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@iwatobipen
Created August 12, 2020 03:29
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<rdkit.Chem.rdchem.Mol at 0x7f453820abc0>"
]
},
"execution_count": 1,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"from rdkit import Chem\n",
"from rdkit.Chem import Draw\n",
"from rdkit.Chem.Draw import IPythonConsole\n",
"from rdkit.Chem import AllChem\n",
"AllChem.SetPreferCoordGen(True)\n",
"def getSubmolRadN(mol, radius):\n",
" atoms=mol.GetAtoms()\n",
" submols=[]\n",
" for atom in atoms:\n",
" env=Chem.FindAtomEnvironmentOfRadiusN(mol, radius, atom.GetIdx())\n",
" amap={}\n",
" submol=Chem.PathToSubmol(mol, env, atomMap=amap)\n",
" subsmi=Chem.MolToSmiles(submol, rootedAtAtom=amap[atom.GetIdx()], canonical=False)\n",
" submols.append(Chem.MolFromSmiles(subsmi, sanitize=False))\n",
" return submols\n",
"mol = Chem.MolFromSmiles('n1c(N3CCN(C(=O)C)CC3)c(C#N)cc2cc(OC)ccc12')\n",
"mol\n"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<PIL.PngImagePlugin.PngImageFile image mode=RGB size=1000x1000 at 0x7F4528C6ECD0>"
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"submols = getSubmolRadN(mol, 1)\n",
"Draw.MolsToGridImage(submols, highlightAtomLists=[[0] for _ in range(len(submols))], molsPerRow=5)"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<PIL.PngImagePlugin.PngImageFile image mode=RGB size=1000x1000 at 0x7F450C9F3A10>"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"submols = getSubmolRadN(mol, 2)\n",
"Draw.MolsToGridImage(submols, highlightAtomLists=[[0] for _ in range(len(submols))], molsPerRow=5)"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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++eQTsTxgAdfm7O2xezf+/vf7Pz6qxpg0CadOwctLTb+qAwYMiIyMPHLkyNSpUy9duuTr6+vo6Lh//351HFvjSVO45+TkLFiw4JlnniksLLS0tNyyZcs333xTVFRkY2OjVColKN9LSxtvW/un7XvPDo3PtWjpE1Vt7Vrs3Yv4ePUfmTTLn/6EkBDMmiV1DiLSfrt27crKyioqKpI6SD1paWmVlZUuLi7ij8uWLZs2bVpKSoq0qdoZmez+cLvoUTWGnp46QwHAhAkT9u3bFx0dPWDAgNTUVCcnp9WrV6s7hOZRd+FeXFwsl8ttbW23bt3avXv3sLCwjIyM+fPnA1i/fn12dra3t/f06dNTU1PVGuthCzpY97661D515fY5VTWP/luSYiUIa2ssXYqVK9ugDysRdRwc26aHSk9Pd3Z2njVr1lNPPTVy5EiFQnHv3j1pIw0aNOjdd981MTFxcHBYv379pEmT/vGPf7i7u/fv3//QoUOTJk06ceKEtAnbMY2qMWQymZeXV35+flBQkJ6eXkpKysmTJ6UOJTH11Z1VVVVRUVEWFhYREREAfHx8cnNz5XK53h8ncU899dT8+fP79et34MABBwcHLy+vy41msKjKI5YMCJ65++LtzhtSJjz00SaeqGrBwbh4ERs2SHLwDkQz7wbWzFREpHWuXLkiLla/Z8+eXr16de3atbS0NDg42NbWNiEhQapU9+7di46OjoiI2L17t56eXmlpKYDAwMDY2FixgHvmmWfGjBkjVbyOQNNqDGNjY4VCMWPGjPj4+N+bWCKzY1BT4b5jxw47OztfX99r167Nnj372LFjkZGRvf9YdffKlSs+Pj4ODg5bt279v//7v6CgIAMDg5iYmFGjRqnp1H/wYABXSk18E1zzrj/ojt7HpHTVtH3Be5xLyg0f/FlODQ/a5VxWqQ8AQ4aoOlp5Odasadh5sk8frFqF4GDUrjJ2+jT+9jdw0bE2p5l3A2tmKqInMGzYG/b2c3R08qQO0rGInSHMzc2joqJ0dHTExTWPHj26Y8cOW1vb/Pz8RYsWubi4qH90MyEhwcbGZtWqVbdv3164cKGlpeWhQ4fOnDkjPmpiYqJQKOLi4tScqqNpXGNoAgMDA6kjaAZBxfLy8tzd3cVjmZmZxcbG1n20oqJCXPAWgL6+vp+fX0lJiSAI+fn5tc8aNWpUg2e1uXslZWvnJXU1LAeEpyxz3nBMHtvvsqBQCArF3fdWD+lasmLKwU56VRtcE6uDgkf3KQKEQV1ufuu5paa6RqXBNm0Shg8XAMHWVqiuFt54Qxg79v5Dd+8KQ4YIK1YInToJGzYI7u4CIPTuLURGClVVKg2lcgUFBWVlZVKnEATh/l/4ggXCzJkPNop/4RLSzFS17t69e+vWLalT0EOYmgqAcPu21DnqGz9+PICjR49KHaQD2b59u42NjfgNK1bndR+trKyMjIzs1asXAD09PR8fn6tXr6ohldi9W0wl3vyWnp5uZGQEwNjYODg4+FHfC5s2CbNmCSdOqCFjO9dEjaEJFixYAGDz5s1SB5GYCgv327dvBwUFderUCYCpqWlQUFB5eXmDfTb+cXV/4cKFubm5DR4VT/3FHWbPnn1CNb+X27cL1tYCIACCy4jCk3/9om7hLigU/3n2fwa6VTqymg2uiYJCkbw0avLgc+L+Dg7CwYOqCCVkZQlz595PZWUlbN0qCPV/qQRB+M9/BAMDQUdH2LCh3v7jxgm7d6sklRpUVVWNGTNm0KBB0dHRNTWqPS96LPEvPDNT0NUVfvnl/kbJP8U0M5UoPj5+xIgRy5cvlzoI/aG6WsjMFOLihM8+MzW4Bwi3//G58P33wvHjGnKKz8JdnXJzcxcuXCh+q5qbmyckJDxqz+vXr/v5+YlzWXv06BEWFlalsjdM42NVVlaKD50/f97T01Ncd2ngwIEP/V6YMEEABD094c03hevXVZSxQ2iixtAELNxFKpkqU1NTo1QqR40aFRwcXFlZ6enpWVBQoFAoOjVaYuvll19etGjR1q1bExMTzc3NGzw6a9YscVJNr169duzYYW9vL062aaucdZf8NTcTEn3it3vF2PS52mC3JbYZY/sV1Qj3b+lyGHjxwCv/in51b79+SEnB1Knw8mrcT/LJFRdDLoetLX79FT16ICwMGRn4YxiifrAlGDsWYmssKyts24b4eAwfjvR0ODvDzQ2nT7dZKrW5fPmyjo7O+fPnvb29Z86cmZ6eLnUizbpTp5ampTp+/PisWbMWLVp06tSpAwcOSLykGolOn8b69YiLQ2bmg6URb99GTg5++gkREY2XsKD2qqSkJDAw0NbWdvPmzd26dQsJCTlx4oTro1er79GjR3h4eGpqqrOzs7gQ/V/+srnNlwuvrER4OJ5+emlERIRMJvPz8ysoKKh789vAgQOVSuXhw4cnTpx44cIFb2/vyZMnHzlypO6L/PYb/PwA4PPPMWoUwsM15VNR29WtMUiDtPmpwO7du8f90Z1/4sSJhw8fbv1rNnE6/mSKi4WAAMHAQACEbt2EkBDh3j1BKCoSQkNrB9qFoKAH/9/gv4gI4fbtO3eEoCChUycBEExMhKAgodEVhZapqBDCwoRu3QRA0NcXfHyEJ7g+WVYmhIQInTsLgGBkJAQECFo3baG6ujo6Orpv374AdHR0PD09L1++rOYM4iXZ2uGHoiKhc2chIkIQ6oxt372r5lBCRcXjU4n7qJP466mrq9tWv57UNg4eFIKD635w3R9x//uaep9mSUnSxuSIu6qJn6h9+vSp/UQtKipq0SvExcX96U9LZLIaQHj+eeH06bYJtnWrYGkpAMKoUSfnz1+QlZXVxM6P/V7IzhbmzxcAYeTI1n4X0z//KQQECNeuSZ2jPo64i9pyxP38+fNeXl7iKKk41eHQoUMTJ04UH62qqvriiy9+/PHHJ3hl8dQ/IyNj3rx54qm/ra3ttm3bnuClqqqqNm68a2aG0FBUV+P111FQgIAAGBgAffrglVfwxy2zj+yaNnQoXnkFpqYmJlAokJEBNzeUliI4GLa22Lz57hOkArBtW4WtLfz9UVKC+fNx4gQiI9GrV4tfx8gIAQHIysLixSgvR2gorK3xww+VglSLW7Wcjo6Ol5dXTk5OQECAvr5+TEyMpaVlaGioejqUFRTAwwOLFtXb2PhOnaIiDB+OwEDcuaOGULhxA4GBcHBA3YHsxqkqKmBnB7n8weiqSlVWVta2ipLJZI1bRZFkUlPx22+o/1v/jFWOu02Wnk79AbT9+7F3r1qz1Sd+NMnYpVI1du3aZWdn5+3tfeXKFWdn52PHjimVSrGIb77nn38+IeG/n30m69wZmzbBwgJyOW7ffvJU+fnw8MD8+cjJgZkZ1qyx2bJls5WVVRNPqf1eePvtt3V1dcXvhaioc7UfiZaW2LIFP/6IyEg0urpPLRMVhdBQ3LghdY76xE8JLSpmVKVNyv/S0tKgoCBDQ0MAxsbGQUFBDW4i2b59++jRowEMGjSolfcdipNoxfCurq6FhYXNf+6OHTvGjBkzY8Y7gDBzpnD8+MN2qqoSDhwQPv30IQPt69YJaWlVlTVffCE0+EPs2CHY2gqAMHHi0y2djp+bm+vq6jpp0ieAYGYmtOGNuMnJwuTJAiA4O7/v4OBwUEXz8VUpLy+v9mJu0zMyW+/mTeGdd+5fh+nSRTh1qqk7db744v4dBUOHtuU/WWOVlcIXXwg9ewqAoKsr7NzZVKqtWwUdHQEQ+vUT/v1vobpahcEa3N+WkZGhwoNRi1y9Knz00SMvGDb+LzhY+P13qcLa29sDSE1NlSpAe/X77797enqKv6GDBw+Ojo5u/WteuCD4+Nz/kBkwQIiMbPGHzI0bQkDA/SvVpqZPeKVa/F4YPfo1mUwwMxNU+bXQQY0aJQBCfr7UOeoTb89ITEyUOojEWlu419TUxMbGDhkyBIBMJnN3dz9z5kzdHer2h2mrz4579+6FhYV16dIFgIGBgZ+f32O7WOTn5z/11FNiDEtLq59+etx8gpoa4dw54cgRISlJ2LlTOHpU+OOq3IYNAiAMGiRERwt1b5KpqBA2brzYvXt3APr6+nK5vLi4uOmD3Lhxw9/fX19fH0C3bt3Wr7/R5vMcqquFr7+uGDZsOAAdHZ1XXnlF/dNOWq/pHgitV10tREcL/foJgCCTCZ6ewqVLgvC4O3V27xbGjbtfvs+YIaSlNXkM8R21b5/w009CbKyQkCAcPvzYK5E7dwpjxtw/RO2pZtOpUlOF6dPvP8XeXti3r6V/GY8nnmqK/xyNW0WR9L77rgVVu/jfV19JFZaFe5u7c+dO7VCaiYlJUFDQ3Tad2JeSIkyZItR2aDhwoFnPEj9m+/YVAEFHR/D0FFr5XbRt2x0Li/sxFi4UGrW3oCfHwl2TtapwT0lJmTp1qvj9PX78+P379zfeR5y/2Llz53/84x+Nu8q0xoULF3x8fHR0dAAMGDAgMjKy+mHn/m3+EbZvnzB27P0PC2dnIT293qPNnI7feNKhSutp8S9BvDlY/Eto238LNXhU59DWO3xYmDTp/j+oo6Nw6NCDhxqUyDU1goODADy4xb65X0WZmcK6dQ8vmL75Rjh/vvEzCgrut/gEhMGDhbonvI9NJQhCfLwwdOj9p7u6CvXPpp/cjRs3AgICxDeSeH+b1r2RVOeNNwRAeOmlehsl6PZz82aDqe1vOCYDwkvj0upuFPvb1nsrimerasfCvQ3V1NRER0f369evdijt7NmzqjhQdbXw9ddC//73P/peeukx7VwOHHjwvTljhnDsWNvEEG8M69r1/o1hfn5CG30tdHQs3DXZkxfulZWV4pSVAQMGNNG5Lykp6aWXXrp48eITH6hpKSkpU6ZMEU8eJkyYcKDOuX+DjzBPT89LbfTNJJZrffo8KNca3OrToB/ttm3b6j66a9eusWPHio86OzunN6j9VUbN3fFV4dq1a7X3Qfbs2bOVHcrOnRM8PQWZTACEgQMbXkJpvroXf8V7nR9Us5WVwqZNj5+osHt37bHFm54NDR/c9PxkZ5qlpUJIyP3W3cbGQkBAqxp4q/lUUxu98YZgZCTo6NQrSiQo3FNTG7zB3nBMNtKv1JHVHPPd2FThvneveoPex8K9rSQnJ0+ePFn8hHdwcDjQzJHwVqj9sBo4ULhzp6lz1x9/fPiV6jZx7Zrg5yfo6gqA0LOnEBZWr9PpY8+o33hDsLBo+JomJsI//tHGObWIZhbuf/nLisGDZ2zZorXtrtvIk9+cqqen98knn/z973/Pzc318vJ61K1Fs2fP/vrrr/v37//EB2rahAkT9u/fL07XOXr06LRp0zw8PH7//ffk5OQpU6Z4e3tfvnxZ/AhTKpViEd96Ojrw8kJuLvz9oauLmBhMmlQcEbGutgWepaXl1q1bxen4OTk58+bNc3NzO3Xq1Llz58T7d48fPy5OHNq5c2dtEa9qYrEudscvKCjw8PCQZGG81ujZs2d4eHhKSoqTk9P169f9/f0dHBz27dvX0tcpLS39v//bam6OmBgYGUGhQF4evLweeUNy07p1Q0gI0tMxbx5KShAYCEdH4ddfd6C6Gt99h8f+DQsCdu/G9u01NTXffbdv1CgEB6OiAi+9hPx8KBQwNHzMCzyUsTECAnDyJNzdUVaG0FCMHo2ff979BC+1a9cue3v7Bve3ie0dqC5zc8ybhxUrJA1x5UrjbeY9r88bVbDit7ktfaIaCLzVrNUuXLjg5eU1ceLEQ4cOidefDx8+XDukpTpih4aTJ/Gf/8DEBHj0os7PPINvvmnVx2wTevZEeDhSUuDkhOvX4e8PB4d6d1xzqen24ebNT86d211dPUPqIBJrVVeZZ5555uOPPzY1NRV/PHfunK+v761bt9oiWAuIFwRPnjwZGBhoYGAQFxdnYWExadKkw4cPDx48+Ntvvz1y5EjtOEQb6tYNn32GkyexcCEGD/5ALn9z9OjRmzdvrt3Bzc0tMzNz9erVJiYmiYmJVlZWo0aNiomJMTU1/fjjj/Py8po44VGdWbNmpaamhoWFde/eXeyOHxMTo+YMrWRnZ7dnz574+Phhw4alpaU5OTm5ubnVrondNEEQ4uLibGxsAgIWDRyY6eqKzEwEBcHYuMUx3n4bISGobXVjaYmtW7F9O2xs0KPH4XnzXOY4OGQePtzMV0vetGmavf2SJU4DB153cMD+/fj6a7T+hHfoUMTG4vBhTJyIPn0Sn3lm5qRJkxp0QW6CeKo5a9as2lPNuteLCMC5c/V+XLsWe/ciPl6iNADuPryx1do/bd97dmh8rkVLn6g6lZWV4eHhubm506ZN69y5s5qP3j7cvXs3NDTUysoqJibG0NAwICAgJyendhKpeowcCWfn+//fxLmrtzeMjFQYw84Ou3fj++8xZAjS0rB48YMPZ404o9YqYmHCc2rN1Da/22VlZQqFwtLSMioqas2aNW3ymi0lTqPPz89/7rnnOnfubGxsHBAQkJWVtXjxYpUWx+bmSEzEO+/MNzMzE291X7RoUX5+vviooaHhu+++m5eX5+Pjo6+vr6en5+7unpmZ+fe//93wycZR24J472xBQYGfn5+hoaGTk5NUSVrDzc0tKysrJCTE1NQ0MTHR2to6MDDwTpPdGcW7Mjw8PM6ePTtu3LiYmOqEBAwb9iRHLyxEeDhWrYKNDX7++cF2FxccO4ann87o2qVLUlqafWTk33777WZ5eRMvde7mzcWbNk368stDx48PGjgwIODYkSNo2zPNiRNx4AD++tfy3r17HzlyZOrUqb6+vlevNlxrrK7S0lKFQmFubh4TEyPeFyGearZlLC137hy8vGBpid9/f7CxRQtjZWdjyZJ6T28Dj+jFad376lL71JXb51TVPOJjX71NPBMSEmxsbPz9/cvKyp5++mkzMzN1Hr3dyMnJWb169e3bt11dXTMzM0NCQiQ/BZLw3FUmwwsvIDsbCgXWrq3XFFL6M2qittL62TbiwDYAmUz25z//WUW3wjRfZmYmACsrKzUft+m7J6uqqgDo6uqqOdVjXdO0JRZarjlrYl+8eLF2FKp///6RkZGtX777oS1fal2LifGbOFFXRwdAT2PjsHnzqj74oMHk49J33w1xcTE1MABgpK8fMG3ard2qnb3XnLtLxZtDxOltKr2/TXvdulWvpZ3Yja7phbEe6qmn7i+UFhQklJa2Ubj9+xvPcR/b77KgUBS9s7Zzp3sR87c8fI77r7+2UYLHyMnJERdSAWBubs5bzVrD0tISwH/+8x+pgwhCnV+BZcsECwtB7MsgwW0eLUwlToJv/F9HnuNuZiYAQl6e1Dnqc3UVAHb/bIsFmEaMGHH79m17e/s9e/Z89913YmtIyal/Coo4jJ2bm/vqq69WV1dHRETU3gmqyXr27Cl1hNaqXRN70qRJ4prY4kQp8dGKiorw8HDxcpCurq6fn594KVm8w7U1Zs5EWhqio9G7N3btgp0dvLxwfxS7pqbn+fPh8+enLF3qNHTo9bIy/23bHL78ct/Zs7VPT8jNtfnii8CkpDsVFa7m5llvvBHi4tK5eRN+nphYrGdkZLi6utYugZ6YmFi7g3hRwtvb+9KlSw4ODrU3kKg0lRYRBCiVMDdHaCgqKuDujsxMNFg2vvHCWAA+/xxz5iA7u96eX3wBT0+UlyM4GObmUCrb4tr00KEA8q/38Ihz/+GkTb1gJqWrpu0L3uNcUn7/ct/+34fMivY+UdS39okqdePGjcDAwDFjxmzZsqV79+7iW1HsFEGtIXZv0xzBwbh4ERs2SJ2jviZSDRuGtLR6/6l0Vg9Rq7RJ+X/y5MmHtmKUhDjibm1tLWEG8TbZXbt21W7R2BH39qTxmthKpbLucl0FBQWqOG5xseDnJ+jpCTKZMHVqQFhYWOXFi3XHMuMXLx7Wrdv9GObmCUuWTP+jSLLv33/vyy8/2Pnjj9u+58IjNOiOv3PnztoLF030V+3Ialc0e2j76iYWxqqsFIYNEwChUychIEBosOzEvn3C+PH3B+9b36qn5EbNilnHDHSrAMG2b1FN0IMRd0GhuPve6iFdS1ZMOSiOuM8afgoQ9HSq/zol7VpRa69BNUH83ezdu3ft72ZRg1Zc9ETEEffs7GypgwhC/V+BNWuEnj2FGzc0aMT9UanYVaYxO7uqbt1qcnNV+JnwBDjiLmqbOe42NjbqvBWmpX766ae4uLiq5sw5bSPjx4/ft2+fc+0NO6QW4prYubm5K1as0NPTi4mJWbp06alTp2xtbXfs2JGQkDBy5EhVHLd7d4SHIy0Nr76ae+BAqL+/v52z845Tp2p3cLOwyHzjjSBnZ2N9/cS8vD9v2rTv7Nl+pqZfLVqU4uMzve5IZ2XlgzuqVMzFxeXYsWOffPJJ165dk5KSFi1aJN7f9v7774t3ZWjyL7WaXbgALy9MnIhDhzBgAKKjceQIapt2VFcjKgqFhQ/2NzTEmjX4/HOIjab09JCSAj8/VFUhNBQWFoiKQnX1/Z2nTUNyMr76CqGh6NsXP//889KlS4uKiloasqYGSiUsLGWf7rSrqtHxHHtiu6eywaVHQ72qNbN3fH7EsbJaB8Amj9iAaQd0ZML6g+PMLHXFywhtbufOnXZ2dt7e3levXp05c2ZaWppSqRRbi1IrCYIAKa4wP9Zbb8HEBKtXS52jPs1MpYFKS61LSnSAwsfvqka8ZVbUIb6YPT09PTw87qmrHiJpde3a9ZNPPsnIyOjTp8+9e/fefvvttLS0WbNmqfq4o0fjyy8t4uPjR44ceTIvz0WpdPv228LiYvFRY319hbNz9vLlI3v0KK2omDdqVO6bb75qb68j6TeugYHBihUr8vLyli5d+vHHH7/wwgvZ2dkffvihidjajYCysrI1az61tb0XEwNDQ7z/fsOWdnv2YMIE+Ppi3z7U1Dx44pIlGDv2wZZevRAejuRkTJuGS5fg64uJE7F///1HdXTw6qv4618hCMKqVau++uorCwuLTz75pKLZdbR4IuHtjaIiTJyIA8FJymd+6mta2njPJbYZY/sV1QgyAN2NykNckk589MuC+cKNGwgMxJgx2LLlif6mHkZsOzt79uwTJ04MGTJEbIA7ZsyYNjsAaaoG564aQjNTEbVIOyzcNXMEQjNTtWPm5uYWFhYAnn766dZPZ28+Nze37OzssNWru3TqlJiXZ/XFF/KtW2/9cdI4pGvXmcOGAXjO2rpL3ZYHtfT18dDtqtSnT5+oqCg/P7/vv/9+qOonOmsRsfPJu+/+bezYz8TOoR9+iNqTmvPn4eWFmTORno5Bg7B+PY4ff/BcmQzJyRAELFv2YKO9PfbuRWwshg5FaiqcnODhgTo3PkAmkyUkJLi7u9+8efOdd96xsbGJi4trOqQYY/JkHDmCQYMQHY1DhzApYAYGDRJ3WLdgS/qyjfWCLf1SUAQvm3AUAHr3tpDP27xFtn07rKyQm4uFCx8yHb+lxK5Etra2cXFxYlciccWPVr0oaYnLl3HqFJ5+ut65q4ZocEZNpHXaYeFOJC19fX35qlU5b7/tM358dU3N1+nppc2ffzBgQNsvT0Itl5qaOn369EWLFp05c8be3v7DD6clJGD48Hr7PPccYmJgbIyPPmrByjIy2f1bWt99F506IS4ONjYIDy8q/6NnqLhQ2rZt26ysrAoKCt59993KRwwPlpaWhoaer11HLDi4TgwDA3h5Ydy4x6SxssIrr4irGLi4IC0NISHo3BlJSbCzw4cfXrl9+/bj/0j1CYKgVCpHjRoVHBx87949T0/PgoIChUIhYQNcUo9165CeDgA+Phg5Ejt3PuTcVcJUosZn1OvWISen4bPu3EFgoHoCErUMC3ciFdDR6e/gEOnmdvDVVze6uvZvfmdlKytVxqLHu3btmlwunzhx4v79+3v27BkWFpacnDx9+rTGe/7jH/jLX5Cbi/fea3EPCnGibX4+PD1x7x6++OKvZmZmSqVS+GP+5ty5c48fP/7ZZ59FRETo6+s3eLrwxzpi3367uLxccHVFVhY++KB+DH19PPUUXn4ZFhZocNFJJsOIEXjxRXh41F2Yt1MnBAQgNxc+PqiqwrZtyy0sLKKioqpr5+M/jkqXrKbGeC2XVEF8RwmcTq6ROkThzo82AhATE+Ph4ZGQkKCm402eDJls4qBBS2xt624WPwgf/l40Mnr8ECmpjLiQ58iRIyMiInR0dPz8/AoLC+Vyee1Uqwb3ycyahf/8BwMHPvkRBw2CUolduy4bGRWcP3/e29tbnA4uPqqvr+/v7z9v3rwGz0pOTq5dR6xTp3uHD99ISHh0L8chQ/DnP2PlSrz0Ep57Ds8+Cy8vrFwJT0884l7t/v0RGYkjR+4C5y9duuTr6ztlypTDj1sD+MKFC15eXmInVnE5BRUtWU1EHVNAAGJjoWG9TyXQDgt3zSzTNTNV+9bg7/z48eNxcXF5eXlqOny/fpgwoWVP+dOf1D/BnUQJCQlWVlb+/v63bt1ycXFJT08PDw8X11MDcPHiRV9f39mzZ6tiCGratH5paWnR0dF9+vTZtWuXnZ2dl5fXlStXGu8pltGTJ08+dOiQuI7YoUOHHB17PP4YBgYYOhSjR8PWFsOHoxmzVsaPNzpw4EBsbOzQoUPFcXTxVKHxnmVlZaGhoZaWlmJXooCAgJycHC8vL37cEVEbmjoV7u4YMEDqHFJrh4U7kab405/Q/KWLJkzgcLuEvvzyy8LCQgsLi82bN2/fvt3a2lrcXl5e/vHHH5ubm0dFRaWmpmZkZKji6LWdTAMCAsROphYWFqGhobVdZVS3jlgTxHVzs7KygoKCDA0N4+LirK2tFQpF7XR8/HH/bmBg4J07d1xdXbOyskJCQkxNTVWXiog6lOXLIZPh5ZfrbTQ0xMaNj3iC2ty4gXfewahR6NQJPXvCzQ0HD6rhsCzciVRGTw9/+QssLB6/59Sp+GMReJLEp59++vnnn588eXJBnX8IcRj+vffeKy0tfe6557KyslTayrB2XduFCxfWrmu7efPmulcDXF1ds7Ozw8PDu3TporokdRkbGysUiry8PE9Pz7t37wYHB4vT8VNTU52cnGrv3927d29CQsKwYcPUk4pEVla/TZ58TibTrEFI8boUr7hoL02b425kBKUSaWlS56jr6lU4OmLTJrz/PpKTERcHExM4OeG771R9ZD1VH4CoQzMwwAsv4MQJ7N6NkpKH7DBgAObMAcsdqZmZmZmZmTXYePbs2TNnzlhZWX322Wdz585VTxJzc/PExMSEhASxxb6rq6u4fcyYMZ999pkaViR4qEGDBimVypdfftnf3//EiRPe3t4ymUwQhH79+n388ccvvfQSl+uSRFbW0Px8qUMQqZi5OQYOxIoV2LlT6ii1VqzApUvIyaltvItZs+DhAR8fzJmDXr1Ud+QOUbhzfjlBwreBTIaxYzFmDM6cwenTwt69AGSDB2P2bIwaBTbc0GDLli3r1q3b4sWL1bkUgMjNzW3u3LmffPLJxx9/LJPJPvnkk6VLl6o/RgPiuqf/+c9/wsPDBw4cOHz48A8//LD2TgAiak9u3boldYQH1q7FmDGIj8eiRVJHAXDvHuLi4Ov7oGoXBQUhLg4//ggfH9UdvB2OkWhmma6ZqUh9ZDIMH45Zs+4PrtvbY9o0Vu0aTk9P78UXX5SqXDYwMPDz8ysrK5PJZMuWLZO8aheJ0/GPHj36yy+/1L1/l4jajffee69Xr15z584NDw+vqqqSOg4AWFtj6VKsXAkp4+zejaNHAeDsWZSXo/HMSUtL6OsjN1elKdph4U4k4skSkYrIZDL+ZhG1VzNnzhwzZkxJSYm/v7+dnd2OHTukTgQAwcG4eBEbNkhxbHGF6lmz4OODmhppb+Ng4U5ERERE9w0YMGDHjh3x8fEjR448efKki4uLm5tbYWGhOjNUVuLChXpb+vTBqlUIDq53v5jKQ5WW4v33Ia5QbWyM555DdTWGDYOhIf5Yc+OBnBxUVjarI0UrsHAnItIa//d//xcYGPjQLu/UAWlm/5bBg+OnT/+PgUGO1EGoVdzc3LKzs8PCwrp06ZKYmGhlZSWXy9Uz8T0pCfb2eOop1NTU2/7WW/eXnRYdPw4LC7i54fRpFYQQBMTFwcYGq1ejvBzu7sjMxLvvQl8fnTrB3R1ffYWLF+s9ZfVqmJjg2WdVkOaBDlG4c8oEQWPeBhoSg7RC43fLV199FRoaev36delCET3G779H7dvnWVmp1gFaUgV9fX25XC6uGlFTUxMRETFy5Mjw8PDq6moVHTEvD66umDMHJ0/i9m1culTvUUNDrFmDzz9HZSUAZGSgUyckJsLGBkFBKCtruxzHjsHJCR4eOHsW48dj717Exj5YobqqCp9+in794OSEb79FVhb27cOLLyIuDl9+qdKWMmiXhbtmFkaamYqIiKhtlJYiJQVxcfj9dwBISsLWrSgogMa0A6cnI67TnJycPG3atGvXrvn7+zs6Ou7bt6+p59y5gyNHEBuLL79EVBSio7FtG06dauLNcOcOFAqMGYPNm2FqiqAgnDiBgQMb7rZkCcaOvT8S/+KLyMuDpyfKy/HhhzAzQ1RUw0H6Frt2DXI5HB2xfz969UJYGI4cwbRp9x8VBCiVGDECxcU4cgRPP43338e4cXjqKZSUYM8eLF7cusM/XodoB0lERESqUlGBXbuQkgJxIPbePQC4cgXJyUhORo8e+NOfVD3xl1TN3t5+3759CQkJfn5+x44dc3JycnV1/fzzzxsuu1Zejp07cewYGozKnzmDI0fQqxfmzsWoUXUfqanBf/6DlStRVAQdHXh6Yu1a9O17/9F16+q9jEyG5OQHPw4cCKUSb74JuRyHDsHXF199hbAwTJnS4j9gZWXl+vXruyYmvpSUBH19vPEGPvoIdZe6O3gQcvn9xjJff42QEHzyCT75pMVHap12OOJOJOJVDiIilbt+HZGROHy4YaFWq7gY33+Pbds49N4OuLm5ZWZmhoSEmJqaJiYmWltbBwYG3rlz5/7DV68iMvLBKVxj167hv/9FUlLtmyE5GVOmwNsbRUVwdMSBA1AqH1TtzeTggAMHEB2Nfv2QkoJp0+Dhcf/CTzPFx8dbW1v7+/u/umPHtddeQ1YWwsMfVO0XLsDLC9Om4ehRDByI6Gj84x8ti9h2WLgTERFppdGjMX48OnWSLsHNm4iORnHx4/c8cgRbtqg+EKmcsbFxQEBATk6Op6dneXl5aGiopaWlUqkUiovxzTcPXyO8gQMHsH3777///vbb8ZMm4cgRDBmC77/H4cOYNOkJU8lk8PJCXh4CAmBggLg4TJt2LTR07T3x+s+j5ebmLly48KmnniooKLCwsEhITOz15ZcPrgncvYvQUFhZISYGhoYICEB2Nry8JLwlvEMU7t26devevTtHXjs4DRmA15AYpBUav1vefvvtkJCQPn36SBeKNMhPP+HoUQweLNHhBQH/+x9u3260+RGfckePIiNDPdFI1QYOHKhUKg8fPjxp0qQLFy54e3tPGj/+UPPWHrpbWRm6dq2NlVVY2DN2drcCApCZiRdeaINiuHNnhIQgPx+enhg+/IPAwJVmZmZKpfKhO9+4cSMwMHDMmDFbtmzp3r17SEjIiRMnFixY8GCPhATY2CAwELdvw9UVmZkICUHnzq1N2TrtsHBv/JFx6dKl4uLiTlIOSrBcI6I28NprrwUEBPTs2VPqIERARgbOnWvZU377TdKlL6mNOTo6Hjx4MDo6ul/Pnslnzkz917+8fvrpcu3MmUYEQfj+5EmLdesCk5JK7959wcP9559vhYTA1LQtUw0eDKUSH3zwnK2t7blz57y9vWfPnn2iTtv1mpoapVJpaWkZGhpaVVXl6emZk5MTEBBgYGAg7pCenl41fz4WLcLp0xg3Drt3IyEBw4e3Zcon1Q4Ld8nduHFDLpdv2rRJ6iBERNQOLV8OmQwvv1xvo6EhNm5Ub44jR1qwszin+c4dZGaqKA5JQiaTeXl5Fbz7bpCzcyc9vZjjx0dFRCh27y5vdIaWdunSjG++Wbxp07mbN+3799/z0kvfffDB4MGDVBRs9uzZ6enp0dHRffr02blzp52dnZeX15UrV/Lz8+3s7Ly9va9cuTJr1qz09HSlUll7GbO4uFgul0+YMGH73bvo0QNhYTh6FDNmqCjkE2Dh3paqqqo2bNhgZmYWEREREBCgukanRETUkRkZQalEWpp0CW7fbrj6TNNqLzjncGGmduf6dZNbtxTOzhl//au7jU1pRUXw7t2j16+P++Mk7XpZmXzrVocvv9x39mxPY+OwefOSly6dPnQomje15onp6Oh4eXnl5uYGBATo6enFxMRYWFj88MMPN27cGDx4cHR09I4dO2xtbcWdKysrP/vss5EjR0ZEROjo6Bx0dERhIeRy6OqqNGRLtcN2kGfOnAFQXFxcVlZmbGystuPu2rXL399fvBYzc+bMzz77TLfOP3ZxcTGAmpqamzdvdu3aVW2pOjJOTyKi9srcHAMHYsUK7NwpUYIGS+M03+XLbZqDNMAf/6ajevSIdXffOWHCW9u2nSgq8oiLc05JcRw4MDI19WZ5ub6u7hsTJ344c2ZXQ8P7T3zid1FLdOvWLSQkxNvb+6233vr111/ff//94cOHh4WFLVq0qHafpKQkf3//zMxMAC4uLmFhYTY2NmrI9gTa1Yh7SUlJYGDgCy+8YGpqeu7cOXNzc6VSKai+/9S5c+e8vLxmzZp14sQJ8Rxu586dY8eOFR+tqqqKiooaO3asvr5+dXW1qlcdo0eZPHmyj49P7bm1VHg6Qc3Hdws1Ye1a7N2L+HiJDl9a+tDNO0+fTrlwYUjXrsb6+g9/4qMnQJO2qv9vOmv48FRf30g3t94mJrvPnNl49OjN8nKXESPSly0Lnz//QdXe6IkqZWVltW3btu3bt9vY2Jw+ffrbb7+9du0agPz8fA8Pjzlz5mRmZpqZmcXGxor7qC1YS7WTEffq6uqvvvrq/fffv3r1qq6u7vz580+fPn38+HFvb++vvvoqLCzM3t5eFcctLS1du3ZtaGhoeXm5iYnJ3/72t8DAQMM6b8pff/31rbfeys7OBjBlypTKysqUlBR/f3+lUhkWFjZ9+nRVpKKH8vDw8PDwUPNBb9y40b17dzUflNqxTz/99OrVqytWrOjdu7fUWUhi1tZYuhQrV2LBAuip/8tcp+HAX/716yt++y0hNxfAmxMnOjdYl+fRTySt1+jfVE9Hx2f8+OetrSOOHBndp4+pgcG8+osuPeqJqubi4nLs2DFnZ+cffvhh6tSp169fDwkJuXfvnqmp6YoVK1atWiVtI5PmaA+/P7t37x4/fvyyZcuuXr06Y8aMo0eP/vTTT2lpadHR0X379t23b5+Dg4OXl1dRUVEbHlQQBKVSOWrUqODg4Hv37rm7u2dlZSkUitqqXTyHmzdvXnZ29qhRo2JjYw8cOJCcnBwfHz9s2DBx1TE3NzdxYg+1P+fPn/fy8hozZkzpI8aliJ7Al19+GRoaWtycttnUAQQH4+JFbNggxbHrzPksrahQ7N5tu2FDQm6uiYFBkLPzP+fMac4TqZ3o1u2hm3sYGSmcnZ+3tn541f7oJ6qUgYGBeO39p59+Cg4OrqysXLp0aWFhoUKh0PyqHdpeuItzVGbOnHn8+PFBgwZFR0fv2rVr3Lhx+OM258LCwqCgIH19/ZiYmJEjRyoUise24m+OlJSUqVOnent7X7582cHBYf/+/bGxsUOGDBEfvXPnjkKhsLW1jYuLMzExCQoKOnnypLu7u/iom5tbVlbWI1cdI+1XWlr6wQcfmJubx8TEFBcXJ9ddnZmI6IncuYN338UPP9Tb2KcPVq1CcPCDRW9+/x0vvoizZ1UfaMAA6OrWCILy+PGRERHBu3dXVFV5jh1b4OencHY2bOISgGRt50llBg58wh7skr4Z5s+fP3/+/KNHj0ZFRWnR4hjaWriXlZUpFAqxNjI2Ng4KCsrPz/fy8mowGdTExEShUGRkZLi7u5eWlgYHB4v19BMf98KFC15eXhMnTjx06NDAgQOjo6OPHDkyZcoU8VGxM6g4DF9ZWenp6fnQczgjI6OHrzrG5aDbVOfOnY2MjJRK5d27d9VzREEQ4uLibGxsPvroo7t377q6umZmZs6cObN2h1OnTu3ZswfApk2bbjdatYTosTjrvQMSBCiVsLDAmjV45x1UVNR79K23YGKC1avv//jee/jvf2FlhaAglJWpMpaBwRGZbOq//uX9009Fd+44Dhx48LXXlM880++xHblHj1ZlLJKCsTFGjHiSJ0r6ZujateuWLVvs7OwkzPAEtK9wF2sjKyur2jkq2dnZdeeoNCbebZCUlDR69GhxBouLi8vJkydbdNy7d++KFXZMTIyhoWFAQEB2dnbdU4U9e/aMHz/e29u7qKho4sSJBw8eVCqVffv2fdQLPmTVsUmTDh8+3KJU1ATxXGjjxo3W1tZqaKufmprq5OTk4eFx9uxZe3v7ffv2JSQkDPtjluft27dXrVplbW195swZY2PjxMRECwuL6OjompoaVQcj7cUynY4exbRp8PbGxYuYMAHffYc/loi5z9AQa9bg889RWQkAISHw9ER5OT78EObmUCqhihEhcSrg5PffP3z+/MAuXaKfeebwa69NGtSMhtyDBmnIKjbUxp7gnr3hwzFwoAqitHNaVrinpKRMmzbNw8Pj999/nzBhwr59++rOUWna7Nmz09LSIiMje/XqtWPHDjs7O19fX/Ge4sdKSEiondMiDqOGhIR0/mPZW/EjbObMmenp6eKMnUOHDk2cOLE5r1y76ljfvn2Tk5OnTp3a5tPxO6y+fftu27Zt3LhxZ86ccXd3d3Z2Pn78uCoOdOnSJV9fX0dHx/379/fv3z8yMjI5OXnatGnio+Kp5ujRo0NCQioqKtzd3WNjY6dOnXrp0qWXXnpJfJYqUhGRVrt4Eb6+mDgRBw9iwABERuLIEUyd+pA9lyzB2LEQBwEGDIBSiSNHMHkyLlyAtzcmTsShQ22WqqysLDQ01MrKKiYmxsjIKMDdPWf5cq+xY5s6vaw9ddDTg6trm0UhjTJ0KFo0dK2vj4ULVZbmMcS3q5ZOc9Cawv3ixYu+vr6TJk06ePDggAEDIiMjjxw5MvWhn2GPpqen5+Pjk5ub6+fnJwhCVFSUhYXFY5sz7tu3b9GiRWfOnLG3t9+7d29CQsLwPwYMxBk7ZmZm4kdYUFBQXl5e4xk7TVPpdPwObsaMGampqeJ50Z49e+zt7cWF09rq9SsqKsLDwy0tLaOionR1df38/HJycnx8fGpb+Dc41RRvh1i4cKF4zjl06NC64/RtlYrasb/97W8hISG9evWSOgipUEUFwsNhaYmoKOjpwc8P2dnw8XnQgWPdOqSnP9hfJkNyMgQBy5bd3+LggAMHEB2Nfv2QkoKpU+Hl1dr+6eIYRMMxrO++M7WyeswzxS9EmQxPP41HX4UmrbdgAYYObdaeOjp47jn07KniQO2UoPHKyspqh7cNDAz8/Pxu3brV+pfNysqaO3eu+JcgdvdsYmdvb+8vv/yyurq6dktNTU3tYL9MJnN3dz9z5kzrU+Xl5dXexirO8Gn9a5IgCDdu3AgICBBvNhDXYrh3714rXzM+Pn7EH7P6XF1dCwoK6j56/vx5T09P8RROPNWs+/4RlZaWBgUFGRkZARBv1bh7924rU1F7cuPGDfEdK3UQUp8ffyweOlQABEB4/nnh9OlWvdrNm8I77wgGBgIgdOkifPrp3Sf76Dt69GjtSNn48eP37dv34LGqKuGXXwSFoqn/QkOFvLxW/UlIK1RUCP/732PeDGvXCqdOSRvT19cXwMaNG6WN8WQ0vXCPj4+vHd52dXUtLCxU6eufat6bSewqU/sRtn///rZNJU7HF19/9uzZGRkZbfv6HVZubu7CP67NmZubJyYmPtnrZGVlzZs3T3wdS0vLrVu31n207qmmeCNy06ea586dqy3xxalWNTU1TxaM2hkW7h2K2CZ49OjJMlmNlZXQ5GhSy+TnC+7uAiA4OyvE9sTNf+7Fixd9fHx0dHQAiFMBq6qqHrJfYaHw738/pEpbs0bYskW4c6fN/jCk+fLyhK++esib4R//EH79VSgrkzofC3fVED/Cmjki3hr37t0LCwtr5oj+hQsXGnyENR5GbROVlZXidHz8McPn6tWrqjhQB1R3UTQXF5fMzMzmP/f69et+fn7iTJgePXqEhYVVVlbW3eHJTgUFQdi1a1ftarvOzs7p6ekt+CNROyX2a+/evbvUQUi1ioqKXnvtNfGbpXfv3krlqYfWxq3066/VdnbjxQ+ZuXPnZmVlNb2/+OXYpUsXAPr6+n5+fjdv3nzMMW7cENLThV27hO3bhf37hfx8of4nJHUgxcVCWpqwc6ewfbtw4IBQWKg5bwYW7m3s2rVrtbVRz549w8LCHn5+36YuXLhQd2JD41HPxvX94z/CWq1xmaiGv4qOoKKiIiwsrGvXrrVfSCUlJU0/paam5rPPPuvWrZv4FLlcXlxcXHeHuqeadnZ2e/bsaWmq6urq6OhosZusjo6Op6dnUVFRS1+E2pPawt3f35/vh3bpCT6LWqP5Q0JNTwUk0mrLli0DsGHDBqmDPAnNKtzV/BHWWHJy8uTJk8WPKgcHh4MHD4rbVT1jp2ktmo5PzdfSU0Q3NzdxkL7B5KW2PdUUp+MbGBi04XR80lJi4d6tWzfxRogePXpERERUasyoFbXS9u3bra2ta6/+nTx5Uj3HFYeE9PT0HnrlsO43TuOpgETtAAv3tvHrr7+amZmJHxYLFy7Mzc2VJEZ1dfW//vWvfv36iaOezzzzTO36SmPHjt21a5ckqQRBEJuQiEnc3d3Pnj0rVZJ2JjU1dfofDWjFxkGP2jM/P7/BtHjVnWq21XR80mpbt24VR9xzcnIWLFggvh8sLCw2b94sdTRqlbr/oFL9gmdnZze4V+exUwGJ2gcW7m0jMjJSc2qUO3fuBAUFGRoaGhsba840ldrpOjo6OkeOHJE2TDsTHx9fu1iSq6vr6Wa0cmgwWtaiufLNpIZDkGaq7Uqkq6tbO+S5fft2KysrAF5eXtLGo9Y4cOCAONrdvXv38PDwiooKCcNs2rSp9nqyeGFHX1/f39+/wVRAovaEhXvbqKqq+uabb6T9CGsgPz//l19++eqrr27cuCF1lgfOnTsXGRkpdYp2qLS0NCQkxNTUFICxsXFAQMDt27cfumeD4U+Vnmq2dFC/TZqlkoTErkTi+9DIyMjDw6Puv2l5efk///nPCxcuSJiQWqm6utrR0VFzbloQh4T69OkzZ86cxlMBidofFu5E7UfTzRmLi4trJ6B3795dbRPQmzmNvqysbNiwYe7u7r///rsaUlGba3DlJzAwEOwJ2x5p1BCVqKysrEwD+vQRqcHrr78OYP369VIHeRJas3IqkXoMGjRIqVQeOnRo4sSJ58+f9/b2njx58pEjR6qqqsSldkNDQ6uqqjw9PXNycmqLeFXr2bNneHh4cnLy9OnTr1+/7u/v7+jouG/fvga77d+//9KlS3FxcTY2NqGhoVx8V4uIXYkaL9LcrVu3HTt22Nvbv/XWWyUlJQ997vHjxx0dHffv36/eyPTk9PX1pY7QkJGRkThVhog0mtRnDkQaqqqqKjIysnfv3gB0dXX7/rFSt7TDnzU1Nd9+++2gQYMAyGSyV1999dy5c3V3KCgoqF18d+TIkVx8V/NdvXq1icspzekJ+8ILL4jvh7/85S/nz59Xb3wiIi2j1SPuLNyJmnL79u2goKBOnTo5OTlpTh1cOx3fycnpodPxd+zYYWtrK5bvs2bNOnHihFRRqQniDQx1F7h51A0MTfeELS0tDQoKEodLjY2Ng4KCOOeBiOhRWLgTtXMXLly4evVqeXm51EHqOXPmzJ///GexmBs6dGiDk4rKysqIiIgePXoA0NPT+/vfN16/LlVSeoj4+PiRI0eK/3wuLi6PXcZSaLQmToN1eWtvz+jSpculS5dUFpyISLtpdeHOOe5EjzdgwIBevXp16tRJ6iD1DB069Lvvvjt8+PDEiRPPnj3r4eExadKkI0eOiI/q6em9+eabBQUFfn5+AH777blRoxAejqoqSUMTIHYlWrRoUWFhoaWl5ebNm2v7PDbNzc0tOztb7AmbmJhoaWkpl8tv374tPirenrFz584NGzaIK1EQEVFjYv8JQRCkDvIkWLgTabeJEycePHgwOjq6b9++R44cmTJlipeXV1FRkfio2Cj6+PHCrl173bgBf3/Y22PnTmkjd1zFxcVyudzW1nbr1q3du3cPCwvLyMiobS3aHAYGBnK5PCcnx8fHp6qqKiIiwtLSMioqqqamRtzB2dl5yZIlqolPREQSY+FOpPV0dHS8vLwKCgqCgoL09fVjYmIsLS3rdpWxth6SlIT4eIwciYwMzJ4NNzecOiVt6o6ltitRREQEAB8fn9zcXLlcLi7E01IDBgyIjIw8fPjwlClTLl686OvrO2nSpEOHDj10Z0EQ3NzcQkNDKyoqWvVnICIiqbFwJ9JuZWVl4v+YmpoqFIrjx4/Pnz+/pKQkMDDwxRcTtm59sKebG7KzERaGLl2QmAgrK8jluHVLmtgdSlJSkp2dna+v77Vr12bPnn3s2LHahkWt4eDgsH///tjY2MGDB6ekpEydOtXLy+vy5cuNj56YmBgYGDhu3Lhff/21lQclIiIJsXAn0mIFBQWDBg1SKBTl5eXiFgsLiy1btmzevHnChDm7dj23YAHmzEFm5v399fUhlyM7G15eqKxERAQcHDjrXYXy8/M9PDzmzJlz8uRJMzOz2NjYpKSk2oY/rSeTydzd3bOzs8XeRzExMaNGjar7fgAwZ86chIQEMzOz7OzsefPmrVq1qq2OTkSkjTjHnYikERsbe+PGjeDg4NGjR//yyy+12xcsWHDw4G/vvy/r2hVJSbCzg1yOmzfvPzpgAKKjkZKCqVPh5YUnmqxBjyFe9LC1tY2LizM1NQ0KCsrIyKhtsd+2TExMFArFyZMn3d3dS0tLxfdDXFxc7Q6urq6ZmZlhYWHdunV75plnVJGBiIjUQeKuNkTUOjt37hwzZoz46zxz5szjx4/XffTaNcHPT9DVFQChZ08hLEyou3pPTY2geSuvtwfx8fHiTBgdHZ2lS5cWFRWp7dBNt/C/deuW2pIQEWmmN954A8C6deukDvIkOOJOpN1mzpyZlpYWHR3du3fvXbt22dnZeXl5Xb16VXy0Z0+EhyMlBU5OuH4d/v5wcMDevfefK5NB81Zebw8GDRpUXFw8Y8aM1NTUqKioPn36qO3Qs2bNqp1Dv3PnTnt7e19f39r3Q+fOndWWhIiI2hwLdyKtJ3aVycnJeeONN3R0dMSuMl9/vb928rqdHXbvxvffY8gQpKXB2Rl//jPOn5c0dLtmZ2d3+PDh3bt3jxs3Tv1H19PTE7vWiC38xW424eHhVbybgYgIGDJkyPjx41vfIUASMkE75+YT0UPl5ua+9dZbu3cf6dGjyNRU77PPMH/+g0fv3kVEBD7+GGVlOHYMUVH44gu89BK+/vrBPoaGCAvDsmXqz05tLycn5+233966deuIESMyMzMNDQ2lTkRERE+OI+5E7YrYVSYuLtXQUC83FwsW4JlnUFh4/1EjIwQEIDMTX34JcWK8kRGUSqSlSRiZVMjS0nLLli0//vjjhg0bWLUTEWk7jrgTtU+VlVi/Hh98gFu3oK+P11/HRx+hS5d6+yxfjv37MXAg7t59sJwqR9yJiIg0E0fcidonsWV7Tg58fFBdjYgIWFoiKgo1NQ33XLsWe/ciPl6KlERERNRsLNyJ2rP+/REZiUOHMGkSLl2Cry+8vRvuY22NpUuxciVXYiIiItJoLNyJ2j9HRxw8iNhYDB2Kv/zlITsEB+PiRWzYoPZkRERE1Gws3Ik6BJkM7u7IycG8eQ95tE8frFqF4GCUlKg7GBERETUTC3eiDqSJtiJvvQUTE6xercY0RERE1BJ6UgcgIo1gaIg1a/DKK5zpTkREpKE44k5E9y1ZgrFjH9J2hoiIiDQB+7gTEREREWkBjrgTEREREWkBFu5ERERERFqAhTsRERERkRZg4U5EREREpAVYuBMRERERaQEW7kREREREWoCFOxERERGRFmDhTkRERESkBVi4ExERERFpARbuRERERERagIU7EREREZEWYOFORERERKQFWLgTEREREWkBFu5ERERERFqAhTsRERERkRZg4U5EREREpAVYuBMRERERaQEW7kREREREWoCFOxERERGRFmDhTkRERESkBVi4ExERERFpARbuRERERERagIU7EREREZEWYOFORERERKQFWLgTEREREWkBFu5ERERERFqAhTsRERERkRZg4U5EREREpAVYuBMRERERaQEW7kREREREWoCFOxERERGRFmDhTkRERESkBVi4ExERERFpARbuRERERERagIU7EREREZEWYOFORERERKQFWLgTEREREWkBFu5ERERERFqAhTsRERERkRZg4U5EREREpAVYuBMRERERaQEW7kREREREWoCFOxERERGRFmDhTkRERESkBVi4ExERERFpARbuRERERERagIU7EREREZEWYOFORERERKQFWLgTEREREWkBFu5ERERERFqAhTsRERERkRZg4U5EREREpAVYuBMRERERaQEW7kREREREWoCFOxERERGRFmDhTkRERESkBVi4ExERERFpARbuRERERERagIU7EREREZEWYOFORERERKQFWLgTEREREWkBFu5ERERERFqAhTsRERERkRZg4U5EREREpAVYuBMRERERaQEW7kREREREWoCFOxERERGRFmDhTkRERESkBVi4ExERERFpARbuRERERERagIU7EREREZEWYOFORERERKQFWLgTEREREWkBFu5ERERERFqAhTsRERERkRZg4U5EREREpAVYuBMRERERaQEW7kREREREWoCFOxERERGRFmDhTkRERESkBVi4ExERERFpARbuRERERERagIU7EREREZEWYOFORERERKQF2m/hfuMG3nkHo0ahUyf07Ak3Nxw8KHUmIiIiIqIn1E4L96tX4eiITZvw/vtITkZcHExM4OSE776TOhkRERER0ZOQCYIgdQYV8PLCjz8iJweDBj3Y6OGBrVtx+jR69ZIuGRERERHRk2iPI+737iEuDq+9Vq9qBxAUhDt38OOPEsV64MCBA9u3b5c6BRERERFpk/ZYuJ89i/JyjBnTcLulJfT1kZsLAGlpiI9Xf7QLFy54eXlNnz791VdfLSsrU38AIiIiItJS7bFwFyf/yGRN7eDnh6eewuzZOHFCPaHu3r370UcfWVhYxMTEGBkZvfrqqzo67fEvn4iIiIhUoz3WjsOGwdDwIRV5Tg4qK2FhgZoaeHigRw/s3Inx4/HGG7h+XaWJEhISbGxsPvjgg9LSUldX18zMzKCgIENDQ5UelIiIiIjak/ZYuHfqBHd3fPUVLl6st331apiY4NlnoauLN99EQQECAqCjg/XrYWaG0FBUVLR5lpycnHnz5i1atOj06dN2dnZ79uxJSEgYNmxYmx+IOjQ2PyUiIuoA2mlXmatXMWUKBAEffohx43D9OiIj8f33iInB889DX//Bnrm5ePttbNkCAObm+PRTuLq2SYTi4uLg4OD169dXVVX16NHjgw8+WL58ua6ubpu8ONED4ru9qgoKxf13e1QUNm1CTAwWL5Y6HGmk8nJkZ+P333HjBqqqYGqKfv1gbo4BA6RORkRETWmnhTuA4mKsWYOffsK5czA1xZQpWLUKQ4di0iS8+Sb8/dGp04Odk5Lg74/MTABwcUFYGGxsnvjIVVVV//73v999991r167p6+u//PLLa9as6dmzZ6v/SEQPw+an1HwVFdizBykpqKx8yKMDB2LuXAwerPZYRETULO23cH+of/4TAQEAYGGBTz/FwoUPHqqsxPr1CArCzZsxM2bst7D4+OOPe7W86Nm5c6e/v39GRgaA2bNnh4WFjR49us3yEzVw7x66dYOvL8LC6m3PzMTo0YiMhI+PNMFIA12/ju++e8wtPTIZZs3CtGnqykRERC3QHue4N2HlSmzfjtGjkZsLV1e4uCAj4/5D+vqQy5GXd+tvf1t68GBUVJSVldXGjRurq6ub+drnzp3z8vKaPXt2RkbGqFGjYmNjk5KSWLWTajWn+SkRgJISfPPN42/EFwTs2IG9e9WSiYiIWqaDFe4AXFxw7BgiI9GrF3bsgL09fH1x9er9R/v06bJ2bdrx43Pnzr127drrr78+evTorVu3Nv2SpaWlCoXC3Nw8JibGxMQkKCjo5MmT7u7uKv+zED22+SkRAEHApk24c6e5++/ahVOnVBmIiIieRMcr3AHo68PHB7m58PMDgKgoWFjU7SpjZWW1bdu2+Pj4ESNG5OTkLFiwYM6cOdnZ2Y1fSRCEuLg4a2vr4ODge/fueXp6FhQUKBSKTnUn0BOpzmObnxIBSEvDhQste8rWrehQEymJiLRBB5vj3lhGBvz9sXMngBp7+z2hoTNdXGofrKio2LBhwwcffHDr1i19ff3XX3/9ww8/7Nq1q/hoamqqXC4/cOAAAAcHh/Dw8MmTJ0vyh6AOzcsLP/2E3Nx6LUEWL0ZCAs6c4c2pBADr1z+4rii6exf79iEnBzdvwsAAgwdj+vSGt6UuWQIzM3XGJCKipnX4wl2UkIC33to3eLDT7t0uLi7h4eHW1ta1D166dOnvf/+7Uqmsqanp27fvzz//PHToUIVC8dVXX9XU1AwYMCAoKOi1117jSqgkjSaan7IdJAG4fh3r1tXbUlqKf/0LNTVwdka/frh7F6mpyMrCM8/A1vbBbnZ2WLRIzWGpLQkCiopw5QoqK6Grix49MHAg2JWYSJuxcP/DvXvr161b9eGHt27dMjAw8PPze++992oH1wEcO3bM398/Jyfn7bff/sc//iHutmzZstWrV3fu3FnC4ETYtAlKJTIycOECTE1hbY1587BkCUaMkDoZaYCMDPz4Y70tP/2E7GwsX44uXR5sjItDfj78/WFsfH9Lv37w9VVfTmpD5eU4eBBpaQ1vbOjUCaNHY/p01Pl2IyItwkHiP3Tq9NcVK06dOuXn51ddXf3JJ5+MHDkyPDy8tquMvb19YGCgsbHxqlWrbt269eyzz+bk5ISHh7NqJ+kFBSEhAZs3o6ICxcUwM8P777MxCN3XoHSrqkJmJuzt61XtAGbMQEUF6t7M0/ybWUmjFBZi3Trs2/eQf8F795Caii++QGqqFMlIteRyeWxsrNQpHti/f7+rq+u77777z3/+8969e1LHaSdYuNfTs2fP8PDwlJQUJyen69ev+/v729ra/vrrrwCuXr2akJBw9uxZS0vLrVu3/u9//xs+fLjUeYmIHqfBLL6bN1FVhb59G+7Wqxd0dXHt2oMt7FakjTIy8N//orS0qX0qK5GYiF271JWJ1OHgwYMREREvvPCCk5NTWlqatGHOnTu3ePFiJyenzZs3h4aGBgQE2NjY/Pzzz9Kmah9YuD+EnZ3dnj174uPjhw8fnp2dPW/ePDc3t59++mnjxo12dnYZGRnz5s2TOiNRHWKBVTvtrcGP1ME1GFlv/huDsym0zoUL+OWX+//Ej/2H3rsXx4+rIRSpx6RJk6Kjo/v27btv374JEyZ4eXldvnxZ/THu3r0bGhpqbW39/fffGxoaBgQE/PLLL2PGjCksLHzmmWdmzZp1onEbNGoJFu6P5ObmlpmZ+dFHH5mYmCQmJiqVSgCDBg3S09OTOhoRUbMNGlTvx27doKeHoqKGu127hurqem2IGjyRNJwg4JdfULtoYHMumGzbhrIylYYitdHR0fHy8iooKAgKCtLX14+JiRk1apRCoVDnHJWEhARra+vAwMA7d+64urpmZWWFhIQsXLgwLS0tOjq6d+/eu3btsrOz8/LyunLlitpStTMs3JtiZGT03nvv5ebmvvTSS97e3lLHIWoejrhTXZ07Y8iQBz/q6cHGBseO4fbtervt3QsDA1hZPdhiY6OmhNQmsrIaNv18rPJyHDmimjSPduMG3nkHo0ahUyf07Ak3Nxw8qO4M7ZepqalCocjIyHB3dy8tLQ0ODh49enRcXJyqj5uWljZjxoxFixadOXNGnLaQkJAwbNgw8VHxpCI3NzcgIEBPTy8mJsbCwiI0NLTij/VzqPlYuD/ewIEDv/766/79+wNgEx7SRKzUqWnTptX78U9/gqkpvv4aGRm4ehVnz+LHH5GVBTe3By1lhg7liLuWychQ37Oe2NWrcHTEpk14/30kJyMuDiYmcHLCd9+pNUZ7Z2ZmFhsbu23bNisrq4KCAg8Pj7lz5+bkXFLFsa5cqfH19Z0wYcLevXv79Onz5ZdfHj161MnJqfGe3bt3DwkJOXHixMKFC0tKSgIDA21tbTdv3tysw9y8iTNncOoULlxAxy73OeuDqN1hHU8NmJnB2hpZWfd/NDSEpycOH8bOnbh1C/r6GDAA7u6wtLy/g54eFi6UKiw9obNnn+RZN27g1q2GN0KozooVuHQJOTkPTgtnzYKHB3x8MGcOF4xrW3Pnzj1x4sS///3v99577+TJbEfHrosXY/Vq9O7dNq9fWYn16xEUpDN6dJmuru7y5cvrLlL5KBYWFomJiUlJSXK5PCsry9XV1cXFJSwszOahl/jKynDkCI4fx82bDzbq6GDoUDg4wNKyA95DzxH35pLJZOCIO2kmVur0WIsWoX//+/9/8iTCw1FeDrkc77+P117DqVPYseP+G0kmwzPPtNl3O6lHeTnKyx/1YEl5+X9PnHjk91dJiYpCNXTvHuLi8NprDS/mBAXhzp2Gqw1QW9DT0/Px8cnOzn7ttR/v3jWOioKlJdatQ1VVa19582aMHg1/f9y8iaFD/3ny5Mnw8PDHVu21XFxc0tPTw8LCunbtmpSUZGdnJ5fLSxq8FU+cwOefY+/eelU7gJoanD6N2Fh8803DhzoAFu5E7Q7reGqsUyd4e8PMDGiyDZGhIRYvRp2lo0k7NFmIfbRnz4s//ujw5Zf7f/+9pc9tA5s3Q6EAgLNnUV6OMWMa7mBpCX195OaqNkYH1rNnz+DgCRkZmD8fxcV4802MHo0tW57w1fLy4OYGV1fk5cHcHAkJ+O9/+5ubm7f0dfT19eVyeWFhoZ+fX01NTURERL31c3bvxk8/PTgdfeg32u+/48svW3xrh5Zj4d5cHHEnzcVKnZqjUycsXoxnn8VDl42TyTBhAt54435xT9rFyKiJOQMTBgwY2KVL6sWLTv/+95L//e9cg0HK2hsb2lxuLhYuhKsrPvoIx47d/4zqeHMbNISlJbZswfbtsLK6/y8zZ86DCXTNUVKCwECMGYPERHTrhpAQnDgBV9dWpaq7fk5xcfH99XPWr8eePfX2e9TbprQU//lPh2qOxMKdqN1hHU+PIpPB1hZz5gBA//6YOBHjx8PREQC6dcPChTA1lTYgPSFd3SYmiC+2tc17880QFxcTA4PvMjIs1q0LTEq6LXYJbPKJT660FAoFxo7Fli3o1g1r1mD0aAwbBkNDNG7jnZODykpYWLR9DGrExQXHjyMsDF27IikJ48ZBLn/8fJOaGiiVsLREaCgqK+HpiZwcBASgU6e2SdVw/Zw33nD79ttTN24068m3buHXX9smhzZg4d5cHHEnjfVS797Ogwfn/PHjxyYmzoMH/48LDtCjiKd2PXti3jy4umLSJKkDUVtocq6Csb5+wLRpOcuXe44dW15ZGbp/v+W6dVGpqTXDh6NtPysEAUolRo1CcHC9Es/AAJ06wd0dX32FixfrPWX1apiY4Nln2zIGPZq+PuRy5OTglVdQXY2ICIwbh8pKLF8OmQwvv1xvZ0NDbNyIV16BtzeKijBjBlJToVQ+ZPHl1nNzc8vJyQnz9e3cqVNiXp7VunXyrVtvNacPfUZGvVWf2zUW7kRaL/3atT3nzt2rrhZvUPu9rGzPuXPXKyulzkVEajR+PHQe850+sEsX5TPPHFm6dMrgwRdv3/ZNSJgYErJ///42y5CSgqlT4e2Ny5fh6IiDB+uVeNeu4cMP0a8fnJzw7bfIysK+fXjxRcTF4csv2VJGzfr1w7/+hZQUODnhpZegrw8ARkZQKpGW1nDnZcsweDCio7FrF8aNU2EqAz09+fDhOcuX+4wfX1VTE3HkyP0zzKaHTQWh4ywDzMK9ufT1p1pZHe3ZM1zqIET13b6NO3cA4KuvEBqK0FCkpwPA+fOoqZE0GWmqJm5OJe3VvTsmTmzOjg4DB+5/5ZVYd/ehvXodPXnSycnJw8PjzJkzrTl4xcWL8PTExIk4dAiDB+O773D48IM8VVWIioKVFSIjceQInn4a77+PcePw1FMoKcGePVi8uDVHpydmb4/du/H3v9//0dwc8+ZhxYqGu02ahFOn4OWl+jsULl9GefmAzp0j3dyOLF06dciQS7dv+yYkOD7q1upap0+rOJmmYOHeXFVVXbKzx1+7xtu2SGPU1GDPHkREyEpLAQh/lOmymhoAQloavvgCrfsyJiJtMmsWBg5szo4ymcx98uSszMyQkBATE5O4uDgbG5vAwMDbDdbTbYbKysrw8HDbCROqt2+Hvj78/JCZiT//+UGJt2MHxo2Dry+uXUNWFrp3xyefoLAQFRUoLkZiIqZObelBqQ3JZPeH20Vr12LvXsTHN9xNTbMvr1+v/d8JAwbse/nl6GeeGdC5s3hr9eq9ex/5xOJidcTTACzcm4tjUqRZKivx7bfYvRtVVQ1uwBC/LQUAxcVQKnH0qGQhSTNxxL290tPDiy9iyJDH79m9O7y9jfv0CQgIyM7O9vT0vHv3bmhoqJWVVVRUVE2zL9b98ssvVlZW/v7+eZcuJfz5z8jNRXj4g7ZF587BywsuLsjMxKhRiI3FL7+wq4yGs7bG0qVYuVLlbUIfrv4kT5lM5jV2bL6fX5Czs56ubsqFCyevXGnOE9sxFu5EWkgQsGkTCgubtefmzcjMVH0m0h4s3NsxQ0N4e8PZud4gal0yGezt4euLHj3EDYMGDVIqlYcPH548efKFCxd8fX0nTZp04MCBpo+Tm5u7cOHCp59+urCw0NLScuvWrU+HhWHYsPsPl5VBoYC5OWJiYGKCoCBkZMDdva3+lKRSwcG4eBEbNkhxbEPDxtuM9fUVzs4zhg6Nz839/VEdcB72xHaJhXtz8auNNMjRo8jLq/3pwRC7+GPjDkgJCWj5FXAi0ko6OpgxA/7+mDsXo0aha1cYGsLUFEOHwtkZfn5wc2vcxs/R0fHAgQOxsbFDhgxJSUmZPn26h4fH2bNnG798SUlJYGDgmDFjtmzZ0r1797CwsIyMjHnz5j3YIyEB1tYIDsa9e3B3R3Y2FIqOU1e1A336YNUqBAerb1HdB2rXbG5Ubxno6jbrie0dC/fmYuFOmqKyErt3t+wp9+6hiamB1MGkGhn5Tp8e1b+/+ON1HR3f6dP/3ng9S9JqxsaYNAl/+Qv8/REQgBUr8NJLmDED3bo96hkymczd3T07OzsoKMjQ0DAuLs7a2jowMPCOePs7UFNTo1QqLSwsQkNDq6qqPD09c3Nz5XK53h/Tn1NTU/O9vbFoEc6ehaMjDh1CbCwGD1bDH5fa1ltvwcQEq1er/cC9eqFrV6DlC3WNGqWKOBqIhTuRtsnObrBK3CPnuNd14oREMxZJ4xSWl0ft27fjj17atwUhat++7zpMMzVqmrGxsUKhyMvLq534bmlpqVQqq6qqpkyZ4u3tfeXKFWdn57S0NKVS2fuPYc7r16/L5fKJEyc+u3VrjZkZIiNx6FAzu9yQBjI0xJo1+PxztU8dl8kwfnyLn6Wnh7FjVZBGE7Fwby6OuJOmaM7U9sYqKtB0Ly3qMBqe6XF1OWpEnPh+6NAhceK7t7f3lClTRo0aNWjQoOjo6J07d4754xJNZWXlZ599NnLkyIiICF1d3fkvvVR29Ch8fB7bVJ403JIlGDtWiq7CEyeiS5eWPWXKFJiYqCaNxuHaio9TXo7jx5Gfj/2GwPM4fRrrt2LIEIwZ06w796k9EgShsrKypqbGUJJZm43uqReH2KsF4VpZWY0gPLIOu3oVI0aoISARtQ8TJ07cv3//N9988+6776akpKSmpi5evPjZZ5+V/TGNYceOHf7+/idPngTg4uISHh5ubW0taWR6cuvW3f+ftWtx/TreeQfJyVLkMDDAs88iJgbV1c3af9AgODmpOJMG4QnxowkCDh9GWBi2bUNhoexumbgNV68iNRVff43o6LoNR6mDSE1NnT59+ssvvzx48ODw8PDqZn6ytKFG6z8/a2X1jJXV64mJc2Nihvzf/50oKvIcO9a68Z065eVqSkiajSPu1Hw6OjqvvPJKQUFBUFCQvr7+wYMHU1NTARQUFHh4eLi4uJw8edLMzCwhIWH79u2s2tuHqCiEhuLGDekSDB2K559v0Dr+4Z9UAwdiyRI0fd9q+8LC/RGqqvDDD/j118ZF0gNnziAqCgUFaoxFUrp8+fIrr7wi9l5ISEi4du2av7//hAkTdrf0VtFWqt/l7eLt21lXr/6cnX3s0qUzJSXVgrDv7NmE3NzjRUWVDU4qHtUejoioSSYmJgqFYuPGjadPn/74448VCoWtrW1cXJyJiUlQUFBGRoarq6vUGal9sbTEq6/ij3voH0JHB5Mn46WXYGSkxljSY+H+MIKA//0Publ1t/U1LXW3yXIaWr83VkUFfvgB586pNR6pnbg0oIWFxddff62np+fn53f+/Pn4+Pjhw4enp6fPnDnTzc3t1KlTakrzR/fliurq8MOHrdat+8+JE4b6+gHTpp3x98984w1Xc/OS8vK3tm2zWb8+rm4H95491ZSQNBtH3OnJ9O/fH8Dt27c/+uijioqKV155pbCwUKFQdGrUXJKoDfTrh6VL8ec/w9r6wRR2HR306YNp0/Dmm/jTn9S1oKsG6XB/4GY5ehQ5OQ22je5zJdY9rt4mQYBMhqoq/O9/+OtfYWCgvoSkRklJSXK5PCsrC4Crq2t4ePiIESMAuLm5zZ07d8OGDe+//35iYuJvv/22bNmyjz76qEtL76ppqeHDkZOTkJvrv23bqRs3ALiam0fMnz+8e3cAnTt1SliyJOnUKf9t2zKvXPGIi5udmho2b97ofv14VwYRtYZ4jtelS5d//OMfs2bNmjBhgtSJqL2TyWBhAQsLANi5E3l5eOEFdOzLOxxxb6SiArt2NWvP2iajN2/iyBHVJSKp5OXlubq6zpkzJysry8LCYsuWLQkJCSPq3N9pYGAgl8tzcnJ8fHyqqqoiIiIsLS2joqJUOvE9t1OnBd9+u+i7707duGHVu/e2F19MWLJErNpruYwYkebrG+nm1svYeMepU3YbN/ru3Xv1j2bM1MFxxJ2eTO1bZeXKlazaSc269bAePHiGjm5nqYNIjIV7I5mZuHu39qflWxbIFEEv//xU3V0MV7+38Wj9z6yjR9kqsj0Rlwa0tbXdvHlz9+7dQ0JCTpw4MX/+/IfuPGDAgMjIyEOHDk2aNOnSpUu+vr4LFjz7uPXCn0RxMYKDc0ZPmLA1L6+nsfH6hQszXn997iNWndDX1fUZPz73zTf9Jk4EEJWUZGlpGR4eXsVu7h0eC3d6MnyrkIRu3vzk3Lnd1dUzpA4iMRbujeTnN9hgpF+lPD427VK/h+8vfoTduoWiIhUnI3V46NKAAQEBBo+bCuXo6Hjw4MHY2NihQ4eWlj4/bRrc3HDmTFulglIJS0t8+KGlpeVffF57LSc4+HUHB93HdUruYWQUPn9+hlI5b9684uJif39/W1vbLVu2tE0sIupIWLh3EFy4RpOxcG+kUf1t3vP6vFEFK36b+/D9ayfMNOquTVpnz54948ePf9TSgI8lLhielZU1e/aLRkZITISNDRSKBuucttiuXRg3Dt7euHoVs2bhhx++ivzyy14+PrV3qT7GhAmWS5Zs3bo1Pj5+5MiROTk5CxcuFOf/tCoWtdCqVas2btwoQf/QRkxNTUeMGFFVVTV58uS33377rbfeGjp06GCuS0+Pw8KdSHIs3BupM0+m1to/bd97dmh8rkVLn0ja4vz5815eXjNnzkxPTx88eHB0dPSuXbtqlwZsEWNj4+BgWX4+PD1x9y6Cg2FujqioJ1l/7vx5eHlh1ixkZGDwYERHY/t2WFvrAUCXLnjtNVhaNvV8fX3Mn4+FC8XTSzc3t+zs7LCwsC5duiQlJY0bN04ul9+8efMJ/ozUUrm5uWvXrn399dft7Ox27NghbRgzMzN7e/uEhITDhw9/8cUXcXFxJSUlzz//fEVFhbTBSMOxcCeSHAv3Rh7WWsi699Wl9qkrt8+pqnn031jH60nUPty9ezc0NNTKyiomJsbIyCgoKCgvL8/Ly6uVLztwIJRKHD6MyZNx4QJ8fTFpEg4ebO7Ty8qgUMDMDDExMDFBUBDy8tAwlJERXngBXl6wsGj49uvcGZMn48034ehYd7O+vr5cLi8sLPTz86upqYmIiBg5cqQ0y0h1MBYWFj/99NOIESMyMjJcXFzc3NwKCwvVH6OsrEyhUFhbW2/atMnY2DgoKOjo0aPu7u43b97829/+Nnr06Li4uMe/ChERSYSFeyP1u3PUCp65++LtzhtSHn0f/SOeSJosISHB2to6MDCwtLRUnOWiUCgMDQ3b6vUdHXHgAKKj0b8/UlIwbRo8PPD77009RRAQFwdrawQH4949uLsjKwsKBR4Zavhw/PnPCAyEry88PeHtDT8/vP02/vQndH743fe9evUKDw9PTk52cnK6fv26v7+/g4PDnj17WvunpSbVveKRmJhoZWWl5ise4rs9ODi4vLzc3d09OztbXEYnNjZ2+/bto0ePzs/PF9fCzMjIUFsq0iIcce8gTE2ru3UTBIEDOpqIhXsjw4YB2HV62LR/v3Lptmnt5j4mpaum7Qve41xS/qCAWrl9jtdPz1wpNYGuLgYNUn9YemJpaWlOTk6LFi06c+aMvb393r17xftK2/xAMhm8vJCbi8BAGBggLg4bN2L5cshkePnlensaGmLjRty6hb/+FWfPYuJEHDqE2NjmtV/X1UW/fhgxAsOGNfMc0t7efs+ePeIyUmlpac7OzmpdRqpDqts/VJ1XPI4dOya+28+ePTt+/Ph9+/bFxsYOqfPGcnFxSUtLi4yM7N27944dO+zt7X19fa9evarSVKR1WLh3EKWl1iUlOoAEVwWbwFtm7xOovlOpxc9aZQECIKycuv8Nx+Sx/S4LCoWgUNx9b/WQriUrphzspFe1wTXxekCosX4FIHQ3uvvZS+kVFVJHp+a5du2an5+frq4ugJ49e4aFhVVVVann0IWFwiuvCLduCW+8IRgZCTo6wrFjDx7t1EnYsEEQBOG//xW++UaoqVFPKKGsrCwkJKRz584ADAwM/Pz8bt68qaZjd2ApKSlTp04VP4ft7e0PHMhRxVEuXxaWLXtLR0cHQP/+/b/++uvq6uom9r9+/bqfn5+enh4AsRHqvXv3VBGMtNH+/fcGD65YtKhM6iCkWubm5gByc3OlDlKPm5sACPHxUueQGkfcHxBnFVtP7f5jtpWJQWWQ857gmbvr7mCoV7Vm9o7PjzhWVusA6GF095hv5ELz/Bt3Dd/6Zuzo0eDsUA1XWVkZHh4+cuTIiIgIHR0dPz+/wsJCuVwuFvFqMGIE/vWv+xNYzM0xbx5WrHjIbkuWwNv7Qb8iVTMyMgoICKi7jJSVlVVUVFTNE9xOS802YcKE/fv3x8fHDxs27PTpM25uvdzccPp0m71+ZSXCw2FhgZycRbq6un5+fjk5OS+99JJOky1Ee/ToER4enpGRsWDBghs3bgQGBo4ZM2bz5s1tFou0WU2Nwblz+jduGEkdhKjjYuEONJ5V/ExV1spvFM67DfUaLlWzxDZjbL+iGuF+SWXR63rikm+3f3rCxgZ5efDwwJw5OHlS7X8Aah5PT09/f/+bN2+6urpmZmaGh4d37dpVwjxr12LvXsTHSxjhAXEZqQMHDjg6Ol68eHHZsmXp6elSh2r/3NzcMjMzP/hgW3l5T7F/6Pvvo7S0tS+7eTNGj4a/P27eRO/e07OyssLDw7t06dLMp1taWm7evHn79u3W1ta5ubni+sGZmZmtjUVajnMViCTHwh3HjsHJCR4eOHsWEyZg/37E/qg35K+uMDICsG7BlvRlG2t3lsmQvPRLQRG8bMLR+5vGjnV5yzYtDZGR6NULSUmws4OvLzg7VAPJ5XILC4vExMSEhAQzMzOp48DaGkuXYuVKaM5ippMmTTp8+HB0dPRbb71lb28vdZwOwdjY2N/fIS8PPj64dw+rVz95/1AA+flwc4OrK/LyYGGBzZsRG6s76hHL6zbNxcUlPT09LCysa9euSUlJdnZ2vr6+165de5JY1C6wcO8geDODJuvQhXtRUZGPT4WDA/bvx4ABiI5GcjKmTAEA9O+PV19Fv0eslirS0cGsWXjqKchk+vrw8UFWFnx9IQiIioKVFb75JofLy2uUyZMnZ2VlLVy4UOogDwQH4+JFbNggdY46ZDKZl5fXp59+KnWQjmXgQERG4vBhTJmCixfh6wtHR+zf34JXuHMHCgVsbZGYiG7dEBKCEyewYEGrUjXoHxoVFWVhYcH+oR0WC3eSUEAAYmMxfrzUOaTWQQt3ca6zhYVFXl6Eri78/JCdDS+v+rOKe/bE0qVYtOgh5buBAcaNw1//iunT6z6nd29s3IiTJzFvHsrL7wQGzho9ejSXl9coTU/wVb8+fbBqFYKDUVIidRTSAOI4gthKKDX1wcXAptXUQKnEqFEIDkZlJTw9kZuLgAAYGLRNqp49e4aHh6ekpMyYMaO4uNjf39/W1nbbtm1t8+qkPVi4k4SmToW7OwYMkDqH5KS+O1YCdadJLF7sVVDQjOfcvCnk5QnHjgknTgjnzwvNaEKSmHhi5MiR4lGeeuqp/Pz81ienduONN4SxY+///927wpAhwooVD7rKEN2+Lbz7rmBoKABCly5CcbHwxhsCILz0Ur3dxPdMQIAgNsKaMUNIT1dtsPj4+BEjRoifbK6urgXN+gClduLgQQEQJk+WOgepmIWFBYCcHJW0umqpJj76JFZcLPztb8LIkYKBgdCjh+DqKhw4oIbDatboo6rl5eW5urq6ubnl5+dbWFhs3rz522+j/6ium9SlC8zMYGcHW1sMHIhmNCFZuNC2drGVX375xdramsvL00MZGmLNGnz+OSorpY5CGsPUFKtXIz8fnp7w8rrfmt/ICEol0tIa7vzGGzA3R3Q0du3C2LGqDfbQZaRu3bql2qOSZuCIewehaXPcH/XRJ6WrV+HoiE2b8P77SE5GXBxMTODkhO++U/WRO0rhXlJSUtvXTGxOfOLEiQWtnP75OFxenpppyRKMHfuENyNSOzZoEJRKhIff//FRLUQHD0ZOTqPJfipTdxmp6upqfrJ1HCzcSRJNdE+WzIoVuHQJ+/bB2xtjx2LWLHz/PZ59Fj4+UPEd/O2/cK+pqVEqlZaWlqGhoZWVlZ6enjk5OQEBAQZtNf3zcbi8PDW2bh3EXotpaRg5Eu7uSE6GIGDZMomDkQaqe1/Go1qIqq3rf63+/ftHRkYePnx48uTJ165d8/f39/LyUncIUi8W7h2KRl1J06juybh3D3FxeO01DBpUb3tQEO7cwY8/qvTg7b9wf/vtt729vYuKipydndPS0pRKZZ8+fdQfw97efvfu3d9///2QIUPS0tJmzZqVl5en/hikacrLceoULl6UOgdpCU1rIerg4HDw4EFxGSlPT0+p45BqsXDvIN57771evXrNnTs3PDxcQ5rjacRH3+7dOHoUAM6eRXk5xoxpuIOlJfT1kZur0hTtvHDfv3//jh07unbtGh0dvXPnzjGN/5bVSCaTvfDCCzk5OW+//bapqekyDq4Svwip5TSwhaibm1tOTs68efOkDkKq1acPfHzw9NNS5yAVmzlz5pgxY0pKSvz9/e3s7Hbs2CF1IkDaj77z5+HlhVmz4OODmpr739nqv9AJoN0X7jdv3jx58uTUqVO9vLxkEv0VN2BkZPT666/funXr3LlzUmch6bFwp5bSzBainTp1kjoCqdzQoYiMxN//LnUOUrEBAwbs2LEjPj5+5MiRJ0+edHFxcXNzKywsVGeGykpcuFBvy0M/+lQeqrQU778Pc3PExMDYGM89h+pqDBsGQ0OcONFw55wcVFbCwkKlidp54a4hxXoDmna/NhFpl7fegokJVq+WOgcRtV8StpBKSoK9PZ56qmHPhgYffcePw8ICbm44fVoFIQQBcXGwscHq1Sgvh7s7MjPx7rvQ10enTnB3x1dfNZznuno1TEzw7LMqSPNAOy/cNRMLd6rFEXd6AmwhSuq0fDlkMrz8cr2NhobYuFGiQKQuYnM8sYWUeprj5eXB1RVz5uDkSdy+jUuX6j3a4KMvIwOdOiExETY2CApCWVnb5Th27MECeOPHY+9exMZi6ND7j1ZV4dNP0a8fnJzw7bfIysK+fXjxRcTF4csv0atX2+V4iHZeuLNEJqJ2iS1ESZ00sZE2qYvYQio5OXnatGliCylHR8d9+/a17VHu3IFCgTFjsHkzTE0RFIQTJzBwYMPd6n70vfgi8vLg6Ynycnz4IczMEBXV6k/Fa9cgl8PREfv3o1cvhIXhyBFMm3b/UUGAUokRI1BcjCNH8PTTeP99jBuHp55CSQn27MHixa07fDOoYZEnCW3ZsgXA/PnzpQ5Sz6lTpwAMHz5c6iAkveRkARAcHKTOQdrj008FHx9BM9Y0pA5BXOl5wQJh5swHGzVi6UpSO7GFlFhAurq6nj59uvWvWV0tREcLffsKgKCjI3h6Cpcvt+wVkpOFyZPvLyDt4PCEC5hWVFSEhYV97eIiAIK+vuDnJ9y8WW+PAweECRPuHyYg4EmO0RY44k5EpE0SExEVxRaipG6a1UibJOLm5paZmRkSEmJqapqYmGhtbR0YGHjnzp0nfsHkZEyZAm9vFBXB0REHDkCpRN++LXsRBwccOIDoaPTrh5QUTJsGDw/8/nsLXiE+Pt7a2trf3//VHTuuvfYasrIQHo4uXe4/fOECvLwwbRqOHsXAgYiOxj/+0bKIbYeFuwQ0MxVJgnPciUgraEQjbdIAxsbGAQEBOTk5np6e5eXloaGhlpaWSqWypVXN77///vbbGydNwpEjGDIE33+Pw4cxadITppLJ4OWFvDwEBMDAAHFxmDbtWmjo2nv37jX9xNzc3IULFz711FMFBQUWFhYJiYm9vvwSo0bdf/juXYSGwsoKMTEwNERAALKz1bdO9cO088KdiKid4ckeqU2Dt9lDG2mzju+YBg4cqFQqDx8+PGnSpAsXLnh7e0+aNOnQoUPNee7du3dDQ0NtbGzCwv5qZ5ccEIDMTLzwQhsUw507IyQE+fnw9MTw4R8EBq40MzNTKpUP3fnGjRuBgYFjxozZsmVL9+7dQ0JCTpw4sWDBggd7JCTAxgaBgbh9G66uyMxESAg6d25tytZp54W7Zo5ta2YqkoSe3rXp06PMzVW7QjIRUUslJWHcOJw8+WDLQxtp//3vcHF5SEtr6ggcHR0PHjwYHR3dr1+/5ORkcdmcy5cvP2p/QRC+//57CwuLwMDA0tLSF1544eefB4SEwNS0LVMNHgylEh988Jytre25c+e8vb1nz559os57tKamRqlUWlpahoaGVlVVeXp65uTkBAQEGBgYiDukp6dXzZ+PRYtw+jTGjcPu3UhIwPDhbZnySbXzwp1Iw1VXn923zzc3d43UQUhrcMSdVC03FwsXYs4cnDiBzz+v91CDRtp37+I//8GOHRg/HsuX4/p19YcliclkMi8vr4KCgqCgoE6dOsXExIwaNUqhUJSXlzfYMy0tbcaMGYsXLz537py9vf2ePXu+++67wYMHqSjY7Nmz09PTo6Oj+/Tps3PnTjs7Oy8vrytXruTn59vZ2Xl7e1+5cmXWrFnp6elKpbJPnz7is4qLi+Vy+YQJE7bfvYsePRAWhqNHMWOGikI+gXZeuGvm2LZmpiJJ8M1ARJqjtBQKBcaOxZYt6NYNISENC/cGjbSNjJCZiYAA6Ojgiy9gZobQUDxuUjG1QyYmJgqFIiMjw93dvbS0NDg4ePTo0XFxceKj169fl8vlDg4O+/bt69mzZ1hYWHJy8vTp01WdSkdHx8vLKzc3NyAgQE9PLyYmxsLC4ocffrhx48bgwYOjo6N37Nhha2sr7lxZWfnZZ5+NHDkyIiJCR0fnoKMjCgshl0NXV9U5W0aqdjbq8dtvvwGYM2eO1EHqOXv2LIAhQ4ZIHYSkl5qaCsDe3l7qIKQ1xGZl27dLnYPal5oaITpa6NfvIS35xHaQdfd0cBCAeu0gc3KEhQvvN8ozNxdiY9WZnTTLjh07xowZIxaZzs7OK1eu7Nq1KwB9fX0/P7+SkhJJUmVlZc2dO1dMNXz48F9++aXuo9u3b7exsREfdXFxOXnypCQhm4Mj7hLQzFQkCb4ZiEhyKSmYOhXe3rh8GY6OOHiwXku+deuQnv5gZ5kMyckQBCxb9mCjhQUSE7F9O2xskJcHDw/MmYOMDHX+IUhTzJo1KzU1NTIysnfv3rt37964cePNmzddXFzS09PDw8PFIl79rKystm3bJhbop0+f/vbbb69duwYgPz/fw8Njzpw5mZmZZmZmsbGxdYt4DaQndQAiImoBznGnNnTx4kWFwvirr7oJAgYNwj//iT//+cmbe7i4IC0N69bhww+RlITx4/Hee0eWLzfr0aNHm6YmTaenp+fj4/P8889HRESMHj3a1NR03rx5UocCABcXl2PHjjk7O//www9Tp069fv16SEjIvXv3TE1NV6xYsWrVqk6dOkmd8TE44i4BzUxFkuCbgVqKhTu1icrKyvDwcCsrq7y8IH19+PkhKwuLF7e2JZ++Pt56C4WF8PODsfGd9eufHTVqVGhoaEVFRRsFJ63Ro0cPhULx/PPPa0jVLjIwMBDntf/000/BwcGVlZVLly4tLCxUKBSaX7Wj3RfuRETtTLdulwYPPqWjc1fqIKTFfvnlFysrK39//1u3bvXtW5SbK4SHt2V/6h49EB6OAwdKbG2txW7ZdnZ2v/76a5sdgKjV5s+fP3/+/KNHj0ZFRdV2ldF87bxw18zhTM1MRZLgm4Fa6ubNl8+dG1ldvVfqIKSV8vLyFi5c+PTTTxcWFlpaWm7duvWHH74fNkwly0Da2Azavn27OGM4Kytr3rx5c+bMOVm3MzyRdLp27bplyxY7Ozupg7RMOy/ciYiICEBJSUlgYKCtra24TmRYWFhGRoYa5jC4uLikpaWFhYV169YtKSnJzs7O19f36tWrqj4uUbvUzgt3zRzO1MxUJAm+Gail+J6hlmq8TmRubq5cLtfTU1ODCn19fblcXlhY6OfnByAqKkoMw4nvJAmt/hRt54U7kYbbs2eP1BGIqJ1bs2aNt7d3UVGRs7NzWlqaUqns3bu3+mP06NEjPDz82LFjs2fPLi4uXrVqVVpamvpjEGm1dt4OUjNPqjQzFalZdna2v7//b7/9Zmxs/MMPP0gdh7QGP0CopZYtW/a///3v73//u7u7u9RZYGtrm5SU9Msvvxw8eHDixIlSxyHSMu28cCfSQCUlJSEhIZ999llFRUX37t2DgoJGjRoldSjSGizcqaV69eqlaWPbTz311FNPPSV1CiLt084Ld838htPMVKQGNTU1//nPf955550rV67o6Oh4enp++umnklyzJiIiIq3Tzgt3Is2xZ88ef3//9PR0ADNnzgwLCxszZozUoUj78MyfiKg1tPpTtJ3fnKqZ/zaamYpU5/z5815eXjNnzkxPTx88eHB0dPTOnTtZtRMREVGLcMSdSIXKyso+//zz1atX37lzx9jY+J133gkMDDQ0NJQ6F2kxnvkTEXVY7bxw18xvOM1MRW0uISHBz8/vzJkzMpnM3d197dq1Q4cOlToUaT1+gBARdVjtfKqM6Ny5czdu3JA6xQP79++XOgKpVlpampOT06JFi86cOWNvb793797Y2FhW7dQmAgICYmNjx48fL3UQIiJSt3ZeuNvZ2b3zzjtnzpwZNWpUeHh4VVWVtHlOnz79/PPPP/fcc7q6uj///LO0YUgVrl+/LpfLHRwc9u3b17Nnz7CwsOTk5GnTpkmdi9qPqVOnuru7DxgwQOogRERaSauvW7bzwt3U1PQvf/mLs7NzcXGxv7+/vb39jh07JElSVlamUCisra3/97//mZiYvPfee3Z2dpIkIRWprKwMDw8fOXJkRESEjo6On59fYWGhXC7X1dWVOhoRERG1B+28cAcwduzYXbt2xcfHjxgxIiMjw8XFZc6cOdnZ2WoLIAhCXFyctbV1cHDwvXv33N3ds7KyFAoF71BsT5KSkuzs7Pz9/W/evOni4pKenh4eHt61a1epcxEREVH70f4Ld5Gbm1t2dnZYWFiXLl2SkpLGjh0rl8tv3ryp6uMeO3bMycnJw8Pj7NmzEyZM2L9/f2xs7JAhQ1R9XFKb/Px8Dw+POXPmZGZmmpubJyYmbt++3draWupcRERE1N50lMIdgIGBgVwuz8nJeemll6qrqyMiIiwsLP71r3/V1KhkklNR0fVXX33VwcFh//79/fv3j46OTk5OnjJliiqORZIoLS1VKBS2trZxcXHdunULCQnJyMhYuHCh1LmIiIiofepAhbuof//+X3/9dUpKyvTp04uKir744tsJE2R797blISorER4OR8fuP/+8X1dX18/PLycnx8vLS7wZgtqHn376aeTIkcHBwVVVVT4+Pnl5eQEBAQYGBlLnIiIioqbw5lTtY29vv2fPnu+++87UNDwtDTNm4IUXcPZsG7xyYiJsbODvj99/11my5H/Z2dnh4eFdunRpg5cmTdK5c+eioqKJEyceOHAgMjKyd+/eUiciIiKidq6DFu4AZDLZn//8519/HR0Sgs6dERsLc3PI5bh16wlfMC8Prq5wc0N+PiwssHkzPv989MiRI9s0NWkKFxeXXbt2HT58eOLEiVJnISIiog6h4xbuIiMjBAQgJwc+PqiqQkQErKwQFYWamha8SEkJAgMxZgw2b0b37ggJwYkTWLBAZaFJMzg7O0sdgYiIiDqQjl64iwYMQGQkDh/GlCm4eBG+vnB0RHOWN62pgVIJS0uEhqKyEp6eyMlBQAA41ZmIiIhIA3GOezvh4ID9+xEdjQEDkJoKJyesXNnU/pWVmDQJ3t4oKoKzM9LSoFSiTx91xSUiIiKijoSFez0yGby8kJ+PoCAYGsLBAcuXQybDyy/X283QEBs3Ql8fEydi0CBER2PnTowZI1FoIiIiIuoAWLg/hLExFArk58PdHQCMjKBUIi3tIXuuWYO8PHh5gZ0eiYiIiEilWLg/0sCB9//H3Bzz5mHFiofs07kzjIzUGYqIiIiIntyQIUPGjx+vpX2cWbg3y9q12LsX8fFS5yAiIiKiVli5cuXRo0c9PDykDvIkWLg3i7U1li7FypWoqpI6ChERERF1SCzcmys4GBcvYsMGqXMQERERUYfEwr25+vTBqlUIDkZJidRRiIiIiKjjYeHeAm+9BRMTrF4tdQ4iIiIi6nj0pA6gTQwNsWYNXnmFM92JiIiISN044t4yS5Zg7FjU1Eidg4iIiIg6GJkgCFJnICIiIiKix+CIOxERERGRFmDh/hjLl8PSsuFGU1OEhEiRhoiIiIg6KhbuRERERERagIU7EREREZEWYOFORERERKQF2Mf98XJzIZNJHYKIiIiIOjYW7o83bBh++qnelilTJIpCRERERB0VC/fH69QJ48bV26LDGUZEREREpF6sQImIiIiItAALdyIiIiIiLcDCnYiIiIhIC8gEQZA6AxERERERPQZH3ImIiIiItAALdyIiIiIiLcDCnYiIiIhIC7BwJyIiIiLSAizciYiIiIi0AAt3IiIiIiItwMKdiIiIiEgLsHAnIiIiItICLNyJiIiIiLQAC3ciIiIiIi3Awp2IiIiISAuwcCciIiIi0gIs3ImIiIiItAALdyIiIiIiLcDCnYiIiIhIC7BwJyIiIiLSAizciYiIiIi0AAt3IiIiIiItwMKdiIiIiEgLsHAnIiIiItICLNyJiIiIiLQAC3ciIiIiIi3Awp2IiIiISAuwcCciIiIi0gIs3ImIiIiItAALdyIiIiIiLcDCnYiIiIhIC7BwJyIiIiLSAizciYiIiIi0AAt3IiIiIiItwMKdiIiIiEgLsHAnIiIiItICLNyJiIiIiLQAC3ciIiIiIi3Awp2IiIiISAuwcCciIiIi0gIs3ImIiIiItAALdyIiIiIiLcDCnYiIiIhIC7BwJyIiIiLSAizciYiIiIi0AAt3IiIiIiItwMKdiIiIiEgLsHAnIiIiItICLNyJiIiIiLQAC3ciIiIiIi3Awp2IiIiISAuwcCciIiIi0gIs3ImIiIiItAALdyIiIiIiLcDCnYiIiIhIC7BwJyIiIiLSAizciYiIiIi0AAt3IiIiIiItwMKdiIiIiEgLsHAnIiIiItICLNyJiIiIiLQAC3ciIiIiIi3Awp2IiIiISAuwcCciIiIi0gIs3ImIiIiItAALdyIiIiIiLcDCnYiIiIhIC7BwJyIiIiLSAizciYiIiIi0AAt3IiIiIiItwMKdiIiIiEgLsHAnIiIiItICLNyJiIiIiLQAC3ciIu22fDlkMrz8cr2NhobYuFGiQEREpBos3ImItJ6REZRKpKVJnYOIiFSJhTtR+/Tss8/OmTPn9u3bUgchdTA3x7x5WLFC6hxERKRKelIHICKV2L17940bN6qqqqQOQmqydi3GjEF8PBYtkjoKERGpBkfciYjaA2trLF2KlSvBkzUiovaKhTsRUTsRHIyLF7Fhg9Q5iIhINVi4E7VPgiAAkMlkUgch9enTB6tWITgYJSVSRyEiIhVg4U5E1H689RZMTLB6tdQ5iIhIBXhzKhFR+2FoiDVr8MornOlORNQOccRd41y6dCkwMDA8PLx2y3vvvRcYGMj2INQinCrTYS1ZgrFjUVMjdQ4iImprLNw1TlFRUWho6DfffFO7Ze3ataGhoTX8Hiai+lauhEyGoUORng4AmzZBJoOHB5KTIQhYuBAyGYYMkTgkERG1FRbuRETthCAAQO1VlgY/EhGRtmPhTkRERESkBXhzKlH7NHq08927pfwdJyIiajf4pa5xBgwYEBIS0qdPn9otvMuQnkBGxs+3bnGaRDvHyTBERB0KC3eN06dPn4CAAKlTEJHWY1lPRNTOcI47EVE7wUqdiKh9Y+FORERERKQFWLgTERERaZblyyGT4eWX6200NMTGjRIFIs3Awl0L8OZUegKcNdERmJiUWFmVGRndfOijMlmllVXZsGG31ZyKiNqEkRGUSqSlPXKHmzfx5ZeorlZjJpIaC3eNc/HixcDAwIiICKmDEJGmu3NndXa2SXn5Vw99tKbmQna2ydmzY9SciojahLk55s3DihWP3OGjj+Djg9GjsXWrGmORpFi4a5zLly+HhoZGR0dLHYSItEynTrkzZmwdNGiv1EGIqG2sXYu9exEf//BHp03D8OHIycGCBXj2WZw6pd5wJAUW7kRE7UR5efqePQsuXFgvdRAiahvW1li6FCtXoqrqIY8+/TRychAWhi5d8NNPsLSEXI5bt9SektSIhbsW4Bx3InqMoiIcOICUFAA4dw5JSSgoQE2N1LGIqLWCg3HxIjZsqLexto43MIBcjpwc+PiguhoRERg5EuHhnPjebrFw1zgs04mome5/XKSkYONGJCXh7FkAuHULBw7gv//Fv/8tcT4iarU+fbBqFYKDUVJyf0tV1f+zd+dhUZXtH8DvYV/ccQdXdlwQUHHDFcsFNOuFfmlAmYK+GWBWYGUMZQavaYCZgpYxWBZU9oKavuACboAsKjuCK7iyqOzbnN8fB8dhFWFmzgx8P5fXlTPnnDk3NM7c5zn3cz80dSp5eNCTZ/PShw2j4GCKj6fp06moiDZupP/7v+0XLlzgKGSQIiTuAN1TXBwlJZGWFtdxgPQwDBUUENHz7/Nm28vLiYhXUUHV1TIMC3ocPp/v5uZ279499uHPP//s5uZ28eJFbqPqTjZuJG1t2rq18WFsLF25QkFBZGRE+/Y9v7U2ZQqdP08HD9KSJXl//PHJrFmzVq5ceefOHa7CBmlA4i53dHV1/fz8PvjgA64DAcU2aRJZWZGyMtdxgPTExFA7X8lsQ1Aiqq8ngYBqa2UTFPRAERERISEhpaWl7MPY2NiQkJCcnBxuo+pONDRo2zbatYvq6oiIFiygpCSaPZsePiRXV7KyotjYxj15PFq1isLDh/v5+Wlrax86dMjExMTb27u8vJzD+NtUWkqJiRQVRRER9OefFBND166hyqd9SNzlztChQ728vFxcXLgOBNojt0tjyG1gIGGZmdT+fXDxcrt79+joUWlHBADSs3IlmZs/H1y3sKDYWIqMpDFj6PJlmjuX7O3pxo3GrVpaWl5eXllZWU5OTlVVVf7+/iYmJgKBgBFdz3Pu0SP69VcKCqJ//qGUFMrMpPR0On+efv2VvvuO4uMxRactSNwVAKre5dMLl8bgitwGBhJTX0/Hj7d8mv1Obv2T4urVxgp4AFAE339Ply8/f8jjUWIiZWaSoeHzJ+3tKSOD/Pyod286cqSxq0zZsyXX9PT0BAJBbGyspaVlYWGhi4vL7Nmzk5OTZflTtC45mYKD6dq11rdWVNCJE3TgAMnnXQKuIXEH6KQXLo3BFbkNDCQmLY39cp4/ZozXrFlThg9vda++Ghpes2atmzy58TFqjgEU3MaNZGtLCxdSVlbjM5qa5OVFmZm0ahXV1VFQEJmaUkTEedHguo2NTVJSUmho6NChQ8+dOxcXx/U6DwkJdOTIi+thCgro55+pslImMSkSJO4Andf+0hgcktvAQDKefWkvNTLys7W1GTWq1b0GaGr62dp+MnNm4+O8vMYKWQCJ2rlzZ3h4uJ6eHteBdHNCIc2dS717U0wMWViQt7f44DodPEgJCTRjBg0eXOroOGvq1Knnz59nt/J4PGdn55ycnG3btm3YsIGzH4CIbt+mEyc6unNxMR0+TPJT3iMfkLgDdF77S2NwSG4DA8koLOzMUQ0N9OCBpEMBoFdffdXBwaFPnz7sQ7awU47KqbsLJSXy9qacHHJ1pfp68vensWObtGyfMoXOnqWPPkoYNmxYUlKSjY2Ns7Pz3bt32a19+vTZvHmzqqoqZz8Aw9DRoy+XiOflUXa21AJSSEjc5U5BQYG3t/f333/PdSDQIa0ujSEP5DYw6CqhsPH2cScSI9EAHQAoJrZle2IizZpFRUXk6UlTp9LZs41blZRo5cpFeXl5Pj4+6urqYWFhhoaGfD6/qqqK06iJiCg/nx4+fOmjuO5GLxe/OjFI3OXOvXv3/P39BQKB6BlMTpUrkZFNiu5aLo1BRPn5lJIi06iSk+lZD+U2Aysro2c3TqFbaPGZgM8KgB7C0pLi4uiXX0hPj1JSaMkSZvXqD0Ut27W0tPh8fm5uLttVxtfX18jIiPuuMqLC/JdSUMDtiMPKlSsXLlyYnp7OYQzikLgDdFR2Ni1eTMuX0/btTZ5vtjQGEXl40JQp5Owsi8KEoiLy8CBra9q8ufmmZoFt20azZpG9Pd28KfWoQIqUlEhbu5PH9u4t0VAAgDM8Hq1cSTk59MUXNG3aPwcOfGdiYsLn8yufjS2NGDFCIBCcOnXK3Ny8oKDAxcVl+vTpCQkJnEXcuRq/rhzYZXfv3j1z5kxMTIylpeXGjRsft7HanSwhcZd31VjyUA4UFdH69TR+PB0/Tjo61GwKVrOlMRoayMSEVFQoLIyMjWnHDmlNCKypof/8h8aOpaAgUlamoUObl040C6xPH9LSoiNHaNw48vXFZH1F1rlZgCoqNHSopEMBAC5paZGvL/38s3lbg+tz585NTk7eu3fvoEGDEhIS3nzzzXXr1j3sRMlK17U2cF7X0PDdxYvfXrjwf3/8kdFWVDIfcRcKhfv27du4cePw4cNzc3NdXV2FQmFAQIChoeFPP/0k42CaQeIu77799lv2n19ISIgQ6xHIXH09hYSQqSnt3Us8Hrm6UnY2vfde893El8ZQVqZvv6X0dHJwoCdP6KOPaNw4ioiQcGBRUTRuHHl5UVkZ2dpSair5+bUsnWgS2ObNlJtLTk5UVUV8PhkZkUCA+fqKycysM0cZGpKKiqRDAaBNmzY5OjqK6jQwOVX2dHV1BQJBfHz8tGnT2Jbt1tbWF591gFVWVnZzc8vNzd24caOurm5wcLCRkdGOHTtquV5Q+Z9r1ybu2fPhiROfnzz5e3r6pL17Pzh2rITrmvKzZ89OnjzZ1dU1MDDw6tWrgwYNCg4OTktLe/XVV4uKim5xvSAGEnciotOnT2dmZj6Qs34LqampdXV1tra27MN169bNmjXr0qVL3EbVo7Att9zcqKiIFiyg1FQKDqaBA4naWBqDYWjdusZnDA0pPJxiYmj8eLp2jRwdaeFCysiQQFTZ2bRkCS1bRvn5ZGxMR49SdPTzRK79wHR1SSCg+HiaNo0KC8nFhaZNo/h4CUQFMjVuHPXt+9JHifpCAkjU//73v4iIiCdPnnAdSE83derUCxcusC3bL126NHPmTGdn5/v377Nb+/Xrt3Pnzp9//tnBweHJkycfffTR+PHjIyQ+qtQOsVK9a8XFjhERS375JbuoyFBHZ6+dnbu1NRF9n5hoEBTkf+5crXijd1nV+BUWFjo7O8+ZMyc1NXXYsGHOzs6mpqbsJlNT0+PHjx8+fPiTTz6RTTBt6emJ++XLl+fOnTt//vzly5fr6+vz+fyamhpuQ9LT0/vss8+0tbWnTJnyww8/TJs27ZtvvnFwcBg2bNjFixenTZt29epVbiPsCUSpdnp6kxT8ZS1YQCkpjem++GVA55SUkIcHTZhA//xD/ftTQAClp9OSJS/9OlOn0vnzFBpKQ4ZQYiLNnCmjcnyQGGXlVv/Ht7dyqqUl6epKMyYA4B7bsl28q0xaWpr4DoaGhuHh4dHR0ePHj7927Zqjo6OtrW2zfaRFV5eIymtr+WfOTNizJyIjo5eams/cuWnr179jYRG4eHH6v/+9xNCwtKrKOyZm4p49x0RLq0r/s6uqqsrf39/ExCQsLExDQ8PLy2v58uWhoaETJkw4duyYaLfXXntNu8UUIxm3nem5ifvDhw/d3NwmT54cGxs7cODAvn37VlRU+Pr6TpgwISoqiquoampqQkNDg4KCzpw5o6KiUlFRQUTe3t7h4eHXrl3z8fFZsWLFxIkTuQqvJ3j8+PGHH364evVfERHUt+/zoheR69df7gVVVcnVlTIzydWVhEIKCaF33jkZEhLS8MJ148TU1dUFBQWtWpUcFEREtGED5eWRh0fnCx+UlMjZmXJyaNMmUlamsDBatSp8586ddVigR1EYGdHcuR3decQIWrxYisEAgDzR1tbm8/lpaWn+/v4LFy5suYOtrW1qampwcPDAgQNPnjxpaWnp5ub26NEjqUYlNDERXLliEBTke+ZMXUODk7l5nrs7f+5c9WffZMYDBx5dtSra2dl00KCcoqKlv/yyUCDIVFaW9oh7VFSUmZmZt7d3eXm5nZ1dZmamn5/fkiVLDAwMcnJyli5dunz58muiq4imjhw5oq+vL9NiZqbnqa2tDQgI6Nu3LxGpqqq6uro+evSIYZiTJ09OmDCB/bUsWLAgLS1NxoFFRkbq6+uzASxdutTc3NzOzu7GjRvi+wiFQhlH1XPU19ez03eIaOTIsevW1T940GSH7GxmyRKmd2/m7t1OniI1lXn99XI1tV5ENGnSpNjY2I4cdfz4cfZuXe/euq+/XpOe3smztyU7m3nttcohQ4YTkbGx8dGjRyV8ApCeixeZL79k+Hz2zy9vvEFEKydMED3D8PnMb78xNTVcBwrdGfvVefXqVfbhe++9R0T79+/nNiroiOLiYnd3dxUVFSIaMGBAQEBAXV2dNE6UkJAwbdo0NsOZqqsbv2ZNk4+ppn9qt2wJWLSor4YGEamqqLi7uz9+/FgaUaWkpNjY2LBRWVhYxMXFiW9tli62GsaqVasaf6ipUy9cuCCNIJvpcYl7dHT0uHHj2N+yra1tetMkqK6ujr0AJSIVFRVRTi9tWVlZixYtYqMyMTE5duzY5cuXNTU1iUhLS8vX17eysrLVA//4g5k/n3n2aQmdd/r0aXNzc/Z/AVvfJr61uJjZsIFRUWGImAEDmOjoLp0rMjJyzJgx7Lns7OyuX7/e1p65ubkOz0b7DQwMwsPDu3TidrX/TwPk1717TFhY64l7UBBz9SqDq32QMiTuiq5lEiLBFy8oKHBycmKnLOsOHRr6+utCHx9Rjl73xRfVn3/eavpe9Mkn7q++qqysTEQ6OjoBAQH19fWSiqqoqMjd3b0jL97+nkKhUCAQ6OrqEhGPx1u1alVxcbGkgmxVD0rc2fsd7PvSyMgoKiqqrT1bXoBK8L3ywnOJLnabvNd1dUNDQ1sOt0+ezBAxKirMBx8wUn6rdFu3b992cnJi3xh6enrNfs91dUxwMDNoEEPEKCkxTk7Mw4cSOGllZaWfn1/v3r2JSFNT08vL6+nTp+I7lJWVsRWKRKStre3j41NdXS2BE7ertrZWdOHKji6UlpZK+6QgGaWlTGLiLx99REQrZ89m4uKY27eRsoNsnDhxIjw8XDQYicRdQYnf9rezs8vLy+viC7LfdL169RJ905WVlTGJiaLU/JSLy8QhQ3znzWt96P3775nKyuTkZPFB8Q7eqW5HR8bRW2o/jIqKCh8fH01NzTFjxlRVVXUxwvb1iMS9tLTUy8tLTU2NiPr16+fn59eRHOjKlStzn5WQvvnmf0+flnBUtbVMQABjY/O66K1TUlLScreEhARra2s2DGtr6/j4ePGtJSWMu3vjSHD//kxAACOde1zdE/svTUNDg72z4ePj0+zOxqlTaePGMUQMEWNry0i8eKqwsLDltVlDQ0NoaOiQIUOISElJycnJ6f79+xI+cbvYi0l2dEHaF64gWQcPHiSiVatWcR0I9GhI3BUXm9T26dNHlJk8efKkcy8VGRk5evRo0WVAk7rflJT8Dz9c8axhy4QhQ+q/+KJ51v7jj0x5eVuv1s6d6vZ18d5y+2HcuHHj/PnznQus47p54s7mQIMHDxblQA+alS2/SERExCuvrOTxhETMv/7FNC0477x//mFMTBgixsAgffHiJZmZme3s/MJMLiuLWbyYIWL09RnpD8t2E1FRUcOHD2fvbTk5ORUUFIhvvXbtmoODA4/HmzjxrIEBI80SFebcuXNWVlbsB8GkSZPMnnV2tLGxSU5OluKJ25WSkjJ79mzR6EJiYiJXkUDHIXEHeYDEXdHdvXvX1dWVHb4ZOHDgyw7ftF84Xl5e7uPjo8HeT1ZT85k7t6pZqcy33zIJCS1vGL7wTnX7cnJy7OzsRGUXR44c6fixXQmjoqKicydqS3dO3E+dOiVqwDJ37tzLly937nVqapiAAKZ3b4aIUVNj3N2Zl3mrNJebyzg4NA7iGhq+REZYWlr64YcfqqqqsvcNgoNv19Y22eGvv5iYmM4H1qM8evToww8/JKLJkyefO3dOfNOTJ08++eQT9v5M7969g4J+kcG1kFAoZDvvqqurq6qqtqzY4Qpbjs/j8c6ePct1LPBiSNxBHqxZs4aI9u3bx3Ug0CVJSUmzZs1ikyhLS8tm+XerXlgOHh4ePnLkSHbIzMHB4VZ6OnPpEhMVxYSHM3/+yZw8yeTlMQ0N7ZxCvIp4+PDhwcHBDe3uzzwru2BLTztedtG+DoZRXV1taGjo5OR07969Lp5RpHsm7uJVyyNGjAgNDe36axYWMq6ujJISQ8QMH84EB7f/1mpFaSnj5cWoqzNETK9ejI9PZ0bHc3Nz7ezsxo9fw+MxhoZM24X60J6kpCT2mls8ORZlz6JheAn+S+uIu3fvslfwbc1F5kRlZeWff/7JdRTQIUjcQR4gce9O2qt4EfPCwvFLly7NmDGDfZ3Jkyd3saQkMTFx+vTp7KtNmTKlrVdrWbDwsmUXXQwjJiaGHQfs27fv9u3bayTR4Ku7Je6Nt2A0NOjZlD7JzhK4dImZMaNxvHzKFKaDb7yGBiY0lBky5PkExy4WLR8/Xm5s3BjG0qVMTk6XXq0HYhN3Kysr0TPV1dVTpkxh//nNnDnz0qVLso+qrKyMiHr16iX7U0P3gMQd5AES926moqKilTmmYtovHC8sLHR1dVVSUur4GHlHNBtrc3BwuHXrlvgOZ86cmTRpEhtVy2ZxksLeRhgxYkRbYYiX6HzwwQddP2P3Sdxf+L9QUhoamAMHmGHDGrPwd955QTuX8+cZc/PGJHvOHCYlRTJhsHNb+/ZliBhVVcbdnZFOk9PuqWXizjDMe++911b3HtlA4g5dFBYWRkRvv/0214FAz/LRRx85ODjcvHmTfYjEvVtqtdNd+4XjNTU1oqmuampq7u7uL1WV3hGtDtfeuXNHFKpsSk9fOGp8/PhxS0vLtu5XvJRukrh38KaJBJWXMz4+jIYGo6vLlJcz77/PEDHvvNNkH3V1Zs8e5q+/GCJGT48JDZV8c7aiIsbdnVFWZogYHR0mIIARn0DSTlSiHYyNm7+mtjbzzTcSjlPetJq4l5aWSnwSyUtB4g5dhMQdOMEugiGaSIbEvRuLi4uztLRk063Ro0eL5t199913tU0n3kVGRo4dO1ZUY5Ofny+9qPLy8l577TX2XIMHDxYl0F9++aUsS0+lUafdkhIpuMLCQmdnZ2tr64sXL7K3YOLj40V1VNKjrU18PqWn08GDpK1NRKSpSQIBpaY233PFCvr5Z8rNJWdn4vEkHIaODgUG0qVLNHs2FReTpydNmUJxcc93aCsqaKlfv35aWlqyPOPJkyd5PJ6tra0sTwoAIFXsSCfDMFwHApJnY2OTlJQUGho6cODAurq6+vp6Jyen7OxsT09PNoknouzs7MWLFy9btuz69esmJib//PNPVFSUKImXBn19/cOHD586dcrMzKyhoaGurs7Ozi4jI2PLli3sWpayMWLECIFAwHZGuXPnjouLy7x5865cuSLZsyhw4l5VVeXv729qahoWFqahoeHl5ZWdnS2qo5INfX161uqdjIxo0SLatKmV3VxcSKrvHAsLOnOGfvuNRo6k1FR66y2qqXlxVD0Z+43Ck/iFVNfIZ1QAAC9F4pkKyBUej+fs7BwQEFBYWGhraysQCNjZn0RUXFz873//e/z48cePH9fR0fnhhx/S09NFa7JK27x583777bfi4uKxY8dGRUWNGjVKNudtGUZKSsoPP/ygo6Nz5swZKyur9evXV1VVSer1FThxz87O3rp1a1lZGXtdJWqryaHt2ykujiIjOTg1j0dvvklZWcTn0/btpK4uF1EBAECPkpmZydYifv/997m5uVyHA9LC3qBmZ6yKlJaW/vjjjzwez9XVNTs7e/369WxrSJlhTyca++eKsrLy+vXr8/LyvLy8lJWVL1++zFbvSIQCJ+4rV64sLy8/ePBgVFTUmDFjuA6HiMjMjNaupU8+ofp6bgLQ0iIfH1q58iWiyskhHq/Jn4oK2QQLABKGmzbAoXv37sXHxxsaGrKrfV+9enX8+PEeHh5PnjzhOjSQEQMDg927d1+5ciU4OHjgwIFch8Mxtmf85cuXQ0JCJPixrMCJO0u05KSc8PWlu3dpzx6u42iqnahGj6bU1CZ/ZFgPBgAACm/r1q2rVq3617/+tWrVqoaGhl27du3bt+/NN99saGgICgrasmUL1wGC7KxZs0a0/rcMFBcXJycn37x5U2ZnfFmmpqYTJkyQ4AsqfOIubwYPps2bydeXHj/mOhQx7USlrk6TJjX5I8M5AgAAoMAYhjl06NC///3vX375pbKy0sLCorKy0srKas2aNb/99ltSUtKSJUs+/fRTrsMEyZOTKchRUVGTJ0/29fVlH8pJVFKlwDma3N4U3riRtLVp61au42hKPqPiipy8eZqFISdRAQB0REpKypw5c1auXHnnzh1LS0s3N7fTp0+HhYXVP6vLtLCwOHr0KLu+CgBIhAIn7nJLQ4O2baNdu6iujutQxMhnVAAAoHCKi4s9PDymTp169uxZHR2dgICAxMTEe/fulZSUeHp6Wlpanjp1qq1jU1JSPv/88wrMpgLoFCTuEnb/Pl2/Tq+9RubmJBRyHU1TK1fKY1QACu0xd1Vx9+/fb/ZMWzdtHj58KKOYxGzYQDwevftukyc1NGjv3uc7mJg0P6pXL/Lzk0V40Dl1dXWBgYH6+vpBQUFKSkru7u75+fkeHh7Kysp///03u+ZOWlraggUL7O3t8/PzW77Cxo0bv/76a2Nj47CwsO5d0gAy0BNqY5pB4i4Z339Ply8TEbm6kr4+nTpFiYnEMLRunVxExeLxmkf1/feUnd38qPJy8vaWTYAAii07O1tXV9fDw+Pp06eyPO/jx4+9vb1Hjx597ty5F+5cXl5uYWGxcOHCzMxMGcQmDgvAdTMxMTGTJk3y9PR88uSJra3t5cuXAwMD+/btK9rB3t4+KyuLXeX+yJEjpqamLf917NixY8aMGeziiVOnTj1//rzMfw4ABabAiTsKggGAWydOnKiurg4KCjIxMQkNDRVK/35WQ0NDcHCwkZGRv79/fX19fHz8Cw9JSUkpLy+PiYmxsLDw8vKS5TUGFoDrNnJzc+3s7NjLPyMjo6NHj0ZHR7faPERNTc3Dw4NdD1EoFAYFBenr6wcGBjY0NLA7TJ48+dy5cz///PPw4cOTkpKWLVuGshlFJJ9D3fIZlWQpcOIO0GlyctWHyamKzsPDIzExcdasWffu3XvnnXemTp3akSHwTsvOzrayslq3bt2jR4/mzJmTlJT00UcfibaWlJQcOnRIU1MzNjZWfHB99uzZOTk5q1evrq+v/89//mNsbBwpw/XYsACcomNv70yYMOHo0aNsX+q0tLQlS5a0f9SwYcOCg4MTEhJmzZpVVFTk6enJFsSzW3k8nouLS05OzubNm7du3aqtrS39nwOgm0DiDgDQeVZWVnFxceHh4aNGjUpOTp49e7ajo+OtW7ekca7hw4c/ePBAT08vNDT09OnTkyZNYp+vr6/fvXu3kZHR8ePHeTzerVu3zM3NPTw8SktL2R2GDh36448/Xrp0ycbG5v79+3369JFGeK3CAnCKSygUCgQCY2Nj9vaOk5NTTk6Ol5eXmppaB1/Bysrq7NmzkZGRo0ePTklJmT17tr29vajldq9evbZt27Z+/Xpp/QDQA/SEIfZmkLgDALy0X3/9NTY2lv07j8dzcHDIzMz08fFRV1ePiIgwMzPj8/nV1dWSPWmfPn2OHj167do1Z2dn0Z2ZU6dOWVlZbdiwobi4eN68ecePH3d3dyeioKAgAwODwMBAUW8+S0vL2NjYM2fOzJ07V7KBtQ8LwCmiM2fOWFpauri4PHz4cO7cuSkpKQKBYPDgwZ14KXt7+4yMDD8/v169eh05csTMzMzb27u8vLzVnYVC4YYNGy6LT88CADEKnLibmv5v+vQ7PN5wrgNpgr3qQ7EDQDf28OHDf//733PnzrW3t79x4wb7pJaWFp/Pv3btmpOTU1VVla+vr5GRkUAg6PRZGIZp2TfG0tJSQ0OD/XteXp6jo+OCBQuuXr06cuTI0NDQU6dO2djYBAYGpqWlLVq0iO3NN2HChOPHj7OH8Hi8OXPmNHvN8vLyqqqqTsd58ya1P9qFBeAUy507d5ydnefNm3flypURI0awt3fMzc278ppaWlpeXl7Z2dlOTk7V1dX+/v4mJiYCgaDlQOnBgwd37949efJkV1dXTrohQQfJ51C3fEYlWQr8GZmZOeriRT2iXlwHAopHvqrJhUK6eJF++on59lsi4tXU0DffUFgYpaS0Xl4AXOvdu/emTZu0tbWPHDkybty4r7/+WrRJT09PIBCcOnXK3Nz8zp07Li4ubAL0sqdISkqaNWuWra1tfWvvgYqKCj6fP2HChIiICG1tbR8fn5ycHGdnZ9EOJiYm//zzD9ubLzs7e/Hixfb29tevX2/1XF988QV7jfGy33YVFcTnk6kphYW9YE8sACcnrly54uTkVFNT0+rWyspKPp9vZGQUFhampaXl4+OTm5sr/r7qIl1dXYFAEB8fP23atMLCQhcXF2tr64sXL4rvs2zZso0bNyopKe3bt8/IyCg8PFxSZwfoHhQ4cQdQdI3XD7dv0//+R3fuPE/Ta2vp+nWKiqKgoFYadgLXNDU1t2zZkpubyw4flpWVNduBLS0IDQ0dPHgwW3Lg7OzcweHDwsJCJyenqVOnXrhwobS0tFm2zTCMQCAwMDDw9fWtqalxcnLKy8vj8/miYXhxrfbmaxZtfX39uXPnCgoKXuoaQyikn34iAwPy9aXaWmrZZzInp0m1OhaA49yjR4/WrVtnZWV18ODB77//vtlWhmHYEi/2feXg4JCVldXW+6qL2Pd2aGjo0KFDL126NHPmTGdnZ9HNpX79+u3cuTMjI8PBwaGsrGzMmDESDwC6k54wxN4MEncAjjAMsUNN7fQQLCuj33+nM2dkFRO8hOHDhwsEgnPnzn366acttyopKTk7O7OT+VRUVMLCwthJfrW1te285u7du42NjQ8ePKiurv7pp5/m5OQYGRmJtiYmJs6YMcPFxeX+/ftTpkw5f/68QCBofz15tjdfVlaWq6trfX0927kyJCRE1LlSRUXl4sWLe/fuHTRoUGxsrJWV1fr169vva3n3Lk2dSu+9R/fv04wZlJDQZMmkx4/J25vMzenChSZHYQE4rtTX14eEhJiZmQUHByspKbm6urq4uIjvwL6v2EnVbFYdHh4+cuRI6YXE4/GcnZ3z8vLYaSFhYWEGBgbi00IMDQ3Dw8MvX748ZcoU6YUBoIiQuANw5Phxam1ZwedEQwixsdT0bjLIjxkzZrRs0iJaTlW8fR7bVm/ixInHjh1r69V69+5dUVFhZ2eXkZHx9ddf9+rVWArIrlYzbdq0+Ph4XV3d0NDQhISE6dOndzDI4cOHs735ZsyYcffuXTc3N2tr6wvPMmtlZWU3N7fc3Fz2GqO8vFyp3Upz9kpBV5dCQ+ncOZo8ufH5hgYKDiYjI/L3p7o6mjuXUlKeH4UF4Dhx8uRJCwsLNze3oqKiBQsWpKSkBAcHDxw4kN167949Nzc3Ly+v+Ph4toHjxYsXp02bJpvYtLW1+Xx+Wlqag4NDRUVFy2khEyZMkE0kAAoEiTsAF65do8TEF+wjXoIfE0MPHkg1IpCUU6dO6enp8fl8USWx+II1OTk5S5cubWsdUycnp/j4+KioqLFjx7LPVFZWsjP5wsLCNDQ02Bl+4l1lOo5d+IYdTGVr6B0dHW/fvs1uZa8xLl++7O/v3/7rKCnRb79Rbi45Oz9/k545Q1ZWtG4dPXpEc+ZQcjIFB2OmKZdyc6/Z29vb2tqmp6cbGRkdOXIkJiZm/Pjx7Naamho/Pz9jY+OQkJCUlBR2moSrq2v712zSYGBgEB4efvLkyYkTJ7LTQubPn3/16lUZhwEvSz5rVOQzKslS4I9V+ezfMmJEpI3NQTU11CXLNY4npzIMxcQQkdWwYdHOzn62ti+OSiikU6dkGCJ03tGjR9nhwwkTJkRFRYmeZ5eIDwgI6Nu3L7t0fMvV4Hk8nrW1tehhVFTUuHHj2N55dnZ2mZmZbE+9Tsf2ws6VJiYmw4c3adXFMMyhQ4eSk5PFnzQwIC2txr/fuUPOzjR/Pl25Qnp6FBpKp0/TsxbzwAF20vB776UfOXKEnbt89erVpUuXinZg31ebN28uKyuzs7NLSUnh8/m9e/fmMOb58+cnJyd///33Ojo6p0+fdnR0lME6xACKSIETd/l0+3bI2bNOdXXtlkCAvIqMjGx1HFTC7tyhhw+JSEdLy3bsWIthwzp01LVrJMPF6qHTduzYceLECTMzs2vXri1btuzVV1+9e/cuu0lVVdXDwyM/P9/d3b3V1eBFUlJSbGxsli1bdvPmTUtLy7i4uKioqNGjR0skQrZEgZ1c22qJgngYc+bMWbly5YYNG1oOYlVWEp9PRkYUFkaamuTj03wYHmRMKKQffyR9ffL1pQsXVnz88fb8/Hw+n6+urs7ukJOTs2TJkmXLluXn5xsbGx87diwqKkpfX5/bsFkqKirvv/9+bm7uBx988J///Ef2Y/+giHrCEHsz+IchIRUVdOkSRUQQe985Job++Yfy8l7Q3xjkSUlJyerVq83Nzd3c3B49eiTFM+XldeYohnlBTTzIjVdeeeXKlStsMXFmZmbfvn3Ft+ro6AQGBiYmJoqvBn/u3Dl2K1t2zD4zcODAgICAxMREGxsbiQc5YsQItnNlqyUK9+/fX7169ZQpU86ePTt06NC1a9eKfzWyzW3+7/8u+fpSTQ05OVFuLvH5WD6JS4mJNHMmrVlDDx7Q1Kl0/jz95z8fDRkyhN1aWlrKTrH4559/+vfvHxAQkJ6evnjxYm5jbmnAgAFBQUHLli3jOhAAOYXEvctqa+nECfruOzp2jDIzia1qffiQEhPpl1/o++8pJ4frEKE5doCzWX8PHo/35ptvElFISIipqekPP/zQchxUMtq9Kmhv5ADLkSgOFRUVV1fXrKysP/74Q1tbu+UO7Dj6wYMH9fT02IHt7OzswMBAtuuLkpKSu7t7fn6+h4eHsrKy9OKcN29eampqaGjooEGDTp8+bWVl5ebmdv/+/enTpx84cEBVVfWTTz7JyclZvXq1aASU7cPt4uJy6pT9q6/WXLxIAgHp6kovRmjqyRO6do0yMykri+7fJ4YpLCRnZ5o2jeLjGycNx8eTaIppfT39/PMpQ0NDf39/oVD4/vvv5+XleXh4qKiocPpjAEBnIHHvmuJiCg6m+HhqK8MrKaHffqPjxzH0Lj9Onjy5Zs2aoUOHXr582dnZ+cGzSZ/9+/ffvXt3Wlra4sWLi4uL33///fHjx4uWnJSkZ/XE4nKKilb++WdvdfXq+nr7X3+91XKRyTYOBHk2cOBA8Zp1lqiuncfjrVq1Kjs7+/PPP7e1tbWzs/P09Hz69KmdnV1WVlZgYGDLfjXSIOpc6e7uTkRs68DJkycvWLAgNTXV399fFAbbkWbmzJmJiYnDhw/fufPLY8dUW/x8IB0NDXTpEu3ZQwEB9OuvFBFB4eEUHOy/NM5IvyEsjDQ0WqlWOn2arKzok0/G1dXVz5s3j60jHzBgALv14cOH69evF63+C9Bx8lmjIp9RSZYCJ+7jx5OVFT2r3OPCkycUGkolJS/eMyGB2m4ABzLD1hzb2tpmZ2c3NDQoKyuHhYWZmJgEBATUPVsYxsTE5NixYx1ccrKTVFXFH5VUVbn/88/4H344npfHMAxDdCQ3d9wPP2yNi6tqtlyNmpokwwAu1NXVTZ06VfxNpa2tnZeX97///S8/P3/8+PHR0dGclB33798/MDAwNTV1wYIFpaWlf/zxx8OHD0XNvKuqqtjmNiEhISoqKu7u7tnZ2Zw0Iemh7t+nvXvp2LGWt93KKpQqa5TtTPIyf0/j859PGr5+nV5/nebPp6tXqXfvIb/+msSWRbFb6+rqdu7caWRktHfvXm804AQJefLkiYxnFTs6OpaUlOzdu1eWJ+WWAn/mHj5MSUk0YgRHp2cY+vNParFiYpuNQZKSKC1NNqFBS6Il4qOiotg2C3fu3ElPT7ezs3v8+PHGjRvHjx9/5MgR0f6tLjn5VFJzQ3V02P8KGUZw5YrJ99/vSkgQMoyTuXm+h0eeu7uTuXllbe2WU6eMdu0SXLnyfPDg2TgZKK6UlJSCgoIjR46MGzduy5YtFRUVRDR//ny27Dg1NdX2WZchTowfPz4mJiYyMnLEiBFVVVWhoaEk1tyGbULC3g3gtglJz3LrFh04QEVFrW70nnXu7OoDUf/3y+iUv+jkSXo2aXjcODp8mLS1yceHMjJo6VID0SExMTEWFhabNm168uSJra3tF198IaMfBLq7d955h50YI7Mzqqmp9e/fv9VyxO5KgRN3jqWl0Z07L3fI//73fE17kBWhUCgQCPT19X19fWtra0VLxKurqxsZGUVFRUVHR48bNy43N9fe3n7hwoUZGRnsgeySk+ywYqtLTnbe6NFEdOrGDYu9e10OH35UUTFvzJjUdesEK1YM1tbW69NHsGLF6XfemTR0aMHTpy6HD88LDb3MrgeO1b8Vn7W1dU5OzqpVq2pqarZu3WpsbBwZGfnee++x5exyUnZsb2+/c+fOvLy8v/76a86cOcuWLbtx48akSZPOnDkj3mMeZKG0lH77jdpecLeXWu2skY3N+Jmz5yL+c8PUlNhJww4OlJlJfD5paDTufO3aNdEHnaGhoegDUAY/B3R7xcXFycnJ7Iydt956687L5kjQMYqXuG/YQDwevftukyc1NEjW90kSEl5iZ3bEtLycniWFIBsJCQkzZ850cXF58OABu5R3yyXibW1tU1NTRd21LSwsPDw8njx5wm5lVxNkX4dt9yG+5GTn5BE5Hj68IDT06oMHI/r2DV2x4pSLy8RnzR9Yc0aPTnZzC12xYkivXrE3b1oFBzsfP/6gW9ft9Ry6uroHDx5k1zEtLCysr69XUlLq378/13E1oaqqSkQ8Hi8hIUFHRycgICApKWnOnDlcx9XzHDnSwcktSXeHz/pptaPXmNu3afJkOneOwsPpWa0TlZeXs3cdjxw5IlrQ187OToqRQ7dWVlZGRKLvSiLS0dHJzs728/PT1tb+7bffjI2N2TUoZBkVe7qqqqpuvA6A4iXuRKSpSQIBpaZyF0FZGT1rzNwhosqZlgt8g3QUFBQ4OztPnz5dtEQ82wqj1Z1f2F178uTJZ8+ebWvJyY5rrNiZNCniyhVtNTWfuXNzP/jA2dy81Z2VeDxnc/PsDRu8Zs1SVVYOi483MTHx9/cXrccJCo29oRwVFfX6669zHUubtLW1//zzTxk0t4HW3blDYhNsNhxbwuP7vPv3cvFdNLZ+vjdp8o3SftP2r7lwZ8Tw3mWhH6UlJtKMGY07CIUkENDs2Q/9/f3r6uqcnJyys7O9vLzUuZwiBgqsvr4+JCTk/fffHzp06NmzZ8Vn7GhpaXl5eWVkZLz55pvV1dX+/v5mZmZ//nleBoNObI/axYsX9+nTp7CwcMqUKaIeu92MQibuRka0aBFt2sRdBPfudfJAtuABpIldIt7U1DQsLExTU7PjS8Sz3bUvXbo0e/bs4uJiT0/PKVOmxMXFsVvZJSezsrJES06ampqKLznZPvYzxcDAwNfXt6amxsnJKe/bb/lz52q8qDSin4aGn63t1V272HJ8thOzeDk+KC4lJSX5H/JcunRpsz70IDtXrjR7QlO1XnDFPPXe0GbPj+n/+D2LlM0253I++N558HEeNSZKcXE0eTK5uFBq6thVq3YnJSUJBIIhTe/vAXRcdHQ0u9pJaWnpgAEDtLS02Bk7n332mWhwfeTIkb/99hs7WHbv3iNvbytra7p4UYpRXbhwYerUqezddT09vaFDh6akpMyePXvVqlUFBQVSPDEXFDJxJ6Lt2ykujiIjOTp9RUWrT5+6ceNSYeHIvn21mrYNeU6294x6GoZh2CXcRUvEZ2RkvOwS8RYWFrGxsZGRkaNHj05NTZ0zZ469vf3NmzfZrVpaWnw+PyMjY8WKFZWVleyy9hVtvB9EEhMTZ8yY4eLicv/+/SlTppw/f14gEAxdu5aari3fJiMjo7Vr2ynHB4Du6dknj4iRTvEig7xN/3u15b7B9ke2LTjZS62WKivp0SO2ufvcuZSaSnp6FBpK+/attrCwkEXY0B3l5eU5Ojq+8sormZmZBgYG4eHhGRkZ165dc3V1ra2t3bZtm5GRkfg0sKlTp54/f14giC8r07h0iWbNotWrJT96effuXWdn51mzZiUlJbF319PT0/Py8tiKnV9//ZWTih2pUtTE3cyM1q6lTz7haLZniw5o14qLlx06tCA09FFl5XITk7ltrUyO1mlSk5ycPHv2bEdHx1u3bllaWrJFCJ1eIt7e3j4zM5NN+o8cOSK6GGC3jh079q+//mJ7q9nY2LQzn72wsNDZ2XnatGmiip2EhITp06cTEWlo0Dvv0KRJ7cWhpESzZtGbb5KyMr2oHB8AuhWGodLSlk9vfyU67taoyBzjto6rrFP1/w/PxITCwkhTk7y8KCurSXN3gJciassWERHBtmVLT093cHAgouHDhzebBsbm6+yBSkpKb71lnp9PPj6kpkYHDpCBAfH5klmSRNSjNiwsTENDw8vLKysri727zlbsZGVlOTk5iXYTCATdo7+7AueRvr509y7t2cPFucVuHFfU1vLPnJmwZ09UTg5btfyfhQs7ciBIivgS8excUnYx+S6+rKjMxsnJia3Va/Yvn13NJDAwsNXD2Yod8c+UVip2VFVp+XJas4bGjWvW3J00NMjSktavpwULxK/3XliODyARbXa2BZlhGGptgp3ZoEdrLZM/iV5YL2zlG/xorqHJ9xu8dwyqqKC33qLsbPLzo5e56QjwnFBIBw6QnZ0f25bt3XffFbVlE99NfBpYcnKyjY0NO4jGbtXWJj6f0tJo+XKqqCBfXxo/nq5e7VJgzXrUsnfXm/Wo1dPTEwgEbMVOYWGhi4vLtGnTLkq1ZEcmFCNxLy+nzz6j339v8uTgwbR5M/n6kmiJydu36e236dlbRZqGDydlZbYJt35QkO+ZM7X19U7m5nnu7i+oWuas7Xz3VFtbK1oiXllZWbQojARn0enq6rb8lx8fH89uVVFRabWbtegzha3YEQ3et3UO+te/yNub1q0jJydycqL336dPPiF7exo4sNUj2i/HB4DuQEmprTXXfOeduVvWe8+lyS031QmV7zzpYzmuJjaWfv0V3znQeaL6lrt3P501a05CQsJPP/3UrC2bCDsNLCMj49NPP2WngS1b9unWrVRV1biDgQH9/TedPEkTJ1JZGY0a1cmoLl8mJ6ekZj1qx7TdK5m9AxAaGjp06NDExMSZM2c6OzvfV+QJh/KeuDMMCQRkbEzbttHHHzdvZbtxI2lr09atjQ8//5x++YVMTcnHhyorpRmWmloCjzfzxx9dDh9+UF4+VVf3wpo1ghUrhr5wWGP8eGmG1bNERUWZmprKZol4tpVkaGjokCFD2IJ1Z2fnBw8etNwzJSXFxsZm2bJlN2/etLS0jIuL62jFjpISDRlCY8fS2LE0cGBH7mq3X47fUnFx8d9///3iSABATrQxi3SwdsXmWWd9Y+c+rtZotuk1k+zItw5dOl9rYyP98KCbunuXnJ2JnVE6fDh99plmXNyZyZNbuVBsplevXl9//XVmZua//vUvFZVdW7aQmRlFRDzfYf58Sk6m06c7U3/w6BG5udHkyXTw4ORXX10XHBzcwR61SkpKzs7OeXl5Pj4+ampqYWFhBgYGHe8tIW/kOnFPSqJZs8jFhe7epcmT6dCh5qMPGhq0bRvt2kXswvB+fuTkRNXV9OWXZGREAgFJo5ypsc/gli3xBQW6ffqErlgRv2bNND29Fx+pp4cFdCQiKytr8eLFy5Ytu379uomJybFjx2SwRDyPx3N2ds7Pzxf9y9fX1+fz+aLmjOIVOwMHDgwICEhMTLSR/pdn++X44nx8fFasWDF//vyrXbxJCQCyYWjY1paN0+O1VWu3xs1uucl+zlOlvljXFjqjqor8/YmdIKGhQV5elJ390hMkxowZExERsXPngEmT6OZNcnSkadPo2Y1qUlEhM7OXi6qujgIDyciIQkJISYnc3em33/a87N11bW1tPp/PVudXVFSwvSUixK8qFIScJu5375KbG1lb04ULNHw4BQdTQgLNnNnKnitXkrl5Yx3g8OEkEFBCAk2fToWF5OJCku1A1LzPoIND9oYNzubm7ZWBii4dVFRI7vu+yb+SkhIPD48JEyYcP358wIABAQEBaWlpixcvllkA7L/8tLQ08X/5v/32m6hiR0lJyd3dXcZ9r19Yjs8aP378gAEDTp8+bWVltWHDhpKSEtmEB4pISUm9X78x6uo6XAfSs02aRG3UXmqo1G9bcHJXwtS6hhbf4x0YGQVoKSKCTE3J25vKysjBgbKyyM+PWqsG7ZA5cyg5mUJDaciQxhTO2Zlau1H9AjExZGFBnp70+DHZ2lJqKgUGUr9+nYyK7Ydz8uTJCRMmsH1yFG4wS+4S99paCgwkExMKCSEVFXJ3p6wscnV9Pj3v++/p8uXn+/N4lJhIDEPr1jU+M2UKnT9PoaE0dChdutT4XuliOVPrfQYPHeplavqCI9mcnsej115r66YndNwXX3wRFBSkpKTk4eGRl5fH1RLxhoaG4eHh//zzj4mJybVr11atWsVW7CxfvjwzM1N6FTvtY8vx4+LiLC0t2XL8d999NyUlRbTDunXr8vLyvLy8lJSUdu/ebWBg4O/vX9v2UurQkzU0LH78+Hpt7X6uA+nZevcmtglVa1ZOSDMf+kDINB05GjyY0PMROuWPP+jWLZo0iWJjKTy882XoIkpK5OxMeXnk40OqqhQWRvr6xOdTB1cRvHaNHB1p4ULKyCBDQwoPp+hoGjeuq1ER0fz581NSUoKDgwcNGnT69GkLCwtnZ+eHDx9K4KWljydXzXEOHy7duLE/O7v0X/+i7dups938iIiePqWtWykwkGprqU8f8vGp3rBBSa2NuT7tSE5O9vDwYNsbWVlZBQQEPO9Y0tBAR4++YBFXTU1asaKdO57QcQ8ePHj//fe/+uor0xdeMslEXV3d7t2779y5k5ub6+HhYWtry3VERERCofCnn346ePAgO1317bff3r59u/iSKzk5OR9++OGxY8eIyNjYeOfOnUuWLOEsXJBLhw/T66/TihX0119ch9LDNTSQQEAdXKdZXZ1Wr6bBg6UcE3RPt27RiRP03nskjbvFubn04Yd09CgRkaEhBQXRokVt7lxVRZ9/3lgI3bcvffEFffBB89ZrElFaWurv7//dd9/V1tb279/fy8tr48aNnUgUZUleEvfU1FRPT8+SkrqMjPMmJrzvvqNXW1lfojPy8ujTTykigubO9S0oOLht2za2+WhH3Lt3j8/n79+/XygUDhs2jM/nv/fee63UP1y/TrGxrXywqqnRpEk0eza13ecbQEoqKiq2b9/u5+dXU1Ojra390Ucfbd68WbyH199///3RRx/l5+crKamsXv3A23uAlKcJgCJB4i5Hqqvp0KEX5+6amvTWW+gj071t2EAxMZSd3eTJXr3o88/J27v1/XfvpnfeoQMHnj+poUEBAc/rFGTp5EnauJHS0mjXLsrObjO2tWvJ0pLS02nVKtq+Xer1CuKDWUZGRjt37ly6dKl0T9kF3JfKPHz4cO3atZMnT46Li3vwIC809GZamsSydiIyMKDwcDpxQvjkSRRbz7Ro0aKsrKz2j3q5PoNjx9K775KHB732Gs2ZQzNnkq0trVpFH39MixcjawdOtFqOLz4R57XXXmN7386ff2D//gHjxtHmzVRWxmHIANAaDQ1ydqbZs9uqdyciMjQkNzdk7dCSpiYJBC+oDJCZBQsoOZl+/LHxsqGt2JSVaf9+SkoigUAWVcbGxsZHjx6Njo42MzPLzc21s7OT67XJGe7U1taya0ASkaqqqru7++PHj6V3urq6uuDg4IEDBxKRioqKq6vro0ePWt0zMjJy7Nix7O/Hzs4uLy9PelEByEBMTMz4Z61IFyxYkJaWJr717l3G1ZVRVmaImGHDmOBgpqGBq0hBXvz5J0PEvP4613GAuLIy5uxZ5qefGD8/hs9nvvqK2b2bOXqUKSjgOjKQkfffZ4yNmz+prc18802b+5ubM0uWMPPmPX9SXZ3Zs0daEXacHMYm47y0czhL3NkrGzaTsLW1TU9Pl815i4uL3d3d2RmNbFuSuro60dbMzMxXn432m5iY/PPPP7KJCkDaamtrv/vuu379+rGfRxs3biwtfSq+Q1ISM3MmQ8QQMVZWzNmzXEUKcgGJO4Ac6lzinpHBKCsz//1v45NylbjLYWxFRUXu7u7KysrKyspXr17lOJoWOCiVycnJWbp06cKFCzMzM42MjI4cORIdHT1OIvOEO2DAgAGBgYFpaWmLFi0qKSnx9PRkewuK+gyeOHFC1GdwUTtTJwDkXlpaWlpaGvt3VVVVT0/P/Px8d3d3oVB46FDchAm9AgOpoaFxZysrOnu2sZNAcjLNnk2OjjJZhxgAADosJ4d4vCZ/KipecIiZGa1dS598QvX1MgnxZchhbOza5ImJiQEBARMmTOA6nOZknbhfuHBh/Pjxx44d69+/f2BgYHp6OiczANjR9D/++GPMmDHZ2dmLFy/W09Nj+wx6enpy2GcQQFIYhlm/fv2kSZPEu1yxF65JSUmLFv1eUMDz9KTJkykurvEQHo8cHCgjgz77jNTVKSKCjh3jLH4AAGhp9GhKTW3yR1PzxUf5+tLdu7Rnj/Tje3nyGZulpeWGDRu4jqIVsk7cp02bZmlp6eTklJ2d7e7uriqN7j4d9sYbb2RnZwcEBAwePHjWrFm2trYpKSnfffdd//79OYwKQCJqamosLS2VlJTCwsJMTEx27dpV/2xAY9KkSQcO6EdG0pgxdPkyzZlD9vZ040bjgdratHUrZWbShx+Sqytn8QO32H5jL7VcIgDIgLo6TZrU5I9SB1K5wYNp82by9aXHj6Ue4cuS59jkkKwTdyUlpXPnzgkEgsHy0WhWTU3Nw8Pj5s2b//3vf6Ojo0UT+AAUnYaGRlBQUHp6+pIlS0pLS93d3dmbXaId7O0pI6NxYbwjR2jcuMYF81hjxtCOHVLp5gsAALK3cWPjuIwckufY5A0HNe7cjrK3SlNTU7Mjt5oAFI14lyvx6SXsVk1N8vKi7GxycqLqavL3J1NTEghIPlZ3AACAl1BURCtWkJ4ejRhBjo5UUtJkq4YGbdvWuKqRvJHn2OQN933cAUDabG1tU1NT/f39+/TpExMTM3/+vz79tOHp08atw4eTQEBnz5KVFRUWkosLvfIKcveeztKSgoPJzY3rOACgw4RCcnGhGzfoxg3S0qLNm5vvsHIlmZuTUMhFcC8iz7HJFXlZORUAZOD+/fufffZZfv7G2NjxOjq0ZQtt2PC8HoZhKCyMvLxozRr66iu5W3IPAAA6SCCgQ4fon3+4jgMkDSPuAD3I0KFDf/zxx507x8+aRcXF5OlJU6fSuXONW3k8cnamnJzn4zRyteQeyMCGDcTj0bvvNnlSQ4P27n2+g4lJ86N69SI/P1mEBwAdUV9P+/bR669zHQdIARJ3gB7H0pLOnqXISBo1ilJSyMaG7O2ft2zv04e0tBr/bmREixbRpk1cRQocwNUagEJjGFq7lsaOpTVruA4FpACJO0APZW9PmZnk40OamnTkCJmZEZ9PVVXNd9u+neLiKDKSixCBC7haA1BcDENublRdTT/9hHau3RMSd4CeS0uL+HzKzKR//YsqK+mrrygjo/k+crisHUgbrtYAFBHD0Pr19OQJHTyIZr7dFhJ3gJ5u9GiKiKDTp4nPp8mTW9lBPpe1A+lp/2qtEyuuA4AMpKZScDDFxdGoUaSnR7a2XAcEUqDCdQAAIBfmzqW5c1vfJFrWzslJpiEBh3x96ZdfaM8e+uCD5ptGj6bDh5s8M2OGzOICgDZZWqKTb/eHxB0AXmzjRtq7F8va9SDtXK2xK66L68iK6wAA0HX4uAWAF8Oydj0QFiEHAJA3SNwBoEOwrF1P04mrtfZXXAcAgC5C4g4Arfv+e7p8+flDHo8SE4lhsGxqD/KyV2svXHEdAAC6gsdgIgMAAEgaVlwHAJA4jLgDAICEYcV1AABpwIg7AABIEsPQ6tUkFNLPP2PtRgAASUI7SAAAkBjRiusHDyJrBwCQMCTuAAAgGaIV13/9FSuuAwBIHkplAABAMlJSyMqKhg5tzNpNTCgmhuuYAAC6ESTuAAAAAAAKAF1lAAAAAAAUABJ3AAAAAAAFgMQdAAAAAEABIHEHAAAAAFAASNwBAAAAABQAEncAAAAAAAWAxB0AAAAAQAEgcQcAAAAAUABI3AEAAAAAFAASdwAAAAAABYDEHQAAAABAASBxBwAAAABQAEjcAQAAAAAUABJ3AAAAAAAFgMQdAAAAAEABIHEHAAAAAFAASNwBAAAAABQAEncAAAAAAAWAxB0AAAAAQAEgcQcAAAAAUABI3AEAAAAAFAASdwAAAAAABYDEHQAAAABAASBxBwAAAABQAEjcAQAAAAAUABJ3AAAAAAAFgMQdAAAAAEABIHEHAAAAAFAASNwBAAAAABQAEncAAAAAAAWAxB0AAAAAQAEgcQcAAAAAUABI3AEAAAAAFAASdwAAAAAABYDEHQAAAABAASBxBwAAAABQAEjcAQAAAAAUABJ3AAAAAAAFgMQdAAAAAEABIHEHAAAAAFAASNwBAAAAABQAEncAAAAAAAWAxB0AAAAAQAEgcQcAAAAAUABI3AEAAAAAFAASdwAAAAAABYDEHQAAAABAASBxBwAAAABQAEjcAQAAAAAUABJ3AAAAAAAFgMQdAAAAAEABIHEHAAAAAFAASNwBAAAAABQAEncAAAAAAAWAxB0AAAAAQAEgcQcAAAAAUABI3AEAAAAAFAASdwAAAAAABYDEHQAAAABAASBxBwAAAABQAEjcAQAAAAAUABJ3AAAAAAAFgMQdAAAAAEABIHEHAAAAAFAASNwBAAAAABQAEncAAAAAAAWAxB0AAAAAQAEgcQcAAAAAUABI3AEAAAAAFAASdwAAAAAABYDEHQAAAABAASBxBwAAAABQAEjcAQAAAAAUABJ3AAAAAAAFgMQdAAAAAEABIHEHAAAAAFAASNwBAAAAABQAEncAAAAAAAWAxB0AAAAAQAEgcQcAAAAAUAAqXAcAAADyTigUhoaG8ni8d955h+tYAAB6Lh7DMFzHAAAA8uv8+fOenp5JSUn9+/fPy8sbMGAA1xEBAPRQKJUBAIDWFRYWOjs729jYJCUl6erqBgQE9O/fn+ugAAB6LpTKAABAc5WVlbt27dq6dWt5ebmmpqa7u/tnn33Wu3dvruMCAOjRkLgDAMBzDMP88ccfH3/88a1bt4jIzs5u165do0eP5jouAABA4g4AAM+kJSW5fvBBfHw8EU2ePDkgIGDmzJlcBwUAAI2QuAMAANHdu+Trq3z6dNKNG8OGDePz+e+9956ysjLXYQEAwHPoKgMA0LNVVdHOnfTNN1RRQRoakV9+OX/9+l69enEdFgAANIfEHQCgB4uKIg8PunGDiMjOjgIDaexYrmMCAIDWoR0kAECPlJpKc+bQsmV04waZmtLx4xQVhawdAECeIXEHAOhhiovJw4OmTKG4ONLRoYAASkujV1/lOiwAAHgBJO4AAN1RaSl9/DEZGJC6OunokL09XbhARJSXR2PHUlAQKSvTpk2Un08eHoRJqAAAigBdZQAAup1Hj2jGDKqvJz6fJk2i4mIKCaHZsyksjN56i6ytiWEoMJDMzLgOFAAAXgImpwIAdDvOzvTXX5SdTXp6z590dKR//qEbN0hLi7S0uAsOAAA6CaUyAADdS00NRUTQmjVNsnYi8vGh8nL66y9k7QAACgqJOwBA93LrFlVX08SJzZ83MSFVVcrJ4SImAACQACTuAADdC1sAyeNxHQcAAEgYEncAgO5l9GjS0KCrV5s/n51NdXVkbMxFTAAAIAFI3AEAuhd1dXJwoP376e7dJs9v3Ura2vT66xyFBfAC1dXVISEhAoGA60AA5Be6ygAAdDtsO0iGoS+/bGwHGRxMv/3W2A4SQC4VFRUNGjRo4MCBjx494joWADmFPu4AAN3OoEGUkEDbttGWLXTnDvXqRTNmUGwszZzJdWQAbeLxeESE8USAdmDEHQCg+0pNpd9/JwsLevNNrkMBeIHi4uKBAwfq6OgUFRVxHQuAnEKNOwBA95WWRv7+dOwY13EAvBhG3AFeCIk7AAAAAIACQOIuOxs2EI9H777b5EkNDdq7l6OAADrwttywgUxMmh/Vqxf5+ckiPOgq9HQHxYER927vhx9+8Pb2vn37NvswKirK29v7/Pnz3EalWJC4y5SmJgkElJrKdRwAYvC2BAAAGQgLC/P397/7rFNtTEyMv79/cnIyt1EpFiTuMmVkRIsW0aZNXMcBIAZvy+4MI+6gODDi3u2x/3N5zz6Rmj2Ejujmifu1a9eysrKOHz/OdSDPbd9OcXEUGcl1HMCREydO2Nraenp6bt26taqqiutwGuFtCQAA0oZMveu6beJeUVHB5/MnTJiwfPnyxYsXz58//2rLBcC5YGZGa9fSJ59QfT3XoYBsXbt2bdmyZYsWLTp58uSuXbu2bNliamoaHh7OdVxEL3pb5uQQj9fkT0WFzEOEzsGIOygOjLj3NMjjO6EbJu5CofDHH3/U19f39fWtq6sbNmzYgAEDTp8+bWVl9f777xcXF3MdIPn60t27tGcP13GArIguI6OiorS1tX18fGJjY62trW/duvXmm29OmzYtPj6e6xjbe1uOHk2pqU3+aGrKPD4AAFBwmzdvDg4OHj16NNeBKLDulrgnJibOnDlzzZo1Dx48mDp16vnz52NjY/Py8ry8vJSUlH744QcDAwN/f//a2lpZRpWb2+Th4MG0eTP5+tLjx8+fvHevyUPoHhiGEQgEBgYGvr6+tbW1Tk5OeXl5fD5/1qxZFy5cCA0NHTJkSEJCwsyZM52dnR88eCCzwMLDKTCwyTOtvi1Z6uo0aVKTP0rd7ZOj+8KIOyiO3jxe/ogRl4cN4zoQkJbXXnvN1dV18ODB7EOMuHdC9/n6LSwsdHZ2ZgcvdXV1Q0ND4+Pjp02bRkT9+/f38/O7evXq0qVLHz9+7O3tPWHChKNHj8ogquJi8vAgMzP6++8mz2/cSNratHXr82fWryd9fQoMpIYGGcQFsnDp0qUZM2a4uLjcv39/6tSpFy5cEAgEQ4cOZbcqKSk5Ozvn5eX5+PioqqqGhYXp6+vz+fyamhqpRpWaSnPm0Jtvkrc3PWvJ1ajl2xIAQGaUiMbeuTP6WcsRAGipOyTuVVVV/v7+pqamYWFhGhoaXl5e2dnZzs7Oza7hjI2Njxw5Eh0dbWZmlpuba2dnt3DhwoyMDClFVVdHO3eSgQEFBZGSEuXlNdmqoUHbttGuXVRXR0RUWUmPH1NJCXl6kpUVnTkjpaBARtjLSGtr65aXkc306tWLz+enpaU5ODhUVFT4+vqOHz8+IiJCGlGxl5FTplBcHOnokJ8f6eo22aHZ2xK6gXolJaZfv3p1da4DAegA9lsbNe49BkbcO0HhE/eoqKhx48Z5e3uXlZXZ2dllZGT4+fn16tWrrf1tbW0vX74cEBDQt2/fmJgYCwsLDw+PJ0+eSDaqmBiysKBNm+jxY7K1pdRU+uij5vusXEnm5iQUEhFpadGZMxQZSWPH0pUrNG8e2dvT9euSDQpkoeVlZFZWVsvLSCJ68uRJdXU1+3dDQ8Pw8PCYmJjx48fn5eU5OjouWLAgLS1NUlHV1VFgIOnrN15GurtTfj55eJCycvM9xd+W0A38XF+v9PjxelyKgUJA4g7wQozCSklJmT17NvtTWFhYxMbGim8tKyv79NNPExMT2zq8qKjI3d1dWVmZiHR0dAICAurr67seVW4uY2fHEDFEjKEhExX1cofX1DABAUyfPgwRo6bGuLszT550PSiQkcjIyDFjxrDvSTs7u+vXr7ez83vvvTdixIjQ0FDxJ+vq6oKDgwcNGkREKioqrq6uDx8+7GJU0dHMuHGN70lbWyY9vYuvB4qjtnbfjh1EtGblSqaqiutoAF6krIwhYnr14joOkJH169cT0Q8//MB1IIpEIRP34uLidnJuoVAoEAiGDx9ORDNnzmz/pcSz/0mTJp05c6bTUZWVMT4+jLp648eOjw9TXd3JlyosZFxdGSUlhogZNowJDmYaGjodF8hCampqO5eRLVVVVZmbm7P7z5s378qVK+Jb2Xe4iooKEfXv3z8gIKCurq4TUeXm1ixZ0piyGxszR4924jVAAQmFTHo6ExrKfPlliL09Ea21smL4fCY4mElMZDr1XgKQhfJyhojR1uY6DpCWrVu3urq63rp1i32IxL0TFCxxr62tDQgI6NevHxGpqqq6u7s/fvxYfIekpKSZM2ey+ZCVldW5c+c68rIvNVDaUkNDQ0hIyJQp6USMkhKzdi3z4EGTHTqXwcfHM9bWjVmXs3PcxYsXO/MqIGXil5EDBgzo+K2bhoaG0NBQdnK9kpKSk5PTg6bvm6ysrMWLF7NvS2Nj46Mvk3eXlZX5+PiMHDldW7url5GgYIqKmJAQhs9n/zRJ3Nk/AQHMzZtcRwnQGiTu3Z2lpSURJScnsw/XrVtHRHv27OE2KsWiSDXubEm6p6fn48ePbW1tU1NTAwMD+/bty269d++em5sb2wJy2LBhwcHBbGvIjryyvb09Wxzfu3fvI0eOmJiYeHh4lJWVdeTYhISEGTNmuLq61tW5z55NSUkUEkLPOh1RaSl5eJC5OXWiU4i1NV28SAIBTZ5cHR6+bMaMGY6Ojrdu3XrpFwLpqKurCwwM1NfXDwoKUlJScnd3z8/P9/DwUG5ZOd4atqtMTk6Ol5eXiopKWFiYsbGxv7+/qKuMiYnJsWPHIiMj9fX1c3Jyli5dunDhwqysrPZfVigU7tu3j13HoKAgYePG+Px84vMJsxN7hIIC2r+fxJpysMXCTSZYPH5MAgFJbgYFgMSw1e0MgzL37oppOhuVweTUl6cYifu1a9ccHR3ZJjCGhoZRUVHR0dHjxo1jt7L5k4mJSUhIiLKysru7e3Z2tqurq9LL9JrW1NRk29G4urrW19cHBQWxLyhse5peQUGBs7Pz9OnTExIS9PT0Nm50OXOGsbBo3FpfT7t2NXaVyc+n8+c784PzeOTkRLGxQi8vDw0NjYiICDMzM29v7/Ly8s68HEhOq5eR7L2gl9KvXz8/P7+0tDQ7Ozu2V+nEiROPHDki2sHe3j4rKysgIKBPnz4xMTHm5ubtTKdOTExkLyMfPnxobW194cKFr76aJrqMhG7u8WP69Vd6NuO5PUIh/f033bwp9ZAAOqK6mi5coB9/pO3biYjq6ujrr+mnnyg+vjODXgDdmrwn7uXl5eySkxEREb169fLx8WFTHNEOUVFRpqamnp6eT58+tbOzy8rKCgwM7NOnT+dON3z48ODg4Pj4+BkzZty9e9fNzc3a2vp8i6S7srJS1DmEzfibdQ45dYosLcndnUpKaP58Skmh+fM7FxERkZaWFp/Pz83NdXJyEjUtEQgEDMYkuNDsMjI8PFz8MrJzjIyMRJejubm59vb2CxcuTE9PZ7eqqqp6eHjk5+e7u7sLhcKgoCB9ff3AwMAGsZ7/onUMEhIS2AaUFy9etLa27tKPCoolMpKqqpo91+aAFpu7o9sMcC45mQIDKTqaCgqer2PS0EB37tCJExQYSFeucBofSBJG3LtOfhN3do4pu+RkXV2daMlJ9We3/LOzs5csWbJs2bL8/Hy2qCAqKkpfX7/rp54yZcq5c+fCw8NHjhyZlJRkY2Pj6Oh4+9laNaIGlOXl5S0bUF6/XvHaa7RgAaWlkYEB/f03nTxJEyZ0PSjS09MTCASnT5+eNGlSQUGBi4vL9OnT4+PjJfDS0DGtXkY6ODhI6vXZkXt2FkdMTIylpaWbm1tRURG7deDAgYGBgYmJiTY2NsXFxZ6enlOnTj179ix7LWdiYiK6jGx1HQPo5m7coBs3Xu6QJ08oJUU60QB0AMNQVBQdOdLebaKqKvr7b/rnHxTPALDkNHFny9NdXFwePHggWnJyyJAh7NbS0lIPD48JEyb8888/bM+NtLQ00TQ+ieDxeA4ODhkZGZs3b1ZXV4+IiBg3btyGDRtmzJixbNmymzdvsjNfo6KiRo8ezR5SUVHB5/OnTh0dH39PW5t8fCgtjZYvl2BQRERz5sxJSkoKDg4ePHhwQkLCzJkzXV1dRbkdSE92djZbOF5XV7d27dr8/Hzxy0hJaTa4HhISYmxsLD64bmlpGRsb++uvv44YMSIlJWXOnDnDhg3z9vauqKj4v//7v+zs7PbXMYBu6/LlVp9upcZdXGqqVIIB6Ijo6OaXjkpKZGVFopJTkcRELEzYPXz++efBwcEjRoxgH2LEvRPkMXF/+vTpjh07xJecFN3xr6+vZ1OZoKAgInJ1dc3JyfHw8GAb50lcr169tm3bxtaolJeXs+UHbANKNmlmdxMKhT///LOhoaGvr29pack77/xz7Rrx+aShIY2gSFlZ2dXVNT8/38fHR1VVNSwsLDk5WSpnAjE///yzUCi0tLS8cOFCSEjIYGlWjg8YMCAwMDAtLe3VV18tKSnx9PScMGHC8ePH2a08Hu+tt97Kycnx8/NTV1fv3bu3qalpbGzsoUOHRJ+G0OO87HA768EDqqyUdCgAHXDjBl282PxJZWWyt6clS1rZ/+xZunNHBnGBVL3xxhuurq46OjpcB6LA5DFxP3ToUHh4+JQpU65duyZ+x//06dNWVlZubm6PHj2aP39+cnKyaKkaqRoxYoRAINi5c2d5efnYsWOvX78u3jmEraV599137927x9bY+PmtHjZM2kFRr169+Hz+yZMnq6ur3333Xamfr8c7dOhQUVHRX3/9JbPCcVNT0+PHj0dERIwePZptDfmvf/3r7rOGIWxVzPTp0wsKCgICAmxsbGQTFcij2lpiu2C1KCcoqqwkouIWte/PFRdLMTCAtkRHv9z+DEMxMdIJBTiDEfdOkMpAtURYWlpqamqKHkZGRi5fvpyI9PX1v/3229dee03G8VhYWBDRyJEjRTNfKyoq1q1b98svvzAMo6ur6+fnt2rVKhm//8aOHSvL04HsP1/+9a9/LVu2bM+ePV988UV0dHSzXknsvSZ86vV0tbWNfxF7J1TW1f3n/Hm/c+f0+vT5IyPDWUVl+8KFQ1qWUYmOhR4jOzt72LBhombKHLh3j+7da/JMVRWdPUvZ2fTkCamp0YgRZGNDzW4h3r5NRUU0cKAsIwWQN/I44t6qJUuWWFtb+/j4pKenyz5rb5WWltbNmzfZdaCysrLefvtt5E8gDWpqah4eHllZWb///vvQoUO5DgfkT9O5FgzDCK5cMQwK8j1zpra+XkdLS1VZOezKFePvv9958WKdWDMiIpJWSR/IJXaG/aRJk3x9fdvZLScnp6qduzRdl5fX5GFFBe3bR5mZNHs2rV1Ljo6kpkYHDrSy2kCzA0HBYcS9E+R3xL0ZFRWVixcvytX/XR6PFxwcrKmpKVp1FXqOtLS0Bw8eTJgwQTRnWtqGDx8+fPhw2ZwLFIyqKvXrR48fE9GlwkLP48cv3LlDRFbDhwcsWjRr5Mi8kpJPT56MyMjYdOLE3qSkna++amdkRETE42H8socQCoU//vjj559//vDhQ2Vl5fr6eiKqrKzU0tJqtmdtbe3y5cvLy8u3bdvm5OQkla/dR4+aPPzf/6i8nDZsIFEr5zFjKCKCoqJIX5/EI2x2IEDPI48j7uzHRMsm5dxm7a1GZWZmJuOs/eTJk/r6+q6uru1EBTLw1VdfLVy4MC4ujutAAIiISF+/8OlTt6ioafv3X7hzZ3jv3sH29olr184aOZKIDAYMCHdwiHF2Hj948LXiYvtff10oEGQ8fEi6ulhTtydgG7WxS7PNmTMnOTk5KCiooKBg1KhR3t7ezZYJv3//vpaWVmFhoYuLi42NTVJSkuQDEl9Wqb6eMjLI0pKaLcAyZw7V1lKztaKxHpOC+/LLL93c3AoLC9mHGHHvBHlM3KEdFRUV169ff/DgAdeB9DjyeY0kn1GBjFVVVfnHx5vu3h2SnKyipORubZ29YYOrlZVS06/DBWPHpq5bF2xvP1BLK+b6dYvgYI+TJ9tahRe6B9HSbPHx8Xp6eqGhoadPnzY3NyeiyMjI4uJif39/MzMzdrIWewi7gMn+/fuHDBly/vx5a2vrzz//XMJhqao+//uTJ1RfTy1vXQ4cSMrK1KzZsfiBoIAiIiJCQkJKS0u5DkSBIXEHAFBgUVFRZmZm3l9/XVZTY2dklL1hQ+Dixb3bGEdXUVJytbTM+eADd2trIcMEHTrUchVe6B5aLs3WbIVvQ0NDGxsbtjPV22+/PXXqVNEy4UpKSu+99x7bdFhNTc3S0lLCwYm6ATLMy62shDaCCg4rp3YdEncAAIWUkpIye/Zsdkk4CwuL2BMnotavH9O/P7u1oraWf+ZMwdOnzQ/j8QZoagYuX54WG/vKK6+wq/BOmTLl7Nmzsv4BQGqarfCdmZkpvjRbfn7+a6+99sorr8TFxTk5OTVbJvzWrVvsbtra2nw+Pzc39/XXX5dwfGyJaWEh/fgj3b9PKirU8jZyURE1NDSfg4EZZQqOzdRFfY2hE5C4AwAomHv37rm5uU2dOvXs2bPsknCXLl2a/cor5OREffsyDBORkTHuhx98z5zxbrVbtpoavfWW6axZJ06ciIyMHDNmTGpq6uzZs+3t7W/evCnrHwYk6vLly3PmzFm2bNmNGzcsLS3j4uKioqJGjRrFbmVX+B4/fvx///tfbW1tHx+f1atXOzg4ZGZm+vj4sMuEm5mZsRk/e0jLZd2qq6uvXr3apSiVlCgykvbto4ICSkqiceMoJYWaltpTXBypqZGp6fNnBg0iTNBXZCdPnszPzyei7777jn0GI+6dII+Ju3yW7cpJVM3CkJOoeiD85oETtbW1gYGBJiYmISEhSkpK7u7u+fn5z5eE09FJmjzZ5rffHCMibj1+bDlsmNvkyc1fQk+P1q6l0aPZR/b29hkZGexw7JEjR0TDtDL9qUASSkpKPDw8Jk+eHBcXx17OJSYmNluaLTo62tfXt7a2dvXq1fn5+Xw+X11dncQG152cnNgaG1NTU4FA0OpH3I4dOywsLJydnTsz26qqivz9GzN1VVWaNYtWrqRXXqFevRr7Pz56RLdu0V9/UWYm2ds3aSkzfz4hw1NMOTk5dnZ2tra2NTU1RLR06VIiio+P5zouhSSPiTuAHJLPTF0+owIpiYqKMjU19fT0fPr0qZ2dXVZWVmBgoGgZnbt377q5uVnPmXM+J2fY4MHB//534ocf2jwbaiVNTTIzo5UrafXqZuUHbAF0dnZ2R5I2kEP19fUhISHGxsZBQUGtXM6Jee211zZu3JiQkPDjjz+2bGXLLhN++vTpSZMmFRQUuLi4sLNam+1WXV2trKwcFhZmbGz87bff1nZ8Da+oKBo3jry9qbyc7Ozou+/I1pbU1Ehbm9auJRMTOnWK9u6l336j6mp65x2aMOH5sRMnkonJS/1aQB48fvzY29vb3Nz86NGjvXr1cnBw2L1798qVK0+ePDl9+vQrV6588cUX06dP5zpMRaIwfdwBAHqsrKysjRs3njhxgohMTEx27ty5ePFi0dba2to9e/Zs2bKlrKxMTU1t3bp1X331VeMazzU1VFlJ6urUol13M7q6ugKBYMOGDR4eHvHx8S4uLj/99FNgYCDbgQTk1smTJz09PdPT04nI1tY2ICBg3Lhx7ey/c+fO9l+Q7Rd58ODBTz75JDExccaMGW+//fZ//vMf0epvX3311dtvv71p06ajR49+/PHHISEhFy5cGNj+ggBZWbRxI504QURkYUGBgWRjQ3V19OuvxFZnaWrSK6/QK6+0friBAdnbtx82yBuhUMi+ix48eKCkpOTk5LR9+3bR5WJRUVH//v1TU1PT09OfPHnC5/P79evHabwKAyPuAADyq7i42MPDY8KECSdOnBgwYEBAQEBaWpp41h4VFWViYuLp6VlWViYahu8jaomtrk79+78waxdhW4uEhoYOGTIkNjbW0tLS2dn54cOHEv+5oOvy8vIcHR1tbW3T09MNDQ2joqKio6NFWXtNTY2fn98L0/RWKSkpOTs7i7rKhIWFGRgY8Pn86upqdgdjY+MjR47ExMRMmDBh1KhR7WTtRUVFN729acIEOnGCBg+mffsoKYnYAh5VVXr7bZo2rb0CGCUlmjmT3nqLVDDOqEhOnz5taWnp4uLy4MED9lJQIBCIsvbS0tLU1FRNTc1169YxDBMYGIj2Vi+BkT8hISFEtHbtWq4DaSI2NpaIZs+ezW0YkZGRRGRvb88+vH//PhENGTKE26h6gtGjRxPRjRs32IeOjo5E9Pvvv3MaFPPqq68S0fHjx7kNA6ShtrY2ICCArYRRVVV1dXV99OiR+A5sVxn2k9zU1FSyb4OysjJ2tiIR9evXz8/Pr6amRoKvD11RXl4u+r/Tq1cvHx+f6upq8R3+/vtvfX19ItLW1i4uLu7Kua5du+bg4MC+zUaMGBEaGiq+tba29uHDh60eWFdXFxwcPHDgwHmTJjGqqoy7O/P4cevnePCA+e9/GX9/hs9//uc//2Giopim73mQf7dv33ZychJ/wwiFQtHWurq677//XkdHh4iUlZX/+uuvrKysRYsWSelzrFuSx8R93759RLRmzRquA2mCXSPTxsaG2zCioqKIyM7Ojn3Izg0aPHgwt1H1BOwSudevX2cfvvnmm0T022+/cRsV+3n3zz//cBsGSJz40Ck7pCq+taioyN3dna1gZqch1tfXSyOM3NxcOzs7NgxjY+OjR49K4yzQcUKhMDQ0lK1aYcsP7t+/L75Ddnb2kiVL2P9lJiYmkvpwOHny5MSJE9mXnTdv3uXLl9vf/3//+5+ZmRm7/+LFi59mZ7/4HEIhU1TE3LjB3LjBFBczYtkeKAT2elJDQ4OItLS0fHx8qqqqxHc4f/686GNtwYIFV69eFW2KjIwcO3Ysu8nOzk70VQstIXHvKCTuPRwSd5CZ4uJidijdyMgoKipKfFOzYXh3d/fHbY1iSs6RI0eMjIyIaNSoUSUlJdI+HbTl0qVLoml8U6dOvXjxYst92AstHR2d3bt3S/ZyrqGhITQ0dPDgwW1dM7DER+gNDQ3Dw8MlGAPIJ/HrSR6P5+DgcOvWrZa7nT9/nsfjjRw5stl9G1ZVVdXWrVu1tbWJaIKxsfCLL5iKCunHrniQuHcUEvceDok7yMxnn31GREuXLq2trRV/Pjo62vRZW2tbW9uMjAyZhVRTU/N///d/ROTs7Cyzk0Iz1tbWbPnBr7/+KmxjQDo7O/uDDz7oYnlMO0pKSry8vNTU1EQ1VKIqHfEBV7ZJfLMCHuiWEhISRNeTU6ZMOX/+fDs7Hz58uP13RUFBwapVq/5rbc0QMSNGML/9hnsvzWByKgCAfGEYhohmzJihqqoqevL7779fuHBhVlaWmZnZiRMnoqOjRaUIMqCmpiY+IxY4ERAQsGXLluzs7LfeequtNWvYppADBgyQUgz9+/f38/NLS0uzs7NjO/1NmDAhPDw8IiLC1NTU19e3pqbGyckpLy9P1CQeuquCggJnZ+dp06ZdvHhRV1c3NDQ0ISFhxowZ7NaGhobKyspmh7z22mvtvyt0dXUPHjy4bNcumj6d7tyh//s/mjaN0PFdDBJ3AAAFsGrVKkNDQz8/v9TU1Ffa6ponTQzWOOTatGnTvvzyS61nPYJu3ry5cuVKTha7ZYu4jh49amxsfO3atTfffNPR0fHOnTszZsxITEwUCASi3pHQLVVWVrILPoSFhWloaHh5eWVlZTk7O4s+H2JjYydPnrx58+ZOnmDKFDp/nkJDaehQSkykmTPJ2Zk6seBXdySPibt8rSnT0ECZmXT4MO+//yUiprCQQkPp9Gl69IiTcLByKlfk8zcvJ2GAZLWaIvfv3z87O1tUpQA9WUVFxRdffGFmZnbo0KEtW7ZwFcaSJUvS0tK++eabXr169enT55dffjl37tzklov1QjfCMExERISZmRm7xLKdnV1mZqafn1/v3r3ZHW7cuOHg4DB37tzLly8fPXpU1EL0pfF45OxMeXnk40OqqhQWRiYm5O9PNTUS+2EUkzwm7nIkI4OCgigigq5epdJSIqL6erp5k+Li6IcfKDycysq4DhEAegolJZl+YgcFBS1cuJCdV0MYcZcb6enpJiYmX331VXV1tZOTk7+/P4fBqKqqurm5lZeXKysrr1y5Em+P7i0pKcnGxsbR0fHWrVuWlpZxcXFRUVFsr2TW559/bmZm9scff2hra3/11VdpaWnsnIfO09YmPp+uXqWlS+nxY/L2pkmTKDq6iz+IQkPi3gaGoaNH6Y8/6OnTNvfJyqK9e+nOHRmGBQDdn5ykyNnZ2TExMQUFBdyGAc0YGRlpampaWVmdPXtWIBAMHz6c23hw368nqKurc3FxYRdoGzZs2IEDBy5dumTDLqQlpqCgoKamxsHBISMj4/PPP9fU1JTM6Y2M6MgRiomh8eMpO5tSUoiISkvp44/JwIDU1UlHh+zt6cIFyZxOvmEpsjYcO0ZJSY1/Z5g213WrrKSDB+nddwn1fADQvTS7fpCTywlQU1OLiYnR09OT8R2YtiBx7wlUVVWfPHmiqqq6bt26r7766vnazE19880369evZ9sfSd6CBZSSQj/9RO+8Q48e0YwZVF9PfD5NmkTFxRQSQrNnU1gYvfWWVM4uN+Qxcef+UyAj43nWTsRm7eyXVSsx1dZSRAStX8/Jgszc/64AQNKQIkP7Ro4cyXUI7dmxY8ejR482bdo0aNAgrmMBiQkKCmpoaGA7I7OePn3aLIMfNmzYsGHDpBiEqiq5uRERbdpE9+5Rdjbp6TVumj+fHB3J1ZUWLqSBA6UYA9fk4npdvjQ00P/+93KHlJRQYqJ0omlu4sSJwcHB77//vmxOByLNrpEOHTrEMAzb2ZpDuHID6cGIO3REy0+hffv2+fv7l5SUcBcUSN7IkSNFWXtVVZW/v//IkSOTk5M5CKWmhiIiaM2a51k7y8eHysvpr784CEmGFClxT0tLEwqFUj9NdnZjXXvHkqG0Bw/Ka2spMbGD+3fRiBEjXF1d0VC5p2EY5tChQx9//DHXgbzA5cuX165d29DQwHUgig0pMgDIJ4ZhfvvtNxMTE29v7ydPnhw/fpyDIG7doupqmjix+fMmJqSqSjk5HIQkQwqTuD98+NDGxmby5MnsCqZSlJvb+JcOfGvW1Ne//vvvxrt2hZw6Jbx3T7qBQU+VnJxsY2OzcuXKHTt2cDO80QEPHz50dXW1srLav3//jz/+yHU4IAEYcYeOaDnijjuB3djff//91ltv3b5928LCIjY2ll3mWdbYt1ZP/SxSmMT9xo0bffv2TU1NnTNnzptvvnnr1i1pnen+/fa2Nv0kelBRMUBT825ZmVtU1IxFi+KxuJeEXLhwoba2lusonquvr2dXgHv8+LEsz1tcXOzh4WFtbX3+/HkdHZ3vvvtu0qRJoq1CofD+/ftExHnfj8OHDxsbG+/bt09ZWfnDDz90dHTkNh5FhxQZAOTT8uXLFy9evG/fvqSkpNmzZ3MTxOjRpKFBV682fz47m+rqyNiYi5hkR+4S97y8vJ9++mnIkCFHjhwRvwVjbW2dnZ3NNvkPDw83NTX19vYuk0Yb9RYr9BLR3bKygPj4AZqaVx48CIyPb3hWsTOyb9/4NWvCHRxG9u2bkJY2Y8YMtr+p5KNqTUlJyZYtW/r06VNTUyOt3wYXCgsLX3nllXHjxkVERHAdCxHRqVOnrKys7t+/37dv3wULFvj7+8vgoqKuri4wMFBfXz8oKEhJScnd3T0/P9/Dw0NZWZnd4dKlS7NmzUpJSRk0aND777/v5uZWVFQk7ajaYmJiUlFRYWtrm5qaumPHjn79+nEVCUgQRtyhIzDi3qMoKSkdO3ZszZo1XDY1UlcnBwfav5/u3m3y/NatpK1Nr7/OUVgyIkeJe1lZmbe39/jx48+fP19WVvbw4cPFixe/8cYb169fZ3fQ1NRkl9V1cnKqrq729/c3MTEJCQmRcOH7s8SIVVVXtzUuzmjXrj8yM8tra8traz2PH7fev//c7dvsDjwez2HcuKwNG3zWrFFXV2dXFOPz+VVVVZKMqik2qzMwMNi7d29FRUV5ebm/v7+Zmdkvv/zSDT4rHz58OGrUqLy8PEdHx1deeSUjI4OrSPLz81esWLFgwYKrV6+OHDnS0NDwyZMn3t7ekyZNOnHihPTOGxMTM2nSJE9PzydPntja2l6+fDkwMLBv377s1sLCwrffftva2vrixYvDhw+3sLBgGCYkJMTU1HTv3r2c1JebmppeuXIlOjp63Lhx7DM1NTX32795BW1DigwKbdOmTX5+fmgpA1K0YwcNHUqzZ9Ovv1JmJp09S2+/TRERtG9f924pQ0TEyAGhUBgaGjp06FAi4vF4Tk5Ot2/fDggIYNsMqaqquru7P3nyRPyQxMTEGTNmsD/C5MmTz58/L7FoDhxg+Hz2T+Rbb43p3589i52R0XUPj8i33hr9bDTRzsjohqenaGcmO/vOnTtOTk7s162enl5oaKhQKJRYYM/ExMSMHz+ejWHBggVpaWlS/G1wpK6uLjg4mP3cV1FRcXV1ffjwoSwDKC8v9/HxYZd809bW9vHxqaqqYhgmOjrazMyM/VXb2tqmp6dL9rw5OTlLly5lX9/IyOjIkSPiW2tqagICAtiVpdXU1Nzd3Z8+fcowTGZm5qJFi9ijTExMjh07JtmomiktLX3w4EE7O0RGRurr6y9YsECqYXRjH330ERFt376d2zDWrFlDRPv27WMfhoSEENHatWu5jQrkTXl5Ofs5yXUg0MMUFzObNjFjxzKqqky/fszSpcy5c1zHJAvcJ+6JiYnTp09nc44pU6ZcuHBBtOnu3buurq7s7Zhhw4YFBwfX19eLtgqFwvDwcLadLY/Hc3BwuHXrlgQCOnmS4fMz33//VQMDNirTQYOOv/22KEGv+OwzP1vbXmpqRKSpquo1a9bTzZsZX1+mooJ9gTNnzogKkdlhUQlExTAMw1y7ds3BwYF9ZUNDw/DwcNEmaf02OFVSUuLu7q6iokJE/fv39/Pzq6mpkfZJ2d/kiBEjRL/J27dvi+9QW1sbEBDAjn+zV5WlpaVdP29paamXl5eamhoR9evXr+UPGxkZKWrFZWdnd/369WavEBkZOXbsWNEOeXl5XY+qmYaGhtDQ0CFDhqxcubLVHdLS0hYsWMDGMH78+OLiYonH0BNs2rSJiL799ltuw0DiDh2BxB24lJTEEDFWVlzHITtcJu6FhYWivHz48OHBwcENDQ0td0tKSpo5cyabClhaWp49e1Z8q/jIqJaWlmhktNOKc3Lcra2VlZSIaICmZsCiRfVffPF8WP3Zn4IPP3QyN2fvZOv26RO6bp344LoovyEiJSUlJyen+/fvdyUq9sdUV1cXDQBXV1e3tZsEfxvyIDs7e8mSJewbwNjY+OjRo9I7VzuXkc0UFRW5u7uzFecDBgwICAgQv6p8Key7ZfDgwaJ3S7Px7MzMzFdffbXxMtLU9Pjx4229FDsk386tqq6IjY0VXZHOmTOn2Tuw2VVWQEBAXV2dpE7d08hJ4v7ee+8R0f79+9mHwcHBROTq6sptVCBvKioq2G8crgOBHgmJu4xUVR0NCNDW1iYiDQ2Nzz77rLy8vJ3d2UHQUaNGiUYTb9y4Ib7D7du3nZyc2K0jRozoXI0KW54xcOBAIlJRUnK1snr0ySctU3bxPwlr104fMaKtPK+srKwj2Xb7WtYR3bt3r/1DJPLbkDd///23gYEB+4a5//bbTG6uhE9QUNDg4mI5dCgR6erqHjx4sCO/tJSUFNG0+vZTaoZhmNJS5uxZ5pdfmO+/ZwIDmf37maio02Fh5ubm7CvMnTv38uXL4kcUFxd34vKg/VtVnfP222+zQY4aNer3338X38R5XVP38+GHHxLRjh07uA0DiTt0BBJ34NKlSwwRM3ky13HIDheJe2QkM3Zs9dixWqqqrd7xb0tFRYWfn1+vXr3YzwgvL6+ysjLxHU6dOtVODtS+JoXjc+akbdzYfsou+iP08Qn98ENRYt2ysiI3N1dU32JgYCBe3/JCCQkJ06ZNY4+dOnXqS1XdnD59WvTbmDNnTmpqasePlU/sjORtr77KEDFqaszHHzMSGU6urGS++orR1maI8ufM+fzzz9u/jGypWRFLfn5+8z3Ky5nDhxlfX/F3zh2xmzZ6Q4c2u75qchmpouLq6vro0aOXiiopKWnWrFlt3ap6WR9//HGr/+hOnjw5YcIE9izz58+/evVqV84CLDlJ3FevXk1EP/74I/tw7969ROTm5sZtVCBv2Fa5mpqaXAcCPRISd+m6fJmZN48hYogYc/ObcXGdeA3xCaC6urrN0p36+voffviBTXeUlZX//e9/v3DcVDyxfl44fusWs23b8zTLx6fN3P3gQaa+vq25jCLHjx83NTVlz/LKK680y35aKigoaOfH7KCWNRhdrNiRC0VFjLs7o6zMEDE6OkxAANOV4eTISGbMmMb3pJ0d0+HLyGZaX9u4xAAAQytJREFUTht9XqNSWMh8+22zt03dF1+M6NuXiLTV1LbOn1/1+efMiRPMs//FLecfdy6qF96q6rgnT57cuXNH/BnxGRcve0UK7du4cSMR7dy5k9swkLhDR7RM3L/77jsvL68X3hwGkIDERIaImTKF6zhkR1btIEtKyMODrKzo9GkaMIACAig5eZSNTSdeSU9PTyAQXLx4cdq0aYWFhS4uLtOmTROtfKSsrLx+/fpr1655eXmpqKg0NDS001KtoqKCz+dPmDAhIiKCzbbT0tIac5GRI+mdd2jAgMZd23qRKVPo//6PlJW1tbX5fH56erqDg0NFRYWvr6+RkZFAIBDt+Oqrr169epWtKGhoaGDvG7SqqqqK7XQZFhamoaHh5eWVnZ3t7Ozcid5wSkpKzs7OOTk5Xl5eqqqqYWFhBgYGfD6/pqbmZV9KjujoUGAgJSaSjQ0VF5OnJ02ZQp1YTzcrixYtomXL6MYNMjWl48cpKoqeDZy/LDU1NQ8Pj+zsbFdX1/r6+qCgoMZepQ8eUFgYlZc3219FSekzG5u3J07M2bDhs9mzNVRU6OJF+t//rl275ujoyParYS8jxZP4l8XeAsrMzGRvVR05cmTcuHHe3t7lLeJpJi8vr9kzffr00dPTY//e3j8c6EYY9HGHDmjZtf3AgQP+/v4PHz7kLiiA7kvqlwZ1dUxwMDNwIEPEqKgwrq7MS97xbws7nNxO8XdWVlZbtbYtC8dbH4quq2POnWN27mw+yu7ryxw8yDQtiRE5derUxIkT2V/vvHnzmlXsFBUV3bx5s60fqlnRRafHR1vKyclpqyONAuvceHlx8fMx+wEDujpm38KlS5dE06mtRo48t3p1R2quyj/91GfuXHU1NerCjIh2tH+rSkQ06fbEiRMtt3ZixgV0gqenJxF999133Ibx7rvvEtFPP/3EPtyzZw8RrVu3jtuoQN6wi5ZoaGiInmG/Aa9cucJhVNBTJCQwRMzUqVzHITtSTtxjYpjx4xvzqgULmM7e8W9Hy3YrL+yj8tKF40Ihc+8ek5rKnDvHXLzIZGeLOj+25YV9QloSn+ZoYWERGxv7gqg6JTo6WiI1GHKkooLx9WW0tBgiRlOT2bKFaa030XO7dzP9+jFEjKoq4+nJSKKTY0uN3TmHDCEiHpHDuHE3xVv+t5wmsWLFkF69iEiJx3N6+23pVTS18+avqanx9/dnO9Koqant2rWr2bEdb7kDXSQnifs777xDRAcOHGAf/vDDD0S0fv16ToMCuVNdXU1E6urqomfY6VUvNc0MoJOQuDf3/vuMsXHzJ7W1mW++ef6wpIT56CNGX59RU2MGDGDs7Bh2AaALFxpTdkNDJipKomE318FyW4kUjndcSUlJ+525WeKNBXV0dLrSWLAjamtruzjrUR4VFDBOTgyPx7z+euMzbb0tN2+W3mVkE0JhxfbtPnPnaqioEJGWqqrP3LmVn33WsjHRtGclKFN1dS+uWcNkZko1rlZvVWVkZBg8W7hg2bJl165dEz+ksLBQ9A9n+PDh3aNPkTzz8PAgooCAAG7DQOIOHYHEHbgUH88QMdbWXMchO11O3B8+ZAwMmNGjmZ9/Zi5fZk6eZN58k1FWZn79lWEY5o03mO3bGekvmsNq1uBC/D5dZWWlqCONpqZmy+YY0tNsLcwosWuYlkv5PH78WDZRsX0G2a7bbJ/B7tB1+/z5xmqZdt6WT58y0uwE/9yDB610j+nTJ3TFCqGPTytLATx7njl8WAbRNbtV9emnn44YMaJlm/y21moFqXJ3dyeiwMBAbsMIDw/38vJKSkpiH+7evZuI/v3vf3MbFcgbdtKUmpqa6Bl2wYdu0MoMFAAS9+ZemLg7OTHa2kzTdhOMgwPTq5ekatlfinhLaVGNSmRk5OjRo6VRON5x0dHR48aNY2Ngpx62fEb2UWVlZS1atIiNwcTE5NixY7KPQSrk4W155Yr4yPrpd94xHzqU/VXPGjly3eTJWqqqopH4CvGR+D17ZBQhw+Tm5trb27NRjRw58u+//xbf+sK1WkFK2krcM6V8N6Z9SNyhVS0T9wMHDvj5+XWHJmYg/y5eZIiYadO4jkN2utZVpqaGIiJozRp6dq+/kY8PlZfTX3916cU7ha39yMrKev/995WUlMLCwsaMGbNs2bKbN29aWFjExcVFRUWJknhZsrW1TUlJ+fbbb/v27RsTE2Nubr5w4cKMjAxjY+Njx46JJ/GyZGJi8s8///z5559jx45lFyg9evSo7MOQMDl5W1ZUiD+aO3p0ipsbW8t+7vbtQ+nplXV1dkZGGe+/z587l03iWz1QqgwNDSMjI9lbVbdv37548SL7PHtFt2zZshs3brALS0VFRY3pbMsdeFlMa/1bkpOTx48fb29vf/36dfmJCqBlV5l33nnHy8uLXTscQKpuq6iEz5590tiY60BkpwOJe04O8XhN/ogSi1u3qLqannVQec7EhFRVKSdHwsF2mI6Ozvfff5+enr5kyZLXXnttyJAhAQEBly5dsulUA0pJUVNT27RpU35+vru7+yuvvGJoaOjn53flypXFixdzGBURvf7669nZ2QEBAdOmTXv11Ve5DUYC5ORtqdT8H5cSj+dsbp69YYOfra1gxYq4d9+NWrlydL9+LzxQ2ubPn5+SkrJnz55PP/20pKTEw8NjwoQJJ06cYGuo0tLSusO7QvHl5ORoa2uzPT0///zzChle4LGQuAOAvCmsq3szLm5Lbi7XgciOyot3GT2aDh9u8syMGY1/Ya+w5fVznC3Yra2tJSJ2hqg80NHRCQwMbGhoICJ2Qqo8UFVV9fDwcHd37w7fynLytmyZkbNPa2h4PVvQ9KUOlCoVFZV169YR0fr16/fu3auqqvrBBx/4+Pj04yKYHi4xMTEyMnLIkCEhISHz588X3YtbuXLlvHnz+Hz+/v37v/766wMHDvj4+KxZs0ZJJld69+/f//3337W1tTU1NWVwOlA44iPuALJw9y7l5tLZs0REjx5RZCSNGkXGxqShwXVk0tWBT3x1dZo0qckf0ffE6NGkoUFXrzY/JDub6upIPu5cqKmpyU/WLqKsrCw/WbtId8jaSW7elnp6nbx4GDlS0qG8hC+++OKNN964evXqd999h6xdxm7fvv1///d/06ZNu3XrVnl5eXp6uoWFxaZNm548ecLuMGzYsODg4MTExJkzZ969e9fNzW3atGmiAicpYfuEGhkZnTt3bvjw4X5+flI9HSiQwsJCZ2fnr776iutAoIe5c4f276d9+yg2lrl1i4h4NTWUmkp//007d9LJk1RXx3WIUtS1oRp1dXJwoP376e7dJs9v3Ura2vT66116cYDOkZO3pbZ2J9dh7ew6qRIxbNiwP/74w8TEhMMYeqDKykp/f/9x48b9/vvv7HrJmZmZ7u7uQqFw586d+vr6ott0RGRlZXX27Nnw8PCRI0eyq305Ozvfv39fGoFFRUWxq+2WlZXZ2tr+/fffshngBzlXVVX15ZdfGhkZhYWFsStzYcQdZOTcOTpwgAoLW99aV0fnzlFICJWWyjYs2enyR/COHTR0KM2eTb/+SpmZdPYsvf02RUTQvn00cKAkIgR4eXLytny2otaLib7zjIwIM7p6EoZhIiIizMzMvL29y8vL7ezsMjMz/fz8Ro4cGRgYyE4wKC4u9vT0nDJlyln2pjARj8dzcHDIyspie3qGhYUZGBjw+Xy2v4dEZGVlLV68eNmyZfn5+SYmJkePHo2OjjYzM5PU64PiYi/nfHx8Kisr7ezs4uPjuY4IeozYWDp5ksSuElufe1NURAcO0NOnMo5ONrqcuA8aRAkJ9NprtGULTZpEy5fT48cUG0tvvSWJ8AA6RU7elqNGkYVFh/ZkP3Q0NIjrmcogS0lJSTY2No6Ojrdu3bKysmrZ9opt6cP25UxNTZ09e7a9vf3NmzfZrVpaWnw+Pzc318nJqaKiwtfXd/z48REREV2MSjRB+fjx46IJykuWLOniy0I3kJWV9eqrr7L9pkSN2vT19UtKSh49esR1dNDd5efTmTMd3bmsjCIiqDveCOLh9haAFNXX0y+/0LNMqz0qKrRyZSera0DR3L1719fXd//+/UKhcNiwYXw+/7333mtn3ktVVVVQUNDXX39dVlampaX1wQcffP755+yKcqxTp055enqmpaUR0YIFCwICAsa/fM1VXV3dgQMHPvvss6KiIhUVldWrV3/99dcDce8UiEpKSnx9fXfv3t3Q0KCjo7Nly5YNGzaI3rEMwxw+fHj58uVyOHcLugmGod27qbi42dPnbt+2+emnWSNHnl29upWjli+nSZNkEJ0soVoRQJpUVGjVqhd/cPTpQy4uyNp7gqqqKn9/fxMTk5CQEBUVFXd39+zsbFdX1/YzHna956ysLCcnJ/YVTE1NBQKBaOSF7enJLj938uRJS0tLNze34hZfcu2IiYmxsLBwc3MrKiqytbVNTU0NDg5G1g719fUhISHGxsZBQUFKSkru7u75+fkeHh6id2xSUtKsWbPeeOON/fv3cxsqdGfXrrXM2l+sO9ZxIXEHkDIVFVq+nJycaNSoVrZqa9OcOfT++82Xi4LuSHyup52dXVZWVmBgYJ8+fTp4uK6urkAgiI+PnzZtWkFBgYuLy7x5865cucJuZZefy8zMXLdunVAoDAkJMTMz++WXX174sjk5OXZ2duyScEZGRuHh4dHR0Z0YsIfu5+TJk80u5wIDA/v27ctuvXv3rouLy9SpUy9cuKCnp8euWQ4gFVlZrT79gvUlHjzofrNUO9DHHQC6buxYGjuWnj6l27fp8WOqrydtbRoyhPT0ZL/iEsheSkrKxo0b4+LiiMjU1PS7777r9LJWU6dOPX/+/MGDBz/55JPY2FhLS8tVq1Z9++23gwcPJqKBAwfu2bPHw8PD09PzxIkTpe1+aZWWlvr7+3/33Xe1tbX9+vXz9vb29PRUV1fvXGDQneTl5X366afslAlDQ8OdO3fa2dmJ75Cenj59+vTy8nINDY2PPvrI29tbW1ubo2ChB7h3r9WnX1ztffcu9e8v6Wi4hBp3AAApKioq+uqrr9oqDu6K8vLyb7/91s/Pr6amhk27N27cKL5sxZEjRxYtWqSi0soATX19/U8//fT5558/evRISUlJPPWHHq6iomL79u3+/v7V1dW9evXatGnT5s2bW17OMQwzffr0QYMGBQUFjUGZH0jb9u1UWdny6Qt37tj9+uuMESOOrFzZ+oGLFpG1tXRjky0k7gAAUlFXV/fDDz988cUXT58+VVVVXb9+/ZdffikqM5CUa9euffjhh0eOHCEiY2PjnTt3vrADzKlTpzZu3Hj16lUimjdvXkBAwMSJEyUbFSgihmHCwsK8vLzu37/P4/Hefvvt7du3D2m7QW1FRQVG2UFGduyg8vLOHLh4MU2dKulouIR79AAAkhcVFWVqaurp6fn06VNbW9vLly+LFwdLkKGhYVRUVHR09Lhx43JycpYuXbpw4cKsNupB8/LyHB0dFyxYcPXqVQMDg/Dw8FOnTiFrB3o2x9TFxeX+/fts2bpAIBBl7SUlJbGxsc0OQdYOstPhuUDNSeFTl1tI3AEAJCk7O1u0dJGxsbFsli5iJw4GBAT07ds3JibG3Nzcw8Pjqdj6I+Xl5Xw+n230rq2t7ePjk5aW5uDgINWoQCHcvXvXzc3N2tr6woULurq6oaGh7ARodqtQKBQIBKampitWrCgqKuI2VOi5Ot2/QVdXonFwD4k7AIBktFy6KD09XWZLF6mqqnp4eOTn57u7uwuFwqCgILbpZH19vUAgMDAw8PX1raurc3JyysvL4/P5GhoasgkM5FZtbW1gYKCpqWlISIi6ujrbctTZ2VnUo+P06dMWFhYuLi4PHz60srKqqKjgNmDoucaN68xRo0aR2HoX3QNq3AEAJKCysnLs2LEPHjxgy9n5fH5/7loZJCUleXh4XLhwgYgGDhzIDpTa2NgEBARYWlpyFRXIlaioKE9Pz+vXrxORnZ1dyzmmX375pY+PDxHp6+t/++23r732GidxAjT66Se6c+flDlm1igwMpBMNZzDiDgAgAVpaWu+8846trW1KSkpgYCCHWTsRTZ48+fz585GRkaNGjVq4cKGenl5oaCjbO5LDqEB+/Pvf/162bNn169fNzc1Pnz4dFRXVsjOMvb197969fXx80tPTkbUD9+zsqLUeWW0aN677Ze2EEXcAAElpaGiQtyXfKyoqVFRUhEKhpqYm17GAHDl16pSDg8MXX3zRfnPSsrKy3r17yzIwgPakp9Nff1FHEtdhw+idd0isPW63gcQdAACgxykvL+8lVv6bnJysp6fXTvNHALmQk0N//03V1e3tY2hIb7xB3XQtOZTKAAAA9DiirL24uNjDw8Pa2vrTTz/lNiSAFzM2pn//mywtWy+bGTiQXn+d3nqru2btRPQy1UIAAADQXdTW1gYFBX311VdPnz5VV1fHcDsoht69yd6eFi6k69fpwQOqqCBlZerfn0aNomHDuA5O6lAqAwAA0BOVl5cbGxvfvXvX1tY2KCjI1NSU64gA4AWQuAMAAPRQUVFRGhoaCxcu5DoQAOgQJO4AAAAAAAoAk1MBAAAAABQAEncAAAAAAAWAxB0AAAAAQAEgcQcAAAAAUABI3AEAAAAAFAASdwAAAAAABYDEHQAAAABAASBxBwAAAABQAEjcAQAAAAAUABJ3AAAAAAAFgMQdAAAAAEABIHEHAAAAAFAASNwBAAAAABQAEncAAAAAAAWAxB0AAAAAQAEgcQcAAAAAUABI3AEAAAAAFAASdwAAAAAABYDEHQAAAABAASBxBwAAAABQAEjcAQAAAAAUABJ3AAAAAAAFgMQdAAAAAEABIHEHAAAAAFAASNwBAAAAABQAEncAAAAAAAWAxB0AAAAAQAEgcQcAAAAAUABI3AEAAAAAFAASdwAAAAAABYDEHQAAAABAASBxBwAAAABQAEjcAQAAAAAUABJ3AAAAAAAFgMQdAAAAAEABIHEHAAAAAFAASNwBAAAAABQAEncAAAAAAAWAxB0AAAAAQAEgcQcAAAAAUABI3AEAAAAAFAASdwAAAAAABYDEHQAAAABAASBxBwAAAABQAEjcAQAAAAAUABJ3AAAAAAAFgMQdAAAAAEABIHEHAAAAAFAASNwBAAAAABQAEncAAAAAAAWAxB0AAAAAQAEgcQcAAAAAUABI3AEAAAAAFAASdwAAAAAABYDEHQAAAABAASBxBwAAAABQAEjcAQAAAAAUABJ3AAAAAAAFgMQdAAAAAEABIHEHAAAAAFAASNwBAAAAABQAEncAAAAAAAWAxB0AAAAAQAEgcQcAAAAAUABI3AEAAAAAFAASdwAAAAAABYDEHQAAAABAASBxBwAAAABQAEjcAQAAAAAUABJ3AAAAAAAFgMQdAAAAAEABIHEHAAAAAFAASNwBAAAAABQAEncAAAAAAAWAxB0AAAAAQAEgcQcAAAAAUABI3AEAAAAAFAASdwAAAAAABYDEHQAAAABAASBxBwAAAABQAEjcAbhWWkoff0wGBqSuTjo6ZG9PFy4837phA5mYND+kVy/y85NljAAAAMA5JO4AnHr0iKZOpT/+oC1bKDGRIiJIW5tmz6ZDh7iODAAAAOSLCtcBAPRsmzbRvXuUnU16eo3PzJ9Pjo7k6koLF9LAgZwGBwAAAHIEI+4A3KmpoYgIWrPmedbO8vGh8nL66y+OwgIAAAB5hBF3AO7cukXV1TRxYvPnTUxIVZVychof5uQQjyfj0AAAAEDeIHEH4A7DENGLk/LRo+nw4SbPzJghrZAAAABAXiFxB+DO6NGkoUFXrzZ/Pjub6urI2Ljxobo6TZrUZAclFLkBAAD0OPj6B+COujo5OND+/XT3bpPnt24lbW16/XWOwgIAAAB5hMQdgFM7dtDQoTR7Nv36K2Vm0tmz9PbbFBFB+/ahpQwAAACIQ6kMAKcGDaKEBNq2jbZsoTt3qFcvmjGDYmNp5kyuIwMAAAD5wmPY6XEAwK0pUyg/ny5dIn19rkMBAAAAeYRSGQD58PQplZZSQwPXcQAAAICcQuIOIB/YppC4AwYAAABtQOIOAAAAAKAAkLgDyAeMuAMAAEC7kLgDAAAAACgAJO4A8gEj7gAAANAuJO4AAAAAAAoAiTuAfMCIOwAAALQLiTsAAAAAgAJA4g4gHzDiDgAAAO1S4ToAACAiShg/nhk40EhJaQDXkQAAAIB8QuIOIBfWZGSkp6enNTQgcQcAAIBWoVQGAAAAAEABIHEHkAs8Ho+IGNS4AwAAQBuQuAMAAAAAKAAk7gByASPuAAAA0D4k7gAAAAAACgCJO4BcwIg7AAAAtA+JOwAAAACAAkDiDiAXMOIOAAAA7UPiDgAAAACgAJC4A3AvKyvrzp07RPTf//5XKBRyHQ4AAADIIyTuAFx6/Pjxxo0bzc3Ni4uLVVVV+Xy+tbX1+fPnuY4LAAAA5A4SdwBuCIVCgUBgbGwcEBDQ0NDg5OS0Z8+eUaNGJSUlzZo1y97e/ubNm1zHCAAAAHKEh8lwALKXkJDg4eGRkJBARHPnzg0MDJw4cSIRVVZW7tq1a+vWreXl5Zqamu7u7p999lnv3r25jhcAAAC4h8QdQKYKCws3b9588OBBhmH09PS+/vprZ2fndvbR1dX94osv1qxZo6SE+2MAAAA9GhJ3ABmpqqoKCgpiR9O1tLQ+/vhjb29vDQ2NtvZPTEz09PS8ePEiEU2ZMiUgIGDGjBkyjBcAAADkC8bwupsNG4jHo3ffbfKkhgbt3ft8BxOT5kf16kV+frIIr8eKiooyMzPz9vYuLy+3s7PLzMzk8/mirL22trblIVOnTj1//nxoaOiwYcMuXbo0a9YsR0fH27dvyzZwAAAAkBdI3LshTU0SCCg1les4gIiIUlNT58yZs2zZsps3b1paWp49ezYqKmrUqFHs1oqKCj6fb2ZmVlFR0fJYHo/n7Ox87do1Hx8fdXX1iIgIU1NTPp9fXV0t2x8CJKyhoeH+/fuFhYVcB9IEwzDXr1/Pz8/nOhAAAGgdEncJKCoqKisrq6ur4zqQRkZGtGgRbdrEdRw9XklJiYeHx5QpU+Li4nR0dAICAhITE2fNmsVuFQqFBw4cMDAw8PX1vXHjRkxMTFuvo62tzefzc3NznZycKisrfX19DQ0NBQIB6twUVGxsrJWVla2t7dixY+XnLkpycrKNjY21tfXUqVOnTZsWHx/PdUQAANAcEvcuqays9Pf3HzNmjIODw/jx4//55x+uI2q0fTvFxVFkJNdx9FT19fUhISHGxsZBQUFKSkru7u75+fkeHh7KysrsDmzPx9WrV9+/f58tiVm+fHn7rzlixAiBQHD69Glzc/OCggIXF5fp06ezfWlAUdy8edPBwWHu3LlXrlx58OABEUVERIwbN27btm0c3kW5d+/eu+++y74PGYZhGCYhIWHmzJlr1659+PAhV1EBAEArGOgUoVAYGhqqq6tLRDweT0dHh/19rlix4vr16xwG9v77jLk5wzDMunWMsTFTV8cwDKOuzuzZ83wHolb+fPMNVyF3NzExMePHj2ffD7a2tunp6eJbCwsLXV1d2RYxurq6oaGhQqHwpV6/oaEhNDR0yJAhRKSkpOTk5HTv3j2J/gQgeRUVFT4+PpqamkSkpaXl4+NTWVl5+/ZtJycn9q0yYsSITrwZuqi2tjYgIKBPnz5EpKqq6u7u/uTJk7KyMrY0i4i0tbV9fHyqq6tlGRUAALQFiXtnJCQkiPp7WFlZxcbGin//qampubu7P336lJPYRIn7gwdM795MUBDDtEjcR49mUlOb/NHUROIuAdeuXXNwcGDfGIaGhlFRUeJba2pqRG8STU1NLy+vrrxJkF0pCqFQGB4ezs5q4PF4Dg4ON2/eFN+BvYvCvm3mzp2bmpoqm8AiIyP19fXZ89rZ2eXl5Ylvzc3NFb2ZDQwMwsPDZRMVAAC0A4n7y7lz546TkxOPxyOi4cOHBwcH19fXi7bevXu3i4OpnXb6NOPjwzBiiTvDMNu2MTo6TGlp88Td2Lj54draSNy7pLy8XJRG9+rVq2UaHRkZOXbsWFGSJKnbMsiu5FxycrJoVgM7NbnV3di7KIMHDxbdRbl//770osrOzl68eDEblbGx8bFjx9raMyYmZsKECeye8+fPv3r1qvSiAgCAF0Li3lFsZsbe6W5/uPTSpUvTpk1jv+rmzJlz+fJlqQaWl8e8/jpDxPB4zMWLTRL3qipm5Ehm0yYk7lLEFk0NHTq0rZRLPEkyNTU9fvy4xGNoll1duXJF4qeAl/Xo0SN3d3d2VsOwYcOaXeS3qrS01MvLq53Lv64rKSnx8vJSU1Mjov79+wcEBNSx5XRtq6urCw4OHjRoEBGpqKi4uro+fPhQslEBAEAHIXF/MXYwbNiwYaI73Tdu3Gj/EDaZE69ClsZXXVkZ4+PDaGgwRIy2NuPjw1RWNkncGYY5eJBRU2OUlJC4S8WtW7emTJnCZsyzZs1KTk4W31pSUuLu7q6iokJEAwYMCAgIeGHq1ml1dXVBQUEDBgxgsys/Pz8pnQheqNXCcfEdzp8/n5iY2NbhOTk5dnZ2ooIrSd1FYT/H2Py71Q+llJSUv//+u63Di4uLRW/mDmb8AAAgcUjcX+DixYui4fMpU6Y0u9NdXl5+6NChto5lx8/EB7cklbc1NDChocyQIY0D7Q4OzK1bjZuaJe5CITNlCkOExF0qfvjhh4EDBw4bNqxZWZR4ksQOUj569EgG8bDjqSoqKg4ODpmZmTI4IzQTHR1tamoqmprc7P9CQUEBW2s3adKk9j8NoqOjx40bx77OggUL0tLSuhLVqVOnJk6cyL7avHnzmt2TKSoqYm8O9O/fv6ioqJ3XycrKEq+xOXr0aFeiAgCAl4XEvU23bt0SlbPr6uoGBwc3NDSItopPODtz5kw7ryNeKTFp0qS4uLguBnbyJGNu3tgKxtqauXixi68HnWdkZEREzaqhTp8+LUqSOCkLtrW1JaL//ve/Mj5vD5ednb1kyZK2ktrKysovv/xSS0uLrbXbsmXLC8tgamtrg4ODBw4c2JXLv5aNa5qdYseOHf369WNvDnz44YfNbg60SnxWa8uLEwAAkB4k7q1g+3Wwy9FraWl5eXmVlZWJ73D27FlRgcTkyZMvXbr0wteMjIwcM2aMaG5is7YSHZSbW7ZsWWPKPmYMExHRidcASWIT95ycHPEn2ToHfX19rqaKLlu2DIm7LDUrHPfz86upqRHfodk//5eamszWqLC18mzBVQdrVNhpOeznGNt3qKqqSnwH8UH9ln1L29eyHOjx48cdPxwAADoHiXsT4h2yW23c1n5XmfZVVlb6+fn16tWLnjVybvY92g42MxgwYOSQIfVsOXuHDwUpMjY2JqLs7GzxJ3Nycr755hsOmzOyazm1U68MkvLCwvHU1NTZs2eLbrjFxsZ27kSZmZmLFi1iX8fExKSdPjDMs/uBI0eOFH2O3RLV0jEMwzC5ubniZfTN+pZ2nPgEXHZtYOnN4gAAAAaJu7iTJ0+KuilPnTr1woUL4ls73lWmfaIi11bvXLdUV1e3a9cudoEnJSWlTz89Js02cfByWk3cZe/KlStJSUm1tbXsQyTustF+4XjLkfKuJ7XNmoo267zOunTpkmiVicmTJ4sWQ2WJt/+XVOOa5ORkGxsb9oyWlpZdrwYEAIC2IHFnmKbNsFuuX8gOqrH9/jrYVeaFzpw5I14G3dZN6ujoaFGbv3nz5slsZRboIBMTEyLKysriNozhw4cTUWFhIfvwtddeI6LDhw9zGlR39sLC8YCAAFHhuLu7e2lpqaROLb6MV7OWNeKL8rL3A8Wn5bRccFeyreIjIyNHjx4tuqjo+ockAAC01NMTd/HGya2WgZ4+fdrCwoL9NpoyZcq5c+ckdWr2e5SdedaySDQ7O1t0LxsL68gtJO49TUVFhfQKxztOfK23gQMH7tixY+fOnb1796Y2Vm6Oj4+3trZmo7K2to6Pj5dGVBUVFaJqwK6vDQwAAC313MSdXVVEfKnCe/fuie/AdpVhv+qktwyq+P10tkj00aNHooluUlqEBSSFbfzHeVcNXV1dIiooKGAfrlixgoj++usvbqPqlj777DP2zpuzs7PoSoklfuNOgv3X25GYmDh9+nQ2Hva8b7zxRrOZr+K1eXp6ejJYzvnWrVtvvvkme8YIzKAHAJConpu4p6enswPtLUtQXthVRuJSUlJE66KzZfQqKirr16/HCoVyDol7j3LhwoV+/foNGjSo2Yi1NArHO0goFP7www9EpKGhcerUKfFN4uPfsvkcE3f27Fn2F1JSUiKzkwIAdHs9N3E3NDQkot27d4s/2bKrTLNuDFIVGRnZv3//YcOGTZ48GavWKwQzMzMiysjI4DYMPT09Irpz5w778PXXXyeiP//8k9uoup+4uDgisrGxEX8yJydHdONu7dq1Dx48kHFUDx48IKLBgweLP/nkyRNRV5m33nrr9u3bMo6KYZj+/fsjcQcAkCwV6qkYhiGiV155RfzJV199NSYmhohsbGy+++47KysrWYZkb28/ffr0Y8eO7du3TzR1FQDkmYGBwahRo8aMGRMYGCiqI+dcnz595s6dm56eHhAQIGr5AgAAiq7nJu5CoZCI2NldIm+++WZOTs7WrVv/v707j6qq3PsA/mUeRcUhZxEJcCTBqXIqNSGhdc0gryVaVyGv3oNpTpUCTq9mJVBpmFeXYvUmDncBor04hcu6CkiJCCiImIAGIiLzcPb7x9bjYVKGM+zj+X4WaxV7OM+Pc47nfPezn/1sxahQrdBi09Qq4islHgRKpwyJVKUnDA0NY2NjxavMJeWbb76xtLRs8BFHREQ6TX8/08VY0yAiv//++1evXvX19dVWdG7ycIKIpKC5IyLtpvbmqrK2ttbkJ8nt27d9fHxkMpnGWiQi0kPsca/3xWZoaChek6oxoaGhgiAsXLhQvJCLwV23SKRvmz3upHWlpaWRkZEODg6KJXwfEhGpHIO7liNyYGDg/fv333vvPTG4N3kegKhVGJiIiIieSfrbsyuRiNzg+EEihxOkW5jUiYiI9IH+BkSJROQGZUjkcIJaSJqJWZpVERERUTsxuGv5GWiQ1CVSFekWJnXNkObzLJGqJFIGEdGzTX8DokT6tjlURqdJM6xIsyrSN3wfEhGpnP4GRIlEZA6Vofarl5BKS1FeDgD37qG6Wqt1ERERkSrp76wyEonIHCqj06TVp5iYiNhYFBYaZGcDEE6exF9/oV8/jBqFwYOh7bc6ERERtZP+BneJRGQOlSEVqKkBgHPn0LlzveWCgJwc5OSgd2+8+SZsbbVSHREREamE/gZEiURkDpXRaZLocU9IMCgrA6AooomqcnOxaxfy8jRf3bNEEi93IxKpSiJlEBE92/Q3uEskInOoDLVLRgZiYx/+/5MzU0UFvv8eJSUaKIoIjPJERGqgvwFRChG5cQ0SOZygFtJyNKmsRFTU4zIUVQHKvz5WXo6YGA3VRkRERKrGMe7aDO6NY7oUqiKdcf68OIFMkp+fXBA6mps/fZdr13DrFvr0UXttREREpGr6GxCl0LfdOKYzuOuWJnvc8/Lyvvjii2oNTMX4++/ifzuam3e2sDB89GZ+ynmAR3sRERGRbtHfgCiFiMyhMs+k1atXf/TRR0OGDImMjFRjM8XFKC5uy47Z2SquRG9IbtB2aSmSkgx+/hmAUFWF2FhcuoTKSq3UIrknh4joWaS/Q2WkEJE5VEbXid3qVVVVygt9fX2Tk5NTUlJ8fHxeeeWVkJCQ4cOHq77tu3ebW1NYXo4mx7iL7t2DXA6+x3Tagwc4eRIpKZDLUVEBAHV1SEhAQgKMjeHmhkmT0JKhU+rEKE9EpHL6++UthYjMoTK6Kzc319fXNzU1tWvXrm+99da+ffsUqyZPnnzx4sXw8PBu3bqdPn16xIgRvr6+f/31l4oraGooTm5Jie+RI/+Xmfn3YcPG9O7d9I6CgNpaFRdDmpSVhe3b8ccfkMubWFtbi/PnsWMH8vM1XhkREamX/gZEKURkDpXRRRUVFevXr3d0dIyIiDA3Nzc3N8/Ly5s7d+6rr7566dIlcRtjY2M/P7+MjIyVK1caGxtHREQ4OTlt2bKlQd98u9TvTy2vqQk6c+b5r76K+OMPS1PTsX36PN+lS9M7GhnBxERlZZCGZWbixx+fPh6mpAR79+L2bY3UREREGqK/wV0KEZlDZXROdHT0kCFD1q5dW15e7unpeeXKlZycnL1793bv3l3RuX7nzh1x486dO2/evPnSpUvTp08vLi5etWrV8OHDVTbwvVu3x1VlZAz55pvgM2cqamo8HR1T//lP2Zgxze7YtSt4ZKijSkpw6BDq6oCnTdsPoKoKP/3U5JkZIiLSUfobEKUQkdnjrkPS0tLc3d3feOON7OzsESNGxMfHR0dH29nZGRoa+vr6ip3rJiYmERERDg4OQUFBis51JyenmJiYuLi4IUOGXL161cfHZ+rUqZcvX25vQdbWeO655Pz8iXv2vPHjjzeKi1179jz7/vvRs2f379TpSTsOHNjepvWV9gdtx8U97GsXBMXRV7PT9gMoLsbZs5opzcbGxs/Pb9asWZppjohIP+lpcJdIPjY0NHRzcxsyZIhiiRQOJ6iBoqKigICAYcOG/fzzz126dAkJCUlISBg/frzyNp06dRI71729vUtLS4ODg4cNG6bcuT5lypTk5OTw8PCuXbueOHFixIgR/v7+BQUF7arqzJlR330Xn5PTxdIyxN39woIF4/r1e8puBgZwdW1zo9Sk0tJSTTRTUoLU1If//7TPrrSCgu0JCbVyORISNHNJQ5cuXcLDwzdt2qRYov3jHCKiZ46eBsTm8nFJSUmlBidT69ChQ2Ji4rlz555aGGlFbW3tzp07nZycwsLCDA0NZTJZVlZWQECAkZFRk9s7OjoeOHAgLi5u6NCh165d8/HxmTJlSkpKirjWxMREHPguk8kEQdi5c6ezs3NoaGhtK3PV46p++snQwEA2ZkyWTBYwZoxRS942rq5obuw7tZWXl5dqzqI8WXr604fHPLL0558XHT06bPv2Y5cv4/p1tdZFREQao6cBsbke9+XLlzs6OirPEKJhEjkVQABOnTrl6urq7+9fWFgo9peHhoZ27NjxqTsqd66fPHlSfBBF57qtrW1oaGhKSoq7u3tRUdGSJUuGDRsWGxvbwqpOnjwp9taLVf1+8mSol1dHc/MWDVvv1g2vvdbChqiFsrKykpOTT5w44erqunTp0uK2Ta7fEnl5Ld/2n6NGDbS1TS8sfP3776fOnp2WlqauqoiISIM0FNzzWvOVowFNdmxXVVUlJCT8+eefc+fOfe2117TyVccedynIysry8fGZPHlySkrK888/L3aiK49oeirFrDIymQyA2EG+ZcsWxe1UBw0adOzYscOHD9vb26enp0+fPj08PPzJj5mZmSl24V++fPn555+Pjo6Oi4sbPHEiZs2CqenTa+raFe++26It6YkyMzNTFUNWgIEDB16/fl0mk8nl8m3btg0cODA0NLROvH5UtR48aLxMEIRDaWkAyqqrj2dmKpZ7OTmlLVoU4u5uY2Z2IinJxcUlICDg/v37qq+qGTExMeXl5WZmZvv27VPLs0FEpJc0ERDT0tIGDBigPNuGdtXW1u7atcvKysrExCQ0NFT+aC5kMzOzxMTEvXv3duvWLS4ubvjw4Rr+qisoKBCbY3DXlrKysqCgoKFDh0ZGRlpZWQUGBqakpHh7e7ft0RSd66+//vq9e/fEWWWOHj2q2GDGjBnp6ekhISF2dnYzZ85sSVXW1tZiVZ6eng9XDxyIBQvQp0+zdRgYYMQIzJ8PG5u2/SEkGjt27MaNGwsLC1944YXFixfffXQPLMULPW3aNMVZlOPHj6u7nsS8vHG7dy+IigJQXVfnsX+/5w8/ZBQWimtNjIwCxo5NX7x43uTJdXV1YWFh3t67d+9uevJ3FRIv4/by8iotLa2url6+fLmbm9vp06fV2yoRkZ4Q1G/Pnj2mpqYAOnXqtG3bturqag002pyYmBhnZ2flZ2DMmDEXLlxQ3qaoqEgmk4njmMWLEWtra9VaVXV1dUhIiDgMIzQ0tKqqSq3NUWNyufzAgQN9+/YFYGBgMGfOnPz8fBU+flxc3ODBg8W3nNhrrry2uX8Ucrl87969PXr0AGBoaDhnzpzbt2839wcIV68KkZHC1q1CUNDDn7AwITZWuHNHhX+InisqKlq5cqX4gSZO99ngX2tUVJS9vb34Qnt6emZlZams7f/8R/HKFq5YIXt0VUMXS8svpk37ctq0jubmAEyMjGRjxtxbterx2+D06YSEhIkTp9rZVQOCq6sQH6+yopTdu3dP8eSIl2uL55TU8mwQEeklTQR3QRCuXbum6LZ0dHSMjY3VTLvK0tLSpk+fLtYgjn+Iiorq16+fIqg1iETJyckTJkwQt3d1dT137pyaCjt8+PDARzP0eXh4pKenq6khak5CQsJLL70kvgSjRo369ddf1dGK8uGZeKFqQUHBE7a/cOHCiy++KFY1evTo3377raUtVVUJFRVCTY0KiqampKenv/766+JL4+TkdPToUeW1VVVVISEhNjY2AExNTWUy2f3791XQakKCEBRUvWZNiLu7ckYvfpTRldO8rYVFiLt77dq1QlCQcO2a+ABRUYKdnQAIgODpKWRnq6AoUV1dnXg3A8UR5p1Hh4vqejaIiPSShoK7SLnTUZO9L3fv3pXJZMbGxop+oMrKSnFVWVlZYGCgubk5AHFohGKVKCoqqn///mrqhU1NTXV3d1d8/UdHR6vwwakl8vLy/Pz8xLFJvXr12rt3r1wuV2uLhYWFivM5tra2ISEhNY0Sdm5urqKq3r17a6AqaoMGZ1FSU1OV1yq/iD179gwPD6+rq2tXew8exM2dO/jRjbem2NunLlr0uFv90c9Ff/+JdnbiNoO6dTv+j38ISicMy8qEzZsFa2sBECwshJUrhQcP2lWUIAinT592cXERW5w0adLvv//eeBvVPxtERHpJo8FdeNTpqNz78qD93xtPa65Tp054dL3gnaaGDWRmZiqfEGjQf/bUcN8GBQUFyumt8Ql3UrfGb8WSkhKNtX7lypVp06aJbzlnZ+djx46Jy8XuyQ4dOgCwsLBYuXKlJqui1mpwFkUmkxUXFytvkJCQ8PLLL4svtJub29mzZ9vWUEZGxuM+/q5dj77zTuPIrvxzwNtbcR+ut95668aNeu+inBzh7bcFAwMBEP7nf9r+59+4Uaa4NsPOzu7gwYNP3v6///3vmEf39B09evT58zltb5uISC9pOriLcnNz58yZI0566DJ0qPynn9TRys2jRx0cHMQvCXd39wb9YY2dOHFCMXNI4xMCN2/enDNnjmKkTUxMzMMVVVVCUZFQVCS0bOy+8onjloyXIHWIiopSDE/y9PS8fv26tspQHgG8c+dO5V+1VRW1lvJZlMZXxYiXTyhO3Hl7e9+4caPlD15v4HjHjptff71qzZonp3bxp2rNmpCZMzt06DBo0Lvm5oJMJjQYonL2rODpKZSWtuVPLisTAgMFc3PB1XWqpaVlYGBgRUVFS3ZUPBs9e46yspJ7ewuteTKIiPSddoK7KCEhYezYsV9PnCgAwsSJQlMnWNvoyhXBw0MwNv6bg4N4T5wW7vfUXtiTJ08qwv0UV9crn376+JsyOFjYsUOIjxfKypp7fOWg1vgKRdKMzMxMcdzU8OHDT506pd1iKioqNm7caG1tLZ7PAeDi4nL69GntVkVtcPHiRcVVMSNGjPjll1+U15aWln7yySeKE3fr169/6om7pgeO37ghbNjQkuAubNkiFBTcunVryZI7Yud6r17Cvn1CO0ddyeVCRITQu7cACAYGgkyWeevWrdY+SGlp6dat2ebmAiBYWQnr1gnl5e2qiohITxgIWr0ftVwuF3bvNvr4YxQUwNgY/v5Ytw62tm1/xDt38Omn2LMHdXXo0uWvzz6z9fUVU1rL5efnBwUF7dq1Sy6X9+7de9OmTYrzAwBqqqu3L18euHPn/cpKEyOjhSNHbnj11Q5mZo/3NzPDlCkYOVL5MZOSkpYuXRofHw9g0KBBn3/+ueLEN2ne2rVre/bs6efn19w9UDUsLy9v3Lhx2dnZ/v7+33zzjUSqojaIjo4OCAjIzs4G4OnpGRYWNmDAAMXaW7duffzxx/v377e3t09NTTVT/tyo78yZM0uWLPnjjz8ATJo0KSQkRDGOHDdvIjISpaVPqsPWFrNm4dGA+MREBATg118BYORIhITg0fid1klKQkAAxHs9u7khNLSNjyO6dQsff4z9+yEI6NMHGzdizpwW3UmMiEhvaTm4P1RcjM2bsW0bqqvRuTMCA7F4MVqbXaqrsWMHAgNx/z5MTPDee9iwQfG91QaJiYkymey3334DMGHChLCwMBcXF9TV4eBBpKffLS9f98svX1+4YGVqmrF4cc8OHRru7+aG6dNhYJCXlxccHPzvf/+7rq6uS5cua9asWbx4MZMZNfDmm28eOXLk8OHDM2bM0HYt1C4VFRVhYWEbN2588OCBhYWFTCb75JNPOih9RIid8ZMmTWpydzHcR0REAOjbt++GDRt8fX0bt4EzZ3DxImprG64yM8OYMRg3DiYmyosFAQcP4qOPcPMmDAzw1lvYuhX9+7f0j8rPR1AQdu2CXI6ePREUhPnzoZIbTpw/j4AAnD8PAKNHIzQUY8eq4GGJiJ5J0gjuoowMLFkC8a4lL7yAsDCMH9/SfaOjsWQJrl8HgClTEBKC1tznsjmCIERERKxYseLOnTuGhobvvPPOF1OndhNbAQCcv3Uru7h41tChTe5eMWpUWEqK+P1tYmKycOHCdevWidexETUwc+bMw4cPHzp06M0339R2LaQCubm5q1ev3r9/vyAIvXr1CgwMnD9//pPvrVZeXv7ZZ59t2bKlsrLS0tJy+fLlq1atEkfXNK2yEpmZyMvDgwcwMICNDfr2xcCBaP4cY3k5PvsMW7agshKWlli+HCtXwsLiSX9ITQ22b8fatSgpgYkJFi7E+vUqvpeXXI79+7FiBe7cgYEB3n0Xn32GHj1U2QQR0TNCm+N0mhQVJQwY8Hiq4adeuJSUJEyY8HB7Z2eh/oQwKqF8cVhn5dmRm/+RBwYe8Pa2ezSrg6enZ2ZmpsoLo2eJmNcPHTqk7UJIlZQn4x85cmRzt4No5wWsrXX9ujBz5sNPzTFjBEEQFi0SAGHevHqbmZkJO3YIkyc/3PJvfxPU+jFWXCwsWyaYmgqA8NxzQnn5k6oSLVokODk1fBwrq3ZNlUNEJGWqONOpWl5eSE1FYCAsLBATg23bAODePSxfDgcHmJmhSxd4eT0crVlaismTER+Pbt2wYwcuX4YaBo6LU7+nXLrkMXjwvYqKJcePu+3cGZ+T09z2Cbm54/fs8YmMvFFcPKJ//zNnzkRHRyvmMCFqkngRhSCdM2CkCqNGjTp37tyBAwf69euXmJg4btw4Hx+fmzdvKm+TlJQ0fvx4Hx+fnJwcccpIRYhXkwEDcPAgzpzBCy/Az+/hQgsL7NuH5OSGG/v7w8kJsbE4cgRq/Rjr2BGff47UVHh7w8/v4XmA5qoiItJP0gvuACwsEBSEtDTMm4e1a1FQgNGjcfAg1qzBhQuIjISVFSZMwI8/wtoagYFYvhzXruGDD1o9LL41HM3NY318ov7+d/vOnf+4fXvinj1eP/yQU1ysvE1uSYl/dPTYXbvO3bzZ1dIyxN09Ye7cic0MpCEifSD2oF+5ciUwMNDMzCwyMnLQoEFBQUGVlZX5+fn+/v6jR48+d+6ceFuiCxcuvNye6z1bY+JEJCZi3ryHvzo6wt0dy5Y13MzbG5cvw8NDM0XBwQEHDiAo6ClVERHpp9ZNt6JR/ftjzx4A8PVFfj7S09Gnz8NVr74KHx/4+WHqVCxZoqF6srIAeDk5TXNw2JGQ8OmpUzFXr57Kzl7+8surxo2TC8JX589viI8vra42NTL6YOTI9a++aiNOGXH9Orp00VCRpLPY4/5ss7KyCgoK8vX1/eijj44cORIcHPztt9+WlpaWlZWZmZktWbKkwQWsmtGgr2PrVgwfjqgovPFGveWtnJdLBZSvBWiuKiIiPSTJHndlVVWIjMT8+Y9TuygwEKWlOHxYc5UUFor/NTUyChg7NnXRIp8hQ8praoLPnHEICxsQErLqxImy6uq3hw69+q9/hXp42Cgmeiso0FyRRCRh9vb2hw8fPnXqlIuLS4cOHerq6jw9PVNTUzdv3qz51N7Y4MFYsAArVjQxV40WPbmqjAwYGNT7KSvTeIlERJoi4R53UU4OKisxfHjD5c7OMDFBRobmKqmqUv6tX8eOP3l7/3PUKNmxY/mlpWXV1W69em2bNm1845Gp9XckahJ73PXHK6+8kpSUdOvWrbq6OsUd2SQiOBjff48dO/Cvf2m7FCVPqMrODkeO1Fvy0ksaq4uISNMkH9zFHCOFe3KYmjZeNtHOLsnf/9rduzVy+bDu3Q2arLP5e6wQkX4yMjJS6+Wnbda9O1avRnAw5szRdilKnlCVmRleeKHeEpXMLk9EJE2S/4Szs4O5OS5darg8PR01NXBy0lwlXbs2udjY0HBQt27Dn3uu6dQOcIA7tQR73EkiPvwQVlbYsEHbddQnzaqIiDRM8sHdzAze3ti1C3l59ZZv2AArK2jyVjVK9y1vHYmdCidp6tMnePz4K6amPM1PWmZujk2b8NVXqKnRdilK2lBVYSFmzECfPujbFz4+KCpSZ31ERBoh+eAO4Isv0KMHJkzADz/gyhWcPYt330VkJL77rrlecLUYMACdO7d6rz590K2bGqqhZ01urvPZs4Oqqvo8fVMiNZs9Gy4ukMu1XUd9ra1KLsfcucjORnY2LC2xerU6iyMi0ggD3Tg1X1SETZtw5Aj+/BPW1njpJaxeDU3NdvxYSkqr57Hx9W17Vz3pk1mz8NNP+N//xdtva7sUomfOvn348UccO6btOoiI2kfyF6eKbG3x+ef4/HMtlzFsGNLTceVKS7cfM4apnVpIvERCJ46jiXRLbS2++w6+vtqug4io3XRhqIykzJjR0rt+DxuGadPUXA0RET2JIGDBAtjbY/58bZdCRNRuDO6tZGyM2bMxbtyTphwzNsbUqZgxQxKzWBIR6StBgL8/Kiuxezc/j4noWaAjQ2UkxdAQkydjxAicP4+0NDx48HhVp04YMgSjR8PGRnv1kU7iUBki1RIELFyI+/fxww8wMtJ2NUREqsDg3la2tvDwgIcHSksfZveOHWFpqe2yiIgIAJKTER6OHj0g3urK2RknTmi7JiKi9mFwbzdra1hba7sI0nnscSdSLVdX/oMiomcNx7gTEREREekABnciSWCPOxERET0ZgzuRJHTvDnt7jroiIiKiZunInVOJiIiIiPQbe9yJiIiIiHQAgzuRNi1eDAMDvPdevYXm5vj2Wy0VRERERFLF4E6kZRYW2LcPycnaroOIiIikjcGdSMscHeHujmXLtF0HERERSRuDO5H2bd2K+HhERTWxilePExERkYjBnUj7Bg/GggVYsQK1tQ1XzZ4NX1/cuaONsoiIiEhKGNyJJCE4GHl52LGj3sIbN3DoECIi4OyML79ETY2WiiMiIiIJYHAnkoTu3bF6NYKDUVz8eKGdHS5dgocHiouxbBmGDkVsrNYqJCIiIu1icCeSig8/hJUVNmyot9DZGbGxiIvD0KG4ehXx8VoqjoiIiLSNwZ1IKszNsWkTvvoKNTWorERMzONVU6bg4kV8/TU+/lh79REREZFWMbgTScjs2XBxgVyOY8fg5YXJk3Hp0sNVJiZYtAg2NvW2T0xMrG18QSsRERE9ixjcibTp66/x+++PfzUwwIULEATMmAFbW5w6BTc3LFqEu3eb2Dc3N3fSpElDhw49evSopuolIiIirWFwJ5KiDz5AZiZWroShIbZvh4MDtmxBdXW9bXJzc3v27JmRkeHp6fnGG29cvXpVS8USERGRJhgIvL8LkYRlZGDZMohd6o6O+OILeHo+XltVVRUaGrpx48aSkhJTU9Pw8PB58+ZpqVIiIiJSL/a4E0makxNiYhAXhyFDcPUqvLwwdSouX3641szMbMWKFdevX5fJZEZGRi+++KJWiyUiIiI1Yo87kW6orsZXX2H9ety/j/Hjf3Rzu7B27drOnTsrNrh9+3aPHj20WCERERGpFYM7kS4pKEBgYG1U1MDc3Jtdu3Zdt26dn5+fkZGRtusiIiIitWNwJ9I9aWlpS5cuPX78OABnZ+cvv/zSw8ND20URERGRejG4E+mq6OjoDz/8MCsrC8CUKVPCwsIGDRqk7aKIiIhIXXhxKpGu8vLySktLCwkJsbGxOXHihIuLS0BAwP3797VdFxEREakFe9yJdF5+fv4nn3yyd+9euVz+3HPPfffdd15eXtouioiIiFSMPe5EOq9nz567d+9OSEgYP378X3/91alTJ21XRERERKrHHneiZ4cgCL/++uvLL7+s7UKIiIhI9RjciYiIiIh0AIfKEBERERHpAAZ3IiIiIiIdwOBORERERKQDGNyJiIiIiHQAgzsRERERkQ5gcCciIiIi0gEM7kREREREOoDBnYiIiIhIBzC4ExERERHpAAZ3IiIiIiIdwOBORERERKQDGNyJiIiIiHQAgzsRERERkQ5gcCciIiIi0gEM7kREREREOoDBnYiIiIhIBzC4ExERERHpAAZ3IiIiIiIdwOBORERERKQDGNyJiIiIiHQAgzsRERERkQ5gcCciIiIi0gEM7kREREREOoDBnYiIiIhIBzC4ExERERHpAAZ3IiIiIiIdwOBORERERKQDGNyJiIiIiHQAgzsRERERkQ5gcCciIiIi0gEM7kREREREOuD/AdbmlK8J/IS/AAAAAElFTkSuQmCC\n",
"text/plain": [
"<PIL.PngImagePlugin.PngImageFile image mode=RGB size=1000x1000 at 0x7F45381E6F90>"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"submols = getSubmolRadN(mol, 3)\n",
"Draw.MolsToGridImage(submols, highlightAtomLists=[[0] for _ in range(len(submols))], molsPerRow=5)"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<PIL.PngImagePlugin.PngImageFile image mode=RGB size=1000x1000 at 0x7F450C9F3FD0>"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"submols = getSubmolRadN(mol, 4)\n",
"Draw.MolsToGridImage(submols, highlightAtomLists=[[0] for _ in range(len(submols))], molsPerRow=5)"
]
},
{
"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": "3.7.7"
}
},
"nbformat": 4,
"nbformat_minor": 4
}
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