{ "cells": [ { "cell_type": "markdown", "metadata": { "collapsed": true }, "source": [ "# Grids\n", "\n", "Grids are general types of plots that allow you to map plot types to rows and columns of a grid, this helps you create similar plots separated by features." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "import seaborn as sns\n", "import matplotlib.pyplot as plt\n", "%matplotlib inline" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "iris = sns.load_dataset('iris')" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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sepal_lengthsepal_widthpetal_lengthpetal_widthspecies
05.13.51.40.2setosa
14.93.01.40.2setosa
24.73.21.30.2setosa
34.63.11.50.2setosa
45.03.61.40.2setosa
\n", "
" ], "text/plain": [ " sepal_length sepal_width petal_length petal_width species\n", "0 5.1 3.5 1.4 0.2 setosa\n", "1 4.9 3.0 1.4 0.2 setosa\n", "2 4.7 3.2 1.3 0.2 setosa\n", "3 4.6 3.1 1.5 0.2 setosa\n", "4 5.0 3.6 1.4 0.2 setosa" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "iris.head()\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## PairGrid\n", "\n", "Pairgrid is a subplot grid for plotting pairwise relationships in a dataset." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Just the Grid\n", "sns.PairGrid(iris)" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 26, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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q8ay1WgjyLZy/fNFJ1e2MhKpQiIYfhbJzvOmUH35z5wAfPnym529b3t6fXjRk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pRGM9LZPCam9Ktv9EXDunZptoqL1TWI/MZs7kkAwMfef2r9K0Rtq2wnWJtoeSAWLoshPvhO/Rc+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\nvxSfZJhs8hPYBgymcqTbCCM8EuHmR9bHrw2PRBIGz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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Then you map to the grid\n", "g = sns.PairGrid(iris)\n", "g.map(plt.scatter)" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Map to upper,lower, and diagonal\n", "g = sns.PairGrid(iris)\n", "g.map_diag(plt.hist)\n", "g.map_upper(plt.scatter)\n", "g.map_lower(sns.kdeplot)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Pairplot\n", "\n", "pairplot is a simpler version of PairGrid (you'll use quite often)" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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drGWQJJs5TMwwaXeTEk0n8ncOd5TpLwoGz+TnfgiCC7njs0KxmE4O0Z1d30YYHzXIoaskmWv4bVue+4bhwrEy9k85PP22lVKLgU8C83KPrbW+0ct26sXRuMWMKpLIAaZlanWcHLK4ICA3CGFyUFEHviCuVy3YgF61yQ6pip+FzhXoxRtR276YH9cbbK73vyYIY8Ktb7yT5RwIvc7Fq+9yz+lwHtLCHXDVB+GVX9n9Ycdwf2HJRrtAoOR4CBVws8FbWQXAIbqz43UzQe8bDzbn227h2B6MwuKNsDNn/apN9nJhyuC1i/l94B+Bf4bJp4F5ZMjk6tbqLlmHU5U8YbFU+pQwSSilA38n62khVBzX+8qjKECv/TRoE5QPtfULxXG96z8rCj3ChMatb/yEPdyh1mJEg8VSogDrPmP3gWQfHPgh9LwMA6/by7W2ZzgchwOG4+SlvwguuNngQ+zkDtbyNjS+WqpXJQfg4CNwxW3DMxkHH4Hld9i2mhocdjjA/r0zM/b7xJanCl47HWmt9Tc8PmZDkDA1pxK6KrlcgGmZkCqRzRUmExV14N3iel95FLXgLdDcaYeISFyvMAkp1TdAo5TP3UnQlu1U5NK9C/T7IdIh/UUYEeVssI1IbRu3Urbtdu8qWJ4eXi+2POXxxOlQSk3L/PkfSqk/BX4EZANWtdbnvGinnpzIOA+VCgM6ZMOrxOkQJgJutQFcwjfcdODzYoSNQHHc7tkX0QqswdMYykDlxv22L4RL32nPgsTPiW670PC45TQBRbkcJ+ipXK/DCA6HWLUvhEveDpEL7YYGuu0cj84V+Q9yuXHygpDDaOt0FNm0W12ZSuF8bmN/bs5GyfU+GOodbivYbM+ajKRtYcLg1ci1E7sajGPJn8xZp4GFHrVTN7I1Oqqc6Wj2QZMhTocwAaikr55DoQ58YYywDjbDko15dTn0qk2o57+Dr3uXndPRtcleH2qDy26B3feJbrswIXCLmX8/15DGKsrleJHXWcbsyvU6rv047HsIFr4FXv6V/Xv73+fHvYPteDj7hCRmVygmQoBbWZWVya2mTkehTZe000p5RJmxv3ROR4n1ZhK2fSk/hyl3G8lhmlR48i1qrRdorRcCl2f+zv4AS71oo95kq5FXOdOhlKIjYHAqIZK5QoNTSV89h0Id+DtZn3cDs5KxEnU53mB/7t6FOvgIet2nYeWHhx0Op13RbRcaGLeY+XMMuuZyXMOC6up1+MOw7I9g97fsfrL7W8Vx71e8z87zWPcZeQATSjJIiic5xAaWcjtruInLKtbpKLTpknZaqVZMcsC9DkdyoPz6/pPDy+a+oXgbqVMzqfB65NpS5bIJh1MYsFr1KrDzOmSmQ2h4Rhhrm6sD34Jda6CfBD0MltZiD+SoU3XvwtKWPcMiMb7CBCKNSQshbmUVt7OGW1lFmIBrHH3V9Tosc7gvBJrdt9FpO/dDa3E4hDw0Ojv+pkgXFf6rVKejMA+ktJ1WGJcr1ukosT63Xk0p+5d7wqTBk9FLKXWRUmoVEFZKXa2UWpn5eSPUOntpfHh50GR6QBEyqld9uCAgVcmFCYCjr55LlXHjztT8fWzmazxOyjDcj5UayPusDf+wZOgo2hWEehDAx00s4VH28QDbeJR9hAnQRjhvuzbCGBh5y2OGWdrenT6YGnDfRlvSN4QiCsffGIk8++zJhFTlUlinw8kDcShrp+WodB8ptT63Xk0p+xe7nzR49cpkA3APMBv4MvB3mZ8/Az7jURt15fCAycymkV2ujqAS9Sqh8QlF7bhZZ7AfQdx44dT8uZDCXH1X3rF01yY7YTDz2Vx9F0YoaieNd23Kb7drk71cEBoQjeYR9uSFq/yK/byHldkHtzbC/AGriBLivXRll28JnS7qG9l+5vTBo0/Z9Tpyt1n1ETj6W8nlEIooHH/TmHn2+RteZCPL82yzsE6Hk6dXlZ2Wo9J9pNT65s7hZUefKr4niN1PKpTW3uUcKKXerbX+oWcHLEFXV5fesWNHrZvJY/Zj57iixcenF4Urb5zhOycS3Hc8weCGDsI+qUpeR+p+8ethsyMiq16VU0egijCOHgb5Go9nP9/OGnbr47w5cTEBS5MyFAeDgyxLRlGWiTb8GKEohsq8ubLSdg5Htl1Rr6IB7BUmgM3WgUJ7d/hj1tPLEGECxEkxizaihLOqQCamXSMhqwrk0s+cPqhNO4wqU9cm2x8aW8Wn7jY7Fe3Vbfx9gG1528yinXdzNQpK1ukYkZ2Wo9J9xG095C/LqleNsO2RU3ebnYp4fXefp5T6s4JlvcBOrfUutx0mAkOm5rUhi7d0BEa0X26tjgURX4WtBaGOKKPqYmO58ooKlSfRGCfFRVYLTZZCaQufZZDSaYaamrP5H2grXyKxqb2RH6YEIUspyehehniIndnPd7IeGM5/ynMoAFvU0fmzQK7a6Q+FywWhgEJ7jJMqss9+EigUmtIvmLN2msWJ0CjzUrrUC6Pc+0jhWB+Kut9nCpdJ4ctJi9dOR1fm5z8yn38H2AN8SCn1fa31lzxub1x4JW6igYubRuYYO1XJxekQJguF8oqL6cyTaDTNFKtjPtTOv7WVq8IdrF61CaIG+BiRPK8gNBpuktG3soonOQSQ/Rwhx0lwbP7Aw7YcrqNO5di+4Yen/y5/WctMW9VH+olQhkJ73MWxvPHYscef8wKH6HaVzC2imjHaSkPseLH8ba7cuYz1ggtef/OzgZVa649rrT8OrAI6geuBOzxua9x4edD2+i8OjexySYFAYbJRGEN8iG6e5BB3sJaP8iaWJiK2RG6BZK5yZHBHIM8rCI1GoWT0HazleY6zgjnczho2sJQnOcQgqeGdHJt3k8Pd/lW7CGBRf+iTfiJUpNAef4flXFhgn09yiEN0A+6SuUVUM0Yn+tzlb3PlzmWsF1zweqajk5xK5EAKuFBrHVdKJUrs0/AcHrSnxC8eYSL5jMxMx7G4OB3C5KBQXhFsx+NtaNqIgO4vIfmZCSsZoTyvIDQauaEoPQyyjVfZxqt52+RKkmZtvpQcaK5kqLOslPS09BOhgOLQKPLs03E4HAolc4uoZoyuxj5lrBdc8Nrp+C7wtFLqkczn3wX+XSnVDOzzuK1x4/CgSdiAdv/Iwqva/IomA16Nl+nggjARyMSXt1op7jZWE9HgszRpQ7E7FAND0cMgbcqHCnfk32zCHXZC7OAZe1p9wQbouNR+CEsN2IolkjwuNDi5uUx+fEQIFOU0QbEkaZEcbmHf0NihKU0dw/VsnH7yyqP520o/EQootMvcRPFSOUh59lmIEbArg899Q8EY7RvOz1A+d1s2/DnbuIz1Z18Epex7gZPjIaFWUwpPRzCt9eeVUr8A1mUWfUhr7chJ/KGXbY0nLw+aXNxkoNTInA6lFBeFDI7ITIcwkcmJzTU6Lqd9/o2w8/+H+Fl84Q5Wd23i19GX2WK8ys2hy1i9atNwiFW4A1Ztghe+A927bAndVZtQhx4Z/ty1CYLNIiUiNCyFuUxOrPzzHOedLOcnGZlSN0nSrFTogYfh6v8Oz/3TcN+4+r+Dvxl2/8vwsqs+CC//ChZvtPd/5VGRDhVccbPL3JyNCAHXHI+8nKNCgs2wZGNxvoaZhG1fspd1rrDH9dxxvusuMBPD+UmdK2wbLrwXPP9v2bFfcjymHrV4bfIscMI5tlJqrtb6aA3aGTcOD1gjzudwuDBoyEyHMLHJjc1ddDM885X8nI0d93Lduv+bLeFX+YXvAEQvY/XaT6McyU/H4XC233kvXHGbvSyzv7n+L/A1XVC//1EQylCYy9RLnIfYyQaW8hgH2cBSIgRpI0wrTflJusqwH6yW32E78Ff+kR1SlcrIgm7/cn7c++5v2f1j572w9tOw4C21lg4VJihudvk9dnAn62khxCApnuQQG1ialXN+kkP8DsuLQrKyJAfc8zWu/KPhZc54vvbTduis4bfH+s2fH95m7huGHQ7nOAVjP9u/Cus/K2pVUwhPnQ6l1F3AXwKvAya2DrIGlnvZznhiac0rcZNl0WDljV24MKR46nx1ToeJxW94kT2cIIDBSuZyDQsw5B2wUE9yY3OV4Rqn67eGpRV/4TvAksib7ByPwTPDN6ic7bNhJJnPSuJ8hQbGLZeplzhhApygJyuX+1He5K4K5EhSD3TD9r8fXr72U+5x707+hzbt4mmC4EIpu3RyNtKYHKK7KK9jVDkdhblH3buA9w/b5+CZ/P1K5TAVjP2S4zG18Hqm46PAEq312YpbThCOxi2GLJgTHt0bpotCBudSmr6URWug9DE0mh/yHAc4xWzaSWHyS/ZzhHO8h5UYnguNCVONcrG/WptYOZrrRqgVpTJxv7kxvobfNd5XKR93Dy4nZphsCZ3Gl7uvW+xvaiDvs0JhDp3HCEZRyYF8XXd5uyvUmdzY+Fm0s55FRAgSJsAs2gG4nkux0PSTIKJ96EQMtMZAg9YoZdhvg1f/D3jxJ9Dzcuk8j2DU7me58qO5NTukXwjYdrmYTlYwJzuTsYtj2ZwNPz7W6vmsT3QStDRJQ7E51I1f+egn4XovKDlmY9hhVqVy8Qr3K2XbBWM/RiC/lke2OKDY+mTEa6fjGHYxwEnD/n77jcDcESpXOVyYCcs6ErdYVsbpeJajHOAUq5jLFVxst81JtnOEX7Kfm7liVO0LApSP/UVbWLHj+LZ/PRt7a66+CyM623Y8cmN8Z19XFKerV23COPks7fsfpD3cwS2r78KI+u15TieePUerXXdtQh3MaE2EO+CqO1HPfgNfsBVdGEssMb9CA+DUQ3icg1zLgrwcjt/jKgIYfJ/n6CXOWj2fG2Mt+A78uLgux1UfhCNPwGW3wIEf2A9uhbHxV30Q9v/A7meBFql3IJQkQoAbWFwyZyOifbYtbv+iPSMd7uDG1XfRH01zv3raNQ+EQKTYJlf/GegU7Ppmfp5HMGfWonCsP/qUvU1hbkju2H/txyHZm2/bzjaS9zEpUVqXqTg50oMpdR+wBPhPcqRztdZf9qwRoKurS+/YsaPyhh7w5ZfjfPzAAD9e2UJbGaehFPtiaT6yb5CfrIryuxe6x1AmSfNVHqOVMG/l8rzp+e28yn5OsZGruIrZlRu00nDoETjyOPibYMnvw+z1Iz7vSUbd49PG02bd6CfBfWwuUjG5k/WEhwbxbf7rojdS2TyLod7hWN2uTbD3weK3V1fcZt9cnM+5cbrZt7T2LIoONmMlYxhmCtV/cvitb6ljT72Y37rbK9TfZhsNjaaPIe5na1E/ejtX8iDbAfjE0DVENn/R7hOl+sreB2Htn9sPUsGoXd9g6Bwk++Cln9n9IdwB6z5THCvvHKex+kXdbXYq2mu5cb2FEObQedexPb7+z/n/mp523Yf4OTvZO3c2O1fsIOc4RTZYMNYPz1qU+IyGzX81svuJd9TdZqciXs90HM38BDM/E579A2na/WpUDgcM1/Y4PFhawWonR4mT4o0sLooHXsU8zjLAL9jLIqbTQlP5Bvf+u+1wTFtsd+5d/2KrTsx706jOX5gclI39LaG5ns2zyI3xHU2crhPP7nwEfE0XYA6expcb317q2BLzKzQACoVGu/ajYI4EadDS5etyZJcrCE+zl2sTtvxN8bZWGpQl/UJwpVJOR6mx3W9Z5ffp3pWfi1cq96jQBgvGeqD858I8EOe4kvcxafFaMvf/AVBKRbTWg14eu17s7zeZO8p8DrBrdbT6FQcH3BO3NJqdHKGTKDMolkM0UKxlIT9lDz9nL+9hVenGXt9lOxwzr4V5b7TfOhz8oa0eNG2xPUUpTBlyczjK1hMw/K6xt9qJ182N1a06TreKoaWw3dRACX14qU0g1B+NRqG4g7UMkmQzhzlBD22EaSZk53Y4uRvrPmOHqZTqK4Wx7Mpn237ug57Tj8rVRBCmNJVyOkqN7Wkj/5kmr3aHW96exhsbLMxNMoLe3U+ECYGnQXJKqbVKqX3Agcznq5RS/+BlG+OJ1nrMTodSitlNRkmn4yjnOMcgl1JaoaSNMMuYzX5O8SolcvQtE/Y/BE3TYM51mcYNWPQO8IXg+X8FD0PphMbGyeG4j818jcf5OS9wK6toIwyQV0/ACLVirr4rkyzIcE5HqNX+7KKxe2sAACAASURBVMTqhjvg1C5Y9ZG8bfWqTXbRp5x9dail4jkWtXv2RfTijXboydYv2r+XbMyPGxaEOuD0p/vZyv1s5VH2cSNLWEwn72Q5/8V+3q4v532xi/Ft+Vt71mL/D4r6Cld90HaknVj2zZ+Hxz4JW79g53B0rhjetmsThFrz+5+zTmp2CAzndDzKPh5gG4+yjxtYnM3pUKGo69ieDoVd7wWAHe5XOA4HW6Hr7rHZoJOb5Nj85s/bfeDaj+cft2uT3UdG247Q0Hid0/E0cAvwE6311ZllL2itr/SsEcYvdvN0wqLz1+f4yNwQt8wsoWldBV84HGdvzOT4TdOK1v2MF3iOY9zKKgJlqoSmsfgxu2jPxF4WyTKe3GEXbLt0I3Rclr/u1HPw6i/h2k/AjCmZkF732M3xjjd2i/VdTCdv40pA4yuhXqWsNLpQvQryY3Vf+E7RbERi2W0M6gT9GfWqd6gyOvA55LarlIHa8oVGj10fD+purzA1Y+RLUSp2/n2s5ifs4QQ9/PHQMmZu/lq+/XauQF/5fiAzA4LKJMSWiGXPrXsQanVRr0o3as2OutvsVLTXSjkd/STYql9ifaKTgKVJZdSr1qpFgMLELLoX5OXwOYQ7YP3nAD16Gyx53P8JqNJ5H7Wz9brb7FTE8zkrrfWxgsrdE7Yy3v7M7MTccGlnoBrmNBn88kyK/rSmxT98bSw0+znJLNrLOhwAfgxWMJstvMx+TrGUmfkbvPJfEGqzw6gK6VwGr221E3anptMx5XCL9T1EN29D2/UzClDKl1+cT1v5MoahqP3g79TdKKi9MajfxdcjewCYpdsIDQ1gWn3F8rvl2i0V3yvxvMI4UygvXSp2fpAkAO/nGjothu23fSFc8nYINNtPNuFp+Q9OpWxdW/Z2ype/vVusvDDlqMYuW3SQUMIef5sMH/FQmnuansnb5hoWuN4HAHvMD7XZydzOi6WXfmYvj3SM/uRL1f+wzOLjiq1PWjyXzFVKrQO0UiqAXbdjv8dtjBv7++2HnXljCK8C2+kAeHHA5Oq24Ut+kl4GSHI1xTMgbixkBvs4yWMcYAkX4nOi4/pPwbmDMPeN7m8EDD9c1AVHH4e+49BahQqWMKHJrSvgkBe3W44yEp3a8KNcYnD7DdtBn6XbuC02k8D2v3GX3y1HKX14iecVxhE3een/xrWu/cnE4s1cxo/ZzbuMhcwJd9gPbJe9O18qt1D2s5St979mFw8UqVChgGrs0m38fcfquyAKu9RxoIr7gBG0JZ1335cj43ynbbNjQcZ3AY9zOoAPAR8BZgEngBWZzxOSF2ImzT6YERzbLJxTWNBxYhxe5jQAM6nOqzdQrGQu5xhkN8eHV5y0pRrpuLz0zjOutN+eHX2i6vMWJi5OXYGScbvlSMSGHQ6wf2//KiRiDIRCDK7+cFGM8JaQbctvT8wlsv0befv6tn/dLjxYCYldFxqAAZLZBzuwZzQeZR9/UJATdSur8OPjx+ymlzi/DB1nYPWH4dJ3DjsckNd/srjZ+lV32rPRpfYRpjSl7PI9rMzaZanx9y0JW0SmuvuANexwZI7B7vvs5WNBxncB79WrzgB/6OUx68muvjQLIz4MNUano8nAr+D5WH6k2WHOMI0IYap/gzCLdjpoZjOHWcFsu1L5a8/Yb8ScxF83AhHoWALHt8Bl7wH/6HNUhMZHoegkyp2sd4/bLUfJafA0SeXnR9GTvHX9JlosH/2GyXOhHt6qrmANC+m03OU9VTUhUsqw7Xj9Zxs5dl2Y5JQKTXwHV+b1pwgBeolntz2hevleFG73XYK/Uphgoa2j4dlv2PU5Su0jTGlK2eUNXMoGlhImUHL8DVqaj/Km6u4DJWR2scYYKS/ju4BHTodS6uvYomquaK3vrrB/O/AvkMlyhQ9qrbd6cW6jxdKa3X0mb54+9ksUMBTzwgZ7YsM3kARpjnO+ODejAgrFMmbxBIfYy0mW9RsQOw7zbqq8c+fVcGYfvPY0zL1+pP+GMNHQFuHEYM4An5HfrESJaXDTMFDA9Woxv2x6kRP0AHaCuoNl+PC5yN7qKqfQtVIMNDVlY5abq3OTBMEzSoUmKow8cQQLy1WK2jIykrkFhf60gn49iFKZB7/cPI2hXkj05p+IhJ5MOQpzNnIdhFJ22U+Sh9gJwCeMa4i4jN2GMmgZHMjeByyliJHAxMKHQZSQ/QIT7PG/VtLlkps05fFqRBurZMRXgV9orW9RSgWhVIbT+PHKoEXM1CyKjC2J3GFh2MfuvuE3Ba9yFgvNxVWGVuUyhwtoJ8xTvMSVr/XYg1LHkso7RmdBeDoc+604HZMcrU2s2HF8278+8twKZxo8J6fDXH0XPwi9xEG6aSPMRpbzaw7STJAbWMy/so1e4twcvIzVSzaidtyb3Vd3bcIIVp5Cd4tZfi9ddBIV10MYNyIEuJVVPMTOrB3eyqqsDCnYDsfrxHiSQ7yT5fyEPbToILfFZhLc/qWcWPgPwsu/goVvQT3/HYzLfoefRs/xRrUk365d+pyEnkwtKo1/Tshs4Xo/RtYZ2Rzq5sbVd+WN+7prE+r57+Dr3gXhDqzVd3Mu2s531Y48+76QqO14BJttqfKcMZyuTSJdLniCJ06H1vqBarZTSn1da31XwbI24HrgjsyxkpCRBKkju/rsWYlLvHI6Iga/OpvibNKiI2jwCmfwYbgWBKyEQnEls3iKl0i8tpWm6CxbW7vijgqmL4Vjv7HVUyLTR/GfCBMBK9E3fOOBbGyvuf4v8lWq3CiYBjcNw3Y4VDdgxxI/wh5uZw0AD2QcDoCZSd+ww5FpV+24tyrZW7eY5e+xIyv/KAjjwSApnuRQNmQlnvn8OwzLQMdIZJ2SAZJsYCkLEgFC279QEAv/LbjmY/bvnpdpjh1j3fpNfK+pwK4l9GTKU2n8KxUyCwwvUz6I+kiv/wuUlcZQBur57wyrDcbPYmz/Gqn1d9PbNNzOQ+zkDtbauSHJgWGHI7MPVY7hglCJ8R7R1rssWwCcBr6tlHpOKfUvSqkil1op9SdKqR1KqR2nT5+u+YnujqXxAfMj3lwiZ8bECbE6yjlm0DKsQDVC5tPBrMEUTf2vu8vklsJJNn/t6VG1K1TPeNtsHiXicqvKrYDhafBIB7GmUNbhcOglnp17yJ3uj1q+UcvelpIlNSeu6vaEo6422yCkMTlENw+xkwfYxkPs5BDdeXZoYg3nctDDQ+wkbg26234yNpyrET9Li+Vzt+ucPkdTmzgcVTCZ7LWa8U+haCFEG5GsI1K4zKf8+JsuwBeZgaWtInlz4mdpslRRO5aTKF4mp08QxkojjGp+YCXwjUxBwQHgzws30lp/U2vdpbXumjFjRs1PalefXYk8ZHgT1rEo47zs6TNJkuZ1YqOa5XAwUFx7egCAUx0jkMBtaoeWmXBi26jbFqpjvG02D8M/rBLiEO6oOrciFyeWOBdHdrFwXcww7Xjgrk2w9lP2784VefHAGk0/CXoYpJ8EOpMOVq4dYXyoq802CKXsUEPWXn2ZkJZc4oZ27XOkBuy6HV2bYN1niKgQS3Sn2LUHTCZ7rcn4V+I+MGTkp+C2ES7O6SgzhgvCaGkEp+M4cFxr7bx6/wG2E1JXnutLe5bPATAtaHBBQLE7luYEPWg0nbSM6Zjzu0/QE46wedoIHaOOpXbyeey1MbUvNC5GqBVz9V1F0rZGOYWzEpST3y1cdzA4gF6yEfY+CFu/CHsfRC/ZiM7EAztxy/exma/xOPexmW5iaPTYZH4FwSPc7HAjy/khz2XttYUgtxZI6AZC7Vir787rc7prE5x90a7bsfdB2PI3hLZ8iVtinTRreYgThqnF+KdC0aL7gLX6bgKh9iL552gm1E8Hm8uO4YIwFsZ71Ct6OtZan1JKHVNKLdFaHwRuAvaN83nl0Z2wOD5k8budYyyGU4CdTG6rVgFMH8NMB2aayJnDvHrRfPaFBrhpMEW7VeX5dlwGRx6zQ6yW/P7oz0FoWJTyYURnY2Zie3WFyuBlj1VBfjd3XXMygdrx10U5HU4uSaW45VHL/AqCR+TaewqTM/Tzaw5m1doce72QKHewFgsLA4OAMvh+9HXW5chJHwwOcNPCt6C2fKEov0pi5IVcxiRzXoJBZbI12s/69Z8iYGlShmJzqJv16sI8281Vr7KSMXwueXlV5QMKQgXG2+n4aonldwHfzShXvQx8YPxOqZine1IAXN7i7fT3oojBI91JjujztKkwoTFc/qbzr2CYSZqi8wF4pqmXtw5WmRgebIHWOXaI1eLfsxPMhUmHUj7PbhJO3HCldaY1UDaXpFLccrl2BGG8cOywh0EeZHveOsdeDUJ54TA9DHJQdXOwKT//6UbdiZIYeaEKvB7/0phsVa+ytenVvOXXsIC2UiKhY80HFIQyeFWn4z8oX6fjnZnf95dYvwvo8uJcvOCZXjuJ/FIPw6sALmk2SFqaY5xnPtPGdKxw9wG08uGLzmFhMs5zTX3cEJ9GSFcZMddxObzyKPQegfb5YzoXYfJRqBcftgyMRJ9dIMqw630oK2XH/+aq7DgxxAU68U4uSSmt+fGIb7e0pjupSViakKHoDKoxF/4UbCbLtXXs3sJCZz5/hBvoY4jHMrMdpey1lG3rEn1CYuQbg0ay3XJ1OsCWai5ZX8OFUY235ew1fi5HXa3VGxvWFiRidgJ74f1EmHR4Nerd49FxGoKne9IsjBg0+bwdeC6J+JjeEiel0swYYz5HuPsAydaL0L4Ay+JwOJRkV6iPa4faqztAxxJ49Vd2iJU4HUIOhXrx66z53BRrzqu9wVV3woEf2AXNVn/UlvtURjaXpKg+SCaXpJTWfK3zNiyteT5msnFnH0fiFvPCBo+samVZ1DchH44biclybR27f5yDXMsCfsKerI1uZDk3s5Tf8hJvYomrvZaybcPfBKs2wc6c/rNqE/jDLmchjCeNZLuV6nQ4tWEK68dk62u4MJrx1m0Mt7ruRqXi8MyX82t3RGePzfHQFsROFNenydxPhMmH0rrkBEXD0tXVpXfsGGs9QncsrZn2q3NcP83Pny3w9qaQtjR/ceow71j2Cr/HVbQyuuP74j3M+fVf0Td3LYMXXwXAI209JAzYdH4uRrUxoAe+D0M9cNM9kz3Equ7/XC1t1mv6SXAfm7Nvxz4VX01oy5eK33xdcZut3x7uyItP19rESvSVzCVx3uaNZ97GqYTFmi09HIlb2WXzwgbb1rVzUajhbm51t1eo3mYn2LUtiWP3G1jKo+wrejv8dq6kkyitNJW0V1fbHjwHL3ynuMLzle+35XEnB3W32dGMsY1ku4XjLth25+S79RLnfrYWrc/W1yjBaMbbojEchdr8V8X3gHWfgfAYojaGemHz54uPOz75TnW32amIp/O7SqlLgS8AS4EmZ7nWeqGX7dSSQwMmvWnNZc3eh3v4DcVlM/pJpvxEA02VdyhBuPsAAIn2Odlly+NhftUa42BwgMuTVc6idFwOh/8Teg7DBZeM+nyEyUVh3oXf0u667YHm4b9z4n0r5ZLUI28jYem8BwuAI3GLhDXxXro0GpPl2jp2HybgmncUxAfosg9srratTbtWQmG9BH2bR2cujJZGst1K+W65tWFy12fra5RgNONt0Rg+0F2b2h1SE2TK4XVQ6beBvwS+ArwJOyF84rzqAp7psY3d6yRyh4vbYhzvaYHpjNrPDp8+gBlswQwPDwrzkkFaTYOt4Z7qnY4LLgXlg9eeEadjqpMTVxs1fCwJdWYLAqYNhc8txjc1kP3bNAxiDOLHR4QAg6RKxiXXinKx2SFDMS9sFL3RrLYOTyPFfTca5a5t7nWLGGBqSGjqdg3Lxcw78e9xUrQRpoUQ61lEK2HCBDCwExcdxZ9K8fd2g5Y9xrr1n1EoyQne4ma7Gzvt7/pI3CRkKKYH4EyKmvd9Pz4W08kK5hAmQJwUuziWzb/wYbiuD+Kjh0EsNAaKKCHvc+RK5XkoHwyeGX0uhhGQfKcphtcOQVhr/WvssK0jWuv/BbzD4zZqytM9aZp9MDfsva+UUknC4SEOn41yOjHKg1hpwqdftGc5cgY+A8WV8TDHAwmO+YeqO5Y/ZBetem27fXMUpiZOXO3mz8Njn8S3+a+5JdbJEt0JwG9Dp+16Azla71x1J7z0s2zOxmOh17J1N14nxk/ZU1SHo5Y4sdlrtvQw//HzrNnSw/MxEysTPtoZVDyyqpV5mX7txG53Bis/PFQ69lSn1LWdHiB73f7guRgv9Jus2dpbt2tYrkYMDMe/7+IYt3A1N7GER9nHv/AU/8o2zjHIL9jL68QwMcsey24w069e+RWs+kh+/1m1yU7EFepKoe1u7AzwuUsjXLdt2E73xEw+9Hys5nYbIcANLOZR9vEA23iUfdzAYiLYUvgtBIvWv5Wl9JHgAbZxL0/wANvopr+42v1YCbXaORyFNvzCd+CxT9r3jtiJkT9HhKJ2DkfucVd/1F4uTEo8zelQSm0B3oBd4O8x4ATwt1rrJZ41Qm3j47ueOo8FfPly7wvhnAuc4YXW5/j2tsv5y4WtvLFz5G9LQmcPM3PrNzi/eAOJaQvy1qXQ/Pu0cyxMRXhP7KLqDnhmH7z0H7D2z+3k8slJ3V9JN3ROR4m42sH1n+J0k0GcFKaVYmkiApZJ2lDEVBplpek3TLaETnOVmsND7ATsOOMNLM377MQl14pqYrNHO1tRh7jvutsrjMxm3a5td1Jnr9vDK6N8bP9AXWPnK8XMQ378+/1sK9rWyfe4nTU84LI+z85z+9XsN8Cim+03w0bAfojzeVsHqs7U3WZHO8bm2q4BXLett8hOv3J5M+96Npb9XAu7rWSfbuv/lBv4Ls8U7XM7a2gvJYk7Wqw0JPrs38pnOxy5IYOjzcXIzrI7qljjpl5Vd5uding9h/VRIALcDXweuBG43eM2asaQqdkdM7n1otoo6fT5e0HDa73N7OuDN3aO/BiR7gNoZZBsnVW0LoDi8qEmdocHOGekmFZNscALLrE7+mvPTGanQyhHibjahDXEA+wBYJbRzqzw1VhofqSf462J2UQzU/j9JAgzbGtOXHzuZ8/fvBVQTWy2oRQXhUZ+n2mkuO9Gxe3aJiwre92mBYy6X8NSMfMpTHRBroaJdt3Wyfew0LQQYgNLs6Eumzk8bOfasvvViv/LDkN86Wfw5P+01914z2RzOCY0ubZ7JG662um0gJH3uRZ2W84+exhEu9iks03hZytnxq2qMMBqMPzDSeODZyDZZ89+OOIIL/1sdLkYypAimVMIT50OrfV2AKWUAdyttY55efxa81xfmrSuXT5HzN9LkxWm3W+wf5RXJtx9gGT0IrTf3TG6YqiJPeE4T4d7eNvAjMoH9AWhfRGc3A5XvA8MiTOeamgjgHKJq+037AeoWbRzE0t4gG1s1Mu4LTaTyHZb/rM93MFtqz9Md9TKvjdy4uIdbF342r65GmvORr2OPZnJvW7nUlbdr2GpmgVn6CeJLWN+mn6+xw5+l2Wu2zr5Hj4UN7GERwpkdf343GVAr/ogHPihLTEt8eoNS6m+fi5Ve7stZ58Psp3bWF203tmmuA6HfX6VZHhHjRGEy26B3ffly6gb4kwL5fH0SUAp1aWUeh7YAzyvlNqtlFrlZRu15OlMEvllNXA6NJo+fy+RdDMLmjV7+0Z+DN9QL8HYSZI5qlWFNFs+LkmE2NUUI66qfLvccRkkY3Du4MhPSpjwxEMhBld/OC+u1lx9F1tCpwG4nkuzD1fhRILI9m8MOyjxs0S2f4OWRBKwb3jvYSW7OJb9vJHlNc7oGFvORj2PPZnJvW5ffDnOt5e31PUaOjkbjrxoG2HeyXJ+w4t8jx3ESGQfzhSKjSwv2nYXx3gPK/FjZPsE2G+XH2GPndORiA07HGD/3v0tuPSdEq/e4Lj19YdXRnng+FD2c63s1s0+N2bsE+A3vFhkkwaK97Ayb9l7WJl9yTNAMmvTYNvp99jBAMkxnq017HBAxsbvs5cLQhm8fuXyLeBPtda/BVBKvQFb0Wq5x+3UhGd60nQGFdOD3r+VjRuDmEaaiNnM/GZ45pxmMA0Rf/WDV7jbdgoSbXPLbrc8HuZQU4Jnmnq5IV6Fhnb7IvsNxWvPwPSlVZ+PMDlIKosfRk/y1vWbaLF89Bsmz4V62KCu4GauwMqZ1g+VkM9ttQLczhpaCfMbXmQFc1jLQuKk+DUHeRcravo/GEqxLOpj27p2z1VmannsyUzhdYsYsG1tW93UqxSKTqLczhp6iRMnla0yDrYqlWPnBor/4gDv5xoSmIQJoNDcxGVs4WWu55IS8qZWaRnQlovtuhxS9Kxhcevr0wPwj8uifLXGfd+xzztZj4mJBn7Ic1n7PEEPv+Ygt7MGBfjwYWKynSO8j9UYKCw0W3iZ67DVKCvJ8I4aK11C6ra2YbTCxMdrp8N0HA4ArfVTSqkJI7i8rSdVk/ocAH2BXgAipj3ToTE4GIOrS5czKMKWym0mHSnvSEwz/cxLBHk63MuaoXZCusJNzhewcztO7rALVsn0/6QkN7Y3iI8UFiYWBoor1EwGmpqwMvHpTQygUNiWamSn8GOGSbtLKNbrxiAPsJcPcz2vcpbdHM+utt/Ije5BayTJ36PN2aimnbEceyqRvY6mxlDgUxpDGcxpMhrCSVMo/Pj4MbvpJc4s2rmVVUQzBf/+mDfQSxwfiuu5FIDvZypAO7QR5gYu5Q7WMkiSzRzmBD2ZsBZfaRlQX1AcjgYkbVmcTGiSFgQNmBlSRUniF41vWSE0tq3OoZ31LMrmDR3lbHZctlGu4+0NGdstFbI1ZkldkboVRonXI+CTSql/Ukq9USl1g1LqH4AnlFIrlVIrPW7LU84kLV6JWzUJrQKI+XvwaR8hq4n5zfaAMaK8DsskfPoQibZ8qdxSrByMMGRYPNPUW93xOy63k8FO7x3BSQkThVy50Cd5kZ5Mddt7eYJfsJd5TM9KMe7iGMuYzf1s5Ws8zs95gVtZRRthfhk6XjYU6zmOZrcF+wZnP9SN/K49XlK1IonrDXnX8YnzXLetl/39Fh96PtZQ19MJY1lMJzdmZHHvYzMPsI2hzIOdgcHPeIEfs7sopOVWVvEL9nI/W3mUfdzIEhbTyXvpopmgyIBOINKWxZ6YyXXbernkSdtm98RM0tb4hwkVSjrfz1aWMZtdHHMdl+9jMynSruNtC3bOp1vIVtZOx4LYuDBKvHZLr8r8/suC5VdjO+83etyeZ+zozeRz1Gqmw99LON1sT6GGIOLT7O+r/s1fqOcoRnqIRHv50CqHGaafuckA28I9XDPUVnm2o30h+MNwfDNceFX5bYUJR25s7zoW8u9sz779WoEtd1vq8yHsIoF3sBaUhqiBXv9ZVEbi0Ai18A51ETdj4sNHGD93sDZbRC1KaFQzHd1JzcadfdmkziNxi407+zJyld69NR+vdiY7btfxzuf7+crlzQ11PZ0wlrdxJfezNS/e/Sfs4X2szvaPXuL8moO8nSuZTjMGBj/nhWyfcPa5g7W0ZmZLUAqis2z50PGXARVGwMmE5l3PxvJs9l3PxvjtmjbmhMf3XNzyLx5iJxtYyiG6i8blXuJ8l+38PivyVNSe5BBv40ra8BeFbPm8KtaqDLFxYVR4rV71Ji+PN55s70mjgMU1cDpM0gz4+ulMzATse9K85pHNdIS7D6BRJNuKpXJLsXIwwo/be9nR1Mv6eIU4LsNn53O8/hwkByDofZ0SoX7kxvYqVN50uyMDWuoz2I7H29C0EbFVqpqasusU0FIwXe+8WRsL4yVVK5K43lDqOjpyuY10PZ0QFbd498L+cYIeHmQ7d/FGNDrrcOTuQ4HkrsiATgySFq42m6xDPnSp/AtHftxtXO4ljkZnayI5bMhJ6Fao2tRIEhsXRoHX6lUXKqXuU0r9PPN5qVLqTi/bqBXP9KSYGzZoHkFid7XE/H2g7HwOh3kRzYE+qg45iJx6gWTrTLS/+sGjMx1gTjLA1nAPyWpUJaZfab+1OPlM1W0IEwMnthfsafxcp8CRAS31GUYWB6zR9JOgh0H6SYyoGnnasjgWNzk8YKIgqyLjkCtXaWnNqYTFkbjJqYRV1Jdyj3UsXjpkwpHJLNWOUB2lrqMjl6uAk0Ppit/HeJHbJxzaCBf1D2e5gVFyH/Li7IWJQtBwH2NytWRSpsnRzDhyNG6SMmuTLF3Kthz58VLjcrIgKbwwh24s47EgeI3Xc2H3A48CF2c+HwL+h8dteI7Wmmd60yypYWgV5DsdC5o1AyYcL671U4R/4AzB/tdJXDB/xG2vHIwwaFhsD1eR29F8IURmwLGnRtyO0NjkxvZu4eU8mcVdHMuLCy78PJI44MK45PvYTDexqm50hfHVd+/t54cro64yq5XyMEYSqy2SuN4wPQAPF3xf9y1r4YHjQ9y3rIW79/ZzYMDiD3fH6ho771BKQrdcXlKpfX7OC1XbudA4XBjQRWPMD1dGuTBgf48p02RPv8X1mXHk+m297Om3auJ4uNnWrazKyo+XGpfbCZfMoRvLeCwItUBpD5P7lFLbtdarlVLPaa2vzizbpbX2VC+zq6tL79ixw7PjHYubzH38PHfPa+L3a1CNfG90F/2+GEv6r8guOxSDT+3x848rYcNF5R9uWg8/wbT9P+X0ivdhNrWOuP2ftfZy1m9y9/l5lXM7XnsGjj4ON/yVHbM5Oaj706PXNjsaHPUqE5NARr3KybtoIUicdDbuN0KAQVIjjgPuJ8F9bC5SS7mT9RWn+I/FbSchN9xhY2eAr13RgiZfZvVUwmLNlp6iIl523oDheqx5YSMTq138cmEkKlnjQN3tFUZus6cSdtL47bObmBkyuDBk0JuyBTq++HKcp3vSzAsbfOXyZt71bKzs9zFe5Cq6KRQGoDAI46efpGtekkbTxxC9xIvUq6qx80lK3W12NGPssbjJ114Z5ANzHL3WrwAAIABJREFUwvgUmBq+fSzO3QsizAn7OBo3ud5lHPnNmjbm1sBuc8dot3HYbVzWaGIkXG11LOPxFKDuNjsV8TqRfEAp1YGdNI5Sag1QpXxS/dieSSJf0uJ9EpRdFLCHlnS+qsPciD0hfyCm2HBR+WNEXt9LKtIxKocDoCuT2/FMUy/XVcrtmHElHPstvPprWPbfRtWe0JhUiu0tzMsYzU1pLLrwbvHVj3Sn+LvLYVHBLGSlPIyRxmqLJO7YSViaR7pTPNJth4M8cW0bb3w6f/h3cjycv+sRO59LuT5RKi/JyQe5n615yz2pfyCMK0kL7nk1wT2vJvKWf2heBIBUiXEkVSO7dbPHSp8VqqSt1qxOhyCMEq+djj8DfgIsUkptBmYAt3jchuc805PGr+CSiPdvLuK+AVJGiuYCp6PJBxeHYX+FyuRGop/QuVcZmDV6xeHOdIC5iSBbwz2sHmqlSZf5PwMRu0L58S1w2S32Z0GokrHowjvx1YVvFd1qdYYMxcbOALfPbmJawM4beOD4UDYPYyTHErzByelwrvm5lOX6HZ3LPLFN5O+jZvUPhHElaOBqo45dBkqMI4EJYrdip0Kj4XXXWQS8DViHndvxIt47Np6zvTfFooiPYA0SR3v85wFoNluK1s2LaPZVcDoi3ftQaIamzR/TeXRl6nZsqya346KVYCZs+VxBGAFj0YWfGVJFOQEPr4wy02UGYnoAPndphI/tH+CNT/fysf0DfO7SCNMDIz+W4A2FuTFbziX5bMF39D8vifDT1xMT/vuoWf0DYVy5KEiRjX720ghOlPXMIK45HzMnyNcsdio0Gl47BJ/VWn9fKXUB8CbgHuAbwLUet+MZWmt29ppcP602vlFv4Dx+K0DQKp7Cn9+s2XIWYilNNOB+842c2osZbCEdmT6m85hu+lmQCLKtqYdr4m1Eys12tMyElovhlf+C+TeJ9rZQNWPRhfcbBsuj8Ns1bXnVgf1Gsf2dSeGqr2/ndIzsWII3GEqxLOpj27p2EpbGgLy8miNxi1uei/HEtW38LzWxv4+a1T8QxpWzacW7C8aRdzvjiA8CPh/LW+A3a9pIWfbMx8ygvXwiIHYqNBpej/hOoOA7gH/WWv8nNLZLfXTIojetaxJapdH0BnpoTre4dvL5GTGrgyXqdSgzSdPpQwxdML+qKuSVWDUYIak0W8M9lTe+qAsGu+FkfZOfhYmHE5fcRoQWQiO6wfkNgzlhH4uafcwJ+0o+lFZTW6PaYwneYefGGMwL+7Bwj4dXiknxfYzFzoXGoJpxJODzMTczjswN+yaMw+Egdio0El6P+ieUUv8E/AHwM6VUqAZteMqePjuJfFHE+9McMuIkjQQtZtR1/fxme2A7UMLpCJ8+hGGlSIwxtMphmulnUSLEM+FeBlS6/MYdSyDcAYceAV3nbE+h7oyX1nth7Y20ZbnW4hhrbY1KNT6EsWFpe6ZjotU/kZoGk5vCfh9SE89GKyE2LDQyXj9p34qdy7FBa90DTAM+6XEbnrInZk/OLKjBTEdP4BwAzenifA6A6UFo8euSyeSRk3uw/E0kozM9O6dV8TBpNJsjFWY7lAGz1kH/a3ByZ/lthUnNeGm9u9Xe2BMz+dDzsaJaHGOprVGpxocwNpzr+7VXBvnB1cXx8B3+xrzOUtNgcuPW73vTuij3q5FttBJiw0Kj46nTobUe1Fo/rLV+MfP5pNb6l1624TV7YmlmhhQRn/dvNs4HzhKwAoSsJtf1SsH8COx1cTqUmSJyaq8dWmV45xC1m34uSYTY0dTHoKogm9dxWWa240d2pXJhSjJAku+xI6uA0kuc77GDAZKettOd1Gzc2VeUp3H77Kbs5407++hO6rz8gVffdAHb1rWzLOqrqraGWzvOcYWx41zfddOC/NVLg3zl8maeuLaNr1zezOdfHOSUt2bjGeNl50J9cOv3G7b3MWjqCWOjlRAbFhqdhleWqjW7+0wW1mCWw8LifOAsren2sjGUl0Y1//EaJEwI5Tg+TacPYZgJhjoWen5uK+JhXmxKsL2plxvi00pvqAyYcwMcethOKl90s+fnIjQGuUXS/AXJhrXUes8tymdquChkF49z5Cu/+HI8W9cBiuOtc0mbJqdSqmLCZzVx3MLoca7vtIDBqaSm3W8njXcGfXxkfhgyIS7TA7YggFcFGcvZcDVITYPJTal+P82vmBYw8CmYEfTREVAkLTg8YBI07Krlr6dUniCFodS4FBMdqU2LDQuNzpR2OuKm5sUBk2vavc91j/l7MQ2TaKqt7HZLopofaYMX+mBVTt2+5pO7sfwhkq3eVwW/wPQzNxlge7iXdfF2AuUmvC64BNoXwaEfw8XXQrhCcUFhwuFMyTtvyBxZxU6iKFTNtN6dcAfn7eNv17TyhSURPrCnnyNxi3lhg28vb8HSBbU2VPG+n5gf4r2zmnj3s33ZfX+4MsrylmLHo7CehHPciRzH3UgEM3Hylrb4+tII/Sa8dfvw9/LwyigPvjrAbbOasgpkTnhctbNVhVSy4WqQmgaTG7d+/4n5IeIa3r1z2D5/cHWUoNLMfaLHdVx5eGWUZp9iQ45Nj8V2SzEamxYbFhqdhk7yrjX7+00sYFHY+w55LnAWNETT7knkDkui9tvVnedzFpppIq97H1qVy/J4mEHDYk9TiSx2B6Vg/ptBm/DCv4HEvU86Kk3J10rrvTDcIW6RdTjAfgv5gT392Ru544SALtr3A3PCrtKXJ12iCsaSDyJUg+bby1swlOJ0svg7fdezMT4wJ1wkeTyWEDcvwkqkpsHkxq3ff2R+pGjcuOW5GEMZv8RtXHnXszEOD1o1D88cjU2LDQuNzpSe6dgTs/MUFtZAuep88AwRswVfhUvcHoSZTZrnzg8/8ITPHMRIJxiatsjz83KYmQowI+Vna7iHq4daMcq9DWxqh9nXwdHH4dX/ggVvqdl5CeNPpSn5Wmm9F4Y7BJVyDX/oDBo8cW0b51IWnz44yHeviuI38vf1KXd51pSL8FphPYlahkdMRQZNlf2ejg9Zrt9Lqe9rtCFuXoSVSE2DyY1bvx9Iu4dcOUtK2WlzQQ5oLcIzR2PTYsNCo9MwTodS6lUghl3rI6217qp1m3v60oQMuLjJW6djyIjT749xUby60KjFUc3O8wqtNUopml/bg+ULkWzzPrTKQaFYHg/z69YYLwUGWZxqLr/DzNUQOwb7/je0L4QLaucQCdUx0njfUttXMyXvaL1XQ26ehtsDvbPe1PDbNa3ELdvhmBFUbOwM8Eh3KrvtJ+aHaPIpLgrZ8dbXtfsIGKAhL1TC1LiGTAVKdG27noTciL3C+U7/D3tvHifXWd15f597a1+6W2qppbZalmx5RZZsy5IlbLyRmbAGgU0wyZAYwiRvMgN4SJgQMjHzCXmTvBAyxAOTZAiO44QAAdvEYUtiwLuRsCTLkmXhRbZkLd3qVq9VXfu9z/vH7equqq7qrqquvc/386lPVd2tnqp76jz33Oec32NrG5ehuOeKIC4Fa72K723v4jOvxNg74dzk2eA3Sp6valPcFrLhfLs3UCjSJf4zldi50H4U/u9fty1297m5Y8A3W0d236kEHkPx6M5uPCVSMaet/ABjd5+TpHwibi3pJoaNTYQkFjYGqqpUKbFhoZVptfSqW7TWVzUi4ABHLvcCv4lZ4zucI56zAHSny6t/uCysGUnB6TgzqVXPk1i5sW6pVVkuSHkI2Ab7/SU0e3NRCja9HTwh+OkXYOpkXdsmLEyl0ogLbV/LIfnF5Ghz1//ywQhpDb9+OMrNeyd5+74p7ro4wO4+N8BsPvUteye57PEJ3r5vivev8/HPgwlufzbCvVtDs6kS956M80AR6ct+ySqoO9lz+puHIxyN2tx5JMpQSnPTzHn7L0ei/OmlAXb2uGbPy8lYep5U6VJS3ErZcAB3gd0/zQgRHuBZkRMV6HNr7ro4wMePTnPz3kk+fnSauy4O8JfHY877F6JF/crlQWN22e4+N5++OMANeyaXJMFtY3OWCH/HT/gSj/KvHOF9XCOpUkJHoXSL5OjPjHRs11qfW2zb7du36337ljZTttaa1T8cY2ePi/9+oX9Jxyrk2a69ZFSGi6cvL2v7E9Pw3w66+NwW+FXPUdY887eMXfo2Uis21LRdxXgmMM2z/jgfGz+fHtu9+A6JcXjh687rXZ+ArvPr28Da0PRb2rWw2VyiJLmHp+bdBfsw1xe9y7XY9tm7wUsdkh9K2ux6emLencE91/Ww1mvkrX9wW5iPH52et+33t3cxktKc7ze4Ze9k0fWbn5hgZ4+LT18U4LKQScBUrDTtstSr2oCm2yuUb7PZc/qFy4N8/Oj07HPhefv3HV0ciVrcdyrB3ZtDrPOquqhX5drwNKmidv8W3sA32b/gf0aoiKbbbDU+9kTc4qY9833MFy4PcusBp95xd5+bP7k0yEhKz46E/PUVIVCKpO1MgnlDkWNkfV65TBLn7/hJnq1eQh9vZTMKJFWq9sgP2QRaaaRDA/+ulNqvlPqNwpVKqd9QSu1TSu0bGRlZ8oedTWlG07rm9RwJI07EPVX2KAfA+QFY6dE8fg6Cg9nUqoGatqsUlyWcORAO+MoY7QDwrYDLbwc0PPn/wonHpLi8BLW22Vwqzfctp24jhJduAoTwVt2xLSZHm7t+pdsouu1ISnPz3klSJY6VTafeO5HhHfumMJUjtetxuTjfb7IpaHK+32zXgKOpVGOzuRK5uc+5nIjbDCY1tx6I8NBwmowNLsNgrddgg99krddYck1NMRsuZfd+3LOvRU60fVmqj83YxWs2cmW6HxpOz/qkrP0mZ+S9N/hNbGpTn2Rhz7PVlxhGo5fslwWhVWiloONNWuttwNuA/6qUujF3pdb6y1rr7Vrr7atXr17yhx2acvKLN9V4jo5hzxBQfmoVOJlLV/Vo9gxn8A89T3LFhrqnVmUJ2ybnp90865vCKjfNwN8LV3wQwuvg8N/B038CI0ck+Cig1jabSzaHPZeF8n1Lba9xRkG0tiAxCbFzzrMuUoFdBllZylx297lROLr3CmbXj6Xtedtu8Dt51TBXp1G4Pptv/eC2MLv73CJ1W0OqsdnsOc+ez8XO60K1NrWmlN3HSc++rlpOVNs1+c8I1VOpvWZsm5Nxi2PTFifjFm6juI8ZS9sLvs/1OcV8XjX1SSZGUVs1GnGZJrYsNIiWCTq01qdnnoeBbwPX1vPzsspVF/hr9xNoNEO+0wQzIby6suH6q3s0OzIvY2YSJHobW6T9hrifacPmRc90+Tt5gnDZL8IFPw/TZ2Hv5+GR34OXvwvx0fo1VgAql0Ystv1utvIAz/I9fQg7cgqe+iP48X93niOnq+p4VrnJy9Xf3efmrosD3LhnkoseG+djR+ZypD/7ajyvLiObL33fqQRQuk5jNt/66DSfvjjAqjKyAoX6kZUive9Ugnu2hGafc8/bvVtDfPbV+Ow8B42qtQngnpcXv5utPMWxpeXIa9v5j9TgPyM0hoxtcyhiccOML7phzySxjD2vtijXB2XtNfd9Ye1RrSS4Q3jm2er7uIZQvWs4xJaFBtISNR1KqSBgaK0jM68fBj6jtf7XYtvXIj/+V5+L8IPhFN/atvA8GpUw7hrjcPd+1sc2siLdW9G+U2mw9zzA7eowkzt+tWEjHQA2mm+sGKfP8vKBqfOqOEAGzh2Fc8/D1OuAglWXw4Y3w9ptzlBOc2l6A2pd0wHFc9jLUa9KY3GOKI/zMqeZ4EOJzax/6kv5waK/F66/C3wLT25ZyFDS5jcPR2bVYIrVZezuc/O/N4fQQMBwRjSS2rlj2OvSDKWYnf03dzZgtwFffC3G548nZ49VTe50G9B0e4XKbDZXvSqtFeMpG4+hmMpoIpbGb0Cv2+C1uM22LoO1vsYIJ0ZJ8l0OcRXr8ePGwsaFSRgf7qXkyCcmnYuzGvxnOoSm2+xi9noybhWtvXjg6hB+05mR3NLww5Ek7+73oXF80io3i9YeLabYVw5RkjzNK1zN+RgobDTP8jrXcVF9a46Wry033WaXI60imbsG+LZy/qQu4GulAo5a8dxUpub1HEO+U5i2WVFqVZZuM8PNHOGH5uXsaGDAAWCguCTp5YA/zoSRLq+gPO8ALujb4jwSE07wMXIE9n8J1lwFV/06uAP1afwyplJpxOz2E8T4Os/MLg/b5vzRqfioE0xWSNLWPDScnpW9/dmNPfPynR8aTvPnl8OmYHE7X1+g67B+xkudiFt5AYezrPb6+ELlzEmRGhybtrj6qcl52zy6s5t37JvilZsq94/VksHiJYZ5ieG85Xdyy9Iu5Ox0zf4zQmNIlajfiFqK7U9P5C1/xxpfnn9au4ip1EKCO4PFHo6zh+N5y3dywZKOuyhiy0IDaYnbg1rrV7XWV848Nmut/7ien5e2NUejFhfWsJ4jqRKc8wzTk+6tKgdz9cQxuonzf62rOZNqfAHspTMF5QcXm6F8MXw9MPAmJ9DY8GYYPgQ/+f8gVUHqllBXCvPcI4bl3NnKxd/rBJMV4jUUn9jo5cgNPfzsxh58hpqVwM3i1GUU378w5zpjz10k1Cp3WqgvHsMZzXpwWziv9iZb65EdlLK1ZihpcyJuMZS0K5YYLYdKa5/KxnDX7D8jNAZPifqNYnNuuA3qapfFqJutLobYstBAWiLoaDQvTlukNTUNOs74T6LRrEr2VbX/unOHSRkeHuYS/nV8kYn66kDYNhlIuznoncKuhW69MpwJBS+9DSJnYN8XwRaVmFagsL7jae8I1o6PznU8/l7YcSd4K0897HVp3r/Ox9v3TXHZ4xPctHcyb+6NbM702iJpysVyrg9F5gKPWuVOC/VlTZG5D/7gogBPj6W4d2uISMYmbVkLzudSK2o5B00e3rDzH6nBf0ZoDGs9zKsR+/a2MBv9qmgNWj3tshh1s9XFEFsWGkhL1HRUylLz4792OsF/ei7KPVuCNQk8LDLsWfEEISvEhljlReDKzvC2vX/CRGgdO5MfZMBr8a3LBpfcrkp51ZPkh10Rfnmyn4vSNUyHGjkCx74LF70TLrutdsctn6ZfldajpmMpzKsH0S5UMuoMqRsup8NRld+TKJU3nZ17Y1bnfkt4Xh1GqX2f2NXNer/zP61F7nQb0BJfqFqbXcgGfu1wlKGkzeO7urmxBnMblEOt5qCZf2AbkpEl/2c6hKbb7GL2WlhvNpa2uTJs8ttHp2eXrfYo3r5vqiF2WYy62eqiH7wsbbnpNrscWZbjZ89FLFwK1vtq86ca9J3GMjKsiq2pav814y/hycQZ6d7EDfEoXzu3krG0wUp3Y9UjNqQ8+GzFs76p2gYdqzfD5HE49n1Yt8uR2hWayrx6EEVNigZL5U1nde6z/K+M5ljGwmNAv1fhMoyS+6ZyFtUid1qoH7bWC9rA3gknTzxdYpt61OdUWvtU/oGNTi+07SgK683AqTnLXfbozu6G2WUx6mari36w2LLQGDo+lC3Gc1MZNvoN3DXIBbewOOl/jVA6TNAKVXWMgeGDpEwfE+EBbuyKYqF4eKLxKVYmiouTXl70TDOtalxEtuEWMD1w+B9kPo8OplTedKHO/c+mrXkpVKX2LVX/IbQWttYcjliktC5rng6pzxEaSbGaMIN8Oyw1x4zYpSDUhmXZnTvKVbWp5zjjO0naSLMmWYXULODKJOgfO8q57gvRyuBSX5I17jTfb0JdBzgzlNsKDvmitT2wOwDrb4KxF+HM3toeW2gZ+r1qUd37e7eG+MwrMcC5i3jrgQiDSV103we3hemXkY22YDil2b1/is8fi3H/1fnnMXeejnu3hvApLfU5QkMpVhPmN8mbK+i+U4l5tit2KQi1Y9mlVw0nbYZSmvfUQC43Q4aT/uOE011Vj3L0j76AaWcY6bkIcKa0eFM4ynfHu4lZioDZ2FGBFZaLNWkXB7xT7Ip31zaftO9KOPssvPhtp8i8wdLAQv1xGQZbw/DEru7ZuTbWeuCvt4S529ZoDe8/GJlNs4G5FKpi+2ZTr4TWJ2lrTsRt/vZ0CoDvb+/CYyhei1ugNZ+9NMhY2uZTL8b4p6vDbAk7ufIdXp8jtAiGUmwJm3k2F8toPvVijC9cHpyt8/irE3Ee3dmNUohdCkKNWXZBx3NTzsXOphqMdJzxv07GSLOmiuLxLAPDB4l7wkQCc6pXN3ZFeWBsBT+eDPDOlY2Xmr0s4eOxcJSTrgTnZ/yL71AuSsHA9fDSt53RjoHrandsoWVwGUbeXBuO8osTPBsK1nqcEY1sJ3/fqcRsCpWhFG7DmbDSbdRnEi5h6RQ7D9n0lcKc+LQNd70Snw00s+kqUp8jNJpCmztpW6wtGMUYTWsMRS00HAVBKGD5BR0Rp+O7aIkjHRmV5qTvBOF0NwGrulQobypC38QrnFx9Zd6s3VsDcbpNix+MB5sSdFyY9PJ0cJpnfRHOj9Yw6ABYcTEE+uClh+C8nTLa0eFk8/x373cUYT6x0ctdFwe47UCEE3E7T0K3cNtsasOWsImh1KLrhcZQ6jxsDjnPXz0V5/bzfLMqQNmUqk+9GGMoaUu6itAy9M3IOxf6o38eTHDnz+LiYwShxiy7vIXnpixWexTd7qV99dO+17GMDGsT1dVyAKwbOYRCz6ZWZXEpuC4c5YcTgTzlnkbhRrEp5eEFb5SkqnEDsqMdsWGp7VgGZPP8s3e/r1vpme3gwUmtuu1AhNGMmrftibjN7v1TDKd00WMVrhcaQ6nzcC4NW8ImH70gwHufzT/HHzoU5etXhfnLzSHO88rolNAanE2rov7oP6z2zr4XHyMItWPZBR0Ha1BEnlZpTvlO0JXuwW9XLy27fvgAUV8vcd+KeetuDEeZskyejtR4pKFMLkv4SCvN854aF5TDzGjHanjlu44+uNCxZPP8s6x0z0+/yUpSFm6bu67YsQrXC41hofNgKFVSDjdla96xb4qY/OWFFqGUrZoq/734GEGoDcsq6JjOaI5OW1yyxNSqk/7XsJTFmiWMcvRETrEieoazKy8tun5HKIbfsPlBk1SsVmdcrMyYPOubqv3BlYLzdkF0EIaerf3xhaLYWjOUtDkRtxhK2g2ZZbdQpnIhScpikpa5cpWLrRcaw0Lnwda6pByupeV8Ca1FKVv1GIpHd3bz4LYwu/vcYrOCUCOWVdBxYCqDpeHyUPUjHQkjzmnfSVake/Hb1Y9CbBzci2W4GO65uOh6r6G5NjTNv40HacZNFoXisoSPM+4kQ2ay9h/Qexn4VsyMdshdpHqTzcPf9fQEGx8ZZ9fTExyOWHUPPAplKu87lZgni5vN8S8maZmb/7/YeqExlDoPq9xwOGLxsSNR7tkSylt//9Vh7j0Zl/MltBT9HnigiMT3x1+IcvPeST5+dJpPXxxglbvJDRWEDmFZFZL/dMKZdfSyJQQdJ/zHAL2kUQ53Js7AyHOMdG/CMj0lt7sxHOWxqTAHol62h+tw4b8IFyW97A1Os883xTunV9f24MpwCslf/Vc494Iza7lQN0rl4e+5rqeuCkLFZCpXuSkplVq4be66YscS9arGU+o85NrYUErzhcuD9HkMBvwGfqX5nU1BOV9CS+E2TbaG4PFd3aRtcBlw55Ho7Azl2XmEHD/Z5MYKQgewrIKOvRMZ+r2KFVUWkUfNCGe9g6xKrcGjSwcLizEw/CwuO81g7+ULbvfG8DQuND8YDzYl6PBpg4sTPp7zTXFzbAUhXWNzWbUZTj0FL39Hgo4608x6iGLSqKU68MVkVEVmtTUodh6Stj1rY3snMtx6IALA8VtW0OdbVl2N0Ea4TZPzZ5IWTsSt2YAji9R0CELtWDbpVVprfjKR4dJg9aMcrwVextQmfcm1VR9D2RYXnXqCKf9qpv0Ljx6ETZttoRg/GA82LQNpa9yPBTzjr0Nth+FyJgkcexHGXq798YVZ6lkPUVgrkrHtBWtHmlFbItQfr6HY3efmwW3hvHx4A+QcCy1L2rJ4PW5xbNoCYHdffi6V1CEJQu1YNkHHqzGbUwmbK7uqu+M27h5l3DPK6uRaXEu4479++FmCyQlO9l1d1vY3hKO8lvTwYrz6kZWl0GObbEx5eMY3WXv5XHBmKXcFnNoOoW7Uqx6isFbkNw9HOLRA7UizakuE+tPrcuY8+PjR6dl8+LsuDvDtwYScY6ElSVsWh6I2N+6Z5KLHxrlpzyR3XRyYDTykbkwQasuyCToeGXOGTK/uqnykw8bmleBRPJaXVam+xXcogbItLn39x0T8qxgPn1/WPm8KR1Fovt8kFSuAbbEACcPmJ/6J2h/c9ED/NTB8CMaP1f74ApCfh3/8lhXsua6nJhNeFdaK3DHg49YC3XuZa2N5MJSi5JwHco6FVmSwhM3evTlUUz8pCILDsgk6fnwuTa9bcb6v8q98yn+cuBlnXWI9xhJ+svOHDxBMjnOyb1veDOQLscptsTmQaJp0LsAqy8UFSQ97fBNMK6v2H7B2O7hDcOTromRVR5w8fIMNfpO1XqMmHWkl83AU275wvdC+pBaY80DOsdCKlJqnI2NTUz8pCILDsgg6LK350WiKK7tMVIUOJGHEed3/Gt3pHsKZ7qrb4E5P84bX/pWpwBrGyhzlyHJDOMrzMS8nk80rxtwRC5BWmkcDY7U/uOmB9W+CiWMwuK/2xxfqRiXzcBTbvnC90F7k1ufI/BxCq1NYT1bKZqvUmhEEYRGWxV/rybEMwynNDSsqE9vWaF4MHQGgP76++gZozVWv/DPuTJxXzru+7FGOLDeGnVnBmzna0WO52Jzwsd8/xUlXovYfsHqLM0v50X+CTLz2xxfqQmGtyNNjqXm69w9uC8/q3MtcG51DYX3OF1+LzTv3Mj+H0CoUqyezbF10no7+5pRQCkLHsyx0DO8fSuIzYGdPZV/3pO84k+5xBmIblySRe/Gpx1h37nleW3stMX9vxfsPeNNc5Ety/7kbqrS4AAAgAElEQVQwv75mstKYpWbsmA5y3JPiO6Fhfn1iAHctY1ZlwMafhxe+5qRZXflrtTu2UDcK52wwgI8eifKFy4OsdBuMpW0+83KMv94SZq1X5troJArrcz5/3JH1zs554DbAJ/NzCC1CsXqyW346xYE3duXZbL/HkdEVBKH2dHzQkbA03xxMsqPbhd8sv9Mbc49wPPAK3akVrEivrO7Dtc2lr/+Yy1//ESPdmzi9amt1xwHes2KCPxtcw56Ijzd21WGkoQzcKG6Mhvh+1xTfDY3w7mgfihpeSHQNOBMGnnwC+rZC//baHVuoG7lzNmR17gu17u/OyeeXuTY6g2L1OZ8/nuQjFwTYtARpckGoB6XqySJascEv9ioIjaDjg45/PJNkOKX55IXlj1REzEleCB/GbwcYiG/Iu7D2piJ0Tw/iS07hspLYhouM6SHlCpByB0i5ArjsFCumTnLB4B56pgc523Mxr6y7oeK0qlze0jPF3wz3cveZFewKDzZttGMg7WF7LMC+YJRVlocb4itq/AFvgsnj8Nw9EFwDXUtIaxMaTrZmI7dzl3z+zkTOtdBOiL0KQvPp6KAjYWk+eyzGxQGjbKnccfcoR8LPYWqTjdObMDHpmh5kYPg5zjv3PKHEaNmfH/N087P1t3Cue9OSAg4Ar6H5wKoxvnS2j3+fCPCWFbElHW8pXB33M2FaPBIcw1Kam2IrajfiYZhwyXvgyFdhz5/Bzt+B7g21ObZQd7I1G9k0BqnZ6FzkXAvthNirIDSfjg467nopxssxm89dGlhUtcrG4oT/VU76j+Oz/VxxbiUbRp5m/fBBumJnsTGYCJ3Ha2t3EgmsJukOYhkeDG1h2mlcmSRuK+GMfiiTmG8FMe+KJQcbudzWO8F3J7r5xGur2Rw4zYA3U7NjV4JCcXM0hAE8HhjntCvBO6N9dNs1MidvF1z+fqeo/Kk/hjfcDuff7AQkQksjNRvLBznXQjsh9ioIzacjg46UrfmjV2J8/rU4v9DnZscCBeRxY5oR7zDDrlfpmxri50/EuHToNCumBwGYDKzhlfOu51z3BWRc/tIf6q31t5iPS8EfrR/kN19dz61Hz+OvLjrLNaFk/T+4CAaKm6Ih+jIufhKc5ksrTnBlooutyRADGR/GUkc+/Cvhil+BY9+F578Kr/0ILvyPsPYaJygRWhap2Vg+yLkW2gmxV0FoLh0TdPwsmuEfzyQ5HrP50WiKwaTmLavc3LnRB8AEL7F29BCGncSwU6ATGJkoA4kI2+MxVk5HMWcmppvyr+a1tTs5130BSU+4mV9rHhu9Kb6w8RR/cPI83vnCAFcHE2wNJulzW9zRN0mv2178IDVCoXhDws/6lIeD/jjP+aY44J/CpRV9GQ+9lpuANvHbJi5gTcbLpnSg/A/whOCy22H8Zae4/PDfw+F/cGo9wgNO8OEJgTsAhhs2vrlu31UQBEEQBEGoHqXbcAZopdQIcKKMTVcB5+rcnEbTid8J6vu9zmmt31qnY5dFBTZbDa1qE9Ku8sltU9PtFepus8Vo9fPSCrRae8Bp08+abbOL2Gsr/m4L0U7tbae2wlx7W8LPLjfaMugoF6XUPq11R+muduJ3gs79Xo2gVX87aVf5tGKbGk0r/gat1qZWaw+0ZpsKaYc25tJO7W2ntkL7tbfTWBYzkguCIAiCIAiC0Dwk6BAEQRAEQRAEoa50etDx5WY3oA504neCzv1ejaBVfztpV/m0YpsaTSv+Bq3WplZrD7Rmmwpphzbm0k7tbae2Qvu1t6Po6JoOQRAEQRAEQRCaT6ePdAiCIAiCIAiC0GQk6BAEQRAEQRAEoa5I0CEIgiAIgiAIQl2RoEMQBEEQBEEQhLoiQYcgCIIgCIIgCHVFgg5BEARBEARBEOqKBB2CIAiCIAiCINQVCToEQRAEQRAEQagrEnQIgiAIgiAIglBXJOgQBEEQBEEQBKGuSNAhCIIgCIIgCEJdkaBDEARBEARBEIS6IkGHIAiCIAiCIAh1pSFBh1LKVEo9q5T6bpF1H1RKjSilDs48/nMj2iQIgiAIgiAIQmNwNehz7gSOAl0l1v+T1vojDWqLIAiCIAiCIAgNpO4jHUqpAeAdwFdqdcy3vvWtGpCHPMp9NB2xWXlU8GgJxGblUcGj6Yi9yqPCh9AEGjHS8RfA7wLhBba5TSl1I/AS8HGt9cnCDZRSvwH8BsD5559fj3YKQk0RmxXaDbFZoZ0QexWE9qKuIx1KqXcCw1rr/Qts9h1go9Z6K/AwcF+xjbTWX9Zab9dab1+9enUdWisItUVsVmg3xGaFdkLsVRDai3qnV10PvEspdRz4BvBmpdRXczfQWo9qrZMzb78CXFPnNgmCIAiCIAiC0EDqGnRorT+ltR7QWm8E3g/8WGv9gdxtlFL9OW/fhVNwvuywtWYoaXMibjGUtLG1pBwKgtDeiF8T2h2xYUGoHY1Sr8pDKfUZYJ/W+l+Ajyml3gVkgDHgg81oUzOxteZwxGL3/ilOxG02+A0euqaLLWETQ6lmN08QBKFixK8J7Y7YsCDUloZNDqi1flRr/c6Z15+eCTiyoyGbtdZXaq1v0Vr/rFFtahWGU3rWqQGciNvs3j/FcEruqAhtSGoazh6EdKzZLRGaiPg1od0RGxaE2tKUkQ4hn6StZ51alhNxm6Qtjk1oM5JT8MQfQmIMAn1ww/8Ed6DZrRKagPg1od0RGxaE2tKwkQ6hNF5DscGffyo2+A28hgzfCm3G0W85gce66yE2DMd+0OwWCU1C/JrQ7ogNC0JtkaCjBejzKB66pmvWuWXzRvs84tiENiI+CqefhjVXwvo3wcpL4MQjYGea3TKhCYhfE9odsWFBqC2SXtUCGEqxJWyy57oekrbGayj6PEoK1YT24vRPQNuwdrvzftUVMPYSnDsKfVua2zah4YhfE9odsWFBqC0SdLQIhlKs9YojE9qYU3sgPAC+Hud9zwVgepyicgk6liXi14R2R2xYEGqHpFcJgrB0YucgetpJqcpiuCC0DkaXnSCdIAiCIAgFSNAhCMLSGTniPPdcmL+8az1Ez0Aq0vg2CYIgCILQMkjQIQjC0hl5Hjxh8K3MXx5e7zyPH2t8mwRBEARBaBmkpqMJ2FoznNJSmCZ0BtqGc0dgxUVQaMfBPkDBxHFYc1UzWic0AfFxQrsgtioIjUNGOhqMrTWHIxa7np5g4yPj7Hp6gsMRC1vLZENCezI6cRgycZ7s72HCSOevND3g74XJ401pm9B4xMcJ7YLYqiA0Fgk6GsxwSrN7/9TsLKcn4ja7908xnBInJ7QfcVIcHX0EgGf6evhm1xA2BbYcXAOTrzWhdUIzEB8ntAtiq4LQWCToaDBJW886uCwn4jZJW5yc0H7s4TVWjw+T8HezI93LkCvFS57p/I0Cq51ZylPR5jRSaCji44R2QWxVEBqLBB0Nxmuo2dlNs2zwG3gNySEV2osMFs/o42wYG8MOreXCpJewZfCMbyp/Q/8q5zk62PhGCg1HfJzQLoitCkJjkaCjwfR5FA9d0zXr6Db4DR66pos+jzg5ob14mWEC0+P40knS4bUYKDYlvRx3x4kpa25Df6/zHD3TnIYKDUV8nNAuiK0KQmMR9ao6sJAahqEUW8Ime67rEbUMoa15njNcOD4BQCq0BoALUh4OBuK87IlxZTLsbOjtciYKlJGOZUGej7M0hgJTOT6xz4P4OqFpFOubpT8WhMYhQUeNyaphZIvTsndOtoTNvMBjrVecmtC+ZLA4xgjvHY9gm14s/woAVmVc+GzFcXd8LuhQhjN/R0RGOpYLhlL0eeBwxF7QFwpCo1iob17rlaQPQWgE8k+rMaKGISwHXmecFBb9YyOkQ32z83MoFGvTbk644/k7+HslvWqZIb5QaCXEHgWh+UjQUWNEDUNYDhznHG7LIhA95wQdOfSn3UyYGSJGZm6hvxfiY2AlG9xSoVmILxRaCbFHQWg+EnTUGFHDEJYDxxnlkqkUCk06uCpv3eqMk7U5aOYEGP5eQEN0qIGtFJqJ+EKhlRB7FITmI0FHjRE1DKHTSZHhDJNsmnTm4ygMOlZaJgBDrtTcwlkFKykmXy6ILxRaCbFHQWg+DSkkV0qZwD7gtNb6nQXrvMDfA9cAo8DtWuvjjWhXPaiFOtVC6leC0GxOMo6Npn9yAtvlw/aE8tZ7tEGXZXLWlTPS4etxnmPDDWyp0ChK+SxRBhJahVL2CDCUtMVGBaEBNEq96k7gKNBVZN2HgXGt9UVKqfcDnwVub1C76sJS1KnKUb8ShGZynFEUiu7JYWeUo4hdrsqYDOYGHYYbPGGIjTSwpUIjWMxniVKf0CoU2qP0t4LQWOqeXqWUGgDeAXylxCa7gftmXt8P/JxSy/ffLgobQqtzkjFWWz68kbOkg6uLbtObcTFhZkjkThLo7YZpCTo6DfFZQrsitisIjaURNR1/AfwuYJdYvw44CaC1zgCTQG/hRkqp31BK7VNK7RsZ6dwLF1HY6Bw60WYtbKeeI5pEaWtePUeW3pli8rNmTl2Ht0fSq1qcamxWfJbQLJbqY8V2BaGx1DXoUEq9ExjWWu9f6rG01l/WWm/XWm9fvbr43dVOQBQ2OodOtNlhImSwWT8ZASBTIuhYNRN0DOXVdXRDYgKsdN3bKVRHNTYrPktoFkv1sWK7gtBY6j3ScT3wLqXUceAbwJuVUl8t2OY0sB5AKeUCunEKyjuKjG1zMm5xbNriZNwiYxcf+BGFDaGVOc0EAKsnR7FND5a3WJkW+LXCYytGzZwAw9sDaIifa0BLhUaR67N29rj43vYuHr62G7TG1nN3jG2tGUranIhbDCXtvHWC0AzK6W/L7bsFQVicuhaSa60/BXwKQCl1M/AJrfUHCjb7F+AO4CfAe4Efa91ZvVHGtjkUsbj1QGS2WO3BbWG2hsFl5Md9ovgitDKnmcCHm+DkYMkicnBmJu+2zPygY1bBagRC/Q1ordAIsj7rmeu6OZXQvOfA/KJcQAp2hZZjsf62kr5bEITFacq/Rin1GaXUu2be3gP0KqVeAX4b+L1mtKmeDCb1rNMCJ2f01gMRBpPFYytHYcNgg99krdeQTlloGU4xzmodwDM1SCZQPLUqS49lcq6wpgMWVLCyteZ7wym+cjLBWEruKLYLhlJYqNmAA/KLcqVgV2hVFupvK+27BUFYmEZJ5qK1fhR4dOb1p3OWJ4BfbFQ7mkHKpmixmlxTCe1EnDSjTHNZLIxhZ8gEVi64fbdl8rIvSQobDwa4g2C4SgYdMUtz6/4p/u2cMzryyZ8pHtnZzdauhrkpYQksVpQrBbtCuyF9tyDUFhkfbAAeg6LFah759YU24sxMPce6aAyAjH/Fgtv3zMxMPpZNsVLKGe0oIpurteb/ORzl38+luXOjj7/aHMQAdu+fYjojF6btwEJFuVKwK7Qj0ncLQm2Rv04D6PcqHtwWzitWe3BbmH6ZNEtoI07NBB29kUkAMv6eBbfvngk65tV1xM7O2/Y7wym+eibJHeu8vHuNh8tCJn9wkZ/jcZsvnojX6BsI9WSholwRyBDaEem7BaG2SN5CjUhbFoMpSNvgNqDfA27TuehyGQZbw/DErm5StnP3pN+r8grRbO3kPXdc8bi2IRkBO+3MSu0NO8sLlymJf1ud04zTgx9/9DiWJ4h2eRfcfi7oyK3r6Iapk6D1bBF6ytbc+cI0F/gN/tN5ntlNr+xysavHxeeOxfnYRj8BswP+Dx1MsaLcVW4YTdnEbAibisd3daNmzv1aDzM+z+4sn9cMxM9WTWHf2+vSDKWY7as3Bx27ze3bpYic4jZXaF/lbCMsKyToqAFpy+JQ1Oa2HIWLB7aF2RrKDzzW+4vvb2vdmcou2obIaXjmboiPgr8Xdv4O2Jn8ZTvuhPA6cUYtjEZzmgnW0YM7MrToKAeAC0XIMubL5lpJSEVgRm73704lOR63+eylAVwF6Tbv7/fw347G+NZgkjsGfDX9TkLtcYpynXNoa83L0xZnkjYfOhSd9W33bQ3z3bNxfmmdL08VqCN8XjMo5md33OnUT+39c/GzC1Cs731gW5g/ejnGQ8Npdve5ueviALfNU2TTy9tOS9lcrn2Vs42w7JAzXwMGU8wGHOAUmt12IMJgapEdZ+hYZZdkZM7hgPM8PTx/2TN3O9sKLcs4MeKkWaWDuKPDi9ZzZFlQNhfI2Jo/ORbjDSGTHd3mvP23hk0GfAZfOZlY8ncQGstwSnMsNhdwgOPb7jgU4UPr/fNUgTrC5zWDYn72mbsdXyt+dkGK9b23HYjM3uC4Y8A3r28XO6W0zeXaVznbCMsOCTpqQLqEwkW6TIWLxVRf2hY7Pedwsri885fFR53RD6FlyU4K2J+wMaxU2UFHl2UyPm+CQCA2DMBDZ1OciNv8Ur8HVeTOoVKKt6xy8+R4hpNxa2lfQmgoSVsTNFVR32YqUbOqGcX8bHzU8bWFy8TP5lGq713pdi6NVroNsdNilLK5XPsqZxth2SFBRw1wl1C4cJf563assovhdoZUc8kk5y/z9zqpAELLcpoJXBisikwBiytXZQnbBnHDJqlmOm5ft/M8o2B19/E4/V7FG1eUPv83rnTW/fPZMocOhZbAayimLV3Ut1m6uM9se5/XDIr5WX+v42sLl4mfzaNU3zs2c8dwLG2LnRajlM3l2lc52wjLDgk6akC/Bx4oULh4YFuYfs8iO87Qscou3rCTw5l1PP5eCPbNX7bjzrnCR6ElOc0EvQTxRp0RikpGOgAmjJnRDsMN7hDERzg4leGJ8QzvXuPBXCA/+ny/yQV+gweGkiW3EVqPPo9iU8Dg3q2hPN9239Yw956Mz1MF6gif1wyK+dkddzq+VvzsghTrex/YFua+U046532nEvP6drFTSttcrn2Vs42w7JCQswa4TZMtQc1ju7rJ2OAyoN+tcZvmnDKGpTEUmEpjKCNPqaWY6ktHKLkowykau/4uZ0jVcM05nMJlUljWsmSwGGKSy1iLO/oClsuHdpdQRSggbDvnddzMsMaaSffwdkPsHP/7eByfAW9fvXh0/sYeF98cShHJ2IRdYivtgKEUF/jAb5r86NpuTAU+Q2MDv7MpyCo3nefzmoH42aoxlOINBepUa9yaL24O8eeXO+pVa9x6nvLksrfTUjaXa1/lbCMsOyToqAG21hyNwe79k3kKF5tDNkeidp4yxj1bQnzx+DR/eEkwT6klV/Wlo1DGXEpNLsWWCS3JWSJYaFYRwh0ZwipzlAMgXDjSAeDtxp4+yzcmk/xcr5uQa3G739bt4muDKR4bzfDONWUOIQpNJW1ZHJ7Weco/jqqfgdt0LjzWLqy6LJSL+NmqyNg2h6N2norag9vCbA0buAwjR91qskC9SgKPkjZX6TbCskJCzhpQSn1qMDl/+YcPR7ljwCcKGELbcJpxAEe5KlK+chWAVyvctmLCzCke9HVDYpyUZfGOvvICiC1hE68BPxyVuo52YamqfoJQbwaTep6K2q0HIgwmnb65Y5UlBaFJSNBRA0opYKRKqFplFTGWvQKG0BacZoIAHsKpNGYmXtYcHVkUirBtFChYdWNg80ZfhMuC5bkgj6HYEjJ5+Fx68Y2FlmCpqn6CUG9K9dGpmUUdqywpCE1Cgo4aUEoBw1NC1SqriLHsFTCEtuAUE6wiiCdyFii/iDxL2DLz0qte087+7+2aLCqTW4pt3S5eiFoMJuSqtR1YqqqfINSbUn20Z2ZRxypLCkKTqMj9K6WuU0r9slLqV7OPejWsnSilPtXvnb/8ni0h7juVEAUMoS2IkWKcmFPPEZ0JOgIVBh22wYSZQePcHfz6dB8AN/onKzrONd1OCdqPJMWqLViqqp8g1Jt+r5qnovbgtjD9M/WVHassKQhNouxCcqXUPwCbgINAdpYuDfx9HdrVVGYVp0qoquStV2AqWO2BJ3Z1Y2vwmnP7bAkrR6ElR73qr7eE20+pRdvOTKJ22pE9FRWKZUF2UkCniPwstunGdgcrOkaXZZJWmpiy8NsuvjzRxydRrEiPUUnYcVHAoNulePhcmg+s81XUBqG2LOYjM7bNUAr63IrHdnVjZVX9PI7an1Al4oeXRDG7vSKo5ilPugznN+1YZclWRmy8o6lEvWo78AatdUcnM86pVUwVqFU4SlPF1t+7NcSnXowxlLSdbf1GZ6lSaRsip+GZu50ZRbN62+F14gw6nFOMo4DemZGOjH8FVNjh5srmHpjycSLjIWp24Uueq+g4hlJsDZs8PiZ1Hc1kMR+ZsW0ORawiikDm7MWcUAXih5dEKbv1KM3b9k0V2KqdF3i0fR/eLoiNdzyVnMXngbX1akirsJhaRbH1HzoU5ZMX+jtX2SIZmXMC4Dw/c7ezXOhoTjDGSoK4MfFEzlZczwH5srnfGPXiUxq8YfwVBh3gqFgdj9ucTliLbyzUhcV85GKKQEKViB9eEqXs9rW4FlttFcTGO55FRzqUUt/BSaMKAy8opX4KzE4NrLV+V/2a13gWU6sotX7lTHVkRypb2Ok5J5AlPupM+CN0LBksTjPBpazBSMUwU9ElBR2jZoZvjXm5MZTAootg7EzFx9oSdgFJnhrP8L5+SdNpBov5yMUUgYQqET+8JErZbdBU85aJrTYJsfGOp5z0qs/XvRUtRFatItc55apVlFo/NqMD2ZHKFobbGebMdQb+XmeGUaFjOcUEFjZr6MIdHQaoaGLALG4Ufltx1LIYyRi8pStOMtHNismjKDuNNtxlH+uigIHPgKfG07yvX2aWawaL+cisIlDheo9kRywN8cNLopTdTlv5NwnFVpuI2HjHs+hfS2v9mNb6MeDt2de5yxbaVynlU0r9VCn1nFLqiFLqD4ts80Gl1IhS6uDM4z9X/3WWzmJqFYXrP7HRyyM7u9kcNnn15hU8vasLrW0GExYn4hZDSRu7oAzG1pqhpF1yfcvhDTt5lf5e5302z9Ibbm67hLpygjEA1hCeU66qIugAZ7TjFBZ+pbkumCTl7kah8SXHKjqOy1C8IWTyhNR1NI2FfGTGdi7oHr62m+9t72Jnj4vdfW5+dG03aRuGElbr+7tWRfzwkihlt1tCihdu7OFnN/bwwo09PLHT+T2PTVucjFuzNr0Qbdentypi4x1PJeHjfwQ+WbDsbUWW5ZIE3qy1jiql3MCTSqkfaK33FGz3T1rrj1TQlrqxmFpF7npD25xMam7ZOzlbhHb/1WH8huYd+6NlF6Lnrm9JlOEUcl1/lzPMabhEUWIZcIJRVhLAgwt39CzacGF5Q1UdK2wZJFxpdgST+AxIubsA8CVHifvXVHSszWGTfzydIpKxCbvEBhtNKR9paz2vgPwH28PEbPi5n062j79rVcQPL4lidrvStDk8DbcdcPrj3X1u7ro4wG0H5uzVKSynpAhCW/bprYrYeMez6JlUSv2WUuowcKlS6lDO4zXg0EL7aofozFv3zKPlbwE4ahUGG/wma73GPMeRXZ/UitsKCibf+2wEwzAoLFZbqBC9LYrPlQG+bgj0Os/iBDoaC5tTjNOHExy4I2fJLOG8p1Nugr4UbwomAEh5ugEqVrAC2BJyYQN7xiXPt1kU85HFCshfi+t5PrIt/F2rIn54SRTa7VA6vw+/Y8A3z14XKyxv2z69VREb72jKOZtfA34B+JeZ5+zjGq31BxbbWSllKqUOAsPAw1rrvUU2u20mkLlfKbW+xHF+Qym1Tym1b2RkpIxm159SBZOFP2o5hegdV3wutKTNlssZJsjM1HMAeCJDVadWAZyIBDANzY6eGABpVxBbGfgTlQcdbwiZGMCT45JiVWuWYrPF/GHQVOLvhLqxVB+bLrDZlW6jqL0uVFgufboglE85QYcJTAH/FYjkPFBKrVxsZ621pbW+ChgArlVKXVGwyXeAjVrrrcDDwH0ljvNlrfV2rfX21atXl9Hs+pMtmMxlg9+g0D8VK0QvtV7oHFrRZsvleE49h8okcSUmK56JPJdnx50JBcP+GeE7ZZByd+NLji6wV3GCLsWmgMFTMtJRc5Zis8X84bSlxd8JdWOpPtZdYLNjabuovS5UWC59uiCUTzlBx35g38zzCPAS8PLM6/3lfpDWegJ4BHhrwfJRrXVWgvcrwDXlHrPZ9HsVD24L5xWm3X91GNu2yy5EL1wvCK3AMYZZSRAf7lnlqmpHOqYtxd5RpxAw5pqbXyPlDleVXgVwRdjFnok0abmb2DIU84cb/YqvXRUWfye0JP0eeCDHZu87lch7n63p6F9gckDp0wWhfBYtJNdaXwCglPob4Nta6+/PvH8b8O6F9lVKrQbSWusJpZQfpxj9swXb9GutB2fevgs4WvG3qDG21gyn9LwiycGkJmU7d/T6vQqXYXBF0OaxXd1kbHAZ4EGTweAnb+wiZqnZbW2tOZ1whmn7PPCTN3aT0swrVC+FRjNNigwWLkyCeFAoZwbPZMTRt87mPipTiq+EqomT5iQTXMF5AEsOOp6e8nMu7gMg5pobnUi5u+mKvlbVMbeETb59Fp6byrC9p3zJXaF+uAyDrWF4Ylc3qRl/GFKaHjc8urMbS4PXAI9y/Osqt+ZcmqKCHe1ASZ9c9gFyfLfhBk8QUtNz78WH1x23abI5qPP68DVuzeO7HLU198x7p++38vr+LIuJz7QiS7bdqj+4wOazqlSFy8TuO5ZK1Kt2aa1/PftGa/0DpdTnFtmnH7hPKWXijKp8U2v9XaXUZ4B9Wut/AT6mlHoXkAHGgA9W9A1qTDElikeu7WI8o/NUWR7cFuaKoM3z05rPvDzNRzf6+fDhOcWqe7eG+NSLMYaSNv+2o4tpa/7+W8NmSUWMXDSaYSJ8g31MEqcbP+9nO306iIqcmZvB098LV/4avPowXHarowIhf16hQl5lBI1mHT2AU0SulYHl7arqeHujPtAKT8Ygnht0eLrxZKIYVhLbrGzOjSvCzsSAT45L0NFKuFbnmeIAACAASURBVAyDfq/NoYjF108nuP08H+99ds7v3X91GJ/S3Hc6zi+t8+X5xHZS/CnpkwmXd/GmbYiczvfd2z8CLz4EwwfnpELFh9eVRCbDkWk9q161wW/wwLYwqUyG6/ZG+cRGL+9f58tbX0zNyilQb327hRrYbtUfXMTmd9zpKFTt/fP8ZWL3HUslZ/WMUuoPlFIbZx7/A1hwSmGt9SGt9dVa661a6yu01p+ZWf7pmYADrfWntNabtdZXaq1v0Vr/rPqvs3SKKVEkNPNUWW49EGEwrbj1QIQ7BnyzAUd2/YcORfnkhX5OxG2Oxezi+y+giJHLNKlZBwEwSZxvsA87OTX3Bwbn+bm/hfPf5CxPRmr50wjLhFcYwYuLVTjyuJ7okKNcZVQ3A/jeiI/LfAl8GUXMnTvSMSebWymrPQb9XsVTUkzecmRVrD603j8bcMCcup9pGnxovX+eT2wnxZ9SPnmaVHkHSEbm++59X3J8d/a9+PC6czY9X4HytgMRzvM7NzI+tN5fsZpVq7Nk262WYjb/zN0wPTx/mdh9x1JJ0PFLwGrg2zOPvpllHUUxJQqD4ipVmRnli1KKFyvdzs9bSsFlIUWMXDJYsw4iyyRxlJ3Jn7kTnPfuoPNsS6GtUBkazSsM0083xsxdL3fkbFUzkQMkbMWhaR9XBOL4LaMgvcoJOvzV1nWEXDwxlkbLRFwtRVbFylSl1f1KrWsXxZ9SPtnCKrFHAXa6tO/OfS8+vK5k+/BcTsRtMjNmWMpOy+27W5El2261lLJ5l3f+MrH7jqXsoENrPaa1vnNm5OLqmdeVTSfcBhRTorAprlLlmlG+KKV4MZZ2PFMpBZeFFDFycWHSjT9vWTd+tOGam7kzi78X0tPOs1FJ9pwgwCBTTJOaTa1SVhpXbKzqeo7npr2ktGJrII4vYxJ3WeiZqXpm5+qoQjYXnBSrsynNq7E2vgLoQLIqVpYure5Xal27KP6U8skmZY4GGu7Svjv3vfjwupLtw3PZ4DdwzZhhKTstt+9uRZZsu9VSyuYzyfnLxO47lnImB/yLmefvKKX+pfBR/yY2lmJKFD7FPFWWB7eF6XdrHtwW5r5TCe7ZEspbf+/WEJ99Nc4Gv8GmgFF8/zJzQIN4eD/bZx1FNgfT8HY5+Y/ZP3K2puP1J53l2SItQSiTl3GKxs+bCTpc0+dQ6KqDjp9GnALyKwIJfBkDrSBuOnfUMmYAS7mqSq8Cp5gc4AlJsWopsipW956Mc//V89X9LMvm3pPxeT6xnRR/SvnkIJ7yDuANz/fd2z/i+O7se/HhdWeNW89Tq3pgW5gzccen3HsyXrGaVauzZNutlmI2v+NOCPbNXyZ237GoxVITlFLXaK33K6VuKrZea/1YXVq2ANu3b9f79u2r2/ErUa9KWxaDKWeSIZcBhtagFD6liWm16P7lklWbsLAwi6hXaTsN2SIwBXi7UaXuFtgZSE45z4YLvF2dfmeh6T1EvW22Vvw1j6PRvA1nOp3AmYP0Hfgq57a8l0xwVcXH+5UX1/JywsVXLzrBmC/NwTVRrj/TR2/CCUYuPXYf0eB6jlz6WxUf29aa9xyI8otrPXxla0d1Uk23V1iazWb9YsYGc8Yv2ij8hiZpA0qx1gOjGdU2ij+F5PtkA4UiXYka0KySz4wfzqpXaQu0dp6z/lkZra7w0/QTV629JjIZzqZVnnrVhGXM2mWvSzOUIq/vNpSad43QTrZrYxMhiY2NgUEYL0ZF2fYlKKZOlWunhTafp141s8wdgFSkEdcn7XPCOohyJHOzc3G4gKe11vGFtu8EiilRGEqxPn9EEltrXpjWeUpX92wJ8cXjcf7wkiBbwsasIyq2fyUoFCGKKPwoA+0NYUdOYT7zxVkFCGvHRzHCAzjCYbmNzkDklFO0mKuaEh7o9MBDWIRzRBkmwg42zC7zRM6iUWT8PRUfz9bwTNTHm8JRAHwZp/OJuTJkB9lT7i58iepGOgyluCJk8tiYjHS0EsX84kPXdOEzNDftzV/m+MiWungum6xPrloNSBng685f5gkW98+uAOz5nCj81Bhba16Mwe79kwV2qfLsMrfvLqZw2W7KayNEa69eVUqdKtdOi9k8zC2T65OOpxKP9avAc0qpPUqpP1NK/YJSqvopijuAYkpXHz4c5Y4BX0OVWOzk1FzAARAfxXzmi466VSHJqbk/9My27PuSs1xY1ryAM13OBubybt3Rs1i+6u40vZJwM2mZbAk49ynmgo7cCQK7qp4gEODKLpNXYjZDSanraBWK+cXd+6c4FrPbVq1qIWqqBlTKP+eKhojCT80oZasL2WU1+7QSdVOvKqVOVYmdyvVJx1NJIfkdWutLgFuBk8D/wZmVfNlSTOkqV82qYUosJVSsVDEFiFKKV6IWsex5gUH6CBPIye11R85WNcoBcHjaGZm7zJ8AwEDhnSeb243biuPKxKr6jC1hJxh6QkY7WoZSfjFoqnnL2kWtaiFqqgZUyj8X3kEXn10TStnqQnZZzT6tRN3Uq0qpU1Vip3J90vGUHXQopT6glPq/wP3AfwC+BNxQr4a1A8WUrnLVrBqmxFJCxUoXuztdSvFKhi6XNdnUqg2snFtoW7inz1VdRP58zItH2Wzwzt1B882bIDA7V0d1ox0XBwz8BjwuQUfLUMovTlt63rJ2UataiJqqAZXyz4W1l+Kza0IpW13ILqvZp5Wom3pVKXWqSuxUrk86nkrSq/4CuAr4G+BjWuvPaa1/Up9mNQ5ba4aSNifiFkNJG1vrvGWDCYvBRIZj0xYn4xYZe+4ORzGlq/u2OmpWtVJi0WiiJJkgRpTkrNxoLoa3C2vHR+f+rH1XoXf9LsrOYCXG0YkpiJ2DxCR4wk6OZJ5qyked1/ExiI+hE5PEdCL/M7Xt7J89jpZ0lk6iWGqVKzaK0lbVQcehaS+bfKlZ+UkAn2UWzNWRlc2trq7DZSg2h1wSdDSZrM88E8+gtc23CxR//nlbmM0hg+9t72Jnj6vt1KqKkfXNNja3cw3d+FlHD7/EDn6FnTNbzPjrPP85BYmJ4r7U21XcP7t8cNMfw81/Cm/8FOz8HVH4qQFOH16oohZe0C6L9futZMuF1ww2dt77AO5F1au0trAS41ixEecaQhcZBSm8JvAEi6tT5dqplYbYqDMhYGzUeZ9LUfv/iLNc6AjKDh+11quUUpuBG4E/VkpdDLyotf6VurWuzhQrCPu3HV0kbPKW3bs1xKdejDGUtHlwW5itYWaVp3wG/OXmEEFTMW1p1ngUf7MlRK/HWHJRWbkFikqZGOEBrOv/B2iNkYqg9nwOlS3EuvLD8LP7ITnpOIHQOrju9+eGLI98HYYPzkruqlcfhsveyQPhQaIqxa/oHayITKAWKhAT2ppiqVWeyFmAqoIOreH5mIebu/LzeX0Zg+FAChuNgVrySAfAli6TvzuVZDxts8It9thosn70f740zUc3+vni8Ti/v8mf5xfTWnP7wWmGkjbf3tbFgE/VxEc2i0LffAl93MFOYqT5Fgfy/bUOoiJnnPx2bzdc9l547p7ivlQZTtH4tb89k1I1o1D49J/MbX/lh5v99TuGtGXhVvl9uFs5y72u4pdHhlJsCZvsua6n5dSritnlTVzCN9mfZ5OrCfFhrp+vhokTcCwqTFOqaDzUD9ffla9Olb1GsNLOPvtzisSv+Yhj+6YzAzyGyykaz16fLA91zWVFJelVXcD5wAZgI9CNM29e21KsIOxYzJ637EOHonzyQj8n4ja3HogwmNSz+7/lmSnesW+Km/dO8o59U7x13xQWtXFAlRR8KWVi+laAUqh9+UXlPHcPXPT2ucKudAz8K8H0Oooowwdztv1bOP9NBJ75K34+OcAkcZLJ8bmAI7udFDJ2DEVTqwB31Jmzw6qipuNUysWUZXKxL3/ip+xcHYmZuTosw0fG8C4p6NgaNtHAU2OS99sMsn70jgHfrJDG+w5G8/ziLz4750Pfc6B2PrJZFPrmlxhmhOnZgAPm/LWdnJq7OLvo7XMBB8z3pcmI45Mf+x/w6O9D9DT89H/N9+fTw+J/a8BQWvH2fZE8W337vghD6YVt01G4NNjgN1nrbZ3gudAur2L9bMABczYZI00IL90ECOHNu4lZljBNqaLx1LSjRBXodZ5zb0omp+YCjuw++4sUiRsu5/ok2Oc8S8DRUVRyW/BJ4BeAQ8DtWutLtdZ31KdZjaFYQVjQVCWLw7OvU3bp/WtZUFZVwVepQix3cO51doSjVOGXOwjxUUK2c1fDbysp7upgiqVWwYxylSeENiufNCpbRF4YdPhnFKzi2WJypUh5uqueIBDg8pCJS8HjMklgU8j6wayARvY5l0If2i5Ft6Uo5ps9mEX9tcr1yTO+NY+FfHKp7V1e8b81IGNT1FYzbXo7tdAu/bhrdg2RJ0xTTdG4torvUyx1S+hYKlGv2qq1/i9a669prU8VrldKfbG2Tas/xQrCpi1dsjg8+9pjlN6/lgVlVRV8lSrESk/Pvc7eOShV+JWeBn8vUcNxBnFDS3FXB1MstQqyylXVFpF7MNBsKjLSATCdV9fRhT9R/UiH11BcHjJFwapJZP1gVkAj+5xLoQ9tl6LbUhTzzSmsov5a5/rkGd+ax0I+udT2maT43xrgMihqq642zdIstMs46ZpdQ+QJ01RTNK7M4vsUziUmdDS1/GtdX8NjNYRiBWGbAsa8ZfduDfHZV+Ns8Bs8uC1M/8zEgfUuKAviWbTgq5B5ReXZHOBXvj+/sMsbnl/4deWvwetPEtvxW/y79xTd+PF6V6AXKxAT2pLREqlVaBt3dLhqudznY142eFP4jPw72r6MARri8+bqGJ2v0FMBW8Im+yYzTGfa+w56O5L1g/edSnDPltDscykf2kpFt9VSzDcHcfNurpznrw1v15yffeX7jj8u5UsLffLrTzqF5IX+PNgn/rcGrHVrHigQPXhgW5i17vb0I4V2eZCTvG9G5ACqv4awdnzUseMsxa4dFrsm8HY5NRy5+1wjReLLDaWX0NHnHUipA1rrbTU52CJs375d79u3rybHsrVmOKXzCsJsrRlMalI2eAxwKU3GBq0UWkPA0CS0ImVDwNSAIqWpS0GZRjNNqmjBV8l97IxTNG5bYJigPCg7NVvYZWNjJyMoO4M2PJjomWHRueOmvEESpj33mVo7eZzFCsRan6Zf4dTSZmvJk7zCj3mR27iaYM6M967YKAM//lMmL7iR+Jo3VHzcq5/dwNZAjLsGhuate2rdJH1xP1ePOJ3PqtEDDJx9lKe2f560u7oLqb0TaX7vxTg/vLaLn1tVeTpYi9F0e4XKbDbrR23bJoNCodEobA2GAqU1FgqvoVntMWaFONqRrE/OYKFQGDhz0GTQ2NgzyxROzwAGBkHbRCWn5vynMmdUq2aUAbNF5Nqee49ynj1BSEWdQlxlOHeZvaFW879Nt9ly7LVYf5+yLM6mFRnbGflY49b4ShSRtwM2NpEZ1SoDgyBuosyJd4TxLiqPO+8awtuNKhzF0Pb8awKYWZaesdOC64RMClIRJ6VKmY6apulaeJ/60XSbXY607z+rRjgFYTlFVFpzJGqXULSaZK3X4E8vDfChQ9HZ9Y6ilVmXjlShCOVcDC6KtlHRwfmqEjPqKLbOoCOnceUoU9g7fxtlpecK0P29eLZ/BE94YM7RKOUUhgkdxVEGWUUoL+AAJ7UKIBOoPL1qPGMwlHZxa0FqVRZfRuXL5nqysrnnqg46NodcGDiTBHZA0NF2zPnROR+YtiwORx3xjVwlwKkMXBxsz0LyYoqCH+BaMth5y97HNTzGS7zEMJfqPt4b7ctTA2LHnc6F2t4/d5b1XQWXvAv2/5/iqla+6kYchTmKqVU+cm0XYxnNbQfmlj2wLczWkIXbbL+0H41mhOiC6lXv4xrWEMYoleiyyDXELMrIvyYopWiV3U/b/z97bx4f11Xe/7+fO5tGo5Fky5LteE1CFpJ4SSxlcyAFCkmBkraEEAp8Q0mhBRwCTdvvj7ZQli7wbWmbJkBKG/Y1DZSkECBsTbPHdvbNcRzj3Za8aBvNfp/fH3dGmuXOLmlG0nm/XnpJc+85557RPPPc89xzns+BiSPF53O/B0YZc94znZ/q3LuDuFBJ0er/nhKcDDiy53MVrZpOKVWJjNKJHR8rUqawIkNFiley7WbnSYdh3jLMBIcYZXXh0ipygo5g8blK7Iw6g/61gWKVNYC2VOFeHY3L5nZ4hVPbLbNfRwtxKMFkwAFTSoC7JmwGEy3iL2vETVHwOBNFx25jOxtZBcDF8d4in8vWGx0Fquyx1ZdMBRy5ZYxC1bThdm+PKby5wEbf/OgYh9xdV8tTjXrVbWxnDPcHQkDFMUTd9Uqdz/0eGLuf90xn0HHjNLbVNCopWpVSZkm0itpFBVUJcVOm8AZK1DGqEvOZ53CWPhXlcwD+8cOk/SHUW8MsW4YXoo7m+ppAiZmOtEXMm8bObJw2OdPRgIIVwPpOLw8Op0jMcWWk+UKyhDJQyCNzVr2qFtWqIM73IGx7SitQZamkamVoGLd7u4W7jSZb5X5eI9WqV9nldjuoR5mqmnqlzhfeY4zdz2sqBh0i8t8icmepn2w5Vf3KjPZ0lqikaFVKmcXfKjOBFVQl1E2ZIhUvUWfuTS8bquc5DrOYdsK0FZ3zjR2uW7lqZ9RPQGyW+dxvHMHsXh2ZZHLb8pP0BAk2GnSEPcRseGTY3LBaAV8JZaBIWueselUtqlVRnFm3MStdWoEqSyVVK0PDuN3bbdxtdK7uMVqtelXJpVVQnzJVNfVKnU/FS9cxzDuq+Wr9I/DZMj8lEZE2EXlERJ4QkWdE5BMuZQIi8l0ReVFEHhaRtbW+iemkkqLVZ16K8uX1+cosuYpWTaeCqoQVCBcpU9ihXrRAIUX7tzi75xrmJePE2c8J16VVU8pVdQYdMT+rAwlKjSuzsrn5S6y6aGtANhdgQ9iDAL86ZpZYtQLL/fD9AmWgL6/v4NR2a86qV7mpVi2mvejYVWzicfYB8EBgqFhRcOD6zOZnOSpVmz5gFAJnELd7e5vgql61fI6mhVWjXnUVmwiXyxOtR5mqmnqlzud+D4zdz3umTb3KtXERAUKqOi4iPpwNBq9X1YdyyrwfWK+qfywiVwO/q6pvLdduo0pAuQoW7RakFeI56lNAkcJF2rY5lHCWDPgs8IkykRZ8FrSJElUpq16Vq3jizVGhyipNOCUccs+rprHjo4idQnIUTWwEMopUVqATydW6LlSV0BRqO2oRsUAQSyz88UiOupUPsJ3XWqBWkW0ru4GP2pUVJiavnwTLn2k7NdvKFLk0fYTTaupVT7CfO3iCN7COHkJ55xpVrhp4fDUvD0b5mItyFcCEN81DK0bZOLiY1eMdAKzZ/0MCiWEeOfdTtb+ZHN771Dgr2ix+deGcTrxtur1CfWpAS3xwNAm2bZNESGcUgeaielXWZ9vY2CiKTqoBRUiS9dnOh+X4cq8K7fE4lp0GEUfBS4SkL0BbIgp2espXCyB+sONMKlVlFa0sH/jaHaUfO+Uo/VgenOeEFfxpnv+dNZ/bdJutxl6T6XTefXy5H9KqRepVw2kr7/7fKqIHbuMIIO9YG548taoO/EWvvWrl2YgGOohIaqrdFEhiPEdlqqN4GZSbnaVTBepUHZCKTZXxBvPPBzodu26OMmZrfKgLjKrnsETkNODvgbNgaj2Gqp5Sqo46Ec145qUv81MY5VwBfDzz9+3AzSIiOkPRUK6ChZsS1R2bOlkX9rAsMGX0KdsuUmG5/dwwPxmMsbnH71o/10m5KZ5cTT9LCDHIOPfwAhdwMnfyZN75Xm1Hxw7kq55seDe89DM8p7wOnr8d4iOOhnZ4Zc7NLKMqkU46ahLbb0Yy9dv6t6CWH3nkn3LavHayLQauh/YctYmxA/D89+GU18ITX6qsMJGrYBHogjOvhCduNcoULcZOBgniYzHtRecaUa6KpIX9CR+Xd5cWISi1V0fX2K4cudD62Njp5c7BBLG00uYx95SZpFAN6Io+Hx87rZ1P7pzgurVBrn1qPE+16iM7JjgctzM+snUGcm5kffav2FHkm69iE0+xn9NYysPsnjzfoX7eNrYcz9YvTPo72fBurCNPYq280BHnKPDjnH6FE1w89P+mzvVvgdBJMH4AcusMfBhSE/DYv5X2p5UUhBYwbvfxX54f5kSKSfWqK/p8fPS0dt786HDZe3ozKDWO8GLxDR4pq1aVVVLrIsjbtZ+esREkx0bsgev4UXiQHTLIm1PrOWs8DdtzbG/TFug4CbyZKSA3O+v/IIgXtv5Tfr0DD8Hun8LJl8GKC/Pb7d8C4ZVGGXMBUYsX+jLwBSAFvAr4GvCNSpVExCMijwODwM9U9eGCIivAmYdW1RQwAhQs/Js+chUs3JSortg+WqSsciiuRSosVz42xttXVlffTfHkO2xjjPikykn2ppZ73k1piie+5CidPHErvOz1ED2GZ+tN2PHR4jcbH536gmfqy7absSaGCtqcastVbWL1JVMBR7ZOKYWJXIWKl71+KuCoVM8wa9jY7GKIFXS77vnSiHLVi7FsEnlp+RcLIZC2mPDlL6+yNI0/0Zhi2rmdHuI2PDhslljNNIVqQNesbOP3Hh3jmpVtkwEHTKlW/d9TgiV9ZKuR9dluvvk2tnMuq7mTJ/POvy6+kvZswAE5/voVWNtudvfj2292nvDmntt2s/M0uLBO9OhUwJE9VuhP61UeWgC43cfjKnnqVdesbCtSs2oVey01jjjOREW1qqyS2ghRkvHhqYADJscQF8d7ATgrEUQKxg1sz9hkFjc72/avEB0qrrf6Fc7r1a8oGo+w7WZnnGJYMNQSdARV9Rc4S7L2qOrHgTdUqqSqaVXdCKwEzheRc+rpqIi8V0S2ici2oaGhepoA8hUsSilRFSqrJEqosKTV/XhhfTfFE0dBQidVTtzOuypNRY9NKZ34QpPHxE3tQdPVq0XktFWkNlGLskquQsUCV2SZLpudbvYzTJwUK3BfgtSIclUludwsbSmrYK8ORzY32IBsLsD6sBcP8EuT11EXtdhsoRpQ1p+W8quLM9m5bj6y1cj67FK+2UKKzpdUqRKrvB8vfIIePebuu0uqDOb403qVh+Yotdir2328UL2q2jFBMyg1jvDnbPRXyl6zSmoAQVtcbaTDzrRTatygOWqWtShRZWfYSn0P5qltGtypJeiIi5NUsFNEtojI7wId1VZW1WHgV8DlBacOgBOGi4gX6AKKZGxU9Yuq2q+q/b29vTV0O59cBYtSSlSFyir+EiosHnE/XljfTfHEUZCQSZUTt/OuSlPBnimlk2Rk8pi6qT2Ip3q1iJy2itQmalFWyVWoWOCKLNNls9PNTgYRYDnuU9q+sSN1J5G/EHV2uF/pry3oiPudACgYG6zrullCXuH0kMckk9dJLTZbqAaU9ael/OrxjA6pm49sNbI+u5RvttGi8yVVqtQu78cLVxIHe9x9d0mVwRx/Wq/y0BylFnt1u48XqldVOyZoBqXGEQmmgoFS9ppVUgOIWupqI+NWpp1S44bcvNFalKg0E8SV+h7MU9s0uFNL0HE90A58ENgEvBO4plwFEekVke7M30HgtcDzBcXuzGnnSuCXM5XPAfkKFm5KVHds6ixSVlkekCIVltvPDfPN/dXVd1M8uZp+wgQmVU6u5FzexgDXcCFvY4B3cL6r0hQb3u0onWy4Fl68K7Me84PE/AHSsRPoxFE0NsKExogGguimLUWqVHZ7b0GbU225qk3svc+5bm6d/uucJx+xkSmnklsn2OO0ueFao0zRYrzIIH2E8buldKmNb7z+oGNnzMfKQAJvhXt0MGURzd2rw9eFjdVw0AHOEquHh1OMp5r/dHI+U6gG9NX9Mb5/Xpiv7o9x67p8v/jl9R185qVoSR852yjKOHGGmWCceI6Mh0PWZ+f65vewmfdzKe/kAuKkuIrzeJx9vIn1dBHk7sB+Jgbe5+Kv78Xu3+LuxzdtcQZduec2bQGrzVnvnns8uATO/aNif4rAxFHHF/tD9SkPLQDc7uMB0Tz1qq/ujxWpWbWCvULpcUQfHbyfS3k/l9JLB+/kgpJKal0E8QW60QIbSQ9cxwMBZ6boWX+0aNzApi3gz7EhNyWq/g9CsLe43t57ndd773Ve59XZ4iSTGxYMNatXiUgnTo54xUWiIrIe+CqQld24TVU/KSKfBLap6p0i0gZ8HTgXOA5craovlWt32tSr0oqF8lLUBoRIWjm13eK0UHHSWMq2ORRXErbzxCRkKWO2uKpflVOvSpPGk6M6McIECsRI5SV/Oc4kDGo7+Rp2irQoMdLYAh0EETtJ2rL4X/9hLhpvI5STwDgx8D6+HT7EOns5A/HujFqExUjAT8yy6YnbjsKK5cXCg9hJd+WISfWqjKqK2s7PM9+GwcdLJzNOqlHkKGPNrjJFLk2/Y7SKetU4Mf6JX3AeqziHFUXnG1WuuuTJVazwxfnb1YfKljsUivPckglevW85HUln6v/MF7/MaMfJPHvGH9V83Vy2Dqf48x0T/GSgk8t656T2ZdPtFRpQr0ooCdtRq0qpgkLQA2kVAp7mqwGVSsjtI5yX46QoEyQYJeYq9nEVm0iSxoeFDy8CxDRBIB5lke3HyjwZtkWI+wMEEo6q1eQ1RKYGXPERx0faKdj1Yzj2HFz4546yT0Z50HkiLEz5Uw+kovDwZ/OTxjuWQyIy22pATbfZauy18D6+zA/7Y0pMJ3XBCFvgtaTiPb0ZFI4j2vAwRKQocbwD/+QMiCAcI4IfDwnSLKadxRpE4uOTNpJVr0qTJmBbBOJRRNNTwh7icewod1aiUCUzEHbsMj6ao14Vdmw0WyZXkc3yZtSrmjbT0Rof6gKjFvWqfpxk8nDm9QjwblXdXqqOqj6JE0wUHv9Yzt8x4C019LlhLBGWBYTDcZsLvXzXZgAAIABJREFUHxjJW8O5Jmjx0MXdLCvYd8NrWazKn7V02+GgJILQUaCNPU6cr/Iwl3EWP+XZogSxa9lMhwSItrVzK/fnrdXsIsjvM8C32MrvxU4htDU/Qat96xd43eYtfLntGR5sD/J6zuHbTOXwd7UFnfbL6XXDlBJWltgI3P+p4kTFzR+dKldYx9Ay7OE4AMvKLK2C+pSrEjb8OuZjc0flpNX2pDMgG/elJoOOuL+b9mmY6Tgn7MErTl7HHA065gxZX5qH2Lzy4VJ+tfkKSqUScgv9oSAocBvbuYyzXBPKL+MsbsO5BXYR5DI5i1vbHqeLKf/qwVkiQFuxUtzUxbzw0N/nr3l/6P85fjVUQlclNjIVcIC7LzbkUXgfPxy3edUj7ra6pq35tlpI4ThimAnXxPFruJDPcQ9XsSlvbAGOnV4rm+nIsREBOrK5IfHj8MDf5dtisAcu/gvIFRdxu897LGgvsFdvgQ+uQ6DEMH+o5Vv1JeD9qrpWVdcCH8AJQuYshYmQMLtJY5WSFdOZJxWlEsgkk8xYKoExmxhWmGxW2H5NLLBExfnGHo7jw2Jxwd4cWRpRrtod85FGyipXZWnPbBAY8U2tNU74u53lVQ2urgx6hLM6PPzqWOV+GKafZvvVSpTyp27+sJKPzk3QzX1ds3+tx68aX9wwrW6rlciK0eSSFamB0onlZW2zlICNsSvDNFBL0JFW1XuzL1T1Phz53DlLYSIkzG7SWKVkRU8mUCiVQKaZZMZSCYzZxLDCZLPC9mtigSUqzjf2cIxewlglZpb944dJ++pUroo5T7SqCTp8toU3LUTykskX4bET+JONyeYCbOz0sH0kzUjSrlzYMK00269WopQ/dfOHlXx0boJu7uua/Ws9ftX44oZpdVutRFaMJpesSA2UTiwva5ulBGyMXRmmgVqCjntE5N9E5DdE5FIR+TzwPyJynoicN1MdnEkKEyFnO2ksN1kxm4wIUwli2bwPtwSyK1jPA7zk/A4MESlIYJwYeB93B/ZPtrWY9pLt14RbAplJVJwTTJBgiHGWUjpxzzd2pK6lVeAoVwGsriLoAGe2Y9znomAVnY5kci828L/HjYrVbNNsv1qJUgm5bv6wnI8uTNC9gvXcz676/Gs9ftX44oZpdVutRAd+rmJTkV3uywiAPs6+ovMVbTPQWSxiYBK+DdNE1YnkIvKrMqdVVV89PV2qzHQm5RYmQs520phqGjs+itgpbMtDJBDAQuiIJ5y9NywfBMKoyGQCmYWFoqSwCahFIB7DUkVUnQQuy+skKaaTYHmIB0IkLEefRVG8mUR2Z82yk5iWIp13vHyn3RLFp/rqmohuJ93Pzw5Nv4O0QiL5Dg7z3cw6dNfAQ21W/+QvifaeydjazTW3//4X+3horI3bTt9dVflneiKMBtK8dp+T0O5PjHDWi7ey45R3cmjpJTVfP5eErbxp+xjvW93GP59VtbJ3q9B0e4XGbLbZfrUSbsIebknkSdIoiuXIbZDCnnwdwkeEJDY2VubZsqVKWzzmJIyLBQginuoSaNPJ/CTcQCd4fPllCv2pP1Q6aXx2fW/TP9x67bXVbTUXt/t1mjTjJLBRZ+yAP88uQ+qF+Dhip1DLixUIY0mFWQs3W7Q8+fbkZtNilbDPMjbYvDFCa37I85yq58tU9VUz2ZFm4ZoIOVuojYwdxJPZ2dMK9uAfeD9i+ZCHb8xTJJHwCjokgI3NEca4je10qJ+3jS3H+/wP4ZTXTu0anpXBff52iI/g79/C3eFhdlvHJ5/wZQOOalRcisgmkKkNYwemdiYtVLKqdN4wq+zhOB6EJSW21/FGT2Clk3XL5e6I+qtaWpWlPWVxJJQgLYpHhYQvjC0WwdiRuq6fi98Szu4w+3U0i6b61SpwE/bIoijHiTBGjDty1KpyfWOu7+wgwGs4g516hFePdeDZelOOH343HHkSVlw4tRtz9slxeOVU4GGnYPzA1C7kbmVq8afG91ZNq9tqFrf79Ts4nwTpIvWqe3iBFxjkDO3jyrG+PJtMD1yHhlc6wbDrhWyIHM63nQtucGw099imLfDCHVMqluf/iVNm2786Zfo2whlX5Nu0m9KlsdMFRdWfqogsFZFbReTHmddnici1M9e1BUB8bOrLBhA9RnDr52mLHC9WJIk7ikBjxCcdzOviK2nf+gVYfclUwJGt88St8LLXO8HMtpu5LH7SpEpLBGdgWErFJXu+nv7n9rXiecOs8muOsYQOPCW+9o0oV6UVdsV8rAnEKxfOEEx6QCDizQQGYpHwdU/LXh3gLLF6YizN0YTJ6zBUT4QEx5mYDDig2Dfm+s7NnModPMnmeM7gDjJ++Euw+hVTAUf2+LabnSfJWeKjU4OzkmVq8KfG98473O7Xx0uoV2109lvm4nhvkU16tt7kyPCXws12IoPFx7bf7Iw9sq8nhqYCDnDOFdp0oQ0aO11w1BJKfgX4KXBS5vULwIemu0MLilLqI4VJvDnKEWnsSQczqVrlC7m34wtN/u3NqHFUo4pVtepKJfUUo67SMsRJcoTRivkcUJ9y1f64l7haNc90AEQK8jqmI6cDnGRygHvMbIehBlKk8eOpWlEwqxDkt9Xd34lV2Q9WoxhUiz81vnfe4Xa/LmWnWRW1UsqWUqsqmjdQfozhVqbUuKRemzbMC2oJOpao6m04++egqimoR3PVMEkp9ZFUvPhYZordgzWZFDapWpWMuLeTjEz+ncqocVSjilW16kol9RSjrtIy7OMECvSVCTr840caVq5aW0vQkdmroyjoiA/l73JfJ2eGPAQtZ78Og6FavJlN1KpVFMwqBCUscfd3alf2g9UoBtXiT43vnXe43a9L2WlWRa2UsqXWqoqWipcfY7iVKTUuqdemDfOCWoKOiIj0gCMALSIXAo1rWy5kXNRHogPvJxZaXFKRJExgUo3i7sB+JgbeB3vvc9YO59bZcC28eBcEe7D7t/DTwMGqVLFqUl2ppJ5i1FVahj0cRxB6S+RzAPjGDjesXFVL0OFVwZcWxnP26nBkc5MEEo27Fq8lrA97+dlRs1+HoXpC+FlMO1dUqSh4P7sc5arAIOmB6wr88Lth773O+vdyakDVKAbV4k+N7513uN2vF9Puql6VVVV7IDBUZJPpgeuwyilRudlOqK/42KYtztgj+7q9F/o/OFVm733FNl1og8ZOFxy1qFedB9wEnAM8DfQCV2Z2HZ9VWkEJqBy1KEIVqldNBAL4bYtAfGJSOUIDYcTjy2nTQnGmW31qEYrHEbWdTdWy6lUI2ElUPCQCIWIeu6RKSzkVl8pvNlfJyltGvarE+dmh6VmCzbbZL/EAMZK8nnPcC0wqV53B2NralaM+/FIvdw+3c8cZL9VUb/vSUbzqZfOhpQB0jO/hZXu/x+Nn/QnDXWfU3I9Cbj8U53N74+z+jUWsba9jX5rm0HR7hebbbDOwsRkjjo2NByujVaUIgoVkVKuKlf+csjYelYx6VQrJPNMTEdTX7qj4ZNWALD9ix/PVeuyUk8NRTuGqFn86u7636TY7H+y10tgh1z4tLMI44jLl1Ks61AfxsRz1KkdlquwYxc0WbdtRq8rasD8EyYkS6lWZY+XU1SbfdNPGCE232YVILXNYpwK/BawC3gxcUGP9BUEtilCKMigRvtP22GTZd9nnExg/ghSomIyGl/AV65HiNkUgEChWgMioV0l8hMDA9QRKqEGUU3GpiqySVb3nDTNOkjQHGeblLCtZxhsdzihX1Z7PAc5Mxxp/7TMKwZSHE205Mx0BZ6alPXp4WoKOgW4v7I1z99Ek7109Z4IOQxPIVQbM+tm3cC5JbH7AE67+vMh3CsX+uG8jnH4FkqtelaMuOKnWY3mh0vevFn9qfO+cotLYQVGGGC9Sr0ph5x3LVa/qIsjV0k9fW/fk+KPiGEVtGD+UP544/waw4/lKVJu2OHZbKOtcaHOVbNDY6YKilnDyo6o6CiwCXgV8HvjCjPRqDlOLIpRb2WB8YirgACfpa9vNBOMTpdt0U4DIUa8yahALmwMMY6MVksgPA/UpV6nCzpivpqVVWdqTFnGvTUqcHI6kN0za8tMePVxzW26sbrPo8wt3myVWhgrkKgOC42cjJCcDjuyxigp/hf549SVTAQcY/2xwpdLYoZR6VeGxXPUqN3utOEZxG09MDBYrUW0vUFczGKqglqAjmzT+BuDfVfVHUM+W1vObWhSh3Mp6SiigeOz8ZXB5bZZSgMhRrzJqEAuXPZndafsovU52MuioY6bjSNLDWNpTk3JVllAmmXzMn5XNFWKBxbRHD9XclhsiQn+Xl58fTZKyq1tKaliY5CoDZqmkYuVKoT+uQl3Q+GdDpbFDPepVhW1Uc52a1KvUaAkZaqOWoOOAiPwb8FbgLhEJ1Fh/QVCLIpRb2XQJBZS0lb80K6/NUgoQOepVRg1i4bKH4yyiHX+Z1ZD+scOk/R31KVdlkshr2aMjy2TQkZdMvpjQxIGa2yrFQJeXkZTyyIgZ2BlKk6sMmKWSipUrhf64CnVB458NlcYO9ahXFbZRzXVqUq8qtcGgwVCCWoKGq3D26bhMVYeBxcCfzUiv5jDVKEIpyngmGeytBcoTE4EgWqD4oP1biAbaJ8udoX28L7aR0MQYxEacZK1CBYgc9aqmqkGo7fRx4qjzexqkUA3Vk8ZmPyfKLq0C8I8eJNleXz7HzpjzVK2e5VXBlIWlOTMdQCzQQyA5ijcVKVOzes7r8mIBdw+ZJVYLnazvHWaCceIoU7NfucqAK+jmbQywhBBv4bwify7g2gZQrMiz9z60UL3KzT/PtK80vrilCeHnHZzP2xjgGi7kbQzwDs7PU0y7hgt4P5dO/iylo2i88XbtZ0kszQcn1vOe2DreqQN544+KYxQ3Ran2vmIlqk0F6mrVYGxwwVP14xVVnQC+n/P6EDA9ayDmEYLQR5hr2eyqCFWYxHU6ffwfLkCBY0S4x3qJzeG1dF7853hsJW0J0UA7Yauda9kMmqZ97CjW1r+bSugauB46lsPmj2YUIDyABee9v5mKUY5DKUxwzyZNNqM/C5CDjJDCZmmZpVXYKXzjQ0SWr6vrGi9E/XRYaXq8tU+1C0J70lMUdICTTD4aPrWuPuXS6RXO7PDw06NJPn56w80Z5iiVEmgtLJYS5t1czHhOfsfp9PFOLsBC8GIRJ8V/cH9poRCxHB836Y+94GtHL/4I2Bl1QfEguf4ZZtZXGl88J0hhcxdP59lWFkWJksoTOriKTfTRMTne8KlFcGwIyXzO3cEedOB6JBwCceyz0hjF1X4DYcd2L/rIlHpVoLM4ibwcxgYNmOVRM0JW1aSLdjoI5KlWFSZxvcAgX+NhjhHh22zlDJbyTWs7nw5u5W9D2/h0cCtfsR5hgiQdBOiIJ7G2/mt+QtfWGx1ZurYuaO+Btm5o68z83dW8L7RbQppJmpxV9nIcKL8poG98CNE0qfaekmXK8ULUz5pAIntPq5lQ0spbXhULODMuoYnpe6axqcvDI8MpTiTNk7WFSjUiHxYWguQllL/AIF/nYbx4AOEbPFI5sTyryJPxweLxIcEeJNSHBBcjOecmZUZn0lcaX9zyVLJPN6GD29jOOInJ8UZ7PD4ZcACOEI3L51xujOIUyLdfxHICjPbMnh3tPbUFHGBs0ACYoGPWKZXE5c+spwziqz3Jq1UTEedSX+cpezhGF8G8xMJC/GPO4L7eoGNH1F/X0qosoYSHqC89qWCV8HWRFi/t0YN1t1nIQJcXG/jFUbM7+UKlWpGPcuVqEQqpiZn2lcYXtzyVbMtN6GCEKDY5D1Ja+XNu5b4ZZg0TdMwypZK4EhnHEiVZe5JXqyYizqW+zkNslL2cKL+0CvCPHkLFIlWHVvrRpIfjKQ8n15FEnsVNwSoe6JnWmY6zOjx0eOAuk9exYKlW5KNcuVqEQmpipn2l8cUtTyXbchM66CKIlTuMa+XPuZX7Zpg1TNAxy5RK4lqMkyh+P7u4gvW1JXk1M1G8HHOpr/OQI4ySIFV2aRWAb+wQqeCiTC5QbeyIOjMoJ7c1MNPhomAVC/QQmthfd5uFeEQ4v9vLDwcTpNVI5y5EqhH5qFSu2jZqZqZ9pfHFLU8l28oVOsiev4pNhHM3qGzlz7mV+2aYNWY0xBSRVcDXgKWAAl9U1RsLyvwGcAewO3Po+6r6yZnsV8Oo7axDtJNO9B4IoyJESJAijbcwMSsHQeilg3dxETY2FhY+LFRtPhA/F8kkgr8ncDFJsatO8lIUO3Zi8pgV6ERKydm59H9G8j5KJaSZpLFZYU8mn6OamY5kR19d13ghI5d7cgPLq4IpC8uGkUACxp1j0bY+Fo88iz8xQsI/PbvVbl7k45fHUjx4IsUli2tcj2xoeRQt64MrJtDmtOEoBV2IolhYhHPWvWfbQNME43EsO4FYo3m+LduO2Gna41Gw04jldZJv3Z7suvlKf2j6/LTxxS2Pm30G8TJKjDQ2Hix6CeWNHbJ2OU7csXvxEAqfhOR8zhroICLJ8mOTwjGBP+TkiebaHlQuU86ejA0amOGgA0gBN6jqoyISBraLyM9U9dmCcveq6htnuC/Tg4sCgw5cz4lwN1+XraUVTbLVUYYYz1NQuUo30j02jHfr5yfbbC+n6pBN8sq2qWnssf14tt40WT89cB1WeGVx4DHbChIFfTXMHns5RgcBQpTee8NKTOCNjRDtO7Oua+zIKFct8da/LlcQOhIeRnIUrCbanCCoI7KP49MUdFzQ5cUrcMeRhAk65hmVlKmyZBNoy7XxK3ZwASdzJ0+6tiUIHeqDsUFXP6oiDDLGU/Y+Xj0WQrI7OQd7HNnR8MrSgUfWV86Enza+uOXJtU8bmyOMFalVLSU8uaTK1e6ln762TgSp7ntRaGt9G+GMK6Z2IA/2wAU3OIFCrj32b4Edd8Dg49Xbp7HBBc+MhpiqekhVH838PQY8B6yYyWvOOC4KDLL1RuLxE5UVTXBXqCA+TjAbcGTarEXVwY6PTgUcmfqerTdhx0er6r9RkJh/KMoejlec5fBlksiThWttq2RH1M/JbfUrV2UJJ72MBhKTex5E23oB6IjsbazhHEJe4dxOL3cciaNmidW8ohplqmrb2MiqyYCjZFtl/Gi2nVfEe7GyA7dsmW03g5tfLsT46QVPKbWqMaby5yrZfVXfi0JbW33JVMABzu/IYLE9brvZKZt9bezTUAWzNq8lImuBc4GHXU5fJCJPiMiPReTsEvXfKyLbRGTb0NDQDPa0AiUUGNrs/FFXKUUTN4WKoC2NqTrYKdf64lbfKEjMGs202aOMEyVZMZ/DP3YYgFSo9o0BVZ2gY42/8eTsjoSHlKVMZGZMbE+AmL+bcGRfw23ncvEiLzsnbJ6PNKg2NE9pGT9bI9OhKpVto6KCIJT1o9l2vLbW72uNn66KuWqv1VCNWlUlu6/qe1Foa75Qse15A+726Avlvzb2aajArAQdItIBfA/4kKoWPuZ5FFijqhuAm4AfuLWhql9U1X5V7e/t7Z3ZDpejhAJDzMp/clpK0cRNoSJqaWOqDpbXtb661TcKErNGM2321zg3iGWVgo6Rg9jeNuzcm0eVHE15OJHycHJb/cpVWcIJ57syEshNJu+d1pkOgM3djp3ffsioWLnRMn62RqZDVSrbRkUFQSjrR7PtpCyp39caP10Vc9Veq6EatapKdl/V96LQ1pKRYttLxd3tMRnJf23s01CBGQ86RMSHE3B8U1W/X3heVUdVdTzz912AT0SWzHS/6sZFgUEHricQWFSVoombQgWBDqID769b1cEKdJIeuC6vfnrgOqyAy4DTKEgsCHZn8jlKrV/P4h/ZRzK0hHrWR+2YhiTyLKGEB1EYyZk1mQguJRg/ijc10XD7WXoDFhvCHr510Cyxmk9Mh6pUto3H2cebyikIQlk/mm3n3sAQdv+W/DL9W5xk8koYP73gqUatqpLdV/W9KLS1vfc5dppre6G+Ynvs3+KUzb429mmoApnJG6+ICPBV4LiqfqhEmWXAEVVVETkfuB1n5qNkx/r7+3Xbtm0z0udqUE07+RI5SlGIRYRESVWUXNKkGSOOjWIhBPCQnlRCSSN1KJVk+yR2Cq1avWrBKEg0mHHQOLNps4ryD/yMFXSzmVNLlpN0ktU/+UsiyzcwvvqCmq9z6+FO/mpvL/91+i6W+BpfrvTw8hFCKT8XHnaSyMPjv+bUvd/niZd/iBPdL2+4/Sx3Hknwz7+O8ejmbs7tasknc023V2i+n62VrGJUoQ8up2qVe04yRxXwIqRQFK1C8afYj2bbtew0wWrUq1zf0Jzy00232blmr27Y2IwRn1SrCuFjnMTkWCFMoGj2rpTdV3veKVRga5PKVDm2B5XLtK59utF0m12IzPQddzPwTuApEXk8c+wvgNUAqnoLcCXwPhFJAVHg6nIBR7NRlEGJ8J22x4rUICo9VQbHqQwyXqxIIWGstva6+yXiwdO2qMrCRkFiPnOYUWIkWV7F/hyiNslQfcsSno0G6PKk6fFOT35EOOHleNBJJheESHA5itA19uK0Bh2XLvZy0x741sF4qwYdhjpwU6Yqp94DFJ17E+t5mN28ijNc1QfzL1jaj072xQKCdfp146cXFKXUqu7hBV5gsC5FtmrOO4VcbM3N9qopYzCUYabVq+5TVVHV9aq6MfNzl6rekgk4UNWbVfVsVd2gqheq6gMz2adGaVQlpRpFCoOhEabyOcrfEALDzuZ7qVB9qxmfigQ4vS3WsHJVlq64l4THzksmj7b10TW6c3oukL2Oz+L8Li/fPhg3GwXOc8r5a7dzd/IkG1lVs/KVwdAopcYGG1k1+drYpWGuM6fmwlqBRlVSqlGkMBgaYTdH6SJIe4X17P6R/aS9baTrWIebsOH5qJ/Tg9MXLHfGnWUDJ3J2Nx9vX0Hn2EvuSmwN8JolPg7EbX55NFm5sGHOUs5flzqXVa+qRfnKYGiUUmODIL6818YuDXMZE3TUSKMqKdUoUhgM9ZLGZi/HK6pWgRN0pEK9dSeRJ1U4vS1WTzddCSU9eGw4EcjRoW9fgUeThCN7pu06AJcs8tLtFb6wd/r6b2g9yvnrUuey6lW1KF8ZDI1SamwQJZn32tilYS5jFjRnsFUZTChxWwlYQp9fsFwGY1k1iOy0/On0cRlnkSLNOPGyCeQwpUhRuG4zXEU+SDnKJUsaFg4HGSZBumLQIak4/rHDRJZvqOs6T0049nr6NMjlZrEQJ68jJ+gYb3f2Eu0e3clouHRSfK34LeG3en1891CCfdE0q4LmRj4dVOtHZ4sQft7B+RxnAj8eEqRZTPukek+uL8/N6biafgQYZqJs8rnxtfOPZtlwmAC/zwDDRCdttZsgv+B5oLQiW2HyeZiAeYhpaFlM0IHjZJ4aS3PF9lH2RG3WBC3u2NTJurCnyNkIQh9hrmUzik2EBF/j4aIkxVI3IUEI4uXtnJ+nlNLITatcsqS5GS4sXmQIoZp8jr2I2iTCy+u6zlORACErzUn+6V2e1BX3srczRlpsPGqR9rYTDSxh0fBz7F1x+bRe601L/XznUIJ/2xvjb86ofZ8SQz61+NHZJIXNXTyd5xsh35dn1ass4I2sI06K/+D+qpLPja+dPzTThgXBRvNs9a3089usJ1VCeapU8vlSwibwMLQkxiqBwYROOhmAPVGbK7aPMphwTzLNqkEIFt8tSPyqlOgVIcFXeZjPcw+f4x4+zz18lYcbSg5rNLndMH/YySC9hAlUeJ7QduwlFEiGl9Z1naciAU5ri2NN8324K+5BBU7k7P0x2rGWrrEX8KSiZWrWzrKAxUXdXv59X4x42iSUN0qtfnQ2qOQbs768m3a6CBImCAjf4JGqk8+Nr50/NNOG3Wzru2xDgS7aM2OOfIdrhGkMcw0TdABxWyedTJY9UZu4Xd7R1JNU3mgi+my1aZh7jBLjMKOsoLti2cDx3aRCS1Bv7cv6UgrPTHMSeZbumA8Ujganci1Gw6diqU3P8NPTfr03L/MzmFD+Y5/J7WiUev3oTDLdPtr42vlNM224HtsywjSGuYYJOoCAJawJ5v8r1gQtAhUe49aTVN5oIvpstWmYe7zIIAArqbBfi50mMLyHRHhZXdfZFfURsy1Om8Yk8ixeFcIJD0dz2o4El5PwdtA39PC0X+/cTg/rwh7+fleUmJntaIh6/ehMMt0+2vja+U0zbbge2zLCNIa5hrFMoM8v3LGpc9LZZNdx9vnLO5psUnn2S18q0avROpWYiTYNc48XGCSEn+6Cm1Ah/pH9WOlk3fkcj0faADhjGpPIc1kU83KiLUFKMk/rxOJE15ksHnkGf2JkWq8lIlyzIsCBuG1mOxqkXj86k0y3jza+dn7TTBuux7aywjS5daZDmMZgmClMIjlgibAu7OGhi7trUqzITURMl0j0mo46AKpp7Pgo2CmwvFiBTkQ8k0oqQXy8i4tQ1CiqLEBiJNnFIKeztOLnHjzqbLaXrDPoeGS8jbCVZk1gZtaxL4r52NsV53hbnL6oczM9tmg9fce2seLwr9i9+nem9XrndXpYH/bwd7smuGZlgLDXPIuph3r96ExSr4/upYN3cRE2NlZGEShbpzD5XHDW47u2qzbEx8BOguWDQNjZ/dnQkjTThivZnWt/sVhKuKhO7kxHqbGDwdAMTNCRwRJhWaB2x5JNRJzJOqpp7LH9eLbeBNFjEOwhPXAdEl7BkEwUKal0ETQBxwLjBY6QRllLT8Wy7YefJtHRh+1vr+taW8faOLs9Ou1J5Fm64l5EYSgYmww6Ev5uRsKnseLQLzmw7FUk/OXVuWpBRPijVQE+8OwEn9gZ5R9fbpSs6qVePzqT1OxvUYYYL6lQJQgh/JVVrNSGsQOw9cZJv83A9RBeYQKPFqZZNlzJ7kphuSyxmmyzxNjBCq80gYehKRjPNwew46NTTgMgegzP1puw42NGScXKgs9ZAAAgAElEQVQAwDMcIoSfJXSULeeJjhAY2U980dq6rnM8abEz5md9+/QqSeXiVaE75uVIwTUO9l2CpUlO3/V1Z0A3jZwV9vL6Xh//8usoT49N7+7nhrlFNQpVValYxcemAg5wfm+90TluMBQwE8popccOo9PRZYOhZkzQMRewU1NOI0v0GGKnjJKKgQkS7GKINfRUnOFqP/IMQN1Bx8PjTj7H+vaZzX9YEvUx7k8R8U7tA5IILOLg0ktZMvwUZ+/4N0ITB/CkonjSMUdOVxtLBH/vqgAhj/BHT42TaqLikqG5VKMiVJXSkJ109dvYJqg1FDMjymhlxg4GQzMwy6vmApbXmZrPdR7BHtTy0kUwz1EZJZWFx1McwEY5hSUVy7YfeZpUWxepYAWFqxLcO9JOm9icFZy5mQ5wgo6dRDncHuXUUd/k8aOLNiJqs3zwPnpPPJ5XJ+lpZ6hnE79e9dt1Lb/q8llsWdPG3+2K8re7ovz1afUtPzPMbbIqQuX8ajVlsHyufhvL3HYNxVRlU7VSZuxgMDQDM9MxB7ACnaQHrnOcB0ytywyEjZLKAkdRHmUvS+hgMeVzETzREdqGdhJbfArUmRh5z2iQjaEovhn2HMGUh1DC4nCoILgRYahnE8++7Fr2nnQZB5ZeyoG+V3Bg6SsZ61jLsqEH6H/iU3RE9tV13dcu8fHaHh+f3DnBfcend7d1w9ygGhWhqpSGAmEnhyPHbzNwvXPcYChgJpTRSo8dOqejywZDzZhwdw4g4sEKryS9+S8RO4XmKFDUo4RlmD/sZ5ghxrmIUyqW7dj3CIIS7Tuzrmvti3t5Kebn9UuH66pfK0uifvZ0xoh50rSl85/2pXwdHO8+u6jOYE8/J+/7AeufvZFtG/6KhL/yRomFXL+2jWfH07zl0VG2bu5mZdDMHC4kqlG8qkoVSywnaXzzRyeVg4x6laEU9Spblm2zzNjBYGgGxvvNEUQ8eNoWYbX34mlbNOk0ssosXbTTUUFezzD/eJjd+PBUVK2SdILOX99HrHs16bb6lJ/uPuEsN7ooHKmrfq0sG/eDwIGO6q8Xa1vCS6t/F48d4+wXvojYta+HDnmFT50eZDSl/M72USbMpoELjmr8alW+Vyxo64L2Hue3CTgMZZiJ+3mpsYPB0AyMBzQY5ijHiPAchziDpfgqrPsN774PTyJC5KRz677ej090sDYQZ3VgdpYdhVIewnEP+2oIOgDigR72LX8tXWO7WHn4F3Vd++R2D3/1siCPjqa5+rFRkiax3GAwGAyGhjBBh8EwR3mQl7AQXs6ysuU80WG6d/6C2KI1JDvr2xDwaNLDg2NtvDI8Xlf9elkW8TMaSDLqq002crjrTEY6TmHtvv8mED9R17UvWuTj+rVt/Pdgknc9OY7doDqWwWAwGAwLGRN0GAxzkGOM8zj7OJU+guUSDe00vY99C9RmbM3muq93+9EObITf7JrdPQaWRfxYNrxUx3UPLHsVojan/vo/677+FUv9/OHKAN86GOcDz0RQE3gYDAaDwVAXMxp0iMgqEfmViDwrIs+IyPUuZURE/lVEXhSRJ0XkvJns03SjKOPEGWaCceIoZlBimHl+zvN4sNjAitKFVFn8zA9oO/4Soye/gnRbfYolqvDNoU7OCUY5uW12N5702RbLIn72d0SIW7XlZyT8XRxZMkDf8e0sGn6u7j78/kl+rl7u55a9MT74bMTMeMxhjL82tDLGPg3znZlWr0oBN6jqoyISBraLyM9U9dmcMr8FnJb5uQD4QuZ3y6Mog0ztCp6VuOsjbBK6DTPGLobYwRE2srL0LIcq3c//mM49DzK+fCOx3tPrvt4vRtp5MebnL1YcrruNRlg12sbBcILdXWOceaI2NarBngEWjTzHabu/zdYNH6tLn15EeO+qAGmFm/fEiNvKLed0YNUpO2xoDsZfG1oZY5+GhcCMznSo6iFVfTTz9xjwHBQ9mr0C+Jo6PAR0i0h9C89nmQiJSQcBzu6h32EbEWb3abBh4RAjyX/zJF0EOZuT3Aupsui5H9K965dM9J3F+Or6Y3hb4bMHFrHcl+S1XaN1t9MIoZSH3oiPXV1jxDy1zXao5eXA0lfRHjvCykM/r7sPIsL7Vgd4+0l+/n1fnHc9OW6Sy+cYxl8bWhljn4aFwKzldIjIWuBc4OGCUyuA3J289lMcmCAi7xWRbSKybWhoaKa6WRMp0nm7h4LjKNLULtNpmH9Mt80qyl08zRgxLuYUPG5fX7VZ9OyddL10D5Gl5zB68ivq3ggQ4BtDnTweaeMP+o7hbeLDtlOHg9iiPL+o9j1CxsInMxx+GWv3/4hA/HjdfRAR/nBVG+9eGeDrB+K8YesoI0m77vZakVb0s9OF8dfzj/lkr8Y+DQuBWQk6RKQD+B7wIVWt63Gpqn5RVftVtb+3t3d6O1gnXjyTu4dm6SKIp4J8qWFhMN02+yAv8TQH2cAqenHZ1dhOs+Tx79K1+14iy9YxtnYziPBi1Mcth7r4k5d6efuOZbxn51I+vreHHx4PMZwq7QIeGw/w8b09bApFuLxJsxxZ2lMeVo4F2BuOMBiMVq5QwMGll4LanLHra6CNBQrvXBHgz05u41fHk1zy4Ah7o/NnUNCKfna6MP56/jGf7NXYp2EhMONBh4j4cAKOb6rq912KHABW5bxemTnW8oTwczX9k44iuwYzVE5NyGCog8fYy895njUsZp3LsipJxenb+iU6DmxnbOUAJ1ZfzB3HO7js6RW84qnVfGLfEn423M7+uIcnI36+cqST97y4jLMfXcvvPncStxzqYmfUR1phNGXxlSOdXPn8SSzypPjoisONTJZMG6cMBwklPTzWe6zmZVYJfxcHl/0Gi0eeY9XBnzXcl9f3+fn0Ge3sjqbpv3+YHw+aJRCtjvHXhlbG2KdhITCjieQiIsCtwHOq+k8lit0JbBGR7+AkkI+o6qGZ7Nd0IQh9hLmWzaRJ48FDCL9J+jJMG4pyP7v4JTtYQReX8LIi+/JOHKN329fwjx5kaO2l/IdcwC1PdrM34WOVP8H1ywa5JDzOMn9qsk5K4bloGw+PhbhvrINP7FvCJ/blX3tD+wQfW3mYHl9rPMn3qHD20RDblo3ywPIjXHxoKW3p6p8CHuteR8f4Xk7Z+1/EAosZWjLQUH82dXn53NkhPvlilNdvG+UDa9r4m9Pb6fYZJfJWxPhrQytj7NOwEJhp9arNwDuBp0Tk8cyxvwBWA6jqLcBdwOuBF4EJ4A9muE/TiiB0EGh2NwzzkGNE+AlPs4ujrKWHzZyan8ehNh17H2Hxcz/EVuWWnrfw/x04j9G0h7ODUf521RCbw+N4XO5ZXoF17THWtcf4w6XHOJjw8likncNJHwGxWR+Ksi4Ya4kZjlw6kh42DHbwRN849550mPMGe+iJt1VXWYS9Ky7Dt3eCs3Z+iZ2piLPsqoE3uSbo4fNnh/ji3jhf2BPjtkNx/uLUdq5dFSDsNcFHq2H8taGVMfZpmO/MaNChqvdB+TBdnd22PjCT/TAY5goxkvyaYzzNQZ7jMF4szmctZ7B08omXJ3qCwKFnCO5+gHB0kEc9a7nSvpo9Jxbzys5x3tJzouaA4SR/ipP8zc3bqJZFcR/nHQnzzJII968YZFkkyJrRDnpiAbxafqCvlo+XVl3B2v0/4vTd36b32Hb2nfQ6TnSdiVq+uvoTsITr1rZxea+Pz++N8eHnIvz1zgl+Z6mfN/X5uXCRl5MCFtJqEZzBYDAYDLPITM90GAyGEjzJfl5kiDgpYiQZZoIx4gD48XIWy5DBThY/9QOG7QR+O8HS1HGWqLM79zZW8g/ydrb6zuTSrghv6N6dt4RqPtOZ8DJwqJO9nTH2h2McDkVBoT3lpT3pxWcLPttiw9HFRcsTbE+Al1b/LktOPEHf0UdY//zN2OJlIriMWGARz5/6B6R8oZr7dFrIwz+/PMRz42l+cCTBD44k+NoB5/Nc5BVWtFksb7Po8QltlnBul5cPrg1WaNVgMBgMhvKIyF3A76tq7RKPs4joHNxdV0SGgD1VFF0CHJ3h7sw28/E9wcy+r6OqevkMtV0VNdhsPbSqTZh+VU9un5purzDjNutGq38urUCr9QecPj3fbJutYK+t+H8rx1zq71zqK0z1tyX87EJjTgYd1SIi21S1v9n9mE7m43uC+fu+ZoNW/d+ZflVPK/ZptmnF/0Gr9anV+gOt2adC5kIfc5lL/Z1LfYXm9ldEQsBtOCqtHuBTwGcyx34LiOLMVrwoIr3ALWRyoHG2nLg/swXFTUA/oMAnVPV7IvJroF9Vj4rIO4APAn6cvfHen2nj1px6X1LVf57p91yIWV5lMBgMBoPBYDDMLJcDB1X1DQAi0oUTdIyo6joR+T/AvwBvBG4E/llV7xOR1cBPgZcDH82Wz7SxKPcCIvJy4K3AZlVNisjngbcDzwArVPWcTLnumX+7xZigw2AwGAwGg8FgmFmeAj4rIp8Bfqiq92YERr6dOf9tIDv78JvAWTkCJJ2ZWY7fBK7OHlTVEwXXeA2wCdiaqRsEBoH/Bk4RkZuAHwF3T+9bq475HnR8sdkdmAHm43uC+fu+ZoNW/d+ZflVPK/ZptmnF/0Gr9anV+gOt2adC5kIfc5lL/Z1LfYUm9ldVXxCR83C2ifgbEflF9lRuscxvC7hQVWO5bVShgijAV1X1I0UnRDYAlwF/DFwFvLvmN9Eg8zqnw2AwGAwGg8FgaDYichJwXFVjIvJG4A+BjcAtqvrpTC7GW1X1t0XkW8BjqvoPmbobVfVxEfk00KaqH8ocX6SqJ7I5HUAfcAfO8qpBEVkMhIEIkFDVURE5B/iGqm6c3f/A/J/pMBgMBoPBYDAYms064B9ExAaSwPuA24FFIvIkEAfelin7QeBzmeNe4H9xZij+JnP8aSANfAL4fvYCqvqsiPwVcLeIWJnrfAAnSf3LmWMARTMhs4GZ6TAYDAaDwWAwGGaZXNWpZvdlNii/fa/BYDAYDAaDwWAwNIiZ6TAYDAaDwWAwGAwzipnpMBgMBoPBYDAYDDOKCToMBoPBYDAYDAbDjGKCDoPBYDAYDAaDwTCjmKDDYDAYDAaDwWAwzCgm6DAYDAaDwWAwGOYQIvKuzIaDcwYTdBgMBoPBYDAYDHOLdwEm6DAYDAaDwWAwGOYr8bRetCeafmBXJL17TzT9QDytFzXapoiERORHIvKEiDwtIm8VkU0ico+IbBeRn4rIchG5EugHvikij4tIUEReIyKPichTIvIlEQlk2vy0iDwrIk+KyD9mjv22iDycKf9zEVnaaN+ren9mnw6DwWAwGAwGg6E64mm96Onx9J1vfnR0yZ6ozZqgxffO6zx6TofnTQGPPFhvuyLyZuByVX1P5nUX8GPgClUdEpG3Apep6rtF5H+AP1XVbSLSBuwEXqOqL4jI14BHga8DDwBnqqqKSLeqDovIImA4c+wPgZer6g2N/E+qwcx0GAwGg8FgMBgMVXI4YX82G3AA7InavPnR0SWHE/ZnG2z6KeC1IvIZEXkFsAo4B/iZiDwO/BWw0qXeGcBuVX0h8/qrwCuBESAG3CoivwdMZM6vBH4qIk8Bfwac3WC/q8IEHQaDwWAwGAwGQ5WkbJZnA44se6I2KZvljbSbCRrOwwk+/gZ4M/CMqm7M/KxT1dfV0F4KOB+4HXgj8JPMqZuAm1V1HfBHQFsj/a4WE3QYDAaDwWAwGAxV4rU4tCaYP4ReE7TwWhxqpN2MGtWEqn4D+AfgAqBXRC7KnPeJSHZWYgwIZ/7eAawVkZdlXr8TuEdEOoAuVb0L+DCwIXO+CziQ+fuaRvpcC3My6Lj88ssVMD/mp9qfpmNs1vzU8NMSGJs1PzX8NB1jr+anxp+GWOa3bvjeeZ1Hs4FHNqdjmd9qNC9iHfBIZinVXwMfA64EPiMiTwCPAxdnyn4FuCVTVoA/AP4zs2TKBm7BCUp+KCJPAvcBf5Kp+/FM2e3A0Qb7XDXe2bpQOUTkDOC7OYdOAT6mqv/iVv7o0Vn7/xgM04KxWcNcw9isYS5h7NUwmwQ88uA5HZ433XNh12dTNsu9FoeW+a0bGkkiB1DVnwI/dTn1Spey3wO+l3PoF8C5BcUO4SyvKqx7B3BH/T2tj5YIOlR1B7ARQEQ8OFM+/9XUThkMBoPBYDAYDC4EPPLgmqDn4solDVlacXnVa4Bdqrqn2R0xGAwGg8FgMBgMjdMSMx0FXA18u9mdMEwTakN8DOwkWD4IhEFaMdY15GE+N4PBYDBMJ+a+suBpqaBDRPzAm4CPuJx7L/BegNWrV89yzwx1oTaMHYCtN0L0GAR7YOB6CK9YEI5mztrsAv/cFjJz1mYNCxJjr3MIc18x0HrLq34LeFRVjxSeUNUvqmq/qvb39vY2oWuGmomPTTkYcH5vvdE5vgCYsza7wD+3hcx02mzCVj61c4IXxtPT1DuDIZ8562MXIua+YqD1go63YZZWzR/s5JSDyRI9BnaqOf0xVIf53AzTwI+HEnxs5wQ3PD/e7K4YDIZmY+4rBlpoeZWIhIDX4uyMaJgPWD7o2wirLwFfCJIR2HsfWC1jdgY3LJ8z9Z17gwj2TH1urbout1X7tUB5PjPDUbhrr8FgmAdU429zy4hV/r5imBFE5JPA/6rqz2us9xvAn6rqG6ezPy3zaatqBOhpdj8M04ivHU6/ArbfPLWGc9MW57ihdQmEnbW2hWtvA+HWXZfbqv1awGSDjaGECToMhnlFNf62sEzfRujfAttuLr6vGBpCRAQQVS1ytqr6sVnqg1dVK05bmbuxYeZIjE0FHOD83n6zc9zQuojl3Dw2fxRe/Y/O7+zNpFXX5bZqvxYwe6POTMfhuBJPN7wBsMFgaBWq8beFZQYfhx13wMV/UXxfmaOkSF80QvSB40R2jxB9IEX6okbaE5FPi8gHcl5/XET+VET+TES2isiTIvKJzLm1IrJDRL4GPA2sEpGviMjTIvKUiHw4U+4rInJl5u8BEXlARJ4QkUdEJCwibSLy5Uydx0TkVS79WiwiP8hc/yERWZ/Tv6+LyP3A16t5jy0z02GYR0xOqabMGs65iljQ1lV8vJp1uc1Y5mTWC7ccQ4mpQON4UlnukSb2xmAwTBsl/W0SYiPOb9XiMoOPg74D2uf+opYU6YuGGL/zNrYvGSFKF8G1V7Hpzl463uTFU++u5N8F/gX4XOb1VcBngM04u4oLcKeIvBLYC5wGXKOqD4nIJmCFqp4DICLduQ1n1GG/C7xVVbeKSCcQBa4HVFXXiciZwN0icnpBvz4BPKaqvyMirwa+RmZDb+As4BJVjVbzBuduiGloTbJTqvd/ynE8wQLnYtZwzm2y+R65FOZ7ZD//X/6Z83vsgHO8mf0yzDojqamg40TSLLEyGOYNpfyt2lO+f/zgvPbJERKfzQYcACNEuY3tSyIkPltvm6r6GNAnIieJyAbgBLAOeB3wGPAocCZOsAGwR1Ufyvz9EnCKiNwkIpcDowXNnwEcUtWtmWuNZpZDXQJ8I3PseWAPUBh0XEJmJkNVfwn0ZIIWgDurDTjABB2G6SZ3SnXXT2DTB6YcT7DHWdMZ6CzfhqF1yeZ75H6muetym7XMqVK/DLPOaMqmz+/MbgynzPIqg2He4OZv+6+DZ7495ft33gkbrp23PjmNvTwbcGQZIUoae3mDTf8ncCXwVpyZCQH+XlU3Zn5epqq3ZspGspVU9QSwAfgf4I+B/2iwH9USqVxkivkRchpah9xp1/33Ob/P/7DzZMTyOgHHPHnSsSDJzfewU5nPNGf5VLOWOVXql2HWGU0pp7R7GEykOZE0QYfBMG9w87eadpZPZRl+CZ6/HS7K7PU8z3yyB+tQF8G1uYFHF0E8WIcabPq7wL8DS4BLcWY6PiUi31TVcRFZASQLK4nIEiChqt8TkR1kZi9y2AEsF5GBzPKqMM7yqnuBtwO/zCyrWp0pm5ufki3zqYyq1VFVHXXy12vDjP4M00uh3Or+++DYc45zyuYIGGnTuU2pfA+oLLc7K5gBbrNJ2UokDUv9Fk+RZtgsrzIY5ikZfyveYt8fH3F8f6n7xRwmhP+Gq9iUm9PBVWw6GsJ/QyPtquozmYDggKoeAg6JyMuBBzOD/HHgHUDhrqsrgC+LTA6mPlLQbkJE3grcJCJBnIDjN4HPA18QkaeAFPAuVY0XBBQfB74kIk8CE8A19b4/E3QYppdycqtgpE3nO5U+/5nC2FVLMZZRq1oacG5cZqbDYJhHlPK3F9wAD392QUjievE82EvHm97FRZ9NYy/3YB0K4b+hgSTySVR1XcHrG4Eb/3/2zj1Orrq8/+/vmfveIWTJhRCSkAsJSSDZkJBYFBRRtEARsdAqCD/tS4VSiy1F2/qr9qc/+9NaBK1FEVFbBAENbRFE7g0kJITcCLlAEi4hySbA3mfndr6/P86cmXNmzlx2d2Z3Zvd5v177mplzn53v+Z7v832e5/N4bHq6Y5utwDKPY13teL8RWOVxnE977PckVqgWWut3gEs8tvnfnl+gCGJ0CJWlVJhLoZh/pydEqF/GKsxJ2lVN0Z02MiYFrN+9XyRzBWH8ULC//dsJFeLqx/dcK5HVY30d9YQYHcLQKRUeVSz8RqRNxx9e7WG0B/rSrmoKW7nq+IBCAQNidAhC/VDqGV+wv02NCzlcoXqI0SEMjZGGsdREzL9QMWolrEnaVU3RkzY6mvyKsAH9udHHgiDUJuX06dLfCsNk/Pq9hOowUklUkTYdX9RKJXBpVzWFbXREfBA2lIRXCUK9UE6fLv2tMEzELBWGxkjDWETadHxRK2FN0q5qCjucKmIowj7J6RCEuqGcPl36W2GYiNEhlIcd46k1rPgLq/BP1z5omw1zL7LWD3bndzyFYkMlubd+cf6myoD2M9z67O1ngFIwcKzyksjFYo2lXdUM0bSRETQUYUNJTocg1AsFQ6cC1jN+JLl75cjli6T+uEaMDqE0XjGeS6+FN5+Fk1bD1ju8Yz9rJd5fqBxev2nHdda6zi2WwTH/Ynj2G5X/zaU91Q1R0zY6JLxKEOoKL9nzlTdCvHtkfW85/bf08XkopaYB39NaXzbE/R4CrtRadxXZ5mvA01rr34/wMsumJn5FpVSbUuo+pdQupdTLSqmzS+8ljBpeMZ5b74B5l2QNDnu5M/azVuL9hcrh9Ztuug0WfxLO+7b1uum26vzm0p7qhmg6cTxkKEIG9CfF6BCEusAZOnXet61Xf2TkfW85/bf08Xlord/yMjiUUkWdBlrrC4sZHOlt/n40DQ6oHU/HLcDDWuvLlFJBoGGsL6juqKZL0kxAqBUWXQGBRkj0wysPgU4Vj/2slXh/oXIU+k21tqQSB46V/s1dbdUPGGDGS7dbaU91gx1eFTIg7FP0iadDEOqQ9H1rJkfe95bTf9dbH59KnE285zuYqakYvkMEW27EFxh2cUCl1P8F3tBafz/9+X9jVSC/Wmt9ulLqauBSoAnwKaU+DPwUq0jgbmAa8AWt9Sal1AGgI73tb4H/AVYDB4GLtdZRpdRPgf/SWt+nlFqBNRZvBGLA+4FJwM/TywCu01o/O9zvBzVgdCilWoFzgKvBKtUOxMfymuqOarskjSAsuMwdRrX0WmvAWEw2T2T1xh+lftNS6wuF6u26D2LdxduttKe6YdAOr1IQNuDdxBhfkCAI5eHVR6/665H3veX03wXHFL7hf59qkUqcTd/BB9l02wnp/9MpdFz3IE3TLxqB4XEP8C/A99OfLwf+jPT4OM0yYInW+h2l1JeAd7XWC5VSpwNb8GYucIXW+jNKqXuBjwG/sFemJ/vvAT6htd6olGoBokAncL7WelApNRe4G8uQGTa1EF41CzgK3KmUelEp9WOlVGOpnQQHI3FJ2gngA8esV23mr9fJ/DCqrXeA8hWXzRNZvfFHqd+01PpYL+x6wPKanX2T9brvd3DqhaXbrbSnuiFqWl4OpRRhn+R0CELd4DWeeOlu6Li+dN9bbDwRarZyQ1b8hdX3r/gL67PrGIY1CeU8z9JrqY2hag7xnu9kDA6wQ41PIN7zneEeUmv9ItCulJqmlFoKvAu8kbPZo1rrd9Lv3wP8Mr3vDmBbgUPv11rbBskLwCk56+cDh7TWG9PH6tFaJ4EA8COl1HbgV8DC4X43m1qYIvRjWW7Xa603KKVuAf4G+DvnRkqpzwKfBTj55JNH/SJrmuG6JEt5SOz1ycHCxy8mmzfBZfXGZZst5zc1/HD6J8EfgmTMPZOlUzD7fNj6E4en4xorZhiKt9sJ3p5Gg0q12WhKEzIUABFDJHOF6jAu+9ixxms80bkFFn+qeN9bTsSFmYQdP3evd507bnm9naHcu+6DZZ+v7nceDmZqaoGq7FNHeORfAZcBU7C8D7n0D+OYMcf7FBApc78vAkeApViW3+Awzu2iFp7WbwJvaq03pD/fh2WEuNBa36617tBad0yePHlUL7Dmsd2WTmy3pdfMg70s+k5xD4k94xHvsVSJOq6zZig6rrM+G/6sTGnDJOs1dwBYav04pq7abCmPl5Niv2msF157ChpOsPKAGk6wPju9F7bBAWmv2U/AF7Q+l3LZT+D2NBpUqs1GU5qgZXMQEslcoUrUVR9bSxTr7wuNJ0r1vV4ekl0PwGBX+jxdpSMyjIAVZrvpNnjuW9ZrrLs2Q2gN3yHvcZfv0AiPfA/wx1iGx69KbLsOKwQLpdRCYPEwz7kbmJrO60Ap1ZxOVG/F8oCYwCeBEce5jfkvqbU+rJR6Qyk1X2u9Gyt5ZedYX1dd4SVxt+IGCDbmzzysvNGabdh4C5zxv8pLBD+8BeZdBC983y2TGpQouHFBRXOCNExfCc9/N3us5V9wn8urzSUHJVxqHBE1rRodYEnmxkwwtcZQaoyvTBAmOKX6+2Cj9Xy3VQjLfd7nekjaZltebVs+ffWXS0dkFBrL1OIzIdhyIx3XOUT7SDcAACAASURBVHM6oOO6YwRbbhzJYbXWLymlmoGDWutDSqlTimz+A+AupdROYBfwEtA9jHPGlVKfAG5VSkWw8jk+kD7+/UqpTwEPMzwvi4sxNzrSXA/8ezqZZR/w6TG+nvqiUNiJ18xDf2fWvZnoLy8peMoZWYPDPs6m26zzSTG2+qdQTtBwfl8zld9WXvg+nH2z9blQMmGozTqfhEuNC6zwKuu9/RpNQWOtPHEEYaJSqr+P98Pute4Qp91rYcnVxZ8HuX37qRe6vdrxntKJ5PUUQusLPEfT9ItYfXPF1KtstNaLHe8PYKlTobX+KZZalc0g8KfpRO85wO+B19LbnpLe5pi9f3r5tx3vr3a83wisyrmUvcASx+ebhvWFHNTEIyCd4DKijPgJj1c1Zq/YTH8IJp0Gcz5kJYKv+it46ZdWzGZkkpUshrJmQ+xZh2I5HUL9U0mZwkIyytou3JAzk9V+hvVw0ynQ6XZXiw8YYUgMmppgxuiwvBtRU9OIeDoEYUwp1d+bCWs80JkjhFTqeWAnivd3WuOMUJsVYmuf65WH4IzPwJYflenFqIOQTF/gOSKTVo/hFTQATyilAoACPp9WgK1ZasLoEKqE16yyLwKnnOcOf+m4Hk7/E8vluv1nbunS5ulWLKZIlY5fKilFW0pG2d7m9E9C+HjAhPX/5HbjN58kbavOcSaS254OyesQhBpgpLLnxchNFLfl0Lv2pY8dLCwyAlKRfIhorXupswl7+RXrEa8kMDNpJYb3d1qvg+9CKgZn/w3MusDaLzLJisvMC5W6FVJx2PgvVufgTPBSBoTbRKp0POMlRbvyRkB7JxrmtrVUItseVcAyHJzHOusvrXZkJxPuvNdqa4Zhtb3csL1yE9qFmmUgRb6nQ4wOQag+pURBRip7XggvOfQjWy3D4+ybrNe9D1p9/3Pfsl43fAdi/Y7nybtSkXycI9OJ9YbXTMDKGy2jwR7A5RZcW34dzPmwtX8q5u1azZ1FcLpb6ynOUhg6eb9vAOLdsO4f82ebtAm9b7qTDJdfBwfXw/5HsoWkVt9s5Xf4ghDrcR9r6TVWfK8yvNvi4DtW8qHMctUtUVPT7Mv1dIzhBQnCRKAcT8FIZc8LnjtHDr39DEuA5vl/zu/7bc/HpNNg8G144bbyk82Fukae5PVGoeRw54xxqNUyQpZea8027FlrxWmClcfhKYfny1+Wm+AlUqXjF+fviy482xTryRoc9roXboOT/yD7+cDj2XBcMwWbvpcvkXvqhdYD0qstxnvyzyvUFe5E8mxOhyAIVaTcQsEjlT0vhDNx/OT35EdV2H2/zZwPZw0OyCabO5FQ7nGFjBzrjULJ4fayttmw4GNWXOVTX7Eqic4+3xrgrfs6oK3ZBlfFz2uy7+1XCZ+auBRLNDSTxT1lJ73Hksx97pvwxE2Wx8Rr+/Bx8OrDlpxublt85aH88wp1xaCJ5HQIwmhTEVEQh+z5k1+2XqevLGO3HDn0QKP3tQRbrPdWTQv3Nq88lD8+kbHIuELMx3rDK8krGcsuy5Wps2cXVt1kve89CK896ZbD2/cozPqAtSzYYh0r3CbejIlKsURCrbzX2XHDcz6UFSkA8IW8tw+2wrxLrMRCOxRL+WDHL7Kud+d5hboimnKoV/kkp0MQRoVKiIKUkj0vhDLc5y4kyR+ZBOd9O/08Sbq36dpnjUcyEusSyj3ekKd5veElOdo8DVZ+CfqPQKjFe3Yhka7psvdBWPypnPyPa+DN56x6HDoFWgYHE5piBZq0mV84avl18Poz1r4qZ+YqFc+XSTzjM+kH1HHu82oTFl4OM9+XjSVubJdZrjpk0HSoV6VVcqOiCSAI1aUSxfVKyZ4XY9nnId5r9d8aWPFF2OhQylx5o9X367TnJdiS/zyZf7EV8iWTTeMS+VXrDWcSmDatGMjnvuWWv20/w62xHZlkJWuBlVgeOs7aPxWHvrcsg+Oks7MeEkngndgUSzRUhiVpu/rL2XXBZis2d9b51v7OmavkIPjCOUmJwfwcIptcycUVN4zOdxYqhtaaaCobVhVOezokvEoQqkwlRF/KkT33PLc/v/8+889gzd9a3pNCAiVN093Pk1CLGBzjGBlR1iN2Epjykhy91QqTcsXJX2vFSmZmPZqySWSR42FqR35IliTwTmxyEw0hK8MY77fC7xrbrfbjC7i3dUrmomDz990yiZu/b8105Uo6lpsEKdQ0CQ0m2ZwOO8xKwqsEYRQYqehLqCVf9rzjOmtyqaicuQlbbnf33y/+m/W+mEBJYsB6jtjPEzE4xjXy69YzhZLG0NmZZQ00TIZln7NmGpyzHvasiC8sMnVCYYZSsMnwuz0h4N22om/ny+JWsjK6MGbYxoVtbIQN8XQIQt2Q24fb3uz+w8WfAYVERsx0WFbB/j1R/e8k1Azi6ahn7KQxJ5FJ0Hc4O7O861dWXQXnrISzeFCsN5vsm3scmXEQYGQeCOXLFqe0KSSLW6g9SzusKwbTXU0wR71KcjoEoU4w/G7vQ2Ig/xmw6wGr2Kvt+TCCxftvO9E8d72EcE8o5NeuZ7wqh3ZcbyWLg1s+94mbLMnc3oNWwvm6r8Pjf2W9xrutBC+RqRO8GIoHwkxaRu6z37Da3HPfhOmrsoZHMVnc4VbCFWoK29NhGxs+pfAr8XQIQt2S+wxom21J8T/7jfLHEcrIl0hf/oXC+X3CuESmEGuRVMIqwqbTyVdKoc0kpuFjIBRCKR+NBFGupLFEWhVCw9yLLMPDSz534y1W6FXusjV/m5/MJTMQAlhtsP0Mq9hToNF6SIRa0yon77gT/2I9sHutW5J5z1o4/U/hlPOsffc/6i2LW4kkSGHMsYsA2jkdAGFDcjoEYUzQpuVJNhOZEGutFP3ESZLCT3o8gSq8jxF0PwOCzW5pdOc4olD/rU3Y82DOs+FBWPynlqfEcX3S549fxOioNVIJyxvxwm3WwG7BZbD1DlT0bXyRSRgrPsd/Nb/D+9R82mm2DI9Qc37M/dJrwRf0nqH2h/KXpWKw/v+JepWQhw40wLyLUS/c5m5fu+6z1NA6rrNigA2/ZfTOPt+thLb0GuuB88RNWYnd/iOWwlomSbHROpmdBCnULdF0CHfQMYYJGYqBMhQ3BUGoIB75eHrFDbzb3MbP1Ua6idJKhD+mwxpPoLxz+Dr+HBZ8HDb+s7Vs9ZcLe78bTih8LZ1b3MqaAOYVsP6bMvaYIFTlV1VKrVZKXamU+pT9V43zjEtiPZbBkSn0d4drNqFx47+yOjaZX7KJfuLpfTxi7rfeYRktXjGUyVj+sr7DohokeBPvyRockG1fp16YVky7zWq3Nl7FKW2ib1vt+7TL4OybrFmv3WstRSxhXDBo2onkWasjZGQ9IIIgjBIeYwO18RZisXfpJgpAN9HS44lN34Po0eyyeM/Q8zMK5XQ4E9Bl7DHuqbinQyn1c2AOsAWw57Y08LMS+x0AetP7JLXWHZW+tprGdmc6C/MEGj1nE6amwjTpICnlUIUItbrdlq88BChrltk563zGZ9DBZpStwx2ZhO64HrX9Z3nnEdWgOsfDrV7woWAmLcPBSyvdLFAsKtCYfZ9pK7p4cUr7c7zXEjpwnl8YFwzm5HRY75XkdAjCaFMgHy9sKteibqIkSNHFAC1mAsOrDw82WV7pQKPl0fYq+or7uHnkjkeWXmNFWeSeS54H45ZqhFd1AAu1HlZZ63O11scqfUE1j9OdedYXs4V5Ev2eRXr8fUe4IjUVmg3rHjeCmTAsV/iL4YN9j7qNkVcfJrnkKo6t+XPCpmLQ0JxAC4FYt/uaRDWovhmKzK2d/O2sCusMmTJ83sWibEPC0Va0EcgatM5tBwvsm7O/UP/kqleBZXRITocgjDIFCv2lDPczoJUIx+jjbjbyGWMxU7368EAjbP7X7DNi2Rdg5Zcg1lW66CtY63LHI/sehZnvc28nz4NxTTXCq3YAU6pw3PGJNi3ZueSgdTO+tSmr8PDKQ5bx4Cr0dw0c2kRDtI/IQK+VgIWZF4bF1jus9wsuhZfutmaVX7obc8Ef8UBoLz8Kb+fWhm38KLydB0J7MVf8ues8WlSD6puhyNzGerIGh72tM2Qq1IrOLRblLDjZcb3lGQGioRCDKz7vbksd18Hr/1PwsyhUjS+y4VXZZVZ41RhdkCBMWAyPMcS1tNJIKxHAMjguZglPsxeAh0KvE+/IUZnquB523uN+Rmz+fvY0OplWzSxyk4ea88YjLLg0LcsrioUThYqZk0qp/8QKo2oGdiqlngcyfjOt9UUlDqGB3ymlNPBvWuvbc47/WeCzACeffHKlLnts8ZqNXnoNHNlmeTyMgPV39s1WPGWiH958Dk46G7b+BGWHR638K+u9k+jbaDOJylED6g8F2K22uzbdrTrpbV7IgMP7EQq1cZxSpZylQhHGtM0OQeZWm8nC7QdQykD7Qu6Ck5FJsOhKiPdZggVp70kKE2UEstsmY8T8IYwlf0q/eSmDhqYheDwtS65GiUJVzVGJNpspDpiXSC6eDqGyjMtxQQXRZhy16z63d2HXffiXfY5rWUOKFBq4nxc5SBcAk3UTfiPk6sPxN+QngDvDZDOCIUXu8ULqhCCKhROISvqwvj3C/d+jtT6olGoHHlVK7dJaP22vTBshtwN0dHSMj6eXZwL4T6wO4vnvwpq/Q4dbMAe78L36iCVXN+fDMHDUyuFIV3ZW/Ye9w1+UylMDUsRoJZJJIgNrpiOpNN3hIA/xKgfpopUI17KGJnKUroSyGdM2axfay20TXm7rQuFTRtpVHutFbfhOdn3bbEuWuWGy5VrfeS8suRrCrTTEYvh2PmC1VUKgk4RfupeBJVdya8M2AObRzofDp6MJpOUaxbitFSrRZr3Cq4IG9CTHR7ct1A7jclwwQjQ6I4fbZBj4Y92W59omMomU4cs82/uI0ZedH+aC2DSMl+929eGZSdHcZ4SzyOvWn1iqVsUopE4oioUThoqZk1rrp7TWTwEX2u+dy8rY/2D6tRP4NXBWpa6tZik0Gx1sgRU3oENNdNLLE8G3MOdfbLkjn/qKVexvwceswR9Ybs3cojtLr0F7DOUaCfLHdOS5Vn/DVh5hJ+cxn+m00U2UFKJxWbcModDeQCiCmRM+ZXZcRzRktRFXO3UWnHzqK1abnH0+WlttxbAlc50u9Nnno7U1Ep1OGyuZxU95ju/xBHewjk560ch4YbxgJ5LnhleJp0MQqotG00kvd7CO7/EE94deJbXielff3r/icwyEgpl9cscEAW3k9+G+ILrj+rwxRl6RVy0xlEJxqpGtcz5wU86yD3ssy6CUagQMrXVv+v0Hga9V4dpqi0Kz0ZFJEG6jXyX4JZu4ND4bIzfm3vaIbLrNqpVg54QEWyDQAC/fh16Sr1SsULTTzLWsIUGKY/TxGLszrtUH2cYFLOQRduJDKoXWLUMotKcNH4839/MHq/8av6lJGopnQkdZZXs6nO3Uq+Dk1p/A6put04Lnev/qvwZgDXN4kG15co3iVRs/ZHI6VG4i+VhdkSBMDPqJ80s2ZfrX3aqT+5rhD9fcRMwcpM9I8WzoKB9S0zL7OMcEKVIoovl9+OYfwOqvZJ8nSsH2n3sUeQ2M5tcV6pBK5nR8Dvg8MFsptc2xqhlYV2L3E4FfK+sh5Qf+Q2v9cKWurWaxZ6NzFYbCbaAMkqToJkqz6SssWWrPOOy6L9sBrP4yqQWXYKSTewuh0aRyEr+6idJAkE+wHBOTPmL51UqF+qDMQnuNBFlszOCHkU2uYlGNpGfDnO20gIyz1ibdDNCiU55yiz4NV7GKJkI0EXKF91lyjUn60tciba2+yYZXZZdJTocgjBxn6JRXJXF7zOCkT8WJhiP0YRAnxXksoIkgfcRcx7EnfbTuK5APmLCSvsHyaCy4FHrfcI9dJAFcKEElPR3/AfwW+CbwN47lvVrrd4rtqLXeByyt4LXUByVmo/34aCVCr5GizcMjoiOTUKd/EnbdnzU4IpNIRY6jLxyhxWtWO+1+tWdDWolwEUt4PO3taCVCC2Ee5iX20JlfrVQYd+TOdPlyH2aOdqrNhKckbtww+B5PFJRbPGoMchfbM+F8Tu9aKxGO0Msj7JS2Ng4YNK3ATr8rkVyKAwrCSPB6duf2l34MV87mdNp4P/P5Bc9n9vkEHXQRdS1zHadUjh8MyZMuCE4qmdPRrbU+AHwBq8if/YdSSnxuhbBnoxsmWa+Om9aOtXw2dJT+FZ9zxVMmV1zP2+EgyUibFV6VXt6/4nP8NLyLn6oN9BNHo+kjRg9RutN/TvdrN1EeZBtrmJPukJZnDA57vataqTAuUSiaCNFKA02E8gf96XY6GGnKixFOrbied0LW9g+FXs+TzB1c8XkeCr0OWO1pLds4h7kAGaN3Ha9KWxsnDKYsL4dS7orkgyaYwyrfJAhCbuhUtr+0EsG7GMBE83HO5ApWcBWruJilrGe/a5972MQ7DBSuSO4hka47rrPEa5wUGbsIQiGqkdOxGZgBvIsV4t0GHFZKHQE+o7V+oQrnHJfYM9AfUUvQzSlSa76CMpPEDcXa0H52qx3Mb27n4jV/Q8DUvGX087vQmxxUlhGSJGUlorOblcziQbZxCUvz3K/dRDkxPdNtYmYMDud6SSoXAGLK5NHmLj6w5iYCpiZhKH4feoulqsnaQCneaW5DOeSXdagJ1KHMMbqJ0kaEL/BejtKX8bLZ66St1TeDpiZsuI3WUPrzoAkNkiomCEPGK3SqmyhxUvycDXQT5TO8hwQmD7HDFcnQT9zVxwZz8jWd/a4y/Ojmk9CrbwYzZXk4Qq0oKdgnVIBqtKJHgfu01o8AKKU+CHwMuBP4AbCyCuccXbRpyd2aCStxqgy3YqFYTOdylZ5fNjAy6+0ZaFOZ9Iat7e9ivStR7N/CvVzFKvpJkU7lzShR/JJNXMDCTPJulISnZG4AP02E6CsgqStJ5fVHqfhf98bltWmFYr96m2+H38wsm0c7DQS5ilU0EOQ/1Ea6w+72cwELuZcXMp9tHmGnq63Nox1QdDFQ+pqFmmTQ1K58DsgaHQMpTYNPfk9BGCp2uHXus/lt+jPL/Bjcy9a8SIbc/lcDl7OcCAGiJHhDv01TLAbmABgBVKg56+kQhApSDaNjldb6M/YHrfXvlFLf1lr/mVKq/uVpvAr6rbjBim8sYHgUisWcTBNH6cvLr9jAfs5lfibG0sTkCL3cywsFPRV9xHiEnZn9VzGLKHG6iRIhkNlnHa9yEUsyRkhu0rAd0pV7rZmkYqEuKCf+N7tx+W3ah+LjLONXbKabKPNo5xzm8R9spJso17LGs302pNtPKxEuZzmPsYt+4lzMEtam2+I82nkv8/gpz5W+ZqFmGUy5lavACq+CbOFAQRCGhtez+XKW8xA7MtvESJbV//oxWJs2Tubrdi7rbce38f+UPaYRhOFSDaPjkFLqJuCX6c+fAI4opXxA/Ys4exX023iLlVBVQCmoUCzm1ZztmV9xAQtdMqK9xLiXF4p6KvqIZfb/E85iLVszeRrOfQ7SxePs5kJO5wSaCOTMJpdMKhbqgkJtzlOadghtOoXmafZyAQuJEKCFCD9zeN6CBWbjWghzA+cCit+yIxPC95ijLRqojMFR8pqFmmXQ1AQKeDpENlcQhofXs9nO2bQpFKkQIcBVrCJKggSpzHgCYHVsMr6Ntw5pTCMIw6UaRseVwFeB36Q/r0sv8wGXV+F8o0uhgn5msuAuubGY02ljDXNIYXIBC1mXrgIOuDwTdoxlCrOop+IilrCNgxl3qW0e2NtuYD+XcSYDJAjiQwPHpV2sXtghXUL94hX/20SIJKn80KUCbdo0E/TkbKvR7KEzYzRcw2rXeZKkPNungnR7065E8YN0cTcbuYFz0WjPWTrJ8agvvMKrwunPA6JgJQgjxr6LFLie7QrF5SzPGBV2//sg2zJjjKtY5epnC0ryFxnTCMJwqbjRobU+BlxfYPUrlT7fqFOooF+RJCtnLOZ02jiP+XmDMqdkre2ZsPMofA4ZPLenopFj9LONgyxhuucxH2c353MaBoYrucyWLe0jJiEs45Dc+F9bOtHOB3KFLhVo00eMAX7EBte2ucfNnVnrZpAtvJHxhERJsIH9nM9pfJ+nCkrm2m1d8onqH6/wqmDG0yFGhyAMB6+Q2U+wHAPlerZfwQouZikKaCHCI7yU6WsB4qRc/WwhSf5iYxpBGC4VD9hTSs1TSt2ulPqdUupx+6/S5xkz7EJpDjm5UkVx7FjMViKeFZmdkrUXsYQtvOHKo2gmxOUszyTg9hGjiRAthDmeBtYwBx8GF7CQ6bRljnkJSzmHuTQTdrlTbdnSNcwRmdJxirPNAZzD3EzuBOTIJHq06YEVn3PJ3Nrb5h53C29wJSsyEo1hApzHfB5hJ3exnkfYmckvso+VK5lrt/XcY0s+UX3iFV6V8XSI0SEIw8IrZPYeXiCRjpi4ilVcwEIeZxeDJLiL9TzNXs5hrqtPbUsbK/ayZ0NH82TQpdCfUC2qYcr+Cvgh8GMYh3ERwyiK44zFTBRI9DqRZq7mbAzgoyxx5VEYGJn1JiYGBs3pWgpJzIKF/vqI8RA7+CQrPc8ZIZB5LyEs44vc+F+zWOiSCrnadNJQ3B3amZFedm6be9wAProZdM20/RFncBFLMFBESfAYu/kAC1zHOoEmbuDcvJwhySeqf6zwKm/JXMnpEIThUShk1o+RUQG0xwDh9NBuK5bK4FWswkRjoGgiiA9ftp9VPoxmvxT6E0aFahgdSa31v1bhuLWDXRRnKLuk8yT6IC/s5Rzm4scghSaBxoflSs2V1PXjo4VwZhDWR6xgIvoj7CRKgm6ivE2/Z9hKlETmvYSwjD+cuTklpZAdbXqQGH05nq9CUrbdRPO8aL9mC1eygoH0MRoJZtqafd4APs+8Icknqn+iKTg+pxxsSHI6BGFE+PExj3bOYEYmdDVMIKMkCNkxwJWsyOx3gLd5L3MxUPjx4Uvnfrj6WYUkjQujQjWMjv9USn0e+DVkZRW01u9U4Vx1h1P2rokQ72c+ezhCI8FM52HL2rXTxDH6C8qeFioW1EAw4/EAeJq9eclldly9hLBMDIYihZy7bTEpW9MhcmBjF6y6i/WZtrw9PeMm7W38U9zTIUaHIAyHBgK8l3mu53ihKAYznWpu97/Ps5/1HBAZcmHMqYbRcVX69a8cyzQwuwrnqjuc4SnJ9MDsSlZk6hwAmdnjq1hVVPa0ULGgBoKsZWsmeayPGC2EHWErBgrFZZwpISwThKFIIeduSxEpW4XybIN2xVtnW17JLGlvE4BoCg+jw3qVnA5BGB4DJPK8yibas/8N4ed63odCZQwOex+RIRfGkmqoV82q9DHHG7Zrs4sBuolmPjsVf9bxKibaU1LXzr8oNHutIKPdbS9rkIHehGcooUvObe12amNLPidIYqSN1/t40RVTnHTkCHUTRaNpo7GyX0ioSWKmJpjT1UhOhyCUJjec2jlB4xXZkCDpksyNk6IhLZvfRiNdDGQMDhvJ4RTGkoobHUqpBuAvgZO11p9VSs0F5mut/6vS56p3/GkpXAPF+5mfUReyw5+ATJVxp6SuHYdfaPYakGRcoWL4HZLNXpLPl7DUlTi+gf2cwYzM/lYbl6TEiYJ3eJX1KjkdguCNlySuMxTKK7IhgYlGu4Q8LmFppr8tFA0hOZzCWFGNkcCdQBxYnf58EPjHUjsppXxKqReVUuPeOLHj4FOYfJxlDBDPkzNdyzYUcAEL2cB+zmUeV7CCT7IShaaPQboYyMiYttJAU1rRyp6ldi4TJh52tdouBugjhonp+qwd5SGLbauBS1haUPL5N2wliZmRyD2HuWzhDYCMAe2XNjhhGDTJKw7oNxR+JTkdglAIL0lcp5y9l6R4M2F+w9a8/tju20WGXKg1qpHTMUdr/Qml1BUAWusBpVQ5I44bgJeBlipcU81gYnKE3kxs5jza+SALPZPBehjMeDqOo4G7WJ9JPnd6RSQxTMjFa9bscpbzFHvYQ6er3QCube3EcWfC4mWcyR+yOG/WDGwJ3MZ0VXF4ir2cwQzOZnZGMvcyzhyD/4Iw2iRNTUrn53SA5e0Qo0MQvCkkDOMMVfVjcCGnZ0KpdEEpdBMYWi6fIIwG1fB0xJVSEazkcZRSc3CoWHmhlDoJ+AhWbY+6J3fW2Dmj3EvMlQy2h86MpK0TW9LWlsBLpr0ja5hTuMibIKTxmjW7lxcyYU/OdpO77RnMyEtYvI8XaSaMkQ61cmKHT7XSgB8fB3ibe3mBu1jPvbxAHzFx508QBq2xTl5OB0DYUAxIKLkgeGKLcjixpMqtvLoeBvkFz3M3G7mL9dzNxoJjB5WWN7dzOyXyQagVqmF0fBV4GJihlPp34DHgr0vs8y/pbcxCGyilPquU2qSU2nT06NGKXWylsWeY72Ad3+MJ7mAdnfRmDI+Uh8To0+zl4yxzuUAvYgnreBXISpACRAgULvIm1BRj2WYLzZrZBSHtzylSedsWamNREjzAi1zMkry2anck4s6vb0baZgfTORteno6gAVHJ6RAqSL2MC8pBARc5+tZ5tHMOc7mL9XyPJ+gjVvbYAfAcfwjCWFMN9apHlVKbgVVY99ENWutjhbZXSn0U6NRav6CUel+R494O3A7Q0dFRs3dQobhMW6LO50jKtekjRgMBrmQFPgzepj+TOA5uCdIoCUkMqxPGss0WSiDMLdLnw0cK07VtoTY2QJyDdPEYu7mQ02kjwtv0s4H9fDT9oBN3fn0z0jY7mLKNjvx1lqejZrtuoQ6pl3FBORgYbGB/RsWygaBLSj/o0af3ESOJ6VK+3MB+3s8CQCRyhdqjYp4OpdQy+w+YCRwC3gJOTi8rxBrgIqXUAeCXwHlKqV9U6rpGm0IzzLYnopkQl7PcNTNxCUu5ny38K08TI4EfwyV5exFLCKSNlXW8mjfTLDPJuo/AFwAAIABJREFUQi5eHofLWZ5J8J5HO59iJUlSKLKJ4gBbeKOo5+0gXdzNRgaI8wg7OZf5rvYnQgYTFzu8KuTxZAkaSnI6BKEAjQQ5l/k8wk7uYj1REjSlxwtXsQofhssTYo8dIgQy+9hCHs+yL3NciYQQaolKejq+U2SdBs7zXKH1zcDNAGlPx5e01n9awesaVUpJ1CkUQXyuZDC/w/brI84LvJY3c/FRFmdmj/34uJbVpDBlJlnwxMvj0ECAj7IEjUk/cX7Ghkyi+MfTieI+DKIk2MFBruZsSDvmH+aljOcNrDbdSoRrWSPtT8iQCa/y0A4JGTBQMIBWECY2uX22geESjbmCFXljg+fYxx+ymKtYhYnGSBcD3MqbmeNKJIRQS1TM6NBan1vOdkqp87XWj1bqvLVGoYJ99kxwP3Ee5eV0Qq8V2vIMr7CGOTzCTo6ngXOZ77G/zBgLQ8OrGGATIfqI8SR7XA+vp3mF5czkF6zPtLkWwigUJibvZR5H6HUpYbWkE8sFwaZYeFVIPB2CUBYaMNGsZ39mAvNp9noqVzY4xgYazVJm8DJHPMcfgjDWVEMytxTfAjyNDq31k8CTo3kxlaZUTLuJyUpmuYqrXcQSjqchM2sMUtxPqB6F26Ale5vb5gwMTqSZqzkbExMDg2ZCYnAIeWTUqwokkvcmxegQBC+8ZM4vYgn96Vw6O5/uKlahwHNsIDl1Qq0zFqOGcd/6i8W0a8grrvYg21zaEhITL1STQm0QKNjmbKnc42jMqzBeTCJamFhk1avy14UMJJFcEArgJULzINtYw5zMNn3E0iHc2X46t/8FkcgVapex8HRM6KdOoWI+fcS4nxel0J9QdQq1weEYC16zc9KGJy6D6XxV75wORVTyWQXBk0IiNA3p6AevUCnpf4V6Q+IjRshQZ3ntRHMnrUSIk+QCFhIjSQ+DMlsslGS4HoZCbdDvSDYs99iFJKKlWOXEpJinIyx1OgShIIX65VYi3MC5XMuaPGNC+l+h3hgLT8eBMThnVRjOLINXovklLMWPwX+yXWYrhLIYyQxXKbGDoRy7lES0MLEoXhxQEskFoRAR/FzOcu7lBZdgRxPBgupT0v8K9UbFjA6l1KXF1mutH0i/Ft2unihVCNALZ6JXghTH6MNEcx8vDuk4wsRmOG3PplSy4VCOXUoiWphYZBLJPexey9MBptYYHuFXgjCR6SPOUzmqgk+xhw9zep4HxEb6X6HeqKSn4w+LrNPAAxU8V00w3FkGO1Fco4mTJEZSZiuEITHSGS4vOd3hHLuU10SYWJSqSA4QTUHjWPjYBaGGSWGyh0720OlafgGFi9tI/yvUG5Ws0/HpSh2rXhjpLIM949zDoMxWCEOimjNcQzm2SDQKTqJFwqsiPmtZX0rT6Jf2IQhOfGmFwNx+t5g0ufS/Qr1RlfkmpdRHgEVA2F6mtf5aNc41Fmg0/cQxMfkTVvAu0Ux18eNpGNIsg0LRQlhmK4QhMZwZLrvdJknhx0ChSKQr3DsfVEM9djGviTCxyKhXeYyTIullfUnNidJcBMFFMyGuZAVdjvFEGxGaywiXlf5XqBcqbnQopX4INADnAj8GLgOer/R5xgpnkm0TIT7AAh5ih2twNlRktkIYKkNtM17J4RezhMfYTR8xV6K4tEdhuAyaGh/g88jZcHo6BEHIJ4npGk9czvKxviRBqCjVkMxdrbX+FPCu1vofgLOBeVU4z5jgTLJdwxx+w9aKyNVJQUBhqAylzXglh69NF57yarfSHoXhMGhqTy8HQEPa6JCq5IKQTy+xjHIVWH30vbxAb7rgnyCMB6phdNgBiQNKqWlAAphahfOMCc4k2wgBSQAX6oJCyeERApn30m6FkTKY8s7nAEd4lXg6BCGPFKZnH20WSSQXhHqjGkbHfyml2oD/B2zGqstxdxXOMyY4C/hESXgW85EEcKHWKFR4Kkoi817arTBSink6MuFV4ukQhDzsRHInpRLJBaHeqEZr/ietdZfW+n5gJrAA+McqnGdMsJNsW4mwjle5mCWZjkISwIVaxdlugUxOxzpelXYrVIxBE4IFanBITocgFKaZEJez3NVHX87ykonkglBPVEO96jlgGYDWOgbElFKb7WX1Tm6SrR8f17KaFKYk3Ao1S35yuKVedRlnSrsVKsZgqoinw6FeJQiCGwODE2nmas7GxMTAoJmQeDqEcUUlK5JPAaYDEaXUmZAZwbRgqVkV2zcMPA2E0td0n9b6q5W6tkrjJVFny5F2E82TIBWEWqCYtKJG00csLacr7VcYHlFTF87pEE+HIBTFyAmxkn5ZGG9U0tNxAXA1cBLwz47lPcCXS+wbA87TWvcppQLA/yilfqu1Xl/B66saXnKkTglSQahlpP0KlSKagnCBidmAAh/i6RCEcpB+WRiPVMxvp7W+S2t9LnC11vpcx9/FWusHSuyrtdZ96Y+B9F/dPJm85EiHK50rCKONtF+hUgwUCa9SShHxQa94OgShJNIvC+ORagQLrlNK3aGU+i2AUmqhUuraUjsppXxKqS1AJ/Co1npDzvrPKqU2KaU2HT16tAqXPXwKyZGKBOnEppbbrBNpv4LNSNtsf0oTLhBeBVaIlXg6hEpRL33scJB+WRiPVMPouBN4BJiW/rwH+ItSO2mtU1rrM7DCs85SSp2es/52rXWH1rpj8uTJlb7mEVFIjlQkSCc2tdxmnUj7FWxG2mYHUppQEaOjwackp0OoGPXSxw4H6ZeF8Ug1jI4TtNb3glXRRmudhPJNc611F/AE8KEqXFtV8JIjFQlSoV6Q9itUimhKEyryVIkY4ukQhHKQflkYj1RDMrdfKTWJdE6GUmoV0F1sB6XUZCChte5SSkWA84FvVeHaqkK+HKmoTAj1g7RfoVIMmBD2FW43YUPUqwShHKRfFsYj1TA6/hJ4EJitlFoHTAYuK7HPVOAupZQPy/tyr9b6v6pwbVWjmBypINQ60n6FSjBQytMhOR2CUDbSLwvjjWoYHTuBXwMDQC/wG6y8joJorbcBZ1bhWgRBEIRRIGFqkpoSieRwNC5GhyAIwkSkGjkdPwMWAN8AbgXmAT+vwnkEQRCEGmEgHTZVMqdjnIRXJUgxIPKlgiAIZVMNT8fpWuuFjs9PKKV2VuE8giAIQo0wkJYLKSWZ258cpQuqEhrNOl7lafaSxGQBJ3IJZxCsyuNUEARh/FANT8fmdPI4AEqplcCmKpxHEARBqBHK83RYieRa16e3Q6P5b3bwOLuZRiuLmcZujvAQO8b60gRBEGqeakzNLAeeVUq9nv58MrBbKbUdq/j4kiqcUxAEQRhDbKOjlKdDA1ETGuqw3MD/8AqbeZ1FTGMZMzJKQts4yFnMYhqtY3yFgiAItUs1jI66qa8hCIIgVIYBM+3pKGJMRNJyun1JTUMRad1aZAdv8QR7mMUJLoNjEdPYQydPsZsrOGuMr1IQBKF2qbjRobV+rdLHFARBEGqbsjwd6dCrvpSmfTQuqkIcpZf/ZCvtNLOa2a5aCUH8zOdEtnGQHqK05FSRFgRBECyqkdMhCIIgTDDsRPJQifAqgN46qtWRIMV9bMaHwTnMxefx2JzNZMAKsxIEQRC8EaNDEARBGDFZT0fhbSJGNryqXniMXRylj/dwKg0EPbdpIcxkmtjBW6N8dYIgCPWDGB2CIAjCiMmqVxUvDgjUTa2OQ3SzkQPM50Sm0VZ025M5nk566WJglK5OEAShvhCjQxAEQRgxZXk6fPXj6dBoHmIHYQKcyYyS28/gOAD20lntSxMEQahLpJqRIAiCMGL6y/F02OFVdeDp2EMnB+liNbPLKvzXQoQWwuyhkxWcUnjD3oNwcD107Yf+I5AcBEwItcEJC+GU90PTlIp9D0EQhFpBjA5BEARhxNjJ4ZGikrnWa617OjSaZ9hLE6FMkng5TKONV+kkhZmfcG4mYec9cOAxQEFjOzRMBn/Y+hzrgteegNeehNM+DrM/WMmvJAiCMOaI0SEIgiCMmJ6kptEHhirs6bBrc9S6p+MIPbxFN2dxCgbl1xOZQgu7OMxBujiZ47MrzBRs/iEcfgFOXAYnrYFAQ/4B4v2w/xHYeTeYCTj1IxX4NoIgCLWB5HQIgiAII6Y7qWksUfAvqKyHTq1L5m7jIAaKU5g0pP1OpAWAA7ztXrHvYcvgmHkuzDrf2+AACDbCvEtg0kLYdR90bhvO5QuCINQkY250KKVmKKWeUErtVEq9pJS6YayvSRAEQRgaPWUYHUopIr7a9nSYaLbzFtNpI0xgSPuG8HM8DeznWHZh3yHY/Rs4fh5MWVH6IMqAOR+yQq+2/BjifUP8BoIgCLXJmBsdQBK4UWu9EFgFfEEptXCMr0kQBEEYAj1JnQmfKkaDT9V0Tsd+jtFPjNmcMKz9p9DKm3SRIF0tcfdvwDDglA9CkdAzF0YATv1DK9xq9wPDug5BEIRaY8yNDq31Ia315vT7XuBlYPrYXlU+ptYcjpm8Fk1xOGZiaj2k9YIglGYk95Hcg2NLT0IXTSK3iRiqpj0d2zhIEB8npSVwh8oUWkhh8ibvQu9bcGijlccRbBzagRomw5QzrcTynjeGdS1CaeTZLgijx5gbHU6UUqcAZwIbPNZ9Vim1SSm16ejRo6N6XabWbO9NserZLk554l1WPdvF9t5UpvMptV6YmIxlm61HRnIfyT1YGUbSZssJrwII+2pXvSpOkl0cZiaT8tWnyqSdZhTpvI59j4Dhh6llhFV5cdJ7wBeEPWuHt/84Z6R9rDzbBWF0qRmjQynVBNwP/IXWuid3vdb6dq11h9a6Y/Lk8iUMK0FnXHPxCz28FjUBeC1qcvELPXTGdVnrhYnJWLbZemQk95Hcg5VhJG22nERyqG1Px26OkCA17NAqgCB+JtHEm4lD8NYGmHRa4cTxUvjDMKXDSkLvfn3Y1zReGWkfK892QRhdasLoUEoFsAyOf9da11wAa8zUmU7H5rWoSczUZa0XBKE0I7mP5B4ce3rLzOkI13BOxzYO0kiIdppHdJwptDDpre2QikH70pFd1NQO8IVgz29GdhwhD3m2C8LoMuZGh1JKAXcAL2ut/3msr8eLkKGYGXH/q2ZGjEzl3VLrBUEozUjuI7kHx5aU1vSmrDodpYgYVihWrdHHIPs4ymwmoYZQm8OLKbSw5I0DxBomQdPUkV2YP2wZHkdelNyOCiPPdkEYXcbc6ADWAJ8EzlNKbUn/XTjWF+WkPahYu7wl0/nMjBisXd5Ce1CVtR4gaZq8EU3xan+KN6IpkqZ79kSS1YSJiLPd+9Al76NCFLoHfWi5p0aBt9PhJq3+0o+URp+qSaNjB4fQwKwhVCAvxNSBJCd1vcMbU2aVr1hVjCnLrdyOVx4a+bGEDKX6jUJ90gkB5HktCMNgzCuSa63/B0Y4rVRlDKVY3Oxj/eo2YqYmZCjag8pVeTdswA8WNdHoU/SnNGHHszdpmmzrTXHp5l5ei5rMjBg8sKyZJc3gN4xMspodO2p3bIubfUWr+wpCPePV7n/b0cxdS5qA/PuoFLn3YFBpPrO9n7WdCbmnqkxn3JpEaQuU/t82+RXdNWh0bONNJtFIG5ERH6v10HYANk+fxqmJER8O/BFoP8PKEZn/R9DYXoGDClC638jtk1p88FKfKc9rQRgGteDpqGnsmdjDgynipiZlQsLUmZmNRCrFG4MmEQMWNfloCyhipuamXf2ZZLNDMZ0xOMCKCb10cy+HYpKsJow/cr12SdP0/HwganJw0GRKyOqGXoua3Lx7gMlB63PM1Pz49SgHB0vPKHbGrXvOGYt98+4BrjopnDm23FPV46htdPhLD7oafYpBE2I1lEx+lF4O0zOiBHInjQe38G7zJHa3BIkps/QO5TB1BSgfvCrejkrRGde82BVnUZOP6WGDRU0+tnYnXP1Gbp90MGbmPa+/uqe/rH5KECY6Y+7pqGXsmdiv7unn+lMiXLu9z+WpWNRosqNf8/W9A3nr71jchKlNwCBu4pmMln5OS7KaMG7I9V5c3B7g7+c25Hn5vrZ3IDOTeMfiJr6yZwCA60+JcOGm7L5/e2oDf7C+u+SMoqlNz3vQOQiWe6p6HE0bc2V5OtLJ5t1JTXsZieejwRbeRAGnMGnEx/L3HyPUc5DOWSvQCt7wD3JqYpjqVU6CTdC+GN5YB3Mvhsjw6ogIWULaZG5zgPduyPYx9y9rpj09MlrZ5nf1STMjBved2cyUkJF5ZtvblNNPCcJERzwdRbA9EFedFM4MZiDrqTicUHxsc6/n+mu395HSVocTNPBMRktPnkiymjBuyPXaXXVS2NPL55xJvHZ7HzfNjnDT7IjrPrrqpDCXvejet5C3IqWV5z0YcQxq5Z6qHkdj1v+9tQyjw042r5UQqxQmW3mTkziOCMERH6/x0FYA/G1zMTQcCERHfMwMU88CbcL+Ryp3zAlMj7ae4c5+42ObezGV9TzO7ZNei5pc9mIvf39q1oj02ka8qoLgjXg6PDC1pjOu6U9aHojjA4bLE7Gyzc9NsyMk0x6M3PWQ9WQcGkziV4rfn9VCQsNAUnMkrpkVUUwNuRPRc2NEy0mgFYRaItdrd3zAYErI4LunNXJ8wOCdhMm39kU5PpA1su17yK/g/cf7uXF2Az4FPqWKegATqRSH4pAwwadwzT7a2/anQ3hy7yn7Hi+Uo5XLULefaNjhVa1lhFc1pbfpTphAGXJXVWY3RxggzipmVeR4jQe3EG86ERVqoT3ZVVmjI9wGJ5wGrz0Bp37U8n4IZZM0TQ7FNHHTmgxMmnj2T0kNT65s5cSQ8lw/t9HHzIjV37QHvZ//4lUVhHzE6MjBGR7y3dMamRmxOhq7g1nZ5uf/zGvg2u19nuttZkYMjsZTRE349DZ3yMftr0f5+7lud3uxRHRBqBdsr519L5ja5JvzG1z3wJ1L7NBDi5kRg1MaDCJK87mZ2VCG/+5o8byvQsoyOLb1mZlZSvu4N+8eYENXMrPtlJDBgXOPcxkKQxVuEKGH0hyMmRwXUPjK+H/YBQS7asTTsZnXaSTINNpGfCx/XyfB3kP0zFwNwNREgC2RKDFlEtIV6tSnrYJjL8H+R62kcqEsvARdnl3V4tk/Nfg079vQzabV3utbfTojLGOAdz8lXlVByGPCGx25M5g+NL94M8pDHS34Ffz+rBb+7bUo957RxLEEzIoYdMZN7lzcSIvf4L+XN3MsoXl4RQv7Bky+9soAh2Mmdy5p4riAwR9vdCecXbu9jx8tbuJwTNPq1zT6TXxoLnBsB1antX51G1NC0nEJtY3zHmow4JEVLbw6YNLos7x5f72r33UP3LI/yj8taOTJla34lGZ62Acaoij+8ZXstl97ZYA7lzS5Hvg/X9qMRnMwlh8W8eltffxgURMf2dSTGRyEDZgccs+mewk3fHVPP7cuasKEPE9GIaEHuT+z7BswmRYqb1Cd9XSMvdFxmG72cYwzmIFRARHFxre2ooHBSbMBmJ4I8GJDlP2BKAvijSM+PgANJ8Dx82D/72HWByFYoeOOcw7FNF/bO+DyWiS04pb9UdeyW/ZH+d6iJp5c2crxQYOv7+zL62eeXtXKyemZQVNriVQQhDKZ0EaH1wzmwx3N/PH0sCtx7NfLmokYcPkW96zqD16LcvWMCFc5BkX3L2umJ2EpXty1pMnT7Xpy2MgYGdbxWzxDQ8Q9K9Q6uffQl04JccX0MJ9/ye3dOxzXbOhKZpIuP7ixhykhg2/Ob+BcRxKnc9sNXUlu3j3AkytbrXBFrQkpzdnP9XLXkmbPe2teo48nV7byTvoevOfM/MrSuSFgpRJBReihNPsGUsxpKM/oqCVPxzO8QgAfCzhx5AfTmsaDm4k3T8VMhz2dmAgQMBWvBAYqZ3QATF8D7/wU9q6FRVdW7rjjGa3zxCaeWdniKUDRmzB534buvD4JrHs/4egOypHUFwTBYkIH8XTGs16N3ee08cTKVoJG/gzqH23uZV9U58123Di7gU9uzU9C60pahYNS2juB/HDM5LunWTO93z2tkX/Y2+9KTLO3E/esUEmqUYAy1wvw6RmRvMRxO1Ec3EmXN82OZLwYXtsCTAlataGnhBSnNvj4xqtRXouamZBGJzMjBnHTCou4dHMvh2MmBuR931zhhlKJoCL0UJyEqXk9Wr6nw877OBY3S2xZXV7nHV7mMKcxhWAF5t+CPW8R7D/K4AlzM8t8KKYnAuwN9qOpoJHV2A7tS+HAY9B3qHLHHceYKl9swsRbgKLBb7g+O/ukmRGDQE5TN5SV+zEz4mNKyBCDQxAKMKGNDkObfGKa5dWY/3QX527oJq695W0bc6QdX4ua+JX3tieFLU/Id/ZZ4SHOaqb3p70mX3y5n/dt6OaLL1tyvIuajGFVYhaEcrA9Eque7eKUJ95l1bNdbO9NjdjwyPUCFLsnAE4KZz16hQQY2tOybhe3B/i7uQ28d0M3C9L35/WnRFjZ5udb+6LcsTj/3rrzjWjm8wPLmrn+pb6875tbhbhUImihqsVyf1q8MpDCBKaXmYgW8SkaDGti5sBAincTo298JEnxEDtoIMgiplXkmI0HX0Qrg8HjZ7uWnxwP0utL0emLV+Q8GWa8B4wA7PgFSF2IkqQ8pOsTBZ73Scf/87WoyaycfmZKQP7fgjAcJnR41aBWXPaiO1Z734B3Unh/TiEra7ZDeW47OWjQN5DkUydFMLXJXUuamBoySGpo9cOa9fkzwc+sahX3rFA1qpWXkJs4XuieaA8ZvPLe4/Ab2aTLQgIM08IGu85pI2yojH6+fc22gMOlm3v5yp4BfrCoifmNPgIGTAlops9p5LpZDRjA9S/1sbYz4fF9DVc4RKlEUAmfKM7GdNjJvMbylagmBQ229aZY9PS7LG7xs371yJO4h8Lv2UUnvZzLfAKVUNDSJo1vvUisbQY6EHatmpEIALA3OMCJ0dDIz2UTaIQZ74UDv7M8HrM+ULljj0MCRv59HlDe977TDp4ZMTguYPVJKQ13vhFl+pxGpkzo0ZMgDI8J7elIeMx8fO2VAe47s9k1q/nAsmZmhpVr2Z1LmogmzbzZ1jsWN6G15tPbLU/Gp7f30+I3+NS2PhY908Ubg97x4aYm455tDyo647qiYTDCxKZaeQm5XoCBAvdEAM2cRh+G1pn139oX9fQEfnFnHwue7mKwwDXbnpDDMZMpIcXMiOLkiI+g35+5h0zIGBzOfQdS1n3VGbc8HjMjViXiUp4MCZ8ozGNvJ2jxK06OlP84OS6gePztBAMmbOhKcmhw9Lwd2znI8xzgNKYwg8oU2Au9sx//YDeDk07NW9do+jgh6Wd3sL8i53Jx4hnQNht23gPv7Kn88ccRU0PKepY77vOg0nnP+1yPqf1MX/B0F4ue6eLbB2KSzyUIw2RC2+pBj5mPwzGT3qSZmUGNa823X7WqJduKVmGfIqA0MVNx654+l/LFrQei3LqoiefObiWuyShiHU4XzzoU857dDfmy9QNEnlOoNLkeCahMXkKuF8AAvuJxT/xwcTqhWyluPZBVi7E9gTPCPhr8ikl+za2LmvjOabi8Is5rPilieU2ChjWQ8Bv5g91C33dXXyqjbuW8r8STMTy6Eya/Phxn9XH+suRybWaELU+HzZaeJFPDIy/MV4rdHOE3bGUKLSzj5Iodt/n1DZi+ILHjTvFcPzsW5PnGAd41EhxnBip2XpSy6nXs+AVs/B6s/BK0eV/DRMdvGCxphmdWtWbqdCSAe96y8jp9ClIafn80xqdnRPjoieFM//WN+VkRAMnnEoThMyE9HXZCbUhp7s+Z+bhjcRO3HBhkethgZkQRN+Gxd5L85GCcCzf1EDWtuPSpYT+NPrhhVsSVn3HDrAhhA6aGfZlZ0UnB7Eyq1+yuc1a1UBiMVDcVRkI18xKcXoDpYYN/mNfouif+YV5j5jxhpV33zKe392MCzT7NlJBBwOdjRsTHnEYf0z1mJh9Y1sz0kGJOo7Wdl8FR6PveuaSJr71iTSDk3lfiyRge//r6IL0pzR9NGZrBcHqzFdJ03iRr3mt3f6rY5hVhP8e4j81MooFzmY+vQo8/I95P46FtRE+Yi/Z5GxRzYlZY1Y5QX0XO6cIfgQUfB8MPz/1fOPic5HgUwFCKgKHwG1YoaKPSGbXKBU93ceGmHtZMCvLl3dn+6+/mNrg8H5LPJQjDZ8J5OrwkPp9c2YqprZlVP5ofLm7OzHQublYFZ0AHTLh5t1v320umM3cmtcGA9We3EtP5NQFEnlOoBqM5m1+s0OWAVmXdM+A9M1nIs5FL7vcF+MSLvRnZS5D7aqREU5rv7IuyotXP/CHkcwC8f1KAlIb3Hh9gU3df1Y2Og3RxD5toJsR5LKhMHkeapjc2oswk0RMXFtym2fRxYsLPjlAvfxCtTEiXi3AbLPoT2LMWXrwdDm+GhVdCpArnqlO8ogh+f1Yrvz0yyBMrW0lp8CnY1h3jloWWtzVowJQgmVwx8YIKwsioCaNDKfUT4KNAp9b69GqeK9eT8O0DMX51JJFJMAVnsTPT0cl4h3Acjplcurk3s6yQ69WaSS3dUVUrDEYQym2DI6EzXrzQ5VDuGbAMjxlZtcqMl7Icw8n5fQ/HzEyIYznnFUrz9DsJjiU0X5oy9HChgKH4SLvlHZkRNtjdlyyxx/DppJd/53lC+PkApxGmguFNqSQt+54m1jKNZMOkopueGguxrqmfQ74YU1MVTCi3CTZbNTve2gBvroPObTD3IquAYAEPzETCK4ogoTU/Phjn714ZzGw3M2LwzKoQcxqyhumUytmogjChqZXwqp8CHxqNE5XyJAxFWrQaISsizynUM6Xur5G075HI/sp9VXkefzuBX8HS5pHNXZ0UNthVJU/H2/TzCzZgoPgAp9FAZfNGmt7chD/WQ//0ZSW3PTUWwq9hU6S7otfgQhkw/WxY+r+gZSbsug+e+ls4srV656wTvPqm+98ZthXYAAAgAElEQVQazAuxvn9ZM0OMFhQEoUxqwtOhtX5aKXXKaJyrlCdhKNKi1QhZkaRWoZ4pdX+NpH2PRPZX7qvK89ixOAubfIR9I/sfzggbPHJM05s0afZXbh7sKL38nA0kSfFBFtJMuPROQ0AlY7Tt+R3xphOJt0wvuX1IG5w6GGZ7uI/390+iQVdx+jzcBvMvha79cOD3sPFfYOpZsPRqKwdkAuLVNy1rC/L1ve5wz6/vHeCHi5vFuyEIVaBWPB0lUUp9Vim1SSm16ejRo8M+TqkZz6HmVFQjAVWSWscHlWqz9UQ5HoXhtu+R5jvJfVWacttsV8LkxZ4UZ7aMfGQ2I91W9vZXTja3k17uYj0pTD7IQtpoqNixbVr3PoY/1kPvzNWWilQZLB4Mk0TzbKSr4tfjSdssWHINzPgDOLQRnvka9B4cnXOPAkPpY736prmNPtZ2Jrh0cy/v29DNpZt7WduZkFwvQagSNeHpKAet9e3A7QAdHR3D7hFKzXhKToVQKSrVZuuJanoU5N6sPuW22affSWACZ7aM/BEyI600sLs/xbLWkR/vFY5yP5v/P3tvHibHVd77f0519/RsPdpHkmVL8o43WZZGtmWxhrDZgBIDDiYhYJyQH2ACN+QHN/BLyCVPkocEciE2CeEGHCBcHAcb7BCzmd27RrIsY3mTZWsx2pfRrL3V+/ujunqqu6t6me7qZeb9PE8/3V3LqdNd33O63zrn/RYRLF7Lhcyj8Vf248d2M++5nzKx5HzSiaVV77cgG+WcZJxHekbYMDWPeXYTfoKtCKy4CvpPh113w32fgkvfA6ddEf6xQ6aWPtavb0JE+xRFaSIdM9LRSMpd8dS534pSH2GNKGjbbB9+cixN3IIL+usf6VjRbWGg7mRyQXiQ3XyTR+ili9dzUSgBR3TiOEu2/TvZ7gFGV2+qef8NE72AcE//EYQmXouYtxIueRf0DsK2L8IT3wQ7vAT+dqS4bxqMV74xqKIojaNjRjqahc79VpT2RNtm+3Dv0TQX90fpasAV4S7LsDxu2Dk282TyESa5m8d4nmOsZAGbOKehtrgu0bHDLH3kX7EySY5f+GYkUnvGccKOMDTex0P94zzUM8LGyfkNr2cgXQm44O2w96fw/A9h5AW47I+gZ2Hz6tBGaJ+iKM2lLYIOY8w3gVcCi40x+4FPisiXW1WfZliLKopSO9o2W89z41meGMvygVWNs329sD/Kz4+nsUVq+sOXJM0D7OZBdgNwJWdyLoMYGqwRO0ti70MsePIexBhOXHA1mb7yFrnluGSqm0OxND/qPYYRuGJqXuPrHIQVgdW/Cf3LYfcP4Gcfh3PfBKtfDdHGJtt3AtqnKErzaIugQ0Sub3UdFEVRlMr8674pDPDSBY2798PQvAj3Hkvz4IkMmxaWL3eSFPs5ydMc4le8SIosq1nEOs6gv1EOVSJY6Um6RvbTc/QZ+vcNE0mNkRxYwcjZr8KO99dVvMHwqtEEkhjlh/3HeKZrnCsn57Mq00NcmjTrefFF0L8C9vzYsdbd9V3HbnfJJU4Cenxe1QnyiqIo1dAWQYeiKIrS/rz64ZP85FiG1yyK5W+m2ghetjDGv+xL8ltbT3HvFfO4NJeg/gS/Zit7SZElTYZxUkyQAiCCxWoW8hKWsYiZBwHzn7yH+Mg+TDaNsTNYmSSRqRGsrHMcwZBcsIqRM19Gav7Khv0Rj2J4zWiCnekptvVOctu8gxhxpl/121G6xLB+ah4XpeoLcMrSPR/Of4vjaHVwK+y7D/b81FkXiUP3AojGIdINkSisfBUsXx9efRRFmdUYqeLGWu2GMeYIsKeKTRcDR0OuTrOZjZ8Jwv1cR0WkKTefDKIGzc6EdtWE1qt6vHVquV4hdM360e7npR1ot/qAU6enWq3ZCnptx++tHJ1U306qK0zXty362blGRwYd1WKMGRaRoVbXo5HMxs8Es/dzNYN2/e60XtXTjnVqNu34HbRbndqtPtCedSqmE+ropZPq20l1hc6r72xjTlrmKoqiKIqiKIrSPDToUBRFURRFURQlVGZ70PGlVlcgBGbjZ4LZ+7maQbt+d1qv6mnHOjWbdvwO2q1O7VYfaM86FdMJdfTSSfXtpLpC59V3VjGrczoURVEURVEURWk9s32kQ1EURVEURVGUFqNBh6IoiqIoiqIooaJBh6IoiqIoiqIooaJBh6IoiqIoiqIooaJBh6IoiqIoiqIooaJBh6IoiqIoiqIooaJBh6IoiqIoiqIooaJBh6IoiqIoiqIooaJBh6IoiqIoiqIooaJBh6IoiqIoiqIooaJBh6IoiqIoiqIooaJBh6IoiqIoiqIooaJBh6IoiqIoiqIooaJBh6IoiqIoiqIooaJBh6IoiqIoiqIoodKRQcfrX/96AfShj2ofLUc1q48aHm2BalYfNTxajupVHzU+lBbQkUHH0aNHW10FRakJ1azSaahmlU5C9aoo7U9HBh2KoiiKoiiKonQOoQYdxpgzjDE/NcbsNMY8YYz5kM82rzTGjBhjtucefxFmnRRFURRFURRFaS7RkMvPAB8RkW3GmASw1RjzIxHZWbTdL0XkjSHXZXYjNiRHwU6DFYN4AkxATFnLtvXsoyiVsDOQPOU8W1GIDzjPQagOldmOn8bBWSbZ6W1U/4qidBihBh0icgA4kHs9aox5ElgBFAcdSj2IDaMvwpbPw+Qx6FkEGz4EiRWlP0i1bFvPPopSCTsDo/th+JZpXQ3dBInT/QMP1aEy2wnSuBWFnbfDWa+Bx76i+lcUpSNpWk9ljFkNXAY87LN6ozHmMWPM94wxFzWrTrOG5Oj0jxQ4z1s+7yyvZ9t69lGUSiRPTQcc4DwP3+Is991edajMcoI0Pn4YVr50OuDwrlP914WI8Cc7x9g6kml1VRRl1tOUoMMY0w/cAXxYRIr/UWwDVonIpcDNwHcCynivMWbYGDN85MiRcCvcadjp6R8il8ljzpXkeratZx9FNVsJO1ObrlSHoaOabTFBGo/GIdan+i+iEXp9ftLmf78wxVu2BVzsUBSlYYQedBhjYjgBxzdE5M7i9SJySkTGcq/vAWLGmMU+231JRIZEZGjJkiVhV7uzsGLOULuXnkX+U1Rq2baefRTVbCWsaG26Uh2Gjmq2xQRpPJOE9Ljqv4hG6HXXuJMnM5HVWzcoStiE7V5lgC8DT4rIPwRssyy3HcaYy3N1Oua37ZxBbJgagYmjzrPY5bePJ+CKj8CGD8PGjznPV3xkOgGxeNsNH5r+8XLnBfttW88+yuylVn0GbR8fcHI4vLoa+iCYiH/ZqkOlU6mmzdgZQJw2UKzxvkHYex9c+h7Vf4MZywUb6QrdmKIo9RP2JZJNwDuBx40x23PLPg6sBBCRLwJvBd5njMkAk8DbRWTuXnKYabKsnYFffb1wnyCsKFz8TmfIPpOsfKXMWM7xN/25x2VIXVPmJLXqs9z2VtRJGr/q49O6yibh/r/yL1t1qHQi1bQZr6lCfJ7TP/cthWi3E5wDrHm3U9ZVH1f3qgYyngs6NOZQlPAJ273qPsBU2OYW4JYw69FRBCUSbvpz6J5X/z7JUXj4s4Vzg3sWlS8fnB+2cuuVuUGt+qy0vRWFnoXOuqmRQm36la06VDqNatqM11Rh8hhs+ZzTL1/18emgQnUfCuOZXNAxh691Kkqz0Esk7UbYid6ajKvUQ636UW0qc51qdF2rqYLSMHSkQ1GahwYd7UbYid6ajKvUQ636UW0qc51qdF2rqYLSMHJ55GgeuaKEjwYd7UbYid6ajKvUQ636UW0qc51qdO1rqnDTdD6HEhoTmkiuKE1DL6O0G7Umy4rtzBmO9jjzfzFgDGDB5PHSZENjQf/ywuRdE3G2ddNvjHF+7Bpxlc3OOPOV85+lQeUq4eLqyk4XaqgafRaf896lhXqL9cHkCZCso734AERi/tqMD2iirNLZeHXt5g2IDVMnp19bMehfMa19EwErAqlx6Opznu10ru+0wE7Vnkge1KbnON7pVRlbiFpl01AVRakD/ffXjlSbLBvkimJFpxNyi51SxIaxA4X7XHojPPUtSI44loy7fwTnb3acheoJELyOLO6xhm6qv1wlXCq57ZTTp985X38TPHMXHN4Og2vhvM2wtWh9YoXzJ6tYm9U4tylKO+P2uU/dCWe9xrmreHwevOSt8NiXC7Xev7ywDQyudfpib3vy9tfVto+ZuiLOAcY986qSNkTn9tehKKGizauTCXJFGT9cuiw5GrzPY1+Gc67Ovf4KrHyp8yOXrPMOrV5HFvdYjShXCZcgXbkaKruvzznfeoujKXCet/qsT56q77iK0q64ul75Uqd/nTzm9LduwAEerZ8qbANuXxzUX1fdLrVtBeENOqZsTexQlDDRy82dTJArSjReusx1QQnaJ9ZX+LoRzinqyNKZ1OMiFXTOXX252ipeL1mwRfWizD7c9uTVflA7KG4/Qdt5++uq2qU6wwXhWuYCJDXoUJRQ0ZGOTibIFSWTLF3mTmcK2ic9Xvi6Ec4p6sjSmdTjIhV0zl19udoqXm8i6l6lzE5cXXu1H9QOittP0Hbe/rqqdqltKwjXvQqc6VWKooSHBh2dTJArSt9gsFOK3z6X3gi77sm9fg/sva8xzinqyNKZ1OMi5XfO19/kaAqc5/U+6+MD6l6lzE5cXe+9z+lfexY5/e2lN/pofaCwDbh9cVB/XXW71LYVhHd0Q6dXKUq4GOnAu3AODQ3J8PBwq6vRHuQdSTxOQmJ73IMiYLrATk47loBnnwh5N5Qw3KuyaacuxU5FzaXldiQdp1k/XbkJp5VccIrPeVcCMpPTZUV7IDXqr4lyx626zh3vztNyvUIHaradcbUpNmCDbef6V5l2r/K6VHl16xqAiLuPNe1kVY2zodse8uXPoG1VpuWanaleh+47wdZTznDHoy+dz9oBHf2ZI7Rcs3MRbV2dTrGTUCV3KtexpBp3rHoRG8YPqmNKJxLkUFXJBafacx5dVFp2ueNWQt15lHamkq799Dt0Ezydc32rVc/aHqpmyoYuAynRnA5FCRvtfWYbldypmulYoo4ps49K57RV51y1pnQyfvod9ri+1apnbQ9Vk7KF3ohz0XsqW2FjRVHqQoOO2UY17lTNcixRx5TZR6Vz2qpzrlpTOplK/bb7vlo9a3uompRAb8R5rSMdihIuGnTMNqpxp2qWY4k6psw+Kp3TVp1z1ZrSyVTqt9331epZ20PVpGyhLzfSoUGHooSLBh2zDT+XkrXvLXQ76eqDqRGYOApTJ2HqFEwedx4TR511kvMOFNuzrWd5Odx9JAtDH1THlNlEJReceAKu/Ci84q/hlX/jPG/8M0D8NTQTfc2kXorSbni1L1m4/E+KnP4+CLEEzD9r+j2mchsR29lO+96qSNnQ406vUstcRQkVvewxG7GicPE7nZsEZpLQ1e/YkhrLCTiKE83XfcBxr9r+fwqTDvuXl25bKRmxOIFxcK3zJ9RYne4opLgU68t79dTOQnpi+q7jg2vhvM3T770agsYluxrL2W/Tn4flzqMojcMv0Xv9Tc4FImynXdlZeO57cMnvO+8f/1qhGYiftr3lxuc57bR/GUTijkuctocS0kI+p0NHOhQlXDTomG0kR+HhzxbO5+1Z5PwZ657nXFkrTjBMnYJffb006fCqj/snI7plBR3fu8/h7TC6r/w+SudQSV/JU9MBBjiJsN73Xg1B7foqx0ydrxSl2fglem+9BS663kkgB6ddXXQ9DN/sPJ/c7Swv10a85U4egy2fm26fGnD44iSSO6/15oCKEi4adMw2ZpLoG40H71NrMqImMM5uKp1fyRauj/WV2V5UK8rcpNrEcbf9VJtQrv1vTYgISRuPe5WOdChKmOilj9nGTBJ9M8ngfWpNRtQExtlNpfNrIoXr0+PB26tWlLlKtYnjbvupNqFc21RNZAUEPInkra2Posx2NOiYbVST6Fu8vmsA1v6hzz4DtSfnakLv7Kaivgacuenu+r33Fb73bq9aUeYqftpf/wGnvbjvL32P837opsLl5dqItqmaSOUGNnoszelQlGZgRMJrZMaYM4CvAUtxLih8SUQ+X7SNAT4PXA1MAO8WkW3lyh0aGpLh4eFwKt1sxHbm4drp6Tm3JlJfEmy+zFxCrWQ9ybW5ZML8+ghgOdsgzr7ehO/isqqpV8E+McCefu3++LmfuTnJ5SbMwquh7TXr1WGlc5JNO7kbks1pdQAisen1mRSkRqfXd/VDZmpaQ119kBrPHasLRx/Z+pO/a/kM7U3L9QodoNl2xq9fh+k+Vezc6IPlmHgYy2krknXWGQsw0+YfqfHyfXCB9nPlBvXp4dByzc5EryfTNgt+dJz3rYzzz3uT/OW5vXzy3N6Qaqi0GS3X7Fwk7DHXDPAREdlmjEkAW40xPxKRnZ5t3gCcm3tcAfxz7nn24+dgcul7YPeP4CXXzszFB6YTau0MjO53EhPd8odugsTp1SfcziQ5193H7/Nd8RGnXo1wLFIag995CjondgbGXvTXlBV1ypo4FFxWLccK6zMoSpgE9euHdsCKK2DrF2rXaLk+OEj7VnTa9EHbgy+p3HSqLssQwUkqVxQlPELtfUTkgDtqISKjwJPAiqLNNgNfE4eHgPnGmOVh1qtt8HMweewrjuPPls876+sq/9T0n0O3/OFbnOXNwO/zjR/2dyyq97MqM8fvPAWdk0qaqlRWLccK6zMoSpgE9usvmw443OVhan/8sLaHCrhBRsxAzJoOQhRFCYemXfIwxqwGLgMeLlq1Atjneb+f0sAEY8x7jTHDxpjhI0eOhFXN5lLOwaQRjiMzcZ9qJLU6Zc0yOkaztTjeVNLUTNzTGqJ1de1pBB2j2XYmSIvGaq72o/HGH6vNqFevbuJ41DiBRyrE6eaKojQp6DDG9AN3AB8WkRldZheRL4nIkIgMLVmypLEVbBXlHEwa4TgyE/epRlKrU9Yso2M0W4vjTSVNzcQ9rSFaV9eeRtAxmm1ngrQodnO1n0k2/lhtRr16dYOMmGWIWUZHOhQlZEIPOowxMZyA4xsicqfPJi8CZ3jen55bNvvxcxpxHUsa4TgSH3Dm23vLH7rJWd4M/D5f36C6q7QbtTjeVNLUTNzTGqJ1de1R2oTAfv2XjkNVs7TfN6jtoQIpz0hH1Kh7laKETdjuVQb4KnBcRD4csM01wE047lVXAP8oIpeXK3dWuaqUuJzkHEuKHacqXaHycy+xU85VsFrLmmn9/RxS/NyvoHZHrPpouUtF22vWzjh5GUE68TpWWVHA5DTr415VyfFsJo5o1RBWuc2n5XqFDtBsO+NqUbIgMu3k5nWvMsZxb4v3V6/ToP629f1syzU7E71uOZnm8gdG+JvzevjCniSvXBTj39dqYDZHaLlm5yJhj7VuAt4JPG6M2Z5b9nFgJYCIfBG4Byfg2IVjmXtDyHVqL4rdoco5TgUFC75uKTfCU9+C5Eh4riXVOAYFuV/V6oilhIfYMHYg+Dxm08553npLdfqq5Hg2E0e0agirXEWpFWM5f/KD3AnPem3t/XOl/lb72ZpxRzqc6VXqXqUoYRO2e9V9ImJEZI2IrM097hGRL+YCDnKuVR8QkbNF5BIRmduX1mbiOOXrlvJlOOfqcF1L1DFodlDRcerUdMDhrm+GvhSlkynnTjiT9qP9bcNxczrc6VUpjTkUJVQ6cu7BrGYmjlPlXLCq2X+mqGPQ7KDSeZRsa/SlKJ1MJXfCWtuP9rcNpzCnw+hIh6KEjAYd7cZMHKfKuWBVs/9MUceg2UGl82girdGXonQyldwJa20/2t82nLQ7vcoYvU+HojQBDTrajWJ3oMG1yJUfxZYsMnkMmTwOUydh6hRMHHVeY8HQBwudStZ/ALoXwpUfg41/5lwlmxqZTmKcGsntn1tWiYJ9cseXbOlx1SGl86joOOXjWHXpjbDrnlzO0R8DkrsZ2XHITMFE7kaQE8cc606P3sTOkJ06QXbiCNmpE4hkW/KxFaXRiJ1x+unxw4jYiNs/zj8LNnwYrvgIRPtg3Qem28+VHwXJTLeXqZNOe7EznnaTm17r199iauvLlTzu9KqIulcpSlPQSyTthhV1ksav+jgiAukxzEN/hymXiHjpjbD/Abj4ndC31Cln53/A4e3+Sb9WFB7+bHDydzHlEtW7BpwfTWP5u1cpnYEVdfQTjTtBgvfqqRUBK+6s7+qHWL+jpQve5mxrorDjq47eLv0jSCwrTDpffxO8+BA8/4O8MULk6bvy+sxu+CBW4nSMibTu8ytKnUjOBMR4TUDWvd8JMCwLhm/2mIN80GkXJgrJY4XGIes/AMeehcXnOcvj8+Alb3XyQOLznHbYvwwicchMwv2fqr4vVwrIj3RYuZwOjdkUJVS0Z2pHrCj0LMS2LIz7QwXBiYiPfRmWrYUtn4PxQ/DwZ5w/dPl9ipIWxw/XloxYLlH98HZ46O+cgKN7nv7YdSLJUScI3fI5ePDTzvPDn/Ukko/CI7n1yZPw8N/Dg387ve2Wf3A0CbDonNKk8623wMqX5d+b4Vumt588RmTLzdjljBIUpRNIjkwHHOA8b/sniHZNBxzu8uGbc1a36VLjkK1fgGWXTS8/52qnv508Bid3O23uob93Lga5F4/cfTWxvCamE8kNMc3pUJTQ0X+I7UxQUrlfIqL7OhqvnPQbjZeub8dEdaU5VEpQ9a53tVe8rauFoKRzbzDq3T733qh+lE7HLqP9oPYV1MdjV25zMzEdUQpIexLJY5a6VylK2GjQ0c4EJZX7JSK6rzPJykm/mWTp+nZMVFeaQ6UEVe96V3vF27paCEo69841926fey+qH6XTscpoP6h9BfXxWJXb3ExMR5QC3JGNvGWujnQoSqho0NHGWPEBshuKEgcvfQ/sva8wkdf7uisBa98bnPS74UPQN1hb8rdfonFxmZo83rlUTCT3rN91j3PuC0wLbnI0CXBsl/O+ZP0v8+9lyLO9m9MRH2jOZ1WUsIjPc7Rd0l//srRNuO3Lz6Rh/Qfg4KPTy/3a3IYPOfuWa7dKRdK5GCNqHAerpOZ0KEqoGJHOi+yHhoZkeLiF9xAU25k3a6dDT54WyWInT2HsDMZYgMk9W7njR3KvU4BxdrJyCbl21rM+7VwBiycQxJlDb2fAimLFByon8eY/c8a3zDbP5TCtrkDLNVsJO+PcBDCnCeIDhVdMC85/DLBz+opCrBdSo/l9JdYLqXFnqpWJQFc/JjM1vb6rDzs1irEzSLX6m1u0XK/QAZptNT6/AyK2Y7Jg57QPYGCqq4eudBLLzmKKfzO8bc9EpttdV5/TjvzanLt/QbtsaV/ccs3ORK+f3T3Bnz41wXfXJ/jivim2nMxw8DcXVd5RmQ20XLNzkarHYY0x1wKfBgZxTpbBuaH43LpE6efkFKJjiDERIt0LGlaeIBxmjNu6H2WESebRw9sZYpAEplwbNJaTKK7MPsSGsQPlNV3p/PcsdIpCOMwot0UfK9RXdCCvLwMN1bSiNJ2A3wGTWJEfeci3BYadthAJ6GtzxiG+VOpztV+uC3ekI2ZBTN2rFCV0avmX/HfAm0VknogMiEhizgUc4O/k1EGOIeOk8j+CACNMchvDjJNqcc2UltFATau+lDlBFW1G20L74wYZkdz0qlQHzvxQlE6ilqDjkIg8GVpNOoVKTj9tToZs/kfQZYRJsugN2uYsDdS06kuZE1TRZrQttD9pESwgYgxRvSO5ooROxelVuWlVAMPGmP8AvgPk7Y9E5M6Q6taeuE4+3h+cDnIMiRJhHj0FP4bz6CGCzqmfszRQ06ovZU5QRZvRttD+pGwniRyc6VVpARHBGJ3uryhhUM1Ix5tyjwFgAnitZ9kbw6tam1LJ6afN6aOLtzPEPHoA8nPu++hqcc2UltFATau+lDlBFW1G20L7k7aFWO5fUDQXaOhoh6KER8VLmSJyA4AxZpOI3O9dZ4zZFFbF2hZjOQm2m/68qY4hNjajJMliE8EiQRzLEzMKwjgpMmSJEqGPLt/EcINhkAQ3soksWSJlti2giY5dSpOpQtM16Uv6uCl5mcedqi/wymFxub3EmCBd8TiK0lKMhSROw970iXybScV7SJqpAt26fa1gYzOtd+1z24OUTAcbbvCREiGufY6ihEIt8yduBtZVsWz202THEBubQ4xyO1vzjkDXsZ6lJLCwSl1SKjhSGQz9xH2OFECTHbuUFlBG0zXpS2zM6K+JVKGV4nLPY5BXcF6BzqtyVlOUJiMIh814gQvgZtbwY55mjGSBbvvoqql/dg6gfW4zSBdMr9KRDkUJm4q9lzFmozHmI8ASY8yfeB5/CTo5tRmMksz/EQMnGfF2tjKaS60J3SWlwx27lPqoSV81aKW43LWcUaJzdftR2hG/NnEXO9jE2SW6nVH/rH1uU0jZkg863GcNOhQlPKoZ6egC+nPbeid5nwLeGkallEKy2L4uKM6AfRNcUjrcsUupj5r0VYNWisvtIaZuP0pHENQmeojlX7u6nVH/rH1uU0gHTK9SFCUcqsnp+Dnwc2PMv4nInibUSSkiguXrguLmdITuktLhjl1KfdSkrxq0UlzuJGl1+1E6gqA2MUk6/9rV7Yz6Z+1zm0LKFqJFieRJvcahKKFRzfSq/zLG3A3cbIy5u/hRYd+vGGMOG2N+FbD+lcaYEWPM9tzjL2b4OWY1CeJcx/oCF5TrWE8il5cRuktKhzt2KfVRk75q0EpxudvZV6JzdftR2hG/NrGZNdzPcyW6nVH/rH1uU3BGOpzXMXd6lY50KEpoVHPZ5DO552uBZcC/595fDxyqsO+/AbcAXyuzzS9FZNZb7wa5/1RyBRKECdLMlzgfSK7F2FnEimDifVjGyu/fLzHP+iiZeBcjZpIYEQQhg50vHyg5pt+yfD1a5Nil1IdIFjt5Kn/OrPgAxvhfXS2nw2LHs5hYxJOT2PZRsD8YBSQAACAASURBVKKYeIIJk3X2NRG6E8tg08fzWiWeYNxMO6/108UkGTJk6SfOjVyVW+e4V9XsrKYoIRLUNhbRy7u4Ehshmrt+99usJYJFHzFOMQVi05dMMSjCH3MpInZFRzdA+9wm4eR0OOdBczoUJXyqnV6FMeazIjLkWfVfxpjhCvv+whizuq4azgKC3H+W0M8RxgJdTdz9dsg+fmO0n8iWm/NOJtkNH8ROrOCImfBdbzZ8kEcSSVaahdzFjnz5v8flZLBLjhnF4t95JNhdpcmOXUp9iGSxR/eXaMZKnF4SeFTjTuU6ngWV+9+JwzxtDjsOVOY8bu/eHuhIdR3reZz9PMQLvseqyVlNUUIkqG0sopcjjHM7W+knzqs5v6CfvY71/Er2c9VoN9GnvgtnvQYe+wqmFicq7XNDxzvS0WW57lU60qEoYVHLZZM+Y8xZ7htjzJlAXwPqsNEY85gx5nvGmIsaUF7bEeReMkqyrKuJu9+m5OD0nzyAyWNEttyMnRwtu35jcnH+h9At/zgTvsc8zoS6Bs0i7OSpAM2cKtm2FnedoHKvSi4BSh2o/Bypbmcrl7Gy4rEUpdUEtY0xUnldb+Lskn72drayKTlI35Z/hpUvhce+ok5UbYive5XGHIoSGrVkpf0P4GfGmN2AAVYBf1Tn8bcBq0RkzBhzNfAd4Fy/DY0x7wXeC7By5co6D9tcgtxL7ABXqmLXky5bfJ1MjJ0pu96yS4/bRcT3mF1FSY3qGlQ/LdWsnQnUTDG1uVP5l9tvO/opdqAKcqSyPFOmVGvtQyf3s2EQ3HdLfnmQxvP9cqxPnahCol69FuR0uO5VOtKhKKFR9UiHiHwfJyD4EPDHwPki8oN6Di4ip0RkLPf6HiBmjFkcsO2XRGRIRIaWLFlSz2Gbjute4sV1n/JbXux6krLMdEKhS88ixIqWXW9bpcdNkfU9ZqroT5+6BtVPSzVrRQM1U0yQPv3dqfzLHbMc/bgOVC7F792ybaTgvWqtPejkfjYMgvtuk18epPF8v5we920z6kRVP/XqtTCnI+depTkdihIa1bhX/Ubu+VrgGuDs3OOa3LIZY4xZZnLZdMaYy3P1OVZ+r/ZHEMZIcpIJxkjSS8zXvSRBvKyriet6cn/8MNkNH5z+4Rpci1z5USw7w/un1vJ811Th+tw8+wfjR9nMGubRwwrmcz0bGKSf3ylyCPod1jNIP9ezgRXMzy+zsRkjiaBXfjoNKz7gqwkrPlCyrZ+7zjtlA31TUzBxFKZGEMkyRpKJeBx7wx+XlPtA/AjgOFC9gw1czwbexZV0E+MdbChxXnuUvfn36lCltAvV9N3v4gpiWHmntac5xO9xOe9mI9exnvMY5DrWcyoeY3LD+2HvfXDpeyo7UYkNUyP5Nofov9+wSdvkLXPz7lU60qEooWGkgj2cMeZ/icgnjTG3+qwWEXlPmX2/CbwSWIzjdPVJcO6eJCJfNMbcBLwPyACTwJ+IyAOVKj00NCTDw2Vz2FtGuaTxCdIlrjyuM0qQW4+73ohNPDmFJYJJjWKGCxN50/1LiaYmnekzVpRUvIeUcRyrQDjluav5eQzyGi4gSZY4EX7EkzzD4fwfwl5ifI8n8stKkso7j5ZXvBWadd2rjJ3JOeZUdq9y3al6Ro9g3Dsi5zT2rcRhxkyKq+UCSI7RbRumLKE7vpARk8QAMSIYTEniuCCkyZIiy/zc/QwEIUWWhfSykL5O1lejaYsvop372TCopu+OEWGEKW5nK6tZxMs5hykyBXp/G+vYwh5e4Bi/K0PMT2aJiDgnVWznHhzFTlRiw+iL03chrzbZvH1ouWZnotcLf36CwbjhL8/tZc9klnfvGOe2tQl+5zQ1s5gDtFyzc5Fq3Ks+mXu+odbCReT6CutvwbHUnTUEJR7eyCZfVx7XFSiI/HoDdPeQmTpBdLg0kVc2fYJo94L8fj25B8CYJ+AAeIbDHGKUd7Ah71jl1vV2tnI1F/MMh6uqv9K+GBMh4tFE2W29OkyOTP/5gelk8U03Md7dze1mOyPdhTc6ex0XcjtbeR8v5/+ypURT72AD/8r9Jdu771VfSquppu929TzCJI+xn/NZyg/YWbDPf7KN13Ehj7Gfb5hhbuyuQtvJ0ZI2x5bPO5a56mAVGmkpnV6l9+lQlPCoelKpMeY54CHglzj31ngitFp1MDUl5c4AU0OCcKU6GYwmlSul2OnAZHE7IGm2xxnADNRUceK4u737XvWltJpq+u5skflHUBK5q++qtR3Q5jTZPFyS9nSwMT29qoUVUpRZTi3jthcC/wIsAv7eGPOcMebb4VSrc6kpKXcGSA0JwpXqJIgmlSulWLHAZPGgpNlJ0gCBmipOHHe3d9+rvpRWU03fHSky/6jUHqrWdkCb02TzcHFGOpzXbm5HUnM6FCU0agk6skA692wDh3MPxYNfUm4jE2WteCIgQTgRuI9fnTazhgfYnU8099Z1Ib2h1V/pAOIJZz65T7L4/TxXopnrWM929gHwKHvzCbbe9d7Ece/2qi+lXaim704QL9D3dvaV6H0za7if52rTtk+b8002VxpK2vZY5rrTq3SkQ1FCo2IieX5DYyaAx4F/AO4VkZa5TLV7gmOl5HAbm1GSZLHpIkIWwQKyCDaChSFBPPAKWVYySPIUxs4iVpRkvIe0sTG5o1i5V2myRHPHF4RRktjYWFhEMWRwEs0FIYudrytQtv4dSMsr3w6a9eougkWCOFbuuoOr2YyrGYlikmPO9A4rih3vY9SksbGJESGLndOtoZ8uxkjltev3fopsXk+9xHxNFZQ8bfFltINmw6JE70XGHs4WQjb3bDBEMAXvDSBAHIsUgo3TB1sYbKSg3OoqZTu5Hbk2V5Js3t60XLMz0eu8Hx7jtYtjfGBVN5NZ4erhUT59fi8fPbs3pFoqbUTLNTsXqWXs9nrgpcD7gT8wxjwA/EJEfhxKzTqYcsnhNjaHGOV2ttJPnFdzPs9wiItZwX+yrcDxZ5D+ksBDEI6aCW7r3p7f/y4eyO/3ZtbwMM9zJWfyY55mjCRvZ4goVj5pvBpHKk3qnV14defV2NKcBkpce8wQg90D+T9iR3LrpzW3o6Ccn/NMgQPa4+znIV4I1JrqS2kVQS5VrkZ7iHKcCcZJFuj8bazjFzyb17nb176ccwuWz9jtz1iaNN5kUrYQyZ2mLvfmgDq7SlFCo5abA94lIv8vzl3I7wHeDXw3pHrNWkY9TlKbOJu72MFlrMwHHDDtkDJKsmR/r8OKu793v7vZwVrO4C52sImz8w4sx5kocWVxrugpc4HRIgczr8aCXHtcfVTS3O1sZS1nFLy/jJW+ZSlKq6mk91GSnGSyROf/ybYCnbt9bfFy1XvnkJbpBHIL59K33qdDUcKj6qDDGHOHMWYX8HmgF/h9oDo/TiWP1/3EdT4JcvzxJt+6eB1WyjmnFDuoqCPV3KbYdQdcjdkVXXuq1Zz3fbFblWpNaRcq6d1G6CJSlc6L+9rispT2xRYhK9PuVcYYYkZzOhQlTGqZMPq3wPki8joR+WsR+bmITLkrjTGvaXz1Zh9e9xPX+STI8cfyGZ73OqyUc04pdlBRR6q5TbHrDrgasyq69lSrOe/7Yrcq1ZrSLlTSu4UhRbYqnRf3tcVlKe1LOhdcRD0/szFL3asUJUxqmV41LCLlLt98ugH1mfV43U9cJ6BH2cvbWFfi+JPwmffudVjxcxJ6M2vYzr4SBxV1pJrbFLvueDVWybWnkuaK3aiK3apUa0o7UUnvCeLMz7lQebd5G+sKdO72tcXLVe+dgXsTwKjnX1DMGB3pUJQQqdq9qmJBxjwqIpc1pLAKdLqrSpZszklKiGFhA1EMjjeQ4/jThcUU2RKXIZh2IbJz7lMGyOSdU8g5qxgyHncgmHWOVLXQ8g/aDpr16sYKcK9y9dFDlDFSeaerPmKM5xQaJYKdczwLcqtyty0+jlIVLdcrtIdmwyLIYdDrXmXnHsXuVY5n1bR7VRcWWZwpjIIQI0If8bnUv0IbaLZWvR5P2Sy69zg3rYrzlmXOBb7rHh1l89Iu/s8lalU8B2i5ZucijbzzkI5JVoEgHGW8wDnl97icKeyCZZtZk3efcl2GLKyck9BYoPNKOdQxaG5j+UyxcvE6rgU5XXkdqbz69OqvkjOQorQDfg6DrnZ/ytNcwZnczY6q3Npm4g6otB7XpcrN6QA0p0NRQkYvPzYZP+eU40yULPO6T3mdrCo5ryhKvQQ5XXkdqYrd0fycrtxtVZ9KJ+Bqdy1ncHcuyKjGrU3dATuTdC53w5vTETVG3asUJUQaGXS80MCyZi1+zimVnFJcl6Gg/dUtRWkkQU5XxY5UXn36OV15t1V9Ku2Oq12vQ1u1bm3qDth5pAITyVtTH0WZC1ScXmWMubbcehG5M/dcdjvFwXVO8f6QuU4p3mXF7lPunHi//dUtRWkkrtNVscaKHam8+ix2ulJ9Kp2Gq13XkWqEyYLXLn5uVeoO2Hmkc/msMWs66ogavU+HooRJNSMdbyrzeGN4VessBGGMJCeZYIwkEpDi4uecsiA3T9i7zOs+5XWyquS8oijVUKzXbO4q73HGMcA72FDiUOV1pCp2R/NzunK3VX0qzaDaPjhoXwN5J7Y355yrqnFrU3fAzsQd6YgUT6/SmENRQqPiSIeI3NCMinQytSbPRrG4movpIkKKLCkybGEvV3Mxi+gjlrtCdi1rS9x/DIZBEtzIprnqRKXUSbFez2OQV3BeSeL4e7iKDFksLPrp4irO4QrOJIKFwfBWLivRn+pTaQX1GBh49+0nzss5l/k5gw+DIU6EG7kq5+QWoZcYb2RNgb4B1XyHkc4FFzHv9Cod6VCUUKnJvcoYcw1wEdDtLhORTzW6Up1GUPLsjWwqcUgZJ5V3OXGZRw+v40K+yRbm0eO7nxc/5xVFqZZiva7lDN/E8XezkQX05ffrr3K6iOpTaTa19MHl9h1hMt8Pv44L+QE7fcvwK1M131mk8onknulVlt6nQ1HCpOpEcmPMF4HfAT6I42/8NmBVSPXqKGpJng3a1i8pV1HCoFiDQcmyrnmBorQ79RgYlOuTtT+evfglkkfVMldRQqUW96qrROT3gRMi8r+AjcB54VSrs3ATEL0EJRIGbeuXlKsoYVCsQTdZ1ovXvEBR2p1a+uBq93XbhfbHs5Op3EhHV8EdySGp06sUJTRq+VfhXgqaMMacBqSB5Y2vUudRS/Ks37ZBSbmKEgbFGtzOvhIjA695gaK0O/UYGPjt+2bWsJ192h/PYqaDDnWvUpRmUUtOx3eNMfOBvwe24dyB/F/L7WCM+QqOw9VhEbnYZ70BPg9cDUwA7xaRbTXUqSUIwjgpMmTpIkIam26ivIsrAefKWVAiocGwhH7ezUZsbCwsYlhcxzrsfNlJDIY02XxZQP6Y5cpX5g5eHfpponh9LzEmSJMhSy9d3MBGMthYGPrpKtBkP135bYv3Vf0p7UY5AwMbm1GSZLGJ5kwQ0mSJ5HQ+SYY4Ud7NRgzOD5sB3sDFGOAkE8SI0EdcNT+LmMrNmusquE+HIakxh6KERi1Bx9+JSBK4wxjzXZxk8qkK+/wbcAvwtYD1bwDOzT2uAP4599y2eJ1OVrOIDaziP9lW4PqzlO7AHydBOMJYictKFCufYO6OfvyYpxkj6bu+WmcWZXZSya2nGocqr8Yc3SawsHzLvo71/JxneIbDqj+lLfEzMLCxOcSor+776CppE29niCX0c4IJRpnK341cNT/7SPqMdKh7laKESy3Tqx50X4hIUkRGvMv8EJFfAMfLbLIZ+Jo4PATMN8a09ZQtr9PJVZyVDzhg2vVnlGRV+7v73MYwx5koWHYXO9jE2YHrb2OYcVIhf1qlXQnSkauJahyqvBrz6tav7NvZylrO8D2WorQroyQDde/XJm5jmFGSHGciH3B416nmZw9TuYTxmOdfkCaSK0q4VHNH8mXACqDHGHMZ5C/zDAC9dR5/BeTusuSwP7fsgE893gu8F2DlypV1HnbmeJ1ODKZm158gp5SuomTFYkcrv/XqqtLehKnZSm491TpUeTXm6raSw1rxsZTZQ7v0s40ii11R98XrbGy6iMzYDUtpHvXoNZ/T4Rm46rJMfrmiKI2nmpGO1wGfAU4H/gH4bO7xP4CPh1e1QkTkSyIyJCJDS5YsadZhS/A6nQhSs+tPkFNKqujHrNjRym+9uqq0N2FqtpJbT7UOVV6Nubqt5LBWfCxl9tAu/WyjiGAFarmca1uK7IzdsJTmUY9e/aZXdUdgIgu2aOChKGFQMegQka+KyKtwkrxf5XlsFpE76zz+i5Cbs+Fwem5Z2+J1OnmA3byNdTW5/gS5rCykt6yjVfF6dVWZ21Ry66nGocqrMa9u/cq+jvVszw1Kqv6UTiFBPFD3fm3i7QyRIM5CetnMGu1zZzH5RHLPv6AeyyDApA5oKUooGKkyos9Ns/pr4DQReYMx5kJgo4h8ucJ+q4HvBrhXXQPchONedQXwjyJyeaW6DA0NyfDwcFX1DgPXFShLlljOvcp1/UkQr3h/A+/+kSJ3qmzOVcVgyASuV/egGmn5FxWGZv105Ode5a53HahcjQnOVCo/3ZbfV/UXMm3xxba6n20UrnuVjV3Qt1oe96piXQvCBCnSZBEghqXuVeVp+RdTq14/8fQ4n35uknuvGMgv+86hFJ9/YYqDr17I0rjep2iW03LNzkVqca+6Nff4RO79M8B/AIFBhzHmm8ArgcXGmP3AJ8GZTCsiXwTuwQk4duFY5t5QW/Vbg59LSiP2r1RmPcdUZh+VdOi3vloN1bOvorQTls8UKy/9PlOmDIY+1fusJmkXjnIA9OTej2WEpXr6FaXh1BJ0LBaR240xfwYgIhljTNlBSBG5vsJ6AT5QQx0URVEURVHqYsqWgnwOgJ6I8348qzkdihIGtYwfjhtjFuHcOwljzJXASCi1UhRFURRFCYmprPiMdDhBx5gGHYoSCrWMdPwJcDdwljHmfmAJ8NZQaqUoiqIoihISUzZ0meKRDud5LKNBh6KEQS1Bx07g2zi5F6PAd3DyOhRFURRFUTqGpC0FNwYE6NaRDkUJlVqmV30NeAnwN8DNwHnA18OolKIoiqIoSlhM2UKsyL/IzenQkQ5FCYdaRjouFpELPe9/aozZ2egKKYqiKIqihMlkFp9Ecud5VIMORQmFWkY6tuWSxwEwxlwBdL6Ju6IoiqIoc4rxrOQtcl0GciMdx9IadChKGNQy0rEeeMAYszf3fiXwtDHmcRz32zUNr52iKIqiKEqDGc0IC4vmV0Utw7yo4WDSblGtFGV2U0vQ8frQaqEoiqIoitIkRjPCiu7SyR4LYxp0KEpYVB10iMieMCuiKIqiKIrSDPymV4EGHYoSJrXkdCiKoiiKonQ8Y1mhN2JKli+IWfxagw5FCQUNOhRFURRFmTOkbSFpT1vkelkeN+yfspnosHt17OM4D7KbPRxD6Ky6K3OHWnI6FEVRFEVROhr35n9+06vO64uQFXh0JMOmhbEm12xm/IJn+ZnnXs3nMshvs5ZuOqP+ytxBRzoURVEURZkzuDf/8xvpuKDfuVnHgyfTTa3TTHmSA/yMZziLxbyNdaxnJbs4wjd4hBSZVldPUQrQoENRFEVRlDlDfqTDJ+hY1GWxstviJ8faP+hIkeF7PMFCermKs+mhi4s4jVdwLr/mJHezQ6daKW2FBh11YotwMGmzZzLLwaSNLdrAFaVRaPvqfPQcKu2Ge8dxv+lVAGsHItx3PNP2Wn2UfYyRZAOrsZgOoFaykLWcwU4O8Bj7W1hDRSlEg446sEV4fDTLlQ+cZPVPT3DlAyd5fDTb9h2VonQC2r46Hz2HSjtyOOnob16sdKQD4Jy+CKNZYc9k+7pY2dg8xPMsoZ+lDJSsv4jTWMYA3+cJRplqQQ0VpRQNOurgcErYvPVUvmPaM2mzeespDqf0B1VR6kXbV+ej51BpRw6lHD0ujPn/BTo7NwTy2CknJ+LbB5O8/MGTHE21TxCym6OMMMkFLPddb2G4krPIYPMTnm5y7RTFHw066iBpl14J2TNpk7T1B1VR6kXbV+ej51BpRw7l7sOxIGCkY3Wvk0z+5FgWgA/tHOeXJzLcfiDZnApWwWO8SBdRzmBB4DYDdPMSlrGD/RxlrIm1UxR/NOiog7hlWFU0KXRVj0Xc8u/IFEWpHm1fnY+eQ6UdOZSy6YsQqMPeiGGwy/DUeJaULRzIBSmPnmoPN6gp0jzNQc5kEZEKf+Mu4jQsLO5jV5NqpyjBhB50GGNeb4x52hizyxjzP33Wv9sYc8QYsz33+IOw69QoBrsMd60fyP+oruqx+Pa6ASKIzllWlCool2Ts177uWj/AYJf+Ye0UtI9U2pHDSZsFAVOrXM7ojvDUWJZnx7Pk8s55YaI9plft5AAZbM5iccVte4hxDkt4gl8zQaoJtVOUYEK9OaAxJgJ8AXgNsB/YYoy5W0R2Fm36HyJyU5h1CQPLGC5JRHho4zxGs/DseJb3PTHGwaTNXesHuCQRwTL6B0lR/HCTjN05/25Q4babfPu6aj5JW4hbztVHbVOdg/aRSjvywqTN4oCpVS4rewz3Hs3wRG6K1RndFs9PZptRvYrsYD8DdLOY/qq2P4+lPM0hHmM/Gzkr5NopSjBhj3RcDuwSkd0ikgJuAzaHfMymYhkDxvCaR0a4ZvgUD5/MaLKkolRBNUnGljEsi1us6omwLG7pH9QORPtIpZ0QEXaOZVndW3mkYzQr3Hs0hQUMzYuyb7L1ls8nmGAvJzibJRiq6w8X0MsS+tnKXr1vh9JSwg46VgD7PO/355YV8xZjzA5jzLeMMWf4FWSMea8xZtgYM3zkyJEw6jpjNFlS8aOdNdsOaLtpP8LSrJ5rJQxmotf9UzanMsLqnkjZ7VbmpgR+62CK07otzui2SAktD5Td+26cWcXUKi/nsZTjjLOXE2FUS1Gqoh0Syf8LWC0ia4AfAV/120hEviQiQyIytGTJkqZWsBKaLKn40c6abQe03bQfYWlWz7USBjPRqztdanXQnQFzuEHHibRwTq/Fwlwumet81QpshEfZx2nMo594TfuuZCERLHby6/oqoblYSh2EHXS8CHhHLk7PLcsjIsdExPWh+1dgfch1ajia8KootaPtZu6g51ppF56sMujw5nyc1xdhUe79wRYGHbs4zChTnMtgzfvGiLCC+ezkIHatU6wOboMH/w6+9//APX8AP/sE7PwPOLWv8r6K4iHURHJgC3CuMeZMnGDj7cA7vBsYY5aLyIHc2zcDT4Zcp4Zii3A4JSyJwc+vnEfGhpgFy7somH+ezmY5kIK0Z30sEikpRxNmlbmCX6L4oqjw4pRNyoYuC5bHDVHL/89BcZtZHIOjaQrKOpiiqrIqoe2zOoq/p4URm4NpQ9qGeVHDgxsHyNiAMSzrIretrd+p0jRemMzSa8FAtLzWjDFsmh/l/pMZrpgfpTs3KneghUHHo+yjmxinl7k3RzlWs4i9HGcvx1nNoso72Bl4/Ouw7xcQnwdLLgYTgYkj8PwPYff3Yf7ZcOZrYPl6sML+S6l0OqEqREQyxpibgB8AEeArIvKEMeZTwLCI3A38sTHmzUAGOA68O8w6NRLXfeeTz4zzwdU93Pj4WN6F5851CdYknD856WyWHWM2b9k2ml9/x7oEa/qdwKOSi4+izFacRHFH4xnbZseozbWeduK0I0qCheI2s3kwxl+c21uw7x3rEvzVsxPcdThdtqxKaPusjuLv6U9Xx7l+RTfXbpv+3m5d08+CqOEbL07m1o3qd6o0lT2TWQbjFqYKnX3inB6OpGxW9kSYzDqjA60a6TjCKE9ziEs4reK9OYJYwXyiWDzBrysHHSLw2K3w4gNw2pVwxsvAeI6bnoCjT8ChR+HRL8KTC2DVb8DKl0N8YEb1U2Y/oed0iMg9InKeiJwtIn+dW/YXuYADEfkzEblIRC4VkVeJyFNh16lRuO477zq9Ox9wgJMgee22UQ4knU7qQIp8wOGuf8u2UQ6kCssp5+KjKLOdA0nJ/wmF0nbkpbjNvOv07pJ937JtlHed3l2xrEpo+6yO4u/phjN6Ss7JDTvG+HVSfNfpd6o0gxcmbJbGq/vr0xMxrMwlnPdEDH2R1gUdv2QXUSwuYPmMy3CnWD1VzRSr5+5xAo7TXwYrX1EYcADEemH5Brj0D+H8tzojIU/fAT/+CGz9Auy7D5KnZlxXZXaiY2F14DqyLIxZvs4sqdyitI3v+rRdWE7xenV2UeYSqYB2kvL5jS9uM0FtcKHnBmBBZVVC22d1FH9PEeN/PvsiJnCdfqdK2OydsnnZgpn99VkYs1oSdLzAMX7Fr7mY0+gmVldZK1nIHo6znxOsZKH/Rqf2wtPfhoUvgRUbyxdoDCw423lMHHVGPo4+BQeGnfUDZ8DiC2HRBc5zpL76K51NO7hXdSyuI8vxtO3rzNKVWxSz8F3v/h9SZxdFcfIuyrUjL8VtJqgNHk/bBe/9yqqEts/qKP6esuJ/PsezErhOv1MlTMYywom0VD3SUcyCmGl60HGKKb7NdhLEWeN7x4HaOJ0FWBie5KD/BmLD9q9AtBvOfK0TVFRL72Inv2Pd++GSdzmjJBh4/l7Y8jm498Pw5O2QGqv7cyidiQYddeA6snx1/xRfvqS/wJnlznUJlufmqi/vgjvWJQrW37EuwfKuwnLU2UWZyyyPG+4saifeduSluM18df9Uyb53rEvw1f1TFcuqhLbP6ij+nm7dN1lyTm5d089pceO7Tr9TJWz25u4ovnQmVx9oftBxkFP8Gw8wRZpXcB5Ryt9bpBpiRDiNeTzJAf8bBe67D07tcfIzYj0zO4gx0LcMTr8KLrwehj7kTMFKrITnvg8//Rgc2FrfB1E6EiMd6Lk8NDQkw8PDDS2zwHXFOFMDJmzyriqAr3tNxradeeIi2MaQuDBZzQAAHZxJREFUtSFiwfKY0BWdHsKt5F7lltMIpx2lhJb/kwlDs7XSLAemeo5T3E6WxoTDaePbLso5JVXat5mfaQa0XK8wM82658/k+kPbBssCS4QshrglBe5VxzJGHcFmBy0/cdXo9XuHU1w9fIqbL+zl4kTtU6z+8YUpfnIszcnXVuH8VAeCsJ39fI9f0UWUV3AuS0g0rPxdHOYBdvMHbOI05k+vyEzCT/4nxBNw4e/WNspRLRNHnHyR8YNw7pvhvN8K5ziVablm5yKa04G/O82ta/r5s6cnOJi0+cGGAaZsStxrLuq3eGLMLlj+5Uv6ufmFSf7i3F7WJOz8n5xYJMLKgIsGtkhJOY6Ti/4IK42hWQ5M9RzHFmHnuBS4H719RTdv8bgfeR2oSp2vpMApydnWakjw7j2W4k/Gtnl8zOZTz06UuPm5/eKHzuzJ96uOLiys4gRVRQmJPXWOdCyMGUYywmRW6ImE0x8Iwg/ZycO8wDIGeBnn0ENXQ49xOgswwJMcLAw6dt0DqVNw3ubwAoHeJXDR78HzP4Bn7wY7DRdcF86xlLZDe3v83Wlu2DHGx87qYc+kzXMTtq97zYFk6X43Pj6Wd9Kp1ilH3XGUsGmWxuo5jp/7UbHrW1C7qsX5SgkH9xz4ufm5/aK3X9U+Tmk2eyZtIob83cVrZWEs/LuS38cuHuYFLmAZv8kFDQ84ALqJsYx5PMnB6SlWk8dg9w+cZO/+0xp+zAKsCJz1Blh6GTz3Pdj9w3CPp7QNGnQQ7E7jOt/0RUygq07QfrU45ag7jhI2zdJYPcep1v3Ir13V4nylhIN7Dso5iXn7Ve3jlGazd8pmsMsQmeFVfDdYCSuvYx8n+BnPcCaLGGIVVogzgFaykOOMc4RcUvfTdzr35jjj5aEdswBjYPVvwoLzYOdtcHRnc46rtBQNOgh2p3Gdb8azEuiqE7RfLU456o6jhE2zNFbPcap1P/JrV7U4Xynh4J6Dck5i3n5V+zil2bwwkZ3x1CogHzCHEXQIwvf4FT10cQVnYkJOOViZu6v5kxyEkb2w/0FYtt6530azMBaccw30LIRtX4Spk807ttIS5nxORzqbJWXDjy6fx7PjWT61a4JlXYbPXNCHLfDMy+eTiMK31yX4bc/dc7+9boAowveHEuyeFBbGDPNihh4LbIGHNw4wloUDUxnASWY1xkmwjFswJU7Ca5cFy7rgrvUDBfPgv71uAFtsDibRBEulblxnoeJci0a4BXmTrHstuGt9gs1bvXeaTiBi89y4ELNgMCYcShsyNvREBIMhJRA3sH3jACO2IS3QawnfWZfgtwraXYKoEZ4bz9IbETLitK24BT+5PMFT40JfxDCeFc7sMQVuVeWSwZucKN7xFH9fi6JC3Aj3DCU4nhbu3ZAgjSECdFmGCE4i+YMbB7Bt4b+HBrigzwIR9kxm9TtXmsKeSZuLEjN3gHKnV4URdPyKX3OQU7yUc+hqwl+zHroYJMGT8mte8eQjjkXuiitDP24JkS44dzP86utO4LHxo6U3IlRmDXM66Ehns+wYs/Pzxlf1WHxvKMGUDb/5yPSfs69fmmBBRPini/pZGDMsiBk+9tQ4i2KG96/u4f1PlCZM/n/n9PL9w1NsWtTFDTum13/j0gTzo3DN1sKE10v6LR66aj7JrJAR+MiTY9x1OB1awq8yt7CM4ZJExNFYA/9YFyeO/+nqODec0c0/XdSf//MfM/C+X41z1+E0n39JD5sWdfGWbadYFrf42/N7C9rHHesS/NWz43nt3zOU4Ktr+gGnrLgF/7B7kl+ezPru+6W9kwXtxhtUBCW4A01Jsp8tFH+Xmwdj/Pm5vdx/LMVLF3Vx18Ekv3NaN299tNRg40Nn9rCsyxCRLCcyhlc9ot+50hzStnAgafMbi2f+t2d+1Bl/aHTQIQgP8Bzz6OFMwnXG8rKaRRw/8qAztWnVq53AoxX0LnHu7/HcPbDrv+HcN7WmHkrozOlw8kCKkkTV5yclP6LhLnvnY6PsTcI1w6c4kLR53ZZT3HU4zUfO6i3Z302YfOujo/zu6T35P0Xu+t99bJQ9U1Kw7NptoxxMwbK4RTxiePUjI9x1OJ1frwmXSiNwHJgsVvVEWBa3GvLnzi/5++rhUa4ZPsUrHx7hmuFTXD3sJBcDvGlZd77NfOys0vbxlm3T2+6ZtLl6eJTjaSko64Yzeqra19tuyiW4q5FDbRR/X+863Tmnb1rmGGjccEYPb33Uv1+8YccYz08KL0l0lST+63euhMmLUzY2M3euAohahvkxw8EGG1Q8zzEOMcqFLA99WpWXs7IDvOHx7Yz1znOSulvJ4oudu5Y/8x048Vxr66KExpwOOtI+yadBSeN9OXs8b5JkUKKru01W/Nf3FVnteRNeNalc6SSqTf5250J720S5hONy7yOm+n3ddlOuXWmbq43i76u4v6vUL/ZFDJmAvlG/cyUsXL3N9G7kLgtjhoMNdqh4iN10E+MsFje03EosffonLJgc5+5L1pJqdX6VMc4d0LsS8Oi/QHqytfVRQmFOBx0xn+TToKTx8azzY+hNkgxKdHW3iRj/9W5Z3mXuxRdNKlc6iWqTv93kYW+bKJdwXO59Vqrf12035dqVtrnaKP6+ivu7Sv3ieFaIBvSN+p0rYTF9j476NLYgZtifK6sRHGaUXRzhJSwl0sS/ZN1HnmFg9885uvR8di1Zwo7u0aYdO5BoN5zzRpg4Ck/8e6tro4TAnA46lnfBHesS+R+/VT0Wq3sM3y5a9vVLEyyOOa8/vXuSW9f0s6rH4rO7J/jWZYXbfvmSfr66f4pvXZbgG/unt3XXf+PSBKu6TcGyO9cl8gmvbsKvd32jEn4VpdEU6/XWfZMlbeqOdQm+un8KgP86OJVf721LftsGvb9132RV+3rbTbl2pW2uNoq/r6/ud86pe25v3TcZ2C/euqafM3sMT42muLNIJ/qdK2HSqJGOld0RnhrPYktjRuUeYjcRLM5jaUPKq4boxHGWPPp/yfTMJ7NyE4PpKPf3nCRLG4w0Jk6HFVfB/gfgxYdaXRulwRhpUMNpJkNDQzI8PDzj/b3OKwkjjOWcpGKWE4iAk+/hLusyTnJ3FkPWhv6I5N2neiNCWhwnnogFlghiDN1GGM0aeiNCJfeq5XFTcNdkddJpOC3/8urVbDtTrNf5ETvvThW1YKnHrar4fYF7VcC+h9PT7XPQ8743ImTFkPS4wB3LmMB2U+yylRVI5o67OAZH07RLm2u5XqG8ZvPfZVawDPQaYVycfm9SDF0IqVx/6faLWQzdlhAHksZqt+9cqY+Wn7hKfewfPj7KnQdT3LEuUddx/vtwis88P8Vzr1zAWb0zd8ICGGOKz/MTzmGQKzizrrKqxUqOsvyBLxCZGuXYRZvJ9i5kTyzFD+ad4uqxxQxNNdEyNwixYec3YfIovPyvoDeUaWct1+xcZM65V5VzsfH+4K3s8dtnxNdx5851CdYkIkQtq+ryy+Ek/Gp7UDoDr14zts2OUeHabdP6v2NdgttenOQzLyQ97SEokd1iVVGvtDL33tsOg9rWsjL/Adx6lm+jc3rwt2osYxjsgsdH7ZLv8cI+eHysUAOue9VfnNvLmkSEBbmLLMviLf4gypxh94TNsjpHOQDOyQUaD51I1x10PMQL2AgXsLzuelVDbPQQg498mUjyFCcuuIZs70IAVqZjLE9H+WnvcS5M9tMr9X2uujEWnP1GePxWJ79j4/907mKudDxz7hd2Jk413n38XHOu3TbKgWRllxxFme0cSEqJK9Fbco5G7vuZtodGtS1to40h6Hs8kKJEA657lbevVJRm8sx4lhWNCDr6LBbEDHceStVVzhRphnmBVSxigJCtasUmsfuXLP/l57Aykxy/8M2kE9OBjsGwaayfpLH5r/7DSDtMs+qe5ySWn9gFz97d6tooDWLOBR0zcarx7hPkmqPuU4oCKR9HONfRyPt+Ju2hUW1L22hjCPoe/VwBve5VDTb+UZSKTGaF/VM2K7rr/8sTMYbXLY5x58EUPzk688BjCy+QIsvFnFZ3ncrRfeQZlt/3jyzaeRepgdM4dslbyfQPlmy3MBvl8vE+no5PcG/v8fYIPBZfCEsudoKO/Q+0ujZKA5hzQcdMnGq8+wS55qj7lKI4uRV++vcats20PTSqbWkbbQxB36OfK6DXvaqO2yQoyox4dtxxmzq9AUEHwO+dFmd1j8Vvbxvl8VMZ9k9m2Tw8wjVbRqpythojyf08x+ksYCF9DalTMV0n9rL0wS+y7OEvEZka4eTZv8HJ81+P3RV8vEumurlwspsHe0/y497j2P9/e3ceZUV55nH8++uNXlgVRGQfRZCgEiG44DiYUYMxGY+OCWbOJEPiDDMjLskZJ4mZM0aTOSdxkjijMWOOUcY15BiXCS4RyVEGRUX2HSIShEYcFtmhm4Z+5o96m1za3ui+l3rv7edzzj1dVbdu1XOrn3qr3qq33htDxWPoZ6DHYFj6MGxdlnY0roM6XfHfnp5qMj/TVK853vuUc4l+XfSxXokaejRqGG/v/pCtfcv30exobjv2K+NjOdDQe1VmWencibJw92EAhlVl55SnqkT8YHglZYJL5+1m9Bu7mLm9jlnb65i0eG+rPVvNYhV11DOGQVmJJ1OXHevp+/aDnDb3Psp2V7Nn8EVsP/d6avqcmfRm0wIhxu+v4qyD5bxZuYvp3bewp+hw1mM8LkUlMOya5FfL5/8UPpifbjyuQ3Lee5WkicC9QDHwkJn9sNH7XYDHgDHADmCSmW1oaZnZ7L2qrb2mHNPzjZLeqw5571P5IvWNX8i9VzV2uL6eLbV2dP9orVep45GtfSvyfTSKQNqSs81tx4YcqGvovYqkF7/GZaUrGKnnbEv5+o8r9vH45hpmjOmW1f18w4Ej3Pt+DcXA1MHlrN1/hLvX1/Dw2V352sCmn9NYSjW/YSnn0J/RDMxOIFZPxda19HjvNco/Ws+R0goOnHoOB079BFZcdvyLw1hdXsPbVfspMjHhwEmMrelBSZr/5sM1sPYZ2FsNp38Whl+TVEjaL/Wc7Yxy2nuVpGLgZ8DlQDUwX9IMM1uVMdsNwE4zO0PS9cDdwKRcxtWe3qGO5zPe+5TrzEqKihhYcey0lnqVOh7Z2rd8H82O5rZjUzngXBrqzXhh6yHO7VaS9QsLQyqL+Y+z/thcaUhFES9tq+Pba/dz7all9Cw9toK9nM08zzJOpTvnMKDD6y/Zv52qD5bQbeM8Sg7u5EhZFXsGj+fAKSOguLTdyxViZE0FAw6V8UbXfbzSdQdvV+xi/MFenF3blfI0ercqKYezvggbXoX3XoItC2HEtXDqeR2tfLgTKNf/qXHAOjNbDyDpV8DVQGal42rgzjD8NHC/JFk+/oCIc84556Lx2OZaqmvq+Ur/3PfPLImbB5fz9yv2c8OyffxkZCUqruVg2V4Ws5F32UZfujGBMylq64V2M4rqDlJcu5fi2r2U7vs/ynZvpsvODZTt2wpAbffT2DdgDDW9hma1a9nu9cVcuac7m0vrWFB5gN923c6sqh0MO1TJkLoK+h3uQq8jpVRY0dHvYyS/vZQTRaXwJ5+BXmfAxtdg0QNQ1h1OORtOHgFd+yXNsEorvSISqVz/V/oDmzLGq4Hzm5vHzA5L2g2cDGzPnEnSFGAKwKBB2W8H6Vy2ec66fOM56/JJa/m6bM9hvrZsH+d0K+bKPqUUn4AmlKO6lTB1cDn3v19D+cDlDD9lFwBdKGEMgxjFaRQ18zht8cFd9H39HrAjyOqhvh41DGeoL62grqoPe4ZeQu1JQ6kvT37QLxffTsDA+i4M2FfF9uI61nQ5wMbSGlZ32X/MfEWW3CHpf7icyftyXHb0Hg4nD4OP1sH2lfDhIqiee+w8RWVQXAYX3Q7dcttDmGu7nD7TIek6YKKZ/W0Y/zJwvpndlDHPijBPdRh/L8yzvallhnm2Ae+3IYTeNKq8FIBC/E6Q2++13cwm5mjZbXIcOdseseaEx9V2mTGlnq+Q85xtSuz/lxjEFg8kMa1JO2dbydcYt1tL8inefIoV/hhvFOVsZ5PrOx2b4ZgnpQaEaU3NUy2pBOhB8kB5s8ysT1tWLmmBmY1te7jxK8TvBIX7vRq0NWfbI9Zt53G1XYwx5TJnmxLjNogtptjigaMxpX7y1lK+xrjdWpJP8eZTrJB/8RaaXHcjMh8YJmmopDLgeqDxT0vOAP4mDF8HvOrPczjnnHPOOVc4cnqnIzyjcRMwk6TL3GlmtlLS94AFZjYDeBh4XNI64COSiolzzjnnnHOuQOT88X4zewl4qdG0OzKGa4Av5Gj1D+ZouWkqxO8Ehfu9ToRYt53H1XYxxnSixbgNYosptnggzpgay4cYM+VTvPkUK+RfvAUl5z8O6JxzzjnnnOvc/KdhnXPOOeeccznllQ7nnHPOOedcThVspUNSsaTFkl5IO5ZskdRT0tOS1khaLenCtGPqKEnfkLRS0gpJ0yWVpx1TvpA0UNJrklaFbXhr2jEBSCqX9I6kpSGuu9KOqUGM5YKkDZKWS1oiaUHa8ZxIseYwxJcrMZb/sZffkiZKWitpnaRvpx1PayRNk7Q1/H5Z1GLedxuL+ZjU2RRspQO4FViddhBZdi/wspmNAM4lz7+fpP7ALcBYMxtF0sOZ917WdoeBfzKzkcAFwFRJI1OOCaAW+LSZnQuMBiZKuiDlmBrEWi5camajO2H/8bHmMMSXK1GV/7GX35KKgZ8BVwIjgS9FlFvNeQRI/TdP2ijmfbexmI9JnUpBVjokDQCuAh5KO5ZskdQDuISki2HM7JCZ7Uo3qqwoASrCD0NWAh+kHE/eMLMtZrYoDO8lOQnpn25UYIl9YbQ0vFLvsaIQy4V8F2sOx5YrEZf/MZff44B1ZrbezA4BvwKuTjmmFpnZHJKfDoherPtuU2I9JnVGBVnpAP4T+CZQn3YgWTQU2Ab8d7jl/5CkqrSD6ggz2wz8GNgIbAF2m9kr6UaVnyQNAT4JzEs3kkRomrIE2ArMMrMY4oq1XDDgFUkLJU1JO5i0RJbDseVKdOV/HpTf/YFNGePVRHpSnO8i23ebFOkxqdMpuEqHpM8BW81sYdqxZFkJcB7wgJl9EtgPRN9GtSWSepFceRoKnAZUSfrrdKPKP5K6As8AXzezPWnHA2BmR8xsNDAAGCdpVJrxRF4uXGxm55E0A5kq6ZK0AzrRYsrhSHMluvLfy28Hce27LYntmNRZFVylAxgP/IWkDSS3Uz8t6Yl0Q8qKaqA6o3b+NMlBKJ9dBvzBzLaZWR3wLHBRyjHlFUmlJAX+k2b2bNrxNBaagLxG+u2Uoy0XwhVjzGwr8BxJs5BOI8IcjjFXYiz/Yy+/NwMDM8YHhGkuSyLcd1sV0TGpUyq4SoeZ3W5mA8xsCMlDba+aWd5ffTGzD4FNkoaHSX8OrEoxpGzYCFwgqVKSSL5TTA9uRi1ss4eB1WZ2T9rxNJDUR1LPMFwBXA6sSTOmWMsFSVWSujUMA1cA0fdcky0x5nCMuRJp+R97+T0fGCZpqKQykv/ljJRjKhgx7rvNifGY1FmVpB2AOy43A0+GAnQ98NWU4+kQM5sn6WlgEUlPGIuBB9ONKq+MB74MLA9tVQG+Y2YvpRgTQD/g0dB7TBHwlJlF0e1ohPoCzyXHb0qAX5rZy+mGdELFmsMxiqr8j738NrPDkm4CZpL0rDXNzFamHFaLJE0HJgC9JVUD3zWzh9ONqln5tO/6MSkSMvMH+J1zzjnnnHO5U3DNq5xzzjnnnHNx8UqHc84555xzLqe80uGcc84555zLKa90OOecc84553LKKx3OOeecc865nPJKh3POOeeccy6nvNKRRyRNkNRs39KSJku6PwfrnSzptIzxDZJ6Z3s9rnC1lrtt+PxYSfc1894GSb0l9ZR0Y7bW6QpH4zKshfkekXRdC+/PljQ2y7F53rpmZSt32/D570m6rInpR/MxDF+U8V6H1uk6H690uLaYDLRa6DmXK2a2wMxuaWW2nsCNrczjOqfJxFuGed66lkzmBOSumd1hZr9rZbYJwEWtzONcs7zSkWWSqiS9KGmppBWSJkkaI+l/JS2UNFNSvzDvbEn3SloS5h0Xpo+T9JakxZLelDS8HXH0kfSMpPnhNT5Mv1PStLDu9ZJuyfjMv0paK+kNSdMl3RauYowl+SXcJZIqwuw3S1okabmkER3ecC51aeZuyKOeSuyQ9JUw/TFJlze62naypFckrZT0EKCwmB8Cp4eYfhSmdZX0tKQ1kp6UpI+v3eUbSUMy/qerw/+4sql8baoMk3RHKBdXSHqwPXkh6YqQ64sk/VpS1zB9g6S7GpePoUye1ZC3kt5XcsfY87YTSSN3JX1K0rNh+GpJByWVSSqXtD5MP3rXQtLEEOMi4NqGuIF/AL4RYvnTsPhLQlm/Xn7Xw7XGzPyVxRfwl8AvMsZ7AG8CfcL4JGBaGJ7dMC9wCbAiDHcHSsLwZcAzYXgC8EIL654M3B+GfwlcHIYHAavD8J0hni5Ab2AHUAp8ClgClAPdgHeB2zLiHJuxng3AzWH4RuChtLe7v/I+d38OXAWMAuZnLPtdoCrz88B9wB1h+CrAQi4PaYgjY527gQEkF1jeatgn/JXfr/C/NmB8GJ8G/HMr+ZpZhp2UMfw48Pkw/AhwXQvrnU1yEtgbmANUhenfysjJJstH4H7g9jA80fO2c77SyF2gBFgfhn8cytjxwJ8B0zM/T3IOsAkYRnJB56mMsvdOwnlBxmd+HfJ0JLAu7e3rr7hfJbhsWw78RNLdwAvATpITqVnhgkQxsCVj/ukAZjZHUndJPUlO+h+VNIykcCptRxyXASMzLoJ0b7gSB7xoZrVAraStQF+SAug3ZlYD1Eh6vpXlPxv+LiRcCXF5L83cfZ2k8vI+8AAwRVJ/YKeZ7W90Me8SQs6Z2YuSdraw3HfMrBpA0hKSA/4bbYzJxW2Tmc0Nw08A36HlfM10qaRvApXAScBKoLUyL9MFJCdZc8O6ykgqBw2aKh8vBq4BMLOXPW87tROau2Z2WNJ7ks4CxgH3kJSjxSRlb6YRwB/M7F0ASU8AU1pY/P+YWT2wSlLfluJwzisdWWZmv5d0HvBZ4N+AV4GVZnZhcx9pYvz7wGtmdk24pTm7HaEUAReESsRRoUCrzZh0hPblQcMy2vt5F5mUc3cOMJXkrty/kJycXcfHD4jHKxu57uLUOP/20nK+AiCpHPgvkqvHmyTdSXJ193gImGVmX2rm/Y6Wj563hS2N3J0DXAnUAb8juUtRTHKXpSMyc9WbAboW+TMdWaakl4kDZvYE8CPgfKCPpAvD+6WSPpHxkUlh+sXAbjPbTdKsZXN4f3I7Q3kFuDkjrtGtzD8X+Hxo49kV+FzGe3tJrmC7ApZm7prZJpKmJsPMbD3JVd3bSA6Ujc0B/iqs+0qgV5juedq5DGrITZJ8eJvm8zUzNxpO0raHsq497dDfBsZLOiOsq0rSma18Zi7wxTD/FXjedmZp5O7rwNeBt8xsG3AyMBxY0Wi+NcAQSaeH8cyKteeq6xCvdGTf2cA74Zb4d4E7SAqGuyUtJXluIrP3hxpJi0natN8Qpv078IMwvb1XuG4BxkpaJmkVyQNgzTKz+cAMYBnwW5KmNrvD248AP9exD5K7wpN27s4Dfh+GXwf603STkrtIHl5cSdJ0ZSOAme0gae6yQn98INcVrrXAVEmrSU7gf0rz+foIoQwjuTL7C5KTrZkk7duPSzhpmwxMl7SMpGlVax1q3AVcIWkF8AXgQ2Cv522nlEbuziNpSt1wIWcZsNzMjrnrElpHTAFeDA+Sb814+3ngmkYPkjvXZmqUb+4EkjSb5KGsBWnHAiCpq5ntk1RJUjBNMbNFacfl4hNb7rrOJTTde8HMRqUcSptJ6gIcCe3rLwQeMLPW7kC7ApOPuetctng7UZfpQUkjSW7hPuoVDuecy5pBwFOSioBDwN+lHI9zzp1QfqcjD0n6KnBro8lzzWxqGvE411aeuy4fSHoOGNpo8rfMbGYa8TjXVp67LmZe6XDOOeecc87llD9I7pxzzjnnnMspr3Q455xzzjnncsorHc4555xzzrmc8kqHc84555xzLqf+H3RfqhjsC0N5AAAAAElFTkSuQmCC\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "sns.pairplot(iris,hue='species',palette='rainbow')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Facet Grid\n", "\n", "FacetGrid is the general way to create grids of plots based off of a feature" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "tips = sns.load_dataset('tips')" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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total_billtipsexsmokerdaytimesize
016.991.01FemaleNoSunDinner2
110.341.66MaleNoSunDinner3
221.013.50MaleNoSunDinner3
323.683.31MaleNoSunDinner2
424.593.61FemaleNoSunDinner4
\n", "
" ], "text/plain": [ " total_bill tip sex smoker day time size\n", "0 16.99 1.01 Female No Sun Dinner 2\n", "1 10.34 1.66 Male No Sun Dinner 3\n", "2 21.01 3.50 Male No Sun Dinner 3\n", "3 23.68 3.31 Male No Sun Dinner 2\n", "4 24.59 3.61 Female No Sun Dinner 4" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "tips.head()" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Just the Grid\n", "g = sns.FacetGrid(tips, col=\"time\", row=\"smoker\")" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "g = sns.FacetGrid(tips, col=\"time\", row=\"smoker\")\n", "g = g.map(plt.hist, \"total_bill\")" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "g = sns.FacetGrid(tips, col=\"time\", row=\"smoker\",hue='sex')\n", "# Notice hwo the arguments come after plt.scatter call\n", "g = g.map(plt.scatter, \"total_bill\", \"tip\").add_legend()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## JointGrid\n", "\n", "JointGrid is the general version for jointplot() type grids, for a quick example:" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "g = sns.JointGrid(x=\"total_bill\", y=\"tip\", data=tips)" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "g = sns.JointGrid(x=\"total_bill\", y=\"tip\", data=tips)\n", "g = g.plot(sns.regplot, sns.distplot)" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.4" }, "latex_envs": { "LaTeX_envs_menu_present": true, "autoclose": false, "autocomplete": true, "bibliofile": "biblio.bib", "cite_by": "apalike", "current_citInitial": 1, "eqLabelWithNumbers": true, "eqNumInitial": 1, "hotkeys": { "equation": "Ctrl-E", "itemize": "Ctrl-I" }, "labels_anchors": false, "latex_user_defs": false, "report_style_numbering": false, "user_envs_cfg": false } }, "nbformat": 4, "nbformat_minor": 1 }