{ "cells": [ { "cell_type": "markdown", "id": "ce80c626a5c4c503", "metadata": { "collapsed": false }, "source": [ "# Plotting Time Series\n", "\n", "This is a simple notebook displaying some of the visualisation functionalities for plotting time series available in `aeon`.\n", "\n", "This is in-progress, and does not contain detailed descriptions and documentation yet." ] }, { "cell_type": "code", "execution_count": 2, "id": "a15118bbccbbbc8a", "metadata": { "ExecuteTime": { "end_time": "2024-01-18T13:01:42.443814200Z", "start_time": "2024-01-18T13:01:42.247505700Z" }, "collapsed": false }, "outputs": [], "source": [ "from aeon.datasets import load_airline, load_arrow_head\n", "\n", "airline = load_airline(return_array=False)\n", "airline_train, airline_test = airline[:-24], airline[-24:]\n", "arrowhead_X, arrowhead_y = load_arrow_head()" ] }, { "cell_type": "markdown", "id": "f1fae2ea95dbf1df", "metadata": { "collapsed": false }, "source": [ "## Series" ] }, { "cell_type": "code", "execution_count": 3, "id": "5b28f2f926786622", "metadata": { "ExecuteTime": { "end_time": "2024-01-18T13:01:42.971688300Z", "start_time": "2024-01-18T13:01:42.446806500Z" }, "collapsed": false }, "outputs": [], "source": [ "from aeon.visualisation import (\n", " plot_correlations,\n", " plot_lags,\n", " plot_series,\n", " plot_spectrogram,\n", ")" ] }, { "cell_type": "code", "execution_count": 4, "id": "initial_id", "metadata": { "ExecuteTime": { "end_time": "2024-01-18T13:01:43.162179Z", "start_time": "2024-01-18T13:01:42.938777Z" }, "collapsed": true }, "outputs": [ { "data": { "text/plain": "
", "image/png": 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" }, "metadata": {}, "output_type": "display_data" } ], "source": [ "_ = plot_series(airline)" ] }, { "cell_type": "code", "execution_count": 6, "id": "b42a42fea9dbe62d", "metadata": { "ExecuteTime": { "end_time": "2024-01-18T13:01:43.628788200Z", "start_time": "2024-01-18T13:01:43.444379500Z" }, "collapsed": false }, "outputs": [ { "data": { "text/plain": "
", "image/png": 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" }, "metadata": {}, "output_type": "display_data" } ], "source": [ "_ = plot_lags(airline, lags=2)" ] }, { "cell_type": "code", "execution_count": 7, "id": "769cb73481bd34c1", "metadata": { "ExecuteTime": { "end_time": "2024-01-18T13:01:44.009918Z", "start_time": "2024-01-18T13:01:43.624798700Z" }, "collapsed": false }, "outputs": [ { "data": { "text/plain": "
", "image/png": 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" }, "metadata": {}, "output_type": "display_data" } ], "source": [ "_ = plot_lags(airline, lags=[1, 2, 3])" ] }, { "cell_type": "code", "execution_count": 8, "id": "11d12a5fcc64775a", "metadata": { "ExecuteTime": { "end_time": "2024-01-18T13:01:44.874371900Z", "start_time": "2024-01-18T13:01:44.007892Z" }, "collapsed": false }, "outputs": [ { "data": { "text/plain": "
", "image/png": 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}, "metadata": {}, "output_type": "display_data" } ], "source": [ "_ = plot_correlations(airline)" ] }, { "cell_type": "code", "execution_count": 9, "id": "ba89cf21", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "C:\\Code\\aeon\\aeon\\visualisation\\series\\_series.py:399: UserWarning: nperseg = 256 is greater than input length = 144, using nperseg = 144\n", " _, _, _spectrogram = spectrogram(series, fs=fs, return_onesided=return_onesided)\n" ] }, { "data": { "text/plain": "
", "image/png": 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" }, "metadata": {}, "output_type": "display_data" } ], "source": [ "_ = plot_spectrogram(airline)" ] }, { "cell_type": "code", "execution_count": 10, "id": "6ec98c7a", "metadata": {}, "outputs": [ { "data": { "text/plain": "
", "image/png": 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" }, "metadata": {}, "output_type": "display_data" } ], "source": [ "_ = plot_spectrogram(airline, return_onesided=False)" ] }, { "cell_type": "markdown", "id": "5b11591a98bd6d47", "metadata": { "collapsed": false }, "source": [ "## Collections" ] }, { "cell_type": "code", "execution_count": 11, "id": "1159a8d269205935", "metadata": { "ExecuteTime": { "end_time": "2024-01-18T13:01:44.875374200Z", "start_time": "2024-01-18T13:01:44.869360700Z" }, "collapsed": false }, "outputs": [], "source": [ "from aeon.visualisation import plot_collection_by_class, plot_series_collection" ] }, { "cell_type": "code", "execution_count": 12, "id": "8a180ef590247e0", "metadata": { "ExecuteTime": { "end_time": "2024-01-18T13:01:45.048598300Z", "start_time": "2024-01-18T13:01:44.876341100Z" }, "collapsed": false }, "outputs": [ { "data": { "text/plain": "
", "image/png": 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}, "metadata": {}, "output_type": "display_data" } ], "source": [ "_ = plot_series_collection(arrowhead_X[:3])" ] }, { "cell_type": "code", "execution_count": 13, "id": "b2e554f7d59afe0c", "metadata": { "ExecuteTime": { "end_time": "2024-01-18T13:01:45.254364400Z", "start_time": "2024-01-18T13:01:45.043611200Z" }, "collapsed": false }, "outputs": [ { "data": { "text/plain": "
", "image/png": 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" }, "metadata": {}, "output_type": "display_data" } ], "source": [ "_ = plot_series_collection(arrowhead_X[:9], arrowhead_y[:9])" ] }, { "cell_type": "code", "execution_count": 14, "id": "2ac0bb80aef62f98", "metadata": { "ExecuteTime": { "end_time": "2024-01-18T13:01:45.654844200Z", "start_time": "2024-01-18T13:01:45.261319Z" }, "collapsed": false }, "outputs": [ { "data": { "text/plain": "
", "image/png": 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ov33UlwfUn376Kd9++y179+79776DBw9mwoQJcQLqy/Xv35/Q0FCmTJly1W0vv/wy06ZNY9OmTVfd5nK5KFasGM899xzPPvssoFiyUKFCjBgxIt491CkVUFsyhjHpQHQETH1I6dq4NPtc+16oeReManv1/R3e0OIV9YmMr4p2gUpwz3wY3lxpcRNuhzumJ24s2QLdx42egCq9tedq40gFwoeXwx0z9BpJ5XAodez4Ovh3O0wcAHfOsmJlxhhjrhZ8WME0DqjWL+5tLV9XMHhgAfx+iwLQgBJKUS7TzjMFy5xRsP4X7fkOPamgsu17aj05prMyzWLlKKg07ap9dDk6Ek5sUAB9eQZZailcA+5ZqAB49rMQfFBfl1s4RMF76dZQpj10/FTf26nN+ryyYYT2WPf9A3Lk12Oq91cV820TYOoDcP/quH22TcY1dOhQmjVrRsOGDXn77bepWbMmUVFRzJkzh2HDhrF9+/arHlOhQgUOHTrE2LFjadCgAdOmTWPSpEn/3X7p0iWef/55+vTpQ5kyZThy5AirV6+md+/eADz11FN06dKFihUrcu7cORYsWECVKlXiHZ/D4eCpp57i3XffpUKFCv+1zSpWrBg9e/ZMlZ/Jf69tK9TGeJbLpYrdsYVWqvVTqlSBSvBNZTizU9eX7aiCXsUbQ0Axta+6nmNrlf4dcV6pYX3HJ39P07E12gd2bh9kzwe3/5X8lO3T2+DHBlr5bvn61UVOjDHGmOWfquhmqZYwcNHVt184Ad/VVvB6uWL1YcC0tMuAcrmUWTbvZVXUBq34lmmj7VSxtU5i1bwTOn3hDkI9LTwEDizUKnTUJV0+shL2z7t6+1juEtDgETizQ6nrUWHaJnbnTNV5AQg9BV+V12ePnqOg1l1p/R2lbxl1hRrg+PHjvPfee0ydOpXjx49TsGBB6tWrx9NPP03r1q2BuCvUAC+88ALDhw8nPDycbt260bhxY958802CgoKIiIjgnnvuYdmyZZw8eZICBQpw66238vHHH5MtWzYef/xxZsyYwZEjRwgICKBz5858/vnn5M8f/y+Py+ViyJAh/PDDDwQFBdG8eXO+/fZbKlasGO/9LeXbmExi0duaBXZ4w+2ToeLNOjlPHABbx+o+DR5Tka/kzFjvX6CZ8egI7X2q1ENVREu1SnqP6NBT8Ht3OLpK6egdPtJsdHx7qa4nNi0Mh1a8y3dK+nMYY4zJvH5soMncrkMVxMUn+JDOJyFH9HVwMYSdg7zlFOTlK59644uOUMeN5R/DqS26Lns+ddjY8aeCzcvlKgbdf4CK3VJvTCnJGa1V831z1R3k4BLt73Z4uXtbj+msn3uuIjBgOhSto8cu/UATDAEl4LGdGaMae1rJyAF1ZmMBtTGZwKbR2lMM0O07qP8ghByFOc+7917d1BLujWdmPil2/KXXiTjvvq5AFaWF5yqStOeKvKhgf+dfuuzw0kp1jTug7uCkpXZNfVhtRLLn137qwJJJG4sxxpjM6exe+Lq8zinPHk/8avOZXTC6MwTtV1r1gGlQvEHKji06AtYPV9XrkCO6zi831H9Ye6KnPxK3iKiXL9QZpI4Zl2+rymgiL8H0x2DDcMAB3X+E8p1hTBelgfvlgrvmQolGmkz4ppImPNq+p21qRiygTj9SKqC2XQ3GpBGXC5a8r/S072rp66/7dFvTF6DGAFjwBnxdwR1M++WGAX/f+GtX7gHPnYTbp0Dt+1RJ9N/t+tARFpS05/LNAf0mai9V0br60HBwsQqwrPg8ac/V+XM9x6UzMKGfPqQYY4wxW8fp3zLtkpa6nb+iWjYVrQsXT6tA58mr6xclizNKgfQ3lWDaw+6V2XYf6Lx4bBVMe8gdTOerqHPls8fg5mEZO5gGFSy75UdNHOCCvwerjee9S7SXOuICjL0Fzu1XK8927+txS99X+zNjMisLqI1JI8s+gvmvwMmNOrmf3KS2GdX6Qb0HYGgVtbKIuuR+TLdhKgiSEnyzQ6Xu6tk5+B99QDm5UcVcIi9d//GX8/KGJs+odcaTBzQhACpWcnZvgg+Nwycb9J2gCuRHVsKcF5I2DmOMMZnTlpgtT9WvLsx7XbmKqOBWqZbKzPqtm9pD3oiwIBjZFqYMgqADkKsodPlG58DynfUaBxbqvv4B0H8aPLZD58ocBW7stdMTh5dS8BvHVFyf8bh+Hv2nKAU89JR+FmFB+r8rVl+B9sIhHhy0ManMAmpj0sDW8TDvJR23ehPumqOvQSt0Qh7VXi2uYhWsDv3+VBGy1JC/AtwxUyf9Q0vgj75wevu1+1wnJE8ppbGVaavJgL/v12p8YuUtAz1jCrL986V6XYafT/AhxhhjMrGQI0ohdnhB5Z7Jew7/3HDbZLXTCjkCv93sbkuVVBdOwojWOl/6B0CHT+DxPSoe+s9X6sYR21c6W154aCNU7Jr6lbo9xeHQynuV3qpc/vf9aqXVfyrkLq4MuPF9tAe742d6zNofYPufnh23ManFAmpjUtnh5TDpbh03ehJaD1Fvx7Lt1WN6dGcIPqDb85ZT2tjDG6FKr9QdV9E60P9vrRLvngbfVoWPC6ro2MElSXsuR8xeKp/samGy/uekPb7SLdD+I3142jhSvS6PrkracxhjjMkc9s3Tv8Xqq8hXcmXPqz3UOQq6W0g6o5L2HEEH4JfmyujKWRgGLtaq87yX4NcOMPcFdyVsh7daSMVWu87MHA7o8jX4B8Kx1bB6KAQU18/bL5cqhM97BUq1gHoPAS6Y2F+FUo3JbCygNiYVndoCY3uoKmalHprRjeWMhnG3wol1upyvPNy/CqrcmnY9G0u1VFXO0q0VDF86q9YfY7rAqa1Je668ZaHtuzqe/ayKqyVFs+eVohdQEs7theHNYM13SXsOY4wxGd/+ufq3TLsbf668ZeNOHv9+i9pCJUbQQRjeHM7uUZB831IoUkvdOVZ9Hfe+9R6CB9ZA2RQYc0aRuyi0/1DH815RAbIitdxZZ2uG6Wfd9Wu17oyO0Gei4+s9N+b0JB3Xhc4ynM5kpGbGw6p8G5NKjq5WO4lLZ6FoPfXQ9Mup28KCNFO+d5Yu5yqqE3HuYh4bLtGRmsGf+6L2geWrAPevTloRFWc0DG+q1eXs+aDuA9DwUbXNSKxL51TgbNsfutzmXVUHzaypc8YYY9xcLvisOFw4DnfP03ailLBrKvzRT1uTClZTkJ23zLXvHxaslelTW6BgVW3T8g9UrY813+o+vjnU+aLp82ojmRW5nPBLSzi8DCp0088V4NtqSv3u8o0+B0SFKSPv4CLVcLn5e7UJ9fLx7Pg9ITo6mt27d5MjRw4KFiyIwz7gpDmXy0VERASnT58mOjqaChUq4OUVdzXL2mYZ42EHFip1OuICFG8Ed0x3p62d3KwZ8tg072x54P41kK+chwZ7hdDT8EM9CDmsVOzbJiVtxfzfnfD7zZrRB6XA1R4IXb/RCkFiuFwqYLL4HV1u8ix0+NiCamOMyexOb1Mw5pMNXjyX+PNGYhxboxXS88eUBt5nHJRpc/X9oiNVWGvfHE14D1qh7Uwzn4Lw4Lj3LVpXt3v7pdw4M5rT29TBxBmpjIDqAwCX2ooVrAoPb9H5OywYRrZWb2uAwJug3oOqGp49r8eG7xEXLlzgyJEjtkrtYTly5KBo0aL4+V39C2wBtTEetHsGjL9Vs7Fl2qooin9u3bZjsvYQRYXpco6C6gVdqLqnRhu/Y2uU5hYdDq3fhlavJ+3xzmitBvzzhbvq6ZU/i8RY8TnMfkbHdQZB9x/SLh3eGGNM2vvna5j5hNK9756b8s8fclStnY7HbLeqMUA1PAKK67LLpSypdT9qBbrzl7D2e50XY+UpoxTm/BX1+KSc1zKrtT/CrKchMtR9nZeP9qwPXKQtZqCsvWUfwbqf1DIToEgdZelltfN7dHQ0kZGRnh5GluXt7Y2Pj881MwQsoDbGQ/bM0ok6OgIqdoe+492z65fOwWfF3MF0oeqqtB17Ek9v1g9XexCAzl9Bo8eT9zz75sK4XjGr9Q21ZztH/iSM4xf1unQ5tUet27e2Um2MMZnV2J6w8y/1MG7+Uuq8RkSoan2s/QFwgW9OaP2mzjGzn1EwjUOrrediWkE6vHQeKtUS7lmQ9YK/xIgIVV/qzaNhz0x355Bqt0GfsXHvGxWmDigzntCqf59xaiNqTHqRlDjU/hwYk0L2zYVxPRVMV+6lat2Xp6rNfdEdTJfvAvctT7/BNECd+6DJczqe+YSKsCRn+q1se334yJ5fe6tHtFKhl0SP417oNRpwwNrvYNYzyRuHMcaY9M0ZpdRqSJmCZNfilxNu/k51Qko00arqnOfh8xIxwTSAS8G0tz8Ura/g0D8Aeo6yYPpa/HJCjf6q9H3LcPf12/6ACyfi3tcnG9S6293PevE7yWvdaUx6YH8SjEkB+xdoX3RUmPYd9xkL3r7u209vU3oTqA1I/ykZI0Wsw0fQ+i0dLxyidK7knPCK1Yd7F6vo2umt8H3tpPWjrNEfbolpxfXPFzD/taSPwRhjTPp2bK2qQmfLo73Jqa1YPVXurtpHly/fH52njFLBB0yDkxt0XZdvIE+p1B9XZlD7HmW3gT43/HVf/Pdr9IQmKk5tge2T0m58xqQkC6iNuUEhR1TkJOoSVOgKfcbHLU4SFgwj2wIuXX/X3IxT1dLhgFZvuE+K/3ypFebktLwoWFWr8sUbqcr5+N4w/TH3qv311LkXug7V8dL/wcZfkz4GY4wx6de+mD3TpduAl3favOahpbBtYtzritRVd4mQw/DXQK2cV+0DNe9MmzFlFo0eVytQgD0zYNazqrFyuex5odGTOl78tq1Sm4wpVQPqxYsX0717d4oVK4bD4WDy5Mmp+XLGeMSMJyDivALFfhPBx999W3Qk/NEXQk/qcss3ktaGKr1o9LjSrn1z6MPHD/Xg7wfh4r9Je548peDeJWoxArB6KIxso/3lidHgEWg1RMeznlZFcmOMMZnD/nn6NzXTvS8Xfh4m3wPEbCPyzal07hPr4O/71Ws65IhaP3b7zup3JEev0eCTQ8crP9PWuCv7gDd+Cvxyw8lNsPPvtB6hMTcuVQPq0NBQatWqxdChQ1PzZYzxmJ1TYMckrTh3/zHunumocJjQT203QClsTZ72yDBTRM074LGdUL0/4IJ1P8DPTfSBJCm8fZVKfscMtRI7slJBdeipxD2+xatQuJaqg87KwD9PY4wxbpEX1csYVHsjLcx5HoIO6Dh3MXh0G9z6m4qRlW4DjZ/RnukHNyStmKZx880OzWIm0XGoA8jwZmpdFit7PmgYU/h00VtWJ8VkPKkaUHfp0oV3332XXr16pebLGOMREReUsgzqk1y4hvu2yEuqbL1jMuBw38c3R1qPMmUFlIDev6kFRkAJ9Zqe+UTynqt8Zz1PzsJwciP80lIrAdfj7avJC4cXbB6jSqLGGGMyruhIWPiminrmLq52VKltz0y1w4rV8VP1Ra5+GzyxVy0tO30Kte6yYPpGNXg0ZsHBBdnyar/0tIfj3qfJ08oQOLEedk/zyDCNSbZ0tYc6PDyckJCQOF/GpFcL39T+qjyltc84VkSoWmftmQFefvzXkqPBIx4aaCoo1VKz+A4v2DACtk1I3vMUqq4U8ICScGanel8fWnb9xxVvAA1jAvmpD2lywxhjTMZzagv81AiWf6zL9R9O/dTqsCB3W0iAkk3V2smkjpwFoXZMUbJC1ZTVt3MK7LoscM5RQIE32Cq1yXjSVUD9/vvvExgY+N9XyZIlPT0kY+J1bC2s/ELHXb91rzyf3g7Dm6qwim9OyFta1zd4RClNmUmpFtAspkfo3w8kbnU5PvkrqMpqvgoQfBB+aaHWWJEXE35c23cgsJQe8/stcHCJnYCNMSYj2fqHanKcWK9zZO+x0PLV1H/d1cPiphx3+sL2R6e2Js9oEv7QUqhxh66b+UTcwqRNYzL5jq2x7DOTsaSrgPrll18mODj4v6/Dhw97ekjGXOXSWRUac0VDtX5QoYsCuXU/w4/1VVQjR0GtWp/ZBX65oNkLnh516mj9plpihZ2DSXcnfh/0lQJvgvtXQe17ARes/By+q62f5bX45VLqt5eP+paOaKk93Rt/VZ9rC66NMSb9crlg3stK8y7fBR7eonTr1BYdqWJjsWrdo6wnk7rylXO3J4sK1571c/tg2Ufu++QspAwFsFVqk7Gkq4Da39+fgICAOF/GpCfOaPjzDgjar1Tvyr1g4Vswqh38PVirqmXbw0MbYPNvekzDJ5TKlBl5+8KtYzSjfGABfFpULcJWf3v9FeYrZcsDPYar52fuYnB2N4zpEncV4UrlOuhDWN0HwNsfjv4Dk++GL0vD5yX0f3X++I18h8YYY1LD6a1wbq/+dvcdD7mLpu7rnT+urVpDq8KFmPOCTw5o97/UfV3jFtvhY/sEaP6Kjpe+D+f2x72PTzadz2OLuhqT3qWrgNqY9G7RW0pDcnirMujE/rDoTQWTXj7Q7gO4cxYcXqFCW/4BSmHKzPJXhH5/aqXa5dTPYvqjCoadUUl/vgpd4eHNUKCKgumxPVXk7VoKVILu38NTB9WWrFgD/V+cP6ZJjakPJvtbM8YYk0q2T9K/5Too4yg1HV+v1PJFb8G5PbouR0Ho87smcE3aKFZf1dOdUSpqWqatUr5nPeW+T67CUO8hHdsqtckoUjWgvnDhAhs2bGDDhg0A7N+/nw0bNnDo0KHUfFljUsXSD2HxOzp2RevfglWh5l3af/XQJmj+oq5fGNMrufHTmW/vdHzKd4L7V8OT+6HDx/pwdHAxLHo7ec+XPR/0/1v/HlsNU+67/kk1V2Fo85ZSx18K1kq3wxt2/a09W8YYY9KPnZP1b6Weqfs6u6erNseF45CnjK7z8oWHN0GlW1L3tc3VYrfArf8J2ryr8/TOKao9c/l9vP3h8HLYP98z4zQmKVI1oF6zZg116tShTp06ADzzzDPUqVOHN9544zqPNCb9cEbBvFdhXkwBLocX1BkEj26HR7ZCr1HQ+EkoWEW3bx2vVLZseaDxU54atWfkKQ1Nn4Obf9Dlxe/CvnnJe6585aDfRK02bxmr50os3xxa6a4TU8V17os2y22MMelF8CE4vk7n09QIaqMjVNhq0Tvwe3eIDNV2rGL1dXv12yFXkZR/XXN95TpBoRrqznFgobsDyqxntK0OlP5f7wEdL/vQI8M0JklSNaBu3bo1Lpfrqq8RI0ak5ssak2KCDqg/8tKYPVbe/vDYLrjlJyhQ+er7XzgJM5/UcZNnFVRnRTX6Q53BgEv7mC+cTN7zlG6tKuqg1K8zu5P2+NZDwCe7Zrl3/Z28MRhjjElZOybr35LN1FIppZzeDiNawfu54ccGsPANbUWqPVBFLHfEpJk3ejLlXtMkjcPh3kv9z5fQ7MWY3tSbYf3P7vvFVgXfNwdOb/PMWI1JLNtDbcw17JsH39eBIyuUkgRK4c5XLv77u5zw10BVui5UXQF1VtblS/0cQk8qqE7OfmqAevdrtdkVrf3qSZG7mDtLYN7L7tlvY4wxnhMbUFfumXLPeemcVqMPLtYKdba8UK4jdPsObhkOq77ReahkMyhWL+Ve1yRd9dshoKQ+H+yZoY4hAPNfg7BgHecp7c5eWPWNJ0ZpTOJZQG1MPNb+CGM6Q1iQUpNc0ZopbfDwtR+z8ksVLPPJpl6avtnTbLjpkm8O6DNO/+6fB9MfT37adZuYdO/Nv8OpLUl7bLMX9MHq9DbYOCp5r2+MMSZlXDyjoBdSLqCO7cBxbq8CsUe3wwtnVCS0/oPKUFrxqe6bWdtYZiTevlqgAFj+MdR7EPJXgounYcl77vvFZhJsHKnPY8akVxZQG3MZZzTMeQGmPqCZ7Bp3QIkmuq1yT/VLjs/xddqnC9DpcyhULU2Gm+4VrKq2Wjhg7Xc6cSZH0Tox/StdsCCJJRiy5YEWMe055jwHJzYmbwzGGGNu3O5pmqQuXBPylk2Z51w4RCudPtnhtknakuVw6LbT2+HPO3Xc4FErRJZe1B2s8/OZXfq/6/SZrl/5Bcx9WVvFSrXSokbkRVj3c0LPZoxnWUBtDOqBuGAIfFnGHfS1ehO6fAObx+hyg8fif2zkRZg4AJyRCrrrWZumOCr31CQDaNJhy7jkPU/rtwCH9sAdW5u0xzZ8DIo3gktn1TP85ObkjcEYY8yNid3HnNzq3hEXYHwfVe4e10sr07Grmrf8BEVqu+8bFgRje0DEeSjV0n0uMp7nnxvqx2T9Lf0AynWGqn31WWrZB/BFKbXgrH2v7rP6G9u2ZdIvC6hNlhV5SX2KR7WHr8rC4rch5LDSg28do4JWG0eoOmih6iqQFZ/5r8GZndqv2/0n96y4cWv8pDt1a/LdWtFPqoJVoWbMKsOC15L2WJ9sSv0r1gAunVFQfWpr0sdgjDHm+pzR6i98pciLsGeWjqv0St5zL/sItk9UO8Qdk3UeB6UQ1xjgvt/JzQq4z+7Wft2+fyjV2KQfjZ7UtrCj/8CuKdBnLNw2WRPg0eGwZhhs+lUtNIMOwK6pnh6xMfGzgNpkOZGXYObT8FkxzWzvj2nrVLY93PobPHtMJ2WXE1YP1W0NHos/UD60TOlJoGA6R/40+RYypI6fQsWbVSwmuW0wWg1RG609M2HFZ0nbk50tUEF10brapzWqLRxfn7xxGGOMiZ8zCn7tAP/LpX9XD4MLJ3TbgYUQdUkBbuFaSX/ukCOw/BMdtxqiLhCt39bKc4ePdP3++TC6M3xXU6/nkw1unww5C6XAN2dSVK7C7r3U817W567KPWDQCrh7vgLpE+shIGa73YpPdR9j0huHy5V+u7OGhIQQGBhIcHAwAQEBnh6OySSmP+YOlANvUjpR7YEqZHK5TaNh0l3gHwjPHAW/nHFvj7wI39XW7Hfte6HH8DQYfAZ3YiN8X1tB8dNHdDJNqjkvuNPyK3bXzz1HgcQ//tJZZSWcWA9+uaDPeKjQJenjMMYYc7VlH7lrisRyeGlS9exepe7WexBu/i7pzz15oApU3dQcBi6+eqJ7xWcw+1n3a1bpDS1ehSLJCN5N2ggLhq/KKXus+4/aWx1rzywY0wVwqduKKxpq3qXzvpePx4ZssoikxKG2Qm2ylH3z3MF0r1/hiX1q13BlMB1xwf2BoNmLVwfToFTvs7shd3F3MQ2TsCK1VOTNGQXrkzkB0f5D6DpUPcF3/a1JjaOrEv/47PngngVQpp3+n3/vrqruxhhjbszp7e7Cke0+gPYfKX3X5YRZz8D2CbqtfDImMY+vd3dq6Pjp1cH0wcWacAWoMwge3w19x1swnd5lC4SWMdu4Fg7RYkWs8p3cLbUcXgqqN/0KE25Xtpsx6YUF1CbLCA+BKffpuN5D2o/r5R3/fZe8D+ePqQJpk6evvv3w8stSvX9UpUqTOPUf0r9rv09egRGHAxo8AoNXQv6KcP5oTFG4JPS5zhYId0yHWndrxnvqAzD3JSt4YowxyeWMhr/u1d7X8l3UnqrZ8/pbXf8RwKXUby8fKNM2ac/tcsWsPLugen8o3jDu7RdOwITb9Pe8xh06L6dUBXGT+uo/DIGl9Lnrn6/i3tbyNb2fnJEKqnFoD/3w5hB+wSPDNeYqFlCbLGPWsxB8CPKUgY4JtG86t8/dr7Ljp9p/dbnoCPj7AcClVHFLF06aqn1V+C34IOydlfznKVIbBq9Suve5vbDx16Q93tsPeoyAljGrKcs+hHE9NfFijDEmaVZ8puJS/gHQ/Ye4K8idv4B8FXTs5RN/wbKE7JgEBxYoM6nd+3Fvc0bBxP4KqgtWhZu/t+KgGY2PP7R9V8dLP1DLrFgOL7h1tM75zkggZqPqsdXwaRGY8SQcW5O0mirGpDQLqE2WsGcmrP9Jxz1+0d7Za5nzvGbYy7aHSj2uvn35p3B6K+QoqIDbJI1vdk1EAKxJxh66y2ULhKYxKX6L34HoyKQ93uGANm9Br9ExKeRT4ecm2udnjDEmcYIOwoLXddzpcwgoEfd2b1/VLAEF0z/UVY2SlV+quGdE6LWf+/h6mHSPjhs/DXlKxb19/usqPuaXC/pNjH+Llkn/agxQ0BwerIKxl2eMZc8HD6yFR7bBzT9oGwGoC8uqr+DHBjCyNfy7wwMDNwYrSmaygIhQ+LaqVqcbPamZ8mvZMwvGdNY+nYc2qF3W5c7uhWHV9YGg16/uNk4maf7dCUMra+b5yf3uD1rJERGqtmehp1Rpve6g5D3P0dVaoT5/DHIVhcd2aKXFmGtxOWNSEI3J4pa8D/NfuXaxsMiL8GE+TVZny6P+0JdzeEHBaurCgAtCT+tv+oXj+pusO0HL1zUJGmvLOJh4u457j4Xqt6XO92fSxuntCo4jQ6HFa9D2nfjvFxGqTi3hIVCqFRxZqfeWt5+K0DV7UavextwIK0pmzGUWvaVgOrAUtH3v2vc7ugr+6Kvj+g9fHUy7XDDtYQXTZdppn5ZJngKVoHQbBSQ3WhDML6d7lXrJu8kvVFK8Ady/GvKW04e42NYsxsRn82/wv5zwTWWY/ZxWyJKaIWFMZrHtD/1b8+74060PLFTAE1ASntgPA6ar3VXF7pCriM4FpzargvfGUbBnBhxfe1kwDeCCxW8reAc4sUF7tgGaPm/BdGZQsIq2C4DO57tnxH8/v5xQa6COs+XRBHj5Ljr/LxyiRZQl/9NnP2PSgq1Qm0zt5Cb4vq4KlfSfChW7xX+/ExtgZBvNmpduAwOmgm8O9+0uF6z9AaY9pNTghzdD/gpp8R1kXlvHq4iMb04VrblyAiMpIi/Cl2Uh9KTSwerdn/zn2v4njO+t//8n9urDnjGX2/yb0lWv7IdauCbctyzhLSXGZCYXTmr/6u83a5W54RNwZgccXwc4oOHj0OgJmPeK2mXVfQC6f3/185w/puc5sVGrjNkCVZzq3+36G3zPQtj5l7v7Rss3YOMIBUzlO+v8fq0ioybjmfYorPk2JtV73dVp/qD07qFV3JluASX1uWLmE8puiFW6jRZTSjZJu/GbzCEpcagF1CbTcjlheDOlAlW5VXur4nNqK4xopR6IJZvBnTPjfiA+sFB7ww4t1eU270LLV1N9+JmeM1rp9fvmalX4/tWQPW/yn2/F5zD7GaWPP7bz6mJyieVyaR/10X+UqdDt2+SPyWQ+lwfTdQZBuU6weyrsmKz0w1ZD3G1ejMnMFr0DC9+4/v2y59O/l87CbZOgcs+E7++MVrbYjklafbx3KRSqFvOab2sFMla+CjD4nxs7d5j0JyocfmmhwmPFGsC9S+JP4R7VDvbPV5p3bFGz8POwbYLaax1YoOscXtD8FWj1hvbzG5MYlvJtDLDuJwXTfrmg85fx3yfyIvzWVcF0sQYwYJo7mA4+BKM7aeX60FKtTDd5Tq1AzI3z8taet8BSqtI96c6rV/ySov5DkLuY/t8Wvpn853E41OsalJVwZlfSHh8eAn/eqa8df+mDgckYIkLVQ/e72vD3g3Erx/67U++r/4LpwUpNrNYXeo6EW37W/ZZ9BCFHPfUdGJM2zh+HpTGp114++jdveU0ydf0WBq1Uscf8FRVIXzqr+5zYCBEJtDpyuWDmUwqmvf3gtsnuYBq0h7r5Kzr2yw23/2XBdGbk4w99/1BHkGOr1cM8PvUf0b/rfnRv9/LPDXXuhXvmw1MHVevG5VQK+c9N9LfcmJRmK9QmUzp/DL6tphTuTp9D46fiv9/i92DBawrqHlznnknf+gf8fb+qTXr5Qt3BmgENKJ5W30HWcXw9DG+qvektX4c2byf/uXZOgbE9NBs9aMXVvUqT4rdusHu62nz1HZ+4x4Sf1yTMkRXu6/wDoFxHyF5A+76y5YVad91YITaTslxO2DQG5r10xZ5NoHAttWo5vc19XZ1BMW2BLpuSdrm0onJ4marY9/glTYZujEdMf1wp3EXqwIn1+l149jjkLBT3fs4omHwvbB7tvi57fqh5FxSuAQWqQN4y+h2MjtDv4YLXAAf0GQvV+l392i6XOnfkK6eA3WReu6frXAxw6xhVAr9cdCR8WVp/t3v/DtVvj/95to6HqQ9B2Dm9/wavhHzlU3XoJhOwlG+Tpblc8Ht32D0NitbTH87YGfTLXTgBX1fQbHnsH+KIUJjxBGwYrvsUb6T+h/aHN3Vt/BUm363jwatUICy5/rwTNo9RP9IH1iW/0ufJTVqpxKV0s5uaJ3z/iAswpouyGbLlUdG6HZPhfDyrlbmL6315ZWsZk/ac0TD2Fn1wA8hTWgWODi+DbRNVSAn0N6RMW6h2mwLm+Kp7H/kHfm4MONTipWidNPomjElDQQd17nRGak/0uh+0T/We+fHf/+emmmSsPgCOrYKze67/GglNhJusZf7rWl32zaGtYQWrxr194Vuw6E24qQXcu/jazxNyVH/rj6/TRMygFe5FFGPiYwG1ydLWD4cpg5Qu9sC6uOlil5v6EKz9XquYg1aqiMXvNyvNEwe0eEX7IW2/TdqIDYQrdof+U5L/PBfPKDsh9KRSA9slUNn9ev66Dzb8ojZaD6zRv3B1FduwYJ2oDy4G/0C4ex4Uq6dVl0PLVEE+4oJagez8S2nkhWooUM8WmPzxmRu37CMVOvLJrv11jZ9y77+/dBa2T1Lv9ApdNVFyPX/eoX3WpdvofRBfxWNjMrK/BmnSuUxb/V07ukpp3g0evvq+QQfgyzKAA545ohXsbRPh8HL4d5vaJJ0/qlaV3n4Kmho/bXVKjJszGkZ31F7pfBVg4CLIXdR9+/lj8PlNKj770CZlPlzLhRPwUyNtDSvVCu6arfedMfGxgNpkWUEHYVgNiDivfbDX2u98epvu53KqZ2auwjC6MwTtVzpQ3z+gTJu0HXtW9+9OtbpwOTURciOre9snwfhb9SFt0PLkp36Hn9eeq9NbIbC03ldh5/ShzzeH0rcd3hC0Tynr/gFw15yEXy/ooFYxL5yAsu21b99O6J5xYqN6njojtQe6zn03/pzBh+CbSno/9JuogojGZBZndsHQqgpe+v2pv7M44Nlj8XdEWPoBzHs54RVsl8smnkzCQk/BD/Uh5LCC6nvmx83w+qOvCpElppDoqS3Kmog4r/3VN/+gSVNjrmRFyUyW5HJqZTriPJRoAk2ejXv7hZOaLT+7F2Y/q/tX7qUV6J+bKpjOW1ZpQBZMp70ClZROC0rvuhFVeimF3xVTLTb0dPKexz83dPwMHD4QfEDF61xOrcqEnoIzO7XKEhWm+9/U8vrBe55SCqJ9c6rC+d8PuAtfmbQTFa4CY85IqHQL1L43ZZ438CYVLwSY/qi7GJMxmcHCN/V3teLNOmcClGp57faCW37Xv1fufb2cBdPmenIW0sp0YCk4u1udWYIOum+PLU626VcVBk1IoepaNHF4w6bR8FkxmPGkOr4Yk1wWUJsMLyJUad4/N4H985S62XOEuyelywl/3QufFlHq2dflVdDEywcq36q2C5fOQLH6cN9y6y/tSS1eBRzqBX1qy409V7dhmskOPqR+186opD/Hup9gbHdwXfbYFq+5T94AOQtDmXY63j1VaWnXU7Su+4S+cSSs/znpYzM3ZsHrcGoz5CgI3X9M2Q/1LV9VsaULJ2DW0yn3vMZ40vljsGWsjtu8A9v+0HHVPvHf/9RW1aLw8oUqvdNmjCbzyltGQXXesnBun4LqA4t0W+nWUKCyJrs3jU7waQAo3wl6/6YJ0LAgWPUVDKsOKz5Lze/AZGYWUJsMbe2Pml2cMkj7uLx8lO5zeeXPBUNgwwgd+2RXW6zs+aDmPTD1AbXOKtsB7lmg1G/jOYWqQdWYD16Lb3CVOlseuH2y/r8PLIA5Lybt8et/UaX36Ago3wVaxvRbXfIurIlJKWv7P3jmKNw91x1kT33IvWKdkApdoN3/dDzzSfh3R9LGZ5Lu9HaloP7cFJZ/rOtu+enqysQ3yicb9BiuwmUbR8GuaSn7/MZ4wpZxgAtKNtPWqCMrAce1g+XY1enyna21lUkZeUppm17+ihB8EEa2ht9u1ras2HPw6m8Tl/VVrR88sQ/umKHaLaA+5wm1dTPmWiygNhlW6CmY8bjSe/KWhXYfwNNHVIE31qbR7vThHr/Aqxfh5fPQZxxsGQNRl3Sy7z/F3X/aeFaL1/Tv1vEKgG5EwarqEQyw8jOY/phOmIvfg82/X7vv9ebfNUkD0OhJpWi3ekMtYmKV7wrNX3JnQrT7n4qWnd2t50+Mps9pdTvyIkwcYD2rU9Pcl7VHf97L7rZmTZ9XundqKNFYxZVAE3dHV6kA2ohW2gu48ksVszMmo9gaszpd/XbYPlHHNzWPWyAqlsvlDqir90+b8ZmsIaA43LdMAbSXjzq6fFdL2RC+ORRcH1qSuOfy8tZnwNsnK6MtPFhdR4xJKguoTYa1epha2hRvCI/vhuYvxl1hPrTUHRQ1e8kdaO9foLZaUWFQoRvcNtld1dd4XpFaUKkH4NIK8Y0GmVVujUklB1YPhYVD1Of0zwEweeDVqeDbJ2lvLS6o96DatzgcsPJz9VslJjV4z3SY87z78dkCocvXOl72Ydy+xdfi8IJeo7Tac2I9zHvlxr5XE79Dy2DZBzou31nbAZ4+Ah0+St3XbfOOPqSdP6bKsnNfVCX442th1lPwWXGY9qgF1ib9O7tXk0IOL6ja9/rp3sdWKy3XN0fqTVqZrCtHAeg2FB7ZqgwJlxPW/6RtVKBV6qRweEHDx3W86iura2KSzgJqkyFFhbnTbhs/fXVP2OBDMK6X0nUr93K3Tjq2Ru2NosKU4tNvYvL7FJvU0+EjtZ86vExB9Y2e3Fq/pSCqwaNQ7yGodU9MQZJfYWJ/vU/CgmDqwzC+t4ru1LxL2wccDvWtjA12uw6FTl/oeMWn2rt/cpMuV7lV7ytnpMbtjL7+2HIXU/YEaBV937wb+15NXFHh8PdgHdcZpPS++g9plSO1+WbX/623v77Kd4Yu3+g9VLCq2qit+VaZNsakZ7F7p8u00yTi4eW6fK10780xq9OVeoBfztQfn8ma8leEfhPgrrnaDx1xXtdv+wOOrk7ac9W+B/xya/vVvrkpP1aTuVnbLJMhrf8FptyntglP7IvbKzoqDIY31ypQkTrq9euXU+nDv7RQAbIybZXGayvT6dfeOTCmi4Lbtu+pL3hK2vEXTOinYLpUK1XsvnBCt9V9QLPfXj4qevdDXbWLqdxLkzAOh3oNT3tEKWJePup53fQ5BebfVtU+rA6fQNNnExzGf6Y9AmuGKdB6aKOe09y4BUNg8dsqHvfods/s5bz4b0z9hssCC5dLbV4m9FOw/cxRyJE/7cdmTGJ8W12ptLcMV9Ay80ko2VSpt1c6ulp7WyMvwu1ToFL3tB6tyYrCQ2DWM+4inw4vqDMYmj0P+con7jlmPKkV6ordtRXQZG3WNstkai6X0m9BKTqXB9Mul1Ioj69VGu1tk/QhNugg/NpBwXTxhpbmnRGU6wBdv9Hx/FcVfKSkyj3g9r/0Pji4SMF0/ooqTtf9e3dAO+tpBdO5i8etBl1jADy6DSr31IrN4rdVSX7ey1oJjR339VK/XS5Vw81VRIHV6W0w7TGlWKbf6c6M4dQWWPq+jrt+47nCSDkKXL1K53AoXbZIHW1d2WT79kw6dXKzgmlvP7Uk/C/du+/V9z27B37r5i72WaFr2o7VZF3+ASoy2WWoLrucsO4H+KaSaqck5nza8FH9u2uqzsHGJJYF1CbD2T9f7W58c0Dd++Petu5H2BBTXbf376oIGR0J42+F80e1+jdguvoLm/Sv/kMqCgba7xx8OGWfv3xnpQAXbwSt3oSHNqn9RqxNo/WewgG9fr16BTF3Mej3J/QZr72ykRdh8xj450sF6tHhKjYWHel+THgIHFyiolST74EvSqldx8Ihuj/Auu/V3u3bahpDclp+ZXXRETBlcEyf6R7ps22PwwH1HtDx2u9tAsWkT7HFxSp01d+4QzGr0lf+ToWegtGd4eJpTRT1m+gu2mhMWmn4iLZ1AWTLq8B64RCYfPf1a7Lkr6iuHrhUc8WYxLKUb5Ph/N5ds4cNHnWvYIIKpgxvrg/Q7T5QkTKAhW/BojfVKuuhjUoTNxmHM1qVkQ8v0x7lfhNT/zVdLljynnoVAzR7Edp/cP3HHF2llcYtY5UNEStvObXxCjoQ9/pYPtkUyBetD6u+Vhq5w1vp7qAq9i3fgFp3p2y/5MzK5VIwvWG49sQ9ui39/t6Hh8CnxbSfeuBiKNXC0yMyxs3lgq/KQdB+6D1WwfKMx1XFftAK9/2iwrSl6tgayFMGBi1X1o0xnhByFL6uoE4u9R6EdT/pfHpTC2UuJrS9Zs9MbTfzD9CWQtuKk3VZyrfJtM7uUTAN0OgJ9/Xh51VcyhmpoKvZC7r++Dp326yuQ9Pvh2pzbV7eKijm8Ibtf6Z+T9+IUJhwmzuYbvgEtE1ET2yHA0o00iTPM0eg5ygF0gDn9mobQmwwHVBSlW9bvQl3zIQXzmqlvO070Ps33cfLG5o8p3Thc/vgr4HurQ4mYUs/cGeq9Bmbvn/v/QPcbYXW/eDZsRhzpaP/KJj2zam90NdK9940RsF09vxw50wLpo1nBRRXW0SAfXO0vcs/QO20RrbWef5aynWEwjU12bnwzTQYrMkULKA2GUpsf8BynZSaE2vmEwo6Am+CW35WcBMVrpRaZ5T2Kla7zTNjNjeucA13T98ZjyntMDWEn9fJdtsf4OWrPdNdvkx6gTCfbFDrLrVzK9lM11XupQyJF4Pg6UM6wbceAuU7qRp0rPJdtPcwOgKC9sGTB6D5y7pt9nPuCSUTv63jYX5MAbsuX2eMPZyxad9b/4CL8WQwGOMpsefcyj3g2Fq1fYOr073X/6R/m70Q99xsjKc0ex5yFdVnw5Ob4L6YrIlTW2D6o9d+nMNL7TJBhUJPbUmb8ZqMzQJqk2G4XLB5tI5r3e2+fut42DACcECDx2HPLO07nfaQ/hDmKAhdv7VU2Yyu9RCt7AYdgMXvpfzzO6PVm/rYGq0K3z0P6g6+sed0OKDJMzo+vhYKVVe/6us9ptNn7hX5w8tU5bzuA4BLmRh2go/ftgkwKeZvQ+OnocEjnh1PYhWrnzrFyU5ugnU/2x58kzxR4e7909X7x20/l6eU+36ntsCRlZp4vPzcbIwn+eVyb9Va9KbOrb3HKmDeODLmc+M1lGmrbEdXNMx8yupbmOuzgNpkGEdWaqbRN6eKDIH6TU99UMfZ88Hc52Hi7TDpLvcfy+4/QM6CHhmySUF+uaDLVzpe/rGK06WkOS9o9dcnG/SfmnJ7Wct30T7e4EN6DydGoeqqYA/arxgdoVTy0q3Vjuu3m1UAyMilc/DnHfBHXwWllXpAh489ParEu7w42apvICz4xp8z6CD80lJB0JwXb/z5TNazayqEnVOHg0PL1O0gV5Grf7fWxaxOV+xuqd4mfal5l7KUoiNU2PSmZtD6bd027RF12LiWDh+r88b+ebDzrzQZrsnALKA2GcammNXpKrdqhnHNdypCFhak6y+d0cpi6dbudh0dPlZbI5M5VOoR06YqEn7tCCs+S5mZ43U/wcrPdNxjhPZCpxTf7O734JaxiX9c6zf14fTMLljxqdrD9Z2gfprBB1WoLehAyo0zozqwSFXSN/+mvwstXoW+4zNedeEaA9Qr+9xetR1KaI/f9Tijtd0lPCYwX/mZMnmMSYqNI/RvuY6w4hMddx0at/1cVJg7q+LKrhvGeJrDATf/AP6BcGw1LP8EWrys93TUJU3CXjoX/2PzloUmz+p49rN6rxtzLRZQmwwhOtIdjDij1Gpo2sMQEtNGyeEFDR7TntV7FsBds2HANGj6nOfGbFKewwG3/qa0Qle0TnJ/3qFV26RyueDoapj+uN5LoCJh1VNhr3312/Xv1vEKdhIjWyB0iPkQu/hdrTjmyK/3dUAJ+HcH/NRY+xqzqktnY1riHYP8lbRHru276peb0fgHqJhTtjxK8x/XM/kf4FZ8qt7qvjnd7WP+ui/h1ZjECjly489h0r8LJ2H3DB0fXaXzbpXemtC+3PZJ+j0MKKEgxZj0JqA4dP5CxwuHwOntaoOZuxj8ux2GN1X2Y3xavKz7ndsHq4el2ZBNBmQBtUn3Tm/TalzYWV3e8rtad8QqUgceWAtdv9aHUZO5+WbXKnLnr7TPeMvv8HlJBcYnNyXuOTb+qh7PPzWE1d/ow2KNO6DVG6kz5rLttSUh9KQCncSqMQBKtdRM+qyYomz5K8KglapCGnoSRrR0f/DNaha+qQ/zharDg+tSNrPgRjmjtfIRdABOblbF2OspUlvV3n1zwr65qjYfHZG01z2xAea/puMuX8EtP0GZdmrLNf7W5KeTu1ww/TH9rk253/YUZnabf9OkZZ4ycHqrzq2Xt6mMFVuMrPZ9GS8rxGQdte6BCt309/SvgTof3zEj7uT04RVXP84vlybaQVka1+tjbbIuC6hNunb+GIxsC0di/tA5vLSSE6vRk+qFWaS2R4ZnPMThgEaPwz3z9YEvLEiB8Xe1dGLcOj7+QkxRYepPPPluzUz7ZFfQescM6DUq9QrXefu5q+ImJe3b4VCKpcMbdkxy78EOKA73LtHWhsiLSlvLatWhT2+H1d/quNMX4JvDo8MhLBh2/AUzn4bv68K7fvBRPviyDHxXEz4qAL92gJVfQvDhaz9PicbQ/2/t5d85BUa0Vk/VxDi7ByYO0JaIyr2g9r0qFNX7dxX0O7ML5r2SvO9v2YeweqiO1/8Ei9669n2DD8P81+H4+uS9lvG8jSP1rysmo6b5y1fvjz67N6aWhQPq3JemwzMmSRwOuPn7mNTvNbDsY01KD/4HitbVIs3INrDz76sfW+turVKfPwYbR6X92E3GYAG1SbciL8GYrlqFi+VyaqXHPxD6TVQaj4+/x4ZoPKxUS6X53zlLrdG8fNU3dcJt8HUF7bHeP1+prqe2wPBmsP5nTcy0fgueOwG3joHynXVdaopN+94+MWmrjoWqK+iHuFVJ/QOU/l24llYf136fYkPNEGY/ow/7lXpA2XaeGYPLCXvnKIj9pLDStP/5Ak6s122gwDhbXgW5++bCrKe05/vMrms/b5k2cPsUrQoeWQE/1HO3K4pPRCjMe1VZF/9uV+DT/Qf3BFHOglqpBtg8Rn9bk2LzbzAvpnVbbD2ARW+pgvjlXE5YNRS+rQpL3oVRbVMmzdykrRMb4ORGTcYEH9KEYO17r77f+pj//3Id41b9NiY9CigOnb/U8aI39ZkgdzEYuBgq3aKClhP7Kyvycj7+0CRm++DyjxK/bctkLQ6XK/UTt4YOHcrHH3/MiRMnqFWrFl9//TUNGza87uNCQkIIDAwkODiYgICA697fZB4uF4zrFbeyYrY8+qMWUALKddAfQmMud+Gk+kauHgoX/43/PjkKaMWubPu0HZszGj4rrgmiAdOS1h953zz4tb1+B549riAt1qbRqmqfq4h6VmeFCabd01W4y8sXHt2mQm1p7eRmGNsDgva7r8tXQenVpVtDyaaQq7B7P/eZXaqavPYHOLNTbdC6X2cS5Oxe/R08tVlZCj1HQM073be7XMrGmPOce29z2Q7KashfIe5zuZxaLQ8+BH3GQbV+8b9m+PmYAjyXIFcx8MupPfzOSBXo6fiJUsqXvKcxtXlH+/2d0bB1LBxerufxy6XaBgEllUUUUDyxP1njaTOehFVfqSjTuX2aDOz9e9z7RIUr/f/iaRVLrNo7/ucyJj1xueD37rB7mtoVDlqhiSNnFIzupAn4/BXh/tVxsyEjLqh2z6Wzar2VGrVWTPqTlDg01Veox40bxzPPPMOQIUNYt24dtWrVolOnTpw6ZT1fzLXNfdEdTHv56N8mz0HLV6H2PRZMm/jlKqzq2E8dgm7fKbgpUEX7pQBuaqH99mkdTIP2F8YGMet/Tvi+VyrTRoFJWJDSgC9XrZ9+Hy6cgK3jUmSo6VpYMMyK6e3d6EnPBNPh52F8bwXT2fJA/Ufg/jXw2E64eZg+bAWWjFscLX9F9STv/qMubxoFoafjffr/5CunD3zV+7v7ocZW/z65WSvAE29XMJ2nNPT7U9kaVwbToAyMmnfpOKG0xXkvw7ofNVGz/CMV8XFGQtW+0OEj3afNO+7CgPNfgemPwswnFEz75YIu38CT+6FAZRWO/K1ryrQCM6nvyEpYE7OV4vxx/Vv3gavvt+0PBdO5i0PlHmk3PmNuhMOh7J1seWJSv2P+pnn5KFAOKKHJz8kD49aJ8Mul8w3A0vethoS5WqqvUDdq1IgGDRrwzTeqZuF0OilZsiSPP/44L730Upz7hoeHEx7u3vEfEhJCyZIlbYU6i9kzG8Z00rFfAESEaKbwyf3uwMiYpHJGuSdnPOXkJviuNuCCgYuUsp5Y816Fpf9TYZUBU+PetvQDBUKFa8GD61NvL7inHVmp9Oqg/ZCjoNL9swWm/Tgm36OgNKAEPLhB1dcTy+WCnxqphUurN6H1kOs/xhkF31RWS61On6vY2ZL3FND6ZINmL0GzF1SwLyH/7oShlbWy/MxRTUBd7ugq1SDABU1f0NaEC8f0s+74SdzMiOgIWPSOVs+9fDRhlLMwNH1ekwmggmw/N9FkT8FqUKatguzCNbWCn9rbLEzSXDoL39dRFkOx+go48pWHx3Zd/Tflp8baXtPmHWj5mmfGa0xybRylv+NevvDIFk14gv4G/tJCf9/avQ/NLwtTLp3VKnXEhaRnmZmMKd2sUEdERLB27Vrat3cvB3l5edG+fXtWrLi6nN77779PYGDgf18lS5ZMzeGZdCgsCCb01bFvTvcH1SbPWTBtboyng2lQIFEvZrVnxhNJ24tV6279u2emUtsvV+8BFeU6uREOLEiZsaYnzmhY8j/1nQ/ar9XYAdM8E0xvHKUvh5dauCUlmAYFJrG9TVcPTdx+Zi8fBcyg9OvFbyuYrnIrPLpdQfn1gmmAApWgeCM9dssVKbzOKJj6IOBSWnmHD6Hz50oP7/pN3GAatPre9h24fTL0m6D7dfnKHUxDzP/TdK3unN4Kq77WavYvLZSyf+X72HiOy6VVueBDCqJjawDUfeDqYPrYGgXTXr7We9pkTDXvgnKdlH2z/BP39cUbQpevdTzvZZjzorvAafZ8UO8hHS8cYnupTVypGlD/+++/REdHU7hw3GnwwoULc+LEiavu//LLLxMcHPzf1+HDCZRCNZnS5Hvc7WWq949ZiSoAjZ/y6LCMSTFt31W62cmNSq1NrMuDoc1j4t6WPZ+7aNCKz1JsqOnGzCdh/qv63qv316pw8QZpP45/d8K0R3Tc6k0o1SJ5z1O1NwTepJTZTaMT95ha92gF+FJMNffmL6swY57SSXvt2ImZK9O+V32jYlTZ8kLHT5P2nAkpWgce2Qrdf9LEaMXuCs73zFRV/r1zUu61TPKt+Ax2/Q3e/tD6bTi+TgFz7YFX3ze22nu1vldnORiTETgc7syKjaMg9LJdqHXvh+Yx3RCWfwSjO7trsjR9VhmTx9bAmu/SdswmfUtXCVf+/v4EBATE+TJZx6Yx7v2hRerqAxfoD5t/bs+Ny5iUlKOA0iRBQeKls4l/bK179G98e2AbPQk4VGzlyiqlGdnOv90f4Lv/pKrsnliZjrwIE/qponrp1tAime2nQCvOsfvxVnzqXg1MiLefgl1Q0NPy9eS9drXbFCidWK992KA2Vwtinq/9h5CzUPKe+1oCb4K6g6Djx9B/igr+FKquAn2jO2oi9cDCxP0cTMo7vALmxaS2dv7CneVS5VZViL/cxTOwOSa7ocFjaTZEY1JcyWZakY4OV3eCWA4HtHsP+oxXpuT+eeq0cHaPin+2+0D3m/eyuxikMakaUBcoUABvb29Onoyb13Xy5EmKFClyjUeZrCj4EEyNLXzipSre54+o4EmDhz06NGNSXP2HFFBcOgsL3kj846rfpsDq5EY4sTHubfkruFsazXo6cxRNuXASpgzSceOnFZR5Yn+4y6WV6ZObtJ+412jtGb4RdQdrpePMTrWlup6138OZHTqODlfF8OTIkR8q3qzjhUPUJuabStoXWLKZfsaprVB1GLxKxdxAE0Qj28AXpWHBkKS39TLJd/GM2gw6ozTZUqAqrItpsdbgkavvv/5nvf+K1FHPdGMyKofD3Q5rzbeaNL1ctb7qU52vgj6j/n2/zgX1H1QNiIjzMP2xzHGuNTcuVQNqPz8/6tWrx7x58/67zul0Mm/ePJo0aZKaL20ymNnPuv+Y1RsMG37Rcas3rt67Z0xG5+UDnb/S8ZphEHQwcY/Lnk/9MiFmH+0VK3odPtLq5d7ZqsKbkblcMOU+pUUXqgHt/ue5saz7ETaO1L7pPmNTpgWUfwDUe1DHk+7SKu21qn6f2a2/kaCev6CiZOHnk/fasZkOOybBlrFqkVWwKvQYnnaFwnyzQ7ehcN9yqDMY/ANVEXzx2/BjfffquUk9LqfedyGHFTR0/AQm3w24oPZ9VxdNdDn19wqg4WOZt/ihyTqq9NK2mYv/xp/5Vaga3DUbfLIri2bTaP2NvPkHZfrs/Et/R41J9VPnM888w48//sjIkSPZvn07Dz/8MKGhodx7772p/dImgzi0DLZN0HG2PJC7hPaz5Cnj3hdqTGZTpo2qHruc7hWhxGjynE7k2/+EeVekHecrr721oBZLsfUIMqLV36rftLc/9P7NcxNrR1fDjMd13PZ/+j9LKa3filmldejD3NDK7nTaWM4oBdyRF/XavUaryNfJjfBtteStVFfoAsUaQK6iSj0fvAoevqzSbVoq2QRu+RGeO6Eib7mKaMvCjw20r9tWf1LP8k+1RcTbH/qOV3/x4IM693b+4ur775uryu3Z8qg3tTEZnZePsp9AdQTi23aSp7R7i82c59RloVA1aPairpv+mH4vTNaW6gH1bbfdxieffMIbb7xB7dq12bBhAzNnzryqUJnJmlxO94dV0AfM1eqwRsvXwNvXM+MyJi3Uj9nOsP4niI5M3GNKNIJbYgLwZR/Cmu/j3t78RQXWF44rfTYjOrlJH1xAe3oLVffMOM4fhz/6qIVK5Z7uStspJXaVdtByVYC/dBb+HAAbRrjvs+R9VVT2D4Qev2hP64BpCnpCDsPv3ZWym5S9+N5+cP8qePaYAqfiDTy/2uiTDWr0h4c2qTVcdLjODQvf9Oy4MpPISyoCt/JL+PtB7QEF6PwlnN3rzsLo9Wv8dUvW/6x/a9yhrgLGZAZ17tMk0dndakF5evvVFbybPgsFqmixZ/6ruq7lq5C/ks61PzbU4pDJulK9D/WNSEr/L5MxbRoDk+7UccFqqig653l9WHxspwXUJnOLjoQvblKf3j7jtWcrsRa9rT2wDi/o/3fcnph7Z8PoTrrtgbVQpHaKDz3VRFyAH+prb3H5zgoePdGv+OIZGNFK7Z7yVVAhrdQshhYdqbTuVV/r++09FvKWhZ8ba5W6169qZxUr8qKCzRWfqfp5wapw5+yUSUf3NJdLrWzmvqBA+7FdcdtxmaSLCFX/89Nb415fvb+yFH7rqkmZ5i/Hv73i4hn4rJgmlx5Yp+rtxmQWc1+GZR+4L/tkV0ZQh4/0txWU8j2yDeCAwStV0CzkCPx+i4o8evspFbz2PZ74DkxqSDd9qI1JSORFmP2M+3Knz2H5xzq21WmTFXj7av8owNoktuBo+bomoFxOmDjA3dYDtM+2Wj/dNu3hjFM9Obb415mdkLsY9BzlmWA6PATGdFbwkbsY3Dkr9SuLe/tqpbDOYP1//TkAxvVSMF21r1YFL+ebQx/2Bv+j4o2nt8EvzbXSCPpZntwEq4ep5/mvHeCr8jCqvT48bv8z7nsmPXE4oOlz2sMbFQYLk1C4z8Rv3it6P2fLo2yL5q+od3iFrjCytYLpYg2g9ZvxP37TaAXTRepYMG0yn+YvaWKpRBP9bY26pO0Q39WC2c+pXkXp1jGTmi4VKIsKh4AScO8SqNJbvx9/DUzaFi6TedgKtfGYRe/Cwph9KVX6aC/d7GdtddpkLcGH4MsyCqIe3aF+04kVHam9pic3QuNnoNNl/YPPH4NvKqsS6c0/QL37U37sKW39LypE5vCCexZcXRQpLURehDFd4OBitTgbuBgKVkm713dGK2tny1hdzlUUHt6s6tzXEnRAgfK5vdqDXKmH9p+HHE74tXxzQNPn9eWXM8W+hRRzdJVWVXHAQxuUFm+S7tBS+KUl4II7ZkL5Tvp7s2AILHlX96nQTbUK/OP5qOVyKbA4tRm6fAMNH03T4RuTppzRmqBc8LqKjoH+Dvf+HQpUhmHVNRnZ+Gno9Jludzlhzgtqg5irCDyxT1t6TMZmK9Qm3Qs97T6Re/up59+yj3TZVqdNVhJ4kztde+33Cd/3St6+0D4mTW31UAXnsXIXgzZv63jui9euIJ1enN4G02M+qLd+2zPBdHQEjO+tYNo/QCvTaRlMg9px9RylDAO/3NBzRMLBNKhozn1LFXBeOKH3UchhpS2W66RCdrcMh7vna3Kl7v1KY4y8CIvegm8qwoaR6a8AWPGG+jng0nvYJF3kRfjrPv6r3F2+k65f9I77HNz0ebj9r/iDaYBjaxRMe/tDjQFpMmxjPMbLGwrXgNsnw4Dp7pokozuqR3uPmC40Kz/X9irQJHC7/+l8fuEErB/useEbD7EVauMRE/rD1pgVmFZvah/K+p9sddpkTbunw2/dIFteeOZo0ma2XS4Y1Vb7u2rfq9ZHsZxRWsE+sUHp4bEfBNKbyIsq6nJ6K5Rtr1W0G+3znFTOKPVk3jZBK7d3zoabmqXtGK4UFQ4+/om//6VzyvLx9lev6TJtr/1ecrn0vc59wV2htvVbalWYnpzdC0OrgDMS7pqj94dJvNnPw4pPNMH2SEzK97n9+plGh0PXb6HBwwk/x9SHNElTYwDcOiZNhm1MuhF5SZ0Wtk/U5Q4fw9l9sHYY5CwMD2+CnIV02+pvNTEceBM8vlsLRibjshVqk67tmeUOpgvXAoe3gmmHF3T9xoJpk/WU6wSBpSDsnPYqJoXDAe1iVqk3jtRKbywvH+g2DHCocvTBJSk14pQ1/XEF07mKqC1UWgfTLqf2xG2boA9At03yfDANSQumAbLn1YTKzcOgYreEJ2YcDhXBe3S7JjVBRc52TUvuaFNHvnLuavjTH437/jYJ2z0dVsakpN78vYJp0KRLdDiUaQf1H0r4OSIvwpaYVm51BqXaUI1Jt3yzq95Aoyd1ec7z4OMXU/X7pDJAYpcm69yn81jwoaSfy03GZgG1SVNn96rQDii9rPEz7n3Unb+MW6nYmKzCy9t9sl44RBV5k6JEI6hyqwLDK3tTl2isFF9QgbL01pt602jYMBxwaPUrVxp2VLx0Drb+AeNu1YSDw1vVtct1TLsxeJpPNmg9JKYftkv7t8/u8fSo4mr1ulaAzuyC7+vAkv8lvs1cVrV3jt7XLqdSvSve7L5+xyS91zt/ef12aZt/09+MPGVUlMmYrMjLWy0GO8ZMUP3zpc4T3v4qXrb9T13vk01bbACWvq/MJ5M1WEBt0kz4ebWhibqky23ehakP6LjRk9DwMc+NzRhPa/CIPrReOO6udp8Ubd5VlsfOv67uh9n+fchRUKvAI9umn/3U/+5QOiko1bhM29R5nYhQtRn7oZ4Csu/rwrAa8HEBmNDPXXimxy9QpVfqjOFGREfA4RVqKZZaOn+uCrdhQQrEkjqpk5pyFFD7twrd9LOY/6raiV046emRpU/7F8DYW7QKXbkX3BzTQSA6EmbGTNw1fAwKVUv4eaIjYMl7Om7wqGcq7huTnjR5Wh1pICaojqlJMP9Vd/Bc/0HInl8Tk1vHe2acJu3Zn0eTZlYPhfNHdVyxu/ZkRYfruOOnCT/WmMzOx19tkEAF+kKOJO3xBatoJQrUju7yVlnZ88EdMxSYHF8Lv7SIW8DME0JPwdgeEBkKpduoDVhKc0bDup/h6wpa+T++TvvJT6yHU1v0MypYVdVaB62AWnel/BiSyxml7TF/DYJPisDwpqrkHR2ROq/n7Qf9JmhP4KnNSoFPTxVWAkqo33qvX1Vr4Pg6mP+ap0eV/hxYBL/frHZjFbpBn7HubVSrvoF/t2ty7VrtsS63YaT21+csfP191sZkFY2fUiE/0Oq0X261etwwUtf55dJ9QNk06envqEk9VpTMpImIC/pQGBkKOKDnLzB5IPjmhGeOuPd2GZOVuVwKdg8vg1p3Q8+RSXv8hRMKHiMuKPCoeWfc2//dqUqlwYcUoNw9D/JXTLnxJ1ZYEIxso+A2sJSC2dxFU/Y1Qk+p0NuxNbqcp4xWwXMXi/mA44KC1SCwZMq+7o1yubT3dc7zCn6udHmrltRwcImK3DmjtBIT+8EwPTm8HIY3U9ryo9s88x5Oj9b9pD7uzkitnN0+WSmooAmknxrrHNz9J6h7nf3Q0RH6WxJ8KP2+D4zxFJcTJt+jLUtefuCM0Dn1sV3acx0WBJ+V0O/bwEWe6VphbpwVJTPpzrRHYoJpVABn+yQd17rHgmljYjkc7mBp4yh3MJhYuYpAi1d1PPelq9N2C1SCe5eql2bIERjVzl3hOa1EXoTfuyuYzllIlZtTI5ge2VY/v2x5tO/t0e2qdF6uo1oHle+c/oLpk5vg1w5aYfx3u1Zi6z2knty3xfzNXPk57JySemMo1cK9T3D2c1rxTG9KNtWeYFe0esVmdc4omPGEsgqckVC1r94vscH0pXMwtqfOwWXbQ517r/+c64crmM5VFOo9mKrDNybDcXipFWG5TgqmHV46p67+VrdnywPV++s4qe0wTcZkAbVJdXtmw6ZfdVy6tVbNdv2ty7Zv2pi4ijeEGnfoeMbjSS++1Pgp9SU+fxSWf3L17YElYeBiVSiNDapDjt7oqBPHGQXj+8ChpeAfqNZU+Suk7GtcOKnV79NbtRo9eJX2vSW1YnZa2zdPLc72z1P6ddPn4cl9qthdujVU7qnVaVB2T9DB1BtLw8f0d9oVrT3mSd1+kBbavgc4tEfx+DpPj8Zzgg5oEmbV17rc5h1VJI6t8O5yqtDcub3KBuk99vp7oaPC3Hunm7+ctDZ+xmQV3r7aJlOsvnuL1ZJ3ISxYx/VjJqK2TYCLZzwzRpN2LKA2qerfnTCuh459c2gf55ph+uNTrqP2fRpj4mr3vqrgH1mpvb9J4ZMN2sfuxf4w/mAoZ0G4ey7kLQvn9sGv7dOmUNns52HPDPDJDgOmQZFaKfv8oaeUrnx6G+QuDvcsTPmAPTUcWwPjeirNtlxHeHSH9tNfmb3T/gNNuISdg4m3q091anA41GapcK2Yve494XQ86eeeVLgm1IhZAZr/qmfH4gkup/ZEf1tdPeh9c0K/P6Hla3Erdy98U1sIfLJp1TpH/us/95rv9Xcjd3God39qfQfGZHx+uXQuy1del8OCYGlMG8ui9aBIHf1d35jE7Vsm47GA2qSq2c9othug4ycqErT+J11u+LjnxmVMehZYUvscQa039sxK2uOr9oGbmqui/rRH9Ht3pdzFtIc6oISqbY9sA8GHb3zs17JxFPzzhY5vHZ3yfZ6jI+GPvgqmA0rAwIUZI5j+dweM6aJ972Xawe1TIG+Z+O/r7acVxmx5NNky9cHUK3jjmwNu+zOmANhaGFYdJt2t1ofpReu31Wt9z0w4uNjTo0kb54+p+NEvLZTBEhkKN7WAB9ddXaH+wCJY/I6Ob/4BitZJ+LldLvjnK523AVq84k4bN8bEL2chuHOWJsFB23KiIzWxFbtdYu0PVpwss7OA2qSaExs0Mw76gFtnMGweoxm8vOWs57QxCanWF+rHVNaddJc+SCeWwwGdv1IAtutvffCO72Sep7SC6lxFlSL9c2M4sTFFhh/HsTXwd0yLvJavq2d2SpvzgoIqv9zalx27YpCeHV8Hv3aEi/8qbfC2SddPTc9bxp22u3GkKsKnlrxlYdBypZu7nNq6800l2DI29V4zKfKV03kF1Opr82+Z80NrVJj+n7+tBp8Vh78GqjCbXy7oOjRm8uiKwmwupzswrjP4+hXsoyM0QTPzST221j1Q74HU+G6MyXzyloU7Zuo4OlwFy0BZNL45VQX80BLPjc+kPqvybVJF8GH4oa4+KAL0Ga9Vs+9qqtpox8+0r9EYc21RYarMe3IjlGql4NfLO/GP3zYB/ugHuLSa1+oaBZyCDsJvXbW665db+8LKdUyRb4Hgw2r5FHJEhaRu/yvl+9lu/g3+jNl3ftskBYDp2fH1sOgtd//r/JXgvqVqa5ZYq77RRAkO6Dcx9ftnH1qqFeqg/fr/K9VaRe58sisTIipMAV6DR1T0LiEuV9y05BsRelp7iE/GTARVvBm6DdMkbkbncsHWcSowGBy7Z96hyZeyHbRHM/Cm+B+78VeYfLd+n5/Yq20e1xIVriyJAwv0/B0+hibPpNz/kTFZxa+dYV9MRtntU6BSd00mr/sRagyAW8d4dnwmaZISh1pAbVLcwcVaLbgUU4QhtuXGrmmqXmutsoxJvDO74Pu6Su3sOSrpvZJXDYUZMcX/un3nLpRypbAgGNdL+zEd3tD9B6hzX/LH7XKpUvDsZyE8WEHj4H8gW2DynzM+JzbCz00U1DV/Bdq9l7LPn5KCDqhy9vaJuuzwUiXYDh8pBT+ppj0Ka75Vevads5Tmnxp2TVXwnpiK8A4vFTRrNQS8/ZWafmQlnNmhyZWQw3qv5SmtwngFqqiyeNkOyS9+FR2hFdzF7+jYP1Dp6mXaJu/5PM0ZrcmWZR/B0X90XUAJaP2WJouy50v48ZGX4JuKmsRq9z40fynh+y8YAovfVvDdZ6xljxmTXKe2wLAaOvbLDQ+s1fnvxwbKGHvmWOLqGJj0wQJq4zGRl+Dzku5gulgDuH+VPlz/UA9OrIemL0CHDz07TmMykiXvw/xXFJQ+sjVpq9QA819zV+2t0FUfsgvXvPp+UeEwZZC2ZoDSs1u/lfSVqqCD8Pdg2DdXl4s10Af1vGWT9jwJiQhVFfPlH6kVV7mOMGB60n82aSHyogrVLP9YK7mxgXTL166/mpsQZ5R6be+dDV6+Sv9NySJSl87B1AeU6QAQUFITMgveUFpw9f4K9HyyKxg+stK96p5UvjmhQheofCtU7Obej5gUp7epAvqx1fp53PKT+rlnFBEX1Ev6n6+UCQCaLGn2EjR9VseJEfv3IvAmFbhLaKLi9Hb4rpbabfX9Q5lkxpjk+7Gh/gYBFKwGg1fCiFba4tNqCLR+06PDM0lgAbXxmPXD9YEcB+DSB9wKXWD7nzC+t1ICn9yftNRGY7K68BD4orSqO986RqljSeFywbxXYMUnCsJwaBWxzdtaKbzyvgtedwfgte6G7j9qdj0xzuxWwaTQkypo1OYdZah4+SRtzAnZOEppsBeO63LJZkolTy8z/5fOwvZJWq34dxscW+ueZCzTFjp/CYWqp8xrRVxQEBm76l3vIejyZeL/v67lyD+qJB50QP93jZ/RlgG/XDDjSVj1lWphPLw5bsB2dLXeP3tnKdOhcA0o3lgV3QNvUlCeLY/aOJ3eDqc2w+5p6nkcy9tP/ZIr36rideuH68vHHxo+AfUfunamQ1SY9i9uHa/Lrd/SxFB6Tl+OClNl7SXvwcWYavvZ8+n/suFjSevTHnoKvioPEeeh12ioece17+ty6oP+oaUx2zGmpO+fkzEZwdofNRHp8FbrwWr99Lds4u1atX5yf/o5V5mEWUBtPMLl0r7pExt0uXBNeHCDTtrf1VLRo5av60O8MSZpFr+rQKVAFQUxyVmJPbMbFrzmDja8/VT4rMWrV++xXPsjTHtYHwhKtYS+ExLehwlK6f2luYKjwjX1mJSutL1lLEyMaZeUpwy0/1CraukhEHA5Yf0vMPdFdwAdK7AUdPxUBdlSeqwul6rBz38NcMWs1k9L3iSGy6UqtXNf1ORL3rLqa1ysvvs+4SEwtKp6nV8rzT7kqAJnv5yJe83j6zTxun2iCvgkxC+3gupGT0JA8XiezwlzX1b2AmjyouETCi4Tu8qbVjb/rp91SEyF/Xzl1YO85p1JH+uJjfqdPbJCLXvuX5VwvYLYD/6+OeHRbdfej22MSbzw8/BpUW3T8vLR39H2Hynz6+RGy9LMSCygNh5xeDkMv6wVTuzs+Obf4c8B+nD15H7bO21McoQFw5eltf+091ioflvyn+vYGq3w7p+ny3659SG+ydNagYy1ewZMuE2rXYE3aRW4SG0FQOf2qiBU8YYK7kNPa2X6zE5VHL53idqJpKQLJ1Xp+NIZtd3r8PH1q2KnlRMbYoKZlbpcoDKU6wyFqkHBqgpwUnusu6bp/ysyFJo8q1aFSeFywbyX1b8cNFHR/af4V4N3TNaee28/eHR7yqXzu1yw6G2t1joj3ddX7gXlu6j12ultus7LF2reBU2fg4JVrn6utT/ArGf08wC1AGv9JjR6ImXGej3REZp8CA/Rz+nyQmkul3rMx7a1CiihdNBa94C3b9JeJ/S0JlPW/6TJBJ/sKmBYssm1H3PhBHxTWfs7Y+ucGGNSxl+DYMNwKNFY5wSHlwqDLnhNv59P7E1a5onxDAuojUf8eYeq7YJWY57Yo+Nvq6mwUpt3tGfQGJM8C9+CRW9qX9bDm268WvbeOTDvJa0OAuQsDK3egLr3uz/Un94OY3vA2d36IFDlVqWIxlYdLt0G2v1P/a5PrFdK731LU2e164++2s9buJZW3240rTml7JsLv3d3V7pu/ZYC/qQGRilh20T4I2YfbO/fofrtiX/sondg4Rs67viZgqyEVtN/7Qj75kC127RH/kYFH4Lpj6oIGqi/cvZ87n3Z+cpDqzfBP7f2z1/ehqblG9DmraufMyxI6eKrvnHvS+42TCvcqeXISvjrXvUYv1zFmxU0F6mt35d1P+r65i/r9y45PZ8v/gvDarq3P1S7TVkbeUol/LjY36Wi9VQsMD3WHjAmo4pdYHJ4Q5k2OkfkKKBJ5tPboMFj0PVrT4/SXI8F1CbNXTgBn9/kXlHo/BU0elx7HSffA9nza3XaP7dnx2lMRhYWpL3U4cFamSvbXh+IC1RO/gdil1Mp4PNf06ozQL4K0H+Ku2BWWJDSrPfMdD/Oy1cBfXS4+7qchbQyfWVP3JSw9Q+Y0E8pdINXQdE6Kf8ayXF5MF2uE/QYnryK3Slp7suw7AOlDA9aEX8Buiut+EwV2UGp6U2euf5jTmyE7+sALhi0Eko0SvpYD69QwLxnBpzcpOu8/VQ4r/FTeo/tnKIeyRdO6PaC1bR1KGcR1QXYMUnX3zkbynWI/3Wc0bDwTVjyrp6z359QuUfSx5sQlxOWf6qCYM4o9/W+OVWF3uXU5Txl3O3Hun577cr7iTHlfq1M5y0HPX5RxfTria1p4vCG+1enn98lYzILlwsm3alFJp/smmC+fCuLw0eLTteb+DKeZQG1SXOXr2xkzw9PHdSHudg91Ylp3WGMub7F7ylt7HIFq8Htk7WCl1zREdpTufhtFTbKURDumq3VNFBAsvJz3Va6jQpvzX1R+2hj1bwbmj2fcgW3YoWehm+rajXOU3UYws/Dik9VvbVofSjdWtW7/+ijYLpid1VJTg8p6M5o9RXeN0ep2PcshMCS8d/3352qKr3mW11OqF95fP66Dzb8opZdAxcnfn/42T0w62n3ajQADgWEXYde/R4KPw+rvlal9LAgXVeiidKVN47S+HMXU32Ba7WVcrnUE3b9T1oNvnt+wmnRSXHhpFal98zQ5Wq3QecvtCrl5aMsrSXvwaYxqkvg7a9V/RvpmX5kpVrGAdy7VAXcrufSWe1/Dz2Z/tvMGZORRUdosnXvbG03KdsBtv0BxERdxerDfcvST6aVuZoF1CZNRUdqb+f5Y7rc6k1oPURpob+00OzcM0eu3zvTGHN9LpdW5A4ugeNr9RV5Ub9ft01SAbEbcfFfGN1Zz5stD9wxQ/vAYh1ZqZXMw8t1OXdxrY4dWuy+T7H6UPs+pRtnz3tj4wEFKhtGKMh6YG3afgBxRqmV0cIhmkyIT3oKpmNdPAM/1leV7pyFoN9Ed59qZ5RWfVd/695HD9DsRU1+JqVoWshR+LqCVmD7/QlVel37vmFBCqS3TdDkTHSEgs1q/aBCN33gvF7hu7Agraav+FTve9DjDy2H80eun37ujIKxPVVZPHt+eGhD3L3NSeVy6b05+1lV4ffJpgytuoPj/zme3aMJgIrdoXiD5L+uM1q9bU+sh9oDtTqdGJMHwsaRyj55cH3y0syNMYkTcQFGtYOjq7QdqntMXYd/t+v2ch1Vm8R+D9MnC6hNmlr9rfa9gYLnpw+rJcCE25RKWmcw3PKjZ8doTGZ14YT2OB9dpTTsm7/TB+wb2V8dFgy/36xJMd+cavUUeVGp5sfW6D4+2VX4qvlLykbZO0t7QndOcae7evsrwKp5t9pz+WTTV67CiR9fnLTiFXGD+9TicmlCYfufsHUcnNun6/NVUKB0ciMcWKhJxEq3QJ/x6SuYjhV0QO+Nk5sUuHb4WCu9a793ZxY4vLS3t8GjCmiTU4F8/utKpc5XHrp9p6yGHPnh7F6tQO+eCsfXX135vHxnrTAnpxf3+WPaprBhBP+t+MQKKKFiefkq6rkrdY87oRsRCiNaqnZA7XuVpp9YF/+F88dVaCzsnCYG9s/XbUXrQo8RahWW2lYNhRmPadLrsZ2JKwC4Z6YyF3BoZSylVueNMdd28V8Y3lwp3zXv0uTX1xXcNR3KtFVQfXlBUJM+WEBt0kzwYaViRlzQ5YZPqAdqyBHt9XRFw0MbE7eHzxiTPJGXVKtg2x+6nKMAlGmnryK1lfabPV/SgqWIUFVx3jfnihscCkLavB1/y6LQ02oPsn64egzHJ285zdSXaXv9cYzupJS5av3Uvim17ZwCM55wF10DrWS2fhPqPeguNOZyaTIjV5H00bLrWiJCYcp97lZpsXIU1ORAvQdvfB9f+Hn4unzcFfzs+ZRefKVcRRTkNnlWq9I3+rM7vl77xU9uUlp17D7ly/lkg+r9NWlQrJ6ui02XdngpTbxg1Wu/RshRrapv+wMOL4vn+bPr9yGl+61fS/AhFSILD1Z6fINHrv+Y8PMwrLoe2+hJpaMbY9LG0dXwU0MdD1qh38fRHd2339RcW1A8UcjSXJsF1CZNuFzaH7J7WswVXvDkPn04m/+a9ouVagkDF3l0mMZkCS6nelUv+8jdJuhy/gHa99tjROLTsKPC1R4p4rxWoX2yK+06Mb2lY3sLrx+uvxER57XXOPIS/60o1hkMHT++diu9vbMVUHv5wmM7Uq4107Ws+kbBNC6tzFfoqqrmFbpl7IKKLpdaYS0coiJ2DR5VS6yUXFU/thaW/k81M2JX9L18dA6ocLPee/krpO4qTOQlVdY9sV4V6yt2h2Or3MXOQCvX9R9R27mJA7R9onJPbZe40vnjMOd5TRBdLkdBtRLzD1ABvjbvQr5yyRvzwcV6nYo3X79ntzMK/vla/48R57UiPnhV4goSTntU+8zzlNEEQmL6gxtjUk7s1qXiDRVU/94ddk9396q+5Weoc5+nR2kuZwG1SRObf1OrLByAy506FxWmit8XT2tfYdU+nh6pMVlHdITSv/fNVVrymV3uljoAxRvBXXM8FyCGh6gKdWwRrNzF4K65V/cRdkbDD/WUXt3oKej8eeqNyeWEOS+qYjRA3Qe0guebPfVe0xOc0WnTHik8BM7sVgp4fD2sU9OFE9pbHHJEVdf7/61CcquHqlJ8bCeK7PmV4r51HOCCTl8o6M9ZSKvra75Toc3wEN2/ZDOo2heq9r6xPdeXW/sDTH1Ir++XW6vo1W/TOTT4kDLAnFFatfLyhe0T3VkfxRvBraMTV4jw4GIY0UrHd82Fsu1SZvzGmMS7cEKp3hEXNLFdvIEyTVzRuj1PGW3fsFXq9MMCapPqLq+6C1rNeXyXPhzHtsoKKKFWWWmRAmeMubbIS9r7PK6n0nBLtYI7pmvV2VMOLoYpg9XfOl95rbRdvnIe+3fEPxCe2Ks9uakhPASmDFJKL0Db99QXOD2ncZuEHV+nPYtRl+KmN4eeUoG5Nd9ByOHEPVfxhmptFZsqnlKWfqge8KAtGrHn0uvJnk99puvcl7g6BJGX4Lta+j2zeibGeNayj9QdI1cReGyXjtcMc69Sd/8J6g7y9ChNLAuoTaqbdBdsGq1Zc2ekUt5avqoPpz83UeP6tu9Bi1c8PVJjTKxja2BkW6WLlu8MDR/X77C3HxSpde3U69QSelqricEHtVp4x3R3i6FfWqq1T/sPodkLqfP6JzbCH30VbHj5wC3DodZdqfNaJm1tm6iWZnB1KqUzSqmWBxYqPX3X38pS8A/Q6pHLqTY37T+IqdZ9AwX+ruRywbxXtO8bNHnT9l1NMK3/WWPKUUB9awNKav93dIS+chaCRk/o9itFhGqf/LoflfJeoom2KpzdrSJ0uYvBI9vSPmPAGOMWFa5aBmf3QLOXoMnTWrWOzYTJU1qBtq1Spw8WUJtUtW8e/NrefTmwFDy6HXCp3c6hJUqne2xH/Cd+Y4znHFqqfcmxLYdiZcsDHT6JWflKw9XZExtheFONp/HTUGeQ2oyEntR+7ftXp3xLEZdLgceMJyA6XIFLn7FQsmnKvo7xrEVva7+xt7/2LBatE//9Zj+nNlygPd+NnoKK3VK+PVt0hPpgbxypy+0/Ut/2G+Fy6Xv850v3h/L43D5F1c6NMZ61828Ye4v+vjyyVZN/817SxJ3LCd1/1ESe8TwLqE2qiQrTno+zu8Hhrb0ffcbrRP37LaoI7B+gaoUpnSJnjEkZBxcr2AgLUobJxTPuNkqlWsHN30OBSmk3nstXE32y6e9MoZpw99zr9yVOqgsnYeqDsPMvXa7QFXqOSr2UcuM5Lqfahu2aqv2JD6yNvyBf5CUVH1v3o4JegEo9VAMkpVaKwoJgfG+12HJ4q71dSnxoXv+LqriDivbVfQDKddDE2a6p+l2vPVCvZ4zxPJcLxnRW0c1KPTSZ+01ld2eJPKVj9lKn8ISeSToLqE2qWfgWLHpT1X6jLsFNLeDuefqgsOtv7aW+a7at9BiTkTij4J+vYMHrWin29leLqso90ub1oyNg7K2wZ5r7Op/sUKiagiJnlIKQ4g3VCqx062sH2i6nWpRsmwC7pgAOKNdRKe5hwTDjcfVD9vLVtpSmz6ZsSq9JXy6dU3G7oP1Kge4/5dr/38GHYcn/lHrtjFRKZvv3b3wMQQfht67aCuWXS4F6+c43/rwhR+Hbamqf1fotaPmavZeNyQhOb3MXJLtztmqbTLyd/4r83vwD1Lvf06M0FlCbVHFmt/Z+xM7g44AH1mhf5tQHtbI0YFriessaY9Kfc/th6gOqEO7whp4joOadKf86zmjt4w4P0Sz94nfds/M5CiooCD2Z8HMUqw+Ve+kr8CbYP0/7YndPU4XnhBSpDT1HQuGaKfLtmHTu+HrV9ogOd9f7SMi2Cdpbj0MTxGXbJ3z/hBxbo/Y4F05A7uI6Rxaplfzni+VyKW1011RNNN23zAqAGpORzHxKWzUKVoUHN8CIlnBkpW4LvAke322r1J5mAbVJcS6XmtDvmwu+uSDyAtR/WNVTv66oD8OdPofGT3l6pMaYG+GMgr/vV79MgK5DocEjKfPcoacUXBxddfVtuYpoRbD+g1ohP7lJrYO8fRUohJ+Hg4uUMhvbOihW7PaTWH651Ne3Sm+tRO+ZAXtm6vWbPqeVPPugkrWsH65q7l6+qvlxvb7Rfz8I637Q+/KhTcnberDzb606RV7U5M2AaSnXcmvTaBUH9faDB9frQ7kxJuO4dE4FyS6dgc5faZJ4+GXZnTd/D/Ue8Nz4jAXUJhXE9rGMLe2fPb/aZG2fBH8PhpyF1SIrs/VtNSYrcjlh5tOw6itdrjNIFfvzlk3+czqjYFR7BcWxvP0hoDg0eAzqP5T4vx8XTihY2TFJk3zOSO07q9BNe6LLtL26kJnLBbgsJTYrG90Z9s7SREu/CQnfN/KiKtCf3qb3VP+/E//ecbnU93rmk/pdKtcJ+o5XfZGUEHxYrbDCzlk3DWMysjXfw7SHVBT00R36m7F1nG4LKAlP7LHJX0+ygNqkuLE9YOcUd5us7j9CrXvgm0ram9bxU2jyjKdHaYxJKbHVgxe/o8sOb6h5h1aRC1ZJ+vPNegZWfq7V44GLoGA18PG/8XGGh2imP/Am6x1tEnZqiwJRl1PvwVItE77/yc0KqqPDE5+BFRUG0x6FDcN1uc5g6PZtyhU3O7gY/uinLRFF68HglZbqbUxG5YzW35gT66FqH3XaGFpZf0cAun2nrC3jGUmJQ22u3lzXvzsVTIOC6eIN1Vpn8xgF0zkLaXXJGJN5OBzQ5m24d6kKKLmiYeMo+LYq/NZN7fMSOx27+TcF06CK2kXrpkwwDVr1y1PKgmlzfYWqQ92YQj+znlFgnZDCNaDTZzqe8wIcX5fw/YMOwvDmCqYdXuqh3v2HlAmmXS5Y8Zn6yIeehEI1VNzMgmljMi4vb+gxXL/H2ybAsdXQ7EX37YvfUe9qk/6lWkD93nvv0bRpU3LkyEGePHlS62VMGpj/2mUXHNpT6XLCkvd0VZPnwDeHR4ZmjEllNzWDO2aoH3TlnoBDxb9+ba+Z9JFtlEo7tidsGnP144+shCkx7YGavwJVeqXh4I25Qpu3wS83HF8b//v1SvUf1vveGQkTboeIC/Hfb99cVRM/vlZbou6cBc1eSJmJnkvnVCRt9rOa2Kpxh/pq5y1z489tjPGsIrWV+QUw/VEtWAWU1OXzR2HDLx4bmkmCVAuoIyIi6Nu3Lw8//HBqvYRJZdGRqkK4PWavmW8OVf0tVh+2jIWze/TBoYH9FxuT6RWrD7dNUn/MBo+pRd6ZXXBgofal7vwLJt0JUx92dwLYOApGtFaLvXKdFMwY40k5C0GLmCrf816+doAcy+GAW35WMbGzu9V27XIuFyz9AEZ3UnGhovXU7/pGKoNf7sAi+K4mbJ+oVawu30CvX8EvZ8o8vzHG81q+pm1Qoaf0d6njp+7bFr4JkZc8NjSTSKm+h3rEiBE89dRTBAUFJfmxtofas+a/Dkve1XG2PPDwFhUQckar9+WZndD2f9DiZY8O0xjjAZfOwaElOtFHR2h/6vKPAReUbKa07lVf674Vu8Oto1OuKJMxNyIqDIZWgaADKjh2+1/XT50+uFjZGC4nNHpSW5/ylIbln6g4HkDt+6Db0KsL4iV3jIvegaXvAy7IVwF6/6aJLWNM5nN0NfzcWH9j+vwBq7/W3x2Aug/Azd/Z1qa0lpQ4NF3tvgkPDyc83L1ZICQkxIOjydqCDsKyj9yXuw1TMA2wdbyC6ez5oOFjnhmfMcazsueFSrfEva50K5g4AA4v0xdAy9eh9ZtWXdukHz7ZoPfv2o+8ezpMe0QtahL6sFqqpd7Li95S79jLeftBl6+1PzspH3jDgtVGLuQw1HtILXKy5VHNkllPq0YJKFDv8qUK+hljMqfiDaDpC7DsA/hrIPQcqS1T0RFq4Xf0H2j+MlTrZ4F1epSuPuK8//77BAYG/vdVsmRJTw8py5r3Ejhj0jYDb1L1QdDMWWzV38ZPg39uz4zPGJP+VOgK969S6ppfbug7QWneFkyb9KZEYwXVDi9Y96O7JkhCWr4ON/8Ate+FUq20z7FwLRi4WMFwUj7kRl5SMH1oiVbK570En5fQCtW4ngqmcxfX71CPny2YNiYraPsOlGkHkaGqmXD3Qi1eAZzcqL72c19MfEFQk3aSlPL90ksv8eGHHyZ4n+3bt1O5cuX/Licl5Tu+FeqSJUtayncaO7wchjdzX+7+I9SNKSq09Q+Y0A/8A+Gpg5At0DNjNMakXy6nKpNaX3qT3q0eBtMf0fEtw6HOvan/mtGRMP5W2DVV2yBavg6bfoWTm3S7tx80eVb9pS2QNiZruXQWfmqkOkU3tVDh33E9NPkX25mg0ZNq5Wcr1akr1VK+n332WQYOHJjgfcqWLZuUp4zD398ff/8U6qViksXlhBlPui+XbQ91Brlv+291+ikLpo0x8XN4WTBtMoYGD0PwIaVZ/j1YAW7V3qn3es4omDJIwbRPNug/FUq1UAB9YAHsnw+17oH8FVJvDMaY9Ct7Prh9ioLqQ0uUCXNTCx2XaKw08H++1MRc168tAyy9SFJAXbBgQQoWLJhaYzHpwKYxcHyNjv1yQfef3DNgOybDqc36wNHoyWs+hTHGGJNhtPsfXDwN63+Gif3B728o3yllX8Pl0jl03suqQeLwVjp3qRa63eGAMm31ZYzJ2gpWgT5jtS1ky29QICbx98g/2l6y9kdY8y3kKABt3vLsWI2kWlGyQ4cOcfbsWQ4dOkR0dDQbNmwAoHz58uTKZTlM6VHoaZj1lPtyx08hTykdu5ywKKblTcMnVJDIGGOMyegcDhUlCw+BbX/AuF5w12y4qXnyns8ZrRXos3sgOlzbH/bN1soSqN3kzd9BxW4p9z0YYzKXCl1hwHT48w74d4e2gkRHwNofoFJP2DlZmTW1B1pP+vQg1dpmDRw4kJEjR151/YIFC2jdunWinsPaZqUdlwvG94Edf+pymXZw1xz36vTqb9Vw3i83PLkfcuT33FiNMcaYlBYdAWN7wp4Z+vBa70H1rM5VOJGPj4TNY2DJ/9Sz+kq+OaDxM9D0OdsyZYxJnOBD8Ec/Vfm+XK6icOG4qn73GeeZsWV2SYlDU70P9Y2wgDrtbBoDk+7UsW9OeHSbqnsDhBxVz86I82oNYq2yjDHGZEaRF2HC7bDrb132zaEtTgkVCAsLhg0jtK8xttVV9nxQvjP4ZAdvfwXlde+H3EXT5NswxmQi0REweSBs+R1yFobQU8Bl0dt9y6BkU0+NLvOygNokyeUBM6gtSL373beP66W9XyUaw71LwcvbI8M0xhhj0sS+eTD/FTi6SpfzVYBbR0Pxhu77nNwMa4bBxlFqcwOQo6BWoOs/bG0ljTEpJywIvqmkYLrm3bBplPu24g1h0AorUJbSLKA2ieZywejO2t8Fqup952x3qvf2SWrv4eUDD6yDwjU8N1ZjjDEmrbhcsPMvmPE4hBxRIbGWr2vL04YRcHyt+74Fq0KDR1Wh2y+nx4ZsjMnENo6Cyfcoc6Zid9g6zt1O69YxUGOAp0eYuaRa2yyT+Wz61R1M++aEW352B9NhwTAjJr276QsWTBtjjMk6HA6o3BNKtYJpD+vD66I33bd7+UKlWxRIl25tPWGNMamr5l2w7ie10Iq4oK0ll87qtrkv6e+Vbw6PDjHLsuSALOziGZh5WfurTp+7901HR8KE2+D8MaW6tXrdM2M0xhhjPCl7Xuj9O/QarZTuIrWh85fw7DHoNwHKtLFg2hiT+hwO6PatsmV2T4Mad8beACGHYcXnHh1elmYBdRY2+1ntyQAo2xHqDtaxywlT7oO9szTTdeto8MnmsWEaY4wxHuVwQM074LmT8OB6aPSEesAaY0xaKlQdGj+l491TY+o6xGzeXfo+nD/uqZFlbRZQZ1EHl8DGmK5m2fJAr5HuGfY5L8Cm0do33W9i3CIsxhhjTFZlK9HGGE9rNQRyF4dz+6BIHf6L5iJDYYFllHqEBdRZUHSEGsXHuvU3yFVExys+gxWf6viW4Wr7YYwxxhhjjPE8/9zapgkqkFj3ss4864fDiQ2eGFXWZgF1FhMdqV52IYd1uf7DUKGLjvfOhjnP67j9R1DrLo8M0RhjjDHGGHMNVftA2Q4QHQ7BByB/5ZgbXNrSmX57OGVOFlBnIaGnYFQ7NYYHyFPaPcN1bj9MuF37p+sMhmbPe2yYxhhjjDHGmGtwOKDrN+Dtp5pHtQcCMVtS9s+HreM9ObqsxwLqLOL4evixgUrtg34BB0wHH3+IvAjjekHYOe2X7vqNZ8dqjDHGGGOMubb8FdXWFmD1UBVLjPX3/XB2r2fGlRVZQJ0FnNoKI9tA8CH+m71q9z4UrKKUkL8fgJMbIWchFSHz8ffocI0xxhhjjDHX0eIVyFNGWzkd3pCvoq6POA8T+kFUmGfHl1VYQJ3JXTgJv3WD8GDwDwBccFMLaBTTf3rJe7B5jH4J+4yHgBIeHa4xxhhjjDEmEXyzQ5evdLzqK2jzNnj56vLxdTD7Oc+NLSuxgDoTi7wIY2+B4IPqlxkeor7SPX4BL2/YOMpdXr/L11C6lWfHa4wxxhhjjEm8ijdD5Z7gjFLqd5ev3betHgpbxnlsaFmGBdSZlMsJk+6Go6vANydcOqfrO3wM+crBvnkwZZCua/oCNHjYc2M1xhhjjDHGJE/nL7VodmiJ6iTVutt9218D4chKjw0tS7CAOpNa8x1snwgOLzV6d0Xrl6v+Q3BqC4y/VTNZ1W6D9u97erTGGGOMMcaY5Ai8CVoN0fHcF6DNu1Cwui5HhcFvN8OZXZ4bX2ZnAXUmdPEMzHtVxy6n/m36vFK9w4JhbA+lf5dqCT1HKOg2xhhjjDHGZEyNn4aC1eDivypI1msU+AXotktnYHRn1VYyKc9CqUxo/qsQHuS+3PEz6PCRjifdCef2QWAp6Pcn+GTzyBCNMcYYY4wxKcTbF3r/DtnyKsV71tPQ8xf37UH74febrfJ3arCAOpM5ugrWfq9jhxfcOgaaPK3Li96B3dMVRN/2J+TI77lxGmOMMcYYY1JO4Rpw12x19jm4CNb+oPTvWMfWwPzXPTe+zMoC6kwkIlTpHKBg+rZJUGOALu+aBove0nG376BoXc+M0RhjjDHGGJM6itWHAdNVpGzvLLXPqtbPffuKT+HQUs+NLzOygDqTcEbD8KYQFlPNu9evUOkWtc6a9wqM6wW4oP7DUPsejw7VGGOMMcYYk0puaga3T1HF7x1/Qo6CCrQBcMHYXhB+3qNDzFQsoM4kJt8DJzfpuM5grUzvmgrfVoOl74MzEqrcCp2/8OgwjTHGGGOMMamsbDvoOVLHq4dC1X5QuZcuX/oXfqwPkZc8N77MxALqTGDxe7B5jI4L14K698OvHeD37hB0AAJKwm2Tod9EzVQZY4wxxhhjMrfqt0O7D3Q890WoeRfUfVCXz+yCn5takbKUYAF1Brf5d1jwmo5zF4eCVeHnRrBvLnj5ql3Wo9ugcg/PjtMYY4wxxhiTtpq9APUeAlzw5wCoOQAqxcQFJzfAiNYQHenBAWYCFlBnYEfXqA0WgG9O7YXY8rsu1xgAj+1Uuyy/XJ4bozHGGGOMMcYzHA7o+jVU7K7V6N+6QZPnoERT3X70H2W2OqM9O86MzALqDOrSORjZBlxOVfSODIWIECjWAO5fo3ZZect4epTGGGOMMcYYT/Lygb7joUxbiLgAY7urrlLxRrr94CIY0wWcUR4dZoZlAXUG5HLCz40h8oL7Mii9+76lUKye58ZmjDHGGGOMSV98ssHtf0HJZhAWBL91hW7DoGhM3LBvDozpClHhHh1mhmQBdQY0sb8KCcTKURDumKH0bis6ZowxxhhjjLmSXy4YME0ttC7+q1Tvrt9AwWq6fd8crVRHhHp2nBmNBdQZgMullljLP4XhLWDrePdtecvB4H+gfGfPjc8YY4wxxhiT/mULhDtnaZvopTMwuhO0+x9kz6/bDyyAUe3gxEbPjjMjcbhcLpenB3EtISEhBAYGEhwcTEBAgKeH4xGRF+H3W2D/vKtvK1QD7poNuYqk/biMMcYYY4wxGVP4ebXYPbgIfLIrqJ7zfNx91OU6QbMXoXRrFTfLSpISh9oKdToWHQl/9FMw7e2vN3us4o3g3sUWTBtjjDHGGGOSxj833DEdyneBqEsw72Vo9GTMjQ597Z0Fo9rCmM4QfMiTo03fLKBOp1xOmDIIdk9TMJ2riN7sAIVrwd3zIFsejw7RGGOMMcYYk0H55oDbJ0PFm9VSa93PUPlWwKWv4o3Byw/2zoZvq8Oa77UV1cRlAXU65HLB7Odg06+AA/xyQvBB3ZanNNw9V9cZY4wxxhhjTHJ5+0GfcVCiMYQHwdFVUPd+3XZ0JVTtDSWaQMR5mPYQ/Noezu336JDTHQuo0xmXC2Y/Dys/j70CLp3VYfb8cM8CyFHAY8MzxhhjjDHGZCK+OaD/VMhfCc4fgcPLofkrgAO2/A7Z80G7D7T9dP98GFYDVg11t+7N6iygTmemPQIrP736+uz5leadp3SaD8kYY4wxxhiTieXIr+rfuYrC6a2w/CMo11n9q3dPg+0T4Z75UKolRIbCjMdgZNu4rXyzKqvynU5ER8KI1nBkedzrSzaDOoOgWl/1jjPGGGOMMcaY1HBuH8x8Cnb9rcu+ObUSHXUJ8pRRH+v982DuSwqsvf2h5WvQ7AWlj2cWSYlDLaD2sLN7Yd1PsPILiA5zX19roN6YBat4amTGGGOMMcaYrGj/fJj9LJzYEPd6/wC4e77SwKc9rErgAAWqQNt31WorM9R6soA6AzizC2Y9Dbunx70+d3EY/A8EFPfMuIwxxhhjjDHGGQ3b/4Q1w+DAAvf1PtngrjnKpN0yFmY9BaGn3LeV7QCVboFyHSHwprjPd3qbWnBV7Jam30qSWUCdjkVegiX/076E6Ii4t+UuDk8fAoftbDfGGGOMMcakE//ugAVDYNt4XfbygwFToVwHFVBe+gFs+wOCDsR9XP6KCryD9sOxNRBxAfxyw4vnwMs7zb+NRLOAOp2JuAAHl2i/wbYJ7hZYZdrpjRUeDF4+8PhuKzpmjDHGGGOMSX9cLpj1LPwT043I4a1CZmXbuW8/tRl2/AV7ZqgFlys67nP45YJiDaDv+PTduSgpcahPag3iwIEDvPPOO8yfP58TJ05QrFgx7rzzTl599VX8/DLRjnWUCrF3Nlw6AxfP6N+IUK1AR4dr1sYZ5b5/QAno+JlaY4UH67qbv7dg2hhjjDHGGJM+ORzQ6VPIFgCL3lKwPPYWeGyXtqs6HFC4pr5avQ5hQbB/gRYQ85ZRr+sCVdL3ynRypFpAvWPHDpxOJ99//z3ly5dny5Yt3H///YSGhvLJJ5+k1st6xKFlsPb7hO+Tp7RWpMu0056CaY/AkRW6reItUOe+VB+mMcYYY4wxxiSbwwGt31Tv6rkvQuRF+KEuPHkAfLPHvW+2PFCll74yszRN+f74448ZNmwY+/bti/f28PBwwsPD/7scEhJCyZIl033K997ZaoCePb9SF3LkVzqDt5++suWFwJLu+895UXuoQfumH90O/rk9M3ZjjDHGGGOMSaplHymoBrXUemiDqoBnBuki5Ts+wcHB5MuX75q3v//++7z11ltpOKKUUa6jvhJj6YeXBdPF4MF1FkwbY4wxxhhjMpZmL8DFf2H5xyo69mE+yFMK8leC4g2hfBfFOdnyKO7JrNJshXrPnj3Uq1ePTz75hPvvvz/e+2TUFeprcUbBxl9h82gIOgQXT7v3TOcsopXp7Hk8OkRjjDHGGGOMSbaxPWHnXwnfp3xn1Yy6vI1WepaqVb5feuklPvzwwwTvs337dipXrvzf5aNHj9KqVStat27NTz/9lOjXyihVvsOCITwEcIHLCVFhsGUcrPwCwoOuvn+OgqronS0wjQdqjDHGGGOMMSko8iIsfFNVvUNPqUBz6GkgNsp06Ng3J7R5Gxo8At7+2o+dXqVqQH369GnOnDmT4H3Kli37XyXvY8eO0bp1axo3bsyIESPw8kp8k+WMElCP6QZ7pl/79uz5oXANKFAVijeAmndlvup2xhhjjDHGGANwdg/8dS8cWhr/7U8eUHp4epWqe6gLFixIwYIFE3Xfo0eP0qZNG+rVq8cvv/ySpGA6I7lwIv7rfbJB2/9BoycsgDbGGGOMMcZkDfnKwz0LlbG77EO1Fsbpvj1bHs+MKzWk2h7qo0eP0rp1a0qVKsXIkSPx9nZHlEWKFEnUc2SUFeojK/V1bp++gg5AkdrQ/gP1nDbGGGOMMcaYrMwZDWd2QfAhKN/J06NJWLqo8j1nzhz27NnDnj17KFEiblSZhp260kSJxvoyxhhjjDHGGHM1L28oWEVfmUmq5WAPHDgQl8sV75cxxhhjjDHGGJPRZc5NzcYYY4wxxhhjTCqzgNoYY4wxxhhjjEkGC6iNMcYYY4wxxphksIDaGGOMMcYYY4xJBguojTHGGGOMMcaYZEi1tlkpIbYieEhIiIdHYowxxhhjjDEmK4iNPxPToSpdB9Tnz58HoGTJkh4eiTHGGGOMMcaYrOT8+fMEBgYmeB+HKx03hnY6nRw7dozcuXPjcDg8PZxrCgkJoWTJkhw+fJiAgABPD8eYeNn71KR39h416Z29R016Z+9Rk95llPeoy+Xi/PnzFCtWDC+vhHdJp+sVai8vL0qUKOHpYSRaQEBAun5jGAP2PjXpn71HTXpn71GT3tl71KR3GeE9er2V6VhWlMwYY4wxxhhjjEkGC6iNMcYYY4wxxphksIA6Bfj7+zNkyBD8/f09PRRjrsnepya9s/eoSe/sPWrSO3uPmvQuM75H03VRMmOMMcYYY4wxJr2yFWpjjDHGGGOMMSYZLKA2xhhjjDHGGGOSwQJqY4wxxhhjjDEmGSygNsYYY4wxxhhjksECamOMMcYYY4wxJhksoDbGGGOMMcYYY5LBAmpjjDHGGGOMMSYZLKA2xhhjjDHGGGOSwQJqY4wxxhhjjDEmGSygNsYYY4wxxhhjksECamOMMcYYY4wxJhksoDbGGGOMMcYYY5LBAmpjjDHGGGOMMSYZLKA2xhhjjDHGGGOSwQJqY4wxxhhjjDEmGSygNsYYY4wxxhhjksECamOMMcYYY4wxJhksoDbGGGOMMcYYY5LBAmpjjDHGGGOMMSYZLKA2xhhjjDHGGGOSwQJqY4wxxhhjjDEmGSygNsYYY4wxxhhjksECamOMMcYYY4wxJhksoDbGGGOMMcYYY5LBAmpjjDHGGGOMMSYZLKA2xhhjjDHGGGOSwQJqY4wxxhhjjDEmGSygNsYYY4wxxhhjksECamOMMcYYY4wxJhksoDbGGGOMMcYYY5LBAmpjjDHGGGOMMSYZLKA2xhhjjDHGGGOSwQJqY4wxxhhjjDEmGXw8PYCEOJ1Ojh07Ru7cuXE4HJ4ejjHGGGOMMcaYTM7lcnH+/HmKFSuGl1fCa9DpOqA+duwYJUuW9PQwjDHGGGOMMcZkMYcPH6ZEiRIJ3iddB9S5c+cG9I0EBAR4eDTGGGOMMcYYYzK7kJAQSpYs+V88mpB0HVDHpnkHBARYQG2MMcYYY4wxJs0kZtuxFSUzxhhjjDHGGGOSwQJqY4wxxhhjjDEmGSygNsYYY4wxxhhjkiFd76E2xhhjjDHGmMzG6XQSERHh6WFkWb6+vnh7e6fIc1lAbYwxxhhjjDFpJCIigv379+N0Oj09lCwtT548FClSJFGFxxJiAbUxJtGicXKYc+ziJPv5l2z4Up3iVKUI2fHz9PCMMcYYY9I1l8vF8ePH8fb2pmTJknh52Q7ctOZyubh48SKnTp0CoGjRojf0fBZQG2MSdIkI9nCaXZxiL6cIIyrO7Qc5ywy2UInCdKAKecjhoZEaY4wxKSeEMPZympz4UZ5CeHFjq1jGAERFRXHx4kWKFStGjhz2mclTsmfPDsCpU6coVKjQDaV/W0BtjIkjlHAOcIbdnOIw5zjHxTi3++JNEQK4iXy4cLGHU5ziAts5wV7+pQvVqElxHPbBwxhjTAZzhgvs4CQ7OMFRgv67Pi85aEQZalMCv2t8fHbhIoIojhHMAc4ADiKIIpxIbiIftShh50ZDdHQ0AH5+ltnnabETGpGRkRZQG2OSJoQwwokkP7n+m3Hfx2lms51TnE/wsZFEc5hzHOYcAD54UZBchBLBRSL4i40sZQ9NKUvly1LBnTg5zQVCCKMkecmGb+p+k8YYY0winOMiGzjMDk5wmgtxbitGHs4SyjkuMpOtzGIrXjFNcmJD49ggOYpoXNd4jQ0cYTl76UhVylKQcCLZwUkO8X/2/jtIzus8EPWfnpxnEAcY5JxzDsyZkihSFJVISqRMyZYl+2rt9d511b1re+u6fG95vfd3vZaTIkVRJBVIihLFnJFzznEQB4PJOXX//phGG4MZJBKDGQDnqUIVp/v7uk8Pgf6+95z3vG+5AXKMM1B/OSHgvoF80n27wSd3pf4fhIA6CG4gNRrtUeJ127WJSRKRI12rqHodK02mS1EgU385MqVJjl/k6zWr1axOk3J1WuOB8tnK1PmtrX5rq36yZUlzUrUW7bOySSLGGGCywSYZdN7Z/iAIgiDoTiWqPW1lYjtTkoiR+plokAkK5crQrNVmR61yUIV6bS5eSCpCp+D6tDo/t1ayiKhYh+fftku+TOMMMNZAo/SX6spUIA6CoHuFu9gguM6Vq7PREdscV6Whw3NRMdUaEz9nSjXPSIuMln4JXw9RMeXqnFKjUr0WbSrU269UXTxAL1OnTB1IkyJbmgr19jplr1Pes9uDZhqp3xX81EEQBEFwYeXqPGuNRq0GybPQKOMUyjwngypNivEKrXbwgq/XX7ZphphpmBzpKtQ7rspxlUpUO6ZSs7bEOnY/WSYYpESNQ8pUabBOsXWKJUsyWn+3GKdIQXf9CoLgiotEIl566SUPPvhgTw/lqgkBdRBch2Ji9jhltYPxfVydzTZcTFSVRm2iFhltvMLLep8kEf3l6C+n03PHVFpmnz1KErPwwxS41QQpInYqsdlRVRr81CqLjXGb8ZKFapdBEARB96rR6GdWq9WkUK7HLewUSJ9Rrs4zVqvSIFu6EfoqkKWPLAUy9ZElX2an61df2frKNlVR4rFdTnrddtUaNYuaa4QCWZq1OqTMPqfsVapKQ2LieY7hbjNBVuimEfSwkydP+tu//VuvvvqqY8eOGThwoJkzZ/rud7/rjjvu6OnhefHFF/3rv/6r9evXKy8vt3HjRjNnzuz29w0BdRBcZw4p845dHYqpjDHALEN9aJ9Tasw23KdN69ZxDFHgi+aq0mCZfTY6Yr/T9jsNsqTJkmaQPCdVW2G/LY5KlaxNVETEJIMsMUa29G4daxAEQXD9atXmQ/vscFyyJOlSVGtUrVEfWR41/7zB9Ck1icC7r2yPWyBf5scey0SDDNfX01YqVesZqz1ugQJZxis0XqGYmFK1lttvq2PWK7bDCfeZYqohH/u9g+CTOHTokCVLligoKPD3f//3pk2bpqWlxRtvvOHb3/62Xbt29fQQ1dXVWbp0qS984Qu+8Y1vXLX3DQF1EFwnTqnxlp32K0V7Ne55RppruAJZ1it2So10KW4z/qqNK1+mT5lmkdE+sMd2J0TF1MeLmLUfk6FRq1pNHc5d5aD1is030mKjQ6/rIAiC4LIcVeEVW5w+p9YH5Er3mAVyZHR6LiZmi2Net12TVoVyPWqBnCswwZslzWMW+LEVKtT7ng/MM8JSY2VJExExUK6HzDTbcK/Z5pQaL9rkhGp3mBhaeAVX3R//8R+LRCLWrFkjOzs78fiUKVN8/etfP+95//v//r976aWXHD161KBBgzz66KP+23/7b1JT2yexNm/e7Lvf/a5169aJRCLGjRvn3/7t38ydO9fhw4d95zvfsWzZMs3NzUaOHOnv//7v3X///V2+1+OPP4724P9qCgF1EFzjGrT4wB5rHRaLFxqbbbibjJUbv0mo0+Q9u8EtxvfIim9f2R4yy4NmxgubNTmp2lt2qtIoghmGmqpIplTVGn1knxOqLLffDid801LpoTp4EARBcBEt2rxnt9UOiiFburtMlBMvMtaizWj9u7weVmnwO1sTE9RD9fFl8867iv1x5MrwVQv9xmaHlVvloI2OWGyMBUYminWO0Nc3LfW+PZbZb6UDStX4nFmhW8Z1IiaWKNp6taVKvqTK8uXl5V5//XV/+7d/2yGYPqOgoOC85+bm5vrJT36iqKjI1q1bfeMb35Cbm+u//Jf/Ah599FGzZs3yL//yL5KTk23atCkRbH/729/W3Nzsww8/lJ2dbceOHXJyOm8z7GkhoA6Ca9huJ71iiwYtYIJCd5mkr/YvuyatVjtopQOatOovxzwjenLIIiKypcuWrlCesQb4na12x/dU73LSHCMsMNJTltijxGu2q1DvHbvc382p6kEQBMG1rVi5V2xRHi+IOc0Q95p80SynNlFrHPKBvZq1SpbkFuMsNjrRKuuMRi2KlWuJlxiLicmRbpg+Ui6xOneBLF+10D6l3rVbiWrv2W2tQ242zizDJEuSJMntJhoozys226fUP3pPvkzZ0uTJsMAohfI+1u8r6Fkt2vzf3uiR9/6v7rmkTiv79u0Ti8VMnDjxst/j//g//o/Ef48cOdJ//s//2fPPP58IqIuLi/3FX/xF4rXHjRuXOL64uNjDDz9s2rT2e7/Ro0df9vtfDSGgDoJr1AbFXrVVDAPkuMcUo/VH+4V9ncPetycRbA+U60Eze13Rr2zpHjLTh/ba6rgajVbYb5UD7jHZvPhM/TNWW6fYZEWhIngQBEHQSas279hltUNoT+n+lGkXLbgZE7NbibfsVKEe7avS95uiQYudTsaLa8ZUabTPKUdUiHbRdTpVspH6GWOAsQYkJrjPJyJinIHGGmCb496zW6UGv7fNcvsN08dAuQbINd5AT1jsF9ap1qgxfn2HrY6700TzjQy9rIMrLhY7X4f1i3vhhRf84z/+o/3796utrdXa2iov7z8mf/7sz/7MU0895ZlnnnHnnXd65JFHjBkzBvzpn/6pb33rW95880133nmnhx9+2PTp0z/x57nSQkAdBNeYmJiP7PO+PWCWYe43NREoV6j3SjyFDPrJdovxphjcoxfZJq0OOe2E6kRqekx7NfDDyrTG+3oWyJQmxSk1XrNdsiSzDTfbcBsU+50t/tDNoT9nEARBkBAT81tbbHUczDTU3SZfNC26TpOXbU6kd2dLN0Z/jVr82MoLpuL2ky1HeuLaelqtWk2J6tzQV5YxBhhjgJH6nXc1sEK9Jq3uMEGdZh/Zp0pDh3aX2dLcYrw/drPT6tVrUq/Zdifsdcobdtiv1GfNCMU8ryGpkv1X9/TYe1+KcePGiUQil114bOXKlR599FF/8zd/45577pGfn+/555/3D//wD4lj/vqv/9pXvvIVr776qtdee81f/dVfef755z300EOeeuop99xzj1dffdWbb77p7/7u7/zDP/yDP/mTP7mscXS3SOyTTDl0s+rqavn5+aqqqjrMZATBjSom5k07ErPvS41xmwkiIqJi1jvsbbu0aJMq2R0mmmt4p1S1T6pOkzUOyZWRSEnrSpuoDYptd8LR88zmn5EnQ5NWTVrRvuf67HS9sQZ42041miwy2l0mXdHPFARBEFy7VtjvbbtERHzBbBMMuug5R1T4lQ1qNEqRZJ6RipV36JKRI10/2YmgOV2K0foba6A+sjq8XkxMiRr7lXa5ip0syXB9DVEggqiYJq0OOJ243sFgeW4xXgylapSqUawiEVwPkONuk40xIPG+6xz2pp3aRPWT7RuWXlIqb3D1NTY2OnjwoFGjRsnI6FwQr7e67777bN261e7duzvto66srEzsoz67D/U//MM/+Od//mf79+9PHPvUU0/51a9+pbKyssv3+fKXv6yurs4rr7zS6bm//Mu/9Oqrr9qyZcsFx3ro0CGjRo26aNusC/2/uJw4NPxLC4JryAf2JoLpe0y2wCgxMXud8radSuNVTIfr67NmdLrYf1LN8T3Zyx3QHA98VzvoTpOMNzBxw9HeB7vEW3Z1uEnoI8sIfaVIFhMT0z7DP9YA/eWo1+w9e2xQ3OG8rY7Z6liiqulKB4zSz1gDr+jnC4IgCHq/Bi2SRRIB4z6nvK195exeky8aTDdrtV6xd+wSFdNPtk+b5g07nFQtXYpFRhtnoEHyLjm7KyJikDyD5FlijCYt8d7SpfbFe0sfdNrBePvIsyWJGKqPk6qdUO1564zQN1FcdJgChXIdVq5UrWet8bBZpigSETHPSMP19XNrlanztp2h5khwRX3ve9+zZMkS8+fP99//+383ffp0ra2t3nrrLf/yL/9i586dnc4ZN26c4uJizz//vHnz5nn11Ve99NJLiecbGhr8xV/8hc9//vNGjRrl6NGj1q5d6+GHHwbf/e533XfffcaPH6+iosJ7771n0qTzL6iUl5crLi52/Hh7psru3e0FeQcNGmTQoItPsn1cIaAOgmvEWod8aC+431RzjVAaT4s+pAxkSHWr8eYZcUXTu6OiNjnqfXsSra0K5anVqEydF6xTJF+2dMkiajQlZvizpVtitPEKL7qXLFu6T5tmjuE2Ktak1VEVKuKz8mfP9P/cWkPkm2CQKYqu+ORBEARB0PscV+VpK7WJGqLACP2sjU80zzLM3PMU3mzRZocTdjlpv9LENqPJBrvVOL+w3ml18ZZW8w2S/4nHmi7VBINMMEhMTJk6+5QqVysiIklEkiRDFRitv3Sp6jT50F7rFSe2bp0rWZI2US/ZJCJissFovy5/1gw/i9ccGa8wTDwHV8zo0aNt2LDB3/7t3/rzP/9zJ06cMGDAAHPmzPEv//IvXZ7zwAMP+E//6T/5zne+o6mpyac+9Sn/5//5f/rrv/5rkJycrKyszFe/+lUlJSX69+/vc5/7nL/5m78BbW1tvv3tbzt69Ki8vDz33nuv//f//X/PO8ZXXnnFk08+mfj5S1/6Evirv/qrxHt2h5DyHQTXgO2O+7WN4Bbj3GK8LY561TYt2iRLssBIS4y9pLYeUTEnVDnotANOK1GdCFUj2guYjTXQOAMT1bXP9PAskOl2E0xRpFmrj+y32kFt8ZuTM5IlWWiUpcZK/wRzd1Exr9lmvWK0p4JXqI+vb/+H4fqaYajJBn+i9wuCIAh6p2at/t2yDhlMZwzTx1ct7HILUq1GP7fWSdWJxwpkWmS0XBletU2dJnkyPGaB/nq+LU978H0qca1rFXVUpUNOaz5nX3cfWcYrNFp/I/T1rt3WOCRHuj9ys6yLVDcPrq5rNeX7enSlUr5DQB0EvUyzVm/aYbsTWkXFxBIrs3MMd7dJ3rDThniAOUp/nzFNwSWs0EZFbXbUB/aq1nhZ48qU6ibjzDW8U0uQKg0OKdMmmhjrWAMuaUyXaoNir9muTVSOdLWaRFCkoMN+t2xpHrfQQLlX7L2DIAiCnvdbW2x0RK4MXzLXCVUOOK1Fm8+YJkfn4KRMnWetVqlBljRzjTDRIPkyvGmnzY6ifV/yV8yXL/Nqf6zL0hYPrPcqsdbhTkXTkiUZZ6AS1SrUG62/IgUq1KnVZIoicwwPlcB7UAioe4+whzoIrkMnVPm1jV3Ovk83xAKj/NjKxCz7zca52bjE3uKzVWlwQpUkESmS1Wr0kX3K4q+dLsVI/YzS3zB9EpUeW0UVK7fPKQeViWCBUZYYc95qqfkyzTD0Cv0WujbbcAPl+qX1auJp52cKtnzeLOXqbVCsUoNnrPaEhfr1glWGIAiC4JPb6YSNjoCHzDRYvsHyzTb8vOccU+k5a9Vr1keWR83XV7Zi5f7NR4mJ5cVGu9X4S+4f3ZOSJRmhrxH6WmyMH1quQr0saYktV7ucTBx/IJ6JdsZh5fY65V5TtIlqFdUmKl1Kr1iZD4JrUVihDoJeICZmtYPejhdIyZPh06YbIEdERIokh5V5xRZNWmVINd9IMTHVGg3X1wSFsqSp0WiZfdYr7rKqdqZUS401z4iL3jy0aBOhV91k1Gu2yRFbHVOiBu03GH/oJtnS/NRqJarlyfCERVd0lTwIgiC4+qo0+DcfadRiiTHuMPGi5xxW7jlrNGszWJ4vmy9bmlXxa21MTF9ZPmuGYfpehU/RPcrV+YFlGrWabZg5RnjfnkTbLtorlQ+UK0e6rY532jJ1xnwj3WNyWL3uZmGFuvcIKd9BcJ2o0+Q3NtsX74E5UaHPmC4zvuepRZt37bbaQZAmudP+Kdqriw5V4ISqRLGVgXITxUtiYiYaZJHRF+3Lea040yaF9l6f37BUq6inrXJarQKZPm26kfp1uYofBEEQ9G4t2jxtpeOqFMn3pMXnbdV4xiFlnrNWizYj9fNFc7Vq86qtdikBUxX5tGnXRWupvU55zlrwGdPMMtxh5d62s8OWqK6kSJIZn4yHGYb6jGlXvN1m8B9CQN17hJTvILgO7FfqZZvVaZIiyd0mJ/Y2xcTsdNJbdiZ6T54JppNEDJRrkDzZ0u1TqkS1IyrAUAVuM8Eo/Xvy43W7RUbb7KhStcrVe9lmXzDH4xb4iZUq1PuZ1XJlmKrIXCNCNfAgCIJrREzMyzY5rkqmVJ8z66LB9EGnPWetVlGj9DPLMC/bZK9TomKSJbnnrGvt9WCcgW413vv2+L3tKtQ7rkqJahHt1b8zpKpQr78co/VzUo2tjmkV1arNbMNscMRmRzVpdbOxTqtTqkYMo+Pbwy72+w8uXS9e07xhXKn/B2GFOgh6yAbFfmcr2ouhPGx2opBWqRqv2qY43jIjS5pmrVpF9Zfty+Z3CgzL1TngtD6yjNb/urlRuJizZ+bhJmPdYrxaTT6y13bHNcZ7ZqdK9ilTTe/m/d5BEATBJ/eOXZbbL0nE4xYYod8Fj9/phJds0ipqoFz1mtRqTjxfJN/9pipS0M0jv/piYl6w3p74CnxXhuvrXlMM0n5PfUSFV211Kr59qkCmao1dbhejvfbKGAPcanzYb/0JtLS02Ldvn6KiIvn5n7w9W/DxlZWVOXXqlPHjx0tO7ri9MaR8B0Evd9Bpz1ojKmaWYe41JVEUrFK9H1qhTpMkEfkyVahH+8Xwi+Yk0sGD9puIp61KTD7QflMwxwizDJMm2V6nrHYoccxMQ91nauJ3HgRBEPQeUVHrHPa6HeCzZlyw8GVUzHt2W24/Om6NypFuuiGmG3rdd39o1OK3toiKGaWfkfEstZUO2OqYqJhsaZ6yNFHNvE3USgcss19zfPI5SUSyiEL5BsjRKmq/UvXxyYls6b5mYQiqP6ZYLKa4uFhLS4uioiJJSWHV/2qLxWLq6+udOnVKQUGBwYMHdzomBNRB0IuVqfNDyzVqMU2RB81MrCY3avFDyxOVuM82VZEHTO9VBcJ6iyPK/dhKkCYlcVOQIsnDZpugUFTMR/b5wB6032SlSdEmKknELcaFlesgCIIeVKvRBkdsUJyowL3UWLebcN5z6jR50SYHz6pkDRlS3GTcJRXgvBFUa/SctUpUGyTPExZ12D/eoNkqB612SLNWyZI8ar6R8ayAqJjjKv3eNidVy4kH1aGbxsfT3Nzs4MGDotFoTw/lhlZQUGDQoEEikc5ZnSGgDoJe6uyAeYgCX7MwcaFvE/UTKzsUEBmmjwkKTVAYLloX8bx19igxzkATDLROsZOqZUjxh25OzMYfdNpLNqmNt946IxJPKRx5kZTCIAiC4Mo7rtLTViX6KmdKNd8oNxvbaQtTVMxBp21yxC4l2kQTBThhruFuMyFkc52jPQNuuTrNJhnk82Z3+t02aPayzfY6JU2Kr1losP9IS67X7KdWOaVGrnRfs0hf2Vf7o1wXotGo5ubmix8YdIvU1NROad5nCwF1EPRCMTHPW2evU/JkeMoSOdorCrZq8zNrOuyZ/qI513Qrj6vtlBr/6kO0p6PNMsxeJUrUGKGvxy1MVPpu0uK4KkmSpEiy2kHbHJclzVOWhFZbQRAEV9nPrHbAaYVyLTLaZIO7XFmu05To5HDGADmqNGjWZqahPmP6DVNH5HIdUe6nVmsTdZOxbuti9b9Fm2fj9yRZ0jxpUYdJ/TpNfmqVUrXyZPi6xfLik9ZBcL24nDi0W5P2P/zwQ5/5zGcUFRWJRCJefvnl7ny7IOjVtjthr1OSJfmiuXJkiInZrcQ/ei8RTBfK8y03h2D6Mg2U6wHT5UpXp8ky+5SqFRFxWLnl9iWOTZdqlP5G6GuIAp8x3WB56jX7hfWJFZIgCIKg+x1T6YDTIiK+YK7php43TfstO51WK0OKeUb4moWiYpq1GarA/aaGYPoChunrU6aCj+xzQlWnY1Il+5K5BsWvi89Y7fhZ2XPZ0j1uoX6yVWv0M2sS+6uD4EbUrQF1XV2dGTNm+N73vtedbxMEvV6jFm/Gi6vcZKzB8lVr9HNrvWBdIv14pH6+Yals6T053GvWTMP8qds9bJZh+sS7b7cn4bxnjxXxgjXnSpXsC+bKkuakai/ZGG4OgiAIrpIP7QXTDblga8NDymxxDDxqgTtN8pF9ytTJleERc8J+6Usw0zBTFaF9giLWRVXvDKkeNT8RNP/ICsvtTxybI91jFsiV4bRaz1mbqF8SBDeabg2o77vvPv/X//V/eeihh7rzbYKg13vXbrWa9JNtsdHqNHnGKvuVJubR29thzUukJQcfT7IkUxR50mLftNRMQxO/0bftOu/NQ77MxH6yXUr8L+9ZZl9YrQ6CIOhGJ1TZ65QIlhpz3uPaRP3eNjDHcAPkeM5aB5yWIskXzJEb30YVXNztJkiW5JAye5zq8phs6b5uiUkGiYp5xy4/s1pdfBEgX6bHzJcp1TGVfmmDphBUBzegXlWnvampSXV1dYc/QXCtO6bSOofB/aZqFfVza5SpkyFVTHsQ+LDZoY3TFTZIvgfM8G23SY9XM13pgF/Z0GWgPFI/j1tgkDxNWr1rt3/ynqMqrvbQgyAIbgjL4ttxpii6YPHNlQ44rVaWNEuN9XNrHVImTbJHzTfkOuwt3Z0KZFlgFHjbzkRBt3NlSvV5s33aNKmSHVTmOWsT19ABcn3ZPKmS7Vfqe9632dEuJ66D4HrVqwLqv/u7v5Ofn5/4M2zYsJ4eUhB8Im2iXrUV7alsQ/XxvHVOqJZ+Vnunu0xUKBTe6y59ZfkDSxKpgDud9FOrNGrpdOyZtPuHzFQgU40mz1rT5T6zIAiC4OM7pcZOJ9HeHut8ytX7IJ4WXiTfc9YqVi5discsMCJ0Z/hYlhojS5oydTYoPu9xERGzDfeUJTKlOq7KK7Ykguah+viKefrKUqvJb2z2Q8uVCAtjwY2hVwXUf/mXf6mqqirx58iRIz09pCD42Bo0e9aaeOumVHeY6Nc2KFYuSUSTVlExYw0wz8ieHu51r78cXzEvkf59TKVXbO5yFj0iYpoh/sjNhumjSaufWR1uDoIgCK6QOk1+awuYaJCBcjsd06TFh/b6Z+8nVlD3KXVKjQypHrfQUH2u6rivJxlS3WIc+MDei9YOGSDXI+ZIErHd8UR2AYzQzx+52Z0mSpPiuCo/s0aVhm79DEHQG/SqgDo9PV1eXl6HP0FwLSpT64dWJNLRHjbLO3Yl9ilFxUREzDPCw130gQy6x0j9fNaMxM+7lPiRFfYp7TKwTpPiK+YpUqBBi2esVqrmag45CILgunNcpe9b5phKaVLcanyH51u1eccu/9Pb3rdHNLESWmC+ke431R+5SdFZ/ZGDj2eO4frLVq/Zv/nQDicumK49Uj/3xauEv2ePnU4knkuRbLExvuNWhXLVafKCdaFYWXDdu2p9qCORiJdeesmDDz54yeeEPtTBteiwci9Yp1GLfJlmGGqzI6o0Jo4Zpb97TO5yRj7ofmsc8o5dHfZRzzDUA+fpXdoeTK9KZBt83myj9b+aQw6CILgubHHUb23VJqqfbF80V/+z9k4fU+k3NnfoM50uxVctNDgE0N3ipCq/slG5OjDOQJ8y9YK9pV+33RqHJIm4yyTzjexw/axU7weWq9dsssEeNissHgTXlF7Th7q2ttamTZts2rQJHDx40KZNmxQXn3+fRhBcy06q9ry1GrUYosBUg31obyKY7i/bV8z3mPkhmO5B8430X9xlxFm9vjc7apOut5lkSvWYBYYo0KjFs1Zb5WAouhIEQXCJYvEq0S/brE3UOAP9gSWJYDoq6j27/cgKp9UmOl5kS/N1i0Mw3Y0GyfdHbnKTsZJE7HXKz61NZAZ05W6TTFUkKuYNO7xkU4eV6AJZifTwHU54ww7FytVpCtfO4LrTrSvU77//vttuu63T41/72tf85Cc/uej5YYU6uJZUqvcjK9RqMlxfi43xvLWJ58cr9EVzwgxtL9KkxfctT8zKJ4v4hpvOO9nRqs2rttnsKNpXtT9tmuTetXsmCIKgV2nR5mWbEgXIbjLWrcYnrodRUS/bbJvjoI8sFeplSvU1i8IE9FVUqsaPrdSoxWfNMMPQ8x4bE7PaoUQ7ygFyLDXWRIMSXUs2KPa7eHHWM7Kl+7RpJijs1s8SBJ/E5cShVy3l++MIAXVwrajX7MdWKFNnoFyfM9OPrUz0Yxws3xMWhbZYvdApNZ6xSl28GEuBDH/kFmnxNlvn+o8biB1imGywh8wMQXUQBEFce/XuE9rERMUcUOqkasmSfMY0088K0s4OppNEzDHc2niryS+bZ5yBPfUxbljL7feOXfJl+rZbEh0yzuewMr+yMdGfOk2KKQa72Tj5Mm1QbLsTytUlipQlS/KY+aFCe9BrhYA6CK6iBi2etcZxlfJk+JpFfm61MvVobyfxZXNlSuvhkQbnU6E+0Ruc9sI3j1lw3qAa9ijxSxu0iYagOgiCIK5EtR9Z0aFGBe1bZ75oruFnbbU5N5i+x2Tv2K1ZqyXGuMPEqz38QHtGwf/ynlpN7jXZ/Hi/6gup1WS9YpsdURkPmgfK9U1LJZ11bWzR5kUb7VYiXYqvWWRQaBsa9EK9Zg91EFzvqjV62krHVcqU6ivme8XmRDA9Sn+PWxCC6V6uT7xP9Zk9ekdV+h/essrB854zXqFHzJYsyQ4nvGRToq1LEATBjahBi19Yr0WbwfLNN9ICo9xkrG9Y2iGYrtXkeetsc1wEt5lgoyOatRqur9vOqfwdXD2pkt0cb6f1kX2XVKU7R7pbjPMnbvNVC2VKdUqN9ef0t06V7HNmGa6vJq2etUZF/J4pCK5VYYU6CD6m02o9G++xmCvdoxZY6UBif+1o/X3FvA4zs0Hv1ibq1zbaFd/nB7kyfN1i+eepdnr2SnU/2W4xzhRFYa98EAQ3lKiY5621T6kCmZ6yVNZ5JpN3Oel3tqrXLKI9yGqOr2hnSfNNN8mTcRVHH5yrTdQ/+0CFercZ76Z4gH2p1jrkNdtlSPUdt3b6u9CoxdNWKlEjR7oHzQzdM4JeJaxQB0E3K1PrJ1aq0qCfbE9abLeTiWB6kDyPmh+C6WtMsiRfMMe33GxAvPJsjUY/tuK81U7HK/QFc2RKVabOizb5Vx/ap/RqDj0IgqBHvW+PfUqlxL9Huwqmm7V6xWa/sF69ZkkiYmjWJl2KSQZ5zPwQTPcCyZIS/cFXOJAo3nmp5hhuoFyNWnxgT6fnM+JZfQPkqNXkZ1Z71y7RkOkVXIPC3X4QfAxv2qles8HyPGGRw8q8F79g5Ej3hEVhhfIaNkCub7nFXSahPbX/TdvPe/w4A/2p291qvAwpStV6zprEBEsQBMH17KDTltkHPmO6QV20uDqt1g8ttyn+vdhfjqiYvrJ9zSL/2V0eMafLc4OeMVWRIvmatHraSmVn9Qa/mCRJ7jEZrFPslJpOx+TK8JSlZhsGltnvaasSBV2D4FoRAuoguEzFyu11SkTETMO8YJ3f2AJSJPm6xRcsZhVcOxYZrTDermWNww4pO++x6VLcbJw/dbsZhorhNzZb69DVGWwQBEEPaNXm97ahfVVymiGdjtnhhB9YrlStHOluNs5ptSJ40Awj9A1FHXuhiIgvmWeAHDWaPG2V05cRVI/S30SDxMS8bnuXmV6pkn3adA+bJV2KIyq8Y+eV/BhB0O3Ct1cQXIaYmDftQPtF4DXbHVUJInjUfAWyem6AwRX3iDmJXINfWp9oC3I+GVI9YLoFRoLXbLfC/u4dZBAEQQ9Z4YAydbKld1mVe53DfmVDotjYo+YlJhqXGmuoPld5xMHlyJHuqxYaKFdtPKjuarX5fO4ySbIkh5R52abzpnRPUeQRc9C+on34AhPYQdDbhIA6CC7RMZV+YJnjqtC+F+xMWnf73tu5oZ/idaiv7ETLkAYtXrBOfbxn9flERNxtsqXGgrftstKBbh9rEATB1VShPpHqfbdJMqR2eP6YSq/Ht8ssMMqj5nnHbg1aDJKXqCQd9G7Z8aC6UJ46TX5qlRLVl3RuH1keMlOSiG2O+5UNWs9pqXbGaP3Niqd//9bWTq3XgqC3CgF1EFyCCvWescqJ+AUkR5p8mWJi0qV4zHwTFPbwKIPucqvxMuM3ikdV+pEVFy3QEhFxuwmJoi5v2WmjI90+1iAIgqshJuY127SKGqWfqYo6PF+v2a9sEBUz0SDzjPC0VfYplSzJg2aGNO9rSJY0X7XAYHnqNfupVU5eYlA92WCPmCNZkl1KvBBvrdaVu0ySK125Ou93UcwsCHqj8E0WBBfR3kppQ6KlR7oUQ/VVpSF+gVkYVqavc+lSEsVVoFydH1quWPlFz73JWIuMBr+zxU4num2cQRAEV0OVBu/anQiO7zO1QyHOmJiXbVKlQV9ZJir0/XiGV4ZUj5htYLw+RXDtyJTmMQsVydegJb7QUHVJ505Q6EvmSpFkv1LPWdtlf+sMqT5lGljlgL1OiZ2ny0YQ9BYhoA6Ci3jbrkSaN4w30C4nRUR8xTyDQ0XSG8I0QxKpaIjfTKzu8HejKxERd5polmFieNEmB5zu5tEGQRBcWS3abHbU01b6/7xrebw2xBJj9I+3GTzjA3vjwXZEkQIv26xJqyEKfNNS40NG1zUrU6rHLDBEQSKoPh6vJXMxYwzwqAXSpDikzM+s1qil03HjFZqqSAzPWevHVtqjJATWQa8VicVivfZv5+U01A6C7rDbSS9Yn/g5V4aomDpNlhjTZQGW4PoVFfWC9fY6JUlEVEyBTN90U6e9g53Pjfm1DXY6KVWyxy0IxXiCIOj1ytVZr9gmRzScFfyM0NcMQ80wNLE6HRPzlp1WOQgKZKrUgPauCbebENK8rxNNWjxrraMqpEvxqPmXfE07ptKzVmvUarA8j1rQqW95k1bv2Gmjo9rihcxG6udR88PfoeCquJw4NATUQXAeZ3/hRxDTfgNxWLn+cnzTUimSe3qYwVXWos1PrXJMZeLvxRgDfMW8i/Yeb9XmeesccFqGVE9YFNIegyDodao12uGE7Y47dtbqY75Msw0zzZBOHS1atXnZZjvi21pSJGkVlSnVZ80Iq9LXoSatfm6NIyqkSfGoeYbpe0nnnlTtZ1ar12yAHI9bIEdGp+NqNFrtoLUOa9FmqTFuD4sZwVUQAuog+IT2KPFrG7VokyFVY7wi6ZkCHF+3OKwu3sDqNXvaSqVn9eMcIMcXzdVX9gXPbdbqGasdUylHuict1ie0WguCoBeo1eQNO2x3vMPjYw0w1whjDZTUxcThabV+a4sjKjo8PlQfD5slX2a3jjvoOc1aPWetw8qlSfYHlhhwiRPFp9V6xio1mvSV7XELzvt3ZacTfmmDCJ6w2LBwDxZ0sxBQB8EnsF6x39sqRiKIjmjfCxsVs9Aod59VoCq4MbVos8MJH9iTSGlsr/jevrfsQho0J3p5Zkkz2WCTDDJCX0khlS0IgisgJqZCvUypMs9Jp+3q2K2OecOORFr3UH1MNdgkg+V2sXJI++TiB/ZYr1hULJG1A4uNdltI8b4htGjzc2scVm6kfh634KIZW2eUq/OM1ao0yJfpcQvOOzH9sk22OKavLN90kzQpV/JjBEEHIaAOgo8hJuZ9e3wU76k5Wj+l6tRoTBwzQaHPmSU1pHoHcTExz1lrn9LEY8P1tcgoEww673k1Gv3UKmVntd/Klu5zZhqlf7eOOQiC69tptd6ww/54Fe4JCs00zGj9O6ww12u21ymbHXVIGdonkj9jepcFN2NiytUpVq5YhV1OaopXaj5TVyJTqgfNNM7Aq/Nhg16hQr1/9oE2UY+YbZLBl3xulQbPWK1cnVzpnjhP5lajFv/qQ9UazTXc/fFq4EHQHUJAHQSXqU3U72y12VGQIUXjWe0cUiW7x2SzDLvkWdfgxtEmarn9PrJX21lVSOcZ4S6TzrvXvlWbg8rsdMJuJRq0SJPiCYsMEr7zgiC4dK3alKmzyVFrHeq0Ykz7tSxHeqIA1HGVieeTJbnZOIuN7nJVuUqDX1jnxDm9h9OlJILqYfr4XEjxvmG9Z7eP7FMg07fcclmLD7UaPWO1UrX6yfakxZ0KlcEBp/3MarRXmL/ZuLDIEXSLEFAHwWVo0uKXNnRqZXRmtr2fbF8yV79z2oIEwblK1fiRFYmbSyhS4BGzZUvTqEWrqHyZnSZmWrV5Np4ylyvd1y0JN6VBECTExJxWa49TDivTGq98THvGS7n6Dm2Fxit0t0matdrkqC2OddmiqFCeCQpNN+S8qbYnVHnOWrWaJEtSJF+2dIec1qhVkohbjbfY6LBt5QbWrNU/+0C1Rrca72bjLuv8Go1+ZIUqDYYo8FULuwyW37bLinjbtj6y3G+qMQZckc8QBGeEgDoILlGrNj+J91A8U5EUZhtmgyOSRHzTTaESc3DJjqn0jNWazwqqzzVKP4+Y06nVVqMWP7ZCqVoD5HjUfCmSxcSkSwlV5YPgBlOv2WFlDimzT6kK9Rc8Pl2KQfIsMdbYcwKMNlEV6tVrVq9Zs1bD9L1oUcS9TvmVDVq0GSjX58yy0oFERtdAuR40w6AuUsSDG882x7xok1TJvu0WeZc5MVyqxo+t1KjFBIUeMafLQni7nPSa7YlteTcZ6zYTrshnCAJCQB0El+w126x1WKZU/WQ7qtJEhY6rUq0x9JoOPpYytV6yyXFVnZ47k4JZKNdXzO9U7KdKgx9ZrkZTh8ezpfmSeRcteBYEwbWvTpNf2qBYeYfHkyUZqZ9xBsiSnng8U6qBcuVIv6LbknY64Vc2iokZpb/5RnrddlXxQoyLjXar8WGyL0iIifmJlY6oMFWRz5l12a9RrNwzVmsTvWCg3KTFe/ZY4xD4A0vCNTK4Yi4nDg15OcENa4cT1joMFhnlqEpJIjKlqdaoQOZlpysFAfST40mLLTEm8ViBLH9gsacslS1dSTw9vFRNh3PzZfqy+QrOmdWv0+w5ay+6QhUEwbUtJuZlmxPB9AA55hnhC+b4C3d51HzzjTJVUeLPGAPkyriiwXSxci/aJCZmqiID5HjBOlUaFMj0hEXuvECNiODGFBFxrylgm+OdJoUuxXB9fdZ0sMKBxATOudKlutcU0wwBr9oqetZWiCC4WsIKdXBDKlfn3y3TrNV4Ax1RoUGLAXKcVicm5svmhSqlwSd20Gkv26xGY2Kf4SSDPWetcnUiIobpY6wBhuurSasajWo1GSzPaAO0avO0VU6q1k+2r1t80TY4QRBcmz6y13v2SJHk6xb3SCr1abV+bIUGLUboq1ZToiPBbMPdZZL00LIouIDf2mKjIwbL8weWdpm2fSExMT+1ymHlZhjqs2ac99haTf7Z+xq1usdkC4z6pMMPgpDyHQQX0qrNj6xwUrVB8pSodu4/gkkGecScHhlfcP1p0Ox3ttrpJNrbr91nipdtTrSqOZ/h+rrdBH1k+aHlqjUarq/H4vurgyC4fhyMVzCO4QHTzTTsqo+hWqOfWKFSg1wZajWJicmR7jOmh4nm4JLUafJP3tek1adNM9vwy36NYyr90HLwTTddsPvFesVetVWaZH/sVnnn6Z0eBJcqBNRBcAFv2GG1g7Kk6SvLUZVgtP5G6CtZktmGdyoYFQSfREzMJkf93jZtoiYq9LDZajTap9Rep5xULUuaXOnSpdrtZKJQ3mj9DZZvjUNatBmtv8+bJUWyZEmhnVsQXONqNfl3H6nVdNEVuSvtlBq7nbRPqaMqxcQkS9IW//6ZbLD7Te2yjVEQnM8qB7xppyxpvuPWj3Vf9WsbbXfcaP09ZsF5j4uJ+ZEVjqkMiyLBFREC6iA4j/1KPWsN2m8QdjgB+sv2DTeFXoZBt9vnlBes1yZqkkE+Z1aXPV9pXyn60F4bHenQDudc6VIM1ccwfYzSz1B9QoAdBNeQJq2esdpxlQbI8ZSlV+V6VKbWu3YnsmfOlSHF/aaZqqjbxxJcf9pE/ZsPnVZngVHuMfmyX6NCve95X1TMo+ZfsD1WiWr/bpmYmPtNNdeITzL84AYXAuog6EK9Zv/qQ7WaFMpRohbky/Att0gL+8GCq2SvU34RD6oL5UqXqlWbNlGReCgcETFCP0uN0aDFDiccUuaICi3aLvj68410j8khqA6Ca0CrNs9Z66AymVI9abH+crr1Pes1e89uG86arBskV6XGRK/q0fp7wIyQOht8IvuU+rk1IiK+YI4JCi/7Nc5kFvaX46sWyLnA38ll9nnXbhERXzavU/u4ILhUIaAOgnPExPzSeruUyJCiMd4jOEnEn7hV/kX6cAbBlbZHiV9YL3qBlWfaV4huMs48I6RI1ibqtFq1mrxuuzJ1UiSZbqgGzYmVpikG+6wZYZ91EPRiUTG/tsFOJ6VK9lULu73tzwlVfmF9onLyMH00aHY6XnQsT4bbTDDdkDApF1wRr9hsk6OSJfmKeUbpf1nn12v2zz5Qr1meDF801+DzFOuLiXnFFpsdlS7FkxYbKPdKfIzgBhMC6iA4x0ZH/NaWTo+HPtNBTzqt1nGVUiRLkSRZkpj2G4JGLZbb71S8rVYfWe43tUO6W6MWv7LBAadFcLfJsqV52WZRMaP08wVzpId6AEHQ68TEvGqrDY5IluTL5hl9mYHG5driqN/ZqlVUgUxD9bHdCTEx6VIsNdZ8I8P2p+CKior6pQ12K5Eq2eMWGKrPZb1GmVrPW6dMnVTJHjTDJIO7PLZN1DNWK1auQKY/sET2WX3bg+BShIA6CM7SqMX/8p6GeBrbGZlS/YnbQvGxoNeKitnsqPftVqMJzDTUXSbLjP+9bRP1mm02OIL2dO8x+vu1jZq16SvbA6Ybrm+PfY4gCDpb6YC37BTB580+b3BwJbSJestOaxxCe2/rNlHl8b72Uwx2rykh6Ai6TfvWhnUOOi1DqictMuAyV44btfi1jfYrhQu2N63X7EeWK1dvqiKfM+sTf4bgxhIC6iA4y1t2WulA4ud0KZq0usski4zuwZEFwaVp1upduxM3wznSTVRogFwD5BoszzrF3rELFMg00zDrFavRCBYY5XYTwspTEPQCe53yvLVidHvf3FpNfmG9oyo6PZcj3adMNcGgbnv/IDijOV5879gnKL4XFfVbW2121EC5/tBN592acEKV71sGvmHpedPEg6ArlxOHdl1aNgiuExXqrXYw8fNwfTVplS/TvFD9MbhGpElxrymesEh/2Wo1WafYa7b7qVX+0Xuypfm8WXKkq9TgfXtkSk3M3q920L/7yAlVPfxpguDGVqrGizaKYZZh5hvZbe+1X6l/8l6nYHqIAneY6FtuCcF0cNWkSfElc+VIV6rW67Zf9mskSXK3SdKlOKUm0a2lK4PlmxavUP+2nRfslhEEn0Qoaxxc1962M1H0qUi+EtXgNuNDsabgmjNcX990k11OOqlGqRonVanR5BVbDNfXl8y132kr4vuvazX5rOnetVuZOj+ywt0mmWtEKDgUBFdZnSbPW6dJq+H6ut/UK/7vsFydHU7YoFhlvPAY7cXGFhtjkkFyQ+XuoIdkS/eQmZ6x2kZHjNLPVEMu6zUypVlolA/s9YE9Jhks6Tz/jm4zwQ4nHVRmv9Oh6nfQLcIKdXDdOqIiUfE4WZKBcjVpVSj3sr+8g6C3SJFsqiHuNNGXzfOnbneniVIlK1buR1YoU+tL5hosT71mGxzxDUuNNzC+53q7X1qvKV7tPgiC7lep3o+tVKFegUyPmH3eHvQf1+u2+yfve9fuRDCdLsVnTPenbjPfyBBMBz1ulP5uMhb8zlbl8Qrzl2OBUTKlOq3ONsfOe1yBrEQ/6nfsCqvUQbcIAXVwXWrR5ve2JX5eZLStjoM7TDzvTGYQXGuSJVlsjG+52XgDRcVscczTVkmVLFWyIyqsdsgXzXW3yZJE7FLiPbt7evhBcEM4pcaPrFCuTr5Mj1pwxQuALbc/UWcBcmX4lGn+i7vNMkxSuOULepFbjDNcX83aPG+t6rOyKS5FhtREHZwP7NUmet5jbzJWuhQlqm29QPAdBB9X+HYNrjvVGv3EikR6d4YU6x3WJmqkfh3aDgXB9aJAli+Z5+sWm2ywCIpVJG4ylttvn1ILjfKIOWhvJ9eguQdHHQTXv6Mq/MQKtZoMkONJi/WTfcVePybmA3sSRQnTJPu82b7rdnMMD1s7gl4pSZLPmSlXhtPx7Uil8TaRl2q+kbKlqVBvmf1atXV5XJY0S4xBe6Haso+xIh4EFxIC6uC6clSFH1jmRDyYhkatGrTIke4ek8PNRXBdG6qPz5vtO24zXmGihgD82garHDBaP4VytWizXnEPjjYIrm9tol6ySaNWQ/XxhEXyrmDKdaMWv7TeB/aifdXuT9wan1QL17qgd8uT6UmL9JOtWqMfW+mI8ks+P01KIlD+wB7/09tetdXJLopvLjBKoTx1mv3MalWXuSIeBBcS2mYF1419Sr1gXYe0nwyp5hphrAGGKggpb8ENJSbmQ/t8YE+Hx1MkyZehTL0c6f7UbaFIXxB0g7UOec122dJ9x63SP2Yt2FZtajTJkZ5oM3RYmV/bqDbeoz5Fkj92iwJZV2z8QXA11Gv2nLWOqZQiyVOWGniJPaqjopbZb4Ni1fE2kUkinrTYEAUdjq3V5GkrlanTT7avWSQn9F4PziP0oQ5uOOXq/MAyjecUWfqSucYr7KFRBUHvsFuJl2zUfJ50uAdMN9OwqzyqILi+NWv1T95Xq8l9ppj3MdtjNWnxU6sTLe/SpYiIaNTS4bgvmGNiaIEVXKOatXrOWoeVG6Gvr1p4WVkWMTEHlfnIXoeVK5TnKUs6Ff6r0uAnVqrSoFCur1kkQ+qV/jjBdSD0oQ5uKM1a/cJ6jVo7fPUWyU/04A2CG9kEhb7jVl801wOmm6iww7+V123XEip+B8EVtcYhtZoUyDTb8I/1Gm2ifmF9h/7xTVoTwXSyJKP195CZIZgOrmlpUnzWDCmSHFZuW7yQ7KWKiBitv8+bLVOqEtVWOdjpuHyZHrdAjnQlavzG5lD5O/jEQkAdXNNiYl6xxSk1kkXESAQKtxgf9pAFQVyODBMUmmmYL5jrKUtlxNNPm7X5B2+H6qdBcIU0aLHCfnCr8R+rPVZU1M+scVBZp+eypbndBH/pHo9ZYFpoBRlcBwpkJdppvWWnpnOyMC5FtnR3mYT2fdVdteTqK9uXzJUsyW4llsX/rQbBxxUC6uCatspBO5wQQVt8hjGGIQqMDdW8g+C8Bsv3XXcketI2a/OSTf6nt22/zJWBIAg6WmG/Rq0GyDH1YwS7pWr8/7zrcDyYThIxzwhfMMd/coc/d5elxoa6IMF1Z5HR+spWq8n78WJ7l2uGoUbpp1XUq7Z2uQJdpMB9poD37LZf6Scad3BjC9/EwTWrTlOij26feBGWMyvSYXU6CC4uTYonLJJ81r+VWk1+baPnrNVynj3XQRCcX61Gq+OpprebIOky94H+3jb/4sNEsbEx+vuuO9xnqokGJSbBguB6lCLZvfFAd41DDl9G1e8zIiI+ZZoUSQ4qO2/21WzDzYrXD3nRRpXqP/7AgxtaCKiDa9YKB7SK6idbefxLMCZmqAJj9O/h0QXBtaGPLI9akKgcfObmf69T/tn7jnfRfiQIgvNbHr82DVFwWUUxT6j0P7xlncNoDwruMMGj8f2eQXCjGGuASQaJiXnaSj+2wjbHO3RxuZi+shPp4x/Zd9590veZoki+Bi1esSXspw4+lhBQB9ekOk2Jm46zpUtxv2lhdToILsNI/TxmgXQpomKJ4LpKox9a5g071MbbkQRBcH41GhPXplsvI1OqWaufWKUhvmd0hL7+zB2WxAOCILjRfMo0UxVJEnFEhRdt9GMrLiuonm+kDCnK1NmtpMtjUiR72GzJkhxSZo9TV+ojBDeQEFAH16SVDmrRpo9MZfGCE8mSfMlcg4QWa0FwuYbp43ELZUrVok1ePK00htUO+kfvecMOVRp6dqBB0Ists0+bqGH6GH0ZmVI/tSqxxeJL5vmaRbLDqnRwA8uS5nNm+d/c7hbjpEtxXNVl1fhIl2quEWCZ/eddfe4jy0KjwNt2XlbQHgRcpYD6e9/7npEjR8rIyLBgwQJr1qy5Gm8bXKfqNVvrECRm8+HzZhuhXw+NKgiufUXy3W0yaBXVXzZIlaxV1GoH/X/e9b+852WbbHZUNNx4BAHa+9tucASXtzq9zL7E1orFRhsf2j0GQUKuDLcYb4kxYPkFAuOuzDdKiiTHVV5wP/ZSY2RLU6auywzIILiQbg+oX3jhBX/2Z3/mr/7qr2zYsMGMGTPcc889Tp0KKRXBx7PKAS3aZErRGO+de6/JJlzGXrUgCLo2VZECmeo1m6JIljQt2kxQaJg+oEK9LY75jc1es72HRxwEvcOZ1ekR+hp5iZO7p9Qkimv2l+3OeLufIAg6mmuEdClK1V5WWnaOdDPjhceWX6A9VrpUt5oAPrBXg+ZPNuDghtLtAfX//J//0ze+8Q1PPvmkyZMn+9d//VdZWVl+9KMfdTq2qalJdXV1hz9BcLZ6zdbEZw4b4sH0KP3Mj6fqBEHwySRLsji+ErDREZ8yFexWYrEx/ou7fcU8i40G6xXb4miPjTcIeoNK9TbGV6cvtctEm6ifWiWGZBFfs6ibRxkE164MqeYk0rfPX2SsK4uMFhGxX6kTFyi0OcswA+Vq1OJD+z7xmIMbR7cG1M3NzdavX+/OO+/8jzdMSnLnnXdauXJlp+P/7u/+Tn5+fuLPsGHDunN4wTXoXbs0a03cqqRK9iVze3RMQXC9mWmoXOmqNWrQkthb9orNmrUaa6A7TXKzceB3tioRJkCDG1ODZr+wXlTMKP0ueXX6VdvUx1fBHjAj7JkOgotYaKRkSY5dJH37XH1kmWIweMeuDtsFz5Yk4q54lshah5Sq+eSDDm4I3RpQnz59Wltbm8LCjqm4hYWFTp482en4v/zLv1RVVZX4c+TIke4cXnCNOaoisT/tzLzkA6ZLldJzgwqC61CKZIviK9DL7Xeb8QbH24r8yobEzcjNxhljgFZRv7RB43luUoLgetWgxc+sdlK1bGnui2d0XMwxlTbFr2fD9TXNkO4cZhBcF3JkmGkoLpy+3ZUlxoiIOOC0f/KetQ51WQNkjAHGKxQV87odoY1WcEl6VZXv9PR0eXl5Hf4EAURF/c7WDo8N19fk+IxjEARX1mzDZUlTod52JzxsljQpjqr0A8ucUiNJxENmypepXJ2XbArVUYMbRmM8mD6hWpY0j1uov5yLnteqzS+sQ/uK2MNmdfdQg+C6sdgYEexXqvgyVqkL5XnUfAPkaNDiNdv9u2XqNHU69h6TJUty0Gm7dF4ADIJzdWtA3b9/f8nJyUpKOvZ+KykpMWjQoO586+A6s8IBp85KvYng06HfdBB0mzQpiVTv39umQr2vWShfpgr1fmi5HU7Ikubz8R6ee53yis1hRj+47sXEvGCdE6riwfQCA+Ve0rnv2K0mfhN/s7Fy4y3qgiC4uD6yEhkdv7A+0Tr1UozW3x+6yf2mypTqlBorHejyPc5UFX/DjkRLuyA4n24NqNPS0syZM8c777yTeCwajXrnnXcsWhSKbwSX5qSqRBXUM24z4ZJWAoIg+PgWxVv4tIp63jp1mn3DUqP006LNr2yw2VFDFHjEbEkitjruNdtCUB1c1zY76rByqZI9boFCF8+oi4nZ5IjVDoI8GZYY291DDYLrzn2mGixPvWbPWq1W4yWfmyTJXCM8YAbaC2s2dbFdaYkx8mWq1mhZKFAWXES3p3z/2Z/9me9///uefvppO3fu9K1vfUtdXZ0nn3yyu986uA5ERT1jdYdb80VGJ2YOgyDoPsmSPGKOCQq1iXrBOsdUetR88+LVVl+zTbk64xV60EywTrF37A5BdXBdatDibbvALcZdUjBdp8kL1nnFlsRjnzVDcu/aeRcE14R0Kb5svj6yVGrwc2s1xTu/XKrxBuovW5PWRH2es6VKdo/JaM+SPK32iow9uD51+zf5F7/4Rf/jf/wP/+2//TczZ860adMmr7/+eqdCZUHQlV/b2KEa41zD3WliSPUOgqskWZLPm21iPKj+pfUqNbjHFCP01azNi/G901MV+ZRpYIX9XrFFa0iVC64z79utXrP+ciy4hJaNB5T6J+936J07RZFR+nfnMIPgupYj3aPmy5LmpGq/PWuy6lJERCyMF99c7WCX9T8mKDRaf22ifma1CvVXZOzB9eeqTI1+5zvfcfjwYU1NTVavXm3BggVX422Da9x2x+08qxjEdEPcZ2oIpoPgKkuW5GGzjdBXq6jf2yaCB82UIcVxlT6wF8wx3H2miGhPi33aKjWXkY4XBL3ZSVXWOQzuM+WiK8w1Gj131upZuhT3muLBeLppEAQfX1/Zvmwe2OGEk5fZvnG6IbLjLSJ3ONHp+YiIB83UX7ZqjX5qlcoQVAddCLlGQa9Uqd5LNiV+HijHZ0wPwXQQ9JBkST5juhRJDjhtq2PyZfq06WCZfQ4rA/OM9BXzZUhxTKUfWN6hqGAQXItiYl6zXQyTDb6kFeZnrdEW3/qw0Cj/m9vNj/fSDYLgkxuiINFj+qP4xO6lSpFsfnz70koHutymlCPd4xbqJ1uVBj+1SpWGTz7w4LoSvtGDXudMak00/sUWwUNmhRuQIOhhfWW72Tjwpp3qNZtscKIv6Nkp3mMM8AeW6i9HjUa/tD5USg2uWWVq/cRKR1RIlexuky56zjt2JiaSFhvtbpNlSO3uoQbBDeem+HVpp5OXPXk71wipkp1U7WB8UvhcuTI8bmFiz/YvrQ81QoIOQoQS9Drv2KX8rJSa20y4pKIvQRB0v0VGGyhXvWZv2QnuMUWOdBXqrXYocWw/2Z6wSK50ZeoSxwfBtSIqZqUD/s1HjqiQJtlnzZAn84LnHVZuebwdzyB57jDxagw3CG5IA+WapL0d74eXuUqdKc0swxLnni9QzpPhqxZKley4KvuUfrJBB9eVEFAHvcohZVbFW4rAYPkWx4tGBEHQ85Il+XS88NhmR+10QrqURMDwkb0dWphkSUu0J1nnsL1nFWYKgt7ubTu9ZadWUaP190duNjmeXno+p9X6uTVorxT8NQvDdqUg6GZnsqd2OKH0MlepFxstRZJi5XYrOe9x+TLNMRzt25zCKnVwRgiog16jUYtf25D4OUnE58yUFP6aBkGvMlSfRHXjX9tor1OmG6JIgWZt3j2nb/wYAxLHv2KzOk1XfcxBcLlqNVobL0B2rykeNV+BrAues1+p71uW2N7wiNnSQ5p3EHS7Qnkmau8g9NFl9o3Ok5mo+P22XV1W/D5jkdGSJTmiwmHlH3/AwXUlRCpBr/E7W9RpTvz8RXP1k9ODIwqC4HzuMtFkg0XF/NJ6B5W5N96zc5OjjqvscPwdJhggR51mr9gSZvaDXm+VQ9pEDVVgnhEXXGWOiVnjkJ9bmwim5xhurIFXa7hBcMM7s5d6u+NKLrPi9xJjZEtTri5Ryb8ruTLMitcNudzAPbh+hYA66BV2K7HjrBZZ95tqXLgRCYJeK0mSh8w0QaFWUS9YJypmmiHgdTtEz5rlT5GcKC641ynLwo1I0Is1arE+flO9xNiLpmyvc9jrticmivrIcnd8gikIgqtjsHyTDBLDG3Zc1sRtuhS3Go/2vdSNWs577GJjJIk46LRj50weBzemEFAHPa69Fcm2xM/TFJkbb2MQBEHv1d6fepYxBmjR5iWb3Gq8VMmOqvCcdR1uSgbJc78p4D17wn7qoNda57AmrQbIMf4ik7u1mjptc/isGVIld+cQgyDowl0mSZHkkDI7z1qouRSzDDNAjgYtF1x9LpCVmDwOq9QBIaAOeoEtjqmOFzHKke5BM3t2QEEQXLIUyb5gjmzpqjQ4rMxDZkqRZL9SP7JcubrE8bMMTxR1edHGDs8FQW/Qos3qeHHMJcZcdHX6Hbs0aZUcP26+kYbr2+3jDIKgswJZFhsD3rLzsto1JklyZ7wl3moH7bvApO+S+HvsUeKEqk8w4uB6EALqoEdVa/Q7WxI/P25BqIYaBNeYVMkWxYuOLbffeIWesFiuDKfV+aHlHdLi7jXFUH00afWCdZq19tDIg6CzzY6q0yxfpimKLnjsURU2OwraxBTIdLsJV2OYQRCcxxJj5MlQpcEK+y/r3LEGmKZIVMwvrFd8nsJj/eWYFv9+eNvOUBfkBhcC6qDH1Gr0I8u1xb+EJhtsgNweHlUQBB/HHCNkSFWmzk4nFMn3lCWK5GvQ4hWbE5VTkyV5xGw50pWq9XboTx30EvWaLY/fgJ+p5ns+7duVtid+TpbkQTOlSen2cQZBcH6pkt0VX2lebr9K9Zd8bkTEA2YYa4BWUc9Z6+R5VqBvM0GyJAeV2R/6Ut/QQkAd9IiYmF/akEj1hjvjfWyDILj2pEuxwEiwzH4xMbkyPGqBLGlK1VrrUOL4XBmJ7R3rFDvg9NUfdBCcpVGLZ61RpUGeDLMMu+DxGx3pkOr5OTNDqncQ9BKTDTZC30TRzPqzushcTPuk7xzD9dWk1bPWqOgiKC+QZV685s/bdomGVeobVgiogx6xQbEjKhI/jzPwov09gyDo3eYbKU2yEtWJgmOZUhMpsO/bq/asSbTR+icKEP7WFk0XqKoaBN2pWaufW+uEKlnSPGr+BYuKNWjxhh2Jnz9lqkkGX42hBkFwCSIiPmO6HOlK1PiZ1Rou4xqTKtmXzDVInjrN3jzr3/vZbjJWhhSn1NgS3/4R3HhCQB1cdbUavW1Xh8fCnrMguPZlSksEyB/Zl9hTNsswRfI1a+30b/9OE/WRpUqDN0Pqd9ADWrV53jpHVciQ4jELLrr96EUbE8WObjLOnNCZIgh6nb6yPW6BbGlOqvas1Rdsh3WuDKkeMlNExG4lDnexnzpTmqXGor17xeUUQQuuHyGgDq66N+zQdFYRoqH6KJTXgyMKguBKWWi0FEmOqfSBvWhfKbjPVLRX9T+7yEuaFA+YjvYU2t1Krv6ggxvaCgccUiZNikctMOgi16P1ihP7Jccb6FbjrsYwgyD4GAbI9biFsqQ5rsovrL+sAmID5Jod3/7x1nmKj803Ur5MNRqtOWtrU3DjCAF1cFXtdcp2Jzo8dkfYOx0E140c6YliMB/amyjwNERBYk/qSzbZ4qhovEjZCP0S+69/Yb3l8T3YQdDdmrUmWmR9ylRDFFzw+OMq/d5WkCvdF8wNnSmCoJcbKNdjFiT6U++/zJodtxgnVbLjKu045x6W9vaRtxoPVjoQVqlvQCGgDq6ak6r93rYOj43Sz4hQxCUIrivzjExs43jHLmviAcvtJiRambxss3/2gS2Oiom5w0TTFImJeccuz19mEZkg+DjWOaxBi76yL9oiq1qDZ6wSQwRftVBSCKaD4JowSF5ia8aH9l7WpG2OjERv63fs0tpFwDxNkQKZ6jXb6MiVGXRwzQgBddDtWrR5xy4/sEyVhg43IGfSQIMguL4sNdZN8X1lr9thu+OypfuWW9xugixpytV72WarHZQi2YNm+rRpkiXZ65QfWn5ZRWSC4HK0arMqPtmzxJgLBscxMb+xWVP8RnqJMfrJuSrjDILgylgcb4V3VIVDyi7r3EVGyZGuUoPVXaR1J0myyGi0r1KfaRMZ3BhCQB10q9Nq/ZuPLLdfVMxg+Ym2AjMN1T/ckATBdetW4y0wCv9ROyFdiqXG+lO3WRKf8X/bLidUiYiYbbg/sES+TBXqvXWeyqpB8EltdEStJnkyTDfkgscut9/B+A14rgw3h33TQXDNyZVhjuFoX6W+HGlSEmnd79jlDds7rVTPNEy2dFUabHP8ygw6uCaEgDroNlExL9ukXJ0c6R4yI9HHL1lS2DsdBNe5iIg7TdRXllpNltmXeC5NittNMEGhqJgXbdQcL1Y4SJ6H4j2qNzmaKAAVBFdKm6gVDoDFxki+wO3QDie8azfIkOJR86VcoKVWEAS915lV6sPKL3uVepZhFsYniVc75EdWKFOXeD5VcuL5UAvkxhIC6qDbbHTEcVXSpXjKEtscT7QruMlY2dJ7eIRBEHS3ZEnuMhmscjAxqcZ/9AnNla5MXYc+n8P1NT9eqOx3tnboDBAEn9RWx1RpkC09USyvKzud8Csb0H6z/EduNvAiLbWCIOi98mSaZSj46DJXqSMi7jbZl8yVKdVJ1X5gWYfr2lzDpUtxWm3oWnEDCQF10C3qNXs33m/2VuOtV2xvfJUpR3pin0kQBNe/8QYapZ82UW+f02s6S5oH46vRGxyx86wKqreboECmKg2J75Mg+KRatCXSPRcaJfU8q81l6rxoU+Lnr1koT+bVGGIQBN1oibGSRBxUZtPHKCA2XqE/dLPB8jVp7XBdS5dqXrz42Qf2JDKvgutbCKiDbvGOXRq0KJQrV7qP4qmeqZI9ZsF5b2CCILj+nJnVj2Cnk53S7Ebpn9hP/ZrtidXoNCk+ZRpY67CDl9nqJAi6ssIBlRrkykjc+J6rTdTz1iYKC91mvKKLtNQKguDakC8zkZr9ii02KL7s18iT4QHTE9e1YuWJ5xYYJV2KEjWetUZTKK553QsBdXDFHVWRaBmwyOjEDH+yiCcsCulyQXADKpSXKAbzhh2JHtRn3GJcYq/12Wl4YwxIpOT+yoYOqXVBcLkq1Fsen+C92yRpUro87ve2JfZGjtLPknjF+iAIrg93mJiYUPudrdZ2Ubn7YgrlmRW/rr1pR2LPdLZ0j5ovXYojKvzMmsSWx+D6FALq4Io6rtJL8QB6hqHet0dUTASPmm+w/B4dXxAEPedWE2RIVaLaGoc7PJci2d1n7bU+rTbx3L2mGCxfgxbPWxtm+4OP7U07tIoaqZ/JBnd5zE4nEpPC+TJ9wdzQbzoIrjMREfeaklipfs32jxVU32q8NMmOq7LVscTjQ/XxVQtlSnVMpWesDteu61gIqIMrIirqQ3v9yAoV6uXJMEieSg3gflON1L+HRxkEQU/KkubOeHX/9+1WHf9+OGO8QuMMFBXzxlmz/amSfdFcOdKVqvVrGxPt94LgUu1zym4liRvpSBdB8lbH/NpGkCLJ1yyUfp5V7CAIrm0REXeZlNhy9Lrt9jp1Wa+RI93SeAbLu3ZrOauV1mD5vmqhLGlOqLI83lkguP6EgDr4xJq0+IlVidXoyQb7hiXetwcUyDTnPPvUgiC4scwyzDB9NGvzuu2dnr/bZMmS7Fdqz1k3NnkyfMlcKZLsU+plm1SG9O/gEjVp8Xq8ivx8IzttPTqlxg8t95JNicmaL5unQNZVH2sQBFdPRMTtJphpqBhetFGpmst6jQVGyZepWqNVDnZ4rlCeT8drgaxxSL3mKzX0oBcJAXXwia1wwFEV0qV40AwPm2WFg4nCQp8zq4dHGARBbxERcb+pkkTsUtKprUg/2Wel4G2zR0lipbpIgc+aAbY57n9530s2OnWZNz/BjaVes59arVydHOluNa7D8zsc968+dEwl2lecnrDQqJBVFQQ3hIiIT5lmuL6atHreussKfFMlu814sMqBTm0eJyg0SJ5mrZ0C7uD6EALq4BNp1GJNfM/JA6abbqhmrVbHvzCG62OoPj04wiAIeptCeYmg+XXbNZxz43KTsQris/3PW+dHVtgfb7s3RZGvWWS0/mJitjru+5Y5Hg+GguBs1Rr8xAonVMmS5kvmSZeaeL5Wk5dtTvw82zD/yR2G69cTww2CoIckS/KI2QpkqlDveWs7bUu6kKmG6Ctbgxbrz6kREhFxc3wib41Dna55wbUvBNTBJ7I6vhI9UK6JBoEX4ylzETxsds8OMAiCXulm4+THe0z/u2UdWo6kSfGUpRYbLVWyYyo9a02iYMwIfT1mgW9Yari+2kS9ZWdiJTsIaK/o/WMrnVYnT4YnLFJ0VmHMmJjf2Kw1XnH+bpN82vQu91YHQXD9y5Yen3RLcVSlf/GhTY5c0rUlScTS+F7slQ502EtN+yp1YVilvm6FgDr42Bq1JFaib4oXZPjAnkRBh+mGypXRY+MLgqD3SpPiS+bqI0uVBk9b5UN7E/tX2wuYTfInbjM73jbrXbvVaky8xmD5HjJTsiSHlV92MZng+nUmWK7SoK9sT1ikv5wOx+xwIpH5UCjXgnjWRBAEN66Bcn3dYkUKNGn1ii2es1bDJVTonmaIApnqNHfqbR0RcUt8lXp1WKW+7oSAOvjY1jikUav+cowz0G9s9kG8f2yGVJ82tYdHGARBb1YozzctNU2RmJj37elUqCxHuvtNUyRfk1Zv29Xh+XyZiUDoHbs69bcObkw7nFCsXIokj5nfqbhYrSa/tSXx8wNmhJXpIAjAALm+bpE7TJQcL4T5e9suel6ypETP+hX2a+1ylTpXs1Yrwyr1dSUE1MHH0nRWysoiozxjtS1n9d97xGzJkntqeEEQXCPSpXrILA+YDtYrVq6uwzFJIu6LT9BtcaxDejgsNUamVKVqbXL06gy8G1Sov+ievZiYg05bYb/37fGmHd62U0WoeJ7QrNVbdoIlxnYKpmNiXrVVc/xmd47hBp+VCh4EQZAkyRJjfNVCEWx33J5zimh2ZYYh8mSo0dTpetRxL/XBUPH7OhIC6uCyRUW9Y5dGLfrJVqHeMZWJ2f0pikJ11CAILstMw4w1QEzMR/Z1en6IgkTq92u2dViJzpDqpvhNyvv2aD6nwmpvFxOzzD7/5H3/n/e8ZFOnti0xMXuU+JEVnrHa23b50F6rHLTCAd/3UaeK6Teq5far1qhApsVGd3p+hxOJ31WGFLfHe6MHQRCca5g+Fsa/R35vW6cK3udKkWxxfC/1e3bb5WSH5ycaFK/43Wa5/d0z6OCqS+npAQTXlioNXrIpsUK0yGhvxnt7xsSkSnZXuDkJguBjuMV4+5Ta4pibjNVXdofnbzfRTieVqLHGocRNDsw13BoHVWqw3H63mXC1h/+xtFeZ3uSA04nHtjpmq2NG6idVshZtajQqi6/cp0gyXqEsadIkO6zcMZVesM5kgwzXV6uoVm2i8ePrNClXr06Tes3qNesr2+0mGmtAD336K69CvRUOoL2neeo5mVK1mvzO1sTPd5ks86yq30EQBOe61Xi7nFSh3rt2JTKmzmeWYTY74oRqv7DeVEXuNUWWNBERt5ngOWutdchCo0K9oetACKiDS7ZHid/YrEGLNCk+ZaoS1Zq1SRIRFXOzcfJk9vRQgyC4Bg1RYKwB9im1zD4PxHtOn5Elze0meNU2b9qpRpPbTZAsSYpkd5rkVzZYZr9xBvbKln3L7LPNcUkikkRUalCvWYok95miUJ5l9tvlpEPKOpybKtlcIywyWo70xONton5riy2O2eGkHeesiJzPSdV+bo1xBrrbJP3OKdp1rYmKes02baJG6W+Cwg7Px8T8ztbECtNo/c00tCeGGgTBNSRVsk+Z5mdWW+uwKYoM1/eCxz9psQ/stcJ+2xx3UJknLNRPjrEGGKqPoyoss++iAXrQ+4WAOrgkxcq9YL2YmCL5PmeWNCmJmf6omL6yLTCyZwcaBME17Wbj7FNqs2OWdrFKPdtwpWqtcchKBxQr97BZCmSZZJApimx33Es2+aabpPeiy1yFeu/Z3akBywA5HjbbQLngC+YoVeOwcsmSpEqSKsUwfWRJ63BuqzbLHbDdiU7vlyQiIhJfpz6/vU7Z65Q8GfrK1k+2cQYaZ+A1U6irTdTLNtmnVJKIe03uNPYdTiT2QGZI9WAoRBYEwSU6MwG3yVG/t8033STpAt8fKZLdYaKJBvmNTU6r84YdvmJ+fJV6vGestl6xRUZ3qvUQXFt6z51G0Gs1aPGSTWJiJhucaFPzhh0d+uzdbZKUUIgsCIJPYKg+F1yljoi41xQj9PVbWxxT6d8t86RFBsj1KVMdUa5CvTft8Jl4sbPeYJUDYtr7aC8xVlRUkogR8dTusw2Qa0A8wO5K+57qU960I1GQbIwB7jFZngypkhPBYr1mh5U5plJUTJIkMTGbHe1QFKdao2qNDimzXrFCuZYYa7LBF7xx7Gltol600U4nJYn4vNmdfnfVGjpU9X7QDDkhzTIIgstwl0l2OemUGtscM/0SMlyGKPBFc/2LD+1Tar9SYwwwSn+j9HNQmQ/t7XStC64tIaAOLigm5re2xHt5ZvmM6ZIlqdFovcOJ40bpZ5yBPTjSIAiuF/+xSn3UKP1NM6TTMZMMNli+X9nguCov2ujrlsRXHmf6qVU2OmKcgSYa1AOfoqN6zTY6gvbPd6HCjY1arHDAQadlSZMrQ64MGVKkSpYq2WZHE/uuc6S722RTDO5yxTVLmkkGm2Rwh8dvMtYH9lrrkKiYPBkWGqVSg02OKFHjRRu9aqsMqVIly5BqhiFmGia5F9Q1bRP1SxvsUSJZkkfMNv6cVO9WbZ61NlHVe64RnY4JgiC4mExpFhvjXbu9b48pii7pe7CfHPOMsNohb9lplP6S4nupD1phs2MWGp3IUgquPSGgDi5ovWK74rP+nzM7kT75rt1az0ojvKuL9LogCIKPY6g+5hhuvWIv2SQqZkYXKwEFsnzJXP/mIyVqvGWH+00zUj+LjbHCfq/YolCePj2cTrfWIa2iBss3Ur8uj2kTtd5hH9p3Se1UkiVZaJSlxn6s1PYMqe4x2SzD/Nwa1RqtcchjFrjFeGsdstpBDVo6VLY9qsIKB9xqvKmKevS7f4UD9iiRIskXzO1UYC0m5jlrE1XT+8l2l0k9MdQgCK4DC4yyxiGVGqxXbP4lbnW82TibHXNKjU2OmG24ofqYoNBuJd60w6PxdPDg2hMC6uC8TqnxRryC950mKYr36dziqM1n9dabZZhB8npkjEEQXJ/ujxdpWa/Yb2zWJmq24Z2Oy5HhQTM9a411io3S3ySD3Wa8Q8ocj1e//rrF0nrokteizRqHwGKjO90wNWmx0dFElXLaA7/FRouiRqNajZq0atamRZt8mW427opMFAyU60mLPWOVcvV+YqWFRomKmaZIqhTjDdQqqkS15farUO8lm6x2yCNmy++BYpRVGnxkL/i0aecNpg/Gi7sNkudxCzql1wdBEFyqVMluNs7vbfORvWYaeknXlkxpbjbOm3Z4L766nS7FXSbZp9QBp+1xqlMxxeDaEALqoEsxsUS11LEGJIqNlarxqm2J41Ilu834HhplEATXq4iI+02VLMkah/zOVlnSukzfHmNAhxXpwfIVyPJFc3zfMqfUeNkmj5jTI7P/Gx3RoEUfWR3Srk+psUGxTY4k0pGzpbnFeLMNk3QVU6rzZXrCIj+zxik13rarw/On1HjYLKP0N9twqx2ywn7HVfp3H3nYbKMvkMbeHd6yU6uo4fp2uS3gVzbYpxTtvWS/ZuFV/Z0GQXB9mmWYlQ6oUG+Vg2427pLOm2eEdQ4pj7ffuteUeEHfUVbY7y07jNE/1CO6BoUrS9ClXU46rFyKJJ8yTUREs1a/sqFDIbKlxoTCLkEQdIuIiHtMNtcItAdQ56tYfZvxhijQpNWLNmoTlSvDF8yRLMkuJT6072oOH+2r06vifZEXGa1Zq3UO+4Hl/tWH1jikWZsBcnzKNH/qdnON6JHAL0eGr1logZGmKTLHcPONlCLJXqf81Gp1mqRJcZOx/tBNBsvXoMWzVvvIvotWFL9SDjpthxMiuNeUDhMlbaJ+Yb2d8fZhg+R5wqIQTAdBcEUkS0osJp3pNnGp591lMljrsDfsEBNzk7FypCtXn8hmCq4tkVgsdm4Hj16jurpafn6+qqoqeXkhpfhqadXmn32gUoObjHWbCWJiXrbJVscTx01T5AEzekVhmiAIrl/NWv0v76nT7H5TEwH2uSrU+3cfadJqiTHuMBFscsQr8QrPtxjvJmOuSnC1T6nXbFOhXoZUUw22xbHEanSSiHEGmmuE0fr32r1zR1R43trEKvsgeeo0q9dkqD6iYrY4hvYCaXONMMdw2Wf1yr6S2kT9u4+UqjXPiA49XMvU+qX1TqlFe0uypywNad5BEFxRMTE/tMJxlWCxMW417pJWl9c65DXbwQxDfcY0Wxzzii3SpPi2W+SGxaoedzlxaAiog06W2eddu+XK8G23iIh42abEbD8sNMpdJvXaG8AgCK4vaxz0uh1ypPsTt503QNrhhF/ZAB4135j4vtq37LQyvlI8VB8PmdlthcpqNHrTjkRv6GRJHVZu+8sxyzDTDem2oPNKO63Wz61J7PE+W5F8UxVZ4YBaTWj/zDcZ6yZjr+h1IibmXbstt1+WNN92q0ypoFK971umQQvIl+GP3RqC6SAIukWjFm/YkagrVCjXI+boK/ui525x1G9sERMzySCfM9OPrHRClVwZPmvGVd9GE3TUKwLqv/3bv/Xqq6/atGmTtLQ0lZWVl/0aIaC++mo0+ifva9HmQTOMNdDz1jmqInHMnSZabEwPjjIIghtNqzbf84EqDe4w0ZILfAe9aqv1imVL84duSmxL2eqY39umSas0KT5jmimKrtgYo2LWONipC8IZYw2w0Gij9LsmJyPrNNnimCQROdLjtTa2J1auv2iOEjVWOeiEKjBeoYfMkB4Pej+Jes1+Y7O9ToHPmG6WYWjPYvixFUri1byTJfmGpaENTRAE3W6Xk35nq3rNiuT7uiWSLuE7fpeTfh3forTYaDMM9YL1ytWBBUa63cQwKdhDekVA/Vd/9VcKCgocPXrUD3/4wxBQXwNiYl600XYnDFHg82Z5xhrl6kQQw3wj3WtKTw81CIIb0GZH/cZmGVL9qdtknCdIa9Hmh5Y7pabTanRlvDr1kfgk4b0mm2/UBd83JqZEtV1KNGg2y/BOnQ2Klfu1jWo0dni8SIFxBppisP5yPu5H77VOq/WctSrUS5divEKj9dOgxTt2axPVX7ZbTVCmzklVajWZfhm9rNtEHXDa72xVo1GyJHebZK4RIiJiYn5lQ4csqgttDQiCILjSqjX4Fx9q0npJ15Uztjvu1zaCh80yzkBv22mdYjBcX1+z8JqchL3W9YqA+oyf/OQnvvvd715SQN3U1KSpqSnxc3V1tWHDhoWA+ip51y7L7BfBkxb7wF77lcqQqlGLLGm+49bz3sQGQRB0p6iYf/OhUrUWG+3OC/QTLlXjB5Zr0dapX3NUzJt2JIq/3GSsW40XEREVU6pGuToV6pWrd0Bpp1TnyQZbaqwqDZbZ51h8Hx1kSHGzcaYaIucaSen+JOo0ed66Dr8DGChHtUaNZ/WwPltfWW413mRFHVZzmrU6ocoRFQ4pc0RFohhmP9keNrvDhMY7dlluf+LnJca43YRwAxoEwVW1zmG/t02aFH/sFnmXuA/6bTutcECqZE9abJA8e53yaxs0a/MZ08zqom1k0L2u2YD6r//6r/3N3/xNp8dDQN39zuxPpL2fZ5pkL9okWZIkES3afMo0c8I/6CAIetBuJ71gPbjDxC77Op9RqsbrdjjoNEiXIkuaJJF48BxVrh6M0FeWNAeVaYzvwT1biiRjDJAk0mEl9GztbQTHmWfUDVesMSrqsHIHnHbA6UTK9xmpkhXIVKRArnQbHFGvGRIp5DkyREWVqBHT8dYkU6qpitxhYoeerx/Y44N4L+oUST5nVpet1YIgCLpbTMyPrHBMpUkGecScSzovKubn1jjgtAKZnrJUljQrHfCWnfF6EbfIlNbNnyA42zUbUIcV6p5xdrrJrcaba4R/9oF6zQbLd0KVQfI8Zekl7QkJgiDoLjEx79htRXxF8mIFEmNi9jjlTTtUxIPni0mXor8cfWTpI8tg+cYYkNjHVqLaO3YlehzDTMN82tTQmimuRqNtjtvimBLVnZ5PkSRDqnrNojrfhuRKN1Qfw/U1Uj8D5Xb4fxwT81tbbIoXA8qU6uuW6HcJxYCCIAi6S4lq/26ZmJgvmWu8wks6r0Gz71umUoOpinzOrA4dDeYa4f6zOhoE3e9yAuqUCz57jv/6X/+r/+f/+X8ueMzOnTtNnDjxcl42IT09XXr69Z8e15scV+Vlm9HecP4mY/3WFvWaFchKrDLcY0oIpoMg6HEREXeaKFuat+y0ykENWnzG9C6/oyIiJig01gAlqrWKiolpE1Ohzik19judKAJzq/GWXqStVos2pfG2TCmSPGimyQZ3zwe+ghq0SJdyVb7Lc2VYZLRFRitRrVi5E6qcUK1UjVbRREVw2jMEZhgqXYohCuTJPO9r12v2C+sTvV/zZfojN0u/vFuaIAiCK65QnoVGWemAV2zxgOmXFFRnSvN5s/3QctscN80Q4wx0n6l+apX1DptlmMHyr8KnCC7XZV19/vzP/9wTTzxxwWNGjx79ScYTXEXNWr0Ury44QaF7THFIWWLG/0xNwSmKjNC35wYaBEFwjkVGy5LmFVtsdlSWNHddYE91siRFCs559D9akrxph1UOWmafMQYY0unY9lXRlQ54125RMX1k+bzZvfoGJyZmn1LL7VesXIFMc4wwyzBZVyl9sFCewrP2PLeJKlenTJ3Dyq11yGHlTqp2uwld9nFtE7XXKVsctcepxKr2ADm+Yekl9X4NgiC4Gm4xzkGnnVTteevMMdxdJnXYrtKVIgXmG2W1g35vm2+52Uj9TFFku+Nes82TFof6EL3QZQXUAwYMMGDAgO4aS3CVvWWnMnVyZXjAdDud8DtbwVAFjqqUIcU9F7hJDYIg6CkzDJUs4kWbrHRAoVzTDf1Yr3WnScrU2euUF6zzB5bIP2uVtFGLl2xKtGyabLBPm9ZrizRWqLfPKRsc6ZByXanBO3Z53x6D5GkV1apNimRLjTHZ4Eu6WYuJqdOkQr1KDSrUq9GoQYsGLZq1GqWf+UZ1KsyWLMkAuQbINdEgMwz1O1scV+U1271uuyIFBspVp0m5ehXqO/Typj1Q/7rFIZgOgqBXSZPi6xZ7x26rHbResUPKfMlc/S7S7eE24+1yUpUG79vjbpPdZZK9ShxVab3i0MGgF+q2PdTFxcXKy8u98sor/v7v/95HH30Exo4dKyfn0lqHhLZZ3efswj5fNtcuJTY6AgbJU6pGm1iHPp9BEAS90bt2W2afZEm+ZqGh+nys12nS4sdWOqVGP9m+ZpEc6UrVJHqDJktyrylmG9bjqwRVGmxz3GFlIiJSJUsScUKVsngKO+0FweYYbq4RDiu3ziEnutjXDOMNdL+p8mQmguYy9SriK8r/Uf28TnO88vaFJEsy01Cj9Y8H3nVqNcmQKkuaLGmypcuQ6pCyxI3khaRKNsswtxl/RfpbB0EQdJcDTvuNzWo0ypbucQsMlHvBc/Y65TlrRfAHlihSYLWD3rBDmmR/5GYF8VaQQffpFUXJnnjiCU8//XSnx9977z233nrrJb1GCKi7R6V637dMgxbzjHBIWWI/4FJjHFHhsHIj9fO4BT1+0xgEQXAhMTG/sN5uJXKke8rSS25Xcq5i5Z63VqNWudLNM9Iy+zRrkyfDF8xVdBVSvKNijqt0SJmDTjuqUppkBfFCaVUaEr20uxIRMUwf4w00y7AO1WFjYk6qVqVBimSpkh1y2kf2iYpJl6KPrIsGzRHkyVQgU4Es+TJlSpUpVUx7C5lzW2ldjvZJgvZOE0mS9JNttuEmG5woEBcEQdDb1WnyM6uVqJEp1WMWXHSr0Is22ua4ApkeNluRfE9bpTjcn181vSKgvhJCQH1lVaq33H6bHNUmapA8/eXY5rgc6R4yU6UGv7VFiiR/5GZ9Q8XUIAiuAU1a/dgKp9ToK8tjFlzWDH6DFsvss8ahTqnFtBfN+rzZss/TVzoWb/T0SQp+tWpzwGm7lditJNFW6kJG6GuiQVIlJ9K3+8gySv/LTkc/pcZvbekUBBfI1Fe2vrL0la2PbP1kK5B5wXTrmJhiFVY7oFpjomp6rgyNWtVrVq9Jneb4fzdLEjHWQBMUGqnfDdd+LAiC61ODZs9a47gqGVJ82XzDLpBNVafJDy1XqUGSiNtMMFGhf/ORVlH3mxpSv7tZCKiDDmJi3rbLKgcTvT2H6mOmoX5nqwietFiyJD+xUos2d5posTE9O/AgCILLUKneT61SqUGuDI+Zb8BFUuvaRK1z2If2aoj3nx6ur3QpDijVJiZZxGD5CuUZJN8EhYl9wW2iNij2kX2atBqlv/EGGmugXOkXXEGo1WSb406qUqJaqdoOLaQypBipn1H6G6GfNlGV6pWrlyrZRIM+9kr8+UTF7HNKjEsKmoMgCIJL06jFz611VIVkSR4w3TRDLnj872y1wwkwWn+j9POO3SH1+yoIAXXQwQbFiWJjo/W31FiFcv2rj9RotNAoi4z2A8vVaDRaf18xL/RTDYLgmlOt0bNWK1UrU6qHzTZSv04rxzExu5V4207l8f7UA+S40yRjDRARUaLaz61Rc1Z7J9pTnUfqZ6R+Njl63v7WGVLiK7vZBso1VB9F8tVqstKBRLbQ2XJlmKjQBIOM0Des0AZBEFxHmrX6tY2JApdLjHG7CeedfI2J2eSo123Xos04AzVqcUSFIvm+auFFq4cHH08IqIOEUjV+YLkWbW43wVJjwW9tsdERfWX5uiV+Hk9D6S/H1y3utZVrgyAILqZes59b63g8dTlNcqJqdKs2jVqVq3MyXpgrW5pbTTDL0E4TiW2iTqt1So1TahxUlnjdM7Klu9lYQ/Wxzyl7nDrv3uEIzr7oFikwzkCD5CqUJ19m2BcXBEFwHYuKec9uy+0HExR6xOwLLmQdU+lpK7WKmmWYXU5q0GKcgb5oTlgE6wYhoA7Qvh/vh1YoUW2U/h4zX0TEfqWetQY8boF1DtvppEyp/sCSsG86CIJrXrNWr9pmtxLN9gMRHQAAilZJREFUWrs8JkWSRUZbbIz0y5jhr1Bvu+MOKzdcHwuM6rRC0KItURH7tFonVPn/t3ff4U2VbRjA73SX0sEuo2wQ2RsRZXwgGwRFEFDBgaKg4gYHoIKoDCcoiixlI4iiIsiSJUO27D3LKNBFd97vj9s0LS2ldCVt79919WpycpK+aU9zzvOO5zmLawhDNACgCorjblREWRRWAC0ikg/twVn8jN1IgBWtUBX3okqa+/+Lc/gROwBwZHszjiMeVjRAWXRETZ1LspgCagEALMO/2IITKAAPPIN74QsvRCIGk7EOEYhBDZREyH+jNC6w4FHchXIo7Ohmi4hkGSsMLiEcZ3ENIYiEJ9zgBTd4wR0VUBS+WbwG+VbCEQ0DA78kNa5FRCR/2o0z+Am74AILnkCzW1aRWIND+AuH4QILmqES1uEIAKAFqqI5KiuozkK3E4dq0n0eFI8ErMFhbMEJAMD9qANfeMHAYAl2IQIx8IEH9iMYVhh4wx1dUUfBtIjkOS6woAT8UALO0Smb0wG8iIg4r1oojYO4gP0Ixk/YiQG4J82ygC1QBZcRgX04j3U4ggooiuO4jLU4hLO4ii6orfOMA2jCfR4TjFBMwQZs/G9dxj2ojCooDgD4G8dxBJdgARCJWFhhUBXF8Sya4w6UcGCrRURERETyFwss6IRaKAhPXEYEVuHALfe/H3VQH0EAgOO4DD94wQUWHMElfIW/sBdnc6LpkoRGqPMIA4PNOIE/sR9WGBSABzqjFqohEACTGaz875/UAHCFCzqiJuqijKaHiIiIiIg4QAF4oAtqYw62YjNOwAIL6qMsiqJgqvu7wxWdURuVUAy/YA/CEA0vuMMPnriICCzCTkQiFk1QIYffSf6lgDoPsMJgBfZh839TvKuhBDqhFnz+q5N6EBewFLsT65taADyE+qiqUWkREREREYeqguJohHLYipP4G8fxN44jCIXQDJVuer1+J0qiFAIwG1twCRGojGKojOLYiGNYjv0oAT+UR5Ecfif5k6Z853LxSMCP2J4YTLdBNTyEBvCBJ6IQi5+wE/OwDZGIBcBguhcaKpgWEREREXES7VEDPdEAVVAcFgCncRVzsQ0rcSBxUOxG/vBGV9SBBcBenEMFFEEtlIKBwY/YjjBE5eh7yK8UUOdi0YjDD9iC/QiGCyzojrq4G5VggQVncQ1f4S/sTrKOwgKgp4JpERERERGnYoEF1RCI3miEIWiNxigPANiAo5iDrYhCXKrPK40ANPpv39/wL9qhBkrAD5GIxQJsRzwScugd5F8KqHOp64jF9/gbp3AFnnBDXzRGLZQGABzDZczE34hADAr+N+0bALqijpKPiYiIiIg4MV94oT1q4AHUhRtccBSXMAXrEY7oVPdvhTvgCy9cxXVswjH0RAN4wR1ncS2x1rVkHwXUuVA4ojEDm3AeYSgAD/TDXaiAogCA/TiPOdiKOCSgJPwRiRgAwL2ojDoo48hmi4iIiIhIOtVEaTyBZgiAN67iOhZie6rBsSfc0AE1AACbcAzRiMMDqAcLLNiLc5iLbYhBfE43P99QQJ2LxCIe+3Ee07EJlxABX3ihP5oi8L8i8LtwJvEfrRKK4ioiYQBUR0m0RFXHNl5ERERERG5LIPzwCJrAE244jav48yaltaohENVQAlYYzMM2BMIPvdAA7nDFUVzCDGy66Qi3ZI4C6lzgNK5iAf7BOKzAAmzHVVxHIRTA42iamFL/AILxM3YlBtAXEI5oxKM0AnA/6qg0loiIiIhILlQYPuiGOgCAzTiOfTif6n5dUAeF4YMwRGM+/kFFFMVjuAsF4IFghGEqNuIarudk0/MFBdRO7jxC8T3+xn4EIx5WBMAbTVERj+NuBKAAAOAkQvAjdsAAqIGSOIdriEAMiqEgeqMR3OHq2DchIiIiIiIZdgcCcTcqAQB+xi4EIzTFPt5wx8NoCC+44Qyu4lfsRSn44wncjcIogFBE4QdsRoRGqrOUAmonFo5ozMM2xMOKCiiCAbgHz6MV7sOdicnGghGGudj23zTvYghGGK4hCoVQAI+gCQrAw8HvQkREREREMut/qIryKIJYJGAKNuAP7EuR/bsoCuJB1IcFFuzCGazAfvjCC4/hLgTAG1dwHT9gC6L+K6krmWcxxqRe2MwJhIWFwd/fH6GhofDz83N0c3JUPBIwA3/jLK6hKHzwBJrBC+4wMDiFKziOEJzCFZzBVcTDCn94IwZxiEY8/P5bW20bwRYRERERkdzvOmLxM3bhEC4C4Kj0/3AH6qNssiWeW3Acy7APAOAHL7TBnSgJP8z4rxJQKQSgC2qhGHzhoqWhKdxOHKqA2glZYcUS7MYenIUX3PEkmqEIfAAAK3EAG3A02f4WWGD+K/heFAXREw0S11aLiIiIiEjechSXsBz7cAkRAIDKKIauqJOsZO4+nMcK7EcoogAA5VAY/8MdmIttiSPb7nBFKfijNkqjHsrm/BtxUgqoc7ETCMEf+BcXEA4LLOiLxqj4X0msfTiPhdgOgInHwhGN07gKACgCHzRHFdRAKfUyiYiIiIjkcVZYsQUnsRIHkAArCsADXVALlVEcrv+t7I1DAjbhGDbgKOKQgCAUwn2ohjU4jDO4htgk5bSaoiLaoJqSGeP24lC3HGqT3EIoorAc+7AfwQAAL7ijI2okBtOXEI6fsQsAcBcqIAIxicF0O1RHI5SDi5bEi4iIiIjkCy5wwV2ogIooisXYgQsIxzz8AwssCIA3CqEASiMAlVEMVVAc3+NvnMZV/IUj6I1GsMCCy4jAvziHdTiCTTiG64hFF9RSXHEbNELtBP7FOSzFHsQgHhYADVEOLVA1MaFYDOLxHdbjMiJRFoXhCTccxkW4wILuqIsaKOXYNyAiIiIiIg4TjwSsxiFsw0nEISHF415wRzEUxBlchQEQhELog0bwhDsAYBfO4GfshoFBFRTHg6gHj3w89qop37lEDOLwO/7FbpwFgMTkACXA92pgcAIhWI2DOINr8IUnisMPR3EJrnDBQ6iPqijhyLcgIiIiIiJOwsAgAjG4gusIQQSO4zKO4jKib8gGDnD9dBfUQg2UggUWHMIFLMR2xMOKQPihFxrCH94OeBeOp4DayVlhxS6cwRocRjiiYQFwDyqjOarAFS4wMDiEC1iHIzj3X405N7igIoriEC7CFS7ojUaJ08FFRERERERSY4UVZ3ENFxCOUEThFK4kLh0FmKysGSqhGHwRiuuYj+24jlj4wBM90QBBKOTA1juG1lA7qTgk4DAuYjUOIgSRAIAAeKMb6qIsCgMAEmDFH/gX23AKAAPpegiCgcE2nIIFwIOop2BaRERERERuyQUuCEJhBP0XbwDADpzCL9gDADiJKziJKwA4au0LL8QhAZGIwXRsRFkURmkEwBPu8IQbvOAGT7ijADxQGv75fr21AupsFoww/ItzOIkrOIdrsP5X3sob7rgXldEQ5eAGVwBANOKwANtxHJcBAHejIuoiCLtwJrFUVifUQjUEOubNiIiIiIhIrlcPZeEGVyzGTgCAB1wRDyvikIAr/w38AYBB8oD7Rr7wQl2UQT0EIQAFcqDlzkcBdRYIRhiuIBJF4IMi8IEbXHEW17AOhxOLrtv4wgv1EISmqJCYBAAAQhCJediKy4iEO1zRBtVwCRH4FusTEwu0+q9ou4iIiIiISGbUQmlYYMFi7ETsf/FGORTGHSgBf3gjGnHYj2AcwSUAgBfcUAJ+MODM22u4jnBEYx2OYB2OoCKKoh6CcAdKJA4Y5gdaQ50FVuJA4giyBQyawxCdeL8aAlEFxVEORRAA7xS13Q4iGD9hF2IQD0+4wQ9eiUXaAaA4fHE3KiYe9CIiIiIiIlnhPEKxHkcSy/cCQDNUwv9wByyw4ARCsAg7EIGYZM/zhBsqoxiuIxbHEZK4vQA8UBFFkQArYpGAGMT99z0eMYiHgcEbaJdj7y8jlJQsh23BCezBWVxGBGL+K45ugQW1URr3oBKKoGCqz7PCilU4hI3/BeNJWQBUQXE0QQWURxEF0iIiIiIikm1CEIkNOIKdOAMAuBOB6Ia6cIcrIhCD37EXJ3EFUYiDgT2ELAE/tEQVnEModuI0wm8IvFPzNjo49dprBdQOYmAQiRiEIBIBKHDTNPPXEYt9OI8dOIXzCEv2WBkEoCZKozpKoiA8c6LZIiIiIiIiAFiT+hfshhUGpeCPe1EZBeCBAvCAP7zhChfEIB4HcQHLsQ9RiIMFHNVujio4hsu4hAh4wBUecIMn3BK/2277wtOpBwwVUDuhBFhxGBexA6dxFJcSk5PZFIEPuqB2YrZvERERERERRziJK5iPbYi6oX61B9xQG6XQAOVQAn6IRAz+wD7sxTkAQFWUQHfUhWcuT9WlgNpJGBiEIBK7cRY7cTrFugMAiTWo70XlfLV4X0REREREnNcVRGINDuEqriMSMYhEbGKyZAAog0JoiLKojpLYj2D8jN1IgBUl4IteaJirs34roHaAeCQgErG4jlhEIAYnEIKDuJAs7bwn3JAAK+JhBQBURFG0RXUUh6+jmi0iIiIiInJLBgYnEIJtOImDuJCsHHBdBMEHHliPo4hGHLzhjh6ojwoo6uBWZ4wC6hy2DP9iC06k+pgLLCiPInCDS2IJrSLwQVtUR2UUc+q1AyIiIiIiIjcKRzR24DS241RidaPUVEARtEY1+MILLrDAAgtcYIEn3Jw6DrqdODR3T253Era1BRYA7nCDB1zhC08Ewh8l4Y89OItjuAwAaILyaIM74erEWe1ERERERERuxhdeaI4quAeVcRgXsRtnEIZoxCIesUhAKKIAAMcRginYkOL5w9Epp5ucbRRQZwHbonsD/HcQxSMCMTiPMOzA6cR9uqI27kRJB7ZUREREREQka7jAgjtQAnegRLLtkYjBShxILMF1o2jEwQvuOdHEbKeAOgsEoRBiEPffJAZOXkiAFXFIQCwS4A13tMIdKAwfRzdVREREREQkW/nAE11RB41QHmtwCKdwBTGIB8Ag3C0PzdZVQJ0FaqE0aqG0o5shIiIiIiLiNErCH73RCAYGlxGB07iKCMTkqepGCqhFREREREQk21hgQTH4olgerG6Ud8baRURERERERHKQAmoRERERERGRDFBALSIiIiIiIpIBCqhFREREREREMkABtYiIiIiIiEgGKKAWERERERERyQCnLptljAEAhIWFObglIiIiIiIikh/Y4k9bPJoWpw6ow8PDAQBBQUEObomIiIiIiIjkJ+Hh4fD3909zH4tJT9jtIFarFefOnYOvry8sFoujm3NTYWFhCAoKwunTp+Hn5+fo5oikSsepODsdo+LsdIyKs9MxKs4utxyjxhiEh4ejVKlScHFJe5W0U49Qu7i4oEyZMo5uRrr5+fk59YEhAug4FeenY1ScnY5RcXY6RsXZ5YZj9FYj0zZKSiYiIiIiIiKSAQqoRURERERERDJAAXUW8PT0xIgRI+Dp6enopojclI5TcXY6RsXZ6RgVZ6djVJxdXjxGnTopmYiIiIiIiIiz0gi1iIiIiIiISAYooBYRERERERHJAAXUIiIiIiIiIhmggFpEREREREQkAxRQi4iIiIiIiGSAAmoRERERERGRDFBALSIiIiIiIpIBCqhFREREREREMkABtYiIiIiIiEgGKKAWERERERERyQAF1CIiIiIiIiIZoIBaREREREREJAMUUIuIiIiIiIhkgAJqERERERERkQxQQC0iIiIiIiKSAQqoRURERERERDJAAbWIiIiIiIhIBiigFhEREREREckABdQiIiIiIiIiGaCAWkRERERERCQDFFCLiIiIiIiIZIACahEREREREZEMUEAtIiIiIiIikgEKqEVEREREREQyQAG1iIiIiIiISAYooBYRERERERHJAAXUIiIiIiIiIhmggFpEREREREQkAxRQi4iIiIiIiGSAAmoRERERERGRDFBALSIiIiIiIpIBCqhFREREREREMsDN0Q1Ii9Vqxblz5+Dr6wuLxeLo5oiIiIiIiEgeZ4xBeHg4SpUqBReXtMegnTqgPnfuHIKCghzdDBEREREREclnTp8+jTJlyqS5j1MH1L6+vgD4Rvz8/BzcGhEREREREcnrwsLCEBQUlBiPpsWpA2rbNG8/Pz8F1CIiIiIiIpJj0rPsWEnJRERERERERDJAAbWIiIiIiIhIBiigFhEREREREckAp15DLSIiIiIiktdYrVbExsY6uhn5lru7O1xdXbPktRRQi4iIiIiI5JDY2FgcP34cVqvV0U3J1wICAhAYGJiuxGNpUUAtktvExADXrgElSqTcvmULt1etmvwxqxUIDgYCA4FbFKcXERERkexhjMH58+fh6uqKoKAguOi6LMcZY3D9+nVcvHgRAFCyZMlMvZ4CapHcZPFi4MkngatXgSpVgNatgerVgTVrgOXLgYgI7lenDtCrFwPr334Dfv0VuHABaNQImDIFqF3boW9DREREJD+Kj4/H9evXUapUKRQoUMDRzcm3vL29AQAXL15E8eLFMzX9WwG1SG5w/Trw8svA5Mn2bYcP8yupYsUYbO/axa8bbd0KNGgAvPEG0K0bsGoV8OefwJkzwDffAPfck61vQ0RERCQ/S0hIAAB4eHg4uCVi69CIi4tTQC2SZ8XFAT/+CLz7LnDgAGCxAK+/Drz6KrBxI7ByJbc3bQp07gzUr8+AevFiYN484Px5jmJ37coR7ZdeAhYtAkaP5ldSHToAK1YAd93lmPcqIiIimRMbCyQkAP+Nvonzyuy6Xcm8rPobWIwxJkteKRuEhYXB398foaGh8PPzc3RzRHKGMRx5njcP+OorBsUAULIk8P33DJAzY9EiBtZXrwKtWgFt2gA//cTRan9/BukNGjCY37wZOH0a8PLiV0AA0LgxkEVZEUVERCQLWK3Ap58Cb73F64hWrdjR3qULULaso1snSURHR+P48eOoUKECvLy8HN2cfC2tv8XtxKEKqEUczRiOMq9dy7XQf/1lD6IBJhJ79llg0CCgSJGs+7lWqz1BWWQkR6jXrQMKFQKaNwdWrwbCwlI+r2lTYOZMoHLlrGuLiIiIZMyxY8Djj/P64UYuLsAzzwDvvQcULZrzbZMUFFA7j6wKqDXlWyQnXLjAxGBLl/LE5+fHLxcXjgL/l2UwkacncPfdwIABwIMPApldZxMayuRkLVoApUpxW9Kskj4+bF/btsDffwNLlnC7vz97thMSOGJ95gywaROTno0bxzXXixcDCxeyE2DUKCY8s1iSf5Uubf+5IiIiknkHDgBTpwKTJrFj3McHmDABaNaM5/RffgHWr+dst7lzuXysSxcG1j4+PD+LZDGLxYLFixejW7dujm5KjlFALZKdLlwA+vThaG9ak0G8vDjy27Ilg94mTbgts0JDgc8+Az75hKW2vLyAF19kUrJChTgCvX49sHcvT6ydOwPu7pwOfvYsv+/Zk/w1LRYmSXvuuZQ/b+DAm7elenUG7J06cdq6TuQiIiJ2kZEscRkZyfNsWt9XrQI2bLA/9957genTgYoVeb9GDeZcWbOG5/3du4EXXuAXwI77pk2Z7PTGUpsiNxEcHIzRo0fj119/xdmzZ1G8eHHUrVsXQ4YMQevMLknMpLi4OLz99tv47bffcOzYMfj7+6NNmzb48MMPUSqbB3U05VskuyQkAO3acU0yADRsyJ7hhg15QgwNBaKigLp1Wc7K0zNrfu6FC5z2tWYNMHs2A2mAAfTVq7wdEMAkZdu3s5034+0NVKtmfz9Xr3JNdWo8PVkL28WF09Td3dmJkJDA0Wur1b7voEHAF18oqBYREed16RKXY3l7M2DN7LVoaCgwbBjPvXffzU7mRo0YHM+dy1HlmJj0v56LC9CxI8tpduly8/wm8fHAt98C48dzplnSn1GgANdeP/WUzsk5JLdO+T5x4gSaNWuGgIAAvPfee6hVqxbi4uLwxx9/4JtvvsGBAwcAOG6EOjQ0FD169MCAAQNQp04dXL16FS+++CISEhKwbdu2VJ+jNdQizu7dd4GRIzmtauPG1Gs/J10/vX49R4x9fICCBfllu+3vz5NlmTLJn2+1sjf7r7/sa7D/+0BLVL06MHw40KMH8PvvwJtvJh91rlSJicbc3Rn8Wq0Mov/3P26/cbr5sWMstbVqFU/EbdtyZN3Hhx0ImzZxrffMmXzMzQ24coX7//47MG0a3/ebb6bMNC4iIuJIly5xZteyZQx8bZfJrq7sEG/UiLdtndE1azIBWJUqaQekS5YwaL18OWPt8vQEihfnEqoKFYB69YCHH2a5zJAQnv///JPXAwULMhdKixZAuXLAzp0sm7lvH/OfNGnC1/j4Y86gA5igtHBhzk67dInVQcaM4TlcslSKIM4YDrQ4QoEC6e5I6dixI3bv3o2DBw/Cx8cn2WPXrl1DQEAAgJQB9RtvvIHFixfjzJkzCAwMRN++fTF8+HC4u7sDAHbt2oUhQ4Zg27ZtsFgsqFKlCiZPnoyGDRvi5MmTGDx4MNavX4/Y2FiUL18eY8eORceOHdPV5q1bt6Jx48Y4efIkyqaSnE8BtYgz+/NPBpPGMDP3I4+k3GfNGm4/ezZ9r+nry17ow4c5dSs0FAgPT30qee3aPJHedx97r5P2WicksBc8LIwn3KzM/hkayp+5dSvvlygB9OoF9O3LixCLhdPLbFPDP/qIU9JEREQcbetW4IEHOIprU7s2g50jR9J+bqFCrMYRH8/zbHy8/XZUFM+P6VWoEIP0O+5gXpNNm4Do6Iy9p7QULcrg++TJ1K8lOnZkxZGCBbP+Z+djKYK4yEjH/Y4jIjggcgtXrlxB0aJFMXr0aAwbNizNfW8MqEeNGoX//e9/KFWqFPbs2YMBAwbg5Zdfxuv/Xf/VrFkT9erVw1tvvQVXV1fs3LkTVatWRZ06ddC5c2fExsZi/Pjx8PHxwb59++Dn54fmzZun6+39+eefaNu2La5du5ZqLKmAWsRZnT3LetAXL7I3+ttvU+5z8SJQqxa/29ZP2xKGRUbyKyKCAbMtEdiNictsLBYmCbOtv7733qzNBn67rl7liPicOew1t6lcmevJ+/Zlma433uD2Tp04nc7FhWu/3nyTnQciIiI5ZepU5gaJiWEg+9Zb7CAODOTjp05xNHf/fp6jly27dZB9I39/4KGHON3bw4Pn78hIbnd15f2yZTn6nLQjPCYG2LKFHfFr13LWW1SU/XGLhc9p04azy8LC7DPXzp/nNUKjRpyxtn8/H9uyhclGkypcGBgyhNcizz/Pn1G/PhOPXr3KzvzLl9lRHhSUkd+yIHcG1Fu2bEGTJk2waNEidO/ePc19bzXle9y4cZg7d27iNGw/Pz988cUX6NevX4p9a9eujQcffBAjRoy49Xu5QXR0NJo1a4Zq1aph1qxZN91HAbWIMwkJYfKvzz9nIFyrFjN4e3sn388YTqVaupRTxf7+O/mH2cWLnJK9Zg0wfz5w6FDKn1WoELN/P/YYT5LOuAYnLg5YvhyYNYtT3WzTmSwWYOxYTgP/4IOUz6tenQF3xYos47VoEX9XPj5A794MyMuVy9G3IiIiecTRo0zetWABg8PYWAaO8fH2fTw8WK7ygw84JTapuXMZeF+9yv3q1OG06OhoLpny8OCXuzunadu+HniAU7SzQmwsz6Hu7sl/zu2IigIOHuQysQMH+Ds5eZLn6FdfZZLSHj04/ftGgYHsUKhTJ0veTn6TG6d8b968GXfddVeGAup58+bh888/x9GjRxEREYH4+Hj4+fnh4n8DRSNHjsTo0aPRokULtGnTBg899BAqVaoEAJgyZQqeffZZNG7cGG3atMGDDz6I2qktobxBXFwcHnzwQZw5cwZr1qy5aRyZVQE1jBMLDQ01AExoaKijmyJyc1arMaNHG1OwoDH8WDSmTh1jDh9Off9Jk7iPh4cxu3Zx2+XLxvTpY0zx4vbXsH15ehrTvbsxixYZs3atMRUrJn+8SRNjNmzIsbebIeHhxvzwgzHt2tnbPWGCMcuW8ffx5ZfGjB9vTKlSfMzb2xh//5S/C9tXw4bGdOhgzAMPGNO/vzHbtjn6HYqIiLMKCzNm6lRj7r335ueV1L7KlzemaVNjKlQwpkQJY3x97Y/Vr2/M3r2OfmdZJzTUmCeesL+/mjWN+flnY+68k/cLFzamVStj7riD9/38jFm92tGtzpWioqLMvn37TFRUlKObkm4hISHGYrGYDz744Jb7AjCLFy82xhizceNG4+rqakaNGmW2bt1qDh06ZN577z3j7++f7DkHDx40EyZMMPfdd5/x8PAwixYtSnzs1KlT5quvvjLdu3c37u7u5vPPP0/z58fGxppu3bqZ2rVrm8uXL6e5b1p/i9uJQxVQi2TWe+/ZT0B16zLwTUhIfd/9+xks2gJKY4zZs4cna9trWCzGVKpkTI8exsyaxQuBpGJi+DO6djXG1ZXPcXVlO+Ljs/e9ZoV33rG/1y++SP7Y9u3GFCpkf9zbmwHzkiW8GGrVir+fGy96ChUy5tQpx7wfERFxTps3G9OvnzE+PsnPsc2aJe8Eb9SI59WzZ425cIHnHD+/1INsNzdjRowwJjbW0e8ueyxZYu/cd3c3ZtQoY86f5+CBMcZcvWpM8+b2gYEFCxza3NwoNwbUxhjTvn17U7p0aRMREZHisatXrybeThpQjxs3zlSsWDHZvk8++WSKgDqphx9+2HTp0iXVx4YOHWpq1ap10+fagukaNWqYixcv3vzN/EcBtYgzmDYt+Yir7YRzo7g4Y777zpjSpbnvffcx6P7pJ/tJvUIFY1atMiaVD6qbCg42pm9fexvuvdeYo0ez5K1lG6vVmKFD7W2uV8+YRx4xZuBAezDt4mJ/fOrU5M8/dcqYefP4u584kZ0YgDEtW+aODgUREcleCQnsZE7aAVulijEffGDMyZPG3HMPt915pzFLlyY/d586xYD7xkC6YkUG3deuOe595ZSLFzkzzvbeq1Uz5qGHjHnpJWM++cSYgwftv0OLxZhffnF0i3OV3BpQHz161AQGBprq1aubhQsXmkOHDpl9+/aZzz77zFSrVi1xv6QB9ZIlS4ybm5uZM2eOOXLkiPnss89M4cKFEwPq69evm0GDBpnVq1ebEydOmPXr15tKlSqZ119/3RhjzIsvvmiWLVtmjh07Zv755x/TpEkT07Nnz1TbFxsba7p27WrKlCljdu7cac6fP5/4FRMTk+pzFFCLONqyZeypBhggpiY01JjZs3kySjqF7OxZYyZPtm/73/847Tujvv/ePhXNxcWYbt2MWbHi5gG+oxw7ZsyHH3Iq2c2m2NWpw2l0L79sfz/z5t38NQ8dso8+jBmTY29FREScUEgIlwTZzim9enFZlO18OGUKt/v4MLhO6vx5YypX5uO+vsZ8+60xixfbR2xdXY0ZPpwzxfK6hATOKHN3v/XUeHd3YzZudHSLc43cGlAbY8y5c+fMoEGDTLly5YyHh4cpXbq06dq1q1mdZPp/0oDaGGNee+01U6RIEVOwYEHTq1cv88knnyQG1DExMebhhx82QUFBxsPDw5QqVcoMHjw48XczePBgU6lSJePp6WmKFStmHn300ZtO4z5+/LgBkOrX6pssT8iqgFpJyUQyYu9eZuaOiGDpq5kz7UkdTp4EvvuOpbO2bLHXqixSBBg2jMlMli9nghKrlfc//ZSJRTLj6FEmUVmxwr6tenW25a67MvfamW3X7NlMLrZzp327hwdQty6TuR07hsSSHR4eTLj21FPMFD5lChO+fPcdE6TcmCAGYG3rJ57gfhs3MlGbiIjkfadOAb/8wooYZ88yoefp00zWOWkS8Pjj9n0vXgSqVWNCsXHjgFdesT925QqrZezZw8SXq1ezVjPA5GWDBjFRKMBz18yZTD5qc/YsE5vl9qSZFy+y3Od33zEjeHr5+bEiSfXq2de2PCKtRFiSs5TlW8RR4uKAJk2AHTuA1q2B335jEBgbC0yYALz3XvJyFpUqMeh++WWecDZu5POioxk0fvNNujIsptv+/byImDGD2cZdXYG33+aXm1vGXzcighnJa9VifemkwsIYGJcvb38v8fHM5j1ihL00h4sLS3v16cPgOCCA2y9c4IXKtGn8vdo89hifO2cO73t4sNxImzZAly5si8XCYLxXL2ZtrVgR+OMPlukSEZG8a906Vs24di359ooVgR9/ZOCb1GOPMVisUwfYts1+ToyI4Hll82ZmsF63LvVzyPz57AQPCWEn+Ntv8/uiRXw9gOel7t3ZaV67dtae37ODMfz9bdzIIPqXX+wZz729WeareXPg+HFWHbGV4Tp/nhU5rFb7axUvzt/vffc5//t2IAXUzkNZvkUcZdQoe8bL4GBu++sveyZM21rm774z5sSJ5M/dv5/PA4zp1Ilrq7PL1avJ11c3aWLMjBnMiH0767SN4VrvMmXsU946dGDW7smTedvDg49Vr841amvWGNO4sf1nt2rFtdCXLt36Z23bZswzz9gTrj32mDGvvGJMUFDKaWZlyxozeLAxv/7KdW/lynG7v7/WdImI5GU//sgqGIAxtWsb8/zzXFI0ezaXW91o+XL7mt/Nm+3bIyO57MqW4HLPnrR/7vnzTAp64/nIYrGft2xfFSrw/LV+/c2TlTrCnj3GPPUUf2+pJV9r3Jjn91tdfx85wiVmNz6/RQvnrz7iQLl5yndeozXUIo6wd689ePzhB2774Qf7SbR4cWNmzky5djkkxJi33rInIGvc+PaD2oyaPTtlCSqLhVlNZ89OO6i/8WSZVimrpInEku4/Y0bG1nLPm2f/vT7+OBOOHTrEMltdutizpSfNvNq4sT2oBrj+S4nKRETyjoQEYz77zJ5w7P77jbl+Pe3nLFxoP2c895x9e9JgumDB5IF2WqxWnttq1zamfXtjvvmGHewhIdzerZsxXl7Jz1GBgews/uMPtjc0lMH56dO3PkdarTz/XbiQvvYlFR7OvC379zMBW9LylUm/Spc2ZsiQW3copObdd1N/zZdecr5cLk5AAbXzyBUB9dq1a03nzp1NyZIlUyxQTw8F1OJU4uIYhAIM6KxW9uDaTuoPP2zMlSvJnxMby0yjSXuAGzdmBs2cdPKkMS++yEzYxYolP+GVK8de/XnzjPn9d2NWrmRJEFv2bFuwOmwYLz4OHmRSlho1+PsYPdqYffuY+XTqVF6cWCwcuT59OnPtnjvXHlR3727Mjh32xyIjWSPz6adT1uZOWiu0Xj3OIBARkdwrPt6YOXOSJ7V85pm0O4WtVvusMoDBZHg4H4uI4OwpWzC9fn3WtjcigqPoffum3RkNcAbYoEFMJnpjOa7gYGMeeMDeGd6smTFjxxpz/PjNf3ZsLMtuNmhw8w7whx7iTK79+3k+zQyrlcnfUvtZShaaggJq55ErAurffvvNvPXWW2bRokUKqCV3S0iwl3ry92dv7/jx9hPGc8+lnM518SKnPdn2qVWL2UKdobf23DkG+jcG16mddO+77/Z7rG81WnA75s5NPvrdrBm33fj7PnqUZbSSTg1POv3u4YdVq1pEJDdat86YqlWTd5qOHZv2+TQ+njWobc954QV78L13r/387Oub/dOTY2JYGeSZZ4wpUSL5efbGaeL+/sb06WPM/Pms4FGkSOqzwNzcjHn99eSz3S5dMuajj+xLtJL+jMKF2fn8/POsuJHVEhLYIX/jzwaMee0157j2cRK2IO56Vl4rSYZcv37d+QPqZD9IAbXkVkePGtO8efKT8r332u+/8UbKE8WuXfapx76+nBbuTOunbK5fN+brr7kerEULjuZWqcIpdNOm5fxI+s1s3szeb1uZMsCYzp1TLzUWGWnMyJH26X1JRwa8vTk1TScxEZHc4fff7dOnCxViZ/CNs8FulJBgTP/+9mDyyy85Y2r+/OQd3b6+OV/uKSGB7Y+K4rVDVBSnYj/1lL08141fdepwhtapU3wvSd9D2bKcLffII/Y15QAD9/ff5zTxnAxmr1zhDLYb30PdusYcPswR8UOH8nWAHRsba/bt22eu5Yea5k7u8uXLZt++fSY+leWBTlk2y2KxYPHixejWrdtN94mJiUFMTEzi/bCwMAQFBSnLtziGMcDXXwOvvgpcv84SHAEBQHAwH3d3B95/H3jjjeTP+/13ZsWMjGSW0J9/Bu68M8ebnyedO8e/yccfAzExQFAQs66mVhbsxAmWQDl5EqhRg3+7DRv4WNmyzEDeowczj4uIiPP58Uegd29We+jUiRUffH3Tfo4xwPPPAxMnMtN0wYKseJGUqyvQrRswfDgzcTuLhARW01iyBFi8mBUwXnmFJTc9PJLv+8svfJ8nTybfXr8+MHgwq2l4euZc25M6cwZ45hmWCLVlDL9Rjx7MKp4Pr++NMTh16hTi4uJQqlQpuOg6JMcZY3D9+nVcvHgRAQEBKFmyZIp9nLJsVnoC6pEjR+Ldd99NsV0BtTjE6NEsiQEAzZqxNmVYGODvDwwcyBNZ6dLJn7N1K8tCRUWxBMe8eUDhwjnf9rxu5052Whw5wrInQ4YAL7zAADupgwf5twsJAdq1Y8mUoUNZoxRgvcyhQ4GHH858HXAREckaxgBTpwJPP82yTL16sRzTrT6njQHefBP48MOUj7m58RzxyCN83TJlsqftWcV2eZ5W+anISGDUKP5u2rUDnn0WaNgwZ9qXHleusBPkjTfYVhtbucvKlYGFC1mGK5+JjY3F8ePHYU1adkxyXEBAAAIDA2FJ5f8s1wbUGqEWp/HllwyYAZ6szp9nb3ft2qxPmdrxeOIE61NfvAi0b8+RaQVp2ScsjBdF8+bxvqsre7yHDEk+Yr15M/C//3GWQbNmwKOP8m81aRJfA2D97DFjeNGm2pkiIo5z4QIwaBBHpwHgiSeAb77hZ3xqgoM5M2zlSuDPP/l8G29vYMECoHFjoEgRzUhyFKsVeOste0eHiwtnjV25wtl/n37K83k+O/9arVbExsY6uhn5lru7O1xv9rmCXBxQ3+i2CmqLZJXvv+dIJsDpYA8/DNSqxalYK1cyOLvRtWvA3XcD+/ezp3XdultPS5PMMwb49Vfgk0+AVavs25s0AV56CXjgAXZq/P47cP/9nDYIcNv//seOkVWrOIINAF26AF99lXLmgYiIZC9j2EE6eDA/k93ceA5+662UgfD58wy4Fyzg+TbppaybG6cZu7mxY7tDh5x9H3Jz8+dzCr9tVLZkSf4tAQ5ETJmi8684DQXUIhm1bBnQuTOD5xdeYK9pp072gOynn1I+5/p17rNmDU8Ef//t/FPJ8qJdu/j3mj0bsPX4linDdWQ9egCFCgFz5/KCbe9e+/M8PIAKFTh9PCGBQfannwKPP+6IdyEikv9cuAA89xywaBHv16kDTJ8O1K1r3+fcOXsQvX598iC6USOgVStg926exwFg1ix+/otzWbWKndfXr/N+4cJc4x4Xx1HrL77gtHwRB3OagDoiIgJHjhwBANSrVw8TJkxAq1atULhwYZQtW/aWz1dALTkqJITJqy5cAPr14/qt5cvZu+3uDvz7L1ClSvLnhIczAP/rLyY+Wb8+X64FcioXLnCUedIk4NIl+/Zy5XiSHjQIuHqVF2Xz5nFWgY1tXRfAKf+ffqopgiIi2cUYdnQOHszpv25uzF2SNAnXxYvMdTF9evIg+q67mEujRw8mqezRgwG1iwuXbT37rEPekqTDxYtA165ckgUweVqVKvbO7scf59+wQAHHtVHyvduKQ7Mm6XjqVq9ebQCk+OrXr1+6nq+yWZKjevdmaYfq1VnGIiaGtwFjXn6ZpS6SHovXrhnTtCkf9/PL/jqWcnuiolgipWdPY3x87KU73N2NeewxljazWllj+513ktc4tX2VKWPMwoXOWfJMRCS3e+ON5GWVdu60PxYfb8ykScYEBNj3uesuYyZMMObkSft+Cxey/BXAslMrV+b8+5DbZ7Ua8+GHxlgs/Nt5ehrz7LP2etu1a7O8loiDOGXZrIzQCLXkmB9/ZO+2qyuwaROnjw0cCEyezEQme/dyXfWKFUDRoiyDdfkyRzcLFeJItjNl1pTkrl8Hli4FPv/cXjrL1ZVTA9u04X1jOLoxbx5LeVy8aH9+69acPliiRM63XUQkL9q9G6hXj+tpR4zgWmlbIs/NmzkFfPt23q9bl7OOmja1Pz8ujtmjP/mE9++5h5/fpUrl6NuQTPrlF5Yws1r59//gA5a1vHiRS7AWL049d41INnOaKd+ZpYBacsSlS5zqfekSy22MHs1ax88+yynAP/0EzJhhX9uVVNGizCqqad65x+bNwDvvsHOkVCmWQ7uxtJkxzCr74oucSggAxYsD06YBHTvmfJtFRPISY9hRuXo1O7MXLOD2y5c53XvKFN739+c5eeDA5Fm+z5xhVYaNG3n/tde4nypr5E5LlgDdu/O4cHFhED12LJfRFS/OJXdFizq6lZLPKKAWSY+rV4HffmM5rE2bgJo1gW3bmFSsTRtmCR0zBjh+nMGVhweD6+LFOTJ94QKzSFeo4Oh3Irfr+nWgfn3Wqe7Rg5lHUyvXsX07M4bHx9u39ejB9V1t23K9n4iI3J5Fi4AHH2TJpP37Wbpw/nx2ZF+5wn369QM++ij5zCBbCctJk3gO9/fn2urbSHgrTipphRV3d/7tv/kGOHAA6NnTXiJTJIcooBZJy5UrQP/+DKYTErjNw4M93f7+nFJ2+TJLO1SsyF5vi4U96A8+6NCmSxbato1/6/h4zkCwnchv9MknwMsvc3TEdrwA7Fh55hlOVUyjjqGIiCQRHc1lUydOcLbQq68yKdn33/Px2rUZNN9zj/05589zBlnSKg716vG8XKlSjr8FySaffw4MGWJPPlekCDtOrFYG1D17OrR5kr/cThyq9LWS/7z7LtfsJCRwqvebb3Ikcu9ejlpevswTdWAgg2mAWaMVTOctDRvyWAB4MXf0aOr7vfgiR6MTEpiFdNAgoFgxru96/33WSRURkfSZMIHBdOnSQOXKXDL1/fec6vvOO+zsTBpMX7rEkljTpzOYvvtuYOFCYOtWBdN5zQsvADNn2u/b6pEDXFMfHOyYdoncgkaoJX85c4Yn8JgY4OefWQsxJIQjjT/+yH3uvpv1i+fP5/2xY9mDLnlPQgLQsiXXafn6MsAePDjlOrzgYI6aXLrE6d6TJrGs2qBBfHzRIq7/EhGRm5s5ExgwgIFxgQL2WsQVKgA//MDzb1Lh4UxItW0bULYsRynvuivn2y05q0cPXpP5+ACRkVwaEB3Na7YlS1JfoiWSxTRCLXIzY8YwmL73XtaPDgvjtN8ff2Qv6MiRzNo9fz6n8U6dqmA6L3N1BebMYVb38HBO7a5bF1i7Nvl+gYFMSGax8Hvv3gysX3qJj/frx3VeIiKSUkQEl9X062efsn39OhAUxOzeO3emDKZjYrg2ets2JqRavlzBdH7x5Ze8FksaTFssnF04ZoyjWyeSggJqyT9OnQK+/Za333uPH84vvAAcPswR6blzGVj/+is/wBcvZtAkeVuZMkxEN2UKL9r27eP0wtGjuW7LplMnjo54ejI5XevWzCzbogWD8e7d2UEjIiJ2Bw9yOZVtjTQA3HcfM3yfOAGMGsXySElt2cLP3FWrgIIFgd9/B+64I0ebLQ4UGMiZYACDacC+rvrtt1kGU8SJKKCW/GP0aNatbNWK03znzWMyKhcXJinr148llEqUYCmsLl0c3WLJKS4uwJNPAocOAU88wRP3228zSA4Nte/30EMst1WoEDPDN2/OpGSlS3OEum5djqKIiAiXWd13HzuubUtp6tVjp2TLlvzstbFaGSi1aMHqCitX2qtrNGzogMaLQz38MI+BoCD7NouF5+c+fTQrTJyK1lBL/nD8OFC1KjM6r1vHtVi1azNYatiQU8oArtWaNYu9o5J/ffcd10fHxHDN/dixQNeu9ou//fuBDh2Akyc5Yv3yy1z/d/o0H+/bl4l3ihd33HsQEXGkkBAur9q/nyPQYWHM2rxtG8tk2cTE8PNz/HjuCzD47tMHeP11oHp1hzRfnERoKPD88/YZDi4u7HypWpUzGfz9Hds+ybO0hlokKauVAU98PLM1N20KPPIIP6RLleLJ3WLh+unlyxVMC0er169nx8uRIxyprlHDnmX2zjt53HTsyIvBMWO4Dvu553iynzULqFULWLPG0e9ERCTnRUYC7dszQPbwYDDt4sKZYUmD6WnTeP+pp+yB9+uvsxN8+nQF08KAeeZMoFcv3rdaeSwdOgQMG+bYton8RwG15H2vv84pY+7uwAcfcORw3TqOLJ47x32mTFE9YUmuYUNgxw6WVfP35/Syxx9nmZYJE3j8/PILR6/d3Jjpe+9eJjSrWZNltdq0AT7+2L72S0Qkrzt5kh2QtplfsbEMgD7/nLknACAqih2XTzzBKgplygDjxnGWz0cfcRmNSFIjRthv2/KbfPWV/TgTcSBN+Za87YsvmHgM4Khh3bpMjhITY1+L8957rH0pcjNhYcDkyQykbXUwCxViBvhhw7ieukMH7tetG9fmP/+8vZ5m+/ZAu3YsDVOpEi82VfZDRPKSs2fZaT15MksSApzl8+yzXEcdEMDA+upVjkjv2MH7773Hju8byxWK3KhXL1Zh8fZmpwzA67pt2zQgIlnuduJQBdSSdy1eDDz4IIPmMWMY/Nx9N7B1q30NzoABPPkruJH0iI7mOq6xY5lkB+Coy/PPc2S6XTt21jz1FI+rKVP4mK1MjE3fvnwdHXcikhf88APw9NP2IAdgHoovvgC+/prLYW5UrBjLFtpGrUVuZc8e5r8BgMKFgStXePvjj1l1QyQLKaAWOX0aqFaNdS6feYbTgj78kNN3bbp04TRdNzfHtVNyp4QETkt86y1O/f7nH446L14M9OjBzprhw4F33wV27wZmzwaOHeO6wJ07uZ7/k0+AIUMc/U5ERDIuLo6d1Z9/zvsFC7LmdKtWrJZx7hxzTkREAD4+3MdqBZo14/rpMmUc13bJnR58kNdunTpx+Z5tff7u3TwPi2QRBdQijz/OhCbNmjEx1L59LNVhW3fTty8wdSqTpYhkhDE8of/+O3vMt2xhcP3ttxypcXXluuvKlZM/78svOWrt5sZjs1kzhzRfRCRTLlwAevYE/vqL91u25Geanx9HEsuWBR54gB2NTZsy0aOLUvdIJu3cyes5i4XH1kMPsWOnaFF24GjpgGQRZfmW/G33bq5hBbjm1WLh+lZbMP3qq1zbqmBaMsNiYadM0aI85t56i9sHDGD274QE1j6/0aBBrK8ZH8+L0YsXc7bdIiKZtWUL0KABg2lfX37WrV/Px774gsH0kiUMeNzcuARGwbRkhbp1mavEGOCVVzgDEQAuX+bygbg4R7ZO8il9ukneM3QoP2gfegho3JhJo2zZvEeM4PpXndglKwQGMqgGWEN15kwee7ZspN9/Dxw9mvw5FgtHsatV43H5wAOcCi4ikhtMmcL60mfP8nNs9myeV22dhI8+yinezz/P/V99lWUERbLK5MlM8nn0KJcOdOnC7evWMXHZjXlLRLKZogrJW1av5hRcNzdmGz1+nIEOwOzeI0c6tHmSB3XpAgwcyNv9+gH338/65u3bc5T6gw9SPqdgQeDHH7mmcMMG4I47gJdeAkJCcrbtIiLptWsX8MgjnIUTG8tRwsWLmXDs2jVO654+nSOEL7zAXCYVKqiKhmS94sWBX39lScsNGzjNu0ABPmbLZaKRaslBCqgl77BaWXoDYCKySpWAzp253dWV089EssPnnzMBmbs7a1PXqAHUqcPHZs5MfQS6enWW27rvPp74P/2Ux+yHHybPlCsi4igJCZxp07Qpp9rOmsVZNqNGcXZOr14MnO+4g599//4LNGzIUUMAmDTJHuiIZKU772THtJsbk5Q1aMDtFguPxZdecmz7JF9RQC15x48/shZhwYLMsPz110xGBnB9q7KJSnZxd+cxt2MH0KQJs45+9BFrVcfHpz5KDXAa5PLlwB9/MAAPDeUShapVeUFqq+UqIpLTQkOBrl2Bxx4D/v6bgUvPnpxWW64ckzHu3g2UKAHMm8fOwCZNmJCsaFFua9/e0e9C8rLWrTn9G+BxWaAAl10BwMSJ9vXVItlMWb4lbzCGWR937WJg060bcNddnJZWpgxw8qTWTUvOSEhgUp633mLZNoDH3saNvNi8GauVoz9vvcURH4Aj1s88w6z1RYtmf9tFRADgyBEG0/v3A15e/FwaMAA4cYLTubds4X5BQUC7dsD8+exIBIDevYHPPmOdaZGc8OmnyUekfX2B8HDOTly+HPjf/xzWNMm9lOVb8p/lyxlM+/gAFStyepotKcWSJQqmJee4urK+9J497D0H7HVXZ8+++fNcXJjM59AhJvgpVIgJV15/nZ1CTz7JESMRkey0di0Teu7fD5QuzZG/t95i0NysGYPpggVZzeDaNSYpCwsDatbkVNvZsxVMS84aMsReCx1gMO3mxg7uHj3YQSSSjRRlSN7w4Yf8XqcO0L8/EBPD+089xWRkIjmtYkVgxQp7UryEBNY/f/NNewm31Hh5MSvu6dPMBl6/Po/nqVM5wn34cM60X0Qcy2rlkpGcnEh48CBHpq9e5efN1q1cmvLkkxyZTkhgIF2tGvDbbwxcatUCFi5kp3bnzjnXVpGknn8e+PJL+/34eH6/ehXo3l25SSRbKaCW3G/LFmDNGvu0WhtPT2X1FseyWICXX2ZiMpsxYziDYvnytC+UfXzYIbRtG2u9linDi93GjRmoi0jeYwyzFj/9NFC4MPMzuLjwsyQwEHjttewbbQsPZ+ARFgbccw/Pq+7uQMuWzOng4sLHV67k55KvL/DNN8DOncCDD2ommDjeoEHskAY4y8t2TO7dy8dEsok+/ST3++gjfnd15feyZfl94EBOVxNxtEcftWfHBdgJ1K4d0Lw5L1rTYrGw5uvWrQzEr10DOnQA5s7N7laLSE7atInZsu+5h7NTblziceECMG4cUKUK0LYtg9qsYrWy7J9tmvfChQzuu3ZlQrKAAH6OLV7MGTP33ccgZcAABdLiXIYPZ+nKq1d5TLu5cfu0aSzrJpIN9CkoudvBgzzBAyw9VKECcOoU4O0NDB3q2LaJJNWnD4NqW8cPAKxfD7RqxVGfW406BQayzvpjj3Ha5TPPAGfOZG+bRSRnREYymdfhw5yd0r8//9+vXAEuXQLOnwd+/pmdaRYLZ6ncfTeTf2XFlPAxY3gu9fBgxYxixfhZs2kTg+l+/YAZM7jvqFGsTGDrvBZxJr6+zEMCMNN80jroAwcyv4lIFlNALbnbRx/xYsI28ufuzu+DBjEAEXEmvXvb1yTaWCzATz+xLvVrr6WdeMzT076WOiyM00Kdt1CDiKTX6NGsRlG2LHD2LEfTWrbktNWiRXk+69KF65aPHgUeeICdyEOG8PbVqxn7uSdOMGnT22/z/sSJ/HwZOpSj1O7ufPyzz/j4Bx8wQZntnCvijHr35syu69c5k6JHD26PiWHpt7TymIhkgMpmSe61ciXQpo39fqNGDFZ8fIDjx5VlVJxXbCzw3ntMpndjrelixTgC9OSTyUezk9q/n2XiYmJ44d2/f7Y3WUSyyYEDrOkcF8fOtfvvv/VzjGHw+/LLfF7lyszOXapU+n5mdDQ7pD/8kLddXRkojxzJxGK//ZbyOaNGcR+R3GDXLib1tFo5++Lll3ltCABLlwKdOjm2feL0VDZL8r5r15IHEa6uwOXLvP3CCwqmxbl5ePDidNs2jjoldekSp3PXrw+sWpX68++8E3j3Xd4eMoQjWiKS+xjDGVVxcbzA79o1fc+zWIDBg5mIs2xZLhm57z77eTAtFy+yLu/IkQymW7YEduzg/R49UgbTRYpwCq2CaclN6tQBnn2WtwcMYAZwWye1jmXJYgqoJXd66imuH7UlQ7nnHvY8Fi0KvPGGY9smkl5163Jd5NatTDIEcIqlry+wezfrWN9sffUrr3BWRmgo8PjjKgkikhvNncuOMy8v1tG93anUDRsysWGpUsC+fUx2mNaykX37OKV70ybAz481o1et4jKUAQOARYu4X5MmwLlznE1z+bI9c7JIbvLxx+ycvnyZyxhsAzG7dvG8K5JFFFBL7hIfzx78H3/kfauVU+X27uX9d98F/P0d1z6RjGjYkKNCbdtypKpIEV7curra11cPHWqvqwkwc+m0aVxXvWIFR5nOn3fUOxCR23X2LGeYAKxPX7Fixl6nQgXgzz/Zobx9O0e69+xJnl8hPp4Be4MGXDdtsTAPw9tvM+gYOBD47jvuW7UqsG4dULKkPS+JSG5UoACwZAlzEOzZw3OklxcfGzjQsW2TPEVrqCV3GTyY68YAnuy//BLYvJkXBHfcwQ9MXQBIbhUSwgvekyc5FfyDDzgy9McffPzFF4FPP03+nNWrWQP26lXWql6yhD3y2W3/fvbyd+/OoF5E0i86GmjRgiX0atbkaJntQj+jduxg1QDbCPWdd/L+hg3sdL4xX4PFkjKpYWAg/7cDAjLXFhFnsnkz/99iYjijcf16bt++nflIRFKhNdSSN/32mz2YLl+evewNGtizj44dq2BacrciRTj7wtMT+OUXZtn9/Xd7uZrPPgMmT07+nFateFFerRqXQdxzDy8eskNEBLOMN2vGUfPevRnMx8Zmz88TyYts66a3bGEW759+ynwwDTAwWLOGSc3c3RkYT5rEji9bMB0UxISI27YBP/wAFCxof76fn73mtEhe0qSJfQbGxo0cuQZYGk4kCyigltzhwgVeuAMMNn77DViwgNtiYjjdtXNnhzZRJEs0aMCLYIBLGMaP50n//fe5bdAgZrhPqnJlrols3Zprqfv1y7o11cbwInvAAM4KefJJXpC4ujK52q+/Ar16caq6iNzapEnsmHJx4RrqSpWy7rXr1uW58ZFH7NvKlgWGDeMMmFOngI4dgeHDgb592UlWpw5nthw9CpQrl3VtEXEmffuyMozVai9duXcvs+OLZJICanF+VitH4aKjeb91a645feQR4J9/AG9vYMIE1cWUvOOJJ5hxF2Bt6k8+YVbSvn050tSjB3DwYPLnBAQA8+dzyubBg/bnZ8batbzYbtoUmDKFF9+VKwNjxgCnT7P0iKcnR9j69k2+xltEUlq40L5u+qOP7MkIs8q1a1xDPW0az4njx3M21wcfMLv3Aw/Ycza4ujI3w+bNzE1StGjWtkXE2bz5Jr/v3GkfpX7ySYc1R/IOBdTi/F56iVPXAAbWv/0GXL/OXv3hw7luWmtgJK8ZMYLHN8D6mZ9/zqC2aVNeNHfpAly5kvw5hQvbp4SPG5fxqd9xcQzgW7Xi/5e3N/DoowywDx3iRXjJkizTs2gRp5cuWMDs+86blkPEcYxhAP3QQ+x46tuXmfqz0rFjwN13M0lhgQL22rsWCz8LGjfmNouFHdIHDrBzTDkQJL9o2ZLn0JgYfgc4M8O2rEokg5SUTJzblStA8eIclatXj2tEL11iYqYXXtCotORtxgDvvAOMHs37n38O9OzJC+NTp1hLdtmylLkDHnkEmDWLSYm2b7+99ZlHjvBif8sW3n/iCY5ypbWucskSLr9ISOBI2LBht/U2RfK0uDjWw7Wt4Xz+ec6qcnPLup+xYQPQrRvLA5UqxRwMtuSE27ZxqmtoKHMsTJ7MHAgi+dHSpeyQLliQOQxOn+bty5fVuSTJKCmZ5B19+vAi3dWVH4CXLrG0yHPPKZiWvM9i4dppW4D6wgucMrp0KS8AVq1i5vsb+0U/+wwoUYIzO558kuVxbsUYYPp0dlxt2cIAesECBgG3SlJ0//3MuA9wSp2tlq1IfpeQwE6w777jmunPP+dXVgbTc+awc+3yZfv/ry2Y3rmT08pDQ4F772UHnIJpyc86dWK51YgIoEMHbouIUBktyRQF1OK8tm+3lwvq3dt+wT5ihLJ5S/5hsXCE+o03eH/wYNaInTOHj33zDddYJ1WkCLcDwOzZQI0aDMJv5to14OGHgccf54VFixbA7t1cq51eAwdy5A3g9PDt29P/XJG8yBguWfrpJ458LVli/x/JKvPnc0ZJbCw7ttatA0qX5mO7dnFk+upVTm/99VfAxydrf75IbmOx2NdSL1zIjiaAHcpbtzqsWZK7KaAW55SQwMzBAIPn8uU5/btqVY5ai+QnFgvXOr72Gu8PGsQp3f368f4rr3C9ddKR6q5dmQ28UiUulejShR1TN45WHznCzMDz53PUbPRoPi8o6PbbOWEC0K4dcxx07QqcO5ehtyuSJ3z2GfDFF7z9ww9ZX4li9Wp2XhkDPP00S+7ZAuatW5kDISQEaNSI5fd8fbP254vkVj168HryyhUukbDNeHziCeUBkQxRQC3OadIkXugDQP/+9tHpkSOzdqqcSG5hsTCp0auv8v7cuexR9/Dg/fff5zS2qVMZ0AKcBrp7N/D661w2MXcu63HaMoQfO8aL7pMnuZRiwwb23Lu6ZqyNbm7AvHlcu332LEfMbG0RyU9sCcEAYOzY25vtkR47d/L/KzaW+QsmTbL/327YkHxkesUKwN8/a3++SG7m6gpMnMjb8+YxmR/AMlpPPqnzltw2JSUT5xMayh7D69d5gT5wIAPq6tUZHGT0Yl8kr9iyhcHx/PkMXG9UpAizdD/zjL00yObNvPA+exbw82OisfffZ3KzatWANWu47jorHD3KwD0khFmN587l+lGR/GDzZnZURUUxGdnEiVmX88NqZaWLAQOA4GAuz5g9m9O7T55kJ9mkSUBkJB/75ReNTIvczOuvs8MrIIDXliEh3F66NJdSPfSQQ5snjnU7cagCanE+48fbR+Huv58XBFYr16Hdf79DmybiVKxWBtf//gusX88L69hY++MlSvCioGxZrt88eJAX+xcu2PepWpXBdMmSWdu2v/7iKFlcHKejv/tu1r6+iDM6dgy46y4m0OzYkf93WTGrKiKCs0+++MI+e6tWLW5r1y5lCb22bTlKbutQE5GUYmM5i2P7do5Sb97MJYcAO8G2bgUaNHBsG8VhnC6gnjhxIsaOHYvg4GDUqVMHX3zxBRo3bnzL5ymgzofi4njxHxzM+xUqAMePc930rFmObZuIszt8mKPSq1en/zmffcbs4dlh2jSuSQP4/6v8B5KXXbnCi/KDB5lt+6+/mI0/s65eBZo353RUgNO3n3oKePFFrsvevZsjavXrM99IzZrMr6ASQCK3dvAg/3euX2fw/M8/QNGizJp/773A2rWqKpNPOVVAPW/ePDz22GP4+uuv0aRJE3z66adYsGABDh48iOLFi6f5XAXU+dDcuUycBNiD6ZIleSFRuLBj2yaSGxjDslUvv8zp3Db16gGPPQZERwPh4Uw8tnkzp7n9+GP2zf6wTanz9GSZL9taNZG8JCaGI8Vr1zKh399/c+lSZkVFcbR5/XogMJCzPR59lIH6gAHAlClAsWJcU50VP08kP5o6lWunAS5Pslp5zoqJYfnIrM6BILmCUwXUTZo0QaNGjfDlf0mlrFYrgoKC8Pzzz2Po0KFpPlcBdT5jDHsJd+5Mvv233+y1AkUkfa5f5zKJpUtZYgsA3nkHeO893rZaWSZr5kwmNvvtN6B166xvR0IC124vWcIL/82b2VkmklcYwyB31izmJ1i/ntOxMyshgRfyP/3EUel16+yvO3MmR6EtFmD5ci6vEJGM+/JLztayhUVly7JTunx5YP9+wMvLoc2TnHc7cWi2ZomJjY3FP//8gzZJPuhdXFzQpk0bbNq0KcX+MTExCAsLS/Yl+cj69fZg2lZn+umnFUyLZESBApxiPXs2S24BTEI2bRpvu7gA330HdOvGdWSdOzNfQVZzdWWgUa8e15V27szEgyJ5xfDhPMbd3DjbIyuCaWNYc/6nn9jhtWSJ/XX//ZfJzgBWvlAwLZJ5gwcz0aetcsapU4C3N3DiBJdGiaQhWwPqy5cvIyEhASVuyBxbokQJBNvWyCYxZswY+Pv7J34FZaQOquRe48fbb8fFcdrcuHGOa49IXjF0KC+8AeC554AdO3jbzY3LLDp35lTw7t1Ziiur+fgwWC9VCti3D+jbV7U+JW+YOhUYNYq3J0/OuuB29Gjg6685Aj1rFjN2A0xO1qMHZ6Dcdx+z+YtI1ujRA/jjD/todFQUv48ebc/tI5IKp6pjMmzYMISGhiZ+nT592tFNkpxy+DB74JP6+GOV+xDJKu+8A3TqxMD5wQeZ6AjgOrFFizh9NCGB08A//BCIj8/an1+6NINqT0/g1185TVUkN1uxgkkAAeDtt+0J+DLru+/4/woAn39uX79pDH/egQPsnPrhB5WRFMlqLVuyMyup8HAG1SI3ka0BddGiReHq6ooLSUu0ALhw4QICAwNT7O/p6Qk/P79kX5JPvP568vtNmwK9ejmmLSJ5kYsL8P339mR/jz7KddQAl1hMm2b/Pxw2jPu9917qda4zqn59jpADwJtvapRacq+wMM60iI/n0gpbboLMWrrUHqQPG8ZpqDbffMMlHK6uwLx5wC0Su4pIBj32GJMBJjV5MpctiaQiWwNqDw8PNGjQACtXrkzcZrVasXLlSjRt2jQ7f7TkJsuWcZ1YUp99pjIFIlmtUCGu8bSNEtvWVgP8f/voIyZmKVoUOHMGGDECKFcOeOONrBuxHjaMGYq3b+fIuEhuNH48L66rVuW078yer+LiOOLcsydnivTrZx8Ri4jgefLFF3l/zBjgnnsy9/NE5OYsFgbQPj72bXFxPEeKpCLbp3y//PLL+PbbbzFjxgzs378fzz77LCIjI/H4449n94+W3CAmBnj++eTbHnsMaNTIMe0Ryevq1QMmTeLtd97htNWkBg1iMD1rFmtwJiRw+UXHjqyzm1nFigEvvcTbb7/N1xfJTS5csOf8GD06c/Wer13j/1fFipw1EhXFRJzjx/NcGBTEpU8dOvB82aUL8MorWfI2RCQN5cvbO51tHWZffqmkmpKqbA+oe/XqhXHjxmH48OGoW7cudu7ciWXLlqVIVCb51IQJwJEj9vve3sAHHziuPSL5wRNPAE89xSnXvXsnr1cNMEDo0wf46y9mPS1QgIF3w4bA7t2Z//mvvMLR8gMHOConkpu8/z4QGQk0bsx8BBm1ZAlQpQpngJw5A5QowanjCxcCAwfyf+PMGe5bvDjXUs+YweUbIpL9nnuOSxBty5NiYpQsV1KV7XWoM0N1qPO406c5XS462r7tk0+AIUMc1iSRfCM6GmjWjFOvGzdm8Hyzkbbdu1le6/hx1sPdtg2oXDlzP//jjxlIlCsHHDyYuVE+kZxy5Ahw551cArF6NRMY3a7wcM7S+O473q9Wjf8LvXvz/+DTT/m4uzvXSrdoARQunJXvQkTSa+9ezuyyLXsqUIDLPQoUcGy7JNs5TR1qkTS98kryYHroUAXTIjnFy4sjYYUKAVu2MAngvn2p71u7NoPoJk043a1nz+T/uxkxeDBQsiRw8qR6/CX3eOcdXlh36JCxYPrECV6cf/cdp5G+9hqwcyfQvz+D6Q0buA3gtO/u3RVMizhSzZr2ZUoAS9Z9+qnDmiPOSSPU4hh//WWvqwkAjzwCzJypRGQiOe3331lOy3YqaNsWePllfr/x//HMGQYDly8Dzz5rX4udUbNm8X/f3Z0j5TVrZu71RLLTtm3M72GxsJZ7nTq39/z4eOYl+PtvoGxZnvOSngfPnmWn1dmzwMMPM6O3zokijhcRAVSvzpmVAPMaXL2qsnV5nEaoxbklJCRPRFa/voJpEUfp0AHYuBF44AGuzVy+HGjfHujcmVO8kypThqW3AOCrrzgdNTP69AG6dmX21P79s772tUhWMQZ44QXefvTR2w+mAa6P/vtvLptI2ql86BDXTFeuzGC6WjXg2291ThRxFgULsia8TXg4/0dF/qOAWnLetGn2xEYuLsDKlbpwEHGku+5iOa0jR7jswsMD+O039sh/8AEQG2vft3171pAGmNjs4MGM/1yLBfj6ayAgAPjnH2Ds2My8C5HsM3s2sGkTy+gkLTeXXn/9ZS+D9c03zB1gtQJPP80AevJkLqNo1IjJygoWzNr2i0jm3H8/O5pt3nnHcW0Rp6OAWnJWWBjr0Nq0b8+LaRFxvAoVmBhw927gf//jBf5bb3Gaqi3bMAC8+y5H1yIiOMJ87VrGf2bJkvae/5EjmQBGxJlERACvv87bb70FlCp1e8+/epVLG6xWzsTo2ZPbR4/mKJcxvFBfuxbYvJnJOkXEuVgswBdfsMMZ4NKnyZMd2yZxGgqoJWeNGsUPIZsvvnBcW0QkdXfcAfz5J9c425KWNWjAC34AcHPjdO+gIE5XffjhzNWTfuQR1teNjQVefDFr3oNIVvnoI+DcOXY4JU1OlB7x8awnffo0p3TbOo+WLQNGjODtadOAX34BmjfXbC0RZ1a+fPJBoddfz3yCTskTFFBLzjl8mKNfNo0aARUrOq49InJzFgvXOG/bxvWiFy8CrVsDEyfy8RIlODXV2xv44w+W/cnMz/rySwbqq1bxZ4o4gxMn7EsRxo9ndvz0MgYYNAhYupQZvGfPZjKj48f5v2UM1073758dLReR7PD660DRorwdFpaxJSCS5yiglpzz6qvJkw6NGuW4tohI+lSsyKRlffpwFHrwYGD+fD5Wrx4wYwZvjx/POrovvsge/AUL7JnD06NsWT4fYI1qEWfwyitATAyXQHTrdnvPfe89rpd2cWEw3agRcP480KMHp4E3bqzyOyK5TYECyStcfPABkwlKvqayWZIz/vwTuO8++/0yZVh/1kV9OiK5gjHsFJswgRcUmzaxPjUADB8OvP9+yud89pk9M3J67NnD13RxYbKzypWzpu0iGbFsGbPgu7qyVvTtlHX75hvgmWd4+6uvmIdg/Hguo4iN5QjX9u1cNiEiuYsxzHVw5AjvP/988izgkifcThyqgFqyX3w8ULcu8O+/9m2ffMJswiKSeyQkMMBYsYLrSbdtAwoXZrKln34CDhwArl8Hjh4F5s5lfel161hbN706dWKG8YEDGYiIOEJMDAPoI0dYl338+PQ/d/ZsltayWjlb4+JF4Lvv7I83a8aR6YYNs7zZIpJDNm7k/zLATrfTp5lkU/IMBdTiXCZO5DRRGy8vJngpVMhxbRKRjLlyhVNXjx3jrJOlS+1ZT22MAR56iKW4goKAHTuAIkXS9/q2+ryenpzFUqJE1r8HkVsZPRp4+20gMJCzJdJ7DTJ3LtC3L4PpPn343H/+YZ6ABx7gFPKmTbO37SKSM5o2ZW15AGjZEli92qHNkax1O3Go5ttK9rpyJWWtvgEDFEyL5FaFC3M0ukABjlSXK8cyWsHB9n0sFmDqVKBKFfba20br0uPeezmiHROjKgDiGCdO2GtGjx+f/mB63jx7MN2xI7B8OYPpIkX4v7JwoYJpkbzk++/tt9es4ZIoyZcUUEv2iY3lhfTVq/Zt7u7Aa685rk0iknm1ajHpWKlSDKRHjmRSscces2fo9vNjAOHlBfz+O2epJE1KeDMWiz1j+MSJyT8/RLJbQgLXQ0ZFcaaELVFeWqxWTuG2BdMlS3LZwuXLXO60bRsz5ItI3lK5Mmdj2bzyCvDzz45rjziMAmrJHnFxrE3722/Jtz/2mJKwiOQFHTtyJG/OHI66xcWxt75RI+Duu5l8qWJFYPJk7v/VV0DXriwzcitduwI1agDXrnHarUhOiIoCevbkMgZXV5Zyu1Vd6KNHOdXzpZfstdjPn+fzBwwANmxg7VoRyZuS1qUGgLfeur0KF5InaA21ZL2EBI5Mz5nDbL22qZ7K3CuSd23dyiyn8+YxuAY4Ot2hA6eFT57MgKVmTeCXX24dZKxezVJFFgtfu0GDbH8Lko+FhLAjZ+NG5gT4/nsG12mZMQN47jkm4rPx9QWefprZ7cuWzd42i4hz6NCBVQFsNm7U8o48QEnJxLEGDWKNPldX9tLZAurevZn9VETyruBgBs8//GAvKQIwON63j4+XKcNpsLdKONanDzvmmjThBYrK7El2OH+eo8yHDgEBAcCSJUDz5mk/Z/VqoE2b5LkBHn2Uo9q6XhHJX2zJNG26dwcWLXJceyRLKCmZOM7evfaC99WrJ7/YuHFajIjkPYGBwIgRDE527gTefJMjfqtWca1Z1arAmTO8HRub9muNGwcULAhs3gxMm5YjzZd86J13eLyWLcsp2rcKps+f5/FrO7/ZpofPmKFgWiQ/uvdeLnWyWbKEORQk31BALVnrgw/4vWlTYM8e+4hS165MZCQi+YPFAtSpw2zJ337LbV98ATz1FKfFrlvH+r5pKVWKGcQBJiq7ciV72yz5z4kTDIQBzoaoXj3t/ePiePEcEsL7gYHA2rWcmXWr9dYikjdZLOxItrFaU1a4kTxNAbVknUOHuH4SYKkcwN6DP3KkQ5okIk7gsceAoUN5++237bNVJk689cjz888zQVlICJO9iGSlDz9k9vk2bZKPMKVm2zbgjjuYiAwAWrVix3GzZtnfThFxbm3bAp072+9PnWrPJyJ5ngJqyTpjxjCArlaNUzo9Pbn94YeBevUc2zYRcazRo7muLDaW08DLlOH2gQOBr7++eZ1qd3cG3gDXZtvKcolk1unTvOgFko8uJZWQwBJxzZoxg/3x49z+xBPAypVA0aI501YRcX7jxwNubrwdG6sysfmIAmrJGidO2Avc20anY2L4wfL++w5rlog4CRcXfkZ0787pcWfOcHtsLPDss5xG+++/qT+3RQvW+DWGWZVvFnyL3I4PP+QIUqtWwD33pHw8Pp5rpXv2ZFI8m8cfB777TlO8RSS5qlWBIUPs97/6itUtJM9TQC1Z46OP2JNfsSIQGQkUKMDtTz6pMlkiQj4+zHx69ixLbDVpYn9s40bOZPn009SfO3YsEz5t3cpgRiQzzp4Fpkzh7eHDUz5uDDB4MLB4MZOO2QwdquNPRG7u7beBQoV4OzaW18eS5ymglsw7e9Y+be7SJX6/fp01aFO7UBGR/K1kSa6N3rSJCctsy0Pi4oCXXuIFyY0VHUuWBN57j7eHDrUnhRLJiI8/5sXuvfcmL3djM2oUlxgA7CwGmHRzzBiNTIvIzfn78/PFZtw4ztiUPE0BtWTe6NG8MClfHggP55pHAHjxRWbpFRFJjcXCrN9btzLZk83o0RwdvHFq96BBrBZw5YrWpknGnT8PfPMNb48YkTJAnjIlZWfwF1+o9KOIpM/jj/OaGOCsTVulC8mzFFBL5hw/bp82d/Uqv8fFMeHQG284rl0iknvUqgX88w/Qv79926RJXLsaH2/f5uZmr3M/bRqTmYncrrFjgehoZvX+3/+SP7Z9OxPl2bi48FgbPDhn2ygiuZerq33mJsASWsr4nacpoJbMef99fkhUrgyEhnJbiRLMfmpbQyIicis+PgxcZswAPDy47ccfgfbtGfzY3HMPR7ABBjmrVuV8WyX3unDB3hEzfHjy0emoKKBPH/sUb3d3loJM2tEjIpIerVoBd97J29euATNnOrQ5kr0UUEvGHTzIi1+AWb4BXhT/+SczHYqI3K7HHgN27QKCgnh/5UqgdWsgIsK+z7BhzPqdkAD06AEcPuyYtkruM348A+fGjVk3NqlXXuF5DWAOkJ9+4vElIpIR06fbb7/+evIZV5KnKKCWjBs5kmscixXjh4TFwovfmjUd3TIRyc2qVWO9aVtQvXEj0Ly5fVmJxcKlJnfdxW2dOycPuEVSc+mSvab5jWunFy9miRsA8PYGfv8d6Ngx59soInlH48b2/CBXrjDp5o0JNyVPUEAtGbN7NzB3Lm/bMns/9VTyMjgiIhlVvDizgNsSG+7YwcDZtg7Ny4tBUJkywKFDTBolkpYJE1iBokEDoEMHbjOGI9G9evG+pyewejXQsqWjWikiecn48fbbX37JhJoKqvMcizHO+1cNCwuDv78/QkND4efn5+jmiI0x7Llftgzw9WVm7wIFuEbEluFbRCQrnDjBjrqLF3m/bVt+9thGF3/4AXj0UaBwYe7r6+uoloozCwlh1t2ICGDJEo4cffklR6WvXOE+rq7Ahg3qGBaRrGMMO37PnbNve+011qdWCT6ndjtxqEao5fb9+CMvaF1dGUwDrM2pYFpEslr58pzyXbEi7y9fDjRrZp/i/fDDzNlw5Yp9Oq/IjT79lMdM3brMKl+rFpPb2YLpEiWAP/5QMC0iWctiYZbvpMaOZa17yTM0Qi23JyyMWQvPneM6s6goTsk8c0Y9bSKSfWJjOTq9di3v+/uzLvXAgcCaNUxmVqQIR6kLFnRkS8XZXL3KjpmwMK69f+stZvsGOLPhk084y0HnMBHJDtHRzAly+bJ9m4sLsH490LSp49oladIItWSf4cMZTBcqxGAaYBZDXYiISHby8ODa1nbteD80FPjgAwZKCxcCJUtyWq+tTrWIzWef2TuD33nHHkx37QqcPMnOGJ3DRCS7eHmxOoVN4cJM6tuvH/M6SK6nEWpJv+3bgUaN+CHg7s7kQPXqcbuISE6IiQG6d2cWZoslZXIXb29g506V7hMKDQXKleP3gADm+gCYhGzWLC5dEhHJbpGRHKW2VauwfR49/zzw+eeObJnchEaoJetZrZxaabVyRCgujhez8+c7umUikp94ejKpVJ8+DKYtFmZkLlaMj0dFAfXrczRb8rcjR4AWLRhMA/Zgul8/YM4cBdMiknN8fICXX7bf9/Tk9y++YMlZydUUUEv6LFkCbN3KD4RTp7ita1egcmXHtktE8h93d+D777mG2hiuofbwABo25OORkUCbNixX4ryTsCQ7zZ3LGVS7diXfPmQIMG2apniLSM4bNMheieLCBZ6nAODxxzX1O5dTQC23Zgzw3nu8XaQIR6nd3HhBKyLiCC4u7Nn/6CPmdDh7Fti2zf641Qq8+iqDqo4dmQ18yBCWRVKQnXdFRXE2Ve/e9kzwNh9/zARkCqZFxBEKFWJQbXPsGJeknD7NMn6Sa2kNtdzazz8D999vz+oNAC+9BEyY4Nh2iYgAXFe9dCkwcya/W63c7uJiv51UtWrAU08BTz7JdWyS+0VGMkHmJ58AR49ym22NvcXCZHUDBzq0iSIiCA0F7ruPsz4B5ibaupWJyo4dYwULcQq3E4cqoJa0GcN/9n/+sSdQ8PHhB4LWn4mIs1m9GujQgUG2qys7/6pXZ5bnXbuAefPsU+vKleNyljp1HNtmybizZzmyM3myPdlPsWLM83HtGoPp6dOZyVtExBnExfHa2rYkxTZgNXIkMGKEQ5smdkpKJlnn998ZTLu42BO6jBmjYFpEnFOrVqxVbbEACQnAuHFcnnLvvcDUqcD58wy+KlZkyaRmzYDFix3darkdxrC6xKOPMknmhx8ymK5cGRg7liM9tvPVl18qmBYR5+Lunjypr2325/jxLP8ouY4Cark5Y4B33+Vt27TJSpWAwYMd1yYRkVtp0gQYOtR+f/VqoEED4JFHgOBg4Omnud66TRtOFX7gAeDtt4ErVxzXZkkuIQG4fBn48UdO1a5aFShYkMnnXFz49/zhByA+npm8lywBli1jwrGDB/kaffoAzz3n2PchIpKaqlWBbt3s911cgPBwdgpKrqMp33JztrXTSW3YANx9t2PaIyKSXhERQM2aHIUuUwY4c4bbXVyAnj2BN98E7rwTeOUVew1QT08G1/37czq4tzdQoABHPF3U/5yt1q0DRo/mOSY6moFyWtzcWEv6pZcYXG/axIvTixf5ePHiXEtdsGC2N11EJEM2bADuucee7wHgeefYMSAw0LFtE62hliwQFgaULWuv3wkADz2kutMiknts3cqLldhY4MUXGWAtXWp//M47ub46IQHYvZsXMakpXZq1i/v3B6pUyZGmZ0hkJC/QgoO5Tjwqil/puQ0AtWqx9FjDhlzf5+aWve01Bli1Cnj/fU7TT0316pxJ0KYNUKMGOz3c3Vl6xtub+8ydy79NTIz9eQsXAg8+mL3tFxHJrDZtUtahfuYZ4OuvHdMeSaSAWjKvf39gxgz7fQ8PYP9+rjsUEcktvvqK035dXRm8+fkxD8SCBSnLZz32GIO0X3/l1LuoKAbjSbVsCXz7Ldfr5pQNG4DXX2fAWKoUv4oUYVu9vNjO1au5343tzag6dfg7yo4OBGOYn2PUKI4sAzzHPP44/1ZFijBw9vZmEsybiY/nVP2PPuJ9X1/+3bp1AxYtUnksEXF+hw+zMzNphyAA7NgB1K3rkCYJOUVAPXr0aPz666/YuXMnPDw8cM2WIOQ2KKB2kOXLgXbteNvNjRctr73GGp4iIrmJMUxeNWsWp9Dt2MHvwcEcld63j+upZ83i/g89xPJbXl68HxMD/PILE5r98QfzSQQEMFt427bZ3/5vvmHeiri49O1frhzLgtmmq3t7p+92TAx/N9u2AevXc3aSry/w3Xf8nWSUMcCKFUwiFhrKZGFbtvA+wN/z00/zHFOmTPpf9+JF1hZfvZr3GzZk24sXB/buZaZvEZHc4IMPgLfeSj71+9577Qk2xSGcIqAeMWIEAgICcObMGXz33XcKqHOLsDBOgzx3zr6taFH2oKleq4jkRpGRTFT277+s/7lsWco10d9/z7rUcXHMEzF9esrR2ZMnuW5382Y+/6OPOLKwZg3w11/8jHzrrazJM2Gbpm6b9vfQQ+wYOH+en89Xr3KtcVQUL8DuuosBfuXKmb8AO3eOweq6dbz/9NNca161avpfIyGBo8QffADs3Jny8QIFOBr9yiu3t1YwIYHT9gcNYsksHx/g1VeB997j7+Hnn4EuXdL/eiIijhYXB9Svz87ApObO5TlHHMIpAmqb6dOnY8iQIQqoc4O4OF6wzZvH+7bR6c8/B55/3rFtExHJjP37mbwqKoqB8Ouvp9xn9Wqge3d77og2bYBnnwW6drWvJ46OZiA4bdrNf1bXrgwka9TIeHufeII/w2Jhsq6hQ3N2pCI+Hhg+nNPjbZo147TsRx/lFG2biAiWp1qxgiPdcXGcAXDqFB/38WGCy+LFAX9/fu/Zk5216RUaylkCX35pX+terRo7Pnr1YmfHk08CU6Zk+q2LiOS4zZuBpk2TL0UqVgw4cYIdkJLjbisONdls2rRpxt/fP137RkdHm9DQ0MSv06dPGwAmNDQ0exspxoSGGtOunTH8V7Z/lStnTHS0o1snIpJ5337LzzU3N2P+/jv1ffbvN6ZTJ2MsFvvnYO3axpw8ad/HajXms8+MKVTImPLljenf35ipU4156iljXFz4HIvFmH79jDlx4vbbuX+//ecvWZKht5pl/vzTmI4d7e8L4O8nNtaYyEhjxo0zplixlOcOwJiAAGOGDzfm8uXMtWHuXGMKF7a/bqFCxrz+ujEhIca0acNtFSoYExaWNe9ZRMQRnn+en2cFC9o/7555xtGtyrdCQ0PTHYc61Qj1yJEj8a6t7nESGqHOZmfPAp06Abt22Uelbd+nT2d2WxGR3M4YTmWePx8oX55Tkf39U9/3+HEmH5s8mfWpAwM51bhBg+Svd+Oo8YEDTJT144+87+HB6cndu3Ok1tubr1Wo0M3b+eijrLHcrRuweHEm3nAWOn6cU9B//ZXryN3dOf3aauXjlSuzhFVgIM8fXl6chp6Zc3dICH93tllT1arxZ/TtyxGbAQO4xtvHh1Pu69fP/PsUEXGU0FDgjjuACxc4k8dWBnDjRo5eS47KtinfQ4cOxUe2bJo3sX//flSrVi3x/u0E1DExMYhJkuUuLCwMQUFBCqiz08WLTOZy+jQv8K5ds083ufNOYM8eZscVEckLQkOZOfXECaB1awbXhQvffP9Tp9jhuHcvg7jZszl9+Va2bOE0bVvSrKRcXDh9+oEHGGiXK2d/7PBhBo5WK/DPP1kTJEZGMuDcuJG34+LYYWr7uvF+fDwQFMRM33XrsrN11Ch7Le+kypYFRoxghvTbKbNlDDsfNm1i+S4PD2b2jopi8H7sGNt88SLPQW+/zfXp7u58vi2Jj4sLsGQJ0Llz5n9PIiKO9v339ooTxnCZUZEiHPzy9HR06/KVbAuoL126hJCQkDT3qVixIjySrK3SGmonZ1unV6kSRxtOnLCPTv/4Iy/4RETyks2bgVatGLxVqMDkWWmVJwkLY1Kw5ct5v3Vr5pXo3DntDkdbhuuPPmIwev06A9qrV5Pv17UrazHXrs01ytOnM4j/+muO9Pr48Ht611AnJDCL9ooV/Nq4MWvKaZUuDQwbxo7Xd97h+xs6NPk661tZuxb49FMmPLvF9QQAduzOnMmOX5u5c4HevXl74kSuaRcRyQuMAZo3Z7WFpk3tpQUffhiYM8exbctnlJRM0mfTJns22t69+Y/q5cXesIYNOcKidP0ikhft2sUOw2PH+Lk3eTJHBW4mLo4ZqSdOtE9zLl+eCbHatuWIc3pHD06eBH76idO5163j61ksQMeOrM9stXI0/Pp1+3NcXLjNx8ceYLu5ccQ26XeLhVPZbwzay5VjR0CJEtzP9mV7XtIviwU4epSvs3Mn39fLLzPbt62c2JQpnHINcCp8p05pv+crV1gaa+pU+zYvL2ZfL16cAX9sLH9+hQpAxYqcRt66tf1nAjwvNW/O5GcvvwyMH5++37mISG6xezdnJyUk2EsCAizdmBPlGgWAkwTUp06dwpUrV/Dzzz9j7NixWPdf+Y3KlSujYMGC6XoNBdTZKCEBaNSIdUfbtAH+/NP+mMXCUY3WrR3XPhGR7Hb1Ktfj/v477z/yCAPmtM43J08CkyYxoLxyxb69QAGOWL/zDlCzZvrbcOAAp0zPn5/yMVdXflZnhJ8f8L//sUzYffdlTTmtG730EkebixXjBWDS8lcHD3LG04ULnDb/+efApUt87JlngP79ecGYNFv4rZw9y/PW+fMsjbV4sZYkiUje9OKL/NwsVgwID+dgl58fPwfTGUdJ5jhFQN2/f3/MmDEjxfbVq1ejZcuW6XoNBdTZaNIkJnspWJCjILYRl0aNuDatTRvHtk9EJCdYrVwf/O67vF2hAjBr1q0TwFy/zlHmZcs4FfzCBW63WBikjxzJpTTpNXkyS3QZwwup/v1Z49oY/izbdHHbV3R0yvXPttsVK/Kz/HbWNGdEdDRHmHfvBtq140j1b79xivvGjSn3r1ED+OabjNXpjoriyPS2bXydTZsAX9/MvwcREWcUGgrcey9zGVks9vxG99/Pc49kO6cIqLOCAupscukSULUq18EFBPC7qysTITz8sKZ5i0j+s2EDR6hPnOD06nvuAVq25Frru+5KPu34RsZwzfKHHwILF3KbmxuzdD/zDEeKXVxu/vxt2/izIiOBPn0Y0OcW+/ZxpDkmJnlWWg8PJlcrUYJfjRoBAwfe3oi0TWws/zYLFjA5z5Yt7DQQEcnLIiM5+HXjAOXPP3OWjmQrBdSStoEDORpSrJh9Ct6nn3JUREQkvwoN5cXLjQGtpyeD6pYt+ZVWgP3PP8w+/ccf9m2VKzPxWO3azJx955329daHDnH99eXLDLx/+y33ZHINDeWI8+jRvA0wM+0LL/B8UrJk5n/G6dNAz57A33+zk+LPP4EWLTL/uiIiucXUqUy+aKuE5OPDWVE+Po5tVx6ngFpubt8+TiO0JcExhhd7hw5pZFpEBACOHGG5q9WrgTVruGY3KU9PTgm3BdhNmqQMsPfsYcfl998zS3hSbm4cva1cma9/7RpHedescf5pzFYrs89On84R44gIbrcltAQ4qv/NN3x/mfHHH5w+HxLC2VTff6/yWCKSPy1aBDz4oP3+fffZK09ItlBALTfXuTPw668cRYiK4rbNm4HGjR3bLhERZ2QMa0OvWWMPsIODk+/j5cUAu3t3zgCy1UoGOGVv8WJg61ZmFt+1iwH0je6/n7WWk5aHcgb//gusXMmp8MePM5HlyZP2x6tXZ/bunj2Br75iUraoKP5OJk1iGbD0Mob1vn/5heuxbeVi6tfnVPoKFbL0rYmI5BrGcKbT0qX2bd9/z+Uwki0UUEvqVq5ksrGkyQ1y23o9ERFHMoYzepIG2LaEZABQrx7w3Xf8npDAEYT58zmqXbs2M4B/+y3www/c388v+Qh25cpcH1yuHFC2LNclFy3K7/Xq5dwUv+BgBvhTp9rPFza+viwX1r8/E4wlnd109CjLa61axfu3qhMdHc3foS2IPnUq+eMDBwKffJL2GnYRkfzgxAkuGbLNBrJYgDffZFJNVTzIcgqoJSWrFWjQgDVFbby9WYM1aakTERFJP2NYIur334H332cpLldXjtiuWwecOXPz577xBp/z77/AhAnAnDnM0n0z3t6cZdSrF8sa+vqmfhEVH8+R5L/+YvAfHc3EXjEx9u8xMUDhwkDdugzUK1fm1Orz5zld/bPP7NO527XjUqHy5RnsN2+edmBvDPDqq3xPAF/rhRdS7jNtGvdLWjPby4sdv507s7Z1mTI3/zkiIvnNhx8Cw4Yl31avHhOX1arlmDblUQqoJaWZM4F+/ZJvGzuWFzMiIpJ5Fy4wcExaU7pwYa4DLliQ5aV27WIw+vnnQNu2yZ9/8SKnPJ88yZGIM2eYrOzSJY7cnj2b8md6efG1fXz45e3NAN8WDGdG48YcHc5ImStjeNH30Ue8/8YbzHpeuzZ/T08/zQRjAFC6NAPozp2ZmK1Agcy3XUQkL4qNZQC9bx+rJsTGcruPD8sV1q7t2PblIQqoJbmTJ1myxJbRG+CF0oYN2V+nVEQkv/n5Z6757dSJa6OzYrqyrTTXvHkM2JOuY05NQABrmNavzwstDw9OO0/6/dw5jmTv3MnXK1aMmblLlmS7e/VKu9xXeto8YgRH4W1cXHjeiY3l72XUKGYE17lIRCR91q9ntQOrNXlOpPLlma+jaFGHNi+vUEAtdpcvsyTLoUP2bZ6eHCW54w7HtUtERDLGGE7jjozkSHRkZPKvoCBO/ctMMJyVpk1jRvDt2+3rzVu0AKZMyXwmcBGR/OiDD1ii0cOD920j1S1aACtWJE+OKRmigFooMpLlS7ZuTb5dNadFRMQRzp9nR2+NGs4T8IuI5DZWK2dBLVvGZTNJlwQ9+yyrLEim3E4cqrNZXhUXxxIutmDaloW1RQvg+ecd1y4REcm/SpZ0rtFzEZHcyMWFZbNswXS9evbHvvoKGDKEsYDkCJ3R8qrnnuOUD4BZYI1hRthp03QhIyIiIiKSmxUtypwabm7Mh/G//9kf++wzVoMIDnZc+/IRRVZ5zaVLLPw+ZQrve3qyFqrFwnrTFSo4tn0iIiIiIpJ5d98NvPMOb+/YwWSUAAfP1q1jYspNmxzXvnxCAXVeMnMmUKkS8MsvvF+ihL2m6ahRQJcujmubiIiIiIhkrWHDgAYNgKtXOZAWGMg11oUKMW9FmzbA2rWObmWepoA6r5gxA+jfHwgP5/3y5fnPlJDA0ic3FoEXEREREZHczd2dg2qensCffwJ9+3Jm6tWrQN26wPXrQMeOwOrVjm5pnqWAOi+YNw944gmukwZYc7RYMU7/rlsX+O47e1IyERERERHJO6pXB0aP5u3Jk4Gnn+btEyeAli0ZVHfqBKxa5agW5mkKqHO7n35iT5TVat/WqROzexcsyNqfPj4Oa56IiIiIiGSzIUOAe+4BIiKAAwc4DfzaNWb77tABiIoC2rYFHn4Y2LLF0a3NUxRQ52YLFgA9e3Jat5sbt/XqBfz4I29PnAhUruy49omIiIiISPZzdQWmTwcKFOCa6Q4dWOFnwwbgzjsZIyQkcGZrkyZAs2bA9u2ObnWeoIA6t5o6lT1McXH8Z4mPZ6/U5s38Z+nTB3j0UUe3UkREREREckKlSsC4cbw9bhzw/vu8PWEC0Ls3M4H368d11xs3Miv44sWOa28eoYA6N5owAXjySU7zDgpiIrIyZQBvb66VqFCBRd21blpEREREJP8YOBC47z4gOhqYOxd44QVu79ePg3DTpwMnTwLt2nFt9QMPAB99ZM/FJLdNAXVukpAAvPYa8MorvF+gAHD6NODhAVSpAqxYwQx/c+YAfn6ObauIiIiIiOQsi4UJif39gb//BooUYb3q0FCgRw8G0SVLAkuXAoMG8TlDh3IZ6YEDjm17LqWAOreIiGAPkm0aB8B/iKpV+U+yejUD6yVLuC5CRERERETyn6Ag4PPPefvdd4EXX2QFoJ07OVJttTL/0pdfAl98Abi4AAsXMlt4r17A7t0ObX5uo4DamRnDGnKbNzNxwM8/2x/z9ua6iDp1gDVruBZi8WJO3xARERERkfzr0UftwfOgQcCkSYwXFi4ERoyw7zd4MKsDdevG2GP+fJbdfeklZgaXW1JA7WxiYri24e67gYAAoHBh4K67kvcUNWjAdPcbNjDTt5sb/zk6dnRUq0VERERExFlYLMypVK8ecPky10lPnMjHRo0CfvjBvm/9+hyY272bU7+NAT79lM9Via1bUkDtLMLCeHCXKwc8/jiwaRO3ARyNtnn4YQbPjz8OLFvGx376Ceja1SHNFhERERERJ+TtDSxaxAG6bdsYX7zxBh978klg/frk+9eqxbJav/7KddYHDwJNmwIvv8xZs5IqBdTO4PRpjki/8w5w4QJQqhTw4YfA3r0s0m6bbjF6NLe3acN/iiJFuHa6UyeHNl9ERERERJxQ+fLM9u3iAkybxljj/vuB2FigSxfGGzfq2JHb+/ThlPFPPgEqV+a67Li4HH8Lzk4BtaPt2cOen3//ZU/QDz8Ax4+z92jxYk63AIDJk4HXX+cI9dGj/OfYsEEJyERERERE5Obuu4+xhIsLl5aGhwONGwPXrjH/0smTKZ9TuDAwaxZnxNaoAVy5wuRmNWowCbLKbCVSQO0oViunU9xzD3D2LHDnnUxt37cvs3V/+ilHrAFg/Hjg6aeZhOzvv5kGf/Vq4I47HPoWREREREQkF3jqKQbCBQoAq1YBkZGsFnTuHNC2LXDpUurPa9eO2cEnTwaKFwcOH2YCs1atgO3bc/IdOC0F1DkpJoYH8ODBTGffuTPXSd97L9cwlC3L/T75hJn1AGDkSK5bWL+ea6wB4OuvOUItIiIiIiKSHp07A2vXMjD+918mLitdGjh0iMtP58/noN+N3Nw4uHfkCPDmm4CXF1+nYUNg2DAgPj7n34sTsRjjvOP1YWFh8Pf3R2hoKPz8/BzdnIw5dw6YPRv4809g3TrWjrbx9QUeeQSYMIEHpjHA8OH2wPmNN4AxYxh016nD6RiPPgrMnOmY9yIiIiIiIrnbsWMc0Dt3jpm8z53j2mqAMcfo0WnnaDp1ioH1rFm837w5MGcO80DlEbcThyqgzk4LFrA359o1+7bixdk79MADQOvWDKQB9ga98II9nf3o0ezxCQ9nQoBffwUqVgR27ABy4+9CREREREScw549DIRt66gbN+aS0/BwPv7WW1xuarHc/DUWLGC28PBwxjhjxgDt2+eJwFoBdU5bvpwj0LVrM918UBDw2mvA1Kl8vH59jiy3bg3UrJnywIyLYxmsWbP42MSJwLPPAps3A717M0mZuzunVjRtmvPvT0RERERE8pYNG1g9KDqa9afHjuXSU1tS5CFDOJM2raD60CHgoYdYw9qmRg2+bps2QIsWnJWbkMDM4Rs2cDT83Xez851lmgLqnDZkCPDZZym3WyycDjFiBAPi1ERFAb16Ab/8wvUJM2Ywk/fYscDbb3NNQrlynDZ+993Z+jZERERERCQfWbqUScYSEpjweM4cYONG5nwCgAEDgK++Alxdb/4aUVGMXX75Bfjnn+QZwN3cOOB49CiXsQKMi0JDWSfbSSmgzmlLlwK//86pE7t38wApU4YlsFq0uPnzwsKArl058uzlBSxcyKD50Uc5xRtgb9HkyUBAQI68FRERERERyUfWrGGloXPnWG3o44+5xPSpp7gstWdP5nDy9Lz1a4WEsBrRn3/y6+hR+2MFC3K2bbNmHJD098+ud5RpCqgdyRggOBgoVow9Mjdz/Djw4INcE+3ryx4dX19uO3GCAfYXX3BdQlrTLERERERERDLj8mXGHT//zPvPPAO0bAk89hiXp7ZoAfz00+0P8h0/zlHrypU5Up3WSLcTuZ04VGWzsprFApQsmXYw/csvXFe9YwdQtCh7cU6f5uj0iRNMPrZxI3uFFEyLiIiIiEh2KlqUAfOnnzL+mDwZWLyYAbavL2fU3nMPY5bbUaEC0KMHULdurgmmb5cC6pwUFsZSWF27MqPeXXexx2bFCk7zjokBunQBtm1jCnsREREREZGcYLEAL74IzJ3Ldc7z5zNJ2fLlzNz977+MUcaM4RJXAaCAOvtFRfEg7NsXCAzkmgSAB+uqVbw/bBi3vfoqe4YKFXJYc0VEREREJB/r2ZMzagsUYBzz/POMUWrV4hrpN99k0uR33gEiIhzdWofTGuqslJDAxffff88enNOnedAlVa0aMGoU67099hinUlgsTEk/ZIhDmi0iIiIiIpLMpk2cPRsSApQuDSxaxDJZH3wA7N/PfapVYz3qmjVv/XrHjjFAP39eZbNySq4JqI8fB6ZNA6ZPT31dQZEiLI3Vrx/QqBHXSXfrxozgHh4MwHv2zOFGi4iIiIiIpOHoUQbV+/dzxPrjj4HatVlTetQoZgb39ga+/BK4/35g61Zg82bg1CmumXZzY53rtWsZUAOMf65cAXx8HPve0qCAOqc99BBLXgGcrv3IIxyBLluW5bMCAuzJxVav5v4hIUCJEsCPPzJ1vIiIiIiIiLMJDeXg4B9/JN/u5QUEBQGHD6fvddzcmIT5vvtY59qJywLfThyaRipqSbennuKB9sQTHHn28kq5j9UKjBvHNQcJCUDDhpzuXaZMjjdXREREREQkXfz9gaVLmYxsxQrgzBng7FmOPB8+zJJYx44x3qlSBWjShFPBjWHcAwANGrD0lq+vY99LNtAIdU64eJHrpW29Oo88AnzzDadHiIiIiIiI5CbGcMnr4MFMwlyiBOObrl0d3bIsoTrUzmTFCqBOHQbT3t7At98CM2cqmBYRERERkdzJYuHs3G3bmJDswgUua/3pJ0e3LMdlW0B94sQJPPnkk6hQoQK8vb1RqVIljBgxArGxsdn1I51LeDgwcCDQti0QHAxUr85F+k89ZV9PLSIiIiIikltVr84kZD16ALGx/D57dvJ94uMd07Yckm1rqA8cOACr1YrJkyejcuXK2Lt3LwYMGIDIyEiMGzcuu36sY8TGAlevAteu8ev4ceCNN5jdDgCeew4YO5aZ8URERERERPKKAgWAOXOYtXvGDC5v3bULuHQJ2LgROHiQNay7dOGU8EaNAJe8M1E6R9dQjx07Fl999RWO2VKm30KuWUM9eDAwcWLK7eXLA1OnAq1a5XiTREREREREcozVyrjoq6/S3q9ECU4Vd+LkzE6b5Ts0NBSFCxe+6eMxMTGIiYlJvB8WFpYTzco8f3/794AAfrVpA4wcCRQs6MCGiYiIiIiI5AAXFw4ylirFutONGrE8cPXqHKn++Wfg999ZPqt0aUe3Nsvk2Aj1kSNH0KBBA4wbNw4DBgxIdZ+RI0fi3XffTbHd6UeoY2J4YLi6OrolIiIiIiIizik2liW2qlVzdEvSlK1ZvocOHQqLxZLm14EDB5I95+zZs2jfvj0eeuihmwbTADBs2DCEhoYmfp0+ffp2m+cYnp4KpkVERERERNLi4eH0wfTtuu0R6kuXLiEkJCTNfSpWrAgPDw8AwLlz59CyZUvcddddmD59OlxuYwF6rllDLSIiIiIiInlCtq6hLlasGIoVK5aufc+ePYtWrVqhQYMGmDZt2m0F0yIiIiIiIiLOLNuSkp09exYtW7ZEuXLlMG7cOFy6dCnxscDAwOz6sSIiIiIiIiI5ItsC6hUrVuDIkSM4cuQIytyQEj0HK3WJiIiIiIiIZItsm4Pdv39/GGNS/RIRERERERHJ7XK0DvXtsgXfuaYetYiIiIiIiORqtvgzPYPBTh1Qh4eHAwCCgoIc3BIRERERERHJT8LDw+Hv75/mPrddNisnWa1WnDt3Dr6+vrBYLI5uzk2FhYUhKCgIp0+fVnkvcVo6TsXZ6RgVZ6djVJydjlFxdrnlGDXGIDw8HKVKlbplpSqnHqF2cXFJkdDMmfn5+Tn1gSEC6DgV56djVJydjlFxdjpGxdnlhmP0ViPTNioMLSIiIiIiIpIBCqhFREREREREMkABdRbw9PTEiBEj4Onp6eimiNyUjlNxdjpGxdnpGBVnp2NUnF1ePEadOimZiIiIiIiIiLPSCLWIiIiIiIhIBiigFhEREREREckABdQiIiIiIiIiGaCAWkRERERERCQDFFCLiIiIiIiIZIAC6iwwceJElC9fHl5eXmjSpAm2bNni6CZJPjVy5EhYLJZkX9WqVUt8PDo6GoMGDUKRIkVQsGBBPPjgg7hw4YIDWyx53V9//YUuXbqgVKlSsFgs+Omnn5I9bozB8OHDUbJkSXh7e6NNmzY4fPhwsn2uXLmCvn37ws/PDwEBAXjyyScRERGRg+9C8rJbHaP9+/dP8bnavn37ZPvoGJXsNGbMGDRq1Ai+vr4oXrw4unXrhoMHDybbJz3n91OnTqFTp04oUKAAihcvjtdeew3x8fE5+VYkj0rPMdqyZcsUn6UDBw5Mtk9uPUYVUGfSvHnz8PLLL2PEiBHYvn076tSpg3bt2uHixYuObprkUzVq1MD58+cTv9avX5/42EsvvYRffvkFCxYswNq1a3Hu3Dk88MADDmyt5HWRkZGoU6cOJk6cmOrjH3/8MT7//HN8/fXX2Lx5M3x8fNCuXTtER0cn7tO3b1/8+++/WLFiBZYuXYq//voLTz/9dE69BcnjbnWMAkD79u2Tfa7OmTMn2eM6RiU7rV27FoMGDcLff/+NFStWIC4uDm3btkVkZGTiPrc6vyckJKBTp06IjY3Fxo0bMWPGDEyfPh3Dhw93xFuSPCY9xygADBgwINln6ccff5z4WK4+Ro1kSuPGjc2gQYMS7yckJJhSpUqZMWPGOLBVkl+NGDHC1KlTJ9XHrl27Ztzd3c2CBQsSt+3fv98AMJs2bcqhFkp+BsAsXrw48b7VajWBgYFm7NixiduuXbtmPD09zZw5c4wxxuzbt88AMFu3bk3c5/fffzcWi8WcPXs2x9ou+cONx6gxxvTr18/cf//9N32OjlHJaRcvXjQAzNq1a40x6Tu///bbb8bFxcUEBwcn7vPVV18ZPz8/ExMTk7NvQPK8G49RY4xp0aKFefHFF2/6nNx8jGqEOhNiY2Pxzz//oE2bNonbXFxc0KZNG2zatMmBLZP87PDhwyhVqhQqVqyIvn374tSpUwCAf/75B3FxccmO12rVqqFs2bI6XsUhjh8/juDg4GTHpL+/P5o0aZJ4TG7atAkBAQFo2LBh4j5t2rSBi4sLNm/enONtlvxpzZo1KF68OO644w48++yzCAkJSXxMx6jktNDQUABA4cKFAaTv/L5p0ybUqlULJUqUSNynXbt2CAsLw7///puDrZf84MZj1GbWrFkoWrQoatasiWHDhuH69euJj+XmY9TN0Q3IzS5fvoyEhIRkf3gAKFGiBA4cOOCgVkl+1qRJE0yfPh133HEHzp8/j3fffRf33nsv9u7di+DgYHh4eCAgICDZc0qUKIHg4GDHNFjyNdtxl9pnqO2x4OBgFC9ePNnjbm5uKFy4sI5byRHt27fHAw88gAoVKuDo0aN488030aFDB2zatAmurq46RiVHWa1WDBkyBM2aNUPNmjUBIF3n9+Dg4FQ/a22PiWSV1I5RAOjTpw/KlSuHUqVKYffu3XjjjTdw8OBBLFq0CEDuPkYVUIvkIR06dEi8Xbt2bTRp0gTlypXD/Pnz4e3t7cCWiYjkTg8//HDi7Vq1aqF27dqoVKkS1qxZg9atWzuwZZIfDRo0CHv37k2WH0XEmdzsGE2aV6JWrVooWbIkWrdujaNHj6JSpUo53cwspSnfmVC0aFG4urqmyKJ44cIFBAYGOqhVInYBAQGoWrUqjhw5gsDAQMTGxuLatWvJ9tHxKo5iO+7S+gwNDAxMkeQxPj4eV65c0XErDlGxYkUULVoUR44cAaBjVHLO4MGDsXTpUqxevRplypRJ3J6e83tgYGCqn7W2x0Syws2O0dQ0adIEAJJ9lubWY1QBdSZ4eHigQYMGWLlyZeI2q9WKlStXomnTpg5smQhFRETg6NGjKFmyJBo0aAB3d/dkx+vBgwdx6tQpHa/iEBUqVEBgYGCyYzIsLAybN29OPCabNm2Ka9eu4Z9//kncZ9WqVbBarYknY5GcdObMGYSEhKBkyZIAdIxK9jPGYPDgwVi8eDFWrVqFChUqJHs8Pef3pk2bYs+ePck6f1asWAE/Pz9Ur149Z96I5Fm3OkZTs3PnTgBI9lmaa49RR2dFy+3mzp1rPD09zfTp082+ffvM008/bQICApJlqBPJKa+88opZs2aNOX78uNmwYYNp06aNKVq0qLl48aIxxpiBAweasmXLmlWrVplt27aZpk2bmqZNmzq41ZKXhYeHmx07dpgdO3YYAGbChAlmx44d5uTJk8YYYz788EMTEBBglixZYnbv3m3uv/9+U6FCBRMVFZX4Gu3btzf16tUzmzdvNuvXrzdVqlQxvXv3dtRbkjwmrWM0PDzcvPrqq2bTpk3m+PHj5s8//zT169c3VapUMdHR0YmvoWNUstOzzz5r/P39zZo1a8z58+cTv65fv564z63O7/Hx8aZmzZqmbdu2ZufOnWbZsmWmWLFiZtiwYY54S5LH3OoYPXLkiHnvvffMtm3bzPHjx82SJUtMxYoVTfPmzRNfIzcfowqos8AXX3xhypYtazw8PEzjxo3N33//7egmST7Vq1cvU7JkSePh4WFKly5tevXqZY4cOZL4eFRUlHnuuedMoUKFTIECBUz37t3N+fPnHdhiyetWr15tAKT46tevnzGGpbPeeecdU6JECePp6Wlat25tDh48mOw1QkJCTO/evU3BggWNn5+fefzxx014eLgD3o3kRWkdo9evXzdt27Y1xYoVM+7u7qZcuXJmwIABKTrNdYxKdkrt+ARgpk2blrhPes7vJ06cMB06dDDe3t6maNGi5pVXXjFxcXE5/G4kL7rVMXrq1CnTvHlzU7hwYePp6WkqV65sXnvtNRMaGprsdXLrMWoxxpicGw8XERERERERyRu0hlpEREREREQkAxRQi4iIiIiIiGSAAmoRERERERGRDFBALSIiIiIiIpIBCqhFREREREREMkABtYiIiIiIiEgGKKAWERERERERyQAF1CIiIiIiIiIZoIBaREREREREJAMUUIuIiIiIiIhkgAJqERERERERkQz4P9uxFM7zEbXWAAAAAElFTkSuQmCC" }, "metadata": {}, "output_type": "display_data" } ], "source": [ "_ = plot_collection_by_class(arrowhead_X[:9], arrowhead_y[:9])" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.10.12" } }, "nbformat": 4, "nbformat_minor": 5 }