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@jvansan
Last active August 31, 2020 19:22
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"'2020.03.5'"
]
},
"execution_count": 1,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"from rdkit import Chem\n",
"from rdkit.Chem import Draw\n",
"\n",
"import rdkit\n",
"rdkit.__version__"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"def add_atom_indices(mol):\n",
" \"\"\"Takes mol and sets atom map for output.\n",
" \n",
" Adds one so not zero indexed.\n",
" \"\"\"\n",
" for i, a in enumerate(mol.GetAtoms()):\n",
" a.SetAtomMapNum(i+1)"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"def canonicalize_atom_order(m, add_h=True):\n",
" \"\"\"Canonicalize using RDKIT\n",
"\n",
" Args:\n",
" m (rdkit.Chem.Mol): Mol object for RDKit\n",
"\n",
" Returns:\n",
" rdkit.Chem.Mol: New canonicalized RDKit mol\n",
" \"\"\"\n",
" m_neworder = tuple(\n",
" zip(*sorted([(j, i) for i, j in enumerate(Chem.CanonicalRankAtoms(m))],))\n",
" )[1]\n",
" m_renum = Chem.RenumberAtoms(m, m_neworder)\n",
" if add_h:\n",
" m_canon = Chem.AddHs(m_renum)\n",
" else:\n",
" m_canon = m_renum\n",
" add_atom_indices(m_canon)\n",
" return m_canon"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"def BAD_canonicalize_atom_order(m):\n",
" \"\"\"Canonicalize using RDKIT.\n",
" \n",
" This version doesn't work. \n",
" _It seems that adding Hs before canonicalization breaks the algorithm._\n",
"\n",
" Args:\n",
" m (rdkit.Chem.Mol): Mol object for RDKit\n",
"\n",
" Returns:\n",
" rdkit.Chem.Mol: New canonicalized RDKit mol\n",
" \n",
" \"\"\"\n",
" m = Chem.AddHs(m)\n",
" m_neworder = tuple(\n",
" zip(*sorted([(j, i) for i, j in enumerate(Chem.CanonicalRankAtoms(m))],))\n",
" )[1]\n",
" m_canon = Chem.RenumberAtoms(m, m_neworder)\n",
" add_atom_indices(m_canon)\n",
" return m_canon"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<PIL.PngImagePlugin.PngImageFile image mode=RGB size=1200x400 at 0x7FF0D997AAD0>"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"m = Chem.MolFromSmiles(\"c1([C@H](C)CC)cccc2ccccc12\")\n",
"m1 = Chem.MolFromSmiles(\"c12ccccc1c(ccc2)[C@H](C)CC\")\n",
"\n",
"add_atom_indices(m)\n",
"add_atom_indices(m1)\n",
"Draw.MolsToGridImage((m, m1), subImgSize=(400, 400))"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<PIL.PngImagePlugin.PngImageFile image mode=RGB size=1200x400 at 0x7FF0D9997710>"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"m_bad_canon = BAD_canonicalize_atom_order(m)\n",
"m1_bad_canon = BAD_canonicalize_atom_order(m1)\n",
"\n",
"Draw.MolsToGridImage((m_bad_canon, m1_bad_canon), subImgSize=(400, 400))"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<PIL.PngImagePlugin.PngImageFile image mode=RGB size=1200x400 at 0x7FF0D997A390>"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"m = Chem.MolFromSmiles(\"c1([C@H](C)CC)cccc2ccccc12\")\n",
"m1 = Chem.MolFromSmiles(\"c12ccccc1c(ccc2)[C@H](C)CC\")\n",
"\n",
"m_noh_canon = canonicalize_atom_order(m, add_h=False)\n",
"m1_noh_canon = canonicalize_atom_order(m1, add_h=False)\n",
"\n",
"Draw.MolsToGridImage((m_noh_canon, m1_noh_canon), subImgSize=(400, 400))"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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awcHBHTt2pDochBrr9u3bALBkyRItLS0AMDExcXNzy8nJiYuLozq0/09wqiEAHD58eM6cOfzlkcSNGzeKi4uXLFmyYsWKESNG/PPPPx07djxz5gwF4bZjZNRakOBQMxm1Hjx4sOAhLBZr06ZNI0eOVFZWPn/+vLq6On9XcnLyjRs3Pn78yGaznz9/LrV3gRBCqKmwQ4gaNmrUKCMjo3fv3j18+JDqWMTv8OHDR44cUVJSCg4ONjExoTochJqA5JjJzMzkbyFFCIVyz1CrMQlysrKyAGDMmDHkpYKCwqhRo968eVNdXS31eNsvMmotaO3atSLaP3r0qFevXtu2bZs4cWJKSoqdnZ3g3r179xYXFyckJADAzz//zGKxJBs9Qgih5sIOIWoYjUabNWsWtMXUMhEREStXrqTRaCdPnhw+fDjV4SD0f/hlMEU3mzRpkqKi4u7duz09PW/durVhw4abN28OHDiwd+/e0omTaHmCHJKQKT4+nrzkcDikN5iWlibF94GaICwsbOzYsTQaLSwsLCQkhF9V4tixYz/++CPpydPpdAsLC1dX18rKSsEppgghhGQKrpVCjTJ37txdu3ZdunTpwIEDioqKVIcjHqmpqd9//31NTc3mzZvnzJlDdTioHRFRCZPgl8Gs3YbBYOTl5Z08edLT09Pc3Nzf33/p0qX89b0WFhYXLlyQ8gLClifImTJlSseOHXfv3l1SUmJmZubr6/vq1SsAkJeXl1DMqCVKS0sdHR319fWTk5OFhqNfv37t4+Pz448/jhw5kmx58+YNAGAdQoQQklnYIUSNYmZm1r9//+Tk5PDw8GnTplEdjhgUFhZOnTq1pKTE2dl506ZNVIeD2peUlJTaGydNmsRfpkvKYNZu8+nTJw6H079//xcvXgDApk2bZsyYMXny5BcvXuTn53fv3r1nz57STyfT8gQ5urq6gYGB7u7u27ZtIy9tbW0fPnxobGws5lhRc4WHh3t4eKxcuXLFihWxsbFsNtvY2Hjfvn2CbebNmzd79uyDBw8uXLjwzz//pNFowcHBUVFRQ4cONTU1pSpyhBBComGHEDWWm5tbcnKyn59fG+gQVlZWTp06NTMz09LS8syZM02tOogQhRgMxr59+6ZOnbp582ZjY2M3NzclJSULCwuq42qpsWPHvnv3LiMjg8Ph9OzZ097evlevXjKbK7XtadKodUxMDABERkZGRkYKtre2tp4wYcKRI0dWr149Y8YMstHW1vb06dP4NYsQQjKL1lbzRiKx+/DhQ9euXeXl5fPy8lp1Kk4ejzdnzhx/f38jI6O4uLhOnTpRHRFCTXbo0KHly5crKSlFRkYOGzaMwkjMzc0LCgo+ffokuPHmzZv29va7d+8WkZVEW1vb3NycDCTevHlz8eLF69ev/+WXXwAgJyfH2Nh47ty5QuUNEYW4XG737t2VlZXv3r3b4PzP0tLSV69eff361djYuGvXrtKJECGEUPPgw1fUWJ07d7axsamsrLx69SrVsbSIp6env7+/hoZGcHAw9gZRK7Vs2bJff/21srLSwcEhPT2d6nBEaUyCHDMzs/z8fE9Pz6SkpKdPn37//fdqampbt26VWpCoQffu3cvOzq6srOzcuXODjTU0NIYMGTJmzBjsDSKEkOzDDiFqAlKQsFXnGr148eLOnTsZDIa/v3/fvn2pDgeh5jt48KC9vX1hYaGDg8OXL1+oCqP2VMN37941PkEO+f/u3bsfOXKExWJZWFgMHDgwJyfHx8enMR0PJDXkm3/u3Lk4+RMhhNoYnDKKmqCkpERPT4/H43348IEUwm5dHjx4MG7cuKqqqr///pvMTEOoVSsrKxsxYsTz588nTJhw8+ZNOTnql4VfunRp/vz5+/fv/+mnn5p67OfPn1NSUtTU1AYNGiSJ2FCzsdlsfX198gsyNzenOhyEEELihCOEqAk6dOhw9erV9+/ft8be4Nu3b2fMmFFVVfXbb79hbxC1Derq6mTm861bt37++Wdqg+HxeJ6enrNnz2axWM2rH6ilpTVq1CjsDcqgGzdufP782cLCAnuDCCHU9lD/OBm1LpMmTaI6hOYoLS2dOnXqp0+fJk2aJJQnHaFWzcjI6MaNGzY2NqdOnerTp8/y5cspCaOqqmrBggV+fn4MBmP//v1Lly6lJAzR1qxZU1xcLJSoJikpadeuXXPmzHFwcKh9SGVl5dOnT1NTUw0MDCwtLcmzsI8fP378+LF2Y0NDQyaTKaHgqUXmi5JVAwghhNoYnDKK2r7q6urJkyffuXPH3Nz84cOHQmWUEWoDrly58v3339NotGvXrtXZsZGowsLCGTNm3L9/X11d3d/f397eXsoBNFJTE6K+fv3a1tY2NzeXvNTW1vb3958wYYKXl1edCW9EZ1VtvYqLi/X19aurq7Ozs7G+PEIItT04QohE8fX1DQgISEpKqqqqMjY2dnFxWbp0aYPrlMLCwr5+/erk5CSdIBu0bNmyO3fu6OnphYaGYm8QtUnOzs4vX7708vJyc3N78OBB//79pXbplJSUqVOnZmVlGRoahoSEDBgwQGqXljQnJ6fCwsLTp09bWVmFhoZu2LDB3d09IyPD0dFRT09PsOXRo0dfvnxJbf0PyQkICKiqqpowYQL2BhFCqE3CDiGqW3V19cKFC8+dO8dkMkeMGFFZWRkVFRUXF3f9+vU7d+6I6BPGxMRMnTq1T58+MtIh3Lt37/Hjx5WVlYOCgjABOmrDPD0909PTfX19J0+e/OjRI+ncu9+6dcvFxaWkpMTKyiooKKgN1HFJT08PDg4eNmyYqalpSkrK8uXL58+fDwC9e/eOi4sLCAhISEiwsbEZOHAg/5DY2NiXL1/++eef1tbW1AUuQThfFCGE2jZMKoPqduzYsXPnztnZ2b1+/TooKCg8PLyoqGjKlCnR0dEi6omVlJS4ublxOBxphirCzZs3169fT6PRTp8+PXToUKrDQUiCaDTaqVOnRo8e/eHDh2nTpn39+lXSV/znn3/s7e1LSkqcnZ0jIyPbQG8QAJ4/f75q1aqIiIjMzEwrK6sJEybwdykrKwMAl8sVbF9eXj537lwrK6s1a9ZIO1apeP/+/f3795WVladNm0Z1LAghhCQCO4SoDpWVldu2bVNTU/P19eUnFFVVVT106JCGhkZERATZkp6e7u3tHRsbyz9w8eLFX79+lZFpRU+ePPn+++85HM7OnTtnzZpFdTgISZyCgkJAQICJiUliYuK8efOEui5ixOFwfv/9959++qmmpmbdunUXL14knSXZV1RUpPMtV1dXwQZ9+/b19va2t7e3tLSMjY2dPHky2R4fH3/58mUmkzl48GDB9uvXr8/MzBTxmKy18/Pz43K506ZNw/n2CCHUVmGHENUhLS2tsLBw5syZOjo6gtt79OhRUlJy584d8pL/KJ28PHPmzMWLF0+fPi0LAwV5eXlkkOSHH374/fffqQ4HISnR1tYOCQnR1NQMDAzcuHGjJC5RXl4+ffr03bt3Kyoqnj17dteuXUKF6WWZgoLC5G8JLXo0MTFZsWKFYK+PxWJt2rRp5MiRysrK58+fV1dX5+/6+PHjyZMnXV1dLS0tpfYWpMzf3x9wvihCCLVpuIYQ1YHUEOvRo4foZuRROlk2k5aWtnTp0sWLF9vb23t5eQmeisFgdO/enUajSTRmISUlJXJycjY2NidOnJDmdRGiXK9eva5duzZhwoQ///zTyMho0aJFYjx5bm7u1KlTnzx5oq2tHRgYaGNjI8aTS4G6uvrZs2cFt9y8efPevXv1tX/06JGzs3N2dra9vf3x48eFpj/s37+/qqpq9erVkgqXasnJyc+fP9fR0bGzs6M6FoQQQpKCHUJUB7IIsGPHjqKbkUfpAFBdXe3q6mpgYPDXX38JtfH09Lx06ZK6urqpqamZmRmpazxw4EBtbW3JxP5/evXqFRcXJycnp6CgINELISSDbGxsjh49unDhwiVLlpiYmIwdO1Ysp42Pj3d0dPz48eN3331348YNU1NTsZxWZoWFhTk7OzOZzLCwsIkTJwrtLS8vP378+KBBg9pSYlUhJJ2Mi4uLvLw81bEghBCSFOwQojr07NkTALKzs2vvCgwMLC4uXrhwoeDGbdu2JSQkXLhwgRTsqqqqqqqqSktL09PT09TU1NfXz8vLS0xMTExM9PX1BQAajdajR4/+/fv369evX79+/fv3l8QQoq6urnhPiFArsmDBgtTUVG9vb2dn59jY2JZ33gIDA93d3SsqKsaNG3flypUGHxi1dqWlpY6Ojvr6+snJyXUun4uOji4tLZ03b570Y5MOLpd74cIFwPmiCCHU1mGHENXB1NSUTqeHhYXt3btXsJ/28ePHWbNmDRw4UKhD+Pz5cwCYPXu20El279597NixY8eOffnyJSUlJTExMTU19cWLF0lJSRkZGRkZGVevXiWNBYcQLSwsBgwYoKamVjuwJtVF/PLlS2xs7MePH42MjKytrRssn4hQG7N3796MjIzr169Pnjw5Li6OyWQ2+1QHDx5cuXIll8tduHDh0aNH2/B4UXh4uIeHx8qVK83MzNhstrGx8b59+wQbzJs3z8TEBABu374NAOPHj6cmUMmLiorKyckxNja2srKiOhaEEEIShLfIqA5KSkqzZ8/28/M7cuTI0qVL+du3bdtWU1Mzc+ZMofZbtmxZsmQJ/+XSpUvZbPaJEyfIbRMAdOzYceTIkSNHjiQvq6urX79+/ezZs+Tk5OTk5GfPngkNIdLp9O7duw8YMKBfv37Dhw8fN25cU+si/vfff99///2nT5/ISzMzs7CwMKxDiNoVOp3u7+8/evTox48fz5gx4/bt24qKik09CZvNXrRo0dmzZ2k0mpeX1+bNmyUQqZTQaLTa+W+EtlRWVubk5JSXl8fExABAZGRkZGSkYIMhQ4aQb7aoqChNTc1evXpJOGrK8MsPSnkFOEIIIWnjIVSXwsJCMuXS1dXVx8fHx8eHFKEaMGAAm80mbcLCwgwNDb29vYWOtbKy6t+/f5MuV1xcfP/+/QMHDixatGjEiBGCKewdHR15PN7BgwcBwM7OrqioiBxSXl4+ZcoUANizZ4/Q2Tgcjr6+focOHU6dOpWQkLBs2TIAmD59ejN+Dgi1drm5uYaGhgDwww8/NPXYoqKi0aNHA4CqqmpQUJAkwmtFHj9+rKen5+TkxOFwqI5F4lgsFpkV/OrVK6pjQQghJFnYIUT1Sk1NFcxFwWAwPDw8ysrK+A2uXbsGAFu3bhU6sBkdQiFsNvvZs2fnz59fu3btuXPnWCwWk8lUU1MrKCgQbJaRkaGhoWFra8vj8dLS0v7666+YmBjy/wDg7u5OmnE4HB0dHSMjo5aEhFDrlZiYqKqqCgC7d+9u/FFpaWlkOXHnzp0TEhIkF15r8fLlS01NTQBYv3491bFI3OXLlwHA0tKS6kAQQghJHHYIUQP+/fdfOp1Op9OjoqKoiuHZs2cAMG/ePBFtyHJELy8vHo9XXV2tq6trZGT09etXHo8XFxcHAHPnzpVKsAjJoqtXr5IP8qNHjxrT/vPnzyQV8ODBg3NzcyUdXmsRFRVFEhefOHGC6lgki0wJOXDgANWBIIQQkrhWU00YUSIpKWnZsmVcLnf37t0UFhxrTF1EUhTR3t4eAOTk5LZt25aVlaWrq9u3b18rKysmk7ly5UophYuQ7Jk+ffquXbu2b9/eyBLqmpqa69evnz59enR0dOfOnSUdXmtB6nkAwJIlS4TWFrYlxcXF4eHhcnJy33//PdWxIIQQkjhMKoPq9eHDh2nTpn39+nX+/PnUVl5uTF1EflFEAOByuampqQDAZrOrqqoAoKys7OnTp224XBhCDVqzZk2T2q9atWrlypWYUESI2Ot5yKBLly5VVVVNnDhRT0+P6lgQQghJHI4QorqVl5dPnjw5Jydn1KhRx48fb+HZXrx4QTpmzSO6LuKpU6eENj548ODgwYNjxoz5+PHjmzdv0tLSVFRUPD09uVxus2NAqB3C3mCd9u7dO23atM+fP0+aNKmwsJDqcMSPn1+U6kAQQghJA3YIUR24XO6cOXOSk5N79uwZFBRE1sw0W1VVFakraGxsPHXq1M2bN4eEhGRmZjb+DPy6iDweT3A7qYv4zz//CLUn9cGWLFmipaUFACYmJm5ubjk5OWQxIULtja+v77Rp07p06aKrqzts2LD9+/fX1NTU17iysjIuLu706dMRERGfP3+WZpytBannYWlpmZmZOWPGjJY87ZJB7969e/jwoYqKiqOjI9WxIIQQkgacMorqsGrVquvXr2tra4eEhJCsei2Rl5dnYmKSlpaWmZmZmZl548YNsp3JZPbv379///79+vXr16+fubl5fT3PptZF7NChAwAI9jnJ6CLZjlD70dQCnq9fv7a1tc3NzSUvtbW1/f39J0yYIPXAZZ2KikpQUNDQoUPv37+/ePFiHx8fqiMSGz8/Px6PN336dDU1NapjQQghJBVUZ7VBMofMwJSXl4+MjBTjaSsqKh4/fnzq1Klly5aNHj26dj9TXl6+b9++bm5u/v7+tQ9vsC6iYFHElJQURUVFJpO5cePGiIiI9evXMxiMgQMHtofqYQgJalIBTx6P16dPH0VFxdOnT6empu7bt09BQaFTp07l5eXSjbrVSEpKIvU8du3aRXUsYtOnTx8ACA0NpToQhBBCUoIdQvSNiIgIMmhw9uxZSV8rNzf39u3bBw4cmDt3rpmZGYPBID3Dn3/+uc72ousi8osi1tTU8Hi8wMBAwdSIFhYWb968kfQ7QkimNKaAJ0+ghidZDrd8+XJ+SycnJwCgsOSM7Ltx4waDwaDRaBcuXKA6FjFITEwEAB0dnerqaqpjQQghJCU4ZRT9fy9fvvz+++9ramr++OMPd3d3SV+uc+fOnTt3HjduHHlZUVHx4sWL5OTkXr161dm+d+/ed+/eLSgoSEtLU1ZWNjMzU1JS4u91dHQsKCj46aefLCwsnj59OmPGjMmTJ7948SI/P7979+49e/ak03HFLGpf0tLSCgsL582bp6OjI7i9R48eJSUl/JfPnz9ftWqVl5eXnJyclZWV4ARRZWVlAMBsTCJMmTJl586d69at+/HHH7t37z506FCqI2oRkk5m9uzZtacTI4QQaqtovG+zdKB2q6ioyMrKKj093cnJ6dKlS62x+8ThcAwNDT9+/Pj48ePBgwdTHQ5CFLt69erMmTO3bNmyadMmEc3S09NDQkKsra2FPjXx8fE2Njbq6uqZmZnq6uoSDrZua9asKS4uFsoknJSUtGvXrjlz5jg4ONQ+pKSkJCEh4cuXL7a2trVr1aSlpaWkpFhYWHTt2lWMcf7888/Hjx/X19ePj4/v0qWLGM8sTVwut2vXrrm5ufHx8UOGDKE6HIQQQlLS+m76kSRUVlY6ODikp6dbWFicPXu2NfYGAYDBYMyaNQv+95AboXauMQU84X81PAV7gywWa9OmTSNHjlRWVj5//jxVvUEACA0NvX79utDGvLy8K1euvHr1qnb78PBwPT29cePGOTk56ejojB49mp8gp7i4eODAgaampjNmzOjWrZuTk5OIVKtNdejQIVtb27y8vEmTJpWWlorrtFJ29+7d3NxcExMTS0tLqmNBCCEkPa3yvr8Z1qxZs3DhQqGNSUlJLi4uwcHBIg5MSkqKjo7mv/z48ePTurTqUlQ8Hs/DwyMmJsbAwOD69esqKipUR9R8pHCWv7+/GG/1EGqlmlrAk3j06FGvXr22bds2ceLElJQUOzs7yUYpPpWVlTNmzNDR0QkPD3/y5ImHh0d0dPS6devI3iVLliQnJx84cIBMkQ0MDNywYYO4Li0vL3/16lVzc/MXL17MmjWLdMVbndDQUACYM2cO1p9ECKH2hepFjFJiZmbGZDKFNpL6B7t3767vqJqaGjMzM2tra/6W+mZeiTiJ7PPy8gIAdXX15ORkqmMRA7IEMSIigupAEKIYi8Wi0+lmZmZcLldwe15enpycnKWlZe1DQkNDVVVVu3XrRsp+Uq7Br25+Rhwej3fv3j0AOHPmDGlWVVWlra1tbm5OmgGAu7s72cXlck1NTZlMpnhTp2RmZpLlmitWrBDjaaWGy+Xev38/JyeH6kAQQghJVfNHCMU15gYAX758ERpwy8rKanZgYvH27Vs/P78pU6akpqYKbnd0dDz6rT59+jAYjGHDhlEVagtduXJl69atDAbDz8+vX79+VIcjBq6urtDWZ40249NXX7VxGfz0IXEhBTxTU1OPHDkiuL2+Ap6lpaWOjo5MJjM5OXnixIlSjLT5yHBfREQEAKiqqm7fvp2fFOfz588sFovMfiTzS/lrDmk0Wp8+fQoLC9+8eSPGYLp373716lVFRcX9+/cfPXpUjGeWDhqNNnLkSAMDA6oDQQghJF3N7kqKa8yNx+P9/fffQlFNnz692YE1O1rBJ80rVqzgByMUraCYmBgGg1FnOa9W4dGjR2SC6KFDh6iORWzevn1Lo9FUVVXbcPG0pn76Xr16JXiTp62tzR9BlcKnD1GowQKePIEanuHh4QAwduzYjd9KS0ujKn4zMzMajcb8loaGBgiMEHp7ez9+/FjwKF9fX1dXVz09PS0trYSEBB6Pt2/fPgAg/0/8/vvvAPDff/+JPeYzZ84AAIPBuHHjhthPjhBCCImd9PJKv337NiYmxtfXNzU11draWnBXeno6k8k8cOAAfwslWdr4udeHDRu2Y8eOP/74AwCMjY3ra19eXj537lwrK6s1a9bU16YZKfIqKyufPn2amppqYGBgaWmppaVVu01YWNjXr19JibBmy8rKmjp1akVFhYeHx9KlS1tyKpliZGRkZWUVGxsbHBw8e/ZsqsORCU5OToWFhadPn7aysgoNDd2wYYO7u3tGRoaqqqqMfPqQ2FVXV3t7e+fk5ERFRS1ZssTf39/f3x/+V8DT29tbXl6etKysrMzJySkvL4+JiQGAyMjIyMhIwVNZW1ubmJhI/y0QCgoKkydPFtySlZVFZofC/zLiCB2SnJx848aN0tJSNTW158+fW1hYvHv3DgAEs+OQRyRVVVViD3jevHlv3rzZuXOnq6vrgwcP+vbtK/ZLNI+vr29AQEBSUlJVVZWxsbGLi8vSpUvrLC/x5csXoZkCHTt2NDIykk6cCCGEpK3ZXUkxjrlNnTp19OjRzY6kkdGKfszMq+dJs5aWVn0jhEuWLKHRaI8ePRJ9XXGN5PA9fPiQwWD0799f5DtuQElJCblNsbOza3sFiMkEuSlTplAdiKQ0aWGV6GrjUvj0IUq4uLgAAIPBION7+fn5Dx48SExMZLFYog/cuHEjAJibm3/58kUqkYoi+E/969evZNi/wakoPB6Pw+EkJCSoqakpKSlVVFSQNyU4Hrhjxw4AyM7OlkTYXC6XPI0yMjLKz8+XxCWahM1mk9KyTCZz2rRpdnZ2ioqKAGBjY1Pn9z9OHEAIoXZFsllGBVd37Nixo7CwsLCwsEOHDkLN0tLSevToERUVderUqdu3b1dWVkoiGPKYWdCAAQMEG9TOvS7Cx48fT5486erqKt703PyRnNTU1H379pWVlbm7u3/9+pXfoKSkxM3NrYUp7Dgcjqur6/Pnz83MzC5evNj2ChDPnj1bQUEhIiIiPz+f6lioIfjRy8zMFFFtXDqfPiR969ev79Wr1507d8jgnq6u7ogRIwYNGqSkpCT6wLVr1/bt2/fFixcuLi6yk603Ly9v9OjRLi4uIr79jh079uOPP1ZXVwMAnU63sLBwdXWtrKyMjY3V19cHgMzMTH7jnJwcTU1NCY2H02i0f//918rKKisra/r06ZR/rI4dO3bu3Dk7O7vXr18HBQWFh4cXFRVNmTIlOjp6//79tduTiQPnBfz2229SjxohhJC0NLsrKa4xNw6HQx5V8hkbGz958qTZgdUXbTNWPNaOlm/t2rUA0GCcYhzJIWbNmqWjo2NgYNCSEcJffvkFAJhMZnp6erNPIuPs7e0B4PDhw1QHIhHNW1hFxMXFKSoqMpnM0tJS6Xz6EFU4HE7zDnz79m2nTp0AYOHCheINqan4X6EZGRkkgeeqVavq++pevnw5ANy/f5+/ZfTo0QDw6tUrklTm+++/J9urq6s7d+5sY2Mj0eDz8vK6desGAC4uLkKJXqWJxWIxmUw1NbWCggLB7RkZGRoaGra2tuSl4B8jnDiAEELtSotGCMUy5vb+/fuqqqqBAwc+ePAgJSVl3bp1GRkZzs7ObDa7JbFJVHl5+fHjxwcNGiT0fptBcCQnPT3d3Nx83Lhx/L2CIzkAcObMmYsXL54+fZrcqzUPSX+npKQUHBwsYoVka0cKErbhXKOiP311fvRqVxtvjZ++NkyMyWOJjIyMa9eu1VmHUDQjI6MbN26oqKicOnXq0KFDTT1cEnr06BEYGKioqPjXX3+RcnlEeHh4ly5dyDAXmaW5cOHCa9euBQUF/fjjj1FRUUOHDjU1Ne3Zs+e4ceMuXbq0adOmO3fuODk5ffjwYdGiRRKNWU9PLzQ0tEOHDpcvX966datEryVCWlpaYWHhzJkzSY+ar0ePHiUlJXfu3CEvBf8Y4cQBhBBqX5rdlRTXmBuXy/3y5UtVVRV/CynhIJgOruXEO0JIDjx48GBjrtv4kZyoqCgA0NbWnjt37uXLl//77z/+SA6Px3vz5o2amtrixYt5PN6gQYOaN0IYGhrKYDBoNJqfn18zDm9FWCwWmZz8+vVrqmMRv2b8e46Pj+/atSsA2Nvb8+uMSefThxpJjEuOP3/+LPiAYObMmc1YKnz58mUajUan069fv96MtyMW5ubmurq6/Jf8BJ78n8m1a9cAYOvWraTBkSNHBOfE2travnv3juwqLi4eMmQI2a6kpLRx40bpvIWbN2/KycnxI5Sm4uLi6OjogIAAANiyZYvoxvw/RjhxACGE2hvJriFsDA6Ho6CgoKCgwN8yduxYAKj9tFvSBJ80i3b79m0AGD9+fGNO2/iRnLKysu+++66oqMjX19fFxWXMmDFcLnf+/PnV1dXV1dWurq4GBgZ//fVXM98eAAAUFRUxGIytW7eSYn1tmJKSkqOjIwBcvHiR6lioFxYWNnbsWBqNFhYWFhISwu9FyM6nDzWDiCXHS5YsSU5OPnDgABn2CQwM3LBhQ1PP7+zsvHnzZi6X6+bmlpycLIF30LCUlBTBlcDz5s1bv349h8PR0NAgqUcdHR15PJ6npydp8Ouvv+bn58fHx0dGRr579+7OnTvkOQgAdOzYMT4+Pisr67///vv8+fO2bduk8xYmT5788uVLfoQS9eHDh5CQkM2bN7u4uJibm2tpadnY2OTl5QFAx44dRR/L/2OEEwcQQqjdaXZXUlxjbiTVW2RkJH+LhYUFAOTm5jY7ttqEHjMTZN7R7t27nz59WlpaKvSkmWAymbWXUvTv319TU7Mxa0Ka8VO6evWqpqam4O+IwWCQzAf79+9/8+bNmzdvzM3NTUxM3rx5QwYPm+TFixcUrmaRplu3bgGAiYlJ23u/Tfp3VVJSoqCg0K1bt9pJI6Xz6UON1KTUzSKWHKelpQGAu7s72c7lck1NTZlMZjMGCblc7ty5cwGgc+fO/IFlavETeHbv3l0WEnhSiAwAHj582MPDw9LSkhSVFaSiomJpaXnp0iUAWLVqVe0zBAQEnDx5UmgjThxACKH2RrLpJcPDwz08PFauXFm7ThTf6NGj5eTkFixYsG/fPnl5+aNHjyYmJs6aNatz585ijCQlJaX2xkmTJvF4vJKSkj59+jAYDJKRXKjNp0+fah/49OlTMcYmKCwsbO7cuUwm09/f38LCIiws7MqVK7du3Xr//j0ArFixQvAnaWpqunv3bpLepvHMzMzEHLSssrW1NTAwSE9PT0hIEG8yWNkn+NGLjY1ls9nGxsakNjffvHnzpkyZ4uXlJelPHxIjfrlUOTm5+pLHkgQq/DKnNBqtT58+V69effPmTVM//jQa7dSpU+/fv4+Kipo2bVp0dLSqqqr43o0oPB4vOTm59jptksDz7du3cXFxM2bMuHv3rtD8RpnS+NJ/AFBcXPz48ePS0tJRo0bp6urWbvDhw4fExMTExMTU1NQXL168fPlS6G+Wvr6+ubm5mZmZhYWFhYVFr169GAxGZWUlnU4PCwvbu3cvjUbjN/748eOsWbMGDhwotHK1zokDsbGxOHEAIYTaquZ3CMnaEqGNQlv49Y6F2pAVIABQXV3t6ek5cODAmpqamTNnko0uLi7Hjh1rdmBNtXr16pycnKFDh/JnFlGltLTU0dFRX18/OTmZrH9zd3d3d3cvKSk5fvx4WFjY48ePKyoqSGMtLa3Lly+bmJg06YYDAAoKCm7fvs1gMGxsbEgq9raKTqe7uLjs37/fz8+vjXUIRXz6yPw6wY+eiGrjEyZMOH/+/N69e6n69CEhRUVFQpk/hObp9e3b19vb29raevDgwbGxsfzt8fHxly9fZjKZgwcP/ueffwBAsIy4qakpABQUFDTjeZCCgkJAQICVlVViYuK8efMuX75c+9+e2HG5XHd3d/I4zMbGRmivsrLytWvXhg4dqq+v38IaPJJTXV29cOHCc+fOMZnMESNGVFZWRkVFxcXFXb9+/c6dO7W/osPCwtzc3IqLiwGARqO5ubn5+vrm5eUFBgY+e/YsOTk5JSWF//1PqKiomJub9+/fv1+/fv369evfv3+d80KVlJRmz57t5+d35MiRpUuX8rdv27ZN8C8v3549e/7444/IyMgxY8aQLeHh4QBgbm7e0h8KQggh2UTp+CTv2bNnZHqkhYXFo0eP4uPjP3/+LM0A7t69S6PRFBUVU1JSJHH+BueAhYWFGRoaent783g88kd37NixG79F6krzeLzq6ur79+8vW7ZMQUHBxMSkqbWGuVyus7Mz/2ZORUXl1q1bknjXsiMhIQEAdHV1mzFZrtX59OmTsbFxhw4d6qw2Idq7d++k/+lDQszMzBQVFd2/NWrUKBA5D7+iosLT01NOTq5jx47h4eE8Ho/c9AumUzp8+DAAkL3N8/LlS/JdvWHDhmafpElWrlwJAFpaWvXlhcrJyZHl2eAHDx4EADs7u6KiIrKlvLx8ypQpALBnzx6hxkVFRZqamrq6ut7e3g8ePJg3bx4A7N2799GjR4J/r/X19ceNG7ds2bKzZ8+mpKTU1NQ0MpjCwkIy5Ojq6urj4+Pj4zNt2jQAGDBgAJvNJm34f4yePn0qJyfXvXv3wMDA4ODgiRMnAsCsWbPE9ZNBCCEkayjuEPJ4vLS0tJ49ewJA586dpbxEoby8nNRd2Llzp4QuIXrtIu/bFHmbNm2qs9POzxzIZ2Vl1b9//ybdcPB4vL///hsA1q1bl52dffz4cU1NTX4FqjaMPNUOCwujOhDJYrPZ5HH+oEGDysvLqQ4HNYe4ksdu3LgRAMgceIIsFs3Ozm5JeFFRUWQa4YkTJ1pynkbicDik09KjR49Pnz5J4Ypi1JjSf4J1/86ePQsCK9irqqo6duxobm5eUVGxcOHCQ4cORUVFtfB5TWpqKkkZRTAYDA8Pj7KyMn4DwT9GFy9eFBxMdnFxKS4ubsnVEUIIyTLqO4Q8Hq+oqIiUD1ZVVQ0KCpLadZcsWSL0iLQVaWqtYTabraamNmrUKH7L/fv3jx8/vrKyUqpxS9327dsBYM6cOVQHIkGCmT/ev39PdTiomZraIQwNDVVVVe3WrZvQ8w7y6Offf//lb/n55581NTVbHuGpU6cAQF5e/u7duy0/W4O+fv1KJntbW1u3rm+qZ8+eAcC8efNEtLl69SoAeHl58Xi8LVu2AMD9+/f5ex0cHOTl5cX+tyk/P//BgweJiYksFkt0Szs7OwAwNzf/8OGDeGNACCEka2SiQ8jj8aqqqsgkGRqNRv5ASlpMTAydTpeTk0tMTJTC5cSuMTccPIF7jjdv3gDAyZMnc3Nzg4ODo6Ojv379KpVIKZaVlUWj0VRVVQWfhbcxJIG+mpra06dPqY4FNZ+4kseSpDLff/89eVldXd25c2cbGxuxBNngTE7xev/+fefOnWk0mjSfFbZcYGAgNFT6T7AI7enTpwFg3759ZFdNTU2vXr0A4MWLF9IIty6fPn0yMTEBACcnJw6HQ1UYCCGEpECyWUYbT0FB4cyZMwMHDly5cuWWLVtyc3OPHj0qLy8vocuxWKx58+ZxuVxPT89BgwZJ6CoSRTLL9+jRQ3QzfgoK0v7mzZs//fQTl8sFAAMDAz8/v9oJG9qYbt26DR8+/OHDh9evX3dzc6M6HPELCAjw8vKi0+nnz5/v378/1eEgyeLnjzUzM6sveWzPnj3HjRt36dIlU1PTUaNGHTly5MOHD3v37hVLAHv37s3IyLh+/frkyZPj4uKYTKZYTlsfQ0PD4ODgV69ekemjrQVJdSO69B+p+0f+f8qUKR07dty9e3dJSYmZmZmvry/p1Uvuj2CDmExmcHDw8OHDyTeM1Mo2IoQQogDVPVJhAQEBpJjSuHHjJLdoYdWqVQDQu3fv1jUNSdDly5cB4ODBg41sTxYcAsC6devi4+NPnTqloqLSqVOnZlQybHWOHj0K/6sy0sY8fvyYfF72799PdSyopRpccswTWOgleslxcXHxkCFDyBYlJaWNGzeKMU4JzeQMCwurPdrZSiUnJ0NTSv/xeLy7d+8aGBiQX5murq6tra2SkhLlQ3MRERFycnI0Gu3cuXPURoIQQkhyZK5DyOPx4uPj9fT0AOC7776TxKykuLg4BoMhJyf36NEjsZ9capp6w+Ht7Q0AEydO5G9ZsGABAERHR0s2UBlQVFSkoKAgJyf38eNHqmMRp6ysrE6dOgHAggULqI4FyaKsrKz//vuvoqJC7GfOzc01NDQEgB9++EEsJzxz5gydTp8wYULbSAjMYrHodLqZmZlQHtS8vDw5OTlLS8s6j6qpqXn9+nVqaiqHw5k0adKAAQOkEmwDTp48CQDy8vKRkZFUx4IQQkgiJF5OqhmGDBmSkJAwcODAtLS04cOHR0dHi/HkVVVVCxYs4HA4q1evbtW16UxNTUmtYd63hYlJrWFSiEwQSUVoa2vL32JhYQH/K1vXtmlpaU2cOLGmpubSpUtUxyI2ZWVlDg4O+fn5EyZMOH78ONXhIFnUrVu30aNHk4L14tW5c+fr16+rqqqeOXNmz549LT/h6NGjdXR0bt26RaZvtHak9F9qauqRI0cEt9dX+u/mzZtdunQ5ceKEqalp7969P3z4cPfuXfIVTbmFCxcuX768urra2dmZLD1ACCHU1lDdI61XWVnZ1KlTAUBRUVGMk1X++OMPAOjZs6cknppLGVkRd+jQIcGNv/zyCwDs2rVLqPHLly8BYPz48fwtLi4uAPDs2TNpxEo10hUcMmQI1YGIR01NDfl09O7dG9PBI6rcuHGDwWDQaLSLFy+2/GyPHz/u0qVLm5mz0GDpP8EitJmZmfLy8lpaWomJiU+ePBk+fLiWllZubi7Vb+L/cDgcBwcH8qcTq5UihFDbI7sdQh6PV1NTs27dOgCg0Wjr1q1r+WqKp0+fysvL0+l0wezerVeTag3zeDwnJyc6nT5nzpygoCAPDw95efn2UIeQYLFYHTp0AIBXr15RHYsYkIop2traaWlpVMeC2rXdu3cDgLKyclxcXMvPVlVV1fKTyI7apf8WLlzIX7YtWPePx+OdOHGCP5bbtWvX69evUxd4HcrKykjOqlGjRrWxXxNCCCGZ7hASJ06cIJnWnJ2dWzKsV11dTRKK/vbbb2IMj1qNrzXM4XA+ffpEytYTY8aMaVcFpubPnw//q/rVqh06dAgAFBQUoqKiqI4FId5PP/0EAPr6+i0sfN9WCZb+O3PmTI8ePc6cOVNny6KioujoaAorIb19+1ZEIVP+wtEff/xRmlEhhBCStFbQIeTxeBEREWR4x8rKqtl5QUjl3+7du7e9enSiaw1HR0cPGzZs7dq15GV2dnZkZGQ7vHW7c+cOABgbGwuleWhdwsPDSdI/X19fqmNBiMfj8dhsNlmcbG5uXlJSQnU4Mm38+PEAUGeWUco9ffpUV1d3wIABIv5EJiYmqqqqAsDevXulGRtCCCGJovG+TUkis1JSUqZOnZqVlWVoaBgSEjJgwIAmHf7y5ctBgwZVVVXdunVr3LhxkolRRsXExIwYMaJz587Z2dkMBqN2g5cvX/r7+y9evJif9LxN4nK53bp1y8nJiYuLGzp0KNXhNEdqaurw4cNLSko2b97s5eVFdTgI/Z/i4uJhw4bl5ubeunVr2LBhVIcjo/Ly8rp06cJgMPLy8rS0tKgOR9jnz5+HDx/++vXrSZMmhYSE1PnHAgCuXr3q7OwMAIGBgY6OjlINESGEkGTIYpbROvXp0+fx48fW1tY5OTmjRo26ceNG44/lcDjz5s2rrKxcvHhxe+sNAsDw4cO/++67Dx8+3Lt3r84GXl5e27dvv3DhgpQDkzI6nT5r1iwVFRWSX6fVKSwsnDp1aklJibOzc3016BCihKam5o0bNx48eIC9QREuXLjA4XCmTp0qg71BANDS0goNDdXR0QkLC1u7dm19zWbMmLF9+3Yul+vq6vro0SNpRogQQkhCWk2HEACYTObt27fd3NzKysocHR0PHz7cyAP/+uuvx48fGxgY7Ny5U6IRyqxZs2YBgJ+fX517SbbS+va2JevWrfv48eMPP/xAdSBNVllZOXXq1MzMTEtLyzNnztBoNKojQugbJiYmJOkIqg/5jiXft7KpR48eV69eVVRU9Pb2Pnr0aH3N1q9fv2jRIhaL5ejo+P79e2lGiBBCSBJazZRRPh6Pt2nTph07dvB4vJ07d65fv150+4yMjL59+7JYrLCwsIkTJ0onSFmTlpZmamqqoaHx8ePH2kXJqqur9fX1i4qKnj171rdvX0oiRCLweLw5c+b4+/sbGRnFxcWRYvQIUcjX1zcgICApKamqqsrY2NjFxWXp0qVycnIiDklKSiorK7Oxsalzb1hY2NevX52cnCQTL/VevXrVu3dvTU3NvLw8RUVFqsMR5ezZsz/88IOcnFxoaChZ9FhbdXX1xIkTIyMjBw4ceP/+fbKwECGEUGtF6QrG5rt48aKuru7z588bbFldXf3nn38uXrxYClHJssGDBwPAlStX6ty7ePFiAPj999+lHJXYnTt3zsHBwdDQUEdHx8rKytvbu7q6WvQhiYmJtdN1slis2NjYf//9Nzw8vKioSGLxNgopnqmhodFOikYiWcZms93d3QGAyWROmzbNzs6OdG9sbGxEfNZqamrMzMysra3r3Pvw4UMGg9G/f39JBS0DyKfYw8OD6kAahTxp1dDQEPFHtqioyNTUFACmTJlSU1MjzfAQQgiJV2vtEPJ4vPLycqpDaE32798PAI6OjnXuvX//PgB07dq15cUeqSLG+9RXr14J5tfR1taOiIiQ/Duo24ULF2g0GoPBuHHjBlUxIMR38OBBALCzs+M/KCkvLyf1bPbs2VO7fWZm5vnz5+3s7ACgzg7hly9fjIyMAKANdwi5XG737t0BoL5SMSKKPVCCy+XOnj0bAIyMjPLz8+trlpGRwWQyAWD16tXSDE/I6tWrFyxYILQxMTHR2dm5vnKODT7yq/NBIUIItVWtuEMoO8T716i4uDg0NPT06dORkZENjm41Xn5+vpycnIKCQmFhYe29/PuV6OhocV1RysR4n9qnTx9FRcXTp0+npqbu27dPQUGhU6dOlDyAuH//PunW/v3339K/OkJCWCwWk8lUU1MrKCgQ3J6RkaGhoWFra0tepqWl/fXXXzExMTweb8WKFfxnK3V2CGfNmqWjo2NgYNCGO4TkiVuXLl3qfOJWXFyspKRkYWEhUwXfKyoqrKysAGDEiBGVlZX1Nbt37x75jjp27Jg0wxNkZmbGZDKFNpLMc7t3767dvsFHfqIHtBFCqO1pxR1CcU0ObDkx/jWKjIzU0dHh7zIzM3v37p244iSdn+PHj9e5d8OGDQCwaNEicV1OmsR4n1pYWAgAy5cv528h65qk/7Q4MzOT/GP47bffpHxphOr07NkzAJg3b57oZlevXgUALy8vHo9XUVFRWFhYWFjYoUOH2nfYPj4+ABASEjJo0KA23CEUPSf/n3/+AYDx48dLOaoG5eXlde3aFQBcXFxElG8lv0R5efnbt29LMzy+pv4JFvHIr8EBbYQQapNaZYdQEotYWkJcf404HI6+vn6HDh1OnTqVkJCwbNkyAJg+fbq44jx37pyIP3KpqakAoKmpKeJhsMwS433qo0ePrKysbt68yd8yd+5cAIiMjJRI6PUoKSkxNzcHgEmTJuH6HCQjAgMDAWDLli2im6WlpXl7ez9+/Fhwo5aWltCXz5s3b9TU1MgC7zbcIWSz2WReZX1rgEminTNnzkg5sMZ48eJFhw4dGvylr1u3rsE1h5LTmD/B/KeBoh/5NTigjRBCbVKr7BCKfRFLCzX410hwYErEX6O0tDQAcHd3J9s5HI6Ojo6RkZG44iwvL1dTU6PRaJmZmXU2GDRoEABcvXpVXFeUGvHepwqKi4tTVFRkMpmlpaXiibURampqxo4dS1ZVSfO6CIl2+fJlADh48GAzjhX6oLHZ7MGDB/fs2fPr16+8Nt0hDAoKErFCMjs7m06nKykpffnyRbpxNVZYWJicnByNRjt//nx9bbhcLilu1L17dxFrDiWkMR1C/tNA0Y/8RA9oI4RQW9Wa6hASlZWV27ZtU1NT8/X15Zf3VVVVPXTokIaGRkREBNmSnp7u7e0dGxsLAIcPH54zZw5/l/Q9f/581apVJIDMzEwrK6sJEybw95I6EFwu18jISFdX9969exUVFQDw+PHjT58+WVtbiysMVVVVBwcHHo938eLFOhu03oKEHA4HADp27Ci6mYmJyYoVK0jC1QaxWKxNmzaNHDlSWVn5/Pnz6urqLY+zkRgMxuzZs7t06RIcHCzN6yIkWs+ePQEgOzu79q7AwMBTp041/lTbtm1LSEjYvHlzbm5uWlpaVVXV169f09LSysrKxBaubBBdftDf35/L5To6OpKBOBk0ceLEffv28Xi8hQsXkj+ptdFotNOnTw8dOvTt27czZ86sqqqScpBFRUU633J1dRVs0LdvX29vb3t7e0tLy9jY2MmTJ5Pt8fHxly9fZjKZ5O+CsrKytra2trY2g8GQ8ltACCEqUd0jbTKxL2JpOTMzMxqNxvyWhoYGCIwQ1h6YIoQGoE6cOAEAqqqqffr0AQAmk/nkyRMxhnrz5k0A6N27d517P3z4wGAwFBUVi4uLxXhRKUhOTgaAVatW1d4VEBBw8uRJEcfWOUIYHx9PFs/Y29vn5OSQjXv27NmyZcu1a9cyMjJErKgRFzJygpDsYLFYdDrdzMxM6N9/Xl6enJycpaWliGOFPmiOjo51/kmqc5p961VSUqKsrEyn0+vLI0pKv4aEhEg5sKb69ddfyZ+ktLS0+tp8+PChS5cuY8eOlfJop5mZmaKiovu3Ro0aJfqfU0VFhaenp5ycXMeOHcPDw4X2ip45ghBCbYyoOsKyicyr7NGjh+hm5HEgGV5TVlYmo3CSe+anoKDAf+JIZGVl3bt3j/w/GZgSOoTFYv35559//vmnmpoaGYDicrlkIR+bzSZPWMvKyp4+fTpgwABxxTlhwoROnTq9fPnyyZMnAwcOFNqrr68/ZsyYO3fuBAQELFy4UFwXlQJTU1M6nR4WFrZ3714ajcbf/vHjx1mzZg0cOLBJbycsLMzZ2ZnJZIaFhU2cOJG//dixY2/fviX/r66ubmpqamZmZmFhYWFhMWDAADU1NXG9HUJFRUW8J0SohZSUlGbPnu3n53fkyJGlS5fyt2/btq2mpmbmzJmNP9WWLVuWLFnCf7l06VI2m33ixAkTExNxRky1wMBAFos1duxYQ0PD2nuTk5OfP3+upaUlOGdENh08ePDdu3c3btxwcHCIiYmpczqGvr5+dHS0oaGhvLy8pOMpKChITk7Ozs5esGABAKirq589e1awwc2bN/l/gmt79OiRs7Nzdna2vb398ePHBdO8IYRQe0R1j7TJxLiIRVyamlSGV88AVHR0NACMGTOGrI1MS0vT1NQ0NDQUb21AchtX52Aa73/54kaPHi3GK0oHmZF16NAhwY2//PILAOzatUvEgUL/KkpKShQUFLp161b7Ibe/v//atWvt7Oz09fWFPkd0Ot3ExGTmzJlkCLHOVZqNzIubl5f3pC6fPn1qwo8DIckoLCzU1dUFAFdXVx8fHx8fn2nTpgHAgAED2Gw2aRMWFmZoaOjt7S14oOivXysrqza5htDW1hYA/v333zr3rlmzBgB+/fVXKUfVPKWlpWQ8c8KECWIsidQY1dXVKSkply9f9vLysre35z8RZjAYFRUVTf0THBoaqqqq2q1bt7CwsPquiCOECKF2pfWNEIpexFJcXCz7Q1v1DUDdvn0bAJYsWULWRpqYmLi5uR05ciQuLm748OHiurqbm9vhw4cvXLiwe/fu2kOmM2fO/PXXX6Ojo7Oyski16Nbi4MGDt2/fXrZsWVxc3Pjx4wEgKCjo+vXrAwYMWLlyJWkTHh7u4eGxcuXK2gO2fLGxsWw229jYeN++fYLb582bN3v2bFKsGQA+ffqUnJycnJz87NmzZ8+epaampqenp6enk/Q2AKChodGvX79+/fpt2rRJS0tr4cKF586dYzKZpKhXVFRUXFzc9evX79y5Iyf3zcfw2LFjW7durR3Y7t27165d24KfEEJioK2tHRUVtWTJEn9/f39/fwBgMBgeHh7e3t78caHKysqcnJzy8nLBA+l0OvnCIdmtpB+59H348CEqKkpJSWnGjBm193K5XLKcu77lhbJGXV09ODjYysqqV69edLpwAgJfX9+AgICkpKSqqipjY2MXF5elS5cKfbnxlZSUJCQkfPnyxdbWts7BxtpfsGw2W7AB/wuWxWI16V2UlpY6Ojrq6+snJyfL7LpNhBCSstbXIRTv5EDpE/HXiLzMzMzkbyH9XvH+0Ro6dKipqembN2+ioqLI02tB6urqU6dOvXTp0qVLl0gm8dZCxH1qTU0NuVUVfZ9KxMTEAEBkZGRkZKRgM2tra8HJbDo6OuPGjRs3bhx5WVNT8/r169TU1BcvXiQmJqampmZmZj548ODhw4c7duw4duzYuXPn7Ozs/P39SW//69ev33///c2bN/fv309GCfgcHR319PQEtxw9evTly5fDhg0Tx88JyaI1a9YUFxcLJWVJSkratWvXnDlzHBwcah9SWVn59OnT1NRUAwMDS0tLfoat4uLix48fl5aWjho1igzliV3v3r3v3r1bUFCQlpaWlJS0cePGfv36CfbxHB0deTye0FGfPn0CgPT0dHt7+59//nn58uWCe+vLVtKq+fv7czic6dOn19nniY6Ofv/+vZGREan/3ioYGRk9f/5csFguAFRXVzf+gRcAhIeHT58+vbKyEgDk5ORGjBjh5+enr69/4cKFZ8+ekU5gXl6e4CFkCkb//v379etH/tu9e/cmRc5/GmhmZlbfI782Nl0ZIYSagOohyuYQ1+RAcWlwvorgBKrw8HAAGDt27MZvpaWlpaSkkAQzGzdujIiIWL9+PYPBGDhwoHinjPJ4PC8vLwCYP39+nXuDg4MBwMzMTLwXlZr8/PwHDx4kJiayWCwej3fv3j09Pb3//vtP+mHcunXr6NGjLBaLyWSqqakVFBQINsjIyNDQ0LC1tSUvBWuTCIqJiWEwGHXWU0FtRlPnvL169Upw1ZO2tnZERASPxwsNDdXU1CQbaTTanDlzJBr23r17yUjRggULGnnI5cuXaTQag8GQ/TQqLUeWf1+7dq3OvWTxm6enp3SDEr8mFYJisVjKyspdunQJDw9/8uTJzz//DABubm48Hq9Tp078f9Lq6uoWFhZz5849cODA/fv3y8rKRARgbm6uq6srtDE0NFTw43Pt2jUA2Lp166ZNm+q8FyKfID4mk9kal04ghFDztMoOoYQWsTRbg3+NAgICyJ8iHo8n+q9RYGBg586d+RstLCzevHkj9oDT09NpNJqGhkadeSz5ZZSTk5PFfmkpe/36NRk5WbduHVUxNCMvLl9ZWZmxsfGIESMkFx6SBU3tEPbp00dRUfH06dOpqan79u1TUFDo1KnT+/fvNTU1dXV1vb29Hzx4MG/ePADYu3evJAKurq4maSdpNJrQP9oGkRnRampqT58+lURsMoJkCNPU1KysrKy9l8VikWHDly9fSj82MWrqAy+S6OXMmTNke1VVlba2trm5OY/H27p1qzTTOCOEEOJrlR1CHo+XmppKKncTZHKg4ENE/uNAwaOYTGbv3r2Dg4OlGSqXyx08ePDcuXMLCwsb057FYiUkJNy8eTM1NVXsY4N8Q4cOBYBLly7VuZcMt65du1ZCV5eOoqIiU1NTAJgyZUpNTQ1VYZBVhVu2bBHdrM7aJEuWLKHRaI8ePZJkgIh6DXYIBQeQCwsLAWD58uX8lk5OTgCwfv16wS+9qqqqjh07kltt8SotLZ00aRIAKCkp+fn5NfVwLpdLSoF37ty5vmIMbQD5dfz000917r1y5QoAiC7U0So09YFXYmLi9u3bP3z4QLbn5eWpqKj88MMPEg8UIYRQ/Vprh5AIDAyUk5PT0NB49+5dY9q/ePFCQUGBwWAIjRxKVFBQEAAYGhrW+ZyYKocOHQIAUqe+tocPHwKAgYEBhf2oFmKz2eSRwcCBA8vLyymMpNl5cfPy8hQVFclkKtS2NdghFBxAfvTokZWV1c2bN/ktSf/qhx9+AID79+/ztzs4OMjLy/PnTYhFRkZG7969AUBfX7/ZjyqqqqpGjx4NAIMGDaL24ykhXC6XJOW6d+9enQ1IGcYDBw5IOTCxa/YDL19fX1dXVz09PS0trYSEBAmHiRBCSJRW3CF89eoVWS3TpIGsAwcOkEUvCxcuFO99Un0sLS0B4MiRI1K4VuMVFBTIy8vLy8vXV8zgu+++A4DIyEgpByYuixYtIves2dnZ1EaSnJwM9dT5CAgIOHnyZH0HkpyiT548kWBwSDaYmZnRaDTmtzQ0NARHCGsPIBNxcXFk7fHRo0cBYN++fWR7TU1Nr169AODFixfiijMmJoZM1+/bt29WVlZLTlVYWEi+ZGbMmCG5qRBUITWEunbtWufUx8+fPysqKjIYjLy8POnHJl7NfuC1evVq8i9cTU3Nx8dHAqEhhBBqrNbaISwqKiI3E82YDXjlyhVS8nvcuHHFxcWSCfD/kAQt+vr6FRUVEr1QM0yePBkAjh49WudeT09PAFizZo2UoxKLnTt3AoCysnJ8fLx4z7x27dqVK1eeOXOGZFdvzCEsFotOp5uZmQndGubl5cnJydU3Z6ysrExDQ2PQoEFiCBrJPDMzM0VFRfdvjRo1qr41hERFRYWnp6ecnFzHjh3Dw8Pz8/M7duyoo6Pj6el54cIF8gEHAHGtQ7548aKSkhIA2NnZ1a7S2QwvX74kD/XWr1/f8rPJFPJAasOGDXXuPX78OPkxSjkqSWj2Ay8ej8fhcBISEtTU1JSUlGTwTyRCCLUfrbJDyGazx4wZ05LpRnFxcSSz/3fffff69WuxR8g3ZMiQ5j09lQI/Pz8AqC9hyfv372NjY6UcklgEBATQ6XQ6nV5fcr+WEMzjLycn16NHD3t7ey8vr+Dg4IyMjPqOakZeXDJdUDb/5SCxa2pSGR6PFx8f37VrVwCwt7fPyckhG+/evcvPPqqrq2tra6ukpNTy8Tcul+vl5UXK/CxatEiMRcmjoqIUFBQA4MSJE+I6J+VIohQAeP78eZ0NrK2tAeDcuXNSDkwSmvrA6+jRo/PnzxecnkM6z3fv3pVGuAghhOrSKjuEHh4eLU9IkJOTM3DgQADQ1taOjo4WY3h8N2/eBAA9PT3ZfPb59etXNTU1Go0moifT6iQkJKiqqgpOnBMjLpcbEhKyY8cOFxeXXr16CVYvJEhxwtqXbkZeXFKlLTU1VezvAsmgpnYIQ0NDVVVVu3XrFhYWJrSLXxKTw+FMmjRpwIABLYytsrKSPNFgMBhCDzXE4t9//wUAeXn5NtMlIAs+Bw4cWOfed+/e0el0FRUV0aUUWpEmPfAi32yCK13JatJXr15JI1aEEEJ1aX0dwu3btwOAiopKy1MvlpWVTZ06FQAUFRUl8bB2xIgRACDNBDZNNWfOHADYtm0b1YGIR25uLhke+fHHH6VwOTabnZKScvbs2XXr1tnb2/MHD11dXWs3bmRe3DVr1pDkQ/3799fU1MTc6+1EkzqEJSUlCgoK3bp1E5q3eePGDUNDw7///pu8fP/+vYKCQuMrBNbp06dPZDhLXV39xo0bLTmVCKtWrQIALS0tic7XkJqZM2eKeCa1Y8eO+r4lWqkmPfCKi4sDgJ49e169evXatWvz588HgKFDh+J3HUIIUaiVdQj5swGDgoLEcsKampp169YBAI1GW7dunRhzG5AC9J06daqz1p+MCAsLA4BevXpRHYgYlJWV9e/fHwBsbGwaubpP7N69excSEvLw4cP6GuTn5z948CAxMZHFYtXeu2zZMgaDERgYKMkYkSxqsEMoOIBMvlvGjh278Vv//fefvLy8lpZWYmLikydPhg8frqWllZub2+yonj9/TlJlGhoaSjS5EYfDIVk3e/ToUV+aq9aipKREWVmZTqfz5/EK6dOnDwAIJoltA+p84CX4wEKwENSRI0fIYlTC1ta2kXnCEUIISUhr6hAmJCSQZDBiH3M7ceKEvLw8ADg7O4treufIkSNBYlWhxaWmpoaspWztWb85HI6DgwPp3H7+/JnqcJrpr7/+AoAZM2ZQHQiSNnNzc11dXaGNoaGh/A6h4P30pk2boC6zZs36888/lZWVycuuXbtev3692SFFRER06NABAKysrD5+/NiSd9cYFRUVJCGztbW1TFXoaapTp04BwLhx4+rcm5SUROaWSyfHtZQJPvAqKCjQ0dH55Zdf6mxZUlISHx8fGRmJXUGEEJIFraZDmJOTQ2YDtnAGVH3Ee/dz+/ZtAGAymbK/SoSs6FixYgXVgbTIsmXLyHJQcSVUpMSHDx8YDIaCgkJRURHVsaBWZs+ePQDQpUuXuLi46OjoxMTElpxNEs/IGpSbm2toaAgArbpMOUl4Vl8dhczMzOXLl2/evFm6QVGAlLqdOnUq1YEghBBqWOvoEJaWlvbr1w8ARo8eLbnZgGKcH9VgvnjZ8ejRIwDQ1dUVY+ZAKTt58iRJStF6qybyjR8/HgD++ecfqgNBrUxZWdm4cePISryYmJhmn0dys+gbIykpiSSFqi/7royrrKzs37+/srJySUkJ1bFQbOjQoQBw8eJFqgNBCCHUsFbQIaypqSGpX3r16iXpsoFiyaAQGRlJRqtKS0vFG56E9OzZU09Pr5Wmc4iIiJCTk6PRaG0jh/uZM2fIMkiqA2n7Vq9eXXu6QWJiorOzs+iZlomJiVFRUbW35+fnnz9//sKFCx8+fBBnoI1WWVk5Y8YMAFBVVY2IiGjGGSSdZ6sxbty4wWAwaDTahQsXKAmg5bKzs6kOgWLp6ek0Gk1DQ0OWl9AjhBDiawUdwiVLlpD+VVpamhQu1/Ic6zY2NgCwc+dOsccmIW/fvq2pqaE6iuZITU3t2LEjAHh6elIdi3iUl5erqqrSaLS3b99SHUsb14zSfzwer6amxszMzNraWnAjl8t1dnam0+lk8Z6KisqtW7ckEnRDampqFixYAAAKCgqXLl1q0rFSqMTTSGT6q7KyclxcHIVhoGbz8vJq7VN/EUKoXaHXmZxAdpw8efLIkSMKCgoBAQEmJiZSuKKioqKvr6+XlxeXy122bNlPP/1UU1PT+MMfPnwYHR2tpaVF+rGtgpGRUe2SerKvsLDQwcHhy5cvTk5OW7ZsoToc8VBVVSWrbi5dukR1LOgbb9++9fPzmzJlSmpqqtCuY8eOXblyZc2aNdnZ2cePH1dUVNy9ezclQTIYjJMnT65YsYLNZu/atYvD4TT+2BMnTjx58sTMzOzRo0dk0jtV1qxZs3jxYhaL5ejomJ2dTWEkAODr6ztt2rQuXbro6uoOGzZs//79Df5FSEpKio6OFtpYUlJy9+7dwMDAL1++SCpWmXHhwgUAII9WEUIItQJU90hFCQ8Pp3A24MWLF0lqbDs7O6F6XyKQ1NuyVtnv3LlzDg4OhoaGOjo6VlZW3t7eDa4YrG9enOhdUsNisYYNGwYAgwcPbmOzkkJCQgDAzMyM6kDauAZHCNPS0v766y/+erwVK1bwvzYFRwjZbLaamtqoUaP4W/bv3z9+/HhqU2UeOXKkqTNXa2pqtmzZIulp+Y3EZrNtbW0BwNzcvPFfv2KPwd3dHQCYTOa0adPs7OwUFRUBwMbGRsT3Z51jyGFhYfxCC3JycjY2NvUVpWgDSKVBfX39VjrxBCGE2iHZ7RC+ePGCzAb08vKiKoaYmBhSb7dv375ZWVmNaQ8AHTp0kJGbKp5Y72ka3CU1XC6XPHvu1q2bFBLiS1l1dTX5V/f06VOqY2nLGuwQXr16VfD7p6KiorCwsLCwsEOHDoL//t+8eQMAJ0+ezM3NDQ4Ojo6ObmNPKKhSUlJibm4OAJMmTaKka3Hw4EHyQJCf9be8vHzKlCkAsGfPntrtMzMzz58/b2dnJ/TIgMViKSsrd+nSJTw8/MmTJz///DMAuLm5SeltSN3SpUsBYNWqVVQHghBCqLFktEP46dMnY2NjAHB2duZyuRRGkp6e3qtXL/K8s8GSBiRFpEylFBfXPY3oXVJG6rCpq6snJydTGIbk/PrrrwCwZs0aqgNpy8zMzGg0GvNbGhoagiOE3t7ejx8/FjpQS0tL8N//zZs3AcDR0ZG/htDAwED6Q+hinAXw5s2bq1evykKBuMzMTB0dHaCiLg6LxWIymWpqagUFBYLbMzIyNDQ0bG1tyUvBYeT6xpDv3bsHAGfOnCEvq6qqtLW1zc3NpfVWpKq6urpTp04AkJSURHUsCCGEGksWO4SyNhuwtLR00qRJo0aNarDixbVr12xsbGRneFCM9zSid0nTpUuXaDQag8EICQmhKgZJI0PNnTt3xjlXkmNmZqaoqOj+rcYUjBHqEJJnLgCwbt26+Pj4U6dOqaiodOrUSWpJhsU4C+Dz588DBgzgf8xnzpxJeTWa+/fvk7fz999/S/O6z549A4B58+aJbiY4jFzfGHJiYuL27dv5M3jz8vJUVFTaasIV8nykd+/eVAeCEEKoCWSuQ8jlcl1dXQHAyMhIdmYDstns1lhXSoz3NKJ3Sc2DBw/I3eHhw4cpCUBqvvvuOwBoA5UVZVbzsozyanUIvb29AWDixIn8LSTPp9QSdYpxFoCrqyuNRjtw4MDz589XrVolI8PUZ8+epdFocnJyd+/eldpFAwMDAWDLli2im9U5jCz0L4TP19fX1dVVT09PS0srISFBnOHKDPLne8eOHVQHghBCqAlkLsvopk2b/P391dXVg4ODycwTWSAvL0/mkrUuaWlpANCjRw/Rzfr27evt7W1vbw8AysrK2tra2tratfOOitglHVlZWdOnT6+qqlq6dGkrSuLaPLNmzQIAPz8/qgNBDejatSsAkAwohIWFBQDk5+dL4eqVlZXbtm1TU1Pz9fXV0tIiG1VVVQ8dOqShoREREUG2pKene3t7x8bGAsDhw4fnzJnD38WXnp7u7+8/d+7c5cuX9+nTZ+/evaampj4+Pk1KsywJ7u7u69evHzx4MFlSKB0kQStZxy6CiYnJihUrBg8e3JhzJicn37hx4+PHj2w2+/nz5y0PUtZ8/fo1ODiYRqPNnj2b6lgQQgg1gWx1CC9durRjxw4Gg+Hv79+3b19qgxFXtnEASEtLu3btmvTzp0vinoZC+vr648ePnzhxIhmTadvmzp0LAFeuXGGxWFTHgkQhvZRbt27xt0RFRQEAWXssaWlpaYWFhTNnziRr7fh69OhRUlJy584d8pKM+JFO4I4dO/hD/YKHvHr1CgAcHBzISxqN1qdPn8LCQpI1h1rbt2+PioqS9CPCL1++REdHHz582MPDQ1lZGQDq/NIODAw8depUM86/d+/e4uLihIQEAPj555/b3kf76tWr5eXlI0eO7N69O9WxIIQQagIZ6hA+ePCATG48ePAgGa2iSnV19bx589zd3WNiYiwsLAYNGvTkyZOVK1eOGzdORJ+Qw+HMnTvX09NTcGNxcfHAgQNNTU1nzJjRrVs3JycnaT5u79mzJ4j7nkZITU3NTz/9dPjw4ejoaEnX11JUVDx//nxgYKCcnJxELyQLvvvuO0tLy9LSUrImB0lfeHh4ly5d9u/fL7pZr169nJyc7t69O3fu3OvXry9atOjatWu2trbSeaQlxlkAr1+/BgAjIyP+FlNTUwAoKCgQd9RNRqPRyFxx8frw4UNISMjmzZtdXFzMzc21tLRGjx69bNmyU6dOff78mU6nh4WF8Xg8wUM+fvw4a9asf/75p/FXOXbs2I8//lhdXQ0AdDrdwsLC1dW1srKSDNi2JWRGA5YfRAihVkdWbqw/f/5MZgMuX76cpFik0LFjx86dO2dnZ+fv709mYX39+vX777+/efPm/v3716xZI9T+7du3MTExvr6+qamp1tbWgruWLFmSnJx84MABW1vbM2fO/PXXXxs2bNizZ4903oipqSm5p9m7dy+NRuNvJ/c0AwcOXLhwYQsv8ebNG8F7I319fXNzczMzMwsLCwsLi169eol3fimNRlNRURHjCWWZm5vb48eP/fz8nJycqI6lDaLRaPy8oHyCWyorK3NycsrLy2u3YTAYp0+fvn79+tWrVxkMxrFjx1gs1vnz58+fPw8AY8aM8fX1lXT8RJNmAYhu8+7dOwBQV1fnbzEwMACAqqqqFgbZVL6+vgEBAUlJSVVVVcbGxi4uLkuXLhX9GCgpKamsrMzGxkb0roKCgsuXLz979iw5OTklJaWiokKwpYqKirm5+YABA/r16zdixIjZs2f7+fkdOXKE1FEgtm3bVlNTM3PmzMa/ndevX/v4+Pz4448jR44kW8igK/nxthkFBQV3795VUFDA7yuEEGp9KF7DKODff/91cHCgPK2iGDNzkof37u7u5CWXyzU1NWUymdJM3Ece1h46dEhw4y+//AIAu3btEnFgfXkRhHbl5+eTGVZDhgyp3VVTUVGxtLT08PA4fPhweno6OURc+fG/fPly586dgIAA2UnrKl75+flycnIKCgqFhYVUx4K+UVRUxGQyAWD58uX8jdnZ2ZGRkdnZ2dKMJDk5Geqp+RYQEHDy5EkRxwp9xjdu3AgA//33H3/Ljh07AECa70jSdVNTU1MFv6D09fXHjRu3bNmys2fPpqSkCP31KSwsJBVBXV1dfXx8fHx8pk2bBgADBgxgs9mkTVhYmKGhobe3t+CBQj9YUqi9Z8+eV69evXbt2vz58wFg6NCh1FZUErsDBw4AgKOjI9WBIIQQajIZ6hDKCDFm5gwJCQGAgIAA/pYZM2YAwIsXLyQSel3EdU/TyF2kNreXl5ezszOp88a/97pw4YIY7/bCwsKUlJTImeXk5GxsbHJycpr2o2kNSCrI48ePUx0IEsYvh3DkyBEKw2CxWHQ63czMTKh3kZeXJycnZ2lpKeJYoQ/y33//DQD//vsvf8vPP/+sqakp9phFkHTd1Orq6kWLFh06dCgqKqoxD5JSU1PHjh3L/xJjMBgeHh5lZWX8BteuXQOArVu3Ch7FZDJHjx7N4/G4XC6pnHTkyBH+9xUA2NraykKZR/GytLQEgCtXrlAdCEIIoSYTZ4dw9erVCxYsENqYmJjo7Ox8/fp1EQfWVx85Pz///PnzFy5c4FdwkgIxZhvft28fAAimF//999+FnsFLQZ33NKWlpZWVlaSB6Hua2kTsElJcXBwVFXXo0KGFCxempaWJ626PxWIpKyt36dIlPDz8yZMnP//8MwC4ubk1JqTW5dy5c7XvdJGMuHjxoiyUxBTXLACSVOb7778nL6urqzt37mxjYyOBkOsms3VT8/PzHzx4kJiYyGKxGn9UZWWlq6vrxIkTydOukpKS+Pj4yMjIttcV5PF4ZBKshoZGRUUF1bEghBBqMnF2CJtX16vO8R8ul+vs7Mxfz6OionLr1i0xhirC5cuXAeDgwYPNOFboBousPHn9+jV/y+HDhwEgPDxcDIE2kdA9zYYNG6ysrKRZ6VGMd3v37t0DgDNnzpCXVVVV2tra5ubm0nor0lNeXq6mpkaj0TIzM6mOBdWBTLNUV1d/9uwZVTGIcRbAuHHjAMDT0/P27dvkJH5+flJ7I22sburbt29J6telS5dK/+pSRrKp1X4ijBBCqFWgMsvo27dv/fz8pkyZIrSuAwCOHTt25cqVNWvWZGdnHz9+XFFRcffu3dKJSoyZOUlW9w8fPvC3lJaWAoCZmVlLo2w6XV3dESNGDBo0SElJ6dy5c3/++WdCQsKLFy+kFoAY8+Orqqpu3759woQJ5OXnz59ZLBaZsNTGqKqqOjg48Hi8CxcuUB0LqsPWrVtdXV3LysocHBykU3iwNm1t7aioqLFjx/r7+8+fP3/+/Pk3btyYN2/e/fv35eXlSZs6E+SQ7DiCW65cuTJkyJBt27aNHz8+IiJi48aNpM64dLSxuqlGRkbXrl1TVFQ8fPjwkSNHKIlBai5evAiYXxQhhFovMXYuGxwhFBz84dU//sNms9XU1EaNGsXfsn///vHjx/OnOEpUG1uTUxt/7dPff/8tzeuKcS4un6+vr6urq56enpaWluDU3LaElJ3o3bs31YGgurFYrGHDhgHA4MGDyYIxqpBZAPfv37ezsxs1alRVVZXo9teuXbOxsam9lC4rK+u///6T/tw/Mc7OaOQuKbh06ZIszCuWqJiYGADo3Lkz5TnhEEIINY9URwgFB3+g/vGfrKys8vLyuXPnkiJR9+7dW7Ro0a1btyRRh6o2JSWl2bNnp6amCj3TbUa2cVtbWxCoWF1TU3P9+vV+/fqJMdqmevv27YwZM6qqqlasWEFWGUlNk/LjDx48uDHnTE5OvnHjxsePH9ls9vPnz1sepAyaMGFCp06dXr58+eTJE6pjQXVQUlIKDg42NjZOSEj44YcfeN+WrZMmXV1dPT09Dw+PiIiItLQ0UkZChKNHj0ZHR5OVvYK6des2evRoUpldmqRQN1X6XFxcPD09ORyOq6srmRPb9vDLD1I1GIsQQqilxNi5JFklmd/S0NAAgRHC2oM/vFpPcMmQiKOjI38NoYGBQZ1ZZySkzazJEVJSUmJubg4AkyZNkv6jXDHmxxfE4XASEhLU1NSUlJTaaj4Dshi1zh8dkhEvXrwgDzvI2jZKxMTEkC+uvn37ZmVlNaY9AHTo0EFGCreIcXZGI3dJB5fLJXMpu3XrJs1l29JRXV1N/tU9ffqU6lgQQgg1k5g7hIqKiu7fGjVqFIhMKsOr9Qeb/8R63bp18fHxp06dUlFR6dSpU2lpqRijFa12Zs4RI0akpaXxGzQmM2dNTc369estLCzISZSUlDZu3Ci1tyCEzWaTEUtzc/MvX75IPwAx3u0dPXp0/vz5/M45j8dbtGgRANy9e1fsYcsCUsdMX18fZ2TJsvDwcDk5ORqNdu7cOelf/eLFi6SwgZ2dXeM/4ORbbtu2bRKNrfEkXTeVKrIzr1jsSHUlMzMzqgNBCCHUfNRnGeXV+oPt7e0NABMnTuRvWbBgAQBER0eLMdrGIGtyEhISyBDNwIEDm3RHThKvmZmZ3bt3j5I1OYIWL14MAHp6ehQmPRfX3d7y5csB4P79+/wto0ePBoBXr16JPWYZYWpqCgC3b9+mOhAkyj///AMACgoK0iwtw+Vyvby8SM3PRYsWiSjpWduDBw8AQEtLS5qP20SQct1Uafr06ZOJiQkAODk5taWS9LNmzWrwCxwhhJCMk8UOYUBAAADs3buXv+Xo0aMAcPnyZTFG20g1NTWkO6qgoHDp0qUmHZuTkzNw4EAA0NbWln5vVtCePXsAQFlZOS4ujsIwxHW3R0bMevbsefXq1WvXrs2fPx8Ahg4d2pZus4R4eXkBAFmihmTZkiVLyEdecEKB5FRWVpLnLAwGQ+hRSyPZ2NgAwM6dO8UeW/M0WAv+xIkTDc7OaOQuKUtNTSXzij09PamORTzKy8tVVVVpNNrbt2+pjgUhhFDzyWKH8OXLlwAwfvx4/hYXFxcAkH6lr8rKyhkzZgCAqqpqREREM85QVlY2depUAFBUVKRkIhmPx7tx4waDwaDRaBcuXKAkAEEN3u3VORdXS0tL6JbuyJEjZIIcYWtr2ybLPfOlp6fTaDQNDY02Nt+s7ampqSEf+V69ekl6bd6nT5+sra0BQF1d/caNG807SWRkJOnBysggISGiFnzPnj319PQE67u2IhERERTOKxa7M2fOAICNjQ3VgSCEEGoRqXYI6xz84dU1pcfJyYlOp8+ZMycoKMjDw0NeXp5fuFxqysrKSEoYLS0tfqmMZqipqVm3bh0A0Gi0devWcTgcMQbZoKSkJFVVVVmb0iPibk9IZWVl//79lZWVS0pKhHaVlJTEx8dHRka27a4g39ChQwHg4sWLVAeCGlBaWkqSCY8ePbrB2g/N9vz5cyMjIwAwNDR88uRJS07VmJXeMuLRo0cAoKur26SZsTLl5MmTACAvLx8ZGUl1LC01fvx4APjnn3+oDgQhhFCLiLNDaG5urqurK7QxNDSUf6tR5+APr64pPZ8+fZoyZQp//GfMmDEfPnwQY6iNQaZZdunS5eXLly0/24kTJ0iRaGdnZ6ktJszNzTU0NGztUw3HjBkDAD4+PnXuzczMXL58+ebNm6UbFAUOHToEAFOnTqU6ENSwnJwcAwMDAFiwYIEkzh8REUGq9VhZWbU8ceXt27cBgMlkCo7VyyayfnjFihVUB9Iiy5YtI6Oyb968oTqW5vvw4QODwVBQUCgqKqI6FoQQQi0izg6h2GVnZ0dGRmZnZ1NydQ6Hs379ejGOPon3Hq5BFRUVlpaWAGBtbV1ZWSnpy0kOqT82bty4OvcmJSUBgI6OjmDS0TapoKBAR0fnl19+oToQ1CgJCQkqKioAUHtORAtJ4unSyJEjhVZuy6Camho9PT0ASEhIoDqWFuFwOA4ODmRe8efPn6kOp5n++usvAJgxYwbVgSCEEGopme4Qtj1inOUlGofDcXR0BIAePXp8+vRJcheSgpKSEmVlZTqdnpOTU2eDPn36AMDNmzelHJj0YdmJ1iUgIIBOp9Pp9KCgILGcUHLzz8PDwwGgU6dOsrxINSwsjHSiqA5EDMrKyvr3708W4EluXrFo7969CwkJefjwYfMOX7ZsGYPBCAwMFG9UCCGEpI8ObdSaNWsWLlwotDEpKcnFxSU4OLjOQyorK+Pi4k6fPh0REfH582f+9uLi4lu3bgUEBBQUFLQwqj59+jx+/Nja2jonJ2fUqFE3b95s4Qnrs3bt2qCgIC0trbCwMCaTKaGrSIeGhsbkyZO5XO7FixfrbDB79mwA8PPzk25cFGAwGFSHgJpg5syZW7du5XK5rq6ujx8/buHZysvLp0+fvnv3bkVFxbNnz+7atYtOF9sXuJ2d3YgRI/Lz80kOT9lEPuMkq2prp6amFhoaamBgEB0d/fPPP0vhitXV1S9evDh37tzvv/8+derUTp06devWberUqUeOHGneCQ8ePPj+/XvBxR0IIYRaK6p7pJLS1JSnr169Imt+CG1tbZJWNDQ0VFNTk2yk0Whz5sxpeWwtzxQv2r///gsA8vLybaZQ+9WrVwFg4MCBde599+4dnU5XUVGR/RVQTXLu3DkHBwdDQ0MdHR0rKytvb28RiTS+fPly586dgIAASWe2RE3l4eEBAJ07d37//n2zTyKFGjbk+ZSenh61FVPr8/XrVzU1NRqNlpGRQXUsYpOQkECSfu3bt0/sJ+dyuSEhITt27HBxcenVq1ftx0k6Ojrjxo2TxKURQgi1Ltgh/D99+vRRVFQ8ffp0amrqvn37FBQUOnXq9P79e01NTV1dXW9v7wcPHsybNw/EtMymJbWkRYuKilJQUACAEydOiOuclKuqqtLW1gaA58+f19mAJN9vG5nceTwem812d3cHACaTOW3aNDs7O0VFRQCwsbGp859KWFgYvwiHnJycjY1NfdNrkfSx2WySGGnQoEHl5eXNOENcXBxZO/fdd99JtNzCkCFDAODgwYOSu0SzkeHBESNG1Ln3/fv3sbGxUg5JLPjziq9duyb2k5O6r/xvhh49etjb23t5eQUHBzfYr27kA6m8vLwndWntSxUQQqhdab8dwrS0tL/++ovUkygsLASA5cuX81s6OTkBwPr160EgLWpVVVXHjh3Nzc3FFeTFixfJfbydnd2XL19afsKXL1+S8cz169e3/GwyZdGiRQCwYcOGOvceP36c/BilHJWEHDx4kLwdfvq+8vJyMjVrz549Qo1ZLJaysnKXLl3Cw8OfPHlCpp+5ublJPWpUr6Kiou+++w4ApkyZ0tSFoFeuXCHJacaNGyfp4V8ynV5fX18GBwknT54MAEePHq1zr6enJwCsWbNGylGJxc6dOwFAWVk5Pj5evGdeu3btypUrz5w5k5SU1PiVik16ILVp06Y6Jx+1iiomCCGEiPbbISSzEL28vHg83qNHj6ysrASzksydOxcAfvjhBwC4f/8+f7uDg4O8vLwYE1rGxMSQh7h9+/bNyspqyakKCwvJTeeMGTOkXO1QCqKjowGga9euXC639t7Pnz8rKioyGIy8vDzpxyZeLBaLyWSqqakVFBQIbs/IyNDQ0OAX5OQ/0bh37x4AnDlzhmwno6lifGyBxOLVq1fkYc3atWsbf9SBAwfIQsGFCxdKJ48uSU185MgRKVyr8QoKCuTl5eXl5esbdyJffa23sh954KWvr09VVm1BTXoglZSUdPRbffr0YTAY9+7dk3rgCCGEmqktdwhpNBrzWxoaGoIjhN7e3o8fP659bFxcnKKiIpPJPHr0qODqjpqaml69egHAixcvxBhqRkZG7969yd3Ao0ePmneSqqqq0aNHt2RamozjcrkkQWt99xkkq+qBAwekHJjYPXv2DADmzZsnuhn/iUZiYuL27dv5hTrz8vJUVFRadeXJturu3bvy8vJaWlqNrDrz4sULBQUFBoMh9sIVIgQFBQGAoaGhTNWqIUU4HRwc6tz78OFDADAwMGi9aXjZbPbYsWPJSmlqv8Cb+kBK6PCYmBgGg1G734gQQkiWteUOoaKiovu3Ro0aJXoqS0VFhaenp5ycXMeOHcPDw/Pz8zt27Kijo+Pp6XnhwgUyZwkAxF5NuLS0dNKkSQCgpKTk5+fX1MO5XC4Z0mxh4goZR2bw/vTTT3XuvXLlCgBYWlpKOSqxCwwMBIAtW7aIblb7iYavr6+rq6uenp6WllZrL9TWVl26dKlJiwB9fX2Dg4MlF09tXC538ODBc+fOLSwslOZ1RRs6dCgAXLp0qc69v/zyS1OHXmVQUVGRqalp8+YVi1FTH0gJbiwrKzM2Nq5vnSdCCCGZ1ZY7hE1KKsPj8eLj47t27QoA9vb2/Jwcd+/e5Wcf1dXVtbW1VVJSksSEzOrq6l9//RUAaDSa0F/ZBm3duhUA1NTUnj59KvbAZEdqaioAaGpq1jl2wWKxOnbsCAAvX76UfmxidPny5eYl9li9ejUZA1dTU/Px8eHxeFu3bt2yZcu1a9cyMjLqnGqLUG3SmZvaeOnp6TQaTUNDo84aiWw2m1TWSU5Oln5s4vX69WstLS0AWLduHVUxNPuBFI/HW7JkCY1Ga/Y8F4QQQlRps3UImyosLGzs2LE0Gi0sLCwkJITfCRw7duy7d+9ev36dmpqal5enoKDQq1cvMZb/4pOTkzty5MjevXtpNNqWLVtqF1Gsz5UrV7y8vBgMxoULF0il47aqd+/eAwYMKC4uJvWphSgpKc2cORMA/P39pR6aOPXs2RMAsrOza+8KDAw8depUfQfu3bu3uLg4ISEBAH7++WcWi/X33397eXlNnz7d2Ni4Q4cOgwcPdnd3P3jw4IMHD8rLyyX3FlCrJi8vT3UI3/D19eXxeDNnziTJdYSEh4cXFhaamZn169dP+rGJl6mpaVBQkJ6e3sSJE6V86YKCgtu3bx87dozD4QAAebgmgomJyYoVKwYPHszf8vHjx5MnT7q6upJlqAghhFoTqnukktKkEcKSkhIFBYVu3boJpfq8ceOGoaHh33//TV6+f/9eQUFhwYIFkgubx+OFhoZqaGgcPny4ke3T0tJ69uzZBtbONcbevXsBwMnJqc69kZGRAGBkZNS6RsOE1uqwWCw6nW5mZib0LvLy8uTk5GrPiT169Oj8+fMFR3VIgoo7d+6cP39+7dq1dnZ2+vr6Qh98Op1uYmIyc+bMLVu2BAUFZWZmCp5z9erVtf+dJyYmOjs7X79+vc53wWKxYmNj//333/DwcH4uCqHDo6KiGvphtFlNqipJSOgnJt5fbnFxcWho6OnTpyMjI8VYPkcQmUh5586dOvd+//33ALBr1y5JXJoSUkjxWl1dnZKScvnyZS8vL3t7+x49epCvBRqNdv/+fQBYtWpV7aMCAgJOnjxZ3znXrl0LAE+ePJFg3AghhCSj/XYIw8LCDA0NSbaG8PBwABg7duzGb/33338kCURiYuKTJ0+GDx+upaWVm5sr6eCbmmiujRVkFyE3N5fBYCgpKdWZf5/D4XTp0gUAaqc6kFlv377t1KnTsmXLBOchu7m5AcChQ4cEW5KFUrVvfJcvXw7f5sIl6YVevXol2IyMAOzbt8/d3X3AgAGkWKUgDQ2NkSNH/vLLL0VFRU2dcf3q1Sv+oDoAaGtrR0RECDaoqakxMzOztrZuys+mjWhqVUlCcj8xMf5yIyMjdXR0+LvMzMzevXsn3mjj4uIAoHPnznUuqystLVVRUaHRaG/fvhXvdduYxn/8371716QHUkRZWZmGhsagQYOk8m4QQgiJWZvtEJqbm+vq6gptDA0N5d/0XLt2Df5XY7C+SkoREREnTpxQVlYmL7t27VrfE3QkNba2tgDw77//1rl3zZo1APDrr79KOarmKS0t7du3LwBMmDBBsG9QWFhIipG4urr6+Pj4+PhMmzYNAAYMGMAfCeQ/0SB3zD179rx69eq1a9fmz58PAEOHDhU9TFrfEIGcnByLxWpqn6FPnz6KioqnT59OTU3dt2+fgoJCp06dSLLEzMzM8+fP29nZAUD77BA2KYk/T/I/MXH9cjkcjr6+focOHU6dOpWQkLBs2TIAmD59unijXbp0aX0DVjwez8fHBwBGjx4t3otKjbjGjescwvX392/MBIFr164JTRBo0gMpgvz7acbKZ4QQQrKgzXYIxaioqCg6OjoxMVGiVxH7jLLQ0NArV66IO0zqnT59mgzn1rn36dOnAKClpdX4KsxUqampsbe3B4DevXvXHvBMTU0laegJBoPh4eEhOBQs+ETjyJEjSkpK/Ma2trbNGKjJz8+/devWqVOneI3rM/DzzhcWFgLA8uXL+S2dnJwAgPzjXLFiBT+wdtghbEYSf0n/xBr85QoGI+KXm5aWBgDu7u5kO4fD0dHRMTIyEmOo1dXVnTp1AoCkpKQ6G4wbNw4ARMxjlFliHDeubwiX/5QHANTV1S0sLObOnXvgwIH79++LnlTSpAdS5CWZp5CamtrSnwtCCCEqYIeQepKYUfbw4UMGg9G/f39JBU2dkpISZWVlOp1eX4ENMuYWEhIi5cCaiiSVZTKZaWlp9bV59uyZrq6upaVlg5XrSkpK4uPjIyMjxTJnrzEdQn7e+UePHllZWd28eZPfkhRBIVXCKyoqCgsLCwsLO3To0A47hM1I4i/pn1iDv1zBYET8cqurq3V1dY2MjEjyTzJSPXfuXDGGevPmTfLEpM69Hz58YDAYioqKdU4gl3FiHDeubwh3z549zU4y3KQHUjwer3///h07dmxdi7cRQgjxYYeQemKfUfblyxdSw71Ndgh5PJ6zs3N9Pxwej7dr1y4AmDVrlpSjapIDBw4AgJKSkojljhUVFaT82siRI6VcJdzMzIxGozG/RWpaCI4Q1s47z+Px4uLiFBUVmUxmaWmp4HYtLa122CFsSRJ/Cf3EGvzl1veb5dX65Z44cQIAVFVV+/TpQ55uiDeniKurKwDs3Lmzzr1//fUXAMycOVOMV5QOMY4bix6fb6H8/PwHDx4kJiayWCzRLU+ePNmlSxexryBFCCEkHVh2gmKVlZXbtm1TU1Pz9fUlFagAQFVV9dChQxoaGhEREWRLenq6t7d3bGwsABw+fHjOnDn8XbUtXrz469evgpOI2hiyxMXPz6/Ova6urnQ6PSgoqKSkRLpxNVZ4ePjq1atpNNqpU6eGDRtWZxsej/fjjz/Gx8d37949MDCQDBpLk4KCwuRvDRgwQLBB7bzzLBZr06ZNI0eOVFZWPn/+vLq6upRjlkHNTuIvUaJ/uXUGU/uXy+VySWlQNptdVVUFAGVlZWTOtlh8/fo1ODiYRqPNmjWrzgbkG4B8G7QuaWlphYWFM2fOFEzJAwA9evQoKSm5c+cOefn8+fNVq1aRr/odO3bwx40FD8nMzLSyspowYQJ/C1n0zuVyWx6nrq7uiBEjBg0aJDgjvTYOh3PhwoX37987ODiUlZW1/LoIIYSkjeoeaXsn9hllJMtCSEjIoEGD2uoIIb8U9bNnz+psYGNjAwBnzpyRcmCN8eLFC3JLJ3rUaN26dQCgoaHx/PlzqcXG19S8IzweLz4+vmvXrgBgb2+fk5NTu0H7HCFMTk6GZiXx50lyhFAsv9zo6GgAGDNmDJnakJaWpqmpaWhoKJgvtyXOnTsH9a+iJH1RTU1NKQ+ei4Xkxo3rG5+XtJKSEnNzcwCYNGlSnflgEUIIyTIcIaQYScwguPq/Tn379vX29iY5SJSVlbW1tbW1tRkMRu2zLV26dPHixaRlWyUvL0+mRdVXg170ECKFPn78OGnSpJKSEhcXF09Pz/qanTlzZvfu3fLy8oGBgWQynowLCwsbO3YsjUYLCwsLCQlpw6PTTWVqakqn08PCwng8nuD2jx8/zpo1659//qEqsMar75d7+/ZtAFiyZAmZ2mBiYuLm5paTk0MWE7ac6AHA8+fPA4Czs7P0B89bThLjxtSOz2toaISEhOjo6ISFha1evVqal0YIIdRy2CGkmBjvDKqrq11dXQ0MDMjSmraN3+Wrc2aUs7OzkpLS58+f2Wy21EOrF4vFmj59enZ29ogRI86dO0ej0epsdv/+/cWLFwPAoUOHSBJFGVdaWuro6MhkMpOTkydOnEh1OLJFSUlp9uzZqampR44cEdy+bdu2mpqamTNnUhVYI4n45ZKB7szMTP6W7Oxs/vYWKigouHv3roKCAnn0I4TH4124cAFa53xRAOjZsyf878clJDAw8NSpU0094aNHj3r16rVt27aJEyempKSQFeZS1r1796tXryoqKh44cODo0aPSDwAhhFCzyVEdQHsn+s6guLh44cKFjTzVtm3bEhISLly4kJubCwBVVVVVVVVpaWl6enptbzXXiBEjunfv/vbt2/v375MJooI6duyYlpZmaGhISWx14vF4CxYsiIuLMzIyIrdNdTbLzMycMWNGVVXV6tWrSbdQZoWHh3t4eKxcudLMzIzNZhsbG+/bt0+wwbx580xMTKgKT3YcPHjw9u3by5Yti4uLGz9+PAAEBQVdv359wIABK1euJG34P0zB3CFUEQwmNja2vl/upEmTNm7cuHv37pKSEmtr66ioqJs3bw4cOLB3794tj8Hf37+mpsbR0VFbW7v23ocPH759+7Zr164jR45s+bWkjz9uvHfvXsEHQ2TceODAgY3/2geAsLAwZ2dnJpMZFhZG7ROZkSNHnjlzxtXVddmyZd26dSOp0RBCCLUCFE9ZbfdYLBadTjczMxNK2J2XlycnJ2dpaSniWKHFJI6OjnX+iutbF9Ta/fHHHwDg4eFBdSCNsn79emhoTWBRUZGpqSkATJkyhdp1OObm5rq6ukIbQ0NDBf858fPOb9q0qc5/eKQYGh+TyWy9BcRb6K+//lJQUOD/ZEQk8a+urt61a9fixYt5EvuJNfjLFawoIPqXGxgY2LlzZ/5GCwuLN2/eiCVIMhuivkqq5FnJ77//LpZrUaIZxd8Joa/9kpISBQWFbt26ffnyRVKxNhH5ZtbQ0KhvjTdCCCFZQ+N9u7IFSd+cOXP8/PwOHTq0dOlS/sZff/316NGju3btIslF6qStrW1ubn7v3j3y8tmzZ58+feLvXbp0KZvNPnHihImJSbdu3SQXP1VevXrVu3dvTU3NvLw8GV9HdPbs2R9++EFOTi40NJSMEdVWXV09ceLEyMjIgQMH3r9/X1VVVcpBIkng8XibNm3asWMHj8fbsGHD5MmTlZWVzczM6kvbmJGR0bdvXxaLRfloTyNVVla+ePEiPz+/e/fuPXv2pNPFsAwhLS3N1NRUQ0Pj48ePJGemoOrqan19/aKiomfPnpGio61RUVGRmZlZQUGBq6ur0Ljxo0eP5OXloZ5xY6Gv/YiIiIkTJ44dO3b48OGC56dwfJ7H482ZM8ff39/IyCguLq5Tp06UhIEQQqgJqO2PIh6PV1hYqKurCwCurq4+Pj4+Pj7Tpk0DgAEDBrDZbNImLCzM0NDQ29tb8EDR6easrKzaapZRvkGDBgHA1atXqQ5ElPv375P+6t9//y2i2aJFiwBAX18/OztbarEhiaqsrCQDQQwGQ2gsSIQ9e/YAgIGBQWusty4WJN/SggUL6twbFBREvh6lHJXYNVj8/ezZsyBQ/J0QGjdu5Pi8lLFYLCsrKwCwtLT8+vUrhZEghBBqDOwQyoQ67wySk5OfPn1KGghO4uITujMICQnZuXMnv4Jwe+gQyn5l6oyMDFJqbOXKlSKa7dy5EwCUlZXj4+OlFhuSqE+fPllbWwOAurp6SEhI4w/kcDhktIdMHG2HvvvuOwCIjIysc6+zszMA7N27V8pRSYiI4u+rV69WUVHx8fGhIq6W+vTpE8me7ezsLLQgAiGEkKzBDqEMEbwz+Pz5c8+ePdXU1GJiYhpz7Lt378gkw+7duwcEBEg6VBnx4cMHBoOhoKBAKqHJmqKiIpI0SHRtrsDAQDqdTqfTr127JsXokAQ9f/7cyMgIAAwNDZ88edLUw1++fKmkpESj0W7duiWB6GTaw4cPAaBz5871fWRSU1M3btxYZ63LtoTD4ZC0WHFxcVTH0kz8mqubN2+mOhaEEEKiYIdQFrHZbFtbWwAwNzcvKSlpzCFcLnfWrFn8MUYbG5tm3Ia2RmT5jegC31R5+vSprq7ugAEDBKeBCUlMTCQ9+TYz4oEiIiLIfbCVldXHjx+bd5KtW7cCgJGRkYh/PG1SdHT0sGHD1q5dS3UgFLtz5w4AGBsbt+rhtfDwcDk5ORqN5uvrS3UsCCGE6oUdQln0008/NWM5WUVFhWChQjqdPnfu3Gbfj7YWZ86c6dGjx5kzZ6gOpG5v3759//59fXtzc3PJIMCPP/4ozaiQ5Jw4cYJkBHF2dq6oqGj2eaqrqy0sLABg+fLl4ouu1eBwOFSHQLH58+cDgJeXF9WBtNShQ4cAQEFBISoqiupYEEII1Q2zjMqcPXv2rFu3TllZ+b///hs6dGiTjn337t2QIUMKCgr4Wzp06ODp6bl06VLBrPdtCYfDodPp9RV5l2Xl5eUjR45MTk4eNWrU7du32+ovqP3gcDh//PHH7t27aTTa2rVrd+7c2cKUm8nJyZaWlhwOJyoqiixHRO1EZWWlnp5eSUnJq1evyLTzVm3p0qVHjhzR1taOi4vD2qQIISSDxJAiHInRzZs3N2zYQKPRfHx8mtobBIBu3bpdu3ZNsAZDSUnJ6tWrzc3Nr1y5ItZIZQWDwWiNvUEul+vm5pacnNyzZ8+goCDsDbZ25eXl06dP3717t6Ki4tmzZ3ft2tXyAgz9+/dft24dl8tduHAhi8USS5yU8/X1nTZtWpcuXXR1dYcNG7Z///6amhoR7QsKCvz8/C5evJiXlye1ICkXHBxcUlIyZMiQNtAbBIADBw5MnTq1qKjIwcHhy5cvVIeDEEKoFqqHKNH/x19O1sJS8j4+PnX+rseOHdsGKgWfO3fOwcHB0NBQR0fHysrK29u7urq6vsafP3+OiIi4cuVKfn6+NINs0PLlywFAW1tbXIW8EYVycnIGDhxIfqHinRdXVVXVp08fAFi3bp0YT0sJNpvt7u4OAEwmc9q0aXZ2duTRlY2NTZ0fYS6X6+zszO9Xq6iotJ8UOw4ODgBw8OBBqgMRm9LS0n79+gHAhAkTRHxjI4QQogR2CGUFfznZDz/80PKz/frrr3X2CeXk5BYtWlRQUNDyS0hfU28oQ0NDNTU1yRun0Whz5syRfsx1OnnyJADIy8vXl1gftSLx8fF6enoA8N13371+/VoS52cwGAwG49GjR2I/uTQdPHgQAOzs7Pg5gcvLy6dMmQIAe/bsqd3+77//Jj3h7Ozs48ePa2pq2traSjdkahQVFSkoKMjJybWxFeBZWVmkSH19FSYRQghRBTuEMuHr16+WlpYAYG1tXVlZ2fITVldXCxY2FKKpqblr166qqqqWX0iamnRDWVRUpKmpqaur6+3t/eDBg3nz5oFsZPKMiIggaffOnTtHdSyopQICAlRUVABg3Lhxkqsjv3r1agDo3bt37VJ1rQWLxWIymWpqakJPozIyMjQ0NPg9vbS0tL/++ismJobNZqupqY0aNYrfcv/+/ePHjxfL16OMO3r0KABMmjSJ6kDE7/Hjx+Tzsn//fqpjQQgh9P9hh5B6HA5n2rRpAGBsbPzp0ydxnbaoqMjY2FjEbOGePXveuHFDXJeTtMbcUPLvJnk83tmzZwFg69atpFlVVVXHjh3Nzc2lH7mg1NTUjh07AsDGjRupjQS13IEDB8iExoULF7LZbMldqLKysnfv3gCwadMmyV1Fop49ewYA8+bNE93s6tWrAODl5fXmzRsAOHnyZG5ubnBwcHR09NevX6USKfVGjBgBAOfPn6c6EIm4cuUKKbsaFBREdSwIIYT+TxvvEK5evbr27JTExERnZ+fr16+LODAxMbH2WiAJLUhbuXIlAGhpaYl9vllqaqqGhoaIPiEZ2UhJSRHvdSWhMTeU/LtJHo+3ZcsWALh//z5/r4ODg7y8vERv3EX79OkTybDn5OSEWfVbtaqqKjLmTKPRpFMYICYmhk6ny8nJJSYmSuFyYhcYGAgAW7ZsEd0sLS3N29v78ePHN2/eBABHR0f+GkIDA4P2ULcgKyuLRqOpqqq24fqT27ZtAwA1NbWnT59SHQtCCCEer813CM3MzJhMptDGGzdugMjELTU1NWZmZtbW1oIbJbQg7dSpU2Q52d27d8VyQiFBQUENZjuUl5dftmyZ5Ca8iUVjbij5d5M8Hu/06dMAsG/fPrKrpqamV69eAPDixQtphFsXOzs7ABg6dGhLytMhyhUVFY0ePRoAVFVVpTnKsXTpUgDo378/hQ81mu3y5cvQlCwpZH44AKxbty4+Pv7UqVMqKiqdOnUqLS2VaJyU2759OwDIzoJnSeByuXPnzgWAzp07iyjTihBCSGqwQ/iNzMzM8+fPkxt3wQ6hhBakRUVFkXoDJ06caOGpRCBjZQ3S0tI6cOBATU2N5CJpiabeUObn53fs2FFHR8fT0/PChQuTJ08mb/PZs2cLFy48dOhQVFTU58+fJRqzkOTk5JEjR7axRBHtTVpaGqkE0Llz54SEBGle+uvXr2QS+I4dO6R53ZbjcDhPnz4FgFWrVtXeGxAQcPLkSaGN3t7eADBx4kT+lgULFgBAdHS0ZGOlmrm5OQCEhYVRHYhksdnsMWPGAMCgQYPKy8upDgchhNo77BB+s/BsxYoV/A6SYIdQEgvSXr58SYYcN2zY0JLzNIjL5To5OTWmTyjL4w/JyclNuqHk8Xh37941MDAg70tXV9fW1lZJSSk2Nlbw/err648bN27ZsmVnz55NSUmR2f4wkgXPnj0jn1kLC4vc3FzpBxAZGUmj0RQVFSU0zbsZc+xZLFZsbOy///4bHh7Oz/ZEVFdX379/f9myZdra2l5eXnQ63czMjMvlCrbJy8uTk5OztLQUOm1AQIDQQzeSauXy5cvNf3syLyEhgXxZtYfCDJ8+fTI2Nu7QoQOZ04EQQohC2CH8ZuFZRUVFYWFhYWFhhw4dBDuEYl+QVlhYSJaTzZw5UwrLycrLy/v379/IPiGFkypFYLFYTbqhJGpqal6/fp2amsrhcCZNmjRgwIAPHz4cPnzYw8NjyJAhJN+dIBUVFUtLS/4QooxPo0VSxmazx44dO336dAoTnHh4eADA0KFDJfHwoqlTKl69esV/5gIA2traERERX7588ff3d3FxUVdX5+/S09Nzc3MDgEOHDgme4ZdffgGAXbt2CZ355cuXADB+/Hj+FhcXFwBoA5VURSBPJJcvX051IFLy6tWrVrGCHSGE2ry23yGk0WjMb5E8K4IjhPyFZ3xaWlqCHULxLkirqqoia5AsLCykNlsmKytLR0enwd7giBEjZDaxe5NuKG/cuGFoaPj333+Tl+/fv1dQUKg9+kFyGHp5eTk7O5N/LUI/ENFDiOfOnXNwcDA0NNTR0bGysvL29q7v0X5xcfGTb719+7YlPw1EidLSUmoTAn358sXQ0LBbt26ZmZliP3lTO4R9+vRRVFQ8ffp0amrq5s2b5eTkFBUVyTR4olevXh06dACA/v37FxYW6urqAoCrq6uPj4+Pjw/JrjxgwAD+k7WwsDBDQ0Nvb28ej+fk5ESn0+fMmRMUFOTh4SEvL9+26xByOBzSu27tBScRQgi1Om2/Q6ioqOj+rVGjRtV3f8Mn1CGsb0HamzdvmhqS4Hr6nJyc5ryr5nrw4IHgvVpt3bt3F28CVfFq8IZS8G4yMzNTXl5eS0srMTHxyZMnw4cP19LSanCaX3FxcXR0NBlCtLS0rG8IMSkpic1mu7u7AwCTyZw2bZqdnZ2ioiIA2NjY1NknJFW2BU2fPl0SPyVUJzEmHKa8b//06VMJ5VZpsEMoOMG+sLAQAH744YcDBw6MGDGC/zCFTqePGDFi165db968mTVrlo6OjoGBQf/+/Xk8XmpqqmB9VAaD4eHhIZhO89q1a/C/yfmfPn0iVUaJMWPGfPjwQRLvWkbcunULAExMTIQmQbQBYpyKTPmnDyGE2qS23yFsRpZRXq0OIa+eBWnNGCsgs0+pyrhNhjrrpKGh8fz5c+mH1CSibygF7yZ5PN6JEyeUlZVJy65du4q+769PnUOIGRkZJAuinZ0d/2alvLyc3L/u2bOn9nlWrFjBZDLPC2jz6TFkihgTDrfhvn2DPyXBCfbe3t5KSkr8H4KqqmrXrl0BgP9B8/HxAYCQkJBBgwaRDiGRn5//4MGDxMREFoslOh5fX195efkff/wxOztbfO9SRpFcZQ1W5miNxDIVmexqw58+hBCikFx93QMkZOzYse/evcvIyOBwOD179rS3t+/Vq1eDFR2EXLlyZfPmzXQ63c/Pr/GL+sRo/vz5CQkJJD2DIDk5uYCAgD59+kg/pCbp3bv33bt3/f393d3dFy1aJHRL6ujoyOPx+C8XLVrk5OSUkpKipqY2aNCg5l2xc+fOnTt3njp1Knn55cuXZ8+e6evrb9u2TU1NzdfXV0tLi+xSVVU9dOjQ/fv3IyIi1qxZAwDp6enBwcHDhg0bNmxYenp6nz59yKxXJPvevn0bExPj6+ubmppqbW0tuCs9PZ3JZB44cIC/pUuXLuK9+po1a4qLi0lNGr6kpKRdu3bNmTPHwcGhvgOTkpLKyspsbGzIy48fP378+LF2M0NDQyaTWecZioqKhOaWs9ls/v/37dvX29ub/EAsLCwqKyu1tbUnT548depUHR2diRMnMplMkj0yLS1t6dKlixcvtre39/LyEjyhrq4uGepvkLa2NpfL9fHxsbW1dXV1bcwhrVRlZWVQUBAAzJo1i+pYqOfk5FRYWHj69GkrK6vQ0NANGza4u7tnZGSoqqpK4dOHEELtEdU9UskS1whhIxekifb48WMyBbHxtRMkobq6mtyxCTp69CiFITXJixcvyKqkzZs3UxXDs2fPAGDevHmimwkOp/Tq1evHH3/877//Tp48eevWrQbHRpB4iSvhMI/Hmzp16ujRoymPtrba45mbNm2q82u/vpM0aY59TU3N/fv3a2pqKioqPD095eTkOnbsGB4ezuPx2Gz24MGDe/bsSbLvCI0QNgmpP6GkpER+L23VhQsXAMDKyorqQCSiGVORBTPrkCzZZOa2FD59CCHUDuEIIYSHh3t4eKxcuVLwFlCImZlZfn6+p6fn0KFDGQzGr7/+qqamtnXr1sZfJSsry97evqKiYuHChcuWLRNH4M20fv36zp07d+/e/e3bt2TLypUrhw4d6uLiUt/gQ0lJSUJCwpcvX2xtbTt27Ci0Ny0tLSUlxcLCgkwYk6iPHz9Onjy5pKTExcWlvptdKUhLSwOAHj16iG7GH07hcrlv37599eoVf8qusbFxQEDAgAEDJB0qarznz5+vWrXKy8tr2LBhO3bs+OOPPwCAlP4TlJaWNnz48KioqPT09G7dullbWwsOU1OivvFMR0dHPT09wZZHjx59+fLlsGHD6juVuro6qbLDd/PmzXv37tVuyWAwRo4c+ejRI2dn5+zsbHt7++PHj5OZftu2bUtISLhw4UJubi4AVFVVVVVVpaWl6enpCaYebYwVK1akp6cfPXrUwcEhLi6u9q+jbfDz8wOAdjuDQPCjl5mZaWVlNWHCBP5eMvOfy+WCTH76EEKoLaC6RypZ5ubmurq6QhtDQ0NB4IG30MIzgslkCj2GPHHiBP8PT1MXpJWWlvbt2xcAJkyYQHmBKfKwNjk5WU1NDQAcHBw4HI6IwYewsDD+G5eTk7OxseHnwvn8+bNgl2bmzJkSfXcVFRVWVlYAMHz4cGpH2C5fvgxNGenNysoCgIEDBz548CAlJWXdunUAYGJiUlVVJdE4EZ+4Eg5zOBySPYjP2Nj4yZMnYo9WXOOZgmJiYhgMRp1rXBt/XUGhoaGqqqrdunUTKqTu6OhY558b0fMy6lNTU0NW55qZmbXJSjBFRUUKCgpycnIfP36kOhaJaPDTV+dHj4iLi1NUVGQymSTBrxQ+fQgh1A618Q6heJFCWHQ6PS0trUkHbty4EQDMzc2/fPkiodgaj3/P9+LFi9u3b5O6F/Xd87FYLGVl5S5duoSHhz958uTnn38GADc3N7LX1dWVRqMdOHCAPN8FgDVr1kgobC6XO3v2bAAwMjKiPBVqcnIyAKxatar2roCAgJMnTwpt5HK5X758Eez+kSGahIQEyQaK/kdcCYel07cXVwFVQWVlZcbGxiNGjGjhdflKSkoUFBS6detW+2stOTn5joDevXsbGxvfuXMnKytL1NuuX0lJCXmmZmdnR/kzNbE7cuQIAEyZMoXqQCSleZ++2lOR8ckaQghJCHYIm6CysnLjxo2//PJLUw9ks9mrVq2SkezYTVrOQaaKnTlzhjSrqqrS1tY2NzcnzQDA3d2d7OJyuaampkwmU0K3axs2bAAADQ0NWahMzWKx6HS6mZmZUIL4vLw8OTk5S0tLofbV1dUVFRWCW8h0xFu3bkk8VsTj8cS3nFg6fXtxjWcKWrJkCY1GE13jrsGfkmBll/DwcAAYO3bsxm/Vfl5mZWXV7DWEfG/fvu3UqRMAeHh4tPBUsob8E/L396c6EElpxqcvPj6erEGwt7fnz0nBJ2sIISQhuIawCRQVFbdt29aMA+Xl5fft2yf2eCREcDmHqqrq9u3b+cs5Pn/+zGKxLC0tAeDVq1cAwF9zSKPR+vTpc/Xq1Tdv3piZmYk3pLNnz+7cuZPBYPj7+5OBAmopKSnNnj3bz8/vyJEjS5cu5W/ftm1bTU3NzJkzhdrv2bPnjz/+iIyM5KfzITfT5ubmUosZiQWHw1FQUBCs5zl27NjY2NjPnz+L90IKCgr8eqdEVlaW4Fo+ExMTEcuehXz8+PHkyZOurq7kw1sfGo1WO3Oy4JbKysqcnJzy8nIAiImJAYDIyMjIyEjB9tbW1iYmJo0MrPGMjIxCQkJGjx598uTJvn37Cn7uWrWsrKy4uDhVVVURyWPbm7CwMGdnZyaTGRYWNnHiRP52qX36EEKo3aG6R4qkrXnLOXx9fV1dXfX09LS0tMjjWNLFFXw0+/vvvwPAf//9J96A79+/T9aN8LO8yoLCwkKSOt/V1dXHx8fHx2fatGkAMGDAADabTdrwh1OePn0qJyfXvXv3wMDA4OBgcosza9Ysat9CuyKuEcIdO3YAQGRkJH+LhYUFAOTm5spgtHxr164FgP/X3r3HQ522fwC/h4RFFlObtZLogKJCUaldSieVLVIUKdrarRTb+m27HaTnUZuVWk/ZfaRs6CAV0lARbY9DdJDDVqywyCGHHDKmzPz++D47z6xUxPiamc/7r+b+3vOda3o1cc1939clBqetzp07x2AwpKWlY2Nj6Y6lb1DFyfhbLcRSX21F7p9PHwCABMIK4Xs6derU+fPn7969297erqOjs3z58s2bNw8a1PXfJ5vNvn//fkFBgYaGhqmpKb9zHV3evvjQ5cpDTk7O5cuXm5qaFBUVc3NzjY2NS0tLCSGCNQOpAoPt7e19GOqTJ0+WLl3a3t6+bdu2L7/8sg/v3EtqamopKSmbNm2KjIyMjIwkhEhLS7u7uwcEBMjIyFBzqOWU/Pz85cuXh4eHHzx4kL94uHz58mPHjtEWPXSlOwWHFy5cuHv37nXr1vn7+8vIyBw9evTOnTsrVqz4+OOP+zPUHmlpaQkODp48ebIYVLW1t7fPz8/38fFxcnK6deuWoaEh3RH1FvW/h8TWF6UIfvTS09M5HI6Ojk6nbTUuLi6i+OkDABAJSAh77OXLl25ubr/++iuTyZw+fTqbzU5JScnIyIiJibl+/frrOeGjR4+srKyo8uuEEDU1tcjISMGa2v2v+5Xl+Q4ePHjgwIF79+59+umnGzdudHBwoJoBVlZWjhkzhprT1NRECOnD/aJNTU2LFi2qra2dP3/+wYMH++q2fUVPTy8pKammpqawsFBeXl5fX79TAXRbW9utW7cGBgZqamru3r3bwcGhrKysqqpq9OjRKioqdIUtmd65GZL8fT+k4BxpaWn+QyMjI5HL7VNTU5uamlxcXOgOpG/s3r37jz/+CA8PX7BgQWZmJvU9lIjKzs5++PDhsGHDLC0t6Y5FiPpqK7K1tbXIffoAAEQD3UuUoufw4cOEkLlz59bV1VEjLS0tVFX0Luu5jx8/XlZWNjQ0tKCgwN/ff/DgwR999BFV25MWPdq9c/ToUVdXV/4eSB6Pt379ekJIUlLSv/71L0LI8ePH+Zc2btyooqLSV3FyOBwrKytCiIGBwfPnz/vqtv3s6tWrhBBdXd1O5WdA1JWWlmZmZtbX1wvj5t35kArWd+Hrcsuoh4cHIaSgoEAYodKira1t2rRphBBjY+PW1la6w3l/W7duJYRs3bqV7kBEjFA/fQAAEqjzl3bwdmw229fXV1FR8dSpU/ydnwoKCkeOHBkyZEhiYiI1UlRUFBAQkJ6eXldXl5eXt2HDBldXVz09PS8vr8WLF1dXV2dnZ9P3Jnrg0aNHJ06cyMzM5I88fvyYEKKhoUFla1TCQwh59epVTExMH+7g2rJlS1JSkrq6OovFoo44iiIrKysNDY2ioqKsrCy6Y4G+NGLEiClTpghppbev1jMpKSkpKioq48aNE0aotJCTk4uNjdXV1b1z546LiwvVslzkdHR0nDlzhkj8ftH3INRPHwCABEJC2DOFhYXPnj1btmzZ0KFDBcdHjRr1/Pnz69evUw+pQp2JiYnFxcVmZmaCG0Tl5eUJIQP5N5iEhARNTc1Dhw4RQqjWf25ubhcvXrx06dLatWtTUlKmTp06ZsyYsWPHzp49++zZs7t27bp+/bqdnV1lZSW1fth7P/zwQ3BwsLy8/MWLFzU1NfvknrSQkpJycHAghERERNAdC4iMvLy86urqToPz58/n/VUehhBia2vL4/F27twpOKe2tvbGjRudnnj//v36+noGgyG8gPufmppabGzshx9+eP78+V27dvV/AC9evMjKygoJCbl169b73aG+vt7c3NzIyMjExKRvYwMAAOgZupcoRUx0dDQhxMfH5+3TuizUyePxMjIyZGVlmUxmU1OT0GJ8BwMDg2HDhnUavHLlCvlrN9rFixcJIXv37qUuBQUFCR6Ns7KyKi0tpS41NDRMmTKFGpeTk/v+++/7JMLLly9LS0szGIzTp0/3yQ3pdefOHULI0KFDxa+hNgC9EhMTqWPbYWFhwn6tioqKa9euBQYGrl69Wl9fn78Su2HDht7c9tWrV30VIQAAwPth8Hi8/s1ARVtUVNTy5csPHz68ZcuWHj2xra3Nz8/Pz89PUVHxzJkzc+fOFVKEwtDU1PTw4cPW1lYdHR2qWbCg0tLSJ0+eTJ06lVr87KV79+5ZWFi0trbu37/f29u79zccCCZMmJCXl3flypX58+fTHQuAWDl+/Libm5uMjExiYiK/z2fvtbW15efn5+TkPHjw4MGDBzk5OQ0NDYITZGRkxo0bZ2houHDhQmonBQAAgIhCldGeGTt2LCGkrKzs9UvR0dENDQ1ubm6vX7p9+7a9vX1ZWZmNjU1wcLDIlcUbMmQIfyXwdVpaWlpaWn3yQpWVlYsXL25tbV2zZo3YZIOEkJUrV3733XcRERFICAH61rp16/Ly8gIDA+3t7dPT00ePHt3LG5aUlMyfP7+wsLCjo0NwnMlkGhkZGRkZGRoaGhoaGhgYCHZI71KPuhM1Njamp6dXVVWNHDnSwsLiTdMAAAD6HFYIe4bNZisoKIwbNy4vL0/wTE5VVZWmpuakSZNu377d6SksFsve3p7JZAYHB1MdyaFLL168+PTTT7OysiwsLK5du0Y1oxcPpaWl2tra8vLy1dXVioqKdIcDIFa4XO7SpUtjYmLGjh2bnp7ey1oj7e3tSkpKPB5vxIgR+vr6xsbGxsbGBgYGo0aN6v5NuuxO1N7ePmvWrC67E924ccPBwaG2tpZ6qK+vz2KxXt+OAQAAIBQ0b1kVQVRFuCNHjggOUj3T9+/f32ny8+fPBw8erKWl1djY2I8xip6Ojo4lS5YQQkaNGlVbW0t3OH1vxowZhJBTp07RHQiAGGpubjYyMiKEzJw5s729vZd3y8vLY7PZvblDj7oTdXR0qKurKysrh4SEZGdnU+cRPv/8894EAAAA0H1YIeyxuro6fX39mpoaR0fHOXPmEEIuXboUExMzceLE27dvy8jIEEISEhLc3d09PT319fXnzZtnaWlJdc3ic3Fx0dXVpecNDEheXl4BAQGqqqrp6en8TvfiJDg4eOPGjfPmzWOxWHTHAiCGKisrp06dWl5e7urqGhoaSmMkbDZbU1OTzWYXFxcL1qMuLi6eNGmSqanp9evXi4qKYmNjzc3Nzc3Ni4qKRo8e7ezsHBYWRgjhcrnDhw9XUFB48uQJfW8CAAAkCd0ZqUgqKCiwtLTk/x1KS0u7u7s3NzfzJ/ALdb6pHnpiYiKN8Q80ISEhhBAZGZmkpCS6YxGW+vp6WVnZQYMGPX36lO5YAMTTnTt3FBQUCCEHDx6kMYwHDx4QQlxcXN4y58KFC4SQ3bt383i8ly9fDhs2bOTIka2trTweLyMjgxCyevXqfgkWAAAAjenfi56eXlJS0okTJ6SkpKSkpFJTU3/55RfBs2H8FmGCDSrq6+vV1NQIISYmJuPHj6cv/IElNTWV2nAbFBQkmGaLGRUVlXnz5r169ers2bN0xwIgniZPnhwWFiYlJeXt7Z2enk5XGIWFhYSQt585nDBhQkBAgI2NDSFk0KBBvr6+JSUlw4YNmzBhgpmZGZPJ9PT07KdwAQBA4iEhfE93797dtGkTl8v18/ObPn16d56ioqKSkZExduzY7OxsU1NTqj2dhHv48OHnn3/O4XC+/fbbvmpqP2BRp0/RoR5AeJYtW/bPf/7T29vbzMys31705cuXubm5ERER3t7ep06dosqTfvjhh295iq6u7rZt26iW9Fwut6CggBDC4XDa29sJIc3Nzffv3++HyAEAAAiqjL4f/mGVNWvWnDhxokfPra+vX7ZsWUpKioKCQkREBFVJRWJlZ2cvWrRoxowZZ8+elZIS868n2Gy2urp6Y2Pjw4cPqf4lACCKGhsb8/Ly7ty5U1BQkJ+ff/fu3ba2NurSkiVL9u7da2Rk5OXl5e/v3+mJXXYnunnz5qxZsz777LPz58+rqqoWFRVNmTJFQUGhtLRU7P9XBACAgQAJYY/1vjsCh8NZv359WFgYg8HYtWvXnj17hBCmyPjzzz/V1NQ++OADugPpD+vWrQsNDd21a5ePjw/dsQBAt7x8+fLRo0dUe3qqVf3Tp08FJ0hJSWlra0+cONHQ0HDatGkzZszoUXeinTt37tu3Lzo6eunSpdTI5s2bg4KC/vOf/3SqRgYAACAMaH3bM1wu19HRMSsrS0dH58KFC+/XK2/w4MEnT56cNGmSp6enj49PRUXF0aNHqfKkEkhTU5PuEPqPk5NTaGhoRETEnj17BH9TBIDe61EjeD4Wi9Xa2mpnZ8cfecsCIEVJSWnMmDH8LoUTJ07s1F905cqVERERQUFBmzdv5g/6+vq+evVq2bJlnQJQVlYmhBQXF/NHysrK+OMAAADChhXCnunb7gjR0dHOzs4vXryYPXt2VFTU28+cDEzbt29vaGigyoTy3b17d//+/atWrVq8ePHrT2Gz2ffv3y8oKNDQ0DA1NVVVVSWEVFVVVVVVvT75k08+YTKZQgq+/3G5XC0trfLy8rS0NHNzc7rDARATPW0Ez5eWljZz5szx48dTZ/Y2btwYExPTaQGQwWCMGjXKyMjI0NDQ0NDQyMhIW1v77V/ovLM7Eb810bZt2/Lz842NjZWUlDZs2GBhYZGSkvLDDz8YGhpmZ2djyygAAPQHmqqbiiRhdEfIzMwcPnw4IWT06NGPHj3qq9v2G319fSaT2Wnw8uXLhJADBw68Pv/hw4caGhr8f35qampUB4439efo8iYibfv27YSQr776iu5AAMRHjxrB8zU2No4cOZIQYmRkRI2sWLGCEKKkpGRsbLx69erAwMDffvtNsKVQ9729OxG/NRH1MDo6mvpBQDE2Nn78+PF7vCgAAMB7wAphd6WmplpbW3M4nJ9//rlv62FWVFQsWrTo3r17ampq0dHRs2bN6sObC5uBgUFNTU1tba3gYHx8vI2NzYEDB7755ptO8ydMmFBYWHjs2DEzM7MrV67s2LFDRUXljz/+ePz4MdV9i+/o0aO///77jRs3LCwshP42+lFOTs7EiROHDh1aUVEhsfuEAfpQdxrBE0IEe8FTE1auXJmUlDR48GAmk0mtEBYWFkpLS79zAbD7ampqCgsL5eXl9fX15eTk3jTt4cOH8+fPV1VV3b179+jRo8eOHYu1QQAA6D90Z6Si4ffff1dRUSGEfPvtt8K4f3Nz86JFiwghsrKyYWFhwngJIenOCmFhYeGPP/6Ylpb27NkzQoiHhwd/JnVuJyUlpdMd0tLSpKWl3/LVvkibMGECISQuLo7uQADEQXcawfP+3guex+NRBaLj4uImT57MXyGkS2VlJXWaes2aNfRGAgAAEgjfQb5bXV3dokWLGhoali1btm/fPmG8hKKi4sWLF729vdvb29esWfN///d/XC5XGC9Ei9zcXC8vr8TExOLiYjMzM2tra/4leXl5QkinN9vS0rJ69WozMzNqd6X4cXR0JGhICNBHutMInvy9F3xhYeHmzZs3bNhAPaSdurp6TEyMgoLCyZMn9+/fT3c4AAAgWVBl9B04HI6dnV1RUZGxsXFYWJjwtvFIS0vv379/1KhRmzZtOnDgQHFxcVhYGJUvDXB1dXWC27QIIRwOR/Ah9XuYhYWFiYlJeno6fzwzM/PcuXNMJpPqzsz37bffFhcXnz59Wqhh08jJyem7776LiYl5/vw5CgkC9FJ3GsGTv3rBE0Jevnzp6OiooaHx448/9kN43TRp0qSzZ88uWbJkx44dI0eOpE4zAgAA9AOsEL4Nj8dzc3NLSUn5+OOPqa9vhf2K69evv3z5srKyclRUlKWlZXV1tbBfsfcGDx684O8mTpwoOIH6PUww62tra9u1a9eMGTPk5eXDw8OVlJT4l6qqqv797387Ojqampr221voZ5qamhYWFm1tbTExMXTHAiDyxo4dS/5q1dBJdHR0pxrIhBBfX9/s7Ow9e/ZUVFQUFha2t7e3trYWFhY2Nzf3R7hvtnDhQj8/Px6Pt3bt2szMTHqDAQAACUL3ntUBjeoerqioeP/+/f583dzcXKr23SeffHLv3r3+fOme6mmVUR6Pl5mZOWLECEKIjY1NeXl5p6tUHZoB/q5775dffiGEWFtb0x0IgMhra2uTkpLS19fncrmC40+fPh00aJCpqWmn+ba2tl3+NBwgNY03bNhACBk+fHhpaSndsQAAgETACuEbRUVF7dmzR0pKKiIiwsjIqD9fevz48VlZWRYWFuXl5RYWFlR+JR5YLJalpSWDwWCxWHFxcYItKAghLS0twcHBkydP7rTGKH7s7OxkZWWvX79eUVFBdywAok1OTm7lypUFBQVBQUGC429qBO/j43NdgJ6eno6OzvXr1x0cHPox6jc6cuTI7Nmzq6qqFixY8Pz5c7rDAQAA8YeEsGvZ2dlUtbeAgIAuu6sLG5PJvHbt2qpVq1paWmxtbX/66af+j6HPNTU12draMpnMnJycefPmvT4hNTW1qanJxcWl/2PrZyoqKgsXLuRyuefOnaM7FgCRd/jw4WHDhm3ZssXJyenkyZMnT560tbU9evToxIkTPT09qTkJCQmampqHDh0yNDS0EqCsrKyoqGhlZaWlpUXvu6DIyMhER0cbGBjk5+evXLmSOiEJAAAgPCgq04WSkhIbG5sXL164ubl5eHjQFYasrOyvv/6qra29b9++LVu2lJSUDKgSCN2XkJDg7u7u6empr6/P4XB0dHT8/f0FJ7i4uOjq6hJCrl27RgiZM2cOPYH2LycnpwsXLkRERFCFLgDgvampqaWkpGzatCkyMjIyMpL81Qh+3rx5jY2NVNUrNptdXl7e0tJCd7DvNmTIkLi4uKlTp7JYrK+//vrQoUN0RwQAAOIMCWFnzc3Nixcvrq6utra2PnbsGL3BMBiMvXv3GhgYuLq6vrOoOi0YDMbrlVc7jfB/D0tLSyOEJCcnJycnC06wsLCgEsKUlBQVFZVx48YJOeoBwcbGRlVV9c6dO/n5+QYGBnSHAyDa9PT0kpKSBBvBt7e3Dx8+nMfjVVZWqqqq2tra8ni8158oWPp44NDW1r5w4cLs2bMDAwNHjx795Zdf0h0RAACILUaXPyAlVkdHh62t7eXLl/X09NLS0t5Zx7zfPHnyRFtbm+4ooI+5u7uHhIR8//33vr6+dMcCIG5CQ0PXrVtnaWmZlJREdyzv6cyZM46OjlJSUjExMQsXLqQ7HAAAEE84Q/g3Hh4ely9fZjKZsbGxNGaD27dvd3NzExzR1ta+e/fu8uXLY2Nju3wKm83OyMgIDQ1NTEysr68XvFRYWHjx4sUua7IDvZycnAghp06dwvcyAH0uIiKC/PUpE1ErVqzYsWNHR0eHo6Njbm4u3eEAAIB4wgrh/xw5csTDw0NOTi45Odnc3JzGSAwMDGpqamprawUH4+PjbWxsDhw4QDVmEPTo0SMrKyt+vUo1NbXIyEhra+uGhgZLS8v79+9T48uWLTtz5sygQdgnPFBwuVxtbW15efmkpKROBVcBoDcqKytHjBghIyPz9OnTgbPX4z3weLxVq1ZFRkaOHDkyIyPjo48+ojsiAAAQN1gh/K+EhAQvLy8GgxESEkJvNvge7Ozsnj17FhoaWlBQ4O/v39zc7Ozs3NraumnTppycnMDAwNzcXC8vr+jo6B07dtAdLPyPlJRURkbGw4cPkQ0C9K2IiIiOjo5FixaJdDZICGEwGMePHzczMyspKVm0aNGLFy/ojggAAMQNEkJCCOno6Pj6669fvXq1Z88ekdhfVFRUFBAQQNVCqKury8vL27Bhg6urq56enpeXF1UUJyYmJjIycvXq1R4eHuPHjz948OCYMWNOnDjx6tUrusOH/1FXV6c7BAAxJAb7Rfnk5OTi4uJGjRqVlZVF9UOiOyIAABArSAgJIURaWvratWs+Pj47d+6kO5ZuoVb8EhMTCSHFxcVmZmbW1tb8q/Ly8oSQkpISQgi/iSKDwRg/fvyzZ88eP35MQ8QS6fWzoISQ9z4L+vz586SkpOjo6MbGRiEFDCAeCgoKcnJyVFRUuux3KoqYTGZcXJyysnJUVNTevXvpDgcAAMQKjpP9l7q6+q5du+iO4n/q6uqo3ll8HA6H/+cJEyYEBARYWFgQQkxNTQXLpmdmZp47d47JZFIPR44cyb80ZswYQkhNTY2+vr4wY4f/unLlSk1NTUhIiODg06dPo6KiTExM+Lk635vOghJCEhISPv/8czabTQgZNGjQ9OnTIyIisNEUoEunTp0ihDg4OMjKytIdS5/R19c/e/asjY2Nj4+Pjo7OqlWr6I4IAADEhPisEL7Hagx/TmpqaqfBxsZGFot14sSJGzdu0LLHcvDgwQv+buLEifyrurq627ZtMzExEXxKW1vbrl27ZsyYIS8vHx4eXlVVRQhRUlLiT6Dyh/b29n56D9BDbzoLymazly5dOnTo0ISEhHv37rm7u6empnp7e9MdL8BAxOPxzpw5Q8Rlv6iguXPnBgQE8Hg8d3d3qq0rAABA74nPCmFPV2MoHR0dq1evVlNTu3nzJn/wxo0bDg4O/CKf+vr6LBZrxIgRwgv+dUpKSmFhYYIj8fHxgkF2cvv2bXt7+7KyMhsbm+DgYA0NjVu3bhFCKisrqYVBQkhTUxMhBMuDA0dRUVFsbKy5ubm5uTl1FtTDw8PV1ZUQoqenl5GRcf78+ezsbCkpqba2Nl9f37lz5xJCAgMDz507xy8eCwCCbt68WVJSoqWlNX36dLpj6XubN29+/PhxUFDQ4sWLMzIydHV16Y4IAABEnvisEPbUkydPIiIiFi5cWFBQIDjO5XKdnJw4HE5ISEh2dvaWLVsKCgq2bt1KU5jdwmKxLC0tGQwGi8WKi4ujVgKpaiXFxcX8aeXl5SoqKpqamrQFCn/XnbOgXC5XQUFh3759/Ev19fVtbW2mpqa0xAwwwFHlZFatWsVgMOiORSgCAwNtbGzq6uoWL16ME8UAANB74rNC+E6CqzGEkJ9++unQoUOvTysuLn769Kmzs/O6desIIZMmTTp9+vS9e/f6O9xua2pqsrW1VVdXz8nJUVZW5o9bWVkRQq5evbp27VpCyKtXr2JiYgwNDWkLVCL1/iyoiYmJkpLS5MmTCSHh4eEsFis5OVlOTm7Tpk399SYARAaHw7lw4QIhZOXKlXTHIizS0tKRkZEzZsx48OCBg4NDfHw8ussCAEBvSNBPEWo1Zvfu3VRC+I9//OO7774jhOjo6AhOGzly5LBhw27evPnixYsPPvggKyurtrZ2oJWqS0hIcHd39/T03LZtW3p6OofD0dHR8ff3F5zj4uIye/bss2fPjhkzZubMmUFBQZWVlQcPHqQrZslEnQUVHCkpKeFv/aXOgnZ6Sltbm5+fn5+fn6KiYnh4uOAp0JycnMuXLzc1NSkqKubm5hobGws7fgDREh8fX1dXN3nyZAMDA7pjESIlJaXY2NipU6devXp1w4YNnc5KAAAA9IhYJYTdX40hhMjLy1Nb8qSlpQWfMmjQIF9f3y+++GLYsGHa2tp5eXlMJtPT01P44f8Pg8GQkuq8m1dwhM1ml5eXt7S0EEKo0gLJycnJycmC8y0sLKKioubOnevr60sIkZOT+/777x0dHYUePQjo/VlQwasHDx48cODAvXv3Pv30040bNzo4OFD/hgGAIk7tB99OS0vr0qVLlpaWH330EY/HE9f9sQAA0A/EKiF8j9WY13G5XOpUIYfDoQpyNjc3379/X7DIp7Dl5eW9Pjh//nx+P2JbW1v+n318fHx8fN50q8zMzNLS0idPnkydOhXJwwDHYrHs7e2ZTCaLxRJclD527FhWVtbPP/8sIyMjJSVlbGzs6Oj4yy+/pKenW1pa0hgwwIDy/PnzK1euSElJOTg40B1LfzAzM3v48GE/FzwDAADxI1YJYU9XY7p069atw4cPf/bZZ+fPn1dVVS0qKpoyZcrOnTudnZ1fX7UTCVpaWlpaWnRHAe/wprOghJBHjx6dOHFi7dq1M2bMoEYeP35M/uojAgCUqKiotra2OXPmSM5HA9kgAAD0nlglhH3i2rVrhJBNmzapqqoSQnR1dZ2cnIKCgjIyMqZNm0Z3dCBWunkWdOXKlYcPH3Zzc/Pz82MwGLGxsSkpKVOnTuU3FAEAIr77Rbdv397Q0NDpoODdu3f379+/atWqLpsqsdns+/fvFxQUaGhomJqaUj/O+Gpqaq5duyYtLT1r1iyqHjUAAEgyJISdUYszgt0aysrK+OMA3ddXZ0Gtra2DgoK+/vrrpUuXUoNWVlahoaE4NQTAV1FRcfPmTTk5OVtbW7pj6WM97bL76NEjKyuriooK6qGamlpkZCTVt4bH4zk4OERHR3O5XELIBx98cOnSpTlz5vTL+wAAgAFKJPdAvp+EhARNTc0uW00Imj9/vqys7IEDB3bu3Hn16tUdO3bEx8dPmjRJT0+vf+IEsZGXl1ddXd1pkDoL+s0335C/zoLu3LmTEOLj48PrCvVr3FdffVVdXZ2ZmZmcnFxaWnr9+nVsFQMQFB4ezuVylyxZgi/v7Ozsnj17FhoaWlBQ4O/v39zc7Ozs3NraSgg5duxYVFTU9u3by8rKgoODqR92dMcLAAA0E58Vwh6txnSaI1ho1MDAIDIycvPmzfv27aNGjI2NT58+LaIHCEFsDBkyZMqUKXRHATBAiet+0W7iN9odM2ZMXl6eh4eHq6srIURPTy8jI+P8+fPZ2dnTpk3z9vaeOXPm/v37CSFffPFFW1vblStX2tvbZWVl6X4HAABAG/FJCHtUmVNQbW1tp5GlS5cuWLAgPz+/urpaW1t77NixyAYBAAas/Pz83NxcVVXVuXPn0h0LPfiNdgcNGmRmZkbtLKBQ9aW5XG5JSUlLS8vq1asrKyvv3LmjrKy8fv36rVu30hY0AAAMDOKTEPYtOTk5dP0GABAJv/76KyFkxYoVgwcPpjsWoXh7l10i0GjXxMQkPT2dP56ZmXnu3Dkmk2liYvLbb78RQuLj47/44gvqDKGGhkZERMSsWbP65U0AAMAAhYQQAABEGJfLPX36NBHr/aJv77JLumq029bW5ufn5+fnp6ioGB4erqSkVFRURAi5dOmSt7f30qVLc3Nzt2zZ4uDgUFhYqKSk1D9vBAAABiAkhAAAIMJSU1P//PNPLS0tc3NzumMRlp522b19+7a9vX1ZWZmNjU1wcDDVmLGjo4MQMm/ePOoM4ZQpU9LT048fP37v3r2ZM2cK+R0AAMDAhaNxAAAgwqhyMs7OzmjEQmGxWJaWlgwGg8VixcXFUdkg+auLvZWVFX8mdTLi9WLIAAAgUZAQAgCAqGKz2dHR0YSQFStW0B3LgNDU1GRra8tkMnNycubNmyd4ycDAgBBy9epV/khKSgohZNy4cf0bIwAADCzYMgoAAKIqPj6+sbHRxMREX1+f7ljolJCQ4O7u7unpqa+vz+FwdHR0/P39BSe4uLiMGzfOzs7uwoULq1evtrOzi4+Pv3jxopWV1YQJE+gKGwAABgIkhAAAIKokof3gO7vsEoFGu2lpaYSQ5OTk5ORkwQkWFha6urrHjh1ra2sLDw8PDw8nhHz22WenTp0ScvgAADDQMbpszQcAADDANTQ0qKurv3r1qry8fPjw4XSHIzL+/PPPoqIiXV1dTU1NumMBAAD6YYUQAABEUlRUVHt7+9y5c5EN9oimpiZSQQAA4ENRGQAAEEkVFRWysrKOjo50BwIAACDCsGUUAABEVUNDg5ycnLy8PN2BAAAAiCokhAAAAAAAABIKW0YBAIB+27dvd3Nz6zR49+7d5cuXx8bGdvkUNpudkZERGhqamJhYX1/fzUsAAAAgCEVlAACAfleuXKmpqQkJCREcfPr0aVRUlImJyeLFizvNf/TokZWVVUVFBfVQTU0tMjLS2tr67ZcAAACgE6wQAgCA6LGzs3v27FloaGhBQYG/v39zc7Ozs3Nra+vbLwEAAEAnWCEEAAARUFRUFBsba25ubm5uXldXl5eX5+Hh4erqSgjR09PLyMg4f/58dnb2+PHj33Rp1qxZdL8JAACAAQcrhAAAIAJyc3O9vLwSExMJIcXFxWZmZoK7QKlCo1wu9y2X+j1kAAAAEYAVQgAAGBDq6uqGDh0qOMLhcPh/njBhQkBAgIWFBSHE1NQ0PT2dfykzM/PcuXNMJtPExERJSelNl4T/DgAAAEQPEkIAABgQBg8evGDBAsGRkpKSmzdvUn/W1dXdtm1bp6e0tbX5+fn5+fkpKiqGh4crKSl15xIAAADwISEEAIABQUlJKSwsTHAkPj6enxC+7vbt2/b29mVlZTY2NsHBwRoaGt25BAAAAIJwhhAAAEQPi8WytLRkMBgsFisuLk4w5XvLJQAAAOgEK4QAACBimpqabG1t1dXVc3JylJWVu3kJAAAAXoeEEAAAREBCQoK7u7unp+e2bdvS09M5HI6Ojo6/v7/gHBcXlz/++ONNl3R1dfs3ZAAAABGAhBAAAOjHYDCkpDqfYhAcYbPZ5eXlLS0thJC0tDRCSHJycnJysuB8CwuLt1xCQggAAPA6Bo/HozsGAAAAAAAAoAGKygAAAAAAAEgoJIQAAAAAAAASCgkhAAAAAACAhEJCCAAAAAAAIKGQEAIAAAAAAEgoJIQAAAAAAAASCgkhAAAAAACAhEJCCAAAAAAAIKGQEAIAAAAAAEgoJIQAAAAAAAASCgkhAAAAAACAhEJCCAAAAAAAIKGQEAIAAAAAAEgoJIQAAAAAAAASCgkhAAAAAACAhEJCCAAAAAAAIKGQEAIAAAAAAEgoJIQAAAAAAAASCgkhAAAAAACAhEJCCAAAAAAAIKGQEAIAAAAAAEgoJIQAAAAAAAASCgkhAAAAAACAhEJCCAAAAAAAIKGQEAIAAAAAAEgoJIQAAAAAAAASCgkhAAAAAACAhEJCCAAAAAAAIKGQEAIAAAAAAEgoJIQAAAAAAAASCgkhAAAAAACAhEJCCAAAAAAAIKGQEAIAAAAAAEgoJIQAAAAAAAASCgkhAAAAAACAhEJCCAAAAAAAIKGQEAIAAAAAAEgoJIQAAAAAAAASCgkhAAAAAACAhEJCCAAAAAAAIKGQEAIAAAAAAEgoJIQAAAAAAAASCgkhAAAAAACAhEJCCAAAAAAAIKGQEAIAAAAAAEgoJIQAAAAAAAASCgkhAAAAAACAhEJCCAAAAAAAIKGQEAIAAAAAAEgoJIQAAAAAAAASCgkhAAAAAACAhEJCCAAAAAAAIKGQEAIAAAAAAEgoJIQAAAAAAAASCgkhAAAAAACAhEJCCAAAAAAAIKGQEAIAAAAAAEgoJIQAAAAAAAASCgkhAAAAAACAhEJCCAAAAAAAIKGQEAIAAAAAAEio/wcYo/Kt7pe21AAAAABJRU5ErkJggg==\n",
"text/plain": [
"<PIL.PngImagePlugin.PngImageFile image mode=RGB size=1200x400 at 0x7FF0D994FE10>"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"m_canon = canonicalize_atom_order(m)\n",
"m1_canon = canonicalize_atom_order(m1)\n",
"\n",
"Draw.MolsToGridImage((m_canon, m1_canon), subImgSize=(400, 400))"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.7.8"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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