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@iwatobipen
Created January 8, 2020 12:00
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QM based partial charge calculation and visualization
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"2019.09.2\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"RDKit WARNING: [20:33:07] Enabling RDKit 2019.09.2 jupyter extensions\n"
]
}
],
"source": [
"from psikit import Psikit\n",
"from rdkit import Chem\n",
"from rdkit.Chem import Draw\n",
"from rdkit.Chem import rdEHTTools\n",
"from rdkit.Chem import rdDistGeom\n",
"from rdkit.Chem import AllChem\n",
"from rdkit.Chem.Draw import SimilarityMaps\n",
"from IPython.display import SVG\n",
"import io\n",
"from PIL import Image\n",
"import numpy as np\n",
"import rdkit\n",
"print(rdkit.__version__)"
]
},
{
"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=600x200 at 0x7F3D64423710>"
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"atorvastatin = Chem.MolFromSmiles('O=C(O)C[C@H](O)C[C@H](O)CCn2c(c(c(c2c1ccc(F)cc1)c3ccccc3)C(=O)Nc4ccccc4)C(C)C')\n",
"rosuvastatin = Chem.MolFromSmiles('OC(=O)C[C@H](O)C[C@H](O)\\C=C\\c1c(C(C)C)nc(N(C)S(=O)(=O)C)nc1c2ccc(F)cc2')\n",
"Draw.MolsToGridImage((atorvastatin,rosuvastatin))"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"def show_png(data):\n",
" bio = io.BytesIO(data)\n",
" img = Image.open(bio)\n",
" return img"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"mh = Chem.AddHs(atorvastatin)"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"0"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"AllChem.EmbedMolecule(mh)"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [],
"source": [
"_, res = rdEHTTools.RunMol(mh)\n",
"static_chgs = res.GetAtomicCharges()[:atorvastatin.GetNumAtoms()]"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<PIL.PngImagePlugin.PngImageFile image mode=RGB size=400x400 at 0x7F3D36EF7D30>"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"d = Draw.MolDraw2DCairo(400, 400)\n",
"SimilarityMaps.GetSimilarityMapFromWeights(atorvastatin, list(static_chgs), draw2d=d)\n",
"d.FinishDrawing()\n",
"show_png(d.GetDrawingText())"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [],
"source": [
"pk = Psikit()"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [],
"source": [
"pk.mol = mh"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"-1829.2926588793907"
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"pk.energy(basis_sets='scf/sto-3g')"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([-0.25255482, 0.30143802, -0.32438822, -0.11717041, 0.08154207,\n",
" -0.2881839 , -0.10450344, 0.08560203, -0.32517558, -0.10802402,\n",
" 0.00647477, -0.2435092 , 0.09567415, -0.06943914, -0.02111642,\n",
" 0.0738876 , -0.01176704, -0.06475746, -0.09105971, 0.13365939,\n",
" -0.13218515, -0.07742044, -0.04408668, 0.01098455, -0.06559951,\n",
" -0.06040177, -0.06947448, -0.06135041, -0.04952727, 0.27081455,\n",
" -0.27553738, -0.3447712 , 0.11427093, -0.07903226, -0.05732334,\n",
" -0.07598886, -0.05233332, -0.07936654, -0.03025464, -0.16285522,\n",
" -0.1616809 , 0.2134599 , 0.09001733, 0.07105655, 0.05454394,\n",
" 0.15966017, 0.04380157, 0.07113013, 0.0591033 , 0.18811014,\n",
" 0.06286486, 0.0599066 , 0.09237473, 0.06247845, 0.06611371,\n",
" 0.0765223 , 0.07491475, 0.07837828, 0.05471296, 0.05595264,\n",
" 0.06454757, 0.06120485, 0.06262242, 0.18890601, 0.04833459,\n",
" 0.0578249 , 0.06043878, 0.06183679, 0.0908371 , 0.04824865,\n",
" 0.045013 , 0.0614332 , 0.06082869, 0.05838475, 0.07073379,\n",
" 0.05019326])"
]
},
"execution_count": 23,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"pk.calc_mulliken_charges()"
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {},
"outputs": [],
"source": [
"pkmol = Chem.RemoveHs(pk.mol)\n",
"mulliken_charges = [np.float(atom.GetProp('MULLIKEN')) for atom in pkmol.GetAtoms()]"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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VQEBG103CNKUxuSHHfQCmBuJPKcbLBTbTuwA6OjqAcL/9lwuANrNVrfrOoQ5FZHtn1323PTA+MtbY1AgAqgjnLW+prKsYGhh++pG1/T0DZhCYGR/t8j1JJBI1NTUjIyOGmZBBtIAIaAYB1gBgRHe2TeLdf6azsvmzW8Bk0fyf2lExXjhiworxMkJABGRLx5bGxkYGZtbMOhQd6pB1GIS5UAdrn1q7c9vO5YctqZ83a+6CJgDYsWMHe7qsuqRpWeOspunPPrpm186eIAxyYS5kHeiAmVm0iOhQ61Br0XlDqWZhkVALaw7NP2HNZta0GSwmzBKyGfIqDPkhP3+1pBhjb0NMWDFeLrjuWDA0NDSnaY5TvFmEWSQUHTJ3dXaNDI8uWDEvUZoMdTCzcQYAbO/coXUY6FCHQVlN6fwV8557bE02yNrZq8Bi/e+idaiUMq8izKBZmDm0lMSa2XzVwlpEi2gT9hmuEhEEEWFrvze3/Sd3WYx/hpiwYvzrcEObRbQ87ysAICAhaa3DMEylUiZ+cRPsNbMOw2DH1p1zFjQgiYRByOHM2TMAoGvbzkAHmsNQa826tKqkdkbNzs6dhmlAk4iYUh/P80rKSggIQsNiLFrERnImjGIJQ9FatJaQWdhuJNuqbDuqOuIpW639H9ypMf4RYtE9xr8KO38QXYUM7PFVbGmOpzxCyuayylNmhL0bQy+DfYN+IlFaUZLOTrKIFj1j9nQk3L1zdzbIJr0kICshEKieUTXYM6yFEVhjCCgCODY8LgLJZBI1igAHWlhEs+hQBFjbVUDX+lQQETQBAQkQoigERCACa94yvZaj2WGx2WFvRBxhxfhXYKQiiIad5mMSAZP4aebQ6N5QVl421D8I9v72TiI4PjKWTCXEpmIsLH4iUVVTFQbhpjWbXTQGIFBSXpyZyIAjFDProq+3t7yiHCGyMZitYg5FWCQMzUaySQO1eTI2BdhstX9Xjy2uihoAADBODPdWxBFWjBePqEzPWJ0kGvfs/mxbrQOweOTV1tZu27Z92sxpyIgm1EFABK215ysAsLGNyH233zc6PFpdW/2F//fl5QcsO+GNrz7q+CNVykMBZkZAECJCIkSCgYHBaXXTgEFCLSKcC4WZg1BrAWbRAhAadYrNMEQEVAoQxBc0w6eJQQjANFwmtOYsFMB4EM/eiZiwYrxQuAHy4mwBggDCIAhoS/kAGATR2JpQhEMGhMWLFt95152g7ZxC44dCgGQqNTI6anxRHAS/+N4vb77+VgAoKSseGx179vHnnn38uUu//8sT3vDq419znJ/w0Qr5RmXHgYGBZUuXKiDNGoyapllEQGsQkFCDImABECACrVERMyORsIBhJ2uEB/eLKaUWABAWJIo5a29DTFgx/iWwGH0IGMBq12DzN1ekB4qMm7O6qrqoqKitrX3+wvmmnpmISFT1tOptHdsIaXR4/MvnfPWZx5/1E/6HPvn+V73hVZNjE6vveeSWG27bsrnz2iuuu/aK6+a2NL/9fW8//YzTSktKCVV/T//k5GRNTQ0AaBNhBVqYdU5zEPYM9u3q7dne01VZWhGEQdOshqaZjcpT6JupOwpIGAQVIbApAxKCvPa2hxs+xl6EuPg5xguFmGjFLKyxAIOgQChgTOViSosZEEXMfGYyFcmA0NXdvfrh1a8/+fUatGg9kZvUHGZy6ccfemp4ZODrX/pmz67e2rqa877z2dZFLSTIIL7yAWXr5u1/vuHWO/58ZyaTAYCy8rKT33TSBz74wfHh8ZrqmoNXHgQIwVhGRMLJHGgenxh/6OnHJtITDbUzSovLEp43NDayvbebCJe1Lp5T34BEyldEiL6HCtFTpBQQKo/EbDKZeTxAhHEX5r0NMWHFeEEwwjgau5P91YycMI3b2S0XiojpFQpIBIKUsAs7d913T3Fp8bL9l2rW6exkqMNcmLnykqu+/fXvBrlg+cpl5337c9U1VSFrBBEBjxQgJrxEz7beof6R8YnR635z48MPPmyerbm5+QMfOOus955VVVEZjKdFIJzIjo+P3/HwPdMrp62YtxQ0ozu8kWj3cO9T7esWzGld2DRPJT0gVL5HHqEi8hUAkm/nHqLjqTgl3AsRE1aMFwA3CwfMZAlkCAWAhUFYgyCbmhiRaCyhoAGg7xEiejQ+MX77nXccctghNdOqJ7PpbDb99a9846Kf/gIAjjzqyK98/4t+ytfCAIIiWoSAiNTArsGujp0HrVpZUVGlyOvevvO6a6//9ZVXDw8NA0AqlTrxda9/9xnvPO6Io3LjmVsfumt6RfWypgXMIiGDoAgDAqFCDyZz2QfXPbGsdWFTQxMQqqSnFKLnka8ASfkEiKTsxEMAQBVHWHsdYsKK8U9gM0HjqAQQzWAYhRkEONSAIKHVsIQZotnxAEiIvkeE5CsAWLd+Xcf2zuOOO2533673vfv9qx9cnUgkvvC185YuX7Zrx+4Zs2unzZ7GwIqU1vzuN7+vKFV05KojznjvW6fV1aYSRYRUWlRGgPff80Dnls5bb77t7nvuNgfw/NZ5JxzzqqVLl735qNdwoEGEAwYAFkEEu7KosGd84LktG0888tXKI0x45ClShAkPEZWvEAGUckQLLs6KOWsvQkxYMf4JbMGKsTEJmCJh1lo0ADMzI4sOtQCgZldfjICCQEBAnkcKyPeV76HCW++4rb2j45vf+Obu3btnzZp50eUXLd1vSS7IDQ4Mtq1vGx+bLCktJkXbOrd98fMXmE7KM+tnnnbGqWe+88zG+oZUqmhoYPCRhx479dRTPVCb12645trfXHHVr7p27QSAhJ94zdHHv+Pk0w5fcYgdMiZolibRQySlkt4Dax5taZw7Z1aDSvmkFPmkfB8QKOEBIimXEkZxVkxYexNiworxT2CKb8wPIChaC1jrk7BIoAGQcwEQsmbrDmVA468iMmNQyYQzvrro0os//vGPh2F4+OGHXXrFxZXVVTkdBDoQCbO5IAhyI4MjQRj6vscIf7rhjzde+4ftW7cDABEdseqI95/1vlSyqHlu8wH7rQCNYTormjPD43/8y20XXv6LJ556ItQaAGbVzXjT8a9/15vOmDVtJgAiASlCIpXy12/vCCR30OKVlPTIJ1JKJT0ApIRCQPTIiO52VmtMWHsZYsKK8U8gmp2+LiAioRYQDplZQLMOGIQ50CBGz5LIQ4oKAZB8QkXkqYD1Jz/76V9eeTkAHHf8cT+/8Oez6mfkwkBzmAtyApILcyJRXbMQEQB4yl+3Zt21V117w3U3ptNpACgvL3/7O97+kQ9+ePH8BUEm4EAHk9mN7Zt6+/pmV06/5vfX/uaP1+/s2QUAlWUVj/3ujlQigUohKST0komdA7s3dLW/7ohXqaSHviJPeQmvIMKiOMLamxETVox/CHERlgizAIgEWgQk1KxZRHQuBBDOagRgrbOZ7NDYqGhdXFxSXlaKCOgpIOobHHj7B9/92JOPp1Kpn/3kJ8ccc+xDD68+7oTjyspLwyAIOBTWgQ4ZmJkJKWTtKRIADz0zeyI9kfnDjTf95Ic/2bJli9m0lStWvO+d73nrm0/3GZ/dtDbMBMuaF+hcGGSD+x558NLrrnxq/XMNM+pvveQ6QiRPAZGX9HcP9a3f0faaw49VCZ98hZ7yEiYlVI6wCBAQ7RJhTFh7FWLCivH3YSfOiwADA+tIZWfOmYYLrHMhCHAQZjLZNW3rtuzcXl1eiSDDE+PlpaULGlob62c/9vST7/nYB3b39syeVf+7a3574AEHIuHaTRu2dHYceuRh5WVluSCrUbQOhJElRAQWQEQCM4XCI0Lf87du2bZh7frGxjlXXH7FNb+5Znx8HADKy8vfcuIbVx1x5JxZDcvnLtRZLWHIWiYmxhe+/hDf8zff+oTyyLgWKOlt693ZMzJw5MpDlO+R75EilScsijQsJDe4IiasvQkxYcX4u7DeK9sRxmhYosMQNHCoRTNrzTnNLGNjo/c/+XBFSdmKliVJP8HMItA1sOu5LRvWrV33k4t/lguCIw89/KpfXD599ixFQEkfAJ9a88zmzZtfdcKrSstKtYRmApiwFiRhVgQiSEohkCLKZXO33XL7YUcc1tTYhIyjwyPXXHPNZVdc9uTTT5mtbW1p/dEXvn3g4uU6ZGEtGg58yzG7+3tW//b2OfWNqAgJVdJ7YtOzpWXly+YvVr5CX5FSKuEBgEp4gkBKIUGcEu61iLs1xPhHcNNmAKLeCex+0wJsEkZ+fN3TtRVVhyxc4SuPtU0hp5fX3n7Lrd/72Q9zQfCet77jpqt+V1NVA8ymeTEiHLjfyqVLltxz9z19vX0e+oTkkSLyPFRKKTKTcpAUEYd87933NTXNmV1fT0ggUlZaetZ73vfA7fc+df+jH//I/6uuqmrvaE8kfUAghYgIBC2NTQDQ2bXNBkqIodY9wwNzZtYjmiUBMmXOkB/5CijoLA0x9jrEhBXj70PErPpZET3qyGCnOJvWodLV2903NLBy3lLRLJol1BLqXbt3vfGst177pxuTicSH3/eBr3/2y4SemJ7FWutQsxZAWL502UErD7z/3vvXPrfGV56vEikv6Xt+0kv6KuF7Cd/zM5OZm35/U0V5xaGHHeopH7CgNajCBfMXfOWz52945JlzPv5JTPnk++QR+Yp8r6WpGQC2dG9XCU/5inz1dMe6qvLKivJKJEIiQUAy/xAQxZRmm241DBjng3sf4uLnGP8M4gaSun5WpmkD22580LW7e0FjCyKKsKnPefSZJz543tm9A/31M2Zd8b2LMhh07tq2pHUhgJ1Pg6biUAARW1paKqorVz/0UHd397yF85ua5igiLUJIuSDXtnHzIw8/etDBB61YucLNmzck4rpgIQBiUaro/737w/c88WBNWeXsmukoQCCtjc0AsGXHVkBERZ27tvcND7zqkKMQARUhmSpnjGqd7fPmOSpmq70OMWHF+OdA10DU+BsQbM8rDYAAY+Nj9Q3T7YhlBga49uYbewf6jz7kyIu+8oPqmuptvTu7+nctbpkPTAAiIbPHAECkET0AqK2qecMb3rhp06Y1a9c8+/SziUQCET3PGx4arp1We8opp9RNrwMAQjL5IAAACCIQEigQpRCkrKLswGUrH3/uyeGJkaVNC0SgtXUeAGzZsZV8tbGr48lNa05a9eqS4lL0CJXpkEVIiG7Yl6Bx6UecFXdr2OsQE1aMv49oEGnUjBPBndMApg8LIgCEOrR3IHhu/drf/PmGmdOmX/2DS5VSAFCUSk1m07aHljgdwrX6FBbDGfMXzJ8/f14mmxkcHMpkM8lEsrqmOpFIRGPoCcnGdWi3RAjBNNfyAJnqp88oOfiIZzasu/XRe+qqaovKSgFgQ8fmO568n4Xfctzry8srxNhZjf+dBJAiXcTOsM+HWDFb7XWICSvGP4aRrxCi1eQoMUSTJUpVRfXwxEgD1CMiCLTMaUbEodERS2cIuTDwPd8NZwbTiEYETTG1qZMWBiIUxGQyNXPmTHF94m1dnwmm7AYIABACm78gkkIBJCIhqSyvPPqgw/uGBnZ078j4Wd/3+/r7Fs6ZN3dOMwCAIgJAQts6hoxo5TJDAnDzVWPsnYhF9xj/AHu0KxBzsJighohIISESzZ4xo6N7myCAQlRUXlZeVzMtk830DPSQAlS0pXt7ZXnF6PiopZ/8wqPrYgp2mCmiIRNSaNYHFZJp+kJ7bpUNr4wxHT2FRKg8VLYAqK6mduXSFcccfERzY5OIZDIZ8pAUKfvEZPJJBBNg2dBKCoZpwPN+jLF3ICasGP8QWJAKCpiJ8ECEJsJCQoRZdTNm1s54cuOz1h2O1k/QsX0rKhocG779njtPPO2NF3z36+av6MZIOEi+x6eJdNCSFCKa0r789tg1PJDoCYxbChEVIIKrBEQkREWtzS0A0L61wzyf6d4ONvIDQAKwXebByfl5Pn0FAy1bmOn+Mds5r6/YBkwVxIQV4+/CRDcmI0MCIDJKEqIgISGhQvQ8VHTA4v2GxkeebFsjSlHCa53bCgBburYNjo3e98wjyxcsDrXu3NZpuk0BKiC0fbMMxA6zeQHbZBgKbT5ntoMIFZEiUoo8hR6Rr5SH5Kn5rfMAoGNbJxKh6XVFZlmQAJ1EF82tN93cxQZcr0SEJQX/9niXmL/DK7IhUwWxhhXjH8KctwVnlKDTpomAGQiQsbio6NiDVz29/rmbHri1oW5WeUU5ANz/5MM1s+sOWrI/agCAti0dRnECMrxjxgGaCRARebzQjRJBMY8TBEQUEUQkEAYgAG0oFlrntpiXdsGdA4l7d+51TfxoA8A9FgtfDjhXSJ4z0UwFQkHJE7krRMGCVY6Xb6OmAGLCivHPsEfuBUTGvkACQkqBIPgICCWq5PAVB/cPDXT1dFfVVAHAwED/SUe/JplMikgqmezevWsymy4rSgAAGtJC5yOIJta8QNKKMjg0828IhFFQRMgjMY2wGFFkXksrALRtad/DwgU2tQQBOyOnYIKquGcH4eepeC8BpGDJdc8bxV0YjKrnLgvPu6dbA9lXEaeEMf4p0JzE9jQhU9VixkwgKuMPIFJICqfV1O6/aNkbTzgJAHbt3p1KpghJeX7znGYR6djW6R6JZJnBxQ4AQOjKf/7BpuR9ozb2sNGR/YNEqaYIAMyb2woAbR3tZrpPRApYKPizjXTsgEV0/QoB/vHGvFhIBGZr6rDzPBxdidsONjdEo2Tt7Ubqegk3acohJqwY/wwINomzlcCIqNB8MTKSacniKfSU8hQp1Txnru/5O7q7cmGIHpFHNjXr7AAC8FxxMVhN6kXkOZi/O+b/t7+7eTcCYDWyabW1FeUVI6Mj/YP9IADaRjO2uMeI3GYKdDSnkMG0pH9BmtoLhFheKrgl6uNqRhAJhCAsEjrp3fQWY2dY4/yDzcZHfLtPISasGP8Etse5syQYEcrYxIlQ+Wj68xGRUlbwThQl5jQ2MnPnjk5DZ/PnzQOAji0diM7q6YaWOq7CF336FRo8XWYHYoeiorAJZAxXbm5rN9xkx9kzCAtoBmYbt5g4iy1riby0dixDOgAcLTAIaBEW1iAswlqETad8sUuELMzAZslQzGyO/LYVJI/7FGLCivHPgHueuShmdjMAilkvdF4pMMt2CIgwv2UeAHRs3WLmls5rmQcmNSMbJNm1uMIyvhfDD858ELlRUcB56Y2dyq6+8bxmo7u3M7umqVH3VMdOTkdzClMkIgHmC63/VYjmgjxOABg4mqFtor6CX9mQJgOb4IttTMgQpcuFhpB9LUOMRfcYLwTocjcjcht+YURmJlvB49IooyK1trbCHdDW2UGKAGD+/PkAsLm9HfMJXCFB8V/x4j+BmLmtNjNCxwIuz2IGzQwgIbc0zwWA9i3tEjIQmjYTgMJASIjKUKiAQtQoStBo7eLeNfx7NYV7+BLYJoARW0YjHZkBUKK1SRQARDY/MQAiia15FMhbXf/9zZtqiCOsGC8AzqgEUUCEgugMlwCu84HrKQWSV7sBEMms1rV3tEWnmZloY61PhSfcP4wY8nZK4YJbxRpKHVsZ4jKsY7yjbR3tJiABcCFT3gBl+nwV1h5BQez2r8P023HP4wI15+0XLbZTvo36tIigSVZZAFxcxi7yAhf5yR4suE/ZtOIIK8YLAlK0/o+AAoKijf5NgCJofPAkIqBIWIxo1b6lAwgFpLamprq6enBwsLe3p65uOqCgEAgImzHRIoAYrdn/05BBAIBcL0Fb1ZhXsQWEhbUACIdsbPdtWzo4CO20RKWAGJRCIAIRAkAUIWABFCCTt7lZZS7/fRE7y+n+ANaVb1lRg83urNgfyeeOm0SH1hdr/G4IxIQEhGBWVW0mTJEfruAT2ieirDjCivHCIZHTHATQtOYkdBYnd4IiAKERrTa1bwYAc+6aIGtTW5u5xTyjfVDeKulUqH8UNBT8OSr/E2daMCwAYNR0EG6c1UBIW7Z3ruvYlMnkwGRhRiriyDcQhS0F2/Gv7iTnXbCBlFsOcE4Ktj0qRLMIS6jFzKnWLCwSatFiZC/7T6yCBW74tnumAu1rn1GyYsKK8YLhOkcBRL5xu3JYcKuNjmbMmFFeXj40NDQ4OGhOLKu7t7XbhTxwRu68+P1C4MwBkRQe1fQYS4K4LjYCwtI/NHjvU6urq6vDMFy/eeNdT9y3tXuHDXDsYpxlLhtVuQU4yCdaAoKGZf7G1jiHRGElIOTTvvzbFBZw6Z4pFWS2S5aitTBrzRyysLDWrIVDLaxB20VDjihMwOnxBdu4z3gdYsKK8UKRn+FufeoA7ozZIx5xja6s96qtzUgwrS3GXrDZxAscrX+JoAi66CjSlf7BhkRGq8IIS0SEERh27NxhQqcwFzyy5okFc1qXzFsIAOXJkgPm7ffEhmdGxkfBWQeAJQq0IgOnIUO05IWQv21PSERJeV+VIStrTLUREOfZhEG0sHlpLRKy+cehlkBLwBJoCTWHIYeaA+ZAi9YSGvsFMzPryHLqCjD3Ja9DTFgxXgwK4qtCAbjA1Bh9FZsVdrSbDG3+XONsaHMkBSIFEY09zxDcOe7k6vwzC0u+UNk8AbrtsMTF19xw7QHHHnb1db8Vgc5dO8qKy+bNmtMyZy4AdGzbMq2yes6Mxg2dm+1LIhZq4VG2lX/GPTZAbNP66B/vIX7vsXDA5lbDKYa/zG8CwCiWfJz3Kq+8ifsCHN0A0VcQQCvGR5Gg7HHNMPSrXez2b3sy9jbEhBXjxUMKK2qcK8uxj/M6cavxE7S3mZOzde5cANjc1mZOdbOUZx5lT+sol/pby1+O0Bw7oGD+tBUByOWCj3/mkx88+yPpTGZj22YEGRwZrKmoFNeZr2PrFgBomdmwcVtHlE7a4MQtG4J9UxHx/sPT3ehKHK1LFiSG4Gz0uiBnNCuYeYmKJWRmrQPNQci5kINQh6xDrTXrgDlkDo3IpZk1aAHNoo2Z1D4/aPdC5uc9eLYgBv5vQbxKGONfgkQ5CJvkqVC2Mef/PGMx72gXEQSY2zxXKdW5bWsuCJOKAAVAsembIGKqAUX2WOwS5vzvRhxzUVdetgIAgf7+/re95+33P/RgMpH83te++Y5TzpSc9sgTkYt+demVv7u6rmbapz50NgAoT9VUVrnWVwD5b4VFin+15FZInQgoeSeGyR5N5ihRMTfbBhTiIi0TItpdZ3ab/cHc3z7ePBLZxZqALEBRrmlXLI3hzdqy0PnggEAY7ZoIYH6rtGN5eqlruV9xxIQV48UgYggQ09PF2h3N+WRqX9xCmOmK1d7RbixOSS85e1b9th3bt27dNm9+KwEKCMEenVXyi4d/+9XF8ZZE4wQF4Klnn37rO87c0bWjfuasqy+9csXS/UGzEBYlU+d+7fwHVz+EiGe88dTamhpAau/aVl1eZQQ5ccZ8s875fAbIx3PP3wyj70MUl1kGgnxybGNHS0YiZueANbUKiFPcwRRCa84FQc9Qv4jMqK3zlS8I4BGimbpNBCyIwCiCoFGQAAUZAFGMGwMQtBSksoIaot4T+R0orgBzahJXTFgxXij2WIGSAnk3H1SZWMq0d4F5TXMRsaOzIwy05ylA+eVPLq6uqW5qbMxTndhOppaJpLDYBqJnh/yPGCVv5i6XXPbLj3/qE7lc7ohDD7/60itrq2s4ZEDc2dP9/879xNNrni1KFf3kK99902tPEpH2rs5tu7e/+rBjgABMg1T7n6G//MivPd533i/LxiMPGGlwUYmQJYN8sGXtak69yodR7u8swMAMCDIwMnz/06tLUsXZXG7smfHXH/GqitIKYWsKo8jaSrbxl4htWB0ZxcTQLAOSbaqVv7js4SOzqTeqKSkHxaPqY7xQWMKyJmzzncX6MzVIwdK71kbMWnjI8u7du9Y8+MSchjm2d6kiACQPzShTJAICUgSAqBAAkZx5Yo9EzWyBVayQBQAy6czZnzj70ssvA4Cz3vO+73/jO57yONSs5cHVD737f97XN9Df3Djnox/8n+kzphclUrsHe6dV1uw3b0ld7TQgJKXII0RE30MC5XmIhJ7t+WDO54i/LJsaoozUbimg7OcFY+weYKMqEQCzWzjUwsKhBs2sRUKdC3J3PPrA3PrGefVNANjW1fnkpudOOfbEVCqFiOgTKiIi8hQgkq/c3B9XvwnWz+YS3GgBF51rDlx/DLEtvyJynmoZYhxhxfgXgAC24+fzZXIw2ZC1Asyb29K9e1d7R8ec+kYxDCACJMBKTMM9lHzfPtMs1PndoyXA/POCPQsFYNeu7tNOP/2Rxx5NpVI//sEP3/22d4pmZiCSy3592f997pwwDE845lWXfO9n5WXlw2PDoxNjyxcsnlZdKwzkoQCiIiBCQlJorBqmX31Bjph/aVPmByyAmB8hC2L/ImZYmeU0SwJsGQ4jD5eIDdAETOwFIILQPzI4Ojby+z/d9NBjD5eVlJ5wzPFzWpu7+3bPbWiye4NFCITFtlRFFld5AAKCZNdLEfKhFZmPxXW4RhvJRnwV6YZTCzFhxXjxEGs+KCQqY6VCF1SYJKalueW+1Q9u6mg77qhjnYcdjXZlTiwqeIKCJus2+XNRQ8ESngAArF69+q1nnrFr966G2bN/d821B6xYYRSkXJD56Nn/7+rf/RYRP/GRj33h059FJgCoLK+oKq8SYEQEBYBm7LMVoaMJFEL4t9gqemGzLbYToHEsIBppCi09mbsImMQNAICdTzZved9j1w0ND/3oFz+76rrfpDNpc8vt99158AEHffmc8+c2NImVoQqTZUvcgvmdgm4NlcXdzJbSIP9mUBhAFWbbIlqQaArpWVMyj43xH4bTbaTgCm3PSnuyW56ZN7e1uqr6uz/74Q8v+nHfQL+50X2N7El7ON33cEU5w6YVkwUA5JJLLnnVa169a/euo45c9eiDjxx4wIEAhAQ7du087nUnXP2735aVll596a++fP4FXsInn8gn5SnyiTyPPKU8T/mkfI98DxWRR9GIHbQlewUuLFMVwyCMEGnn2jikNDBzwKyZA5YwZO0MnyGDOK+WsVSJCa7y6hsgDI0Of/PH31v56sMvvuqydCZ90IoDbv/NTb/83oXlZeWPPfn46We948rf/dqM9TGJnLsKsFHuhZm1sGYJmbW2BohQc6Al1BKGHAprLZohZNHMms32u+cp0COnDmINK8YLhjnQ7RHP1lukGQTYqTO29CSM1grl3C+fd+HlFwNAwk+8/tWvfffb33n8Ucco3zcEQZ7RrRQgmHmoLuIp0LCc6p3NZv/f2R/75WWXAcAH3n/Wj3/wI8/zzIrbX+66413vfffg0FDr3JZrr7xm4bwFrghGSICFEZHZNKEXK/0QoTIvrgDAKkTkOgsWqFfuDAfQDADMbBR31uyMp9FSHbgOhS73cmsIAra5FWs9NDj480sv/vkvfzEyOgIARx++6hMf/OiEznqk0rnsxPjE72/6/Z333wMAxx917I+/8b3Z9bOJCDxEQFIKTGwoAkh2uTZK9YzuL4yELpB0HcgQTUMdU+xpbXROxkKaGlFWTFgxXhwkZKM3iwZj1M6L7sZarQFY2zI9EK31/asfvOI3v/rz7bcGYQAAs2bMPPO0t5713vc3zWlCjxCcwk2WKQqsRHns7N552ltPf/Sxx1Kp1M9/+rN3veOdljVEvvu9757/pS9qrV/3mtdefslllaXlIsYoL5HLyTxJ1AMHEZDIpISmY5cdAoboOuQ4I5RAVHZjDE2stXlOa5HNt7uJaiod6WKB2wsQmAeHhn528YU/u+QiQ1XHHHnU+Z/47AH77c/MrHlkbJSZq8oqyFM33fanT37xs4PDQ2WlZV/9/AXvffu7yTPbaQnVfhzRBG7cI1RCBDMklsxcR/dmUZn37BR316s/JqwY/52Q0Ig4YpsLm7rAQCOADjUIsCnQiyp1nR7cO9B39XW/vfKaq7Zs7QQAIjpm1dFnve/9bzjp5GQyKYBIEPVhdi8GrvoHL7704o/870ebm5pu+N0Ny5ctM+fn+Pj4WR/6wPU33oCIn/r4/335gi+Tkb5sqwZhETKxnrECKBQWIBN0EHkIAugRiGn6jDaddVuQj56YIQqRQg3mFVhQhEUDkG2nZVhDITj13pkmZGh4+OcXX/jTiy8cGRkBgGNXHf2FT3/+gP32N4K9aDGGK7uKoQhE+oYGP/mFz/zptpsB4Pijjv3pd3/YMLsRlYuNWACIhREh6vguzEjm7TipzrxZRWh/VYBigkqgvJEDaWqoQzFhxXhxMDmgjTii/iehBgQOCkrhjKAbVeq5NAQJn37uucuuvuK31107mU4DwPTp0097y6kfeN9Zi5csdufP86729hD90U9+/M63v6O6utrc0N7RccpbT123bl1ZWdnll1z2xpNOBkCbiNrYJ296ci7XiI0QjfqONriw2jPm4yH3NlHE2jtBi4BwaL7pfBdj8xKGsowK5oI4QBweGvr5pRflqeqoY7742fMP3G+FSWaNOWtT++Zdu3evOuQI+8rkoh6Em2750/+d95n+gf7ioqLP/t85H//ox4gQBCNXKoBZvozqi6JVBEJLVYCKUBEioqcwCifzhGW6kk0BN2lMWDFeHPKEBfZERmDRAixWybJ3YNdL0zwOiQhAzPUffBoZHbnxD7//xWUXP7dmjbnHyhUrP/D+s97+trcVF5fskd5IQbqD1uJ02+23vfM97x4aHlowf/71116/cMFCl7wBCKAdo5W/zTyeCO1qviVQBAQkEhAyIUbkcjdf3NsUZmEQDlFQB9qQNTNHznUXDJqeq4QkiDg0OnLhL3/xs0suMlR13NHHfvFz5x208kBwxQAgunPbtu/99EdXXXv1jLoZz9z3SMJPiYgd/kggiITUN9D3uS9/4TfXXwsAhx9y6M+//5N5zS2sI8ISZndtYEFCBDteFolQISCSR0gKCdFThqMRCZRdLc03Xd7rE8OYsGK8ONjKkj3qnK2wxZrRCFm2sZTxWrE4YgAQVAiCqBAVIBAoevrppy+94rLf/u634+PjAFBRUXH6qad9+IMf2m+//QpeNf+TCHzn+9897wvnM/NJJ5545S+vqKioAEABO0vV3svGVlG1CoIIopsRjYV6s5WuwSnRbukyeptmzA6ISQYDy8u25tm0YzdrmU7eHhobvuiyS35+qZXVjzvqmAs+d/5BBx4E+WVQ2dzW9s3vf/u6P9ygtU74iXee8favnHt+aXk5ABDa/u6Fot4td9z2sXM+sWv37qJU6rP/d87ZH/pfRDI9LURruzhgmEoECJFQCJVSiIgeoUcIRL4CAFJklx3IUrbZyTbf3IsRE1aMFwcXGjjGYjR6FjCYbibA7Cp7XZmv6/gLZtHKxFlmmipZFXxsfPymP93066uvvuvuu8wLrVy58gPvP+vM088oLS2Nwp7x8fH3feCsG//we0T89P996qtf/goVlJhI1Dg5ypCMKo17GNGN0dJIPW5B0JmdhGybeVNG42R1w01seDmnBUBCbaV9431iu0Q4ODLyiysvvfDyiw1VHbvq6C9+7vyDDziokBC3btv23R9978qrrwrD0Pf90950yuc+9ZnmOU3Wfma+SJS72iyPGYZHhs//yhcv+/WVAHDIAQf97Ns/am2aK8IS2N1tNlSRqRwgIFHKQ0LyCD2FhOT5QEJKISGScrqha76x19frxIQV48UhKtDZs+6EgZ0DPGTMj9GyjQ1EhIjEJmVgJrECIioEcZkIIgCs37Dh11f/+peXXTYwOAAAZWVlbzz5De98+zuOP+64tvb2U9562vr168vLy6+49PI3nHzyHpoLOoF+z3DM2VFdLwiXEkaE4Jb2AMAVdANEb80qTUabC7QAcBCCIGvt2paaMhwZHB65+FeXXnjFJZaqjjz6C+eed/DKA0HZGmsg3Lpt23d/9P0rr/6Vpao3n/r5c85tntOEgoIMXNA4X8yAItO/3RVuCgjz7Xfd8bFzPrFzV3dRKnXO/37y/531oVwmt2FrW89AX3tXZ21VbX3tjNaG5pnT6gBB+abkiEgRKiJfIZLVsDxCyqt4EBNWjP9WiGZxDiUQ0yhUokFbVr1yMyLMt8hSAGY9HQjcsmBU8Ga/CKTT6etvvP6Xl1324EMPmoe3trbu3r17fHx86ZKl1197XWtLC0bzEV9EHmODKfdqf0PiN24maxnXbC1nmsEUAAroIIwKJ8Hlv9/6yfd++suLxifGAeDVxxz32Y+fc+CKA9DUKipCxG07dnz3J9+78tc2qjr9lFPP+8zn5ja32F5/zqhqyGlPi4LbJi3G/AUCQ4OD53/9S1f85ioA2H/pfmee/talCxYvaJhblirNBrltvV1burfVT5+1/7ylyrfSFfkKEVXCBwQyN1K0dEhxhBXjvxliB6+7WerO6MCAjrbyt2MU3ZgIC9yKoc2SBJHseepslpEJanNb2xVXXHHFr67s6++rrKg48KCDrv31NeUVFQVFvDYwsqGUOB9BVDRX8IRCiCximnEROFN+9Njo7Tml3hCW9ccKhwwiOtTCYBqxm+59jzzx+Fd/8M0HH119zBFHnfd/5x60YiUqY4VViLC1u+t7P/7Br64poKrPnje3uSlqqyX58knjRDU7TKKNARFBkRAgsryFLJrvuPeusz/3qZ27uxOJxNnv/5+Pv/ejnq9QAJDS2ckH1j6+YE5LS2MzkiIfSXmokHwPCcknIgIiMnO8FVr+jgkrxn8tpCDxKwipxHYvhqhPsIVVuF2CBvnYCqO1ucLQQtxynUAulzts1RHPPvfsrX+6+dWvOsG2eYp6PSHmH2j56+9sM/71rwW2SRMeGhKxjlMGu0Rox0MAgM5pEZDQEZbIJ8779OW/uersD3z0S585zwjY6BEAbO/u+v7Pfvir31xdGFW1tLSg1aXyqwH2rQsCchRkOVkKAMQ2PhZkHQILB1qYWfOGtg3nfesr99x/n4gsmb/oRxd8e9n8xWYndA/2rN+2+XWHH4+KyERYhJTwAUH5yhKWorzo7jZ7b8bevn0x9l5YIw8BIBAaLzUSApEoBGWu34QqX6ZnvlrXtangM8vqzq4JEP2cj7cAIZlMHHzQQQDQ1t5h71nQpMr+RDa9dDeaGhRjAQNbMIjW5J3/NV8KBIV1Qe5p0T5DZAoXdyfK+yJGx8YAYOnixWbRDRC05g994qP7HXHgZVddSUQfeO/71z/53OWXXNrS0mL0I4g2hgiJSCEQggJEQrvrEJT9s119RAQSs3Lh9hoMjI589mOfvvZnv5o9Y9a6zRte/55THn7qcZNjzp42czKdzgZhwXwwtxLiFiunXLgSE1aMfwN7VImAO6+MjdzV6yESAZLjB2dmJ9v3Klo7s6yzB3vZnlQoAPPmzQOANjvoEBw1RHRl6QWj54z+iraMzv5DBKI8AeWfwL6F51tX866sKCArfB1ExJGxUQCorKi0LI7o+d5EepKIzjztjKdXP/Hj7/+ooaERhKI3i4hid4nrXGwWIpSpAXSWzkjts3O2C/cVgkDCSyjPO/awVQ/9/s4Pvu29qUTqpjv+DC48SyaSk+lJQXJWivx1wRmvCldP/9XD4BVETFgx/i3YPgdo4wVLRxS5FsFV4RrvlbvRnLBgy/dso2JyZFdAWfYmggUL5gPAprbN5skBBVxZb7Qsb/3cZlWu8N+LkeUlemm3BaZmOF9OTIgKSBEohR6BT6PjYwBQUVGJHoFC9IiIvv6Fr6599JnLfn5xy9y5CIAqiqoI8lvontAEWsr8lcCEV9FOU1HlkCMxRPPAVFGqb3gACIqLit5/xrtHx0fvXn2/2SMsolmXlhQZF2ue2F0fHEEQiUS+5+n8eyliworxUiBKpFDA5YmuC6bLoOyiILhkj9xtsIe3gNzaH0S3IwDNX7AAANo2t0F0V5J8gJWPHP7tt+JiDwAQAtsN2fRxNjq966LlIiQYHR0FgIqKCkBTbIxA2DxnTmPDbLEhEUFBOIiCGL01tN2aAdFW9+XDPKvG2ezNhopgBS4EQGhtbB6bGJ/MpMEFeuVlZeY5tvXuLCsu9X0foqAT85+HY+V87DglEBPW3gSzslb4z6zByd5+9TNxFhSGAIa2zO0mUiCX+5DNCgtSNhfXuDMJXRLnmlVhy9wW3/e3bd+WyWVdDEWolIuqnAf1JXgzZjvFGvSNWIXR/wYKbOxDqJQxXlVWVZKnkFyU55nWxuiCPuMhMBZzp7hRgRSIUR4NJpsGRDD1NBjpffZR6CEiZoKcImptaL776YcEYXxyHADKy8rQw9HM+KYd7fMbWzHSFm1yjmI/KEODdqcJTg3Wiglrb0HhrPP8v2hksFm+2svhuCrSvPPEFIlK+RsLgiOX+jkW+6uHA3qe39zczMwdHR0RM77M7wYRgMyUazPa0EVP4pjUcPGo07AQHUE7vQ5M+yrM57n5t2vesYna3Ju1e6UwhwO3GhAFSIQAiArP++oFM5Y0P/7E43W1dX988PZN2zoAoLioeM2Wzfc+9fD8OXPrZ8ywSSg8r7q7YHUC8gHu3o+YsP5jiKZsMjuTuPsL/HVEJdblHDWw3AtjrkjJcld118yT/s6NuOfX6OHqbz1c4YIFC8AMuwcxZlVtRmWZPchu0vFLwux52d7SjQuRou0hVIqUYpGJyUmlVFl5GSmFisxX6yMn0zTesJtNi/f4B9GNNiM2nR4ACnV3y3lELtQjRKThsREAqKioOGzZAQcu3n9nbzcApIPsZGbi6AMOnz+nlUjZnamUKx4EUHbpE6Pn3/uOpb+HuKf7fwium4BlIuu9yY+BKri6Rg+xF18znEGgsEHxPoH58+cDwKZNm2zRT7QYBn8jZf43gwazb12zdDQdRMGaLYhAWBunvoyNjANARXk5+cp+Klajs7GQM/S7LaKC0AZcUBV5XAEjywEaqxkJMrIYUVBQIbAt2B4bM2J/BfmqafacWbUzAGDpvEVHrjxYBFEpBCjgfRdh2Uw8WrI0nChRerg3IyasVxTWIB4Nk7O3ukp7V0ZrT0GbH1hXIRSMcrLPpa028Uq/jVcENowUYVdL19raAgCb2zZDIU9h/lvkaGfhvGniX94/BRmrBeU/A5P4CsHI6DAAlJdXEKIQWBc9kYC4BU0E27oGRSL/fQFZPO9VAIEsUSKDmOlCCAwmGkIguwIwbLSzykpEApLR8VEAKC8vB/JQzORBMVRFrsWozVSjvZLfOVMjLYwJ6xVGZIgxKZ4pD2YRFGC0zvB8mYogmsFN9mizDQbEST5Rxct/IaJqX3QVzfPmzwOAzZs2a60BANDV/Zhg01a0RPkUuIf/6zsIlZmWxcBolwvN6wIhmf45MOa64qCnoEB8c038jNfJdEJ1wc0/q4AxKpVotgcBQfRgUiICpEhYrJ2issJ0Tx6dGAeAysoK5ZMIgCICQaWAAEmhMbUrawgRK22BPdCmSMfRmLBeKbjS/4I8xi7/MQuS7X8gYoYloGgBhcAgpvgNGEEJ21zDzfAD1zwBAaZA97V/Clc8LQDGpRXtJMlmssUlxQCwdu3aO++8c2xsrKSkBAmLUkW102pmzZpZUV7Jhp4YsWBCshZtVJ9/cZvQtgy01YmWIQEAzUTmkbERAKisqDBVR4goaD4MZ8/I53p5sftFvLp1S0VJL7oiJhg1EVZFpckWjfZfXl5hpkCTKwCyXZJtbEdiGzRIpJZNIcSE9YrACcH5vne2CYCYVsIA+cZ4+aApAKt8IAOhYIiKBMz8PBBkxD3zQXmRJ8NehvxSAgIIaNGmOUFnZ2d7W/vQ4FCqKFlSUjI2NlZZXdHc0oSIQRCMj07s7Nq5fu2GouKi1tbWua1zFSlkjUgu/rLP/C+fnFFAZJq4Q8SjgCjgwpxKoxkVLF9ap5ULqwCixdAXsU+MOm6SY/sREwIDIoBpZFpZWQmEKGi2pKqqkhQCEBIhuG7IyroiohBQEBCnXoQeE9bLj6itkklhzFAD0wxcMyJyyEjAgTZ355DJI9ZCynYWAI+QBUmJaCQCYNPtQMw1kkHIPS1O4TgrWt0TEUBh4Y72jnVr12mtFy9afOSqI/xkYv6C+U8/9fTk5OTSZUvMCUdIAMgi27ZuW7tu7Yb1G1YdtaqqqlKQI2smuiL/fzOgMCo42OzM8sfIqKUJpPxgZUsEkS0zCqxeZHiF0YqC1QJMrEUoOtR6YnKSiEpKSkxaNzJijKMVRjsAMmGWTTDzK5JSsEWRmjZFEBPWywy3ym6aF9i8j1mEQQtoZtvHEkSbTuEgzByggJgIihEwNCvTQooEhTwSNgUxYKdLsfFI2xeccnF+AUzTUsllcw8//HDXjq7Djzysvn6WaaCnw7B1XsvTTz29afOmAw5aYVa1NLLRkJua5zQ1z9mwbsOVV1z55lPe3DinEcCd5C/VDtlDwbc/GddoRUUlWBnIcsCLDab+ziuCmxxtWYadSD8yPioi5eXlylOiBdDawSoqym0UBegME64BdF53h0KlbwohJqyXF8JiL7giwsCaEUHC0PRB14EGEM4FgKRzIYCEQTgxOcmsibCkuNQ15FaIQL4SRYAk7JEC092JbHjvelPCFHY8iGlSAzyZSd9x6x2JZOItp74ZiTSzAGsdClDz3GYAaNvUFmotbs3M2LhMJ+RFSxZXVVX95fa/nHDCCY1zGk3ZnGkZ8zKdnSYvq6iseP4+//dfLb+gbJu7GpXPyP+jJh8sr4jULUud5ZXu1R1DATyPa8HpcMDgqoKmBmLCerkgzmmFRkGJZpygsYwya+EwBIBsOrt9d1fPQP/g0GDAIbCQUh6qbT1dzbMafeW3NDY1zKz3wQf2UIko4lBMCzxBBMNeADbOAsCpJmZF6hWKaM0P3vdgSWnJqmNWgQmshIVZswDo5ta5ANDW3h6ydm4nQSEURLILqjPrZ77mta95ePXDZRVlNVU1US5mFMJ/XX3fE+waqg6PDANAeXm5WUp8aS4Vtg8WAtppHmgYy3ATgwAMD48AQHl5hX0A4IgpaSwvy2d9buAQunn3BccH5Q+SqXO0xIT1skEcQwGANjIWS8gsonOBaOZAZzPZZzeu3bpzR0VJ2YzK2sbGRRXJUrtGJsgtK0ayY32jQ2s3b3j0uaeWtMxf3DKfPE9pJiRhMwGUjI9abAWaAEy9+MoumoqAwHNr1oRh+KoTjtfCKBxqLcBas4jWIk1NTQDQ0dYRhgEgEKBGRCYA9BUjkChQIDNmTm9qbnrw/gdPPvlkEhQyBqmXZePzyve/7aKIkK9jMIsQ+cbT0ZVQXDxVHg2CND7SsvIyG46hFDo/nC/ZMRlAfuFy6iAmrJcP9rAQMy6OGQBYa0Q0RTldu3be+/jq2srqVYsOrCwrD9I50Mw61JlAJTyd0yrpVSXKqqZVLJrdOjQxuqG7fUdP94pFy2fNnClKQBREA2zMgZi3b4loiRp1TyFo1p1bOg87/FAEFGERNMMtREQzA8CcuQ2I2LmlM8jlvIQfAitQAIzOFkXmhEbZf+X+t91827ZtW+c0N6mXiErcyi4Yc5R5zuGhYQAoryg3kaKOXPhG436xAZ0lJoTI/R5VRID9RQRBeHh4GAAqysvNH9PpdC7IpZLJpJ/M29MYrcrunt0tBbhnR/eMU2StJiaslwdi+5rbOcRamBm0SKiZRadzz7Wt39TRflDr0vryumAymx4YCyaywhJkM5NBNghDn1SRn0okE0ikEl5xUh3csLRrvP/hpx9fNDZ/wZxWYSSfRAQSPrBZDQI7WM65SqfS1VNAALq6do6PjdXU1JjaQAGxwRWHWmsWTqQSddPrenb3bN+xfXbjbCTSoM1ABRAhQi0iCoDFU35jU+NTTz09p6nJxBYuqvgXd8ueTTPQTdoQE2GVV5SzvPjaFkdDbnnR0RO4S5GRJNmVctkjCkS71y0rE62BZXh4CAAqyitEs7l2EZCAIKOgme4qKGYp2dhaXS3O1DlGICaslwNitWOrtgMzCEPIAiCBFsQn1j7T3bv72OWHJjRxoIPxTA7Ctu7OgexYyJzJZXzPS2KiOzvQUDKtNlXRVD0rqVMIOLu8rmJe6dPb1odhsGzRUmBEFmY2mjujqKjGbkqRlU1hBYYGhxoaG8CmNFZnZo7GbAlrPbeluWd3z5YtW+ob6oUZkRAYjagkigSARRQIcEtrS/vmdtZM9O/GD87RCvnkyo3eMpFOZUWltaoCo+WGf0YHEtl+XTeh6N7mpfLcxQB29KHdEHZif1mFCcpshVBZuallMoE8IJihqkapt08HBez9vPRwr0dMWM/HHtNKEP7FxSVxcqdJIkxXBs1hGLZt7ejt7121+CAvhGAyq4NgXVd7+1j3LK+ykWoqOMESQogAstibPqZzu8dGuscHZpXUtNQ2JMukxPMPall++9P3V5ZVNNQ32KBKSBSDWT0Cc2gaO9B//jiUKKMx52B+UCAUaihGrA6CXCKRYHt341UzRg/taEvmzJ3z8EOPdLRtOWzVYWiamSqFICwEDIyEQsgMpJLJhOd5vb29s+pn/b09EVUKvMAP2llU8iqT0ZLKTWpmhEuj/hdkYs97ConCNaOF2zti9AL5EWrRFnIUbdkKSyu6l5WxFtB6ZMgo7uUSiqnKNrvVml09EGZnwxfnwZe94AB5cYgJa08URv0A/5ZFwBx1zKYNCofMzIODA2vbNhw+f4XPlJtMT4yMPrlrUyaTOax4Hg5ltNaTudGJMMNKUEMJpVKeavHLg1LVOdbflx4+sH5xKpUs8kuPXHjA6mefeF1ZVUVlGYUeKA1MAiQooAAFQIEtSfyP6+/uFAcXKNihVvnruqUtREwVF432jtnPwJzPIhpBQBgNX+k5zY0A0Lml05YwAYAgCioUVkYBYgBgZkIqKysbGR6eVT+roCgmv0PyXXr+6QdtvZvOZwAAZkgQwuiIbTca5XUoMJmeLC4u/tvPJPk1BnQ+FMvgNohzdno7+5EdeQMKixYAAW3rcspKy4RZtAyPDAFAeWmZbVVkJ2wDsAgxCtkXtc/uirtwzwN+r8fUqHh8mRBN7hXNollCbc0HhZ8hs5kBZzovieu59A+es+AcdSuFZu6m5mc3rZ8zY3apX8y5MDOZfqp7Uwkm9+dZfoYHsxProPsZf2e7P7CDRraq4UdKurZQ/0hm3J/kxTLT1/TM7rbsZEaHYU1RZfP0xqfWPcNG4WERBuRoQvxeAbN7AaITvECyiaIIyxfCmgFw+ozpoyOjUcEROueRjVJFWKRpbhMAbN2yzU0Z40gwNH52k2CZ8rpkKhnqEKKQFws3z9WaR9/Mh8t/Yw9Kvu+r/T96K5GGhTZWgzAMjznmmDPeesbg4ODzn8WyifudxdGRs8xGYlkUmgqY4Y8obngtAwsbE0N5SZk5IM2vZaXlwiLaVlMYj7KAnc6d50mxYd3fnYe2t2IfJixz0EmhUgCmOR7Yhp+WmfLXQHN/+PsXpeipJDKLij1smHfs3NHdt3vR7NZwIhemc09sX+czNevK7Fhmw/jODugrHuI5m1TjOp65LqxfH85bQ9Kf2Yx9HRO7JgdGm9MVkNPP7WoPxzPhRHb+jKbeob7BgX4daAmZ2cxitgqtsNuO/yBE3FA/EO2uDSFLyBKwaOZQi9YSanNOocD0aXXZbLa7qxvy07icY9z19G1qagSAts3tWjPbJX7bSdqt+DvBGnBsdMxpNgKFa3authNEkB2bRv2C/+oDtjWJf/XJT05O5nK5ZDKZTCYjWn788cfWr1t//fXXr9h/xc0331y4Pywtim3ECKZ3I1s6FmZgd10UNqUR4OpPxVWemjrLs97+nkt+eOGRhx7OWrPmkeERAKgoLWPWIpq1ZmbWYA9mEfdsNsL6xwfyXot9jrBs62HNbFsfMADkh6qbI90cJe443mOyiFvK+UdXY/s64K6UKMKgedOW9v3nLsIQhPWOgV3C0IK1Ohd2QN8k5Jq7EpW7RNJBNptNU5hNZ2E8qNotDdvVhAo6vUEJ9Dyvbjyc7B0fZBZPoKlu9ubtnWgVanRXZyzcjv8IhEVCjqInu8qlRQScEiWsRcTGreBWviCE/fZbvmbNWgAwTlCIshbTfEfw4YceKy4unhifePNr3vLHG/6smfM1MIZWKPpZFCnjkLJbYr6HbMOrgpSw4JudWlq4A8398scBAwD09/Wdf975ZWVlvu/f/OebwZnSDzvssGefe/aoo4/auXPnSSeddPrppw/095th9/a5WEDMEFYbWDlCsrGQ0/DM5c5mn+ZKBMBmjWG/pctPO/nNzQ1zzJ27eroBoKioCBhER/EgAwhKwdtzR4q5UP/HBYMXi32MsJyYCQDAIJpFi2gW1qy1hGISQ+CCi38oRvN194zSnCg0k4LjXuzxYQ84ERbQLFoymXT/UH9jzawwDHIT2Y7BnTOpXDK6c6JnXDKNW1V21+gQT26dntm2ALY3BFuX49b67HBmLOwer9vMgzTZnR6Q8aBWF6/d3RGOp8N0MKd61s7e7iAXcGh7LbtE4D+0eyHaIQBgru3a7DcTBXAQSqA5xzoXcBDqbKgDrbOhDgKdC82jFs9bKMyb1m/ylFKeUqQIPaU8hYqIrv31775y3lfT6XRRUVFnx9bPf/K80086854774eo9zu51mEIALBly5aamhrXsg7zabpJsMRZq6z2ZUKegjfiENXimbRyd8+uT33yU60t8376k5+Oj4+Pj4+f8pZTPvyBD4+MjhqObW1pufuuuy666MKSkpLrrrtuydKlN/7+9y4HZNDG6SLmCORQs3axpwYrPkQxaXTUGQZjtJtqtpwhl8vd+dgD7ds7AaBnuH/T1nYwF0wW0HbBB+xDBIDRrGO4Q/SVOzBeCuxDhOWCagCTL0RXdXEJoBGqRFhrOwDCHVLAzO6IgWguBLrrn7jA7W8kE5Ycu/t6p1XWECCKDE6MaB3WUGk2m+2nydm7khDKaCXvmotF3bmaO4fq7hiadvNAsi/sb/XGywQzumFXsic5GQbBTCkXkHSQZZGSVHHCS/QO9NkcMOLQgtzmlYbdRRwJJ2LzG5FQC4sEWliL1hwwhyy5UDRzTjNHKiGsOuLIRx5+ZHBg0DRIJyICQFS/veq3Xzn/awBw7hfPuefRO7/2/a/Obpy9cf3GD7/nI6edfMbqBx4mQBQzMAIBsGd37/QZ04uLi8VV/9pPGfa4wEiklAGIYLQaYG109jc0Vs6+vr7Pfe7zCxcs+vGPf5LJZF5/4usfXP3g977/vaKiossvv3zZkmV/uumPYJRuwg9+8IPPPffcsccc29PTc+ppp55+xhl9vb0uQRNmFhFmbfJEYEtAIMBRAMhuG8HGWSBOf3KBWOfO7UnPK/FTALDfgiVtXZ2WhhBcB8FC6c4tH9r3NcWwrxCWRFqAaZMQyQemSs1c6DTrkDmnJWAJNQfMgWbNOgxZM2hmzUYRABfS57WtPT95d1BZxVSAh0eHi1NFwqJD7pscqvbLOKv7eVRpqN3WccC9Fx7z5G/ffuWvatds02Pp1HDPq7tuSjwzWLJuIpw2cvhjv0wOhpiTQZ7QmaCMivonhyHUEuryotL+4UFhQatY2fi/QOF+Jfey5KV0cR51zRwyB5pDrYMwDLTOaJ0NORfoTBDkwjAT6FyoMzmdy3FOg0B1RfXRR6x6ZPWjYU575CmlPPIuv/jyL5x7AQCc/5XPvet970wkUm8+9U233Xfzl791Qd30ac8+/ezbT3vHm0867ZHVj6IdW0O7d+2aOWumiWsIFLDNLW14YgkDnNQYUdbf/kz7+/s/97nPt8xt/c63v5NOp0888cRHHn34D3/4/UEHHvS//+9/n3r6yaOOOmr37t2nnHLqmWecOTg4aGZ1zZ07984777zowotKS0uvv+H65Sv2v+rXvxbNzPaIiiIsthFWyKEGHV01XfzufKriemOJ28hNHZt/fe1vrr/5D8cctmrl4v0QYCI9aQ48th8LABiTuxvnJWCYWaYaZe0bhCUS/TOXe2ZhYTEMFbLOhZzTnAs5F+pAh7lQB6HOhhyEHIQSagm11tqceKKZ3cAbq84UqvIQHQVunVAEBHsGeouSRYbjRjLjpSoFrHtpctpQsP/T19917Jv/fOipj1UeeXz/HRAEHDCw6JxOdGW8oUD7wGFYlKURSHMoJZQazY4bCi4rLpmcnBRwK0D/0UMwKmoDU7CsNWjNoZZQc6B1VnMuDLO5IBeE6ZzO5HQuCCdzYTYIJrNhOgjTQZjN6VwgWi+ct6CuZtpfbv8LIvro/+LnF3/lC19FxC99/YJ3v+/dnvIUkUcqkUqd+Y4z711992c+f05FZcXjjz3+5pNPOeUNp615dg0AdG7pbG1tNV4tS0gMTppnEECOFCWwQVakuGH+A+3r6zv33HObmpq+/a1vG6p69LFH/3DT71euXAFgZc25LS133Hn7hRddWFJScv311y9ftvzG398IYAnwA+8765mnnj7umGN7+3rf98H3v+m0t3Tv7BLNorWEdoWaWXPolAeTBupo/cdGXvkjDQUIunbt/PSXPnfW2R+5/k+/Z80Hrzhw4cKFgQ6LkkW2c7uNtIxc5Q4NW6Rkktc4JdzLEKlO9qLEAAyg2VzlWGvRhoO01sxhyKHmIDQRAYehuVEHLmER28pKzJpLvmYiT1vuggZg6ANFQFLJopKiUmMSQsAk+SygGJs6NvVMWzBYWZIYCke8in5VPTO7W1gLGA8XJ8aYCQEokYUAGUCS5OVYG+HXIy9kDe78gkihezn2JDi7uRWK/87dRASQRUQDaxFmDjVrrcOAA52eSHd0dj6zfs1tD9x1zyMPPvTkI0+tfbpr165cOsc5rTOhjXAFjjj48ITnP7r6sR//6McXnP9lRPz6t7/27ve/WymfUHlEpJQHHhGVlJb+z8f+54nnHjvvi58vLy+/7577jll17ImvPXF3T8/0ujprlszramIDFbbrt2ab3SfovAUCINLX13vuZz7T1NT0rW99K51On3TSSY89/thNf/zDyhUrAADADJ6xHaZIqQ984Kynn336mGOP6enpOfWUU08/7fS+nj7zQk0Nc279480///FPy0pLb7nt1v0PPejSyy8TLaI1G3oKxR6Q5nqqGczmRY4KK2igAOzc1X3ul84/8IQjLvvNr5j5oAMO/OaXv3bsMcc+uu6ppS0LPU/ZyRcEgCCuVxo635sdi4FTjq9cJ8b/Ykh+uZ8RRGsWAQm1XU4OtQiEQYgCYoJwAGDJD6QjBESy44WRPAJA9BWgbZNAZqwmuPaWAgKCIqaDaJgNRLPOhTfc+odlTQunJypZ858ev2tJWWPJKDw4ufnVd66WEX7giINw63hqe2bFzvsHsGw31p4yesuAV00eYUpyRanHl78v05DITUu2htXjM9WIZA5qXeaXFG0f75nQ2UOWr0yUFiGhSvluDLKybZC8l+yalJcAAeCvy3oFmDUwALMOtQjoXIgsOhtqrUXz6PDwM5vW9Qz0lhWX1pRVJCjhe34QBKPZ8XQ2k86l6+tmLW5ZUFxaopI++corSmitz/qfD13zm2uUUj/52Y9PP/O0XBgCsGYtAF/5wleampvPeNtbi1JJQfBVAgFHRkZ+9qOfXXThRel0hojecspbvvrVr86fNx9skKJBgLW9gJnNdlZ7c0Jb4b63v/8HP/rBT3/208nJSUQ88cQTv/SlL61cuRIANGuw2X7+3ZuewwBgDp1LL/3lJz/5yfHx8bq6uh//4EenvvnNLMAhg/DOHV0f+9Qnbr79VgB4zfGv/tE3v1s/o16Mo9PYJ8j1LsU9O8BoAJAdXTt+dOFPL7/6ykw2S0RveM2Jn/vYp2fNmrmtuwsEptdMqy6vRKUAgHwFAJRQiEQ+EREQkq9QAD0F7ti2x8k/m4uxl+C/mbDc0jUIiFkTBAQOtSBLTlgziOhMgArDdBBKsHPX7uGRkUyQyeVyAJhKJMtLy6orq6orqv2kBwCU8OwETc/+QGjnvuUvXpFEGjKIhNlAQta54MHHVleVVMwuqhXND697slKVVo7i+rEdi558sqZ9671HvnoyPVmxdvLwzls2pVpHuHjV5KM3V5yQrCyS5fza+29/4vAP9tdDqrK0UVcOTGdRsLxlcbKseF3PFj/lr1y8X6KsCIi8pGfnd9r+4i/BgcjCNhmJ3iACCFDBnBUjTgtr0QBiGhOCzgSgQQdBLpd7bsO67d3bG+rqm2vrU36SQ82hJkQdapXwAWQsl+7o3b57sG/J/IWLWuarlO8XJb/z46Hv/3D/4ZGhT5/zqc+e91nNJi0XzWFHW/sxRxzPzA2NDZ/6zCdPPf3Nvl9ESIrIU979991/+S+v+NOf/pTNZn3ff+973nPe58+rn1XPISOCMINrTeY65EUnLvYP9v/ghz/86c9/Zqnq9a+/4IIvHXDgAfkdwtZMX3j6uD6g5jpHALC1c+sHPnDWXXffDQAnvu71P//xT6fX1AmChCFr+dXVV517wXmjY6OVFZXfuuCrZ7z5dPMsCGgL2KNxqmT3eVdX148u/MllV11hqep1J33u7HPmzW0xK4CCAgxoygaVAhDyFQAqn1ApVEieAgDyPFBAZigHUqTHTxXCmhpb+S/CyVbgZCtznkiOdS7QRjrJBl3bux568uFb7rljQ9um9ORESvzqVEVVooS09PX1rn760T/fc8uTzz0zPjoajKXDTBCmc5wN2Chcmq04qiPfFgigO54BEVEhICaSydGJMfQV+KrIT07otJdMlvnFGxbPm967eeZwLpiWLC/L1OqhgeomvzRJvkpWFAWtZZ4Sj1El/EwpVnklXnFid26kNFmiPA8Jx9MTFWXlqAgsb2K0ovXSa1n5zNf6Yvf4o9iFLSskB5pzYRgGk2MT96y+v3+g74gFByyobcTJMDs8kRkYywxPTPaPZocmJntH0oMT/qQsrZ174Jwl6zdvvP2+uyYGRj//BTrvi7OnT7/jikuuOOSAQ+687c6El0j4yWQimfCTCxctufbGa5cuW7pj+46zP/rxY4541Q2/u54QPeWPj43v7Or+yU9+sn7D+rM+cJaIXHzJJa3z5334Ix/u6ekx5o89HJVif+7t7fvceZ9vmT/v29/9TjqdPvH1Jz7+2GM33fTHlStXFr5XIlKkMJ8NGhACAdrAGwCamppuv+W2C392YVlp2c233rL/QSsvveKXEjIHLJrfceqZj9/10IknvG54ZPie++/jQHOgJQg5dMdVoNmt83R1d33685/Z7/ADfn7pL3JB8OaT3/j43auvuuiyhQsWkFLkKfQ8Uh75Cj2ihCKPyFdIpLz8GG0AM7zazIRFscue8LIcKi8b/qsjLM12wdjoraEGEc6GIqBzgQ7CsfGxB594NJ1NN9XUt9TPIY2iBVF0LiRfsWbj/hlOj2zp6+4bGZgzc/b+i5Yp3/eSHihSvoeE5BEpBebCiAJAxuUnWgOAzmlhDrO5zo4tbVu3HDZ/fwm5a+uOp3duPCTVOjky+kiw5eDnehc9fHMWOZuCx5uOzY1XFA/2HdF397bZTQt2ruuetrB2pPfe0z86UB7sX9aiUa/3ew+btay8rsorSd65ZvWrVx1TWlLqlRQhged76CtAJNcM6yWMsFxoZaMIcIQMYPqpsoR2bUtncwAYjOcCHdz5wN0lqZID5i4OxrJEkB1NA0CYDYbSY9kwq0NdmiopTxSTr1QyoTzClP9s16ZfXD335ttWKAW/vCjztreKFnngkQd39/a89sTXJlNJrUMUCYGF5U83/enrX/56R8cWAFi8ePFnPvsZ1rx02dLly5eZ3HjTpk1f//rXr7nmGmYuKSn5nw995FOf+GRlRQVE7wmhv7//hz/50c9+caGJql7/utdf8IUvrlyxAsg0/rP6wB6VPZFpWCKFKF9CLVoARQIWka1bt37ofz5y1z13AcBrX/2aH33je7Omz+QwNPrDdb+/7lXHHF9VVim2obGdcwNIpGjnru4f/+Knl/3aRlVvOukN53/6c/Na5hk9y1ht7KAAQARGRBEghSKInkIA8ggVIinySABIKQBAzygdAABghoBNEQvpfylhiZNRGdhoVcwchCKgswEIBJnc1u3bnt74XEPtzIX1LZIORERnQ9GsmVGz8SGiyfmJVEJNcvDstg2ZMHfcgUeUVVWQIvQ98j1SqDwFhIYazBEDJiEF4FwoLDobTIyO33L/HScsOxII0j0jD215ZrZfVZH2O8d7urODCwcrM7uHJ4p0X3lQN7D1sEfunTbQ2zZ36e7aA7JVc7g60TU91yTVM6fN2BL2Ymliv9kLiypLdoz1rt/edtqJb0IivyQJRMr3zBXVjNWBl46wnhdP4fMJi0GEQ+ZQC7POBMISTGYefOJR1uGBzUt1LgzGssB6aHB4y9iuoYlRBPCAUDBADQBliaJ5NY2lRSV+UfL7v2n46TV1SvHF3+l/6xm+8pVXlBSRx59+smPbllWrjqytqzUrAKbzQBiG1193wze+9o1tW7cBwMKFC3/4ox8ed/xxHnm2gljL2jVrv/K1r9zw+xtFpLqq6n8+9JGz//dj5aVlff39P/zpj3/+iwsn05OI+PrXvu6L539hxf4r7KdpVZ58efYLOvpERAsCcKgBhENmzTfceMP//t/ZQ8NDFeUVXz73/Hef/nZj+wDmkFnrMOEn7Fg3IlS0c3f3Ty698IprfmWp6sQ3nP+Zz82ft8Ct6Zgc3NoB2Zkx0NY8IwCgUoBA5nhQbuqXp6w4hqah9hQbHv7fSVhucV0AbIYiIpaq0jkAeXbtmmc3rT16+SGVVAIAuZFJQMhNZAfTw2O5dDaXQ0Up9KtLK0qTxaTQK04pjzDhtfVv296/65iDjqysqPKLPPQ98hR5ChWiorz07mx+ktPCrIMwzIY333Xb3OkNTXWzs4MTXYPdG3Z0rCxtDsdy68e2TXKucXeSshKOZ8tHtvnjg0P1y1NDPc29z9XteObXHzi7pmx6g6rK1iTWj247atFBxaniZEXR7x+94/D9Dpo/b54QJkqSgki+IiIzvoUosn//W3hBhBVqAZGQOQg55DAdiMjGjRs3bW07bsmhnNNhJpcdmdw+vHtz//bpycoZUJEMQBA5CMlTIYQ7YaRfJmYXTbv+9mOuvHWW78kn/+fhFftvPeHo472E55ekyPdQYduW9oceWd3a2rLywJXkKaNREoEIDg8PX3D+BTfeeKMpOT78iMO//vWvH3XEKicLMLA8tPrhL375i/fefx8ATJ8+ffnSZQ8+9FA6k0bEN73hjed95nPLli8zUreZ+YwKQZxrHl/YCDXzcloARIcaBcyaA2vdvaP74+d+8s+33wIAxx917A+/9K0Q5Lm29dkg6yuvJFXcNKuhpX5Od+/un15+8RXXXpXNZonoja8/+QvnfnZ+6wJE63/NF2yIAKC5NNpbzfFnNlsRAJJnWBDJXLp8hQBWzcc8Kf+bB8krhv9mwmIWFDDrxKI5zIYgEk5kN2/t2Lyl/ZD5+xWpRDCaFoGRocEN/dsns5Nac5lXrBgAMQthb3a4pqhielFl87RGP+mphOeXFW3cuaV7pPf4Q44qrSijhE+KVNIDRPIVgr1qgVPeJdDCooNQ58LObZ1rN65/1YGrsoMTnAtXb3zK0zQ/UZcZnGzTPWPZyZJQVQ6pZEiV29cveO6WRHq4fekBTxywX1XFwtkV0yaV7qT+2aUzWpubvYTfObJr5+Du16w6PllaBAheUQIIybMrl2CO2pfiQDSdP5934/MIi0MNLBxqHWoJdJjOas233XPnosaW2mRFMJnVmWDjjrZNQ10HFDeXQSo3meFAixbWmggp4RFRLoXn3dh838MrfU9+em7H616du2vdQwvnLlg8f6FfnFRFCfQVEk1MjD/29OOdHZ2LlyyeNWtWSWnJ2Nho2+a2sbHxWfWzlixefNGFv/jOd74zNDQEAK86/vhvfOObK/bb3yoDmgHgwYce+uJXLnjgoQdn19fv7O5+3Wte+4XPnrdixQpnDcf8PixcR0OAFzLP3SgQzCDAIYtoCY17RnQ2BIAb/3DjJ847Z3B4qLSk5PS3nPrhd5zVPLNBWHYN9t7/1CP33HvPzXfcmnWy+uc/de7CeQtAIdlqI4xmIiKCs2gAgO2/ZaxXSCbOIjNRyPho7fxnRfmPDRFiwtobYMzopsWuOVYk1DobMnPfzl0PPPPYgXOXVSRKgkw2GEl3Dna3D2yv8ctnBGUpJtCsw9CUdyDRoDfZg+PiwbLauRWl5YnyYvLUsz1tmTD3qkOPVqkE+cpPekBECQVAlKcJAbeSrW3ooe+49+5pVdXzaht1oCeHxx5qf7JClTT70yUb9A8P7eLhQZ5glNrd3SUTY/1Nixf0Di949nE9Y3bbq09cP76jdUbjvGlzimrLesb6n2xfd/xhR9XW1qpUEglUMkEo4JGY9aWXrqH78yKsDRs2hEG4cNHCRCKRJ6wgFAarFueCMB1s7Ni8btP61x10bG54IkwH2/u6n921+ZDy+TCYYZFgbDKjgwnKiYjPVApJUt5PHzj8+sfneZ4+5733v/NYv6i6bFynH9u+9lUHH1VRW+0XJcj3vKKEkYoHhwc3t23u7e2dnJxMpVK102qXLVlaXllBQAAwPjF+0YUXfeMb3xgZGTGa1Fcv+NLSJUuNxG5M44tXLO/Y0vHLCy9+x5lvN+oRAgBFtYiOsCKtJypQ/CcHn4gIaBYBI5vq0NismHOBgOiM7u3r/fh5n7rlrtsB4NjDVn3vi99EgZ9fdemvrr8mm8sS0cknvP7zHz9nwYIFgEieskvSymZwIoJIriYSMH8K2/VEVKbPKAkCKUQwniyFAkDGkGL1VnQWramC/zxh2fRtj5vcD8/blS7b+kfHjVsWBADWGhhYa8NZ4WQgou964N5pFdVzq+qDdDbMhs9uWT+UGWmF6aUqlRub5GwYiJ7ITXoJPxUo5ftekU+e2u1P9PLo4mnNddOmKd9Llhfft+Gx5tlNi+YtpITyUh4gqYSXD7zd3DcJGYTZ+OnDsL+n797HHjp80cqyZHEwmp6YSD+x9TkIoTlZl8ogCAeTOfYwm07P2tnW+OcrSLj3wKOePmBlf1Xp/KqGxjmNwjyCmSfb1hyy34FzGpvIR1WcBAaV8sC1YrFOi3+8q5/3sVvF62+ckxFhZdLpU045VWt95513ep7X2Ni4ePHiJUuWLF68eNGChYvmzU/6KQ5DHehwInv7Q3fPnTa7vnp6bmgyMzH5UOezTVhTScXpvlGtpDPbO6KyRaES5olEmGL/z7e99uZnliV9/a33PlLS8szS2pYZM+rQ99pGuiaD7DGHHekVJSjheSkfiVChILgiFUZw4zfInJrWI9bX2/fNb37zol9clE6nlVKf+NjHv/7lr5r9wKxr62dMTE7s6uyqrq4CyOdH0T60R1pedH+BERaLqVEF4VCLPQIZNHMuNFIpiLRt7bj6xmt/9ZtfDw4PpZIprcMgDBWpo4448sPvPuuEVccBIvkeoJDnWQ9glKUCmG6DRmm3p7CALaMUR1hEIkAKBPPzn0mhCBQkuVPMJ/CfIyxx/zPscfYU2vn+HmGZ1ZS/qvYyD3Rxsu1wYi/7YajTQdvWjmfXr3ndgcfkRibDdG79jrbukb79k3PCobSw3pkb7MfJtBcqRtTAHpTkvHouK8MivyQ1UhpuDfsPblhSmiopqikfyY0/uuW5k497bSqV8ouSQKSMS8ujvExrpHcGlxewzgQbOzav37zhmBVHJMDTmSDMBpt3tO8Y7vWBKvziGr9cCYqI17sjPbBrx5yGirZ1y9ety37yS6mKCr80uX5HR9fAroOWr2ycM4d8RZ4i30M0jlYABCD82xdNkT12dbTL99jVAlH784I0QUCY+W1ve9vvrv1dTU1NVVVVZ2en1rrw6ZVSzU3NixcuOmj/M6ZVv6Zv+MG3Hb8w5UtmcLx99/bekb7FOCvM5NKDYxsT/ZLTDf0pyNo6mJFqeHSs7oobT73gxAcOWzrcU5QexvQRLfuTUliRfHDzE686/NjSinKVUF5xEglV0geTHSkCBGZbt0Kk8ttsrGGae3t7f/DDH/zoJz/+zje+9eEPfsgcIZ1btyxcvnTmzJlbN7YXXgXzXRncEsqLjrBMtyuTgUYRlpGxAh1pqWs3r5/MpBtqZp7ztfN6+nqfXb/2NUcff+5HP9k7MVhaXLpy8XJEpIQHCMqZ/sysbyQCS8t/fX6gsym49xJlfOhuoyi/fRHLCHsP/mMtkl2/R5N/O8UQon4DDEK2pCtaNBbI98p259tf7XEBl9bbkiswgiuw1hu3bF7etBAZJOCRsbGeiaHFXr3HOJnJbEj2I+jaEb90LKHTOZXwA+ShadxeMjwjDGaHfnVQlE5UrO/benD9YtFcVVJRWVa+ubN9+cKlbCVP24jJhuXoKtIIQDtvlFILW+Zn0pm/PHbvUcsPLU+UiOb5s1uaaxt2DvbsHOkZGN+Z1llgKKkoauwaecs3LqbS8onXvMkvLenNjm7YukWhOv7IYyvKytBTnucJAYibMkBm78jf2C3i2nNGu1oixmcQshstgMKCTpB1T4KAX//a13937e/KysruuefupUuXBkHY1ta2fv36jo6O9evWrVu3ft36de0d7e0d7YOD73rw4RqAN57/FairCefNniyrKF5YPyddMT5v+lC3GvWAsKPupD+86ytHXbdfbefuyZpLHjzukyff2PiRi1ZApUjxbK96e6Ytk8sUFxUnfb+iuKxrd/eCilIQArcehoCg0BjE//5ZJwBSN23a17/6tbPe+/5ZM2dGf9iwcRMALFq4yFz5rM3d/S/5Ty+PF3pmG+lbnMUpqu+MDm1CYC4tLt3e071i3tLLvvPzdCaTzqSrK6uAYMtjXQuaWq1CCHayN0bOAye7g7NPuC1FNONwzKsYr6n1y0cXJCd+FbowphpeWcIyp4z5Yn4HV4gnrqQLIq4xF/CogrPg6hHFViaeiuwvNrxyh4sxM5rqMc0j46NhqGeW1+pcqLPBpv6tNaoskYFsbnIT9SXSMH076VyQzeQ4ZIA0eapylMqq/M7GMcxiPVbP4tI1fs+uof7G0iQiNtXOXt/VtrR1EbEGUQDAgiQmt3CyKNljB0zoA4Gwt9+SZX7Cf2zTM80zG1tnzVHZMFGanFuamitzRGtBBAbyUNU2jB1+bNiyIH3PzT23/Gbt3Ob9lyxf1DrfL0khoUrYKhzTCI5BE5A7ikUKRxyLncFpq44KOiqYVTZARgBTGRJ9VMIQ1Yrc9Mc/XnDBBUR09dVXL1u2HAASicSSJUuWLFli1zcCzmQy69et27h+fVfXfE/1t3Uke3pLewe83oFygMW3AQAAodRWDS+r231Gy8MNZQPXrT942WEdOheCSOkglJTnBsPxulxCQl2uUj3jQ43JFGsu8ot2D/TO5/mshQWQzTyFvPqCjm/yB1r07tyB19w816pLKCiwfsN6AFi8cJF7uLufpQhwxVmFB++LOL+jzu8uT7e70lIXUsOMWU9vWrOzf3d97cyioqKioiIEWLNlo+95ddXTXFoKQuJCIvMuyQ73dms7+W0id7foxijOyl938m92ysVWBq8oYRUsarD91Vrs0HXFKxjngfb6Ca6uCo1Hb4/zylzE7LSFfHprDy57YpoEccfOrqqyCtNyaDKT7h0fOrJsQW5kfEc4KKHM7i1KT4xyLtS5MMchIVKOlCKfcM421dYyVDlZVEo4s7hy+1jP7GCGVuH0iupntoa5XFZx0szxBMyf5UZjMAO4BAFIITCSh8SQ8JYuWjy9dtoz69c8175uQWNrw7RZZeUlKCihRkWsWXvSnS3F+x5efPZ7EtNn8Lvf/9Y3vqW4vJRZEIFSPiBoYGTRos0rMLAyFTkA5hpvThFT7o8IoEUQRLMT2NxeErNPBQgFEJULfBWCyLr169/1rncx87e+9a2TTz75rz5U+z2ZTC5fsnTp/EWc04cf/MTE5OTSukU7u+mZNeFfnhkIB5vbu4o6dlf0Dlb1JjIAML1kpMRLbxisr0xMGPYsCvxJT5snLMJEOsyCBgAoLyndsaMNmEEUCAOTmCtD9HHjX7GV+TQKOAvzWwoAuGHjRgBYtGhR4WPzVxpwF0AoqBl4gSe4i9DApg4AhKARjRauARUCg/LUofsd/NjaJ7fu3tFYNzsIgx293UEYHLH/IUiERCYDdRZ6a9CyC3wogpGGhRINSxUEKvjgAYEkr6dGq0FTk6oMXinCEjDt3ByN2BsA7PQhYdMOD6RQTgQAYAECBCFt/HBRYwIX5LrnZ47CbjPKyPZmENtrcWIyXVtRKQyi9a6x/iqvBELOBcEuGtt/Y/eSJ28LA9HEf3n1Cf3V0yrGB197+y2r576VckF1z9h7Hrjp7rf9b3GQqlNlW3N9YagVMzGVFZUMDY8UV5QKm3wKoPDANh4le20UICN5KlSAiNNqpx1/5LG7ena3dbbd8dQDlSVlfcODVaUVk9l0OpOura5JeomGxYsHrr6uaNmyx+6+881FSUwohZTjbDYzMTQwuLu3Z3hwOOQwPZluaGhonNMwbVqd7YJuOhJEV1e0ww4KND5zYEeBgIm1CEHMDkcEEBwYHHjjm940Ojr6jne845xzzvkbn2xEfvmLhShSCT/pedJYH1QmBrni8SPLx3KDE6Pp4M7dkw1DFZAFRDht3sOXrzv2rKV/AUQhEIw+YUQzUAIZBEqSqfKSUsMg+fBBCgjreVxi3Enury6gLLgzyoZNGwBg8cJF0SMRbQJVsNOiw8sEoC8shXqeJkwCGoDMthMRCyAQCOGM2mknHHL0+i2bt+za5nv+7LoZLQ3Nnp8AG5hHURWisSbYBgvmiHJhZd504S72ZPjL0FhkerXvaEqzFbyCEZbJ1MTWaGoEccNOtBkSqc0QI8tI7AJeM5kSARQZ3xwiIYqpJwBCYACK2oe4x7q0shDbe7oOXri/HTGSGa9KlkEIY5gtTmcOeOC3q4/84PA4js0eePOfr7u18W1FPM4KBmbA9AGtdeiFMIY5zoWksQj8icykn/CZJQiCofGRmTJboQtZovMW8xdqUUhkBlsKCiCBMIGnSMvshtmz6+uFOZPNjU2OM7MiKikpKS0rE2ZK+X/6858+uP/iAw488Kjjj/aCifb2jp6ensn0ZFlpaSKVrK6tShalgmxuYnzy3nvunTWr/rDDDlGeBwCeWQAy/GQaq2pD4mZXM5hPwzE/Gx0EEJWYgDYIgtNOP72jo2PlipUXXXjRP/mETQRAhARANDw+DNMRBRNewlMUolDSL2VumDHQUJ7p21qKiE21I0mft4zXI6GX8EdT6Tm6RCV99DAbhLWpYhNrZIJAS55WrSxJrg72b+Q2NhYHmwIC52UCAUBm3hhpWGBDkHwBNLqgHiL1x3ygL4yxCIDBzFFFRABCYjtnmQkEyRNmISWCUFRcfMCS/diYE1AQTd2fkfwRlUKEvNZuwywEQCQQt35pHgxOh7Q7xaS3UFDXDS8mp91b8UoQlu3nj7ZAHjQI6rywohkJhQGAzZAVIGTNpAgYQAkAMQiZsEuRkBliyyZpNDFMdCiJm18KYHIdM1VJhKWiuKwoWQQ5AZFQh0lMsNZZzi3c1NYzY1EmWZrjseHKmhGqqRvfMaZKvUnJVJH0CwASY0D2rCHESZ2rRESQyvJKa+RDx5f4/GuxO4QE0QyKE0QbugMiaAFC0JAqLiouLWIG5SvWLAjkK1J06OGH3fPgPf29/dffcMPM+pmlpaXzF82fNXOm8hUzE5GIEBEhhbn977/v/scee/ywww4DyNu7AUy5GTAzIrrWlQDMgAji9r8yx7gVtoTw7I9//N577505c+Yffv/74qIi0fzX9i5x7ZgR2So3gtXl5f2D/a5HClSkygaDsSpMAWKdLt1eNJaiUnOpP2PZY99/+IS6sonBssADqpJiQEBPTWazNcUVpoJkLD1eW1FtNCsjPAMWVu0XiEs20HaHgvkm+SPC/LR9x/aJyYmZM2ZUV1VFnxLaRYdIknbP7X55oRL1nsvu7BRydGNuAYEImQ3FiLvqGusBEBnnp1U+xQZnxpLgUlNXA5ZXzh1FF8ClpvjfwFMRXn7CKpB7RQDETIJk60wxfSmtwRLsFDUAYNEuOEciBBJPG3sR+goQUBEh2kmQRtR0n51YdhRAQCYAbT7jXYO9+5tPnSEURk8RERMmJoayJVWIhOghSjpVXswT437ZtLFdb/3zVckMeqJ1UZE2hw1CgccJx8bHqsrLAQHFxOv2XHd6QUFqIQhWMBVhQhDlmzTNfAR2pQqNr4+MQsPbu3ZsWL/xT3/601W/uuqd73nnme9+KyBo5ixnIWMPVyKFCD75pPCQww6+7ebblu+3X3FRkbnKCoKEzGLmazCLSKgBwNrXxcosNvdQKISoEYl+fskvfnHJxalU6obfXVc/q96+Y2GAPTgr0npECJEBARXW1kx7dM3T4Csk9FL+9PKaroGe6SWVoaKZQdWYBDun5SCBqeqSRVWj09alsz5sSyQPoNJEcSpRmuqRUVKqvKwMFamk3zs6OH9uKyoij8yivt1axwX5rbHXK1tlEB150S2GgNZv2AAACxcu2kNHj1YLzeETEQEAGNf4C0R+yduKSEIuemIAEBJzZUBhEWVaoTrfhDKHgO3wQaSATISFVtgCJ7ej9Y3lX9R8fyHGi6mMl5ewTLrnpG8QZkQA1gKuD6yADrQilCAUJNFatA40cxgmi5KgAT1CEgBWpIy4IiGiR8QgxCbBcgPr9pj4DQAowC6vR8H62hnZMFcMRYJUmijKSSiYLKXERHnFtN270aNkACjoJSYzxU1cmtg9vf62Q95aO5KowPFl629KgCJC8tRYNlOSSpEiIPR8VVJc4i52jqSed02zlCA2dhenbQmAQtPMyHXUQjClHSCb2jc++8xzvu9Pn1738U+e/fFPnw0iQZhTytM6BCdTKVSaRZFiYBAsKS2ZMWNGZ8eWxUsWC0vU4R00AwuHDATMgmBnnSGSsEalxMRZqEAEkB5a/dA5nz8XEX/x84sOPuhgo3nZN8W8Z0F1XrezFgOEolQqlUh2D/bUV9chqsaqWW2923vD0Rqv2Ev6C4PpxdUDZ7zjN5sCJKJDj7vvmj+88dZbTzrmzEe9lJ8l3ZUdWFrbQgmPBIYmR8fSE40zZqNylk6UPFkVfN5WTxC3/hmt20SRllhla120RMhi9Wm0sSE4xkLZ80N8EQc92l2xh2wGAGAaNSORiIgGJBJgEAQWMiu11qOBoNBQnACAaRLprgzm6ptPLKL98F/OVBavQEpor+RGS2EG1xBWc6iFhXNhyLy7p3dHz47R8YmR8RFPeQCQC3LlpWW+5zXNamyYMdMPk+QpVqQSIJrBV0TIikmhcGTtsy9oYBRGOz6cIFWUGpsYqy4rIYbSouK+kaH6RGWFV7J+4aKD7ru7eMlxge/N39hbM9Zzy8lvKhsZop1QNeilkuKhCpVUQzEl/SxpASlNFoNSpGgykykvrYhkUcB80pJfTC6M5Nkq3flrojL3IQY2KXN3987bb729oqJi4aIFs+fMBoBAB3/+482f/vin/3DrDXOa5hgrknlRjVopj1kQUZCQuaq2uq+/X8yQAQYQ4dDOneYwBAAObKGys5IAonaFZgyEO7Z2nf6OM3O53Dn/96kzTjldNNveDy7KsGuOGPFFfgFfCEERKDV3TvO27p0NdfWUCnyE5bPmr93VXl7ZnAiTwn7TxLQGrklDVqNMryy5ZLLkwc3l28a2za0Zf3KsrbW2oa66RiV9IXy27cklrfMTxUn0FZIiUwpnVs0KP/T84WZXbxDADT3Lh1eGQzZs2AAAixYsdOG4cdFhYXD1AhX2vwHz6Tr9XsAwFBsSRBEWRgFCBSJEKor7FETtEwAVIQAqNIGWjeqNZkUQkbVdQ9yX8DITlklJjP1KxIRWtrwu0BKw1sHGts3tOzs99KZVVC2YPqd8Tpnve6wZEEbT4/3jw9u6tj+7aV193cyl8xYVFxeDABGZyxGBx0KoYI9k3rxwQbogiIBYWVrR3d/TXD1bYzizfNqWgZ2SQj+VLJO6u0469ah7fq1DAYBnlrx1ztZk2QBXjI8f+9yvUzq9+rXvZ4LZfrXy/Z16eGZxjZdKkK/Gg0lAqCwvJyORUoFe6+K65+0PRIomqe9h7EHQWgdh8OjDj25Yv+GIVYfPnjMbCTO5DDAHrA878uAHHr/XS3hBGLCwOVIJSIgAgRCZCUhAVHlZWUdbh128iGa5m4LKgAFMCa7oMBwcHs6GWQVUUV5RlEwBkfJkbHLytHedOTA48Orjjv/CueeJZiZEAAJBYTCVkoYRbI2IeV82wjR1jMrDBa3ztmzr7Bnpr02VI8DMmrqMzj65u21hWUMtlaBHIOJnksqjqmJ9yhHbr763+ed3tb77bTfNra5f2NhCSF5x8vHNz5JSi+cvpoTnKQ88NL00QQBUXiDPH2xg966IsBYE1yAbREKzzxkQ1m+0S4RuipcgIjAKSfSZIRco7s//GF8w7Cqsdd0gIYtRD2z1GGhBgsi+AwiWlhSiiK1hdn6GSES3dospVbT8UuFlIyx7XQM0q+l2YrsGAZsMhnpgaOjJdU/pUO/ftKimqJKZJWSdC8OQRTMqKvdSZVUzWqfPTudym3ZtueXBOw9cuF9zU5MgK4+EyOSYwubzdIYHdCcVAJhVGkJBbJg1a8funYDikSouKqoqLu/WQzP90jl62nNNc29654dmdiMw4tDggWtvmtG9brC2qavpoB1LlnXV6UzTJ2cmU4GSET25vKYZlVIJ1blr6/SaaWQ0NauD2vVmBKeFPA+RAgv5P5oOmEEQ3HnHnYh46ltPTaQSuTAHmk1H4FAHiVTyL7f85babb//2j74pRhJhFGIBZUQPMcSkJJVKFZcUR1O/hE1diNj2lSBDI0PPbl47NjkOAkWJFCLtHuytqaiaWVO3qGXhWWd/eP2mDfNb5135s0sUkrCgFjBmX+M+cQ546yOJwitgE5UQoiD5nr947vw1HRuOWXYIJTylddO0+qSXWr+rbSf69YnKSr/c91h5KggzJ5/w3HUPNTz47OwPnLb/wllJrygJgOt2tO0a7Hvjq1/vJXzPU+AhKQUutoqsxoQFvOKiefcNjP3VjYwUYBaAzZs3AcCC1vmR78+uJpo9W/jZFHxsL/jI3+ObpT0sZHaXe4KAh8CGiNAeFy5ystE65S0MNncVx6T7HlvBy0dYzmksIgAmBxSThpgWerJ9+/YHn310SeP8udX1wpIZmQARzoYcagBkZueaI0p6ylPLZ8ybVTV9Tdv63qG+A5esEEDlE6AHgCBamckopg92vpkZ2AUXj4hVdVUNg+wa7a+vmeEVJRfUz71z/cO1tUuSCbVYN2zyurc25GqzRVXFdZmh5tVHnJIuS5R3rD7s1p/sPOD48LATE2VFGye3V5VUVFVW+cXJLAft3VvfcNzrTI9aQERSQKZ/I5oL/QtsmWA69d5z992ep1YdfaSZ96R1KMCBDoQl1EHI4WGrDj1k1SEBByIMSApt4ytCJYiaGRBZJOSgZ3eP0T7EjGAJWbRwTnOg17Vv2LStvXHarJXNixOURASjLPYM9bXt2vbdCz9y291/qaqovPaSX5UWlehA26YVgKBQQJBAInU6r0tH8axC5eIE5Jbmud0DPY+0PbNq2cGmp/jsxIy68ur2/m07Rwbbsr3ZICcgRV6ysqLsDcdtv/72ub+9fdnxR3eLj4+3rRmeGHnja04qq6oghSoR9dQnRGA79MroeHv6GsQFlcwgyJrt6rP15cm2rm3jExPT6+qqyiu1ZjKeLwAANN06zSgcd7WxCd6L4Cx0KhoUqO/mB9cCBtBEcCgMogQFSJElIpN3kyAgKLs4aKqanQ8YXsJWHFMOL1+E5b6iHQIMDKyNU5F37Op+ZvPagxfsP6uyLjs6iUQ6FwpL3+jgwPhQIFq0eL6qSBTXltSkFAELK6otrjxi0QFPbFn72NqnDl95iJvXxogk+ejYGYsA2Fz23XEjiAuaW7Zs3z67ZiYRVRaXLa6du350+9LihmTSX5KdtTs7uK1ouCshmw+df/yt18zpbN/VvKhn1enBooOAaG16B3q4fPZ8s8Tz+OY1y1oXVlRWIiG6MQFkU8E9jvZ/uJOsxDI4MJjJZI4//nhx/GXPSQY2076YE6nEHbfe2dTS1NzShKamDl0km3/vwAwzZ86EKN5gEADWWkTWtK3r3LXjmP0OLUmUCGvRbLwOpGhGZd3jTz958+23KqLvfvkbzQ1NJiYBtucfgnP1OjP/X70ZRGLR1uggCEh0+MqD73v4ofueeeTwRSvJ94TFT/oLZ8ydV9UACJlMRiV9pdErSjS9c+Lme/nWB8rveaotl3i6ftrMY4862kNPKQIPkYhJQgjN4qZPHrpsy7ykIi96y8xiFi+MZcu0Mna+YrEe9/mLRBg1ijJvzy6D5BWFKBk0IRgXuHD/wQfqhP89zwFw3FpwVydkOi3DvKKtacZoCdD+KWLM/zabwovFy0NY7pOyxwrYJSrRmlkGB4Yee+6pZY3z64qqsyOTufEMh3pLz/YdE32koUwVJUGhYC6d3gajm/q216TKWypnlxQX+6VJ8rwDm5c8tPGpze1trU1zAcBqmcr6XQTzC9DGXGdUSRJRTAta57dv62zv2doyrYFyasnc+bINnh3ZvqB8VqWqbpwoatAzdchhScZbNLj+zHMpzNWteTB5/Xd/87Yza0qqDmxYkiwvQQVrutvRo2VLl3tJDxWZCIs8K/YAvOC2sy6d2rp9W2lpqZ9MaB0wCAsbi4cWM9hPswizPuLYwyfHJ598/MnWeS2VVVVm1IWQ5BdiAcbHxsfHxxWSAgzMdOtQsw63d+3c2Nn2moOOSQhyLqeNGVMYBBlk3ZZNZ3/pHBE556Of1AoGh4YqyytQERBCSCAkhv8J0BRLGy+kg11pEOM0QwBtHBwJ3zv6sFWrn3zkvrWPL/3/5H13fBzHkW5V9cxsXiyARc6RAMEcxCRKFBUtyVHRli3pnKOczuezz/HO4ezn0/M5nPM755xlK0dKYs4ECRIgcs5psWmmu94fPbOEnH2WfKl/EgmC4O5Oh+qqr776qm5FaX5cZh1WwI4DDAGI6HCILFFVDC++fvy7Pyn7zDfj3/zi1uqqKiNoAZHht7x6LplJZ+bm5m3HjkQikWhEV6/oS0I/OwICK9T5C90x11HAzFILOjAA6yrClsYmZUtARIUgyLMQeskIPI7K8jXkPwrE5wyUZ7WWlRbkEH920+YXpg48lMDNHbnxIHjQoPeXyzHa/7XjOTBYueIP/ScG7Vsx667LcPTMibqyqvJYkb2UVVItJRLHJjrRhhWBipAjVMYBAplxDF9UMdsmjaiZfWPta4qbSs24QPKhf31t6+He02UlpVErqt/L5S+I38YeWPMMAZGImHjzmk0PP/1oQSgvFoiCcNrKG/xknJ8ZDaBVZOYV+sKQtq1wLLF2e/0PPx3sPjOwZv3T27e0xmsbquuAUfiNY+fbEzK9c9N20zDQIEREIdyPoaU/8E++BDVHmcHO2uFwBHVzXh3S5urRmHPX69e/9I3z53oeuf8RAIjmReob65tWNDY3Nze1NK1dtaakrAwBpJRl5WUCTN0ylhUoxezw6e6z6xrbApbPTmaAJSjFus5ayqn5mVe+982pdPrW62+46xWvOzvac/zcqV2bLgY3G+g6TZ5hQLeWzXsEN7+mA3GPXK0zWCykYRqXbN7e1dt9uu9cR19nZVFZSawoZPqQhLKdDDrT09NTybnOgZ7Ld9f+9NfXHzpSs5BMoeGgQQpYshwdHe3p7RkfG5+ZmYnF8ubnF2KxWDab3bBxQ3NT07I6ejcvqDzsTvtZbh96yYwAUp3tPAcALc0rWNdIuDVAXol67tXYxYtc3OiP+VduSwrNZWCPEKYZJOxpKLmkVqUvGbeanz1ShXfj4jJo0J1hL3n0P7vL1Z8ynrssocdLBGbFqJSSSjmyd3BgKZXc2rpBLqZlJruUSB4fOxehQDVHIcGZ5JJypG5omkXULRVqgnlRYZ2e7GFWJZFCMkWeFSqNFR09fWLn5u1oCgCXH6+33gVERd+9CIAEAlAxIRYXxjev3Xi0q31L64Zw2C8t0eRvqCgs658eHpqf6kgOhkw/pCHjy0ytXz115yurQFx+9LAzMylXtSXt9IGuE6ls6oqdlwVDQfKZZAjdY9UtqTfEH5oRvX1ddpCHsxEiYjAYHBsf05QHQtJ5QJ3fyoH4jz7w2Jc/81VAqGusGx8ZW5hfPH7kxPEjJ3KvH4/HV7a1xvJiTc3NIGHVyraoL6zloQdHh6fmpi9r2yJtR6syqazUOH0mm331+986Ojm+edX6j7/t/cqRK8rqfvz0vZMzk6WlZZIZDQVAOk4FIGRmJhQu9w2WHy8NsuhWUlo+DoTmGTU1NtXX1vUN9vcPD/SODUipsnbWMAwSwjKM0pKyF1x1bVFR0fFT8rNfpE982v+jH3Lazpw9e7anpzuTyZZXlq3ftL6oOI4eKD0yNHL0yLGlRGLd+nUIyMIDy9mjKCvJrkC2TpLqCjDuOHcWAJrrmpTj6EiTgMBtaIG6bYXLN9fbGDQa+afdQApcq+R15HVZFVoyJFfhzw6gC2i5gj+k8Sld4f8bKe8ciJZD5v/3judAwE9vbHYlYpHB0YfEkdml9L17HmosqakqLMkupLKLqQMDp/02NVglqelFVnIhnZygRFLYitmnRIHtL1AhK+wjn5EIyG41ubmoJb+oAC1ThIxH2vddufWyaEEeGUL4LSTQHW5cko43lAJgyYqVw6CUzDos+WxXx+nOjjWNbeX5JSqTVbZUjlJZx5FOIpVUxKSogDj+wbdbg72pK69beMlLO/w0OD7cWNewZkWbGfKjgWQYgEwk0FjOQv49s5LrOX5h7gFcSBWSqeQvfvGL5z3veaZfOI7jKMe2s5I5Y6eZ2XayHWc6Xn7DHalk6m1/f9crXvVyRJiemO7rGeg+39N3vrfr3PlzHZ2JROI33jQ/FmtpblnR0ESGaGloumrTrpLCuL2UYWZlS53yf8fd7/vF4/dXlpT/4rPfLi4qIpPIME8OnUul07u2XgxEpt8Eg4QwyBRaNh4A0G2+txyDASXZfVSt6qMUKFZSsabXs6d0zixtR7JDSJbPxwxGwAQGssyxcWpZbbS1/fiuuxxHZsKRcNuqlcWlxdo/17QmQiIiREotJR97+LEtW7fW1tQCAjGyYuU4KqtbjdmAIDMOK2YlpaMQQElZu3llYinRte9UvLAQCL3lA2EaIICEbjvkSl3rFsqIrL/4Q7ve0VWLbnN5JRUCKEf/gVkqBNZkHVZuCber5eGmBBG8ravbfBEBkAAvk+SGjv8rqQzLx3MSEnpJEU03UcAMrFjx7Nx8OpOpLihVNitbDs1NLGVSK40ambFlxh4w5ufNpVCKCtMGOpDxqYlwcopTTZm4BRw1/MX+vPPzQxvyYwKlQF9BOH9gbGhVLKob+bo30AXAW3vRoOU3FDKRZCASxAQr6ptDgfDhU0cHQ8OtNc2RgF9IJQ0y0bKCATJISSUMSt7+2r61q0cO7w398GuZ2+64/OJdhcVxBBKWAYKEQYyskBkkKImQU+5yIyKPz+oK5sKFD3chicSOQsRQMFReXn78xPHNWzchIqFAImKFSIhyYW7hra97RyqZuu7F193x2jtQKSQsLi0pL6/YcckOn2khot8MjAyP9p7v/cXPfsmKuzo7O86enZ2b23dw/76D+/V7/h1AYaygubahsaquuaq+vqJm74lDv3j8/qA/+JUP3F0QyWfFrJCZKwpLz/R3gctnANLCgK56ohcO5sjXHtHB63DmcoYQPLa2LvtVgEoBMwIKw0CBrEW7dBIQQVhmQUnyJTe89dvf+sIXv7TjW9/9ZjQvIpW0Zcal8rlcWTDYROJgKNi2etXJUydra2r0vGazmcG+wfb2U2c6Onq6u3v7+zrOnf3Xj/7LVZfuVtIZGh9tP3s6sZQozC/IC0VYKQRy0woKWQvXEBNzLiD3FusPRmIem8Lj7igGAKlbNilWrFiBoxiApQQE1kUJgAAgySXvgwAAhUg60aE1jn9LVBe97NH/Xpv1HBgsHY+7npu7lDqj3DfSX5Rf6KLvjnN2qq8pWOYkbGXLfp6eV5maMR8mJUillPQDFljmSGm20z/VvFSIJMp90ROZoWQ6GeSAsp2SvMLe0aGVTS1ECMzsIAtA9cxu1vpqUoikELT/L4AZwaiuriopLj5zvuPA2aOEVBQrzI/ETCGA2cmohcXFpWwyYdpXvua22kRC3Xwr7bwETMMMmiARCMFArZx3Aa7DZ+wlZnaTO+xyGT1b7vkK7GWAGJB508ZNv/rVrwZ6B6trqwCloYRiMoXMZtVb3/D2oYGhttUr//GfPyRIIGlSNAkShChIACKhUV1dXVlWkU3bN998M0oGBf1dvR1nO9pPnfr1ow+Arc50np2em9l3fGbf8UP6Q0ZCYUK6++0fXlHbCKyABShGgLA/sJROKmZXCIMVggbaXSQLWIPuzzg5WpJCAaJgUMi6CAUFAIAiBGYl9NQA5dTEGYUBBji2fejggY6zHdc//9If/+jf9z6993xPd2tbiyMdN+BkrSFBrrAq8uDoZF9v3z2/uOfnP/v56MhoV1fnwMCgyhU/e6O7t3tp85Y9R/cR0vDICACUlZU9ePCJjSvXl+QXAICm0LBO2yhPByKXeMY/QmtwEfUcciYVACspmUFlHDdFqxRLZikRvFy5fmUi95kEAiEbBpL2q1zpREAC3VBC44O/bcT+l43nwsNyw37PWqF3qDmZSRXF4syslFpYWjLRiFMknV1IcnZRZGtnw5DOxMZ7m888qJAA+Oy6F5ZgyXCVM2MkS6XPUBREczQx1WBWAEBxflH3xID7jsrtvO0qKuGF+9GzDFpsSXlqwoQAls9au3JNW0Pr0Ojw2OT42MzEzMJc0O83TMtvWKXFpcUrVgWrap2Lth5tPxHr725tbWMgYdLc0uzY+PjifGJhYSGZXLJMy/RZdTV1ldUVmtTogqTgKnwCeNK+bnGjhoMYGFCgklI5HPT5t23dum///kg4lFcQIyJWiog++A8fOrD3YFFx0ef/3+cCwYBym9ABoRAocilwIiSk4bGRcDiMms4BUF5aWlJUfPHGrUXlJc/bchlk1NDI8LnOcx29Xed7u8/1d+9Yu3lNY+sVWy6BHOrr+lTkMkX1EmqjsxxSwWXVK7kvPDfLlUuBCzgxAmhZAiYE5a2PIIUsUY4Ojzy556nCwoLLrtiVl5/38jtu++qXvvbpf/n0v331s1JJLeGsmO/52T09XT29PX29PX0953symcxvbD3TNBsbGpsbmxrrGxqq6xrrG+ora4ryCx899FRBNLaxec3nTpwGgK1rNzdV1h3tOL5788U+8pF3vS6HPpdHXoygW54uS0a6sING7fRPKU0i0a6VLYFIZ3dZ8szM1OjUxNz8/PjsZMgfHJoYrS6tAIZ4fmFpvLgkXowgmBmJAYCJUTILrxsOe7Wq/7tNlR7PhYeladE5R9lL7zL3jwzVra/SHKPZ1GJIBDSMMiUXjSyKlOLE4pojP3py0x0ZXySUmNq675t7LrsrL+GbiaSK7Kh0ZBj9i+mElIql8pnWzMJcxrH9ho/dHpNAmlSDOX7esryPSxdGBmASxKykwUoaPrMh3NjQ1OhtW9TUKhICiBZLYzsu2aGYP/GJT1TUV3e1d/X19Wcy6bxYLBqNhCKhopI4Is1MT+8/sC9wMnD5lVcEfH63sNB1MkHLvCivoNJFZPUndaTXJgCrKqsWVi7ef9+D173gukg0LFh9+Ytf/c43vuvz+b72zS/XVFVL9oQHEAQSEhGSQSYiCBJEND0xVVJWopQkRN0JXRfx2I6TdWw/mZVlFaWx+CWbt+u2gAAKwbXggIgCgQgFJVKJXFwLnjd4wc/gXE7N80GWrb7WKXVrssgjS2qQHtxes1q9gJkdO/PYI49NTk6s37i+rLJMKZlML732ja/+9je+c9+v7jt2/FjjikZtJQjw7k98enhwOPdWebG82traxsaGVDJ928tfVldfv27VWhMNmckqqWQ6qxhU2u4b7rcde2PjapbqXHcXADTXNdSVVPWPD/WPDjVX17NS6HEj9LKh7lCPqFARid/gIjwjB+zlwrUCpXQkO1JJJbMOMzup7MDYUMf5zmQmVZJXmBcIl1S2+A1zdVlj1s4msun5xcWDI4MA0Fhd11hdb/kkCiLTEJZASWwZiMprKU4gcl3F/8OFjv/tx3OEYS3Ly+aE0xhi4WgoFIKEA8AZJ+szDAAEpdIoQ45BiEVjZ8dLVqStMDAkwvGFvLLCmX67pGXKcMAGJLDIsEESoQ6JYuEos/SCMcALsHfukuRl0ArqpLzLr0FAxWgIlhIFsQQkXVOmURZEk5ghLxb9yle/IkzjyT17ZmZnKqsrVq1uK6soJUEAxKwEEQPU1NVs2rzxqSeffnrPU5dfcQWiG1tozBV1JoIRHMmEuhMUIoJSTKQUkyCWCgBXrmhFxJ/88CfPf/H1J0+c+tD7PoSI//KZT63ftFFJG8lQSrJLOCdBBjCQIGRGJFAwNTXd0trKnoeLnoh4SWHRbGK+LBx3y2UVIkoQxJJZEEpGIdxaEIEAODE7WVFU7tWEeNTqZVr1fxhFQU+VQv8D/ZsWsdZBugKllL2wsHDfr+6LF8evue55VsDKZDJKScUqFo/d8vKbv/HVb37xM1/+5Gc/rtfMQbjxZTc62Wx9Q31jU2NTY1MsP2YIyxDGYw89dtHmzfGiuE9YMut49kTfTTAzP18RL51LLPT09R44fggAmuubGCA/nLeQWHBdKvdf6MckQARXIAykkogoWRKi0nX2DAxMIADAK+Vx689AucGgtOXs4uyRE8eTmVRLRX1ZNC7IcJbSaBpOJktEIb8/5ovUxMsRYCo53znSd+r82e1rNlWVV7AQ7CgQgEq5Xa11etCD8TSx639b2bMezxmGlfsjX/hyKZ1UthQADKjRSBAASKyYkRnYn55P+fO04g8zpwN5/tScMvSdhoDk6GQMAhAoJVPZtGVarhaWXtJc4ZX7YTwXQBOVmXQlBBMDsxZAZ9bAitcnBhHARWDGx8c6znR0dnV+6EMfKooXPfDo/ZbPBABb2aDcV3eQSBAiAhnbdmy79577BocGq6ur3WdWjMBKsmaAslQgXX0dcA+/RETpICgBiGQarc0rTGF8++vfufvuux3HeeffvfPWW2+V7CgSihWTkauV1fKUBgkAFEST4xNKyni8kNBzbHTkhhCLxsZnpspjJYAKhYHkgsRKEACDADII3Z6dhAKHp8c2rFiT08zTWicAXiDEf+yoLEseepCiuHCwgYFhfnb+Bz/4wfr161avW52xM3Y2a8uMktKWdtZx7nzd7d//9g8evPehW+64paamKhgOWpZ5x2tuMwyLAC3TJ0hIKQUppaRlWqNjY4XxuF4/x7YHBgfPd3ae6Tx3tqPj+JmTE5OTo+Nj+rzn58WOtZ/YvmlLxrHDgSCAKw3q5pdJAJIW/FTIAOBIZ2hwaHJycmxsLBAMBAPBisryyopKFu4Tum0idHcvqZSjlC37+vuePL6/rXrF1oZ1KmPLxYwtUzJjA4By9NZBQCBTCMvII/+2hrXDc+PHzp4am5rYtGo9+HQvQmLFpBviQI6u9b/RTuXGc6zWgC7srZcn4PNlnayFFhEEfIG55CISkkER2zdr2WQYmVAsMjPiSuspFcguTkdaF/0qKv1kCGGKpG1H/TEiQYLm0osBn5+Eob1l0mgOLjdSAAR44RL05GtdmX5XhoSY2auM1//WZmdkZKS9vX1ibGJlW8sLX/KCTVs3llaUJZNLTEFEZJasK+oRCYShUX1AA0V1ddX58+erqqrco63crcxSaTIBIGq1QtRFuTk+BCvQOlOExfGib33rW7Ozszt37vzghz4glSImiQ4rHee5Tqzui0PCAAYibD91prG5KSf9zZoSxYxErfVN9z35SHNlfdgKkEmgmMFAZpAKBSrFwhAASAaRKTqHe6XisqJSLc4Lnp+Vq/DOAT7/gaFYMatUOv3Tn/x0y9YtK1qbmZVUEoClVFJqySFZUFhw3Quv/ekPfvb5T37+jlfe6dh2VX1lbXM1oQNISkkE0iZifHhsaGjwwQcfRIDu8z3nzp3t6+93HOc33jcYCDbU1FmmdeTUsX/6zCfy8/Pzy+It9Y0u4M2EgtAgFJo+hopUNps9cuTIQF9/OBrJi0arqysRRWJp8cSJkwcPHNqydUtlZWVOqFmxy+FQWadnoO+xw09ftfmSiPTJZNZJZexkZjQxNTY/mWWZtjMGCUAIkj8ezi8LF1p+n5KqxBeLN2840tv+1NF9OzZuM0yhbAcFgSBmAcSolNu/K5ex+d83nquQ0I32GRFclBgR4/nxhVQyGvABYX4g0jnZjwFEQXGO9lnTmaB/qnpVY8ejPc07s768yPxE3tzI0brGhN9pUTGyBJhiNr20ItyAloGCxqenyuKlRKhlg1zLuPwC0vZk+W3vfjRPXZZztg2QwJEKARYWFw4cPDA8NNy2euWOS7YrpRTL/Hhs85rNr3nDq1/5+ldqr4wBFBICMUlEE4kFCwmqqqpqz54nvR/RSUFW2rfS0jqoNU/cghNXpVMX9Ui3/OMVd97e2dnZ3NT8hje+4cnHn9q6bYvls9DtzKCU7nWMoMWQBBIgzE7PzUxPX37F5Tr3z+Bi8woRCP3BYG1F1dHOk5eu20bSlUEGANJ64cDasSIhphOzJ3s7rr/kaldKXIeQ5HHb3MyVnr4/78zkah8A4eDBg5VVla1trY60ldLFSKznSEopWc7PLmzbsvVXP/v10SPH7vqHu6qqKjpPdNnSMX1mX0/v2NDY0OBwd2f3uY7OxcXF336v0pLS1uYVtdU11eVV5aXlKSf1kt3XBawAM3/pO//v/f/nn97+oXe/9fVvfuGua0B7VeDJqQtiYIn2QN/g/v3740Xx3ZdfFs6LKCV1wTIhEIre3r5DBw7Zjl1fV+/uIEbFih05Mzu37/jBy9duz/dFMrMJJ2ufH+vvnxsLkJXH/lIjapJgVhmUCZkemZ84M9NTFSxpq2gQhmEagYsa1u3vPn7o1NGLVm8gy9QWHkhqB9zlOvAfSVz+Dx7PXUiIGikFRbpeC4WyLGtofLiqqRiAYpGo37QmVSIeDlBaVGcK+vMWKzGv47LbNx78IZNggL0vfKVv5sjtv3pibNfNixftGlAzUX84vyAfUYBFXcN9V26/DE1BgsjUqgJEpNnCGqX6HfQZJHpmMQQAQE5/5Pz5rn379tfW1txw8w0O21I5GSfLSlo+82f3/qSgsMC2025DAUTSALVW21KkUAJBOC+SXEq68wDASrIElEo6CpSStoOsJfSAWbkkDE0vcogIWcr3ffTDv77v3oL8/F/+9Of1zY179++97977161bV9dQIzX30k1qKO1hGSQcKZ9+au/adev8Pr82WAhu+TEBK0ECYf2qtXsOPP348f07Vm00ydCwFCstjanQFAg4ND26//Sx7Wu3xGIxAEADCcmT+vSELl3HdTmp7E8dGnzJZLJn2s+87OUv1TXeOrHmco1dzT010DNYt6Lmxbe+8Aff/NF73vLekvKSgd6B6cnp337NwnhhQ31DMBi86uqrmpuamxua66urDTScjA3MTsYGyQdPHX702N71zatKC0peeO0Lzg10f/sH3/3sl/+ttanl1htuIlMAgOEzdUbEIbnniSd7e3p37tpZXFoEAOlshsHRz4tARKKiutw0zX1P7c2LRgvzCw0hcgDWk0f2rqpZETNCdiI9Nzl3fLLTULCCS4NZkVlIImaddBYFmkj5JIr9sbQV61mceKLnyJr8hkIuMHzWRbWrn+o63NlzvmVFCxGSkCAICVnoOk7+D839/5DxXHlYuTw3u+gTgMT6ypqnxvcDAgkipMbCqnPjvYWBWhRUIWKGopHw3FBb/EzdnQJxMqiCbO0YOh+dHOFTT/Zu2TzjLK6LNwnDAISTvWdLCooK8wuEEBeilWXv7BWL/q5xgQYDXmEtAMDp9tNnzpy5bPeugng+A7AtAdAVlJIqFAldtm33PY/8IhQOAbgKBqBxMc2oYGBg0xChUMi2bb/lz8nYK8UgJTOzVIC4kFjsHx1cTC4llhIBvz8WyassKc+P5SuG7//8B5/+/GdM0/z+t75bX1cvhLjk4p39gwN7ntjT19e7bt3avIKYbimkdNsCAMnq0UceKywsbFvVlqOfK49IgC7HAwnp4g1b9x47+MTJgxWFxQ2ltaYwABQRKQVTC7Mnuk8zwyWbtlcUl5AmLiJpH9XzXHMFI888L3/a6dHzrIAHBwfrG+oDwYCU0mtQ6dYBaH+UGean52ua2666/qpf/+y+yYnJkaERADAMUVJa0tBc37yiubqmpq6+bvXq1WWlpX4r8NMf/ezWW2+1DBMky6yjHOmC1ABAsGnlhu6BnmNn20mcXlhaetPfvLappv6Dn/zIG991l2GIl77sNtBFXYJnkjMPPfBQYWHhi296oWX5snZGR+GOtAUJxVKQoQ1XaUVp84oVx48dv+KKK91CK8Uj42PA0FRel5pcSDuZk1NdEQrUcCybTE3D0rianQimAmg4JP1gWI4ozkYKZHhVoHxSpI5Pn9/gbykQ+RZbGxrWHO46UVVZEQpFFDOxW5C4rEcv/YkCEuDtcsj51b9vePHGf2Vi6nNDawBN8wMERGImAgISorCwMBgMDM6M1hZXqrCvSpRPJedOJYY25DeioCoZKE0XBA/f3/LgD85vv3rw4hfkWyFnZzHv+Vm089jQdOe69ZcU5hVY0cC54d7Z5MJVF19mhXzCZ6AgYQkA5At0RPhT078MACBZTUxMnDp56vKrdkeiUcexJUtbOqzAdrKKlaOkYRk/vu+Hpt/KOlkvVFLEgolICQVosEIFLNT8/DzkCABSsVLKcZSUylbZdObImRNjUxPFscL8SF5JuCCVTc/Nz/cM9uVFokLCXe9+BwB88sMf27F5u5PKADAS1VRWvezWlx49dvThhx4tKCyorKosjBfmRaOzCwuDA0MjwyOhcOjSSy8lIgAQXj0HK0CBDIIsAEfqso9LtuwYmxw/29N576FHQv6gZVpElEynmLmmrKq1sdmyfCgQDUGIZLj9PlgXjVzIvYKHpOgVZ913449tDPfYTE1O+Xw+N+tAkEtfuMUBiITkD/idrPzZD36eWEys3bj6b97wN1XVlUNdIzuv2I6C/JafiCzDZxk+/do+n7W0tGTm5RERCQJmNogZWBnMSiA11TU21jawUhpcX9ncmnGyH7v7k699+5uscODWW25hVFMLs7/42c9bVra0rW3LOtlsKpuxM8DsKEdzC/UMG8IkIlM59S31D/76waHBoeqaaj0lQ6NDFUWlTjqbTWcO9Z+yslgF0YXZ2W6YSkE2Oof1A0IsZAEgHZTpfNFdkBqV89Vz4cLCmBKh48PnNjrNeSqWFwvFw/knOtq3rNmEhgCTURArAngGNfpPEJDwqMv6NLjh5O86Bbjsa8+Z/C84npuQ0A23PCkqV10PkbClofnkmdPVJeVIRKbRVtp4dPDM8fmeRl+pX5msOFhYbiUTDSf2L+661QwHZgLOYOuq6lPHntc/yleXOFKeGjg3PD1x5c5dwUgIBbl1xLp0FFmyxNznYPf0/oHBHuR27OixFa3NsfyYlJJ10zEGQHZZzKyUkj6//xtf/sYdr7md3az9cuUj3S6PmDGaFxVCeCx3ZkeCAnaU4zh7juwzDOPydTt8pulW2yEBsGS1/8zRO9/+xnQ6/arb7nzly+5gKQFcrgMrEESbN25es2ZN1/nz4xPjJ46dsHzW1ORUXUPd+o1rq6tqiMTvKgtFEAwSQBAqBoNAqpJ4cUlh3Ladufn5TCZNhhEJBMPhCACiALfPMLk9ulxCiPYhvWZ/HpiSW+vf7kzxu+daD9NnKlAetRRAmyuVc+EQECOx8OGnj9738/sNw/jAx/6hrKqi/+xAQTxfVzICotDC2J4JVYrTmTRAzCOJ6b8jIAUKERgFKaWIDNbdLQ167zvfzYQf/9Qn7nzNK8kQm7Zvfuj+hy6+ZEd5ZZlilbHTgkTWyWivz5GOIYRtK8M0mcEgIcgggS2tLe3tp6qqq7RbMjs/11LewJL7J0cAsJ7jSTt51pgMLELjlD85mTAskWCbCM0Fii6ogmn/fDmcyp9Za/uLIGwLap/u2x5dqxxeUV53sPdUJpsxA37EZVqArnX541TSXK21W1Lh6U94CeRnfjO3Qss29X9B5sRzkiXMuZTs3phMBjEwS6qprO7sPn+y7+zamlYUFEDabKw+N9F7crrPJ3xloYLk+jXVefm+yeHk1MmzwQpAjO++tvrUseK9j3S97nVPdxwqKCy8dvdV0cIYGiQsg4ElKtI5Zq8cKLeKGp/+wy4uMytQo6Oj27Zv1VXSjDqKU6CUUlpXSTGwYYqbX37j4YNHSkqLyyvLDTBQKKVAKV2FA4iQTWeUUkIIpQCZQTIwKEcqJZ86ul+g2LZivcw6MuvoZhwIAISZbOajn/rnufm55samV952u8zYiIhSKUEoFSAIQSiEz/Stbmtb2bYSOLevvKo3fMZjIiAQ6J6zYJAWLyeJoAlfikkYxX6/J4PiZtm95g669JeAXI32HK/EfUdXT8Z9H/eDuE1wc5Hjb+8KF9wM+APDQ0OMjJqniUhEChUpYmBSQqBqaKn/l4/fLaW8+vqrDLJOHz4LSq3e3EYeBw/c/ma6ITIJIRzHYWAgAYK0RBoysEHAxCSBAbUWAgAKQkIyxIfe/wEg/Pgn//mOV95511vf8srXvCpeUpjKphxpJzPJVDI1PDgyPjLBirPZrCDhD/qjsXBFTUUoEg4oaZn+8uryPY/tuWjLRfn+KABPz81G60IqaY8sTlb54850qhPGQ4sQ63cWMsmp4uxSkaAlCQ6DRWaGiwfsSMavktRRNta2UFhhFRzE/vHZqYqAZVmGZVi9QwOrIiuVgygIWLHWg3dt8u+nOFxguXp/1MiH93/uL9lbPvZqgZZF/DkP+r+Q2XrOaA3u1ed1hVTIRCAMRLl945YHn3r0rOhuqWoEZh8F2qzmusLKoZnx+eTCsJ0s3HhR26MP1B/bn3fpPxT488x1O5xvfdHo6+5/+Jfrd1+9av0aZiDLYGKHnYmZqdmZmUw6wwwkqKS4uLikRDelRK/kQrfh+d0fE7XFINu2dUcW8MSMPPuXW1Lo7Oj8l4/93zOnOhKLCdM0q2urGpsbG5sbW1tbm1Y0ta1sE0Ikk0uWZSHoIldkz+ANjYwsJhYvW70NFCvtc0mllNJ0xHd+/H3HzpysKqv4+qe+cK6/pzg/XlRcTIKUVKj1j72T7YKClMsZaFK/C11dsBQEqMBVA9ClnQSIyEopQpAMeu+7vVS9vnsucVTXuLnivBdSE+48EObsHLhhN174W/59IIj3Tayrqzt8+LC0JWldBMWazK3rpYiUADHYN3D44BHLsq67/rrRgfGyqrLK2gohiMhAZoFCCCJEIi1loCVviHVlsXtNCmBFwoWnmJkUIxEDoyGQgIQAhH/68Ien5qa/8uWvfPYzn1u3af2lu3cuZZbSqWT7sdNz0wuReKSwPD8UC4IBpCi5mJqfXDh24ERhUUHrmhZGRWaota31xMkTl23bJVXGkY6FxnRqLu1kCzDUY49LlAUjvORkh+ulOebEH12U00lEVCEz3Rrq2xCoOZWJDBlOLDBgLLRk82rCRd1zw6VFJSiwuqh8eGq0TbXmjM0zxGx/P7OBvfJV96e1+KobMvAyk6RdaFfuyzNiLkkVPNjR3RL/NcZza7DABSe0tJ6u8BTBUGj39kv37H9qKZNaW9tqGIJMI2SKlmhUZm0SJMJF8OgDVYf3iUi0NzE1OT3bvGHjqocf3D00xGvXiKA1Ozc32DM4NDw0OTkZCgVD4ZDf7zdNK51On+s4Z1lWfWP9qlVtAg19eJ7hZ7lXzYWbhJAUqng8Pjo6VlVTBeBRjXTgh7rNiZyZnXnra98xNjJWVlEWDAYmxie7u3q6u3oe+PWD+kn9fn/ziubqqqr8/AKf39fWtLKutpaZWTJL7hkeqC+vIUCltZm01Lpiifj573/154/8OhwMff2fP19XWsVExztPXxGPKwaSCpiUVK4XRV7jaPBs8u8bLpcWPceegZAlIBIxowAlFQCg0rvzQu8xF0wSF9qrAuQih1w8gQCsEIgVuGp+OSE6APbsIPyG5XJp2v6gv7S0tKuzq2VlCwEyEiEyGIQOkO6soT7zqX9TSt3y8psuuXKntoY6yhZaWYaQUGhvSwNfjuP4fD5wNaVQJ3EBBCpGrwMOECMhMYJAJCKTGKB7sHf37ssQ4ctf+sqr7njVZ7/8mbqGmvbDZ4oq423bVqRlWiqVVWmZloiCAhSvKyjl4oGzQ8cPnFh70RoCo76h7tTJU4CAAsLBELOaSsyHhZ+lnIJkfMmSqcR4pQwOZcTRWcnKSWYQCdJ28FBWLMnRFdGKU9miidD56kw2mymWwQmed6RNNhXFCo53n3GzOb8Z7i8rO/uNlVe6mNN1s7xaVnDXSnnJceXZPy1T6F1AWsFn+RF+Zle3/+TxXBmsnMy5m3/XqTyFCIosjuXnX3Hp5UdOHP3l/oebKuvL48X5sahAYhXIyMxUfUW0aUW461z3D780uWt328qV9R/5CDz8oPHjHz59y02Ds9PSceLF8aLSwvWb15qWiS7YTIQCkWYnZ46fODEyPHzl1VcaYICn66ddBa+zU249XTJ3y4qW9hPtdbW1jCyIGUDLAggiCaBsfteb3j02MrZmw5qvfveLluVbSiwN9w/1nO/r7urp6erp6jw/ODB48sTJkydOAsC3vvUtALAsq762vrV5RWNdw2xi/uXPu8HJswUI5ShkZoeZ5eOH9t79jX8jpE///cebqhqUo+pLqvomhkbHJ8qKil0SgyQNAjJLYLdYj3/THDxzaBdMdy5QpE+tK76nlFakQ0B3Ntx2ouz2pOELUgXgcSgAFAMBKUTtwwAAKkAkztWMuHiIGzjmgKTf2BkgmFatanvqyadq6moCAb9CMAQxg2JTsgLA00fbH3/48UAw8Po3v84yLb1UAokBTGEygmEYiEJoMrh2opQKh0NuP0hEQAKDUQEZ5D6WFnkWgpmFaTAwEo1Njuzbt3/jRRuveN4VIODL//aVt7zmrjv+5vYX3HY9W3Ixk0gkF6RUqUTayTqmz/AFTWGaftNX1FA40T116vCpNRetyY8VJBYT/RP9lfGqwbFhXi3SdsZPpmM7C2bGGC561b1vfe2139h2/tDgUv4Pl176avjoNJf9mF/9pvAnrdMwFqz4aseLPpn/o0AKp31L5Vm/4afZpcUiwwgbPkMIx3HIEt7keVcCK6LfEtjV085e+1wGAIXKvaRZl4exWlah5t7KiKhbxwEgEKPUJfwe844vxIv/6eO5ZLojujRzl1nOJIAVajXHgM938eatrfXNXX3de08dMgzDtm3DMOcW58sKi61du1u6zm3v6rI/+s82qGPd51bU1+f39OTvfTr20hvjxUXMjq0cREzbadMwEQDYYAHIXFhcePmVux975PGD+w5t3b5FaLEQYJdxjhcOlD5j7CgU2Laq7fz58+fPd9fW1+h9QUSKFUpAhI+876OHDxwpKin6l89/0rJ8CBiNRvNWt61dtx4RfJafANOpTE9Xz6/uuXd6anpiYuLsmY6h4eGznWfPdp7V8/HVf/+a3+fXZa7N1fWNlbWW6bvrk++VSv3dnW+5Ytul4KJAXJIfHxgfKo0XAWugR39iYJkjQ/2pS+D1lPK8RYUulKp5qK7ECwC4XTzZXbfltzd7F7FC9twsbaXIDQHdmNlzs3JEN03jAIBcnEhAjFxeXl5dU/P4o49f9byrCImQlPaMAAnhUx+/m5nvfPXtRcXFiiWiYFZEBoOO+wC1e6VDQoD5uXlhGJZlXXgWly3MuXcF7ZySV7YNNDk/uefJpzZdtKmwtEAq+Y73vG1keORXv/j1N7/xreYNDTWtVZlFe2pkOr2QMYKGYgUSQIKwqKSx2B/AqpUV/SeHhvtH8lrzi0qKJsenywvLG6sb0k5SKgckp0U2YpugsDRv8vHDF28J7ZeOq/KqUBP+WTnSmnZYACsVSFPGZxOhCUbGyQADE4CubfVqDNxjpXOFvzOftByhUgzgKUd6fwTFCt3aVnRldLQ+V+4VtOwZwvIsOzNL/q8gH/hcl+YggNubm7QR98SBlWkAqxJfaVFZ6XbYDjpgJhSmQYbgK3bDN/+f+cTjj/7ix8NERSXx8ptelP+Ju2uffPz87S8cmR6StgMIhmnoQj6faSGQz/IJMqRhGsLatmPr/fc+0LiisaSoKHcGAYAla+MFuaAHERxFQmzatPHAwYNFxfFwOExAzFKxYKW+/qWv/vC7P/L7/f/2tc9VVlRoYAC1oAMJQhJoIEJBrCC+tWiof/jKq68sKy2DjJqfnz/bfubMmTNP79/b0XlufHxiYGSwvaujvatj+SS9YNc1r7vhdlBuz2IluSgSOzPcq69EpTnUEggZXVyMAcBt0fP7Jp4QAEEqzXIFzzoDuS08mXWLDldNA3JXcm7DsxbBgRzAf8EU6N8QGHWXLPCqhMjFVgj4gtCvnvfcjkAEJEHbt22797777v/1/dc872pDmAoYAA1WRw4efvKJpyLRyBve/Aa/5VOep6YxNoECEYQwEFEIg4gIqbenN5aXl8NN9U8Tk3YdPSQGUMfUCAzsSOdXv/zVytUrS8tLEulFqWRvT9+1110LBv/qJ/e+/60feuVb/qa6shojkio5q1J6HUwyM7M43DESKvHHy+IF1Xldp7uqqivy4tH2U+3rVq2VLJPZjGWaKYESYMGw4wjx6FxQLXWlG/1iHFziH+utCAxGRrEAAFTIaXKUlKRLWT0aiWWaiIBEbrWjl43NZfOekePQiKTL21LMrlKIi4K5Am459/fCXcK6EQe6sieMSELf9IDeQf6vMJ77WkLQqAt7fQuYSYPwACSYlRCgHNauOxAA8VJq6dj5jppVbfVHjrYePdry/ndlnPRUxHriF7/6yuDIdb98OJvIFJUXzc/MR2PRQDgQLymsrq2yTFMqCUwGKSZp+azGxoaO0x0lu4q9NJYCAFZKR4b6+lCarKQUKlVVWTk3N//AfQ9ed/21lt/S9YxPPvHUxz78z4j48bs/tmbdataXG7KGkAR5YDECImbSaX8gEC+Ma0ggGo2uX71uzcrVq1aump6evmjF+tmJyc7+8x3nzp7v7z3b27WQWHzdDXfsumiHfgUPO0DTtCi3DS9cq8ugNy+g+yPUQX1hcA7AcnUG3KAA2e3vt8xJcu9WxZxTBQAPt1buQrrIIDAK1z5pmJDY65zspZlcnJA9q6efxZVLoauvvuqxxx576MGHd+7cEYyEERFQfPwjnwCAN77ljYUFcVDKVTsFRWToOEg/PWoPCwQwj42NbdiwYflcuWl7dh1SVkxE7kdBkiAffeyR2rq6lpUtSilHOk7WHuobrmqqePOG12fs9EO/fPSrn/l/b/zga4pLCh3FLG1b2oYwpZK+fMsCX2I0HQikiorjoWhwoGewvqlhuGc0nUkV5hdMJxb8pm9c2VNzBb1dzYWYAoYrVz3xyz3X3Gh9ExDIEMRiwGn8bPYDYKPdFbQCWZ3tDIIlTDML0mf4EHE+tSRIoCAvB6LNkS5cVbpnkus7e1eGVw8GLlDLrGUkGNhFQh23UYgG8ZkAAZULQ0LulOa6aSB5tC90c4z/uVyH59Zg6eOkT4FOjjMLIgVMrka2pUENJIsAYHxy4uTJk0NDQwVFBebrXgmvPVpy3733Xr97bHgim81+Mxo+evBozbmTN935EgCooBKV5fRCenhwZLhvuK6ltryi3BAmg98PwILr6mofuP8hpTS+4oKRLJUCAKXAQ4FYIpK+j3HVqlVLyaWf/eTnL77xxabPGhzoffPr73Ic523vvOslN75IZ/yYWD+a9rAQUSBpdfDRkfG8vDxhGESowFXRIwDLMFOZNCJEo9ENq9avbVgFzGzrVkKc04NHl1gAaTuL9AxLlLNUWjgml+X5w9RBV/dCUzPdHu+IKmdXkDQKm3OutGXRzHPgXM2jVw6w/LpFQESHUSCg0rexEgD6otaac+QZL4BchKnRMH0wTDIuv/yKI4cP3/vr+7ds3VJTW3P/A/fvfWpvYWHhG9/0Bsu0mNlg5UWaCN6xFG5+kQjx3LkuZq6sqsQczO8yPJR+HHDZxC46BwhnT5+dn1u4+rqrHGnb0radbMfpc8IUgZh/Pjl3/UuuW5hJHHjq4Bf+8Ss3vv0FVVVVkCJ0hG1kOSiXzEReSIqYb3pwxh/xhYqDoyPjFXUVhmEMDA0IUf7rhzK9nXWPHdgxPRsJ+DLrb/ixoTDePOfbJ4dEAxIJ0yAWNdDz1sL/Kyyzf1PLj/a+gEwjHXCKyAcIGXZiwTCaYmJ+Kp5fQEIIg9DQMhJaHvE3VVW9xQPwbBSw26SHdRtjpfueASsGxy3L0OYbEYAIJYBgJFTALgmPFXgTCX/4XvwrjufYwwIAFy0BF6AB0P0CPe4AahnHmbnpQ4eOzM7NVlSUXXPdlSknmck2f2Lzhi8ODL38yPE1W9oCUd+uuZ1HDx596FcPX3LNDmGQFfD5LMuIisqi0tRs5vSRjkwqU1tfa5CwSSBhKBph5kQiEY1EkEEpyQqUoxBZw95uRESEUnlNUGnLposMYfz4Bz++7MrLXnbTbTPTM9de/7x3vedvGZBQar1uZkRCZBJECEjCAABC6u/tr6mpIcz1XHEPeEF+/tneTp2GB2YWyApBaAOhUAhgJn2REqEQM4tzQX/wQvsBnQ/STI1nbJxnQE1/aP4vfBwXEWEvDvRyRl6koKMIqRBId+FmJVkpAGIpkYgVI2nPBVEIUNpCeRcv67zfBTqv1yAMIOd+ud6ce61v2ry5srLqwQcf7O7u/siHPwIAf/t374xG88DtZkHArAg0lUOQUMyCBCIQ0uz03Jn2M5dddpmONJfXnmCOD3lhhpCBs9nMqVOntmzbggKlI5VS6UxqpH+kcWOtLe3UYmppKv2Kv705DckTT7X/5NP3vPTOlxU0hh1DmmBa8wHly6bNtOUDKynmxxaKq0pmZ1O//Il57MD2I4dig4Oh3JvlR7JNVQPjhjAUIsPVq5/45uGX5IsZKxo0HT9JtEKBbGXAzjdMGzlmZXx2vhmZ99l+8IVCYTRpaHRsTfNKMghNIkGgFBhCupboQjSHnvQIeOGhvmYkK2QApdhxoQYEVo70Gorpn5aKdLqEFCsiAsFKF8MDe3LBCMJFV10K2H+e8fprGCwPAXXd1AtHDkEqqVgdOnhoYHCgrLzs0o2XMMiszI5Ojp86ePqx4njfoaOHjhxsWFczcnqsIBCPRCLjwxPHnz5VXVOVnrWjZeG88rATssP50fq1NaPdY/6Av7KywjQsR0oGFQoFF+YX8iIR0OgVAyipFLCSisFTR2ASiLpJNDEibVy7FhlufsnNHR0dLS0rvvSVL/pMn6OYWSglGQR4ClzaYOlfs1l7fn6+obFBGxhv/yAA5EdjgsRscj5iBlHLexKDtpcKUMub5EAKhKHJ0YvWbEDd5FAwu8py4OLH7vjNRPfvn3/XJdKQ1DOJzcteBAGUYmbQkjgsle4040ilWK9VTh/RbU9LColYKNDseFNz2EgzxXJ60Iq1CXddbS//xAAICpFVWUnJbS+77VN3f+rYsWOFhYU333qLKQwdREolAZBAkZtwRyIgJEAcHR49cvjo2jVrS0qKlwFreOGpl5kr/Wqs+MSJE7FYXklJcdbJSCUd5UyMTEYLImRQ1slOD89a+UZGZa975ZUqDacOt3/3G9+56rWXFFTlA0DQFy5IlciEvWQlBgeGu37WOzA4YIrXdXas0e8SCkF97eg1F0NR/vFV1Qkxkdo3baOg4mlLrp/O60xgWpgBy1J+XBJOc2i2JdB+/6as8k/E7GIn6Atb/TBdFi5Ay5hOzgFAZVk5mYKEIEMoVBllK1tOTE6k0xnDMEpLSyyfTzv77jnTd5AbCYKOBJViUMyOZAB2dOE8a4UjAi1AQYxABiqvxxjr3DAqZNIZFnzmTP5nZQ3/KgbLGzmQT+9VqeRScmnPnj1Syosv3R4IBpLZpbSdHhkYObL/WG1r9fNuufKBXz/4xANP7rh4uxkzIZ5es3Pl0/ceOHB0f/G6GMaMVGIpeS4VjgdKqsEQRkFF4fkz3QXxAsOwtAy3z+ezHVsxk2IlmZWSWQcYlCNdCVA374+AKAxFREoaaIjvffe7J0+eDIfDH/34xwrz47aTFcRSSdY9U8HlSmoDYwiDGU93nCoqKgr6g+i1yNNpKTaEkKKytPxo5+nL1m8HpVjpDvEKNaZGxAxkCkQiU3SO9Pr9vrLiEiLS5EbSdO7cYcSc5/An2yz978jVJnFBrBy6Dm7vKZagpATFKqsYWGZsYJiZnxkYHpqYm0osLQkhCCkSDMUi0dJ4SUlhEQqBAkEREgEbQIxCV92xNrXgFsC5HWq0z4Wo4wwJXrEIAnz7W98GgNtvv33vk3uj0Wh9Q311dZVl+nRE6u4aQmZOLCTa29vHRkY3XbS5rr5OXx46h/h7DxK7WHtvb+/OXTsVs1uMzmp0ZDwSDSsppXSSc6lQnS/tZJQNL3jJ81Mqcf5o3wNf2rP7VdvyS6Pjo5OHu46Pd00PDw5rIhsAFJf+pLnlFc9/UcBnPP03r1rdeaI9LALBrP9Yf++GvKo6MfjGV/wiPhEVs4lX3/oDJdXSUmHYce7M/0ECgkN71/367LZIINmdzL8u7l8IOEtO5qKSGjNgnuvta6irM4M+4bfIIBC4uLh0/Pjx/v5+y2fFYrHkUnJsbGzjxg3rN6xHMN0JQATlBvUsGZiVZJBKSVa2AmBpS61grfl8Uod/ghCRwVAEwl0N1hGh7pSp4yMtaZRLvvynjL+qwQKA3JFzpGM79uOPPh4IB7Zt35bKJh3lOFJOjk+dPd1Zv7o2UhBOOHlVNZWD/UNnB0+vrGhNJJZWbVr59L0H2vd1XH7jJWbQoLygv8CfHEnPiLmCivyCwrz5Sd/wwEi0NaKYdZwlNa2cQUkJzOwoAHQDe2TQ1bD6PCFKZiHwu9/97t3/+mnTNL/5718nEg8+8NDOSy8WlkHArlapR7QkTdkCzGYzY6OjW7Zuda85XtYWBxgAWxtahsZHzw2cX1HViIQIlMNlUBAoJoFINDo72Tc2uH3tZnJVKLw8pofQePOovaQ/H1rQkZNaZuxyvzMDK5DArJR0AHBiamrviQN+ny/qD9cWV0X9QdMypSMXU8nZpbn79z2aH42tbmipq6pFgciMgkG51AFmnRB24z9AAOlBuS4DQnfP0nAXfvd73ztz5kxtTe3HP/oxRujs6hwaGDqw70Bpaak/4I/mRfw+v+3YqWT67NmzkUgkXhS/7vnXh0IhWDYtf+Da14Z6aHDQ7/fn5eVJKXUWTQM+gUhAgcxks4bPYFKKFWZEihPBWKC0oWise/KRrzzNDNKW+tWIqKqpoqmhac2WVZdcdsnwuZ9e94LnHd6fTi0tNtTWnz7dvqm0NTDiG88uNgXLT6Z7xgqzhYNW3SAkRDZlISBHBzECVnVJ57767qM9DV/4xm0tr3xMRnpXFNWYPrNzfBAA2lpWaq1KybLr7LmT7aeKi4uvuf7qUDCEgApUMpE8uP/Q/ffef8211xjC8Bqg555Zq/awlAoUa1+re6jvTM850zSmZmfqymvKCkvqKqoM7QArBUjMilm4DrG7mZXLsEAvkvzPG391gwUAGr4APHHshGK1ZetFjrQzMqMcmUgunjzSXlpTJMI4OT0xen5y865Ng98YOvDI4erKWpHxRwJYXFE0MTx57om+1rXNCwVz2aDfLLDmxwF80mf6oiXh/vOD9U0NgIKZlVJa/FfZDuuEUFayUjJrT0xPLi4lFEi/FSwtLLIsS9gChNh/YP/r3/wmAPjXT939/Guvd6Sz/8ihB+57sG11W1NjkwTHy/djLltHgPue2hcKhoqLi5hZ49tIqC2mQiAlfGhdvHHLI3v3ZJW9qq4FFZLuB8WCdIsag7qGe9t7zl68flthYSEKAwnQQERCAYjoeQ/oef78x+uNf98gDcTrxQBmAKkUs7KlUkrZ0sk4h88cHx4baayorY9XEWhhPUCbGSjoj5WGClpL6odmxzt6unqG+ret2xQMhEAxCALFaOhe2JqP5cajAJDzrt23d+9wsO3MP/7jhwHgwx/6oKZTrWlbtWbVGkc6g0MDExOTiURiempGCBGJRi697NLqyirSyuseakNEf9R2M/Pw8HAgEGBmV64NEZgXZxbKq0olSlSYWcj6KQiIxKK/a+jkox0ldfHqNeVkir4jg6FYsKKldHXd2ooNxUUVcWM2EAwH/SE/ACfTqVAo2NvTe/nFuw4cPZgge01j295Th8oLClc51e3pwUwjFCXCxUtCOg4yQJAWgs50KHvn2nt8P7xpX2fFW/790o/9rapbV7nAqdPnz73g8musSBAEZ8nZ89gTs3NzGzZtKCqJs1IZO63vMV/Qd8llO5947Ik9Tzx56a5Lmdhy9b512T0zK5ZSl1XMzs89eXw/ATVX1scjManUTGKhZ7ivc6B76+oN+XkxYNDdxhUgMqIglMwaPVTsUkkvMO7/F4SEFwaCI52zZ89e87yrtWYUSMksB3oHg2F/fklsamFivHvazMP1l6/5xXfu6TndP7c4mwrPo6DKjaUTw5OHTxyq2VAenc2XRpr8MlhgJEbTqlSG8gKGKbLptGVYgJzNZE3DZMXAoGwFzOw4nQO95/u7gTkaCklHZR37RFd7LBxpa2x1HOcVr3tlJpt5w6tf+6o7XwnMBhk7t20fGhs5fvxEz/me1WtWlZaXatk9AEakrJ09tO8QAO7atcsjC7s5Ze0gkWb4E+VF8q7YvuvgqSOPHd1bES8pyYtHQxFmWEgnxmcmh6fGGPCKiy6NxwuZkAxkjWcLD3f3QsFnYXjJb3ALzjRmxW7uUqq9Jw6ms9lda7cFTZ/MOtKWCKAyNhpCSUlEeuNWFZZVFZe3D57bc2Tf5rYNRUXFhLqvBjMiKtZkUNCEFY/75sUXAOSmor7+za939/Q0NzXdcvNLtTOkFABIwzBqamqqq6sZcnH4b+yjnEH8YzPjMY8KCwv0s+fWKJofdaQjEC2/aUUsl23qk31n+wCgqrV8xa56O2k3b6t78HN7ZobnWl64QhVkCMkwhDAEASrFqVSqrKKk63QPGaK+uq53vH9D7aqa/LKDs10bfNUbsK7PGRuPpqajS4V2IEEZiw2fMIqcUFWsfOXL9/7t97Yc76j+0KevbKg9P5k5cvHmbbFYPho4Nzf35L69voDv6muvdJTNzI5yCIFZaDkNFLhj545HHny0r6+3ob4BdPPICwusk+OQyWb2njhUX1bdXFHvQlgABZH8xvLqs4M9B04f275qU15+DD0EE1z+CnpNxnKJarfkSwOUf30k669osJaHvgwTkxP+gD+SF8k4GaWUlMpRanx4oqgynrHTC7OLdjar8rPSls0tzR3tHQcOH6jfXimVLGqJ0a9p5NxY7+z52lh93mThUnw+FAvZk7CUWDKjhmGK2amZUCgEjJlsVghCAGk7LKWTdfYdP7S4lFhb11oYjrFULpoG3DXc88Shpz/56X8ZGRvdvnnrP/39B2XGUUiG3wQF1ZVVlRWVZ852HNh/0LGdqpqqUChoCGNyamp0eKS0rOyy3ZeZlgU6OcUIwLrdiWYq6g6EjBiJRi/ftmtoZLhvZKBvfCibzQKAZfnywpEV9c1V5ZVCCBREAlEIMkCDCygIkFwuaM5q/SVbBd1soFvCoYCVAmYppZJq/7FDiaXEpau2qLRj2xmVsaWjWCm2ZY6iQEKgIGVL4TPaShv7fKOPHXrq6m2XRaNRAcAgFDOBAKVYuNwRAHCtY+4LhYiQTqc+9ol/BoB//OCHBYPKKhBehZCUus1oziLpk+Z9CvwzDgwCMDu2YxsOoq5BQiRBJE3LTCcy0UjQMJRhCk6hz2eZYaOnqw8AaldV+82AP88/dGoMAAoKClAgGmAYpsyyYekutiilk18Qn5mZsaW9evWar3z9qyvrW9rqmzO9dvvc6Iq8iuZQjUzZKTuTtLLAKiQCPssiU4yLpbPZgQ/dZf6fL+U/fTxy61trv/Tp5IrWFjJobGbikYceqWusXbmqNeNkbOkAZDSch4iIQhAZbJCglpUrjh49VldXRyj0bLn3kQazlDpy5nh+OLqiskHZDgOw1JeHQqIVFXWOcg6eOXb5lp1gECgkBlDALECnCVmXxz/TZsEzT/Rfa/y1DJZ3k6N35DBnwgF0ZKyYF+YWG9fVJrOpxFTSF7MWZAIWYdWmlR3tHecP9lVeVAKs2FTFzQVjHVN9RwejV0TCMg8zpsOKgiK1kMmLKsM0Uqm05krNzc7F8+NSKlasbNlx/uzcwsKla7eiI1XW0b0htHh5U1ndp7/4uc7zXcVFxf/+6S+ZKKTtkBBKEiKBQyho1cq2lStXjo6Mjk+Mz0zPGKaRF83buHFjLC+mn1FXJLuPjG4tiOZAgIGgSCCw5MqKysqySmYJOjepe4saBJoOKbSWAALqfCIAorsL0cM8/5yj+jtWI8doYM1mdzFalmpodGhybvqS1k3IKLXKcNbhrKMUS9tBEiwlCWJSKAh8DABkiPriSttxDrQfvWzzxWQQKK0EwbrHH6uckfXiRI0dIQHDl772laGhodVtq150/Qs1joYKte60GzPyhcvcNWRuAdyfNQUMgPmFBZMTkwiIQIQkgCRSWUVJ3/mBgso8BojEw/OTC4EKa2lmaXZ6NhgKNpWuSJjzjGq0cxIAmhuaqVCZRtBEKyNVKD8kiGzbIRJEFI8XTs3OVJdUXrxp29OnDu5euXVzy9qz3efbJ/tD5CsPFYY5GMGoArUoM8NqYTKzoIh31q4rq6z43D913fausjNny9753vVrN2Ut//DT+/eu37SupKIkbaeZVdaxCVGxBBQCCUGxEIAgUNTW1pzrONfT09tQX3+hAoLd/yTLiempS9du03gUakum3M62SLCqZsV9hx4bn5osKynJ/Sv24MgcOy/Hj7mQZ/YaOP3VxnNmsHJMQ3BjAdfJlAwEjJCfn59KpqTjuAAsgp3JGKYAQKWUzEpf2FS2lBksaysORP2LU4npgeloeXhxcimvIrw4njRDwpF2VmREVrBSZAonazMACbSzDiI4GVuQ8Pv9TjKjHJVYTBztOHXV2osNBXZWEyqYmdGRQPjZ73z5lw/fGw6G3veOd5/uORcvKDRNoZiVI9BtFeHyOivKKsrKyxBQ3/YeZ8PNUi1/dHQZjEQCGIGJGYAFgwPu1tEoNLkwjPbwkVydT9B5PVeXIedPIPBfpvjhJoHAq5DVVZYAzMpRp7s7V1Y3mmAo21GOZKVkJutknZHFqank3FR6Id8XDQizMb/cMn2sb2GlhCVWlFTPLs2d6u5Y37IaiREUKgSiC9Xm4AYp4PFQgdViKvmpT98NAB/5wId1zhS8VtFI6N3lDMqdKHBt9X/gkCAAl5aWnjt7jplRACkkEoJESVlpx8lzS7OpUH6guCI+PTDrzIruU/0AULeqxhK+2FIR2mKkaxwAai+qMAOmz7TUAgRCPr/PJDRYcjgURqRINDo9NV1TWb2qta1nsK9zvG9lVdOKqvrqwrKeicHB+am5TCJo+KbS8yXBglgwsqqwoaK0nBHHM7OHek984dPr3/uh4qf3i9tfeeb663/14ptfVFpeks6kbWkrJR3l6MkAkgoFuUXnxMSGMGtra7q7umvrahWw0Oae3dTQ/PyCECLsC7h8YIalpWQwGASlgJAVEkFlvHx4cqy0qNTjCDMBg8JlS4ZwgZZywc9yHZG/Vmz4XBms3FnwImmd2fbq8BgCPn9JScmZ9o7WNa1KSoFkWub8zAIJIqJs0vEVWgQkFKIBDRtr2h87N3R8PPXkgJJqumcOAM483D18arK8dKCkuLR6bXlFfqU0Q0oxIhmmCUCLC4vxokLlSGBWUp3q6miuqAubfjtra/08UJIVA+JDB/bc/e//Rkifff8nrth1xdNnD7efP7u2tQ2JpCFJMZLOpxMarng8eqKXuUG5nhc6OejSKUl7CEzACthtYKHNA7EWe8Fl7CXd4BcRSACy7mrDSLp1qkvC+otbPLmYhN6bbgGAZAVDY8PZbLYyXm4vZlg6MuMopRJLS0fGOk0yCkW4OFDpgBxPzz013N6cV1mZVwzIbBhOxhGC1taseOL0odbaxoBBhIRMzIoVXTg8DG5hrYuPwOf/7fMTkxNbL9py1eVXalEajwLJmhTEwG6IAggX+CJ/9tBqWUVFRcFg8PDBw1u2bwFh6NcK+oKr160603529UWtYX90xYaGc0e7zx08DwBrLmqLVoWydrrn1GAmnSmpLKqoKw8HwipBqYVs6coCnxVMzS6F88KmaQBAOBKam5+12bGCvit37X7wkYdNn9VUUmuEfauiYZZKOQ7r0i5BwjQACQPG8fOnJxdnd22/pLah7p5fZG99RfvTT18+Opp31fOvTKVTqWzKUY5SSimHXQ9VGChIoMkKCEgJg+yahurHH9uzeeumvGjM1UETpJQCgqVUMmvb03MzTx3ad+DooYMnjhBSU23De1//jtKSUr0f8iPRE91nNrauBQZQDAJZMQhmAFZAXu2WTpkwa16KV4j/V8wcPhdNKNxqj2fwhJQOhLVXycjIDm9cv+GJJ59oaKozfRYimsIqqyrNpjIAEMjzswNEIAULRzRdVDc1PJOcTU/1zhp+ESoMJGfT6cVMenFy/PwkwEn4KSBivLiwtqm2KL9o1ao2x3FKCksDwSAwKKWU40zNTm9r26gcHdVLYKWZWd1Dfe/81PsVq79/9Vsv33KpULChYdW+jqPN9Q1Bn9+tYlAMF2hboNU3fh/oiK7mgRsD6+MKIAB1O18EwW7K372pdPdAHalo0StwLRnmOHq5t/qPe+CcCwVzpHYdmrkQreofGawtrWCpWDoa+7Dt7PHJ7kJfpN4qYdvRzxIPRhchfXphwBCi3ChmUKBYIodCoaK8wt6RwZWNLZ6sw3L3yv3VkwLg+fn5f/3i5wDgQ+99v/tsepO4VDFwrapCF7/T35DKDZb/zKFds0suveSRhx7uOttV31RPpEiQMERVTdXk1NSZI+dqVlWFo+G6NZXnz3YDQFNDs4/8Sqi+swMA0LKhxULLnlbZBTtemx+NRAwhZmbmi8riOosbCoemJqZNw5BkR6OxS7bseGDPw7Nzc2vqV1g+kxWjg56iEbBpdI/0DkyP5oUi119xTSAYIEtMTfbfcsup6ZnmI4eP3PiCm7730+8UlhQ4jj03Mzc3Oy8dJxwOFxYXkGWBIoVKKYUEilkIc/2Gdb3dvRs2bgQXbOTEwuITe564/5EHH33y8YGhwRyE6LN8xztOHT194qdf+HZxYREgGELEIlGXhJLbaW654oVFzDUZcy8cdgmJ/+FF+XPHc9Y1h7X4jlt9ciH40LNBgEhFhfGykvL9Tx/cffllfiNgCycSicxPLBZU5QdC/qX5JV88AEE7MB0urSqtaik/9MsTwqRtr1gfK48KNOyEk561eURMTI/PTc+PDUxMjk9Njk8BwL333AcfBwAoKChYt3Zda1NzWXFp2s5ub96gpAKpZFbLH8vZ+fnX/NM7Esml5+24/LUvfgU7jiIM+wP5oej53p62phayJTArRCYgl8YAaPxBqXhtgtw25nQhBBOemZAX8i7sVay4uS5NPc4FgloJhrxUmEaB/jL3m91yRNAYlltlqQBYne09/+Kd14CUSrKSjrKdrqkBg7HeKla2oxzdlAuQIGJaK3xlp6Z7ikP5BrByJIKStiyOFvSPj7TWNwMKkMwIjOzWFXrbPptNJ5dS84sL//dz/zo7O3vZJbt2bt/JigEQWDdnByBAcv0xTZp3i5T0PORAMfhz7nYGgSIWiW3btv2xxx5dXFzcsGm9IQyBqBSv37ju9InTfScHqpuqJoemM5lMdW1VPFScHrRNK3TucBcAtNSukKMiEPGXrSrMi0Z8pm9pNjU9NtN6ZYtpWIIoFA5JKQGQLAMMFS8puvmFNx49cezeQ4+XFBTHwlFBIujzzy7OJzOpqbmZosL4zm07iguLrKifEQdGh57eu3fHJVu37dr6shtfdvzYiVfcfPsnPvuJhekFx3YisRAQzkzOdZ/rrV9RW1weB6UQUAlhKoeRyyrKzp3tXLt23fETJx9++OGHH3r4qX1P68QOAPh9/ovWbbxozYaL1m5c2dBy2ztefaKj/SVvfPlPv/Cd0vKy+eSiI6Uba+eQKtS3HCK72kJ6wlHjni4p/kIm7a/gaiEvvwP/4sFSuc+n3KI0BkSWSikElA67DENCIAQFypGPPP141rF37tqelc7AUP/RA8dXbGyYnp/uOdFvVZAD2fme5Lnejp98+eeKectN6yrXlAGwQBHwB0IyL86ldjxRUlC20JkOxK2ZibmT+047jtPT3dPb3fsbHYARsbKkvLm2saG8prGytq606pPf/vyhM8fb6ld8/+NfDkdCZAgyTREwR2bHB6fHL9203Qj6hEFkGmgKMkgYBgOQSdpL+ANYksYL3ICLWTNctBiSGyS6jXw9MTWdQUbwACtdlIesqxw9D+MvucTci0Mp7QWzljy1HVBspzKZVOrXjz907abLnKydXUyxVJn5pccGjq0J1YTYVI4jbaU9HttxEnZqMZs8megtCcRIkTQgY2eX7FTCTp8f6imKFWay2YydmZufT2cz6XR6bn4unU6n0unZ2dlMNqM/TzAQzGQzv/7JLy/ZdrEGrTRLgQTp1Jt7aWv8jjxr7Ul8uWv6J4g0uWuRO1HIi4mlp/Y+NT83t6K1paGxXrKTzqaVlL19vd3nen/0wx/de899N99x451vfrmdtYcGxt78srsMw/jyjz7vz/OFg2EiYZJlJ52+s4Nta1qLSgojoZghRHops++p/bfcdAs4DKzsZBZYOWnHtu2+/t75pcWpmZloKGw7Tkm8uKaq0u8LWBE/SzDCvqnpqSf3PtnatrKsongxtbi4kHjZjbe1nzxdUlry0f/7kRWrmxQ7iISAC9OLg13DDa21RWXFPtMnyPAJX8eZjr1P7vvJD3/a3d2dTqf1gwshVq9ctWvHJSXFxW0rVm5t28COAlYs1Xxi4cY33Xnq3Omm2vqff+37x3vONNc2NVbVoimEZQKCMA1EQJMAtYaTTpd52tluAzgA0EGAO7MeHvJcIfHPnoflRRYAwApYMgAr3e5YuXJlLCUsdxWI0KDLdl5230P3Hz14/KLtW8rLK7pjPVODMwXV+UXlS7MzM+GK8BCM3PP1+5TiTdeuXb291XEcBjSEEcJwXqKYKlQgEMKEEcwLNq9skLWyNFJ+3Q3Pswzfkw8+VVdfP9Y/fLq9/bEn9wwNDQ0MDQ6ODQ+ODT/ifWq/5SvOj3/5PZ/ymz5W4HaOUFwQjh04d0IXkepvoj7krDxX2TU0v29hXKUEXeCgdAGiLlwEj+gtPPTSRegBcovuZlLBI4vqv/pLoU3v8nRhMwAXbAQGxlQmMzM/616uCMzsSNuRToh84ChWCAp+ffjRD/3oM3/RZwAwTTMUCkXDkfmFhWQqed+D91+ybUfO8UMANzMjwEW7NLSs0S10J95LsXu6dG7S/ZnnhD3+FoDnlOl4FCOh8FW7ruzv7z91pr2z41xtXV1tfU04GG5tbq2vafjUxz4BAGWF5YnRdCQ/PN4/zsxrN62pr29QrAxhJOaWhgdGM8nsytUtFdWVBGgJkwSBzBiGwcAkCIGET7EEA0n4jBWtK3WDa/QMMQmBAoXfQKTF9NLDjz7S1NJYUlaUyqazjm36jY/8yz/d9eq3DfQP/ON7/vFfvvp/8uMxYCDCYH6grLbk9NGztSuTxw4c3//0wX1P7VuYX8g9d31d/RWXX75r5yWX77o8ZPqUoxbnF77z6x+vqGvKD0ZYEaKKxQp+8LlvvOQNLzt7vvNFr3nZXW98S21lNQhtEhUicc4Q6SSyzsuS5+Ho0lRtsMhblOUzD39pKPA7x7NmsC5cYl5rTABmKZmBHbdRu7RtIGJHgUDUkic+gUJcvvOyh/c8snfP05u2bd528daf//CXvrBV21Q5f2B+oW/pB5/7cTqdbmlred6l12Y55VgSFJu2358O2cXJSF4YmDIzMl6db5nmwPBUVX2lIQwl5fzCwvq167Fl7dWXXrl2zdp4MFZVWNZ19ty53q5z58939nd3D/W+7kW315ZVlRTGPVaPG3L5fYFlvgwv+z3n/pJmBfzhjBXmOjYAAKJyYTBgN2fvsr11nAUXDh0y5VjFy26tv2ygp53kPo0XXmrRUEQ0DCNnDBABkByWAMBEgBIJAr5AwPL7TCvkDwZ9fmVgNBgujMQCgWAkHA5Ho4FgYHhm7KI1G4OBQDQ/LxKOBILBSCQcjkQC/kA4FA6HQ4ZhaKDqyPGju6698vNf/sJNL7pxw9q1y0IRQL2jvFliZC3alLshLmAtOrBWOazQnSi3yZUWA0HvQpWKCXWNt7JlVWl5VVn55NzUqdOnH+vuCYXDpeWldaHgyaHhgW1bxm+7dWZ2tv/s4EP3PAIAtdV1PSf7pZJO1kkmUg2tdQ3b6i3T8hs+BhaGYYAxNz9iCtN9CCQiwTp7LFBKRhRK6X7djALRMHTXDQZ47LHHautqm1Y0Zp2My0pkNTE0+cnPfvwD7/5QZ0fXO1/9rk9+9eOFBQXDAxOnj58+c7LjyYefmp2dy61mdU31rt276mrrNqzfcM3V1wghZDILimU6CwThUPiq7bseOvj4zrVbKgpKdf+geLzg51/93rV33NjVc/5zX/z88y69Ml5QoO/JC3Obk8/WiRPN/lVu+3P3En1mRZALej03BdLPhsFaFlXqqkrQhZfALJWSzI5iR7Jix5YAzvz8vA4KwuFwOBRCwzAMcfUVV/3yV/cc2ndo07ZNu6/ZdeDpQz5fRW1r1Xvf+MGxwYnKuvLb/v4GlUaRCklboUAOKCpzgsIfsEJLg9lI1B8tiCALJ+NU1VYKMmempsvLyw3DkOkMsNLSlJZhNNU0NFTXX7VpFzOzI12CGCK6vCdtMDCTTYf9QQ/qce1NblX+jFAdXWDdfQEXuXeBPNfuLZd/ybEkQBPBn9XecB7m4NooeEbaze/zh/wht1cBABOZwvAZ1hJnQ+gjQkm0e932y9duR0IUwvAZB+c7VxTVFofyrbwgCrLC/qST3nfu2PN3XQOEht/01BXcjZ0rYdaPv2H9hje++nWf/dK/veHtb3rqoSdMMnIOESutDqg0COiShjyTBa6nRLkMh7smLlkil/PxcDGFLt9MKlBun0lgt/I8Hi3cveNSENTb2zs4OnTua/9+8WIiT7EqKKmrr9+4fv3mH/7oF2tXt9384qq6WiFEMOQPBoOIZAgDAUzDAkCDDCIaHhyurqlCBAUsUCMGWmUQhJZRYze2QsPtpKGID+w/AAhr1q5KO2lHSt0Abmp8mpmrG6s/+cWPv/1Vf9t7vu+Nt75FGMbk2GRuPQvjhTsu3b7t4q27du0qLy8P+kNjw6Pnu3okOARERKwxQQI0RG1FjWlYR04f77S67XS2prI6Y2fnEvPvfNvb/+9nPn3ufOeL77j5nu/8pKCgIOffg5bo19eAAkClS3WAACW4wkEMObT2GRFHTvHmWTVbz4LB0j6jq6arlNaQllIis8w6oMDJ2pyVwxNjnb3n55bmkYGZgz5/Mp3KOHZVSVlLfXNhcfF1l1719LEDTz6855Ldl2zYLPc/ue+hRx/qON0RCoduv/P2An8JFahUNqVDTIHCMAhskR5Wfr+vprmaiCb6pvIKotFonkHG3OxCMBzQdy0gWsK0lc2IIIiUEoZQmsELgIpB918xBBiEhkCkmaV50zKBCC8sA+eit2Vw+Z8wQYg5woO7FdhD5D2XDd31zaUfcxHis39H5Qymi6p6ZtHn9y0kFxcyybARMEwhbSDTqIwWdS+Nr4/WSWCDlJIadwNh0bRacJDjkXwSAk1BiCRoYnomLxxlAiJ0eYceIgeemKUL2wEDwAff+4Ff3X/vqdPtn/vS59/+prdeMDMacAcEVAqACFkhIABpXxRdlgRx7qFcB98bul5Q70bFzIqRtVYBSNthZlCsbAeIlOOgIJZcHi2qKiw1v/RVAJhev3H/nqcBoT6Z3P7QI2uLixauugYBHWmz++lYCFIMpjAVsCmsoYHB+fn5Sy+9FL3QVDcfQiEAQUkXHNBEZVddlmBqcrKnp2f3VZdJZMke5Mk8NzMXzgsp4LxY3qe+/IlX3/g607LGR8bzYtHWNa1rN6xpam4KWeHtu7cKEiF/SCe34sVF99/74FVXXwUAKAQjCkfqSUUwKssqSouKv/3jH/ztB959yw033XnrK+qq6i7ZuP3K7Zc9/2UvOXWm/YWvuOlX3/9ZfkGBe69p7q9HIAUEJgXsKdaSC3Lo8nVkVowkcvezl0R8Vrfws+Jh6d+UC4fou8tRgMCKlaMWFxYfP/DkwtJiW3XzxoY2oVztXXZkQqZ6J0aeOLS3pKi4rbl11/ZLnzz41KMPPbZp28brpydLT5293zI/ePf7ykrKxgYmQLDwC8NnMrHMqHRCqawsqMjPKw1bppWYXZqfXti6a4sgYQhjdnqmvKqCvURlJByZnppGV3cPQWgNUp12UiRQU61Ia9EaNDw1VlFU6pEXyD3Yy/DuC31l/hR3K2d3iHPiMzlsyvvdbTUAzyVm6b6P0nKcAK7NdB+mpbZxdHq8ubRWQ+BI2FhQfSh5+nxqpM4sBiE8CivMyXR3crwlVm2Yhm7YqtHx0dmJ6rIql/uKXhcedJ9uuVSDfuRgIPCvn7z7Bbe85COf+PgLr3tBfW0deL3zkBFcaiO7/DXS9ZUKkEB3YfB6V7i6AstnTWl/Tt9LCqRiBpaSEVlKpRRLyKRSE7PTs7OziXTSJEMqGQlFNj3+KABU3PzyG1avTtmZ9D9/FAC66uoP/ezXBQUF+fl5eQWxWGEsFAgJEhrSWlhYaO9s7+vru3jnxX6/X8+re4w1xAO57AGjW7pADOywPHr0aG19bSgUUkoys2YzA7CUul8LA0AslsfM4yPjH7r7fTt27UBBJhmzY/PJxaR3Ceh3Y7/fV1FZkUwkffk+QIXIyoXJFTMSozCMSDCklPr297/bUFH79jfexYpLiot//u0fXnvri0+0n3zJ7bfc872fRKJRF8lwE/zuRY3Kdb3c9KEGRYTbKsNVQteAFv6J9/mfN54lg+XyekAppdvwsSMVKzuZGRwd2X/8YE1R+a7WzU7SVouZzFKWGdhx1fMa/aX1ZSW9idHHnnqiprxqU+uqzvG+E5/+wos+99mabNZ84+sWY5W1NVUVteWzE7NTE9N2xmFmyxS+EjNWVhAJBgGIbBrrmVy5pjUvkhfwBQhEcilZV1OHQISgCCtLyk6cO73FWi8cUyklGEAxm4ZuSo9EAChMgYLQMhbSS8PT45vWbgBhoCDdQtlDdD1z4+FLf9aieJboubNGf9qgXO0xEJIiRQIZsLKsqr3zdEt1g1AGOmzYjrCM9RUrjgyfPW73FQaiIeFj4LHU3KJMtRRWl+cVGz4TCYXPBIFzmcRSOl1bVS0IQRAJAnDzBrmUAupITnHOvFyx+4qX3njL9378gze94y33/uQeBBdkcCsBQIGu1tE2npABUCgAoR1EEO6NwojLOixqU+WlRFmxo1w1NFAyZScSyZPnTg+MD0UD4YgvZAjBCNLJpE+dNqanErHY99pPFg8NV5WVrzp0GABqX/Gqgh27J+amJ6YnpqZ6EolEKpkKBP0ulQ24rLTs2uuuzc+LAegKBwLwksiKAXJS6NrzcisiEouJ893dt9/5CpcwAjo7iogiFA5OdE0IUSOU0dXRNTc7X1JWfPHuiwUKQDTImBqbKiwq0FLR2vnRtj7g9y8sLOTn56NOtprMEhlBSMmKQMqbbrghY2ff9Hdv/fC/fExYxtve8GZErKysuvfHv7z2xhccOnr4hS+/6Zff+0k4HGH0chouKuV6yaw7SSrSYme5KJ9JXycIABdgjmfVcP1lBsulHfKyr12VISUlAPQNDRztOHnRyvVxMwqOspcyaIrRmYnZzMJSNmVLxzLMAFnFefGmaGV1rOTs9MB9Tz1yefOKTd/6JmazozfftPmfPnD48OET+9sLywpK6opC+UFmlkoys2EarMBv+sdHpqYHp6sbqiqqy03DRKTJiclAIJgfieXu3mg0r7Qw3j3cX1dYQYiKCAQoW2pRBDIEMKMgMoRi+fTpQ2ub2kKhkJuZ0xvQ05R175fcKvxnG5//yMi1zQQElMiASEyqqqzsbM+5/vGhqvxSJEmGwVIGfYEdNWtGZicmUvNDycmYPxLxBVfHGgL+ABCQIZiRDFSA7T3nGqprDGGycNtyuO/ghbdalhq9+l3SNAnA//PRf3748UefeOrJ7/zwey+/+aW5bhcaddfBiAImIpaMBCDRTfuRlqhnt1ksu5kQTftyH1IxK1Bayl9KBOzs7d538khrddMVbdsCgWB2MUmGkCkbGPIe2wMAsO2yrbWrp1JzI/19aw4fYMThxhWl/kBDRXVTfaPwG4iYXEza0mYDTNMKBoMXHvN3XmKMy04wAoBixYqHhobq62tN08zY2ZznogGBkrLiwd7BhZlEIOo7vO8oAFy0YzOBDgJocTaRTqQrNpZr8VUib2MyGYaZTCXd2ABJRwikgJEYJZJgxbfd+jJGfvO73vbBf/6nYDD4+le+hhmqyivv/fE9z7vh+gOHDr7oZTf+/Hs/DQdDbviruzoi6pStht5BMEjdHtzl+uoj4uKQbukhugUMzxIU++x4WDp+BrfCQ7GtlO2MT0+ePHd664p1UQo4S2knYw9NjJya6Q6Cr4DC+cqHyspmZApT7QudwjQqg/G24qrB+WHj9pcak5OZbTv2vfiG6NEz27dsm25qPnL42NkDXZG8cKw4zx8ICp/hpO2F2YXx2ankYnLD1nUFhQUBK2gIw2f4hgfPFhQUUE6nmEiYYmVj675jBwsi+fmhqL6LyDAAteYcAQIZwmH5+In9BdGCloZmFKT7TOjgCJEgp5cALk7+X6qL958xNLtLMeiW7sggiACFaaxtXfX0kf3F+fGAz8eO28OZJVdZlZWq3L1vEckgIoEGioCFiGRZp/vOAcHKhhXCJ8jVekZAcIWrctbdhe00F0Hz4bkgv+DjH/7Iq9/0une//71XXLK7OB53dxRIWE5g0PsewW0DK9FTwQdUOuZSrtGQXrW9rnt3pJKSJauMc6qro29w4Iq1O6JGwEnZ6aXFbDK9kFmaWpidzSxe8eSDANBZUpkcny7xR/MHzhu2PV/X+EDHiaLRoTUtq0vicSsUQIN8PtNv+EkQCuFlL3PR0DN2xXLf6pmD08lUIBACAEQgRoGkUBCxQQ75/VUNVeeOdzavaTq09zAAbNu51TJ9hLQ0v9Rx5Fzr+hZ/IEDC3aCEqLWOhSFSqZT2IwyDWAmWjABIjIqUUqAYmO94+R2A+KZ33vWuD7xHmMZr73w1AFRXVd/3019d8+Lr9h088OKX3vCz7/44FAyC1pzxqAoAWtmUUblcE9TIomuoCQhylusCbPIsjWeBSq/tlR46BaOUyqQyew8faK1syPdHVdbJLqVPDJ07NtHZ4qtc7ZSUZ8PRBAXnuGDJKpvzrbJLyjKhnvmRgwOnNn7ti/H+vkQ8fvKud+2+5HKZsZ94ZE8oEL509yW7Lr80mpe3NJM8sffU+ePdZ46ckzbXNlTvvHpHSUmZZfgMYZqGwQr6+/tXrV7F+rYit7CjtLikran1QMfR/slhMg1hGWSQME0yBFmmMIyR2YnHT+yLxwp3btpCQpDwDh4Rol4khFyNiAaA/xsOJC+y0oMIdAhDhILKSkrqKmr2th92WJLPIMsQlikCprAMI2AJyzACPsNnCp9hBAyyhOEz0RRdoz39E0Nb124WpkBENLQqjlZ39ky8bnuHCMLNGUIuWwn8sptuvWLX5bNzs+/+4HtZU+1tyY5StmRbKUeqrKOklFlb2UrZUkqpFLNULBVL6Sb+XA3RZc1+cii2lEpyZ29373D/9ub1eVZIZezsUmpsdnJv/4kDw6fnEvPBlBPv7WKigZr6romBhwePLDxxLwDwpp3XNO8oDhUcOnlk/7FD2WRapm2VlZy1lVTs6LpULbqsU5B/0sZggFA4tJRIuDUNhERep0syiERFdeXK9S2d7V2njrcTUX1t/dTwVNeJ7m984Tvj0+PRWITIMAQRkkBBaCAigABmQcsqMRBBgN66LkrrNsymO19x++f+5V8B4B3veddXv/H/EBEIqquq7vnhz8vLyvYe3H/rK29LJlNuzYrbfUeyYn0NQE6xVSnQP8OefeJn2ih81k7KXxoSagALwKVsKKWUo1iqM+fPhQOhirximbGzS+kTo52JVHKbUScyxsLC3IixmFSZJdMmhaagYNIog7yVIh5/7Ef5Bx6T/sDI++8+MTHitJ/etmpjx3DPT3740yuvurK4vDg/Pz+VTV+0QzmO1LGFMAQAmMIURIYwDWF0nTtfWFgYjUQBgL0aPTQJWTXXN4b8/gOnjvaPDkZC4aJYoWWZmXR2Mb3YMzTo81krG1bUVdaSqbuj6pY4pG+unHQM52DH/5bRoGs63G42SAgOIoIABUhEinn9qjXOCfnEyQMbm1bHQlGJgMwkiBWw5QlUCCRDIBKY4tT50zOJuSs2XxKNRkgQGsL1gEhz9HUnKdcHyaH8brSnYQRGBP7MJ+7evHv7j37+k5dc+8Jrr7has46lUulUSik2DOHz+VBjkiaxA2AwIbFgAsFKkUHe+gAAeAAFs1IspbI5sbTY2d+9acVanzJkOpNNZs6N9QwvTldSrMystJOZvLNHyHEWyxuKZUmpTRkhyzraAaC9vDy+sFQVipfXlxzuPfXo/icuWb/dDywsgxjANJAYzWVHKafN8kcWAqqqq48ePbaUSPoCPmZBKAURCMFgEAoGVV5Rcerkacd2mluasynHyar8eMGePXsGvjmwev2qTRdtJDSFpjCQTimhbduBgD/n1ehrVglds8w6l6FJasj0yjtemUyn3vXed7/t799Jgl51x98AYEN9/X0/veeaF13/2J4nbv2b277/tW/7fT53QhGQJRMigNKCAK6Cg84RKlbaB9b9o3O+5oW+pH/h+AtDQgRWFyAsBaAUS7WUWDrQfuTmXdfLRFY68uxo3+zSwnqrNjOzOEIzgzTtT1P+jCheIACwLZ7Lz3SFJ1rOdLY+eg8j/vKGmwsC0Yui1Sd6e+xUdv2mjSUFRQ88/lB9Q8NF2zZbwuco2zElMkiQggxgZRgWAphk2bZ9+tTpy3Zfpq9wTdEDA0gxmqSIKyoqX1xaPjw+Njg61D8x5DgKEfLz8zevWV9ZWqHDQGEQAJFOignSiUWvBBl0p6P/Cm27/6KB4EoYAIECJCGQpY4METav23im6+y+jqOVRWUtlQ2maaHtMCAo5banJwLC/rGhjqHuaCh8+Y5dPtMnLAEegRsQyc3cu5lF9KigHsiUA941cK0qyyre+/a/+4ePfPBdH3rP2pWrR6fGJ2enEsklQcIwDOk4GccOB4IVRaWNVXXBQBAsVkQktFIiMghGBIN0co5Vjnil2GEl1YmO9rxAuMAfTU8vqKw6M9I9MD+xMVjLM+kMJOcX5mNn9wFAV01tV2o0rMyyhUx0YkRa/q7CovMDpzaWtYYxurVmzaHh008e2bdr605texk0biC1GwPL6ca/f4donzYQCNTV1j3y8KPPf8F1oIkSgEBkIUklEVGxOrTvEABcde2Vm7ZvVEqNj44P9A1Eo5FNGzaaZFnCBARDCAC9eXFxMZEfy3fXWMcEbp8TAEQi5fFE3BTqW974ZgB413vf/da/e0cgEHjZzbcAQ2Ntw70/+uXzbnz+o08+fuurX/G9L33L5zP1teMqRkgEoTTDjvWjK6V05Y52rzSf70KXt9yu+4vGf9xgadAKAHK/otINhdSZ7nOr6lYErUDSWVhILEwkZ1b5q1TKGZYzo+ZSxbAVSEA2lZYpGwlRqvicEVPzFz/xfWTuuvTmUOsVZ2cG1xrWRTWr9nQdiRUVNNTW33bzS/fsf/r+ex9Yv3FdSXkJOllEFNIQSAqVQbozID615+mG+vrS0hIA8NLprO2LbgdIBIBYUVJaUVLKihGJlUKhxfZIc2RQGOC2NUZEYroAG7v0XfxDe/G/wcDf+qMbtSEIwYqFwauaWiqKSg6fObHn1H5BojJeFg6GTDQkyGQ6Pbs4Oz47FfQH1resriqrMEwTCHRTxZzgBKB3evVceVIdOgHvpZ3Ys1cIzG+847U/u+cXh08cvev97/zb17+trbq5MJKvbwaWykY1tTA9MD785PEDfsu3sW19NByW6IFbioG0KrnbF8ZNvitmVolEYmxqfPeqbUpJljw+NzmTWtjorzGymExlev3zS1a6MBBI5BVOFa/AjJzyOfkjBwFgrmZlm1HZxVPHxju3RdYJ4O0rNj584umu/p6WhiaUyu0dwIKUbqQMAB7D7vfvES9bjJsu2jj564nHH9+zdftW0zDQQJYu2sCsiOmpx58GgJ27dhrCZJR79+wDgO07t1s+P2qIUHuxgIA0PzdvWVZBYWFujXMwPriZDEKhgBGUnjgAxrve+Gal1Lvf957X3fVGRLz1JTcBQGN9w69/+Mtrb3r+o3seu+31t3/ni1/3WRYAsOsHgFc45TLnXCUz9iSkcmEgefngP4Nv/XvHX+RhucQrAGBd5QuglGKemJ5oK29UWUdmsufG+sNgGWmeSsz0m3MtA6Hs8PyiAVMxO1WFToCMFPunU+Hzk8yiu3H9vRetXTWVKYuHTox27opE1xU3HTlxLGoG4qWll+/Y1T88cHjfkVhBbPXa1fF4oRIqR2FKJ9P3P/qgaZhbtm4lVwEXQPNfDDcuVCRYOMAIlgEq12SEXSPk4sSoaVkk0BUm1o3wNH0G+b+3qfIGCkJmlzqgdKKdBZJSDGiCMthQ+fH4VTsvSy6l+kYGpudmh6bHdAQQ9AcLYrEdDU1FhXEi0rlCQCIDAQkNJI+5hrCcvMaoG5sBASr0YA5m3cqIlSOz6czzn3/9sfYTjz7x+F23vKawMiqTGVelFxQwFlt5xdX5DqpzIz33P/3I6obW5tpGbaoATCQkJZC0QASgUkopVgqk6h7qDftDJqNKSTuV6ZjsK8GIyHA2meyESZlWFf0wVrx7aMclkFHh85l8y6g/2wMAvZV16Zml+lBep2/m7ND55sIaI+BfX9Vy7HxHbXmVH5FMAQpBKEVAioA9njD9kQOKgAKFMMTzn/+CJ/Y88dB9D61c1Vrf2CDINISjWEnH6hvo7+/rz4vlbduyRQfse5/cBwCXXX6Zz/IhkaEZOcJAQEHG6dNn4vE4igtv7C40Eiq3kMzd78TMgnWDcgVve8tblZLv+cD7XvuWNxDizS+6ERia6xt+9b2fXnfrix9+4tGXv/7Ob33+//l8FuhubQhaSVa3AAZQoMiLGQGAvUpDRuXtgWfj3DwrtYSc+10xJJaS0lGFoRgrdqScSs9tsGrkUnYI58un/EYWFoQcaTUCAyrvSMpKOJmwSDUH2zfVLIVfaUSLghka8i+skOXzZrp7ZmRFcXVdccX+9qPXFV+jpKyrrq2qqDp64thjjzzq8/srKsvzY/kMPDU13XGmY/Xq1Rs2btDRvAuXuHEcMurkhQIhUCmQCAIVKCJU2sNSAOSeNEKhkEG7CbTcpcrpwPxPsFk61+7C3ogIrHQWHBzWtlogM/mDgdbGFiUlIrCjkHR/QaHJt2gKXeDi8tndyFkT2wHRIxJeeDtXIcS1Vq7ykGIA27F/uef+izdue8Ntr/rcN7/8d5/8wL1f+ZHBqBQDo5IOGYajQJhsklhd1VRRXHaqryOdTW9oWwOIurUikH5Ryl2lGheenpldUV2vJCvg6dSCUqrMimUyS8M857BqmAunMotSSnYc5Sg0SGadU203DK3Yca4hWorpAvDVGkXd6ckGKVmpeCQ/HAgNjg411TdyLhm2LI3myunw70CyXEg+V8+GQEiXXHLJ8Mjw8WPH20+ebm5pamxqJCIW/PijjwHApbsuNQwLCVU2u/epvQCwa/cuQQIYCA1wpW5xcnJydHj0+S98PrGX1Mi9B3ryo9rRUl4w7vq8wMBvf8vblpaSH/nEx1795tcj0A3XvxAImhuafvb17z//5Tc+9MSjr3nHG7/66S9YhgkXjI/74DoK52V59NxPLGvB+ixc9s+KwUIP4lSseHpmKp1NA4By5MT8VIj8pg2zTmoak6XTvtBY18reB+A4ioXsvsiWGYjkzSxed2rfzy5/6fnWvFUnx1946IHv/s3fLCWTJb7AycmeGn9RfWVlx2B3X19PXWMDO8oMB7ZsvmjL5i29Q32DgwPnznWapllQUHDTTTfF8mMAgJ4WqM5V6PJj7TCjQJYMJEgoYCBDkw7ZS8Siy7siEuDqqbumD90zDeByW/4nDPeyRUAmTW0AYFRMgpUCBSAQGNy5AgEKwPJ2piaDupRaoQFvdBOOblrWFfOC3N5dnuv2tDOBlWSWipn3HT1UXlCyqrKp/s433v/4Q2d7uj7/za+84cV36HovZAbKghAOgWGZJCjmC26uX72v87hpmivrmhFJN8QFRiTdq4JZMUjOZrIzC7PxlnUykQGpJhdm8s2wsiU7zigvVMxbdiLjJDOx2YGV5x9lJGA+2Xz1QjA+G6u0bBjG+WjS76OA8OPY4nRdQUQClMTiw+MjjbX1LlimvTzWEdHvysgsqyz47TQ/AVaVVVWWVvQPDrS3t5860V5aWlrXUPv4I08AwFVXXhH0B5nViSMn5ufmG5samxua9X7UV6wgMT018/D9D++4eHskErlQM+EttK6Ncq2k0n9y4Q1W2oYiIr7v3e+VUn78U5941ZtfC6xuuP7FwNDW2vbTr3//RXfcfM+D977+b9/ytbu/gOSx+NzInt3eSEoXS+UWGgB0Df/vYHv8x8ZfYrAu+PTur8wAnEwlC/MKdFuOpWwqZPhVBuY4XWoHjdTiupM//s51Lwu3o59GL5988Mex54NUwBA6u+TEzcUooOJA1pgMLFWrgqgRnEzNR5381dUt5/p7amrrkBRLSYRoGg21dQ319exGx27VkjY4+vOhZg962QoUwPoQgu4kqlVeUZd7eEVvgAggCBXr4+q5DO5LenDP/4ihH8Qtu0diUMSAiBKBBIMiJNfUMyjJYBIo6dIB0a2GQ0HAbkSpqWqeQ3WBuwDgItDeaWb2do1yVcNgZGJ0IbG4a+02JZVg8bG3ve+Wd776s9/9yuVrt9eX1SIrpRQYhLZEQygAZRhCYMD0bWlce7D7ZFGssNRXwoCotK6yuMB5R1xYSvhMyyDDUWkASDmZmBEAWy0pRyAGEgDAZia56cwvHl310smySPHo1K72Hz+86TWsVP68MRN3pCMNxXlmaDazWKsYkGOh6NDMmGZ/A2vwXedACUDXpfAFMetcjZi+RjEnZQkgAYiVLfXuramorq2pXkwsnTlz5lxH5yMPPwIAVdU1MxMzxSVFjz/6OABcccXlJIgQQSEZlEqmz3W0nzx5cteuXQ2NDbisvcAzVlujSm6zVL2P1QV6p8uL5g+85x8c2/4//3r3a9/6poqSsovWb0bEtW2rf/6NH1770hcZwlhYWsyLRN2HeuZpwOVQ1W//xbMx/kIPy2NLX9DIAaVUyB8AAGZwWFokWKks2oYUJaNnBipX2BxkuTQLoWmRX5IeXRIhZmaprCknHQQGCKQwGbCVLQuNSCKbkI6szC/qnhzIZjI+QpZKMhkmACMq1KzO321E0I1zABBJaXUfLaSHKJgJSAECsMf+9JLwgKCF1fkCfRkAPC2H/0EjB41qP8stKdY2SMuwALASACwEgKvopaE8dufH1UTNtcxABO21XkhpA0AOjF02cqURzEqd7emqL68WQDKbVbazuWX9DZdd9+NHf/X3X/jo377urVlpS1Ahw18aLCgLxYEtIVkxKMCQ6a8prTx+rv3KeFwIwUIBEoDKuXXInMlkLMN0laEVOEpapgUMWXQMRZpJVDLVORpv7tyRb2RxoaxkXW9JfLZ/LroSJVoOpUH6WPnIXJRJ3QMr6PNn7axH+ALvnKInHKxPMy+THctl2DweplZVY1eRCbVCDiiWFAmELtp80ZOPP5FKperr6n2G79jRY8lk8off/xEAFBUVnzhyIpVKAeLC/PzQ4HBbW9sNN9yQnx+DCxc24m/sVfcGycWt2koxAALpImb3ET78Dx9ggBMnTqxbuw7QXbmWphYA/PGvfvbhd70/LxLVDtMzDBMuK7AFgOfmYv/LDBbmFKHAtaoEisFREgWhruZkJkE2KkYVyCYWwlE0EASRIZaMY7/M6QAAKtRJREFUcASTKSNa7ExdN36PWiAyGdhnOuAAA6CFIulkFLOJImD5p2amK8rKdDNBKVmQKzkC3rv/7kGAAKzcYg1GIrfyF5UiN5DXhR3gOmn60dBzE8CtO/hvzmP4PcPd1gK94ipEVp6eBLnFea46C+SqlrVD6vpZil2SGmmfCj066PKLxGvX5QaC4EYozKx4fnF+PrG4rWk9O45ypLQdlupvb37dI0eeOtl15vDBQ7fsfL5ynCXIDC1ODi1Ori9Z4bNMAxEMFMBNxdW9IwNDoyNV5ZWoC/cAwRWkBgaWIIUhABAFMrOtW24ISxgiJR0yAmxD0E4k/ZHglErnk39BpfzRgL24IAgBskJpJr1i6bBWJCAAEOTJhyECu7XdHjjk2QQP6Ab2BM6U0nKQoOdUSWZUSl8FEoABhYaDHnzoIQC4/rrrrth1GQqamJ66886/MU1z9+7dwUAIAPPy8lY0r7j++mLTsLy96wZ3v4/0hEQeZuh+A1wdDGBAAk1RwH98zwcy6YxpGNJxtI996NihZCq5ckVraVmxPgvsZlU82ATcK9/7b1lc8jucrv/g+EuY7u7bk2uz9YWCfr/FUpOyIGD6HFbMEEW/QkgHonkLC45PI7QQ5uQShYBwwiy6r/JFP7ry5Y9vfCES2qbXgYbQo5ajaRjJdCp3X+EFxuoy/PL3f05E1z9y03wuBIOaYezOuvd9ILeY1p1/8L7/P3XoxyQv+EV05W8RQbhxHhKQcCUcvP9cq+5W4Xiib+ilPLz/PZmq3LtdwNzd+pmRyfGi/EIELU+kWEqWqj81cevzbwCAr/3yu4uzc0G0iim6LlRrMJ6cOq8ks5QgWRMB64orhiZGNd/aZQK5ngsAYsAKpDMZANCqPjF/KKWywBxBnwlCGYCEaX80lFks6uGqY078vAzaiyl/HiI6PjSBgiIACA46YTMAAAyYcTLkpXT0HC6rHlg+tbltkysG0R2BdDMUlrr+SZPIpWRbsi2VI9mRDz38EABcuftKVgAMex57XEq5Y/uOndt2rF+zbse2HatWraqsqjRN68KE4x+yVpD7GQBPGI3BUxXVVTboVU/pPkCeN4KPPPUEAFy+c9cyTBdy++RCvmX5G+nH9n78j2zCP208G6U53rJp4r/f5x+eGhOmQYaIBiNpzhoBK9+KzPjTs03rK0e6QjKVag0XBey4nJ2N11nhABkCKkJ23MzLWIiYDUIU/YbfnJdJv2UiCSAkEkIIHX7qdrRuMYB7b//e4dbWCIJcnY1bnYAkiNxfyStZ8I4iuS2XvULC/7nWatlAPQ/klunkpsWjg5I3V4JM4RaEEJEg/QUSMiEQovudC9YNlm1Y9trXu7kaxYNjQ9FAWElWWmmeeWJheiw1+4adt+xatWUpnfzkj7+kbCkztrSdVl/lYjY5OD8mbakcRzlS2bIoGu8bHWTpWoEcVqGPUywvb3phRpEik4Qh8oLRRZk2Q37T54tSYKZImWH/dN3a8pnzeQFlhXyFYil/aWKhssmIBmaK2Y+WYQoRsGbtpTx/mAwhTJxPLYVDYa/8SCf28cL7uo+a8yLdTh+6fgikUlKyYmU7ynFUVjoZW2YcJ+k4acdJp51Udmp0/NiJ4z7Lt3XjRU4qYyezDzzwIABcdeWVoFyDg4zEJMBbGHRrOP/E1Xaje8xd6ejBwASEIAQI9Op4xKNPPg4AV1y6W68sCESBIHRzckJAzSZxhd6136mvevaCmGfjDD07Esme+8+MHM+P+3w+Td8rDOadcjIZsoPki7J/rAjat97ywl/9NB0kzPKelS9QSwb6DBWk2VZ/bJSFQjYwbaq4GQVECVwcKtCWJZVJB7TSEHr8Al3KRwjwJ1VC4G8nZ/D3fP2cKPn8NxluVLHszLOn5O3eTJ6wOv0OT/9336TaOHkL4KaWOBdCAaGIRWNu/MYMkkcS07WBEgXw9ze+8fD5U4+e3Pv4yb27Vm1jxSigIVg6lpqp4dLci0f8wZAvmM5kQj7zNz8B/v/2zjxIrus67985973epmcfzA4MdoBYCRI7QAAESUuynDJVUUUqWTaVyJKphVrIaKPlWI7LLjmKYinxImUp5Y9UJWVHFctxLMsisXEDQBIESRAECBDbYDDYl8Fgtu53Tv64975ukJAoWRgRzbo/VVGYITHTy3tfn+1+RyMTTe/qPXXudEe+BYTOYsuh8ydGzVjE3IumA5nTV/PlbF3xpRX/Yvnev1JmVexZ+5uIs8NFGSqUF5baomI8RuUySWu+0X7sXRy63NbS4i9HpHd7+jpUnrvNt/yEpTtArhBJSIFErWuzuAFaZSZNkse2bUmSZMPa9XXZnCRqSH/8+GMA7tt8j0BZCSSkxi168ROrP7spgjcSdVUsm7v6UWufs7g7jM5cPLfv1Vfyudyq5asq0ga4kTPbmCWfkpCLv6oSwzfWL//J/NMFi5ggcHVaq6SGyXChUJeJ44sjl6fUt8S5TGOh/vj4hTnFzlnSsZMONy9ccLFp2jglp4uj1+pBiZ5nOj7+QOeFqFDiZGrb/1n5sVbO53OFK2ZsVCZais0mE01I+ezlc1Na2qw7QqVEgp/ndfjpoXLAU1kC6L5W/480vfZ/8DngW7wL5Cd+ANhRChBbKwYQoKcvnls4Y27aaAZoaPzajGw7JdJWbPrku3/j3/3Nf9nx6nMbF6wiIRWuz+YPlwbTk8aqIKaR8ZGxifE6FL3UuqIqlMloW2v7sTMD3XM7NJFcodBabDo2duG2+u4GQ9OGSkebzrdEcdy4YM+0+a66lI2GCmOX60szk7ZifTHKZ4+WTnY1tuWKeZONheVA/6EPLHwfR+xrC9epdeUGpVSsXHPU5neaJEhERCURLauUEoUiURWx/97K093rNpbGJoj4wNH9/Sf721rbFs5bKGNlxDYDsJ3Z9JdpdbPjLd4RH/t4xUrfGVW7sIlV/fzClie3ici61WsLdXn/jhPZUNrWxXyWlRZYQFW35y3SJbQXrlbqjgoiNuhp7zoy2N/e1GYy8ZJp83/40o6+1vbGbP2CUucr9efntBYLI5nei8BFmpgYi+NMMl7ONuaTJpzsmqDY9HFLpi5z7NrJOR1TTSaiiE9eGpjVMz2KY2Iik5YKCLiJ2h34CVSCqOsLyum33/r1JwBg18t3hrPuolYl1OXzai8h2OhZiZBA1RAxvX/dezubptx123IALq83KGtCRErk7BWJs3EmiiNQldsiqfoZ1nkzZr144OWrE8MNuSLHZknvvH985anTcV17tn5KoSk/Hh8vnN9fN5SbMBnDpVJ5Iku5hOeioz6Xj3KZQbqqpPM6ZjCziaPDp4/N7J3e0NBIzPbgZNqTedOnojfmcgGW+kKGiqi15AWplBMiSCJXh68NjVxl1S1Pbgewee1GKYth/fHWxwHcu+keUkATu4xJ2S7m9Z08m2PTzxRnafUb530W/CeKf7MJygSVLTu2Arh302Zbs3eCla5ic23lShEzjSVs9/GWiLA85GYuCSAyRGWm+XPm/u9/+MHQxGgujupNYVHn7H0Xjt3ZMKu33B6XMsdazxYbMk3ZXL5soomMMVwiGWrUwfqRNq2fnWmPc9ljckEYM6b0mkyGY3Pqwtn5s+aQcT68/M4ugd9iUOWj8mfVpxv9lKqL1uoJA0TKIEFDXcPYxDjFRTa2wM+NuforEyMd2WZhMmQ2LFzlkkcmJrpcvtaQKYCI2Z6hg4peHblWyOXcA7U3j9tZBDKcyWYXzr5t7+H9G25fY7JxzvC6Wbf/6NVn7mib3VooNGfjwlB2lMpDGJ6gJCZujuoyJoryGZONztLIwMSFO7tvi/MZYlKDE+cHVixa5sywmNwqEU5j+DdKlp+vVPeVWmNeUQEkUUATOTZ48uCxQ6Njo3W5Qv+pgcEzp5saGyeknIyPaxQ/vm0LgM13bdQkUSVrQkmJWFWGHZjzN8VPs0ZQH1T5fDz9PuBHx9JmghJRWZS2PrEdwH2b7k2lCnYAiP3gY9qwqgq74epkt0yEZa9CJ7nuaD5zHOULhfkz5uzev2fzojWamHm9M4bLoy8OH1/c3Nc73tEwXOgvnR/IXkugEKgBEm2K6uYnXVOKTVEuc1wvHhs5e8+M5dliHszHLgyMlSem9UwlY8gQkyGGnzYn/8Ec9OsWxg2f2sa/M6+0ww9MRigpFgpnLp7vbphCahAZE8fTmjp29b8yu7HbZDIiiRAxQ0U5Eytw4uq5WY3dHDEb4sgYYwYvnYuiyBjje8FE1sWBWdzwmCxdsPixJ84dPHlkXsd0KSXNza3vWrTuyUN7WuLivGJvPhPlEm0s1YFJy0mUzSSJaCE6OHxyDOUVfYsaiw1xPgfC80f2NdQ19HT2UMRsvE6lGyRvVMbz6bBCSRWubQSFqiSiir0HXjp6qn/Z3EXdzR1E9J2X/iuATavvOn/p/D/u3L5qwbKndu8kok1r75KysCFlJiRKfl2N2gN7laET4MY3hRtdcZm3vQOpKrJSKEjSwTIF8b79L58+c6anq3vevLnE7DJwgk93qg42kJ/+8aplK6A3MQe6GVtzfCOUiJSFlIhp6bzFA2dOHz13cmZHL0VmWd/8vUdefenq0b58R2O+MC83tTw8Nk7liVIp4igWijNZjjjJ8L5SPzHdN29NLs5wZIbLo0dOnVh3+3ITGzZ+WM0JfNWVEfTqFof83UTqdgVWxhyot6Nn3+H9IHKjJKzNhcae4pQXLh5eUtdnIsOqZH3EDV4ZOt6QKfQ2tjMzRfZ0Op0durBg5lwyxkY6FZcIAlmPAjUmohVL7ty264mGbL6rucOUuLm+8b55a14dOLzr0oHWqKEhzhcz2chEZaMjdPVU6aIOozFXXNY+P19fpIg5Yw6fOn5tbHTT8vVsyBurGl+c4BtIhPoilq9hWbmCqpvJUO0fPHXm4vl77rwrH2chqiJbn3kCwLvWb964ZM2+4wf+2/f/x8joyOLbFna0tUNVBMYe31OBGp/dWQVy6ZiKbSJW701Jzw1V1RR9zAcAkMpQo5MzAHhs2+MA7r37Hhc/erWys0LWLKKSDPvowcV4elMmESr8ooOjZAiJuk4SKWImECuyddkNK9dufXpHfbHY1tgsE6U75y3pP33ytbMnGJiSb2qvK9ZRRhOB4SQpD/H4mdFL5yeGuhqmLO6ek23Ig0ny5rm9+3p7eqa0d3JsyETEgOGKycsvkKME3ibIevWCE2KiiAjc1dn54qFXLly7MqXYRFmb3ZQXds3ad/b1PcNH2rKNrdkGiF5Ohi9cvZqN4tt75kZxJsrFUSZGxMIyePHcptXryNoKsu/vMxTMrv9FzNzS2rxm+cqnn9sts6mnucNMlE02XlZYMn9spP/C4IXhy/3jF1TVkKnPF7pbOqdO6cplsnEuNpmYInP80qnDZ45tWrW+rqHAmYgiZsOIvND6/wHVRb9UmpXU9xXE1bPs6omDx1+f1T29kMlJOVHRsfHRXXufZeb1y9dIubxo+rzjgwNffOiReTNmiSQkzGAti4usRMgtPSMYGzPRdXGWJ518gz8nlI7pa9q+VD97AfcBo4rHtm0BcO/d98A3Qp01o2s1pP8kBTFrmgdOxo15k9waXFzqvZyJiE1Lc/OKxXfseum5ZTMXdjW3SSnp7ejpaGjtP3/m9Yv9/cmZsaRUx1liOjd6ZVpjRy7OrOtc2tDYCKYomxkZH93zysuN9Q3LFiw1xgb5PrW2nyHpfpSgWLWB3xuldo2E/zgmNYZn9k491H+kfdGd1kdfDZnYLOmYdS536fUrp84P9ZdU6kxmdktPW7YpjmMTMxmiOALp/uOH2xqbmhsa3cxkWgVP6/hgsBBAbLo7utbevmL3vj2XrlxeNH2eiiJHBZOfE/XN7uhLJkocG5koR7k4KSVRLmNXk1Ac7T3yysWRK+tuX9XW2uqmzCK/d5cA/gmXYbo4tyIf6oykFFBcGxkbGb02rb3bRTqiO/c8Ozo2tmT+wramFpuvbVi6MpfLvnvdPTYgEhWGUXWjWJVsM3UTgQ+REnnjw9F0YlQU7hwt1OWq7g/umwDptWvXdu7eZYy5e8NGwKeZaSRXSf0AZ7ydDt3pZGjWzRAs2+qx+mqgJERISI2Jp06byrHZ9cJzF0a6F/XNiUtJpi4zu1iYPW1GUiqNlsZLpVIURdkoG0cGBM5EbAxnzJmhC0/te3Z236xVS+6MsjEZa3JtS5uAm4RXEF0X9AZuaXw32fnnMhllYQUZY26bc9trR48cOn1idmcfxomNIWYVbc9E7a1t6s0XKDIgjTIxG8PZyGSi81cvHjt98l3rNnEUuSlH10msJCsuf7LHvFW7e7o3N9Q/sfuZv9v5+B3zF3c3tZNmk4ky4Ldqqtq/zpEB0cDl06+9fiTiaPP6jXW5gsnGIKI4ImY2vj94XcjvD8lcl3lZFN6+0DbRro0OxVHMRBAlVSEtlUvTunuzcdarE9Xn68dLE1evXa0v1lcXw6zC2QOyzlbHKs0Na+6uUKUKb3EjfuDe7uxwX4o9PGDzxB1PPTE+Mb7ijuXNjU3VIZsvtqdFK4DJD8qTfxluScGyDxEE9geNQcysSsqR6e3urc/XPbdv7/99+rFlcxf1NnfExKJCE9xQl5WJMmUiKUmUjRTgiEfLY/sOHTo6eGLj8nWzZs4igAxz5Aam7Qm2iu3qGydBA7cuZI+AEEhg9Qri9kYiMqZMG5ev3bL7iUIm193UrkCkkSY2itakJGxYEuWMIVWTjTgyFEVD4yPPHXp5+eJl9cWiO8DABEMAuZV5VrJ8wcf6KauaxsaG92y898Spk8+8sLtYqOtobu1obG+tb2I1xCxJooYuXL549sr5UxfP5rO5+TPnzZjaF2UzgHBkbELkfCINubVlpO6EpSviVNXp4CtZtqfpvs+AGBPbn6Ns02Usnb/43MULJ06d/JPvfusrn3gYRGDKxplSktjApdKKTGcTbO5ZmalyJ260egRa08Wn6u0yVEXIeVfDFtRI1R16VwXhMTdOsdkdAX2jFKY5oXsoPry6QbP0pnBzIix/TSAd6BQwVE1kJEJjS9PmtRtfP370pQP7nn/tpdndfW1NLVPqWwxHmldmKpeT4YmRE+cGzl2+ODI2Mq2r98P3fyCOY46NdbMk40/JwMu5H/m4CY8/8MvB5k6pTRKUmcSQgtmQGm5uaVm9bOXuF58b7R2b1dWXuCa03QZqveSVjCEox5GJeODy+X3HD8yfMXfm1D5iUMSuDO/wERaB1ADKpAIBiGHszs/pfX3TensHBk8NnB7cd+zAybODHS1t4+VSkiS5TDYTZ5obGlcsWdbV3slRBLIBl/GnjgyZSv8nzY3SGSjCdYpln3/1V/Ymb6yrvzY6mkji9qEx2lvb/uxr33jwq5/79n//yziKvvCJzxFROUkKmRz8kV0o4FXGL2eEO10t9qFoantTmSix54QAG1hB1dbZvaVX4mZxE+smoVB6fMdWAPdsuNuurXcOQZqmhKkq+eR7ckpXlZctncL/RbF6rQpRWHN3qJQFCimXRYBSoiKDZ88Mnjl9/FT/6NhoNpNNkrJ9/plMnM/m58yaPbWzJ4oizsSkwnEMAkWGmcDExnVPnVEMcxCsmsOabai4y8UuyErKZShkvKySnD13YfdLzxuiJbMXtBQbpZQAqmUlQypKkYHISDK+7+hrV64NLVuwpKezO87GAEwmhjvYSEqw0gaym+ydyanb+iXp3iqoiCaiIvZeHZ8YL5dKURTlcjkVtYPsdikNGCZiKHFsFGR71sQA+S2mb9pLoonA2si4zCtRIJlIoCqlsiSiZZGJ8pZnn2wpNi6cPlfs+qxEAPq7Lf/w4O9+tpwkX/rk5x/4wG/sOrD31ze+m9iYbAQiExl79BXGEGBdismkk1BUieTY7qL1lglWnOy7oKLuDk1UVcri7uFEAIJK/8DAorvurC/WH9t7IM5kiWFlmtjYpJvtixM5qwJmr+BpnnizuTlnCQEfGyZqnXGJ1W7qhUKZI0AiFaGuzq7OKe23L1qsJRmZGC+XJkBUyOWjOCLbfHC7aghkyPpYuisjLRO41DmoVU2SNtHsGgMiJWUigTMvbWtt+ZX1d+9/7dU9r71cKpWmtXc3F5vy2QwnZnRs9PLI1ddPHstmcm0tLSuWbCoUC4BvTTGRAYyznSA/ku3HIKGusQZYg1UFyHa3raGOQjlvmOrydvBSlcj6+pOVJ/jlGu5qdDUaqg4y3oQfbrLNKNcqctOZbopqyZzbdr/0QldbZ3O+SEyiRKBfu/fd36FvP/joZ//kL/70+JmBz37sU2T8tkHv0EM22krjVnV/UEpL/bYjacdLldRaWroz565uBbLHm3wBC5IIEanoY9sfB7Bp3V2RiSDiEu3E+lAr4NZOwKXCsBbJ9iFO0u158wQLALzjPYjspIhbCUukSkKUKACRiFSR01hz9lW1R3oAZXfqm2DXEUfMSjAAGSJ1u4lg/S0DNYlvkogKXEpFBqRshxlVYNhE0dJFSxfNX9h/6uSZ82cPDx4bGRtVSC6Ta2psWjxv0fSpfZk4VkPGMJgojhig2JaWmCjdJ+K9ze3Eu1FXeLfDpMzkUiCFW8egqs4iDWwlgYnc6KPNM9WuL7Ofm3Z7TDoteYNnS66WlaoniJiVhIRhD5VHZkrrlJm9fc+++sLC6fN6O7qMfYlUf/09v1bW8qcefeR/ff+v5vTNuO1T810c5xTSujILKVvfVlaxlorWi8+9plWmcXZyAeIWYttyu4ok5YRASSmxguV7i8njO7YB2Lxuk5QSipiEmMoghlAlD2U3GgAlsiPBmMRg4ualhCmqVYKtgF2NTSIJFJIoQSUBIMQsiZBhFXE77AhEBlCOWAEXbdnnbyoZcugM1jpvyJXszlQtJ6KqiUBckmKnKO3JFTKkiXAUkahGxhW8bXM5jlwt3K3CcMWgtKgK+N6aHTBSsTWgSvlG1Y53qyoxaSIwBiLMdg7aWmkDhqGwS5X8WCThJ3+Cqi822X6eJkIqaf4liWo5kUQ0SaQsJ8+eevngfhHpbJlSl6+DJJeuXT144vVTx/u/+effFpE/+OJXP/fgQxwbELmOufFryW0oydau2rkdu9F3gjt4SEJKKqJEKIu7H0uJKmSiDIKUyipaSpIjx4+du3y+VJp44BMfvTo8/OyPnpo1fQYTkWGOGcQcszuWZCoNWfeQ3GwpMDk36U2OsAC4adJ0SyaMrfuxkgpMpBBwbFvHYDWuNulqlv7/XBbM/uMLlf8gZILvAHyaZieh2e66ITKqakRUTcSuV5VUGxD7NUiGCAAzO/stsiV32ACEq3pVlH7MAUowdsjA1lwAgNSvL/Z71gEgssmX95ZKrz1Or0/AZ4M3miBIn6VvF6btfmIYJQEZsN1kQ4kygZKp3VOndnT3nx44feHc2csXIsP1xfr3bX5vY0PD9J6+hx59+Gvf+KNCXd2DH/24vwXcmQEFrOePOhtwkE2xxT3pdGxdoXDVw7R+p6oiSTJ8bbiQyR0dOPHCwZfr84Xutq5Dh1+/Ojzc3dm157UXi4V8x5QOgioTUQJDgN/4ASaT1tvTSfnUZfQmMwmCBcC/P7CPmd1hcuaqvqvYlpEtFtjBKgG5IN4t+eB0b0HVhEvgHQC5ZAoGlNgrBETeDDIti9hBRiIRYUO2IwYBImcHR5FRKLHzyrQu84C/Toj8FAAhtSFN1cb5Unkxo3Q+gAAh2G1mvjxlzZQ4XQ9KFRV7y2fqBxBgF/fZiTAhJgiptZpghagQuK9nam9nTyUsAojowx/8EBgPffnhL37tUROZ3/mXv135+ZKA2ZbnnFzYfYGpZ6/LoZyCuC6fqqqMjo7uef75nc/t3rJj29O7n/nr7/3PwUtnN9y+uq3YpIq/+dsfAPjVTb+ydOZtP3xmy/2b3tPU2MQiNsW08w/urrwuSyOnWzdpN/0bmCzBcp9CUomayV0zxq5Ic6+n2o9YWyI1qFwBaUWTfN4eeOfgQg87nm3sRxUBQgoldzpa7YYQtidNGOQcGxGlZQH1OWDln/CXDa4r9/hf6q8uG1DZBMAN5FS8pLxwujKEF7jqr36uC9KLHtSVvVw9lkBg9t1Lg0gpISWwzVLhi/NETL/1oQ8r4aEvfv6Rr36JmD7+kd9GxXdBAILA7eqx1SS4XVBIozwFCKWJ0nN7nt+6fdvWHdt2P/fs+MS4fXBRFD31/M4HP/BAMVO0W9e2PfMEgE2r18/omjaRJE/s3fXedfeyYbI3tXXtcrMTfnwi1edJY9IEC4B9X5282zk11xjxpUpNDwE4p7B0AaT/XJz0FyDwduF77wBs7cipgLixFXft2Bq6KJjTsNyrEhMByjAuSle/L/GtI3H/kQm4koS6IrVrt1Vs7dT95xXd+XmfqBVjVZs2gKxPBVjd6gmIcGygsOmp2yRvK+rqB2BBD3zoAVH97JcefvjRLzKZj/7WR6AuEoOPosR1R9VrOcAMxZETx7du37pl+9bHt225cuWKfWDMPH/O3NXLV21ctS6uy83pnVHMFlUSFb0ydGXv/pfjOF59+wokOrdnxpHB46cvnO3p7LbNfxdrpO8l0tAkndGaFCZXsICK4rgEUCvRdxq3+gS4Eou5D8mgVO9sUglws9K2eixGSdn/+9Q+iAhqC+muxOz+kEbk8JfNzxj+pKJm/654Da0UM/x1SXhrBXyrp+kbhpVnrGCyeSezuE1OABElsGEW2dN5Upnk+ehvfmR0bPRL/+bRz33lESL6Vx9+wM+sA7DaKuIqa8nREye2PrHt6d27tj2xffD0YPpwZvRNv3vDprvXb9iwZn1TfZOKXLly5cc7t0/v7IXa2ha27XoqkWTNHSvq8gWBMmh6R8+5Sxd6unrsljMIYOAGKOCz0co46WQx+YJVRSiZB26Ia/va2Wu1IYUdWBJSUgK7pINsi8aOT9lpdRefA6BfqHRQ9Xcn4RIlcoOvLmRyc1np+lUSV/uHKpjZniq04xDqwj6bKH76Y59Q1S///u9+7iuP5HO5D77v/e5woLiCHQi///U//OsffH9g8FT6+6f1Tt1414ZN6zdsWr+xs6NTRVUFIlISKC4NXWmubyTiwbOnd+95dseup//28b8v5PMbV66HT/aiKD55bhBqF7Han+oq/lVTV/7LSdOsX6pgBQJvBfmRTkpDHWdMR+7T3FUTKhJD8H38WxzyGuVMiG1WZaACJpJ0JjOxxsSujG77E+4kDQDgoY9/UhJ59N/+3oMPfxrQD9z/fjv+SfYwINHZc2cHBk+1tbbetWb9mpWr1qxcc8fS213g6RM3O/oP0JnzZ/7+xz/c8tT2zx/61ycG+tNH+7XPfPnD93+w6oWlpmID0reF0tIOkLYHr8sNJ+c1vPlzWIHAzUDFe2Oi0mcDKo0+n0rWGJr46U13qg/eWs876KUn/iStq8OvL1NNFBBJ9Nt/+Z+++kdfM8Z895t/9s/fez9QyQ0PHjkkSbLgtgVEqcdJZegfwPDw8K7nn926ffvWJ7e9uO+lVASKdXV3LLp9w4q1d61Yu3j+Anskk4gool0HXmyub1w0dz6ITTYiJnuiE2yHs/wZFftr+GdOzH9OQoQVuEW5gRhV+jX2q9pTK9jAUAgkLs3zfiyKylNSAgns9AM5dxw/LuBV7bMf/9TwteGvf+vf/84jnybV9733fjsVykzzZs4hTpM0O4DAI+MTu3bvfHr3zmee3fXkM0+VSiX7ePL5/Mplyzu7Ov/ZPe+5b+0mEruOVlz3lIiYrgxfPXfp/B3zFlNlwNum4fymAt/kvilBsAK3Kte1Eau+W+sQkXViUjvjWmWYRTazI3ElbSaGCNvZBWe8Z3VOodCvfOYLyUT5G3/xrQe/8JlMJvOrd78Lrh1JKmCFaOnlffu3P7Vj61M7ntm9062/BqIoWrZk6ab1Gzet27Bm+eqYuX9w4KXX9l8bHakvFO3WTwiIFeBEZfeBvbOmzsgX8tY8g9ja8FCVWtF1Lf2QEgYC7yiqrYptk8F/050gUrGjrfaIkqiirKoqpQQQSezenUQS+cNvfv0/fOc/ZuL4e3/63Xdvvg/AsZP9O3Y+sf2ZJ7c8uX3o6pD9hcaYJQsXr165au3K1ffefU9DsSgK5ysviSb66pGDB48entU7fXbv9AgRCCo6cP70cwdf7OvquXPRHcxk4ghAlI2JQZE7msNRpAAzE/ue7puMK24WQbACgbcJL1jpSUd3M6YyJiqwvqBQES2rQqVs3WkSFZFErD/P7339D/78e/85juMVS+84cPi1i5cvpb/ktrnzNqy9a9P6DRvW3dXY2OiHaX1yqVBRSRKoSEkuXrm07/WD/adPGjZTmlsvDV1uKNTPnzFnalcPRwYME8cEcGxgmA1zZGB9WUF+PyOAqmNMN5sgWIHA24/as7fuZhS3sMKaCIhCRQRaTgBNSqlgqdUsiEo5+do3//hHWx977cghAB1T2lffuXLTuo33bdo8tXeqdeslw0TeUtzVt9QeK4RAIVoW+xvHJ8YuXr5EhLp8sVios3+LIiYCR5GSmjgiEEVMbIhgbaDYSiGl9hWT8kIFwQoE3n4qoZbPApHaHCbOdFATgVrBgpTKsDsNy6L2D6IjI8P/b8uPVt6+YkZfH5Q4ZgXYeLM9Z/LnN6BRajTqHDFQFoVKIkSQxI66CYNhCABHTCCKIyg4Y2wx3kZYFDEAX9KqGL1OBkGwAoFbidS8GG5VhLNVEBERiEopUWuXmqjalFBFyt7U2BburXFF5PZoEJFdz0HkBatSYFK4vV7OC8qu4ahMkfiIibyfDwEUGbI5oN3BYYOr1MpiMk/+hi5hIHArkcYmlUjCbUuwM6e2TqQJOe8Hdccw3WFp60rIbpGVO9LjzMO8m4AdT7euoW6ggmH37rD9IaSJOG9ldmu7ODIQJUMQO56VzsGl4VT1sPtkEQQrELi1sEMJQHqWEoC1lSNiOwRPxHafBoHd/IE6fwtS57bqFk2BSY2bAAU743nbw3Pny423PFYl6wqjUBujmdQvAsRMEcAMZmL4YdQ3TcVN8ihvEKxA4NbDn5dWuEXZogkxqYtxbNLHQBnMSFTtrjEy9pySsy02TAS4WrvP1LxgWS8an/2Rn6hwru9QstsjuXKogEHWVtQ+Jn8i3dWtXPA32XNyQbACgVsTgp13V7InBMWOxNsNGsTE1s1dwPYUIsEvUrX+l2R8/clXmryDmP3xnOZw1vZCrDOM9fRRL0DpI/ElKvcNH8b5B1uVFE4mQbACgVsOdxAn8TscjTWQFgix8emisD1OLQKyouaMPq3PKNgYsIuMyLjlLs6Fp1p9XOuNCOkuIcBZhDkrH+cDSORXTqRuGbhOziafsM0hELhVIWe2WlngTPbsoev0qTUQI2etY1c/WB/Tam977+Xn56ScahHBbRcCEzH8PAJgPdqZwGBXw3LbLuDP32jlp/9yX5Iw1hAI3MpoIlU7qFQTAAoRf2QnXUyb2o7Caw8Bfq1nmsLZ8c50ejQ9/lelA+lEg/fB8dgGJbzHZjrU/kvUrJASBgK3OOQ2utgj02RrTUREosLEIgpDJM57GW6sgci4KjuD1J6VcTvTARCRpOatLuMTwnVuPql/ROpejqo0ctLPOd/4tQgRViBwK1Ox7nMbm300pXaxo/jxeDt7pX4Owi9DS2vj6f5X9138tITuDapAVX+yf/Nt2gsTIqxA4JbG5l+qznPebstTAMpggRp79tCurSaolyO7/QzErFQdILnpU29+WnFDrPgbo1qh/CBotWa9fYQIKxC45Ul9HbyRg90L6HYMSpq2uZU/xLArHJGaipFLBquG0t+eItQvSBCsQKA2UHVGWVa2FARBuhrVLZi2dXdXGrendqqCKOvMB1TlhjVGEKxAoEao8s9SZ0Bjv69uZN0tzqkcklG1y5/p+hq5L2bVIEGwAoHaw444VLyV8YbbmPy01HUH/Wo0qqomFN0DgRoknZ8idXV2O6xeGUuoqrSjOryqbUKEFQjUPHZw9M28XcMHk0cQrEDgHcEN7+N3ml6FlDAQeGfwjtOmGxIOPwcCgZohCFYgEKgZgmAFAoGaIQhWIBCoGYJgBQKBmiEIViAQqBmCYAUCgZohCFYgEKgZgmAFAoGaIQhWIBCoGYJgBQKBmiEIViAQqBmCYAUCgZohCFYgEKgZgmAFAoGaIQhWIBCoGYJgBQKBmiEIViAQqBmCYAUCgZohCFYgEKgZgmAFAoGaIQhWIBCoGYJgBQKBmiEIViAQqBmCYAUCgZohCFYgEKgZgmAFAoGaIQhWIBCoGYJgBQKBmiEIViAQqBmCYAUCgZohCFYgEKgZgmAFAoGaIQhWIBCoGYJgBQKBmiEIViAQqBmCYAUCgZohCFYgEKgZgmAFAoGaIQhWIBCoGYJgBQKBmiEIViAQqBmCYAUCgZohCFYgEKgZgmAFAoGaIQhWIBCoGYJgBQKBmiEIViAQqBmCYAUCgZohCFYgEKgZgmAFAoGaIQhWIBCoGYJgBQKBmiEIViAQqBmCYAUCgZohCFYgEKgZgmAFAoGaIQhWIBCoGYJgBQKBmiEIViAQqBmCYAUCgZohCFYgEKgZgmAFAoGaIQhWIBCoGYJgBQKBmiEIViAQqBmCYAUCgZohCFYgEKgZgmAFAoGaIQhWIBCoGYJgBQKBmuH/A9Ii9cAtp3agAAAAAElFTkSuQmCC\n",
"text/plain": [
"<PIL.PngImagePlugin.PngImageFile image mode=RGB size=400x400 at 0x7F3CEB99BC18>"
]
},
"execution_count": 25,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"d = Draw.MolDraw2DCairo(400, 400)\n",
"SimilarityMaps.GetSimilarityMapFromWeights(atorvastatin, mulliken_charges, draw2d=d)\n",
"d.FinishDrawing()\n",
"show_png(d.GetDrawingText())"
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([-0.58707072, 0.8153149 , -0.72173055, -0.09779333, 0.25603238,\n",
" -0.63938072, -0.06584799, 0.28197432, -0.65881236, -0.21853324,\n",
" 0.01314628, 0.02276004, -0.14022884, -0.17539696, -0.03042297,\n",
" -0.0346235 , -0.00406703, -0.17366068, -0.17558399, 0.26730977,\n",
" -0.21123669, -0.19609819, -0.17156928, 0.12261896, -0.02683858,\n",
" -0.25040249, -0.08499914, -0.21142084, -0.08225204, 0.49164292,\n",
" -0.47808396, -0.43929781, 0.17429586, -0.22759428, -0.14535266,\n",
" -0.09318717, -0.22005015, -0.08228356, 0.20042548, -0.14637423,\n",
" -0.03704781, 0.46603762, 0.10844552, -0.01194338, 0.01010402,\n",
" 0.38378238, -0.01487967, 0.06317194, 0.02023941, 0.44283028,\n",
" 0.11077838, 0.08251306, 0.0602592 , 0.04201902, 0.15528884,\n",
" 0.15048623, 0.16420791, 0.18088638, 0.07641597, 0.14064942,\n",
" 0.13458361, 0.14437931, 0.11236702, 0.29592724, 0.14712355,\n",
" 0.12874711, 0.12327978, 0.15026329, 0.14102895, 0.00463879,\n",
" 0.01968597, 0.0203321 , 0.08177373, 0.00126451, 0.05230578,\n",
" -0.00727241])"
]
},
"execution_count": 26,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"pk.calc_resp_charges()"
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<PIL.PngImagePlugin.PngImageFile image mode=RGB size=400x400 at 0x7F3CEB9AA550>"
]
},
"execution_count": 27,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"pkmol = Chem.RemoveHs(pk.mol)\n",
"mulliken_charges = [np.float(atom.GetProp('RESP')) for atom in pkmol.GetAtoms()]\n",
"d = Draw.MolDraw2DCairo(400, 400)\n",
"SimilarityMaps.GetSimilarityMapFromWeights(atorvastatin, mulliken_charges, draw2d=d)\n",
"d.FinishDrawing()\n",
"show_png(d.GetDrawingText())"
]
},
{
"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": "3.7.3"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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