{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": { "scrolled": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "0\n", "{0: 'C', 1: 'C', 2: 'C', 3: 'C', 4: 'C', 5: 'C', 6: 'C', 7: 'C', 8: 'C', 9: 'C'}\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/usr/local/lib/python3.6/dist-packages/networkx/drawing/nx_pylab.py:611: MatplotlibDeprecationWarning: isinstance(..., numbers.Number)\n", " if cb.is_numlike(alpha):\n" ] }, { "data": { "image/png": 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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zgKnBjmsw+GJzUhLjqlShJNAHQBTXp40ECaH8PZjzGqDr0uaj3wI+A3p4ukaMmwVDMfP/LbBHRL4XkTPoAu3lkmWLyCoRcbhSf4YXzzqDIRT8+9//pk+fPlz55puUTZ3KaaWQOKlPG24SIrrXi1nQL+LALBgK5d8M2Oe0/5PV5olRaFOrwRAWtmzZQp8+fXjppZfo378/U0+c4NFrrkFlZelXfddC62lpuj0rC9asSWjFD4mR1wfQZj3X74K/xIFZMKJZPZVSw4FM4CoPx29Hu9bSokWLCEpmiBe2bt1K7969mTFjBllZWezfv59nnnmGTZs2QevWOijn9de1i96xYzFfnzYcJITZB3R2zmnT3GZ+9UqcmAVDofz3A+c77Te32sqhlOoOPARcJSJF7i4kIrPQiRbJzMyMzsryhqhl69at9OrVixdffJHs7GwAxo8fzx133EHr1q11pwYNYOxYG6WMfhJG+cO5tzxvxX4cKKVn/HFiFgyF8s8F2iqlWqOV/hDgZucOSqlLgJeBXiKSF4IxDYZyfPnll/Tq1YsXXniBgQMHAvD555+zcuVKvv32W5uliy0SwtXTmTFj9FvAlCk6ZYNS5XP+pKXph0KfPtrUE+MzfgdBK38RKVFK3Y12j00GXhWRHUqpycAmEVmEdq2uCbxv1UDdKyL9gh3bkAD4UXB927Zt9OzZk+nTp3PjjTcCOj/Nvffey//93/9Rq1YtG3+B2EJEEmvm7yAzE+bPL2cW/PHLL9l/6hRd7rgjPs2CIhKV22WXXSaGBOaLL0SyskSqVdObnnvpLS1Nt2Vlye6335bGjRvLe++9V+70t956Sy677DIpLS216ReITU6cOCHVq1e3W4yoYMmSJdKzZ0+7xQgY9KTbp441ZRwN0YefBdclJ4emCxaweNQoMgcNOnv41KlTjBs3jrfffpukJBPEHggJ4ebpJ82aNePAgQN2ixE2zH+GIap4YfBgMu++m9TTpxnpYfFtMjrfykoRqgOZ77xTrrLS3//+d7p06cKVV14ZEZkrEMNFwBPGzdMPmjZtyv79FXxX4gYz8zdED7m5NM3J4eGyMlYA7spsfAe8j07MdhZHZaXOndnXqBHTp09ny5YtkZC4PLm5MV8EPCHt/R5IT0/n5MmTFBYWUs1DhthYxsz8DdHDlClkFxczAKjvoctd6HzrKa4HrMpKf/nLX7jrrrsiHycyc6Yu7h3jRcCN8j+HUoomTZpw8OBBu0UJC2bmb4gOfFRWAj3jTwX6uDsoQtmHH/LVeefxyiuvhElIDzjWKPwJFHIuAg5R5y9ubP7lcZh+zsaJxBFm5m+IDnxURMoH/go856XPmeJiXrvqKmrUqBFCwXxgFQF/4fRpMtEPp5FOh39Ar0/UdNoeg6gtAm5s/uWJ50VfM/M3RAdeKisBTAJGAK28XKKaCB1KSyktLSU5OTm08nnCKgLeFJ0K2NNaxX9x88/mKAI+f36YhfSBUyzF8NWrqd2ihX5DcYqlSFTiedHXKH9DdOCjstJKdMbAGdb+YXTh9b9Ym4O1CxfSt1o16tSpQ4MGDWjQoAENGzY8+9l5c7Snp6dTpUol/hWcTFXZVtMmS06/cC4CboeSdbNAfQnA/v2wdWtMLFCHGzPzNxjCjVVZqcTaSq2tEP0lXYkutOGgM/A0uoiEMz2HDKHwtdc4cuQIhw8frrB9++23rFu3rlzb0aNHqVWrltsHg7sHRnp6OikpKQEV726JNv/0QIe7pzsOOIqARzrfkJ+xFOTkwIoVcZPPJlCaNm3K1q1b7RYjLBjlb4gOMjIoff99Hj9zhkedmt8EJqLNPs4kA/XQNvSzWJWVkpOTadiwod8Ll2VlZRw9etTtw2LPnj1s3LixXNsvv/xCjRo1eL20lAFeTFWglXwu0Ak4gvZWGoY2DwH2FAGPowXqcBPPM3/b0zh42kx6h8Rhy5YtMuTaa6XAOYVDZbZq1UTy8sIub2lpqRw5ckTyr766ggwPgdziRcaDuha4nHBqO3rllbJ37145c+ZM2GWXL74QqV5dpoNcBpLiRt5TIGNA6oPUBunqOFa9ukhubvhljCK+/fZbufDCC+0WIyAw6R0M0c7u3buZMGECq1ev5qGHHqJqzZqweLH3tLqeiGBlpaSkJM477zxo5q1mkXscdaPKnNo2fP01d1xxBXl5edStW5cmTZrQtGlTmjRp4vZz48aNSa1sbWI/FqhvR5vevgHOA84aPaJlgTqCNG3alAMHDiAiqMpW/YpSjPI3RJwDBw4wefJk5s2bx3333ccrr7xCzZo14fLL4eOPAyus4cCOykoZGVoRFhZ6XKvYDNQF2gLHgP8HXA3UcZL7hnHj+GnsWEpLS/nll184ePAgBw4c4ODBgxw8eJAdO3bw8ccfn20/dOgQNWvW9PqAcHxOc65U5ccC9bfAIqutttV2meOg3QvUNlCrVi2Sk5M5fvw4devWtVuckGKUvyFiHD16lCeffJLZs2czatQodu7cSf36TrG8sVZZaeRI7REDPA5u1yraoeMT8tDKtAfwjvM15FwR8OTkZBo1akSjRo3o1KmTx2EdaxTOD4gDBw6we/du1q5dW649LS3t7IPgtmPHuLG4mKpefqUv0IvTE4E56DQak4CBjg52LVDbiMPub5S/wRAgp06d4rnnnuPpp59m4MCBbNu2jWaeTCYBVFYSpVB2VlZyFAHPyWGSSIVFaQdDPZ1fSVNVUlIS6enppKenk5GR4bGfiHDs2LGzD4c2EydStbTU67V/Ar5CK/sDwEbgBqAD8GuwZ4HaZhy+/h06dLBblJBiInwNYePMmTO8+OKLXHjhhWzbto2NGzfy8ssve1b8DsaM0YXUPRRcP1OlCmeSk3VBdrsLrkdxEXClFOeddx4dO3akR48eXFDfU8YkJ5GAquj1gBR0se1rgH85dzp2LAzSRi/x6vETEuWvlOqllNqplNqjlBrn5ng3pdS/lVIlSqkbQzGmIXopLS3lzTffpH379nz44YcsXbqUd999l7Zt2/p/EUdlpb174dFHYcQI6NuX/AED+L+qVTm6ZYs+bndJPYepqnr1wM6zw1RVp47PLu7eIyosc9arFwppYoZ4jfINWvkrpZKBF9HxNh2AoUop1/ejveiUJ28HO54hehERFi9eTKdOnZgxYwavvfYay5Yt45JLLqn8RR0F1994AxYvZmRSEqkPP0zjiy8OneDBMmbMuQeAL48Qpc4p/ki/sWRk6Dcp9OJ0IeUXqEuAbkALYIq1/ymwCujpuIYVS5FIxOvMP2h/fOAKYIXT/nhgvIe+rwM3+nNd4+cfW6xZs0auuOIKueiii2TRokVSVlYW8jFWrVolrVq1ktOnT4f82iEhN1ckO1vHG6Sllffxd5SezM62z1f+0KGzJTEnWvEGzttES9avQP4HpDrIr0E+sCGWIpqYN2+eDBgwwG4x/IYI+vk3A/Y57f8EXB6C6xpigC1btvDXv/6VnTt3MnnyZIYOHRqWpGqlpaXce++9TJ06tbz7YjThpgg4x45pM8nFF9tfBNzPBeqO6IXeCkQwliKacPj6xxtR5e2jlLodHWMS+WIchoDYvXs3jzzyCGvWrOHhhx9m4cKFOt9NMDhll+T4cW2jzsiAP/6RfyxYQO3atbnxxhhYMnKYqqKR8eN1rp5KxFKUpaaSFOlYiiigWbNmcWnzD4Xy3w+c77Tf3GoLGBGZBcwCyMzMrESYpyHc7N+/n8mTJzN//nzuu+8+Zs+erQO0gsFH+UOZMIFmwCuzZ8ddlGXEqWQsRXFKCg9XrcrQKlXwHIEQnzRu3Ji8vLzIpgqPAKFQ/rlAW6VUa7TSHwLcHILrGkKFlxm1v6/wR48e5YknnuAf//gHt912G7t27dIpDoLFj+ySCu1NkHTHHZCfn3DJxUJOALEUKAVpaVSdNo3ODRrQs2dPFixYQJcuXSIjaxSQkpJCvXr1yMvLo0mTJr5PiBX8WRjwtaEr6+1C19d+yGqbDPSzPndGrwWcQic33OHrmmbBNwR88YVIVpZepLMW+iosQGZl6X4eOHnypDz++ONSv359ueOOO+Snn34KnXwzZuhkYYEkb6teXZ9nCJ5KLFAvW7ZM0tPT5aOPPrJR8MjTqVMn2bRpk91i+AV+LviGRPmHYzPKP0gcilUp78pUKbcKtaioSKZPny6NGzeWIUOGyK5du0Irnx/ZJT8GaQeSBnI1yA8JnF0yrOTliUydKjJihEjfvvrn1KkevXrWrl0rDRo0kJycnAgLah833HCDLFy40G4x/MJf5R9VC76GEBFEvvbS22/n7bffZuLEibRv356lS5cG56fvCR/ZJX8BsoHZwO+BR4DBwGeQkNklw0qAC9Rdu3Zl6dKl9O3bl5MnTzJs2LAwChcdxKPHj1H+8YZTQfHXge3o3DKvW4e/Bv6Ats+Bztj4PNDh9GlK7ruPYU89xU+NGvH666/TrVu38MjoR3bJD9AuhzdZ+5PQhVG+BdpL4mWXjDYyMzNZuXIlPXv2JD8/n9GjR9stUliJR48fk9sn3nCZUd/qcrgpMA84ip5d90Ov0AOooiKeadiQ9evXh0/xg1/lD3cAv3HarwFcYLUD57JLGmyjY8eOrFmzhqlTpzJ16lS7xQkrZuZviG78mFHXtTbQYZ3JwB5rPxloumUL/PJLeGfU27aVd+d0w0nAVYI6QL5jJwGzS0YjF1xwAevWraN79+6cOHGCxx57LC7dcc3M3xDdBDATrgtUA/4XnW/+LJGYUR8/7rNLTeCES9sJoJZzQ4Jll4xWmjVrxtq1a1m6dCn33HMPZWVlvk+KMeJx5m+Ufzzhx4zawX+B48ALQLnl3EjMqP3ILtkR+NJp/xR6naKjc6cEyy4ZzTRo0IBPPvmEf//739x6662UlJTYLVJIMTN/Q3Tjx4zamRrAaPQCcJ7zgXDPqP3ILpmFLioy32qbjE433N5xjQTMLhnt1K1blxUrVnDgwAGGDBlCUVGR3SKFhrw86r/6Ks8fO0Zpnz4wfDhMnaodDmIYo/zjCT9m1K6UAadxyccR7hm1VbYQdPnDNOAJdOnDNKutAVrxPwTUAz4H3nW+hki56xiigxo1arB48WLKysro378/pytTjzlayM2F7Gxo2ZKkSZMYJkLysmXw1lswaRK0aKGP5+baLWmlMMo/VOTl6dnA8OHw+99HbHZw5swZVq1axYMPPshTH3981lfe04z6I2CL1XYCuB+tXH/tuGAkZtSO7JJKMYmKuYUnWd26o107C4DVQCvH+QmaXTJWSE1NZe7cuTRs2JCePXtyPMA30qhg5ky4+mrIydGmVFdzakGBbsvJ0f1mzrRDyuDwJxLMji1mInxDkEIhUPbt2yezZs2SAQMGSJ06daRz584yYcIEyV2yRMp85Gufa0XN1gBJB+kD8qUd+dqtCN+AUjuYCN+YorS0VO6880659NJL5fDhw3aL4z9e0o7sAkkFGRbFaUcw6R0iQJApFPylqKhIPvnkExk7dqxcdNFFUr9+fbn55ptlzpw5kueqqLOyfMvjTc7s7BDcGD+ZMUNKXXPKmNw+cUVZWZmMHz9eOnToENq8UOHCx6SkB8iV7pR/FE1KjPIPN2FOSrZ37155+eWXK8zuN27cKCUlJZ5PjKEZdXFxsfy9TRs5U7Vq2B+gBnuZMmWKtGnTRr777ju7RfGOl8nTOyA3WW/QbpV/pCdPHjDKP5z4kZTsPZD2IDXRpfAW+FCwAc3ufREj2TInTJggPXr0kNLPP4/u8oeGkPDiiy9K8+bNZceOHXaL4h6nMpeu23GQtiD7vCl/iIoyl0b5hxNrdjDfUuqjXZT/TyBVQZaClIF8iM5MechlduBpdv/ZZ595n937Q4RMUpVl9erV0rhxYzl48OC5xgCzSxpijzfeeEMaN24smzdvtluUijz5pEfl//9AnrA+e1X+aWn6O2sjRvmHCzezg4dclP9nIA1cvhTpIBusz2eSk+XKdu2Cm937g5WvvSg5WZtWomRG/csvv0jz5s1l6dKlER3XEB188MEH0qBBA1m3bp3dopRn2DC3Cn0LSAeQIn+UP+hJi434q/xDkttHKdULeA6dHma2iDzhcjwVeAOdRPIIMFhEfgjF2BHHj9SbSUmHAAAgAElEQVQHmWjXyUXADcBiIBUdpASAUrzZowfNn302vGXhrILi3S64gA/69aPpkSO2FxQXEUaNGsWgQYPo3bt3RMc2RAdZWVnUqFGDrKws3nzzTXr27Gm3SBoPLqmrgR8AR1Xxk2hX6a+Bf7s7IUbSjgSt/JVSycCLQA90DrFcpdQiEfnaqdso4JiIXKiUGgI8iU7PHnv4kUIhGR01ezPavz4FeB8dUQtQtaSElsePQwTqgR46dIidR4/SaNq0iIzni5kzZ7Jv3z7ee+89u0Ux2Mj111/PggULyM7O5qWXXiI7O9v3SWGmrHZtt4FPt3Mu8y3ANPTDwKNnf4ykHQnFzP+3wB4R+R5AKfUu0B/9YHTQn3OxO/OAF5RSynpFiS38CFj5GHgQPWO4FNiMTp28DM4Vv47Q7GD9+vV06dIlKgpPb9u2jYkTJ7JhwwZSU1PtFsdgM1deeSXLly/nhhtuID8/n1tuuaVipxDUn/ZGaWkp69evZ+7cuTRatIgHlaKai1qqbm0OaqKTIrodPYbSjoRC+TcD9jnt/wRc7qmPiJQopY4D9dEp5WMLP1IobAW6oc0/oAsYX45+KJxV/hGaHaxbt46uXbtGZCxvnD59miFDhvDUU0/Rtm1bu8UxRAmXXnopn3zyCddffz35+fncfffd+kBurq5NsWyZ3nd+2/7gA5g4UUeJjx8PnTsHNGZZWRkbN27kvffeY968eTRs2JBBgwYx5KOPqHbNNT7f7Cd5OygSM2lHoiqfv1LqdvRbFi1atPDR2yYyMnT5wMJCStApE5xTKFRBK/sn0A+BTuh0CuuAOx3XiODsYN26dTz//PMRGcsb9913H5deeikjRoywWxRDlPHrX/+atWvX0r17d/Lz8xlft64uK1pQoJWpKwVWEpOcHFixAqZNgzFjvI4hInz++ee89957vP/++9StW5fBgwfzySef0L59+3Mde/fW162MUSLW0o74syrsbQOuAFY47Y8Hxrv0WQFcYX2ugp7xK2/XjQVvn4m4T6EgINNBLrD8/FuDTLPBF/j48eNSo0YNKSwsDPtY3nj//fflggsukOPHj9sqhyG62b9/v0xq3FiKqlTx7EkTQIxKWVmZfPHFF/LAAw9IixYtpF27djJhwgT56quvPAsRQ0GSniBSrp6WMv8eaI1e2/wS6OjS5y7gJevzEGCur+tGrfIXiZkUCsuXL5du3bpFZCxP/PDDD9KgQQP5IoS5jQxxyhdfyPNVq7oNnHwTnY/KsaVZk61NLoq3rKxMNm/eLH/5y1+kdevWcuGFF8pDDz0kX375pZSVlfknR4wESXrCX+UftNlHtA3/bmt2nwy8KiI7lFKTLSEWAf8A5iil9qDLxw7xfMUYYPx4/bpZmXS1aWn6/Ahgt72/pKSEm2++mbFjx9I5QLusIQGZMoVmxcU8jFYmBU6Hhlmbg9eBx9AOFQBSUMCO4cPJKi2ltLSUwYMHM3/+fDp16hR4WUmHCcmb6cmiDEiqXt0v01PU4c8Two4tqmf+InJi6lQ5HejsP8Kzg27dusny5csjNp4rjzzyiE7fUFpqmwyGGMEleNI1cNJ1uxpkkkvbmeRk2fKvf/k/w/eFFSTpKe1IWWqqLKpaVfJXrQrNeCECP2f+Jp9/JcjPz+e6999nxfXXQ/XqeqHHG0rpfhGcHRQVFbF582auuOKKiIznyurVq5k9ezZvvPEGSUnma2bwQQB1o38E1qJjaZypmpJCp61bQ1dA3gqSZO9eePRRGDEC+vbVPx99FLVvH3MHD2bGF1+EZrwIE1XePrFAUVER2dnZdOrUif4vvwybN2uXtKVLtZIvcHpZTUvT84Q+fbSpJzPT84VDzKZNm2jXrh21a9eO2JgOjhw5wogRI3j11Vdp3LhxxMc3xCAB1J9+A+iKXmQsR7jqTzdoAGPHuj00duxYevfuzT333BNzsStG+QdAaWkpI0aMoHbt2sycOVPPMByzg8OH9exl+3bbUyiAffZ+EeHWW29l8ODB9OrVK+LjG2KUAKp9vQH81dPBCKdWyMjIICMjg7feeotbb701omMHi1H+fiIi3HXXXRw5coSlS5dWjJj1Mjuwg3Xr1tnyZZwxYwb79+/n/fffj/jYhhjGz/rTnwIHgBs9dbAhtcLYsWO56667GDlyZEyZOGNHUpuZMGECmzZtIicnJ+pf70pLS9mwYQNXXnllRMf98ssvmTRpEu+88w4pKSkRHdsQ42RkQLVqHmtPO/gnMBCo5e4aNqVWuOaaa6hRowYffvhhxMcOBqP8/eC5555j7ty5LFu2jFq13H7tooqvvvqKhg0b0qhRo9Be2EuR+lOnTjFkyBCefvppk77BEDhWSoTHgTR0hPyb1ufHrS6FwFzATQYgjdiTWkEpxYMPPsjf//73iI8dFP64BNmxRYur55w5c+T888+XH3/80W5R/Gb69OkyatSo0F3QjyL1m1u2lEd69QrdmIbEI0aCJ91RXFwsbdq0kU8//dQ2GRxgXD2DZ8mSJTzwwAMsX748enMNuSGki70zZ8LVV+t8J4WFFT0yCgqgsJDf/Pgjj65Zo/sbDJVh/HhtuqkMEQyedEeVKlX485//HFuzf3+eEHZsds/8169fLw0aNJDPPvvMVjkCpaysTJo0aRKaQtkxHuZuiEFi+Dt36tQpadiwoXzzzTe2yoGZ+Vee7du3k52dzZtvvsnll7tmp45uvv/+e5RStG5dwQs6MHJzeeGee8g8fZpUYKTToTNob4tWgELXLTjL6dM6LH7TpuDGNyQmY8boYMgoDZ70RvXq1bnzzjt56qmn7BbFL4zyd+H777+nd+/ePP/881x//fV2ixMwDpNP0FGOU6bQ1Mqz4s5h9Er0gpzbEK6CAh34ZjBUhjFjYM0ayMqCatUqmIJKUlJ0e1aW7hcFit/BXXfdxfz58zl48KDdovjE+Pk78fPPP3P99dfz0EMPMXhwbFaZDIm9Py8Pli3DUVhvE7pCj4MU4F7rs9v6YCI64vnw4djJbW6ILjwET37z8898lZTETR9+GJXfrfT0dIYNG8b06dP529/+Zrc4XjEzf4vjx4/Tq1cv/vCHPzAmimYSgRIS5R9AnhWPKBWa6xgSG0fw5BtvwOLFlL72GuOPHIlKxe/g/vvvZ9asWeTn59stilfiX/l78U13UFBQQL9+/ejWrRuPPPKIjcIGx88//8zhw4e56KKLgrtQAHlWPBKuPCuGhKZjx47k5+fz448/2i2KR1q3bk2PHj145ZVX7BbFK/Gr/HNzITsbWrbU9T7fegs+/FD/nDQJWrSA7GxKNm5kyJAhNG/enGeffTZ0GQFtYP369fzud78LPsQ8gDwrXolwnhVD/KOU4pprrmHVqlV2i+KVsWPH8swzz3DmzBm7RfFIfCp/P33TJSeH0q5d6b5nD6+99lpM5eVwR8j8+/3Ms+ITG/KsGOKfa6+9lk8++cRuMbxy6aWX0q5dO9599127RfFIUNpOKXWeUuojpdRu66fb/3al1HKl1H+VUuFPfjFzpnY1PH3aawUeACVCamkpd//wAyn/+EfYRQs3IVP+GRmUpaZ6zbNSZO2Ddv0sRNfVO4tNeVYM8c+1117LypUrER//33bjSPkQrXIGO9UdB6wUkbbASmvfHX8HRgQ5lm9yc+GBB3jh9GkyoYJ/OsBs4EKgJtALnSFQxYFv+okTJ9i1axeZQdYM+Pzzzxn+8cecKSrymmelnbW/H+hpfS5nhRV78qwY4p8LLriA5ORkdu3aZbcoXunRowfJycksX77cblHcEqzy749OtIf1c4C7TiKyEgj/0veUKVBQQFNw65++Gp0HfCG6kHBrYKjjYIz7pm/YsIHMzMxKZ9Ncu3Yt119/PYMGDaLLgAFU7dePSUrpKtlO2ySr/w8u7YIO+gK0p0+fPlHtkWGIXZRSMWH6cSR8mzp1qt2iuCVY5d9IRBzRDD8DIU4jGQCWbzoiZKOfQvVdunwI3AR0RPuqP4IuB/cdlPdNjwVcvJgaPfAA45OTA5JfRPjoo4+46qqrzhZg2b17N3feeSfJDz8cs3lWDPFPLCh/gJtuuon//Oc/fBGNpR595X8APga+crP1B/7r0veYl+tcDXzoY6zb0TFFm1q0aBFYQosnn6yQcdK1CPSfQcY47f9kTVpznDNUTp0aYCaNCOMlw2ZJSopuy8rS/TxQVlYmixcvlssvv1zat28vc+bMkeLi4oodYzjPiiG+2bt3r9SvX19KS0vtFsUnzz77rNx4440RGw8/c/sElXwN2Ak0sT43AXZ66etT+TtvASd2GzasgiJyVf4fgdQH+RLkNMjtIArkbefzRowIbNxI4lDGvtLeKuVWCZeWlsq8efOkU6dOkpGRIXPnzpWSkpKwjmkwhIu2bdvK1q1b7RbDJ/n5+ZKeni67d++OyHj+Kv9gzT6LOFdb4Ra0Od0e/PBN7w48iq4E1MraagHNnTtFq296AF5MiJxLsDZzJiUlJbz99ttcfPHFPPHEEzz66KNs2bKFm266qWI5Sld85FkhLS1q86wY4ptYMf3UrFmT0aNH8/TTT9stSnn8eUJ42tBm9ZXAbrR56DyrPROY7dRvHXAYKECnienp69rhmPm7bjtBqoMcjfaZ/xdfiFSvLtNBLgNJcfm9NoJ0B6kHkg5yI8gB61hxSooMaN5cfve738ny5culrKys8nLk5Wmz2IgRIn376p9Tp+p2gyHCzJ07V/r27Wu3GH5x6NAhqVevnhw6dCjsY+HnzD+oxG4icgS4zk37JuA2p/0QVRbxQkaGTgRVWEgJ2h/d2T+9itW2B73guw+9wHAPcDY4IVp90128mFagn6IOjqF/l57o3/Nu4I/AciDpzBlmtW5N+po1wUcvR1mRekNic/XVV/OnP/2JkpISqlSJ7hyVDRs2ZPDgwbzwwgtMnjzZbnEAUOLLhGATmZmZsikQv/u8PJ3KobCQSWjzjjMT0Zkou6G9e2qhFeTjOGWmrFYN9u6NLhdFp9/LwcPo16fXPZzyb+AqnHxro/H3MhhCwG9+8xtmzZoVE3U3du/eTZcuXfjPf/5DzdOndeLDbdu0ybpOHT2B/eMfg/4/VUptFhGfAT+xnc/AmYYNoXdvUIpJVPRBnwTUBbYBp9B+qVNwUvzR6pteicyYa9FvN2cxGTYNcUqs2P0B2rZty60XX8zPXbr4zDlGbm7Y5Ykf5Q8xXQPUIwFm2NwGTEaHVJ/FZNg0xCmOVA8xwcyZ/G3jRlpv3+415xg5OTo3WZjrYceX8u/c+VwJuEBwlIILMjVCWAggw+YeoDfwHFBhkSVavZgMhiDo1q0bn332GYXBpiAPN5a3XnJhofsCSM64eOuFi/hS/hDTNUDd4meGzR/RrqyP4CGJksmwaYhD6tSpQ8eOHfnss8/sFsUzVs4xTp8u1zwcHRxVG/gVOu9YOcKccyz+lD/El296RoaWFTxm2dwPXIv28hnt7hrR6sVkMISAqLf7W956roxH58g6gQ6YehjY7NopjDnH4lP5w7kaoHv3wqOPMrdaNQp79IARI+DRR3X7/PnRaepxxikzpqcsm7OB79GL2jWdtrOIybBpiF+iWvk75RxzpSM68zCAsrbvXDtJGHOO+RMMYMcWcJCXD+rUqSNHjx4N6TUjRlaW7/QK3tIuZGfb/RsYDGHj1KlTUqNGDcnPz7dblIq4yTnmvI0BSbOcEi8ByXfXL8CcY0QovUPMUFRURGpqqu+O0cj48Ui8eTEZDCGievXqXHbZZaxfv95uUSriw1tvBjoeZx2Qzbk3gXKEyVsvIZS/iMS28u/cmeXdu1MQaIRuNHsxGQwh5LrrrotO048f3nrJwJXowE2Pvj1h8NZLCOVfUlJCUlKS7yRmUcrbb7/N6K1bKfrb3+LHi8lgCCFRa/cPoB52CW5s/g7C4K2XEMo/lmf9a9as4d5772XJkiXUHTcufryYDIYQ8tvf/pZdu3ZxLNriWZy89ZzJA94FTqI991YA7+AmURqEzVsvurMhhYhYVf7ffPMNgwYN4p133uGiiy7SjQ4vpsOHdcqG7dv1K2G9evoLMnJk9KWoMBjCTEpKCl26dGHNmjUMGOC2mqw9jByp0zi4oNAmntFAGdASeBbo5+4aYfLWSwjlf+bMmZhT/j///DN9+vRh6tSpXHedm/mAybBpMJTDkeohqpS/I+dYTk45d88GwBp/zg9jzjFj9olCTp06Rd++fRk5ciS33HKL7xMMBkP02v2jNOdYUMpfKXWeUuojpdRu62eFVQmlVCel1Eal1A6l1Dal1OBgxqwMsaT8S0tLGTp0KBdffDETJkywWxyDIWa45JJLOHDgAD///LPdopQnSnOOBTvzHwesFJG26Ipe49z0OQ38QUQ6Ar2AZ5VSdYMcNyBiRfmLCPfccw8FBQW8/PLLwRdfMRgSiOTkZK666ipWrVpltygVicKcY8Eq//7AP63P/wQqGNtEZJeI7LY+H0AvdEd0RTJWlP/TTz/N2rVrmTdvHikpKXaLYzDEHFFr+oGoyzkW7IJvIxE5aH3+GWjkrbNS6rdACl7cWcNBUVFR1CvT999/n2effZYNGzZQJwDfYIPBcI5rr72W5557zm4xPOPirbfy2We5qHlzGrVrF3FvPZ/KXyn1MdDYzaGHnHdERJRSHmtCKqWaAHOAW0SkzEOf29HlaGnRooUv0fwm2mf+n376KXfeeScfffQR559/vt3iGAwxS8eOHal24gRHx4/nvH37Ql4iMWRY3nozPvuMm2++mYEDB0ZcBJ/KX0S6ezqmlDqklGoiIgct5Z7noV9tYAnwkIh4TLwtIrOAWaBr+PqSzV+iWfnv3r2bgQMHMmfOHDp16mS3OAZD7JKbi5oyhS1Hj5L01FNQXHzu2AcfaH/73r2190znzvbJ6US1atVsK0QTrM1/EeDwRbwFWOjaQSmVAiwA3hCReUGOVymiVfkfPnyY3r1789hjj9GrVy+7xTEYYpeZM3Xpw5wcUsrKqOKs+CHiJRL9JZaV/xNAD6XUbnQhqScAlFKZSilHYZpBQDdgpFJqq7VFdIobjcq/oKCAfv36MXjwYP70pz/ZLY7BELtYJRI5fdpt3vxyRKhEor9Uq1aNAjeFXiJBUMpfRI6IyHUi0lZEuovIUat9k4jcZn1+U0Sqikgnp21rKIT3l2hT/qWlpQwfPpw2bdrw+OOP2y2OwRC7eCiReBTIAmqgUye87XpemEsk+kssz/xjgmhT/mPHjuXIkSO8+uqrxpffYAgGDyUS70K7FR4C3gLGADtcO4WxRKK/GOUfZqIpt8/06dNZvnw5CxYsiBqZDIaYxEOJxFPAfOAxdDnTK9EJ0+a4nh/OEol+YqfyT4jEbhGZ+efl6Syb27Z5dC9buHAhTzzxBJ9++in1wpCf22BIKF5/3W3zLrRi+5VT22/wkEhNKX0dm5IkVqtWjeN+FHwJB0b5B0turn51XLZM7zs/xZ3cy3b068dtY8eybNkyWrVqFR5ZDIZEwkOJxJNAbZe2OuhyiRUIU4lEf0lLSzMz/7BgzcZvePddqhUVwd69oQ32cHgZFBS49zKwbJGSk0PrBQtYOWYMGaakosEQGjzMmGsCJ1zaTgC1PF3HxgIwxuYfanJzITsbWraEiRP5zfbttNu1C956CyZNghYt9PHc3MqPEYB7mRKhOpDxz39GhXuZwRAXeEiD8it0ScTdTm1fAh09XcdGE6xR/qHEKdiDwsKKr4WhCPbIzaXoz39m1OnTtETPKDoBluGHM8CNQCt0xZ7VjvOixL3MYIgLPJRIrAFkAxPQi7+foqNPR7i7RphKJPqLUf4houj55xn1v/9Ly9OnqSVSTiGDzjndHqgOXCPCj5UN9pgyhZKCAs5HLyIdBx5HR7P9YHW5EngTN0mRosC9zGCIC7yUNpwBFAANgaHokoluZ/5hKpHoL0b5h4LcXErGjeP80lK3CvkX9GzgMXQASCYwGAKfjVvuZTWASejZfRLQF2gNbEb7F9+LfgAku54fBe5lBkNc4CiR6CZW5jwgBz3z3wvc7O78MJZI9Bej/EPBlCnUKCz0qJA/QD/5bwKqoRX3l8C3ENhs3IN72SG0i5lHu6IzDvcyg8EQHFFaItFfjPIPFg/BHs4KeQfa19dBDeACqz2g2bgb97JiYBg6s117f+S12b3MYIgborREor+YIK9gcTOLdlXIJ6lYPszZ97e4tJR1f/gDH3XqxIkTJ8ptx48fP/v5tV9+4Qana5ShF5JSgBcCkdlG9zKDIa5wVLzy5nZtIUqh0tLCXiLRX4zyDxaX2bg7hezL97dqcTF19+2jVteuNG/enNq1a7vd6t97L7z7LgACjEK/YSwFqgYis4nwNRhCx5gx+i1gyhT9Fq9U+Zw/aWmUFBezsV49ui5davuM34FR/sHiFOzhSSF35FyxYdALQd9R3kZ/aevWXPrXv3of65JLzrqRjgG+AT4GXK2ORZYsoF0/C4FUtOun3e5lBkNc4lIike3b9Rt2vXpw8cXIsGGM7NqVf5w8ydV2y2phZ0rn+FD+TsEenhRyFjAWnfDpBmAykIGLjd6f2fjIkTBxIj8CL6MVurM758toc1M74Eerraf18z/oxWi73csMhrjGKpHoSlVg0qRJPPLII6xduzYqMuqaBd9gsYI9HAp5K1oh17S2t9D2/vnowsP1gM+Bd52v4e9s3HIva6kUgp7Rn3TahlndfkDP/J23VhAV7mUGQ6Jy880388svv/Cvf/3LblEAe5W/El+Vb7ydrNR5wHtovfYDMEhEjrn0aYku45iEfvhOF5GXfF07MzNTNgXie9+ypdskT35TrZrO/eOPUs7N1dHBLgUk/KJ6dVizJmpsjgZDojF37lymTZvG559/bvvsv6SkhNTUVEpKSkImi1Jqs4j4VDDBzvzHAStFpC06gHacmz4HgStEpBNwOTBOKdU0yHHL4yXYwy8CnY3HuHuZwZDI3HjjjRQVFbF48WK7RaFKlSoopSgpKYn42MEq//6cW0f9JzDAtYOInBGRIms3NQRjuifSwR5jxpx7APh66Ch1TvFHgXuZwZDIJCUlMXnyZCZMmEBZWZnd4tiW1jlYRdxIRA5an38GGrnrpJQ6Xym1DdgHPCkiB4IctyJ2zMbHjNEmnKwsbTZyffikpen2rCzdzyh+gyEq6NevH1WrVmX+/Pl2i2Kb3d+nt49S6mPc5CdDr52eRUREKeV2AUFE9gEZlrknRyk1T0QOuRnrduB2gBYtWvghvgsBBHuglFbOwc7GfbiXMXKkWdw1GKIMpRSPPfYY999/P9nZ2SQnV8jCFTHsUv7BLvjuBK4WkYNKqSbAahFp5+OcV4GlIjLPW7+AFnxd2bTJa7AHItrGP368sb8bDAmKiNC1a1dGjx7N8OHDIy+AVWwq57HH6N65MzWbNg1JsSl/F3yDVf5/B46IyBNKqXHAeSLyoEuf5lafAqWUw8tyoIh4TW4TlPJ3YGbjBoPBC6tXr+a2227jm2++oWrVgGL0K4+30q+OyWnv3npy2rlzwJePlPKvD8wFWqBjmgaJyFGlVCYwWkRuU0r1AJ5Cu7or4AURmeXr2iFR/gaDweCD6667jptvvplRo0aFfzBfpV8dBGGWjojyDydG+RsMhkiwYcMGhg4dyq5du0hNTQ3fQM6lX/2lEl6CkfLzNxgMhpimS5cuXHTRRcyePTt8g+TmVlD8Reg8ZO5KwZ4ljKVfjfI3GAwJz+TJk/nb3/4WviRrU6aUdzxBF5n3Vgr2LGEq/WqUv8FgSHguu+wyLr/8cmYGWs/bHzwUm/JWCrYcYSr9apS/wWAwAI8++ihTp07l5MmTob2wnyVbvZaCDUPpV6P8DQaDAbj44ou55pprmD59emgv7Kb0qys+S8GGofSrUf4Gg8FgMWnSJJ5++mmOOxWIChof1/K7FGyIS7/GRzEXg8FgCAHt2rWjb9++PPPMM0y6805tatm2TSvwOnUqF4HrVGzKlYBKwYa49KtR/gaDweDE4/37s2XQIOSJJ3SOfWeTzQcfwMSJgUXgZmRQNm8eSUVFFQ55KwVbjjCUfjVmH4PBYHAwcybNhg2jT3Exqqiooq2+oEC35eTogk5evIOKi4uZN28eA3JyOONG8XurPFiBMJR+NTN/g8FggHIRuD5nxSLnArCgXATuoUOHeOWVV3jppZdo06YNd997LykNG8KiReXcPVuizT4+CVPpVzPzNxgMBjcRuKAXYDPRVahGujvPegBIbi4bN25k2LBhtG/fnr1797JkyRLWrl3LoEGDSHroocgWm/IDo/wNBoPBTQQuQFPgYeBWL6eWFRTwSY8ejBgxgszMTL7//ntmzZrFb37zm3OdorD0qzH7GAyGxMZDBC5AtvVzE/CTh9OTRLj69Gl2ffopSY3cFjPU2FFsygtm5m8wGBKbEETOJlepQtIbb/juGEWlX83M32AwJDZ+ROD6JJAI3Cgp/RqU8ldKnQe8h85N9AO6mIvbMDSlVG3gayBHRO4OZlyDwWAIGaGK5g00ArdBAxg7NjRjV4JgzT7jgJUi0hZYae174jFgbZDjGQwGQ2jxEoEbECGOwA03wSr//sA/rc//BAa466SUugxoBPwryPEMBoMhtGRkaDu7G0qAQqDU2gqttgqEIQI33ASr/BuJyEHr889oBV8OpVQSuobvA0GOZTAYDKHHS+Ts4+i0C08Ab1qfH3fXMQwRuOHGp/JXSn2slPrKzdbfuZ/oYsDufJfuBJaKiCdPKeexbldKbVJKbToc4sIFBoPB4JaGDXWuHqUqHJqEVmrO2yTXTmGKwA03QRVwV0rtBK4WkYNKqSbAahFp59LnLaArOnNpTXTm0hki4m19wBRwNxgMkSM3V+fqCaS4uoPq1bVbZhgCsSpDpAq4L0LXH8D6udC1g4gME5EWItIKbfp5w5fiNxgMhogShRG44SZY5f8E0Bu26jwAAAZnSURBVEMptRvobu2jlMpUSs0OVjiDwWCIGGPGnHsAuDEBlUOpc4o/jIFY4SQos084MWYfg8FgC5s26Vw/S5dqJe+c8yctTS/u9umjk61F4YzfX7OPifA1GAwGZ6IkAjfcGOVvMBgM7rA5AjfcmMRuBoPBkIAY5W8wGAwJiFH+BoPBkIAY5W8wGAwJiFH+BoPBkIAY5W8wGAwJiFH+BoPBkIAY5W8wGAwJiFH+BoPBkIBEbW4fpdRh4McQXjId+CWE1ws10SxfNMsGRr5giGbZwMhXGVqKiM/8E1Gr/EONUmqTP8mO7CKa5Ytm2cDIFwzRLBsY+cKJMfsYDAZDAmKUv8FgMCQgiaT8Z9ktgA+iWb5olg2MfMEQzbKBkS9sJIzN32AwGAznSKSZv8FgMBgs4kr5K6VuUkrtUEqVKaU8rsArpXoppXYqpfYopcY5tbdWSn1utb+nlEoJoWznKaU+Ukrttn7Wc9PnGqXUVqetUCk1wDr2ulLqP07HOoVKNn/ls/qVOsmwyKk9bPfOX/mUUp2UUhut78A2pdRgp2Mhv3+evkdOx1Ote7HHujetnI6Nt9p3KqV6BitLJeW7Xyn1tXWvViqlWjodc/t3jrB8I5VSh53kuM3p2C3Wd2G3UuoWG2R7xkmuXUqp/zodC/u9CwkiEjcb8GugHbAayPTQJxn4DmgDpABfAh2sY3OBIdbnl4AxIZRtKjDO+jwOeNJH//OAo0B1a/914MYw3ju/5ANOemgP273zVz7gV0Bb63NT4CBQNxz3z9v3yKnPncBL1uchwHvW5w5W/1SgtXWd5BDfL3/ku8bp+zXGIZ+3v3OE5RsJvODm3POA762f9azP9SIpm0v//wVejdS9C9UWVzN/EflGRHb66PZbYI+IfC8iZ4B3gf5KKQVcC8yz+v0TGBBC8fpb1/T32jcCy0TkdAhl8Eag8p0lAvcO/JBPRHaJyG7r8wEgDwhXsVW33yMvMs8DrrPuVX/gXREpEpH/AHus60VUPhFZ5fT9+gxoHmIZgpLPCz2Bj0TkqIgcAz4Cetko21DgnRCOHxHiSvn7STNgn9P+T1ZbfeC/IlLi0h4qGonIQevzz0AjH/2HUPEL9X/WK/ozSqnUEMoWiHzVlFKblFKfOUxShP/eBSIfAEqp36Jnbd85NYfy/nn6HrntY92b4+h75c+5wRLoGKOAZU777v7Odsg30PqbzVNKnR/gueGWDctU1hr4xKk53PcuJMRcAXel1MdAYzeHHhKRhZGWxxlvsjnviIgopTy6WSmlmgAXAyucmsejlV4K2r3sL8BkG+RrKSL7lVJtgE+UUtvRSi1oQnz/5gC3iEiZ1Rz0/YtXlFLDgUzgKqfmCn9nEfnO/RXCxmLgHREpUkrdgX6LujbCMvhiCDBPREqd2qLh3vkk5pS/iHQP8hL7gfOd9ptbbUeAukqpKtYszdEeEtmUUoeUUk1E5KClnPK8XGoQsEBEip2u7Zj1FimlXgMeCES2UMknIvutn98rpVYDlwDzCfLehUo+pVRtYAl6MvCZ07WDvn8uePoeuevzk1KqClAH/T3z59xg8WsMpVR39MP1KhEpcrR7+DuHUoH5lE9Ejjjtzkav+zjOvdrl3NWRlM2JIcBdzg0RuHchIRHNPrlAW6W9U1LQf7xFoldqVqFt7QC3AKF8k1hkXdOfa1ewIVoKz2FfHwB8FULZ/JJPKVXPYS5RSqUDvwO+jsC981e+FGAB8IaIzHM5Fur75/Z75EXmG4FPrHu1CBhieQO1BtoCXwQpT8DyKaUuAV4G+olInlO727+zDfI1cdrtB3xjfV4BXG/JWQ+4nvJvyWGXzZKvPXrBeaNTWyTuXWiwe8U5lBuQhbbPFQGHgBVWe1NgqVO/PsAu9NP4Iaf2Nuh/wj3A+0BqCGWrD6wEdgMfA+dZ7ZnAbKd+rdCzjCSX8z8BtqOV1ptAzRDfO5/yAV0sGb60fo6KxL0LQL7hQDGw1WnrFK775+57hDYl9bM+V7PuxR7r3rRxOvch67ydQO8w/T/4ku9j6//Eca8W+fo7R1i+KcAOS45VQHunc2+17use4I+Rls3anwQ84XJeRO5dKDYT4WswGAwJSCKafQwGgyHhMcrfYDAYEhCj/A0GgyEBMcrfYDAYEhCj/A0GgyEBMcrfYDAYEhCj/A0GgyEBMcrfYDAYEpD/DwJkzKI850JlAAAAAElFTkSuQmCC\n", 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\n", 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\n", 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\n", 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\n", 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Vo3r16hnrWbdd6+FOAGHI4KP+RjJwFzYwZh826K2z61gvNRp++uknhg0bxq5du3jllVfo06cPJocEfooSavg7YigZSfSKK61awZw5pCYlkUrmqN/SwGHgOuARvCsFIiK4bsgQ1g4bltGUnJycoSSOHj3KkSNHMtZ37tzJ999/n21/mTJl/FYi1apVo2rVqgWbViRL/Y0l2Hre7nQE/g+4NeuxrhoNWeJWLrvsMhYvXsySJUsYOnQo48eP5/XXXyc6OrqAbkJRgoOOGIoyjlfSqKQkns+yayQ2J9AobFJAd864bwTAK0lEOHPmTDYlktP2iRMnqFy5sl9KxLVdvnx5/97Qc1l/Iwr4CLcRgx/fS2pqKh9++CHPPfcc3bp148UXXyQqKsrPb0xRgoOOGEoCNWpAjx6MmjuXUV4U/MicjjcGevbMt03FGEOFChWoUKECDRs29OuYtLQ0jh8/7lFpHDhwgE2bNmVSKkeOHCElJcUvJXLJggXUIp8GNFeNBreRlDulS5fmwQcf5I477mDcuHFcfvnl/O1vf+Opp56ifPny+bmyogQdVQxFnREjYMmS3KXDcBERYY8PAmFhYVSvXp3quVBKiYmJHDt2zONIZOvWrRnrj2/YwI1+1t/I4WJ+1WioUKECY8aMYdCgQTz99NM0bdqUF154gfvuuy+0M/AqSg6oYijqtGljXSzzmispxnesS6gQERFBVFSU7ymbG2+0WWXzSy5qNNSrV4+ZM2cSFxfHk08+yVtvvcVrr71Gt27d/DtBSUqVroQ8qhiKA67I7BCM6A4Keai/4Yn5337LJ/3707JlS1q2bEmrVq2oU6dOjnaONm3asGrVKr744gsGDx5Ms2bNeOWVV2jRooXnA+LirKF78WK77T7S+fxzmz69Rw87smvTJiD3pSi+KNlxDMWJwYOti2VsrDWcRkRk3h8RYdtjY22/4qoUwK/6GwDnnG2w7qtJ2HzdABIezhUDBtClSxcOHz7M+PHjiYmJoWrVqlxzzTU88sgjTJ48me+//55Tp05lurwxhr59+7Jt2za6detGp06d+Nvf/kZ8fKZ6gDZeonNnmxk2KSl7+dnERNs2d67t58RXKEpBo15JxZEiGtEdMNy8kkaBR4+tUUADbAyDO3uddm9eSfHx8WzZsiVj2bx5M9u2baNGjRoZIwvX0rRpU8qUKcOxY8cYPXo0H330EcOGDWPIkCGEf/hhyU6VrgQFf72SVDEoxZMCrr/hTlpaGnv27MlQFC6lsX//fpo2bZqhKKpWrcpnn31G2U2b+Pz4cSYlJ3sMvpsFPOR2/nRsDMZ6INpL8F3AUFtHsUYVg1KycSKf8+StFaCH79mzZ9m2bVum0cWWLVt4//hxeqWl8SV2LtcVfDfNy3mmAaOxqU1MLpWW3+Rk64iIsApWbR1FHlUMihKKle3i45F69TDnzmU0+UqXfi02+C4jJiXQqdJDNBW9Eng0iZ6iDB5sH2KRkfahlhPGFM4c/rRpucqvtA9YDQxwa0sHZNq0wMjjrjx9vSR6SDSoFE8CohiMMTcYY3YYY3YZY4Z72D/QGHPEGLPRWf7qtu9eY8xOZ7k3EPIoSgah5q21eXN276McmIHNiOseT14qKYlPn3mGa6+9lscee4z33nuPtWvXcubMGS9n8UJcHAwdyjsJCcQA5YCBWbp8hS29GIkdueyD88pBR+3FlnzHMRhjwoB3gW7YEXGcMWaeiGzL0vUTEXkky7FVsSPkGKyn4A/Osf5HFimKL2Ji7Jx8KHhrnTyZq+4zgH96aO/TqRNVhg5ly5YtfPfdd0yaNInt27dTu3btjJgLl9G7SZMmlC7t4V/dR6LBo0Bf4H3gRuBZ4HZgDXhNNKgUDwIR4NYW2CUiewCMMbOBPkBWxeCJ64FlInLcOXYZcAPwcQDkUpTMuOpvBJNcBN99BxwE+nnYF16rFt27d6d79+4ZbampqezatSvD2D1r1iy2bNnCoUOHuOSSSzK50l5x0UVUX7wYI0Jf5/j12Dc7F58Dl3I+++wobGH2n4HmIrBokVW26q1U7AiEYqgD/O62vR9o56HfLcaYa4BfgMdF5Hcvx9YJgEyKEpo4qdJxUqV7Spfu+qecDtwCVMh6jogIO9LJQunSpWnevDnNmzfn1lvPJxM/c+YMW7duzfCKWrBgAdesXcvwpCQisp3lPFuBy922LwAaO+3NwWeiQaXoUlgpMeYDH4vIOWPMQ9i/+etycwJjzCBgENi8NIpSJBk40Ka5AMaQOfjuI84H3yUBnwIeJ2pE7Hn8pHz58rRr14527c6/r0n//hi3Ik+eOANkHQtUAk67NvxMNKgUPQJhfD4A1HXbjnLaMhCRYyLi8s97H4j291i3c0wRkRgRiclNRk5FCSmcVOkYwyisYc19GeV0CwdOAF2yHh+oVOl+2DrKA6eytJ0iywgmF4kGlaJDIBRDHHCxMaahMaYscAcwz72DMaa22+ZNwHZnfQnQ3RhTxRhTBejutClK8WXEiOzeUX6SWqZMYFKl+2HruBTY5LZ9FtjttGdQpUr+ZVFCjnwrBhFJxVaPXIJ94H8qIluNMS8YY25yuj1mjNlqjNkEPIbjFecYnUdjlUsc8ILLEK0oxRZXqvTIyFwdlhYeznORkfxryRLyHZjqR6LBWOAn7HRWEvAC0ArHvgCklS2LeLB1KMUAESlyS3R0tChKkWfCBJHISBFjRKzlwPNijO03YYIcOHBAWrduLffee6+cO3cu79c+fFgkPFwEZGT2GS0Z6Vx7GUgzkHCQTiB73eRKMkbaNWokr776qhw5ciRw34tSYADrxY9nrEY+K0qwyEPw3UUXXcTq1as5ceIE3bt35/jxPA6w/bR1dMW6pyYCK3EyzwIYQ9mbb+b1mTPZvHkzF198MXfffTerV6/O/2hGCTqaK0lRQoFcBt+lpaXx1FNPMX/+fBYuXEiTJk1yf80AJho8fvw4M2bMYPLkyRhjeOihhxgwYABV1AYRUvibKyno00J5WXQqSVEskyZNkpo1a8o333yTtxO4prNymsrKujjTWp5IT0+XVatWyV133SWVK1eWAQMGyHfffSfp6en5uEslUKBTSYpS/HnooYeYMWMGffv2ZZaPuASPBDjRoDGGa665hlmzZrFz505atmzJwIEDadWqFe+88w4nc5kSRAkOqhgUpYjTvXt3VqxYwTPPPMOoUaNyP8dfQIkGq1WrxtChQ9mxYwdvvvkm33zzDQ0aNOD+++9n7dq1aosIYdTGoCjFhMOHD9OnTx+aNGnC1KlTKVeuXO5PUsCJBuPj4/nwww+ZMmUKFStW5KGHHuLuu++mQoVsiT+UAkAL9ShKCSQxMZEBAwbwxx9/8MUXX1CtWrVgi+SR9PR0li9fzuTJk1mxYgW33norDz30ENHR0b4PVvKMFupRlBJIREQEn3zyCR07dqR9+/bs2LEj2CJ5pFSpUnTv3p05c+awbds26tevzy233EJMTAzvv/9+7mtLeCI+Hl5+Gfr3hxtvtJ8vv2xHRUrO+GOhDrVFvZIUxTdTp06VGjVqyNdffx1sUfwiNTVVFi1aJH369JEqVarI4MGDZePGjbk/0bp1IrGxNoDPCeLLWCIibFtsrO1XwkC9khSlZHP//ffz8ccfc/vttzMtUKVAC5CwsDB69OjB3Llz2bx5MzVr1qR37960b9+eDz/8kAR/4i0mTrSxGXPn2kp5WavlJSbatrlzbT8tUeoZf7RHqC06YlAU/9m+fbs0atRI/vnPf0paWlqwxckVKSkpMm/ePOnZs6dUrVpVHn30Ufnpp588dw5wTEZxBB0xKIoC0Lx5c9asWcPKlSu56667SExM9H1QiFC6dGluvPFGFi5cyIYNG6hUqRLdunWjY8eOzJw58/y9OPWrs0Zxb8cWfqkENAG+yHoBrV/tEVUMilICqF69Ol999RWlSpXiuuuuIz4+Ptgi5Zr69eszevRo9u3bx5NPPsmsWbOoW7cujz/+OKf/+U87TeRGKrbGcG/gODAF6I8tIZkJV/1qJQNVDIpSQggPD2fWrFl0796d9u3bs22bl7LsIe7NU6ZMGWJjY/nvf//LunXruDAtjTLLl9vJITd+xtbMfhwIw44cOgAzs55Q3OpXK0DhlfZUFCUEMMbw/PPP06RJE6699lpmzZpF165d7c64OPvmvHix3XY33H7+uS1J2qOHLRTUpk3hC++BRo0a8UxUFBIent3Q7AHB1pjIhtavzkRARgzGmBuMMTuMMbuMMcM97H/CGLPNGLPZGPOVMaa+2740Y8xGZ5mX9VhFUQLPPffcw3/+8x/69+/Pe++9V7S9eTZvxnhQCs2AGsArQAqwFFgFePRt0vrVmcj3iMEYEwa8C3QD9gNxxph5IuI+Tv0RiBGRBGPMYOBl4HZnX6KIXJFfORRFyR3XXHMN33zzDTM7dCD5zz8pm5rq+yCR8wZb8DtvUkGQnJzMgQMHqLhnDxd62F8GmAs8CowDYoDbAK+JQrR+dQaBmEpqC+wSkT0AxpjZWJtPhmIQka/d+q/B2oAURQkyF584wfNnzvBuairTgC3AncA0tz6fAiOxb311gReBm13KoU2bjJoMgSQlJYWDBw/y+++/s3///kyfrvVjx45Ru3ZtJickcIOX87TCjhJcXAXc6+2iWjsig0AohjrA727b+4F2OfR/AFjsth1ujFmPdSJ4SUTmBkAmRVH8YexYTFISFwHPYAu3u/v2HMC+xX0J3AAsAm4FfgVquLx55szJ1SVTU1M5dOiQx4e9a/3o0aPUrFmTunXrEhUVRd26dWnYsCFXX311RlutWrUICwuzhvGRIz3aGDYDTYF0YAJwCKfgfFYiImyyQAUoZOOzMaY/dkTXya25vogcMMY0AlYYY7aIyG4Pxw4CBgHUq1evUORVlGJNfLw1NIvQ12laj32zc7EfqAz0cLZ7ARcAu4Ea7t48TubVtLQ0/vjjD48Pe9d6fHw81atXp27duhkP+Xr16tGhQ4cMJVCrVi1Kl/bz8TRwoFUMHpgJvI+1MVwNLMPzVJKIYAYO9O96JYBAKIYD2BGmiyinLRPGmK7A00AnETnnaheRA87nHmPMSuBK7N9dJkRkCtYVmZiYmKKXElZRQg0/0mTEAJcA87BKYT72wdrK2Z+cmsonXbsy8YIL2L9/P3/88QfVqlXLeMC7Hvzt2rXLaKtduzZlypQJ3H246lfPnZvNZfUVZ8mJNOC78uUptWMHHQOQWrw4EAjFEAdcbIxpiFUIdwB3uXcwxlwJTAZuEJF4t/YqQIKInDPGVMO6Gb8cAJkURfHF5s0+XTzDgAHYf+gkoCzwH+yoAaBsaiodK1ak4dixREVFcdFFF1G2bNmClNozI0bAkiV5ql9dKjKSE4MH81j//jRv3pzRo0fTJkTccYNFvt1VRSQVeAQ7Pbkd+FREthpjXjDG3OR0ewUoD/wni1vqJcB6Y8wm4GusjcFL1I2iKAHFjzKby4F/ACuBZKwh96/ARrc+DStXpmPHjjRo0CA4SgGsEdxVojQ3REZiXn2Vm154gV9++YU+ffoQGxvLzTffzJYS7L4akDgGEVkkIk1FpLGI/Mtpe05E5jnrXUWkpohc4Sw3Oe3fi0hLEbnc+ZwaCHkURfGDSpV8dtkIXIOdUioFtMF6lix37xQq3jz5rF9dtmxZBg8ezM6dO+nUqRPdunXjzjvvDNmaFgWJpsRQlJJKq1a2ljPWJTAJO9+e5qynYhXBN5wfIfzobLtsDCHnzROA+tURERE8/vjj7Nq1i1atWtGxY0fuu+8+9u7dW0g3EXy0tKeilFTi46F+fUhKYhTwfJbdI4FRwDvAG8BhoDrwd+BJV6fwcPjtt4DUgw44AapffeLECcaPH88777zDbbfdxtNPP01UVFSBiV2QaM1nRVF807evR28evzDGvnnnMo6hqHL06FFeeeUV3nvvPe69916GDx9OzZo1gy1WrtCaz4qi+GbEiOzTLf4SEWGPLyFUq1aNcePGsXXrVtLS0rjkkksYMWIEx48fD7ZoAUcVg6KUZPLhzcOrrxZIOoxQp3bt2rz11lts3LiRY8eO0bRpU1544QVOnToVbNEChioGRSnp5NObp6RSr149pkyZwpo1a9iV0YWBAAAgAElEQVS1axdNmjTh5Zdf5uzZs8EWLd+oYlAUJZs3T1rWeAQ/vHlKKk2aNGHGjBmsXLmS9evX06RJE9566y2S/KgPkYkQKpCkxmdFUTJz5AjrH32UxLVrufqyy/LszVNS2bhxI8899xwbN27kmWee4b777ss5BUhOBZIiIqxjQIAKJKlXkqIoeWbcuHEZXjhK3li7di3PPvssu3fvZuTIkdx99902G6w7Eyfa9OWJiTl7hhljlUQ+p/DUK0lRlDxz6NAhateuHWwxijTt2rVj6dKlfPDBB7z33ntcdtllfPrpp6Snp9sOLqWQkODbXdi9QFIhVM9TxaAoSjYOHjzIRRddFGwxigWdOnVi9erVvPHGG7zyyiu0bt2a1a+/jriUghu/Aj2BKkAtbBK6THX1XMqhgGdMVDEoipINHTEEFmMM119/PevWreP5558nedQo0j1kgv0btk71IWwaklXYAkOZcBVIKkAKtVCPoihFA1UMBYMxhj5/+QuSkoInx+C92FFCOHbEcAOwNWsnDwWSAo2OGBRFyYSIcPDgQVUMBcW0aR6VAsD/AbOBBGxxm8XguZ61MX4VWsorqhgURcnEqVOnCAsLo0KFCsEWpXiSQ4Gka7AjhIrYUpgxwM2eOiYm2uSABURAFIMx5gZjzA5jzC5jzHAP+8sZYz5x9q81xjRw2zfCad9hjLk+EPIoipJ3dBqpgPFSICkdOzroC5wFjgJ/Ak95O8+ffxaAcJZ8KwZjTBjwLrZeeAvgTmNMiyzdHgD+FJEmwHhgnHNsC2wp0Eux38kE53yKogQJ9UgqYLwUSDoO/Ia1MZQDLgTuAxZ5O08BFkgKxIihLbBLRPaISDJ2iqxPlj59gOnO+mdAF2OMcdpni8g5EdkL7HLOpyhKkNARQwHjViDJnWpAQ2Ai1kX1BPah2SpbTwq8QFIgFEMd4He37f1Om8c+To3ok1iF6M+xiqIUImp4LmAGDvS663Pgv9iCSE2AMtgplmyI5Hie/FJkjM/GmEHGmPXGmPVHgpBUSlFKCocOHdKppIKkRg2b+8hDJtsrgJVY28JR4FMgWykgY6BnzwLNWxUIxXAAqOu2HeW0eexjjCkNVAKO+XksACIyRURiRCSmuibyUpQCQ6eSCoEQL5AUCMUQB1xsjGlojCmLNSbPy9JnHnCvs94PWCE2e9884A7Ha6khcDGwLgAyKYqSR9T4XAiEeIGkfEc+i0iqMeYRYAkQBnwgIluNMS8A60VkHjAVmGmM2YU1vt/hHLvVGPMpsA1rb/m7iKTlVyZFUfKOjhgKCVeW1ELMruovmnZbURRbJGbaNNi8mcWzZ9PlllsoGx0N992nNRgKmvXrYexYzn3xBWFlylA6Ofn8Plc9hp497fRRPkcKWo9BURTfFGKRGMU7f/zxBx2bNePn4cMpvX27DV4rgAJJ/ioGTaKnKCUVX0ViEhPt59y5sGSJ1nkuQL744gva9e5N6QI2KvtLkXFXVRQlgIRwkZiSyJw5c7jllluCLUYGqhgUpaQRF8c7Q4YQk5BAOWBglt3vY4OrymPz1Bx07SikIjEljaNHjxIXF8cNN3jMoxoUVDEoSklj7FguSknhGeD+LLtWAv8EvsS6DzYE7nTvUAhFYkoaX375Jd27dycyt66rBYgqBkUpScTHw+LF9MWmc74wy+4FwK3YrJZlgWeB1cBuVwf3IjFKQAi1aSRQxaAoJQs/iruIh/Wf3DsUcJGYksSJEyf49ttv6dWrV7BFyYQqBkUpSeRQJAasTeFTYDOQCLwAGGxFsQwKuEhMSWL+/Pl07tw55IoiqbuqopQkvBSJcdEVeB64BTiFLTVZAZvELBMFWCSm2OIWRMjJk1CpEuk//sjdIegCrIpBUUoSXorEuPN3ZwH4BRgDXJa1UwEWiSl25BBEeCsQMXQorFgRUkGEOpWkKCUEEWFvhQokh4WRCiQBac6SBBltP2FtC78Bg4AhQCY1UMBFYooVEydC5842SDApKds0XiRgzp2z+zt3Dpk4EVUMilLMOXz4MC+//DKXXHIJ/Zcvp5QxjAEigJeAj5z1MVjFcBc2hqEt8BdgdNYTFnCRmGJDEQ4iVMWgKMWQ1NRUFixYQGxsLM2bN+fnn3/mgw8+4NtffqH0jTcyyhgEMi2jgMpYw/NZ4A9gLDZlsgsphCIxxYK4uPNKwaF8liUMeDTrcSESRKiKQVGKEbt37+bpp5+mfv36jBkzhp49e7Jv3z4++OADrrrqKowx+SoSkyjC6g4dAix1MWTs2PO5phzOuC1/YEdpt3o6NgSCCFUxKEoRJzExkVmzZnHdddfRvn17EhISWLJkCWvWrOHBBx+kYsWKmQ/IR5GYA088wb1vv83DDz/M2bNnA3cTxQkniDCn6aM5QA3gak87QyCIUBWDohRRfvzxRx555BGioqKYOXMmgwcPZv/+/YwfP57LLsvmR5SZwYPPKwcPtYczYUxG5bCLX3uNjRs3kpiYSOvWrYmLiwvcDRUX/Aj+mw4MwMaIeCTIQYT5UgzGmKrGmGXGmJ3OZzYfNmPMFcaY/xljthpjNhtjbnfbN80Ys9cYs9FZrsiPPIpS3Dlx4gQTJkwgOjqam2++merVq7Nhwwb++9//cuutt1KuXDn/TzZ4MKxaBbGxEB6efXopIsK2x8bafo6/faVKlZg+fTqjR4+md+/ejBkzhtTU1ADeZRHHRxDhPmAV52sdeyTIQYT5KtRjjHkZOC4iLxljhgNVROSpLH2aAiIiO40xFwE/AJeIyAljzDRggYh8lpvraqEepSQhIqxatYqpU6cyf/58rr/+eh544AG6dOlCWFiY7xP4w5Ej9g11y5ZcFYnZv38/AwcOJCkpiZkzZ9KwYcPAyFOUufFGWLDA6+4xwDKscsiR3r1h/vwAClZ4hXr6AJ2d9enY5IyZFIOI/OK2ftAYEw9UB07k89qKEhp4iGilVat8l8U8ePAg06dPZ+rUqURERPDAAw8wfvx4qlWrFjjZXVSvDsOG5fqwqKgoli5dyptvvknbtm159dVXGTBggDVylzDS0tL48ccfCd+/P3tAoBszgOH+nDCYQYQikucFOOG2bty3vfRvC2wHSjnb04AdWA+58UC5HI4dBKwH1terV08UJeisWycSGysSHm4Xaza0S0SEbYuNtf38JDk5WebOnSu9e/eWypUry4MPPihr1qyR9PT0AryRwLBp0ya57LLLpF+/fnL06NFgi1Mo7Nq1SyZNmiT9+vWTqlWrSosWLWTuVVdJStmymf8enOU7kEiQUx72Zfv7efnlgMsLrBd/nu0+O8BybDBk1qVPVkUA/JnDeWo7SqB9ljYDlMOOOJ7zR+jo6OiAf2GKkismTBCJjBQxJud/cGNsvwkTcjzdjh075B//+IfUqlVLOnToIB9++KGcOXOmkG4mcCQmJsrjjz8uUVFRsnTp0mCLE3COHDkin3zyiTz44IPSsGFDqV27ttxzzz0yffp0OXDggO10+HD2FwVnGQTS35dSAHt8fHzA5Q+YYsjxYPugry1uD34v/SoCG4B+OZyrM9beoIpBCW1cSsGff3DX4kE5nDlzRqZNmyZXX3211KxZU4YNGybbt28P0k0FlmXLlklUVJT83//9nyQmJgZbnDyTkJAgS5culX/84x/SunVrqVixovTu3VveeOMN+emnn7yP5GJjfb805PQy0bdvgdxPYSmGV4Dhzvpw4GUPfcoCXwH/52GfS6kY4A3gJX+uq4pBCRrr1olERkoSyP0g9UDKg1wOssjtn3s5SDOQCJDOIL86yiF93TqJi4uThx56SKpUqSK9evWSzz//XJKTk4N9ZwHn2LFj0q9fP7nssstk06ZNwRbHL1JTUyUuLk7Gjh0rXbp0kfLly0uHDh1k5MiR8s033/j/Ozl/J3lSDJGRInFxBXJ/haUYLnQe+judKaeqTnsM8L6z3h9IATa6LVc4+1YAW5ypqY+A8v5cVxWDEjScN8EzICNB9oKkgcx3FMRekCMgFUE+BUkEGQrSDiTNGFlWsaI0atRIxowZI/v37w/23RQ46enpMn36dKlWrZq89tprkpaW5r3z4cMi48aJ3H23SO/e9nPcuAKZUnFn9+7d2ewEjz32mMybN09OnjyZ9xMHaGQZSApFMQRrUcWgBIUc5o4FpCXIZyCTQf7i1n4GJBxkO0hq2bKS9scfwb6TQmfPnj1y1VVXyXXXXSe///575p0FYMTPiZzsBAFX1gG2ReUXVQyKEmjGjfOqGP4AKec8/B8DeTjL/ksdpVFQ3iZFgZSUFBkzZozUqFFDPvnkE9tYCA/OPNsJAkVcnLUZhIfb39+T4uvbt8Cmj9zxVzFooR5F8RcvEa0pwN3YSNbm2CRpWaMXKgGnIegRrcGkdOnSPP3003Tv3p3+/ftz9rXXGLhlCyZLsjmPiJzPPAoZUdiecMUTLF++nOXLl7N27Vouv/xyunbtyptvvkm7du0oU6ZMgO7KD2JiYM6cPAcRBgNVDIriLx7KYqYD92A9LN5x2spjy2K6cwpbIhMo8WUx27Rpw8b33qNUly4YD6k0ZmPLi/4G1MIGO2Ukm3MphzZt7APXYc+ePSxbtozly5ezYsUKatWqRdeuXRkyZAidOnXKnkgwGOQxiDAYqGJQFH/JUhZTgAeAw8AiwPUOeik2KMfFWWC30w5oWUwg4o03IC0tW/sybOqET7DRsIc8HZyYyLlRo/hywICMUUFSUhJdu3blxhtv5I033qBOnToFKn9xRxWDovhJesuWSNmyhCUnAzAYG8a/HJtb30UsMAybWrkX8ALQCjvNpGUxyTEt9UjgOaC9s+3x8S6CLFzIl8nJtO3ViyFDhtCiRYsSmYajoNC024rig1OnTvHWW2/xl0mTSE1JAWyGzMlY3+tanK/KNQtrX5gDPI2tlbwWOz0C2IdhSS+L6SWddBo2580RoAkQBTwCeLJAlIuIYFa3bgwZMoRLL71UlUKAUcWgKF7YuXMnjz32GA0aNODbb7/l9Y8+omyfPmAM9bFTSUlkrsx1t3NsV+Bn7ENtJdAAbI59LYvp1Yh/GGvI/wz4Bqt0f8RmI82KKcFG/MJAFYOiuJGens6SJUvo1asXHTp0oHz58mzatIlPP/2UDh06YP75zzyXxSQiwpbVLOl4MOLD+em4R7H5daoBT2DtNx4p4Ub8gkRtDIoCnDlzhunTp/P2229Trlw5hgwZwmeffUZEViXgKouZpdC7T5wKaO6eNCWWLEZ8F1Ww00fuk0I5ThCpEb/A0BGDUqLZvXs3TzzxBPXr12fFihVMnjyZjRs3cv/992dXCi7yWBYzJ9/7EkWrVqR7qTR3H/A2EA/8ic3F39tTRzXiFyiqGJQSh4iwfPlybrrppoxgpw0bNjBnzhw6derknyEzj2UxSzrbtm1j8Nq1JJ8753H/s0AboClwCXAl1oifDTXiFyg6laSUGM6ePctHH33EW2+9hTGGxx57jNmzZxMZGZm3ExbBiNZgsWnTJsaMGcPq1at5/PHHrcvvwoXZXFbLABOcxStqxC9wVDEooUUBlMn89ddfeffdd/nwww/p2LEjb7/9Ntdee23gXByLUERrYbN+/XpGjx5NXFwcTz75JNOmTeOCCy6AuDhYsSJ3dhoXasQvePxJqBRqiybRK4YEOMNmenq6rFixQm6++WapWrWqPPnkk7J79+4CvgnFxffffy89evSQqKgoeeuttyQhISF7pxBMS13cQbOrKkWGAGbYPHv2rLz33nvSsmVLad68uUyYMEFOnz5diDdTslm5cqV06dJF6tevLxMnTpSkpKScDwixtNTFnUJRDEBVbHqTnc5nFS/90jhfpGeeW3tDbGDoLmx6lLL+XFcVQzEiQG+N+/btk6eeekqqVasmvXv3lqVLlxZ8OmVFROzobNmyZXLNNddI48aNZerUqbmrSBdCaamLO/4qBmP75g1jzMvAcRF5yRgz3FEMT3nod0ZEynto/xT4XERmG2MmAZtEZKKv68bExMj69evzLLcSIsTFQefOnEtI4G/YnEPHgcbAWKAHkAzchU2VsA/4GlscnMhIZOVKvk1K4q233mLFihUMGDCAv//97zRp0iQYd1PiEBEWL17M6NGj+fPPP3nmmWe44447KF06j6ZLNeIXOMaYH0TEdzCNP9rD2wLs4Hzd5trADi/9znhoM8BRoLSz/RdgiT/X1RFDMcGPMpnnQMaDfANSC+Rr500yzRhZVqmSNG3aVN5++205depUsO+mxJCeni5z586V6Ohoueyyy2T27NmSmpoabLEUP6CQCvXUFBFXZtw/gJpe+oUbY9YDqcBLIjIXWy/6hIi4ErLvx0syRaUY4pZh8wJglNuu3tg5xh+wOYb+z2kPc+tTSoRrExLYvno1pWp6+7NTAkl6ejpz5sxhzJgxhIWF8eyzz9KnTx9KldJwqOKGT8VgjFmOTSCZlUxxJyIixhhv81L1ReSAMaYRsMIYswXwnDDFuxyDgEEA9erVy82hSijiJcMm2GRqv+BWv8ALYaVLw4wZ6ipawKSlpfHJJ58wZswYKlSowL/+9S969eqlGU2LMT4Vg4h09bbPGHPYGFNbRA4ZY2pjI9k9neOA87nHGLMSG9A4B6hsjCntjBqigAM5yDEFmALWxuBLbiXE8bNMZo5ohs0CJSUlhVmzZvHiiy9Ss2ZN3njjDbp166YKoQSQ36mkedj/4Zeczy+zdjDGVAESROScMaYa0AF42RlhfA30w6ar93i8Ukzxs0ymTzTD5nkCFByYnJzMtGnTeOmll2jQoAFTpkzxP1WIUizIr2J4CfjUGPMA1mnkNgBjTAzwsIj8FZvyZLIxJh2bm+klEdnmHP8UMNsYMwaben1qPuVRighJ5coR7rbtrUymTzTDpvXuGjvW2mwg80js889h5Ejo0cNGC7dp4/U0SUlJTJ06lXHjxtGiRQtmzpxJhw4dClh4JRTJl2IQkWNAFw/t64G/OuvfAx7TIIrIHmxpV6WYc+TIEVavXs3KlStZuXIlN+/cyTOlSlEuPR3wXiYT4BxWcYB1X00CygFGM2zCxIk2BXhiosdSmSQ69c/mzoUlSzxmeU1ISGDy5Mm8+uqrtG7dms8++4y2bfXfsiSjuZKKMwWQd8hfjh49yurVq/n6669ZuXIlv/32Gx07dqRz58588MEHXFmnDqUbN4akpIwymeXI7OUwGWtvaIYdjgJc73zuBRpICc+w6VIK/uQbErH9hg6124MHc/r0aSZOnMjrr79Ohw4dWLBgAVdeeWXByqwUDfzxaQ21ReMYfBDgvEP+cOTIEZkzZ448+uij0rJlS6lYsaL06NFDxo0bJ2vXrpWUlJTsBzlxDLmKenZPkdC3b8DkL3KsW+cxYrwTSDmQC5ylqYfvLj0iQt5/+GGpXr263H777bJ58+Zg341SSFAYkc/BQiOfc8DX1IILY2yWyjwWkDl27FimqaFff/2VDh060LlzZzp37kzr1q19R8A6kc95yrAZGWnrHJTUimh9+9rpoSy/cWegP848rhfSgA1161Jh6VKaN/fp+6UUI/yNfNappOKEh6mF41ij7lJsDd2x2BQTnqYWciKrIti7d2+GIpgyZQqtW7emTBm/TcYWLZOZN9yCA/NCGNDmyBG48MLAyqUUG1QxFBfi4jw+YP+Odf88jM1g2Au4HLfgMZdyaNMm04P2+PHjmRTBnj178q8IPOFSSH6McsQYa3Au6WUycwgOBBgBDMfaZv6Fk1sqK8bY82hwoOIBVQzFhbFjz3ugOJzFRhH+BJQHOgI3ATOxfsYZJCZy7vnnWfzAA5kUwVVXXUXnzp2ZNGkS0dHRgVEEnhg82CqmsWNh0SL70HK/l4gIUpKT+blRI1r++98ld6TgwktwIMA4oAX2ZWA2cCP2haBx1o4aHKjkgCqG4oCXqYVfsD9wU7e2y4FVWY8XQRYs4OOzZ7mye/eCVwSe8FEmc3+nTlzbsye/tWhBHgtxFhvk5Em8hZq1c1u/F/gYGxfyqKfOGhyoeEEVQ3HAy9TCGaBilrZKwGkPfctFRPBJjx7Bn1rwUiazIdC+fXs+nzSJ/qmpQXHBLUxSU1P57bff2L17d8aya9cudu/ezYht27jTz/MYzseAZEODAxUvqGIoDniZWigPnMrSdgqo4OEUJtSnFuLimPrnn1QeOhQpVw6Tx+jeUCIhIYE9e/Zkevi7FMD+/fupWbMmjRs3pkmTJjRu3Jh27drRuHFjLpk/3067ZfnNT2CrXnXC/mN/AqwG3vR0cQ0OVHJAFUNxwEPeIbBTSKnY8noXO22byCFraahOLTjeVjUSEzEi2ZWgH9G9weL48ePZ3vhdy/Hjx2nQoAGNGzemcePGNG/enF69etG4cWMaNGhAuXLlPJ+0Th2rGLKQAjwD/Iz1PGoOzCXzVGIGJT04UMkRVQzFgUqVPDZfAPQFngPexxohvwS+93aeUJxacHPB9ZnCLZcuuIEgPT2dgwcPepzy2b17N+np6Rlv/I0bN6ZDhw4MGDCAJk2aUKdOnbzVMqhRw46OssQxVAfi/DneGOjZs1hNvSmBRRVDcaBVK2u49TCdNAG4H6iBrYw0ES8jhlCcWvDigutiJzYJVz/gI/cdXlxw80pycjK//vprtimf3bt3s3fvXipVqpRpyqdPnz4ZiuDCCy8smKykI0bY0VFeggMjIuzxiuIFjXwuDsTHQ/36Xl0Y/SI8HH77LbTeIr1E97roDiQC9cmiGMC+FcfGWoXpB2fOnPE65XPo0CHq1KmT8bB3VwKNGjXiggsuyMdN5oPc5Epy4QoODJGpNqVw0cjnkoSXqQW/CcWpBR/RvbOBysBVwC5PHURsTMSRI1C9OiLCkSNHvE75nD59OtOD//LLL6dv3740btyY+vXrF67rrr/kIjgwvylQlJKFKobiQnGbWsghuvcU1m6yAms78UZyaiqzu3RhfFgYu3fvpkyZMpne9rt06cKgQYNo3LgxtWvXLpqFaPwIDkTEKv4RIzQ4UPGLfCkGY0xVrFdcA+BX4DYR+TNLn2uB8W5NzYE7RGSuMWYa1rvO5VYzUEQ25kemEktxyzuUQ3Tvs9j8T1E+TlE2NZVrKlfm0vHjady4MZUrVw60lKGBj+BABg4MrdGgEvLkd8QwHPhKRF4yxgx3tp9y7yAiXwNXQIYi2YXN6eZimIh8lk85FCheUwteXHA3Yov5/OjnaRpUqkSD6OhASRXaeAkOVJTckgdfuUz0AaY769OBm3307wcsFpE8zHcofjF4sE1HHRtrDcoRWeqhRUTY9thY2y+ElIKIsHPnTv79738Tt3Onxz4rsUPTetiiPq9i80G19nbSUHTBVZQQJ78jhpoicshZ/wOo6aP/HcDrWdr+ZYx5DvgKGC4i5/Ipk5JlaiFt40YWf/wxvfv3D6mphUOHDhEXF8e6deuIi4sjLi6O8uXL07ZtW/7eqBFpe/cSlpyc6ZhB2D8iF69iFcVETxcIRRdcRSkC+HRXNcYsJ3PFRRdPA9NFpLJb3z9FxOMrmjGmNrAZuEhEUtza/sAmg5wC7BaRF7wcPwj7XKBevXrR+/bt89RN8YCIEBYWRkpKCmFhYUGR4eTJk/zwww+sW7cuQxGcPXuWtm3b0qZNm4zPWrWcPzU/XXBHYecms7mrQmi64CpKEPHXXTVfcQzGmB1AZxE55DzkV4pIMy99hwCXisggL/s7A0NFpLev62ocQ+654IILOHz4MOXLly/wayUlJbFp06ZMo4Hff/+dK664IpMiaNSoUc6eQD7iGHIkl3EMilISKKw4hnnY7L4vOZ9f5tD3TmwNkQyMMbUdpWKw9omf8ilP8SU+3nqc5DGraEREBImJiQFXDGlpafz8888ZCmDdunVs27aNpk2b0rZtW66++mqefPJJLr30Ut+lPrNS3FxwFaWIkN8Rw4XAp1hb4D6su+pxY0wM8LCI/NXp1wD4DqgrIulux6/ApngxWIeTh0XkjK/rlqgRQ1yc9VFfvNhuu0+tuHzUc8oq6iiUz0eN4oarriKyVq08p6kWEX777bdMSmDDhg3UrFkz03TQlVdeSWRkgKomaHSvogSMQplKChYlRjG4Hop5cT3Nr0IBjh49mmEUdtkGSpUqRdu2bTOUQExMDBcWdO3g/HwPiqJkoIqhqJOfN2XI9YP07IABbNiwIdNo4NixY0RHR2dSBFFRUcGJEF6/XqN7FSWfqGIoysTFQefO2ZRCf6xP71msm9g/gL9mPbZsWfvgPGe9ft8BpgFbsEaeaR4ul2gMT4WFsbZ160xTQs2aNctbWuiCRKN7FSXPqGIoynjxxtkKNAHKYYuxdAYWAjnF9X6OjWJcgs1EOs1LP4mMxKxapW/bilKM8VcxhNjroJJTVtFLsUoBrLXeALt9nK4v1t3LlxXAJCZ6rAqmKErJQxVDqJFDVlGAvwGR2EyEtYGegbque5pqRVFKNKoYQo0csoqCrch2GvgGOxrwUhU4bxjjUzEpilL8UcUQanjJKupOGNAR2I+XHEF5JTHRGnUVRSnRqGIINSpV8rtrKr5tDLnmzz9991EUpVijiiHUaNXKJn/LQjy2nOUZIA3rZfQx0MXH6VKBJOeYNGc9NacDNE21opR4VDGEGgMH4smB2GCnjaKAKsBQ4A3gJh+nGwNEYJNZfeSsj/HWWdNUK4qC1nwuWPKQ+O5ASgq/VqxI+6Qk3BNkVwdW5UGEUc7iFyI2UExRlBKNjhgKgrg4G6RWvz6MHAmzZsGCBfZz1CioV8/uj4vLOERE+Pe//82VV17Jtj59KBWoJHT+YoxNKaHRw4pS4tERQ6DxlfDNleNn7lybUvrVVzl6660MHjyYbdu2sXjxYqKjo+HKK3OfKyk8HNLSICUl93JrmmpFURx0xBBI3BPf+Uo1IgIJCaQ+/jivNmlC/fr1+eGHH4iOjiY1NZWF9eoxpVkzEoD0nL77aEoAAAgcSURBVM9k3/YjI+H11+HNN+16bnAl39N0GIqioCOGwBEXl+0N/xw2Unk5cBxoDIwFergdVvrcOf4FhN1xB5t/+YXp06cza9YsGjZsyMCHHiL14osp9e67uc8qqmmqFUXJI/lSDMaYW7G2zUuAtiLiMbOdMeYG4E1sbNb7IvKS094Q64V5IfADcI+IJHs6R8gzdmzmhzbWLbQu1mhcD1gE3IbNdNrArZ9JTuarrl0ZWKECAwYMYNWqVTRr5lYh9brrcpdVdPBgW2NB01QripIH8lvB7RLsTMdkbL3mbIrBGBMG/AJ0wwbrxgF3isg2Y8ynwOciMtsYMwnYJCI+g3lDLruqn4XrAVoBI4FbsrSnlS0L+/YRVqtWYGXTNNWKojgUSs1nEdnuXCynbm2BXSKyx+k7G+hjjNkOXAfc5fSbjh19BDTLQ6HgZ36hw1gNeamHfWFhYTBzJgwbFkDBsA//QJ9TUZRiTWEYn+sAv7tt73faLgROiEhqlvaih4/EdwApwN3AvdjMqNnQPEWKooQIPkcMxpjl2IJhWXlaRL4MvEhe5RgEDAKoV69eYV3WP3wkvksH7gHKYiuqeUXzFCmKEgL4VAwi0jWf1ziAtcG6iHLajgGVjTGlnVGDq92bHFOAKWBtDPmUKbDkkPhOgAew00iLgDI5nUfzFCmKEgIUxlRSHHCxMaahMaYscAcwT6zV+2ugn9PvXqDQRiABxUviO4DBwHZgPjZPkVc0T5GiKCFCvhSDMSbWGLMf+Auw0BizxGm/yBizCMAZDTyCTQi6HfhURLY6p3gKeMIYswtrc5iaH3mChpf8Qvuw7lobsXNx5Z1llqfOmqdIUZQQIV/uqsEi5NxVweY+mjvXd8SzJ4yB2FiYMyfwcimKojj4666qKTECxYgRdjooL2ieIkVRQghVDIGiTRubWkLzFCmKUsTRXEmBxJVvSPMUKYpShNERQ6AZPBhWrbI2g/Dw7NNLERG2PTbW9lOloChKiKEjhoIgJsYakjVPkaIoRRBVDAWJ5ilSFKUIolNJiqIoSiZUMSiKoiiZUMWgKIqiZKJIRj4bY45gM07khmrA0QIQpzAoqrKr3IVLUZUbiq7sRU3u+iLi0/OlSCqGvGCMWe9PKHgoUlRlV7kLl6IqNxRd2Yuq3L7QqSRFURQlE6oYFEVRlEyUJMUwJdgC5IOiKrvKXbgUVbmh6MpeVOXOkRJjY1AURVH8oySNGBRFURQ/KLaKwRhT1RizzBiz0/n0WFDZGFPPGLPUGLPdGLPNGNOgcCX1KJNfsjt9Kxpj9htj3ilMGb3I4lNuY8wVxpj/GWO2GmM2G2NuD4asjiw3GGN2GGN2GWOGe9hfzhjzibN/bSj8bYBfcj/h/C1vNsZ8ZYypHww5s+JLbrd+txhjxBgTMt4+/shujLnN+d63GmP+XdgyBhQRKZYL8DIw3FkfDozz0m8l0M1ZLw9EFhXZnf1vAv8G3ikKcgNNgYud9YuAQ0DlIMgaBuwGGgFlgU1Aiyx9/gZMctbvAD4Jge/YH7mvdf0dY8uOFwm5nX4VgNXAGiAm2HLn4ju/GPgRqOJs1wi23PlZiu2IAegDTHfWpwM3Z+1gjGkBlBaRZQAickZEEgpPRK/4lB3AGBMN1ASWFpJcvvApt4j8IiI7nfWDQDwQjFSzbYFdIrJHRJKB2Vj53XG/n8+ALsYYU4gyesKn3CLytdvf8RogqpBl9IQ/3zfAaGAckFSYwvnAH9kfBN4VkT8BRCS+kGUMKMVZMdQUkUPO+h/YB2hWmgInjDGfG2N+NMa8YowJKzwRveJTdmNMKeA1YGhhCuYDf77zDIwxbbFvYLsLWjAP1AF+d9ve77R57CMiqcBJ4MJCkc47/sjtzgPA4gKVyD98ym2MaQ3UFZGFhSmYH/jznTcFmhpjvjPGrDHG3FBo0hUARTrttjFmOVDLw66n3TdERIwxntyvSgNXA1cCvwGfAAOBqYGVNDsBkP1vwCIR2V+YL7EBkNt1ntrATOBeEUkPrJQKgDGmPxADdAq2LL5wXnRex/7/FUVKY6eTOmNHaKuNMS1F5ERQpcojRVoxiEhXb/uMMYeNMbVF5JDzEPI0tNsPbBSRPc4x/9++HbNGEYRhHP8/IIeNGiSFhUoMpLNQsNBCBNHGIlWKgEKs8xXS5VsIFmKrYDywi5IyehaikCIGbWJhkSKQRlK8KWYCu+GSXXRv9wzPDwbuhimeG5Z9797ZWwFu00JhaCD7HeCupEXS2UhP0l5EHHuo14QGciPpPPAOWIqI9RFFrfILuFJ4fznPDVuzLekMcAHYaSfeserkRtIDUrG+FxF/Wsp2kqrc54DrwFr+onMJ6EuajYjPraUcrs6ebwMfI2If+Clpk1QoBu1EbNZpbiX1gYX8egF4O2TNAJiQdNjjvg9stJCtSmX2iHgcEVcjYorUTno56qJQQ2VuST3gDSnv6xazHTUAZiRdy5nmSfmLip9nDvgQ+WSxQ5W5Jd0EngGzY9TrPjF3ROxGxGRETOVrep2Uv+uiAPWulRXSrwUkTZJaSz/aDNmork+/RzVIveD3wHdgFbiY528BzwvrHgJfgW/AC6D3v2QvrH/KeDyVVJkbeALsA18K40ZHeR8Bm6QzjqU8t0y6IQGcBV4BW8AnYLrrPa6ZexX4XdjffteZ6+Q+snaNMXkqqeaei9QK28j3kvmuM//L8D+fzcys5DS3kszM7C+4MJiZWYkLg5mZlbgwmJlZiQuDmZmVuDCYmVmJC4OZmZW4MJiZWckBX5x07vwlEbwAAAAASUVORK5CYII=\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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AKOnJQY1sIiMp+dJLjB8/nt9//51///vffPDBB1SrVo2hQ4eyfft27+d6WCB3pTk2ors41pvqJmzwXgayu0CuKEoGVCCU9OSgRjYvvwxNbZBmsWLFuPvuu1m5ciWxsbGULFmStm3bctNNNzF79mzOuHsquS2QZ4XBjnAykN0FckVRMqACoWQkhzWy3alduzYvvvgiv//+O08++STz5s2jevXqDB48mC1btthObgvkrvwDrMROd6Vg10G+Adq7d8zuArmiKB5RgVA8E4Aa2e4UKVKEzp07s2zZMn766SfKly9Pp06daN68OXOKFPFaOzsZGAVUwC5SvwksAq5w7yiSbqFdUZScEZBkfcaY9sDr2LQ874rIeLfjfbC539Jc5aeIyLvOYw9i//4BXhSR2VndT5P1BZkA1Mj2RmpqKitWrGDGjBk8snw5HZOTs/XW4gCIjiZswYIc2aMoBZmgV5QzxoRj0/S0BRKAWKC7iOxw6dMHaCoig93OLQvEYbNHCzYXXBMRyXSlUQWiYHJ42TJKR0dTLDnZ73OTwsIY0rAhY5YupXLlyrlgnaLkf0JRUe46YLeI7BGRc8BcoLOP594OrBKRo05RWIWHqWWlcFDxjjso9vrrSDYWyIu98QZVO3emSZMmrFq1KncMVJRCRiAEoiqw32U7wbnPnbuNMVuNMZ8ZY6r7ea5SWBg4EJONBfKwQYN4/vnn+eijj+jbty+jRo0iJSUlODYrSgElWIvUnwO1RKQBdpSQ5TqDO8aY/saYOGNM3BFNp1CwyWKB/AyQZAx/tWiBfP11ugXyVq1asWnTJjZs2EDr1q1JcNa38MjhwzBxIvTsCXfeaX9OnKjpOhTFSSDWIG4AxojI7c7tpwFExGPmNOeaxVERKWWM6Q60EpF/OY+9DXwtIh9ndk9dgyhEeFgg/6N8ea6fNo2I6tUpUqQI/fv3p1evXpQrV+78aQ6Hg/Hjx/PGG2/w/vvv06FDhwvXjI21if08FSOKjLTeUFqMSCmA+LsGgYjkqGFrSuzBFhwrBmwBrnbrU9nlczTwg/NzWWAvF8ob7wXKZnXPJk2aiFK4adasmaxatUpiYmLkgQcekFKlSkmPHj3kq6++EofDcb5fTEyMVKtWTZ588kk5d+6cyNSpIlFRIsaIWCnw3Iyx/aZODeG3VJTAAsSJH8/3HE8xiUgKMBgby/Q/YJ6IbDfGjDXG3OXs9m9jzHZjzBbg39hSx4jIUeA/WM+nWGCsc5+iZEqXLl1YsmQJLVq0YM6cOezZs4frrruOQYMGUbduXSZNmsThw4dp0aIFmzZtYuvWrUyuWxfHE0/Y+hFuI+dfsckGe6btcC1GpBXrlEJKQOIggo1OMSnbt2+nQ4cO7Nu3D+OymC0ifP/997zzzjssXLiQdu3a0b9/f1qVKIG0bElRLy607YBEbGW8Oe4Ho6LsmkhT30fmipIXCYWbq6IEnXr16lG8eHE2b96cbr8xhhtvvJH333+f+Ph4WrVqxRNPPMGa224j3ItX01xsfe023m6mxYiUQooKhJIvMcbQuXNnFi1a5LVP6dKlefTRR9n85Ze0TUkhzMNo+QTwPPBqZjfTYkRKIUUFQsm3dOnShcWLF2fZz8yeTViY51/157BlVatleREtRqQUPlQglHzLDTfcwB9//MHevXsz7+ilGNFmYDUwzJebaTEipRCiAqHkW8LDw7nzzjtZsmRJ5h29FCP6GogHamDLqr4MzAcae7uOFiNSChkqEEq+Jqt1CMBrMaL+2LKlm51tAHAH1l/bI1qMSClkqEAo+Zq2bduyadMmjh7NJHzGSzGiKOzIIa2VxMZCeExgrsWIlEKICoSSr4mMjKR169YsW7bMeycfiwiNwUMMRBpajEgphKhAKPmeLl26ZD7NVLGiza2UVXZYL6QCP5Qty4Fz57JnoKLkU1QglHzPHXfcwerVq0lMTPTe6emnM5ZN9ZGwqCh+at+ea6+9ljfeeEPTiCuFBhUIJd9Tvnx5GjVqxJo1a7x3atYM0upM+ENUFObllxn43nusW7eOhQsX0rx5c2JjY3NmtKLkA1QglAJB586dsw6aGzjwgkj4UYword5E3bp1Wbt2LUOHDuXOO+9k8ODBHPfiQqsoBQEVCKVA0LlzZ5YsWUJqamrmHbMoRkRkpN0fHW37uRQjApvio1evXuzYsYNz585Rr1495s6dS35MeqkoWaHZXJUCQ6t69ZjVqhW1TpywwXGlSlkX1759oYIH51UPxYioX996K3nq74HvvvuOAQMGULlyZd566y0uu+yygH4nRQkk/mZzVYFQ8j/OCnHJS5YgQDHXUUQQKsQlJyfz+uuvM378eIYMGcKTTz5J8eLFA34fRckpmu5bKVxMmwatWsGiRRRNTU0vDmBzKCUlwaJFtl8uFP8pWrQow4cPZ9OmTWzcuJEGDRqwdu3agN9HUYKNCoSSf5k2zVZ8c6sQNxe4CigB1AG+haBUiKtRowaLFi1i4sSJ9O3bl169enHo0KFcuZeiBIOACIQxpr0xZqcxZrcxZqSH448bY3YYY7YaY9YYY2q6HEs1xmx2tiyyrimKk9jYC+LgwirgKeB94CTwDXCpa4c0kcjFKcrOnTuzfft2KleuTP369Xn77bdxOBy5dj9FyS1yLBDGmHDgLaADUA/oboyp59btJ6CpiDQAPgMmuhxLFJGGznYXiuIL48bZ6SM3RmMLAF2P/eWu6mzpCEKFuJIlSzJx4kRWr17N7Nmzuemmm9iyZUuu3lNRAk0gRhDXAbtFZI+InMOO8Du7dhCRr0Qk7VXvB3yoz6IoXjl8GJYvTzetBDYlRhxwBLgM+0s2GFtrOh1BrBDXoEED1q1bx0MPPUTbtm0ZPnw4p06dyvX7KkogCIRAVAX2u2wn4OGlzYV+wHKX7QhjTJwx5gdjTJcA2KMUdLxUdjsEJGOHqN9iU3j/BLzoqXMQK8SFhYXxyCOPsG3bNo4cOUK9evVYtGiRxk4oeZ6gLlIbY3oCTYFJLrtrOt2uegCTjTF1vJzb3ykkcUe0NnDhxkuFuLSQt8eAykB54HHgC0/XCEGFuIoVKzJ79mxmz57NyJEj6dy5M/v27QuqDYriD4EQiANAdZftas596TDG3AY8C9wlImfT9ovIAefPPdgiX4083UREZohIUxFpWsHHICalgOIlvUUZ7C+faxKNTBNqhKhC3K233sqWLVto3rw5TZo0YeLEiSQnJ4fEFkXJjEAIRCxwuTGmtjGmGHA/kM4byRjTCHgbKw6HXfaXMcYUd34uD9wE7AiATUpBxkuFOIC+wJvAYeAY8BrQyUvfHQcPsnXr1pBM9RQvXpxnn32WH3/8kbVr19K4cWPWr18fdDsUJTNyLBAikoJdC1wJ/A+YJyLbjTFjjTFpXkmTsAW7PnVzZ70KiDPGbAG+AsaLiAqEkjleKsQBPAc0A67A/nI1wg5b3UkpVowdRYpw9913U6lSJbp37867775LfHx8blntkTp16rB8+XKee+457r33Xh555BH+/vvvoNqgKN7QVBtK/uPwYahZ0+M6hM9ERMDvv0OFCuzbt481a9acbyVKlKBNmza0adOG1q1bE6wpzePHj/Pcc88xb948JkyYQO/evTHZLHKkKJ7QXExKoeDwzTdTbv16wrNzsjE2W+v8+RkOiQjbt29nzZo1rF69mm+++YbatWvTpk0bbrvtNm655RZKliyZY/szIy4ujgEDBlCtWDHevvFGLvnzT9+SDypKFqhAKAWalJQUxo4dS9y0aXx+8iThZ89mfZI7UVE2lXfTrP9OkpOTiYuLOy8YcXFxNGrU6LxgNG/enKJFi2bjm2RCbCyOl17CsWwZySkppEtIHoTkg0rBRQVCKbAcOHCAHj16UKxYMebMmcMlCxZ4TLeRKW5FgPzlzJkzrFu3jtWrV7NmzRp+/fVXbr75Zm677TbatGlD/fr1CQvLwdJeWn6pxMQMgYDpMMaKhafvcviwjfHYulVHHko6/BUIRCTftSZNmohSuFi2bJlUqlRJXnrpJUlNTb1wYOpUkagoEWNE7CPVczPG9ps6NaB2/fXXX/Lpp5/KgAED5PLLL5cKFSrIvffeKzNmzJDffvvNv4ulfZfMvod7c/1OGzaIREeLRETY5tovMtLui462/ZRCCRAnfjxrQ/6wz05TgSg8nDt3ToYPHy7Vq1eXb7/91nOn2FiRrl3tAzAy0vODsWtX2y+X2bdvn8ycOVMeeOABqVSpktSqVUsefvhh+fjjj+XQoUPeT9ywQd4sWlSagBQDedDlO+wFAaSESxvrLhJPPRVSoVTyB/4KhE4xKXmW+Ph47r//fipUqMCsWbMoV65c5icEoEJcIBERduzYcd47KiYmhho1apyfjmrRogUXXXSR7dy1KwsWLiQM6y+eCMxyXiceqI1NI1LE042Msc2fjLE5nGrLFjr1FXJ0ikkpEMyfP18qVqwor776qjgcjlCbExCSk5Pl+++/lxdffFFatWolJUqUkJtuukkmPPGEpBYrdv4t/1kvI4hkP6aeHgCpBHIRyOUg73ibngrCqEqnvvIO6BSTkp9JTEyUQYMGyaWXXiobCvgD4/Tp0/Lll1/K0pYtJdFlasibQFQBqQrSB+RIFgKxDSTJ+fl/IJeAxHmaburaNXe/ZIjXiJT0+CsQWlFOyTPs2rWLG264gUOHDrFp0yaaFXAXzqioKNq2bcsd1aoRId6nestj89nsAzZiCyE9kMW1rwbSqmIbZ/vNvZPkctpzLxX/PCK5X/FP8R8VCCVP8NFHH3HTTTfxr3/9i3nz5lEqk3xLBQ4vyQfTKIlNgVwEuASYAnyJFYrMeBSIAupis9t29NQpt9KeOyv+TTlzhqZYserjpetYrICthqBU/FN8RwVCCSmnT5+mX79+jB07ltWrVzNgwIDCl17CTzFM+9fJakl6KlZEvgW6cmFEkY7ERA6vWcPu3bs5efKknXcOBM6Kf1WAUcBDXrr9BnyKFTBXm3K74p/iGx6dIhQlGGzfvp17772XJk2aEBcXl+spLPIsDRrA/PmkJCWRgq2MlwokYf9ANwKlgcuxGWr/DbQCfJGVcOBmYA4wzXmuOxtWraLbNdeQkpICQIkSJShVqhRlypShYsWKVKpUierVq1OrVi3q1KlD1apVqVixImXKlPEs5i4V/7o6d8VhK4m5MwiYgB3tnMd16ku9m0KKCoQSdESEmTNnMnLkSF5++WUefPDBUJsUWvr0gdGjeRF4wWX3HGyN7SuBZ7ApzC8G2gIf+3mLFDysQTi55c47Wfvkk/z9998kJCSwb98+EhISOHToEEeOHGHXrl2cPHmS06dPc+7cufOR4iJCsWLFKFGiBBdffPF5Qelz5Ah3p6SQVQKST7GjmkynvkaM8PObKoFEBUIJKidOnGDAgAFs27aNb775hquuuirUJoWeihWhQwfGLFrEGC9TPN39uNxhYC22DkYkdm7/Y7yISmQkpW66iRtvvNGnazscDo4fP87ff//NgQMH2LNnD/Hx8Rw4cICDBw9y5MgRInbtoqhzNOKNk1jRW+WtQwgq/ikZUYFQso+fgU+bNm3ivvvuo02bNvz4449ERkZmvGZh5emnYeVK//JKecFgp5MGYNcpagKTgbs8dRaxIxgfCQsLo0yZMpQpU4bLLruMli1bZux0552wdGmm1xkD9AJqZdYpRBX/lAuoQCj+ExtrFxGXL7fbrnUZFiyA0aPTZRsVEd566y3Gjh3Lm2++yX333Rcau/MyzZrZyGZ/kw+Gh0NqarpdFYAYX841Bjp2DPw8vw+L7muwaxJTndtHgHuBp5wNsJHw+Z38Hj3uT9BEXmkaKBdC/Ax8OvXyyxIdHS1NmjSR3bt3h9r6vI+/gWVPPul/gj9nc0RG5k4k9YQJ5yOmk0ESQUaC9HR+Tgb5C+SgS6sGMg/kpNO2s+HhEj94cP6Nos+j0eNoJLWSa2Qj2+hpY2Re69aSlJQUauvzDy7JB5NdUnCke7i4Jh/Mxv9LUpEiMrZKFUlISAi8/YcOnX8ojnZGgbu20R7sqQmyymU7uUgRua52balXr55MmjRJDh48GHg7c4s8HD0eEoEA2gM7gd3ASA/HiwOfOI//CNRyOfa0c/9O4HapBCC7AAAgAElEQVRf7qcCEQI2bMjwECrh1sJABnv6QwhWzp+CxuHDsqlHD4mpWVOkUyeRXr1EJk4UOXw4Y18/H0qOqVNl/PjxUrNmTdmxY0fgbY+OztqWzGzs2lUcDod888030rdvXyldurTceeedsmDBAjl79mzg7Q0UOU3ZnssEXSCwrta/AZcCxYAtQD23Po8C052f7wc+cX6u5+xfHJuw8jcgPKt7qkCEgCz+4E86RSImkz94xX9mzJgh/fr1861zNtKez549Wy655BJZv359YA338ELh1wPT7YXi5MmT8v7778stt9wiFStWlGHDhsnWrVsDa3NOcX7nN8Fj2vbvQW4DKQNSHqQbyB9BfonyVyACEUl9HbBbRPaIyDlgLtDZrU9nYLbz82dAG2MjbDoDc0XkrIjsdY4krguATUogcQl88sZ8oCJwi6eDIrmb86cAc+rUKd8DCJs2tXW2f/8dXngBevWCTp3szxdesPvnz09XarV3797MmjWLLl26sHjx4sAZnrboHhXl33lpacjdysGWLFmSPn368M0337B+/XqioqLo0KEDzZo1Y+rUqRzLCx5PWUSPHwP6Y9O37wMuAvqmHcyr0eP+qImnBnQD3nXZ7gVMceuzDajmsv0bNgfZFKCny/73gG5e7tMfG5AZV6NGjVxRV8ULLouO3tqtXuaW073BTpwY6m+S7xg7dqyMGjUq1+8TGxsrlStXlunTpwf2wrk4H5+SkiIrVqyQ++67T0qVKiX33XefrFy5UlJSUgL7HXzBZd0lrbln5XVvG0FKuu6LiPA8fRhAKKjZXEVkhog0FZGmFfKDe1hBYuvW9K6sbuzDulU+mNk1NPApW/g1gsgBTZs25ZtvvmHSpEmMHj067aUs5wwcCDExEB0NERG2jrYrkZF2f3S07edHAaPw8HBuv/125s6dy549e7jlllt45plnqFWrFqNGjWL37t2B+Q6+kI2Eh99gs+6eJ7cSJ+aAQMRBHACqu2xXc+7z1CfBGFMEm0bmbx/PVUJNFtlG/4vN91M7q+vkhWmAfMapU6eoUaNGUO512WWX8d1333HHHXfwxx9/MG3aNIoUCcAjIm3qKxcr/pUtW5ZBgwYxaNAgfv75Z95//31uvPFGrrrqKvr27Uu3bt1yV2izeInK0B2bxTbdpF4efIkKxAgiFrjcGFPbGFMMuwi9xK3PEi68YHYD1jqHO0uA+40xxY0xtbH5yDYEwCYlkGQR+PQBWYwe0igIgU9B5uTJk0FNYlixYkW++uor9u/fT3R0NGcCENl9ngoVbG6lDz6Azz+3P0eMCHjAWP369Xn11VdJSEhg6NChLFiwgOrVq/PQQw+xbt26nI+ODh+GiROhZ08bNd6zJ2zc6PPpu4EOwOt4WLPLYy9ROX49EJEUY8xgbCndcGCmiGw3xozFznctwa4t/NcYsxs4ihURnP3mATuw+cQGiUiqxxspocOZbdTTG9J32CHfPVldIzLSvi0qfhGsKSZXSpYsyeeff87DDz9MmzZt+PzzzylfvnzwDAhQ9HGxYsWIjo4mOjqaP//8k//+97/079+flJQU+vTpQ+/evalWrZrvdrlkEHAAYS5/Dyn49jDdB9wGPIddrM1AXnuJ8mfBIq80dXMNMh4W4NJaf2yEbJaui0FYgCuItG3bVlasWBGSezscDhk5cqRcccUVsnfv3ty/YRCijx0Oh/zwww/Sv39/KVOmjLRv314++eQTr4GcDodD9u3bJz/9619ytmhRSfXhd91b9HgCyKUgk0LoyIFGUiu5QgACnxT/ueGGG2TdunUhteHNN9+UqlWryk8//ZR7NwlB9PHp06dlzpw50qZNGylXrpwMGjRIFi9eLPPmzZORI0dKu3btpHz58jK8ZElJDAvz+fd9NJ6jx8c4P7sHmOZlL6aQP+yz01QgQkCAA58U36hfv75s3rw51GbIp59+KhUqVJA1a9YE/uIhiD5OTU2VX375RT766CMZPny43HDDDRIRESHh4eFy8cUXy+233y7//e9/5fCyZeLIJPhtu3N/aWdr49yXV1+i/BWIfOPmqoQYZ+BTakSEf+d5CXxSfCMUaxCe6NatG59++indu3dn7ty5gbtwFrWrz2G9Wmph05h/nXbAj9rVKSkpbN++nf/+978MHTqUFi1aULp0adq3b89nn31GmTJleP7554mPj+fcuXMsXLiQChUqMHjwYH57+GEkk+C3KtjI36PAX9iU6vdn598hMtJmP85jaLpvxWdS+/dn0oQJDD94kCLJyfbdxxvG2F/6l1/2y7ddSU9eEQiAli1bsnr1ajp27Mgff/zB448/nvOLukUfrwQS3brcDAzFgyNEWvTx/PnndyUnJ7Njxw42btzIpk2b2LRpE1u3bqVKlSo0btyYxo0bc+edd9KoUSPKli3r0aTWrVvTunVrTuzeTdRVVxEm3kunlnY2sPNH4VgvJb/Iwy9RKhCKz0yfPp0vatTgyXnzYMIEmz7DGPuHmkZkpBWOjh3tG1Ee/KXPT5w6dYqLLroo1Gacp379+qxfv5727dtz4MABJk2adL4Eqd/4ULu6GFYcwD580yGCY+lS5rzyCut37WLTpk1s376dWrVq0aRJExo3bsw999xDw4YNKeVDjQp3Ll6wAIoUgSyq44EViVPYAk1jfb1BPniJUoFQfOLgwYOMGTOGr7/+mrCrr871wCcFUlNTOXv2bJ6rvFejRg3WrVvHXXfdRc+ePZk1axbFihXz/0IBiBo+m5xM8Y8/pn6fPjz44INce+21lChRIsfXBfwKfvsHOI1NOFfT/aB7Uad89BKlAqH4xOOPP84jjzzC1Ve7JAdIC3xSAoszDiB140aWGoPp1SvPVSErW7Ysq1atokePHtxxxx3Mnz+fiy++2L+L+Bl97IlIEe6rVw8GD87RdTySRQYBd0pgy7xWAP6HTV4JwBVXWBHIhy9RKhBKlnz55Zf88MMPvPfee6E2pWDjVsq1WFISHQA+/NBjKddQExkZyWeffcZjjz1Gy5YtWb58OZUqVcrY0Sl4ji1bOHvoECfDwkgoW5ZScXHUCYQhuRV9nI1pKQdwBhs8el4gmja1UeP5EBUIJVMSExN59NFHeeutt4jyN3Wz4jvTplmvnMREz4v/aes8ixbBypV5Zt46PDyct956i//7v//jhhtuYObMmYSFhbFv3z7OrV9PoxUruCYhAYcIkSJEApFAqfBwiqYGKGlCbkUfu2QQSMFGS6c6WxL24fkVNi11A+wU0yigDHBV2jXyeQYBFQglU8aNG0ejRo3o2LFjqE0puKSJgy95j0QuuHhCUEUiOTmZhIQE4uPjiY+PZ9++fek+JyQkcNttt3HNNdcwpHhxev/0E0VSUwnzIHjF3cTB2wO4CHAW6yEE1u01CesOayB3H8B9+thRG/Ai8ILLoTnAaGw21sewC+uR2GI2K4DzzuAi9jr5FCOZuSrmUZo2bSpxPvg/Kznjl19+4eabb2bLli1UrVo11OYUTGJjoVUrppw5wyzgZ6A7MMulyxpgEPA70Nx5rCZY98iYmIAtcp49e5b9+/dnePCnff7zzz+pXLkytWrVombNmtSqVet8q1mzJtWrV2fVqlV8dd99jE9JocjZsz7fewzpH8BgH8BjsDEQ+9yO7XXuJyLCFkLKrfn8rl3tqC07z0ljbBpzFzfcUGOM2SgiPv/CqEAoHhERWrduTZcuXRgyZEiozSm4OB9AC5xRq2lxALOch/8C6gDvAndik7x9C/wAfj+AkpKS+P333z2+/cfHx3PkyBGqVKmS4cGf9rlq1aoULVo085vExpLaogXhLovPZ7E1h1djA8rqAOOwGU1zRDAewE4B92l054ZERmK++SZPeSn5KxA6xaR4ZM6cOZw4cYJBgwaF2pSCiw9xAAuw0xhpQWJjsHPevwB1RS6Ucq1QgTNnzpwXAE8jgKNHj1K9evV0D/327duf365SpUrO6z+MG0e428ghBVv0JQaoAXwB3IsdLdXKyb2CEX2cVjrV1ylAJ2eLFOH1SpUYcMUV+OnbladQgVAycPToUUaMGMHnn38emIIximd8iAPYDlzrsl0C+wa+HaiLjQN4u0kTXjp7luPHj1OjRo10b/+dOnU6/7ly5cqEh2cINwscXmqXl8AKWxqdsMWlNpIDgQhm9HHaOk9mTgRpOIPfik6aRPy2bdx+++2sWLEiW4F6eQH961cyMHLkSLp160azPOBKWaDxIQ7gFNav3pVSwEnn5+KpqXS/+mrumTmTSy65JPtRzYHAx8C3Q8Au3Mpt+kqooo8HDrSjiXHjfMogENa0KW+JMHjwYG6//XZWrlyZL0VCBUJJx3fffceyZcvYsWNHqE0p+PgQiFUSOOG27wTgmnyjQpEiULlyAA3LJj4IXjLwALYCYV1vncLCoHjxvJfCxc/SqcYYpkyZwr///W/atWvHypUrKV26tNfL50VUIJTzJCcn869//YtXX301X77t5Dt8+De+Gpu+IY3TwG+4vX3nlSpkWQieA1tFrRgwJbOObdpA27Z5N4WLHxkEjDG88cYbDB06lHbt2vHll1/mK5HIkUAYY8oCn2CnEuOBe0XkmFufhsA04GKsi/NLIvKJ89gsoCWQ9pvVR0Q258QmJftMnjyZKlWqcO+994balALP2bNn7UJzWBjFHQ6vcQDRwAhgPnAHNhFcA1zevvNSIFYmgidAP+z00hdApr5QlSoVqBQuxhgmT57MsGHDaNu2LV9++SVl8oqoZ0FOJyxHAmtE5HKsu/ZID33OAL1F5GqgPTDZGOMqoSNEpKGzqTjkJp6KrU+cCEeOsG/fPiZMmMDUqVMxxoTa0gLL9u3befzxx6levTovxMdTxLlo/CI20Go8Nggr0rmvAlYcnsVG6P4IpKvGkJcCsRo0sHEJHhiIzU/0Ofa7eSUvCV4AMcbw2muvcfPNN9O2bVuO5VZ6kEDjT3Uh9wbsBCo7P1cGdvpwzhbgcufnWUA3f++rFeX8JItav46ICPmuUiV591//CrWlBZITJ07IO++8I9dff71UqVJFnnnmGdm9e7c9WJBKuXqpXR7vLLVZ3K3U5hwP3ymlWDFxHDoU6m+SazgcDnn88celcePG8vfffwf9/gSz5Cjwj8tn47rtpf912BeJMLkgEDuBrcBrQPFMzu2PdROPq1GjRm79+xU8fKz1mwLiCFCtX8U+CNavXy99+/aV0qVLS3R0tCxdulSSk5PTdyxopVxzIHipxsiKEiXk+uuvlyVLlkhqamqov02u4HA45IknnpCGDRvKX3/9lbHDoUMiEyaIPPCASKdO9ueECQGpVx1wgcAGQG7z0Dq7CwJwLJPrVHaKwfVu+ww2tcps4HlfjNYRhI94qPW7F6SDs37uJSCDQJIDWOu3sHPo0CGZNGmS1K1bV6688kqZOHGi/Pnnn5mfFIKazLlGDgUv5YcfZN68edKoUSO55ppr5MMPP8woqgUAh8MhI0aMSC8SWYz0JSLCHt+wIdv3DfYIwqcpJuwC9abMppOAVsBSX+6rAuEDXv5QO2CLrieCHAS5BuT1/PBmmodJSUmRZcuWSdeuXaV06dLSp08f+fbbb8XhcPh+ER9HemJM3hWHNAIgeA6HQ5YvXy4tWrSQSy+9VKZPny6JiYkh/FKBx+FwyFNPPSXXXnutnJg4MSj//8EWiEnASOfnkcBED32KYRewh3o4liYuBpgMjPflvioQPuBlqF8XZJnL9nCQ/p5+CfPS3HYeZc+ePTJq1CipVq2aXHfddTJjxgw5fvx49i8YG2v/3SMi7BujpzfIrl3zh3gHUPC+/fZb6dixo1SpUkUmTZokJ06cCOIXyV0cDocsbNdOzvg7LZdNkQi2QJRzPvx/dU5FlXXubwq86/zcExsfs9mlNXQeW4tNybIN67xR0pf7qkBkgZfFQgGZDtIL5DRIAsjVIAs8/QJGRARkzrOgkZiYKB999JG0bt1aypcvL0OGDJGtW7cG9iaHD4tMnCjSq5edg+7Vy27nt/+PAAveTz/9JPfdd5+UL19eRo8e7Xn+Pr+xYYNd+3P7+/sbpAtIFEgNkA+9iYSfLwtBFYhQNRWILJgwwatA7ABpDBKO9Sx5EMTh6ZcvMtI+lBQREdm8ebMMHjxYypUrJ23btpVPPvlEkpKSQm1W/iDAgrdr1y55+OGHpUyZMvL4449LQkJCgA0OIl5G+veD3AtyEuRbkItBtgVgpK8CoVivBw8P/VTn28iLIEkgf4HcBTLC2zC2V69Qf5OQcuzYMZk6dao0adJEqlevLqNHj5b4+PhQm6U42b9/vwwbNkzKlCkjjzzyiPz666+hNsk/vIz0T4EUBdnpsq8nyFMBGOn7KxAhzOyl5BpeUh4cxRadGYx1GysH9MVGtnokvwTzBBARISYmht69e1OrVi2++uorXnrpJfbu3cuYMWOoWbNmqE1UnFSrVo1XX32VXbt2UblyZW644Qa6d+/O1q1b/b9YJkGkuYaX5Ia7sFH0V7jsuxabwTcDxvicJDE7qEAURLykPCiPTbM8DZvW4R+sb3EDL5f5dts23nnnHX799Vc73CzAHDx4kPHjx3PFFVcwaNAgGjVqxK+//sq8efO4/fbbczdNtpIjypcvzwsvvMCePXto3Lgx7du3p1OnTnz33XdZnxwba4s21axpy4t++CEsXWp/jhkDNWrY47GxgTfcS3LDU5ChhoRrBt90JCbanFW5hApEAST5qqtI8VL5awG2Zm4F4DJsTpzXPPRzRERQrGlTYmJiuPXWW6latSo9evRgxowZ7Ny5M7iCkUtvdykpKSxZsoS77rqLevXq8dtvvzFnzhx+/vlnhg0bRoW8kBhO8ZmLLrqIESNGsGfPHjp16kTPnj1p2bIlK1eu9Pz7Om2arRa3aJF9ULs/rBMT7b5Fi2y/adMCa7CXkb4vGXzTkZsjfX/mo/JK0zUIz/zxxx/y7LPPylXlysnZsDDP6wq+Npe5TYfDIbt375Z3331XevXqJdWrV5dKlSrJ/fffL9OmTZP//e9//vn8+0ouBQ7t2rVLnnrqKalUqZLceOONMnPmTDl58mTg7VdCSnJyssyZM0euvvpqady4sXz66aeSkpJiD4YgONHhcEh8fLwsXLhQnnvuOVlbtarH+6StQexy2dfL2xqEn2uF6CJ14WPjxo3Ss2dPKV26tAwaNEh27tyZqzl+HA6H7NmzR2bOnCm9e/eWGjVqyCWXXCL33nuvTJ06VbZv355zwQhw4Njp06dl9uzZ0qJFC6lYsaIMHz5cduzYkTMblXxBamqqLF68WJo3by5XXnmlLHnuOY+upW+CNAEp5vTu8yoSPriWpqSkyPbt22XOnDnyxBNPSOvWraVMmTJSqVIl6dChgzzzzDOypWdPSS1e3ON97sN6Mp0CWYcXL6a0FyU/vA1VIAoJKSkpsnDhQmnRooVUr15dJkyYIEePHr3QIcg5fvbu3Svvv/++9OnTR2rVqiUVK1aUe+65R6ZMmSLbtm3LXlRxDt/uHA6HxMbGyoABA6RMmTLSsWNHmT9/vpw9e9av76YUDBwOh6xdu1a+rVBBUjz8Ds0HWQgyIDOB8PDylJiYKLGxsTJjxgwZOHCgXH/99VKiRAm59NJLpVu3bvLSSy/JF198IQcPHkxvUCbxSn+DdMbGQVTHSxwE5LoXU8gf9tlphVkgTpw4IZMnT5ZLL71UmjdvLnPnzpVz58557hzCHD/x8fEye/Zs6du3r1x66aVSvnx5ufvuu+XNN9+UrVu3ek/E5kXYdoDc6nyTqoOX4D6nsP3999/yxhtvSIMGDaR27dryn//8R/bv35/j76QUADJ5KKe1ZzMTCGzG2bdffFEefPBBqV+/vkREREj9+vWld+/e8tprr8nXX38t//zzj2/2BDmbrwpEAWXv3r3y+OOPS9myZeWee+6R7777zrcT80iOn3379skHH3wg/fr1kzp16ki5cuWka9eu8vrrr8uWLVsuCIaHP5hkkMtBXsFmnV3jfLPa6fYdUo2RH6tVk1KlSkn37t1l9erVBTYjqJJNMgki9VUgEo2Rz66/Xt5++23ZsGFDznJEBXmkrwJRgHA4HLJu3Tq5++67pWzZsjJ8+PDsBWrlwRw/+/fvlzlz5sjDDz8sl112mZQtW1Ye7NBBkosUyfCH8DO2foBrxHdbkFEe/miSixSRozt3Bu17KPkML0Gk/giEQGCDSIM40vdXILQmdR4kOTmZzz77jNdee41jx44xZMgQ3n//fS66yKujW+b4WWw9GFSrVo0HHniABx54AIADBw5wePhwHCI+nS/YBF7uFClalDKLFxeokpVKAMmibrbPBNK1dOBA+3P4cOtam9nfgDG26t7LL184LxdRgcgphw/bh+7WrfaXr1QpW3qxb1+/H7pHjx5lxowZTJkyhcsvv5xRo0Zxxx13BC5Iy49i68GmatWqVA0Ph9TUDMeuBCpiUwcPA74CYoBbPV0olwOHlHxOJnWz/SLQNaUHDoRmzWDcOPjiCysEiYkXjkdGWuHo2BGeftq+9AUBFYjsEhtr/zOXL7fbrkE2CxbYqMwOHex/ZrNmmV5q586dvP7668ydO5e77rqLpUuX0rBhw1w0Po/i5e2uKLAIeAyYgE0VfC82XYhHCmGKEMVHGjSwo2kPEcwpzpbqbEnYB2SGh2Ru1c3OgyP9kK8nZKeFfA0iAAu/DodDVq1aJR07dpSKFSvKc889l9ENrrDhw/xwWrsBm7o81+eHlYJFJl5Mo+3MZbo22tPvVz5OhY+uQeQy06bZucIzZ7LuK2L7DR9utwcOJCkpiQ8//JDJkycjIgwbNozPPvuMyMjI3LU7P5DJ291WbPIyBzAVOAj08XSN3Hq7UwoGFSvakf2iRRnm+sc4W6YYY6d5CksaFn/UJK+0kI0gnC5pmUVcvoP10y8BcjvIAed+R2SkTH/4YalYsaJ07NhRvvzyy9xJT5GfyeTtbji2jnYJkPYgv3obPeTjtzslSATZtTQvgab7zkXGjYPERKoAo4CH3A5/DTwDLMam1q4NdHcecyQmct2aNcTExLBs2TLatm2LMSZYlucPnG93Dg//LpOAY9hMl8uxiQYzUNje7pTs0ayZ9QKKivLvvKgoe16QFojzAjkSCGNMWWPMKmPMr86fHpf2jTGpxpjNzrbEZX9tY8yPxpjdxphPjDHFcmJPrnL4sF2QFqEr0AVbT8GVpcA9wNXYQtzPAd8AvwHhQKODB6lbzv0sJY2UlBSmXHQRGSeYfCQy0joFKEpWDBx4QSSyelEz5oI4BMG1NC+R0xHESGCNiFyOrU090ku/RBFp6Gx3ueyfALwmIpdhXxD75dCe3MPHohzi4fN5f/1cLu6Rn/nzzz9p27YtSw4eJHXCBH27U3KfgQMhJgaioyEiwr5guBIZafdHR9t+hUwcIOdurp2BVs7Ps7GzLE/5cqKx8yutgR4u54/B1rPJe3gp7uFKe+B+YABwOTAWMMD55Wz10ffIt99+S/fu3enXrx/PP/+8jfsoWTJPBg4pBYy86Fqah8ipQFwiIgedn/8ELvHSL8IYE4d1Mx4vIouwMzT/iEiKs08CUDWH9uQePkRg3ga8ANyNLfAxFFvko5prJ/XRP4+I8OqrrzJp0iRmzZpF+/btLxzMo4FDSgElDweRhpIsBcIYsxqo5OHQs64bIiLGGG+vejVF5IAx5lJgrTHmZ8CvmHdjTH+gP0CNGjX8OTUw+BiBOcjZwNaWfRG4xrVDoCMw8ynHjx/noYceYv/+/fz444+eaz3r252ihJQsBUJEbvN2zBhzyBhTWUQOGmMqA4e9XOOA8+ceY8zXQCNgPlDaGFPEOYqoBhzIxI4ZwAyApk2b+pawJ5C4+Oh7i7hMAXZjF6n3Y9VsCHBeEtRHH4CtW7fSrVs32rZty0cffUTx4l5joi36dqcoISGni9RLgAednx/EenimwxhTxhhT3Pm5PHATsMPpk/sV0C2z8/MMffqc//giEAmMB+Y4P7+IFYoe2Jqy1wE3AP9xvYZIuusURmbPnk2bNm0YPXo0b731VtbioChKyMjpGsR4YJ4xph+wD5siB2NMU2CAiDwMXAW8bYxxYAVpvIjscJ7/FDDXGPMi8BPwXg7tyT1cIjDHiHiNuNzq7fxC7qOflJTEkCFDiImJ4auvvuKaa67J+iRFUUKKkcw8RPIoTZs2lbi4uODfODYWWrXyLc2GO1FR1lWuEC6m7t27l27dulGnTh3ee++97KctVxQlRxhjNoqIzw8hjaT2h2bNSBg2DL/loRD76C9btozrr7+e3r1788knn6g4KEo+QgXCDw4dOsTNc+awvW9fjcDMgtTUVJ599lkGDBjAwoULGTJkiKYWUZR8hgqEjyQlJREdHU3v3r1pNnOmRmBmwuHDh2nXrh0//vgjGzdu5MYbbwy1SYqiZANdg/ABEaFXr16cO3eOuXPnEhbmoqvqo5+O9evXc//99/Pggw/ywgsvBK4anqIoOcbfNQitB+ED//d//8fOnTuJiYlJLw5QcH30/SylKiJMnjyZ8ePHM3PmTO64447g26woSkBRgciC+fPnM336dH788Uei/E0glx/JRinVEydO0K9fP/bu3cuPP/5IrVq1gm+3oigBR9cgMmHjxo0MGDCAxYsXU6VKlVCbk/tMm2bdeBctssLgnpwwMdHuW7TI9ps2jW3bttGsWTPKlSvHunXrVBwUpQBReEcQWUyhHDhwgC5duvD222/TuHHjUFub+2SjlGrK0KHMKlqUZ6dOpXfv3rlvo6IoQaXwLVJnNoXizBCa0q4dD+3aRd1evXjmmWdybnBexxkAOOXMGWYBP2Mr4c1y6XIGGA7MA5KBa7HFkBwREYR9+22hjPFQlPyGLlJnRtpbsrcaA8500mFLlvBOeDjFCkvmVbdSqiuBRLcu/bHJCP8HlAU2O/eHnT1rz58/P5X++TYAAA0nSURBVGjmKooSHAqPQPgxhRIGFE9Ntf2hYMcxuJVSBYjDFudI4xdsVsYE4GLnviZpB0VsvYYjRwqlW6+iFGQKxyJ1bCxThgyh6ZkzFAf6uB2eh80oeBFQD1iUduDMGSsSocj7FCx8KIG6AagJjAbKA/WxudrPo6VUFaVAUjgEYtw4qiQnMwp4yO3QAaAn8Cq2CtwkbMru84UtEhPtFEpBxYdSqgnYutqlgD+AKdjc7P9L66ClVBWlQFLwBcI5hdIV6IKtc+pKAlAa6ICtH30HUAL4La2D6xRKQcSHUqqRQFHs+kQxoCVwK/ClayctpaooBY6CLxBZTH00xU4vLcFWh1sEFAcauHYqyFMoPpRSbeBhX4a0e4VlQV9RChEFXyCymEIJB3pjp5WKO3++jR1FnKeATqHEx8cT888/JDmzrKZgq+K5llJNAVoANYBxzu312FKAt6ddSEupKkqBpOALRBZTKKuBJ4GvgXNADPAwF9w4z1NAplD27NnDxIkTadasGc2aNWNx6dIULWKd2byVUi2KrQX7BXYd4hHgA6Bu2kW1lKqiFEhy5OZqjCkLfALUAuKBe0XkmFufW4HXXHbVBe4XkUXGmFnYKe20p3gfEcnwbM4RWUyhbMa+IadFjjQDmmOFo6Frx3w8hfLrr7/y2Wef8emnn3LgwAGio6MZP348LVu2pEiRItZbK4tSqlcD33s6UMhLqSpKQSancRAjgTUiMt4YM9K5/ZRrBxH5Cuez1ikou0m/vjlCRD7LoR3eadAA5s8nJSmJFNJPnxTBCsJ4rFA0xBbG/hZ41OUSyUWKcLxKFcoHyiY/M6Vmh19++eW8KBw+fJiuXbvyyiuv0KJFi4wpuJ9+GlauzF4p1chIe76iKAUPEcl2A3YClZ2fKwM7s+jfH/jQZXsW0M3f+zZp0kR85tAhkYgIGQ2CWxttJ0fkTZA6ICVBaoO87Nyf1s6Fh8tV5ctLkyZNZOLEiRIfH+/7/V3ZsEEkOlokIsI21/tERtp90dG2XzbYtm2bjBkzRq6++mqpUqWKPPbYYxITEyMpKSlZnzx1qkhUVHqbsmpRUfY8RVHyBUCc+POM96dzhpPhH5fPxnXbS/+1QCeX7VlOkdmKnYYq7st9/RIIEfvQNca/h19aM0aka1dJTk6W1atXyyOPPCLlypWT5s2by6uvvir79+/3zYa0B3BWdhjj84PX4XDIli1b5LnnnpOrrrpKqlWrJkOHDpV169ZJamqqf/9GuWSjoih5h4ALBHY6fpuH1tldEIBjmVynMnAEKOq2z2AdiGYDz2dyfn9sFoi4GjVq+PevsmGD/2/Hrm/JsbHpLnfu3DlZvny59OnTR8qUKSM333yzvPnmm3Lw4EHP9w/g27nD4ZBNmzbJM888I1dccYXUrFlTnnjiCfn++++zJwruxMaKdO1qRzORkeltShvldO2a4d9EUZS8T7BHED5PMQFDgBmZHG8FLPXlvn6PIERybQolKSlJlixZIg888ICUKlVKbr31Vpk+fbocOXLEdnCK05sgTUCKgTzoco85ICVcWqRz+ivORZwcDofExcXJU089JXXq1JHatWvLk08+KRs2bBCHw+H/v4UvHD4sMnGiSK9eIp062Z8TJ9r9iqLkS/wViByl+zbGTAL+lguL1GVF5EkvfX8Anha7aJ22r7KIHDTGGOcUU5KIjMzqvtlO951VNtcLhtnF15df9itRX2JiIitWrOCTTz5hxYoVNG/enLePHKHm5s0sFCGMC5lSZ3m5xizgP9iVfIxh22WXcVdyMkWKFOGee+6hW7duNGrUCGMyhKopiqJkir/pvnMqEOWwue5qAPuwbq5HjTFNgQEi8rCzXy1sfFV1EXG4nL8WqICdZtrsPOdUVvfNUT2IuDibW+mLL6wQJLoktnbWg6BjR+uZk4MaB6dPn2b1Rx/RYcAAijnOf2VGYdN7zPJy3q3YodRo53ZyeDg7V63i6latVBQURckRQa0HISJ/A2087I/DxpulbccDVT30a52T+2eLpk1t7YIjR6yr6c8/2yC4MmVsNHCfPgFxNS1RogSdjx2DYsWyTIaXxj5sEZ6ZLvuKFivGNXFxcOutObZJURTFHwpPPQh3KlSAESNy9x4+ZEp15QPgFqC2684CmuZDUZS8T8FPtRFKfMiU6soH2DTaGSggaT4URclfqEDkJj5kSk1jPbbWQjdPB/Nxmg9FUfIvKhC5SYMGEBEBeM+UmsZs4G5sVbt0aKZURVFChApEbuKS4dRbplSwYjEPL9NLoplSFUUJDSoQuUnFitChAxjDGDImgxrj7BYB/IMHdzDNlKooSghRgchtnn7aThNlB82UqihKCFGByG2aNbMR2VFR/p0XFWXPy0GwnqIoSk4ovHEQwSQtXUcupvlQFEUJNDqCCBYDB0JMDERHW88m92mnyEi7Pzra9lNxUBQlxOgIIpgEKc2HoihKIFCBCAXBSPOhKIqSQ3SKSVEURfGICoSiKIriERUIRVEUxSM5KhgUKowxR7DlE3Kb8sBfQbhPIMhPtkL+sldtzT3yk70FwdaaIuKzJ0y+FIhgYYyJ86f6UijJT7ZC/rJXbc098pO9hdFWnWJSFEVRPKICoSiKonhEBSJzZoTaAD/IT7ZC/rJXbc098pO9hc5WXYNQFEVRPKIjCEVRFMUjhV4gjDFljTGrjDG/On9mKABtjLnVGLP5/9s7uxCrqjAMP2/KKBHlWGCmojNgiBCoiEhBlolaFyokNUGkZZAW3USQMjchRD83QhQYiGkFak1IEyGijtKNWl3kb6ijXuRkTmgKEU1mXxdrHV2N+8w5M56z98B8D2zO+t373e9ZrLX22mvOJMdfkpbEvE2SziZ504rUGstdS/S0J+lNkg5K6pS0TVJDkVolTZO0X9IxSYclPZ3k5eKrpIWSTkRPVmfkj4hedUbvJiV5a2L6CUkL6qGvn1pfk3Q8erlH0sQkL7NNFKh1uaTfEk0vJnnLYrs5JSnzHy3mrHVdovOkpMtJXt6+bpTULelomXxJej/ey2FJM5K8/vtqZkP6AN4DVsfwauDdCuVHA5eA22N8E7B0MGkF/iiT/jnQEsPrgVVFagXuBybH8H3AeWBUXr4Cw4DTQDPQABwCpvYq8zKwPoZbgG0xPDWWHwE0xfMMK1jro0m7XFXS2lebKFDrcuCDjLqjgTPxszGGG4vU2qv8q8DGInyN13sYmAEcLZP/BLADEDAbOHgrvg75JwhgMbA5hjcDSyqUXwrsMLM/66oqm/5qvY4kAXOBtoHUHwAVtZrZSTM7FcO/AN1Anj9nOwvoNLMzZvY3sJWgOyW9jzbgsejlYmCrmfWY2VmgM56vMK1mtjdplweA8XXU0xfV+FqOBcAuM7tkZr8Du4CFddIJ/df6DLCljnr6xMy+JUxQy7EY+MQCB4BRksYyQF99gIAxZnY+hn8FxlQo38LNDeSt+Di3TtKImiu8QbVaR0r6QdKB0lIYcDdw2cz+ifFzwLhBoBUASbMIM7jTSXK9fR0H/JzEszy5XiZ6d4XgZTV1a0l/r7eCMJMskdUm6kW1Wp+M32+bpAn9rFsrqr5eXLJrAjqS5Dx9rYZy9zMgX4fEz31L2g3cm5HVmkbMzCSV3dYVR+IHgJ1J8hpCB9hA2Fr2BrC2YK0TzaxLUjPQIekIoWOrKTX29VNgmZn9G5Nr6utQQtKzwExgTpJ8U5sws9PZZ8iFr4EtZtYj6SXCU9rcAvVUQwvQZmbXkrTB5mtNGRIDhJnNK5cn6YKksWZ2PnZU3X2c6ilgu5ldTc5dmiX3SPoYeL1orWbWFT/PSNoHTAe+JDxuDo8z4fFAV9FaJd0JfAO0xkfi0rlr6msZuoAJSTzLk1KZc5KGA3cBF6usW0uqup6keYQBeo6Z9ZTSy7SJenVkFbWa2cUkuoHwzqpU95FedffVXOEN+vM9tgCvpAk5+1oN5e5nQL76EhO0A6U3+suAr/ooe9P6Y+z8Smv8S4DM3QU1oqJWSY2l5RhJ9wAPAcctvKnaS3iHUrZ+zlobgO2ENdO2Xnl5+Po9MFlhd1cDoQPovRMlvY+lQEf0sh1oUdjl1ARMBr6rg8aqtUqaDnwELDKz7iQ9s00UrHVsEl0E/BTDO4H5UXMjMJ//P7HnrjXqnUJ4ubs/Scvb12poB56Lu5lmA1fiZGtgvub5Bn4wHoT15D3AKWA3MDqmzwQ2JOUmEUbh23rV7wCOEDqwz4A7itQKPBj1HIqfK5L6zYROrBP4AhhRsNZngavAj8kxLU9fCbs+ThJmfa0xbS2hkwUYGb3qjN41J3VbY70TwOM5tNVKWncDFxIv2yu1iQK1vg0ci5r2AlOSui9EvzuB54vWGuNvAu/0qleEr1sIu/2uEt4jrABWAitjvoAP470cAWbeiq/+l9SO4zhOJr7E5DiO42TiA4TjOI6TiQ8QjuM4TiY+QDiO4ziZ+ADhOI7jZOIDhOM4jpOJDxCO4zhOJj5AOI7jOJn8B9dTdHzj+U1mAAAAAElFTkSuQmCC\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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VN5tuRJ599lkuv/zyRn2GkZzERDGIyBARWSUiq0XkjiDnR4vINhFZ7tlu8Dl3jYh85dmuiYU8hpEINm/ezCOPPMLQoUPp3Lkz//d//8eAAQP49NNPWbZsGZMmTaJv377IEUfA0KFMFkHBb5vsude6gHYFunofFIeMnN999x0ffPABI0aMaLRnGMlLg01JIpKJK7B0Ds4du0hE5gUp0fmCqo4LuPZwXEBlPu7f/jLPtclV584wgqCqfPbZZzUmojVr1jBs2DCuvfZaXnjhBQ499NDQFyd5Rs45c+YwbNiwxk1ZbSQtsVhjOAVYraprAUTkeWAErmxrJM4D3lLVHZ5r3wKG4II9DSPpOHDgAO+99x7z5s1j3jxXznzEiBFMnz6dgQMH0rx5qPygASS5L/+zzz7LeG9eJiPtiIVi6Axs9DneBJwapN/FInIG8CXw/1R1Y4hrO8dAJsOIGbt37+b1119n7ty5vP766/To0YMRI0Ywb948TjzxxPq7jCaLL39AHYi9zZrx4+JihvTrF9vnGClDvLySXgWeU9X9IvJzXEGms+pyAxEZgys3S5cuXWIvoWH4sGHDBl599VXmzp3LkiVLGDhwICNGjGDGjBl07hzDuUsiM3KGqAPREvhNZiZZPXrEpw6EkXQ0OFeSiPwQmKyq53mOJwKo6pQQ/TOBHaraWkQuBwap6s895x4FFqlqWFOS5UoyYo2qsnz58pr1gg0bNnD++eczfPhwzjvvvPjY2uPpyx+pDoQXizpuUsQzV1IR0FNEuuG86y7DZQ32FeZIVd3qORyOq80BLrHk/4qIN1LnXCD56twZ8SVOJS4rKipYtGhRzXpBVlYWI0aM4E9/+hM/+tGP4l82Mk6+/DN/+lNmz5nDZ9XVfum+VwKjgDWe437An1U5oYF1IIwURFUbvAHDcGsHa4Dfetp+Dwz37E8BvgD+jUsvf5zPtdfhKgWuBq6N5nn9+vVTowmydKlqQYFqdrbb3FzWbTk5rq2gwPWrJzt27NBnnnlGL730Um3durUOGDBAp0yZol988YVWV1fH8GWSlKVL9aWsLH0F9EbQa3x+xztBvwatBq0EfRD0JN+/QW6ualFRot/AaABAsUYxxlrabSM5aETTxrp162pMREVFRQwaNIjhw4dzwQUX0LFjx8g3aEr41EIIl+67EldJbQKu1jJgtRCaAJZ220gdYlzisrq6mmXLljFv3jzmzp3LN998wwUXXMAvf/lLBg8ezCGHBNYfSxNKStxCc4TJ4GG4imzVuM/+GlTdAvm2bZa/qIljKTGMxFJUBOPHM7O0lHxcPqDRAV0WAscBucCP8aSG8CoHz5fj/v37WbBgATfeeCNHH300V199NRUVFcyaNYutW7fy+OOPM2LEiPRVChB1HYhdwG5gJvA/gSdFYlJPwkhu7IvBSCxTpkBZGZ1wlcy8ZS69fAeMBP4GXAjcCfwUWAJoWRkbxo7ltrw83nrrLU466SRGjBjBO++8Q69eveL8IilAHepAHALcCLTHeYp08J4oK3NeU0aTxhSDkTh8TBsjPU3FOLu3l5eB3rjax+ByCbUD/gscp8qRn3zCyKuuYtasWbQ380Z46lgHohq3vrAZH8UAzpXWaNKYKclIHFGYJL4ATvY5PgTo7mkHyGrRgisqKkwpREPr1oBbWC7HP913JfAW8Kmn7XvgVqANcHzgfRq5DoSReEwxGIkjCtPGXqB1QFtrYI/3wEwb0dOnD2Rnh0z3vQu4HPf77Y7zPX8dyPa9RxzqQBiJx0xJyUqcgrzijapSUlLCqlWryFuxgrwI/VviZq++fA/4lbg300Z0jB4NkyYxmYPpvQP5SYj2GuJQB8JIPKYYko0Q+WsAePllmDQpJfLX7N+/nzVr1vDf//6XVatWsWrVqpr9jIwMevXqxf379kVUDL1xibW87MPNZHv7djLTRnR06EDVueci8+bVz1QQhzoQRnJgiiGZiBTk5U2uVljocvknOH+NqrJt27aaAd9XCWzcuJG8vDx69epFr169OP3007nhhhs47rjjaNeunbvB9OlO0ZWXUwlBy1wW4IKsXgLOx/nV98G5rwJm2qgDO3fu5Pb165mZmUmLqqq63yAOdSCM5MAin5OFugR5efHm5m9k5eCd/fsO/oGz/+OOO65GCRx33HEcc8wxZGVlhb9xSQnk5UF5OZOBuwNOT8KZPN4GxuHiF07FRep29XbKzoYNG2wWG4GNGzcyZMgQhgwZwozu3cmYMCEp/60ZjUu0kc+mGJKBoiIYNKjWf9T/ADcDy3D+5DNwM2g/cnNh8eIGp2MOnP37Dv6Bs3+vEvCb/dcXnxQNdcZSNETFZ599xvnnn8+vfvUrbrvtNtdo2VXTElMMqUSQwbESOAEXZPQrYDEuwOtT4Fjfa+s4OIab/YsIxx13XP1m//UlhFKMihgpxabM4sWL+clPfsKDDz7I5Zdf7n+yuDgxdSCMhGGKIVXwMaf48jkwAOeW6a0Pdi7OlHJP4D0CzCmRZv9dunTxm/V7lUC7du3qX42sISSxGS2VefHFF7n55pt57rnnOPvss0N3jGcdCCOhWBK9VKEOeWcUpzACqayu5r1Ro3jyiCNqlEDg7H/gwIGNP/uvL8lS4rIJ8Ze//IVp06bx5ptv0rdv3/Cd41QHwkgdTDEkmhBBXr1waQhmAP8PV8RiMS6JXCDNKipovWEDp19yCTfccENiZ//1JUKJy1Igp0UL5PzzzbQRhurqaiZOnMjcuXP54IMP6Nq1a6JFMlIQUwyJJkT+muZAIfALYBqQD1yKyz4ajH7HHEO/669vDAnjR36+WysJYtp4deVKvh85kp/95jeJljJpqaio4Prrr2f16tV8+OGHtG3bNtEiGSmKKYZE0zow4cNB+uC+Erz8CLgmVOemFOQVxLRxyD//yUPTp6eXYqhD9PuePXu45JJLaNGiBQsXLiQ3NzcxMhtNgpjkShKRISKySkRWi8gdQc7fKiIrRWSFiCwUkTyfc1UistyzzYuFPCmFJ39NMFbgAr1KgfuBrdSuVQCkRZDXOeecw2effcY333yTaFEan6Ii56mWl+cCAJ95Bv75T/dz8mTo0sWdLyoC4JtvvmHQoEHk5eXx8ssvm1IwGkyDFYOIZAIPAUNxHpaXi8gJAd0+BfJVtQ8wB5juc65MVft6tuENlSflCJN35ingSNxaw0Jc9sugpqQ0yF/TokULhg4dSmFhYaJFaVxmzXLuu4WFbu0pcP2prMy1FRbCoEF8e/fdnHbaaYwYMYJHH32UZs3MCGA0nFh8MZwCrFbVtapaATwPjPDtoKrvqqrXF3EJcFQMntsk0Pbt2dynD8ESFMwAduIyjC4AegS7QRrlr7nkkkuYM2dOosVoPHzddiO5kXtKnLaaPJknfvhD7rrrrtRyNjCSmlgohs7ARp/jTZ62UFyPG+e8ZItIsYgsEZGLYiBPyrB69WqGDRvGrdu2QYtQy8oRSKP8NUOGDKGoqIjt27cnWpTYE0WJUy+/x8W2vI0rdzrwlVdqSpwaRiyIaz0GEbkK52Azw6c5zxNwcQXwJxHpHuLaMR4FUrxt27Y4SNt4lJeXM3nyZAYMGMBZZ53F06tWkfnAAy5oqy54g7zSxHUzNzeXi08/nbU33ghXXQUXXuh+Tp/uPJlSmYASp9eF6LYGeBFnYqyhrMxdbxixQlUbtAE/BN7wOZ4ITAzSbzCe8rFh7jUbuCTSM/v166epyoIFC7R79+46cuRIXb9+vf/Jhx9Wzc1VFVF1xoLgm4jr9/DDiXmJRLB0qWpBgVY2b67lGRn+v4+cHNXsbNWCAtcv1fj2Wye/zzv9FvSaIH/780BfA80Dfcv3XHa2aklJot/ESHKAYo1mXI+mU9gbOJfXtUA3IAv4N9A7oM//4CY7PQPa2wAtPPvtgK+AEyI9MxUVw4YNG/Tiiy/WY445Rl977bXQHYuKVEeOdP/Rc3KCD4AjR7p+6UJTV5jTpkWlGP4BOtyzX0sx5OSoTp+e6DcxkpxoFUODXRhUtVJExgFvAJnA46r6hYj83iPEPJzpqCXwomeBbIM6D6TjgUdFpBpn1pqqqisbKlMyceDAAR588EGmTp3KzTffzFNPPUVOTk7oC8IEeaVl/ppZs5j5q18x+8ABPsOVnpztc/pvuBKV3wADVXm8tJRO48e7k6mSMiOKEqd7gN/gPNOCYiVOjRgSE982VZ0PzA9ou8tnf3CI6z4CmqwD/nvvvcdNN91E586d+de//kXPnj2jv9jy19QsyHY6cIDf4WYePvk/WYQbLN8FeuKy0F4OLC4tdd49/fsnfP1FVdmzZw/bt2/327777rua/WvffZd+Ee4zGbganzoUwbASp0aMMKfnUDSg5nJJSQkTJkzgnXfe4YEHHuDiiy82V8L64FmQHek5LMa5vHn5J65GsbfM5504d7g1QHfvgmwMazVUVVWxa9cuv0E9cJAPdpyVlUXbtm39tnbt2tG2bVuOPfZYDu/aFbZsCfvshZ53f9hzvA2XIuXXng1oWtHvRkIxxRBIA2ouV1VV8de//pVJkyYxatQoVq5cSatWfmXrjWgpKXF/Aw3vz69B9j8Huqu6ZHzbtgVV5BUVFVEN6r7Hu3fv5tBDDw06wLdt25a8vLxabW3btiU7RGR7DeXl8MknYUucLgQO+FzSH/gjLqoUSIvodyN+mGLwpQE1l4uLixk7dizZ2dksXLiQk+w/acOIIh35EOAyXDGjnhz07/dGUh6orOSfF13Ei3l5tQb5/fv3c/jhhwcd4Dt27Ejv3r1rDfBt2rRpnMji0aPdhAO4F/8Sp09zsMSpL5k4z42W3gZt+tHvRvwwxeClLsVi1EWdMn48+0pLmbBmDS+//DLTpk1j1KhRZjaKBVEsyA7GDaIXA98DtwCtOBhW37yykuMqKjj//PNrzfJbtWqVPH+nDh3cV2hhIZNVaymBYKzzPUij6HcjPphigJpFzkClsA64CfgXLhL1EuBP+PzSSkuR8eM5euRIVq5cyeGHHx4/mZs6IdKRB3KzZwP4EjfjPtHn/PEdO3L8lVfGVrbGYOJE9xVanxKnaRT9bsSHuEY+Jy2eRc5AbsIlsNsKLMelwH44oE+OCBPBlEKs8UlHXomztfva3b1tn+PWFjYAY3CeSX5LsKmyINu/vzNNWvS7kQSYYgizyPk1zvMjG+iIs2l/EdBHfBc5jdjhk478XiAHF6/wtGf/XpxiuAJnZz8FF4LvVw871RZkx449qBwimblErO610WiYYgizyHkLLlVsKbAZl/lvSLCOInWq3WxEgc9C6mTcV4HvNhk4DFezYh8uwG0KblG2hlRckB07FhYvhoICpxgDgiGrsrLYL4JedJHrZ0rBaARsjSHMIucZwF+BQ3EmjGuAoOlfLeo09nToQMXZZ9PstdfqN3tJ5QXZMNHvcuKJnPbQQ/z1d7/jBz/4QaIlNZoophhCLHJW474OxgAf4WoiXIcLJpoe7AKLOo0py5cv5+7ly3m+WTNaVFbW/QZNYUE2SPR7BnD+vn08+eSTphiMRsNMSSFqLu/ALWiOw3kktQWuJSDvhy+pssiZ5Kgqjz32GOeccw4/mT6dFn/+sy3IBnD11Vfz3HPPceDAgcidDaMe2BdDnz7usz3AnNQOly52FjAe98XwBNAn2D1SbZEzSSktLeWmm25i6dKlvPfeexx//PEHT4YLPPQi4v4WTXxBtkePHvTo0YM333yT888/P9HiGE0Q+2IIszj5MvA60B5XVrM58ECwjqm4yJlkfPnllwwYMIDKykqWLl3qrxQiLMiSk+PaCwrSZkF21KhRPPnkk4kWw2iiiEbIRZOM5Ofna3EsSxmOHOnSXNTndyHiBqQYJmtLN1588UVuuukm7rnnHn7+85+Hj0i2dOQA7Ny5k/wuXfh8/HhyvvqqzokejfRERJapq5gZvp8pBlzk86BB9Ys6zc11s9Qmas9uTCoqKrj99tuZN28eL774Iv36RUo+bQA1iR4r5s4lIzOTZr5rDTk5boITItGjkd5EqxjMlAQWdZoANmzYwJlnnsnatWtZtmyZKYVomTXLTWIKC8mqrvZXCuDWYcrL3RfwoEGuv2HUEVMMXizqNG68/vrrnHLKKRSpTG9BAAAgAElEQVQUFFBYWEgb8+iKDk81u/zSUlqoMtrn1DpcZtmW3k2Ve7wFi0w5GHUlmvqfkTacy/8qYDVwR5DzLYAXPOc/Brr6nJvoaV8FnBfN8xq15nOYmsvlmZl6oFmz9Ku5HCMqKyv1zjvv1E6dOumiRYsSLU5qsXSpam6uvgT6CuiNATWhv/YEhR8IVgs7N9f+vRqqGseazyKSCTwEnIMrMlUkIvPUv3bz9cBOVe0hIpcB04CfisgJuJT6vYFOwNsicqyqVjVUrnoTJup00yGHcO2iRSyeMyd5UjanCCUlJVxxxRVUVVWxbNkyOnbsmGiRUosI1ezC0gjV7IymTSxMSacAq1V1rapW4NILjQjoMwIXBgAwBzhb3Mg6AnheVfer6te4L4dTYiBTw/FGnT75JLz6Kjz5JN0eeoiN5eUsX7480dKlFB9++CH9+vXj1FNP5a233jKlUFeirGYHkIerR3Et8J230RI9GnUkFoqhM7DR53iTpy1oH1WtBHbjgomjuTZpyMjIYNSoUTzxxBOROzdFSkpg+nS46iq48EL3c/r0kAOOqvKHP/yBkSNH8sgjj3Dfffc1TgW0pk4UCRrbAUXAemAZsAfwq0JhiR6NOpAy/0tFZAwudRFdunRJmBxXX301p512GjNmzKB58+YJkyOu1KMO9q5du7juuuvYtGkTH3/8MV27do2/3E2FKKrZtQS8vnFHADOBI3EKohVYokejTsTii2EzcLTP8VGetqB9RKQZ0BrYHuW1AKjqX1U1X1Xz2ycweKdHjx707NmT119/PWEyxBUf90jKy2sPUEHcI5cvX05+fj6dOnXi/fffN6XQUKKsZueLdwWs2rfREj0aURILxVAE9BSRbiKShVtMnhfQZx4uazW4CpnveFbI5wGXiUgLEemGq+m+NAYyNSppk47Atw52JPu2pw72gVtu4emBA7nnnnuYOXMmLVq0iI+sTZkoqtl9jHPrq8bNuH4JDMLNwGowt2AjShqsGDxrBuOAN4D/AP9Q1S9E5PciMtzT7TGgrYisBm4F7vBc+wXwD2AlLi3RzQn1SIqSSy+9lLfeeoudq1bVyeaeUnjqYM8sLSUf5288OqDLP4DjcaaKE4BCoHlFBdOrqri8Z8+4itukiaKa3Vqcz3grXM3rFsBzvvewRI9GHbCUGPWhqIilBQX84Ntv3WKqr3mlqaQk8OSPelmVDJzWLwNme05vxmWfnYsbkOYDP8EFWnWw/FGxpaQE8vIirjOEJTsbNmywHEppjqXEaCw8Nvf8LVtoVlkZlc095fBxjxyJq1rXNqDLJlxpzaE4e/b5wCHAGjD3yFjToQNV557rv15QF1K5mp2REEwx1AUfm3tGlDb3lExJEIVbYz7OjDQPZ+suxJkvaupVmHtkzNi4cSPXffUVFZmZkTsHoylUszPiiimGaPHY3H0zsLYM2DKBXwRe51UOiTR91ZUo3CMzgVHAFTiFcAXwKO6rATD3yBjxzjvvcMopp9B79Gha/OUvlujRiAspE8eQcDwpCXzZG7DfEWdnr0UCUxKoKvv27WPHjh3s3LmTnTt3RtyfunIlZ0e479vA7cAi4Ae4oKrhwAKgr7eTuUfWG29w4B/+8Aeefvppzj7b5y9i1eyMRsYUQzREkZLgJaADcHqwk74293raecvLy+s0uHv3d+3aRfPmzWnTpg2HH344bdq0qbXfuXNnv+Pj//d/YV6gx7E/y4EzOBhU1R84FacwahSDuUfWiz179nD99dfz9ddf8/HHH/sHdI4d6xwapkxx/6ZE/CcsXueHYcOc+ci+FIx6YIohGqKwlT+BM62ETK0nQtVjj7H9uuvqPLjv3LmT6urqsIN7z549g7a3adOm7rEEp50Gb74J5eVU4vzkff3mm+EUwVScgugLfAq8D9zkvYe5R9aLVatWUVBQwGmnncb7779PtsdN1Y8wiR7TsZqdEXvMXTUarroKnnkm5On1wDG4DIDdwtzmKeDWdu2CDuCh9r3HOTk58cvo6uMeORm4O+D0JGAyLu3Cn4BvcXWxbwZu83ZKd/fIkhI3aK9YEXXZzcLCQsaMGcN9993Hz372s/jKa6QF0bqrxqQeQ7y3Rq3HEIwLLqid495nuwf0jDDnvVv1BRfEV+6GUFCgKhLxnYJuIq5mRTqydKn73WVnu83395KT49oKClw/D5WVlTpx4kQ9+uij9eOPP06g8EZThyjrMZhXUjS0bh329JMczPcRDkklm/vEic4cVB/S1T2yHnmltm/fztChQ1myZAnFxcWcckpyZJ030htTDNHgk5IgkI9wUcBBvZF8STWbez3rYJcC395+e/otetYjr1TVrbfyx2OPpW/fvrz55pt06NAhPrIaRgRMMUTD6NEhTz0BjMST2jgcqmHvk5TUow72p1ddxSmPP8769evjI2MyEEVeqVLcwnw7XGK7M4DM8nLu3ruX6ZdeanUqjKTCFEM0dOjgch8FGRwfxS0qhyWVUxKMHQuLF7vcR9nZtc1LOTmuvaAAFi/mtKeeYvz48QwePJgtW7YkRuZ444lx6QT8DrguSJcxwA5clskdwAOe9mYHDrjrDSOJMK+kaCkqcnZhn8jnqMnNdYNrqptX6uAeOXXqVJ566ikWLVpEIutnNDpBEtz9DpdLarbn+L+4erWbgEOD3SPdPbiMuBGtV5J9v0aL1+YekBYjIk0pJYG3DnYU3HHHHezdu5fzzjuPd955h8MOO6yRhUsQUcS4LMXVYp6E+7o8Eufue7G3gzevVJS/W8NobMyUVBfGjmXnb39LKaBR2tzTOSXBPffcwxlnnMGwYcPYu3dv5AtSkSjySm0CPsetLWzBxX9cgzMrAZZXykg6TDHUkV/997/MvvZaJEqbe7oqBQAR4YEHHqB3794MHz6csoBcU02CKMpu5gDNcSamLOBM4MfAm76dLK+UkUSYKakOLF26lIULF/LwqlXQsqWlJIgCEeGRRx5h1KhRXHLJJbzyyitkZWUlWqyYUFVVxfeqRIpO6ROkrdb3ZirFuBhNngYpBhE5HHgB6Ior3nWpqu4M6NMXmIVbd6sC7lPVFzznZuMmUN5p12hVXd4QmRoLVeWWW27h3nvvpWXLlq6xDjb3dCYzM5PZs2dz6aWXcuWVV/Lcc8+lpHtmeXk5S5cu5YMPPuCDDz7go48+4jfNmnFLZiZZVVUh80qdAXQBpgATcfWZ3wWme2+cajEuRpOnQV5JIjId2KGqU0XkDqCNqv46oM+xgKrqVyLSCZeh+XhV3eVRDP9U1Tl1eW4ivJKef/55pk+fTnFxMRkZZoGrD/v372f48OF07NiRv//97/6/x3rkFmpstm/fzkcffVSjCJYvX07v3r0ZOHAgAwcO5LTTTuMIkajySn0B3ACswC1E3wcUeDuZV5IRJ+KSKwlYBRzp2T8SWBXFNf8Genr2ZwOX1PW58c6VVFpaqnl5ebp48eK4Prcpsm/fPj3jjDP0xhtv1Orq6nrlFmoMqqurde3atfrkk0/qmDFj9IQTTtBWrVrp4MGD9e6779aFCxfqnj17gl9seaWMFIEocyU19Ithl6oe5tkXYKf3OET/U3DBwr1VtdrzxfBDYD+wELhDVfeHuHYMLk6ILl269ItnZO19993H8uXLefHFF+P2zKbMnj17GDx4MLe3asXIf/0LSUDRmaqqKlasWFHzNfDBBx9QXV1d8zUwcOBATj755OhMXhbjYqQI0X4xRFQMIvI2rjhZIL8FnvBVBCKyU1WDrqKJyJG4gl/XqOoSn7ZvcM4afwXWqOrvIwkdT1PSli1b6NOnD0VFRXTrFi6ptlEX9t1/Pxm3305OXSYmDXD/LS0t5eOPP65RAkuWLKFTp05+iuCYY46pf2pz31xJ0ZLm7sxG/EkqUxJu4fkTwpiNgEG49YakMiWNHj1af/3rX8fteWnB0qWqubn6F9B+oFmg1/iYV54GPcRnywEFtBhUc3NVi4oiPqKkpERfeeUVve222/TUU0/V3NxcHTBggI4fP14LCwu1pKQk9u/18MNOvkhmJRHX7+GHYy+DYYSBKE1JDXUNmYeL1Znq+Tk3iIbKAl4BntSARWYROVJVt3rMUBfh4oDiS5hFz2UbNvD666+zatWquIvVpAnILfQG4BvhcKVn8zIbuAdXWzpY/WxVZc2aNX5moa1bt/KjH/2IgQMHMm3aNPr3709uHTPF1hkru2k0ERq6xtAW+AfOG289zl11h4jkAzeq6g0ichXwd5xjhpfRqrpcRN7BFf8SXJXIG1U1YohsTExJRUXuP/CCBe7YN3o1JwdV5b3cXHbeeCMX3Xdfw55lHCSK3EKB/Bj3OTnJc6zZ2fx73jwWffFFjSLIzMzk9NNPrzELnXTSSWRmZjbii0TAYlyMJCRmawzJSIMVg9ceHGHRswrIyM1FzA4cO6ZPh0mTolYMwcqmlgIPH3EEqy+6qEYR5OXlxa/0qWGkKJZELxR1WCTMBNdv/HjXYMqh4USRW8iXJ4HT8a+lnQuMP/dceOSRGAtnGAakW64kT0GVYErheeB44BCgO/C+70mvcoh3qu+mSBS5hXwJWTbVcgsZRqORXorBs+gZyFvAr3ELIXuA93DmCz+8i55Gw4hQP9uXD3HZSC8JdtJyCxlGo5E+iqGkxC00B1lTmATcBQzA/UI6ezY/VJ2nybZtjS1p08anfnYlLp+Qb26hSp+uT+BqFtQqm2q5hQyjUUkfxRCioEoVUAxsA3oARwHj8HefrMFbUMWoPz51r+/FpaSeCjzt2b/Xc64c5+4W1IykKVg/2zBSiPRRDCEWPb8FDgBzcOsKy4FPOThA+WEFVRqOT/3syXgi13y2yZ5u2cAu4OzA61O5frZhpAjpoxhCLHp6y+z8Ahe63Q64FZgf6j626NlwJk6sXeAoWnJy3PWGYTQa6aMYQix6tsGZj3w94MN6w9uiZ8Pp359PrriCOqeca0r1sw0jiUkfxeCz6BnItcBfgBJgJ/AAcEGwjrboGRPmzJnDsFdfZftvfuMGe6ufbRhJRfoohjCLlXcC/YFjcbEM/4NLHVsLW/RsMHPmzGHcuHG88cYbHH3ffS7ltNXPNoykIn0in72LnoWFtVxWmwMPe7aQ2KJng/FVCieffLJrzM93CfEst5BhJA3plSvJCqokjKBKwTCMuBJtrqT0MSWBS4l8//1ukK8LtujZIEwpGEZqkT6mJC9eO3WU2VXJzibTFj3rjSkFw0g90uuLwcvYsVEtem7Oz+fqo4+m8mc/S4ycKY4pBcNITdLvi8FLFIueR7drx3fnnceDDz7IbbfdlmiJUwpTCoaRuqTX4nM9WL16NQMGDGDZsmXk5eXF5ZmpjikFw0hO4rL4LCKHi8hbIvKV52fQsGARqRKR5Z5tnk97NxH5WERWi8gLnvrQSUWPHj245ZZbGDduHKmoROONKQXDSH0ausZwB7BQVXsCCz3HwShT1b6ebbhP+zTgAVXtgQs6vr6B8jQKEyZMYM2aNbzyyiuJFiWpMaVgGE2DBpmSRGQVMEhVt4rIkcAiVe0VpN9eVW0Z0Ca4bNcdVbVSRH4ITFbV8yI9N56mJC/vvfceV155JStXrqRVq1oVApouJSVuDWbFCpeIsHVrl17k2mv9As9MKRhG8hOtKamhimGXqh7m2Rdgp/c4oF8lLqN1JTBVVQtFpB2wxPO1gIgcDSxQ1RNDPGsMMAagS5cu/davX19vuevLddddx6GHHsqf/vSnuD877hQVuYp1Cxa4Y9+U5Tk5zs136FCYOJE569ebUjCMFCBmikFE3gY6Bjn1W+AJX0UgIjtVtdY6g4h0VtXNInIM8A4uzf5u6qAYfEnEFwPA9u3b6d27N6+99hr9+vWL+/PjxqxZUcV5IEJl8+b8pkULrnz/fVMKhpHkRKsYIrqrqurgMA/5VkSO9DEllYS4x2bPz7UisgiXp+4l4DARaaaqlbjs15sjyZNI2rZty7Rp0/j5z3/Oxx9/TOb27VGZWVIKr1KIJm2IKs0qKpiSkUHmRx+BKQbDaBI01JQ0A9iuqlNF5A7gcFW9PaBPG6BUVfd7zEf/Akao6koReRF4SVWfF5FHgBWqGjaXHSTuiwFAVRmbn8/4Awfo8dVXrjGMmYX+/RMiZ72IkEvqK+Ak4BJcKU4/LJeUYSQ98cqVNBU4R0S+AgZ7jhGRfBH5m6fP8UCxiPwbeBe3xrDSc+7XwK0ishpoCzzWQHkaHXnkER5euZJun33mFEJgudCyMtdWWOgG2VmzEiJnvZgyxckfgptx6cmDUlbmrjcMI+WxALe6EMTMMghYwkGbXGdgle81qVJgpqQE8vKC1sUGeB54GTgBWE2QLwZw6UU2bEhdM5phNHEsu2qsKSoKaXufCez1bKsCT5aWuusSZPqKmtmzQ576HrgL+GOke4iEvY9hGKmBKYZoiWBmCUsSmllUldLSUkpKSli7di07Fi8O+bVwJy7y8KhINy0rczmnDMNIadI3iV5dKClx/vwhzG4TcSHfvYD7cOYlP1Rh/nyXsK8eZhZVZf/+/ezdu5c9e/awd+/eWvuRjgPP7d27l6ysLFq2bEmrVq14/LvvasuNCz55G/g0WmF37qzz+xmGkVyYYoiGMOaRaTi7exbODn8hbjDtHtCvqrqa/4wfz/JzzqnTAO49zszMpFWrVrRs2bJm8z323T/66KMj9j3kkENo1sznz3/VVfDMM7XebxGwDujiOd6Lq1OxEvgk2C+kTdB0WYZhpBCmGKJhxYqQZpZTffavAZ4D5gO/COiXWVFByTvvsKCy0m+Q7tSpU8gB3HcQz8pq5PyCffq4NOQB7zkGuMzn+H6cogjqa5WT41KWG4aR0phiiIbdu6PuKkAoP6+z+vblrCCz8qRg9GiYNKlWc65n89ISyAaCGsRU3X0Mw0hpbPE5Glq3Dtq8C3gDKMclgXoGeA8YEuo+yWxm6dDBBeWJhO02mRCuqiIwbJi5qhpGE8AUQzT06eN89AM4APwON3tuB/wFKASODXaPVDCzTJxYu8xptOTkuOsNw0h5TDFEQwjzSHugCNiD+3pYApwT6h6pYGbp398F4+XmRu7rizeIz9JhGEaTwBRDNERpZglJKplZxo49qBwiva9I6kR2G4YRNaYYoiWdzCxjx7qEeAUFzoQW8N77MzNde0GB62dKwTCaFOaVFC1eM0u0Kam9pKqZJT/fua9u2+biOD77DHbuZJcIsz74gImrVqXGF5BhGHXGFENdGDsWBfaPG0eWKhkRitiQk5P6Zpb27WHChJrD1qo8cMQRXFlWVhP0ZhhG08JMSXXkpfbtua57d7jooqBmFnJymrSZRUQ444wzWLx4caJFMQyjkbAvhjpQXl7OhAkTeOyxx8g466xaZhbatHEuqaNHN2kzy5lnnsnixYu5+uqrEy2KYRiNgCmGOvDggw9y8sknc9ZZZ7mGADNLunDmmWfy5z//OdFiGIbRSDTIlCQih4vIWyLylednrdBeEfmxiCz32cpF5CLPudki8rXPub4Nkacx+fbbb5kxYwYzZsxItCgJ58QTT2THjh1s2bIl0aIYhtEINPSL4Q5goU/N5ztw5TprUNV3gb7gFAmuANibPl0mqOqcBsrR6Nx5552MGjWKnj17JlqUhJORkcGFp57Kt+PH0ykjw+WSat3aRYhfe22TNqMZRjrQUMUwgoPlB57AZWn+dajOuDryC1S1Dv6eiWfFihXMnTuX//73v4kWJfEUFcGUKfztrbeoVoWqqoPnXn7ZJeIbOtTFbfQPWSHaMIwkpqGK4QhV3erZ/wY4IkL/y6hdIfI+EbkLWAjcoar7GyhT/SgpcQvJK1b4zYB19GhuvfVW7rrrLtokcxK8eOCteV1WRrNgrrreCneFhfDGG6nvqmsYaYpoOF98QETeBjoGOfVb4AlVPcyn705VDTp6isiRwAqgk6oe8Gn7Blfn5q/AGlX9fYjrx+DKA9ClS5d+69evj/BqUeKZAbNggTv2rUeQk0NVZSXvtGjBj998k2Y//GFsnpmKeJVCfYL7TDkYRlIgIstUNWK0bUTFEOEhq4BBqrrVM8gvUtVeIfr+CuitqmNCnB8EjFfVCyI9Nz8/X4uLi+stdw0+M+BQZTsBqkXIaArBavWlqAgGDaqlFK7Cfebtw80cbgduCLw2N9fFc6Ra5LdhNEGiVQwNDXCbhytchufn3DB9L8cVOKvBo0wQEQEuAj5voDzR4zsD9iiFHUABcAiQBzzr6Zqh6vqNH++uSzemTDloJvJhIq6a2/e4fwi/A5YFdiorc9cbhpEyNFQxTAXOEZGvgMGeY0QkX0T+5u0kIl2Bo4HAcNlnROQz4DNcSYN7GyhPdBQVBTWL3IyzaX2LK7ozFvjCt4NXOcTiayVVKClxZrYgX1S9gRaeffFsawI7qcL8+S4Y0DCMlKBBikFVt6vq2araU1UHq+oOT3uxqt7g02+dqnZW1eqA689S1ZNU9URVvUpV9zZEnqgJMgPeB7wE3IMrXzkQGA48FXhtus2AZ88Oe/omXOnP44AjgWHBOolEvI9hGMlD+uVKCjED/hLnouVbfe1kAr4YIP1mwCtW+C/IB/AwrlDR+8BIDn5B+FFW5tKGGIaREqSfYggxc90LHBrQ1ho36NUinWbAu3dH7JKJ+8LaBIRcgdm5M3YyGYbRqKSfYggxA26JW0T15XugVbB7pNMMuHXrqLtWEmSNwUu6x4AYRgqRfoohxAz4WNzA9pVP279xC6xBSZcZcJ8+Lo14ACXA87gvrSrgDZzL2dnB7pGT47LOGoaREqSfYggxAz4EZyO/C7cQ/SHO9zZkYul0mQGPHh20WXBmo6OANsB44E+4BftaqIa8j2EYyUf6KYYQM2BwC6llQAdc0MUsQnwxpNMMuEMHl/tIxK+5Pc73eBfO5PYZ8LNg14vAsGGWWM8wUoj0UwxhZq6HA4W4L4YNwBWhOqbbDHjiRKpDKNOI5OS4hHqGYaQM6acYQsyAoyYNZ8Df9+rF1LZtqWjevG4XenMlWToMw0gp0k8xgJvBBtZqjpY0mwFXVFQwcuRINpx/Ps0ffNAN9pGUqogl0DOMFCY9FUP//m7Qys2t02XlGRlUT5+eNjPg6upqRo8eTatWrXjooYeQsWNdQryCArdOE6hcc3Jce0GB62dKwTBSkvSt+ewdtKLIrooImpPDrKOOYsPq1TwQHwkbjxC1JwKrr02YMIGNGzfy5ptvkpmZ6Rrz8+Gll1zk9+zZLp5j507npXXSSW7tJY3MbIbRJFHVlNv69eunMaOoSHXkSNXsbNWcHFWnItyWk+PaR45ULSrSHTt2aK9evXTWrFmxe348WbpUtaDAvVN2dvB3LShQXbpU77//fu3du7fu2LEj0VIbhhEjgGKNYoxN3y8GL3WYAbcBXnvtNU477TSOOeYYzj333IP3iXIWnjAi1Z7wqb5W+dprbM/NZcGKFVa1zjDSkAYV6kkUMSvUU0/ef/99Lr74Yt599116l5aGrQCHauJrINej+lp1djYZf/yjrRMYRhMiLhXcEkWiFQPAk08+yZe33so9paVIeXnENQoSVQEuSPW1/bh02W/jihN1B6YAQwOvteprhtGkiFcFt7Rl1L593LV7NxJp4Rrc+URVgAtSe6KSg1WTduOqI12Kq8bmR7rVnjAMAzDFUD88FeCyKitrmmYC+bh6BKNDXRfvCnAhak8cAkwGuuL+AVwAdCNIWc50qz1hGAbQQMUgIj8RkS9EpFpEQn6eiMgQEVklIqtF5A6f9m4i8rGn/QURyWqIPHEjyCy8E67m8XWRro3nLDzKmhHf4goVBc0LlU61JwzDABr+xfA5Linpe6E6iEgm8BDOhH0CcLmInOA5PQ14QFV7ADuB6xsoT+MTYhY+ErgIaBvp+njOwiNUXwM4AFwJXIMrz1mLdKo9YRgG0MAAN1X9D4CET5FwCrBaVdd6+j4PjBCR/wBncTBX3RM4C0ecjfB1JBazZxGqH3+c8l/8gvLycsrLyykrK6vZD9zqc66srIwpX3zBmWHEqMalFc/CmcJCki61JwzDAOIT+dwZ2OhzvAk4FTe53qWqlT7tneMgT8OIYhYekbIynr7jDm68+26ys7NrbTk5OUHbA88ddthhYa857r77DrrRBqC4z7NvgflA2PR4FstgGGlFRMUgIm8DHYOc+q2qzo29SCHlGAOMAejSpUu8HlubKGogR8PVF1zAqFdfjcm9QjJoELz7blBFNhb4D85lNWw6wXSqPWEYBhDFGoOqDlbVE4Ns0SqFzTjvSC9Hedq2A4eJSLOA9lBy/FVV81U1v30iI4nrUAM5HBKPWXiImhHrgUeB5TiN39KzPROsc7rVnjAMIy7uqkVAT48HUhZwGTDPk7fjXeAST79rcNU0k5sQFeAqgXJc/eMqz35lrV4e4jULD1F7Ig9nSirH1Wz2blcGXp+GtScMw2i4u2qBiGwCfgi8JiJveNo7ich8AM8awjhcvfj/AP9Q1S88t/g1cKuIrMatOTzWEHniQojZ8704k8xU4GnP/r2h7hHPWbjVnjAMo45YSoz6MHIkFBZGjngOhoirV/DSS7GXKxT1yJVkhXYMo+lhKTEak1SbhY8de7AwkVVfMwwjAqYY6kM9K8AltAayVV8zDCNKrB5DfaljBbiEZVf1xaqvGYYRBbbG0FCKi13uo/nznQLwzaHkrccwbJgzH1n6asMwEki0awz2xdBQbBZuGEYTwxRDrGjfHiZMSLQUhmEYDcYWnw3DMAw/TDEYhmEYfphiMAzDMPxISa8kEdmGywXX2LQDvovDcxKFvV/q0pTfDez9Gos8VY3oDZOSiiFeiEhxNK5dqYq9X+rSlN8N7P0SjZmSDMMwDD9MMRiGYRh+mGIIz18TLUAjY++XujTldwN7v4RiawyGYRiGH/bFYBiGYfhhisEHETlcRN4Ska88P0MWZhaRQ0VkkyOM5O4AAAO5SURBVIjMjKeMDSGa9xORviLyLxH5QkRWiMhPEyFrtIjIEBFZJSKrReSOIOdbiMgLnvMfi0jX+EtZf6J4v1tFZKXnb7VQRPISIWd9ifR+Pv0uFhEVkaT15AlGNO8nIpd6/oZfiMiz8ZYxKKpqm2cDpgN3ePbvAKaF6fsg8CwwM9Fyx/L9gGOBnp79TsBW4LBEyx7ifTKBNcAxQBbwb+CEgD43AY949i8DXki03DF+vx8DuZ79sU3t/Tz9WgHvAUuA/ETLHeO/X0/gU6CN57hDouVWVftiCGAE8IRn/wngomCdRKQfcATwZpzkihUR309Vv1TVrzz7W4ASIFnTw54CrFbVtapaATyPe0dffN95DnC2SKQydklDxPdT1XdV1VuzdQlwVJxlbAjR/P0A7gGmAeXxFC4GRPN+PwMeUtWdAKpaEmcZg2KKwZ8jVHWrZ/8b3ODvh4hkAH8AxsdTsBgR8f18EZFTcDOdNY0tWD3pDGz0Od7kaQvaR1Urgd1A27hI13CieT9frgcWNKpEsSXi+4nID4CjVfW1eAoWI6L5+x0LHCsiH4rIEhEZEjfpwpB2abdF5G2gY5BTv/U9UFUVkWAuWzcB81V1UzJOPGPwft77HAk8BVyjqtWxldKINSJyFZAPnJloWWKFZxL2R2B0gkVpTJrhzEmDcF9774nISaq6K9FCpRWqOjjUORH5VkSOVNWtnoEx2GfdD4HTReQmoCWQJSJ7VTXkwlk8icH7ISKHAq8Bv1XVJY0kaizYDBztc3yUpy1Yn00i0gxoDWyPj3gNJpr3Q0QG4xT/maq6P06yxYJI79cKOBFY5JmEdQTmichwVU2SEo5hiebvtwn4WFUPAF+LyJc4RVEUHxGDY6Ykf+YB13j2rwHmBnZQ1StVtYuqdsWZk55MFqUQBRHfT0SygFdw7zUnjrLVhyKgp4h088h9Ge4dffF950uAd9SzypcCRHw/Efkf4FFgeLLYp+tA2PdT1d2q2k5Vu3r+vy3BvWcqKAWI7t9nIe5rARFphzMtrY2nkMEwxeDPVOAcEfkKGOw5RkTyReRvCZUsNkTzfpcCZwCjRWS5Z+ubGHHD41kzGAe8AfwH+IeqfiEivxeR4Z5ujwFtRWQ1cCvOGysliPL9ZuC+XF/0/K0CB56kJcr3S1mifL83gO0ishJ4F5igqgn/orXIZ8MwDMMP+2IwDMMw/DDFYBiGYfhhisEwDMPwwxSDYRiG4YcpBsMwDMMPUwyGYRiGH6YYDMMwDD9MMRiGYRh+/H86+/D6THgR8gAAAABJRU5ErkJggg==\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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TdxkuMvpNvtmiqOyq+RhjZS5jc0c489FHH/Hggw/SuXNnNm7cyBlnFIpp9058fMiDAXXGoCgBJC8vjzfeeIMLL7yQ8847j40bN9K9e/foeOpOSrJmob59rWnLPcYhNta29+1rx5VDpbBz50569erFyJEjmTVrFvPnzy+eUggTdMagKAFi8+bNDB8+nLy8PD7//HMuuOCCggOi4ak739yRkWED9zZuZMt335Fz2mm0vu02630UyQvNJayRkZ2dzdSpU3nxxRd5+OGH+eCDD6hatWrw5A40/uTmDrdNK7gp4URWVpY8/fTTUrduXXn99dclNze36ANSUkT69bO59GNjPddj6Nev2NW5QsWMGTPkzjvvDLUYpaMUNTJWrlwpLVu2lB49esi2bdtCILz/EMQKbopSbvniiy8YPnw4CQkJbNiwgQYNGvg+yMNTN/v32ziF1q0j7qm7WbNmfPDBB6EWo+SUsDJdRkYGI0eOZMWKFbz00kvccMMN1v00GvBHe4TbpjMGJdT89ddfMmTIEGncuLEkJyeHWpyQ8tNPP8k555wTajFKxuuvy6uVK3ust/yrE8tXzWUbD5IXFydf3XabxMfHyyOPPCKHDh0K9bfwG3TGoCheKEWtZRHh7bffZsSIEfTv359NmzZx+umnB0fuMKVx48bs2rWL3NxcKlb0mDg8PElJgREjaJCd7bXeMsAB3BZjMzNJXLCAVXPn0mLAgGBIGnRUMSjlh5QUG0C0bJndd81Ps2iRzXR5zTXWNbR9+0KHb9++nSTHhPDxxx+TGA6eQmFATEwMdevW5Y8//qBRo0a+DwgXJk6ErCz6ObvudTKKIkaEFosWQZQqhoC4qxpjehhjfjLGbDPGPOmhf4gxJsMYs97Z7nLpG2yM+dnZBgdCHkUpRClqLWdnZzNp0iQ6duzIVVddRUpKiioFN5o2bcqOHTtCLYb/FKNGRhNsIfuhwF9OW7RXpiu1YjDGVASmYet0tARuNca09DD0PRFp42xvOsfWxubh6gh0AMYYYzQ/rxJY8hcXMzN93wikYK3l/GjVr776itTUVEaMGEGlSjrRdqdp06b8+uuvoRbDf/yokVEXW9B+J7AOOAwUmB/kV6aLQgIxY+gAbBORX0TkBLAA6O3nsVcDn4rIPhHZD3wK9AiATIpicezIr2VmkghUBYa4DfkMW/gkDltPdydAZibHH3yQsdddx+jRo1myZAlNmzYNouCRRbNmzSJrxuBHjYzTgESsvb0+8Bq21vLh/AFRXJkuEIqhIbDLZX+30+bODcaYNGPMh8aYfEOkv8dijBlmjEk1xqRmROn0TSkDHDtyA2xB9Tvcuv8C+gHPAvuwN4JbnL7KOTkkd+rELbfcEj1uiGVExJmSSlAjI/8XkOfaGKWV6YKVEuN/gaYikoCdFcwp7glEZKaIJIpIYnwE+XgrIcTFjtwP6APUcRuyCFsh6yYgBltjYAPwX+w/R5UVK6LWjhxIIkUxHDhwgMWLF7N269aTbd7qZKwBfsIqgr+BB4EuQA3XE0ZpZbpAKIbfAVdXhLOctpOIyN8ictzZfRNo5++xilJi/LD/bgYudNmvBpzjtANRbUcOJOG6xnDs2DG++OILRo8ezcUXX0yjRo2YPn06meecQ56TssJbnYxfsHbt04ELsGbId11PHsWV6QKxipYCnGeMaYa9qfcHbnMdYIw5U0T2OLu9gC3O+0+A510WnK8CQpxGUoka/LAjHwHc5581KB925EDSuHFj/vjjD3JyckK6OJ+bm8v69ev57LPPWLFiBd999x2tWrWie/fuTJo0iU6dOtkcRunp0KQJULgsqSu3FvVhEr2V6Ur9FxSRHGPM/dibfEVglohsNsaMx0bZJQMPGmN6YWdo+3DW/0RknzHmWaxyARgvIvtKK5OiAH7ZkU8DDrm1HcI+JZ4kSu3IgaTKgQP8MyaGYzfdxGk5OcUKGiwNIsL27dtZsWIFn332GZ9//jn169enW7du3Hfffbz//vvUrFmz8IH5lekWL/bLZbUQoa6RUdb4Ex4dbpumxFD8YsCAgsnQQEa7pT14A+R/XPaPgMSCbHE9btCgUH+T8MUl+VyWMQWvt4/kcyXlzz//lHfeeUfuuOMOadKkiTRo0EBuv/12mTt3ruzevbt4ssfFFfqN+LXFxUVMkkNX8DMlhtZjUKIXp9YyeF9g7AtsAhY6beOBBKz7KhDVduRS4xY0GOP+5F1E0GBxOHz4MEuWLOHRRx8lISGBf/zjH7z33ntcdNFF/N///R+7d+9mzpw5DBo0iIYNPTo1eiYaamSUFf5oj3DbdMag+MXevSdTKI9xEqK5bmOcp79PQVqAxIBc7iRPO/lkGBMjkp4e6m8Sfrz+evGftuPi7HE+OHHihKxatUrGjBkjl156qVSrVk26du0qEyZMkNWrV0t2dnbZfBf3GY/7Zozf3yFcwc8ZQ8hv8iXZVDEoftO3r+9/+KJuBP36hfobhB9r13rNSLoZpB1ITWfr5rQVZYLJy8uTDRs2yNSpU6Vnz55SvXp1adu2rYwcOVKWL18uR48eLfvvFGU1Mrzhr2IwdmxkkZiYKKmpqaEWQ4kEUlJKXms5Ls6WqIxmk0FJ6NePRf/5DxU4lZF0ttN1wNmaYP3/p2H909PyjzUG+vZl59SpJxeMP/vsM6pXr063bt3o3r07Xbt2pU4d94iTIBElNTK8YYxZJyI+f9CqGJToxzVXkr/k25HDqaxmOJDv5um4AT+NTVcw28PQHOAN4HHA9cofM4a2derQ5sor6d69O926daOJ4zqqlC3+KgbNBqZEP9FQazlc8DPYryY2RiQPu6DvSpUqVdg8ciTm8ccDK5sSMNQrSSkfJCXBypVInz4cM4Zc90LtsbHWg6lvX2s+UqXgGT+CBsGakw5iE89d5NZX4fhxjAYNhjU6Y1DKD4mJrHvqKe794QfW3Htv1NqRy5RiJJ+rBtyDjSzfAtRz7dSgwbBGFYNSrnj33XfpMWiQmjFKSo0avse4kIddX/gdN8UQpcnnogU1JSnlhtzcXBYsWMCttxaZAUcpCido0FvA4KfAD07bIeBRoBZwvus5NGgw7FHFoJQbVq1aRXx8POeff77vwYpnhgxB8J6R9AA28VwNbJba7cD/YVOan0SiN/lctKCmJKXc8O6773Lbbbf5Hqh45dejR9lVrRrPHDvmNSPpTUWdINqTz0UJOmNQygUnTpxg4cKF9O/fP9SiRCQiwowZM+jQoQO/DRhAheLmF8onNhZGaWb9cEdnDEq5YPny5Zx//vk0btw41KJEHLt27eLOO+/kwIEDfPXVV9YU949/lDxoUCPJwx6dMSjlgnfeeUcXnYuJiPDWW2/Rtm1bLr/8cr799ttT6zNJSacyk/qqh22MRpJHGAFJiWGM6QG8jC3U86aITHLrfxS4C+u4kAHcISI7nb5cID/a5TcR6eXr8zQlhlIcjh49SsOGDfn555/ReuH+sWfPHoYNG8auXbuYM2cOF154oeeBqakwcSIsXWoVQFbWqb7YWLvQ3LOnNR/pTCHkBC0lhjGmIjZX1pXYtCkpxphkEfnRZdgPQKKIZBpjkoDJwC1OX5aItCmtHIrijeTkZDp16qRKwQ9EhHfffZdHHnmE4cOHs3DhQqpUqeL9gMREWLgw6pPPlTcCscbQAdgmIr8AGGMWAL2Bk4pBRL5wGb8aGBiAz1UUv3j33XfVjOQH6enpJCUl8d///pclS5aQWJwn/Ph40KDBqCEQawwNgV0u+7udNm/cCSxz2Y8xxqQaY1YbY/oEQB5FOcm+fftYuXIlffroT6soFi5cyIUXXsi5557LunXriqcUlKgjqF5JxpiBQCJwuUtzExH53RhzNvC5MWajiGz3cOwwYBigniWK3yxcuJCrrrqK6tWrh1qUsGTfvn3cf//9pKamsmjRIjp16hRqkZQwIBAzht+BRi77ZzltBTDGdAdGA71E5Hh+u4j87rz+AnxJ4WSM+eNmikiiiCSqrVjxFw1q887HH39M69atqVevHuvXr1eloJwkEDOGFOA8Y0wzrELoDxT4TzTGXISt2dFDRNJd2msBmSJy3BhTF7gEuzCtKMUnPd0ugKalwcGDZFauTOfvvuOaOXNCLVlYcfDgQR5++GFWrlzJO++8w+WXX+77IKVcUWrFICI5xpj7sVX+KgKzRGSzMWY8tr5oMvAicBrwgbE+z/luqecDbxhj8rCzl0lu3kyK4puUFOsyucxZunLqBcQBT1WsSNXmzeGaa6zLZPv2oZMzDFi+fDl33XUX1157LWlpaZx22mmhFkkJQ7S0pxLZ5Jft1MpsRXL48GEef/xxli1bxptvvsmVV14ZapGUEOBvHINGPiuRi2stZ18POCJ23IgR9rhyxJdffsmFF17IiRMnSEtLU6Wg+EQVgxKZpKR4zNWzBbgCm/b5XOA/7sflK4dyMOPMzMzkoYceYsCAAbzyyivMmjWLGsUstKOUT1QxKJHJxIkF0y9g8630Bq4D9gEzsZGUW92Pzcqyx0cx3377LW3atOGvv/5i48aNXHfddaEWSYkgVDEokUd6ul1odjMf/Rf4A3gE6wVxBdbNbZ778SI2t09GRhCEDS7Hjh1j5MiR3HDDDUyaNIm3336b2rVrh1osJcJQxaBEHrNn+z1UgE2eOowp1nkigdTUVNq1a8cvv/xCWloa/fr1C7VISoSi9RiUyCMt7aRLqistsAXnX8TOGr4AVgJdPZ0jK8smfAsn3OIwqFHD1lgeOrTIRHQnTpzg2WefZebMmbz88svccsstGF+psBWlCFQxKJHHwYMemysDi4EHgBewuVduBqp6OU3OX3+Fxz+AlzgMABYtgjFjvMZhbNiwgcGDB9OoUSPWr1/PmWeeGUTBlWhFTUlK5FGEZ00CdpbwNzbi8hds+l9PvL98Oc2bN+fGG29k3Lhx/Oc//2H79u3k5eUFXGSvTJ8OXbrA4sVWIbjPhLKybNvixXac42qbk5PDhAkT6N69Ow8//DDJycmqFJSAERYPTIpSLBISbA0AD+akNKA5kAe8DuwBhng6R2wst/zzn7Tp1Yu0tDTS0tKYNWsWaWlp/P3331xwwQUkJCTQunXrk68BX8R1jcPwhUscxh979tB72TJq167N999/T6NGjXwfryjFQCOflcgjPZ3cs86iYnZ2oa7HgTeBbKAz8Co2nqEQMTHw228ebfcHDhxg06ZNJxXGxo0b2bhxI9WrVy+gLBISEmjRokXRhWy8kZICXbrwWmYms7ElDG8FZnsYOh4YA3wKdAcygWWjRtHvued0LUEpFkGr4KYowWTv3r088MAD3FWlClfm5GDcHmxedLYiMcaWm/SyoFuzZk0uvfRSLr300pNteXl57Ny5k40bN5KWlsZHH33EhAkT2LFjB+edd14hhdGgQYOib9pOHEYD4Gms2SvLw7DtwAeAq5Eo1hhu+Okn37WWFaWE6IxBiQhEhHnz5vH4448zdOhQxl57LTE9evhnhnEnLg5WrgxIDeKsrCy2bNlSYHaxYcMGcnJyTiqJfIXRqlUrm7QuPR2aNClgCnsaW+Fqttv5ewAPAvdiZ0Ld8zuKmPEoijd0xqBEDTt27GD48OGkp6ezbNky2rZtazumTPHfRp9PXJw9LkAVymJjY2nbtu0pmRz27t17cnbxzTffMGPGDLZs2UKDBg34Z0wMt+bkUNnHuT/AelT19NSZH4eh5TSVMkAVgxK25OXlMW3aNMaNG8djjz3GiBEjqFzZ5XaanyU1DLOr1q9fn/r169O9+8lnfHJycvj555+JHTaMyjk5RR5/GHgKu67gkXCMw1CiBlUMSliyZcsW7rrrLipUqMA333xDixYtPA9MSrK+/RMn2jQXxhTMoRQbaxVGz542DiCEtYwrVarE+eefDzVr+hw7FhgENC1q0P79AZFLUdxRxaCEFdnZ2bzwwgv861//Yvz48dxzzz1UqOAj3CYx0bqvZmRY88rGjfamWasWtG4NQ4aEly3ejwynn2HXHF539jOwwXpPOBtgv5+ilAEBUQzGmB7Ay9jcZW+KyCS3/qrAXKAdNvboFhHZ4fSNAu4EcoEHReSTQMikRB6pqanceeedNGzYkO+//57GjRsX7wTx8ZH6bBRhAAAgAElEQVRhc3eJw8jBZoXNdbZj2H/Kz7Aut/m0B6YC1+Q3xMZapacoZUCpI5+NMRWBadjfbEvgVmNMS7dhdwL7ReRc4CVsxgKccf2BVlgHjNed8ynliMzMTEaOHMm1117L448/zpIlS4qvFCKJIUNOvp0AxAKTgPnO+wlAHeAMl60iUAtbHxew5jGX8yhKIAlESowOwDYR+UVETgALsGnxXekN5Fdk/xDoZqyTd29ggYgcF5FfgW14z2CgRCFffvklCQkJ7Nq1i40bNzJw4MDoD9qqV8/mPjKGsdgMsK7bWA+H7MDFVdVHHIailJZAKIaGwC6X/d1Om8cxIpIDHMQ+FPlzLADGmGHGmFRjTGpGFObRL28cPHiQ4cOHM2jQIKZOncq7775LvXr1Qi1W8Bg1ypqDSkJsrD1eUcqIiEmiJyIzRSRRRBLj9UkpoklOTuaCCy7AGMOmTZvo1atXqEUKPu3bW9fZuLjiHRfgOAxF8UQgFp9/B1yzeJ3ltHkas9sYUwlbkvdvP49VooT09HQefPBB1q1bx7x58+jSpUuoRQotTjxF3mOPIVlZFLm4FuQ4DKV8E4gZQwpwnjGmmTGmCnYxOdltTDIw2Hl/I/C52FwcyUB/Y0xVY0wz4DxgbQBkUsqC9HSYPBkGDoTrr7evkyf7LJEpIsyfP5/WrVvTuHFjNmzYoEohn6Qknr/qKrY0b27TXLibl2JjbXvfvjaNhyoFJQiUesYgIjnGmPuxecAqArNEZLMxZjyQKiLJwL+BecaYbdg67f2dYzcbY94HfsR67d0nIrmllUkJMKUoJPPbb79xzz338Pvvv7NkyRIS1QRSgK1bt/LyN99w39atkJMTGXEYStSjSfSUosmvGVDMlBN5eXlMnz6dMWPG8MgjjzBy5MiC6SwUAG655RbatGnDKF1MVoKAJtFTSk8JC8n8uXcvN332GXl5eaxatcqmgVAK8cMPP7Bq1SpmzZoValEUpQAR45WkBJmUFI9KYQc222ctbODV/Vgb4EkyM6k+bhwPdOqkSsEHo0ePZvTo0VSrVi3UoihKAVQxKJ5xCsm4cy9QD1sycz22vvLrbmNijeHm7dt95zgqx6xatYotW7Zw9913h1oURSmE/ucqhUlPtwvNHtYUfsUmc4vBzhh6AJvdxhgRm+lUAxE9IiI89dRTjBs3rmRlQRWljFHFoBRm9myvXQ9jc55kYgNOlmGVQyHyC8kohVi2bBn79+9nwIABoRZFUTyiikEpTFpaQZdUFy7DzhCqY6MRE4E+ngZqIRmP5OXl8dRTTzFhwgQqVtR8kUp4oopBKczBgx6b87Czg37AUeAvYD8u9QHc0UIyhXj//fepWrUqvXu755lUlPBBFYNSGC+FZPYBv2E9kapisyAOBZZ6O48WkilAdnY2zzzzDM8//3z0Z5BVIhpVDEphEhJsGgY36gLNgOlYF9UD2FzqCZ7OoYVkCjF79myaNGlCt27dQi2KohSJKgalMEUUgFkE/B8QD5wLVMZWXiqEFpIpQFZWFuPHj+f5558PtSiK4hNVDEphXArJuNMG+BK7tvAX8D5Q332QFpIpxOuvv05iYiIdOmgdKiX80ZQYimdGjYJPPvEvHYY7WkimAIcOHWLy5Ml8/vnnoRZFUfxCZwyKZ5xCMnke1hqKRAvJFGLq1Kn06NGDVq1ahVoURfELVQyKV47fcQeT4uPJrlLFo1mpAMacUgpaM+AkGRkZvPrqq4wdOzbUoiiK36hiULwyevRo1rZtS6Wvv7aFYrSQTLGZOHEit956K82aNQu1KIriN6VaYzDG1AbeA5piE2/eLCL73ca0wXo4VgdygedE5D2nbzZwOZAfUTVERNaXRiYlMCxfvpz33nuPH374AVO3LixcaHMfaSEZv9m1axdz5sxh82b3bFKKEt6UqlCPMWYysE9EJhljngRqicgTbmOaAyIiPxtjGgDrgPNF5ICjGD4WkQ+L87laqKdsSU9P56KLLmL+/Pl07do11OJELHfffTfx8fHqoqqEDcEq1NMb6OK8n4P1ZCygGERkq8v7P4wx6Vg3+AOl/GylDBARhg4dyuDBg1UplIKtW7eyePFitm7d6nuwooQZpV1jqC8ie5z3f+LBpd0VY0wHoAqw3aX5OWNMmjHmJWNM1VLKo5SSV155hb/++otx48aFWpSI5plnnuHRRx+llqYFUSIQnzMGY8wKbOp9d0a77oiIGGO82qWMMWcC84DBIpLnNI/CKpQqwEzsbGO8l+OHAcMAGjdu7EtspQRs2LCBCRMmsHr1aq3P7A/p6XbNJS3NJh6sUQMSEtiYmKglO5WIxqdiEJHu3vqMMXuNMWeKyB7nxp/uZVx1YAkwWkRWu5w7f7Zx3BjzFjCiCDlmYpUHiYmJJV8YUTySmZlJ//79eemllzjnnHNCLU54k5JiK9wtW2b3XVOUL1pEi+PHWXXBBVT78UcbD6IoEUZpTUnJwGDn/WDgI/cBxpgqwH+Aue6LzI4ywdhUk32ATaWURykhjzzyCImJiQwcODDUooQ306dDly6weLFVCO51K7KyqJKXx9kbN9px06eHQkpFKRWlVQyTgCuNMT8D3Z19jDGJxpg3nTE3Y+u7DDHGrHe2Nk7f28aYjcBGbPLOCaWURykBixYtYsWKFUybNi3UooQ306fDiBE2TYjjzfcatlhRVWCIy1AjYseNGKHKQYk4SuWuGirUXTVw7Nq1i8TERJKTk+nYsWOoxQlfUlLsDMAtd9Qi7NPVJ0AWMNvTsXFxNvhP04QoIcZfd1WNfC7H5ObmMmjQIB5++GFVCr6YONGWK3WjH9YGWqeoY7Oy7PGKEiGoYijHTJw4kQoVKjBy5MhQixLepKfbheaSzq5FYOlSGzmuKBGAKoZyynfffcerr77KvHnztCi9L2bPLv05jAnMeRQlCKhiKIccPHiQAQMGMHPmTBo2bBhqccKftLTC3kfFJSvL5phSlAhAFUM5Q0RISkqiR48e9O7dO9TiRAYHD/oe4w/79/seoyhhgFZwiza8ROMydCjExzN37lw2bNhASkpKqCWNHGrU8NqV42y5znYM+0/l8R9L02MoEYIqhmjBRzQuY8ZwpHNn5q9dy4JVq4iLiwuNnBHI/saNqVaxIlVycwv1TQBcs0rNB8YAY90HxsbaFOWKEgGoKSka8CMal2PHiP30U5ZmZtL6669DImak8f333zNgwAAunj4db/XrxgLito31ME5EbN0KRYkAVDFEOh6icU9z2yoCDzivlbOzNRq3CESEZcuW0a1bN3r37s1FF13E2h07qNyrl+/ypl7IBb4+/XS2HzoUWGEVpYxQxRDJpKScUgouHHHZ/gRigZtcB+SnatDo8ZMcP36ct956iwsuuIBRo0YxdOhQtm/fzogRI6hRowaMGlW4rKmfVIiL49f+/enYsSOTJ08mJycnwNIrSmBRxRDJeInGdWUhUA/o7N6h0bgA7Nu3j+eff55mzZrx3nvv8fLLL/PDDz8wcOBAqlSpcmpg+/YwZYpNb1Ec4uIwU6Zw+yuvsGbNGj799FM6dOjAunXrAvtFFCWQiEjEbe3atZNyz969IjExItaA5HXrCjLGW39MjEh6eqi/SUjYvn27PPDAA1KrVi0ZMmSIpKWl+Xfg66+LxMWJGFP0tTfGjnv99QKH5+XlyZw5c6RevXry2GOPyZEjR8rg2ymKZ4BU8eMeqzOGSMWPKNqdwEpO5UUvRDmMxl27di0333wzHTp0oFq1amzatIm33nqL1v56DCUl2YR4fftCTExh81JsrG3v29eOS0oq0G2M4fbbb2fTpk38+eeftG7dmuXLlwfo2ylKYFB31UjFj2jcecClQDNvA8pJNG5eXh4ff/wxU6ZM4bfffuORRx7h3//+N6effnrJTpiYCAsX2txHs2fba7h/v41TaN3aeh/Fxxd5ivj4eObPn8+yZcsYNmwYl112GVOnTqVu3bq+P99HrIqilBp/phXhtqkpSUSuu86nGek8kH/7GCPXXRfqb1JmZGZmyhtvvCHNmzeXxMREWbBggWRnZ4darEIcPnxYHnnkEalfv77MmzdP8vLyPA9cu1akb19rAnQ3I8bG2ra+fe04RfEAfpqSSnWDBmoDnwI/O6+1vIzLBdY7W7JLezNgDbANeA+o4s/nqmIQkQEDirzhfwMSB3LIh2LYc+WVYXmzLA3p6ekyduxYqVevnlx//fWycuVK7zfbMGLt2rWSkJAgV199tfzyyy8FO0u5tqEoIv4rhtKuMTwJfCYi5wGfOfueyBKRNs7Wy6X9BeAlETkX2A/cWUp5yg8JCdaW7YU52FoBRRlLsitVYsHmzdSvX5+BAwfy/vvvczBQeYFCwNatW0lKSqJ58+b8/vvvfPnllyQnJ3PZZZdhShiDEEzat29PamoqXbp0oX379kydOtW6tnqIVfGKaOU4pfSUqoKbMeYnoIuI7HHqN38pIi08jDsiIqe5tRkgAzhDRHKMMZ2AsSJyta/P1QpuIHv3kteoERWzs0t+kpgY+O03dh8/zscff0xycjJff/01HTt2pFevXlx//fU0bdo0YDIXIEB2chHh22+/ZcqUKXzzzTfcc8893HfffdSvX79s5A4SP//8M8OHD+esPXt4a8cOKrqtJ+3DPkUtx9bEnQjc5n4SrRynuOFvBbfSmpIOuLw3rvtu43KAVGA10MdpqwtscxnTCNjkz+eWd1PS5s2bpVu3bvLp6adLni/TQlEmh379Cp378OHDsmjRIhkyZIjEx8dL69atZfTo0bJ69WrJzc0tvfABspPn5OTIhx9+KBdffLGcc845Mm3atKhz/czLy5MdbdtKjoe/X3+Qm0EOg6wCqQ6yyc+/sVJ+IVBrDMAKYJOHrbe7IgD2ezlHQ+f1bGAHcE5xFQMwzFEuqY0bNy7r6xeWHDx4UB577DGpW7euvPLKK5L97bfWnlwSxRAXJ5KSUuTn5eTkyDfffCNPPPGEtGzZUs444wy566675KOPPpKjR48W/wsEwE5+5MgRee211+Tss8+WTp06ycKFCyUnJ6f4skQCXmJVjoBUBvnJpW0gyBMaq6L4IGCKociD4SfgTOf9mcBPfhwzG7jRmWH8BVRy2jsBn/jzueVtxpCXlyfz5s2TBg0ayNChQ2Xv3r2nOvNvtsVVCiVYnPz5559l6tSp0rVrVzn99NPl+uuvl5kzZ8off/zh++BSyrlnzx4ZPXq01K1bV/r16yfffPNNseWPOF54waNi+B4k1q3tRZDrPF3D2FiRyZND/U2UMCFYiuFF4Enn/ZPAZA9jagFVnfd1sR5MLZ39D4D+zvsZwL3+fG55Ugw//PCDXHrppdKuXTv57rvvPA8KgcfKvn375J133pH+/ftLzZo1pUOHDvLss8/Khg0bCnsArV1bSCkcA7kDpDHIaSAXgiz1IHNuTIyM79VLatasKffee69s3bq11LJHDF48z74Cqe/WNhPkcm9/90GDQv1NlDAhWIqhDtYb6WfH5FTbaU8E3nTe/w+wEdjgvN7pcvzZwFqsu+oH+QrE11YeFMO+ffvkvvvuk3r16skbb7zh21ySkmLtyTEx9inR/akxJsb2+zAflYQTJ07IZ599Jg899JA0a9ZMmjRpIvfff78sX75cjh8/btcM3JTWEWyqjl9BckH+11EQv7rd1HJAfjz/fMnIyAi43GGPl1gVTzOGKd5mDBDVsSpK8fBXMZTKKylURLNXUl5eHrNmzeLpp5+mX79+PPvss9SpU8f/E5QiGjcQiAg//vgjycnJJCcn89ePP7L5yBGq5OX5PDYBW+TmBvcOx3uq3EX1DhwIb79dqPkodhq+GTjPabsdaABM8nSeQYNg7twyElKJJILilRSqLVpnDGvWrJH27dtLp06dZN26daEWJyAceuYZya5c2fOTrMv2J0hVkC1qJz+FlzUGAbkF65l0BORrvHglledrp3gETaIXOWRkZHDXXXfRp08f7r//fr7++mvatm0barECwum//EIlH7EW2cAAbLK/f3gaUE5yOhWiiIpvrwNZ2JTqtwLTgVaeBopo5Til2KhiCCE5OTlMmzaNVq1aUb16dbZs2cLtt99OhQpR9GfxEUmdBwwCqgCvFTVw//7AyRQp1KsH11zjsXJcbWAx1qz0Gx6C28Ae17Nn+TPBKaVGs6uWlFJG7n799dfcf//91K5dmy+++IJWrTw+70U+NWp47RJs9O5eYClQuajz1KoVULEihlGj4JNPClXp84vYWHu8ohQXf+xN4baFdI2hlJG7f/zxhwwcOFDOOussee+99yIiuVupKMJOPhykIzZ6t8g1iPJuJw9irIoS3RAMd9VQbSFTDKWIFzhx4oRMmTJF6tSpI6NGjZLDhw+H5jsEGy/RuzvshEGqglRz2eZ7up4avavZVZWA4K9iUFOSv7hmuPSFyKkMl8CK887jwQcfpEmTJnz77bc0b968jIUNIxw7uSxejJFTrtFNsJrBJ2ontyQl2brTEyfC0qX2urjW+451Iht69rTmI02cp5QCjWPwh5QU6NLFo1JYAIzDLgCegc330dml/1jFitxcrx53Tp9Or169IiL9c6A5/vXXyOWXE+NHLEMhNENoYUIcq6JELv7GMeiMwR8mTiz4dObwKfAEtsJQB2CPh0Or5OayqH17KvXuXbYyhilZWVn0Hj+emy+6iDu3bMEUZxE1Lg6mTFGl4E58PDz+eKilUKKYKPKLLCPS02HZMjtNd2MM8E/gYuyFbOhsrlQAKi1fbp/yyhmZmZlcd911xMfHM2T1asyUKfZm72vWZMwppZCUFBxhFUU5iSoGX8ye7bE5F5sDPAM4FzgLuB8bdFQIY7yeJ1o5evQo1157LQ0bNmTu3LlUqlTJ3uRXroS+fW2ai9jYggfFxtr2vn3tOFUKihIS1JTki7Q0cKueBdb3Phv4EFiF9cHvDUwAnnMfXM4id48cOcK1117L2WefzZtvvknFihVPdSYmwsKFaidXlDBGFYMvvETu5j/rPoAtRAHwKF4UA5SbyN3Dhw/Ts2dPWrRowcyZM71HcaudXFHCFjUl+cJL5G4trPnI1VpepOW8HETuHjp0iKuvvpqWLVsWrRQURQlr9D/XFwkJ1u7tgaHAq0A6sB94CbjO08DYWGsmiWIOHjzI1VdfTZs2bZg+fboqBUWJYPS/1xdFZKZ8BmgPNAfOBy4CRnsaKNGd4fLAgQNcddVVJCYmMm3aNFUKihLhlOo/2BhT2xjzqTHmZ+e1kL3EGNPVGLPeZTtmjOnj9M02xvzq0temNPKUCUVkuKyMTX98APgTeAUoNLeI8sjdffv20b17dzp16sQrr7xSLgP4FCXaKO2j3ZPAZyJyHrbE55PuA0TkCxFpIyJtgCuATGC5y5DH8/tFZH0p5SkbRo0q7FrpL1Gc4fLvv/+me/fuXH755bz00kuqFBQlSiitYugNzHHezwH6+Bh/I7BMREqQQziEtG8PU6YgcXHFOy6KI3f/+usvunXrRvfu3ZkyZYoqBUWJIkqrGOqLSH4miD+B+j7G9wfedWt7zhiTZox5yRhTtZTylB1JSbzTti3HK1Ys95G7GRkZXHHFFVxzzTW88MILqhQUJcrwGcdgjFmBzQ/nToF1VhERY4zXjHzGmDOB1sAnLs2jsAqlCjATm3povJfjhwHDABo3buxL7ICTnJzM07t303vFCqq++mr0Zbj0s/DQ3r176datG3379mX8+PGqFBQlCilVdlVjzE9AFxHZ49z4vxSRFl7GPgS0EpFhXvq7ACNExKPHpyvBzq76559/0qZNGxYuXMgll1xiG6MlcjclxSYJXLbM7rtGeecrumuugVGj+LNRI6644gpuvvlmxowZo0pBUSIMf7OrllYxvAj8LSKTjDFPArVFZKSXsauBUSLyhUvbmY5SMdgwgGMiUmgB251gKgYRoWfPniQmJvLss88G5TODRn6Niawsj0kCT2IMeTExjK9enQr33ss///nP4MmoKErACFba7UnA+8aYO4GdwM3OhycC94jIXc5+U6ARsNLt+LeNMfHYoOH1wD2llCfgvPbaa+zbty/6bobFLDxUISuLp3JyqBJJsyFFUUqEFuopgs2bN9OlSxe+++47zj333DL/vKDhpfDQQKzP8VHsotJI4C73Y7VwjqJELP7OGDRE1QvHjx/ntttuY9KkSdGlFMBr4aFRwA7gEJAMPA2scx+UlWWPVxQlalHF4IWnnnqKc845hzvuuCPUogSWIgoPtQLy/YWNs213HyRiPbLKYeEhRSkvlM+02z5cM1esWMF7773Hhg0bos/zxkfBoHuxdauzsLmfenoalF94SNNmK0pUUr4UQ1GumYsWwZgxHO/WjZfWruWtt9+mTp06oZGzLPFSeCif17EZY78DvuTUDKIA5azwkKKUN8qPKWn6dLvgunixvTG63xyzsuDYMSovWcJ/9u/nym3bQiJmmeOl8JArFYFLgd3AdG+DyknhIUUpj5SPGUMxXDMrAFVycux4iL6UFl4KD3kiBw9rDPmUg8JDilJeif4ZQ0qKR6XQBZsi+zRnKxSunZlpjwtihHUwyLvgAnKrVCnUng4sAI4Audi8Je8C3TydpBwUHlKU8kz0KwYvrpkAr2FvhEeAnzwNiCLXzD179vDcc8/Rfto0crKzC/UbrNnoLGzZ0hHAv4Benk4W5YWHFKW8E92KoQjXTL+IcNfMvLw8VqxYwY033kjLli357bff+H8ffUTVPn0KZYiNx4alH8DGMWwE7vZ00igvPKQoSrQrBh+umaOAusAlWA8cj+S7ZkYQGRkZvPjii7Ro0YLHHnuMbt26sXPnTt544w3atm2rhYcURSmS6F58LsI18wWgJTbf9wLgemyypnPcB5aFa6afKa6Lg4iwatUqZsyYwbJly+jTpw/z5s2jY8eOhWMxnMJDfudKyieKCw8pinKK6FYMRbhmdnR5Pxi70LoUeMDT4EC5ZvoRR5Gf4pr27f065f79+5k7dy5vvPEGAMOHD2fatGnU8uU1lO9t5Wd2VWJjo7bwkKIoBYluU1IxXDMN4O3WmFuM83jFzzgKFi+246Z7jSBARFi9ejVDhgzh7LPPZs2aNcyYMYPNmzfz0EMP+VYK+SQl2YR4fftCTExh81JsrG3v29eOU6WgKOWC6J4xJCTAwoWFbsIHgDXA5dgL8B7wFfCyh1NkGcNzH3zAmr176dy5M507d6Zjx47EFaf+czFTXJ90lYUCN+NDhw7x9ttv88Ybb3DkyBGGDx/Oiy++SHxpFoITE+01ipbCQ4qilJroTrudng5NmhRSDBnYHED/xUb5/gN4FrjS0zliYti/YQNf//QTq1atYtWqVaSlpZGQkEDnzp257LLLuOSSS7w/pXtJcZ3Pz9h6pzcC8907nRTX31eowIwZM/jggw/o1q0b99xzD1dccQUVKkT3hE9RlMASrApuNwFjgfOBDiLi8W5tjOmBfSCvCLwpIpOc9mbYtd862AzPg0TkhK/PLVY9hn79rHmmJN/TGGtGWbiwQHNmZiZr1qzhq6++YtWqVaxZs4ZmzZqdnFF07tyZhg0b+vX5V2ET1jWhsGLIM4Yva9bkjurVufvuu7njjjs488wzi/89FEVRCJ5iOB/IA97A1msudLc2xlQEtmIfyHcDKcCtIvKjMeZ9YJGILDDGzAA2iIh347pDsRSDjyf2IvGzKE12djY//PDDyRnF119/TfXq1bm2fXteWrSISjk5Ho9bACzCekdtw8OMAcitXBl++42KZ5xRfPkVRVFcCEqhHhHZIiIeg4Zd6ABsE5FfnNnAAqC3U+f5CuBDZ9wcoE9p5PFIvmtmcdYEoFiumZUrV6ZDhw489thjLF68mPT0dD7++GNuy84m14viPQT8E5jq49wVK1Wi4rx5xZNdURSlFARj8bkhsMtlfzfWW7QOcEBEclzaG5aJBEF2zaxQoQItW7a0yiU31+OYZ4A7sSkoikRTXCuKEmR8zhiMMSuMMZs8bL2DIaCLHMOMManGmNSMkqSoCIVrppc4ivXACuARf8+jKa4VRQkiPmcMItK9lJ/xO9DIZf8sp+1voKYxppIza8hv9ybHTGAm2DWGEkkSbNdML/EPX2JrKzd29vMzmv4IfO/pAE1xrShKEAmGKSkFOM/xQPod6A/cJiJijPkC66m5ABuA/FEQ5LE3/2CUpfQSRzEMexHymYJVFB5X3TXFtaIoQaZUi8/GmL7GmN1AJ2CJMeYTp72BMWYpgDMbuB+b4n8L8L6IbHZO8QTwqDFmG3bN4d+lkSfs8JKaOg44w2U7DVsbwuNcRVNcK4oSZKI7wC0cKIM4CkVRlJIQFHdVxQ80xbWiKBGGKoayJghxFIqiKIEkupPohQua4lpRlAhCZwzBQlNcK4oSIeiMIZhoimtFUSIAVQyhIFhxFIqiKCVATUmKoihKAVQxKIqiKAVQxaAoiqIUICIjn40xGcBOL911gb+CKE5xUNlKTjjLF86yQXjLF86yQXjLVxLZmoiITw+XiFQMRWGMSfUn5DsUqGwlJ5zlC2fZILzlC2fZILzlK0vZ1JSkKIqiFEAVg6IoilKAaFQMM0MtQBGobCUnnOULZ9kgvOULZ9kgvOUrM9mibo1BURRFKR3ROGNQFEVRSkHEKQZjzE3GmM3GmDxjjNcVeWNMD2PMT8aYbcaYJ13amxlj1jjt7xljqgRYvtrGmE+NMT87r4UKNhtjuhpj1rtsx4wxfZy+2caYX1362gRTNmdcrsvnJ7u0h8O1a2OM+c75DaQZY25x6Qv4tfP2O3Lpr+pci23OtWnq0jfKaf/JGHN1aWUpgWyPGmN+dK7TZ8aYJi59Hv/GQZZviDEmw0WOu1z6Bju/g5+NMYNDINtLLnJtNcYccOkr02tnjJlljEk3xmzy0m+MMa84sqcZY9q69AXmuolIRG3A+UAL4Esg0cuYisB24LXixNQAAAStSURBVGygCrABaOn0vQ/0d97PAJICLN9k4Enn/ZPACz7G1wb2AXHO/mzgxjK6dn7JBhzx0h7yawc0B85z3jcA9gA1y+LaFfU7chlzLzDDed8feM9539IZXxVo5pynYpBl6+ryu0rKl62ov3GQ5RsCvObh2NrAL85rLed9rWDK5jb+AWBWEK/dZUBbYJOX/p7AMsAAFwNrAn3dIm7GICJbROQnH8M6ANtE5BcROQEsAHobYwxwBfChM24O0CfAIvZ2zuvv+W8ElolIZoDl8ERxZTtJuFw7EdkqIj877/8A0vFSLjsAePwdFSHzh0A351r1BhaIyHER+RXY5pwvaLKJyBcuv6vVwFkB/PxSy1cEVwOfisg+EdkPfAr0CKFstwLvBvDzi0REvsI+LHqjNzBXLKuBmsaYMwngdYs4xeAnDYFdLvu7nbY6wAERyXFrDyT1RWSP8/5PoL6P8f0p/KN7zpkivmSMqRoC2WKMManGmNX5Ji7C8NoZYzpgn/i2uzQH8tp5+x15HONcm4PYa+XPsWUtmyt3Yp8y8/H0Nw4k/sp3g/P3+tAY06iYx5a1bDjmt2bA5y7NZX3tfOFN/oBdt7BMu22MWQGc4aFrtIh8FGx53ClKPtcdERFjjFe3L0fLtwY+cWkehb0pVsG6oz0BjA+ybE1E5HdjzNnA58aYjdgbXqkJ8LWbBwwWkTynuVTXLloxxgwEEoHLXZoL/Y1FZLvnM5QZ/wu8KyLHjTHDsTOvK4Isgy/6Ax+KSK5LWzhcuzIlLBWDiHQv5Sl+Bxq57J/ltP2NnXZVcp7u8tsDJp8xZq8x5kwR2ePcvNKLONXNwH9EJNvl3PlPzMeNMW8BI4Itm4j87rz+Yoz5ErgIWEiYXDtjTHVgCfZBYbXLuUt17Tzg7XfkacxuY0wloAb2d+bPsWUtG8aY7lile7mIHM9v9/I3DuTNzad8IvK3y+6b2DWm/GO7uB37ZTBlc6E/cJ9rQxCunS+8yR+w6xatpqQU4DxjvWiqYP+4yWJXaL7A2vUBBgOBnoEkO+f15/yFbJfODTHfpt8H8OiZUFayGWNq5ZtgjDF1gUuAH8Pl2jl/z/9gbawfuvUF+tp5/B0VIfONwOfOtUoG+hvrtdQMOA9YW0p5iiWbMeYi4A2gl4iku7R7/BsHUDZ/5TvTZbcXsMV5/wlwlSNnLeAqCs6qy1w2R75/YBdxv3NpC8a180UycLvjnXQxcNB5KArcdSurlfWy2oC+WNvZcWAv8InT3gBY6jKuJ7AVq8lHu7Sfjf0H3QZ8AFQNsHx1gM+An4EVQG2nPRF402VcU6yGr+B2/OfARuxNbT5wWjBlA/7H+fwNzuud4XTtgIFANrDeZWtTVtfO0+8Ia57q5byPca7FNufanO1y7GjnuJ+Aa8rgf8GXbCuc/5H865Ts628cZPkmApsdOb4A/uFy7B3ONd0GDA22bM7+WGCS23Flfu2wD4t7nN/5buz60D3APU6/AaY5sm/ExTszUNdNI58VRVGUAkSrKUlRFEUpIaoYFEVRlAKoYlAURVEKoIpBURRFKYAqBkVRFKUAqhgURVGUAqhiUBRFUQqgikFRFEUpwP8HunM9cPjIb5oAAAAASUVORK5CYII=\n", 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\n", 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\n", 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\n", 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xt3KGJTZu3Ehqaip16tRh6tSptGvXzg9GV4xjx44xd+5cZs+ezcWLFxk2bBjDhg2jTZs2gTZNcIFIOguCt3EIS5RQ+3ETlujatSsbN27k/vvvp1evXjz//PNcKssAp5/Izs7mgw8+4J577qFDhw7s3r2bt99+m/379zNu3Dhx/GGC9PwFoRxkHzzI+NateXnwYCqdO2fy+Dt2NFk9HgzuHj9+nKeffpr169fz5ptvMnDgQPcfWoai5mXFYrGwevVqZs+ezaeffkqPHj0YNmwY9957L1HlTcMUAoKnPX+01hVegL7AbmAf8Bcn21OAU8BW6/J7d8eMj4/XghCsfPfdd7pjx44VPs7y5ct127Zt9aBBg/TBgwedN9q4UevERK1r1DCLCTqZJSrKrEtMNO3KyK5du/Tzzz+vmzVrpjt16qRfe+01ffz48Qp+KyGQAJu0J37bk0alHsDMbt8PXIcR3tsGtHdokwK8VZbjivMXgo6fftL6n//U+re/1Uc6d9Zrmjc370+erNBhc3Nz9d///nd9zTXX6IkTJ+rLly9f2Th1qtbR0VorVdzpOy5KmXZTp7r9vFOnTukpU6boLl266EaNGulRo0bpbdu2Veg7CMGDP51/d2CZ3fvRwGiHNuL8hdDFhz1ve/bv36/79++v27dvr1evXn3F8Zfm9B0XFzeA3NxcvWDBAn3vvffqunXr6iFDhuj//e9/Oj8/v0I2C8GHP53/A8B7du+HOTp6q/M/DmQCHwPNXBxrBKaS26bmzZv7+BQJggf4oOddGhaLRS9YsED/OiZG51au7PLz9oCuDvq3rm4AGRnaYrHo9evX69TUVH3NNdfo3r1765kzZ+pz58556eQIwYinzt9fM3wXAfO01peVUo8Cs4DbHRtprd8B3gEz4Osn2wTBOWWo24v2Tt1epRRJSUkMSkuj0qJFLts9DnRxZUpODt8nJ3Nvfj5KKYYPH87mzZtp0aJFuWwSwhNvOP8fAXvxjqbWdUVorc/YvX0PmOSFzxUE3+Gkbu9lTPGWL4GfgViMznw/+/1sN4AuXco/EenkSaosX+5y83ygHtADk2HhiNKa1rt3M2/xYm66557yzbYVwh5v5PlnAG2UUq2UUtWAwZiSpkUopRrZvR2EQwlOQQg6nNTtLcD0ctYA5zB68w9h6vgWo6J1e0up+nUe+BvwmptDVK1WjfisLHH8gksq3PPXWhcopZ7AqNpWBmZqrXcopcZhYk+fAU8qpQZhfj8/Y8YABCE4cVG3tyYw1u79AKAVpmh7S/uG2q5ub3ny70upHvZX4P9hHq9LRaqHCW7wSsxfa70UU2zHft3f7F6PxmQBCULw42G93Z+APZhiIyWw1e195pmyf76L6mFbMSGnLZ4eR6qHCaUgks6C4Iibur0A+cBvgWQcSgraqEjP20X1sNWYEFNz63tbIZmdwHfOdojQ6mGCZ4i2jyA44qZurwWTz1wNeKu0huXtebuoHjYCM5vSNk1+JPBrTLy1BBFWPUwoO+L8BcGRUur2akzM/SdgAabAuEvK2/NOScFZnnM0cK3dUguogSksU9LQyKgeJpQfcf6C4IiLnjdAKiZVbRFQmtxZQbVq5N/gNCDklv0XLvBNnToUumk3FvjA2QYpai54gDh/QXDERY/5EDADE3Kx9bxrAXOdtC0sKOCGiRMZOnQoixcvJi8vz+3HXr58mfHjx9O1a1f2P/QQlcpaPMaGFDUXPECcvyA4Yqvb65Aj3wIT9snFDLbalt867q8U1e+7j3V79tCtWzcmTpxIo0aN+MMf/sCKFSsoLCzZp1+zZg2dOnXi22+/ZfPmzQyfMgVVzuphUtRc8AhPNCACsYiwmxBQNm4su6iag7aOPYcOHdKvvPKKjo+P1w0bNtRPPPGE/vrrr/WJEyd0cnKybtq0qV64cKG2WCzF7fCztpAQ+uChto/0/AXBGRWo2+us5928eXNGjRrFpk2bWLt2LQ0aNODBBx+kcePGbN++nblz53LfffeVnJErRc0FHyF5/oLgCpsjrUDdXmdcvnyZ5cuX06xZMyZPnsy2bdt45JFHqFSpEoMHD2bw4MHceKPd1DFbUfNTp8zEsawsk0ZaxuphglAMTx4PArFI2EcIGjIytE5KMrr9UVHFwy02Pf+kpBKhHkeys7P1c889p+vXr6+nTp2qCwoKirZZLBa9ceNG/ec//1k3adJEd+zYUb/88st63759vv52QpiBh2EfqeErCJ5SgZ73kiVLeOKJJ+jevTuvvfYa1157rcu2FouFdevWMX/+fD766CNatmzJ4MGDeeihh2ja1K2qjxDheFrDV5y/IPiQo0eP8tRTT7Ft2zamTp3K3XffXab9CwoKWLVqFfPnz+eTTz6hQ4cODB48mAceeICYmBgfWS2EMuL8BSGAFBQU8NZbbzF+/Hgee+wxRo8eTZTjYG0ZuXz5Ml988QXz589nyZIldO3alcGDB5OUlES9evW8ZDlG1TQtzWgcnTtnZjzHxcEjj8jYQlkJwLn01PkHPLbvapGYvxCqfPvtt7pz5866T58+eteuXT75jOzsbP3f//5XJyYm6jp16uhBgwbp//znP/rChQvlP6ifahVHBAE8l/irhq+vFnH+Qqhx9uxZ/fjjj+uGDRvq2bNnl8zZ9+Hnzpo1S/fr10/XqVNHP/TQQ3rhwoU6JyfH84PIfALvEeBzKc5fEPyExWLR8+bN040aNdJ/+MMf9JkzZwJmy6lTp/SMGTN0nz59dL169fTw4cP10qVLdV5enuudbM6qrBPZ5AZQkiA4l+L8BcEP7N27V9999926Y8eOet26dYE2pxjHjh3TkydP1t27d9f169fXI0aM0CtXriyWYupsJvMU0PGgq4FOLuNM5ojGxazwM6DvAx0NujnouT4+l546f5nhKwjlwCbC1q1bN+688042b95Mjx49Am1WMRo1asSTTz7JN998Q0ZGBrGxsTz99NM0a9aM//u//2PDhg3of/yjRK3ixsCLwO/cfUBFaxWHG07qPgM8jqn98BNGBDAV2OHYKADnUrJ9BKGMrF69mtTUVNq0acOUKVNo0aJFoE0qE7t372b+/Pl88cEHrNi3D+fi1eYGcBRIK+1gNWrA4cOSBXTyJLRoUaICXDZwFbAdaGtdNwxoAkx0PIaXzqWn2T7S8xcEDzl16hTJyckMHz6cCRMm8Omnn4ac4we4/vrrGTNmDF//4Q9Uq169Ygez1SqOdFycgz0YDZ22dut+hZOeP/j9XIq2jxA5lDPn2mKxMHPmTJ5//nmGDRvGjh07qF27tv/s9hEqMxN1+XLFDpKTw64PP2S59SZiiyS4+1uWtsGyb2nHGLxkCfFO6j5fBOo4rKsLXCjRkorVfS4H4vyF8Ccjw8RTP//cvLf/kS5cCGPGGP3+0aONmqcd27dvZ+TIkeTn5/PFF1/QqVMnPxruY9zUKvaUgtOn2bt3b5Eiqad/y9K2ovvalop+rqtjuCr8WQs477DuPOCy61Deus/lQJy/EN5Mm1a6KqdtgC49HZYtK1LlzM7OZty4ccycOZNx48YxYsQIKleu7F/bfU0ptYrLQsdbb2XKlCleOVbIsm0b7NpVYnVboADYC7SxNQVuLNHSSnnrPpcDifkL4YvN8V+6VLocM5jtly7BqFFkPf44HTp04OjRo2RlZZGamhp+jh9c1iouwFQrK7QuudZ1TomKMuJ2kY6Lc1kTSAL+hhn8XQd8ihn0LYGfz6Vk+wjhSUYG9O5tHLodvYENXHnkbQLsdtj1klJkTZnCzY8/7msrA4uLDJWxwEsOTcdY15dAsn0MLs4lwM+YtNnlwDWYLJ8hzo4h2T6C4AVc5FwDvMWV+ruOjh8gCrh55Urf2RYsxMSg+/bF4rB6LKAdlrHO9lcK+vcXxw8u6z4DXA2kY3r+h3Hh+ANwLsX5C+HHyZNmcLecT7VKa1i61Oj3hzHZ2dmMPn+ey5XK6QaioswguWAYPbpkmU1PCcC5FOcvhB9ucqVHA/WBnsBqV43CPH/96NGj3HrrrRxv2pQqb7zhtVrFEY2X6z77GnH+QviRmek09grwT+AH4EdgBDAQ2O+soZ9zrv3Jt99+y80338zgwYNJS0uj6h//eMVpOQlbFEOpK85KisWXJDU1ZM6lOH8h/Cglf/1mTI51dSAZ0/tf6qqxH3Ou/cXcuXMZOHAg06dP59lnn72St56aCmvWQGKiGXh0DF9ERZn1iYmmnTh+14TIuZQ8fyH8KEP+usIMaDrFjznXvsZisfDiiy8yb948VqxYQUdnKYUJCbBgQYVqFQtWQuBcivMXwo+4OPSCBSiH0M9Z4FvgNsw//n+Br4DJTg5xuXJlvteaVufPU6eO4wT90OLixYsMGzaMM2fOsHHjRhq4czoNGsAzz/jHuHAniM+lhH2EsKKwsJCFdeqQ50SzJh+jVNkAM+A7BZOC17ZES6isFBOOHaNp06bceeedTJ48mf37nY4OBDWHDh2iZ8+eXHPNNXz55ZfuHb8QMYjzF8KCwsJC5s6dS4cOHXh1zhzOdu+OdhhwawBkYES1zmIme93l7GBKUWXQIOavWMGxY8f44x//SFZWFrfccgvt27fn2WefZe3atRQUuJz3GhSsW7eObt26kZKSwrvvvku1atUCbZIQRMgMXyGkKSgoYN68eYwfP56YmBjGjBnDHXfcgdq0yekMX4+IjjYDcQ6pdxaLhc2bN7N48WIWLVrE4cOH6du3LwMGDKBv377Uq1fPO1/KGWVUJJ01axbPPPMMs2bNol+/fr6zSwg6PJ3hG/Byja4WKeMolEZ+fr5OS0vTrVu31r169dIrVqwoWTDdx/VUjxw5oqdPn64HDBiga9eurXv37q3/9a9/6d27d3vvi27cqHViotY1apjF3taoKLMuMdG001oXFBToZ555RsfGxuqdO3d6zw4hZEBq+ArhSF5enp45c6aOjY3Vt912m161alXpO9huAEqV7vSVqlAh7ezsbL1o0SI9YsQI3bhxY92mTRv95z//Wa9cubL04uletP3Sa6/pAQMG6D59+ujTp0+X7zOFkEecvxBW5OXl6ffee0+3atVK9+nTR69evdrznTMytE5KMr3kqCjnveekJK8V0LZYLHrz5s36pZde0gkJCbpevXr64Ycf1nPmzPHcKZfjqeWSUnrurbeW/2YjhAWeOn+J+QtBTV5eHrNmzeIf//gHsbGxjBkzhltvvbV8BwtQzvXx48dZunQpixYtYtWqVcTFxTFw4EAGDBhAu3btihUIAYoUSd+6dIk0IAv4Dc5r6Y7DKG4uB+4EdHQ0ysl4hRA5eBrz94rzV0r1xaRLVwbe01pPdNheHZgNxANngIe11gdLO6Y4/8gmLy+P999/nwkTJtC2bVvGjBlDz549A21WhcnNzWXVqlVFg8ZVq1ZlwIABDBw4kF69epmMnKQkSE9nodZUApYBOZR0/vuB+zA/qNkY549SZuboggV+/FZCMOG3AV+Mw98PXAdUwxSqae/Q5jFguvX1YOC/7o4rYZ/IJDc3V0+dOlU3b95c33PPPfqbb74JtEk+w2Kx6G3btunx48frbt266bp16+rfDRig86tWLRbOeQF0spMwzz2gl4BuAXq5/bYaNbQ+eTLQX08IEHgY9vFGnn9XYJ/W+getdR4wH7jXoc29wCzr64+BO1SJZ10hksnNzeXtt9+mdevWLFq0iA8//JD//e9/dO/ePdCm+QylFHFxcbzwwgusX7+ePXv2kBoVRWFhodt9P8LoE/V3fuCwViQVvIM35B2aAEfs3h/F6Gc5baO1LlBKncMUtTlt30gpNQIjtkjz5s29YJoQ7OTm5vLuu+/yz3/+k06dOrFgwQK6du0aaLMCQkxMDDHVqoHFsbxKcS4Az2Pi/E4JY0VSwXsE1QxfrfU7WusErXWCTEMPb3Jycpg8eTKxsbEsX76c9PR0Fi9eHLGOv4hSFEltjMXUgG1ZWqMwVCQVvIs3nP+PQDO7902t65y2UUpVAepixqmECOPSpUu8/vrrxMbGsmrVKhYtWsRnn31GgmSnGDxQJF0BvAlca12OAA9hahUUEUaKpIJv8IbzzwDaKKVaKaWqYQZ0P3No8xlGPh3gAWCldWBCiBCys7NqsAEdAAAe7klEQVR59dVXiY2NZe3atSxdupT09HRuuummQJsWXMTFGa13oADIBQqtS6513QpgO7DVujQGZgBF5eajokwKqyCUQoVj/tYY/hOYjLTKwEyt9Q6l1DjMqPNnwL+BOUqpfZhi9oMr+rmCjymjlowrsrOzmTp1Kq+++iq33HILy5YtIy4uznd2hzopKTBmDADjgZfsNn2Ayekf67BLZeAqoJZthdbmOIJQGp6kBAVikVTPAFFGLRlXXLhwQU+cOFHHxMToBx98UGdmZvrpC4QBiYnuJR1Kk3pISgr0NxACCH5M9RTChWnTjBJmerqpgetYBzcnx6xLTzftpk0rcYgLFy4wceJEYmNj2bJlCytXruTDDz90XjlKcM7o0SVL/3lKVJTZXxDcIM5fMEybBqNGGQlkd8MxWpt2o0YV3QDOnz9fJMGQmZnJqlWrmD9/PjfeeKMfjA8zunS5UgS8LNiKgcvgueAB4vwFoyVjc/wOzAfaATWBWGCt/cZLl9BPP82/U1Np3bo1O3fu5KuvvuI///kP7du394vpYUtqatENwLEoTQmUuuL4pbC64CFSw1eACRNMSMeB5cBzmFq3XYHjTna15OQQt2QJX3/9NW3bOiuIKJSb1FTo0oWfnnqKq9avp3qNGsWvU1SUeQrr39+EeqTHL5QBcf6RzsmT8PnnTkM9Y4C/Ad2s75s42b0y0OXUKckr9xUJCfztxhvpdPfdPBYd7XdFUiF8Eecf6bjQgCkENgGDgNaYHPP7gFeAEkORNi2ZZ57xlZURS2FhIZ999hnPrVsHsbGBNkcIIyTmH+lkZpbM6gF+AvIxKnxrMZOJtmByz0sgWjI+Y8OGDcTExBArjl/wMuL8Ix0XWjK23v0fgUZAfeDPwFJXxxEtGZ+Qnp7OfffdF2gzhDBEnH+k40JL5iqMSJN9nkmpOScS8/c6Wms++eQTEhMTA22KEIaI84907LRkHHkEmAKcBH4BXgcGOGsoWjI+YceOHeTn59OpU6dAmyKEIeL8I51SNGD+CnQB2mJy/TsDLzhrKFoyPsEW8pG6R4IvEOcf6cTEQL9+JmPHgarAVOAscAIjI1ziGUEpk2cu6YZeJz09XUI+gs+QVE/BTBBatszpDF+3iJaMd3BQUb1YpQoDdu3iluuvD7RlQpgizl8o0pLRo0ahynIDEC2ZipORYWZYf/65eW9Nu60FjK5cmSrXXWeezEaPNtdJELyEhH0EQ2oqS/r0IbdSJdGS8RduVFSrFxa6VVEVhPIizl8AYMuWLfxu40bOL1qESkw0GUCOssJRUWZ9YiKsWSOOvyJUUEVVECqK0kFaTTEhIUFv2rQp0GZEBHl5eXTp0oWnn36a4cOHm5WnTpkYtGjJeJ+MDN7q2ZO0/HyygN8AadZNO4HhwH7r+3jMQHuRRmp0tLnxSqhNcIFSarPW2u0/iMT8BcaPH0/z5s0ZNmzYlZUNGohWj6+YMIHG+fm8iKl9aq+n2hgjqdECsABvY2qeZtoa5OSYMYIFC/xosBCOiPOPcDZv3sz06dPZunWr5JP7A6uKapL17SbgqN3metYFQGNUU/fZ7681LF1qnszkCUyoABLzj2AuX75McnIyr7/+Oo0bNw60OZGBCxVVR+ph5lT8EXjecaNNRVUQKoD0/COYcePG0aZNG4YMGRJoUyIHFyqqjpwFsoFZmBBQMURFVfAC4vwjlIyMDN577z22bdsm4R5/4kJF1Rk1gZFAA2AXEGO/UVRUhQoiYZ8IJDc3l+TkZCZPnsy1114baHMiCxcqqq6wAJeAHx03iIqqUEHE+UcgY8eOpX379jz88MOBNiXysKqoFmCqoxVal1ygAFM3eYt13XlMDYWrMMJ6RYiKquAFxPlHGBs2bCAtLY2pU6dKuCcQWNVPx2MK5kwEPrC+Ho+J9f8GqAvEYvL9/4eDoJ6oqApeQGL+4YaDQBh165re5iOPkFOrFikpKUyZMoWYmBi3hxJ8QEwMx371K/767beMddHkwdL2FxVVwUuI8w8XXAiEAbBwIYwZw76mTUlq2ZIHHyzVvQg+4pdffuHJJ58k+8cf+ah6dbh8uewHERVVwUtI2CcccCMQRk4O5ObSft8+Xl63TvRhAsDnn39Ox44dueqqq5jz/fdUfv11I9VQFkRFVfAi0vMPdewFwtxQGcyNYNQos0KE2XzO+fPnefrpp1m+fDmzZ8/m9ttvNxts537UKHNNStPYUsr0+EVFVfAi0vMPZTIySjj+Wg5LZcws0WLYFCJFOM+nrFy5kri4OAAyMzOvOH4bqalGpE1UVIUAID3/UGbCBNNrtOOiw+trcTGAKAJhPiM7O5vRo0ezcOFC3n33Xfr16+e6cUKCuQaioir4GXH+oYpVIKy0cMECzKzQW51tFIEwn/DNN9+QnJxMt27dyMrK4ipPJ2OJiqrgZyTsE6p4IOw1C6MN7zKbXwTCvEZubi7PPvss999/P5MmTWLOnDmeO35BCADS8w9V3AiEHQLWAP8u7RgiEOYVNm3aRHJyMu3atSMzM5MG8iQlhADi/EMVNwJhc4BbgFbujiMCYeUmLy+P8ePHM336dCZPnszgwYNl1rQQMojzD1XcCITNBv7iwWHSv/qKmYMG0aZNG9q2bUvbtm1p06YNjRs3plIliQq6Iisri+HDh9OkSRO2bt0q9RCEkEOcf4hi6dABS7VqVMnLK7HtG4wKpLt5vDoqim6//z36llvYu3cvGRkZzJ07l71793L+/Hlat25d7IZg+1u/fv3w6OGWIoXhahC8oKCAV155hddee41JkyaRkpISHudCiDikgHuIcezYMf7973+zcPp0Nhw/TnUn1+9RjAzwHHcHq1EDDh926ujOnz/Pvn372LNnD3v27GHv3r1Fr4FiNwTb6zZt2lCnTp0Kf0efU5oURlSUyYTq18/IKHTpUrTp+++/Jzk5mdq1azNz5kyaN2/uZ8MFwT2eFnAX5x8CWCwWVqxYwfTp01m1ahUPP/wwjz76KJ3GjTOSDuW5hkqZyUNlzPPXWnPmzJkSN4S9e/eyd+9eateuXeJpoW3btsTGxlKjRg33H+BrbDOiyzCr1vLoo0yePJmXX36ZcePGMXLkSAmJCUGLX5y/Uupq4L9AS+Ag8JDWusQIolKqELCllRzWWg9yd2xx/nDq1CnS0tKYMWMGtWrVIjU1lSFDhlC7dm3TICPDaPp4IO1QguhoM2vUizoxWmuOHTvm9Gnh4MGDXHvttSWeFtq2bUvLli2pUsUPEcgySGHYsNSowetNm5J+7bW8//77tG7d2ocGCkLF8ZfznwT8rLWeqJT6C3CV1vo5J+0uaq1rleXYker8tdZ8/fXXTJ8+nSVLlpCYmMjIkSPp2rWr89hyORxakUCYH+UCCgoKOHToUImnhT179nD8+HFatGjhNJTUpEkT7/SyMzJ4q2dP0vLzycJo5qdZN20A/gpsxshh9AbeBBpZt+dXrUqltWupfPPNFbdDEHyMv5z/bqC31vq4UqoRsFprfb2TduL83XD27FnmzJnD9OnTsVgsjBw5kuHDh3s2UagcoYxg0onJzc3lhx9+KHZDsP09d+4csbGxTgeeGzRo4Plga1ISCz/5hErAMiCHK87/c4wUxj2YDIgngGOYIipAuUNkghAI/OX8z2qt61lfK+AX23uHdgXAVkyluola63R3x44U55+RkcH06dNZuHAhffv2ZeTIkfTq1avsGSSbNplBzKVLjbOy1/yxDWL2728GMUNIEvjChQsuB54tFovLgee69qmwJ09CixZFA7svAke54vwd+Q64Dbhgv7KUwXFBCCY8df5uA61KqS8x+mCOvGD/RmutlVKu7iQttNY/KqWuA1YqpbK01vudfNYIYAQQ1pkUFy9eZP78+UyfPp2ff/6ZRx99lN27d1esulaYCoTVrl2bzp0707lz5xLbHAeeP/nkk6KB55o1axbdEIYeO8atFovHec1fATc6rrRJYYj+jhAmuP09aK3vdLVNKfWTUqqRXdjnpItj/Gj9+4NSajXQGVOe1LHdO8A7YHr+Hn2DECIrK4sZM2Ywb948evXqxcsvv8xdd93l3cyRCBIIu+aaa+jevTvdu3cvtl5rzfHjx4ueEOq88YbT+RDOyATGAZ86bhApDCHMqGiKxWdAMqYOdTJOfjNKqauAS1rry0qp+kBPYFIFPzdkyM3N5eOPP2b69OkcPHiQ3//+92zbto2mTZsG2rSwRSlF48aNady4Mb1794ZFi2DXLrf77QP6AZNxoYQqUhhCGFFR5z8R+FAp9f8wWmIPASilEoCRWuvfA+2AGUopC0ZFdKLWemcFP9e7lGOmpzv27NnDO++8w6xZs4iPj2fUqFEMGDDAPymNQnHcSGGA+ee9E5P1M8xVI1HpFMKICnkirfUZ4A4n6zcBv7e+/gboWJHP8RkeFD13NtPTFfn5+Xz66adMnz6drKwsHnnkEb799luuu+46H30BwSPi4mDBAgpycykACq1LLuYH8BNwOybLZ6SrY0RFmbETQQgTIneGrxfTIw8dOsS7777Lv//9b66//npGjhxJYmIi1atX95HxQpmwZvuMzc3lJYdNYzD1DsYCNR222VdFk2wfIVTwNNsnMueo20+Mcnfz0/pKzdtp04pWFxYWsnjxYgYMGEB8fDwXL15k5cqVrF69msGDB4vjDyZiYqBfP8YqhYZiy1jMDUBjnL39UoRSJk1WHL8QRkReANpJ0XMw2hSPAeuB6sADwBvYnSDrDeB0q1ZM37SJd999l0aNGjFy5Eg+/PBDoqOj/fcdhLIzejQsW1Y+KYyoKLO/IIQRkdfzd1L0HIzjjwGOY2ajrQGmOrSxXLrEN4MGcfToUdLT09mwYQMpKSni+EOBLl1M6K6s18omhRFCE+MEwRMiq+dfStHzA5gBvxqYGW19gR0ObSoBAytVYtDf/y4hgFDENmYTwlIYguAtIqvnX0qx8v8D5mN08H/E6L30ddJOVaokRc9DmdRUo2aamGgGcaOiim+PijLrExNNO3H8QpgSWT3/Uoqe98JMLa6DSQNMBu5z1lBmeoY+TqQw8k6eZMGKFTw8ZgyVfvc7ebITwp7Icv4uip5bML38EZgSiBeB3wHP4WIqssz0DA/spDCqAX9r04ZfDRxIe3H8QgQQWWEfFzM9fwYOY2L+1YFrgEeApa6OIzM9w5KEhAQiQUlWECDSnH9cnInnOlAfaAVMw2hOnwVmAXHOjiEzPcMWcf5CJBFZzj8lxeWmhZjiHQ2A1kBV4HVnDbUu9ThC6NKlSxdx/kLEEFnO3zrTEyeFUjoBq4FfgNPAh0BDx0Yy0zOs6dy5M5mZmRQUFATaFEHwOZHl/MHM1HRM7/MUmekZ1tSuXZvmzZuzc2dwic4Kgi+IPOcvMz2FUkhISCAjIyPQZgiCz4k85w9m4o7tBuCuVq5SVxy/TPgJe2TQV4gUIivP357UVPMUYC16npObS7FgUAgXPRfKT/fYWJg0CS5c8FphH0EIRiJXz9+Os3v38kqHDox/6CHU2bMhX/RcKAfWwj566VJyL1923hEoQ2EfQQgUnur5R27P347tP/3El5068fKcOYE2RQgEdoV9lNaUSAewqcCmpxtZaAkBCmFAZMb8wSh8TpoEQ4fS9LHHeP30afP+1KlAWyb4k2nTeOupp0i4dInqWpNitykPU9ehJaba12oXhX0EIRSJvLBPaXV75fE+ssjIgN69WXjpEpWAZUAOkGbdnIep6ZAAPAjMA3rb9o2ONqqfMhYkBBlSxtEZ06ZB797m8T03t6TCZ06OWZeebtpJ7y68sRb2ScIouF7jsLkaRur7FqCy4745OWZ/QQhRIsf5O6nbuwu4HaiLkXT4xNZWHu/Dn1IK+3iE1rB0qYQJhZAlMpy/k7q9BcC9wACMquc7wFBgj/1+thuA5H2HH94oyKOUFPYRQpbIcP5O6vZ+DxwD/oR5pL8d6AmUyPeRx/vwpJTCPh4jhX2EECb8Uz3L8Hivge0lVto93kvOf8iitebIkSPs3LmTnTt3csdXX/ErbxxYCvsIIUr4O38Xj+XXAzHAK5je/ypgDdDHWWPb47216pMQvBQWFnLgwIEiJ79r166iv3Xq1KF9+/a0b9+eGtdeC0eOACYEWIAp31kI5GJ+GFWAy5hOAZjsn1xMwZ8iURAp7COEKOHv/F083lcF0oE/Av/EpPM9hPlhlyBcH+9PnjQ3tczMkJMyyMvLY9++fSWc/J49e2jYsGGRk+/VqxcjR46kXbt21KtX78oBJk0y1zQ3l/HAS3bH/gAYA4zFdBIOWdffY/17AJP7n6MUm8+d44bTp6lfv75vv7AgeJnwz/MfOBAWL/aoaQ9M4fZHnWzb2LAh/xk8mFatWtGyZUtatWpFq1atqF27dsVt9DchNNchJyeH3bt3l3DyBw4coHnz5kVOvl27drRv354bbriBmjVruj/wyZPQokWF4v6F1arxxMCBzPvyS/r06UNKSgr9+/enatWq5T6mIFQUT/P8w9/5Dx0Kc+c63ZQJtMUUcJ8KvI0ZCHbW+z90220sGDSIAwcOcPDgwaK/1atXL3ZDsP/bsmVLossqHe1r7KQMSh0HUcrcCPwkZXDhwoUix27v5I8dO0br1q2LnLvtb5s2bajhpCRnmUhKMnM6yvMbUAoSE2HBAs6fP89HH31EWloau3fvZsiQIaSkpNCpU6eK2ScI5UCcv41Jk2DMGKc9vGeA94B84FZgCibfvwRRUfDSSyVi/lprTp8+XeKGYPt76NAh6tSpU+Jpwfa6efPmVK/uNNDkG+znOniKl+Wsz5w549TJ//zzz9xwww1Fzt3m6GNjY6lSxUfRSesM3zKdDxsuZvju27eP2bNnM2vWLOrVq0dKSgpDhgyhYcMSdeEEwSeI87fhhcd7atSAw4fLHAe3WCycOHHC6Y3hwIEDHD16lAYNGji9MbRs2ZJmzZp5z/FlZPBWz56k5eeTBfyGKzIGACuAx4HDwM3WbS1sG8soZaC15sSJE06dfG5ubrEevO11ixYtqFQpAJnHProhWiwW1qxZQ1paGp9++im9evUiOTmZAQMG+PeGL0Qc4vzt8dLjvbcpKCjg2LFjTm8MBw4c4KeffqJRo0YunxwaNWpE5colhAeck5TEwk8+caphcxqIxTwFDQT+CqwFNtj2dXEOLBYLR44ccerkq1Sp4tTJN27cGOWugI6/8XEo7MKFCyxYsIBZs2axfft2Hn74YVJSUoiPj6/4uQjhQXvBN4jzt8cHj/f+IC8vjyNHjji9MRw8eJCff/6ZZs2alRhvsL1u2LChcS4OTz8vAke54vzfsb7+xvo+G6gPbAFusK6zVK/OF+++y9Yffyxy8t9//32x9En7uHyDUHM8mzYVFfZBqeKTAr1Y2OfAgQNFYaHo6GiSk5MZOnQojRo1KtuBQmjQXvAv4vwdCYJ4t7fJycnh8OHDTm8MBw4cIDs7mxYtWjBKa4bt20e1wkKgpPN/CpPDbq9i1AGT/ni/7bOU4j/XX8/3AwYUc/J169b1y3f1G6dOmZ50VpaZwOWjwj4Wi4Wvv/6aWbNmsXDhQrp3705KSgqDBg1yP5AdpIP2QnDgqfNHax2US3x8vPY6U6dqHR2ttVJam5+N80Up027qVO/b4EcuXLigs7Ky9JHevYt9vxdAJ9u9/x3o5xzOQQ/Q7zuel2HDAv2VwpKLFy/qOXPm6DvuuENfffXVeuTIkXr9+vXaYrGUbGz7Hy7t/9dxCYP/ZcFzgE3aAx8bGdo+NlJTTQgnMdEM4kY51GyKijLrExNNuxDvLdWqVYsOHTrQtFat0tsB5x3WnQdKzGAQKQOfULNmTYYOHcqXX37Jli1baNq0KcOGDaNdu3ZMnDiRH3/80TS0ChS+dekSCZiU5BS74xzEzDyuZbf8HUSgUHBK+M/wdSQhwQxc+unxPihwE5q5EZhl9z4b2G9dXwyRMvA5zZs354UXXuD5559n/fr1pKWl0bFjR7p06cJ7P/9M05wcGmNCd7aBe0fO4uSHbRMo9EHighCaRJ7zt9GgQeRo9cTFwYIFFOTmOtWwScTMeVgA/BoYB8RxZbAXME9FHTv61exIRilFjx496NGjB5MnT+bzWbNo+PjjKK1JsrbZhBm78QgRKBQciKywT6SSkgLAeCAKmIjRr4myrmuAcfwvAFcB3wLzHY+hddFxBP8SFRVF0vnzVKtWzaP2LYCmwCOYNN4ipP6AYEeFnL9S6kGl1A6llEUp5XJ0WSnVVym1Wym1Tyn1l4p8plAOYmKgXz/GKoWGYstYa5M7MdIWOcBqjHBZEUqZNEfpMQYOD+oP1AcyMEJ0m4ELwG/tG4SrQKFQLira898OJAFfuWqglKqMkc3pB7QHfqOUal/BzxXKyujRJQe4PSUqyuwvBI5z59w2qYVRp60CNATeAr7A3ASKkEF7wUqFnL/WepfWerebZl2BfVrrH7TWeZiIwr0V+VyhHHTpYvK9yyo0Z5vrEIBJboId5ZhPYZs7bLFfKYP2ghV/xPybAEfs3h+1rhP8TWrqlRuAO1kBpYJ+kltEERdn0pAxhWdyKT5wX4AZq9mNcfZngCeB3kDRbUMG7QU73Dp/pdSXSqntThav996VUiOUUpuUUptOnTrl7cMLEHFzHcIGu8F2VwP3PwB9MfMzOmDmAcyzP4YM2gt2uE311FrfWcHP+BFoZve+qXWds896ByM1Q0JCQnDqToQDkTjXIdSxDtqTns5YrYsG6h35jav9ZdBecMAfef4ZQBulVCuM0x8MDPHD5wruiKS5DuHA6NGwbFn5BApl0F5woKKpnolKqaNAd2CJUmqZdX1jpdRSAK11AfAEZkLiLuBDrfWOipktCBGIDNoLXqRCPX+t9SfAJ07WHwP6271fCiytyGcJgsCVMRhR9RQqiMzwFYRQQwbtBS8Qudo+ghDKyKC9UEHE+QtCKCOD9kI5kbCPIAhCBCLOXxAEIQIR5y8IghCBBG0Bd6XUBYxUSShQHwfp9CBGbPU+oWIniK2+IphsbaG1djvaH8wDvru1JxXogwCl1Cax1fuEiq2hYieIrb4ilGy1IWEfQRCECEScvyAIQgQSzM7/nUAbUAbEVt8QKraGip0gtvqKULIVCOIBX0EQBMF3BHPPXxAEQfARQeP8lVJXK6WWK6X2Wv+6LDaqlKqjlDqqlHrLnzbafb5bW5VSLZRS3ymltiqldiilRgaxrZ2UUuutdmYqpR4OVlut7f6nlDqrlFrsZ/v6KqV2K6X2KaX+4mR7daXUf63bv1VKtfSnfQ62uLO1l/X/s0Ap9UAgbLSzxZ2tf1ZK7bT+b65QSrUIhJ1WW9zZOlIplWX93X+tlGofCDs9QmsdFAswCfiL9fVfgH+W0nYy8B/grWC1FagGVLe+rgUcBBoHqa1tgTbW142B40C9YLTVuu0OYCCw2I+2VQb2A9dZr+02oL1Dm8eA6dbXg4H/+vsclsHWlkAcMBt4IBB2lsHWPkC09XVqkJ/XOnavBwH/C9S5dbcETc8fuBeYZX09C7jPWSOlVDzQEPjCT3Y5w62tWus8rfVl69vqBO4pyxNb92it91pfHwNOAoGQhPTof0BrvQK44C+jrHQF9mmtf9Ba5wHzMfbaY2//x8AdSinlRxttuLVVa31Qa52JqfceSDyxdZXW2la+bAOmFGwg8MTW83ZvawJBO6gaTM6/odb6uPX1CYyDL4ZSqhLwKjDKn4Y5wa2tAEqpZkqpTOAIphd7zF8G2uGRrTaUUl0xvZr9vjbMCWWy1c80wVxHG0et65y20aaC3TngGr9Y58IOK85sDRbKauv/Az73qUWu8chWpdTjSqn9mCfZJ/1kW5nx6wxfpdSXwLVONr1g/0ZrrZVSzu6YjwFLtdZHfd2h8oKtaK2PAHFKqcZAulLqY631T8Foq/U4jYA5QLLW2ic9Qm/ZKkQeSqmhQAJwW6BtKQ2t9dvA20qpIcCLQHKATXKKX52/1vpOV9uUUj8ppRpprY9bndBJJ826A7cqpR7DxNGrKaUuaq1LDLwEga32xzqmlNoO3IoJB3gVb9iqlKoDLAFe0Fpv8LaNNrx5Xv3Mj0Azu/dNreuctTmqlKoC1AXO+Mc8p3bYcGZrsOCRrUqpOzEdhNvswqn+pqzndT4wzacWVYBgCvt8xpU7ZDLwqWMDrfVvtdbNtdYtMaGf2b5w/B7g1lalVFOlVJT19VXALQRGqM4TW6thajHP1lp7/eZUBtzaGkAygDZKqVbW8zUYY6899vY/AKzU1pE/P+OJrcGCW1uVUp2BGcAgrXUgOwSe2NrG7u2vgb1+tK9sBHrE2bZgYqMrMCfrS+Bq6/oE4D0n7VMIXLaPW1uBu4BMTEZAJjAiiG0dCuQDW+2WTsFoq/X9WuAUkIOJu97jJ/v6A3sw4yEvWNeNwzglgBrAR8A+YCNwXSCuuYe2drGeu2zM08mOILb1S+Anu//Nz4LY1snADqudq4AbA2Wru0Vm+AqCIEQgwRT2EQRBEPyEOH9BEIQIRJy/IAhCBCLOXxAEIQIR5y8IghCBiPMXBEGIQMT5C4IgRCDi/AVBECKQ/w865duAaLXnPAAAAABJRU5ErkJggg==\n", 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8rwS5ztPNSEgQmTy5FJe4fLBq1SpJSUmR3NzcSIuiKKFh2jSRxETfitgYW2/aNJ+H/OGHH+Qvf/mLpKamSt26deWBBx6QNWvWSGFh4clKa9fa45VF+ScmimRmhuRy+Kv8Y2PYx4vZVUugDvAMkAcsAVbgYmrlSoTNrkLFpZdeSps2bXjxxRcjLYqiBJ8gGnkcPHiQf/zjH3Tv3p1WrVqxYcMGnnrqKfbs2cPzzz9P+/btT82ZUd5TrvrzhIjEUqqef58+Xp+w/wO5HKQmyFUgA0Bu9/Y07tOnFM/X8sMXX3whycnJsn///kiLoijBY+1aOZqQILeDpIDUALkA5EOX//RHIC1BEkC6gHzr1vPOzc2VefPmyfXXXy+nnXaaXHfddfL2229LTk6O/3L4+eZRWIo3j0CgQvX8SzC7ao3t7f+CDTu6Ezv54pEIml2FklatWtG3b18mTZoUaVEUJXhMnEh+bi6NsP/xg9iJ1puAb4GfgX7YSdb9QCrwB6dpYW4u6264gfr16zN16lR69uzJt99+y3vvvceNN95Ignva1JLwI+Xq8UqV2Nm6dfjSwPpBbET1nDwZHnvM49DPRqAFNtH5NGym+a+Aqu4VExLg8cejL4tXkPj+++9p3bo1GzZsoFGjRpEWR1ECIzsbGjf2+J9vDTyG7fBlAJ855UeA2sB64Gwgv3JlsrOyqH/BBcGTy0vK1f+2bMltDz3El19+SaVKoe1z+xvVMzbCOwwZYpW/B17HhlXNAy4DluJB8UPkza5CTIMGDfjjH//IY489xquvvlqu0s0pSjG8xNbZizXlPheYDriq9erYmDpfYJV/5fh46i9ZAsFU/l5SrnYUodqjj7J06VJ69OgRvPMFQGwo/zp1bIq0BQuKTfo84ywlYgz07h3zSm/UqFHc2KQJh3bv5rRPP7WFrj2n+fPtQzRM6eYUpcx4MPLIAwYAg7HK/TDg/o9OAn4r2gijkYcxhvvvv58XXnghapR/bIz5g1VWpRmncyUhwbaPcZLeeIMPjhyhxscfl6t0c4pSDLfYOoXAIGzo5KlOWQ3gkFuzQ9j4OicIY2yd/v37k5WVxbZtxdxMI0LsKP/ybnYVahyTuPi8PN833YdJnKJEHBcjDwHuwA75zAPinfJzgf+5NDmCjaV/rutxwmjkkZCQwJ133snUqVN9Vw4DQVH+xpiexpitxpgdxpjRHvaPMMZ8aYzZaIz52BjTOBjnLUZ6+skHgKs9rgcKgaNxcciUKVEz+x4yMjOZ+sADpObkUBUY4rJrNdAdqIl9Rb4R+LFoZ4zGPVJigNatrWUNkI6N4fU+NrRCEWnY2DrzsKEWxmMng88uqhCB2Drp6enMnj2bQ4fc30nCT8DK3xgThzWi6QW0AvobY1q5VVsPpIpIa+BdYHKg5/WKH2ZXVKuGXHcdd5x1Fq/Ex3s+TiwxcSL18/I8ppo7gA049S2wC/tKfJtrhRiMe6TEAI5xxi5gBrABOAM71FMDmIPtzMwDHsYGU1sDnJLhIgJGHg0bNqR79+5k+JkMJpQEbOppjLkYGCciPZztMQAi4lFjGGPaAlNF5JKSjhuUBO5ezK4YMgSSk/niiy/o0qULa9asoWnTpoGdK1pxM4kbC+zh1CTTrnwOdMZlUgzsQ3T37pifEFfKGf36eTTy8AtjbAdx3rzgy+WDTz/9lCFDhrB11SoqvfZa0C3uwmnq2QD4zmV7D9ChhPp3AIs87TDGDMN2RElJSQlcMi9mV0Wce+65jBkzhsGDB/PJJ58QFxcX+DmjjVL2MFbiNiYKEU83pygeGTMGFi8uFsbdLyJo5NEpPp4Z+/YhKSkQFxcxi7uwTvgaYwZiHe08Wl+KyEwRSRWR1OQw9TKHDx9OXFwczz77bFjOF3b8SDd3oip2XLTYzYnRuEdKOccx8pDyZOQxfTqma1e6HDpEXF5eRC3ugqH8vwdcXUYbOmWnYIy5Ejv8dq2IHAvCeYNCpUqVmDVrFs888wwbN26MtDjBx490cwA7sJM2L2Cd4YoRwXRziuKV9HRWXnstuZUqIT6MPDDmpOKPhJGHSxC6SgEGoQsGwVD+mUBzY8yZxpgq2JzFC10rOOP8M7CKPzsI5wwqjRs35plnnmHgwIEcOxY1z6Xg4Ee6uV3YfKOPYG2lPRKjcY+U8s13333H9UuX8uPcuRgfRh6kpUUuto6TaXBqTg6pUMzqDuBt4Bys0UUrYAGE1OIuYOUvIvnAvdi4aVuAt0XkC2PMeGPMtU61Z7CT8O8YYzYYYxZ6OVzEGDx4MM2aNeMxL2Eiyi2OSZy3VHPfY9Nc3gvc5e0YEU43pyieEBHS09O5//77aXrTTXbydvduG6Nr0CDo08d+Pv64LZ83L3L+PE6mwfrg0erue2yWweewjmjPYLOAZUPoLO78Cf0ZiaVUIZ2DRHZ2ttSrV09WrVoV9nOHDCfL2WPWF+aU5TGQcc56dbcl1rOcKeWfN954Q8477zw5duxYpEUpGQ+ZBh8GGeyyvRok2e1/VxvkszL8B6lQIZ2DRHJyMjNmzGDw4MH89ttvvhuUB5y4R+OMKab9x2GjHwo2DorrUoRUkLhHSvni559/5k9/+hOvvPIKVZxE6lGLHxZ3qdghn4XYN/MF2KGh1kUViizugogqfzeuueYaunbtyogRIyItSvAIIO7RsUqVOHTPPUEWSFECY/jw4dxyyy20b+81O0f04IfFXRxwK3aop6rzOQMbiRQIicWdKn8PPPfcc3z88ce8//77Jwuzs23egIED4Zpr7OfkydaRLNopY9wjSUxk4eWXc8Edd7BmzZoQCacopWPRokV89tlnTJgwIdKi+IcfFncfAQ8BnwDHsclphmI9l08QbIs7f8aGIrFEYszflZUrV0q9evVk/+LFImlpdszNPUl8QoItS0uzyZyjHSfdXEEpE13Pnz9fkpOT5dlnnz01gbWihJlDhw5JSkqKLF26NNKi+M+AAcX+Y+5j/s+AXOdWp69TfqJs0CC/ToeO+QfGZZddxtTzziOhd29kwYLYCIHsxD36LDmZgvh4v03i0tLSWLt2LW+99RZ9+/Zl//79ERBeUeDPf/4zV1xxBVdeeWWkRfEflyB03qzu2gGrONnTX+9snxjzD4XFnT9PiEgske75y7RpUpiYWHIP2X0JQ3LmQNm7d68kJSXJkW+/FZk82fYm+vSxn5Mnl2hRcOzYMRkxYoSkpKTIp59+GkapFUXkP//5j30b378/0qKUDhdrH29WdwLyN5BmTiL6M0GmlNHiDj97/hFX8t6WiCr/tWutIndT7t+A9AL5PUhdkHtA8jw9ADIzIye7D6ZOnSoDBgwI6Bj//Oc/pU6dOjJ58mQpKCgIkmSK4p3c3Fw5++yz5Z133om0KGXit+7dJb80HUn3Ydh+/fw+l7/KX4d9POE4ZLhzN1AHG+9+A3ZSZpp7pSgPgfzGG2/Qv3//gI5x7bXXsnbtWubPn88111zDzz//HCTpFMUzTz75JOeccw7XX399pEUpNXPnziVt7VoKyxo+PkRB6FT5u5OdDYsWeQwT+w1wE1ANGzu8JzYZ9CmIwIcfRqUV0K5du9i6dSvdu3cP+FiNGzdm5cqVnHvuuVx44YX85z//CYKEilKcjRs3MmPGDKZOnYrxFb8nijh8+DC33XYb48aNY/Ly5cS/8EJUZRpU5e9OCY4Uw7HJIHKw7tiLsA+AYoTAISMYvPnmm1x//fVBc4qJj49n8uTJTJ8+nRtuuIGJEydSWFgYlGMrCkB+fj533HEHTz31FPXr14+0OH7z+eefc+GFF1KpUiXWrVtH27ZtS5VpMCxB6PwZG4rEErExfw9mWUXLlyAXgsQ5EzWDQQq9jdP5aZYVTi644AL55JNPQnLs3bt3yyWXXCI9evSQvXv3huQcSsVjypQp0rVr13JjYlxQUCDPPfec1K5dW9544w3PlTIz7Rh+tWrWXNyT+Xi/fmWeO8TPMf9gJHOJLbw4ZBRie/nDgM+wIRBuB0bhJSdllIVA/vLLL/n555+57DKPAZsDplGjRixfvpxHH32UCy+8kDlz5tC5c+eQnEupGHz99ddMnDiR1atXl4vhnuzsbIYMGcL+/ftLzg6YmmqDzPnINBhy/HlCRGKJtp7/Pqe3/6tL2Xsg55aTnv/YsWNlxIgRYTnXokWL5IwzzpAJEyZIfn5+WM6pxBaFhYXSrVs3eeaZZyItil8sWbJE6tevL2PGjJHjx49HVBa0519GWre2T2U3h67awJnAdGAktuc/CxcnDBckIQETRSGQRYS5c+fy1ltvheV8PXv2JCsri1tuuYUVK1Ywe/Zs6tat671BdrbtAQU5l6kS5ZRw319duJCDBw8yfPjwSEtZInl5eYwdO5Y5c+bw2muvccUVV0RaJP/x5wkRiSViPX8P4VeLlvUgnR07/1ogN4L85KFeLsiTw4fLzp07I/Md3FizZo00b9487OOmeXl5MnbsWKlfv758/PHHxSusXRs7oTMU//Fx3wurVpV/VakiW2fPjrSkJbJjxw5p3769XH311ZIdRSHPUSevAEhLs44VZXTI+PXKK+WBBx6QWrVqyVVXXSXvvPNORGOODx8+XB599NGInX/JkiVyxhlnyLhx404OAzlxhnxeZ7c4Q0o5x8/7XlDkMBmO+753r8ikSXbIt08f+zlpUoketXPmzJHatWvLCy+8EHWT0ar8A8GLh69fi4uHb25ursyePVs6d+4sdevWlYceeki2bdsW1q+Sn58v9erVky1btoT1vO788MMP0qVLF+nWrZv8+vTTpb+++gAo/xQp/mi572V48/ztt99k8ODB0rJlS1m/fn1o5AqQsCp/rCHMVmwe8NEe9lcF3nL2rwGa+DpmNMT2CeYP9auvvpKRI0dKcnKydO3aVebOnStHjx4N+ddYtmyZtG3bNuTn8Yf8/HyZMXSoPAtyEUgVTo1s+IVT/ntnucIp8/RgVcoZXjpUA0DOAPkdSHOQl310qIJGGd48s7KypHnz5nL77bfL4cOHgytPEAmb8sfmIfgaaApUAf4HtHKrczfwkrN+M/CWr+NGXPmLhGRo4ujRo/LWW2/JFVdcIbVr15YRI0YEr1fu4fX17Xbt5G8RHPIpRlqavIO1lLrLTfkfwMZPKgTJB3kB5Hz361yKGCdKFOFlKHUzyFFnfQs2ZlaWp/9XMO97GTp2x+Pj5f+qV5e5c+cGT44QEU7lfzGw2GV7DDDGrc5i4GJnvTLwM2BKOm5UKH+RkDpk7NixQ0aPHi1nnHGGXHrppfLaa69JTk5O6WUs4fX1CEhh1arRMXHqNpnuHtPcdckDmQqS4L5P8wmXP0owonBdvnLeAt7ytD9Y933tWvlbfLzHN8/ZnJrHOgFr3l30MCpISCgXb57hVP43AH932R4ETHWrsxlo6LL9NVDbw7GGAVlAVkpKSmivUGnJzi51CGR/OX78uMyfP1969uwpNWvWlPvuu082btzoX+PyNHE6aZJfyj8J60VtQCa4709IsNddKT+43Xf3Jd1F0bYF+c1TvWDd97Q0meflzdN9+QdIU1y8+MvJm6e/yj+q7PxFZCYwEyA1NVUiLM6pJCfDgw+G5NDx8fGkpaWRlpbGrl27eOWVV+jVqxeNGjXizjvv5A9/+APVq1cv3nD6dBg5EnJyfJ9ExNYbOdJuhypeSEn4kcsU4FfgCNaPorH7zhDkMlVCjI/7Pg34G/BfbBrDqp4qBeO+O0Eb+zmbWcCeEqrPwubVPeFbLHIyaGMM+J8EI7Db90Ajl+2GTpnHOsaYykAS8EsQzh1zNG7cmPHjx/Ptt9/y5z//mQULFtCoUSPS09P5/PPPT1bMzCym+Gu4LXHAfe4nKHoAZGWF+qsUx49cpkVUB+7C/vmy3XdGWegMxQd+3Pc44FKsMvaaDy/Q+16KYIu7gJXY398pRGnQxrIQDOWfCTQ3xpxpjKmCndBd6FZnITDYWb8BWOa8niheqFy5Mtdccw0LFy5k48aN1K9fn7S0NFJTU5kxYwZ548cXyzlw2GX5CUgAbvR08EjlHEhKKlX1Qk5GUD2F008PkkBKWCjFfc/Hjgl7JND77uebJ8BrwGVYr/5TiKE3z4CVv4jkA/diJ3W3AG+LyBfGmPGZHz1wAAAgAElEQVTGmGudaq8AtYwxO4ARwOhAz1uRaNiwIY888gg7d+7kiSeeYPXChRT861/2NdQL87CJZzyGcXN9fQ0nTi5Tb3lMl2JzlxYAh7A/lNOBc1yPEYpcpkpocclh60o2NkT6Yew9XwzMBTwGSAjGfS/Fm+drnOytFiNG3jyDEs9fRD4UkRYi0kxEnnTKHhWRhc76URG5UUTOEpH2IrIzGOetaMTFxdGzZ0/+0bkzVTz8mVwpNl7pTiReX4cMAeAJ7FvJ08BsZ/0J7Fh/f+yYYDNsD/Df2OQ5JxA5cRylnODlfhnsEE9D7EN+JPA8cK2nygHc98OHD7N8+XI2ffedX/U/BX7ADlF4JEbePKNqwlfxk40bqVTC6+subIrJV0o6RiReX+vUgV69GLdgAeO8vLV4HKYqwhjo3TsmJttiAn8D8jn3vXDBAiq53Pdk7O/UJ6W47yLC7t27+eyzz04sX331FW3atGFMUhLnVKkCx4+Tz6lvnpU5qQxnAdcDv/N0ghh681TlXx7x8fr6OnbyrNh4pTuReH0dMwYWL/bPQsmdEOUyVUpJZqadM1q0yG67dkTmz4fHHoNevey9atcOgLeaNuUaEUqZxNBSwn0/fvw469evP0XZFxQUcMkll9CpUyduueUWLrzwQqpWrWofVo0bMw543OUYs4HHgHHYB8Hb2GFTj8TSm6c/9qCRWKLGySsaKSHbmGDd5F/x4VAjELmcA2XwsDwCsvHuuyMjr3KSUvqVFEydKg888ICcc845sm/8eCl0d5T0tbj5puzdu1cWLFggDz30kFx66aVSvXp1adOmjdx9990ye/Zs2blzZ8mB1gIM2hhLdv4RV/LeFlX+JVCC08ynIIkgh3z9kCPtLFVKJfL1gw9K3bp1JSMjI3IyV3TK8NDOjYuT55o3l/3794uIyMsXXSTHKlf2674XJibKdw8/LC+99JLceuutctZZZ0lSUpL07NlTxo8fLx999JEcOnSodN8hSEEboxlV/rFMCe7yw0AG+vNDjoYwCaUMnbFlyxZJSUkpN9mdYgofSnMbSFVsoDb3fYWO0nz//fflrLPOktxVq7ze9/wqVeR45cqyqk4d6Vy9urRo0UKGDBkiM2fOlM2bN0tBQUHg3yXaoosGGX+Vv7F1o4/U1FTJioQjUnmhXz9YsMD+NEuJGINJS7MZy6KBUuQy3bNnDz169ODqq69m0qRJ5SK3a0zg4/d2FZCL9cie7b7TGPL69KHZhg1kZGTQrVs3RIRvMzPZ/9xz5H3+OUd/+okfcnP5tVEj9l9zDRdceSUdO3YkOVST+0Xe8bm5Jf+HjLFzDlOmRMYrvgwYY9aJSKrPeqr8yymZmdClS5kmTnONYddrr3H2wIHBlysM7N+/nz59+tCiRQtefvll4uPjIy1SbONMlHpzkHoTmA+0wsZsL6b8gby4OAZ37Urbq646MTEbHx9/YmK2U6dOXHDBBVSpUiV038OdrCw7cf3hh1bJuzpNJjghBXv3tpPNqT51adSgyr8iUJrYPg6SmMjam27img8+4P7772f06NFUrlz+jL6OHDnCjTfeSKVKlXj77bdJTCyTHYniD5MnWwseD8r/EJAKLAP+jnflnwPMqFePb2+88YSyb9SokYeaEaAUb57lAX+Vf8TH9r0tOubvJ2WM6rl792654oorpEOHDrJ169YIf4mycfz4cRk0aJB06tTpxISiEgJKsC67H+RpZ/0xL2P+J5ZIWZdVMPBzzD8oHr5KBElPhxUrIC3NutAnJJy6PyHBlqel2XrOuGWjRo1YsmQJAwYMoFOnTkybNg2J0rdAb8THx5ORkUHHjh257LLL+P77YlGAlGDgxa9kA/AR8Cd/jxMjYRFihfL3vq8UJzXVTt6W8vW1UqVK3HfffXTv3p1BgwaxcOFCXnnlFRo0aBD2r1BWKlWqxJQpU6hbty6XXHIJixcvpmXLlpEWK2Y4dOgQObm5nOFh3yfAt0CKs10Uo+dL4HMP9WMlLEKsoMo/lihjzoGzzz6bzz77jKeeeoq2bdvy17/+lZtvvjkEAoYGYwwPPfQQycnJdOnShYULF9LO8SxV/Cc/P5/NmzezZs0a1q5dy5o1a/jmm2+YnJzMnXFxVCkoOKX+MGwI3yKmYB8GHkMyx1BYhFhBJ3yVU8jMzGTQoEG0bduWF198kZo1a0ZapFKxcOFChg4dypw5c+jevXtkhfE39k0EEBH27NnDmjVrTizr16+nYcOGtG/fng4dOtChQwdat25N/IEDJVr7FDEO7xO+VKsGu3dH/HtXBHTCVykzR44ckfvvv18aNmwoixcvjrQ4pWblypVSp06dyCXbLiGn8gnntTDnVD506JAsW7ZMJk6cKNddd53Uq1dPkpOTpU+fPjJhwgRZsmSJHDhwwPsBKkBYhFgB9fBVAmXp0qXSqFEjueeee+Tw4cORFqdUbNy4URo0aCB/+9vfwnviKMipnJeXJxs2bJAZM2bI7bffLuedd55Ur15dOnXqJMOHD5e5c+f6joHjTgUIixArqPJXgsL+/ftlwIAB0rx5c1m9enWkxSkV33zzjTRv3lweeeSR0im6shKhsAHfffedvPvuu/Lggw/K5ZdfLjVq1JCWLVvKrbfeKi+++KJkZWXJ8ePHy+33U0qHv8pfx/wVv3jnnXe49957+eMf/8gjjzxSbrxqs7Oz6d27NxdddBHTpk0jLi4uNCfy4nHdBVjNScuKBsBW97aJidYM1w8v0t9++41169adMlZ//PjxE2P0HTp0oF27dpweKsuaGA6LECuExcPXGFMTeAtogp3ov0lEDrjVaYM1ADgNawn2pIi85evYqvyjjx9//JE77riDvXv38vrrr9OqVatIi+QXv/32G2lpaSQlJTFnzhyq+ciCVia8xL7pAgwEhpbU1hjrh+EWa6mgoIAvvvjiFEW/c+dOLrjgglOUfZMmTcIb46iEsAjH4+KoEh9fLsMixArhUv6Tgf0i8rQxZjRwuoiMcqvTAhAR2W6MqQ+sA84RkV9LOrYq/+hERJg5cyYPP/wwY8eO5f7776dSpej3FTx27BiDBg1i3759/POf/+S00047tUIgljklxL7pgh/KH6BaNX5cs4b/7thxQtGvW7eO+vXrn6LoW7duHd74NyXh4lfyy44dLN+wgavHjCHhrrvUqieChMXaB/sGW89Zrwds9aPN/4DmvurpmH90s337drn44oula9eusmvXrkiL4xf5+fly9913S9u2beWnn36yhcGwzCkhv0JnkNogtUA6gSz3MjaeA/JoYqJcffXVMn78eFm8eHG5CVmRm5srLVu2lPnz50daFEX8H/MPVPn/6rJuXLe91G8PbAEqedk/DMgCslJSUkJ5fZQgkJeXJ0899ZTUrl1bZs2aFZ5J1QApLCyUcePGSbNmzSR7/PjgWOaUEPtmNTaxzlGQDJAaIDu81C0cODC8FyNIPPLII5KWlhZpMRSHoCl/bPiOzR6Wvu7KHjhQwnHqOW8KHf0RTHv+5Yf169fLueeeK/369ZN9+/b5brB3r+0tDxgg0qeP/Zw0KazJZT65+WY5UhaTRU8PgD59/D5GD5C/etvfp0/Yvn+w2LRpk9SuXVu+//77SIuiOPir/H2GdxCRK0sYW9prjKknIj8aY+oB2V7qnQZ8ADwsIqt9nVMpX7Rp04asrCzGjh1L69atmTlzJn369ClesQyJv0NCZiadFy5kKpABbAL6O+vujMcm914KXJmTg4wcybe1a/O/+Hi2bt3Ktm3buGnNGnr4eWoDeJ1li8bYNyXMhRTUrMnQoUN54oknqF+/fqQlVUqLP08IbwvwDDDaWR8NTPZQpwrwMTC8NMfWnn/55JNPPpHGjRvL0KFDT82vGgXOTydwvFXngbwHchfIYA+y7AA5D6QeyFKnLB/k39Wry9VXXy0DBw6Ufv36yfP160uOh/YHQP4NkguSBzIbm195q6fvHemcyu74MReyvXVrubNNm+CkVlSCBmEa86/lKPbt2OGhmk55KvB3Z30gkIeNAFu0tPF1bFX+5ZeDBw/KbbfdJk2bNpVVq1ZFl3OQh/zHD3tR/j1APgBp7KL8BeRYpUrSKjlZzjrrLLnnnnvk36+9JoVVqxZrnw2S6ozzJ4F0AFni7ftGQ07lIvx8UOeDFFSrpk5cUUZYlH8oF1X+5Z8FCxZIj1q15Fjlyh6Vx1yQs53ecFOQlZ4eAAGGBcjLy5Pt27fLv/71L3n22Wfl3Q4d5KibUvOk/N8GudZZd1f+x+Pj5edRo049UazEvommB7VSJvxV/hrSWQkZffv2pceMGVQuGuN3YSkwCush2B740dMBcnPtHIGPRPMiwr59+06MwW/duvXE+jfffEO9evVo2bIlLVq04OrCQqqK11F3AH4D/uzI6In4vDxq/fDDqYVjxsDixWXKqUxCgm0faTIzi6UFPQbcjX2t3w80AyYCvVzb5eTYdu3aqVNXOUKVvxI6srOptny5x12PAY8CHZ1tj+ljRKwX6b59kJxMbm4u27dv96jkjTG0bNnyxHLrrbfSsmVLmjVrRoJrdrNrrvEp9jhgENZt3SvuWanatbOhDEqZU5nERNsuGpTmxImnJjEH8oFGwAps0pYPgZuwk+RNXCv6+aBWogdV/kroyMjwWFyAdea4FjgLOApch7UecEtCyfG8PDIuuYQnjx0jOzubpk2b0qJFC1q2bEnXrl354x//SMuWLaldu7Z/MiUl+azyMbAHmOZs78MqvFHOAni2zCmKYVMeY99kZ1srLDeZq2MfhkX0Ac7Euuk3ca3o9qBWoh9V/kro2LjRY8iDvVgLgHeBVUA81mnkCeBJt7pVCgq4ulEjrpg5k8aNG1O5coA/2datbe/06FHysT3bAmc5iv1DfOzIV0Q74DlchjpKykqVnm7fArzEviEhwSrKaIt94+VB7c5eYBtwrqedxtjjlCGbnBJ+VPkrocNL4u+i3v19WM8/gBF4Vv4ADRIToVmz4Mg0ZIj1J3DO97jLrtnY4ahxbk3igNOBGkUFIvY43ihjTuWI4uVB7UoeMAAYDJztqUJurv2uSrlAlb8SOrwMsZwONMQ6PBVRYkzKYDo/1aljHckWLGCcSDFF74lvXdbFGEzv3v4p7zLmVI4IXh7URRRi50GqAFNLqug+F6JELdEfjlEpv7RubXO3euA24G9Yl/ADwF+w48nFCEXi7zFj7HHLQK4Ia6+4IrjyRAMlzIUIcAd2yGcedpjOK9Hopax4RJW/EjpKGBp5BDuW3gI4B2gLPOypoq8hlrJQZJmTmFi6domJ7H7gAfpOmMCkSZOso0ysUMKDOh0bjfF9ik/In0IoHtRKyFDlr4SOoiEWD4lG4rHWNL8CPwF/BYqpHmPsxGgoxsfT008+AHwlQjHmhEnm2c8/z9q1a5k/fz433HADhw4dCr5skcDLA3YXMAPrln8Gdt6jBjDHU+VQPKiVkKHKXwktAQyxhNz5KT3dpk9MS7O9Xnc5ExJseVqareeYZDZq1IiVK1dSu3Zt2rdvz5YtW0InY7ioU4cf27ShwK24MXbY5yhw2GUZ4N4+lA9qJSTohK8SWqLd+amMljlVq1ZlxowZvPrqq1x++eVMnz6dG264IbSyhoi9e/fywAMPcHT3buZVrQrHjpX+INHipaz4jz8xICKxaGyfGGPaNMmrUkXy/YlzU85ixWRlZUnjxo3lwQcflLy8vEiL4zeFhYXy6quvSnJysjz00ENy5MgRje0TA6CB3ZRoorCwUG5p0UJ+uPhiG8EyIeFUBVKUMrFfv4CDuUWCffv2Sffu3aVr166yd+/eSIvjk+3bt0u3bt3kwgsvlM8///zUndEUflspNf4qfx3zV8LCkiVL2FilCnX/8x/YvRsefxwGDYI+fezn44/b8nnzosfrtRTUrl2bRYsWcfHFF5OamsqaNWsiLZJH8vLymDRpEh07dqR3796sWbOGtm3bnlqpjHMhSvnCSJSaq6WmpkpWVlakxVCCRLdu3bj99tsZOHBgpEUJOQsWLGDYsGFMmDCBYcOGYXxZE4WJrKwshg4dSp06dXjppZdo2rSp70blyUtZAcAYs05EfPagVPkrIWft2rXcdNNNbN++nfj4El2EYoZt27aRlpZGhw4dePHFF0+NLBpmjhw5wqOPPsrs2bOZMmUKAwcOjJoHkhJ8/FX+OuyjhJxJkybxf//3fxVG8QO0aNGCNWvWcOTIES699FK+/fbbiMixePFizjvvPPbu3cvmzZsZNGiQKn4FCFD5G2NqGmOWGmO2O59efbuNMacZY/YYY0oMDaLEFlu3bmXVqlXcfvvtkRYl7NSoUYM333yTAQMG0LFjR5YsWRK2c//8888MGjSIu+66i5deeonZs2eTrMM0iguB9vxHAx+LSHNsJNzRJdSdAKwM8HxKOeOZZ57h3nvvpXr16pEWJSIYYxgxYgRvvfUWQ4YM4cknn6SwsDBk5xMRXn/9dc477zySk5PZtGkTPXr0CNn5lPJLoE5efYEuzvos4BNc8l0UYYy5CKgL/Bub3F2pAHz//ffMnz+f7du3R1qUiNO5c2cyMzO54YYbyMzMZNasWSR5C6aWnW0nWTdutNE2k5Js7J3bbitxkvWbb77hrrvuYu/evbz//vu0a9cuNF9GiQkC7fnXFZGi9Ks/YRX8KRhjKgHPAiMDPJdSznj++ecZPHgwtWrVirQoUUGDBg1YsWIFDRo0oF27dmzevPnUCpmZ0K8fNG5scw7MmQP/+pf9HDcOUlLs/szMU5rl5+fz3HPP0a5dO7p27UpmZqYqfsU3vhwBsLmbN3tY+gK/utU94KH9vcBDzvoQYGoJ5xqGzfCXlZKSEko/CCXE7N+/X2rWrCm7d++OtChRyaxZs6R27dry5ptv2oIyOlatX79eLrroIunatats3749gt9IiRbw08krIFNPY8xWoIuI/GiMqQd8IiIt3erMAS7D5oOogc0HMU1ESpofUFPPcs5TTz3Ftm3byPAzPWBFZP369Vx//fVMOvNMbli9GlOK2EeSmMh7l1zCXRs2MGnSJIYMGaJWPAoQJjt/Y8wzwC8i8rQxZjRQU0QeKqH+ECBVRO71dWxV/uWX3NxczjzzTJYtW0arVq0iLU5Uc/Cjj6jaowfVXCaBpwIZwCagv7PuiWNxcRz+4ANq6YSu4kK47PyfBrobY7YDVzrbGGNSjTF/D/DYSjklIyODDh06qOL3g6Rp06jq1gGrD4wFfBnHVi0spNbMmaESTYlx1MNXCSr5+fm0aNGC2bNn06lTp0iLE91kZ9vJXS+J08cCe/De8wdsjJ3duzXUgnIC9fBVIsK7775Lw4YNVfH7QzDmQ4wJznGUCocqfyVoiAhPP/00o0YVc/VQPLFxo9dev9/k5tqga4pSSjSTl1J6vDghLW/cmIKCAnr37h1pCcsHBw8G5zgHDgTnOEqFQpW/4j+ZmTBxIixaZLdde63z53PJsWN80LYtJivLpm9USsabh29pOd1rSC1F8YoO+yj+MX06dOkCCxZYpe8+XJGbS9XCQhp9/rmtN316JKQsX7RubSds3cjHJkwvcJajTplHEhJsfH1FKSWq/BXfTJ9+MgG7D+swI2LrjRypDwBfDBnisfgJIAFrNz3bWX/C2zFEvB5HUUpClb9SMpmZMHIkU3NySAWqYmN0uJID3A3UBpKAy+HkA0DNdb1Tpw706mUtdlwYB4jbMs5Te2Ogd28181TKhCp/pWQmToTc3BIdj4YB+4Etzudfinbk5tr2infGjCmeI9dfEhJse0UpA6r8Fe9kZ9vJXRH6AdcB7vE5vwIWAjOBZCAOuKhopwh8+KHNA6t4pl07mDIFEhNL1y4x0bYrh8nulehAlb/iHT+ch9YCjYHHsMM+5wPzXCuoE5Jv0tNPPgB8BWcz5qTiT08Pj3xKTKLKX/GOH05Ie7DxvZOAH7BByQZjh4AAdULyl/R0WLGCwr59OQoUulsBJSRYy6C0NFixQhW/EjBq5694xw8npAQgHjsfUBnoDHQFlgDnFFVSJyT/SE1l3Z//zIgtW1h1xx32oXnggLXjP/98a9Wjk7tKkFDlr3jHDyek1h7Kig1cqBOS3yxbtoy2V10FDz4YaVGUGEeHfRTvuDgheXM8uhxIASY6258Cy4ETEebVCalULFu2jG7dukVaDKUCoMpf8Y6L85A3x6N44J/Ah9hx/zuB14CzixqqE5LfHD9+nM8++4zOnTtHWhSlAqDKX/GOixPSOLw7Hp0L/Bc4AnwJpBW1VyekUrFmzRpatmzJ6TpMpoQBVf5KyagTUtjQIR8lnASk/I0xNY0xS40x251Pj10WY0yKMWaJMWaLMeZLY0yTQM6rhBF1Qgoby5Yt44orroi0GEoFIdCe/2jgYxFpDnzsbHviNeAZETkHaA9kB3heJZyoE1LIycnJYd26dVx66aWRFkWpIASq/PsCs5z1WdgIAKdgjGkFVBaRpQAiclhEcgI8rxJuHCck0tKsBZD7UJA6IQXEp59+Stu2balevXqkRVEqCIHa+dcVkR+d9Z+Auh7qtAB+NcbMB84EPgJGi0hBgOdWwk1qKsybZ2P1ZGSoE1IQ0fF+Jdz4VP7GmI+AMzzseth1Q0TEGOMp2Htl4DKgLbAbeAsbFfgVD+cahg0SSUpKii/RlEiRnKxOSEFm2bJlTJ48OdJiKBUIn8pfRK70ts8Ys9cYU09EfjTG1MPzWP4eYIOI7HTaLAA64kH5i8hMbIBIUlNTS84aoigxwq+//sqXX35Jx44dIy2KUoEIdMx/ITaOF87nPz3UyQR+b4wpGg/ohjUHVxQFWLlyJR07dqRq1aqRFkWpQASq/J8GuhtjtgNXOtsYY1KNMX8HcMb2RwIfG2M2YUO/vBzgeRUlZtDxfiUSBDThKyK/AMUMk0UkCxjqsr0UzzHAFKXCs2zZMl5+WftDSnjRqJ6KEk6ys62l1MaNcPAgR6tWpe+2bVykBg5KmFHlryjhIDPT5jNetMhuO0lyqgFjK1WictOmNo7SmDHWq1pRQozG9lGUUDN9OnTpAgsWWKXvlh2tamGhLVuwwNabPj0iYioVC+35K0oomT4dRo6EHD+c2kVsvZEj7bZ6SSshRHv+ihIqMjM9Kv792LDX1YHGwBvu7YoeAFlZYRFTqZio8leUUDFxok1g78Y9QBVgLzAHSAe+cK+Um2vbK0qIUOWvKKEgO9tO7sqpjupHgHnABKAGcClwLfC6e3sR+PBDG0dJUUKAKn9FCQUZGR6Lt2En2lq4lF2Ah54/2PDYXo6jKIGiyl9RQsHGjcWsegAOA6e5lSUBv3k6Rm6ujZyqKCFAlb+ihIKDBz0W1wAOuZUdAn7n7TgHDgRPJkVxQZW/ooSCpCSPxS2AfGC7S9n/gHO9HUeTuSshQpW/ooSC1q1tZjM3qgP9gEexk7+fYkPhDvJ0jIQEmyRHUUKAKn9FCQVDhnjdNQ3IBeoA/YHpeOn5i5R4HEUJBFX+ihIK6tSxsXo8JLyvCSzA9vx3A7d4am8M9O6taTGVkKHKX1FCxZgxxRPd+0tCgm2vKCFClb+ihIp27WDKFEhMLF27xETbLjU1NHIpChrYTVFCS1FwtpEjrd2+lJCa2hjb458yRYO6KSEnoJ6/MaamMWapMWa78+nRLs0YM9kY84UxZosx5q/GeBgIVZRYJT0dVqyAtDRrAeQ+FJSQYMvT0mw9VfxKGAi05z8a+FhEnjbGjHa2R7lWMMZ0Ai7hZBrH/wCdgU8CPLeilB9SU2HePBurJyPDeu4eOGDt+M8/31r16OSuEkYCVf59gS7O+iysQh/lVkewCYuqYJO3x2MDGipKxSM5GR58MNJSKErAE751ReRHZ/0noK57BRH5L7Ac+NFZFovIlgDPqyiKogSAz56/MeYj4AwPux523RARMcYUm80yxpwFnAM0dIqWGmMuE5FVHuoOA4YBpGhCa0VRlJDhU/mLyJXe9hlj9hpj6onIj8aYekC2h2ppwGoROey0WQRcDBRT/iIyE5gJkJqaWoJZhKIoihIIgQ77LAQGO+uDsWFK3NkNdDbGVDbGxGMne3XYR1EUJYIYKcnu2FdjY2oBbwMpwC7gJhHZb4xJBe4SkaHGmDhsOJPLsZO//xaREX4ce59zTFdqAz+XWeDQorKVDZWt9ESrXKCylZVgytZYRHyajgWk/MONMSZLRKLS7VFlKxsqW+mJVrlAZSsrkZBNwzsoiqJUQFT5K4qiVEDKm/KfGWkBSkBlKxsqW+mJVrlAZSsrYZetXI35K4qiKMGhvPX8FUVRlCAQdcrfGHOjEwG00DEZ9VavpzFmqzFmhxNUrqj8TGPMGqf8LWNMlSDK5jOKqTGmqzFmg8ty1BhznbMvwxjzjcu+NuGUzalX4HL+hS7lkb5ubYwx/3Xu/UZjzB9c9gX1unn77bjsr+pcgx3ONWnism+MU77VGNMjEDnKKNsIY8yXzjX62BjT2GWfx3sbRtmGGGP2ucgw1GXfYOf+bzfGDHZvGwbZ/uIi1zZjzK8u+0J23Ywxrxpjso0xm73sN8ZGOt7h3NMLXfaF9JohIlG1YENBtMQGiUv1UicO+Bpoig0Y9z+glbPvbeBmZ/0lID2Isk0GRjvro4FJPurXBPYDic52BnBDiK6bX7IBh72UR/S6AS2A5s56fWwcqN8H+7qV9NtxqXM38JKzfjPwlrPeyqlfFTjTOU5cEK+TP7J1dfk9pRfJVtK9DaNsQ4CpHtrWBHY6n6c766eHUza3+vcBr4bpul0OXAhs9rK/N7AIG/SyI7AmHNdMRKKv5y8iW0Rkq49q7YEdIrJTRI4DbwJ9jTEG6Aa869SbBVwXRPH6Osf099g3AItEJCeIMnijtLKdIBqum4hsE5HtzvoP2FAhoYhx7PG3U4K87wJXONeoL/CmiBwTkW+AHc7xwiabiCx3+T2t5mTMrFDjz8hmhsMAAAOGSURBVHXzRg9gqYjsF5EDwFKgZwRl6w/MDeL5vSIiK7EdQG/0BV4Ty2rg98aGygn1NYs+5e8nDYDvXLb3OGW1gF9FJN+tPFj4jGLqxs0U/5E96bze/cUYUzUCslUzxmQZY1YXDUcRZdfNGNMe24P72qU4WNfN22/HYx3nmhzEXiN/2gZCaY9/B7bXWISnextu2a537tO7xphGpWwbatlwhsnOBJa5FIfyuvnCm+yhvmaRSeNoSogUKiKe4gOFjZJkc90Q8RzF1OU49YDzgcUuxWOwyq8K1rRrFDA+zLI1FpHvjTFNgWXGmE1Y5RYQQb5urwODRaTQKQ7ousUixpiBQCo2VlYRxe6tiHzt+Qgh4X1grogcM8b8Efv21C2M5/eHm4F3RaTApSzS1y0iRET5SwmRQv3ke6CRy3ZDp+wX7GtTZafHVlQeFNmMf1FMi7gJeE9E8lyOXdT7PWaM+QcwMtyyicj3zudOY8wnQFtgHlFw3YwxpwEfYDsBq12OHdB1c8Pbb8dTnT3GmMpAEva35U/bQPDr+MaYK7EP1c4icqyo3Mu9DZYS8ymbiPzisvl37FxPUdsubm0/CZJcfsnmws3APa4FIb5uvvAme6ivWbkd9skEmhtroVIFe0MXip0pWY4dawfvkUbLij9RTIsoNq7oKL6iMfbrAI8WAKGSzRhzetGQiTGmNja95pfRcN2c+/gedvzzXbd9wbxuHn87Jch7A7DMuUYLgZuNtQY6E2gOrA1AllLLZoxpC8wArhWRbJdyj/c2zLLVc9m8lpPRexcDVzkyng5cxalvxCGXzZHvbOzk6X9dykJ93XyxELjVsfrpCBx0OjuhvmZRae2Thh3fOoZN97jYKa8PfOhSrzewDfuEftilvCn2D7kDeAeoGkTZagEfA9uBj4CaTnkq8HeXek2wT+5Kbu2XAZuwyms2UCOcsgGdnPP/z/m8I1quGzAQyAM2uCxtQnHdPP12sMNI1zrr1ZxrsMO5Jk1d2j7stNsK9ArB79+XbB85/4uia7TQ170No2wTgS8cGZYDZ7u0vd25njuA28Itm7M9DnjarV1Irxu2A/ij89veg52nuQsb9Rislc+LjtybcLFwDPU1Uw9fRVGUCkh5HfZRFEVRAkCVv6IoSgVElb+iKEoFRJW/oihKBUSVv6IoSgVElb+iKEoFRJW/oihKBUSVv6IoSgXk/wEA/+r+dNsqEgAAAABJRU5ErkJggg==\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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c5cuXk5qaGmpRAkMx6lX8iDUrTcTWrMhH61UoRaCKQSl3VK9eneeff55HHnmEsuh1542sgwd9arcbuB7rneTWTyvC61UonvGLYjDG3GSM2WaM+dEYM9zN+WRjzG/GmPWObZDTuYHGmB2OzW2iTEUpLgMHDiQrK4sPP/ww1KKUilOnTpGSksKrr77KnXfeSZMmTfhs5cr8857Sku8HumMXne/3dPMIr1eheKbUcQzGmIrAduAGbL32NKCvc+1mY0wyEC8iD7pcWxtb5z0emzhzHdBBRIp8ldE4BsUXVq5cyYABA9i6dSvRJU3IF0REhD179pCSkkJKSgqrV69m06ZNtGzZkssvv5zLL7+cLl26cOEnn2BGjoSsLEYBz7jcZyRgsFloq7mcO5H3IToannkmsmtiRyBBC3AzxnQBRolID8f+CAARGe3UJhn3iqEv0FVE/s+x/yawQkTeL+qZqhgUX7ntttto3749Tz75ZIFcQhw7ZivFxcWFLJdQRkYGa9euzVcEKSkp5Obm0qVLl3xFEB8fT7VqLsN7ejo0aVKsutiu5FatSoW9ezWHUoThq2LwRxK984G9Tvv7gM5u2vUxxlyDnV08KiJ7PVx7vh9kUhQAxo4dy+D27Xls1SqiV6ywB50H1LlzYeTIgOcSEhF27tzJ6tWr85XA1q1badOmDV26dOGOO+5g/PjxNGnSBGNM0TfLq1cxb16xXFbzyDWGL3JzSZkwgREjRlC9evUS9koprwQru+rnwPsicsoY83/Yiozdi3MDY8xgbDAnjRs39r+ESrnkgsWLWZCRQaVFi9w3yEvIN28eLF7st3QRx48fJy0tLd8klJKSQkxMTL45qH///rRv354oRwnTYjNihJU3I6PYl1aIjqbT7NnM/uADWrZsyejRo+nfv39k5ZhSikZESrUBXYDFTvsjgBFFtK8IHHN87gu86XTuTez6RJHP7NChgyiKV954QyQmRsS+V/u2xcTY64pBTk6ObN68Wf7973/LfffdJ23atJFq1arJVVddJUOHDpU5c+bIvn37wrJ/q1evlk6dOkmnTp1k9erV/pdRCSuAteLLuO5LoyJvYGcdu4BmQBVgA9DapU0Dp8+JQIrjc23gJyDWsf0E1Pb2TFUMildSU2VS5crSAaQKyECnwXEzSAeQWo7tOsexAoNnWprHWx8+fFgWLFggTz/9tNx4441Sq1Ytad68ufTr108mTZokaWlpcvr06eD0M085GFO0QjDGo9LLycmR6dOnS8OGDaVfv36yd+/e4MiuBJ2gKQb7LHph1w52Ak86jj0L9HZ8Hg1sdiiNr4BWTtf+FRuH8yNwjy/PU8WgeCUxUT4G+QTkfhfFcBTkJ5BckGyQiSBtXQfRpCQRETlz5oysX79epkyZIgMHDpSWLVtKjRo1pFu3bvLEE0/IZ599JgcPHgxtX9PSrLxRUSLR0QUVQnS0PZ6UVKSyExH5448/5IknnpDatWvLs88+KxkZGUHqgBIsfFUMmnZbKX+4eO08hfVqmOamaTbWfjkMcLbWn6lYkds7d+bLjRtp1KhRAXfR1q1bU7FixQB3ogQUUa+iON5HP/30E8OGDWPt2rWMHTuW22+/3fuCuFImCKZXkqKEFz7mAKqF9evPxU5vC2AMY1q1ov78+cSWlUCwunX9EpfQrFkz5syZw4oVK3jkkUeYPHkyEydOpH379n4QUikLqBuCUv7wMZfQ78AxYDLgOuRVzs6m1ZkzZUcpBICuXbuybt06+vfvT8+ePRk0aBAHfUzHoZRtVDEo5Y9jx3xuWg2bMuIvQLrrSc0lRMWKFRk8eDBbt26lZs2atG7dmpdffplTp06FWjQlgKhiUMofNWsWq3kudn1hv+uJCJ4tuFKrVi1eeeUVvv32W77++mvatGnDZ599hk9rlOnpMHYs9O8Pf/6z/Tl2rNaDCGNUMSjlj7g4iIrymGBuKfC949hx4DGsr/TFzveIjrYLt0oBWrZsyfz585k8eTLDhw+nR48ebN682X3jtDRISrKOACNHwqxZMH++/TlqFDRubM+npQW1D4p3VDEo5Y/kZACeB6KBMcBMx+fnsWsLfYGaQHOsj/UioEAMskj+fZTC9OjRgw0bNnDLLbfQrVs3/v73v3PkyJGzDaZMga5dbUR5VlbhNZ/MTHts3jzbbsqUYIqveEEVg1L+cOQSGmUMAgW2UdhayFuxHkm/AV8Acc7XGwO9emmCOS9UrlyZhx56iC1btpCbm0urVq2YPHkyOa+/zuSHHyY+I4OqIiQ7XXMauA1ois0Au0LEpvUYOlSVQxihikEpn4wYYc1BJSE62l6v+ESdOnV4/fXX+fLLL/lhxgxO//3vNDxzhqew0auuXIWdwZ3nfDBPOWh8UligikEpn3TsaBPixcQU77qYGHtdvNcYIMWFtm3bMvn886kKJAEJwLkubaoAj2CVQ6EQwcxMGD3a9agSAlQxKOWXIUPylUOut7bGnFUKfsiuGpGkp2MWLaJCSbMpiMCCBeqtFAaoYlDKN0OGICtWsCQmhtwqVQqbl6KjISoKEhPh669VKZQGHyPOi8QY/9xHKRWaEkMp96Tm5vJwo0Zs/eYbmD691LmEFA/4GHFeJJmZ9vtRQooqBqXc895779GvXz9MvXpa4ziQFCPivEg04jzkqGJQyjXZ2dl8+OGHfPPNN6EWpfzjFHGe7dicgwsrObZTWNdhsO6rWUBVrPsqoBHnYYCuMSjlmuXLl9O4cWNatGgRalHKP46Ic/AcXAjQ0rG/H+jh+Lw77x4acR4WqGJQyjXvvfced999d6jFiAycIsVHgdvgQoCf3ZxrmnehRpyHBaoYlHJLZmYmn376KXfeeWeoRYkMHBHnlLSoj0achw1+UQzGmJuMMduMMT8aY4a7Of+YMWaLMWajMeZLY0wTp3M5xpj1ju0zf8ijKADz588nPj6eBg0ahFqUyEEjzssFpVYMxpiKwOtAT+ASoK8x5hKXZt8D8SISB8wBxjqdyxSRdo6td2nlUZQ81IwUAjTivFzgjxlDJ+BHEdklIqeBD4BbnRuIyFcikldSNwVo5IfnKopHjh49yvLly0lKSgq1KJGHU8S5N7NSLmjEeRjiD8VwPrDXaX+f45gn7gUWOu1HGWPWGmNSjDEJfpBHUZg7dy433HADNYtZtEfxE0OG2EjyxETrqeQm4lyqVuWLKlXYN2uWKoUwI6hxDMaY/kA8cK3T4SYist8YcwGw3BizSUR2url2MDAYoHHjxkGRVym7zJo1iwcffDDUYkQ28fHw8cc299G0aYUizk1yMmsnT+bT+fN5O0HfCcMJ41NpvqJuYEwXYJSI9HDsjwAQkdEu7a4HJgHXikih8rqONtOA+SIyp6hnxsfHy1pNz6t4YP/+/bRt25ZffvmFqKgo7xcoIePIkSO0aNGC77//Xl/4goAxZp2IeF3I8YcpKQ1oYYxpZoypAtwFFPAuMsa0B94EejsrBWNMrDGmquNzHeBKYIsfZFIimA8//JCEhARVCmWA2rVrc9999/HSSy+FWhTFiVIrBhHJBh4EFgM/ALNFZLMx5lljTJ6X0ctAdeAjF7fUi4G1xpgNwFfAGBFRxaCUCvVGKls89thjvP/++/zyyy+hFkVxUGpTUihQU5LiiW3bttGtWzf27t1LxYqFSsEoYcqjjz6KMYbx48eHWpRyTTBNSYoSNrz33nvceeedqhTKGMOGDWPatGmkp7tdflSCjCoGpdwgImpGKqM0bNiQvn376owhTNC020rZJD3dukBu3GjrANSsyb7YWGrn5BCv0bNlkscff5zLLruMxx9/nNq1a4danIhGFYNStkhLswXjFzpiJJ0qhtWvWJFVxmD69LE5dzp2DJGQSklo0qQJiYmJTJw4kWeeeSbU4kQ0uvislB2mTIGhQ235x6L+bo2xkbaaZqHMsXPnTjp37szOnTupeepUoVkhcXFwzz2agbWE+Lr4rDMGpWyQpxQyMry3FbHthg61+6ocygzNmzfnbx07cqBLF2r+9JM96FxHeu5cGDnSpvfWWWHA0MVnJfxJS4OhQ5mckUE8tgxksoemz2JLRC6Ds8pBZ5dlhylTGLViBS1++MEqBGelAHa2mJUF8+ZB1672hUHxO6oYlPBn9GjIzKQh8BTwVw/NdgIfAQWqL2Rm2uuV8McxK6yQlYVXZ2PnWaEqB7+jikEJb9LT7UKzCElAAnCuh6YPAC8BVZwPisCCBTaRmxK+pKUx+eGHic/IcDsj/BJoBcQA3XCqEa2zwoCgikEJb6ZN86nZR1gTUy93J43x+T5KiBg9moZnzridER4CkoDngCPY9MwFirXqrNDv6OKzEt5s3FjYzuzCH8ATwFJPDTIzbcpnJTxxzArzSiqtxRZ1yWMu0Bq43bE/CqgDbMXOIgrMCtVbyS/ojEEJb44d89pkFDAAaFpUo6NH/SKOEgC8zOY2A5c67VcDmjuO56OzQr+iikEJb3yowPYl8BpwnmPbC9yBXW/I46djxzh06FAgJFRKi5dZ4QnA9a+gJnammI/OCv2KmpKUsCa7dWuoXJlKZ86QDWQDOY4tC/sH/CVwxumajsB4oKdj/0zlynx16BCPXHABLVu25MYbb+TGG2+kS5cuVKlSYKlaCQVeZoXVgeMux44DNVwb6qzQb+iMQQlLDh06xAsvvMBlEyeSk5MDwPNANDAGmOn4/DzWS+k8p60iEIsdUAAqV6zIX7/+mkOHDjFu3DgAhg4dSt26dfnzn//MpEmT2LZtG2UxC0BZR0Q4XqHoYag1sMFp/yTWNbm1a8PYWL/KFsmoYlDCii1btvB///d/tGjRgh9//JF3Fy+m6q23gjGMAsRlG+XmHj8D1+ftGAO9ekHdulSpUoVrr72WF154gbS0NHbt2sWAAQNYv349119/PU2bNuW+++7jo48+4siRI4HvbISyZ88epk2bxsCBA2ncuDGvrVjBqYoVycbOAp1nhNlAIvA/4GPHsWeBOBwLzw5yo6Kgbdug9qNcIyJlbuvQoYMo5Yfc3FxZtGiR9OjRQ+rXry8jR46UX3/99WyD1FSRmBgR639SvC0mRiQtzScZtmzZIhMmTJBevXpJjRo1pFOnTvLUU0/JypUr5fTp0wH8DZRvDhw4IO+9954MGjRImjdvLnXr1pU77rhDpk6dKtu2bZPcX38ViYqSkYX1vox0fI9LQVqCRIFcC/KTy/ecCXJj+/YyceLEgn87SgGAteLDGOuXgRq4CdgG/AgMd3O+KvCh4/waoKnTuRGO49uAHr48TxVD+SAjI0PefPNNufjii6Vt27byn//8RzIzM903fuON4iuHmBh7XQnIysqS5cuXy/Dhw+Wyyy6Tc845R3r37i2TJ0+W7du3S25ubil6Xr45dOiQfPzxx/LAAw/IxRdfLLVq1ZJbb71VJk6cKJs2bXL/u0tMFDGmZMrfGMlJSJAFCxZIv379pGbNmtKjRw+ZMWOG/PHHH8H/BYQxQVMMWJPuTuACbNDpBuASlzZ/A6Y6Pt8FfOj4fImjfVWgmeM+Fb09UxVD2Wb//v3yxBNPSN26deWWW26RZcuW+TbQ5ikHbwOIMaVSCu5IT0+X9957T5KTk6Vhw4bStGlTGTx4sMyZM0eOHDnit+eURY4dOybz58+Xxx57TNq1ayc1atSQm266ScaOHStr166V7Oxs7zfx46zwxIkTMmvWLOnVq5ecc845ctddd8nnn3+usz4JrmLoAix22h8BjHBpsxjo4vhcCRvMaFzbOrcralPFUDZZu3at9O/fX2rVqiUPPPCAbNu2rfg3SUsTSUoSiYoSiY4uOEBER9vjSUk+mY9KSm5urmzevFleffVV6dmzp9SoUUMuv/xyefrpp2XVqlXBGYAOHhR56SWRfv1EbrnF/nzpJZH09IA/+uTJk7JkyRIZMWKEdO7cWapVqybdu3eX5557Tr799tuS9z8As8L09HSZPHmydOnSRerUqSNDhgyRVatWReyML5iK4Tbgbaf9AcBklzb/Axo57e/EBi9OBvo7Hf83cJuH5wzGBkWubdy4cQB/dYo/yc7Olrlz58rVV18tjRo1kpdeesk/b9jp6SJjx4oMGGAHxgED7H4QBkZXMjMzZdmyZfL4449Oulj2AAAgAElEQVRLu3btpGbNmpKQkCBvvPGG/Pjjj/59WGqqNbtERdnNnWJMTLTt/ERWVpZ8/fXXMmrUKLnmmmukWrVqcuWVV8o///lPWb58uWfzX0kI4Kxw586d8txzz0mrVq2kadOm8sQTT8jmzZv9J3sZoNwpBudNZwzhz7Fjx+TVV1+VZs2aSefOneWDDz6ImKn8r7/+KjNnzpSBAwdKgwYN5IILLpD7779f5s6dK7///nvJbxwkU9qZM2ckJSVFXnzxRbnhhhukevXqEh8fL48//rgsWrQo8Hb7AM8Kc3Nz5b///a/84x//kIYNG0r79u1l3Lhxsm/fPj93JPzwVTGUuoKbMaYLMEpEejj2RwCIyGinNosdbVYbYyoBvwJ1geHObZ3bFfVMreAWvvz0009MmjSJ6dOnc/311/PII4/QpUuXUIsVMkSEzZs3s2TJEpYsWcK3335LXFxcfpBdx44dqVTJhzjT4hQqyiMmxqcqdrm5uWzcuJHly5ezfPlyVq1aRePGjenevTvdu3fnmmuuoVatWr4/11/89ptNc7Fpkw1ei421LqnJyX7LiZSTk8PXX3/NzJkzmTdvHu3bt6dfv3706dOHmj5E3fuEm/rkoapE52sFN3/MGCoBu7CLx3mLz61d2jxAwcXn2Y7PebEreYvPu9DF5zJHbm6urFy5UpKSkqR27doydOhQ2b17d6jFCksyMzNl6dKlMmzYMLn00kulVq1akpSUJFOnTpVdu3a5vyg1VSZVriwdQKqADHR6g/7J4dZZzWl71ou7bp5r7uTJk/O/s5YtW8r9998vs2fPlvQQmOPCgczMTPnoo48kISFBzjnnHOnTp4/MnTtXsrKySnbDEJj9vEGQ3VV7AduxJqInHceeBXo7PkdhMyP/CKQCFzhd+6Tjum1AT1+ep4ohPDh16pTMnDlTOnToIBdeeKFMmjRJ3QOLyYEDB2TGjBnSv39/qV+/vlx44YXyt7/9TebNmyfHjh2zjRIT5WOQT0Du96AYzhRhVspNTJQff/xR/vWvf0nfvn3lvPPOkyZNmsg999wj7777bkSYUIrLkSNH5K233pJrr71WateuLYMGDZKvvvpKcnJyfLtBCD3oisJXxVBqU1IoUFNSMfHzVPbw4cO8+eabvP7667Rs2ZJHH32Um2++mQpeUhsoRZObm8umTZtYunQpS5YsYfXq1XS95BLm/ve/VM7OBmwFu33ANMc1P2On2mfwnPgsC4ivV492N9xAt27d6N69O82aNQtoX8oTe/fu5YMPPmDWrFkcPnyYvn370q9fP+Li4jDGFL4ggGa/0hI0U1IoNp0x+Iifp7JbtmyRwYMHS61atSQ5OVm+//77AHcgssnIyJCt994rpypWzP/envQwY2gIcj5IMshvLm+lOVWrSu7YsaHuTrngf//7n4wYMUKaNGkirVu3lhdffFF+/vnnsw08xGNsAekGcg5Ic5C5PsRjBAJ8nDHoK155ZcoUWyx93rxSFVUXERYvXkzPnj3p2rUr5513Hj/88APvvPMO7dq1C3g3Ipno6GhaZmVRxZFE0B11gDRsqct12FTU/VzaVDh1CqMpqf1C69atefHFF9m1axdTp05lz549dOjQgauvvpqpU6dyatQo+7/lRDZwK3ALtgLdW0B/rO29AGFUiU7TboeRx4DfKM5UVuRs3VzIn8pmZmYyc+ZMJkyYQMWKFXnkkUf45JNPiIqKCqDgSiF8SEmdZxeoj/X/boBVEAXSUmtKar9SoUIFrrrqKq666iomTpzIokWL+Pzf/yZ5wYJCbbcCvwCPYqN6uwNXAu9iy5XmIxI2legiVzGkpVntvHCh3Xd+o547F0aOhJ49YcQI6NgxNDKWhLS0QkphMtYmvQnoy1n7dAEcyuFQs2ZMWLWKt956i06dOvHaa6/RvXt397ZUJfAU02Uy71vKdT2hKakDRpUqVejduze9t25FlizxWooWrP3vf+5O5FWiGzbMz1IWj8g0JfnJzBKWjB5daCrbENwWWXclNyOD73r35ujRo6xatYr58+dz3XXXqVIIJXFxEBXlMSX1Gqw7Xy5wGHgI6IpLxbPoaE1JHQw2bsS4UQotgXrAy1gngSXA14Db+XyYVKKLPMXgbGbx5pHlbGYpC8rBUVTdtV9JQAK2oE1RVAD+XKECr48axUUXXRQgIZVikZwMeC5StAub2rgG0AYbEPS+6z1E8u+jBBAPZr/KwDzgC2whqVewpWcbebpPGJj9IksxuDGzgF0QSsQWGW8CvOd6XZ5yCHcXWT8UQzcVKmhR9XCiXj3o2ZNRxrgtUtQX+Alb1ewAMAM7+OTjVKhICTBFmP3isLOEw9hMobuATp4ah4HZL7IUgxszC9iw7CrAQWAWMATY7NoojDwGPOKlqLpPhMlUVnFixAhrDioJ0dH2eiXwOMx+7tiINf9lAOOwSjzZXcMwMftFzuKzBzPLSWzJwP9hPTyuAnpjPQbGODcMkMdATk4OJ0+e5MSJE5w8edLjZ1/Oj9+xg+7+ECoMprKKEx072uCnkgZNxXuPZ1L8QHKydVpxw7vA29g1hquBpVizXyHCxOwXOYrBg3lkO/aX4GxRvxQ77XNFgKOvvsqBfv1KNHC7O3/69GliYmKoVq0a1atXL/DT3ee6devSrFkzt+cvHDUKPv+89L+rMJjKKi7kRcQOHWpndUWtjxlj3zyDEEmrOOEw+zFvXqHv52XHViRhZPaLHMXgwcxyAjjH5VhNrB+4KyYri68mTuSf8+Z5HLjzftarV6/I83nHoqOj/ef1c9VVsHRpoX5mOzZnj5ZKePjyw2Qqq7hhyBA7exg92s5ejSlgGpXoaE5lZfHHVVdRd/x4nSmEghEjYPHi4s3s8ggjs1/kKAYPHgPVgeMux47jEhzkRJ/u3enjj7fyQOBhKvs88IzT/kxgJHbxshBhMpVVPBAfDx9/7DYltWnblo8rV2baF1+wVJVCaCgnZr/IUQwePAYuwr5N7wBaOI5twOYDd0s4m1k8TGVH4UEJuBJGU1nFC3Xrug2Cuv30aZ6cMIGUlBQuv/zyEAimlAezX+R4JXnwGKiG9fN/GrsQ/S3wKbYMXSHKgplFPVgimipVqjB8+HCee+45742VwDFkCHz9NSQm2nHH5X8yp2pVsoDcW2+17cJIKQARlHY7PR2aNHG7znAEGxW8FBsENga42909oqJgz57wf6MuQdrf05UqUfm11zBh9geqFJ9Tp05x4YUXMm/ePDp06BBqcRQPlehumTOH5GHDuO2224Imiq9ptyPHlFSEx0BtbGRikZQlM0sxp7ISFcXY2rU5feAAzwZHQiWAVK1alWHDhvHcc88xb57Xv2wl0Hgw+yU3a8aECROCqhh8pVSmJGNMbWPMUmPMDsfPQgZ4Y0w7Y8xqY8xmY8xGY8ydTuemGWN+Msasd2yBzeMcSWYWL1NZoqPt8cREzMqVDP7vf5kzZw6jwz2IT/GJ++67jzVr1rBx48ZQi6J4ICEhgX379pGWlhZqUQpRKlOSMWYscERExhhjhgOxIvL/XNpcBIiI7DDGNMSmjb9YRH43xkwD5ovInOI8t1QV3MK4ulLA8LGo+i+//MK1117LAw88wCOPPBIycRX/MG7cOFJTU5k9e3aoRVE88Morr/D9998zc+bMoDwvKBXcsIkdGzg+NwC2+XDNBqCF4/M04LbiPrfUFdzCtB5rOLB7925p0qSJTJ06NdSiKKXkjz/+kHr16smWLVtCLYrigaNHj0psbGzQ6m4TpApu9UXkgOPzr9haIR4xxnTCpiXa6XT4BYeJ6VVjjNsocb9TDDNLOHoMBJLGjRvz5Zdf8vzzzzNjxoxQi6OUgurVq/PII4/wwgsvhFoUxQO1atWif//+vPHGG9ZBZuxY6N8f/vxn+3PsWDvjDzJeTUnGmGW4JGx08CQwXURqObU9KiJuHf2NMQ2AFcBAEUlxOvYrVlm8BewUEbfrn8aYwcBggMaNG3fYvXt30T3zFR/NLJHGDz/8wHXXXceECRO44447Qi2OUkKOHz9O8+bN+e6772jRooX3C5Sgs+fjj9l09930MsZmQXD2nIyOtvYLPxUNCytTEjbrxH8pwmyErS8y35fnltqUpPjE+vXrpX79+vLpp5+GWhSlFIwaNUqSk5NDLYbiDodZO6cok7YfzdoEyZT0GTDQ8XkgNjbMVUNVAT4BZojLIrNjxoCxyYIS8FDtTgkNl156KfPnz2fQoEEsWbIk1OIoJeShhx7is88+46effgq1KIozTo4wXgfiIBcNK61X0rnAbKAxsBu4Q0SOGGPigftFZJAxpj/wDgVLHCSLyHpjzHKgLrZU7XrHNSe8PbdUXklKsfn2229JSEhgzpw5XHvttaEWRykBTz75JIcOHeLN556zptONG23+sJo1bVaAe+6JaNNp0ElLs2WDXbwjfwb+BqzGpuW+DZiAS8BZTIxd+yxBXiVfTUmRE/mslIrly5dz11138dlnnxXOwZOeroNNmPP70qWsuvlmbq5QIeB2bMUHkpLcBtv2wtaHngr8DtwA3Iet5Z2PMdYx5uOPi/3YoKwxhGrTNYbQ8MUXX0i9evVk3bp19kBqqkhiokhUlN2cbaLR0fZYYqJtp4SOINuxFS8cPFj4/8WxtQL5wml/KMhgd99VVJRIenqxH02Q1hiUCKJXr15MnTqVXr16sf+f/7RT4Xnz7Nunaw6qzEx7bN482y4IdlHFDWFsx45Yiqip/gjwAbYE6H5gIXCTu4bGBLQ2uyoGpVgkJibyea9exD7/vB1EvJkidbAJHWlpMHQokzMyiMfarJNdmmRgbdp1sAWqroGz35eaawNDEbXZr8Euxp4DNALisV45hQhwbXZVDErxSEuj44cfEuN06BRwL9AEW+CoHfZNpwA62ASf0aMhM5OGwFPYDMKuDMZmF/7B8fPVvBOZmfZ6xf94KBqWi50dJGFLABwCjgL/z21rAlqbXRWDUjwcg40z2cCfsHWyj2Erxt2B9bAogA42wSM9HRYuBBGSsG+d57o02Yr1N38L6xpYEchP0i1iy4eGIOq23OOhaNgRYA/wIHZ2dy5wD7DA030CWDRMFYPiO06DjTPVsBXimmL/oG4BmmGzJRZAB5vg4YP9ORU7yxuJNSW1BQr4uQTYjh2xxMUhboqG1cH+30zBvmz9DkwH4tzdI8BFw1QxKL7j4yBxENiOh/KoOtgEhyLs2Hnsw0aU1gR+ASZjo1R/yGsQYDt2JHL8+HHeOn2aU6dOuT0/F1iEncFdCFTGybznjAS2NrsqBsV3fBhszgD9sANMK3cNdLAJDh7s2M5EYweep7DJyq4FugEFYtwDaMeOJHbs2MHDDz9M06ZN+XLTJk5efTViTKF27bAJ5Y5i1xhm4yYzaRCKhqliUHzHy2CTi62VXQX79ukRHWwCjwc7tjPuTBSuQ9WpmBg3rRRfEBGWLl3KLbfcwpVXXkm1atXYsGEDH374IeeOG4cJ46JhqhgU3ylisBGsZ9JBrJ26clH3CeCimWIHpL2xsZypZBMpZANZQI5jy3Icuwaby2a0Y/9b4Cugh+M+WRUq8Ny8ebRq1Yrk5GSmTp3K+vXryc7ODm6HyhgnT55k6tSptG7dmscee4yEhAR2797Niy++yJ/+9CfbqGNHW/yruIo3r2hYCdJhFAdVDIrvxMXZOhVuGIK1TX+ONVF4IssYvvztN9atW0dubm4AhIxMcnJy+Prrr3n44Ydp0qQJdyxYkO8k8Dz2OxkDzHR8fh6rvD/Fer3UxKZemMFZE2BUlSo8s3s3s2fP5oorriA1NZW7776b2NhYunbtyvDhw/nkk084cOAACuzevZthw4bRpEkTFi9ezOuvv87GjRsZNGgQ0e5mB0OGnFUObsxKBTAmuJUkfQmPDrdNU2KECA+h/D/bCYNUBanmtM10E8qfXbmyPHHffdKyZUupW7eu9OvXT9599105ePBgqHtX5sjKypIFCxbIoEGDpG7dutK+fXt57rnnZPPmzZKbm2vTkXirUlhUeoykJLfPPXr0qCxevFieeeYZ6dmzp8TGxkrjxo3ljjvukPHjx8t3330nmZmZQf5thIbc3FxZsWKFJCUlSe3ateWxxx6TXbt2Fe8maWn2dx0VZVPJuEstk5Rk25USfEyJoUn0lOLhIfmXT7gk//r5559ZvHgxixcvZvny5TRv3pwePXpw00030aVLFypXLtIgFZGcOHGCRYsWMXfuXBYuXEibNm1ISkoiISGBZs2aFWzsIYOnTxQjg6eIsGPHDlJSUlizZg0pKSls3bqVNm3acPnll+dvTZs2tQn8QoGfEz1mZWXx/vvvM3HiRLKysnjooYf4y1/+QvXq1UsuYxCKhmkSPSUwpKbaRGsleQuNifH41nP69GlZuXKlPPHEE9KhQwepWbOmJCQkyJQpU4r/BlbOOHz4sEyfPl1uvfVWqVGjhtx4440ydepUOXDggPeL8+qbF/d7KmUivZMnT8rKlStl7NixkpSUJA0aNJB69epJ79695cUXX5Tly5fLH3/8Uapn+ISfEz3u379fnnzySalXr5707NlTFi5cKDk5OQHuhP/AxxlDyAf5kmyqGEJMEAabgwcPysyZM6V///5Sr149ueiii+Shhx6SL774Qk6ePBnAzoUHv/zyi7zxxhtyww03SI0aNSQhIUFmzJghR44cKf7N8r4vb2alAGZXzc3NlT179sjs2bPlsccekyuuuEJiYmIkLi5OBg8eLP/5z39ky5Yt/h1k/djv1atXS9++fSU2NlYeeOAB2bp1q//kDCKqGJTAEsTBJicnR9atWycvvviiXHPNNVK9enW5/vrrZdy4cbJp0yZrTw8kBw+KvPSSSL9+IrfcYn++9FKJ0h4Xxc6dO2XcuHFyxRVXSK1ateTuu++WOXPmyIkTJ0p/8yDasX3l1KlTkpqaKq+99prcfffdcsEFF0itWrXkxhtvlKeffloWLFgghw8fLtnN/fDycurUKZk1a5Z06tRJmjVrJuPHj5fff//dT70PDb4qBl1jUErO2rU299GCBXb9wDmHUl7xl169rM+1H93rjh8/zvLly1m8eDGLFi3izJkz+WsT119/PbH+codNS7P9W+hICejn4jYiwpYtW5g7dy5z585l//79JCQkkJiYSPfu3alatap/+uFMEOzYpSE9PT1/nSIlJYW0tDQaNGhQYK2ibdu2VKpUyfNNPKytuFr/M7GZZSc5H4yJ4cgnn/D6mjVMmTKFiy++mIceeohbbrmFihUr+qWPoSQoFdyMMbWBD7Fpcn7GlvYsFL1kjMkB8sJd94hIb8fxZtj04+diU+sMEJHT3p6riiHMCOFgIyJs3749X0l88803tG3bNl9RxMfHl+wfOq+OQWZm0Qvtxlgl4aMboYiwdu3afGWQmZlJUlISSUlJXHnlleVi8PEnOTk5bNmyJV9RpKSksGfPHi677LICyqJBgwZnL/LBQeIEcB7WVfcap+O5wPzKlZmfnMzf//532gYwH1EoCJZiGAscEZExxpjhQKyIFMoSa4w5ISKFluuNMbOBuSLygTFmKrBBRLwm7VfFoHgiKyuLVatWsWjRIhYtWsSBAwe44YYb6NGjBz169KBhw4beb+JU3MZnivAxz87OZtWqVXzyySfMnTuXmJgY+vTpQ1JSEh06dAidp04Z5ffffyctLa2AsqhevTqXX3453Vq3ZvALL1DhdNHvl9OBZ4CdFI72lqpVMXv3hsUMyt8ExSsJ2AY0cHxuAGzz0O6Em2MGmw6kkmO/C7DYl+fqGoPiK3v37pW3335bbr/9domNjZW2bdvKsGHDZNmyZZKVlVX4Ag9eV/1AzgOpAdIC5F9evK6ysrLkiy++kHvvvdd9jIHiN3Jzc2X79u0yY8YMmXv55ZLpQ+xGN5CRns5HR4uMHRvqbgUEgrH4DPzu9Nk477u0ywbWAilAguNYHeBHpzZ/Av7ny3NVMSgl4cyZM/Ldd9/J008/LZ07d5YaNWrIzTffLJMmTZLt27cXGRT2P5Asx+cfQOqDrHVpk2uM7O3cWfr27Su1atWSq666SsaPHx/x7rZBpV8/r0rhZ5AKILuKajdgQKh7EhB8VQxFrODkTz2WYc1xrjzpMvMQY4wnu1QTEdlvjLkAWG6M2YSt6eIzxpjB2IJTNG7cuDiXKgoAlSpVokuXLnTp0oVnnnmGw4cPs2zZMhYtWsSLL75IoypV+HbfPipL4T9j5xTixrHtxKmwDWBEqJuWRo/bbmP8+PGcd567fxsloPiQVfZd4Cps7QOPRHiiRx/qg8v1ItLGzfYpcNAY0wDA8TPdwz32O37uwmaVbQ8cBmoZY/KUUyNs/WtPcrwlIvEiEl+3HNr+lOBz7rnncuedd/LOO++wf/9+5iUmFpmz5m9ADDaXUAOgl5s2VatWZaCIKoVQ4UNW2RnYtPBFEuGJHkubRO8zzv6OB2JzchXAGBNrjKnq+FwHuBLY4pjWfAXcVtT1ihIMjDE0/O03KheROfQN4A/gG2xdXrfOpFpvIrQUkegR4Dvs2+ftRd0jwNXRygKlVQxjgBuMMTuA6x37GGPijTFvO9pcDKw1xmzAKoIxIrLFce7/AY8ZY37Euqz+u5TyKErJ8cEMURFrhtiHLcHolgg3Q4QUL1XNpmOVeo2iGokEtDpaWcDrGkNRiMhh4Do3x9cCgxyfv8OWk3V3/S6gU2lkUBS/4YMZIo9s7BqDWyLcDBFS6tWzQYce4hje9HZ9EKqjlQW0HoOi5OHBDJGOjcI8gS10sxh4HzdvRKBmiHBgxAj7PZSEIFRHKwuoYlCUPDyYDwzWbNQIiAWGAhOA3u4aqxki9IR5dbSyQKlMSYpSrvBghqgLfO3L9WqGCB/yItADkNYkEtAZg6I4UwozxJlKlZDhw/0skFJihgyxxYYSE62J0OV7PVOpkj2emGjbqVLIR2cMiuJMnhmimLmScqOjGVOrFrvffJPX4+ICkxlVKT7x8bZioEuixx2HDrHu9GnuWrRIZ3hu0BmDorhSgiLtFV55hUe3b+fIkSN069aNX3/9NTiyKr5Rty4MGwYzZsDnn3Ns0iRGZ2erUvCAKgZFcYcXMwTR0YXMENWrV2fOnDncdNNNdOzYkbS0tNDIrnildevW7Nixg9NesrBGKmpKUhRPeDBDFFVvokKFCjz99NPExcXRq1cvxo8fz4ABA0IivuKZ6OhomjVrxpYtW2jXrl2oxQk7VDEoijfyzBDFICEhgQsvvJCEhAQ2bNjAmDFjiq46pgSddu3asWHDBlUMblBTkqIEiDZt2pCamsrGjRvp1asXR44cCbVIihOXXnopGzZsCLUYYYkqBkUJILVr12bBggW0bduWTp06sXnz5lCLpDho164d69evD7UYYYnObRUlwFSqVIlXXnmFSy+9lK5du/L2229z6623hlqsiKddw4ZcnZKC9O+POXbM5sqKi4N77ol4b6VS1XwOFVrzWSmrpKam0qdPH+677z6eeuopKlRwM2lPT7eL3Rs32oyvOmD5l7Q0GD0aFi4kMyuLAv5m0dE2SrpnTxvs2LFjqKQMCL7WfFbFoChB5sCBA/Tp04cGDRowffp0qlevbk84DVgAZGWdvaicD1hBY8qUiE6T4ati0DUGRQkyDRo04KuvviI2NpYrrriCXbt22QGra1ebpykrq6BSADuQZWXZ81272vZK8chTChkZBZTCB9iiMdWA5thCTIjYdkOHRuTvWmcMihIiRITXX3+dPU88wejTp6l46pTvF+dlAi1Hb7MBJS3NKlSXNCdLsYVjPsQWhjngOH6+c6OYGBvEWA6yruqMQVHCHGMMD3buXKRS2AFEAf1dT+S9zeoLkm+MHm1nXS6MBJ4GLscOhufjohTAXjd6dKAlDCtKpRiMMbWNMUuNMTscPwuVrjLGdDPGrHfasowxCY5z04wxPzmd00gTJbIYPZqKRaRleADwuJoQgQNWiUhPt+s2LtaRHGAt8BtwIbbexoNAIfUhAgsW2Aj4CKG0M4bhwJci0gL40rFfABH5SkTaiUg7oDuQASxxajIs77yIqFOxEjl4GLDy+ACohYdKcRCRA1aJmDbN7eGDwBlgDnZdYT3wPfC8u8bGeLxPeaS0iuFWbH1tHD8TvLS/DVgoIr7nM1aU8koRA81xrIljvLd7RNiAVSI2biy8mA/5bqp/BxoAdYDHgAXu7pGZaXNlRQilVQz1RSRvveZXoL6X9ndhy+U684IxZqMx5lVjjCaxVyIHDwMWwD+Be7HmjSKJsAGrRBw75vZwLPb365xYvcgk60eP+k+mMMdr5LMxZhlwnptTTzrviIgYYzy6OBljGgBtsbXU8xiBVShVgLeA/wc86+H6wcBggMaNG3sTW1HCHw8D1npgGdas4RPhOGCFOEgvKyuLNWvWsGLFCrqkpnKjh3b3AJOAm4DKwKvALZ5uGltoCbXc4lUxiMj1ns4ZYw4aYxqIyAHHwJ9exK3uAD4RkTNO986bbZwyxryDrbPuSY63sMqD+Pj4sudjqyiu1Kzp9vAK4Gcg7/XnBHahdAvwXzftZy9bxts33khcXByXXnopcXFxtGrVKjRV5IoK0ps7F0aODEiQ3qlTp/IVwVdffUVaWhqXXHIJ3bp1o/HNNyPvv49xMzv7J3AIuAjr/XUHLm+8eURH21TrEUKp4hiMMS8Dh0VkjDFmOFBbRB730DYFGCEiXzkdy1MqBquss0TEa9FcjWNQygVjx9qB0mXAysCuMeQxDqsopgCu79oSHc2xRx/l2yuuYOPGjfnbrl27uPDCCwsoi7i4OBo0aIDxVpWupAQxqvjUqVOkpqbmK4LU1FQuvvhiunXrRteuXbnqqqs455xzbOP0dGjSxKPZzieiomDPnjKfkiQoKTGMMecCs7EvN7uBO0TkiDEmHrhfRAY52jUFvgX+JCK5Ttcvx/6tG+wM+kdxwZEAAAd6SURBVH4ROeHtuaoYlHKBjwPWKOBHYKa7kx4GrKysLLZs2VJAWWzYsAERyVcSeQrjkksuIdq1Ql1xcY4q9pViBOmdPn06XxGsWLGCNWvW0LJlywKKoKaHGRgASUk2arwk450xtlLfxx8X/9owQ3MlKUpZIIgDlohw8OBBNmzYUEBhbN++naZNmxZSGH/60598m114iCoG6AqkcNZmfT6wzbmBh6ji06dPk5aWlq8IUlJSuOiiiwooglq1avnUb28yeiUCI59VMShKKAmDAev06dNs3bq1gLLYuHEjGRkZhZRFmzZtqFatWsEbFKHcumKjtgd5erhDuZ354IMCimD16tW0aNEiXxFcffXVxVME7gjwrKYsoIpBUcoKYTpg/fbbb4WUxQ8//MD555+frzA6NmnCTfffTwUPKT264kUxAKcqVKBVdDSxF11E165d8xVBbCC8gDS7qioGRSkzlJEBKzs7mx07duSboy785BP6bt2KpxWKrsBmQICWwAuOYwXuWaUKp594gpiRIwMmdwHWrrWeUwsW2N+ncw6lvPTmvXpZz6lyYD5yRhWDopQ1yuKA1b8/zJrl8fQa4BJsoNIH2FxE67HprQswYADMmBEgIT3w22821mLTJhsLEhtrXVKTk8u895EnfFUMWtpTUcKF+Hi7kFyWBiwPQXp5dHb6PBCb9mABNg1FAUIRpFe3LgwbFvznlgFUMShKuFGWBqyiXETdYLBmpUJEUFRxWUDrMSiKUnLi4mwshRt+x+a/yQKygVnASmz6iQJEWFRxWUAVg6IoJSc52eOpM8BT2AjWOticRPOw6ScKIFLkfZTgo4pBUZSSU6+ezX3kJhCuLpAG/IGdPaQAN7g2MsYuqIfb2kmEo4pBUZTSMWKENQeVhOhoe70SVqhiUBSldHTsaOMqYmKKd11ekF64uN4q+ahXkqIopScv2K4MBOkp3tEZg6Io/mHIEJu7KTHReiq5mpeio+3xxETbTpVC2KIzBkVR/EdZDNJTCqGKQVEU/1OWgvSUQqgpSVEURSmAKgZFURSlAKoYFEVRlAKUybTbxpjfsDWmw5E6wKFQC+EHyks/oPz0RfsRXpTFfjQREa+r/2VSMYQzxpi1vuQ7D3fKSz+g/PRF+xFelJd+uENNSYqiKEoBVDEoiqIoBVDF4H/eCrUAfqK89APKT1+0H+FFeelHIXSNQVEURSmAzhgURVGUAqhiKCXGmNrGmKXGmB2On26L1xpjGhtjlhhjfjDGbDHGNA2upN7xtS+OtucYY/YZYyYHU0Zf8KUfxph2xpjVxpjNxpiNxpg7QyGrO4wxNxljthljfjTGDHdzvqox5kPH+TXh+LcEPvXjMcf/wkZjzJfGmCahkNMb3vrh1K6PMUaMMWXeU0kVQ+kZDnwpIi2ALx377pgBvCwiFwOdgPQgyVccfO0LwHPYEr7hiC/9yAD+IiKtsWWIJxhjagVRRrcYYyoCrwM9gUuAvsaYS1ya3QscFZELgVeBl4IrpXd87Mf3QLyIxAFzgLHBldI7PvYDY0wN4GFgTXAlDAyqGErPrcB0x+fpQIJrA8cfUiURWQogIidEJCN4IvqM174AGGM6APWBJUGSq7h47YeIbBeRHY7Pv2AVdTik/ewE/Cgiu0TkNPABtj/OOPdvDnCdMW5qa4YWr/0Qka+c/g9SgEZBltEXfPk+wL4ovQRkBVO4QKGKofTUF5EDjs+/YgdMVy4CfjfGzDXGfG+MednxJhJueO2LMaYC8AowNJiCFRNfvpN8jDGdgCrAzkAL5gPnA3ud9vc5jrltIyLZwDHg3KBI5zu+9MOZe4GFAZWoZHjthzHmMuBPIvJFMAULJJp22weMMcuA89ycetJ5R0TEGOPOzasScDXQHtgDfAgkA//2r6Te8UNf/gYsEJF9oXxJ9UM/8u7TAHgXGCgiuf6VUvEFY0x/IB64NtSyFBfHi9J47P9zuUEVgw+IyPWezhljDhpjGojIAccg427tYB+wXkR2Oa6ZB1xOCBSDH/rSBbjaGPM3oDpQxRhzQkSKWo/wO37oB8aYc4AvgCdFJCVAohaX/cCfnPYbOY65a7PPGFMJqAkcDo54PuNLPzDGXI9V5teKyKkgyVYcvPWjBtAGWOF4UToP+MwY01tE1gZNSj+jpqTS8xkw0PF5IPCpmzZpQC1jTJ4NuzuwJQiyFRevfRGRfiLSWESaYs1JM4KtFHzAaz+MMVWAT7DyzwmibN5IA1oYY5o5ZLwL2x9nnPt3G7Bcwi8gyWs/jDHtgTeB3iISjs4Y4KUfInJMROqISFPH/0QKtj9lVikAICK6lWLD2na/BHYAy4DajuPxwNtO7W4ANgKbgGlAlVDLXtK+OLVPBiaHWu6S9APoD5wB1jtt7UItu0O2XsB27JrHk45jz2IHHIAo4CPgRyAVuCDUMpewH8uAg06//89CLXNJ+uHSdgXW0yrkcpdm08hnRVEUpQBqSlIURVEKoIpBURRFKYAqBkVRFKUAqhgURVGUAqhiUBRFUQqgiuH/t1fHAgAAAACD/K13z6EkAmDEAMCIAYAJhKIinfHqSFkAAAAASUVORK5CYII=\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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01BHkLZzuEhO94lf89PvvNBg+HB56yNeiGApixAjo1InMCROwfPkllUNCUM7ylnkhM6wrjGIINsaOhdWri5ee2kSv+BW7d+9mdDCs/A4EoqP5fPBgvkhP5+NevXyexsUohmDDZtcsbnpqE73iF1gsFvbu3cu1117ra1EMbrJy5Uq6xcTAyJG+FqXUF7gZygIjRpA6aRKpgJjolYDkyJEj1KpVy3e1pw1FwmKxsGrVKvr2dbastPQxM4Yg5ZVjxwi/5x5eLl++1CteGbzP7t27ad68ua/FMLhJUlISERERNGnSxNeiAEYxBCV79+5l4cKF/PLLL1CnTtCkpw4mjGLwL1auXEm/fv18LUYuRjEEIaNGjeKFF164nOsoWNJTBxG7du2iTZs2vhbD4Cbx8fHMnDnT12LkYnwMQcbatWv55ZdfeOaZZ3wtisGLmBmD//DHH3+wf/9+unbt6mtRcjGKIYjIzs7mueeeY+bMmVSu7CxFniFQMIrBf1i1ahU9e/YsU7VMjGIIIhYsWECtWrWIiYnxtSgGL3L27FnS0tKoX7++r0UxuEF8fHyZiUayYXwMQcL58+cZP348q1evRhUWomrwa/bs2UPz5s3N9+wHZGVlsXbtWt58801fi5IHoxiChEmTJnH33XfTrp0prx3oGDNSGSYlRUcAbt8Of/7JmfR0Xr3iCuo6Jjv0MUYxBAF5wlMNAY9RDGWQxERdbz0hQe9bcyHVBUZWqABRUTqP2dixOjuBjzE+hiBg9OjRjB492pTiDBKMYihjxMZC9+46eWV6er7sxhWzs3Xb8uW6X6zLElmlhpkxBDjr1q1j586dLFmyxNeiGEoJoxjKELaU2u7kJRPR/UaN0vs+TEHjkRmDUqq3UmqPUmq/UmqMk+PDlFKnlFI/W7dH7Y4NVUrts25DPSGPQZOdnc2zzz5rwlODiMzMTA4fPkzTpk19LYohMTGfUqjisJUH/uk4zqYcfFhzpsSKQSlVHngL6AO0BAYppVo66fqJiLSzbgusY2sC44EuQGdgvFLK1I30ECY8Nfg4cOAAUVFR5kGgLDB1at78Y+gqibbtDyAU+JuzsWlperyP8IQpqTOwX0QOAiilFgP3AO7Ubr4DWCsiZ61j1wK90ZUlDSXAFp66atUqE7YY6NhFutTYvZu3U1NhxgwYPtzkuvIVKSna0VxARbalQCRwk7ODIjq55alTPvkOPWFKagD8brd/1NrmyECl1Hal1GdKqUZFHItS6jGlVJJSKunUqVMeEDuwsYWntm/f3teiGLxFYiIMGKDLtY4fDx99RL2tW+lx7Bi8+qqOdBkwQPczlC5xcYV2WQg8DLh8bFPKrfN4g9JyPv8PWCQiGUqpx9Gfya1FOYGIzAfmg6757HkR/RCHmGiqV4c2bThw880mPDXQKaxOsM2EsXy5rthn6mmULtu354s+sucwupzuuwWdIy1NZzz2AZ5QDMeARnb7Da1tuYjIGbvdBcAMu7HdHcZ+5QGZAhsXMdEALFtGo4wMvmvRgjpHjui02oaAIuPNNxn53HOsy8nhLNAUmIp28mUCDwJJ6JvPRhG6l5FIl6Dizz8LPPwB0A24srDznDvnIYGKhidMSYlAM6XUlUqpSsADwAr7Dkqpena7dwO7rK9XA72UUuFWp3Mva5vBFYXERJOWRiWLhWa//lpmYqINHiQxkewxY2iUk8Mm4E9gMnAfcMjapRvwIXrxVC5lINIlqKhevcDD7wNuhWCG+yYWp8SKQUSygafQN/RdwBIR+UUpNVEpdbe129NKqV+UUsnA08Aw69izwCS0ckkEJtoc0QYn2MdEF+DUAlD2MdFGOQQOU6dyRXo6rwJN0P/Ad6KfPLcClYB/oZVDviQLPo50CSratIGQEKeHvkObSpxGI9kTGqoLZvkAJYXcYMoi0dHRkhRsTz6Jiczt2pW4rCx2AIOAOOuhX9FOrAPW/Y7Am+jYYUDXbN60yZTn9HdSUrSj2WGWeBJoDPwM2C9ra4ieOXS37xwSAkeOmGglb5OSgkRFoTIy8h16HEhFm5MKxAvflVJqq4gUeiMwKTH8halTqZ+VxcvAIw6H6gOfAWeB02hb3QP2HcyTYmDgJEIlC3gIbZZwa62zDyNdgoXU1FRenTePlRYLFieh4m/jhlJQStdb95ECN4rBH7DGRA8A+gO1HA7XQJsVFCBoE8J++w72MdEG/8Uh0sUCDEGbj+a6ew4fRroEOiLCp59+SosWLdi1axfRS5dSLjS0eCcLDdUJ9XyEyZXkD7j5hFcDvaLSAkx0PGh7UjS1nf0Xu0gXAf6ONiPFA0Wq/eWjSJdAZvv27Tz99NOcO3eO999/n1tuuUUfmDXL/VxJNsLC9Dgfmn7NjMEfKCQm2sZ5dJTKXCDfsjbzpOi3ZGZmsmHDBrYeOJDbNgId6fE/dFoFezIA268l0/o6jyfRR5EugciZM2cYOXIkt99+O/fffz9bt269rBRAhwfPmqVv9oVlIFDqslLwcVixUQz+QCEx0fZcATyBdkanOB40T4p+w/Hjx3n33XcZOHAgkZGRjB07lrMNGmCpVInDaDv1z+iQVFtCto+sY69FK4tj6Jwzoeg1DQBpSrHxzBmOHcuz1MhQRLKzs5k7dy4tWrSgfPny7Nq1ixEjRlChghMjzIgROvgjJkY7lB3NS6Ghuj0mRvcrA2tNjCnJHygkJtoRCzrq4Rg6F4uNjLAwTGq1skl2djY//vgj8fHxxMfHc/jwYXr16kX//v2JjY0lMjIyNyqpMQ4zAAcOFXCscsWKrAgPZ2Hr1nTq1ImHH36YmJgYwsLCPHtBAczGjRt5+umniYyMZMOGDbRq1arwQdHRsHSp9vPFxenZ+7lzevbWujUMG1a2IsVExO+2jh07SjBhmT5dsitVkiyQNJAxIIOtr7NA1oD8BJIN8ifIP0HqWY+LdUsvV07+XamS3HjjjTJp0iRJTEyUnJwcX19aUJOSkiIffPCBPPDAA1KzZk1p27atjB07Vr7++mvJyspyPigmRkSp3O+1SJtSIgMGiIhIamqqLFq0SHr37i01atSQRx55RL766ivzmyiA3377TQYOHChNmjSRzz77TCwWi69FKjJAkrhxj/X5Tb44W7AoBovFIqtXr5Z+nTpJulIyXj8o5tnGgywBuRbkCpDaIH1Bkh1vCiEhknbkiKxevVqeffZZad68uURERMjgwYPlww8/lFOnTvn6cgOenJwcSUxMlAkTJkiXLl2kWrVq0r9/f5k/f778/vvv7p1kyxaRsLDiKYawMJHExHynPH78uMycOVNatWolTZo0kXHjxsm+ffs8fPX+y6VLl2TcuHFSs2ZNmThxoqSmpvpapGJjFIMfY7FYZOXKldKlSxdp2bKlLFq0SHLuuccjT4r2/PbbbxIbGyv33HOPVKtWTTp16iTjxo2T77//XrKzs31w5YHHuXPnZMmSJTJs2DCpU6eONG/eXJ577jlZt26dpKenF++k8+YVXTmEhelxBWCxWOSnn36SZ555RiIjI6Vr167y9ttvy7lz54onp59jsVhk8eLFEhUVJffff78cPnzY1yKVGKMY/BCLxSIrVqyQ6OhoadWqlSxZsuTy1N4LT4r2ZGRkyIYNG2T06NHSunVrqVWrljzwwAMSFxcnJ06cKIWrDwwsFots375dpk2bJjfffLNUqVJF+vTpI3PmzJEDBw547o1syqGwhwWl3FIKjmRmZsqKFStk4MCBUr16dbn//vtl5cqVrk1cAcbPP/8sN998s7Rt21Y2bdrka3E8hlEMfkROTo4sW7ZM2rdvL23btpWlS5c6t/V66UnRGb///rssWLBABg4cKDVq1JD27dvLSy+9JJs3bw6am4O7XLhwQb744gt5/PHHpVGjRtKkSRN58sknZeXKlXLp0iXvvXFiop4JhoSIhIbm/d5DQ3X7gAGFPhQUxpkzZ2TevHnSpUsXqVu3rjz//POSnJzsoYsoW5w6dUqeeOIJiYyMlNjY2ICbORvF4Afk5OTIp59+Km3atJGOHTvKF198UbhDy8tPis7IzMyUzZs3y0svvSTt27eXGjVqyMCBA2XBggVy9OjREp/fH9m7d6/Mnj1bbr/9dqlSpYrceuutMmvWLNm1a1fpOyVTUkRmzBAZMkTkzjv13xkzdLuH2b17t7z00kvSqFEjadeunbz22mvyxx9/ePx9SpusrCyZM2eOREREyD//+U85c+aMr0XyCkYxlGGys7Nl8eLFct1110nnzp3lyy+/LNrNpJSeFF1x4sQJiYuLy42mad26tYwePVo2bNggGRkZXnnPPJw8KTJ9ushDD+kb4UMP6X0v3AhtpKWlyapVq+Tpp5+Wq6++WurXry+PPvqoLFu2TP7880+vvW9ZJScnR9avXy8PP/ywVK9eXfr16ydLliyRtLQ0X4tWZNavXy+tWrWSW2+9VXbs2OFrcbyKUQxlkKysLPnwww+lefPmcsMNN8iqVatK9nRZik+KrsjOzpbvv/9exo0bJ507d5Zq1arJPffcI//5z3/k0KFDnn2zLVt0uGZIiN6cKcSYGN3PAxw6dEjmzZsnd955p1StWlW6du0qU6ZMkW3btvllqKK3uHDhgixcuFBuvfVWqVmzpjz++OPy3XfflfnPyD78dOnSpWVeXk9gFEMZIisrSxYuXCjNmjWTbt26ydq1awP2R5iSkiIffvihDB48WCIiIqRFixby7LPPypo1a0r2NFkKJrTMzEzZuHGjjB49Wq677jqpXbu2DBkyRBYtWhSwpgVPc/jwYZkyZYpcc8010qxZM5k0aZLnHxBKyKVLl+SVV14JiPDTomIUQxkgMzNT3n33XWnatKl0795dNmzYELAKwRm2uP2JEyfKjTfeKFWrVpV+/frJnDlzZP/+/e6fyItO9+PHj8t7772XG30THR0t48aNkx9++CHgHI+licVikR9++EFGjBghtWrVkh49esh///tf+euvv0p+8mKaEm3hp40aNZIHHnhAjhw5UnJZ/IxSVQxAb2APOtvzGCfHn0PXk9kOrAca2x3LQad9+RlY4c77lXXFkJGRIfPnz5cmTZrIbbfdFlDhbiXhzJkz8sknn8iwYcOkbt26cvXVV8s///nPgqN3tmyRORUrSkeQSiBDHRTAOyBNrYv77gA5VkiYbnZ2tnz33Xfy8ssvS4cOHaRGjRpy3333SVxcXEA4Ucsi6enp8tlnn8ndd98t1atXl8GDB8vatWuLrnhLYErctm2b3HzzzdKuXTvZvHmzh67M/yg1xYBO/38AuAqdGj4ZaOnQpwcQZn09AvjE7tjFor5nWVUM6enpMm/ePImKipI77rhDvvnmG1+LVGaxWCyybds2mTp1am68f69evWT27Nl5I3tiYmQpyOcgTzgoho0gESA7QTKsx292srDv9OnT8tFHH8lDDz0ktWrVktatW8uLL74omzZtkszMTN9+EEHGyZMn5fXXX5f27dtLw4YNZcyYMbJr167CBxbTlHjq1Cl5/PHHJTIyUt5+++2gnwWWpmK4AVhttz8WGFtA//bAt3b7fq8Y0tLSZM6cOdKwYUPp27ev/PDDD74Wye84f/68LF26VP7xj39Iw4YNpUmTJjJ66FDJrlgx95/+3w6K4XmQkXb7x9BpQvbbtaUrJU2uuELuvvtuefvtt4PSfFBW2b59u4waNUrq1asnnTt3lrlz58rp06fz9Ztz333SsVw5pzPGSyAjQGqBVAO5ydpuCQuTDX/7m0RERMjTTz8tZ8+e9cEVlj1KUzHcCyyw2x8CzC2g/1zgZbv9bCAJ+AHoX8C4x6z9kqKiokr+CXkg5DE1NVVef/11qV+/vtx9992S6KXw0GDDYrHIzp075au+fSW9XLkCFcMIu/2jVsWw3K4tu1Ilyfq///P1JRkKICsrSxISEmTQoEFSvXp1iYmJkeXLl+vQ5y1bZGmlSk5njALyEMj9ICnoJJJJdsfSypWT/YsX+/ryyhRlUjEAg60KoLJdWwPr36vQGYObFvaeJZoxeCDk8eLFizJr1iypW7euxMTEyE8//VR8eQyueeihPN+Po2JYa31STAZJBXkMRIF87GheGDLE11dicJPz58/LO++8IzfddJNERETIz1ddJRar+ch/9NuYAAAgAElEQVTx+98FUhWdUdiZWcniIkdYMOOuYvBEoZ5jQCO7/YbWtjwopXoC/wbuFpEMW7uIHLP+PQh8hZPiYx4jNha6d4fly3VFNMeqaGlpum35ct0vNjbP4YsXLzJjxgyaNm3Kjz/+yOrVq1m2bBnt23tP5KCmkAJFPYEJwEB0zesmQFX0DzAPpkCR31C9enUeffRRNm/ezJYvv6TlkSMo/eCYjy1AY2A8UBtoDSy1O65ETK3zYuIJxZAINFNKXamUqgQ8AKyw76CUao8uOnW3iKTYtYcrpSpbX9cGuqKjlzxPbOzl2qsiZKBr5jZG30zaAQm2viK636hREBvLX3/9xdSpU2natCnbtm1j/fr1LFmyhDZt2nhFVIMVNwoUPQnsQ9c+Hoi2S+Yrm2JKWfolTb76iorOKqJZOQrsBKoDx9E26qHokqe52GqdG4pEiRWDiGQDTwGr0d/JEhH5RSk1USl1t7XbTHT1wU+VUj8rpWyKowWQpJRKBjYC00TE84ohMTFfQe5s9DRnE7pO8mTgPhyqX6WmkvnMMwyIiuLXX39l06ZNLFq0iOuuu87jIhqc0KYNhISQja5bnGPd0iG3bSfasXAE7YR6BsijBkJDdYUsg/9RSK3zUKAi8DI6HPIWdPjjGvtOptZ5sfBIaU8RiQfiHdrG2b3u6WLcd+gZoHeZOlX/QOy4AnjVbv9O4EpgK9okYaNCVhafd+5M1Q8+8LKQhnwMGwbjxzMZbTKy8SHafPAv4EF0rHRVYDgwyfEcIvo8Bv+jEFOis/m6ctbRmBKLjCdMSWWblBRISNA3iAI4CewFHOcC5YCqX39t7JS+IDIS+vThVaXyla57FaiBXjF5CfgDmIpeVJOLUtC3b9mqpWtwH6sp0dWM8WYgCv29ZwPfos0Odziex5gSi0zgKwY37ItZwENo+2RzZx2MndJ3jB2rzUHFITRUjzf4J1ZT4mS02WgaerYYijb9VgS+QJsqqgP/AN7H4X/YmBKLReArhkLslBZ0fG0ltPPKKcZO6Ts6dYJZsyAsrGjjwsL0uOho78hl8D5WE+Cr4HTGCHqG/z161vgrEON4DmNKLBaBrxgKsFMKOjLpJDrMrWJB5zF2St8xYsRl5aCcWpEvo9RlpTBiROnIZ/AOVlNiod+5K4wpsdgEvmIoIORxBDqM6n/o6WmBGDulbxkxAjZtgpgYCAkhyzGMMTQUQkL08U2bjFIIFIwp0Sd4JCqpTNOmDSxdms+cdBi9sKIyUNeu/W20vyEPxk5ZNoiO1t/lqVOsvvdemly4QKsGDbTSbt1amwzM02FgYTMlOoSbF4oxJZaIwFcM1pBHRxqjTUluYeyUZYuICJY0bsytt95KK/O9BD622d+oUdrfV1CEoVL6Qc6YEktE4JuSjJ0yIElJSaFOnTq+FsNQWlhNiRl9+5IOiKN5yZgSPUrgzxhA2xlXry7aVNSGsVOWSU6ePElkZKSvxTCUJtHRfPHww3yRmclHt9+uIwXPnTOmRC8QHIrB2CkDjpMnT5oZQxCybt06OvfrB88842tRAprANyXZMCGPAYPFYuHUqVNmxhCErF+/nttuu83XYgQ8waMYIF/IY74wOGOn9AvOnTtHlSpVqFSpkq9FMZQiBw8e5NKlSyaJZSkQHKYke+xCHomLgx07WPvpp9zYty9XXH+9sVP6AcbxHJysX7+enj17ooobSGJwm+BTDDYiImD0aAAe+/pr1s+cyVVXXeVjoQzuYBzPwcn69eu54458KfIMXiC4TEkuqFixIllZWb4Ww+AmZsYQfFgsFuNfKEWMYgAqVKhAdna2r8UwuImZMQQfO3bsIDw8nKioKF+LEhR4RDEopXorpfYopfYrpcY4OV5ZKfWJ9fiPSqkmdsfGWtv3KKV8Mk80Mwb/woSqBh/r1q2jZ0+n9b4MXqDEikEpVR54C+gDtAQGKaVaOnT7O3BORK4GZgPTrWNbomtEXwf0BuZZz1eqGMXgXxhTUvBhzEiliydmDJ2B/SJyUEQygcXAPQ597gEWWl9/BtymdGjBPcBiEckQkd+A/dbzlSpGMfgXxpQUXGRmZvLNN9/Qo0cPX4sSNHhCMTQAfrfbP2ptc9pHRLKBP4Fabo4FQCn1mFIqSSmVdMrDZTaNYvAvzIwhuPjhhx+45pprqFmzpq9FCRr8xvksIvNFJFpEoiM8vM6gYsWKxvnsR5gZQ3BhW79gKD08oRiOAY3s9hta25z2UUpVQJdoPePmWK9ToUIFM2PwI4zzObhYt26d8S+UMp5QDIlAM6XUlUqpSmhn8gqHPiuAodbX9wIbRESs7Q9Yo5auBJoBWzwgU5EwpiT/4dKlS4gIVapU8bUohlLgr7/+Ijk5mW7duvlalKCixCufRSRbKfUUsBooD7wnIr8opSYCSSKyAngX+EAptR84i1YeWPstQdfxzgaeFJGckspUVIxi8B9sZiSTFiE42Lx5M507dya0uOU9DcXCIykxRCQeiHdoG2f3Oh34m4uxU4ApnpCjyKSkQFwcz/70E02PHIFly3Qp0OHDTb6kMopxPAcXxr/gG/zG+exREhNhwABo3BjGj+fmI0do8NNP8NFH8OqrEBWljycm+lpSgwPG8RxcmIVtviH4FENsLHTvDsuXQ3q63uxJS9Nty5frfrGxvpDS4ALjeA4e/vjjD44ePUrHjh19LUrQEVzZVWNj3a/iJqL7jRql901tBt9hNfmxfTvdk5LoVKECzJhhTH4BzoYNG+jevTvly5d6MoSgJ3hmDImJTpXCWSAGuAJoDHzsOM6mHJKSSkVMgx0OJj8++ohr9uyh/S+/GJNfEGDCVH1H8CiGqVO1mciBJ4FKwEngI2AE8Itjp7Q0Pd5QehiTX1AjIsa/4EOCQzGkpEBCgjYP2XEJWApMAqoA3YC7gQ8cx4tAfLyu+mbwPvYmP4fvLB/2Jj+jHAKG/fv3k5OTw7XXXutrUYKS4FAMcXFOm/einSzX2LW1xcmMAUApl+cxeBCryW9uairRQGVgmEOXJUALoCo6ne9yMCY/fyclRfuNBg+Gu+5CBg/m/9Wtizp92teSBSXB4Xzevj2/KQK4CFRzaKsOXHB2jrQ02LHD87IZ8mI1+dUHXkavmrQ3AB4DBgNfoPO0x6MXyBwCIm0mv6VLS1dmQ/FJTNTfWUKC3rf+n14DXFWxovYj9ekDY8dCp06+kzPICI4Zw59/Om2uAvzl0PYX+knUKefOeU4mQ37sTH4DgP7oFLz2HAVqoIt/KKAfOnDgABiTn79RiB+pQlaW8SP5iOBQDNWrO22+Bp2HY59dWzK6apBTwsM9KpbBATdMddFoM9IKIAdtRqoMtLF1MCY//8D4kco0waEY2rSBkJB8zVcAA4BxaEf0t2gTxRBn5wgNhdatvSikwZXJz57ywMPAg2iF8CDwNvq7BIzJzx9ww49kYyJ6ZrgOjB+pFAkOxTBsmMtD89A27EhgEBCL8xlDVmYmKX37ekM6gw0XJj971gEvAF8BmcAm4FHgZ/tOxuRXtnHwIz3iotsB4FOgnn2jCR0vFYJDMURGageWk4ycNdHmiEvAEfQTqCOiFL80bkzzm25i5MiRHDx40LvyBisuTH72/AzcjDYplQM6AV2wPlHaMCa/sosbfiQbT6KLw1eybzR+pFIhOBQD6KiGYqbuVaGhtPvkE3bv3k3NmjXp3LkzDz74IMnJyR4WMji5dOkSixcvJm7bttwIpGwgHe1HyLG+zkYrgq+5PEPYZt23+Rgyy5fncPXqSGF2a4NvcNP/8ynaxOR0jm78SF4neBRDp04waxaEhRVtXFiYHhcdTWRkJJMnT+bgwYN06NCBvn370rdvXzZv3mxuREUkKyuL+Ph4Bg8eTIMGDYiLiyP0iScIqVwZgMlAKDAN+ND6ejJwC/AqutpTVWAg8BLQy3reckrxty+/pHXr1syePZvTJg6+bOGGH+kC+jt9w1UH40fyPiLid1vHjh2l2MybJxIWJqKUiJ6YOt+U0v3mzXN5qvT0dHnnnXekWbNmcsMNN8gXX3whOTk5xZctwMnJyZHNmzfLE088IbVr15YbbrhB5syZI3/88cflTjExhX83BX1nAwZITk6ObNy4UQYPHizVq1eXe++9V1atWiXZ2dm+u3iD5s47831v/wYZarf/HMgEu/3GIGsdv+s77/T1lfgl6OJphd5jS3SDRpvo16IjPtcC4U76tAO+Ry8o3g7cb3csDvgNbRn4GWjnzvuWSDGIiCQmigwYIBISIhIamvcHFxqq2wcM0P3cIDs7Wz799FPp2LGjtGzZUhYuXCiZmZklkzFAsFgssm3bNhk9erQ0atRIWrduLf/3f/8nBw8edD5gyxatkIujGMLC8n1n586dk3nz5knHjh2lUaNGMm7cOPntt9+8f+EG5zz0UKGKoS1ILZA61q0cSDjINPtxQ4b4+kr8ktJSDDOAMdbXY4DpTvpcAzSzvq4PnABqyGXFcG9R37fEisFGSorIjBn6R3bnnfrvjBm6vRhYLBZZu3at3HbbbRIVFSVvvPGGXLx40TOy+hn79u2TiRMnSvPmzaVJkyYyduxY2b59u3uDbbO6oiqFAmZ3IiLbtm2Tp556SmrVqiU9e/aURYsWSVpamgeu1lAY58+fl8WLF8tH7dqJdeWCZIGkgYwBGWx9nQVyGuSE3dYQZAnIBfuHtxkzfH1JfklpKYY9QD3r63rAHjfGJNspCt8qBi+yZcsWGThwoERERMiECRPkzJkzvhbJ6xw/flxmz54tnTt3lsjISHnqqafku+++E4vFUvSTedDk50haWpp8/PHHctttt0mtWrXk6aefluTk5KLLaCiQQ4cOyZw5c+T222+XqlWrSr9+/WThzJliqVxZBGQ8CA7beCffcT5TUkhIsR/egp3SUgzn7V4r+30X/TsDu4Byclkx7LGamGYDlQsY+xiQBCRFRUV575PzMLt375a///3vEh4eLs8++6z8/vvvvhbJo5w9e1YWLFggt912m9SoUUOGDh0qq1evlqysrJKf3MMmP2ccPHhQXnnlFWnYsKFER0dLbGysnD9/vuSyByEWi0WSkpJk3Lhx0q5dO6ldu7YMGzZMli1bJhcuXLjc0QN+JEPx8JhiQIeI73Sy3eOoCIBzBZynnlUJXO/QptCRaQuBce4I7Q8zBkeOHj0qzz//vNSsWVOGDx8uu3bt8rVIxSY1NVWWLFki/fv3l2rVqsmAAQPks88+k9TUVO+8oYdNfs7Izs6WhIQEuffee6V69eoyZMgQ+eqrr4o32wki0tPTJSEhQZ544glp0KCBXHvttTJ69Gj55ptvXDv7PexHMrhPmTIloZOY/lSQ2QjoDnzpzvv6o2KwcebMGZk0aZJERkZKTEyM/Pjjj74WyS0yMzMlISFBhgwZIjVq1JDbb79d/vvf/wbk03VKSor8v//3/6Rly5bSrFkzmTp1qhw/ftzXYpUZTp06JQsXLpSBAwdK9erVpVu3bjJz5kzZvXu3+yfxkh/JUDClpRhmOjifZzjpUwlYD/zLyTGbUlHA68A0d97XnxWDjUuXLsmcOXOkcePGcuutt8qaNWuK93R68qTI9Ok62uPOO/Xf6dM98jSdk5MjX3/9tYwcOVIiIiLk+uuvlzfffFNOnDhR4nP7AxaLRb7//nt59NFHpUaNGnLXXXfJ8uXLgzLibO/evTJr1iy5+eabc2eJcXFxklKS35mbfiRLMfxIBueUlmKoZb3p77OanGpa26OBBdbXg4Esu5DU3LBUYAOww2qa+hCo4s77BoJisJGZmSkffPCBXHfdddKhQwdZsmSJe/H2W7ZoW21IiN6c2d9jYnS/ImCxWCQ5OVlefPFFiYqKkpYtW8qUKVPkwIEDxbzCwODChQvy3nvvSdeuXaVu3brywgsvyJ49e3wtltfIzs6Wb7/9Vl544QVp3ry51KtXTx5//HFZuXKlZyO5CvEjZZQrJ7uvu86YjzxEqSgGX22BpBhs5OTkyP/+9z+58cYb5eqrr5b58+dLenq6885eiNg5cOCATJ48WVq2bClRUVHy4osvSnJysrGxO2HXrl0yatQoqVOnjnTr1k3i4uICIiz54sWL8vnnn8vw4cMlIiJC2rRpIy+//LIkJiZ6f+GmCz/S7q+/lsjISPnrr7+8+/5BglEMfszXX38t/fr1k/r168uMGTPkzz//vHzQg7bZEydOyBtvvCHXX3+9REREyMiRI+Wbb74xq7fdJDMzU5YtWyb9+vWT8PBweeyxx+THH38suTL1onnQkePHj8v8+fPlzjvvlKpVq0rPnj3lzTffLFOLAAcNGiRTpkzxtRgBgVEMAUBycrI8+OCDUqtWLXnppZfkdEKCzKlYUTqCVCLvatHvQXqiV4jWBrkX5LiTaI7z58/Le++9J7fffrvUqFFDHn74YUlISAhKu7knOXr0qEyZMkWaNm0qrVq1ktmzZ8upU6eKdhIvmQftsVgssmPHDpkyZYp06dJFwsPDZdCgQbJo0SI5d+5csc/rTXbt2iURERF5H5AMxcIohgDiwIEDMnLkSPlfxYryKcjnIE84KIZ49OrQP0EugQwHucPueI5S8l39+lKtWjXp37+/LFmyxHvhpUGMY56m++67T1avXl34LMyLC/oyMzNlw4YN8swzz8iVV14pjRs3lqefflrWrVsnGRkZJbzi0mHIkCEyceJEX4vh9xjFEGicPJm7YlTIn1/GcdsKUsWhLatiRTm/b5+vryRoOHfunLz11lvSoUMHiYqKkvHjx8uhQ4fyd/RC6KYtBcWDDz4o4eHh0qlTJ5k0aZJs377dL/1Ge/fulVq1apXZWY2/4K5iCJ602/5OXBzKSaEhV2wmfyW6ChUqUP3zzz0qlsE1NWrUYOTIkWzdupUvvviCM2fO0LFjR3r16sUnn3xCRkYGJCaS8fzz/D01lcboVOLtgAS786wHmgNhQA/gMDgtc3n48GHmzp1Lr169aNSoER988AG33HILO3fuZMuWLbz88su0bt26SL+jskKzZs246667eP31130tSnDgjvYoa1tQzhgcslIWNGNItvoaNjs7brJS+hT7PE21a9eWn6+6Si6gcwT9BpID8j/rbO83kFMg1axmwjSQUSBd7OL7z/boUXgKigBh//79UqtWraDIO+YtcHPGUMHXisngJm7UQwbYD/RBFzm5yVkHUw/Zp4SEhDBo0CAGDRrE4cRE6t9wAxXRxYds3AlcCWwFzqBnfn+zHnsVqA3sBpqLEPrVV5Rr2ZI5c+Zwww03UL58+VK7ltKmadOm9O/fn9dee43Jkyf7WpyAxpiS/AU36iEfBnoCrwBDXHUy9ZDLDI03bqRixYr52k8Ce9EK4Regrd2xK4Cm1nbQimZ848Z069YtoJWCjZdffpnY2FjOnDnja1ECGqMY/IU2bSAkxGUt5GPArcBTwBOuzhEaCq1bl4KwBrdwUuYyC3gIGIr2K1wEHB8JqqPLXwJBV+aySZMm3HvvvcyaNcvXogQ0RjH4C8OGAa5rIS8ADqJNDVXstjyI5J7HUAZwMA9a0DO9SsBca1sV4C+HYX+hndS5BJl58N///jfz58/n1KlTvhYlYDGKwV+IjIQ+fXhVqXzVTV4FxltfX3TYclEK+vaFiIhSFdtQAHbmQQH+jjYjLQVsBqbr0JWtbFwCDuAQcRZk5sGoqCjuv/9+Zs6c6WtRAhajGPyJsWO1Oag4hIbq8Yayg9U8CDACXcHqf+hZoI0YdIbJpWiz4USgDdrMBAStefCll15iwYIFnDx50teiBCRGMfgTnTrBrFkQFla0cWFhelx0tHfkMhQPq1nvMPA2Ou1wXS6bAT8CItBK4d9AOPAjsNj+HEFqHmzYsCGDBw9mxowZvhYlIFE6tNW/iI6OliS7hT1BR2ysXtyUlqZvDC7IAaRSJSq8/jqMGFF68hncZ8AAWL68wO/RJUpBTAwsXep5ufyA48eP06pVK3755Rfq1avna3H8AqXUVhEp9AnRzBj8kREjYNMmfVMICclvXgoNhZAQ/uzenX5VqnDq3nt9I6ehcIx5sNjUr1+foUOHMm3aNF+LEnCUaMaglKoJfAI0AQ4B94lIvhAJpVQOuiAPwBERudvafiV6ZlwLvZ5niIhkFva+QT9jsOfUKYiL0yGL585pR2Tr1tq8EBHB888/z/Hjx1m0aJGvJTW4wjYDTE11f4zNPBjkM8E//viDli1bsmPHDhpUrKj/F7Zv1xFf1atrP87w4Sbowoq7M4YSpaYAZpC3tOd0F/0uumhfAjxgff0fYIQ77xuUKTGKyaVLl6Rp06ayfPlyX4tiKAgvZlcNdF5/6CHZduWVXk1XHihQSqU993C5bnM9YI+LfvkUA7rO82mggnX/BmC1O+9rFEPR+Oqrr6RBgwYmM2VZp5AylxISoo+bMpeXmTdPLKGhkl1YNlqjUEXEfcVQUlPSeRGpYX2tgHO2fYd+2eigi2xgmogsV0rVBn4QkautfRoBCSLSqrD3NaakojNy5EgyMjJ49913fS2KoTCs5sEf3nmHupUr06R9+zzmQYMVFya4fUBr4F70ItA8BLkJzl1TUqFJ9JRS69BRdI78235HREQp5UrLNBaRY0qpq4ANSqkdgHtZ4S7L8RjwGOgFLoaiMX36dFq1asWaNWvo1auXr8UxFEREBIwezYI9e+jSpQv/+Mc/fC1R2SMx0aVf5kmgk6txtnTlnTqZ8O0CKDQqSUR6ikgrJ9sXwEmlVD0A698UF+c4Zv17EPgKaI9OHFlDKWVTTg3RKX9cyTFfRKJFJDrCPDUVmapVqzJ//nwee+wxLly4UPgAg8/Jzs52mmTPAEydqsO1HVgM1ABuK2hsWpoeb3BJScNVV6DzfWH9+4VjB6VUuFKqsvV1baAr8KvV3rURPeNzOd7gOe644w569OjB2CAOcfQnsrOzqVDBZMbPR0oKJCTkW/vxFzAOeK2w8SIQH69NdganlFQxTANuV0rtQ2d8ngaglIpWSi2w9mkBJCmlktGKYJqI/Go99iLwnFJqPzpk1RjAvcxrr73G559/zubNm30tiqEQjGJwQVyc0+ZX0PmmGrpzDqVcnsfgho+hIETkDE5mbSKSBDxqff0d2hfkbPxBoHNJZDAUjfDwcN566y0effRRfv75Z8KKml7DUGoYxeACJ+nKfwbWAdvcPUeQpSsvKmblcxDSv39/OnTowPjx430tiqEAjGJwgZNqhl+hV9hGoSNlZqFzTHUo6DxBlq68KBjFEKTMmTOHDz74gC1btvhaFIMLjGJwgZNqho+h05H/bN2eAPoBqws6T5ClKy8KRjEEKREREcyePZtHHnmEjIwMX4tjcEJWVpZRDM6wS1duIww9U7BtVYAQdHZapwRpunJ3MYohiHnggQdo2rQpU6ZM8bUoBieYcFUXuJFm/FWcLG6zJ0jTlbuLUQxBjFKK2NhYYmNjSU5OLnyAoVQxpiQXWKsZilLFG2+qGRaKUQxBTv369Zk+fTrDhw8nKyvL1+IY7DCKwTXZo0eTUa6Yt68gT1fuDkYxGBg+fDi1a9dm1qxZuiElBWbMgMGD4a679N8ZM8yCoFLGKAbnWCwWhs6dyzvXXouYaoZewfzqDCilmD9/Pv9o144n16+n2rff6gP2seLLlsH48dCnj37a6uQyG43BQxjFkB8R4cknn+TYsWM8mpSEiotzq5ohSumZQhAn0CsKZsZgAKBJQgLxqalcsX69VggOC4hIS9Nty5dD9+46s6XBq5iopLyICGPGjGHr1q2sWLGC0NBQt6sZEhOj+xml4BbmV2fITV9c0R0fg8jlDJVg/tG8iJkx5GXq1KmsXLmSTZs2Ua1atcsHoqN13etCqhka3Mf86oIdF+mL5wJx6Hqsg6yv82DSF3sdE656mblz5/Lee+/x9ddfU6tWLeedrOnKDSXHmJKCHRfpi+sDLwOPFDTWpC/2KmbGoHn//feZPn06a9eupV69er4WJygwiiGYcZG+GGAA0B+d8tYlJn2xVzGKAT7//HNefPFF1qxZw5VXXulrcYIGoxiCGU+kHTbpiz2LXajwgpQUaj/7bNCGCq9Zs4bHH3+clStX0qJFC1+LE1QYxRDMOElfXGRM+mLPkJgIAwZA48Y6LPijj+iVkUHYsmXw6qsQFaWPJyb6WtJS4dtvv+Whhx5i2bJldOhQYI5UgxcwiiGYcZK+uFiY9MUlIzZWhwAvX25ChYFt27YRExPDhx9+SLdu3XwtTlBSIsWglKqplFqrlNpn/Zsvj61SqodS6me7LV0p1d96LE4p9ZvdsXYlkcdQRJykLy4WJn1x8bGGCpOaWvACLcgbKhygymH37t307duX2NhY7rjjDl+LE7SUdMYwBlgvIs2A9db9PIjIRhFpJyLtgFuBVGCNXZfRtuMi8nMJ5TEUBSfpi21kA+lAjnVLt7Y5kgYsP3iQH374ASnsxmbIizVUeG5qKtFAZWCY3eFDgEKnkLZtk+CyckhKKl15vcyhQ4fo1asX06ZNY+DAgb4WJ6gpqWK4B1hofb0QHchSEPcCCSKSWkg/Q2lQQNrhyUAouoj3h9bXk530q1ypEvu7dmX48OE0bdqUl156iR3G5+Ae1lDhwkKDzwMXrdsrtkZ/CRV2M+/WiRMn6NmzJy+88AJDhw71kbCGXESk2Btw3u61st930X8DcKfdfhywB9gOzAYqu/O+HTt2FIOHiIkRUUpEGyqKtiklMmCAiIhYLBbZtm2bvPDCCxIVFSXXXXedTJ48WQ4cOODjCyyjnDwpEhKS5/P8N8hQu/3fQADJcvX5h4SIpKT4+kqcs2WL/m2FhOS7TgkN1W0xMSJbtsiZM2ekVatWMnnyZF9LHfAASeLOvb3QDrrG9k4n2z2OigA4V8B56gGngIoObQo9i14IjCtg/GNAEpAUFRXl7c8veNiyRSQsrHiKISxMJDEx3ylzcnLkm2++kWrlHVEAAA+xSURBVJEjR0pERIR07txZZs+eLcePH/fBBZZRpk93WzHUB2kAMgzklOMNdsYMX19JfubN07+Nwh44lBJLaKhMbdxYRo8eLRaLxdeSBzweUwwFDtZP+/Xk8k1+TwF9nwHmF3C8O/ClO+9rZgwexvaPXFSlMG9eoafOysqSVatWydChQ6VGjRrSo0cPmT9/vpw5c6YULqwM89BD+T5TR8VwASTROmP4A2QgSC/H72HIEF9fSV6K8VtKr1BBLG78lgwlx13FUFIfwwrAZhAcCnxRQN9BwCL7BqVUPetfhfZP7CyhPIbiMGKETkccFqYXrBWEUpdz2ruRQK9ChQrccccdxMXFceLECZ566qncVax33XUXH3/8MRcvXvTQhfgRboQKVwGi0QnN6qDzV60BLth3KkuhwoU400FHqDRH12juARwGKmdnowLQme7PlFQxTANuV0rtA3pa91FKRSulFtg6KaWaAI2ATQ7jP1JK7UDnaquNc/+moTQohfTFISEhDBgwgE8//ZTff/+d++67jw8//JAGDRrwwAMP8MUXX5CRkeGhCyqbiAj79u1jb0pKkcfaVLbFvrEshQoX4kw/jU61Mgk4i1Z699sO+oszPUhQenbhX0RHR0uSebrwHqWcvvj06dN89tlnLFq0iJ07d9K/f38GDRpEjx49KF++vGfeJCVFX9P27fppvXp1Ha47fLjXUzIfP36c9evXs2HDBtavX4/FYmFWnTrcu2MHFbKyyEaHAk8AjgLvoGcJW4EaQDPgHDASSAE22k4cGgoTJpSNjKIpKXrVtt3ivJfR1xNn3Z9vff2ddf8S+mlwG3oWQUgIHDliUmR7EaXUVhEpPB2yO/amsrYZH0Pg8vvvv8usWbOkY8eOUrduXfnnP/8p3333XfEdk0WIjvEUZ86ckaVLl8qTTz4pzZs3l5o1a8rAgQNl3rx5snv3bn0tdlFJ461OZvttPMjHIE1AwkDqggwBOVFWo5LccKY/DfKEg3/hOpDPyrozPYCgNJzPvtqMYggO9uzZIxMmTJDmzZtLkyZNZMyYMZKcnOy+kihCdIy7znRnXLx4UVatWiWjR4+Wjh07StWqVaV3794yc+ZM2bp1q+Tk5DgfWIJQ4WyQC716FUter+CGM/0RkBcd+twI8t+y7EwPMNxVDCZXkqHMcs011zBu3Dh+/fVXPv/8cywWC3fddRetWrVi8uTJHDhwwPVgL6aayMzM5JtvvmHChAncfPPN1KlThylTpnDFFVfw+uuvc/r0aRISEhg1ahQdOnSgXDkX/2Zjx+b35biJpWJF+v/4I++9955+wvM1bjrT/3Jo+wuoat9QlpzpwYw72qOsbWbGELzY1kg8+eSTEhkZKZ06dZLXXntNjh07drmTi7UZt4BUBrnCul3jKgzXYW1GTk6ObN26VWbOnCm9e/eWqlWrSocOHWT06NGyatUquXjxYvEvqAShwjt27JDWrVvLwIEDfR/+68aM4W3rDMG2fxEkFGSXmTGUGhhTkiHQycrKktWrV8uwYcMkPDxcunfvLm+//bak9+3r1ERzC8g7hd10lRJLTIzs3r1b3nrrLRk4cKDUqlVLmjdvLiNHjpSlS5d6/iZcApNXWlqaPPPMM9KoUSPZuHGjZ+UqCnY+hiyQNJAxIIOtr7NAUkCqWX0KaSAvgHSxvz7jY/A6RjEYgoq0tDRZtmyZ/P2uuyTNxY3VLcVgvWm1rV9fhg0bJu+//74cPXrU+xeQmKjTi4SE6Buk4w0zJEQfd7LSXEQkPj5e6tWrJ2PGjJGMjAzvy+uIG850AVkLci1IiPX7+M3+OsuSMz1AcVcxmHBVQ2AxYwYyfjzKSQGi7sAv6DvVtcAUa5sjlpAQ1MSJKF+EgZYgVDglJYXhw4eTkpLCxx9/TLNmzUpF5FwGDNA1I4pzT1FKr5FZutTzchlycTdcNbgLyhoCj+3bnSoFgOlAS6ASsBi4C/gZaOrQr1x6uu+q0kVEFHtdQmRkJF9++SVvvfUWN954I9OnT2f48OGowlaze4qxY7EkJOjPr6iEhmpnvKFMYKKSDIFFAdExXdARMJXR+Vu6AvGuOvtpdIxSiqeeeoqNGzcye/Zs7rvvPs6V0rVsTkvjxQoVyK5UqWgDbSlWogtfd2UoHYxiMAQWRahKp9BmJaeUpVQTxaBVq1YkJiZSv3592rZty1dffeXV91u2bBn33nsvd3z+ORVef90rebcMpYdRDIbAwkVVuvPAai5XovsI2Az0dnaO0FBt1/dzQkJCeOONN3j77bd58MEHGTt2LFlZWR5/n//85z889dRTrFq1ip49e5ZK3i2DdzHOZ0Ng4SRnD+hCIH2B3UB5dG6eScDtzs4RgDl7Tp48ySOPPOKeY9rNvFIiwoQJE/jwww9ZvXo1TZs6emso9bxbhoIxuZIMwYuHqtIFGhaLRebMmSO1a9eWd999N39qkSLklcrOzpbHHntMOnToIH/88YdvLshQZDDhqoagJTERunfXaS6KSliYNm8EsCN0586dDBo0iObNmzN//nzCw8MvpxBJSys43FQpJCSEt5s1Y2lkJMuWLaNq1aqu+xvKFO7OGIyPwRB4dOp0ufBQUQiS6BhHx/TeZ58tUl4plZbG8F9+IeGee4xSCFCMYjAEJl6sShcI2BzTi59/noavv+50drUYaAFcgV7r8bXdsco5OVR48UVTdS1AKZFiUEr9TSn1i1LKopRy+ZillOqtlNqjlNqvlBpj136lUupHa/snSqkiBkAbDAVgomMK5cZNmwh1ojjXAi/C/2/v/kPkOOs4jr8/5nq1YmvaBtu0SRtDE2hRaPQMphBSawpFJGmxaNRCIkXBoP+EgilBEPWftlhRKzTBYqJQkhpqG0hLm9SESMnVO2h6mjtMrhHbqzGNpSkEq6b69Y951uze7d5O7vZmd/Y+LxgyP57sfpjd22fmmWee4RdkjxI9BCweX8hPXeta07rGIOlGsicNbgXui4gJhw+S5gDHyDqAjAEDwJciYljSE8CTEbFT0qPAKxHRdNxjX2OwC+beMRM16MEFcAtwb5om1YU9uLpZIUNiRMRIerPJii0HRiPiRCq7E1graQS4DfhyKrcD+C7QfEB8sws1jaEmutb27XVX/wcYBNYAN5Dd+3En8BAw4ekRUvY63rddpYhrDNcCr1ctj6V1VwJnIuK9cevNrAhDQ3XPFk4B54DdZNcVjpA9l/kH9V7j3XfbN66UzZimFYOk/ZL+WGdaW0TAqhxflzQoafD06dNFvrVZd2owrlTlrOBbwHxgHrCJ7htXyhpr2pQUEaun+R5vAAurlhekdW8BcyX1pLOGyvpGObYB2yC7xjDNTGbWYFypy8n+GKsbiCdtLC75uFI2URFNSQPAktQDqRdYB+xJd+EdAO5O5dYDTxeQx8yg4bhSAF8Ffgq8CbwN/Aj4XL2CXTKulNWabnfVuySNASuAvZKeS+uvkfQMQDob+CbZGGYjwBMRcTS9xLeBTZJGya45PDadPGZ2ATZsaLjpO8AngaVk9zIsA7bUKxgx6etYOXlIDLPZzE9dm1U8JIaZNXf//RNv/MvLT13rWq4YzGYzjytldfiZz2azXWUokJyjq3LJJbNqXKnZyGcMZuZxpayGzxjMLNPXl11I9rhSs54rBjOr5XGlZj03JZmZWQ1XDGZmVsMVg5mZ1Sjlnc+STgN/qbNpHvD3guNMRRlyliEjlCNnGTKCc7ZSp2a8PiKa9iAoZcXQiKTBPLd7t1sZcpYhI5QjZxkygnO2UhkyTsZNSWZmVsMVg5mZ1ei2imFbuwPkVIacZcgI5chZhozgnK1UhowNddU1BjMzm75uO2MwM7NpKnXFIOkKSfskHU//1n34rKQHJR2VNCLpJ5ImfYRtG3NeJ+n5lHNY0qJOy5jKXiZpTNIjReWreu+mOSXdLOlw+syHJH2xoGx3SPqTpFFJm+tsv1jSrrT9pSI/33E5muXclL5/Q5JekHR9p2WsKvd5SSGpLT2A8uSU9IW0P49KerzojFMSEaWdgAeBzWl+M/BAnTK3AC8Cc9J0GLi103KmbQeB29P8B4EPdFrGtP3HwOPAIx36mS8FlqT5a4CTwNwZzjUHeBVYDPQCrwA3jSuzEXg0za8DdrVh/+XJ+enKdw/4RtE582RM5S4FDgH9QF+H7sslwMvA5Wn5w0XnnMpU6jMGYC2wI83vAO6sUyaA95N9cBcDFwGnCkl3XtOckm4CeiJiH0BEnI2IfxQXMde+RNIngKuA5wvKNV7TnBFxLCKOp/m/kj3TfqaHBV0OjEbEiYj4N7AzZa1WnX038Jmiz17JkTMiDlR99/qBBZ2WMfk+8ADwzyLDVcmT82vAzyLibYCIeLPgjFNS9orhqog4meb/RvaDVSMiDgMHyI4aTwLPRcRIcRGBHDnJjnLPSHpS0suSHpI0p7iIzTNKeh/wQ+C+AnONl2df/p+k5WQHBa/OcK5rgderlsfSurplIuI94B3gyhnONV6enNXuBZ6d0UQTNc0o6ePAwojYW2SwcfLsy6XAUkkvSuqXdEdh6aah44fdlrQfuLrOpi3VCxERkiZ0sZJ0A3Aj54969klaGRG/66ScZJ/FSmAZ8BqwC9gAPNZBGTcCz0TE2Ewe6LYgZ+V15gO/AtZHxH9bm7L7SboH6ANWtTtLtXSA8jDZ30en6yFrTrqV7DfokKSPRcSZtqZqouMrhohY3WibpFOS5kfEyfQjUO807S6gPyLOpv/zLLACaGnF0IKcY8CRiDiR/s9TwKdoYcXQgowrgJWSNpJdA+mVdDYiGl4cbFNOJF0G7AW2RER/K/M18AawsGp5QVpXr8yYpB7gQ8BbBWSrl6GiXk4krSariFdFxL8KylbRLOOlwEeBg+kA5Wpgj6Q1ETFYWMp8+3IMeCkizgF/lnSMrKIYKCbi1JS9KWkPsD7NrweerlPmNWCVpB5JF5Ed/RTdlJQn5wAwV1KlLfw2YLiAbBVNM0bEVyLiuohYRNac9MtWVwo5NM0pqRf4DVm+3QXlGgCWSPpIev91KWu16ux3A7+NdEWyQE1zSloGbAXWtKlNfNKMEfFORMyLiEXpu9ifshZZKTTNmTxFdraApHlkTUsnigw5Je2++j2diax99gXgOLAfuCKt7wN+Hud7DmwlqwyGgYc7MWdavh0YAv4AbAd6Oy1jVfkNtKdXUp7P/B7gHHCkarq5gGyfBY6RXc/YktZ9j+xHC7JOEL8GRoHfA4uL3n85c+4n66BR2Xd7Oi3juLIHaUOvpJz7UmTNXsPp73pdO3Je6OQ7n83MrEbZm5LMzKzFXDGYmVkNVwxmZlbDFYOZmdVwxWBmZjVcMZiZWQ1XDGZmVsMVg5mZ1fgf3hSoan2yVxQAAAAASUVORK5CYII=\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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Zw4YR/b//eT2vD/AScAZ25/oowGv8/yqUx1oVg6Io3omPtzb1IJjG3DfANW7cmEsuuSSgortjjKFWbq7XNgc2Cu5Y4HPsru5bgYeAp72dUEXyWKtiUBSleBo3Dor5pFu3brzxxhsMGzaMNWvW0KFDh4BfowAfeayPAPuwrrfRznIL8Ag+FEMVyWOtG9wURQkZV155Jc888wwDBgzgl19+Cd6FPDbvuWiEjRo7Cxv08Cg2j3Vnb2NUoTzWqhgURQkpN998M2PHjmXgwIEcP+4ZhSlAFBOPajHwATYwYFts6I9nvXWsQnmsVTEoihJykpKS6NWrF0OHDiUnJyfwFygmrlVXbOrIDGwSooWAZ2zbfODoxRdHtKtqaVDFoChKyDHG8MILL1C3bl1uvfVWHA5H4C+SlISUMa6VREVxTWoqTzzxBHl5eQEWLPxQxaAoSlhQvXp13nzzTfbu3cvf/va3gI8v8fG8+6c/kVXacBq1alHjuef477ZtrFu3jp49e/Ltt5U70aQqBkVRwobY2FiWLl1KcnIyM2fOLPkEPxERkpKS+OeRIzieftru1C4pXLoxhXZ0n3POOaxcuZLbb7+dPn36MG3aNPLz8wMmYzihikFRlLDCtQFu6tSpLF68OCBjTp48meXLl7Nq1Spq33+/jemUmGg9lTzNS7Gxtj4x0fZz29FtjOGOO+5g48aNLFu2jD59+rBr166AyBhO6D4GRVHCjpYtW7Js2TKuuuoq4uLiyrUB7p///CfvvPMOa9asoVGjRraynJv3WrduzSeffMILL7xAz549mTRpEnfffXfZor6GIRorSVGUsOXDDz/k5ptvZvXq1YU3wPmZknPatGm89NJLrF27lqZNmwZFxp07dzJ69GhiYmJ47bXXaNmyZVCuEwj8jZWEiJS7YHeV7wB2AxO9tI8GDgJbnOV2t7ZRwC5nGeXP9S666CJRFKVqMHfuXGnRooX8/PPPIhs3iiQmisTE2GJ3F9gSG2vrEhNFNm6UGTNmSOvWreWnn34Kuox5eXny1FNPSaNGjWT27NnicDiCfs2yAKSKH8/Ycs8YjDHVgZ3YMOb7gRTgRhH51q3PaCBeRO7xOLchkArEY1PMbgIuEpFiA5LojEFRqhZTp04l/8UXefjIEUx2dokRX3Nr1mRynTqM2bSpQt/gt2/fzqhRo2jUqBGvvPIKzT3yaIcaf2cMgTCI9QB2i8heEckBFgCD/Tz3KmCViBxxKoNV2NmHoihKARPr1+eBAwcwJYUBBxChZk4Of8/MpOWKFRUjoJMLLriADRs2cPHFF9OtWzfmzp1LeV++Q0EgFEMz4Ce34/3OOk+GGWO2GmPeNcacU8pzMcaMNcakGmNSDx48GACxFUWJCFJSMBMmEO2xsSwN+D+gHjaUhWdQ7WrZ2TanRAVbF2rWrMmjjz7Khx9+yPTp0xk8eDC//fZbhcpQXipqCX0p0FJEOmNnBXNLO4CIvCQi8SIS37iKbEtXFAWbE8I9FwQ24N1gIAEbIfUlYATWpl2IrCx7fgjo2rUrKSkpdO7cmS5durBgwQL/Zg/p6fD00zBiBAwaZD+fftp6UFUU/ixEFFeAnsBKt+MkIKmY/tWBY87vNwKz3dpmY9cndPFZURSRAweKLjKDbAOpDeJwq7sC5BGPfgL2/PT0kN7Gxo0bpUOHDnLNNddIui9ZSrGwXlbwc/E5EDOGFKCdMaaVMSYKuAF4z72DMcbdT+xq7CwQYCVwpTGmgTGmAXCls05RFMW6pPqJAN94azCmVOMEg+7du/PVV1/RsmVLOnfuzP88s8nNmgV9+0Jyss1L7ZmbOivL1iUn236zZgVV3nIrBhHJw+a5WIl94C8Uke3GmMeNMVc7u403xmw3xnwNjMe6ryIiR7DpVVOc5XFnnaIoit2n4PmQBM4H4oBngFzgQ2AtkOltjDBJyRkTE8MzzzzDu+++y4MPPsiIESPIyMg4nV87M9OvhXUyM23/ICoH3eCmKEr4MmgQLFvmtWkr8BfsLCEem08hGnjVW+eEBFi6NEhClp6TJ08yceJE9r79NkuOH6fGqVMFbXU8+mYBdwEveA5Sq5YN2VGKfNsV6a6qKIoSHHyk5ASbZW0tcBhrrtiL9Z33Spil5KxduzYvvPACc84/H+OmFMDmnXaV34BY4FpvgwRxYV0Vg6Io4YuPlJxgZwzZWPPRNOBXnDZqT8I1JWd6Oo1TU6leTJdFWJNZb2+NIrB8eVC8lVQxKIoSvhSTSvN1oCn2wfkx1g8+2lvHcE3J6ceC+FzgZsBngPAgLayrYlAUJXwpJiXnM9h0nCeAFdhNbkUwBgYODM+UnD4W1l38iDWVjSpujCAtrKtiUBQlvElKKpozwV9iY+354cixY8U2vw5cArQqaZyMYkPLlQlVDIqihDfdu9ssarVqle48V/a1UnjtVCjFLKwDzKOE2YKLICysq2JQFCX8GTfutHIoZUrOsKWYhfXPgZ/x4Y3kTpAW1lUxKIoSGYwbV2xKzvzoaLKNQYYMKZKSMywpZkF8LjAUqFvSGEFaWNfUnoqiRA7FpOSs1qkT/V55hX/cey+Xhqv5yB3XwnpycpEdz7P9OT+IC+uqGBRFiTwaN4YHHihUZYBratbklVde4dJLLw2NXKUlKQlWrrRhLkpLEBfW1ZSkKEqlYeTIkSxdutTGIIoEwnRhXRWDoiiVhjPPPJMBAwbwxhtvhFoU/3EurOdFReEoqW8FLayrYlAUpVIxZswYXn755YhKqem44w6GN2/OwYsv9rqwTmysrU9MrJCFdV1jUBSlUtG3b18yMzNJSUmhRw+fYfXCimXLlrGrXj3iPv0UDh0qsrBOp07W+6iCdnCrYlAUpVJRrVo1brvtNl5++eWIUAwiwtSpU0lKSsIY43VhvaJRU5KiKJWO0aNH8+677/L777+HWpQSWbduHYcPH2bo0KGhFqUAVQyKolQ6mjZtSt++fXn77bdDLUqJPPnkkzz44INUr15cAO6KRRWDoiiVkttvv52XX3451GIUy+bNm9m6dSsjR44MtSiFUMWgKEqlpH///vzyyy9s3bo11KL45KmnnuK+++4jOtprJomQoYpBUZRKSfXq1bn11lt55ZVXQi2KV3bv3s1HH33EHXfcEWpRihAQxWCM6W+M2WGM2W2Mmeil/a/GmG+NMVuNMR8bY1q4teUbY7Y4y3uBkEdRFAXg1ltv5c033yQrKyvUohThmWeeYdy4cdStW2KovAqn3IrBGFMdeBEYAHQEbjTGdPTothmIF5HOwLvA025tWSLS1VmuLq88iqIoLlq0aEF8fDyLFy8OtSiF+PXXX3nnnXcYP358qEXxSiBmDD2A3SKyV0RygAXAYPcOIrJaRFxRor4AmgfguoqiKCUSjovQzz77LCNGjKBxOKYcJTCKoRnwk9vxfmedL27Dpmh1EWOMSTXGfGGMGeLrJGPMWGe/1IMHD5ZPYkVRqgxXX301aWlp7Ny5M9SiAJCRkcGrr77K/fffH2pRfFKhi8/GmBFAPDaPt4sWIhIP3AQ8Z4xp4+1cEXlJROJFJD5ctayiKOFHVFQUo0aN4tVXXw21KAD8+9//JiEhgRYtWpTcOUQEQjH8DJzjdtzcWVcIY0w/4GHgahE55aoXkZ+dn3uBNcCFAZBJURSlgNtuu425c+eSk5MTUjkyMzN5/vnneeihh0IqR0kEQjGkAO2MMa2MMVHADUAh7yJjzIXYpERXi0i6W30DY0y083sj4GLg2wDIpCiKUsD555/P+eefz9KlS0Mqx2uvvUbPnj3p2NHTPye8KLdiEJE84B5gJZAGLBSR7caYx40xLi+jZ4A6wDsebqkdgFRjzNfAauBJEVHFoChKwBkzZkxI9zTk5uYybdo0Jk4s4tEfdphIilnuIj4+XlJTU0MthqIoEURWVhbNmzfnq6++Col9//XXX+e1115j9erVFX5tF8aYTc413WLRnc+KolQJYmNjuemmm/jvf/9b4dd2OBw89dRTETFbAM3HoChKFWLMmDEkJCTw6KOPBieaaXq6TbKzdSscOwb16kHnznzYtClRUVFceeWVgb9mEFDFoChKlaFz586cddZZrFy5koEDBwZu4JQUmDoVVji3aGVnFzTJ4sVclp3Ne/HxmNRU6N49cNcNEmpKUhSlShHwRehZs6BvX0hOtgrBTSkAmKwsokVolppq+82aFbhrBwlVDIqiVCluuOEGVq9ezW+//Vb+wWbNggkTIDMTSnDkMSK234QJYa8cVDEoilKlqFu3LsOGDWPOnDnlGygl5bRS8GAB1he/NtAG+NS90aUcwtizUhWDoihVDpc5qVzu+lOngpdw3quAh4D/Ar8D64DWnp2ysuz5YYoqBkVRqhw9evSgVq1arFmzpmwDpKfbhWYvimUS8BjwJ+wDthleooqKwPLlEKYBQVUxKIpS5TDGlC8ctw8zVD6QChwE2mIDx90DeE0TZIzPcUKNKgZFUaokI0aMYPny5Rw+fLj0J2/dWsT7COAAkIvNRvYpsAWbpewJb2NkZcG2baW/dgWg+xgURamSNGzYkISEBBbNmsXYqKgim9K45RbwFeL/2DGv1bHOz78ATZ3f/4pVDP/wdkJGRnluIWioYlAUpWqSksKzP/7IGW++iURHY9xnAIsXw6RJMGAAJCUV2pSWmZnJ76dO0cTLkA2w5iPjVme89Dt9QoNy3UKwUMWgKErVw7n/oFFWlt1f4GkWcnobSXIysmIFqTfeyOu1a7NhwwbS0tJ4smFD7qhenaj8/CJD3wK8APQHagLPAgneZIiNhU6dAnpbgUIVg6IoocFHXKFiTTiBwG1TWrFv89hNaSY7m87z5jHo6qu5YcYMunXrRuzvv0OLFuBFMTwKHALOA2KA67AZyoogAqNHl+9egoWIRFy56KKLRFGUCGXjRpHERJGYGFvsI9KW2Fhbl5ho+wXj2rVqyQsgF4FEgYxyvz7IRyDng8SC9AX5wdVWq5ZISsrpsRITRYwpLL+/xRiRoUMDf38lAKSKH89Y9UpSFKXiKCGuEFlZti45OeBxhbKysjh0//04srI4G3gEuNWjzyFgKPB34Ag2Qf317rK5b0pLSrLmoLIQG2vPD1PUlKQoSsXgHleoJNzjCgGMG1eqS4kIP/74Ixs2bCgoB7dvZ0d2NtVEGOrslwrsdztvMXABcK3zeDLQCPgOaO++Ka1xY+jenQMPPkjdyZOpVRrhatWCadMgvsR8OSFDZwyKogQfH3GF+mLt8HWc5XzP8/yMK5SVlcVnn33GM888w9ChQzn77LP505/+xMKFC2nevDnTp09n18MPEx0dXew424EubseuWEfbXRVum9IOHDhAr3nz2HTTTfZhb0pYsTDmtFIopaKraHTGoChK8PERVwhgJnB7cee6TDiLFgF2NrBv375Cs4Ht27fTsWNHevbsybXXXsv06dNp0aIFxv1hPXu2101p7pwAPJe962FjHhXIsm0bJ06c4M9//jMjR46k9+TJVnFNnWpnFMYUvtfYWDsDGjjQmo/CeKbgQhWDoijBpZi4Qn4hgmPZMmZNnswn27axYcMGHA4HPXv2pGfPnvzrX//ioosuolatEgw6PjaluVMHOO5Rdxyo63bsOHKEa6+9lq5duzJp0iRbGR9vFdfBg3ZGsW2b3bzWoIF1SR09OrieVgEmIIrBGNMfmAFUB14RkSc92qOBecBFwGHgehH5wdmWBNyGDTMyXkRWBkImRVHChBLiASUBE7FmpH9gzUue5OTmcvaqVQy7+26mTZtGy5YtC88G/KFevRK7XADMdTs+Cexx1rvYkJZGtfbt+c9//lNUhsaN4YEHSidXGFLuNQZjTHXgRWAA0BG40RjT0aPbbUCGiLTF7vd4ynluR+AG7M+9P/Bv53iKolQWfMQVAvsg2Av8DIwFBmEfxJ7EiJDYpg033XQTrVq1Kr1SALtHIiYGgDwgG/s2mu/8ngckAt8Ai5x1jwOdgfbOIXJr1GBTTg4LFy6kRo3Ka3AJxOJzD2C3iOwVkRxsjorBHn0Gc1oRvwtcbuxvdjCwQEROicj3wG7neIqiVBaKMeH8EWumiQZGARcDy311Lm9cIbfNZE9g4xo9Cbzh/P4Edn1hEXZDWgPgS+xpZKiuAAAgAElEQVQDzUV+fj43rlxJ7dq1yydLmBMIxdAM+MnteD9Fw48X9BGRPOAYcKaf5yqKEsn4YcJxYQCfKxHljSsUF2djHxnDZOd13MtkZ7d+WPfULGAN0NJZnw/kXXEFjTt6GkQqHxHjrmqMGWuMSTXGpB4M0+QWiqIUJi8vj++iozlVvaiF+CiwktNmnPnYbGf9vQ0UqLhC5dmUFhNDnX94jZFa6QiEYvgZOMftuLmzzmsfY0wNrAfYYT/PBUBEXhKReBGJbxxBq/uKUtUQETZu3Mi9995Ls2bNuG/LFqp7WRPIxe4+bozdRPYCkIyNMeRl0MDEFere3e4jKMmDyYP86GiqT58eEa6mgSAQiiEFaGeMaWWMicIuJr/n0ec9rAkR4BrgE2fcjveAG4wx0caYVkA7YGMAZFIUpYLZvXs3U6ZM4fzzz2f48OE0bNiQzz77jBWbNlFj0KAiG8AaYx8ev2NnD18AV3gb2Bi7ByBQL4TjxhUoB0cJi9j5QF5UFNWffTbsN6UFFH8CKpVUgIHATqxDwcPOuseBq53fY4B3sIvLG4HWbuc+7DxvBzDAn+tpED1FCQ8OHDggzz//vPTo0UPi4uJk/Pjx8uWXX4rD4Sjc0Rm8rkwB5zyD1wWKlBT5vGlTya1Rwwbvc7tmfkyMZBsjaR07BufaIQI/g+gZKeumkxASHx8vqSVskVcUJTicPHmS5ORk3njjDTZs2MCgQYMYPnw4/fr1K96FszSxklwEMYTEvn37uPDCC9m3aRO133mnYFNa8rp1/FS/Pvsuu4yn//vfsrnGhinGmE0iUqI9rPI64iqKEjDy8vJYtWoV8+fPZ9myZfTq1YuRI0fy7rvv+u+66Xq4T5hgQ0YU91JqjF0kDmJcodmzZzNy5Ehqt2xZsCnN4XDwlxYtaNqkCRtefbVSKYXSoIpBUSKVICe6Eeci8vz583n77bdp1aoVI0aMYPr06cTFxZVt0HHj7AJwiOMKnTp1ildffZW1a9cWqk9KSiI/P59BgwZR3YsnVVVBFYOiRBopKfbBumKFPfYzV7G/7Nq1i/nz5zN//nyMMQwfPpz169fTtm3bwMgfBnGFFi1aRKdOnTj//NPxXJ9//nmWLFnC/fffT1paWlCvH/b4sxARbkUXn5Uqy7//bRdjS8ocZozt9+9/+zXsb7/9JjNmzJAePXpIkyZNZPz48bJx48aii8iVhF69esnixYsLjt955x05++yz5fvvv5dPPvlEevfuHULpggd+Lj7rjEFRIoUAJ7o5ceIEycnJzJ8/v2ARecqUKSUvIkcSXsxtPzdqxInvv2fQoEEArFu3jrvuuosPP/yQli1bUqNGDXbt2hVauUONP9oj3IrOGJQqRwnunjtBokGGl+DumZOTI++//77cdNNNcsYZZ8jAgQNl/vz5cuLEiRDfYIApJq/0qerVJadGDZHERNn91lsSFxcnq1atKjg1Pz9fatWqJcePHw/hDQQHdMagKJWIYhLdANwN+FpNkKwsjjzwAJP/8Afefvtt2rRpw/Dhw3n22WfLvogczrhmVj48n6Ly8wGQ5GSaJifz3qhR/LFfv4L2atWq0bZtW3bt2kW3bt0qTOxwQhWDooQ7JSS6WQDUB3phd5B6YkSovXYtLXr04PPPPw/cInI4UgpzmxGhFvDHhQuhR49C5rZ27dpVacUQMUH0FKXKUkyim+PAY8D0EoaIjolhQqNGlVsppKQw8957ic/MJBoY7dGcCdyFjctUD+hT0FA0r7RLMVRVVDEoSrhTTKKbR7FZsJqXMIRx5iqu1Eydytm5uTwC3OqleSxwBEhzfj7r3ujKK+3kvPPOY+fOnUEUNrxRxaAo4Y6PRDdbgI+A+/wdp7yJbsIZp7ltKDAEm+zFne+wETtfwgbvq47NM1yAiN1w5wzprzMGRVHCGx+JbtYAPwDnAmcB07DZx3xaxcub6CacKSGv9EagBTAJa0rqhP1ZFcKYgnHatWunMwZFUcIYt1zF7ozFhiXe4ix3An/GJr8pQqAS3YQrxZjbwKaG/Aa7tvALMBObB6DQ/mY3c1tcXBx5eXkcOXIkWBKHNaoYFCXc8ZGgphZ2puAqdbDx7b0Gk5AAJboJV4rJKw02p3NNbGKgKOBS4DLgQ8+OTnObMaZKm5NUMShKuBMXR+all+IoodtkbGL7IgQ60U04UkJe6c5e6rzGTXUzt1XlBWhVDIoS5ixYsIAhX35Jfs2aZRsgNtYG1KvMOM1tedgc0vnO4son3Qe7FjPVebweWA1c5T6Gh7lNZwyKooQdx44dY8SIEUyaNIl/rlpFzRkzSp2ruCDRTSXPVZw+cCC5ubk8gTUbPYmdPcUCT2DNSEuA5dh1hjHAPKC9+yAe5jZVDIqihBWffvopXbt2pW7dunz11VfEx8cXylXsmT+5CMYENftZuHDs2DEee+wxOlx6KWktWzLJGAQKlcnOvhcAG4CTwLdAovtAXsxtakpSFCUsyM3N5eGHH+a6667j+eefZ9asWYUzpI0bB2vXQmKi9VSKjS08QGysrU9MtP0qqVLIzs5m+vTpnHfeeezbt49NmzbR+a23MJ4/D3/xYm5zzRjERyiSyozGSlKUMGHnzp0MHz6cxo0bs3nzZs466yzvHcMg0U2oyMvLY968eUyePJlu3brx8ccf84c//ME2tmxpZ0hlzSvtYW5r0KABUVFRpKen06RJk8DdRCTgTwhWXwVoCKwCdjk/G3jp0xU7g9sObAWud2ubA3zPaVfsrv5cV8NuK5UJh8Mhs2fPljPPPFNmzpxZaZPjlAeHwyGLFi2S9u3bS58+feTzzz/33TmAyYx69uwp69atC8IdhQYqKOz2ROBjEXnSGDPRefyQR59M4GYR2WWMORvYZIxZKSJHne0PiMi75ZRDUSKSgwcPcvvtt7Nv3z7WrVtHx44dQy1S2PHJJ5+QlJRETk4Ozz77LFdddRWmuDWWAOaVdpmTevfuHcA7Cn/KqxgGA32d3+did+kXUgwistPt+y/GmHTsHpyjKEoVZsWKFdx2222MHDmShQsXEh0dHWqRwopNmzaRlJTE3r17eeKJJ7juuuuoVs3PZdEAmduqqmdSeRVDExH51fn9N6BYQ5wxpgd24+Eet+p/GGMeAz4GJorIqXLKpChhTVZWFg8++CBLlixh/vz5XHbZZaEWKazYsWMHjz76KJ999hmPPfYYt912GzXLuoejcWN44IEyy3Leeefx9ttvl/n8SKVE9WuM+cgY842XMti9n9N+5XP53hjTFHgduEVEXJs4k7CuxN2x6xWeZij388caY1KNMakHnREQFSXS2LJlC/Hx8Rw8eJCvv/5alYIbP//8M2PHjuWSSy6hW7du7Nq1izvvvLPsSiEA6IzBByLSz1ebMeaAMaapiPzqfPCn++h3BvA+8LCIfOE2tmu2ccoY819gQjFyvISNmkt8fHzV8x9TIhqHw8H06dN56qmnmD59OiNGjCjeTl6FOHLkCE8++SSvvPIKY8aMYceOHTRs2DDUYgHQrl49EtLSkBEjMMeO2dAbnTvDLbdUWs8vKL8p6T1skMInnZ9LPDsYY6KA/wHzPBeZ3ZSKwYZR/6ac8ihKcElPtzbrrVtt4DY/HhT79+9n1KhRnDp1io0bN9KqVauKlTlMOXnyJDNmzGD69Olcc801bNu2jWbNmoVaLEtKCkydSp0VK3g0Lw8zf/7ptsWLYdIkGDDALl5395VtO4Lxx3XJV8Hmw/gY6676EdDQWR8PvOL8PgLI5bRLaoFbKvAJsA2rEN4A6vhzXXVXVSqcjRtFEhNFYmJscXd7jI21dYmJtp8bCxculLi4OHniiSckNzc3RMKHF6dOnZIXX3xRmjZtKtdff73s2LEj1CIVJoDuruEGfrqrlksxhKqoYlAqlDI8KI4dOyY333yztGvXTjZ6KIuqSn5+vsyfP19at24tV155paSmpoZapKK4ftfF/Z49SwQpB38Vg4bEUJTimDXr9E5aKWFpSwQyM8n/6195unVroqOj+eqrr+heGU0NpUBEWL58Od26dWPGjBm8/PLLrFy5kosuuqjkkyuSlBRm3nsv8ZmZRAOj3ZpygGuAlthw3Wvcz8vMtH8jqakVJGjw0ZAYiuKLlBSv4RVGYO2nJ7EJch4Ebndrr56dzWQRaowdC3XqVJi44cjnn3/OxIkTOXToEP/4xz8YMmRI+C66T53K2bm5PILNgpfl0XwJ8P+Aa72dm5VlN9QtKpIwNCLRGYOi+GLq1MI7Zp0kYXMtH8d6XzwCbPLoUyMnx55fRfnmm28YPHgwN9xwA7fccgtbt24lMTExfJVCejqsWMFQrBfMmR7NUVilcAlQ3dv5InaXdSVxpVfFoCjecD4ovJmPLgBce5SNs+zx7FTJHhT+8sMPPzBq1Cguv/xy+vbty86dO7nllluoUSPMjRNz5pR/DGMCM04YoIpBUbxRwj/4Xdicy+2BpsBAb50i6UGRng5PPw0jRsCgQfbz6af9VmwHDhxg/PjxXHTRRbRs2ZJdu3Zx3333ERMTE2TBA8TWrZCdXb4xsrJs6I1KQJircUUJESU8KP4NvIANG7yG0zOIQkTCg8Lpr8+KFfbY/Z798Nc/fvw406ZN48UXX2TEiBGkpaURFxdXQcIHkGPHAjNORkZgxgkxOmNQFA8cDgcnfvmlxH7VsTbn/cAsH322rlvHtGnTSE5OZtu2bZw8eTKAkpaTWbOgb19ITrYKwVMRZmXZuuRk22/W6bt0Jcpp164dP/74I5s2bWLGjBmRqRTAblQMBA0aBGacEKMzBiXwlGF3cKjIzs7mm2++YcuWLQVl69atzHU4Cqd+LIY8vKwxOImKi+Pnn39m3bp17Nmzh++//5569erRpk0br6VRo0YVs0Dr7oZbEk43XCZMIN/hYG5sLJMnT+bCCy8snCgnkuncGRYtIi87mzwg31mysQ/JGsApTgeDy3G2RWPXmAAbzrtTpwoVO1gYKck3OwyJj4+X1ErkM1xpKM4s4YqBH8IwAocPH+brr79my5YtbN68mS1btrBnzx7atWvHhRdeSNeuXenatStdunShwcsvWzOKx1t0Ona7fgI20fxHwFDgLeBqzwvGxsKUKYWiezocDn755Rf27NnjteTn5/tUGs2bN6d6da8+MaUjJYWZF1/MnNxctgE3YjNmgfW2agW4JRPlIeBR5/csYxjfpQu3vPgivXr1Kr8s4UJ6OrRoweTsbKZ4NE3C5o1uCfzo0fa9sx6wKVX37Qu7lx93jDGbRMR3AgpXP1UMSkBwvYFmZRW/EcwY+8AMYpJ6EeGHH34oNAvYvHkzx44do0uXLnTt2rVAEXTs2NF7HgTng8JTMRzEbnT6GnAALYDxwBhvgpThQZGRkVGgJHbv3l1IaRw6dIgWLVrQpk0b2rZtW0hptGrVyv+F3qFDWfy//1GN0/76c5xNP2AVQy7ezQkOYzBDhmAWL/b7niKGoUOt2awsz0RjbJ7tMN/HoIpBqThKY5Zw4cqzW07lkJOTQ1paWqFZwJYtW6hTp06hWUDXrl1p1aqV/4leIOweFFlZWXz//fdFZhm7d+9m3759NG7c2Odso4HL9u2h8B7BrpHMcV7jB4pXDEBEvBmXiZQU8nv3pvqpMqSEqVUL1q4tNhtcOOCvYqi6awwRZAcPa7zsDj6Fdef8CDgCtAGmAgPcz3OFEeje3e9/pmPHjhWYglyKYMeOHbRq1arg4Z+QkECXLl1oHIjfYVISrFxZOoXnIjbWnh9AYmNj6dixo9f0n/n5+fz000+FFMY777xT8L1mzZq0adOGe0+d4rq8PErKcNACazu/AngGaOTe6HLDLUcCnHBkzcmTvF+zJk9C6ZSD6yUnzJVCqfAnoFK4lXIF0StjlEzFB4mJRYLLnQCZBPI9SD7IUpA6zuMiQeeGDi0ypMPhkJ9++kmWLl0qjz/+uAwdOlRat24ttWvXlp49e8q4ceNk9uzZ8uWXX0pmZmZw768SBFVzOBySnp4uGzZskD29ehWS9WGQUW7Hv4OkgOSC/AYyDORKb/c4cmSobyugfPDBB9K4cWNZvXq1RleVqhZdtRL/wkPCgQNFlauP0gnkXS/1jpgYSVu3Tt544w2ZMGGC9OvXTxo1aiRxcXFy1VVXyUMPPSQLFiyQ7777TvLy8kJzn5Xp7yYhoVjF4Fl+tY44ctyzLSEh1HcSMJKTk6Vx48ayfv3605UpKfalJSbGvjB6e4EcOtT2iyD8VQxVx5RURvc8IGiLpBGPn7t6DwA7saEkPMnKzmZJYiJfXX45Xbt25a9//Stdu3aladOmARS0nIwbZ01eU6faMBfGFI6h5PK4GjjQmo/C2aRQSn99lyumw7OhkvjrL1y4kPHjx7NixYrC0V7j4+360MGD9u982za7ea1BA+uSOnp0pTY5Vw3F4CNK5hHgNuBDrA11KnCTe4cy2MGrFH6EEcgFhmPT+7X30l4LeGjgQJg3L/DyBZLK8qAowV9/E1AfaAdkYD2u+gKF1Ekl8defN28eEydO5MMPP6Rz587eOzVuXOnWUvzCn2lFuJVSm5K82MEF5AaQ65x21U9BzgD5xk87uCJFzBKeJR/kepABIDnFmWAqkVki7HGa/yY5TUTuZRLImyAtQWqBnAUy0mlOKvT7iokRSU8P9Z2Ui9mzZ0vz5s0lLS0t1KJUKKgpyYmPKJkngUXYnKJ1sKENrgZexyawLkDkdJTMSHgjrEiKMUsIdjZ2AFgOxXvBVBKzREQQFwcDBjA5OZnJHv8TLm4s7nxjrMksgv8XZsyYwXPPPceaNWto06ZNqMUJSyp/rCQfdvCd2KnzeW51XYDt3jpHUpTMCiSzXTtyfYRTHgekAUuxO4R9UknMEhFFUpL9uZeFILjhViRPPvkkM2fOZO3ataoUiqHyKwYfdvATwBkedfWA372NEQlRMisIEWH9+vWMGjWKzv/6F+IosizJj8BsYAs2w1kdZ5nvfUBrn1cqju7dOTllCpmljckUwf76IsKkSZOYO3cua9eu5dxzzw21SGFN5VcMPsLp1sFm4HLnOFDX1ziVJJxuWcnIyOD555+nU6dO3HrrrXTu3JkNe/YQNXiwnVG50QJrSsrGKmBXGe45aCUwS0QiIsKI9etZ1revfdiXpCCMCdhO9VAgIjz00EMkJyezdu1azj777FCLFPaUSzEYYxoaY1YZY3Y5P70ai40x+caYLc7ynlt9K2PMl8aY3caYt40xUeWRxys+7ODnYaNi7nKr+xrvLpUA2/bv5+OPP+ZYoOK2RwAiwmeffcbNN99Mq1at+OKLL5g5cybfffcd999/v91dXIXNEpHKzJkz2bdvH4NXrLBhHBITbZgLz99jbKytT0y0/SJQKTgcDv7yl7+wevVqVq9eHblhwSuYcsVKMsY8DRwRkSeNMROBBiLykJd+J0SkSFZ0Y8xCYLGILDDG/Af4WkR8hbYvoFSxkp5+2muUTIAbsH7ar2DNHgOBzymqHPKioljxpz/xjAibN2+mefPmdO/enR49etCjRw+6dOniPRBbRRHg8B5Hjhzh9ddf56WXXiI/P5+xY8dy880306hRI+8nhDBWklI6vvrqK6666io2bNhA27ZtTzdEuhuuF/Lz87njjjtIS0tj+fLl1AtUzoUIxt9YSeVyGwV2AE2d35sCO3z0O+GlzgCHgBrO457ASn+uWyp31WJ25x4GGex0zTsHZL4vd0o397zc3Fz5+uuv5eWXX5YxY8ZI165dpVatWtK9e3e5++67Ze7cuZKWlib5+fn+y1hWAhjew+FwyLp162TEiBFSr149uemmm2TNmjXicDj8k6Uy7Q6upBw7dkzatm0rb731VqhFCTq5ubkyfPhwueyyy+T3338PtThhAxUREgM46vbduB979MsDUoEvgCHOukbAbrc+5wDfFHOtsc4xUs8999zS/TR87GPwq/ixj+HkyZPy2WefyfTp0+WGG26Q1q1bS7169eTyyy+XpKQkWbx4sezfv790MpdEgB7Ehw4dkmeffVY6dOgg7du3l+nTp8vBgwfLJlMlDSNQGXA4HHLjjTfKmDFjQi1K0Dl16pQMGzZM+vfvH/xYWhGGv4qhRFOSMeYjrHOJJw8Dc0WkvlvfDBEpss5gjGkmIj8bY1pj85xcDhwDvhCRts4+5wArRKTEdFClDrudkmJTE5YlSmYZw+keOnSIlJQUNm7cWFCioqIKzE89evQgPj6+bNPbcppuRIRPP/2Ul156iWXLlpGQkMDYsWPp3bt3YLKHVUKzRKTz6quv8txzz/Hll19Sq1atUIsTNLKzs7nmmmuoUaMGb7/9dmhNvGFIWJmSPM6Zg811UjGmJBchjpLpcDhk7969smDBArn//vuld+/eUrt2bWnfvr3cfPPNMnPmTNm4caNkZ2cXP9DGjUXu4wWQi0CiKD4gmiM2Vubfd5+0b99e2rdvL88++6wcOnQoIPenhC/btm2TRo0ayfbt20MtSlA5ceKE9OvXT66//nrJyckJtThhCRVkSnoGmOj8PhF42kufBkC0nDYf7QI6Oo/fAW5wfv8PcJc/160s0VU91yu6dOkitWrVkh49esg999zjfb3Ci1lsEcj/QO4sQTHkgWw85xxZt26d/2sHSkRz8uRJ6dixo7z22muhFiWoHD9+XHr37i2jR48OXRTeCMBfxVBer6QzgYXAudh9TdeJyBFjTDxwp4jcbozphd3v5MC6xz4nIq86z28NLAAaApuBESJSYoaMcmVwS00N6yiZJ0+eZPPmzYVMUEeOHCE+Pp7LLriAibNmUT031+u5ntm4vFJZs28pXrn99ts5deoU8+bNC4yZMAw5evQo/fv358ILL+TFF18sXZa+KkaFZHATkcPY9QLP+lTgduf3zwGvMQ9EZC/QozwylJowj5JZu3ZtLrnkEi655JKCuoMHD5KamkqN6dPJy8+nXOngK2n2LaUo8+fP59NPPyU1NTXylIKfLtiHDh3iyiuv5NJLL2X69OmRd5/hij/TinAr5crgFskMH16sCaykpCsFpZJl31KKsnPnTmnUqJFs3rw51KKUjlK4YP/6669ywQUXyN/+9jc1jfoJGl21EhKoXddVPLxHZSc7O5vrrruOKVOm0LVr11CL4z8ub7usLKsKPHGZfZOTcXzwAbPq1uWGv/yFRx55pGLlrAKoMS6SCNDOTalfv+ROSsTywAMP0KZNG8ZF0q7yWbOYee+9xGdmEi3CaLemL4ArsAuRjYFrRTiQlcUjGRk8cuaZoZC20qOKIZLo3NkuHnuQhw1Y556NK8/HEFnAk8uXc++997Jq1SpycnKCJa0SAhYvXsyyZct45ZVXIsfe7syweHZuLo8At3o0Z2B3t/6A9XCpC9wC1MzNtTOMsjqiKD5RxRBJ+AhP/QQ258GTwBvO70/4GCImJoarFy2iSZMmTJo0ibi4OK655hrmzJlDenp6MKRWAkV6uo39NWIEDBpkP59+2jpSAD/88AN33nknCxYsoH4kzQqnToWsLIYCQwDPOcAA4FpsmPxawD3AeldjVpY9Xwko5XJXDRXlcleNdIYOheRk7zbYkjDGRspctKigKj09nRUrVrB06VI++ugjOnTowKBBg0hISKBTp06R89ZZmUlJsQ+/FSvssXtASKeLteOqq7h9zx4uGD2a+++/PzRyloX0dGjRotA9leR2/RzWx/0LV4W6YPuNv+6qOmOINAIc5jouLo5Ro0bx7rvvkp6ezt///ncOHDjAkCFDaNmyJXfffTcrVqwg20t0WqUCmDXLhnNJTrYPT8/fQ1aWrVuyhH9/+y33lfVvI1SUMjPiVuBx7M7aAjTDYsBRxRBpdO9uYx6VNt6NH9m3oqKi6NevHzNmzGDPnj2sWLGCFi1aMHXqVJo0acKQIUN49dVX+fXXX8t5E4pfuMfEKmGGWA2IcTio9sAD9rwI4OTJk/z++edeQ+J7YzfWrDQD6O3eoBkWA46akiKVklz7XBhjZwrlzH1w+PBhPvjgA5YuXcrKlStp27ZtgcnpwgsvDJ7JKcC5JiIGZ+DHmZmZzAG2ATdy2rzyLXAzsMd5fBHwPNARyhz4MRBkZmby22+/ceDAgYLifuz+PS8vj6XG0M89+gDeTUk/Apdi4+7c6e3CCQmwdGlwbqoS4a8pSRVDJBOi8B65ubmsX7+epUuXsmzZMk6cOEFCQgIJCQlcfvnlgYne6YddnQED7L11717+64UbzrWkxSJUA1ZiPcrmOJuPOksLbKyZF7EJp7aC17Wk8pCZmVnsA979OC8vjyZNmhSUs846y+v3Jk2acMYZZ2BGjoT5Nht4nrNMwSqGl7GhGQ4AfYBxwARfQo4cCfPmBeR+KzOqGKoSIQ7vsXPnTpYtW8ayZctITU2lT58+DBo0iD//+c80b9689ANW8Gwo7CjlgmweNhjZA0BBIPYSFmRdD3t/Hvi5ublFHuq+HvhnnHFG6WaPbhkWJ2OVgjuTsGGYJwO1PdpOuL7ExsKUKRrmxQ9UMSgh4ejRo6xcuZKlS5eyYsUKzj333AKTU3x8fMkBzjRNqNd0tL4UQ33sA9KBXZR17QHOi4oiJSGBVV26eH345+bmlvhG7zou9cO+NHhRgqVGvZL8pkKC6CmKJ/Xr1+f666/n+uuvJy8vjw0bNrBs2TJuueUWDh8+zJ///GcSEhK44oorqFPHIw24c6OTL7u6O49j3yZXAf0yM60y6d49JHb1QCNbt2L8fFAeBU4Cc7FmJRc1cnJg61ZyOnSgQ4cO9O3bt9ADP6gP+9IQF2dNguVxwR44UJVCgNEZg1Jh7Nmzh/fff59ly5bxxRdf0KtXLxISEhg0aBAtWrQo0a5eMA52I9RhYB7QDwJuVy8PIkJ2djYZGRkcPXq04NP9e3F1rx89SoLHmCX59juw4SLSgDhXZaQsyIYgw2JVRWcMStjRpk0bxo8fz/jx41Ec2ggAAAlQSURBVDl+/DirVq1i6dKlPP7443Q480w+2rWLmiIMdfZPxT4MPbkbeAq4y71SxC7CHzwYkLfHvLw8jh07VuqHuuuzWrVq1K9fnwYNGhT6dH1v2rQpHTt2LFTn+qx3zz3w5pulkteBXV/4GTfF0KBIlt3wxOWCXVYToiqFgKOKQQkJZ5xxBsOGDWPYsGHk5+fz0/jxsHt3iee9A0QDA701uuWaEBFOnDhR4gPcV11mZib16tXz+lB3fTZv3tznwz/GS0wrv+nSBRYvhuzsAk8d9zhYNYDV2HSInbGmpEewqRI7uMaIjbUOCJGCa32oKjsdhBFqSlLCgxEjCtwWXXiaT34HumHXFVo6yys4TUlO/lenDmOiozl27BjR0dE+H+q+6lyfderUCV0mMLcF2cl499S5AHgU+/OJxWa7mopVFEDkLsiGeYbFSEdNSUpk4UeuicnASKxC8MUV3buT9vbb1K9fn5o1awZGtorGbUF2sgiTfXS71tf5kbwgG+YZFqsKqhiU8MCPXBMfY9+Q/+08PghcBzzkLAB1mjenTmV4cCQlwcqVZVuQ9RITK+Jo3Fj3JYQQjZWkhAduuSZ85Zf4GPgG2OIsZ2M3dt3tGiPS7OrFEcSYWIpSEuVSDMaYhsaYVcaYXc7PIm4QxpjLjDFb3Eq2MWaIs22OMeZ7t7YIykOoBBS3XBO+8kucCZzlVqpjF1wLdkOI+MxZEZGMG3daOZS058CYyrfRTwkZ5Z0xTAQ+FpF22Be6iZ4dRGS1iHQVka7A/2G96j506/KAq11EtpRTHiVScdnVjWEyIB5lspdTfsBt4TmS7erFMW6c9dNPTLQzKs+w2rGxtj4x0fZTpaAEgPKuMQwG+jq/zwXWcNrc641rgBUiUgbDqVLpqep2dV/ogqxSwZRXMTQREVdw/t+AJiX0vwGY7lH3D2PMYzhnHCJyqpwyKZGKbnQqHl2QVSqIEhWDMeYjrEnXk4fdD0REjDE+N0UYY5oCnbCRDlwkYRVKFPASdrbxuI/zx2JzgnPuueeWJLYSqehGJ0UJOSWuMYhIPxH5g5eyBDjgfOC7HvzFZZO/DvifiOS6jf2rWE4B/8Xu0/Elx0siEi8i8Y112ly5Ubu6ooSU8pqS3gNGYR1IRgFLiul7I3aGUIAxpqmI/GpsmMchWG9ERVG7uqKEkHKFxDDGnAksBM7FZt+7TkSOGGPigTtF5HZnv5bAeuAcEXG4nf8JNiikwbqm3ykiJygBDYmhKIpSeiokJIaIHAYu91KfCtzudvwD0MxLv/8rz/UVRVGUwKM7nxVFUZRCqGJQFEVRCqGKQVEURSlEROZjMMYcxC52B4pGwKEAjhcowlGucJQJVK7SEI4ygcpVGsoqUwsRKdGdLyIVQ6AxxqT6s1Jf0YSjXOEoE6hcpSEcZQKVqzQEWyY1JSmKoiiFUMWgKIqiFEIVg+WlUAvgg3CUKxxlApWrNISjTKBylYagyqRrDIqiKEohdMagKIqiFKJKKgZjzLXGmO3GGIczrpOvfv2NMTuMMbuNMUWy0wVBrhJTpTr7Pe2UP80Y87wzCGGoZTrXGPOhU6ZvnfGxgoa/cjn7nmGM2W+MmRlMmfyVyxjT1Rizwfk73GqMuT5IshT792uMiTbGvO1s/zLYv7NSyPVX59/QVmPMx8aYFqGWya3fMGOMFPfcqGi5jDHXOX9e240xbwbkwiJS5QrQATgfm3Eu3kef6sAeoDU2X8TXQMcgy/U0NlkR2DSpT3np0wsbkLC6s2wA+oZSJmfbGuAK5/c6QK1Q/6zc+s4A3gRmVsDflj+/w/OAds7vZwO/AvUDLEeJf7/AXcB/nN9vAN6ugJ+PP3Jd5vr7AcYFWy5//9eBusA64Atfz40Q/KzaAZuBBs7juEBcu0rOGEQkTUR2lNCtB7BbRPaKSA6wAJvKNJgMxqZIxfk5xEsfAWKwfyjRQE3gQChlMsZ0BGqIyCoAETkhwU/f6s/PCmPMRdjMgh96aw+FXCKyU0R2Ob//gs1jEugY4v78/brL+i5weTBnn/7KJTZPvOvv5wugeahlcvJ34CkgO8jylEauMcCLIpIBICLF5cTxmyqpGPykGfCT2/F+vESIDTAlpkoVkQ3Aauxb5q/AShFJC6VM2Dfgo8aYxcaYzcaYZ4wx1YMok19yGWOqAf8CJgRZllLJ5Y4xpgdWye8JsBz+/P0W9BGRPOAYcGaA5SiLXO7cBqwIqkR+yGSM6YZNG/B+kGUplVzY/73zjDHrjTFfGGP6B+LC5U3UE7YUl5JUbPa5kFDeVKnGmLZYU5jrLWqVMaa3iHwaKpmwf0e9gQuBfcDbwGjg1bLKFCC57gKWi8j+QL4IBzjd7evAKHHLU6JYjDEjgHjg0hDLUQ2bq350KOXwQQ2sOakv9pmwzhjTSUSOlnfQSomI9CvnED8D57gdN3fWlYvi5DLGHDCns9r5SpWaCHwhzoRGxpgVQE+gzIohADLtB7aIyF7nOcn8//bunjWKKArj+P+BuJ0vaAqxkCjYWShYaCEB0cYilYWghbVfwc4PYB+wEFsFZcFCiJIyup3CFlEMhLQWgo1YHItzBzPK4sjM3U3x/GCLLAPzMHtnz+Tcu1y4TM/CMECuK8BVSffJeY+RpO8R0WshwQC5kHQEeEU+qGz1yTNDl/HbHLMnaQk4CnytkOV/cyHpOlloVyO3/l1kpsPAeWCzPGCcBMaS1iL3nllULsh7713klsk7krbJQjHpc2K3kmabAOcknZE0IifnxpXP2WyVCrO3St0FViUtSTpEPk3VbCV1yTQBjklq+uTXgGnFTJ1yRcSdiDgdEStkO+lp36IwRK4ynl6UPM8r5egyfvdnvQW8jTKDWdE/c0m6CKwDa0P1zPtkiohvEbEcEStlLG2VbLW3kezyGb4k/1tA0jLZWvrS+8y1Z9YP4ot86t4DfpATt6/L+6fI1kNz3E1gm+z/PphDrhPAG+ATsAEcL+9fAh7H75UK62QxmAKPFp2p/H0D+AB8BJ4Ao4OQa9/x95jPqqQun+Fd4Ce5nW3zulAhy1/jF3hIfqlBLmJ4BnwG3gNna1+fjrk2yn3ZXJvxojP9cewmc1iV1PFaiWxzTcu9d3uI8/qXz2Zm1uJWkpmZtbgwmJlZiwuDmZm1uDCYmVmLC4OZmbW4MJiZWYsLg5mZtbgwmJlZyy+Uzg9Rr9qNpAAAAABJRU5ErkJggg==\n", 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# draw all the praphs\n", "import sys\n", "import pathlib\n", "sys.path.insert(0, \"../\")\n", "\n", "%matplotlib inline\n", "import matplotlib.pyplot as plt\n", "\n", "import networkx as nx\n", "from pygraph.utils.graphfiles import loadDataset\n", "\n", "\n", "def main(): \n", " dataset, y = loadDataset(\"../../../../datasets/PAH/dataset.ds\")\n", " for idx, graph in enumerate(dataset):\n", " print(idx)\n", " print(nx.get_node_attributes(graph, 'label'))\n", " nx.draw_networkx(graph)\n", " plt.show()\n", " \n", "if __name__ == '__main__':\n", " main()" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "scrolled": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "0\n", "{0: 'C', 1: 'C', 2: 'O'}\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "1\n", "{0: 'C', 1: 'C', 2: 'O', 3: 'O'}\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "2\n", "{0: 'C', 1: 'C', 2: 'S'}\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "3\n", "{0: 'C', 1: 'C', 2: 'S', 3: 'S'}\n" ] }, { "data": { "image/png": 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elJaWUlJSosIvCSHs4m9mpwMTgb7AlcB9ZnZlnWH3A/ucc/8O/Ab4VbjHFfGbc44pU6Zw3XXXMWzYMN544w0uvPBCv2OJnJBITPtcA5Q557YBmNkM4A7gr7XG3AE8Hnz8GvCcmZlzzkXg+CIxV15ezgMPPMDOnTtZuXIlV1xxhd+RRE5KJKZ9WgPbaz3fEVwWcoxzrhrYD5wfgWOLxNz8+fPJyMjgqquu4i9/+YsKvySkuDrha2bDgeEAbdq08TmNyFdVVFTwyCOPMG/ePF555RW++c1v+h1J5JRFovPfCVxa6/klwWUhx5jZGUAzYG/dHTnnnnfOBZxzgZYtW0YgmkhkrF+/nkAgwKeffkppaakKvyS8SBT/IqCDmbUzs0bAvcDcOmPmAkOCjwcASzTfL4ngyJEj/OpXv+KWW27hscce449//CPnnnuu37FEwhb2tI9zrtrMRgMLgdOBac65zWb2BFDsnJsL/B54yczKgE/wfkCIxLV//vOfDB48GOec7ssjSSci1/k75+Y75zo659o7534RXPZfwcKPc67KOfcfzrl/d85dc/TKIJF49corrxAIBOjbty9LlixR4ZekE1cnfEX89umnnzJ69GiKi4t588036dKli9+RRKJC9/YRCVqxYgUZGRk0a9aMdevWqfBLUlPnLynvs88+4/HHHyc/P5/f/e53fPvb3/Y7kkjUqfhLSnvvvfcYOHAgrVq1oqSkhAsuuMDvSCIxoWkfSUnOOSZPnsz111/P97//febOnavCLylFnb+knPLycu6//352797NO++8w9e+9jW/I4nEnDp/SSnz5s0jPT2dTp06sWrVKhV+SVnq/CUlVFRUkJOTw/z585k5cybXX3+935FEfKXOX5LeunXr6Nq1KwcPHqS0tFSFXwQVf0liR44c4cknn+TWW29l3LhxvPTSSzRr1szvWCJxQdM+kpQ+/PBDBg8ezGmnnUZxcbFuES5Shzp/STovv/wy3bp149vf/jZvv/22Cr9ICOr8JWl8+umn/OAHP6CkpISFCxeSmZnpdySRuKXOX5LC8uXLSU9P57zzzqO4uFiFX6QB6vwloX322WeMGzeO6dOnM3XqVPr16+d3JJGEoOIvCeu9994jKyuL1q1b6748IidJ0z6ScJxzTJo0ieuvv54RI0YwZ84cFX6Rk6TOXxLKRx99xLBhwygvL+fdd9+lY8eOfkcSSUjq/MUf5eXw1FMwcCB85zve96eegj176t3kjTfeICMjg8zMTFatWqXCLxIGdf4SW0VFkJsLCxZ4z6uqvlw3ezaMGwd9+8KYMdCtGwD/+te/ePjhh1m4cKHuyyMSIer8JXby8qB3bygo8Ip+7cIPUFnpLSso8Mbl5bF27Vq6du1KRUUFJSUlKvwiEaLOX2IjLw9ycqCiouGxzkFFBZ89+CAzGjfm/02dyne/+93oZxRJIer8JfqKikIW/oFAK+AcoCMwtc5mjT7/nF8dOcJ327ePTU6RFKLiL9GXm+tN6dQxBvgHcACYCzwGrK0z5rSqKm97EYkoFX+JrvJy7+Suc8esugpoHHxswa+tdQc5B/PnH/cqIBE5eSr+El35+cdd/QOgKXAF3hRQyJszmDW4HxE5OSr+El0bNhx7VU8tk4CDwErgLr78TeArKith48aoxBNJVSr+El379zc45HTgOmAHkFffoH37IpdJRFT8JcpO4s8mVhNizv+o5s0jkUZEglT8Jbo6d4YmTY5ZXA7MAA4BR4CFwCvATaH2kZYGnTpFMaRI6lHxl+jKzg652PCmeC4BmgM5wDPA7aEGO1fvfkTk1OgTvhJV/zrrLN6/6CI6/+MfnF5reUtg+YnswAz69YOWLaMTUCRFqfOXqCkqKiIzM5M5V17JaWlpp7aTtDTvJm8iElEq/hJxR44c4Re/+AW33XYb48eP5/E//xn79a+hadOT21HTpjBhAgQC0QkqksI07SMR9cEHHzBo0CAaN27M2rVrueSSS7wVo0Z533NyvOv2Q3zi9wtmXsc/YcKX24lIRKnzl4hwzvHSSy/RvXt3+vfvz6JFi74s/EeNGgXLl0P//t4VQHWngtLSvOX9+3vjVPhFoiaszt/MzgP+BLTFu0fXPc65Yz6NY2ZHgKMf0fyncy7kRR2SmPbt28fIkSPZtGkTixYtIj09vf7BgQDMmuXdqyc/3/vk7r593nX8nTp5V/Xo5K5I1IU77fMosNg596SZPRp8/tMQ4yqdcxlhHkvi0JIlS8jOzqZ///7k5+eTdqIndlu2hEceiW44EalXuMX/DqB38PF0YBmhi78kmcOHD/PYY4/x8ssvM23aNG655Ra/I4nISQh3zv9C59zu4OP/BS6sZ1wTMys2s9VmdmeYxxSfbd68me7du1NWVkZpaakKv0gCarDzN7O3gYtCrBpb+4lzzplZfZdwXOac22lmlwNLzGyjc+6Y27iY2XBgOECbNm0aDC+x5Zzjueee44knnuDJJ59k2LBhmJnfsUTkFDRY/J1zN9e3zsw+MrNWzrndZtYK75YtofaxM/h9m5ktAzIJ+Xc73PPA8wCBQOA41wJKrO3evZthw4bxySefsGrVKjp06OB3JBEJQ7jTPnOBIcHHQ4A5dQeYWXMzaxx83AK4FvhrmMeVGJozZw6ZmZlcc801vPPOOyr8Ikkg3BO+TwIzzex+4EPgHgAzCwAjnXMPAF8HpphZDd4Pmyedcyr+CeDQoUP8+Mc/ZvHixcyePZtevXr5HUlEIiSs4u+c20uIu/A654qBB4KPVwG6H2+CKSwsZODAgVx77bWUlJRwzjnn+B1JRCJIt3eQr6iuriY3N5fnnnuOiRMnMmDAAL8jiUgUqPjLF7Zt28agQYNIS0tj3bp1tG7d2u9IIhIlureP4Jxj+vTpdO/enQEDBvDWW2+p8IskOXX+Ke6TTz5h5MiR/O1vf2Px4sV07tzZ70giEgPq/FPY4sWLSU9Pp3Xr1hQVFanwi6QQdf4p6PDhw4wdO5YZM2Ywbdo0+vTp43ckEYkxFf8Us2nTJrKysmjfvj0lJSW0aNHC70gi4gNN+6SImpoann32WW644QYefPBBZs2apcIvksLU+aeAXbt2MXToUA4cOMDq1atp376935FExGfq/JPc66+/TpcuXejVqxcrV65U4RcRQJ1/0jp06BAPPfQQy5Yt4/XXX6dnz55+RxKROKLOPwmtWbOGzMxMampqWL9+vQq/iBxDnX8Sqa6u5pe//CUTJ05k0qRJ3H333X5HEpE4peKfJLZu3cqgQYM466yzdF8eEWmQpn0SnHOOF154gR49enDPPfewcOFCFX4RaZA6/wS2d+9eRowYwfvvv8+SJUvo1El/NkFETow6/wS1aNEi0tPTadOmDYWFhSr8InJS1PknmKqqKn72s5/x6quvkp+fz8033+x3JBFJQCr+CWTjxo1kZWXRsWNHSkpKOP/88/2OJCIJStM+CaCmpoZnnnmGG2+8kZ/85Ce8+uqrKvwiEhZ1/nFu165dZGdnc+jQId2XR0QiRp1/HJs1axaZmZlcd911rFixQoVfRCJGnX8cOnjwIA8++CArVqxgzpw59OjRw+9IIpJk1PnHmb/85S9kZGRw2mmnUVJSosIvIlGhzj9OVFdXM378ePLy8pg8eTL9+/f3O5KIJDEV/zhQVlbGwIEDadasGevXr+fiiy/2O5KIJDlN+/jIOce0adPo2bMn3/ve91iwYIEKv4jEhDp/n+zdu5fhw4dTVlbG0qVLufrqq/2OJCIpRJ2/D9566y3S09Np164dhYWFKvwiEnPq/GOoqqqKRx99lFmzZjF9+nRuuukmvyOJSIpS5x8jGzZsIBAIsGvXLkpLS1X4RcRX6vxPRnk55OfDhg2wfz80awadO8PQodCyZchNjt6XJzc3lwkTJjB48GDMLLa5RUTqUPE/EUVFkJsLCxZ4z6uqvlw3ezaMGwd9+8KYMdCt2xerdu7cyZAhQ6isrGTNmjVcfvnlMQ4uIhKapn0akpcHvXtDQYFX9GsXfoDKSm9ZQYE3Li8PgNdee40uXbrwzW9+k+XLl6vwi0hcUed/PHl5kJMDFRUNj3UOKipwDz/Miy++yPiPP+aNN97gmmuuiX5OEZGTpM6/PkVFIQv/c0AAaAxkh9jMKiu5t7iY0t//XoVfROJWWMXfzP7DzDabWY2ZBY4z7lYz22JmZWb2aDjHjJncXG9Kp46LgceAYcfZtPGRIzR99tloJRMRCVu4nf8m4C5gRX0DzOx0YCLQF7gSuM/MrgzzuNFVXu6d3HXumFV3AXcCx/07Ws7B/PmwZ0+UAoqIhCes4u+c+5tzbksDw64Bypxz25xznwEzgDvCOW7U5eeHvw+zyOxHRCQKYjHn3xrYXuv5juCy+LVhw7FX9ZysykrYuDEyeUREIqzBq33M7G3gohCrxjrn5kQyjJkNB4YDtGnTJpK7Pjn790dmP/v2RWY/IiIR1mDxd87dHOYxdgKX1np+SXBZqGM9DzwPEAgEjp1wj5VmzSKzn+bNI7MfEZEIi8W0TxHQwczamVkj4F5gbgyOe+o6d4YmTUKuqgaqgCPBr6rgsmOkpUGnTtFKKCISlnAv9exvZjuAnsCfzWxhcPnFZjYfwDlXDYwGFgJ/A2Y65zaHFzvKsrPrXTUeSAOeBP4QfDw+1EDnjrsfERE/mQtxOWM8CAQCrri42L8Ad93l3bLhVF4fM+jfH2bNinwuEZHjMLO1zrl6P3d1lD7hW58xY7ypm1ORluZtLyISp1T869OtG0yYAE2bntx2TZt62wUa/MErIuIb3djteEaN8r7n5HjX7R9vCsjM6/gnTPhyOxGROKXOvyGjRsHy5d4cfpMmx04FpaV5y/v398ap8ItIAlDnfyICAe/k7Z493i0bNm70PsDVvLl3OWd2dr1/yUtEJB6p+J+Mli3hkUf8TiEiEjZN+4iIpCAVfxGRFKTiLyKSglT8RURSkIq/iEgKUvEXEUlBKv4iIilIxV9EJAXF7S2dzWwP8GEUD9EC+DiK+4825feX8vtL+et3mXOuwVsOxG3xjzYzKz6Re17HK+X3l/L7S/nDp2kfEZEUpOIvIpKCUrn4P+93gDApv7+U31/KH6aUnfMXEUllqdz5i4ikrKQu/mZ2npktMrO/B783r2fcm2b2qZnNq7M838w+MLOS4FdGbJJ/cfxw87czszVmVmZmfzKzRrFJ/sXxTzT/kOCYv5vZkFrLl5nZllqv/wUxyHxr8JhlZvZoiPWNg69lWfC1bVtr3Zjg8i1mdku0s4ZyqvnNrK2ZVdZ6rSfHOnswR0P5v2Fm68ys2swG1FkX8n0US2HmP1Lr9Z8b9bDOuaT9Ap4CHg0+fhT4VT3jbgK+A8yrszwfGJDA+WcC9wYfTwZGxVt+4DxgW/B78+Dj5sF1y4BADPOeDmwFLgcaAaXAlXXG/ACYHHx8L/Cn4OMrg+MbA+2C+zk9xq93OPnbAptimfcU87cFOgMv1v6/ebz3USLkD647FMu8Sd35A3cA04OPpwN3hhrknFsMHIxVqJNwyvnNzIAbgdca2j6KTiT/LcAi59wnzrl9wCLg1hjlq+saoMw5t8059xkwA+/fUFvtf9NrwE3B1/oOYIZz7rBz7gOgLLi/WAonfzxoML9z7h/OuQ1ATZ1t4+F9FE7+mEv24n+hc2538PH/Aheewj5+YWYbzOw3ZtY4gtlORDj5zwc+dc5VB5/vAFpHMtwJOJH8rYHttZ7XzflC8Nfg/xuDItVQlq+MCb62+/Fe6xPZNtrCyQ/QzszWm9lyM7s+2mFDCOc1TJTX/3iamFmxma02s6g3agn/N3zN7G3gohCrxtZ+4pxzZnaylzaNwStajfAuzfop8MSp5KxPlPNHXZTzZznndprZvwGzgEF4vy5L5O0G2jjn9ppZV6DAzK5yzh3wO1gKuSz4fr8cWGJmG51zW6N1sIQv/s65m+tbZ2YfmVkr59xuM2sFlJ/kvo92rYfN7AUgJ4yo9R0jWvn3Auea2RnBDu8SYGeYcY8Rgfw7gd61nl+CN9ePc25n8PtBM3sZ79fqaBb/ncCldbLUfc2OjtlhZmcAzfBe6xPZNtpOOb/zJp0PAzjn1prZVqAjUBz11MdmO+pGoO+nAAABg0lEQVRkXsN630cxFNZ7oNb7fZuZLQMy8c4hREWyT/vMBY6e9R8CzDmZjYMF6+j8+Z3Apoima9gp5w/+Z14KHL2i4KT//RFwIvkXAn3MrHnwaqA+wEIzO8PMWgCY2ZnAbUT/9S8COgSvkmqEd0K07lUXtf9NA4Alwdd6LnBv8GqadkAHoDDKees65fxm1tLMTgcIdp4d8E6axtKJ5K9PyPdRlHLW55TzB3M3Dj5uAVwL/DVqSSHpr/Y5H1gM/B14GzgvuDwATK01biWwB6jEm6e7Jbh8CbARr+j8ATg7wfJfjleAyoBXgcZxmn9YMGMZMDS47CxgLbAB2Aw8SwyungH6Ae/jdVxjg8ueAG4PPm4SfC3Lgq/t5bW2HRvcbgvQ16f3/CnlB+4Ovs4lwDrgO3Gav1vwPf4vvN+4Nh/vfZQo+YFewVpTGvx+f7Sz6hO+IiIpKNmnfUREJAQVfxGRFKTiLyKSglT8RURSkIq/iEgKUvEXEUlBKv4iIilIxV9EJAX9f6w2fHs/HTfZAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "4\n", "{0: 'C', 1: 'C', 2: 'C', 3: 'O'}\n" ] }, { "data": { "image/png": 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9vPvuuyr8EpfU+YuEyerVq/H7/XTq1Il169bRvn37WEcSqVVYOn8zu9rMNpvZFjO7P8T6Jmb2ZnD9h2bWKRzHFYkHZWVl3HvvvQwcOJAHH3yQOXPmqPBL3Gtw8TezRsAU4BqgC3CjmXWpMcwP7HbOnQv8Cfjfhh5XJB4sW7aM9PR0/vWvfxEIBLjxxht1IzZJCOGY9ukBbHHObQUwsxnAIGBTtTGDgP8OPn4HeNbMzDnnwnB8kagrLS1l7NixLFiwgOeee45rr7021pFEjks4pn3aAZ9Xe749uCzkGOdcJVAKnBaGY4tE3dy5c/H5fJx00kkUFRWp8EtCiqsTvmY2AhgBcOaZZ8Y4jciRSkpKGD16NPn5+fz1r3+ld+/esY4kcsLC0fnvAKp/zFD74LKQY8zsZKAFsKvmjpxz05xzmc65zNatW4chmkjDOed4/fXXSU9Pp3379hQWFqrwS8ILR+efD5xnZmfhFfkbgJtqjJkD3AqsAv4DWKr5fkkEn3/+OVlZWWzbto25c+fSvXv3WEcSCYsGd/7BOfy7gIXAR8BbzrmNZvaImQ0MDpsOnGZmW4B7gKMuBxWJJ1VVVTz//PNcdNFF9OjRg4KCAhV+SSphmfN3zs0H5tdY9nC1xxXAr8NxLJFI++STTxg+fDgVFRUsX76cCy64INaRRMJOt3cQCaqsrOSJJ56gZ8+e/PKXv+SDDz5Q4ZekFVdX+4jESmFhIX6/nxYtWrB69WrOPvvsWEcSiSh1/pLS9u3bx8MPP0yfPn244447WLx4sQq/pAR1/pKyVq1ahd/vp3PnzmzYsIEzzjgj1pFEokbFX1LOd999x/jx43nzzTd5+umn+fWvf6378UjK0bSPpJQlS5aQnp7Orl27KCoqYsiQISr8kpLU+UtK2LNnD/feey+LFy/m+eefp3///rGOJBJT6vwl6eXm5nLBBRfQtGlTioqKVPhFUOcvSezLL7/kd7/7HevXr+eNN97g5z//eawjicQNdf6SdJxzvPLKK2RkZHD22WezYcMGFX6RGtT5S1LZtm0bI0eOZOfOncyfP5+LL7441pFE4pI6f0kKVVVVTJkyhYsuuojLL7+c/Px8FX6RY1DnLwlv8+bNDBs2jIMHD/L+++9z/vnnxzqSSNxT5y8J68CBAzz22GP89Kc/ZciQISr8IsdBnb8kpHXr1uH3+zn99NMpKCigU6dOsY4kklDU+UtCqaioYPz48fTr14/Ro0ezcOFCFX6RE6DOXxLGBx98gN/vp0uXLmzYsIG2bdvGOpJIwlLxl7i3d+9eHnzwQd555x2eeeYZrrvuulhHEkl4Kv4SHcXFkJMDhYVQWgotWkBGBtx2G7RuXetmixYtYsSIEfTu3ZuioiJatWoVvcwiSUzFXyIrPx8mToQFC7znFRWH182aBRMmwDXXwAMPQLUPSP/666+59957WbZsGVOnTqVfv35RDi6S3HTCVyInOxt694bcXK/oVy/8AOXl3rLcXG9cdjYAM2fOxOfz0bx5cwKBgAq/SASo85fIyM6GMWOgrKzusc5BWRlV997LC9Om8afyct566y0uv/zyyOcUSVHq/CX88vNDFv7fAG2BU4HOwIs1NjupvJzbiorYMH26Cr9IhKn4S/hNnOhN6dTwAPAZ8A0wB/g9sKbGmFMOHqTJ5MmRTiiS8lT8JbyKi72Tu84dteoCoEnwsQW/Pq05yDmYPx9KSiIaUyTVqfhLeOXkHHP1KKAZ8BO8KaCQn6llVud+RKRhVPwlvAoLj76qp5rngG+B94Ffcfg3gSOUl0MgEJF4IuJR8ZfwKi2tc0gj4HJgO5Bd26Ddu8OXSUSOouIv4dWiRb2HVhJizv+Qli3DkUZEaqHiL+GVkQFNmx61uBiYAewFDgILgTeAPqH2kZYG6ekRDCkiKv4SXkOH4kJc6WN4UzztgZbAGOApYGCofTgHQ4dGLqOI6B2+El4L1qzBTjqJf+fIzqI1sKI+OzCD/v2PebM3EWk4df4SFrt27eKWW25h1KhRtHriCU5q1uzEdpSW5t3kTUQiSsVfGsQ5x1tvvYXP56NVq1YEAgF63HknTJoEx/sDoFkzb7vMzMiEFZHvadpHTtgXX3zBnXfeyebNm5k1axY9e/Y8vDIry/tzzBjvuv0Q5wG+Z+Z1/JMmHd5ORCJKnb8cN+cc06dPp2vXrvh8PtatW3dk4T8kKwtWrIDBg70rgNLSjlyfluYtHzzYG6fCLxI1Der8zawV8CbQCe+eXUOcc0e9O8fMDgKH3rK5zTkX8iIPiX9bt25lxIgR7NmzhyVLltC1a9djb5CZCTNnevfqycnx3rm7e7d3HX96undVj07uikSdhbosr94bmz0OfO2ce8zM7gdaOufuCzFur3Ou+fHsOzMz0xUUFJxwNgmvgwcP8swzz/DHP/6RcePGcc8993DyyZo1FIk3ZrbGOVfnibOGfvcOAnoHH78MLAeOKv6S2DZt2oTf76dx48asXLmSzp07xzqSiDRQQ+f82zjndgYf/wtoU8u4pmZWYGZ5ZvbLBh5TomT//v08+uij/PznP+eWW25h+fLlKvwiSaLOzt/MlgA/DrFqfPUnzjlnZrXNIXV0zu0ws7OBpWYWcM4ddVsXMxsBjAA488wz6wwvkVNQUIDf76ddu3asXbtW/x4iSabO4u+cu6q2dWb2pZm1dc7tNLO2eLdwCbWPHcE/t5rZcuBCQn6Oh5sGTANvzr9efwMJq/LyciZMmMDLL7/M5MmTuemmmzCzWMcSkTBr6LTPHODW4ONbgdk1B5hZSzNrEnx8OvBTYFMDjysRsGLFCjIyMti2bRuBQICbb75ZhV8kSTX0hO9jwFtm5gf+CQwBMLNM4A7n3DDgfGCqmVXh/bB5zDmn4h9HvvnmG+677z7mzp3LlClTGDRoUKwjiUiENaj4O+d2EeKuvM65AmBY8PFKQPfnjVPz5s0jKyuLfv36UVRUxA9/+MNYRxKRKNCF2inqq6++4u6772bVqlW89NJL9OkT8s76IpKkdHuHFOOcY8aMGfh8Pn70ox9RWFiowi+SgtT5p5AdO3YwatQotmzZQm5uLpdeemmsI4lIjKjzTwHOOV544QW6detGt27dWLt2rQq/SIpT55/kPv30U4YPH863337L0qVLSddn44oI6vyT1sGDB5k8eTKXXHIJAwYMYNWqVSr8IvI9df5JqKioCL/fT1paGnl5eZx77rmxjiQicUadfxLZv38/f/jDH7jiiivw+/0sXbpUhV9EQlLnnyRWr16N3++nY8eOrFu3jvbt28c6kojEMRX/BFdWVsbDDz/Mq6++yp/+9CduuOEG3Y9HROqkaZ8EtmzZMjIyMvjiiy8IBALceOONKvwiUi/q/BNQaWkp48aNY/78+Tz33HNce+21sY4kIglGnX+CmTt3Lj6fDzOjqKhIhV9ETog6/wRRUlLCf/7nf7J69WpeeeUVrrjiilhHEpEEps4/zjnneP3110lPT6ddu3YUFhaq8ItIg6nzj2Pbt28nKyuLzz77jDlz5tCjR49YRxKRJKHOPw5VVVUxdepULrzwQrp3786aNWtU+EUkrNT5x5lPPvmE4cOHU15ezrJly/D5fLGOJCJJSJ1/nKisrGTSpEn07NmTQYMGsXLlShV+EYkYdf5xoLCwEL/fz6mnnsqHH37IOeecE+tIIpLk1PnH0L59+5gwYQJ9+vRh5MiRLFmyRIVfRKJCnX+M5OXl4ff7Offcc1m/fj3t2rWLdSQRSSEq/lH23Xff8dBDD/HGG2/w1FNPMWTIEN2PR0SiTtM+UfTuu++Snp5OSUkJgUCA66+/XoVfRGJCnX8U7Nmzh7Fjx7Jw4UKys7MZMGBArCOJSIpT5x9hs2fPxufz0bhxY4qKilT4RSQuqPOPkOLiYkaPHs2aNWt47bXX6NWrV6wjiYh8T51/mDnnePXVV0lPT6djx44UFhaq8ItI3FHnH0bbtm3jjjvuYMeOHcybN4/MzMxYRxIRCUmdfxhUVVWRnZ3NxRdfzGWXXUZBQYEKv4jENXX+DfTxxx8zbNgwDhw4wIoVK+jSpUusI4mI1EnFH6C4GHJyoLAQSkuhRQvIyIDbboPWrUNuUllZyeTJk3n88cd56KGHuOuuu2jUqFF0c4uInKDULv75+TBxIixY4D2vqDi8btYsmDABrrkGHngAunf/ftWGDRu4/fbbadWqFfn5+Zx11llRDi4i0jCpO+efnQ29e0Nurlf0qxd+gPJyb1lurjcuO5t9+/bx0EMP0bdvX+68804WLVqkwi8iCSk1O//sbBgzBsrK6h7rHJSVcfCee3jskUcouvRS1q9fzxlnnBH5nCIiEZJ6nX9+/lGF/1kgE2gCDK1ls0YVFYz/+mtmPfigCr+IJLwGFX8z+7WZbTSzKjOr9dpGM7vazDab2RYzu78hx2ywiRO9KZ1qzgB+D9xex6YnHziAPfZYpJKJiERNQzv/IuBXwHu1DTCzRsAU4BqgC3CjmcXmesjiYu/krnNHLP4V8EvgtLq2dw7mz4eSkggFFBGJjgYVf+fcR865zXUM6wFscc5tdc7tB2YAgxpy3BOWk9PwfZiFZz8iIjEUjTn/dsDn1Z5vDy6LvsLCo6/qOV7l5RAIhCePiEiM1Hm1j5ktAX4cYtV459zscIYxsxHACIAzzzwznLv2lJaGZz+7d4dnPyIiMVJn8XfOXdXAY+wAOlR73j64LNSxpgHTADIzM12oMQ3SokV49tOyZXj2IyISI9GY9skHzjOzs8zsFOAGYE4Ujnu0jAxo2vSoxZVABXAw+FURXBZSWhqkp0cqoYhIVDT0Us/BZrYd6AnMM7OFweVnmNl8AOdcJXAXsBD4CHjLObexYbFP0NChIRf/EUgDHgNeDT7+Y237cK7W/YiIJApzLvyzK+GQmZnpCgoKwr/jX/3Ku2XDify9zWDwYJg5M/y5RETCwMzWOOfqvKd86r3D94EHvKmbE5GW5m0vIpLgUq/4d+8OkyZBs2bHt12zZt52+pAWEUkCqXljt6ws788xY7zr9o81BWTmdfyTJh3eTkQkwaVe539IVhasWOHN4TdtevRUUFqat3zwYG+cCr+IJJHU7PwPycz0Tt6WlHi3bAgEvDdwtWzpXc45dGitn+QlIpLIUrv4H9K6NYwdG+sUIiJRk7rTPiIiKUzFX0QkBan4i4ikIBV/EZEUpOIvIpKCVPxFRFKQir+ISApS8RcRSUFxe0tnMysB/hli1enAV1GOczziPR/Ef8Z4zwfxnzHe80H8Z4z3fBA6Y0fnXJ23Jojb4l8bMyuoz72qYyXe80H8Z4z3fBD/GeM9H8R/xnjPBw3LqGkfEZEUpOIvIpKCErH4T4t1gDrEez6I/4zxng/iP2O854P4zxjv+aABGRNuzl9ERBouETt/ERFpoLgv/mbWyswWm9knwT9b1jLucTPbaGYfmdmfzcziLN+ZZrYomG+TmXWKRr7jyRgce6qZbTezZ+Mpn5l1M7NVwX/jQjO7PkrZrjazzWa2xczuD7G+iZm9GVz/YTT/XeuZ757g/7dCM3vXzDpGM199MlYbd52ZOTOL6hU29clnZkOCr+NGM3s9mvnqkzFYX5aZ2brgv3X/OnfqnIvrL+Bx4P7g4/uB/w0x5jLgA6BR8GsV0Dte8gXXLQf6Bh83B5rF02tYbezTwOvAs/GUD+gMnBd8fAawE/hhhHM1Aj4FzgZOATYAXWqMGQU8H3x8A/BmFF+3+uS74tD/NSArmvnqmzE47t+A94A8IDOe8gHnAeuAlsHnP4q31xBv7j8r+LgL8Fld+437zh8YBLwcfPwy8MsQYxzQFO+FaQI0Br6MSrp65DOzLsDJzrnFAM65vc65sijlg/q9hpjZxUAbYFGUch1SZz7n3MfOuU+Cj78AioFIf8ZmD2CLc26rc24/MCOYtbrq2d8B+kTrt8765HPOLav2fy0PaB+lbPXOGPQo8L9ARTTDUb98w4EpzrndAM654jjM6IBTg49bAF/UtdNEKP5tnHM7g4//hVecjuCcWwUsw+sGdwILnXMfxUs+vK51j5nNCv5a9oSZNYpSPqhHRjM7CXgSGBPFXIfU5zX8npn1wPtB/2mEc7UDPq/2fHtwWcgxzrlCAoh6AAADAElEQVRKoBQ4LcK5jjp2UKh81fmBBRFNdLQ6M5rZRUAH59y8aAYLqs9r2BnobGYfmFmemV0dtXSe+mT8b+A3ZrYdmA/8rq6dxsVn+JrZEuDHIVaNr/7EOefM7KjLk8zsXOB8Dnc1i83sZ8659+MhH97r/DPgQmAb8CYwFJgejnxhyjgKmO+c2x6JxjUM+Q7tpy3wV+BW51xVeFMmLzP7DZAJ9Ip1luqCTcdkvO+HeHUy3tRPb7wa856ZpTvn9sQ01ZFuBHKcc0+aWU/gr2bmO9b3SFwUf+fcVbWtM7Mvzaytc25n8Bs/1K9cg4E859ze4DYLgJ5AWIp/GPJtB9Y757YGt8kFLiWMxT8MGXsCPzOzUXjnJE4xs73OuVpP0EU5H2Z2KjAPGO+cywtHrjrsADpUe94+uCzUmO1mdjLer9y7opCt+rEPCZUPM7sK74dsL+fcvihlO6SujP8G+IDlwabjx8AcMxvonCuIg3zgff9+6Jw7APzDzD7G+2GQH4V8UL+MfuBq8GZCzKwp3n1/ap2iSoRpnznArcHHtwKzQ4zZBvQys5PNrDFedxOtaZ/65MsHfmhmh+aorwQ2RSHbIXVmdM7d7Jw70znXCW/q55VwFf5w5DOzU4D/F8z1TpRy5QPnmdlZwePfEMxaXfXs/wEsdcGzbvGQz8wuBKYCA2MwV11nRudcqXPudOdcp+D/vbxg1mgU/jrzBeXidf2Y2el400Bbo5Svvhm3AX2CGc/HOwdacsy9RvOs9Qme6T4NeBf4BFgCtAouzwRerHY2fCpewd8ETI6nfMHnfYFCIADkAKfEW8Zq44cS3at96vNv/BvgALC+2le3KGTrD3yMd35hfHDZI3gFiuA32dvAFmA1cHa0Xrd65luCd/HDoddsTjTz1SdjjbHLieLVPvV8DQ1vampT8Pv3hnh7DfGu8PkA70qg9cC/17VPvcNXRCQFJcK0j4iIhJmKv4hIClLxFxFJQSr+IiIpSMVfRCQFqfiLiKQgFX8RkRSk4i8ikoL+PwYbDSdEbQz/AAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "5\n", "{0: 'C', 1: 'C', 2: 'C', 3: 'O', 4: 'O'}\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "6\n", "{0: 'C', 1: 'C', 2: 'C', 3: 'O', 4: 'O'}\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "7\n", "{0: 'C', 1: 'C', 2: 'C', 3: 'S'}\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "8\n", "{0: 'C', 1: 'C', 2: 'C', 3: 'S', 4: 'S'}\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "9\n", "{0: 'C', 1: 'C', 2: 'C', 3: 'S', 4: 'S'}\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "10\n", "{0: 'C', 1: 'C', 2: 'C', 3: 'C', 4: 'O'}\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "11\n", "{0: 'C', 1: 'C', 2: 'C', 3: 'C', 4: 'O'}\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "12\n", "{0: 'C', 1: 'C', 2: 'C', 3: 'C', 4: 'O'}\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "13\n", "{0: 'C', 1: 'C', 2: 'C', 3: 'C', 4: 'O', 5: 'O'}\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "14\n", "{0: 'C', 1: 'C', 2: 'C', 3: 'C', 4: 'O', 5: 'O'}\n" ] }, { "data": { "image/png": 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vmdn4FNQjDdS+fXtKS0v5l3/5F15++eWwyxGRJtakN5/N7HIgH/i/Ubt7uXs+UAjcY2b9ajl3ViRAynbv3t0E1bZs/fr1Y+HChUyZMoUPP/yw/hNEpNlIRTDsAHpEbZ8c2RfDzC4CbgLGuvvXdzbdfUfk6xbgRWBoom/i7g+4e7675+fm5qagbKnPyJEjue666ygoKKCqqirsckSkiaQiGNYC/c2sj5kdC0wBYkYXmdlQ4N8JQqEian8HM2sTed8JOAfYkIKaJEWuv/56BgwYwKxZs3QzWqSFaHAwuPtB4FrgOeBdYIm7v2Nmt5lZ9Sij/wu0B56IG5Z6KlBmZn8BXgDucHcFQxoxM/74xz/yzjvvcM8994Rdjog0AcvE3wLz8/O9rKws7DJalA8++IAzzzyThQsXctFFF31zoKICiopg3TqorIScHBg8GGbMAHX5iaQVM3szck+37nYKBknWiy++yJQpU3j11Vfp88knMG8ePBMZYLZ//zcNs7PBHUaNgrlzYdiwcAoWkRjJBoOmxJCkjRgxgptvvpnHzzsP/973oLQ0CIToUACoqgr2lZbCiBGg5yFEMoom0ZMjck1WFl9+/DF26FD9jd1h3z6YMyfYnj27cYsTkZTQFYMkb+1abM4c2sSFwgigLcHogvbAgPjzqsNB3X8iGUHBIMmbNy/oJkpgPrA38tqYqEFVVXC+iKQ9BYMkp6IiuNF8tIMV3OHpp0FPrYukPQWDJKeoqM7Dc4HqJxRfrK2RWb2fIyLhUzBIctatqzn6KOI3wBaCeVBmAWOA9xI1rKqC9esbq0IRSREFgySnsrLWQ8OB44E2wDSCq4ana2u8Z0+qKxORFFMwSHJycpJuakCtdyI6dEhFNSLSiBQMkpzBg6Ft2xq7/0YwSdZ+4CDwOPAycHGiz8jOhkGDGrFIEUkFBYMkZ/r0hLu/Am4GcgluPt8HlAJ5iRq71/o5IpI+FAySnM6dg7mPzGJ25xLMu/45wdXDa8APEp1vBqNHa2I9kQygYJDkzZ0bdAcdjezs4HwRSXsKBknesGFw113Qrt0Rnebt2gXn5dc7qaOIpAEFgxyZ2bO/CYe4bqV4bkaVGc+PGqUJ9EQyiIJBjtzs2fDSS1BQEIxUiu9eys6Gtm2xggIqV65k2quvsmrVqnBqFZEjlpJpt83sYuB3QBbwoLvfEXe8DfAo8F3gU+Ayd98aOTYXuBI4BPzM3Z9LRU3SyPLzYenSYO6joqLgieY9e4LnFAYNCkYf5ebSFVi2bBljxoxh9erVnH766SEXLiL1aXAwmFkW8HuCwSjbgbVmtjJu7eYrgT3ufoqZTSGYReEyMzsNmAIMBE4C1phZnrsnMdm/pIXcXLjhhjqbDB8+nPnz5zN27Fhee+01unXr1kTFicjRSEVX0hnAZnff4u5fAouAcXFtxgGPRN4/CVxoZhbZv8jdD7j7+8DmyOdJMzN58mRmzpzJuHHjqKpl6m4RSQ+pCIbuwIdR29sj+xK2cfeDQCVwYpLnSjNx0003kZeXx7Rp0zh8+HDY5YhILTLm5rOZzTKzMjMr2605/TOSmfHggw+yY8cObrnllrDLEZFapCIYdgA9orZPjuxL2MbMjgFyCG5CJ3MuAO7+gLvnu3t+rp6ezVht27altLSUxx9/nMceeyzsckQkgVQEw1qgv5n1MbNjCW4mr4xrs5JgRmaAS4E/ubtH9k8xszZm1gfoD7yRgpokjeXm5rJq1Squu+46XnnllbDLEZE4DQ6GyD2Dawkm2XwXWOLu75jZbWY2NtLsIeBEM9sMXAfcGDn3HWAJsAF4FrhGI5JahoEDB7Jw4UImTZrEli1bwi5HRKKYH+0aviHKz8/3srKysMuQFPjDH/7A/PnzefXVV8k5gjUfROTImdmb7l7v3DQZc/NZmqerr76aiy66iMmTJ3Pw4MGwyxERFAySBu6++26ysrL42c9+RiZewYo0NwoGCd0xxxzDokWLePnll5k/f37Y5Yi0eCmZK0mkoU444QSeeuopzj77bPr168fo0aPDLkmkxdIVg6SN3r17s3TpUqZPn8769evDLkekxVIwSFo566yz+N3vfseYMWPYtWtX2OWItEgKBkk7U6dOZfr06YwfP14T7omEQMEgaemWW26hd+/e/MM//INGKok0MQWDpCUz4+GHH2br1q3cdtttYZcj0qJoVJKkreoJ94YPH05eXh5Tp04NuySRFkHBIGmtS5curFq1igsvvJDevXtz1llnhV2SSLOnriRJe4MGDaKoqIiJEyeydevWsMsRafYUDJIRRo8ezY033siYMWP4+9//HnY5Is2agkEyxk9/+lPOO+88pkyZogn3RBqRgkEyhplx7733cujQIa6//vqwyxFpthQMklGOOeYYFi9ezOrVq/nDH/4QdjkizZJGJUnG+da3vsVTTz3FOeecQ79+/fjhD38YdkkizUqDrhjMrKOZrTazTZGvHRK0GWJmr5rZO2a2zswuizpWZGbvm9nbkdeQhtQjLUffvn154oknuOKKK9iwYUPY5Yg0Kw3tSroReN7d+wPPR7bj7QN+4u4DgYuBe8zsW1HHb3D3IZHX2w2sR1qQc889l3/7t3/jRz/6Ebt37w67HJFmo6HBMA54JPL+EWB8fAN3L3f3TZH3HwEVQG4Dv68IAFdccQWFhYWMHz+e/fv3h12OSLPQ0GDo4u47I+8/BrrU1djMzgCOBd6L2v3rSBfTb82sTQPrkRbotttuo3v37sycOVMT7omkQL3BYGZrzOyvCV7jott58C+y1n+VZtYNWAjMcPfDkd1zgW8Dw4COwC/qOH+WmZWZWZm6DSRaq1atKCoqYuPGjfz6178OuxyRjFfvqCR3v6i2Y2a2y8y6ufvOyA/+ilranQD8J3CTu78W9dnVVxsHzOxhYE4ddTwAPACQn5+vXwslRrt27VixYgVnnnkmeXl5TJ48OeySRDJWQ7uSVgLTIu+nASviG5jZscBy4FF3fzLuWLfIVyO4P/HXBtYjLVi3bt1YuXIl1157LW+88UbY5YhkrIYGwx3AD8xsE3BRZBszyzezByNtJgPnA9MTDEt93MzWA+uBTsCvGliPtHCnn346Dz30EAUFBWzbti3sckQykmXizbr8/HwvKysLuwxJY3fffTePPPIIr7zyCscff/w3ByoqoKgI1q2DykrIyYHBg2HGDMjVYDlp3szsTXfPr7edgkGaI3fnqquu4qOPPqK0tJSst96CefPgmWeCBtFDW7OzwR1GjYK5c2HYsHCKFmlkyQaD5kqSZsnMmD9/Pvv27WPZyJEwYgSUlgaBEP+8Q1VVsK+0NGi3YEEYJYukDQWDNFutW7dm5ejR/OiFF2DfvuCqoC7uQbs5cxQO0qIpGKT5WruW4/75n8mOC4TLgW7ACUAe8GD8edXhoO5KaaEUDNJ8zZsXdBPFmQtsBf5OMN76ZuDN+EZVVcH5Ii2QgkGap4qK4EZzgu6jgUD13CsWeb0X38gdnn4a9JS9tEAKBmmeiorqPHw10I5gPpZuwOhEjczq/RyR5kjBIM3TunU1Rx9F+QPwOfBnYALfXEHEqKqC9esbpTyRdKZgkOapsrLeJlnAucB2oNYxSHv2pK4mkQyhpT2lecrJSbrpQRLcY4hY9corPDppEnl5eQwYMIC8vDzy8vLo2LFjSsoUSUcKBml2ysvL+WDXLs41qzFUtQL4E/AjIBtYA5REXvG8bVuGTpvGF2eeSXl5Oc899xz33XcfGzdupE2bNl+HRHRgnHLKKbRt27ax/4gijUrBIM3Cjh07WLx4MSUlJWzfvp0rx4zhwtat4csvY9oZQbfRVcBhoBdwDzA2wWcacPJNNzElbg4ld2fXrl2Ul5d//XrkkUcoLy/n/fffp1u3bglDo0ePHmRlZTXGH18kpRQMkrH27NnD0qVLKS4u5u2336agoIB58+bx/e9/P/gB/MknwTQXUVcNucBLyXy4GYwenXBiPTOja9eudO3alfPPPz/m2MGDB9m6devXgbFhwwaWL19OeXk5n376Kf369UsYGieeeCLB7PMi4dMkepJR9u3bx6pVqygpKeGFF15g5MiRFBYWMmrUqJpdOGvXBnMf7dt35N+oXTt46SXIr3e+saR98cUXbNq0KeZKY+PGjWzcuJFWrVrFBEV1cJxyyim0a9cuZTVIy6bZVaXZ+Oqrr1izZg3FxcWsWrWKM888k6lTp1JQUMAJJ5xQ98kLFgTTWxxJOLRrB3fdBbNnN6zwJLk7n3zyCRs3bqwRGlu2bCE3NzcmNKrf9+rVS11TckQUDJLRDh8+zH//939TUlLCE088wSmnnEJhYSGTJk2iS5cuR/Zh1eFQVVX3RHpmwRTcTRgK9Tl06BDbtm1LGBoVFRX06dMnYWjk5uaqa0pqUDBIxnF31q9fT3FxMSUlJRx//PH8+Mc/ZsqUKfTp06dhH15WFsx99PTTQQBEz6FUvR7D6NHBegwp7D5qTFVVVWzevDlhaBw6dKjGfYwBAwbQv39/jjvuuLBLl5A0STCYWUdgMdCbYF6yye5e44kgMztEsHwnwDZ3HxvZ3wdYBJxIMI/ZFe7+Zfz58RQMzcuWLVsoKSmhpKSEvXv3MnXqVAoLCxk0aFDqv9nu3cE0F+vXBw+vdegAgwbB9OnNagW3Tz/99OuQiA6NzZs307FjxxqhkZeXR58+fTjmGI1Hac6aKhjuBD5z9zvM7Eagg7v/IkG7ve7ePsH+JcAyd19kZvcDf3H3eifCVzBkvl27drFkyRKKi4t57733mDx5MlOnTuWss86iVSs9kN9YDh8+zIcffpgwND766CN69+6d8EqjS5cu6ppqBpoqGDYCI9x9p5l1A1509wEJ2tUIBgv+lu0Gurr7QTM7C7jV3X9Y3/dVMGSmyspKli9fTklJCW+88QZjxoyhsLCQCy+8kNatW4ddXou3f/9+3nvvvYShsX///oTDbPPy8mLX1Ja0lmwwNPS6sYu774y8/xio7a5gWzMrI5h94A53LyXoPvqbux+MtNkOdG9gPZJm9u/fz9NPP01xcTGrV6/mggsu4Morr2T58uUahplm2rZty8CBAxk4cGCNY5999tnXQ203btz49bMZmzZtIicnJ2Fo9O3bV4GfoeoNBjNbA3RNcOim6A13dzOr7fKjl7vvMLO+wJ/MbD1Q/yxnsXXMAmYB9OzZ80hOlSZ28OBBXnjhBYqLi1mxYgVDhw6lsLCQP/7xj3To0CHs8uQodOzYkeHDhzN8+PCY/YcPH2bHjh0xN76ff/55ysvL2b59Oz179kwYGieddJK6ptJYk3QlxZ1TBDwFLEVdSc2Gu/PGG29QXFzM4sWL6dmzJ1OnTuWyyy7jpJNOCrs8CcGBAwfYsmVLTGhUv9+7d2+Nh/mq3+ccwQSIcmSaqitpJTANuCPydUWCQjoA+9z9gJl1As4B7oxcYbwAXEowMinh+ZLeNmzY8PXw0tatW1NYWMif//xn+vfvH3ZpErI2bdpw6qmncuqpp9Y4VllZGXMPY9WqVV+/b9++fcLQ6Nu3L23aJFw5I3NUVASj4tatC6aGz8mBwYNhxoy0GhXX0CuGE4ElQE/gA4Lhqp+ZWT5wlbv/o5mdDfw7wZxlrYB73P2hyPl9CUKhI/A/wOXufqC+76srhnBt27aNRYsWUVxczCeffPL18NIhQ4aoe0AaxN3ZuXNnzNVF9ftt27Zx8sknJwyN7t27p/dotrVrg+donnkm2I5eRKr6OZpRo4LnaIYNa7Qy9ICbpNQnn3zCE088QXFxMe+++y4TJ06ksLCQ8847L73/QUqz8dVXX/H+++8nDI3Kykr69++fMDRCv6+VRk/eKxikwfbu3cuKFSsoLi7mv/7rvxg9ejSFhYWMHDmSY489NuzyRL72+eefs2nTpoSh0aZNm4QTFPbr16/x185Is7m6FAxyVL788kueffZZiouLefbZZzn33HMpLCxk7NixtG9f4xlFkbQWvXZGfGhs3bqVbt26JQyNHj16NPxKuJbZfT8DrgT+H9AJmAcUxp/bCLP7goJBjsChQ4f485//THFxMcuWLWPgwIEUFhYyceJEOnXqFHZ5Io0ieu2M+ND47LPP6NevX8LQOPHEE5P7BhOLQkZzAAAJ8klEQVQm1FgPBGAqwQ3Xh4C3gUuA/wZinh4xg4ICWLo0BX/S6I9VMEgd3J233nqL4uJiFi1aROfOnSksLGTKlCn06NEj7PJEQrV37142b96cMDSysrISThtyyimnkJ2dHXxARQX06hV7kxn4AugA/BXIi+y7guDJ3jvii2jbFrZtS+lopaYarioZpry8nJKSEoqLizl06BCFhYWsWbMm4ZBCkZaqffv2DBkyhCFDhsTsd3d2794dExSPP/445eXlbNmyhc6dO5OXl8fVX3zBjw4eJP6573KCH7p5UftOp5ZVBc2Coa033JDCP1lyFAwtQPV6yMXFxezYsYPLLruMhQsXMmzYMA0vFTkCZkbnzp3p3Lkz5557bsyxQ4cO8cEHH1BeXk7vX/6S1gcP1jh/LxC/tFQO8Hmib1ZVFcwCHAIFQzOVaD3k3/zmN4wYMUKrfok0gqysLPr27Uvfvn3h979P2KY98Pe4fX8Hap2GcE+NVQyahIKhGaleD7m4uJgXX3yRkSNH8tOf/jTxesgi0nhqmdYjj2Am0U1A9dwAfyHuxnO0kJ7BUDBkuETrIRcWFrJw4cL610MWkcYxeHAwoiju5vNxwATgn4EHCUYlrSAYlVRDdnawiFQINCopA1Wvh1xcXMyTTz7ZsPWQRST1ahmVBMFzDP8ArCZYe+AOEjzHABqV1Gw04gRZ7s66deu+XgKzej3k119/veHrIYtIanXuHMx9lOA5ho5AaX3nmwVrkIc0sZ6uGFKhESfIql4Pubi4mC+++KJx10MWkdSp5cnnpIT85LNmP2uoBQuC//mlpUEgxF86VlUF+0pLg3YL6l3Sml27dnHfffdx1llnceaZZ7Jz504eeOABtmzZwrx58xQKIplg2LBgzqMjXamweq6kFIfCkVBXUkMcyQRZ7kG7OXOC7bgJsqrXQy4uLmbt2rWMGTOGW265Reshi2Sy6n/naTK7arJ0xXC01q6tEQrzgXygDTC9tvOqw6GsjP3797Ns2TIuvfRSevbsyYoVK5g5cyY7duzg0Ucf5eKLL1YoiGS62bODbqGCguCGcvW0GdWys4P9BQVBu5BDAXTFcPTmzQt+A4hyEnAz8BxQleiciMNVVbw1cSIjP/9c6yGLtAT5+cHw1d27gwEq69cHD6916BAMSZ0+Pa1WcFMwHI2KiuBGc9xl4YTI1zJgex2nt3JnyEcfseGtt+iq+wUiLUdubihzHx2pBnUlmVlHM1ttZpsiX2v8ymtm3zezt6Ne+81sfORYkZm9H3VsSM3vkoaKihr8Ece0bk3XZ59teC0iIinW0HsMNwLPu3t/4PnIdgx3f8Hdh7j7EOACYB/BGhXVbqg+7u5vN7CeprFuXcIHV45IiBNkiYjUpaHBMA54JPL+EWB8Pe0vBZ5x96MY2JtGKitT8zkhTZAlIlKXhgZDF3ffGXn/MVDffAxTgJK4fb82s3Vm9lsza9PAeppGLRNkHTHdbBaRNFRvMJjZGjP7a4LXuOh2HjxCXesgXTPrBgwiGLRTbS7wbWAYwZPiv6jj/FlmVmZmZbt3766v7MY1eHAwvCzOQWA/cCjy2h/Zl1CIE2SJiNSlQVNimNlGYIS774z84H/R3QfU0vb/Awa6+6xajo8A5rj7j+r7vqFPiVHLBFm3Av8S1/SWyP4aGmGCLBGRujTVlBgrgWmR99MIZpCtzVTiupEiYYIFy4iNJ1gKNf1VT5AVt/rZrQSXTNGvWxOdH/IEWSIidWloMNwB/MDMNgEXRbYxs3wze7C6kZn1BnpQc2nTx81sPbAe6AT8qoH1NJ25c2s+wZis7OzgfBGRNNSgB9zc/VPgwgT7y4B/jNreCnRP0O6Chnz/UFVPkJXsXEnV0mCCLBGRuujJ54bI0AmyRETqokn0GioDJ8gSEamLrhhSIcMmyBIRqYuCIZUyZIIsEZG6qCtJRERiKBhERCSGgkFERGIoGEREJIaCQUREYigYREQkhoJBRERiKBhERCRGg9ZjCIuZ7QY+aKSP7wR80kif3VgysWZQ3U0tE+vOxJohfevu5e71TsOQkcHQmMysLJmFLNJJJtYMqrupZWLdmVgzZG7d1dSVJCIiMRQMIiISQ8FQ0wNhF3AUMrFmUN1NLRPrzsSaIXPrBnSPQURE4uiKQUREYrT4YDCzjma22sw2Rb52SNBmiJm9ambvmNk6M7ssjFqj6qm35ki7Z83sb2b2VFPXGFfHxWa20cw2m9mNCY63MbPFkeOvm1nvpq+ypiTqPt/M3jKzg2Z2aRg1xkui5uvMbEPk7/HzZtYrjDrjJVH3VWa23szeNrNXzOy0MOqMV1/dUe0mmpmbWWaMVHL3Fv0C7gRujLy/EfhNgjZ5QP/I+5OAncC30rnmyLELgTHAUyHWmgW8B/QFjgX+ApwW1+Zq4P7I+ynA4jT4e5FM3b2BwcCjwKUZUvP3gXaR97Mz6L/1CVHvxwLPZkLdkXbHAy8DrwH5YdedzKvFXzEA44BHIu8fAcbHN3D3cnffFHn/EVABhLlWZ701A7j788DnTVVULc4ANrv7Fnf/ElhEUH+06D/Pk8CFZmZNWGMi9dbt7lvdfR1wOIwCE0im5hfcfV9k8zXg5CauMZFk6v571OZxQDrcHE3m7zbA7cBvgP1NWVxDKBigi7vvjLz/GOhSV2MzO4Pgt4P3GruwOhxRzSHrDnwYtb09si9hG3c/CFQCJzZJdbVLpu50c6Q1Xwk806gVJSepus3sGjN7j+CK+WdNVFtd6q3bzP4X0MPd/7MpC2uoFrHms5mtAbomOHRT9Ia7u5nV+puImXUDFgLT3L1Rf0tMVc0iiZjZ5UA+8L2wa0mWu/8e+L2ZFQI3A9NCLqlOZtYKuBuYHnIpR6xFBIO7X1TbMTPbZWbd3H1n5Ad/RS3tTgD+E7jJ3V9rpFK/loqa08QOoEfU9smRfYnabDezY4Ac4NOmKa9WydSdbpKq2cwuIvgF43vufqCJaqvLkf63XgQsaNSKklNf3ccD3wFejPSMdgVWmtlYdy9rsiqPgrqSYCXf/OYxDVgR38DMjgWWA4+6+5NNWFtt6q05jawF+ptZn8h/xykE9UeL/vNcCvzJI3ftQpRM3emm3prNbCjw78BYd0+XXyiSqbt/1OYlwKYmrK82ddbt7pXu3snde7t7b4J7OmkfCoBGJRH0ZT9P8BdtDdAxsj8feDDy/nLgK+DtqNeQdK45sv1nYDdQRdD/+cOQ6h0NlBPcl7kpsu82gn8kAG2BJ4DNwBtA37D/XiRZ97DIf9cvCK5w3smAmtcAu6L+Hq8Mu+Yk6/4d8E6k5heAgWHXnEzdcW1fJENGJenJZxERiaGuJBERiaFgEBGRGAoGERGJoWAQEZEYCgYREYmhYBARkRgKBhERiaFgEBGRGP8/vAX1CS8oXOMAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "15\n", "{0: 'C', 1: 'C', 2: 'C', 3: 'C', 4: 'C', 5: 'O', 6: 'O'}\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "16\n", "{0: 'C', 1: 'C', 2: 'C', 3: 'C', 4: 'O', 5: 'O'}\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "17\n", "{0: 'C', 1: 'C', 2: 'C', 3: 'C', 4: 'O', 5: 'O'}\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "18\n", "{0: 'C', 1: 'C', 2: 'C', 3: 'C', 4: 'S'}\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "19\n", "{0: 'C', 1: 'C', 2: 'C', 3: 'C', 4: 'S'}\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "20\n", "{0: 'C', 1: 'C', 2: 'C', 3: 'C', 4: 'S'}\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "21\n", "{0: 'C', 1: 'C', 2: 'C', 3: 'C', 4: 'S', 5: 'S'}\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "22\n", "{0: 'C', 1: 'C', 2: 'C', 3: 'C', 4: 'S', 5: 'S'}\n" ] }, { "data": { "image/png": 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crrzySu644w46duyY6i5JBkhq+JvZFODnBNVsH3b3uxus7ww8CowCdgMXufuOWPtU+CdB5H1oWyo3t8W/ACILopWWllJZWcmYMWPqP6QNhUIKtGa8//77XH755Xz44YcsXbqUwYMHp7pLkuZaGv64e6seBIH/BvBloBOwCRjSoM01wAPh598Enmhuv6NGjXJJoPXr3XNz3YPz/frHRPDO4F8IPwY3WO8QbFde3miXBw8e9JdfftnvuusuLygo8K5du/rYsWN9/vz5/txzz/m+fftS8A/NfLW1tX7fffd5r169/MEHH/Ta2tpUd0nSGFDhLcjuVp/5m9k/Az9y9/PDr+eHf6ksiGjzbLjNS2bWAXgfyPMYB9eZf4LNmBG1Ps0k4BLgyljbmkFhIf773/Pqq6/Wn9lHFkQrKCg4siCatNprr73GxRdfzIABA/jVr35FnuoDSRQtPfOPxxW+JwE7I17vAsY21cbdD5nZXuB44MM4HF+OVjP3oW2WOweWL2d47958ftxxFBQU1BdEO+GEE+LbV6k3ZMgQ1q1bx2233cbw4cP59a9/rfpAcszSqryDmc0F5gL0798/xb1pw5q5f+x84GbgNOBOgr8GGmrXvj1rr7ySngsWRFkridKpUycWLlzIlClTVB9IWiUeUyveASIvSewbXha1TXjYpzvBB79HcPeH3D3k7iH9SZtAMe5DuxB4k+A/bC7wL0S/FWGHgwfp+U7D/2ZJlnPPPZdNmzbx4YcfEgqF2LhxY6q7JBkmHuFfDgwys5PNrBPBB7olDdqUALPDzy8EVsUa75cEi3Ef2rFAN6AzwX/YOGBFU411H9qU6tGjB48//jjz58/nvPPOY9GiRdTW1qa6W5IhWh3+7n4IuBZ4Fngd+K27bzGzH5tZ3V3sfg0cb2bbgRsIRhUkBXbs2MEbuxv90dUkA5r8La370KacmXHJJZdQXl7OU089xeTJk9m5c2fzG0rWi8sVNe6+wt0Hu/sp7n5neNnt7l4Sfr7f3We6+6nuPsbd34zHcSU2d2fbtm08/PDDzJo1iwEDBjB27Fhe/OwzDnZo/HHPxwS/wfcDh4BlwBqIesNy3Yc2vQwcOJDVq1czefJkRo0axRNPPJHqLkma0xW+bYi78/rrr1NWVkZZWRlr1qyhXbt2TJw4kYkTJzJhwgROO+00rLoaBgxoNO5fDVwA/IXg4o3TgZ8A50U7WJcu8PbbSan5I0enoqKCiy++WPWBslQyp3pKitTW1lJZWcmaNWvqw75bt25MnDiR888/n7vuuouTTz65cX2cJu5Dm0fwAU6zzIIa9Qr+tBQKhfjzn//MjTfeyPDhw1UfSKLSmX8GOXToEBs2bKg/s1+7di29e/c+4sy+xbXgy8th0qRjug8tublQVtbo5iSSfkpKSvjOd77DFVdcofpAWUKF3dqAAwcOUF5eXn9m/9JLL9G/f38mTJhQH/Z9+vQ59gMkuLaPpAfVB8ouGvY5GimuY1+npqaGdevW1Z/Zr1+/nsGDBzNx4kSuvvpqli5dSq9eveJ3wFbch1YyR58+ffjDH/7A/fffz7hx47jzzju56qqrsrJctvxDdp/5p6iOfZ3PPvuMF198sf7MfsOGDZxxxhn1Z/bjxo3ji1/8YtyP20gr7kMrmUX1gdo+Dfs0J4l17Ot8/PHHvPDCC/Vn9q+++iojR46sH8I5++yzM/Y+tJI5Dhw4wG233cbSpUtVH6gNUvjHkqSx7t27d7NmzZr6M/tt27YxZsyY+jP7sWPHqiaLpMzzzz+v+kBtkMK/KVFmuXxOcMOB54CPgFOABcDUhts2M8vl/fffP2La5VtvvcXZZ59df2Y/evRoOnXqFP9/k8gx2rNnD9dccw2VlZUsW7aM4cOHp7pL0kr6wLcpCxYcOaZNcDVrP6AM6E9Qy+YbwGZgYGTDmppg+yefBIIbjtcFfVlZGVVVVZxzzjlMmDCBOXPmMGLECDpEuZJWJF3U1QdatmwZ5513Hj/4wQ+44YYbdDvNLJBdZ/5VVVGvbI1mGHAH8PUGyw917Mj1M2bwh/Xr+fTTT4+Ydjl06FDat28f3z6LJMmOHTu49NJL6dixI0uWLGn5NSOSVnTmH00zdezrfABsBb4SZd3h2lq+deAA855+mn/6p3/SdDlpM+rqAy1cuJBRo0bxi1/8gosuuijV3ZIEya6/7WLUsa9zELiYoJzx6VHWdz58mLO7dmXIkCEKfmlz2rdvzw9/+ENWrFjB7bffzqxZs/jkk09S3S1JgOwK/xh17AFqgUsJ7kJ/X6yGqmMvbVxdfaDc3FyGDx/O2rVrU90libPsCv8YNxN34AqCIZ8ngZgVUFTHXrLAF77wBR544AHuvfdeZs6cya233srBgwdT3S2Jk+wK/2HDglLEUcwjuBPNfwExZzurjr1kmWnTprFhwwY2bNjAuHHj2Lp1a6q7JHGQXeE/Z07UxW8BDwIbgT5A1/BjWbTG7k3uR6St6tOnD08//TSzZ89m3LhxPPTQQ6TrTEFpmewK/7o69g0+qB1AMOyzH/gs4nFxw+1Vx16ymJnx3e9+l7KyMoqLiyksLKS6ujrV3ZJjlF3hD0FxsmO9jD0nJ9heJIsNGTKEdevWcdpppzF8+HBWrlwZe4OqKrjnHrjkEviXfwm+3nNPUEtKUsfd0/IxatQoT5j773fPzXUPBnFa9sjNDbYTkXrPP/+89+vXz6+99lrft2/fkSvXr3cvLHTv0iV4RP485eQEywoLg3YSN0CFtyBjs+/MH4LibIsWBbV6mpurb6YbmIg0YdKkSWzatIkPP/yQUCjExo0bgxXFxUENreXLg2trGl5fU1MTLFu+PGhXXJzsrme97Ax/CIK8rAwKC4MZQA2HgnJyguWFhUE7Bb9IVHX1gX74wx/y1a9+lT/OmIHXVc1t7kNh96BdUZF+ASRZdtX2aYrq2IvExbtPPUXPGTPoUlsbdf02YChwIbC04UrdGzouVNvnaOTlwU03pboXIhnvS0uWxJwC+l2gyXviNaiaK4mVvcM+IhJfVVXwzDNYE+H/G+CLQEFT27sHtxLVLKCkUPiLSHzEqJr7CXA78G/N7cOsxdV3pXUU/iISHzGq5t5GUDurb3P7qKkJPnuThNOYv4jERxNVczcS3CJ1Q0v3o6q5SaHwF5H4aKJq7mpgB8EtUiEonXIYeA34c7QNVDU3KVo17GNmPc3sT2a2Lfy10f+amQ03s5fMbIuZVZqZbg0k0hY1UTV3LvAGwV8AG4Grgf8BPBttH6qamzStHfO/GSh190FAafh1Q/uAWe7+FWAKcK+ZfbGVxxWRdNNEtdtcgmq5dY+uQBcg6hU0qpqbNK0N/+nAkvDzJcDXGjZw963uvi38/F2giib+30UkgzVRNbehHxHlAi+CO+ntO/dcXViZJK0N/xPc/b3w8/eBE2I1NrMxBHdJfKOVxxWRdNSKqrmHOnZk+ksvsWzZMt0rIAmaDX8ze87MXo3ymB7ZLlxNrsn/MTM7EXgMuMzdo177bWZzzazCzCpUJ1wkA40e/Y+iiUcjN5dOP/85dz/3HHfddRczZ87UvQISrNnwd/fJ7n5GlMdTwAfhUK8L96po+zCz44A/ALe4+8sxjvWQu4fcPZSnP/1EMlMrquaOGjWKV155hZNPPpkzzzyTkpKS5PQ5C7V22KcEmB1+Pht4qmEDM+sE/D/gUXf/fSuPJyKZoBVVc7t06cLPfvYznnjiCa6//nouu+wy9jZxDYEcu1ZV9TSz44HfEkzhfQv4hrt/ZGYh4Gp3v9LMLgEeAbZEbDrH3TfG2ndSq3qKSOK0omrup59+SlFREStXruSRRx4hPz8/KV3OZC2t6qmSziKS9p555hmuuuoqvv71r7NgwQJyj/YzhSzS0vBXbR8RSXtTp06lsrKS6upqRowYwbp161LdpYyn8BeRjNCzZ08ef/xxfvrTnzJt2jRuvfVWDhw4kOpuZSyFv4hklJkzZ7Jp0yY2bdrE2LFj2awqoMdE4S8iGadPnz6UlJTwve99j/z8fBYuXMjhw4dT3a2MovAXkYxkZlx++eWUl5ezcuVKJk6cyPbt21PdrYyh8BeRjDZw4EBKS0uZOXMmZ511FsXFxSoP0QIKfxHJeO3ateO6665j7dq1PPLII0yZMoVdu3alultpTeEvIm3G6aefzosvvsj48eMZOXIkS5cu1V8BTVD4i0ib0qFDB2677TZWrlzJ3XffzYUXXqgicVEo/EWkTRo5ciQVFRWccsopnHnmmTz1VKPSY1lN4S8ibVaXLl245557eOKJJ7jhhhuYM2eOisSFKfxFpM0755xz2LRpEzk5OQwbNoxVq1alukspp/AXkazQtWtXiouLefDBB5k1axbf//732bdvX6q7lTIKfxHJKlOmTGHz5s3s3r07q4vEKfxFJOv06NGDZcuWceeddzJ9+nRuueWWrCsSp/AXkax14YUXsnHjRiorKxkzZgyVlZWp7lLSKPxFJKvVFYn7/ve/T0FBQdYUiVP4i0jWqysSV1FRwcqVK5kwYUKbLxKn8BcRCRswYAClpaV84xvf4KyzzuL+++9vs+UhFP4iIhEii8QtXryY888/v00WiVP4i4hEUVckbsKECYwcOZLHHnusTf0VYOn6jwmFQl5RUZHqboiIsGHDBmbNmsXgwYN54IEHyMvLa7pxVRUsXgyVlbB3L3TvDsOGwWWXQazt4sTMXnH3UHPtdOYvItKMESNGUFFRwamnnsqwYcOiF4krL4cZM2DAALjjDli2DJ5+Ovj6ox9B//7B+vLypPc/GoW/iEgLdO7cmYULF/K73/2ucZG44mKYNAmWL4f9+4NHpJqaYNny5UG74uJkd78Rhb+IyFEYP378EUXi/vKv/wpFRbBvHzQ3jO4etCsqSvkvAIW/iMhRqisS95sbb6T/v/97EOgR7gNCQGdgTrQd1P0CSOHnmgp/EZFj9M+rV5MTZfmXgFuBy2NtXFMDCxYkpF8tofAXETkWVVXwzDNYlKGeGcDXgONjbe8OK1ZAim4xqfAXETkWixe3fh9m8dnPMWhV+JtZTzP7k5ltC3/tEaPtcWa2y8zua80xRUTSQmVl41k9R6umBjZvjk9/jlJrz/xvBkrdfRBQGn7dlJ8Aa1p5PBGR9BCvewHv2ROf/Ryl1ob/dGBJ+PkSgmGuRsxsFHAC8MdWHk9EJD107x6f/fRocsAkoVob/ie4+3vh5+8TBPwRzKwd8L+BouZ2ZmZzzazCzCqqU/QhiIhIiwwbBl26RF11CNgPHA4/9oeXNZKTA0OHJqqHMTUb/mb2nJm9GuUxPbKdB0WCol3hcA2wwt2bLYvn7g+5e8jdQzFrZ4iIpNqcOU2u+imQA9wNLA0//2m0hu4x95NIHZpr4O6Tm1pnZh+Y2Ynu/p6ZnQhURWn2z8A5ZnYN0BXoZGafuXuszwdERNJb794wdWpQsqHBdM8fhR8xmcEFFySl2Fs0rR32KQFmh5/PBhpVO3L3i929v7sPJBj6eVTBLyJtwvz5wdDNscjJCbZPkdaG/93AeWa2DZgcfo2Zhczs4dZ2TkQkrY0eDYsWQW7u0W2XmxtsF2q28nLCqJ6/iEhrFRcHtXpqamIXdzMLzvgXLYJ58xLSFdXzFxFJlnnzoKwMCguDGUANh4JycoLlhYVBuwQF/9Fo9gNfERFpgVAInnwyqNWzeHFw5e6ePcE8/qFDg1k9aTSLUeEvIhJPeXlw002p7kWzNOwjIpKFFP4iIllI4S8ikoUU/iIiWUjhLyKShRT+IiJZSOEvIpKFFP4iIlkobWv7mFk18FYKDt0L+DAFx80Eem9i0/sTm96f2OL1/gxw92YvJU7b8E8VM6toSVGkbKT3Jja9P7Hp/Ykt2e+Phn1ERLKQwl9EJAsp/Bt7KNUdSGN6b2LT+xOb3p/Ykvr+aMxfRCQL6cxfRCQLZXX4m9lMM9tiZrVm1uSn7GY2xcz+ambbzSxrbj5vZj3N7E9mti38tUcT7Q6b2cbwoyTZ/Uy25r4fzKyzmT0RXr/OzAYmv5ep04L3Z46ZVUd8z1yZin6mgpn9XzOrMrNXm1hvZvbv4feu0sxGJqovWR3+wKvADGBNUw3MrD3wS2AqMAT4lpkNSU73Uu7BzG7bAAACiElEQVRmoNTdBwGl4dfR1Lj78PBjWvK6l3wt/H64Atjj7qcC/wdYmNxeps5R/Lw8EfE983BSO5lai4EpMdZPBQaFH3OB4kR1JKvD391fd/e/NtNsDLDd3d909wPAb4Dpie9dWpgOLAk/XwJ8LYV9SRct+X6IfN9+DxSYmSWxj6mUzT8vzXL3NcBHMZpMBx71wMvAF83sxET0JavDv4VOAnZGvN4VXpYNTnD398LP3wdOaKJdFzOrMLOXzayt/4JoyfdDfRt3PwTsBY5PSu9Sr6U/L18PD2v83sz6JadrGSFpedPm7+FrZs8BfaKsusXdn0p2f9JNrPcn8oW7u5k1NTVsgLu/Y2ZfBlaZ2WZ3fyPefZU247+A/3D3z83sOwR/JeWnuE9Zp82Hv7tPbuUu3gEiz0z6hpe1CbHeHzP7wMxOdPf3wn96VjWxj3fCX980s9XACKCthn9Lvh/q2uwysw5Ad2B3crqXcs2+P+4e+V48DNyThH5liqTljYZ9mlcODDKzk82sE/BNoM3PaAkrAWaHn88GGv2lZGY9zKxz+HkvYBzwWtJ6mHwt+X6IfN8uBFZ59lxQ0+z702AMexrwehL7l+5KgFnhWT9nAXsjhl7jy92z9gEUEoypfQ58ADwbXv4lYEVEuwuArQRns7ekut9JfH+OJ5jlsw14DugZXh4CHg4/PxvYDGwKf70i1f1OwvvS6PsB+DEwLfy8C/A7YDuwHvhyqvucZu/PAmBL+HvmeeD0VPc5ie/NfwDvAQfD2XMFcDVwdXi9EcyWeiP88xRKVF90ha+ISBbSsI+ISBZS+IuIZCGFv4hIFlL4i4hkIYW/iEgWUviLiGQhhb+ISBZS+IuIZKH/BhyBIoR68liwAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "23\n", "{0: 'C', 1: 'C', 2: 'C', 3: 'C', 4: 'S', 5: 'S'}\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "24\n", "{0: 'C', 1: 'C', 2: 'C', 3: 'C', 4: 'S', 5: 'S'}\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "25\n", "{0: 'C', 1: 'C', 2: 'C', 3: 'C', 4: 'C', 5: 'O'}\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "26\n", "{0: 'C', 1: 'C', 2: 'C', 3: 'C', 4: 'C', 5: 'O'}\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "27\n", "{0: 'C', 1: 'C', 2: 'C', 3: 'C', 4: 'C', 5: 'O'}\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "28\n", "{0: 'C', 1: 'C', 2: 'C', 3: 'C', 4: 'C', 5: 'O'}\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "29\n", "{0: 'C', 1: 'C', 2: 'C', 3: 'C', 4: 'C', 5: 'O'}\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "30\n", "{0: 'C', 1: 'C', 2: 'C', 3: 'C', 4: 'C', 5: 'O'}\n" ] }, { "data": { "image/png": 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gIG0Hn+sv+2nTpsXnQK1UhIKhFDXS7ZORGRgY4PDhw0UPeQ1emDZccHzkF7/gokcfZdyJE0Pe9zDBKXdPEZzFlisYTowbx8Nz5/Lt1tbTO/sDBw4wefLkvDv7trY2nQQgI1bJg8+jTyIRdPWr3O2TkRkzZgxNTU00NTVx7rnnFrzc4Pn0ucJjz549nNy6NWsoAPx3got08p0KML6/n/YJE2i+8cbTO/vJkyfX5vEUeVdSMAxnyhTd++hdxMyYNGkSkyZNYubMmdkbvfwyZPn6zm3AEwT3finE+1tbef+CBSOsVKS8FAwixchxlfwzwO+AwUsvjxDcC+dF4P9lW6BKN0cTKcS7/CRjkSLNnRscPM6wAniFoOewDfgvwJ8Bj2VbRxVvjiZSCAWDSDFy3NSsHpie8mgAJgJZj0RV8eZoIoVQMIgUY/Aq+TxnBd1KjlNVq3xzNJFCKBhEitXREQwHjUSVb44mUggFg0ix2tuDCxvr64tbbvAqeV37IjVOZyWJjERMb44mUgj1GERGauXK4IZ4S5YEZyplDi/V1QXTlywJ2ikUJCbUYxApRZar5H+zZQvH6+r4w+uu01XyEksKBpEopFwl/9g3vsErr7zC3+uqeYkpDSWJRKy1tZV9+/ZVuwyREVMwiESspaWF/fv3V7sMkRFTMIhETD0GibtIgsHMFpjZS2a208xuzjJ/gpk9GM7/uZnNTJnXEU5/ycw+FkU9ItWkYJC4KzkYzGwscDewkOCLqz5tZhdkNLsBOODu7wfuBO4Il70AWAp8AFgA/GO4PpHY0lCSxF0UPYaLgZ3uvsvdTxB8u+HijDaLgfvC5w8Bl1nwFVSLgQfc/bi7/5bgS68ujqAmkappamrirbfeor+/v9qliIxIFMFwJvB6yuvd4bSsbdy9HzgEtBa4rEisjBkzhsbGRg4ePFjtUkRGJDYHn81shZl1mVlXX19ftcsRGZaOM0icRREMbwBnpbyeEU7L2sbMxgGNwL4ClwXA3de5e8LdE1N0JanUOAWDxFkUwdAJzDazWWY2nuBg8saMNhuBZeHza4Cn3N3D6UvDs5ZmAbOBX0RQk0hV6QC0xFnJt8Rw934z+wLBtxiOBe519xfM7Dagy903At8CvmtmO4H9BOFB2O6fCL4atx/4S3c/VWpNItWmHoPEWST3SnL3TcCmjGlfSXl+DPiLHMt+DfhaFHWI1AoFg8RZbA4+i8SJhpIkzhQMImWgHoPEmYJBpAwUDBJnCgaRMtBQksSZgkGkDNRjkDhTMIiUQWtrq3oMElsKBpEyaGlpUY9BYkvBIFIGDQ0NnDhxguPHj1e7FJGiKRhEysDMdABaYkvBIFImOgAtcaVgECkTBYPElYJBpEw0lCRxpWAQKRP1GCSuFAwiZaJgkLhSMIiUiYaSJK4UDCJloh6DxJWCQaRMFAwSVyUFg5m1mNnjZrYj/Lc5S5t5ZvYzM3vBzLab2adS5q03s9+a2bbwMa+UekRqiYaSJK5K7THcDDzp7rOBJ8PXmY4C/8ndPwAsAL5uZk0p829y93nhY1uJ9YjUDPUYJK5KDYbFwH3h8/uAqzIbuPvL7r4jfP57oBeYUuL7itQ89RgkrkoNhmnuvid83gNMG66xmV0MjAdeSZn8tXCI6U4zm1BiPSI1Y7DH4O7VLkWkKHmDwcyeMLPnszwWp7bz4Lc/5yfAzNqA7wLXu/tAOLkDOB9oB1qALw6z/Aoz6zKzrr6+vvxbJlJlEydOZNy4cbz99tvVLkWkKOPyNXD3y3PNM7O9Ztbm7nvCHX9vjnaTgB8DX3L3LSnrHuxtHDezbwOrhqljHbAOIJFI6E8wiYXB4aSGhoZqlyJSsFKHkjYCy8Lny4BHMxuY2Xjgh8B33P2hjHlt4b9GcHzi+RLrEakpOgAtcVRqMNwOXGFmO4DLw9eYWcLM7gnbfBL4D8DyLKel3m9m3UA3MBn4aon1iNQUBYPEUd6hpOG4+z7gsizTu4DPhc+/B3wvx/KXlvL+IrVOZyZJHOnKZ5EyUo9B4kjBIFJGCgaJIwWDSBlpKEniSMEgUkbqMUgcKRhEyqi1tVU9BokdBYNIGbW0tKjHILGjYBApIw0lSRwpGETKSAefJY4UDCJl1NLSwsGDBxkYGMjfWKRGlHTls4gMo7eXcevX8z0z+hctYvzkyTB3Llx/PUzRV5JI7bI43is+kUh4V1dXtcsQya6zE1avhs2bg9fHjr0zr64O3GHhQujogPb26tQo70pmttXdE/naaShJJEpr18L8+bBhQxAIqaEAkEwG0zZsCNqtXVuNKkWGpaEkkaisXQurVsHRo/nbugftVoVfQbJyZXlrEymCegwiUejszBoK84GJQEP4+LeZyw2Gg4ZGpYYoGESisHp1MEyUxV3AkfDxUrYGyWSwvEiNUDCIlKq3NzjQPNITOdxh0ybQd5lLjVAwiJRq/fphZ3cQfD3hh4FncjUyy7sekUopKRjMrMXMHjezHeG/zTnanUr5Ws+NKdNnmdnPzWynmT0Yfj+0SLxs3z707KPQHcAu4A1gBfAJ4JVsDZNJ6O4uV4UiRSm1x3Az8KS7zwaeDF9nk3T3eeHjypTpdwB3uvv7gQPADSXWI1J5hw7lnPVHwPuACcAygl7DplyNDxyIujKRESk1GBYD94XP7wOuKnRBMzPgUuChkSwvUjMaGwtuakDOIxHNWTvcIhVXajBMc/c94fMeYFqOdhPNrMvMtpjZ4M6/FTjo7v3h693AmSXWI1J5c+fCxIlDJh8EHgOOAf3A/cBzwIJs66irgzlzylikSOHyXuBmZk8A07PM+lLqC3d3M8v1x9A57v6GmZ0LPGVm3UDu/nf2OlYQDNNy9tlnF7OoSHktXw633DJk8kngy8BvgLHA+cAG4Lxs63AP1iNSA/IGg7tfnmueme01szZ332NmbUBvjnW8Ef67y8yeAS4CHgaazGxc2GuYQXCMLlcd64B1ENwrKV/dIhUzdWpw76MNG9JOWZ0CdBayvBksWqQb60nNKHUoaSPBMTXCfx/NbGBmzWY2IXw+eNbeix7cve9p4JrhlheJhY6OYDhoJOrqguVFakSpwXA7cIWZ7QAuD19jZgkzuyds8wdAl5n9iiAIbnf3F8N5XwRuNLOdBMccvlViPSLV0d4Oa9ZAfX1xy9XXB8sl8t7wUqRidNttkSgN3kgvmRz+SmizoKewZo1uoCcVo9tui1TDypXw7LOwZElwplLm8FJdXTB9yZKgnUJBapBuuy0StUQCHn44uPfR+vXQ3c2Wf/5nZlx4ITMWLgzOPtKBZqlhCgaRcpkyBW66CYC/v/ZaPv7xj3PttddWuSiR/DSUJFIBTU1NHNAtLyQmFAwiFdDc3MzBgwerXYZIQRQMIhXQ1NSkYJDYUDCIVICGkiROFAwiFaChJIkTBYNIBWgoSeJEwSBSARpKkjhRMIhUgIaSJE4UDCIVoB6DxImCQaQCGhsbOXz4MAMDA9UuRSQvBYNIBYwbN476+nqOHDlS7VJE8lIwiFSIhpMkLhQMIhWiA9ASFwoGkQrRtQwSFyUFg5m1mNnjZrYj/Lc5S5s/NbNtKY9jZnZVOG+9mf02Zd68UuoRqWUaSpK4KLXHcDPwpLvPBp4MX6dx96fdfZ67zwMuBY4CP0lpctPgfHffVmI9IjVLQ0kSF6UGw2LgvvD5fcBVedpfA2x296Mlvq9I7GgoSeKi1GCY5u57wuc9wLQ87ZcCP8iY9jUz225md5rZhBLrEalZGkqSuMgbDGb2hJk9n+WxOLWduzvgw6ynDZgDPJYyuQM4H2gHWoAvDrP8CjPrMrOuvr6+fGWL1BwNJUlc5P3OZ3e/PNc8M9trZm3uvifc8fcOs6pPAj9095Mp6x7sbRw3s28Dq4apYx2wDiCRSOQMIJFapR6DxEWpQ0kbgWXh82XAo8O0/TQZw0hhmGBmRnB84vkS6xGpWTrGIHFRajDcDlxhZjuAy8PXmFnCzO4ZbGRmM4GzgGczlr/fzLqBbmAy8NUS6xGpWRpKkrjIO5Q0HHffB1yWZXoX8LmU178DzszS7tJS3l8kTjSUJHGhK59FKkQ9BokLBYNIhegYg8SFgkGkQhoaGkgmk5w8eTJ/Y5EqUjCIVIiZ0dTUxKFDh6pdisiwFAwiFaThJIkDBYNIBenMJIkDBYNIBenMJIkDBYNIBWkoSeJAwSBSQRpKkjhQMIhUkIaSJA4UDCIVpB6DxIGCQaSCdIxB4qCkm+iJSBF6e7nkX/+VOT/9KXziE9DYCHPnwvXXw5Qp1a5O5DQLvngtXhKJhHd1dVW7DJHCdHbC6tWweTOnBgYYe+LEO/Pq6sAdFi6Ejg5ob69enTLqmdlWd0/ka6ehJJFyWrsW5s+HDRvg2LH0UABIJuHYsWD+/PlBe5Eq01CSSLmsXQurVsHRo/nbugftVoXfbrtyZXlrExmGegwi5dDZmTUUrgPagEnAecA9mcsNhoOGSqWKSgoGM/sLM3vBzAbMLOe4lZktMLOXzGynmd2cMn2Wmf08nP6gmY0vpR6RmrF6dTBMlKED+B1wmOAL078MbM1slEwGy4tUSak9hueBq4HncjUws7HA3cBC4ALg02Z2QTj7DuBOd38/cAC4ocR6RKqvtxc2bw6GhzJ8AJgQPrfw8UpmI3fYtAn6+spapkguJQWDu//a3V/K0+xiYKe773L3E8ADwGIzM+BS4KGw3X3AVaXUI1IT1q8fdvbngXrgfIJhpUXZGpnlXY9IuVTiGMOZwOspr3eH01qBg+7enzFdJN62bw/ONMrhH4G3gH8h6G5PyNYomYTu7rKUJ5JP3mAwsyfM7Pksj8WVKDCljhVm1mVmXX3qYkstK+Ab2sYCf0zw11DOE1R16wypkrynq7r75SW+xxvAWSmvZ4TT9gFNZjYu7DUMTs9VxzpgHQQXuJVYk0j5NDYW3LSfLMcYBjU3R1GNSNEqMZTUCcwOz0AaDywFNnpwyfXTwDVhu2XAoxWoR6S85s6FiROHTO4lOMB2BDgFPAb8ALgs2zrq6mDOnDIWKZJbqaerLjGz3cAlwI/N7LFw+hlmtgkg7A18geBz8Gvgn9z9hXAVXwRuNLOdBMccvlVKPSI1YfnyrJONYNhoBtAMrAK+DlyZrbF7zvWIlJvulSRSDldfHdzmYiSfLzNYsgQefjj6uuRdTfdKEqmmjo5gOGgk6uqC5UWqRMEgUg7t7bBmDdTXF7dcfX2wXCLvH3UiZaOb6ImUy+CN8FatCq5LGG5YySzoKaxZoxvoSdWpxyBSTitXwrPPBscMJk4cOrxUVxdMX7IkaKdQkBqgHoNIuSUSwYHkvr7gNhfd3cHFa83NwSmpy5frG9ykpigYRCplyhS46aZqVyGSl4aSREQkjYJBRETSKBhERCSNgkFERNIoGEREJI2CQURE0igYREQkjYJBRETSxPK222bWB7xa5GKTgTfLUE61aHtq32jbJm1PbStke85x97yX2ccyGEbCzLoKuQ95XGh7at9o2yZtT22Lcns0lCQiImkUDCIikubdFAzrql1AxLQ9tW+0bZO2p7ZFtj3vmmMMIiJSmHdTj0FERAowaoPBzFrM7HEz2xH+25yj3dlm9hMz+7WZvWhmMytbaWEK3Z6w7SQz221md1WyxmIUsj1mNs/MfmZmL5jZdjP7VDVqHY6ZLTCzl8xsp5ndnGX+BDN7MJz/81r9/RpUwPbcGH5OtpvZk2Z2TjXqLFS+7Ulp9+dm5mZW82cpFbJNZvbJ8Of0gpl9v+g3cfdR+QD+Brg5fH4zcEeOds8AV4TPG4D6atdeyvaE878BfB+4q9p1l7I9wHnA7PD5GcAeoKnatafUNxZ4BTgXGA/8Crggo83ngf8VPl8KPFjtukvcnj8d/IwAK+O+PWG79wHPAVuARLXrjuBnNBv4JdAcvp5a7PuM2h4DsBi4L3x+H3BVZgMzuwAY5+6PA7j7EXc/WrkSi5J3ewDM7EPANOAnFaprpPJuj7u/7O47wue/B3qBWvoOzIuBne6+y91PAA8QbFeq1O18CLjMzKyCNRYj7/a4+9Mpn5EtwIwK11iMQn4+AH8N3AEcq2RxI1TINv1n4G53PwDg7r3FvsloDoZp7r4nfN5DsLPMdB5w0MwHuM2mAAACr0lEQVQeMbNfmtnfmtnYypVYlLzbY2ZjgP8JrKpkYSNUyM/nNDO7mOAvpFfKXVgRzgReT3m9O5yWtY279wOHgNaKVFe8QrYn1Q3A5rJWVJq822NmHwTOcvcfV7KwEhTyMzoPOM/M/q+ZbTGzBcW+Say/89nMngCmZ5n1pdQX7u5mlu30q3HAnwAXAa8BDwLLgW9FW2lhItiezwOb3H13LfxRGsH2DK6nDfgusMzdB6KtUkbCzK4DEsBHql3LSIV/SP0dwWd+NBlHMJw0n6BH95yZzXH3g8WsILbc/fJc88xsr5m1ufuecMeSrTu1G9jm7rvCZTYA/44qBUME23MJ8Cdm9nmC4yXjzeyIu+c86FZOEWwPZjYJ+DHwJXffUqZSR+oN4KyU1zPCadna7DazcUAjsK8y5RWtkO3BzC4nCPePuPvxCtU2Evm2533AhcAz4R9S04GNZnalu3dVrMriFPIz2g383N1PAr81s5cJgqKz0DcZzUNJG4Fl4fNlwKNZ2nQCTWY2OG59KfBiBWobibzb4+6fcfez3X0mwXDSd6oVCgXIuz1mNh74IcF2PFTB2grVCcw2s1lhrUsJtitV6nZeAzzl4RHBGpR3e8zsIuCbwJUjGbuusGG3x90Puftkd58Zfma2EGxXrYYCFPY7t4Ggt4CZTSYYWtpV1LtU+yh7uR4E47hPAjuAJ4CWcHoCuCel3RXAdqAbWA+Mr3btpWxPSvvl1PZZSXm3B7gOOAlsS3nMq3btGduxCHiZ4NjHl8JptxHsYAAmAv8b2An8Aji32jWXuD1PAHtTfh4bq11zKduT0fYZavyspAJ/RkYwRPZiuF9bWux76MpnERFJM5qHkkREZAQUDCIikkbBICIiaRQMIiKSRsEgIiJpFAwiIpJGwSAiImkUDCIikub/AyIermC78QsVAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "31\n", "{0: 'C', 1: 'C', 2: 'C', 3: 'C', 4: 'C', 5: 'O', 6: 'O'}\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "32\n", "{0: 'C', 1: 'C', 2: 'C', 3: 'C', 4: 'C', 5: 'O', 6: 'O'}\n" ] }, { "data": { "image/png": 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sIEGSur/SaCaRIzJlyhSuu+46mjRpkuxQROodc/dkx3DYcnJyvKCgINlhSIr6+uuvyc7OZvXq1Zx88snJDkckZZjZcnfPqamcZj5LgzNr1izOP/98JQWRI6TEIA3OlClTGDNmTLLDEKm3lBikQVm+fDlffPEFffv2TXYoIvWWEoM0KFOmTOH6669Xp7NIDLROgDQYu3bt4vnnn2ftWg1sE4mFagzSYMycOZMLL7yQdu3aJTsUkXpNiUEaBHfXTGeROFFTUnWKi2HaNCgshJISaNkSuneH0aNBy3KklIKCAkpKSrj44ouTHYpIvafEEEl+PkycCK+GFoEtK/v22ty5cNdd0L8/jB8PPXsmJ0apoLzT+aijVAkWiZUSQ2WTJ8O4cVBaCpFmhZeWBv/OmwcLF8IDD8DYsYmNUSooKSlhzpw5rFu3LtmhiDQISgzhypPCnj01l3UPyo0bFxwrOSRNXl4eF198MW3btk12KCINgurd5fLzqySFxwg2j2gOjIp2X3ly0NpNSaFOZ5H4U2IoN3Hit81EIScDvwWuqene0tLgfkm4999/n927d3PhhRcmOxSRBkOJAYLRR6++WqVP4TLgUqBVTfe7w4IFsGNHHQUo0UydOlWdziJxpt8mCIakxsosPq8jtfbVV18xd+5cRo8enexQRBoUJQYI5imED0k9EqWlsGpVfOKRWnnmmWe45JJLaNOmTbJDEWlQNCoJgslrcVD41lv89Q9/oGPHjnTq1ImOHTvSunVrQrvWSRyVdzo//PDDyQ5FpMFRYoBgRnMcpLVpQ3FxMe+//z6bN29m8+bN7N27l44dOx56lCeM8ueZmZlKHEfg3XffZe/evVxwwQXJDkWkwYlLYjCzfsDDBHs+P+Hu91e63hx4Gjgb+Acw1N03h66NB64FDgA3ufvCeMR0WLp3hzlzqjQn7Q89DoQeZQTfsIjftIwMTv/3f+eBX/+6wuldu3YdShKbNm1i8+bNvP3222zatIlNmzbh7hETRvnz448/vi6+4nqvfDMeJVWR+It5z2czawJ8BPQBioB8YLi7rw0r83Ogu7v/zMyGAUPcfaiZdQVmAb0IRoe+DnRx9wPVvWfc93wuLoYOHaokhruB/6xU9K7Q+SrS02HLlsNeQ+mrr746lDDCk0f586ZNm0atbXTs2JFjjz32sN6v3omwXtWezp3p9sc/8t7GjZyoNatEaq22ez7HIzGcB9zt7peEjscDuPvEsDILQ2XeNbOmwHbgROD28LLh5ap7z7gnBoDLLguWuTiS74cZDBkS1DriyN358ssvIyaM8ufp6elRaxsdO3bk6KOPjmtMCVPNelX7mjXDDxwgbfBgrVclchhqmxji0ZTUHvg07LgIOCdaGXffb2YlBNMD2gPvVbq3fRxiOnzjxwdrH9VmOYzKMjKC++PMzGjVqhWtWrXi7LPPrnLd3dmxY0eFhLF69WpefvllNm3axCeffMKxxx4btbbRoUMHMjIy4h53zGpYr6rZvn3BE61XJVIn6k3ns5mNAcYAZGdnx/8NevYMPmBqu1ZSuRYtgvtyakzCcWdmtGnThjZt2tCrV68q1w8ePEhxcXGFGsaKFSt48cUX2bx5M1u2bCEzMzNqU1V2djbNmzdP7Bel9apEki4eiWErcErYcVboXKQyRaGmpJYEndC1uRcAd58KTIWgKSkOcVdV/sFS3eqq5cyCmkIK/7V61FFH0bZtW9q2bct5551X5frBgwfZtm1bheapZcuWMXv2bDZv3kxRURGtW7eO2lSVnZ1Ns2bN4hdwhPWqwq0HugE/BZ4Jv1CeHHr2TEqCFmlo4tHH0JSg8/kigg/1fCDX3deElfkF0C2s8/kyd7/CzM4EZvJt5/NioHPCO58rKygI2rcXLAgSQPgaShkZQcIYMCBoPmrAH0QHDhxg69atUTvGt23bxkknnRS1qSorK4umTQ/jb48a+nn6AqVAByolBqizfh6RhiRhnc+hNxsAPEQwXPVJd/8vM7sHKHD3+WaWDswAvg98CQxz949D904gWKduP3Czu79a0/vVeWIot2NHMCJm1SrYuRMyM6FbNxg1Sju4Afv27WPr1q1RO8Y///xzTj755KhNVSeffDJNmjQJXizKyLByzwJzga7ABiIkBjjikWEijUVCE0OiJSwxSEy++eYbPv3006ijqr744guysrLo1KkTN5SUcOnKlTTbv7/K6+wiWP78DeAJqkkMGRnwn/8JleaSiEggkaOSRCJKS0vjtNNO47TTTot4vaysjC1btrB582Y63XFHxKQAcAfBDMismt5Q61WJxIUSgyRNeno6Xbp0oUuXLvDooxHLrCSY9biiti+6c2ecohNpvJQYJDVEWa9qCbAZKB+g/DXB8iRrgb9HuiEzM+6hiTQ2WnZbUkP37kHncSVjgI0ENYeVwM+AgUCkBbX2NW3Kro4d6zBIkcZBiUFSw6hREU+3ANqGPY4B0gnWU6nM3fmXhx9mwIABzJ49m9JKW7WKSO0oMUhqaNMG+vfnYA2rpd5NlBFJZqQNHswHn31Gbm4uf/7zn2nfvj1jxozhnXfeoT6OvhNJFiUGSQnuTl52NmVH+gEeWq/q6KOPZsSIESxatIjCwkJOO+00rr/+ejp37sw999zDpk2b4hu4SAOkxCBJV1ZWxujRo3lg6VJK77svWH/qcERZryorK4vbbruNNWvWMGvWLHbs2EGvXr04//zzefLJJ9m1a1ccvwqRhkOJQZJq27Zt9O7dm927d/P222/TasKE4EO+RYtgmYvqmH2bFKpZr8rM6NmzJ48++ihbt27l5ptv5i9/+QvZ2dlceeWVLFq0iAMHql2FRaRRUWKQpMnPz6dXr14MHDiQ55577tu9I8aOhaVLg7WP0tODZqJwGRnB+SFDgnKHsYhhWloaQ4YM4cUXX2TDhg2ce+65TJgwgezs7EO1C5HGTktiSFLk5eVx8803M3XqVIYMGRK9YILWq1qzZg0zZsxgxowZtGvXjpEjRzJ8+HBat24dt/cQSTatlSQp6cCBA/zHf/wHzz//PC+99BLdunVLdkgVHDhwgMWLF/P000/z8ssv07t3b0aOHMnAgQNJS0tLdngiMaltYlBTkiRMSUkJgwYNIj8/n2XLlqVcUgBo0qQJffv25ZlnnmHLli0MGjSIhx9+mPbt23PjjTeybNkyDX2VBk+JQRLio48+4txzz6VTp04sXLiwXjTRHHfccVxzzTUsWbKEZcuWcdJJJ5Gbm0vXrl25//77KSoqSnaIInVCiUHq3KJFi/jxj3/MLbfcwmOPPRbfXd8SpFOnTtxxxx2sX7+eJ554gk2bNnHWWWfRp08fnnnmGXbv3p3sEEXiRolB6oy7M2nSJEaOHMkLL7zAmDFjkh1SzMyMH/7wh0yZMoWioiKuv/56Zs2aRVZWFqNHj+bNN9/k4MGDyQ5TJCbqfJY6UVZWxs9+9jNWrlzJSy+9RIcOHZIdUp3avn07M2fOZPr06ZSUlHDVVVdx9dVX07lz52SHJnKIOp8lacInrb3zzjsNPikAtG3blltvvZUPPviAl156id27d/PjH/+YH/zgB0yZMoWd2idC6pGYEoOZnWBmr5nZ+tC/VRbDN7MeZvauma0xs0IzGxp2bZqZbTKzlaFHj1jikeSLOmmtETnrrLOYNGkSn376KRMmTGDx4sV07NiRK664gpdffpl9+/YlO0SRasVaY7gdWOzunYHFoePK9gBXu/uZQD/gITM7Puz6r929R+ixMsZ4JIny8vIYMGAAjzzyCHfccQdW05IWDVyzZs0OJcjNmzdz0UUX8bvf/Y6srCxuueUWVq7Uj7ukplgTw2Bgeuj5dODSygXc/SN3Xx96/hlQTOTl9KWeOnDgALfddht33HEHb7zxRvUzmRupzMxMbrjhBv72t7/x9ttvc8wxxzB48GDOOuss/vjHP7J9+/ZkhyhySKyJ4SR33xZ6vh04qbrCZtYLSCPYlKvcf4WamB40s+YxxiMJVh8mraWazp07c++997Jp0yYefvhhVq9ezRlnnMHAgQOZPXs2ZWVlyQ5RGrkaE4OZvW5mqyM8BoeX82B4U9QhTmbWDpgBjHb38vF844HTgZ7ACcBt1dw/xswKzKxgx44dNX9lUufq46S1VHLUUUfRu3dvnnrqKYqKihg+fDhPPPEEJ598sjYYkqSKabiqmX0I9Hb3baEP/iXu/t0I5Y4j2Nf9d+7+QpTX6g2Mc/ef1PS+Gq6afIsWLeKqq67i3nvvbRDzE1JJUVERzzzzDNOnT2ffvn1cffXVXH311XTUftYSo0QNV50PjAw9Hwm8FCGQNOBF4OnKSSGUTLCgl/JSYHWM8UgdC5+09vzzzysp1IGsrCxuv/121q5dy6xZsyguLiYnJ0cbDEnCxFpjaAU8B2QDnwBXuPuXZpYD/MzdrzOzEcBTQPhC96PcfaWZvUHQEW3AytA9X9f0vqoxJEdjm7SWSr755hteeeUVpk+fzpIlSxg4cCAjR47koosuokmTJskOT+oJLbstcbVt2zaGDBnCKaecwrRp0xrl/IRU8cUXXzBr1iymT5/Otm3bGDFiBCNHjqRr167JDk1SnGY+S9xo0lpqad26Nb/85S8pKChg0aJFAPTp04ecnBweffRRvvjiiyRHKPWdagxSrVrvtCZJVb7B0PTp03nllVfiv8FQcXGwk15hIZSUQMuW0L07jB4d1530pG6pKUlikuo7rUl0u3bt4oUXXmD69OmsXbuWoUOHMnLkSHJycg5/Nnp+PkycCK++GhyHz7HIyAB36N8fxo+Hnj3j90VInVBikCNWUlJCbm4upaWlPPfcc5qfUI9t2rSJGTNm8PTTT5OWlsbVV1/NiBEjyMrKqvnmyZNh3DgoLQ0SQDRmQZJ44AEYOzZ+wUvcqY9BjogmrTUsnTp14s4772T9+vX87//+L5s2baJ79+41bzBUnhT27Kk+KUBwfc+eoPzkyfH/IiThlBjkkIaw05pEFr7B0NatW7nuuusqbDC0ZMmSbzcYys//NimE6Q2kA8eEHlVmspYnB9Xm6z0lBtGktUYmIyODoUOH8sorr7Bu3Tq+973vcdNNN3Hqqadyxx138PWECUHzUQSPAV+HHh9GKlBaGvRJSL2mxNDIlZWVMXr0aJ5++mnee+89/vVf/zXZIUkCtW3bll/96lcUFhYyb948bMcOmr72Ws3NR9G4w4IFoPXM6jUlhkasMe60JtH16NGDe049lebp6VHLjAdaAz8kWPwsIrNgaKvUW0oMjZQmrUlEhYVYlGW/fw98DGwFxgD/RsX18w8pLYVVq+oqQkmApskOQOLgMCcfadKaRFVSEvXSOWHPRwKzgAXALyMV1h7X9ZoSQ31W3eSjuXPhrrsqTD4Kn7T2xhtvaNKaVNWyZa2LGtVswJJZZft3qUeUGOqrmiYflY8qmTcPFi5kz7338u+LF7Nnzx6WLVum+QkSWffuMGdOxT8ygK+A94HzCT40ZgNvAQ9HeIn9zZqxv0sXovdUSKpTH0N9dASTj2zcOEZ8/TWLFi1SUpDoRo2KeHof8FuCNfJbA48C84AuEcoePHCArr//PUOHDuWll15i7969dRSs1BUlhvomyuSjL4EhwNFAB2Bmpdsy3BleUECzDz5ITJxSP7VpEzQ/VlpT6UQgH/gnQe3hPaBPpPvNSLv0UvI3b+bCCy9k0qRJh7YqrTCJTlKaEkN9M3FixMlHvwDSgM+BPGAsFXdGAjT5SGpn/Phg7aMjkZEB48fTqlUrbrjhBpYuXcqKFSv4zne+w80330x2djbjxo1jxYoV2s86hSkx1CfFxUFHc6VfqN3AHOBegqUKfgQMAmZUvl+Tj6Q2evYMFsRr0eLw7mvRIrgvp+IabdnZ2fzmN79h5cqVLFy4kPT0dC6//HK6du3Kvffey8aNEQe9ShIpMdQnUSYNfUTQIRje3nsWEWoMoMlHUjtjx36bHGpaqtvs26RQw+qqZ555Jvfddx8bN27kySefpLi4mB/84Aece+65PPLII2zfvj2OX4QcqZgSg5mdYGavmdn60L8Rx6iZ2QEzWxl6zA8738nM3jezDWY228zisKNIA1ZYWGW0CATr1hxX6VxLgvbgKjT5SGpr7FhWVN7TAAAMZUlEQVRYuhSGDIH09KrNSxkZwfkhQ4Jyh7Hktplx3nnn8eijj7J161buvvtuCgoKOP3007nkkkuYPn06u3btivMXJLUV63DV24HF7n6/md0eOr4tQrlSd+8R4fzvgQfd/Vkz+x/gWkDr9kYTZfLRMUDlX6FdwLHRXkeTj6S2cnKC4as7dgQ1zVWrgp+fzEzo1i0YxRTjDm5NmzalX79+9OvXjz179vDyyy+Tl5fHTTfdRN++fbnyyivp378/zZs3j8uXJDWLaaMeM/sQ6O3u28ysHbDE3ausxmtmX7v7MZXOGbADaOvu+83sPOBud7+kpvdttBv1jBgBeXlVTu8GMgmajjqHzl0NnAzcH+l1rroKnn66joIUiY8vv/ySOXPmMHPmTAoLCxkyZAi5ubmcf/75NGnSJNnh1UuJ2qjnJHffFnq+HTgpSrl0Mysws/fM7NLQuVbAV+6+P3RcBLSPMZ6GrXv3oOpeydHAZcCdBEniHeAl4KpIr5GREfylJ5LiTjjhBK6//nrefPNNVq5cyemnn864cePIzs7mV7/6FcuXL9fIpjpSY43BzF4H2ka4NAGY7u7Hh5Xd6e5V+hnMrL27bzWzU4E3gIuAEuA9d/9OqMwpwKvu/r0ocYwhWLuL7Ozssz/55JPafH0NS3ExdOgQsZ/hS+Aa4DWCjHs/kBvpNdLTYcsWbeAu9da6deuYOXMmM2fOpFmzZuTm5jJ8+HA6d+5c882NXEL2fK5tU1Kle6YBLxOMsFRT0uG67LJgmYsj+X8zCzoK58yJf1wiCebuLFu2jLy8PGbPnk2HDh248sorGTp0KG3bRvpbVhLVlDSfYKFFQv++FCGQTDNrHnpevpT7Wg8y0pvAT6u7XyqJw+QjkYbAzDjnnHN45JFH2Lp1K/fddx8rVqzgjDPOoE+fPjz11FOUVLNarEQXa2K4H+hjZuuBi0PHmFmOmT0RKnMGUGBmHxAkgvvdfW3o2m3ArWa2gaAF5M8xxtPwxXnykUhD0LRpU/r27cu0adP47LPPGDNmDPPnzyc7O5uf/vSnzJ07l7Io+0xIVTE1JSVLo25KKlfT6qrlzIKaQi0mH4k0NDt37jw0smnlypWHRjb17t27UY5sSlRTkiRLHU4+EmkoMjMzue6663jjjTdYtWoVXbt25Te/+Q2nnHIKt956KwUFBRrZFIFqDA1BHU4+EmmI/u///o9Zs2aRl5fHUUcdRW5uLrm5uXTpEmkh8YYjIaOSkkWJQUTiwd3Jz89n5syZzJ49m6ysLHJzcxk2bBjt2rVLdnhxp8QgInIY9u/fz5IlS8jLy2PevHmcffbZ5Obmctlll3H88cfX/AK1cZj7s8ebEoOIyBEqLS1lwYIFzJw5k9dff52LL76Y3NxcBg4cSHqE1QdqVN3+7BkZwQCSsP3Z64oSg4hIHHz11VfMnTuXmTNn8ve//53Bgwdz5ZVXcsEFF9RuZFMKjSDUqCQRkTg4/vjjueaaa3j99ddZvXo13bt3Z/z48WRlZXHzzTezbNmy6CObjmB/dsaNC+5LItUYRESOwEcffXRozSZ3PzSy6bvfDa0KlJ8PvXtX2J99L/Bz4HWC9c1OAyYC/Su/eIsWwTDzOE9IVY1BRKQOdenShbvvvpsPP/yQWbNm8c9//pMLLriAnJwcJk2aROmdd1bZn30/cAqwlGAV0fuAK4DNlV88yfuzq8YgIhInBw4cYMmSJfzlz3/m/lmzqE03dXfgLuDyyhfqYCVk1RhERBKsSZMmXHTRRTzUowfNazF66XOCPdvPjHQxifuzKzGIiMRbYSFWw6J9+4ArCZaVPj1SgSTuz67EICISbzUs932QYIfFNOCx6gomaX/2pkl5VxGRhqxly6iXHLiWoBlpAdCsutfJrLIhZkKoxiAiEm9R9mcHGAusA/4CVLvlVhL3Z1diEBGJt1GjIp7+BJgCrATaAseEHnmRCrtHfZ26psQgIhJvbdoEax+ZVTjdgaApqQz4OuxxZeX7zWDAgKQtm6/EICJSF+rx/uwxJQYzO8HMXjOz9aF/q/SUmNkFZrYy7FFmZpeGrk0zs01h13rEEo+ISMqox/uzx1pjuB1Y7O6dgcWh4wrc/U137+HuPYALgT3AorAivy6/7u4rY4xHRCR1jB37bXKo1KxUhdm3SSHJW/HGmhgGA9NDz6cDl9ZQ/qfAq+6+p4ZyIiINQz3cnz3WeQwnufu20PPtwEk1lB8GTKp07r/M7E5CNQ533xtjTCIiqSUnB+bMqTf7s9e4iJ6ZvU4wsqqyCcB0dz8+rOxOd484I8PM2gGFwMnuvi/s3HaCCYBTgY3ufk+U+8cAYwCys7PP/uSTT2r40kREJFxtF9Grscbg7hdX8yafm1k7d98W+pAvrualrgBeLE8Kodcur23sNbOngHHVxDGVIHmQk5NT/5aEFRGpJ2LtY5hPsAYUoX9fqqbscGBW+IlQMsHMjKB/YnWM8YiISIxiTQz3A33MbD1wcegYM8sxsyfKC5lZR77dnyJcnpmtAlYBrQn2rRARkSSKqfPZ3f8BXBThfAFwXdjxZqB9hHIXxvL+IiISf5r5LCIiFSgxiIhIBUoMIiJSgRKDiIhUUOMEt1RkZjsIljZPBa2BL5IdRDUUX2xSOb5Ujg0UX6zqIr4O7l7jFOt6mRhSiZkV1GYmYbIovtikcnypHBsovlglMz41JYmISAVKDCIiUoESQ+ymJjuAGii+2KRyfKkcGyi+WCUtPvUxiIhIBaoxiIhIBUoMh6k2+1yHymWb2SIzW2dma0MLCaZMfKGyx5lZkZk9lojYahufmfUws3fNbI2ZFZrZ0DqOqZ+ZfWhmG8ysyva0ZtbczGaHrr+fqP/Lw4jv1tDPWKGZLTazDqkUX1i5y83MzSxhI21qE5uZXRH6/q0xs5mJiq028YU+R940sxWh/98BCQnM3fU4jAfwB4Kd5iDY4/r3UcotAfqEnh8DtEil+ELXHwZmAo+l0vcP6AJ0Dj0/GdgGHF9H8TQBNgKnEmwY9QHQtVKZnwP/E3o+DJidwO9XbeK7oPznCxibavGFyh0LvAW8B+SkSmxAZ2AFkBk6bpNK3zuCfoaxoeddgc2JiE01hsNX4z7XZtYVaOrurwG4+9eeuH2ua7UPt5mdTbAV66IExVWuxvjc/SN3Xx96/hnBBlB1te9hL2CDu3/s7t8Az4ZijBbzC8BFoT1EEqHG+Nz9zbCfr/eArATFVqv4Qu4Ffg+UpVhs1wN/cvedAO5e3WZjyYjPgeNCz1sCnyUiMCWGw1ebfa67AF+Z2dxQFfC/zaxJqsRnZkcBf6SaHfPq0GHtE25mvQj+mtpYR/G0Bz4NOy6i6hLxh8q4+36gBGhVR/FUVpv4wl0LvFqnEVVUY3xm9i/AKe7+SgLjgtp977oAXczsHTN7z8z6JSy62sV3NzDCzIqABcAvExFYTPsxNFQ17HN9iLu7mUUa1tUU+DHwfWALMBsYBfw5ReL7ObDA3Yvq4g/fOMRX/jrtgBnASHc/GN8oGx4zGwHkAOcnO5ZyoT9CJhH8/KeipgTNSb0JalpvmVk3d/8qqVF9azgwzd3/aGbnATPM7Ht1/fugxBCBx77PdRGw0t0/Dt0zDziXOCWGOMR3HvBjM/s5Qf9Hmpl97e5ROw4THB9mdhzwCjDB3d+LR1xRbCXYXbBcVuhcpDJFZtaUoEr/jzqMKdJ7l4sUH2Z2MUHiPd/d9yYoNqg5vmOB7wFLQn+EtAXmm9kgDzb0SmZsEPyuvu/BXvSbzOwjgkSRX8ex1Ta+a4F+AO7+rpmlE6yhVKdNXmpKOny12ec6HzjezMrbxS8E1iYgNqhFfO5+pbtnu3tHguakp+OVFOIRn5mlAS+G4nqhjuPJBzqbWafQ+w4LxRguPOafAm94qDcwAWqMz8y+D0wBBiW4jbzG+Ny9xN1bu3vH0M/be6E46zop1BhbyDyC2gJm1pqgaenjBMRW2/i2ENol08zOANKBHXUeWaJ64BvKg6BteTGwHngdOCF0Pgd4IqxcH6CQYD/raUBaKsUXVn4UiR2VVGN8wAhgH7Ay7NGjDmMaAHxE0I8xIXTuHoIPMAh+GZ8HNgDLgFMT/DNXU3yvA5+Hfa/mp1J8lcouIUGjkmr5vTOCpq61od/VYan0vSMYifQOwYillUDfRMSlmc8iIlKBmpJERKQCJQYREalAiUFERCpQYhARkQqUGEREpAIlBhERqUCJQUREKlBiEBGRCv4/UBltUnxc7jwAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "33\n", "{0: 'C', 1: 'C', 2: 'C', 3: 'C', 4: 'C', 5: 'O', 6: 'O'}\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "34\n", "{0: 'C', 1: 'C', 2: 'C', 3: 'C', 4: 'C', 5: 'O', 6: 'O'}\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "35\n", "{0: 'C', 1: 'C', 2: 'C', 3: 'C', 4: 'C', 5: 'O', 6: 'O'}\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "36\n", "{0: 'C', 1: 'C', 2: 'C', 3: 'C', 4: 'C', 5: 'S'}\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "37\n", "{0: 'C', 1: 'C', 2: 'C', 3: 'C', 4: 'C', 5: 'S'}\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "38\n", "{0: 'C', 1: 'C', 2: 'C', 3: 'C', 4: 'C', 5: 'S'}\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "39\n", "{0: 'C', 1: 'C', 2: 'C', 3: 'C', 4: 'C', 5: 'S'}\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "40\n", "{0: 'C', 1: 'C', 2: 'C', 3: 'C', 4: 'C', 5: 'S'}\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "41\n", "{0: 'C', 1: 'C', 2: 'C', 3: 'C', 4: 'C', 5: 'S', 6: 'S'}\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "42\n", "{0: 'C', 1: 'C', 2: 'C', 3: 'C', 4: 'C', 5: 'S', 6: 'S'}\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "43\n", "{0: 'C', 1: 'C', 2: 'C', 3: 'C', 4: 'C', 5: 'S', 6: 'S'}\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "44\n", "{0: 'C', 1: 'C', 2: 'C', 3: 'C', 4: 'C', 5: 'C', 6: 'O'}\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "45\n", "{0: 'C', 1: 'C', 2: 'C', 3: 'C', 4: 'C', 5: 'C', 6: 'O'}\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "46\n", "{0: 'C', 1: 'C', 2: 'C', 3: 'C', 4: 'C', 5: 'C', 6: 'O'}\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "47\n", "{0: 'C', 1: 'C', 2: 'C', 3: 'C', 4: 'C', 5: 'C', 6: 'O'}\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "48\n", "{0: 'C', 1: 'C', 2: 'C', 3: 'C', 4: 'C', 5: 'C', 6: 'O'}\n" ] }, { "data": { "image/png": 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h2WdDNglNAu4DRgKHAPcA/xVqG8nJ0K9fJKMUabX0xLDE1sSJtS66CRgI9AJ6AwPwbirV4Fyd2xGR2ikJSGx16eKNBWQ1G3sOAf4OfAVsB/4GtA+qsw9Y85OfsH3fvkhHKtIqKQlI7OXkeE06TdAmOZnXTj+dE088kdzcXHaHaFYSkdopCUjsDRwIc+d6Q0A0RkoK9pe/cN0//sHq1at588036d27NwsXLiReR8cViTdKAhIfsrIOJIIQTUMHMfPqzZ3rrQccd9xxPPfcczzyyCPk5uZy5plnUlxcHIXARVo2JQGJH1lZ3mBwmZnQvn3NJqLkZK88M9Or508AgYYNG0ZJSQmTJk1i7NixXHbZZWzbti1Kf4BIy6NJZSQ+VVR4Q0GsW+c9CJaa6nUDnTixwTOLffPNN8yePZv58+dzzTXXkJ2dzY9+9KOIhi0Sa5pZTCTIBx98wLRp03j99de54447+M1vfkObNroIltZJM4uJBOnZsydPPfUUTz/9NPPmzWPw4MG8/vrrsQ5LJC4oCUjCGDp0KKtWreKaa67hoosu4sILL+SDDz6IdVgiMaUkIAmlTZs2XHLJJZSVldG3b19OPfVUcnJy+Prrr2MdmkhMKAlIQkpJSWHGjBmUlpby6aefkp6ezsMPP8w+PXksCUZJQBJat27dyM/PZ/HixSxYsIBTTz2VF198MdZhiUSNkoAI4PP5ePXVV7nxxhu54oorGDduHFu2bIl1WCIRpyQg4mdm/OpXv2LTpk0MGTKEIUOGMHnyZHZowhppxZQERIK0b9+eG264gQ0bNrBr1y7S09OZN28e33//faxDEwk7JQGRWnTt2pUHH3yQZcuWUVBQwEknnURRUVGswxIJKyUBkXr079+fZcuWMXv2bK699lpGjhzJhg0bYh2WSFgoCYg0gJkxZswY1q9fz8iRI8nIyOCqq67i888/j3VoIs2iJCDSCO3ateO6665j8+bNtGnTht69e3P33XezZ8+eWIcm0iRhSQJmNtLMysxsq5lNC7H8UDN72r/8DTPrGY79isRKp06duO+++3j11VdZsWIFffv2paCgQJPZSIvT7CRgZknA/cAooA9wsZn1Cap2BbDDOXcccA9wZ3P3KxIPevfuzZIlS5g3bx7Tp0/nnHPOYe3atbEOS6TBwnElMAjY6px7zzm3B3gKGBtUZyywwP96EXCOWX3TR4m0HCNGjODtt9/mggsuYMSIEfzud79j+/btDd9AeTnMmQOXXALnnef9njPHm1dBJILCkQS6AR8FvN/mLwtZxzm3F9gJdArDvkXiRtu2bcnKyqKsrIzU1FT69u3LHXfcQVVVVe0rFRfD+PHQowfMnAlPPAH//rf3++ab4eijveWaKlMiJK5uDJvZlWZWYmYlFfoGJC1Ux44dueuuu3jjjTcoKSmhd+/ePP300zXvF+TlQUYGFBTA7t3eT6CqKq+soMCrl5cXrT9BEkg4ksDHQPeA90f5y0LWMbO2QAfgi+ANOecedM75nHO+tAZOISgSr4477jj++c9/kp+fz+zZsznjjDN48803vYV5eZCdDZWVUN/NZOe8etnZSgQSduFIAsXA8WZ2jJm1Ay4CFgfVWQxc7n/9K+BFp24UkiAyMjIoKSn5YWC6GaNGsX/KFO/EHsIWoD1wSfCC6kSgaVcljJqdBPxt/FcDS4FNwELn3AYzu9XMxvir/V+gk5ltBSYDNbqRirRmSUlJ/Pa3v6WsrIwL33sPV8d9gquAgbUtrKqC3NxIhCgJqm04NuKcKwQKg8pmBLzeDVwQjn2JtGSHV1XR98MPa13+FNARGApsDVXBOSgs9HoNqclUwiCubgyLtHr5+bUu+hqYAdxd3zbM6tyOSGMoCYhEU2lpzV5AfjfhPVV5VH3bqKqCdevCHJgkqrA0B4lIA+3cGbJ4LbAceKuh29FENxImSgIi0dShQ8jil4EPgKP973cB+4CNwH9CrZCaGvbQJDGpOUgkmvr3h/btaxRfCbyLd0WwFvgD8Eu8Lnc1JCdDv34RDFISiZKASDRNnBiyOAX4ScDPYXjPCoTs/+NcrdsRaSwlAZFo6tIFRo3yevjU4WbgHyHK9wElXbvyieY7ljBREhCJtpwcr0mnCdokJ7Pq7LPp168ft956K99++22Yg5NEoyQgEm0DB8LcuZCS0rj1UlKwv/yFPy1YwJo1a9i0aRMnnHACCxYsYP/+/ZGJVVo9JQGRWMjKOpAI6ptaw8yrN3eutx7Qs2dPnnzySRYtWsQDDzyAz+fjpZdeikLg0tooCYjESlYWvPIKZGZ6PYaCm4iSk73yzEyvnj8BBBo8eDCvv/4606ZN44orrmDs2LGUlZVF6Q+Q1sDidTBPn8/nSjRaoiSKigpvKIh167wHwVJTvW6gEyc2eIyg7777jvvuu48777yTiy++mJkzZ9Kpk+ZuSjRmtsY552twfSUBkdaloqKCW265haeffppp06Zx9dVXc+ihh8Y6LImSxiYBNQeJtDJpaWnMmzeP1157jVdeeYU+ffqwaNGimjObiaAkINJqpaens3jxYh566CFuv/12zjzzTN54441YhyVxRmMHibRyP//5zykpKeGxxx5j/PjxnH322eTm5tKjR49Yh9Y6lZd793dKS70BAzt08IYLmTQpLueA0JWASAJISkpi0qRJlJWV0atXL0455RRycnL4+uuvYx1a61FcDOPHQ48eMHMmPPEE/Pvf3u+bb4ajj/aWFxfHOtKDKAmIJJDDDjuMm2++mdLSUrZv384JJ5zA/Pnz2bt3b6xDa9ny8iAjAwoKvPkigueMqKryygoKvHp5ebGIMiQlAZEE1K1bNx599FEKCwtZuHAhJ510EkVFRbp53BR5eZCdDZWV3uB+dXHOq5edHTeJQElAJIENGDCAFStWkJuby3XXXceIESNYp1nLGq64+EACCDAP8AGHAhNDrVedCOKgG7ySgEiCMzPGjBnD+vXrGTNmDMOHD+fKK69k+/btsQ4t/uXmek09QX4K3Aj8tq51q6q89WOsWUnAzI4ws2VmtsX/u8Z0R2Z2spmtMrMNZlZqZhc2Z58iEhmHHHIIV199NWVlZXTo0IETTzyR22+/ncqgb7niV14ORUUhm4DGA+OAOp/Xdg4KC72nxWOouVcC04AVzrnjgRX+98Eqgcucc32BkcC9ZtaxmfsVkQjp2LEjd911F2+++SZvv/026enpPP744xqpNFh+fvO3YRae7TRDc5PAWGCB//UCvOR3EOfcO865Lf7XnwDl1DJhkojEj2OPPZaFCxfy5JNPMm/ePAYNGsSrr74a67DiR2lpzV5AjVVV5Y0XFUPNTQJdnXOf+l9vB7rWVdnMBgHt8KZTFZEW4PTTT2fVqlVMmTKFyy67jPHjx7Nly5ZYhxV7O3eGZzs7doRnO01UbxIws+Vmtj7Ez9jAes7rW1Zr/ygzOxJ4HJjknAt5XWlmV5pZiZmVVMS4nUxEDmjTpg0XX3wxmzZtYtCgQQwZMoTrr7+eL7/8MtahRdX+/fvZvHkzjzzyCKs2bQrPRlNr3EqNqnqTgHNuuHPuxBA/zwOf+U/u1Sf58lDbMLMfA0uA6c651XXs60HnnM8550uLw8erRRJdcnIy06ZNY+PGjezevZv09HTuvfde9uzZE+vQImLXrl28+OKLzJo1i1/+8pd07tyZUaNGsXz5cvafeCL7axmddS+wG29O6H3+1yEfx0tO9oYMj6FmDSVtZncBXzjnZpvZNOAI59x/B9VpBxQB/3LO3dvQbWsoaZH4t2HDBqZOncqWLVuYM2cO48aNw+qbKa1anI2x45zj/fffZ+XKlaxcuZJVq1bxzjvvcPLJJzNkyBCGDh3KkCFDOPLIIw/E36NHyPsCNwO3BJXN9JcfpH17+PDDsP69UZ1PwMw6AQuBo4H/BSY45740Mx/wB+fc78zsEuBRYEPAqhOdc2vr2raSgEjL8cILL5CdnU3Hjh25++678fnqOAcVF3v944uKvPeBJ9HkZK/r5KhRkJPjzcccIVVVVaxZs+aHE/7KlStp27btDyf7oUOHMmDAgLrnYhg/3hsKoinnUTNv1rhnn236HxFys5pURkRiYN++fTz66KPMmDGDc845hzvuuIPu3bsfXKl6iIWqqrpPnGZeQgiYV7m5Pvroo4NO+Bs2bKBPnz4HnfS7d+/e8CsZ8BJaRkaNJ4YbJCXFmza0roTZBEoCIhJT33zzDXPmzOHvf/87WVlZ3HDDDRx++OEHj7HTUCkpTUoEe/bs4a233vrhhL9y5Ur27NlzULOOz+cjJSWlkX9dCFH8uxpCSUBE4sJHH33E9OnTWb58OfdPmsS4e+/Fgk6UGcBqDkxs0g0oC95QA74xb9++nVWrVv1w0l+7di3HHXfcQSf9n/3sZ437lt8YMbzCqbkLJQERiSMlJSVUjhzJ6V98QVLQsgzgEuB3dW0gqO187969rFu37qCmnR07djBkyJAfTvqDBg3yrj6iqaTEu9dRWOjFHDimUPW9jtGjvXsdYW4CCtTYJKCZxUQkonxHH4379lua/B3cOfb961/Mvu46VpSWUlxcTPfu3Rk6dCjDhg1j+vTpnHDCCbRpE+PxMH0+L1FVVHi9ntat8x4ES031uoFOnBiXM4spCYhIZOXn15kAcvAGHTsBuB3v6iDY9/v24Vu/nlOmTmXw4MGkxvgBqzqlpcHUqbGOosGUBEQksuoYY+dOoA/eWDJPAecBa4GfBdVrv38/I376U6/rqISV5hMQkciqY4yd04DD8SZfuRw4HSisrXKMx9hprZQERCSyOnRocFWjjgHI4rkJqAVTEhCRyOrf3xseIchXwFIOjKvzBPAq3qQjNcTBGDutlZKAiETWxIkhi7/Hm4IxDegM3AcUAL1CVXau1u1I8ygJiEhkdeni3dANelArDSgGvsG7KlgN/CLU+mZe//o47F7ZGigJiEjk5eR4TTpNkZzsrS8RoSQgIpE3cKA3VEJjx+qpHmMngk/YJjo9JyAi0VE9Vk6cjLEjHl0JiEj0ZGV5g8FlZno9hoKaiCoBd+ih3vJXXlECiAJdCYhIdNUxxs5jK1dy9E03Mfryy2MdZcJQEhCR2Ag1xs78+TzxwgtKAlGk5iARiRvjx49nyZIlVAUOwywRpSQgInGjS5cunHrqqSxdujTWoSQMJQERiSsXXHABCxcujHUYCUNJQETiyvjx4yksLFSTUJQ0KwmY2RFmtszMtvh/1zrMn5n92My2mdm85uxTRFq3Ll264PP5+J//+Z9Yh5IQmnslMA1Y4Zw7Hljhf1+b2/AGCRQRqZOahKKnuUlgLLDA/3oBMC5UJTM7FegKvNDM/YlIAhg/fjxFRUVqEoqC5iaBrs65T/2vt+Od6A9iZm2AvwDZ9W3MzK40sxIzK6moqGhmaCLSUqWlpeHz+SgqKop1KK1evUnAzJab2foQP2MD6znnHKEnBfojUOic21bfvpxzDzrnfM45X5qGjRVJaBMmTOCZZ56JdRitXr1PDDvnhte2zMw+M7MjnXOfmtmRQHmIakOAM83sj8BhQDsz2+Wcq+v+gYgkuMzMTP77v/+byspKUho7+qg0WHObgxbjzQ+N//fzwRWcc79xzh3tnOuJ1yT0mBKAiNQnLS2NgQMHqkkowpqbBGYDvzCzLcBw/3vMzGdmDzc3OBFJbGoSijxzdY3pHUM+n8+VlJTEOgwRiaHPP/+c4447jk8++URNQg1kZmuccw2ehUdPDItI3OrcuTODBg1Sk1AEKQmISFzTg2ORpSQgInEtMzOTpUuXUllZGetQWiUlARGJa9VNQoWFhbEOpVVSEhCRuDdhwgQ1CUWIkoCIxL3MzExeeOEFvv3221iH0uooCYhI3OvUqROnnXaamoQiQElARFoEPTgWGUoCItIijBs3jqVLl6pJKMyUBESkRejUqRNDhgxRk1CYKQmISIuhB8fCT0lARFqMcePGqZdQmCkJiEiL0alTJ4YOHcqSJUtiHUqroSQgIi2KmoTCS0lARFqUcePGsWzZMnbt2hXrUFoFJQERaVGOOOIINQmFkZKAiLQ4enAsfJQERKTFUZNQ+CgJiEiLk5qayumnn86///3vWIfS4ikJiEiLpCah8GjbnJU88T5BAAAJvUlEQVTN7AjgaaAn8AEwwTm3I0S9o4GHge6AA0Y75z5ozr5FJLGNHTuW2/70J76bNYtDN2+GnTuhQwfo3x8mTYK0tFiH2CKYc67pK5vNAb50zs02s2lAqnPuhhD1XgZud84tM7PDgP3OuTrnivP5fK6kpKTJsYlIK1ZcDLm57Hn+edokJdH2++8PLEtOBudg1CjIyYGBA2MXZwyY2RrnnK+h9ZvbHDQWWOB/vQAYFyKgPkBb59wyAOfcrvoSgIhIrfLyICMDCgpot3//wQkAoKoKdu+GggKvXl5eLKJsMZqbBLo65z71v94OdA1RpxfwlZn908zeMrO7zCypmfsVkUSUlwfZ2VBZ6X3br4tzXr3sbCWCOtSbBMxsuZmtD/EzNrCe89qVQv2rtAXOBLKBgcCxwMRa9nWlmZWYWUlFRUVj/xYRac2Kiw8kAL/vgCuAHsDhwMlAUfB61YlAzcsh1ZsEnHPDnXMnhvh5HvjMzI4E8P8uD7GJbcBa59x7zrm9QAFwSi37etA553PO+dJ0U0dEAuXmek09Afbi9TZ5BdgJzAIm4PVSOUhVlbe+1NDc5qDFwOX+15cDz4eoUwx0NLPqs/rPgY3N3K+IJJLycigqqtEE9CPgZrzuiW2A/wKOAdYEr+8cFBaCWhhqaG4SmA38wsy2AMP97zEzn5k9DOCc24fXFLTCzNYBBjzUzP2KSCLJz29Qtc+Ad4C+oRaaNXg7iaRZzwk4574AzglRXgL8LuD9MqB/c/YlIgmstNTr8VOH74Hf4DVJpIeqUFUF69aFP7YWTk8Mi0j827mzzsX7gUuBdsC8uiruqPEsa8Jr1pWAiEhUdOhQ6yKH10PoM6AQOKSu7aSmhjWs1kBXAiIS//r3h/btQy7KAjYB/wKS69pGcjL06xf+2Fo4JQERiX8TJ4Ys/l/gAWAt8BPgMP/PE6EqO1frdhKZkoCIxL8uXbyxgMwOKu6B1xy0G9gV8POb4PXNYPRoDSoXgpKAiLQMOTlek05TJCd760sNSgIi0jIMHAhz50JKSuPWS0nx1vM1eGDNhKLeQSLScmRleb+zs71+/3UNImfmXQHMnXtgPalBVwIi0rJkZcErr0BmptdjKLiJKDnZK8/M9OopAdRJVwIi0vL4fPDss95YQPn53pPAO3Z4zwH06+f1AtJN4AZREhCRlistDaZOjXUULZqag0REEpiSgIhIAlMSEBFJYEoCIiIJTElARCSBKQmIiCQwJQERkQSmJCAiksDM1TX2RgyZWQXecOHR1hn4PAb7rYtiarh4jCseY4L4jCseY4L4jKu2mHo45xr8uHTcJoFYMbMS51xcDTeomBouHuOKx5ggPuOKx5ggPuMKV0xqDhIRSWBKAiIiCUxJoKYHYx1ACIqp4eIxrniMCeIzrniMCeIzrrDEpHsCIiIJTFcCIiIJLOGSgJldYGYbzGy/mdV6Z93MRppZmZltNbNpAeXHmNkb/vKnzaxdmOI6wsyWmdkW/+/UEHWGmdnagJ/dZjbOvyzfzN4PWHZyNGLy19sXsN/FAeWxPFYnm9kq/791qZldGLAsbMeqts9JwPJD/X/7Vv+x6BmwLMdfXmZmI5oaQxNimmxmG/3HZYWZ9QhYFvLfMkpxTTSzioD9/y5g2eX+f+8tZnZ5FGO6JyCed8zsq4BlETlWZvaImZWb2fpalpuZ/c0fc6mZnRKwrPHHyTmXUD9Ab+AE4GXAV0udJOBd4FigHfA20Me/bCFwkf/1fCArTHHNAab5X08D7qyn/hHAl0CK/30+8KswH6sGxQTsqqU8ZscK6AUc73/9U+BToGM4j1Vdn5OAOn8E5vtfXwQ87X/dx1//UOAY/3aSohTTsIDPTVZ1THX9W0YpronAvFo+6+/5f6f6X6dGI6ag+n8CHonCsToLOAVYX8vy0UARYMBg4I3mHKeEuxJwzm1yzpXVU20QsNU5955zbg/wFDDWzAz4ObDIX28BMC5MoY31b6+h2/0VUOScqwzT/sMR0w9ifaycc+8457b4X38ClAPhnm8w5OekjlgXAef4j81Y4Cnn3HfOufeBrf7tRTwm59xLAZ+b1cBRYdhvs+OqwwhgmXPuS+fcDmAZMDIGMV0MPBmG/dbJOfcq3he82owFHnOe1UBHMzuSJh6nhEsCDdQN+Cjg/TZ/WSfgK+fc3qDycOjqnPvU/3o70LWe+hdR8wN5u//y8B4zOzSKMbU3sxIzW13dPEUcHSszG4T3Te/dgOJwHKvaPich6/iPxU68Y9OQdSMVU6Ar8L5VVgv1bxkODY3rfP+/yyIz697IdSMVE/4ms2OAFwOKI3Ws6lNb3E06Tq1yjmEzWw78JMSi6c6556MdT7W64gp845xzZlZrty1/1u8HLA0ozsE7IbbD6zp2A3BrlGLq4Zz72MyOBV40s3V4J7smC/Oxehy43Dm331/cpGPV2pjZJYAPODuguMa/pXPu3dBbCLt/AU86574zs9/jXUH9PEr7rs9FwCLn3L6Aslgeq7BplUnAOTe8mZv4GOge8P4of9kXeJdebf3f6qrLmx2XmX1mZkc65z71n7jK69jUBOA559z3Aduu/mb8nZk9CmRHKybn3Mf+3++Z2cvAAOBZYnyszOzHwBK85L86YNtNOlYh1PY5CVVnm5m1BTrgfY4asm6kYsLMhuMl1LOdc99Vl9fybxmOE1u9cTnnvgh4+zDevZ/qdTOC1n05GjEFuAi4KrAggseqPrXF3aTjpOag0IqB483r3dIO7wOw2Hl3X17Ca48HuBwI15XFYv/2GrLdGm2T/pNhdVv8OCBkz4Jwx2RmqdXNKWbWGTgd2BjrY+X/d3sOr+10UdCycB2rkJ+TOmL9FfCi/9gsBi4yr/fQMcDxwJtNjKNRMZnZAOABYIxzrjygPOS/ZRhiamhcRwa8HQNs8r9eCpzrjy8VOJeDr4IjFpM/rnS8G62rAsoieazqsxi4zN9LaDCw0//FpmnHKRJ3t+P5B8jEayv7DvgMWOov/ylQGFBvNPAOXmafHlB+LN5/1q3AM8ChYYqrE7AC2AIsB47wl/uAhwPq9cTL+G2C1n8RWId3QvsHcFg0YgKG+vf7tv/3FfFwrIBLgO+BtQE/J4f7WIX6nOA1LY3xv27v/9u3+o/FsQHrTvevVwaMCuNnvL6Ylvs/+9XHZXF9/5ZRiisX2ODf/0tAesC6v/Ufw63ApGjF5H9/MzA7aL2IHSu8L3if+j+/2/Du2/wB+IN/uQH3+2NeR0Avx6YcJz0xLCKSwNQcJCKSwJQEREQSmJKAiEgCUxIQEUlgSgIiIglMSUBEJIEpCYiIJDAlARGRBPb/AR76+ZkBCXV3AAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "49\n", "{0: 'C', 1: 'C', 2: 'C', 3: 'C', 4: 'C', 5: 'C', 6: 'O'}\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "50\n", "{0: 'C', 1: 'C', 2: 'C', 3: 'C', 4: 'C', 5: 'C', 6: 'O'}\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "51\n", "{0: 'C', 1: 'C', 2: 'C', 3: 'C', 4: 'C', 5: 'C', 6: 'O'}\n" ] }, { "data": { "image/png": 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BIJKX1JUkOWVmzJgxgxUrmpwUQ0QipmCQnFMwiOQ3BYPk3FVXXUV5eTl//OMfo66KiKSgYJCc69WrF5MmTWLt2rVRV0VEUlAwSCTUnSSSvxQMEom6YPDmBsCJSCQUDBKJc889l+7du1OlJ7aJ5B0Fg0RCt62K5C8Fg0RGwSCSnzISDGY2zcxeN7NdZnZPiu3dzezX4fYXzOzshG0Lw/Wvm9k1maiPFIbJkyfz8ssvU63nPIvklbSDwcy6AD8CpgMXALeY2QUNit0OVLv7OQRPdvxOuO8FwM3AhQRPfvxxeDzpBIqLi7n88stZs2ZN1FURkQSZaDFMBHa5+x53Pw48DsxsUGYm8Fj4/gngKjOzcP3j7v6pu78B7AqPJ52EupNE8k8mgmEQ8E7C8t5wXcoy7l4LHAHOauW+0oFNnz6dlStXcurUqairIiKhgrn4bGZzzazSzCoPHjwYdXUkQ0aMGEGfPn146aWXoq6KiIQyEQz7gCEJy4PDdSnLmFkR0Bv4oJX7AuDuj7p7zN1j/fTA+A5F3Uki+SUTwVABjDKz4WbWjeBi8rIGZZYBt4XvbwLWeTDkdRlwc3jX0nBgFPBiBuokBUTBIJJf0n5Qj7vXmtldwCqgC/Af7r7NzO4HKt19GfAz4Bdmtgs4TBAehOV+A2wHaoG/c/eT6dZJCstll13Gq6++ysGDB1FrUCR6Vohz1cRiMa+srIy6GpJBs2bN4sYbb+TWW2+NuioiHZaZbXL3WEvlCubis3Rs6k4SyR8KBskL06dPZ9WqVZw8qZ5EkagpGCQvDB48mMGDB/PCCy9EXRWRTk/BIHlD3Uki+UHBIHlDwSCSHxQMkjdKS0t588032b9/f9RVEenUFAySN4qKipg6dSpPPfVU1FUR6dQUDJJX1J0kEr20Rz6LZNK0adP45t13c3LRIrps2wZHjkDv3jB2LMyZAxoZLZJ1Gvks+aOiAhYt4tN4nKKuXely/Phn24qLwR2mT4eFC2HChOjqKVKgNPJZCsvixTB5MsTjdHdPDgWAmho4dgzi8aDc4sVR1FKkU1BXkkRv8WKYPx+OHm25rHtQbv78YHnevOzWTaQTUotBolVRkTIUJgM9gF7ha3TD/erCQV2KIhmnYJBoLVoUdBOl8EPg4/D1eqoCNTXB/iKSUQoGic6BA7ByZdA91B7usGIF6FGvIhmlYJDoLFnS7OaFQF/gUmB9U4XMWjyOiLSNgkGis2VLcKdRCt8B9hA8AHwucB2wO1XBmhqoqspWDUU6pbSCwcz6mNkaM9sZ/lmSosw4M9toZtvMbIuZ/XnCtiVm9oaZbQ5f49KpjxSYI0ea3PRnwOlAd4KHhV8KNDkeuro60zUT6dTSbTHcA6x191HA2nC5oaPAX7v7hcA04LtmdmbC9gXuPi58bU6zPlIg3nvvPd7+6KNWlzegySsRJY2+j4hIGtINhpnAY+H7x4CyhgXcfYe77wzf7wcOAJrXoBM5fvw4FRUVfP/73+eWW25h+PDhXHDBBax5/31OFDUeSvMhsAo4BtQCvwSeJfhW0ejYXbqwu2dPamtrs3kKIp1KusEwwN3fDd+/BwxorrCZTQS6kdxd/K9hF9MjZtY9zfpIHti/fz9PPvkkCxYs4LLLLqNPnz7cfvvtbNu2jWuuuYannnqKQ4cOcfuzz9I1RTCcAP6Z4NtDX+AHQBw4N8VnmRl/8/zzDBw4kDlz5rB06VKOtmagnIg0qcW5kszsaeDzKTZ9HXjM3c9MKFvt7inb9WY2kODmktvcvTxh3XsEYfEosNvd729i/7kE1yEZOnToxW+99VbzZyY5cfz4cV5++WU2btxIeXk5Gzdu5JNPPmHSpElMmjSJ0tJSJk6cyOmnn576ADfcEExz0Z5bVs1g1ix48kneeustli5dytKlS6msrOSLX/wiZWVlfOlLX6Jv377pnaRIB9HauZLSmkTPzF4HJrv7u3W/+N290SBVMzuDIBS+7e5PNHGsycB8d/9SS5+rSfSis3fv3voA2LhxI6+88gqjRo2itLSU0tJSJk2axKhRozCz1h2woiKY+6g93/J79oQNGyCW/HN++PBhfv/73xOPx3n66acZP348M2fOpKysjOHDh7f9c0Q6iFwFw0PAB+7+gJndA/Rx939sUKYbsBJY7u7fbbBtYBgqBjwCHHP3VBewkygYcuPTTz/lpZdeSmoNHDt2rL4lUFpayoQJE+jVq1d6H9SWuZLq9OwJDz/c4lxJNTU1PP300yxdupRly5YxcOBAysrKKCsrY9y4ca0PMJEOIFfBcBbwG2Ao8BbwZXc/bGYx4G/d/Q4zuxX4T2Bbwq6z3X2zma0j6Eo2YHO4z8ctfa6CIfPcnXfeeSepNVBVVcXo0aPrWwKlpaWMHDkyO79M68Khpqb5biWzYAruVoRCQydPnmTjxo3E43Hi8TgnTpyob0l84QtfoGvXrmmehEh+y0kwREXBkL5jx46xadOmpNbAiRMn6lsCpaWlxGIxPve5z+WuUpWVwdxHK1YEAZA4h1Ld8xhmzAiexxBr8We7We7O9u3b60Niz549XHvttcycOZNrrrkm/VaQSB5SMEg9d+ftt9+ubwmUl5ezdetWzj///KTWwPDhw/Oja+XgwWCai6qqYPBaSQmMGQOzZ2ftCW579+5l2bJlxONxysvLueKKKygrK+O6666jf//+WflMkVxTMHRiNTU1VFZWJnULuXtSa+Diiy+mZ8+eUVc1L3344YesWLGCeDzO6tWrGTNmTH2X0znnnBN19UTaTcHQSbg7b775ZlJrYPv27Vx44YVJF4mHDRuWH62BAvPpp5+ybt064vE4S5cupW/fvpSVlTFz5kxisZj+TqWgKBgy4cCBoEtjy5a8eSj90aNHqaysTAqC0047Lel20Ysvvpji4uJI6teRnTp1ihdffJF4PM5vf/tbPvnkk/qWxBVXXEG3bt2irqJIsxQM6QgfSs/KlcFy4gygOXwovbuzZ8+epAvEr732GmPGjElqDQwZMkTfXCPw2muv1bckXn/9daZNm0ZZWRnTpk3jjDPOiLp6Io0oGNorB7dNNuWTTz6hoqIiqTXQrVu3pAvEF110ET169MjI50nm7N+/n+XLlxOPx3n++ee57LLL6i9eDxw4MOrqiQAKhvbJ4kCrhtydXbt2JV0g3rFjB2PHjk3qFhoyZEgbT0Ki9tFHH/HUU08Rj8dZuXIl5513Xv2gutGjG00MIJIzCoa2SjE1w6fAncDTwGFgJLAImN5w3yamZkj08ccf8+KLL9a3BMrLyykuLk5qDYwfP57u3TWPYEdy/Phx1q9fz9KlS4nH45xxxhn11yUmTpzIaafpWVmSOwqGtkoxmdsnwEPAbIKh3SuAW4Aq4OzEfRMmc4OgNbBjx46k1sCuXbsYN25cUmtg0KBBmT0HyWunTp1i06ZN9YPqDh8+zMyZM5k5cyZXXnmlvhRI1ikY2uLAARg2rMnHTCYaC9wH3Nhg/clu3fjuP/wD66qqKC8v5/TTT09qDYwbN053rUiSnTt31rcktm7dyjXXXENZWRkzZsygd+/eUVdPOiAFQ1s8+CDcd1+LwfA+MIxgUqfzGmw7ZsbTl1/O8a98hdLSUl1wlDZ5//33Wb58OUuXLmXDhg2UlpbWtybUspRMaW0wqIMTmn0ofZ0TwF8SPH+4YSgA9HDnS0OHcsMNNygUpM0GDBjAHXfcwfLly9m/fz9z585l48aNjB07lokTJ/Ltb3+bbdu2UYhf5KTwNH58VmfUzEPpAU4Bf0XwNKEfNldQD6WXDOjVqxc33ngjN954IydOnOC5554jHo8zffp0unfvXn+H06RJk+jSpUvU1ZUOSMEAwYjmJjhwO0E30gqg2YmZ9VB6ybCuXbty5ZVXcuWVV/K9732Pl19+mXg8zp133sl7773HddddR1lZGVOmTMns+JY8HPUvuaOuJAh+4Jv4TzUPeBVYDjQ7yURxcTADqEiWmBkXXXQR999/P6+88gobN27kwgsv5KGHHmLAgAHcdNNN/OIXv+Dw4cPt/5CKiuAOvWHDgutuv/wl/O53wZ/f+AYMHRpsr6jI2HlJ/tHFZ2jyrqS3CG5L7U5y0+onBNcbkvToAW+/rW9TEolDhw7xu9/9jng8zrp165gwYUL9ZH9Dhw5t3UEiHPUvuaG7ktoqQw+lF4na0aNHWbNmDfF4nOXLlzNs2LD6QXVjxoxJPa9WDkf9S3Ry9WjPPsCvCb5Yv0nwaM9GV2DN7CTBuDCAt939+nD9cOBx4CxgE/BX7n68pc/N1cjnVmvFyGeRKNTW1vL888/XD6ozs/qL15dccglFRUXN/uzfCqwlGOz5eeAfgTsSC+hnv6Dk6nbVe4C17j6K4OfnnibK1bj7uPB1fcL67wCPuPs5QDXBdd5oTJgQfPtp68Nr6r416T+G5KGioiKuuOIKHnnkEfbs2UM8HufMM8/k7//+7xk4cCBz5sxh/91344mPUU2wkOAb30fAMuCfCb7B1aupCWYilg4l3WCYCTwWvn8MKGvtjha0Z68EnmjP/lkxb95n4dDSNNZmakpLQTEzxo4dy7333stLL71EZWUll44axVkVFVgTPQcXElxjA7DwtTuxgHvwjO6DB7Nad8mtdINhgLu/G75/DxjQRLkeZlZpZuVmVvfL/yzgQ3evDZf3AtEP8Zw3L2gaz5oVXFBu+MCb4uJg/axZQTmFghSoYcOGcUdREd1bmKrlTqAnwcDOgcCMhgXMgltbpcNocRyDmT1N0L3Y0NcTF9zdzaypCxbD3H2fmY0A1plZFdD8qLLG9ZgLzAVaf5dFe8ViwYXkCB5KL5JTrRj1/2PgB8BGYD2ftSDq1dQE/0ekw2gxGNx9SlPbzOx9Mxvo7u+a2UDgQBPH2Bf+ucfM1gPjgSeBM82sKGw1DAb2NVOPR4FHIbj43FK9M6JfP1iwICcfJRKJFkb91+kCXAb8F7AY+ErDAhr136Gk25W0jGD6IMI/lzYsYGYlZtY9fN8XuBTY7sHtUM8ANzW3v4hkURtnca2lwTWG0J7qat5///2MVEmil24wPABMNbOdwJRwGTOLmdlPwzLnA5Vm9gpBEDzg7tvDbV8DvmpmuwiuOfwszfqISFs0M+r/AMG95B8DJ4FVwK+AqxqUO9G1K899+CHnnXce48eP52tf+xpr167lWCumsZf8pAFuIp1ZM88iOUjQnH+FYCLJYQRdSH/TsGA46r+2pIQXX3yR1atXs3r1aqqqqrj00ku5+uqrufrqq7nwwgtTD66TnNHIZxFpnSyN+v/www9Zt25dfVAcO3asPiSmTJlC//79M1B5aQsFg4i0To5G/e/evbs+JJ555hmGDx9eHxSXXnppZmeHlZQUDCLSejmeK+nEiRNJ3U5bt27lsssuqw+KCy64QN1OWaBgEJG2iXB21erqatatW8eaNWtYtWoVx48f5+qrr2bq1KnqdsogBYOItF1lZTD30YoVQQAkzqFUXBwExowZsHBh1uYHc/ekbqf169czYsSIpG6n7t0bDbOTVlAwiEj75dGo/xMnTvDCCy+wZs0aVq9ezbZt25K6nc4//3x1O7WSgkFEOqS6bqfVq1ezatUqamtrmTp1av3dTv00XU2TFAwi0uG5O7t27UrqdjrnnHPqWxOXXHKJup0SKBhEpNOp63aqC4rt27er2ymBgkFEOr3Dhw8nDbKrra1NGmTXt2/fqKuYUwoGEZEE7s7OnTvrL2KvX7+eUaNG1QdFaWlp9rudDhwILupv2RLMbNu7dzBf1Zw5Obmor2AQEWnGiRMnKC8vr29NvPrqq3zhC1+oD4rzzjsvc91OFRXBbcArVwbLiXNT1d0GPH16cBvwhAmZ+cwUFAwiIm1w+PBh1q5dWx8Up06dqg+Jq666qv3dThEOHGz8EQoGEZF2qet2qguJDRs2JHU7XXLJJXRr4ZGoQM6nGmmJgkFEJEOOHz+e1O302muvcfnll9cHxejRoxt3OzUxOeFh4HZgNdAXWAT8RcMPbMPkhG2hYBARyZIPPviAtWvX1s/tBCTN7XTWWWc1OZ35LQTPt/gZsBm4FvgDcGFioWamM0+HgkFEJAfcnR07diR1O00aMYLfb91K15Mnk8p+ApQAW4HWGSH+AAAHIUlEQVRzw3V/BQwifPxlovABSJm8W6m1wZDWoz3NrI+ZrTGzneGfJSnKfNHMNie8jplZWbhtiZm9kbBtXDr1ERHJNTNj9OjR3H333SxfvpxDhw6xeNKk4Ft/AzuAIj4LBYD/A2xLfeDg1tYIpPvM53uAte4+ClgbLidx92fcfZy7jwOuBI4SdK/VWVC33d03p1kfEZFIdevWjZEff0zX2tpG2z4Gzmiwrjfwx1QHqqkJJjGMQLrBMBN4LHz/GFDWQvmbgJXu3o5HRYmIFIgjR1Ku7gV81GDdR8DpTR2nujpzdWqDdINhgLu/G75/DxjQQvmbgV81WPevZrbFzB4xsyaHHZrZXDOrNLPKgwcPplFlEZEs69075epzgVpgZ8K6V2hw4TlRSaPe+ZxoMRjM7Gkz25riNTOxnAdXsZu8km1mA4ExwKqE1QuB84AJQB/ga03t7+6PunvM3WOaVldE8trYscHF4wY+B9wA3EtwIfp5YCnBBehGiouDZ2BEoMVgcPcp7v6nKV5LgffDX/h1v/gPNHOoLwO/dfcTCcd+1wOfAv8JTEzvdERE8sDs2U1u+jFQA/QnuHV1MU20GNybPU42pduVtAy4LXx/G0H4NeUWGnQjJYSKEVyf2JpmfUREote/fzD3UYo7k/oAcYIWw9ukGNwGwX4zZuT8aXl10g2GB4CpZrYTmBIuY2YxM/tpXSEzOxsYAmxosP8vzawKqCIYBPitNOsjIpIfFi4MuoPao7g42D8iRens7O4fAFelWF8J3JGw/CbBGI6G5a5M5/NFRPLWhAnBnEftnSspw9NhtEVawSAiIs2omwgvT2ZXba10u5JERKQ58+YFE+LNmhXcqdSwe6m4OFg/a1ZQLuJQALUYRESyLxYLJsQ7eDCY5qKqKhi8VlIS3JI6e3ZkF5pTUTCIiORKv36wYEHUtWiRupJERCSJgkFERJIoGEREJImCQUREkigYREQkiYJBRESSKBhERCSJgkFERJKYNzd3R54ys4PAW2kepi9wKAPVKTSd9bxB565z71xSnfcwd29xiHVBBkMmmFmlu0c3fWFEOut5g85d5965pHPe6koSEZEkCgYREUnSmYPh0agrEJHOet6gc++sOuu5t/u8O+01BhERSa0ztxhERCSFThMMZtbHzNaY2c7wz5Jmyp5hZnvN7Ie5rGM2tOa8zWycmW00s21mtsXM/jyKumaKmU0zs9fNbJeZ3ZNie3cz+3W4/QUzOzv3tcy8Vpz3V81se/hvvNbMhkVRz2xo6dwTyt1oZm5mHeYupdacu5l9Ofy332Zm/93iQd29U7yAB4F7wvf3AN9ppuz3gP8Gfhh1vXNx3sC5wKjw/Z8A7wJnRl33dp5vF2A3MALoBrwCXNCgzJ3Av4fvbwZ+HXW9c3TeXwR6hu/ndYTzbu25h+VOB54FyoFY1PXO4b/7KOBloCRc7t/ScTtNiwGYCTwWvn8MKEtVyMwuBgYAq3NUr2xr8bzdfYe77wzf7wcOAPnznMG2mQjscvc97n4ceJzg7yBR4t/JE8BVZmY5rGM2tHje7v6Mux8NF8uBwTmuY7a05t8c4JvAd4BjuaxclrXm3P8G+JG7VwO4+4GWDtqZgmGAu78bvn+P4Jd/EjM7Dfh/wPxcVizLWjzvRGY2keCbx+5sVyxLBgHvJCzvDdelLOPutcAR4Kyc1C57WnPeiW4HVma1RrnT4rmb2UXAEHf/fS4rlgOt+Xc/FzjXzJ43s3Izm9bSQTvUM5/N7Gng8yk2fT1xwd3dzFLdjnUnsMLd9xbSF8gMnHfdcQYCvwBuc/dTma2l5AszuxWIAVdEXZdcCL/w/RswO+KqRKWIoDtpMkEr8VkzG+PuHza3Q4fh7lOa2mZm75vZQHd/N/wFmKo5VQp8wczuBHoB3czsY3dv8mJWPsjAeWNmZwC/B77u7uVZqmou7AOGJCwPDtelKrPXzIqA3sAHuale1rTmvDGzKQRfGK5w909zVLdsa+ncTwf+FFgffuH7PLDMzK5398qc1TI7WvPvvhd4wd1PAG+Y2Q6CoKho6qCdqStpGXBb+P42YGnDAu7+l+4+1N3PJuhO+nm+h0IrtHjeZtYN+C3B+T6Rw7plQwUwysyGh+d1M8HfQaLEv5ObgHUeXpUrYC2et5mNB34CXN+afuYC0uy5u/sRd+/r7meH/7fLCf4OCj0UoHU/73GC1gJm1pega2lPcwftTMHwADDVzHYCU8JlzCxmZj+NtGbZ1Zrz/jJwOTDbzDaHr3HRVDc94TWDu4BVwKvAb9x9m5ndb2bXh8V+BpxlZruArxLcrVXQWnneDxG0hP8n/Ddu+AukILXy3DukVp77KuADM9sOPAMscPdmW8ga+SwiIkk6U4tBRERaQcEgIiJJFAwiIpJEwSAiIkkUDCIikkTBICIiSRQMIiKSRMEgIiJJ/j+rr5JHcu+f9AAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "52\n", "{0: 'C', 1: 'C', 2: 'C', 3: 'C', 4: 'C', 5: 'C', 6: 'O'}\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "53\n", "{0: 'C', 1: 'C', 2: 'C', 3: 'C', 4: 'C', 5: 'C', 6: 'O'}\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "54\n", "{0: 'C', 1: 'C', 2: 'C', 3: 'C', 4: 'C', 5: 'C', 6: 'O'}\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "55\n", "{0: 'C', 1: 'C', 2: 'C', 3: 'C', 4: 'C', 5: 'C', 6: 'O'}\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "56\n", "{0: 'C', 1: 'C', 2: 'C', 3: 'C', 4: 'C', 5: 'C', 6: 'O', 7: 'O'}\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "57\n", "{0: 'C', 1: 'C', 2: 'C', 3: 'C', 4: 'C', 5: 'C', 6: 'O', 7: 'O'}\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "58\n", "{0: 'C', 1: 'C', 2: 'C', 3: 'C', 4: 'C', 5: 'C', 6: 'O', 7: 'O'}\n" ] }, { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "59\n", "{0: 'C', 1: 'C', 2: 'C', 3: 'C', 4: 'C', 5: 'C', 6: 'O', 7: 'O'}\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "60\n", "{0: 'C', 1: 'C', 2: 'C', 3: 'C', 4: 'C', 5: 'C', 6: 'O', 7: 'O'}\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "61\n", "{0: 'C', 1: 'C', 2: 'C', 3: 'C', 4: 'C', 5: 'C', 6: 'O', 7: 'O'}\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "62\n", "{0: 'C', 1: 'C', 2: 'C', 3: 'C', 4: 'C', 5: 'C', 6: 'O', 7: 'O'}\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "63\n", "{0: 'C', 1: 'C', 2: 'C', 3: 'C', 4: 'C', 5: 'C', 6: 'O', 7: 'O'}\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "64\n", "{0: 'C', 1: 'C', 2: 'C', 3: 'C', 4: 'C', 5: 'C', 6: 'S'}\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "65\n", "{0: 'C', 1: 'C', 2: 'C', 3: 'C', 4: 'C', 5: 'C', 6: 'S'}\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "66\n", "{0: 'C', 1: 'C', 2: 'C', 3: 'C', 4: 'C', 5: 'C', 6: 'S'}\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "67\n", "{0: 'C', 1: 'C', 2: 'C', 3: 'C', 4: 'C', 5: 'C', 6: 'S'}\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "68\n", "{0: 'C', 1: 'C', 2: 'C', 3: 'C', 4: 'C', 5: 'C', 6: 'S'}\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "69\n", "{0: 'C', 1: 'C', 2: 'C', 3: 'C', 4: 'C', 5: 'C', 6: 'S'}\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "70\n", "{0: 'C', 1: 'C', 2: 'C', 3: 'C', 4: 'C', 5: 'C', 6: 'S'}\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "71\n", "{0: 'C', 1: 'C', 2: 'C', 3: 'C', 4: 'C', 5: 'C', 6: 'S'}\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "72\n", "{0: 'C', 1: 'C', 2: 'C', 3: 'C', 4: 'C', 5: 'C', 6: 'S'}\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "73\n", "{0: 'C', 1: 'C', 2: 'C', 3: 'C', 4: 'C', 5: 'C', 6: 'S'}\n" ] }, { "data": { "image/png": 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99dczdepU21GUChknT56kb9++zJ8/n7i4ONtxXCUQR/7XA3uMMV8YY84BS4F7CzcwxnxpjNkG5AdgfxFr+vTpZGZmsnfvXttRlAoJgwcP5k9/+hN33nmn7SiuE4ji3xj4qtDjA55t5SYiiSKSLSLZR48eDUC08NKkSRNSU1MZMmSI7ShKud6yZctYt24d06ZNsx3FlVx1wtcYM9cYE2+Mia9fv77tOK40ZMgQPvvsM9566y3bUZRyrSNHjpCUlMTChQupWbOm7TiuFIjifxBoUujxZZ5tqgJUr16dOXPmMHjwYM6cOWM7jlKuY4zhr3/9K7179+a3v/2t7TiuFYjivwG4UkQuF5FqwMPAigC8r/LhzjvvpE2bNkyfPt12FKVcZ/HixezZs0enRS+F38XfGJMHpACrgU+BfxpjdojIBBHpAiAi7UXkAPAA8IKI7PB3v5Fu1qxZzJo1i3379tmOopRr7N+/n2HDhrF48WKqV69uO46riVuvGo2PjzfZ2dm2Y7jahAkT2Lp1K6+99prtKEpZl5+fzx133MEf/vAH0tLSbMexRkQ2GmPiS2vnqhO+qnxGjBjBli1beOedd2xHUcq6559/ntOnTzNy5EjbUUKCFv8QFhUVRXp6OoMGDeLcuXO24yhlza5duxg/fjyLFi2iShWdr7IstPiHuHvuuYcWLVowa9Ys21GUsiIvL4/evXszfvx4nfm2HLT4h4H09HSmTZvGgQMHbEdRKuimTp1KzZo1GTBggO0oIUV/PwoDLVq0ICkpidTUVJYuXQpHjsCCBbBtG5w6BbGx0LYt9O0LevGcCiNbtmwhPT2dTZs2RfSSjBdDR/uEiZycHB6+4grmt2hB/YLPrfBFYNHRYAx07gyjR0P79naCKhUgZ8+eJT4+nuHDh9O7d2/bcVxDR/tEmJiFC3n9xAnqfvSRU/SLXv2bm+tsW7YMOnSArCwrOZUKlHHjxtGiRQt69eplO0pI0m6fcJCVBampVDl7tvS2xkBODqSmOo+Tkio2m1IV4KOPPmLRokW6JKMf9Mg/1G3Y4BRyH4u87AaigJ5Fnyj4AtCuNRViTp8+TZ8+fXj++edp0KCB7TghS4t/qJs82enS8SEZ8Nm7n5vrvF6pEDJ8+HB+97vf0bVrV9tRQpp2+4SyI0dg1SqnK8eLpUAd4GZgj7cGxsDKlXD0qI4CKgsdRWXd6tWrWblyJVu3brUdJeTpkX8oW7DA51PfAeOAmaW9h0iJ76Nwuta6dYNmzeDJJ+Hvf4c333Rux4+Hpk2d5zdssJ00rJ04cYJ+/frx0ksvUadOHdtxQp4W/1C2bVvxUT0eY4F+OIsrlCg3F7ZvD3CwMJKV5YyOWrZMR1FZlpKSQteuXenYsaPtKGFBu31C2alTXjdvAd4FNpfxbdavXk1Gr17ExcVRt27dEm+rVasWqPTu5xlF5etk+gV0FFWFeuWVV8jOzmbz5rL+q1al0eIfymJjvW5+D/gSaOp5fBo4D+wENnlp3+jqq7njjjs4fvw4J06cYO/evWRnZ//0+Pjx4z/dr169epm+JIrexsbGhtYVmCWMoloKPAXsBy4BFgC/L3iy4AugfXuIL/U6G1UG33zzDSkpKSxfvpyYmBjbccJGQIq/iHQCZgOVgXnGmClFnq8OLAKuA74FHjLGfBmIfUe0tm3htdeKdUUk4iynVmA6zpeB1w6J6GiadO5cpgtljDGcPn36py8Eb7f79u0rtv348eP88MMP1K5dm7p165b7iyM6Ojr4Y7l9jKJaA4wEXgauBw55e23BKCpdZ8Fvxhgee+wxHn30UW688UbbccKK39M7iEhlYBfwR+AAzrKO3Y0xOwu1GQC0Ncb0F5GHga7GmIdKel+d3qEMjhxxTkKWspbveJzRPv/r7cmoKNi/v8JHq+Tl5XHy5MkSvzi83R4/fhzgon7biIuLu7jpfUv4XG/GOZfSr7T3CNLnGhZKGEU1f8UK5syZwyeffBJZXY5+KOv0DoE48r8e2GOM+cKz46XAvTi9DAXuxalBAK8CGSIixq0TC4WKBg2cuXqWLfM53BN+/uCLEYG77gpKgapSpQr16tWjXr165X5tbm5uiV8Qn376qdftp06dokaNGuX+4mi4cCHVgaK/a5wHsoEuQAvgDHAfMA2ILhq6YBTV8OHl/vNGjA0bnN+QVq1yHhf+sn39dfLHjaOhMby6YIEW/goQiOLfGPiq0OMDwA2+2hhj8kTkFPAL4FgA9h/ZRo+G1avLdlKyqOho5/UuFx0dTePGjWncuHG5Xpefn893333n9beJEydOcOzYMXbv3l3si2Pq11/T/fz5Yu93GPgR5+jlQ6AqzlHNM8DEoo11FFXJCk6m5+Z6P3DJzaUScJcIlR59FE6e1JPoAeaqE74ikojTZU3Tpk1Laa0A58Ti9OmY1FSkPF8AMTEwfXpYn5SsVKkSderUoU6dOlx++eVlf+E99zjj+IsoOLofCFzquT8UH8Uf+Pcbb/DkLbf81AVVuDvK1/2IWIWqHKOoKukoqgoTiH9pB4EmhR5f5tnmrc0BEakCxOKc+L2AMWYuMBecPv8AZIsMSUmsWbOGW5Yvp7oxSEm9aSLOEf/06fofyRcfo6jicP5xF+4OKuk0dLsOHXg6NfWn3ygKfrvYuXPnBb9pFO6miomJ8fnlUNKXR+3atUNjNJWPUVQdgI/5uSA1Bj4v3EBHUQVcIIr/BuBKEbkcp8g/DPQo0mYF0Af4D3A/8C/t7w+c7du385cPP2TL66/TeNEiZ8oGkQtHqxTM53/XXU5Xj/4H8s3HKCqAvsAcoBNOt88s4G5v7xEdTdwtt3DrrbeWebf5+fl8//33xbqhCt//4osvvG7/4YcfiI2NLfNvGYW31ahRI3ijqUqYiyoDeLSk1+ooqoAKyGIuInIXkI4z1PMlY8xEEZkAZBtjVohIFLAY+A1wHHi44ASxLzrap2zOnj3LDTfcwMCBA+nXzzMG5ehR52Tj9u1w4gTExUGbNpCQoKNPyqKE0T4/AoOBf+DMlvog8Kzn/gWCPNrH22iqstw/fvw4eXl55foto/Bt9erVyx6yhM+1A87MsyUWf9BRVGVQ1tE+upJXiBs9ejQ7duxg+fLlOq95IHXrVuooKp9EoGvXkDlCPXv2bJm/KIpuq1KlSpm7qFq9+SZN5s2jkpd1JzoAOwAD/ArnHEoHb2Gjo+Gpp3QUVQmCOdRTWbJu3ToWLFjAli1btPAHWgSMoipQvXp1LrnkEi655JJyvc4YQ05OTolfFF9//fVP9x/fuJFmPhYcmgq0BqrhXEF9D840JVcUbaijqAJGi3+I+v777+nduzdZWVk0bNjQdpzw4xlFVea5fQpEwCiqAiJCjRo1qFGjBk2aNCn9BT5GUcGFY8P7AEuAlTgjq4o5caLcWVVxWvxD1LBhw7jlllu47777bEcJXwWjoUoaj15AR1GVzscoKm8EpwvIq7i4QKSJeCEwNkwV9eabb/LOO+8we/Zs21HCX1ISvP++04cfFeUU+MKio53tXbs67bTw+9a2rfNZFXESWI1zxXQe8HfgA5wRVcVERzuDF5Tf9IRviDl69Ci//vWvWbJkSbmGEaoA0FFU/vEx2ucocBfwGc5wwZbA0ziThRWjo31KpSd8w5Axhv79+9OjRw8t/DbUr6+jTPzhYy6q+jgXC5UqiHNRRQLt9gkhixcvZteuXTzzzDO2oyh1cUaPLt51VlYhNorK7bT4h4j9+/czbNgwFi9eTJSXflOlQkLBKKryLsoSQaOogkWLfwjIz88nISGBoUOH0q5dO9txlPJPUtLPXwClXJ+SDz8Xfj2ZHlBa/EPA7NmzOXv2LCNGjLAdRanAKMMoKhMVxZoaNVg3aZIW/gqgJ3xdbseOHUycOJH169dTuXJl23GUCpz4eGcKDB+jqCQhgfzsbBIGDeK//fuXbx4hVSod6uli586d48Ybb6R///4kJibajqOUFffddx/t27cnLS3NdpSQUNahntrt42JPP/00jRo14rHHHrMdRSlr0tPTmTVrFvv27bMdJaxo8Xepjz/+mBdffJF58+bppG0qojVv3pxBgwYxZMgQ21HCihZ/F/rhhx/o1asXmZmZ5Z5pUalwNGLECLZt28bq1attRwkbWvxdaPjw4dx00038+c9/th1FKVeIiopi9uzZDBw4kLM+poVW5eNX8ReRuiKyRkR2e269TrcnIm+LyEkR8T6fq/rJ22+/zVtvvcWcOXNsR1HKVf70pz/RsmVLZs6caTtKWPD3yH8UsNYYcyWw1vPYm2lALz/3Ffa+/fZbHn30Uf72t78RW47pb5WKFOnp6cyYMYP9+/fbjhLy/C3+9wILPfcXAl4nlzfGrAW+93NfYc0Yw4ABA3jggQe47bbbbMdRypV++ctfkpKSwtChQ21HCXn+Fv+GxphDnvvfALqk1EVasmQJ27dvZ9KkSbajKOVqI0eOZNOmTaxZs8Z2lJBW6hW+IvIu4G3IyQVXXBhjjIj4dcWYiCQCiQBNmzb1561CyoEDB3j88cd5++23ib7YGQ+VihDR0dE/nfzdtm0b1apVsx0pJJV65G+Mud0Yc42Xn+XAYRG5FMBze8SfMMaYucaYeGNMfP0ImbM7Pz+fvn37MmjQIK699lrbcZQKCffccw8tWrRg1qxZtqOELH+7fVbgrLeM53a5n+8XcTIzMzl9+jSjRvk6V66U8mb27NlMmzaNr776ynaUkORv8Z8C/FFEdgO3ex4jIvEiMq+gkYh8CLwCdBSRAyJyp5/7DQufffYZEyZMYNGiRVSponPsKVUeV1xxBQMGDGDYsGG2o4QkndjNkh9//JGbb76ZRx55hCSdrlapi5KTk8PVV1/Niy++yO233247jivoxG4uN3HiROrVq0f//v1tR1EqZMXExJCens7AgQM5d+6c7TghRYu/BZ988glZWVnMnz9fJ21Tyk9dunTh8ssvZ/bs2bajhBQt/kGWk5ND7969mTNnDo0aNbIdR6mQJyI899xzTJ06lYMHD9qOEzK0+AfZyJEjue6663jwwQdtR1EqbLRo0YL+/fuTmppqO0rI0CEmQbRmzRqWL1/O1q1bbUdRKuw88cQTtGrVin//+9/84Q9/sB3H9fTIP0hOnDjBI488wksvvURcnNfJT5VSfig4+ZuSksKPP/5oO47rafEPkuTkZLp27arD0ZSqQPfddx9NmjThueeesx3F9bTbJwhefvllNm3axKZNm2xHUSqsFZz8vfnmm+nevbsOqiiBHvlXsIMHDzJo0CAWL15MTEyM7ThKhb2rrrqKxMREhg8fbjuKq2nxr0DGGPr160dSUhLt27e3HUepiJGWlsaHH37Ie++9ZzuKa2nxr0BZWVl8++23pKWlld5YKRUwNWrUYNasWXrytwRa/CvIrl27GDduHIsXL6Zq1aq24ygVcbp160ajRo3IyMiwHcWVtPhXgLy8PHr16sWTTz5Jy5YtbcdRKiKJCHPmzGHSpEkcOnSo9BdEGC3+FWDy5MnUrl2b5ORk21GUimi/+tWv6NevHyNGjLAdxXV0qGeAbdy4kTlz5rBp0yYqVdLvVqVsGzNmDK1ateKDDz7glltusR3HNbQ6BVBubi49e/YkPT2dyy67zHYcpRRQs2ZNZs6cSUpKCnl5ebbjuIZfxV9E6orIGhHZ7bktNm+BiLQTkf+IyA4R2SYiD/mzTzcbPXo0bdu2pXv37rajKKUKuf/++2nQoAGZmZm2o7iGv0f+o4C1xpgrgbWex0XlAL2NMVcDnYB0Eanj535dZ+3atbz66qtkZWXpHP1KuUzByd9nnnmGb775xnYcV/C3+N8LLPTcXwjcV7SBMWaXMWa35/7XwBGgvp/7dZWTJ0/St29f5s2bR926dW3HUUp50apVK/r27cvIkSNtR3EFf4t/Q2NMwRiqb4CGJTUWkeuBasBeH88niki2iGQfPXrUz2jBM3DgQO6++246depkO4pSqgRjx45l7dq1fPTRR7ajWFfqaB8ReRe4xMtTF1y2aowxIuJzNXgRuRRYDPQxxuR7a2OMmQvMBWcB99KyucGrr77K+vXr2bx5s+0oSqlS1KpVixkzZpCcnMzGjRupUiVyBzyWeuRvjLndGHMPisueAAAMV0lEQVSNl5/lwGFPUS8o7ke8vYeI1AbeAtKMMR8H8g9g06FDh0hOTmbRokXUqFHDdhylVBk8+OCD1KtXj6ysLNtRrPK322cF0Mdzvw+wvGgDEakGvAEsMsa86uf+XKNg0rbExERuvPFG23GUUmVUcPJ3woQJHD582HYca/wt/lOAP4rIbuB2z2NEJF5E5nnaPAjcAiSIyBbPTzs/92vd3LlzOXz4MOPGjbMdRSlVTq1bt6ZPnz6MGuVtgGJkEGPc2bUeHx9vsrOzbcfwas+ePdx444188MEHtG7d2nYcpdRF+P7772nZsiWvvPIKN998s+04ASMiG40x8aW10yt8yykvL4/evXszZswYLfxKhbBatWoxffp0kpOTOX/+vO04QafFv5yeffZZoqOjGTRokO0oSik/Pfzww8TGxvI///M/tqMEXeSOc7oImzdvZtasWWzcuFEnbVMqDIgIGRkZ3HbbbTz44IPUrx9W15+WSCtYGZ05c4aePXsyc+ZMmjZtajuOUipArrnmGnr27BlxJ3+1+JdRWloarVq1omfPnrajKKUCbPz48axatYr//Oc/tqMEjXb7lMF7773H0qVL2bp1q07aplQYql27NtOmTSMlJYVPPvmEypUr245U4fTIH+DIEXj2WejZE+65x7l99lk4epRTp06RkJDA3LlzqVevnu2kSqkK0qNHD2rWrMncuXNtRwmKyB7nv2EDTJ4Mq1Y5j8+c+fm56GgwhuwGDXjn2mt54o03KjaLUsq67du307FjR3bu3BmyB3s6zr80WVnQoQMsW+YU/cKFHyA3F86c4Tf79zN69WqnvVIqrLVp04YePXowevRo21EqXGQW/6wsSE2FnBwo5TefyoDk5jrt9QtAqbD31FNP8dZbb7F+/XrbUSpU5BX/DRt+LvweGUA8UB1I8PW6nBzndS6dckIpFRixsbFMnTo17K/8jbziP3my06VTSCNgDPBIaa/NzXVer5QKaz179iQ6Opp58+aV3jhERVbxP3LEOblbpKunG876k78o7fXGwMqVEEKrjCmlyq/gyt9x48bx7bff2o5TISKr+C9Y4P97iATmfZRSrvbrX/+ahx56iCeeeMJ2lAoRWcV/27bio3rKKzcXtm8PTB6llKtNmDCBFStWsGHDBttRAi6yiv+pU4F5nxMnAvM+SilXq1OnDlOmTCE5OZn8fK9Lj4csv4q/iNQVkTUisttzG+elTTMR2eRZwWuHiPT3Z59+iY0NzPvEFftjKqXCVK9evahatSrz58+3HSWg/D3yHwWsNcZcCaz1PC7qEHCTMaYdcAMwSkQa+bnfi9O2LURFFducB5wBznt+zni2eRUdDW3aVFRCpZTLVKpUiczMTMaMGcPx48dtxwkYf4v/vcBCz/2FOINmLmCMOWeMOet5WD0A+7x4CQleNz8DROMsQPy/nvvP+HoPY3y+j1IqPLVr144HHniAtLQ021ECxt9C3NAYc8hz/xugobdGItJERLYBXwFTjTFf+2iXKCLZIpJ9tCKGUzZoAJ07OyN2ChkPmCI/470HhLvuggha8EEp5Xj66ad54403cOva4uVVavEXkXdF5L9efu4t3M44M8R5nSvBGPOVMaYt0ALoIyJevySMMXONMfHGmPgKW1Fn9Gin6+ZiREc7r1dKRZy4uDgmT55MSkpKWJz8LbX4G2NuN8Zc4+VnOXBYRC4F8NweKeW9vgb+C/w+EOEvSvv2MH06xMSU73UxMc7r4kudLE8pFab69OmDiPC3v/3NdhS/+dvtswLo47nfB1hetIGIXCYi0Z77ccDvgM/93K9/kpJ+/gIobXEWkZ8Lf1JScPIppVyp4ORvWlpayJ/89bf4TwH+KCK7gds9jxGReBEpmBSjFbBeRLYC7wPTjTH2r5JKSoL334euXZ0RQEW7gqKjne1duzrttPArpYBrr72Wbt26MXbsWNtR/BLZi7kUOHrUmbJh+3bnAq64OGc4Z0KCntxVShVz/PhxWrVqxapVq7j22mttx7lAWRdz0TV8wSnww4fbTqGUChF169Zl0qRJJCcns27dOiodO+YcQG7b5swkEBvrXFfUt69rDyD1yF8ppS5Cfn4+/dq2ZXz16jTbudPZ6GUpWDp3dkYJtm8flFy6jKNSSlWgSi+8wLy9e7ls06YSl4Jl2TJnyViXrQSo3T5KKVVenqVgK5dllmBjfl4JEFwzeESP/JVSqjy8LAUL0BO4FKgNXAUUWwPMZUvBavFXSqny8LIULMBo4EvgO5wLoMYAG4s2ctFSsFr8lVKqrHwsBQtwNc7MlQDi+dlbtJGLloLV4q+UUmVVyhKuA4AYoCVOF9Bd3hq5ZClYLf5KKVVWpSwF+zzwPfAh0I2ffxO4gEuWgtXir5RSZVWGpWAr40xgdgDwObjTBUvBavFXSqmyKsdSsHl46fMv4IKlYLX4K6VUWflYCvYIsBQ4jbMU7GpgCdDR23u4ZClYLf5KKVVWPpZwFZwunsuAOCAVSAe6eGvskqVg9QpfpZQqq4KlYJctu2C4Z32c+epL5aKlYPXIXymlyiNMloL1q/iLSF0RWSMiuz23Ps9iiEhtETkgIhn+7FMppawKk6Vg/T3yHwWsNcZcCaz1PPblaeADP/enlFL2hcFSsP4W/3uBhZ77C4H7vDUSkeuAhsA7fu5PKaXcIcSXgvX3hG9DY8whz/1vcAr8BUSkEjADZ9K72/3cn1JKuUd8PLz2WkguBVtq8ReRd4FLvDyVVviBMcaIiLdlwQYAK40xB6SUX49EJBFIBGjatGlp0ZRSyh1CcCnYUou/Mcbn0bqIHBaRS40xh0TkUpxrHYq6Cfi9iAwAagLVROS0MabY+QFjzFxgLjjLOJb1D6GUUqp8/O32WQH0AaZ4bpcXbWCM+UvBfRFJAOK9FX6llFLB4+8J3ynAH0VkN05//hQAEYkXkWIL2SillHIHMV4WJXCD+Ph4k+2S5c6UUipUiMhGY0ypFxPoFb5KKRWBtPgrpVQE0uKvlFIRSIu/UkpFIC3+SikVgVw72kdEjgL7LOy6HnDMwn7dTD+T4vQzKU4/k+JsfCbNjDGlzinh2uJvi4hkl2WYVCTRz6Q4/UyK08+kODd/Jtrto5RSEUiLv1JKRSAt/sXNtR3AhfQzKU4/k+L0MynOtZ+J9vkrpVQE0iN/pZSKQBFd/EXkARHZISL5IuLzjLyIdBKRz0Vkj4iE/XTUIlJXRNaIyG7PbZyPdudFZIvnZ0WwcwZDaX/3IlJdRF72PL9eRJoHP2VwleEzSRCRo4X+bTxqI2cwichLInJERP7r43kRkec8n9k2Ebk22BmLiujiD/wX6EYJC8uLSGUgE+gMtAa6i0jr4MSzZhSw1hhzJbDW89ibXGNMO89Pl+DFC44y/t33A04YY1oAs4CpwU0ZXOX4//ByoX8bkTC9+wKgUwnPdwau9PwkAllByFSiiC7+xphPjTGfl9LsemCPMeYLY8w5YCnOwvXh7F5goef+QuA+i1lsKsvffeHP6lWgo5S2Xmloi8T/D6UyxnwAHC+hyb3AIuP4GKjjWf3Qmogu/mXUGPiq0OMDnm3hrKEx5pDn/jdAQx/tokQkW0Q+FpFw/IIoy9/9T22MMXnAKeAXQUlnR1n/P/zZ073xqog0CU40V3NdHfF3GUfXK2kBemNMsWUnI0VJn0vhB8YYIyK+hoQ1M8YcFJFfAv8Ske3GmL2BzqpCzv8DlhhjzorIX3F+M7rNciZVRNgX/5IWoC+jg0DhI5fLPNtCWkmfi4gcFpFLjTGHPL+aHvHxHgc9t1+IyHvAb4BwKv5l+bsvaHNARKoAscC3wYlnRamfiTGm8J9/HvBsEHK5nevqiHb7lG4DcKWIXC4i1YCHcRauD2crgD6e+32AYr8hiUiciFT33K8H/BbYGbSEwVGWv/vCn9X9wL9MeF88U+pnUqQvuwvwaRDzudUKoLdn1M+NwKlCXat2GGMi9gfoitP3dhY4DKz2bG8ErCzU7i5gF85RbZrt3EH4XH6BM8pnN/AuUNezPR6Y57l/M7Ad2Oq57Wc7dwV9FsX+7oEJQBfP/SjgFWAP8AnwS9uZXfCZTAZ2eP5t/BtoaTtzED6TJcAh4EdPTekH9Af6e54XnFFSez3/X+JtZ9YrfJVSKgJpt49SSkUgLf5KKRWBtPgrpVQE0uKvlFIRSIu/UkpFIC3+SikVgbT4K6VUBNLir5RSEej/AyeVlAcW/qm+AAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "74\n", "{0: 'C', 1: 'C', 2: 'C', 3: 'C', 4: 'C', 5: 'C', 6: 'S'}\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "75\n", "{0: 'C', 1: 'C', 2: 'C', 3: 'C', 4: 'C', 5: 'C', 6: 'S', 7: 'S'}\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "76\n", "{0: 'C', 1: 'C', 2: 'C', 3: 'C', 4: 'C', 5: 'C', 6: 'S', 7: 'S'}\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "77\n", "{0: 'C', 1: 'C', 2: 'C', 3: 'C', 4: 'C', 5: 'C', 6: 'S', 7: 'S'}\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "78\n", "{0: 'C', 1: 'C', 2: 'C', 3: 'C', 4: 'C', 5: 'C', 6: 'S', 7: 'S'}\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "79\n", "{0: 'C', 1: 'C', 2: 'C', 3: 'C', 4: 'C', 5: 'C', 6: 'S', 7: 'S'}\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "80\n", "{0: 'C', 1: 'C', 2: 'C', 3: 'C', 4: 'C', 5: 'C', 6: 'S', 7: 'S'}\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "81\n", "{0: 'C', 1: 'C', 2: 'C', 3: 'C', 4: 'C', 5: 'C', 6: 'S', 7: 'S'}\n" ] }, { "data": { "image/png": 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F3be6+wHgGSC7fAN3X+rue0Nv/wy0j8NxRSqVkZHBPffcw9q1a9m+fTtnnnkmv/nNbzhw4ECQyAsKYO9eCN3oOABIBY4PPc46siP3oF1Bgb4ApNGIR/JvB3xc7v220LJoxgALI60wszwzKzaz4p07d8YhNBFo3749Tz75JIsXL6awsJArzziDgzffHCT0MA8De0KPjeErj3wB6M5zaQTqdLSPmV0DZAFTIq1398fdPcvds1rrIpvEWY8ePVi4cCGPdeqEHThQs52UlcHkyfENTCQB4pH8/wF0KPe+fWjZUcxsEPAzYJi774/DcUWOXWkpbVavJiXK6glAK6AfsCxSA3coLAwmsBNpwOKR/IuArmZ2mpk1B64EFpRvYGa9CEq7DnP30jgcU6RmZs2Kuuo+YCvBmUse8G3gg0gNzSrdj0hDEHPyd/eDwI3Aq8B7wLPuvt7M7jKzYaFmUwiuoT1nZmvMbEGU3YnUrpKSiqN6Qr4JnAC0AK4lOPsvjNSwrCyYslqkAYvLTV7uXkjY/yfuPrHc60HxOI5IzMKHe1bCgKgTnu/aFY9oRBJG0ztIcsnIiLj4M4KfrvuAg8Bc4A3gsmj7ycysheBE6o6SvySXHj2CkpJhPgf+H9Ca4ILvb4D5wJmR9pGWFlQnE2nAlPwlueTmRlzcmmDkwn8IfgX8Gbg42j7co+5HpKFQ8pfk0qYNDB4cjNipgUPAJ717a7I3afCU/CX5TJgQdN3URIsWjP3gA0aNGqUqYtKgKflL8unTB6ZOhfT0Y9suPZ2Uhx7i6c2badmyJWeffTZ/+MMfcI86Jkik3lLyl+SUn//lF0BVXUBmQbupUyE/n+OPP55p06bxwgsvcNddd5GdnV35tNEi9ZCSvySv/HxYvhxycoIRQOFdQWlpwfKcnKBdfv5Rq88991z+8pe/8I1vfINevXrx2GOPqYykNBhWX3+yZmVlebFmT5S6snNnMGXDunXBDVyZmcFwztzcal3cXb9+PWPGjKFFixbMmDGDM8+MOEhUpNaZ2Wp3z6qqnco4ikCQ4MePr/Hm3bt356233uLhhx/mvPPO4yc/+QkFBQU0a9YsjkGKxI+6fUTiJCUlhR//+McUFxezbNky+vbty+rVqxMdlkhESv4icda5c2f+9Kc/MW7cOIYMGcKtt97K3giFY0QSSclfpBaYGaNGjaKkpISPPvqInj17snTp0kSHJfIFJX+RWtS2bVueeeYZHnjgAb7//e+Tl5fHZ599luiwRJT8RerCsGHDWL9+PU2aNOHss89m/vz5iQ5Jklxckr+ZXWZmG81si5ndHmF9CzP7Q2j9O2bWOR7HFWlIMjIyeOyxx5g7dy633norV1xxBZ988kmiw5IkFXPyN7MU4BFgMNANuMrMuoU1GwPscvcuwEMEFfNEktIFF1zA2rVr6dKlCz169GDWrFmaIkLqXDzO/PsCW9x9q7sfAJ4BssPaZAOzQ6+fBy4yq+G0iiKNQFpaGpMnT+bVV1/l17/+NZdeeil/+9vfEh2WJJF4JP92wMfl3m8LLYvYJlTzdzdwchyOLdKg9erVi1WrVnHRRRfRp08fHnroIQ4dOlT1hqWlcP/9cM018O1vB8/33x/cqSxSDfXqgq+Z5ZlZsZkV79QfsSSJpk2bctttt/H222/z0ksvcd5557EuWoH4oiIYMQI6dYI774S5c+Hll4PnSZOgY8dgfVFRnf4bpOGJR/L/B9Ch3Pv2oWUR25hZUyADqDAZurs/7u5Z7p7VWsUyJMl07dqVJUuWMGbMGAYOHMjEiRPZv3//lw2mT4cBA2D+fNi3L3iUV1YWLJs/P2g3fXpdhi8NTDySfxHQ1cxOM7PmwJXAgrA2C4BrQ69HAktcV7hEKmjSpAl5eXmsWbOGtWvX0qtXL1auXBkk8oIC2Ls3KCNZGfegXUGBvgAkqrjM6mlmQ4BpQArwhLvfY2Z3AcXuvsDMUoE5QC/gU+BKd99a2T41q6ckO3fnueee44kbbuCl3btpcfBgxHabgXMIzqp+F74yPT2YjjqrykkepZGo7qyemtJZpJ7bf/nlNCssjPoz/RKgDOhEhORvFtQjmDevNkOUeqS6yb9eXfAVkTClpbRYsiTq/6jPACcBF0Xb3h0KCzUKSCpQ8hepz2bNirrq38BE4MGq9mFW6X4kOSn5i9RnJSUVR/WE3EFw63z7qvZRVhZUKBMpR5W8ROqz3bsjLl4DvAa8W9397NoVp4CksVDyF6nPMjIiLl4G/B3oGHq/BzgEbAD+EmmDzMy4hyYNm7p9ROqzHj0gNbXC4jzgA4JfAGuA64HLgVcj7SMtLShGL1KOkr9IfZabG3FxOvCVco/jgVQg4n3x7lH3I8lLyV+kPmvTBgYPDkbsVGISEcb4A24GQ4aApkuRMEr+IvXdhAlB100NHGjShH3jxsU5IGkMlPxF6rs+fWDq1GCqhmPgaWnM7dWLvjfcwKZNm2opOGmolPxFGoL8/C+/AKqqg2QG6enYAw8wetUq8vPz6devH88//3zdxCoNgpK/SEORnx9M0paTE4wACu8KSksLlufkBO3y8zEz8vPzKSwsZPz48dxyyy18/vnniYlf6hVN7CbSEO3cGUzZsG5dcANXZmYwnDM3N+rF3U8//ZRRo0axa9cunn32Wdq1Cy+4J41BdSd2001eIg1R69YwfvwxbdKyZUsWLFjAvffeS1ZWFnPmzGHQoEG1FKDUd+r2EUkiTZo04ac//Slz585l1KhR3H333Rw+fDjRYUkCKPmLJKGBAwdSVFTEokWLGDp0KP/6V4WqqtLIxZT8zaylmS02s82h5woTiJjZ183sbTNbb2YlZvbdWI4pIvHRrl07lixZQvfu3enduzerVq1KdEhSh2I9878deN3duwKvh96H2wuMcvfuwGXANDM7KcbjikgcNGvWjClTpvDQQw8xdOhQHnnkEerrIBCJr1iTfzYwO/R6NjA8vIG7b3L3zaHX/wRKiTIFiYgkRk5ODitXrmTGjBlcffXV7NmzJ9EhSS2LNfm3dfftodefAG0ra2xmfYHmBBMSikg90qVLF95++23S09Pp27cvGzZsSHRIUouqTP5m9pqZ/TXCI7t8Ow9+K0b9vWhmpwBzgNHuHnF4gZnlmVmxmRXvVM1RkTqXlpbGb3/7WwoKCrjgggv4/e9/n+iQpJbEdJOXmW0EBrj79lByX+buZ0VodyJB/Ylfunu17jHXTV4iibVmzRpGjhzJpZdeyoMPPkiLFi0SHZJUQ3Vv8oq122cBcG3o9bXASxECaQ68CDxV3cQvIon39a9/ndWrV7N9+3b69+/Phx9+mOiQJI5iTf73Aheb2WZgUOg9ZpZlZjNDbb4D/B8g18zWhB5fj/G4IlIHMjIymDdvHt/97nfp27cvhYWFiQ5J4kRz+4hItbz55ptceeWV5Obm8vOf/5yUlJREhyQRVLfbR8lfRKptx44dXH311QA8/fTTtGnTJnLD0tJg4rmSEti9OyhE36MHjB6tqmK1rK76/EUkibRt25ZFixZx7rnn0rt3b956662jGxQVwYgR0KkT3HknzJ0LL78cPE+aBB07BuuLihISv3xJyV9EjklKSgq/+MUveOyxxxgxYgQPPvhgcFfw9OkwYADMnw/79gWP8srKgmXz5wftpk9PRPgSoimdRaRGLr/8ct555x2uuOIKjpszh7yNG7Gysqo3dIe9e6GgIHifn1+7gUpEOvMXkRrr3Lkzb02bRu5f/xox8T8DfA04DjgDWFF+5ZEvAF3bSwglfxGJSfMHHqDFoUMVli8GbgOeBP4DvAGcHt6orAwmT67tECUCJX8RqbnSUli4MOjKCXMnMBH4FkGiaRd6HMUdCguDspRSp5T8RaTmZs2KuPgQUAzsBLoA7YEbgYhXBMyi7kdqj5K/iNRcSUnFUT3ADuBz4HmCfv41wLvALyLto6wsKEQvdUrJX0RqbvfuiIvTQs83AacArYBbgKiTQ+zaFe/IpApK/iJScxkZERdnEnT1WLllFrHlkQ0qVICVWqbkLyI116MHpKZGXDUa+A1B6b5dwEPA0EgN09LgnHNqK0KJQslfRGouNzfqqjuAPsCZBGP9ewE/i9TQvdL9SO1Q8heRmmvTBgYPDkbshGkGPAp8RlDj9ddAhd8IZjBkiCZ7SwAlfxGJzYQJQddNDRxu0SLYXuqckr+IxKZPH5g6FdLTj2mzg82bc1vTpryxd28tBSaViSn5m1lLM1tsZptDz1Ev2ZvZiWa2zcwejuWYIlIP5ed/+QUQoQvoKGaQnk7TadO49MUXGTlyJM8991zdxClfiPXM/3bgdXfvCrweeh/N3QTTe4hIY5SfD8uXQ05OMAIovCsoLS1YnpMTtMvPZ9CgQSxevJhbbrmFhx56KDFxJ6lYp3TOBgaEXs8GlhHM5XQUM+sNtAX+BFRZYUZEGqisLJg3L5irZ9as4M7dXbuCcfznnBOM6gm7uNuzZ0/eeustBg8ezEcffcQDDzxAkybqka5tMZVxNLPP3P2k0GsDdh15X65NE2AJcA1Bkfcsd7+xqn2rjKNIctm1axfDhw+nbdu2PPXUU6RGuX9AKhe3Mo5m9pqZ/TXCI7t8Ow++RSJ9k9wAFLr7tmocK8/Mis2seKdm+RNJKpmZmSxatAgz45JLLuHTTz9NdEiNWqxn/huBAe6+3cxOAZa5+1lhbeYC/YHDwPFAc+BRd6/s+oDO/EWS1OHDhxk/fjwLFy5k4cKFdOrUKdEhNSh1VcB9AXBt6PW1wEvhDdz9e+7e0d07AwXAU1UlfhFJXk2aNOGBBx4gLy+Pfv36sWbNmkSH1CjFmvzvBS42s80E/fn3AphZlpnNjDU4EUleN998M9OmTeOSSy5h8eLFiQ6n0Ymp26c2qdtHRABWrFjByJEjmTJlCqNGjUp0OPVedbt9Yh3qKSJSq/r378+yZcsYMmQI27ZtY8KECVhVN5JJlTSYVkTqva997WusXLmS5557jhtuuIGDBw8mOqQGT8lfRBqEU045heXLl/PBBx8wYsQI/vd//zfRITVoSv4i0mCceOKJvPLKK7Rs2ZKBAwei+4FqTslfRBqUZs2a8eSTT3LJJZdw3nnnsWXLlkSH1CDpgq+INDhmxt1330379u3p378/L730En379k10WA2Kkr+INFjXXXcd7dq1Y+jQoTzxxBMMHRqhSnBpaTDJXEkJ7N4dFJ3v0QNGj07qCmIa5y8iDd6qVasYPnw4d955J9ddd12wsKgIJk+GhQuD9/v2fblBWlpQO3jw4KCSWJ8+dR90LdE4fxFJGn379uWNN95g8ODBfPzxx9zdrh1WUABlZUGSD1dWFjzPnw+vvhoUosnPr9ugE0zJX0QahS5durBy5Uqe6NOHA9u20eLQoao3coe9e6GgIHifRF8AGu0jIo1G67//nVtLS49K/PuBMUAn4ATg68DC8A2PfAEkUVezkr+INB6TJ2Pl+/aBg0AHYDmwG/gF8B3g7+HblpUF1wiShJK/iDQOpaXBxd2wPv7jgElAZ4KENxQ4DVgdvr07FBYGJSiTgJK/iDQOs2ZVq9kOYBPQPdJKs2rvp6FT8heRxqGk5OjhnBF8DnyPoPLUVyM1KCsLis4nASV/EWkcdu+udPVh4PsEdWQfrqzhrl3xi6keiyn5m1lLM1tsZptDz5lR2nU0s0Vm9p6ZbTCzzrEcV0SkgoyMqKucYMTPDmAe0Kyy/WRGTGONTqxn/rcDr7t7V+D10PtIngKmuPvXgL5AaYzHFRE5Wo8ekJoacVU+8B7wRyCtsn2kpcE558Q/tnoo1uSfDcwOvZ4NDA9vYGbdgKbuvhjA3fe4+94YjysicrTc3IiLPwT+G1gDfAU4PvSYG6mxe9T9NDaxJv+27r499PoToG2ENmcCn5nZC2b2rplNMbOUSDszszwzKzazYs3TLSLHpE2bYK6esBKPnQi6ffYBe8o9vhe+vRkMGZI0k71VmfzN7DUz+2uER3b5dh7MEBdplrimQH+gAOgDnA7kRjqWuz/u7lnuntU6Sf4DiEgcTZgQdN3URFpasH2SqDL5u/sgdz87wuMlYIeZnQIQeo7Ul78NWOPuW939IDAf+EY8/xEiIkAwO+fUqZCefkyb7TWRw6hLAAAIsklEQVTjrREjIKvKyTAbjVi7fRYQDJkl9PxShDZFwElmduRUfiCwIcbjiohElp//5RdAWBdQBWaQns5/Jk7kymXLeOKJJ+omxnog1uR/L3CxmW0GBoXeY2ZZZjYTwN0PEXT5vG5m6wADZsR4XBGR6PLzYflyyMkJRgCFdwWlpQXLc3Jg+XLaTprEkiVLmDRpEjNnzkxMzHVMxVxEpHHbuTOYsmHduuAGrszMYDhnbm6Fi7tbtmxh4MCB3HHHHYwdOzYh4cZKxVxERCBI8OPHV6tply5dWLJkCQMHDsTdycvLq+XgEkfJX0SknC5durB06dIvvgC+KAvZyCj5i4iEOeOMM476BXD99dcnOqS4U/IXEYngjDPOYOnSpVx44YUcPnyYG264IdEhxZWSv4hIFKeffvpRXUA//OEPEx1S3Cj5i4hU4sgXwIUXXgjQaL4AlPxFRKpw2mmnsWzZsi+6gG666aZEhxQzJX8RkWro3LnzF78A3J0f/ehHiQ4pJkr+IiLV1Llz5y9+Abg7P/7xjxMdUo0p+YuIHINOnTod9Qvg5ptvPrpBaWlwR3FJSVBaMiMjKDQzenS9mi5ayV9E5Bh16tTpqF8A48aNg6IimDwZFi4MGpUvJv/CC3DnnUG9gQkTgtlHE0xz+4iI1NDHH3/MhRdeyGM9ezLoT3+CsrKgGlg0ZsGkclOnBpPP1YLqzu0T66yeIiJJq0OHDqz6wQ/o9+KLsHdv5YkfgvV790JBAUyfXjdBRqHkLyJSU0VFtLznHtLCkv6nQA5wHEEZyd+Hb3fkCyCBvRtK/iIiNTV5ctDVE+aHQHNgB0Gh+HxgfXijsrJg+wSJKfmbWUszW2xmm0PPmVHa3W9m683sPTP7tVlV5XVEROq50tLg4m7YWf//AvOAu4HjgfOBYcCc8O3dobAwqDeQALGe+d8OvO7uXYHXQ++PYmbnAf2AHsDZBEXcL4jxuCIiiTVrVsTFmwiGUZ5ZbllPIpz5Q3ABOMp+alusyT8bmB16PRsYHqGNA6kEv4JaAM0Ifg2JiDRcJSVHD+cM2QOcGLYsA/hPpH2UlQUVxhIg1uTf1t23h15/ArQNb+DubwNLge2hx6vu/l6MxxURSazduyMuPh74d9iyfwMnRNvPrl3xi+kYVHmTl5m9BnwlwqqflX/j7m5mFcY5mVkX4GtA+9CixWbW391XRGibB+QBdOzYseroRUQSJSMj4uIzgYPAZqBraNlaoHu0/WRGvFRa66o883f3Qe5+doTHS8AOMzsFIPRcGmEXOcCf3X2Pu+8BFgLnRjnW4+6e5e5ZrevRbdAiIhX06AGpqRUWHweMACYSXPx9C3gJ+H6kfaSlBcXkEyDWbp8FwLWh19cS/BvDfQRcYGZNzawZwcVedfuISMOWmxt11aNAGdAGuAqYTpQzf/dK91ObYk3+9wIXm9lmYFDoPWaWZWYzQ22eBz4A1hH8+lnr7n+M8bgiIonVpk0wV0+EkestgfkEZ/4fAVdH2t4MhgxJ2GRvmttHRKSmiopgwIDgjt1jlZ4Oy5dDVpXT8BwTze0jIlLb+vQJJmlLTz+27dLTg+3inPiPhaZ0FhGJxZHZOQsK6sWsntWlM38RkVjl5wddODk5wQigtLSj16elBctzcoJ2CU78oDN/EZH4yMqCefOCuXpmzQru3N21KxjHf845waieejSEXclfRCSeWreG8eMTHUWV1O0jIpKElPxFRJKQkr+ISBJS8hcRSUJK/iIiSUjJX0QkCSn5i4gkISV/EZEkVG9n9TSzncCHCTh0K+B/EnDchkKfT9X0GVVNn1HlYvl8Orl7lbcS19vknyhmVlyd6VCTlT6fqukzqpo+o8rVxeejbh8RkSSk5C8ikoSU/Ct6PNEB1HP6fKqmz6hq+owqV+ufj/r8RUSSkM78RUSSUFInfzO7wszWm9lhM4t6Zd3MLjOzjWa2xcxur8sYE83MWprZYjPbHHrOjNLukJmtCT0W1HWciVDV34WZtTCzP4TWv2Nmnes+ysSpxueTa2Y7y/3d/N9ExJlIZvaEmZWa2V+jrDcz+3XoMywxs2/E69hJnfyBvwIjgDeiNTCzFOARYDDQDbjKzLrVTXj1wu3A6+7eFXg99D6SMnf/eugxrO7CS4xq/l2MAXa5exfgIeC+uo0ycY7h/5s/lPu7mVmnQdYPs4DLKlk/GOgaeuQB0+N14KRO/u7+nrtvrKJZX2CLu2919wPAM0B27UdXb2QDs0OvZwPDExhLfVKdv4vyn93zwEVmZnUYYyIl+/831eLubwCfVtIkG3jKA38GTjKzU+Jx7KRO/tXUDvi43PttoWXJoq27bw+9/gRoG6VdqpkVm9mfzSwZviCq83fxRRt3PwjsBk6uk+gSr7r/3/xXqDvjeTPrUDehNSi1ln8afQ1fM3sN+EqEVT9z95fqOp76qLLPqPwbd3czizY8rJO7/8PMTgeWmNk6d/8g3rFKo/JH4Gl3329m1xH8ShqY4JiSRqNP/u4+KMZd/AMof0bSPrSs0ajsMzKzHWZ2irtvD/3cLI2yj3+Enrea2TKgF9CYk391/i6OtNlmZk2BDOBfdRNewlX5+bh7+c9iJnB/HcTV0NRa/lG3T9WKgK5mdpqZNQeuBJJiNEvIAuDa0OtrgQq/lsws08xahF63AvoBG+oswsSozt9F+c9uJLDEk+fGmio/n7C+62HAe3UYX0OxABgVGvXzLWB3uW7Y2Lh70j6AHII+tP3ADuDV0PJTgcJy7YYAmwjOZH+W6Ljr+DM6mWCUz2bgNaBlaHkWMDP0+jxgHbA29Dwm0XHX0WdT4e8CuAsYFnqdCjwHbAFWAacnOuZ69vlMBtaH/m6WAl9NdMwJ+IyeBrYDn4dy0RjgeuD60HojGDX1Qej/rax4HVt3+IqIJCF1+4iIJCElfxGRJKTkLyKShJT8RUSSkJK/iEgSUvIXEUlCSv4iIklIyV9EJAn9fy5Zz+hYhC8JAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "82\n", "{0: 'C', 1: 'C', 2: 'C', 3: 'C', 4: 'C', 5: 'C', 6: 'C', 7: 'O'}\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "83\n", "{0: 'C', 1: 'C', 2: 'C', 3: 'C', 4: 'C', 5: 'C', 6: 'C', 7: 'O'}\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "84\n", "{0: 'C', 1: 'C', 2: 'C', 3: 'C', 4: 'C', 5: 'C', 6: 'C', 7: 'O'}\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "85\n", "{0: 'C', 1: 'C', 2: 'C', 3: 'C', 4: 'C', 5: 'C', 6: 'C', 7: 'O'}\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "86\n", "{0: 'C', 1: 'C', 2: 'C', 3: 'C', 4: 'C', 5: 'C', 6: 'C', 7: 'O'}\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "87\n", "{0: 'C', 1: 'C', 2: 'C', 3: 'C', 4: 'C', 5: 'C', 6: 'C', 7: 'O'}\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "88\n", "{0: 'C', 1: 'C', 2: 'C', 3: 'C', 4: 'C', 5: 'C', 6: 'C', 7: 'O'}\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "89\n", "{0: 'C', 1: 'C', 2: 'C', 3: 'C', 4: 'C', 5: 'C', 6: 'C', 7: 'O'}\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "90\n", "{0: 'C', 1: 'C', 2: 'C', 3: 'C', 4: 'C', 5: 'C', 6: 'C', 7: 'O'}\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "91\n", "{0: 'C', 1: 'C', 2: 'C', 3: 'C', 4: 'C', 5: 'C', 6: 'C', 7: 'O'}\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "92\n", "{0: 'C', 1: 'C', 2: 'C', 3: 'C', 4: 'C', 5: 'C', 6: 'C', 7: 'O'}\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "93\n", "{0: 'C', 1: 'C', 2: 'C', 3: 'C', 4: 'C', 5: 'C', 6: 'C', 7: 'O'}\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "94\n", "{0: 'C', 1: 'C', 2: 'C', 3: 'C', 4: 'C', 5: 'C', 6: 'C', 7: 'O'}\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "95\n", "{0: 'C', 1: 'C', 2: 'C', 3: 'C', 4: 'C', 5: 'C', 6: 'C', 7: 'O', 8: 'O'}\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "96\n", "{0: 'C', 1: 'C', 2: 'C', 3: 'C', 4: 'C', 5: 'C', 6: 'C', 7: 'O', 8: 'O'}\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "97\n", "{0: 'C', 1: 'C', 2: 'C', 3: 'C', 4: 'C', 5: 'C', 6: 'C', 7: 'O', 8: 'O'}\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "98\n", "{0: 'C', 1: 'C', 2: 'C', 3: 'C', 4: 'C', 5: 'C', 6: 'C', 7: 'O', 8: 'O'}\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "99\n", "{0: 'C', 1: 'C', 2: 'C', 3: 'C', 4: 'C', 5: 'C', 6: 'C', 7: 'O', 8: 'O'}\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "100\n", "{0: 'C', 1: 'C', 2: 'C', 3: 'C', 4: 'C', 5: 'C', 6: 'C', 7: 'O', 8: 'O'}\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "101\n", "{0: 'C', 1: 'C', 2: 'C', 3: 'C', 4: 'C', 5: 'C', 6: 'C', 7: 'O', 8: 'O'}\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "102\n", "{0: 'C', 1: 'C', 2: 'C', 3: 'C', 4: 'C', 5: 'C', 6: 'C', 7: 'O', 8: 'O'}\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "103\n", "{0: 'C', 1: 'C', 2: 'C', 3: 'C', 4: 'C', 5: 'C', 6: 'C', 7: 'O', 8: 'O'}\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "104\n", "{0: 'C', 1: 'C', 2: 'C', 3: 'C', 4: 'C', 5: 'C', 6: 'C', 7: 'S'}\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "105\n", "{0: 'C', 1: 'C', 2: 'C', 3: 'C', 4: 'C', 5: 'C', 6: 'C', 7: 'S'}\n" ] }, { "data": { "image/png": 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OnA90r2s/FRUBBSTS/JQMRDIza908jTquCqplZQURjUhSKBmI9O7t5wWOYwXwMfF7Ee0jFPJTSoqkKSUDkWHD2LNnT9xNU4ErgDqHlHPOzy0skqb0nIG0art27WJ8URE/APqbcUBM99JJ9dmJGQwYoEnmJa3pykBarbKyMs4++2wWL17Mac88wwGhUON2FAr5QetE0piSgbQ627dv55577uHiiy/m5ptv5j//8z/pcvnlUFAAGRkN21lGhq+Xnd00wYo0EzUTSauycuVKRowYQc+ePXnrrbc45phj9m7MzfU/x4zxzw3U8kQyZv6KoKBgbz2RNKYrA2kVvv32W0aPHk1OTg55eXk899xz+yaCarm5UFwMOTm+h1Fs01Eo5Nfn5PhySgTSQujKQFq8pUuXctNNN3Huueeydu1aOnbsWHuF7GyYM8ePNVRU5J8srqjwzxH06uV7DelmsbQwSgbSYlVWVjJmzBgWLVpEYWEhAwcObNgOOnWCO+5omuBEUoyaiaRFeuGFFzj11FNp27Yt77zzTsMTgUgroysDaVG2bt3KrbfeSklJCdOnT6dfv37JDkkkLejKQFoE5xwzZ86kV69edO3albKyMiUCkQbQlYGkvS1btpCbm8umTZt44YUX6Nu3b7JDEkk7ujKQtOWcY/LkyZx++ulkZ2ezZs0aJQKRRgrkysDMfg78CWgDTHHOPRSzvR1+JOA+wOfAL5xzm4I4trROGzdu5KabbuLbb79l2bJlnHrqqckOSSStJXxlYGZtgMeA/sApwLVmdkpMsRFAhXPuRGAC8IdEjyut0+7duxk/fjxnnXUWAwcOZMWKFUoEIgEI4srgTGCDc+5DADObBQwC1kWVGQTcG3k/G5hoZuZcbc/7i+zr3Xff5YYbbiAjI4OVK1dy4oknJjskkRYjiHsGXYDNUctbIuvilnHO7QIqgSNid2RmI82s1MxKt27dGkBo0hLs2LGD++67j379+jFixAiWLFmiRCASsJTqTeScmwxMBsjOztZVQ0tSXu6Hdigr83MOZ2b6GcaGD691aIeSkhJGjBjBcccdx5tvvknXrl2bL2aRViSIZPAxcGzUctfIunhltphZWyATfyNZWrqSEsjPh4UL/fK2bXu3zZ0LeXnQv7+fDyCqJ1A4HCYvL49p06Yxfvx4rr32WsysmYMXaT2CaCYqAXqaWXczOwgYDMyPKTOfvXOKXwUs1f2CVqCwEPr1g3nzfBKITgTgh4nets1v79fPlweKi4vp3bs3mzdvpqysjOuuu06JQKSJJZwMIvcAbgEWAe8Bzzrn3jWz+8zsskixJ4AjzGwDMBq4K9HjSoorLPTzAlRV7TcvwCzgZOBg4ATgNeegqgr3r//K0xdcwC9/+UsefvhhZs6cSefOnZMQvEjrY6n6B3p2drYrLS1NdhjSGCUl/i/9qqr9Ni0GbgSewXdD+ySyvrrHwfY2bdixeDGHXHhhc0Qq0uKY2RrnXIOn3tMTyBK8/HzfBBRHHnAPcDb+w9eFfbuetduzh0MmTmzyEEVkX0oGEqzycn+zOM4V526gFNgKnIjvaXALsE/acA4WLPATy4hIs1EykGAVFdW46TNgJ/6pw9eAt4A3gQdiC5rVuh8RCZ6SgQSrrGz/XkMR1bMJ/xY4GuiI702wILZgOOynmhSRZqNkIMGqrKxxUxa+aSi6k2iNHUYrKoKLSUTqpGQgwcrMrHXzcOBRoByowI9aeGm8gllZQUcmIrVQMpBg9e4N7dvXuPn3QF/gJPyzBqcD42ILhULQq1dTRSgicSgZSLCGDat184HAn4EvgU+BR4D9Uodzde5HRIKlZCDB6twZ+vdnT2OHjzCDAQNqHbxORIKnZCCB2rlzJwUHHsj2xu4gFPKD1olIs1IykMB8/vnn/OxnP2PZN9/gCgogI6NhO8jIgIICyG7wk/QikiAlAwnE2rVr6du3L2eeeSbz588nY/Ro/8WekeGbfmpjtjcR5OY2T8Aisg8lA0nYc889x0UXXcQDDzzAQw89RJs2bfyG3FwoLoacHN/DKBTat2Io5Nfn5PhySgQiSZNSM51JetmzZw/3338/TzzxBC+//DJ9+vTZv1B2NsyZ48caKiryTxZXVPjnCHr18r2GdLNYJOmUDKRRvvnmG4YOHcqnn37K6tWrOeqoo2qv0KkT3HFH8wQnIg2mZiJpsH/84x+ce+65ZGVlsXTp0roTgYikPCUDaZBly5ZxzjnnMHLkSB5//HHatWuX7JBEJABqJpJ6cc7x2GOP8cADD/D0009z0UUXJTskEQmQkoHUaceOHYwaNYqVK1eyYsUKevTokeyQRCRgSgZSq88++4wrr7ySzp0788Ybb9ChQ4dkhyQiTUD3DKRGa9asoW/fvlxyySXMnj1biUCkBdOVgcQ1c+ZMbr31ViZNmsQVV1yR7HBEpIkpGcg+du/ezbhx43j22WdZunQpvTSvgEiroGQg36msrOS6664jHA6zevVqOnbsmOyQRKSZ6J6BAPDBBx9w1lln0aNHDxYtWqREINLK6MqgJSov9+MAlZX5CeozM/10lMOHxx0H6OWXX2bo0KE8+OCD3Hjjjc0fr4gknZJBS1JSAvn5sHChX962be+2uXMhLw/69/eTx/Tti3OOgoICJkyYwNy5cznvvPOSE7eIJJ2SQUtRWAhjxkA47OcQjhUO+5/z5sGiRezIz2dESQnr1q1j1apVHHvssc0br4ikFN0zaAmqE0FVVfxEEM05qKpi9+23c+F//RevvfaaEoGIKBmkvZKSvYkgjvVAe+D6mPWhPXsYvm4dGevWNXWEIpIGlAzSXX7+3iagOEYBfWvYZuGwry8irZ6SQTorL/c3i2toGpoFHAb8pKb6zsGCBX4WMhFp1ZQM0llRUY2bvgLuAcbXtQ+zWvcjIq2DkkE6Kyvbt/tolN8DI4Cude0jHPbzEotIq6aupemssjLu6reAV4A367ufioqAAhKRdKVkkM4yM+OuXg5sAo6LLH8D7AbWAX+PVyErK/DQRCS9qJkonfXuDe3b77d6JLARf4XwFvAbYCCwKN4+QiHQyKQirZ6SQTobNizu6gzgqKhXB/yzBvuPSoTvUVTDfkSk9VAySGedO/uxhsxqLXYvMCPeBjMYMCDu4HUi0roklAzM7HAzW2xm6yM/4zY+m9luM3sr8pqfyDElxtix7D7ooMbVDYX8oHUi0uolemVwF7DEOdcTWBJZjifsnDst8roswWNKlEVffMGdbduyu127hlXMyICCAsjObprARCStJJoMBgFTI++nApcnuD9pgJdeeokhQ4aQs2gRbSZM8F/wdTQZYbY3EeTmNk+gIpLyEk0GRzrnPom8/xQ4soZy7c2s1MxWmpkSRgCef/55brjhBl544QU/D0FuLhQXQ06O72EUCu1bIRTy63NyfDklAhGJUudzBmb2Cr5TSqxx0QvOOWdmNY2ffLxz7mMz6wEsNbO1zrmNcY41Et8zkuOOOy52s0TMnj2bUaNGsWDBAvr06bN3Q3Y2zJnjxxoqKvJPFldU+OcIevXyvYZ0s1hE4jBX1/j3tVU2ex/o55z7xMyOBpY7575XR50i4EXn3OzaymVnZ7vS0tJGx9ZSzZo1i9tuu42XX36Z0047LdnhiEiKMbM1zrkG3wxMtJloPjA08n4o8HycwLLMrF3kfUfgPPzDsNJA06dPZ/To0bzyyitKBCISqESTwUPAJWa2Hrg4soyZZZvZlEiZk4FSM3sbWAY85JxTMmigJ598krFjx7JkyRJOPfXUZIcjIi1MQmMTOec+J85w+c65UuDGyPsVgMY7SMCkSZN48MEHWbp0KSeddFKywxGRFkgD1aW4iRMnUlBQwLJlyzjhhBOSHY6ItFBKBilswoQJPProoyxfvpxu3bolOxwRacGUDFLUH/7wB6ZMmUJxcTHHHntsssMRkRZOySAF3X///Tz11FMsX76cLl26JDscEWkFlAxSiHOOvLw85syZw/LlyznqqHjP+omIBE/JIEU45/jd737HSy+9xLJly+jcuXOyQxKRVkTJIAU45xgzZgzLli1j2bJlHHHEEckOSURaGSWDplJe7scHKivzE9dnZvppKocP32d8IOcct956K6tWrWLJkiVkaT5iEUkCJYOglZRAfj4sXOiXt23bu23uXMjL87OTjR3Lnj59uPnmm3n77bdZvHgxmTVMcC8i0tSUDIJUWAhjxkA47OcWjhUO+5/z5uEWLWLGD3/Iu23asGjRIg499NDmjVVEJIrmQA5KdSKoqoqfCKI5h1VVcfWqVSy+8kolAhFJOiWDIJSU7E0EEduBEcDxwCHAacDCmGqhPXtoP24caKhuEUkyJYMg5OfvbQKK2AUcCxQDlcADwDXApti64bCvLyKSREoGiSov9zeLY5qGDgbuBbrhT/KlQHdgTWx952DBAj87mYhIkigZJKqoqF7FPgM+AH4Qb6NZvfcjItIUlAwSVVa2b/fROHYCv8RPBff9eAXCYT9fsYhIkigZJKqystbNe4AhwEHAxNoKVlQEF5OISAPpOYNE1fKgmMP3KPoMWAAcWNt+9OSxiCSRrgwS1bs3tG8fd1Mu8B7wAhCqbR+hEPTSzKAikjxKBokaNizu6o+AScBbwFFAh8jrqXiFnatxPyIizUHJIFGdO/uxhsz2WX08vploG/BN1OuXsfXNYMCAfQavExFpbkoGQRg71jf1NEYo5OuLiCSRkkEQ+vaFggJ2tG3g/fiMDCgogOzspolLRKSelAwCMuOQQ7g/MxMXCu3XZLQfs72JIDe3eQIUEamFkkEASktLuf322/nF8uXYq69CTo7vYRTbdBQK+fU5OVBcrEQgIilDzxkk6NNPP+WKK65g8uTJnHrqqX7lnDl+rKGiIv9kcUWFf46gVy/fa0g3i0UkxSgZJGD79u1ceeWVjBgxgpycnH03duoEd9yRnMBERBpIzUSN5Jxj1KhRHHnkkfz+979PdjgiIgnRlUEj/fnPf2bVqlWsWLGCAw5QThWR9KZk0AjLly/nvvvu44033uCQQw5JdjgiIgnTn7QNtGnTJgYPHszTTz9Njx49kh2OiEgglAwa4Ntvv2XQoEGMHTuWn/zkJ8kOR0QkMEoG9eScY9iwYZxxxhnceuutyQ5HRCRQumdQT//xH//B5s2bWb58OVbXE8YiImlGyQD8pPZFRX4Ky8pKP2FN794wfDh06sT8+fMpLCxk9erVtK9h7gIRkXTWupNBSQnk58PChX45ei7juXMhL4+vzjuPiWvWMOfllznmmGOSE6eISBNrvcmgsBDGjPGT0Tu3//ZwGICDlyxhwUEH0fbvf4ezzmrmIEVEmkfrTAbViaCqqs6ibQB27PDlQYPLiUiL1Pp6E5WUxE0EXwA5wMH4Wcqejq1XVeXrlZY2S5giIs0poWRgZleb2btmtsfMapyhxcx+bmbvm9kGM7srkWMmLD//uyagaKOAg4DP8PMU5wLvxhYKh319EZEWJtErg3eAK4BXaypgZm2Ax4D+wCnAtWZ2SoLHbZzycn+zOOYewbfAHOB+/KT15wOXAdNj6zsHCxb44alFRFqQhJKBc+4959z7dRQ7E9jgnPvQObcDmAUMSuS4jVZUFHf1B/ibJydFrfshca4MwM9SVsN+RETSVXPcM+gCbI5a3hJZ1/zKyvbtPhrxDXBozLpM4Ot4+wiH/YQ1IiItSJ29iczsFeCoOJvGOeeeDzIYMxsJjAQ47rjjgty1V1kZd3UH4KuYdV8BNY5HWlERXEwiIimgzmTgnLs4wWN8DBwbtdw1si7esSYDkwGys7PjdP5PUGZm3NUnAbuA9UDPyLq3gR/UtJ+srKAjExFJquZoJioBeppZdzM7CBgMzG+G4+6vd28/IX2Mg/F3we/B30z+/8DzwJB4+wiF/FzGIiItSKJdS3PMbAtwDvCSmS2KrD/GzBYAOOd2AbcAi4D3gGedc3HvzTa5YcNq3PRnIAx0Bq4FCqnhysC5WvcjIpKOEnoC2Tn3HPBcnPX/BAZELS8AFiRyrEB07gz9+8O8eft1Lz0cmFdXfTMYMMBPdi8i0oK0vieQx471TT2NEQr5+iIiLUzrSwZ9+0JBAWRkNKxeRoavl13jg9YiImmrdQ5NNOqlAAAGWUlEQVRUVz3YXG2jllYz81cEBQUapE5EWqzWd2VQLTcXioshJ8f3MIptOgqF/PqcHF9OiUBEWrDWeWVQLTsb5szxYw0VFfkniysq/HMEvXr5XkO6WSwirUDrTgbVOnWCO+5IdhQiIknTepuJRETkO0oGIiKiZCAiIkoGIiKCkoGIiKBkICIiKBmIiAhKBiIiApirbVyeJDKzrcBHAe6yI/A/Ae6vqaVbvJB+MadbvJB+MadbvJD+MR/vnGvw0AkpmwyCZmalzrm0GXI03eKF9Is53eKF9Is53eKF1huzmolERETJQEREWlcymJzsABoo3eKF9Is53eKF9Is53eKFVhpzq7lnICIiNWtNVwYiIlKDFpMMzOxwM1tsZusjP7PilLnQzN6Kem0zs8sj24rM7B9R205LhZgj5XZHxTU/an13M1tlZhvM7BkzOyjZ8ZrZaWb2hpm9a2ZlZvaLqG3Ndo7N7Odm9n7k3NwVZ3u7yDnbEDmH3aK2jY2sf9/MftZUMTYw3tFmti5yTpeY2fFR2+J+PlIg5mFmtjUqthujtg2NfI7Wm9nQFIl3QlSsH5jZl1HbknWOnzSzcjN7p4btZmaPRH6nMjM7I2pbw86xc65FvID/C9wVeX8X8Ic6yh8OfAFkRJaLgKtSMWbgmxrWPwsMjrz/C5Cb7HiBk4CekffHAJ8AhzXnOQbaABuBHsBBwNvAKTFlbgb+Enk/GHgm8v6USPl2QPfIftqkQLwXRn1Wc6vjre3zkQIxDwMmxql7OPBh5GdW5H1WsuONKf9b4MlknuPIcS8AzgDeqWH7AGAhYMDZwKrGnuMWc2UADAKmRt5PBS6vo/xVwELnXFWTRlW7hsb8HTMz4CJgdmPqN1Kd8TrnPnDOrY+8/ydQDjT33KFnAhuccx8653YAs/CxR4v+XWYDP4mc00HALOfcdufcP4ANkf0lNV7n3LKoz+pKoGsTx1SX+pzjmvwMWOyc+8I5VwEsBn7eRHFWa2i81wIzmzimOjnnXsX/0VqTQcA0560EDjOzo2nEOW5JyeBI59wnkfefAkfWUX4w+/9jPxi51JpgZu0Cj3B/9Y25vZmVmtnK6mYt4AjgS+fcrsjyFqBLE8YKDTzHZnYm/q+wjVGrm+McdwE2Ry3HOzfflYmcw0r8Oa1P3aA19Jgj8H8NVov3+Whq9Y35ysi/92wzO7aBdYNU72NGmuC6A0ujVifjHNdHTb9Xg89xWs2BbGavAEfF2TQuesE558ysxm5SkczZC1gUtXos/gvuIHw3rTuB+1Ik5uOdcx+bWQ9gqZmtxX95BS7gczwdGOqc2xNZ3STnuDUxs+uBbODHUav3+3w45zbG30OzegGY6Zzbbma/xl+JXZTkmOpjMDDbObc7al2qnuPApFUycM5dXNM2M/vMzI52zn0S+SIqr2VX1wDPOed2Ru27+i/e7Wb2V2BMqsTsnPs48vNDM1sOnA7MwV8Sto38ZdsV+DgV4jWzQ4GXgHGRS9fqfTfJOY7jY+DYqOV456a6zBYzawtkAp/Xs27Q6nVMM7sYn5R/7JzbXr2+hs9HU39R1Rmzc+7zqMUp+HtO1XX7xdRdHniE+2rIv+tgYFT0iiSd4/qo6fdq8DluSc1E84HqO+ZDgedrKbtfe2Dky626Lf5yIO7d+4DVGbOZZVU3p5hZR+A8YJ3zd4mW4e991Fg/CfEeBDyHb8ecHbOtuc5xCdDTfG+rg/D/uWN7gET/LlcBSyPndD4w2Hxvo+5AT2B1E8VZ73jN7HRgEnCZc648an3cz0cTx1vfmI+OWrwMeC/yfhHw00jsWcBP2fcqPSnxRmL+Pv6G6xtR65J1jutjPvCrSK+is4HKyB9dDT/HybhD3hQvfHvvEmA98ApweGR9NjAlqlw3fNY8IKb+UmAt/gtqBtAhFWIGzo3E9Xbk54io+j3wX1QbgL8B7VIg3uuBncBbUa/Tmvsc43tZfID/621cZN19+C9TgPaRc7Yhcg57RNUdF6n3PtC/mT6/dcX7CvBZ1DmdX9fnIwVizgfejcS2DPh+VN0bIud+AzA8FeKNLN8LPBRTL5nneCa+R95OfLv/COA3wG8i2w14LPI7rQWyG3uO9QSyiIi0qGYiERFpJCUDERFRMhARESUDERFByUBERFAyEBERlAxERAQlAxERAf4XCRZKvh9KTwUAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "106\n", "{0: 'C', 1: 'C', 2: 'C', 3: 'C', 4: 'C', 5: 'C', 6: 'C', 7: 'S'}\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "107\n", "{0: 'C', 1: 'C', 2: 'C', 3: 'C', 4: 'C', 5: 'C', 6: 'C', 7: 'S'}\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "108\n", "{0: 'C', 1: 'C', 2: 'C', 3: 'C', 4: 'C', 5: 'C', 6: 'C', 7: 'S'}\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "109\n", "{0: 'C', 1: 'C', 2: 'C', 3: 'C', 4: 'C', 5: 'C', 6: 'C', 7: 'S'}\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "110\n", "{0: 'C', 1: 'C', 2: 'C', 3: 'C', 4: 'C', 5: 'C', 6: 'C', 7: 'S'}\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "111\n", "{0: 'C', 1: 'C', 2: 'C', 3: 'C', 4: 'C', 5: 'C', 6: 'C', 7: 'S'}\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "112\n", "{0: 'C', 1: 'C', 2: 'C', 3: 'C', 4: 'C', 5: 'C', 6: 'C', 7: 'S'}\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "113\n", "{0: 'C', 1: 'C', 2: 'C', 3: 'C', 4: 'C', 5: 'C', 6: 'C', 7: 'S', 8: 'S'}\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "114\n", "{0: 'C', 1: 'C', 2: 'C', 3: 'C', 4: 'C', 5: 'C', 6: 'C', 7: 'C', 8: 'O'}\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "115\n", "{0: 'C', 1: 'C', 2: 'C', 3: 'C', 4: 'C', 5: 'C', 6: 'C', 7: 'C', 8: 'O'}\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "116\n", "{0: 'C', 1: 'C', 2: 'C', 3: 'C', 4: 'C', 5: 'C', 6: 'C', 7: 'C', 8: 'O'}\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "117\n", "{0: 'C', 1: 'C', 2: 'C', 3: 'C', 4: 'C', 5: 'C', 6: 'C', 7: 'C', 8: 'O'}\n" ] }, { "data": { "image/png": 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\n", 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "119\n", "{0: 'C', 1: 'C', 2: 'C', 3: 'C', 4: 'C', 5: 'C', 6: 'C', 7: 'C', 8: 'O'}\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "120\n", "{0: 'C', 1: 'C', 2: 'C', 3: 'C', 4: 'C', 5: 'C', 6: 'C', 7: 'C', 8: 'O'}\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "121\n", "{0: 'C', 1: 'C', 2: 'C', 3: 'C', 4: 'C', 5: 'C', 6: 'C', 7: 'C', 8: 'O'}\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "122\n", "{0: 'C', 1: 'C', 2: 'C', 3: 'C', 4: 'C', 5: 'C', 6: 'C', 7: 'C', 8: 'O'}\n" ] }, { "data": { "image/png": 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VwfjxUF0NoeY3q652j3PmwIIF8MADUFjIhg0b+NWvfsXOnTtZsmQJp556anzjNinJWgzGJLvapLBzZ+ikEEgVdu5Ex4/nzSFDOOussxg4cCDvv/++JQXTaNZiMCaZFRcfSAoB+gHLOfAf+ChgXcB62bmT8159lZJZszj68svjEqppPazFYEwyu/feA91EQR4BvvGWdSHWt1fl6Oefb8HgTGtlicGYZFVeDvPnN9x9FIaowrx5YPdIN00Uk8QgIv1FZJ2IbBCR20Ksv0VEPhaRUhF5S0RyA9btE5ESb5kbvK0xaWv69IirJwKdgXMIc6N0AJEG92NMsKjPMYhIG+BR4CJgM1AsInNV9eOAaqsAn6ruFJFC4D7gZ966alXtGW0cxrQ6paWwa1fIVX8ETgHaAS8APwVKgB8GV6yuhjVrWjBI0xrFosVwBrBBVTeq6ne4z+mgwAqq+g9VrT17thw4Ogbva0zrVlUVdtWZwCFAe2A4rtUwL1zlyspYR2ZauVgkhqOAzwNeb/bKwhkFzA94nSEifhFZLiJhh0+IyHVePX+F9ZmadNCxY6OrChD2TER2diyiMWkkriefReQawAfcH1Cc692c+mrgIRGp1xoGUNVpqupTVV9OhMv+jWk18vMhI6Ne8Q5gAbAL2AvMAN4B+ofaR2Ym5OW1YJCmNYpFYtgC/CDg9dFeWR0iciEwCRioqrtry1V1i/e4EXcOrVcMYjIm9Y0YEbJ4D/A7IAd38vlPwBzghFCVVcPux5hwYpEYioHjReQYEWkHDAPqjC4SkV7AE7ikUB5Qni0i7b3ntQMsAk9aG5O2vqipYXl2NvuCynNw/+m+xrUeluNGftQjAgMGRJxYz5hQok4MqroXuBHXul0LvKSqH4nI3SIy0Kt2P9ABeDloWOrJgF9EVgP/AKYEjWYyJu2oKs899xz5+fmsuPhiDsrKat6OMjNh4sTYBmfSQkymxFDVeQQNilDV/wl4fmGY7d4HrAPUGM+mTZsYM2YMW7du5Y033qB3795w5pkhp8WIKCvLTaRns6iaZrArn41JAjU1NRQVFdG7d2/69u1LcXGxSwoAhYXuSz4ry3UPRSJyICkUFrZ84KZVskn0jEmw9evXM3r0aHbv3s0777zDKaecUr9SYSH06ePmTpo3zyWAwDmUMjPdieYBA1z3kbUUTBQsMRiTIHv37uWhhx5iypQpTJo0iZtuuok2bdqE38Dng1mz3NxH06e7K5orK911Cnl5bvSRnWg2MWCJwZgEKCsro6CggA4dOvDBBx/wwx+GvHwntJwcuPXWlgvOpD07x2BMHH333XfcddddnH/++YwePZpFixY1LSkYEwfWYjAmTvx+PwUFBXTr1o1Vq1Zx9NE2ZZhJTtZiMKaFVVdXM2HCBC677DImTJjAa6+9ZknBJDVrMRjTgt59911GjRpFz549KS0tpUuXLokOyZgGWWIwpgV8/fXXTJw4kdmzZ/PII48wePDgRIdkTKNZV5IxMfbmm2+Sl5fHt99+S1lZmSUFk3KsxWBMjFRWVnLLLbewePFipk2bxiWXXJLokIxpFmsxGBMDs2fP5rTTTiMrK4uysjJLCialWYvBmCiUl5czbtw4Vq1axcyZMznvvPMSHZIxUbMWgzHNoKrMmDGDvLw8cnNzWb16tSUF02pYi8GYJtq8eTPXX389n332Ga+//jp9+vRJdEjGxFRMWgwi0l9E1onIBhG5LcT69iLyorf+AxHpHrBuole+TkSsY9YkLVXlySefpFevXvTp04cVK1ZYUjCtUtQtBhFpAzyKu7vgZqBYROYG3YltFFCpqseJyDDgj8DPROQU3K1ATwWOBBaJyAmqGnw3Q2MS6tNPP+VXv/oVX3/9NYsXLyYvz+4vZVqvWLQYzgA2qOpGVf0OeAEYFFRnEPCc9/wV4CciIl75C6q6W1X/CWzw9mdMUti3bx9Tp07lzDPP5NJLL2XZsmWWFEyrF4tzDEcBnwe83gycGa6Oqu4VkSqgk1e+PGjbo2IQkzFRW7t2LQUFBbRt25b333+fE044IdEhGRMXKTMqSUSuExG/iPgrKioSHY5pxfbs2cPkyZM599xzufbaa1myZIklBZNWYtFi2AL8IOD10V5ZqDqbReRgoCOwrZHbAqCq04BpAD6fT2MQt2nNysvdXc5KS6GqCjp2hPx8GDky4l3OVq1aRUFBAV26dGHFihXk5ubGL2ZjkoWqRrXgkstG4BigHbAaODWozljgce/5MOAl7/mpXv323vYbgTYNvefpp5+uxoT04YeqgwerZmS4xd0J2S2Zma5s8GBXL0B1dbX+93//t+bk5Oj06dO1pqYmQX+AMS0H8Gsjvtej7kpS1b3AjcACYK33pf+RiNwtIgO9ak8DnURkA3ALcJu37UfAS8DHwBvAWLURSaa5ioqgXz+YMwd27XJLoOpqVzZnjqtXVATAsmXL6NWrF2vXrmX16tUMHz4cNzbCmPQkLomkFp/Pp36/P9FhmGRSVATjx8POnY3eRLOyePnMM7l57Voefvhhhg4dagnBtGoiskJVfQ3VS5mTz8aEVVwcMin8CxgAZAPfxzVr9wasl507GfTOO6x9/nmuvPJKSwrGeCwxmNR3772umyjIDcARwFagBHgbeCyoTvuaGg7zupSMMY4lBpPaysth/nx3ejnIP4GrgAxci6E/8FFwJVWYNw9sCLQx+1liMKlt+vSwq36Nuwx/J24M9HxccqhHJOJ+jEk3lhhMaistrT/6yHMeroVwKO4CGR9weaiK1dWwZk1LRWhMyrHEYFJbVVXI4hpc62AI8C3wFVAJTAi3n8rKFgjOmNRkicGkto4dQxZvBzbhRiK1x03MNRKYF24/2dktEJwxqckSg0lt+fmQkVGvuDPuUvoi3BDVHbjpffND7SMzE2zGVGP2s8RgUtuIEYS7RPNvuMvpc4DjgLbA1FAVVWHEiBYJz5hUZLf2NCnt06+/5t8dOvCjXbtoE7SuJ7CkoR2IwIABESfWMybdWIvBpKR9+/bxv//7v5x55pl8dvXVHJSV1bwdZWbCxImxDc6YFGctBpNy/u///o9Ro0bRpk0bli1bxvHHHw8nndTkuZLIyoIHHgBfg1PHGJNWrMVgUsbevXuZMmUKffv25eqrr2bJkiUuKQAUFrov+aws1z0UiciBpFBY2PKBG5NirMVgUkJpaSkFBQVkZ2fj9/vp3r17/UqFhdCnj5s7ad48lwAC51DKzHQnmgcMcN1H1lIwJiRLDCapfffdd9xzzz08+uijTJkyhYKCgsizoPp8MGuWm/to+nR3RXNlpbtOIS/PjT6yE83GRBRVYhCRw4EXge64WY6vUtXKoDo9ccPJDwX2AZNV9UVv3XTgx0Dt5asjVLUkmphM6+H3+ykoKCA3N5eSkhKOOuqoxm+ckwO33tpywRnTikV7juE24C1VPR54y3sdbCfwS1U9FTdLwUMicljA+ltVtae3WFIwVFdXc9ttt3HZZZcxYcIE5s6d27SkYIyJSrSJYRDuglK8x3pzlKnqJ6q63nv+b6Acd82RMfW899579OrVi40bN1JaWsovfvELu4GOMXEWbWLooqpbvedfAF0iVRaRM4B2wKcBxZNFpFREpopI+yjjMSnq22+/5de//jVXXnklkydP5qWXXqJLl4gfJ2NMC2kwMYjIIhEpC7EMCqyn7ubRYW8gLSJdgeeBkapa4xVPBE4C+gCHE2HySxG5TkT8IuKvsJuqtCqLFy8mPz+f7du3s2bNGq644opEh2RMWmvw5LOqXhhunYh8KSJdVXWr98VfHqbeocDfgUmqujxg37Wtjd0i8iwwPkIc04BpAD6fL2wCiqnycjeypbTUTe/csaObtG3kSBvZEgNVVVX89re/Zd68eTz++ONcdtlliQ7JGEP0XUlzgeHe8+HAq8EVRKQdMBv4s6q+ErSuq/couPMTZVHGExvFxTBkCOTmwh13wIwZ8Prr7vHOO6FbN7e+uDjRkaas+fPnk5eXh6pSVlZmScGYJCIa4l65jd5YpBPwEtAN+Aw3XHW7iPiA61V1tIhcAzxL3dvtjlDVEhFZjDsRLbj7tV+vqt809L4+n0/9fn+z446oqMhNrVBdHfI+wvuJuAum7OrZJtm+fTu/+c1veOedd3jyySe58MKwDVJjTIyJyApVbfDKzqiuY1DVbcBPQpT7gdHe878Afwmz/QXRvH/M1SaFxsy3o+rqjfd6vyw5NGj27NmMHTuWoUOHsmbNGjp06JDokIwxIdiVz7WKiyMmhfVAHjCUoCxXmxz69LEpFsIoLy9n3LhxlJSU8NJLL9G3b99Eh2SMicAm0at1771159UJMhY3dCqk6mq3valDVZk5cyb5+fl0796dkpISSwrGpABrMYAbfTR/fthzCi8AhwE/AjaEqqDqJm2rqLDRSp5///vfFBYW8umnn/Laa6/Rp0/YtGqMSTLWYgA3JDWM/wD/A/y/hvYhEnE/6UJVefbZZ+nZsyc9e/ZkxYoVlhSMSTHWYgB3ncKuXSFX3Q6MAo5uaB/V1W4mzzT22Wefcd1111FRUcHChQvp0aNHokMyxjSDtRjAXbwWQgmwCPhNY/dTWdlwnVaopqaGoqIifD4f/fr144MPPrCkYEwKsxYDuCuaQ1iCm0u8m/f6G9y84R8DK0PU3/ztt3yvspLs7OzYx5ikNmzYwOjRo9m9ezfvvPMOJ598cqJDMsZEyVoM4Ka5yMioV3wdbra/Em+5HrgMWBBiF3sOPpi/f/453bp1Iy8vjxtuuIG//vWvbNq0qSUjT5h9+/YxdepUzjrrLAYNGsTSpUstKRjTSkR15XOixPzK5/JyN/1FmPMMte7EjUoKebVeRgZs2sSeww5j9erVvPvuuyxdupR3332XzMxM+vbtS9++fTn33HM55ZRTOOig1M3Ja9eupaCggPbt2/PUU09x3HHHJTokY0wjNPbKZ0sMtYYMgTlzIk+DEY4IDB7sbikZRFVZv379/iSxdOlStm3bxjnnnLM/Wfh8Ptq3j/OM482YIHDPnj3cf//9TJ06lbvvvpsxY8akdIIzJt1YYmiq4mLo169x02EEy8qCt99u9JXPX3zxBUuXLt2fLNatW0fv3r33tyjOPvtsDjvssIZ31BzFxe5ivPnz3evAVlJmpkuMl14KEye6q7k9JSUlFBQUkJOTw7Rp08jNzW2Z+IwxLaaxiQFVTbnl9NNP1xbx2GOqWVmq7uuxcUtWltsuCv/5z3/0zTff1Ntvv13PP/987dChg/bo0UPHjh2rM2fO1M2bN8f27xOJ/DeJ7P+7du3apbfffrvm5OToM888ozU1NbGJxRgTd4BfG/Eday2GYEkwu+qePXtYuXLl/lbF0qVL6dChw/4WRd++fTn55JObdsvLpkwQ6NmXkcHk7GxW9OlDUVERRx55ZDP+GmNMsrCupGj4/a67Zd48lwAC51Cq7W4ZMMB1t8Rh4jxVZd26dfvPUSxdupSqqqr95ynOPfdcevfuTbt27ULvIEQ3WfC8ptXADcCfgsr3tmtHm6VLEbt62ZiUZ4khFioq3AnaNWvcxWvZ2ZCXByNGJHxOpC1btvDee+/tP0+xfv16fD7f/hbF2WefzaGHHuoqN3Bi/Rvg+8A84LzglRFOrBtjUoslhjRTVVXFsmXL9rco/H4/J5xwAv179+b3f/4zbfbsCbvtc8BduGs2QnZOeUNxE50MjTHRicuNekTkcOBFoDvuIuGrVLXevBAisg+onUhok6oO9MqPwU1e2glYAVyrqt9FE1O66tixI/3796d///4A7N69m5UrV7L7D39g7759tImw7XPALwmTFODABIG33hrTmI0xySnaQei3AW+p6vHAW97rUKpVtae3DAwo/yMwVVWPAypx89WZGGjfvj1nn302/bKzaV9TE7beZ8DbHLhxd0g2QaAxaSXaxDAI94MT7/Hyxm4obkjNBcArzdneNFKYCQJrPQ/0BY5paD9pOkGgMeko2sTQRVW3es+/ALqEqZchIn4RWS4itV/+nYAdqrrXe70ZOCrcG4nIdd4+/BUVFVGGnUbCTBBY68800FqolUYTAxqT7ho8xyAii3CDVoJNCnyhqioi4c5k56rqFhE5FlgsImuAyD/IHLTuAAAQKElEQVRlg6jqNGAauJPPTdk2reXnuxFFIeaBeh/YAlzZ0D4yM91oLGNMWmiwxaCqF6rqaSGWV4EvRaQrgPdYHmYfW7zHjbjZrHsB24DDRKQ2OR2N+54ysTRiBOFGnj0HDAEOaWgfqm6IrjEmLUTblTSXAz0Rw4FXgyuISLaItPeedwbOAT72Ls/+BzA00vYmOq9/+CFviBDq9PMTuHMMEYm4i/lsqKoxaSPaxDAFuEhE1gMXeq8REZ+IPOXVORnwi8hqXCKYoqofe+smALeIyAbcOYeno4zHeLZv384vf/lLbr75Zo6YOpWDsrKat6PMTHeFtzEmbUR1HYOqbgN+EqLcD4z2nr8PhOyg9rqWzogmBlPf3LlzKSws5IorrqC0tJTvfe97rjuoiXMlkZXl5oKKw7QfxpjkYbf2bEW2bdvGzTffzPLly5k5cybnnRcwwUXtRH+NmCBwH3BQVhbSAhMEGmOSn91lpZWYPXs2eXl55OTkUFpaWjcp1CosdPeNGDzYTXORmVl3fWYmZGTw4ZFH8tQ111hSMCZNWYshxX311VeMGzeOFStW8PLLL3POOedE3sDnc8NXI0wQeFR1NT/t3ZufTJjAscceG5e/wxiTPCwxpLBXXnmFcePGcfXVV/P000+T1ZQTzDk5Yec+6gaMHz+em266iddee61p930wxqQ860pKQRUVFVx11VVMmjSJWbNm8eCDDzYtKTTCLbfcwqeffsrcuXNjul9jTPKzxJBiXn75ZfLy8ujevTslJSX86Ec/apH3adeuHY8++ig333wzO5tzH2xjTMqyrqQU8eWXXzJ27Fg++ugj5syZw1lnndXi73nBBRdw9tlnM3nyZCZPntzi72eMSQ7WYkhyqsoLL7xAjx49OO6441i1alVckkKtBx98kCeeeIJ169bF7T2NMYllLYYk9sUXX3DDDTewbt065s6dyxlnxP9awCOPPJJJkyYxduxYFi5caCeijUkD1mJIQqrKjBkz6NGjByeffDIrV65MSFKoNW7cOMrLy3nppZcSFoMxJn6sxZBktm7dyvXXX8/GjRuZN28ep59+eqJD4uCDD+axxx5j2LBhDBgwgEMOaXA+VmNMCrMWQ5JQVZ5//nl69OhBjx498Pv9SZEUavXt25cLL7yQO++8M9GhGGNamLUYYqm83F1NXFrqbqnZsaO7Uc7IkRGnrd6yZQtjxozh888/54033qB3797xi7kJ7rvvPk499VRGjBhBnt24x5hWy1oMsVBcDEOGQG4u3HEHzJgBr7/uHu+8E7p1c+uLi+tspqpMnz6dXr164fP5KC4uTtqkAHDEEUdw1113MXbs2LA3/zHGpD5LDNEqKoJ+/WDOHHf7zOBbaFZXu7I5c1y9oiIANm/ezGWXXcZDDz3Em2++yZ133km7du3iHn5TjRkzhp07d/L88w3e4scYk6KiSgwicriILBSR9d5jvTvGi8j5IlISsOwSkcu9ddNF5J8B63pGE0/cFRUduMdBQ7+gVWHnTnT8eN679lp69erFWWedRXFxMT17ps6f3aZNGx577DEmTJjAjh07Eh2OMaYFSDRdAiJyH7BdVaeIyG1AtqpOiFD/cGADcLSq7hSR6cDrqvpKU97X5/Op3+9vdtwxUVzsWgBB00VcA7wFfAt8H/gt3h2LAlQfdBCb//IXjv/5z+MRaYsYM2YMbdu25ZFHHkl0KMaYRhKRFara4J23ou1KGoS7pzze4+UN1B8KzFfV1J985957XTdRkInAv4D/4G6I/TtgRVCdDFWOf6VJuTDp3HPPPbz88susXLky0aEYY2Is2sTQRVW3es+/ALo0UH8YMDOobLKIlIrIVBFpH2U88VFeDvPnh+w+OhWo/SPEWz4NqiOqMG+euydCiurUqRP33HMPN9xwAzU1NYkOxxgTQw0mBhFZJCJlIZZBgfXU9UmF7ZcSka64ez8vCCieCJwE9AEOByJ1Q10nIn4R8Vck+gt1+vSIq28AsnB/WFdgQKhKIg3uJ9mNHDmSgw46iKefftoVlJfDfffBNdfAT3/qHu+7L6UToDFpSVWbvQDrgK7e867Augh1bwamRVjfD3e+ocH3Pf300zWhfvELVddeCLvsBX0X9Peg34Wrd+21if07YmDVqlV6cXa27howQDUjwy2Bf2NmpisbPFj1ww8THa4xaQ3wayO+Y6PtSpoLDPeeDwdejVD35wR1I3mtCMTNzHY5UBZlPPFRVdVglTZAX2AzUBSuUmVl7GJKkJ7LlvHa11/Tdt68Jg3XNcYkr2gTwxTgIhFZD1zovUZEfCLyVG0lEekO/AB4O2j7GSKyBlgDdAb+EGU88dGxY6Or7qX+OYb9suuN7k0t3nDddnv3NvxB8obrMn68JQdjklxUiUFVt6nqT1T1eFW9UFW3e+V+VR0dUO9fqnqUqtYEbX+Bquap6mmqeo2qfhNNPHGTnw8ZGfWKy4EXgG+AfbiTKTOBn4TaR2YmpPK0EsXFB67h8OwGRgG5wCFAT2B+8Ha1ySHRw42NMWHZlc/NMWJEyGLBdRsdDWQD44GHgIGhKquG3U9KCDFcdy8HmoVVuObfVbjhu3VUV7vtjTFJyRJDcxxxBFx6qRtZFCAH96W4A3cdwxrgV6G2F4EBAyJOrJfUwgzX/R5wJ9Ad98H6L+AY6l/HQSsYrmtMa2aJobkmTnTdQc2Rmem2T1WNHGb7JfAJ7tqOelrBcF1jWitLDM3Vpw888ABkZTVtu6wst52vwavSk1dpaf3RR0H2AL/ADVU7KVSF6mpYsyb2sRljomb3Y4hGYaF7HD/efdFFmndKxLUUHnjgwHapqoHhujXAtUA7IOJMSq1guK4xrZG1GKJVWAhvvw2DB7uRSsHdS5mZrnzwYFcv1ZMCRByuq7iRSV8Cs4C2kfaT6sN1jWmlrMUQCz4fzJrlTqZOn+66SCor3RdfXp4bfZSqJ5pDyc93f2+I7qRCYC2wCIh4BibVh+sa04pFNe12oiTFtNvprLzc3a0uKDF8hhuR1J66vziewJ1vqCMjAzZtal0J05gkF69pt006CjNcNxfXlbQLd5Ff7VIvKaT6cF1jWjlLDKZ50nm4rjGtnCUG0zzpPFzXmFbOTj6b5kvX4brGtHLWYjDRScfhusa0ctZiMNFLt+G6xrRylhhM7OTkwK23JjoKY0yUrCvJGGNMHVElBhG5UkQ+EpEaEQk7zERE+ovIOhHZICK3BZQfIyIfeOUviki7aOIxxhgTvWhbDGXAEOCdcBVEpA3wKHApcArwcxE5xVv9R2Cqqh4HVOKm2THGGJNA0d7ac62qrmug2hnABlXdqKrf4e5+OUhEBLgAeMWr9xxweTTxGGOMiV48zjEcBXwe8HqzV9YJ2KGqe4PKQxKR60TELyL+CrvzlzHGtJgGRyWJyCLg+yFWTVLVV2MfUmiqOg2YBm4SvXi9rzHGpJsGE4OqXhjle2zB3SO+1tFe2TbgMBE52Gs11JYbY4xJoHh0JRUDx3sjkNoBw4C56ub7/gcw1Ks3HIhbC8QYY0xoUd2PQUQGA38CcoAdQImqXiIiRwJPqeoAr94A4CGgDfCMqk72yo/FnYw+HFgFXKOquxvxvhW46f+DdQa+avYf1DKSMSawuJoiGWOC5IwrGWOC5IwrETHlqmqD0xCk5I16whERf2NuQhFPyRgTWFxNkYwxQXLGlYwxQXLGlYwx1bIrn40xxtRhicEYY0wdrS0xTEt0ACEkY0xgcTVFMsYEyRlXMsYEyRlXMsYEtLJzDMYYY6LX2loMxhhjopRyiSEZZ3QVkcNFZKGIrPces0PUOV9ESgKWXSJyubduuoj8M2Bdz2hjamxcXr19Ae89N6A8Uceqp4gs8/6dS0XkZwHrYnqswn1OAta39/72Dd6x6B6wbqJXvk5ELokmjibGdIuIfOwdm7dEJDdgXch/yzjFNUJEKgLef3TAuuHev/l6ERkex5imBsTziYjsCFjXIsdKRJ4RkXIRKQuzXkTkYS/mUhHpHbCuRY5Tk6lqSi3AycCJwBLAF6ZOG+BT4FigHbAaOMVb9xIwzHv+OFAYg5juA27znt8G/LGB+ocD24Es7/V0YGgLHKtGxQV8E6Y8IccKOAE43nt+JLAVOCzWxyrS5ySgzg3A497zYcCL3vNTvPrtgWO8/bSJU0znB3x2CmtjivRvGae4RgCPhPm8b/Qes73n2fGIKaj+ONx1VC19rM4DegNlYdYPAOYDApwFfNCSx6k5S8q1GDQ5Z3Qd5O2rsfscCsxX1Z0xeO9ImhrXfok8Vqr6iaqu957/GyjHXUQZayE/JxHifQX4iXdsBgEvqOpuVf0nsMHbX4vHpKr/CPjsLMdNJ9PSGnOswrkEWKiq21W1ElgI9E9ATD8HZsbgfSNS1XdwP/zCGQT8WZ3luKmButJyx6nJUi4xNFJMZnRtgi6qutV7/gXQpYH6w6j/AZ3sNSunikj7GMTUlLgyxM1cu7y2e4skOVYicgbu1+CnAcWxOlbhPich63jHogp3bBqzbUvFFGgU7tdnrVD/lrHQ2Liu8P5tXhGR2jnSEn6svO62Y4DFAcUtdawaEi7uljpOTZaU93yWJJnRNVCkmAJfqKqKSNihXt4vgzxgQUDxRNyXZDvcELYJwN1xjCtXVbeIm6JksYiswX0BNkuMj9XzwHBVrfGKm32sWhsRuQbwAT8OKK73b6mqn4beQ8y9BsxU1d0iMgbX0rogTu/dkGHAK6q6L6AskccqqSVlYtAknNE1Ukwi8qWIdFXVrd6XWXmEXV0FzFbVPQH7rv0FvVtEngXGNyamWMWlqlu8x40isgToBcwigcdKRA4F/o77MbA8YN/NPlYhhPuchKqzWUQOBjriPkeN2balYkJELsQl2h9rwPxiYf4tY/Fl12Bcqrot4OVTuPNJtdv2C9p2STxiCjAMGBtY0ILHqiHh4m6p49RkrbUrKd4zus719tWYfdbr5/S+IGv79S/H3TI1FhqMS0Sya7tjRKQzcA7wcSKPlfdvNhvXD/tK0LpYHquQn5MI8Q4FFnvHZi4wTNyopWOA44EPo4il0TGJSC/gCWCgqpYHlIf8t4xBTI2Nq2vAy4HAWu/5AuBiL75s4GLqtphbLCYvrpNwJ3OXBZS15LFqyFzgl97opLOAKu8HT0sdp6ZLxBnvaBZgMK7vbTfwJbDAKz8SmBdQbwDwCe4XwKSA8mNx/4E3AC8D7WMQUyfgLWA9sAg43Cv34WaZra3XHfer4KCg7RcDa3Bfcn8BOsToWDUYF/Aj771Xe4+jEn2sgGuAPUBJwNKzJY5VqM8JrmtqoPc8w/vbN3jH4tiAbSd5260DLo3hZ7yhmBZ5n/3aYzO3oX/LOMV1L/CR9/7/AE4K2LbAO4YbgJHxisl7fScwJWi7FjtWuB9+W73P8GbceaDrgeu99QI86sW8hoDRlS11nJq62JXPxhhj6mitXUnGGGOayRKDMcaYOiwxGGOMqcMSgzHGmDosMRhjjKnDEoMxxpg6LDEYY4ypwxKDMcaYOv4/JmtIVZ1jltwAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "123\n", "{0: 'C', 1: 'C', 2: 'C', 3: 'C', 4: 'C', 5: 'C', 6: 'C', 7: 'C', 8: 'O'}\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "124\n", "{0: 'C', 1: 'C', 2: 'C', 3: 'C', 4: 'C', 5: 'C', 6: 'C', 7: 'C', 8: 'O'}\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "125\n", "{0: 'C', 1: 'C', 2: 'C', 3: 'C', 4: 'C', 5: 'C', 6: 'C', 7: 'C', 8: 'O'}\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "126\n", "{0: 'C', 1: 'C', 2: 'C', 3: 'C', 4: 'C', 5: 'C', 6: 'C', 7: 'C', 8: 'O'}\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "127\n", "{0: 'C', 1: 'C', 2: 'C', 3: 'C', 4: 'C', 5: 'C', 6: 'C', 7: 'C', 8: 'O', 9: 'O'}\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "128\n", "{0: 'C', 1: 'C', 2: 'C', 3: 'C', 4: 'C', 5: 'C', 6: 'C', 7: 'C', 8: 'O', 9: 'O'}\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "129\n", "{0: 'C', 1: 'C', 2: 'C', 3: 'C', 4: 'C', 5: 'C', 6: 'C', 7: 'C', 8: 'O', 9: 'O'}\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "130\n", "{0: 'C', 1: 'C', 2: 'C', 3: 'C', 4: 'C', 5: 'C', 6: 'C', 7: 'C', 8: 'O', 9: 'O'}\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "131\n", "{0: 'C', 1: 'C', 2: 'C', 3: 'C', 4: 'C', 5: 'C', 6: 'C', 7: 'C', 8: 'O', 9: 'O'}\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "132\n", "{0: 'C', 1: 'C', 2: 'C', 3: 'C', 4: 'C', 5: 'C', 6: 'C', 7: 'C', 8: 'O', 9: 'O'}\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "133\n", "{0: 'C', 1: 'C', 2: 'C', 3: 'C', 4: 'C', 5: 'C', 6: 'C', 7: 'C', 8: 'S'}\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "134\n", "{0: 'C', 1: 'C', 2: 'C', 3: 'C', 4: 'C', 5: 'C', 6: 'C', 7: 'C', 8: 'S'}\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "135\n", "{0: 'C', 1: 'C', 2: 'C', 3: 'C', 4: 'C', 5: 'C', 6: 'C', 7: 'C', 8: 'S'}\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "136\n", "{0: 'C', 1: 'C', 2: 'C', 3: 'C', 4: 'C', 5: 'C', 6: 'C', 7: 'C', 8: 'S'}\n" ] }, { "data": { "image/png": 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gwIF88MEHvPPOO+zfv5+UlBT69OnDihUrKCjw9/FijIl2wUj+FwG7irze7Vnmzwhgma8VIjJKRLJFJHu/lRk+K0uWLOGqq66izciRVH3qKadUw5lITIQpU4qVdkhJSeHpp59m586d3Hjjjdx333385je/YerUqRw4cCCIv4ExJixUNaAHcDMwq8jrwcAMP20H4Zz5Vy1tv23btlVTdidPntSxY8dqgwYN9IMPPji94plnVBMTVUVUnfJtvh8iTrtnninT8QoKCnTdunU6ePBgrV27tg4ZMkTXrVunBQUFIfoNjTFlAWRrGXJ3MM789wANi7xu4Fn2KyLSBee6Yk9V9V13wJyVvXv30qVLFzZs2MCnn37K1VdffXqly+UUaUtPd0YAJST8euOEBGd5errTzuUq0zFFhI4dO/Lyyy+zbds2UlJSGDx4MFdccQXPPfccR48eDeJvaIwJtoBr+4hIJeA/wPU4ST8LuFVVtxRpcwXOhd6uqrqtLPu12j5ls3r1agYOHMjo0aN58MEHqVhSP//+/U7Jhs2bnRu46tSBlBRndFAQavgUFBSwcuVK3G43a9asYcCAAbhcLi677LKA922MKZuy1vYJSmE3EekOPAFUBF5U1b+LyKM4Xz8WichKIAXY69kkR1V7lrRPS/4lKygoYNKkSfzzn//k5Zdf5oYbboh0SL+ye/dunn/+eWbNmkXTpk1xuVz07duXqlWrRjo0Y2JaWJN/KFjy9+/AgQMMGTKEQ4cOMX/+fBo0iN7BUydPnmTRokW43W42b97MsGHDGD16NE2aNIl0aMbEJKvqGaM++eQT2rZtS8uWLXn//fejOvEDVK5cmb59+7Jy5UrWrl3LiRMnaNeuHd27d2fx4sWcOnUq0iEaE5cs+ZcTqsqMGTPo0aMH06ZNY+rUqVSuXDnSYZ2RFi1aMG3aNHbt2kW/fv2YMGECTZs25e9//zvff/99pMMzJq5Y8i8Hjhw5Qv/+/XnhhRdYt24dffr0iXRIAUlISGDo0KF8/PHHvP322+zcuZNLLrmEP/7xj7z//vtEa1ekMbHEkn+U++KLL2jXrh1JSUmsW7eOZs2aRTqkoLryyiuZOXMm3377Lb/97W+56667aNWqFU8++SSHDh2KdHjGxCxL/lFszpw5XHfdddx///3MnDmTBO8x+jEkKSmJu+++my+++ILnnnuOjz76iCZNmjBixAjswr8xwVcp0gGY4vLy8rjnnntYu3Ytq1atIiUlJdIhhY2IcO2113Lttdeyb98+XnzxRW6++Wbq1q2Ly+Wif//+JJ5pyQpjTDF25h9ltm/fTqdOnThy5AhZWVlxlfi9nX/++YwbN45vvvmGhx9+mLfeeovk5GTuvfdevv7660iHZ0y5Zsk/irz11lt07NiRkSNH8tprr1GzZs1IhxQVKlasyE033cSSJUvIzs4mMTGRtLQ0OnfuzBtvvMHJkycjHaKJZbm5MHkyDBoEf/iD83PyZOeO+fKsLAWAIvGIp8JuJ06c0L/85S/aqFEj/fjjjyMdTrnw888/62uvvabXXnut1q9fXx988EHNycmJdFgmlnzyiWp6umq1as6jaCHEhARnWXq60y6KEMbCbiYAu3fvJi0tja1bt7Jhwwbat28f6ZDKhSpVqtC/f3/WrFnDihUrOHToEG3atKFXr1688847NteACYzbDWlpkJkJx487j6Ly8pxlmZlOO7c7ElEGxJJ/BL377rukpqbSo0cPFi9ezLnnnhvpkMqlSy+9lKeeeopdu3bRo0cP7r//fpo3b87kyZOxeSHMGXO7ISMDjh1zzvNLouq0y8godx8AVtsnAk6dOsVjjz3GzJkzefXVV0lLS4t0SDFFVcnKysLtdvP2229z00034XK5uPrqqxGRs9tpbq5TEXXTJjh8GJKSoHVrGDYsKBVRTZTIynLO5I8dK7YqDWcyksIhkhcBW4s2SEx0yqKnllpWJ6TKWtsn4n37/h6x2uefm5urXbp00d/97nf63XffRTqcmHfgwAGdNm2atmjRQlNSUvTpp5/Ww4cPl30H5bTf15yl9HS/Ex/9DvT50iZE6tMn0r+B9flHow8//JArr7yS1NRUVq5cSf369SMdUsw755xz+Mtf/sLXX3/N9OnTWbVqFY0aNeKOO+7g888/L3njOOj3NUXk5sKyZaV39fijCkuXlptRQJb8w0BVmTp1Kn369MHtdjNx4kQqVbL768JJRLj++ut588032bJlCxdeeCE33XQTnTp1Yu7cuRz3Tuxx0u9ripg9u9Qm44DzgKuB9301ECnTfqKB9fmfqTPs+z106BDDhw9n165dvPHGGzRu3DjsIRvf8vPzWbJkCW63m40bN3LbbbcxevRomh086LPf91vgTmA9UBVn8uon8LpNPkr6fc1ZGDQIXnnF7+qPgVZAFWAecDfwGXCxd8PBg+Hll0MUZOmsnn+wZWVBnz7QqBE89JDzj2TJEufnww9DcrKzPivrl002btxIamoqF154IR988IEl/ihTqVIlevfuzfLly1m3bh0AHTt25MMePSjIyyvW/k6gHs50dJ8Ba4BnvBvl5cHEiSGN24TI4cMlrr4KqInzwX8bztn/Ul8NDx4MdmQhEZTkLyJdRWSriGwXkbE+1lcVkfme9R+LSONgHDdszrDvV91unn/+eX7/+98zYcIEZsyYYdMXRrlmzZrxj3/8g10bNtDh4EEq+PhG/F+gH1ANuADoCmzxblTO+n1NEUlJZ9RcAJ/9JnXqBCOakAs4+YtIReBpoBvOt6IBItLKq9kI4KCqNgOmA5MCPW7YnEXf74k//Ym9Dz3E2rVr6d+/f3jiNEFRbd48Klas6HPdvThf948Be4BlOB8AxZSjfl9TROvWUK2az1WHgOXAcSAfeAX4Nz7+/gkJUE7qcQXjzL89sF1Vd6jqCZz/H7282vQC5nievwlcL2c94DqMsrJOJ36PGUAqzle/oX42q3rqFP936BAtjx4NfYwmuDZtKv7NzuNanDP9WkADnH8HvX01zMuDzZtDFaEJlaFD/a46CTwI1MW54PsUkAm08G6oWuJ+okkwkv9FwK4ir3d7lvlso6r5wGGg2O2sIjJKRLJFJDsq7sycONH5j1zEhTj/CIaXsqkcP259v+WRn37fApyzvD7AT8APwEFgjL/9lJN+X1NEvXrQrRvq47y0LpAFHMH5FvARcIN3IxHo3r3c3PQXVRd8VXWmqqaqamrdSL+Bfsb89sE52yu1EIP1/ZZPfvp9fwRycEZ4VMX5+w/DzwU/KDf9vubXFl16KXlnOwIyIQHGjQtuQCEUjOS/B2hY5HUDzzKfbUSkEpAEHAjCsUMnGH221vdb/vjp9z0PaAK4cfp8D+H0Y7b2sYuCqlXLTb+vceTl5TFixAjGLljA4fHjnSG7ZyIxEaZMKVdDfIOR/LOA5iLSRESqAP2BRV5tFuGMjgJnePQqjdYbDAqV0PdbZtb3W/6U0F/7FvAOThdAM6AyzugFbyd+/pleb7/N/PnzOXHiRCiiNEG0Y8cOOnXqxLFjx/jkk0+o/8gjTiJPTHRO4Eoicjrxu1zhCThIAk7+nj78u3Euhn8FvK6qW0TkURHp6Wn2AnCuiGwH/goUGw4adUoZ81tm1vdbvnj6fX39p78c567Ogzh9/q8D53s3EqFy794MvPdenn32WZKTk3nggQfYuXNniAM3Z2Px4sV06NCB4cOH8+qrr1KjRg1nhcvl3KyXnu58E/SePzshwVmenu60K2eJH4I0h6+qLsWr+1NVxxd5fhy4JRjHCpszHPPrl/X9lj/jxsHy5T4rO5YqIYGKDzxAv9RU+vXrx1dffcWzzz7LlVdeSadOnXC5XNx4441+h5Oa8MjPz2f8+PHMnTuXhQsX0rFjx+KNUlNhwQLnut3s2c63+IMHnf/TKSnOt8RIX5sMRFmqv0XiEfGqnpMmFa/iCHoSNA90LOggz/OT/qr8JSSoTp4c2d/DnJ1nnlFNTPRfwdHXIzHR2c6Ho0eP6qxZs7Rt27bauHFjnThxou7bty/Mv5RRVd23b5927txZr7/++pj8G2BVPQPkp+93ApAAPA78y/N8gr99lKMxv8aLyxXUft/q1aszYsQIsrOzef311/nPf/5DixYtuPXWW1m7di0a5ZfAYsW6deto27YtHTt2ZPny5dSrVy/SIUVOWT4hIvGI+Jm/aom1vUt9REltbxOgrCzn71itmvNNzlc9/z59nHZn6Mcff9Tp06frb37zG73ssst0xowZZzbXgCmzgoICffLJJ7VevXq6ePHiSIcTUpTxzN+qepakhFl9SmXVHWNLCPt9VZXVq1fjdrtZuXIlf/zjH3G5XLRp0yYooce7I0eOMHLkSLZt28aCBQto0qRJpEMKqbJW9bTkX5qitX3KqpwO/TKRt3fvXmbNmsXMmTNp2LAhLpeLW265hWp+as6Ykn355Zf07duXa665hqeeeiou3kebxjGYCi/+ldYFJFLiRT9jyurkyZOamZmpN954o9atW1czMjJ027ZtkQ6rXHnttdf0vPPO0xdffDHSoYQVdsE3iOJgzK+JLpUqVaJXr1688847rF+/HhGhY8eO3HjjjWRmZpKfnx/pEKPWiRMnuOeee3jggQdYsWIFw4YNi3RIUcm6fc5UrI75NVHv+PHjvPHGG7jdbnbt2sXtt9/OyJEjufDCCyMdWtTYvXs3t9xyC/Xq1WPOnDnUrl070iGFnfX5GxPDPv/8c9xuN/Pnz+f666/H5XLRuXNnykOl9FBZuXIlgwcP5t577+W+++6jQoX47NiwaRyNiWFt2rTh2WefZefOnXTu3Jl7772Xli1bMn36dA7GWUmRgoIC/v73vzNkyBBeffVVxowZE7eJ/0zYO2RMOVarVi3uvPNONm3axAsvvEB2djZNmjRh2LBhfPLJJzF/89jBgwfp2bMnS5cuJSsri+uuuy7SIZUblvyNiQEiwjXXXMMrr7zCtm3baNmyJf379yc1NZVZs2bx008/RTrEoPv0009p27YtzZs35/333+eii7znkDIlseRvTIypW7cuY8aMYfv27UyYMIFFixaRnJzMn//8Z7766qtIhxcUL7zwAjfeeCOPP/4406dPp3LlypEOqdyx5G9MjKpQoQLdunVj0aJFbNy4kZo1a9K5c2euu+46Xn/99XI510BeXh7Dhw9n2rRprF27ln79+kU6pHLLkr8xcSA5OZkJEyawc+dOXC4XbrebRo0a8eCDD5KTkxPp8Mrkm2++oWPHjhw/fpyPP/6Yli1bRjqkcs2SvzFxpEqVKvTr14/Vq1ezatUqjhw5whVXXEHPnj1ZtmwZBQUFkQ7Rp8Ka+7fffjuvvPLK6UlXzFkLKPmLyDkiskJEtnl+Fpu5REQuF5H1IrJFRDaJyB8DOaYxJjguueQSnnzySXJycujZsycPPvggzZo1Y9KkSezfvz/S4QHOpCvjxo3jT3/6E4sWLeKuu+6K63sZginQM/+xwHuq2hx4D9/TMx4DhqjqpUBX4AkRib/b7oyJUtWrV2fkyJFkZ2czb948vv76a5o3b87AgQP54IMPIjZcdN++ffz+978nOzubDRs20KFDh4jEEasCTf69gDme53OA3t4NVPU/qrrN8/w7IBdnDmxjTBQREdq3b89LL73Ejh07SE1NZcSIEbRu3ZpnnnmG//3vf2e/89xcmDwZBg2CP/zB+Tl5slMuxYcPP/yQtm3bcs011/DOO+9Q10qnBF9Zqr/5ewCHijyXoq/9tG+PM8l7hdL2HVVVPY2JUwUFBbpy5Urt27ev1q5dW0ePHq2fffZZ2XfwySfOpEjVqhWfFrVwMpz0dKed53jTp0/XevXq6ZIlS0L0W8U2gjWZi4isBC7wseoBYI6q1i7S9qCq+pyxXETqA+8Dt6nqR37ajAJGASQnJ7fduXNnibEZY8Lnu++++2WugeTk5NLnGiicCyMvz0n3/ohAQgLHJ0xgyPr17NixgzfffJPGjRuH5PeIdWEp7CYiW4E0Vd1bmNxV9Tc+2tXCSfz/n6q+WZZ9W2E3Y6JTfn4+S5Yswe12s3HjRoYOHcro0aO5+OKLTzc6i0mQ8kR46+qr6btiRVxMuhIq4Srstgi4zfP8NmB4JoN1AAAQYUlEQVShj0CqAG8DL5c18RtjolelSpXo3bs3y5cvZ926dagqHTp0oGvXrixcuJD89euLJf4aXo+KwJ+89pugysBPP6XaF1+E7XeJZ4Ge+Z8LvA4kAzuBfqr6o4ikAneo6kgRGQS8BGwpsulQVf2spH3bmb8x5UfRuQb+b+NGbvz5Zyr4yS1HcfqRlwLXeq8UcSZFWrAgtAHHMKvnb4wJv9xcCho2pEIJpSPmAI8A3+CMEimmWjXIybHJkc6S1fM3xoTf7Nml1tKfAwzBT+IH5+x/9uzgxmWKseRvjAmeTZvg+HG/q3cCazh9odCnvDxnmlQTUpb8jTHBc/hwiavnAtcATUrbT5zNRhYJlvyNMcGTlFTi6pcp5ay/UB2ftwuZILLkb4wJntatnQu2PqwD9gC3lLKL/CpVyL/kkmBHZrxY8jfGBM/QoX5XzQH6ADVL2cWp/HxSpk5lzJgx7NixI4jBmaIs+RtjgqdePejWzRmx4+U5nD7/EolQtXdvFq5bR35+PldddRXdunVzbh7Lzw9FxHHLkr8xJrjGjYOEhLPbNiEBxo2jRYsWTJ06lZycHAYMGMCkSZNo0qQJjz76KN99911w441TlvyNMcHVrh1MmQKJiWe2XWKis13q6fuTEhISGDJkCOvWrWPJkiXs3buXSy+9lL59+7Jy5cqonXmsPLDkb4wJPpfr9AdAaTNviZxO/C6X32Zt2rTB7XaTk5NDly5d+Otf/0rLli2ZOnUqBw4cCPIvEPss+RtjQsPlgjVrnFo91aoV7wpKSHCWp6c77UpI/EXVrFkTl8vF559/zuzZs/n888+5+OKLf/mGEK0la6KN1fYxxoTe/v1OyYbNm1n26qtcf/PNVGnb1hkdFIQaPj/88ANz5szh2WefJTExEZfLxcCBA6lZs7SxRbHHCrsZY6JSgwYNWL9+PQ0bNgz6vgsKCli1ahVut5tVq1bRv39/7rjjDtq0aRP0Y0UrK+xmjIlKNWvW5MiRIyHZd4UKFejSpQsLFixgy5Yt1K9fnx49etCpUyfmzp3L8RLqDsUbS/7GmLCqVatWYJPBl9GFF17I+PHj+e9//8uYMWN49dVXadiwIRkZGWzbti3kx492lvyNMWEVruRfqFKlSvTq1Ytly5bx8ccfU7FiRa6++mpuuOEGFixYwMmTJ8MWSzSx5G+MCatwJ/+imjZtyqRJk9i1axfDhg3jiSeeoFGjRowfP55du3ZFJKZICSj5i8g5IrJCRLZ5fvotxScitURkt4jMCOSYxpjyLZR9/mVVtWpVbr31VtauXcu7777Ljz/+SJs2bejVqxfvvPNOYDeP5ebC5MkwaBD84Q/Oz8mTnRFPUSTQM/+xwHuq2hx4z/Pan8eAfwd4PGNMORfJM39fLrvsMmbMmEFOTg49evTg/vvvp1mzZkyaNInc3Nyy7ygrC/r0gUaN4KGH4JVXYMkS5+fDD0NysrM+Kytkv8uZCDT598Ip1ofnZ29fjUSkLXA+8G6AxzPGlHPRlvwL1ahRg9tvv50NGzYwb948tm7dSosWLX75hlDisHi3G9LSIDPTmcnMe1RRXp6zLDPTaed2h/JXKZNAk//5qrrX8/x7nAT/KyJSAZgKZAR4LGNMDIjW5F9IRGjfvj0vvvgi//3vf7nqqqsYNWoUKSkpzJgxg8Pes5W53ZCRAceOQWn3Tak67TIyIv4BUGryF5GVIvKFj0evou3U+Vj09ZvfCSxV1d1lONYoEckWkez9UdY/ZowJjmjo8y+rOnXq8Oc//5kvv/ySGTNmsHbtWho3bvzLNwSysk4nfh+2AdWAQd4rCj8AIngja6XSGqhqF3/rRGSfiNRX1b0iUh/w1UHWEfitiNwJ1ACqiMhRVS12fUBVZwIzwbnDt6y/hDGm/Ij2M39fRIS0tDTS0tL4/vvvefHFF+nbty8vHT7M7/Ly/J5F3wW087fTvDyYOBEWLAhN0KUItNtnEaen5LwNWOjdQFUHqmqyqjbG6fp52VfiN8bEh/KY/Iu64IILuP/++/lm/Xqu/eknKvjp6pkH1Aau97cjVVi6NGKjgAJN/o8DN4jINqCL5zUikioiswINzhgTe8pTt09JKs6dS8WKFX2u+x8wHphW2k5EnIJ3EVBqt09JVPUAPj7YVDUbGOlj+WxgdiDHNMaUb+X9zP8XmzYVH9Xj8X/ACKBBafvIy4PNm4McWNkElPyNMeZMxUzy9x714/EZsBLYWNb9HDwYpIDOjCV/Y0xYxUzyT0ryufh94Fsg2fP6KHAK+BL41NcGdfwWRggpq+1jjAmrWOnzp3VrZyYyL6OAb3C+AXwG3AHcBCz3tY+EBEhJCWGQ/lnyN8aEVbVq1Th16hQ///xzpEMJzNChPhcnAhcUedTAGevvc74yVb/7CTVL/saYsBIRatWqVf7P/uvVg27dSp2g/mHgX75WiED37kGZxvJsWPI3xoRdTCR/gHHjik9MX1YJCc72EWLJ3xgTdjVr1oyNi77t2sGUKZCYeGbbJSY626WWOtVuyNhoH2NM2MXMiB8Al8v5mZHhjNsvqbibiHPGP2XK6e0ixM78jTFhF1PJH5xEvmYNpKc7I4C8u4ISEpzl6elOuwgnfrAzf2NMBMTMcM+iUlOdIm379zslGzZvdm7gqlPHGc45dGjELu76YsnfGBN2MXfmX1TdunDffZGOolTW7WOMCbuYTv7lhCV/Y0zYWfKPPEv+xpiwi8k+/3LGkr8xJuzszD/yLPkbY8LOkn/kWfI3xoSddftEXkDJX0TOEZEVIrLN89NnYWoRSRaRd0XkKxH5UkQaB3JcY0z5Zmf+kRfomf9Y4D1VbQ6853nty8vAP1T1EqA9kBvgcY0x5Zgl/8gLNPn3AuZ4ns8Bens3EJFWQCVVXQGgqkdV9ViAxzXGlGOW/CMv0OR/vqru9Tz/HjjfR5sWwCEReUtENorIP0TE95T3xpi4YH3+kVdqeQcRWYkzIY23B4q+UFUVEV/l7CoBvwWuAHKA+cBQ4AUfxxqFMwsaycnJ3quNMTGisKSzqiKlTIZiQqPU5K+qXfytE5F9IlJfVfeKSH189+XvBj5T1R2ebTKBDvhI/qo6E5gJkJqaWkJdVGNMeVa5cmWqVq3KsWPHqF69eqTDiUuBdvssAm7zPL8NWOijTRZQW0QKy9l1xpnI3hgTx6zfP7ICrer5OPC6iIwAdgL9AEQkFbhDVUeq6ikRyQDeE+f73Qbg+QCPa4wpr3JzYfZsnv3pJ2reeitcdBG0bg3DhkVVyeNYJ1rSrDMRlJqaqtnZ2ZEOwxgTLFlZMHEiLFvmvD5+/PS6hARnBqxu3Zx5bdu1i0yMMUBENqhqqfND2h2+xpjQc7shLQ0yM52kXzTxgzP94fHjzvq0NKe9CSmbzMUYE1putzO/7bEy3N6j6rTLyHBeR8F0h7HKzvyNMaGTleUz8Q8C6gO1cG4EmuW9XeEHgHX9howlf2NM6Eyc6HTpeBkHfAv8D2fI4IM4I0F+JS/P2d6EhCV/Y0xo5OY6F3d9DCq5FKjqeS6exzfejVRh6VJnQnQTdJb8jTGhMXt2iavvBBKBljhdQN19NRIpdT/m7FjyN8aExqZNxUf1FPEMcARYC/Th9DeBX8nLg82bQxJevLPkb4wJjcOHS21SEbgGpwaM38GdBw8GLybzC0v+xpjQSEoqc9N8fPT5F6rjc44oEyBL/saY0GjdGqpVK7Y4F5gHHAVOAcuB14Drfe0jIQFSUkIYZPyy5G+MCY2hQ30uFpwungZAHSADeALo6auxqt/9mMDYHb7GmNCoV8+p1ZOZ+avhnnWBNWXZXgS6d7dibyFiZ/7GmNAZN87pujkbCQnO9iYkLPkbY0KnXTuYMgUSE89su8REZ7vUUotTmrNk3T7GmNAqLM6WkeGM2y+pjLyIc8Y/ZYoVdQsxO/M3xoSeywVr1kB6ujMCyLsrKCHBWZ6e7rSzxB9yduZvjAmP1FRYsMCp1TN7tnPn7sGDzjj+lBRnVI9d3A2bgJK/iJwDzAca4xTp66eqxW7HE5HJwE043zRWAH/WaJ1CzBgTWnXrwn33RTqKuBdot89Y4D1VbQ6853n9KyLSCbgaaA1cBrQDfhfgcY0xxgQg0OTfC5jjeT4H6O2jjQLVgCo4tZsqA/sCPK4xxpgABJr8z1fVvZ7n3wPnezdQ1fXAamCv57FcVb8K8LjGGGMCUGqfv4isBC7wseqBoi9UVUWkWD++iDQDLsG5mxtghYj8VlXX+mg7ChgFkJycXHr0xhhjzkqpyV9Vu/hbJyL7RKS+qu4Vkfo4NZu8pQMfqepRzzbLgI44Zby9jzUTmAmQmppqF4SNMSZEAu32WQTc5nl+G7DQR5sc4HciUklEKuNc7LVuH2OMiaBAk//jwA0isg3o4nmNiKSKyCxPmzdxSnVvBj4HPlfVxQEe1xhjTAACGuevqgfwUYZbVbOBkZ7np4DRgRzHGGNMcEm03mslIvuBnWE+7HnAD2E+ZrSz98Q3e1+Ks/ekuEi8J41UtdRbpaM2+UeCiGSrqpURLMLeE9/sfSnO3pPiovk9scJuxhgThyz5G2NMHLLk/2szIx1AFLL3xDd7X4qz96S4qH1PrM/fGGPikJ35G2NMHIrr5C8it4jIFhEpEBG/V+RFpKuIbBWR7SJSrGx1LBGRc0RkhYhs8/ys46fdKRH5zPNYFO44w6G0v7uIVBWR+Z71H4tI4/BHGX5leF+Gisj+Iv8+RkYiznARkRdFJFdEvvCzXkTkn573a5OIXBnuGH2J6+QPfAH0Af7tr4GIVASeBroBrYABItIqPOFFRKlzNHjkqerlnkfP8IUXHmX8u48ADqpqM2A6MCm8UYbfGfx/mF/k38csH+tjyWygawnruwHNPY9RgDsMMZUqrpO/qn6lqltLadYe2K6qO1T1BDAPZx6DWFWWORriQVn+7kXfqzeB60VEwhhjJMTb/4dSqeq/gR9LaNILeFkdHwG1PYUwIyquk38ZXQTsKvJ6t2dZrCp1jgaPaiKSLSIfiUgsfkCU5e/+SxtVzQcOA+eGJbrIKev/h76eLo43RaRheEKLWlGZQ2J+AveS5iNQVV9VSGNeoHM0eDRS1T0i0hRYJSKbVfWbYMdqyqXFwGuq+rOIjMb5dtQ5wjEZLzGf/Euaj6CM9gBFz1waeJaVW0GYowFV3eP5uUNE3geuwKneGivK8ncvbLNbRCoBScCB8IQXMaW+L56Cj4VmAZPDEFc0i8ocYt0+pcsCmotIExGpAvTHmccgVpU6R4OI1BGRqp7n5wFXA1+GLcLwKMvfveh7dTOwSmP/xplS3xev/uye2Pwdi4AhnlE/HYDDRbpWI0dV4/aBM8vYbuBnnEnll3uWXwgsLdKuO/AfnDPbByIdd4jfk3NxRvlsA1YC53iWpwKzPM87cXp+hs3AiEjHHaL3otjfHXgU6Ol5Xg14A9gOfAI0jXTMUfK+TAS2eP59rAZaRjrmEL8fr+HMT37Sk09GAHcAd3jWC84IqcJ5TVIjHbOq2h2+xhgTj6zbxxhj4pAlf2OMiUOW/I0xJg5Z8jfGmDhkyd8YY+KQJX9jjIlDlvyNMSYOWfI3xpg49P8AIXGXkDNJta0AAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "137\n", "{0: 'C', 1: 'C', 2: 'C', 3: 'C', 4: 'C', 5: 'C', 6: 'C', 7: 'C', 8: 'S'}\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "138\n", "{0: 'C', 1: 'C', 2: 'C', 3: 'C', 4: 'C', 5: 'C', 6: 'C', 7: 'C', 8: 'S'}\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "139\n", "{0: 'C', 1: 'C', 2: 'C', 3: 'C', 4: 'C', 5: 'C', 6: 'C', 7: 'C', 8: 'S'}\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "140\n", "{0: 'C', 1: 'C', 2: 'C', 3: 'C', 4: 'C', 5: 'C', 6: 'C', 7: 'C', 8: 'S'}\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "141\n", "{0: 'C', 1: 'C', 2: 'C', 3: 'C', 4: 'C', 5: 'C', 6: 'C', 7: 'C', 8: 'S', 9: 'S'}\n" ] }, { "data": { "image/png": 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oaUhE0sbHH3/M1VdfzYsvvkibNvr4ShTVCEQkbVx99dWMGzeOfv36BR1Ki6KUKiJp4fXXX+eVV15hzZo1QYfS4qhGICIpb8+ePUycOJEHHniAww8/POhwWhwlAhFJeXfddRcnnXQSI0eOrL+wNJqahkQkpa1fv54HHniAt99u8ASU0kiqEYhIynLOMWnSJG688UZ69OhR/wbSJEoEIpKyFixYwGeffcbkyZODDqVFU9OQiKSkyspKrrnmGpYuXUrr1q2DDqdFU41ARFLStGnTuOCCCzj11FODDqXFU41ARFLOa6+9xuuvv657BpqJagQiklJ2797NpEmTePDBB+nYsWPQ4WQEJQIRSSl33nknffv25Zxzzgk6lIyhpiERSRnr1q2juLiYlStXBh1KRlGNQERSQk1NDRMnTuSmm27imGOOCTqcjKJEICIpYd68eezZs4dCTS7f7NQ0JCKBq6iooKioiJdeekn3DARANQIRCdyVV17J+PHjOeWUU4IOJSOpRiAiyVdRAfPnQ3k5VFVBp07Qty9MmMDLK1fy5z//mdWrVwcdZcZSIoA6L1K6dg06OpH0VVoK06fD0qX+/e7dB9YtXIi78UZq2rThidtvp0OHDsHEKJhzLugYosrNzXVlZWXJPUhdF2l2NjgHw4ZBURH075/cWERamuJimDYNqqv9/6UYaoBW7dvDjBmgjuK4mdnfnHO5jdkmc/sIioshLw8WLfIJIDwJgL94d+/26/PyfHkRaZjaJLBr10FJ4Eng/wEdgP8A3iT0IbRrly+v/2eBSEgiMLOhZvaOmW0ys2ujrG9rZk+F1q8ws16JOG6TxbhIo3JOF6lIY5SWHvj/FeZl4BpgHvB/wBvACeEFav+fJbslQA4RdyIws9bAQ8Aw4CTgfDM7KaLYxcAO59zXgZnA3fEet8miXKQPArlAW6Ag1na6SEUaZvp0X6OOcBNwIzAQ/8FzTOjnINXVfntpVomoEQwANjnnNjvn9uJrf5ETi44EFoRePwucaWaWgGM3XpSL9GjgeuCi+rbVRSpSt4oK3+cWUdPeD5QBlcDXgWOBy4FD0oVzsGQJVFY2Q7BSKxGJ4Bjgn2Hvt3Foov+yjHNuH1AFdEnAsRsnxkU6GhjVkIB0kYrUbf78qIs/Ar7Afwt8E1gJvA3cHq2wWcz9SHKkVGexmV1mZmVmVlaZjA/bRFxcukhFYisvP3TgBZAd+j0F6A4cBVwJLIm2j+pqWLUqWRFKFIlIBB8A4bNKHxtaFrWMmbUBOgGfRO7IOfeIcy7XOZfbNRnj92NcpI2ii1QktqqqqIs74z8YwtuD62wb3rEjcTFJvRKRCEqB3mZ2vJllAeOAxRFlFgPjQ6/PBV5zQdzAEOMibTRdpCLRdeoUc9UE4AGgAtiBHzXyo1iFO3dOdGRSh7gTQajN/3JgGbAOeNo5t8bMbjWzEaFivwa6mNkmfI3wkCGmzaKOi7RRdJGKRNe3L7RrF3XVDUB/oA/+XoJvA9dFK5idDTk5yYpQokhIH4Fzbolzro9z7j+cc3eElt3onFscer3bOfdfzrmvO+cGOOc2J+K4jRbjIt0H7MaPbNgfer0v1j50kYrEVlAQc9VhwGxgJ/AhcD8QNWU4V+d+JPFSqrM46WJcXLfjO7PuAp4IvY46mgF0kYrUpVs3/1iWpo4ON4Phw/WMr2aWWYkgxkV6M+Aifm6Otr0uUpH6FRWxPyuradtmZ/tne0mzyqxEAP4iy86uv1w0ukhF6vX6559zTZs27G/btnEb1j54LrdRz0uTBMi8RNC/v7/Y2rdv3Ha6SEXq9eabbzJ27Fh+9Ic/0HrmTP//pr5mIrMD/7/09NFAZF4iAH+x1SaDei5SZ8YuM8rOP18XqUgd3nrrLcaMGcNvf/tb8vLy/P+X5cshP98P0oisiWdn++X5+b6c/n8FJrPnIygr888OWrLEJ4TwZxDVzkcwfDjrR4/m+1On8tprr5GjEUMih1ixYgXnnHMOjz/+OGefffahBSor/R35q1b5+3A6d/aj7woK1OeWYE2ZjyCzZyjLzYXnnqv3Ij0RmOkc+fn5lJaW0ln3EYh8qaysjBEjRjBv3rzoSQD8h/1VVzVvYNJgmV0jaKSpU6eyYcMGXnjhBVq3bh10OCKBe/vttxk6dCi/+tWvGDFiRP0bSNJphrIku/fee9m1axc333xz0KGIBK68vJxhw4Yxe/ZsJYE0p0TQCIcddhhPP/00CxYsYNGiRUGHIxKYNWvWcPbZZzNr1izGjBkTdDgSJyWCRurWrRvPPvssl156KevXrw86HJFmt379eoYMGcIvfvELzjvvvKDDkQRQImiCAQMGcPfddzNq1Cj+/e9/Bx2OSLPZsGEDgwcPZvr06fz4xz8OOhxJECWCJrrooos444wzGD9+PDU1NUGHI5J07777LmeeeSa33norP/nJT4IORxJIiSAOs2bNoqKigjvvvDPoUESS6r333mPQoEFcf/31XHRRvbN7S5pRIohDVlYWzzzzDHPmzGHJkqiT7omkva1btzJo0CCuvvpqJk6cGHQ4kgRKBHE6+uijeeqppygoKGDTpk1BhyOSUNu2bWPQoEFMnTqVyZMnBx2OJElm31mcIKeffjq33HIL+fn5/OUvf6Fjx45+RUWFv2O5vNxPk9mpk58cZ8IE3VYvKe9f//oXZ5xxBpMmTeKKK64IOhxJIt1ZnCDOOS6++GI+//xznvyf/8HuuguWLvUrd+8+ULD2GUbDhvlHWvfvH0zAInX48MMPycvLo6CggGuvDWZmWWmaptxZrESQQLt372bmN77BtO3bOWzfPv+BH4uZTwp69K6kmIqKCs444wzGjRvHDTfcEHQ40kh66FzA2s2bxzWVlbT64ov6CzsHu3bBtGn+vZKBpICPP/6YwYMHM2bMGCWBDKLO4kQpLYVp02gV/ihr4AKgO3AE0AeYG7ldbTJIs9qPtDyffvopZ511Fj/84Q+55ZZbgg5HmpFqBIkyffrB8xmEFAG/BtoC64E84NtAv/BC1dV+++eeS36cknkaMGhh586dDBkyhMGDB3PnnXdiTZ18XtKS+ggSoaICevY8uFM4infwiWAWMDZyZbt2sHWrRhNJ4pSW+i8Y9Qxa+GzKFM689lq++93vMnPmTCWBNKfHUAdl/vw6V/8UaA+ciG8mGh6tkFm9+xFpsOJiyMuDRYt8Aoj8klJdDbt34xYtovXgwfwsO1tJIIMpESRCeXmdtYHZwP8BbwKj8c1Eh6iu9jOkicSruNj3O+3aVffINcCcI7umhvNKS7E5c5opQEk1SgSJUFVVb5HWwPeAbUBxrEI7diQuJslMoUEL7Np10OL38TXRzsDXgMuBfWHrTYMWMlpcicDMvmJmL5vZxtDvQybzNbNTzOwvZrbGzMrNrOU9wLxTpwYX3Qe8G2ul5kKWeMUYtPBToBuwHVgJLMfXVA9SO2hBMk68NYJrgVedc72BV0PvI+0CfuKc+yYwFLjPzI6M87ippW9f39kboQJ4EvgM2A8sA34HnBltH9nZkJOTxCClxauo8B3DUZqD3sMPUGiHrxEMBdZEFnIOliyByspkRyopJt5EMBJYEHq9ABgVWcA5t8E5tzH0+l/4z8eWNTSmoCDqYsM3Ax2Lr5JPA+4Dos7u6lzM/Yg0SB2DDabiv5TsAj4AluKTwSE0aCEjxZsIvuqc2x56/SHw1boKm9kAIIs6WkfSUrdu/tlBESMuuuKr4DuBfwOrgEujbF4D7BsyRENHJT51DFr4Ab4GcAT+i0kuUb61gQYtZKh6E4GZvWJmq6P8jAwv5/wNCTGHKJhZd+BxYIJzLuqUXmZ2mZmVmVlZZbpVT4uKfPNOE3zRujVjysp4+eWXExyUZJQYgxZq8N/+RwOfAx8DO4BrYu1HgxYyTr2JwDk32Dl3cpSf3wMfhT7gaz/oK6Ltw8yOAF4ErnPOldRxrEecc7nOudyu6fbtuH9//wC59u0bt1379rR94AEKf/1rLr30UgoKCvjkk0+SE6O0bDEGLXwKbMWPFGoLdAEmADGnUtKghYwTb9PQYmB86PV44PeRBcwsC3geeMw592ycx0tthYUHkkF9N+aY+XKhp48OHTqU1atXc+SRR3LyySfz1FNPkap3fUuK6tsXF2XQwlHA8fj+qn34psoFQN9o+9CghYwUbyK4CzjLzDYCg0PvMbNcM6t9vtpYfBNlgZmtDP2cEudxU1dhISxfDvn5fiRRZHNRdrZfnp/vy4U9dbRjx47cd999PP/889x2222MHDmSbdu2NfM/QNJRTU0Nz3fqxJ49e6KuXwj8Ed9v9XXgMGBmtIIatJCR9KyhZKqs9CMwVq3y7a6dO/tvWwUF9XYM7927l7vvvpv777+fW265hUmTJtGqle7/k4M55/jjH//Iz3/+cw477DD+kJVFt7feqveO4qjM/BcUPfwwrWlimhZo7dq1XHrppZgZc+fO5cQTTww6JEkRb731FkVFRVRWVnLHHXcwatQorKzMP2Mo4s7iBmnf3tdScxv1GSIpRg+da4FOOukk3nzzTc4//3y+//3vc/vtt7N3796gw5IArVq1ihEjRnD++edTUFBAeXk5+fn5/oFxcQxaYMYMJYEMpUSQBlq1asXkyZP5+9//TklJCf369WPFihVBhyXNbPPmzVx44YWcddZZDBo0iHfeeYcJEybQpk3EtCJxDFqQzKREkEZ69OjBCy+8wHXXXceoUaOYOnUqn332WdBhSZJ99NFHTJkyhf79+/P1r3+djRs3MnXqVNpFGSH0pTgGLUjm0QxlacbMGDduHGeddRZXXnklOTk5zJkzh7PPPrvuDRswS5WklqqqKu69916Ki4sZP34869evp1H31+Tm+o7fOAYtSIZwzqXkT79+/ZzUb9myZa5Xr17uwgsvdJWVlYcW+OtfncvPd65dO//jx5P4n+xsvyw/35eTlLBr1y53zz33uK5du7oJEya4LVu2BB2SpBGgzDXy81ZNQ2luyJAhrF69mqOOOoqTTz6Z3/72twduRGvgLFUsWuTLFcecKUGawb59+/jVr35F7969KSkpYfny5Tz66KMcd9xxQYcmLZyGj7Ygf/3rX7nkkkvo0aMHj512Gl3uvLNxwwjVaRiImpoann32Wa6//np69OjB9OnTGTBgQNBhSZpqyvBR9RG0IAMGDKCsrIwnrriC7OuvP2R9HlDCgT/6McA74QVqZ6nq31/DCBsqjr4X5xwvvfQSP//5z2nVqhWzZ89m8ODBzRO3SBglghYmKyuLiz76CGcW9e7SB4FL6tpB7SxVuru0bqWl/jwtXerfhze7LVwIN93kH01eVOQTa4SSkhKKiorYvn07d9xxB6NHj9bE8RIY9RG0NKFZqqypTX6apap+cfS9rFmzhlGjRjF27FguvPBCVq9ezZgxY5QEJFBKBC1NPbNLFeGfRnk68HqsQpqlKrbi4gOTw4eS7TpgENAJ/0C352vLOvdlc9vHt9/O+PHjGTRoED/4wQ/YsGEDF1100aE3g4kEQImgpaljlqq7gc34qQovA84hxlRxmqUqutLSA0kgZB9+vtYf4Z/7/whwAbAhfLtdu2h/ww2clpXFxo0bufLKK+u+GUykmenrSEsTY5YqgO+EvR4P/A4/OcmUaIWDmqUqlW98mz7dJ8kw64F/AT/Dz1E9CF/behy4LaxcthkTP/0UjjiimYIVaTglgpYmxixV0Rix5xZ9beVKSu68k+9+97vk5uZy+OGHJyS8mOLsfE26UN9LQx7v7IDVEcssvO8l6IQmEkFNQy1N377+GTIRdgLLgN345ozfAG/g57KNVNOuHV3y8vj000+54YYb6N69O9/61reYOHEi8+bNY926ddTURJ12umnS4ca3GH0m3wC6AfcCXwAvAcuBqHdvqO9FUpRqBC1NQYH/9hzhC+B6fFNGa+BEYBHQJ8ouWgHf+uUv+Vbom+vevXspLy+npKSEV199lTvuuINPPvmEAQMGMHDgQAYOHMiAAQPo0qVL4+MN73ytT1jnK9CsN7658nIsSt/LYfjzOAXfB5OLn5KvbbSdqO9FUpTuLG6JRo/2356TOEtVRUUFK1asoKSkhJKSEkpLS+nevfuXiWHgwIHk5OTmLzlFAAAKM0lEQVTUPSqmtPSQSVQ6RhSpBn4KPBC5bYInUampqeHDDz9ky5YtvP/++7z//vsHvf7lxo0Mb2At6DR8H8zEaCt/9CN44YWExCwSjWYoEy/KB2yDNfEDdv/+/axdu/bLxFBSUsKWLVvo16/fQcmhe/fuBzaqJ2F9BnwN36H9g8iVjZxWcf/+/Wzfvj3qh/yWLVvYunUrRx55JD179qRXr15f/q593ee22zjsqaei7rscX7OqAWYDD+FrXlFrBRdeCI891qCYRZpCj5gQr3aWqoY2udSKY5aq1q1bk5OTQ05ODpdeeikAO3fupLS0lJKSEubOncsll1xCx44dGThwIGd885tc9uKLtKrji8hz+Pb370dbGdH5um/fPj744IOYH/Tbtm2jS5cuB3245+bmcu6559KzZ0+OO+442tc1q9epp8Lvfx91aO7jwFx889v3gZeJkQSys/3jn0VSjGoELVlt+3t1dd3NRGb+QyrJD5xzzrFp0yZKSkroOHs2w1asoF0dcQ3C1wRujrF+T+vWPNqzJ3eHvu1369btoA/68N89evSIb+x+RQX07BnzHo0GadcOtm7VqCFJKtUI5GCFhb52MH26//ZsdvA4+OxsnyCGD/fDMpP8oDkzo3fv3vTu3RuWLYOSkphlt+BH3/y6jv213b+fUSecwNkPP8yxxx5LVlZWokM+oFs3P3w1nr6X4cOVBCQlKRG0dKk6S1UdN76Bb275HnB8Pbvp3q4dnHBCoqKqW1GRT2BN6XvJzvbbi6QgJYJM0bUrXHVV0FEcUM+Nb48B1zZkP507JyKahgmg70WkOeiGMglGjBvfAN7CPw/pv+rbRxCdr4WF/kO9fXvf3FMXM032I2lBiUCCUVAQc9UCYDRQ70MtnKtzP0lTWOiH2Obn+2SWnX3w+uxsvzw/35dTEpAUF1fTkJl9BXgK6AW8D4x1zkV9WpmZHQGsBRY55y6P57jSAtTR+fpwQ7YPuvM1VfteRJogruGjZnYP8Klz7i4zuxbo7Jy7JkbZWUDXUPl6E4GGj2aAAG58E2npmjJ8NN6moZH4mjyh36NiBNYP+Cr+mVwiXm3na103ckWjzleRhIo3EXzVObc99PpD/If9QcysFfALYFqcx5KWSJ2vIoGrNxGY2StmtjrKz8jwcs63MUVrZ/opsMQ5t60Bx7rMzMrMrKxSc+ZmDnW+igQq3j6Cd4A859x2M+sOvO6c+0ZEmd/gH8FSg3+4ZBYw2zlX5zBx9RFkKHW+isQliEdMLMY/cfeu0O/fRxZwzv13WIAFQG59SUAyWKrd+CaSAeLtI7gLOMvMNgKDQ+8xs1wzmxtvcCIiknx6+qiISAsSxPBRERFJc0oEIiIZTolARCTDKRGIiGQ4JQIRkQynRCAikuFSdviomVXip65tbkcBHwdw3LqkYkyQmnGlYkyguBojFWOC9Imrp3OuUbfhp2wiCIqZlTV2DG6ypWJMkJpxpWJMoLgaIxVjgpYdl5qGREQynBKBiEiGUyI41CNBBxBFKsYEqRlXKsYEiqsxUjEmaMFxqY9ARCTDqUYgIpLhMi4RmNl/mdkaM6sxs5g97WY21MzeMbNNZnZt2PLjzWxFaPlTZpaVoLi+YmYvm9nG0O/OUcqcYWYrw352m9mo0Lr5ZvZe2LpTmiuuULn9YcdeHLY84eergefqFDP7S+hvXW5m54WtS+i5inWthK1vG/q3bwqdi15h64pCy98xs7PjiaORMV1pZmtD5+ZVM+sZti7q37KZ4iows8qw418Stm586G++0czGN3NcM8Ni2mBmO8PWJeV8mdmjZlZhZqtjrDczuz8Uc7mZnRq2rnHnyjmXUT/A/wO+AbyOnyQnWpnWwLvACfgZ1f4BnBRa9zQwLvR6DlCYoLjuAa4Nvb4WuLue8l8BPgXah97PB85NwvlqUFzAZzGWJ/x8NSQmoA/QO/T6aGA7cGSiz1Vd10pYmZ8Cc0KvxwFPhV6fFCrfFjg+tJ/WzRTTGWHXTmFtTHX9LZsprgLgwRjX++bQ786h152bK66I8lOAR5vhfP0AOBVYHWP9cGApYMBAYEVTz1XG1Qicc+ucc+/UU2wAsMk5t9k5txd4EhhpZgYMAp4NlVsAjEpQaCND+2vofs8FljrndiXo+LE0Nq4vJfF81RuTc26Dc25j6PW/gAogGXNdRr1W6oj3WeDM0LkZCTzpnNvjnHsP2BTaX9Jjcs79KezaKQGOTcBx446rDmcDLzvnPnXO7QBeBoYGFNf5wO8SdOyYnHNv4L/sxTISeMx5JcCR5qcMbvS5yrhE0EDHAP8Me78ttKwLsNM5ty9ieSJ81Tm3PfT6Q+Cr9ZQfx6EX4x2hKuJMM2vbzHG1M7MyMyupba4ieeerUefKzAbgv+m9G7Y4Uecq1rUStUzoXFThz01Dtk1WTOEuxn+zrBXtb5kIDY1rTOhv86yZ9WjktsmMi1AT2vHAa2GLk3W+6hMr7kafq3jnLE5JZvYK8LUoq65zzh0yr3JzqSuu8DfOOWdmMYdzhbJ+DrAsbHER/kMxCz+c7Brg1maMq6dz7gMzOwF4zcxW4T/wmiTB5+pxYLxzria0uMnnqqUxswuAXOA/wxYf8rd0zr0bfQ8J9wLwO+fcHjObiK9JDWqmYzfEOOBZ59z+sGVBnq+EaJGJwDk3OM5dfAD0CHt/bGjZJ/jqV5vQN7va5XHHZWYfmVl359z20IdXRR27Ggs875z7Imzftd+Q95jZPGBac8blnPsg9Huzmb0OfBt4jiaer0TEZGZHAC/ivwCUhO27yecqiljXSrQy28ysDdAJfy01ZNtkxYSZDcYn1v90zu2pXR7jb5mID7Z643LOfRL2di6+P6h227yIbV9PQEwNiivMOGBy+IIknq/6xIq70edKTUPRlQK9zY94ycL/8Rc73xPzJ3z7PMB4IFE1jMWh/TVkv4e0UYY+EGvb5UcBUUcaJCMuM+tc27xiZkcBpwNrk3i+GhJTFvA8vg312Yh1iTxXUa+VOuI9F3gtdG4WA+PMjyo6HugN/DWOWBock5l9G3gYGOGcqwhbHvVvmYCYGhpX97C3I4B1odfLgCGh+DoDQzi4RpzUuEKxnYjvfP1L2LJknq/6LAZ+Eho9NBCoCn3Jafy5SkZvdyr/APn4NrM9wEfAstDyo4ElYeWGAxvwmf26sOUn4P+zbgKeAdomKK4uwKvARuAV4Cuh5bnA3LByvfAZv1XE9q8Bq/Afak8AHZsrLuC00LH/Efp9cTLPVwNjugD4AlgZ9nNKMs5VtGsF39Q0IvS6Xejfvil0Lk4I2/a60HbvAMMSeJ3XF9Mroeu/9twsru9v2UxxTQfWhI7/J+DEsG0vCp3DTcCE5owr9P5m4K6I7ZJ2vvBf9raHruNt+L6cScCk0HoDHgrFvIqwUZCNPVe6s1hEJMOpaUhEJMMpEYiIZDglAhGRDKdEICKS4ZQIREQynBKBiEiGUyIQEclwSgQiIhnu/wOp8cw3l6pgWQAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "142\n", "{0: 'C', 1: 'C', 2: 'C', 3: 'C', 4: 'C', 5: 'C', 6: 'C', 7: 'C', 8: 'S', 9: 'S'}\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "143\n", "{0: 'C', 1: 'C', 2: 'C', 3: 'C', 4: 'C', 5: 'C', 6: 'C', 7: 'C', 8: 'S', 9: 'S'}\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "144\n", "{0: 'C', 1: 'C', 2: 'C', 3: 'C', 4: 'C', 5: 'C', 6: 'C', 7: 'C', 8: 'S', 9: 'S'}\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "145\n", "{0: 'C', 1: 'C', 2: 'C', 3: 'C', 4: 'C', 5: 'C', 6: 'C', 7: 'C', 8: 'C', 9: 'O'}\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "146\n", "{0: 'C', 1: 'C', 2: 'C', 3: 'C', 4: 'C', 5: 'C', 6: 'C', 7: 'C', 8: 'C', 9: 'O'}\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "147\n", "{0: 'C', 1: 'C', 2: 'C', 3: 'C', 4: 'C', 5: 'C', 6: 'C', 7: 'C', 8: 'C', 9: 'O'}\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "148\n", "{0: 'C', 1: 'C', 2: 'C', 3: 'C', 4: 'C', 5: 'C', 6: 'C', 7: 'C', 8: 'C', 9: 'O'}\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "149\n", "{0: 'C', 1: 'C', 2: 'C', 3: 'C', 4: 'C', 5: 'C', 6: 'C', 7: 'C', 8: 'C', 9: 'O'}\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "150\n", "{0: 'C', 1: 'C', 2: 'C', 3: 'C', 4: 'C', 5: 'C', 6: 'C', 7: 'C', 8: 'C', 9: 'O'}\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "151\n", "{0: 'C', 1: 'C', 2: 'C', 3: 'C', 4: 'C', 5: 'C', 6: 'C', 7: 'C', 8: 'C', 9: 'O'}\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "152\n", "{0: 'C', 1: 'C', 2: 'C', 3: 'C', 4: 'C', 5: 'C', 6: 'C', 7: 'C', 8: 'C', 9: 'O'}\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "153\n", "{0: 'C', 1: 'C', 2: 'C', 3: 'C', 4: 'C', 5: 'C', 6: 'C', 7: 'C', 8: 'C', 9: 'O'}\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "154\n", "{0: 'C', 1: 'C', 2: 'C', 3: 'C', 4: 'C', 5: 'C', 6: 'C', 7: 'C', 8: 'C', 9: 'O'}\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "155\n", "{0: 'C', 1: 'C', 2: 'C', 3: 'C', 4: 'C', 5: 'C', 6: 'C', 7: 'C', 8: 'C', 9: 'O'}\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "156\n", "{0: 'C', 1: 'C', 2: 'C', 3: 'C', 4: 'C', 5: 'C', 6: 'C', 7: 'C', 8: 'C', 9: 'O'}\n" ] }, { "data": { "image/png": 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cc8+lOixjWgRLDCatnXzyyfzlL39h8eLFXH/99Vx00UV88EHEAb2NMQliicFkhEmTJlFeXs65557LiBEj+OUvf8mBCNOLGmPiZ4nBZIz27dszb948Nm/ezLZt2xg8eDBPP/00mdiBwph0ZonBZJxevXqxfPlyHn74YW666SYuvPBC3nvvvVSHZUzWsMRgMta4ceN4++23mTJlCqNGjeLGG2/kyy+/THVYxmQ8Swwmo7Vt25brrruOd955h8rKSk499VT+/Oc/x9a8VFkJd90F06fDRRe5n3fd5R7YM6YFswfcTFZ5/fXXufbaaznmmGNYvHgxeXl5dSuVlrqhPEpK3HLwMxI1Q3lMnuyG8hg+PDmBG5ME9oCbaZHOOeccSktLueKKK5g4cSKzZ8/miy++OFqhuBjGjoWVK11CCH9wLhBwZStXunrFxckM35i0YInBZJ3WrVtz1VVXUVFRwTfffMMpp5zCH//4R6rvvx/mzIEDB9xVQZBtQAdgek2Bqqs3Z44lB9PiWFOSyXp+v58lhYXc/+67+KqrI9a5AAgAfYD/Dl+ZkwOvvFLvCLHGZAJrSjLGk5+fzx8HDKB9lJOg5cBxwIRoOwgE3D0JY1oISwwm+1VWIs8/T6sIiWE/cBPwm/q2V3VzTlhvJdNCJCQxiMgkEXlfRLaLyLwI628QkQoRKRORdSLSJ2jdERHZ5L1WhW9rTNyWLYu66pfAj3GTjddLpN79GJNN2sS7AxFpDSwBzgd2AqUiskpVK4KqvQ3kq+oBESkC7gJ+6K0LqOrQeOMwJqqysrq9j4BNwIu4P84GBQJuIiJjWoC4EwMwAtiuqh8CiMhyYCpQmxhU9aWg+hsI6vxhTLPbty9i8cvAR0DNNEBfAUdwf7hvRdpg796Eh2ZMOkpEU1JPYEfQ8k6vLJofAyVByx1ExC8iG0Tkkmgbicgsr56/ytp6TWN07hyxeBbwAe7KYRNwFfBdYE20/eTmNkNwxqSfpN58FpHpQD5wd1BxH6/71BXAb0Xk25G2VdUHVDVfVfO7NWIeYWPIy4MOHeoU5wAnBL2OwT3LEPGvy+dz81gb0wIkIjHsAk4KWu7llYUQkYnAz4GLVfXrmnJV3eX9/BB3dT8sATEZc1RhYUzVbibCMwyeI0eOxLwfYzJdIhJDKTBARE4WkXbAZUBI7yIRGQb8AZcUKoPKc0Wkvfe+K3AuQfcmjEmI7t3d2EciTdq8WoQXWrdm6k9+YsN7mxYh7sSgqoeBa3FNs+8CT6jqFhG5RUQu9qrdjbtSfzKsW+qpgF9ENgMvAXeE9WYyJjHmz3fNQU3Qyudj/Nq1jBo1ivPOO4+ioiI+++yzBAdoTPqwITFMy1FcfHSspFjl5MA990BREQB79uzh1ltv5dFHH+W6667jhhtuoGPHjs0UsDGJZUNiGBOuqMh9yefkNNysJFInKQAcf/zxLFq0iNLSUrZs2cKgQYN46KGH3D0IY7KEJQbTshQVuQHxCgpcT6Xw5iWfz5UXFLh6QUkhWL9+/Vi+fDkrVqzgkUce4YwzzmD16tU2/7TJCtaUZFquqio3zEV5uXt4LTfXdUktLIRGdIlWVVatWsXcuXPp2bMnd999N2eeeWazhW1MU8XalGSJwZgEOXToEEuXLuWWW25h4sSJLFy4kN69eze8oTFJYvcYjEmytm3bUlRUxNatW+nbty/Dhg1j7ty5oTPIGZMBLDEYk2DHHnssv/rVrygrK2PPnj0MGjSIe++9l2+++SbVoRkTE0sMxjSTnj17snTpUl588UXWrFnD4MGDefLJJ+0GtUl7lhiMaWann346q1ev5g9/+AO33XYb55xzDn//+99THZYxUVliMCZJJkyYwMaNG7n66qu54oormDZtGlu3bk11WMbUYYnBmCRq1aoVV155Je+99x4jR47knHPO4ZprrqGysrLhjU3mq6yEu+6C6dPhoovcz7vuSrtpYy0xGJMCPp+PuXPn8t5779GmTRsGDx7MwoULOdCY4TpM5igthWnToE8fWLAAHnsMnn3W/bz5Zujd260vLU11pIAlBmNSqmvXrtx7771s2LCBTZs2MWjQIB5++GEbYiObFBfD2LGwcqWbYjZ8mtlAwJWtXOnqFRenIsoQlhiMSQP9+/fnySef5IknnmDp0qWceeaZrFkTdS65yDKkmaJFCR64UZWvcVNY9gGOBYYSNJ2lqqs3Z07qk4OqZtzrrLPOUmOyVXV1tT799NM6YMAAPf/883XTpk31b/Dmm6oFBaodOriX+4pxL5/PlRUUuHomed58UzUnJ+T38RXoAtB/gh4B/SvoMd5yyO8tJ0e1tDThIQF+jeE71q4YjEkzIkJBQQFbtmxh6tSpXHjhhcyYMYMdO3bUrZyBzRQtxu23u3//IB1xMwX2xTXXfA84GdgYvm0g4LZPkYQkBhGZJCLvi8h2EZkXYX17EXncW/+GiPQNWjffK39fRC5MRDzGZIO2bdtyzTXXsHXrVnr16sXQoUOZP38++/btcxXCminqlU7NFC1BZSWUlDT4e/kM2AoMCV+hCqtXp6wZMO7EICKtgSXAZGAwcLmIDA6r9mNgr6r2BxYBd3rbDsZNBToEmATc7+3PGOPp1KkTCxcuZPPmzXz66acMHDiQx+fMQSNMOvQRMAXIBU7ATa14OLhCTXKwQSib17JlDVY5BPw7MAM4JVIFkZj20xzaJGAfI4DtqvohgIgsB6YSOnfzVNwVFMBTwGIREa98uap+DfxTRLZ7+/tHAuIyJqv06tWLhx9+mLKyMr48/3yqDxwg/CzqaqA7sBv4AjgfuB+YHVyppplixYqkxJ1pVJVvvvmGQCAQ8jp48GCdsmjll/71r4wIb9YLUg1cCbQDFkerFAi4IeFTIBGJoScQ3Pi5ExgZrY6qHhaRfcDxXvmGsG17JiAmY7JW3gknwP79Edf9E3eV0AF3xTAJ2BJeKbiZohHzTqRC8Jd0tC/mxn5px7KvNm3a4PP5al8dOnQIWa5vXadOnejWtm30Y8I1oXwGrAai18TNE5ICiUgMSSEis4BZgI1xb1q2epoXrgOWA2OBvbiukL+KVLGmmeKnP435Y1WVQ4cOJfQLuKHygwcP0rp160Z9MQeXd+vWrdHb+Hw+WreOs0V782bYUiclA1AEvAu8CPgi1giSmxtfHE2UiMSwCzgpaLmXVxapzk4RaQN0BvbEuC0AqvoA8AC4iXoSELcxmamsrG7vI89o3H+STsARXPv1JZEqBgK8+dBDPPD++436wm7VqlWjv2RrXsFf0rFu06FDB9q0yZjz16Py8lxTXdjv6WPgD0B73BVdjT/g7jeE8PncjIIpkIh/8VJggIicjPtSvwy4IqzOKtzf6D+A7wPrVVVFZBXwZxH5DXAiMAB4MwExGZO9anolhanGNR3NAl4HvgL+DzAXuCtC/a5t2jBy5MhGNZlk5Jd0KhQWuqEvwvTBNSXFRNXtJwXi/i179wyuBdYArYE/quoWEbkF9zDFKuAh4E/ezeXPcckDr94TuBvVh4FrVNXGAjCmPp07Ryz+HPgEd4+hvfeaCfyCyImh35ln0u8//qOZgmzhuneHyZPd8yNNmX9DBKZMSdk9oIQ8x6Cqq1V1oKp+W1UXemU3eUkBVT2oqj9Q1f6qOqKmB5O3bqG33SBVLYn2GcYYT14edOhQp7gr7mGpYtxZ1hfAI0BepH2ksJmixZg/3/07N4XP57ZPEXvy2ZhMU0/zwtPA80A3oD+ux8uiSBVT2EzRYgwfDvfcAzk5jdsuJ8dtl5/fPHHFwBKDMZmmpplCpM6qocDLuB5J/ws8AXwrvFKKmylalKKio8khwu8rhMjRpFBUlJz4orDEYEwmyuBmihanqAheeQUKClwTYPjvzedz5QUFrl6KkwJk0HMMxpggNc0UEYbFqFcaNFO0SPn5rvtqVZV7fqS83D28lpvr7vUUFqbVFZwlBmMyVc2Z5Zw5bviE+nq/iLgz0zRopmjRunVr1EOFqWJNScZksqBmiup27QiEt2OnYTOFSX92xWBMpvOaKR69+258TzzBD089Na2bKUz6s8RgTJb4+9atDC0shGuuSXUoJsNZU5IxWcLv95NvN5VNAlhiMCYLHDx4kPfff5+8vIjPORvTKJYYjMkCZWVlDBw4EF9Tn20wJoglBmOywMaNGznrrLNSHYbJEpYYjMkCGzdutPsLJmEsMRiTBfx+v10xmISxxGBMhgsEAmzdutVuPJuEscRgTIYrKytj0KBBdIgwR4MxTRFXYhCRLiKyVkS2eT/rzFwtIkNF5B8iskVEykTkh0HrlonIP0Vkk/caGk88xrREdn/BJFq8VwzzgHWqOgBY5y2HOwD8SFWH4Kak/a2IHBe0/qeqOtR7bYozHmNaHLu/YBIt3sQwFTd7IN7PS8IrqOpWVd3mvf8XUImbYMoYkwB2xWASLd6xkr6lqru9958SYbKoYCIyAmgHfBBUvFBEbsK74lDVr+OMyZjsVlnpxvQvK+PI558zb8sWhr7wAvTpY4PlmYQQrW8Md0BEXgROiLDq58AjqnpcUN29qlrnPoO3rgdu1sEZqrohqOxTXLJ4APhAVW+Jsv0sYBZA7969z/r444/rPzJjsk1pKdx+O5SUuOWDB4+u8/ncfAyTJ7vZ2YYPT02MJq2JyEZVbfDyssHE0MCHvA+MVdXdNV/8qjooQr1OuKRwm6o+FWVfY4E5qvq9hj43Pz9f/X5/k+M2JuMUF9uEPCZusSaGeO8xrAJmeO9nAM9ECKQd8Bfg0fCk4CUTRERw9yfeiTMeY7JPTVI4cKD+pABu/YEDrn5xcXLiM1kn3sRwB3C+iGwDJnrLiEi+iCz16lwKjAYKI3RLfUxEyoFyoCtwa5zxGJNdSkujzuu8HDgV6Ah8G3g1eGVNcrAra9MEcTUlpYo1JZkWY9o0WLmyzpXCWuAnwOPACKCmB0jP4EoibkrPFSuSEanJAMlqSjLGNJfKSnejOcLJ2wLgJuA7uP/EPQlLCuC2W70aqqqaO1KTZSwxGJOuli2LWHwE8ANVQH+gF3AtEIhUWSTqfoyJxhKDMemqrCy0S6rnM+AQ8BTuvsIm4G2i3KALBKC8vBmDNNnIEoMx6WrfvojFNXO0/SfQA9dr4wZgdbT97N2b6MhMlrPEYEy66tw5YnEurvlIgsokYs2aDSI+c2pMVJYYjElXeXkQZSjtmcDvcAOP7QUWARGfDPX54PTTmytCk6UsMRiTrgoLo676JTAcGIh7lmEYboyaOlTr3Y8xkVhiMCZdde/uxj6Sug1FbYH7gS9wg43dB9S5thCBKVNsYD3TaJYYjEln8+e75qCm8Pnc9sY0kiUGY9LZ8OFuQLycnMZtl5PjtrN5GkwTxDsfgzGmudWMkmqjq5oksSsGYzJBURG88oob+6hDB75u3Tp0vc/nejAVFLh6lhRMHOyKwZhMkZ/vBsSrquLRUaOY3LMnvTp2dM8pnH66631kN5pNAlhiMCbTdOvGfe3aMWLRInqdcUaqozFZyJqSjMlAu3btomfPOuOpGpMQlhiMyTCBQIADBw5w/PHHpzoUk6XiSgwi0kVE1orINu9nxEFZRORI0Oxtq4LKTxaRN0Rku4g87k0Daoypx65duzjxxBORCA++GZMI8V4xzAPWqeoAYJ23HElAVYd6r4uDyu8EFqlqf9yQLz+OMx5jst7OnTutGck0q3gTw1TgEe/9I8AlsW4o7nRnPG5Y+UZvb0xLtWvXLnr16pXqMEwWizcxfEtVa6ab/RT4VpR6HUTELyIbRKTmy/944AtVPewt7yTC7IQ1RGSWtw9/lU1VaFowu/FsmluD3VVF5EXghAirQgZzVFUVkWiPZPZR1V0i0g9YLyLlQORZSKJQ1QeABwDy8/PrefTTmOy2a9cu+vbtm+owTBZrMDGo6sRo60TkMxHpoaq7RaQHbnj4SPvY5f38UERexo0SvAI4TkTaeFcNvYBdTTgGY1qUXbt2ce6556Y6DJPF4m1KWgXM8N7PAJ4JryAiuSLS3nvfFTgXqFBVBV4Cvl/f9saYUNaUZJpbvInhDuB8EdkGTPSWEZF8EVnq1TkV8IvIZlwiuENVK7x1c4EbRGQ77p7DQ3HGY0x2qqyEu+6C6dPxZH1JAAAOV0lEQVS5ZdMmzrjnHrds99tMMxCtb6TGNJWfn69+vz/VYRjT/EpL4fbboaTELR88eHSdz+dGWp082c27MHx4amI0GUNENqpqg2Ox25PPxqSr4mIYOxZWrnQJITgpgBuC++BBt37sWFffmASwQfSMSUfFxW7+hQMHGq6r6urNmeOWbchtEye7YjAm3ZSW1kkKx4S9WgP/Gb5dTXKwZlYTJ0sMxqSb2293zURBvgp6fQr4gB9E2jYQcNsbEwdLDMakk8pKd6O5nk4hK4DuwHmRVqrC6tXWW8nExRKDMelk2bIGqzwC/AiIOraqSEz7MSYaSwzGpJOysrq9j4J8DLzC0adKIwoEoLw8wYGZlsQSgzHpZF/9Q4j9CRgFnNzQfvbuTVBApiWyxGBMGtHOnetd/ygNXC3UyI04Z5YxMbHnGIxJIVVl27ZtrFu3jvXr1zPkueeYK4Ivws3n13GjTEbsjRTkmzZt2JGTQ+9Dh2jbtm1zhG2ynF0xGJNkO3bs4JFHHuFHP/oRJ510EhMmTOCNN97goosuYtbrr+Nr3z7ido8A04BjG9i/qHLVhg1069aNadOm8eCDD7Jz585EH4bJYjZWkjHNrKqqipdeeon169ezbt06vvjiC8aPH1/76t+/f+j8zdOmuWEumvJ/UwQKCmDFCiorK1mzZg0lJSW88MIL9OjRg8mTJzNp0iRGjRpFu3Y2xXpLE+tYSZYYjEmw/fv388orr7B+/XrWr1/Pxx9/zHnnnceECRMYP348p512Gq1a1XOxXlrqxj6KZTiMcDk58MorkB/6f//IkSOUlpby/PPPU1JSwnvvvce4ceOYPHkykydPpnfv3o3/LJNxLDEYkySBQIDXX3+99j7Bli1bGDlyJOPHj2fChAmcddZZtGnTyNt5jRkrqUZODtxzT0xjJVVVVfHCCy9QUlLCmjVr6N69O5MmTWLy5Mmcd955tI/SnGUymyUGY5rJoUOHKC0trW0aKi0t5YwzzqhtGjr77LPp0KFD/B9UkxwCgfqblUTcENwxJoVwR44cYePGjbVXExUVFYwZM6b2asKmEc0elhiMSZDq6mo2b95c2zT02muv8e1vf7s2EZx33nkce2xDt4SbyO93Yx+tXu0SQPAYSjXzMUyZ4uZjyG/w/3tM9uzZE3I10aVLl9qridGjRycm6ZmUSEpiEJEuwONAX+Aj4FJV3RtWZxywKKjoFOAyVV0pIsuAMUDNUz2Fqrqpoc+1xJDlKivdkA5lZe6Br86dIS8PZs6Ebt2a/eNVla1bt9Y2Db388st07dq19h7B2LFjOf7445s9jhBVVe7fpLzcPbyWmwunnw6Fhc36b1JdXc1bb71VezVRXl7O6NGja68m+vXr12yfbRIvWYnhLuBzVb1DROYBuao6t576XYDtQC9VPeAlhmdV9anGfK4lhiyVwtnKPvnkk9qmofXr19O6dWsmTJjAhAkTGDdunM2x7Pn8889Zu3YtJSUlPP/883Tq1Kk2SYwZMwafz9d8H57iE4ZskKzE8D4wVlV3i0gP4GVVHVRP/VnAGFX9d295GZYYDCStPb1GZWVlSBfS/fv31zYNTZgwgX79+oV2ITV1VFdXs2nTptoksXnzZkaNGlXbJXbAgAGJ+SCb3jRhkpUYvlDV47z3AuytWY5Sfz3wG1V91lteBpwNfA2sA+ap6tdRtp0FzALo3bv3WR9//HGT4zZpppl74ADs27cvpAvpjh07GD16dG0yOO200ywRxGnv3r28+OKLtYkiJyen9mpi7Nix5OTkNH6nST5hyHYJSwwi8iJwQoRVPwceCU4EIrJXVSMO0uJdUZQBJ6rqoaCyT4F2wAPAB6p6S0NB2xVDFonSZ/9z4MfAC0BX4HbgivBto/TZBzhw4EBIF9KKigrOPvvs2kRw5plnNr4LqYmZqrJ58+baJPHWW29x7rnn1t7EHjhwYMOJOAknDC1N2jUlicj/BYao6qwo68cCc1T1ew19riWGLBLlKd/LgWrgIWAT8F3cWEFDgisFPeV76NAh3nzzzdqmIb/fz9ChQ2tvGH/nO9+xvvkptG/fvtqriZKSEtq3b197NTFu3Dg6duwYukGEE4bFwDKgHPf3sSzah9VzwtDSJSsx3A3sCbr53EVVb4xSdwMwX1VfCirr4SUVwfVcOqiq8xr6XEsMWaKyEvr0qTP/wP8DcoF3gIFe2ZVAT+COsF0cbtOG6aNHU+L3079//9p7BKNGjeKYY45p7iMwTaCqlJeX115N+P1+zj777NqriVNOOQX5t3+rc8LwNG5wtzVAgHoSQ9AJgwkVa2KI91r6DuAJEfkxbg6RS70PzweuUtWfeMt9gZNwc4wEe0xEuuEmo9oEXBVnPCaTRJllbCvuD3NgUNkZ1P3jAahW5Wc9e3L/k0/SpUuXhIdoEk9EyMvLIy8vj7lz57J//37WrVtHSUkJixYtojuwYfdu2oadtE7zfvqBeocEDJ7e1HorNUlciUFV9wATIpT7gZ8ELX+EO+ELrzc+ns83GS7KbGVfAZ3CyjoDX0bYRbsjR8gDsKSQsTp16kRBQQEFBQWoKp/+13/B734X305rpjf96U8TEmNLY3ffTOpEma3sGGB/WNl+6hlu2mYryxoiQo/KSjh8OL4d2fSmcbH5GEzqRJmtbCBwGNgWVLaZsBvPwWy2suzSwPSmMbMThiazxGBSJy8PIoy70xHXnnwT7kb034FncDeg6/D53NAQJns0ML1pzOyEocksMZjUKSyMuup+XM+T7riuicVEuWJQrXc/JgNFOWE4DBwEjnivg15ZRHbCEBdLDCZ1und3QxlEeNCpC7ASd8XwCREebgO33ZQp1vMk20RJ9LcCPlxXyP/23t8abR92whAXSwwmtebPd2d3TeHzue1NdolywnAzoGGvmyNtbycMcbPEYFJr+HA3hEFjx9GpGfrAnm7NTnbCkFKWGEzqFRUdTQ4NjZ8jYuPhtAR2wpBSlhhMeigqcuPbFBS4G4/hZ4s+nysvKHD1LClkPzthSBmb2tOknxTNVmbSVAqmN81WNuezMSa72AlD3JI1iJ4xxiRHt2429lGS2D0GY4wxISwxGGOMCWGJwRhjTIi4EoOI/EBEtohItTc5T7R6k0TkfRHZ7s30VlN+soi84ZU/LiLt4onHGGNM/OK9YngHNxDm36JVEJHWwBJgMjAYuFxEBnur7wQWqWp/YC9u/ndjjDEpFFdiUNV3VfX9BqqNALar6oeq+g2wHJjqzfM8HnjKq/cIcEk88RhjjIlfMu4x9AR2BC3v9MqOB75Q1cNh5cYYY1KowecYRORF4IQIq36uqs8kPqSoccwCZgH07t07WR9rjDEtToOJQVUnxvkZu4CTgpZ7eWV7gONEpI131VBTHi2OB4AHAESkSkQ+juGzuwL/29TA00i2HAfYsaSjbDkOsGNpSJ9YKiXjyedSYICInIz74r8MuEJVVUReAr6Pu+8wAzeDY4NUNabn30XEH8vj3+kuW44D7FjSUbYcB9ixJEq83VULRGQncDbwnIis8cpPFJHVAN7VwLXAGuBd4AlV3eLtYi5wg4hsx91zeCieeIwxxsQvrisGVf0L8JcI5f8CpgQtrwZWR6j3Ia7XkjHGmDSR7U8+P5DqABIkW44D7FjSUbYcB9ixJERGDrttjDGm+WT7FYMxxphGyqrEICJdRGStiGzzfuZGqNNHRN4SkU3eOE9XpSLW+sR4HENF5B/eMZSJyA9TEWtDYjkWr97zIvKFiDyb7BjrE22cr6D17b1xvrZ74371TX6UsYnhWEZ7/zcOi8j3UxFjrGI4lhtEpML7v7FORGLqpplsMRzHVSJS7n1fvRY0nFDzUtWseQF3AfO89/OAOyPUaQe0994fA3wEnJjq2JtwHAOBAd77E4HdwHGpjr0px+KtmwBcBDyb6piDYmoNfAD08/5uNgODw+pcDfzee38Z8Hiq447jWPoCecCjwPdTHXOcxzIOyPHeF6Xj7yXG4+gU9P5i4PlkxJZVVwzAVNyYSxBl7CVV/UZVv/YW25OeV02xHMdWVd3mvf8XUAmk4/yGDR4LgKquA75MVlAxijjOV1id4ON7CpjgjQOWbho8FlX9SFXLgOpUBNgIsRzLS6p6wFvcgHuANt3Echz7gxY7Akm5KZyOX4rx+Jaq7vbefwp8K1IlETlJRMpwYzjd6X2xppOYjqOGiIzAnXF80NyBNUGjjiXNRBvnK2Iddc/s7MM9k5NuYjmWTNHYY/kxUNKsETVNTMchIteIyAe4q+/ZyQgs4+Z8rm/spuAFVVURiZhdVXUHkCciJwIrReQpVf0s8dFGl4jj8PbTA/gTMENVU3Kml6hjMSbRRGQ6kA+MSXUsTaWqS4AlInIF8AvcKBHNKuMSg9YzdpOIfCYiPVR1t/eFWdnAvv4lIu8A53F0+O+kSMRxiEgn4DncgIYbminUBiXyd5Jmoo3zFanOThFpA3TGjQOWbmI5lkwR07GIyETcycmYoObjdNLY38lyoLhZI/JkW1PSKo5m04hjL4lILxHxee9zgVFAQ3NKJFssx9EO99T5o6qa1KTWSA0eSxqrHefL+/e+DHc8wYKP7/vAevXuFKaZWI4lUzR4LCIyDPgDcLGqpuvJSCzHMSBo8bvAtqREluo784l84dp213n/eC8CXbzyfGCp9/58oAzXA6AMmJXquJt4HNOBQ8CmoNfQVMfelGPxll8FqoAArq31wlTH7sU1BdiKu3/zc6/sFtwXDkAH4ElgO/Am0C/VMcdxLMO9f/v/h7vq2ZLqmOM4lheBz4L+b6xKdcxNPI57gS3eMbwEDElGXPbkszHGmBDZ1pRkjDEmTpYYjDHGhLDEYIwxJoQlBmOMMSEsMRhjjAlhicEYY0wISwzGGGNCWGIwxhgT4v8DODXFrq9YBOAAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "157\n", "{0: 'C', 1: 'C', 2: 'C', 3: 'C', 4: 'C', 5: 'C', 6: 'C', 7: 'C', 8: 'C', 9: 'O'}\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "158\n", "{0: 'C', 1: 'C', 2: 'C', 3: 'C', 4: 'C', 5: 'C', 6: 'C', 7: 'C', 8: 'C', 9: 'O', 10: 'O'}\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "159\n", "{0: 'C', 1: 'C', 2: 'C', 3: 'C', 4: 'C', 5: 'C', 6: 'C', 7: 'C', 8: 'C', 9: 'O', 10: 'O'}\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "160\n", "{0: 'C', 1: 'C', 2: 'C', 3: 'C', 4: 'C', 5: 'C', 6: 'C', 7: 'C', 8: 'C', 9: 'O', 10: 'O'}\n" ] }, { "data": { "image/png": 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cPx73nsgHDgDDVbXEj/6YSf6n6PPPP6dfv360aNGCZ555xkZKmPDJyYFGjXyWK+mIK1UyorR9xMfDl1/a6LUQKGvyD7jbR0TigL8CPYEWwGARaVGk2Ye4pRtbA8uAWYE+b6xr0qQJGzZsIC4ujg4dOrBnz55Ih2RihZ/igseBzbiju6a4WlW3A7m+GluRwogLRp9/O2C3qu5R1WO4Lr8+3g1U9S1VLewc3EgZapiZ0iUmJrJw4UJGjhxJhw4deO211yIdkokFfooU7gd+xh3dvYObsf4h8KCvfViRwogLRvKvD/zH6/Y+inTxFTECSA/C8xpARBg7dizLli1jxIgRPPTQQxQUFEQ6LFOZ+SlSWDhsYSxQDzgHGA+s9rcfK1IYUWEd7SMitwBJwCN+7h8lIptFZPMBW7SkXDp37kxmZiavvvoq/fr14zs//6DGBMxPkcJauK/03sMPShyKYEUKIyoYyf8roIHX7fM9204iIt2Be4DrVdXnIraqOk9Vk1Q1ySr6ld95553HunXrOO+882jXrh3bt2+PdEimMvJTpBBgGPAEkAMcBh4FrvXV0IoURlwwkn8m0ExEmohIdWAQsNK7gYhcBjyNS/w5QXhO40f16tV56qmnmDRpEl26dGG5DaczwVZCccF7cetQX4Ab638Z7oivGCtSGHEBJ39Vzced1M8AdgBLVfUTEZkuItd7mj2CK1j5DxHZKiIr/ezOBMmwYcNIT09n/PjxTJ48mePHj0c6JFNJHDvrLLY3aoSvd1Q14CngCPAN8BdcldqTWJHCqGCTvCq5AwcOMGjQIOLi4nj55Zc5++yzIx2SqcCysrK49dZbueqMM5i9ZQtVcn0O5CxZYqKbuZ5U6lB0cwrCNs7fRLc6deqQkZHBpZdeSlJSEh988EGkQzIVUH5+PjNmzKBbt26MGzeOOW+/TZU5c1wiL4/ERFfbyhJ/xFlVzxhQtWpVZs2aRdu2bbnmmmuYM2cOt956a6TDMhXEzp07GTp0KGeeeSZbtmyhYcOG7o7UVPezpKqehUTcSd7Zs088zkSUHfnHkBtuuIF169bx4IMPMnbsWI4dOxbpkEwUKygo4LHHHqNz584MHTqUjIyME4m/0CkUKTTRwfr8Y9CRI0cYMmQIR44cYenSpdSrVy/SIZko8/nnnzNs2DCOHz/O888/X7blFU+hSKEJvrL2+Vu3Tww666yzWLFiBQ8++CBt27Zl6dKldOzYMdJhmSigqjzzzDPcc889TJo0iXHjxpV9MfU6deCuu0IboAkaS/4xqkqVKkydOpU2bdrQt29f7r//flJTU/2Xhy7n+qym4tm3bx8jR47k4MGDrF+/nhYtitZnNJVKWdZ6jMSlUq7hG6Wys7P14osv1pSUFD169OjJd57C+qymYikoKNAXXnhB69Spo9OnT9djx45FOiQTAMq4hq+d8DU0bdqUjRs3kpeXR+fOndlbuMrS3LnQtatbtCMvr3glx9xcty0tzbWbOzfcoZsA7d+/n379+vHII4+QkZHBvffeS7Vq1SIdlgkDS/4GgNNOO43Fixdz00030b59e3bccUe512dlwgT7AKhAli1bxiWXXMJFF11EZmYml112WaRDMmFkff7mFyLC+PHj+U1CAo1Gjy52/w5gDLAFqIOr2ZHs3aDwA6BtW5vEE8UOHTrE7bffzpYtW0hLS7OF1GOUHfmbYpLWrCGhyInffNwKPdcCh4B5wC3Ap0UfnJsLM2aEIUpzKl599VVat25N3bp1+fDDDy3xxzA78jcny8mB9HSkSFfPTuC/wJ24Gu1XAZ2ARcAD3g1VYfVqN+bbRgFFje+//57x48ezdu1aXnzxRbp27RrpkEyE2ZG/OVk51lVV4GNfd9j6rFHlzTffpHXr1sTFxZGVlWWJ3wB25G+K8rM+a3OgLq6f/07gLWA9cKWvfdj6rMF3CvMsfvzxRyZNmkRaWhrPPPMMPXr0CG/MJqpZ8jcn87P8YzUgDbc+68O4tTgHAjX87cfWZw2OzEx3DiXds+y19wfzP/8J990HPXvC5MnuRLvHe++9x9ChQ7niiivIysqili2ZaIqwbh9zMj/rswK0xh3tH8St3LMHaOevsSWbwJ3CPIu8vDwmTpxI//79efjhh1m0aJElfuNTUJK/iPQQkV0isltEJvm4v4aI/N1z/yYRaRyM5zUhUML6rFlAHnAUmA18DaT4amjrswZu7txyz7M4Pn48s379a3bv3s1HH31Ev379whOrqZACTv4iEgf8FegJtAAGi0jRoiAjgMOq2hS3pvPDgT6vCZES1lVdBNTD9f2vBdbgp9vH1mcNTGbmicTvcXqRSxyuC85bXF4efzp4kGWTJlG3bt2whWsqpmAc+bcDdqvqHlU9BizBDQn31gdY6Lm+DOgmfiuImYiqW9f1Ifv48zwCHAZ+ANIBX0V+jwMba9dmx7ffhjTMSm3GDNel4+UHr8s3QAJwg4+HVv35Z2TmzJCHaCq+YCT/+sB/vG7v82zz2Ubdgu/fAbaYbLSaPLn4ohxlVCUxkU/796dLly4MHz78RJ0gUzaeeRYldfUsx3376uzrTu95FsaUIKpO+IrIKBHZLCKbD9ibN3LatnXL7Z3C+qwyeza3/uUvZGdnU79+fS6//HLuuOMO9u/fH5pYK5syzI9YCNyKm2znk82zMGUQjOT/FdDA6/b5nm0+24hIVaAmbtDISVR1nqomqWpSHZsdGlmpqSc+AErroRM5sTC3Z5m+mjVr8sADD7Bjxw5EhBYtWjBlyhSOHDkShuArMD/zLArtxY24GlrSPmyehSmDYCT/TKCZiDQRkerAIGBlkTYrOfF+HQC86ak7baJZENZnrVu3Lo899hgffvghX3/9Nc2aNWPmzJkc9TqZabz4mWdRaBHwP0CT0vZj8yxMKQKe5KWq+SJyO27odxzwnKp+IiLTcYsKrATmA4tEZDeuLtigQJ/XhElSEixfHvD6rA0bNmT+/Pns3LmTqVOn0rRpU6ZMmcLIkSOpXr16yH+NCqOEeRYALwDFxlL7YmP7TSlsAXcTER988AH33HMPu3btYtq0adx0001lXyu2Mps1C73vPsRH1897wNW40T5nlLSPhASYNs3W041RZV3APapO+JrYcfnll5Oens6CBQt4+umnad26Na+88grRejASLu83b86xn37yed9CoB+lJH6weRamTCz5m4j6zW9+wzvvvMMjjzzCtGnTaN++PW+88Uakwwq7LVu20KNHD26+8072X3456uMk+9O4Pv8SiUCvXlZO25TKkr+JOBGhV69efPDBB/zxj39k9OjRdOvWjU2bNkU6tJDbsWMHAwYM4Prrr6dPnz7s3LmThnPnIqc4z4KEBDdPw5hSWPI3UaNKlSrceOONfPLJJwwePJgBAwbQt29fPv7Y56oBFdoXX3xBSkoKXbp0oX379mRnZ5OamupOfgcwz4LZs20JTVMmlvxN1KlWrRojR44kOzubLl260K1bN4YMGcKePXsiHVrAvvnmG26//XbatGlDo0aNyM7O5q677iKxaKIPcJ6FMaWx5G+iVnx8PHfeeSfZ2dk0a9aMdu3aMXr0aP773/9GOrRyO3ToEJMnT6Zly5bUqFGDnTt3Mm3aNGqWNLQzCPMsjPHHkr+JemeeeSZTp05l586dnHbaabRq1YqJEydy8GCxSeJR54cffuChhx6iefPmHDp0iI8++og5c+ZQ5hnshfMsvvzSDd8cMgSuvdb9nDbNbV++3Lp6TLnZOH9T4Xz11Vc88MADLFu2jHHjxjFu3DhOP/30SId1kry8PJ5++mlmzJjBVVddxbRp02jWrFmkwzIxwMb5m0qrfv36/O1vf2Pjxo3s2LGDpk2b8vjjj5NXQk2ccMnPz2f+/PlccMEFrF27loyMDBYvXmyJ30QdS/6mwmratCkvvfQSr7/+OmvXrqV58+Y899xz5Ofnl29HOTkwaxbccgtcd537OWtWucoiFxQUsHTpUlq2bMmLL77I3//+d1auXMkll1xSzt/KmDBR1ai8tGnTRo0pjw0bNmiXLl20efPmunTpUj1+/HjJD/j3v1WTk1Xj493FzY11l4QEty052bXzo6CgQF999VW99NJLtW3btrpmzRotKCgI8m9mTNnhaqqVmmMjnuT9XSz5m1NRUFCgGRkZ2qZNG73ssss0PT3ddzJ+6inVxERVkZOTftGLiGv31FPFdrF+/Xrt1KmTtmjRQl955RVL+iYqWPI3Ma2goECXLVumF154oXbu3FnffffdE3cWJv6Skn7Ri9cHwObNm/Waa67RJk2a6AsvvKD5+fkR+i2NKa6syd/6/E2lJCL079+fbdu2MXz4cG6++WZ69+7NrpdeKrY4OsAXQC+gFvAr4HbgpDMHR49SMH48E7t1O6kUw5AhQ6waqamQLPmbSq1q1aqkpKSwa9cuevTowWcjRlDgYyGZ0bh1cb8GtuJWy3qqSBvNy2N4Ts7JpRiMqaAs+ZuYUKNGDcbeeCM98f2m/xwYCMTjjvx7AJ8UaRMHNN+9m8QffwxprMaEQ0DJX0Rqi8gaEcn2/Cy2fJCIXCoi74vIJyKSJSI3BvKcxpyyBQsQP3VyxgFLgKO4BafTcR8Axdji6KaSCPTIfxKwVlWbAWvxvcLcUeBWVW2J+396TETOCvB5jSm/EhZH/w3uSP9M4HwgCejrq6Etjm4qiUCTfx/cAkN4fhb7f1HVT1U123P9v0AOYCtNmPDzszh6Ae6opB/wI/AtcBiY6G8/tji6qQQCTf7nqurXnuvfAOeW1FhE2gHVgc8CfF5jys9PBc1DwJe4ET41gLOBYcBqf/uxxdFNJVBq8heRN0TkYx+XPt7tPONL/VaJE5F6uFXohqlqgZ82o0Rks4hsPlCOqfXGlEnr1q4EchHnAE2AubjhnUdwX2Nb+9pHQgK0ahXCII0Jj4CqeorILqCrqn7tSe7rVLW5j3ZnAuuA/1XVZWXZt1X1NEGXkwONGvns99+KO+n7EW5Uz1XAE/j4Khsf78oo2xq5JkqFq6rnSmCo5/pQYIWPQKoDrwAvlDXxGxMSdetCz54+V8a6FHd0chjX578UH4nfFkc3lUigyX8mcLWIZAPdPbcRkSQRedbTZiBuMEWKiGz1XC4N8HmNOTWTJxdfEauMCuLjbXF0U2kElPxV9aCqdlPVZqraXVUPebZvVtWRnusvqmo1Vb3U67I1GMEbU26nuDj6sWrVmFKjBlurVg1RYMaEl83wNbHnFBZHr/7441z69NNcffXVrFq1KjxxGhNCdhhjYlNqqvsWMGMGrF7tknxu7on7ExJcPc9evVxXT1ISA4FGjRqRnJxMdnY2d955p98Zw8ZEO1vD15gDB1zJhm3b3ASuWrXccM6UFJ8nd/fu3ct1111Hhw4dePLJJ6lWrVrYQzbGn7KO9rHkb8wp+P777xk8eDA//fQT//jHP6hlE79MlLAF3I0JoTPPPJMVK1bQsmVLOnbsyGef2aR1U7FY8jfmFFWtWpXHH3+csWPH0qlTJ955551Ih2RMmVnyNyZAo0ePZuHChfTv359FixZFOhxjysRG+xgTBNdccw1vvfUW1113Hbt27WL69OlUqWLHViZ62bvTmCBp2bIlGzdu5M0332TQoEHkeg8dNSbKWPI3Jojq1q3Lm2++SdWqVenatSvffPNNpEMyxidL/sYEWXx8PC+99BK9e/fmiiuuICsrK9IhGVOMJX9jQkBEmDp1KjNnzqR79+6sXu13aRhjIsKSvzEhNGjQIFasWMHIkSP5y1/+QrROqjSxx5K/MSHWoUMH3nvvPebNm8ftt99Ofn5+pEMyxpK/MeHQuHFjNmzYwJ49e+jduzff+VlM3phwseRvTJjUrFmTVatWccEFF9CxY0c+//zzSIdkYpglf2PCqGrVqjzxxBPcdtttdOzYkffeey/SIZkYFVDyF5HaIrJGRLI9P/2WNhSRM0Vkn4g8GchzGlMZjB07lvnz59O3b18WL14c6XBMDAr0yH8SsFZVmwFrPbf9eQB4O8DnM6bS6NWrF2vXruVPf/oT999/v40EMmEVaPLvAyz0XF8I9PXVSETaAOcCrwf4fMZUKq1atWLTpk289tpr3HTTTeTl5UU6JBMjAk0sS6UQAAAR/0lEQVT+56rq157r3+AS/ElEpAowB5hQ2s5EZJSIbBaRzQcOHAgwNGMqhnPPPZe33noLVeXKK69k//79kQ7JxIBSk7+IvCEiH/u49PFup+47q6/vraOB1aq6r7TnUtV5qpqkqkl1fCyfZ0xllZCQwOLFi7n66qu54oor+PjjjyMdkqnkSi3prKrd/d0nIvtFpJ6qfi0i9YAcH806AJ1FZDRwOlBdRH5Q1ZLODxgTc6pUqcL06dNp3rw5V111FS+88AI9evQo3jAnx605nJUF330HNWtC69YwbJjPNYeN8SWgNXxF5BHgoKrOFJFJQG1VvbuE9ilAkqreXtq+bQ1fE8s2bNjAgAEDmDJlCmPGjHEbMzNhxgxIT3e3vc8PJCSAKvTsCZMnQ9u24Q/aRIWyruEb6GIuM4GlIjIC2AsM9Dx5EnCbqo4McP/GxKROnTqxYcMGrr32Wnbu3MljF15I3N13Q26uS/JFFa4dkJYGGRkwezakpoY3aFOhBHTkH0p25G8MHDlyhIUdOvD7Tz8lvqCg7A9MTLQPgBhV1iN/m+FrTBQ7KzubP3z5Jc8WFJAE1ABSirRZC1wIJAJX4r6Cc/QoTJgAdgBl/LDkb0w0mzEDyc3lPGAKMLzI3d8C/XAzKA8BScCNhXfm5rpzBMb4YMnfmGiVk+NO7qrSDzeD8uwiTf4JtARuAOKB+4GPgJ3gzg2sXg02Z8b4YMnfmGi1YEGpTT4BLvG6fRrw/zzbARAp035M7LHkb0y0yso6eTinDz8ANYtsqwn8X+GN3FzYti34sZkKz5K/MdGqDAu+nA58X2Tb98AZ3hsOHw5eTKbSsORvTLSqWfSYvriWuD7+Qj8Cn3m2/6KW30rrJoZZ8jcmWrVuDfHxAOQDecBxzyXPsy0Z+BhY7tk2HWiNG/oJUBAfD61ahTduUyFY8jcmWqWk/HL1QSABN6X+Rc/1B4E6uMR/D1AL2AQs8drFsbw8xmRm8tFH3t8PjLHkb0z0qlvX1eoR4X5cyVzvy/2eZt1xQztzgXVA48LHi1Dl2mtp2KYNvXv3pnv37rz22mu2aIwBLPkbE90mT3ZF205FQgLV77uPiRMnsmfPHoYOHcrEiRNp1aoVzz33HD/99FNwYzUViiV/Y6JZ27auRk9iYvkeV1jbJ8mVeKlevTpDhgxh69atPPbYY/zjH/+gcePGPPjggxw8eDAEgZtoZ8nfmGiXmnriA0Ck5LYiJRZ1ExG6d+9Oeno6a9asYc+ePTRt2pQxY8awe/fuEP0CJhpZ8jemIkhNhfXrITnZjQAq2hWUkOC2Jye7dmWo5nnxxRfz3HPPsWPHDmrVqkWHDh1ITk7m3XfftfMCMcBKOhtT0Rw44Eo2bNvmJnDVquWGc6akBLSS148//siCBQt49NFHOfvss5kwYQLJyclUrRrosh8mnMpa0tmSvzHmJMePH2flypXMmTOHr776inHjxjF8+HDOOOOM0h9sIi4s9fxFpLaIrBGRbM9Pn1MJRaShiLwuIjtEZLuINA7keY0xoRMXF/dL98+SJUvYsGEDTZo0YeLEiXz11VeRDs8ESaB9/pOAtaraDLemhL9F2V8AHlHVi4B2+F7o3RgTZdq3b8/SpUvJzMwkLy+PVq1aceutt9qksUog0OTfB1joub4QV3L8JCLSAqiqqmsAVPUHVT0a4PMaY8KoSZMmPP7443z22We0bNnyl0lj6enpdnK4ggqoz19EjqjqWZ7rAhwuvO3Vpi8wEjgGNAHeACap6nEf+xsFjAJo2LBhm717955ybMaY0Dl27BhLlixhzpw55OfnM378eG6++WbiPbWIyiUnx53AzspylUxr1nR1jYYNC+gEdqwK2glfEXkD+JWPu+4BFnonexE5rKon9fuLyABgPnAZ8CXwd2C1qs4v6XnthK8x0U9VWbt2LXPmzGHr1q2MGTOG1NRUzj676JpjPmRmumUm09Pdbe+1CxIS3EpkPXu6Wc5t24bmF6iEgnbCV1W7q+rFPi4rgP0iUs/zhPXw3Ze/D9iqqntUNR9IAy4v369jjIlG/iaNjR49muzsbP8PnDsXunaFtDSX9IsuWpOb67alpbl2c+eG8teISYH2+a8EhnquDwVW+GiTCZwlIoXf364Ctgf4vMaYKOM9aax27dp07NjR96SxuXNhwgQ4etQd3ZdE1bWbMME+AIIs0D7/s4GlQENgLzBQVQ+JSBJwm6qO9LS7GpgDCLAFGKWqx0rat3X7GFOx+Zw0dv75VO3e3SV0L12BjUDhdLL6wK6iO0xMdLOXk0rt0YhpNsnLGBMVvCeN3fvhh1ydm0uVInmnK3ALbmSIXyKufMXy5aELthIIyyQvY4wpzS+Txv75T67Ozy+W+MtMFVavduUtTMAs+RtjwmPBAqpU8Z9yJgPnAJ1wi9L4JOKGhZqAWfI3xoRHVlbxUT0eDwN7gK9wE32uwy1EX0xuritoZwJmyd8YEx7ffef3rvbAGUAN3LDBTsBqf40PHw52ZDHJkr8xJjxq1ixzU8GtU+xTLZ/1I005WfI3xoRH69ZuwZkijgAZQB6QD7wEvA308LGLgvh4t3aBCZglf2NMeKSk+Nz8MzAFqIM74fsErgzABT7aHsvLo/+qVSxdutQWoA+QJX9jTHjUretq9RRZh7gOrgzA/+G+BWwErvb1eBGq9enDwDFjePrpp2nQoAF33XUXn376aagjr5Qs+Rtjwmfy5OLrD5dVQgJxU6Zw4403snbtWjZs2ECVKlXo3LkzV155JYsXLybPz2giU5wlf2NM+LRtC7Nnu1IN5ZGY6B7nVdqhWbNmPPzww/znP/9hzJgxLFiwgAYNGjB+/Hh27NgR5MArH0v+xpjwSk098QFQpAuoGJETiT811WeT6tWrM2DAAF5//XU2bdpEfHw8V111FZ07d2bRokXk5uaG4Jeo+Ky2jzEmMjZvdvX8V692Sd47SRfW8+/Vy3UVlbOY288//8y//vUv5s2bR2ZmJjfffDO/+93vuPjiiwOLuQIsPGOF3YwxFcOBAy6hbtvmJnDVquWGc6akBCWhfvHFFzz33HPMnz+fRo0aMWrUKAYOHEhiebqeKtDCM5b8jTHGS35+PqtXr2bevHm8//77DB48mN/97ndccsklJT+wcP2B3NyS1x8QcR8EJXRRhYNV9TTGGC9Vq1bl+uuv51//+hdbt26lTp06XHvttbRv35758+fzww8/FH9QJV54xpK/MSbmNGjQgPvuu48vvviCqVOnsnLlSho2bEhqaioffPCBa5SZeSLxe/wEjAAa4WoRXQqkF9154QdAlPdcBJT8RaS2iKwRkWzPT59FN0Rkloh8IiI7ROQvIqWd4jfGmNCLi4ujd+/erFixgm3btlG/fn369etHUlISn48ahRYZKZQPNADWA98BDwIDgS+K7jg3150jiGKBHvlPAtaqajNgref2SUSkI65IX2vgYqAt0CXA5zXGmKCqX78+U6ZM4bPPPmPWhAnUz8pCinT1nAbcDzTGJc9rgSa4tWlPUgEWngk0+fcBFnquLwT6+mijQDxQHVextRqwP8DnNcaYkIiLi+OqL7+kevXqpbbdD3wKtPR1Z5QvPBNo8j9XVb/2XP8GOLdoA1V9H3gL+NpzyVBVm35njIleJSw8U+hn4Gbc+gMX+moQ5QvPVC2tgYi8AfzKx133eN9QVRWRYqfDRaQpcBFwvmfTGhHprKrv+Gg7CreQDw0bNiw9emOMCYUSFp4BKACG4LozniypYRQvPFNq8lfV7v7uE5H9IlJPVb8WkXpAjo9mycBGVf3B85h0oANQLPmr6jxgHrhx/mX7FYwxJshKWHhGcSN+9uNWG6tW0n6ieOGZQLt9VuK+9eD5ucJHmy+BLiJSVUSq4U72WrePMSZ6+Vl4BiAVl8BWASXWJ01IiOqFZwJN/jOBq0UkG+juuY2IJInIs542y3BrMW8DPgI+UtVVAT6vMcaEjp+FZ/YCTwNbcX3hp3suL/lqrOp3P9Gg1G6fkqjqQaCbj+2bgZGe68eB3wfyPMYYE1aFC8+kpZ00s7cRJawt7E3EFaWLkmJvvtgMX2OM8SXAhWeYPDm48QSZJX9jjPEliAvPRKOAun2MMaZSK6zOWYGqepaVHfkbY0xJUlNh/XpITnYjgIp2BSUkuO3Jya5dBUj8YEf+xhhTuqQkWL485AvPhJMlf2OMKas6deCuuyIdRVBYt48xxsQgS/7GGBODLPkbY0wMsuRvjDExyJK/McbEIEv+xhgTgyz5G2NMDLLkb4wxMUi0pFoVESQiB3Dls8PtHODbCDxvWUV7fGAxBovFGByxFmMjVS11unHUJv9IEZHNqhq15fiiPT6wGIPFYgwOi9E36/YxxpgYZMnfGGNikCX/4uZFOoBSRHt8YDEGi8UYHBajD9bnb4wxMciO/I0xJgbFXPIXkRtE5BMRKRARv2fXRaSHiOwSkd0iMslrexMR2eTZ/ncRqR6CGGuLyBoRyfb8rOWjzZUistXrkicifT33LRCRz73uuzQSMXraHfeKY6XX9mh5HS8Vkfc974ksEbnR676QvY7+3l9e99fwvC67Pa9TY6/7Jnu27xKRa4IV0ynEOF5Etntet7Ui0sjrPp9/9wjEmCIiB7xiGel131DPeyNbRIZGKL5HvWL7VESOeN0X2tdQVWPqAlwENAfWAUl+2sQBnwG/BqoDHwEtPPctBQZ5rv8NSA1BjLOASZ7rk4CHS2lfGzgEJHpuLwAGhPh1LFOMwA9+tkfF6whcADTzXD8P+Bo4K5SvY0nvL682o4G/ea4PAv7uud7C074G0MSzn7gIxXil13sutTDGkv7uEYgxBXjSx2NrA3s8P2t5rtcKd3xF2o8FngvXaxhzR/6qukNVd5XSrB2wW1X3qOoxYAnQR0QEuApY5mm3EOgbgjD7ePZd1ucYAKSr6tEQxOJPeWP8RTS9jqr6qapme67/F8gBQr0en8/3V5E23rEvA7p5Xrc+wBJV/UlVPwd2e/YX9hhV9S2v99xG4PwQxBFQjCW4BlijqodU9TCwBugR4fgGAy8HOQa/Yi75l1F94D9et/d5tp0NHFHV/CLbg+1cVf3ac/0b4NxS2g+i+JvmIc/X8UdFpEbQIyx7jPEisllENhZ2SxGlr6OItMMdoX3mtTkUr6O/95fPNp7X6Tvc61aWx4YrRm8jgHSv277+7sFW1hj7e/6Gy0SkQTkfG4748HSZNQHe9Noc0tewUq7hKyJvAL/ycdc9qroi3PH4UlKM3jdUVUXE75AsEakHtAIyvDZPxiW76rghZBOB6RGKsZGqfiUivwbeFJFtuEQWFEF+HRcBQ1W1wLM5KK9jZScitwBJQBevzcX+7qr6me89hNQq4GVV/UlEfo/7NnVVBOIozSBgmaoe99oW0tewUiZ/Ve0e4C6+Ahp43T7fs+0gcJaIVPUcjRVuD2qMIrJfROqp6teepJRTwq4GAq+o6s9e+y482v1JRJ4HJkQqRlX9yvNzj4isAy4DlhNFr6OInAm8ijs42Oi176C8jj74e3/5arNPRKoCNXHvv7I8NlwxIiLdcR+0XVT1p8Ltfv7uwU7+pcaoqge9bj6LOw9U+NiuRR67LtzxeRkEjPHeEOrX0Lp9fMsEmokbkVId94dZqe4szFu4PnaAoUAovkms9Oy7LM9RrJ/Qk+gK+9b7Ah9HIkYRqVXYVSIi5wCdgO3R9Dp6/r6vAC+o6rIi94XqdfT5/ioh9gHAm57XbSUwyDMaqAnQDPh3kOIqV4wichnwNHC9quZ4bff5d49QjPW8bl4P7PBczwB+64m1FvBbTv72HJb4PDFeiDvp/L7XttC/hqE8mxyNFyAZ1/f2E7AfyPBsPw9Y7dWuF/Ap7pP2Hq/tv8b9s+0G/gHUCEGMZwNrgWzgDaC2Z3sS8KxXu8a4I4kqRR7/JrANl6xeBE6PRIxAR08cH3l+joi21xG4BfgZ2Op1uTTUr6Ov9xeuS+l6z/V4z+uy2/M6/drrsfd4HrcL6BnC/5XSYnzD8z9U+LqtLO3vHoEYZwCfeGJ5C7jQ67HDPa/vbmBYJOLz3L4fmFnkcSF/DW2GrzHGxCDr9jHGmBhkyd8YY2KQJX9jjIlBlvyNMSYGWfI3xpgYZMnfGGNikCV/Y4yJQZb8jTEmBv1/d6cHtAwPyh8AAAAASUVORK5CYII=\n", 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "162\n", "{0: 'C', 1: 'C', 2: 'C', 3: 'C', 4: 'C', 5: 'C', 6: 'C', 7: 'C', 8: 'C', 9: 'O', 10: 'O'}\n" ] }, { "data": { "image/png": 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UHw4/dGgwMUq78pe//IWSkhJGjhzJ2rVr6datW9AhSY7K3WafsjIYNgwWLvRJP3p1pNpav23hQl+urCyIKKWdqK2t5Uc/+hHjx4+nrKyM++67T4lfApWbNf+yMj8sfk/MRe4ac86XmzrVv872UZJq4kq7yspKvvOd7zBo0CCqqqo48sgjgw5JxHczy8THkCFDXEq88opzeXnO+bR+4PFPcBeDywN3HLjHovY78MdVVKQmrlR75RXnxo51rmtX/4j8uUIhv23sWF9OkuLTTz91M2fOdL1793a///3vgw5HcgRQ6RLIsbnX7DNnjm/SiXIN0Bn4CHgMKAVejy5UW+uPzzZq4kq7DRs28NWvfpWVK1fy6quvctlllwUdkkgjuZX8q6v9zd2oGRD/DcwHbgG6AWcBF+JXRmrEOSgv9/OoZIvIJq6mZn6Exk1cugC0yv79+/nVr37F2WefzaRJkygvL+ezn/1s0GGJHCK3kv+8eTE3v4W/+XFyxLZBxKj5g58eN855Mk5FRcx7G8OArvgLXTfgc9HHNVwAKivTEWW7sWnTJs477zyefPJJVqxYwVVXXZXYvDwiAcit5F9VdWiTB37Zu+5R2/KBXbHOUVuLq6pKfmypEKeJC+Ae/M+9G3gzVoFsbeJKhupquP12GD8e/vM//b+33x73G59zjoceeoiioiJGjhzJsmXLOOmkmIsoimSM3OrtU1MTc3M3YGfUtp3AEXFO88xjjzGxvJzu3btzxBFH0L179wOPpl7H2textcvxNSdOE1fCIpu4cqUXUCvGfXz00UdMnjyZ9957jxdffJHCwsIAAhdpudxK/vn5MTefDNQBbwMN02mtBU6Nc5pRl1/Om3feyc6dO9m1axc7d+488Ih8vWnTpkavY5Xt0qVLwheKpi4qhx9+OIcdFvFFrpmmqWnA9fgmn5/hm4IO0dDElQtTBTfcG4m3KlbDN6iFC+HZZ2HuXJ7q04err76akpISnnjiCbp06ZLemEXaILeSf2GhX/giqunncOASYAbwILAGWAT8LdY5QiE6DB5Mz549G6+q1ArOOfbs2RPz4hB9ofjwww/jXmR27dpFbW0t3bp1O3AxuKO6mlExmrgAbgNOwfdu+gPwn+Gf+cTogrW1fnGQ9i7GuI/3gKuBl4EuwNeBXwEdwzfFP/n+91ndowfzFy3ijDPOCCJqkTYx19pmgRQrKipylcm+4VhdDccfH7Pd/1/AFcDzwJHArcC4WOfo2hU2b864ppC6ujp279594GJw9FVX8ZnlyxM6diTw/4Dvx9i3/DOf4bYzzyQ/P5+CgoJG/8bb1rVr1+y50VlR4bu3Rt0UHw30Bu4DdgDnA5OAayPKuFAIW7ZMC6JLRjGzVc65Zv8oc6vm37u3b7NduPCQr/afARY2d7wZjB6dcYkfoGPHjhQUFFBQUOA39OsHCSZ/A+JVAU4cMoQrrriCmpoaampq2LFjB1u3bmXDhg2NtkX+CyR0kYi3rXv37qm7FxItzk3xd4Ep+F5RffAXyOjeX7Z3rz9+/vyUhymSbLmV/MHfrHv22cSmdogWCvnjs0GcJq4dwErgXPwv/3FgGXBnrHOEQvQ5/3wuvvjiFr313r17D7kgRF8kNm7cGHf/zp07ycvLS+jCEW9/t27dmv/20cRN8R/im8SGAduBxfhxII3k4k1xaTeSkvzNbCQ+f3QAHnTO3Rq1vwvwCDAE+CfwLefce8l47xYbOhTmzk18bp8GeXn+uGz5il9c7HunRNkH3AC8gf9lfR7/jefkQ0rik1txcYvfumvXrvTp04c+ffq0+FjwA6V2794d81tFw/Pt27fz7rvvxv328cknn9C9e/cmLxLnrV7NmfX1Mf8TnAPcj+8CXA9MBGJeAnPppri0K21O/mbWAfg1vll0C1BhZk8759ZHFLsS2O6cO8nMLsPfc/xWW9+71RomZ2uqd0cDM1/jnzs3uyZ1i9PE1QuoSOT4AJu4DjvssAM9mY499thWnWPfvn2HXBiiLxKH//3vdNy375Bj9+ObeSbjb/rvxt8P+ilwe3ThXLkpLu1PIhMANfUAvgo8G/F6GjAtqsyzwFfDzzsCHxO+2RzvkbKJ3SJVVDh3ySV+UrNQKPZkZ5dckt2TucWYxC6hRzZPYpeoMWNi/uzb/C0QtyNi21PgTo33WY0ZE/RPInIACU7sloxmn2OA9yNebwG+HK+Mc67OzGrwnWo+TsL7t15RkW8X37bNf3Vftw62b4cePWDgQN/kkc1tubnSxNVaccZ99AT6A2XAVHzN/2Eg7vCtHj1SEJxIamXUDV8zm4z/ts1xxx2Xvjfu1av9ttnmQhNXa8W5KQ6wAH/T9zb8vZHhwC9jnSMU8hUFkSyTjLl9PgAiG2b7hrfFLGNmHfFT5/wz+kTOufudc0XOuaJe2VzjzjSlpbB0KYwd68cphEKN94dCfvvYsb5cLiR+aPJm9mBgCb6nz8fAE8BRsQq28qa4SNCSUfOvAAaYWX98kr+MQ8dHPY3vMPEyfrDkS+G2KUmX9t7E1RpNjPtISAaP+xBpTpuTf7gNfwr+pm4H4LfOudfNbBb+xsPTwH8Dj5rZRvxgWq1sEZT23MTVGrky7kMkSlLa/J1z5UB51LYZEc/3At9IxnuJJJVuikuOyq35/EViKS31iTwvzzflNGE/HEz8uXJvRNolJX8RSOim+P4uXXimUyf+9dRTSvyS9TKqq6dIoJq5KX5YcTHP3nwzS559ljsuuCDoaEXaJLemdBZpo61bt/LFL36RqqoqjjnmmKDDETlEolM6q9lHpAWOPvporrzySmbPnh10KCJtouQv0kI//elPeeKJJ3jnnXeCDkWk1ZT8RVroyCOPZMqUKcyaNSvoUERaTclfpBV+/OMfU15ezoYNG4IORaRVlPxFWiE/P5/rrruOmTEWzBHJBkr+Iq00ZcoU/u///o9XX3016FBEWkzJX6SVDj/8cKZNm8aNN94YdCgiLabkL9IGkydPpqqqipdffjnoUERaRMlfpA26dOnCjBkzuOGGG4IORaRFlPxF2mjixIls3ryZl156KehQRBKm5C/SRp06deLmm29m+vTpZOp0KSLRlPxFkuBb3/oWu3btory8vPnCIhlAyV8kCTp06MAtt9zCDTfcwP79+4MOR6RZSv4iSXLxxRfTsWNH5s+fH3QoIs1S8hdJEjNj9uzZzJgxg/r6+qDDEWmSFnMRSaILLriAnj178thjjzFh5Ei/KExVFdTUQH4+FBZCSQn06hV0qJLjlPxFksjMuHP8eLaVluLq6zEz2Lv3YIEFC2DmTBg1CqZN8wvIiwRAzT4iyVRWxmk//jHn79mDffJJ48QPUFvrty1cCMOGQVlZIGGKKPmLJEtZGUydCnv2NP8fyznYs8eX1wVAAqDkL5IMFRUwdSr37NlDEdAFKI4q8iLweSAP+A9gExy8AGi9akkzJX+RZJgzB2pr+SxwA3BF1O6PgUuAW4B/AUXAtxp21tb640XSSMlfpK2qq2HxYnCOS4CLgSOjiiwATgW+AXQFbgLWAm+AbwIqL4dt29IXs+Q8JX+Rtpo3r9kirwODIl4fDpwY3g6AWULnEUkWJX+RtqqqOrRXT5TdQH7UtnxgV8OL2lpYty75sYnEoeQv0lY1Nc0W6QbsjNq2EzgicsP27cmLSaQZSv4ibZUfXac/1Kn4Nv4G/wb+Ht5+QI8eSQ1LpClK/iJtVVgIXbsCUAfsBerDj73hbWOB14D54W2zgEJ8108AQiEYODCtYUtuU/IXaavi4gNPZwMh4Fbgf8LPZwO98Il/OtADWAn8IfIczjU6j0iqKfmLtFXv3n6uHjNuAlzU46ZwsRH4rp21wBKgX8PxZjB6tCZ7k7RS8hdJhmnTfNNNa4RC/niRNFLyF0mGoUNh7lzIy2vZcXl5/riiotTEJRKHkr9IspSWHrwAmDVZdD8cTPylpWkJTySSkr9IMpWWwtKlMHas7wEU3RQUCuG6dOGZTp3Y8thjSvwSmDYt5mJmnwEex9+7eg/4pnPukJEqZlYPNAxf3Oycu7At7yuS0YqKYP58P1fPvHl+5O727b4f/8CBWHExFXffzYJFi3jo4ouDjlZylDnnWn+w2e3Av5xzt5rZ9UAP59xPY5Tb7Zzr1pJzFxUVuUpNcyvt1I4dOxgwYADLly/n5JNPDjocaUfMbJVzrtmbSG1t9rkIeDj8/GH8hIYi0oyCggJ+8IMfMGvWrKBDkRzV1uR/lHNua/j5P4Cj4pTramaVZrbCzOJeIMxscrhc5TZNbyvt3LXXXstzzz3H+vXrgw5FclCzyd/MXjCz12I8Loos53z7Ubw2pOPDX0PGAb8ysxNjFXLO3e+cK3LOFfXSgBdp57p37851113HzTffHHQokoOaveHrnBsRb5+ZfWRmRzvntprZ0UB1nHN8EP73HTNbAnwJP6+VSE675pprOOmkk6iqqqKwsDDocCSHtLXZ52lgYvj5RGBRdAEz62FmXcLPewJnAvqeKwJ069aN//qv/+Kmm24KOhTJMW1N/rcC55vZ2/ipS24FMLMiM3swXOYLQKWZrQX+AtzqnFPyFwn73ve+x4oVK1i9enXQoUgOaVNXz1RSV0/JJXfffTfPPfccf/rTn4IORbJcurp6ikgSTJo0iTVr1rBy5cqgQ5EcoeQvkgG6du3K9OnTmTlzZtChSI5Q8hfJEFdccQVvvPEGy5cvDzoUyQFK/iIZonPnztx4443MmDEj6FAkByj5i2SQCRMmsGnTJpYsWRJ0KNLOKfmLZJBOnToxY8YMbrzxRjK1J560D0r+Ihlm3LhxbNu2jRdeeCHoUKQda9N8/iKSfB07dmTmzJnceOONjCgsxB5+GKqqoKYG8vOhsBBKSrTgu7SJkr9IBvpm//70Wr+e/cceS4cOHWDv3oM7FyyAmTNh1Ci/8PvQocEFKllLzT4imaasjA7nncfw3bvpsG9f48QPUFvrty1cCMOGQVlZIGFKdlPNXySTlJXB1KmwZ0/zNTPnYM8eXx60HrC0iGr+IpmiouJA4o/ULerRAfh+ZIGGC4DmwpIWUPIXyRRz5vgmnSi7Ix7/AELAN6IL1db640USpOQvkgmqq2HxYt+U04T5QG/g7OgdzkF5OWj5U0mQkr9IJpg3L6FiDwMTAIu10yzh84go+YtkgqqqQ3v1RNkELOXg0nmHqK2FdeuSHJi0V0r+IpmgpqbZIo8CZwH9myq0fXuSApL2TslfJBPk5zdb5BGaqPU36NEjGdFIDlDyF8kEhYXQtWvc3X8DPiBGL58In3bsSHWfPsmOTNopJX+RTFBc3OTuh4FLgCOaKGPO8R/z5nHOOefw6KOPUhuj26hIAyV/kUzQu7efq8di9uPhN/g2/7jM6HTRRby6ZQs/+MEP+N3vfkffvn2ZMmUKa9euTUXEkuWU/EUyxbRpEAq17thQCKZNo3Pnzlx66aUsXryY1atXc+SRRzJmzBhOP/10HnjgAXbt2pXcmCVrKfmLZIqhQ1l+ySXsiVP7jysvD+bOhaKiRpuPP/54br75Zt577z1uuukmysvLOe644/jud7/LypUrtVhMjlPyF8kQTz31FN948UV2zZjhE3pzFwGzg4m/iUndOnTowOjRo3nqqadYv349J554IuPGjWPQoEHcfffdbFf30JxkmXr1LyoqcpWaqEpyxEsvvcRll13Gn//8Z0477TQ/SducOX7KBrPGc/6EQn46h9GjfVNRVI0/Efv372fJkiU88MADLF68mDFjxjBp0iTOOeccrKXfPCJVV/tRxlp8JjBmtso51+wfhZK/SMAqKysZPXo0Tz75JOeee27jndu2+WS6bp0fwNWjBwwc6HsHJSmZfvzxxzz66KM88MAD1NfX893vfpeJEyfSu3fvxE9SUeEvVosX+9eRo5UbLlZafCYtEk3+OOcy8jFkyBAn0t5t2LDB9enTxy1atCjoUNz+/fvd8uXLXXFxscvPz3df//rX3Z///GdXX1/f9IH33utcXp5zZs75NB/7YebL3Xtven6gHAVUugRyrNr8RQKyefNmvva1r3Hbbbdx4YUXBh0OZsYZZ5zBQw89xKZNmxg+fDjTpk3jhBNO4JZbbmHLli2HHhSx+ExzM5Kyfyw1AAAJqElEQVQ2WnxGq48FTslfJADbtm3jggsu4Ec/+hETJkwIOpxD5OfnU1payurVq1mwYAEffvghhYWFjBkzhkWLFlFXVxd38ZnxwNFAd+Bk4MHok2vxmYygNn+RNNu5cyfDhw9n5MiRzJ49O+hwEvbvf/+bJ598kgceeIB3332X5484glPefhuLyiGvAycBXYA3gGHAM8CQyEJmMHYszJ+fnuBziG74imSgvXv3Mnr0aD73uc9x7733tq1nTYDeWLaME4cPp1N9fZPl3sQn/zuBb0bv7NoVNm9WL6AkSzT5awF3kWRIoItjXV0dl19+Ob179+aee+7J2sQP8PkVK6BTJ4iT/K8G5gG1wJeA0bEKNSw+85OfpChKaYqSv0hbNNXFccECmDkTRo3CXX89k++7j9raWh5//HE6dOgQTLzJ0sziM/cCdwMvA0vwTUCH0OIzgdINX5HWKiuDYcNg4UKfCKOTYW0t7N2LW7iQfWeeyeeXLGH+/Pl07tw5kHCTKoHFZzrgF5/ZAsTt26PRxYFR8hdpjRZ0cTTn6FxXx0/+8Q8Of+SRNAWYYgksPtOgDvh7vJ1afCYwSv4iLRWni2ODt4Gu+C6Pkay2tv10cYyz+Ew18AdgN1APPAv8Hjgv1jlCIT9aWQLRpuRvZt8ws9fNbL+Zxb27bGYjzexNM9toZte35T1FAjdnTuO5dqJcA8SdwKC21h+f7eIsPmP4Jp6+QA9gKvArIOYQNueaXcRGUqetNf/X8AsMLYtXwMw6AL8GRgGnAJeb2SltfF+RYFRX+5u7cZp6/gAUEKemC/648nI/Z082i7P4TC9gKbAD2AmsAybFOt7MT0ynbp6BaVPyd85tcM692Uyx04GNzrl3nHOf4v9/XNSW9xUJzLx5cXftBGYAv2juHA1dHLNdEhafkeCko83/GOD9iNdbwttEsk8TXRxvBK7EN3k0qb10cRw61K8lkJfXsuPiLD4j6dVsP38zewHoE2PXdOfcomQGY2aTgckAxx13XDJPLZIccbo4rgFeAF5N9DztpYtjwyIyU6f6i1pTPZ/MfI2/mcVnJD2aTf7OuRFtfI8PgGMjXvcNb4v1XvcD94Of3qGN7yuSfHG6OC4B3gMaqiwNvV3WA6tjHdCeujiWlvpvASlcfEaSLx0jfCuAAWbWH5/0LwPGpeF9RZKvsNBPRhbV9DMZ/4fdYC7+YhBzcFN77OJYVOQ/lzQsPiPJ0aaJ3cxsLH4Udy/8Df41zrmvmdlngQedc6PD5Ubje3x1AH7rnPtZc+fWxG6Skaqr4fjjm5zaAOAmYCPwP7F2akIzSSHN6imSKpdc4qd0aM3/HU1lLCmWaPLXCF+RllIXR2kHlPxFWkpdHKUd0JTOIq2hLo6S5VTzF2mt0lJYutS34XftemhTUCjkt48d68sp8UsGUc1fpC3UxVGylJK/SDL06qXlCCWrqNlHRCQHKfmLiOQgJX8RkRyk5C8ikoOU/EVEcpCSv4hIDlLyFxHJQUr+IiI5KGOndDazbcCmJJ6yJ/BxEs+XKtkSJ2RPrNkSJ2RPrNkSJ2RPrMmK83jnXLPDyjM2+SebmVUmMsd10LIlTsieWLMlTsieWLMlTsieWNMdp5p9RERykJK/iEgOyqXkf3/QASQoW+KE7Ik1W+KE7Ik1W+KE7Ik1rXHmTJu/iIgclEs1fxERCWu3yd/MPmNmz5vZ2+F/e8Qpd7uZvW5mG8zsLjOzDI3zODN7LhznejPrl844wzEkFGu4bHcz22Jm96QzxvB7NxunmQ02s5fDv/sqM/tWmmMcaWZvmtlGM7s+xv4uZvZ4eP/KIH7f4Tiai/PH4b/HKjN70cyODyLOcCxNxhpR7lIzc2YWSA+gROI0s2+GP9fXzex3KQnEOdcuH8DtwPXh59cDt8UocwawHOgQfrwMDMu0OMP7lgDnh593A/Iy8TONKHsn8DvgnkyMEzgZGBB+/llgK1CQpvg6AH8HTgA6A2uBU6LKXA3cF35+GfB4AJ9jInH+R8PfIlAaRJyJxhoudwSwDFgBFGVinMAA4FWgR/h171TE0m5r/sBFwMPh5w8DF8co44Cu+F9CF6AT8FFaojuo2TjN7BSgo3PueQDn3G7n3J70hXhAIp8pZjYEOAp4Lk1xRWs2TufcW865t8PPPwSqgXStt3g6sNE5945z7lPgD/iYI0X+DH8Ezkv3t1ISiNM595eIv8UVQN80x9ggkc8U4BbgNmBvOoOLkEick4BfO+e2AzjnqlMRSHtO/kc557aGn/8Dn4wacc69DPwFX+vbCjzrnNuQvhCBBOLE11J3mNkCM3vVzH5uZh3SF+IBzcZqZocBdwBT0xlYlEQ+0wPM7HR8BeDvqQ4s7Bjg/YjXW8LbYpZxztUBNcCRaYkuRgxhseKMdCWwOKURxddsrGZ2GnCsc+6ZdAYWJZHP9GTgZDNbbmYrzGxkKgLJ6jV8zewFoE+MXdMjXzjnnJkd0q3JzE4CvsDB2srzZna2c+6vmRQn/vd0NvAlYDPwOFAM/Hcy44SkxHo1UO6c25LKimoS4mw4z9HAo8BE59z+5EaZO8xsPFAEnBt0LLGEKyW/wP+/yXQd8U0/w/C5aZmZDXTO7Uj2m2Qt59yIePvM7CMzO9o5tzX8HzzWV6exwArn3O7wMYuBrwJJTf5JiHMLsMY59074mIXAV0hB8k9CrF8Fzjazq/H3Jjqb2W7nXNwbcAHFiZl1B54BpjvnViQzvmZ8ABwb8bpveFusMlvMrCOQD/wzPeEdEkODWHFiZiPwF91znXOfpCm2aM3FegTwRWBJuFLSB3jazC50zlWmLcrEPtMtwErn3D7gXTN7C38xqEhmIO252edpYGL4+URgUYwym4FzzayjmXXC11rS3eyTSJwVQIGZNbRJDwfWpyG2aM3G6pz7tnPuOOdcP3zTzyPJTvwJaDZOM+sMPIWP749pjA3873OAmfUPx3EZPuZIkT/D14GXXPjuXxo1G6eZfQn4DXBhqtqmE9RkrM65GudcT+dcv/Df5gp8zOlM/M3GGbYQX+vHzHrim4HeSXok6b7bna4Hvn30ReBt4AXgM+HtRcCD7uCd99/gE/564BeZGGf49flAFbAOmAd0ztRYI8oXE0xvn0R+9+OBfcCaiMfgNMY4GngLf59henjbLHxCAt8R4UlgI/AKcEK6P8cE43wB30mi4TN8Oog4E4k1quwSAujtk+BnavgmqvXh/++XpSIOjfAVEclB7bnZR0RE4lDyFxHJQUr+IiI5SMlfRCQHKfmLiOQgJX8RkRyk5C8ikoOU/EVEctD/ByJZfN7Qk1F7AAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "163\n", "{0: 'C', 1: 'C', 2: 'C', 3: 'C', 4: 'C', 5: 'C', 6: 'C', 7: 'C', 8: 'C', 9: 'O', 10: 'O'}\n" ] }, { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "164\n", "{0: 'C', 1: 'C', 2: 'C', 3: 'C', 4: 'C', 5: 'C', 6: 'C', 7: 'C', 8: 'C', 9: 'O', 10: 'O'}\n" ] }, { "data": { "image/png": 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OHAecD2QDM4C/Ae83FKivh5ISRCR9Kfmno+pq7+FumG91a4DvBnzujPdNYE3DAudg8WKoqYlpmCKSOEr+6aisrMnV3wC5Qctyga8DF5g1ux8RSV1K/ulo1arGrXoCHAAED/y8BTgwcEF9PaxeHf3YRCQpKPmno7q6Jlcfh1fH3+Bb4B/+5fvR4HAiaUvJPx3lepU6u4BtwG7/a5t/WSHwd2CBf9mtwCC8pp/76do1LuGKSPwp+aejQYMgO5vbAR9wJ/B7//vbgTy8xP9zoCvwFt5ofPvx+WDgwLiFLCLxpXb+6ai6Gvr1a7Lev1nZ2fDppxrzRyTFqJ1/JuvRwxurx6xt25vBqFFK/CJpTMk/XU2b5lXdtIXP520vImlLyT9dDRkCM2d6QzW0ws4OHbztNLSDSFpT8k9nxcX7LgDNVQGZscfn4xedO/PH3OAuYCKSbpT8011xsTdIW2Gh9xA3uCrI5/OWFxaS9fLLXPzyy1x77bW8+OKLiYlXROIirjN5SYLk58OCBd5YPWVlXs/d2lqvHf/AgVBUtPfh7kBg/vz5nHvuuSxdupTBgwcnMnIRiRE19ZSQysvLufrqq3nllVc44ogjEh2OiLRQS5t66s5fQho7dizV1dWceeaZvPbaa/Ts2TPRIYlIFKnOX8KaPHkyF198MT/60Y/4+uuvm99ARFKGkr806Ze//CUnnHAC5557Ljt27Eh0OCISJUr+0iQzo7S0FJ/Px6RJk9izZ0+iQxKRKFDyl2a1b9+euXPn8s9//pMbbrgh0eGISBQo+UuL5OTksGjRIhYvXsy9996b6HBEJEJq7SMt1q1bN5YuXcrJJ59Mr169GD9+fKJDEpE2UvKXVunbty9LlizhtNNOIy8vjzPOOCPRIYlIG6jaR1rt+OOPZ8GCBYwfP56VK1cmOhwRaQMlf2mT4cOH8+ijj3L22Wezbt26RIcjIq2kah9ps8LCQjZt2sRZZ52lXsAiKUbJXyIyefJkNm7cyKhRo1ixYgUHHnhgokMSkRZQtY9EbMaMGQwePJixY8eqF7BIiohK8jezs8zsAzNbZ2Y3hljfycye8a9/y8z6R+O4khzMjIcffpicnBwmTpyoXsAiKSDi5G9m7YCHgALgWOAiMzs2qNhlQK1z7kjgfuCuSI8ryaV9+/Y8/fTTfPzxx1x//fWJDkdEmhGNOv+hwDrn3HoAM3saGAOsDSgzBpjhfz8feNDMzCXrZALSJj6fj0WLFjF8+HD69OnDddddt29ldbU3kcyqVVBXB7m5MGgQTJy4dyIZEYmfaCT/g4HPAj5vAIaFK+Oc22VmdcBBwJeBhczsSuBK8DoTSepp1Av4qKOgpASWLPEKbNu2r3B5OUyfDgUFMG2aN+m8iMRFUj3wdc496pzLd87l5+luMGUdeuihLFmyhHcnT2b38OFQUeEl/cDED1Bf7y2rqIARI6C0NCHximSiaCT/z4FDAz4f4l8WsoyZtQdyga+icGxJUse9/DJ37txJu+3bobnaPedg61aYOlUXAJE4iUbyrwQGmNlhZtYRGAcsDCqzEJjgf38e8FfV96exykqYOtVL/EGeBo4BOgNHAK8Ermy4AGjuZpGYizj5O+d2AVcDzwPvAfOcc2vM7FYzG+0v9jhwkJmtA34KNGoOKmmkpMSr0gnyIvAz4Enga+Bl4PDgQvX13vYiElOWrDfg+fn5rkp3gKmnuhr69Wtcvw+chNfm97Lm9pGdDZ9+qlZAIm1gZiudc/nNlUuqB76SBsrKQi7eDVQBNcCReA+GrgYafz8AzMLuR0SiQ8lfomvVqpB3/ZuAnXidPF4B3gXeAW4PtY/6eli9OoZBioiSv0RXXV3IxT7/z2uA3kB3vIc/i8Ptp7Y22pGJSACN6inRlZsbcnFXvKoeC1hmIUs2bNA1ejGJxEKK91pX8pfoGjQIFiwIWfUzEXgAOAvogDfI049D7cPng4EDYxmlSNtVVqZFr3VV+0h0FRWFXXULMAQ4Cq+t/wnAz0MVdK7J/YgkTGmp1xs9DXqtK/lLdPXo4d31WONKnQ7Aw8C/gC+A3wLZQWX2mOEKClLia7NkmNJSrxPi1q1p0WtdyV+ib9o0r+qmDbYDN3/7LVu2bIluTCKR8PdaZ+vW/RY/COQDnYCiUNslca91JX+JviFDYOZMyMlp3XY5ObT79a/56rDDOPHEE1m5cmVs4hNprTC91vsANwOTmto2SXutK/lLbBQX77sAhKgC2o+ZV27mTDr+93/zyCOPcMcdd1BQUMBvf/tbkrUXumSI6mrv4W6I/4djgXPwxqcPyzlYvBhqamIUYNso+UvsFBfDSy9BYaE3ZENwVZDP5y0vLPTKFRfvXXXBBRfw5ptv8tRTT1FYWMjmzZvjHLyIXzR6mydhr3U19ZTYys/3mn7W1Hj/+Vev9jpwde3qNecsKgr7cPfwww/ntdde48Ybb+SEE05g7ty5nHTSSXENXyRcr/VWScJe60r+Eh95edCGuX07duzIfffdx6mnnkphYSHXXnstP/vZz8jK0pdWiZMwvdZbLcl6resvSFLC2WefTVVVFYsXL6agoIBNmzYlOiTJFGF6rbdakvVaV/KXlHHooYeyfPlyhg4dyoknnsiyZcsSHZJkgkGDvGdTIewCtuGNWrvb/35XqIJJ2GtdyV9SSvv27bntttuYPXs2l156Kbfccgu7doX8cxOJjiZ6m9+ON2jhncDv/e9DjlSbhL3WlfwlJY0cOZK3336bt956i9NOO40NGzYkOiRJV030Wp8BuKDXjOBCZjBqVNL1Wlfyl5TVs2dPli5dSkFBAfn5+fz5z39OdEiSriLotY7P522fZJT8JaVlZWUxbdo0FixYwJQpU7juuuvYsWNHosOSdOPvte7a0GudmTO9Js9JRslf0sLJJ5/MO++8w0cffcQpp5zC+vXrEx2SpJviYt4491zqzXCt6LUe2HkxmSj5S9o46KCDeO6557j44osZNmwY8+bNa3qD6mq4+2645BI4+2zv5913J103fEkOn332GecsXcrnf/wj1oZe68nGknXclPz8fFeVhCPhSWqoqqpi3LhxjBw5kvvvvx9f4B9pU5Nx+Hxey4wUmIxD4sc5x5lnnsmIESO46aabvIVt6LUeD2a20jnXbD2Tkr+krbq6Oq666irWrl3LvHnzOProo/eNyV5f3/SY7GbehSCJv7ZL/DzyyCM8+eSTvPbaa7Rvn9wDI7Q0+Sf3v0IkArm5ucydO5fHHnuM4cOHs3DUKP59/vxGY7KHFDgZB+gCkMHWr1/PLbfcwssvv5z0ib810udfIhKCmXHFFVdw6gEHcPD48WHv9j8CBgLn4XXW2avhAjBkSFK22JDY2rNnD5MmTeLGG2/kmGOOSXQ4UaUHvpIRjnz22UZTRgb6L7z5hUNK0sk4JPYeeOABdu3axbXXXpvoUKJOd/6S/vyTcViYu/6nge8AJwHrQhUInIwjyXppSux8+OGH3H777bzxxhu0a9cu0eFEXUR3/mbWzcxeNLOP/D8bDVtnZt8zszfMbI2ZrTKzCyM5pkirNTGJxhbgF8B9ze0jCSfjkNjZvXs3RUVFTJ8+nSOPPDLR4cREpNU+NwLLnHMDgGX+z8G2Apc6544DzgJ+bWbfifC4Ii3XxGQctwCXAYc0t48knIxDYufee+8lOzubKVOmJDqUmIm02mcMMML/fjawAvhZYAHn3IcB7//PzKqBPOBfER5bpGXCTMbxLvAX4J2W7ifJJuOQ2FizZg333HMPlZWVaT1pUKTJv6dzbqP//RdAz6YKm9lQoCPwjwiPK9JyYSbjWAF8DPT1f/4Gb0z2tcDboTZIssk4JPp27tzJhAkTuOOOO+jfv3+iw4mpZpO/mf0F6BVi1c8DPzjnnJmF7TVjZr2Bp4AJzrk9YcpcCVwJ0Ldv31BFRFpv0CBvHuGgqp8rgXEBn2fiXQxKQ+xiR/v21Bx0EH2cw5ob10VS1p133kleXh6XX355okOJuYh6+JrZB8AI59xGf3Jf4Zz7txDluuDdaN3hnJvfkn2rh69ETXU19OvX7CTcM/Ba+/w+xLqd7drx/T59+DYnh3HjxnHhhRemXbvvTPfuu+9yxhln8Pbbb3PIIc0+BUpaLe3hG2mF1kJggv/9BOC5EIF0BP4EzGlp4heJqiYm4wg0g9CJHzM6jBlD1SefMHv2bLZs2cLIkSP57ne/S0lJiUYQTQM7duxgwoQJzJw5M6UTf2tEeud/EDAPr9r0E+AC59xmM8sHJjvnLjezS4AngTUBmxY5595tat+685eoqqyEESNaNrRDsJwcb4TGgB6+e/bs4dVXX+WZZ55h/vz59OvXj3HjxnHBBRdEN3lUV3tNTFet8h5c5+Z61VgTJ6rPQWs0cx5vvvlmVq9eTUVFRcpX67X0zh/nXFK+Bg8e7ESi6uGHncvJcc7rttWyV06Ot10Tdu7c6V544QV32WWXuW7durlTTjnFPfjgg+6LL75oe6z/+7/OFRY6l53tvQJj8vm8ZYWFXjkJrwXn8asRI9yZ3bq5jRs3JjraqACqXAtybMKTfLiXkr/ERMMFwKzppG/WosQfbPv27W7RokXukksucbm5ue700093s2bNcl999VXSxJgxWnged4Hb2bFj2pxHJX+RcCornRs71rsT9PlC31WPHeuVi8DWrVvd/Pnz3fnnn++6dOniRo0a5ebMmePq6urCbxSjbycZJ4PPY0uTv8bzl8wVx8k4vvnmGxYtWsTTTz/NihUrOP3007nwwgv58Y9/TOfOnb1CYZ5LjADeZF+77IOBD4IPEOK5RNwk23OJEOfxgKAi9cAU4IHgbRN5HqNEdf4iSaq2ttY9+eST7swzz3S5ublu3Lhx7k9/+pPbNXp0yCqKH4Kb1dxdq5n3bSWekvW5RGFhk1U9X4PrDO6lZDmPUYbu/EWSX01NDeXl5SydM4e5r78ectjpEcAlQLPdjrKz4dNP43O3nawzorWgT8ds4Jd4wwyEbNcTz/MYA/Fq5y8iEcjLy+Oqq67iT2PG0DE7/IwD04DuwMl4vSVDitfIow2Jf+vWphM/7D8jWmmovtNR1oJ//2zgUsIkfsiYEVyV/EWSwapVZIW5W70LWA98jjckxdmEGRwrHiOPVlbuS/wB3gNOA3KBI/F6de6n4QIQ62/zTYzgCl5npJfY1zM1pAwZwVWTuYgkgzAjjwIMC3g/AZgLLAauCVH276+8wsI77qBXr1707NmTnj170qtXL3r06EHHjh0jj7OkxEuOAXbhDe87GXgRL7mejTda6lGBBRtmRFuwIOIwnHN88803bNq0iU2bNlFdXc2mTZs4tbKSRuPLBHgKOAU4rLkDZMAIrkr+IskgzMijoRgQrrKlXffufP3113z00Ud7E+MXX3xBTU0NBxxwwN6LQvDFIfBnjx496NChQ+Od+2dEC67qeR/4P+B//LGdhlc99RRwW2BB1/SMaHv27OGrr77am8gbfoZ7365dO3r06LH339GjRw++38wFbg6hJx1pJANGcFXyF0kGYUYe/RfwFvBDvD/WZ4CXgd+E2ofPxzEXXEDJ9dc3WrVnzx42b9683wWh4ecHH3yw37Kamhpyc3MbXRxGf/ABw3fvblHScMDfQyzftXs3rxQV8eejj26U0L/88ku6dOmyN5EH/hw2bFijRL+3iWygu++G6dNDVv28jld1dn5zwft8XpPfNKfWPiLJIEwrlRpgFN7ddTvgaLy76f8ItY8otVJpuAMPvkiMePxxBr/3XqPyO4F/w6v2+R9gOfBj4FTg+RD7X3nssfy1qGi/5N6zZ0+6d+8eedVUE619rsKbVvCp5vaRIa19dOcvkgwaRh6tqNivWiUPqGzJ9mYwalRUElZWVhZ5eXnk5eVx/PHH71uxYgWESP4dgAq8ZxB3AfnABUCnMPsffPjhDA7x7SQqwpxHgN+1ZPsonsdkp9Y+Isli2jSvyqEtfD5v+1hq4rnEILwHvV/h3e2vB4aGKxzr+vQIzuOOdu3YfcMNUQ4oOSn5iySLIUO8zlA5Oa3bLifH2y7WQxIMGuRViYSwCtiGV60yE9gIFIUqGI/69DaeR+fz8eBhh3H2L3/Jv/6V/lOMK/mLJJPi4n2Jq7lx5c0k64NcAAAHzElEQVT2Jf549J4tKgq76imgN9ADWIbX5DNktY9zTe4natpwHu3ee7lmzRqOOuoohg4dytq1a2MfZyK1ZAyIRLw0to9ktDiNPNpqzYybk3TjD7XxPM6ePdvl5eW58vLy+MYbBWhsH5E0EMeRR1skyjOixU0bzmNVVRVjx46lqKiIGTNmkJWVGhUlLW3to+QvIq0TOLZPS8WzeiqKNm3axPnnn09ubi6///3vyW1FZ7xE0cBuIhIbyfxcIsp69uzJsmXL6NevH8OGDeP9999PdEhRo+QvIq1XXOxV4RQWei2AgptW+nze8sJCr1wKJv4GHTp04MEHH+SGG27gBz/4AQsXLkx0SFGhTl4i0jb5+d6QFMn2XCJGJk2axHHHHcd5553HO++8wy233BL6OUCyzWwWhur8RURa4YsvvuDcc88lLy+POXPm0KVLF29FZaU3aumSJd7nwCEmfD6vjVFBgdcJbciQmMWnOn8RkRjo1asXy5cvp3fv3gwbNowPP/zQewg+YoQ3rMS2bY3HFqqv95ZVVHjl4jGxTTNU7SMi0kodO3aktLSUWbNmMWvwYEp27qT99u3Nbxg4sxkk9FmI7vxFRNroiu99jztDJP7NQCHQGegH/DF4w3jNbNYEJX8RkbYqKaHdjh2NFv8X0BHYBPwBKAbWBBdqmNksQZT8RUTaIszMZt8CC/DmXTgAb9rI0YSYRyBwZrMEUPIXEWmLsrKQiz/Ee5gaOH/xdwlx5w9eJ7gw+4m1iJK/mXUzsxfN7CP/z7ADdZtZFzPbYGYPRnJMEZGksGpVyBnDvgG6BC3LBb4OtY/6eq9/RAJEeud/I7DMOTcAbyTXpuZGvg1v+lERkdRXVxdy8QHAlqBlW4ADw+2ntjZ6MbVCpMl/DDDb/342cE6oQmY2GOgJvBDh8UREkkOYQd6OAnYBHwUs+xtwXLj9xHpmszAiTf49nXMb/e+/wEvw+zGzLOBeYGpzOzOzK82sysyqahL0EEREpEXCzGzWGRgL/ALv4e9rwHPAf4baRzxmNguj2eRvZn8xs7+HeI0JLOefRCDUWBFTgMXOuQ3NHcs596hzLt85l5+XRGNgiIg00sSMZA8D9Xgzm10ElBLmzj9eM5uF0GwPX+fcyHDrzGyTmfV2zm00s95AdYhi/w4MN7MpeNVhHc3sG+dcU88HRESSW48e3lg9FRWNmnt2Ayqa294MRo1K2GBvkVb7LAQm+N9PwPt2sx/n3HjnXF/nXH+8qp85SvwikhamTWs8nHVL+Xze9gkSafK/E/gPM/sIGOn/jJnlm9ljkQYnIpLUhgzZN7FNazRMcJOIKS39NKSziEikGqa2rK9vVAW0HzPvjj+GM5tpSGcRkXhJwZnNNKSziEg0pNjMZkr+IiLRlJcH11+f6CiapWofEZEMpOQvIpKBlPxFRDKQkr+ISAZS8hcRyUBK/iIiGUjJX0QkAyn5i4hkoKQd28fMaoBP4njI7sCXcTxeKtA5CU3nJTSdl8YScU76Oeea7UqctMk/3sysqiWDIWUSnZPQdF5C03lpLJnPiap9REQykJK/iEgGUvLf59FEB5CEdE5C03kJTeelsaQ9J6rzFxHJQLrzFxHJQBmb/M3sfDNbY2Z7zCzs03gzO8vMPjCzdWaW1hPPm1k3M3vRzD7y/+waptxuM3vX/1oY7zjjpbnfvZl1MrNn/OvfMrP+8Y8yvlpwTorMrCbg/8fliYgznszsCTOrNrO/h1lvZvZb/zlbZWYnxjvGUDI2+QN/B8YCL4crYGbtgIeAAuBY4CIzOzY+4SXEjcAy59wAYJn/cyj1zrnv+V+j4xde/LTwd38ZUOucOxK4H7grvlHGVyv+Hp4J+P/xWFyDTIwy4Kwm1hcAA/yvK4HSOMTUrIxN/s6595xzHzRTbCiwzjm33jm3A3gaGBP76BJmDDDb/342cE4CY0m0lvzuA8/XfOB0M7M4xhhvmfb30CLOuZeBzU0UGQPMcZ43ge+YWe/4RBdexib/FjoY+Czg8wb/snTV0zm30f/+C6BnmHLZZlZlZm+aWbpeIFryu99bxjm3C6gDDopLdInR0r+Hc/3VG/PN7ND4hJbUkjKPpPUcvmb2F6BXiFU/d849F+94kkFT5yTwg3POmVm4pmD9nHOfm9nhwF/NbLVz7h/RjlVS0iJgrnNuu5ldhffN6LQExyQhpHXyd86NjHAXnwOBdy6H+JelrKbOiZltMrPezrmN/q+l1WH28bn/53ozWwGcAKRb8m/J776hzAYzaw/kAl/FJ7yEaPacOOcC//2PAXfHIa5kl5R5RNU+TasEBpjZYWbWERgHpG3rFrx/2wT/+wlAo29HZtbVzDr533cHTgbWxi3C+GnJ7z7wfJ0H/NWld8eZZs9JUF32aOC9OMaXrBYCl/pb/XwfqAuoXk0c51xGvoBCvLq37cAm4Hn/8j7A4oByo4AP8e5sf57ouGN8Tg7Ca+XzEfAXoJt/eT7wmP/9ScBq4G/+n5clOu4Yno9Gv3vgVmC0/3028CywDvhf4PBEx5wE56QEWOP//7EcODrRMcfhnMwFNgI7/TnlMmAyMNm/3vBaSf3D/zeTn+iYnXPq4SsikolU7SMikoGU/EVEMpCSv4hIBlLyFxHJQEr+IiIZSMlfRCQDKfmLiGQgJX8RkQz0/wEbf/e29Q3ingAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "165\n", "{0: 'C', 1: 'C', 2: 'C', 3: 'C', 4: 'C', 5: 'C', 6: 'C', 7: 'C', 8: 'C', 9: 'S'}\n" ] }, { "data": { "image/png": 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7LwSuMbPxQAXwATA5cu4HZnYzIZgA3FRfUJAa8vPrngVcNfGrqCjkGapjFnBlZSXLli1jzpw5PPHEE+Tl5TFv3jyGDBmi1oFIK5Jwi6ElqMUQURUUDiapXFXeoKjgsH37dv70pz9x9913c+ihhzJ16lS++c1vkh1ncRwRSU/N1mKQFlJcHDMojACe48B/2COBDdEFyspg+nT2DRrEEx98QEFBAStWrOCCCy7gL3/5Czk5OWodiLRyCgzpatas6vmBovwW+G4dp1aWl/PEWWdxw4knMnXqVO69914OOeSQJqmmiKQfBYZ0VFoaOpob+RiwjTuj9u1jzKJFyickIrVoNlI6mju3zsMzgO7AUOKM/QXatG1b73VEpHVSYEhHa9dWH5Ia5efAZsK44anAOGBTrILl5SEjqYhIDQoM6WjXrriHvgwcAnQEJhFaDYviFd6pXIUiUpsCQzo6iGGkRkhbG1PXrsmojYhkGAWGdDRwIHTqVGv3h4RZhrsJMwnvB/5BSFdbS1ZWWNBGRKQGBYZ0NHlyzN2fElY86kHofP5foAg4LlZh97jXEZHWTcNV01HPnpSPGEHHxx+vFtl7cCC3SJ3MwnrIGqoqIjGoxZCGHnvsMfJeeIGK9u0bd4GsrJBQT0QkBgWGNLJnzx6+//3v873vfY+fFBXR4c47Q+6jg1GVKymn3nQpItJK6VFSmtiwYQMTJ06kf//+vPjiiyH99fDh4WBd2VWrmIWWQh3ZVUVEQC2GlOfu/OlPf2LYsGFcfvnlLFiwoPqaCNOmwcqVkJcXRiplZVW/QFZW2J+XF8opKIhIPdRiSGG7du1i2rRprF27lqeeeoqTTjopdsGcHFiwAHbsCGku1q0Lk9e6dg1DUidPVkeziDSYAkOKev7557n44osZOXIkL7zwAp0b0pfQowf86EdNXzkRyWhJeZRkZqPNbIOZbTSz62Mc/6GZvWJma81smZn1izq2z8xeirwWJqM+6ayyspKf//znjBs3jttvv538/PyGBQURkSRJuMVgZm2Bu4BzgS1AsZktdPdXooq9COS4e5mZTQNuB74ROVbu7qckWo9MsH37dr797W+ze/duSkpK6Nu3b0tXSURaoWS0GE4DNrr7ZnffC8wHJkQXcPen3L1qqbHngKOS8LkZZfHixQwaNIivfOUrPPXUUwoKItJiktHHcCTwTtT2FkKSz3imAIujtjuZWQkhvc9t7l4U6yQzm0rIJJ1RX5p79uxhxowZPPzww8yfP58zzzyzpaskIq1cs3Y+m9klQA4Q/e3Xz923mtkxwHIzW+futZYQcPcCoAAgJyencUuXpZjXXnuNiy66iD59+vDiiy9y+OGHt3SVRESS8ihpK9AnavuoyL5qzCwX+Akw3t33VO13962Rn5sJC46dmoQ6pbx7772XoUOHMmXKFAoLCxUURCRlJKPFUAwca2b9CQFhInBxdAEzOxX4AzDa3Uuj9ncFytx9j5lVrUZ5exLqlLI++ugjrrzySlavXs2yZcsYOHBgS1dJRKSahFsM7l4BXEVYCuBfwEPuvt7MbjKz8ZFivwC6AH+tMSz1C0CJma0BniL0MbxChiouLmbQoEFkZWVRUlKioCAiKcm8rvw6KSonJ8dLSkpargKlpWGG8dq1YZnN7OyweM6ll8acYVxZWckvf/lLfvGLX3DXXXdxwQUXNH+dRaTVM7PV7l5vBk3NfD4YxcUwaxYsjgyq2r37wLFHHoEbb4QxY0JK68GDAXj33XeZNGkSn3zyCcXFxfTr1y/GhUVEUoeS6DVUfj6MGAFFRSEgRAcFCNlNd+8Ox0eMgPx8lixZwqBBgzjttNNYuXKlgoKIpAW1GBoiPz+kti4rq7+sO5SVsfeaa1jRpQv3P/IIZ511VtPXUUQkSdRiqE9xcdygMJ/Qe/4ZYADwdNSxDhUV3LpnD2cdckjz1FNEJEkUGOoza1Z4TFTDk8B1wJ+Aj4F/AMfUKGO7d4fzRUTSiAJDXUpLQ0dzjJFbNwI3AEMIN/HIyKsad1i0KKyTICKSJhQY6jJ3bszd+4ASYAfwOcJU76uA2u0KwpKaca4jIpKKFBjqsnZt7dFHwHvAp8DDhH6Flwh5xX8W6xrl5WFFNRGRNKHAUJddu2LurlpV+WqgN9Ad+CGwKN51du5Mds1ERJqMAkNdsrNj7u5KeHxkUfssZsmqE7omr04iIk1MgaEuAwdCp04xD10K/C9QCuwE7gDOi1UwKwtOPrmpaigiknQKDHWZPDnuoZ8Cg4HjCHMZTiXkFK/Fvc7riIikGgWGuvTsGXIfWe0HRe2B3wEfAu8CvwFqtS3MYOzYmIn1RERSlQJDfWbMCI+DGiMrK5wvIpJGFBjqM3gwzJ4NnTsf3HmdO4fzcurNcCsiklKSEhjMbLSZbTCzjWZ2fYzjHc3sL5Hjz5vZ0VHHZkT2bzCzUcmoT9JNm3YgOMR4rFSN2YGgMG1a89RPRCSJEg4MZtYWuAsYA5wAXGRmJ9QoNgXY6e6fIwzg+Xnk3BMIS4GeCIwGfhe5XuqZNg1WroS8PPa1b8+etjWqmZUVRjDl5YVyCgoikqaSkXb7NGCju28GMLP5wAQgeonOCcDMyPuHgd+amUX2z3f3PcAbZrYxcr1nk1Cv5MvJgQULmHnFFZz19tuc3b17mLzWtWsYkjp5sjqaRSTtJSMwHAm8E7W9BfhyvDLuXmFmu4DDI/ufq3FurVx0qWbF+vWMmDkTzjmnpasiIpJ0adP5bGZTzazEzEp2tGC20n379vHiiy8yaNCgFquDiEhTSkZg2Ar0ido+KrIvZhkzawdkA+838FwA3L3A3XPcPadHCz6uefXVV+nduzddleZCRDJUMgJDMXCsmfU3sw6EzuSFNcosBCZF3n8dWO7uHtk/MTJqqT9wLPBCEurUZIqLixk8eHBLV0NEpMkk3McQ6TO4ClgCtAXucff1ZnYTUOLuC4E/An+OdC5/QAgeRMo9ROiorgCudPd9idapKZWUlJCjuQkiksGS0fmMuy+iRtZpd78h6v1u4II4594C3JKMejSHkpISLrzwwpauhohIk0mbzudUsHfvXtatW6eOZxHJaAoMB2H9+vUcffTRdOnSpaWrIiLSZBQYDoL6F0SkNVBgOAgakSQirUFSOp8zVmkpzJ0La9fCrl1MWLWKk9q3hx07lPpCRDKWhekE6SUnJ8dLSkqa7gOKi2HWLFi8OGzv3r3/kHfqFNZ3HjMmrLWgFoSIpAkzW+3u9T4P16OkmvLzYcQIKCoKASEqKABY1b6iolAuP79Fqiki0lT0KClafj5Mnw5lZfWXdQ/lpk8P20qzLSIZQi2GKsXFtYJClxqvtsDVNc+rCg5N+WhLRKQZKTBUmTULysur7fok6vUukEWc6dvl5eF8EZEMoMAAYfTR4sXh8VAcC4CewPBYB91h0aIwWklEJM0pMEAYklqPecC3gbgrPps16DoiIqlOgQHCPIUao4+ivQWs5EDe8JjKy2HduiRXTESk+SkwAOzaVefhPwPDgP71XWfnziRVSESk5SgwAGRn13n4XuppLVTRqm4ikgEUGAAGDoROnWIeeoaw1mjM0UjRsrLg5JOTXDERkeaXUGAws25m9qSZvR75WetPZjM7xcyeNbP1ZrbWzL4RdWyumb1hZi9FXqckUp9Gmzw57qF5wFeBQ+q7hnud1xERSReJthiuB5a5+7HAssh2TWXAt939RGA08GszOyzq+I/c/ZTI66UE69M4PXuG3EdWe8zRHwh9DHUyg7FjlVhPRDJCooFhAuGPaiI/z69ZwN1fc/fXI++3AaVA6n2DzpgRHgc1wr4OHcL5IiIZINHAcIS7b4+8fxc4oq7CZnYa0AHYFLX7lsgjpjvMrGMd5041sxIzK9nRFBPJBg+G2bOhc+eDOm1fx45c3749d65aRTpmqhURqanewGBmS83s5RivCdHlPHwrxv1mNLPehKcyl7p7ZWT3DOB4YDDQDbgu3vnuXuDuOe6e06OpHtlMm3YgOMR4rFSNGXTuTNs77uB7a9cyb948Lr74Yj755JOmqZuISDOpNzC4e667nxTj9SjwXuQLv+qLvzTWNczsUOAx4Cfu/lzUtbd7sAf4E3BaMn6phEybBitXQl5eGKlU8/FSVlbYn5cXyk2bRv/+/Vm1ahVZWVkMGTKE1157rWXqLiKSBImm3V5IGOJ/W+TnozULmFkHoBC4190frnGst7tvNzMj9E+8nGB9kiMnBxYsCLmP5s4NM5p37gzzFE4+OYw+qtFqycrK4o9//CNz5sxh2LBhFBQUcP75tbpcRERSXkIruJnZ4cBDQF9C5ogL3f0DM8sBrnD375rZJYTWwPqoUye7+0tmtpzQEW3AS5Fz6n0W0+QruCXohRde4IILLuDiiy/m5ptvpl07LXshIi2voSu4aWnPJrJjxw4uuugiAB588EGarF9ERKSBtLRnC+vRowdLlizhtNNOIycnhxdeeKGlqyQi0iAKDE2obdu23Hrrrdx5552cd955FBQUaEiriKQ8BYZmcP755/PPf/6T3/zmN0yZMoXyGivFiYikEgWGZnLcccfx3HPPUV5eztChQ3njjTdaukoiIjEpMDSjLl268MADDzBp0iSGDBnC448/3tJVEhGpRYGhmZkZ1157LQ8//DBTpkzh5ptvprKysv4TRUSaiQJDCxk+fDglJSU88cQTjB8/np1a/U1EUoQCQwvq3bs3y5cv59hjjyUnJ4c1a9bEL1xaCrffDpdcAuPGhZ+33x5mZ4uIJJEmuKWI+fPnc/XVV/OrX/2Kb33rWwcOFBfDrFmweHHY3r37wLGsrLBA0JgxIe334MHNW2kRSSua4JZmJk6cyIoVK7j55pu58sor2bt3L+Tnw4gRUFQUAkJ0UAAoLw/7iopCufz8lqi6iGQYBYYUcuKJJ1JcXMy2bdv49fHHU/n//h+UlYVWQV3cQ7np0xUcRCRhCgwpJjs7m0dmzOAHW7bQpsZEuDeBsUBXoBdwFVARXaAqOGTYYzYRaV4KDCnIbruN9hUVtfZ/D+gJbCekol0J/K5mofLy0CchItJICgypprQ0dDTHeHz0BnAh0InQYhhN9VzmQDhv0SKNVhKRRlNgSDVz58Y99H1gPlAGbAUWE4JDLWZ1XkdEpC4JBQYz62ZmT5rZ65GfXeOU22dmL0VeC6P29zez581so5n9JbLaW+u2dm3t0UcRZxBaCIcCRwE5hGXvaikvD6vOiYg0QqIthuuBZe5+LLAssh1LubufEnmNj9r/c+AOd/8csBOYkmB90t+uXTF3VxJaB18F/gP8m3DDrot3Hc2kFpFGSjQwTADmRd7PI84fsLFE1nk+G6haB/qgzs9Y2dkxd38AvE0YidQROBy4FFgU7zpdYzbeRETqlWhgOMLdt0fevwscEadcJzMrMbPnzKzqy/9w4EN3rxp+swU4MsH6pL+BA6FTp1q7uwP9gXzCENUPCZF0YIxLlAOFmzaxfPlyKmKMbhIRqUu9gcHMlprZyzFeE6LLecitEW8mVr/INOyLgV+b2YCDraiZTY0El5IdmTziZvLkuIceAR4HegCfA9oDd8Qo17FDB94aMYLrrruOXr16MXnyZB599FEtECQiDZJQriQz2wCMcPftZtYbWOHun6/nnLnA34EFwA6gl7tXmNnpwEx3H1Xf52ZirqRqvvrVkOaiMf9tzCAvDxYsAOCdd96hqKiIwsJCVq9eTW5uLnl5eZx33nkcdthhSa64iKSy5sqVtBCYFHk/CXg0RkW6mlnHyPvuwFDglUgL4yng63Wd3yrNmBES5DVGVlY4P6JPnz5cffXVLF++nE2bNnHeeefx0EMP0bdvX0aOHEl+fj7btm1LUsVFJBMkGhhuA841s9eB3Mg2ZpZjZndHynwBKDGzNYRAcJu7vxI5dh3wQzPbSOhz+GOC9ckMgwfD7NnQufPBnde5czgvJ/YfBN27d+fSSy9l4cKFbNu2jcsvv5xVq1Zx0kkncfrpp3P77bfz+uuvJ+EXEJF0prTbqSw/P+Q+Ki+v+7GSWWgpzJ4N06Yd9Mfs3buXFStWUFhYSFFREYcffjh5eXnk5eVx6qmnEgaQiUi6a+ijJAWGVFdSEnIfLVoUAkB0B3Ik/0VxAAANQUlEQVTVegxjx4bHR3FaCgejsrKS559/nsLCQgoLC/n00085//zzycvLY9iwYbRt2zbhzxCRlqHAkGl27AhpLtatC5PXunaFk08Oo5h69GiSj3R31q9fvz9IbNmyhXHjxpGXl0dubi6dYgyrFZHUpcAgSffmm2/uH+G0Zs0aRo4cSV5eHmPHjiU7zsQ8EUkdCgzSpEpLS/nb3/5GYWEh//jHPxg6dCh5eXlMmDCBI46IN89RRFqSAoM0m48//pjFixdTWFjI448/zoknnri/8/qYY45p6eqJSIQCg7SIPXv2sHz5cgoLC3n00Ufp1avX/iAxcODA5I1wKi0NfS5r14bEg9nZIZ3IpZc2WZ+LSLpTYJAWt2/fPp599tn9ndfA/iBx+umnN26EU3FxGKW1eHHYjk5RXjVKa8yYMEpr8OAk/BYimUOBQVKKu7N27dr9QeK9995j/Pjx5OXlcfbZZ9OxY8f6L9JM8zpEMlVzpcQQaRAz44tf/CIzZ85kzZo1PPPMM3z+85/nlltuoVevXlx00UU89NBDfPzxx7EvUBUUysr2B4V/EfK2ZxOSChZWlXUP5aZPD+eJyEFRi0Fa3LvvvsvChQspLCxk1apVnHHGGeTl5TF+/Hh69OgRHh+NGBG+7CMqgBOAK4BrgZXAOOBF4Ljoi3fuDCtXJmXyn0i606MkSUu7du1i0aJFFBYW8sQTT/DFL36RP+7cyYCXX8ai/q2+DAwBPgaqurNHAl8Gbo6+YI1ssyKtmR4lSVrKzs7e/1jp3Xff5SeXXUbfV16pFhTicULAqL7TQzqRTF7DQyTJFBgkZXXq1ImR27bRoX37Wsc+D/QEfgF8CjxBeJxUVqskodUwd27TVVQkwygwSGpbu7b6kNSI9kAR8BjQC/glcCFwVKxrlJeHHFMi0iDtWroCInXatSvuoYGEVkKVr3Bg1aiannv8ce676iqOOeYYBgwYwIABAzjmmGPofLBrXoi0AgoMktrqSM63ljACqRL4HbAdmByn7JEnncRxxx3Hpk2bWL58OZs3b+aNN97gsMMOqxYoqt4PGDCAHj16aC0KaZUSCgxm1g34C3A08CZwobvvrFHmLKqvWX88MNHdiyLrP58JVP1ZONndX0qkTpJhBg4MI4piPE76M3A3oY9hOPAkEHOaXFYWfcaM4Zprrqm2u7Kykm3btrFp0yY2b97Mpk2beOyxx/Zv79mzZ3+wqBk0+vbtS/sYfR8ZQylHWrWEhqua2e3AB+5+m5ldD3R19+vqKN8N2Agc5e5lkcDwd3d/+GA+V8NVW5HSUujXL2ZgaLBOneDttw/6C23Xrl3VgkbVa/PmzWzbto0jjzwyZtA45phjOPTQQxtf35aklCMZraHDVRN9lDQBGBF5Pw9YQVjHOZ6vA4vdPebgEZFaevYMX0RFRXWnwYjHLKxw14i/crOzsxk0aBCDBg2qdWzv3r289dZb1YLGM888s3+7c+fOcYNG7969adMmBcd91JdypGr1wKIiWLJEKUcaI01aYom2GD5098Mi7w3YWbUdp/xy4Ffu/vfI9lzgdGAPsAy43t331Pe5ajG0MjFmPjdYC8x8dnfee++9uK2Njz76iP79+8cMGv37929Y3qhki0450lCdOys4NFSKtMSSNvPZzJYSRgTW9BNgXnQgMLOd7t41znV6E/oLP+vun0btexfoABQAm9z9pjjnTwWmAvTt2/dLb731Vj2/mmSUDPri+uSTT9i8eXPMoPHOO+/Qs2fPmEFjwIABdOvWLfkVihN4LyH8tfYfwhfAj4Hv1jxXKUfql0LJH5slJYaZbQBGuPv2yJf8Cnf/fJyy1wInuvvUOMdHANPd/bz6PlcthlYqhf4HayoVFRW88847MYPGpk2baNOmTa0ht1XvjzrqqMalMv/qV2M+qltPSE7YEXiV8Mz4MeBL0YWUcqRuKfYHTXMFhl8A70d1Pndz9x/HKfscMMPdn4ra1zsSVIwwcmm3u19f3+cqMLRiJSWhSb5oUfhSqnruDQea5GPHhiZ5hv0V6+68//77tR5RVb3/97//Td++fWMGjbhzNhrYub+BEBjuJEwkrKaRnfsZL0ZL7LfAXGAdcFHkfUxN1BJrrsBwOPAQ0Bd4izBc9QMzywGucPfvRsodDawC+rh7ZdT5y4EehDxoL0XO+aS+z1VgEHbsCJ1469bBzp3QtSucfDJMntxqv6DKy8t54403YgaNN998M+acjWHPPkvfe+6hTZzA8D3Cl1c5cCrwD6BLzUJZWfA//wM/+lET/nZpKEZL7BFCuoklhHs6N965TdQSU3ZVEdmvsrKSrVu31npENWnpUsa8/36d5+4DnuXAkMOYsze+9S24995kVzt91dMS+29gC3UEBmiSllhzDVcVkTTQpk0b+vTpQ58+fTjzzDMPHBg3Dv7+9zrPbQsMA+4D8oFrYpRZtmABV5eU0K5dO9q1a0f79u3rfd/Qcomec7Dnt2nTJvEZ78lI2liV/LEFWmIKDCKtWR0pR2qqADbFOZZz7rk8fOutVFRU8Omnn1JRUdHg93UdKy8v5+OPP270+Y05p7KyMuFgdP369ZydyKRMaNHkjwoMIq1ZnJQjpcBy4DwgC1gKPBh51ZKVRfbQoWSfcEITV7Z5VFZWJhRYPv30U0786U9h27bEK7NzZ/1lmoACg0hrNnky3Hhjrd1GeGx0BSFJYT/g18D4WNdwD9fJEG3atKFDhw506NCh8Rf585/DqKREdY05LazJpeC8fBFpNlUpR2o8U+9BSGn+IfARYXjlZbHOTyDlSEYbODB0HtdQAewmdOjvi7yviHeNrKww0q4FKDCItHYzZoQvocbIygrnS3VxWlA/Izyau43QmZ8V2RdTC7bEFBhEWrvBg8NM24NdtKhqhm6GTSRMijgtsZmEtcmjXzNjnd/CLTEFBhEJ6ReqgkN9QzXNUjYPVUpJ45aYAoOIBNOmhTQMeXnh+XjNL7WsrLA/Ly+UU1CoWxq3xDQqSUQOyMkJw1eVciQ5qoJnmiV/VEoMEZGmliLJH5USQ0QkVaRZS0yBQUSkufTokRZZaNX5LCIi1SgwiIhINQoMIiJSTUKBwcwuMLP1ZlYZWbUtXrnRZrbBzDZGlgCt2t/fzJ6P7P+LmSWQtUpERJIh0RbDy8BXCSv+xWRmbYG7gDHACcBFZlaVn/fnwB3u/jlgJzAlwfqIiEiCEgoM7v4vd99QT7HTgI3uvtnd9wLzgQkWlkg6G3g4Um4ecH4i9RERkcQ1Rx/DkcA7UdtbIvsOBz5094oa+2Mys6lmVmJmJTt27GiyyoqItHb1zmMws6VArxiHfuLujya/SrG5ewFQAGHmc3N9rohIa1NvYHD33AQ/YyvQJ2r7qMi+94HDzKxdpNVQtb9eq1ev/reZvZVgvTJZd+DfLV2JNKD71HC6Vw2T6vepX0MKNcfM52LgWDPrT/jinwhc7O5uZk8BXyf0O0wCGtQCcffUmTuegsyspCH5UFo73aeG071qmEy5T4kOV80zsy3A6cBjZrYksv+zZrYIINIauApYAvwLeMjd10cucR3wQzPbSOhz+GMi9RERkcSlZXZVqVum/NXS1HSfGk73qmEy5T5p5nNmKmjpCqQJ3aeG071qmIy4T2oxiIhINWoxiIhINQoMGcDMupnZk2b2euRn1xhlTjGzZyO5rdaa2Tdaoq4tIV6urqjjHSO5ujZGcncd3fy1bHkNuE8/NLNXIv9+lplZg4Y+ZqL67lVUua+ZmdeVSy4VKTBkhuuBZe5+LLAssl1TGfBtdz8RGA382swOa8Y6toh6cnVVmQLsjOTsuoOQw6tVaeB9ehHIcfeBhFQ2tzdvLVNDA+8VZnYIcC3wfPPWMHEKDJlhAiHXFMTJOeXur7n765H324BSoDXMB4mZq6tGmej79zBwTiSXV2tS731y96fcvSyy+RxhUmpr1JB/UwA3E/7I2N2clUsGBYbMcIS7b4+8fxc4oq7CZnYa0AHY1NQVSwHxcnXFLBOZd7OLMK+mNWnIfYo2BVjcpDVKXfXeKzMbBPRx98eas2LJojWf00RdOauiNyIzyuMONTOz3sCfgUnuXpncWkprYGaXADnAmS1dl1RkZm2AXwGTW7gqjabAkCbqylllZu+ZWW933x754i+NU+5Q4DFCAsTnmqiqqSZerq5YZbaYWTsgm5DLqzVpyH3CzHIJf4yc6e57mqluqaa+e3UIcBKwIvJEshew0MzGu3tJs9UyAXqUlBkWEnJNQZycU5HV8QqBe9394ZrHM9j+XF2RezCRcL+iRd+/rwPLvfVN8Kn3PpnZqcAfgPHuHvOPj1aiznvl7rvcvbu7H+3uRxP6Y9ImKIACQ6a4DTjXzF4HciPbmFmOmd0dKXMhcAYw2cxeirxOaZnqNp94ubrM7CYzGx8p9kfg8EjOrh8Se1RXRmvgffoF0AX4a+TfT80A2yo08F6lNc18FhGRatRiEBGRahQYRESkGgUGERGpRoFBRESqUWAQEZFqFBhERKQaBQYREalGgUFERKr5/23SfZX2pH7PAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "166\n", "{0: 'C', 1: 'C', 2: 'C', 3: 'C', 4: 'C', 5: 'C', 6: 'C', 7: 'C', 8: 'C', 9: 'S'}\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "167\n", "{0: 'C', 1: 'C', 2: 'C', 3: 'C', 4: 'C', 5: 'C', 6: 'C', 7: 'C', 8: 'C', 9: 'S', 10: 'S'}\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "168\n", "{0: 'C', 1: 'C', 2: 'C', 3: 'C', 4: 'C', 5: 'C', 6: 'C', 7: 'C', 8: 'C', 9: 'S', 10: 'S'}\n" ] }, { "data": { "image/png": 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AcAPbaOAbiRq28RpFkj1pl3dw992EX6BPA28AD7v7a2Y22czOjjX7BaGkyn+Z2ctmtiDd922VZm77T1ku7q4VSXKwUkfo5jmXUJriI8LR/9XJ1tNGaxRJdmWkz9/dF9KgDI27Xx/3fFgm3idtsdv+G3b97I49GpYBSLhxiotDd4xItiU5WNkA/J1wxNU59hgLTARuTbSADlYkgcIq7JagvDDATUAxcDPw+9jzm5Ktwz3pekQyqqwMiooaTT6IMILaLMJBy8eEMtsJh2zRwYokUVjJv75McYOa9jdAoyIwNyRaPgtlikWSauIg41HgKcK4BF8A9gfuSNRQByuSRGElf2i7ZYql8CQ5WAE4GlhK6Ov/CHgYaFTAWQcr0oTCS/71ZYpLSlq2XNRliqUw6WBFsqTwkj+Em6vqdwDNDWtotjfxV1TkJj6Req08WNlmxke6MVCaUJjJH0IiX7YMRo4MJ9UaHl0VF4fpI0eGdkr8EpXYwcqezp3Z01zb2MHKX771LQbfey/vvPNODgKUtsg8wa3j+aC8vNyXL1+emzfT3bWS5+rq6rj4yCO5pbSUftXVKZUCueuuu7jtttt47rnn6N+/f2SxS26Z2Uvu3uxPPg3jCLq7VvLegw8+yJrSUvq+8AJ89FFKByuXX345AKeccop2ANKIkr9IntuxYwcTJ07kt7/9LWbWooMV7QAkGSV/kTx3991388UvfpGhQ4e2anntACQRJX+RPLZ582amTp3K4sWL01qPdgDSkJK/SB77xS9+wZlnnklZWcLiDS2iHYDEU/IXyVNr165l5syZrFixImPr1A5A6in5i+SpG2+8kbFjx2Z8VDvtAASU/EXy0qpVq5g3bx6rVq3Kyvq1AxAlf5Go1NSE6/Wrq8PALaWloYzz2LFcc801jBs3jh49emTt7bUDKGxK/iK5VlUF06fDokXhdfzgQo8+St111/GDDh045corsx6KdgCFS8lfJJdmzYJx40JphkSlVWpr6QD8mxkdzjwzJwUFtQMoTIVb2E0k1+oT/7Ztnyb+HcD3gUOAzxDq9C8COriHduPGheWy7PLLL+eqq67ilFNOUTG4AqEjf5FcqKram/jj7AYOBpYBnycMhP1tYCXQH/buAAYPznp55iuuuALQL4BCoSN/kVyYPn3fKpwxXQhDhvYn/Gc8izA+70vxjWprw/I5cMUVV+gXQIHQkb9IttXUhJO7KZRP/xB4EzgqfqI7LFwYSo/noMS4fgEUBh35i2TbnDkpNdsFXAiMBo5oONMs5fVkgn4BtH868hfJturqfS/nTKAOuBjoBNyVqEFtbajfn0P6BdC+ZeTI38zONLNVZrbGzCYkmN/ZzB6Kzf+LmfXPxPuKtAmbNjU52wlX/HwIzAP2T9Zw48aMhpUK/QJov9I+8jezjsCvgdOB94AqM1vg7q/HNfs+sNHdv2Bmo4BbgO+k+94ibUJpaZOzK4A3gGeB4qYadu+euZhaQL8A2qdMHPkfB6xx97+5+07gQeCcBm3OAebGnj8CnGZmloH3Fsl/ZWVQVJRw1rvA3cDLwGeBrrHHfzZsWFwchmqMiH4BtD+Z6PPvC/wj7vV7wFeTtXH33Wa2CTgQ+CgD7y+S38aMgUmTEs46hNDt0yz3sJ4INfkLoIk6Rbm4QklaLq9O+JrZpcClQMbL2IpEplcvGD4c5s9P6XLPRsxgxIi8SKKNdgDr1jVZp4hJk8K/vbIy3KgmeSMTyf99wk2K9frFpiVq856Z7QeUAusbrsjdZwOzAcrLy1vxv0QkT1VWwtNPN7rDNyXFxWH5PFG/A/jNsccyZds2OuzYkbROERB2ek8/nZM6RZK6TPT5VwGHmdmhZtYJGAUsaNBmAeHyZYDzgD+6t+YQSKSNGjw4JL+SkpYtV1ISlstyaYeWumK//bhhyxY6bN/+aeJ/AziVcGT3BeCx+sY5rlMkqUk7+bv7buBy4GnC5/+wu79mZpPN7OxYs3uBA81sDXAV0OhyUJF2r6Ji7w6guesdzPYm/nw7Wo7VKdp/165PJ+0mXNVxFrCB8PP9IsLdyp+q3wEsX57DYCUZy9cD8PLycl+uL4m0R8uXh37yhQtDko+v+VNcHI6UR4wIXT15dsQPwLnnNjp/8SrwNWALUL9bO4Nw5ceU+GXNYORImDcvR8EWHjN7yd2b/eLk1QlfkYJQXh6S37p14QqZlSvDDVzdu4fLOceMyYuTuwm1oE6RE3YK+07MbZ0iSU7JXyQqPXvC+PFRR9EySeoLHQ70An4B/BR4jlCm+pREjevrFLW1f3s7o8JuIpK6JHWK9gfmA08Sbla7jTAuQb9E64igTpE0piN/EUldE3WKyghH+/X+lb2X+DUSQZ0i2ZeO/EUkdU3UKaoGtgPbgBnAWmBMssYR1SmSvZT8RSR1TdQp+h3Qh9D3vwRYDHRO1DDiOkUSKPmLSOqaqC/0C2AjsJUwCP0XkjXMgzpFouQvIi1RX6eotUV586hOUaFT8heRlqmsDF03rZFndYoKmZK/iLRMK+sU1RUX52WdokKl5C8iLdfCOkW79t+fGZ/9LLt+8IPcxCfNUvIXkdapqIBly0KtnqKixl1BxcVh+siRdPyf/+G5ww/nhhtuiCRUaUw3eYlI66VYp6gDMHfuXI455hhOPfVUTjvttIgDFyV/EUlfCnWKevXqxdy5c/nud7/LihUr6NWrV46Ck0TU7SMiOTNs2DBGjx7NmDFjqKurizqcgqbkLyI5deONN7Jx40buuOOOqEMpaOr2EZGc2n///XnggQc47rjjOPnkkxmsgd0joSN/Ecm5/v37M3PmTM4//3w2b94cdTgFSclfRCJx3nnnMWzYMCoqKsjX4WTbMyV/EYnMHXfcwSuvvMLcuXOjDqXgKPmLSGSKi4t56KGHGD9+PH/961+jDqegKPmLSKSOOuoopk6dyqhRo9ieYIhIyQ4lfxGJ3CWXXMLAgQMZr0Hdc0bJX0QiZ2bMnj2bJ554gscffzzqcApCWsnfzHqY2WIzWx3722hgTjM72sz+bGavmVm1mX0nnfcUkfapW7du/OEPf+DSSy/lH//4R9ThtHvpHvlPAJa4+2GEYTsnJGizDfiuux8FnAn8u5l1S/N9RaQdOv7447nyyiu58MIL2b17d9ThtGvpJv9zgPprtOYC32jYwN3fdPfVsef/BGoAjeEmIgldffXVdO7cmZtuuinqUNq1dJN/b3dfG3v+AdC7qcZmdhzQCXgryfxLzWy5mS1ft25dmqGJSFvUoUMH7r//fu6++26WLVsWdTjtVrPJ38yeNbNXEzzOiW/n4Ra9pLfpmVkf4HfAWHdPWM7P3We7e7m7l/fUAM8iBatPnz7cd999XHTRRaxfvz7qcNqlZgu7ufuwZPPM7EMz6+Pua2PJvSZJuwOAJ4Fr3f2FVkcrIgXjzDPPZNSoUYwdO5bHH38ca264SGmRdLt9FgCjY89HA42u0TKzTsBjwP3u/kia7yciBWTq1Kl88MEH/OpXv4o6lHYn3eR/M3C6ma0GhsVeY2blZnZPrM23gZOBMWb2cuxxdJrvKyIFoFOnTjzwwANMmTKFFStWRB1Ou2L5Wk2vvLzcly9fHnUYIpIHHnjgAW644QZeeuklunbtGnU4ec3MXnL38mbbKfmLSFvwve99j7q6OubMmRMm1NSEQeOrq2HTJigthbIyGDs2jClcoJT8RaRd+eSTTzj22GO544ILGP7yy7BoUZgRXwyuuBjcYfhwqKyEAhwlLNXkr2EcRaRN6NKlC4u/+U0OnDQJN8MSHbjW1oa/8+fD00/DjBlQUZHbQNsIFXYTkbZh1iwO/vd/pwT2SfwPAl8EugD/AjwP4eh/2zYYNw5mzYoi2ryn5C8i+a+qKiTybdv2mbwYuBq4D9gC/B9gQHyD+h2AupAbUfIXkfw3ffreLp04k4Drga8Rklnf2GMftbVhedmHkr+I5LeamnByt0Ef/x5gObAO+ALQD7gcaLSLcIeFC0H1wvah5C8i+a3+0s4GPgR2AY8Q+vlfBlYACWuBmiVdT6FS8heR/FZdve/lnDHFsb9XAH2Ag4CrgIWJ1lFbCytXZivCNknJX0Ty26ZNCSd3J3T1xJd7a7L028aNmYupHVDyF5H8VlqadNZY4FeEcsIbgTuAs5I17t5olNmCpuQvIvmtrAyKihLOug4YDAwkXOt/DHBtoobFxTBoULYibJOU/EUkv40Zk3TW/sBM4GPCUIJ3Agl3E+5NrqcQKfmLSH7r1SvU6mntYC5mMGJEQRd7S0TJX0TyX2Vl6LppjeLisLzsQ8lfRPLf4MGhSFtJScuWKykJy5U3W+Sy4Cj5i0jbUFGxdwfQTBfQHsCLi1XVswlK/iLSdlRUwLJlMHJkuAKoYVdQcTEUFfFSv3785qKLlPiboMFcRKRtWrculGxYuTLcwNW9e7icc8wY3t22ja985StUV1fTt2+jUm/tmkbyEpGCNmHCBD788EPuu+++qEPJqVSTv7p9RKRdqqysZNGiRbz88stRh5KXlPxFpF0qLS1l0qRJ/OxnPyNfeziipOQvIu3WJZdcwtq1a3niiSeiDiXvpJX8zayHmS02s9Wxv0krJ5nZAWb2npndlc57ioikar/99mPGjBmMHz+eXbt2RR1OXkn3yH8CsMTdDwOWxF4nM4UwxKaISM4MHz6cgw8+mNmzZ0cdSl5JN/mfA8yNPZ8LfCNRIzM7FugNPJPm+4mItIiZcdtttzF58mQ+/vjjqMPJG+km/97uvjb2/ANCgt+HmXUAbgPGpfleIiKtUlZWxte//nWmTZsWdSh5o9nkb2bPmtmrCR7nxLfzcDo90Sn1y4CF7v5eCu91qZktN7Pl6zTYsohk0JQpU7j33nt5++23ow4lL6R1k5eZrQKGuvtaM+sDLHX3wxu0+U/gJKAO6Ap0Ama6e1PnB3STl4hk3JQpU3j11Vd56KGHog4la3J1k9cCYHTs+Wjg8YYN3P1Cd/+8u/cndP3c31ziFxHJhp/97Gf86U9/4s9//nPUoUQu3eR/M3C6ma0GhsVeY2blZnZPusGJiGRSSUkJN910E1dddVXB3/iVVvJ39/Xufpq7H+buw9x9Q2z6cnf/QYL2c9z98nTeU0QkHRdffDE7d+7k4YcfjjqUSOkOXxEpKB06dOC2225jwoQJbN++PepwIqPkLyIFZ+jQoXz5y1/mzjvvjDqUyCj5i0hBuvXWW7n11lsp1MvKlfxFpCANHDiQCy64gBtvvDHqUCKh5C8iBWvSpEk89NBDvPHGG1GHknNK/iJSsA488EAmTJjAz3/+86hDybn9og5ARCRKl19+OTNnzmTJkiWcNmhQGBe4uho2bYLSUigrg7FjoWfPqEPNKCV/ESlonTt3ZvYll8C55+I7d2IA8ZeAPvooTJoEw4dDZSUMHhxVqBmlbh8RKWyzZnHqlCkM3bwZ275938QPUFsbps2fD0OHwqxZkYSZaUr+IlK4Zs2CceOwbdvo2GDWaqAIuKh+gjts2wbjxrWLHYCSv4gUpqqqkMi3bUs4+0dAwg6e+h1AG686rOQvIoVp+vTQpZPAg0A34LRky9bWhuXbMCV/ESk8NTWwaFHoymlgM3A9cHtTy7vDwoXQhu8OVvIXkcIzZ07SWdcB3wf6NbcOsybXk+90qaeIFJ7q6sZX9QAvA88CK1JZR20trFyZ4cByR8lfRArPpk0JJy8F3gE+H3u9FdgDvA78v0QLbNyY8dByRclfRApPaWnCyZcCo+JezyDsDJJe2Nm9eyajyin1+YtI4Skrg6KiRpNLgM/GPboSrvVPWNihuBgGDcpikNml5C8ihWfMmJSa3QD8PtlM95TXk4+U/EWk8PTqFWr1mLVueTMYMaJNF3tT8heRwlRZGbpuWqO4OCzfhin5i0hhGjwYZsyAkpKWLVdSEpYrL89OXDmiq31EpHBVVIS/48aF6/YT3PFbbw9gxcV0mDFj73JtmI78RaSwVVTAsmUwcmS4AqhhV1BxMRQV8cbAgdx0+untIvFDmkf+ZtYDeAjoT7gc9tvu3uiuBzP7PHAPcDDgwAh3fyed9xYRyZjycpg3L9TqmTMn3Lm7cWO4jn/QIBgzhn77789dAwfyzdde46ijjoo64rSSNiZMAAALBklEQVSZN/Ezp9mFzW4FNrj7zWY2Aeju7lcnaLcUmOrui82sK1Dn7onrqMaUl5f78jZeMlVE2pfbb7+dpUuXsmDBgqhDScrMXnL3Zk9IpNvtcw4wN/Z8LvCNBIEcCezn7osB3H1rc4lfRCQf/ehHP6K6uprnn38+6lDSlm7y7+3ua2PPPwB6J2gzEPjYzB41sxVm9gszazhojohI3uvcuTM33XQTP//5z0mn1yQfNJv8zexZM3s1weOc+HYetkSirbEfcBIwjjAwzgBgTJL3utTMlpvZ8nVtuE62iLRfF1xwAbW1tTz22GNRh5KWZpO/uw9z9y8leDwOfGhmfQBif2sSrOI94GV3/5u77wbmA19J8l6z3b3c3ct7tuE750Sk/erQoQO33HILlZWV7Nq1K+pwWi3dbp8FwOjY89HA4wnaVAHdzKw+m59KqJAqItImnXHGGRx88MHce++9UYfSaukm/5uB081sNTAs9hozKzezewDcfQ+hy2eJma0EDPhNmu8rIhIZM+OWW25h8uTJbN26NepwWiWtSz2zSZd6iki+O//88znyyCO57rrrog7lU7m61FNEpGBNnTqVX/7yl9TUJDrdmd+U/EVEWmnAgAFceOGF3HTTTVGH0mJK/iIiaZg4cSJ/+MMfeOutt6IOpUWU/EVE0tCzZ0+uvPJKrr322qhDaRGVdBYRSdNPf/pTDjvsMKqqqhh8yCGhOFx1NWzaFAaLLyuDsWPzauQvJX8RkTR16dKFu0aPZvuIEfjWrRjA9u17Gzz6KEyaFIaOrKwMA8lETN0+IiLpmjWLkXfeyb9+9BG2ffu+iR/CQDHbt8P8+TB0KMyaFUmY8ZT8RUTSMWsWjBuHbdtGsxUr3WHbtjByWMQ7ACV/EZHWqqoKiXzbvlXqNwAjgS7AIcAfGi5XvwOI8EZWJX8RkdaaPj106TTwI6AT8CHwn0AF8FrDRrW1YfmIKPmLiLRGTQ0sWtRo0PdPgHnAFKArcCJwNvC7hsu7w8KFYejICCj5i4i0xpw5CSe/SbiMcmDctC+T4MgfwCzperJNyV9EpDWqqxtf1QNsBQ5oMK0U2JJoHbW1YbD4CCj5i4i0xqZNCSd3BTY3mLYZ+Eyy9WzcmLmYWkDJX0SkNUpLE04eCOwGVsdNewU4Ktl6unfPaFipUvIXEWmNsjIoKmo0uQtwLnA94eTv/yUMcXhxonUUF8OgQVkMMjklfxGR1hgzJumsmUAt0As4H5hFkiN/9ybXk01K/iIirdGrV6jVY9ZoVg9gPuHI/+/ABYmWN4MRIyIr9qbkLyLSWpWVoeumNYqLw/IRUfIXEWmtwYNhxgwoKWnZciUlYbnyZofazRqVdBYRSUdFRfg7bly4br/BHb/7MAtH/DNm7F0uIjryFxFJV0UFLFsGI0eGK4AadgUVF4fpI0eGdhEnftCRv4hIZpSXw7x5oVbPnDnhzt2NG8N1/IMGhat6NJKXiEg71bMnjB8fdRTNSqvbx8x6mNliM1sd+5vwVjUzu9XMXjOzN8zsTrME10aJiEjOpNvnPwFY4u6HAUtir/dhZv8KnACUAV8CBgND0nxfERFJQ7rJ/xxgbuz5XOAbCdo4UEQY26AzsD9hjAMREYlIusm/t7uvjT3/AOjdsIG7/xl4Dlgbezzt7m8kWpmZXWpmy81s+bqIBjgQESkEzZ7wNbNngc8mmHVt/At3dzNrdIGrmX0B+CLQLzZpsZmd5O7PN2zr7rOB2QDl5eVNXCwrIiLpaDb5u/uwZPPM7EMz6+Pua82sD1CToNlI4AV33xpbZhFwPNAo+YuISG6k2+2zABgdez6aULm0ob8DQ8xsPzPbn3CyN2G3j4iI5Ea6yf9m4HQzWw0Mi73GzMrN7J5Ym0eAt4CVhDENXnH3/07zfUVEJA3mTdWhiJCZrQPejeCtDwI+iuB9U6HYWi+f48vn2CC/48vn2CCa+A5x92ZvJc7b5B8VM1vu7tGV2muCYmu9fI4vn2OD/I4vn2OD/I5Phd1ERAqQkr+ISAFS8m9sdtQBNEGxtV4+x5fPsUF+x5fPsUEex6c+fxGRAqQjfxGRAlRwyd/MvhUrL11nZknPwpvZmWa2yszWmNmEuOmHmtlfYtMfMrNOGY6v2TLZZnaKmb0c99huZt+IzZtjZm/HzTs6l7HF2u2Je/8FcdPzYdsdbWZ/jn0Hqs3sO3HzMr7tkn2P4uZ3jm2LNbFt0z9uXmVs+ioz+7d0Y2lFbFeZ2eux7bTEzA6Jm5fwM85xfGPMbF1cHD+Imzc69j1YbWajGy6bg9juiIvrTTP7OG5e1rddSty9oB6EOkOHA0uB8iRtOhJuTBtAqEb6CnBkbN7DwKjY8/8AKjIc363AhNjzCcAtzbTvAWwASmKv5wDnZWnbpRQbsDXJ9Mi3HTAQOCz2/HOEYoPdsrHtmvoexbW5DPiP2PNRwEOx50fG2ncGDo2tp2OOYzsl7ntVUR9bU59xjuMbA9yVYNkewN9if7vHnnfPZWwN2l8B/DZX2y7VR8Ed+bv7G+6+qplmxwFr3P1v7r4TeBA4x8wMOJVw1zIkL2OdjlTKZMc7D1jk7tsyHEciLY3tU/my7dz9TXdfHXv+T0I9qmyNrZfwe9REzI8Ap8W21TnAg+6+w93fBtbE1pez2Nz9ubjv1QvsLc6YC6lsu2T+DVjs7hvcfSOwGDgzwtjOBx7I4PtnRMEl/xT1Bf4R9/q92LQDgY/dfXeD6ZnUbJnsBkbR+Is1NfZT/Q4z6xxBbEUWSnO/UN8dRR5uOzM7jnDk9lbc5Exuu2Tfo4RtYttmE2FbpbJstmOL931gUdzrRJ9xJqUa3zdjn9cjZnZwC5fNdmzEusoOBf4YNznb2y4l7XIMX2uiDLW7Jyo+l1NNxRf/wj1xmey49fQBBgFPx02uJCS+ToTLzK4GJuc4tkPc/X0zGwD80cxWEpJa2jK87X4HjHb3utjktLZde2VmFwHl7DsCX6PP2N3fSryGrPlv4AF332FmPyT8gjo1xzE0ZxTwiLvviZuWD9uufSZ/b6IMdYreBw6Oe90vNm090M3M9osdpdVPz1h8llqZ7HrfBh5z911x664/8t1hZvcB43Idm7u/H/v7NzNbChwDzCNPtp2ZHQA8STgYeCFu3WltuwSSfY8StXnPzPYDSgnfs1SWzXZsmNkwwo51iLvvqJ+e5DPOZAJrNj53Xx/38h7COZ/6ZYc2WHZpLmOLMwr4UfyEHGy7lKjbJ7Eq4DALV6d0InyACzycrXmO0M8OyctYpyOVMtn1GvUlxpJefR/7N4BXcxmbmXWv7y4xs4MI4ze/ni/bLvZ5Pgbc7+6PNJiX6W2X8HvURMznAX+MbasFwKjY1UCHAocBL6YZT4tiM7NjgLuBs929Jm56ws84g7GlGl+fuJdns7dU/NPAGbE4uwNnsO+v46zHFovvCMIJ5z/HTcvFtktN1Gecc/0gDC7zHrCDMJbw07HpnwMWxrUbAbxJ2CNfGzd9AOE/4Rrgv4DOGY7vQGAJsBp4FugRm14O3BPXrj/haKNDg+X/SCif/Srwe6BrLmMD/pW95btXAt/Pp20HXATsAl6OexydrW2X6HtE6Eo6O/a8KLYt1sS2zYC4Za+NLbcKGJ6F/wvNxfZs7P9I/XZa0NxnnOP4pgOvxeJ4DjgibtnvxbbpGmBsrmOLvb4BuLnBcjnZdqk8dIeviEgBUrePiEgBUvIXESlASv4iIgVIyV9EpAAp+YuIFCAlfxGRAqTkLyJSgJT8RUQK0P8HWheoqsB30bQAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "169\n", "{0: 'C', 1: 'C', 2: 'C', 3: 'C', 4: 'C', 5: 'C', 6: 'C', 7: 'C', 8: 'C', 9: 'C', 10: 'O'}\n" ] }, { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "170\n", "{0: 'C', 1: 'C', 2: 'C', 3: 'C', 4: 'C', 5: 'C', 6: 'C', 7: 'C', 8: 'C', 9: 'C', 10: 'O'}\n" ] }, { "data": { "image/png": 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\n", 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\n", 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "173\n", "{0: 'C', 1: 'C', 2: 'C', 3: 'C', 4: 'C', 5: 'C', 6: 'C', 7: 'O'}\n" ] }, { "data": { "image/png": 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vEg9+v5sZc8UK93jv3kP7li6FOXNg/Hg3M2Zu7le7rLU8++yz/OxnP+PKK6+ksrKSo48+Os7BSzpS8heJteJityhKQ4Ob/ritg1Mkl5bCypVfzYn/8ccfc/PNN7Nt2zaWLl3KueeeG9+4Ja2pz18klg4m/vr64Im/JWuhvh5bVMTLkyczcuRIhg8fzuuvv67EL1Gnlr9IrPj9YZdBfAfIBn4EPNViu6mv56y//IV1f/oTgydNikOg4kVq+YvEyty5rVe9auNmIDfEvh7WMnjp0piEJQJK/iKxUV3tTu6G6Or5K3AcMC7oXjDWumUTa2piFaF4nJK/SCyUlITctQeYDTwYqQ5jwtYj0hlK/iKxUFnZejhnC3cBU4GTI9XR0ODWyxWJAZ3wFYmFurqgmzcB/wRe72g9tbVRCkikNSV/kVjIzAy6eQ3wv0C/wOMvgQPAZuD/BTsgKyvqoYmAun1EYmPECOjRo93mG4B3cb8ANgE3AT8AVgarw+eD7OwYBilepuQvEgsFBdggI30ygD4tbscAPYCgs/pYCwUFsYtRPE3dPiJRduDAARYsWUI/axlP+BbW3aF2GAN5eWEnexPpjKi0/I0xFxljthljthtj7gyyv7sx5pnA/leNMQOi8bwiyWbDhg2cc845PP3005z+5JN0ycg4sop8PjfJm0iMdDr5G2O6Ao8B44FhwE+MMcPaFJsK1FprTwPmA7/p7POKJJPq6mquvfZaLrvsMm677TbWrl3LoKuucpO0He4XQEaGOy4nJzbBihCdlv85wHZr7XvW2kbcxYsT2pSZACwK3H8OGGe03pykgaamJh599FHOOOMMsrKy2LJlC5MmTTq0nGJh4aEvgEgfeWMOJf7CwtgHL54WjT7/k4AdLR5/BHwzVBlrbZMxpg74OvBJy0LGmBtwAyLo168fIsns5Zdf5uabbyYrK4s1a9ZwxhlnBC9YWOjm6J87103ZYEzrOX98PndyNy/PdfWoxS9xkFQnfK21C4AFADk5ORHmvxVJjN27d3PHHXewevVq5s2bxxVXXBF54fScHFiyxM3VU1LirtytrXXj+LOz3agendyVOIpG8t8J9G3x+OTAtmBlPjLGHAVkAp9G4blF4qapqYnHHnuMe++9lylTprBlyxaOPfbYw6ukVy+YOTM2AYochmgkfz8wyBhzCi7JXwlc1abMcuAa4BXc9OUv2WCDoEWSVHl5OdOnT6d3796Ul5czdOjQRIck0imdTv6BPvzpuIsUuwJPWGvfMsbcA1RYa5cDfwT+bIzZDnyG+4IQSXq7du1i5syZlJeX88ADD/CjH/0ochePSAqISp+/tbYMKGuzbXaL+3uBy6PxXCLxsH//fh555BF+/etfc/3117N582aOOeaYRIclEjVJdcJXJBmsWbOG6dOnc9JJJ/Hyyy8zePDgRIckEnVK/iIBO3fupKioiH/961/Mnz+f/Px8dfFI2tLEbuJ5jY2N/Pa3v+XMM89k4MCBbNmyhYkTJyrxS1pTy188bfXq1UyfPp1TTjmFV155hUGDBiU6JJG4UPIXT9qxYwe33347fr+fhx56iEsuuUQtffEUdfuIpzQ2NnLfffcxatQohg4dyubNm5kwYYISv3iOWv7iGf/4xz+45ZZbOP3003n11VcZOHBgokMSSRglf0kN1dVuTpzKSrc4emamWypxypSIc+J8+OGHzJgxg02bNvG73/2OH/7wh/GJWSSJqdtHkpvfDxMnQv/+MGcOLF4ML7zg/t59N/Tr5/b7/e0O3bdvH7/61a8466yzOPPMM3nrrbeU+EUClPwleRUXw9ixUFoKe/e6W0sNDW5baakrV1z81a4VK1YwfPhw/H4/fr+f2bNn0yPIguoiXqVuH0lOxcVQVAT19ZHLWuvKFRXxyaefcl1FBW+99RYPP/ww48ePj32sIilILX9JPn5/0MQ/FugBHBO4tZt0ob6ejLvu4pITT6SqqkqJXyQMJX9JPnPntl7pqoVHgS8Dt21B9vuM4drdu9XFIxKBkr8kl+pqWLHCdeUcAWOtWyqxpibKgYmkFyV/SS4lJWF3zwKOB8YAa0IVMiZiPSJep+QvyaWysv2onoDfAO/hlou7AbgYeDdYwYYGt0auiISk5C/Jpa4u5K5vAscC3XFrgo6hzQpCLdXWRjsykbSi5C/JJTOzw0UNEPLMQFZWNKIRSVtK/pJcRoyAICN1PsctEr0XaAIWA+XARcHq8PkgOzuGQYqkPiV/SSr2mms4cOBAu+37gf8GeuFO+D4ClAKnB63EQkFB7IIUSQNK/pI0KisrueCqq/ifHj1objPFci/AD3yB+xWwAbgwWCXGQF5exMneRLxOyV8Srrq6mhtvvJELL7yQyy67jLErV9LF5zuyynw+mDUrugGKpCElf0mYxsZGHnjgAc444wwyMjLYunUr06ZN46hzz4V58yAj4/AqzMhwx+XkxCZgkTSiid0k7qy1LF++nKKiIgYPHsz69esZPLjNTD2Fhe5vUZEbtx/uil9jXIt/3rxDx4lIWEr+EldVVVXMmDGDXbt28eijj/L9738/dOHCQsjNdXP9lJW5JN9yzh+fz30p5OW5rh61+EU6TMlf4qKmpobZs2ezdOlSZs+ezY033shRR3Xg45eTA0uWuLl6Skrclbu1tW4cf3a2G9Wjk7sih03JX2KqsbGRRx55hPvuu49JkyaxdetWso7kAqxevWDmzOgHKOJRSv4SE9Zann/+eW6//XYGDx7MunXrGDJkSKLDEpEAJX+JuqqqKm677TZ27twZuV9fRBJCQz0lampqaigsLOSCCy7g0ksvpbKyUolfJEkp+UunNTY28uCDDzJs2DC6d+/Oli1buPnmmzt2QldEEkL/nXLErLW88MIL3H777QwaNEj9+iIpRMlfjkjLfv2HH36Yiy4KOr+miCQpdfvIYampqWHatGmMGzeOCRMm8MYbbyjxi6QgJX/pkMbGRubPn8+wYcPo1q0bW7duZfr06XTr1i3RoYnIEVC3j4TVtl+/vLycoUOHJjosEekkJf90Vl3tpkSorHRr42ZmupWypkzp0JQIb775Jrfddhs7duxQv75ImlHyh04nyaTj97vJ0FascI/37j20b+lSmDMHxo93k6Hl5rY7/JNPPmHOnDk8++yz3HXXXdx0003q3hFJN9baI74BPYFVwDuBv1khyh0ANgVuyztS99lnn21jbuNGa/Pzre3Rw93cHJHu5vO5bfn5rlyqePxxazMyrDWm9etpezPGlXv88a8O3bdvn33wwQft8ccfb2+99Vb76aefJvCFiMiRACpsB3JsZ1v+dwKrrbX3GWPuDDz+RZByDdbakZ18rugqLg4/V/zBqYNLS2HlytSYK/7ga6qvj1zWWleuqAgLvNi3L7fffjunnnqq+vVFvKAj3xChbsA24ITA/ROAbSHKfXm4dce05X+wdRyuZdz21qaVnHQ2bgz5mp4GOwRsBthTwZa32d/QpYu9rH9/W1ZWluhXISKdRAdb/p0d6vkNa+2uwP1/A98IUa6HMabCGLPBGHNpqMqMMTcEylXU1NR0MrQQ/P52reNj2ty6Are0PS7QSqaiIjZxddbcua0XOglYhfsp9iRu8fNy4NQ2Zb5mLX8bNYrx48fHPEwRSQ7GhlseDzDG/BPoE2TXfwGLrLXHtShba61tN1m7MeYka+1OY8ypwEvAOGvtu+GeNycnx1bEItFOnOi6ckK87i9xL7YMOK/tTmMgP98tLpJMqquhf//WJ3YDRgNTA7ewevSADz9MzRPcIvIVY8xr1tqIy9pFbPlbay+w1g4Pcvs7sNsYc0LgCU8AqkPUsTPw9z1gDTDqMF5L9FRXuxEwYb7wlgC9ge8E22mtW04wVr9KjlRJSdDNB4AKoAY4DTgZmA60/32A+2ILUY+IpJ/OdvssB64J3L8G+HvbAsaYLGNM98D944ExwOZOPu+R6UByWwT8FDChCiRRkrTW0tTUxIFNm4K2+ncD+4HngHW4oVavA/cGq6yhwS2RKCKe0NnRPvcBfzPGTAU+AH4MYIzJAW6y1l4HDAX+YIxpxn3Z3GetTUzyr6wMmiQP+gBYC/wxXB0NDbz0u9/xwJo1NDc3c+DAAZqbmzt8/0iOCXUfoEuXLvzdWn4YJFRf4O8tuLPxALfhkv+vgr222tpwr1xE0kinkr+19lNgXJDtFcB1gfv/ArI78zxRU1cXdvefgW8Dp0SoZtiJJzJt2jS6dOlCly5d6Nq162HdP5Jjgh1vTOD3ydVXw+LF7eLMwnX1tPwVE/IXDbhF0UXEE7x1hW9mZtjdf8JdqBBJnyFD+MEPfhCVkKJixAh3EjrIr5opwCPARUA3YD4E/ZWAzwfZyfEdLSKx561ZPUeMcKNagvgXsBO4PFIdyZgkCwpC7roLyAVOx/W/jcIN02rH2rD1iEh68VbyD5PcFgETgWMj1ZGMSbJ3bzdXj2nfqdMNeBz4HHchxsNAu68/YyAvT8M8RTzEW8k/TJL8A67PP6xkTpKzZrlfJUfC53PHi4hneCv5Q/omydxcN/9QRsbhHZeR4Y7LiXhNiIikEe8l/3ROkoWFh15bkF83rRhz6DUl+4R1IhJ13kv+kN5JsrAQ1q6l+dJL2Qs0tz3B7fO5k975+bB2bWq8JhGJOm8N9WypsND9Cpg7103ZYEzridF8PndyNy/PdfUkc4u/rZwcKmfPprCyklduvNFduVtb68bxZ2e7E9bJeN5CROLGu8kfXEJfssTN1VNSklZJsry8nBHjxsHMmYkORUSSkLeT/0G9eqVdkiwvLyc/Pz/RYYhIkvJmn3+as9ZSXl7Oeee1m5RaRARQ8k9LW7du5eijj6Zv376JDkVEkpSSfxoqLy/nu9/9bqLDEJEkpuSfhtTlIyKRKPmnGWsta9euVfIXkbCU/NPM+++/T3NzMwMHDkx0KCKSxJT808zB/n4T6cplEfE0Jf80oy4fEekIJf80o5O9ItIRSv5p5KOPPmLPnj0MGzYs0aGISJJT8k8j5eXlfOc731F/v4hEpOSfRtTlIyIdpeSfRpT8RaSjlPzTRHV1NR9//DFnnnlmokMRkRSgKZ1TVXW1W4OgshLq6mioq+PBPn3o+tlnKbsGgYjEj5J/qvH73epjK1a4x3v3AtAfmHzUUdCvH4wf71Yfy81NXJwiktTU7ZNKioth7FgoLXVJP5D4D+rW1OS2lZa6csXFCQlTRJKfWv6porgYioqgvj5yWWtduaIi91iLtItIG2r5pwK/P2jifxTIAboDBcGOO/gFUFER8xBFJLUo+aeCuXOhoaHd5hOB/wauDXdsQ4M7XkSkBSX/ZFdd7U7uWttu10TgUuDr4Y63FsrKoKYmRgGKSCpS8k92JSWdr8OY6NQjImlDyT/ZVVa2G9Vz2BoaoKoqOvGISFpQ8k92dXXRqae2Njr1iEhaUPJPdpmZ0aknKys69YhIWlDyT3YjRkCPHkF3NQF7gQOB297AtnZ8PsjOjlWEIpKClPyTXUFByF33Aj7gPuCpwP17gxW0Nmw9IuI9Sv7JrndvN1dPkAVa7gZsm9vdbQsZA3l5muxNRFrpVPI3xlxujHnLGNNsjMkJU+4iY8w2Y8x2Y8ydnXlOT5o1y3XdHAmfzx0vItJCZ1v+b+KuNSoPVcAY0xV4DBgPDAN+YozRIrOHIzcX5s2DjIzDOy4jwx2XE/J7WUQ8qlMTu1lrtwCR1ow9B9hurX0vUPavwARgc2ee23MOTs5WVOTG7Qe54vcrxrgW/7x5mtRNRIKKR5//ScCOFo8/CmyTw1VYCGvXQn6+GwHUtivI53Pb8/NdOSV+EQkhYsvfGPNPoE+QXf9lrf17NIMxxtwA3ADQr1+/aFadPnJyYMkSN1dPSYm7cre21o3jz852o3p0cldEIoiY/K21F3TyOXYCfVs8PjmwLdhzLQAWAOTk5ITp1xB69YKZMxMdhYikqHh0+/iBQcaYU4wxXwOuBJbH4XlFRCSEzg71zDfGfAScC7xojFkZ2H6iMaYMwFrbBEwHVgJbgL9Za9/qXNgiItIZnR3tswxYFmT7x0Bei8dlQFlnnktERKJHV/iKiHiQkr+IiAcp+YuIeJCSv4iIByn5i4h4kLHh5ohJIGPwJ0YVAAADMUlEQVRMDfBBlKo7HvgkSnWlK71Hkek9ikzvUWSxfo/6W2sjXuaftMk/mowxFdZaTW0Zht6jyPQeRab3KLJkeY/U7SMi4kFK/iIiHuSV5L8g0QGkAL1Hkek9ikzvUWRJ8R55os9fRERa80rLX0REWkjL5K+F5SMzxvQ0xqwyxrwT+JsVotwBY8ymwM0TU3FH+lwYY7obY54J7H/VGDMg/lEmTgfenwJjTE2Lz811iYgzkYwxTxhjqo0xb4bYb4wxDwfew0pjzFnxjjEtkz9aWL4j7gRWW2sHAasDj4NpsNaODNwuiV94idHBz8VUoNZaexowH/hNfKNMnMP4v3mmxedmYVyDTA4lwEVh9o8HBgVuNwDFcYiplbRM/tbaLdbabRGKfbWwvLW2ETi4sLxXTAAWBe4vAi5NYCzJpCOfi5bv3XPAOGOMiWOMieT1/5sOsdaWA5+FKTIB+JN1NgDHGWNOiE90Tlom/w7y+sLy37DW7grc/zfwjRDlehhjKowxG4wxXviC6Mjn4qsygcWK6oCvxyW6xOvo/81lge6M54wxfYPs97qE559OLeaSSPFcWD5VhXuPWj6w1lpjTKhhX/2ttTuNMacCLxljqqy170Y7VkkrzwNPW2v3GWNuxP1KOj/BMUkbKZv847mwfKoK9x4ZY3YbY06w1u4K/NysDlHHzsDf94wxa4BRQDon/458Lg6W+cgYcxSQCXwan/ASLuL7Y61t+V4sBO6PQ1ypJuH5x8vdPl5fWH45cE3g/jVAu19LxpgsY0z3wP3jgTHA5rhFmBgd+Vy0fO9+BLxkvXPBTMT3p03f9SW4tbulteXATwOjfr4F1LXoho0Pa23a3YB8XB/aPmA3sDKw/USgrEW5POBtXEv2vxIdd5zfo6/jRvm8A/wT6BnYngMsDNwfDVQBbwT+Tk103HF6b9p9LoB7gEsC93sAzwLbgY3AqYmOOcnen7nAW4HPzf8AQxIdcwLeo6eBXcD+QC6aCtwE3BTYb3Cjpt4N/G/lxDtGXeErIuJBXu72ERHxLCV/EREPUvIXEfEgJX8REQ9S8hcR8SAlfxERD1LyFxHxICV/EREP+v+QLKuWzDv4IgAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "174\n", "{0: 'C', 1: 'C', 2: 'C', 3: 'C', 4: 'C', 5: 'C', 6: 'C', 7: 'C', 8: 'C', 9: 'C', 10: 'O'}\n" ] }, { "data": { "image/png": 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Pns3mzZsBQgaMM844g5YtIw4BiZ+qXFN+f+jJglW3RRcudKPwGlEfWTwCwy5c5ogq3bxtx6nqlwEvnwIeDjh2cLVj3wn1S1R1FjALXIshlgqHVfWfGunNUEXEfWNoRG8G08g08Pdzy5Yt6dOnD3369Anarqp88cUXQS2Md999ly1btvDZZ5/Ro0ePkH0ZHTp0iF/lAhMQAm2q7fbj8qg97ip8IgEhNIrPg3jcSmqBuz10Be6DvhgYq6qbAsp0VdXPvefDgTtU9UKv83kVcJ5XdDWu83lfpN+Z8PUYrMPUNCaN6P1cXl7O1q1ba3R+b968mYyMjJABo2fPnrRoUYfvwLXchjsEnIwbvv7t6jsb+G3laG8lxSW7qogMBR7DDXZ4RlUfEJH7gBJVXSQi04FrcKPk9gGFqrrZO/ZHwH94p3pAVWfX9vuStrSndZiaxqQRv59Vld27d4cMGLt37+b0008P2QFeYw4IwIgRIWfuV3kW+AXwCScWnTpOBIYPb7AJCJMaGJLN1nw2xkTL7/fz8ccf1wgYW7ZsoW3btkEBI+/kkxlcUECz8vKw57sc11KYFq5AAx663tA6n40xJiWysrLIy8sjLy8vaLuqsmvXrqCA0fqJJ7iovDzsZNbtuNTxodYQOa4RJCC0wGCMaZJEhG7dutGtWzeuvPJKt3HcONi6NewxzwGX4NLvh9UIEhDa0p7GGFOlloSavyP84lJB0jwBoQUGY4ypEiGh5t9wwy6vjeY8aZ5Q0wKDMcZUiZBQ81lgBNC2tnM0goSaFhiMMaZKhJUD/wfXx1CrOK5AmCoWGIwxpkpVAsL65mlqJAk1LTAYY0ygqVPd7aD6aCQrEFpgMMaYQFUJCLOz63ZcI0qoaYHBGGOqq8MKhCrCYWDbpEmNIoEeWGAwxpjQCgtdQrzhw91Ipeq3l7KyIDMTGT6cvz7wAFe/+ipHqq2al64sV5IxxtSmlgSEqsqoUaPo1asXDz/8cG1nSxlLomeMMUlUWlpKXl4eL7/8co1FiRqKaAOD3Uoyxpg46NKlC48//jjjx4/HH7jmRRqywGCMMXFy7bXXMmDAAO65555UVyUmFhiMMSaOfvvb3zJ37lzee++9VFel3uISGETkKhHZIiJbReTOEPtvFZEPRGS9iLwtIj0C9h0TkbXeY1E86mOMManSqVMnZs6cSUFBAYfDLA/a0MUcGESkOfAEMAQ4BxgjIudUK7YG8KlqHjAfCOy296vqAO9xTaz1McaYVBs+fDj5+fncddddqa5KvcRjoZ5BwFZV3QYgIvOAYcAHVQVUdVlA+ZXAuDj8XmOMabAef/xx+vfvz4gRI/jWt77lNpaWumGv69e7tR9yclxG1/HjG1R+pXgEhlOBzwJe7wQuiFB+ArAk4HWmiJQAFcCDqrow1EEiMhGYCNC9e/eYKmyMMYnWsWNHioqKGD9+PBueeYasxx6DJd5HX+BEuJdegnvvdcn7pk51KTlSLKmdzyIyDvABvw7Y3MMbVzsWeExEzgh1rKrOUlWfqvo6N6DIaowx4QwbNoy7Onak+RVXwMKFLiBUnx3t97ttCxfC4MFQVJSSugaKR2DYBZwW8Lqbty2IiFwJ3AVco6rlVdtVdZf3cxvwDjAwDnUyxpjUKyqiYMMGMioq3DoNkajC4cMwZUrKg0M8AkMx0FtEeolIBjAaCBpdJCIDcetcXKOqpQHbc0Wklfe8E3AxAX0TxhiTtoqL+e2//zv5fj+tgIJqu98G+gLZwGXA9qodVcEhhdkdYg4MqloBTAbeAD4EXlTVTSJyn4hUjTL6NdAG+GO1YalnAyUisg5YhutjsMBgjEl/06dzytGj3A38qNquL3DLhN4P7MPdX78usIDfD9OnJ6WaoViuJGOMibfSUujR43h/wt24UTlzvN2zvOd/817/E+iEG9fft+ocmZmwY0dcRytZriRjjEmVOXMi7t4EnBvwujVwhrf9OJFaz5MoFhiMMSbe1q+vOfoowCEgp9q2HOBg4Aa/36X5TgELDMYYE29lZRF3twEOVNt2AGhbveD+/fGrUx1YYDDGmHjLqd4eCNYPWBfw+p/AJ972ILm5ca1WtCwwGGNMvOXlQWYmFcAR4Jj3OIJL8TAc2Ags8LbdB+QR0PEMbunQ/v2TWevjLDAYY0y8FRQA8EsgC3gQ+L33/JdAZ1xQuAvIBd4H5lU/h+rx8yRbPHIlGWOMCbCvRQv+3qUL9+zYwbQwZa4ENoc7gQgMHZqyxHrWYjDGmDhasGAB3/jGN3jnootolpVVv5NkZbmEeiliLQZjjImD3bt3M3nyZDZt2sQf//hHLr74YpfzaMoUl+YiWtnZMGMG+Gqdh5Yw1mIwxpgYqCrPPvss5557Ln369GHNmjUuKAAUFroP+exsd3soEpETQaGwMPEVj8BaDMYYU0/bt2/n3/7t39izZw9/+tOfGDgwRHLowkK3xsL06bB4sQsAfv+J/VlZrqN56FB3+yiFLYUqFhiMMaaOKisrKSoqYtq0adx6661MmTKFli1bhj/A54MFC2DvXpfmYsMGN3ktN9cNSS0oaHQruBljTJOxZcsWbrrpJlSVd999l759+9Z+UJXOneH22xNXuTixPgZjjIlCRUUFDz74IBdffDGjRo1i+fLldQsKacRaDMYYU4u1a9cyYcIEOnbsSElJCT179kx1lRIqLi0GEblKRLaIyFYRuTPE/lYi8oK3/30R6Rmwb6q3fYuIfC8e9THGmHgoLy/n7rvv5rvf/S4/+clPeOONNxp9UIA4tBhEpDnwBPAd3FoUxSKyqNpKbBOA/ap6poiMBh4CrhORc3BLgfYDTgGWishZqnos1noZY0wsVqxYwYQJE+jbty/r1q2ja9euqa5S0sSjxTAI2Kqq21T1a1zKj2HVygwDnvWezweuEBHxts9T1XJV/Tuw1TufMcakxD//+U9++tOf8i//8i/cd999LFiwoEkFBYhPYDgV+Czg9U5vW8gy3hrRZUDHKI81xpikWLp0Kf3792f//v1s2LCBkSNHIrVNTGuE0qbzWUQmAhMBunfvnuLaGGMak6+++orbbruNpUuX8uSTTzJkyJBUVyml4hEYdgGnBbzu5m0LVWaniLTArWL3ZZTHAqCqs3BraOPz+TQO9TbGNCalpW7y2Pr1bgW1nBy3LsL48REnj73yyitMmjSJYcOGsXHjRtq2rbGOWpMTj8BQDPQWkV64D/XRwNhqZRYBNwIrgJHAn1VVRWQR8AcReRTX+dwb+L841MkY01QUF7t0E0uWuNeBay2/9BLcey8MGeLSTeTnH99VWlrKLbfcwurVq/nDH/7At7/97SRXvOGKuY/B6zOYDLwBfAi8qKqbROQ+EbnGK/Y00FFEtgK3And6x24CXgQ+AP4ETLIRScaYqBUVweDBsHChCwiBQQFcTqIjR9z+wYOhqAhVZe7cueTl5dGjRw/WrVtnQaEaUU2/uzI+n09LSkpSXQ1jTCrVI6V1ZVYWRaefzqzmzXn66afxNYCEdckkIqtUtdZ/tKXEMMakn+LisEFhHnA20Bo4A3g3YF8zv59//egjSp58sskFhbqwwGCMST/Tpwenrva8BdwBzAYOAsuB06uVyaiooOWMGQmvYjqzwGCMSS+lpa6jOcRt8HuB/wQuxH24nUqIiVGqbl2EvXsTXdO0ZYHBGJNe5swJufkYUALsBc7EjX2fDNRsV+AWywlzHmOBwRiTbtavrzn6CNgDHMXl3HkXWAusAX4Z6hx+v1ssx4RkgcEYk17KykJuzvJ+/gToCnTCjY1fHO48+/fHu2aNhgUGY0x6yckJuTkXd/soMLNRxCxHubnxq1MjY4HBGJNe8vIgMzPkrvHA40ApsB/4DfD9UAWzstxayyYkCwzGmPRSUBB21z1APnAWbi7DQOCuUAVVI56nqbPAYIxJL126UPGd71AZYldLYCbwFbAb+G+gRttCBIYOjZhYr6mzwGCMSSuffPIJ4zZt4mjz5vU7QVaWS6hnwrLAYIxJG2+99Rbf/OY3+datt5Lx+OOQnV23E2Rnw4wZYOkwIkqbhXqMMU2XqvLII4/wyCOP8OKLL3LppZee2DllipuXECkhqIhrKcyYAYWFia9wmrPAYIxp0Px+P//6r//KBx98wMqVK+nRo8eJnYWFbo2F6dNdmguR4BxKWVkuYAwd6m4fWUshKhYYjDEN1o4dOxg+fDh9+vThr3/9K9mhbh35fLBggct9NGeOm9G8f7+bp9C/vxt9ZB3NdRJTYBCRDsALQE/gU2CUqu6vVmYAUAS0w6UzeUBVX/D2zQEuBaqmMhao6tpY6mSMaRyWL1/Oddddx2233cZtt92GSMTpau7D//bbk1O5Ri7Wzuc7gbdVtTfwtve6usPADaraD7gKeExE2gfsv11VB3gPCwrGNHGqyhNPPMG1117LnDlzmDJlSu1BwcRVrLeShgGDvefPAu/g0qEfp6ofBTz/h4iUAp1xQ42NMea48vJyJk2axMqVK3nvvfc488wzU12lJinWFsNJqvq593w3cFKkwiIyCMgAPgnY/ICIrBeR34hIqxjrY4xJU//4xz8YPHgw+/btY8WKFRYUUqjWwCAiS0VkY4jHsMBy6haPDjteTES6As8B41W1atLiVKAvbhZ7B6q1NqodP1FESkSkZK8tsGFMo7Jy5UoGDRrE0KFDmT9/Pm3btk11lZq0Wm8lqeqV4faJyB4R6aqqn3sf/KVhyrUDXgfuUtWVAeeuam2Ui8hsYEqEeswCZgH4fL4IA5aNMenkmWee4Y477uDpp5/mmmuuSXV1DLH3MSwCbgQe9H6+Ur2AiGQALwO/U9X51fZVBRUBfgBsjLE+xpg0cfToUW699VbefPNNli9fztlnn53qKhlPrIHhQeBFEZkAbAdGAYiID7hZVW/ytn0b6CgiBd5xVcNS54pIZ1za9LXAzTHWxxiTBvbu3cu1115L69atef/992nfvn3tB5mkEY00jbyB8vl8WlJSkupqGGPqYfXq1QwfPpwf/vCH3H///TSvbzI8U2ciskpVa53+bTOfjTFJ8/zzz3PLLbfwxBNPMGrUqFRXx4RhgcEYk3DHjh1j6tSpzJ8/n6VLl3LuueemukomAgsMxpiE2rdvH2PGjKGiooLi4mI6duyY6iqZWth6DMaYhNm4cSODBg3inHPO4Y033rCgkCasxWCMiV5pqctgun49lJVBTg7k5cH48TUymL788stMnDiRRx55hBtuuCE19TX1YoHBGFO74mK35sGSJe71kSMn9r30Etx7LwwZAlOnUnn++fziF79g9uzZLFmyBJ+tgZB2LDAYYyIrKoq8SlrVwjgLF6J/+hNPnnkmb7drR3FxMSedFDF9mmmgrI/BGBNeVVA4fDgoKHwMZALjAsuqIn4/Ez78kHdGj7agkMYsMBhjQisuPhEUqpmEy3wZSquKClrccQfYJNS0ZYHBGBPa9OnB6yd75gHtgSsiHev3u+NNWrLAYIypqbTUdTRX61M4APwn8Ghtx6vC4sVuHWaTdiwwGGNqmjMn5OZ7gAlAt2jOIRL2PKZhs1FJxpia1q8PHpKKS3+8FFgT7Tn8ftiwIc4VM8lggcEYU1NZWY1N7wCfAt2914eAY8AHwOpw59m/P+5VM4lngcEYU1NOTo1NE4HRAa9n4AJFUaTz5ObGs1YmSayPwRhTU14eZGYGbcoGTg54tMHNZehc42BPVhb075/ASppEiSkwiEgHEXlLRD72fob8eiAix0RkrfdYFLC9l4i8LyJbReQFbxlQY0yqFRRQ2yJe04DfRyqgCgUF8auTSZpYWwx3Am+ram/gbe91KH5VHeA9Alf7fgj4jaqeCezHDXgwxqTYnzdu5E8iVNb3BCIwdGiNxHomPcQaGIYBz3rPnwV+EO2BIiLA5cD8+hxvjIm/o0ePMnXqVK6//npyH36YZtnZ9TtRVhZMnRrfypmkibXz+SRV/dx7vhsIlxwlU0RKgArgQVVdCHQEvlLVCq/MTuDUcL9IRCbi+r/o3r17uGLGmHr65JNPGDt2LJ06dWLNmjV06dIFWrQImxYjrOxsmDEDLKtq2qq1xSAiS0VkY4jHsMBy6m5Ihrsp2cNbgHos8JiInFHXiqrqLFX1qapp2zXOAAAQjklEQVSvszVPjYmr3//+91x44YWMHTuW1157zQUFgMJC9yGfne1uD0UiciIoFBYmvtImYWptMajqleH2icgeEemqqp+LSFegNMw5dnk/t4nIO8BAYAHQXkRaeK2GbsCuevwbjDH1dODAASZNmkRJSQlvvfUWAwYMqFmosBDy813uo8WLXQAIzKGUleU6mocOdbePrKWQ9mK9lbQIuBF40Pv5SvUC3kilw6paLiKdgIuBh1VVRWQZMBKXlyvk8caYxHj//fcZO3YsV1xxBSUlJbRu3Tp8YZ8PFixwuY/mzHEzmvfvd/MU+vd3o4+sJd9oSG1D0iIeLNIReBE3GXI7MEpV94mID7hZVW8SkW8C/wNU4m5dPaaqT3vHn44LCh1wM+3HqWp5bb/X5/NpiaX0NaZeKisrefjhh3n00UeZOXMmI0eOTHWVTJKIyCrvtn5EMbUYVPVLQmTfVdUS4Cbv+d+AkLNcVHUbMCiWOhhjordr1y5uuOEGjh49SklJiQ3kMCHZzGdjmohFixZx/vnnc+mll7Js2TILCiYsy5VkTCPn9/u5/fbbee2111iwYAEXX3xxqqtkGjhrMRjTiG3cuJFBgwaxd+9e1q5da0HBRMUCgzGNkKoyc+ZMBg8ezM9+9jPmzZtH+/btU10tkybsVpIxjcyXX37JhAkT2LFjB++99x59+vRJdZVMmrEWgzGNyLJlyxgwYABnnnkmK1assKBg6sVaDMY0AkePHmXatGnMnj2b2bNn873vfS/VVTJpzAKDMWlu27ZtjB07ltzcXNasWcNJJ4XLZWlMdOxWkjFpbO7cuVxwwQWMHj2a119/3YKCiQtrMRiTaqWlLv/Q+vVQVubWW87Lg/Hjw+YfOnjwIJMmTeL//u//ePPNNxk4cGBy62waNQsMxqRKcbHLWLpkiXt95MiJfS+9BPfeC0OGuIyl+fkBhxUzZswYLrvsMlatWhU5+Z0x9WC3koxJhaIiGDwYFi50ASEwKIBLa33kiNs/eDAUFVFZWclDDz3E1VdfzfTp0/nf//1fCwomIazFYEyyFRVFvyqaKhw+TOVtt/Hf//VfvNqpE8XFxfTo0SPx9TRNlrUYjEmm4uKQQeFTYCiQC5wMTMatg1ulmd/Pj7dt450ZMywomISzwGBMMk2fHrz6mefHQBfgc2At8BdgZrUyGRUVtPj1rxNeRWNiCgwi0kFE3hKRj72fuSHKXCYiawMeR0TkB96+OSLy94B9IdYVNKaRKC11Hc0hFsf6OzAKyMS1GK4CNlUvpOqW1ty7N9E1NU1crC2GO4G3VbU38Lb3OoiqLlPVAao6ALgcOAy8GVDk9qr9qro2xvoY03DNmRN2109xSxkexi18vgQXHGoQiXgeY+Ih1sAwDHjWe/4s8INayo8ElqhqFL1uxjQy69fXHH3k+TauhdAO6Ab4CPPH5Pe79ZaNSaBYA8NJqvq593w3UNu0y9HA89W2PSAi60XkNyLSKsb6GNNwlZWF3FyJax2MAP4JfAHsB+4Id579+xNQOWNOqDUwiMhSEdkY4jEssJyqKlDz5umJ83TFrf38RsDmqUBfIB/oQIS/BRGZKCIlIlKy1+6xmjSye/duXn31VdZt3x5y/z5gB24kUiugIzAeWBzuhLk1uvKMiata5zGo6pXh9onIHhHpqqqfex/8pRFONQp4WVWPBpy7qrVRLiKzgSkR6jELmAXg8/nCBiBjUunLL79k1apVFBcXU1JSQnFxMX6/n/z8fH7auTP9MjJo8fXXQcd0AnoBRbg/gEO4+7J5oX5BVhb075/gf4Vp6mKd4LYIuBF40Pv5SoSyY3AthOMCgorgbqlujLE+xiTNwYMHWbVq1fEAUFJSwhdffMF5551Hfn4+Y8aM4dFHH6Vnz56IiBuVFGYOwku4DuiHgOa4URq/CVVQFQoKEvQvMsYRDTF0LuqDRToCLwLdge3AKFXdJyI+4GZVvckr1xN4DzhNVSsDjv8z0BkQ3PDtm1X1UG2/1+fzaUlJSb3rbUxd+f1+1q5dGxQEduzYwbnnnovP5yM/Px+fz8dZZ51Fs2YR7tCOGOHSXNTn704Ehg+HBQvq/w8xTZqIrFJVX63lYgkMqWKBwSTS119/zcaNG4NuB3388cecffbZQUGgX79+tGhRx0Z3cbHLfRRNOoxqNCsLWb4cfLX+XRsTUrSBwXIlmeSoR2rpZDh27BibN2+muLj4eCDYuHEjp59++vEAMHHiRPr3709mZmbsvzA/H2bMiD5Xkufrli25PzubcW3bYot1mkSzwGASq56ppRNBVdm6dWvQ7aA1a9bQtWtX8vPzj/cLDBw4MLFZSwsL3c8pU9y8hEitdhHIyiJjxgx6ZmRw6aWXMn/+fC655JLE1c80eXYrySROVRbRKD/8mDHjxIdmjFSVzz77LOh20KpVq8jJyQm6HXT++efTvn37uPzOOispcUFz8WJ3DQJzKGVluWs2dKgLmt7tozfffJNx48bx+OOPc91116Wm3iZtWR+DSa26pJaukp1d7+CwZ8+eoCBQUlJCs2bNjgeA/Px8zj//fLp06VLncyfc3r3uNtuGDW7yWm6uG5JaUBDyNtu6dev4/ve/z+TJk/n5z3/uRjwZEwULDCZ1wnSw/haYA2zAjV2eE+rY7Gz4y18idrDu27evxlyBw4cP4/P5jgeB/Px8TjnllEb7oblz506uvvpqvvnNb/L444/XvRPcNEkWGEzqhBmS+RJuqv0bgJ8wgaHakMyDBw+yevXqoJZAaWnp8bkCVYGgV69ejTYIhHPgwAFGjhxJRkYG8+bNo02bNqmukmngLDCY1KiaxBUmWRzA3cBOwgQGoKJFC346YgTLNm7k008/JS8vLygI9OnTJ/JcgSbk6NGj3Hzzzaxdu5bXXnuNrl27prpKpgGz4aomNeKQErpSlesrK7lp7lz69etHy5YtY69XI9WyZUueeuopHnjgAS666CJef/11+vXrl+pqmTRngcHEV4TU0tHKOHaMC7KyYICt2xQNEeHuu++mZ8+eXH755cybN4/LLrss1dUyacza4ya+wqSWrjNLLV1n48aNY968eYwePZrnnnsu1dUxacxaDCa+cnLicx5LLV0vl112GcuWLePqq6/m008/5e67767ZKd9AZ6GbhsNaDCa+8vIgTOqICuAIcMx7HPG21WCppWNyzjnnsGLFCl555RUmTJjA0aNepvviYjdirEcPN+N87lx47TX3c9o06N7d7S8uTmn9TerZqCQTXxFGJU0DflFt273e9iCZmbBjh317jdGhQ4cYM2YM5eXlvDJkCFl3352SWeim4Yh2VJK1GEx8denich+FmFMwDbfEX+BjWvVCIi4NhAWFmLVp04aXX36Z8UeOwG23uQmHtX0RVHXlpkxxs9dNk2SBwcTf1KnuW2d9ZGW5401ctFizhtGrVpFVLSDsA4YDrYEewB+qH1gVHKxl3iTFFBhE5FoR2SQild7iPOHKXSUiW0Rkq4jcGbC9l4i8721/QUQyYqmPaSCqUktnZ9ftuKpcSbbeQPxMn44EJufzTAIygD3AXKAQ2FS9kN/vkvyZJifWFsNGYASwPFwBEWkOPAEMAc4BxojIOd7uh4DfqOqZwH5gQoz1MQ1FYeGJ4FBbqgqRmBLomTBKS12682qthX8CC4D7gTbAJcA1QI0Brqou8+vevUmorGlIYgoMqvqhqm6ppdggYKuqblPVr4F5wDBvnefLgfleuWdx6z6bxqKw0CXEGz7cdShXv72UleW2Dx/uyllQiK8ws9A/wo1TPytg27mEaDGAC9pxmM1u0ksy5jGcCnwW8HoncAHQEfhKVSsCtp+ahPqYZPL5XEK8OqaWNnEQZhb6IaBdtW05wMFQ5/D73f+ZaVJqDQwishQ4OcSuu1T1lfhXKWw9JgITAbp3756sX2vipXNnuP32VNeiaQkzC70NcKDatgNA23DnsVnoTU6tgUFVr4zxd+wCTgt43c3b9iXQXkRaeK2Gqu3h6jELmAVuHkOMdTKm8QszC/0s3MTCj4He3rZ1QNjUezYLvclJxnDVYqC3NwIpAxgNLFI3s24ZMNIrdyOQtBaIMY1emFnorXEjRv4T1xH9Hu4P7/pQ57BZ6E1SrMNVh4vITuAi4HURecPbfoqILAbwWgOTceuzfAi8qKpV/Vx3ALeKyFZcn8PTsdTHGBOgoCDsrpm4xZK64FbTKyJMi0E14nlM42QpMYxpzMKspheVaqvpmfRnKTGMMTYL3dSLBQZjGjObhW7qwdZjMKaxq5o4OGWKZVc1UbEWgzFNgc1CN3VgLQZjmgqbhW6iZIHBmKbGZqGbWtitJGOMMUEsMBhjjAligcEYY0wQCwzGGGOCWGAwxhgTxAKDMcaYIBYYjDHGBLHAYIwxJkhapt0Wkb3A9lTXI446AV+kuhINgF0HuwZV7Do48b4OPVS11untaRkYGhsRKYkmR3pjZ9fBrkEVuw5Oqq6D3UoyxhgTxAKDMcaYIBYYGoZZqa5AA2HXwa5BFbsOTkqug/UxGGOMCWItBmOMMUEsMKSAiHQQkbdE5GPvZ26Esu1EZKeI/DaZdUyGaK6DiAwQkRUisklE1ovIdamoa7yJyFUiskVEtorInSH2txKRF7z974tIz+TXMvGiuA63isgH3v/92yLSIxX1TLTarkNAuX8RERWRhI5UssCQGncCb6tqb+Bt73U49wPLk1Kr5IvmOhwGblDVfsBVwGMi0j6JdYw7EWkOPAEMAc4BxojIOdWKTQD2q+qZwG+Ah5Jby8SL8jqsAXyqmgfMBx5Obi0TL8rrgIi0Bf4deD/RdbLAkBrDgGe9588CPwhVSETOB04C3kxSvZKt1uugqh+p6sfe838ApUC6rz85CNiqqttU9WtgHu5aBAq8NvOBK0REkljHZKj1OqjqMlU97L1cCXRLch2TIZr3A7gviQ8BRxJdIQsMqXGSqn7uPd+N+/APIiLNgEeAKcmsWJLVeh0CicggIAP4JNEVS7BTgc8CXu/0toUso6oVQBnQMSm1S55orkOgCcCShNYoNWq9DiJyHnCaqr6ejArZms8JIiJLgZND7Lor8IWqqoiEGhr2Y2Cxqu5M5y+KcbgOVefpCjwH3KiqlfGtpWnoRGQc4AMuTXVdks37kvgoUJCs32mBIUFU9cpw+0Rkj4h0VdXPvQ+80hDFLgK+JSI/BtoAGSJySFUj9Uc0OHG4DohIO+B14C5VXZmgqibTLuC0gNfdvG2hyuwUkRZADvBlcqqXNNFcB0TkStwXiUtVtTxJdUum2q5DW+AbwDvel8STgUUico2qliSiQnYrKTUWATd6z28EXqleQFV/qKrdVbUn7nbS79ItKESh1usgIhnAy7h///wk1i2RioHeItLL+/eNxl2LQIHXZiTwZ218k45qvQ4iMhD4H+AaVQ35xaERiHgdVLVMVTupak/v82Al7nokJCiABYZUeRD4joh8DFzpvUZEfCLyVEprllzRXIdRwLeBAhFZ6z0GpKa68eH1GUwG3gA+BF5U1U0icp+IXOMVexroKCJbgVuJPHItLUV5HX6NazH/0fu/rx5A016U1yGpbOazMcaYINZiMMYYE8QCgzHGmCAWGIwxxgSxwGCMMSaIBQZjjDFBLDAYY4wJYoHBGGNMEAsMxhhjgvx/+5MmArvrqJUAAAAASUVORK5CYII=\n", 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2TfwQJn5vboYlS0K5mpo4ohQROSBRJP9RwIak9xsT6zK5FFgewXmzp6YG5s6F7dvD3X173EO5uXP1BSAi3UZOH/ia2flAOXBbhu2zzazOzOoaGhpyGdpetbV7E3/CQSlLb+BLqfu1fgHEXVUlItIJUST/TcCYpPejE+v2YWanAtcAZ7l72vkR3f0udy939/LSuB6kzp8fqnSSvJe0bAGKgX9Jt29TU9hfRCTPRZH8a4HxZjbOzPoBM4GlyQXM7OPAnYTEn79jJdTXw/Ll7Vb1LAaGA59Mt9Edli2DuP5qERHppC4nf3dvAeYAjwKvAr9w97VmdoOZnZUodhuhxuSXZvaimS3NcLh4LVzYYZF7gQsBy1TArFPHERGJUyTt/N19GbAsZd21Sa9PjeI8Wbd6dWjBk8GfgRXAj9s7RlMTrFkTcWAiItFSD99kjY3tbr4P+AQwrqPjbNsWUUAiItmh5J9s8OB2N/8UuKgzxxkyJIpoRESyRsk/WVkZFBWl3fR7QhOmtK18khUXw8SJEQcmIhItJf9kVVUZN90LzAAGdnQM93aPIyKSD5T8kw0fHsbqsbZtee4k1Pm3ywymTdNgbyKS95T8U82bF6puDkRxcdhfRCTPKfmnqqiABQugpGT/9ispCfuVdziYnohI7CJp59/jVFeHn3Pnhnb77fT43QVYcTG9FizYu5+ISJ7TnX8m1dWwYgVUVoYWQKlVQcXFUFTE6xMm8KWJE/HLLosnThGRA6A7//aUl8PixWGsnoULQ8/dbdtCO/6JE6Gqin84+GCeO+EEfvKTn3DppZfGHbGISKd0eSavbMmLmbw6afXq1Zxyyim88MILjB6d//PUiEjPlcuZvApeWVkZc+bM4Ytf/CL5+mUqIpJMyT8i8+bNY+PGjdx///1xhyIi0iEl/4j069ePe+65h6997Wts3rw57nBERNql5B+hY489li984Qtcfvnlqv4Rkbym5B+xa6+9lnXr1vHggw/GHYqISEZK/hHr378/99xzD1dccQX19fk7Y6WIFDYl/yyYNGkSF154IXPmzIk7FBGRtCJJ/mZ2upm9ZmbrzezqNNv7m9mDie0rzWxsFOfNZ//2b//GSy+9xOLFi+MORUSkjS4nfzPrDdwOTAUmAOeZ2YSUYpcC29z9Q8B3gFu6et58V1xczD333MOcOXN4++234w5HRGQfUdz5TwLWu/ub7v4BsAiYnlJmOmE+FICHgFPM0gya38OcdNJJzJw5k6985StxhyIiso8okv8oYEPS+42JdWnLuHsL0AgMTT2Qmc02szozq2toaIggtPh961vfYuXKlSxdujTuUERE9sirB77ufpe7l7t7eWkPmQ2rpKSEH//4x1RXV7Nt27a4wxERAaJJ/puAMUnvRyfWpS1jZn2AwcBfIzh3t/CpT32KyspKvvrVr8YdiogIEE3yrwXGm9k4M+sHzARS6ziWAhclXp8NPOkF1gX25ptvZsWKFSxfvjzuUEREuj6ev7u3mNkc4FGgN/ATd19rZjcAde6+FPgxcJ+ZrQfeIXxBFJSDDjqIu+++m6qqKl5++WUGDx4M9fVhnoDVq6GxEQYPhrIyuPhiTQIvIlml8fxzbPbs2RzR0MA1ZtD6V0Bz894CxcVh2sipU8Nk8BUV8QQqIt1SZ8fz10xeOfbdo4+Gu+9mN9Ar3RdvU1P4uWQJPPpomBRecwOLSMSU/HOppoaSb36z3Qnh93CH7dvDJPKgLwARiVReNfXs0WprQyLfvn2f1a8CUwjNnz4E/Ffqfq1fAD2wCkxE4qPknyvz5++t0kloIXR9PoPwFPwu4HxgXeq+TU1hfxGRiCj550J9fXi4m1Ld87/AW8BXCc2kpgAnA/el7u8Oy5ZBD+n1LCLxU/LPhYULO13UgZfTbTDbr+OIiLRHyT8XVq/etzlnwoeB4cBtwE7gf4AVwPY2JQlVP2vWZDFIESkkSv650NiYdnVfYAnwG+Aw4NvAOYTxMdLS2EAiEhE19cyFwYMzbioj3O23Oom942C0MWRIdDGJSHZ0k577Sv65UFYGixenrfpZDRwF7AbuADYDVemOUVwMEydmMUgR6ZLa2tAqL13P/Ycfhuuuy6ue+6r2yYWqqoyb7gNGEOr+nwAeA/qnK+je7nFEJEY1NTB5cuiZ39zc9kavqSmsW7IklKupiSPKfSj558Lw4eEbP83kZbcB24D3gOWEjl6p3AymTcurPxlFJKGmZm8Hzo567yf33I/5C0DJP1fmzQtVNwegGVh/zjnRxiMiXZeh5/47QCUwADgC+FnqfnnQc1/JP1cqKsIgbSUl+7dfSQkvXXABJ86Zw333ten+JSJxStNzH+BfgX7AVuABoBpYm1oo5p77Sv65VF299wugo/nrzUK5BQs44d57efLJJ7npppuYPXs2zWkeHItIjmXouf8+sBi4ETgI+ARwFvnXc1/JP9eqq2HFCqishKKitlVBxcVhfWVlKJcYzXPixInU1dXR2NjISSedxBtvvBFD8CKyR4Ye9+sIzSiPSlr3MdLc+UOsPffV1DMO5eWh6WdDQ/iHX7MmdOAaMiQ056yqSvtwd+DAgSxatIjbb7+dE088kbvuuovPfvazOQ9fRMjYc/89YFDKusHA39MdI8ae+11K/mZ2CPAgMBb4E3COu29LKXMMUEO4HruAb7n7g105b49RWgpXXbVfu5gZc+bMoaKignPPPZdnn32Wf//3f6dv375ZClJE0srQc/8g4N2Ude8CAzMdJ6ae+12t9rkaeMLdxxOaqV+dpsx24EJ3/whwOvBdMzu4i+cteMcffzyrVq1i7dq1TJkyhU2bNsUdkkhhydBz/yjCcO2vJ617CfhIpuPE1HO/q8l/OnBv4vW9QJs6CHdf5+6vJ16/BdQDarAegaFDh/LrX/+a008/nYqKCh5//PG4QxIpHGVl4flcigHADOBawsPfZ4FfARekO0aMPfe7mvwPdffNiddbgEPbK2xmkwgtoPS0MiK9evXimmuu4f777+fCCy/kxhtvZPfu3XGHJdLzVVWRqUvXHUAToef+eYR677R3/jH23O8w+ZvZ42b2cpplenI5d3fIeC0wsxGE1k4Xu3va7GRms82szszqGjRxyX6ZMmUKdXV1PPbYY0ybNo2333477pBEerQ3/v53fj9oELvSbDuEMGLv+8BfgM+lO0DMPfc7TP7ufqq7fzTN8itgayKptyb3+nTHMLNBhJGLr3H359o5113uXu7u5aUaymC/jRw5kieffJKPfexjHHfccTz3XMZLLSIHaMeOHdx4440cf/zxvHnuufTa346brYqLQ8//mHS12mcpe0cgvohQtbUPM+tHmJf8p+7+UBfPJx3o06cPt9xyCz/4wQ8466yz+N73vod3NN6IiHRK681VXV0dq1at4oLvfx87wJ77LFgQmn3Hxd0PeAGGElr5vA48DhySWF8O3J14fT5hoqoXk5ZjOjr2cccd59I1b7zxhh977LF+9tlne2NjY9zhiHRbW7Zs8fPPP98PP/xwX7JkSdsCd9zhXlLibuYeavLTL2ah3B13ZC1WoM47kb+7dOfv7n9191PcfbyH6qF3Euvr3P3zidf3u3tfdz8maXmxK+eVzjnyyCN59tlnGTZsGOXl5axevTpz4fp6uPVWOP98OPPM8PPWWzVpvBS03bt3c+eddzJx4kRGjBjB2rVrmT59etuCB9hzP07meVolUF5e7nUxjnjX0zzwwANcccUV3HbbbVQlty5obwKK4uJwv5JHE1CI7JcuzKr14osvUl1dTa9evaipqaGsrKxz59zPnvtRM7NV7t5xfVJn/jyIY1G1T/TWrl3rRx99tF9yySW+ffv2vPpTVSRSf/yje2Wle1FRWJI/z8XFYV1lZSiX4t133/WvfvWrXlpa6v/5n//pu3btiuEXOHDkotpHupcJEyZQW1tLU1MT3x4/nt1XXtntJqAQ6dABzqrl7jz88MNMmDCBd955h7Vr1/L5z3+eXr16ZppUtU8B8j/+kZZPfpI7P/iAhcAaQkeUhUllniCMSf4X4PjEtiMgtFJYsSLeVgoimSTPqtVZJSW8ffXVVK1cyRtvvEFNTQ2TJ0/OWojZ1tlqn575lSbtsptvpu/OnYwEvgFckrL9bUL39BsJMxKVA+e2box5AgqRjNLMqrUDuJRw4zIQOIYwXeo+tm+n5NprmXH44bz00kvdOvHvDyX/QpM0AcUMwmBMQ1OKPEzoiv4vQBFwPWFgqv+F2CegEMkozaxaLcAYYAXQCNwEnEMYgjhZsRmXbN1Kv379chBoflDyLzSdmDhiLWHyiVYDgH8gaTKKGCegEEkrw6xaAwg3L2MJye4MYBywKmV3K8CbGiX/QpNhAopk7xEmn0i2z2QUMU5AIZJWJ29GthJm2ko7yFqB3dQo+ReaDBNQJOvUZBQxTUAhklYnbmp2ArMI49Acna5Agd3UKPkXmgwTUCT7CKGOv9X7hDG497lbimkCCpG0Orip2U0YT78f8MP2ChbQTY2Sf6FJmoCiBWgmzK25K/G6BagEXgYWJ9bdAJSx926puVcvanfs4N13U/8+EIlJOzc1Tmjxs5XwmW53wtMCuqlR8i80SUM73AQUAzcD9yde30SYZm0xcA0wBFgJLEo6RN/evfl+YyNjxozhnHPO4Ve/+hUffPBBbuIXSbF9+3Ze2L2bHRk6Y1UDrwL/TfiMZxTjrFpxUPIvNMOHh7F6zLiecFeUvFyfKHYqoWlnE/BbQmsJAMzofeaZ3PfII7z55puccsopfPvb32bkyJFcdtllPPPMM5pJTLKupaWFRx55hAsuuICRI0dy8+bN9Ondu025PwN3EoYSPozwPOsg4IF0B41xVq04KPkXonnz2o462FlJE1AMHTqUL37xizz99NOsWrWKI444gurqasaNG8e8efN4+eWXIwxaCp27s3LlSr785S8zevRorrvuOioqKnjttdd48Kmn6H3GGaHFTpIjCDc1zYRWbK3LrNSDxzyrVhw0vEOhOsBu8CxY0O5wtO7O6tWreeCBB/jZz37G0KFDmTVrFueddx5jxoyJIHApNOvWrdvzeTIzZs2axec+9znGjx+/b8Ha2jBWz/58plv1oGFLOju8g5J/IWv9Amhqan9wN7Nwx99B4k+1e/dunn76aR544AEefvhhysrKmDVrFmeffTYHH3xw1+PvwnC9EoEsXv8tW7awaNEiHnjgATZs2MDMmTOZNWsW5eXlWMrd/T6ydFPTnWhIZ+mc2lr3GTPCELfFxemHvp0xI5TrgubmZn/44Yd9xowZPmjQIK+srPSHHnrIm5qa9v9gXRiuVyKQpev/7rvv+r333uunnXaaH3zwwX7hhRf6o48+6jt37ty/+Ap8qHI6OaRz7Ek+06Lkn2P19e633up+wQXuZ5wRft56a1gfsW3btvndd9/tn/70p33IkCF+ySWX+BNPPOEtLS0d71zg/7FjF/H137Fjhy9dutTPPfdcHzRokJ955pm+aNEif//997sWZ45uavJRTpI/cAjwGGEO38eAIe2UHQRsBH7YmWMr+ReGDRs2+G233ebHHHOMjxo1yufOnesvvPCC7969u23h1sTTXtJJXfQFEJ12rv868P7gszpx/Xft2uXPPPOMX3bZZT5s2DA/+eST/Y477vCGhoboY87hTU2+6Gzy71Kdv5ndCrzj7jeb2dWJ5P/1DGW/R2hC/o67z+no2KrzLzyvvPLKngd7JSUlex7sjR07NuPDvD8BlwN/APoDZwPfBfokF+pBD/Ni08HD1H8iNAs+gtBnZB+J67+2uHjPv++AAQP2/feVyOTkga+ZvQZMdvfNZjYC+K27fzhNueOAq4BHgHIlf2mPu/P73/+e+++/n1/+8pccffTR/PS99xi3enUYfTHJNGA48CPgb8BpwBeALycXMgsTZy9enKPfYD90l4fWM2aEma/S5ItFhGHAJwDraZv8d5vx5MCBVA0cyHnnncesWbP42Mc+1v6DWzlgOXngC/wt6bUlv09a34vQT2g0UIWqfWQ/7Nixwx/56U99R69eaasbjgb/TdL7ueCz01X/FBXl15/63emh9datbWNMLI3g48E3gF+XrtonsbT06+ctmzfH/ZsUBKLzyxoBAAAKoElEQVSaw9fMHjezl9Ms01O+RFo7iaa6HFjm7hs7ca7ZZlZnZnUNBTSutmTWr18/PrN5c8ZJNq4g3HluBzYRZmk6PV3BfBqu9wDnmI1NO9ftm4Rxc0Z3cIjevXvT+777IgxKuqpPRwXc/dRM28xsq5mN8L3VPvVpip0IfNLMLif0rO5nZu+5+9VpznUXcBeEap/O/hLSw7UzXO//I3xgBhEGp7uIMDtZG/kyXO/+tEN3D+Xmzg3v42qHnuH6vwg8DrzQmWPky/WXPTpM/h1YSvj/dnPi569SC7j7np7UZlZFqPNvk/hFMsowXO9uwl3+bOD3hG77lwBfB25NU77u8ce5/4orGDlyJCNHjmTUqFF7fh500EFZCj5JmjlmWy0C/g34C2EMmoXAJ1s3tn4BVFRk5aH1zp072bRpExs2bEi7zH/5ZT6TZr/fEh64H554/x7hC/gV4Pl0Jyqg4ZK7g64m/5uBX5jZpYQxlM4BMLNy4DJ3/3wXjy+ScbjedwjJcg6hpU9/4GLCpPTpkv/QD32Iww8/nLfeeosXXniBt956i7feeotNmzbRp0+fNl8IyT9HjhzJiBEjujbHa5o5ZiG0kf468CAwCdicbt+mprD/fj603rVrF1u2bMmY2Dds2MDbb7/NoYceypgxY/Ys48ePZ8qUKYwZM4aP3nJL2vPOBmYmvV9A+DLIWElVQMMldwddSv7u/lfglDTr64A2id/dFxJuakQ6r6wsJJ+UqodhhPlYa4C5hDvPewlzD7RRXMy4M8/kyiuvbLPJ3WlsbGTTpk37fCGsW7eOp556as/7rVu3MmTIkH2+ENJ9SZSWltIrdXjhDHPMAlwHXAuckHg/Kl38njTHbKIVkLvT0NDQbmLfvHkzhxxyyD6JfcyYMZxwwgl7Xo8YMYI+fdpJBZMmwW9+0+b6lySWVgcBRYT23G0U2HDJ3YHG9pH8V18PRxyRsd75CsLMY72BKcAPgENTCxYVwV/+0qXmk7t27aKhoWHPl0Tql0Xrz3fffZfDDjtsny+EGevX88knnqDPzp37HpMwxvwNwN2E0Sc/C9xG27Hnd/bpw0NlZdw1aBAbNmxg48aNDBgwoE1iT15GjRpF//79D/h3Btq9/p0WwfWXzulsU8+uVvuIZF/rHARp2pkfQ6h7bldEw/X27t2bww47jMMOO4zjjjsuY7nm5mY2b968zxfDoDSJH8LsUjuBh4BnCLNMTSdMqvOtlLJ9W1qo6N+f0muuYcyYMYwePZoBAwZ06XfqlHauf6cU4HDJ3YGSv3QP8+bBo48e2HC9SXMQ5EJRURHjxo1j3Lhxe1c+8QS8+mrb0BI/vwSMSLy+kvTJH+BDQ4fyoVMzNsDLnm50/aVzNJmLdA8VFWHY3ZKSjssmax2uN+6hHTI8tB5CaCOf3Ne13X6vcT007e7XX9pQ8pfuo7p6bwLqaGgAs/wap72sLNR7p3Ex4TlFPbAN+A5wRrqCcT807c7XX9pQ8pfupbo6DNJWWRmSaep0lMXFYX1lZSiXL4mnnblhvwlUAEcB/wh8HLgmXUHPgzlmu+v1lzbU2ke6r4aGMPTAmjWhA9GQIeHOuKoqPx8utjM4WofycXC67nb9C4SmcRTJN5pjVnKgs8lf1T4iuaKHppJH1NRTJJda68Dnzg1DNrT3l7dZqEPXQ1PJAt35i+SaHppKHtCdv0gcysvDw1s9NJWYKPmLxKm0FK66Ku4opACp2kdEpAAp+YuIFCAlfxGRAqTkLyJSgJT8RUQKkJK/iEgBUvIXESlASv4iIgUob0f1NLMG4M9xx9FJw4C34w5iPyje7FK82dOdYoV44j3C3TvsHp63yb87MbO6zgyhmi8Ub3Yp3uzpTrFCfserah8RkQKk5C8iUoCU/KNxV9wB7CfFm12KN3u6U6yQx/Gqzl9EpADpzl9EpAAp+XeSmR1iZo+Z2euJn0MylNtlZi8mlqVJ68eZ2UozW29mD5pZv7jjNbNjzOwPZrbWzFab2blJ2xaa2f8l/S7HZCnO083stcR1uTrN9v6J67U+cf3GJm2bl1j/mpl9Jhvx7WesV5rZK4lr+YSZHZG0Le3nIuZ4q8ysISmuzydtuyjx2XndzC7Kk3i/kxTrOjP7W9K2nF5fM/uJmdWb2csZtpuZfT/xu6w2s2OTtuX82qbl7lo6sQC3AlcnXl8N3JKh3HsZ1v8CmJl4/SOgOu54gaOA8YnXI4HNwMGJ9wuBs7McY2/gDeBIoB/wEjAhpczlwI8Sr2cCDyZeT0iU7w+MSxynd8yxfhooSbyubo21vc9FzPFWAT9Ms+8hwJuJn0MSr4fEHW9K+S8BP4nx+v4/4Fjg5QzbpwHLAQNOAFbGdW0zLbrz77zpwL2J1/cCn+3sjmZmwBTgoQPZ/wB1GK+7r3P31xOv3wLqgVzOHTgJWO/ub7r7B8AiQtzJkn+Ph4BTEtdzOrDI3Xe4+/8B6xPHiy1Wd3/K3bcn3j4HjM5iPB3pzLXN5DPAY+7+jrtvAx4DTs9SnK32N97zgJ9nOaaM3P1p4J12ikwHfurBc8DBZjaCeK5tWkr+nXeou29OvN4CHJqhXJGZ1ZnZc2bWmnCHAn9z95bE+43AqCzGCp2PFwAzm0S443ojafW3En+yfsfM+mchxlHAhqT36a7LnjKJ69dIuJ6d2TdK+3u+Swl3fq3SfS6yqbPx/nPi3/ghMxuzn/tGqdPnTFSnjQOeTFqd6+vbkUy/TxzXNi3N4ZvEzB4HDkuz6ZrkN+7uZpapmdQR7r7JzI4EnjSzNYSEFbmI4iVxR3IfcJG7706snkf40uhHaK72deCGKOLu6czsfKAc+FTS6jafC3d/I/0Rcua/gZ+7+w4z+yLhL6wpMcfUGTOBh9x9V9K6fLy+eU3JP4m7n5ppm5ltNbMR7r45kSzrMxxjU+Lnm2b2W+DjwGLCn319Enevo4FN+RCvmQ0CfgNck/jztPXYrX817DCze4C5XY03jU3AmKT36a5La5mNZtYHGAz8tZP7RqlT5zOzUwlfvp9y9x2t6zN8LrKZnDqM193/mvT2bsJzotZ9J6fs+9vII9zX/vx7zgT+NXlFDNe3I5l+nziubVqq9um8pUDrk/mLgF+lFjCzIa3VI2Y2DDgZeMXDk56ngLPb2z+GePsB/0Wom3woZduIxE8jPC9I26qhi2qB8RZaQvUj/KdObamR/HucDTyZuJ5LgZmJ1kDjgPHAH7MQY6djNbOPA3cCZ7l7fdL6tJ+LLMba2XhHJL09C3g18fpR4J8ScQ8B/imxLtZ4EzEfTXhQ+oekdXFc344sBS5MtPo5AWhM3FDFcW3Ti+Mpc3dcCPXMTwCvA48DhyTWlwN3J16fBKwhtFRYA1yatP+RhOS0Hvgl0D8P4j0f2Am8mLQck9j2ZOJ3eBm4HzgoS3FOA9YR7tKuSay7gZBAAYoS12t94vodmbTvNYn9XgOm5uAz0FGsjwNbk67l0o4+FzHHOx9Ym4jrKeDopH0vSVzz9cDF+RBv4v31wM0p++X8+hIeNm9O/P/ZSHjGcxlwWWK7Abcnfpc1QHmc1zbdoh6+IiIFSNU+IiIFSMlfRKQAKfmLiBQgJX8RkQKk5C8iUoCU/EVECpCSv4hIAVLyFxEpQP8fs4i0GoPdPMsAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "176\n", "{0: 'C', 1: 'C', 2: 'C', 3: 'C', 4: 'C', 5: 'C', 6: 'C', 7: 'C', 8: 'C', 9: 'C', 10: 'O'}\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "177\n", "{0: 'C', 1: 'C', 2: 'C', 3: 'C', 4: 'C', 5: 'C', 6: 'C', 7: 'C', 8: 'C', 9: 'C', 10: 'O'}\n" ] }, { "data": { "image/png": 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3RG1frmaW+fMPfgH09BN+ZgcTvzpQRSrCgAEDmDRpEmvXdnuQecVKVvKH0ExSX99zuSjlbGaZPz+MgZ8zJ9xLkB1jfX1YPmdOKKfEL1JRqq3pJ1lt/lDZ49TVgSpStSZPnlxVNf/kJX+o/HHq6kAVqTpTpkxh5cqVcYdRsOQ1+3RRM4uIlJCafaqJmllEpETGjBnD7t27aWtrY9SoUXGH06NkJ/8uamYRkSKZGVOmTGHt2rVVkfyT2+wjIlJi1dT0o+QvIlIiSv4iIgmk5C8ikkCTJ09mzZo1VOqPZGVS8hcRKZERI0ZQX1/P5s2b4w6lR0r+IiIlVC1NP0r+IiIlpOQvIpJASv4iIgmk5C8ikkCTJk3ihRdeYN++fXGHkpeSv4hICQ0dOpQRI0awYcOGuEPJS8/2EREppbY2rq+vZ9BVV8HQoTBsWPj98CuvrKgHRVql3oyQSqW8paUl7jBERArT3AxLlsCqVezeu5dBe/ceXFdfH343ZNas8GuA06eXLQwze9rde/zVKTX7iIgUq6kJZsyAFStg165DEz+EH43atSusnzEjlI9ZSZK/mZ1jZuvMbL2ZLYpYP9jM7k2vf8rMJpTiuCIisWtqOvizsOmWlBlAHTAkPZ3cVdY9lFuwIPYvgKKTv5kNBP4FmAVMAv7CzCZlFbsKaHf3DwPfB24u9rgiIrFrbs75e+C3AjvS07rslV1fADE2bZei5v9RYL27v+Luu4F7gPOzypwP3JV+fR/wWTOzEhxbRCQ+S5aEJp2+6OwM28ekFMn/Q8DGjPlN6WWRZdx9L9ABHF2CY4uIxKOtDVatOtDUk20xMAL4E+DxqALusHJl+BnZGFRUh6+ZXW1mLWbWsi2mEyIiUpBly3Kuuhl4BdgMXA18Hng5qqBZ3v2UUymS/2ZgbMb8cellkWXM7DBgGPB29o7c/Q53T7l7amQFjYcVEelm9eowgifCHwNHAoOBuYTa/8qogp2d0NpargjzKkXybwZONLPjzWwQcAnwQFaZBwjnAOALwGNeqTcYiIgUoqOj4KIG5Ex47e2liKbXik7+6Tb8a4CHgBeAH7v7WjO70czOSxf7d+BoM1sPfBXoNhxURKSqDBsWufgdQjLcBewFfgj8Ajgn134aG8sQXM9K8ngHd19J1lWNu38z4/Uu4KJSHEtEpCJMmwbLl3dr+tkDfB34AzAQOAVYAZwUtY/6epg6tcyBRquoDl8Rkaoxb17k4pGEtvD3CFcBTwJn5dqHe879lJuSv4hIX4waFZ7V09dblsxg9uzYHvam5C8i0leLF4emm76orw/bx0TJX0Skr6ZPh6VLoaGhd9s1NITtUj0+fLNs9Dx/EZFizJ8PwK5rr2XQ/v0MyDeK3SzU+JcuPbBdXFTzFxEp0m9OPZUvjBjB/s9/HurqujcF1deH5XPmwBNPxJ74QTV/EZGiuDsLFy7k6ptv5rC5c8OzepYtC3futreHcfxTp4ZRPRX05AIlfxGRIqxYsYIdO3Zw+eWXhwUjR8LChfEGVQAlfxGRPtqzZw+LFi3in/7pnxg4cGDc4fSK2vxFRProzjvvZNy4cZx99tlxh9JrqvmLiPTBe++9x4033sjKlSupxt+mUs1fRKQPli5dysyZMzn99NPjDqVPVPMXEemlLVu2cOutt/L73/8+7lD6TDV/EZFeuuGGG/jiF7/I+PHj4w6lz1TzFxHphRdeeIH777+fdevWxR1KUVTzFxHphcWLF/O1r32N4cOHxx1KUVTzFxEp0C9/+UueeeYZ7rnnnrhDKZpq/iIiBeh6jMO3vvUt6urq4g6naEr+IiIFWL58OR988AGXXnpp3KGUhJp9RER6sHv3bhYvXkxTUxMDBtRGnbk2/hUiImV0xx13cMIJJzBz5sy4QykZ1fxFRPJ49913uemmm3jooYfiDqWkVPMXEcnjlltu4ZxzzuHUU0+NO5SSUs1fRCSHzZs309TUxLPPPht3KCWnmr+ISA7XX389f/VXf8XYsWPjDqXkVPMXEYmwdu1aHnzwwap/jEMuqvmLiERYtGgRixYt4qijjoo7lLJQzV9EJMvjjz/OmjVruO++++IOpWyU/EUkmdraYNkyWL0aOjpg2DCYNo39c+eycOFCvv3tbzN48OC4oywbJX8RSZbmZliyBFatCvO7dh1cd//9+Ne/zs1HHMGMiRPjia+fqM1fRJKjqQlmzIAVK0LSz0z8AJ2dDNyzhxkdHQz4zGdC+Rql5C8iydDUBAsWwM6d4H7IqpeAOuDy9PwA91BuwYKa/QJQ8heR2tfcfDDxR/gKMD1qRdcXQEtLOaOLhZK/iNS+JUugszNy1T3AUcBnc23b2Rm2rzFFJX8zG25mD5vZS+m/jRFlTjOz35rZWjNbbWZ/XswxRUR6pa0tdO5mNfUAvAt8E/jf+bZ3h5UrYdu2MgUYj2Jr/ouAR939RODR9Hy2ncBfuvtk4BzgH82sNu+aEJHKs2xZzlXfAK4CjutpH2Z591ONih3qeT4wI/36LuBx4GuZBdz9xYzXb5hZGzASeKfIY4uI9Gz16u6jeoBngUeAZwrZR2cntLaWOLB4FZv8R7v7lvTrN4HR+Qqb2UeBQcDLRR5XRKQwHR2Rix8HXgXGped3APuA54HfR23Q3l7y0OLUY/I3s0eAYyJWXZc54+5uZt0b1Q7u51jgB8Bcd9+fo8zVwNUA48aNiyoiItI7w4ZFLr4auCRjfinhyyDnwM7Gbl2aVa3H5O/uOX+3zMy2mtmx7r4lndzbcpQbCvwncJ27P5nnWHcAdwCkUqmcXyQiIgWbNg2WL+/W9NOQnroMIYz1Hxm1j/p6mDq1bCHGodgO3weAuenXc4GfZRcws0HAT4G73b12n5IkIpVp3ryCit0A/Eeule4F76daFJv8vwOcZWYvATPT85hZyszuTJe5GPhTYJ6ZPZueTivyuCIihRk1CmbNCiN2+sIMZs+GkZHXBFXLPGLsayVIpVLeUoN31YlIDJqbwzN9ctzhm1dDAzzxBKRSJQ+rHMzsaXfvMVjd4SsitW/6dFi6NCTy3mhoCNtVSeLvDT3SWUSSYf788HfBgjBuP1+rh1no5F269OB2NUY1fxFJjvnzQxPOnDlQV8euAVkpsL4e6urC+ieeqNnED6r5i0jSpFJh6Oe2bXxnwgQWzprFER98EMbxT50aRvXUWOduFCV/EUmkrfv38891dVz/k5/0fSRQFVOzj4gkUmtrK1OnTsUSmPhByV9EEmr16tVMrbG7dntDyV9EEqm1tZVp06bFHUZslPxFJJFU8xcRSZh9+/bxhz/8gSlTpsQdSmyU/EUkcdavX88xxxzDkCFD4g4lNkr+IpI4SW/yASV/EUmgpHf2gpK/iCSQav5K/iKSQKr5K/mLSMLs2LGDN998kw9/+MNxhxIrJX8RSZQ1a9ZwyimnMHDgwLhDiZWSv4gkipp8AiV/EUkUdfYGSv4ikiiq+QdK/iKSGO5+4FHOSafkLyKJ8cYbbzBw4EBGjx4ddyixU/IXkcRQk89BSv4ikhjq7D1IyV9EEkM1/4OU/EUkMdTZe5CSv4gkwp49e1i3bh2TJk2KO5SKoOQvIonw4osvMm7cOBoaGuIOpSIo+YtIIqiz91BK/iKSCOrsPZSSv4gkgjp7D6XkLyKJoGafQyn5i0jN6+jo4O2332bixIlxh1IxlPxFpOa1trYyefJkBgxQyutyWNwBiIiURVsbLFsGq1dz3HPP8Y+dnXDLLXDllTByZNzRxc7cve8bmw0H7gUmAK8CF7t7e46yQ4HngRXufk1P+06lUt7S0tLn2EQkoZqbYckSWLUqzO/adXBdfT24w6xZsHgxTJ8eT4xlZGZPu3uqp3LFXgMtAh519xOBR9PzufwD8IsijycikltTE8yYAStWhKSfmfgBOjvDshUrQrmmpjiirAjFJv/zgbvSr+8CLogqZGZnAKOB/y7yeCIi0ZqaYMEC2Lkz1O7zcQ/lFixI7BdAscl/tLtvSb9+k5DgD2FmA4DvAQt62pmZXW1mLWbWsm3btiJDE5HEaG4+mPjTPgCuAsYDRwKnAauyt+v6AkhgE3OPyd/MHjGzNRHT+ZnlPHQeRH3dfhlY6e6bejqWu9/h7il3T41Uh4yIFGrJktCkk2EvMBZ4AugAbgIuJnROHqKzM2yfMD2O9nH3mbnWmdlWMzvW3beY2bFAW0SxjwNnmtmXgSHAIDPb4e75+gdERArT1hY6d7Oaeo4AbsiYPxc4HniaMELlAHdYuRK2bUvUKKBim30eAOamX88FfpZdwN0vc/dx7j6B0PRztxK/iJTMsmUFFdsKvAhMjlppVvB+akWxyf87wFlm9hIwMz2PmaXM7M5igxMR6dHq1d1H9WTZA1xGqKGeElWgsxNaW0sfWwUr6iYvd38b+GzE8hbgSxHLlwHLijmmiMghOjryrt4PXAEMAm7NV7A98halmqU7fEWkug0blnOVE0b8bAVWAofn209jY0nDqnR60IWIVLdp06CuLnLVfOAF4EGgPt8+6ushYU/8VPIXkeo2b17k4teAfwWeBY4hDDUcAvwwqrB7zv3UKiV/Ealuo0aFZ/WYHbJ4PKHZZxewI2O6LHt7M5g9O1HDPEHJX0RqweLFoemmL+rrw/YJo+QvItVv+nRYuhQaGnq3XUND2C7V40Mwa45G+4hIbZg/P/xdsCCM28/3cDezUONfuvTgdgmjmr+I1I758+GJJ2DOHHzwYHZmr6+vDyOD5swJ5RKa+EE1fxGpNakULF/Oy7/9Lfedey6L/uzPwg1cjY1hOOe8eYnr3I2i5C8iNemld97hsTPOYNHdd8cdSkVSs4+I1KQNGzZw/PHHxx1GxVLyF5Ga9MorrzBx4sS4w6hYSv4iUpNU889PyV9EapJq/vkp+YtITVLNPz8lfxGpOe3t7bg7w4cPjzuUiqXkLyI155VXXuH444/Hsh72Jgcp+YtIzVGTT8+U/EWk5qizt2dK/iJSc1Tz75mSv4jUHNX8e6bkLyI1RzX/nin5i0hN2bdvH6+//joTJkyIO5SKpuQvIjXljTfeYPjw4dT39WcdE0LJX0Rqitr7C6PkLyI1Re39hVHyF5Gaopp/YZT8RaSmqOZfGCV/EakpGzZsUM2/AEr+IlJTuh7qJvkp+YtIzejs7GT79u2MGTMm7lAqnpK/iNSMV199lXHjxjFw4MC4Q6l4Sv4iUjPU2Vu4w+IOQESkKG1tsGwZrF7NHz37LDfu3g233AJXXgkjR8YdXcUyd+/7xmbDgXuBCcCrwMXu3h5RbhxwJzAWcGC2u7+ab9+pVMpbWlr6HJuI1LjmZliyBFatCvO7dh1cV18P7jBrFixeDNOnxxNjDMzsaXdP9VSu2GafRcCj7n4i8Gh6PsrdwHfd/Y+AjwJtRR5XRJKsqQlmzIAVK0LSz0z8AJ2dYdmKFaFcU1McUVa0YpP/+cBd6dd3ARdkFzCzScBh7v4wgLvvcPedRR5XRJKqqQkWLICdO0PtPh/3UG7BAn0BZCk2+Y929y3p128CoyPKnAS8Y2b3m9kzZvZdM1NXvIj0XnPzwcSfYTswBzgCGA/8v+ztur4A1JR8QI/J38weMbM1EdP5meU8dB5EfQ0fBpwJLACmAxOBeTmOdbWZtZhZy7Zt23r7bxGRWrdkSWjSyfIVYBCwFfghMB9Ym12oszNsL0DxHb7rgBnuvsXMjgUed/eTs8p8DLjZ3T+Vnr8C+Ji7fyXfvtXhKyKHaGuD8eO7te+/DzQCawjNDABXAB8CvpO9j7o6eP31mh4F1F8dvg8Ac9Ov5wI/iyjTDBxlZl1n+zPA80UeV0SSZtmyyMUvEpoXTspYdioRNX8As5z7SZpik/93gLPM7CVgZnoeM0uZ2Z0A7r6P0OTzqJm1Agb8W5HHFZGkWb26+6geYAcwNGvZMOC9qH10dkJra+ljq0JF3eTl7m8Dn41Y3gJ8KWP+YWBaMccSkYTr6IhcPAR4N2vZu8CRufbT3u1WpETS4x1EpDoMGxa5+CRgL/BSxrLngMm59tPYWNKwqpWSv4hUh2nTQodtliOAC4FvEjp/f03ofLwiah/19TB1ahmDrB5K/iJSHebNy7nqNqATGAX8BdBEjpq/e979JImSv4g72uh3AAAGFklEQVRUh1GjwrN6zLqtGg6sINT8XwcujdreDGbPrulhnr2h5C8i1WPx4tB00xf19WF7AZT8RaSaTJ8OS5dCQ0PvtmtoCNulerz3KTH0PH8RqS7z54e/CxaEcfv5nlJgFmr8S5ce3E4A1fxFpBrNnw9PPAFz5oQRQNlNQfX1YfmcOaGcEn83qvmLSHVKpWD5cti2LTyyobU13MDV2BiGc86bp87dPJT8RaS6jRwJCxfGHUXVUbOPiEgCKfmLiCSQkr+ISAIp+YuIJJCSv4hIAin5i4gkkJK/iEgCKfmLiCSQeb7nYsTIzLYBr8Vw6BHAWzEct68Ub3kp3vJSvKU33t17vLW5YpN/XMysxd2r5tF/ire8FG95Kd74qNlHRCSBlPxFRBJIyb+7O+IOoJcUb3kp3vJSvDFRm7+ISAKp5i8ikkCJS/5mdpGZrTWz/WaWs9fezM4xs3Vmtt7MFmUsP97Mnkovv9fMBpU53uFm9rCZvZT+2xhR5tNm9mzGtMvMLkivW2ZmGzLWnVbOeAuNOV1uX0ZcD2Qsr8RzfJqZ/Tb92VltZn+esa5fznGuz2TG+sHp87U+ff4mZKxbnF6+zsw+V474+hDvV83s+fT5fNTMxmesi/xsxBzvPDPblhHXlzLWzU1/fl4ys7n9EW/R3D1RE/BHwMnA40AqR5mBwMvARGAQ8BwwKb3ux8Al6de3A/PLHO8twKL060XAzT2UHw5sBxrS88uAL/TzOS4oZmBHjuUVd46Bk4AT06/HAFuAo/rrHOf7TGaU+TJwe/r1JcC96deT0uUHA8en9zOwAuL9dMbndH5XvPk+GzHHOw+4NWLb4cAr6b+N6deN/Rl/X6bE1fzd/QV3X9dDsY8C6939FXffDdwDnG9mBnwGuC9d7i7ggvJFC8D56eMUerwvAKvcfWdZo8qvtzEfUKnn2N1fdPeX0q/fANqA/vyNwMjPZFaZzH/HfcBn0+fzfOAed//A3TcA69P7izVed/95xuf0SeC4MseUTyHnN5fPAQ+7+3Z3bwceBs4pU5wlk7jkX6APARsz5jellx0NvOPue7OWl9Nod9+Sfv0mMLqH8pcAP8pa9q30pfX3zWxwySPsrtCY68ysxcye7GqmogrOsZl9lFA7fDljcbnPca7PZGSZ9PnrIJzPQrYttd4e8ypgVcZ81GejnAqN93+k3+f7zGxsL7etKDX5G75m9ghwTMSq69z9Z/0dT0/yxZs54+5uZjmHZ5nZscBU4KGMxYsJCW0QYZja14AbKyTm8e6+2cwmAo+ZWSshYZVcic/xD4C57r4/vbgs5zgpzOxyIAV8KmNxt8+Gu78cvYd+8yDwI3f/wMz+mnCV9ZmYY+qzmkz+7j6zyF1sBsZmzB+XXvY2cJSZHZauWXUtL0q+eM1sq5kd6+5b0omnLc+uLgZ+6u57MvbdVaP9wMz+L7Cg2HhLFbO7b07/fcXMHgdOB5ZToefYzIYC/0moRDyZse+ynOMsuT6TUWU2mdlhwDDCZ7aQbUutoGOa2UzCF/Cn3P2DruU5PhvlTP49xuvub2fM3knoK+radkbWto+XPMISU7NPtGbgxPSok0GEppQHPPTu/JzQrg4wFyj3lcQD6eMUcry/IKvJJ53MutrSLwDWlCHGbD3GbGaNXc0jZjYC+BPg+Uo9x+nPwU+Bu939vqx1/XGOIz+TWWUy/x1fAB5Ln88HgEvSo4GOB04EfleGGHsVr5mdDvwrcJ67t2Usj/xsVEC8x2bMnge8kH79EHB2Ou5G4GwOvfquTHH3OPf3BMwhtMl9AGwFHkovHwOszCg3G3iRUNu4LmP5RMJ/nPXAT4DBZY73aOBR4CXgEWB4enkKuDOj3ARCDWRA1vaPAa2EhPQfwJB+OMc9xgx8Ih3Xc+m/V1XyOQYuB/YAz2ZMp/XnOY76TBKal85Lv65Ln6/16fM3MWPb69LbrQNmlfszUGC8j6T/D3adzwd6+mzEHO8SYG06rp8Dp2Rs+8X0eV8PXNkf8RY76Q5fEZEEUrOPiEgCKfmLiCSQkr+ISAIp+YuIJJCSv4hIAin5i4gkkJK/iEgCKfmLiCTQ/wfAupWpjVaVMwAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "178\n", "{0: 'C', 1: 'C', 2: 'C', 3: 'C', 4: 'C', 5: 'C', 6: 'C', 7: 'C', 8: 'C', 9: 'C', 10: 'O'}\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "179\n", "{0: 'C', 1: 'C', 2: 'C', 3: 'C', 4: 'C', 5: 'C', 6: 'C', 7: 'C', 8: 'C', 9: 'C', 10: 'O'}\n" ] }, { "data": { "image/png": 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\n", 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "181\n", "{0: 'C', 1: 'C', 2: 'C', 3: 'C', 4: 'C', 5: 'C', 6: 'C', 7: 'C', 8: 'C', 9: 'C', 10: 'S'}\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "182\n", "{0: 'C', 1: 'C', 2: 'C', 3: 'C', 4: 'C', 5: 'C', 6: 'C', 7: 'C', 8: 'C', 9: 'C', 10: 'S'}\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "183\n", "{0: 'C', 1: 'C', 2: 'C', 3: 'C', 4: 'C', 5: 'C', 6: 'C', 7: 'C', 8: 'C', 9: 'C', 10: 'S'}\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "184\n", "{0: 'C', 1: 'C', 2: 'C', 3: 'C', 4: 'C', 5: 'C', 6: 'C', 7: 'C', 8: 'C', 9: 'C', 10: 'S'}\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# draw all the praphs\n", "import sys\n", "import pathlib\n", "sys.path.insert(0, \"../\")\n", "\n", "%matplotlib inline\n", "import matplotlib.pyplot as plt\n", "\n", "import networkx as nx\n", "from pygraph.utils.graphfiles import loadDataset\n", "\n", "\n", "def main(): \n", " dataset, y = loadDataset(\"../../../../datasets/acyclic/Acyclic/dataset_bps.ds\")\n", " for idx, graph in enumerate(dataset):\n", " print(idx)\n", " print(nx.get_node_attributes(graph, 'label'))\n", " nx.draw_networkx(graph)\n", " plt.show()\n", " \n", "if __name__ == '__main__':\n", " main()" ] } ], "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": "3.6.5" } }, "nbformat": 4, "nbformat_minor": 2 }