{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "___\n", "\n", " \n", "___" ] }, { "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": 22, "metadata": { "collapsed": true }, "outputs": [], "source": [ "import seaborn as sns\n", "import matplotlib.pyplot as plt\n", "%matplotlib inline" ] }, { "cell_type": "code", "execution_count": 27, "metadata": { "collapsed": true }, "outputs": [], "source": [ "iris = sns.load_dataset('iris')" ] }, { "cell_type": "code", "execution_count": 28, "metadata": { "collapsed": false }, "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
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" ], "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": 28, "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": 25, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 25, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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4HwAAWGltNptNdvKlp1t8y2LXlUmenmRvdx+oqucleU2StSS/2t1vmqwZAAAYadKQDAAA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\nh2rL6yNiyhBtDwO92PsYMmZmDmTmGoC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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Just the Grid\n", "sns.PairGrid(iris)" ] }, { "cell_type": "code", "execution_count": 26, "metadata": { "collapsed": false }, "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": 30, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 30, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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a5HfX1hGkrDRAf3+I/hCUlkBFWSkEwoOVZ1/azVeuW82cQxo45+TDo3FcjLev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\ntiJDRqtTWlmp7K3DoNByqNlGos7CgcqD6FVa/H1uvH4vV5x5ERu2b8Thc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Sep+zQatZ+6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1//B5g/X5STe/jhx5DJuiXequur+XzrWpL0idx14+14fF7+/tVHSJDw42kPcsJ0lo0V+8iJ\nTmVW/njeM36BT/DzkGEmdq+TTY2H0cpUzE4biUQiocrRgtHWQLRCy8zMgUgv4W3oMl7ONa5bXaL3\nMFopSijV2sSl8WRNHAAV5kAxlChxabCk6iQAhek9Zb9Xb/4Cp8vJ3Cm3XFTTef7891i/fi25uXn8\n7nevEB4efoVnM8Q3WbVKjKK6++77erR3Wjt56a0/IvgFfv7o88QEQh7O1pWz49geclOyGZBTSE1b\nA+UtNQxM74tWpaak+TTRqgjCFGFYPQ7yI9OosYtzoSvRT6+KotPrIE4RTrtffOiKl59fvbIbcS52\neZq9gVer144qkDDlDxjLTmegXLdD3G9KXBI1DWL4SNeydGOjqI2bkhIyDEJ8Ow4c2MfBg/sZOHAQ\no0aNBWDR6o/ptHZy1013UG6qZv/pwxRm9qbO04bJZmZm3wl8XrcTlUzJkIS+GM01FMXkYfG5aXS2\n0z8yi+GxBsrsTWxoOY7F5yRPk8CN+v6MiRbLZp+1NQXHUOtoxen3kKVNoMNtpdh8lmR1LArk7Ggs\nJkuXTGpYHGtObiEhPJYbC8bx6rJ3cHndPDRlHuEqLcvXr+BM1VkmDp/A4L6DgvvevXsnW7ZsJD+/\ngDlzLh4yFyJEiO/G5SoMAmA0GquAm65VpwaD4XlE49t6gc2DgHuNRuORa9XfP5vS0pMcPnyQAQOK\nehRDAXhv+Yf4/X5+eNtDKBVKVu5fR1VLHdMHTCA7MYMn1v0eqUTCU0Pm8VX9AaqsjYxJ7E/f6Bw+\nKFuPV/Bza+pwtHIVTp+b3eYzyJAyLqYApezSX29nVzyzrNtTWOcQl8YTArJK5RaxCEWaNh6f38/p\ntiqSwvWEK0Uj6WC5WIFuQGaf4D6sdiufb1lLRHgE00ZPuWDfa9asYtmyJaSkpPHiiyHD+Wqor6/j\nyJFD9O3bj+zsnnHnby78Oy3mFu695R76FfQDRI//B+sWAfCDqXchkUjYahQrDI7LH8rZ1lraXRYm\npA+hzCKWXc+LTGN/2xl0Cg2WwOpEl0JAnDKcdp/YFiO7eBXILmPZLXgBcAZWPGxeJzEK8fu3u8U5\n2drRRphcSUsgVCM9PpXP6muRy+UkBjzPdXXig1xq6uV1w0OE6MLn8zF//rtIJBIeeeRxJBIJ9c31\nrN22jpSEFGZOuJGn3/slUomUOWNu4ndb3yZRF4dV5cNitnN37lS2NZUQFRbOYH1v1jUeIkkVzZTE\ngZy1N7Ovo4wwqZwx0QYSA0pG0XINYVI5rZ7uW96pTnH+5ulS2NF0FL/gZ2xif5ZWbERA4K6cySw4\nuBKv38cDQ+dy8EwxO48foF9mbyYUjqKitpLFX3xCTGQMP7qzu1ZAW1srf/mLKIX67LM/7+GsCREi\nxLXhkp5ng8GwJvBaYTAYyr/5dxX9ngVuuci2QcAvDAbDDoPB8MJV9PEvw/LlnwBw1109nfVHSos5\ndPIIAwr6M7RwCJ0OC0t2ryZcpeW+sbey8tQmGqwmZuaNI1Idzqqq7UQotNyVPZmDrUZq7Cb6RmbQ\nO1A98FBHBS6/h6LIzKDk3KWodYoJWIlh3aESZy31yCRS0rV6XD4PZztrSdcmoFWoOWuuxuZxUBgv\nLgZ4fF4OlBUTHxnbQ6Zu7bZ12Bw25k6e3WMZsYuSkiO89dYbREVF8+KLfwyVir1KtmzZCMDUqT3D\nY/Ye2cfOAzvpndeb22feFmzfeWwvR8tPMMRQxMDcfvj8Pjad2o1aoWJ49kD21RwHYGBCAWcDN/hU\nTTztbitJ6hhaAzHyQsCTHCnXYPN7kCJBLbn4A5vN22Usi/JcHR4bSqkop9iVNGiythKnjqKurZH0\nmBQqGquQy2QkxyZSXV9NelJa0BioqqpArVaHwjZCfCu2bdtMRUU5EydOJitLVGpZtHoJfr+f+2bP\nY8eJvdS21DN54Dg2VezFJ/iZXjiBLQ2HyQxPos1txSv4uLtgEltNx5BLZNyUPIxWj5X9AcP5htg+\nQcO5C5/gDybE+gQ/pZ01qGVKktUxbG86ikYWRoo6ju0NotdZ61Oyu/IIveJzGJhUwDvrF6KQy3ly\n5kN4fV5em/86Xp+XH9/3BDqt+PDp9/t57bU/0tnZycMPP0ZGRub3em5DhPhP4XJhG12Ps+OBCRf4\n+04YjcaVgPcim5cAjwb2P9pgMFy+qsa/MPX1dezZs5O8PEOPWFRBEFi8RjSqH5xzPxKJhKV71mBz\n2blr5M34JALLS78mMiycewpn8HHZ13j8Xu7OmQzAxsYjqKQKpieLGdStbitn7E1EK7T0Cr/8MrbH\n76XUWodSIidVFQNAo8NMo9NMTngSSqmCkrYzePxe+seI3sw9taKXeXCy6GU+UnEMi9PGhMLhwTha\np9vFqs1foFVrmTF2+nn9mkwmfv/7/0UqlfLLX/6axMSQUsLVsnv3TuRyOSNGjA62eb1ePlj6IVKp\nlB/f/2Qw1MLisPL2mvko5Qp+OPN+APaUH6HFamZiwQhUirCg8TwgwUBF4GFKGSh+k6SOpcNjRydX\n4xREGcNwWRhufIRJZBdNSvILAq0uByqJHLPHikwipd1tRRUwtjtcFhRSOe2OThI1sXj9PnLjM6ho\nrCI7KZPahlpcbhd5WeKDm8PhoKammuzs3FAiVIgrxufzsWTJP5DL5dx7ryjpVt1Qw7YD28lOy2JY\n/6Es2b4SuUzOmP4j2FV5mLy4TE46qhEQmJY+khMdleTpUunwOHH43IzR9yFcoWKnWUyyHR9TQPQ3\nnBedPidewU9kIPG6zNqA3eeid0Q6B1pKsXodjEnox7LyTUGv8wf7lwHw8LDbWLh5Ga2WNu6ffBsp\nsUksWfMpZdXlTB41iaH9unP3ly//hEOHDjB48DBuumn293FKQ4T4j+RyRVIaAm/XAGsDr7u6VDeu\nE3/pKshiMBjWAgOBLy/1D9HRGuTya7M0pdfrrsl+uli8eD2CIHD//fcSH99d3KHGVMHJslLGDB7B\niEEDaLO08+WRTSRG6bl/ymze3L0Uh9fFU6PvwKK0cajVSJ/YTGb1GcES4zacfg935I8lO1lM3NtV\nLmotT0rvQ0JEdz8XO56NNcdx+b2MSswnJUGMg/38uLh0PymrP3q9jl2lYgLLjQXDiNZp2FFzCI1C\nxdTCoajkSnZ8uReA6UXjgv0s+nwdHZYOHrz1HjLSE3r06fV6eeGF39HZ2cnPf/5zxo8f+Z3O6bX+\njr4vruU87UIqdVNefpZhw4aRmdntgf1yy1fUNdYxZ9osBg3oDql5/x8f0W7t4PFb7qd/gWiIrlst\nph7cN34W6ggZxQ2nKdBnkpOSSM3+ZjIiE/GrxJCLzFg9ZbUmUnWxSALFJJP1UZQ2mFHK5Rf9bups\nnXjtflK1EVR01BIdCPvxS8T9NtlbSdRE00Yz2kA4SFJkNF6fj6KCQsrrRMNk6MCB6PU69u8vxe/3\nU1Q0ALi+c+J67ftfeR5f7Vz9ZxzblfS5efNmamtruPnmm+nbV5z/73y6FkEQeHTeAxyrO0ZTu4nb\nxs5gV/1hAGYPm8SrJUvpp8+h1i0mqd7eexwfG3cSHRbO9PyB7G0qw+F3MzIxl94J5zsvqprF8KO8\n2Hj0sTqWN1QAMCajFy/tX4JCKqN/chbvl66id2wm+FyUtdYwrc8oorUq1h78msyEVH4w5TaM5WdY\ntm45SfoE/uuJZwjXiIb6kSNHWLjwQ/R6PS+99DuioiLOG8d35V95rl6PsXXtMyJCBTgv+3mZVIJe\nr0Muv7hJda3H+W32ZzZfeVhkTEz4NR3r9fx+/plcUcwzMBmYBjwFzDcYDPuAL4xG46dX2X8Pl5HB\nYIgAjhsMhgLAAUwEPrjcTsxm+1UOQ0Sv12EyWS7/wSvE6/XyxRdriIiIoLBwSHDfer2O+cs/BmD2\nxNmYTBYW7ViNy+tm9uBpVDWYWHl8C3pNNCP0RbxavASAOWkTOF3XwK66k8QqIygIS8dksmD3uTjb\n0UiMIhytMwyTq7ufCx3PaVsDR8xVRMk1ZMniMZks1NhNHGw6Q7I6lgQhln1lRo40n6FXVCZat5a1\nxbtpsrZxY+4YLGYXZZ11bD2+j5yEDHql5WIyWXA4HXz02RI0Kg1TR0w7r++FCz+kpKSEsWPHM27c\n1O90rq/1d/TNfV9PrtU87UKv17F16y4Aevfu1+O8fLxyOVKJlJsm3RxsP1VzhpXb15ERn8qUgVMw\nmSycbqqgpPoUg9L7oiWCr08exOv3UaTvxdHqSlw+D2mqeKpbxJu/1CXHj4DML8PhFD3P5jYbMiQ4\nvZ4LfjeCIHDSKSZK2Wyi9KHTLd6QajtNhMtVNAg+/G4xdKO5uQUJEprrxQTFXikFrF6zEoC89F6Y\nTBa2bhV1dnNzewNc1zlxPfZ9Nfv9Pm4cVzNXr+dv9Gr6FAsxfYhEImHGjDmYTBY6LB18ufVrkvSJ\n9M7qx/Pz/xcJEoYXDOOF9a+RHpXE0RZRqnFsfBGra3eTq0uhrKUZr+BjaHQ+LS1WSkw1hEnlpEti\nzxuHXxAoMdUgRUK0V0txdSVn2hvI1MZzqPoMJkc74xIG8EGxqH5zS+p43ty8gDC5klt7T+e3i14T\njftpD+Dzefnln17ELwj85AdP47D5cdgstLebeeGFXyAIAj/72S/xeGTX7Dv4rt/n92XgXOu5du7x\ndnZe3nAG8PkFTCbLRY3na/2b+Lb7a2u7UHrZxT/7z5473+c+v+s8vSK1DaPR2AgsAF4B3kcM4/jr\nd+qxJ13VC+8yGAwPBzzOvwC2AtuA40ajcf016Oefwr59e+joaGfChMkold1JeU2tJg4cO0R+Rh69\nsgvw+rxsOLoVbZiGyYVj+apsN26fhzkFk6izmyhtr6RvdDZ5kansbjmJH4EJCf2DKhm1jjYEIFdz\n6TLFgiBQaq1jt/kMYVI542N7I5dIcfk8rKjeiQSYmiRmbC8q2wDA7Iwx+AU/Hx//EqlEwk354wBY\ntncNfsHPrEFTgn2u3vwFHZYOZk+ahU7bc0KWlp7g008Xk5CQyI9//NPQUvs14sSJYwD07l0YbGto\nbsRYbmRA7/4kxInef0EQeH/tQgAev/lhFIGL/LKD4qLOLQOnAnCg4QQAgxP7UGsTvWxp4QndEoYK\nMYZdigRFV8l2vw+tVIFL8OH0nx+NZfLZafe7SFCFU25rRoqEWrsJlVSB3etAEijIU2uuJ0YVQUVj\nFYbEbPaXHkKtVJGVkEFxaQk56TnExYiqLwcP7kOhUNCvX//z+gsR4kKcPn2K06dPMXz4SNLSxDyR\nr3ZtxOP1cNPEmVSbajlVe5ZBuf04YSrD6/cxxTCanU0lxKmisPvFmP0x8f040VGNUiqnMDKDZlcn\nbsFLllofjGnu0a+tgU6vgyyNnjCpgu0mMSxqaIyBL+v2opDKSVJFUdx6hoGx+RyvKqXd0clt/aax\n69heyhuruGHAWAoze/HGwnepb25gzuTZFOb3BcQ451df/QOtrS3cf//D9O3b73s6oyFC/OdyRcaz\nwWD4EigD/htxDeNGo9GYcOn/ujRGo7HKaDSODLxfYjQa3w+8X2w0GocajcaxRqPx11fTxz+bjRtF\nu/+biVxfbF6PX/AHlSgOVRyjzdrOpL6jCVMo+bpiD2EyJZOyhrGlQVw6nJoyFI/fR4m5nAiFhj5R\nGcH9mTziU1iS6uIayQ6fm61tpexrL0MlVTAlrh9RCg1ev49Pq7bR5rYwSt+HrPBE1tfu5WxnLUP1\nvegVlcm6szup7KhnfMYQ0iISqWtr5KuSbSRFxTOhjxh60dbRxrINK4gIj2DODTf37Nvh4OWXf48g\nCDz33C/QakPKGtcKo7EUuVxOfr4h2LaveB8Ao4d0x0AfPlNCafVpRvQeQt+sXgDUmhvZU36Y/IQs\n+qf1QhAEDjeWEqOOICc6lUa7mFCapInF5Re9zF3KLB7BF3zf6XWil4lhGGfdZgShO6rL7HNyytWK\nFAk6mQyrz4VOpsTl8yAE1DeqrQ3EKHXYXHZSVHoEQSA3Np0ms4lhvQdz+PhhfD4fo4eIJcRNJhPl\n5WX07dsPleri6h4hQpzLhg3ig+KMGbMA8YFy465NKBVKJo2YyKaSHQBMKZrAtjJR8zwyOhq718m4\npIEcM5cTJlWQoUuk3WOjICYVxTkKGt9MEARo99g5YqlGKZEzUJeBsbOOSlszmdoESs0VtLutjEvo\nz8dlXyFFwrTEYXxxYjMJujhGpvZn8dYVRGoieHjKPRw+cYRlX64iPSmNe2fPC/bx6aeLg3HOt956\nx3ljCBEixLXnSnWejwC1QCyQACQaDIbQXesSWCwWDh7cT3Z2TjCjG8QL9pdbvyJMoWRswLjZXioa\nOxP7jKTMXEODtYXhqf1QycM4YColUhlOYUwO5dYGXH4PhZGZPbSZu/SapZzvzXX5PZR0VrOq6SBV\njhbilRHMjB9IrDIcj9/HsurtnLXWk6dLYVLiQE6aK1havolIZTj35U6n0drCRyWfo1WoeaD/bARB\n4J2Ni0T5pPF3BBPRPvhsAQ6Xk/tvvgeNuqfW7wcfvE1jYz1z594R8opcQ7xeLxUV5WRkZPVY2Thm\nFL3RA/sMDLat2iUaDndOmNPdVvwVAHOLpoka4Z0NtLssDE3rg1QiDRbIiQuL7K78hwSVVInFYyde\nKcZUNrjaSZCHEykNo8Vn54iziWp3ByedJkqcTQgI5CqiOGSqEL3O1mbkEilVlnoiFRqcXjdSr2hw\nt5hMyKQy7O2dAEzoP5ote8SY7LFDRT3e3btFI2fEiFHX8nSG+DfG5XKxffsWYmPjGDBAXF2rrKui\nprGWIYWDCddo2X3qAGqlmqzkDMrbauiXZKC0oxKAvtE5NDrayNGlBNVmMiPESqgCF04B6vDY2dx6\nEp/gZ3hUDgICXzUdRiaRMigqh6/qxbLeLo+TOpuJ6WkjWFW8AZ/g59Hhd/D2ugW4vG5+NP0+8MPr\nC95AJpPx/MPPolSIv/ejR4tZtOgj9Pp4nn/+F0ilV3pLDxEixNVwpTrP/w1gMBjCgbnA34B04MLV\nL0Kwd+8uvF4v49kbl8wAACAASURBVMZN7NFeUVdJTWMdYwePRqPS4PP7OVRegl4XQ25iFstKRYNm\neEo/qq1NWL0OxiUOQCqRUh1YRs/VJffYZ7wygnJ7M9vbTjEqIMbf4bWzv7IMo7kBH34UEhlDI3Mo\nCE9GKpFg8ThYUrWFWnsLWeGJ3JExjipLI6+fWIpUIuWJXnNQSuX89873cHidPDPsXqLVEawv3sKh\niqMMzOzLyHxRs3r3kf1s2beV3PQcpoy6ocfY9u/fw9q1n5OZmRXMbg9xbairq8PtdpOZmdWj/WxV\nGdGR0STEicmkZks7xWePYkjLJTdFfJCzuexsNe5Fr4theHYRACdaygAoShYL3nSFaoQrNMGKkzav\nk3hVBNX2FtQSBVqZkkpHC311qfQOi+OM20yLz06nX5Sj00gU5CijONRegd3rJlKqpNbrQI0MvyDQ\nbG9FKVVQ0VJDhi6JytNnGZY1gN0H9xEbEYM+PIbikyX0NfQlKV5MiNy4cT1SqZRRo8Zdz9Mb4t+I\n/fv3YLPZmDHj5qDU4f6S/QCMLBpBg7mJRnMzo3oNxWiqBGBgSm+2th9HKZWjDYQrpYfHB6UWo8LE\nFbQ4hRiidtxSR6IyEj8CFQ4TxZ3VeAQfRRGZpKliWF67C6vXyVh9H76o2YlX8DEpsYi/n1xOlFJH\ngqBjTVMZIzOLaDW1UFJxgqH5RYzpPZyX3/8TLeYWfnTXA+Sk5wCinvMf/vAbJBIJL7zwP0REhCQ/\nQ3w/+Hw+Kisvr1ZsNocTERH/b6k1fkXGs8FgmIpYVXASIAOWI6pvhLgI27dvBWD06J43+L2BC/aI\nAcMBqDRVY3HaGJE/GIlEwkmTOCEL4/M40iYqDORGpAHQ6hK9cQmq6B77zNcmUWZvwuS28Hnz4R7b\ndPL/z955h0dVbX34nZ7JzKT3DgmZEJIACb036dJEEKSLFRFELIAKCvaGhasgCigqXar0DiGBhAQS\nkkwKpPfeM/X7YyAQsaAi1+s37/PwAGef2XvPPmdm1ll7rd+yQq3wIFDhhlRovtwpVTnsyjtHnb6R\nMLtWjPHqgaYqm4+vbKHJoGNO8Dj8VR6sOPMl1yrzGOrfk4GtupJemMnqoxtRyKyZN+wRBAIBVbXV\nrPjPe4iEIuZNvSmJBlBRUc5HH72HWCzmhReWtPCOWvjrZGWZE5luxG8C1DfUU1JW0sLrHJMah9Fk\nondo9+ZjZzNiadQ18WDE8Oay6illZgWA9m5tQE+z9rJQIMBRZvYyFzaU42vtQnZ9Kam1+bRTenK+\n6hpnKlLp66AmxMqZWqOWBqMeK4EIjCbOVqRRoa/Hw9qWmCINcpGUqxXZ2IjlaGoKcRXbUmYyIW4w\ne/AchAoatI1M6DeGPUfNSVSjBo4EICMjnfT0NLp164GDg8Pfsq4W/n2cOXMKgH79bjozzifEIBQK\n6RQSwbnUGADC/IJJvW48q11a803BEfxU7lRqzYmujjJbjJg/Fzf2+dxktrhJbSnUVrGpMLq5f4lA\nRE+7NvjJnThWfJn02gL8FK5UNlSRUZNPB/sADuREojPqechvIOtPb0UhlTM++D4Wr38Da5mcOSNm\ncuL8SU5dOE1b/yBmjH+YivJ69Ho9b731OpWVFTz22ByCg0P+5hW0YOEmmZlXmffebqxtXX7zvPqq\nYj5+fhT+/v+KQtEtuFO1jTmYjeVPNBpN7q0NarU6XKPRXPzll/3/pKammri4GNq0CcTDo6VsUUxi\nLCKhkPC2ZuMmOS8dgGBP882VVWVOmrKzUlHSWAGAq9xsLOtN5hhRibDlZRMKBAxxDuNqfTGl2hqE\nCFGIZbR19UBUJ2xOzqvR1XOwIJbLldcQC4QMde9EN8cgjhXE8l3GIQQImBM8jjD7AN48+xWxBUlE\nuAfzePiDFFeV8vr2j9Dp9Swa/TTONo4YjUY+2vAJJeVlTB8zFX/vm+EpZrH+d6msrGD27Cdp1cr/\nbi/z/3vy883VH2/Vyi4pNytUuDndTElIytIAENb65g/suQxzAc8+gV2aj2VXFyIVSvCydaW8rA6F\n2ByZVatraN7tSK7KZlKrAZwr03C+PJWpvv3wkzuR2VDKruJ42ik9sBcr0JsMZGqruVZfggET7lJb\nrpSZwzYq6isQAHk1hchFMtKLM/FUOJOenkFb9wAiL0Uhl8np1a4bc354GlcnV7qHmw3/G3GrQ4aM\nuKtraeHfi8Fg4OLFC7i4uOLnZ/6OamxqIi0znQAff1QKJen55gfHQE9/oi7vAcBBaYveZMDZyh5D\n83evCPvr1TCL66vwsHZCIBDQy74N2Y3lZDaUIsC8G9hG4YZcKOF4cQLny1NxlKoIVLjxddo+HKQ2\nSBCiqcqmt2t7TidF06BrZF7vaaw//AMN2gbmj3oMfZOO/3y/GrlMzsJZzyK+7sHbsGEtiYmX6dmz\nD2PGPHCPV9SCBbC2dUFp//s1Jf6t3GnYxqjfaF4LhN+d6fw7iI4+h8FgoGfPPi2O19TVoslMpX1Q\nSHNFqIwis/ewjXtrjCYjZQ2VBDmat+Gbk7Sub5krrxszFdpa3OQtvc9igYhAhTuBipuGlLNCRUl9\nDVqjjqjSFE4VJ6A16vGQOzLWuwfWIhmfJm8jtlSDSmLN3ODxuMrsWXzsY1LLs+joFsTinrOprKti\n8aa3Kaut4JH+k+gSYDb8N+zayPmEC3QJi2D84JYFI3fs2EJMTDTh4Z0YO3b8XVlXCy0pKjLLvzk7\n33z6r6oxxynb2d5MHs0rKUAoEODrai5jbTKZSC5Iw93WBfdbPAdVTTU4yG2aPdFu1o4AZNUW0sM1\nFC9rZ5KrsqjW1dHNIZAzZcnsKbjAWI+u2IrlJNXmc7mmxbM1CpEUV4mKC2UatEY9EpOA8qZqrIUS\n8vQN2JpkYDIhqjN783ytXUiqiefBvqPZf3w/Tdomxgw2b7XX1dVx5MhBHB2d6NSpCxYs3AnXrmVQ\nW1tLz559mh0JmbnX0Bv0BPmbQ5RySs1l6H1dvCmrr0QlUzTHD8vFUqxE5gjFOl0jIXatESIgtjiD\nMN/WCAUCrERSAhVuBCpuaq03GLTsyI0ktTYfB6mKXo5tWZO6G7FQTA+nYD5P3o6L3B5Xg4pThWfo\n5tuByuIyLl27Qld1BP1De/Hi+4upb6hnwcx5uLuYv9vPnj3Ntm2b8fT04tlnX7AoF1mw8F/gbmQX\nWD65PyMqyqy9e2vFN4CE1ARMJhNdwiKaj+WVmw0bTwc36nWNGE0mlNcLSAivXx7ddfkvH4U5QeVK\nVdYdzaNRr+VMcSIfpfzIkcI4cxlZz2486j+Ua9V5vHThc2JLNQTZ+rI84lG0TU3MO/g2qeVZ9Pfr\nwqu9n6CgopiFG5dTUFnMpB5jGNfFXDVw17E9bD24HQ8XD95c8EqLcI34+IusW/clDg6OPP/8YksS\ny99EeblZDcPe/mb4QkNjAwDWVjeTNkury7BX2SMWmZ+Vy+oqqG2qx9/Zh1vRGfSIb9nVaGdvfoiL\nLjbL1w32iMAEbM48QUe7VgQqPchrKOebrBMIjEaGO4XSzbY17VXedFB5017hCXodZ0quoDcZsZNa\nkVmTj4NUSUZVDq4ye3LLC1Db+pBVkE2ETwinYs6glCsYENabvUf34WjvyLB+QwE4fHg/DQ31jBgx\n6jeLEViwcCuXL8cDtKjwmpWfDUArT7NqUXFVKfZKO2QSKfXaBqylckTXZee0Rn3z7l9ufQnWYhkh\ntr4UN1SxOy8K/XXVmBtojXpiytNYk3GA1Np8fKyd6e0YxNq0veiMBoZ7dmV96l6kQjFj3XuxLf4A\nzgp7hrbqzrfHt+KgtGPeqEf5bs8mkjNS6NO5NwO7m8NNcnJy+PDDd5DJZCxZ8hoKRctKhhYsWLg3\n3I1foL+z2uD/HFqtlosXY/Dw8GwRiwqQmJ4EQHi7m1/iJdXlOCjtkYjENBnMOqI3PAnO16Xnihsr\n8LfxJMTOjyOFcZwrTSJQ5Yn3dWP655Q0VhFbnkZ8Ugb1+iZkQgl9XcLo4RxMeWMVHyRuIrHiKhKh\nmImtBzLQPYIfEvezI+UoQoGAWR3GMFY9kKj0i3ywdzUN2kZm9J3A+K7mrfLdx/eyesta7G3sWT73\nVWxVNpQ0mjPQ8/PzePPN1xAKhSxevBQ7O/tfnKOFv051tTkG3uaWipI3VOIEwpvPtE06LYpbjOnq\nBrO0lr11ywQjB7ktRXVlzbHOrZTutFZ5cKE0hdSqbIJtfYlwDCS2LJWv0w8wqdUA7KUKzpen81Nh\nLBKBCGuxDLlISpWunobr97OTVEVlYzVXqq7hKFVxpSwdW4mCzMIsbKQKcrOykYmlyJtE1DXW8/jI\nGew+vJsmbROPT34UqUSKwWBg164fkUqlDB/+WxthFiy0JCnJrKt8q9JP8Y3wJmezp7i+sR47pfnz\nIBKKMBqN2MlUiAUiiurL8bR2xlai4HJFBo0GLQNdO1BraiC5Opes9BJcrGyxl6io1tWRXV+CzmRA\nKhTTzzkUkcnE6tQ9GExGRnn34LvU/TQatDwSMJJvI3ciFol4uvsUPt7+BSaTkecfeJqMaxls2b8V\nNydXnp7yJAKBgMbGRl588UXq6+tYuHBRCxUnCxYs3Fss7pu7THz8RRoaGhg2rMdt22lJGcmIhCLa\nBQRRU202LGoaa/GwN8enWollCBBQpzV7D/1U5m265MpMuruEIBVKGOLeiR05Z/gq4wCdHdX4KV1R\niuXU6RvIqy8jrSaPwuux0kqJnAGuHejqqEZn1LP16lGO5cdixESovT/T2gyluKaM+QffJbemCDeF\nEwu7T6e1nSerj25kT+xhZGIpL9z/FH2Du2E0Glm/81u2HtyOvY0dbz27HHfnm2EilZUVvPzyC9TU\nVDNv3kLatQvFwt9Hfb25CtytWsc3ip/odLrmYyKhCIPR2Pz/G/el0dTyuTfA3pvMqnwuFaThJfFA\nIBDwsP9gVsRv4MOEzSwNn8kE37406JtIqsri/StbGOzRicnevdDUFnCtrohGg5YSfTXWIhkBCjd0\nBh0xpSnojHp8VE6cz0/ESiSjvroGg9GAk15BRkMxI4L7sffoXnxdvVG7tWbN2s/xdvdi0HX1lgsX\noikszGfIkOHY2lpUBSzcOampGuztHXBxuZkHcCO8yd7G7KAwmIwIr8t/qmQKcioLEGD+Dr5Wk0+j\noYkeLiHsz4vmx6zTTGo9kMdCh7AzJZrk6hyy6orJxKyGZCdR0M7Wl2CVF/vzojlXcgUrkZTRXj1Y\np9lLpbaGKa2HsPPCAeq09TzTayqbjm6jrKacGQMfwlXpyDMrFyASiXjpsRdQWisxmUx89tlHpKam\nMmzYSAYOHHxvF9GCBQstsBjPd5lz58xlg38esqHVabmac43W3q2wksmoQYvJZKJB24hcao5pFgtF\n2MttKKorAyDAxhNbiYLzxUmM9+uPjVRBe/vWqCRytmefIbosheiylBbjiARCAlWetLdvTW//duQX\nlbM/9xwHcqNpNGhxlTswqfUgfKxd2BC/m+NZFxAg4P7AfkwPu59rRdnMXfcKueUF+Dh68uLop/Bz\n9qamrpYPN6wk+vIFPFw8WD731RaGc3V1FYsXL6SgIJ+HHprC0KGWhK6/G51Oh1AobCEDpLweS19T\ne7N8qcpaSVFFCSaTCYFA0OxxLq4pa9HfAJ8uHMmMZlXUVl7v8RQSkYS29n7MCBzOutR9vBzzJVPb\nDGW6/2DOFidyMD+GnTnmEKVWSjfc5A44SuXUG5oobCjndPk1TJhQiK1wkiiJzk9EIbZC0KCnuL6S\nMFt/LqVcpqN3MFGx5xAKhcwb9zirN3yB0WTkiYefaA7P2L17BwCjR4/DgoU7paamhpKSYjp16tLC\nmdHQZJZhtJKZHzytJFY0XC8Z72HjQkZZNkU1ZXRxDia9Opfj+bEM9erKpfJ0ThdfRiIUMct+KP1d\nwujnHEqVrh6tUY9KIsdgNHCmOIF3Er+nTt+It7ULXRwDWZ38I/X6Rqb4D+V4/ClK6sqZEj6KS1cu\nkZSTSt+QHoyIGMQL7y6ipq6GuVOfIrCVOZF89+4fOXr0EMHBwTzxxNx7vIoWLFj4OXfDeLbEPF/H\naDQSHR2Jra0dbdu2a9GWlpWB3qCnbeubleBueP5ujRf2t/fmQn4iZQ2VOMrtuN+nFxszDrLp6hEe\nCzJX7mutdOfZoHFcrS2gXFtDja4Ba7EMZ5kdvgoXZCIJtboGtqYcZ0fqKer0jdhIFExoNYDuziHs\nSz/Fm0mradRr8bf35qlOE/FUOPP1sU38FHcMgFERg5ne90GsJDIS067w/rqVFJcX0yEojJdmP4+N\n8maoQGlpKS++uIDMzKuMHDmaadNm/W1rbOEmvxRL7uxgDuUpLituPubh6EZmYTblNRU42jhgZ22D\nm40zSfmp6A365ljoEOcA+nhHcConlpUx3zM34iGsxDLu8+yMTCRhXeo+1qTs4kBOFMO8u/Fs2weI\nr8hAU51DZm0h12oLb85NIMRb4Yy1UMLF0hTStXV4q1woKS2mpLacCEc1MYkXcbNxRlxjoLSyjMkD\nxpORnk5KhoY+XXrTsV0HAHJysomLiyUsrINFtcXCHyI7OxMAX9+WWuiCn/1sOds6kpZ/FYPRQIhb\nG05fi+Fi7hWG+ndnR+YJNmUcoa97Rx5Tj2JVyo8cK4wj7ng6AQpP/JRuiIRCqrR1ZNYWklqdg8Fk\nxFokY5R3T/Jri/k4cQtioYjZbUbx08Uj5FUVMTbkPqqLyjiRcJYgrzY8PfIR3l/7IVdzrzGsz1CG\n9h4CwKVLcaxZswo7O3veffddRCKL5KcFC/9tftN4VqvVfX6rXaPRnMJcNOUPo1aruwJvazSa/j87\nfj/wCqAD1t0o2/2/QFLSFSoqKhgyZPhtouCJaea4u2D/4OZjNxwht26fh7m04UJ+ItF5CQwP6M0A\njwhOF13iTNFlrMVWTPK/D5FAiFgoItDG67Y55NYVcyz/IqcL42ky6lCI5TzYqj+DPDoRlZvA0wfe\npKS+AhuZktkdxjHArxvHEk+z7NR7VDfU4OXgzjPDZtHOS01jUyNfbvuanUd3I0DA5BEPMWnEhBbG\nflZWJq+/voT8/Hzuv38sTz4515L9fY+QyWQYjUaampqQycxqAPa29sit5OQU5DSf5+/Risgr50nK\n0jRrPXdt3YFd8Yc5kRrFoLbmXRKBQMDciEmUNpVzKieWtIpsZoeNpbN7O/q4dSDYzo8fMo5woSSZ\n1Sm7zLsctt74Kd3p5xKKEdAadNTo6imoK+VicRI6ox6ZUEJ729bEZF+mUa+lu0sI5y6fRyGzpqtb\nO3ae3Es7vyD6h/Vi7tJnUMgVPPrQ7Ob5Hz1qLhw0bNj992hlLfxbyMkxJwZ6e3u3OC63ul70p6EO\ncMbXxYuU3DSuFmbRxSeM1VGb2Z9yiuFt+zK+1QA2ph9gRdw6Xg1/hCWhU/gpL4ozxQlcLE/lws92\n/7ysnenq1BYrkYRvUn8iv74Ud7kjD/r0Z8PZbVQ21vBg2FD0FQ3sij6At5Mnrz70HOu3byAqPpr2\nQWE8OekxBAIBubk5rFixFKFQyJIlr+Hm5kZJSQ0WLFj47/J7nufXfqPNBAzQaDS/X2bmZ6jV6ueB\nqUDtz46LgQ+BCKABOKtWq3dpNJqSPzrGf4NTp8xlhH8uUQdwSXMZgLDAm1q7wutGsE6vbT7W2yec\nr+N3cigjkmH+vRALRcxvN4H3E77nUN55okuSuN+nJ4E23thIFWgNOooaKkirziG+LI3sOrN8mb1U\nxdSgwXRWtUNTeo2Xjn5MRkUOYqGYcUGDmBg8hKuFWSzc+BoZRVlYSWTM6DuBMZ2HIhaKiIw7x5qt\nX1NcXoyHszsLZswj2L9ti/d05sxJPvzwXRoa6pkyZQaTJ0+zGM73kBuxv9XV1Tg7mz3OAoGA1t6t\nSE5Pob6hHmu5NR0Dwvj28Gaik2ObjecxHQaz7/IxNkbtJNwnBAeFOfbTSizl89GLWHlyEztTj7M8\ncg1uCkf6+nSiq3soc4LHUdpYxanCeC6WppJcmUVy5S+rv3gpnPGWu5BadJUzV2NQyRR0sQ/m1KVI\nrGVyxrcbzIafvsPJ1pEXHprH+5+/R0NjA/NnzcPR3rG5n3PnziCTWdGtW/dfHMeChV8jN9f8EOnp\n2TJ5297WnMhcVllGKy8/Qn3bcvDicWLTL/FQn7H0bhXByasXOHn1AuNbDyCztoAzhZdYEPUxMwJH\nMNq7FzM7DuFydiYljZUYTEaUYjmOMhsulaWxN+s06dW5CBEwwqcnjjo5q45/g9Fk5LFuE8nLymLv\nhcN4OrrzxrTF7D6yh73Hf8LP05eXn1yEWCymsrKSpUsXUVtbw4IFLxISYskhsWDhn8JvGs8/9wrf\nRdKBscC3PzveFkjTaDTVAGq1+gzQB9j+N83jrqHVajlx4ih2dvZ07BjRoq2+oZ7EtCQCfPyxs7Fr\n0SYVS2nS3TSenazt6endgTM5cZzJiaO3TziOVra80nEmu7LOcCgvmo3pB39xDiKBkI6Obejl2p6O\njoGUmcpYfnI1l4tTAejr24lpofej1+r4cO9qotLMtW0GtOvJjL4TcFTZk5WfzZqtXxGXHI9YJObB\nIQ8wecREZNKbldgbGxv5+uvV7NmzE5nMihUrVhAR0fOurKOFO8fd3RxzXlRU0Gw8A4SoQ7iSlkSC\nJoGuHbrSxrM17g6uRF6JpqZhBiq5EmeVAw93HcOGc9tZtnslr94/Dyel2aCQiSXMChvDAN8u/Jh6\njLO58WxOPsjm5IOopNa0sffF396bgc4dsPXqTZ2xkTp9Iw2GJrR6HU36JoprykgoSiO5yVygpbt7\nGIbaek5ePoujwp7xoYNZu3s9VhIZr0xZyOETh7ickkD38G7c1+tmiffq6iqys7Po2DGiRWKkBQt3\nQk6O+cHOx6el8ezjbvZEZ+Zl0Skkgq7qcGQSGYfjT/Jgr9E8HDGKqOxL/Ofsd/jZe7IwdDKOMlv2\nZJ3mjbj1OFnZEuToi7vUCQQCqppqyaotJK06B6PJiAABPV3D6OPcnl1xh9hblI6dlYq5PadyKOoI\nUZpY/Fy8WT7lJQ6dOswPezfj7uzG8vnLUFgraGxs4LXXlpCfn8fEiQ9z331D7/naWbBg4de50/Lc\nvYDnASXmGGcR4KvRaPz+zKAajeZHtVrt+wtNNkDVLf+vAf4nUutPnz5BTU0148dPvE2D9szFSPQG\nPd3ad73tdVKJFK1B1+LY1LD7ic5L4POYzQQ5tsJZYX89ZGMQw7y6crEsley6Ihr1TYgEIpyt7Gil\ncifQ1ge5WEZSSQbLT68mtuC6NJ5bW6aFjcJVbs+myF3svXgEvdFAO69AHuk/CbWHP+VVFXz63X84\neOYwRpORiOCOPD5hNl5uLUNDEhMT+OST98nJycbX149Fi5bSqVOoZSvxv4Cfnx9gLpV6qwxXp7BO\nbN67hTMXztK1Q1eEQiHDu97HV/s3suPUHqYPmQTA+IhhlNSW8VPCCZ7cuISJne9naLs+OKMy92/r\nwbOdp/BExweJLUwipiCJhJI04opSuFiU/Lvzs5UpGeLXHalWyLHEM9Q21RPqqaaXV0fW7F6HUCBk\n6bQXqa6sYuPO73Cyd2LezGda7F7ckOO7tRCMBQt3gsFgICkpERcXV2xsWv6MBPoFApCgSWT8kHFY\ny6zpH9qTAxePcSjuOMMiBjK311TeP/EVi/d/yAv9ZjM7aBRDvLqy/dpxYkqTOV+QhPa6Bj+YdxLb\n2HjT2bktbVW+nEyN4u2Ln2M0mejh15H7A/uzavdackrzaN+qHYsfnM/2AzvY/NNWXBxdePO5FTja\nOaLT6XjjjWWkpCQxYMB9TJ/+yD1dNwsWLPw+d5owuBZ4B5gBfAIMA/6OktzVmA3oG6iAyt97kb29\nNWKx6PdOuyOcnVV/+DUmk4k9e3YgEAiYOnVyiz5MJhMHzh5AIBAwYfjI5rYbf4tFQgSCluM6O6uY\n13sS75/8lsUnP+aj+5+jlYO5PLIzKtp4edw2h0a9lhMZMWy7fJSEQnPJ73DPIB7tOpYwtzb8GHWQ\nVw6+RXV9Le72LjwzcjoDwrrTpG3i+z3bWP/j9zQ0NuLn6cO86U/QK6Jbi/7Ly8tZtWoVu3btQiAQ\nMGnSJObMmYPV9djBP7Nuf5Z7Odbd5G7epwChoeZt3LS0ZJydpzYf7+PYGQ9XdyIvnmOJHFRKFdNH\njGNP1AF+PLuXEb3709bXnMX/6vgn6dg6iE8Pfcv6yG2sj9xGR9+2hPqo8XfxxtPBFVdbJ+4P68HY\njuZwpIqGajLKcsmtLqa4toLqplp0BgMioRAbmQJbqQK9Vs/VvCyOx56mQduEykrBgmEzKS0o4j87\n16KUK3hvziu42TozfcHjiEQi3nt5Of6tWpZ7VSj8EAgEJCZewmCow83NjV/i77wn/q6+/8n38V+9\nV/8b7+3nY548eZLa2lqGDh16W5uzs4oA39ZcSrmETA42ShVzx03jZGIk649uok+HCB7sNhCZXMg7\nB7/m5QMrGRjUlYmdhrK8v9mYLawrp7i+EgFgI7VGIZJxMTuZA1fO8t21bRhNJnwd3JnT7yEK8wtZ\n+u1bNOm0PNR/FE+NnMr7az9j1+F9eLl58PnyD3FzdkWv17N48XJiYs7Ts2dP3nxz+W3OmH/C2v6T\n+DvmdqNPGxsroPF3zxcJBTg7q36zeNPdnucf6a+iQnnH5zo4KH+377vd3x/ln3A/3qnx3KDRaNap\n1Wo/oAJ4FIi9C+P/PEA2GQhQq9V2QD3mkI33fq+Tior6uzAV8wX5Mx7U06dPotFo6Nt3AFKpTYs+\nIuPOkXI1jT6deiEWKCgpqWkex2QyUVVXi4OL/W3j9nXrQkFIOd8l7mPKD6/Q2yecof498bf3xkps\n9lbn15SQVp7FxcJkYvKv0KBvAqCzRwgPBA2if7uO7I8+y4QNn5BbXoC1VM6sfhMZFTEYkVDE5r17\nWL/zW8oqMheiIQAAIABJREFUy7BV2TJr7AyG9hqMSCRqno9Wq2XXru1s2vQd9fV1+Pm15plnFtC2\nbTtqanTU1Oj+9Lr9Gf7Osf7uD+Tduk9v4Ovri4uLK2fOnCUvrwyp9GYW/pA+Q1i3dT0btm5h4sgJ\nAMwZ/SjLNrzNC6tW8Pajy3CxcwKgu09nQqa05eCV05y/don47BTism73LCtl1ihlChQyOTKxDKlY\nYi4oYTLSpGuitqme0toK6q/rlAO42jjxYMQI2rn4883B70m8psHNwZVXpizE2dqZ+cuep6q6irnT\nn8bVwfsXr+2ECZPZvPk7xowZS8+evWnbth2BgUH4+wcglUr/9nvi7+j7r/R7L344/sq9erfXzGQy\nUV9fT11dbbN+uVQqRS63xtraGqFQeNuYBQX5fPTRSoRCIQMHDv/F+fTt3Jevtq1j447tPDjsAUDK\nU8Nn8sHOz3lm1TLemraE7h6deHekE6vOfsfRlGiOpkRjI1Pg5+CFnVKJ0CiiurGW/OpiCmtKm/sO\ndPZjdLtBOIhVrNm2kbT8q6jkSp4b+xQhXkHMXfYS8cmXCPDxZ9ncVxBhTUFBBe+99wanTp0gLKwD\nCxe+TEVFQ4s538vv2r865r0ycO72etz6fqurf99wBjAYTZSU1Pyq8Xy3r9sf7a+8vPb3T7rl3N/r\n+27390f4O9byz3CnxnOjWq12ADRAN41Gc0ytVt+NuqAmALVaPQlQaDSatWq1egFwCLNhvVaj0RTc\nhXH+NhobG1m79nNEIhFTpsxo0VbXUMcXW75EJBTx8MhJt702vSgTnUHXXCTlVgQCAZNChuFr685X\n8T9yOvsixzPPA+bYZoPJ2OJ8N4UTI9v0ZXDr7rirnMksyWX+2uVEplxEKBAwtH1/pvQeh73CFs21\nVNZsXUvyVQ1SiZSJQ8czfsg4FPKbl9RgMHDs2GE2blxPcXERKpUNTz75DCNGjLpNScTCfweBQEDv\n3v3Yvn0z586doW/fAc1tw/sNY+u+rWz7aTtD+wzB1saWToEdeHjgg2w8soWFX7zM4skLCPIxb1+r\nrJSMjxjG+IhhWCmFnE9JIrs8n6LqEspqK6mor6KqoYa6pgbyKoto0mkx3VJcVCgQYC2V46S0x8u+\nLf7OvoR5BWFo0vNT1CG+3bkRo9FI37CezBkzG6lYwuufrCAzN5MRA0Y0l+D+JaZPfwQPD082b/6O\nkyePcfKkWU5RLJYQFNSWPn16ERbWCR8fP0vC6r+A8vJyLl68wOXL8Vy9mkF+fh4NDb9szAuFQlQq\nGxwdHZDLFUgkEqqrq8nMvIrRaGTkyNH4+bX6xdcO6X0fm/ZtYcv+bQzsMQAHW3sGtO9NfnkRP5za\nwbw1S1gw9kk6t+nIytGLuZSfwsmrF7iUn8LlAg1SkaQ55M7GSklHj7aEeQTR1SeM6upqtkfu5Xyq\neYO2X2gPHhk8hYKCfJ5Z8Swl5SV0a9+F52c/h9xKjlar5e23X+fcubOEhISxbNmbzbt6FixY+Odx\np8bzh8BmYBxwQa1WPwzE/JWBNRpNFtDj+r9/uOX4PmDfX+n7XvLtt+soLi5i/PiH8PK6KYdkMpn4\n7LvPKa0oY/KIh/D+WeywwWjkh7M7AegddHss9A16eHegs0cIl4tTOZ+XQGFdGXXaBqzEUlwUjrSy\n8yDMVY2PjRsCgYDy2ko+PbCOQ5dPYDSZaO8bzKMDJtPKxYeaulo+2biKA2fM0l+9wnvwyAMzcXW8\nGU9qMpmIjo5k/fq1ZGVlIpFIGDduAg89NAWV6r+/VWKhJUOGDGf79s3s3buLPn36NxuPCmsFU8ZO\n4YvvVrPmhy95/vGFADzUfxxWUhlrf/qWhatfpV/7XgztPJC2vmpE13WjVXIFYV5BhHkF/eq4JpMJ\nvdGAwWhAKBAiFAiprq+hpLKU7OJcUnPSee/EQYoqzHrTvq7eLHjoUQJc1RiNRj76aiWxCbF0Co3g\n8UmP/uZ7FAgEDB48jEGDhpCXl0tqagoaTQrJyYlcuZJAYqJZycbNzZ0ePXrRq1dfgoKCLYb0/xD1\n9fUcP36Ew4cPoNHc3PWQSqV4eHjh7OyMUqlCJpNhMpnQarXU19dTU1NNVVUVZWVlVFdfw2QyIZNZ\n0aaNmtGjx9Gnz6/nvCutlcwYN5VV333BR+s/ZumclxGLxUzpPx5HlT1f7F/Psu/fo2PrUEZ0vo9O\nAe3p4GlWHGrSa7FSCSkqqcZGpkAmlpJdksf51Iu8/cNKskpyAQj2DmTmoEn4u/nx/Z5NbD/4IwBT\nRk/moeETEAqF1NbW8vrrL5OQcIkOHcJZunSFJTnWgoV/OHdqPB8Btmk0GpNarY4AArmDWOR/Oxcu\nRLNjxxY8Pb2ZPHlai7YtB7ZxMuY0bVurmThsfIu2Jp2WVQfXEZ0eR6h3EJ392//mOBKRmAj3YCLc\ng3/1nPqmBrZF72NXzEEadU14ObizYMwsAp3MnsXj0SdYs+1rqmqq8PXw5amHHiP0Ftk8gKSkRNau\n/YLk5CsIhUKGDBnOww9PtyRr/YPx9vahc+euXLgQTXz8xRZKLyP6D+f4uRMcjzpB++D2DO59HwKB\ngLG9RhLg0Zov9q7jePxpjsefxlomx9+jFfYqO9ycnNDrzF5lg0GPVq9Dq9PSqGuiSaelSdtEk66J\nRq35T11jPfVN9Zh+Vu5bLrWiX4deDOrYlw4Bobi42FBUVMVHX63kaOQxAlu1YfGcRb8ZJ3grQqEQ\nb28fvL19mssT19RUk5JyicOHjxIbG8OOHVvZsWMrLi6udO/ei/DwCIKDQ1Eq7zxGz8K9o7GxgZ07\nt7N9+xZqa2sQCoWEhXWgc+duhIdH4Ovb6o52upydVRQXV6PX6xGLxXf84DSsz1CiL10gJjGWj7/5\nlPnTn0EkEjGs00CCvNvw5cFvibuaQNzVBGRiKQEerXCyccReaYu1tYyS8goKK4rJLM6hpsG8lS0W\niugV3JXRXYfS1juQ85djmLP6GfKLC3BzcuW5Wc/Sro35u7ygIJ+lSxeTk5NFz559eOGFJS3CryxY\nsPDP5PeKpHhjDp/4CRimVqtvfCNVAfuBX3dN/cvJycnmnXeWIxZLeOmlV5DLb3oK9p8+yIZdG3Gy\nd+TlJxYjEUua29ILM1m5/kuuFeXg5+zNy+PmtSg68kfR6rUcuHSCTZG7qKqvwUFpxyP9JzGkfV/c\nXO3QpGfx2XefE3X5PDKpjJljpzN20KjmqnIAhYUFrFu3hlOnTgDQs2dvpk6dha+v35+el4V7x7Rp\ns4iJOc+aNav47LMvm40NkUjEi088z9yl8/jsm1XY29jRuX1nAEJbB/Pp0++QcC2JE5fOcCUzhcTM\nZAQCAUaj8beGA0AiliCXWiGTynCydcDG2hcbhQpnWye8nNxp5eFHgEerFvdZTW0NKz59g6j4aIL8\n1by+4DWsZH9ta1qlsmH48OF07twbrVZLfHwsp06d4Ny5s+zatZ1du8wql56e3vj7B+Dn1wpf31b4\n+wfg4uJq8U7/Fzl9+iSrV39GWVkpSqWKKVNmMHToCBwdnf5UfwKBAIlE8vsn3oJQKGTR4y+w6IOX\nOXruOIWlRbw4eyFODk60cvXhzWlLuFqYxdFLp4i/mkhSdipCoRCD0dCiHzd7FyICwgj3D6Nzm46o\n5EouaxJY9MHLXNYkIBQKGTNoFNPGTGm+52NizvPee29QXV3NmDHjmT37CUtInAUL/yPcSZGU/oAH\ncOqW43pg7981qX865eXlvPrqIurq6nj++cUEBLRpbjsUeYTPvv8cG6UNK555Dfvrus41jXV8e2ob\n++OPYzQZGRk+iBl9JyCX/nnj4VJWEp8e+JqCymLkUise7jWOcV2GYSUxazKfjjnH0k/epqauhjB1\nKPOmPI278021Ar1ez7Ztm/j++2/Q6XSo1UE89tgcgoNDfm1IC/9AAgICGTx4GAcP/sSPP25j/PiJ\nzW1uzm68PHcJy1a+xvLP3uDpaXO4r9cgBAIBQqGQ9v4htPc3X2+dXkd5TQVSKyguNUvEiUUiJGIJ\nMokUmUSGlVSGRCxtDvG4UxJSEvhkw6fkFebTvm0Yi+csRml9d73BUqmULl2606VLd7RaLUlJiVy+\nHE9SUiLp6amcOnW8uZARgI2NLWFhHejZszfdu/dqrtJo4e+lrq6Ozz77kBMnjiGVSpk0aSoPPDAR\nheJmzkVpRRkJmgSu5WZSVFZMdW01eoMeK6kMG5UtHs7uBPj6ExwQjErx1+4juZWcNxcsZ+WGTzgT\nG8njr87hgSFjGdFvOLYqG1q7+dLazaxmo9VrKauuoLaxDjs7OdoGc2lvqdjsLa6rr+N0zBn2ndxP\nRra5fljn0E7MemAGvtcLtej1ejZuXM+WLd8jEol55pnnGDZs5F96DxYsWLi3/F6RlFkAarX6RY1G\n8869mdI/m9raWl555QUKC/OZPHkaAwbc19y27+R+Vv3wBSqFijeeeQ0fd29MJhOnU6JZffQ7Kuuq\n8LB3ZdGDT9Da3v9Pz8FgNPD54W/YH38coUDA6IjBTOg+CjuFTXP7+h+/YfvhnUjEEp586DFG9BmG\n8BaDJz09jQ8+eJvMzKvY2zvw6KNP0rfvgBbnWPjfYebMx4iOPseGDV8REdGJVq1u3l/t24axbP5S\nln+6gpVff0xUXDQzHpiGz8+qrknEElztXXB2VmEv/+VsZoPRQG1tDTV1NdQ11NHQ2ECTVoter8do\nMmI0GjEaDTRptdTU1pBbmEtKRgo5BbkIhUImjpzAlDEP37GHraSshMTURFKvpZGVl0VxaTH1jQ2I\nRCJslCo8XD3o0C4EPw9/gvyDmvuVSqV06BBOhw7hgDlGu7i4iMzMa2RmXiU9PY2UlCTOnDnJmTMn\nUSpVPPDABEaPfqDFLpKFu0tBQT7Lli0mOzuLoKBgnnvupeZckbr6Oo5FHedI5DHSstLvqD+hUEjH\n4A6MGzqCEP8OLXb5/gjWcmsWPf4iB88cZsOP37Jx9/ds/mkrncM60bFtB0LatMPD1R2pWIq7gznB\n28lJydXMfFIyNCSnJ3NJk0BCaiIGgzkPoFdED8YNHktQa3XzOFlZ1/jww3dJTU3Bzc2dRYuWEhio\n/rVpWbBg4R/KncY8r1Sr1YsBNTAXmA+8rdFotL/9sn8XdXV1vPzyC1y9msGIEaOa1TVMJhM//LSF\njXu+x05ly5vzl+Pn6UtpdTkfH/iKi9cSkIgkTO/zIGO7DMPD7XZpujvFZDLxn0PfcODScXydvJg/\nfDaB7q2b27U6Le9+/SGRcefw8fDihVkLae3VqsXr9+zZyZdffo5er2Po0BHMmvW4JRnwfxxbW1vm\nz3+eZcsW8+abr/Hxx19gbW3d3N6+bRirXv+UD9Z+RFRcFFFxUbQNaEt4u454e3hjo1QhEUvQ6fWI\nJEZy84qoqKqgrLKMsooyyivLKassp6q6CqPp98M6bkUmldGlfWeemDoTN0ef3zzXaDSSei2Vcxej\niI4/T3Z+dot2exs7lNZK9AY9BcWFXMvJ5GxMJABKhZIe4T3o370foeqQFg+CAoEAV1c3XF3d6NrV\nXObbZDKRnZ3F8eOH2bdvDxs2fMX+/XuZP//526qEWvjrZGZeY/HihVRUlDN69AM8+uiTiEQiGpua\n2HZgOzuP7qa+oR6hUEh4cEfC23WkjV8AHi7u2CptEYlENGm1VFZXkFuUR8pVDRcuxxCbeJHYxIs4\n2jkwdcwUBnX/c04AgUDA0N6D6dOpF4fOHmb/yYNEXjxH5MVzze22ShtkUhl6g4G6hjoam1pKmQX4\nBtCzYzcGdh+Ak8PN8JPGxga2bt3Eli0/oNfrGDjwPp58cl4Lb7sFCxb+d7hT4/kzoASIwByyEQB8\nBUz9rRf9m2hsbGDZssVoNMkMHDiYp56ah0AgwGA0sGbLV+w5sQ83J1eWz12Gh4s7hxNO8+XR76hr\nqie8VShP3jetWZKutqmexOJ0yhuraNRrkYkkuCud8bV1Ryb+7WSR0ynRHLh0HH9XX96ZvKRF2IfB\nYGD5F28Re+UiYepQPl7yBg31N5O49Ho9H3/8PkeOHMTW1o6FCxfRqVOXv2fBLNxzunbtzrhxE9ix\nYwsffPA2S5Ysa2FEuDq58s6LbxEdf55Dpw5x/tIFktN/v1IgmA1gBzsH3APcsVPZolKqUForkVvJ\nkUgkSMQSREIhAqGwOdRDqVDi7uKBu4sbErHkNn1Og8FAcVkx2fk5XMu5Ruq1NJLSkqiurW4es3P7\nzrRvG0ZQ6yBaefshv0WFwGQyUVpeSmFZDiejzhEdF82h04c4dPoQjvaO9OrUkx7h3QluE/yLnm6B\nQICvrx8zZjzKgw9OZsuW79m2bRNLljzPtGmzmDjx4T97KSz8jOzsLF58cT7V1dU88cRcRo8eB0B8\n8iU+Wv8JJeUl2NvY8eCQcdzX6z7qdPXEZSRwJPkMxedKqWmoQyAApZUCVzsXAj1bM7DXQKaMmkxu\nYS7Hzx9jx8HdrFz/CYfOHGbhrGdxc/7lgjq/h7XcmjGDRjNm0GhyCnK5knaF5KspFJQUUlFVSZO2\nCYlEgq+DN3Yqe3zcvWnjF0BIm3bYXQ/Tu4HBYOD48SOsX7+WsrJSHBwcmTv3Wbp16/mX19SCBQv/\nPe7UeI7QaDTharV6mEajqVer1dOBhL9zYv8ktFotr7/+KomJl+nTpx/PPvsCQqEQnU7H++s/4nTs\nWXw9fFnxzFKs5HLe3f0fTqVEYy2VM3fITIa070dRXRmbrhzgXO4lMipyfnEcK7GUHl4dGBs0kFZ2\nnr94zrlUc22aBSMeuy1eev3Ob4m9cpFO7SJ45YlFKBVKGupvFjt5442lnD8fhVodxCuvLP/TiTkW\n/rnMnPkoGRlpREae5ptvvmLGjJYycAKBgG4du9KtY1eqaqpIy0wnrzCP2rpa9AY9YpEYFxcHhEix\nt7XH0c4BBztHlNaKv5xcV1ldxbHIk1xOuYzmaip5hXnoDfoW57g4utC1Qxe6h3enQ3D75uSqytoq\nErNSyC3Jp6quCgECrK2s8XB0o3v7DoQGhvPUlCdJTE3kWOQJImPPsuvwbnYd3o3SWkFoUCghgSG0\nDQjC39f/tu19hULBzJmP0qNHb954YykbNnxFUVEhr7++9C+9ZwtQWlrCyy+/QHV1dXN8r9Fo5Ntd\n37Nl/1aEQiEPDnuAcYPHEqm5wCvfv01mccvvSLlUDpho0DYCSRyOPwFAoKc/o7sO45kZTzC01zDW\nbP6KsxcjeXr5fF5+chEd2v62ktHv4e3uhbe7F0P7DLmt7beKNTQ1NXH06CF27NhCXl4uEomEiRMf\nZuLEhy1hQRYs/Au4U+PZpFarb3WJOgGmXzv534TBYOC9994kLi6Grl178PzzS65vNTay/Iu3iEuO\np11AMEufWkJhdSlvbnqToqoSgj3bsPD+J6jQ1fL66S+4kH8FMBc4CfcMwk/lhYvCHrlYRoO+idzq\nIi7kX+FY5nmOZZ7nvlbdeTziQax+5onOKcvHSiLD16mlbnR2fjY7juzEw8WDF2c/1yLr3GQy8dFH\n73L+fBQREZ15+eXXLDqi/1LEYjFLlixj/vyn2Lz5e+zs7BkzZvwvnmursqVTaASdQluGKNztCk4G\no4GdB3exac8m6q4Xu7CSWeHv64+Hqwc+Ht74ePjQxi+gxVZ3SWUpu8/t50xiNBn51359gO/By9mD\nPqE9GBTRl/mznmHOtCe5nHyZ6PjzxCTEcu5iFOcuRgFmj3aoOoTu4d3p27UP1vKb4S1qdRArV37O\n0qUvceDAPqytZcye/bRFleNPotVqWbFiKSUlxcyYMZthw0ai0+v48OuVnLxwGjdnN16cvZDihnLm\nrX2ZkqpSREIR3YM6Ee4fhpXSGh0GGvRNiIQibGUKrARSSstLidLEEpdxmfd2fMaP0Xt5cuhMFj/x\nIkcij/HZxv/w6ievsXTOy0SEhN+T92o0GklL03Dy5DGOHj1MdXUVYrGEIUOGM3nyNFxcbi+GZcGC\nhf9N7jjmGbPWs6tarV4JjMWsxPGvZ+3aLzhz5iQhIWEsWvQqYrGY+oZ6lq5azpX0JLqEdualR58n\nMi2GTw98jU6vZ2L3UQzq0IevE3ZzNicOgGCn1gxu3YPuXu3x9XAmp7AMkVCERCBq/mF+PNxEbEES\nGy7v5vC1c1ytzGFZn6ewl9s0z8daZk2TTovRZEQkuLkVvfXQDkwmE7MfmNGiUiDA7t07OHHiKEFB\nwbzyynKLqsC/HJXKhuXL3+H55+exevUqBAJh8zb5vUan1/Hh2pWcjD6JrY0t04dPo1NoBH7efr8o\n0dik03Iu6QJHL54gLj0Bk8mEWCSivX8IIX5B+Lr6YKe0RSAQUF1fQ25JHmn56ZxPiuP7Y9v44fh2\nIgI7cH+3IYS360jE9QeDotIiktKSSUpPJlGTQExCLDEJsazd/BUjB4xg4sgJzUa0g4MDb775AYsW\nPceOHTuQyRRMmzbrnq7bv4V1675Eo0mmf/9BTJgwGYPBwDtr3iMyLop2AcEsfHQB649t4tSVKMQi\nMaO7DsXNy4sLuQmsvrz9tkqqN3C0tqOXfwQP9L6fY3GnOBJ/iue/XsaMgQ8xrsdInOwdWfbpct74\n4m1WLvkAH3fvX+znr6DX68nJySYtTcPly/HExJynrMxcotvGxoaJEydz//1jLTt8Fiz8C7lT43kz\n4I3ZYL6RMLju75rUP4WDB39i585t+Pj4snTpG8hkMhoaG3j1s9dJykimd0RPFs58ls3n9vBD5E4U\nMmteGv00xcZq5h58myaDFrWjH9PC7kcklXCxVMNbCd9SGF2G1mjerrYSSfFVutHeIYDuLiF08mhH\ne9dAPo/dwqGr53jl5CreHjAPpdT8w+7t6MGVXA1Xi7Np42ZOBDSZTMReuYijrQNdw1rGMJeXl7Nh\nw9eoVDa8+qrFcP7/goeHJ2+99QEvvvgsX3zxKQUF+TzyyON/SAdXq9WSm5tNQUE+paUl1NXVIRQK\nsbW1o127ULy9fX7TI2symXjni/eIjI2kbUBbPnn9HXRNtydy6fR6Eq5d4UxCFKcTzlHf1ABAkE8g\n90X0o0e7LuRVFZGQpyEy7xJldZVgMqGyUuLj6MHkEeOZM+oxopNj2X/+MDGaOGI0cbg5uDKsy0AG\ndOyLq5Mrrk6u9O/eDzAb08fPnWDfsX1s/WkbxyKP8cITLxCqNsv2qVQqVqx4l4ULn+aHH77Fy8u7\nhbKOhd8nMTGBXbu24+npzTPPLEAgEPDFpjVExkURpg7lmZlzWb7lQ64VZdPWO5D+Xfqy48phivLO\nAuDv5I2/ix8KuQKhSIgAAUadnpLKMi7lJ7PrylH2JB1jeNu+fDRnKSu++YSvj/xAQUUxc0bMYsGs\n+byz5j3eWfMeKxd/8Kv3fkZGOnv37iQpKZGamhrAhFQqQy63xtpajkxmhUQiMVfV1Oupr6+joqKC\nsrJSDIabes82NjYMGjSEHj160alT1z+sOW3BgoX/He7UeP4SsMJcnlsITAP8MRvRf4jrhVb+A7QH\nGoHZGo3m6i3t84HZQPH1Q49rNJq0PzrOX+XatausWrUSpVLF0qVvoFQq0el1rFj9NkkZyfTp1IsF\n0+fz+eFvOHj5JG52Liwc9QSbUw8TU3AFldSax8MfRC+FddcOUN5kToKSCMX42bpiLZBjNJkob6oi\ntSoHTVU22zNP0N89nAf8+jG382QkQjH70k/zTuTXvNb3KYQCIUGeARy4dJzEHE2z8VxeVU5lTRU9\nO3a/zZj58cctNDTUM2fOfOztHe71Mlr4L+Lj48tHH63i1VcXsWvXdhIS4pk163E6doy4TY2gqamJ\nzMyrpKamkJNzjYSERLKzs36zYEpISBjPPfcSbm7uv9i+5+heImMjCVWH8Nqzy7CzsW0OB2nSaYnR\nxHEm4RwxqfHNBrOTrSMjug1mUHg/RFIx+xNP8vSmpZTXVf3iGOeuXmTzhb3YWCkZFNyLxVOfo7Kq\nkr1Rhzh56QzrDnzPhkOb6OAfSr/2PekW3BmFlTWuTq48dP9Exgwezbb929m8dwuL31vCgkfm07+7\nuaSznZ0dK1euZObMmaxc+R4+Pr4EBAT+4evw/xGDwcCqVSsBWLDgBays5ByPOsG+E/tp5eXH3OlP\ns/T7d8gvL2JweH+alPB59CbEQjH91N2Q2lgTV5HG4ep4qG7Zt1wko3NoOJ4iB06mRLE36QTxBcks\nnDCXL/dtYH/sUVRyJdMHTiQ++RIHTx9iz/G9jBs89rZ5Zmdn8dxzT9PU1IRcbo29vT1CoRCtVktp\naTH19fW3fQbEYjF2dvYEBwfj6upBQEAbgoLaERDQxlLkxIKF/yfcqfHcVaPRNFcTVKvVe4DEPznm\nGECm0Wh6qNXqrsCH14/dIAKYqtFo4v5k/38ZrVbLO+8sR6fTsWTJa3h4eGIymfj0u/8QlxxP17DO\nLJgxj08PfM2xK2fxd/Xj0SFTeD/mW4rqyujoFsTANj3YmXOa8qZqpEIJ/d3DCXdUYyNTIpBDZXUd\nCrEVzjJbxAIRF0qS2ZcTyZH8GOLK0pgbPP7/2Dvv8KiqtIH/ps9kWnrvJBkChF5C7yBFQFAUFVR0\n9VN3FXuvLJZ17d1FUUGQJojSOyGUBEgIIckA6QnpPVMz5fvjJkEsWBbQ1fk9T55J7r0559z33jn3\nve95C7f3vYZqcz3pZ0+y4dQeZhjG0DdasIyl52dy1YArAGg2CQqJj87nvPNwuVzs2LENnU7HhAmT\nLq8QPfwhCA4O4fXX32Xx4vfZsmUjTz75MD4+PsTFJaBWqzGbzZw9W055edl55bWVSiVduyYSHR1L\nWFg4AQFBaDQaXC4nVVVVHDiQwtGj6dx999/44INPflDCvbi8mMUrP0av1fPwHQ91Bv7VNdezNuUb\ndhzdi8lqAiDIJ4BxfUcxuPsAukUZOF6Wx8eHVnOk6ARu3GiVaiZ0G07fqB5E+obiliC4LLncVDbW\ncLIVI2bxAAAgAElEQVQ6j63H9/PVsS1syNzOxO4juWnSHG6dfCN7M1PZmbGXY6ePc+z0cWRSGcN6\nJDN9yCTiw7ugVCi5ccYN9ErsxcK3/8mr/3kdhVzBkH5DAIiJieGhh57g2WcfZ+HCp3nrrQ/R6/WX\n6er977Jr13aKigoYP/4KunXrQXVdDe988T4qhYqHbnuAl756i7P1VUwffAUnzaXkF5QQFxBFeGQk\nKdVZuEwuNFIVAwO646vUIRPLADdNtlbymorYV5kJQP+YRPo4uvFt9m4W7nqfxybdzvtfL2bV/q9J\nCItl/qybSD2aypcbVzFx2ATUXue7tL322svYbDbuvfdBxo+/4gfKr9vtpq2tDYfDgUgkQiKRdJbP\nvtixAR48ePjf4Zcqz6UGgyHOaDR2ZK4PAsp/Y5/DgC0ARqPxsMFg6P+9/f2AxwwGQwiw0Wg0vvQb\n+/nNrFq1nOLiIiZPntaZE/abPRvZcXAXCVHxPHzrg3y8+0t2nUyla2gXrh9zNQsPfIS5zcrs7hNp\nlbTxyZmNyEQSJoUnE6uPIKe5hHXlB3H9SJxlgEJPf78EFvb7G1vKDrG+eB8vHv+cB5OuZ8HAG7lz\n8yKWZn3LkPDeBGp9iQuO5mSpEZPNjFrh1Rm6KRafb3UuLCyksbGBsWMndE74Hv56qNVq7r33Qa64\nYgqbN3/LkSNppKcfPm9/9+5JxMTEEh9vYNCgvqjVfhe0ok2aNJXlyz9n2bJP2blzG9ddd2PnPrfb\nzXtL38fhcHDvLffg5+OHy+Xis82rWPzNCmxtNrw1emYNv5KRvYYSGxJNg7mJXXkHeSf1C842VgHQ\nNbgLU3qOIcQ/iH2lx1h2ZgvlrdXnjSNE7c/ILn15ftaDFFQWsfrIJjae2MXOvFSu6jORWf2vYOrg\niZytq2Tf8VR2ZqSwO1P4SU7sz/9deQsB3v4kGXrwzwcW8ujLj/HKR6/yxtNhRIVFATBwYDI33HAT\ny5Z9yssv/5OFC1/yWBgvgMPhYPnypUilMubOvQWAD1Z8iMVqYcFN/2D9kS0UVBYzptdwQXGuK2Fw\nXF+KxQ3srcokzCuAvoGJVFobqLDUU2FvPK/9cG0oI0P7kVOXz5HaXLzlWuaPvppP96zl1ZQl3H/l\nLSxc9irvblzC+3f9i1kTZ/LZuqVs3b+dmRPO2WlqaqoxGnPp128AV1wx5UfPRSQSIZfLPfOnBw8e\nzuOXKs8y4LjBYNiHkOd5GFBhMBh2ARiNxjG/ok8d8N01WIfBYBAbjcaOtbEVwLsIi3XrDQbDZKPR\nuOlXtP9fUVVVycqVy/Hz82f+/NsBKCovZvHaJei1ep78v0fZmrWHb4/tICYgguvHXM2LBz+mzeng\njn7XcKAxl3JzDbHaMMaGDyCt7hS5Z9MACFP5EaUOIsLXH6upjRaHhTJzLQWtFWw+m86h2lyujhxO\npCaId3LW8nr2lzzTdz639r6K1w8v5YsTG7kveS6DuvThTGURxwqzGd51IMp2P2az1XLeueTmCjl8\nu3btdrnE5+EPjMGQiMGQCEBLSzN2ux2FQolGc355419iUROJRMyYMYvlyz/n6NH085TngxmHOGHM\nZlDvgST3GYTZZuHlL9/kiDEDb42eO6bexJg+I3G6nRzIP8qn6es4XpqDy+1GLpExtusQJiWNpsll\nYq1xB7knhEwbKqmC3oEGAtW+iBBRba7nVH0xX2ZtYyXbGR7Rl+evup+MomyWH97AirQNbDuZwrzB\nMxndNZnrxszi2tEzyTxzguW71nAo9wg5xUYenbOAXl16kBATzwO33c+id1/gtcVv8NpT/+48pzlz\n5nLqlJG0tIMsW/YpN91068W6LH86du/eTWXlWaZOnU5AQCBZxhMcOp5GUkIPvAP92b5zCbEhUbSq\nHOSXlTA4rh8nHKWYHBbGhg2g0tZEZkM+MpGERH0UASofZGIpTpeTOmsjxuZSDtXmopepmR49km+L\nU1hZuIeZfSex5ugmlh3fyLUjprNs9xpWpXzNNSOuZMW3K9m8bytXjZ/e6dqWlyfMj717ewriePDw\ne+J0OikqKvj5AwFf3/8u/eTF4pcqz99PdvrvHz3ql9EMfLec3XcVZ4A3jUZjM4DBYNgI9AEuqDz7\n+HghlV4cS9Dq1ctwONq4555/EB0djNPp5IFX3sXhcPDM3x/GJrPwyZ4v8dP68Nj1d/HQ5rdoczp4\ncPQ8vipMpc7azJTYwUgkCrZXZiAViRkVnkTvgC7UWFuptjRTZm5GLBbhp9MxKSyGEC89O0oy2VmS\nycf5W7ml+zju7z+bV9K/5MPTX/PG6Lv5+vQu9hSnc/eIqxnfbzBfpK7jZEUuM4ePRaUW/FctNhMB\nAedEW1lZCUBiYtx52y8Fl7r936uvi8nFvE87+K2y+Ln/+yXtBgRo0el0tLY2dx7vdrtZs0nI3fvg\nHX/H20fJ028s4qgxi+Tu/Xj+tocQS8Qs3b+BdenbaWl33egRHs+k3iMY12MwxypO8eHRtZypE3L9\nDonsyczuo0nwj8TYWEZFax0SkZhAtQ/d/aI5XnGKJUe/YV/pUdIrslkwdA5f3fc2S/d/zfID3/D6\njo/ZmL2Tx6bfTrewOCYEDmX84CF8tXcTr638kOc+f5l37l9Er7juzJg0kWM56WzevZ196buZPfWq\nznN78cV/Mm/ePL78chl9+/ZkzJhfYzP4bTL+vfhv7tV169YBcPPNcwkI0LLmrTUA3HPL7Ty/8m0k\nYjEjBw/j07QN9Iw0kOc+i9lhZXrcCI7V5CMVSxgfNQC720VRUzWFltrOtiUiMSMi+yIXidlalMax\nhjNcmzieL3O3sasxk9GJg9ide5gJ3ZMJ9PZn45Ht3D7tOkYMGMyOA3tpaK3CEBsPgN3eCkB8fPQl\n+x5dCv4qff5SLsXYOtrU6ZQIoVkXRiIWERCgRSr9aZXqYo/z17TX0KD5+YPa8fXV/GzbF7u9U6dO\nce8rG/DSB17wOHNTNUtf1JCQ8PvHnvwi5dloNO69iH2mAlOBNQaDIZnvFFsxGAw6INtgMHQFLMAY\nhEqGF6ShwXxRBuZ0mti8eTPR0TH07z+MmpoWtqZuJzffyKgBI4gOiefvS57A7XazYPLfWLRrCc02\nE7f3vZq1BanU25qZGTWKEnM9tbazRKuDGBzYnTPmajYUZ3b2IxGJcbpdlJsayKorwUsip78+lpti\nx7OiaA+fntzB3JixDA/uRUrlcVZl7eOqhHG8eugzvkjbyk29pqFRqkkzHqempgW3241CrqCqtvY8\ni2FjY8dyp+KS+uZdTt+/S9nXpX5AXKz7tINLJYtf065IJKKtzdl5fM7pXPLyTzGk72DUSl8WfvIW\nR41ZDO42gFf/8TRrD+zgw30rMNnMeKt0zO4/hbGJQ/HTeLOrOI3bvnqBspYqxIgYFdmfWQnjqHM0\ns/pUCrlpRT9wehIhYmREL+7rPw9jbSGLj6/jxb2fcrgoh7v6zmZ4bDJLD65jt/Egt370BNN7j2fe\n4JnIJDJGdB+B1w1anlv6Lx5+bxHv3vMKerWOuTNuYs/B/Sxe/inTxk2ipaWtvTcxTz21kHvvvZNn\nn30Onc6fqKiYSy7jH/vfS81vvVcbGuo5cuQIBkMiarUfaRknOHIig96JvThZWkRZbQUT+o1hdeZ2\nvOReWDUSGptbGRc+iGM1+fgpdCT6diGvsQKAUKUvYSo/FBIZVqedUnMtxoazAIwNG8ihqixSyrO5\nKn4ka0/twawFjdyLzw5uYGb/cXy240tW79pCv+4D2HFgL9tTUvDVCpUH6+qESES7nd90LX4Pn+f/\npT4vl8J9seXx3fNtbv55xRnA6XJTU9Pyk8rzxb5uv7a9+vrWX3Xsz7V9Kdrz0gei8fnx4nDf52LL\n8rfww7xRl551gM1gMKQCrwL3GQyGOQaD4bZ2i/NjwB5gL5BtNBq3XLaBrVuHy+XiqquuESoIOtpY\n9s0KFHIF82fezJrDG6lorGbGgCs4Up9HSXMlk+OGk2kqpN7WzPSo4RRaa6i1NTHYL5GuvrEcbiqg\nrq2VKJU/o/26cV1IMvf3nsS8sGFMDexDoiYMu8vBvvo8GpxWrosaBcDq4hSmRw7HS6Lg65IUBoX1\nQCP3YndxOgBJEV2paqqlprkOkUiEr96Husb6887HZBKsep6KVh4uFRaLBZXqXKXLrfu2AjB17FRO\nFOSwJX0nMSFRPHDN33l721Je2/4xLpeL+UOv4eObX+aKnqPYWnKQmzc+zfsZq6lsrWVs1CDenfg4\nsxLH81nBFl498SU5jUUY9JHMiR3HA0nXcV+Pa7kmZjSRmkD2lGbyxNGPkCkUvDnuYeJ9ItlVnMaz\nKR+gUap5YMJtvHDVQwTpAliXsY3nv30ba5sNgP6GPswbfx0NLY0s3ylYSL113kwbN42G5kY27tp6\n3vlGRcWwYMFDmM0mFi16Fqv1lz1c/yocOLAfl8vFqFGCVX576k4ApoyazLqDG5FKpMi8VZjsFvom\n9OR0cyn9/BMxtpThK9cRrY+g2FxDmMqPiSH9CdIEUu2yUNzWRJ3bRqx3BJNDB+Ar15LbUka/gG4o\nJXKyaovpqo8mrTaHwQn9aLWbEallSMUS9pxIpVfXngBknz7ZOVaXS0gz9/1YEQ8ePHj4OX6p28ZF\nw2g0uoE7v7f51Hf2fwF8cVkHheBz8+233+LlpWbECCFV1b4j+6lrrGP6mCuRKWSsS9+Mt1rP0O7J\nPLz7NUK1AQT4BnCoNJVB/t2obTPRYG9lREASDqmYU6YKvKVeDPcxIJHKqHC0kmWrJbO0BplbTIDE\ni776GBLVoeyoy+ZESykD9LGMDurFjsoMjjXkMyqkL5vKDpJRf5qBoT3YVZRGfkMp8SExHDx9lDNV\nRQTo/PDWemOsO4XL5epMQ2a32wE8wS4eLgk2mw2r1Ype7w0IgWIHMw7h5+NHkqEHC957HIB7rrqd\nNcc2sfLIJqL8wnhqyj9QKBR8mLmGnUWHceFGr9BwbeJEpnQZjlqmYmXBTraUHcaNm/7+XZkdO4Zw\ntbCk19pmQSGRMSAgkRlRI8izFfJq+io+yFvP1dGjeHnUvfw77XMOlB/n6ZR3WTTyH/QM78rbc57l\n5S0fkl50nBc2vcdz0xYgEom4atgUNh3ezrYju5gzZhbeGj1Tx0xm9abVfL19IyMGnO+eMWrUWIzG\nPNavX8Pbb7/GQw89fnkF/wfm6FEhviM5eShut5uDGQfxUnnh4+9LSU05gxMHsLcwHb1Ky0lzCUqJ\nnDaRGzEiEnyiKbfW000fiUKmIsdcgQjwkalRieW0OK2UWespA3r7xZPTUMgZUyXJgUnsqTiKQRdB\nXlMRNeJWxCIx+4uO0SM6kcyCbJwiN4F+gZwpzsftdn8vpadHefbgwcOv4/ewPP8hOXUqj6qqKoYO\nHY5SKVjStqZuB2DGmCvZnLkHa5uN2clTWWPcjsvtZk7SFLaUH8ZHriXBN4ZySx09vWOQyBRU2pqI\nUvkzIaAn5W4LmdYqqhwmbG4HEpGIVpedgrZG0szluMQirgjoiVIs41hTEUneMehkXhytP82QoCQA\njtYa6RMsBHvl1BR0lucurxf8mnUaLS6XC6vtnCWsrU1Ybr6QH5YHD7+VxsYGgE7l2VhgpNXUSnLv\nQWTmn6CgooiRPYfS6rKy8shGwn2DWDTjQcrM1dy97QW2Fx0iTBfEgv43sGTyc9zYfQolpmoeSX+P\nzWWHCFb58mivG7k/6Tp0cg3rS1J5/vhSnjn+GY8eW8y/sleSVpvHsPAkFvW/nQClN2uK9nCk1sjD\ng25mVGR/jPXFvHdsFW63G6VMwROT76JvZA+OlWSTclpYxZFKpEwbcgV2RxsHc4Rtfj5+9OnWm9zT\nRqpqq35w7rfc8jcMhq7s2rWdtLRDl0fgf3DcbjcnT2YTGhpKcHAIFTUVVNVV0yexN2mnhMyjISGh\nmOwWEqMMNNpb6BfYjQZ7C/0DEim31hPlFYhIKqe2fbVuemBfxvp1p693DFMCejHRPwm9VMVpcxWJ\nPtEoxTLKrPVE6oI41VxGnC6cEw0FdA+JI7+uhK6Rgm9kTomR2PBomlqaaG5t/v7IL7OkPHjw8L+O\nR3lu58iRcxYTEAqPZJ8+Sc+EHgT6BbL1+B5UciW9YntwqDwLg180JbYa2lwOrowcxoHaHLRSFd18\nYim21hIk15PsE0+WrYZ6pwVvsZLeyiCGeUUwOdzAEK8IYmTeOHCRZa3GLRIz0LsLTlzkmSro4xOH\nzdVGs8NCgNKb3MYiungLCnNhYzlBeqHka3WTEEyjUgiuGSaLqfOcOpRnT6UrD5eCDuXZ21tQnjNz\njgPQp0cfdhzdA8CVQyaxOGUlYpGYF669n9yGQhamfoTVYedvvWby9rhHGBs9CIvTzvu563g5axk1\n1kYmRwzmhQF30NM3jsKWCl45uYqU6hM43U4S9ZHEaUOptTWxqngvn53cTqDSh4d6Xo9SImex8Rss\nThv39JvT6cKRUZUHCIrynaNuQCqWsvLIt53nMrCrkHEhK/9c+vrkvskAHDlx9AfnLpfLWbDgYSQS\nCR9++M55leb+qtTW1tLc3ETXrkJJgOxTgotEr649OVaQhVQipbZNSLTUIhHcZqyuNqQiCSaXA4lI\nTLg2mGaHBYM6mH66aIxtDRy0lJNhrSLVXEYzDsb5dkcnVXHGXE1f33hsrjbivCNw4yZCG4LL7cK7\nvSCURCXMfWcqCgkLEvwpz1ZXXFa5ePDg4c+HR3luJy8vB4AePQRLb2ZeFgADkwZQWFNKdXMtA7v0\nJq1SeLiOi0nmQNUJfORa3GIhAHBEYE+yW0uRIGaYTwJGWz1Wt4NImY5eykC8JcrO5UKZSEyUXE+i\nwh8XbvLt9USrAlCKZRRbaumiEYJaSs01RKqDMDmsKOXthSYsjWiUQrJ/U3tlNqlEsC5/txqWzSY8\noBSKcz6pHjxcLJqbBQueTicUDTlVKHhfJcTEk34qkyCfQJocrZTUn2W0IRmVSsVraUuRSWS8NOpe\npsWPQiKWcLAqm/sPv01K5XFitCEs6n8HN8ZNRCGRU9BSwQenvsXqsDE9YghP95zLbfGTudMwjSeS\nbiBU5cfu0iwO1eYSrg5kVvQoLE4bm0oPIZPI+Hu/6wBYlbetc9wh+kB6hneluK6cepMQVBviG4Rc\nKqO8rrLzuG5xQorH04Vn+DGio2OYMGESZ8+Ws3fvross3f89zp4tAyA6OhqAgrIiAGIioimuKiU2\nOApjTRFapYbC1grC1AFUWxuJ04XT7DBj0IVTaq1DK1GSoAnlqLWSFpcdH4mSMKkWmUhMaVszRc5m\n+uuEQE23WIxEJKa5TZgH29zCS4xdIsyDZpfgulbZUI2PXigi1dAsXPOOuVIs9uTs9uDBw6/Dozy3\nU1xcREhIyDlFoEioCN4tLpGTpUYA+sYkkVkp/O6r9cHitJEc2IOcphLkYikBKm/MTjsGTQhtImh0\nWfGVqIiRef+gbHYHgVI1WrGceqcVN26CFHqsrja0Mi8AGuyt+CiEaFCby45EJMbSZkPSPuE7XQ4A\nHE7h87tll1tbW5HL5R63DQ+XBJNJiLjWaIT7s+RsKT56H+pNjVhsFvrF92KPUXBpmN57PO8eWo3V\naefv/a4jwTcKl9vFyoKdvJ2zBpfbxY1xE3m+721Etb84OlxOVhfvxel2cnPcREYE9ey87wH0cjXz\n4ychl8jYVZGB2+1mXFh/FGIZR2sFS3Osdzjd/GLJqS3A6rB3/m+0n2CFrGkRgmzFYjFaLw1m67ks\nE+EhwjGVNecU6u9z9dWCcp6Ssue3C/JPQl2dsAoWHCxcv4p2C69cqcThchLmF0p1ax0RfiFYnDbC\n2n3YvRU64VOuww0kacMpaWvGiZsEuS+9lEHEK3zprwpFK5ZT5TDhJVWik6qosDcRqvKl2tyEt1xD\nk11YeTO7BMOBuV2pbjQ1oWmvLmhuX51zOIQ50zM/evDg4dfiUZ4RAuvq6moJDw/v3FZWJVhRIkMi\nKKwR8s3GBUeT31BKuDaICksdANHaEOrszUSrg6m0C0uSMV4BVDoExSJapv9JxbkDnVgocmJytaES\nC8F9znY/PLvLgVgkXCaH24kbN2KRCLtDcMmQS4VlyY4CKV4qr852GxoaOl8GPHi42JjNgqKpUqlw\nOp3U1NUQEhhC/tkiAOLCYskozSFI54/WS8vewmMYfKMZGSG4SGwtS+Pr4hSCVL4s7Pc3JkcMPk85\nzmkqptraSHJAN7p7R//oGHzkGnoHxFJvb6HO1oxCIidaG0KZqZq29hfLCF0wbtxUmc7lC27reNls\n/2653W4sNmvn9wlAJpXhpVLRav7ptEyhoWGEhISSnZ31K6X356O5WZj/Otx4GpoaUMgVnQqs0ktw\nLVO1z1FyiTDXudqnxzYES7C/XEed04JWLCdEei6frEwkJlomtF3nshAo1+F0u9DJ1LgBb7mWpjYT\nMrEUi1NQnlvtZhRSORa7FUn76pyj3cWmY2VOLldcfGF48ODhT41HeQaamoRJ39fXt3NbXWMDGi81\nXkov6lsF306NSo2pzUKwxp86m/A/Sqkw8QYodLQ6hMnYW6rG2r58qBX/fKYLd7uiLBaJaHMLD3Vn\n+5Kil0ROc7s1BRe43G68ldrOMfmo2x8mjXUoZHK8lMKDyel0Ul1dTUDAhZOOe/DwWznnUy+n1dQq\n+JrqvKluFJRUtVqNyWYmLjCK7FrB9WFYeG9EIhEWh411RXvxkip4tu98wtQBP2i/zia4hXTVRVxw\nHPJ2pajjJVUqkuAGxO1ZFEztyptGfu7F8nR1EWKRmHCf9py/zfWYbRbCAkI7j3G73djsdhSyC3+H\nQ0JCaW1t7VTG/qp0nH9HwLXNbkOlUGJrTwsokQiPG2l7aXNx+/Vyul2dnyKEPPgAGrH8B4YHpbhd\nAXa7kImEdiSijvbEuHEjQtQ5p4IIl9uNRCyhrcPg0B4Dcm7l5JcXfPDgwYMH8CjPAJjNgnL63UnU\nYrWgaldErfb2h2J7PlCVTIHN2da+qf2BLZZ2Ttgikagz+ZHrZyK53W43DU4rIkApklJnb0UiEncu\nP/oqdJSZq5GLZTRZBGUiRBNASW258Lt3IC6Xi7PVZwkOCOl82FRUnMXpdBIaGvqj/Xrw8N9yzmdU\nhKXd995LqaLFLCSwd4mEez9Q60dZi5CxoouPoAiXtFbR6rAwMrgPevmPKy9qqaCEnW4p/8kxOFxO\ncupKkImlaKQqXG4XZeZqdDI1ErEEp8tJds0ZtHIvvJWCe0BZQyV5lfkkhnRB1R5HkJ53DIDEyHOV\nq2rqa3A6nfj6+P6w4+8gbbdWd7xM/FVxu8/NfyC86ItEos7ttG//YaEbOv/P/Z0j7O4fBmFaXe0v\nbCJx5+/29k+b045cLMPeHoQIoJDIaHO2oZIraTEJ92WHgaGjiJRndc6DBw+/Fo/yzA8nfeF3oH17\nhx9xh4XD5rCjlArWqHb9gFaHBS+JYIVucVg6Lc41jgtX6qp0mLC4HQRIvGhuM9PoMBOq8OZ0q+A2\nEqDQU2aqIU4XxsmafAAM/jHklAs+2fEhsZRVlWOxWYmNOFftrLBQODY6ustvkIgHDz+PpN2C6HQ6\nz/sOdSyLO9u3yaVyLO2rMqr2lRqrU/A/7rAy/hh9fePxlWtJrc5ma3k6Ttf5ypTT5WRtSQr11haG\nBHRDIZFxor6AJruJPn5CCebU8kwabS0Mj+jb2dcXh9cDcGWvcYDwErApbQcikYgRPYd0tp+VKxQ/\nTYi5cCnYpqYGxGIxXl5eFzzuz05HPvlOC7RCgcVm7cwE5HK03xftnx33TKei2/5pcdrxEsmod1po\ndZ3zU3e4XRS2Z+vwEauosjUhF0moszUjFUuosTbgLRf8mtVi4aWo4wXMV+tDXYPgaufn4wdAbW0N\nCoXCY3n24MHDr8ajPHOuAl+HDyeAVq2l2SSUvu5wjbDbbHjJlFS21hLqJaSKa20zIRdLKTZVEaYU\nornzTVWEybSIEXHaXk+T84fLuW63myqHiVP2OqSIiZLpSW8qACBGFcDxhgJ0Mi9KmoWgm/7+XUkp\nPYZcIiMpII70/Ex8Nd7EBEaQkSuU/k6K797Zfkf2kIQEw0WVlQcPHXQsz1utVuTtrg02u63TzUHS\nblM02y34KIWgwgarYP2L14ejlirZXXGM0tYf5lEGkIolzI0dh16uYVvFUV4+uZK1xfs4UH2S7WeP\n8mrOGtJq84jWBTE+pB92Zxtf5G9FBEwMH4TFYePTExuQiiVMjxcKHx04c5SU0+kkBMUwOLYvADsz\n9go5qXsNxV/v19n/lvZqicP6D/1JGTgcDoqKComKij4vWPevSEfgaKcbnN4Xq82KWn5ufhUhorXd\nAtzhTtNR6a/j87Spiii5HjeQYakk11ZLSVsTGZZKWl12gqVqGu0tmF12ghXe1NiaCPbyxu5yoJEI\n96TcJSjiMoTPCP9Qis+WABAWFIrb7ebs2TJCQsJ+NibFgwcPHr7PX3u2b0erFZZzO5bxAAJ8/LHZ\nbTQ0NxLmEwRAcW0Zsd7hlLVUEaoSlOes+nziNKHU2ppxu5woxTJyWsuxOe3Ey31x4SbDWonRVket\nw0yj00pBSz2Z1ipybbWIENFDGcAZUwUVtkbCFD5kNxRgdzkY4JvAtvLDKMQyNCgoa65iUFgS2cV5\nNFtaGZLQH7FIzL4j+xGJRPTv3q9z/MeOHUUul5OQ0PUyStLDX4kOZamlpQWNWrDeNbU04a0RlsHd\nTsGto7KphihdCAAna4UVES+pkhlRIzA5rDya/gFvn1zD0Vpjp4W6g0hNEA92u4YhAd1psptIqzWy\ntiSFLWfTqbY2kOyfyCMDZyMXS3nr5GrKTDWMCe1PlCaYN9O/oMbcwFXxYwjVBJBfU8xrOz5GIZWz\nYNx8JGIx5bVn+fDbz1DKFdw0YU5nv4czD5NzOoch/QYREhjykzI4fjwDm81Gjx49L5JU/3fx9RL1\niuoAACAASURBVBVePKqrqwEI9hfmTZvFikwio7S6jDB9EMV15fjIteQ3lyIVSShtrUSEiPyWcnRS\nFfmWapwOO90U/khFYqocJgrsjZjcbQRL1YSJ1RxtLkKMiCar4Mrmbg8O7YgPaWlPo2huEf7uEhxD\nfkkBIQHBeCm9qKyswGKxEBkZdfkE5MGDhz8Nnhw9gJeXFxqNlvLyc76V0WFRHDx+mIKyQhLDhCXg\nrJJc+oYkkl1zhorGagKVPhypzeP+pDnkNJewszKD8aED2Fufy87ak4z170GSMpDTtnoqHK1UtGfg\noL0IoK9ERaxMT17rWbJbSlFLFPhLvFhXn0GAQk95SxVNbSamRQ5jbe4OAK4yjGXxlmUATOo9hqLy\nYnIL8ujbrTf+7cuR5eVlFBUVMGTIkE7roAcPFxufdl/g+vo6FHIFeq2e6roawvwFZbO+qZ4ArS/G\nygIeDrgDL5mSXcVpzDKMRStXMzliMCFefqzI38HB6mwOVmcjAsLVgXT1jqKHTyzdfWLwkiqZFTWc\nKeGDOGuuo8HegpdUSajKF71cQ4O1hRczv+BUUyk9fGKZGzeRj7PWkVqeSXf/LlzffTJFtWU88/Ub\n2NrsPDb5LiJ9Q2loaeT5z1/BYrPw0LX3EOgtvBA3NDXw7ufvI5FIWHDbXReUwbZtmwEYOXLMBY/7\nKxAaKqT2KykRLLwdbmQFJYXEhcZgLDvD+MQJbDudSpImjCP1efQOSKSgtYKh+ghKLLV01UXQipV9\nDUb662MYoAyh2WWnDRc6kZxGh4kd9SexutqIUwWypzIDH5mGjOpT6GRqTtafIdTLn9P5BUR6h5BX\nZEQmkeGtUNNqbqV/D8HAcG5lzmNc8ODBw6/nsivPBoNBBLwH9EJQI28zGo0F39l/JfAU0AYsMRqN\niy/HuKKjY8jJycZisaBSqegeJ7hAZORmctOMG1ErvNiXe5h/DXiKZSc28s2pPczsNYFPT28mtTKL\nJH00J5qKyGkooJc2kuMtJWyszqC3LookVSA2kYsmpxU34Kv1QmqGOnsLO2uzaWgzoZOq6KLwZ31Z\nKgqxjF76aBYbNxCk8kXRJiK3toAh4b2pq6/lZJmRgXF9iA4I59VP3wBg6sjJneeyZYtQOW3y5Mk/\nOE8PHi4Wnfl8K84CEBUWyQljNpEBQsrHk0V5DIzuxcYTuzlRZuTGPpP4KG0db6Z/wWODb0UiltDX\n30AfvwTyW8o5UpPH6eZS8pvLKTVVs708HYlIjEEfSYI+ghhtKEEqXyLVgVgcNnIaisioO8WB6mxc\nbhfJgd25JX4yH2SsZnvRISK0QTyaPJ8z1UU8982btFhN3DVqLkO69KWuuZ4nP1lEWe1ZZo2Yxqhe\ngmuG1Wbln28vorahlptmzSMmIpqampYfPf/i4kJSUvYQGxtHt249LoPE/9gEB4egUnmRlyfk2E4y\nCDLJzDtO/+69yC09hU4suHCITEKQX4NFcPEobi5HrdSRWpPD2OA+5FtrOdSYT5a4FF+5GqVYTp29\nlQaHYElO8AriYPVJIbTQ6cDmbCNE4YPd5SBKFki5s5DeIYl8nf01gwz9yMwVUgn26dYbgGPHjgDQ\nq1fvyyIbDx48/Ln4PSzPMwCF0WgcYjAYBgGvtW/DYDBI2//uB1iAVIPB8LXRaKy51IMyGBLJzs4i\nJ+cE/foNpEd8N1RKFSlH9zN/5k2MTExmU+Yu8kpPMzKyH7uL07GarUSqg0ipOs78+CkEKPQcrjPS\ny9nGEN940psKSG8q4EhTAYFyPTqpEhBRbHFytrUBe3taui5eQdjtFr4qTUEiEjPMvxufn96MTCTh\nyrAhvHHgc9QyFTd2n8yTy19GIpZwy8jZ5JcWsPvwXiJDIhiYNAAAi8XCli2b0On0jBkzhqamv3b6\nLA+XDm9vHzQaDcXFhYAQWJeVd4K62hpCfIPIOJPFwtHT2XhiN1+mf8MndyziUGE2hyuyeWDXq/yt\n9yy6+cUiEomI04UTpxOUbofLSX5zOSca8smsO01OYxE5jUU/OY4oXRAzIkYQINPz5L53KWgU3Kue\nG3YnRwuzeHvX57jcThaMu4VxicM4XZbPwmWvUNfcwIyhU7hl4vUAtJpbee6N58nNz2NU8khmT7nm\nJ/t0Op288ca/cbvdzJs33+M3ixBY3bVrNzIyjlBfX0dIQAjBAcFk5GRy/Yw5LN29GmO+kSCtPxlF\n2RgMBrLqTzMmfCCnW8oZ6BWA1WlnR2UGg/27IpUqqLI3UWYV0nKKEBGm8EGOiP1VWdhcDqKUfuyv\nOk6ENoCD5Vn4KnTkFuahkMgw1wmK+ageQ1i19kskEgkDe/bH6XSSlnYIHx9fYmPjfk+RefDwp8bt\nclFSUvyzx/2SY/5o/B7K8zBgC4DRaDxsMBj6f2dfInDaaDQ2AxgMhv3ACGDtpR5U//4DWbt2JYcO\nHaBfv4HIZXJGDxzJpn1bOHQ8jVmDprA1ay/LUtby3HUPcfjsCT49vp5Hh9/GR6e/4bMzm7k5fgpG\n01mONxZQaq5heGAPFFIlBZYaquxNVLUXUQHQSJTEKgPA6eRIrZFqayM6mRdJukiWnt6M0+3kxtiJ\nfHxkLW1OB48Mmc8Xe7+irrWBG4bNJMwnmAc/fhSX28Xt19zaGay0ceMGWltbuOGGm9qj3z3Ks4dL\ng0gkIj7eQEbGUZqbm+jbow9rNq8lPesIo3oPY8WutZSeLWF43ABSzqSzJm0LTwy5jQ8z17KrOI1H\n97yJr1JHlD4Uf5U3OrkaL5mqPa2clt7ecUwKT8aFm4Lmcopbq6izNWFx2FBJFfgr9Bj0kWg1CpYf\n28q+0mO43C7GRydzY+JkPt2/mh25qagVXjxyxR30iejOxkPbWLzpc9qcDuZPupGZw6YiEokoryzn\nn+8sori8hJGDRnD/rff9pELsdrv5+OMPyMvLYeTIMQwaNPgyS/6Py4ABA8nIOMLhwweZNGkqw/oO\nYc3WrygtLSEpuhtZRTlcP/k6VmRtRGeVIRGJOV5jJNo7nLTaHAYFdKfJaeNAbS5iRHTTRxIp90bk\nhtY2Myfr82lxWFCIZZ2Ks16mprKlGofbSTd5OCnmw0ztOopte7YSqPfHW66loKyQoX2HoNfqycrK\npLm5iUmTpv7lgzw9eLiUWFpqeHVlLV76igseV1eWi1944mUa1cXh91CedUDTd/52GAwGsdFodP3I\nvhbgZ5Nw+vh4IZVKfu6wCzJ69FD8/PzYu3cXjz76EEqlkptnXcuW/dtYtWUVy/79EdcNn8oXe79m\nR/YeHh19M09v+4APj6zkvtFzef3Yaj4+9Q1XxQ+ni28S+8tP8nXZQdRSBYl+kRh0/mhkStwIBSIq\nTfXsrjiGxWFDBAwMTqDR3MgXZ7ailMi5pfsUFqeupc7SyL3D5lBaUch+Yxq9YhK5+8o5fLx6GcbC\nU0wcPpaJI0cAUFdXx5dfLkWn03HLLXMBCAjQ/ldy+aVcrn4ud18Xk4txn36fSyWLX9pucvJAMjKO\nUlCQy6hRo9BrdaQeTWXJ6x+wdt8GVu9bz9sPvkjOJ6d5Y8vnKKcpWTTp/8isGMOG3H0cKc8hoyrv\ngn34KLVEeAcTrPFFq1AToPDC4rCTU32Kr05uo9YsBPp28Q3j7uTZ2E1WHlzzAtXNdRhCYlg0+z5U\nUjkvLX2DfccPoVNrefnWBxnavlqzc/8eFr71L0xmE9dNu5oFt97VmYbv+7Jwu9188MEHrFu3hpiY\nGJ5++gn0+t92Df7I9/FvvVenTZvMf/7zPvv372bevDlcN20Ga7etY8Pub7hz/t+4971nOZOfiyEo\nmrSCTCYlj2FLWTo+Ng2haj8O15wkWh9Cd99oqsyNZDedb5FSSeUk+oRR0lzB/qrj+Cg0uFxtFDSd\nZXRYb/ampRKs88fa0IjNYee2KdexaY/gxjZv1mwCArTs2yfEj0yfPvW/vga/xzX8q/T5S7kUY+to\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"text/plain": [ "" ] }, "metadata": {}, "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": 31, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 31, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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43KmZS3j56ChuuLrb8PiJ01NJi+fE9h4/NBxfOCe+JpEZfYzq83RNtfHK38mx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\n79h2YaFis23lWQjxx1b7pZR/IqW8Jf8peYtVUJ+eHPyeuw7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luU1K+X0hxJ9LKZMAPiuE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\nSYNnEREREZGQ/n/hPMnz9AAo5gAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.pairplot(iris)" ] }, { "cell_type": "code", "execution_count": 33, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 33, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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3pA/xK7K/BufSMKajNfLOi7RJfp9bCaY5xBgnucBlUoRDQXozYXoJE3Acfv5c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"text/plain": [ "" ] }, "metadata": {}, "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": 34, "metadata": { "collapsed": true }, "outputs": [], "source": [ "tips = sns.load_dataset('tips')" ] }, { "cell_type": "code", "execution_count": 35, "metadata": { "collapsed": false }, "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": 35, "metadata": {}, "output_type": "execute_result" } ], "source": [ "tips.head()" ] }, { "cell_type": "code", "execution_count": 36, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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2nCvtqbQF3DNqbQK1CBwATkfEbuD80LmLwNsi4r2DH5x4EFhoesClpStb2ToW3W7HPeuo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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Just the Grid\n", "g = sns.FacetGrid(tips, col=\"time\", row=\"smoker\")" ] }, { "cell_type": "code", "execution_count": 37, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "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": 42, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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NwGdKkAcREZHIKUXQfinwUwB3/w3wwhLkQUREJHJKEbQPA/YnbY+Yme6ti4iI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\n4rQL2UwXtppARcqZatollNwsDlAzFmd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"text/plain": [ "" ] }, "metadata": {}, "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": 43, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "g = sns.JointGrid(x=\"total_bill\", y=\"tip\", data=tips)" ] }, { "cell_type": "code", "execution_count": 45, "metadata": { "collapsed": false }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/marci/anaconda/lib/python3.5/site-packages/statsmodels/nonparametric/kdetools.py:20: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future\n", " y = X[:m/2+1] + np.r_[0,X[m/2+1:],0]*1j\n" ] }, { "data": { "image/png": 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0NtRubymTTqKaDAJj10Mr3xvcDuk5CSHEhvhngsRSOloZa+P5Qwm+9/4drt2b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\nZnIp4TMEpWTa4vm3znP4RM94/btgwMedN25g/3Ut+H2XPzC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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "g = sns.JointGrid(x=\"total_bill\", y=\"tip\", data=tips)\n", "g = g.plot(sns.regplot, sns.distplot)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Reference the documentation as necessary for grid types, but most of the time you'll just use the easier plots discussed earlier.\n", "# Great Job!" ] } ], "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": "3.5.1" } }, "nbformat": 4, "nbformat_minor": 0 }