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Last active March 17, 2022 09:06
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"id": "19b43fd1",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"2021.09.4\n"
]
}
],
"source": [
"# Import libraries\n",
"from rdkit import Chem\n",
"from rdkit.Chem import AllChem\n",
"from rdkit.Chem.Draw import rdMolDraw2D\n",
"from rdkit import rdBase\n",
"from io import BytesIO\n",
"try:\n",
" import Image\n",
"except ImportError:\n",
" from PIL import Image\n",
"import rdkit\n",
"\n",
"print(rdkit.__version__)"
]
},
{
"cell_type": "markdown",
"id": "ffcf78f2",
"metadata": {},
"source": [
"## Read in COCONUT DB (with sanitisation)"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "332e7c72",
"metadata": {},
"outputs": [],
"source": [
"suppl = Chem.SmilesMolSupplier('COCONUT_DB_2022-03-16.smi', titleLine=False) #sanitize=True is default"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "371314d2",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"There are 407270 molecules in COCONUTDB.\n"
]
}
],
"source": [
"print('There are ', str(len(suppl)), ' molecules in COCONUTDB.')"
]
},
{
"cell_type": "markdown",
"id": "b7fe417b",
"metadata": {},
"source": [
"### A note about molecular sanitisation in RDKit\n",
"\n",
"From https://www.rdkit.org/docs/RDKit_Book.html#molecular-sanitization:\n",
"\n",
"> \"The molecule parsing functions all, by default, perform a “sanitization” operation on the molecules read. The idea is to generate useful computed properties (like hybridization, ring membership, etc.) for the rest of the code and to ensure that the molecules are “reasonable”: that they can be represented with octet-complete Lewis dot structures.\"\n",
"\n",
"We will see why this is important as we try to work with `suppl`.\n"
]
},
{
"cell_type": "markdown",
"id": "d6270ef9",
"metadata": {},
"source": [
"### Get list of molecule 'names'\n",
"\n",
"In the .smi file, the 2nd column contains a unique COCONUT ID (CNPXXXXXXX) for every molecule. \n",
"\n",
"Let's treat them as molecule names and generate a list of them:"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "7a362409",
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"RDKit ERROR: [18:02:36] Explicit valence for atom # 20 C, 6, is greater than permitted\n",
"[18:02:36] Explicit valence for atom # 20 C, 6, is greater than permitted\n",
"RDKit ERROR: [18:02:36] ERROR: Could not sanitize molecule on line 0\n",
"[18:02:36] ERROR: Could not sanitize molecule on line 0\n"
]
},
{
"ename": "AttributeError",
"evalue": "'NoneType' object has no attribute 'GetProp'",
"output_type": "error",
"traceback": [
"\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
"\u001b[0;31mAttributeError\u001b[0m Traceback (most recent call last)",
"\u001b[0;32m/var/folders/ht/t9zmfzjd5yv9qthr72h8bwm83b97yj/T/ipykernel_23085/1399333904.py\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mnames\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m[\u001b[0m\u001b[0mm\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mGetProp\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'_Name'\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0mm\u001b[0m \u001b[0;32min\u001b[0m \u001b[0msuppl\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
"\u001b[0;32m/var/folders/ht/t9zmfzjd5yv9qthr72h8bwm83b97yj/T/ipykernel_23085/1399333904.py\u001b[0m in \u001b[0;36m<listcomp>\u001b[0;34m(.0)\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mnames\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m[\u001b[0m\u001b[0mm\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mGetProp\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'_Name'\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0mm\u001b[0m \u001b[0;32min\u001b[0m \u001b[0msuppl\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
"\u001b[0;31mAttributeError\u001b[0m: 'NoneType' object has no attribute 'GetProp'"
]
}
],
"source": [
"names = [m.GetProp('_Name') for m in suppl] "
]
},
{
"cell_type": "markdown",
"id": "88b71e65",
"metadata": {},
"source": [
"Seems that some molecules could not be sanitised. Therefore, NoneType objects were generated.\n",
"\n",
"Let's get a list of their indices so that we can inspect them and eventually filter them out."
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "3aef9889",
"metadata": {},
"outputs": [],
"source": [
"rdBase.DisableLog('rdApp.error') #disable error messages, output too long\n",
"idx_to_rem = [x for x,y in enumerate(suppl) if y is None]"
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "7d39f3e1",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"There are 351 molecules that could not be sanitized.\n"
]
}
],
"source": [
"print('There are ', str(len(idx_to_rem)), ' molecules that could not be sanitized.')"
]
},
{
"cell_type": "markdown",
"id": "c2cee5ad",
"metadata": {},
"source": [
"## Read in COCONUTDB (without sanitisation)"
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "efd86994",
"metadata": {},
"outputs": [],
"source": [
"suppl2 = Chem.SmilesMolSupplier('COCONUT_DB_2022-03-16.smi', titleLine=False, sanitize=False)"
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "f351a073",
"metadata": {},
"outputs": [],
"source": [
"names2 = [m.GetProp('_Name') for m in suppl2]"
]
},
{
"cell_type": "markdown",
"id": "c70362d2",
"metadata": {},
"source": [
"No errors generated, meaning no NoneType objects generated if we toggle `sanitize=False`.\n",
"\n",
"Let's visualise some of the molecules that could not be sanitised."
]
},
{
"cell_type": "code",
"execution_count": 9,
"id": "b988afda",
"metadata": {},
"outputs": [],
"source": [
"mols = [suppl2[i] for i in idx_to_rem]\n",
"labels = [names2[i] for i in idx_to_rem]"
]
},
{
"cell_type": "code",
"execution_count": 10,
"id": "e8b31d20",
"metadata": {},
"outputs": [],
"source": [
"def DrawMolsZoomed(mols, legends, molsPerRow=5, subImgSize=(300, 300)):#, leg):\n",
" \"\"\"Function to draw rows of zoomed molecules. Credit Rocco Moretti.\"\"\"\n",
" nRows = len(mols) // molsPerRow\n",
" if len(mols) % molsPerRow: nRows += 1\n",
" fullSize = (molsPerRow * subImgSize[0], nRows * subImgSize[1])\n",
" full_image = Image.new('RGB', fullSize )\n",
" for ii, mol in enumerate(mols):\n",
" if mol.GetNumConformers() == 0:\n",
" AllChem.Compute2DCoords(mol)\n",
" le = legends[ii]\n",
" column = ii % molsPerRow\n",
" row = ii // molsPerRow\n",
" offset = ( column*subImgSize[0], row * subImgSize[1] )\n",
" d2d = rdMolDraw2D.MolDraw2DCairo(subImgSize[0], subImgSize[1])\n",
" d2d.DrawMolecule(mol,legend=le)\n",
" d2d.FinishDrawing()\n",
" sub = Image.open(BytesIO(d2d.GetDrawingText()))\n",
" full_image.paste(sub,box=offset)\n",
" return full_image"
]
},
{
"cell_type": "markdown",
"id": "0a25eec5",
"metadata": {},
"source": [
"### Molecules from COCONUTDB that could not be sanitised in RDKit\n",
"\n",
"Showing first 10 of 351 here:"
]
},
{
"cell_type": "code",
"execution_count": 11,
"id": "a76354d2",
"metadata": {},
"outputs": [
{
"data": {
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qVKkCIDo6GkJXynDNmjU7cOCAiYlJYGAg7comJZSZCQC6uoWewDfHZWR8dHDHDjRpkvfPpEnZj/KRYZaWhV6zUiUAiIsrTeACePkSEyagShVUrQp7e1SsiHr14OeHtDShIyOEEO1Tt27dixcvent7p6enT506ddSoUXwqJSGfZGho2LVrV7lcfvDgQaFjIeTTKCmjFSgpo0GOHTvWokWL0aNHx8TEODs7nzp1KiQkpHHjxjknxMTEQAMqZbi2bdvu3r3bwMBgyZIlvr6+QodDtBDfyZ+QUOgJPHXCG07ntCjr0AErV+b9M3ly9qM8xVPErjqeCdKuXkjXr6NFC6xcCXt7+Prir7/w/fdIT8fMmejalapmCCGkBAwMDBYtWrRx40ZjY+ONGze2bNkyPDxc6KCIdqAdTESLUK9frUCNfjXC3bt3p0+ffuDAAQA1a9b85ZdfPD09+Xyl3DQqKQPA1dV127ZtgwcPnjdvnrGx8fTp04WOiGiVmjVhYoJHj5CejgIned26BQCNGiEyEo0awcoKAExNMXYsdD5+7dq/H0uXAsg+Jyqq0EX5Zih+mlZIScHgwXj7FkuXfigIAvDLLxgxAnv2YPJkbNwoXHyEEKLFRo4c2bJlSw8Pj/Dw8LZt265cuXL48OFCB0U0nbu7u0gkOnr0aGpqKh9sSojGcnBwAFXKaDyqlBFYVFTUhAkTmjZteuDAAXNzcz8/vwcPHowaNSp/RgaatH0pR79+/datWycWi2fMmPHPP/8IHQ7RKhIJunVDZib27Cng0XfvEBICU1O0a4fHj1G1Kt68AYCDB1GzJr7+GseOFVAR4+wMABcuQC4v4JoJCbh9GyYmaNhQqV+JKm3YgCdPMGzYRxkZAIaG2LAB1tbYsgWPHwsUHCGEaL0GDRpcuHBhxIgRycnJI0aMGDVqVBrtDCVFqlatmpOTU2pq6qlTp4SOhZBPqFevnkQiiYiIyMjTEIBoEkrKCCYlJWXhwoUNGjRYuXKlWCz28vJ68OCBj4+PQYElAwA0r1KGGzly5KpVqwBMmjRpy5YtQodDtMrUqRCJ4OOTt5uvTIavv0ZaGiZOhKkp3NwQFYXFiwGgQgXExGDFCri5wcoKQ4Zgwwakp2c/0doanTrh5Uvs2lXAcitWICMDQ4dCRyd7H5Pm27sXAL74ooCHTE0xciTk8uxzCCGElIiJicnmzZsDAwONjIw2btzo4uISEREhdFBEo9EOJqItDAwMateuLZVKH9M9PA1GSRkBSKXSlStX2tvbz5gxIyUlxcPD4969ewEBAZUrVy76iRpYKcONGzfur7/+ksvlo0aN2r59u9DhEO3RuTOmTcPz52jZEn//jbAwhIcjKAgdO2L7djg5Yc6c7DPFYtStCwBDhiA8HL6+cHJCfDy2b8fo0fj8cwB48ACJifj1V0gkmDABp09/tNa//2LuXJiZYdYsREbC3h4rV6r1iy2Z69eB/yqA8mvVCgBu3FBbOIQQUlaNGjXq7NmzderUuX79eosWLej9DCkCT8oEBwfTEFKi+aitjOajpIy6HTt2rHnz5hMmTHj9+nWbNm3OnDkTFBRkb2//ySdmZWXFxsZKJJJP5m4EMXXq1FmzZslkspEjRx46dEjocIj2WLgQy5dDKsV338HZGU2aYOhQXL6MCRNw8iQK3KrdqBHmzEFYGJ48gb8/XFyQlQUAJ06gUiX4+GDIECQloUsXtG+PyZMxcSKaN8ewYdDTw44dqFUL69dnzzMaOVLTG+XGx0NPD2ZmBT/Km+PExqozIkIIKauaN29+9erVIUOGJCUlDRkyZMKECZnaUlZJ1Kt58+a2trbR0dHX+b0TQjQYtZXRfJSUUZ+wsLDOnTu7ubmFh4fXq1cvKCjo/Pnz7du3V/Dpr169ksvlVapUkUgkKo2zxH755Zfvv/8+MzNz8ODBoaGhQodDtMdXXyE6GmfOIDAQq1dj/368fYt//oGp6UenmZnB0RE1a344Urs2pkzB2bMICoKNDWrXBmM4dw5bt4KxZFvb93fvsoAArF+P1FRMmYK7d+HmBgBz5yIwECYm2LwZTZvizBm1fr1Fe/4cwcH45RfMnAkAYnHB/XE43lVHh1q2E0KIcpiZmW3btu3vv//W1dVduXJlly5dEjU8d08E0qtXLwDBwcFCB0LIJ9BUbM0noqI7NXjx4sX8+fNXr14tl8stLS2nTZs2depU/WIO5b106VKbNm1atmx55coVFcVZeoyxCRMmrFq1qkKFCsePH3dychI6IqIl/vwTr1/Dywt16pTqOrGxOHAA27cjJOSPNm2mnz4NwMHBwcPDY+jQoQ3z9Pd99Aiff44rV2526bKzffuff/5ZR0cHQFpaWvp/TWp0dHRM8+SGlEsqxYMHuHsXd+7g6lVcvpzdzxiAsTGSkmBri5cv8fYtKlUq4OlbtuDzzzFuHNasUWGQhBBS/oSFhfXs2dPY2FgikZw/f75KlSpCR0Q0y6FDh3r16tWiRYurV68KHQshRQkNDe3YsWO1atUOHTrUtGlTocMhBWFEleLi4nJ69+rp6Xl7eyckJJTsUrt37wbQp08f5UaodFKpdNiwYQAqVap0584docMhWqJJEwawixeVdsGEhKPbtw8aNCj3rMrGjRv//PPP169f/3BaZmbyL79YGhsDaN269ePHjxljeYa7m5iYNGvWbOHChRkZGUoILD6enTrF/P3Z2LGseXOmp8eAj/5UqsRcXdkPP7BNm1hmJuvXjwFs376CrzZ5MgPY8uVKCIwQQsjH6tWrx38RtGjRosTv30hZlZ6ebmpqKhKJXrx4IXQshBQqKiqqZcuW+vr6fLavg4ODn5/f27dvhY6LfIQqZVQlKytr3bp1s2bNevv2rUgkGjx48MKFC2vXrl3iCy5fvnzSpEkTJkzQ/MnTWVlZAwcO3L9/v42NzZkzZ+zs7ISOiGi2lBRUrAixGElJKGYF2Selp6eHhITs379/z549b/4rQrG1te3Xr1+fPn06d+6so6Nz8eLFzz///MmTJ0ZGRgsWLIiOjv7999/79+9fv359AG/fvg0ODn737t2wYcO2bt1a3ACePn1648YNpydPaoSG4uZNREZ+9LBYDHt7ODrC0RHNmsHRETY2H52waRM8PdGzJw4ezHvpuDjUrYvkZDx9Cg0bykYIIdruxo0bzZs3t7S0rFSp0oMHD9q2bRsSEmJsbCx0XESDDBw4cPfu3StWrJg4caLQsRBSgAsXLgwaNCgmJsbW1tbFxeXw4cNxcXEADAwM+vXrN3bsWFdXV43tjFG+CJ0VKpuCg4Nzevd269bt2rVrpb/mrFmzAMyZM6f0l1KD1NTULl26AKhZs+azZ8+EDodotlOnGMCcnVW6iFQqDQ0N9fb2zj2/rFKlSp6ensHBwa9fv+YVXjo6OuPHjwewY8eOnOe+fv3aysoKwP3794teJSsrKzw8PDAw0MfHx93dPact97HOnbMLYXR1mYMD8/Rk/v4sJITFxn4i7owM1rQpA9icOUwm+3A8Pp65uTGAffttyf9SCCGEFIJXTU6aNOnFixe2trYA3Nzc0tPThY6LaJC1a9cC6NWrl9CBEFKATZs2GRoaAujYseObN28YY+np6cHBwR4eHjr/tSOsVq2aj4/Pw4cPhQ62vKNKGSW7dOnSDz/8cPbsWQANGjSYN2+eh4eHUq78xRdfrFmzJiAgwMvLSykXVLXU1NTPPvvs7Nmz9erVO3PmDG3GJoX64w9Mn45Jk7B0qRpWk8vl169f37dv39atWx8+fMgPmpubu7q6mpub16xZMykp6ffff9+xY8egQYNynjVgwIA9e/bs27fP3d0999Xi4+OvX79+8+bNGzdu3Lx58+7du1l8FNR/rKysHB0dJ3bqNKB2bTRrhvr1Udw7Eo8eoXt3PH2Khg3x2WeoVAlPn2LPHrx7B3d3bN8OA4MS/l0QQggpCGPMzs7u6dOnZ8+edXFxefToUYcOHV6/fj1w4MCgoCC6sUy4N2/eWFtb6+rqvnv3zsTEROhwCMkmk8l++umnhQsXAvDy8lq6dKmurm7uE6Kjozdu3LhmzZpHjx7xI05OTl5eXsOHD1dtL0VSGKGzQmXHw4cPPTw8+G69SpUq+fv7Z2VlKfH6PXv2BLCvsNYSGikhIaF58+YAmjVrFhcXJ3Q4RFN5eDCArV+v/pWvXr06a9YsPimQ8/Hx4XdHc1fKyGQyfs7t27dlMtnOnTtnz57dt2/fmrlHQQEAxGJx/fr1hwwZ8ttvvx08eDA6Olo5gcbFsRkzmL19drmNRMJat2arVzOpVDnXJ4QQkgu/u1ajRg25XM6P3Lx509zcHMCYMWNyDhLStm1bAHv27BE6EEKyxcbGurq6AtDX11+zZk3RJ4eFhXl5eeUkYgwNDT08PEJCQuhVTs0oKaMEsbGxPj4+fJqSkZGRj49PYmKi0ldxdHQEEBYWpvQrq9SbN28aNGgAoE2bNu/fvxc6HKKRbG0ZwO7eFTCE+/fvL1iwoGXLlhcuXOBJmWXLlkVERDx8+PDEiRO83u3zzz/nJ1taWuZkYfT09BwcHDw9Pf39/UNDQ5OTk1UbaFoae/eu4FxMVJRqlyaEkHJj0qRJAKZPn5774Pnz53lPmSlTpggUF9E4CxYsADB+/HihAyGEMcbu37/PWyJWrlz51KlTCj4rLS0tKCjI1dWVlxcAqFmzpo+PT2RkpCqDJR/Q9qXSevToUbt27d69eyeRSMaNGzd37lxr1XTcrFKlyps3b6Kjo1V0fdV5+fJlhw4dnj592q1bt/379xvQVguS25s3qFIFpqZISIBYLHQ0AODj4/P777/nOeju7h4UFMS35s6YMUMkEjk6OjZr1qxu3brC17HLZPjpJ6xahfPnUb++wMEQQoiWk0ql1atXf/369fXr1/ktsRwhISF9+vTJyMj47bffZsyYIVCARIOEh4c3adLEysoqJiZGrBlvY0i5deDAgc8//zwxMbF58+Z79uzJX9D9SS9evNiyZcs///zz9OlTAGKxuGvXrp6enoMHD849z5QoHSVlSuXFixeNGzfOyMjIzMycMGHCsmXLVPRynJWVZWBgIBKJMjIyhP8EWHyPHz/u2LFjTExM3759d+7cmdNcihDs24e+fdGtG44dEzqUbDwpM3LkyMaNGwNIS0s7e/bs8ePHmzRpcuTIEU3MisrlGDQIe/bAzg4XL+K/7sKEEEJK4MiRIz169GjQoMG9e/fyP7pr164hQ4bIZDJ/f/8pU6aoPzyiaezs7CIjIy9evNi6dWuhYyHlFGPs999///HHH+Vy+bBhw9asWVOaHIpcLj9x4sSGDRt27tyZmpoKoGLFikOGDPH09Gzfvr3yoiYfUEK3VCZMmJCUlFSjRg2RSPTPP/+4ublFRUWpYqHXr1/L5XIrKys1ZWTOncP8+fD2xqxZ2L0bGRmlvF6dOnWOHj1qaWkZHBzMN2MrJUxSFly5AgCtWgkdR179+/f38fHx8fGZM2fOsWPH5s2bd/v27Z9++knouAoiFmPLFrRujSdPMHBg6X9gCSGkPNu6dSuA4cOHF/jowIEDV69eLRKJvvvuO34mKef69OkDYN++fUIHQsqplJSUIUOG8DpuPz+/rVu3lrKqRSwWu7q6btiwITo6OiAgwMXFJSEhYeXKlR06dGjUqNHChQvfvHmjrOAJR0mZklu3bt2hQ4csLS1DQ0MPHz5sbW194sQJR0fH4OBgpa8VHR0NIPcoX1WJi4OrK9q3x/LluHoV27dj4EA0aICwsFJeuHHjxseOHatYseLmzZu/+OILKtEi2S5fBgBnZ6Hj+ISRI0cCOH/+vNCBFMLQELt3o2ZNnD2LUaNAP1+EEFIi6enpe/bsATBs2LDCzhkzZszff/8tl8tHjx69f/9+9QVHNBJPyqji/T8hn/Ty5ctOnTrt2LHD1NR0165dPj4+Srx4hQoVvLy8zp49e+fOHR8fHysrq7t3786YMaNGjRp9+vTZvn17npGjpMQoKVNCMTEx33//PYBFixZVrVrVzc3txo0bvXv3fvfuXb9+/UaNGpWSkqLc5QCofN8E3wRx9iwCAxEVhXPn8OABLl+GTIYePRAdXcrLOzo6HjhwwNjYeN26dd9++61SQibajbHsfJ/mVcrk8fbtWwAavZ/W2hoHD6JCBQQFYe5coaMhhBCtdPDgwcTExJYtW9arV6+I06ZMmTJjxoysrKwhQ4acPn1abeERDdSpU6eKFSvevn07MjJS6FhI+XL27NmWLVtevXq1bt26ly5d6tu3r4oWcnBw8PPzi46ODgkJ8fDwYIzt379/yJAhtra2U6ZMuXXrlorWLT8oKVNCkyZNio+P79279+eff86PWFlZ7du3LyAgwNDQcOPGjc7Ozjdu3FDWcmqqlDl8GKdOYdYsjBqF/5pvw9kZW7ciNhb5Wp+WQLt27Xbv3q2vr79o0aJffvml9Bck2u3xY8TGwtoaNjZCh1KUuLi4H3/8EQCfTK+5GjXCtm3Q0cG8ediwQehoCCFE+xS9dym33377bcqUKWlpaX379g0rdUEx0V66urrdu3cHQGVTRJ1WrlzZtWvX169f9+jR4/Llyw0bNlT1ihKJxNXVNSgo6Pnz5/7+/s2aNYuJiVm8eHGzZs1atmy5aNGiuLg4VcdQZgk6+0lbbdq0CUCFChVevHiR/1Hehh2AgYGBn5+fTCYr/YqzZ88G4OvrW/pL5XXvHktLy/7vCRMYwAr6olj9+qx2bWWtuWvXLt7r948//lDWNYlW2rSJAWzAAKHj+Agfid20aVNXV1dXV1dnZ2cTExMATk5OSUlJQkengFWrGMB0ddnx40KHQggh2iQpKcnQ0FAsFhf4Bi8/mUzG0zeVKlW6c+eOqsMjGmvjxo0A3NzchA6ElAtZWVnffPMN/yzv7e0tlUqFiiQsLMzb29vS0pIHY2Bg4OHhERISIpfLhQpJS1GlTLG9e/eOb73566+/qlevnv+ERo0aXb582dvbOyMjY8aMGT169OCbj0pDJduXzp7FkCFo3BgbN2YfuXcPBgYF1yzUrYvISKSnK2XlAQMGrF27ViwWT58+feXKlUq5JtFKvMuvhjWUsbGxcXJy0tXVjY+Pj4+Pl8vlrq6uy5cvP3funKmpqdDRKeCLLzB1KrKy4OGBBw+EjoYQQrTG7t2709LSOnToUOAbvPzEYnFgYKC7u/u7d++6d+9Ou1fKrV69euno6Jw6dSoxMVHoWEgZx19tlixZYmBgEBgYuGjRIgEn8zo5OS1atOjly5dBQUHu7u5ZWVnbt293c3OrWbPmjBkznjx5IlRg2kforJD2GTx4MIBu3bp9MgW4e/dunji0srLav39/aRbt1asXgODg4NJcJFtWFtu6lbVsyQAGMCMj9ttv2Q85ObHq1Qt+1rhxDGBv3yohgP8sXboUgFgs3rJlixIvS7RJ27YMYMeOCR1HXkePHo2MjBQ6ilKQyVj//gxgdnbszRuhoyGEEO3Qo0cPAP/880+xnpWamtqpUycA9vb20dHRKoqNaLiOHTsC2L59u9CBkLLsxo0btWrVAmBjY3P58mWhw8nrxYsXfn5+dnZ2PM8gFotdXFwCAgKSk5OFDk3TUVKmeIKCggAYGxtHREQocv6rV6/4L3iRSOTt7Z2enl6ydZs3bw7gypUrJXt6tvfvmb8/s7XNTsdYWTFf34/yLJ07Mz09VuB+q169mEjEMjJKFUA+v/76KwBdXV3l5JuIVsnIyHCuUePX1q2z4uOFjuUjUqm0atWqIpHo7t27QsdSCqmprFUrBrD27VlJX3kIIaT8ePv2ra6urq6u7tvi34LivYEBNGnSJDY2VhXhEQ33008/AahRo8a8efNOnjyZkpIidESkrPn333/5xIl27drFxMQIHU6hZDJZaGiol5eXsbExz85UqFDB09MzJCRE6NA0FyVliuHdu3dVqlQBsGLFCsWfJZfL/f399fT0ADRq1OjWrVslWJqvGxUVVYLnMsZYTAzz9WUWFtnpmDp1mL8/S03Ne9qkSQxgT58WcIU6dVi9eiVcvUgzZswAoKend/jwYVVcn2isK1euAGjQoIHQgeR15MgRzQys2KKiWI0aDEgcP54295Iy6d27d19++eWGDRuEDoSUBcuXLwfQu3fvkj397du3Dg4OAFq3bv3+/XvlxkY03OvXr+3t7Q0NDXP2Iujo6Dg5OXl7ewcFBb2hklVSOnK53M/PTyQSARg5cmRaTj9QzZaYmBgYGOjq6sojb9asmbe3N70jLRAlZYqB93Lr3LlzCb6Zrly5UrduXQCGhob+/v7Fem5WVpZEIhGLxVlZWcVdl928yby8mIFBdjrGxYUFBbHC2kEdPcoAlr+d8KlTDGAzZhR7dcXwHj1GRkahoaEqWoJooGXLlgEYNWqU0IHkNWbMGABz584VOhBlCA+PaNSogZ2dStqEEyK0AwcOAOjYsWPug0+ePHn48CG97SPF1aFDBwCbNm1S5OTw8PD85c8vX76sXbs23+Re4uJoonUSEhKcnJz4zdf169dPmTLFycmJT7TI0aBBg/Hjx69fv/7Ro0dCx0u0TFJSUv/+/Xmmz8/PT+hwSuLOnTuDBg3iPwvffvut0OFoIkrKKGrfvn08cVDiF9PU1FRvb2/+7di/f/93794p+MSXL18CqFq1avHWCw1l7u5MJGIAE4uZuzu7cOETT5HLmasr09Nj69eznLezV66wGjWYlZXqOlPI5fLx48fz2rarV6+qaBWiaXjuY8mSJUIH8pG0tLQKFSoAePDggdCxKMehgwd1dHREIhFVE5CyZ86cOQC+//773AcnT54Mmu5Hiun58+disdjAwCAxMfGTJ//55586Ojrz58/P/9Djx4/5WIb+/fuX5F4a0TYpKSk8nVenTp3cO0qSk5NDQ0P9/Pzc3d0rVqyYO0FTpUoVd3d3Pz+/0NDQDGV3BiBlzKNHj3gJnqWl5THNa8KouIiICN7QA8CcOXOEDkfjUFJGIQkJCTY2NgAWLVpUykvt2LHDwsKCvyIfOnRIkadcvnwZQIsWLRQ5OSMjI3XDBta4cXZpjKkp+/bbgnckFSgujrm5MYBVq8Y6dWINGmT3Cr1+XdErlIhUKh0yZAiAypUra3cjD6Iw/jvm0qVLQgfyke3btwNo1aqV0IEoE59xpqure1xbhmTLZOzff9mAAaxOHWZpyerVY0OHsn37Pjpn9WrWpk3eg9w//7A2bZhiL7BEq/Xu3RvAtm3bch9s1aoVAK35biea4Y8//gAwZMgQRU4+c+aMSCQyNDQssCX8rVu3+Du9UaNGyQrs00fKioyMjJ49ewKoXr16EfMBpFJpeHh4QECAp6dnzZo1cydojI2NXVxcfHx8goOD4zWsxR4R3JEjR8zNzXmzqidPnggdTqnIZDLeEIcXkdGNkzwoKaOQ0aNHA2jbtq1S5sA/e/aMd2jn3X8/mSPfu3evIpucExMT/f39q1ev/kenTgxgVasyX18WF6dQTDIZ27eP5YwbOHOGzZnDJk5kPj5sxw71dAnNyMjgQ6aqV6+u7a875JOSkpLEYrGenp6mFXgPGDAAQHH3GGq+qVOnArCwsNCCCqCkJObqmj0bztWVeXhk9yAH2ODBH16OfH0ZwNasKeAKP/7IAEaVQeUAb7iW+1dGRkaGvr6+SCSijzekWFq0aAFg9+7dCp4/dOhQAIMHDy7w0YsXL5qYmACYPHmy0kIkGib3DcV79+4p/sSoqKigoCBvb28nJydeOMBJJBIHBwcvL6/AwMBnz56pLnKiFQICAnj+wt3dXZEKPs3n6OgIwNfXVywWi0SilStXCh2RBqGkzKeFhISIRCJ9fX0lVnBIpVI/Pz9dXV0ALVu2fPjwYREnr1ixAsCXX35Z2AlPnjzx9vbmv/4BuLu6so0bWWamQqFkZLDAQObgkF1WI+i72NxDJUve1Zhog+PHj2tgQUpiYqKBgYFYLC57334ymYxvSLazs9P0joODBzOA9e370Wy4589Zu3YMYF9/nX2EkjLl3tOnT3mqMXf7GN5BvGHDhgIGRrTOo0ePAJiZmSnePjMmJsbMzAxAYVXPx44d09fXBzBv3jzlRUo0hVwu/+KLL0q/9T4hISEkJMTHx8fFxYV/w+Swtrb28PDw9/cPCwujJlnlSnp6Ot/jLxKJfHx8ykzB3YgRIwCsXbuWt5WUSCR5Cl3LM0rKfEJiYmKNGjVUVGR16dIle3t7AKampgEBAYWd9vPPPwP4+eef8z909epVT0/PnF5iLi4uwcHBir5wv33L5s1jVlbZG51q1WJ//82EHuCXmJjo7OwMoHHjxoq33SFa57ffftPAW4irV68G4ObmJnQgKpGamsq3dbRv317TCpQ+OHeOAaxhwwIK9GJjmZUVE4sZb+xFSZlyLygoCEDPnj1zH9TYDuJEk/n6+gIYO3ZsnuMymezGjRuFPcvPzw9A3bp1C3tF3b17N3+H9ueffyozXKIBvv/+eyh7SEVKSkpOGxq+aSWHmZmZq6urr69vSEiI5v4GJ8oQFRXVunVrACYmJjt27BA6HGX65ZdfAEybNo0x9uuvv/Kd9fv37xc6Lo1ASZlP+PLLLwG0bt1aKRuX8ktMTBw5ciR/wR00aFBcQbuNeAy553DLZLLg4GBXV1f+RD09PU9Pz9u3byu6akQE8/ZmRkbZ6ZjmzVlgINOYdnTx8fG8vM3R0ZHqz8uqgQMHAggMDBQ6kI9069aNp/CFDkRVoqOj+W72oUOHauhtt0mTGMCWLSv40Z9+YgDjt50pKVPuTZs2Lf8dC83sIE40XMOGDQEcPXo098HU1NTWrVsbGRk9LaQxX0ZGRoMGDQD8/vvvhV15w4YNvFB/9erVSg6aCIffLtXT01OwO2QJ5G5DU6tWrdwJGiMjo5w2NLGxsSoKgAji6tWrvBqgRo0aZW/4yY4dO3J35PDx8QFgaGh46tQpYQPTBJSUKcrx48f5xqXw8HCVLhQUFMQbs9esWfP06dN5HuWNDPfu3csYS09PDwwM5O8eeOLc29v7xYsXiq4UFsY8PZlEwgAmEjFXVxYcrNyvRSlev35dv359AO3atUtOThY6HKJ81atXB6BRTZ2jo6MlEomBgUHZTgWGh4fz8VIaOiS7VSsGsJs3C370yBEGMHd3xigpQ1jnzp0B7Pu42XOjRo2geR3EiSa7evUqACsrq/zDkoYPH87vmRX23JCQEH5D++XLl4Wds2TJEl6ov337dqUFTYSzePFi/g8aFBSktkVzt6ERi8UFtqGhhozabvPmzYaGhgA6dOjw+vVrocNRvrt37/J99Pz/yuXyiRMn8s+zV65cETY2wVFSplDJycl8b9Gvv/6qhuUiIyNdXFz4y6uPj09mro4wvPnckSNH/Pz8+JxFALVr1/bz80tISFDo6jIZCw7O7sgAMH195unJ7txR1RejDM+fP7e1tQXg6upKhZplTHR0NN+GrVG7ZP/8808U3rWxLDl06BAfkq1plUqMMWZry4CPusnkFh7OAObszNh/SRlLS2Zrm/dPhQqUlCnzZDIZ7+iRewbt+/fvJRKJrq6u4p1BCPnhhx8AfPPNN/kfymkcc/DgwcKezgs/hw8fXsQSs2fP5oUVhw8fVkLERDjr168XiUTClj4lJSWFhIT4+vq6uroaGBgU1oZGo95ikaJJpVJeNgLAy8srU8HGoNomMzNTV1dXLBan/NcuQyaT8UYzlSpVuqPZn0xVjZIyhZo0aRLfQaO2H4ysrCxfX1+JRMI3TD1+/Jgfr1SpEoCc7l+tW7cOCgpSdDtVcjILCGD162enYypVYj4+TEuamD58+LBq1aoA+vfvn//+FdFeu3fvBtCtWzehA/lIy5YtAezcuVPoQNRBs4Zkx8Wx48fZunWMMVa9OgMKHRt3/372jkv2X1LG0ZH16ZP3T926lJQp8+7cucPLS3MfPHnyJICWLVsKFRXROnK5nN8BOn/+fIEnLFy4sOjGMc+fPzc2NgZw4sSJIhb67rvv+MaTs2fPKiFuIoRdu3ZpWpOgtLS0M2fOLFiwoFevXrzoPoeFhQVtmtMKsbGxbm5uPG+7atUqocNRLb7b4/r16zlHpFLpoEGDAFSrVq08V3tRUqZg586dE4vFOjo66t/Od/LkSb6zw8zMbOPGjVKplJcpisVid3f3kJAQBa8THR294/ffmYVFdjqmbl22YgVLTVVp8Ep369YtCwsLAJ6enpTyLzN+/PFHADNnzhQ6kA9yRm+katvPSInxIdmWlpaFtUtQoagoFhzMfH2ZhwdzcGAiEQOYjg5LS2NNmjAgu5VvfmfPMoC5ujJG25fKu/Xr1+cvbfv9998BfPXVV0JFRbTOmTNnANjY2BS2/ygjI4N/ivDz8yvsIrx7pYODQxG38eRy+fjx4wFUrFgx9wcSoi1CQkL4/dH58+cLHUuhIiIiAgMDvby8HBwcAOzZs0foiMgnPHjwgLemqlSp0smTJ4UOR+V4aeGWLVtyH8zIyPjss89QvsfvUlKmACkpKXXr1hWw50JCQsKwYcN4ntvd3Z3fWnnw4IGCT3/48KG3t7ehoaG+vn50lSrMyYkFBjLVNCpWg4sXL5qamgL4OmcULtFyvEf1rl27hA7kAz56Y9y4cUIHoj58SPaXX365cuVKu//Uq1evc+fOY8eOVWYz/PR0FhbGVq9m33zDOnTI3luU+4+xMWvdmk2YwGJj2YgRDGCFdV5YvJgB7LvvGKOkTHnHq1kXLlyY+6CHhwfKdK9uonRfffUVAAMDgwEDBhR2zrFjx/g7sSI6/tarVw/A33//XcRaUql08ODBvH/N/fv3Sxk5Uafz58/zeihvb2+hY1HU8+fPqS2jhjtw4ABv8+fo6CjAHTIhzJo1C8Ds2bPzHE9JSWnfvj2A+vXrl8l+Op9ESZkCfPvttwCaNm2akZEhYBiBgYEmJiY8NVOvXj1FnnLs2LGePXuKRCLem2bw4MFPLl9WdZxqcOLECb5pdurUqULHQkpLLpfzCtsi2iKq34yBA42NjRWvRCsb+E3d//3vfwAaNGjg6urq6urapEkTXp1X4ree7969e3PyJPvf/9jIkaxJE6ajkzcLY23NevRgM2awbdvYvXsfpYw3b2YA69u3gOvK5czZmQGMb7mipEz55uzsnH/DCJ9Roure/KTMyMrKsrKy4p16i24cw5Mpw4YNK+yEI0eOADA1NS36Nm/ODeGaNWs+e/asVNETdblx4wYfUD169GgNHVxItJBUKh09ejSAESNGlJ8y7c2bN6OQ7ukJCQnNmzdHeR2/S0mZvC5evCiRSHR0dDShC/S9e/fs7OwAiESiPPcDc8vMzAwKCmrVqhXP4BgbG3t5eZWxmzBHjhzhVaMLFiwQOhZSKlFRURUrVqxWrZrQgeRy5QoDku3sFG3VVLbwpMyyXFOob9++bWFhIRKJbt++rcgVoqKigoODfX19PTw8HBwcRCLRrk6dPqRgJBJmZ8fc3ZmvLwsOZtHRRV0rPZ3VqcMAtn593ocWLGAAa9OG8ffElJQpxzIyMvT19cVicWJiYs7BN2/e8E/X5fMHmZTAwYMHeUqab3yrU6fOJxvHFNGHq0+fPgBGjRpV9KIpKSl8sEO9evXK5w1h7fLw4cMqVaoAGDhwIL22ECW6fPly/s5oZd61a9f4Zs8CH339+jXfzFUOx+9SUuYj6enpfJrmjz/+KHQs2ZYtW8aTMgMHDnz16lWeR5OSkvz9/WvWrMnTMVWqVPH19X337p0goarazp07Na2/GikZuVweXfQnczX79lsGsG+/FToOYeRPyjDGxo0bV9g2kLS0tCtXrqxcuXLSpEkuLi58d2FuJiYmvw0Zwr76igUEsEuXit3K6soVVrEiE4nYoEFs40YWEsLWrmWffcYAVq3ah3YzlJQpx/h72YYNG+Y+uH//fgCdOnUSKCiifTw9PQH88ssvWVlZTZo0KbpxzPz584tuHBMREWFoaCgSiUJDQ4teNz4+3tHREYCzs3NSUlKpvgaiSjmTQN3c3GgSKFGu9+/fi0QifX39cpXsS0lJEYvFurq6hb2QltsfOkrKfIRPI2vQoIHmTNPkrS542mV7rj4L0dHRvr6+OY3W69at6+/vX+aL33ImEZb55uRlyfTp053+4+LiMnTo0FmzZj0qrJOr+slkzMaGAaxM7PUrgQKTMrwT2+7duxlj8fHxoaGh/v7+np6eTk5OOZPgcpibm7u4uHh7ewcGBoaHhyuhJ/f9+8zdnUkkH8pt9PTY8OHsxYsP51BSphzjtytGjx6d+yD/dfnDDz8IFBTRMmlpabybw8OHD5lijWPq169f9J2huXN/7dbtXxeXT0+MfP36Nb9aly5dNOc9J8kt59+oHN60J+pRo0YNABr0llgtateuDeDevXuFnZAzfnfgwIHlZ/wuJWU+uHbtGp+drlHTCr28vADwffLnzp1jjF2/ft3T01NXV5d/HHJxcQkODi4/e1wXL17MO+Zs27ZN6FiIQvhW/IYNGzo5OTk6OlauXBmAvr6+pgwFOHaMAczenpWbH6I88iRl0tLSVq1aJZFI7OzseJ6X37LIwR9yd3f39fUNDg6OiYlRVWRxcSw0lO3bx86eZe/f5300KYm9fMlSUgp4YmIie/lS64bNEcWNGTMGwNKlS3Mf7NWrF4B///1XqKiIdtm+fTuAVq1a5Rzhv62GDh1a2FM+2TgmNZXVrs0AtmTJpwN49uwZv+XWp0+f8vPBQ1vEx8eX5/YWRD14h6m9e/cKHYha9e7dG8DOnTuLOOfmzZvlrZETJWWyZWRk8MpVTbvJxqcv8c+xly9f7tKlC/9cpKurO3LkyPI5VXHu3Ln8b0CZA2KIyvC3udeuXeP/VyaTrV69WiQSValSRSPeho4fzwAm0Kg1TcCTMkZGRubm5ubm5rxTuIuLS04n5pEjR7Zv337SpEmrVq26cuUK3dTNLTMzk/5C1I9Pe7106VLug7xja2RkpEBBES3D6wFzz0t68eIF7/hbROOYfv36ARg5cmRhJ+zZwwBmbs4UaRfz4MED/n37+eefK6HGkChJ7r4/+VsHEKIsU6dOLXrXZJn0ww8/QIHR8hcuXOAvyN988416AhMWJWWyzZ49m7/4atoOICcnJ56AAJCcnFynTh1TU1Nvb+9y3rR/+vTpAAwNDU+ePCl0LOQT8iRlON7Hq4jaRTVJT2cVKzKAla3G2MXCkzItWrTw8PDw8PDo3bu3tbU1gL59++buokqkUmlcXFzuIzNnztTV1c2z84uoWlJSkkQi0dPTy73bPDIykt/AEDAwokUSExMNDQ3FYnGeOYC//vpr0Y1jnj17ZmRkJBKJTp06VdjFe/ViABs/XqFILl++zDtzff3118X5Coiq0IQsojYBAQH5t+KWeWvWrOGZ6E+eeezYMT5+d968eWoITFhiEODWrVt+fn5isXjVqlWGhoZCh/OR6OhoAFlZWRYWFsbGxtu3b4+Kilq0aFFOc9/yyc/Pb+LEiWlpaf369bty5YrQ4ZBiS0tLw39TSIV04AASEtCyJerXFzgSoY0fPz4oKCgoKGj//v3Pnj2bPHlycHDw999/L3RcwpDL5S9fvsx95MSJE0ZGRiNGjMh9sGLFillZWY8fP1ZvdOXd1atXZTJZ06ZNc7c34q1/+ZxsQj5p165daWlpnTp1srGxyX38hx9+qF+//t27d5csWVLgE2vWrDl9+nTG2OTJk6VSaYHnLFoEAwOsW4eLFz8dibOz8969ew0MDJYvX85vEBIByWSyzz///MiRI1ZWViEhIeX8zTZRtYYNGwK4e/eu0IGoleJfdbdu3bZt26ajo/Pzzz//+eefqg9NSJSUgVQqHTduXFZW1uTJkzt27Ch0OB+RyWRv3rwRi8UA+L1rR0fH/LNOyiGRSLR8+fJx48YlJSV17979+vXrQkdEFJWenj5nzpxnz5599tln1atXFziarVsBYPhwgcPQMLq6unPnzhWJRMHBwULHIgC5XF6xYkVbW9v09PScg9WqVcvMzHz06FHuM+vWrQsgz0FtJJfLz507t2bNmrt37zLGhA7nE3givlWrVvkPUlKGKGjr1q0Ahud78dfT0+PpmDlz5vC7Yvn5+PjY2dmFh4evWLGiwBPq1MF330Eux6RJkMk+HUyXLl2CgoJ0dHTmz5//xx9/FOsLIUrEGPvyyy937NhRsWLFI0eO1KtXT+iISBnHt+LysnGhY1EfPun4wYMHcrn8kyf369dv3bp1YrF42rRpq1evVn10whG2UEcT/PLLLwBq1ar1Pn8jSaHxNwR8xJKbm5vQ4WgcqVTq4eEBwMrKSviNMKQQfPuSjY2NnZ2dra2tnp4egJEjRwo/BzQxkRkaMrGYfVy+Xt4UOH0pNjYWgLm5uVBRCYu/F79z507OkYyMDIlEIpFIMjIycg7evn0bQP369YWIUQlkMlloaKi3tzcvFtDT0zMyMvL09Cxs44aG4C/769aty32wU6dOAKjRGFHEmzdvdHR0dHV13717V+AJn2wcs3fvXgBmZmbR0dEFnpCaymrVYgD75x9Fo9q0aZNYLBaJRCtXrlT0OUSpeIMPU1PTy+V1GiNRP95V6vnz50IHolbVqlUD8OTJEwXP5yMXy/aYl/JeKXP//v1ff/2V/woUfidFPjwpY2Zmhv8qZUhuEolk06ZNPXv2fPPmTffu3Z8+fSp0RAQA4uLiTpw48ffff48ePfrJkyf8YPXq1e3s7OrWrcs3HezZs4e/wgpp1y6kpaFzZ3xcvk4A8HvFvNNhOVSnTh18XAKjp6dXs2ZNmUyW+3XG3t5eLBZHRkYWtotBM8lkspMnT06aNMnGxqZDhw6LFy+OioqqXbt23759RSLRxo0b+/btm5ycLHSYhcq/U0kul1+7dg1UKUMUExQUJJVKe/ToYWlpWeAJixcvNjY23rx586lTpwo8oW/fvr169UpJSV+ypOAKfEND8JKXH3/Eu3cKRfX5558vWbKEMfbVV1/9+++/Cj1Hs2VkZJw5c4bvVtZ8M2fO9Pf3NzQ0DA4OplcSojZ8L8+9e/eEDkStivtVf/3117/88otMJvP09Dx48KAqQxOO0FkhIclksnbt2gGYOHGi0LEUbN++fQD4PdsZM2YIHY6GSk5O5h8dbW1tZ82aFRgYeO7cudeKjD0gShIVFRUcHOzr6+vh4eHg4MDH93Bbt27N3+g3Ojq6ZcuWADZv3ixg2MzNjQFs9WohY9AAvFKme/fuPj4+Pj4+3t7ebdu2BWBiYnLz5k2hoxPGlClTAPzxxx+5D3bv3h35ajFq1KgBICIiQr0BloRUKuV1MVWrVs35CbW1tfX29g4NDeUjJ69cucLv2rVs2VIzZ468efOGf3NKpdKcg+Hh4QBq1aolYGBlmEaMyVMq/p5hy5YtRZwzZ84cAI0aNSrsy3/06EmTJskiETt/vtCL9OjBADZhQjFi4+Xburq6Bw8eLMbTNM+MGTP4a6aOjo6Tk5O3t3dQUNDbt2+Fjqtgf//9N/9r37dvn9CxkPJl4sSJ+HgMXHkwefLk/O+yPilnzMvp06dVFJiAynVSZuPGjQBq1KihsRNGeFNuvuFw0aJFQoejuRISElq0aJHnlpe+vr6dnZ27u7uPj09AQEBISEhERISSR05mZbENG9jgwczZmbVpw0aNYocOKfP6uZ06xfr1Y5s2FfDQsWOsXz+2deuHIzExbP581r07a9qUOTszDw+2di3Lte2iNNLT08PCwlavXj158uQOHTrwSq7cjI2N27RpM2HChH/++ScyMrLA6Uu89nvgwIFKCakkXr9mOjpMT4/FxgoWg2bgSZncLC0thw4dmnvzTnmzdOlSAF5eXrkPTpo0Kf87p65duwI4fPiwWuMrjpxcTJUqVXL+iWvXrp07F5PbkydP+J2A2rVrP3jwQJCYi7B//34AnTp1yn1w7dq1ADw8PAQKqiyLi4szNDTs3Lmz0IEozfPnz0UikZGRUdGb1tPT03nTqMWLFxd2zk8/MYC1aMFyZQg/8vAh09dnYjH7eHr7J0ybNg2AkZHRmTNnivE0TeLn58fTMfXq1ZNIJDmvPCKRyMHBwcvLKzAwUHNy2WvXrhWJRGKxuOg8HSGqsGjRovzvN8o8Xiw/bty4Yj1LLpdPmDABgJmZWVhYmIpiE4pO4TU0Zd+hQ4caNmw4ffr0/J8qNURMTAwA3gaJti8VoUKFCn/99Vfnzp1NTEx69er15MmTx48fJyQkPHny5MmTJ/xNPGdkZGRvb1/nP/b29l3r1BHVqAFx8bfyJSaid2+cO4cOHdChA6RSHDuGDRswahTWrSvJBYv2/Dn27kWjRgU89OwZ9u6Fo2P2/925E6NHIyUFVauifn1kZmL/fmzfjoULsX8/6tQp9tLv3uHGjYjHj+ecO3fjxo379+/n2axhbW3drFkzx//UrVtX/Kkvn3eWSU1NLXYwyrJ1K6RSDBgACwvBYtAMkyZNGjNmTM4/mYmJia6urrAhCa7ADr6FHTxx4sSjR4/4CFXNIZPJLly4sH379m3btvHqEgA8T+3h4dG+ffvCnli7du3z58/36dPnwoUL7dq1Cw4O5iWlGoK6/KrZlStX0tLSsrKyhA5EabZu3coY69u3b9Gb1vX19f/8888FCy6vWeM1eDAKfAv200/YvBnXrmHVKkycWMAJdevC2xt//IFJk3DpkqLvCxYuXJiQkLBq1ao+ffqcOHGiRYsWCj1NY6xbt27mzJlisXjDhg3Dhw9PTk6+cePGuXPnzp49Gxoaevfu3bt3765cuRJA1apVW7Zs2b59excXl1atWvE3Bmq2ZcuWL774AsDy5cvzN34mRNVyev0KHYhaleyr5mNekpKStm7d2qNHj9OnT/PrlBFCZ4WExCe/PH36VOhACsXTgbVr1wZw9uxZocPRdPwnc8+ePfz/xsXFhYWFBQUF+fn5eXl5ubq62tnZ5d5ZA6CuhQUDmK4us7Njrq7My4v5+bGgIBYWxtLSPrHeyJFMLGa5O07JZGzaNAaw//1P+V/ehg0MYD/+WMBDa9YwgPn6MsbYuXNMR4eZmLB//2U598Dfv2fe3gxgdnZMkfa6UVEsOJj5+jIPD+bgwEQiBkT+NylJIpHwj3a+vr7BwcGFtTnMkb9SRi6X81advjxmQbRuzQAWFCRYAJqke/fuffr0iYyMFDoQTcF7IVWvXj33wQMHDiBfz3VeZ+Tt7a3eAAuVlpYWHBzs6elZoUKFnBc6BwcHX1/fYpU+JScn9+7dG4CxsbFGdc/t1asXgKCPf3L5dshTp04JFVUZxnfTTJ06VehAlMbR0RHA3r17FTm5d28GsLFjCz1hxw4GMAsLVti+nPfvmY0NA9iaNcUIUiqVDh06FEDlypW1a47B5s2bebvifwpqcZyVlRUeHh4QEODh4cF3SuYwNjZ2cXHx8fEJDg5OSEhQT7TBwcH8JoSfn596ViQkj5cvXwKwtLQUOhC1evXqFYCKFSuW4LmZmZnu7u4AbGxsFG8VrPnKb1JGJpPp6uqKRKK0T372Fk7fvn35r2RoSc8CYf31118AevbsWcQ58fHxYWFh27Ztmz9//tixY32HDGFVqzKggD+6uqxOHdajB5s8mfn7s/372f37H3YAPXvGJBLm6Zl3AamUOTiwKlWY0jfhK5iUcXZmANu1q4DTPv+cAWzu3LzHU1PZ5cts5Ur29dfMxYWZmub9qzAxYe3ayb/+etXKlZcvX05NTS1W4Dwp4+3t7efn5+fn5+Pjwz9B1ahRQ7Dt5SkprF07ZmbGivm1lElRUVFisdjAwEBjN3Kqn0wm09fXF4lEKSkpOQcfPnyIfI1L+Ea8ol921CAnF5O78JPnYviU6xKQSqVffvklz8MGBAQoN+AS4x/kcicQ09PT9fX1xWIxfQOrAn8fInD/L+XhN2YrVqyYnp6uyPmPHzMDAyYSsSI2EvXsyQBWxOaDLVsYwCwtWSGzngqWmZnJU5DVq1fX5NuHuRU3xxEREREYGOjl5ZWnG51EIsnZ5aS6qTQnTpwwMDAA8NNPP6loCUIUwW+ivHnzRuhA1Io3nfjknd0CZWRk8PJke3v7qKgopccmiPKblHn9+rXmJyb5Z1f+G664n4TLofj4eCMjI7FYXOy8aXIyu3GD7djB/PzYl1+yLl1YjRq8PCTvH4mE1arF1q5l69YVWmcxYwYD2MctVJRAkaTM3bsMYA0bFnyF+/cZwOztGWPs0iW2cCEbMYI5ODAdnbxfpo0N692b/fgjCwpiDx+y0jXi4UmZ3CpUqDBy5MgXL16U5rJKUO67yXC///47gKFDhwodiGZp0KABgFu3buUcycrK0tXVFYvFuVP5d+/eBVCnTh0hYmSpqak8F2NqaponF3P//v3SX18ul/v6+gIQiURC1rX9h1cwVa5cOffBixcvAmjUqJFQUZVtfHDpw4cPhQ5EOS5dutSmTZtevXop/pRZsxjAmjcvVeOYLl0YwCZPLl60qampHTp0AFC3bl3NbLydWylzHK9evQoODvbx8XFxccmzj8nOzs7T0zMgICA8PDx/G6ySuXTpEn/Z/Prrr5VyQUJKrHXr1uWw2JM3XD927FjJnp6SksKv0Lhx43fFSnhrqvKblLl+/TqAJk2aCB1IUWz+m9Rrbm4udCzaYdSoUQB+LDBzUVwZGSwigoWEsIAA5uOTvZGH5y/Wr2e+vgwo+C3YP/8wgO3erYQYclMkKbN2LQNYEdPEeBX1mzds4sQPKRgdHWZnx9zdma8vCw5mMTHKDfzVq1cRucTGxuZut/zo0SN1vNd89ozNmMFcXJidHatXj7m5sT//ZEV2eSw/mjdvjlz7/gjXp08fALs+Ljrjo7Jz156kp6dXrFizcePRmZnK+aigiJxcTO6mGDwXo4oPz2vWrNHR0QEwbtw4YQfx8DnBeT5R8/HtY8aMESqqMuzFixe8rkRZn4QFx4daOjs7K/6U1FRWqxYD2PLlhZ4zfToDWMuWhd7CuH2b6eiwgQOLfY+DzzEA0LRp07i4uOI9WY2Um+NITk4ODQ318/Nzd3evWLFi7gRNlSpV3N3d/fz8QkNDFSx3yu/27dv8Lv3IkSOVPP+BkOIbO3YsgBUrVggdiFrxUtwlS5aU+Arx8fH8Hayjo2N8fLzyQhNG+U3K8CHn3bt3FzqQQslkMh0dHV7P6eDgIHQ42uHcuXMAqlatmpmZqZIFMjLYgwcsNpb9+CMDWHh4Aeds2sSAj3rNKAVPylSrxlq1yvundu3spMz8+Qxgv/5a6EXatmUAu3WL7d3LJk9mq1axK1c+3T1HZXbt2mVoaDh48GDVLrNlCzMwyG6p4+7OPvuMWVpmFwRdv67apTUeL+Y3Nzcv8bvbsuq7774DsHDhwtwHe/bsiXzdKPgHNjVUEqSkpPBcjLGxcZ5czKNHj1S69J49ewwNDQH069dPwLLNH374Afl6UfFc/LJlywQKqizbtWuXhr9TKq7U1FRjY2ORSPTy5UvFn7VzJwOYuTkrbHtBSgqrWZMBbPXqQi9S4tq1N2/e8MK9tm3bJicnl/AqqqTSHIdUKuVtaDw9PW1tbXMnaIyMjHLa0Cj+kezx48e8/qtv375lb9w70Ua8YFlzmtOpB286Uco07uvXr+vXrw+gXbt2mvnyqDhlD4jRHtHR0QD467JmevPmjVQqrWBmBhq9pLB27do5Ojq+evWKN3pQPj091KsHCwvw8dsvXxZwzosXAFCpkkoCKBofilTE6BxeEpyRgb59sWQJvvgCLVvCwEBN4eXTqlUrfX39HTt27Ny5U1VrnD0LT0/o6WHvXkREYN8+HD6MmBjMnYvoaPTsibdvVbW0Nti8eTMADw8PfX19oWPRLPXrN6lXb3BCgl3ug4UMYAKAj48pX1JS0po1a/r27btx48a0tDQXFxd/f/+XL1/euXNnzpw5dUowVa04+vXrd+LEiUqVKu3du7dLly7v3r1T6XKFKWL0Up6DRCnK3lgrQ0PDbt26sf/uzClo4ED07In4ePz0U8EnGBlh4UIA8PFBbGzB59SvX9xgs1WuXDkkJMTW1vbChQsDBgzIyMgo4YVUIyIi4rPPPouNje3bt++6des+OXuxuCQSSaNGjby8vDZs2PD06dOoqKigoCBvb28nJ6e0tLRz584tXLiwb9++lSpVatSo0YQJEzZs2PDs2bPCrhYVFeXm5hYdHd21a9d///2X1wASIqyGDRui/A1gUspXbWVlxV8ez58/P3DgQE17eSweobNCguEDBWbOnCl0IIW6du0agKY1ajA9vfRyNr6+NJYuXQrA1dVVtcucPMkA9scfBTw0fDgTi5Xfr0SR7Ut//80AVsR3dePGDGCPHys5tlJYvnw5gKpVq8aqqMMLn7JU4G6yyZMZwL7/XiXragmeZTh58qTQgWicY8cYwDp1+ujgkiVLzMxqTJu2OPfBr79mAPP3V208QUFBAKpUqbJs2bIYZe8xVNDdu3dr1qwJoGHDhoJ0HvXz8+vRo8eVK1d+//33e/fuPX/+PCkpSSwW6+vrU6mXKnTr1g1lbm/jqlWrAPTp06dYz8ppHHPxYqHndO3KADZpUmkjLCSAh1WqVAEwcOBAaWHtbdTu5cuXfEJo165d1T83IzExMSQkxNfX19XVNc99BWtraw8PD39//7CwsJzNd2/fvuVjOlu3bp2kyCRKQtTi8ePHAGxsbIQORK2ePn3K39WU/lKa+fJYXOU3KfP1118DWLx48adPFcj+/fsB9KhXjwHMx0focLRGQkICL05+8OCBCpeRSlnNmqx2bZanWO7hQ2ZgwIr5bk8hiiRljh5lAHN3L/gKaWlMX5+ZmCh/MlQpyOVy/r5fJS0hHj1iAKtbt+BHX7xgYjGrWlX562qJCxcuAKhWrZr2/g5TnWfPsvcL5nbkiBRgXbt+dJDnQovbwrO4Cty5o37R0dF8orC1tfU1pbczL1JkZKS/v7+Liwvf1WtnZ2dtbb1lyxZjY+NitQghCpLL5bydR5mZbcG9fv1aLBYbGhrmnq2mCB8fBjAnp0L7wty5w3R1mUSiqn2xN2/eNDc3578uNaHLT+4cx3sFerRlZGQoclrJpKSknDx5ct68eT169Mg9hA5ApUqV+vXrN3/+/MaNGwNo0qSJqm4CEVIiMpnMyMgIgNqGwWsCuVzO++IppU3vtWvXKlSoYGFhceDAgdJfTRDld/tSTEwMNHv7Eo/QWiIBANq+pLAKFSoMGzaMMbZ69WoVLiORYOlSPHsGV1ecPw+ZDOnpCA6Gmxv09PDnnypcught28LUFMeOocDNBTt3IiMDrq7QpHpdkUi0atUqY2Pj9evXHz58WMlXv3QJADp0KPjR6tVhb49Xr1B4qXPZtnXrVgAjRoyQ8NcZkkv16jA0REwM3r//cLBOHQny7VRSz/YlDdlIYm1tfebMme7du8fExHTs2PHIkSOqXvH+/fvz5893dHSsXbv21KlTz507Z2pq6uHhYWpqGhMT8/XXX+/bty84OFjVYZRDDx8+TEhIsLGx0eR3SiVgZWXVsmXLtLS048ePF+uJP/8MW1tcvYq1aws+wcEBkydDJsOkSWBMCaHm0bRp0wMHDvBfl99++63yFyiOpKSknj173r17t0mTJgcPHszddLwwJ06cqFixYs4mo+fPnysxHiMjo86dO8+ePfvQoUNxcXE5bWhq1ar17t27vXv3zpo1KyoqqmbNmkePHrWwsFDi0oSUklgsrlevHoD79+8LHYv6iEQi3i1LKV918+bNAwICUlJSeJOa0l9Q/cpvUob3lNHkXi3ZXW/4N5YGx6mBJkyYAGDt2rXp6ekqXKZPH+zahagouLhARweGhujXD5aWOH06+1Oa+pmYYOJEpKdj4kTIZB899PIlZsyASITvvxcmtsLVrl17zpw5ACZMmPA+9yfg0nv1CgCqVy/0BP7Q69fKXFRLyGQyviNmxIgRQseiicRi2NmBMTx58uGgrS309PDyJdLSPhxUQ1JGLpfziYGCJ2UAmJqa7tu3b/jw4cnJyX379uWpPaW7c+fOwoUL27dv37Bhw9mzZ9+8ebNixYoeHh6BgYHR0dFBQUGXLl0aOnRoQkJCz549T506pYoYyrky3KyHz1bjk5gUp0jjmLlzUa0azp/Hxo2lDbJAbdu23b17t76+/qJFi/z8/FSyhgLS0tL69u0bFhZWp06dI0eOKJjjiIyMFIvFd+/eXbly5ejRo21tbevVqzd27Ng1a9Yo97No7jY0kZGRkZGRGzZscHZ2jo+P79ChQ9WqVZW4FiFKQW1lSm/IkCGVK1d+9uwZf7+kfYQu1REM3xj/5MkToQMp1MSJEwEs5YN1QkOFDkfLODk5Adi8ebNKrp675lkqZVeusKAgtns3yzUoV/kU2b7EGEtNZc7ODGCtW7ONG9n16+z8efb776xKFQawn35SYYSlIJPJ2rZtC2CScrfj+/kxgM2dW+gJ3buX258vXuPQoEEDoQPRXP36MYBt3/7Rwfr1GcBu3/5wJDOT6egwiYRlZKgqkvDwcAC2traqWqD45HL59OnTAYhEIj8/P2VdNjw83NfXl++J4MzNzT09PYODgzPy/f3K5XK+q0skEv3+++/KioFw3t7eABYsWCB0IMp348YNANbW1iXYBMQbxxQxMIT/rq5ShaluQuvOnTt5eePff/+tqjUKl5mZ2bt3bwA2NjaRkZHFem5KSkrOrGu+FSuHmZmZq6urr69vSEiIKlpE8UaN1apV04SdX4TkMW/ePADTp08XOhC1WrBgAYDvvvtOWRfkzUlmzZqlrAuqUzlNysjlcj09PQACjvb8pH79+gHYaWWlaZ1ZtUJAQACAjh07Kv/Sjx6xKlXYypXKv3LRFEzKMMbev2dff8309Bjw4U/VqkXN6tQAd+/e1dfXF4vFp0+fVtpFAwIYwKZMKfQEJycGsDt3lLai9hg9ejSAefPmCR2I5vrhBwawPJ9J3d0ZwHbt+uignR0DSj7y9pPWrl0LwMPDQ1ULlJS/vz8ftuLt7V2aUbg8F8MrmTkLC4vCcjEqioHk0aZNGwAhISFCB6IStWrVAnD58uXiPpE3jhGLWWFPlctZp04MYFOnljbIIqxbt04kEonF4i1btqhwmXxkMtmwYcMAVK5c+W7pbkTlnnXN/zly5J51rcT+L3yi9tWrV5V1QUKUZfv27QDcC2sKWUbt3r0bQI8ePZR1wZCQEACNGzdW1gXVqZwmZd68ecPf8wkdSFF4mfoF/tG6mO3oyPv373mnt/DwcGVeNyWFNW3KADZwIFPzzZbYWHb1KouOLuChd+8KeCgpiR0+zNatY5s2sYsXmTZ0cvX19QVQr149pWVLz51jAOvSpeBH09OZoSEzNFRhhYOmSktLq1ChAoCHDx8KHYvm4jm9sWM/OvjttwxgCxd+dPCzzxjA9u1TVSRfffUVAM0sBtmxY4eBgQGAQYMGFXf8Cs/F1M81K9jS0pLnYjIzMxW/zsaNG3V1dQGMHDnyk0kcoojMzExDQ0ORSBSvunoPQU2aNAnA7NmzS/Dc775jAGvbttB3AbdvMx0dpqPDbtwoVZBF8/f3B6Crq7tPdS89H5PL5V5eXryqJSwsTLkXzz3rOvdcbYlE4uDg4OXlFRgYWNzCnDz4C6ng7dIJye/OnTsA7O3thQ5ErR48eKDcKuDMzEy+m1K1w15UQ9GkTFxc3Pr161UaijrdvHkTQKNGjYQOpCjVq1cH8BRgFSsKHYtW4vu/pir3XtXo0Qxg9eqx8tQgXW2ysrKaN2+uzALOjAxWuTLT0WHPnxfw6ObNDFDJqCyNx7vJtG7dWuhANNqJEwxg7dt/dHD5cgawL7746CCfrv7XX6qKpGXLltDgyeXHjx/nOb4uXbooMjyC52Lq5uq9ValSJZ6LySrpbLhjx47xRHzXrl0TExNLdhGS4+rVqzxFLnQgqsL7yjs6OpbguYmJzNqaOTqyV68KPeebb5iuLgsIKHmEipgxYwYAQ0PDU6dOqXYlxhhj06ZN48sps6C1ILlnXfOcb47cs66LWxl38OBBAC1atFBR2ISUWGZmpq6urlgs1uQ9HEqXlZWlr68vEomUOJfN09NTY29iFU2hpExGRkaDBg1EItH2PHvrtdahQ4cAuLm5CR1IoWQyma6urkgkSgdYw4ZCh6OVeOqtYsWKxR17WajFixnATEyYcqtvSC7Xrl3T0dGRSCRXrlxRzhXnz2cAc3Vlee7hP33KbGyYWMzOnFHOQlpl4IABAPz9/YUORKO9eJHdGyK3kBAGsE6dPjq4aBED2FdfqSSM9PR0vrNPk3MNt2/f5jcSGjdu/OLFi/wnyGSysLAwX19fe3v7nM9X1atX9/LyKk0uJrdbt27Z2NgAaNKkycuXL0t/wfJsxYoVvPJI6EBUJSMjw9TUFEDJii8ePPhE+Wl8vJr2xU6dOpWXrijtl2Yh5s6dC0BPT0/NE2czMzPDwsL8/f09PDwsLS1zJ2hMTU1z2tAoUqaXnp5uamoqEokKfI0iRFh8A+8NldbXaR4+qF6JlXe7du0C0LZtW2VdUG0UrZRZvHgxABMTEyVvBhEI358/atQooQMp1KtXrwBUqlCBAaxbN6HD0VatW7cGoJwirwsXsru0/PuvEq5GCsc7dzZt2lQ52xCyspibG+PJzWXL2Jkz7NgxNncus7D4qBFPuRIfL61e/Vrnzq9iYoQORaPJ5czYmAEfFcY9fcoAZmPz0ZmnTrEuXZiKem5eunQJgIODg0qurjyRkZH8PaWtre29e/f4QZlMFhoa6u3tzdMlXI0aNby9vUNDQ5XeAubJkyd8M1StWrXuq67HTzkwbtw4AIsWLRI6EBUaNGgQgGXLlqno+n5+zM6OdexYwAbZDh2Ysmq15XL5mDFjeLnZHZXlgZYuXcp3Ev0r6FsgmUx269atZcuWjRgxokaNGrkTNAYGBu3bt585c2bRxXoDBgwAsGLFCrXFTIiC+DenmrtECc7DwwPAhg0blHXBlJQUIyMjsVgcFRWlrGuqRzF6yvAX/Xr16ilSnKzh5s+fD2DGjBlCB1IoPs2rSfXqDGCenkKHo6149k0J6dJXr5iNDQOY8jqEk8KkpqY2a9LEr1Mn2S+/KOeK6els1ixmavpR52NbW7Zpk3Kur3VWrWIA695d6Di0QJMmDGC5+0LKZMzAgIlELDlZTTEsWbIEwJgxY9S0XinExsa2b98egLm5+aJFi7766qvc02dr1649bdq0S5cuqXT6SWxsrIuLCwALC4uzZ8+qbqGyrUmTJgDOnz8vdCAqtH79eii1x2Qe06dn/7b59de8D9naMmNjpS2UmZnp7u4OwMbGRhVDRTds2CAWi0Ui0apVq5R+8dLI34bGyMio6Ns5/G1hr1691BYkIQr66aefUNJGV9qLd5OcOXOmEq/JR+VoXe61GEmZ1NTUFi1aAOjbt6+2z5PjDd40+RbQgQMHAHxWty4DWDkbkKZEqampfObitWvXSn6VrKzsUQrt2pXDjrCCkJ06xUQipq+vzJ1iGRns/Hm2cyfbu5fdupW3Q2MRvQHKHj7Tdd06oePQArNmsbFj825DcHBgALt5U00xjBo1SqX385UrJSWlT58+vPEEz8XUqlWL18Wo7Z1DSkoK/4xqZGSkth6oZUlKSoqOjo6urm7Z7m7w7t07iUSir6+flJSkiuvzpIypKTM0ZBERHz2k3KQMYyw1NbVz584A7O3towscCFBSu3fv1tHRAfC///1PiZdVuvj4+AMHDgR8qovP69ev+T+6EntYEKIUmzZtAjB48GChA1Grbdu2Aejfv78Sr8kT7t217dbjh/bmn2RoaLhr1y5LS8vg4OCFCxcq/kQNFBMTA8Da2lroQAqVHaGODgBocJwaztDQkDd8Wr16dcmvMmMGTp9G1arYvh16ekoLjhRO3KkTJk5ERgbGjYNMppyL6umhbVsMHIi+fdGkCUSiDw+FhKB+fQQEKGchDRcTg9OnYWCAAQOEDkUL/PIL1q6Fg8NHB3mD2keP1BTDlStXAPB5fJrPyMhox44dhoaG6enpU6dOvX79emRk5KJFi9q3by/K/UOn4hj27NkzYcKE1NTU/v37Bwj3o52YmLhx48YdO3ZcvHhRqBhK4OrVq1KptEmTJjmZtTLJ0tKyTZs2GRkZfIqqisycifR0fP216lYAAENDw71797Zs2TIiIuKzzz6Li4tTymWPHz8+bNgwqVQ6Z86c77//XinXVJGKFSv26tWLD4cqgpWVVatWrTIyMo4dO6aewAhRUMOGDQHcu3dP6EDUShVfdZ8+fXR0dE6ePBkfH6/Ey6paMZIyAGxtbbdu3SqRSH766SfeuF5LRUdHA6hWrZrQgRQqO0LGAECD49R8EydOFIlEGzdufP/+fUmev2cP/voLuroICqJ/CLXy80PNmrh8GYsWqXytFy+QmIhvvkF5eJe2dStkMri7o0IFoUPRVupMyrx///7Bgwd6enpNmzZVx3rKEBERkZaWVr169b///tvR0VGQGCQSyT///OPn5yeTySZOnMiH1KhNQkLChg0b+vTpU6VKlVGjRk2ZMqVt27ZqjqE0Ll++DO3JA5YGr+rat2+f6pZo3RqDBuHIEWzfrrpFAMDMzOzQoUMODg63b9/u1atXcnJyKS948eLF/v37Z2RkfPPNN3yLQdmghn90QkqgQYMGYrH44cOHWVlZQseiPpaWlmKx+OXLl1KpVFnXtLCw6NixY1ZWFh+4pi2Kl5QB4ObmNnv2bLlc/vnnn0dGRqoiJjXQmkqZjAyAKmVKpWHDhi4uLu/fv//333+L/eQHDzB6NBjD//6HDh1UEB0pnJkZ/vkHAGbPxuPHql1r3DhMm4asLAwahPBw1a4luC1bAGDECKHj0GL166NWLfBCRlULCwuTy+XNmjXT19dXx3rKoDmlPT4+PmvXrtXR0Vm4cOHYsWOV+J6vQLGxsWvWrOnZs6eVldXo0aP3798vlUq7du3atWtXHsO4ceNUHYNSaM6/oKrxz+cHDhyQKasksyB//QUjI3h7IyFBdYsAQKVKlY4ePVq7du1Lly71798/PT29xJe6detW7969k5OTR40atUgNt0bUiP+j79+/Xy6XCx0LIR8YGRnVrFkzKysrIiJC6FjU5NatWx06dOBbm5Vb1cK7Ju/evVuJ11S5Emx5ksvl/Et1dHTUxv3Gcrmcv7vV5OD79+8PYIeVFQPY48dCh6PdNm7cyL9di/e09++zW0cMG6aauIgCPD2z5w+ruhuFXM6GD2cAq127LPeXefSIAczMLO+AcKKYxEQWFMQePsx7RHW/TPhm4UmTJqlqARWYPHkygN9++03oQLLt3bvXyMgIQJ8+fVJSUpR+/djY2MDAQHd3d11dXf7OSiKRuLi4+Pv7x/w34GzPnj18K1Dfvn1VEYNy2dnZAbiptrZJgqpbty6Ac+fOKf3KvKfM8eOMMTZnDgOYt3f2Q0rvKZPb48eP+U3Hfv36lWzY/KNHj3iL7v79+ytlXL2mqVOnDoALFy4IHQghH+nVqxeAXbt2CR2IOuzbt8/MzAwA71r1+vVrJV785cuXIpHIyMhI83/h5ih2pQwAkUi0du3aOnXq3LhxY8KECaVJCQkiNjY2IyPD3NxckzdLZ29f4ndVck2vICXg4eFRuXLlGzduXL16VdHnMIZx43D3Lho3Rmn60ZBS8vdHlSo4fRqrVql2IZEIa9agTRtERqJPH6SmqnY5oWzaBAAeHjAwEDoUrRQVhSFDMGAAcoqLX77EkCGIjVXVitpYs8BjbtWqldCBZOvbt++JEycqV668b9++Ll26vH37VimXjY2N5XuUqlatyuti5HI5z8VERUWdPXt2ypQpOcOn+vXrd/LkyUqVKgUHB3ft2lVZMahCXFxcZGSkkZGRQ55eSmVU7969ofrNLD4+qFMHy5bh2rWPjl+7hufPlbyWvb39kSNHLCws9u7dO27cuOLWg7x8+dLNze3Vq1eurq7btm3TUU9NoHrxj760g4lomnLSVoYxtnDhwn79+iUlJQ0fPtzCwoIfVOISNjY2LVu2TE1N1abuUSVO59y6dcvY2BjAJ1uda5pbt24BcHBwEDqQotSoUQNA5JIlbMkSoWMpC3iDui+//FLB898sXcoAVqECe/BApYGRT9u+Pbu44/lzla/19i2zt2cA8/BgMpnKl1O/evUYwI4dEzoObXX3LgNY9eospwrkzh0GsBcvVLVizZo1AdzJM/9Jg2VmZhoYGIhEovj4eKFj+cjjx4/57XF7e/tHjx6V+Dpv377ldTE5H1Zz6mI+eaPv7t27tra2AOrUqfNYU2tgDx06BKBDhw5CB6Imx48fB9CoUSOlXzl3pQxj7MiR7CmOcvmHShknJwYwa2vm4cH8/VlYmNJ+81y8eNHExATA5MmTFX/WmzdvGjRoAKBt27bJycnKCUXz8NbOTZo0EToQQj7Cx5KMHDlS6EBU6P379wMHDuS/Ov38/Bhj/O5FTmGpsixYsADAmDFjlHtZ1Sl5UoYxtmXLFgC6urpnz55VVkBqwFsUu7q6Ch1IoeTv3w+TSOYBWd9+y/76i92+LXREWu/x48cikcjExCQxMfGTJ588edLY2HhFx45s927Vh0YUMGgQA1ivXupY684dVrEiA9hPP6ljOXW6fDn77b9UKnQo2oonZdavZ0ZG7MkTxlSclHn9+jUAU1NTmfakCHmZTIMGDYQOpAAxMTHNmzcHULVq1atXrxbruS9evPD393d1dZVIJDwXY2Bg4O7uHhgYmJCQoPh1oqOjefNja2vra9euFfMrUIe5c+cC+O6774QORE2ysrLMzc0BlCZVV6A8SRnG2ODBDGDbtmUnZWQyNmAAs7BgwIc/FSqwXr3Yr7+y06dLuy/y2LFjBgYGAObOnavI+QkJCS1atADQrFmzuLi4Uq2t2TIzMytWrAjgCX8dJ0QznDt3DkCLFi2EDkRVnj9/zl9kzMzM9u3bxw/y7ZbR0dHKXevBgwcALC0ttWUPZqmSMowxb29vADVq1FDuTjCVWrduHQBPT0+hAylESIjMyooBjyQS5uTETE2ZSMQ8PakHRCl17doVwPLly4s+LSYmhr86/Pjjj+oJjHxaTEz2+9ZNm9Sx3MmTTE+PAeyff9SxnNpMncoAVm4+a6kCT8q8ecN69mS9ezOm4qQMr67v3LmzSq6uGsuXL9fk37Dv37//7LPPAJiYmBw6dOiT5z979szf39/FxSVnnndOLkaRFH9hMXTv3p3HcPjw4ZJdpJRiYmLWrFkjL6hXl7u7O4CtW7eqPyqhDBs2DIC/v79yL5s/KfPiBTMxYXZ2zNr6o54yEREsMJB5eWU3ssv5o6PDnJyYtzcLCmJv3pQkhj179vCSrj///LPoM1NSUjp06ACgbt26r8pwY7X/DBkyBMDixYuFDoSQD3izWyMjIy26E6O4M2fOWFlZAahXr969e/dyjvNpyFFRUUpfkdf9nTx5UulXVoXSJmWysrI6duwIoEuXLtqSiPr1118B+Pj4CB1IQcLDmaFhWt26DkDjxo0ZYywjg82dy0Qipj31V5qJT19q2rRpEedkZma2b98eQNeuXaVUTaBR1q1jALO0VFMX3tWrGcB0dcvOTh+ZjNnYMIBduSJ0KFosJynz6BEzMGA7dqg2KfPzzz8DmD59ukqurhpjx47V8I86GRkZI0aMAKCnp7d58+YCz3n69GmeXIyhoSHPxSQlJSklhuHDhxcdgyrk2Xt18eLF/Ofw2xIau7tKFTZv3gygW7duyr1s/qQMY+z337MTLoU1+o2JYcHBzMeHubgwXd2PcjR2dszTkwUEsPDwYvS+37Bhg1gsFolEq1evLuycjIyMHj168JusT58+VfTS2oyPgHBzcxM6EEI+wl+BIyMjhQ5EyQICAngv/J49e+YpL1VdUmbmzJkAvHNarGu20iZlGGOvXr2ysbEBMG3atNJfTQ34YAil3xJRjkGDmJ7eybVrAXTv3v3DcU9PJhIx7WkroIEyMzP5K10R/fYnTZrE35S8Kdk9KaJSPXowgA0Zoqblfvghu5dN2dg/GBLCAFanjtBxaLecpAxj7OefWY0a7MqV7KTMokXs1i0lL9ezZ08A27dvV/J1Valx48aFfdrXHHK53NfXF4BIJPL19c05HhkZWVgu5v3790qPYfr06TwGvq9edZ4/f+7v79++fXuxWJxT79O3b98r+VK0z549A2BhYVFgEU1ZlZCQoKurq6urq9xGSAUmZbKyWNOmRSVlcktKYocPs9mzWZcuzMjoowSNtTUbNSpx0aJFV69e/eQ9pCVLlvAODkFBQfkflUqlHh4eAKysrO7fv1+Mr1CbxcbG6ujo6OrqFmv7ISGqxuv6Dx48KHQgSpORkTF+/Hj+y87Hxyd/ERBPI7x8+VLpS1++fBlA9erVteI3mhKSMoyx8+fP6+npiUSif//9VykXVKlBgwYB0MRQMzOZoSHr3n3NmjUARo8e/eGh06cZwBYsECy2MmHGjBlF9Hzi98r09fUvX76s5sCIQp4+ZaamzMaGqWezpEzGBg5kAKtbN6EMJOnGjWMAy/X5k5RA7qRMaiqzs2MjRjCAnTvHxGIGMCcnFhDAlNUfs3LlygC06Mb1+/fvJRKJrq5uquqGhCuPv78/T1KMGjVq7ty5zZo1y5mBUKFChZEjR+7ZsydNxRuHc2Lw9vZWer16CfZe7dixA0CPHj2UG4nm69y5M4Bt27Yp8ZoFJmUYY6GhTCQq9kjsrCwWHs4CApinJ6tRgwHM2fkA/2c1NjZ2cXHx8fEJDg4uLMXAy+709PTy7JiTy+X881KFChU0s8mR6vBK/wITVYQIhd8e/t///id0IMrx9u3bTp068d8+GzZsKPCc6tWrA3ihgpJjuVzOJ+eEhYUp/eJKp5ykDGNs8eLFfIN0eHi4sq6pIm3btgUQGhoqdCD5PHzIAPb117/88guAmTNnfngoJoYBTFN36WuLJ0+eiMViQ0PD2NjYPA/dunXLyMgIWjhNrHw5cYKp86ZWaqq0c+f5rVo5OzunpKSob12lS0vL7l5cbu6CqkjupAxj7MABJhIxgF26xCZPzv475q06J01iN2+Waq2IiAgAlStXLn3YanPq1CkATk5OQgeiqK1bt+rr61taWvIPtxUrVvT09AwKClLnz/uOHTt4N9ZBgwYpJQdUmr1XPj4+AGbPnl36MLTLn3/+CeDzzz8XOhBF3b/PtmwJGzNmTL169ZCLjo5Oq1atvv322507d+ZpDfPdd9/xdhW53wAXeLCc+OOPPzS5ARYpn5YuXQpg/PjxQgeiBNevX+cDB6tXr56/MDMHz5s8V82IVZ7k+kkbZncoLSnDGBszZgxv3qPhpYC1atXS0P3S167xW9lff/113j35UikTiVj//sIFV0bwFo95Nq/Fx8fzUallewpdmRIby/z92aBBrEMH5urKJkxge/cWY5O9wmJiYvhvlKFDh2pF9WOhwsJYWbnxIqA8SRnGWP/+H3rKpKWxoCDm6vphi0FpCme2bdsGoDfvJ6wl+IeciRMnCh1IMZw8efLgwYPjxo07ePBgRkaGIDGcOHGiQoUKvD1fid9BlXLvlVQqPXbsGB/BromlxCr2+PFjvm9LW9oj5vb69evg4GAfHx8XFxd9ff3cORpra2sPD4+AgIDw8HCZTJZTFHP9+nXG2E8//VRg+Uw58ejRI+39Rydl1YkTJwC0a9dO6EBKa9u2bfxut4uLS9G9w/nvnWfPnqkijGPHjgFwcHBQxcWVS5lJmbS0ND7mqm/fvhr76UUul/NbUpp43/vRIwawr74aMGBA3j4C0dEMYKNGCRdcGbFr1y4ADRo0yPkWlcvl/C+8WbNmmvhdQfLbuze7JsHMjDVrxurXz9460ratKtoA37lzh8/O1IpEezaZjB0+zH74gX3+ORs5kk2fzo4dU0XSqrxJTmYhISz3J/e3b1lICEtP/+i0e/eYjw+ztMxOzZiZMS8vVtydAd9//z2AOXPmKCFudeEDTdasWSN0INrn9u3bvIS7cePGxarifvLkCc/F5HwONzIy4rmYZAXSgVKpNDQ01Nvbu2rVqjmpHAcHB1Vs79dwfE7HqVOnhA6kVFJSUkJDQ/38/Nzd3fmo7xxWVla9e/du0qQJL8HjGRmJRKJdXauUi9cZnTlzRuhACMkWExPDyzaFDqTkeNc2fnvAy8vrk3c7+L1PFe3UzsrKqlSpEgDNb5ilzKQMY+zp06e8DPi3335T7pWV5d27d5r7vZ6VxYyMWPfurVu3BnDu3LkPD/GeMgsXChdcGZGVlcUbSuX8Dp43bx4Ac3PziIgIYWMjCjl3junoMGNjtm4dy8zMPhgTw4YNYwBr3pyp4F73kSNH+LAS7djdFhHBmjfPzgdUqpQ9TRxgbdqoakoQKUhKClu3jrVt+6Fwpk0btnFjgoLJX97vQLu6/fFC1Ntloze22kVGRvK8gK2tbe5xoQV6+PChr69vo0aNcj5ym5ubjx49Ojg4OD1PjrAgGRkZBw4cGDdunIWFRc4VGjZs+M0339jb2wOoVavWJ2MoY6ZNmwbg+++/FzoQpcnKygoLC/P39/fw8OCDDvIQi8UbN24UOkwh8dy3tgwqIWVJXFxceHh4SEhIYGCgn5+ft7e3p6enq6urg4ODSCTS19cfP368Nva4TEpK6tevH99KqWAPe5UmZRhjo0aNAqDqhvqlp+SkDGPs6NGjEolELBYfOnRI6Rcvvdu3b/N3HkIHUojBg5meXrtq1QA8efLkw/ExY5hIRP0glGL27Nn4b+v4sWPH+Lerdn3yKddatGAA27Ur73G5PHs805Ilqlh29erVAHR1dY9p+JDst29Z9eq8O9WHFMyTJ2zkSAYwe3tWSINPojq5C2c6d/Y1MzPz8vIquqemTCYzNTUF8Fo9ba2V4e3btwCMjY1pL0CJxcbGtm/fnmdYiu7xwefp8DM9PT2Dg4MV2XuVnp4eEhLi7e3Ne0hzDg4OPj4+OcvFxsbyuhsLC4uzZ88q5wvTBmfOnAFQp+yOqIuKigoKCvL29m7evDn/zhk2bJjQQQmMt8Fq0KCB0IGQsiY1NTUiIiI0NDQ4ODggIMDX19fLy8vd3d3Jycna2loikeRPkuamp6fH/6Nx48Z//vmntrwTePTokYODAwBLS8vj+ZucF4LfzlHdFPDdu3cDaN26tYquryzKT8owxubMmcN/nX+UVtAMR44cAdCtWzehAynE7dtMX/+aSFQbyJ5eIZOxP/9kIhEbO1bo4MqI58+fSyQSPT29a9eu8ZK2uXPnCh0UUczNmwxgTZoU/OjFiwxgLVqoaPEffvgBgJmZmUYXAkyYwAA2dWoBD3l6MoBNn672mAhjjKWmsvXrmbu7R867rtatW69Zs6bAPSa3bt0CULt2bfXHWWIHDhwA0LFjR6ED0W7p6emDBw8GoK+vX8RcmKioqC+//PLIkSOZOQWDhUtLSwsODvb09OSda3JyMb6+vnfu3Ml/fkpKiru7OwADA4Pys7dFKpVqS5V76fGkXjkcs5WHVCrlBf4PHjwQOhaiZYoodcn9SlsYc3NzBwcHV1dXT09Pb29vPz+/wMDAkJCQ8PDw+Pj4e/fu+fj4VKlShZ8skUhcXV2DgoIUecEXyuHDh/lm/6ZNmxYrA1C7du28tQhKlZqaamxsLBKJVDHgSYlUkpTJadLh6OioaXMx169fD83u55qwZUssIAWYszPr2pVVrcoANnQo07C/Sa3G327yDfy9e/dW+iBSoiorVjCATZlS8KNyOatQgUkkSptI/DGZTDZw4ED+UVlD71qkpTFjY2ZoWPCMqpcvmUTCLC0ZfcMLir/Zypn4U2DhzJo1awAMGTJEqCBLgN+P+eGHH4QOROtJpdKJEyfyN+LLly8v8XVycjFmZmZ5cjGf3JoklUonTJjAY1ixYkWJY9Aunp6eAP744w+hA1G5d+/eSSQSfX39Tw7kKvM+//xzAH/++afQgRDNkpqaGhUVFRYWVrJSFwMDA2traycnJ3d3dy8vL19f34CAgODg4NDQ0IiICAXrSaVSaUhIiIeHh66uLr+shYWFl5cXb9StUfz9/fnfyeDBgxVpZ5abnZ0dAJU2keB5iWXLlqluidJTSVKG5Rpno2mj5hYsWABgugbfK75582ZFYFa1aszbm3l5sblz2aVLQgdV1mzevJm/utnZ2cXFxQkdDlHYrFkMYH/9VegJTZsygKnslT01NbVNmzYANHRI9rlzfIdMoSfwzV+3bqkxJlKw9PT0oKAgV1fXnFk5Tk5OAQEBfFAO/0yuXR8Oe/fujXI5uEdF/Pz8+PeGj49PsYYnpKam8lwM3wGXOxdT3HIAPz8//nQfH59ihq+VgoKCUG6qvfgmtV359wKXM3zOXecifm+SMip3qYu/v7+Pj48SS12UG2psbGxAQICjo2PO6k5OTv7+/u/evVPuQiWQnp4+evRoACKRyMfHpwT3uXkjM5WORd6wYQMANzc31S1ReqpKyjDGbt26ZWxsDA1rjfnNN98A+Pvvv4UO5GOvX7PYWP6fhw4d0vzvG+2VkZHh7+/PbxvWqlVLA5PNpCjTpjGALV1a6AnOzgxg4eEsIUFF9SA5Q7I9PDw0bszctm0MYOPGFXrCkCEMYPv3qzEm8gm8cIbvm8B/hTMNGzYEcPr0aaGjKwYrKyuosgK5HFq3bh2/QTp69OhPVq2npKTwXIyJiUmeXMzDhw9LHMPatWt5m/MxY8aU+W5B79+/19fXl0gkb9++FToWleMZt7Hlfmt8QkKCnp6eRCLRhM+3RIkKK3VxcXGxs7PjL2uqLnVRurCwMG9v75w3DPr6+h4eHsHBwVKpVJB4oqKiWrVqBcDExKTEGV5exvHo0SPlxpZbfHy8np6erq6uJt+JV2FShjG2ZcsWALq6uprTK45v1d62bZvQgeSSlsbatmV167JHjxhja9euBTCKpl8rm0wmCwwMrFGjRs4LbteuXYUOihTT/PkMYL/+WugJdeowgL18yQYNYiYmzMWFeXuzwEAWHq7EKHKGZM+aNUuJly2VmBiWnMzWrmUAmzSp0NPGjGEAK7xRBRFKampqYGBg7sHGYrE4KipK6LgUFRkZCaBSpUpCB1LWHDlyhBe8uLm5FbjTJCcXw2+D8e8cJycnX19fZd14DA4ONjIyAtCnTx9NrBBUKjc3NwDlYSbRnTt3AFSuXFmoj3Oao1u3bgA2b94sdCCkeIoodeFv0hQpdXFxcfHw8MhT6qLhv3x5pa27u3vOLiobGxsfHx+VFpvkd/78eT7Wzd7evjTNFtWQlGGMubq6avhru2qTMowxb29vANbW1tHR0apeSxHt2rVDrnHIwpPLs6ei2Nqy168ZY/PnzwcwY8YMoSMrU44fP96iRQv+ytWoUSM+dlSzcnNEETt3MoCNGFHwo8nJTCJhFSsymYy1a/dhEDH/U60a69+f/forO3as4JYrxZEzJHvnzp2lvFQJRUWx4GDm68vc3ZmdHQPY9u1sxw4GsCI2jQ4YwAB2+LAaAyXFEx4e3rx5c75vxdHRUUN+dX4S3/fRs2dPoQMpgy5fvsyHJTk7O+d0s4qPjw8MDHR3d9fX18/Jxbi4uPj7+798+VLpMVy6dInH0KpVqzdv3ij9+ppj8eLF0LZ2TiVWt25dAOfPnxc6EIH5+/sDoFlUmkbppS7+/v5BQUG81EWTO+Yq7uXLl35+fnz7D5d7H7RKbdq0ydDQEEDHjh1L+UuBvxCVpqJTEcuWLQMwcOBAla5SGiLG2CdTiaUhlUq7det25syZLl26HD169JM/QsqVkJAQERHxJJczZ85kZmbeunWrSZMm6oykUPPnY/ZsmJri7Fk0bQpg8uTJy5YtW7RoEc9nkVK6f//+zz//vH37dgDVq1efPXt2586dGzRoYGJi8urVK373j2iNd+9QvTqMjPDiBf67LfxBYCDGjMHgwdi+HQASEhAWhrNncfUqLl3C27cfnWxtjfbt4eICJyc4OcHQsLixrFmzZvv27UFBQXPmzElJSeEHTUxMatas6ejo2KFDB7FYXKIvsiApKbh1Czdv4sYN3LiB27eRmvrRCRUq4I8/0Lo1mjVDq1a4dKng6zRsiPv38eQJatdWWmxEqW7fvu3k5CSXy2vUqPH06dNatWodOnSI55E12fTp0//44w9fX1/e7pcoV0RERM+ePR89elSrVq0vv/wyNDT0+PHjWVlZACQSSadOnQYPHjxw4MCcUR0qiqFHjx6PHz+2t7c/fPgwv7dZ9jx//tzW1tbMzOzt27c5U2nLqm+//dbf33/mzJm832K59fTp09q1a1eoUOHt27c5HVWJGsTHx0dHR8fHx8fExERHR+f53/j4+KKfbm5ubm1tbW5uXq1aNWtr69z/yw+q56vQBFevXl25cuWWLVuSk5MBmJmZ9evXb9SoUd26dcvpW6csMpnsp59+WrhwIQAvL6+lS5eW8qemfv36Dx8+fPDgQb169ZQUYwGio6OrV69uaGj49u1bDf30p4bEz6tXr2xsbKDioQxpaWnh4eFBQUF+fn5eXl6urq68mXOB1q9fr7pIimHnTiYWM7GYBQfnHOPjXYoYhEkU9PbtW29vb54HNDEx8fX15bPA5s2bB9ogpr3GjWMAmzgx7/HoaFajBhOJ2LlzBT/x4UO2aRObMoW1bcsMDD4qotHTY61avf7pp8DAwHv37ineKYafaWFhkf9FpmPHjqXq9BYXx0JDmb8/8/RkDg5MIslb+GNtzdzdmY9P9uYs3kBHKmVWVkwiYQWO/btzhwFMq6Yslzcymaxt27YApk6dGhsby3czWVhYhIaGCh3aJ3Tu3BnAfmpXpDIxMTHNmzeXSCT8HbZEIuF1MTExMeqMgdecVq1a9erVq2pbV834TbuQkBChA1G548ePA2jUqJHQgQivUaNGAI4fPy50IGXZggULxowZ06tXL0dHR0UGGBkaGtrZ2bm4uAwcOHDy5Mnz5s1bs2bN/v37r169GhUVVeZbXJVAYmJiYGBg7gEC9evX9/X1ffr0qbKWiI2N5fuA9PX116xZo5Rr1q9fH8D9+/eVcrUi8PY3e/bsUfVCJaOOpAxj7Pz583p6eiKRSClzGQrMvxSYCNTX17ezs3N3d/fx8QkICAgJCeGNzdq1a1f6MErr2jVmbJx/lAyf7aI5XXi0UUpKip+fH+/mq6ur6+Xl9erVq5xHHRwcABw5ckTACEnJxcWxunUZwHr1YgcPsogIducOW76c2dgwgCm47y8ri4WHs8BA5u3NnJx4yuNSp078dcPU1NTFxcXb2zswMFCREX0WFhbm5ub8vzMyMm7cuNGpUycAX3/9tYJfU1ZW1p07dzZv3jx9+nQ3N7e2zZvnTcHo6jJHRzZ6NPv7b3biBCuiUdns2Qxggwfn7XOclcW6d2cA07Q25yQXXl5rbW2dkJDAGEtJSenTpw//XbZ9+3ahoyuUTCbjr7e5X2mJ0iUlJR04cGDy5MmrV68Wqinp+/fve/TowW91HDp0SJAYVO3HH38E4O3tLXQgKpeZmWlubg7Vd3PQfDNmzODZcKEDKbOio6Nzz4PjDAwMeNold1eX4ODgsLCwqKgojZuloD3u37/v6+vLp1IAEIvFrq6ugYGB/OZ0aS7LEyiVK1dW4iACXgt87949ZV2wML/99huA0aNHq3qhklFTUoYxtmTJEv5bPLw4HTfT09NLnH+JiIjI//OcmprKfwMJPHYnOppVr84Alq/vPf8RUum09jKMd/PlfacAuLq65vl+CwsLA2BlZUUpdi32+jUbPJiJRB+lLczN2ZIlJbxgUhI7efL4smWDBg3K3Qqas7GxGTBgwG+//Xb8+PHExMT8z86dlOEePHgAoHbhNSlJSUlhYWGBgYHe3t4uLi55CilFIlFi9eqsc2c2dSpbt45dv84yMhT9WlJTmaMjA1jPnuzsWZaaylJS2MmTrHNnBrD27Rl952uqV69e8d6EuRsVSaVSPh5bIpGsWLFCwPCKEB4eDsDW1lboQIg6ZGRkjBgxAoCent6mTZuEDkf5Lly4UH6+n4cNGwbA399f6EAEdu7cOQB2dnZCB1Jm8TEmpqammzZtunLlysuXL8tGVxdNJpPJQkJCPD09Df/boW9ubu7l5VWyOsf9+/fzSeHNmzd/9uyZEuPk4ybv3r2rxGsW6OHDhwAsLCw08zOg+pIyjLExY8YAqFevXkJBXTbT09MjIiKCg4MVzL+4urp6e3vn5F8Un4vOp2JPKmJAiaqlprJWrRjAOnTI81lLLpfzpn2lzGWWTyEhIc2aNePfJM7OzqdOncp/zrfffgtgypQpao+OKNuLF2zLFvbXX2zZMhYSwpT3IxMfHx8SEuLr6+vu7p4zdzCHnZ2dp6env79/aGhoWloaKygp8/LlSwC1atXKORIVFRUSEuLv7+/p6eng4JC/3Yy1tTXPKQcGBoaHh5fqBlFcHBs4MG+tjVjMPD2Z6nu/kRLjn44K7JXLazwB+Pj4aODNw3Xr1gEYPHiw0IEQNZHL5b6+vjyD7OvrK3Q4SiaTyapWrQqgNPNEtMXmzZsBdOvWTehABCaTyXhLpjt37ggdS5n12WefgRoqCyE+Pj4gICBn4AkABwcHPz8/BRv0yuVyPz8//sZ12LBhSp/Bp7akTM5amrlRUU1JGX9//8GDB58/f55/Q/Tq1evq1atBQUELFiwYO3Zshw4dCutOZ2Rk1LRp00GDBvn4+KxaterUqVOlHytw9+5dkUhUoUKF5ORkpXx1xSOXs2HDsjs75PthePv2LU9kChCYNrtz507v3r3590zNmjUDAwML/Nwik8l4e6NLly6pP0iijeRy+YMHDzZu3Ojt7d2mTRsDA4PcL1AWFhZyuTxPUkYmk02dOhXA5MmTGWP/+9//8md29PT0WrRoMXbs2EWLFp06dapU3WcKc+8eW7qU+fiwmTPZihVMvYMSSXEdOXKE/8p78uRJgSesW7eOd8gaM2aMpt1g/PrrrwEsXLhQ6ECIWi1atIi/Tff29lb8xphWGDduHIAFCxYIHYjKxcfH6+rq6urqquTXkFbhd479/PyEDqTMevr0Kd/BtGvXLqFjKafCw8N9fHz4KD1e5eDu7h4UFFRE5UhycvLgwYMBSCQSFf108LYS6smH8t2p/P25plFHUkYul/N2yvv27YuIiDA3NzcxMcmff9HT0ytN/Uux8O6Jq1evVsXFP2HWLAYwMzNW0DauW7du8fyl+uPSUi9fvvTy8uLdwszNzf38/HjxQoGOHTsGwN7eXgNvNROtkJWVFR4ezrcdOTk5denShTFmYWGhp6fn4eHh4eHh7u5eo0YNsVg8ZswYXu/Gd25WqFCB96kJCAjIKbEhhEtPT+f7tIvOawQHB/Odbt27d09KSlJbeJ/k7OwM4OTJk0IHQtRt586dPFU9YMCAsvSytnv3bgBt27YVOhB14F26ldLzUavt3LkTgIuLi9CBlGX8HZG1tXVcEa3xiIqlp6cHBwd7eHjkzESuVq2aj49P/qHUz58/d3JyAmBmZhacayiNcvE228Vqb1JiV65cAWBjY6OBnwTVkZTh3d2rV68ulUoZY6GhoStWrGjSpMmAAQOmTZu2cuXKEydOvHjxQp1/Oxs2bADg7OysthWzBQUxkYhJJOzAgQIfP3z4MABXV1c1x6WN3r9/7+vry/dJ8m6+nyzDGzt2LICyV2tNhMJf0ywsLEQikfl/RCKRWCzu0aMH//X27t075W6+JWXPrFmzADRu3PiTJTCXLl3i97icnZ0VLDxWtYyMDH19fbFYXGDHJVLmnTx5kjca6Ny5c5mptkhJSTEyMhKLxeocbiWUP//8E8DIkSOFDkRgycnJBgYGYrGYGparjkwm69ixI4Bx48YJHQthUVFR/v7+fN4c5+TkFBAQwO/6hIaGWllZAahbt65K9xY1btwY6touKpfLa9asCeDy5ctqWK5Y1JGUGTJkCIA5c+bkf2j27Nl+fn6xsbFqCCO39PR0/r42LCxMfateucKMjBjAli4t7BS+M9/T01N9UWmhrKysgIAAvuVNJBJ5eHg8VmBrRlpaGm+iqYaha6RcybN9KS0t7Z9//tHR0bGysqJ7QeSTHjx4oK+vLxKJFBy69/jx4zp16vCiv/z3tdTv0qVLVOBZzt2+fZu3SG/UqNHz58+FDkc5evXqBeCPP/4QOhCVe/z4MTS4+aU68cli69evFzqQsuzBgwf8furhw4eFjoUwxphcLg8NDR03blzOeCwTExMXFxddXV0AvXv3LrAVrBLxrNCtW7dUukoO3lt25syZ6llOcSpPyrx9+1ZfX18ikeS/V5yQkGBsbCwSiQR5W/ndd98B8PLyUtN6UVHZI3uL3Mb266+/AvDx8VFTVFooJCSEp1QBtGnTJjQ0VMEnbt++XZjyKFLW5W/0y/5rSbBq1SpBQiLaQi6Xd+3aFcCXX36p+LNiYmJ4g7aqVauWbIyCEi1duhQaPGOSqEdUVFTTpk15GfzNmzeFDkcJdu/e7e7urq+vHxAQIHQsKsdH0ipxxq2WWrZsGYBBgwYJHUgZt3DhQgC2trYatQ+XpKWlBQUFubq6ikQiPT09PT09b29vXhKuUvx3h9p+cZw4cQJAw4YN1bOc4vJOAFG6tWvXZmRk9O7dmxcL5bZx48aUlJRu3brVrVtX1WHk5+XlJRKJtmzZkpSUpPLFkpPRqxeiouDmhr//LuLEmJgYADkTnUluYWFhnTt3dnNzCw8Pr1evXlBQ0Pnz59u3b6/g07ds2QKAD/IkRNX4T/G7d++EDoRotA0bNpw4ccLS0nLBggWKP6tq1aqnT5/u0aPHq1evOnXqdOjQIdVFWIQXL174+/v/9ttvAHhbGVJuVatW7dSpUx06dIiOju7cuXNoaKjQEZVW//79a9SokZGRMWHChHHjxqWlpQkdkQr16dMHwL59+4QORGD9+vUTiURHjhxJT08XOpay7Pvvv3d2dn727NnMmTOFjoV8YGBg4OHh4efnp6+vn5mZ+fvvvy9atIh37SxLOnbsWKlSpXv37t2/f1/oWD6m0pSPXC7nCZf9+/fnf9TR0RFAUFCQSmMoQpcuXQCsWLFCtcvIZKxfPwaw+vXZp7ZbDxo0CNRuLZ/nz597eXnxKQ+WlpZ+fn4ZH48S/6T4+Hje9aD007sIySN/pYxUKm3ZsiWAvXv3ChUV0XyxsbF8w/aGDRtK8PSMjIzPP/8cgI6Ojjr71j979szf39/FxUUkEvE3EvPnz1d1eTPRCunp6R4eHgD09fXLxjuZwMBAY2NjAA0bNlRPH0pBnDlzBkCdOnWEDkR4/LMJ7axRtbt37/K35VSfpVHevXtXu3ZtAF999ZXaFm3WrBmAGzduqG1FPmrtt99+U9uKilBtUoYPu6lRo0b+2qfz588DqFy5cnp6ukpjKMK2bdsANG3aVLXLTJvGAGZhwRTYpdW2bVsAim/JKfPi4uJ8fHz4cAdeR1eyt/6rVq0C4ObmpvQICbGwsDAxMQkJCQkJCTl69OjatWs7derEX1s0bXQx0Sjjx48H0KlTpxL3uZfL5b6+vgBEIpGqW5g/ffo0Ty7G0NDQ3d09MDCQStBJDqlUykekSySSZcuWCR2OEty7d48PBzE1Nd2yZYvQ4aiEVCqtVKkSgAcPHggdi8Bmz54NYNKkSUIHUvbxX15169bloyqJ4DIzM/kstnbt2hX35ndp8Ezo9evX1bbiypUrW7Ro8ffff6ttRUWoNinDb5jMnTs3/0M8RzVjxgyVBlC0jIwM3iz24sWLqlpj/XoGMF1ddvy4IqfXqlULgCJta8u8zMzMgIAA3o+Zd/ONjIws8dX4qww1byOqYGFhkacCUSwW9+nTJyoqSujQiOYKDQ3l27ZLP9Rg0aJFvJDwm2++kclkSgkvR2RkZJ5cjJGREc/FvH//XrlrkTLjl19+EYlEZWZqwfv374cPH86//z09PcvkZ0hPT0+Uj8bGRbt8+TKAmjVrauDE3DImKyurefPmAKZNmyZ0LIQxxiZNmgTA2tpazW9f+bfBtWvX1LbiP//8A2D8+PFqW1ERKkzK8Ba/Ojo6+TeMJCQkGBkZCdXiNzcfHx8AY8eOVcnVQ0OZvj4D2D//KHK6XC7nJSEpKSkqiUd7BAcH29vb8zdA3bp1K+UPalRUlEQiMTAwoAJ7ogqnTp0KyeX06dMaMquYaKysrCxer/vzzz8r5YK7du3ivz4GDBiglE+MERERPBeTk2rMycUkJyeX/vqkzDtw4EAZKxUMDAzkU2NatGhR9m6eBQUFAejYsaPQgQhMLpdXq1ZNzZspyq1r167p6uqKxeJz584JHUt5FxgYCMDAwODSpUtqXpoPLlDn1ILvv/8egJ+fn9pWVIQKkzJ+fn4A+vXrl/+hxYsXa8hekoiICLFYbGhoqPzJtZGRzMqKAez77xV8Bu8JWrFiRSVHolUuXryY07u3QYMGSmk59PvvvwMYMmRI6S9FSH6PHj0aPXr0yZMnhQ6EaA3eHLdOnTppaWnKuubJkycrVqwIoG3btu/evSvZRcLDw319fZ2cnHJyMRUrVvT09AwODhZwrzEhGuLatWv8jpGZmdn27duFDkeZ3r9/z4ellvjVo2xITEy0sbHp1q1baaqzieKmT5/OezbRrxgBXb16lWec1dmfLgd/yxEWFqa2Ffv27Qtgx44daltREapKyuS0+D1w4ED+R/kdQg35fda9e3cAixcvVuZFk5JYkyYMYD16MIVnid2+fRsaOaNLPR4+fOjh4cEr5CtVquTv75+VlaWUK/PNinv27FHK1QjJY86cOSosuCNlztOnT3nr0JCQEOVeOTw8vEaNGgAaNWr0/PnzYj3R19e3YcOGObkYc3NznotR58ZyQjRfYmIi35svEom8vb3L0g+Im5sbgI0bNwodiGBSUlL4fcH69euXyU1qGig9Pd3BwQGAqtuikcK8evWqevXqAKZMmSJIAOpPyvBvObUN4VaQqpIyISEhhbX4PXfuHIAqVapoSF3rzp07eSpEadtHpVLm7s4A5uDAirNf5siRI3y3jnLC0B6xsbE+Pj76+vq8Qt7HxycxMVFZF7979y7/gEE5eKIi/MX96NGjQgdCtIO7uzuAESNGqOLiUVFRTZs2BVCtWrVPlt/zXEyDBg1ycjEWFhaUiyGkaHK53N/fX09PD4Czs3OZKangZezltqw4IyOjV69eAKpXr15m/k21wvnz58VisY6Ojjq7ihAuMzOzY8eOANq3by/U730+rvTKlSvqWU4mkxkYGIhEIk3bi62qpMzgwYMB/PLLL/kfGj16NICZM2eqaOniysrKsrGxgfJmHu2aN08qkTArK1bM1/T169cDGDlypFLC0AoZGRn+/v685F4sFnt6ekZHRyt3iR9//BGAl5eXci9LCBcWFgbAyspKWYVdpGzbvn07gAoVKqiukV5cXFyHDh14MrrAaaM8F1OvXr2cXIylpSXPxWjIzRJCNN/ly5f5cIZKlSodPHhQ6HCU4OnTp3xnVjnMyUql0iFDhgCoXLnyvXv3hA6n3Jk8eTIAR0dH+h2kZl5eXryztYDNEJ2dnQFcvnxZPcvxFzobGxv1LKc4lSRlXr16paurW2CL3/j4eN7i99GjR6pYumRmzZqlrGwI7+fcv21bVvyeVbzLwPTp00sfhuaTy+VBQUG1a9fmHwlcXV1VUUUml8v5EgV+MiGk9L777jsBaz6JdklKSuL3AFasWKHShdLT0/kHDH19/X///Zcf5LmYOnXq5ORiKlWqxHMxlFIkpATevXvXs2dPvpXJx8cnf2241mnSpAmAY8eOCR2IWsnl8i+++IKny9XZbZTkSE5O5t2aNK33atm2YsUK3txXbVUqBWrVqhUAtTUY5rt5OnfurJ7lFKeSpAxPLvTv3z//Q4sWLQLQvXt3VaxbYs+fP5dIJPr6+qVME54+fZqXs27YsKEET/f29gagaVPTVeH48eO81TbvfVBg4yGlOHv2LN9Gp/QxsYQwxmQyGf+Mrf5m9UQb8Rd5Z2dnNbwiSaXSr776CoBEIunWrRvfMc5Vr159ypQpoaGh9MJISCnxrUy6uroAOnXqpPRqXzXjxcXl7TbDDz/8wLfPnzlzRuhYyq/jx4+LRCJ9ff07d+4IHUu5cP78ed44Yt26dcJG0rp1awAXL15Uz3LLly8H8MUXX6hnOcUpPykjl8v5jbgCizkbN26sge2OGWO9e/cG8L///a/EV4iIiKhUqRKAH3/8sWRX4Hu+tm3bVuIYNN+9e/d4hzz+wSAgIECld5a+/vprAD4+PqpbgpRnx48fB2Bvb6+0jlSk7AoLC5NIJGreNu/v76+vr29lZcXT097e3qGhofTtSohynTp1ytramm9l1er+YhcuXABga2srdCDq4+vrC0BPT69s7EHTauPHjwfQtm3bMlB0puGio6P56Pdp06YJHQtr06YNgAsXLqhnOV7hvnDhQvUspzjlJ2V4t9qaNWvm/4niZQtVq1bVwB2DwcHBpflwFRcXx/fnDxgwoMT3Hl1cXMrwRpu3b996e3vr6OgAMDEx8fX1VXVn+6ysLP5RRNPaa5Mygxc8//zzz0IHQjSdTCbj94J++OEHNS8dGRm5d+/eS5cuUS6GENV58+YNn14kkUh8fX21tAxNJpNVrVoVQHh4uNCxqMOSJUv4P1lQUJDQsRCWkJDAizqVPBKXfCwtLY3vGHJ1ddWEzcs8KXP+/Hn1LNenTx8Au3btUs9yilN+UmbQoEEA5s+fn/8hT0/P0hSSqJRMJrO1tQVw/Pjx4j43KyurW7duvENVaTo58+4nGtVtRylSUlL8/PzMzMwA6Orqenl5vXr1Sg3r7t+/H4CDg4Ma1iLlUEZGhoWFBQAqtSWfxMea1KhR4/3790LHQghRCalU6uvrKxaLAXTr1k09b3WUbty4cQAWLFggdCAqFxgYKBaLRSLR6tWrhY6FZONv3Y2MjB4/fix0LGUWr0iqVavW27dvhY6FMcbatm2rzqQMnzh569Yt9SynOCUnZXJa/OafK6GZLX5zmzt3Lko0C5Dv269aterz589LE4ChoSGAsvSWXSaTBQYG8ppenpG9ffu22lYfPnw4gN9++01tK5JyZffu3QBatGghdCBE08XExPAZc3v27BE6FkKIah0/frxKlSp8j/a54s98EBz/1da2bVuhA1Gt3bt389rtP//8U+hYyEf4u/cuXbpQdacq8O6uJiYmmpOVaNeuHQD1vFrKZDJ9fX0NnIfNlJ6UWbBgAd/Ck/8hf39/AJ999plyV1Si6OhoXV1dXV3dYvVp41+XgYFBKRsUxcXFATAzMyvNRTRKSEhIs2bNeDrG2dn51KlT6lw9+f/s3XdcU9cXAPCTQdiCDJGpgBNw4gbRWty4Ra2KrVpx1KJ1FLUqVqtFrYpatbgqzgpO3OIsuAEXSxAR2XvPkNzfH7e/NGXJSPISON9PP/20eS/vHZGbl3fevecUFmpoaLBYrLh6NiZHqI5odaTGFKJCzQT9VRk1ahTTgSCEZCEhIYEuSOdyuZ6enop1b1lUVKSmpsZmsxV0pk9dBAQE0BKnmzZtYjoWVFlmZiYtPnDo0CGmY2lqAgMDeTwei8UStWWUB/TTMigoSAbniouLoxlzGZyrviSZlBGV+L1x40bVrdbW1gBw/vx5CZ5R4saPH1+vuRU3b97kcrksFuvUqVONPHVYWBgAdOrUqZHHkQfh4eG0cDKtLuTj4yP7byQnTpwAgIEDB8r4vKiZyM/PV1VVZbPZCQkJTMeC5NrNmzfpZGxMECPUfPD5fA8PDxaLBQBjx47Nzs5mOqJ6GDVqFAAcPXqU6UCk4vHjxxoaGgDg5ubGdCyoemfOnKEPqvErlgTFx8fTbJe8FRLp1auXioqKurq6s7Ozt7f3x48fpXeu27dv03lY0jtFg0kyKUO/elZb4jcwMFBuS/yKu3HjBgCYm5vXpUJbZGQknZG+YcOGxp+adk2Xz9+SuktMTHR1deVwOADQsmVLT0/PkpISRiIZOXIkABw4cICRs6Mm79ixY01gwCIZOHz4sJqaGs6oQqgZunz5csuWLWk/I5k1fG28AwcO1DTtXdG9fv2a/o18/fXXijWDqbmZMGECAIwePZrpQJqIkpKSXr16AcCwYcPkqrnVhQsXoIqOHTsuWrTowoULEk9n79u3DwBcXV0le1iJkGRSZuLEiQCwefPmqptmzpwJAD/99JMETycNosk+N2/erH3PzMxMuufkyZMl8rHu4+MDADNmzGj8oRhRWFjo6elJHz7Qar7p6elMBZOenk5XoslJCSvU9AwfPhwADh48yHQgSAHEx8fLQ4MDhJDsxcfH085rysrKXl5eTIdTJ0lJSSwWS11dnannalISHR1Ny/1MnDhRru5LUVXJyck0fdb4tQiIEPLNN98AQPv27XNycpiO5V9lZWXt27enQxIA2Gx2nz596N87xeFwbG1t3d3dAwICJPJxtHTpUgDYtm1b4w8lcRJLyqSkpNRe4pfNZn/48EFSp5OeWsriiJSXl3/xxRcAYGtrW1RUJJHzenp6AhPdUhuPz+d7e3vT6xwAODk5MV4ynfY4HDNmDLNhoKYqPT2dy+XyeLzMzEymY0EIISTXSktL3dzc6HekiRMn5ubmMh3R5/Xs2bOmcgQK6tOnT7TL6tChQ0tLS5kOB33e0aNHAUBXV7cJlzeSje3bt9PivvLW6v7XX38FACsrKz6fT4PkcDjHjh0LDg729PR0dHRUUVERJWhUVVXt7OxogqbBK2+cnJwA4OLFixL9c0iGxJIymzdvphebqpt27doFACNGjJDUuaQqPT1dWVmZy+UmJibWtI+rqysAGBkZ1bJPfS1ZskQRi8AHBATY2NjQ0dK3b9/AwECmIyLk/x3v//rrL6YDQU1T/sGD9wcP3jB7NtOBIIQQUgznz5/X0tKiM/Plp+9JTTw8PABg0aJFTAciGWlpaR07dgSAAQMGyGHXFVSTESNGAMDUqVOZDkSB3blzh9Y/9fPzYzqW/0hLS6Mfibdu3aKvbNu2jeZlTpw4QV8pLi4OCAhwd3e3tbVls9miBI2Ghoajo6Onp2dwcHC9Tko/B+QtOUVJJikjFAotLS3Ff6ziaInfCxcuSORcMjBlyhQA2LhxY7Vb6W+Mqqrq8+fPJXhS2p7jzJkzEjymVL148WLQoEF0bHTo0MHX11dOVufGxsbSabd43UXS0q8fASDyVLseIYSQnHv37l3Xrl0BQEVFRc5XvwYHBwOAsbGxnHy1a4zc3NwePXoAQLdu3eRq7Qb6rPj4eE1NTZD7RjFyKy4uTk9PDwA8PDyYjqWyOXPmAMC4cePEX6yalxHJz88XJWhE2Zm2bdu3bk2cnYm3N/lsVeiKigrafKq4uFiifxTJkExSppb6uH///bdClPgVd/fuXQAwNTWtuuL0+vXrHA5HGr3E7O3tAUDGfaMb5tOnT66urjRhqaur6+npKVcTQTdt2gQA48ePf/nyJdOxoKYoNpawWERTk0ho6SJCCKFmoqSkZN68efR2wsXFRVJL4CVOKBSamJgAgKJ/lSoqKqJfsDt06ICrYBTR77//Tm8ks7KymI5FwRQXF9N1iGPHjq1LBxtZevnyJZvN5vF47969q7Rp69atNeVlROLi4g4fPjxt2rRRo9YAEPoPi0W6dCE//ECuXiUFBdW8KzY2lt7gi15Zu5ZYWJDJkyvvGRBALCzI4cMN/vM1hGSSMrRE9pYtW6pumjFjBgCsXbtWIieSDaFQ2KFDBwC4cuWK+Ovh4eF0nlXde2bXnYWFBQBER0dL/MgSlJ2d7e7uThf48Xg8Nzc3OVwaTWdmWVtbc7lcd3d3uUoYoaZg0yYCQGbNYjoOhBBCCsnHx0ddXR0AOnfuHB4eznQ41Zs/fz4A/Pzzz0wH0nBlZWW0Kr+ZmVl8fDzT4aCGEAgEDg4OAPDNN98wHYsiEQqFU6dOpesl5fBmjS62WLlyZbVbRXmZkydPfvZQsbHE25s4OxMtLSJK0HA4xNaWuLuTgAAiuhGkfaKHDBkieu+CBf/sX6mc9KVLBIDIuG2mBJIytZT4zczMVFFRYbPZcXFxjT+RLP3222+0Zq3olYyMDJo3mSWdmzE1NTUAKKg2sycHysvLvb29aX97Fovl7Owsn2WbQ0JCAEBfX3/x4sV0Lo+NjY1kF5qh5s7amgCQzzVoQwghhGoSERFBnyFpamrK59L1q1evAkCvXr2YDqSBKioqJk+eDACtWrWKiopiOhzUcNHR0aqqqk2s8rS00cY1mpqacpj29fX1pQOzlmwRbYBTx7wMxeeT4GDi6UkcHQmP92+CRk2NODoST0/y44+/A8D8+fNFb6FJGQMDYmBAxJc2KmpShq4WmTRpUtVNO3fuBICRI0c2/iwyJkonffz4kRBSUlLSv39/WiFMGjMvcnJy6MiR+JElwt/fn9YMovnFkJAQpiOq0bJlywDAzc2NEPLo0aNOnToBAJfLdXNzk9tJwkiRhIYSAKKvT7DDMUIIoUbIz8//6quv6JcrV1dXeZvYW1xcrK6uzmKxJNjUQmaEQiGtWKGtra3oK7AQ+X+pETMzs/z8fKZjUQC3b9/mcDhsNrvSmg95UFJS0rZtWwD4bF0tWm6cw+E0oC16YSEJCCDu7sTWlrBYogTNEgDo1u03b29Cp4vQpMy+fQSALFjw79sVMikjEAjoT/b27dtVt1pZWclt36nPoguv1q1bJxQKZ86cCQBt2rRJS0uTxrnCw8PpBDNpHLwxnj59StfiAkCnTp18fX2Zjqg2ISEhnTt31tHRefr0KX2lpKTE3d2dw+EAgKWlpUKU7EFybeVKAkC+/57pOBBCCDUFPj4+dBZAz549Y2NjmQ7nP8aNGwcA3t7eTAdSbz/88AMAqKurBwUFMR0LkgCBQDBgwICm1BFMeqKjo7W1tQFg8+bNTMdSDdqvuVu3blUrt1a1fv36BudlRFJSyMmT5JtviIrKKAAAuERzNCdP/pOU+fCBjBxJ2Gzy+PE/b1HIpMz169drKvH74MEDADA0NFSgEr/iaIliQ0PDDRs20Gksr1+/ltK57ty5AwCDBw+W0vEbIDo62tnZmcViAYCenp6XlxdfvqcGPHjwoEWLFgCwYcOGSs0Cnj59SvODLBbL1dVVbteIIXknFJI2bQjAvx/bCCGEUOOEhITQ+cgtWrSQq7a1hw8frrSWXyGsXr2alj6sticsUlAREREqKiosFuvOnTtMxyK/CgoKbGxsAGDChAly2DotNTWV3qwFBATU8S2ivMzp06cbeXZaMXbDhnBnZ6KjQ2Jj/03KREYSHo907/7PPHhGkjJcaJyDBw/SWZfizcPFN3377bdKSkqNPAsjBg4caGNjExYW9vPPP7PZ7FOnTtFGhtKQnJwMAEZGRlI6fr1kZ2dv27bNy8urrKxMTU3t+++/X7NmDR1Ccuvq1atTpkwpKSmZNm3amjVraC5JpG/fvq9evdq5c+f69esPHjwYEBBw+PDhIUOGMBUtUlR//w3x8dCmDfTrx3QoCCGEmoiePXu+ePFi9uzZly9fXrBggbOzMwCoqKjQGTSi/6j2xVr+o777V33jwIED2Wz23bt3i4uLaelD+bd79+5ff/1VSUnp3Llzw4YNYzocJDGdO3devXq1h4fHvHnz3r59S0tlI3GEkDlz5oSFhXXu3PnYsWOV7obkgbu7e35+/sSJEx0dHev4FlprfNOmTS4uLgAgWvJZXwKB4OPHj2w2293dQkUFBALgcP7d2qkT/PADbN0Ke/bAsmUNO0OjNSajk5ycTEv8JicnV9pUqSaLgtq9ezeXywXpF5+nVaaXL18u1bN8VllZmZeXF53zxmazXVxcqv7NyqGTJ0/SxN+IESNqnwv3+vVr2hyOTpnBhamoflxdCQBRqF5yCCGEFIJQKPztt9+WLFnC0A1BjTgcTs+ePdeuXXvjxo28vDymf061OXr0KIvFYrPZjX+ojuQQn8/v0aMHAKxYsYLpWOQRXdvRsmXLmJgYpmOpRmhoKG2D3YBew+vWraOfRQ0ui/7+/XsAaNOmjfiLopkyhJDCQmJmRjQ1SXKyAs6UOXz4MJ/Pnzx5sqGhYaVNPj4+paWlo0aNatOmTWNOway5c+e+fv366NGjR44cGT9+vPRmyqSkpABA1R+jzBBCzp075+7uHhcXBwCOjo6//fZbt27dmIqn7n7//fclS5YIhcIRI0bcvHlz0KBBR48epfPTqurateuzZ8927Njh4eFx8ODBW7duHTp0aOjQoTKOGSkkPh/OnwcAmDaN6VAQQgg1NSwWa/ny5QDg5eWVl5cnFAoBoLCwkM/nA0BJSUlpaSkA8Pn8wsJCABAKhXl5efS9tIkJABQUFFRUVABAcXFxWVkZAJSVlRUXFwNARUVFQUEBABBCcnNz6RtFJyoqKiovLweA0tLSkpIS8RMpKSmFhoaGhoYCAIfD6dixo729vZ2d3cCBA83NzWX3A/qc8+fPz5s3DwD27dvX4MfpSJ5xudyjR4/26dNn586dffv2pd21EOXv779x40a6tqNdu3ZMh1MNer+2bNmy9u3b1/e9GzduJIT88ssvtMzrtPp/FY+JiQGAWk6trg67dsGkSbBmDYwfX9/DS0KD0zmiEr/VrgqjJTwuXbrU4OPLiczMTNpKXUND4/Lly1I6y5QpUwCAqbz+3bt36fwRALCysrp69SojYTQA7ZfGYrG2b99+6dIlAwMDAFBTU/Py8qpa5Ejc69evbW1t6XvnzZtXUnNLNoT+cfkyASDduzMdB0IIISR1586d43A4LBZr165dAQEBHh4ejo6OKioq4jcRhoaGzs7OXl5ewcHBtX/vkrZbt27xeDwA8PT0ZDAMJCUVFRXBwcGenp6Ojo5sNpv+Htra2np7e+O0d0JIVFSUlpYWAGzfvp3pWKp35swZ+Fwb7M9au3YtACgpKV24cKG+792zZw8ALBDvsfTfmTLUqFGEzSbr1ytUod9r164BgIWFRdVP4fv374Mil/itpLS0dNasWQDA4XCk9Fk/cOBAALh//740Dl6LyMhIunQZAIyNjb29vetSClseCIXCpUuX0r+UI0eO0BdzcnJcXV3pH6d///6RkZG1HIHP53t6eqqoqPzQvTsxMiKKn0BE0jVtGgEgW7cyHQdCCCEkXTXlOPh8fnBwsJeXl7Ozs66urniCRlNT09HR0cPDIyAgoKSkRJbRBgUF0Qoja9askeV5kbRFRETs3r3byclJQ0ND9JtGSxbQ+hIAoK6u/vXXXz98+FAO69rKRn5+Pp0MMWnSJPn8IRQXF9OlM6Jbtgb76aef6O9AfZs7u7m5AcCOHTvEX6yalHn/nqioEA0NhUrK0D551SYp6KTB9evXNyIw+SIUCj09PWkx43nz5kk82USr7r97906yh61FRkaGm5sb/UTT0NDw8PAoLi6W2dkbic/nf/311wCgrKx8/vz5SluvX79uYmICACoqKp6enrWnmcLDwwvHjPmnf/3XX5PsbGkGjhRWYSFRVycsFomLYzoUhBBCSIrqnuOIjY318fFxdXWl94QiXC7X1tbWzc3N19c3MzNTqtE+f/5cU1MTABYuXCjVEyHZyMjI8PX1dXV1rVQBw8LCwtXV1dfX9+jRowAwefJkX19fR0dHUTlbU1NTd3f3D+J32M2AQCBwcnICgG7duhUVFTEdTvU2btwIAD169JDIfLqG5WVGjhwJAP7+/uIvVk3KEEI2bPjnvlBhkjIfP35cu3ZtampqpdebRonfavn5+dG69EOHDs3JyZHgkenFTzYT8IqKijw9PWk3JS6X6+rqWvUvUZ4VFRXRcaWhoVFTQ7Xc3FxXV1f6Md29e/fQ0NDajigQEG9voq5OAIiBAamS5UGInDhBAMigQUzHgRBCCElRg3McycnJvr6+bm5utra2lVqyWlhYuLi4eHt7h4WFSTbasLAwOmFnxowZzK6fQo1BZ2B5eHhU+uXR19d3dnb29vb+9OmTaGdRe1/6v58+ffL09BSVN2Kz2XZ2dt7e3nKboZAsmqHQ1dWNjY1lOpbqJSYm0vvchw8fSuqYa9asAQAej1f3Sim0zk5ERIT4i9UmZUpLSceOCpWUqclvv/0GAKNHj5b4keXBkydPaOESa2trSeViabk1DQ0NiRytFgKBwNfXV5R4dnR0fPv2rbRPKlk5OTn29vYAoKOj8/Tp09p3vnnzppmZGU2muru7l5WV1bZ3bCz54ot/UqPOziQ9XZJxI0UXHEy++YYcP850HAghhJC0SCrHUVBQICpDI2qzTRkaGjo5OXl6egYGBjZy4vn79++NjIwAYOzYsXw+vzGHQoyIjY319vZ2dnamj4opVVVVR0dHT0/P4ODgahfj7Ny5EwCWLl0q/qJAIAgMDHR1dRW1ytbS0nJ1dQ0MDJTVn0Z2BALBixcvtmzZ4uDgoKury+Vy7927x3RQNaKtrJ2dnSV72HrlZfh8vpKSEpvNrrSyMiSE+PqSwsLK+0dEEF9fIsMVLIRIIynTuXPnqrODmpKEhITu3bvTrKREcn4REREA0KFDh8YfqhYBAQGibkq9evV68OCBVE8nDSkpKfQnb2ZmFhUVVZe3FBUVubu706R7165dg4ODa9tbKCTe3v+sI2zVivj4SCZupKDCwsipU8Tbm5w6Rf6bWSeEkLg4cvs2SUio5o0fPpDbt0liogxiRAghhCRCSjkO8TI0enp64gkaDQ0NURma+i6iT0pKopMjhgwZIuMSNqgx0tPT6eokU1PTalcnfXbdwM8//wwA69atq3Zrbm6ut7e3nZ2d6MidO3f29PRUrGUB1UpJSaE/ukrtekeOHMl0aDUKDg6mhZnjpLD8f/Xq1TQv89lWPNHR0QDQtm3buhy2oIDs3Ut+/FESIdaHhJMyAoHgwoULM2bMaNoZ64KCArp+T1lZ+cSJE4082t27dwFgkNRWRoSHh48ePZqOW1NTU29vb4Wc4Rkbe3niRPrZmlDtnXDNAgMDaQs0Lpfr7u5eWlpa295xccTR8Z8pM05OeGvdHAUFkW7d/vkdEP3Towd5/PjffTw9CQD5/fdq3v7LLwSAeHvLLF6EEEKoMUQ5ji+++EKqOQ7xMjSiaiDw3zI06Z+brZyRkUGr2PTp0web78i/4uLigIAAd3d3W1tb8b/0Vq1a0dVJifX5sr1y5UoA2Pq5xgsRERHu7u50fQMAcDgcR0dHX19fxepCU1RUVO2Pztzc3NXVdeHChQDwzTffMB1m9YRCIV3f8NNPP0npFHXMy1y/fh0Ahg4dWpdjpqQQJSXC5ZKkpNp2k3hJZcnPlGkmKioqaBlnFovl7u7emGLXJ06cAICvvvpKguFRiYmJrq6uHA4HAFq2bOnp6amoDxPevCGGhoTN/mvGjIyMjAYcoLCw8Pvvv6dTZrp06fKmLlNmWrQgAERbG++um5eAAKKsTHg8smQJefCAREaS+/fJd98RLpeoqJC7d//ZDZMyCCGEmgSmchwpKSn+/v7u7u52dna02ZP4vAlRGZpK37Hz8vJ69eoFADY2NllZWTKLFtWXaHUSrVJEqamp1b466bMWLFgAAPv376/LzhUVFQEBAc7OzrRnEwC0bt3azc3t1atXDTi1bIj3/1ZWVhb96NTV1UU/Orrn2bNnQQorgyTl5MmTAGBgYJCXlye9s6xateqzeZndu3cDwKJFi+p4zEmTCADZtKn6rW/ekDFjyPffNyDY2mBSplG8vb1pAyNnZ+cGdy/atm0bACxbtkyCgRUWFnp6etIGckpKSq6urp997CC/nj0juroEgAweTBo3qh89etSpU6cWysolHTsSNzdSew2w5GQyduw/syRGjqx+oQpqYoqKSOvWhM0m165V3uTnR1gsYmxM6EjHpAxCCCHFJyc5jsLCwsDAQE9PTycnJy0tLfEETevWrUVlaHJzcwcNGgQAlpaWycnJTEWLapKWlkaX2BgbG4v/JVpZWbm7uwcEBHxmunodzJw5EwCO17PMX1ZWlre3Ny2DQNna2np5eUm7O1jdffjwgeawdHR0REFyOBxbW1v6o6taHPPatWtyu3ypuLiYVvY8duyYtM8lysvUVD5l8eLFALBz5846HjAggAAQU1NSbQvfiAjCYhFNTSLZDDYmZRrr1q1b9OLRr1+/hq1X/OGHHwBg+/btEomHz+d7e3u3bt2aDmYnJ6f3799L5MjMuHuXaGoSADJ2LJHENJ/i4uKXW7YQDocAkE6d/rMgpVq+vv+khLS0iLe35CerIbly+DABIDVNW5swgQAQenXBpAxCCCEFV1xcLIc5Dj6f/+zZs507d06YMKFVq1bi9/Z04oCJiYk0SlSghqlpiU3r1q3p6qSk2teB1NO4ceMAoF7tkMUFBwe7ubnRgtYAoKKi4uzs7O/vX1Ht/beUFRYWin50lWaK0Qo72dnZtbz9wYMHAODg4CCzgOvOw8MDJNcG+7Pc3d1rycuMGDECAK5cuVLHowmFpEMHAkBqqpFrby/5b/qYlJGAt2/f0pZG5ubm4eHh9X371KlTAeDUqVONjyQgIMDGxoaO5759+yp8yfELF4iyMgEgs2YRyVYpevKEWFkRAMJiEVdXUlBQ285JSWTMmH92/lzLJ6TYpk4lAOTCheq3/vUXASAzZhCCSRmEEEKKrby8nNYcNDY2llRHUWkQL0Ojr6///fffR0ZGMh0UImFhYVWX2DR+ddJnDRkyBAACAgIac5DS0lJfX18nJyda5IFm+tzd3WXwJFt8dZL4qj1a99rLy6vugzE4OBgAevbsKdWAGyAhIYG2wfr7779ldtIff/yxpryMpaUlANSxSwz1228EgIwaVf3WkycJAOnWraGxVgeTMpKRkZFBSxlpampevXq1Xu91cHAAgEY2M3vx4sXgwYPpqG7fvr2vr6+UPgpl58ABwmYTAOLmJpX5KeXlxNOT8HgEgFhY/FsrpCYnT5LlyyUfBpIrPXoQAFLTp/bbtwSA9OpFyP+TMrNmER+fyv9MnoxJGYQQQvJMIBBMmzYNAPT09BrwQJEpWNaXWUlJSYcPH546dap4Iy0Oh9O3b9+1a9c+fPhQBmV0+/TpAwBPJfSUNDEx0dPTk960AwCbzbazs/P29i6s2ie5cUQVdlq2bFnt6qQG/OiioqKg5ga+q1evHj16NCMZzOnTpwPAtGnTZHlSoVBI673yeDzxSTHl5eVKSkocDqfq+q9aZGYSFRXCZpNqU2RlZaRVKwJAnj1rfOD/wKSMxJSWltJfQQ6Hs3fv3rq/sV27dvXN3on79OmTq6srLWGrq6vr6enZ+OWazKN3vCwW8fCQ7olevyY9e/47ZaaOF/uKCpKSQhITSX2GN1IAlpYEgNQ0hTshgQCQ9u0J+f+vaC3/YFIGIYSQXBIKha6urgDQokWL4NpbHyAk5tdffxUlFAwNDV1cXHx9fWVciqhz584AINlMokAgCAwMdHV1peU46dBwcXEJCAhozEPugoKCgIAANzc32tqs6uqk3NzcxoSdkJBAZ7pVu5U+rW/kU/8GePLkCYvFUlVV/fjxo4xPLRQKv//++0p5mXfv3tGfeX2P5uJCAMjq1dVv/fFHAkBmz25MvP+BSRlJEgqFHh4edDmlq6trHfuC0/HfgMLU2dnZ7u7uKioq9JfPzc2tkWNbLgiFZMUKAkA4HBnd1vL5/06ZaduW1D4fMi2NzJ9PWrb858ZbVZVMmlTjxAqkcGxsCED1WXFCSHT0v7MVaVLG3Z0EB1f+Z9EiTMoghBCSW3Sev6qq6sOHD5mOBSmSV69eTZgwYf/+/TExMUzFYGpqCgDx8fHSOHheXp6Pj4+jo6OoOE7Hjh09PDzqfjrx1Umilk90ShqtsCPBVEVOTg4AaGlpVbuVLk6seyEViRAKhXQq0/r162V5XvEAaF5GWVmZLl65evUqAAwbNqy+h3r0iAAQfX1S7WyH2FjCZhNVVSKpnCQmZSTvr7/+oomS4cOHfzbVkpeXR1dg1usU5eXl3t7etPgZi8VydnaW58XA9VBRQebOJQCExyNnz8r01G/fkt69/5ky4+JS/QhLTyeWlkRdnfz0E7l7lwQGku3bSatWRFubyHFrPVQPI0YQAFLTU4VbtwgAcXIiBGvKIIQQUkgbN24EACUlpWtV+wwiJPe0tbUBoPYKuI0XFRXl4eFB+wfRZRCOjo6+vr41LYERrU4S7x3G5XLp6qTAwEBp1Lvl8/k0tmq30qKlZ86ckfh5a+Hj40Mn70h8/VfdCYVC2m6J5mW8vLwA4Lvvvqt250uXiJ0defCg+kPRqgZ//VX91mHDCADZtUsyYWNSRioePXpEMyZdunSpPSEaGRlJq8DU/eD+/v50xRMADBkyJCQkpNHxyofS0n/6wqurk5s3GQiATpmhpYUNDcmlS5V3cHEhHA6p9FgpJoa0aEHkr8gWaoiNGwkA+emn6reuXEkAiKcnIZiUQQghpHj27dtH7+L+quk+AyH5xuVyAUAGxWsIIQKBICAgwNnZWVSRt2XLlq6urqGhoYSQjIwM2v+b9nupujqpAcsg6otWWS6prkHtnDlzAODQoUPSjkGkqKiIprFOnDghs5NWSzwv4+TkBABeXl7V7rl+fW1tV/fvJwBk8ODqt1648E8vX4nUPsWkjLTExsbSRY+GhobPnz+vabd79+5BnZuZPX36dODAgXTAd+rUydfXV3LxMq2ggDg6EgDSsiV59IjJSGJiiIPDP6uTnJ1JZuY/r+flER6PTJhQzVtWrSIApOa/ZaQw4uIIh0P09EhaWuVNyclEW5soKZHEREIwKYMQQkjBnDhxgs1ms1isgwcPMh0LQg1RXFxM77RlfN709PRdu3Z17dpVlHmxsrKiBT0pAwODGTNm+Pj4yLi1vI6ODgBkiu5WxNCqtzUlI6Rh7dq1AGBrayubNti1EwqF3333HQDQv6aa+vAkJBAul/B4JDW1mq0FBaRFCwJAwsKq2crnExMTAkDu35dAwP/+MiHJsrCwePTo0ZAhQ1JSUhwcHM6cOVPtbsnJyQBgZGRU+9FiYmKmTJnSv3//wMBAPT09Ly+vt2/fOjs7Sz5upsydC3fugLExBAXBgAFMRtKuHdy7B9u3g6oq+PnBTz/983poKJSXQ+/e1bylf38AgKdPZRckkpK2beHHHyEzE4YOhdev/309NBSGDoXcXFi7FoyNmYsPIYQQaojLly/Pnj1bKBRu27Zt3rx5TIeDUEMUFhYCgKampozPq6+vv3Tp0tevX4eFhbm7u+vp6VlZWSkrK4v6f6ekpJw8eXLWrFmGhoayDIxWJqU/lrpvkoaEhISdO3eyWCwvLy/xdBVTWCzW3r17FyxYIBQKlZWVT5w4QW+6KzExgdGjobwc/vyzmoNoaMBXXwEAHDpUzVYuF+bOBQD44w8JBMz8j6wJa9my5a1btxYtWlRaWjpjxowNGzZU3SclJQUAahnA2dnZq1at6tKli5+fn6qqqru7e2xs7JIlS+jkPQUTFwebNsHkyTB6NHz7Lfj5gUDwz6atW+GLLyAoCKysGA0RAAA4HFixAl69gnHjYOPGf15MTwcAMDWtZn86azEtTVbxIWnatAnc3ODtW+jeHTp0AAcHaN8ebG0hMhJWroS1a5mODyGEEKqfu3fvTps2raKiwsPDY8WKFUyHg1ADFRQUABNJGRFra2tPT8+EhIQDBw5kZ2cHBAS4u7vb2tqKCgPLWC2ZF3V1dQAoKiqSTSQrV64sLi6ePn26vb29bM74WSwWa//+/SdOnBAIBGfPnm3fvv2qVatodWRx8+cDABw8CEJhNQdZtAgAwMcHiour2Tp/PigpwYULUF3Cp34wKSNdXC533759Xl5eLBbr559/nj17dnl5ufgOtSRlysvLd+/ebWlpuXXrVj6f7+Li8v79e09PzxYtWsgoesk6fBg6dYIdO6C8HHR14dUrmDIF+vf/J5fRti3cuwdt2zIcpLgOHeDSJWjV6p//5XAAAPj8avakf6diJdaRAuNwYPduCA6G5cvBxASKi8HMDFauhNBQ2LYNRLn/bt1gzpzqc4jdu8OcOdCpkyyjRgghhKr17Nmz8ePHl5aWLl68uNoHhAgpCpp9EDWuZoqKioqenh7t68KsWjIvskzKPHnyxNfXV1VVdcuWLTI4Xd2xWKyZM2fGxMS4urqWlpZu3bq1TZs2q1atotk9asQIaNcO4uLg9u1qjtC1K/TrB7m5cPZsNVsNDcHJCfh8OHassaFiUkYWlixZcvXq1RYtWhw7dmzIkCEZGRmiTdUuXyKE+Pn5derUaenSpbm5uY6OjqGhocePH5fxjDhJCgyE+fNh0CCIiwN/fzh+HIKD4dw5ePUKpk9nOri6oX9HCQnVbPr0CQBwVUuT0rMn/PYb3LsHwcFw9y5s2wbduv1nhxEj4MgR+OKLat47ejQcOQIODrKJFCGEEKrJ27dvR40aVVhYOGvWrN27dzMdDkKNwvhMGXkjD8uXhELhkiVLCCHu7u6iflVypW3btt7e3q9evXJ2di4oKNi6dSud9FBWVgYALNZnViEtWFDbVjrRxtv73+UfDYNJGRkZOXJkYGCgmZnZo0eP+vfvHxUVRV+vOlPmyZMndnZ2U6ZMiYuLs7Kyunr1akBAQLdKN4QK55dfQFUVTp+Gli3/fXHSJFiyBO7dg8BA5iKrsx49QFMTHj6sZtO9ewCAN+EIIYQQkh/v378fNmxYdnb2+PHjjxw5Ig+FHhBqDJqUYXymjPyoZTqMzJIyPj4+L168MDExkfOlkV26dPH19Q0KCrK3t8/IyFi1alWnTp0OHjwoFAq//RaUleHqVYiPr+aNU6aAjg48fw4hIdVsHTYM2reHT5/g1q1GhYefzrLTtWvXJ0+e9OrVKzY2dsCAAffv34f/zpR59+7dlClTBgwY8OTJE2NjY29v7zdv3owePZrhuBuvtBQePIAvvgA9vcqbpk0DALh5U/ZB1ZuKCsydC/fuwblz/3k9JASOHIERI6BDB4YiQwghhBD6j8TExKFDh6ampjo6Ov71118KWYsQof9iqtCv3GK8pkxhYSFturRt2zZ6RjlnZ2cXGBgYEBDQpUuXjx8/zp8/v1u3bvfv+02YAAIBHD1azVtUVeGbbwAADh0iVbeyWPD99/mDBl05ceK7xgSGSRmZMjIyevDgwfjx43NycoYNG3bgwAE6U4bH4y1ZssTGxsbPz09dXd3d3T0qKsrV1ZVD65gouk+foLwczM2r2WRhAQAQGyvjiBpo0ybo1Qu++grmzoWzZ+HiRfjxRxg0CAwMJFN3GyGEEEKo0TIyMoYNG/bx48d+/fpdvHhRWVmZ6YgQkgCcKVMJ48uXtmzZkpyc3K9fv2n0QbuCcHR0fPXqla+vr7m5eVhY2JQpU8LC7AECDx2qvnzo/PnCQYP8Ll/unJeXV3XrV1+VP3s2xdf3j48fPzY4JEzKyJq6uvqFCxc8PDwqKioWLVpUWFiopKTUo0ePPXv2AICrq2tsbKynp2eT+rgpKwMAqLY+sZYWcDhQUiLjiBpIQwMePIC1a+HRI5g2DSZOhNOnYc4cePHinwZMCCGEEEKMysvLGzFiRGRkZNeuXa9fv96kvlKi5g1nylTC7PKluLi4Xbt2sVis3bt3M9V/qsHYbLazs3NUVJS3t3erVq3Cwh4BOKSkDP399zdVd+7Qgc3h/JGa+u7kyZNVt+rp6U2aNEkoFB45cqTh8TT4najBWCzWhg0bDh06RKeS8vn8/Pz8Hj16XLp06Y8//jAwMGA6QEn4+BEOHYIpU2DlStDWBoDqe4UlJ4NAADo6sg2uEdTVwcMDoqKAz4fSUkhMhD17/u3QhBBCCCHEnOLi4jFjxoSGhrZv3/7WrVstxWv5IaTgsNBvJQwuXyoqKpo3b15paenMmTP79OkjpbNIG4/HE02JUFFpAXBn+fIetLRrpT0XLFgAAPv27SOkmkVM8+fPB4DDhw/zq51pUweYlGHMt99+O2nSJFHRtZcvXzo5OWlpadnb269aterKlSvZ2dnMRlhvhYVw5w6sWgW9eoG5Obi6gp8f+PmBiQno6sL/axv/R3g4AFTua6MQuFzAycAIIYQQkhvl5eWTJ08ODAw0NTUNCAho3bo10xEhJEly0hJbfjA1U+bKlSvW1taPHj1ydnb+9ddfpXEKWdLQ0HB3dw8Pj1VScidEiTZBnj9/flpammifCRMmGBkZRUZGPnr0qOoRBg4c2KVLl9TU1MuXLzcsBkzKMCYzM/PatWtCofDs2bPe3t4uLi5WVlYFBQWPHj3aunXr2LFjW7VqZW1tPWvWrIMHD4aHh1eblmOeQAAhIbB1KwwdCjo6MHQobN0KISGgoQGOjuDpCdevA4sFzs7w9Cm8eFH57Xv3ApcLkyczETpCCCGEUBMhEAhcXFxu3Lihr69/+/btNriwGjU5WFOmEpqUkeVMmZCQEHt7+7Fjx8bHx3fp0mXDhg3GxsaSPQVTLCz0XFw8Ad516+YqEAgOHjzYrl27VatW5efnAwCXy509ezYA/FFDIVFXV9datn4eQQxZuXIlAIwdO1b8xaSkJH9/f3d3dzs7OxUVFfG/qRYtWjg6Onp4ePj7++fk5DAU9f/FxhJvb+LsTLS0CMA//3C5xNaWuLuTgABSXv6f/ZOTib4+MTIiN24QgYAQQtLSyLx5BICsXcvInwAhhBBCqGkQCoVz584FAC0trdDQUKbDQUgqvvnmGwA4evQo04HIC1rEZPbs2VU3lZWVAYCSkpKkzpWZmenm5ka70Ojp6Xl5eQnoPV0T8vw5ASC6uiQkJMzZ2Zneg+vp6Xl6epaWln769InD4fB4vLS0tKrvzc/P19TUZLFYUVFRDTg1JmWYkZmZSddDPn/+vKZ9+Hx+cHCwl5eXi4tL27ZtxRM0HA7HysrKxcXF29s7LCxMKBTKIObU1NTI8+fJN98QY+N/EzEAxNqaLF1Krl0jhYW1vT8sjHTrRgCIujoxMiIcDlFRIR4eRCbBI4QQQgg1VcuXLwcANTW1wMBApmNBSFomTZoEAH5+fkwHIi/Onj0LAM7OztVuVVJSAoCysrJGnqW8vNzLy0tLS4tmedzc3PLy8hp5TLk1blyWvf2RU6f8CCGPHj1ycHCgd99mZmbe3t6jR48GgG3btlX73nnz5gHAsmXLGnBeFpHPRTFN3apVq7Zu3TpmzBh/f/86viU5OTkkJOTRo0dBQUHBwcE0/UlpaWn17t3bzs7O3t5+wIABampqkoqzpKTk0aNHd+7cuXPnzsuXL4f26HEzJAQAoFUrGDQIHB1h5EgwNa3r4YRCePECXr6EkhIwMoIvvwQ9PUmFihBCCCHUDK1fv37Tpk08Hu/y5csjRoxgOhyEpGX48OG3b9++ceMG/p5T165dc3JyGjVq1LVr16pu1dHRycnJycrK0mlET5W7d+8uWbIkPDwcABwdHXfv3m1lZdXwiOXeoUOHXF1d7ezsgoKC6Ct37txZsWLF69evAcDMzOzTp08WFhYxMTGiyrAir1696tGjh7a2dlJSUn3vxzEpw4CsrCxzc/OCgoLnz5/37t27AUfg8/lv3rwJCgp69OjR33//LV6FiMvldujQwd7e3s7OztbW1traur4HFwqFr169CggICAgIePToUWlpKX1dTU1tuKPjhUGDYOhQsLEBRet8hhBCCCHUxOzdu5euKThz5oxovj1CTZKdnd3jx4+DgoLs7OyYjkUuPHz4cPDgwQ4ODg8fPqy61czMLCEhIT4+3szMrAEHf//+/Zo1a/z8/ACgffv2O3fudHJyamzEcq+4uNjExCQnJ+fNmzddunShLwqFwvPnz69aterDhw/0le3bt69YsaLq2/v06fPixQsfH59Zs2bV67yYlGHA6tWrPT09nZycrly5IpEDJicn0xk0ISEhL168KC8vF21q3bp1r169bG1taZpGVVW1poOkpqYGBgbeuXPn6tWryf9vX81ms3v06OHo6Ojo6Ghvb1+pzA1CCCGEEGKKj48PrT15+PDhOXPmMB0OQtLVtWvXt2/fvnr1qpsidm6VgpCQkF69evXs2TOELmX4r86dO0dFRUVERHTu3Llehy0qKtq+fbunp2dZWZm6uvqKFStWr16t3Gzazn7//fe///77d9999/vvv4u/Xl5efuzYseXLl9PKyo6Ojtu3b+/evbv4PkePHp07d27//v0fP35cr5NiUkbWRNNknj17Jo2m7kVFRS9fvqQLnR48eJCRkSHaJD6Jxt7e3sLCoqio6MmTJ3R1kvhgNjQ0tLe3d3JyGj16tK6ursSDRAghhBBCjXHx4sUpU6ZUVFTs3Lnzhx9+YDochKTOwsIiLi4uNjbWwsKC6VjkQlRUVOfOnTt27BgVFVV1a+/evYODg+u1MoMQcu7cueXLlyckJLBYrJkzZ27fvt3AwECiUcu7yMhIa2trDQ2NpKQkWgRW3IcPHzp06CAQCACAzWZPmjTp119/tbS0pFtLSkpMTEyys7NDQkJ69uxZ95NiS2xZ27FjR0FBwejRo6WRkQEAdXV1e3v7JUuW+Pr6pqenR0VFHTt2zNXVtUuXLkKhMCIi4uDBg19//bWlpaWlpaW2tvbQoUO3bt0aEhKira09YcKE/fv3x8TEJCcn+/r6zpo1CzMyCCGEEEJySFdXV01NbfPmzZiRQc0EbYld9T652aLdwattiQ3174odHBxsb28/ZcqUhISE3r17P378+Pjx480tIwMAnTt3tre3LygoOHPmTNWtFhYWtOC0vb09j8fz8/Pr3Lnz/PnzU1NTAUBVVdXFxQUADh06VK+T4kwZmZL2NJnaFRYWvnr1ii50evLkSY8ePe7fv9+9e3e6OmnQoEG0RjdCCCGEEJJ/CQkJpnXvt4CQglNVVS0tLS0uLq6lIEOzkpOTo6Ojo6WllZubW3Wrk5PTtWvXrly58tlaMCkpKRs2bDh8+LBQKDQyMvr1119dXFxYzbh+6KlTp2bOnNmtW7dXr15V3Xr//v0hQ4YYGhoGBQVt3br1yJEjAoFAXV198eLFq1evTklJsbKyUldXT0pKatGiRR3PiEkZmfrpp5+2bNlSU4lsWRIKhfn5+Vwul2ZYEUIIIYQQQkg+VVRUKCkpcblcPp/PdCzygs/n83i8mn4m06ZNO3v27JkzZ6ZNm1bLEfbv379+/fr8/Hwej7dgwYJffvkF5yKVl5ebmpqmp6c/ffq0b9++VXewtraOiIi4ePHi+PHjIyIiNmzYcO7cOUKIrq7uypUrr127FhgYeODAgQULFtTxjLh8SXZyc3P3798PAGvWrGE6FmCz2dra2piRQQghhBBCCMk5unYJb17EKSkp8Xi8ioqKsrKyqls/u3zpzp073bp1W7p0aX5+vpOTU2Rk5O7duzEjAwA8Hu+bb74BAG9v72p3mDdvHgD88ccfAGBlZeXr6/v48ePBgwdnZWWtWrUqMjLSwcGhXj3CMCkjOzt27MjNzR0xYgR2cUMIIYQQQgihOsKkTLVqKStTy6bo6GgnJ6ehQ4dGRkZ27Njx+vXrV65cwfLJ4ubPn89ms//666/s7OyqW7/55hs1NbXbt2/HxMTQV/r163f//v0rV6507do1MzPz77//nj59+o0bN+p4OkzKyEhubi7tqvXTTz8xHQtCCCGEEEIIKQyaXMB5HJXUNymTm5u7atWqrl27Xrt2rWXLlp6enm/evBk5cqRsolUgFhYWQ4cOLSkpOX78eNWt2traU6ZMIYQcPnxY/HUnJ6eXL1/6+vpaWlqGhYW9ePGijqfDpIyM7Ny5Mzc3d/jw4fb29kzHghBCCCGEEEIKA1svVauWNUqVNgmFwuPHj3fq1Gnr1q18Pt/FxSUqKsrd3Z3H48kyYAUyf/58APD29q62CC+tFxMUFFTpdTab7ezsHBERsX///rq3xsOkjCzk5eXt3bsXANauXct0LAghhBBCCCGkSOiMD1y+VEktM2XEkzLPnz+3s7P7+uuv09LSBg0aFBoaevz48VatWsk4WsUyZswYExOTqKioBw8eVN3at2/foKCgqkkZisfjLVy4sO45REzKyAKdJjNs2DCcJoMQQgghhBBC9YIzZapVy0yZDh06jBw50sjIaNasWf369Xv69KmxsbGPj8/9+/e7desm80gVD5fLnTt3LtRc7tfOzk5SjcMxKSN1OE0GIYQQQgghhBoMC/1Wq5aZMl9++eXw4cM3b9584sQJFRUVd3f3qKioWbNmSSqP0BzMnz9fSUnpwoULycnJUj0RV6pHRwCwa9eunJycoUOHDhw4kOlYEEIIIYQQQkjBYKHfatWUlLly5crSpUs/fPgAAE5OTnv37m3btq3sw1N0hoaGs2fP1tXVVVJSkuqJMCkjXXl5eXv27AGAdevWMR0LQgghhBBCCCkeXL5UrarLl6Kion744YebN28CQOfOnb28vIYNG8ZYfIqvprVLkoXLl6TLy8srJyfnyy+/xGkyCCGEEEIIIdQAWOi3WuIzZXJycpYsWdKlS5ebN2/q6Oh4eXm9ffsWMzIKAWfKSFF+fv7u3bsBYP369UzHghBCCCGEEEIKaebMmV26dOncuTPTgcgXOlOmoKDg+PHjK1asyMjI4HK5rq6umzdv1tPTYzo6VFeYlJEiOk1myJAhDg4OTMeCEEIIIYQQQgqpQ4cOHTp0YDoKuUOTMr///nt6ejoAfPHFF7t37+7SpQvTcaH6weVL0oLTZBBCCCGEEEIISYmxsbGmpmZ6erqpqamPj8+9e/cwI6OIWIQQpmNomn755Zd169Z98cUX9+7dYzoWhBBCCCGEEEJNTVpa2rFjx5YsWaKiosJ0LKiBMCkjFYWFhebm5pmZmQ8ePBg0aBDT4SCEEEIIIYQQQkju4PIlqdi9e3dmZqadnR1mZBBCCCGEEEIIIVQtnCkjeYWFhRYWFhkZGffv3x88eDDT4SCEEEIIIYQQQkge4UwZyduzZ09GRoadnR1mZBBCCCGEEEIIIVQTnCkjYUVFRebm5hkZGffu3fviiy+YDgchhBBCCCGEEEJyCmfKSBidJjNgwADMyCCEEEIIIYQQQqgWOFNGkkTTZO7cufPll18yHQ5CCCGEEEIIIYTkF86UkaS9e/fSaTKYkUEIIYQQQgghhFDtcKaMxBQVFVlYWKSnpwcEBDg6OjIdDkIIIYQQQgghhOQazpSRmH379qWnp/fv3x8zMgghhBBCCCGEEPosnCkjGaJpMrdv3x46dCjT4SCEEEIIIYQQQkje4UwZydi/fz+dJoMZGYQQQgghhBBCCNUFJmUko0ePHn369PHw8GA6EIQQQgghhBBCCCkGXL6EEEIIIYQQQgghxACcKYMQQgghhBBCCCHEAEzKIIQQQgghhBBCCDEAkzIIIYQQQgghhBBCDMCkDEIIIYQQQgghhBADMCmDEEIIIYQQQgghxABMyiCEEEIIIYQQQggxAJMyCCGEEEIIIYQQQgzApAxCCCGEEEIIIYQQAzApgxBCCCGEEEIIIcQATMoghBBCCCGEEEIIMQCTMgghhBBCCCGEEEIMwKQMQgghhBBCCCGEEAMwKYMQQgghhBBCCCHEAEzKIIQQQgghhBBCCDEAkzIIIYQQQgghhBBCDMCkDEIIIYQQQgghhBADMCmDEEIIIYQQQgghxAAu0wEopMTExLCwsIqKig4dOnTo0IG++Pr1a0JI9+7dxfeMiIhQUVGxsLB4+fKlUCgEAB6P16ZNmxYtWojvJhAInj17lpmZaW5u3qVLl0qnCw8Pj42N1dXV7du3L5f7n7+ylJSU0NBQJSWlvn37amlpiW8qKip6+vRpSUlJly5d2rRpI75JKBS+ePEiLS3N1NS0R48elU4XFRUVHR3dsmXLvn378ng88U3FxcWRkZHW1tYqKip1+1EhJBUlJSUhISEpKSm6urr9+/dXVVUFgLS0tMTERDMzM319fdGeWVlZHz9+tLGxycrKSklJoS/q6OiYmJgoKSmJHzMuLu7t27fKysr9+/evNEJzc3OfPHnC5/O7d+9uZmYmvonP5z99+jQjI8PS0rJbt27im7KyskJDQysqKqytrSu9Kz4+PiIigsvl2tjYGBoaim8KCwuLiYmh411ZWVl80/v378PDw9XU1AYMGKCurl7fHxpCEie6GrZv375jx470xTdv3giFwqpXQ2VlZUtLS/GroZmZWaUrl0AgeP78eUZGRtu2bbt27VrpdKKrYZ8+fSqN38LCwujoaBsbGx6PV1RUFBUVVTVaS0tLbW1t+t/5+fkhISGFhYXt2rXr3LmzaB86Nlu0aGFjY1MpNqFQ+PLly6SkJF1dXVtbW7wOInmQnZ396tWrgoIC+o2OxWIBQExMTH5+fpcuXcS/xcXFxRUVFdnY2ERFRRUVFQEAh8MxNjYWv2JSr169+vTpU6tWrXr37s3hcMQ3ffr06c2bN6qqqv369at0GaqoqHj16lWnTp00NDToYKkarZGRkeiSV1ZW9uLFi+zsbCMjo549e7LZ/zwnTk9Pf/v2LYvFsra2NjAwAIDw8PDS0tJKh2rZsqWFhUX9f2AISVhUVFRsbCybze7atauxsTEA8Pn8N2/eaGhoiC6LVEhIiKGhoa6ublhYGH1FVVXV3NycfokVKSkpefr0aWFhobW1daVfcqFQSL/9Ghsb9+zZk453kbS0tIyMDCsrKzabnZmZGR8fXzVaGxsb0XfLtLS0V69eCYVCKysreqsoEAhevXolvn/VP0VpaWl4eDj895KKJICg+khMTBw2bJj4D3DIkCFJSUmEED09PQC4fPmy+P7W1taTJ08mhFT69tarV6+wsDC6z6tXr+iQowmXwYMHZ2dn0015eXmOjo6iTW3atAkODhYdfNWqVWw2m14v1dTUjh49Ktp0/vx5+m2Sy+WyWCxXV1eBQEA3RUVFderUSXTMfv36paWl0U3FxcVjx44VbTI0NAwMDKSb0tLSPDw86J/x/Pnz0vjZIlRHO3bsEE+atGjR4vDhw4SQbdu2AUDfvn1Fv+2EkGPHjgFAbGzs+vXrxcegurr6zz//TPcRCASurq4AoKyszGKxNDQ0/vrrL9ERjhw5oqqqymazeTwei8VaunSpUCikm4KDg2m2hQ5wBwcHOniFQuH69etVVFQ4HI6SkhKbzV60aFFFRQU915w5c9hsdqtWrXR0dHg83rp16+jRsrKyxD9eTE1NX7x4QTfx+fwZM2bQE7FYLC0trUuXLkn9B41QzRITE0eMGCE+pgYPHpyYmEgIofdRFy9eFN+/S5cuEydOJIRUupGztbWNiIig+7x588bS0lJ0DXJwcMjKyqKb8vPz6eigm8zMzESjIyUlxcPDQ0dHBwBu3bpFCHn69Gm1X3j8/f0JIQKBYO3atfRbKb2Arly5khCSl5c3adIkFotFT6GtrX38+HFR/Pfv36dXavoWMzOzkpISKf+MEapNUVHR3LlzxZMmnTt3DgkJIYQMHToUAETXOGrmzJmWlpaEkP79+4uPi7Zt296+fZvuk5aWRrfSUdCxY8fIyEi6SSAQLFiwQDRAtLS0zp07Rzfl5+d7eXnRm7rt27cTQoqLi6sdg5s2baJvOXr0KB2zNP7hw4cTQvh8/rJly3g8HpvNptdcDw8PQkile0KKfrtGiEGhoaHiz7ZZLNaMGTOKiopSU1MBgMfjia5uFAB4eHi8f/9e/DeZxWKNHDkyIyOD7nPt2jU6NOhAmzVrFp/Pp5s+fPhAn9zTTT179kxISKCboqOj3dzcaHInOTmZEHLo0KFqx+CHDx8IIYWFhS4uLjQTyuFwWCyWj48PPUWl/emFW9yPP/5I31jpKo8aCZMy9VBQUNC+fXtNTc2jR4/m5eWVl5ffvn3b0tJy7969hBA9PT0ul9umTZvCwkLRW8STMvPnz8/Ozk5OTj5//ry+vr6FhUVFRUVpaam5uXnr1q1fvXpFCLl06ZKysvKUKVPo211cXDgczokTJ4RCYWRkZLt27UxMTIqLiwkhPj4+ALBw4cKSkpLs7OwJEyZwOByasnn//r2ysnKfPn1SU1PLy8t//fVX0WWyoqLCxsZGR0fn6dOnhJDbt29raGiMGDGCnu67775jsVh//PGHQCCIjY21sbHR09PLzc2Ni4tTUVHp3bs3vXHFpAxi0Pbt2wFgypQpMTExhJDU1NQlS5ZYW1sXFhbSpAyXyz106JBo/0pJmZSUlOzs7IiIiOnTpwPAqVOnCCE7d+4EgLVr1/L5/MzMzOHDhyspKUVFRRFCQkNDORyOo6NjTk5OWVnZunXrAODgwYOEkOLiYjMzM2Nj4/DwcELIlStXVFRUpk6dSgg5ePAgm83es2dPWVlZWVnZqlWrAMDb25tuAoAjR44QQgQCAT0g/ULs7OzM4/F8fX0rKipevnzZsWNHU1NTOt5//vlnANiyZUtFRUVqauqgQYNUVVXj4+Nl/uNHiBBCCgoKOnTooKGhceTIEXo1vHPnTrt27Xbv3k0IMTAw4HK5pqamBQUForeIJ2W+/fZbejW8ePFiq1atrKys+Hx+WVmZpaWlgYHBy5cvCSH+/v4qKiqi+65vvvmGw+EcO3ZMKBRGRUV16NDB2Ni4qKgoPDyczm6bM2cO/D8pw+fzs//rp59+UlFRoU8g1q5dy2KxNm7cSFNIkZGR9HvtV199pa+vf/PmTaFQSEcZh8OhnzNhYWGqqqoODg6hoaHl5eW5ubnPnz+X7Y8cof8QCoWjRo1is9kbN25MSUkRCAShoaH29vZz584lhAwdOpTL5aqoqERHR4veIp6UGTBgQHZ2dlpa2oMHD2xsbLS1tVNSUggho0ePVlZWpkn/0NBQIyOjzp0703tCeqFcs2ZNeXl5Wlral19+qaysHBMTU1xcrKura21tvWzZMtG3TaFQWGkMnj59GgDooz5fX18Wi/X111/HxMQIhcKkpCR6Gd2yZQuPxzty5Eh5eXlhYSEd1JcuXcrLyxM/1MuXL9ls9u+//87Azx2h//vw4YOWlpaZmZm/v39JSUlRUdHp06cNDAxu3rxJkzJcLnfQoEGix3jkv0mZXbt2ZWdnx8fHHzx4kMfjTZo0iRCSmJiorq7erVu3xMREPp+/e/du+H92VSAQ9OrVq0WLFn///Tch5MGDB9ra2g4ODoSQc+fOKSsrDx8+fPz48aKkTGlpaaUxOH78eHrvSQgZN26cqqrq0aNHs7Ky6HINer1+/PgxAAQEBIjeVVRUJP6nfvXqlZKS0uLFizEpI3GYlKmHrVu3AoDoyQBFb5kIIXp6etOnT1dXV6fP3CjxpMySJUtEr9O7x6ioqL/++kt0Z0gtXLiQzWYnJiampqZyOJw5c+aINp0/fx4AaC6zW7dubdu2Fc0IyMjIUFJS+vrrrwkh9Lr47t070Rt79eplYmIiFAqvX78OAAcOHBBtoreLkZGR+fn5Kioq9EOBCggIAACacqJXazqlDZMyiCl5eXkaGhp2dnbic2EIIfSRNR1WCxYs0NHRSU9Pp5sqJWVED7fLyspUVVVnz54tFArNzMx69OghOtrHjx9ZLJabmxshZPbs2VwuNzU1lW4SCoUdOnSwsrIihJw8eRIAzp49K3qjaPDm5eXduHFD9Dqfz9fU1Jw+fTohxNXVlcPh0IsiIYROLv3ll19ycnI4HI6rq6voXZcuXQIAPz8/Pp+vr68/cOBA0SY6cXTNmjWN/oki1BA0N+rr6yv+ouhqaGBg8NVXX2loaCxbtky0VTwps3jxYtHrO3bsAIDw8HBfX18AOHHihGjT4sWLWSxWfHx8eno6h8OhFziKjo4///yTJlAIIUFBQaKkTCXl5eUmJiZ0cGVkZIi+/lYSHR1NH1dQgYGB9BSEkIkTJ6qpqYlmlSLEuNu3b9NnCeIvlpSU0DvAoUOHOjg4dOzYcejQoaKt4kkZei9H0S97Z86ceffuHQCsWLFCtIk+Rbh69apQKKTLo0SbYmNjWSwWHeP0K2J+fr4oKVPVkCFDevfuTQgRCoXm5uadOnWqdB0nhKSlpYnm7BBCcnNz6ezUSrv98MMPOjo64k9AEZK9WbNmcbnct2/fir9Ir4M0KfPtt9+yWKxjx46JtoonZeiDOurrr79WVlbm8/n0QR19Tk8NGjRIX1+fz+c/ePAAAH777TfRpo0bNwJAcHBwUVFRXl4eIeTAgQOipEwlCQkJSkpK9J6OXi4rzaSj/Pz8AEA0AacSPp9va2s7cODAkJAQTMpIHBb6rQd/f39DQ8OJEyeKvyi+DtDQ0HDVqlW7du16/fp17Yeiiy+Ki4ufPXvGZrPpoiFqwoQJQqHw2bNnL168EAgEEyZMEG0aNWqUsrIyrRTz5s2bcePGiZbg6unpOTg40Dnbz549s7a2FhW7ocdMTExMTEx89uwZ/V/xTQDw9OnTV69elZaWim/64osvtLW16TFbt25d558TQtJy7969wsJCV1dX0W8+Jb48cOPGjSwWa8WKFbUfisfj8Xi8kpKS1NTUT58+0ccLVJs2bXr27EkHy7Nnz/r370+XYwAAi8UaN25cREREQUHBs2fPuFzumDFjRG8cP348LdjUokUL8ZUdXC5XS0srKysLAMzMzAQCwalTp+gmmujs2rVrenq6QCBo166d6F0ODg4AEBYWFhcXl5GRIR6hlZVVhw4daIQIyZ6/v7+BgcGkSZPEXxS/GhoYGKxZs2bPnj3V1pUQJ341pONLtGnChAmEkGfPngUHB1e6Go4cOVJFReXp06csFks0PGty+vTppKSkpUuXAsDNmzfLy8sXLFhQdbf27dv37dtX9L90uW5WVhafz79+/fqECRNatWpV+4kQkpnLly8DwMKFC8VfpOtb6X9zudwdO3YEBAScOXOm9kOJxiD9vlftV8Tk5OSEhATxTRYWFt26davjV8Q3b97cv39/5cqVAPD27du4uLh58+ZVuo4DQKtWrejCK1FgysrK9NIpkp+ff/To0YULF2JhNcQgQsiVK1ccHBxsbGzEXxe/Dvbv33/q1KnLly/PzMys/WhaWloVFRXl5eXPnj2jI0u0acKECRkZGbGxsbXcwampqVWqhFjVrl27NDQ0vvnmG/j/p8f8+fOr7pacnMxms2u6qv72229v3779448/KtWyQRKBSZl6iIqKat++fe2/iCtWrDAzM1u0aBEtZFitjIyMgwcPamlpWVlZJSYm6urqamhoiLbSEhVJSUlJSUkAIF6jV0VFRV9fPykpiSZBK5XvNTU1TUxMpO+ttEn8mMrKyuKDrZbTcTgcIyMj+jpC8oA+xxNPOFalo6Pj4eFx4sSJ+/fv17QPIWT37t15eXn9+/env+GVCvGamprS16uOJlNTUwBITk5OSkrS19cXvwDTTVWHTEJCQnJycs+ePQFg4cKFNjY2X3/99YgRI/bt27dgwYKVK1c6OTkZGxurqanRh/NUdnY2l8tNSkqi47qmCBGSPXo1rHpPJe6HH35o06ZN7VfDzMxMb2/vFi1aWFtbJyUl6ejoaGpqirbWcnni8XgGBgZ1HAJeXl6jR4+m1XwjIiIAoKKiYvLkyW3btm3Xrt2aNWuq1hAFgOfPnwNA9+7dP3z4UFpaamZm9tNPP/Xo0cPQ0HDs2LH0OAgx5d27d5qamkZGRrXsM3r06FGjRi1btiw3N7emfUpKSnbu3Mlisfr161d1oOnp6ampqVU7BkHsa+dnbdu2rU2bNvQeks701NLSmjdvHl2l++2332ZkZFR9F31YWKkfhbe3d2lp6XfffVeX8yIkJWlpaTk5OdVWOxK3bdu20tLS1atX17JPTEzM2bNnu3btqqamRrtViG8Vvw6yWCz6PbPSps9GW1BQcOTIkQULFtD7zYiICF1d3Tdv3owYMcLIyKhr1650MSAApKamcrncUaNGGRgYmJiYzJ8/X5RRiomJ2bhx448//mhlZfXZM6IGwKRMPRQVFVWtUV+JiorK7t27Hz9+fOTIkUqbzpw506tXLxsbG1NT06ioqCNHjigrK2dnZ1fKbtICvVlZWTk5OfD/JxjiW+kav2o3FRUVlZWV5eTk1HTMWk5X0zHp6wjJA9ow4rPDcOHChd26dVu0aFF5eXmlTQMGDOjZs2erVq2WLl06efLk+fPnVzvQWrRokZ2dLRAI8vPzxe8S4b8jtKZNlU7q4eGhoaHh5uYGAOrq6n379tXV1c3Ozl68eHF+fj5tRaGurv7DDz9cuXJl7Nixv/7665w5c/r06SMUCouKimqJsPafA0JSUlxcTCeS1EJFRWXPnj1Pnz6lKyDE+fr69urVq0uXLiYmJuHh4YcPH1ZVVZXS5en27duvXr1avnw5/V96dzpjxgxTU1MPD49Ro0Zt27aNlq6o9Af09PTs37//kCFD8vLyAGD79u1v376dO3euu7v7q1evHBwckpOTP3t2hKSkLt9IAWDPnj25ublr1qyp9HpoaGivXr26d+9uYGDg5+e3ceNGKyurWgZaLd9IPxtDUlKSn5/f0qVLaXVSOqAWL14sEAhWrFgxd+5cX1/foUOHVlRUiL+LEOLh4dG6deu5c+eKXuTz+b///vv06dMrdS1ESMbo19HPXgdNTU3Xr19/5MiRR48eVdq0ZcuWXr16dezYka6I9/b2BoDa7+BUVVXF2w5qamqy2eyq3zmr8vb2Li4uXrRoEf3f3NzcvLy8uXPn9u7de/PmzZ07d/7+++89PT0BYNSoUfPnz//222+PHz++aNGiM2fOfPnll+Xl5YSQhQsXGhsbV/0wQZKCLbHroUWLFnSVYO2cnJzGjRu3atWqSgud2rdvP2bMGNoS297enk6E1tfXrzS7m17hDAwMaCPDnJwc8UcT2dnZnTp1oldieo0U36Stra2srKynp1d1Ez2mvr5+bm4uIUQ030d8U7XHrJSyRYhB9OKUmppKW7TUhMvlHjx4sF+/frt376604mDSpElcLtfQ0LBbt250gij9za/0zTI7O9vAwIDD4ejo6FQaFPT617p161atWomaGlbaJP7i/v37//zzz8OHD9PX3dzczp07Fxwc3K5du+jo6I0bNy5btqyoqGjt2rWbNm1q06bNqVOnzp07171799u3b/fu3VtHR4f+EapGiIsKEVM0NTXrcjUcNWrUhAkT1qxZ4+zsLP66paXluHHjlJSU2rZtK341pJNTRESXJ7pOoerlqfbPAWrHjh3dunUbPHgw/V/6fff58+f0vbNnz66oqPD29v7tt99Ekw4EAsHcuXMTExNPnz7NYrHoW9zd3X/55Re6g52dXZ8+fY4fP06LsiEke5qamp9dKQ8AlpaW7u7umzZtEk9tAIC+vr6zszObzTYxMenTpw8dDqLvgeLPG+jVsKaviJ9dPAgAXl5eKioqs2fPpv9LB9SpU6dEX5INDQ0XLFhw79498f6Dmzdvvnbtmq+vr/g96tmzZz99+rRkyZLPnhQhqaK/lmlpaZ/dc9myZSdPnly8eHFwcLD467a2tn369FFRUWnXrt2gQYPoHBZ9ff1a7uCKi4vLyspEDa1zc3OFQuFnvwpWVFTs3bt3+vTpJiYm9BUtLS3alpv+KWbPnp2SkrJr167Vq1fb29vb29vT3YYPH25gYPDtt9/euHEjLS3t7t27t2/frtS9G0kQJmXqwcrKKjw8XCAQiDcgrNbu3butrKxEX+CoXr16ubu7V9rT2Ng4JycnNzdX1On948ePAGBiYkKzoXFxcd27d6ebioqKMjMzjY2NjYyM2Gx2XFyc+KE+fvxobGxMj1l1Ez2msbExn89PSkoSjUy6iR6Tnm7QoEF0E5/PT05OrtQ6ESEGWVtbA0BERISdnV3te/bu3Xv27Nm//PILrZomsnz58kr96emoqTRk4uLiRKOpUoNAWgbYyMjIyMgoKysrLy+PpopAbDTR/yWE/Pbbb+7u7lu3bqVfiAUCgY+Pz/Tp02ntmA4dOpw8efLDhw/Hjh2jHWHmzZs3b948+vYnT54QQrp06VJthB8/fsQZpIgpVlZWr1+/rqiooI++a+Hl5WVlZUXrEYrY2tpWezXMy8vLyclp2bIlfUV05VJTUwOAuLg4W1tbuqm4uDg9PV001moSFhYWEBBw4sQJ8bMAgPiKql69eh04cODTp0/0IlhcXDx79uwrV65cv36dXnzpW+jUbqpnz560AnHtZ0dIeqytrW/fvh0fH19pSVFVq1atOnXq1IoVK8THi6mpabVjEADi4uJET+NSUlLKysrEvyKK7y/62lmLgoKCw4cPL1iwQJRbqTqgevXqBf8f7wAgFAo9PDw2b97s7e1dqXDVzp07hw8fLl5xAyFG6Ovrt2rVKjIy8rN7crncPXv2DBky5M8//xR/ffjw4bSnrThjY+OwsDDxZ+fid3D0f0Vrpip956yJr6/vp0+faFU1ysjI6P79++K5V1tb28DAwOLiYnq1FaF11mJiYjZv3qyqqrpt2zbaUqOgoAAANmzY8ObNG9pGAzUeLl+qh8mTJ2dkZIgqdNaiTZs2a9eu3b9//2efJdKOKrStEnXu3DklJaUBAwb07duXx+OdO3dOtOny5ct8Pn/QoEE8Hq9Pnz6XLl0SzfZMSUl5/PgxzacMHDgwOjr6zZs3dBM9focOHVq3bj1w4EAAoLW1RadjsVgDBw7s2bOnhoaG+Olu3bpVUFAgytEgxLjBgwfr6ur+/vvvVdclVeXp6amkpER7u9RCX1+/c+fO58+fF92nRUZGhoeH0998BweHFy9eiL4sCgSCixcv9uvXT0VFxcHBQSgUXrhwQXSoc+fO8Xi8AQMGAEBhYeHUqVPXrl37xx9//Pjjj3QHFoulpKRUVlYmHgCXy6226Ma+ffuUlJTGjRvXtm1bMzMz2veNbnrx4kV8fDyOTcSUyZMnZ2VliSc7amJmZrZu3boDBw6kpKTUvie9Gopfg86dO8flcu3s7Pr27ausrCy+6cqVK+Xl5Z8dAjt27DAyMhKfp0Nv52i7GerNmzcsFovehb5//37AgAGBgYF37twRTa7R1NQ0NzcXfwttt/HZm2GEpIdmK7y8vD67J11I+ODBg3v37tW+p729PYvFqjQGAWDQoEGtW7fu0KEDbb5JN0VGRkZERNCC9LU4dOhQUVERbaBLWVtbc7lc2j2KolN+2rZtCwA5OTljxozZuXPnqVOnRI8oqLt37758+VK0FBEhZk2aNOnRo0cvXrz47J6DBw+ePn16XZIXAwcOTEhIEG/jcO7cOVNTU3Nz82rv4OD/TSFqsXv37qFDh4oe8ANAt27dSkpKaA8m6vXr1/r6+mpqanR1oQjNOpmZmc2fP9/Nzc32/2iNNktLy7rMV0V1JdtmT4qttLS0W7duKioqu3btSkhIKCoqCgkJWblyZUxMDCFET09v+fLlop3Lysror2y1LbFF+Hy+jY1Ny5Yt7969m5ube/jwYS6Xu2DBArqVNgTdtWtXTk5OYGCgsbGxlZUVn88n/28I+tVXX6WkpMTExAwZMkRFRYW2wU5KStLU1KTzetLT02kbmqNHjxJChEJhv379NDQ0rl69mpeXd+rUKWVlZdqplxBCFwr+8ssv2dnZtAB4mzZtRN3dYmNjr169CgD79++PjY3NysqS5g8boerRFteDBw8OCgrKy8uLi4s7duwY7cFJ8/eibtPk/2t0obqW2OJ8fHwAYM6cOUlJSW/evOndu3eLFi1oOe2YmBhVVdWePXtGREQkJCTQCS+XLl0i/x+82trat27dysjIOHDgAIfDoY20IyMjO3fuzOPx9uzZE/x/L1++JIRMnDhRSUnp1KlTfD6/vLx8//79LBZr1apVhJD4+Pi7d++mp6e/fv161apVLBZr3bp1NMJ9+/YBwOLFi5OTk0NDQ7t27aqrq4tjEDGltLS0e/fuysrKO3bsEF0Nf/zxR3oNMjAwEO9iK7oaVtsSW6SioqJr167a2tp37tzJzc09evQol8sVNYlfsmQJi8XasWNHTk5OUFCQqalpx44d6UL3lJSU2NhY2lHbx8cnNjY2OzubEJKamqqiorJt2zbxswgEgu7du+vr6/v7+ycnJx85coTH49HA/P39tbW1LSwsAgMDY/+P9tveuXMnAKxatSouLu7FixddunRp0aJFTU1DEZKNadOm0abU0dHRxcXFUVFRnp6eN2/eJIQMHTp0yJAh4jvTIrvVtsQW99VXX3E4nMOHD+fm5t66dUtXV7dfv360zTYtlbhgwYL09PSIiIg+ffqILpRZWVmxsbH0WeDq1atFA6eiosLc3HzmzJmVzjJz5kxlZWVvb++kpKRr167p6+t36tSJz+eHhoZaWFhoa2ufP39eNAY/ffpE3zVy5EgbGxsaDEKMS05ObtWqVatWrU6cOJGRkZGXl/f3338vXLiwuLiYPpI/cuSIaOfU1FS6JKLaltgiGRkZOjo67dq1e/36dWZmJp3rTftYE0K++OILVVXVCxcu5OXlnTt3Tk1Nbdy4cXRTfHx8bGzspk2bAODJkyexsbG0ZzxNxdKPBZGsrCwdHR0rK6ugoKCkpCR6lg0bNhQXF3fs2HHq1KnBwcEZGRlXr141MjJq3759aWlppThDQ0MBW2JLGiZl6icjI2Pq1Kniy5c6deoUFBREqiRlCCEPHjxgsVi1J2UIIbGxsXTqJgCwWKxp06bRPAghpKSkZMaMGaIOFz169Hj//r3ojbt27RJNM2vVqtWVK1dEm+7fvy8q0K2srOzh4SHalJiYKFr6QfuP5ufn0018Pn/evHmiP521tTWdREcImTJlSqV03sqVKxv700SoQU6dOiVe6khdXZ3eAVZNyggEArr+rvakDCGEzsykB2zTps3Dhw9Fm27cuCEqNqGhobF7927RptjYWFEPXQ6HM2vWLHrpEu9ZKKKpqUkIycrKmjFjBofD4XK5XC5XSUmJFiQmhOzatUs0+rS1tT09PUXfPoVC4U8//SRaSNyuXbtnz55J/ieLUJ1lZmZOmzZNfPlSx44d//77b1IlKUMIefjwIYvFqj0pQwj58OFD7969RZenKVOmiK6GpaWlLi4uoqth9+7do6Oj6aZRo0ZVGmsbNmwghKxevVpTUzMnJ6fSWeLi4sTPMnHiRLpPpbrdFI1ZIBAsW7ZM9Ic1Nzenf1KEGFRWVrZixQrxEg+tW7c+fvw4qS4p8+nTJw0Njc8mZfLz88eNGydaOmFnZ5eYmCja6uHhIboMmZiYPHjwgL5etbgSHTi0G3doaGi1ZxHt3K9fv9jYWEJItQuTacxRUVFsNvvYsWOS+ukh1Hjv3r374osvxNvy9u/f/8OHD1WTMoSQ3bt3w+eSMoSQR48emZub06MpKSm5u7uLvgqmpqZ+8cUXonONHDmSPoEghIh3ZaLovLbRo0dXm8oUPwuPx1uyZAl95O/n5yd6HQC+/PLLuLi4qkFiUkYaWERsVSeqo9zc3MjISKFQ2LZtWyMjIzoa4+PjNTQ0dHV1xfeMj49XUVExMDCIi4tr0aJFpa3ioqOjMzIyLCwsqpaUp7NU9PT0qrZeKyoqevv2LY/H69Kli3hFbgAQCATh4eGFhYXW1taimhci9DlGmzZtRMVlRDIyMqKjo3V0dDp16iT6oElLS6OVxkW0tbV1dHRq+uMgJFWEkOjo6MzMTH19fTMzM1omJjc3Nzs728LCQnzPvLy8rKwsU1PTwsLCnJwcc3PzmrraFxYWRkdHq6iodOrUqVKvX4FAEBkZyefzO3bsWGnBLQDExcVlZmaam5uL6vBXHS8AwGaz6fRsAMjOzo6NjeXz+VZWVqJ6UvT1jx8/Kisrd+zYsWq1joKCgujoaHV19Y4dO9b0p0BIlhp2NdTU1KylaUVMTEx6erq5uXnVdr/VXg1TU1OLi4vFd2vZsmXLli1pd6SaegZXPcvHjx+rLiRUV1cXlTLNzs6OjIzU1tbu3Llz7e3AEZKZ0tLSsLCw4uJiU1NTU1NTeuGgqwUrfZ9MSUmpqKgwNTWtfWgAQGJiYnx8fOvWrauuTcjPzw8LC1NXV7exsRE9RcjOzq7UdZsOnMzMzMLCQtGF77NnSU5OrtqfXklJydTUND8/PzMz08zM7LN1rBCSMTpbU1lZuU2bNrRuvUAgiI+P19fXF8/10xdbtmypoaGRkJCgp6dXqdGSiFAojIiIyMvLs7KyEhVZE4mLi0tOTjY1NRV/PPnp06dK/ctojfxaLri1nOXdu3eZmZlt27atqWBNWVlZUlKSqAw/kghMyiCEEEIIIYQQQggxAB/1IIQQQgghhBBCCDEAkzIIIYQQQgghhBBCDMCkDEIIIYQQQgghhBADMCmDEEIIIYQQQgghxABMyiCEEEIIIYQQQggxAJMyCCGEEEIIIYQQQgzApAxCCCGEEEIIIYQQAzApgxBCCCGEEEIIIcQATMoghBBCCCGEEEIIMQCTMgghhBBCCCGEEEIMwKQMQgghhBBCCCGEEAMwKYMQQgghhBBCCCHEAEzKIIQQQgghhBBCCDEAkzIIIYQQQgghhBBCDMCkDEIIIYQQQgghhBADMCmDEEIIIYQQQgghxABMyiCEFJtQKLx3797Tp0+ZDgShZgrHIEIIIYRQg2FSBiGk2I4ePfrll1/+/PPPTAeCUDOFYxAhhBBCqMFYhBCmY0AIoYbLzs42MjLi8/nx8fEmJiZMh4NQs4NjECGEEEKowXCmDEJIseno6Dg5OQmFwtOnTzMdC0LNEY5BhBBCCKEGw6QMQkjhff311wDg4+PDdCAINVM4BhFCCCGEGgaXLyGEFF5FRYWpqWlqaurz58979+7NdDgINTs4BhFCCCGEGgZnyiCEFB6Xy50+fTrgg3qEGIJjECGEEEKoYXCmDEKoKQgLC+vSpYuOjk5ycrKysjLT4SDU7OAYRAghhBBqAJwpgxBqCmxsbHr06JGdnX316lWmY0GoOcIxiBBCCCHUAJiUaQrKysrevXv3/v17pgNBiElYahQhZuEYRAghhBCqL1y+1BRcunRpwoQJY8eOvXz5MtOxIMSYrKwsIyMjoVCYkJDQunVrpsNBqNnBMYgQQgghVF84U6YpMDAwAIC0tDSmA0GISbq6uiNHjqyoqDh9+jTTsSDUHOEYRAghhBCqL0zKNAWYlEGIoqsn/vzzT6YDQaiZwjGIEEIIIVQvuHypKSgqKtLQ0FBRUSkpKWE6FoSYxOfzjY2NMzIyQkNDe/TowXQ4CDU7OAYRQgghhOoFZ8o0Berq6hoaGqWlpfn5+UzHghCTlJSUvvrqK8BSowgxBMcgQgghhFC9YFKmicAVTAhRdPXEyZMny8vLmY4FoeYIxyBCCCGEUN1hUqaJwKQMQlTPnj27du2alZV148YNpmNBqDnCMYgQQgghVHeYlGkiaFImNTWV6UAQYt6sWbMAV08gxBwcgwghhBBCdYRJmSaidevWgDNlEAIAgJkzZyopKV29ejUjI4PpWBBqjnAMIoQQQgjVESZlmghcvoSQiIGBwbBhw/h8/pkzZ5iOBaHmCMcgQgghhFAdYVKmicCkDELiaKlRXD2BEFNwDCKEEEII1QUmZZoITMogJG7cuHG6urqhoaFv3rxhOhaEmiMcgwghhBBCdYFJmSYCC/0iJI7H402dOhUAjh8/znQsCDVHOAYRQgghhOoCkzJNBBb6RagSunri5MmTfD6f6VgQao5wDCKEEEIIfRYmZZoIXL6EUCV9+vSxsbFJS0u7ffs207Eg1BzhGEQIIYQQ+ixMyjQR6urq6urqJSUlBQUFTMeCkLyYOXMmYKlRhJiDYxAhhBBCqHYsQgjTMSDJsLS0/PDhQ3R0dPv27ZmOBSG5kJycbGZmxuFwkpOTdXV1mQ4HoWYHxyBCCCGEUO1wpkzTgWVlEKrEyMjI0dGxvLz87NmzTMeCUHOEYxAhhBBCqHaYlGk6sKwMQlXRUqO4egIhpuAYRAghhBCqBSZlmg5MyiBU1YQJE7S1tZ8/fx4WFsZ0LAg1RzgGEUIIIYRqgUmZpgOTMghVpaKiMmXKFAA4efIk07Eg1BzhGEQIIYQQqgUmZZoOmpRJTU1lOhCE5AtdPXHixAmBQMB0LAg1RzgGEUIIIYRqgkmZpgML/SJUrQEDBnTq1Ck5OfnOnTtMx4JQc4RjECGEEEKoJpiUaTpw+RJCNZk5cyZgqVGEmINjECGEEEKoWixCCNMxIMmIjY1t166dubn5hw8fmI4FIfmSmJjYtm1bJSWllJQUbW1tpsNBqNnBMYgQQgghVC2cKdN00OVLWFMGoapMTEwGDx5cWlrq6+vLdCwINUc4BhFCCCGEqoVJmaZDXV1dXV29pKSkoKCA6VgQkju01CiunkCIKTgGEUIIIYSqwuVLTYqlpeWHDx9iYmLatWvHdCwIyZfi4uLWrVsXFBRERkZ26tSJ6XAQanZwDCKEEEIIVYUzZZoUrPWLUE3U1NScnZ0B4OTJk0zHglBzhGMQIYQQQqgqTMo0KTQpg2VlEKqWaPWEQCBgOhaEmiMcgwghhBBClXCZDgBJEq31izNlEKrWwIEDTUxMEhMTR4wYMXjwYCsrKxsbGwsLCw6Hw3RoCDULOAYRQgghhCrBpEyTgsuXEKpFVFRUTk6Ovr7+nTt37ty5Q19UmwoV7AAAw+9JREFUUlJq3769tbW1lZUV/XenTp3wFhEhacAxiBBCCCFUCSZlmhRMyiBUk+zs7HHjxhUVFdnZ2X311VeRkZFhYWERERHx8fERERERERGiPVVVVa2srOj9IdW2bVsWi8Vg8Ag1ATgGEUIIIYSqwqRMk4JJGYSqVVFRMWXKlJiYmB49ely8eFFNTU20qays7P379xEREeHh4SEhIRERER8/fgwJCQkJCRHtw+Px2rVrJ/4kv3Pnzmw21uRCqK5wDCKEEEIIVQtbYjcpjx49sre379+//+PHj5mOBSE5snjx4n379rVu3fr58+empqa175yfnx8TExMeHk7vEiMiIuLi4ip9VCorK1taWtra2oruEs3NzfFJPkI1wTGIEEIIIVQtTMo0KbGxse3atTM3N//w4QPTsSAkL44ePTp37lwVFZX79+/369evAUfIy8t7//597beILVq0aN++vegxPt4iIiSCYxAhhBBCqCaYlGlSCgsLNTU1VVVVi4uLmY4FIbkQFBT05ZdflpeXHzlyZM6cOZI6bG5ubmxsrPgtYtVMqJaWVrt27cRvES0sLCQVAEKKAscgQgghhFAtMCnT1GhoaBQVFRUUFGhoaDAdC0IM+/jxY58+fTIyMlatWvXrr79K9VyZmZm0aqno31lZWZX20dXVtbGxGTt27MCBA3v37i3VeBCSBzgGEUIIIYRqh0mZpsbCwiIuLi4mJqZdu3ZMx4IQkwoKCuzs7N6+fTtixIirV6/KvsNuTk6O+GP8t2/fpqWlKSsrl5WVAYCZmdn48eOdnZ3t7OxwhQVqknAMIoQQQgh9FiZlmpoBAwY8efIkKCjIzs6O6VgQYoxQKJwwYYK/v3/nzp2fPHmipaXFdEQAACkpKdOmTfv7779btGiRn59PX7SwsJgyZYqzs3PPnj2ZDQ8hCcIxiBBCCCFUF9hOsqnBrtgIAcCaNWv8/f11dHT8/f3l5G4QAAwNDVetWgUABgYGf//9t5ubm5GR0YcPHzw9PW1tbdu2bbtkyZKgoCDMlaMmAMcgQgghhFBd4EyZpmbBggXe3t779+9fuHAh07EgxIyTJ0+6uLgoKSndunXriy++YDqc/xAKhW3atElMTHz8+HH//v2FQuHjx4/9/Pz8/PxSUlLoPm3bth07dqyzs7O9vT2z0SLUMDgGEUIIIYTqCGfKNDU4UwY1cyEhIfPnzweAPXv2yNvdIACw2ezp06cDgI+PD/1fe3v73bt3JyYmBgYGurm5GRoafvz4cc+ePQMHDrSwsKDP7ZmOGqF6wDGIEEIIIVR3OFOmqdm/f/933303f/78P/74g+lYEJK1lJSU3r17JyUlLV68eO/evUyHU72IiAhra2stLa2UlBRVVdVKW0XP7X19fVNTU+mL5ubmY8aMwef2SP7hGEQIIYQQqhdMyjQ1Fy5cmDRp0vjx4y9evMh0LAjJVElJyeDBg58/f+7g4BAQEMDj8ZiOqEZ9+vR58eLFX3/9NXXq1Jr2qfbO0MLCwtnZedasWVZWVrIKFqG6wjGIEEIIIVRfmJRpah49emRvb9+/f//Hjx8zHQtCskMImTFjxpkzZ8zNzZ8/f66np8d0RLXZt2/f4sWLR44cef369c/uLBAInjx54ufnd/bsWdHKRCsrK2dn56lTp3bu3FnKwSJUJzgGEUIIIYQaAJMyTc379+/bt29vYWERGxvLdCwIyc6mTZvWr1+vqan5+PFjGxsbpsP5jOzsbCMjIz6fHx8fb2JiUsd3ie4M//rrr/T0dPoivTOcNm1ap06dpBYvQp+HYxDHIEIIIYQaAJMyTU1BQUGLFi3U1dULCwuZjgUhGbl06dKkSZMA4PLly05OTkyHUyeTJ08+f/781q1bf/zxx/q+F+8MkbzBMQg4BhFCCCHUIJiUaYI0NDSKiooKCgo0NDSYjgUhqXv9+rW9vX1hYeFvv/22fPlypsOpqytXrowdO9bKyio8PLzBBxHdGZ45cyYjI4O+SO8Mv/rqq44dO0ooWIRqg2MQxyBCCCGEGgyTMk2QhYVFXFzc+/fvLS0tmY4FIenKysrq06fPhw8fZs2aRRvcKoqKigpTU9PU1NQXL1706tWrkUcT3RmePn06MzOTvkjvDKdPn96hQ4dGx4tQ9XAMUjgGEUIIIdQwbKYDQJJnYGAAAKJihAg1VXw+f9KkSR8+fOjfv//BgweZDqd+uFzu9OnTAUAi97EcDsfe3n737t2JiYn+/v4uLi5aWloRERE///xzx44dra2tN2zYEBMT0/gTISQOx6AIjkGEGq+ioiI5OVkgEDAdCEIIyRTOlGmCxo8ff/ny5fPnz0+cOJHpWBCSovnz5x88eNDIyOjFixdGRkZMh1NvYWFhXbp00dHRSU5OVlZWluzBS0tLb9265efn5+/vX1BQAAA8Hm/fvn2zZ8/mcDiSPRdqtnAM1gLHIEL1EhwcfPPmzXXr1gFAy5YtDQ0NjYyMDA0NW7ZsSf+D/tvMzExTU5PpYBFCSJIwKdMELViwwNvbe//+/QsXLmQ6FoSkZdeuXcuWLVNVVX348GHv3r2ZDqeBevbs+fLly3PnztEiqdJQWlp68+ZNX1/fkJCQ6OjohQsX7t+/X0rnQs0KjsE6wjGI0GcVFhb27NkzJiZGS0srPz+/9tsTHR0dQ0PD1q1bGxkZ0X8bGBgYGxu3atXKxMQEKyoihBQOl+kAkOTh8iXU5AUEBPz4448sFuvPP/9U3LtBAPj6669fvnzp4+MjvRtCFRWV8ePHjx8//vnz50OGDDlw4ICpqenq1auldDrUTOAYrDscgwh91pIlS2JiYmxsbF68eKGiopKTk5OcnJySklL134mJidnZ2dnZ2TWV6FZRUak0uUb8361bt2azsXoDQki+4EyZJmj//v3ffffdggULDhw4wHQsCEneu3fv+vXrl5ubu2HDBg8PD6bDaZSsrCwjIyOhUJiQkNC6dWtpn+7KlSsTJkwQCoV//vnn119/Le3ToaYKx2CD4RhEqKoLFy5MmjRJRUXl+fPnXbp0+ez+JSUl1eZrkpOTk5OTc3Nza3kvj8fT1dWtKWtjZmbG5eIT6yaCz+fn5+crKSm1aNGC6VgQ+gxMyjRBmzdvXrt2bYcOHR4/fqyrq8t0OAhJUn5+fv/+/SMiIiZOnHju3DkWi8V0RI1Fi0Dt3Lnzhx9+kMHpvL29FyxYoKSkdO3ataFDh8rgjKiJwTHYSDgGERKXmJjYrVu37OxsSa27z8/PT05OTktLS0xMTE9PT0pKSktLS05OTk1N/WzKhs1mGxgY0CVRZ8+eVVdXb3w8SPYSExNPnTq1b9++vn37XrlyZejQoWPGjJkwYYK+vj7ToSFUPUzKNDW3bt0aN25cWVkZALRs2dLDw2Px4sVYUxA1DQKBYOzYsdevX+/evXtQUFDT+LZ08eLFiRMn2tjYvH37VjZn/PHHH7dv396iRYuHDx92795dNidFTQOOQYnAMYgQJRQKhw4deu/evZEjR167dk0GSd6ysrKsrKyqU2xycnJSUlLi4+Np7ycul2tqanr16lUrKytph4Qkhc/n+/v7Hzx48M6dO0KhEADat2//4cMH+nfK4/EcHR0nT548btw4HR0dpoNF6L8IakKOHj2qpKRE/2ZtbW3pf/To0ePRo0dMh4aQBLi5uQGAgYHBp0+fmI5FYsrLy+mjm5cvX8rmjEKh0MXFBQCMjIw+fvwom5OipgHHoETgGESI2rx5M/1ISU1NZToWQgjh8/mJiYkvXrwYM2YMAMydO5fpiFCdJCQkeHp6mpqa0nsfZWVlZ2fngIAAoVCYmZnp4+Pj5OQkukXicDh2dnZeXl4pKSlMB47QPzAp00QIhULxhf0mJiYVFRX+/v5t27YFABaL5eLikpaWxnSYCDXcn3/+CQA8Hu/hw4dMxyJh9EZ36dKlMjtjWVmZo6MjAFhZWWVnZ8vsvEih4RiUIByDCAUHB/N4PBaLde3aNaZjqSw2NpbD4SgrKycnJzMdC6pRRUVFQECAs7OzaE1Ax44dPT09MzMzq+6clZVFszM8Ho/uzGazaXYmKSlJ9sEjJA6TMk1BWVkZfebG4XD69esHAGvXrqWbioqKPDw8VFRUAEBbW9vLy6uiooLZaBFqgKCgIGVlZQA4dOgQ07FIXkhICADo6uqWlZXJ7KR5eXldu3YFAAcHh9LSUpmdFykoHIMSh2MQNWeFhYUdOnQAgOXLlzMdS/VoR7affvqJ6UBQNRITE2uaGvPZ92ZnZ9PsDL2oiWdnEhMTZRA8QlVhUkbh5efnjxgxAgDU1dX9/Pw0NTVZLFZMTIz4PjExMaNGjaKfO927dw8MDGQqWoQa4OPHj61atQKAFStWMB2LtNB7s0uXLsnypImJifQLzdSpUwUCgSxPjRQLjkEpwTGImq1vvvkGAGxsbEpKSmrZrays7NWrVykpKbIfIM+fPweAli1bFhQUyPjUqCY1TY3JyMhowNGKior8/f1dXFzE66NZWVl5eHhUupNCSNowKaPYkpKSaI3A1q1bBwcHHzlyBAAGDRpU7c7+/v7m5uai1Uy4kBIphIKCAnqzNHz48CY8z2v79u0AMGHCBBmf9+3bt9ra2gDw448/yvjUSFHgGJQqHIOoGTp37hwAqKiovHnzpvY93717J7pbbtmypZWVlaOjo4uLi7u7u5eXl6+vb2BgYFhYmJTyJnZ2dgCwe/duaRwc1QudGmNmZtaAqTGfJcrOaGhoVMrOvHv3rvHHR+izMCmjwN68eUOfsFlZWdFKgfb29gBw7Nixmt5SXFwsWs2krq7u4eEhy6naCNWXUCh0dnYGgE6dOuXk5DAdjhSlpqZyuVwej5eeni7jU9+/f5/O4MXvnagqHIMygGMQNSsJCQm0980ff/zx2Z3fvn3bpUsXOlOvdvr6+jY2NsOHD581a9aqVat279599uzZwMDAmJiYoqKihoV68eJFAGjbti2fz2/YEVAjCQQCCU6N+azi4mKanWnRokWl7ExkZKQ0zogQhS2xFdWdO3cmTZqUn58/YMCAy5cv6+npxcTEdOzYUV1dPSUlRTzRW9WHDx9WrVrl5+cHAB07dty7d+/QoUNlFThC9bB58+a1a9fq6Og8e/asXbt2TIcjXU5OTteuXduzZ8/3338v41P/9ddf06dPZ7FYfn5+EydOlPHZkTzDMSgbOAYVl1AofPz4sZ+f37t37+zt7WfNmiV6mI+qEgqFjo6O9+/fHz9+PE151FF5eXl6enpSUlJaWlpycnJqair9N21onZ6eXlFRUcvbNTU1jY2NW7VqZWJiYmBgYGxsbGBgYGRk1Lp1a0tLS1FtkUoIIdbW1pGRkWfPnp0yZUr9/qiocZKSkk6ePLl///5Pnz4BgLKy8tixY11dXb/88ksZtE4vLS0NCAjw8/Pz9/fPy8ujL1pZWTk7O0+ZMgUbpSPJYzorhBpC1Pp68uTJorW4a9asAYA5c+bU8SABAQGdOnWivwZOTk7x8fFSixehBvr9999btGhx9uxZpgORBV9fXwCwtbVl5Oy0L6mqqmpQUBAjASD5hGNQZnAMKpaKioq7d+8uWLCg0iQOIyOjV69eMR2d/Nq0aRP9KUl8pkN2dnZYWFhAQICPj4+Xl5e7u7uLi4ujo6OVlZX4rIeqQkJCajnsgQMHAKBXr16SjRbVRDQ1hsvl0r+gDh061HdqjETWNFGlpaX+/v6urq76+vqi3xkLCws3Nzes0YkkCJMyCka89bWbm5uo7JlAIKBLmer1AVFeXu7l5UWn1dDVTNgAAsmVyZMnA8DWrVuZDkQWysrKdHV1AeD169eMBLB48WIA0NXVjYqKYiQAJIdwDMoSjkH5JxAIAgMD3dzcDA0NRXdobdu2dXNzu3Xr1rBhwwBAQ0Pjxo0bTEcqj168eKGkpMRmswMCAmR86uzs7PDw8Lt37544cWL79u0//PDD9OnTHRwcOnXqVHuNxZKSktatWwPAgwcPZBZt8ySRqjHBwcGurq4zZsyQeHgVFRV07BsYGIjGvrm5Oc3OSDANhJonTMooEvHW1/v37xffdOPGDQBo3759Az4UEhMT6WFpNhq/SSD5ceXKFQCwsrJiOhAZWbhwITDX4KaiomLChAn0SwYWAkcUjkFZwjEot2rJxYg/DCsrK5s+fToA8Hi8EydOMBiwHCooKKA9sFeuXMl0LPWzYcMGABgzZgzTgTRNEpkak56evm3btvbt29MjqKioSK8Imig7Q7N1VJs2bTA7gxoDkzIKQ7z19ZUrVyptpStdt2zZ0uDj3717V7RC0snJiVYORohZfD6fXvOeP3/OdCyy8PTpUwAwMDBgqqZgcXFx//796QoObAKKCI5BmcMxKFdEuRjxu6+quRhxohnNLBbLw8NDtvHKtVmzZgFAz549Fa7FRFZWlrq6OovFCg8PZzqWJiUpKcnT07NNmzaNnxqjqqpKD2JkZOTu7i6buxi6hnHRokWVPh+WL1/eTK6YSIIwKaMYKrW+rrQ1KytLRUWFzWZ/+vSpMWehq5k0NTUBQE1NDVczIXmwbNkyAPjuu++YDkRGOnfuDABXr15lKoCMjAz6MHPkyJHYbwIRHIMyh2OQcQ3IxVSye/duNpsNAHPnzsW/REIIbS6hpqamoC1s6By6b7/9lulAmoKapsbUq/NdTk6Ot7e3jY0NPQKbzXZ0dPT19WVkuIk+MYyNjWk8AwcOPH78uOwjQYoLkzIKoGrr60r27t1Lv71J5HRJSUkuLi60sHm7du2uXbsmkcMi1DBv374FAB0dnWaSIvz1118BwNnZmcEYYmNj6ZLpuXPnMhgGkhM4BmUPxyAjGp+LEXfhwgX69H7cuHENbsncNHz69In2wD548CDTsTRQbGwsh8NRVlZOTk5mOhYFJr2pMXFxcVKLuh4EAsHdu3fV1NQAQElJSUFTkIgRmJSRdwEBAbRo/IABA2paXdmzZ08A8PX1leB579+/L0o/Ozk5ffjwQYIHR6heevToAQDnzp1jOhBZSEpK4nA4PB4vMzOTwTBevHihrq4OABs3bmQwDCQncAzKHo5BmZFsLkbckydP9PT0AKBv3771mgXQlAgEgsGDBwPAhAkTmI6lUWiv+rVr1zIdiEKqqKj4/vvvORwOHV8dO3bcsWNHvT5j5WpqTC1oHz068B0cHLDEDKojTMrINVHra2dnZ1Hr60revHkjpWeYfD7fy8uLpoRUVVU9PDxqigEhqfLy8oLmVGNv+PDhAFCpmLfsXb16lcvlsliso0ePMhsJYhyOQUbgGJSqanMxol4qkjpLeHg4nRdgaWkZExMjqcMqkJ9//hkAjI2Nmc1yNt6zZ8/o920s9tQAY8eO7dWrl5KSUuOnxhgaGsrP1JhKsrOzW7ZsCQAXL15s1aoVAPj4+DAdFFIMmJSRUzW1vq5qyZIlAPD9999LKZLk5GTRaiZLS8uqNYYRkrbMzEwej8flcptJO5LTp0/TJ6tMB0IOHjxIp+DevHmT6VgQk3AMMgXHoMTJJhcjLjk5mc41q7YsYNP2/Plz2gP7zp07TMciAQMGDACAvXv3Mh2IggkMDAQAdXX1iIiIur9LUabGiFu+fDkADBs2jBDi4+MDALq6uvVqI4WaLUzKyKNaWl9X3VNfXx8AQkNDpRrSw4cPu3btSj8WHR0dcZEkkrFx48YBwI4dO5gORBZKSkq0tbUBoF5fX6Rk9erVAKCpqSntDxkk53AMMgXHoETIPhcjrqCggDbQ1NDQaD6l+goKCmiLYnd3d6ZjkYwLFy506+Y2enRyRQXToSgUOzs7APj555/ruD+dGkMrs8j51BhxiYmJqqqqLBZLlHv98ssvAUuDobrBpIzcqb31dSXnz58HgC5dusggMLqaSUtLCwB4PJ6bmxtO4EQyc+HCBQCwsbFhOhAZmTdvHgCsWrWK6UCIUCj8+uuv6bci+f9KhKQHxyBTcAw2hvRyMR8/fvTy8rKzs4uKiqrL/mVlZTNnzgQALperuPVu64X+eRWxB3ZNBALSqRMBIBKt4tjEXbp0CQD09fXz8/Nr35NOjenSpYsCTY0RN3v2bAD46quvRK9ER0erqKiwWKx79+4xGBhSCJiUkS+1t76uysnJCQC8vLxkEBuVmZnp5uZGGz2amJjgUkkkG+Xl5bKZFCYngoKCAMDIyKhCDp7HlZeXDxs2DAA6d+6clZXFdDiIGTgGGYRjsL6kl4uJiYnZsmULXY5E/frrr3V8r2hlOovF8vDwaEwY8s/X15c+X6xj0kpR7N9PAEjv3kzHoSAqKiqsra0/u+YrMDBw+vTpysrKdEwZGxuvX78+Pj5eZnE2XlRUFJfLVVJSqlQ6av369QBgbW3dZFKTSEowKSNHPtv6upLU1FQul8vj8WRf0v/Fixd9+vShH51DhgwJDw+XcQCoGXJzcwOAJUuWMB2IjHTs2BEA5KSQRH5+Ps0XDxw4EAt+N1s4BhmEY7AuKioqpD0vhpbYAwA1NTUnJycfH5/6trs+dOgQl8sFgDlz5ijKFID6+vTpEy13evjwYaZjkbCSEmJgQADIw4dMh6IIjhw5AgBt27atvRvJjBkzxKfGlJeXyyxCSaErfL/77rtKr5eWlnbq1AkAtmzZwkhgSFFgUkZe1KX1dSVbt24FgEmTJkk7tmoJBAIfHx/a8k1JScnNze2z8xIRaoyQkBBaMq2ZPG3YtGlTpXmwzEpKSqI9RJydnWspPY6aMByDzMIxWIv4+Pj58+fTyVxUx44d165d+/r168YcNi4uTlK5GHGXLl2irWTGjBnTmOPIJ4FAMGjQIACYOHEi07FIhYcHASBjxzIdh9wrKSkxMzMDgFOnTtW+59OnT9etW6dYU2PEPX36lMViqaurV1sL/8GDBywWS1VV9f3797KPrZmIi4vz9PRU6E6FmJSRC3VpfV1V586dAeDq1atSja12WVlZbm5uHA6HTvPG1UxIqmi16UuXLjEdiCwEBQWpqKj06tVLfqpIhIeH04efixYtYjoWxAwcg8zCMVitgoKC9evX04XVEpkXI6VcjLinT5/SFFKfPn3S0tIkckw5QZdoNYEe2DXJzCTq6oTFInJQB1yubd++HQC6du3a5JPIgwcPBoB169bVtAOdCjR8+HBZRtWsBAQEAED//v2ZDqThMCnDsLq3vq7k8ePHtPSMPMx9DQ4O7tevH/1TDB48OCwsjOmIUNP022+/AcCECROYDkTq8vPzRW0gR44cyXQ4/3r48CFd9b1z506mY0EMwDHIOByDVd2/f58ukZDPeTE1ef/+fbt27QDAwsIiOjpa4sdnxLNnz2gP7Lt37zIdixQtWEAAyLx5TMchx3Jzc3V1dQHgxo0bTMciXVeuXAEAPT29vLy8mvbJyMigawt8sUa0dOTm5rLZbBUVFcWdyYtJGSbVvfV1VbQxhPx0GRQKhT4+PvSxD13NVMtnE0INk5qaqqSkpKSkJPs6SrIkEAjGjh0LAO3bt6ffaU6fPs10UP/666+/2Gw2i8U6efIk07EgWcMxKA9wDFaybdu2xsweqpqL0dLScnFx8fX1lfbaopSUFFtbW7oq8NGjR1I9lwzk5uaam5sDwOrVq5mORbqiowmbTZSVSXWrVRAhhKxevRoAHBwcmA5EugQCAa32tWvXrtr39Pb2pk/Tc3JyZBFZ89OhQwcACAkJYTqQBsKkDGPq1fq6kuLiYm1tbQCIkLOpk9nZ2aLVTIaGhj4+PkKhkOmgUJMyevRoANi9ezfTgUjRqlWrAEBHRycmJoYWydPT05Ore2Ba0IrH4zXtZ6GoWjgG5QGOQXFTpkwBgPpWE6gpF+Pv7197UVLJKigoGDVqVMO+DcobukbD1tZWcR9W192ECQSA1LxgpVlLTk5WV1cHgMePHzMdi3T5+PgAQJs2bT77oSEQCOzs7ABg8eLFsomtuZk5cyYAHDhwgOlAGgiTMsyob+vrSo4fPy7PC+dCQ0MHDBhAv+I4ODi8efOG6YhQ00G7bPbs2ZPpQKTF19eXxWIpKSnRey2hUOjo6AgA33zzDdOh/ceSJUvoPQwO8OYGx6CcwDEoYmFhAQB1/DnISS5GHJ/Pp9OfORzOH3/8wUgMjXfixAloij2waxIURACIjg4pLGQ6FPkzf/58YK4VicyUlZXRD586ltR8+/YtXdz35MkTacfWDO3evRsA5syZw3QgDYRJGQbUt/V1VV988QUAHDx4UOKxSQpdzWRgYAAAXC7Xzc0tNzeX6aBQU1BWVkZXEzSydoB8CgkJUVNTAwDx9YzR0dG0T0dAQACDsVVSUVExYcIEALC0tGwOD0WRCI5BOYFjkMrKymKxWGpqarWX2Kuai9HW1mY2FyNOvMKgu7u7ws0y/vDhA20hqtDdT+qrf38CQH7/nek45Ex0dLSSkhKHw5G36fwSt2vXLgDo0qVLRUVFHd+ycuVKWvxYHkqCNjFPnjyhfx1MB9JAmJSRtQa0vq4kLi6OzWarqqrK/6LEnJycxYsX09VMy5cvZzoc1EQsWrSoSf5GJScnm5iYVFsZYcuWLQBgbm5eKE+P5IqLi21tbR0cHP7880+mY0EyhWNQTuAYJITcunULAOzt7WvZZ86cOfB/2tras2bNunLlijzkYio5cuQIl8ul07LKy8uZDqeu+Hx+//79oen2wK7J+fMEgJibkzrfkjcLzs7OADCvqZdBLigoaNWqFdSzDW5RURGtu/TZGjSovkpKSng8HpvNzs/PZzqWhlC8pExAQEBQUFBSUpIi9ldrWOvrSuizFBcXF8nGJj2vXr1SU1MzMjKKj49nOhbUFDx79gwADAwMFOg762eVlJT06dMHAAYOHFj1oTefz+/RowcArFq1ipHwanL48GEAmDZtGtOBIJnCMSg/cAz+8ssvALB06dJa9tmzZ49czYupxeXLl+lcraFDhyrKrcW6desAwMTEJCsri+lYZEogIO3bEwDi58d0KHLjxYsXLBZLRUXl06dPTMciXfTXvvZ0cLWuX78OAJqamgkJCdIIrDmjddMfPnzIdCANoUhJmU+fPg0cONDIyIg+61BSUjI0NLS1tXV2dnZ3d/f29vb39w8ODpbPa1iDW19XPQ5dvnjv3j3JRig9qamp9NOn7rP7EKodbVVbr6cT8kwoFE6fPp0+h69pAt3z5885HA6Xyw0NDZVxeLV49eoVALRr147pQJCs4RiUEzgGx48fDwC1N6IqKipSoBVez549o0/ge/XqlZqaynQ4nxEUFMThcNhstgJ9L5WgffsIAOndm+k45MaXX34J8tQcVkrS09M1NTUBICgoqAFvnzhxIgBMmDBB4oE1cwsWLACA7du3Mx1IQyhMUqa8vLxfv360wHXfvn0NDQ2hZgYGBr179540adIPP/zg5eV16dKl0NDQzMxMpoJvTOvrSu7cuQMAbdu2VaCJQufOnaPPfJgOBDUdnp6edMYZ04FIxqZNm2ji8u3bt7XsRut69u7dW37ymxUVFWpqaiwWq7k9IEU4BmUWW+1wDNIVZ02suGxsbGz79u1pllCe/2i5ublt27YFgJ9++onpWJhRVET09AgA+ftvpkORA3Qtoba2dpP/OPruu+8AYNy4cQ17e3JyspaWFgBcvnxZonE1d7Rb4pQpU5gOpCEUJimzbNkyADA1NRXlVsrKymJjYwMDA319fT09PV1dXR0dHa2srGgPtmopKytbWFg4Ojq6uLjQyTUBAQGxsbFSLbbUmNbXVdF2gz///LNEYpMN+nfn4eHBdCCo6UhKSuJwODwej8Fkq6RcvHiRzWaz2ezPfj4UFhbK4VJkWkpArgqgIhnAMSiT0OqkOY/BlJQUANDS0lKgJ1V1lJmZSRtZ6ujoNOxpvPTk5+eHhYXduHFjyJAhdEZPU1rJWF/r1xMA0tDb86ZDKBTSxSNbt25lOhbp+vDhA4/H43A4YWFhVbeeOnWqLl1cvLy8AMDMzKygoEAKMTZTb9++pXMXmA6kIRQjKXP16lXan/LRo0d12T87Ozs4ONjf39/b29vd3d3Z2dnW1rb2yTUtW7YUrYTy8vLy9fUNDg7Oy8trZOSNbH1dSW5uLn0gFhsb28hDyRKd4nTr1i2mA0FNyvDhwwFg3759TAfSKOHh4bTydx0nW9KlyGpqah8+fJB2bHX0/fffA8Cvv/7KdCBI1nAMSju2OmrOY9Df3x8AhgwZwnQgUlFYWDh69Gj6++bv7y/js5eWloo/+3Rzc6v6ddrQ0FBNTa3JN9mpXXo6UVUlLBZp3j8GcubMGQAwMjIqKipiOhbpmjZtGgDMnj276qa4uDhlZWVVVdW0tLTaDyIQCPr27QsAK1eulE6YzZFAIKDLyj7785dDCpCU+fTpE+2+uWPHjkYeqqSkJDY2NiAgwNvb28PDg06usbCwoO2BakrWWFlZOTo6urq6enp6+vr6BgYGxsbG1uWZTONbX1fyxx9/AICjo2PjDyUzpaWlysrKbDYbW2LLwN27d11cXOR/CbpEnD59GgD69OnDdCANl5mZaWlpCfWs2z116lQAGDlypPQCq5djx44BwOTJk5kORC7gGFQsOAYV3fr16wHgxx9/ZDoQaamoqJg/fz5IYv17tUpKSmJiYu7fv3/8+PFffvll4cKFTk5OXbt21dHRqeVBppqaWufOnR0dHbW1tQHg/PnzEg9MscyfT1q1IteuMR0Hc8rLy9u1awcAhw4dYjoW6Xr16hWbzVZRUam2e8nMmTMBYNasWXU5VHBwMK1T9vLlSwlH2YwNGjQIAK4p4GiU96QMn8+3s7MDgNGjRwuFQimdpby8PCkpKTg4WLQSysnJydbWlibbqkVXQtnZ2YnKDAcEBISFhYnSw+KtryU1u5umVE+dOiWRo8lGYGAgAHTt2pXpQJqFcePGAcDOnTuZDkQWSkpK6NfB2mtAyK3y8vLBgwcDQP/+/evVDSQjI0NPTw8Azpw5I73w6i4sLAwUdrKoxOEYVCA4BpuAUaNGAYCvry/TgUgXLeEEAG5ubg34Miz+LdfLy4tOIbezs7OwsGCz2XX8oiuaRZ6UlCSKYe/evZ/NzCYkJDT5qROZmaShLVWbiH379gFAx44dpVoRQh4MGzYMAJYvX15105s3b9hsNo/Hq/uCBjrPsU+fPk1vASZTVqxYAYpZNEPekzL0JyteSkbGUlJSnj175ufnt2PHDjc3t3HjxvXo0YPO3KkWm802Njbu1q0bnX0zffp0STVfjIqKAgAtLS3FurZt3boVABYsWMB0IM3ChQsXAMDGxobpQGTE1dUVFLbIPw3eyMgoMTGxvu+llcz09PRqahMjS6LJounp6UzHwjwcgwoEx2ATQLsUxcXFMR2I1P35559KSkr0IXxNBVyqLt6nmZda5oPzeDxRJ1M3N7f6TgkvKiqiCcqaqt5s2bJFSUlp7969jfrDy72ePQkAqdqW/bvvCEDTX9ZUWFjYunVrALhw4QLTsUjXgwcP6L1YtbelI0eOBIClVX8PapaXl2dsbAwAf/zxh+TCbNbOnj0LAKNGjWI6kHqT66TMtWvXWCwWl8uVtwpnRGwllI+Pj6jMsIWFBZfLpdc5LS2toUOHSjDxuXLlSkXMbtDnxsePH2c6kGahrKxMX18fAJrJTMhHjx7Reyr56YRSR7t27QIAVVXV58+fN+DtQqGQdp2sdkmz7A0cOBAAbt68yXQgzMMxqChwDDYB8fHxNDXGdCAycvv2bZp9s7e3P3HihJeX1w8//DBlypQBAwYYGxvXknnhcrmmpqZ2dnbTpk1bsWLF7t27L1y48Pz58+Tk5MZPQl+3bh3U3Nz3/PnzAGBubt60J1DQpAyHQ0JC/vN6M0nKbNy4kU73kN6aBnkgFApplczNmzdX3fr3338DgIaGRn2rmfj6+tLbxqSkJAlF2qzFxcUp6HVBfpMyCQkJNPuuWM3G+Xz+x48f16xZAwA9evSQ4GFpZbVnz55J6piyYWBgAADv379nOpDmgs6ErFeeXqF16tRJ4W5Fbt++zeVyWSxWY9Y+REdHq6qqslgseWi5snTpUgD45ZdfmA5ELuAYlH84BpuGc+fOAcCIESOYDkR2Xrx4oaen17Jly2qTL7RnhZOTEy2D6OPjI4Meo2lpaaqqqmw2OzIysupWgUBAPyKa9hKznj2JlhbR0SG9exPxBHVzSMpkZGTQcg13795lOhbp8vPzAwBDQ8PCwsKqW2mvtI0bNzbgyE5OTnR1RaNjRIQQ4uAwftAg97g4ySxVkRk5TcqISsmMGjVKEdOupaWlNBkhqTk+tL9Ax44dJXI0mYmOjgaAVq1aMR1IMxIcHAwA+vr6zaQ/5S+//AIAX331FdOB1FVUVBT9Pt349a6bN28GgPbt2xcXF0sitIY7ceJELU9Kmxscg3IOx2CTsWrVKgBYu3Yt04HI1A8//AAAlpaWbm5u27dvP336dGBgYHx8PIMfOPPmzatlKvf+/fsBoHfv3jKOSpZ69iSGhuS33wgA+f33f19vDkkZmhGWn8LnUlJRUdG5c+ea1hnRlcv6+vr5+fkNOPjHjx/V1dUB4Pbt242OtIGSkpL8/f09PDycnJwcHBz27NmjuL26R48mAOTsWabjqCc5TcrQpTomJibysFq7YdauXQsAU6dOlcjRJkyYoHCThsj/W0I0t6+JjOvatSsAXLp0ielAZCEhIYHD4aioqOTk5DAdy+fl5eVZWVkBwMSJExu/tpHP5/fo0QMAVq9eLZHwGiwyMhIATE1NmQ1DfuAYlFs4BpsSR0fH5jPQRMaPHw9y1vMhKiqK9qOptvFccXExXdT5999/yz422aBJmbIy0rEjadGCiKpUNfmkzMePH2mL1dDQUKZjkS5vb2+agq+a/ayoqKCXld/FE3L19OuvvwJAu3btSmRVMjozM/PGjRsbN250cnKiMwlEWCwWnYSooM+WNmwgAGTFCqbjqCd5TMpcv35dbkvJ1F1SUpKSkhKXy01ISGjkoTIzM3k8HpfLTU5OlkhsMkPLKCpcLknRbd++vVnlwmhlB29vb6YD+YyKigraKKR79+7Vzn1tgOfPn9N+isx+HxIKhVpaWgCQkpLCYBjyA8egfMIx2JQIhULatrm5FWKgZUHfvXvHdCD/MXbs2Fpmn3l4eADA2LFjZRuU7NCkDCHk6lUCQEQPZJt8UmbWrFkAMGPGDKYDka7i4mITE5OaVuEdPnyYFk4qKytr8Cn4fH63bt0AYP369Y2ItDbl5eXBwcFeXl4uLi5WVlY08yKipaVlZ2fn5ubm6+v77NkzmqaZPn26Ii5YuXaNABAHB6bjqCe5S8qISsls27aN6Vgaa9q0aRKZWLtz504FvZjZ2NgAwKNHj5gOpHlJTU3lcrk8Hq+ZdOI4fvw4AAwYMIDpQD5jyZIlAGBgYBAfHy/Bw7q5udGZ4cxWWqWtha9evUoIWb+eODqS06f/s0NxMXF0JI14jKRIcAzKJxyDTWkM0vXRrVu3ZjoQmUpJSaG3T/LWQPfhw4cAoKurW226Mz09nRZgimii+QlRUoYQMm4cASDXrhEilpTZvJmMHUsWLCAbNhBvb+LvT168IImJRKHLH799+5bD4SgpKTX5wpFbtmwBgF69elXNUJSUlJiamgJAYyqUUYGBgSwWi8fjSWqYVFRUhIWF+fj4uLm52dnZ8Xg88SyMkpKSra2tm5ubj49PWFhYpT9acHCwhoYGAKxatUoiwchSRgYBIGpqCja+5Cspw+fz7e3t6dJERczMVULbUujr6zdyKhpNnV68eFFCcclITk4Om81WVlaW2Uw8JDJ69GgA2LNnD9OByEJRURFtSFFtlUE58eeff9JL4MOHDyV75MLCQnNzcwDw8vKS7JHrZcWKFQCwYcMGQsj48QSA6OgQ8RYEBQUEgHz/PWMRyhiOQXmDY7CJjcHTp08r6POqz/Lz83v69Gm11XlphcEhQ4bIPqrPoo1pDhw4UO3WBQsWAICrq6uMo5IN8aRMfDxRVyeWlqS09N+kzMiRBKD6f1q2JFZWxM6OODsTNzfi6Ul8fEhAAAkLI3l5jP6pPoeWp3Vzc2M6EOnKzs6mk/Kqrem+bds2AOjWrZtE8qTffvstADg4ODT4LlhUGsbR0VFNTU08C8PhcKysrFxcXLy8vAIDAz87r+fu3bs0j8Pspa1hzM0JAHnzhuk46kO+kjLu7u6KXkqmkt69ewPAsWPHGnyEFy9eAECrVq0Ubl3fjRs3FOLZaZNEG+zZ2toyHYiMzJkzBwB++uknpgOpXlBQkLKyMgAcOnRIGse/fv06AKipqX348EEax6+LM2fOAMCYMWMIIePHkxYtiKYmmTXr3x2a2A3hZ+EYlCs4BkmTG4PLli2DhvY6kWcVFRVqamosFisrK6vq1vXr1wOAu7u77AP7LPqhZ2FhUe2UsejoaPqgrkmusBNPyhBCtmwhAOS33/5Nyrx+TS5eJHv3knXryJw5ZPRo0r07MTQkbHaNyRr6j7Y2cXbeOGTIkJkzZy5fvnznzp2nTp168OBBZGRkw2rKSkpgYCAAaGhoVFtIqCmh+e6hQ4dW3ZSTk6OrqwsAt27dksi5srKyWrVqBQA+Pj51fEtOTk5AQAAt0EuLN4kzNDR0cnLy8PAICAgoKiqqbzynTp1isVhsNlvhuqdNnUoAyJEjTMdRH3KUlLl+/TqbzeZyuYGBgUzHIjG00m1jemMvWrQIAJYtWybBqGRj3bp1ALBy5UqmA2mOysrK6HXi9evXTMciC3TitImJCbPLB6r18eNHeoldIc2aY1OmTAFG2x/ExMSIlhKMH0+MjMjGjYTFIvfu/bNDE7sh/Cwcg/IDxyDVxMagg4MDANy4cYPpQCTs1atXANCuXbtqt44cORIA/Pz8ZBxVXVRUVFhaWgLAhQsXqt2Blihet26djAOTgUpJmbIy0rkz0db+586w9sUo2dkkLIwEBBAfH+LpSdzciLMzsbMjVlZEQ4MAkD59xkINVFRUDA0NRX3QPTw8vL29/f39g4ODk5KSpPppTJvk0ql5TVhiYiJNkgYHB1fdSicTDBo0SIJn9PHxoSsBa5qgUFBQEBgYKCoNU+lXQltb29HR0cPDw9/fXyILqOnSLR6Pd+fOncYfTWZoK7QaOsLJKXlJyohKyXh6ejIdiyQ1sje2Qn+tp6Ufa7o2I2lbuHChtG9C5IdQKKTfBeXtmlFQUEAb8QwfPlyqX49SU1Npl9+//vpLemephXjRTXpDWFxM2rYlHToQun6xid0Q1gWOQXmAY7BJjkGBQEBXzDW9sk2HDh2CmnvM0/RiXFycbIOqqz179vyvvfuMi+LaAgB+tgBLR6SDIlhQsGNHbCGxYSO2qNhFYyGJyQtqosTYMJZgD0aNJGoUOzH2jl0sIBZQEEV672137/twzWazuywIuzMLe/6/9+FlZpg5IdzdmTP3ngMAHh4eCvfeuHEDAMzNzVVVZltzyCRlCCEXLxIAwufXtdBvZiaJiXl17ty50NDQoKCgL774Yty4cZ6eni1btpRZnCJPV1d3t3qmCpw4cQIALC0t8zV8hVWd0UmgCnvpJicn03zN7du3VXtR+gA1Y8YM+o+VlZWS0jDu7u5cLlf6v7KRkREt0EtLw6g2EoqWYzMxMXn8+LE6zq8O164RANK5M9txfAiNSMpUVlZ6enrSV0yaVrqs7urSG5vORu7SpYvKo1I3oVBIb5ga5DzVeuHOnTsAYG1trXBdesPzww8/1HqgqYlYLKYvz11cXBjoFkzr/1tYWLC1/JPeRpw8eZI+EBJCDh8mAIQuL2hID4Q1hGOQdTgGG+oYjImJAYBmzZqxHYjqzZ49GwA2bNggvysxMZH+gTEfVQ0VFxfTV4lVdXjo2bMn1K1zsGaST8oQQsaPf78ESX3VjUtKSpKTkyMjI8PDw0NCQgIDA/38/Ly9vd3d3W1tbblc7tGjR1V+UaFQ6ObmBlpQNO3Fixd8Pl9HRycuLk5+76xZswBg9OjRKr9uXFycQCDgcDgjR47s1q2bTIFeXV3dbt26zZs3b+/evc+ePWPgwVkkEo0ePRoA7OzsEhMT1X05lSguJnw+0dEhJSVsh1JjGpGUWbRoETSsUjLS6tIb+5NPPgGAbdu2qSMwtXr48CEANG/enO1AtFqbNm3gn2YcDd6DBw/4fL6hoaGpqam7u7uvr29QUFB4eHh8fDxbIS1ZsoS+FVT4da5yYrGYPpJNnz6dgcvJo/N4ly1bJnkgJIQMHEgEAvLyZU0fCHNz61m1fOVwDOIYZJL2jEG6Nlwdj0Osc3d3BwCF5aiPHDkCrC6Rq4nvvvsOAHx8fBTupf8KTk5OGrjOsSo1aXOsMCmTmkpMTdlsiV1aWlqXJs1V2bNnD02JlpWVqfzkGoUuuJs7d678rtjYWD6fz+Px1NRQbP78+fb29pJEjLOzs6RALyvtU8rLy+m3m6urq8JyVxqoXTsCQG7dYjuOGmM/KXPmzBlaSub69etsx6Iu48aNgw/vjf3u3TsejycQCHJyctQUmPps3boVACZL1xhEjFuzZg0AjBkzhu1A1K6iooK2gxUIBPIzeBs3bty3b9/PP/9827Ztly9fZib5e/jwYQ6Hw+fzmVzNIXm7orBHgJpUVpLISBIURNq1CwOAvn2HSD8QvnxJBAIyfHiNHggrK0n//sTTkzSYuoE4BnEMMkALx+D8+fOhwS14J4SUl5fr6elxuVyFNVzpK0wNr8mSnp4uEAi4XK7CTKhIJGrZsiVoalkceSEhxM1NWQ+X/HwiFL4v5Svv1SsSGUkaUg/S0tLSpk2bAsC+ffvYjkW97t69y+FwDA0NFU75//TTT0Gd3cR27NgBAF27dr18+TLDa8RevnypcHteXh5tB9yjR49a1Axm3owZBIBs2sR2HDXGclImNTXVxsYGANasWcNuJGpFl9F+aG/slStXAsD48ePVF5j6TJgwAarujIiYkZyczOPxdHV1s7Ky2I5FvWivTVtb26SkpJycnIiIiJCQEH9/fy8vL1rUSUajRo08PDz8/PyCg4MvXLig8kV2Dx48oIu9mZ+kTT83WrZsWaLOKZtCIbl3jwQFkYEDiaGhpE9EAgCYmFhKPxASQpYtIwDk2LHqHwjj4oitLQEgTZsSRTX16h8cgzgG1UTLx2D37t0B4NKlS2wHomL37t0DADc3N4V7JcvTGI7qQ9G2vgrnFxBCtm3bRp82GY6qFl6+fF9q98ABxQeIxcTbm/TuTd6+ZTYy9qxfvx4A2rVr1/DKTcjo379/VS/U7927x+Fw9PX1a7EGooZoy6fVq1er6fxV2b17N5/Pr6pN4bt37xwdHQFg2LBhmj/Z7ZdfCACZNIntOGqMzaSMUCgcMGAAAAwaNKjBj+0uXbrAh/TGFovFLVq0ANV1WWNYs2bNoH7WJ25gBg4cCADbt29nOxA12rJlC30/f/fuXYUHyDwi0kKJyh8R69LiMTU11cHBAVhawlBZWdmxY0cAWLJkicpPHh9PQkLImDHE3Pw/PTudnYmfHwkLIxYWlgAwcGCJ9ANhSQlxdiatWtVo6URGBunXjwAQPb161suwKjgGCY5B1cExSAipqKjQ19fncDgM1AliGE1YTJkyRX6XWCw2MzMDgOTkZMbj+jAvXrzgcrkGBgYKyzAXFxfTzh4a3mu1ooJ060YAiKL/Gu9t3fq+a/WbN8wFxqK8vDxaM+j06dNsx6Jep06dAgALC4u8vDz5vTQ9unjxYvUFMGLECFYmlO3cuRMAeDxeVX1anj59SivKz549m+HYPtSDBwSAtGrFdhw1xmZShi72tre3b3jF8+X99ttv8CG9sYOCgqysrIyNjevFDDEZycnJAGBiYqL5adQG78CBAwDQvXt3tgNRl2vXrunq6nI4nP3799f8p2QeEekNovJHxBp+TJWWltJXuL1791bHWu6auHv3Lo/H4/P5Dx8+rPvZ4uNJaCjx8yP29rIPgb6+JCSESL8oogmIbt2SpR8ICSFnz77/qQULSFISmTaNKJmNW1lJAgLeH+/nV6P1/JoMx6BCOAZrDsegDFq0rlU9uteusWnTpgHAli1b5HfFxcUBgK185RKN5O3tDVX3S162bBkAjBgxgtmgPsw337wfZVWNlKdPib4+ASAs9VtjQUJCwrBhwzp06MB2IOolEoloYn3jxo3ye8+ePUu/ntRaWoWWUmal2xEdnvr6+lU1Dr59+zadiLpq1SqGY/sgFRVEX59wOKS+VAFhLSlz6dIlHo/H4/Ea3uxThSS9sauqSC9RWVlJF0vzeDwA6NWrV71LWh0+fBgABg4cyHYgiJSWltJ3a2oqRcauhIQE+iz3oQWb5CUnJ1+4cCE4ONjPz8/Dw4P2DlPyiBgRESG/5l8sFk+cOBEAmjVrxu6wXbBgAQB07dq1donRt2/f7t0bOnVqpYPDfx4CHRzI5Mlk794qp2rTEo+tWj2VeSAkhIwc+f6BcOBAAkBcXMjz58pi+P339/e7vXuTet3DDcdgDeEYlIZjUImQkBAAmDhxItuBqF67du0AQGGH3f3792t+IkPi6tWrAGBpaalwEV96ejqd66Sxn4pXrxIul/D5VVYJLSsjHToQADJzJrORsYp2PXN0dGQ7EPX6/fff6b+mfCVjsVjcuXNnAFi3bl3dLxQREXHgwIE3cvOsRCIRHSAKa0sxYN68eQDQuHHj51V8SZw8eZLH43E4HDX1XFeVnj0JADl/nunrJiQkHDx4cOHChZ6enrdqXGqYnaRMWloaLSWj4Tk21aK3SsprxOTn5w8dOhQA9PT0Vq5cSRcBOTs7VzUqNNNXX32l5A0JYhht2rdo0SK2A1GxgoIC+iZh5MiR6lj/KPOIaGRkJP+IaGtr6+Xl5e/vHxISEhERQVsCGxsbRyupCsiIoqIi+umxqcYlzjIyMsLCwvz9/WnvDwBwc7sDQCwtyZgxJDiYREYSsbiakxw7dgwAOnb8Ub6OR1ISCQoiFy6QN29Ily4EgBgbkyNHlJ3twQPi6EgAiL09UfSQUm/gGKwdHIM4BhXy8/Or6iV2vVZcXEz77ypMZNA7qxUrVjAfWO3QCWu//PKLwr2087dmroDIySFNmhAAsnJllcd88QUBIC1aEJaemtkhEolMTEwAoC7LSzVceXm5s7MzVFFxguZG7e3tVbKOgc6M27lzp8z2N2/eAICdfGadKUKhcNSoUQDg4ODwtoo3AL/88gudQHDixAmGw6s5Ok4ZSDbk5eVFREQEBQV5e3vLLNBev359DU/CQlJGJBLRxXgDBgzQquUt1fbGfvnyJe2famFhQbshpqamdu3alb4evHLlCqPh1gH9Jj7PfGYSKULrTNvZ2TWk4SYSiejsaFdXV8bq0ss8IhoaGso8HxobG3O53PDwcGbiUe7vv/8GAENDw4SEhKqOyc3NPXHihL+/f9u2bTkcjuRfxNTUdPjw4bt23YuOrv4hUNrbt28BwNzcXKz0x0pLyZQpBIBwOCQggCh5nM/IIAMGvC9vUUXhuXoAx6Cq4BisljaMwU6dOoHGVySphYiICKh6nbunpycAnDlzhuGoau3gwYMA0KpVK4UZ29jYWC6Xq6enp/Ii33U3YgQBIJ6epKoP7LNnCYdDdHTInTvMRqYBaJe9U6dOsR2IugQHBwNA27Zt5b+vKyoqmjdvDgCqmh7Su3dvAJB/vrt48SIA9O3bVyVXqZ2SkhIPDw/6q6iqetfixYsBwMDAoOaTQRh29CgZMID8/rvqz1xYWHj16tV169aNGTOGvoCRZmVlNXTo0OXLl58+fbrmPZRZSMrQCSPW1tYa+EGsbkp6Y58/f75Ro0YA0L59+9evX0u2l5aWjh07FgB0dXX/+OMP5mKtrZKSEl1dXR6Pp7A4FmKFi4sL1Nui0QotXLgQABo3bhwfH89WDEKh8OXLl8ePH1+1atVnn31maWnJ5XJnzZrFVjzyxowZAwCDBw+W3lhcXHzhwoWAgAAPDw8dHR3JV4iBgYGXl1dgYOCFCxcqKipqfVE6C1LJU6hESAjR0SEAZPBgZSt+Nby8RQ3hGFQHHIMKNewxWFpaqqOjw+PxioqK2IxDDX7++WcAUPgHLBKJ6IK+erSeXSgU0ifY48ePKzyAljJdtmwZs3FVY8eO97V7ExMVH5CRQWxsCABZu5bZyDTD//73PwAIDAyU3yUWi1+8eFFYWMh4UCpTWFhIa00ozOzTkvYuLi6VlZUquRy9lvyretoPe8aMGSq5Sq1lZWW1bt0aAPr16ye/kosQIhaL6WQfCwuLFy9eMB+hEmlp5MIF8vSp7PaICFK7Qj0VFeTRo9gdO3ZMmzatbdu2tMaIhJGRUd++fb/55puwsLDEqj47qsN0Uuby5cs8Ho/L5V68eJHhS2uCqnpjh4SE0DuzoUOHyr9yFIvFgYGBAMDhcAIDA5W//mLd9evXAaBjx45sB4L+tWLFCgCYMGEC24GoRmhoKADo6OhUO30sODj44MGD0dHRDNT7pJPaNOqTLTU1laZ6Dxw4EBkZGRQU5OXlpaenJ/kW4fP57u7uAQEBFy5cUPiNWwtDhgwBgLCwsJocfO0asbZ+Pwn8yRNlR+7bRwwMCADp1YukpKgkUkZp7RhkEo5BqmGPwTt37tCXt6xFoDa0HFJISIj8LlrLw8nJifmo6mLTpk0A0Lt3b4V76cwgc3NzzcmvPXv2/o/8zz8VHyAWk2HDCADp27fKeTQNW1hYmHyimRo2bJiSHFy9QGvcKvyLLSwspPluVf0LFhQUAIC+vr78VLKvv/4aAIKCglRyobpISkqirQzHjRuncMpbRUXF4MGDAcDZ2VmjJlv8+ScBIObmJD39P9ubNCHDh9f0JMnJJDycBAQQDw+ir0/69Vsq/d3t6urq6+sbHBwcGRmpknnQjCZlJKVkVipZptnQ0d7YoaGh9B8rKytpOUAA8Pf3V7IsPyQkhM/nA8CUKVPY6ihRE2vWrAGAuXPnsh0I+ldSUhKPxxMIBA2ggejNmzfpI43CO1dpFRUVurq6kk9PZ2dnb2/vgICA0NDQyMhIhYv2a62oqIguTtS0d0S//vorAHC5XMkXCY/H6969++LFi8+fP6+O5m70niYgIKCGxyclka5dCQAxMiLKnyLv33+/zn/YsLsaO1e2Kto5BpmEY1CiYY9B+rJ62rRprFxdreh8OoUdu2gHzzFjxjAfVV0UFxfTDspV/bX07NkTALZt28ZwYAqVlZFOnQgAUfLHtXkzASCNGmlLD2x5iYmJUMUCSdpUd8mSJawEVncZGRl0PprCrkPLly8HgG7duqnq1fiDBw8AoF27dvK7hg8fDgBHjx5VyYXqKDo6mjYrqOrJrri4mA5kd3d3tioTy6NJGS5XtqW98qRMcjI5fpwsWUK8vIiZ2X+q7HM4ZNiwK5MmTdq8efPt27dlZleoBHNJGUkpmf79+zekdfUfin6zdu7cmRCSnZ09YMAAANDT05OkaZQ4e/YsrbA1YMAAjb2zpx8l9WKllVaho0++nFj98ubNGzrb88svv6z24MLCwu+//97Hx6dVq1Y0oSlNR0fHzc1t7Nixy5cvP3z48PPnz+syH5UuAO7WrVutz6AmYrHYyclJUqtCT09v4MCBISEhVVW2qruTJ08CwEcffVTzHyktJdOm/VveQsn3Q3o68fVN4vF09fT0NCojUBNaOAaZhGNQomGPwSlTpmjOY7wK5eXlcblcgUCgcOUabYayth4umKEP6p9++qnCvbRZp7OzsyY8F6xc+bu5eVaLFqSqvG5MzPt+ZIcOMRuZhqFfAfILV48fPw4AH3/8MStR1R1tfTtc0SN7ZmYmff66fPmyqi536NAhAPDx8ZHfRQuMRkVFqepadXTlyhX6JmbDhg0KD8jMzKQ55QEDBqhqymcd0aTM5MmEwyHSfZ5lkjIFBSQiggQHE19f4ur6nywMALG1Jd7eJDCQhIeTzEy1x8xcUmbp0qWgraVkpEl6Yx88eJD+Bdva2t6pca2wqKioJk2aAEDLli3j4uLUGmotiMViS0tLhR/WiF20w5+HhwfbgdReSUkJnWj28ccff2gCpaKiIiYmJiwsLDAwcMyYMa6urjLLQWmaRmY2Tc2/WugCw4ULF374v5ba0fmJn3/+OW2UQ3E4nM6dO3/33Xc3b95U7d1wamoqAJiamn7o2yRJeYt+/YiSsgmVlZUBAQH038LX11e1M57USsvHoLrhGJRo2GOQ/g7v3r3L5EUZcOnSJQDo3r27wr20f8Il6WeLeiItLU0gEHC53JcvX8rvFQqFLVq00IRJAefOneNwOA4Oze7fV/wCXNID28+P4dA0Di3xfvDgQZntKSkp9JNHHc341O3169d6enpcLvexooojX3zxBQAMHTpUhVdcuXKlwimNIpFIIBBwOBzNWdZHCPnzzz+5XC6Hw6lqDkF8fDz9pvvss880oc4GTcrcukXc3EirVkRyO0+TMvfvE19f4uJCOJz/ZGHMzIiXF1myhBw/TpKTmY6ZoaSMlpeSkUFLHdOFFR06dJBvUK9ccnIybT1gYWGhcIodi2JjY2nqje1AkKyioiI6LVPTanHVkFgspnWyXVxcVDJNrIZpGldX1zFjxgQGBoaFhcXExFT17EQnQRw7dqzugamcQCAAALpKIi0tLTQ0dMyYMfSdD2Vubj5mzJiQkJAUFRWKsLOzA4BaZI2vX39fQLFpUxIZqezIAwcOGBgYAEDnzp0/9COULTgG1QrHoLSGOgYLCwt5PJ6Ojo46po6za+3atQAwb948+V0VFRX6+vocDkcDx11NzJgxo6p/NULI1q1bAaBr164MRyUtMzPT1tYWAFavXl3VMQsWvC+9pGHrI1lAF/J8/fXX8rvoJ09sbCzzUdXRhAkTAGDq1KnyuxITE2m+5tGjRyq8Ip3096tcTzu6QMze3l6F11KJ9evX0xvjqloWREZGGhkZKcw0MY8mZe7dI2fO/Ke9PU3KXLr0Pgujo0NcXYmfHwkNJTExyhoRMoCJpExaWhr9sPvxxx8ZuJzmo1+9NOdau/XkhYWFQ4cOBQCBQCCfq2bRnj17oOp5qohdtEa6wuZfmo9WSTAxMXkqX0tdRYqLiyMjI0NDQ7/99tuhQ4dKrziQ0NfX79y5s8zC2srKSiMjIw6Hky5TT0wDlJWV0S9Rme2VlZUREREBAQHu7u6Sfzsul0trjkZERNTlTRddw/inokqJMTFk3TplLX7fvSPduxMAIhAQ5Ws6Hz165OTkBACWlpYqnFGsVjgG1QTHoIyGOgZpJwF3d3cGrsUw2qjrt99+k99Fa0+4uLgwHpRqvHjxgsvlGhgYZCpaAFBcXGxhYQFVFPJgBh0vnp6eVb13kfTAbnAztGrj9OnT9Nclv2vkyJFQDysYREVFcblcXV1dhU3rfH196axA1V6UNpy+evWqzPYLFy4AQL9+/VR7OZWgXReNjY0Vlr4ihFy6dInOOfj555+ZDe0/ysr+TcoQQkaOJPr65NUrQv5JyuTnk+3bSWQkqUOfQ9VTe1JGJBJ5eXmB1peSoSorK+nCYKout+ZCofDzzz+Hf1oyqS7GOpk1axYArF+/nu1AkAJXr14FAAcHh3o3Eo8ePcrhcHg83t9//83kdcvLy2Vm09Bqnb169ZI+7N69exp7x5yWlkYfmZQcEx8fHxIS4u3tTd/nUxYWFmPGjAkNDc1R0im3CvQ12jfffCOzvaKCtGpFAMiYMcpeNpaWkqlTCQAxNhYHBm5V8uealZX18ccfAwCfz9eEPgXVwjGoJjgGZTTUMbhhwwYAmD17trovxLxmzZoBQExMjPyukJAQAJg4cSLzUakKfY9Y1atZWt9g5MiRDEdFbdu2DQDMzMyqmvAl6YG9bh3DoWmo7OxsDodjYGAgv4h11apVAODv789KYLU2cOBAqGL1a3R0NM3XqLwsg5WVFQAkyy2S2b59OwDMmjVLtZdTCbFYPHnyZACwtbV9/fq1wmP279/P4XC4XG4NOwCqRF4eiYggQUHE25tYW5NFi/6TlHnzhhgaEm9vQj6w+xLD1J6Uoe/WrK2tVTUpt/7Kysrq378/nd5Cv4Hke2N/qODgYPqUOGvWLE1Y4U8Xe9e7xihaQiwWN2/eHOrbuvRHjx4ZGhoCwKZNm9iOheTn59+5cyciIkJ648aNGwFg5syZbEWlxIsXLwCgZcuWNTm4pKTkwoUL/v7+jo6OkidDHo/n7u4eGBgYGRlZw3XCf//9d1Xvef7++31BexcX8uyZspNs3Uo8PNYDwMcff5yVlVXVYUKhMCAggM5pmjhxojp62agQjkE1wTEoo6GOwc8++wwUTfiv7zIzMwHAwMBAYf6Lvu5i981zHV25cgUArKysFFYgSk9Pp+uznin/i1SDp0+f0lV4Vc06F4vFn36aB0C8vFhe2qBRnJ2dQVElWjrLo2fPnqxEVTvXrl2jsz8UTrQcMmQIAHzxxReqvWh+fj4AGBoayn+k09koGlvVu6Ki4pNPPgGAFi1aVDU1lfbh1dXVvXDhgprCKCoi16+T9evJuHHEyUm2QO+oUf9JyhBCgoIIADl7VouTMleuXKGlZNT3X6W+ePLkCZ3la2dnd+/ePSLXG7vWjhw5oq+vDwCffPJJfn6+KoKtpdzcXC6Xq6enpyGVt5E8Wgtz8uTJbAdSU6mpqbSytcKFvhrCx8enqmnnrLtz5w7Uarl+fHx8cHCwl5eXpK04Ta/7+vqGhYXl5eUp+dmMjAx6i6Nw/cXLl6RtWwJATEzI8ePKYrhx4wZd+tqkSZN7kq9WRQ4ePEizBp06darq7Y2GwDGoDjgGZTTUMdiyZUsAUFLZoaKiwsfH58yZM2oKQE3OnDkDVawHIYTQMoKaVkPwQ9FaxVV17Jo9e/bIkSMZrrdVVlbWsWNHAJgxY0ZVx2zatMnW1qFPn6vMV/3UZOPHjweAXbt2yWyXNBErLy9nJbBaoO2cV0qKjkih6yWNjIzS0tJUe9HIyEgA6NChg/yuYcOGgabWR6MKCgroh1LXrl2rqkZMSyObmJgoLJxcC5WVJCaGhIYSf3/i4UF0df+ThTE0JB4exN//fWkYsVg2KVNeTtq0Ie3aETs7rUzKSErJLF++XH1XqRfOnDljampKb1bevn1LN9LyK7Q3dh3dvn2bzoJr37695PzMo6/mevfuzVYAqFqvX7/mcDiGhoYFBQVKDvv1118jIiJqMWdetUpLS3v06AEAHh4eGpvpE4vFdPS9ostVNczZs2ehbi0qi4qKwsPD/fz8HBwcJE+GfD7fw8MjKCgosopaoPQx/vnz5wr3FhaS0aP/7b+r5PVjcnIyvWESCATKH7mjoqLouzsLCwtNriiPY1DlcAwq/KmGNwbz8vI4HE5VTaMpOvNfV1d3//79Kg9AfX788ceqVk+Ulpbq6OjweDyNasVSC3/++ScAtGrVSmGikJV+PV9++SUANG/evKpP45iYGPrWk8mFGPWCkoWErVq1AoAHDx4wH1UtHDlyhM7hUvg30KtXLzU9xtLhoLAEZ+vWrQHgyZMnKr+oCqWkpNAVl0OHDlW4UEMkEtE6WXZ2domJibW4hFgsjouLO3Ik5osvSK9e77vRS/6no0M6dSKzZ5Pdu0l0NJGfYiiTlCGEXLv2vteS1iVlRCIRXWbcr1+/erd4XrWCg4NpV5exY8dKT+uV9MZWyWKfly9f0s9BT88hbDW2//777wHg22+/ZefyqGb69OkDAHv27KnqgOTkZMl9f6NGjTw8PPz8/IKDgy9cuJChpEuqGtCWDY6OjhpYvFOCrk2wsbFhOxDFDh48CABjxoxRydliYmKCgoK8vLx0dHQkfyROTk5+fn5hYWGFUjUqRo0aBUqr/YnFJCiI8HgEgHh7EyVv/cvKyvz8/Oi1/Pz8lDyPZWdn05XhfD5foyqgy8AxqFo4BrVkDNK31s2bN1dyjFgsppPRNKrcXrVGjBgBAAcOHJDfdfv2bQBo164d81GpllAopDm7kydPsh0LIf/0wObz+Xfu3FF4QGlpafv27QFgzpw5DMem+ehg7NSpk/yuSZMmAcCOHTuYj+pDCYXCNm3aAMD27dvl9x4/fhwALC0tlb9BqZ0VK1YAwKJFi2S2i0QiPT09DoejcKGfRnn58iV9HVLVwuHy8nJaVdbV1TU7O7sm50xJSQkPDw8MDPT29qb1v9u2nSVJxNjaEm9vEhREIiJItctk5ZMyhJAJE7QyKUO/FLW8lExZWdnUqVMlNwfy6waXLFkCAJ999plKLpeVlTVs2Bg7u7cmJuTsWZWc8sMMGDAAAI4rnwyN2LZ7924A6Nu3b1UHvHnzZtq0aV27dqWd7WQ0adJk4MCBX3/99a5du+7evauO7yqKNikzMjKSX7SsUXbt2qXCJy6V++WXX0ANFeOys7PDwsL8/PzodEhKX1/fy8srKCjo+fPnK1euBIAvv/xS+XnOnCGNGhEA0qoVUd7SJzQ0lL6x9PT0VDKRWCwWBwUF2djYsDhnsFo4BlULx6D2jMFBgwYBwNy5c5W/7ZOU25s/fz4rUzA+lJIW5lu2bAGAadOmMR+VygUHB0PVq7SYlJGRQQeOkurUtC9HmzZtNLxUGSuKi4v5fD6fz5fPHWzatAkApk+fzkpgH2Tnzp0A4OzsLL/YSigU0iqZW7ZsUcelabnc3bt3y2xPSEgAAAcHB3VcVOXu3r1LV61WlQHPz8/v0KEDAHTv3l3hOMrLy7t48eLq1atHjRolPRWUsrOzGzNm8sqV5Nw5kpv7YbHdvEnGjCEy02dTUsjYsURTy/WoJylz9epVWkrm/Pnz6jh/vZCZmdm3b18AMDQ0rGplYHJyso6Ojo6OTlJSkkouWlZGJk0iAITHI9u2qeSUNUU7kgJAamoqoxdGH6iwsJD2jq3JVP/k5OQLFy4EBwf7+fl5eHgofES0tbX18vLy9/cPCQmJiIgoVNLSo8bOnj3L4/E4HI7mzxmmiVeNLYBKn6vlm7Coikgkun379tKlS93d3aU7iDdt2pS+Hnn37p3yM7x6Rdq1o31eiPI11JGRkfS0Dg4Od5U2Jq3hOxm24BhULRyD2jMGjx8/ThNDI0aMUP6ofOzYMXrkyJEjNfydc2pqKgCYmpoqrOI8ZcoUANjG8C2dehQVFTVu3BgAbt++zW4kdB5Z//79q8rZnTlzhsPh6OnpVdX6F9FpRDdv3pTZXl/mdpWWltI1nocOHZLfS9+dODk5qak4Dl0Teu3aNZnt58+fp3+Z6rioOpw6dYrP5yvJXiUnJ9O69cOGDausrKyoqIiJiQkNDfXz85O0NJUwNjb28PDw9/cPDQ1V2Iqu1kpKyJUr5PRpFZ5S9VSflElPT6cp/3o0cVTloqKi6Fo7e3v7qtZ7U2PHjgWApUuXqurSYjEJDHw/0cvfn7la8bRmVQ0bTCB2+fr6AsAPP/xQi5+VeUSkOXLlj4gfuhL++fPntAbTqlWrahEhw1q0aAEavHyaTsdbsWIFA9fKzMwMCwvz9fVt1KgRAHC5XLpy08zMjH7L0r8H+dIkhYVk7NgalbfIyMigPez09PTkSwzWIzgGVQjHoIQ2jMHbt2/Tae3du3dXvprv1q1b9MgePXpkZmYyFuGHOnnyJAB89NFHCve6uroCgPIqy/XI4sWLQQPmtd27d6979+5VvRBNT0+3sbEBgA0bNjAcWD0yc+ZMUNQUrLS0VFdXl8vlqm8Wp0oEBQUBQIcOHeQTc6WlpTT7rHBFoUpYWloCgPxqEtqg3c/PT03XVYdff/0VAHg83tGjRxUeEBMTQ7+S7O3tpRfe0u+R7t27L1iw4Pfff3/+/HkN2wvWwp07BIC4uanp9Kqh4qQMlpIhhPz9998mJiYA0LNnz2qnjURERIAqemPL+O2394WpfXwIM6+INm/eDABTpkxh4mKobi5evAgAzZo1q/vHn1AofPny5fHjx1etWvXZZ5916NBBT09P5vmQy+U2b958xIgRmzdvrvaE2dnZ9BFr9OjR6vt0VhX6htPIyEgTGtIrNHfuXCVvMNSksrLy6tWr69ev79+/P/0mlvkOdnd3nz59+qZNm65du0abyIjFZO3a9+UtfHyESjrLVFZWBgQE0FP5+fnVoxYP0nAMqgqOQYUa9hh89uwZffXavHlzhUt+JJ4+fUofrlq0aPHy5UvGIvwgS5cuBUXVJQghhYWFPB5PV1dXY8tsf6i0tDSBQMDj8TT2P4dYLB46dCgAfPzxx/Vi7RtbQkJCAGDChAnyuzp37gyKpoFojtzcXHNzcwBQ2B143bp1ANC+fXs1/QHk5eXRry35b1hafPqnn35Sx3XVhxYtMTU1rao7wfXr1wcPHkzbzzs7O/v6+gYHB0dERKj24VeJsjKip0e4XMJqm+JqqDgps3z5cgCwsrJK1tbecZKVzOPHj6/hjFlV9caWcekSMTMjAKR7d8JAicbPPvsMAH755Re1XwnVmVgspg3a1fGVWVlZGR8fHx4eHhQU5Ovr6+7uTueQ1+TlWEVFBa1M1Llz53qxijssLAwABg4cyHYgVZowYQIoLfbJAMnMDl9fX/nZqgBga2vr7e0dEBCweHGouXmMp+dvLVu2VN564I8//qB/Vx4eHvVxySSOQVXBMVgTDW8Mpqam0gc/Gxsb5fORU1JSaPdWGxsbzZxORQvlHDlyRH7XtWvXAMDd3Z35qNRn2rRpADB//ny2A1Fs48aNAGBhYaG1DzI19PDhQ6higvycOXMAYN26dcxHVUP/+9//AKBfv37yu3Jzc+kiu7NqK895//59AOjYsaP8Lm9vb6if1Tm//PLLaouWPHz4UCXLq2unSxcCQK5cYev61VNlUkbLS8mUlZXRuk0fWvNfhb2xZcTEkGbNCABxciJVtMVUGfoySsNbuCGJ7777DpiqxFZRUfH06dOwsLCrV68qP/Lzzz+njweqqrKkbl988QUwtTChdoYMGQIAf/31F9uB/KugoCAyMjI0NNTf39/Dw4O+OZFGF1zo6OhMnz49IiKiquz2w4cPJatEWa9QUAs4BlUCx2AtNIwxWFhYOHjwYAAwNDQ8deqU8iNpTygjI6PTmldUgC5kUNg1dv369dDguv88f/6cy+UaGBho4JqyJ0+eCAQC0JgWUZqssrLSwMCAw+FkZWXJ7KIFWcaOHctKYNVKTk6mkStsvLVo0SIA6NOnj/oCOHDgQFXvSFxcXABAteVUEDV3LgEgmjwJSWVJGS0vJZOSktK9e3f6lf+hCc6ysjLaVEwlvbFlpKaSrl0JAGnUSI3ZQdrA1cTEBKd61hdRUVEcDsfIyMjZ2Zm+IA0NDY2MjGRsJqE8upJWIBBU1Z9SA9FXtVc0OPHeq1cvAIiIiGA7kCoJhUI6rYM2QZRuJUPx+XxXV9cxY8YEBgaGh4dLv5NPT0+X1FNX0g5GM+EYVAkcg3VXf8dgZWUlLWzB4/FCQkKUHFleXj5x4kT677Jz507GIqzW69evAcDS0lLhXjoHuV7Xz1KIZir/97//adSyrNLS0nbt2gHA3Llz2Y6lfqAfbufOnZPZHh0dDQBOTk6sRFWtGTNmVJUzSklJoUlqdTyRSdBlJYsXL5bZLhQKaTkeDa9NXk/99hsBIGzXs1JGZUmZmzdvmpqadu/eXQtLyTx+/FjSj6B2ddpV2xtbRmkpGTeOABBdXfL77+q4Ajl06BAADBo0SC1nR6omFotphWn6OlSarq5uu3btxo0bt2LFiqNHj8bGxjJTqeH69eu6urocDmffvn0MXE4lCgsL+Xy+jo6OJq/yoEUi69cUtpycnIiIiLFjx9JFFtINZahGjRpJ6vM/fvx4wYIFmjxNWiEcgyqBY1BN6tEYFIvFtJxBtZOUa34kk5KTk7///vuquj3Q6k6PHz9mOCp127FjB4/Ho59+AoHA2dnZw8NjzJgx/v7+QUFBoaGhFy5ciImJYXgBEZ0n6OrqqsmfJxqFFkCRn6goEomMjY0BIJ2B6gkf6MWLF7SZ93NFKwj8/PwA4NNPP1VrDLTS/549e2S2x8fHA0DTpk3VenWtFRNDAIijI9txVE1lSZlVq1apL62gyQ4fPkyzqr169ar1ayJJb+xqW1fWjqQlE4dDAgOJyks30s/l5cuXq/i8SD1okt7Y2Pjx48cxMTFhYWGBgYFjxoxxdXWVf0TU0dGRvCMNCwuLiYlReeI1ISGB9shYsmSJas+sVufOnQOAHj16sB2IMvb29gDw9u1btgOpjWvXrllbWwNAkyZNVq1a5e/v7+XlRRd7y2QxXF1dJXXjPrTTECtwDKoEjkF1qy9jcNeuXbQt67Rp05QnMTdv3kwzTdOnT9fY4tBUXl4eh8MRCAQVFRVsx6JK58+fNzIyAgAzMzOZVizyDA0NW7Vq5enpOW7cuC+++GLt2rWhoaHnz5+PiYlR7eqn06dP0x7Yjx49UuFpG7b9+/cDwPDhw+V39enTBwD+/vtv5qNSjnZDV7gkMDY2VkdHh8fjPXv2TK0x9OjRAxRNnzx79iwADBgwQK1X11oiETExIQBEY+dVqywp8/r1ax6Pp6enp4FpUTURi8VBQUH0233GjBl1bEAwZswYAFi2bJmqwpO3cyfh8wkAmTKFqLZbQteuXQHg4sWLqjwpUo9jx45xuVwul6uwxkF5ebnMI6J8SUjVPiIWFBS0bdsWAAYPHly/5tnRlhn/+9//2A5EGdovWcM7UyqRlJTUrVs3ADAyMgoLCyOEiESily9fHj58+LvvvvP29m7SpInM3yePx3NxcRk7duylS5fYDl8xHIOqgmOQAfVlDJ44cYK+Ifvkk0+U/7aPHz9OSxQPHz5ck+dEXLhwAQB69uzJdiCqdOzYMVq0ZdKkSTTZVFJSEh8fHxERERYWFhwcHBAQ4Ovr6+Xl5erqampqqjxlo6ura2tr6+7u7u3t7evrGxAQEBwcHBYWFhERER8fX/OkW1paGk0+yjd4RkrExcUBgI2Njfyub775BjSvosXdu3c5HI6+vr7CommjR48GgFmzZqk7DJrXln+Rv3XrVgCYPXu2ugPQWv36EQCiSRXe/kOVhX5pyejVq1er8Jwaq7S0dNKkSfTmIygoqO4nvH79OqihN7aMs2ffpwk9PIiq3jGUlJTo6uryeLz6e9OpPR4/fkyfEDZs2FDDH6nJIyJ9TSr9iFjD6kIikYh+bri6uirpwKqZ+vfvD5pdDrCiooJ+Rml+Y2MlSktLp0+fTv/S/Pz85O+z8/LyIiIigoOD/fz8PDw86B0/APyupuWadYNjUIVwDDKjvozBO3fu0KK5Xbt2Vf6C8Pbt23RqWLdu3TIyMhiL8IOsXr0aAPz9/dkORGW2bdtGP7v8/f1r+AElSdmEh4eHhIQEBgb6+fl5e3u7u7vb2trKL6yT0ahRI1dXVy8vL0nKRrI2SnLLKhaLaY2bTz75pF6PU+aJxWKaX5DPcdCyBkOGDGElsKrQ3oLfffed/K779+/TfI26ZzXm5OQAgJGRkfwuWrd+/fr1ag1Am337LQEg6pz/UCeqTMrQicT29vYNbKalvOTkZDo3xNjYODw8XFWnpb2x1X0TExVFmjQhAKRFCxIXp4ITXr16FQA6deqkgnMhdcrMzHR2dgaAyZMn1+U8ZWVlMTExoaGhAQEB3t7ezs7O8jdGNXxEpO9SGjdu/OrVq7qExLyKigpavV9jb+gJIRkZGfTXy3YgKhASEkInuvft21f541Z5efnDhw9/++03DewfhGNQhXAMMqxejMFXr161bNkSAJydnWNjY5Uc+fLlS1qxpXnz5nEquRlSNR8fH41NLtdCUFAQqLqgD03Z3Lhx48iRI5s3b/7uu++mTp06ePDg9u3bW1tbV5uyady4sZubG636ZGVlxXxn9wbgk08+AYCjR4/KbE9ISICqK1iz4vTp0zRPl5OTI7/3o48+AoBFixapO4y7d+9W9dBEk4MnTpxQdwxa6/BhAkAGD2Y7jiqoMilDCKFToA8fPqza02qUhw8f0sm6zZs3V23TMvX1xpaRnEw6dSIApHFjUveOEPRlzrx581QRGlKXiooK2iOjV69eKu93kJ+fTxusKnlENDExcXd39/X1DQoKCg8Pj4+PDw0NBQAdHZ3Lly+rNh4G3L59GwBcXV3ZDkQZOrW4efPmbAeiGhERETY2NgDQpEmT+/fvsx3OB8MxqFo4BplXL8Zgamqqu7s7feS+efOm8iNp9y5ra+vIyEjGIqwh2kFC3eUtGCAUCufMmQMAPB6P4dZXOTk5MTExFy5cCA0NDQoK8vf3HzNmjIeHh7Ozs3Q5G3Nz82+++YbJwBqM77//vqpcBm0s+/r1a8aDUkAkEnXq1AmqmKNKZxWYmZllZ2erOxJaiEdh7yeaUH769Km6Y9BaiYkEgJibq764qkqoOClDG2qqtbs7uw4dOkQXLffu3Vvlb+ckvbFv376t2jPLKywkQ4cSACIQkD//JISQ9HQSH0+q+vDMyCDx8URRcvn9srX9+/erL1pUd7NmzQKApk2bMtO1lDbvCAkJ8ff3/+ijj+h9vAy6iEOjupPW3Lp16wDAz8+P7UCUuXfvHgC4u7uzHYjKJCUl0VmKvr6+bMfywXAMqhaOQVbUizFYVFRE3zkbGhoqrNwkUVhYOHjwYHrkqVOnGIuwWnSOlbGxcQ2X+Wis8vLycePGAYCenp6mvbJNS0uLjo6ma0Y6dOiAa5dq4eTJk1BFbVo6Bg8dOsR8VPL++OMPALC3t5fvNi0Wi2ka96effmIgkh9++AEULaGS9MNWaxULZG1NAEh8PNtxKKLipExhYSGty6WB7xzqiJb1pe8eZ82apaYlWrQ39oQJE9RxchmVlWTWLAJAuFxy7BiZNIkAVFkAacoUAkB++EF2u1gspguzNSQXjhTasGEDAOjr67P4bjM3N1fmTf7nn38eHBzMVjx1NGLECND4ieW0TmQDq+RfWlq6bNmywsJCtgP5MDgGVQ7HIFvqxRisrKyk3W15PN6OHTuUHzlz5kx6ZEhICGMRKvf3338DQL9+/dgOpE6KiooGDhxI5yBcv36d7XAUKysrs7W1BQCNrQ2vyVJTU6vKHtIO9JowBam8vLx58+YA8Ntvv8nvPXDgAADY2dkxU/b7559/dnV13bdvn8z2V69eAYCjJndsbhC8vQnA++kImkbFSRlCyFdffQUAM2bMUPmZWVRUVEQX96qqrG9V1N0bW15wMGnfnuTl/ZuUcXQk8u0sfX1FAGT27JS///77t99+W7NmzZdffjlhwgTa161hLJhvqM6dO8fn8zkczsGDB9mO5T80vB2pEmKxmJaT1PBc5OHDhwHAx8eH7UC0HY5BlcMxiKolFovpYyEABAQEKJkHIXMkk0EqFBkZ2bt3bwD49NNP2Y6l9rKzs+ktoo2NjYb3mV6xYgUADNbYUhOajZZ0eP78ucx2mljUhMUTmzZtAoDWrVvLf+VVVFTQ2lK7du1iJTaJM2fOAICXlxe7YTR4y5cTALJwIdtxKKL6pMyrV6+4XG5D6o397t07OrHNxMSEgdmtDPTGlkHbY48dWw5A9PREAMTL6x7tSihV4j4UgAAEyk+At7Cw4HA4Gv66Umu9ePHCzMwMAJYvX852LA3Hs2fP6DxYtgOpxq+//goA06dPZzsQrYZjUB1wDKIa2rNnD5/PB4ApU6Yon+O8e/dueuTUqVNZaVgRExMTGBjYqlUrenNFlxx6eXlFR0czH0wdJSYmuri4AICTk9PLly/ZDqca2dnZRkZGAPD48WO2Y6l/6Evr0NBQme10CZ6hoSG72f/CwkLa71xhnz7ahdrFxYX1VxSbN28GgDlz5rAbRoN35gwBIJ6ebMehCF/+GbuOmjdvPmTIkFOnTu3Zs2fRokUqPz/D7ty5M2rUqLS0tBYtWoSHh7dp00bdV1ywYMHhw4d/+eWXxYsXS/pK1lFFRUVmZmZaWlpaWlpmZmZqamp6enpmZmZKSkpGRkZGRkZWVhbAHwCTyst/Bph78WKnixdnAkRLzkBLRlpbW3fqNMjKysrKysrOzs7S0tLGxubWrVuBgYEzZsywsbH5+OOPVRIwUonc3Nxhw4bl5eX5+PgsXbqU7XAajoiICADw9PRkO5Bq5OXlAQDNCCBW4BhUExyDqIamTZtmb28/evTo0NDQ5OTko0ePmpiYKDxy+vTpFhYWn3322d69e1NSUo4cOWJsbMxAhA8ePDh8+PDhw4dpwxoAsLW19fHx0dHR2bt378WLFzt37jx79uwffviBrhbXfM+ePRs4cOC7d+/atm177tw5Ozs7tiOqhrm5+bRp07Zs2bJp0ybacwPVXNeuXY8dO3b//v3JkydLb7e0tOzVq5elpWVBQYG5uTlb4a1fvz49Pb179+7Dhg2T2VVcXLxy5UoAWLNmDU3IsoguX6K1fpH6dOsGHA48eABCIbD931yOOjI9DaY39p9//qmvrw8AH3/8scIOampCJ+Z80NwT6QrzwcHBMvNcuFxutX8JurqHAIiT02YXl5MApGnTxF9+CQkPD4+MjExOTp48Waywpgy1cOFCADAxMYmKilLNrwDVmVAopPULO3bsWCS/IA3Vga+vLwBs3bqV7UCqQdsi4AQNtuAYVB8cg+iD3Lt3jzZS6NKli/JK27du3aK5j2HDhqk1JJl5MQBgYWHh6+sbHh4ueWmfnZ3t7+9PHxfNzMyCgoJU3rhN5e7cudO4cWMA6Nu3b15eHtvh1FRCQgKfz9fR0WG+j3t9d+nSJQDo1q0b24EokJGRQZOwV65ckd/7448/0sg1ocYzvVsIDw9nO5CGr127gg4drj55ksp2ILLUkpQRi8V0RommFVqvOekFxn5+fgxnl3bv3g1SvbHLy8uTk5PrmHNp1KiRq6urh4fHmDFj/P39AwMDQ0L+zbkIhUJaU2bjRlJQQGxtCQDZvfvfkKoq9EuJxeIJEybQTNzbt2/V/xtC1Zs/fz4A2NjY4H8RlXNycoL6MM+Z/g1s2rSJ7UC0FI5B9cExiD5UfHw8zYA4OTm9ePFCyZGvXr3q0KGDmvpg1iQXI+PFixe0zSUAtGzZMiwsTB2BqcRff52iLUp9fHw0P38kg1YPUNjdGSlRUFBAy1Zo4H/xBQsWVJVgzczMpPkaDSnwTEvbPHv2jO1AGr7x48cDwK+//sp2ILLUkpQh/yzS04TyTrVQWFg4cuRIAODz+Zs3b2Y+gJKSEjrTz8nJqSZT/nR0dOzs7Dp16jRkyJApU6YEBAT8/PPP+/btu3TpUkxMTA2L+0iSMoSQvXsJAGncmGRmvt+rPClDCCktLfXw8ACAtm3b1qN3Iw0VnX8rEAgYaK+ubZKTkwHA1NRUKBSyHUs1Jk2aBIpWeiMG4BhUHxyDqHaysrJ69eoFAObm5hEREUqOVHkj6lrkYmRcuHChXbt29Gf79++vgaVz//iDuLtfEQgEU6dOZb1CRy3QBvYmJib5+flsx1LP0DfxLPYWVOj169d6enpcLldh+v7LL78EgCFDhjAfmLzKykodHR3sh80M2g3Tz8+P7UBkqSspU397YyclJXXu3Jl+Z7OVPc3MzDQ3N7e3t69qnktQUFBoaKj0PJe6X1Q6KSMWk759CQCZNu393mqTMoSQrKwsWtdt0KBB9fH7uMGIiIjQ1dUFDSgm3yAdPHhQc77IlaMrqE+cOMF2IFoHx6Ba4RhEtVZUVERnnQgEAgamnNQ9FyOtsrIyJCSErsPicrm+vr6pqZoyA3/9esLhEADy008xmrAYpHb69OkDAD///DPbgdQztJrMtm3b2A7kPyZOnAgAU6ZMkd+VmJhI8zUPHz5kPC4Fbt68CQDNmjVjOxCtQGvSderUie1AZKkrKUP+yUHWr97YN2/epDW6W7ZsqXx2q/qIxeLhw4cDQLdu3aKiojIyMpi5rnRShhASFUX4fMLhEPoyqSZJGUJIQkIC/QXWr//uDcnr169pp9hvv/2W7VgaJroeYdWqVWwHUj1aBvXq1atsB6JdcAyqG45BVBdCoXDOnDkAwOPx1PQYqdpcjIycnJyAgAA9PT0AMDQ0DAwMZPftulhMAgMJAOFwyPr1LAaiAidPngQAR0dHfLP4QbZs2QIAU6dOZTuQf0VHR3O5XF1d3fj4ePm9NIs0adIk5gOT9+rVq+bNm1tZWR04cIDtWLRCcXExn8/n8/nFxcVsx/IfakzK0N7Y+vr6WVlZ6ruKCu3fv592Oxo4cGBubi5bYaxZs4bO03nz5g2T15VJyhBCvvqKAJBOnYhQWNOkDCHk/v37hoaGALBixQr1RYsUKiwspNObBw4cqPkT++upDh06AMD169fZDqR69I9B8+tuNCQ4BhmAYxDVXVBQEIfDAQB/f39VzexQay5GRlxcHK2BAgBNmjQJDQ1lZX6KUEhmzSIAhM8ne/Ywf30Vk9TE/PPPP9mOpT65e/cuALi6urIdyL9o3dyvvvpKfpckX/Pq1SvmA5Nx7949+hana9euNSw3gequffv2AHDz5k22A/kPNSZlCCFDhw4FgDVr1qj1KnUnFAoDAgLod5ufnx+LCfLbt2/r6OhwOJyTJ08yfGn5pExBAbGzIwBk164PSMoQQv766y8ej8fhcPbu3aumaJE8kUg0YsQIAGjdujWW9VGT/Px8Ho+np6dXL9b9NmnSBAASExPZDkRb4BhkAI5BpCp79+7V0dEBAF9f37r0c2AyFyPj0qVLNEdJp1cz/IxRVkY+/ZQAEENDcvo0k1dWo507dwKAu7s724HUJ+Xl5XQ1kIaU47l27RoAGBsbK0xz0IdTf39/5gOTcf78eWNjYwD4+OOPCwoK2A5Hi8ycOVMDFyqqNylz9uxZAGjatKkmzwMsKCigq775fD67/TWzs7MdHR0BYPHixcxfXT4pQwj5808CQGxtyejRH5CUIYT88ssvAKCjo3P+/HmVh4oUWrRoEZ1j9fLlS7ZjabBOnz4NAB4eHmwHUiP0yx6zA4zBMcgAHINIhc6fP087sHz00Ucf+jzJYi5GmlAo3LlzJ1057u4eMHkyefeOievm5hJPTwJAGjUiGva+uU7KyspsbGwA4PLly2zHUp9MmjTJxcVl1KhRRUVFbMdCevbsWdWEfVpPxMjIKC0tjfnApEmSwlOmTGG4yS8KCQkBgAkTJrAdyH+oNykjmQd45MgRtV6o1uLj411dXQGgcePG7H7+SkrJ9OjRg5XBqTApQwjx8iIARFf3w5IyhJCFCxcCgImJSVRUlArjRAqFhYVxOBw+n68hvf0aqiVLlkA9aZkpFAo5HA6Xy1V5GxGkEI5BZuAYRKp1//59mtFo165dUlJStcdrSC5GRn5+fkBAgJtbMZ238sMPRK3VElJTSceO71/aRUer8UKs+PHHHwFg6NChbAdSnyQkJNAcdPv27dldFnT06FEAsLKyUjj3hDaK/eGDnmfUQLJ8MiAgoP4Wxq6/Hj16RAvIsh3If6g3KUP+6Y3dt29fdV+oFiIiImgR+7Zt2yYkJLAbTFBQEH3FytY856qSMnFxRE+PAHxwUkYsFk+YMAEA7O3t3759q8JQkYwHDx4YGBgAwPbt29mOpYGjrRn++usvtgOpXnZ2NgCYmZmxHYhWwDHIGByDSOUSEhJo78hmzZo9f/5c4TGamYuR8fYt8fV93wXJ3p6EhBB15AMTEkiLFgSAtG5NmC1+yJDs7GxDQ0MOhxMTE8N2LPVJbGysm5sbfR177NgxVmIQCoX0XbvCGt4nTpwAAEtLSxaXWQmFws8//xwAeDwe3jCwpbKyko5xjap7q/akjKQ3tqYVutu5cyedNjZo0CDWpxbfuXOHrVIyElUlZQghS5bUJilDCCktLaU56bZt27L+S26oUlJSHBwcAGDu3Llsx9LAlZWVCQQCDoeTnZ3NdizVi4+PB+ywyAgcg4zBMYjUJDs7u3fv3gDQqFEj6RrS9SIXI+POHdKr1/vbNnd3otqK2E+evK822LUrYao7KAvmzZsHANOnT2c7kHqmsLBw9OjRAMDhcAICApifJPjrr78CgJOTU3l5ucwuoVBIc0abN29mOCqJsrIyWp9bT08vLCyMrTAQIaRXr14AcO7cObYD+ZfakzLkn97YM2fOZOBaNSFd1tff35/1Bhk5OTm0lExAQACLYXz1FXF2Jrt3K9hVXEy6dSPOzmTTpg8+bVZWFn0BNWjQII29g6m/SktLu3XrBgCenp7y30BItW7cuEGnuLMdSI08ePAAADp27Mh2IA0cjkEm4RhE6lNaWkqfJ/X09NasWfPtt986OTlJcjF2dnYLFiy4fv16vViMJhaTsDDi6Pg+NePtTRT1Bf5gV64QU1MCQAYMIA27LGlCQgItKJ6SksJ2LPWMWCwODg7m8/kAMHjw4JycHMYuXVpaSmurK2yetWfPHpolLysrYywkaTk5OZ6envKZX8QKmp3QqE7BTCRlNKo3dn5+vre3N/3S/e2339gOh4jFYtqto3v37g21zlNCQgJdsD1jxgy2Y2lQJAvEnJycMhrwGyuNQdcYfv7552wHUiOXLl0CgH79+rEdSEOGY5BhOAaRWgmFwtmzZ9O15PVlXowSxcUkKIgYG7+vDOjvT+qyaOPECSIQEADi40NYeqplFM3QLVmyhO1A6qWrV6/SO/+mTZvev3+fmYuuXbsWADp06CCfOS0tLW3atCkA7N+/n5lgZCQnJ9M2zHZ2dlhqUxPs378fAIYPH852IP9iIilD/mk/FhQUxMzlqvLy5UtaeNjCwuLq1avsBkP99NNPNGmqOS0zd+0iffqQgwdVec779+8bGhpqWkqyvlu5ciUAGBsbP3nyhO1YtALN57L1jf6haK27kSNHsh1IQ4ZjkGE4BhEDdu/e/csvv/j7+9eXeTHKvXtH/PwIl0sAiIUFCQ4mtZgg/ttvhM8nAGTePLXUqdFA9+7do/fnhYWFbMdSLyUlJXXv3h0ABALBnj171H253NxcmktV2PV1/fr1tAgxKyM6JiaGTuFxc3PDIpsa4uXLlwBgY2PDdiD/Yigpowm9sS9cuNCoUSM6Jl+/fs1WGNLu3r2rq6vL4XBOnDjBdiz/mjqVABCVF5/666+/eDweh8PZu3evik+tlU6cOMHlcrlcbnh4ONuxaAWxWEy/79/Uk8KGu3fvBoCpU6eyHUiDhWOQYTgGEaq1+/ffd7AGIG3akNOn/9319i0JCiI//yybbREKSVAQOXSIBAe/Lx6sba/VaJmh4OBgtgOpr8rKymbNmkUnnfn5+al1hS8tTKGwsUxeXl7jxo0B4MyZM+oLoCpXrpA+fVJ1dAz69euXm5vLfABIIbFYTP8qNCdNxlBSRiwWt27dGtjrjR0SEkLL+g4ZMoTFmtvScnJymjVrBgDffvst27H8R4cOBIDcvq36M//yyy8AoKOjozCNjWru6dOnJiYmAPDTTz+xHYu2ePLkCQA4OjqyHUhNffPNNwDwxRdfsB1Iw4RjkHk4BhGqo/Bw4uz8PjXj5UVoc6GrV99v2bHjPweXlxMAMnAgiYoijRvL7tUGtFlPs2bN6uPiNc0RGhqqr68PAB4eHmqq0ZOcnGxgYMDhcG4renpZvHgxAPTp00cdl1bu0KH3HWy//DKOrVo2qCoDBw4EgKNHj7IdyHsMJWUIIVu2bKkqhalWlZWVCxYskJT11ZCZqJJSMt26ddOo2pDl5URXl/B4pKhILedfuHAh7ZaHKyprLSsrq3nz5gDg6+vLdixaZPv27QAwceJEtgOpkYSEhMaNG7du3To6OprtWBogHIOswDGIUN2VlpLVq/8tNLNwIbl8mQAQLpeYmZG0tH+PlCRlCCH1od2Z6onFYlr04KBql/RrnwcPHtD30JaWlpcvX1b5+WfOnAkAY8aMkd+VkpJC6yfcunVL5ddVbvPm98sGFyzQlkV/9cv3338PAIsWLWI7kPeYS8qw0hs7Ozv7o48+omV9Q0NDGbtutdatW0eXqjK8kKraVMuDB++ntqqJpC6mvb295kwYq0cqKir69esHAO7u7iUlJWyHo0Xo3+2O+vCusLCwsF27drTlGevd5RoeHINswTGIkKpkZhJ/f8LjkU8/fT9TZuJEwuUS6ZyndFJGa9Ep3l26dGE7kHovMzPz448/BgA+n6/aGqOxsbF8Pp/H4z179kx+Ly3d7ePjo8IrVkssJoGBBIBwOCQwkMkrow9w8uRJY2PjhQsXsh3Ie8wlZQghX3zxBZO9sePi4uiaKVtb2zt37jBz0ZpgsZSMgwNp2pSkplZ5wK5dBIBMmKDGGEpLSz08PACgbdu2eXl5arxSQ0S/Xezs7N69e8d2LNqF1u3X/HquIpFo+PDhANC6dWscX+qAY5AtOAYRUq1Hj8jr1++TMmvXEl9fAkAuXHi/F5MyhJCysjIbGxsAuHLlCtux1HtCoTAgIIDD4QDAhAkTilQ0J9/HxwcAZs+eLb8rLi5OR0eHx+M9ffpUJdeqicpKMmMGASB8Ptm1i7HLog8mFAo1ZAENxWhS5uXLl4z1xj537pyZmRltjaZRRQElpWS++eYbhi+dmUkAiIkJEYurPGb+fAJA1q1TbyRZWVkuLi70LSKu1K254OBgANDX17937x7bsWiXpKQkOrVNoz6+FVq0aBHt5/ry5Uu2Y2mAcAyyBccgQmoiScqkpRETE9KyJSktJQSTMv9Yvnw5AHh7e7MdSANx8uRJunKiQ4cOr169quPZ7t27x+Fw9PX1k5KS5PeOGTMGAGbNmlXHq9RcYSEZPJgAEEPD/5TTRqhajCZlCCFDhgxhoDd2SEgIn88HgNGjRxcXF6v1Wh9ELBaPHDmSrVIy584RAKK80JWHBwEgFy+qPZiEhARra2sAmDFjhtov1iCcP3+ez+dzOJw///yT7Vi0zv79+wFg2LBhbAdSjbCwMA6Ho6Ojc+nSJbZjaYBwDLIIxyBCaiJJyhBCfvqJALxfcIFJGSo7O9vQ0JDD4TA526Jhe/HihaurKy0xefz48bqcasCAAQCwePFi+V3379/ncDgCgYCxaglpacTdnQAQa2sSGcnMNVHDwQVm0Zq727dvFwqF6ji/UCicP3/+7NmzRSJRQEDAoUOHDAwM1HGh2vn5559PnDjRqFGjQ4cO6erqMnz1R48AADp2rPIAsRiiowEAOnRQezBOTk6nTp0yNDTcvXv3ypUr1X69eq6ysnLOnDlCoXDp0qXjx49nOxytc+PGDQCgy+401sOHD2nz3U2bNtHbFKRCOAbZhWMQIQZ8+SW4uUFQELx8yXYoGsPc3HzKlCmEkI0bN7IdSwPh4uJy586d0aNHFxQU+Pj4LFq0SCwW1+I8Z8+evXz5cqNGjWirOxmmpqbDhg3z9/dv0qRJnUOuXkICeHrCgwfg7AwREeDuzsA1UcPCcBJI0htbHQ2osrKy+vfvDwACgeCPP/5Q+fnr6N69e7SUTB2zwrU2fjwBIL/9VuUBsbEEgDRtquwkX39NRo0ijx6pJqS//vqLx+NxOJy9e/eq5owNV2xs7Ndffy1WsvYMqU3btm0B4ObNm2wHUqWUlBQHBwcAmDdvHtuxNFg4BlmEYxAhNZGeKUMIiYggHA4ZNgxnyvwrPj6ex+Pp6empqaOzdhKLxcHBwXRlw5AhQ3Jycj70xzt37gwA69evV3IYMyte790jVlYEgHTtStLTGbggaoCYTsqQf3pj9+vXT7WnffLkiZOTEwDY2dlp4Gr/3NxcGt7XX3/NVgwuLgSAKGl+dfAgASAjRig7SZs2BIA8fKiyqGhlex0dnfPnz6vspAipTk5ODpfL1dPTKysrYzsWxUpLS7t16wYAnp6ezK+LREjdcAwipD4ySRlC3lf8/esvTMr869NPPwWA7777ju1AGporV67QagYtWrSIioqq+Q/SNa329vast0E8f/59j3kvL1JQwG4sqB5jevkSAEyZMsXU1PTq1avRdKmMKpw9e7Z3796vX7/u1KnTnTt3unbtqqozqwQhZPr06a9fv+7atevq1atZiaG4GF6+BF1daNOmymPo+qZOnao8oKQE4uJAVxdcXVUW2OzZsxcuXFhZWTl69GgV/kkgpCo3b94Ui8Xdu3fX09NjOxYFCCEzZsy4d++ek5PTsWPHmF8XiZC64RhEiEnr1oGZGQQEsB2HJgkICACA7du3FxUVsR1Lg9KvX7/IyMhu3bq9evWqe/fue/furclPVVZWLlu2DABWrFihr6+v3hCVevwYhgyBwkKYOhXOnAFjYxZjQfUbC0kZY2PjqVOnAsDWrVtVcsJNmzZ5e3vn5+ePHTv2xo0bzCwd/CDBwcHHjx83MzNjpZQMFRUFYjG0bQtKrl9t0ZnoaBCJwNUVVHtjvH79+gkTJhQUFAwZMoS22EBIc9BiFp6enmwHotiqVasOHDhgbGwcHh5uYWHBdjgIqR6OQYSYZG0NK1bAs2dsx6FJunbt6uHhkZub+9tvv7EdS0Pj4OBw/fr1mTNnlpWVTZs2bfbs2ZWVlcp/5JdffomPj3dxcfH19WUmyKp07Aiffw7+/rBnD/D57MaC6jcWkjIAMH/+fC6Xu2/fvuzs7Lqcp7y8fNq0aV9++aVYLA4ICDh48KBGlfWl7t+/v2jRIg6Hs2fPHrqCiRXVzoIBgKioao6pyUlqgcPh7N6928PDIzk5eciQIfn5+Sq+AEJ1oMkVRk+cOBEYGMjlcg8cOECLbiDU8OAYRIhhc+dCt25sB6FhaDXZjRs3qqlXiTbT09P79ddfQ0ND9fX1d+7cOWDAgNTU1KoOLioqWrVqFQCsXbuWr85ESFYWjB0LM2aATI4oOBhmzAAA2L4dpk+HTZtg0ybgcP49YPZs2LxZfXGhhomdpEyLFi0GDRpUWlq6e/fuWp8kKytr4MCBe/fuNTQ0PHLkSFBQEEd6QGiGvLy8cePGVVRUfPnll6NGjWIxkmpnwSQnQ3o6NG4MTZvW/iS1JhAITp486eLiEhMTM378ePzCQxqivLz8wYMHXC63Z8+ebMci69mzZ1OmTBGLxWvXrvX29mY7HITUAscgQmrVqBF4eUGzZv/ZyOXC1q3g5aX693D114gRI9q0aZOYmHjs2DG2Y2mYJk+efOPGDUdHxxs3bnTp0uXWrVsKD9uwYUN6enq3bt2GDx+u1nhKSuDwYdizBzZs+M/2O3cgPBwA4MYNOHAA5J8+Dx2Ca9fUGhpqiNgqZnPmzBkAaNq0aWVlZS1+PDo6ulmzZgBgb28fqam94MVisY+PDwB07dqV9cp/nTsTAHLjRpUH0IpuH32k7CRduxIAcv26yqN7LyEhgZb7mjFjhrquwYj4+PgCLPbVIFy7dg0AOnbsyHYgsrKyspydnQHA19eX7VgQUiMcgwghDbFjxw4A6NKlC9uBNGSZmZleXl4AwOfzg4KC5PeamJgAwOXLl9UdyZs3BIBYWREDA5KQ8O/2ceOIhQUhhHz2GdHTU/CDpqbEx0fd0aGGhp2ZMgAwcODA1q1bv337NpwmGz/E6dOne/funZiY2KNHj8jISHdN7QW/efPmY8eOsVtKhhIK4dkz4HKhffsqj6l2aZJQCDExwOEoO0kdOTk5nTp1ytDQcPfu3StXrlTXZdQgJSXlr7/++uGHH4YNG2ZlZdW8efMLFy6wHRRSAbpuonfv3mwH8h+0MHZCQkLPnj1//fVXtsNBSI1wDCKkVr/+Crq68PvvCnY5OkLLlowHpMGmTp1qbW0dGRl5/fp1tmNpsCwsLM6ePRsQECASiRYtWjRp0qSSkhLJ3hUrVhQUFAwdOrR///7MxDNvHujrw/z5zFwNaS/WkjIcDmfu3LkAQDtk19ymTZuGDRtWUFAwfvz4y5cv29jYqCfAuoqMjAwICKDVUlgsJUM9ewZlZdCihbKq4I8fAyhNyrx4AaWl0Lw5mJqqPMB/denS5eDBgzweb9myZaGhoWq8Uh2IxeIXL14cOHDg66+/7t+/v5mZmb29/fDhw5cvX37q1KnMzEwbG5vCwkK2w0QqoJkPhPPnz7969aqdnd3hw4c1sx8NQqqCYxAhtRKJoLISRCIFuyoqoKKC8YA0mEAg+PzzzwFg/fr1bMfSkPF4vKCgoOPHj5uamu7fv79Xr14JCQkAkJiYGBISwuVymXxxa2YGK1bA6dNw9Chj10TaiM060VOnTl26dCntjd2+BrMvysvL/fz8fv/9dw6HExgY+MMPP6g/xlqipWTKy8u//PJLuoKJXTUp0FvtMWqq8ivP29t727Ztc+bMmTVrlp2d3ccff6z2S1ZHJBK9efPm6dOnDx48ePDgwa1bt3JycqQPsLW1dXd3d3d3d3Nzc3V1dXNzYytUpEJisfj27dugYRVGg4ODd+7cqa+vf+LECXt7e7bDQUiNcAwihDTKggUL1q1bd+rUqWfPnrm6urIdTkM2YsSIu3fv+vj4REVFderU6ffffz9y5Eh5efnkyZM71ra8ZV4eEAL5+SAWQ2EhCIVQVASVlVBSAuXlUFoKZWVQXg4lJWBpCV5e73/Kzw927oQvvoBPPpF9vS0UwoIFslcpLa1ddEirsZmUMTY2njJlyubNm7du3bpz507lB6empo4aNeru3btGRkZ//PHHyJEjGYmxlmbMmJGQkNClS5e1a9eyHQtADfIpeXmQmAgGBtCqVe1PokKzZ8+Oi4vbuHHj6NGjIyIiapKzUy2RSPTixYsH/3j8+HFxcbH0AZIsjLu7e9euXTV2xhaqiydPnuTl5Tk5OTk4OLAdy3sXLlz43//+R7u5de3ale1wEFIvHIMIIY1ibm4+efLkHTt20OQs2+E0cC4uLrdu3ZoyZcrJkyd9fHwIIXw+38XFZcOGDUKhsLi4uKKioqSkpLy8vKysrLS0tLy8vKSkpLKysqioSCgUFhYWisXi1q3H37mzJi/vwy7dtu2/SRkeD7ZvBw8PWLoUgoP/c5hYDA8eyP6swnlnCCnHckf1BQsWbN26dd++fWvWrGncuHFVh0VFRQ0fPvzt27cODg4nT57s3Lkzk0F+KM0pJSNRbT7l8WMgBNq3Bx6vmpOoo/WSQuvXr09LSztw4MCQIUNu377dpEkTtV5OKBTGxsZKsjCPHj2SXsIK/83CdOvWjRYkRg1bREQEAHh6erIdyHuxsbFjx44VCoWBgYHjx49nOxyE1A7HIEJI03zzzTc7d+78/fffly9fbmtry3Y4DZypqenx48d/+umnJUuWGBoaFhUVfffddx90hqZNcyUZGVNT4HLBxAR4PDAyAh0dMDQEXV3Q1weBAAQC0NcHXV0wNAQrq/+cpGdPmD4dtm593wxbQlcX5JtEmZl9UIAIAbCelGnRosXAgQPPnDmze/fub7/9VuExR44cmTJlSklJSa9evY4dO6bhD8ORkZH0X2T37t20LwPrCIGoKACADh2qPKbarI3kJIw1R6TleN68eXPz5s0hQ4bcuHHDVKXFbGSyMA8fPiz973RD6SxM9+7drWQ+npEWuHnzJmhMMYuCggIfH5+8vDwfH5/AwEC2w0GICTgGEWLG9esKXu+XloJmvFvULM7OzsOHDz9+/Pj27dtXrFjBdjgNH4fDCQgI8PLyunXr1sOHD3V1dY2MjHR0dAwMDPT09PT19QUCgZ6enoGBga6urqGhIZ/PNzY25vF4JiYmHA7HzMwaABo1+uDrvn37n38MCoITJ+Cbb2pzKoSqx3b7J3L69Gmooje2WCwOCgricrkAMGHChNLSUlYirLm8vDyaiPH392c7ln+9ekUAiJ2dsmN8fQkA2bmzygMSEggAsbZWeXTVyMrKcnFxAYBBgwbVrnu6REVFRUxMTGhoqL+/v4eHh0AgkBkLtra23t7egYGB4eHhmZmZqvpXQPUXnZ/17NkztgMhQqFwyJAhANCxY8eioiK2w0GIITgGEVK3HTsIQJX/a9qU7fg00t27dwHA3Ny8sLCQ7ViQutCW2Js2/btl504CQOztsSU2Uj2WZ8oAwKBBg1q3bv3ixYu//vpr1KhRku1lZWWzZs3at28fLcEdEBDAYpA19Pnnn9NSMj/99BPbsfyrJrVgMjIWeHi07dz5UwALJSdhft1Y48aNz5w507Nnz7Nnz86ZM2fXrl01/9nKysq4uDjJXJjIyMjy8nLpA6TnwvTq1UvJAjqkhV6/fp2UlGRhYdG6dWu2Y4GFCxeePn3a2to6PDzc0NCQ7XAQYgKOQYQYExwM48bJblQyw1rLdevWbfDgwe3btxdh+RBtMmMG/PYb3L4NFoqflhCqPfaTMrQ3tr+//5YtWyRJmZSUlJEjR96/f9/Y2Hjfvn3Dhw9nN8ia2Lp1659//mlqanro0CGNapD59u29Xr1sevUyAzBReEBZWdnlyyGEEFfXyVWdpNqG2erj5OR06tSpfv367d69u1mzZt9//31VRxYVFT1+/PjZs2e0TdL9+/crpHo58ng8V1dXSY8kd3f3RjgBEVWNNuL18PDgcDjsRrJ3797Nmzfr6OiEhYWpu7gSQpoDxyBCjDExAfmOBVwuG6HUE3SmP9IqXC5s3QrdurEdB2qI2E/KwD+9sa9cuUJ7Yz969GjEiBFJSUnOzs7h4eH1ortwdHQ0LSWzY8cODSklI3Hp0vJbt05//fVRAMXNuZ88eVJZWdm2bVt9ff2qTsJk6yV5Xbp0OXjw4MiRI5ctW9akSZMpU6bQ7YWFhVFRUZK5MLGxsdKvLPh8viQL4+7u3rlzZwMDA3b+BVA9RB8IWS9mcfPmzTlz5gDA9u3b+/Tpw24wCDEJxyBCCCG2WFnBhQvg4vKfjZ07w61b75teL1oE06cr+MFjxwAn36MPpRFJGUlv7G3btn300UfTpk0rKSnp3bv30aNH60V11cLCwrFjx5aWli5YsOCzzz5jOxxZjx49AoBOVSdUHj9+rPwAYDspAwDe3t7btm2bM2fOrFmzbt68WVhY+PDhw5cvXxJCJMfo6up26NCB5l/c3d3btWsnXzgGoRqiD4Tstn158+aNj49PeXn5N998M3PmTBYjQYh5OAYRQgixRSD4tyu2NMlMmfbtFf/ggAHqCgk1YBzpZ1oWvXr1ysXFhcfjCYVCQsisWbO2bdumo6PDdlw1MnHixAMHDrRv3/7u3bualgXIyMiwtrY2NTXNzc2tagb43Llzd+zYsXHjxq+++krhAVlZYGkJJiaQlwfsziKfO3fu3r17JW2SdHR0WrZs6S5FyWQfhGouKyvLyspKIBDk5eWx1di+qKjIw8MjOjp64MCBf//9N09Jv3qEGhwcgwgx45df4PPPYc8emDZNdpetLejqwps3bISFEELaRCNmygBAixYtWrZs+fr1a0IIj8e7dOlS//797ezsnJ2dnZ2dbW1t7ezsXFxcjIyM2I5U1rZt2w4cOGBsbBwWFqZpGRkAePjwIQB06tRJyZr8aqfSPHmS3ayZSdOmOmyv64d27dqVlpY6Ozt/9913nTt3dnNzqy+ZO1S/3Lx5kxDSo0cPtp4GCSHTp0+Pjo5u3br1wYMH8WkQaRscgwghhBDSEpqSlDl9+nRcXByPxzM1Nc3Pz09ISEhISJA5hsPh2NjYODo6Nv1Hs2bN6P9hq2JrdHT0//73PwD45ZdfXGQWHWoGmnDp2LFjVQeIRKInT55wOJwOVRfZv39/d2JiwIgRXwOsV0eQNRcWFgYAP/zwg6+vL7uRoIaN9WIW33///eHDh83NzcPDw83MzNgKAyG24BhEiBnjxkGfPmBvr2DX9essz49GCCEtoRFJmXfv3k2ZMoUQsmrVqm+//ba8vDw5OTkhISElJSU1NZUmaFJSUhITE1NTU1NTU+/cuSNzBoFAIDOthv7/pk2b8vnq+ncsKiqipWTmzZs3YcIENV2ljqqtFxMXF1dcXOzk5KQksfVPZqetGgL8AGlpaREREQKBoF5040L1GrsPhEeOHFmzZg2fzw8LC2vZsiUrMSDELhyDCDGjUSOo6gYQ//YRQogZ7CdlhELhZ599lpWVNXjwYDrrRE9Pj6ZU5A/Ozc2V5Ggk+Zr4+Pi8vDyFk2t0dHQsLCzk8zWtWrUyNjauY+Rz5syJjY1t3779unXr6ngq9al2aVK1U2lqchJmHD58WCQSDR8+3NTUlN1IUMNWWlr68OFDHo/Xs2dP5q/+8OFDmqTetGnTRx99xHwACLEOxyBCCCGEtAf7SZmlS5feuHHDwcHh999/V1L3hGrUqBGt5yqzvbS0VJKjkU7ZvHnzhk6uefDggfyppOfUSFI2Tk5O1YYBADt27Ni/f7+RkVFYWJjGFpctKiqKj4/X09Nr3bp1VcdUm3ApLi5++fKlrq5umzZt1BJljR06dAgAxo0bx24YqMG7e/duRUWFu7t73VO3HyotLW3EiBElJSXTp0+fO3cuw1dHSEPgGEQIIYSQ9mA5KXPmzJmffvqJz+f/+eefFhYWtT6Pvr6+wsk1FRUV7969k1kGlZqaGhsbm5ubm5ub++zZM5kf0dPTs7e3l1kGJbMS6smTJ19//TVocCkZ6vHjx2KxuF27dkqq4Va7vikqKkosFrdt25ataotUUlLSrVu3DAwMhg4dymIYSBtEREQAG+smysrKRo4c+e7dO09Pzx07djB8dYQ0B45BhBBCCGkPNpMyycnJkydPFovFq1evVtO9l66ursJkDSEkLS3tzZs3b/+RmJhI/49khZTMj/B4PDs7O0dHR3t7+6tXr5aWln7++ecTJ05UR9iqUpNlR9UmZTRk7VJYWBghZNiwYRrYgQs1MKwUsyCEzJw58+7du82aNTt69Ci7OVCE2IVjECGEEELag7WkjEgkmjx5snQpGSZxOBxbW1tbW9sePXrI7CorK0tJSZGvXPP27dukpKSkpCQAGDBgQLNmzTZs2MBw2B+q2noxSUlJWVlZFhYW9grL7tfsJMzAtUuIGSKR6O7duwDg4eHBzBWFQuGDBw+Cg4MPHjxoYmJy6tQpS0tLZi6NkAbCMYgQQgghrcJaUmbp0qWXL1+2t7f//fffuVwuW2HIEwgECifXVFZWvnv37u3bt2/evHF2du7Vq5dGha1QDav8du7cuS4nYUBCQkJkZKSxsfGgQYNYDANpg6ioqPz8/BYtWtja2qr1QgkJCRf/kZuby+Fw+vTp8/XXX7u5uan1ughpOByDCCGEENIq7CRlLl++rJJSMkzS0dFxcnJycnJiO5CaqqioePbsGZfLbdeuXVXHVJtwEQqF9CTt27dXS5Q1c+jQIULIiBEjNLamMmowaDELT09PdZw8Njb28uXLV65cuXLlSlZWlmR7q1atBgwYsGjRIkdHR3VcF6F6BMcgQgghhLQKC0mZtLS0iRMnikSi1atXq+muCwHAs2fPKioqWrduraQIS7VLk549e1ZWVqaSDuJ1gWuXEGNu3rwJKl03kZqaeuPGjYsXL547d+7NmzeS7TY2Np6enl5eXgMHDsTnQIQkcAwihBBCSKswnZQRi8UTJ05MS0sbMGBAQEAAw1fXKjVZdlTD9U3srl2KjY2NiooyMzP7+OOPWQwDaQn6QFjHfHFGRsa1a9cuXrx448YN6RZvlpaW/fr18/Dw6N27t7u7e11jRaghwjGIEEIIIa3CdFJm2bJlly9ftrGx2b9/v+bXZKnXqs2n5ObmJiUlGRoatmzZstYnYQCdJuPj46Onp8diGEgbvHr1KiUlxdLSUsmgqEpRUdGdO3dofYqHDx8SQuh2IyOjHj16eHl5eXl5de7cmcPhqDpqhBoOHIMIIYQQ0jaMJmUuX74cFBTE4/H2799vY2PD5KW1ULVLkx49ekQI6dChg5LsmCa0XgoLCwNcu4QYQRvxenp61vCxraSk5NatW/Rt/L179yorK+l2AwODXr16eXl5eXh4dO/eXUdHR41BI9SA4BhECCGEkLZhLimTnp5OS8msWrVqwIABjF1XOxFCoqOjobqkDCidBUMIiYqKUn4SdXvy5MnTp08tLCzwbwYxgD4Q9u7dW8kxQqEwKiqKvo2PiIgoLy+n2/l8vru7O30b7+npiRO7EKoFHIMIIYQQ0jYMJWWwlAzDXr16VVBQ4ODgYGlpWdUx1SZlEhIS8vPz7ezsrK2t1RJlDdC1S6NHj+bzWWvfjrSH5C29zHaRSPT48WP6EHjz5s3S0lK6ncfj0YdADw+Pfv36sVsPG6EGAMcgQgghhLQNQw+6gYGBly5dsra23r9/P4/HY+ai2szJyenBgwfZ2dlKjqk2KfP48WPlBzAA1y4hxmRmZsbFxRkaGkqmhiUkJNCHwAsXLuTl5UmOdHZ29vpHo0aNWIkWoYYHxyBCCCGEtBATSZkrV66sWbOGy+ViKRnG8Pn8zp07KzmgtLQ0Li6Oz+e7urpWdQzrVX4fPHjw8uVL2rWUrRiQ9oiIiCCEdOzYcc+ePRcvXrx8+bJ0WlPyENi/f38LCwsW40SoocIxiBBCCCEtpPakjKSUzIoVKz766CN1Xw7VEJfLPXny5Nu3bwUCQVXHsJ6UoWuXxowZg7OrEANu3boFADdv3qQdeQGgWbNm/fv3HzBgwIABA+zs7FiNDqGG6c2bN2ZmZqampoBjECGEEEJaiSPpGakOYrF44MCBFy9e7N+//4ULF/DRun6xs7NLTU1NSEhwcnJi/uqEEGdn58TExBs3bnh4eDAfANI2U6dOPXHiBAB88skntESFm5sb20Eh1JCVlpYaGBjo6urSYr0VFRVjxoy5efPmgAEDHB0d09PTfXx8Ro4cyXaYCCGEEEJqpN6ZMsuXL7948SKWkqmPCCHLly9/+vRps2bNWAng7t27iYmJTZo06dmzJysBIG0TFxeXn5+PSUCEGEPLxEiKwujq6h44cMDQ0BAA1q1bt379eisrK0zKIIQQQqhhU2NS5sqVK6tWreJyufv27bO1tVXfhZA6cDicWbNmsRgAXbs0duxYLpfLYhhIe9DnQzMzM5bjQEhryA86mpEBgPz8fACgy5oQQgghhBowdSVlJKVkfvzxRy8vLzVdBTVUYrH48OHDgH2XEIMwKYMQw5QMOhyPCCGEENISapmDIBaLfX19U1NT+/fvv2TJEnVcAjVsN27cSE5OdnJy6tKlC9uxIG2BD4EIMUzJoMOZMgghhBDSEmpJyvz4448XLlzAUjKo1ujapfHjx3M4HLZjQVqhoqKitLSUz+dLVk8ghNSNZl5wpgxCCCGEtJnqkzJXr15duXIll8v9448/sJQMqgWRSHT06FHAtUuIQfgEiBDz6LhTOB0GhyRCCCGEtISKkzIZGRkTJkwQiUTLli37+OOPVXtypCWuXLmSnp7u4uLSoUMHtmNB2gKfABFiHtaUQQghhBBSZVJGLBZPmjQpNTW1X79+33//vQrPjLQKXbuE02QQk/AJECHmKSkcg0MSIYQQQlpClUmZFStWXLhwwcrKCkvJoFqrrKw8fvw4AIwdO5btWJAWwSdAhJiHM2UQQgghhFSWlLl27dqKFSu4XO6+ffvs7OxUdVqkbS5evJidnd2uXTs3Nze2Y0FaBJ8AEWJeVeNOKBQWFxfzeDxjY2Pmo0IIIYQQYpJqkjKSUjJLly7FUjKoLnDtEmIFJmUQYl5V4y4/P58QYmJigg34EEIIIdTgqSApIxaLfX19U1JS+vbtu3Tp0rqfEGmt8vLykydPAq5dQoxTUtsCIaQmVSVlMEmKEEIIIe2hgqTMqlWrzp8/b2VldeDAASwlg+ri7NmzeXl5nTt3btmyJduxIO2CSRmEmFfVuMOkDEIIIYS0R12TMteuXVu+fDmXy/3jjz+wlAyqI1y7hNiCD4EIMQ9nyiCEEEII1SkpIykl8/3333/yySeqiglpp5KSkr/++ovD4eDaJcQ8fAhEiHmYlEEIIYQQqn1SRrqUzLJly1QYE9JOf//9d1FRUffu3Zs1a8Z2LEjr4EMgQgyrqKgoLS3V0dExNDSU2YXjESGEEELao/ZJmdWrV2MpGaRCuHYJsQgfAhFiWG5uLlQx6HA8IoQQQkh71DIpc/36dSwlg1SouLj47NmzXC53zJgxbMeCtBE+BCLEMFrlV+Ggw8LbCCGEENIetUnKZGZmTpgwQSgULlmyBEvJIJU4efJkcXFx79697e3t2Y4FaSNMyiDEMDroFGZeMCmDEEIIIe3xwUkZWkomOTm5T58+gYGB6ogJaSFcu4TYhUkZhBimZNDheEQIIYSQ9vjgpExQUNC5c+csLS0PHDjA5/PVERPSNgUFBefPn+fxeJ9++inbsSBtJBQKS0pKeDyekZER27EgpC0wKYMQQgghBB+alImIiAgMDKSlZHCZCVKVY8eOlZWV9evXz9ramu1YkDbKy8sjhJiamnI4HLZjQUhbYFIGIYQQQgg+KCmTk5MzadIkoVC4ePHigQMHqi8mpG1w7RJiFz4BIsQ8TMoghBBCCEHNkzKEkKlTp759+9bT0/OHH35QZ0hIu+Tm5l6+fFlHR8fHx4ftWJCWwidAhJinpJovDkmEEEIIaY+aJmWCgoL++usvc3Pzffv2YSkZpEKHDx+uqKjw8vJq3Lgx27EgLYVPgAgxD2fKIIQQQghBDZMy5eXloaGhXC53//79TZs2VXdMSKvg2iXEOnwCRIh5Vc2UEYvFhYWFHA7HxMSEjbgQQgghhBhVozkvenp6d+/ePXPmzKBBg9QdENIqmZmZ169f19PTGzFiBNuxIO2FSRmEmFfVuMvPz6eFt7ncD24QiRBCCCFU79T0jsfU1HT8+PFqDQVpobCwMKFQOGjQIHweRixSUtsCIaQmVSVlMEmKEEIIIa2Cr6EQm3DtEtIEmJRBiHmYlEEIIYQQAkzKIBalpKTcvHlTIBAMHTqU7ViQVsOHQISYh0kZhBBCCCHApAxi0aFDh8Risbe3N1ZzROzCh0CEmIdJGYQQQgghwKQMYhGuXUIaAh8CEWKYUCgsKSnh8XhGRkYyu3A8IoQQQkirYFIGsSM9PT0yMtLIyGjIkCFsx4K0HT4EIsSwvLw82mKJw+HI7MIaTwghhBDSKjVqiY2QyllbWyclJUVFRRkYGLAdC9J2mJRBiGFKBh2OR4QQQghpFUzKINbY2tra2tqyHQVC+BCIENOUDDqcKYMQQgghrYLLlxBC2o4+BGJSBiHG4EwZhBBCCCEKkzIIIa0mEokKCwu5XK6xsTHbsSCkLTApgxBCCCFEYVIGIaTV8vPzCSEmJiZcLn4eIsQQJWuUMCmDEEIIIa2CDyEIIa2GT4AIMQ9nyiCEEEIIUZiUQQhpNXwCRIh5OFMGIYQQQojCpAxCSKvhEyBCzMOZMgghhBBCFCZlEEJaDZ8AEWKFoaGh/EwZQkhhYSGHwzExMWElKoQQQgghhnEIIWzHgBBCrCkoKIiLixMIBG3btmU7FoS0nVAo/Pnnn4uLi3/44Qe2Y0EIIYQQYgImZRBCCCGEEEIIIYRYgMuXEEIIIYQQQgghhFiASRmEEEIIIYQQQgghFmBSBiGEEEIIIYQQQogFmJRBCCGEEEIIIYQQYgEmZRBCCCGEEEIIIYRYgEkZhBBCCCGEEEIIIRZgUgYhhBBCCCGEEEKIBZiUQQghhBBCCCGEEGIBJmUQQgghhBBCCCGEWIBJGYQQQgghhBBCCCEWYFIGIYQQQgghhBBCiAWYlEEIIYQQQgghhBBiASZlEEIIIYQQQgghhFjAZzuAeqyioiIyMjIjI8Pc3Lxbt24CgQAA0tPT371717RpU0tLS8mROTk5r1+/btu2bU5OTkpKCt1oZWVlZ2fH4/Gkz5mUlBQVFSUQCHr06GFkZCS9q7Cw8M6dOxUVFR07drS3t5cJJiYmpnHjxra2tgAQFxdXWFgoc4CRkZGLi4vkH6Oiot6+fduoUaOOHTsaGRk9ePBA/l/Q1tbWzs4uMTExOztbenubNm0MDAxq9ktCSI3S09OjoqLKysqcnZ3btm1LNz579qy0tLRz584cDkdyZFxcHCHExcXlyZMnFRUVAKCjo9OkSZNGjRpJn1AsFj948CA1NdXBwaFTp07SZwCAly9fvnjxwtTUtHv37np6etK7ysrKYmJi3Nzc9PX1y8vLY2Ji5KM1NTXNz8+X3y4ZUBUVFffu3cvJyWnVqlXr1q1lDnv8+PHbt2+trKy6du0q87mBEFuEQmFkZGRaWhodF/QvOSsr682bN/b29jY2NpIj8/PzX7161bp16+Li4qSkJLqxcePGDg4OfP5/bkVSU1MfPXrE5/O7d+9uamoqvaukpOTOnTslJSVt27Zt1qyZTDAvXrwwMjJycHAAgPj4+Ly8PJkD9PX1RSIR/QSQZm5u7uTkRP//q1evnj9/bmxs3KNHD/q1LlFeXv7kyRNXV1f8BkQaJSYmJjExkc/nd+7c2crKCgDKysqePn1qamraokULyWEikejx48dNmjQxMjJ6/vw53WhoaNisWTOZP/WioqI7d+6UlZV16NChSZMm0rtEItH9+/czMjIcHR07dOggE0lycnJBQUHr1q05HA69H5aPVuFXoZ6eHv0Sp9/CGRkZTZo0adu2LZf7/uXx06dPy8rKJMdzOJzOnTt/yC8JIXVJS0uLjo4uLy93dnZ2c3OjG58+fVpeXi5zJxkbG8vhcFq1ahUdHV1ZWQlV34vSL9YmTZp07NhR5l40NjY2Nja2UaNG3bp1k7kXLS0tffr0adu2bQUCAf0QkI+2qntRV1dXfX19yT9Kxq/M7TQAFBYWxsXFAUDr1q0NDQ1r9DtCNUFQrWzZskV6CJmZme3Zs4cQsn79egDo3r27SCSSHPzHH38AQFxc3A8//CD9yzc2Nl69ejU9RiQSzZs3j8Ph0NtTY2PjQ4cOSZ+B5mj4fD6Xy124cKFYLKY/FR4e7uXlBQBeXl704L59+8r/h+7duzfdGxkZST8y6HOdubl5VlaWwr+N7777jhAyatQome2vX79m4leMUNWys7M//fRT6e+Jbt260cwL/fP+9ddfpY8fMGCAp6cnIcTR0VH6j7lNmzb37t2jx8THx9ObQjoG3d3d3717R3eVlZWNHj1assvKyury5ct0V0ZGRlBQEM2T7tu3j55H4YD6/PPPFW5/8OABIeTWrVv0JPQS3t7excXFkkv06tVLsqtVq1bPnj1j4reMkFK//fab9OsHIyOjzZs3E0J2794NAG3btq2oqJAcfOrUKQC4e/fupk2bpP/+DQwMFi1aJDls8eLFPB6Px+NxOBx9ff1du3ZJdp04ccLMzIwOBA6HM3PmTKFQSAgRi8UXLlzw9vbmcDju7u704JEjR8qPNTc3N5lPAGrSpEmEkPLy8s8++0wy0CwsLM6fP0/PlpeXFxwcTNM99LseIU1w48YNV1dXyV8yj8fz8/MrLy9/8eIFHVzSN2w5OTkA8PPPP0dGRkr//XO53E8//TQ/P58edujQIRMTE8lAmzdvnuSG9unTpy1btpSMEQ8Pj8zMTLrr0aNHfn5+NLlTWlpKCPnpp58UfuXRL1MZTk5OhJCIiAiaHqXn79atW3x8PD2/nZ2d9PHW1tZM/Y4RqlJmZubIkSOl70V79OhB/2hbtWoFAHv37pU+3tPTc8CAAUTu77lt27aSe9G4uDg6qCWjIDU1le4qLS2lD2V0l42NzbVr1+guei9KTxsWFkYIkSReZVR1L/rkyRNJnBUVFR06dKApUfo9K83X15fuunPnjlp+rdoKkzK1Qe8pR44c+fTpU7FYnJSUtGDBAhcXl8LCQpqU4fP5O3fulBwvk5RJTk7OycmJjo4eP348AJw4cYIQsnnzZgD49ttvy8vLMzIyPvnkEx0dnRcvXhBCoqOj+Xx+v379srKyysrKvvvuOwCg5/fx8bGyspo5c6azs7MkKVNQUJAj5fXr1wYGBt9//z0h5M2bN2ZmZp06dbp161Z5eXlRUdGtW7cIITn/dfToUQC4cOECIaRnz56jRo2S3kvzQQixpaKiokuXLnp6eps3b87Ozq6srLxx40b79u2XLl1KCHFzc+Pz+ebm5hkZGZIfkU7K+Pj45OTkpKWlnTlzxtHRsUmTJoWFhSKRyN3d3dTUNCIighBy9epVU1PTvn370h//5ptvOBxOcHCwSCRKTEzs3LmzmZlZZmZmSkqKvr6+u7s7/ZKjSRmRSCQzoDZu3Mjlcp8+fSqzferUqdbW1qWlpfn5+VZWVs2aNYuLixOJRPv27ePxeHPmzKFXHzp0qJ6eHv2gePjwob29fevWrSsrKxn9pSP0X6GhoQDwySefPH78WCQSpaWlLV682NHRMTMzkyZl+Hz+2rVrJcfLJGXocHj27NmsWbMA4LfffiP/fFfOmTOntLQ0NzfXx8eHy+XSW9WEhASBQNClS5fU1NSKigr6vEfPP2PGjMaNG0+ePNnNzU2SlCksLJQeaykpKebm5vPmzcvLy5Pefu/ePQ6HQ1M/S5YsAYB169YJhcKkpKSuXbsaGxunpaVlZGQYGhp26tRp3rx5gEkZpDGio6P19fVbtWp1/vz58vLywsLCPXv2WFpa3rx5kyZl+Hz+iBEjJMfLJGX27NlDbxGDg4O5XO7MmTMJIS9evNDV1e3Vq1dGRkZ5efmPP/4IADTZWlFR4eLiYmFhERkZSQg5ffq0gYHB8OHDCSG7d+8WCATe3t6DBg2Cf5IypaWlMl95AwYM6NSpU1FRkfTG9PR0GxubadOmpaenm5iYDBky5O3bt2Kx+PLlywYGBv369SOEiEQiPp+/atUqyU9JUkgIsaWsrKxTp04CgWDbtm05OTmVlZXXr193c3P78ccfCSGtWrXi8/mWlpZZWVmSH5FOyowdOzYnJyc1NfXvv/9u0qSJtbV1cXGxUChs3769mZkZfTq7ePGisbGx5Pnuiy++4HA4W7duFYlECQkJHTp0MDc3z8nJefv2Lf1+nD17tiQpIxQKZQbg2rVreTxebGyszPZJkybZ2dmVl5dL4ly5cqWBgcHUqVPlkzJnzpyRZHYwKaNamJT5YIWFhSYmJt27d5f5My0pKSH/zJSZNWuW9DOhTFJG8gK8vLyc/tETQpycnNq1ayc5W2JiIofDWbBgASFk5syZPB4vJSWF7hKLxS4uLq6uroSQ9PR0+gbDw8NDMmhlrF27Vk9Pj+ZZZ8+ezePx6IQCJYYMGdKuXTuafGnatOlXX331gb8khNRo7969ALB9+3bpjXQAEkLc3NxGjBhhZWU1efJkyV7ppMz48eMl2+mD5dWrV69cuQIAGzdulOxavnw5ADx8+LCkpMTIyGjo0KGSXTdu3ACAn376iRBCRxa9A6ZJGRlisdjV1XXUqFEy27Ozsw0NDemX9/bt2wHgzJkzkr3jx4/X09PLy8uLjY0FgK+//lqy69dffwWAv/76q8a/MIRUrKKiwtbW1tXVtaysTHo7HYY0KTNr1ixDQ8PExES6SyYpI5mGJhKJrK2t6aNjp06dmjRpInktn52draurS6ex/O9//wOA58+fS67VvXt3e3t7kUiUkZFBv469vb0lSRkZO3fu5HK5L1++lNk+d+5cKyur0tLSsrIyU1NT6a/Re/fuAcDKlSvJP8P89evXmJRBmmPYsGH6+voJCQnSG+kYpF9JM2fOlLz5I3JJGenp2CNGjLCwsCCEzJ8/n8PhSM+vad++PZ3GcuLECQDYvXu3ZNfChQsBID4+vqCgoKioiBCyevVqSVJGxvPnz7lcrvy35L59+wAgKipKJBKdPHmysLBQsmv69Om6uroVFRWpqakAcPDgwdr9ohBSB3ozJjMvW3Iv2qpVq1GjRllYWMyYMUOyVzop4+vrK9m+a9cuALh169b58+cBYMuWLZJd9E38kydPCgsL9fX1R44cKdlFb1x//vln8s+X1JMnTyRJGRkikah169Zjx46V2Z6enq6vrx8UFCTZEhsbKxAI1q5dS2+DpZ92i4uLnZ2dx44d+/fff2NSRuWw0O8Hu3r1akFBAc1uSG+XXon3448/cjgcehOphK6urkAgKCkpSU9Pf/36tfR0a0dHR3d39zt37gDA3bt3u3fvTuvFAACHwxk1atSzZ88KCgqsrKwkC24Vqqys3Lp166RJk+ja/vDw8AEDBtDZp1WJjY09e/bs//73Pw6HQwhJT0+XXBohTXDy5EmBQDBt2jTpjdID0NjYeOXKlX/88cfly5eVn4pO0qaFKgBAerEe/f937tyJiYkpKiqS3tWrVy9ra2v6I9JVMxQ6ffr0s2fPvv76a5nt27dvF4vF9G3D3bt36csQ6auXl5c/evRISWDKr4uQ+ty7dy81NXXGjBkyC9qlh2FAQICpqWlVM6UluFyukZFRSUlJeXn548ePR4wYIflSMzc379u3r+R70NXVVbrW0qhRo5KTk5OSkiwtLZVXWSKEBAcHjxw5Urq+BgDk5OSEhoYuWLBAIBC8ePEiPz9feqB17drVwcGhhsMcIYaVl5efO3duyJAhknJIlPQYHDx48ODBgxcsWFBUVKT8bCYmJjSTcvfu3U6dOkkXbBo1atTr16/T09Pv3r0LVXwZGRsbV1taYt26dba2tmPGjJHZvnHjxkGDBrVv357L5Q4fPly6nKKlpWVFRUVBQQGtxoj3okijnDx50tDQcPLkydIbpQegmZnZ8uXL9+zZc/XqVeWnqsm9aHR0tGT5EtWnT5/GjRvX8EsqPDz8xYsXX331lcz2bdu20Yly9B/FYvHMmTNbtmwpfyQALF68OCsra+PGjcqvhWoHkzIfjL64pmsFq2Jubr5s2bLff/9d+TjcsWNHTk5Ojx49kpOTAUBmrXuTJk1ojaXk5GT5XXR7tdEeOnTo3bt3/v7+AJCbm5uamtq8efPVq1d37drVxsZm4MCB9+/fl/mRdevW2djYjBs3DgCys7PLy8sPHz7cokWLxo0b9+7dmyZHEWJRbGyso6OjTGFCGTNmzOjcufO8efPki3pK5Ofnb926VVdX193dPTk5mcvl0poRVNOmTQEgOTlZfnhyOBwHB4eaDEAA2LBhQ9euXT08PKQ3lpeXb9++fcqUKRYWFgDw7t07Ozs76XKnSq7euHFjAwODGl4dIXWoyfegkZFRUFDQmTNnjh8/ruSwP//8MyEhoUePHnQ2qPyXHf1TT05OpoNCQjJGqo1WSWKUEDJnzhzJeaq6OkKaJiEhga4nUn7Yxo0b09PT6Rvvqjx58uSvv/7q3r07h8ORv+GUDLR3794ZGxtLl1Os+RjMyMg4cODAF198oaurK7398uXLDx8+lB+b1N27d5s2bdq4ceO0tDQA+OGHHxwcHKytrYcNG0ZnBCDEotjYWCcnJ5k/aRmzZ89u3779ggULaFlfhfLy8rZt2yYQCDp16pScnMzn86Urzii5G+Ryufb29jW/F+3du3ePHj2kN5aVlYWEhNAlwHRLSEjIzZs3f/nlFx0dHZkz3Lt3b9u2bWvWrJHvNoNUApMyH4y+cJCubqjQ3LlzO3To8Pnnn8s/E/bu3btLly42NjZz58795JNP5syZk5ubC/8kSiVMTU1zcnIIIXl5efK7AECmKZJCklcQAECrbe/atevy5csTJ05cunRpYmJiv3796O01lZGRsX//fn9/f/opo6+v/+23306YMGHr1q30/nXYsGGYl0HsKi4urnYAcrncbdu2xcXFydcaPH/+fJcuXdq3b29nZ3f9+vWtW7daWVnl5OQYGBhIp0WMjY05HE52djYdnsbGxtInocOz2lCjoqKuXr0qP2lu3759aWlpNFsKADk5OVWNcSUfDtVeHSE1qeH34KRJk/r06fPFF1/Iv6gfMmRIly5dHBwcJkyY0LNnz2+++aaqP/XS0tKSkpLc3Nxafw/SxCitli0hkxjFgYbql+LiYgCgf71KtG7deuHChcHBwdHR0TK7Fi9e3KVLl5YtW3bq1IlW6QYAJQNNyfdUtdFu2bJFR0eHFpCStmHDhnbt2n300UfyP3L58uWrV6/SSk9ubm7z58+fMGHC3r17V6xY8fTpU09PT7qcECG21ORelMfjbdu27enTp/KzS06fPi25F719+/b27dtpgRh68yk5TCV3g/fv379x44Z89nPv3r1ZWVmSe9GUlJQlS5bMnj1b5usSACoqKujLTlq2BqkDtsT+YHQ8pKWlKX9JyOfzQ0JCevbsuWnTJpkplz4+Pjo6OpaWlq6urvTVBB3VdLxJ5OTkWFtbczicxo0by+8CAGtra+WhXrp06dGjRxcvXpSOfNq0aTt37qRbhgwZ0rx58507d27YsIFu2bJlC4/Hk0xjMzQ0XLt2reSE3t7eLVu2XLdu3dChQ5VfGiH1odU3qz2se/fuM2fOXL16ta+vr/T2Jk2ajBkzhs/nN23atGfPnnR2jJWVVXFxcUVFheSlR15eHiHE2tpayfCsNoaffvrJ0dFRpoUZIeTnn38eNmxYmzZt6BYrKyuZnk2SMV5eXg5yN8q5ubk1uTpCaiL5HlR+GIfD2b59e6dOndasWSNzk+ft7W1iYtK4cePWrVv36tWLy+VWNdCMjY0NDAwsLCxq9z0YFRV15cqVw4cPy2yXSYzWZZgjxDw6BtPT06s9cunSpQcPHpw7d254eLj09h49erRv397Q0LB58+b9+vWjyy6UDDQrK6vajcGSkpJffvllxowZtHuaBF0s/9tvv8k03AWAV69eTZw4sV+/fvR21NHRccuWLZK9np6erq6uO3bsqKrBE0IMqOG9qIeHx9SpU3/88ccJEyZIb2/atCm9F3V0dOzVqxedHWNlZVVQUCASiSRrciWjrC5fUuvWrXN2dh42bJj0RkLI5s2bR40a1bx5c7pl7ty5enp6q1atkj/DmjVrXrx4ce/ePeWLhVFdYFLmg9GGu8+fP+/Tp4/yI7t16zZt2rSVK1cGBgZKb1+4cKGBgYH0FjoUZbL+iYmJdIaYvb29/C4OhyPTUE0efQUxYMAA+o/m5ub6+vqEEMkBTk5O5ubmiYmJ9B8lX5ySaWwyDA0N27VrV1WXNYSY4ebmdvz48eLi4moXsa9Zs+bYsWP0VZtEmzZtAgICZI60t7cnhLx580ZScYmOCwcHBzrQJMMEAEQiUVJSknQJGIWSk5MPHz68bt066Qk4AHD27NmnT5/S4r6Sq0dERJSXl0sqdEiuLhKJAOD169eSOatpaWllZWU4fRSxSPI9OGLEiGqP9Pf337hxo8wX1ty5c2X+hm1sbLhcrvyXHU2bKvwepNuVB/DTTz81a9ZMpkM2TYwOHz5cUqRG/luYEPL27duePXsqPz9CrHByctLX13/27Fm1RxoYGGzcuNHHx4c21pQYMWLE2LFjZQ6uaqA5ODjY29uXlJRkZGRYWVnJ7FIewN69e3NzcxcsWCCzff369TY2NrQPqbTHjx8PGzbM0dExPDxc4RNgmzZtTE1NcaYMYpebm9uZM2dKS0ul68gotHbt2pMnT37//ffSG9u2bavwXpTeYUrqOsnci0r/2QuFwnfv3nXq1En51RMTE48fP75p0yaZ0fTXX389f/6cFuYHgEuXLp08ebJJkyaSjwV6rYEDB/r5+a1Zs8bQ0PDbb7+lu7KysgBgwYIFU6ZMoX0JUd3h8qUP1rdvXwsLi+3btyupVSERFBSko6NDWzIpYWFh4erqeuzYMbFYTLfExcVFR0f37dsXADw9PSMjIyXPhGKx+Pjx4+7u7sqfSF+8eHHu3DnayleysX379pcuXZJc5d27d7m5uZKHPfrFKXlzSNFFT5RQKIyLi5NZb4wQwz799NOKigrppEZVzM3N165d++eff1Z75+rp6QkA0q/Tjxw5AgB9+vRp165do0aN6D9SV69ezc7OpsNTieDgYH19fZmCxACwYcMGd3d36ayup6dnSUnJ6dOnpa9uZGTUuXPn3r17czgc6avT/1/t1RFSH3d392bNmv366690DYVyP/zwg4WFhcKXb9J0dHR69Ohx8uRJydr7tLS0Gzdu0JHi6en56tWrx48fS44/evRo8+bNlSdl3r17d/jw4S+//FImMXrmzJmnT5/S3jFU69atLS0tpQfajRs30tLScKAhzaSjozNixIhz587V5D3ZqFGjhgwZIvOCUCFPT88nT55IVrUTQo4dO9a2bVtzc3OF35I8Hq93795KTigWi7ds2eLj4+Ps7Cy9PSMjY9++ffPnz5cpyREaGtqrV6/OnTufP39esmq4vLy8rKxMckxycnJBQYFMkSmEGPbpp5+WlpaGhIRUe6SlpeXq1av37dsXFxen/EiFo4zD4fTp06djx44mJibSX1IXL17Mz8+vyb2oiYnJlClTZLbThb2SFw8WFhYBAQETJkxw/wdd5+Hu7t64ceMvv/xyzpw5kl30/WXr1q1pkVOkGix0fKr/aEfejz766Pbt2yUlJUlJSfv27Vu/fj35pyW2dLN3yXCVb4ktjbbmnTlzZkZGxvPnz3v06GFkZJSUlEQIefXqlb6+vru7e2xsbHp6Om1mceTIEUJISUlJfHx8fHy8u7u7h4dHfHy8pDni9OnTZdrOk3+ac8+ePfvly5fR0dG9evXS09OLiYkh/zRLGz16tPTxwcHBDg4Of/zxR1paWlxc3MSJEwHg8OHDKv6FIvQhRCJRv379eDzejz/++Pr165KSkujo6GXLlt27d48Q4ubmRnvoUmKxmK6bUNgSWxqdv338+PH8/PzDhw8bGBhI+livWLECAL7//vucnJwHDx64uLjY2dnRzp0ZGRnx8fEXLlwAgI0bN8bHx2dmZhJCCgoKTE1Nv/32W5mrREVFcTicP//8U3pjSUlJs2bNbGxsbt26lZOTExwczOFwlixZQvdOmDCBx+Pt2rUrLy/v/PnzjRs37tGjB+1YjxBbjh8/zuVye/bsee3ateLi4pSUlLCwsBUrVpB/WmKnpaVJDg4LC6Pfg/ItsaWdPHkSAMaNG5eamvrq1SsvLy89PT3aBjs1NdXExKRNmzYxMTGZmZn0fR3tRVpeXk6/BwcMGNC2bVv6/+kA+frrr01MTPLz82UuNGDAAPnm2XStbkBAQHZ29qNHj1xdXa2srOgyRjrMr127BgBr166VDHOEWPTq1SsTExMHB4ewsLCcnJycnJzLly/PnTtXKBTSlthHjx6VPphWx1fYElvizZs3hoaG7du3f/78eUZGxhdffAEAtI+1SCRyd3c3MTE5e/ZsXl7e77//rqurO3XqVPqDr1+/jo+PpwXUnj17Fh8fT3sDHzt2DABu374tc6GlS5caGBhkZWVJtpSVldGq276+vi9fvoz/R3Fx8Weffda1a9dz585lZWXdu3evR48eBgYGL168UPmvFKGaEwqFvXv35vP5q1atSkxMLCkpiYqK+v777x88eEAIadWq1bRp0yQHi0QiWmRXYUtsCbFY7OHhYWhoGB4enp+ff/DgQYFAIOljvWzZMgBYvnx5Tk7O/fv3W7Ro0aRJE/pQmZ6eHh8ff+bMGQDYunVrfHw8HVz5+fkmJibfffedzIVomxf6LFkV+ZbYEtgSWx0wKVNLf/zxh/QLOoFAMG/ePKIoKSMZh8qTMoSQFStWSBYv2NvbX7p0SbLr9OnTkm5n+vr669ato9tpj3ppBgYGhJD09HSBQLBmzRrlV7G1tT116hTdThtk3Lp1S/rglJSU0aNHSya8WVhY7Nq1q06/OIRUobCwcObMmdJv2Jo1a0b/mGWSMoSQ6OhoPp9fbVImLS2tX79+khMOGTIkNzeX7hIKhfPnz5cMhFatWj169Ijukn/5MH/+fELIhg0bdHR03r59K3OVSZMmOTg4VFRUyGyPiYmhS0IAgMfjzZo1q7Kyku4qKCgYOXKkZMqbh4eHwgdahBh2/Phx6Xa8urq6vr6+YrFYPilDCBk8eHC1SRlCyKZNmyTLey0tLcPDwyW7rl27Jnkpp6uru3TpUrpdevqMRFlZ2QclRgkhIpFIek5NixYt7t+/T3fJFyj18/Ory68OIZWIioqSrtbE4XD69euXmpoqn5QhhNBbUOVJGULIhQsXJIsNaYEJya43b95IurdwOJxPP/20qKiI7pJuZU1dvnyZEOLh4eHh4SFzieLiYgsLC/pdKSE9BUDayZMnHzx4IP2v2apVq6tXr9b9t4dQHeXn50+bNk26UZGzs/PZs2eJXFKGEBIZGcnj8ZQnZQghycnJdL4MNWzYMMl7hcrKytmzZ0vuRdu0aRMdHU13ffbZZzID56uvviKEBAUF6enp0eaG0saNG+fk5KQw4SKBSRmGcYhUhRH0QQghz58/T09Pt7a2pot7ASA/Pz87O9vJyUl60RDd2KRJk6KiotzcXJm90goKCp4+faqvr9+uXTuZtX9CofDJkydlZWXt2rWTfPmVlpampqZKH8bhcJycnIqLi9PT0+3t7SX5F/mrGBgYuLm5SW5As7OzCwoKpO+wJfLy8p4/fy5zPEKsKyoqevr0aWVlZdOmTR0cHLhcLgC8e/dOV1dXsuidevfuHZfLtbOze/v2rUAgkNkr7fXr1ykpKU2aNJGfGp2VlRUbG9uoUaM2bdpIhnBmZmZhYaH0YSYmJhYWFmlpaUKhUH6xvZIACCEvXrzIyclp2bKl/AHv3r178+aNjY2NpCQbQpogNjY2JSXFysrK0dGRfjcVFhZmZmY6OjpKf4vRjfb29mVlZdnZ2U2bNq3q26S4uPjJkye6urrt2rWT6copEomePn1aVFTk5uZGe1IAQEVFxbt372RO4uTkVFZWlpqaamNjI1PEjX4jy4QnkZOT8/z5czMzszZt2tCPFKh6mNfk94OQur179+7169cGBgbNmjWjNQErKyuTkpKsra2l17nTjY0bNxYIBMnJyTJ7pYlEoidPnpSUlLRt21am2wsAvHr1Kj09vVmzZtLvJhMTEyVL4ylbW1uBQPD69WszMzNzc3PpXeXl5fIB0BtX+WAkQzg5OTkxMdHCwqLaRuAIMamwsPDp06dCodDR0dHe3p5+cSQlJQkEApn2TElJSXw+39bW9s2bN/r6+kruRRMSElJTU5s2bSq/PigzMzMuLk7mXjQjI0Omy6GpqSltJ6/wXvTNmzcGBgbKu0fl5ubm5ubKLDykSkpK0tLSqnrMRLWDSRmEEEIIIYQQQgghFmChX4QQQgghhBBCCCEWYFIGIYQQQgghhBBCiAWYlEEIIYQQQgghhBBiASZlEEIIIYQQQgghhFjwf32lb8jvSdnQAAAAAElFTkSuQmCC\n",
"text/plain": [
"<PIL.Image.Image image mode=RGB size=1500x600 at 0x10FA0A700>"
]
},
"execution_count": 11,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"DrawMolsZoomed(mols[:10], legends=labels[:10])"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "63407548",
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python [conda env:my-rdkit-env] *",
"language": "python",
"name": "conda-env-my-rdkit-env-py"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.9.9"
}
},
"nbformat": 4,
"nbformat_minor": 5
}
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