3Fr2FXUW7rFU8p5dZnYlHpj7CPB8Owuyw29TUVHz66ad9tn/00UcWFYiIiIiIaKhoUjfBz8NPZ5uPuw+a1ANHaHVqOhHsFYy2zjY0qZvg4+5jrWI6rbKmMkT4Rti7GPQLScNuiYyhVCnx0emPJEkh3tjWaPaF1tPVEy3tLRaXgYiIiOyrpqVGsraFLXVqOiGDzKz3dnR2wEUmmvJpo9N0suNK2dZyZu2d7XB1cbV3MagHq2W7JTLkH+n/wLbz2wAAK1Itm/i9v2Q/iuuLoVQpTQ6niPaLRnFDMRIUCRaVgYiIiOzrwZ8exJHyIwAsb1vY0tHyo7jQeEFvO0buKkdLewu83Lz0vrewvhCj/EcBAIb7DkdRfREe/ulhhHqH4njFcZysOgnAuepDaqeqTmHssLH2Lgb1wJFPsil1hxpB8iBMCZsiycTvL7O/xJpza8xaC2uk/0gU1RdZXAYiIiKyr9iAWEwLn+Z0SWW+yPoCm/I36W3HxCvikavMNfjezGrdREX+nv7YUrgFwfJgPDPrGcyOnO109SG1w2WHMSWM63s6Eo58kk1tzN+I6xOuR3ppOjo0HRbtq6ypDDMiZmBe1DyzLq4j/EZgf8l+i8pARERE9tXa0YpQ71BE+kZa3LawtUi/SDww6QG97ZhERSL2lezD2BD9I3dF9UVYEruk6+ebxtwEbzdvpI1Og0KuwOzhs1HfVj+kE+2o2lXwdve2dzGoB458ks2oO9XIr8tHYlAiroy5Ej8U/GDR/r7P+x43jrkRK1JXmHVh9Xb3RrO62aIyEBERkX1l12QjKTgJS+OX9pn3+OGpDw3Oe6xuqca/D//brvMi5a5y3Db2Nr3tmHCfcJQ1lRl8rwaarjmfAKCQK3TaRMsTl2P12dXSF9pJ1LVyNQRHxJFPspnN+ZuxOHYxACDUOxSVLZXQaDSQyYybaL8hdwPKm8txfcL18Hb3Rkt7Cy8qREREQ9ypylO4KvYqBMmDoGpXdT1YfnD3gzhcfhj7S/YjMSgRHi4e+G3Kb7s6Z3/d91fsvbgXwV7BDjkvsr/2kbpTDTdZ/814D1cPpAan4i97/4KHpj405EZAdxTtQHlTuVl5Qch62Pm0M41Gg1NVp7Dz/E7cmnrrgF+OszVnsT53PX4/7vdO9UWqaanBd+e+wysLXunalhSU1PW0UqlSYm3OWlwddzVkkGFj/kYsjV/a9Rkb2hrwTc43OF55HC3tLRjhPwJXxFxhr49DREREDkLZqkSQPAgAcEnUJfjj9j8iNiAWf5nxF+y5sAdpo9OwNmctXjv2GtSdajw09SH8VPwTFo5YCA8XD0yPmG6XcjermyF3kw/4uk5Np84IJwDk1+YjLjBuwPeWN5djQ/4GlDaVYnL4ZFQ3V+PquKsR5BWEXUW7ukJ0B6MNuRtwtOIoQrxDHPLhwlDFzqcdrTq5Cuml6fB288buC7sRKA/s98vR2tGKZ9OfxYnKE073Rfr0zKfIqMjAutx1XeVeEL0AH5z+AH4efnh6/9M4VHYIGRUZ0Gg02FeyDzKZrOu1PxT8gEenPooDpQdQVF+Eg6UH8cbCNywul5ebF5rVzZwPQERENAgcLj+M45XHsSB6AeIC47o6aNclXAeZTIbK5kqszVmLree34l9z/4X50fOxOX8zkoOTbV7WgvoCxAbE9vsahVyB1zJe6zNAkVmdaVSnWTuXNG10Gr7K/grfnPsGzR3NyFXm4qzyLIDBmQ33SNkRpI1OwyXRlwz5pEuOhp1POzmnPIes6iwcKjuEO8ffieb2Zlwbd22/73n3xLv464y/4qXDLzndF2mU/yjcnHSzTrnlbnK4whX/OvQvPDT5IaSXpXf9/vG9j2Ne1Lyu115ouIBfJ/4aqSGp+PDUh1iXt06nI2uuEf4jUNRQhDFBYyzaDxEREdledUt116gnoNvZ6kkhV+D2sbdDo9HgkT2P4EDJga52RI2qxqZl1sqvzR9wGZDypnJ8lPlRnwGKi40XEekTOeAxtPNAAeDGMTdC7iZH2ug0bD+/HRcaLjhde9IYGo0GO4t24uGpD/cZMSb7Y+fTSmpaarDq1Cr8Ydwf9IYzbMjbgMemPYaxIWORNjoNod6hUHWo9O5LqVLiufTncEXMFUgMSsSE0AlOFyJR2lyKlZNXwt3VXWe7p5sndl/YjUlhk3Quqi/MfQFfnf0KcYFxOFN9BknBSV2/Wxq/FDKZTJIL5gi/ESisL2Tnk4iIyAn1XsexZ2dLH5lMhiemP4Hk4OSudkSkbyQuNl7EcN/hVi9vTxcaL+DKmCv7fc2K1BU4VXVKp81T3VKNY+XHUNtaa1J7sGfdxAXGIdov2unak8bYX7IfMyNnsuPpoPhXsZK/H/g7Psv6TO+6Tdk12YgNiEWoT2hXVrJJoZNwtOKo3n29feJtbD2/FcUNxQAAF5kLOjqdK5V4e2d7n44nIJ5Mrpy8sk9HMlAeCDcXN1S1VGFX0S4sHLGw63e9s7lZwt/DH2vPrbVrpjsiIiIyT3ZNtskPkHu3IxaOWIgd53d0/V6pUuKj0x9ZvW3QqemEm0v/40AKuQLLxyzHxcaLXdv+feTfOFx+2Kw1zrUifCL6zaTrrGpaavDuyXeRGpw68IvJLtj5tIKDpQcxOXwyFo5YiJkRM/v8fmPeRiyJW6KzbVTAKBTWFfZ5bY2qBu2d7TprQEX4RKC0qdQqZbe1/jqSNyTcgE/PfApXmSs8XD2scvwthVtwoOQAVp1cZZX9ExERkfWoO9UWtxGCvYK7Qm/P15/HPbvuwcsZL1vUuZPSwuiF2Fm0E4DosHq5eel9cG+KEO8QlDeXS1VEh/Hq0VdxrOIY1uett3dRyAB2PiV2pvoM3jv5HpbELsFDUx7CmZozOr8/UHoA5c3laGxr1NnuInOBBhqdbe2d7XjnxDt4cMqDOmtAxQTEoKCuwLofRELKNiVCvEJMfl+AZwA8XD3QpG6y2tPHtNFpeGDSA1B1qFDVUmWVYxAREZE0lColntr3FEoaStCp6YQMxi3XNhCFpwK3/nArthZsxbOzn8WUsClmd+6UKiU2lG7ot+2i7lTDVeZq1P7cXd3h4+6DWlUttp3fhmvirrE4AszdxR0dGueKojOG3FWuM2BDjoedT4n958h/cKjsENblrkOUXxQuNFzQ+f2qE6uwpXCL3qdpvu6+aGhr6Pr5vZPvwcPVA20dbTqviwmIQX5dvnU+gBUUNBdgTLB5cyq93bzxyZlPrPb0USFX4Laxt+GhKQ/htYzXsOrkKobgEhEROaiPMz/Gd7nf4Zn0Z/D0vqdR3FAsyX27rbMNGRUZcHd1R0xADJbGL0VRQ5FZ+/rv0f/is2LdqVe9Q3mL64sxwm+E0ftcErsE6/PW42TlSUwInWBWuQa7yuZKRPlF6QzYkONh51NiY4LG6IRCyGSyrvmZda11mBg20WCoxPiQ8ThReQIAUNZUhlNVp/BJZt+OV4BngE4n1dEVNhciQZFg1nsNzQmVmre7NwLlgXj92OsOE2ZDREREugI9AvH7sb/Hv+b+CzEBMdhcsFmS+/YNCTfotDeWxC7B5vzN6NR0QqPR4Ntz3+K+XfehpmXgzLiebp6YoZiBKL+orm1vn3gbL2e8jLXn1gIA8uvyERvY/zIrPYX7hON4xXG0d7bzIbkBm/I3YXHsYnsXgwbAbLcS83Lz0smylhycjKyaLKQOS8XG/I24Pv56RPhG6H1vyrAUfHz6Y8wZPgerz67Gk9OfxLbz25w+dKCtsw1ebl5mvXegrHVSui31NmRWZTp9fRMREQ1WDeoG3DvpXgDSZr/v3d5wkblgXtQ8/GHbHxDlFwUXuGBX8S7UtdbhnUvfgdxNrnc/zepm+Hv6Y2X8Smyv3o6U4BQU1hciwDMAtyTfAg8XMT+1sL4Qc4bPMamMKcEpeO3Ya4jwiZCkbSSDDBqNBjKZNKHL9tSp6YSyVYlgr2B7F4UGwM6nhFTtKni6eupsmxY+DV+f/RopwSkobyo32PEEAE9XT7R1tiFXmYsInwgM9xs+KBf+dVQKuQILRy7sE+ZMRERE9qfuUOtkh7X2A+ocZQ4Olh3EzMiZWBa/DNH+0ZgdORvPpT+HEO8Q3JJ8S5/wzt3Fu7EgegE05Rr8afyf8OS+J9HW3oanZz0NhVyB146+hiZ1E1TtKoMdWEOuS7gOri6ukj0kV8gVULYqddZJdVbpJemYGdk3ySc5HobdSqi4oRjRftE62/w8/NCkbsLxyuNGxei7ydyw5twaLI1f2u/rAjwDUKuqtai8tqBUKeHn5mfvYhjt8lGXY/v57fYuBhEREfVibFtKKtqpP8vil3V1dBOCEjDCfwRWnVqFt0+83ec9Z5VnkahIBAB4uHogKSgJO4t3doUGL09cjq+yvzKrPFIuNQcMntUTlCol3j/1PuID4+1dFDICO59m0rcGVFFDEUb495087u3ujR8KfsC8qHkD7jcuMA4NrQ19suH2FhsQi4J6x894m1WThRjvGHsXw2jDvIYx6y0REZEDyijPwOSwyTY7nqHO3vUJ1+OBSQ9A4anAN2e/6WoPKlVKBHoG6oSx9s5dEe4TLgYlKo7bfe5muE84yhqda61Pfe3vb3K+weHyw9iQt8GOJSNjsfNppg9OfdBnDShDmcuSgpKQX5tvVJKgi40XsSF/w4CT551luZXsmmyM8hll72KYZFTAKKfKJkxERDQUtHW09ZneZA/aTPl3TrgTJytP4uWMl/FNzjfYfn47Lht1WZ/X9u7Aerh64GDZQbsnOHTGkc9n05/t0/6OC4jD9fHXM2eHk+CcTzNoNBo0qhsxNWyqzoneqG6Er4dvn9dr5wysy1034NwE7f4G+gKF+4Q7xQWjuqUaOxp2IFYV6zRprxeOWIjVZ1cjdqzhLHQlDSXYUrgFS+OXOs3nIiIiclZVLVUOmUxm5ZSVCPEOQX5tPoobinHpyEsHfM/yxOXwdPW0e2fJ38MfdW11di2DKZrVzZC7yTE/ar5O3eXX5eORaY+YndySbIsjn2bYdn4broq5ClPDp8LPY+D5jKYsF2JsPL+LzAUajcboMtvL2Zqzfda6cnR+Hn6obqnuE9bR02M/P4ZXjr7iVJ+LiIjIWe0v2Y9ZkbPsXYw+FHIF7p10L+IV8ThZddKodoHUczfN5WxZbr/J+QZ3TbgLCYoEnbpraW9hx9OJcOTTRM3qZpyuOo0HpzyI2tZa5NXmITEosd/32HK5EEeTGJSIePd4uz/dM1VRQxE+y/oMAPr87To1nQiWB+PSkZc63eciIiJyRtnV2ahqrkJgfKDdO236LItfBheZC9sFVtLQ1oD6tnoM9x0OD1ePrmzB6g413F3c7V08MgFHPk30wekP4O7iDqVKibHDxuJ01WkA+pdZsbYOTQdWnVxl9wnrhjSrmxEkD8I1Edc45I2iP4tjFuM3Y36j9yZyvOI40kanITbAeUKJiYiInJVGo8FZ5VmHjjhylNFMayprLMOjex61S7vz67NfY3nicgDA5LDJOFpxFABwuvo0Uoal2Lw8ZD52Pk10ouIEVp1ahXW56xDuE46SphIAIlFQ72VWrK20qRSvH3vdYS/EJY0lGO473N7FMMvYYWOREpyi9yZyoPQA15IiIiKykfP157Fo5CKjpzCR8dxd3I1e3/xv6X/D5oLN+O7cd1Yula6LDReRXpreNcI5PmQ8TlScAAAcqziGiaETbVoesgw7nz0oVUq8V/CewSc61S3VmB4xvevi1zNW/nz9eUT727bzed3o67A4drHDXohLmkoQ4Rth72KYJdI3EiWNJX22d2o60d7ZDg9XD7jKXNHe2W6H0hEREQ0dh8sPY37U/EE/smgP4T7hKG8uH/B1FxouYOywsUgbnYZRAaOsX7Ae3jnxDtJL07sGWzxcPaDuVAMAGtsajcq/Qo6Dnc8e1uWuw47KHViTs0bv749XHsesyFk6Fz+5qxwt7S0obtC/zIo1jQsd59Chn8488unq4ooOTUef7ScqT2B8yHgAQGxgLJdkISIisrLSxlJE+kbauxiDUrh3OMqaBl7r88vsL3Fb6m14auZTXVPObCVQHoj7J92vM9gS7BWM8qZyuMjYlXE2/Iv1kDY6DZeHXo5Qr1C9v8+pyUFCUILOtqTgJGTXZKOhrcHmT148XT2NDpWwhxpVDYLljpcW3RL7Lu7ryraXHJSMM9Vnun6nb+FjIiIiMp8zZPZ3Zsas9bm1YCtqW2vR0t7SFfqq7lDbongARGjw7WNv1xlsmRk5Ex9nfoykoCSblYOkwWy3PSjkCtw28jZsq9+m9/ftmvY+GbVSglOwMX+jLYrndDo1nU6XxrsnVxcRVuvmIr4m1S3VOFp+FE3qJni4eiDKLwrr89Z3vX712dV48/ib2F+yHwmKBLi7uON3Kb9z2JFpIiIiR1dYX4iYgBh7F2PQCvMJQ1lh35HPssYyvHrsVQR4BKCksQS7L+zG6MDRWJG6ArOHz8aB0gOYFzUPAPDx6Y+h6lBheeJys9o8ebV5+D7ve71tpuqWagTJg/q8J8Y/Bj8V/wQ/Dz9MCpvEtpYT4chnLzKZDF5uXmhWN+tsb+1ohYeLR5/XK+QK1LbW2q2TJZPJ0KnptMuxB7so3yhcbLzY9fN7J9/D4fLDXXMOev/N3WRuuCP1Drw470X4efjhg9MfOGwyKCIiImdwuOwwpoZPtXcxBq0mdRMOlx2GUqWEUqXEW8ffwpvH38Rf9v0Fm/I3Icw7DH+f/XedZE8TQyfiWMUxAMBnZz5DZnUm3jz+ptltntePvm6wzXSo7BCmRUzrs10mk2Fy+GS8feJttrWcjOQjn88//zxOnDgBmUyGJ554AuPGjZP6EFZ3SfQl+LH4RyyOXdy17Uz1GSQHJ+t9vbpDbbfJzuHe4ShvKnfaxD6ObJT/KBTWFWKk/0gAgL+nP/484c86cw5cZa7o6BRzQ+vb6rFyykoAwPLE5Thcdthhk0ERERE5g7KmMoT7hNu7GIPWutx1SC9NxyN7HgEApJem4w/j/oB/z/831uWuQ9rotD7r1bvIXNCh6cBdO+7C1XFX44npT6BR3Yg5w+eYVYbhvsMxLXya3jbTOeU5XDHqCr3vWzl5JWIDYtnWcjKSdj4PHTqE8+fPY/Xq1cjLy8MTTzyB1atXS3kIm0hQJOCHgh90tp2oOIFlCcv0vt7LzQu5tblQqpQ2H/aPCYhBQV2Bw3U+tYv/OrNRAaOQUZ6B+dHzAQAdnR24a9JdfV5TUFeA4oZizI2a27VdIVdgSewS1LXWMRSEiIjIDJzvaX3ajpv2/4Y6nL1pNBrsubgHU8KnQCFX4KV5L+HD0x8iXhFv0vE7NZ3wcvfCpLBJBgdyDEUXDlRGckySht0eOHAAixYtAgDExcWhrq4OjY2NUh7CJmQyGdxd3fH28be7ksc0qBvg7+Gv9/WqdhU2F2y2y7B/TEAMCuoLbH7cgZQ2lSLCx7E6xKby8/BDo1qcvy3tLfB09ezzmuTgZJypOYOM8gxMCZui87sF0Quwu3i3LYpKREQ06JyoPIHihmIm8rMibQdOIVfo/Hsgt6XephOK6+vhizDvMOTXmrYKQHZNNsYEjUFSUBKyqrN0flfRWuG0qyaQYZJ2PquqqqBQdJ+wQUFBqKyslPIQNtPW0Ya3TryFb899O+CTt1tTb7XbwscKucIhL8oljSWDKi36sYpjmBQ2qc/2aL9o/Fj0I0YrRvd5MhcoD0Rta62tikhERDSofHDqA2wp3MI5fQ5IX0d1QfQC/HXfX1HS0HeddEMOlx3G1LCpmBw2GUcrjur87nT9aUyPmC5ZmckxWDXbraFOW1ZWlt7tjkClUiErKwuz3GehPKwcp4pPYZNqE9xV7v2We4brDJQVlKEMA6+VJLWqqiqHq9OMigxMDpyMrOqsrjp1Rtq63XFxB9Ii0pCl7Ps5GhsakXk+ExHNEfB31x0dlzXKsOf4HoR4hhh9TGeuL0fE+rQc61BarE9psB6l5Wj1qdFo4NnmiZujb0ZyZ7JDlc0YjlaftrChdANOVp3E3Vvvxn2j70Oop/6lC3vKu5iHUhex1Et+ST6yXESd1avrsadiD6YUTEGDe4NVyz2UOMJ5KWnnMzQ0FFVVVV0/V1RUICSkb6M7Kclx1+TJysrqKt/0cdNRq6rFk/ueRFxgHMJjwh1y/t4w1TCHq9MfW3/EzHEz4SJz0alTZxOniUNkbCQCWwIxLkV/8qyZ7TPxytFXEBkWiRVJunMPho0chq2FWzEvaZ7Rx3Tm+nJErE/LsQ6lxfqUButRWo5WnxnlGVjsuxgLRiywd1HM4mj1aQvh/9/enQc2Ua1/A/8m6ZLuTfe9dG+hC1D20rIovlwELMp+QQUUBRcQvKjoFVwvFwTBC4qiInJRBETgKiICtiCUrS103ynd93RvmjSZ9w9+jYSmbdJOlqbP5y86mcycOWSS88w55zk+LnDKc8IMnxnYn7YfEAPPhT/XbdtZIpXAtd1VXk+OIkcEBgWCx+VhV+IuZLRkIIOb0aVtRfpOm5/LxMREpdtZHXYbFRWF3377DQCQnp4OJycnWFpasnkKrbPl2yLSORJfp32tt8M+rEys0Chu1HUxFMgYGbicgb+SzxDrIUiuSoatqW23+8wJmNPtsGtHc0eUNJVgf9p+vRweTQghhOijiyUXFRL5Ef3XORTX2cIZTuZOOJR5qMe2c0pNCsIcw+R/BwoCkSPMAQC0dLRggfsCymRrgFjt+Rw5ciSGDRuGhQsXgsPhYNOmTWweXmcezASmbzoz3kY4Rui6KHK6WveUbT42Pnj/2vt4ZeQr3e7TW7a18pZyHMo6BACUlY0QQgjpRUN7AyyNLWHE1ejsMKJBcwLm4HLZZcz2m93tPkmVSfh7yN/lf0c6R+LXO79CLBMjzCEM/tb+ejnikPQP63f1q6++yvYhdU7fUzn72PggsTJRr4JPQ0mPzufxkVqdCgczhz4fY92odRDLxHr78IIQQgjRJz8X/Kyw1joZeAR8AeYHzUd1WzXszey7vC4UCXG1/CrmBs6FubE5AMDezB51ojr8eudXbBi9AdlZ2douNtGCgT8uksDNwg1lzapnFtM0sVQMY66xrovBiv8V/A+N4kacyj/V52N4W3sjUBDY7VI9hBBCBp+q1iqakqFEXVsdzt09BzMjM10XhfTTeLfxSChLUPrakewjuF5xvcuw3Nq2WnTIOtDQ3qCNIhIdoODTAPC4PLRIWvTmR6yipQKulgN7jc9Osf6xrCyjM8FtAhLKlX8BE0IIGTwkUgkOpB/As2efxY7EHQqN79KmUuy9vVcvfst15au0r3Cz8qbe5tkgqrM2sUaTWHmmWhcLFywKXtSlfeVl7YUfsn+g/38DRsGngciqy+ryI6Yrpc2lcLMwjDU+1VlwuSejXUbjRsUNlkpFOl0rv6Y3D10IIaQ318uvY/lvyzHccTg+mfoJxruNV2h8b/xzI/bc2qMXv+W6Ys+3x7Nhz9JUFQNhYWyhNAAtairC62Ne79K+ejzgcVYe+hP9RTO5DcS8wHnwtvbWi5s1oTwBRhwj+Nn60UTx/8PlcGFraos6UR3s+Ha6Lo5BYBgGr118DbWiWgCUzEkbMmsz8eudX1l5IEPIYJNanYp9qftwq/oWkqqSsCx0GUY5jwKDezkScoQ5iHaPhqmRqV78lutKs6QZL498WdfFICwZ5zYOV8uvYpr3NPk2hmHAMIzSVRHuz7NSgQqtlZNoD/V8GoiHvB+CramtThuEbR1t2Jm4E/WieuxL3Teon9wqM8FtAjZf2Twoe+nq2upY76HMEebAw8oDK8NXDuqGmrZ0yDrw4bUPsT99P9bHrcfBjIPU60yIim5X38afpX/i39H/VujVmRs4F8dyjoFhGBzPPY6nQ59GuEP4oHm4c7HkIr5K/Ur+PWIoyQrJX0LsQpBZm6mwraChAL62vjoqEdE16vk0EMZcY3A4HEhkEp0k+7nTcAf/vPxPbBq/CQ5mDvCx8aGA4AFXyq7gj+I/MCJvxKDrpdt0ZRPiSuIAsNdDmVCWgGWhy2BmZKZ3DbX8+nxcLLmIWP9YjZRNKBLip9yfMCdgjtau/WjOUawZuQapNamI9Y/Fuwnv4lzROQDU60zIgzrv0RD7EFwrv4YcYQ7ej3ofdmZ2CveLHd8OUkaKE3knMNlz8qBaWuRiyUXsTt6NzLpMcDlcLAtdhqKmInhZe+m6aIRFXA4Xog4Rvk79Wv6bdbn0Mmb5zdJ10YiOUM+nARnnOg7Xyq/p5Nzbb26XP9lla56koYn1j8VYl7E9rnllqBzMHBDjEcPqA4lGcSMinSJRUF/A2jHZ8tKFlzQ6B/sf8f/Ax0kfa210QU17DZrETRjlMkp+b78+5nWMcRlDD5kIUeKz25/h46SP8b/8/8HMyAyXSi/hZP5Jpfs+4v0IjuYcRZAgCMC9xnqHrEObxVVKKBLiy5QvNTK64Vr5NdxtvIs9D+1R+B5JrExEpHMk6+cjutUkaVL4zapvr6c24iBGwacBGek0EkmVSVo/r4yRwc3CjSaI90LAF2CW3yy0SFp0XRStszOzQ5AgiLUfm2ZxM8yNzWHLt0V9ez0rx2QLwzAY5zoOY13GauR++PXOr3jM7zGtBX51bXX4JP8TzPJVfErtbOGMaPdoiKVijZdBKBLSEF8yIDAMgx9zfoSjmSNeGfkK/jH6H5gfNL/H38eLJSAFpzoAACAASURBVBeRWpMqb5h7WHmgtLlUm8VWal/qPuxK3sX6Q67TBafxTfo3mOk7E47mjoh0jgTfiA8AKGkqgYelB6vnI7q3LnIdxruOxwjHEWiVtNIyOoMcBZ8GhMflwYhrhHZpu1bPe6PiBmI8Y6i3UwVD7Ycioy5D18XQqsqWSjibO8OUZ4q2jjZWjnmt/BrGu45n5VhsK2spQ6hDKCa4T4BEJmH12Bm1GahqrcIs/1mIcIyAraktq8d/kEQmwYaLG5DVnIUzhWe6vD4nYA6O5x3XaBmAexlA9SWbNyE9+SbtG6TXpGNu4FwsD1sOAV/Q62igB5f08rXxxZ2GO9ostlISqQSjnUez9pBL1CHC7uTduFR6CX+W/im/nyd7TkZ8cbx8Pw6Hw8r5iP4Q8AX49OFPcbrwNH6/+zvGuI7RdZGIDlHwaWAiHCPw7pV3tdpDcKXsit4GAvrGx8YHd+p136jQptSaVIQ5hGGUyygkVibKt1e1VOGdK+/06bOaUZeBEPsQ+d/6lKQiV5iLANsAPBHwBH7M+ZG149a01uDDax9ipu9MAICfrR/y6vPkrwtFQnyd+jUr975QJMSe5D1478p7WDNyDZZ4LlHaALUxtQHDMN2u48aG2rZaDLUfihiPGLhaGMb6wcRwXS67jKO5R9V6UPJgcDrEeojOg8/0mnSEO4ZjitcUVo5X2lSKFb+twDTvadgweoNCsB1iF4KMugyUN5fDxcKFlfMR/WPENcKLI17EybyTuFlxk0ayDGIUfBqY7LpsnCo4he+yvtPK+WrbamFragsel6eV8w10RlwjSBmprouhVbn1uQgQBCDcMRy3q2/Lt//r+r9wLPeY2r1ZD6ZodzBzkC+3og/y6/PhZ+sHG1Mb8Lg81InqWDnu/vT9uF19G6fyTwEAxruNR0JZgvz1I9lH8HHSx/gh+we1jlvQUIDPbn2m0BA4kXcCe1P2wt3KHWGOYZjtOrvbXpuHvB7Cm3++qbGGxE95P2Fx8GLseWgPKloqsPHSRmq0EL0VZBfU7ykoliaWOp+ecfrOaczwmYEwhzCk1qT2+3jvJLyDlJoUXCm70iXY5nA4sDO1w+93f8col1H9PhfRX9Ym1oj2iMbOpJ00kmUQo+DTwMwJmIMXh7+IiuYKtEpaNXouoUiIt6+8jYnuEzV6HkOkTz11miaVSWHENYIx1xhS2b3AWywVw9HcEWNdxuIxv8fUOl5SZRJKm0vlAciDPYC61tbRBnNjcwDAw94P460/32IlWHK1cMXy0OXyRq0d305hvisHHCwOXox6kepzYCtaKrAhfgM+vf2pQkNghs8MRLlFYX7Q/F6P0ZnFWRMNibaONrRKWmFvZg8AYMDgfwX/w9Gco6yfixA2mBmZDfgpKPHF8agT1aFR3Ihgu2Bk1WX163jptemY6D6xx6B8rOtYfJn6JWxNNDuVgOjeg8PMyeBDwaeBEfAFeC7iOayJXIOtN7biy1TNZKprkbTgnYR3cLHkIv4s/ZP14xsyN0s3lLWU6boYWtEh61BYRNrJ3AkVLRU4mX8SC4IWYLrPdIikIrWO+WXalzh957Q82PGz9UN+fT6r5WZLfHE8LpVeYiUwE7YLsXbkWoVGbec8WrFUjNaOVrwx9g2MdR2LC0UXej1eSVMJvkn/Bv+Z+h+Mdx2v0BCob6/H4wGPq9SA7szirO5DBFWcyjuFx/z/Om6sfyyWDVsGE64J6+ciRN/o6iHlgfQD+LngZ5zIOwG+Eb9feSQ6ZB04mXcSS4Yu6TEov1p+FcJ2YbcZgYnhoBURCAWfBsrBzAEWxhbYlcR+prrDWYfxStwrmBc4j55e9YGyBZcNVecQ1E4T3CYgvjgexU3F8LP1Q6hDKNJq0lQ+XoukBb42vgqfOzu+nd4Mw5RIJQrr9HUGZmzdIw8m4oh0jkRiZSJ+LvgZj/o+CgCY4jUF18uvY0/ynm7rpbq1Gq9dfA3Lhy2Hq6UrIpwiFBoCefV58Bf4q1QmAV+AmX4z0Sxp7uNVKVfTWoMzhWdgbWKtcK51o9ahTlQn70UnRF80i5thaWzJyrHs+Hb9HrLflyzRMkaGEPuQLr/tfQ2ED6YfhBHXCA3tDT3uR71hhAweFHwasGfCnsEo51HyBCVsOXf3HBLKEpAjzKGnV33gb+uvV8NENSmlJgXhDuHyv72svXAs5xhkMhmEIqHavZYn8k5gcchivf3cFTYWYojNEPnfAr4Aw52G97us3aWmj3CKQHJVMgrqCxAgCJBvt+XbYm/K3m4fPO1L3YeUmhT8cucXAF0blkVNRfCyUn2h93CHcKTUpKi8vyp2Je/CzcqbSq9hitcUxBXHKX1fTWsNLctCdKKqtQpO5k6sHMvHxqdPSYeEIiG2Xt+KT299ilfjX8WOxB34MVf1xGe5wlyEOYYpfMd6W3ujqKlI7bIAwJ9lf+JgxsFeH4JTbxghgwcFnwZMwBfg1VGv4kbFDdaO2SppRYRTBD2h7AdjnrFeLCCuDRUtFV2yF453G48DGQdwIu/EvXmgKiZgEkvFqGqtgrule5fXGDAaH6KmrBfhwW2dmW7vZ2VihUZxY7/OnVGbgaH2Q7tsN+YaI1+Yj3Zpu0K5FgQtwGjn0d0OhbU1tcXq4avl97CViZVCz0TnPF1VDbEZgsKGQpX3V4WVsRXWjlyr9HtmuONwJFcld9neImnBktNLaFkWohMVrRVwtnBm5Vg+Nj6406h+8Plt+rc4mHkQHA4HH036CMuGLUNRQ5HKD2NuVt7EKGfFpD9hDmFIqVb/4VJlSyUmuE2g9gIhRAEFnwZumMMwZNRmsNYwT6lJwTjXcfSEsp+0ESzpiweHii4LXabQGOFwOJAxsl6P80vBL5jlO0vpa/Z8e9ayynbnnYR3ugQ1u5N3K2y723QXXtaKPYYelh4oberfgvHptekIdQhV+lqAXQAOZx9WKJeAL8DikMXdzi3ukHVgVcQq+T0cIAhArjC3z+XjcrhgwN7nWSqTgm/Ex4qwFUq/ZzgcDvxs/fDe1fcUGtUH0g9gqtdUPBf+HDV2idax2fPpbO6MypZKtd9nxDPCqohVWBi0UD5M/bWxr2HHzR349NanvQahtW21cDBzUNjmbe2Nu4131S5LQnkCHvZ+mNoLhBAFFHwOAlHuUX1KClTZUonNVzYr/FilVKcgzCGMzeINSs7mzqhsVb9hMZCUNJUgozajS2PnweFV3tbevfaa1bTW4FT+KXnW0wdpI+mQi7kLRjiNkGd3zq7LhoWxBca4jME072kA7gVNxlxjhfd5WHmgpLmkX+duFDcqzH283+LgxUp7Fia6T8Slkktd9pfIJF16NQMFgcitvxd8tkpawTfiq11GY64xxFKx2u9T5lb1LYxwGtHjPkKREEeyj+DzlM8B3FuX0MncCdOGTGNlqDMh6mIz+HzwoZ0qGIaBWCrG6uGrFT7/FsYWcLV0xWe3P+txREB3D0T7+nCpqFG94fuEkMGBgs9BYJzrOMQVx6k9D+r9q+/jx9wf8VPuT/Jtog5RnxqmRJGHlQf+k/wfg56XtuPmDvxZ+mevwx9D7UORVttz0qE9t/Z0O/8PuJdg61DmIY3VZ0N7A1wtXfHFtC/wbfq32HJ9C47lHMPayLX4V/S/cKbwTLfvdbd0R0mTesFnek069t7eq9L1dDdXim/Eh1gm7tKrnF6TjmH2wxS22fPtUdt2b63UOw134GfjB3WxsSRDp2vl1zDWdWyP+8wJmINXRr4CPo+Pc3fPYcv1LZjiOQVBgiBk12WzUg5C1CGWimHKM2XteG0dbWr9bidVJWGk00ilry0KXoRpXtMQYh/S7fvLRGXwsfFR+poJ10StrLed3zt9CaIJIYaNgs9BgMPhoKq1Sq15UA3tDfCy9sJs39nyRCZiqRjGPONe3klUkVGTgVP5pwbcvDRVsycyDAN7M3uV5vp4WXuhqLHnZBYWJhZYM3JNt8eKL47HheIL2PjnRtxtvKt0bubK31fiVuWtHs/TncTKREQ6R4JvxIebpRsOZR6Cs7kzuBwunMydIGNkuNt4V76+5/36smD8ruRd2HNrD37K/QmVLZVwMutbb0qEYwRuV9/uci0jnRUbqPc3EHPrc1XOdHs/thaj7+y9MeH1vJyKgC/A8rDlWDNyDU7kncCt6ls4lX8K5sbmaOto63c5CFEX24FWWXOZWr/bl0svI8o9SulrAr4A2yZtQ1xxXLfTHDKbMrvM9+zkaeWJj258pHIgnFmbqXSeOiGEqJ5Rggxoi0IWwdrUWuV5UIezDmN56HJYm1jjs9ufIdoj+t68M3vl886Iep4IfAJXy68OuHlpx3OPY2fSTgD35m52J6UmBWNc/xqO2pP71wFVRsbIYMI1wTNhz3S7z5yAOeBwOIjxiME7V97BjcobCmX8b+Z/kVCWAHOeOVwKXWBhYoElIUtUHpqZVZeFGI8YAMDC4IXgG/EV/u8WBi/Eaxdfw6LgRSodrzcBtgHwt/FHa0crUmtSEebYt6HuE9wmYF/qPoUhrC2SFliZWCndn2EYlDWXYbbfbLXPZW+mOO9WKBLiRN4JxPrHqjUENkeYgyC7IJX353A4eC/qPfm5CNEVtufxvz7mddS316v0uW6VtMKYZ9xjojAel4do92i8dvE1bBy7sct9WSOugaulq9L3ljaX4nD2YbhZuvX43d/pWsU1zA2c2+t+hJDBh3o+B4nRLqPhbumuUiOwoqUCxjxj2JvZy3/MWiWtSK5KxnCn4VooreET8AWIdIlkbU04bRnlPAr2fPteg5M/iv7AZM/JKh+Xx+VBIpUofU3ZMNEHdQ499bP1w5boLRjnOk6hweZo5oinhj6FTRM2QcAX4IuUL9TqdZYyf2V/VTbM1drEGlFuUUipTlHaM6Buj4iZkRk2jNmAQEEgvkn/BlfKrvRpSLEJzwQt4hZ8lfoVhCIhJFJJlzmpnVwtXFHeUg4ZI+v1gUBv8oR5ePLXJ/uUdfZS6SX5vFpVPfh/YmFsgWYxu+uOEqJtzhbOmD5kOoTtvd/7J/JOoFnc3Ov3RI4wB2cKz+Bw9mGF7QzTcxK8uYFzMdZlLGb4zFCp7M3i5m7nqRNCBjcKPgcJZUtadDeE8mDGQUikEvn2ad7TcL7oPJrFzd32mBD1hdiFILMuU9fFUEutqBYLghaguKm4232EIiEsTSy7DXKUcbNww7ab25Q2nC6XXcYE9wkqH8vJwgnD7IfB1tRWvq2qtQrrR62HgC/A/KD5GOMyRuVeMqFIqHCs7khkEnye8rnSYIsLLqQy1ZaUqRfVw8bUBgDwyJBHEGwXjF1Ju/o8RJvL5WJn0k4cyT6CtNo0DHNQHsgHCgL7lfEWuDcvbO0fa/Fr4a/4ZOoniHKLUqs3UigS4krplX4vRRQkCEK2kOZ9Eu3p6cFOf8QGxHZ772fXZePlCy9j6/WtuFR6Cd9mfNvr90Ssfyyej3gerZJWhe2lzaVw5ne/TIyAL8Arka8gubrrEkcPapG0KF2XmBBCAAo+B5UHEwZ8nvJ5l54JGSNDVl0Wdt/aLd8eIAhAVl0WeFye1stsyLpbq1CfFTQUYHHIYlwpu6L0daFIiH9e/idi3GPUOm5VaxW+z/q+S8OJYRiIOkRqN2R8bX3lC7R3Ps3v7H0U8AWY4TND5Z4xZeveKRPrH9vtHFcXCxeVsxtnC7MRbBcs//uF4S/0a528FaEr8HzE8yhrLsOPOT8iszZTaZDvZ+uH5Krkfj1gapY043zReVgaW8LHxgdD7YcqnQfbnf1p+3Gj8ka/50IH27OX/IgQVVS3VbOW6fZ+pjxTuFu4o6ChQL5NLBXjQPoB7EzaiT+K/4CjuSM+nPihSt8TAr4ALwx/AZ5WnvLEXDJGhkOZh1Ahquix53So/VBk1GYofa20qRTP//48diXtwofXPkR1W7VBJ9QjhPQdBZ+DyDCHYUivSZf/zePwEOkUqfBjlVmbiVm+s7r8iDmaOaKsuYx+TFhky7dFQ3uDrouhFlGHCDamNpDIJApJK4QiIXYl7sKGixsQXxKPy2WX1Tru3MC5mOA2AQ95P6SwvaChAH626mdejXaPxqXSe8uMFLUVyZNmyV/3iMbF0osqHSu7LhuBgsBe9+su6yzwf8utqJjx9sHz9XRcVXQ2Nt8a/xbEMrHCg6X7mRubI702vU/13Wl56HKF747pPtPx651fVX6/Cc8EqyNW93vuph3fjr6riFZVtlZqJPgEgMmek7Hx0kZsv7kd229ux3O/P4eRTiMVAk51vyceD3gcP+X9hIb2Bmy9sRUccHCi/ESPD344HA5czF1Q3lze5bV/3/g3LpddhoWRBYZYD1H6MJEQQgAKPgeV+zNfiqVi8I34iHKPUsgqea3iGqZ6T+3yIyZjZAMyO+tAwHaSCk3q7D0MdwhHSnUKgHufjVfjX8WXaV8i2C64T710Ar4Am8dv7rIuZXxJvDzRj7rHq2+vBwCkNqZinOs4hdedzJ1Q01aj0rFkjKzfvf4elqqv9dkobpQPu2WTMdcYb4x5o8f/HyOOEZIqk/ocuD3YAO4cyqvKZ5xhGIhlYqwavorW6CQDjiaDz9N3TiO9Nh12fDvY8e1ws/Imblbe7NeDKSOuEca7jsfz557HouBFeDb8WSzxXNLrd/cMnxk4fee0wjaJTAJXC1esi1yHJwKfwNzAuf0arUEIMWyU7XYQsTKxQrPk3lDDSyWXEOMRAx6Hh4SyBDzs/TAAoEncpDRJQGc2UfoxYZenlSeKm4rhZa3/C3Hf39M5wX0Cvkr9CsOdhuOr1K/wfPjzmOg+Ue3MpvdztXRFZUslpDIpeFweipqKcLH4Iub4z+nT8WxMbFAvqkeTpElpmcyMzNAqae1xWGh+fT7y6vMgFAn7FRA5mTuhskW1Ybea1NlY7Y6rhSv2pe6DlYmVShktVTHcaThuV9/uNVlZjjAHQQLVs9z2xohrdG8eHi0PRbSgqqUKE9xUn5uujs7f3ft/f9n4LS5oKEBaTRouFF3AstBlmO06u9fvOVu+Lapaq7AvZR/mBs6FgC/A2cKzmO0/WyExHFvfH4QQw0M9n4MMBxzIGBlu19xGuEO4whyOFkkLLIwtlL6vv0P/iHIjnEYMmHmf5S3lcLNwA3BvHpJEJsFPuT8h2C4Yo11Hs/L5iPaIxp+lf6K6tRobL21EYlVin3vboz2icb7ofLdJQMa5jsPV8qsA7j25/zr16y4JuPbe3os/iv/od48/j8uDDMrX1rufppKWqOqlkS+x3mMx3HE4diTu6LU3Na44DlM8p7B2Xn9bf+TV57F2PGKYGIbBp7c+xc7Enf0aqt0kaYKVsWYS8t3/+8vmb3FP89R7YmFsgU+SP8Hx3ONgGAaZtZm9ZiQnhJBOFHwOMkNshiC5KhkCUwE4HI58SQUZI8P18usY7TJaxyUcXLytvXG38a6ui6GSgvoC+Nr6yv8OEYTgYslFhDqwt/brKOdROFN4Buvj1+OtsW/1KxDytfHFzwU/I8QqROnroQ6hSKtJg0QqwY6bO3Cp9FKXBFwOZg54ZeQrWuvxz2/IV6hjbdPEQ6afC35GclUy/n3j393uwzAM2jra1EpO1BtXC1d8mfolzf0k3WIYBl+kfIFaUS2+SvsKh7MO9/6mHqi7pJKu9fV+Xzp0KZYNW4bKlkpcLb+KMa5jNFRCQoghouBzkBnpNBJbb2zF9CHT5dtC7O8t+ZFWm0ZPL7VsIDVWChoK4GvzV2BU2lKKc0XnWJ0HzOFw4GDmgOSqZCSUJ/QrEOJwOJjoPhE5zTlKAxAuhwtRhwgrzq7ALL9Z+Of4fyLGI0YeaLZ1tMHG1AbLw5Zrrcc/uy6b1aGn+qCzd8Web4+q1iql+6TUpCDMMYzV814rv4azd8/SPHWilFAkxOrzqxFiH4IXh7+I1cNXo6y5TCEjPFFOwBdg3ah1mOY9DVuub6F2AyFELRR8DjJ8Hh8mXBPwjfjybeNdxyOhLAEyRgYjLk0D1jZjrjE+vfWpWj003a3RqklN4iaFZTj6OmSrNw9mTO0PLoeL70u6z7rIgEFyVTKulV+Dr40vAmwD5IHmldIriHKL6ncZOlkYWfS6vEtJcwk8rDxYO6c+6OxdeWH4C/g67WulyYfOFp7Fnfo7rH6e5wTMwViXsTRPnSi1I3EH/iz9E/n1+RDwBVgVsQpLhi7Bit9WIK0mTdfFGxDSatNQ0FCAU/mndF0UQsgA0udI4/r161izZg0+/PBDTJlyb55OVlYWNm/eDAAICgrCO++8w0ohCXtO5p/ErepbOJF3Qp4QwNLEEncb7yLCMULHpRucWjpacCD9AMyMzFRO0vBT7k/4OOljALpL7NBb8hp9OG6sfyyqqqq6DUBWhq+Ek7mT/HUPKw8UNxXD08oT6bXpmOLF3hxEW1NbvHX5LUxwm4AmcROy6rIwwW0CihqL8OSwJyHgC8AwjHwovKExNzZHtHs01sWtw9vj35YH+Xcb76KwsRDflnwLHpfH2v+9gC/AeLfxCtm87ycUCXEo8xAWBy+GnZkdK+ckA4e5kXmXIfVXyq7gdvVtfH77c3haeaJF0oIwxzAIRUI0tDdgRdgK+edWKBLiRN4JxPrHwtbUVleXoVPKEiERQkhv+hR8FhUVYf/+/Rg5cqTC9g8++AAbN25EeHg41q9fj/j4eEyaNImVghJ2dPdjEeoQKl/Hk5IKadeK0BXIqMlQ+D8RioT4Put7LApepPT/I9I5EgK+AI/6PqqVMg6k5WDuJ+ALeszg+GCgO9VrKv6X/z8sDl4MLofLaiBY1VaF80Xn4WnlCVOeKc4UnkFZcxlSalJwq/oWXol8Bbeqbhn0PZgjzMG5onNwtXTFhtEbwDAMDmcdxqZxm/DLnV9Yb8SGO4YjtabrUjsAcDjrMD5P+RyJlYkY5zoOMkaGhcELDbbuyV9aJC2w49thedhyhe33/z4eyT6Cg5kHYWVqBTMjMxzIOIBsYTbeHPsmvs34Fvn1+UiqSkJxUzFeHPEiBKaD73OjqQeQhBDD1qfg09HREbt378abb74p3yYWi1FaWorw8HAAwJQpU5CQkEDBp57p7seiVdLK+hILRDUCvgDj3MYpZDn99NanOJx9uNve0Ky6LKyOWI3KFs2tLXe/6rZqrZxH1+z4dhCKhLhRcYP15FvzAufBmGssb+BaGFtgsudkxBXH4W9D/oYPr3+IaxXXFEYlGJpY/1jIGBmKGovQ1tGGiyUXMdlzMpwsnDRyzcPsh+G7rO+UBp88Dg/Phj2LpUOX4mDGQexL3Qe+EV/ndS8UCfFOwjtYFbEKQXaGNf9XX1wouoCHvB7qsv3+38f5QfNhwjOR36/mRuaY5DkJ/7r+L1wpu4Lnwp/DJI9JsOHb4IOrH4DP4xv0gyNCCGFLn4JPMzOzLtuEQiGsrf9aH9Le3h7V1dVK35+ZmdmX02qFSCTS6/JpylDZUCzxXIKhsqGsX/9grVN1eIo9cfj6YUTZR0EkEkFYL8R4u/GwaLZQWncZJRmY6TITZ1LPwMhV8/N0UxpSYMQxGpD/j+p+/njNPBxMPogXfF9AZj271zuONw4Vdyrk/xaViTCONw7CYiH+7vB3uMNdI/dgf7F5D08wmoBgy2C89ftbKGkrwTr/dazX8/1KKkqQaaR4fBkjw93Ku1jiuQQVdyow1mgsrlhd0Vrd91Sf3xd/j/Pl5yFsEMKF7wI+j48ZzjNgbfzX72u9uB4Xay9issNkhe36olHSiLiaOI2Xr6+fy2vF1+Av9kdmRc/vffB+bS9rx3Ln5fDl+WI0bzSsjayBDiBLmoXDdw/DWmKN2a6z+3Qt+oB+q9lF9dl/VIfs04c67bXVevToURw9elRh20svvYTo6Oge39fTML2QEOVLH+iDzMxMvS6fJo3FWI0cdzDXqaqCmWDsStqFkJAQxN+KxwjvEZgfOB97bu3B/JD5CvvKGBkcRA4YHTYaCUkJWqnbpMwkTPOZBjv+wJsbp+7nj+/Gx40rN+Du6671XgxN3YP9pYl7+ELrBZytOosMbgaWhWiut9Gx3RFBwUEKQ6gvlVzC7LDZCHH965pm8GYgwC9AK5/xnurTQ+yBlY4rsSRkCY5kH8HuW7vh7eKN5SH3hoi2Slqx9uRalLWUwcnJSaN111d7b+/Ff4v/i7yOPEz3mY6a1hrMD5rP+v3Ul89lTVsNAmQB/fo8P3ifrvZZDbc8N8T6xw7onk/6rWYX1Wf/UR2yT5t1mpiYqHR7r8HnvHnzMG/evF5PYGdnh/r6evnflZWVcHIy/GF6hLCBw+HAlGeKto42xNfEY13MOhjzjGFjaoOatho4mDnI982qy5Ivx8HhcCCVScHj8lgpR54wD99nfX9vDtN9jaiy5jKczDs54BtXqogrjkNyVbJBD3/VBy+OeBEeVh4aT1biZ+OH/Pp8BAgC5NuuV1zHush1CvuNcxuHq2VXMcN3hkbL05vWjlasjVwL4N7QzxpRDUyNTOWv70/fjzn+c9AkadLfRC8M8GzYs1gUvAj70/bjYOZB8Lg8PBP2jK5Lht/v/o7/N+T/sXpMmvtICCGqYy2bhrGxMXx9fXHz5k0AwNmzZ3vtHSWE/GWC+wScLTwLDjiwNLEEADzm/1iXZUJuVNzAGJd7i3oHCgKRV5+n8jnuNNzBzsSd3S5psT1xO47kHOlyzqy6LOxI3DEo1kzU1BIyRFFfF7hX13Cn4bhVfUv+d3FTMTwsPbqssRtgG6DWvaQJpc2lcLVwlf8t4Avw5tg3USeqQ52oDkmVSfC08sQTgU/A3VL7PfOqaJe2QyQV4eWRL8PR3BHPhj+L5cOWo7atVueJy4QiIX4v/B2mPNPedyaEEKIRfQo+4+LisHTpUly6dAk7duzA8uX3hgNt3LgRO3bswMKFC+Hl5YUJEyawWlhCDFmYQxj2p+2HRCaRB4d2fDvUttXiy5Qv5dsa2htgy7+X2j/SmMpmkgAAGetJREFUORI3K2+qfI7tN7fjq7Sv8MalN1DWVKawVqhEKsEQ6yEY5zpOIYtucVMxJnlMGjQBmbaCIqIdLhYuqGi5N29PxsjwderXELYLuzyA6QxGdRkgnbt7Dg95d02E89Swp7A7eTd2Ju3ERLeJcDR3RE1bjQ5K2Luf83/GLL9Z8r8FfAFeGfUKpnlPw76UfVpfn/h+OxJ34EbljUHxEI0QQvRVnzKVTJ48GZMnT+6y3d/fH999911/y0TIoMTlcDHJcxK+TvsaPnk+8mFcxlxj7EreBQ6HgyeHPgkj7l+3rYOZA2rbalU+h5eVF9ZFrkOUWxQ2XNqA29W3AdxbK/R88Xk86vsoGsWNuNt4V57dNq44DjN8ZygM/SVkoGEYBruTd8PMyAx7bu2BKc+0y1BJX1tfFDQUwM/WTydlrBPVKb3PrE2sIWNkSK5Kxsn8k1gWugwcDgcyRqZX68JKZVIUNhbiicAnurw20nkkvkj5ApfLLgPQ/vrErZJWmHBNBs1DNEII0VeaT5NJCFHZ08OehrhBrNA46myklTSV4EblDYQ5hCm8h8PhgGGYLsMIH9QqaVWYm7R90nasj1+Pmb4zAQDpNemYPmQ6xFIxvkz9Ur7USG1bLQWeZEDj8/h46sxTWDV8FYIFwXA0d1QagIxzHYffCn/TSfBZ1FgETyvPbl9fM3INvK295eX2t/XvMpdV107mn4SoQ9TtkiN/D/l7t3Wvad9mfIuV4SvhbOGs9XMTQgj5i/48MiWEQMAXYLbrbIWGm4AvwLpR67Bq+CrsS9mHjNoMhWFrTuZO2H5ze69D2a6WX8VY17+yNDpbOOO9qPdwMv8kcoW58ga3Cc8EEpkEwL3AcyBmuCXkfi2SFiRXJSOrNqvHYdXqjiRg0y8Fv6Cqtarb+/jBco9yHoUbFTe0WUSl0mrSsPL3ldh2YxvOF53H4ezD3Q5rHes6VidzVa+WX0VWXRZMeCZaPS8hhJCuKPgkZIBwMndCjEcMdt/ardC4q2qtwoGMA73OY0qvTccw+2EK23xsfGBpbIlX41/FOJdx8u1eVl4obChEXHEcpnhOYfdCCNGyp4Y9pfJwyw5ZB/al7NP6vMTEykR8dvszlecj6su8z48TP0ZCWQIczBzwftT7Pdbz/Q+2tOmL21/gfNF5mutJCCF6gIbdEjKAdDbq7m/cLQlZgqTKJMz2635xc4ZhwDCM0iVZ2jraUNBQgF8Lf5UPyY32iMaZO2dQK6rFE9Zd528RMpCosxQGl8PFJ8mfgAMOngnX3tIgQXZBiHKPUmtIam/zPi8UXcCB9AOY7Tcbs/xmsd7z1yHrQLBdMCa6T5Qvw9RbPRtzjSGWirXaCznUYSiiPaJprichhOgBCj4JGUCUNe4EfAGei3gOmXWZmOg+Uen78urzup3HpiygdTBzQElzCez59iyVnJCB4alhT4EDDoqbitHW0QYzIzONn7NZ3AwHMwe1k/B0Lg8TKAjEzYqbOJZzDJM9J8OIa4SDGQdhb2aPpKokhNiHYFfSLtSL6vHq6FdZG/aaWJmIKPcoTHBTPbP9MPthSK9NxwinET3uJxQJcSLvRL/XFmYYBmZGZrQOJyGE6AkKPgkxAGNdxmJH4o5ug8/LpZe7ferfXW+FlYkV6kR13SYPIcQQCfgCrIlcg6rWKmy5tgXe1t6YEzBHo/dAbn1unxIHBQgC8NrF1zDCaQTq2+txpvAMrEysIJFJkFSVhFURqxDmEIZY/1icyDuBbzO+hY+tD54JY6dH93rFdTwf8bxa74lwisCPOT/2GHzWi+qx+vxqpNWk4W7jXXmipb78H9SKaN46IYToEwo+CTEAHA4HXtb35mkOsRmi8JpQJMSl0kt4zP8xtY5pxjPD3sy9cDJ3ol4DMug4mTvBzNgMHyd9DA6Ho9F7ILsuGw95dV3fszcXSy4iW5iNR30fxerhqzHUfqj8IdODAVusfyyqW6thbmTOSpmlMikYhoEx11it91mbWKNJ3NTt66IOEXbf2o1tMdtw5s4ZpNemY0fiDiSUJWBu4FwUNxXj8YDHVQ5ES5pKeswiTAghRLso4RAhBuJRn0fxy51fFLZJZVK8ffltXK+4rnayjTkBc2hNPDKoPRf+HMa5jkOMR4x8m1AkxP60/awmJKpuq+7Tckax/rHye/T+bLjKMvoK+AJsGLMB5S3l6JB1dDmWuteVVJWEkc4j1S4zcG9erYyRddle01qDlb+vxPzA+fCw8sAz4c/g7fFvY13kOrwX9R7+KP4DO5N2qvVdVtxUDA9Ljz6VkxBCCPso+CTEQJgbm0MsFWN93HpcKLqAy6WX8fSZp/FEwBN9CiJ7WpKCkMFAwBfg48kf42T+SQD3lh5aH7ceOxJ3sJo5lQNOr+v0dlc+de/R6T7TcabwTJft32V9p9Z1XSu/hrEuY3vfUQk/Wz8U1Bd02b45YTOSq5JxueyyfFvnNTpbOOMfo/6BMS5j1PouK2sug7ule5/KSQghhH007JYQA2JtYo2zd8/C2sQabdI23Kq+hTuNd2jYLCF9ZGliCR9rHzz969MIdQzFO1Hv4KMbHyFQEMjK8aUyabfZajVhmP0w/JTzEypbKhWGr5pwTTDMfphKgV1tWy2Sq5LRLGmGgKf+w6kRTiNwseQi/AX+8m1VrVUIEAQg0jmy2zLYmdkhwjFCrWC7g+mAMU+9ocGEEEI0h4JPQgzI4wGPg8vhyhtvQYIgGjZLSD8JRUIkViVikuckeFp5YueUndh2cxtCHUJhY2rTr2MXNRVpfU4il8vFzqSd4HK4WBa6DAzDoFHciOlDpvcaCLdIWvBK3CtIrkrGibwTfXqwZcozxc8FP+Nhr4dhZ3YvGdD3Wd9jRegKWJpY9vheW1NbSoJGCCEDGAWfhBiQBzPXUo8nIf03J2AOOByO/EEOh8PB8xHP4+ObH8PL2qtfy4FkC7MRZBfEZnF7tSpiFXLqcvCo76MAgPTadIQ6hMLJ3Akp1SmI9oiW7/tL/i/47e5vmOk7E7erb6NZ3IzNEzYjvji+zw+2TuSdQHJVMtbHr8cXj3yBPGEePCw9eg08gXu9pslVyZjqNbVP5yaEEKJbFHwSQgghPVC2HJG1iTWEIiGO5R4D0PcHPXca7vQp021/CPgCvDH2DVwuvYw5AXNwoegCno94HgwY7E/brxB8Hs87jusV11HZUomMugysHbkWvja+8LXx7fP5O4PW0c6j8X7C+yhoKMCOyTtUem+wfTAupVxSKfhs62iDKc+0z+UkhBDCPgo+CSGEkD5YHLIYZsZm/RraLpVJ1V6uhA1BdkH4peAXNLQ3gMflwYRnAgAQS8XyfcqayxDtHo2J7hMx2XMy4orjWBnGf38wH18aj+N5x/Fzwc8qBfDGXGOl2XqVKWkqgYcVZbolhBB9QsEnIYQQ0gcjnUfiZuXNATv/cE7AHLx04SWE2ofK51HyuDx0yDpgxDXCH8V/YIbvDDiZOwEAfGx8WC/D4uDFMDcyVyuo5Rvx0dbR1ut+JU0l8LSkNT4JIUSf0FIrhBBCSB8YcY0gZaR9fn9hQyGy6rJYXTNUHT42PnC3dMfBzIPyJVYCBYHIFeYCAGraauSBp6b0ZbmYMIcwpFan9rpfcVMx9XwSQoieoeCTEEII6SNjrrHCUFV1fJP+DeJL4lldM1RdG0ZvUFgHOMIxAreqb6FOVAdbU1udlasnEY4RuF19u9f9miRN/c5GTAghhF0UfBJCCCF9NNR+KDJqM/r0XgFfgJdHvKzT5ZAe7Hl0MndCdWs14ovjMdlzss7K1RNzY3OVht0SQgjRPxR8EkIIIX0U7hCOlOqUPr2XAw6eDX9WL+eMFjUVwdvaW9fF6JZYJsaJshM6G7JMCCGkbyj4JIQQQvrIlm+L+vZ6td/XLm2XZ5jVNxbGFkivTdfrwE4oEuK7ku+6HbIslUnBpSYOIYToHfpmJoQQQvqJYRi19k+rSUOYQ5iGStM/LZIWJJQl6HQuam9Whq/ESJuR3Q5Zrmqt0niyJEIIIeqj4JMQQgjpB1dLV1S0VAC41yP3derXvfYaJlclY7jTcG0UT21Lhy5VSEKkj7ytveFt7t3tkOXMukyk1aTpde8tIYQMRrTOJyGEENIPndlXzY3NsS5uHW5W3sT1iutYO3ItEsoTEOsf2yVIapW0wsLYQkcl7llnEiJ9x+VwIZVJwePyurx2LOcYLpVegpe114C4FkIIGSwo+CSEEEL6wc7UDhtub0BSZRI2T9iMC0UXMNVrKrbd2Ib4knhIGSmeCXtGvn+HrAPGXGMdltgwDDEfgixhFobZD1PYXtJUgqH2QzHaZbRe994SQshgRMEnIYQQ0g//K/gf8hvy8Zj/Y/C29pb3tL0X9R72p+1HUUMRMmszcbX8KmL9Y1HQWoChLkN1XOqBL8QqBIkViQrBJ8MwOJR5CGsj18KUZ6rD0hFCCFGGgk9CCCGkHzp71x7sZRPwBVg3ah3EUjFWn1uNaxXXAABVTVVYFbFK6+U0NNbG1qhvU8w0/Fvhb5jqNZUCT0II0VOUcIgQQgjph845kt0lvzHhmWDbpG14xPsRgAFapa2wNrHWcikNE4fDgVQmBQDk1+fjaM5R+Nv667hUhBBCukPBJyGEEKJhAr4A2ydvxxCbIShqLaIsrCwJEgQhR5gDoUiITVc24XrFdb1eIoYQQgY7GnZLCCGEaElhYyFu1t/EibwTlIWVBZHOkTiSfQS1olr8O/rfOHv3LCUZIoQQPUbBJyGEEKIlsf6xqKqqogCJJVwOF5fLLuPD6A/hbuVOAT0hhOi5Pg277ejowGuvvYZFixZh/vz5uHnzJgAgKysLCxcuxMKFC7Fp0yZWC0oIIYQMdAK+ALNdZ3c7P5So50TeCdyuvo3zd8/ruiiEEEJU0Kfg8+TJkzAzM8P333+PDz74AFu2bAEAfPDBB9i4cSMOHz6M5uZmxMfHs1pYQgghhJBOsf6xWBe5jnqSCSFkgOhT8Dl79my88cYbAAA7OzvU19dDLBajtLQU4eHhAIApU6YgISGBvZISQgghhNynt0zDhBBC9Euf5nwaGxvL/33gwAHMnDkTQqEQ1tZ/pY63t7dHdXV1/0tICCGEEEIIIWTA6zX4PHr0KI4ePaqw7aWXXkJ0dDQOHTqE9PR07N27F3V1dQr7MAzT7TEzMzP7WFzNE4lEel2+gYjqVD1UX+yi+uw/qkN2UX2yg+qRXVSf7KL67D+qQ/bpQ532GnzOmzcP8+bN67L96NGjuHDhAj799FMYGxvLh992qqyshJOTk9JjhoSE9KPImpWZmanX5RuIqE7VQ/XFLqrP/qM6ZBfVJzuoHtlF9ckuqs/+ozpknzbrNDExUen2Ps35LC4uxuHDh7F7926YmpoCuDcU19fXV5759uzZs4iOju5jcQkhhBBCCCGEGJI+zfk8evQo6uvrsXLlSvm2r776Chs3bsTbb78NmUyGiIgITJgwgbWCEkIIIYQQQggZuDhMT5MzNaC7LlhCCCGEEEIIIYYhMjKyyzatB5+EEEIIIYQQQgafPs35JIQQQgghhBBC1EHBJyGEEEIIIYQQjetTwiF9tXXrViQmJqKjowPPPfccwsLCsGHDBkilUjg6OmLbtm0wMTFBQ0MD1q1bBwsLC3zyyScAgM8++wxXrlwBAMhkMtTU1OC3335TOH5TUxPWr1+PpqYmmJubY/v27bC1tUV7ezvefvtt5Obm4vjx41q/bk3SVZ1evXoVO3bsAJfLhY+PDz744ANwufr/rERX9XXkyBEcO3YMXC4XwcHB2LRpEzgcjtavn226qs9O27dvx61bt3Dw4EHtXTTLdFWHU6dOhYuLC3g8HgDgo48+grOzs3YvXgN0VZ/l5eVYt24dJBIJhg4dinfffVfr184mXdRje3s7Xn31Vfk+xcXFWL9+PWbNmqW9C9cQXX0uDx06hFOnToHL5SI0NBRvvvmm1q9dE3RVn+fOncNnn30GExMTPProo1iyZInWr51Nmq5HAPj111+xceNG/PDDDwgMDAQAXLlyBTt27ACPx0NMTAxeeOEF7V20BumqPlmPcxgDkZCQwDzzzDMMwzBMXV0dM2nSJOb1119nTp8+zTAMw2zfvp05dOgQwzAMs2bNGmbPnj3MSy+9pPRYx48fZ/bt29dl+3/+8x/59sOHDzNbt25lGIZh3n33XWb//v3MnDlzWL8uXdJlnU6bNo0pLy9nGIZhXnrpJSYuLo7di9MAXdVXa2sr8+STTzJisZhhGIZZunQpk5iYyPr1aZsuP38MwzC5ubnMggULmCVLlrB6XdqkyzqcMmUK09zczPo16ZIu6/Pll19mzp49yzAMw2zevJkpLS1l9+K0SNf3NsMwjEQiYRYuXGgQn1Fd1WdTUxMzZcoURiKRMAzDMMuWLWOSk5NZvz5t01V9SqVSJiYmhqmtrWWkUimzfPlyeTtoINJGPV67do15/fXXmQULFjDZ2dny7X/729+YsrIyRiqVMosWLWJyc3PZvjyt02V9sh3nGEzw2dHRwbS0tMj/PWbMGGbKlClMe3s7wzAMk5SUxLz44osMwzBMU1MTc/XqVaX/KRKJhJk3bx7T1tbW5bXFixczhYWFDMMwTGVlpfw/oampiSkuLja44FPXddpp06ZNzE8//cTuxWmALuurU2trKzNnzhymqKiI1WvTBV3X54oVK5irV68O6OBTl3VoiMGnrupTKpUyUVFRTEdHh6YuTat0fW8zDMMcOXKE2b9/P5uXpTO6qk+RSMQ88sgjTENDgzyYLygo0NRlao2u6rOmpoaZOXOmfJ8vvviC+fHHH1m/Pm3RRj12thWXLFkiD5aKioqYhQsXyvfZu3cv8+2337J7cTqgq/rs3M5mnKP/4xhVxOPxYG5uDgA4duwYYmJi0NbWBhMTEwCAvb09qqurAQCWlpbdHufs2bOYOHEi+Hx+l9dqampgZ2cnP15VVVWvxxvI9KFOq6qqcPnyZUyaNIm9C9MQXdYXAHzxxReYNm0apk+fDk9PT9auS1d0WZ/Hjx/HmDFj4O7uzuo1aZuuP5ObNm3CokWL8NFHH4ExgMTquqrPuro6WFhY4F//+hcWLVqE7du3s31pWqXrzyVwb73yuXPnsnI9uqar+jQ1NcULL7yAhx9+GFOmTEFERAR8fHzYvjyt01V92tnZoaWlBYWFhZBIJLh27RpqamrYvjyt0UY9KntfdXW1vG4BwM7OTn6egUxX9dnb8frCYILPTufOncOxY8fw9ttvK2xXteHz448/4vHHH+91P0NoSKlKV3VaW1uL559/Hps2bYJAIFC9wDqmq/pauXIlzp07h0uXLhnUerrars/6+nocP34cy5YtU7+wekoXn8mXX34Zb7zxBg4ePIjc3Fylc0sGKm3XJ8MwqKysxJNPPon//ve/yMjIQFxcnNrl1je6+q5MTk6Gr6+vwT041nZ9Njc34/PPP8eZM2dw/vx53L59G1lZWeoXXE9puz45HA62bNmCjRs34sUXX4SHh4f6hdZD2qrHwcIQ6tOggs9Lly5h79692LdvH6ysrGBubg6RSAQAqKyshJOTU4/vb21tRUVFhfyGLy4uxtKlS7F06VKkpaXByclJ/lRBleMZAl3VaXNzM5599lmsXbsWEydO1OAVsksX9VVfX48bN24AAPh8PmJiYpCUlKTBq9QeXdTn1atXUVdXh7///e948cUXkZ6ejg8//FCzF6pBurqHY2NjYW9vDyMjI8TExCAnJ0eDV6k9uqhPgUAANzc3eHl5gcfjYfz48cjNzdXshWqYLn+v4+LiMH78eA1dmW7ooj7z8/Ph6ekJOzs7mJiYYNSoUUhLS9PshWqJrj6fY8aMwXfffYfPP/8cVlZWA370jabrURknJyeFHmNDaq/roj41wWCCz6amJmzduhWff/65PFvlhAkT5E/bz549i+jo6B6PkZWVBV9fX/nfnp6eOHjwIA4ePIjQ0FBERUXhzJkzKh9voNNlnW7ZsgVPPfUUYmJiNHFpGqGr+uro6MDrr7+OlpYWAEBqaqpBDH3SVX1Onz4dp0+fxpEjR7B7924MGzYMGzdu1NBVapau6rCpqQkrVqyAWCwGANy4cQMBAQGauESt0lV9GhkZwdPTE4WFhQCA9PT0AX2P6/r3OjU1FcHBwWxfls7oqj7d3d2Rn58vb/ympaVhyJAhGrhC7dLl5/OZZ55BbW0tWltb8ccffwzohyTaqEdlPDw80NzcjJKSEnR0dOCPP/5AVFQUS1elO7qqT00wmKVWTp8+DaFQiLVr18q3bdmyBW+99RZ++OEHuLm5ITY2FlKpFE8//TQaGxtRWVmJpUuXYvXq1Rg/fnyXceIPWrp0Kf7xj39g8eLFsLa2xrZt2wDcG15WUVGBO3fuYOnSpZg/f75BpG7XVZ22tbXhxIkTuHv3Lo4dOwYAmDlzJhYsWKDxa+4PXdWXlZUVXnjhBTz55JMwMjJCUFAQHnroIW1cskbp8p42FLr8TMbExGDBggUwNTXF0KFDMX36dG1cskbp8jO5ceNGvP7662AYBoGBgZg6darGr1dTdH1vV1dXw97eXqPXqE26vM9XrFiBJ598EjweDyNGjMCoUaO0cckapcvP5/z587F8+XJwOBysXLmyx2PoO23U49GjR3Hq1ClkZmbijTfegJ+fH7Zu3YrNmzdj/fr1AIAZM2YM6Id1nXRZn2zHORxmME1eJIQQQgghhBCiEwYz7JYQQgghhBBCiP6i4JMQQgghhBBCiMZR8EkIIYQQQgghROMo+CSEEEIIIYQQonEUfBJCCCGEEEII0TgKPgkhhBBCCCGEaBwFn4QQQgghhBBCNI6CT0IIIYQQQgghGvf/AfIM+2kcWuHMAAAAAElFTkSuQmCC\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "df = pd.concat([s.rename('A'), (s**2/10).rename(\"B\"), (-s*2).rename(\"C\")], axis=1)\n", "plot(df);" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot(df, curve_group='all');" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot(df, curve_group=[[\"A\", \"B\"], [\"B\", \"C\"], \"C\"]);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Multiple Series, single anomaly" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "anomaly = detector.PcaAD(k=1, c=1).fit_detect(df)\n", "plot(df, anomaly);" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot(df, anomaly, anomaly_tag=\"marker\");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Multiple Series, respective anomaly" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "anomaly = detector.ThresholdAD(low=-10, high=15).detect(df)\n", "plot(df, anomaly);" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot(df, anomaly, anomaly_tag=\"marker\");" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot(df, anomaly, curve_group=\"all\", anomaly_tag=\"marker\");" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "image/png": 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zDELIeV/X9GJVkRRRfA505x67qSQFAg6bsb05o3kcGG3Bjx4CrmDy/QY5rpuZFtD03w+PtuOmpdnAGdWIv91SmoooLieg82KxWBBw2DDZHAh20nFlqwaLciRAu87j8WsLk+CEE106C7p1ZqQAsNod2HayG58caIKVzcLxvkF81qgIOOiP53MwYKZtzQghJNJEZPDJlUhglcsZLW801157rfv/r7jiCjz44IMjjjlw4ID7/1988cXAX5vL9bq+89lnnw24DEL8+a62DxeXJAN9I0ciNs/OgHCowRzgNLlWpR4vV7biv1bkh2UfQkLCqa5Xi7cPtOBvty70eNzXVNRweORfp/DNWTkajRY8uCAL/2mQ48qCOHxzVo7rF2VBMmwN54DRCovNAWmMADovZQV7XivT43Ggux8XJwQ3c6euV4vLZ6XCeEHwKRby8JNZGbDYHXjySAv6Bk0o6tPA5nCgQqnDvXMycEmmOKign8ViBVU3QgghEyMig89I2JOTkMnkaKsaj20shb5v5FYIc6UxyI4VBjVN7o/f1KO8U4PSIEYaCJkKuvqN+K/PTqOqvR+fVnZg85qCcX29KC4bBpsdgafScckWR+PXM9JRkhaLRw40ubZ+6e1Hq8qAmu4BvHLDfLDZLHT3G/GHr+uQlhAFtd4Cvv+i/ZojjcGfT3QEHXw6AXDYvoNCPoeNzFgBPmtSYNXCDGxalIWkQRuuK02lTjBCCJkiIjL4JIQErrFPh3ypyGdPP4vFApvFgs3hhLcjegaM2HayG5uGjZYkivhYmxKHNZkJ41hzQiJLdYcGT5fL8D8/mIV99UpsWpQ17q9ZlBCNRq0JyUE8x+5wQiTg4M7iFHDiBJidGIOtNT248vIifHtWjtLUWPz236fRrNRjdaEUmeJovLKrAbECLm4RRI25ziwWC1w2CxZ74FOGdWYbovj+12veWJwCrtXh/j66syhlxBrVgOsJwDGBW9kQQgjxj7ZaIWSS+/hYB5Q6C9R631s2zEuKwUnF4IjHrXYHbn2rAs/tqMWnlR0AAJvdgRghFw/PycQJhbdJeoRMTc9sl6GyTYN99UpsXlPgMXV1vJSIo1GnNQb1nLPdWsxIj3f/Wyzk4c6iFBQkxWDzmgKsKUlGbqIIFc1qcDls/GhFLh7bWMpoMD1HGoOnqjtG/d4Z7mR7PxZki/0eN3QuTFx7EY+Dv5ztCbiOhBBCxh8Fn4RMEt+elePhrdUjGlI13QN4+es6d/DozZLUOByVa0c8/sbeJrzwwzlYli9xN0yPt/djQY4Y2SIBOgPY/J2QSFbfq8Xf9jT5DUD0ZhsW50kYD9L8EXJY2NGpCSpAqmhRYWne6LkMNi3Kcp+LRMRnPJhu6Dfg3+1q/OKD43jnYAte2VU/6jlUd/Zj7gTPpBi02vFmg3zU70ZCCCETi4JPQiaBr2t68eHRdnxS2enRkOruN2JNcZLfBnMUlwPzBVk199UrkCWJxqJcCVYVJbmn5B5uUmF5visrbjSPA73Vzvj5EDJRHv9PDV74qhafHBs9AKloUeHikuQJG/Ec8nmTEkeVOnzsp37D9RusEPup43gEnMP9sDAZv56Zjldvmo/ufhP+9E3DqEGe0WIPaNotk24rTcWl6fGYmU6bTBFCSKSg4JOQCKHSmfHpac8RELXegvs+OI6ufiNe2jQXKwoScd3CTPffj7WqcUlpYA3mpCg+5EZX2ZWtary2pxGrilzZI69dkIHPTnQBAMw2O4Tn9tJblZ6AfV39jJ4nIRNpVno87rwoD0qdGc5R1v+d7BjA3KyJX+N8bWESrs2WIC/J+36Uar0Fz38pc38v2B1OjJKzZ8IMTY9NjBHgnrUFWFUkxWUzU70e26c14WRH/4RPfxULefjD4jx8c1YOWxDrUwkhhIwfCj4BVFRUeOzDOeSZZ55BR4fvntxLLrkEer0+5Nd94403sGzZMthstBcZAf5nuwz/OK7xGD3456FWlJ/qgcXmgETExw2Ls6Aa1oBr7NOhMDmwPJlzpDF48mQHnt0uw9/3NeNIs9r9WmnxUejTmtCm0iNLcr4RXCaJhkwd+meckHBS6y1ISxDid9+bgbUlSbjz3WM+AyC7wwEeZ+J/EsVCHh6fl40znSOnxQPAK9/W4/V9zfjbnkYAI9d7RgKJiI+XrpuLb8563yLtoU+rcaBRGZbpr2wWCzcvzcHf9zXjjb3+p18TQggZX4xmu62oqMD999+PoqIiAEBxcTEef/zxoMsxnFbCweAPBFvER/RsadDP++1vf8tYHbwpLy9HQkICDh06hNWrV4/ra5HIFx/Fw+wUIX4wP8P9GJsF/OKSQveU2uUFifjyVA+KU2LdxwS6n90xuRb75FrMn5WM5384BwtzOjym6q4uTsKTX5zFsz+Y7VG2zeHAW/W9uH22dEKnIxIyVifaNViQ40pyU9OtxXd1CvzzUCseuLTY47ieASNS44ThqCIAgMdmwQknbHYHuMMCYJvdAZPVjocvK0GbSg+Hw4mKFhV+uCBzlNLCIzVeiH6jBSbr+ZkTAPBpZQeuW5SJiwqlE7qWdriS1Fg8+UUNDjWpAGDct88hhBDiG+NbrSxZsgSvvvrqmMpw6C3gxAkYqhFg1/rf21Cv1+Ohhx5CdXU1vv/97+O+++7DbbfdhscffxxxcXG4//77wePxsGjRIlRVVeG9994DAGzZsgV79+6F3W7HW2+9hZiYwEah6urq4HA4cOedd2L79u0UfE5zJqsd8VE83LFQgso2Da6YnQar3QGTzYFHLi91H5ccK4RC5/o8K3VmiKMDDwavLUyCw2zDrSvy3OvBhitNjYVGbwGf6zn602+2450mBaJy4qnRRiaVM11a3L02H4ArAc+g2QZvg5v7G5TuKejhsjxfiooWNS4qPN9RuqWiHXeuzEdJaizOdA3gg6PtAa33DJcfzM/E5ye6cNOSbKj1Fry0sxb50hj8dHV+uKuGe9YUICVOGLYAmBBCiAtNuz2nqakJTz/9NF544QW8//77Hn979913sXHjRrz//vuwWDxHZIuKirBlyxakp6fjyJEjAb9eeXk5rrjiCmzYsAF79+6F2ew/QCZT14EGJVYXS1GWJMSJdg0AYMeZXlzuZQ0Vh8WCze7AsRY1lvjJeDmcvy0MtlZ14kRH/4ipcTeXpOCy9IRp0WhT6y249/0qmpo3zup6tXh9AqZAWu0OCLiuUTiJiI+HNpTAYHHA7vBc+9mm0iMn0fuay4myLF+Cw+dG5gDgbPcAdsnkSIp1dcTOyohHz4ARx9uDy4w7kQqTY1DTNYBb3jyCu9+rxIdHOyJmn82VRVKkxAlp9gYhhIQZ48FnY2Mj7r77btx00004ePAg08WPmxkzZiAqKgpRUVEjklI0NTVhwYIFAFzrPIdbuHAhACAlJQWDgyP3UfTG6XRi+/btuOqqq5CQkIB58+Zh7969DJwFmaxOdGgwP8s1PXB+thhVbRqc7uz3mgBlZkY8arq1kPVoUZbGXBbH4VszDFcmESE/dno02v62pxFfnnFlFibjQ6Uz474PTuD5YXvLjger3QGOl8w8a0uSsKeuz/1vh8MJFlgBT18fL0PTbY0WOz4+1o4nvziLfQ2e6ySj+VwcalJF9NYhGeIoHGxSYXlB4oRvWzMaFouFWCEXA0YrY2Wq9RZaR0oIIUFidNptbm4u7rvvPmzcuBEdHR24/fbb8fXXX4PP92y0ymSy0SvVY4RTy1xczNI7YJMN+Px7W1sbDAYDZDIZTCYT7HY7ZDIZ9Ho9mpubodPp0NbWBh6Ph/b2duj1eshkMlgsFjQ2NiIqKgoqlQpdXV0e5/baa6+hq6sL8+bNw6ZNm9yPy2QyKBQK/OxnPwPgmvJrNpuRlRUZP9JMMplM3t/v3h7AagFUKsj9fB4CNlRmsJisQwhsDifUKg3q6mphMpmQzdfg9//pRZyAjSMnHIgXem5PILHZse3IIPQWB+rrPDM4+rt3/N0Lq5MBeXsT5BeUpdXp/N63kcjn588H3YAGGwpjAZ16Qs/3bJ8R+1v1uHGOeMT7HW7BXsPROJ1OvHFMhcdWivHHAzaURunH7TrXK82Ic9hGlB/ndGJrlRrpUAMATvYYcLZtEEdOWH1eeyZ/k6wWKzo6PYPHofsyia3HtX/5DncskOCBJbH4RgLMjTO6z2Fhgh13LZS4HxteL3/39nici7fXnB/vquNyqRXxQof7+ySYOgwv19ux3q5hIGUVRVnw7jcnsKEo1s+zRjrbZ8TRDiN+MDMe8ULX1lXP7JHjWJcRfX19uG7WxGdKZgqT93jYjEebIkQhXU9f7Rd/5zP8eRFw7kxh9DMZatsw0gXxfkfaPc5o8JmSkoIrrrgCAJCdnQ2pVAq5XD4iqCorKxu1HN1AN+NrPmPK0n3+XavVIi4uDmVlZZDJZOBwOCgrK4NIJEJ+fj7Kysqg0+lQVlaGr776CiKRCGVlZeDz+SgpKYFIJEJiYiLS09M9zu0vf/mL19f75JNP8PDDD+O2224DABgMBqxfvx7Z2dkQiUSMnXcwvqrpQZvS4N6QnCkymczr+60+WQ1eSgqsPD4kfj4PgRoqM1hM1iEUBxqU+N6SZJQVSt3Xq7Teji0V7VhWmoXN80eus/yi9QzykqNQVub5N3/3jr97wVdZsV12v/dtJPL1+fMloa0Wz9xYgj98U4eyslL/TwiQWm/Bp5XnEzx9WtmBdWXJ2FrVCZPVgZ4BB3bKtCjLTff6fodTsNdwNO8facMdl6RjXlYCZpSYsLWqA/ctKWKk7AsdOdiCq1eku6etDlesbMI7NTpIogWo7rTgcLMeS0u832sAs79JHZ0dyMr0/E0cui/39TVBppBDw47H9fMLsGz+yOcPf2x4vQK9t5k8F1+v6a3ewdRheLnejvV2DQMpqwzA8R21o97bF96r/3eoFXqzDe0aB3bW9KPVwMaiHDEqW7W4//LZeH1vM35+xfxJPTOEyXs8XMajTRGqUK6nr/aLv/MZ/rxIOHemMPmZDLVtGOmCeb/DdY9XVVV5fZzR4HPbtm1QKBS46667oFAooFKpkDIF3vDbb78dv/rVr7Bz507MnTsXbHbovcY2mw27d+/22NolOjoaa9euxa5du3D11VczUeWgOJ1OPP55jTuRDSWVmVgVLSrcv86zAf7ghhJkS6J9TlljsVjo1Bih1lsmpNHDZ7NGZLGcahr7BlGQFAM2mwX2uXW1XIa23vjL7ga8c7AV+xqUAICDjUp8cLQdbSoDHtxQjF+uK4LOdDxipiiOhyPNKnxX14crZqcBcGVHZQF4ZvtZ3LO2kPHPsUpn8Rp4AoDZ6sAnlZ148NJi/PWWhR7BRjgN1SES6jJVJcUK0Kc1IdlLdmOVzoxffXwS+xuU2N+ghBOue/VX64vw3LVzsCDb9Tn556FWVLSocUm3FgtzxJM68CSEkInGaPB5ySWX4KGHHsKuXbtgtVrxxBNPjJhyGwi2iB9QhtpgyhvN0qVLsXTpUve/KyoqAMCd0bahoQGPP/44Fi5ciPLycqjVrulau3fvdj/nkUceCaguXC7X6/rOZ599NqDnj1W3xog/flOP/7qyzP2D2aTQ45p56ejqN1KjZ4KpdGZUtqmhNdk8GjDestEOJxHx8KdvGpApjpqQzoK8GCGaFDrMjLD9Bceip9+IrVWduGVZDiQiPr4+K8ctS3MAAEvyJDjaosaKwuC3aPKmMDkGP12Vj3vWut6rTys7sH5GCr49K3fPNliYI4Y4msfI60Uas82Ol76qRVW7K6HV0GeWxWbhzf0tkMYIJrTT65ZlOeBz2e5rHykdbpFUl6lqRYEEj312Gi9tmuvxnfvOgRbsruvDA+uLsXLYtjBDHRPD35sfrchFNJ/jDkQJIYQEjtHgMyYmBq+//vqYywllT87xJBKJ8Lvf/Q4sFgtsNhvPPfdcuKsUsv/9rhFbj3eiKCXG/UO6p64Pm9cW4J2DLdSDO8H+vq8Zh5vUHg3yQNy2LBdCLmfCOgvy44Ro7Bv/4FM5aMbW4524noHp35Wtavz7pBq/zvY+OvxU+VnsONMLu9OJX60vxqDJhvgoV/C3LD8Rf9nVwFjw2W+w4sENxe6R46H3umDN+a2ZMsRR6NQYkSUJb5Z8K/wAACAASURBVNbV8fDmvmY8cfVMHGpSeXxmb1ycjWMtamyYyewMGVnPABr6Bn3ODKAgb/raV6/Erto+vLSzFs9dOwcAsK26G6e6BrC/QYmVhVKPz4a3z8mFnx+n0xn2hFUTqVNtwGOfn8YrN07u6caEkPBgfJ/PqSg9PR0ffvhhuKvBCEkMD5fPTMXszPNBhFpvgTRGABZYsDucXjNEkvGRFi/E3avzgw4iJ7rxnC0SYI/S4P63ctCMp8rP4omrZzLa+Hj0s1P4VtYHh8OJey8uHFNZL+yoxbG2fmSlew/sU+OEeODSInSoDTjaokZh0vlAkMdhw+ZwwuFwgs3A/WC2OfxOWZ6RFg9Zj3bKBZ/HWtVIiRNidmYCZmd6JmWRiPj4/fdm4kizCnnSwPZIDsSb+1qws0aOBdnBdeqQqW/ou1ZntuFYqxpWuwP9Bgsev2oGSlNjg/4ujhVyoR3WcTXVmW123P/RCVS19+PVXfV44upZ4a4SIWSSoX0+pxsnC3+6YR4qml1Th7UmK2KErj6IWRnxqOn2ny2RMEelt+CRjaUR33vMY7Ngd5zPrPvKrnpsq+7GE9tqGHsNu8OJdHEU7llTgDaVHnqzLeSynE4nZmfGY26q903lzTY74qJ4uH9dMZ64ehbe3N+MTo3BY8uEfGkMnvyiZsK2UShKiUG9PLDtmiaL3gETXthRi0tKk30ekysVoU1t8Pn3UKTECfGby0poGQEZYajj7teXFmNPXR9e39OEK2enuR8P9rs4NV4IudY0TrWNLH1aE259qwIPXlaChy8vgRPUUU0ICR4Fn9OIw+EEiwVE8Tmw2h2w2R040KDEqsIkAMCKwkQcGrbJOZkYk2W61vDdb6N4XPzmshKUpMTgWKuakfJ31/bhyllpeGRjKX5zeSme2FaD10PcQ6+mW4uFORKUJQm9rqM81qLB0jwJACBGwMWiHDH+9G2Dx/6JPVoj/nm4bcL2VBTyOLDYHP4PHCf1vVrG9yx8bocMlW0abK3qHPU4aYwAfYPMNeC5HBZ+fjHzSYzI1MFisRAn5GFfg9Lv53M0qXFC9A5Mj+Dz0c9O41irBqc7B3Dv2kLkJkajU8NsxxEhZOqj4HMaaejToTDZNbVtdXES9jcoUdM9gJnpcQCAOCEPgybvG3DTZtrM6zdYJtVULS6bDavdAYfDCc65xv29Fxdix+kePPqvU1AOji1J2LFWNZacCwilMQJY7Q48v6M2pOBvX4MCq4qlyBHzUedlNPFYqxqLciXuf29alIXHNpZ6jJTdsjQHKwoSxzx6ZrE5wJsEU9nv+/AEngvxevsSJ+SOuK7eXDE7FTtO9zL2uoQEwtt9H6zUeCF6J9nIZ6tKjzvfPQpFEN/ZdocT2ZJoj+t13cLMMQXuhJDpidZ8TiOVbWpcXOKa/rYkV4IXvqoFl8PyWNMWzedCZ7YhRuD50XjkX6fwzVnXVuG0hooZx9s1WJAjDnc1ApYrjUabSg+tyYZ5Wa61eywWC0mxQrzwVS1aVXoszBEjVsDD9YuDSxjk2uZE5DEK/OCGEqj1lpAahjqTDXFCHuanReFAgxKlqXEef7c5HOBzz/e9eVtDKxHxsSw/EdH8sW0v09VvRKYkKqBjRQIuBk1WxAqZ75Q43dnvTvjj7b1xOJ34yao8xqaqnukawMIcCa6Zn+H32LT4KMYa8Gq9BQnRNOJJ/GNi7XxyrBB94xh8/n1fE/bVK5EvFaGz34invz8TGeKxrQv/78/P4ECjEve8X4W3f7Q4oOccaFTi0hkpuGhYErZYIQ9sFgsDRivio3gee6TSrANCiC8UfE4jvQMmpCe4GsFsNgsOJ9DTb/LICLm8IBFHmlRYP+N89kmb3QGVzoyblmTRGioGnenSYvOa/HBXI2CFyTFokOtQJx/E3cMabDcszgKb5RpFePGrWvz1uyawWMF1UvznZDfuXeuZYChLEo2ZGfFBN2L6tCb3/o7xQg40fZ6j9S1KPXISRQGVtSBbjOPtGqwoCD3rbbvagOwAkwiVpsWhtncQi4eNyo6V3eHE63ub8NnxTjQp9ABGvjdakxVzMhMwLysh5EZjbY8WO2t6cdvyXEhEfHx5ugf3ry/y/8Rz4qN4ePGrWvxkVf6YGq7DZ3MQMt74XDasdqf/A0PQrnIlQzvQqASPw8J3dQrozTZsWpgJpd4SUlbw2l4tVhVJsapIistmpuLZL8+CZdHhYR9ZwYccblLh4ctKRjx+6Yxk3PXuMSzMEaOqTYPKNg0A6qQmhPhG026nsbgoLj470eUxzS5LHI23DjR7TK/dW6/A/euLkSmOpt5MBlntDgi4YxtVm0gFSTFoUuhguSBz6/BEHQ9tKMHSfElQnRQ9A0Ycb9PAaLWP+FteoggtSn1Q9fyurs8jwQ2fw4FpWNl76vqwtiQpoLIW5ohx/FxjKlTtakPAGWxnpMXhbLfW/e8OtWFM093bVHrc8MZhLMoV465V+bhrpfeRzfreQWyclYZmRXDXerjndtTiT9824H93N0Kjt0Ak4Ab1+TZYbHhtT9OYp/3KerSYQcEnmQI+OtaOp66ehcc2luK/r5qBxzaW4m+3LkRlmwbP76jFLz44jo+Otge8Nt7pdOKjox24a2UeNq8pQK5UhMRYAT461T/qfafRu5aIeMv8va9eico2DSQiPp67djbWlyVTJzUhZFQUfE4TfYMmSGMEHo/dsjRnxHqXz4534kizGm/sbXI/drRVjdVFUhgtI4MDEhqLzQEue3LdfkIeB5VtGsy5YLuM4aSxAlw2IxVmW+Cfldf3NOFgk8pr42ddWTK+PTfdO1BtKoPHyObiXFePPOCakvl1TW/A1z6Kz4HJ6j8JUFWbBn/8us5rA1A5aEbSBfeeL0mxAqh0rnVYrUo9rnv90JjWYf728zOobNPgZHs/1pclI0sc5bUDqbZ3ELMz4mG1h57wqDg5Bo9eXopYIQcPflINo8UeVND84xV5WB5kx4U3g+emXBMymbWrDEiKFSBdHIXNawpQkBTj7uR7+PJSPLaxFK/eNB976xUBr43/8FgHbHYHtKbzmcR/sjLfZ1bwIV+c6sb35qZ5/dvwdbNFKbEoTY2jTmpCyKgmV+uXhKyqVYOFF6wv9JZaftOiLPzmshL3KJRKZ4Ykmg8WiwUuhxXWbJxTyWSdGijksdGk0I0aVPxgfgY+P9EVcJlp8ULcd0mh18ZPYowAakPgAczRFjVOdw141G9hrhiVrRr0aU34xQfHcbhZHVQwJ+SxR+14cTqdePzfZ/Dq7kav5ToRXEZjJ1x7EL5zsAX3ri3ET1cFvw8s4MpuXZQc424YJscKodR5v5Z9WhNS4gILkL3W2elEFJ+Du9cW4IFLS1CSGov//c779fBFIuJjXVkKHM7xmcJIyGTy0bF23Lg42+vfhn67E2ME+N1VM3BRodTvd4TebMN/Tnbh/Yp2j/tSIuL7zAoOuNoA20/1IJrvfZXWhe0IHocdVOcjIWT6oeBzmjje3o/9DQq/IxESER8/v7gQ87ISUN3Rjy+qu/G9uekAgNkZ8TjdRfuAMmF/gwJnLgiSJoO5mWK8tLNu1KBCLOJDZ7IFPIqmt9jx0IYSn73lKbGCUbcyUOstePKLGvzuP2fw7sEW7G9QetRPwOWgV2vEb7aewm8uLwk6u+XQus8hX5/t9Zjmtr9BiTsvysOqIv8NwECYrQ78+B9HcdvyHKwpTkJJamxIIwlV7RqsLJKO6GByOLwHdywWCwIu22OKcqBaLxht/unq/JCyiK4vS8EuWXAj3TtO97jfD4PF5jElnJCJwOOwGA24TnX0o14+6HUpwoXSEqKwIDsBIsHon/t3Drbgqatner0vU2O56NQYvT7vb3ubUNESeIfdolwxqlrHtlSBEDK1UfA5DTgcTpzq6scLX40eNAz3/XkZ+PfJLvRozycpWpQjQVUbM3s6TncVzWr8eVfDhO0hyZQbFge2NcGSPAke3nqKkeB6cZ4Ev992xmdZn1Z24J2DrUiLF+J/fjDba/1yE0XYW69ARbM66I3kFwxb97mlog0fVrS7p7k5HE7sru3DDxdmYL6XZD1OpxMIciTPYLWhsk2DXbI+5CS6MgyHYn+9AquKPNe2lqTGjth6xjmsfkPreoN1skODuVnnp2N7m1URiFypCG2qwPcNfPtACz44ev79qO0dRFlabFCvSchYpcQJ0acd21ZTw/3lu0Z8K+sL+PdhXVkKdsv6fP69SaGDSMBFSWqc1/tyVkoUKlq8/7anxglx78UFAXckLcwR4xgFn4SQUVDwOQ18fVaOn64MbiSCw2Zhca4YqkGLu9EfH82D1mjz80wSiBlpcWPeXy4cAg0qansH8fkFyay80ZttPqdzDTnQoMTOGjk+8VHW9+dlYHWRFDcszvZZv7Hs5yfkcWC2ObD9VA9ihTz84fp5uH5RJjhsFspP9+B7c9N8TqsdMFqD3vbj15eeH50NZrrucHaHE3an02M7GQBYlp+II80qj8d6tSakxAsBAEUpsWiQBx98tij0yJcGlkHYH5HAtd3TaFQ6M25/uwIZYiFeuXE+LipIxLqyZNR0azEzPZ6RehASKKb3+syVROPRIL6v5mbGo7rT+6wkp9OJLUfaccvSHJ/PT4/lotVHYrcBoxW/GWVmyoWEPM6Y1o4TQqY+Cj6nOKfTiWOtaqwrSw56JKJDbcTW450eAQSb5WrYktANGKxIjhOGNDI0WVy/KAsXFSTiuoWZox53pmsAszJGX/u6aVEWNi3KRG6i94yxA0ar331FQx2Jc2M5se1kF1YWSiER8fHidXMh5HHwjwMtyJPGAACEfA4MFs+gKZhtVnzVdbSpsGq9xWs23IoWFZbkJY443pXQyPPY2t5BlKa6RgtzE6PRGsJIqxPwmgkzFGuKk7CvXjHqMY//+wz2NSjRpjRAIuLjtVsXYmtVFxRaE5JjQ1+7SkgoUuOEoy4NCFaUgIu7g/i+YrFYkMbw0Tc4sg7/d7gNBott1A4df51cwXaCSUR8KAaZGwkmhEwtFHxOcUea1ViWnxjSCIq30aKS1DjU9Q6O8iziT03PAGb6CbgmO4mIj+/Pz4De7Bk0KQbNHsHS6a4BzMnwnT13qKwXfzjH51Suhr5BFCWP71TLGAEPO8/KPTpi9GYbTnac36KgOHnkqGG72oBsH0FzoGZmxOOMj7XWd79f6TUb7uEmFVYUjAw+AYDF8lz32SAfRHGK6/pxOWyfa0J9Mdvs4HOY+ymZmR7n83wBV+eXNFbg8d0UH8VDbmI0vq3tg8ZgZawuhAQiJV4IOYMjn6FYXSTFY/867f5udTiceG1PI6o7+vHRsQ6/s1CS4wQjziGQmSnerCqS4mCjMujnEUKmBwo+p7jdtXKsG7bnYTC8jRYtzhPjaItqlGcRf85Ok6mB87IScKLDM2B84OOTHsGS1mhFvI8si8OxWCzMzojHqc7+EX9rUeiRKx1bgOfP9V46Yi7snPG2nrJdbUCWeGx1m5eZgJMdI8/b6XQiL1GElRdkuuzTmlDVpsGgyftIR2lqHGqHdSDpzHbEjmFrkrPdWpSlMdeZwmKxYLU58Np3jV7X+X4rk+N7c9NHfDf1G604262ddOuoyeQXK+B6bF8yFjqzDSJ+8EmzvqtTYFdtH37+QRWe+1KG6984jIU5Yvf+oP6m8C7NSxyx7vNU5wBmZwT/W1WYHINTnf1j2qOYEDJ1UfA5hR1qUqJnwIR+I3MjAVw2G5+f6MKxVko8FCqt0Yr4qKm/D6EreY3nFM7ilBgsyhH7nY7rzVVz0rD9VM+Ix612BwTc8c1w6q0j5sLHMhKiRmSMNFkdiAqhITmcWMTHgJd7uLFPh2UFiViWL8HweQ3//e8zOORj31QAKEmNwfM7ZD4bhd6mD4/mZEc/5mWPPnodLLvTiRd9ZFU+1qLGogu2jQK8dxAQMhFYLBaYmXQONCt0KEiKCfp5Q51hf715IeKieO79fQNdclCUHIOGCzrPTnf1Y05W8MEni8VCvVw3pj2KCSFTFwWfU5TWZMXLO+tQfqqH0S//Tys7UN05gHcPtuDxf5/Gk9tqqGeTeMVhszwyqfYbLEiLj8Iv1hXhVNcANHoL4oNIxsPlsCER8fHsl74Dp3Bis1lBZ7Ydi/0NSqwqSsL1i7Pw8bl7vEE+iFkZoyez2iXrw74GJR7/92nY7A5wLpiSX5Qci8a+wJMOqfUWSGOYXWd53yVFWJI3spOiqk2D+dlir8sIxryul5AI0KTQoSA5+OBz+Of/piXZQXfEsNks6Ew2j9HKQZMNcSHOinj6mplYni/xWwe13oKXd9ZF5Hc6IWR8UPA5BZltdry8sw5/uH4u4yMBQ72rT18zGxniaLxzqJV6NoOgM9sQLQh+Dc1kxWWzYbG5Mh8ebFRhRWEiVhdJsa9egerOfszJDK5X3Wyz4+/7mt2fOavdAS6D6w2ZpBw0o7JVzUijKtFLAg+V3gxpjADJsULozTYMGK1470gb7l1bOGoQNnQPry1OxpNf1KBJofOoY0lKbFDruscj3nbtN1yEmm6t+zG13oIXv6rF4tyRo56EhBtTt0G7yogscdSYygi1I2bQZGNstDJPGoMbl2T77ch673Ar/ve7RmpHEDKNRGarjYRMOWjG7W8fxfWLMpEnjWF8JGD4j9r1i7KwYUaKz8QmZCRZjxYzGFwfF+nK0mIh63EFELIeLcpS48BisbC2JBmv723CzPTgrsWty3I9etPbVHrkjDGhD5MSovnuQO75HbWjTn8Nxrxssce6T5PV7jHVeH1ZMq58ZT9+MC/DbzA+dA9vWpwFs82BbdXdHnWM5nOw9XhnQEGzrGcAdb3acRm1WF0kxf6G81lvn/yiBhUtanx+oovx1yJkrFhA0Mm6vLE7nWHrUHvsilL3sojeAROS44RjKu/quenYcabH3QHpjUjAxfzsBGyYmTKm1yKETB4UfE4xL+6sRUWLGgcbxz8pkETEx0vXzcW+BspqFyjX1iJTP9nQkHnZrmQ5TqcTTjjd23GsLpJiZlo83jvcFlTgIhHxcXFpMoZ29WiQ68Y9020wSlNdo4bOc3tsBrNX32hS4gR4+0Cz+1odbVFjca7E/fcjzWp09htxNMi12I9uLBsxO+JfxztR0azGrz464XdbpWe/rMU3sr5xGbVgsVgoS4tDTfcAPjrajiV5ElrTSSJWYgwfasPknjqaGCNwLYvoHMDJjn7MzxrbWm4Wi4Xvz03Hj96p8Ln1ilJnwe+/NxNNfcFv8UQmj2Otajz0STVNryYAKPiccmIEXDxy+cQ10OKjedCbbbDRptIB0egt02pNWnKsEEqdGc1KvUcSDRaLheQ4QUhTvFYVJWH/uQ6PZqUe+UkiRus8FsWpsaiXD2J/gxKXzkwJaq++0Ww72Y0jzWo8v0MGwLX2ceGwpDvetkUKhLfpeUNl/XJdEX77+WlsqfY+dVhrsmJG2ujrS8fqqjnpeGa7DJWtGmyclUZrOknEihVw8dIY1y56W4M90VYXSbGvQYHaXi1KUsfesVfRosbhJjU2v1eJ7n7PhGwdagMyxFGu7ZW6fW+vRCY3jd6CF3bUjtg3nkxfFHxOISara8uEe9ZObANtXVkydtf2TdjrkcnnQIMSKwulHo+FGjCVpsaittc1lddstUPIG99Mt8GQxgig0pmxp06BtcVJjJU7dK0SovhoUephczjA557/+mYy2c5QWYtyJUiNF+L9k/1eGwyfHOvA7StyxzUg5HPZWFkopUYLiXhyrRkfH+vAE9tqQi6jU2NElmRs6z3HisViYVl+Ir6o7va5XVMwzmfhXYB3DrTg0X+dcgfoX57uwZWz08DjsP3OsiCTk9XuwJ+/rccfrp+LlYVSXD03PdxVIhGAgs8pZF+9AmtKmGvwBmpBthhVbRr/B05zRosdgggKlCZKfBQPDX2DI9YPhRowubY1YDGyvmo8yHoH0W+wQGNgboujoWv1m8tL8Jdd9WiU6yZk+tLty3NxSb4I2RLPdbUWmwNKnQUZCePfUL4xhMydhEy06xe7gqz1M5Lx9Bdn8eJXtX7vUbXegnvfr4JK55qS2hTiNitMa1Xq0aTQM9LhM/TdlZYQBWmsAB8d68Afv66D0+mE2nB+JlAUnwO9mZm9UklkUOstuOvdY7hmXgZyEkW49+ICNCoCz6ROpi4KPqeQEwys0QgFi8VCapwQv9lK8/lHc7RFhVaVftpdozypCA0MB0sz0uNwumvAvYY0kkhj+PjsRNe4jNTxOGzkJIqw86x8QkYCJSI+HlqZjGOtGpisdgCuBsUDH5/A2gnq6KItVMhkMPQ5vXpuBkQCDl7b04Sf/t8x/HxLlc/vvj9/W48vz/Ti+a9qAbiCz0hYRhDqrJRAyn10YyliBDy8tb8F8gGT+9ospE7sKefDo+3Y16B05yJYlCPBsVZ6jwkwffZ8mOIMFhuEXI7X/e8mgsXuwKeVnZAPmPD2jxeDF6HbX4TTO4dasadOgcIkVxbi6aJePoiKFjU+rexg7LwvKpTi2e0yLCuQ+D94gv3mslLkJorGbaTutuW5EPI4EzYSyGKxcMdFOfjrd42w2Bw40zWAg00qzMlMwLJ8ynRNyIV+fFEeRAIuDBY7XtnVAKPVjn/8eMmI45xOJx65vBQdagMsNgd0ZtfSmXAbCqTHo9y71xTA6XTi9rePYn+jEmVpcdi8pgBzsxLw933NWM3gcgUSXgVJIty0JMv9W8Xnsik/CAFAweeUsUvWh3VlyWF7/aEvl6V5Ejy5rQZZkmiaJjeMw+FETqIIj21MnHbX5YbF2WCzWIyed3wUD81KHaIFHKwpTo6oUbHxarhNVPneZEmi0aE24t8nu3D36nysLk6adp9jQgI1dI+q9RZE8znISYzGn76pQzSfi02LsiAR8XGmawDzs8W4dkEmGvt0+PBoe7irPWFYLBZeuWk+Pq3scH+PCHmcUbdkIZNPbe8gnrh6pse2YBniKHRqDMgUR84WaWTiUfA5Baj1FmypaMNfb14QtjoMbxC/tLMO71e4fkhXhy8ejiiHmlRYV5o8LXt1xytYSk+IwjsHW5EaJ5xWI8nh8rvvzUBZWqy78UwIGd3w77599Up8cLQRJqsd968vxrbqbjx8WQkAoDA5Bp9WduBUZz/U0yQjurffBT6XDVOEJZEjobPaHR6BJwCsKU7CnjoFbl2WE6ZakUhAcyOngE8qO3CkWY2tVZ3hrgoAYGm+BA+sL6KRkWEONo3M9krG5vffm0mJaCYQrb0kJHQPXVaC+9cVQWOw4o/f1KFTbYB2WDbZaD4Hh5vV0zqrc0GSCE+Xn512eRGmou5+I1IvSDIIAJni6BFb7gCuQZQ39jbRez9NUPA5BawvS8alM1IiphFelByLS2ekTolGapNCh1e+rR/TF2K/wYJYITcik+NMZhQMEUImC4mIjwcuLcYTV8/EgMGKL8/0egSaty3PnfadaS1KA7ZUtE/rAHyq2FevwJpi71PfbHYnXvuu0aNd9dHR9pD2/SaTE027nQJUOgt+tDw3YhrhmeJodGoMmJEeF+6qjNkfv67D9tO9EPI4IU/t3FbdTXtbEUIIAQDcv74Y6QlRHoFmONZyR5qbl2bjcJOSfi+ngHa1ATcu8b6uc8Bkxd/3N4PDZrk/86WpsShJicXszPiJrCYJE8ZHPp999lnccMMNuPHGG3Hq1CmmiydeNCn0KEgOf3r2IRniKHR5mVYxGWUkRGNZviTk3miVzoztp3oQzad+HkIIITRrwxeJiI/fXjnDvTUHmZysdge4o8z0+uUlhVhdJPVoV9X36fDx5mX45qwcTmdk7uFNmMNo8Hn06FG0tbXh448/xjPPPINnnnmGyeKJD70D3ufWh4s4mgeNwRruajBCyGNjca4ECVGhpb//294m9zYjhBBCCPFtRnoczvZow10NMgZ76xTo1Zp8LlfKEEdjdma8R+eLzmRDQjQfl5Qm41tZ30RVlYQJo8Hn4cOHsX79egBAQUEBBgYGoNPpmHyJCedwOPHKt/VjXvc33sK1v6c3kVQXJsxIC/3HMIrHwQOXUvIlQgghJBD5UhGaFJO77ThdGSw2/O93jfiksnPUTvdoPhd6syvhls3ucOfEWFWUhD11ffj4lCai29xkbBgNPpVKJcRisfvfEokECoWCyZeYUAaLDc98KcOZrgH86dsGGr2aZmx2BzhsNpYXJOJwk8rrMac7+/Hw1mqfX5J2hxP3ryum6VWEEEJIAK6ak47y6p5wV4MEqavfiOe+rMVL183xmzxrca4Ex85Nr67p1mLmsBwhXDYL757QUJt7ChvXhWi+5m3LZLLxfNkxMZlMkMlk6B604OX9Cty/Qoq1qQKoBqIwN84YcXU32xwY0AxEXL2USjVkMrv7eo7Q2wNYLYBKBTlTdR8qM1g+6tCltYJjMqGnzYamDjVkMvOIY17aK8e+Vj1inQZcNyvB42/dWit45uA+Mz6vV4C4PUY4tb77lFh6B2yygaDLCuZ5kWSs15PQNQT831fBsFqs6Oj0bFSFen+Fco8yeS5M1Ntfud6O9XYNma7jdBKJ93hbtxK//1iBjcVxiBcGsO/neLQpQhTS9fTVfvF3PsOfF8Zzr1WY8HaVGo+sSoZN3YnVyYC8vQlyH8cL7U5sO92PFIcK5TX9WF8QC5lMAwC4LMuJE0185trcobYNI10Q73ek3eOMBp/JyclQKpXuf/f19SEpKWnEcWVlZUy+LKNkMhnKysrwyntVkCnMaLPEYvPyAlSo6rBsfonX57Sp9Cg/1YOblmRP+AiXrEeLpTMkKCtLm9DX9SdL3oTs/By0Nzd4fb/VJ6vBS0mBlceHhKHPw1CZwfJVh66zcqxMF6AsKwHp3Q3IK8wfsfl1STMgSTBh9ZwMlJV4phU/uL8Zt68rQWKMIOC6DH3+QqUb6AYnzvfr2bVmxJQFlklweFnBPC+SjPV6taQTmwAAIABJREFUErqGgP/7KhgdnR3IyvQcEQj1/grlHmXyXJiot79yvR3r7RoyXcfpJBLvcf7ZU/jnsQ6kp6Zg83z/WYDHo00RqlCup6/2i7/zGf68cJ777/cdwhm5CWf10di8KLCszTu7alFWVgpBex2WXtC+LpNpsWz+LEbqFmrbMNIF836H6x6vqqry+jij024vuugi7Ny5EwBQU1OD5ORkxMTEMPkSEyY1XugxbYDDZsFqd3g99unys3hpZ11Ypgg0KXQoTI68a5w5BTLeNit1yE9yZRFemCPG8XbNiGOEPDZe3jQXh5tHZudT6y1BBZ6EEEIIAX5xSSHWFCdRvoQIdKxVjdf3NLmXG1W1qfH9eRlB71ObEMWHWm+Bt8S40mgOegYmdxuS+MboyOeCBQswc+ZM3HjjjWCxWPj973/PZPETpk9rQrYkGneuzHM/VpYWh9qeQa97ECVE83D5zNSwfEm2KvW4dEbk9ehkiKPQpTEiNdwVGQOdyYY4oSvL7cIcMd7c14wVBVL33x0OJ1gsFrgcNqQxfMi1JqScyzrcM2BEanzkZCAmhBBCJosMcTTmXJARlTCrW2PEk+U1WJQjAY/DgkJnxl0r80e95k6nE09uq8GZbi3AAjavzkf5qR48fuUMd9KgQC3LT8S7h1pRkjpyT/h5aVE41KjCDxdmBn1eJPIxvs/nQw89hI8++ggffvghSktLmS5+Qnx5ugdXzPacxrowR4zKNu97T6XECVGcGhuWL0mLzQEBN4D1EBMsUxyFTo0h3NVgjJDHQb/Bijf2nu/ta1HpkSd1baL8wwWZ2FrV6T7+6xp5RHYKEEIIIZMBj8OGyWoPdzWmrDf2NWFnjRwDJivkWjP++l0Tfr6lCkdb1B5tneFkPYO4aWk27liRC7XOgm9lfVhXmhJ04Am4ttX5/EQnFueJR/wtI46HFqXe6/N6Boz449d1lA13EhvXhEOTVa/WPGLUKilWAJVu5Ad9wGBFQhQfg6apsa8lU6QiARQ6C5Dg/9jJok2tx9sHWwAAm9cU4EzXAGalu0bCxSI+NHoLbn2rAjPS4mC2O7DtZDc2LcqinltCCCEkSPOzE3Cyox/L8hPDXZUpaWZ6PH6yMg93XuSa5ZcQzcPV89LxP+Vnsf10Lw42KjE/OwE/WpHnbsd8K5PjrpV5EAm42FPXhz9/24B//HhxSK/PYbNwy9IcfH68a0RbicViwQknnE7niO37/rCzHluPd0Ik4GLzmsDWl5LIwvjI52TXO2hFpjjK69+8bV95qqvfNRU3DHtbOhzOsLxuINhsFuAj2/Fk0G+wIC6K5/HYry8txmUzUtzTq5sVeuQnnV9vK40R4ECjEokxfKTHC/HcjlpKFU4IIYSEYGGOGFVtI3MtEGZoTVb8cn0RJCI+JCI+Nq8pQFp8FJ6+ZjYe21iK4pRYvLKrEZ+ca8c4nU4YLHaIBK5xq7reQZzs6B9TO4cF+Gwr5UljvI5+iqN5WJ4vofXAkxiNfF7gQJse9270ntU2NV6I7n4j0hPOB6dnurS4bXkODjWp4HA4Q5p6EKruASMyEmhd4XhoUuhRcEEipxnp8ShIjnH3zjmcTnCGvd/XL84CiwWPL0T6ciSEEEKCF83nwmihabfjRTssr8VwQ4GoWm+B2WaHSOBa2nW8XYMF2eensw21b8bSzhmtjIsKE/GtrM+jkx8A+Dw2lhdI3fUikw+NfA6j1ltQqzCNGOIfsihHMqIXzmCxIUbARWqcEPJB00RU061JoUdBUuRlup0KmhU6FEhHXltpjAB9gybXVJAL/jb0hT28F5Gm3BJCCCGh4XNp3We4SER8PH3NbHRpTBg0WbG3ToE1JUkefx9rO2e0MtLioyAf8GxXd6gNyEhwJaM63Un7905WFHwO82llBw62G3xOIShKjsGpzgGvC7FzpdFoVU5sgp3Tnf040KCM2EXXAh4HZpv37WkiXafGiAwv068vm5WKnTVytKsNyJJEh6FmhBBCyPQwtO6ThM+dF+Xirf0tsDudE57g0mxz4K/fNbrbuQcalVhVJD2XBJSmZE9WFHwOs2lRFu5a6HseOZvNwumufvf8dLnWhORY1z6OuYkitKq8Z+YaL4eb1fjzroaIXVeYkRAFhd4W7mqExHnBlNohGQlR6O434nTXgNdtdwghhBDCDFr3GX7JcULwOSz0G6wTPtjBYQEv7axzt3M7Na6O/1ghD3rz5GxfEgo+PUhEfFw3K2HUKQSPXFaK9WXJ2LQoC9Ud/Zib5Zr/nhonRO/AxE67nZEWF/SmvhMpQxwFuW7yfTmo9RZUtWl8fskmivg40qxCIU15JoQQQsZNNJ8Ltc7ic+sPEhqT1Q4BN/AQgMthY0tF+4QPdvxsTQGWF0hw5ew02B1OsIcti2OzWLDZJ+fsuumOgs8gzc8RY362GBabA7KeQZSe2xyXzWZhonO7RvE5Eb2uMCMhCn2TcOTz/SNtONik8vkluzRPgj11CmhNk+/cCCGEkMmkUaGL6Ozxav3kC457BkxIDyJh5aZFWWEZ7JCI+Hjpurn4qqYXZ7oGMDvj/IyzGelxkPUMTmh9CDMo+AzBj1fk4p1DLbA5HOAP7znysbXIeHwxDRitiBNGdrJiHoeN/a26SfWFDABiEQ8/WZnn80v2UJMKnRpjxP4QEkIIIVPFHRfl4roFmRE5y8tgseHnH1RFdHDsTXe/EWnx3rcV9CacSRQzxdHQGq34+mwvlhWc3/N1ca4ER1vVE16f/2fvzuMjr+p8/79rTSWVfetOOunQ3SydpoFmlUZAVBA3EP0JMlxadEa9zh3RUXRAr1ecQcfB8TqjuMI4OLcRlU0WtwaVfVqg09DYkN63ytrZk6pK7fX7IySd6lSllnxrSeX1fDx40PmunzpV9f2eT53zPQcLR/KZAWeJVavqnHrhwNCcxCoaJwH9/pP7DL8w7R9wF/xItw9t79LLvb5FdUGWpO4Rn7783nUJL7L5+gUQAICl5qKTGtRc7SioXl7DnoD+6bHX9Y+PvqavXnGq3rS6Vh88uyXpft0jXv1g1gA6+dIzOqkV1aknn/n2ntOb9Nu/9CkUPlbHrnXaNepdXI0bmELymaHRyaBePDQSk1g1Vjp0dMI/Z9tSu1nntNWklKw8tfuo/nXLrqQXpv1HCz/5vPqcVm1Y7lhUSdqQ269a59x5r2ZjGhUAAHLDYjYpkuvnmpL4x8de038+f1Cr6st1yvJKXXfeSvWNJx/348afv6xvzhpAJ1/6xnxaVrl45ol/aveADg565pSbLxDWj55aXF2eIRV2v80Cds05rTIpdmLcVfVOHRz0zPlCR6PS+zY0y+MPJU1Y7nzmgP57/5AqHTb9z7esSbhd18ikPnBWYf9qVeu0681tzkX1QPhvd/bpXeub8h0GAAB4Q2ttqQ4PedRW58xrHIMTft30wA697ZRGrWuqnKkDXrZume565qBObT72TOKwJ6D7t7l09TmtqnXate+oW+edUKdapz3vP8oHI9HYx8YK3HR5HV9uY76g7nruoEwmzVtnRmFZPJ+8AhOv9autrkyHj5tuZcIXlLPEqis3rNAjr3QnPe66pkq989RlOqutZt7tolLcqUAKzZq6Eu3sWTwTAXePTDJ/JwAABeTikxv0zJ6BnJ1v2BPQD56K7R7r8Yf0t/d06OndA/IFwzF1wDK7Vf5QWJE3mmgDoYg+uXlbzCNXv3zpiD73jpO1rrkq/z2nEoxRUqgS9Tj7wuVrdf7qxFMkojCRfBqoqapUPaOx3S7+fGBYG1fXqarUJm8grOA8rYDjvqAaKkp0x3Vn6fHX+rIdbk6sqrEvmtHIuka8WpHG6G8AACD7mqpKU+rWapTv/nGPvvn73frCAzvkD4XVNeLVv/xul77x/52WcMyHc1cdGwDne3/aq5vftVbntNXo/NW1eunQsE5vqc6otXExjqabKw0VJbr45AYVflMMZiP5NJDFbJoz4NBfukZ1esvUXKBvb2/Un3YdTbj/y0dGdebKGtksZp3RWq2XEoziFQxHZFsErZ6S5LCa5QuG8x1GSh7s6NKA288FHgCAAmM1mxUITf2An82ELBqNyheM6JZ3rtWNbz1RX/v16/rC/Tv0v966Ric2ViQc8+HCE+v13N5B/XH/hM45oVZnt9Xq5584Xw9u79bXfv26Nq6ui3O25O7b5tI3frdL9xn0nGg0GpVMi6MOmYr3pdizEIWD5NNg3kA45oIYiR7rHnvWyho9v28w4QVzKlGdel7g3eub9GBH15xuH5J0eMirlXV0DTWSa9irFw8O67t/3Jf3gQAAAECsk5aV69ZHd+rXr/bo4//1kmGzCByfyD66o0dXn9OiT16yRhtW1qilpkxbDwzr0Vd65j2OzWKWxx/Ss4fcWv/GfJQ2i1nNVaXa0TWmB7d3SZKqS20aSSNpXt3g1Hkn1KixoiTDVxhr1BtUTdn8AysuJiuqS9U75os72wQKE8mnwYY9gZkLYteIV82zhrI2mUw6Ou5LeMH0hyJy2CySJLPZpMpSm775+7mjoi2GaVZmq0rzQjvbz144nPXuJp6wdNezB/R/r9nAFCoAABSgw0Ne/fxFl57fN6jbP3i6Lm1vNOR+/cUHX9U3frdLdz1zQB5/SK/3jOvsttqZ9elMr1ZbbtcLXbHzgF9zbuz+JzaWa9+AO+X4th8e1c8/sVE7u8cNSbC605zjczE4u61GHYdH8h0GUsRotwb78nvXacgT0Jkra/Tc3kFddFJ9zPpbrzhVI5PBORexYDgi83HdID75ljUacvtVXRrbvePAgGfOcQvZ+hVVeq1nXBemGfMO16h+/PQBHRn2SsrOSGaD/og+e6BU3/pkm5ZXORgtDQCAAvRX562U1WyaGT12XVOlIQP3LK8u1RcuP0XhSESf/vnLWttUoWFPYObY04PdpOJ/vKlNo0ODMXW84/c/sbFcT+8Z0Lkn1MY7RIzBoEl1TrssZpMuW7dMW17r1zvXL0/zFcZabHN8puJtaxv1td90quPwyMznA4WLlk+D1Trt+s+PnKuHtnfpvm0uOUti8/um6lK974wVGnTHzgfa2Tuu9qbKOcf6v9ds0JERj772m9dnWv8mAyGV2RfP7wbrmiv1em/6I94+tqNHd3/0XL3l5IastUb+y66gXvFa9cfOxM/iAgCA/MrGHNvdo5M6scGpv3vrifr020/Wuatq9f0n92fcnbfWadcH11fPG2NTlUO9Y6kNnvSbEavef9YKSdLGNXV68eDwzIi6meoZnVRzkQ2uaLWY1TXiNawrNrKL5DMLLGaTmqoc2n5kNO6X4INnt+jBjq6YZR2HR3R2gulVykts+o9nD+qePx/KRrhZV+mwacIXSmufHa5RrV9RpTUN5VrXXKmq0uw8n7DcIX1muY+utgAALCI1TruGjvshP12/39mny2e1JF6TRhfbTJlMppSmOglFohoLmVRffuxZz41ravX5B3Ys6FGkYW+wKFsG/+nK9Uy7skiQfGbJpo0nJLyA2a1mrW5walff+MyyIXdADQkeJv/Qua36zNtPUt+Yf+oXryIZpWwkENXnDzl0IM6zD4/t6NEVZzRLki4+KXZ+LyNHuSu1mHTDsuK8EAMAUKzOaK3Wjq7RlLcf9gT0rcd3x9QdBib8aqw41gqYjdbVTP22LyRP2BQT7/4Bjx7a3r2w1r1odCoBLjLNNaV6z+nNzFiwCJB8ZkmyC9glpzTq5gde1c9eOKx9RyfUcWQ44Rem1mnXZy87Wdee16pvbtlt2IhnuWQySd/9496Y13jXgaD+NGbTVx99Tf+6ZZf+8bHX9Py+Qd33kktHJ/wamwxKks5fXas/HxySJE0GwvqYgaPcAQCAxWddU6Ve7zn2I/5IIKqf9NsS1qVuefBVfe9P+/TtJ3ZLmupym6+5vR12i7yB+XuEPdoT1v3D9tjBi85p1ZvX1KXdujfsCeiHT+1Xx+FhvXgocX1zsbvmnBbd30HdsNCRfObJwy93a0fXmA4OevSN3+3S1v3DSZOp01uq1VTl0L6jE4vuwjHkDujbT+yJeY1Ws/S/lvn079eeKYvJpLufP6Rfbe/WtsPDenRHz8y2JpNJ9c4Svdo1qn/+baf++f2n6U2rFt61IhyNzhnkCQAAFD6HzTIz76ckbT4c1Pf7HPrKIztjRoWNRqP60dP79b4NzbrlXWtlNpnUP+6b0+U2l1bXl+vAgGfebU6pMOkzTb45gxedt6pO5SXJx/0Ycvt16yM79Y3fdurvftah23+/S1988C/684Hk9c3FqsRq0fIKh2779euLrp68lCyeUWuKzPTFZPr/929zpZRM+YJh/fS/D6upqnRRjcz6uctO1p7+iZnXGIpKFpP0seVTXV4/8uZVcpZYZ9avaSiPKY+3nFyvL/1qp+74qzPVVF2q957eJLcvtKCuMb2TUS13kHwCALAomUwzA/CEotInl/l05hnN+sojO+ULRdRYUaIxb1Am01Sr4Xucdk0GwvrKIzt1eNij95+5Ii9hn9hYrtd6xmbmAz1eJBqdeiyoce5jQacsL9ee/omE+0675aG/6InX+/X5d5yi7/+Ps3X/NpcuXbdMf3i9v6ifi5wMhfWT5w6qsaJkUdWTlxJaPvNkdrfcdJ4xSGe+qUJSV16ij120Wnv6JyRJL0xYdEGdZWZ9svJ4cveAth0e0aM7piZ5vurMFXro5dhBm9J1xBtVWxnJJwAAi9Gq+jIdHPJoIjw1hsMnlgd1+anLVVdeovu3dclhs6i1tkyb/3xkprWv1G5RfXmJXjw4krcWwLa6Mh0e8iZc3zUZVWtp/Cr6aS3V+kv3/DMIDEz4taa+XF9811pd96aVM/WqNQ3lBfNMa7Zce+5KXZBB12TkDi2fi0w6800Vmsval+nrv+3U+avrtN1j0d+faFY4xRlOjm8prnDYFIlKHn9oznQ2qTrsjeiyZVaJnhkAACw6G1prtP3wiHqGbbpqjUV64xHQD288QaU2S0wCMvvfH794tarLbHlLUGwWs0LzTJmyeyKiUyrM0uTcdc1VDnWPxFkxy93PH9T/etsaVTqyM1NAIat12nXVhhWa8DGYZKGi5RM5YzabdHZbjf60q19Os9J63jJea+hVG5r1yCs9GcczHIiqjusSAACL0gl1Zdp71K3BoElNs1oKk/WmKoRRbSf9oYQj9+93R7W6PH4dKd5ItcP+iP7r6NRgSztcozqh3rkkE89pF55Ur2f2DuY7DCRAyydy6p2nLtdV339OZ4anRqYrX8CxVjeU66dbD+nHT+/P+NfLYhxuHACApcBkMun1nnG1RE0LrlPk2r4Bt+567qAk6erj1gWjUdnNJgUT7FtiNcsXDEuaGlDp7172a+e4Q1s3b1MgHNF/fPjc7AW+CDRXl6pvbP7WYeQPLZ/IKbPZpLeubdR/DZTo4e75hxlPhWvIy7QrAAAsUae3VOneQbshdYpcuu5NK3Xtua0Z/Xje3lSpXX1TY2hsHY7ohhNs+kyTT+evrtMrrjE9uH1hY2IUA4vZrGA4knxD5Bwtn8i5Gy5YJb2+U1etKJVGFnasa85pVVNV6dTF+9GXUt4vFGGaFQAAFru/vnCVLLuMqVPk0kUnNWhPv1u1TruGZy0fC0ZVaZ2/fnJaS5Uef61PKyU9PxjW50+2KWQKSsfNHLCUnbmyWq+4RrU4R0kpbrR8IudqnXbd0BhUjX3hyd/GNXVa3eBM+7mNXl9UzUyzAgDAomZknSKXHDbLTNfZ2fZMRHRyxfzV82WVDh2d8Ot1r1ntleaZR4gK4VnWQnH+qjq9cGAo32EgDsNaPh966CF95zvf0cqVKyVJF1xwgf72b//WqMMDcVWX2TU2meipiMQOe6Nqcy6uGxUAACgeFrNpTtfQ3RMRvbspter546M2/f0ZluQbLkGldosm4yT3yD9Du92++93v1s0332zkIYGsOOKN6J3L6XUOAADyY31zlV7rGdfKWctGglHVptCKG4lGdcRvkjsk1dDQGZfdYtaP+my6via66FrGixndbrHoOUusmvCl1/o5EoiqZumOQg4AAPLs7LYabTs0nHzDOMwmk54aty26gZZyadwX0p39DsqowBja9PPiiy/qb/7mbxQKhXTzzTdr3bp1cbfr7Ow08rSG8vl8BR3fYpOwPPt6pWBAGhpS/wLLuyLk1W+3jun06WOmYHy8VN3dbwzDbUAMRlno58/aO6noeOLflEyeiEKdY2kfK539Cgnf54WjDJN/r9IRDATl6oodnTvT71cm31EjX4sRcSc7brxt45Wh0TEuJUXxHTewTrFQ6Zbnftew+vun4g9FJe9Eqbq6ktdP3twQlrd8QOeZLOrqihbEazeKUZ/JS5vD2mbz6DyTf6qMikka73ehfcczSj7vv/9+3X///THL3vOe9+jGG2/UJZdcopdfflk333yzHnvssbj7t7e3Z3LanOjs7Czo+BabROU5/MoO2ZYtU9BmV+0Cy3v5yoAe3N6lZcubZFu2LKV9Kn0BtbTUS5IhMRhloZ8/91iPLJUlCdeHx/0qb29O+1jp7FdI+D4vHGWY/HuVDleXS60tsSNRZvr9yuQ7auRrMSLuZMeNt228MjQ6xqWkGL7jRtYpFird8qx37VajmmRfvkyP94c0bg3L2VinGrsp6es5edfOmXpPIbx2oxj5mTznqb1a21YvS5HNcJDO+52v73hHR0fc5Rkln1dffbWuvvr4KXGPOfPMMzU8PKxwOCyLhQehkV01zuSDDo0Eovr5kaAuX26VzSTtGI1Mdb3lGQAAAJAnq+qdOtJjUmg8ovtdIf15OKITy0P66CqeDTLC+rKwXhuL6PRq8pFCYVi327vuuktNTU1673vfqz179qi2tpbEEwXjW3sCerQnrN0TEYWiU5MyP9zNxR0AAOTPSY3lutXl0FpPUP9yml2P9oR11QoGRDTKueVh3TdM8llIDPt0X3HFFfrCF76gX/ziFwqFQvr6179u1KGBpMrsVnnCUnWcdX/oD+nkcrM+d5J55oL+cHeIizsAAMir5/cPabvHqoubTKorMeujqxgL1EhlFmkyXGTPey5yhtW+ly9frs2bNxt1OCAtpzZXatdei84/bvljPUE9NRDRl9vtMV1safEEAAD5ds05rZp85RV9oKUm36EUrTq7SQP+qBpKeNSqEPDzCopCS02p/t+ATSOBY79ujQWjerg7rMf7wwyzDQAACk6t064bGoOMQZFFF9Zb9NxgON9h4A0knygKT7zer2fHbfqF69jAQ5sPB/Xldrs+d5KNLrYAAABLUJvTrL0TYd19MBjTSIH8oEaOonD1Oa0a2f6KeiedCkSi2u+OarnDrFXlU/8BAABgadrjjmrzkakGCh69yi+STxSFWqddn1ge1GClTd/cFdBud1T/doY932EBAAAgz965zKJTKsz0hCsANAmhqDSVmmU3m/TKaESP9dC/HwAAYKl7c71Fq5xmnq0tAKT/KDofX21TQ4mJX7cAAACg5Q6Ten2RfIcBkXyiCNXYTfTnBwAAgCTJZKLFs1DQ7RYAAABAUau2mRjttgCQfAIAAAAoahuqzdoxyngg+UbyCQAAAKCora0wq3OCls98I/kEAAAAUNRsZpNCUZLPfCP5BAAAAFD0rCaTghES0Hwi+QQAAABQ9NZWmLR7gilX8onkEwAAAEDRaysz68cHgox6m0cknwAAAACK3tMDYT01ENH9XcF8h7JkWfMdAAAAAABk21UrrJoIRWn5zCNaPgEAAAAUvRq7SZ8+ya4311v1m95QvsNZkkg+AQAAACwZF9ZbtN8d0bd2B2gFzTGSTwAAAABLitMi/dfhkH56iOc/c4lnPgEAAAAsKR9osSkqqXsyqp7JiJpLaZPLBZJPAAAAAEtKjd2kj622KxCJ6muvB7Si1KRrWm2qsZvyHVpRI8UHAAAAsCTZzSbVlZj0vf0hPdzNIETZRssnAAAAgCXrw202/WUsoncss+Q7lKJHyycAAACAJavGbtLX1tv1h6PhfIcS10ggqjv2FsfIvCSfAAAAAJa05Q6zJkJRuUOFl+DddSCoOw8WR7dgkk8AAAAAS95lyyy6+VV/AbYwRvXpE626asXif2KS5BMAAADAkvffgxE9MxgpqBbG8WBUVXazPr7aXhQj8S7+9BkAAAAAFuiqFVa9OBzW5QU08NBjvSFd0VQ48SwULZ8AAAAAlrwau0nXt9nU54/tdjvgi+jug8Gcd8eNRKPq90XVXFo8KVvxvBIAAAAAWIBTK83aOR6JWfZ/Xgvo23uDOe+O+0R/WGPBaAE+g5q5jJPPF198URs3btSTTz45s2zXrl269tprde211+rWW281JEAAAAAAyIVqu0ljwdhkb5nDpAvrzTkb8CcYierh7pB+fiSkh7rDBfUM6kJllHweOXJEd999t84666yY5V//+tf1pS99Sb/4xS/kdrv19NNPGxIkAAAAAOSaOxTVyjKz2ivMORnwZ0tfSJ/o8GtFqUn/tqFEnzvJVhSj3E7LKPlsaGjQ9773PVVUVMwsCwQC6u7u1umnny5Jeutb36qtW7caEyUAAAAA5ECl9Vjr54vDYZ1Xa5bdbJI/nHr315FAVHcdCKTVZXbvREQPdYe0bSSinWMR1dhN+ugqW1GMcjsto+SztLRUFkvsqEsjIyOqrKyc+buurk4DAwMLiw4AAAAAcmh9lVmvjU099/n6eETrKs06o9qsHWORJHse80tXUN/dF9KvuoMpbT8ciOrB7pC+vt5edK2dsyV9Vffff7/uv//+mGU33nijLrroonn3i0YTZ/mdnZ0phpd7Pp+voONbbBKWZ1+vFAxIQ0PqN6q8p4+ZLiNjWKCFfv6svZOKjif+TcnkiSjUOZb2sdLZr5DwfV44yjD59yodwUBQri5XzLJMv1+ZfEeNfC1GxJ3suPG2jVeGRse4lBTFdzwbdYoMZVSeieovyV6ZZOF3AAAgAElEQVTP7P0K4LUbxdDPZIZ1w6qI9MiwQyt9Po2Ol6q3e1KNEemhoVI1eydTOkbEXaKznHbV+sbV1TV/AjoSNOm2rgp9odkt30BEl9kkz1HJk2iHNN7vQvuOJ00+r776al199dVJD1RbW6vR0dGZv/v7+9XY2Bh32/b29jRCzK3Ozs6Cjm+xSVSew6/skG3ZMgVtdtUaVN7Tx0yXkTEs1EI/f+6xHlkqSxKuD4/7Vd7enPax0tmvkPB9XjjKMPn3Kh2uLpdaW1pjlmX6/crkO2rkazEi7mTHjbdtvDI0OsalpBi+49moU2Qqk/JMVH9J9npm71cIr90oRn4mM60bSpI9EFC0tk7rFFFLS70kqcQfmPl3Mj5vQP9xmk0/3F+mq1rs82573+6AOidD2mlu1LkttqTHTuf9ztd3vKOjI+5yw6ZasdlsWr16tbZt2yZJevzxx5O2jgIAAABAoTFJ2joU1gX1x9KlMqtJntBU786RQDTh3J/9voiWlZhkM5tkNx/bJ5ETnCZtWmkt2q62s2WUfD711FPatGmTnn32WX3729/WX//1X0uSvvSlL+nb3/62rr32Wq1cuVIXXHCBocECAAAAQLY1lpj06lhEyx3H0qVzaszqGJl67vPf9iSe+3NLf1iXL59KJN+53KLf94XnPddRv/TZk4trYKFEMkqvL7nkEl1yySVzlp944om69957FxoTAAAAAORNa5lZv+4NayQQnUkKT600684DQR32Tg1C1D0Z1ZXNljn7Dvmjqi+Z2ucEp1kPJZmnMxSNymYu/sRTMrDbLQAAAAAUg87xsF4ejcS0bNrMU1OwuLwRXb7cquvarOrxxXap3TMR0YnlsSlWs8Okb+5Kb9qVYkXyCQAAAACzvH+FLe6UJ00Os37uCuvh7pAuqLPo+cHY6Vce6wmqZzISk2iOBKPafCQUt4vuWDCqCuvSaPWUMux2CwAAAADFqsZu0kdXzR15djoZvWqFVaUWk3yRqKLRqEwmkwb9Ue11R/X8UFh287H9r221qWMkEndAoT0TEZ1csXTaA5fOKwUAAACABZhOSqefAz2x3Kx97qlWzvtcQX1xrX1Oi2mN3aQN1ea4AwrtmYjolCWUfNLyCQAAAAAZuLjeovu6QqqwSQ6LSW1Osz66am4yaTGZFIpEZT1uYKGRYFS1S2CU22lLJ80GAAAAAANV2kxyh6K6vyuka1oTt+u1lZl02MuAQySfAAAAAJChWptJuyciCkYSb3NyhVl7JmI3CEWispiWTqunRPIJAAAAABkLRqN6eiASdzTbaW1lJh06ruXzsDeqtrKllXzyzCcAAAAAZOgDK2wyyxR3NNtpNrNJ4Whs8rl7iQ02JNHyCQAAAAAZO34E3FQtxZZPkk8AAAAAyLIKq0njwWOtn2PBiDYfDmkksHQGIiL5BAAAAIAsO6ncrH3uqUGHOscjGvJL394bnPdZ0WJD8gkAAAAAWTZ7xNvf9ob0D6fY9LmTbPM+K1psls4rBQAAAIA8qbNLg4Godk9EtLrcrAaHWR9dtbTaApfWqwUAAACAPDC9Mafnr3tCem+TJc/R5AfJJwAAAADkwEQwqu7JqNxL5zHPGCSfAAAAAJADpRaTnjgaXlKDDM3GM58AAAAAkAM3nGBTlc20pAYZmm1pvmoAAAAAyLEau0kfXWXLdxh5Q7dbAAAAAEDWkXwCAAAAALKO5BMAAAAAkHUknwAAAACArCP5BAAAAABkHcknAAAAACDrTNFoNJrLE3Z0dOTydAAAAACAHDv77LPnLMt58gkAAAAAWHrodgsAAAAAyDqSTwAAAABA1pF8AgAAAACyjuQTAAAAAJB1JJ8AAAAAgKwj+QQAAAAAZB3JJwAAAAAg60g+AQAAAABZR/IJAAAAAMg6kk8AAAAAQNaRfAIAAAAAso7kEwAAAACQdSSfAAAAAICsI/kEAAAAAGQdyScAAAAAIOtIPgEAAAAAWUfyCQAAAADIOpJPAAAAAEDWkXwCAAAAALKO5BMAAAAAkHUknwAAAACArCP5BAAAAABkHcknAAAAACDrSD4BAAAAAFlH8gkAAAAAyDqSTwAAAABA1pF8AgAAAACyjuQTAAAAAJB1JJ8AAAAAgKwj+QQAAAAAZB3JJwAAAAAg60g+AQAAAABZR/IJAAAAAMg6kk8AAAAAQNaRfAIAAAAAso7kEwAAAACQddZcn7CjoyPXpwQAAAAA5NDZZ589Z1nOk08pfiCF4olfbtOJ7SfMu417xKfT3tISs+wvT3epvMaRcH225fv8iXR2dqq9vT3fYSzI7LKdNruM461PJNl7UwzllUvTZZ+oXCnPhaMMk3vppZdUWVmZ0rYul0utra0xy8bHx3XuuedmI7R5zY57dgzTy/MVVzKPPvqoTjnllJS2LaTXkM69JJf38UL6jie6nxZSvSaZQirPZDKtv6S6X6L3Ldn+XS6XWt64Tmajzp3ONbtQpXNty9dnMlGDI91uAQAAAABZR/IJAAAAAMg6kk8AAAAAQNaRfAIAAAAAso7kEwAAAACQdQtKPvfs2aNLL71U99xzjyQpGAzqpptu0gc/+EHdcMMNGhsbMyRIAAAAAMDilnHy6fV6ddttt2njxo0zy+677z7V1NTogQce0Lvf/W5t27bNkCABAAAAYLGzje5Xzev/JYt/NN+h5EXGyafdbtddd92lxsbGmWVPPvmkrrzySknShz70Ib397W9feIQAAAAAUAQaX/6uGnd8X5UHHst3KHmRcfJptVrlcMROENvd3a1nnnlGmzZt0mc/+1mNji7NjB4AAAAAjheoWKnRVe/V+Oor8h1KXliNPFg0GtWqVav0qU99Sj/4wQ/04x//WDfffPOc7To7O408raFCwaC6XK55t/G5w7J2TsQs6+vzyOG2JFyfbfk+fyI+n6+g3+9UzC7babPLON76RJK9N8VQXrk0XfaJypXyXDjKMLne3t6UxzgIBoNyHXeP8Xq9eSnj2XHPjmF6eb7iSiYUCs0pw0QK6TWkcy/J5X28kL7jie6nhVSvSaaQyjOZTOsvqe6X6H1Ltn8gEJipi2ejzp3ONTsbHB6vfCUNch2dkJTZ5zqda1uhfSYNTT7r6+t17rnnSpIuvPBC3XHHHXG3a29vN/K0hup6dZtaWlvn3cY94lN7e0vMstDRLpXXOBKuz7Z8nz+Rzs7Ogn6/UzG7bKfNLuN46xNJ9t4UQ3nl0nTZJypXynPhKMPk3G63KisrU9rW5XKp9bh7zPj4eF7KeHbcs2OYXp6vuJLZu3fvnDJMpJBeQzr3klzexwvpO57oflpI9ZpkCqk8k8m0/pLqfonet2T7d7lcM3XxbNS507lmZ4NzdJmc0aiU4nUsnnSubfn6THZ0dMRdbuhUKxdffLGeffZZSdJrr72mVatWGXl4AAAAAMAilXHL586dO3X77beru7tbVqtVW7Zs0be+9S19/etf1wMPPKCysjLdfvvtRsYKAAAAAFikMk4+169fr82bN89Z/t3vfndBAQEAAABAsYpa7DKF/YpaSvIdSs4Z2u0WAAAAAJBYsHyFbO6ufIeRFySfAAAAAJAjgYqVsk+kNmp3sSH5BAAAAIAcCVS0ykbyCQAAAADIBlM4oKjZrqjNKXPQm+9w8oLkEwAAAACyzBz0KGJz5juMvCL5BAAAAIAsI/kk+QQAAACArDMH3QrbyiVJUatDpiXY9ZbkEwAAAACybHbLZ6CiVfYlON0KyScAAAAAZFls8rlStokjeY4o90g+AQAAACDLLLOSz2B5i+wTtHwCAAAAAAxmDrpnks+o1SGzf0w1nZtl8Y/mObLcseY7AAAAAAAodlPdbstn/naM7pFz90uSpJH2TfkKK6dIPgEAAAAgy0yRgKIW+8zfvppT5Gk6X+Orr8hjVLm1oG63e/bs0aWXXqp77rknZvmzzz6rU045ZUGBAQAAAECxilodGmnfpHBJdb5DyZmMk0+v16vbbrtNGzdujFnu9/t15513qqGhYcHBAQAAAACKQ8bJp91u11133aXGxsaY5T/60Y903XXXyW63J9gTAAAAAJY4k1mKhPIdRU5lnHxarVY5HI6YZQcPHtSuXbv0rne9a8GBAQAAAECxilidMgc9+Q4jpwwdcOgb3/iGvvzlLyfdrrOz08jTGioUDKrL5Zp3G587LGvnRMyyvj6PHG5LwvXZlu/zJ+Lz+Qr6/U7F7LKdNruM461PJNl7UwzllUvTZZ+oXCnPhaMMk+vt7dXY2FhK2waDQbmOu8d4vd68lPHsuGfHML08X3ElEwqF5pRhIoX0GtK5l+TyPl5I3/FE99NCqtckU0jlmUym9ZdU90v0viXbPxAIzNTFs1HnTueabTTb2HjM9SvkDmjkyF75HMvSOk4617ZC+0walnz29/frwIED+vznPy9JOnr0qK6//vo5gxFJUnt7u1GnNVzXq9vU0to67zbuEZ/a21tiloWOdqm8xpFwfbbl+/yJdHZ2FvT7nYrZZTttdhnHW59IsvemGMorl6bLPlG5Up4LRxkm53a7VVlZmdK2LpdLrcfdY8bHx/NSxrPjnh3D9PJ8xZXM3r1755RhIoX0GtK5l+TyPl5I3/FE99NCqtckU0jlmUym9ZdU90v0viXbv8vlmqmLZ6POnc4122iVo5Ux169yrZSzvFL+mtSuadPSubbl6zPZ0dERd7lhyeeyZcv0hz/8Yebvt73tbXETTwAAAABY6sL2CpkDi6NV3ygZJ587d+7U7bffru7ublmtVm3ZskV33HGHqquXzlDBAAAAAJCJiK1cNm9/vsPIqYyTz/Xr12vz5s0J1//pT3/K9NAAAAAAUDRM4YCiZlvMsoi9QubRfXmKKD8yHu0WAAAAAJCcOehRxFYesyxsW3qj3ZJ8AgAAAECG7MO7Vb/jh7L4RxNuM5V8OmOWRWzlsgTd2Q6voJB8AgAAAECGajs3q+71u1V54LGE25iD7jnJp8xWKRrOcnSFheQTAAAAADIUqFwpz7JzNb76ioTbmIMehY9PPpcgkk8AAAAAyJBJ0mT96QqXJJ71I16326WI5BMAAAAAssgSZ8ChpYjkEwAAAAAWIGp1yBT0JlxvDtHyKZF8AgAAAMCC+KtWq2T8YML15kCcAYeWIJJPAAAAAMhENCJJClStln3sQMLNTJGAomZ7rqIqWCSfAAAAAJABi29YYUetgs4m2Ty9829sMsVfHo0aH1iBIvkEAAAAgAxYJwcULG2UTOaMksiopUSmsD8LkRUmkk8AAAAAyIDVO6BQWUPG+0dsTpmDbgMjKmwLSj737NmjSy+9VPfcc48kqbe3Vx/5yEd0/fXX6yMf+YgGBgYMCRIAAAAACo1t8qhCpVPJZ9RamnYiGbZVyELymZzX69Vtt92mjRs3ziz793//d11zzTW65557dNlll+nuu+82JEgAAAAAKDTTz3xKkr9qlexjh9LaP2IvlzlA8pmU3W7XXXfdpcbGxpllt956qy6//HJJUk1NjUZHRxceIQAAAAAUKtNUSpVsxNt4wrYKut2mwmq1yuFwxCwrKyuTxWJROBzWvffeqyuuuGLBAQIAAABAoQs6m2Tz9qW1T8TulCU4kaWICo/V6AOGw2H9wz/8g84///yYLrmzdXZ2Gn1aw4SCQXW5XPNu43OHZe2M/ZD09XnkcFsSrs+2fJ8/EZ/PV9Dvdypml+202WUcb30iyd6bYiivXJou+0TlSnkuHGWYXG9vr8bGxlLaNhgMynXcPcbr9ealjGfHPTuG6eX5iiuZUCg0pwwTKaTXkM69JJf38UL6jie6nxZSvSaZQirPZDKtv6S6X6L3Ldn+gUBgpi6ejTp3OtfsVNjGxmKuSbax0bjXqOO3m1bin1DdiEs9ptSua1J617ZC+0wannx+8YtfVFtbmz71qU8l3Ka9vd3o0xqm69VtamltnXcb94hP7e0tMctCR7tUXuNIuD7b8n3+RDo7Owv6/U7F7LKdNruM461PJNl7UwzllUvTZZ+oXCnPhaMMk3O73aqsrExpW5fLpdbj7jHj4+N5KePZcc+OYXp5vuJKZu/evXPKMJFCeg3p3EtyeR8vpO94ovtpIdVrkimk8kwm0/pLqvslet+S7d/lcs3UxbNR507nmp2KytGqmGtS1UCJTnc/pfHVVyhcUi1JMoUDqhivj3vtMgXrVB38iywpXtek9K5t+fpMdnR0xF1uaPL56KOPymaz6dOf/rSRhwUAAACAgmIKehWxlsYsKxnbr/LdP5MkjbRvkiSZgx5FbM64x4haS2UOTWY30AKScfK5c+dO3X777eru7pbVatWWLVs0NDSkkpISbdo0VdBr1qzRV7/6VaNiBQAAAICCYJ0cmJlmZZq75S3yV5+o8dXHxr6xerpVOrBDE23vmGkNnWEy5SLUgpFx8rl+/Xpt3rzZyFgAAAAAoGA5BnaodPBVja++QjZvv0JljTHr/dUnKVjeHJNkVu9/VJVHnpCvdu1Ma+hSZfgznwAAAABQjJpe+CfZJ6YGBwo7ajVZf3rM+qCzSeU9z8Ys81es1NC6j8a0hi5VGU+1AgAAAADFyOLuUeNL/yKLfzRmuafxXHmWnafx1VfI6p3b7TZcWifr5GDssUJeDZ7+P+d2uV2CSD4BAAAAYJbavQ+oZt9DqjzwWMzycGmtJhtOV8RSIlMkoKj1uJF7TXHSq2g0/vIliFIAAAAAgFm8jWdpsnZdbFfZcFBRs1XjbZer8tCW/AW3iJF8AgAAAMAspmhYobJlMV1lrf5hhR21Cla2yT5xJLUDRaNZinBxIvkEAAAAgFks/lFFbOWxyyaHFHLUSZJ8NSfL2bt1zjOhkhS1lMgU8k3t45tKWOdnkqIRQ+IudCSfAAAAADCLxT+qcElVzDKr71jyafUeVenQa3OeCZWmRry1eXolSXZ3lwLlLfOeK2Jzyhz0GhR5YWOqFQAAAACYxRT2K2JzSpGQZJ5Kmay+IflrTpYkja+5UjKZ4k6fMpV89ihQtUo2d9ec6ViOF7aVyxycUMRePu92xYCWTwAAAAA4TshRK4tvZOZvi29YoZKpLrThkmqNtG+KO31K0Nk80/Jp8/Qp6Gya9zwRe4UsAbeBkRcukk8AAAAAOE6otF7WyYGZv02RkGSxJd0v7KiVxTc89cesltNEprrdTiwo1sWC5BMAAAAAjhMqrZfVN5T+jiZTWpuH7RUyBz3pn2cRIvkEAAAAgOOEShtiWj6zJWIrp9stAAAAACxV4ZIaWae7z2bAHHDPma4lrkhY5a4/xp22pdgsKPncs2ePLr30Ut1zzz2SpN7eXm3atEnXXXedPvOZzygQCBgSJAAAAADkRCQkmcyS2ZLx/JsRa6lKRvcoWLEi6bbl3U+rovuZuNO2FJuMk0+v16vbbrtNGzdunFn23e9+V9ddd53uvfdetbW16YEHHjAkSAAAAADIBUtgQmF7ZcwyU9CriLUs5WMEnU0q63sp6RyfkjS+5n3yNJ4Td9qWYpNx8mm323XXXXepsbFxZtkLL7ygt7/97ZKkt771rdq6devCIwQAAACAHLEExuZMoWL1DSnsqEv5GCFns8r6tylYnrzlM1xSrfFV75LZP5Z2rItNxsmn1WqVw+GIWTY5OSm73S5Jqqur08BA9h/QBQAAAACjWPyjCturYpZZfUMKOWpTPkawvFk2b7+i1tKUtvc0v1nlPc+nFediNP+kMwsQjUYTruvs7MzWaRcsFAyqy+WadxufOyxrZ+xcPH19HjncloTrsy3f50/E5/MV9PuditllO212Gcdbn0iy96YYyiuXpss+UblSngtHGSbX29ursbHUfq0OBoNyHXeP8Xq9eSnj2XHPjmF6eb7iSiYUCs0pw0QK6TWkcy/J5X28kL7jie6nhVSvSaaQyjOZTOsvqe6X6H1Ltn8gEJipi2ejzp3KNbthaJ98JQ2aCLlkHXer68ghNQztkae0WZ5QatcfW2BMTVGz+g68pqCtMvkOktYMHJHLmfz46VzbCu0zaWjyWVZWJp/PJ4fDof7+/pguubO1t7cbeVpDdb26TS2trfNu4x7xqb09tv926GiXymscCddnW77Pn0hnZ2dBv9+pmF2202aXcbz1iSR7b4qhvHJpuuwTlSvluXCUYXJut1uVlalVLFwul1qPu8eMj4/npYxnxz07hunl+Yormb17984pw0QK6TWkcy/J5X28kL7jie6nhVSvSaaQyjOZTOsvqe6X6H1Ltn+XyzVTF89GnTuVa3ZVYLs8y9eq2rlMTv8Jaqt3qsInTaw8VbWOmpTOU9P5lJyTPWr3b9fI6k0p7eN0t6itsUKR47r8Hi+da1u+PpMdHR1xlxs61coFF1ygLVu2SJIef/xxXXTRRUYeHgAAAACyyuIfVbhkqtttqLRBVt9gzLJUjK++Qkc33JjWIEKe5gtU3lPcY+Zk3PK5c+dO3X777eru7pbVatWWLVv0rW99S7fccot++ctfqrm5WVdddZWRsQIAAABAVpnCfkWtU62rIUedrJODb6xIvd0uXFKtkfbUWjynBSpXqfLQ79PaZ7HJOPlcv369Nm/ePGf53XffvaCAAAAAAKAQhEob5BjZnZuTmUxSJKTa136qsROvmjPibjEwtNstAAAAABSLsKNGVt9wzs5niobV8OoPVHngsZydM5eyNtotAAAAACxqZqsUDefsdMOnflSWySGFShtyds5couUTAAAAABKZZwpJo4VLqtX35q/J7u6SffxQzs6bKySfAAAAAJCAJTCe1ki3Rhha9xHV7PqZajo3y+Ifzem5s4lutwAAAAAgSZGQZLLELDJFggo56nIbh9kqq3dA1fsfkaS0R84tVCSfAABg0SkZ/IvK+js0XqQjQgLID0tgQmF7ZcyyUGm9wrlOPiWNn3C5guUtac0VWuhIPgEAwKLTsOOHch7dJpktRdMiACD/LP7ROV1sQyU1cvY8r0DVqpz+2OWrP12mSLiofmDjmU8AALDo+GpOkafxrKJqEQCQf5bA2Jxkzxz2qa7z/+V8+pOgs0k2T09Oz5lttHwCAIBFJ2p1yNN8kRTJ3RQIAIqfxT+qoLM5Ztn0j1w5/7HLZM7pSLu5QMsnAABYlMbb3qGKI0/kOwwARSRet9twSbVG2jcVVffXfCH5BAAgByzuHrW5HiqqIfPzymRSuKxB1smBomsZAJA/Fv+YwvbcTqsyn6i1VKagJ99hGIbkEwCAHGje+n900uGf5fyZoWJkCvkUtZRIkvy1a1UysivPEQEoFqawX1GrI99hzPBXrVLJ+KF8h2EYQ5NPj8ejT33qU9q0aZOuvfZaPfvss0YeHgCARcniHVCodJl6Gy5igBwDWCcHFCqtlyS5V1ysikOPF91E7AAgSYGq1bKPHch3GIYxdMChX/3qV1q1apVuuukm9ff364YbbtDvf/97I08BAMCiU73/YQ1u+DuFdj6iKM8MLdhU8tkgSYpaSuQY2S3n7m2SimcidgCQpka8rfT05jsMwxja8llTU6PR0alfHcfHx1VTU2Pk4QEAWHQsvmFFzTYFnc2yhornuZ18sk4OziSfkjTRcomG1l5PqzKABbH4R1U6sKOwelEU2Yi3hiaf73nPe9TT06PLLrtM119/vW6++WYjDw8AwKJTte9XGj3xKslkyncoRcPqHYhJPj0tFytYvoKRKAEsSOX+R+Tsf6kAn80vnuTT0G63jzzyiJqbm/WTn/xEu3bt0pe+9CU99NBDc7br7Ow08rSGCgWD6nK55t3G5w7L2jkRs6yvzyOH25Jwfbbl+/yJ+Hy+gn6/UzG7bKfNLuN46xNJ9t4UQ3nl0nTZJypXynPhKMPkent7NTY2FnddqadLda4X1FN2voK2CbVFInIdd4/xer15KePZcc+OYXp5vuJKJhQKyT3SrcPOYck0MrN8Td9euRyFUbbxpHMvyeV9vJC+44nup4VUr0mmkMozmUzrL6nul+h9S7Z/IBCYqYtno8493zV7ItKocMPF2lNyloJJ8oFcMnuC6jm4W2FrmaT0rm2F9pk0NPncvn27LrzwQknS2rVrdfToUYXDYVkssR+w9vZ2I09rqK5Xt6mltXXebdwjPrW3t8QsCx3tUnmNI+H6bMv3+RPp7Ows6Pc7FbPLdtrsMo63PpFk700xlFcuTZd9onKlPBeOMkzO7XarsrIy7rqWP/2LnKOvqN2/XSOrN8ly2KzW4+4x4+PjeSnj2XHPjmF6eb7iSmbv3r2qrKpW68qVMcsrR6rU2rJiqovaGwrpNaRzL8nlfbyQvuOJ7qeFVK9JppDKM5lM6y+p7pfofUu2f5fLNVMXz0ade75rdlWgQ56NN2m5symtY2ZbqXmDVpcE5aufKpd0rm35+kx2dHTEXW5ot9u2tjbt2LFDktTd3S2n0zkn8QQAYCmwj+2XZ/mbdHTDjbHPIhbRszuFxF99okpG9+U7DACLmNXTp1DZ8nyHMUcxjXhraPL5oQ99SN3d3br++ut100036atf/aqRhwcAoLAc3aUTdvxr3MEpqvY/qpG112mkfdPMs4hBa7nMwcXRfbCgxUngvY3nqKw//i/tAJCyAnw+P2ItVUXXU4U1EFKGDO1263Q69Z3vfMfIQwIAULhevFMNXVuk6jYNn/axmcXlh5+QOTAhS9AdMwiOv6RWFd4BBezxu3whBQlajsOOGln8I3HXAUAyptCkopbUuiHnWuXB36i85zlVHnhs0U8nZWjyCQDAktJ0uo6ufK8sIe/MIqu3XzV771fZwCsKVK2KqSj47bWqmTyqQPWafERbFKxhryL2irjroiaLFAlJZqo3ANLjGN4lX+3afIcR1/SjG8UwnZSh3W4BAFhS/G51rf2YghWtKhneLaunV7Wd96jngtvmPuupqeTT6h3IU7DFoTQ4EjPNymyBypVq3P7touiaBiC3HEOvy1e3Lt9hxBUuqY55hGMxI/kEACBT/nGFrcxeqbcAACAASURBVE6Nrb5SNXt+rqb//oqG2jcpXLYsbkXBb6+R1TeYp2CLgyM4olBpfdx1toku1ex9oADn6ANQ6MzBCUV4JCLrSD4BAFgIk0kyWxQqXaaywR2qPLwl4aZRs02mSCiHwRUfR3BUobLGuOvGTvqgPMvOK4quaQBQjHgoAgAAA4ys/SuF7eUkPllWEhxRyFEXd13YUaPJhtOLomsagNyxTA4p7KjJdxhLAi2fAAAYoJieySlklkhQUWthjkgJYHEq639R9nEXz4vnAMknAACZSDDlBwBgcak68BvV7L2P58VzgG63AABkwj8hlcSf8mM+BT0dyEs/0fL9nfKvu1r8Pg1gKTCFJuWrOVmepjfx2EQOFOCdDwCARWCiT6poknzp7RYurZN1ckgh57LsxLUQz39HraOHddTh0MiK9+U7GgDIuspDv9fYmvcpWNmW71CWBH7WBAAgExO9UsXytHcLlTbIOnk0CwEtUDQq+cfVddINhfvrfySS7wgAFJNoVPYJF4lnDpF8AgCQiemWzzRNJZ8FONfn5IjUdIbGG88t3EGTBveocvJIkkFBTFIknLOQACxeZX0vyLP83HyHsaSQfAIAkImJXqk8/a6zobLGwmz5HO+RVl2sEk93viNJrONuNY1tn3dQkLC9QuagO4dBAVisnH0vyrv8/HyHsaSQfAIAkImgVyopT3u3sL1KFv9YFgJaoPEeaeUFKvH25juSxJrO0P6Gy+ftFhyxV8gSGM9hUAAWo5Kh12R1d8kSKMDrcREzPPl89NFHdeWVV+oDH/iAnnrqKaMPDwDA4mYy5TuC+Ma7pZo2maIF3GXVN6Y9Te+bt1tw2F4pS2Aih0EBWIzqX71TlV1PMb1KjhmafI6MjOj73/++7r33Xv3oRz/SH//4RyMPDwAAssV9NKNuxDnlHVbQMn9rc8ReKTMtnwDmE40qUNGioxtuLNwB1oqUocnn1q1btXHjRpWXl6uxsVG33XabkYcHAKAomEI+1XRuTjJwTo5Fw5LZ8sa/o/mNJRGTKWnLcdheQcsngHmVDHdqsvFMjbRvKtwB1oqUoclnV1eXfD6fPvnJT+q6667T1q1bjTw8AACFYYHJmWNkjxpfuaMgu3sFS2pl8Q3lO4yMTXW75RkuAImV9zwnT/OF+Q5jSbIafcDR0VF973vfU09Pjz784Q/rySeflOm4Xyk7OzuNPq1hQsGgulyuebfxucOydsb+qtrX55HDbUm4Ptvyff5EfD5fQb/fqZhdttNml3G89Ykke2+KobxyabrsE5Ur5blwlGF8Zv+YqsYDGunsVG9vr8bGUkt2gsGgXC6XrPY2RVeuUXfJWRrr7c15GVv8oyp7+W71tb5TQVulvF6vBvyDGuzs1IivVPb929RrW1Vw73394KBClpBc89ynzZGAVg50yeVwyev1FsxrSOdeksv7eCF9xxPdTwupXpNMIZVnMpnWX1LdL9H7lmz/QCAwUxfPRp27t6db9aPDOtI7kNZ+hSSda1uhfSYNTT7r6up05plnymq1auXKlXI6nRoeHlZdXV3Mdu3t7Uae1lBdr25TS2vrvNu4R3xqb2+JWRY62qXyGkfC9dmW7/Mn0tnZWdDvdypml+202WUcb30iyd6bYiivXJou+0TlSnkuHGWYQP/rku0MLW9vl9vtVmVlZUq7uVwutba2qix0qibrT9PyilaVjY/nvox/+wWp55c62tiokdWbND4+rgZ3vRra27Vj4ICWTexUtLGpsN77kF862iTrmFWtSe7T1eNlam1t1Xg+yjaBdO4lubyPF9J3PNH9tJDqNckUUnkmk2n9JdX9Er1vyfbvcrlm6uLZqHObDj0n64lvUWvT/NeRQpbOtS1fn8mOjo64yw3tdnvhhRfqz3/+syKRiEZGRuT1elVTU2PkKQAAyL+JXqmiKePdQ6X1sk4OGhhQmkoqNV57xsxAG+agRyqpkCQFHPWFOw9p1Yp8RwFgMfMMqWnvPfJXn5TvSJYsQ1s+ly1bpssvv1zXXHONJOnLX/6yzGamEgUAFJmJPumEN2e8e6i0TiVjBwwMKF1RTdSeNjPQht03KDW+kdiZzIU54NBYl1TVIqmABmkCsLi8co+qhl+R/9DvNNK+Kd/RLEmGP/N57bXX6tprrzX6sAAAFI6JXql8eca7hxz1Kut7ycCA0hDwSLayqZFtIyHJbJXdNyBVnpWfeFI11iWtfJNIPgFkbN37NfrKr5leJY9olgQAIF3hgGRL7VmpeCL2SlnyNRfl4a1S2wWaLG+baX2dSj6bj21jMkuRcHbj2PEL6fnvSJ4UR9Yd75Iq6XYLYAGCHg21XMb0KnlE8gkAQLoW2i01yVyVWdX1krTiHHmrTlTJyB5Jks03JFUca8kNOptUMtmfvRh6XpH++E/SE1+RXrkntX3CQclakr2YABS/UZf8pcvyHcWSRvIJAEA6PEOS64XUW+wKTSQoWe3ylzbJ5u6WJJmiYclim9kkULlSDk+XNHJI+v0tU6PjGvV6o1Fpx8+l998prf+gtOF6Y44LAMmMHZG/NPNHJrBwJJ8AAKRj20+kg0+n3mJXSDxDUmnt1L/naX0N2avU+voPpdcentr+xTul7T81JoZdv5ZOeffUgE3VKyVnXfJ90hQ1vfE8KwDM5h5QiC63eWX4gEMAABQ1m1O64NOLs8Xu4NPSqouP/W0ySdHInM0qup9Rqcc1tf6cv5ECbinoW/j5x3ukrT+QPnTP1LHNlqlnS81JJqxPs5tzxF4hS2BCUpLjAlhiolPPtCNvKH0AANLh7pPecduCW+yiZuvUc4y51P+atGz9zJ+BipWyTbjmbDa++gq51n58KsF21kmX/ZNUVisd7VzY+bf8b+nIfx9rNV5xjtS1Lfl+kyNSaerzhoftlTLna0AnAEBCJJ8AACQyuE968p+PPe/Yt1Nadqohhw476mT15fC5Uc+Q1PXiVCL3Bn/NySobeFkRS+zIveGSavWt+VBsgn3ux6UXfpzeCLXHq2qRLv3HY63Gqy6SDj6TfL+ZOT5Tk9fRhAEACZF8AgCQyJYvSk/fLnX859TfnY9K695nyKFDpfWyTg4acqyUbL1jKtGb9axqoKJNZX3bFHDUJ9/fYpVGj6Q3Qu3xbKXShX9/LKm1O6WgN/l+aSaf4ZlutwDwhqBPstjzHcWSxzOfQLHwDEkv/GiqgjbQKYX80lu/nJXBPIAlo2aVdPE/SKNdUsAztcxWasihQ4562by9kn2lIcdLytkovfnvY59VNVtk8Q8r4GhI7RhnfEiqW2Ps864Vy6eeBZ09z+jxxrqk1vNSPmTYXjkzki8ASJLGu6WqVimQ70CWNlo+gWLx4p3SM9+UBnZJ5culbf8pbf1evqMCFq/BvdLy06S3/W/p/E9K93xQ8k8YNuVIqLQuty2f3kHp0q/O+UEq6GxS9UCKU8esvEBqXJfZj1qJBg1qOUf63S3zn987KJWlfk663QKYY/SwVN2a7yiWPJJPoFjUrpLO+4R00eelMzdJb/+K5D4qBSfzHRmwOO36tbT2PVP/bmyXVr5J+vMPDJtiJVxSI4tvJPmGRphO/OJMrxKxV6lp/y9Te11VLVOtB5lINGjQoeekzkekl5Ocf56pYY4XtlfITLdbALONuqZaPpFXdLsFisXwQenyb0w9lyVJF9001ZXtiVulqhXHRq0EkJrJ0akRXqdtvHEqeTKqy6nZIim9KUQydvT1qRbLOIbXfVgelao1ldeVRgI4x8hBqeaEucs3XD/VypzomU7PkOR6o2U21WuY2SpTNJxxqACK0ESvVNEkqS/fkSxpWWn59Pl8uvTSS/XQQw9l4/AA4omGjyWe0yqbpaF9CxsgBFiKBnZLDafELnPWSW/+zOL8EefgM7Hze84Sd2TbeZmkyNy5QZMaOTT1DO3xnHXSlXdI3dvmds0d65Ye/GvpwFNcwwAsTCROPQk5l5Xk84c//KGqqqqycWgA8fgnpkaNjOe0q6U3fdLYAUKAYrfrN9Ip7853FIl5htKb8sQzIJU3GnPumhOk0UPp7zdySKppi7/OZJpKjg8+PfV3cFJ64qvSrz8rvf3WqXlGuYYBWIiF9NyAYQxPPvfv3699+/bpkksuMfrQABJxvSi1vin+utbzpKYN6bXWjPcmHwAEKFaeQWnfH6d+JS9Uv/ncVI+G7T9Nvm04KJkN/LV/+WlS31/S3y/kn3+k4JPfKe3ZIvW/NvXazGZp7xbp0LOLt8UZQOFINOgZcsrw5PP222/XLbfcYvRhAcyne7vUfFb8dTUnTLU4pOP5f5de+CHd3LA0/e4W6fBzOfr8m6a6zKerqmVq2pShA5LrJenJb0idv5H+8NW5Pxp1b5dWnG1ItJKmuiMP7DHueNNMJqn5bOkP/yhd/AXp/L+jxROAMYz+EQ4ZM/RdePjhh7Vhwwa1ts4/klRnZ6eRpzVUKBhUl8s17zY+d1jWzthR9Pr6PHK4LQnXZ1u+z5+Iz+fL+ftt8Q2r6uCvNbb6SoVLqhd8vNllO212Gcdbn0iy9ybT8mro79bAvoMJ19cPHNVgGset8Zepqvr/Z+++46Ou7weOvy5770GAMAIEIiAbFBeKey8KRWNtq7ZWrbTqT2sVrVWq0uFoq3ViARVF6gRRlqCy9wgQAoSE7L1zucv9/vjkkrvkLjdyK+H9fDx8SL533+/38/3ed3zm+5NOXvhU9D58vxrPvbXz6o3rr685086hX0s9CU0GdOPup9rO67+wsJDq6mq7tt/S0kKeyTvG0AgVeUfJinRsqEpCdQNlY++BVh0Dvn6cqNMbaYwZSWjVESqKTlE86ZG2HRhI3vkfdKHxVDVEmT0TTdPd0NDQ/jsbl5su67L/4gKHnikACWVlNteJy9lNcvZqir99mYpRt0Pc5XCqBChp/45OpzM7h9YEVldTWFjoM9evI+8ST77Hfeket/Y+9aV8jS2+dD5tcTb/Yu961n43W+trtdr2vLir8tyB9QWE1Wuozspy6Jntq7p7Pnfma9ekSwufGzZsIC8vjw0bNlBUVERQUBD9+vVj+vTpZt/LyMhw5W5dKn/fDgbaKDzXVTaRkWEelU9Xkk9EbIjVz93N2/u3Jisry/O/9wdz4chXJCf3g/EP9nhzpufWyPQcW/rcGlu/jVPnq6UJSgaQ0N16hQkkOrLdwgAYdzPpYyeDf6Bj6fEg47m3dl69cv31MWfcOdzwAtywACKTSbZzlbq6OqKiouz6bl5enlkFbQTDGUiA4+fY9J4esgj2LCE0/Wo4spK45hriQsogfhj88ArERsOON0hKGWj2TDRNd01NTXsajMtNl3W7f3vomqE0xfY6g34PSUkkj7+dZCvdbLOzs21WcgNEVUWTkpLiM9evI+8ST77Hfeket/Y+9aV8jS2+dD5tcTb/Yu961n43W+vn5+W158Vdluc+WQ5xU+mfluHQM9tXdft87sRb1+TOnTstLndp4fOll15q//err77KgAEDuhQ8hXCr5loV0GLw+WdOV63TO2GgjS51IdHW59irL4M9SztNxWJQ8xqWHoF+Y1yeZCF80skfoGivR7tm6UITCKxyMOx/Uw0ER3T8bYzCC5DY9v+Nf4VNf4frX4bAcNX93pXPxO6eKZZU5UGMlWBDpkyPpYcMfoFo9FqXbEsI0ctVnYJB53g7FQI3RbsVwmu2vw3TH4AJt6vojmeCnPWQv7P74EBJGVBy2PJn7882n4rFYAA0kDIOCve6PLlC+KwNf1FRbj041lkXmkBgU4VjK5VnQ0J699/xD4Tj6+Dg/9wzRUy/MVB0wP7vW5vj0430QVH4t9R5dJ9CCB9VfRqiekfreXeKi4uZPXs2zz77LJmZmcyePZsdO3Z4O1kOcVvh84EHHuDmm2921+aF6Kq+DPRaNbdlxnWQ9YW3U+QZ+dtg/bPdZ5iTR0PJwa7La4sgYSScdUNHq0h1PkQPcC5QkRC9Wco4jwe40YfEE9jsYOGz9Kjtwuf42917LJEDYMu/7I+IbW2OTzcy+AfT/9j7ErVbCAFNlSqQYh94HgwYMIAnnniCxYsX8/DDD/Paa695O0kOkZZP0TfUl8Mnd8HotgqP4AjQNfr2VAmOytsOn/+264Oz31jbmcyIZKgt7rp892K44lmIH9HRKlK0X21TowEkLLno5eydD7OpWt0nHp7Sw0/XQGT5HscyRFW5truwuqO109TRlXBkFay4G3K32D7H9aUQnuCetFgR0FhCcu6nErVbCKF6apj28uojysrKSEpy0RzOHiIxh0XfsHsxHF8PR76ChLbxQkPOV/PDpc3wZspcQ98Cqx9XrZzxwzrGRDXVtGWYf9v9+pYmVm6uVdsNi1N/t7aqefVKDsGwi9vW81MFeD/7ouEJ4XM+uUt1P4XuxxIWH4LkszyTJhNRx78guny3yhDZO9axVQ/+Xn59Gyu7Mm6Ab/4Ih79Uf3d3DB6e4L16+M0End5K9JhbPbpfIYSP0TWraZyGz1TPrkPHvZ2iHjl9+jTPPvsswcHBFBcX8/bbb3s7SQ6Rlk/RNwy/FDKuN2/9G3oRHP/Oe2lypc3/gisWqGMyPcbSI5A4yv7tmE6wvOd9GD9X/Tt5tCp0AuiaOiaCjx8OFb37IS3OcMkZkDoNzp7T/feKD0DyWM+kyURN2nVUJU6B0Td5fN89YmxZjRsC170MQy7wuSBv+uAY8s76NZz83ttJEUJ4U/FBSJ3s8Z4tAP7NVcRmLca/ucpl2zR2u/3oo4945513+N3vfodOp3PZ9t1NWj5F39BYAVPvNn+o+PmDxh/WPQvT7vX4A8cl6svhu+chZhCkTlGZaGNLJUBplv0tu1EpUFuoxsTWFsGhz8HYIjD0Itj3YdfItsagQwkjXHE0QnheUIQqHB36FKb9yvr36kogwvNdl/TBMRSlzSKm8qS6zzurL1etosZo1L44UXp4guppEhRu+XOD97rvN0YNg+LPgNleS4MQwssK98KIy1y+2Yj8DQRXHu32O6Gl+wgv3kZ44VYaE8/u9rvNsenUDZzhUBqGDRtGcHAwhYWFdk1B5Qt87A0mhJPKc2DE5V2XBwSrYDxBkXC+a8L3u03xIRL3/hsG/amjoLxnCWx7Ay59Rv1tWoAEFRzI3uhtSWep1s3QOPj4Tji1uaOrX3g8NFSorrhBJlM4xA+HAytcdohCeFRLI/gHqWjPh79qm+6jm5ezh7uFGtXHjIL8HTD0wq4f7vovrH1aDb8+/0GoOAFxaZ5Oom1DL4QTGyHdwnM4f4eKtl1f7p1KwISRbb1ERnp+30II76s5DVEDXL7ZuoEzbBYW/ZuriDr+BTVp16EPjnF5GqqqqigtLSU52d6Zqb1Put2KvqG2CCJTui6f/Av1n7UaeV+yYQEJhxebD4YffJ6KRDuhrTtb8hjVfcTIYFDjNO2RlAG5P6rxWVf/tWuQIv9AKNijuuAa+fmDodX5YxLCm8qPdbTaj5sDn95rOShOa6vXCp4ArQFh0NJg+cPIZNWlNX6Y+rvsqG/2REidBnlbLX/27XzI+sx7gT7G3Ay7l9gXeEoIT6svhw/nyrXpbl56xuuDY6jMyHRpwdM45jMzM5N77rmHJ598kqCgIJdt392k5VP0EVYKYeHxcO0/YMPzUFOgWgw7d2PzFdGp1CdNIty0QJi/XRUUjelMOgu2v9XRfcSRh6lepwqfN74GcUO7drEdOAV2vqvGlnZmMHg1cy6EU0qPqAobgAOfqABkO9+FCx82/17lCY9PA2KRMeiXqZJDcMfnsGY+ZFyrCp/GgGC+xM8fMHQ9hhMb1djykVd6b0xoUDgU7Fa/P9gf2EkIT9j2huqZERoPN7zq7dT0Pb44VKEHkpOTWbZsGTU1NUyZMsXbyXGKtHyKvsHWmKLxt8HHP4dvnoTld/pmuO3AMKqHXA0NJrWfncehBUd0tJA0VZt3kbVlzxLV1Tbrc8ufJ6TDsbVdH9KhsbD2T1IrK3qfiuMdXVTH3w6TfwkxQ7p+r/iAeYu/NySMVAVLUyVZkJihCnOxQ9TwgpZG3+3JMWASFOzq+FuvU5nqCbd7JdCHmbG3wjm/8bmgSEKQcjZM/JnqfdRc5+3U9D3S5d7nSOFT9H6tejUlSHcOroC8LSowxq3vQtrFvpUJaStk1vU/H45+rZY1VkJItPV1HI10a2vS+YMroKkK9iw1X15+DL7/h+8V1oWwpVUHAW1dkcLj4eqFUHa46/dKj3o/czLIQrfVA5+oLqOgovXuW+b5dDki7WLIWa/+XV8Oy38OI6/xjV4TI69RAZ18qbeLEKBiN8ycDxf9H/woLZ8uV7hXBU8UPkMKn6L3q86HaBtBd0wLXuEJkDrVtzIhedsgdSr64GhV6ATIXmM5Opt/oJqzqiQLkhwofNqadN5a4XTK3TDqWt8qrLtLfTl8/oC08rpbfblnxt917hHh568qqzov12tVcDJvik6F6ryOvxurwD+4Y9qj4AjQtahKNF+9PoPCoL4EPpirxrBlfQ6Fu72dKiUiEerLvJ0KIbpqKFf5ksh+EBIDqx7z3Xu8N6o86RvDKkQ7KXyK3q8ipyMYhzW2Cl7eVrS/Y2xaRLIKoFRySI3x7MzYPa/mtMqwuoq1c5Q0SqXNV8+dK21/U0UX3S2tvG619Bb3d33X6yyP8+k3Vt1vvsa0dbC1VY1Tb2kwz4T6+akxlL7cCyEoHI58BWkXdd/Twhv8/NV1IYSvaq6Gra/59j3eG/lC7wvRru+MwBVnrvIcyLje26nomVadatEEGHmVmoPTP9DyAzN5tApE5KkgQBoNap6HM0DMYBg4FYae7+2U9F25P8KYW9RYYncWTCpPqMBanQ2fCTveUeOsAJpqVKuiLwiNg7ztsP8jNUfx93+H0JiOADnn/AZConyrQNfZuQ90/La+VmGVMh4K98DAya7ZXn057F4MEzJ971hF79DaCpi8x6fcrZ6RvnyP9yb2DMsSHie/iOj96ksdnxw+MMx3Bvbrms27/MUOVt3Vaossd72JHarm+hOuV3EcbnrdfDobTzi9E1Y92ve7WhkMcOgzOPd+NTWHvxvrP0sPWx7HGRKtCpxGpzZDWbZvnPv+E2DDX+D838OFj3RtOfT1Hhzg22kcch6c/N65dQt2w/q/dFwn+hZYcReseUpaqYTzKk+oYGJG4fHq2WjP/VNfJtMH2ZK/U8WtkHPkU1xe+HzxxReZPXs2t9xyC998842rNy/cpeRw736IOdoCGDPIfHyVNxXuVTXypqIHwq73LGdq/PxUYKCQKM+kz8hWROG+wNCqoqNW5npofwbYuQjWL4Ctr/f9TOyhzyDjOnW/jr8Ndi+1vY6zyrIh3sp8mBFJUFusxlVv/KtqvfKFc5+/DXLWqpZPXy7E9VYh0dBc6/h6+z6GtX+G756HT34JOevg3atVJUraDGmlEs4rPuh8pO0vHvTNyP2+ZOtrcGB5nzlHa9eu5Z133nHb9rdu3co555xDZmYmmZmZzJ07l5ycHJfvx6XVzlu2bCE7O5tly5ZRWVnJTTfdxOWXX+7KXQh3+WCOqoGDM2MOtNjBUHUKkjK8nRIV4XL8bebLLn9Opc1apqal0bFItz1lHIcaleK5fXpaTYEK+GDsZuzKbs2lR2HlwyqjGhanprSJSFZTfFzwENz0hooM2pczsbVFqoA9u63AGZOqgtN0bvl3lZZGFQDHktSpsPRWOP938NMPVIRnXzj3xjT4Qlr6qoDg7q+5kiOw+jE173Fkioo4POkXcPObKgM76lpVEM3fpu5fe1uphLCk7AikX2G+LCxeNQTYuq5iBsGQC+R50Z3IfnCp+8aeF2c3oG1oddn2gsL8SB5h5b3lIVOnTuWVV14B4NNPP+W9997jmWeecek+XNryOWXKFF5++WUAoqKiaGxsRK/Xu3IXoqcsRZnU1quX7MQ7e99DTK9TY6McFTPYc61b3akvh+xvurYq2mr1GDAJTm31XEt1XFpH5URfdWIjDL1I/TsuTXXBdZUfXoIT36lMb1m26lZdeVJ1+Sw55FhXq97qq4fU8ZrWQA+/DFbc4/keFye/h6J9qvdDeILvtDBKa6f7DZyixsx3Vl8Gy38JXz6oWjb9AlQ8gZOboCav47eJHwbX/M33gimJ3knf0rUiJDFdFUptCYpQgb3cOXyhtwsMg/Pd90zVNrQSEuHvsv8cKch+/fXXzJ49m9mzZ/PGG2+Qm5vLXXfdBcCuXbuYPHkyra2t6HQ6fvvb3zp1fGVlZSQlOTiszQ4uvWL9/f0JC1Ml9uXLl3PhhRfi7+9EwUC4z7Y3VNch6GjhPLVFtb4U7u59mZ6qXFX756iweGjwgbD7u5d0RK90pMW5qQo2LYSQSM+0VMcNVRn2wdPdvy9PKc+BvR/CtF+r674sG86erT4bcgEc32A7irK9YgbDjD+oYBKgun2mXw1DTWqtw+JVBjg8wTX79CUNFWpcU+cM++kdcOhTGDDRtddxa2v3rdbSwnjmih8On98PiRnm77vlv1AVRBc9qoK+Ga+NiMSu14mxIAodU195e6oe0XckjFSV0t29b/U6Fb159M1w8H8w6U6PJa/XqCuF8ERvp8ItioqK2LRpEytXrgRg1qxZXHnllRQXF2MwGNi1axcZGRlkZ2ej1WoZMcLKEBQLtm3bRmZmJvX19TQ0NLB48WKXp98t1SVr1qxh+fLlVvslZ2VluWO3LqFraSE/r/uxgE11egKyzMeNFBXVE1Lnb/Vzd7N3/5HNYSRGppIbNgV92++QcHAV5aMySSjKp9TFv01TU5Nbf+/wwh9pDYyk0Yl9JJSVUWbHeqbn1sj0HFv63JrOv02wZiDxA2dSHD4VfVaW3efLP3wq0ePup7ptPbdr1ZGQs4eykElu3Y1/cxXRJ76keui16INjbH7feO4tXfMhZfuIOb2Zo82zLW5rwPf/R9TpjZSUV1I++hcklpdRevhw++eJObsoa0taAwAAIABJREFUDZva84MCEkqLKRtzN5wqUQviLocynfr/qRKghLCmcNjxNQ1J7j3HjnLFPZxw4E0qR8xSv0Pb8YK6jvv1v4BSv2FoXXgdB1ceJj5nO8Wxm61fRybnvqcKCwuprq6267stLS3kdXrHNDQ0eOW9aJpu0zQYl3srXbbodLou59CazscQd3gJycc3ULni9xRNfgyAqJOraE25gqCosVTHXmxynWLzOomu86Nh90ZaImzMNY1j7xJP5iMcvccDGopJ2baAgnP/ZNdz2hHW3qfeyFc5y97zqWlpIK6ylvLO3zUYSDixn7Jw69sIqj5OcHMYtSVaErO3Uxo2zam0Opt/sXc9a7+brfW1Wm17XtzZPHdk3jpawvvTZOG3cOSZ3Z2qSgho6vFm2ukagbxKq5+Xl5dTW1vL9u3bSUlJITs7G4AhQ4awZs0akpOTWbt2LT/88AMXXXQRq1atQqvVMnLkSLuuydzcXEaNGsWjjz4KwMGDB7nnnntYsGCBS47PyOWFz02bNvH666/z1ltvERkZafE7GRk+MM7Oivx9OxiY2v3ciXWVTWRkmL9odCX5RMSGWP3c3ezef8kXMPOPpCdHQErb71AQTeKYcVCWQsKIYRAQ5LJ0ZWVldf2968tVS58rQvFXfwdjZzq3naIEEu24Fk3PrZHpObb0uTVdfpu9e+HGF4hOULVSFs+XNePPJdm+b7pGSVzH+aovh01/hQsedm1r+cd3wsH/kZyUBONtt4QZz73Fa/6d38GpzaSkDrW8rdzRMHw6STUFJCVoIH0aCabnviCBhFGjXDPu055rLTW+LSCPbz0fHbomLSk5DIMzSBx/ruXPB/+TqJz1kHGt8/vo7H8vQ/46ojNm2HUd9VRdXR1RUfYFAMvLyyO10zumpqbGK+9F03SbpsG43FvpsiU7O7vLObSmyzEM+j0kJhFbV0hscojq9lhmgAvuA3D8mRpSBhhgqGvfJZ7MRzh0jxsMsOhhKN5KevGXcMVzLk2Ltfdpt+fDlXkKF7D7fObvgDEzSEq38N2i+O7fGfv2w7ArVRfdpnNJSPCzHN3bBmfzL/auZ+13s7V+fl5ee17c6Tx30f/g3F+rFuLO6XLgmd2tijpCIlzXw7OpTk9qqvWpv44ePUpdXR0JCQmEhYW1X2eRkZEMGjSI8PBwamtrCQwM5Oabb2bhwoU0NDRwyy23mF2T8+fP58SJE0yfPp177723fXlNTQ1RUVHt383IyOAf//gH6enpTvVk3blzp8XlLi181tbW8uKLL7Jo0SJiYlxbGyZcRNesok1ufU3Nc9dUDcFtlQT9J6pw8oOcq0Gz26e/geyv1b972tWuOk91XZ3gGy8dh5l29exNvn8JtvxbzZ/lysxHWAJM/JnKEPaEwQAp46lv0hJuqWulvgWCo+DiP6ixnR/dCSMuNQ/yEJ6kplGY7qExeOGJUNfzVjifUl8OX86DWYusfyd2iAr+5UoRKTBzvnSrFV2Fx6sxYDotfPk7KDsKs3sQCTN6oBrLfKbY8TZMvx+GXQyN1ltoPOrTeyF7tfp3bwqYWHwAhl/q3LrlOWq+ZICzboTvFgKtEBCipmK76oXemSdypVa9xYJnX5CWlsbSpUvR6XQA7N27l1/96lc0NzfzzDPPMHz4cOLi4qisrKS+vp7ERPPux/YGEDp16hSRkZEuH0Lp0sLnypUrqaysZN68ee3LXnjhBfr37+/K3QhnGSfbDY5QQYYMBjWZ8eDz1OeDpsGOd91b+KwtUi1JZ8/pecZQr1PTlJzcpOZodvSlExSh5vvz9JQlnbkqoqonBYbARY+pCLHNtR0VGD1RuBcGnQNjb4Wjq+HHV9Q16kxtdvkxSDmbxpoGwsPiun6evx0GtnWpjUtT0QY3vqimYjBeR3VFKjhXWHzPMjS6ZjUuzBZvXwfuaD3Y+KLKmO9b1v05DHbxvejvr8axC2FNQJAqOO5ZAvs+dP4ej+oPNaddmzZfdXglHP8Orn1JjYtdv0DNlx1svaXGI/wDIeP63lfZVH4MGqstV54Hhal8WlC45XUNrR0Fq+AIqM5VYz+HXqjiSMQOgZlPuDX5Pq2pxvvXpRslJydz8cUXc/vtt2MwGJg1axYDBgwA4NixY8yaNQtQwV8TEhyLI2Ec8wlqmMhzz7m2dwO4uPBpjLokfFTJoY6pRZLHqPmlCvaoyczB+TnQHLFrMdz4b5Wp72kG98hXcN48GHGZcy+dmEGqxaXfmJ6lw1mmrc69QUiMChwTFgetLXDp02pA/7dPqYA6PW19zvpCdeMFVRjc9gYcW6P+djRjeGwNjLkFbcFp1bLZOXDQyR/g3Ps6/p72a/WiMr2Ozr1fBcTpaYamMhdih9r/fVdO8eKIz++HIyp4gctaDzQa+1ogh1/W9pvd3PN9ngnz0QrXmHqPyuT35B4PCO55Tw1Pqy9X8wtPutOxZ/bmf0LuDzBwsnpGjJ3VNhXNz9yVUtvqy2DI+VCdr95NvUnhPhXkylLlefwI1TOq//iu61l6xl39N+g/QQWyO/Q/aKxwS5J7jbxtKoK8mwWF+dFU57pZPYLCup+EZObMme3/vuyyy3j88ce7fOf7779v//eLL74I2B9rZ9q0aWzZssWu7/aExGc+k+Rtg/Qr1b/Tr4Ct/1GFCNMw3Ro/y10Vyo6pwl5PWkWaqsGgVy+I0NiOgoyz8neo6JkjnOy2Ypzr01uFz/wdKux/b2GcbqWpuiPCcESiumbWzIeSg3Dpn2D/R45fJ9p6NWVOoMkYkBl/gMBw5zKGdSUQkUR98hQ4vr5r4VPXaQ7IcAutm+HxkHoOhPZwCEFFjooWbI+oFKgtVK0pnlZ5Qs176arWg8ZK1WpsTwtkv7Gq1t4Vhc/qfNWiJYQtlu57X1NTALuXwqirIXuNa4aYrH0Gdi1SvTuuXmjfOpUnYcTlKu9gfEYkjIBd73mvwgzUPNmpUyEhXU2RM3ym7XXA++NEW/WQMk6l19IzN3GkGgZlqfBZVwyRnUYnm17LF/0fbH8bSrJ8Yy5zbzi90yP3trfn5OytXDrPp/BxNQUQrZrlCY6E+lII7VT46zcWivZ3XffDOfDtfPM5+hy1azFMUE35jL5RZTbt1Xl+0tIj6mXTkxdezGDXjzVzRMEuVVPZW8QNVWNJjqxUE60bzfiDmsT57NmwbK5z14mlgsfAyRCf5njGoLmuvWCpC0tW172p+vKu1701/cer3gE9UXFcFdztkZihMgyuVl8Oa/7UdY5fo6ZqSBkP/c52PiPW+R7d95H945k1mrYpK7TO7dtU4R51LEL0dq16+PA2WP8sfHSHquRb9WjPWvd1WsCgntlhCbDjXeIOL7E91+7+5aqFs/M8tAkjVRyHU9sgd4uKB+DJeXuL9qvn1rBLVEWj0fEN8P4c1VW4Mrfrs2/dn3uep+mJ8hyVbmvz+sYOUe9bS4zH3J2Jd6g815lK32xemS18ihQ+fUHnTFu33y2D7+38ri0Dp6oxmKbbShwFG543X1Z2DNKvgZFXO98qUn0ajn6tBsNDW5CRXPvX3/RX9aL48RX194FPOgbbOys01rtdU1qazFvffF3MYFX7XV+m5qk0MgbwGD4TbnhNdaF05DqpL4c976uMUGehcY5f6yc3wdCLOv42tuYbndgAaTPs29aQ8+HkRsf231lTtbrW7JE0yvWFz4I9sHGhKpRZy2yd3gXj5qhKHWd9+2TH9ltbVQukI3Pw9hsLXz3U82db8SFIOqtn2xDCUe7o7r1vGVw6X/XwmfOh+v+Ym+Dz38Jn90PFSce3uf0tmP6AembPeBRObCR57z+7L4TpdaCts/wcqy+Fve+rYRLf/10FafNkgU7foiquNBo1h2vJYfjxnyo9R1fBkVXwxYPmz76KEyovMuQCGDfXc2k1VbjHcqumkX8gtOosf1Z8wPYzzj9Qbf+961SLeV2p/fnM3q48R733zoRj7aWk26231JerGsLQaNXn/0RbBre7bgIGA3w4V3UzcTTATn2Z6gJnqiYfNr+quk4at3V0lfpv13twwe/Vsv0fw0WPqBeLs60ia55ShYI9Szr2FZemHhKxQ2DvB6qlJGWcGkgfHAlT7u7Yn6EVLn4Cmqth53uQtx1aGntWePNmgBdj8KfeJDBEVRgkd9NNOWmU+g0d+V02v6rGEZleG0YZ18LhLxybQPv0TtUaa5QyXgUzGjBR/V18UE3MbQ97x0HXl8GepT3vwhUaqwqroApwP76irlNnt3tgBez9EG74l/rtgqMsVwwU7Fbj305+3/UzewVHwYQ7VEXTkZX2F/CNyo/B7v9CwvCedZdqbXHpdFFC2BQW39bN3HVjDjX6ZlURNX4upF2sFia23RelR2Ht06ryODwJ4gbD5LtsPyOq86GlQXWXNbryL9SV5hHRXYXhsTWqUtGSiT9Tw3TG367e05/8wnOBf1qaOiq0AYbNhA/mwFULYdxP1Zg/Y1rWPA0NVSoQzeZ/wRULVL6rNEvlgTytPAfG3OrcutoG+4Lp1BaqY4waAD++rP599GuI6AdX/7XvRsP96veq5dtSnkL4hF6W++1DNr8Km18BvRZuXaRq4Gw9sH98RQVkSZvh+MM9f3vX8YXjb1c1qabbGn+7ulmNNW7aesCgHnQBoeqh54ywBNXNx3RfQy5QXYpWPaoyvye+g/AEFd1tw186ailrCtXD86JH4PJn4cQmOL7Oe91lXME0+FNvUpatxpt0V6N49mxVY2+v0Fg4//eWr+m4NNXaaq/6Mji1BRqrOpYNOV9VfACc+F6NfW5woMU7KNx2AfSTu1zbhctgUJFiD3/Vs+1ue1NNQbD3fdWNOc5KN+aWtsyMxl+1cjhKr1MVRje8qiqtsr9VXcMcqXmecIfKPGZc7/j+jSTYkPCG6IFq2i8Xiitcbr3SbeId6t1903/U2L/1C2w/IwwG2PhXwGB+X0b2oyk+o/uCc+4PMHi65c+MYw3D41UhbtB0z0UZLdhtPnTl4ArVKnh6u3m6wuPVs2nYDFh0DUz9laqgGnYx5Ky3unm3MrSCn40seKtOTaHibAueMY93+XMqn3nZMzDkQnWeenP+qTvFh1RlTee8rfApUvh0l/pyWP8X6w+Nxmq45En1EAyPV11aDVYiZtWXw8c/h8gUSL8cBkx2vMYqd4vqPmiaHtOHs+myy54B/yDVNeXAJx21c0Mv7MjEO8JggMBQ1c3HdF+Hv1S1jjGpMOPxjofF1F+pMYUDJqvvGefxNLrqhd7/YMnb6pFIbC7Xbyxs+lv3L67EdNWK1dpq3zYbq+DSp6xf02HxqlBphV9zBYknX4cfX1Xjoowt7EahMaqw/85VsOVfXT+3ZcgFKjquUcUJ8+5LRQfUdEVpF3e9Ju2dZsWURqPmUB1yAVz7dxh1jXPXev5O1ZXW9F4JCFE9BkyZFtiSRkHpYcf3VbALBkxS/47sp8bqOtr9LjxeBT858Z1j+y4/3vF7VJ1yrKuvEK4QPVC1KrqIf90pokrXqgjjlpi+u8+9Xz0rxv6k+43uWaqeLeue7XJfNsWMsBzrAaA4S7W02lth58kCXf42SDWpVLdUoW6qcA8U7YOjbVG9/fwhMEy1hnqSve9GUON9TX+vsmOq0G1PgbRzAfy8B1UPl/QrYeQ1jqfb1xkMqtfeufdZH0srfIIUPt3l03vhu+ctZ74Or1SR6y58uOPmGHmlGptgyerHVU1VbaH6OyhMBVWxV6tePaTXPmN/ZnDar1U03LKjqjABquUkf4f9+zUqO6rGknZm+qLo/JCc9R5kfa6OU681r5W1VGh2lsYf1j3n+bEBZcfgwPLeNybhosfsK/gPmg6f/cb28em0qqKjO4PPU5PBW9lWZO5y+p14VY1p+cliy+mLSoVTP6rCs6MVF/0nqq68oLqGr7i7ozVSr+voot5/QtdrsjIXYobYvy9QrZNF+9U902+sCujhzLV++AvVZc/0Xkm7qKOLv5Fpgc30WB1x4jvVwmxkKxNoTfwwFaDJHgaDCqixwqTVuXNLiBCeEJ3q0sJn/P7niKjaat/7OjwervyLebCdzkqPqrGZFz9h8b6s73dux7RWna37M2R/bX/eYeBUVbnqCU01amiEka28gaXn0uib4NCnHX87EoPDWVUn7YuAfu79qlLTNMDfl/Pg2LfOt1yGx6ueRvY+Z3uTPe+rylVPVyZ40P79+3n++ee7LH/uuefIy7Pe++Luu++mvr7e4f1t3bqVc845h8zMTDIzM5k7dy45OTkOb6czGfPpagYDCblvw+RMNWF654hk2nrVheWKTpO2xqVZjkx26HM1hi75rI4H5sCpqjA57BL70rTjHbj4cdU6YW9mMDAEhl6gxgfUl6sHlp+/6gbiaFj1nPXqAd9Zd2Hu/QNU97sPf6oyk8Y0uFxb90aDwXMTMrc0qtalra+pv3vTmAR7pyYoy1bjeJMyuv9+3lYYZKMF+OQmVRGRMh4u7DptR2PCNKoSryDGmOmwtL9z7oWQSOfGTvoHqG63S2fD6Bvgp8tg7Z+g6jR8dDuc+1t1b0QkQW2nEPgVx1UroCPqis3PXaCNycYtbqNEdWfu3Oo6cIrq0p5+Rcey0zs6ehnEDHKu+2DnMUg9mcIiIV0FPkocaf07lafg01+rGu65H8P/fgX9J0Hu96qlWAhPMk4d5iK6sIEUDnuIFHvf1/3GqrHdlt7NNQXw2X0we4nV+7I1KML60ILogY5VJPn5tUWublZzoLqS6fQoobGOx22wdPwJw9VY86Zq2LsM9n3YUQHnrndzwR6Vr7MlPB5ufgN2/Vc1VmSvUWNZnZ3b3CjlbDVna/rlzm/D17Q0ql5yp35UlZgeylfl5eXR1NTksu2FhISQmprq8Hp//OMfXZaGzqZOncorr6hgn59++invvfcezzzzTI+2KS2fLhZ19A2CmvLV+Igb/t01gMfGv6oHsqVaNWMm02jPByq8+dmzzWvzBk5WXersUXVKPVSHXuB4a2H5MfXQM61hSxypChaOqC/pOieVPYacpyKs/vCy+8YnTLlbdX+uL1VBjDwRDe7YWlWj2du7Dndnwu2qEDD0QvPlnWuVc39UraTdGX+7qqnVWm7tD6nYReGIP3R/bfe0tby5VtX+15eqbVz/iiqUHlmlxheBGovductoRY7906wYda6dT5sBx610Rc3+Fjb9ves1u/cDy1Ec/fzVWCPTbl+lRzsKes4E4erpfL2dnXUjHPy0++98+mtViVd+TP0ecz9SgdFy1vXpWm/ho1wYvE6ja0AfHEfZoF849rwaOFVFwDV9FpQegY9+piqr933Y/fpR/VWwMFM1BR0ZeUfSkuamrrdbXlO9HFbcpcazV5xwzfs6KQM+ulPNFzp7iTqXlirM7XF8Iwn73zBPV+f3XtlR1aPFHsbI8uU5qnV7wm097/kVGKoqB/qSbW/AlQs8nq9qamoiLCzMZf/ZU5BtbGzkb3/7G4899hj//Oc/AcjMzOTo0aMUFRUxe/Zsbr/9dl566SUyMzPb11u6dCm33XYbc+bMoa7Ogd6TJsrKykhKSrL9RRuk8OlKrTrCSjYSX/CRKiwFBKkxVsbolYX7oOyI9TFzwy5RmSeA3M2Q9Zn6r/N3A0NBZ0dNi8EAm/+tWgecYamLSsoENaWCnQ98jd6ObpXdufRP7n2YhMerGsVr/gbfPOGZeb9O71DTkvTlMQnh8XD9P7tmQL74rfk5tmcurvB4NSY0dojFShf/pnJ0wW6OVnjZM12vwwseMl+WaGG8pCPTrBh1LigPsNIVtqUJ1j+nWmFNr9naIlUotRZNOW4YfP1Yxz1saFWFUqOAYMcCi+Wss78Xhj2CI6CpUj0nLT1nDqyAKXeZn3s/PzWHcZ6dXRWF8FEhpZtpSrJRIWdJ5Ul17S//OWx4Af57gxri85P/2vcOTb9SRbo3lfUFZFzneFpSp6loo66uzNVrVSTz61+FkoNq6Ior7ve6EhXE8MR3qhA+ezFseV3loRoq1MwEy3+phnZ0R9cM658l8dA76vkFqqLvq9+r997utrS26lTlpb1G3wT/vV4FZXMZjWNjT31YYFOBGl7Wf0Lfzle1ycvL4/777+fpp59myRLz63/RokVcddVVLFmyBK3WfN7sESNGsHTpUvr378+WLVvs3t+2bdvIzMzk5ptvZvny5cyebef83d2QwqcLhZZupjotk8JhD3U86Mfeolov9TrYvRiufcn6i6D/BDVmqTwHsr9RmXdr37U1IbvBoOb20zU5H6HWUmtR9teqK+4nv1DdfDZ2H4kttHx/zwLruHJ8Z3f8A9QLbehFbq010+ibwD/Yu9O8eEpYHDRVdbzgGipUK+DQC9U4zppCFfLdXhPvgJ2LYGNHocRPV0troAciK1oLzmW6zPibujriqrG1svN29yxVUwqcPRsi2noWNNdaDrpkqqYAtv1HRdzWt4Bfp0xQyngVlMNeJVmun1czIMTyGPWaQrW/MTd3/T0m/7Jv9yYQZ4Tgir00x55t+4udTWirLL71XcCgCn9+fhCVYt87NCZV9WoyLTDWFqrCmKP8/NRzxp7K3Ppyu+Yu99dWqKETMx5TXYFnPuW6+71zRXtkPxhxKbx1qarAb6pSBd1lt6vKL2vp3fYmXLGA4rN/o97z378E716pCo9T71HPZ4MBNVeeAw5/qcYUZ3/d40NtlzBC9RzpA+Lz31dxSs4Qw4YNIzg4mJCQEAyd8gU5OTlMnKimlbvkEvNK4UmTVFDA5ORkamvtmEKuzdSpU1m8eDErVqzgz3/+M/PmzevhEciYT5cKKd1K5ejfURfWQorxQR+XBjvehR1vw6Sfqy4U1vqi+/mpfuuf3qtqK8MTrH83ZbyK3JY61XwTzRUkH3sNqnSqBWPnu2pgu6v6vxsfzmfPgU1/VV0dNH6qFciCsNK9MN3Juaw8LTEdzv4JVJ5wW2E3suIHmHapW7btkwafp8ZgDDlf3QPTf6uiz379B3VvmI49tEWjUb/LumdUZcF5DxJZ8QONyReCr8ywkTCyLcDWSNUl7NRm14xXThmn5io1Tkre0qS61E/5pYr2uPpxNZ2StlFVWh1dZT1TNvkX6lzqtWqyeuPUC8Y0xgyBb59QwwZspbu+THXpa6hw7T1z7gPQUAl+JmNWawpU1O9b3rS8Tk/GmQrRU/4BqkK4J3PMGgxoaFWB8GhxbF3T63/K3aqHlKMFs4YK2Pq6+vfYWRDpRMHT6Np/qDJWUGT33/vhJTWNXKvO4ph+o7iCj+FWk/vblfe7pW0V7Ve9lM66vmOM6fjb4Nu2KN4FO1WDwYQ71PpVeeqZOnAyFbXhJGdkqGnk8raqIShXL1RBnb75I1TlO/ZeMP6OrqxYGzCpLTDUhTa/6stCC74loLmk5/O+9yL+/v5WPzMYDGjaKsI1nRo5TNfrXGidP38+J06cYPr06dx7771Wtz9lyhROnjyJXq/vNh22SMunsw6sgA/nttd+afSNGPyD2l4anSSfBUdXd7ROdCcgWD0QbM2TOGiams+wk9gDL5CU9w7EDVHdU1zdEmB8SEcmq8in5/9edVmx1NpTX05YyU7zcay+btxcde67mevQr7mChFPvONWdKLRmnxqze6YYNlONca0tVpUUEYmq1f7ix1Xr3OEvHTuP5z6gAlH1GwtASN0RtNE+NF9q2gzV4tBYqaLintjomm5hKeNh5SOqAAaq1XP8bR2fh8XD9rdUcKPE9O5bOoxdzS9+XM2fu/cD8zQeXal6N/zvHijcS9zhJZZ/I4NBzW/qqmPsnMbrX1YZ+QMr4IOfwsd3Qt4WOPg/1+5LCFcIjlbd4HvQzTS4/hjaqPSep8XZHkNXPg+jb1YFRme73Jqm4Sf/VYXy/94Ip3d1/U5znapkmv6gKrhZ4aetRmPQqwp5T7EYjT+hYwhGcBSseVo95/O2q6BnY2eZb+PC/zPPgw2/VOWXLA2n6o47eoDFpakKUk859AV8akcEfGsK98Lim8y6Pmt0jUQffZPYkq9kuEWbQYMGceDAAQA2btxo49sdnnnmGRYvXtxtwRPg1KlTREZG9qjgCW5o+VywYAF79+5Fo9Hw+OOPc/bZTnQf8WWtLSSe/A+UFqoJ4MMS4fqXiSrbQEPKTMvr1JVAzlp1c9iqqTv3gbYaNhsFxtDYjrGkbYIq9qIP6aei5E280/0tAcaxeLk/wo8vA5qOB7W2AZb/nPCSnfYdt6/w81Mv3/dnwc1vWnzZxWS9SvTx/8KOELjo/+zetEbfhMHvDOlya+QfoLpQ/vgKXPhIx/KwOBh0juqWBfZfH8ZpeL5+DFLPATS+dT4jk9W8n/uXw5UvqOirrqj8yfpMtTAu/yWMvVUVyM66sePziXeq7rOO7ss0CrCR8d+jroVvnyT58FcQHQqXmESDbtWrKRjOn6fm9XNXV9fJv4SPfwZHVsJFjzo/56kQ7lZboFrxig/A+Q+1tXhdqypzrETZ9muuIOn4OzD5EQiPVz05MuZ4IfFtwuNh1ruw/W0VfX+MC3otNVaqQDnBkWqu8uo8uOzPKpDRd8/DzCfVc/P7f6ipqeiaqY3KfgetQefGqPcWWMs/GZfXl6uuqxnXq0Jo7g9qSrzzbLTOXvmCqjz19nNMo8GRLkOq0v1DqL/P7t/Ar7mCftn/hBo/0DWqoVqBoSrGhgPCqnbB1/9R79PP7ofbVONMdPablI//E/656+2PDN3H3XHHHcybN4/Vq1czbtw4/Px63sZoHPMJ0NLSwnPPPWdjDdtcWvjctm0bubm5LFu2jJycHB5//HGWLbPRgudL6ssZWroEv7Tf0BrcNXpjYO1xoo++QWNrpMoI9RsLVbnQUEFI3WHqo2+0sFEc6zLhSIHRPwg+mAvn3k/ysY8JDtJTcfaT1FU1d3T79YTB01XX4v0fqUBJo29U07tcMp/iqLEk97aHQv42FUTlozvg9k/MPgop24YhIIziwb8huSq4xVr6AAAgAElEQVTP/ohxrS3EHHoFXUudZ1+gviDtYlU50ao3X+5sVyI/Pzj3N/DxzwhoDsevuQLwoe42hrZ5dXO/d3139/G3w4YFatumlTrOVjRZWs902XWvUhIwgCRdi4qqW3YUogaqzOTlz8Lgc1Vrr7toNHDNP1QXMWemyRHCU4wVxxnXq7mjD3ys4jxU5KheSjMeI+HUZ2jD5tAaHKcKnlsfILRsCyzbCzf8E39dNa1BMd4+EhVZvHi/ayqOTZ9de5ao8ea6ZlWxGxTRMeZ82q9h3bMQYt7yEnn8fQLrTxKb/yXsGeA7Fdmmz8lr/q4Cw7k6j+dugaFoWhqA7oP+BVYfIX7vnwgt2wq7wq0Os+osfs98Ik6vgpFPwcSfQeJZUJOvhozY0/HSoCcq+x0CirbB7H+o4SRBkXD0G8KqGtGFDaAlJoNKw1DP5nlNhISE0NDgZFwVK9vrztixYxk7dmz731u3qjl1Fy9WUzVmZ2fz5JNPMmnSJL788ksqKtQUUG+++Sbh4Wq6tkcffdTu9EybNs2h4ET2cmnhc/PmzVx6qRrPNmzYMKqrq6mrqyMiwgMBQVxhzxKGl71L49aDVKf/mqCaI9QOvhUMehJ2P0FzzGhaIoaQdHAhHB0C5z8IjVXw9WOE1J2mUVtpsdDqtodNYAgc+QoqjpFUeoSK0Y94rxXoyueh3xhIvwq2/FvV+hbspGLU7ST3tgyjaReZrx4mtaCclv7n4ddSQ0j5DsomPk9NYzjJ41rh6z+QWB6BQTuJoJosQkq20Bw/AYNfEIG1OTQMuIqw01+DRkNrQDgJp5fCnpG+8/LxhLzNqntt6lTbtcL2ih0C4YnEZS+F3HRqEl0ZBbCHLvuzGvPpju7uADMeV/NxeqJSJzye8tG/ICkjQ7VS7/0Ahs5QY6Hyt6nCpwfScEbdL6J3Mr1Or3oBUsZC+tWq5XP4ZbD+OVJyvqShZjMtUekE1hyhYsyj+OV9T8oNd8GeDwhqyKWxucJyPsKTXDnG0PS8dC6IfjsfYge3zWccCinjGbL+Luoz7kYblU7CzkepSbuN8nFPURs80ndbt3rrMyo2jQGb/kSD38/BABH5n9OYMBU/bQ3hxRtoCe1PcPUB6vtfQcmUfxB68G2SKk5C9hr6Hfsc4oYSWrqFuiGz0UaNICL/C5Vn1mtJ2vkQNYNuoTbkLFIm/kydo/MfVBUPXz7EwIJy9ClT0LS2EFK2HW3kcILqjlM7ZDbaqHSGnfw7EaWhGPxDiC5bpwqexnP8zZP0y9lI2flvePX0AU7NyelO4eHhzJ8/H41Gg5+fH3/5y1+8nSSLXFr4LCsrY/To0e1/x8XFUVpa2qXwmZWV5crduox/+FRa439J5YBrSDv8b+Iq1qA5tQYMBsJrd1HsP5zihIuJT6qG8Kno244juUFPXMVGyva+zemUOTTV6QnIsj+SVE/SGz3ufmr7X0DrzrWUB56HLi/PY/vvIu5yKNPjnzqbaF041eFTaWpq8tnfu1txl0MFxOkjSS5ZQp4mCjQa4ovWUbzvHYoiZxGQFE5STQP9TrxNcc0V1AclEl+8njL/IWgMOgYVfoxfyS4iGnM4PvBXFMdcRXxSgNm101mvPV/dMF6n1d0ct1PbHZIJBeGUB5xLXVGRxWvea+cz7nI4VQKU9M7tmzCeQ//Eq4gep6e2/wVERo1x+e/ZmxUWFlJdXW37i6huS3l5eWbLGhoavHKdmqbbNA3G5d5Kly06na7LObTGa8cQdzmU6drfJf6j7oeK/pT3v5rksq9JK91M0bHV5ETOoup0NXHlFSSXrqZi71CP5iPAynPSXc+Ytu1aei/E5ewhuXIz9UdjiNSWElazg6LgsZxuPYumoKup8tAzr6d6y3s8/sgWkoq/pEXbABqIrlhHfU0VOr9gkopXUxE1ldCa7RSGTOJ0sJam8LkMHBFK/01Pk5j3DVUVY4mo30+dVkOEtpy4mm0qzwyE1uykMHi8ur47/W7xulCSSlZyyi8GNH7EF35Lc30l4TU7qNX6EaEtI65mO8eDjfmmYLN8U1ydjuSaPRTve8fpe8WRZ7avsvZsmz9/fvu/6+rqyMrK8rlr0q3RbjtHUzLKyPChACGdfHskkOHDhtA08C9U5E5StTiAIXc5/oNvpV9wHHWxIxg7fmDHSoOep3BFKv6j5jAwOI66yiYyMgZa2YOLjT+XZGB/0xj6xarmeo/u30a6srKyfPr3tmnQIxQ2hNE6So3DqcgdrK6DhjB1jgc9R+GK/mjbPx8Ag2/FAFTk9qc+5VK0hWusXzud9PrzZU3b9eBq+6tT6RcbYvWa77Pn04PMzmH773ilW37P3qquro6oqCi7vpuXl9eltrympsYr16lpuk3TYFzurXTZkp2dbXeLgy8dg/F55TdgABUx0Z3eJb+nsC7YK/kIrz0nO78X2s6BdtQcmunId3k8X9VDvea9M+j/KGwIN8m/LKelLc9bkTuU+pRLoS3/0v4bnDUQBr9O4Yp/oUu7ktbCNTQPvpVmgNzlXfPMxuvbbL+PUdgYicEk32Tcl3FbVXvfxn/cL63kuR+msD60R/eKI89sX+XIs81b1+TOnRbmKMfFhc+kpCTKysra/y4pKSEx0c2Tv7tJa3Ac1en3tP9t+u8uwuMpG/QLIoK776steqFOv237ddDQ1P3nJv+ujuzm2hFCCHFGMctfWHmXnJG6eZ8KN3A2/2JcLzLE7HOLeWbj9W3Hfk23dTpFFSztSbfofVw61cp5553H6tWrATh48CBJSUm9Z7ynEEIIIYQQQgi3cWnL58SJExk9ejRz5sxBo9Hw1FNPuXLzQgghhBBCCCF6KZeP+Xz44YddvUkhhBBCCCGEEL2cS7vdCiGEEEIIIYQQlkjhUwghhBBCCCGE20nhUwghhBBCCCGE22kM1ibjdBNrc74IIYQQQgghhOgbJk2a1GWZxwufQgghhBBCCCHOPNLtVgghhBBCCCGE20nhUwghhBBCCCGE20nhUwghhBBCCCGE20nhUwghhBBCCCGE20nhUwghhBBCCCGE20nhUwghhBBCCCGE20nhUwghhBBCCCGE20nhUwghhBBCCCGE20nhUwghhBBCCCGE20nhUwghhBBCCCGE20nhUwghhBBCCCGE20nhUwghhBBCCCGE20nhUwghhBBCCCGE20nhUwghhBBCCCGE20nhUwghhBBCCCGE20nhUwghhBBCCCGE20nhUwghhBBCCCGE20nhUwghhBBCCCGE20nhUwghhBBCCCGE20nhUwghhBBCCCGE20nhUwghhBBCCCGE20nhUwghhBBCCCGE20nhUwghhBBCCCGE20nhUwghhBBCCCGE20nhUwghhBBCCCGE20nhUwghhBBCCCGE20nhUwghhBBCCCGE20nhUwghhBBCCCGE20nhUwghhBBCCCGE20nhUwghhBBCCCGE20nhUwghhBBCCCGE20nhUwghhBBCCCGE20nhUwghhBBCCCGE20nhUwghhBBCCCGE20nhUwghhBBCCCGE20nhUwghhBBCCCGE2wV4eoc7d+709C6FEEIIIYQQQnjQpEmTuizzeOETLCfEV2RlZZGRkeHtZPQZ1s5nfv5SgkP60dxUxMCBt7lkX8ZtOsqVaeipnl5/e75ZSWR8vNXPa8vLGX/51Q5vy5H1fInczz0n59D2feWIvLx8UlMHmi1z9v5y5h515bG4It22tmvpu5bOoavTeCbpC/e4O/IUznLmfFrLv9g6HtP1fOHYXcWV16SzeUNf58jv7a173FqDo3S7FUIIIYQQQgjhdlL4FEIIIYQQQgjhdlL4FEIIIYQQQgjhdlL4FEIIIYQQQgjhdlL4FEIIIYQQQgjhdlL4FEIIIYQQQgjhdlL4FEIIIYQQQggPqGiu4cOcdVRr67ydFK/wyjyfQgghhBBCCHGmWbBnCbvKjgIwZ9glXk6N50nhs83JkydZsGABBQUFBAUFMWHCBB599FGCgoK8nTQhhBBCCCFEHzA0MgWtXsdVqVO9nRSvkG63gF6v54EHHuCuu+5i4cKFfPLJJwD861//8nLKhBBCCCGEEH1FqH8ws9JmcLK2yNtJ8QopfAI//PADaWlpTJ2qaiA0Gg2PPPII9913n5dTJoQQQgghhOgLGnRNhAUEc17yGH4o3u/t5HhFry18VjZV8u6Bd6lsquzxto4fP05GRobZspCQEOlyK4QQQgghhHCJE7WFDI1MwU/jx5jYNPZXHPd2kjzOJ8d8rj21liMVR7r9zu6S3Wwp3MKPBT8yIWlCt98dGTeSmYNmWv1co9Gg1+udSqsQQgghhBBC2HK8poBzkkcDcH6/sfzr4AoOVp7kqtSpRAdFeDl1nuGThc+Zg2Z2W1gE1fL56bFPuXH4jcSGxPZof2lpaSxdutRsmVar5eTJk6Snp/do20IIIYQQQghR2lRNQnA0AH4aP3Lrivlf7vfAmRP5ttd2u40NieXnY37e44InwHnnncfp06dZt24dAK2trSxcuJCVK1f2eNtCCCGEEEIIAarHpdG0pLO4bdilZ1TkW59s+fQ0Pz8/3n77bebPn8+pU6eIiopi+vTp3H///d5OmhBCCCGEEMKHVWvrWJW3rdvuswaDAU2nZWNih1KlrT9jutyCFD7bJSUl8frrr5OVldUl+JAQQgghhBBCWPLW4a/4Km8zYL37bElTFUmh5j02h0Sm8L+Tmzi3bRzomaDXdrsVQgghhBBCCG8L9g9kTOxQrhg42ep3jtcUkBaZYrYsNCCYZr3W3cnzKVL4FEIIIYQQQggn6Fr1hAWE8KuM69ldfszq907UFjKkU+HzTCSFTyGEEEIIIYRwwt6KY4yPH87o2KEcrspF32p5+sZmvZbQgOAuy4P9g2jUNbs7mT5DCp9CCCGEEEII4YR95TmcHTcMgEsHTGZtwU6H1h8amcLJ2kJ3JM0nSeFTCCGEEEIIIRzUamil1WAgwM8fgPToVA5V5vJBzhqqtXXt3yttrCKr6pTZMqNhUf3JqS3wWJq9TQqfQgghhBBCCGGiWlvHhznruhQYV+Zt4b9HV1OtrSOrKpeM2MFmn+sMet48/CWr8ra1L/tv9mp2lB02W2aUGBJDaWOVew7CB/nkVCtHt/5AQ3W1y7YXFh1N+rTzrH6+YsUKsrOzefTRR122z8727dvHwoUL0Wq1tLS0cMkll3DfffeZTTQrhBBCCCGE8L6Pjq/ng5y1QMf0KQaDgZWntnCo6iQN+iZC/YP56bCZZuv9Iv0qCuvLuSp1avuyYP8A7h51rdkyozOtLOCThc+G6moi4+Ndtr3a8nKXbcsZdXV1PPLII7z66qukp6fT0tLCvHnz+Pjjj/nJT37i1bQJIYQQQgghzPULjWNYZH+zAmNefQmXDpjEecljKGuu4mDlSW4ccj5B/oHt34kLiWZsfBoh/kEA1GjriQuO5qfDLrW6L41GQ6uhFT9N3++U2qMjfPHFF5k9eza33HIL33zzDYWFhWRmZjJ37lwefPBBtNreN2/NF198wezZs5k9ezZvvPEGubm53HXXXQDs2rWLyZMn09raik6n49prr7V7mzNnziQ9PR2AwMBAXnjhBW655Ra3HYcQQgghhBDCOeXNNczoP4EATUdb3e6ybM7rN5afDr+UxJA4DlaesNiVdnryGH4sPgDAuoJdXNJ/Yrf7Sg6No6ixwrUH4KOcLnxu2bKF7Oxsli1bxltvvcWCBQt45ZVXmDt3Lu+//z6DBw9m+fLlrkyr2+Xl5bFu3TqWLl3K0qVLWbVqFRqNhuLiYgwGA7t27SIjI4Ps7GyysrIYO3asXds9fvw4GRkZZssiIiLw9/d3x2EIIYQQQggheqDVYGBiQjp7yrPbl5U1V5MYEgPAValTuWfU9Ra70o6IGkh2dT4Gg4Hixkr6hcV1u6/k0BjeaxtH2tc5XficMmUKL7/8MgBRUVE0NjaydetWZs5U/Z4vvvhiNm/e7JpUekhWVhYjR44kICCAgIAAJk6cyOHDh0lPT+fEiRPs27ePuXPnsmfPHnbt2sW0adPs2q5Go0GvtzznjxBCCCGEEMJ36Fv1+Gk0pEencrQ6D1CRbTV0jM+MDopgzrBLiA6K6LK+RqMhOiiCrSWHGBUzyOb+sqpO8e3p7azK2+q6g/BRThc+/f39CQsLA2D58uVceOGFNDY2EhSk+jfHx8dTWlrqmlR6iEajwWAwtP/d0tKCn58fU6dOZe/evTQ1NTFt2jSrhc/58+eTmZnJa6+9ZrY8LS2N/fv3my2rqKjg9OnT7jsYIYQQQgghhMNO1hUzJDIFf40frW1lg5yaAoZF9bd7GxPi01m4/0NGxw61+d1rB53LjYMvQKvXOZ3m3qLHAYfWrFnD8uXLeeedd7j88svbl5sW4jrLysrqdptFRYVUNTT2NGntmmqqut1nQUEB5eXlBAYGkpWVxYEDqo+2sSU3Pj6e//znPwwaNIji4mJOnTpFU1MTVVVVVFV1hEb+6U9/2v5v0/2lp6fz73//m7PPPrs94NDf//53Jk6cyGWXXeay4/RFTU1NFs99fX0R/v4t6PXl1NZ2fz3Yy7hNR7kyDT1l7XzZy9a9Y+tesLYtR9bzJT09n0LOIbj2ndSi1ZKXl2+2zNn7y5l71JXH4op029qupe9aOoeuTuOZpC/c4+7IUzjLmfNpLf9i63hM1/OFY3cVV16TzuYNt1Ts56yIQeTn5RHSrGHnsf3sqjnG+bGjyc/Ls2sb60u2U9lcyycH13JN0hSb3785eipbqg7z2YH1TIoe3u13Hfm9fe0e71Hhc9OmTbz++uu89dZbREZGEhYWRlNTEyEhIRQXF5OUlGRxvc7jHzvzr6lw7VQrKf1I72afWVlZ1NfXM2PGDHbu3Mmzzz6LwWAgMzOTiy66CICnn36aO++8k4yMDAYMGEBQUJDN4zC1aNEinnrqKZqamvD39+e6667jtttu6/Gx+bqsrCyL5yk/fxfBIf1obgpk4ED7z2N3jNt0lCvT0FPWzpe9mvNOdBspurY81O7tm27LkfV8SU/Pp5BzCLbvK0fk5eWTmjrQbJmz95cz96grj8UV6ba1XUvftXQOXZ3GM0lfuMfdkadwljPn01r+xdbxmK7nC8fuKq68Jp3OGzbsZ3zaaDQaDZclRLCl5BB+YUFkDE23extzkmOJjonhqtSpFrvmWnJraiqLjqzi3dK1/Oasm4gPibacPgd+b2/d4zt37rS43OnCZ21tLS+++CKLFi0iJkYNvJ0+fTqrV6/mhhtu4JtvvuGCCy5watvdzcnpDjfffHP7v6+++moeeuihLt/5/vvv2//94osvOryPtLQ0Fi9e7FwChRBCCCGEEB5jnH8zKTSWooZys+lU7GEcE+qokIBg1hfuoaK5lunJY9EbWh0qwPo6pwufK1eupLKyknnz5rUve/7553niiSdYtmwZ/fv358Ybb3RJIoUQQgghhBDC3bT6FoL8zItI9bomqrT1VGvr3F4INEbPvSp1Kn/f/xGbivYBOFWQ9UVOFz6Nc2F29u677/YoQUIIIYQQQgjhDcdqTjM8aoDZssjAMN7PWcOgiGS3FwJNW0zvzbiR+pZGi9O59FY9DjgkhBBCCCGEEH3B4apcLu4/0WzZrLQZRASGebwQ2C8sjjFxaQT69Z0im9NTrQghhBBCCCFEX1GtreOH4gP4aTRmy7ub09PdLhswmTWnLQfv6Y2k8CmEEEIIIYQ443156kd2l2ezKm+bt5PSbkB4IgUNZd1OY9mbSOFTCCGEEEIIccbT4MectJk+N8ZyRORA/nHgI6q1dd5OSo/5ZAfikpKv0WrLXba9oKB4kpKutPr51q1bWbp0Ka+88orZ8ueee4477riD1NRUi+tdcsklfPHFF4SHhzucpn379rFw4UK0Wi0tLS1ccskl3Hfffe1hnYUQQgghhBCe0aTX0qBr4p6M67ydlC5Kmiv58tRm+ocl9vqotz5Z+NRqy52aENaa5qYip9b74x//6LI0mKqrq+ORRx7h1VdfJT09nZaWFubNm8fHH3/MT37yE7fsUwghhBBCCGHZylObuXrQOd5OhkVXp56DBj+fa5F1hk8WPr2hvr6ehx9+mL1793LDDTdw//33k5mZyZNPPklUVBQPPvgggYGBTJ48mZ07d7J48WIAli5dynfffYder+ett94iIsL2QOQvvviCmTNnkp6eDkBgYCAvvPACoaGhbj1GIYQQQgghhLlGXTOVzXX0D0vwdlIsMp1+pbeTMZ9tcnJy+POf/8wLL7zAkiVLzD5btGgRV111FUuWLEGr1Zp9NmLECJYuXUr//v3ZsmWLXfs6fvw4GRkZZssiIiLw9/fv2UEIIYQQQgghHLLk2Le00tonxlT6Oil8tjnrrLMIDQ0lNDS0SzSpnJwcJk5U8/1ccol5rcOkSZMASE5Opra21q59aTQa9Hq9C1IthBBCCCGEcNZnud9T2VzLBzlrfSrKbV8lhc82AQHWeyAbDIb2QECdAwKZtlZ2LrTOnz+fzMxMXnvtNbPlaWlp7N+/32xZRUUFp0+fdirtQgghhBBCCPtVa+t4eue7hPgH8auM67hn1PV9Ykylr5PCpx0GDRrEgQMHANi4caPd6z3zzDMsXryYe++912z5ddddx4YNG9i3bx8AWq2Wp59+mh9//NF1iRZCCCGEEEJY9O9Dn7GxaC+VzXXtYyqjg2zHbhE945MBh4KC4p2OUGttez1xxx13MG/ePFavXs24cePw8+tZmT08PJw333yTp556iqamJvz9/bnuuuuYNWtWj7YrhBBCCCGE6F5BQxmxwRHS2ukF/8/enQe0VaX9A/8mISEkbGEJO5StQEtbFlu62kVHx61S107V931b7W/cO3a0U7dxZrQ6Otq6VJ26tHbqOO6iXWyr3VcoULaylJ2whDUEQggJSX5/MKSkSSAJFxLg+fyjveuTS+7NOfec8xynrHwONyfnWEhLS0NaWprh35mZmQBgyGhbXl6OF198Eampqdi3bx86OjoAAEePHjXs86c//cmmc0ZFRRmOTwghhBBCCBl7Gl0/vqk6jkdnpIPLdsqq0KRGV9wKQqEQf/7zn8FiscBms/Haa685OiRCCCGEEEKIDeRqBbZc3IMH426hiqeD0FW3QnBwMP7zn/84OgxCCCGEEEKInfbWnUV2WxlS/OIQ5x3u6HCmJEo4RAghhBBCCJn0It2DcXPYfBrn6UDU8kkIIYQQQgiZ9CQ9zXg44Xa4c90cHcqURS2fhBBCCCGEkEmvp19FFU8Ho8onIYQQQgghZFLT6/WODoGAKp+EEEIIIYSQSa6+pxVhQn9HhzHlUeWTEEIIIYQQMqldklVjpijS0WFMeVT5JIQQQgghhExqDco2BAv8HB3GlEeVT0IIIYQQQsikx2KxHB3ClEeVTzLpNCnbsfvyQcjVCkeHQgghhBBCHEyhUULoQllunQHN80kmFY2uH1su7kFxZw1cOTysjl7h6JAIIYQQQogDFctqMVM0zdFhEFDLJ5lE9Ho9Pi3bjydn3onrglMQJhQ7OiRCCCGEEOJgBR2VKOiopF5xToAqn2RSkKlk+HPeN5jnH4/p3mF4LukBXGy/jH6d1tGhEUIIIYQQByqW1eDTsv34WZLl6FCmPOp2SyaFby9/i+yOKqTIG5DiFwcWi4Vbwhfgm6pjYLHYuClsHrx47o4OkxBCCCGEjCO5ugdzfGMwTzwDN4XNc3Q4Ux5VPsmkMMN3Bn4TNMvooRLpEYSPSn5CZmsJAND4T0IIIYSQKSa7tRTXBs1BpEeQo0MhoG63ZJKQdEvwf9FLTVo3N835HZJ9YzHdK8RBkRFCCCGEmCdTybC99BCNRRxD1d1NmOYe6OgwyH+NqvJ5+fJlXH/99fj8888BAE1NTXjggQewZs0abNiwAWq1mpEgCRlJW28bfFxNu9WKXD3xZtqjyGotxVsFX6FUVov89grsKacHPSGEEEIc68vSL7G/4SLeLfrO0aFMSlq9DmwWm+b3dCJ2Vz6VSiVefvllLFiwwLDs3XffxZo1a/DFF18gIiIC3377LSNBEjIaLBYL3jx37JecwzfVx7Gv7ix2Xf6ZBp0TQgghxKHCPcJxW2gKZooicUpa4OhwJp3LXU1I8I5wdBhkCLsrnzweDx9//DHE4ivTWWRmZuK6664DACxfvhznzp0bfYSEjKBP2wcehzfsNjeFpeH/xa/Ek4l34vGZdyDFbzoNOieEEEKIQ9Up6rA+9jrcEXkt6rqleK/oO+qZxaC8jlok+cY4OgwyhN2VTxcXF/D5fKNlvb294PEGKgG+vr5obW0dXXSEWOFyx2VMF00fdhsvnjtWR6+AF88dXjx3JIoiKfstIYQQQhyqX9cPLpsDANAD+KH2FPXMYlCfTgM3F1dHh0GGGLNst3q93uK6kpKSsTrtqKlUKqeOb6KxdD17eqTgcDTQatvR3T266320+SiuEV0DqWbgmNbokstRL5EAACMxMGW03z+ptAmdyl7Lx+/qtPr4Q49ly37OhO7n0aNrOPJ9ZQuNWg2JpN5omb33lz33KJOfhYm4RzquuW3NXUOmY5xKJsM9zmSZYrRsuZ5qnRrydjmkWjU4HA1SXSJwXhiOOewQ1Eskw34euVqOX5p+xVLfufBwETjFZ2cKU9/JOmUdLrfXo6S6DB4uAgYicx62/L2d7R5ntPIpEAigUqnA5/PR3Nxs1CV3qISEBCZPy6iSkhKnjm+isXQ96+tz4coPRJ+Ki9DQ0V3vI6ojWDRnEerra+DKty6bmVjtD98gMdxcXBmJgSmj/f71Sarh4etrcX13u5vVxx96LFv2cyZ0P48eXcOR7ytbSCT1CAsLNVpm7/1lzz3K5GdhIu6RjmtuW3PXkOkYp5LJcI8zWaYYLVuuZ25zLpZ7L0eg/kr5JUVdiYTIOAAY9vNsOLoBR5uz4S0KxuqwFU7x2ZnC1J0lGM4AACAASURBVHfyk+Of4GK3BPm6BqwOm1zT7dny93bUPZ6Tk2N2OaNTrSxcuBCHDh0CABw+fBhLlixh8vCEMCZY4IeGHuoWTgghhBDHyGvNwxz/OUbL+Bwuevv7Rtw3xD0Eid6hlL9iGAGCADwYs5yukZOxu+WzqKgIr7/+OhoaGuDi4oJDhw7hzTffxObNm/HVV18hODgY6enpTMZKiAlrkg2ZEyr0R11PC2K8rHt7TgghhBDCpB5ND9x57ugcsmyaRxBqupuQIJo27L5uXDesDL0GEkUrvHwoh8XVtDot3LhuWBWcBlfK8eFU7K58JiYmYs+ePSbLd+3aNaqACLFFuawcsd6xNu8XLPTD+ZbiMYiIEEIIIWR4Or0OLJjOPRnjGYKs1pJhK58KtQJCrhALvaZjT002En0ixzDSiamkowQzfGcAkDo6FHIVRrvdEmINmUqGb2szGUklXtxe/N+Hi234HB7UOuuSExFCCCHEOXX0djBWphhPFZ0ViBGZTgHiz/dGS2+nmT2uKOkoQYJPAjgsNkKE/qjtHqhgyVQy7CraBZlKNiYxTySZTZlIC0xzdBjEjDHLdkuIJQ//8jCKO4rBcfHAqhDbK45DVcuroVArsCp2FUPREUIIIWSiePzo4yhsK2SkTDGeztSfQbem26SCxGKZtoZerbi9GOkx6ehurcINIdfg7aJv0alqh5p9GLktuQCAtYlrxyTuicJcl2biHKjyScZVcXsx5gXNg4jTPzAAXGf/m0p5nxzV8mp8XvI5WCwWfuNt+9hPQgghhExc0V7R4OkUoy5TjLczjWeQKc2EB8/DpPzCwkC3XEu61F3wcvVCNwAehwtPngAH6zPxyJxHECAMQIy3aYvqVDLYLZk4J6p8knF1oOoA/pD6B2w5WQIvnjv6VPb/UOyt3IunUp9CWlAa0mPS0dN2wKb9+RxX9GhUdBMQQgghE1B7bzvifePhpm0Bj80FLNfXnE68bzwWhSwyW34JEviiSdkBP451x/pd9HXwYAO/i/8dvF298fesv2NRyCKwWVNzdF2WNAvzAinDrbOamt9K4hBlHWWI9o6GC9sFoQIf1Cma7T6WVqdFS28L4nzisDZxLUR8kc3HCBX6oUFJ060QQgghE1FhWyFm+c3C9UGzcKg+y7BcppJhZ+FOi2Mfm3uasS17m8PGRur1eri5uFksv0R7hqCyq8HsvvI+OTx5nkbLvHjuuCsiDSK+CCwWCyujV+LHih/HJPaJwN58IGR8UOWTjJv9Vftxa/StAIDF4jicbMq3el+pQornTz9v+KE4WX8S14ZcO6p4QoT+aOxpG9UxCCGEEOIYpR2liPeJR7BAhOZeGbQ6HTpVnfjDsT9gW+42PHPiGbyV/RY+yPvAUH7Q6/V49tSz2HlpJzIqMhwSd7OyGWKB2OL6CPdA1CrMZ2m9ksXVspl+M1EuK8f2i9unXPIhmUqGiy0X0aXucnQoxAKqfDqYXq9HrjQX7+a+a9UD4kLTBbyT886Ee5jkt+RD0i2B4r/Z6IQufCi1fdDp9QAGstV9VPARmnua0aJsMcnW9lbOW/ip8ic8e+pZaHVa5LbkIjUgdVQxBQt80aikyichhBAyEWl0GsNc3ym+sdh88T94P+99vLz4ZWxM3Yh/LP0HhFwhPsz/EHuKB6YH/K78O9w/434sCF6A3077rUPirpJXIcoryuJ6HscFGp3W7Lri9mIk+CSMeA4Pngd2FOzAH4//EZ8Xf44t57fgbMNZfFzw8YQrQ9rivYvvIUua5bAXC2RkNNzNQWQqGZ47/RwiPSPRpmrDz9U/w4PnMWx2MplKhtcvvI4yWRk8XT0nVCaznUU7cVRyFLP9ZxviTvaNQb6sFvWcs/hn/j9xseXiwNuqvi4UtBUAuJKtTeQqwsbUjZjjNwfPnh6ogHb2ddrV3XaQK4cHta5/9B+OEEIIIePq6nkyK7ubUNQpwW+ighDuEW4oP9wbdy84LA4qOyux6eQmJIgScNf0uyAWiFHUXoQg96Bxj71aXo2bI28edps+rRrf1mbif/1uNirrDGZxHcnq+NXgu/CRHpOOXUW78GXZl7jYchFlsjK4sF0mVBnSWnq9Hnq9Hk+lPIX0mHRHh0MsoJZPB3kv9z2cbjgNf4E/np33LNIC04a9UbQ6Lf6Z/0+8tewtLAheMOFuqlCPUGxM3WgUd7RnCHZVHIesV4a3l72Njakb8eriV/HO8neQIk4xbFsjr0GsTyzWJq5FSmAKoryicLj2ML3VIoQQQqaoGnkNIr0iDf++KWweHoxZbjL1mogvwvrZ6xEjisHP1T9Dj4EeVzN9Z+JS26VxjXmQNS/PpcoOfFpxzKSsM7TCPRwRX2QYU7o2ca2hJXik8uZEdrbxLFaEr8C6WetG1ThBxha1fI6R9t52fFr4KdbPXm9yA+j1euhx5c2MiC9CWlAa+C58s8cabCVdn7geEZ4RmOM/Z8LdVHwXvslbtsP12SjvlqKltwU+bj5G61fHr0Zddx1EfBEO1hzE/Qn3G9bdG3cvXDmuk/bhSQghhJDhFbQVIFV8ZfjN0KQ75twZeyc4LI6h7MBiseDq4ore/l64ubiNS8y2+H3CSvRouo3KOpfaLqFCVgGZSmZTOXCwAgoASeKkCVeGtIZer8fphtPYNHeTo0MhI6CWzzHy4pkXsadkj9nWufNN57EsbJnRm5lEv0QUtRWZPdZb2W/hdMNp5LdZn6DHmWi0GnDZXJPlg28pzVUib4i4AYdrDkOj00CtVRt1MRn6Nm+02GBhT9WpST3+gRBCCJls6rvrEeoRavX25soOS0KW4HTDacO/ZSqZSc4JRwkW+mG6Z5DRfJVbc7biiOTIqHp+CblCQ/6NyWRv5V709fehs6/T0aGQEVDlcwwcqzuG68Kvw5KQJVgRvsJonV6vH8jUGmqcqXW2/2wUtBaYHKtGXgMfNx+jLqtsFhv9E2isYkVnBWK9Y02WD/eWksPmINEvEdsvbje5VkzSQY8vqs/g+/Lvx+wchBBCCGEei2VdF1RLhna9LWorwhNHn8DWnK1jOqzH3FQpliwWx+Fw7WEAA5XteYHzTIYw2SpIGARpj/lMuhPZd+Xf4Zvyb2hI1gRAlU+G5bXk4T9l/8GK8BV4PPlxlMvKjdYfrjmMHk2PyZsZIVcIZb/SaJlSo8S/S/6NJ5OfNHpbF+oeivru+rH9IAwq6ShBvG+8zfvdEHEDpD1S5DbnjtlbyFXTluCOsHmUkpsQQghxYu297XjxzIuQKqTo7e+1OFTJFiwWCzrosPbgWhS0FmDz3M24NvRauyt3MpUMPzX9NGyZZaRMt0NFewSgrKMMwEDl6oEZD4y651egMBBS5eSqfF5qv4Tbom8bdcWcjA+qfDLs3dx3ca7xHDIqMhDvE4+SjhKj9V+WfYkfKn4w+2aGBRZ0ep3h3+9dfA9erl7oVncbbRflHYVqefXYfIAx0KhoRLAw2Ob9OGwO4n3isS1325i9yfLiuWP99BWYGzgXX5R84TTdbQghhBByxceFHyOjIgMvnn0Rfzn7F0i6JIz8Xrtx3JDdnI0+bR8S/RORLE5Gn7bPrmP95exf8Lnkc6Myy9Vdeas6q4wSJY1kumg6fq39FX5ufhBwBXbFNVSgMBBNPU2jPo4zOVJ7BCujVzI2JIuMLUo4xLAE3wQsCV2C9Jh0sFls6P87jyUANCgasDhkscW3atHe0ajsrESsKBbF7cVoUbbgcO1hCLlCo2Q8kZ6RyGrKGpfPwxR7u8YMXqexfpO1OGQxHix6EFnSges6GVOQE0IIIROVB88DjyY9itVxq/F9+fd4O/dtTPOaNurf66FTkgDAmvg1+GfBP7ExdSP6df34vPhzlMpK8ae5fxq2YqPX6xEgDECiZyLSgtIMy1/NfBUHaw4CGChbSJVSBAoDrY5vXuA83HfgPuy5aY+dn9CYv5s/WpWtjBzLGSg1SnDZXMN8r8T5UeWTQXq9Hm4ubkYPwjCPMEi6JAjzDMOBqgO4J+4eeLl6md0/WZyMk/UnESuKxd7Kvdg8bzMS/RJNKl4CrsCki66z0ul1YLPsb2AfmqFtrK1LXIdAQSB12SCEEEKcjFanxWMpjwEA7oi9A2wWm5Hf66vLGQKuACHuIXj8yOPwd/OHG9cN+6v2Q94nx/vXvW+xTFMmK0OyOBm3ut+K78u/R5RXFH6o+AGLghdBp9chwTcBwEBZ0ZZy0YHqA2hWNuNgzUFGykMcNseol91Ed7DmIG6MvNHRYRAbULdbBsn6TFNfLwhegLONZ9Gv60ePpsdixRP4bz/8HinONp7FvMB58Bf4T/guBI2qRkzznOboMKyyMHgh/AX+E/p6E0IIIZONQq0w6nLKZNZ7c3rUPThRfwJhHmFYP2s9NqZuxLqZ6/DyuZexI3+H2e6+xyTHsDR0KbhsLh6a9RA2Ht+I0o5SLA1bijeufQMnJCeMesNZKz0mnfGxjKNN1ORMauQ1Vo+hJc6BKp8MquuqQ7hHuNGyQGEgmpXNZjPcWnKy/iSWhS0bcTt7HmLjraqnyvC2z9mxWKxJm4KcEEIImaiypFlIC0wbeUOGrIpdhY2pG7EqdpWhojs3aC783PywPW87/nXpX0bb6/Q6qLVqQwU5UBiIuYFz8X3598ioyACHzcGC4AU4WnfU5kRJY13RnsguNF2AVCmlXB0TDFU+7WRuLihJtwThnuEm27JZbGQ3ZyNZnDziccUCMbQ67YjzFPnwfdCh6rA98HEmVUkR4Rnh6DCsdl34dThSd8TRYRBCCCHkv4rbizHDd8a4nc9ShW9NwhpsSN6ADlUHXjn/iqEMmNOcgxRxitG2V7dYLglZgh8rf0RVZ5XDK0tXJ7h0dpbmX/246GP8XP0zTa8ywVDl004fFXxkMhdUg6IBwe6mWV2jvaIh6ZJYNfFtb38vviz7csQbKdIrElXyKtsDH2c6jG7M53iL8o6aENeVEEIImSp0eh04bI6jw4CIL8JDsx9ChGcEvir7Ci+eeRE6vQ7nGs9hfvB8k22HVmBZLBYiPCOwt2qvwytLvnxftPe2OzQGW3x7+Vuz86/GeMXQ9CoTECUcsoNer0dvfy/mBc4z+sL36/rBZXNNtm/qacLx+uPIqMgYcbC4tdldIz0jcaL+BOYGzrXjE4yPjt4OXFZchkxlOhbWmfnwfdDW2wY/Nz+z62UqGb4u+xr3xN0zoT4XIYQQMtHUddUhzCPM0WEYWRW7CiwWC4m+ifjr2b+iQdEAhVoxYplgXeI6+PB9HF5ZCnIPgrRHCn+Bv0PjsBYLLCT4JOCWqFsMy1T9Kni5etHsBBPQxGmSciL7qvYhPSYdSeIkeLt6j7j94NgBax421vbtFwvEaFG2WB2zI3xZ9iWKuooc/obPVvOD5uPlcy9b7BbzVdlX2J63fcJ9LkIIIWSiOdN4BotCFjk6DCNDx4EGuwcjU5ppVZnAWcZvTqS5PpUaJXr6e/BE8hOo7643LC9sK8Qs/1kOjIzYiyqfNlKoFajorECSOAkRnhGo664DMHzyn7F42EyETGXJAclY6rfU4W/4bHW28SyOSo5a/CHxdvVGjHcMbo++fZwjI4QQQqYWSZcE+6v2O3ycpCX3xN0z4bp+BgmDJkzl89vL3+Ku6XchNSAV2c3ZhuX5rflI8k9yYGTEXlT5tNEnhZ+Ay+ZCppIh0TcRhW2FAAB5n9yqVlAmqbQqswOwnYVCrcAtgbc4/A2frdJj0pEWmGbxh0TaI8X9CfdDpVWNc2SEEELI1KHVaVHeWW52vJ+zcJbWTFt48Dyg0Fif2f9Y3TFsy9427uVNhVoBuVqOEPcQCLgCqPqvlLuUGqXR9Dtk4qAxnzYqaitCpjQTQq4Q/zvzf3Gg+gAAoK67zmym27FU2VmJ3Q27AcAp+7w3KhoxkzfT0WHYTMQXWexSrVArIOQKMcN3BkraS8wmmCKEEELI6JXKSnFr5K1YGLxwQrUsTiZqrRqfFH6CgrYCePO9x7W8uad4D/R6vSF3iAfPA/I+OQRcAVzYVIWZqKjlcwiZSoaPqj+y+GZH2iPF4pDFhu4VbBYbegx0t63rNp3jc6zdGHEjHkh4wGkfyN3qbghdhI4Owy6+br5oV5lmgjtefxxLw5YixjsG5Z3lDoiMEEIImRqypdlYGrZ0wrUsTiZfln6JP837E+YGzB334UbZzdn4uPBjQ6t3WlAasqRZKGkvGdepdwizqPI5REZFBn5t/RXfXf7O7Pq81jwsDFlo9BB0YblAo9OgobsBIe4h4xkuZvnPwiz/WU77QJ4I41ItmeY5DTXyGpPlFbIKxHrHgsvhol/XP/6BEUIIIVOEvE8Ob/74DmkiVzT3NEOlVWG2/2ysSViDBkXDuJ1boVYgWZxsNJ423icepR2luNhyEcni5HGLhTCLKp9DpMek40bxjRZTT1d2ViLaK9poWbR3NCo7K9Gv7weXYzrNylgK8whDXVfduJ5zqoj0ikR1V7XRsh5ND4RcoaFSrYfeKNGUpUmQCSGEEGIbrU47oeYJn2hcOa7o0/ZZXC9TybD51GbcGnkrAGBJ6BKcajg1XuEhpzkHi0MWGzX4sFls6PQ6yPvk8HL1GrdYCLPorh5CxBdhXcQ6VMmrzK43N8nxLL9ZKGorGo/wTPA4PGh0Goece7IzN5XNgaoDkKlkhsplgCAAzcpmw/pXM1/F1pyt2HRyE/YU76GKKCGEEGKnUlkpEnwSHB3GpBUgCEBzT7PJ8rKOMjx25DE8efRJZDdn41DtIQADldV+XT+0Oi0AoEZeg43HN46qnHOm4YzFslJRexES/RJNlvvyfZHbnEvlqwmMRutehcViwc3FzSSLllKjBJ/DN9l+cK4kejtnrEvdBXeuu6PDsBubxTaZPudgzUFkSbPgL/DH2sS1hqRDgcJAaHQa+PJ9Dd1Dnj31LM40ngHgnMmgCCGEEGeWI83B7TE0pdlYEXKF2FW0C0+mPAkA+KjgI2j1WjQpmnCy/iQemfMIVoSvMMorkhqQipzmHMT5xOGFMy8gvzUfYe5heOqap+yK4bnTz6FD1QHAtKyk1WnNJhWS98mR05KDjIoMKl9NUIxXPl999VXk5+eDxWLhueeew+zZs5k+xZhbHrYcJ+pP4KbImwzLLrVfMvsGhsVioauva9wz3Q49v06vc7rKb5OiaSATrNLRkTBDp9ch3icei0MWGx7EsaJYnGk4g+Xhy/FLzS+4LeY2zPQdyO67NnEtvPneTpsMihBCCHFmcjV1rRxLJe0l+Lb8W9Qr6qHX65EpzcSGlA14ZM4jyKjIQHpMuklOkbSgNLxy/hW8e/Fd/Gnen3C+8Txae1vtOn99dz1SA1LhyfM0KSvJNXKL+UzWJKyBgCug8tUExmiNJSsrC7W1tfjqq6+wZcsWbNmyhcnDj5vpouko7Sg1Wpbfmo/Z/uYr0m5cN1zuuOyQLgDBwmCnnCi4UdGIYOHEnoaEy+ZCrVUDAC7LLmOO/xyjsQeuHFeodQPri9uLDRVPAJgXOA+BgkCnTQZFCCGEOCsa7zn21iSswcbUjXjj2jfwj6X/wMbUjbgz9s5h5y11YbugR9OD/NZ8ZEuzsX72eiT6Jdo1/CxLmoVH5zyKYPdgk3Nd6rqEeYHzzO43EedVJcYYvbPPnTuH66+/HgAQHR0NuVwOhcL6SWydBYvFggvbBR/mfWioUCo1Sgi55qcN0el0yKjMcMgEyJFekaiWV4+84Thr7Gmc8HNghnuGQ9ItAQBkNmVafBAWthYi0d+4VZzFYo04mJ8QQgghprKas9CoaKRxfWNoaCXOlgrdc2nPGWWgvSXyFuyv2m8yVGkk9d31iPaOhqpfZbKurrcOsaJYm45HJg5GK59tbW0Qia58cX18fNDaal9zvKP1a/vxQf4H+KH8B+j0umGnDXlw1oNGN+J4ctbKp0wlg7frxE6PPvTaWkr37ufmh6/KvsJ14deZrFsQvADnGs+NeZyEEELIZLLn0h78VPmTQ17qk+FdXVHlsDmY4z8Hz5x4xuqXBYMVVRaLBR6HZ/KiXq/XU8v3JDamCYcsvQUpKSkZy9OOikqlQklJCRbyFqI5oBmFkkLsU+0DX8UfNu75nPmQVkshhXQcox1Q2VCJEpZzXdO2tjaUlpYarufVenqk4HA00Grb0d3NTOyDx7SVpRhUWhUuNF+AWCGGvENu9nOwOlmobatFblEuPLmeRuu4ei6O1h9FgCLA6lgsXS9rSaVN6FT2Wj5+V6fVxx96LFv2cyajvZ6EriEw8n1lC41aDYmk3miZvfeXPfcok5+FibhHOq65bc1dQ6ZjnEqc7R7X6XUQ9gtxf9j9mKGbYVVsY1GmsJc919NS+WWkzzN0P0d+9vymfBySHEJzZzM2T988YsWxvrce/J6BcrV3rzf2Ze/DDM8ZAICqnipIeiTILMg0KVfZw96yobOz5e/tbPc4o5VPsViMtrY2w79bWlrg7286Z2ZCgvOmzi4pKTHElzY7DR2qDrxw+gXEieIQGOmcY/j8VH5Od00HYxp6PYeqr8+FKz8QfSouQkOZiX3wmLYaLoYzmjPo8+3D9aLrkRBsus35ovPIu5yHYnYx1iaYZl0T94kRExcDLtu6OWAtXS9r9Umq4eHra3F9d7ub1ccfeixb9nMmo72ehK4hMPJ9ZQuJpB5hYaFGy+y9v+y5R5n8LEzEPdJxzW1r7hoyHeNU4mz3+JmGM7hrzl1IC0qzep+xKFPYy57raan8MtLnGbqfIz97YGQgxBViJPom4tvqbxHmEYZVsasslpkvllzEqvhV8Bf4I1wTjv+U/sdwzbb9sg3ZXdkWy1W2srds6Oxs+Xs76h7Pyckxu5zRNu1Fixbh0KGB+YAuXboEsVgMd/eJO90GAPjwfTA3cC4+KfqEun9MUbnNuUgWJ5tdlx6TPmyX63ifeGw5v4XGrRBCCCFWyJJmYW7gXEeHQWww2BV3btBcqLVqbMvdNmyZua23Df6CgcYpIVcIpWZgaoS6rjqkilNxf9j9lM12EmO05TMlJQUzZ87E6tWrwWKx8NJLLzF5eIcZvAGc9Ubw5HlC3uc8KcmVGiXcXNwcHQZj+rR94LuYzvEKXHngWlLbVYvvyr9DhGcEzUdFCCGEDKOttw0+fB8a7zeBPZL0CDr6OiyWmbU6rUkeFRe2CzQ6Db4u+xpPpDyBqstVTtnTkDCD8TGfTz/9NNOHdLiRKhiONpgYJ0mc5OhQAAxMsxLiHuLoMBjB5/CR05IDmUpm14Pwjtg7kCXNwg0RN4xBdIQQQsjksb9qP26JusXRYZBRCPUIRYJPgsUyU5Y0C1KF1KhcNdN3JnZf2o1Z/rPgynEdz3CJA9CrpUnA2TLeNvY0Isg9yNFhMELWJ8PphtN2d7kW8UXYPG8zMqWZDEdGCCFkImpRtmBX0S4ajnGV9t52nJCcAIfFcXQoZJQ8eB6Q98nNrttTvAc/VRlnMo70jsT35d9jbgB1t54KqPI5CfA5fByoPuA0P2STqeXzoVkPjXoanUivSNR01TAXFCGEkAlHr9fjQNUBPPrro9ias9Wo8N2mbMN7F99zmt9xR/i44GNcaL5A+TUmgQXBC3CuyfxUcxGeESblqiO1RyDpluDHyh/HK0TiQFT5nAT2Vu3F+abzTvPA7lB1wIfv4+gwGGHLxMvDifKKQmVnJUNREQC40HQBnxZ+OqULa4SQiaGysxL/e/B/wXfh46PffIQUcYpR4fvVzFfxUcFHTvM77gjert54ZM4jTptfg1gvThSHyx2XTZZ3q7vh6+ZrUq4aKXkjmVyo8jkJpMekY3nYciwKXuToUKDRaiBVSLH70m6qFAxxQ8QNOFxz2NFhTCpbMrfg7dy3p3RhbTzlt+TjnZx36L4mxEatyla8dPYlXGy5iNquWvi4+eC+hPsMPWK61F0IFAZiftD8KV341ug1eDTpUUo0MwkMJhTS6/VGy883nceCoAUm2zP1op9MDFT5nAREfBFemP8CLjRfcGgc9d31eOPCGxDxRSZdiqY6AVeAbnU3Pin4ZMoV3mUqGXYW7mT0c2u0GgQIArAyeuWULqyNl97+XryZ/SY+KfoETx59EptPbZ5y32NC7NGibMFHBR/hH9f+w6hl5/qI6/Fr7a8AgH+X/BvrZq1DkjhpyhS+T9afNPpd0Ol1YIE1wl5kIpkumo7LMuPWz5L2EiT4Os+cssQxGM92SxxDLBCjRdnisPOfrD+JPcV78MqiV8Dj8ODN90Z6TDqk1VKHxeRsejQ92FOyBxw2x6mzJzPt08JPsbt4N1gsFmOfO681D/fE34NqebXTFdYqOytxsv4k0mPSxyQ2mUqGH8p/GHYCb6Z9Xvw5Xpj/As42nkVvfy8+zP8QYe5heCz5sXE5PyETiUwlw2eXPgP0QEFbAV5b/BoC3QONnn9sFhszfGdgb+VeeHA94OfmBy6bC7VWDR6H57jgx8FxyXG8n/c+SjtKDb8LFZ0ViPGOcXRohEEJvgl4I+sNvLL4FYj4Iuj1euihp2l0CLV8TiYh7iGo7653yLl3Fe3C+abzOFB9gLpPWPB/if+HZaHLplxLnVggxgyfGYx+7uzmbCwOWQxVv4qxYzLlmRPPjGnL/6aTm0acwJtJdco6uPPcEecTh7WJa/G7+N/h4TkPQwfduJyfkImkVdmKDcc2YGfRThS3FyO7ORs/1/xsdtu0wDTsvrTbMBVXuEc4JN2S8QzXLJlKNma9dM41nkODogHvX/c+0gLTDL8LOc05SAlIYfx8xHGO1h3FyYaT+LrsawBAeWc5vWAgAKjyOalcH3E9jtQdGffz1nfXY0nIEhosPoJIr0jE+cRNuUq5XC3H9RHXMzp3l0arcdq5wOYFzsM1AdeMyb1wsPogbou6DfMC543Lvdbe246Pqz/G9eHXG5aJ+CI8ljTQ4qnUKMc8BplKRtNSkAkhW5qNPSV78PqS17ExdTd/oQAAIABJREFUdSOem//csL+Le6v2okxWhv3V+wE4z7Rpuy/txjsX32H8Bdf+yv3YU7wHN0feDLFAjOSAZAi5QgADlXaxQMzo+Yhjpcek4/ezf48WZQv0ej3ONZ7DwuCFjg6LOAHqdjuJ+PB90KHqGPfz/lz9M+6NvxeePM9xPzeZGK4JvAbZzdm4NvTaUR+ruacZ/gJ/AANd17Q6LThs55gXTqlRwl/gjyjvKKMJtJlQ2lGKpp4mrE1ci5quGni7ejN2bHNU/So8feJplPWUYV/VPpMu07dH346fKn/C6vjVYxaDXq/HE0efQH5rPgBMqe7qZGI503AGX5R+gZcXvgwfNx/DdzXSK9LiPoOV0sH/hnuG41TDqbEPdgR92j6kilNxe/TtjBxP1a/CJ4WfoEHRgFMNp5BRkYG1iWuxJGQJTtWfworwFYychzgXEV+Ex5Mfx6X2S/hX8b/Q2dc55V6+E/Oo5XOS8Xfzx5vZb45bK4FGp0Fvfy9VPK3Ed+Gjt7/X0WGMG6VGCTcXNyT6JaKwrdBo3cHqg3a1aJ1pPIPFwYsBDHQ1b1Q0MhbvaFV2ViLGOwa3x9zO6Hxl7b3teOX8K1gZvRIAEO0djYrOCsN6JpM6yVQyvJPzDrac34Jn5z2L+8PuN9tyE+4ZjkZFI/p1/aM+pyW5LblYFbsKyeJkJIuTx+w8hIzWd+Xf4WT9SZvu+6uHqLi5uKFP2zdWIVqlRl6DcM9wpMemo0fTM+rjNXQ34MFDD+I3Eb/BprmbjFqCZ/nNQkFbAeq66xDhGTHqcxHnNNN3Jty57ijrKKMeLAQAVT4nnR5ND3Zf2o3vLn83Luc7WX+SkdasqcJc9rfJ7FL7Jcz0nQkumwutTmtYXi2vxmtZr9k1NlLSLUGYZxiAgUpYpdx55k+t6KxAjCgGrhxXiAViSLqYGb/12aXPkN+aj58qfwLw3wm8G69M4P1V2VfYlrvNMLbGWuWycuzI32FUIMioyMAnRZ8gwjMC032mY2XQSotvq9OC0vDCmRfGrEBxXHIcq2JWYeeNO3Gw+iDeyHqDCi/EKYV7hGNDyoYJP/Tk+/LvcUfsHZjlN8vkhaE9/nruryhoK8DZxrMmlW0WiwUPngeO1R1DakDqqM9FnFeXusvQ6k0IVT4nmXvi7sFDiQ+hqacJOv3YJgSRqWT4vPhzhHuEj+l5JpMZvjNQ0l7i6DDGzaW2S0j0SwQABAoDIe0ZyH6cUZGBh+c8jAdmPGBTYa1V2YrC1kJDBSTKKwqVnc5T+WzsaUSwMBgAsDx0OV4+/zIjlaVg92CsnbnWcK18+D7o7Os0rGeBhfvi74O8T271Meu66vDMiWewPW+7UYHg2tBrsTxsOe6cfueIxyjrKMP+qv1jUqCoklchwjMCbBYbLmwXiAVi7CnZQ4UX4pR4HB4emvUQI90Kr54bcbzkSHMg6ZZAqVEOjD/tGt340+L2YiwOWTzsuNe0wDTsLt4NgYtgVOcizi09Jp3yghADqnxOMiK+CBtSN+CeuHvwdu7bY5aoQ9ojxXOnn0N2czaj3QsnOz83P7T1tjk6jHGj0CjgwfMAcKW1rlpejSBhEJaELEGsd6xNhbV3L76LTGmmoQIi4AqcqhuzXq83TK59qPYQzjWdY6Sy1NbbhqdSnzK6Vq4cV/T296JP2weVVoXNaZuREpCCk/UnRzxelbwKX5d9jfeuew+LQxYbFQjaettwf8L9Vv1dVsWuMspYyaR9lftwa9StRue6OfJmxPnEMX4uQpyFv5s/WntbHXLuD/I/wK91vyKjIgNsFntUL7C1Oi1+rPgR98+4f9js99nN2WjrbaNyxCRHsyCQoajyOUnF+cShRdnC+JQPMpUM6w+vx97Kvdg8bzO9ySLD0uPKG/wwjzBIuiX4oWJgjsoQ9xA0KBpsOh6PzcNTKU9NiO9cekw65gfNZyzWwUrtoNSAVOQ052Bf5T7cFnUbgIGM16cbTuODvA8svnRqUjThpTMv4f9m/h/CPMIw03emUYFgsOuwNUR8EeYHz2c883BlZyVKO0qNXiyI+CK8svgVnG86z+i5CGHC0GfdaDCR8dbeDNFxojij33QXtgs0Wo1dMewp3gMOizNibwxqESNk6qHK5yT2zDXPIFWcyuhD/euyr3G+6Txc2C6I8IygN1l2GJxIfLJr7mmG2M04db5Co0CtvBZKjdKkMjWSvJY8pAWlYd2sdUbfORaLNeZdzK3RoeowikvEFyE1INXQ8muvPm2f2crdHPEcXGy5iJquGkR5R105r6sIH+Z/aPGl046CHchrzcPeqr1m18tUMvjwfayOb4bPDJR0MNuV/K3st8yOD+KyuQgQBJh9aSFTyfBp4ac0JpRMaPZWPmUqGbZlb8PHBR/j6RNPY2vOVpvGgEt7pCa/6XGiOLtzFJxqOGVVN3lqESNk6qHK5yTm6+aL22NuR4uyhbFjRnpF4u7Yu+kt5SjEimJR3lnu6DDGXGFbIWb5zzJaJnQR4qjkqKFAwmVzrc7ueKTuCK4Lv85kebAwGE09TaMPeBjmWhKuXlYhq0Csd6zRfkHCIMM4V3uVtJcg3ifeZDmXzUWFrAIqrcoortXxqzE3YK7FaRK8XL3wZPKTjLRuAMBMv5koaiuye39zIjwjLLaGpMek46eKn0yWf1zwMd7OfZvGhJJxZ+kFkT18+b5oV7XbvN83l7/Bzks70aftw5tL38TvZ/8eDd0NVvcuyW3ONUn6M5iN1lZtvW2YHzSfWjQJIWZR5XOSuzXqVhyoPsDY8Wq6avDMvGfoLeUoTJWkQ+WycsSKjCtj/zPzf4wKJHE+cSjrKLPqWJFekWbn84zyHvukQ29ceMOkC/snhZ8YLSvvLDfprhrqEYp6Rf2ozl3UVoRZfrPMrpvuMx1fln5pFJeIL8Jd0++yOG6Mw+Jg/ez1hns40isSVfIqAPYlOvFy9UKXusvm/Swx1wIzlJArhEqrMuparNPr0KPpwbzAeVTYJeOuRdkCfzd/Ro5la4+QQd6u3ngg4QHcl3CfYX7FFxa8gM+KPsO2nG0j9giolFca9aAAAH+Bv105Cs41nsN1EddRiyYhxCyqfE5yXA4XYoHY5rF1wECh980LxnOGqvpVcHNxYzLEKSdAEDDmLXWOJlPJkN2cDYVaYbT86i5WiX6JI7aayVQyvJb5GhYFLzK7PtoreswrnyJXEdIC0zDHbw4AoFHRCFW/CotDFmNh8EJDnFd3Vw1xD0F99+gqn7I+mcUC3Jr4NWZbF5aFLcNxyXGT7QfnXR0qVhRrmDO0RdkCsUBsst94OiY5hmVhy4bdxs3FDR/mf4h/l/wbwMAci/fG34vFIYvBZXPHIUpCrmjuaUaAMMChMTQoGrBp3iajZwWPw4NYIMbOop0j9gjQ6/Vgs5gpElbLqxHpGcnIsQghkw9VPqeA9Jh0/Kf0PzYnIHjzwpvYXbzb8KOl1qqpYMcAFosFVb9qzDIRO4N/XfoXsqRZIxZ4/Nz8Ruxi9lXZV7jQfMFiC75Gp8GZhjNjdi11eh3cuG7Y8Zsd+FXyKzKbMrHp5Cb8v9n/D28ufROHag5Z3FcsENvc7b20vRQf5n9o1eexNF5qMAvw1S2Zea15SBInGS0L9whHXXcdgP8mG/K2LtnQUH5ufmhVMpOhs0XZgkBh4LDb3Bt3Lx5PehytylacbjiNX2p/QZAwCHGiOJTJRm5JJ4RJY/HS5ur5d4fTpGhCgMB85feu6XchPSbd4noAkGvkFl9wefI8bZrCaXD8vb0tuISQyY8qn1OAkCtEaXupTZlv81vzcXPUzVgQvAA3RtwIYGDOrpl+M8cy1CmjsrOS8UzE48HaLIpsNhuPznmUkS6Qfm5+eCDB8nygGRUZyJRm4ukTT6OorchsfLsKd9k952a5rBzTRdPBYXPwh5Q/4KOCj5Dfmo8D1Qcg5AoRIAhAZWel2cIWm8W2OQvmOxffwQd5H+D78u8Hkhi52tdtbYbvDBS3FxstK2gtwGz/2UbLXNguhgJjRWcFor2jbT7XbL/ZjExIL++TW5WgScQX4fdzfo/n5z+PTws/xbnGgSlt4n3jUdpROuo4CLFFi7Jl2MqdrWQqmcn8u8M5WHMQN0XeZHadiC/Cy4teRmFbocXx9aXdpSbjPQdFeEbgrey3rH52lsvKMd1nulXbEkKmJhdHB0DGx7Wh1yLRL9GqyoBer8fB6oN4Zu4zSA1IRVZzFtI90pHbkou7p989DtFOfqtiViHEI2TCjU978cyLOFF/AgCwNnGt2W00Wg10eh0eSX7EqmMKXATo0fRAyBWaXd+gaMAzc5+x+CZ98BreGHEj/n7h7zgmOWYUn16vx+nG08iSZqG0vRTJ4mQ8OOtBq8ciXZBeMBTseBwe3lz6JjIqMgznvSP2Djx/+nnMD55v1fFGEuUVhWivaHSru1HYapq0yVpLQpfgs0ufGb0wUmvVZhOjDLaQdqm74OXqZfO5poum42TDSawIXwFgoPA8eI1sGfN1sv4kloYutXp7HoeHrcu2Gp2rQ9Vhc/yEjEZPv+Xnlz0eS3oMl2WXLSYNG0qv16Ozr3PE+2xN/BrsLNwJvgvf5L6sVdbiAdEDZver7KzEDxU/INIr0uIzf6jzTecn3O8aIWR8UcvnFLE4ZDFiRDFWFQRPNZzCkpAlYLPYiPaONiQjUagVo542ggxYGLIQoe6hEy4ZQ2dfJ1bHrR62cHFEYj4rrSXmWugG9Wn7wGPzhu3CNdj1NNgjGH9d+FeTpDOXZZdxc+TN2Ji6EfOD5xt1JbdGh6oDvm6+Jucb/NtxOVwsDlmMqs4qRrr+8l34eHru05jjPwcfFXyErKYsu47r5uIGuUqOnYU7IVPJzI73HOTOdUe3utvumLkcLvp1/QCAnOYcPPDzA3a17FfJqxDlFTXyhkPQVA1kshHxRXgi+QnkteaNuO3J+pNo720f8RkR5hmGgrYCs/elDjqzydyAgZdrC4IX4IaIG6yKXd4nt+sFFiFk6qDK5xQxzWuaydxhlqaP+LTwU6OpHULdQ1Ejr2EsGQEBPHgeUGgUI2/oRLQ6La4JuAYivmjYgn5xWzES/RKtPm6IR4jFrryZTZlIC0qz+lgivgiLQxYbfVfPN53HivAVWJu4Fvcn3I+FwQvx22m/tep4Wp3Wqu99u6rdYqXWnetudTbYHk0PBC4CAMDy8OVI8E3Auxfftbt7NpvNxrbcbfjm8jfIazEd7zkoRhSDclk5WLB/nFaftg8bjm5AYWshXln4Cn4T8RubWkCkCikutV9CZ1+n3TEAA1PQjGbqGEJsNZr7xpK5gXNxQXrBbAbq2q5abDy+EW9kvYF/Ff8LP1b+aNUz4s/z/4xrAq4xui+71d0QcAQW9xHxRdg8bzOypFkjHr+3v5exKWcIIZMX1SamCDaLbfIjtuX8FpO3oJ8VfYbcllz8WPmjYdlvI3+Ldy++izifuHGLd6qwZ2oLR2lQNCDKOwoancYwRvBqec15aFA02NRSd6T2CE41nMIP5T+YHq8lD3P859gU5+KQxTjdcNrwb3nflWQaIr4Ij8x5xOqJ08tkZVZ979Nj0i3OaRfqEYqGbuuyTV89Pc1jSY+Naq689bPW4/ezf4/6rnrsq96HvJY8s3+bWO9YnKg/gRD3ELvOAwB9/X04KjkKPfRICkhCsDAY3q7eVu//3sX3DGM3RyPGO8aQvZeQiWxF+ArDMAJgIJlPRkUG/nbub/il9hf4ufnhzaVvWv2MCHIPwpqENYbnn16vx2eXPkOHumPYZ3aUVxSqu6rNrmtSNOHhXx7GO7nv4NXzr6K1t3XSJtIjhDCDKp9TiDvPuAXGg+eBBcELjH60vFy9sH7WeqNlnjxPsMBCWUcZ/agwaJrnNIs/6M6osrMSUV5RSPRLNEouI1PJsCN/B74o+QJv5ryJw7WHbapApMek446YOxDqEWq0fLAbp6XuYJYMrXyodWrwODyj9bZMnJ4tzcY1AdeMuN1wXT9D3a2f67Oso8yo18Fou5QOne+vX9dvsRVVLBDjXOM5u5INDXo06VGjQnBKQApyW3Kt3t+D54GnUp4a9XixeB9KOkTGj06vG5OWT2Cg9fNU/SmsP7weW85vwdqDa+Hv5m+ocK6KXWXzM+L68OtxXHIc3epubM3Ziq6+LhxoPjDiMzvS88p8wEO9fuF1nGk8A6GLEOGe4fiq7KsJl0iPEDK+qPI5hST5J6GgdaDQXdtVi0S/RMz0nWn0o6XQKPBkypMmP2QzfGdgR8EO+lFhULI4GXktI4/pcRbVXdWI9IrEouBFONtw1rD871l/x/a87WhUNOK9Fe/Z3FIn4ovw0sKXTOb7vNhyESkBKTbHyWKxwGFxoNFpUNpdihSx8TE4bA70er1Vrc7WJPIYSahHqNVzfbb0MjdZ/VA8Dg/PznvW4t+GxWKBx+HhXOM5u18wXV0IXhq61JCcaiRKjRIivgjrZq0b9fUOcQ+xurJPyGh1qDpM5vdlUrhnOM43nUeDogG5Lbm4LLs8qpdSLBYLN0bciLUH12Jl9Eo8mvQo7g+7f8Rn9g3TbsDhmsNGy7Q6Lfzd/LExdSPunH4n7pp+16h6ahBCpgbKdjuFzPSbic+KPsPikMU4XHMYq+NX40DVATQpmhDkHgSNTgMXtvmvxB2xd4DNYtOPCoNC3EPQoLCuO6YzGJqRtk/bB71ej5zmHEwXTUe8T7whg6I1GRGvxmaxEeIeAkm3BGEeYdDpddhbsRfhnuEmL0iskSJOQV5LHsoUZVglXmWyPsY7BuWdA1OoWNKqbEVhWyFkKtmoKkRCrhDKfqXV24/V/Hgj/W1ivWOxPW87eByeXX/Dq3HYHPjyfdHc04wA4fDTUByTHMPy8OWjPidA8wuS8dWsbGZ8js+hBn9zl4Utw9zAuYz8Bl9svYgyWRlON5zG2sS1WBm0csRnnJArRFdfF3bk78A9cfdAxBfhmOQYbo66GcniZMN2TDw7CCGTG7V8TiGuHFf0afug0+vQo+mBB88D14Zei5P1JwGYnwNwEGWUZN5ELiQn+iVif/V+nG08i3WJ6xj5btwafSv2Ve6DRqvB1uytcOe5452L79jV2n5N4DW4IL2Afl2/SbdbAFgUcqX1Vq/XY1fhLnxS+IlRq9+Ogh0433R+3Fr7tTotOCzbuhgz6cmUJxlvtVgauhQvnnlxxNbUclk5Yr1jh93GFiywLI5LJmTQweqDePH0yN/P4bT0tEAsHLvK5+Bv7+BUJ0z8Bg83Rn04Aq4A2/O247vL3wEY6J2S5G8+iRkhhFhClc8pxoXtgixplqE7Y5B7EKRKKYCB8W2WJpomY0PkOjHmJdTr9UbjmhJ9E7Hn0h6sjl/NWCVayBWip78H6w6tw02RN2H97PV2V4Z4HN5Ayn+u+ZT/Xq5ekKvl0Ov1A5VM6Xm8k2tc0RW4CPBk8pPj1to/2OrrKGPxgumY5BjONZ3Dh/kfWtxG3ieHB8+D0Zcxvm6+eDvnbRqjTiw623gWB6oPIKMyA+/nvW/3cVqULQgQDN+y72zsvdfvS7gPDyU+hMaeRuQ252KO/5wJ/RKVEOIYVPmcYuJ84rD70m4sDF5oWMbj8KDqV6FP22dxHkAyNpLESchvyXd0GCNq13UiUBho+PfPNT+juKMY+6v2M3oePoePvNY8ZEmzRl0ZmuU3CzK1zGIFhMvmYt2hdZjlNwtbFm0xmh9Ur9eDw+Zg/ez1jFTG2GBDq9MOu02prHTSZZROj0nHUylPoa+/D739vWa3OVJn27yw1qjvrseuS7tojDoxIVPJ8Ldzf0NeSx7+uvCveCrlKfDYPJOpyKw11mM+nYmIL8KG1A1YGbUSfzn7F5Px9IQQYg2qfE4xkV6R0Oq0RhPKzwuch19qf6GJoR1ALBDji9IvbG6hMTdH61hq7G9BlFeU4d/2dtsayX0J9zF23NbeVvwotTz/nUarQXZzNi7LLsNP4IckcRLcee4AgMuyy4x2Aw0QBqBF2TLsNtXygYROk8lgEqFHkx7FzqKdJutlKhn2Vu5l/NmzLnEd0gLTaIw6MfF12df45vI34HP4hu/nxms2Yk/xHvz17F9tfqbqoZ9yc2BfbL2I6q5q7K3a6+hQCCETkN1PzKysLCxYsADHjl2Zg6q0tBSrV6/G6tWr8dJLLzESIGHWCckJnGsynktvjv8c7L60G/OD5jswsqlpf9V+nG86b3aOy+H85exfTOZoHUsNGuPK51iNAWbyuOkx6cNmcfyfmf9jVNFNC0xDVtPAROqnGk5hSeiSUccwyIvnhVcyX8G3l7/FzsKdeObEM/i+/HujrqH9un5w2VzGzulMAoQBCBQE4qUzLxkV7rflbEN2czbj32NfN1/M9p9t8XvU3tuO9y++T91ypyAfvg8eSHgAq2KvJCJzYbsg1D0U35Z/i8eOPIbnTz+PjPIM7CrchT+f+TM6eo2HRoz3yz9nM1YvHwkhU4Nd2W7r6uqwa9cupKQYd7nYsmULnnvuOcyePRt//OMfceLECSxdupSRQAkzBn8shv5ouLBdsCxsGc40nIFYIKakQuMoPSYdJR0lJkkbquXVOC45bsggezU3rhuuD79+3H78e/RKePO9x+VcTBHxRcNmcbw6+2tqQCrez3sfi0IWQaFWwIPnwVgs1fJqnKw/iUivSPA5fBysOYjGnkYUtBYgvzUfG5I3IL8lf9SZdZ1Zl7oL31d8D7FAjMeSH0Oftg8cFoeRuT3NcXNxg1KjhIArMFn3du7byKjIQHZzNm6OvBnd6m7DnIlkcmtQNOCZuc+YjFVcFbsKLBYLSo0S/yz4J7x4XhBwBfih4gfUdNVgY8pGHJEcgQvbBbnNuchtyZ2ySa3szWpOCCGAnZVPf39/bN++Hc8//7xhmVqtRkNDA2bPHsiWunz5cpw7d44qn07G0o+GkCvE1pytYLFY9KMyjkR8EV6Y/wK+LvsaKYFXXuZsOLoB1V0DY5Cu/ntotBpEeERAo9NQYZlBHDYHLBYLVfIqhHqEMnrsO6ffCQ6bY6hkCblCLAtbhuOS47g58ma8lvkaMqWZyKjImLT3X3pMOtRaNZp6mqDT6/Dvkn/jwVkPMn6tByX6JeJS+yXMDZxrss6N42ao9L5+4XUcqD7gFM++4vZi7CzciU3zNo3p9B1TVaeqE16uXmaT5Az+NspUMgi4AqN79ZaoW/Dq+VdxRHIEjyU9hreXv40dBTtQ0VmBFmXLpH5pRAghTLOr8unmZpqURiaTwdPT0/BvX19ftLa2mt2/pKTEntOOC5VK5dTxjZUZuhm4P+x+zNDNYPTzW7qePT1ScDgaaLXt6O5m5nyDx7QVkzHYq7apFiUuJVCpVNh7YS9WiFbgnP6c2b9HSXcJvLXeKOkuQXFxsVFBSiptQqfSfGIXAFB1dVr99x08ll6vh0KhmJD3ha33c6A6EC8dewmPRj3K+Oedz5kPabXU8P+qRhXmc+ajo64Dv/P7HYIQxPj9xwQmn4nX8q5FpboSmw5uQmtfK2bqZqKb2z3yjnbgaXk43HwY7jJ3o+VSlRTCPiEWeC1Ac00zbvO8DfWe9cNe+5HuK1to1GpIJPVGywbvy9fKXkOePA91HXWY6z0XWr0Wy/2Xw5M78NvapenCsdZjhmVD47L23mbys5g7Z5emC8fbjmOZ3zJD3LbGMPS45rY1dw2tOdYvLb9gjtecEa/T1fdqe2274R5NZiVDWi3F7R6348fuH7FPug8fnf0IK4NWWhWPM5oM5Z6xKFPYy57raan8MtLnGbqfM3x2pjD5nbS3bOjsbPl7O9s9PmLl85tvvsE333xjtOyJJ57AkiXDj4fS6/UW1yUkJFgZ3vgrKSlx6vjGUhrSGD+mpetZX58LV34g+lRchIYyc70Hj2krJmOwVxInCe6B7kADUKGswOPXPg5RiQjTpk1DgNA4jf/pgtO4L+E+8Kp58Ar2Qoh7iGFdn6QaHr6+Fs/T3e5m9fd78Fid/XKEIGhC3he23s/+Sn982/It4qfHj3tLxljcf0xg+pmYgAScP30euS25KGYXY23C2LU2nlGfMYn9eP5xPLTwIQi5QsOyXF0u0mZbvv4j3Ve2kEjqERZm3Nrb3e6G+Ph4zOiagRUxK5Aek453ct/Bd+XfISAgwHCNNp/cjP31+w3LhsZl7b3N5Gcxd84NRzfgqOQoqrXViPaOxkOzHjK5l2x5Tpnb1tw1tOZYh5SHsDTJ/t5YV9+jgZGBCKgIsDg8YqKYDOWesShT2Mue62mp/DLS5xm6nzN8dqYw+Z20t2zo7Gz5ezvqHs/JyTG7fMTK591334277757xBP4+Pigs7PT8O/m5maIxdRtiBBrLAtbhn1V+xCliYKfmx+4bC7SY9LxddnXWD97vdG2vf29EHAFSA1IRU5zjlHlczRkKhlez3odf5r3J6OCVGlPJSSapinRtWxv1V4UdxRP6u6vzuCP1/wR0d7RYz5mmcViQafXGbKR9vb3QqvTGlU8gYF5XztVnQ4d11zRWYFEv0TcFn0bAGBDygZIuiVYEb4CwMD96cP3MZoSyNnI++SI9IrERvFGtPe2Y3fxbqh1ajyf9vzIO4+xJkWTyYu80aKxj4QQYjvG8oNzuVxERUUhOzsbAHD48OERW0cJIQN83XwhU8lwvO04bo+5HcBAgbi3vxd92j7DdkqN0jAXa4RnBGrkNVafo6u/G3vkP5lkbhy0s2gn9lfvx9dlXxst/0V2Csd6s6bEnImUxXF8jFW25KtN85yGmq4aw78PVh/ETZE3mWw3P2g+zkvPj2ksIzkuOY7lYcsN/xbxRXhr6Vv4seJHAMCuol14OOlhzA2cazaJkjP4vvx73JdwH9YmrsWDsx7EUylPgQUWGhQNjg4NGRUZaO9tn7IZagkhxFnYVfk8fvw4HnjgAZw6dQpbt27FunXrAADPPfcctm7ditWrVyM8PBwLFy5kNFhCJjPQw8BbAAAbPklEQVR3rjuKu4uh1WkNyxYHL8Zzp54zFJgutlxEsjgZwECrjrnEGZYcaD+Gw8oz+MPxPyBbmm12qoC7Y+9GoNC4e0oQLwCrPW6eEhWy8aoUkfGRJE5Cfks+AKC2qxYZFRnw4fuYbBcrisXljsvjHZ6BXq+HQqMwzDM7yJvvDbFAjIcOPYQY7xh48jwx2382CloLHBSpZap+FbrV3fAX+AO4MsfrM9c8g3/m/RMf5n/osIqfvE+OC9IL2FGwY0q8RCOEEGdmV8KhZcuWYdmyZSbLY2Ji8MUXX4w2JkKmpH59P4q6ioy6fOa35eNw7WEECAOwae4mFLQW4KFZDxn28XPzQ6uy1VDgG47IxRu/FSzGpqV/w5bMLThSdwTAQDZdpUYJvgsfT6U+he0Xtxv2adN0INhVjCWuc6hCRiacUPdQ/ND9A7rV3Xj+9PPIb80326V6sFuuXq+36YUOU+r6mxAnijO7TqlRIlOaiUUhiwAASf5J+HfJv81m8XWknyp/wspo06Q7XA4Xge6B+CDvA/A5fId0U919aTf+vODPOCY5NiVeohFCiDOzq/JJCGHevXH3Qt4uNyocpcekQ6/Xo13VjtzmXGh0GnA5XMP6wXGfv4387YjHb+1vwxrPW+Ev8MdLC15Cv64fib6JAICDNQPdEQcL4YPz12V15WOuRxLQbTmBGCHOisViQaFW4JFfH8GmuZuQ05xjsfIxzWugi26kV+Q4R4n/3969h0dV3nkA/84lk+skTEISLgkQLgGBSlkpFkNCuVlUdIHlLsEqSF0BywOWheAD1H2oLIK7j7UKuH1cpVggGNFuA2ZRsCiBIjcJBAjhFkgyTO6TmSRze/cPmpE0CZOZnDNnEr6fv/Dc5v39OEfOe94bTtfnY2Xi3Bb3Na4/2VjusKAw1Dmkma1WKiarCfuv7cfE3hNb3D930FycMp5SpOJ3yXYNSVFJ6BPVB89HcXwmEZHSJBvzSUTtYwgx4JnuzzRpYWzsuvbqiFdxvOQ4rlRdadJ1rX+X/jhXdq7FLrT3cgkXVPihm64hxIC3x72NgzcPwmq34lr1NfSN6gsAeCjmIeRX3J2Su9xeiVhd826KRB2FQzhw1nQWJ40n79ul+qfdf4rc4lw/l+7uWOwLDYVNxnbfq6Wu4DqNrtXj/aXGYcbblTuw6W+bsOrIKnxn/K7VLq2GEAOGxw1HpK7lpVfkUm6rwu6a/UjpkeLX3yUiotax8knUAahUKoRoQ3Co6FCTFzy1So388ny8dfKt+45lKqy7gX6hvZtsU6vUePHhF7HyrytRVlfmrryO6j4KucW5sLisCNc0X9OXqCNZOnxpmyaRiguLw82amx4/5Egtu/wQ8u2FXo1FDIRxn5+WfYET9XmIDYvF5jGbPeZ4gGEArlRd8WMJgQ+NmSiw38BnhZ/59XeJiKh1rHwSdRCtzcQ6e+BsTOs/7b4vfmct+Xg4vPkaT11Du6JXZC/879X/db/8RugiYLFbcKb+IkboH5Y2CCI/82YSqVp7rccPOVLrE5KAn4V6t3zKj2N/jDN3zrS632q34t0z72JRziKcNp6WopjNBKt1mBoxwb3GpaccD48bjtN35ClLa7oGRWOmfhLHeRIRBRCO+STqIFpbU25Cnwk4V34OhhADbrRybp2zHmGaUJhhbbbvxR+9iNjQ2CYvaF1Du+Ko7Qx+HjxBquITBbwVI1ZApVLB7rT77TdN9grM0P/cqwm97h33aXPZcbT6O3xXdRo/L7DhyO0jiAmNQbg2HLkludDr9Nh3ZR8S9AmYnjxdsnLbXXZM009sc7njwuJgqjN5PK7GYUZ27dfoXT+q3ZOcBam0mBwxmpOlEREFELZ8EnVwapUaCREJKKopanF/jcOMSG1Ei/uAlluGhnUdhjJnJczOWsnLSxSoDCEG/HvKv6NPVB8s+2qZX7rf1jhrEalp/flsjVM48R/l/40/GrNwqe4qvqk7hczLmci5kYPu4d0xf8h8LH9kOV776WuIDI7E26fflqxF12grQ6wuRpJr/aP/uvUH7DJn442/vQGjxYi/1H6NGodZlt8iIiL/Y8snUScwud9kfHT+I4xC72b7jlafRIW9EjUOM9q6iMQJ4wlcsBXiy8pvMTXW80y6RJ3J7drb+LLoS/TK64XlI5YrXZwW6TQ65NkK8Ih2GMYbUhBlD8Xc0S/hcNHhJl1hAeCFoS8grywPTyY9iZLik+3+7eM1p5DW5VGg2uHVed3Du6OktqTV/TkVf8X4LilIVvXChAHTsOabNThuPo5rt4rRJzQRT8WMQ6RW397iExGRglj5JOoEwoPC4YIL9a4G3Ptqdtl6FV9XH0O+9Qq6aKMwQd22tQGn9J+C4ssXMd7AWSLpwTOl/xQ4XU7cqr0FIX5YZqjGYcaXld9ivCFFkkqQUzihUfnWAWnuoLmounrTXZanIsYgKSqpxaViDCEGrHl0Db65/Q36ofkkYt7GVe0wo4s2CmaUe1Xm4XHDcerOKfT8h89gNQ4z/qc0E/1D+iAl+icwO/vix90fRbIhGb/PfgM1QfXYbfozQtTBbf4Y1uBqgE4d5PlAIiLyK1Y+iTqJ1J6pWHdhNZ7WPo5YXTT2mrLxcPhD+LfEf8Whqty7FclqW5uuZQgx4KmIMdCzlYEeQIYQAxY+vBAnSk/gwPUD6I67H3K2Fe9EYf3dkdVS9AgobjCihy4ecPpWRm+e0f6G/vi88HP0FgOa7dtctB3fW+4ur+QpLpOtAjFBvo2hTIpKQva1bPREvybbPyv7P3xVdRSJ8T2abDeEGDA54mcQUToUN5TiZ11Gtfm3jLYyxOtiAe8aZ4mISGYc80nUSZw0nsQV+01crruKAxVf41RtHgQEugRFYWrsJHZXI/LST7r9BGfunMEbZdtx2XoNr/V+BYNC+yElqm09CDy5Vl+EpJBESa7VFqN7jsbWql1NxlA6hAMaaJAW9Wibejp8XZ2LSke1T+Mw1Sp1k5bkRlZXHZ6Nm9Lq70dq9XgiZhzKHW0fg1tqM6GbLtbrMhIRkbxY+STqJKb0n4LZ+icxK+5pLOw+G8/FT2e3WaJ2ig6JxgV7IezCDkNQFP6t18vYX3GoxUqUt4ptRvQIjpeglG1zvvw8jtd/j/+rPOLe9p35HGbEPYXuujiPH6iO15zGBUsBMk1/wZeV3/pUhiB1EPbUHHBXXi9ZCzEwrC9mxE2+7+8/FNYf+Za2rxNaajMhPqirT2UkIiL5sPJJ1Ek0dsOL1OoRqdWztZNIAjMHzsRs/ZPuDzmGoCgkhyZhS9H2ds/C6hIuaFQaKYrZJlP6T8GksNEIwg9jIS9ZC/FQWH+40LQybbKVY+21Lfiq8iiK6m/j9ev/hRpHLZYlLGjXhy2tWos/Ww7hE1M2hBA4Uv03pEU96vG8KK0eNV7Mvm1xWqG/zyzfRESkDFY+iYiIWnHvR51GpTYTvqk54XPrn1IMIQY8G/U0KpxVsLnsqLBXwaCNhEqlgk4VhAbXD2PCP76zD99b8lFYdwM7jFk4VZuHWqel3R+2pidPxyz9E1BBhe0lH8PhcqDWaWnj2UKSFmciIlIOJxwiIiLywnhDCs7W5iO1DS12ran2sP6unCYaUnGw8hvYhd3d6tg/tA+u1F3HkPBkAECEJhzz4/8FEwyjAcA9G257NU4iFBEdja3FO/BF5V8Rr4tt0wRO3XVxKLHdaXcZiIhIOWz5JCIi8kKkVo+nu06AyV7m8zWu1xehjx8nG7pXz+BuKG4w4njNafdSL8lhSbhsvQrg7hIwIeoQTIt9QrZu/CqVCs/GT/WqC+/g8GTkWws8HucSrvYWj4iIZMLKJxERkZcGhvXFpbqrPp9/0VqIPMuldo8b9VWIWocL1gJ31+FwTRisrnoAwHnLZQwJb74ki9S8rdTGB3VFqc3k8bgKR5XPy8EQEZG82O2WiIjISxGacFicdT6ff95yGd9b8hGs0mGCWpqlW7zxTNeJCNeENWt1FEIgz3IJM+Mm+71MnqhUqjYdV2oz3V3jk4iIAg4rn0RERD4SQrS5UnSvPiEJGB4x5G7lr9rm+QSJNbY63quHLg7FNiOcwgWtKjBfD6K0kaipv/+st0abCUPDB/mpRERE5A12uyUiIvJBbFA0TPYKr88z2sqQGNw94JZDGhTWD/srDqFfaG+li9KqXsE9sa8+577dlcvslejKbrdERAGJlU8iIiIfDAzrh0vWQq/Pu2C5jMF/n1U2kHTTxeFEzVncaihRbCyqJwV113DC/v19l7nx9/qpRETUdqx8EhER+SAxuDtuNZR4fV6xzYgeungZStQ+KpUK/xQxFB/f2Rewa5hONIxGsiZJkmVfiIjI/wJzUAcREVGAU6vUcOGHZT2q7NU4VJWL8YYUj91pfRkn6g9z4v8ZcbquAVu5i9TqMSRoAFRoOX81DjMuWq+gxmEOqC7NRER0F1s+iYiIfBSkCkKDy4bL1qvYePNdfGjci23FO2GyVeBT04Fm3VerXTUwaKMUKq1ncqzpKbV+mt640Mp6n1llB3DWkh+wLbdERA86tnwSERH5qIcuHmuubkJq1Eis7rUYX1UdRXJYX/znrffdFaR7Z5W94riB4eEPK1XcTiFB0w25dWfwaOTwJtuFELA4LEiPnxawLbdERA86tnwSERH5qNR2B1fqr8MFF6KCIjE1dhKGhCdjVa+XkRo1EuX2Knxiyna3gJa4TEgM7q5wqTs2jUrTpLtzo8NVuRgfnYp/iX0yoFtuiYgeZKx8EhER+ejx6DQ8Fz+9WUtbpFaPFYmLoFVrsMOYhb+Uf/X3PQJqFf/pba8wdShqnVb3f1c7zCi23cGgsH4KloqIiDxht1siIiIfNY6RbM20rpMQpg5Fmb0C39fmI1wV5sfSdV6Dwwcg31KAn0QOgxACHxv3wRDUhRMNEREFOH5+JSIikkmkVo+ZcZPxUo95OF2bhypXTcCuodmR9AvtjcL6GxBCYLfpz9CqtNh15zNONEREFODY8klERCQztUqNSI0en9q+QGJlz/u2lpJnWpUWTuFEVtl+/DhiMHro4tE1yMCJhoiIAhwrn0RERH4w3pCCqupqVpAkoldH4JatBBMNqR67PxMRUWDwqfLpcDiwZs0a3Lx5E06nEytXrsSIESNw8eJFrF+/HgAwcOBA/OY3v5GyrERERB1WpFaPCcEpHJMoESecyKn8K7rr4ljxJCLqIHwa8/nZZ58hNDQUf/rTn7BhwwZs3LgRALBhwwZkZGRg165dqK2txddffy1pYYmIiIiAuy3JLc00TEREgcunyuczzzyD1atXAwCio6NRVVUFm82G27dv4+GH7y6ePXbsWOTm5kpXUiIiIqK/a+xqy5ZkIqKOw6dut0FBQe4/f/jhh5g8eTIqKysRGRnp3h4TEwOTydT+EhIREREREVGH57HymZmZiczMzCbbli5ditTUVOzcuRPnz5/H1q1bUVFR0eQYIUSr18zPz/exuPKrr68P6PJ1NK3l02IphUZjh9NZDrNZmnw3XtNbUpahvdp7/5WWlqDKWtf69Wuq2nz9e6/lzXmBhM9z+zGHnp8rb9htNhQV3Wqyzdfny5dnVMpYpCi3p+u2dGxLOZS6jA+SzvCMy/FO4Stf8tna+4uneO49LxBil4qU96Sv74aBzpu/70B7xj1WPmfMmIEZM2Y0256ZmYmvvvoK7777LoKCgtzdbxsZjUbExcW1eM2HHnqoHUWWV35+fkCXr6NpLZ+3bp1CcEg3NNQHISFBmnw3XtNbUpahvdp7/zUUXYM+JqbV/eby0DZf/95reXNeIOHz3H7MoefnyhtFRbeQmJjQZJuvz5cvz6iUsUhRbk/XbenYlnIodRkfJJ3hGZfjncJXvuSztfcXT/Hce14gxC4VKe9JX98NA503f99KPeMnT55scbtPYz6Lioqwa9cuvPPOOwgODgZwtytu37598d133wEAcnJykJqa6mNxiYiIiIiIqDPxacxnZmYmqqqqsGjRIve2P/zhD8jIyMDatWvhcrkwbNgwPPbYY5IVlIiIiIiIiDoulbjf4EwZtNYES0RERERERJ3DI4880myb3yufRERERERE9ODxacwnERERERERkTdY+SQiIiIiIiLZ+TThUKDatGkTTp48CYfDgV/+8pf40Y9+hJUrV8LpdCI2NhZvvvkmdDodqqursXz5coSHh+Ptt98GALz33ns4evQoAMDlcqGsrAxffPFFk+ubzWasWLECZrMZYWFh2LJlC7p06YKGhgasXbsWBQUFyMrK8nvcclEqn8eOHcNbb70FtVqNpKQkbNiwAWp14H8nUSpfe/bswd69e6FWqzFo0CCsW7cOKpXK7/FLTal8NtqyZQvOnDmDHTt2+C9oiSmVw3HjxqFbt27QaDQAgM2bNyM+Pt6/wctAqXyWlJRg+fLlsNvtGDx4MF5//XW/xy4VJXLY0NCAV1991X1MUVERVqxYgaefftp/gctEqXty586d+Pzzz6FWqzF06FCsWbPG77HLQal8Hjx4EO+99x50Oh2eeuopzJs3z++xS0XuHALA/v37kZGRgd27dyM5ORkAcPToUbz11lvQaDRIS0vD4sWL/Re0jJTKp6x1G9FJ5ObmioULFwohhKioqBBjxowRq1atEtnZ2UIIIbZs2SJ27twphBDiV7/6lfj9738vli5d2uK1srKyxPvvv99s++9+9zv39l27dolNmzYJIYR4/fXXxQcffCCmTp0qeVxKUTKfEydOFCUlJUIIIZYuXSoOHz4sbXAyUCpfVqtVzJ8/X9hsNiGEEOnp6eLkyZOSx+dvSt5/QghRUFAgZs2aJebNmydpXP6kZA7Hjh0ramtrJY9JSUrm85VXXhE5OTlCCCHWr18vbt++LW1wfqL0cy2EEHa7XcyePbtT3J9K5dNsNouxY8cKu90uhBDi+eefF6dPn5Y8Pn9TKp9Op1OkpaWJ8vJy4XQ6xQsvvOB+B+po/JHD48ePi1WrVolZs2aJS5cuubc/8cQTori4WDidTjFnzhxRUFAgdXh+p2Q+5azbdJrKp8PhEBaLxf3nkSNHirFjx4qGhgYhhBCnTp0SS5YsEUIIYTabxbFjx1r8C7Lb7WLGjBmirq6u2b65c+eK69evCyGEMBqN7r8Qs9ksioqKOlXlU+l8Nlq3bp349NNPpQ1OBkrmq5HVahVTp04VN2/elDQ2JSidzwULFohjx4516MqnkjnsjJVPpfLpdDpFSkqKcDgccoXmN0o/10IIsWfPHvHBBx9IGZZilMpnfX29ePzxx0V1dbW7Mn/16lW5wvQbpfJZVlYmJk+e7D5m+/bt4pNPPpE8Pn/wRw4b3xHnzZvnrizdvHlTzJ49233M1q1bxUcffSRtcApQKp+N2+Wq2wR+X8Y20mg0CAsLAwDs3bsXaWlpqKurg06nAwDExMTAZDIBACIiIlq9Tk5ODkaPHo2QkJBm+8rKyhAdHe2+3p07dzxer6MKhHzeuXMH3377LcaMGSNdYDJRMl8AsH37dkycOBGTJk1CYmKiZHEpRcl8ZmVlYeTIkejZs6ekMfmb0vfkunXrMGfOHGzevBmiE0yqrlQ+KyoqEB4ejjfeeANz5szBli1bpA7Nb5S+J4G765RPnz5dkniUplQ+g4ODsXjxYkyYMAFjx47FsGHDkJSUJHV4fqdUPqOjo2GxWHD9+nXY7XYcP34cZWVlUofnF/7IYUvnmUwmd14BIDo62v07HZlS+fR0vfbqNJXPRgcPHsTevXuxdu3aJtvb+vLzySefYNq0aR6P6wwvU22hVD7Ly8vx0ksvYd26dTAYDG0vsMKUyteiRYtw8OBBHDlypFOtpevvfFZVVSErKwvPP/+894UNUErck6+88gpWr16NHTt2oKCgoMUxJh2Vv/MphIDRaMT8+fPxxz/+ERcuXMDhw4e9LncgUer/k6dPn0bfvn073Qdjf+eztrYW27Ztw4EDB/Dll1/i7NmzuHjxovcFD1D+zqdKpcLGjRuRkZGBJUuWICEhwftCBxh/5fBB0dny2akqn0eOHMHWrVvx/vvvQ6/XIywsDPX19QAAo9GIuLi4+55vtVpRWlrqfvCLioqQnp6O9PR05OXlIS4uzv2FoS3X6+iUymdtbS1efPFFLFu2DKNHj5YxQmkpka+qqiqcOHECABASEoK0tDScOnVKxij9R4l8Hjt2DBUVFXj22WexZMkSnD9/Hr/97W/lDVRGSj3DU6ZMQUxMDLRaLdLS0nD58mUZo/QfJfJpMBjQo0cP9OrVCxqNBqNGjUJBQYG8gcpIyX+nDx8+jFGjRskUmTKUyGdhYSESExMRHR0NnU6HESNGIC8vT95A/USp+3PkyJH4+OOPsW3bNuj1+g7d80buHLYkLi6uSWtxZ3pHVyKfcus0lU+z2YxNmzZh27Zt7hkrH3vsMfcX95ycHKSmpt73GhcvXkTfvn3d/52YmIgdO3Zgx44dGDp0KFJSUnDgwIE2X68jUzKfGzduxHPPPYe0tDQ5QpOFUvlyOBxYtWoVLBYLAODcuXOdovuTUvmcNGkSsrOzsWfPHrzzzjsYMmQIMjIyZIpSXkrl0Gw2Y8GCBbDZbACAEydOYMCAAXKE6FdK5VOr1SIxMRHXr18HAJw/f77DPuNK/zt97tw5DBo0SOqwFKNUPnv27InCwkL3C3BeXh769OkjQ4T+peT9uXDhQpSXl8NqteLQoUMd9iOJP3LYkoSEBNTW1uLWrVtwOBw4dOgQUlJSJIpKOUrlU26dZqmV7OxsVFZWYtmyZe5tGzduxGuvvYbdu3ejR48emDJlCpxOJ37xi1+gpqYGRqMR6enpePnllzFq1Khmfcb/UXp6On79619j7ty5iIyMxJtvvgngbhez0tJSXLt2Denp6Zg5c2aHn8JdqXzW1dVh3759uHHjBvbu3QsAmDx5MmbNmiV7zO2hVL70ej0WL16M+fPnQ6vVYuDAgRg/frw/QpaVks9zZ6HkPZmWloZZs2YhODgYgwcPxqRJk/wRsqyUvCczMjKwatUqCCGQnJyMcePGyR6vHJR+rk0mE2JiYmSN0Z+UfMYXLFiA+fPnQ6PRYPjw4RgxYoQ/QpaVkvfnzJkz8cILL0ClUmHRokX3vUYg80cOMzMz8fnnnyM/Px+rV69Gv379sGnTJqxfvx4rVqwAADz55JMd9iPdvZTMp5x1G5V4UAYvEhERERERkWI6TbdbIiIiIiIiClysfBIREREREZHsWPkkIiIiIiIi2bHySURERERERLJj5ZOIiIiIiIhkx8onERERERERyY6VTyIiIiIiIpIdK59EREREREQku/8HGjZFs4Ehh4QAAAAASUVORK5CYII=\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "anomaly = {\n", " \"low\": detector.QuantileAD(low=0.1).fit_detect(df),\n", " \"high\": detector.QuantileAD(high=0.9).fit_detect(df)\n", "}\n", "plot(df, anomaly);" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot(df, anomaly, anomaly_tag=\"marker\");" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "image/png": 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qZWVlqaamRqGhobrttts0ZcoUU8YBAAAAAMHGZeAcNmyYhgwZovT0dFksFmVlZSk3N1cxMTEaN26cZsyYoWnTpik0NFTXXHONRowY4VVHukV08+jOsu6015rJkyfb/74jZZB+PX3qecv87fVF5/4oP67ly5d73IfLLrtMOTk5Hq8HAAAAABcCt77DOW/evBaPm39HMz09Xenp6W3uSCB/MxMAAAAA4Hue394TAAAAAAA3EDgBAAAAAKYgcAIAAAAATEHgBAAAAACYgsAJAAAAADDFRRs4d+7cqdmzZ583PXt1rqwnTzldb+zYsbLZbF5vd9WqVbruuutUX1/vdRsAAAAA0B649bMo/lC+6UPVnz7ts/bC4uIU+9PxHq/35P2TXS/UBuvXr1eXLl20bds2jR492tRtAQAAAEAgBU3grD99Wh0uucRn7dUVFblcxmazad68eTqwe6smji3WrPQJyshcoacevFOxUZ30yLLX1CEsTCMuT1DeC5uVk5MjSVqzZo22bNmihrLjenXxbEVHRrjVp2+++UaNjY2aPn26NmzYQOAEAAAAcEG7aC+plaTDhw9r8eLFWjnrFr2xfmuLea//ebNuueEavfH0w6qtb2gxb8CAAVqzZo16dYvVjv3fur299evX69Zbb9X48eO1ZcsWnT171ifjAAAAAIBgdFEHzsGDB6tTp06K7NhBhtFy3uHvijQsqZ8kaeywy1vMGz58uCTpkrgYVdhq3NqWYRjasGGDJk6cqC5duujqq6/Wli1b2j4IAAAAAAhSQXNJbSCEhTkfvmEYslgskqR//mMXGhr6r+XUMqkuWLBAR44c0fXXX69f/epX9ul79uzRqVOn7Dcqqqio0IYNGzR+vOffMwUAAACA9uCiDpyt6dsjXgcOWTV0QF99tu+I2+stWrTI4fT169dr3rx5ysjIkCRVVVUpNTVVNptNUVFRPukzAAAAAASTi/qS2tZMu32M1m7cpv986v+TDEMhId6Xqr6+Xp988okmTpxonxYZGakbb7xRH3/8sS+6CwAAAABBJ2g+4QyLi3PrzrKetNea5ORkJScn2x/vXJMtScpZ8rAkqeDYCT314H9o+ODLtH7jRzodESlJ+uSTT+zrPD71Jim2l+u+hIU5/L7mkiVLXA8EAAAAANqpoAmc3vxmppmiOkVowcq3ZLFYFNJYq6dffD3QXQIAAACAdiVoAmew6dW9q95c9si5B+XHpcTEwHYIAAAAANoZvsMJAAAAADAFgRMAAAAAYAoCJwAAAADAFAROAAAAAIApLtrAuXPnTs2ePfu86dmrc2U9ecrpemPHjpXNZvNqe9ddd50yMjKUkZGhqVOn6vDhwx63AwAAAADtRdDcpfbwnmJVVdT6rL3ImHD1H5bg8XpP3j/ZZ334dyNHjtQLL7wgSXr33Xf1xz/+UYsWLTJtewAAAAAQSEETOKsqahXdNcJn7VWeqXG5jM1m07x583Rg91ZNHFusWekTlJG5Qk89eKdiozrpkWWvqUNYmEZcnqC8FzYrJydHkrRmzRpt2bJFDWXH9eri2YqO9LzfpaWlSkjwPBADAAAAQHtx0V5SK0mHDx/W4sWLtXLWLXpj/dYW817/82bdcsM1euPph1Vb39Bi3oABA7RmzRr16harHfu/dXt7u3btUkZGhiZPnqx169YpLS3NJ+MAAAAAgGB0UQfOwYMHq1OnTors2EGG0XLe4e+KNCypnyRp7LDLW8wbPny4JOmSuBhV2Fx/ktpk5MiRysnJUW5urhYvXqw5c+a0bQAAAAAAEMQu6sAZFub8imLDMGSxWCRJ//zHLjQ09F/LqWVSXbBggTIyMvTSSy+1uu1rr71WR48eVUNDQ6vLAQAAAEB7FTTf4Qw2fXvE68Ahq4YO6KvP9h1xez13bwJ07NgxxcTEtAivAAAAAHAhIXA6Me32MZqz7HVt2rZPV10ap5CQtn8Y3PQdTkmqq6tTdnZ2m9sEAAAAgGAVNIEzMibcrTvLetJea5KTk5WcnGx/vHPNufCXs+RhSVLBsRN66sH/0PDBl2n9xo90OiJSkvTJJ5/Y13l86k1SbC+3+pOcnKwdO3Z4NAYAAAAAaM+CJnB685uZZorqFKEFK9+SxWJRSGOtnn7x9UB3CQAAAADalaAJnMGmV/euenPZI+celB+XEhMD2yEAAAAAaGcu6rvUAgAAAADMQ+AEAAAAAJiCwAkAAAAAMIVb3+FcsmSJ9u3bJ4vFoszMTF155ZX2eSdOnNCjjz6quro6DR482O3foQQAAAAAXNhcfsK5a9cuFRYWau3atcrOzj7vtyOXLl2q6dOna926dQoNDdXx48dN66wv7dy5U7Nnzz5vevbqXFlPnnK63tixY2Wz2bza5v79+5WRkaG0tDRNnjxZL774ogzD8KotAAAAAAh2Lj/h3L59u1JTUyVJ/fv3V1lZmSorKxUdHa3Gxkbl5eXp+eeflyRlZWV53ZFvd36uqrIyr9f/d5GdO2tgcorH6z15/2Sf9aG5yspKPfbYY1qxYoUGDhyouro6zZkzR2+//bbuuusuU7YJAAAAAIHkMnCWlpZqyJAh9sdxcXEqKSlRdHS0Tp8+raioKD399NM6ePCgRowYoblz53rVkaqyMsV06+bVuo5UnHL+KWUTm82mefPm6cDurZo4tliz0icoI3OFnnrwTsVGddIjy15Th7Awjbg8QXkvbFZOTo4kac2aNdqyZYsayo7r1cWzFR0Z4XJbf/nLX3TzzTdr4MCBkqQOHTpo2bJl6tSpU9sGCgAAAABByuPf4Wx+CahhGCoqKtK0adPUu3dvPfDAA9q8ebNuvPHG89bLz89vtd2TJ0/oh6pqT7vjVE35D61us7CwUF9//bVWrlypTsM7KuPZDfp5yhDVnD2rkydP6o/bD+i6K/rpzrHD9epbG2WznRtDbW2tIiIi9Jvf/EYvLJyj9Z9sU8pVAxRWVaIfWtneF198oQEDBrisgye6nDip+rIGSXK5fX+qqalxOM6KsnIpNEQVZeU+q0NTm96s11ofmte2SfMaO5rvjKt946xe7iovK1d1eKnT+XUe1Lt5W56s509NtXdW17bWE9RQcn1cVVZ2UFhtrVttNTY0qLy8vMW0s9Xe1bipX94e1837XV8bLktpqcNpznj7uuDJ65SjZY3GS86roTPe1tYMnryX+PN9PJiOcVc1csaMcwpveVNPZ+cvrsbT1nF7e/7i7nrO9p2r9Wvr6mS1Wp224cmx4qi2DbY6qc7isv/BrKam2u19HkzHuORG4ExISFBpszef4uJide/eXZLUtWtX9erVS3379pUkjRo1SgUFBQ4DZ1JSUqvbOWs94uNPODu1us3y8nJdddVVuvrqq3Xi2AZZLCFKTExURMeO6tGjh4rLdint1tFKTEzUbaOv0j82HVJSUpLCw8M1adIkxcbG6ke9uqtjp2glJiZK5aHq2cr2unXrph49erisg0cqe0ixvf45oNa370/5+fkOx/nZZ18ovlu81NDoszrY2/SUqz40r22T5jV2NN8ZF/vGWb3c9V3nWEXFO6+BrbbK7fabt+XJen7VVHsndW1rPUENJdfHlVETrfCIerfaKi8vV2xsbItpldUWr2rc1C9vj+vm/a6tCVN8fLzDac54+7rgyeuUo2UrSkPOq6Ez3tbWFJ68l/jxfTyojnFXNXLCjHMKb3lTT6fnLy7G0+Zxe3v+4u56zvadi/WtVuu582lnbXhwrDiqra2iUqERoa77H8SM6rNu7/NAHeN5eXkOp7v8aCglJUWbNm2SJB08eFAJCQmKjo6WJIWFhSkxMVFHjx61z+/Xr5+Pumy+sDDnedswDFks5/4nxPJv/yESGvqvJ6yhljf9WbBggTIyMvTSSy+1mH7ZZZfpyy+/bDHt9OnT+v77773pOgAAAAAEPZefcA4bNkxDhgxRenq6LBaLsrKylJubq5iYGI0bN06ZmZmaP3++DMPQwIEDNXbsWH/023R9e8TrwCGrhg7oq8/2HXF7PWc/C3Pbbbfp9ttv189//nNdeeWVqq2t1cKFC/WTn/xEU6ZM8VW3AQAAACBouPUdznnz5rV4PGjQIPvfl156qd58803f9ioITLt9jOYse12btu3TVZfGKSTE8+8JNhcVFaXVq1crKytLNTU1Cg0N1W233UbYBAAAAHDB8vimQWaJ7NzZrTvLetJea5KTk5WcnGx/vHPNud8XzVnysCSp4NgJPfXgf2j44Mu0fuNHOh0RKUn65JNP7Os8PvUm96+D17nLapvudAsAAAAAF7qgCZze/GammaI6RWjByrdksVgU0lirp198PdBdAgAAAIB2JWgCZ7Dp1b2r3lz2yLkH5celpjtnAQAAAADc0rYvJgIAAAAA4ASBEwAAAABgCgInAAAAAMAUBE4AAAAAgCkInAAAAAAAUxA4AQAAAACmIHACAAAAAExB4AQAAAAAmILACQAAAAAwBYETAAAAAGAKAicAAAAAwBQETgAAAACAKQicAAAAAABTEDgBAAAAAKYgcAIAAAAATEHgBAAAAACYgsAJAAAAADAFgRMAAAAAYAoCJwAAAADAFAROAAAAAIApCJwAAAAAAFMQOAEAAAAApiBwAgAAAABMQeAEAAAAAJiCwAkAAAAAMAWBEwAAAABgCgInAAAAAMAUBE4AAAAAgCkInAAAAAAAUxA4AQAAAACmIHACAAAAAExB4AQAAAAAmMKtwLlkyRKlpaUpPT1d+/fvd7jMc889p4yMDJ92DgAAAADQfrkMnLt27VJhYaHWrl2r7OxsZWdnn7fMoUOHtHv3blM6CAAAAABon1wGzu3btys1NVWS1L9/f5WVlamysrLFMkuXLtV//dd/mdNDAAAAAEC7FOZqgdLSUg0ZMsT+OC4uTiUlJYqOjpYk5ebmauTIkerdu3er7eTn57exq+aJqq+T1Wp1Oj+sqkQ/OOh/lxMnVV/W0OoyZgr09p2pqalxuL8rysql0BBVlJX77PnQ1KY367XWh+a1bdK8xo7mO+Nq3zirl7vKy8pVHV7qdH6dB/Vu3pYn6/lTU+2d1bWt9QQ1lFwfV5WVHRRWW+tWW40NDSovL28x7Wy1dzVu6pe3x3XzftfXhstSWupwmjPevi548jrlaFmj8ZLzauiMt7U1gyfvJf58Hw+mY9xVjZwx45zCW97U09n5i6vxtHXc3p6/uLueO+fMjtTW/etc3FEbnhwrjmrbYKuT6iwu+x/Mamqq3d7nwXSMS24Ezn9nGIb97x9++EG5ubl67bXXVFRU1Op6SUlJnvfOT04UdFDPxETnC5SHqqej/lf2kGJ7tb6MmQK9fSfy8/Md7u/PPvtC8d3ipYZGnz0f7G16ylUfmte2SfMaO5rvjIt946xe7vquc6yi4p3XwFZb5Xb7zdvyZD2/aqq9k7q2tZ6ghpLr48qoiVZ4RL1bbZWXlys2NrbFtMpqi1c1buqXt8d1837X1oQpPj7e4TRnvH1d8OR1ytGyFaUh59XQGW9rawpP3kv8+D4eVMe4qxo5YcY5hbe8qafT8xcX42nzuL09f3F3PXfOmR2wWq1KbDoXd9SGB8eKo9raKioVGhHquv9BzKg+6/Y+D9QxnpeX53C6y4+GEhISVNrsfzuLi4vVvXt3SdKOHTt0+vRp/eIXv9CsWbN08OBBLVmyxEddBgAAAAC0Zy4DZ0pKijZt2iRJOnjwoBISEuyX006YMEHvv/++3nrrLb344osaMmSIMjMzze0xAAAAAKBdcHlJ7bBhwzRkyBClp6fLYrEoKytLubm5iomJ0bhx4/zRRwAAAABAO+TWdzjnzZvX4vGgQYPOW6ZPnz7KycnxTa8AAAAAAO2e57f3BAAAAADADQROAAAAAIApCJwAAAAAAFMQOAEAAAAApiBwAgAAAABMQeAEAAAAAJiCwAkAAAAAMAWBEwAAAABgCgInAAAAAMAUBE4AAAAAgCkInAAAAAAAUxA4AQAAAACmIHACAAAAAExB4AQAAAAAmILACQAAAAAwBYETAAAAAGAKAicAAAAAwBQETgAAAACAKQicAAAAAABTEDgBAAAAAKYgcAIAAAAATEHgBAAAAACYgsAJAAAAADAFgRMAAAAAYAoCJwAAAADAFI6uAxkAAA/MSURBVAROAAAAAIApCJwAAAAAAFMQOAEAAAAApiBwAgAAAABMQeAEAAAAAJiCwAkAAAAAMAWBEwAAAABgCgInAAAAAMAUBE4AAAAAgCnC3FloyZIl2rdvnywWizIzM3XllVfa5+3YsUPPP/+8QkJC1K9fP2VnZyskhBwLAAAAABc7l8lw165dKiws1Nq1a5Wdna3s7OwW8xcsWKAXXnhBf/rTn2Sz2bR161bTOgsAAAAAaD9cBs7t27crNTVVktS/f3+VlZWpsrLSPj83N1c9evSQJMXFxenMmTMmdRUAAAAA0J64DJylpaXq2rWr/XFcXJxKSkrsj6OjoyVJxcXF+vzzzzVmzBgTugkAAAAAaG/c+g5nc4ZhnDft1KlTeuihh5SVldUinDaXn5/vee/8JKq+Tlar1en8sKoS/eCg/11OnFR9WUOry5gp0Nt3pqamxuH+rigrl0JDVFFW7rPnQ1Ob3qzXWh+a17ZJ8xo7mu+Mq33jrF7uKi8rV3V4qdP5dR7Uu3lbnqznT021d1bXttYT1FByfVxVVnZQWG2tW201NjSovLy8xbSz1d7VuKlf3h7XzftdXxsuS2mpw2nOePu64MnrlKNljcZLzquhM97W1gyevJf48308mI5xVzVyxoxzCm95U09n5y+uxtPWcXt7/uLueu6cMztSW/evc3FHbXhyrDiqbYOtTqqzuOx/MKupqXZ7nwfTMS65ETgTEhJU2uzNp7i4WN27d7c/rqys1P333685c+bohhtucNpOUlJSG7tqnhMFHdQzMdH5AuWh6umo/5U9pNherS9jpkBv34n8/HyH+/uzz75QfLd4qaHRZ88He5uectWH5rVt0rzGjuY742LfOKuXu77rHKuoeOc1sNVWud1+87Y8Wc+vmmrvpK5trSeooeT6uDJqohUeUe9WW+Xl5YqNjW0xrbLa4lWNm/rl7XHdvN+1NWGKj493OM0Zb18XPHmdcrRsRWnIeTV0xtvamsKT9xI/vo8H1THuqkZOmHFO4S1v6un0/MXFeNo8bm/PX9xdz51zZgesVqsSm87FHbXhwbHiqLa2ikqFRoS67n8QM6rPur3PA3WM5+XlOZzu8qOhlJQUbdq0SZJ08OBBJSQk2C+jlaSlS5fq3nvv1ejRo33UVQAAAADAhcDlJ5zDhg3TkCFDlJ6eLovFoqysLOXm5iomJkY33HCD3n33XRUWFmrdunWSpIkTJyotLc30jgMAAAAAgptb3+GcN29ei8eDBg2y/33gwAHf9ggAAAAAcEHw/G4rAAAAAAC4gcAJAAAAADAFgRMAAAAAYAoCJwAAAADAFAROAAAAAIApCJwAAAAAAFMQOAEAAAAApiBwAgAAAABMQeAEAAAAAJiCwAkAAAAAMAWBEwAAAABgCgInAAAAAMAUBE4AAAAAgCkInAAAAAAAUxA4AQAAAACmIHACAAAAAExB4AQAAAAAmILACQAAAAAwBYETAAAAAGAKAicAAAAAwBQETgAAAACAKQicAAAAAABTEDgBAAAAAKYgcAIAAAAATEHgBAAAAACYgsAJAAAAADAFgRMAAAAAYAoCJwAAAADAFAROAAAAAIApCJwAAAAAAFMQOAEAAAAApiBwAgAAAABMQeAEAAAAAJiCwAkAAAAAMAWBEwAAAABgCrcC55IlS5SWlqb09HTt37+/xbxt27bpzjvvVFpamlauXGlKJwEAAAAA7Y/LwLlr1y4VFhZq7dq1ys7OVnZ2dov5v/vd77RixQq9+eab+vzzz3Xo0CHTOgsAAAAAaD9cBs7t27crNTVVktS/f3+VlZWpsrJSkmS1WtW5c2f17NlTISEhGjNmjLZv325ujwEAAAAA7YLFMAyjtQWeeuopjRkzxh46p06dquzsbPXr10979uzRH/7wB/ultG+//basVqseffTRFm3k5eWZ1H0AAAAAQDAYPnz4edPCPG3ERT51e8MAAAAAgAuby0tqExISVFpaan9cXFys7t27O5xXVFSkhIQEE7oJAAAAAGhvXAbOlJQUbdq0SZJ08OBBJSQkKDo6WpLUp08fVVZW6rvvvlN9fb0+/fRTpaSkmNtjAAAAAEC74PI7nJL07LPP6osvvpDFYlFWVpa++uorxcTEaNy4cdq9e7eeffZZSdL48eM1Y8YM0zvd3PLly5WXl6f6+no9+OCDGjp0qP77v/9bDQ0N6t69u5555hmFh4errKxMjz76qKKiovTCCy9Ikl566SVt27ZNktTY2KjS0lJ7uG5SUVGhuXPnqqKiQpGRkXruuefUpUsXnT17VgsWLFBBQYFyc3P9OmYzBaqeO3bs0PPPP6+QkBD169dP2dnZCgkJ/p+JDVS93nrrLa1bt04hISEaNGiQsrKyZLFY/D5+XwtUPZs899xz2rt3r3Jycvw3aB8LVA3Hjh2rHj16KDQ0VNK5941LLrnEv4M3QaDqeeLECT366KOqq6vT4MGDtWjRIr+P3VcCUcOzZ89q3rx59mWsVqvmzp2r2267zX8DN0mgnpNr1qzRe++9p5CQEF1xxRV68skn/T52MwSqnh999JFeeuklhYeH62c/+5nuuecev4/dV8yuoSR98MEHyszM1Nq1azVw4EBJ536a8fnnn1doaKhGjx6tmTNn+m/QJgpUPU3NNkY7tn37duOXv/ylYRiGcfr0aWPMmDHG/Pnzjffff98wDMN47rnnjDVr1hiGYRiPPPKIsXLlSuPhhx922FZubq6xevXq86avWLHCPv1Pf/qTsXz5csMwDGPRokXGa6+9Ztxxxx0+H1egBLKe48aNM06cOGEYhmE8/PDDxubNm307OBMEql5VVVXGtGnTjNraWsMwDCMjI8PIy8vz+fj8LZDPP8MwjIKCAiMtLc245557fDoufwpkDW+66SajsrLS52MKpEDWc/bs2caHH35oGIZhLFy40Pj+++99Ozg/CfRxbRiGUVdXZ6Snp18Qz89A1bOiosK46aabjLq6OsMwDOO+++4z/v73v/t8fP4WqHo2NDQYo0ePNk6dOmU0NDQY06dPt58DtTf+qOHOnTuN+fPnG2lpacY333xjn37LLbcYx48fNxoaGoy7777bKCgo8PXw/C6Q9TQz27TrwFlfX2/YbDb73yNHjjRuuukm4+zZs4ZhGMaePXuMWbNmGYZhGBUVFcaOHTsc7pS6ujpjypQpRnV19Xnzpk6dahw9etQwDMMoKiqy74SKigrDarVeUIEz0PVskpWVZfzf//2fbwdngkDWq0lVVZVxxx13GMeOHfPp2AIh0PWcMWOGsWPHjnYdOANZwwsxcAaqng0NDUZKSopRX19v1tD8JtDHtWEYxltvvWW89tprvhxWwASqnjU1Ncb48eONsrIye4D/xz/+YdYw/SZQ9SwtLTUmTpxoX+aVV14x3nnnHZ+Pzx/8UcOmc8R77rnHHpCOHTtmpKen25d5+eWXjf/5n//x7eACIFD1bJpuVrYJ/msWWxEaGqrIyEhJ0rp16zR69GhVV1crPDxcktStWzeVlJRIkv17p458+OGHuuGGGxQREXHevNLSUsXFxdnbKy4udtleexUM9SwuLtbnn3+uMWPG+G5gJglkvSTplVde0bhx4zRhwgQlJib6bFyBEsh65ubmauTIkerdu7dPx+RvgX5OZmVl6e6779azzz7r1R3Ng02g6nn69GlFRUXp6aef1t13363nnnvO10Pzm0A/J6VzP9l25513+mQ8gRaoenbs2FEzZ85UamqqbrrpJl111VXq16+fr4fnd4GqZ1xcnGw2m44ePaq6ujrt3LmzxU042xN/1NDReiUlJfa6SlJcXJx9O+1ZoOrpqr22ateBs8lHH32kdevWacGCBS2mu3vC884772jy5Mkul7sQTqDcEah6njp1Sg899JCysrLUtWtX9zscYIGq1wMPPKCPPvpIW7duvaB+69bf9fzhhx+Um5ur++67z/POBqlAPCdnz56tJ554Qjk5OSooKHD4nZH2yt/1NAxDRUVFmjZtmt544w199dVX2rx5s8f9DiaBep38+9//rssuu+yC+09if9ezsrJSq1at0saNG/Xxxx9r3759+vrrrz3veJDydz0tFouWLl2qzMxMzZo1S3369PG800HGXzW8WFxo9Wz3gXPr1q16+eWXtXr1asXExCgyMlI1NTWS3PuZlqqqKp08edJ+sFutVmVkZCgjI0MHDhxQQkKC/X8SLoaffQlUPSsrK3X//fdrzpw5uuGGG0wcoW8Fol4//PCDdu/eLUmKiIjQ6NGjtWfPHhNH6T+BqOeOHTt0+vRp/eIXv9CsWbN08OBBLVmyxNyBmihQx/CkSZPUrVs3hYWFafTo0fr2229NHKX/BKKeXbt2Va9evdS3b1+FhoZq1KhRKigoMHegJgrk+/TmzZs1atQok0YWGIGo5+HDh5WYmKi4uDiFh4drxIgROnDggLkD9ZNAPT9Hjhyp//3f/9WqVasUExPTrq+wMbuGjlzIP80YiHqarV0HzoqKCi1fvlyrVq2y32ny+uuvt//P+ocffqif/OQnrbbx9ddf67LLLrM/TkxMVE5OjnJycnTFFVcoJSVFGzdudLu99iyQ9Vy6dKnuvfdejR492oyhmSJQ9aqvr9f8+fNls9kkSV9++eUFcWlToOo5YcIEvf/++3rrrbf04osvasiQIcrMzDRplOYKVA0rKio0Y8YM1dbWSpJ2796tAQMGmDFEvwpUPcPCwpSYmKijR49KOveTZO31GA/0+/SXX36pQYMG+XpYAROoevbu3VuHDx+2n/QeOHBAP/rRj0wYoX8F8vn5y1/+UqdOnVJVVZU+/fTTdvsfI/6ooSMX6k8zBqqeZgsLyFZ95P3339eZM2c0Z84c+7SlS5fqN7/5jdauXatevXpp0qRJamho0H/+53+qvLxcRUVFysjI0K9//WuNGjXqvGvA/11GRoYee+wxTZ06VbGxsXrmmWcknbt87OTJkzpy5IgyMjJ01113tfvbrQeqntXV1Xr33XdVWFiodevWSZImTpyotLQ008fcFoGqV0xMjGbOnKlp06YpLCxMP/7xj3XzzTf7Y8imCuTxfKEI5HNy9OjRSktLU8eOHTV48GBNmDDBH0M2VSCfk5mZmZo/f74Mw9DAgQM1duxY08drhkAf1yUlJerWrZupY/SnQB7jM2bM0LRp0xQaGqprrrlGI0aM8MeQTRXI5+ddd92l6dOny2Kx6IEHHmi1jWDmjxq+/fbbeu+995Sfn68nnnhC/fv31/Lly7Vw4ULNnTtXknTrrbe22/+Yay6Q9TQz27j1O5wAAAAAAHiqXV9SCwAAAAAIXgROAAAAAIApCJwAAAAAAFMQOAEAAAAApiBwAgAAAABMQeAEAAAAAJiCwAkAAAAAMAWBEwAAAABgiv8fnfXMK3NLk6AAAAAASUVORK5CYII=\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot(None, anomaly);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Multiple Series, multiple anomaly" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [], "source": [ "anomaly = {\n", " \"low\": detector.QuantileAD(low=0.1).fit_detect(df),\n", " \"high\": detector.QuantileAD(high=0.9).fit_detect(df),\n", " \"pca\": detector.PcaAD(k=1).fit_detect(df)\n", "}" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot(df, anomaly);" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot(df, anomaly, anomaly_tag=\"marker\");" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot(df, anomaly, anomaly_tag={\"low\":\"marker\", \"high\":\"marker\"});" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot(df, anomaly, curve_group=[(\"A\", \"B\"), (\"B\", \"C\"), (\"C\", \"A\")], anomaly_tag={\"low\":\"marker\", \"high\":\"marker\"});" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot(None, anomaly);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Play with properties" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot(df, anomaly, curve_group=[(\"A\", \"B\"), (\"B\", \"C\"), (\"C\", \"A\")],\n", " ts_linewidth=1,\n", " ts_marker='v',\n", " ts_markersize=3,\n", " ts_alpha={\"C\": 0.2},\n", " ts_color={\"A\":\"k\"},\n", " anomaly_tag={\"low\":\"marker\", \"high\":\"marker\"},\n", " anomaly_color={\"low\":{\"B\":\"m\"}},\n", " anomaly_alpha=0.9,\n", " anomaly_marker={\"high\":\"+\"},\n", " anomaly_markersize={\"low\":{\"A\": 10}},\n", " freq_as_period=False,\n", " figsize=(16, 20)\n", " );" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "f, axes = plt.subplots(nrows=3, figsize=(12,10))\n", "plot(df, anomaly, curve_group=[(\"A\", \"B\"), (\"B\", \"C\"), (\"C\", \"A\")],\n", " ts_linewidth=1,\n", " ts_marker='v',\n", " ts_markersize=3,\n", " ts_alpha={\"C\": 0.2},\n", " ts_color={\"A\":\"k\"},\n", " anomaly_tag={\"low\":\"marker\", \"high\":\"marker\"},\n", " anomaly_color={\"low\":{\"B\":\"m\"}},\n", " anomaly_alpha=0.9,\n", " anomaly_marker={\"high\":\"+\"},\n", " anomaly_markersize={\"low\":{\"A\": 10}},\n", " freq_as_period=False,\n", " axes=axes,\n", " legend=False\n", " );" ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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