diff --git a/docs/source/notebooks/pseudobulk.ipynb b/docs/source/notebooks/pseudobulk.ipynb index 0944ac5..ab7c4da 100644 --- a/docs/source/notebooks/pseudobulk.ipynb +++ b/docs/source/notebooks/pseudobulk.ipynb @@ -51,7 +51,10 @@ "\n", "# Only needed for processing\n", "import numpy as np\n", - "import pandas as pd" + "import pandas as pd\n", + "\n", + "# Needed for some plotting\n", + "import matplotlib.pyplot as plt" ] }, { @@ -73,7 +76,7 @@ { "data": { "text/plain": [ - "AnnData object with n_obs × n_vars = 6178 × 18958\n", + "AnnData object with n_obs × n_vars = 6807 × 20522\n", " obs: 'sex', 'individual', 'disease', 'cell_type'" ] }, @@ -119,9 +122,9 @@ "name": "stderr", "output_type": "stream", "text": [ - "/tmp/ipykernel_54884/3588509663.py:11: ImplicitModificationWarning: Trying to modify attribute `.var` of view, initializing view as actual.\n", + "/var/folders/vl/1y1qg3c911x2hvqbsl7zfpz40000gn/T/ipykernel_8723/3588509663.py:11: ImplicitModificationWarning: Trying to modify attribute `.var` of view, initializing view as actual.\n", " adata.var['gene_symbol'] = [annot.loc[ensembl_id,'external_gene_name'] for ensembl_id in adata.var.index]\n", - "/home/badi/miniconda3/envs/dcp39/lib/python3.9/site-packages/anndata/_core/anndata.py:1830: UserWarning: Variable names are not unique. To make them unique, call `.var_names_make_unique`.\n", + "/Users/demian/mambaforge/envs/scanpy/lib/python3.11/site-packages/anndata/_core/anndata.py:1830: UserWarning: Variable names are not unique. To make them unique, call `.var_names_make_unique`.\n", " utils.warn_names_duplicates(\"var\")\n" ] } @@ -210,29 +213,23 @@ "name": "stderr", "output_type": "stream", "text": [ - "/home/badi/miniconda3/envs/dcp39/lib/python3.9/site-packages/scanpy/preprocessing/_highly_variable_genes.py:478: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n", - " hvg = hvg.append(missing_hvg, ignore_index=True)\n", - "/home/badi/miniconda3/envs/dcp39/lib/python3.9/site-packages/scanpy/preprocessing/_highly_variable_genes.py:478: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n", - " hvg = hvg.append(missing_hvg, ignore_index=True)\n", - "/home/badi/miniconda3/envs/dcp39/lib/python3.9/site-packages/scanpy/preprocessing/_highly_variable_genes.py:478: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n", - " hvg = hvg.append(missing_hvg, ignore_index=True)\n", - "/home/badi/miniconda3/envs/dcp39/lib/python3.9/site-packages/scanpy/preprocessing/_highly_variable_genes.py:478: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n", - " hvg = hvg.append(missing_hvg, ignore_index=True)\n", - "/home/badi/miniconda3/envs/dcp39/lib/python3.9/site-packages/scanpy/preprocessing/_highly_variable_genes.py:478: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n", - " hvg = hvg.append(missing_hvg, ignore_index=True)\n", - "/home/badi/miniconda3/envs/dcp39/lib/python3.9/site-packages/scanpy/preprocessing/_highly_variable_genes.py:478: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n", - " hvg = hvg.append(missing_hvg, ignore_index=True)\n", - "/home/badi/miniconda3/envs/dcp39/lib/python3.9/site-packages/scanpy/preprocessing/_highly_variable_genes.py:478: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n", - " hvg = hvg.append(missing_hvg, ignore_index=True)\n", - "/home/badi/miniconda3/envs/dcp39/lib/python3.9/site-packages/scanpy/plotting/_tools/scatterplots.py:392: UserWarning: No data for colormapping provided via 'c'. Parameters 'cmap' will be ignored\n", + "/Users/demian/mambaforge/envs/scanpy/lib/python3.11/site-packages/umap/distances.py:1063: NumbaDeprecationWarning: \u001b[1mThe 'nopython' keyword argument was not supplied to the 'numba.jit' decorator. The implicit default value for this argument is currently False, but it will be changed to True in Numba 0.59.0. See https://numba.readthedocs.io/en/stable/reference/deprecation.html#deprecation-of-object-mode-fall-back-behaviour-when-using-jit for details.\u001b[0m\n", + " @numba.jit()\n", + "/Users/demian/mambaforge/envs/scanpy/lib/python3.11/site-packages/umap/distances.py:1071: NumbaDeprecationWarning: \u001b[1mThe 'nopython' keyword argument was not supplied to the 'numba.jit' decorator. The implicit default value for this argument is currently False, but it will be changed to True in Numba 0.59.0. See https://numba.readthedocs.io/en/stable/reference/deprecation.html#deprecation-of-object-mode-fall-back-behaviour-when-using-jit for details.\u001b[0m\n", + " @numba.jit()\n", + "/Users/demian/mambaforge/envs/scanpy/lib/python3.11/site-packages/umap/distances.py:1086: NumbaDeprecationWarning: \u001b[1mThe 'nopython' keyword argument was not supplied to the 'numba.jit' decorator. The implicit default value for this argument is currently False, but it will be changed to True in Numba 0.59.0. See https://numba.readthedocs.io/en/stable/reference/deprecation.html#deprecation-of-object-mode-fall-back-behaviour-when-using-jit for details.\u001b[0m\n", + " @numba.jit()\n", + "/Users/demian/mambaforge/envs/scanpy/lib/python3.11/site-packages/umap/umap_.py:660: NumbaDeprecationWarning: \u001b[1mThe 'nopython' keyword argument was not supplied to the 'numba.jit' decorator. The implicit default value for this argument is currently False, but it will be changed to True in Numba 0.59.0. See https://numba.readthedocs.io/en/stable/reference/deprecation.html#deprecation-of-object-mode-fall-back-behaviour-when-using-jit for details.\u001b[0m\n", + " @numba.jit()\n", + "/Users/demian/mambaforge/envs/scanpy/lib/python3.11/site-packages/scanpy/plotting/_tools/scatterplots.py:392: UserWarning: No data for colormapping provided via 'c'. Parameters 'cmap' will be ignored\n", " cax = scatter(\n", - "/home/badi/miniconda3/envs/dcp39/lib/python3.9/site-packages/scanpy/plotting/_tools/scatterplots.py:392: UserWarning: No data for colormapping provided via 'c'. Parameters 'cmap' will be ignored\n", + "/Users/demian/mambaforge/envs/scanpy/lib/python3.11/site-packages/scanpy/plotting/_tools/scatterplots.py:392: UserWarning: No data for colormapping provided via 'c'. Parameters 'cmap' will be ignored\n", " cax = scatter(\n" ] }, { "data": { - "image/png": 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", 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" ] @@ -298,7 +295,7 @@ { "data": { "text/plain": [ - "AnnData object with n_obs × n_vars = 38 × 17307\n", + "AnnData object with n_obs × n_vars = 39 × 18413\n", " obs: 'sex', 'individual', 'disease', 'cell_type', 'psbulk_n_cells', 'psbulk_counts'\n", " var: 'ensembl_gene_id', 'highly_variable', 'means', 'dispersions', 'dispersions_norm', 'highly_variable_nbatches', 'highly_variable_intersection', 'mean', 'std'\n", " layers: 'psbulk_props'" @@ -339,7 +336,7 @@ "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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gLT673MwcWr8PdV8DG+eibasQokjl+6+YsLAwdDodfn5+nDhxAjc3N32ZhYUF7u7umJmZFUgjhRCF42R4DDHJGdTzcaCZ5ii2Z74xrJB8F77rBqOOgpNvkbRRPP+cnU07uLSwsMDT0zPf9c3MzIyqL0o+GcMIUQok34VLm0GpgoCh8ENf0Gb9V56lgd3vgXt1qNyu6NophChy+Z7TXr58eXx9fdFqtQQEBFC+fHn9l5eXlwwehCgBTobHAjCqvh1OJ+fnXkmTAmEHCrFVorhp1aoV48aNA8DX15ePPvqIIUOGYGdnh4+Pj8HuGQAnTpygbt26WFlZERAQwNmzZw3Kg4KCUCgUxMXFER8fj7W1NTt27DCos2nTJmxtbUlKSiI8PByFQkFwcLC+/Pfff6dKlSpYW1sTGBhIeHi4wfkzZ87MsXTmwU4eD5w8eZJ27drh6uqKg4MDLVu25MyZM0/VR6JwyRhGiFIgNRZ0OqgYCFd2GAZAHhb0MaTEFG7bhBDPlaeaz37lyhWCgoKIjo5Gq9UalL3//vsmaZgQovBV8bADwNVGCYmReVe8c6mQWiRKgs8//5zZs2fzzjvv8Msvv/Dmm2/SokULqlWrRnJyMl26dKF169Z8//33hIWFMXbs2Dyv5eDgQOfOnVm3bh0dO3bUH1+/fj3du3dHrVZz7949g3Nu3LhBz549GTlyJG+++SanTp1i4sSJRr+PxMREBg0axKJFi/Tvq1OnTly9ehU7OzujryeKhoxhhCihLP/9HFZ7Qmx43vXi/oHM9EJpkhDi+WR0EGT58uW8+eabuLq64unpiUKh0JcpFAoZQAhRjAVWdeMjlZKbiVnUcfaDmOu5VyzXoHAbJoq1Tp06MWrUKACmTp3K/PnzCQoKolq1aqxbt46srCxWrlyJjY0NNWrU4ObNm7z55pt5Xq9///4MHDiQlJQUbGxsSEhI4LfffmPjxo251l+6dCl+fn7Mnz8fhUJB1apVOX/+PHPnzjXqfTyaS+Kbb77BycmJ/fv3P3aHEPH8kDGMECWYrRt4N84OcnjVhtA9uddz9wdzSY4qRGlm9BYPH374IXPmzCEqKorg4GDOnj2r/5JpwUIUP/Fp8dxNuUuKJgUvB2u+G9qQVX+lcK/xtNxPsHEG74aF20hRrNWqVUv/vUKhwNPTk+joaABCQkKoXbs2Njb/DUibNGny2Ot17twZlUrF1q1bAdi4cSN2dna0b98+1/ohISE0btzY4A/eJ90jN9HR0YwcOZIqVarg4OCAg4MDSUlJREREGH0tUTRkDCNECZORDIlRkBKbPT7ptRzSEsGvVfaOMLkJfBes85doWwhRMhkdBImNjaV3794F0RYhRCGKSYvhz4g/Gbl3JP1+78eMIzMIT7zGC2Vt+fLVumT5NEfTfu5/00sBPGrA4N/B0bvoGi6KnUd3ilEoFPplCDqdzujrWVhY8PLLL7N+/XogeylM3759Ualyn9yYn3solcoc9TQajcHrwYMHc/r0aRYsWMCRI0cIDg7GxcWFjIwMo9+DKBoyhhGihNCkwZ2LsGUUfNsG1r8Ml/8Ac1vo/zM4lIf+G8HZ779zbJyh92rw8C+yZgshng9GL4fp3bs3u3btYuTIkQXRHiFEIUhIT+Dbc9+yNmSt/tiO5B3s+WcPKzuupK57XcAa3IaCf2dIuQ8qS7B1zZ5uKoSJ+Pv7s3btWlJTU7G2zn5qd+zYsSee179/f9q3b8/FixfZt28fs2fPfuw9tmzZYnDs0Xu4ubkRFRWFTqfTzxh5OLEqwMGDB1myZAmdOnUCsnONPJp/RDzfZAwjRAlx6zR81/W/5KfxN+GHV6D5+Owvt8rZX6/vgJR72fVsXMDOE5SSCFmI0s7oIEilSpV47733OHbsGC+88EKOJ3xjxowxWeOEEAXjftp9gwDIA5m6TGYdncW37b/FxdoFzMyzZ33IzA9RQPr168f06dMZOnQo7777LuHh4Xz22WdPPK9ly5Z4eHjQv39/fH19ady4cZ51R44cyeeff86ECRMYMWIEp0+fZvXq1QZ1WrVqxd27d5k3bx4vv/wyO3bs4I8//sDe3l5fp1KlSqxdu5aAgAASEhKYPHmyPnAjigcZwwhRAiTdgW2jc9/95fACqPsaWP273MXOI/tLCCEeYnQQZNmyZajVavbv38/+/fsNyhQKhQwghCgGzt09l2dZaFwoCRkJ2UEQIQqYWq1m27ZtjBw5krp16+Lv78/cuXPp1avXY89TKBS8+uqrfPrpp09MZunj48PGjRsZP348S5YsoWHDhvptex+oXr06S5Ys4aOPPmL27Nn06tWLSZMmGWznu3LlSt544w3q1q2Lj48PH330EZMmTXq2DhCFSsYwQpQAqXFw/1ruZTod3A4Gl0qF2SIhRDFjdBAkLCysINohhChEFkqLx5abKWSqqHh6QUFB+u/Dw8NzlD+6zKRx48Y5jj2cn6NVq1a55vWYN28e8+bNy3Hc19c3R/0uXbrk2MHl9ddfN3g9cuTIHMsk3nnnHf33devW5eTJkwblL7/8cp7tFs8fGcMIUQI8aYyisiycdogSafDgwcTFxemX0bZq1Yo6deqwYMGCIm2XMC2jE6MKIQpPQU21r+lWE6Ui93/+dd3q4mAhWdOFEEII8fTUanXBXNjaCcrUy71MqQLPFwrmvkI8ga+vrwRLigmjZ4I8PH04NytXrnzqxghRmmXGxJCVmk6GypakJC13IxIp7/gCKXEa1E5KzFSmm53hYuXCOw3f4cPjHxoctzO3470m7+FgJUEQIUTJI2MYIQpGVnIymQnxZOqy0KalkfbXX9TOyCTzn3CUbu6YOZhwXGHrAt2+hFUdIT3RsKzLfLB1N929hBAl0lNtkfvwV3R0NH/++SebNm0iLi6uAJooRMmWFR9P0oED3HhjBImhEfy5/iqbPj3D+aBbXDoUyfbF57h5OY5MTS4JwJ6SjbkNnf0682OXH/m/Sv9HI89GjK03lp+6/kRFx4omu48QQjxPZAwjhGnpMjNJv3aN2+9MJ3bVGlK3/c7NLj2InfcFydt/J2rq20QvWEhmTIxpb+zuDyMPQev3oEJLqDsQRhwE//8DCxvT3ksUO1qtlrlz51KpUiUsLS3x8fFhzpw5ANy6dYu+ffvi5OSEi4sL3bt3z3XprrFatWrFP//8w/jx41EoFCgUCpKTk7G3t+eXX34xqLtt2zZsbW1JTEwkPDwchULBhg0baNq0KVZWVtSoUcNgaTHApUuX6NSpE2q1Gg8PDwYMGCA71D0Do2eCbN68OccxrVbLqFGj8PPzy+UMIURetBkZxP/2G3dmzcYmsDVXb9uQlpLCSyPKE3M7lPjom1So6YcmLY7URFvsnE03G0RtocbfxZ/3m7yPJkuDpcoyzyUyQghREsgYRgjTSg8PJ/zl3qBUUvbTedye+jZeH3yAwtKC1HPnMHNwwLp2bdJDQ1E1bGi6GyuV4OQLzSdA4zfBzBLMjP6zRpRQ06ZNY/ny5cyfP5/mzZsTGRnJ33//TUpKCoGBgbz44oscOHAAlUrFhx9+SMeOHTl37hwWFo/Pmfc4mzZtonbt2rzxxhsMHz4cAFtbW1555RVWrVplkEPswWs7Ozvu378PwOTJk1mwYAH+/v588cUXdOvWjbCwMFxcXIiMjKRly5YMHz6cL774gtTUVKZOnUqfPn34888/n62zSimTfFoolUrGjx9Pq1atmDJliikuKUSpkHn3LtGffQ6AVfe+3DibRsBLtvy28G0yUlP19WwcHPm/qR9i5+xr8jaolCpUShk4CCFKJxnDCPF0spKSuDt/Abq0NOw6diRh127KfPYpdxcuIj0k5L+KSiWe77+HhZ8f5q6upm2EUgkWtqa9pijWEhMTWbhwIYsXL2bQoEEAVKxYkebNm7Ny5UqUSiXffvstCoUCyA5IODo6EhQURPv27Z/6vs7OzpiZmWFnZ4enp6f++LBhw2jatCm3b9+mTJky3Lt3j+3bt7N7926D8//3v//pd8ZbunQpO3bsYMWKFUyZMoWlS5dSr149PvroI339lStX4u3tzZUrV6hSpcpTt7u0Mtlj32vXrpGZmWmqywlRKmTFxKBLScl+YWVNzRYO7F42zyAAApASH8eubz4nOT6u8BsphBAlnIxhhDCeNimJpAMHADBzsMe8XDmS9v5pGAAB0GqJmjUbbXx8EbRSlDYhISGkp6fTpk2bHGWnT58mNDQUOzs71Go1arUaZ2dn0tLSuHYtj22Xn1HDhg2pUaMG3333HQBr167Fx8eHFi1aGNRr0qSJ/nuVSkVAQAAh//5bOn36NPv27dO3Wa1WU61aNYACa3dJZ/Tj3wkTJhi81ul0REZG8ttvv+mjbUKI/FGYm+u/1976Byv/6iTH5r5u9u4/YaQmJGDr4FhIrRNCiJJFxjBCmJICpbU1Wo2G9NBruHXrxo1hw3OvqtWSfOQolhUl75goWI/bWVGr1VK/fn3WrVuXo8zNza3A2jRs2DAWL17M22+/zapVq3j99df1M1Ee50EdrVZL165dmTt3bo46Xl5eJm9vaWB0EOTs2bMGr5VKJW5ubnz++edPzLouhDBk5uSEysuLzMhIUn/8DsXMmY+tn6XJKJyGCSFECSRjGCFMx8zFGcfevYlZsYLU06cxs7FB98hM1odlShJHUQgqV66MtbU1e/fuZdiwYQZl9erV48cff8Td3R17e3uT39vCwoKsrJwbGbz22mtMmTKFRYsWcfHixVyD7seOHdPPDsnMzOT06dP873//07d748aN+Pr6olLJEnZTMLoX9+3bVxDtEKJUMvfwoNyC+fwzaDDpV67iammBQqFEp9PmrGtphZWd6T+whRCitJAxjBCmozQ3x3nAayQdOEDG1auk/vUXVv7+pF26lGt92+bNCrmFojSysrJi6tSpTJkyBQsLC5o1a8bdu3e5ePEi/fv359NPP6V79+7MmjWLcuXKERERwaZNm5g8eTLlypV7pnv7+vpy4MABXnnlFSwtLXH9NweOk5MTPXv2ZPLkybRv3z7X+3z11VdUrlyZ6tWrM3/+fGJjY/XB+bfeeovly5fz6quvMnnyZFxdXQkNDWXDhg0sX74cMzPTbZxQWjx1TpC7d+9y6NAhDh8+zN27d03ZJiFKFasaNfDb+ivuU6agu3CR2m075FqvSe9+2Do6FXLrhDCtoKAgFAqFbEcqipSMYYQwDXNPT3y+XU65rxaTFhqK27ixkMs0f8sa/lj6+hZ+A0Wp9N577zFx4kTef/99qlevTt++fYmOjsbGxoYDBw7g4+NDz549qV69OkOGDCE1NdUkM0NmzZpFeHg4FStWzLG8ZujQoWRkZOQ56/CTTz5h7ty51K5dm4MHD/Lrr7/qgyhlypTh8OHDZGVl0aFDB2rWrMnYsWNxcHBAqZSdHZ+G0b2WnJzMkCFD8PLyokWLFrz44ouUKVOGoUOHkvIgwaMRbt26xWuvvYaLiws2NjbUqVOH06dPP/ac/fv3U79+faysrPDz8+Prr782+r5CPC8UKhUWPj64DHkdt969ady7P4GD38Dm39wfdq5uvPTWBGq0bIPqoRwiQkRFRTF69Gj8/PywtLTE29ubrl27snfvXpPep1WrVowbN86k18yvn3/+maZNmwJw+PDhXLcxHTt2LPXr18fS0pI6deoUcgtFcSJjGCFMz9zDA7s2bfCcPh3rgADKf78Wqxr+ACisrXEaNBDvr75CVYA5F4R4mFKpZPr06YSHh5ORkcE///zDtGnTAPD09GTNmjXcvXtXnxB12bJl+iDI6tWr2bJli/5aQUFBLFiwIF/3bdy4MX/99RdpaWnodDqDssjISFxcXOjevXuu51avXp1jx46Rnp7OpUuXaN26tUF55cqV2bRpE7GxsaSkpBASEsL8+fPzlVtE5PRUiVH379/Ptm3baNYse1rboUOHGDNmDBMnTmTp0qX5vlZsbCzNmjUjMDCQP/74A3d3d65du4ajo2Oe54SFhdGpUyeGDx/O999/z+HDhxk1ahRubm76bYWEKK4USiW2Do7U7dCFSg2aEBtzHycXV+xdTLylnDC5LK2OE2ExRCem4W5nRcMKzpgpC+4XU3h4OM2aNcPR0ZF58+ZRq1YtNBoNO3fu5K233uLvv/8usHvnRqfTkZWVZfK1qkePHjX4XfPg+0fvPWTIEI4fP865c+dMen9RssgYRoiCo1AoMLOxwaZ+fcp+8w1xUVE4OjujcnVFaWFR1M0TokikpKQQFhbGxx9/zIgRI7CQfwvPB52RXFxcdPv27ctx/M8//9S5uroada2pU6fqmjdvbtQ5U6ZM0VWrVs3g2IgRI3SNGzfO1/nx8fE6QBcfH5+v+hkZGbotW7boMjIyjGqnKF19F5OUrguNTtT9dSNWF34vSZecpnnma+a3/5LiYnW3r/ytO/zT97qT2zbp7t+6oUtLTn7m+xdnj/adsf/ujfXH+du6xh/t0ZWful3/1fijPbo/zt8ukPvpdDrdSy+9pCtbtqwuKSkpR1lsbKz++3/++UfXrVs3na2trc7Ozk7Xu3dvXVRUlL58xowZutq1a+u+++47Xfny5XX29va6vn376hISEnQ6nU43aNAgHWDwFRYWptu3b58O0O3YsUNXv359nbm5ue7PP//UpaWl6UaPHq1zc3PTWVpa6po1a6Y7ceKE/n4Pznu4jY/TqFEj3ebNm3U6nU7XpUsX3dKlS/Os++C9CJGX4j6G0emM+zwrTb+HC0Jp6b+s1FRd+o0bupQLF3RpoaE6zf37z3zNfI9hUjW669GJum8PXtN9vvNv3anwGF10Qtoz37+4e7j/CnoMI/LnwIEDOltb2zy/8jJjxgydSqXStW7dWpeYmJijPCwsTAfozp49W4CtF48y+pFdSkoKHh4eOY67u7sbPZV069atdOjQgd69e7N//37Kli3LqFGjGD48j+21yH4q2L59e4NjHTp0YMWKFWg0GswfWS6Qnp5Oenq6/nVCQgIAGo0GjUbzxDY+qJOfusJQaem7qMQMJv78FyfCYgFQKRW82tCH/wVWxNnm6Z+K56f/0hIT2PXNQsKDz+iP7V+7glYDh1G9RWvMrfLeJqwke7TvCvJncMeFSN78/gy6R45Hxafx5vdnWPpaPTrWNO32ZTExMezYsYM5c+Zga2ubo/zBk2idTkePHj2wtbVl//79ZGZmMmrUKPr27UtQUJC+/rVr19iyZQvbt28nNjaWPn368MknnzBnzhwWLlzIlStXqFmzJrNmzQKyt5ELDw8HYMqUKXz22Wf4+fnh6OjIlClT2LhxI2vWrKF8+fLMmzePDh06EBoairOzc77e3/r16xk1ahSQ/Zk9YMAAzMzMSExMZN++fbz99tssWbKEfv36PX0nilKpuI1h4NnGMaXl93BBKQ39p4uPJ3bNd8SuXo3u3/dpVbMmZT7/DGWZMk993fz0XYpGy2/no3hn8wX9sUV/htLYz5kFfevg8gxjqOLu4f4ryT9/xUlAQADBwcFGnzdz5kxmPmb3R19f3xxLZ0TBM/rTpUmTJsyYMYPvvvsOKysrAFJTU/nggw9o0qSJUde6fv06S5cuZcKECbzzzjucOHGCMWPGYGlpycCBA3M9JyoqKscAxsPDg8zMTO7du5djr+SPP/6YDz74IMd1du3ahY2NTb7bunv37nzXFYZKct/5VqvFlN9vcPlOov5YplbH2mP/YK7U0c4znejIW890j7z6z8nJCYvYaIMAyANB332Lq19lzoVeR6vNudNMafGg755mrX9+ZGl1fLDtUo4ACGRPmVAAH2y7RDt/T5MujQkNDUWn01GtWrXH1tuzZw/nzp0jLCwMb29vANauXUuNGjU4efIkDRo0ALL3n1+9ejV2dnYADBgwgL179zJnzhwcHBywsLDAxsYGT0/PHPeYNWsW7dq1A7LzLSxdupTVq1fz0ksvAbB8+XJ2797NihUrmDx5cr7eX7du3WjatCl79uxhwYIFbN++nXPnzjFy5EiOHDkCoE8WJoQxitsYBkwzjinJv4cLQ0ntP3dXVyqcO0/s8uUGx9MuXODGkCHYLFzIyWvXnukeefWdQqHA54VGBgGQB45dj+GH4+EE2MYSc690Jy7evXt3gY1hhHGsra2pVKlSUTdDmIjRQZCFCxfSsWNHypUrR+3atVEoFAQHB2NlZcXOnTuNupZWqyUgIICPPvoIgLp163Lx4kWWLl2a5wACyJEA5kH0LLfEMNOmTWPChAn61wkJCXh7e9O+fft8ZQHWaDTs3r2bdu3a5fqERuStNPTdpagkLt/JfSu49SdvMnhcCwLq1n6qaz+p/9ISE9jw/uo8zw89doiXBgwtldHlR/vuwZNTUzsRFkNkfFqe5TogMj6NE2ExNKnoYrL7Pu4z72EhISF4e3vrAyAA/v7+ODo6EhISog+C+Pr66gMgAF5eXkRHR+erLQEBAfrvr127hkajMcjbYW5uTsOGDQkJCcnX9QDUajVqtZozZ87QvXt3fH19WbduHZ06dcJXdhcQz6C4jWHg2cYxpeH3cEEq6f2nvXuX8PETci3T3LqNfVISnTp1eqprP6nvFAoFC//MO8Dy/fGbvDK6Ga62Ja/f8+Ph/ktNTS3q5ghR4hgdBKlZsyZXr17l+++/5++//0an0/HKK6/Qv39/rK2Nm3rv5eWFv7+/wbHq1auzcePGPM/x9PQkKirK4Fh0dDQqlQoXl5x/ZFhaWmJpaZnjuLm5uVG/0IytL/5TkvvuRmwqSgVoc4kzpGm0pGqynvm959V/aTodaUmJuZyRLTk2BqVSWaq3znrQdwX18xedmHcA5Gnq5VflypVRKBSEhITQo0ePPOvpdLpc/7B69Pij/aNQKPI9g+jh5Th5/TGXVztyExERof+9kJaWhkqlYuHChaSnp6NUKtmwYQOvvfaa7KghnkpxG8OAacYxJfn3cGEoqf2Xnp6ONikpz/KM0GuoGzd+pns8ru/uJOT9uzEuVQMoSmS/G8Pc3JzMzMyiboYQJc5TLbaztrZ+7JrX/GrWrBmXL182OHblyhXKly+f5zlNmjRh27ZtBsd27dpFQEBAqf+gFIVHp9MRnRKNt0csi4c4Y610ZPuZRDae/m/aprmZAmuLglvPamFtQzn/Wlw/fTzX8sqNmpbqAEhhcLezMmm9/HJ2dqZDhw589dVXjBkzJkdekLi4OBwdHfH39yciIoIbN27oZ4NcunSJ+Ph4qlevnu/7WVhYkJWV9cR6lSpVwsLCgkOHDunzdWg0Gk6dOpXvLXbLlClDcHAwd+7coU2bNgQHB5OVlUWdOnU4ePAgzs7O+ZrFJ0ReZAwjBGTFxaHTaCj7+ecorK1I//tv7q9YiTbxv4crFhV8C7QN7fw9+OnUzVzLGlVwxsay9OYEEUIULKP/Qvr4449ZuXJljuMrV65k7ty5Rl1r/PjxHDt2jI8++ojQ0FDWr1/PsmXLeOutt/R1pk2bZjCtdOTIkfzzzz9MmDCBkJAQVq5cyYoVK5g0aZKxb0WIp5KlzeLS/Uv0/70/r+14halH3mDC4X64lDvEe9189PVerlcON7uC2wbL0saG5q8MQGmWc5Bg7+ZB2ar+uZwlTKlhBWe8HKzIa46DAvByyN4u19SWLFlCVlYWDRs2ZOPGjVy9epWQkBAWLVqkz23Qtm1batWqRf/+/Tlz5gwnTpxg4MCBtGzZ0mAZy5P4+vpy/PhxwsPDuXfvXp6zRGxtbXnzzTeZPHkyO3bs4NKlSwwfPpyUlBSGDh2ar3upVCoqVarEjRs3aNSoEdWqVeP+/fv4+fnRsGFDKlWqhLu7u8E5oaGhBAcHExUVRWpqKsHBwQQHB5ORkZHv9yhKBxnDCAGaqChujh9PWLfu3Bo/npsj3yRp/wHKfv4Zyn+XRpq5umLp51eg7XihrAMVXHMm9zZTKpjWqToO1hIYFEIUDKODIN98802uyfhq1Khh9PTkBg0asHnzZn744Qdq1qzJ7NmzWbBgAf3799fXiYyMJCIiQv+6QoUK/P777wQFBVGnTh1mz57NokWL6NWrl7FvRYinEpUSxZCdQ7iTckd/LFOXyQ9XVqGwvUStcg50qOHJuHZVsDY3/ilGekomSbFppCVl4ujo9Ni6zl5l6ffhZ5StVgMApZkK/xat6fP+R9i7uhl9b2EcM6WCGV2zg02PBkIevJ7R1d+kSVEfqFChAmfOnCEwMJCJEydSs2ZN2rVrx969e1m6dGl2GxQKtmzZgpOTEy1atKBt27b4+fnx448/GnWvSZMmYWZmhr+/P25ubgafyY/65JNP6NWrFwMGDKBevXqEhoayc+dOnJwe/7P8qKCgIFq0aAHA/v379d/nZtiwYdStW5dvvvmGK1euULduXerWrcvt27eNuqco+WQMI0q7rPh4It+fQcrRYwbHU8+e5d7Sr3EZOgTzcuXwWb0K81wS9T5JRmYWUfFp3E3W4O5V9rF1PR2s+X5oQ15t4I2lKvtPkro+jmwc2YTK7mqj7y2EEPml0BmZNdHKyoqQkBAqVKhgcPz69ev4+/uTlmbate+mlpCQgIODA/Hx8flOjPr777/TqVMnmapqpJLad1uubuK9IzNyLfOy9WJZ2zU4WbrgYG3cLBBNRhZxUSkc23KN26FxWNtZUKOlJ1UblkHt+PjlFKmJiWSkJqNQKrG2c8A8l/XjpcmjP3vG/rs31o4LkXyw7ZJBklQvBytmdPU3+fa4QoinV9zHMGDcOKak/h4uLCWx/9KvXeN65y55llfYvAkzFxfMH5lxlx83Y1NYdTiMjWduodXp6FTDg1GBlfFxyTnb42FpmizuJ2eg1eqwtVThbFtws2iLi4d/9lJTUwt0DFOaDB48mLi4OLZs2QJAq1atqFOnDgsWLCjSdonCZ/Rjam9vbw4fPpxjAHH48GHKPMN+4kIUCxmp/H33Yp7FkcmRWKh0RgdAAO7dSGLz52fQ/ZtlNfF+Gsc2hXPnWhKBr1XD+jFLa6zt7LB+aHcPUbg61vSinb8nJ8JiiE5Mw90uewlMQcwAEUI8PRnDiNIuKzb2seXatDSsniIAcis2lT5fH+X2Qw8DNpy6xZ6/77LlrWaUc8p7O2crczPKOhqXmFgUb4MHD2bNmjX6187OzjRo0IB58+ZRq1atImyZKC2MDoIMGzaMcePGodFoaN26NQB79+5lypQpTJw40eQNFOK5knKPmupyeRaXU5fDXGn806LUxAwO/HBZHwB5WNhf92jQJf2xQRBR9MyUCpNugyuEMD0Zw4jSLDM2Fl2GBhQKyGMiuJmDg9HX1el07L4UZRAAeeBeUgY/n7rJmNaVMDOTZO3PqyytrtAf5HTs2JFVq1YBEBUVxbvvvkuXLl0eu+RWCFMxOggyZcoUYmJiGDVqlD7pnJWVFVOnTmXatGkmb6AQz5WUe9SzKYO9hT0JGQk5ikfXGombjfG5ONJTM7l3M+9t6m5djsXNW2Z6CCHEs5AxjCjNdOnpJB09irpVK5L27ctRbtO4MWbOxifyTkzLZOtfkXmW/34+koFNyuOiLt1LdZ9XRbWk19LSEk9PTyB7+/CpU6fSokUL7t69i5tb7mNprVbLp59+yvLly7lx4wYeHh6MGDGC6dOnA3Dr1i0mTJjArl27UCqVNG/enIULF+Lr61tg70MUT0aHZBUKBXPnzuXu3bscO3aMv/76i5iYGN5///2CaJ8QzxcLNV67ZrCqyWzK2/+3DaKVmRXjagyhicsLT3VZpVKB4jEBdwsrs6e6rhBCiP/IGEaUZgpzc5IPHcKxZ0/UgYE8PPCwbd4M90kTUTk6Gn1dM6UCG4u8xyk2FmayPPQ5teNCJG9+f8YgAAIQFZ/Gm9+fYceFvINbppSUlMS6deuoVKkSLi55z6qdNm0ac+fO5b333uPSpUusX78eDw8PAFJSUggMDEStVnPgwAEOHTqEWq2mY8eOslucyOGpN+BWq9U0aNDAlG0R4vln64pC7UWVLeNY3XwMsc7lydBm4qgD1+uHsKz2dNnMrdTmVKjjyvWz93IWKqBMFeN21hBCCJE3GcOI0kjl4oLr8OHcmjQJp/79KNd3Cbr0dBSWlqQGB2Nm93RJN20tVbzezJdDobmMYYAhzSrgaCNLep83WVodH2y7RG4Lo3Rk73L3wbZLtPP3LJAg1vbt21Grs8fNycnJeHl5sX37dpTK3J/RJyYmsnDhQhYvXsygQYMAqFixIs2bNwdgw4YNKJVKvv32WxT/BvhWrVqFo6MjQUFBtG/f3uTvQRRfTx0EEaJUsnaC7l/Cz6/jun0irg+Ou/vDK+tBnXsyMV2WlqzEDMjUgbkSMzsLyMpEE30XTcQ/aDMyaNKtLtHhiSTFphuc26p/VWzsZfAghBBCiGdj07gRzoMHc//bb4lZmZ2PQWlnR9kF81F5eeZ9YuId0CSD0hxsXcHcmujENKLi04iMT6OSm5qXXvDkj/NRBqe1rOIm+bKeUyfCYnLMAHmYDoiMT+NEWEyB/DcMDAxk6dKlAMTExLBkyRJeeuklTpw4Qfny5XPUDwkJIT09nTZt2uR6vdOnTxMaGordIxsFpKWlce3aNZO3XxRvEgQRwlgO5eDV9ZAUDYmRYOsOak+wyz0AkpWYQdLxSJIO3UKXloVSbY59Wx/M3bMI790DbXIKAKoyZei6aDl3k6wIPx+DrZMl5es44OrpgIVVyfinmhwXS0p8HOkpydg4OGFj74CV+ulmzwghhBDCOCpnZ1zeGI5jr55k3LiB0soKlZcX5u7uKFS5jDXSE+HGcfhjKtwPBTMLqPUKGS9OZtj6CM7djM++rlLBnP+ryaAmvvxy+gZZWuhaw5Ua3i6421sV8rssGOmpmaQmZpASn465lQobewtsHYpvnpPoxPxtCZ7fesaytbWlUqVK+tf169fHwcGB5cuX8+GHH+aob239+B2EtFot9evXZ926dTnK8soxIkqvkvGXlRCFzdYt+8ujxmOrZaVmEv9HGClnovXHtEka4rZcQ93MBdtmLUjctQOAzNu3ufNyZ8ouXkyVoa3J0mbx+++/81L5lwr0rRSW2MjbbPl0NjG3buiPVWrYhDavv4n6KRKxCSGEEMJ4Zra2mNnaYuHj8+TKN0/C973+e52VAWe/Q3XrNOMafcOQf4MgmVodUzeep3U1Nxa9WhdLJezZswfnqm0L6F0UruT4dI5uvsbl41E8WD9i72pN57dq4exlW7SNe0rudvkLTuW33rNSKBQolUpSU1NzLa9cuTLW1tbs3buXYcOG5SivV68eP/74I+7u7tjbP93SLlF65Csxar169Yj9d1/xWbNmkZKSUqCNEqKk0CZlGARAHpZ8IhbH3v1zHI+eN4+smPvodDp0eWxhV9wkxd5n48fvGwRAAEJPHOXIL+vRpKfncaYQQjwbGcMI8ZSSomHH27kWKaMvUs0iCicbc4Pjf/59l6j47N/pJSUZZVamlvNBN7l87L8ACEDCvVR+nX+WxJiCmSlR0BpWcMbLwYq8sn0oyN4lpmGFgnlQlZ6eTlRUFFFRUYSEhDB69GiSkpLo2rVrrvUf7OQ1ZcoUvvvuO65du8axY8dYsWIFAP3798fV1ZXu3btz8OBBwsLC2L9/P2PHjuXmzZsF8h5E8ZWvIEhISAjJyckAfPDBByQl5b2VpxDiP1lxef9xr9Nowdwmx3FNZCS6zMyCbFahS7h7l/g7UbmWXQzaQ3JcbCG3SBSVoKAgFAoFcXFxRd0UUUrIGEaIp5SRAncv51msjjyGn1vOJa3J6SVrDJMSn8G5P3P/IzolIYPYqORCbpFpmCkVzOjqD5AjEPLg9Yyu/gW2s8+OHTvw8vLCy8uLRo0acfLkSX7++WdatWqV5znvvfceEydO5P3336d69er07duX6Ojsh402NjYcOHAAHx8fevbsSfXq1RkyZAipqakyM0TkkK/lMHXq1OH111+nefPm6HQ6PvvsM30230fJNnNC/Ef5hFweilzCkFbVqqGwtMw1W3dxlXjvbp5l2qxMNOnF8ylKUYuKimLOnDn89ttv3Lp1C3d3d+rUqcO4cePyTBz2NFq1akWdOnVYsGCBya6ZXz///DPz58/nyJEjHD58mAEDBnD9+nV9+V9//cUnn3zCoUOHuHfvHr6+vowcOZKxY8cWelvF80nGMEI8JTNV9sMaTe6zpzJsPElM0xieolTg+MjskOIuU5OFJj0rz/K4Oyn4+BfP5K8da3qx9LV6fLDtkkGSVE8HK2Z09adjTa8Cue/q1atZvXq10ecplUqmT5/O9OnTcy339PRkzZo1j73vw4KCgoxugygZ8hUEWb16NTNmzGD79u0oFAr++OMPVLkkT1IoFDKAEOIhZvYWKO0t0CbknBJqXs6W1HMncxx3nzwJlZMTGo0mR1lx5eCRd8Z5lYUlFlaPT3ZVLGiz4J8jkHQH1B5QvikozQrsduHh4TRr1gxHR0fmzZtHrVq10Gg07Ny5k7feeou///67wO6dG51OR1ZWVq6/G57F0aNHadasGQCHDh3Sf//A6dOncXNz4/vvv8fb25sjR47wxhtvYGZmxv/+9z+TtkUUTzKGEeIp2bpBvUFwfGnOMqWKOI/GXLkTYXD45XplcVGXrB3tVBZmWNqoSE/JfYaLc5nineC9Y00v2vl7ciIshujENNztspfAFNQMECGeB/karVatWpUNGzYA2RG4vXv34u6e+04YQoj/KO0tcB1cg7vLz6NL/e+Xp5mDJc69KnF7+uL/jrm64jF9OlbVqxdFUwuUnYsrrt7luXfjnxxlddp3wtbRqQhaZUKXtsKOqZBw+79j9mWg41zw71Ygtxw1ahQKhYITJ05ga/tfUrYaNWowZMgQ/euIiAhGjx7N3r17USqVdOzYkS+//BIPDw8AZs6cyZYtW5g4cSLvvfcesbGxvPTSSyxfvhw7OzsGDx7M/v372b9/PwsXLgQgLCyM8PBwAgMD2bFjB9OnT+fcuXPs3LmTpk2bMnnyZDZs2EBCQgIBAQHMnz+fBg0aPNX7PHLkCG+/nb0m/dChQ3Tu3Nmg/OH3CuDn58fRo0fZtGmTBEEEIGMYIZ6ayhKajYGbp+DWQw9tlCqy+nzP4TvmqJQKMrU6LMyUvNLQm/8FVkJtaV6iHuTYOFhQr0N5jm7Ouc2qnYsVjh45lzYXN2ZKhWxlLEoVox/ZabXagmiHECWSQqHA3MsWjzF1ybidRObdVMzL2GLuYYvKwZKyn39OVkwsukwNZg4OqNzdUSjzlaqnWLF1dKLHlPf5Y8kX3Aq5CIDSzIwX2nQkoGtPVBbF+KnRpa3w00B4dAFTQmT28T7fmTwQEhMTw44dO5gzZ45BAOQBR0dHIHt2Ro8ePbC1tWX//v1kZmYyatQo+vbtazAF9Nq1a2zZsoXt27cTGxtLnz59+OSTT5gzZw4LFy7kypUr1KxZk1mzZgHZW82Fh4cDMGXKFD777DP8/PxwdHRkypQpbNy4kTVr1lC+fHnmzZtHhw4dCA0NxTmfuwCtX7+eUaNGAZCQkMCAAQMwMzMjMTGRffv28fbbb7NkyRL69euX6/nx8fH5vpcoXWQMI4SR7MvAq+shNjx7tqPaHco3xUztSe8KKgJreJOckYWtpQo3tQXWFiVv40kzMyXVmniRnpJJ8N4ItJnZv+/dfOxoP6wGasfiu02uEKXVU31SXbt2jQULFhASEoJCoaB69eqMHTuWihUrmrp9QhR7CoUClZMVKqecW4ypnJxQORXzWRD55ODuQfeJ00lJiEeTloaVWo2NgxMWVoWz9VqB0GZlzwDJNYOLDlBkZ9av1tmkS2NCQ0PR6XRUq1btsfX27NnDuXPnCAsLw9vbG4C1a9dSo0YNTp48qZ+dodVqWb16NXZ2dgAMGDCAvXv3MmfOHBwcHLCwsMDGxgZPz5zLmmbNmkW7du0ASE5OZunSpaxevZqXXsre2nn58uXs3r2bFStWMHny5Hy9v27dutG0aVP27NnDggUL2L59O+fOnWPkyJEcOXIEAFdX11zPPXr0KD/99BO//fZbvu4lSh8ZwwhhJLV79pd3Q4PDNoCPZckLeuTGxt6CBp198X+xDOnJGlQWZlirzbG2K8YPcYQoxYx+5Lxz5078/f05ceIEtWrVombNmhw/fpwaNWqwe/fugmijEAUq8949NJGRaO7mnbxTmIa1nT0uZb3xrFgZRw+v4h0AgeynYg8vgclBBwm3suuZ0IOtkxWKx6/XDQkJwdvbWx8AAfD398fR0ZGQkBD9MV9fX30ABMDLy0ufbf1JAgIC9N9fu3YNjUZjkLfD3Nychg0bGtzvSdRqNb6+vpw5c4bu3bvj6+vL+fPn6dSpE76+vvj6+uaa2PLixYt0796d999/Xx+YEeJhMoYRJU1SRhJRyVHcSb5DRlbJ2JL2eaWyMMPB1Rr38vY4e9lKAESIYszo8O3bb7/N+PHj+eSTT3Icnzp1qgw8RbGRGR9PysmT3P38CzLCwlCVKYPrW6OwCwxEJVPpRX4k3TFtvXyqXLkyCoWCkJAQevTokWc9nU6Xa6Dk0ePm5oaZ/BUKRb6XDTy8HCev4Exe7chNREQE/v7ZW/alpaWhUqlYuHAh6enpKJVKNmzYwGuvvcbXX39tcN6lS5do3bo1w4cP5913383XvUTpI2MYUVJkajMJiw9j/un5HL59GEszS/6v0v8xuMZgvNQFs6OHEEKUFEbPBAkJCWHo0KE5jg8ZMoRLly6ZpFFCFDStRkPCb79z63+jyQgLAyDz9m2ipr/L/W9XkJVcPPd8F4VM7WHaevnk7OxMhw4d+Oqrr0jO5Wc1Li4OyJ71ERERwY0bN/Rlly5dIj4+nupGJOC1sLAgKyvv7QEfqFSpEhYWFhw6dEh/TKPRcOrUqXzfr0yZMgQHB7Nz505UKhXBwcEcP34cgIMHDxIcHKzPTfLAxYsXCQwMZNCgQcyZMyff70uUPjKGESVFREIEr/72KgdvHUSr05Kamcr6v9czfPdwopKjirp5QgjxXDM6COLm5kZwcHCO48HBwZJtXRQbWXfvcvfzz3Mti1mzhqz79wu5RaJYKt80O2kcec1yUIB92ex6JrZkyRKysrJo2LAhGzdu5OrVq4SEhLBo0SKaNGkCQNu2balVqxb9+/fnzJkznDhxgoEDB9KyZUuDZSxP4uvry/HjxwkPD+fevXt5zhKxtbXlzTffZPLkyezYsYNLly4xfPhwUlJScv3DMzcqlYpKlSpx48YNGjVqRLVq1bh//z5+fn40bNiQSpUqGfyueRAAadeuHRMmTCAqKoqoqCjuyvI2kQsZw4iSIEWTwpLgJaRnpeco+yfhH87fO18ErRJCiOLD6OUww4cP54033uD69es0bdoUhULBoUOHmDt3LhMnTiyINgphcplxcWjzmu2RlYUmMgoLH5/CbZQofpRm2dvg/jSQ7EDIwwlS/w2MdPzEpElRH6hQoQJnzpxhzpw5TJw4kcjISNzc3Khfvz5Lly7NboFCwZYtWxg9ejQtWrQw2CLXGJMmTWLQoEH4+/uTmppK2L+zp3LzySefoNVqGTBgAImJiQQEBLBz506cjEwAHBQURIsWLQDYv3+//vtH/fzzz9y9e5d169axbt06/fHy5cvrd7AR4gEZw4iSIDEjkSO388419UfYH7TxboOyBO42J8TTGjx4MHFxcWzZsgWAVq1aUadOHRYsWFCk7RJFw+ggyHvvvYednR2ff/4506ZNA7KnL8+cOZMxY8aYvIFCFATFIzkQHqW0ti6klohiz79b9ja4O6YaJkm1L5MdADHx9rgP8/LyYvHixSxevDjPOj4+Pvz66695ls+cOZOZM2caHBs3bhzjxo3Tv65SpQpHjx41qOPr66vPAfIwKysrFi1axKJFi3K9X6tWrXI971EP5/x47733jGq/EHmRMYwoCZQKJbYWtiRqEnMtd7ZylgCIeG49KUfYoEGDWL16deE0RpRaRn9CKhQKxo8fz82bN4mPjyc+Pp6bN28yduzYfCe+e2DmzJkoFAqDr9y2YHwgKCgoR32FQsHff/9t7NsQJdSd5DscuX2ENRfXcODmASKTI3Otp3J2xqJSpVzLzJydUbm7FWQzRUnj3w3GXYBB26HXiuz/H3e+QAMgQgjjyRhGPM9i02L5+/7frL20ls1XNxOREEFKZkqOei7WLvSv1j/P6/Ss3LMgmynEM4mMjNR/LViwAHt7e4NjCxcuLOomilLgmTb3fnhLxadVo0YN9uzZo39tZvbkaeOXL1/G3t5e/9rNTf5gFdnrYIfuHMqdlP924nCydGJFhxVUdqpsUFfl4kLZLz7nnwED0cbH648rrKwo99ViVLI2XBhLaQYVXizqVggh8knGMOJ5ci/1Hh8e+5C9EXv1x5QKJR80/YB2Pu2wtbA1ON7JrxNBN4I4HX3a4Dpv1n6TsuqyhdVsUVJos+CfI9m72ak9snOZFcBSXsAgWOzg4PDEALK+iVotn376KcuXL+fGjRt4eHgwYsQIpk+fDsCtW7eYMGECu3btQqlU0rx5cxYuXIivr2+BvA9RvD1TEMQkDVCp8vWD/zB3d3ccHR0LpkGiWIpJi2Hy/skGARCA2PRYRv85mu9e+g53G8PAhmXlylTYtJGUk6dI/SsYyypVUDdrjnkZLxQyjVQIIcQTyBhGmIJOp2P3P7sNAiAAWp2W9w6/R03XmlSyMJy96m7jzmctPyMsIYzd/+xGba6mY4WOeNp4Ym9pjxD5dmlrHkt65z5XM1qnTZvG8uXLmT9/Ps2bNycyMlI/ky4lJYXAwEBefPFFDhw4gEql4sMPP6Rjx46cO3cOCwuLIm69eN4UeRDk6tWrlClTBktLSxo1asRHH32En5/fY8+pW7cuaWlp+Pv78+677xIYGJhn3fT0dNLT/8uenZCQAGRv26jRaJ7Yvgd18lNXGCrMvotJjSEkJiTXsltJt7ifeh8n85yJGRXu7th27oS6S2d9noJMnQ6eg//e8rP39B7tO+lDIURBKOgxDDzbOEY+A59NYfVfTHoMqy+szrN8a+hWxtQZkyOfkoO5A3Vc6lDXtS6Avvx5+O8tP3vP5uH+K9A+vLT13+Tuj+TqSojMPt7nu+ciEJKYmMjChQtZvHgxgwYNAqBixYo0b94cgA0bNqBUKvn222/1SxtXrVqFo6MjQUFBtG/fvsjaLp5PRRoEadSoEd999x1VqlThzp07fPjhhzRt2pSLFy/i4uKSo76XlxfLli2jfv36pKens3btWtq0aWOwi8CjPv74Yz744IMcx3ft2oWNjU2+27p79+78vzFhoDD6rkzdMo8tv594n6uHr+YrIePzRn72nt6DvktJybmmWgghnkVhjGHANOMY+T3ybAq6/yrWqUhMWkye5beTbnPmzBkiI3PPc/Y8k5+9Z7N79+6CG8Nos7JngDwaAIF/jylgx9tQrXOBLY3Jr5CQENLT02nTpk2u5adPnyY0NDTHMse0tDSuXbtWGE0UxUyRBkFeeukl/fcvvPACTZo0oWLFiqxZs4YJEybkqF+1alWqVq2qf92kSRNu3LjBZ599lucAYtq0aQbXSkhIwNvbm/bt2xusyc2LRqNh9+7dtGvXDvMn7CgiDBVm391JvYOF0oIMbUaOMgUKvJ28afRSowJtg6nJz97Te7TvHjw5FUIIUymMMQw82zhGfo88m8Lqv+TMZOq61+Vo5NFcy1t5t6KuT13q1q1bYG0wNfnZezYP919qamrB3OSfI4ZLYHLQQcKt7HpFnPPM+gm7Nmq1WurXr8+6detylEneJZGbpwqCnDhxgqCgIKKjo9FqtQZlX3zxxVM3xtbWlhdeeIGrV6/m+5zGjRvz/fff51luaWmJpaVljuPm5uZGfSgbW1/8pzD6zlXhyuCag1l2blmOsp6Ve+Ji7VJs//sZ238ZaWmkxMVy7+Y/KFDg4l0eW0dHzC2tCrCVz6cHfVdc/9sLIUyvOI1hwDTjGPkcfDYF3X+O5o6MqzeO478fR6sz/Jn0sPGgvmf9Yvvfz9i+02m1JMbcJ+5OJKkJ8biU9cHWyQlru9KZ58Tc3JzMzMyCuXjSnSfXMaZeAapcuTLW1tbs3buXYcOG5SivV68eP/74I+7u7vl6yC2E0UGQjz76iHfffZeqVavi4eFhsKWcsdvLPSo9PZ2QkBBefDH/0cazZ8/i5eX1TPcVxZ+Vyor+1frjZOnEsnPLiE2Pxc7cjoE1BvJylZdRW6iLuomFIi0piQv7dnFg/Wp0/w7ulWZmBA56g+ovtsLSxvYJVxBCiJJLxjDieeXn6MeqDquYc3wOV2KvoFQoCfQOZGLARLxsS8fPiFabxZ3roWz6eCZpSYn64xXqBtB+xBjUTs5F2LoSSO1h2noFyMrKiqlTpzJlyhQsLCxo1qwZd+/e5eLFiwwdOpT+/fvz6aef0r17d2bNmkW5cuWIiIhg06ZNTJ48mXLlyhX1WxDPGaODIAsXLmTlypUMHjz4mW8+adIkunbtio+PD9HR0Xz44YckJCToE95MmzaNW7du8d133wGwYMECfH19qVGjBhkZGXz//fds3LiRjRs3PnNbRPHnbO3Mq9VepW35tqRnpWNhZoGbtRsqZZHn/y00926Es//7lQbHtFlZ7F25FI+KlfGqVKWIWiaEEEVPxjDieWWlsqKeRz2Wt1tOkiYJpUKJk5UTtual5+FF4v17/PLhu2Q8svwj7OwpTm3bTPNXB6IqpjNinkvlm2bvApMQSe55QRTZ5eWbFnbLcvXee++hUql4//33uX37Nl5eXowcORIAGxsbDhw4wNSpU+nZsyeJiYmULVuWNm3ayMwQkSuj/zpUKpU0a9bMJDe/efMmr776Kvfu3cPNzY3GjRtz7NgxypcvD0BkZCQRERH6+hkZGUyaNIlbt25hbW1NjRo1+O233+jUqZNJ2iOKPzOlGZ62xm1XWFJkpKZwfPPPeZaf3LqRl96agHku06qFKCxBQUEEBgYSGxsr24SKQidjGPG8c7Z2xtm6dM54iA67liMA8sBfe36n3ktdsXdzL+RWlWBKs+xtcH8aCCgwDIT8OzOu4ycFmhR18ODB+Q5KK5VKpk+fzvTp03Mt9/T0ZM2aNXmev3r1aoPXQUFB+WylKImUxp4wfvx4vvrqK5PcfMOGDdy+fZuMjAxu3brFxo0b8ff315evXr3a4Ad0ypQphIaGkpqaSkxMDAcPHpTBgxD/yszIIPH+3TzLE+5Fk6nJmThWFF9RUVGMHj0aPz8/LC0t8fb2pmvXruzdu9ek92nVqhXjxo0z6TXz6+eff6Zp0+ynUIcPH86x/ej9+/fp2LGjfptSb29v/ve//0kyXJErGcMI8fyKj84790RmejpZmbLdrsn5d8veBtf+kSVX9mWem+1xhSgIRs8EmTRpEp07d6ZixYr4+/vnSHa0adMmkzVOCJF/FtY2eFWpxv2bEbmWl61SHQurx2fXFk8vS5vFmegz3E25i5uNG/Xc62FWgE9PwsPDadasGY6OjsybN49atWqh0WjYuXMnb731Fn///XeB3Ts3Op2OrKwsVCrTLj87evSo/sn9oUOHcjzFVyqVdO/enQ8//BA3NzdCQ0N56623iImJYf369SZtiyj+ZAwjxPPLw69SnmW2Ts6oLGQma4Hw75a9De4/R7KToKo9spfAFPG2uEIUJKNngowePZp9+/ZRpUoVXFxccHBwMPgSQhQNlYUFAZ3/D6VZzj9CzczNqd2hM2Ym/gNVZNvzzx46bOzAkJ1DmHpwKkN2DqHDxg7s+WdPgd1z1KhRKBQKTpw4wcsvv0yVKlWoUaMGEyZM4NixY/p6ERERdO/eHbVajb29PX369OHOnf+ets2cOZM6deqwdu1afH19cXBw4JVXXiExMTsp3eDBg9m/fz8LFy5EoVCgUCgIDw8nKCgIhULBzp07CQgIwNLSkoMHD5Kens6YMWNwd3fHysqK5s2bc/Lkyad+n0eOHHlsEMTJyYk333yTgIAAypcvT5s2bRg1ahQHDx586nuKkkvGMEI8v5w8y+DkVTbXsuZ9B6B2dinkFpUiSrPsbXBfeDn7/yUAIko4o/8i+u6779i4cSOdO3cuiPYIIZ6Bg4cHvd+fw66vFxIbmb33u3NZbzq+OQ4Ht6LP7l0S7flnDxOCJqB7JKlYdEo0E4Im8EWrL2hbvq1J7xkTE8OOHTuYM2cOtrY5k+Y9yLWh0+no0aMHtra27N+/n8zMTEaNGkXfvn0Npulfu3aNLVu2sH37dmJjY+nTpw+ffPIJc+bMYeHChVy5coWaNWsya9YsANzc3AgPDweyp/h/9tln+Pn54ejoyJQpU9i4cSNr1qyhfPnyzJs3jw4dOhAaGoqzc/7Wua9fv55Ro0YBkJCQwIABAzAzMyMxMZF9+/bx9ttvs2TJEvr165fj3Nu3b7Np0yZatmxpRI+K0kLGMEI8v9TOLvR6ZxZ7Vy4lLPg06HRY2app2vc1KgY0euYdnIQQ4gGjgyDOzs5UrFixINoihHhGKnMLylWrQd+Zc7O3l1MosFLbYevgWNRNK5GytFl8cuKTHAEQAB06FCiYe2Iugd6BJl0aExoaik6no1q1ao+tt2fPHs6dO0dYWBje3t4ArF27lho1anDy5EkaNGgAgFarZfXq1djZ2QEwYMAA9u7dy5w5c3BwcMDCwgIbGxs8PXMmHZ41axbt2rUDIDk5maVLl7J69WpeeuklAJYvX87u3btZsWIFkydPztf769atG02bNmXPnj0sWLCA7du3c+7cOUaOHMmRI0cAcHV1NTjn1Vdf5ddffyU1NZWuXbvy7bff5uteonSRMYwQzzcHdw86j5lMSkI8WRkZWNjYonZyRmkmMxOEEKZj9HKYmTNnMmPGDFJSUgqiPUIIE7B1dMKlnA8uZb0lAFKAzkSf4U5K3oncdOiISoniTPQZk95Xp8sOujzpqVhISAje3t76AAiAv78/jo6OhISE6I/5+vrqAyAAXl5eREdH56stAQEB+u+vXbuGRqMxWLJibm5Ow4YNDe73JGq1Gl9fX86cOUP37t3x9fXl/PnzdOrUCV9fX3x9fVGr1QbnzJ8/nzNnzrBlyxauXbvGhAkT8n0/UXrIGEaI55+ljS1OnmVw9fHF3tVNAiBCCJMzeibIokWLuHbtGh4eHvj6+uZIKnbmjGkH+0II8by6m5L3bjxPUy+/KleujEKhICQkhB49euRZT6fT5RooefT4o5/jCoUCrVabr7Y8vBwnr+BMXu3ITUREhH6HjbS0NFQqFQsXLiQ9PR2lUsmGDRt47bXX+Prrrw3O8/T0xNPTk2rVquHi4sKLL77Ie++9h5eXV263EaWUjGGEEEIIYXQQ5HEDbiGEKE3cbNxMWi+/nJ2d6dChA1999RVjxozJkRckLi4OR0dH/P39iYiI4MaNG/rZIJcuXSI+Pp7q1avn+34WFhZkZWU9sV6lSpWwsLDg0KFD+nwdGo2GU6dO5XuL3TJlyhAcHMydO3do06YNwcHBZGVlUadOHQ4ePIizszP29vaPvcaDYEx6enq+7ilKDxnDCCGEEMLoIMiMGTMKoh1CCFHs1HOvh4eNB9Ep0bnmBVGgwMPGg3ru9Ux+7yVLltC0aVMaNmzIrFmzqFWrFpmZmezevZulS5cSEhJC27ZtqVWrFv3792fBggX6xKgtW7Y0WMbyJL6+vhw/fpzw8HDUanWeCU5tbW158803mTx5Ms7Ozvj4+DBv3jxSUlIYOnRovu6lUqmoVKkSp06dolGjRlSrVo0DBw7g5+dHw4YNc9T//fffuXPnDg0aNECtVnPp0iWmTJlCs2bN8PX1zfd7FKWDjGGEEEIIYXROECGEENnMlGa83fBtIDvg8bAHr6c2nGrSpKgPVKhQgTNnzhAYGMjEiROpWbMm7dq1Y+/evSxdujS7DQoFW7ZswcnJiRYtWtC2bVv8/Pz48ccfjbrXpEmTMDMzw9/fHzc3NyIiIvKs+8knn9CrVy8GDBhAvXr1CA0NZefOnTg5ORl1z6CgIFq0aAHA/v379d8/ytramuXLl9O8eXOqV6/OuHHj6NKlC9u3bzfqfkIIIYQomVq1apXvGanGejDWykt4eDgKhYLg4OA86/j6+rJgwYJ8X7M0Wb16tX7XQ8jO7VWnTp1nvq7RM0GUSuVj13bnZ8q0EEKUFG3Lt+WLVl/wyYlPDJKketh4MLXhVJNvj/swLy8vFi9ezOLFi/Os4+Pjw6+//ppn+cyZM5k5c6bBsXHjxhkMFqpUqcLRo0cN6vj6+uqXnTzMysqKRYsWsWjRolzv16pVq1zPe9TDOT/ee++9POsFBgbqd4wR4klkDCOEECVXUFAQgYGBxMbGGvzhXJAiIyONftBTFNcUhowOgmzevNngtUaj4ezZs6xZs4YPPvjAZA0TIi+pmlTupt7l8K3D3Eu9R6MyjahgX8HkeReEyK+25dsS6B3Imegz3E25i5uNG/Xc6xXIDBAhxNOTMYx4HtyOS+XCrXj+uhlPZXc19cs7UcbRGjNl/hJIC1Ha6HQ6srKyUKmM/tP1qWk0mhzJs3Pj6elp8nsXxDWFIaOXw3Tv3t3g6+WXX2bOnDnMmzePrVu3FkQbhdBL1aRy4NYBum7pykcnPmLZ+WUM3TmUt/a+RVRyVFE3T5RiZkozGng2oJNfJxp4NpAAiBDPIRnDiKJ2LTqJ7osP88ba03y1L5RxPwbTccEBLtyKz9csOSEKQpY2i5NRJ/n9+u+cjDpJlrZgZ8XpdDrmzZuHn58f1tbW1K5dm19++UVfHhQUhEKhYOfOnQQEBGBpacnatWtRKpWcOnXK4Fpffvkl5cuXJywsjMDAQACcnJxQKBQMHjxYX0+r1TJlyhScnZ3x9PTMMQtWoVDw9ddf0717d2xtbfnwww8BWLp0KRUrVsTCwoKqVauydu3aHOc9vHTlxIkT1K1bFysrKwICAjh79qzR/fPwNR8sp9m0aROBgYHY2NhQu3btHDN0jxw5QosWLbC2tsbb25sxY8aQnJysL//+++8JCAjAzs4OT09P+vXrR3R0tME1tm7dSuXKlbG2tiYwMJA1a9agUCiIi4vL931ys3XrVgICArCyssLV1ZWePXvqyzIyMpgyZQply5bF1taWRo0aERQUZHSfGctkOUEaNWrEnj17THU5IbLpdJBwG+6HQlwEd1OjmXJgClqd4fadITEhrDi/goysjCJqqBBCiOJKxjCioMQkZxB+L5l/7icTGZ/KmA1nuZtkuHNVckYWw9acIiohrYhaKUqzPf/socPGDgzZOYSpB6cyZOcQOmzswJ5/Cu4z8d1332XVqlUsXbqUixcvMn78eF577TX2799vUG/KlCl8/PHHhISE0K1bN9q2bcuqVasM6qxatYrBgwfj4+PDxo0bAbh8+TKRkZEsXLhQX2/NmjXY2tpy/Phx5s2bx6xZs9i9e7fBtWbMmEH37t05f/48Q4YMYfPmzYwdO5aJEydy4cIFRowYweuvv86+fftyfV/Jycl06dKFqlWrcvr0aWbOnMmkSZNM0WVMnz6dSZMmERwcTJUqVXj11VfJzMwE4Pz583To0IGePXty7tw5fvzxRw4dOsT//vc//fkZGRnMnj2bv/76iy1bthAWFmYQJAoPD+fll1+mR48eBAcHM2LECKZPn27Qhvzc51G//fYbPXv2pHPnzpw9e5a9e/caJOd//fXXOXz4MBs2bODcuXP07t2bjh07cvXqVZP0W15MMqcoNTWVL7/8knLlypnickJkS4mBKztg7weQGAVl6nG0yYAcAZAHtoRuYcgLQ/Cy9SrkhgohhCiuZAwjCoImU8vlO4lM33yev27GA7B2aEMu3k7Itf7dpHTuJKTj5WBdmM0Updyef/YwIWhCjh3uolOimRA0gS9afWHy3GbJycl88cUX/PnnnzRp0gQAPz8/Dh06xDfffEPLli31dWfNmkW7du30r4cNG8bIkSP54osvsLS05K+//iI4OJhNmzZhZmam373O3d09R06QWrVq6XcIq1y5MosXL2bv3r0G1+/Xrx9DhgwxeD148GBGjRoFwIQJEzh27BifffaZftbJw9atW0dWVhYrV67ExsaGGjVqcPPmTd58881n7LXsJPWdO3cG4IMPPqBGjRqEhoZSrVo1Pv30U/r166fP51a5cmUWLVpEy5YtWbp0KVZWVgbvy8/Pj0WLFtGwYUOSkpJQq9V8/fXXVK1alU8//RSAqlWrcuHCBebMmaM/Lz/3edScOXN45ZVXDJac1q5dG4Br167xww8/cPPmTcqUKaN/nzt27GDVqlV89NFHz9xveTE6CPJgetEDOp2OxMREbGxs+P77703aOFGKabPg0lbYPva/YyoL7idH53lKWlZagU/fE0IIUXzJGEYUloiYFHotPUJ65n8PbhLTMh97TnL648uFMKUsbRafnPgkRwAEQIcOBQrmnphLoHegSZf4Xrp0ibS0NIPgA2TPVKhbt67BsYdnDAD06NGD//3vf2zevJlXXnmFlStXEhgYiK+v7xPvW6tWLYPXXl5eOZaDPHq/kJAQ3njjDYNjzZo1M5hh8mj92rVrY2Njoz/2INDzrB5uv5dX9gPf6OhoqlWrxunTpwkNDWXdunX6OjqdDq1WS1hYGNWrV+fs2bPMnDmT4OBgYmJi0GqzP5siIiLw9/fn8uXLNGjQwOCeDRs2NHidn/s8Kjg4mOHDh+f6ns6cOYNOp6NKlSoGx9PT03FxcclPtzw1o4Mg8+fPNxhAKJVK3NzcaNSokWSxFaaTGAl/zjI8dvcyjZzfYmkep1RxqoKNyiaPUiGEEKWdjGFEYUjTZLHiUJhBAOQBWwszkjNyPrBRKKCso8wCEYXnTPQZg13tHqVDR1RKFGeiz9DAs0Ge9Yz14I/v3377jbJlyxqUWVpaGry2tbU1eG1hYcGAAQNYtWoVPXv2ZP369QZbyz7Oo0lOFQqFvi153e9BvYfpdLo8dxkryLw+D7f/wf0ftF+r1TJixAjGjBmT4zwfHx+Sk5Np37497du35/vvv8fNzY2IiAg6dOhARkaGvu25vdeHPek+ubG2zvtzTavVYmZmxunTpzEzMwy0qdXqPM8zBaODIA+vHRLClB78Q1MoFJCeBCn3DSukxlI+OZYaztW5GBNiUKRAwdsN38bZ2rmwmiuEEKKYkTGMKEharQ6lUkFimoYj1+7lKN945ibDXvRj4d6ca937N/TBRW1RGM0UAoC7KXdNWi+//P39sbS0JCIiwmDpS34NGzaMmjVrsmTJEjQajUGSTQuL7H9DptruvHr16hw6dIiBAwfqjx05ciTXGQ+Q/d7Wrl1Lamqq/o//Y8eOmaQtj1OvXj0uXrxIpUqVci0/f/489+7d45NPPsHb2xsgR4LZatWq8fvvvxsce7TOk+6Tm1q1arF3715ef/31HGV169YlKyuL6OhoXnzxxXxf0xSMToy6Y8cODh06pH/91VdfUadOHfr160dsbKxJGydKh6zEdNKuxhLz42Vif75Ceng8WWbuoMy5LZXrjuksqD6U/lVfxVqV/eFS1akqKzqsoIZLjcJuuhBCiGJExjDC1BLSNIREJjBr20VGrT/Dr2dvkabRUsXDLkfdvSHRKBUwu0dN/awPF1sL3u1cnXHtqmBn9eTtOIUwFTcbN5PWyy87OzsmTZrE+PHjWbNmDdeuXePs2bN89dVXrFmz5onnV69encaNGzN16lReffVVg5kG5cuXR6FQsH37du7evUtSUtIztXXy5MmsXr2ar7/+mqtXr/LFF1+wadOmPJOd9uvXD6VSydChQ7l06RK///47n3322TO1IT+mTp3K0aNHeeuttwgODubq1ats3bqV0aNHA9mzNCwsLPjyyy+5fv06W7duZfbs2QbXGDFiBH///TdTp07lypUr/PTTT6xevRr4b+bJk+6TmxkzZvDDDz8wY8YMQkJCOH/+PPPmzQOgSpUq9O/fn4EDB7Jp0ybCwsI4efIkc+fOzRGQMTWjgyCTJ08mISE7qdP58+eZMGECnTp14vr160yYMMHkDRQlW1ZCOvc3XObeigukBt8l5Uw0d78+R9yuO2T12pjzhPREPDe9yYQaQ/i1x6/s6LmDZe2X0cCzATbmJXcpTFqyhpjIZEKO3ObqqTvE301Fky75T4QQwhgyhhGmlJSeyeYzt3hp4UFWHg5nx4Uoxv4YzCvLjjGxfRWszXPmUZi/5yoNyjuxaVRTDk4J5LcxzRnSrAKuastc7lAyZGmySLiXyrWz0Vw6fJt7N5NITZLd/IpaPfd6eNh4oCD3pR0KFHjaeFLPvZ7J7z179mzef/99Pv74Y6pXr06HDh3Ytm0bFSpUyNf5Q4cOJSMjwyDZJ0DZsmX54IMPePvtt/Hw8HjsriX50aNHDxYuXMinn35KjRo1+Oabb1i1ahWtWrXKtb5arWbbtm1cunSJunXrMn36dObOnftMbciPWrVqsX//fq5evcqLL75I3bp1ee+99/S5Q9zc3Fi9ejU///wz/v7+fPLJJzmCMxUqVOCXX35h06ZN1KpVi6VLl+p3h3mwTOlJ98lNq1at+Pnnn9m6dSt16tShdevWHD9+XF++atUqBg4cyMSJE6latSrdunXj+PHj+hkrBUWhM3Lxklqt5sKFC/j6+jJz5kwuXLjAL7/8wpkzZ+jUqRNRUVEF1VaTSEhIwMHBgfj4eOzt7Z9YX6PR8Pvvv9OpU6cca8nE4+Wn75JORhG3MfctkFxfr47VkcHwz8H/DlqoYcAWKFsPTJik6Xn0oP/aturAye3hXDx4W1+mVCoIHFANv7puWFiZZJOnEuXRnz1j/90L8bxRKBRs3ryZHj16EB4eToUKFTh79ix16tTJtX5QUBCBgYHExsbmyJBfmhX3MQwYN46RMcyzeVL/hd1NIvDz/bmcCd1rl6FlVVcm/HTO4Pik9lV4rXF5HG1K9tKXB33Xof1LRF5NYOeyC2Q9lCPFr44rLV6tiq1DyQ3+PIuHf/ZSU1MLbAzzYHcYwCBB6oPASEHsDmMKc+bMYcOGDZw/f76om1KizZkzh6+//pobN24UdVNMzuiZIBYWFqSkpACwZ88e2rdvD4Czs7P+6YoQ+ZGVrCH5yO08y5OORqF9eS28vgM6fgJ918Goo6UiAPKAnZ0dN/+ONQiAQPa6471rQki8n1ZELRNFLTo6mhEjRuDj44OlpSWenp506NCBo0eP5qh75MgRzMzM6NixY46y8PBwFAqF/svBwYHGjRuzbds2g3pZWVl8/PHHVKtWDWtra5ydnWncuDGrVq16YltDQ0N5/fXXKVeuHJaWllSoUIFXX301x1rTvIwePZrKlSvnWnbr1i3MzMzYtGkT4eHhDB06lAoVKmBtbU3FihWZMWOGPunX88TX1xeFQsGGDRtylNWoUQOFQqGfhgoQGRnJSy+9VIgtLJlkDCNMaf/VvHMl/HY+kvrlndkzoQUf9qjJxz1f4M+JLRnU1LfEB0Aelpqg4Y+vzxsEQACuB9/j8rEotNqCSyQpnqxt+bZ80eoL3G3cDY572Hg8lwGQpKQkTp48yZdffplrck7xbJYsWcLJkye5fv06a9eu5dNPP2XQoEFF3awCYXQQpHnz5kyYMIHZs2dz4sQJ/X7FV65coVy5ckZda+bMmQaDb4VCgaen52PP2b9/P/Xr18fKygo/Pz++/vprY9+CeF5odehyyZD+gC5DCxZ2UL4JNH4TqncBR59SEwABKOPuzZmdEXmWXzx0u0AzUYv802VlkXz8BPHbfyP5+Al0JkrKlZdevXrx119/sWbNGq5cucLWrVtp1aoVMTExOequXLmS0aNHc+jQISIicv952rNnD5GRkRw/fpyGDRvSq1cvLly4oC+fOXMmCxYsYPbs2Vy6dIl9+/YxfPjwJ+ZROHXqFPXr1+fKlSt88803XLp0ic2bN1OtWjUmTpyYr/c6dOhQQkNDOXjwYI6y1atX4+LiQteuXfn777/RarV88803XLx4kfnz5/P111/zzjvv5Os+hc3b2ztHEOnYsWNERUXlyFDv6emZI2u+MJ6MYYQpJafl/Tmfqc3eaaGSux2vNS7Pqw198HNTl6q8H05OToSfv48uj0BH8J4IUhKevyB1adO2fFt29trJyg4rmfviXFZ2WMmOXjueuwAIwP/+9z+aN29Oy5YtcyyFEc/u6tWrdO/eHX9/f2bPns3EiROZOXNmUTerQBgdBFm8eDEqlYpffvmFpUuX6rc2+uOPP3J9yvgkNWrUIDIyUv/1uGlNYWFhdOrUiRdffJGzZ8/yzjvvMGbMGDZuzCV3hHjuKW1UWNV0zbPcuo4bSsvSvdTDXGVBcnx6nuWJ91LRZkkQpKgl7NpFaJu2RAwaxO1Jk4gYNIjQNm1J2LWrQO4XFxfHoUOHmDt3LoGBgZQvX56GDRsybdo0/R91DyQnJ/PTTz/x5ptv0qVLF4PZBQ9zcXHB09OTatWqMWfOHDQaDfv27dOXb9u2jVGjRtG7d28qVKhA7dq1GTp06GPzKOh0OgYPHkzlypU5ePAgnTt3pmLFitSpU4cZM2bw66+/6uueP3+e1q1bY21tjYuLC2+88YY+oVmdOnWoV68eK1euzHGP1atXM3DgQMzNzenYsSOrVq2iffv2+Pn50a1bNyZNmsSmTZse25++vr7Mnj2bfv36oVarKVOmDF9++aVBnYiICLp3745arcbe3p4+ffpw585/Wwv+9ddfBAYGYmdnh729PfXr13/iTJf+/fuzf/9+g2mmK1eupH///qhUhp99CoWCLVu25Hmt33//nSpVqmBtbU1gYCDh4eGPvXdpJWMYYUovVsl7DFPXxxG70j6GMTcn4W5qnuWpiZo8AySicJkpzWjg2YBOfp1o4NkAs+f0gePq1atJT0/nxx9/zLGlqnh28+fP5/bt26SlpXHlyhXee++9HOORksLoIIiPjw/bt2/nr7/+YujQofrj8+fPZ9GiRUY3QKVS4enpqf9yc8s7A/HXX3+Nj48PCxYsoHr16gwbNowhQ4YUStZdYXoKMyXqRp4obXM+FTFztsKqimx3m5SagEcFhzzLvWu4YKYy+p+xMKGEXbu4NXYcmY/kEsi8c4dbY8cVSCBErVajVqvZsmUL6el5B8kAfvzxR6pWrUrVqlV57bXXWLVq1WNnD2k0GpYvXw4Y7knv6enJn3/+yd27+d8qLzg4mIsXLzJx4kSUypw/pw9yVaSkpNCxY0ecnJw4efIkP//8M3v27DFIaDZ06FB+/vlng0zv+/fvJzQ09LFPg+Lj43F2fvJnyaeffkqtWrU4c+YM06ZNY/z48ezevRvIDub06NGDmJgY9u/fz+7du7l27Rp9+/bVn9+/f3/KlSvHyZMnOX36NG+//fYTczB4eHjQoUMHfTb8lJQUfvzxR6Ofbt24cYOePXvSqVMngoODGTZsGG+//bZR1ygtZAwjTKmsozWtq7nnOK5SKpjZtQZOtqVn2UtukpKSKFfNKc9yV281KnMZwwghCl+Rf/JcvXqVMmXKUKFCBV555RWuX7+eZ92jR4/q1+8+0KFDB06dOoVGoynopooCoHK2xn1UbWwbeqKwVqG0NUfdshxub7yAylGmft+KvEGjbhVQ5JK428rWHN+aLoXfKKGny8rizkcfQ25BhX+P3fnoY5MvjVGpVKxevZo1a9bg6OhIs2bNeOeddzh37lyOuitWrOC1114DoGPHjiQlJbF3794c9Zo2bYparcbKyoqJEyfi6+tLnz599OVffPEFd+/exdPTk1q1ajFy5Ej++OOPx7bz6tXspMfVqlV7bL1169aRmprKd999R82aNWndujWLFy9m7dq1+tkW/fr1Iysri59//ll/3sqVK2nSpAn+/v65XvfatWt8+eWXjBw58rH3B2jWrBlvv/02VapUYfTo0bz88svMnz8fyF4qdO7cOdavX0/9+vVp1KgRa9euZf/+/Zw8eRLIninStm1bqlWrRuXKlenduze1a9d+4n2HDBnC6tWr0el0/PLLL/qZMsZYunQpfn5+zJ8/n6pVq9K/f38GDx5s1DXE05ExTOnmorbkk54vMLObP+WcrFFbqmhT3Z1to5tTzTPnFrmlTUpKCm7l7VA75T6ea/ZyZaztSnegSAhRNIp0fkujRo347rvvqFKlCnfu3OHDDz+kadOmXLx4EReXnH/cRUVF4eHhYXDMw8ODzMxM7t27l+v2POnp6QZPSh8kPtNoNPkadDyoIwMU4+W77+xVqDuVR9363/XY1ip0SunzBz+jtk4quo2ry/71l4m7k53Qr2wVR1q8WgVrB1Wp76fcPPqzV1B9lHLqdI4ZIAZ0OjKjokg5dRrbRg1Neu9evXrRuXNnDh48yNGjR9mxYwfz5s3j22+/1f8BfPnyZU6cOKFfDqJSqejbty8rV66kbVvDtb4//vgj1apV48qVK4wbN46vv/7aYAaFv78/Fy5c4PTp0xw6dIgDBw7QtWtXBg8ezLfffsu6desYMWKEvv4ff/yhn3GiyC2K95CQkBBq165tkAejWbNmaLVaLl++jIeHB46OjvTs2ZOVK1fy+uuvk5iYyMaNG1mwYEGu17x9+zYdO3akd+/eDBs27In92aRJkxyvH1w7JCQEb29vg+3a/P39cXR0JCQkhAYNGjBhwgSGDRvG2rVradu2Lb1796ZixYpPvG/nzp0ZMWIEBw4cYOXKlU+1xjkkJITGjRsb9POj70eYXmGMYeDZxjEyhnk2+ek/J2sz+jcoR8caHmi1YGthho2FEtCi0WjzPK+ke9Bn5tbQfXxdDv98lfAL90EHdi5WvNinMi5lbeRnMw8P/+xJHwlhekUaBHk40/0LL7xAkyZNqFixImvWrMlznfmjg+knDbI//vhjPvjggxzHd+3ahY2NTb7b+mBatDCe9N2z2fPnbtRqNQ37VsDC3AaFAhKSYzkefPC53PXiefLgZ+/BbhCmlpnPpSH5rWcsKysr2rVrR7t27Xj//fcZNmwYM2bM0AdBVqxYQWZmpj7vAWR/ZpqbmxMbG4uT03/TlL29valcuTKVK1dGrVbTq1cvLl26hLv7f1O9lUolDRo0oEGDBowfP57vv/+eAQMGMH36dLp160ajRo30dcuWLcvff/8NZP+R/rjZDTqdLs/P8IePDx06lDZt2nD16lX278/elvLhJSkP3L59m8DAQJo0acKyZcse04OP9+DeebXv4eMzZ86kX79+/Pbbb/zxxx/MmDGDDRs28H//93+PvYdKpWLAgAHMmDGD48ePs3nzZqPbKcmRi0ZhjGHANOMY+T38bKT/nt6uXbtQqVSUa1qeWh380WohU5dO+O0LnAuXHZmeZPfu3QU2hhGiNHuuMp3Y2trywgsv6KdQP8rT05OoR566RkdHo1Kpcn3qAjBt2jSDwUhCQgLe3t60b98+X3ttazQadu/eTbt27Z64vlsY0mg0HD58mGbNmknfPUZKVgpJmiQUKLAzt8PKzAp4/M+eFy5U9a9UFM0tFh7tu4La+lL1mPX/T1PvWfn7++uTZ2ZmZvLdd9/x+eef55iC36tXL9atW2eQc+NhLVu2pGbNmsyZM4eFCxc+9n6QnXy1QoUK2NkZTv+uU6cO/v7+fP755/Tt2zdHXpC4uDgcHR3x9/dnzZo1JCcn62eDHD58GKVSSZUqVfT1AwMD8fPzY/Xq1ezbt48+ffrkuOetW7cIDAykfv36rFq1KtdcJLk5duxYjtcPlvH4+/sTERHBjRs39LNBLl26RHx8PNWrV9efU6VKFapUqcL48eN59dVXWbVq1RODIIA+L0Tfvn0NAlP59fB/97zejyh4BTGGgWcbx8gY5tlkZmayb98+WrVqJf2XB50W0pIz0Wl1qMyVWNhkJ6t80s+ej1+Zwm5qsfJw/6Wm5p1cVgjxdJ6rIEh6ejohISG8+OKLuZY3adKEbdu2GRzbtWsXAQEBef5ysrS0zHVbQXNzc6N+oRlbvzTTanVEJqRxPTqZaNsKhMZkUMbRDFd1ycvxodPqSI7PICtTi5lKga2DJQrl46f+P6DVaQmPD2f+6fkcuHUABQralm/LmLpj8LH30deTn72n96DvCqr/bALqo/L0JPPOndzzgigUqDw8sAmob9L73r9/n969ezNkyBBq1aqFnZ0dp06dYt68eXTv3h2A7du3Exsby9ChQ3FwMEyu+/LLL7NixYo8gyAAEydOpHfv3kyZMoWyZcvy8ssv06xZM5o2bYqnpydhYWFMmzaNKlWq5JnzQ6FQsGrVKtq2bUuLFi145513qFatGklJSWzbto1du3axf/9++vfvz4wZMxg0aBAzZ87k7t27jB49mgEDBhgsH1AoFLz++ut88cUXxMbG8umnnxrc7/bt27Rq1QofHx8+++wzgySuT9q69PDhw8ybN48ePXqwe/dufv75Z3777TcA2rZtS61atejfvz8LFiwgMzOTUaNG0bJlSwICAkhNTWXy5Mm8/PLLVKhQgZs3b3Ly5El69er12Hs+UL16de7du2fU7MSHjRw5ks8//5wJEyYwYsQITp8+necuQKLgFMQYBkwzjpHfI8a5l5hOZHwql6MScfR+gdh08LJSoczn7/fiJCUhAU1aCgqFEmt7B8yN2Io7KS6d8/tucH7/LTRpWbh6q2neuzJuPnb6nzf52Xs25ubmZGZmFnUzhChx8hUE6dmzZ74v+KStCB82adIkunbtio+PD9HR0Xz44YckJCQwaNAgIPvpx61bt/juu++A7IHe4sWLmTBhAsOHD+fo0aOsWLGCH374Id/3FAVLq9Vx4XY8A1eeIC7lwRrGy9Qv78RX/eri6WBdpO0zpdTEDELPRHPqt3BSEjKwtjOn/ku+VG7ggU0+En3dSrxF/9/7k6T5b7eLneE7ORl1kvWd1+NumTPjvHi+KMzM8HhnGrfGjgOFwjAQ8u/0do93pqEw8TZuarWaRo0aMX/+fK5du4ZGo8Hb25vhw4fzzjvvANlLYdq2bZsjAALZM0E++ugjzpw5k+fOKV26dMHX15c5c+awZMkSOnTowA8//MDHH39MfHw8np6etG7dmpkzZz52+7SGDRty6tQp5syZw/Dhw/W5D5o2barPuWFjY8POnTsZO3YsDRo0wMbGhl69evHFF1/kuN7gwYOZMWMGVatWpVmzZgZlu3btIjQ0lNDQUMqVK2dQ9qQlIxMnTuT06dN88MEH2NnZ8fnnn9OhQwfgv+1pR48eTYsWLVAqlXTs2FG/ja6ZmRn3799n4MCB3LlzB1dXV3r27JnrEoa8PG4mwJP4+PiwceNGxo8fz5IlS2jYsCEfffTRU+UXKYlkDCOMERmXyqj1ZzgbEac/5mhjztqhjajhZV9iAiGajHTuhl/nz9XLuHPtKmYqFdWataRJ7/44uD15/JGSkMHuby9yOzROf+zejSS2fHGWbmPr4FlJEsMKIZ5f+QqC5DaINoWbN2/y6quvcu/ePdzc3GjcuDHHjh2jfPnyAERGRhIREaGvX6FCBX7//XfGjx/PV199RZkyZVi0aFG+n7aJgheZkMaAFSeITzVM4nT6n1g+3XmF2T1qYGPxXE1AeiqZGVn89ecNTv/xj/5YaqKGQz9dJSkmnYZdfTG3zPt9arI0/HD5B4MAyAMxaTHsDNvJa9VeK5C2C9Oyb98eFi7gzkcfGyRJVXl44PHOtOxyE7O0tOTjjz/m448/zrPOo0+cH1avXj2DoEBuAQKFQqHP6QEwfPhwhg8f/lTtrVKlin4b2Ly88MIL/Pnnn0+8Vrly5cjKY7edwYMHP/WuKPb29vz44495lvv4+PDrr7/mWmZhYWH0H7Lh4eGPLY+LizN4/fB/I19f3xz/zbp06UKXLl0Mjr3++utGtamkkjGMyK+U9Ezm7vzbIAACEJeiYcCK4/w25kXKOpaMhzn3b0SwYcZUdNrs5K1ZmZlc3L+XW39fos+Mj7FzcX3s+Qn3Ug0CIA87+NMVuo2tY+IWC1E8DB48mLi4uBzLVMXzJV9/ja5atapAbr5hw4bHluc2nbdly5acOXOmQNojnt216KQcAZAHtv51i3FtK2PjXPyDIMnxGZzdHZFr2bk/b1CzZVkc3PJ+nwkZCRy6eSjP8j9v/EmvSjIwLi7s27fHrk2b7N1i7t5F5eaGTUB9k88AEUIYT8YwIr/uJWew/a/IXMviUjSE3U0qEUGQtKQkDqxbpQ+APCzuTiR3roc+MQiSVwAEIDYyhcwM024NL4QQppS/jHFC5FNUfFqeZZosHemZJeOXYlqyBm1m7tPrtVodqYmP37VFpVRhZ5H3VFFHS0dUyuIfLCpNFGZm2DZqiEOXztg2aigBECGEKGbSNVlkavNeOheVkPcYpzjRpKdxM+RCnuXXTh9/4jWsbPPO86FUKfKdH008H3RZWSQfP0H89t9IPn4CXR4zLk2pVatWjB49mnHjxuHk5ISHhwfLli0jOTmZ119/HTs7OypWrMgff/yhP2f//v00bNgQS0tLvLy8ePvttw1yprRq1YoxY8YwZcoUnJ2d8fT0ZObMmQb3jYiIoHv37qjVauzt7enTpw937twxqLN161YCAgKwsrLSL3EFmDVrFi+88EKO91K/fn3ef/99Zs6cyZo1a/j1119RKBQoFAqCgoKA7MTtDxKgu7i40L179yfOChUF56mCIL/88gt9+vShcePG1KtXz+BLlG5VPfP+w97JxrxELIUBMDN//D8d1RPKHSwdGFxzcJ7lA/0HYqF8cl4RIcSzCw8PZ9y4cUXdDFFIZAwj8mJrqcLRJu8/7qt6lIw8FwqFAmu7vHcWUjvlnivqYWWrOOUZ6KjcwAMr25Ix3isNEnbtIrRNWyIGDeL2pElEDBpEaJu2JOzaVeD3XrNmDa6urpw4cYLRo0fz5ptv0rt3b5o2bcqZM2fo0KEDAwYMICUlhVu3btGpUycaNGjAX3/9xdKlS1mxYgUffvhhjmva2tpy/Phx5s2bx6xZs/TbXOt0Onr06EFMTAz79+9n9+7dXLt2jb59++rP/+233+jZsyedO3fm7Nmz7N27l4CAACB7N7dLly5x8uRJff1z585x9uxZBg8ezKRJk+jTpw8dO3YkMjKSyMhImjZtSkpKCoGBgajVag4cOMChQ4dQq9V07NiRjIzHPzgVBcPoIMiiRYt4/fXXcXd35+zZszRs2BAXFxeuX7/OSy+9VBBtFMVIWUdrapfLff31hHZV8LC3KuQWFQxrtTmOHrnv5GDvao11PhKj1nOvR6cKnXIc71etH5WdKj9zG4UQQhiSMYx4HA87S8a1zf33b10fR7xKSHJ3G0dH6r7UNc/yas1aPvkaDhZ0GF7jQQ5wPScvGxp19UOpkpkgxUHCrl3cGjvOIKcZQOadO9waO67AAyG1a9fm3XffpXLlykybNg1ra2tcXV0ZPnw4lStX5v333+f+/fucO3eOJUuW4O3tzeLFi6lWrRo9evTggw8+4PPPP0f70NKuWrVqMWPGDCpXrszAgQMJCAhg7969AOzZs4dz586xfv166tevT6NGjVi7di379+/XBzbmzJnDK6+8wgcffED16tWpXbu2Pul8uXLl6NChg8Eyy1WrVtGyZUv8/PxQq9VYW1tjaWmJp6cnnp6eWFhYsGHDBpRKJd9++y0vvPAC1atXZ9WqVUREROhniojCZXQQZMmSJSxbtozFixdjYWHBlClT2L17N2PGjCE+Pr4g2iiKEVc7S5a+Vp/utcug+vcJgZONObO61aBzrTKYlZDpkbYOlrw0oiZWasMnRpa2Kl568wVsHZ+8xZyLtQtvN3ybH7v8yBsvvMGo2qPY2HUjb9Z5Eycrp4JquhBClFoyhhGPY2ampFvtMszs5q+fEaJSKuhRtwxL+tXD1S7/28c+z5RKM2q2aod3jVqGBQoF7UaMQf2EfCAA5hZm+NRwod8HjWnepzJ12/vQdUxtuo2tg51zyXjgVdLpsrK489HHhjvb6Quzj9356OMCXRpTq9Z/P4NmZma4uLgYLDfx8PAAIDo6mpCQEJo0aYLiochbs2bNSEpK4ubNm7leE8DLy4vo6GgAQkJC8Pb2xtvbW1/u7++Po6MjISEhAAQHB9OmTZs82zx8+HB++OEH0tLS0Gg0rFu37om7sZ0+fZrQ0FDs7OxQq9Wo1WqcnZ1JS0vj2rVrjz1XFAyj56pFRETQtGlTAKytrUlMTARgwIABNG7cmMWLF5u2haLYKeNozcc9X2BC+yrci43H08URTwfrEhMAecC5jJo+7zTgbkQi924k4lJWjbuvPWqn/A+SnKyccLJywt/FvwBbKoQQAmQMI57M2daSAY3K097fk6Q0Dempyfh6OGNnUzICIA+onZzpMnYK8dF3CD93Fiu1Gt9a9bB1csLCKn8zXswtzHB0t8Gxde4zY8XzLeXU6RwzQAzodGRGRZFy6jS2jRoWSBvMzQ0fJioUCoNjDwIeWq0WnU5nEADJbqLOoF5e13wwUyS3azx63Nr68T//Xbt2xdLSks2bN2NpaUl6evoTd/nSarXUr1+fdevW5Shzc3N77LmiYBg9E8TT05P79+8DUL58eY4dOwZAWFhYrtssitLJxlJFGXsLbl48ibvavMQFQB6wc7bCr44bDbv6UbGeO3bOVrl+uAohhCh6MoYR+WFmpqSMozUVXKy5fu4EVk/I81Vc2Tg44lW5Kk16vULdDl1w8iqT7wCIKP4y7941ab2C5u/vz5EjRww+q48cOYKdnR1ly5bN9zUiIiK4ceOG/tilS5eIj4+nevXqQPZMkgfLZ3KjUqkYNGgQq1atYtWqVbzyyivY2PwXCLSwsCDrkdkz9erV4+rVq7i7u1OpUiWDr4Laxl08ntGf6q1bt2bbtm0ADB06lPHjx9OuXTv69u3L//3f/5m8gUIIIYQQpiBjGCGEyKbK5wyE/NYraKNGjeLGjRuMHj2av//+m19//ZUZM2YwYcIElMr8/Unbtm1batWqRf/+/Tlz5gwnTpxg4MCBtGzZUp/8dMaMGfzwww/MmDGDkJAQzp8/z7x58wyuM2zYMP7880/++OOPHEthfH19OXfuHJcvX+bevXtoNBr69++Pq6sr3bt35+DBg4SFhbF//37Gjh1rsJRHFB6jl8MsW7ZMP6Vo5MiRODs7c+jQIbp27crIkSNN3kAhhBBCCFOQMYwQQmSzCaiPytOTzDt3cs8LolCg8vDAJqB+4TcuF2XLluX3339n8uTJ1K5dG2dnZ4YOHcq7776b72soFAq2bNnC6NGjadGiBUqlko4dO/Lll1/q67Rq1Yqff/6Z2bNn88knn2Bvb0+LFi0MrlO5cmWaNm3K/fv3adSokUHZ8OHDCQoKIiAggKSkJPbt20erVq04cOAAU6dOpWfPniQmJlK2bFnatGmDvX3eOzWJgmN0EOTmzZsGyWT69OlDnz590Ol03LhxAx8fH5M2UAghhBDCFGQMI4QQ2RRmZni8M41bY8eBQmEYCPl3abfHO9NQmJkVyP1z2xUlPDw8x7GHl7+0bNmSEydOGHXNLVu2GLz28fHh119/fWzbevbsSc+ePfMs1+l03LlzhxEjRuQoc3NzY1cuu+p4enqyZs2ax95XFB6jl8NUqFCBu7msDYuJiaFChQomaZQQz7Os5GQy791Dm5JS1E0RpVh0dDQjRozAx8dHvxVbhw4dOHr0aI66R44cwczMjI4dO+YoCw8PR6FQ6L8cHBxo3LixfsnAA1lZWXz88cdUq1YNa2trnJ2dady4scE2cXkJDQ3l9ddfp1y5clhaWlKhQgVeffVVTp06la/3Onr0aCpXzn3bylu3bmFmZsamTZsIDw9n6NChVKhQAWtraypWrMiMGTPIyMjI130K09mzZ+nSpQvu7u5YWVnh6+tL3759uXfvXlE37ZlptVrs7e25cuUKkP3E7MCBAwZ1Nm3aRIcOHXB1dUWhUBAcHFwobZMxjCjtsjRZpCRkkJasKeqmiOeAffv2lF24ANW/u7A8oPLwoOzCBdi3b19ELXt+RUdH88UXX3Dr1i1ef/31om6OeEpGzwTJK6tuUlISVlayJZYoubISE0kPDeXe19+gifgHy6rVcB3xBha+viifkElalHxarY7Iq3EkJ6Rja2+JV2VHlAWYELhXr15oNBrWrFmDn58fd+7cYe/evcTExOSou3LlSkaPHs23335LRERErk+79+zZQ40aNYiLi2PJkiX06tWLM2fOULNmTQBmzpyp31o0ICCAhIQETp06RWxs7GPbeerUKdq0aUPNmjX55ptvqFatGomJifz6669MnDiR/fv3P/G9Dh06lMWLF3Pw4EFefPFFg7LVq1fj4uJC165d2bt3L1qtlm+++YZKlSpx4cIFhg8fTnJyMp999tkT71NYoqOjadu2LV27dmXnzp04OjoSFhbG1q1bSSni4KpGo8mRWd9YFy5cwNLSkipVqhAdHU1ERAQNGjQwqJOcnEyzZs3o3bs3w4cPf6b7GUPGMKK00mp1JN5P5dy+m0RcjMHKVkWddj54VXTExt6iqJsnipB9+/bYtWmTvVvM3buo3NywCahfYDNAijsPDw9cXV1ZtmwZTk5ORd0c8ZTyHQSZMGECkL2W6r333jPIgpuVlcXx48epU6eOyRsoxPNAm55Owo6dRL33nv5YRlg4iTt3Um7JEtQtW6DIZ1ImUfJcOxvNwR+vkhyXrj9m62jJi30rU7Guu8nvFxcXx6FDhwgKCqJly5ZA9k4XDRvm3MIuOTmZn376iZMnTxIVFcXq1at5//33c9RzcXHB09MTT09P5syZw5dffsm+ffv0QZBt27YxatQoevfurT+ndu3aj22nTqdj8ODBVK5cmYMHDxokLqtTpw5jx47Vvz5//jxjx47l6NGj2NjY0KtXL7744gvUajV16tShXr16rFy5MtcgyMCBAzE3N6djx44Gs138/Py4fPkyS5cufWwQxNfXl6FDhxISEsLWrVuxt7dn2rRpjB49Wl8nIiKC0aNHs3fvXoM1xB7/Pj3766+/GDduHKdOnUKhUFC5cmW++eYbfaK1hx05coSEhAS+/fZbVKrsX8MVKlSgdevWBvUuXbrEpEmTOHDgALa2trRv35758+fj6urKN//f3n1HRXW0fwD/7tJhgaWoFFFQmmhAwIbGgqKgEVERGyoqmmI0sbckAiZEYzf62hU0mldfYzR2RSPEaDTUgCWoBAUBQaT3LfP7gx8bV3aRviDP5xzOce/MvfPsgLvPzs6d2bsXa9euRWpqqlS/jhkzBnp6epIpt+fOnUNgYCDu378PExMT+Pn54YsvvpC0y+FwsHv3bly6dAnXrl3D0qVLERQU9NbzanL79m0MGDAAAHDz5k04OjpW23Jw+vTpAGRPfW4KlMOQti7vRQl+2hAFQdm/u1Zc3nsP1n074H0fK2jwaCCkLeMoKTXZNrjvGtpJ7N1Q609tsbGxiI2NBWMMCQkJksexsbH4+++/4eDggNDQ0CYMlRDFEb7MRuY331QvYAwZX30FYVZW8wdFWoSk2Cxc3ntPagAEAIrzynF57z0kxTb+3waPxwOPx8OZM2dQXl5eY90TJ07AxsYGNjY2mDZtGkJCQmp8AxcIBNi/fz8ASM0IMDIywq+//irzVgJ54uLicP/+fSxZskTmyu18Ph8AUFJSAg8PD+jp6SEyMhInT57EtWvXMH/+fEldf39/nDx5EkVFRZJjERERePLkSbWV2V+Xn58PfX39t8a6ceNG2NvbIyYmBqtWrcKiRYsQFhYGoDLhGTt2LHJychAREYGwsDAkJSVh0qRJkvN9fX3RsWNHREZGIjo6GitXrpQ7o8LIyAhCoRCnT5+W+7vIyMjA4MGD0bNnT0RFReHy5cvIzMzExIkTAQA+Pj7Izs7GjRs3JOfk5ubiypUr8PX1BQBcuXIF06ZNw2effYYHDx5g7969CA0NRXBwsFRbAQEB8PLyQkJCAmbPnl3r897E5/PB5/OxcOFCXLp0CXw+H9OmTUNMTAz4fD5Gjx79lt9C06EchrRl5aVC3D71RGoApMqju5koyq35fYQQQt41tZ4JUpVozZo1C9u3b6eVbEmbIsx8ASbnw6YoOxui3FyoGBk1c1RE0cRihpsnHtdY5/f/PYaFQ7tGvTVGWVkZoaGhmDt3Lvbs2QMnJycMHjwYkydPhr29vVTdgwcPYtq0aQAADw8PFBUV4fr163Bzc5Oq179/f3C5XJSWlkIsFsPc3FzygRsAtmzZggkTJsDIyAjdu3dH//794eXlhZEjR8qN8/Hjyr6xtbWt8fkcO3YMpaWlOHLkCLS0tAAAO3fuhKenJ7777jt06NABU6dOxZIlS3Dy5EnJPbiHDh2Ci4sL7OzsZF43KSkJO3bswObNm2tsHwAGDBiAlStXAgCsra1x69YtbN26FcOHD8e1a9cQHx+P5ORkyaKaP/zwA7p3747IyEj07t0bKSkpWLZsmeS5ylvDBAD69euH1atXY+rUqfj444/Rp08fDB06FDNmzJDMLNm9ezecnJzw7bffSs47dOgQzMzM8OjRI1hbW8PDwwM//vgjhg0bBgA4efIk9PX1JY+Dg4OxcuVK+Pn5AaicGfP1119j+fLlCAgIkFx36tSpUgNJ06dPr9V5b4qLiwNjDM7Ozvjxxx9ha2uLESNGIDAwEP3791fo7SaUw5C2rLxEgGcPXsktT/7rJdqZaTdjRIQQolh1nr8fEhIiSR6eP3+OtLS0Rg+KkBbnbbe6yLjHnLz7Mh7nVZsB8qai3HJkPM5r9La9vb2Rnp6Os2fPwt3dHeHh4XBycpL6NjsxMRF//vknJk+eDKBy8GTSpEk4dOhQteudOHECsbGxOHv2LCwtLXHgwAGpGRR2dna4d+8e7ty5g1mzZiEzMxOenp6YM2cOgMqBjKoZKjweDzdv3pTMcpC1BsPrHj58CAcHB8kACFA5KCEWi5GYmAigcpbB+PHjJbEXFhbi1KlTcmeBpKenw8PDAz4+PpIYa+Li4lLt8cOHDyXxmZmZSe0qYmdnBz6fL6mzePFizJkzB25ubli/fj2SkpJqbC84OBgvXrzAnj17YGdnhz179sDW1hYJCQkAgOjoaNy4cUOqT6sGWKqu7evri1OnTklmAx07dgyTJ0+G0v/fxx0dHY21a9dKXWPu3LnIyMiQWnvkzVt2anvem8zNzfHy5UtoamrCw8MDKioqSE9Ph7e3N8zNzWHUAgaKKYchbVHVwtfyyJqpRwgh77I6v+qJxWKsXbsWurq66Ny5Mzp16gQ+n4+vv/4aYrG4KWIkROGUO3QAV0tTbplSLabbk3dPcUHtphDXtl5dqaurY/jw4VizZg1u376NmTNnSn1Tf/DgQQiFQpiamkJZWRnKysrYvXs3fv7552oLmpqZmcHKygoffPABDhw4gEmTJiHrjdu8uFwuevfujUWLFuH06dMIDQ3FwYMHkZycjDFjxiAuLk7y06tXL1hbWwOAZKBAHnmLVQLSAyj+/v74/fff8fjxY5w4cQIApG5JqZKeng5XV1e4uLhg3759NbZdk6q25cX3+vGq9TM++OAD/Prrr7Czs8Pp06drvL6BgQF8fHywefNmPHz4ECYmJpK1S8RiMTw9PaX6NC4uDo8fP8agQYMAAJ6enhCLxbhw4QJSU1Nx8+ZNyayfqmsEBQVJnZ+QkIDHjx9Lzcp4ffCpLue9buTIkeDxeBg0aBBevHgBHo8HS0tLlJSUwMDAADwe723d3SwohyFtkZqmMiwcDOWW11RGCCHvojrvDvPFF1/g4MGDWL9+PQYMGADGGG7duoXAwECUlZW99Z5hQloj5XbtYBwcjLRFi6X3UVdRgcmG76DSvvEXvyQtn5aOWqPWayg7OzucOXMGACAUCnHkyBFs3rwZI97Y4s7b2xvHjh2TWnPjdYMHD0aPHj0QHByM7du319geULn4qoWFBbS1padT9+zZE3Z2dti8eTMmTZpU7dvGvLw88Pl82NnZ4fDhwyguLpZ8IL916xa4XK5kIAUAXF1d0aVLF4SGhuLGjRuYOHFitTbT0tLg6uoKZ2dnhISE1Pobzjt37lR7XDXzws7ODikpKUhNTZXMBnnw4AHy8/PRrVs3yTnW1tawtrbGokWLMGXKFISEhGDcuHG1al9VVRVdu3ZFcXExAMDJyQmnTp2Cubm53MVINTQ0MH78eBw7dgxPnjyBtbU1nJ2dJeVOTk5ITEyEpaVlrWJoyHkHDhxAaWkp/Pz8MH78eHh5eWHp0qWwtbWt1Uyc5kI5DGmLVNWV4TK2K9If5VXbGtdhmBm0+M3zHkUIIS1FnQdBDh8+jAMHDmDMmDGSYw4ODjA1NcW8efMogSDvJK6KCniDBsHi9GnkHDmCin/+gXr37tDznQqVjh0VHR5REGMrPrT4ajXeEsPTq9wutzG9evUKPj4+mD17Nuzt7aGtrY2oqChs2LABXl5eAIDz588jNzcX/v7+0NXVlTp/woQJOHjwoNxBEABYsmQJfHx8sHz5cpiammLChAkYMGAA+vfvDyMjIyQnJ2PVqlWwtraWu+YHh8NBSEgI3NzcMGjQIKxevRq2trYoKirCuXPncPXqVURERMDX1xcBAQHw8/NDYGAgXr58iQULFmD69OmSNTKqrjdr1ixs2bIFubm52Lhxo1R76enpGDJkCDp16oRNmzZJLeL6tlsxbt26hQ0bNmDs2LEICwvDyZMnceHCBQCAm5sb7O3t4evri23btkEoFGLevHkYPHgwevXqhdLSUixbtgwTJkyAhYUFnj9/jsjISHh7e8ts6/z58zh+/DgmT54Ma2trMMZw7tw5XLx4ESEhIQCATz/9FPv378eUKVOwbNkyGBoa4smTJzh+/Dj2798vueXF19cXnp6euH//vtQsEABYs2YNRo8eDTMzM/j4+IDL5SI+Ph4JCQn4RtZCzw04z9TUFEKhEPHx8Th69CgsLCwQHx+PFStWyBxMycnJQUpKCtLT0wFActtT1Q5FTYVyGNJW8TtowmdVLzyOysTT+Gyoa6mg5/BO0DfRgrpWw7bFJoSQVofVkZqaGktMTKx2/O+//2bq6up1vVyzy8/PZwBYfn5+repXVFSwM2fOsIqKiiaO7N3zrvadqLycCfPzmaiJn9e72n/N4c2+q+v/+7p4EpPJdn50Xe7Pk5jMRm+zrKyMrVy5kjk5OTFdXV2mqanJbGxs2JdffslKSkoYY4yNHj2ajRo1Sub50dHRDACLjo5mycnJDACLjY2VqiMWi5mNjQ375JNPGGOM7du3j7m6urJ27doxVVVV1qlTJzZz5kz29OnTt8abmJjIZsyYwUxMTJiqqirr3LkzmzJlCouJiZHUiY+PZ66urkxdXZ3p6+uzuXPnssLCwmrXSk1NZVwul9nY2FQrCwkJYQBk/tSkc+fOLCgoiE2cOJFpamqyDh06sG3btknVefbsGRszZgzT0tJi2trazMfHh7148YIxxlh5eTmbPHkyMzMzY6qqqszExITNnz+flZaWymwvKSmJzZ07l1lbWzMNDQ3G5/NZ7969WUhIiFS9R48esXHjxjE+n880NDSYra0tW7hwIROLxZI6QqGQGRsbMwAsKSmpWluXL19m/fv3ZxoaGkxHR4f16dOH7du3T1IOgJ0+fbrO58nyxx9/sI4dOzLGKn9Pmpqacl+/5P2uAgICamyjoVp7DsNY3V7P6H2kYd7F/hOJxKysuIJVlAmatJ13se+a0+v915Q5DGlcISEhTFdXt8Y6fn5+zMvLS/J48ODB7PPPP2/SuEh1HMbqttlx37590bdvX3z//fdSxxcsWIDIyMhqU4pbmoKCAujq6iI/P79Wq8MLBAJcvHgRo0aNkrvdIZGN+q5hqP/q782+q+v/+7pKis3CzROPpWaE8PTU8P5EK3R1pFulWjpzc3MsXLgQCxcuVHQopIm19hwGqFseQ+8jDUP9V3/Udw3zev+VlpY2aQ7zLhsyZAh69uyJbdu2NUt7oaGhWLhwIfLy8uTWyc/PB2MMfD5fITGSSnW+HWbDhg344IMPcO3aNbi4uIDD4eD27dtITU3FxYsXmyJGQghp0bo6toeFQ7vK3WIKyqGlU3kLTGNui0sIaTjKYQghhLyOMQaRSCR3/a3G9uYtykQx6rw7zODBg/Ho0SOMGzcOeXl5yMnJwfjx45GYmIiBAwc2RYyEENLicbkcmNrowbq3EUxt9GgAhJAWiHIYQgipTixmSEvMxaPIF0hLzIVYXKcbBeplyJAh+Oyzz7B8+XLo6+vDyMgIgYGBkvL8/Hx8+OGHaN++PXR0dDB06FD89ddfkvKZM2di7NixUtdcuHAhhgwZIimPiIjA9u3bJdtEP336FOHh4eBwOLhy5Qp69eoFNTU13Lx5E+Xl5fjss8/Qvn17qKur4/3330dkZKTk2lXnXbhwAQ4ODlBXV0ffvn0lW9u/7sqVK+jWrRt4PB48PDyQkZFRY9yk+dV5ECQlJQXGxsYIDg7GqVOn8PPPP+Obb76BiYkJUlJS6h3IunXrwOFwapyOXPXH9+bP33//Xe92CSGEtG1Pnz6lW2HaiKbKYQDKYwghrVNSbBaOrL6NM1tjEXbwAc5sjcWR1beRFJvV5G0fPnwYWlpauHv3LjZs2IC1a9ciLCwMjDF88MEHePHiBS5evIjo6Gg4OTlh2LBhyMnJqdW1t2/fDhcXF8ydOxcZGRnIyMiQ7PAGAMuXL8e6devw8OFD2NvbY/ny5Th16hQOHz6MmJgYWFpawt3dvVp7y5Ytw6ZNmxAZGYn27dtjzJgxEAj+3XWppKQEmzZtwg8//IDffvsNKSkpWLp0aeN0GGk0dZ73Y2FhgYyMDLR/Y0vQV69ewcLCAiKRqM5BREZGYt++fbC3t69V/cTERKl74tq1a1fnNgkhhBDStjRFDgNQHkMIaZ2SYrNwee+9aseL88pxee89eHzUo0nXNrO3t0dAQAAAwMrKCjt37sT169ehpKSEhIQEZGVlQU2tcgvnTZs24cyZM/jpp5/w4YcfvvXaurq6UFVVhaampsxdx9auXYvhw4cDAIqLi7F7926EhoZi5MiRAID9+/cjLCwMBw8exLJlyyTnBQQESM47fPgwOnbsiNOnT2PixIkAKtdz2bNnD7p27QoAmD9/PtauXVvfLiJNpM4zQRhj4HCqT/MuKiqCurp6nQMoKiqCr68v9u/fDz09vVqd0759e8k2ekZGRpKtAgkhhBBC5GnsHKbqXMpjCCGtjVjMcPPE4xrr/P6/x016a8ybA8fGxsbIyspCdHQ0ioqKYGBgAB6PJ/lJTk5GUlJSo7Tdq1cvyb+TkpIgEAgwYMAAyTEVFRX06dMHDx8+lDrPxcVF8m99fX3Y2NhI1dHU1JQMgLz+nEjLUuuZIIsXLwYAcDgcfPXVV9DU1JSUiUQi3L17Fz179qxzAJ9++ik++OADuLm54ZtvvqnVOY6OjigrK4OdnR2+/PJLuLq6yq1bXl6O8vJ/d2woKCgAUDlK9/rUJXmq6tSmLpFGfdcw1H/192bfUR8S0rY1VQ4DtOw8hl4DG4b6r/6o7xrm9f5rqj7MeJwntaudLEW55ch4nAdTm9oN8NbVmzsHcTgciMViiMViGBsbIzw8vNo5VbuqcLlcvLnJaV36SktLS/Lvquu8OUgub+D8Ta/XkfWc6rgZK2kGtR4EiY2NBVD5x5CQkABVVVVJmaqqKhwcHOp8v9Px48cRExMjtehMTYyNjbFv3z44OzujvLwcP/zwA4YNG4bw8HAMGjRI5jnr1q1DUFBQteNXr16VSoLeJiwsrNZ134bD4cC0izW4mnzEpxVCW10ZNu008CotGbnZ795IYWP2XVtE/Vd/VX1XUlKi4EgIIYrUFDkM0HrymMZ+HzEwMoCBmQES8xNRKixFd/3uEOQJ8PzJ80Ztp6Wg9+H6o75rmLCwsCbLYYoLah4AqWu9xuTk5IQXL15AWVkZ5ubmMuu0a9cO9+5J38oTFxcnNQihqqpaq9scLS0toaqqit9//x1Tp04FUDmgEhUVVW2dpzt37qBTp04AgNzcXDx69Ai2trZ1eHakJaj1IMiNGzcAALNmzcL27dsbvE91amoqPv/8c1y9erXWU1BtbGxgY2Mjeezi4oLU1FRs2rRJbvKwatUqyTdAQOU3KGZmZhgxYkStnoNAIEBYWBiGDx/eaPuc55YKEXTuAS4k/DudS0WJgx1THDHUyQnqynW+S6lFaoq+a0uo/+rvzb6r+uaUENI2NXYOA7SOPKYp3kfKRGWISIvAgmsLIGRCyXGvrl74fPjn4KvwG6WdloDeh+uP+q5hXu+/0tLSJmlDS0etUes1Jjc3N7i4uGDs2LH47rvvYGNjg/T0dFy8eBFjx45Fr169MHToUGzcuBFHjhyBi4sLjh49inv37sHR0VFyHXNzc9y9exdPnz4Fj8eDvr6+zPa0tLTwySefYNmyZdDX10enTp2wYcMGlJSUwN/fX6ru2rVrYWBggA4dOuCLL76AoaEh7fbSCtV5YdSQkJBGaTg6OhpZWVlwdnaWHBOJRPjtt9+wc+dOlJeX1+oe2X79+uHo0aNyy9XU1CQL6rxORUWlTi/Kda0vj1jMcD7+OS4kvJA6LhAxzDsWg+uLB8OiHa/B7bQkjdV3bRX1X/1V9R31HyEEaLwcBmhdeUxjvg6mFKdg9e+rwSA9vfuXpF/g3MEZ46zGNUo7LQm9j9Qf9V3DqKioQCgUvr1iPRhb8aHFV6vxlhienhqMrfhN0n5NOBwOLl68iC+++AKzZ8/Gy5cvYWRkhEGDBqFDhw4AAHd3d3z11VdYvnw5ysrKMHv2bMyYMUNqy9qlS5fCz88PdnZ2KC0tRXJystw2169fD7FYjOnTp6OwsBC9evXClStXqq31tH79enz++ed4/PgxHBwccPbsWanZhaR1qPMgSGMZNmxYtX2VZ82aBVtbW6xYsaLWi4TFxsbC2Ni4KUJsEi+LyrH3N9kL+ogZcCEhA/OHWjVzVIQQQgipi7aax5x5cqbaAEiVg/cOYmDHgTDUMGzmqAghdcXlcjBwkpXM3WGqvD/RClzu29fEqA9Z632cOXNG8m9tbW18//33+P777+VeIygoSObtglWsra3xxx9/SB0zNzeXuUaHurr6W9sDgPfff7/abThVZs6ciZkzZ0odGzt2rFR7oaGhUuWy+oE0PYXdd6GtrY0ePXpI/WhpacHAwAA9evQAUDkFdMaMGZJztm3bhjNnzuDx48e4f/8+Vq1ahVOnTmH+/PmKehp1JhYzvCyUP+KakkNrFxBC3i4rKwsfffQROnXqBDU1NRgZGcHd3b3amz0A3L59G0pKSvDw8KhW9vTpU3A4HMmPrq4u+vXrh3PnzknVE4lEWLduHWxtbaGhoQF9fX3069evVt+sP3nyBLNmzULHjh2hpqYGCwsLTJkyBVFRUbV6rgsWLICVlezB4bS0NCgpKeHnn3/G06dP4e/vDwsLC2hoaKBr164ICAhARUVFrdppTrGxsRg9ejTat28PdXV1mJubY9KkScjOzlZ0aA0mFouho6ODR48eAajc9vC3336TlAsEAqxYsQLvvfcetLS0YGJighkzZiA9PV1RIddLW8xjxGIxUgtT5ZZnl2ZDJK7fNsOEkObX1bE9PD7qAS2+9Gwznp5ak2+PS4giKWwmSG1kZGQgJSVF8riiogJLly5FWloaNDQ00L17d1y4cAGjRo1SYJR1o66qBAczPmJT8mSWD7Ju17wBEUIahVgsQtrD+yjKywWPrwfTbt3B5Tbdtpfe3t4QCAQ4fPgwunTpgszMTFy/fh05OTnV6h46dAgLFizAgQMHkJKSIlnQ63XXrl1D9+7dkZeXh127dsHb2xsxMTGSD3OBgYHYt28fdu7ciV69eqGgoABRUVHIzc2tMc6oqCgMGzYMPXr0wN69e2Fra4vCwkL88ssvWLJkCSIiIt76XP39/bFz507cvHkTAwcOlCoLDQ2FgYEBPD09cf36dYjFYuzduxeWlpa4d+8e5s6di+LiYmzatOmt7TSXrKwsuLm5wdPTE1euXAGfz0dycjLOnj2r8EV8BQJBg6eu37t3D2pqarC2tkZWVhZSUlLQu3dvSXlJSQliYmLw1VdfwcHBAbm5uVi4cCHGjBlT64Gx1uJdy2O4XC4GdRyE6ynXZZbbG9pDU7n2i84TQhSvq2N7WDi0q9wtpqAcWjqVt8A01QwQQloE1sbk5+czACw/P79W9SsqKtiZM2dYRUVFo8UQmfyKma88zzqvkP7p9+01lpZb0mjtKFqj913xK8bynjNW+KJxrtfCNcXfXlvxZt/V9f99XT26c4vt+diPbZr4geRnz8d+7NGdW03SXm5uLgPAwsPD31q3qKiIaWtrs7///ptNmjSJBQUFSZUnJyczACw2NlZyrKCggAFg33//veSYg4MDCwwMrFOcYrGYde/enTk7OzORSCTzeVSJj49nrq6uTF1dnenr67O5c+eywsJCSbmTkxObOXNmtWtYWlqyJUuWyI1hw4YNzMLCosY4O3fuzNauXcumTJnCtLS0mLGxsdRzZ4yxZ8+esTFjxjAtLS2mra3NfHx82IsX/74WxcXFsSFDhjAej8e0tbWZk5MTi4yMlNne6dOnmbKyMhMIBDXGdf/+fTZy5EimpaXF2rdvz6ZNm8ZevnzJGGNsz549zMTEpFq/enp6shkzZkgenz17ljk5OTE1NTVmYWHBAgMDpdoFwHbv3s3GjBnDNDU12Zo1a2p1Xk12797NvLy8GGOM/fTTT6xv375vPefPP/9kANizZ89q1UZbVpfXs6Z4H0krTGODjw9mPUJ7SP3YH7Zn917ea7R2WoLG7L+KciErzCllhTllTCgQNkJ0LRvlMA3zev81dQ5DSFtUp9thGGMICwtDUFAQPvnkE8ybNw9BQUG4du0a7X9cB92MdRA6szc66Vd+W8LhAK427XD8w34w4WsoOLoWqKwQeB6N3MTzeJERjZf/3AAeXQGKXyo6MkLw+O5tnN3yLYpypG9jKMrJxtkt3+Lx3duN3iaPxwOPx8OZM2dQXl7z1nUnTpyQ7Egxbdo0hISE1Ph6LRAIsH//fgDSe90bGRnh119/xcuXtf9/FxcXh/v372PJkiXgcqu/3fD5fACVMwM8PDygp6eHyMhInDx5EteuXZO6RcDf3x8nT55EUVGR5FhERASePHmC2bNny40hPz9f7mrwr9u4cSPs7e0RExODVatWYdGiRZKtHRljGDt2LHJychAREYGwsDAkJSVh0qRJkvN9fX3RsWNHREZGIjo6GitXrpQ7o8LIyAhCoRCnT5+W+7vIyMjA4MGD0bNnT0RFReHy5cvIzMzExIkTAQA+Pj7Izs6W7HoCVG7Vd+XKFfj6+gIArly5gmnTpuGzzz7DgwcPsHfvXoSGhiI4OFiqrYCAAHh5eSEhIQGzZ8+u9Xlv4vP54PP5WLhwIS5dugQ+n49p06YhJiYGfD4fo0ePlntufn4+OByO5G+iKVAO0zhMeCYI9QiFi7GL5Ji5jjn2Dd+HLrpdFBhZy8QYQ97LEiTeSUX6o+dIe5SKR3fTUZhTpujQCCGk7artaMnz589Zz549mZKSEnNwcGAjRoxgw4cPZw4ODkxJSYk5OTmx58+fN8VATaNqCTNBqmTml7InWYXsWXYRKyh990bKG6XvxGJWmHKX3Xn0C5t4diKzP2zPRpwcwU7G7mXZ/4QzVprXeAG3MPQtSv0110wQkUhYbQbImz97P/FjIlHjf+v3008/MT09Paaurs769+/PVq1axf76669q9fr378+2bdvGGGNMIBAwQ0NDFhYWJimvmgmioaHBtLS0GJfLZQCYubk5e/XqlaTe/fv3Wbdu3RiXy2Xvvfce++ijj9jFixdrjPHEiRMMAIuJiamx3r59+5ienh4rKiqSHLtw4QLjcrmS2Ra5ublMXV2dHTp0SFJnxowZzMXFRe51nzx5wnR0dNj+/ftrbL9z587Mw8ND6tikSZPYyJEjGWOMXb16lSkpKbGUlBRJ+f379xkA9ueffzLGGNPW1mahoaE1tvO61atXM2VlZaavr888PDzYhg0bpGaWfPXVV2zEiBFS56SmpjIALDExkTHG2JgxY9js2bMl5Xv37mVGRkZMKKz8exs4cCD79ttvpa7xww8/MGNjY8ljAGzhwoVSdWpznizJycnsn3/+YXp6euzSpUssOTmZWVlZsWPHjrHk5GSWkZEh87zS0lLm7OzMfH19a7x+Q7wrOQxjip8JUqWgvIClFKSwf/L+YS+LXzb69VuCxui//Oxi9uzeE/bLpnVsq+9Ytn3GBHZ5z39Yyv2nrCintBGjbVkoh2kYmglCSNOq9UyQefPmQV9fH6mpqYiLi8OVK1dw9epVxMXFITU1FXw+H59++mnjj9K8w9rrqKNrOx46GWhBW522D5NFXPwSt4v+wZzbX+BBzgOImRjpxekI+msH/pN6GQVleYoOkbRhaQ/vV5sB8qbCV9lIe3i/0dv29vZGeno6zp49C3d3d4SHh8PJyUlq1fHExET8+eefmDx5MgBAWVkZkyZNwqFDh6pd78SJE4iNjcXZs2dhaWmJAwcOSM2gsLOzw71793Dnzh3MmjULmZmZ8PT0xJw5cwAAx44dk8xQ4fF4uHnzpuTbdQ6n5vuKHz58CAcHB2hpaUmODRgwAGKxGImJiQAqZxmMHz9eEnthYSFOnToldxZIeno6PDw84OPjI4mxJi4uLtUeP3z4UBKfmZkZzMzMpPqDz+dL6ixevBhz5syBm5sb1q9fj6Qk2buAVQkODsaLFy+wZ88e2NnZYc+ePbC1tZXsNhIdHY0bN25I9amtrS0ASK7t6+uLU6dOSWYDHTt2DJMnT5bsShIdHY21a9dKXWPu3LnIyMiQWnukV69eUrHV9rw3mZub4+XLl9DU1ISHhwdUVFSQnp4Ob29vmJubw8jIqNo5AoEAkydPhlgsxq5du2rss4agHKbxaatqw0zbDBa6FjDUpN1gZBEJRCjOy8bZTavx+M/fIRIIICgrxb1fL+LyrrUoLqi+hhMhhJCmV+uFUa9fv45bt27J3MbN2NgYmzZtqrZgHSENlSUoxLfxe2SWnUw+jxl206DTzDERUqUor+ZFQetar67U1dUxfPhwDB8+HGvWrMGcOXMQEBAg2Z7t4MGDEAqFMDU1lZzDGIOKigpyc3Ohp6cnOW5mZgYrKytYWVmBx+PB29sbDx48QPv2/64Mz+Vy0bt3b/Tu3RuLFi3C0aNHMX36dHzxxRcYM2YM+vbtK6lramqKv//+G0DlIELPnj3lPg/GmNyBkteP+/v7Y9iwYXj8+LFkQdXXb0mpkp6eDldXV7i4uGDfvn019GDNqtqWF9/rxwMDAzF16lRcuHABly5dQkBAAI4fP45x48bJvb6BgQF8fHzg4+ODdevWwdHREZs2bcLhw4chFovh6emJ7777rtp5Ve/Dnp6eEIvFuHDhAnr37o2bN29iy5YtknpisRhBQUEYP358tWuoq6tL/v364FNdznvdyJEjcfPmTQiFQgiFQvB4PIhEIpSXl8PAwAAApG5lAioHQCZOnIjk5GT8+uuv0NFpuldzymGIIpSVlCP+2nmUlxRXKyt4mYnUe3HQM+4AFdWmW0SbEEJIdbUeBNHQ0JC560CV3NxcaGjQehakcRWKyvCq7JXc8if5T2Fu2L0ZIyLkXzy+3tsr1aFeQ9nZ2eHMmTMAAKFQiCNHjmDz5s0YMWKEVD1vb28cO3ZM7racgwcPRo8ePRAcHIzt27fX2B4AFBcXw8LCAtra2lLlPXv2hJ2dHTZv3oxJkyZVWxckLy8PfD4fdnZ2OHz4MIqLiyUfyG/dugUulwtra2tJfVdXV3Tp0gWhoaG4ceMGJk6cWK3NtLQ0uLq6wtnZGSEhITLXIpHlzp071R5Xzbyws7NDSkoKUlNTJbNBHjx4gPz8fHTr1k1yjrW1NaytrbFo0SJMmTIFISEhNQ6CvE5VVRVdu3ZFcXHlhyUnJyecOnUK5ubmUFaW/VatoaGB8ePH49ixY3jy5Amsra3h7OwsKXdyckJiYiIsLS1rFUNDzjtw4ABKS0vh5+eH8ePHw8vLC0uXLoWtra3MmThVAyCPHz/GjRs3JAMlTYVyGKIIwvISPIuPlFv+T+wtdB/qChXQ3x4hhDSnWt8OM3nyZPj5+eGnn35Cfn6+5Hh+fj5++uknzJo1C1OnTm2SIEnbkVNcgSdZRUhIy0NqTgmUlGR/61iFp8ZvnsAIkcG0W3fw9GueBq5tYAjTbo07UPfq1SsMHToUR48eRXx8PJKTk3Hy5Els2LABXl5eAIDz588jNzcX/v7+6NGjh9TPhAkTcPDgwRrbWLJkCfbu3Yu0tDQAwIQJE7B161bcvXsXz549Q3h4OD799FNYW1tLBgvexOFwEBISgkePHmHQoEG4ePEi/vnnH8THxyM4OFgSq6+vL9TV1eHn54d79+7hxo0bWLBgAaZPn44OHTpIXW/WrFnYvXs3/vjjD/j7+0u1l56ejiFDhsDMzAybNm3Cy5cv8eLFC7x48eKtfXrr1i1s2LABjx49wn/+8x+cPHkSn3/+OQDAzc0N9vb28PX1RUxMDP7880/MmDEDgwcPRq9evVBaWor58+cjPDwcz549w61btxAZGSk1QPK68+fPY9q0aTh//jwePXqExMREbNq0CRcvXpT0yaeffoqcnBxMmTIFf/75J/755x9cvXoVs2fPhkgkklzL19cXFy5cwKFDhzBt2jSpdtasWYMjR44gMDAQ9+/fx8OHD3HixAl8+eWXNfZFfc4zNTWFubk54uPjMX78eFhaWiI+Ph5eXl6wtLSUGlARCoWYMGECoqKicOzYMYhEIsnvqaKiouZfVD1RDkOag6C8DHmZGcj85wly0p6Dw2VQ1ZC/ZbCaJg/KyjQLhBBCmlutZ4Js3rwZQqEQvr6+EAqFUFVVBVC5572ysjL8/f2xcePGJguUvPuevSrGwhNxiE3JAwCoKnGxx88WDoYO+Cv7r2r1NZQ10EnXvHmDJOQ1XK4Shs78EGe3fCu3jqvfh+ByGzfJ5fF46Nu3L7Zu3YqkpCQIBAKYmZlh7ty5WL16NYDKW2Hc3Nygq6tb7Xxvb298++23iImJkbtzyujRo2Fubo7g4GDs2rUL7u7u+O9//4t169YhPz8fRkZGGDp0KAIDA+XOVACAPn36ICoqCsHBwZg7dy6ys7NhbGyM/v37Y9u2bQAATU1NXLlyBZ9//jl69+4NTU1NeHt7S93aUWXmzJkICAiAjY0NBgwYIFV29epVPHnyBE+ePEHHjh2lythbdv9YsmQJoqOjERQUBG1tbWzevBnu7u4AKgdfzpw5gwULFmDQoEHgcrnw8PDAjh07AABKSkp49eoVZsyYgczMTBgaGmL8+PEICgqS2ZadnR00NTWxZMkSpKamQk1NDVZWVjhw4ACmT58OADAxMcGtW7ewYsUKuLu7o7y8HJ07d4aHh4fU7JahQ4dCX18fiYmJ1T7Eu7u74/z581i7di02bNgAFRUVuTMzGuO8qKgo8Pl8WFhY4Pnz58jMzKy23ggAPH/+HGfPngWAardJ3bhxA0OGDKmxnfqgHIY0teK8XPz5y0nEXbkIsUgIAOgxdDgcPUbj2v7/yDynp/toKKuoNmeYhLQa5ubmWLhwIRYuXNik7YSGhmLhwoXIy8tr0nZIy8Jhb8sM31BQUIDo6GjJN2tGRkZwdnZu0nt5G1NBQQF0dXWRn59fq5gFAgEuXryIUaNGyd3ukMhWl77LLCjDxL1/4Nkr6UX3DHmqODinMz6LmIucsn+nMitzlLFz2E70NeoLZaVaj+W1KvS3V39v9l1d/9/X1eO7t/Fr6D6pRVK1DQzh6vchrPr2b/T2SONqrkSLKF5rz2GAuuUx9D7SMLXtP6FAgDs//Rd3z/yvWtmYJV8gLuwCUuLjpI47DB+F/hN9oalTfaD6XUB/ew3zev+VlpY2aQ7TUtX1vbm+gxn1OY/D4eD06dMYO3ZsndoiLUedPz3q6OjA1dW1KWIhbdizV8XVBkAAILuoAl+ezMSRGccQnx2Luxl30UW3C9w6u6GDVod3dgCEtC5Wffuja+++lbvF5OWCx9eDabfujT4DhBDSMJTDkKZQnJuD6Eu/yCy78P0GTF+/HaWFBXh4MxxKKiqwGzwUOoYdoNmGPtASQkhLUus1Qd4mMzMTa9eubazLkTbmSVaR3LKEtAIIyvnw7OqJb97/BrPfm41OOp2gpqTWjBESUjMuVwlm3e3RbcBgmHW3pwEQQloRymFIQwjKyyD8/62q3yQSCJCZnISO3Xpg+IfzMXTWRzDqYkUDIKRFEYtFSL0fj4e3IpB6Px5isejtJzXQkCFDMH/+fMyfPx98Ph8GBgb48ssv5d6+umXLFrz33nvQ0tKCmZkZ5s2bJ9l1LDw8HLNmzUJ+fj44HA44HA4CAwMBVN72uHz5cpiamkJLSwt9+/ZFeHh4jbGdO3cOzs7OUFdXR5cuXRAUFAShsPI2N3NzcwDAuHHjwOFwJI9J69JoX6O/ePECQUFBWLNmTWNdkrQhnQ205JZpqChBXaXRxusIIUTK06dPFR0CUTDKYUhDqKipQUlZGaL//5D0Jp127WUeJ6QlkHVLL0/fEENnNv0tvYcPH4a/vz/u3r2LqKgofPjhh+jcuTPmzp1brS6Xy8X3338Pc3NzJCcnY968eVi+fDl27dolWWdszZo1SExMrHwOPB4AYNasWXj69CmOHz8OExMTnD59Gh4eHkhISICVlVW1dq5cuYJp06bh+++/x8CBA5GUlIQPP/wQABAQEIDIyEi0b98eISEh8PDwgJISfenVGtV6ECQ+Pr7G8qo/OELqo4uhFtppq+FlYfVvUqa7dEZ7bZr1QQghpH4ohyFNSVNXDz1ch+OvsEvVyrQN24HfvoOMswhRvMd3b8tc3L0oJxtnt3yLMYtXN+lAiJmZGbZu3QoOhwMbGxskJCRg69atMgdBXl8bxMLCAl9//TU++eQT7Nq1C6qqqtDV1QWHw4GRkZGkXlJSEv773//i+fPnMDExAQAsXboUly9fRkhICL79tvpzDw4OxsqVK+Hn5wcA6NKlC77++mssX74cAQEBaNeuHQCAz+dLtUVal1oPgvTs2RMcDkfmFKWq4xwOp1GDI22HMV8DP87pC//DUUjJ+XdtEK+eJpgz0AKqtIUcIYSQeqIchjQlFTU19POegpKCAjy+e0tyXM/YFGOXf/XWrdQJUQSxWIRfQ/fVWOfG4X3o2rtvk93i269fP6nXXhcXF2zevFlqK3hJLDdu4Ntvv8WDBw9QUFAAoVCIsrIyFBcXQ0tL9ozymJgYMMZgbW0tdby8vBwGBgYyz4mOjkZkZCSCg4Mlx0QiEcrKylBSUgJNTfnbXpPWo9aDIAYGBvjuu+8wbNgwmeX379+Hp6dnowVG2h6rDto4+bELXhWVo6BMiA7aajDgqUFHg1YVJ4QQUn+Uw5CmxtPTx4gPF+D9ydNRnJcLNS0taOrwwdOTvQ05IYqW9vC+1C0wshS+ykbaw/sw627fTFHJ9uzZM4waNQoff/wxvv76a+jr6+P333+Hv78/BAKB3PPEYjGUlJQQHR1d7baVqttlZJ0TFBSE8ePHVytTV1dv2BMhLUatB0GcnZ2Rnp6Ozp07yyzPy8uTu5ANIbXVQUcdHXToBYYQQkjjoRyGNAd1Hg/qPB70TToqOhRC3qooL7dR69XHnTt3qj22srKqNmARFRUFoVCIzZs3g8utXCfwf/+T3pJaVVW12gwSR0dHiEQiZGVlYeDAgbWKycnJCYmJibC0tJRbR0VFReZsFdJ61HoQ5KOPPkJxcbHc8k6dOiEkJKRRgiKEEEIIaSyUwxBCiDQeX69R69VHamoqFi9ejI8++ggxMTHYsWMHNm/eXK1e165dIRQKsWPHDnh6euLWrVvYs2ePVB1zc3MUFRXh+vXrcHBwgKamJqytreHr64sZM2Zg8+bNcHR0RHZ2Nn799Ve89957GDVqVLW21qxZg9GjR8PMzAw+Pj7gcrmIj49HQkICvvnmG0lb169fx4ABA6CmpgY9vabrI9I0ar3lxrhx4zBt2jS55Xp6epIFZAipi3KBCM9zSxDzLBdxqXlIyyuFUCRWdFiEEELeEZTDkKZUnFeGl6mFSH+ch/yXJagok71LDCEtiWm37m9dr0bbwBCm3bo3WQwzZsxAaWkp+vTpg08//RQLFiyQ7MTyup49e2LLli347rvv0KNHDxw7dgzr1q2TqtO/f398/PHHmDRpEtq1a4cNGzYAAEJCQjBjxgwsWbIENjY2GDNmDO7evQszMzOZMbm7u+P8+fMICwtD79690a9fP2zZskVqJuHmzZsRFhYGMzMzODo6NmKPkObSaFvkElIfhaUCXLiXgcCz91EmqBz40FFXxpaJPTHA0gAaqvQnSgghhJCWhzGGV8+LcHF3AgpzygAAHA7QY7Apeo2ygKaOqoIjJEQ+LlcJQ2d+KHN3mCqufh822aKoQOVtJdu2bcPu3burlb25ff2iRYuwaNEiqWPTp0+Xerx79+5q11JRUUFQUBCCgoJkxjBz5kzMnDlT6pi7uzvc3d3lxu3p6UnrSLVytZ4JUmXx4sUyf5YsWYIvvvgCISEhyMnJaYpYyTvoUWYhVp5KkAyAAEBBmRAf/hCF1NxSBUZGSMuWlZWFjz76CJ06dYKamhqMjIzg7u6OP/74o1rd27dvQ0lJCR4eHtXKnj59Cg6HI/nR1dVFv379cO7cOal6IpEI69atg62tLTQ0NKCvr49+/frV6haCJ0+eYNasWejYsSPU1NRgYWGBKVOmICoqqlbPdcGCBbCyspJZlpaWBiUlJfz88894+vQp/P39YWFhAQ0NDXTt2hUBAQGoqKioVTvNKTY2FqNHj0b79u2hrq4Oc3NzTJo0CdnZNS9S1xqIxWLo6Ojg0aNHAAArKyv89ttvUnUCAwNha2sLLS0t6Onpwc3NDXfv3m3y2CiHIY2pKLccZ7bGSgZAAIAxICE8DYl/voBYTOvMkJbNqm9/jFm8utqMEG0DwybfHpcQRarz1+yxsbGIiYmBSCSCjY0NGGN4/PgxlJSUYGtri127dmHJkiX4/fffYWdn1xQxk3dEYZkA2399IrNMzIAjt58iYIwdVJRoe1zS8jExQ3lyPsSFFeBqq0LNQhccbtNtuent7Q2BQIDDhw+jS5cuyMzMxPXr12V+gDt06BAWLFiAAwcOICUlBZ06dapW59q1a+jevTvy8vKwa9cueHt7IyYmBj169ABQ+aF137592LlzJ3r16oWCggJERUUhN7fmBdOioqIwbNgw9OjRA3v37oWtrS0KCwvxyy+/YMmSJYiIiHjrc/X398fOnTtx8+bNagubhYaGwsDAAJ6enrh+/TrEYjH27t0LS0tL3Lt3D3PnzkVxcTE2bdr01naaS1ZWFtzc3ODp6YkrV66Az+cjOTkZZ8+eRUlJydsv0IQEAgFUVBq2I9e9e/egpqYGa2trZGVlISUlBb1795aqY21tjZ07d6JLly4oLS3F1q1bMWLECDx58gTt2rVrUPs1oRyGNKaspwUoL5F960vM5Wewcm4Pnh4t9k5aNqu+/dG1d9/K3WLycsHj68G0W/cmnQFCiKLVeSaIl5cX3NzckJ6ejujoaMTExCAtLQ3Dhw/HlClTkJaWhkGDBlWbrkTIm8oEYiRnF8ktT8wslJohQkhLVXovGy+++xPZ+xOQczwR2fsT8OK7P1F6r2m+1c/Ly8Pvv/+O7777Dq6urujcuTP69OmDVatW4YMPPpCqW1xcjP/973/45JNPMHr0aISGhsq8poGBAYyMjGBra4vg4GAIBALcuHFDUn7u3DnMmzcPPj4+sLCwgIODA/z9/bF48WK5cTLGMHPmTFhZWeHmzZv44IMP0LVrV/Ts2RMBAQH45ZdfJHUTEhIwdOhQaGhowMDAAB9++CGKiipfH3r27AknJyccOnSoWhuhoaGYMWMGVFRU4OHhgZCQEIwYMQJdunTBmDFjsHTpUvz888819qe5uTm+/vprTJ06FTweDyYmJtixY4dUnZSUFHh5eYHH40FHRwcTJ05EZmampPyvv/6Cq6srtLW1oaOjA2dnZ7kzXW7fvo2CggIcOHAAjo6OsLCwwNChQ7Ft2zapAaoHDx5g1KhR4PF46NChA6ZPny6ZKbJ3716YmppCLJZ+jRwzZozU2hbnzp2Ds7Mz1NXV0aVLFwQFBUEo/PdDG4fDwZ49e+Dl5QUtLS3Jom9vO68mt2/fxoABAwAAN2/ehKOjIzQ0NKTqTJ06FW5ubujSpQu6d++OLVu2oKCgAPHx8bVqo74ohyGNKSdD/mK7ZUUCiIQ0E4S0DlyuEsy626PbgMEw627fLAMg4eHh2LZtW5O3Q4gsdR4E2bhxI77++mvo6OhIjuno6CAwMBAbNmyApqYm1qxZg+jo6Dpdd926deBwOFi4cGGN9SIiIqQSszdXBiath4YqF7ZG2nLL3zPVhYYKjUKTlq30XjZeHX0IUb70LRei/Aq8OvqwSQZCeDweeDwezpw5g/Ly8hrrnjhxAjY2NrCxscG0adMQEhJS41agAoEA+/fvBwCpGQFGRkb49ddf8fLly1rHGRcXh/v372PJkiWSLe1ex+fzAQAlJSXw8PCAnp4eIiMjcfLkSVy7dg3z58+X1PX398fJkyclAyNA5fvBkydPMHv2bLkx5OfnQ19f/62xbty4Efb29oiJicGqVauwaNEihIWFAagczBk7dixycnIQERGBsLAwJCUlYdKkSZLzfX190bFjR0RGRiI6OhorV66UO6PCyMgIQqEQp0+flvu7yMjIwODBg9GzZ09ERUXh8uXLyMzMxMSJEwEAPj4+yM7Olhqoys3NxZUrV+Dr6wsAuHLlCqZNm4bPPvsMDx48wN69exEaGorg4GCptgICAuDl5YWEhATMnj271ue9ic/ng8/nY+HChbh06RL4fD6mTZuGmJgY8Pl8jB49WuZ5FRUV2LdvH3R1deHg4FBjGw3VVDkMQHlMW2TYkSe3TFNXFUoqTTcbkBBCSP3VeRAkPz8fWVlZ1Y6/fPkSBQUFACoTobrcgx0ZGYl9+/bB3t6+xnrJyckYNWoUBg4ciNjYWKxevRqfffYZTp06VbcnQVoEnpoKFgy1AkdGjqCixIFv385QVqrznyghzYaJGfLOJdVYJ+/cP2CNfF+4srIyQkNDcfjwYfD5fAwYMACrV6+W+S36wYMHJbtieHh4SLaPe1P//v3B4/Ggrq6OJUuWwNzcXPKBGwC2bNmCly9fwsjICPb29vj4449x6dKlGuN8/PgxAMDW1rbGeseOHUNpaSmOHDmCHj16YOjQodi5cyd++OEHyWyLqVOnQiQS4eTJk5LzDh06BBcXF7m3LSQlJWHHjh34+OOPa2wfAAYMGICVK1fC2toaCxYswIQJE7B161YAlbcKxcfH48cff4SzszP69u2LH374AREREYiMjARQOVPEzc0Ntra2sLKygo+Pj9wP9P369cPq1asxdepUGBoaYuTIkdi4caPUzJLdu3fDyckJ3377LWxtbeHo6IhDhw7hxo0bePToEfT19eHh4YEff/xRcs7Jkyehr6+PYcOGAQCCg4OxcuVK+Pn5oUuXLhg+fDi+/vpr7N27VyqeqVOnYvbs2ejSpQs6d+5c6/PeFBcXh9jYWGhqauKXX35BXFwczMzMEBoairi4OBw4cECq/vnz5yV/c1u3bkVYWBgMDWveqaChmiKHASiPaasMzbTlLn7a+wMLaOmqNXNEhBBCaqNet8PMnj0bp0+fxvPnz5GWlobTp0/D398fY8eOBQD8+eefsLa2rtX1ioqK4Ovri/379791j+U9e/agU6dO2LZtG7p164Y5c+Zg9uzZLepeb1I3XdvxsMvXCXqa/35j2kFHDUdm94WZvkYNZxKieOXJ+dVmgLxJlF+O8uT8Rm/b29sb6enpOHv2LNzd3REeHg4nJyep210SExPx559/YvLkyQAqB08mTZok87aSEydOIDY2FmfPnoWlpSUOHDggNYPCzs4O9+7dw507dzBr1ixkZmbC09MTc+bMAVA5kFE1Q4XH4+HmzZuSWQ4cWSOdr3n48CEcHBygpaUlOTZgwACIxWIkJiYCqPxgOn78eEnshYWFOHXqlNxZIOnp6fDw8ICPj48kxpq4uLhUe/zw4UNJfGZmZlLb6dnZ2YHP50vqLF68GHPmzIGbmxvWr1+PpKSaB8eCg4Px4sUL7NmzB3Z2dtizZw9sbW2RkJAAAIiOjsaNGzek+rRqMKnq2r6+vjh16pRkNtCxY8cwefJkKP3/OkrR0dFYu3at1DXmzp2LjIwMqbVHevXqJRVbbc97k7m5OV6+fAlNTU14eHhARUUF6enp8Pb2hrm5OYyMjKTqu7q6Ii4uDrdv34aHhwcmTpwoc4CiMTV2DgNQHtOWaeurY+xiR+ib/PvapaTCRZ/RFujq2O6tr32EEEIUo84Lo+7duxeLFi3C5MmTJfcHKysrw8/PT/Ktma2tbbVvfOT59NNP8cEHH8DNzU1yL7I8f/zxB0aMGCF1zN3dHQcPHmyUxdxI89NSU8bwbh3g8BkfOcUV4HAAAy1VdNBRp+SBtHjiwtp9W1zbenWlrq6O4cOHY/jw4VizZg3mzJmDgIAAyVZvBw8ehFAohKmpqeQcxhhUVFSQm5sr9YHNzMwMVlZWsLKyAo/Hg7e3Nx48eID27dtL6nC5XPTu3Ru9e/fGokWLcPToUUyfPh1ffPEFxowZg759+0rqmpqa4u+//wZQOYjQs2dPuc+DMSb3//vrx/39/TFs2DA8fvxYsqDq67ekVElPT4erqytcXFywb9++GnqwZlVty4vv9eOBgYGYOnUqLly4gEuXLiEgIADHjx/HuHHj5F7fwMAAPj4+8PHxwbp16+Do6IhNmzbh8OHDEIvF8PT0xHfffVftPGNjYwCVW/SJxWJcuHABvXv3xs2bN7FlyxZJPbFYjKCgIIwfP77aNdTV/12s8fXBp7qc97qRI0fi5s2bEAqFEAqF4PF4EIlEKC8vh4GBAQBI3cpU1a6lpSUsLS3Rr18/WFlZ4eDBg1i1apW8Lmuwxs5hAMpj2jo9Iy14LXJEaWEFRAIx1LVUoKmjCmVVup2XEEJaqjoPgvB4POzfvx9bt27FP//8A8YYunbtCh7v3/sia0p2X3f8+HHExMRIphO/zYsXL9ChQwepYx06dIBQKER2drYkMXxdeXm51D3zVdNdBQIBBALBW9usqlObukRaXfqunZYy2mn9++dY2wX43mX0t1d/b/ZdU/UhV1v2NOj61msoOzs7nDlzBkDl/6EjR45g8+bN1T50eXt749ixY1Jrbrxu8ODB6NGjB4KDg7F9+/Ya2wMqF1+1sLCAtrb0Gj89e/aEnZ0dNm/ejEmTJlVbFyQvLw98Ph92dnY4fPgwiouLJR/Ib926BS6XK/WNvKurK7p06YLQ0FDcuHEDEydOrNZmWloaXF1d4ezsjJCQEJlrkchy586dao+rZl7Y2dkhJSUFqampktkgDx48QH5+Prp16yY5x9raGtbW1li0aBGmTJmCkJCQGgdBXqeqqoquXbuiuLhyoUUnJyecOnUK5ubmUFaW/VatoaGB8ePH49ixY3jy5Amsra3h7OwsKXdyckJiYiIsLS1rFUNDzjtw4ABKS0vh5+eH8ePHw8vLC0uXLoWtrW2tZuIAlYNKb1vjpqEaM4cBWn4eQ+8jDVPb/lNR50BF/d9bXxjEELTxhd3pb69hXu8/6kNCGl+dB0Gq8Hg86Ovrg8PhSCUPtZWamorPP/8cV69elfvNkixvfhv3tunW69atQ1BQULXjV69ehaamZq3brVogj9Qd9V3DUP/VX1XfNdW2o2oWulDSVa3xlhglXTWoWeg2aruvXr2Cj48PZs+eDXt7e2hrayMqKgobNmyAl5cXgMr1FnJzc+Hv7w9dXen2J0yYgIMHD8odBAGAJUuWwMfHB8uXL4epqSkmTJiAAQMGoH///jAyMkJycjJWrVoFa2truWt+cDgchISEwM3NDYMGDcLq1atha2uLoqIinDt3DlevXkVERAR8fX0REBAAPz8/BAYG4uXLl1iwYAGmT58u9YGRw+Fg1qxZ2LJlC3Jzc7Fx40ap9tLT0zFkyBB06tQJmzZtklrE9c1bMd5069YtbNiwAWPHjkVYWBhOnjyJCxcuAADc3Nxgb28PX19fbNu2DUKhEPPmzcPgwYPRq1cvlJaWYtmyZZgwYQIsLCzw/PlzREZGwtvbW2Zb58+fx/HjxzF58mRYW1uDMYZz587h4sWLCAkJAVA5u2D//v2YMmUKli1bBkNDQzx58gTHjx/H/v37Jbe8+Pr6wtPTE/fv35es/VJlzZo1GD16NMzMzODj4wMul4v4+HgkJCTUOGOhPueZmppCKBQiPj4eR48ehYWFBeLj47FixYpqgynFxcUIDg7GmDFjYGxsjFevXmHXrl14/vw5fHx8avw9NZaG5jBA68pj6H2kYaj/6o/6rmHCwsIUvnU6Ie8iDqtpmwAZxGIxvvnmG2zevFkytVVbWxtLlizBF198Uetv3c6cOYNx48ZJEjkAEIlE4HA44HK5KC8vlyoDgEGDBsHR0VHqm8nTp09j4sSJKCkpkTmNVNY3KGZmZsjOzpZaHV4egUCAsLAwDB8+nKap1hH1XcNQ/9Xfm31XUFAAQ0ND5Ofn1+r/fV1U7Q4jj8G0btDo0biLPZaXlyMwMBBXr15FUlISBAKB5APr6tWroaGhIXWrxJtiYmLg7OyM6Oho6Ovrw8LCArGxsVLfgDPG0K1bNwwdOhS7du3C/v378d///hf37t1Dfn4+jIyMMHToUAQGBqJz5841xvvo0SMEBwfj2rVrkm+7+/fvj2XLlsHR0RFA5Ra5n3/+Of744w9oamrC29sbW7ZsqfYB9fnz5+jcuTOsrKwkt9tUCQ0NxaxZs2TGUNNbnbm5OWbPno379+/j/Pnz0NbWxqpVq/D5559L6qSkpGDBggW4fv06uFwuPDw8sGPHDnTo0AEVFRXw8/PDrVu3kJmZCUNDQ4wfPx4bN26U+eH4n3/+wfr16xEREYHU1FSoqanBysoK8+bNk9zKBFQuLLtixQrcuHED5eXl6Ny5Mzw8PLBlyxbJB2aRSAQzMzNkZGQgKSkJXbp0kWrrypUrWLt2LWJjY6GioiKZmTF37lwAlR+8T58+LVkPo7bnyXLnzh34+PggNTUVz58/h42NDfLy8qq9fpWVlWHq1Km4e/cusrOzYWBggN69e+PLL79E79695V6/MTRWDgO0jjyG3kcahvqv/qjvGub1/istLW2yHIaQtqrOgyCrVq3CwYMHERQUhAEDBoAxhlu3biEwMBBz58596xZ6VQoLC/Hs2TOpY7NmzYKtrS1WrFiBHj16VDtnxYoVOHfuHB48eCA59sknnyAuLg5//PFHrdotKCiArq5urV9IBAIBLl68iFGjRtGLeB1R3zUM9V/9vdl3df1/X1el97KRdy5JakaIkq4a+J5dGn0AhDQ+c3NzLFy48K1bm5LWr7FyGKB15DH0PtIw1H/1R33XMK/3X2lpaZPmMIS0RXW+Hebw4cM4cOAAxowZIznm4OAAU1NTzJs3r9YJhLa2drUEQUtLCwYGBpLjq1atQlpaGo4cOQIA+Pjjj7Fz504sXrwYc+fOxR9//IGDBw/iv//9b12fBiGENBqNHoZQtzNAeXI+xIUV4GqrQs1CFxwuLe5LSEvSWDkMQHkMIYQQ0lrVeRAkJydH5v3ftra2yMnJaZSgqmRkZCAlJUXy2MLCAhcvXsSiRYvwn//8ByYmJvj+++/l3ndNGofwVQ4qnj1F3s+nAZEIumPHQq1rFygb0jfchFThcDlQ78pXdBiEkBo0Zw4DUB7TEgjKy1H46iUe/h6O3Ix0mDs4wqy7A3TbtX/7yYQQQt5JdR4EcXBwwM6dO/H9999LHd+5cyccHBwaFEx4eLjU49DQ0Gp1Bg8ejJiYmAa1Q2pPmP0KmevXoeD8v+sK5J8+Da2BA2H8bTBU2rVTYHSEENJwT58+VXQIpJk0ZQ4DUB7T0ggrKvA0Lhrntq4HY5W7tSTe/g2aunxMClwPfZOOCo6QEEKIItR5EGTDhg344IMPcO3aNbi4uIDD4eD27dtITU3FxYsXmyJGokBlDx9IDYBUKb55EyV37kDX01MBURFCCCF1RzlM21Kcl4sLOzZKBkCqlOTn4dr+/2DMktVQ52nLOZsQQsi7qvbLoP+/wYMH49GjRxg3bhzy8vKQk5OD8ePHIzExEQMHDmyKGImCiEtKkHP4iNzynMOHIczLa76ACCGEkAagHKZtefksGSKBQGZZ6oMElBYWNnNEhBBCWoI6zwQBABMTk2qLh6WmpmL27Nk4dOhQowRGFI+JRBAXF8stFxeXACJRM0ZECCGENAzlMG1HRWlJjeVikbCZIiGEENKS1HkmiDw5OTk4fPhwY12OtABcHg86H4ySW67t4Q4lXd1mjIgQQghpfJTDvJs6dLGSW6bTrgPUtHjNGA0hhJCWotEGQci7h8PhQHvoUCgbG1crU9LXB9/bGxzlek0mIoQQQghpUlp8ProPGV69gMOBm/8n4OnpN39QhBBCFI4GQUiNVExM0PnoD9CbMQNcHR1wtbTA9/GB+fH/QrUjrapOCCGEkJZJnaeNgVP8MOKjBdDtYARlFVWY2nbHlLUbYNqtu6LDI4QQoiD0NT55K1VTU7RfugQGs2cDYFDi88FVV1d0WIQQQgghNdLi8/HeUHd0cewNsVgMFTU12hGGEELauFoPgowfP77G8jzaJeSdxlVVBdeog6LDIIQQQuqMchiiRbe+EEII+X+1HgTRfcsCmLq6upgxY0aDAyKEEEIIaUyUwxBCCCGkSq0HQUJCQpoyDkIIIYSQJkE5DCGEEEKq0MKocjDGIMwvB8sux6Ae/YBSkaJDIoQQQgipldLCAhRkvYC9VVeU5OVCLKI8hhBCCAFoYVSZxBUilP+Tj7zTjyHKrwAAlHfQhP5Ea6gY88DhchQcISGEEEKIbLkZabi8exvSEx8CqNwlZZDvLFj16Q91Hk/B0RFCCCGKRTNBZBBmleDV4fuSARAAEGaW4OXeeIhyyxQYGSGEEEKIfAXZL3EiaJVkAAQAyooKcXXv90h9mKDAyAghhJCWgQZB3iAuEyI/7BnAqpexCjFK4l6CMRmFhBBCCCEKlvnPYxTn5sgsu3ksBMV5uc0cESGEENKy0CDIG1iFCIL0Irnl5U/zwYTiZoyIEEIIIaR20h79LbcsNyMdQkGF3HJCCCGkLaBBkDcpc6HMV5dfbKgBDpe6jRBCCCEtj4GxqdwyDR1dcJVoOThCCCFtG32af4OSpgq0h5nJLuQAvL7G4Ci9GwujigUiiIoFENPMFkIIIeSd0Ok9ByirqMos6+M1ATy+XjNH1DSYUAhhbi5ExcWKDoUQQkgrQ18HyKBqpgNtt04o/DUF+P/xAY4KF3o+1lDSlz9LpEUpzQOKXwK5yYA6H9AxBbSNAS4X4jIhhNmlKIh4DtGrUqiYakP7fRMo6auDq6Kk6MgJIYQQUk88fUN4f/E1zmxci/LXBgi6DxmGbu8PaRWzWYWCChTn5SI/8wXEYjH0jIyhqcuHipo6mFgMQVoa8k6dQlHEb1DW14P+bH+o23WDst67McBDCCGkadEgiAxKWirQHmgKTcf2EGaVoFxYAS1TPpR1VMFRbgWDBIWZwNWvgIQT/x7TagdMPQlx+x4ovfcKuT89lhQJ0otREp0JQ/8eUO/Kb/54CSGEENIolJSVYWJtixkbdiI/6wXyX72CcRdLaPH5UNdq+dvjVpSWIin6Lq7u3QFhRTkAgKukjMHTZ8NukCs4L7LwdPIUiAsLAQDlAIpv3Ybe9Okw/PRTKPN1FRg9IYSQ1qDlfx2gIFw1ZagYaEDZUge3UmIAbeXWMQAiEgLRIdIDIEDlrJAjY8DJT0PumaTq54kZcv/3CML88uaJkxBCCCFNgqukBB3DdjCyskVqUSl02ndoFQMgAJCXmYGLOzZJBkAAQCwS4kboPrx8moyXu3ZJBkBel/vDDxC+zGrOUAkhhLRSNAhSC0KhUNEh1F7RC+DOLtll5QVAegyUtFVkFovyyyEuaUXPlRBCCCE1qqhoPbvBCIUCxFz8RW753dP/A9q3l1te/NtvTREWIYSQdwwNgrxrRBVAWb788pwkKPFkL5hWiTV6SIQQQgghbyMqr0Dui3S55flZmeC0M5RbzsSUwxBCCHk7hQ6C7N69G/b29tDR0YGOjg5cXFxw6dIlufXDw8PB4XCq/fz999/NGHULp6wO6JjILzdxhLBQ9rdCSrqq4GrKniVCCCGEkH9RDtP4lNXVYGxpK7e8vYUlVGrY4pc3eFBThEUIIeQdo9BBkI4dO2L9+vWIiopCVFQUhg4dCi8vL9y/f7/G8xITE5GRkSH5sbKyaqaIWwFtY8D1S9llumZAh27QHdapehkX0POxhrKuWtPGRwghhLwDKIdpfEpKynAY7gEllepfyHA4XPQdPxG67w8El1d9fRM936lQ7tChOcIkhBDSyil0dxhPT0+px8HBwdi9ezfu3LmD7t27yz2vffv24PP5TRxdK8XhANYegPu3QPg6oPz/Fw8z6weM2w2Orik03hNC2UgLhRGpEL0qg4opD9oDTVvP9r+EEEKIglEO0zR02nXAxDXf4tLOLcjLzAAA8PQN4P7x59AzMoGyigosfj6F3P+dRPHvv0NJTw8G/rOhbmcHZV3aGYYQQsjbtZgtckUiEU6ePIni4mK4uLjUWNfR0RFlZWWws7PDl19+CVdXV7l1y8vLUV7+7wrjBQUFAACBQACBQPDWuKrq1KZui6GqA46zP7i2nuCU5QHK6hBr6EOspgsIBIASwDVSh663JSAQA6pcQIkDEcQQCcSNFkar7LsWhPqv/t7sO+pDQkhTaqocBmhYHtNaXwPbWVhiYuB6lBUVgjEGdZ42NHQqBziEIhE4xsbQXzAfejP9ABVVcDQ1wND4z7O19l9LQH3XMK/3H/UhIY2PwxhT6CpSCQkJcHFxQVlZGXg8Hn788UeMGjVKZt3ExET89ttvcHZ2Rnl5OX744Qfs2bMH4eHhGDRI9n2ggYGBCAoKqnb8xx9/hKamZqM+F0JIy1RSUoKpU6ciPz8fOjo6ig6HEPKOaOocBqA8hpC2jnIYQhqfwgdBKioqkJKSgry8PJw6dQoHDhxAREQE7OzsanW+p6cnOBwOzp49K7Nc1jcoZmZmyM7OrtULiUAgQFhYGIYPHw4VGfeoEvmo7xqG+q/+3uy7goICGBoaUgJBCGlUTZ3DAA3LY+h9pGGo/+qP+q5hXu+/0tJSymEIaWQKvx1GVVUVlpaWAIBevXohMjIS27dvx969e2t1fr9+/XD06FG55WpqalBTq77Yp4qKSp1elOtan/yL+q5hqP/qr6rvqP8IIU2hqXMYoHHyGHodbBjqv/qjvmsYFRUVCIVCRYdByDtHobvDyMIYk/rG421iY2NhbGzchBERQgghhLwd5TCEEEJIy6fQmSCrV6/GyJEjYWZmhsLCQhw/fhzh4eG4fPkyAGDVqlVIS0vDkSNHAADbtm2Dubk5unfvjoqKChw9ehSnTp3CqVOnFPk0CCGEENLGUA5DCCGEtE4KHQTJzMzE9OnTkZGRAV1dXdjb2+Py5csYPnw4ACAjIwMpKSmS+hUVFVi6dCnS0tKgoaGB7t2748KFC3IXIZOlagmUqtXV30YgEKCkpAQFBQU0na+OqO8ahvqv/t7su6r/7wpeAokQ8g5RRA4D1C2PofeRhqH+qz/qu4Z5vf9KS0sBUA5DSGNS+MKoze358+cwMzNTdBiEEAVITU1Fx44dFR0GIYTUG+UxhLRNlMMQ0nja3CCIWCxGeno6tLW1weFw3lq/ahX21NRUWpG5jqjvGob6r/7e7DvGGAoLC2FiYgIut8UthUQIIbVWlzyG3kcahvqv/qjvGub1/tPW1qYchpBGpvDdYZobl8ut1yiqjo4OvYjXE/Vdw1D/1d/rfaerq6vgaAghpOHqk8fQ+0jDUP/VH/Vdw1T1H+UwhDQuGk4khBBCCCGEEEJIm0CDIIQQQgghhBBCCGkTaBDkLdTU1BAQEAA1NTVFh9LqUN81DPVf/VHfEUIIvRY2FPVf/VHfNQz1HyFNq80tjEoIIYQQQgghhJC2iWaCEEIIIYQQQgghpE2gQRBCCCGEEEIIIYS0CTQIQgghhBBCCCGEkDaBBkFqsGvXLlhYWEBdXR3Ozs64efOmokNqFX777Td4enrCxMQEHA4HZ86cUXRIrca6devQu3dvaGtro3379hg7diwSExMVHVarsXv3btjb20NHRwc6OjpwcXHBpUuXFB0WIYQoBOUx9UN5TP1RHlN/lMMQ0nxoEESOEydOYOHChfjiiy8QGxuLgQMHYuTIkUhJSVF0aC1ecXExHBwcsHPnTkWH0upERETg008/xZ07dxAWFgahUIgRI0aguLhY0aG1Ch07dsT69esRFRWFqKgoDB06FF5eXrh//76iQyOEkGZFeUz9UR5Tf5TH1B/lMIQ0H9odRo6+ffvCyckJu3fvlhzr1q0bxo4di3Xr1ikwstaFw+Hg9OnTGDt2rKJDaZVevnyJ9u3bIyIiAoMGDVJ0OK2Svr4+Nm7cCH9/f0WHQgghzYbymMZBeUzDUB7TMJTDENI0aCaIDBUVFYiOjsaIESOkjo8YMQK3b99WUFSkLcrPzwdQ+SZI6kYkEuH48eMoLi6Gi4uLosMhhJBmQ3kMaSkoj6kfymEIaVrKig6gJcrOzoZIJEKHDh2kjnfo0AEvXrxQUFSkrWGMYfHixXj//ffRo0cPRYfTaiQkJMDFxQVlZWXg8Xg4ffo07OzsFB0WIYQ0G8pjSEtAeUzdUQ5DSPOgQZAacDgcqceMsWrHCGkq8+fPR3x8PH7//XdFh9Kq2NjYIC4uDnl5eTh16hT8/PwQERFBSQQhpM2hPIYoEuUxdUc5DCHNgwZBZDA0NISSklK1b0uysrKqfatCSFNYsGABzp49i99++w0dO3ZUdDitiqqqKiwtLQEAvXr1QmRkJLZv3469e/cqODJCCGkelMcQRaM8pn4ohyGkedCaIDKoqqrC2dkZYWFhUsfDwsLQv39/BUVF2gLGGObPn4+ff/4Zv/76KywsLBQdUqvHGEN5ebmiwyCEkGZDeQxRFMpjGhflMIQ0DZoJIsfixYsxffp09OrVCy4uLti3bx9SUlLw8ccfKzq0Fq+oqAhPnjyRPE5OTkZcXBz09fXRqVMnBUbW8n366af48ccf8csvv0BbW1vyLZ6uri40NDQUHF3Lt3r1aowcORJmZmYoLCzE8ePHER4ejsuXLys6NEIIaVaUx9Qf5TH1R3lM/VEOQ0jzoS1ya7Br1y5s2LABGRkZ6NGjB7Zu3Urbe9VCeHg4XF1dqx338/NDaGho8wfUisi7VzskJAQzZ85s3mBaIX9/f1y/fh0ZGRnQ1dWFvb09VqxYgeHDhys6NEIIaXaUx9QP5TH1R3lM/VEOQ0jzoUEQQgghhBBCCCGEtAm0JgghhBBCCCGEEELaBBoEIYQQQgghhBBCSJtAgyCEEEIIIYQQQghpE2gQhBBCCCGEEEIIIW0CDYIQQgghhBBCCCGkTaBBEEIIIYQQQgghhLQJNAhCCCGEEEIIIYSQNoEGQQghhBBCCCGEENIm0CAIaZOGDBmChQsXKjoMCcYYPvzwQ+jr64PD4SAuLq7R2wgPDweHw0FeXh4AIDQ0FHw+v9HbIYQQQkjToRyGchhCSMPQIEgrN3PmTIwdO7ZJ2/j555/h7u4OQ0NDuW9u5eXlWLBgAQwNDaGlpYUxY8bg+fPnTRrXu+Ty5csIDQ3F+fPnkZGRgR49eig6JEIIIaRJUQ7zbqAchhDS2tAgCHmr4uJiDBgwAOvXr5dbZ+HChTh9+jSOHz+O33//HUVFRRg9ejREIlEzRqpYIpEIYrG4XucmJSXB2NgY/fv3h5GREZSVlRs5OkIIIaTtoRymdiiHIYS0JTQI8o6LiIhAnz59oKamBmNjY6xcuRJCoVBSXlhYCF9fX2hpacHY2Bhbt26tNs1y+vTpWLNmDdzc3GS2kZ+fj4MHD2Lz5s1wc3ODo6Mjjh49ioSEBFy7dk1ubEOGDMFnn32G5cuXQ19fH0ZGRggMDJSUP336tNq3Nnl5eeBwOAgPDwfw7/TIK1euwNHRERoaGhg6dCiysrJw6dIldOvWDTo6OpgyZQpKSkqk2hcKhZg/fz74fD4MDAzw5ZdfgjEmKa+oqMDy5cthamoKLS0t9O3bV9Iu8O9UzPPnz8POzg5qamp49uxZnX8PM2fOxIIFC5CSkgIOhwNzc3O5fXbr1i0MHjwYmpqa0NPTg7u7O3JzcwFUTkfdsGEDunTpAg0NDTg4OOCnn36Se603/fXXX3B1dYW2tjZ0dHTg7OyMqKioWp9PCCGENCbKYSiHqS3KYQghdUGDIO+wtLQ0jBo1Cr1798Zff/2F3bt34+DBg/jmm28kdRYvXoxbt27h7NmzCAsLw82bNxETE1OndqKjoyEQCDBixAjJMRMTE/To0QO3b9+u8dzDhw9DS0sLd+/exYYNG7B27VqEhYXV7YkCCAwMxM6dO3H79m2kpqZi4sSJ2LZtG3788UdcuHABYWFh2LFjR7W2lZWVcffuXXz//ffYunUrDhw4ICmfNWsWbt26hePHjyM+Ph4+Pj7w8PDA48ePJXVKSkqwbt06HDhwAPfv30f79u2rxfa238P27duxdu1adOzYERkZGYiMjJT5HOPi4jBs2DB0794df/zxB37//Xd4enpKvqn68ssvERISgt27d+P+/ftYtGgRpk2bhoiIiFr1oa+vLzp27IjIyEhER0dj5cqVUFFRqdW5hBBCSGOiHIZyGMphCCFNhpFWzc/Pj3l5ecksW716NbOxsWFisVhy7D//+Q/j8XhMJBKxgoICpqKiwk6ePCkpz8vLY5qamuzzzz+vdr3k5GQGgMXGxkodP3bsGFNVVa1Wf/jw4ezDDz+UG/vgwYPZ+++/L3Wsd+/ebMWKFXLby83NZQDYjRs3GGOM3bhxgwFg165dk9RZt24dA8CSkpIkxz766CPm7u4u1Xa3bt2k+mbFihWsW7dujDHGnjx5wjgcDktLS5OKb9iwYWzVqlWMMcZCQkIYABYXFyf3OTL29t8DY4xt3bqVde7cucbrTJkyhQ0YMEBmWVFREVNXV2e3b9+WOu7v78+mTJnCGPu3r3JzcyXx6+rqSupqa2uz0NDQGmMghBBCGgvlMJTDMEY5DCGk+dFNe++whw8fwsXFBRwOR3JswIABKCoqwvPnz5GbmwuBQIA+ffpIynV1dWFjY9Mo7TPGpNqWxd7eXuqxsbExsrKy6tzW69fp0KEDNDU10aVLF6ljf/75p9Q5/fr1k4rPxcUFmzdvhkgkQkxMDBhjsLa2ljqnvLwcBgYGkseqqqrVnsOb3vZ76NSpU62eY1xcHHx8fGSWPXjwAGVlZRg+fLjU8YqKCjg6Otbq+osXL8acOXPwww8/wM3NDT4+PujatWutziWEEEIaE+UwlMNQDkMIaSo0CPIOk/UGzv7/flEOhyP1b1l1asvIyAgVFRXIzc2Fnp6e5HhWVhb69+9f47lvTlXkcDiShbm4XG61eAQCwVuvw+FwarxubYjFYigpKSE6OhpKSkpSZTweT/JvDQ2NtyZJb/s91JaGhkaN8QLAhQsXYGpqKlWmpqZWq+sHBgZi6tSpuHDhAi5duoSAgAAcP34c48aNq3WMhBBCSGOgHEb2dWuDchjKYQghNaM1Qd5hdnZ2uH37ttQb8O3bt6GtrQ1TU1N07doVKioqUt8uFBQUSN0vWhvOzs5QUVGRug82IyMD9+7de2sCUZN27dpJrlWlMfeev3PnTrXHVlZWUFJSgqOjI0QiEbKysmBpaSn1Y2RkVKd23vZ7qC17e3tcv35dbhtqampISUmpFq+ZmVmt27C2tsaiRYtw9epVjB8/HiEhIbU+lxBCCGkslMPUjHKY6iiHIYTUFs0EeQfk5+dXe2PV19fHvHnzsG3bNixYsADz589HYmIiAgICsHjxYnC5XGhra8PPzw/Lli2Dvr4+2rdvj4CAAHC5XKnR/ZycHKSkpCA9PR0AkJiYCKDy2xMjIyPo6urC398fS5YsgYGBAfT19bF06VK89957cldjrw0NDQ3069cP69evh7m5ObKzs/Hll1/W+3pvSk1NxeLFi/HRRx8hJiYGO3bswObNmwFUvpH6+vpixowZ2Lx5MxwdHZGdnY1ff/0V7733HkaNGlXrdt72e6itVatW4b333sO8efPw8ccfQ1VVFTdu3ICPjw8MDQ2xdOlSLFq0CGKxGO+//z4KCgpw+/Zt8Hg8+Pn51Xjt0tJSLFu2DBMmTICFhQWeP3+OyMhIeHt71zo+QgghpK4oh6kfymH+RTkMIaTOmnMBEtL4/Pz8GIBqP35+fowxxsLDw1nv3r2ZqqoqMzIyYitWrGACgUByfkFBAZs6dSrT1NRkRkZGbMuWLaxPnz5s5cqVkjpVi2e9+RMQECCpU1payubPn8/09fWZhoYGGz16NEtJSakx9sGDB1dbvMzLy0sSO2OMPXjwgPXr149paGiwnj17sqtXr8pcVKxqoayqeF9fLIsxxgICApiDg4NU2/PmzWMff/wx09HRYXp6emzlypVSC39VVFSwNWvWMHNzc6aiosKMjIzYuHHjWHx8vNx25Hnb76E2i4pVXad///5MTU2N8fl85u7uLnnuYrGYbd++ndnY2DAVFRXWrl075u7uziIiImT21evxl5eXs8mTJzMzMzOmqqrKTExM2Pz581lpaWmtnh8hhBBSV5TDUA5DOQwhRBE4jNXx5knyTisuLoapqSk2b94Mf39/RYdDCCGEEFIrlMMQQgipDbodpo2LjY3F33//jT59+iA/Px9r164FAHh5eSk4MkIIIYQQ+SiHIYQQUh80CEKwadMmJCYmQlVVFc7Ozrh58yYMDQ0VHRYhhBBCSI0ohyGEEFJXdDsMIYQQQgghhBBC2gTaIpcQQgghhBBCCCFtAg2CEEIIIYQQQgghpE2gQRBCCCGEEEIIIYS0CTQIQgghhBBCCCGEkDaBBkEIIYQQQgghhBDSJtAgCCGEEEIIIYQQQtoEGgQhhBBCCCGEEEJIm0CDIIQQQgghhBBCCGkTaBCEEEIIIYQQQgghbcL/AZlXhEq73lQ9AAAAAElFTkSuQmCC", "text/plain": [ "
" ] @@ -372,7 +369,7 @@ { "data": { "text/plain": [ - "AnnData object with n_obs × n_vars = 30 × 17306\n", + "AnnData object with n_obs × n_vars = 34 × 18413\n", " obs: 'sex', 'individual', 'disease', 'cell_type', 'psbulk_n_cells', 'psbulk_counts'\n", " var: 'ensembl_gene_id', 'highly_variable', 'means', 'dispersions', 'dispersions_norm', 'highly_variable_nbatches', 'highly_variable_intersection', 'mean', 'std'\n", " layers: 'psbulk_props'" @@ -397,11 +394,144 @@ "pdata" ] }, + { + "cell_type": "markdown", + "id": "40297690", + "metadata": {}, + "source": [ + "### Exploration of pseudobulk profiles\n", + "Now that we have generated the pseudobulk profiles for each patient and each cell type, let's explore the variability between them. For that, we will first do some simple preprocessing and then do a PCA" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "bf0cfc2b", + "metadata": {}, + "outputs": [], + "source": [ + "pp_pdata = pdata.copy()\n", + "sc.pp.normalize_total(pp_pdata, target_sum=1e6) #library size normalisation\n", + "sc.pp.log1p(pp_pdata) # log(1+p) transformation\n", + "sc.pp.scale(pp_pdata, max_value=10)\n", + "sc.tl.pca(pp_pdata, n_comps=10)" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "0cde3b34", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/demian/mambaforge/envs/scanpy/lib/python3.11/site-packages/scanpy/plotting/_tools/scatterplots.py:392: UserWarning: No data for colormapping provided via 'c'. Parameters 'cmap' will be ignored\n", + " cax = scatter(\n", + "/Users/demian/mambaforge/envs/scanpy/lib/python3.11/site-packages/scanpy/plotting/_tools/scatterplots.py:392: UserWarning: No data for colormapping provided via 'c'. Parameters 'cmap' will be ignored\n", + " cax = scatter(\n" + ] + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sc.pl.pca(pp_pdata, color=['disease', 'cell_type'], ncols=2, show=True, size=50)" + ] + }, + { + "cell_type": "markdown", + "id": "c10e3618", + "metadata": {}, + "source": [ + "When looking at the PCA, it seems like the two first components are able to easily separate cell types from one another, and it is therefore the main source of variability. In contrast, the principle components do not seem to be associated with disease status as such.\n", + "\n", + "In order to have a better overview of the association of PCs with sample metadata, let's perform ANOVA on each PC and see whether they are significantly associated with any technical or biological annotations of our samples" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "d2c1ae46", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "100%|██████████| 10/10 [00:00<00:00, 45.89it/s]\n" + ] + } + ], + "source": [ + "dc.get_metadata_associations(pp_pdata,\n", + " obs_keys = ['sex', 'disease', 'cell_type', 'psbulk_n_cells', 'psbulk_counts'], #metadata columns to associate to PCs\n", + " obsm_key='X_pca', #where the PCs are stored\n", + " uns_key='pca_anova', #where the results are stored\n", + " inplace=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "96e62686", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Starting plotting HeatmapAnnotations\n", + "Collecting annotation legends..\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(7,10))\n", + "ax, legend_axes = dc.plot_associations(pp_pdata,\n", + " uns_key='pca_anova', #summary statistics from the anova tests\n", + " obsm_key='X_pca', #where the PCs are stored\n", + " stat_col='p_adj', #which summary statistic to plot\n", + " obs_annotation_cols = ['disease', 'cell_type'],\n", + " titles=['Adjusted p-values from ANOVA', 'Principle component scores']) # which sample annotations to plot\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "58bf93a2", + "metadata": {}, + "source": [ + "On the PCA plots above, T and B cells seemed not to be that well separated. However when looking at the hierarchical clustering in the heatmap, one can see that the inclusion of more PCs helps to distinguish them.\n", + "\n", + "When looking at the p-values from the ANOVA models, it becomes clear that the first 6 PCs are statistically associated with the cell type (with the exception of PC2). Overall, disease and other technical variables do not seem to affect the cells when looking only at the principle components." + ] + }, { "cell_type": "markdown", "id": "20818444-b8a3-45f4-b868-5a201c74a71a", "metadata": {}, "source": [ + "### Pseudo-bulk profile gene filtering\n", "Additionally to filtering low quality samples, we can also filter noisy expressed genes in case we want to perform downstream analyses such as DEA afterwards. Note that this step should be done at the cell type level, since each cell type may express different collection of genes.\n", "\n", "For this vignette, we will explore the effects of COVID on T cells. Let's first select our samples of interest:" @@ -409,7 +539,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 14, "id": "afe51328-e326-4c35-8c93-edc24220f237", "metadata": {}, "outputs": [], @@ -431,13 +561,13 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 15, "id": "bc0a73fc-2b21-4042-9574-5846328a1c6c", "metadata": {}, "outputs": [ { "data": { - "image/png": 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MQUFB+OCDDyqVT5s2za4AiIjI+WyZdVoTZ6U2bNgQ69evr1T+7rvv2t2mXf3mn3/+GU8//TS6deuGs2fPAgC++OILkymzRERUfVQMpVo7aqITJ05g0qRJePLJJ5GXlwegvMd48OBBu9pT/FNYvXo14uLi4OPjg71796K4uBgAkJ+fjxkzZtgVBBEROZcBNizXqIFDqVu3bkWbNm2wa9curFmzBoWFhQCAX3/9FSkpKXa1qTgxvvHGG/joo4+waNEikx1UYmJisHfvXkVtTZ06FZIkmRwtW7ZUGhIREVkhbLi+KGpgYpwwYQLeeOMNpKWlQafTyeU9e/bEzp077WpT8TXGI0eO4L777qtUHhgYiKtXryoOoFWrVvjhhx/+DsiDu9Q5g4eHB55//nn5MRG5F1fdK3X//v1Yvnx5pfLg4GBcvHjRrjYVf0OGhobi+PHjlZZmbN++HU2aNFEegIcHQkNDFb+PlNFoNPJsLSJyP666XCMoKAg5OTlo3LixSfm+ffvs/s5T/FMYPnw4Ro8ejV27dkGSJJw7dw7Lli3D2LFj5U2qlTh27BjCwsLQpEkTxMfH48yZMxbrFhcXo6CgwOQgIiLryoTGpqOmGTx4MF599VXk5uZCkiQYDAbs2LEDY8eOxZAhQ+xqU3GPccKECTAYDOjVqxeuXbuG++67D15eXhg7dixeeuklRW116dIFS5YsQYsWLZCTk4Np06bh3nvvxYEDB+Dv71+pfmpqKpeF2Emv18vj7V27duWWcERuxlWHUmfMmIHExESEh4dDr9cjMjISer0eTz31FCZNmmRXm4oToyRJ+Pe//41x48bh+PHjKCwsRGRkJPz8/BSfvE+fPvLjtm3bokuXLoiIiMDXX3+NYcOGVao/ceJEk01hCwoKEB4ervi87kiv18vXcjt16sTESORmXDExCiGQm5uLefPmYcqUKdi/fz8KCwvRvn17NGvWzO527e4363Q6REZGonPnznYlRXOCgoLQvHlzHD9+3OzrXl5eCAgIMDmIiMg6Z91d4+zZs3j66adRt25d+Pj4oE2bNtizZ4/8uhACU6ZMQf369eHj44PY2FgcO3bMpI3Lly8jPj4eAQEBCAoKwrBhw+RlF1URQqBp06b4888/ER4ejr59++KJJ564paQI2NhjHDhwoM0Nrlmzxu5gCgsLceLECTzzzDN2t0FERJU5o8d45coVxMTE4IEHHsCGDRtQr149HDt2DLVr15brzJo1C/PmzcPSpUvRuHFjTJ48GXFxcTh06BC8vb0BAPHx8cjJyUFaWhpKS0sxdOhQjBgxwuxsU2MajQbNmjXDpUuXbjkZGrMpMQYGBjrshMbGjh2L/v37IyIiAufOnUNKSgq0Wi33XCUicjABWF3ALxS2+dZbbyE8PByLFy+Wy4xnhwohMHfuXEyaNAkDBgwAAHz++ecICQnBunXrMHjwYBw+fBgbN25ERkYGOnbsCAB4//330bdvX8yePRthYWFVxjBz5kyMGzcOCxYsQOvWrRV+AvNsSozGH9qR/vzzTzz55JO4dOkS6tWrh+7du2Pnzp2oV6+eU85HROSulPQYb57x7+XlBS8vr0r1v/32W8TFxeHxxx/H1q1bceedd+LFF1/E8OHDAZTfKzE3NxexsbHyewIDA9GlSxekp6dj8ODBSE9PR1BQkJwUASA2NhYajQa7du3Co48+WmXMQ4YMwbVr1xAVFQWdTgcfHx+T1y9fvlzl+82xe6V3Xl4ejhw5AgBo0aIFgoODFbfx5Zdf2nt6IiJSQElivHlSY0pKCqZOnVqp/smTJ7FgwQIkJyfjtddeQ0ZGBl5++WXodDokJCQgNzcXABASEmLyvpCQEPm13NzcSvnDw8MDderUketUZe7cuVbrKKU4MRYUFCAxMRFffvmlfMNbrVaLQYMGYf78+U4bdiUiIvspSYzZ2dkmkxvN9RYBwGAwoGPHjvI+2e3bt8eBAwfw0UcfISEhwUGRV80Z51GcGIcPH459+/Zh/fr1iI6OBgCkp6dj9OjReOGFF9gLrKY8PDzkXyBuCUfkfpQkRltn/devXx+RkZEmZXfffTdWr14NAPKuZufPn0f9+vXlOufPn0e7du3kOhV3xKhQVlaGy5cv27QrWlWbwgDlt6VSSvE35Pr167Fp0yZ0795dLouLi8OiRYvsvikkOZ9Go6m0jR8RuQ+90ECysrONXuHONzExMfIltQpHjx5FREQEgPKJOKGhodi8ebOcCAsKCrBr1y55p7To6GhcvXoVmZmZ6NChAwDgxx9/hMFgQJcuXazG0KhRI0iS5YRfMbKphOLEWLduXbPDpYGBgSZTdImIqPpwxnKNpKQkdOvWDTNmzMATTzyB3bt3Y+HChVi4cCGA8g1hxowZgzfeeAPNmjWTl2uEhYXhkUceAVDew3zooYcwfPhwfPTRRygtLcWoUaMwePBgqzNSgfI9UY2VlpZi3759mDNnDt58801Fn6eC4sQ4adIkJCcn44svvpC7ubm5uRg3bhwmT55sVxDkfHq9HpmZmQCADh06cOcbIjcjhARhJfFZe/1mnTp1wtq1azFx4kRMnz4djRs3xty5cxEfHy/XGT9+PIqKijBixAhcvXoV3bt3x8aNG+U1jACwbNkyjBo1Cr169YJGo8Fjjz2GefPm2RRDVFRUpbKOHTsiLCwMb7/9tqJ1+BUUJ8YFCxbg+PHjaNiwoTx2e+bMGXh5eeHChQv4+OOP5bpK789IzqPX67FhwwYAQLt27ZgYidyMs7aEe/jhh/Hwww9bfF2SJEyfPh3Tp0+3WKdOnTpWF/Mr1aJFC2RkZNj1XsWJsaL7S0RENYczeozVwc1rLoUQyMnJwdSpU+3eDUdxYkxJSbHrREREpB5hQ4+xJibGoKCgSpNvhBAIDw+3e5XELc3bLywshMFgMCnjxt5ERNWPACCs7PmmdEu46uCnn34yea7RaFCvXj00bdrU7qVpit916tQpjBo1Clu2bMGNGzfkciEEJEmya2osERE5lwESJCt7pVrbS7U6kiQJ3bp1q5QEy8rKsG3bNtx3332K21ScGJ9++mkIIfDZZ58hJCSkyvUjRERUPbjqNcYHHngAOTk5lbaVy8/PxwMPPHB71jH++uuvyMzMRIsWLRSfjKiCR7D5jeKv1fE0Wx6Qdd5suf7SFbPlwtJ/BmEwW5xmWGm2/EHN4+bbscBSO5ZYal9pPJbqK43HEqXnpepHb5AAQ9WJT2/l9eqoYrTyZpcuXYKvr69dbSpOjJ06dUJ2djYTYw3j4eEh386LW8IRuR9X6zFWrE+UJAnPPvusyX6uer0ev/32G7p162ZX24q/IT/55BP861//wtmzZ9G6dWt4epr+hd+2bVu7AiHn0mg0aN68udphEJFKXC0xVuzAJoSAv7+/ye2mdDodunbtKt/+SinFifHChQs4ceIEhg4dKpdJksTJN0RE1ZhBSJCcsMBfLRX3CW7UqBHGjh1r97CpOYoT43PPPYf27dtjxYoVnHxTg+j1euzfvx8A0KZNG+58Q+RmhLBhuUYNXK/hjLX1ihPj6dOn8e2336Jp06YOD4acR6/X45tvvgEAREZGMjESuZnyxGhtKPU2BeNgq1atwtdff40zZ86gpKTE5DV7tiZVdo8RAD179sSvv/6q+ERERKSeimuM1o6aZt68eRg6dChCQkKwb98+dO7cGXXr1sXJkyfRp08fu9pU3GPs378/kpKSsH//frRp06bS5Jt//OMfdgVCRETOI2B9Z5ua2GH88MMPsXDhQjz55JNYsmQJxo8fjyZNmmDKlCm4fPmyXW0qToz/+te/AMDsTumcfENEVD252qzUCmfOnJGXZfj4+OCvv/4CADzzzDPo2rUrPvjgA8VtKh5KNRgMFg8mRSKiasogQVg5rG0AUB2FhobKPcOGDRti586dAMq3LxV2XjRVnBiJiKjmqZiVau2oaXr27Ilvv/0WADB06FAkJSXhwQcfxKBBg/Doo4/a1aZdW6AUFRVh69atZmcAvfzyy3YFQkREzuOqQ6kLFy6U7/KUmJiIunXr4pdffsE//vEPvPDCC3a1qTgx7tu3D3379sW1a9dQVFSEOnXq4OLFi6hVqxaCg4OZGKspDw8P/POf/5QfE5GbEVL5Ya1ODaPRaKDR/D34OXjwYAwePPjW2lT6hqSkJPTv3x9XrlyBj48Pdu7cidOnT6NDhw6YPXu23YHMnDkTkiRhzJgxdrdBlmk0GrRq1QqtWrUy+SUiIvfgqkOpAPDzzz/j6aefRnR0NM6ePQsA+OKLL7B9+3a72lP8DZmVlYVXXnkFGo0GWq0WxcXFCA8Px6xZs/Daa6/ZFURGRgY+/vhj7rNKROQswsajhlm9ejXi4uLg4+ODffv2obi4GED5badmzJhhV5uKE6Onp6fc4wgODsaZM2cAlG/omp2drTiAwsJCxMfHY9GiRahdu7bi95NtDAYDDh48iIMHD8rj8UTkPlx1gf8bb7yBjz76CIsWLTJZVx8TE2PXrjeAHYmxffv2yMjIAAD06NEDU6ZMwbJlyzBmzBi0bt1acQCJiYno168fYmNjrdYtLi5GQUGByUG2KSsrw6pVq7Bq1SqUlZWpHQ4RqcHFeosAcOTIEdx3332VygMDA3H16lW72lScGGfMmIH69esDAN58803Url0bI0eOxIULF7Bw4UJFbX355ZfYu3cvUlNTbaqfmpqKwMBA+QgPD1caPhGRW3LVHmNoaCiOHz9eqXz79u1o0qSJXW0qnp7YsWNH+XFwcDA2btxo14mzs7MxevRopKWlwdvb26b3TJw4EcnJyfLzgoICJkciIlu46KzU4cOHY/To0fjss88gSRLOnTuH9PR0jB07FpMnT7arTcWJ8fr16xBCoFatWgDK77axdu1aREZGonfv3ja3k5mZiby8PNxzzz1ymV6vx7Zt2/DBBx+guLi40h0gvLy8TO7STERENnLRzVInTJgAg8GAXr164dq1a7jvvvvg5eWFsWPH4qWXXrKrTcWJccCAARg4cCD+9a9/4erVq+jcuTN0Oh0uXryIOXPmYOTIkTa106tXL/n+gBWGDh2Kli1b4tVXX+VtkYiIHMmFEuNvv/2G1q1bQ6PRQJIk/Pvf/8a4ceNw/PhxFBYWIjIyEn5+fna3r/ga4969e3HvvfcCKL8HVmhoKE6fPo3PP/8c8+bNs7kdf39/tG7d2uTw9fVF3bp17ZrEQ0REVagYSrV21ADt27fHxYsXAQBNmjTBpUuXoNPpEBkZic6dO99SUgTsSIzXrl2Dv78/AOD777/HwIEDodFo0LVrV5w+ffqWgiEiIudwpQX+QUFBOHXqFADgjz/+cPgSNMVDqU2bNsW6devw6KOPYtOmTUhKSgIA5OXlISAg4JaC2bJlyy29nyzTarUYMGCA/JiI3IwLDaU+9thj6NGjB+rXrw9JktCxY0eL32snT55U3L7ixDhlyhQ89dRTSEpKQq9evRAdHQ2gvPfYvn17xQHQ7aHVatGuXTu1wyAitbjQrNSFCxdi4MCBOH78OF5++WUMHz5cHsl0BMWJ8Z///Ce6d++OnJwcREVFyeW9evWy+xYfRETkXJIoP6zVqSkeeughAOUrHEaPHq1uYgTKF1SGhoaalHXu3NkhAZFzGAwGeRFs06ZNuZE4kbtxoaFUY4sXL3Z4m/x2dBNlZWVYsWIFVqxYwS3hiNyRC81KdTbemI+IyB0Y/ndYq0NMjEREbsFFh1Kdwaah1HvuuQdXrlwBAEyfPh3Xrl1zalBERORgLjSU6uycZFNiPHz4MIqKigAA06ZNQ2FhoUODICIi56qYlWrtqAmcnZNsGkpt164dhg4diu7du0MIgdmzZ1vccmfKlCkODZCIiBzAhYZSnZ2TbEqMS5YsQUpKCtavXw9JkrBhwwZ4eFR+qyRJTIxERORUzs5JNiXGFi1a4MsvvwQAaDQabN68GcHBwYpPRurRarXo06eP/JiI3IsEGxb435ZIbp2zc5LiWamO3qyVbg+tVqvKJgxxvkPMlpd1vttsue/pIrPlhpzz5k8gzP8+pum/sh5cNZBmWOnU+o6i1nnJgVxoSzhjzshJdi3XOHHiBObOnYvDhw8DACIjIzF69GjcddddDg2OiIgcxIWuMd7M0TlJ8c43mzZtQmRkJHbv3o22bduibdu22LVrF1q1aoW0tDS7giDnMxgM+OOPP5xyixYiqv4kg21HTeOMnKQ4MU6YMAFJSUnYtWsX5syZgzlz5mDXrl0YM2YMXn31VbuCIOcrKyvD0qVLsXTpUm4JR+SOhI2HnWbOnAlJkjBmzBi57MaNG0hMTETdunXh5+eHxx57DOfPm14WOXPmDPr164datWohODgY48aNU/Qd5YycpDgxHj58GMOGDatU/txzz+HQoUN2BUFERE7mxMSYkZGBjz/+GG3btjUpT0pKwnfffYeVK1di69atOHfuHAYOHCi/rtfr0a9fP5SUlOCXX37B0qVLsWTJEkUzSZ2RkxQnxnr16iErK6tSeVZWFmeqEhFVU85a4F9YWIj4+HgsWrQItWvXlsvz8/Px6aefYs6cOejZsyc6dOiAxYsX45dffsHOnTsBlN/H99ChQ/jPf/6Ddu3aoU+fPnj99dcxf/58lJSU2HR+Z+QkxZNvhg8fjhEjRuDkyZPo1q0bAGDHjh146623kJycbFcQRETkZApmpRYUFJgUe3l5wcvLy+xbEhMT0a9fP8TGxuKNN96QyzMzM1FaWorY2Fi5rGXLlmjYsCHS09PRtWtXpKeno02bNggJCZHrxMXFYeTIkTh48CDat29v9WM5IycpToyTJ0+Gv78/3nnnHUycOBEAEBYWhqlTp+Lll1+2KwgiInIyBbNSw8PDTYpTUlIwderUStW//PJL7N27FxkZGZVey83NhU6nQ1BQkEl5SEgIcnNz5TrGSbHi9YrXbOGMnKQ4MUqShKSkJCQlJeGvv/4CAIfeOZmIiBzPlqHSitezs7MREBAgl5vrLWZnZ2P06NFIS0uDt7e3I0NVxBk56ZZuVOzv78+kSERUEyiYfBMQEGBymEuMmZmZyMvLwz333AMPDw94eHhg69atmDdvHjw8PBASEoKSkhJcvXrV5H3nz59HaGgoACA0NLTSLNWK5xV1lHBUTrqlxEg1h1arRWxsLGJjY7klHJE7smXijYLJN7169cL+/fuRlZUlHx07dkR8fLz82NPTE5s3b5bfc+TIEZw5cwbR0dEAgOjoaOzfvx95eXlynbS0NAQEBCAyMtJRn1wx3qjYTWi1WsTExKgdBhGpxfC/w1odG/n7+6N169YmZb6+vqhbt65cPmzYMCQnJ6NOnToICAjASy+9hOjoaHTt2hUA0Lt3b0RGRuKZZ57BrFmzkJubi0mTJiExMdHiZJ/bgYmRiMgNKLnG6CjvvvsuNBoNHnvsMRQXFyMuLg4ffvih/LpWq8X69esxcuRIREdHw9fXFwkJCZg+fbpjA1FI0VBqaWkpevXqhWPHjjnk5AsWLEDbtm3lcezo6Ghs2LDBIW2TKYPBgLNnz+Ls2bPcEo6InGLLli2YO3eu/Nzb2xvz58/H5cuXUVRUhDVr1lS6dhgREYH/+7//w7Vr13DhwgXMnj3b7C2kzHF0TqqgKDF6enrit99+c9jJGzRogJkzZyIzMxN79uxBz549MWDAABw8eNBh56ByZWVl+OSTT/DJJ59wSzgid+TkLeHU4OicVEHx5Junn34an376qUNO3r9/f/Tt2xfNmjVD8+bN8eabb8LPz0/eFYGIiBzDWTvfqM2ROamC4muMZWVl+Oyzz/DDDz+gQ4cO8PX1NXl9zpw5dgWi1+uxcuVKFBUVyTOWblZcXIzi4mL5+c27MxARURVqYOKzxhk5SXFiPHDgAO655x4AwNGjR01ekyTlN7ncv38/oqOjcePGDfj5+WHt2rUWp+mmpqZi2rRpis9BROT2XPR+jI7OSYAdifGnn36y60SWtGjRAllZWcjPz8eqVauQkJCArVu3mk2OEydONNn7rqCgoNLWRUREVJkas1JvB0fnJOAWlmscP34cJ06cwH333QcfHx8IIezKzjqdDk2bNgUAdOjQARkZGXjvvffw8ccfV6pb1Ua2RERUBRftMVZwVE4C7Jh8c+nSJfTq1QvNmzdH3759kZOTA6B8Iecrr7xiVxDGDAaDyXVEIiK6dZLBtqOmcUZOUpwYk5KS4OnpiTNnzqBWrVpy+aBBg7Bx40ZFbU2cOBHbtm3DH3/8gf3792PixInYsmUL4uPjlYZFVmi1WvTo0QM9evTglnBE7sgFl2sAjs1JFRQPpX7//ffYtGkTGjRoYFLerFkznD59WlFbeXl5GDJkCHJychAYGIi2bdti06ZNePDBB5WGRVZotVrcf//9aodBRCpx1WuMjsxJFRQnxqKiIpOsXOHy5cuKr/85eu0JERFZ4KLXGB2ZkyooHkq999578fnnn8vPJUmCwWDArFmz8MADD9gVBDmfEAJ5eXnIy8uDEDXwt5+Ibo2LDqU6Iycp7jHOmjULvXr1wp49e1BSUoLx48fj4MGDuHz5Mnbs2GFXEOR8paWlWLBgAYDya7s6nU7liIjodnLVoVRn5CTFPcbWrVvj6NGj6N69OwYMGICioiIMHDgQ+/btw1133WVXEERE5GQu2mN0Rk6yax1jYGAg/v3vf9t1QiIiuv1ctccIOD4n2ZUYr1y5gk8//RSHDx8GAERGRmLo0KGoU6eOwwIjIiIHctHJN4Djc5LiodRt27ahUaNGmDdvHq5cuYIrV65g3rx5aNy4MbZt22ZXEERE5FyuencNZ+QkxT3GxMREDBo0CAsWLJAXiuv1erz44otITEzE/v377QqEiIicyEV7jM7ISYp7jMePH8crr7xisnuKVqtFcnIyjh8/rjgAIiJyPlftMTojJylOjPfcc488jmvs8OHDiIqKsisIcj6tVovo6GhER0dzSzgid+Sis1KdkZNsGkr97bff5Mcvv/wyRo8ejePHj6Nr164AgJ07d2L+/PmYOXOmXUHcqpKSEpSUlFQq12g08PDwMKlniSRJ8PT0tKtuaWmpxUXzzqoLwGQtoi11e/fuDaD8xp5VfT7jdsvKymAwWN5Z2NPTU97B3lxdjeffu9sbSv+OT5IEzG18r9GW1zHoAUCS6xq3Y0wYJNN2NYCklSx+Pg8PD2g05X8P6vV66PV6i5/N+Henot0KN7evtN2KugaDAWVlZRbrarVa+Q+Z6lBXCIHS0lKH1DX+/+msukDV/5er63eE09TAxGeOs3OSJGzYBkWj0UCSJKs7pkiSVOUXgqMVFBQgMDAQEyZMgLe3d6XXmzVrhqeeekp+PmPGDIu/dBEREXj22Wfl52+//TauXbtmtm5YWBiGDx8uP587dy7y8/PN1q1Xrx5efPFF+fmHH36ICxcumK0bGBiIMWPGyM8XLVqEc+fOma1bq1YtjBs3Tn6+ZMkSi/sCenp64rXXXpOfL1++HMeOHTNbFwBSUlLkxytXrsShQ4cs1jXeLGDdunX49ddfLdbd/f4plF0vT5yN4psh7E7LCXfPj0Dx9fJE1KilwJ1VLEfa+9EJXL9Y/iUVft8daHhfPYt1n3/+edx5550AgB07duCHH36wWDchIQHDm5T/jOt3qoO7+oZZrPvkk0+iefPmAICsrCx88803Fuv+85//RKtWrQAABw8exKpVqyzWHTBgANq1aweg/CasK1assFi3T58+6Ny5MwDgjz/+wNKlSy3WjY2NRUxMDADg7Nmz+OSTTyzW7dGjh7zPbl5enrxRhDnR0dHyH2BXr17Fe++9Z7Fux44d0a9fPwDl23rNnj3bYt2oqCg88sgjAMoTUmpqqsW6kZGRePzxx+XnVd3cvDp+R7zzzjsYO3Ys8vPzERAQYDF2W1V8T7YeMQNaXeXvSWP6khs4sPA1h53bWZydk2zqMZ46dUpxw1S9CCHk/5jWfpke1Pz9pdLyn+G4o1Wgxbr9/Z+GoVRA4+WNpv2CEdymiv9MzRsB//sju8xbA8ByYtRm50H7V/kvtFTfH4Cf5XYNBoiKX35D1Z9tVNfXUHjuBgDgzui6aPxgiMW6Yx+YijTDSgDA7t27sWHDBot1J/VPxZVjhXJ9R3l76Hzk/XoVAFC7mR9aPdXIoe2TG3GhyTfOzkk29Rirq4q/hC5cuGD2r5vqOkyixlAqAPmv7HHjxsk/l/7+T1eqZzI0qZUgVXEluqKuxssbkhaQNDcNed7d5O+6Rn+4FTX2NXuB23/7yfK6ZabDo/r8q+YDEIabhlIlSFVcQjXoJfk/v8nwqKicpA1lAmn68kR38/DozT83Q5kABJBmWOmQodSK9oVe/B2aBPz3+jKL7XIotXJdoOYNpV66dAl33HGHw3uMbZ63rce4/5Pq32N0NrsW+J87dw7bt29HXl5epWtKL7/8skMCU0Kn09m096eS/UGV1DX+pa6udY3/E3t4eMifzzipmCP0AsLGkQihL69vwsJ7hZDMvmScEOW6hirivOnLRhiEuRz3N6MLm8JQXt9cOzcz/sIHqv653Vy3KhqNxuzvmtn2he2/l5bavdW6kiTVqLqA8/7fV4fvCEVcqMd4M0fnJMWJccmSJXjhhReg0+lQt25deeIFUP4Lq0ZiJCKiqrnqlnDOyEmKE+PkyZMxZcoUTJw4UR4OIiKias6Aqi7r/12nhnFGTlKcGK9du4bBgwczKRIR1SCu2mN0Rk5S3NKwYcOwcqVjZ94REZGTuegCf2fkJMU9xtTUVDz88MPYuHEj2rRpU+lC8Zw5cxwWHBEROYYkBCRr6/5q4CIFZ+QkuxLjpk2b0KJFCwCodKGTqieNRoOOHTvKj4nIzbjorFRn5CTFifGdd97BZ599ZrIDBFV/Hh4e8i4jROR+XPUaozNykuLE6OXlJW8lRURENYSL9hidkZMUj6mNHj0a77//vkODIOcTQqCoqAhFRUVWd8ghItfjqredckZOUtxj3L17N3788UesX78erVq1qnShc82aNQ4LjhyntLRU3qTZeONvInITLtpjdEZOUpwYg4KCMHDgQMUnMic1NRVr1qzB77//Dh8fH3Tr1g1vvfWWfBGViIgcQzKUH9bq1DSOzEkVFCfGxYsXO+zkW7duRWJiIjp16oSysjK89tpr6N27Nw4dOgRfX1+HnYeIiGrmUKk1jsxJFezaRNxRNm7caPJ8yZIlCA4ORmZmJu677z6VoiIickFCWN0s3+rrbkJxYmzcuHGVa0NOnjxpdzAV9wusU6eO2deLi4tRXFwsPy8oKLD7XERE7sRVl2s4IycpTozGd5gHyid17Nu3Dxs3bjS5o7xSBoMBY8aMQUxMDFq3bm22TmpqapV34yYiIgtcdPKNM3KS4sQ4evRos+Xz58/Hnj177AoCABITE3HgwAFs377dYp2JEyciOTlZfl5QUIDw8HC7z0lE5C5cdfKNM3KSw/YG69OnD1avXm3Xe0eNGoX169fjp59+QoMGDSzW8/LyQkBAgMlBttFoNIiKikJUVBS3hCNyRy66ibglt5KTHDb5ZtWqVRavDVoihMBLL72EtWvXYsuWLWjcuLGjwqGbeHh44JFHHlE7DCJSiateY7TEnpxUQXFibN++vcmFTiEEcnNzceHCBXz44YeK2kpMTMTy5cvxzTffwN/fH7m5uQCAwMBA+Pj4KA2NiIgscdFZqY7MSRUUJ8abex0ajQb16tXD/fffj5YtWypqa8GCBQCA+++/36R88eLF3KTcwYQQKC0tBQB4enryTihEbsYZ1xht2aTlxo0beOWVV/Dll1+iuLgYcXFx+PDDDxESEiLXOXPmDEaOHImffvoJfn5+SEhIQGpqKjw8rKcoR+akCooTY0pKil0nMod7dt4+paWlSE1NBcAt4YjckTOGUm3ZpCUpKQn//e9/sXLlSgQGBmLUqFEYOHAgduzYAQDQ6/Xo168fQkND8csvvyAnJwdDhgyBp6cnZsyYYTUGR+akCqou8CciotvECUOp1jZpyc/Px6efforly5ejZ8+eAMpHBO+++27s3LkTXbt2xffff49Dhw7hhx9+QEhICNq1a4fXX38dr776KqZOnarKH/E2T0/UaDTQarVVHrZ0e4mI6PZTcneNgoICk8N4Y5Wq3LxJS2ZmJkpLSxEbGyvXadmyJRo2bIj09HQAQHp6Otq0aWMytBoXF4eCggIcPHjQ4rmcmZNsftfatWstvpaeno558+bBYKiBi2CIiNyBggX+N68PT0lJwdSpU6t8q7lNWnJzc6HT6RAUFGRSNyQkRJ5smZuba5IUK16veM0SZ+YkmxPjgAEDKpUdOXIEEyZMwHfffYf4+HhMnz7driCIiMi5lFxjzM7ONlkn7uXlZbV9WzZpcSRn5iS7VnqfO3cOw4cPR5s2bVBWVoasrCwsXboUERERdgVBREROZhC2HUCljVSsJUZLm7SEhoaipKQEV69eNal//vx5hIaGynXOnz9f6fWK12zh6JykKDHm5+fj1VdfRdOmTXHw4EFs3rwZ3333ncW9TYmIqJpwws43QgiMGjUKa9euxY8//lhpk5YOHTrA09MTmzdvlsuOHDmCM2fOIDo6GgAQHR2N/fv3Iy8vT66TlpaGgIAAREZGVnl+Z+Ukm4dSZ82ahbfeeguhoaFYsWKF2W4sVV8ajUb+JeOWcETuR4INQ6kK27S2SUtgYCCGDRuG5ORk1KlTBwEBAXjppZcQHR2Nrl27AgB69+6NyMhIPPPMM5g1axZyc3MxadIkJCYmVtlTdWZOkoSNiwk1Gg18fHwQGxsLrVZrsd6aNWscFpw1BQUFCAwMRH5+PvdNtdODmscd0o7Gy9v8C63uMltc2MjPbHnA1uNmy8suXzHfvlB4cV2y8EeBhXbSDCvNllv6uVmqr5Sz26fqy9HfaxXtde85FR4eFv6f/k9Z2Q1s/3Gqzee2tFGI8SYtFQv8V6xYYbLA33iY9PTp0xg5ciS2bNkCX19fJCQkYObMmVXOKnVmTrK5xzhkyBDulkJEVFM54bZTtvSrvL29MX/+fMyfP99inYiICPzf//2fonM7MyfZnBiXLFnilACIiMj5JCEgWUlk1l6vTpyZk7gi302UlJRwSzgid2b432GtDjEx3m6Kr+kpvCYmWRhr1+i0iB7fHADwj9pDYSgV/ys3nyA1gRauL1ioX9yyvtnyvxqYr1939yWz5UqvJap1zc1R1x6dXZ+ogqv1GJ2JiZGIyB044Rqjq2JiJCJyBy56P0ZnYGIkInIDzrjtlKtiYiQicgfsMdqMiZGIyA1IhvLDWh1iYnQbwgBcPl4oPyYiN2O0SXiVdYiJ0V0IvcDhr86qHQYRqYTLNWzHxEhE5A54jdFmTIxERO5AwPrONsyLAJgY3YbGU0LnMU0BALvnHpd3viEi98ChVNsxMboRrY73YSRyWwI2DKXelkiqPSZGIiJ3wGuMNlO1C7Ft2zb0798fYWFhkCQJ69atUzMcIiLXZbDxIHUTY1FREaKioqq8gSUREd26imuM1g5SeSi1T58+6NOnj5ohEBG5B4MNW98Y2GUEatg1xuLiYhQXF8vPCwoKVIyGiKgG4TVGm9WoaYqpqakIDAyUj/DwcLVDqjkEkH/6GvJPX+PMMyJ3xGuMNqtRiXHixInIz8+Xj+zsbLVDqjEMZQIH/pONA//JhqGMmZHI3fAao+1q1FCql5cXvLy81A6DiKjm4VCqzWpUYiQiIjsZbLhTMe+uAUDlxFhYWIjjx4/Lz0+dOoWsrCzUqVMHDRs2VDEy16PxlNAxsQkAYM/8k9wSjsjdsMdoM1UT4549e/DAAw/Iz5OTkwEACQkJWLJkiUpRuS5PXw4QELkvGxIjZ+YBUDkx3n///RD8C4WIyPnYY7QZuxBERO5ArweEvuo6BiuvuwkmRiIid8Aeo82YGImI3IFBwOo1RM5KBcDESETkHthjtBkTo7sQwF/nrsuPicjN8EbFNmNidBOGMoHfFp9ROwwiUgt7jDZjYiQicgcGG3YJ522nADAxEhG5B/YYbcbE6CY0HhLav9AYALDv41O8wwaRu2FitBkTo7uQAO8gT/kxEbkXoddDWFngL7jAHwATIxGRexDC+jpF9hgBuHFibLT0LbPlfyS8ar7+orfN1x8+zmx54/ffMVvuPamb2fKg7ufNluceqWe23Dfb/D2mSwLNFgMR1xB9ogwAcPLjSJRpyruN3od8zFYv9TXfTK0c8+WW7mYTvOsvs+WGY6fMlqfpvzLfUA2RZlhZreoTyYQNC/yZGAG4cWIkInIrBgMgWZl1KjgrFWBiJCJyD+wx2oyJkYjIDQiDAcJKj1GwxwiAidFtCABXdX8/JiI3wx6jzZgY3YReI+GbCE+1wyAitRiE5VlyFZgYAQDmpzYSEZFrEaJ8ck2Vh32Jcf78+WjUqBG8vb3RpUsX7N6928HB315MjEREbkAYhE2HUl999RWSk5ORkpKCvXv3IioqCnFxccjLy3PCp7g9mBjdhNYgMOB0KQacLoWWNyMlcjtCr7fpUGrOnDkYPnw4hg4disjISHz00UeoVasWPvvsMyd8ituD1xjdhAQgqOTvx0TkXspEsdV1imUoBQAUFBSYlHt5ecHLy6tS/ZKSEmRmZmLixIlymUajQWxsLNLT0x0QtTqYGImIXJhOp0NoaCi25/6fTfX9/PwQHh5uUpaSkoKpU6dWqnvx4kXo9XqEhISYlIeEhOD333+3O2a1MTESEbkwb29vnDp1CiUlJTbVF0JAkkzHlcz1Fl0ZEyMRkYvz9vaGt7e3w9u94447oNVqcf686V7P58+fR2hoqMPPd7tUi8k3rjbVl4jIHeh0OnTo0AGbN2+WywwGAzZv3ozo6GgVI7s1qidGV5zqS0TkLpKTk7Fo0SIsXboUhw8fxsiRI1FUVIShQ4eqHZrdVE+MrjjVtzoSAAo9yg8u1iAiRxk0aBBmz56NKVOmoF27dsjKysLGjRsrTcipSVS9xqh0qm9xcTGKi4vl5zdPKSbL9BoJqxtzSzgicrxRo0Zh1KhRaofhMKr2GKua6pubm1upfmpqKgIDA+Xj5inFREREt0r1oVQlJk6ciPz8fPnIzs5WOyQiInIxqg6lKp3qa2n3BbJOaxB46M/y7Z42NtBCr+H+N0RE5qjaY3TVqb7VkQTgjmKBO4oFt4QjIqqC6gv8k5OTkZCQgI4dO6Jz586YO3dujZ/qS0RENZfqiXHQoEG4cOECpkyZgtzcXLRr167GT/UlIqKaS/XECLjeVF8iIqq5atSsVCIiImdjYiQiIjJSLYZS6fa4oVU7AiKi6o+J0U2UaSR81YRbwhERWcOhVCIiIiNMjEREREY4lOomtAaB2HPlW8L9EMYt4YiILGFidBMSgNDrQn5MRETmcSiViIjICBMjERGRESZGIiIiI5IQQqgdhL0KCgoQGBiI/Px8BAQEqB1OtVZSUoLU1FQA5Td81ul0KkdERObwe0197DESEREZ4axUN+LpyZ1viIis4VAqEVE1wu819XEolYiIyAgTIxERkRFeY3QTZWVl+PrrrwEATzzxBDw8+E9PRGQOvx3dhMFgwLFjx+THRERkHodSiYiIjDAxEhERGWFiJCIiMsLESEREZISJkYiIyEiNnpVasWlPQUGBypFUfyUlJbhx4waA8p8XNxEnqp4qvs9q8KZkNV6N3hLuzz//RHh4uNphEBE5XHZ2Nho0aKB2GG6pRidGg8GAc+fOwd/fH5Ik2fy+goIChIeHIzs722X2InS1z+Rqnwdwvc/Ez+McQgj89ddfCAsLg0bDq11qqNFDqRqN5pb+ogoICHCJ/9DGXO0zudrnAVzvM/HzOF5gYKCq53d3/HOEiIjICBMjERGREbdMjF5eXkhJSYGXl5faoTiMq30mV/s8gOt9Jn4eclU1evINERGRo7llj5GIiMgSJkYiIiIjTIxERERGmBiJiIiMuGVinD9/Pho1agRvb2906dIFu3fvVjsku23btg39+/dHWFgYJEnCunXr1A7plqSmpqJTp07w9/dHcHAwHnnkERw5ckTtsOy2YMECtG3bVl40Hh0djQ0bNqgdlsPMnDkTkiRhzJgxaodit6lTp0KSJJOjZcuWaodFKnK7xPjVV18hOTkZKSkp2Lt3L6KiohAXF4e8vDy1Q7NLUVERoqKiMH/+fLVDcYitW7ciMTERO3fuRFpaGkpLS9G7d28UFRWpHZpdGjRogJkzZyIzMxN79uxBz549MWDAABw8eFDt0G5ZRkYGPv74Y7Rt21btUG5Zq1atkJOTIx/bt29XOyRSk3AznTt3FomJifJzvV4vwsLCRGpqqopROQYAsXbtWrXDcKi8vDwBQGzdulXtUBymdu3a4pNPPlE7jFvy119/iWbNmom0tDTRo0cPMXr0aLVDsltKSoqIiopSOwyqRtyqx1hSUoLMzEzExsbKZRqNBrGxsUhPT1cxMrIkPz8fAFCnTh2VI7l1er0eX375JYqKihAdHa12OLckMTER/fr1M/m/VJMdO3YMYWFhaNKkCeLj43HmzBm1QyIV1ehNxJW6ePEi9Ho9QkJCTMpDQkLw+++/qxQVWWIwGDBmzBjExMSgdevWaodjt/379yM6Oho3btyAn58f1q5di8jISLXDstuXX36JvXv3IiMjQ+1QHKJLly5YsmQJWrRogZycHEybNg333nsvDhw4AH9/f7XDIxW4VWKkmiUxMREHDhyo8dd7WrRogaysLOTn52PVqlVISEjA1q1ba2RyzM7OxujRo5GWlgZvb2+1w3GIPn36yI/btm2LLl26ICIiAl9//TWGDRumYmSkFrdKjHfccQe0Wi3Onz9vUn7+/HmEhoaqFBWZM2rUKKxfvx7btm2r8Tdr1el0aNq0KQCgQ4cOyMjIwHvvvYePP/5Y5ciUy8zMRF5eHu655x65TK/XY9u2bfjggw9QXFwMrVarYoS3LigoCM2bN8fx48fVDoVU4lbXGHU6HTp06IDNmzfLZQaDAZs3b67x13xchRACo0aNwtq1a/Hjjz+icePGaofkcAaDAcXFxWqHYZdevXph//79yMrKko+OHTsiPj4eWVlZNT4pAkBhYSFOnDiB+vXrqx0KqcSteowAkJycjISEBHTs2BGdO3fG3LlzUVRUhKFDh6odml0KCwtN/rI9deoUsrKyUKdOHTRs2FDFyOyTmJiI5cuX45tvvoG/vz9yc3MBlN+41cfHR+XolJs4cSL69OmDhg0b4q+//sLy5cuxZcsWbNq0Se3Q7OLv71/peq+vry/q1q1bY68Djx07Fv3790dERATOnTuHlJQUaLVaPPnkk2qHRmpRe1qsGt5//33RsGFDodPpROfOncXOnTvVDsluP/30kwBQ6UhISFA7NLuY+ywAxOLFi9UOzS7PPfeciIiIEDqdTtSrV0/06tVLfP/992qH5VA1fbnGoEGDRP369YVOpxN33nmnGDRokDh+/LjaYZGKeNspIiIiI251jZGIiMgaJkYiIiIjTIxERERGmBiJiIiMMDESEREZYWIkIiIywsRIRERkhImR3M79999fo+84b2zHjh1o06YNPD098cgjj6gdDpFLYGJ0Ec8++6zTvxjXrFmD3r17o27dupAkCVlZWZXq3LhxA4mJiahbty78/Pzw2GOPVdq0/WaNGjXC3LlzFcdj7/tcSXJyMtq1a4dTp05hyZIlaodj0ZYtWyBJEq5evap2KERWMTGSzYqKitC9e3e89dZbFuskJSXhu+++w8qVK7F161acO3cOAwcOvI1RupcTJ06gZ8+eaNCgAYKCgtQOh8g1qL0nHTlGQkKCGDBggMXXt2zZIjp16iR0Op0IDQ0Vr776qigtLZVfLygoEE899ZSoVauWCA0NFXPmzLG4B+apU6cEALFv3z6T8qtXrwpPT0+xcuVKuezw4cMCgEhPTzcbV48ePSrti1ph1apVIjIyUuh0OhERESFmz55t9X0XL14UgwcPFmFhYcLHx0e0bt1aLF++vNI5q9rbMysrS9x///3Cz89P+Pv7i3vuuUdkZGQIIYRISUkRUVFRJvXfffddERERIT+v+Ld48803RXBwsAgMDBTTpk0TpaWlYuzYsaJ27drizjvvFJ999pnFGIQQ4saNG+Kll14S9erVE15eXiImJkbs3r1bCPH3vwFs2E/2xo0bYvz48aJBgwZCp9OJu+66S3zyySfy69Z+NyIiIsS7775r0mZUVJRISUmRnwMQixYtEo888ojw8fERTZs2Fd98843FWCv28l25cqVo3bq18Pb2FnXq1BG9evUShYWFVf5ciJyNPUY3cPbsWfTt2xedOnXCr7/+igULFuDTTz/FG2+8IddJTk7Gjh078O233yItLQ0///wz9u7dq+g8mZmZKC0tRWxsrFzWsmVLNGzYEOnp6Wbfs2bNGjRo0ADTp09HTk4OcnJy5LaeeOIJDB48GPv378fUqVMxefJkebjQ0vtu3LiBDh064L///S8OHDiAESNG4JlnnsHu3btt/hzx8fFo0KABMjIykJmZiQkTJsDT01PRz+LHH3/EuXPnsG3bNsyZMwcpKSl4+OGHUbt2bezatQv/+te/8MILL+DPP/+02Mb48eOxevVqLF26FHv37kXTpk0RFxeHy5cvIzw8HDk5OQgICMDcuXORk5ODQYMGmW1nyJAhWLFiBebNm4fDhw/j448/hp+fHwDbfjdsNW3aNDzxxBP47bff0LdvX8THx8uxrl69GgBw5MgR5OTk4L333kNOTg6efPJJPPfcczh8+DC2bNmCgQMHQnD7ZlKb2pmZHKOqHuNrr70mWrRoIQwGg1w2f/584efnJ/R6vSgoKKjU07t69aqoVauWoh7jsmXLhE6nq1S/U6dOYvz48RZjN9cjeeqpp8SDDz5oUjZu3DgRGRlZ5fvM6devn3jllVfk59Z6jP7+/mLJkiVmX7O1xxgRESH0er1c1qJFC3HvvffKz8vKyoSvr69YsWKF2fMUFhYKT09PsWzZMrmspKREhIWFiVmzZsllgYGBVd555MiRIwKASEtLM/u6td8NIWzvMU6aNMkkfgBiw4YNQoi/7wJz5coVuU5mZqYAIP744w+L8ROpgT1GN3D48GFER0dDkiS5LCYmBoWFhfjzzz9x8uRJlJaWonPnzvLrgYGBaNGihRrhAiiPOSYmxqQsJiYGx44dg16vt/g+vV6P119/HW3atEGdOnXg5+eHTZs24cyZMzafOzk5Gc8//zxiY2Mxc+ZMnDhxQnH8rVq1gkbz93+vkJAQtGnTRn6u1WpRt25d5OXlmX3/iRMnUFpaavIz8PT0ROfOnXH48GGb46i4eXCPHj3Mvm7td0OJtm3byo99fX0REBBg8fMBQFRUFHr16oU2bdrg8ccfx6JFi3DlyhVF5yRyBiZGcpjQ0FCUlJRUmnl4/vx5hIaG3pYY3n77bbz33nt49dVX8dNPPyErKwtxcXEoKSmxuY2pU6fi4MGD6NevH3788UdERkZi7dq1AACNRlNpqK+0tLRSGzcPvUqSZLbMYDDYHJc9HHFz51v5zFV9Pq1Wi7S0NGzYsAGRkZF4//330aJFC5w6deqWYya6FUyMbuDuu+9Genq6yZfbjh074O/vjwYNGqBJkybw9PRERkaG/Hp+fj6OHj2q6DwdOnSAp6cnNm/eLJcdOXIEZ86cQXR0tMX36XS6Sr3Au+++Gzt27DAp27FjB5o3bw6tVmvxfTt27MCAAQPw9NNPIyoqCk2aNFH8OQCgefPmSEpKwvfff4+BAwdi8eLFAIB69eohNzfX5GdpbtnKrbrrrrug0+lMfgalpaXIyMhAZGSkze20adMGBoMBW7duNfu6td8NoPwzV1zDBYCCggLFyUun0wFApX8vSZIQExODadOmYd++fdDpdPIfIURqYWJ0Ifn5+cjKyjI5srOz8eKLLyI7OxsvvfQSfv/9d3zzzTdISUlBcnIyNBoN/P39kZCQgHHjxuGnn37CwYMHMWzYMGg0GpMhtsuXLyMrKwuHDh0CUJ70srKykJubC6B8+HXYsGFITk7GTz/9hMzMTAwdOhTR0dHo2rWrxbgbNWqEbdu24ezZs7h48SIA4JVXXsHmzZvx+uuv4+jRo1i6dCk++OADjB07tsr3NWvWDGlpafjll19w+PBhvPDCC1bXURq7fv06Ro0ahS1btuD06dPYsWMHMjIycPfddwMo3xzgwoULmDVrFk6cOIH58+djw4YNNrdvK19fX4wcORLjxo3Dxo0bcejQIQwfPhzXrl3DsGHDbG6nUaNGSEhIwHPPPYd169bh1KlT2LJlC77++msAsPq7AQA9e/bEF198gZ9//hn79+9HQkKC/MeJrSIiIiBJEtavX48LFy6gsLAQu3btwowZM7Bnzx6cOXMGa9aswYULF+SfNZFqVL3CSQ6TkJBQaUo8ADFs2DAhhH3LNTp37iwmTJgg11m8eLHZcxhPwrh+/bp48cUXRe3atUWtWrXEo48+KnJycqqMPT09XbRt21Z4eXmZXa7h6ekpGjZsKN5++22r77t06ZIYMGCA8PPzE8HBwWLSpEliyJAhJhOTqpp8U1xcLAYPHizCw8OFTqcTYWFhYtSoUeL69etynQULFojw8HDh6+srhgwZIt58802zyzWMmTuntclD169fFy+99JK44447Ki3XqGBt8k1FO0lJSaJ+/fpCp9OJpk2bmiwVsfa7kZ+fLwYNGiQCAgJEeHi4WLJkidnJN2vXrq0ytunTp4vQ0FAhSZJISEgQhw4dEnFxcfJylObNm4v333+/ys9CdDtIQnBuNFVWVFSEO++8E++8846iHgoRUU3noXYAVD3s27cPv//+Ozp37oz8/HxMnz4dADBgwACVIyMiur2YGEk2e/ZsHDlyBDqdDh06dMDPP/+MO+64Q+2wiIhuKw6lEhERGeGsVCIiIiNMjEREREaYGImIiIwwMRIRERlhYiQiIjLCxEhERGSEiZGIiMgIEyMREZERJkYiIiIj/w8ZyynoubpB4AAAAABJRU5ErkJggg==\n", + "image/png": 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", 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" ] @@ -473,20 +603,20 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 16, "id": "1a9c3bf6-60a5-442c-99a1-b3f0ca967a7b", "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "AnnData object with n_obs × n_vars = 7 × 10240\n", + "AnnData object with n_obs × n_vars = 7 × 10415\n", " obs: 'sex', 'individual', 'disease', 'cell_type', 'psbulk_n_cells', 'psbulk_counts'\n", " var: 'ensembl_gene_id', 'highly_variable', 'means', 'dispersions', 'dispersions_norm', 'highly_variable_nbatches', 'highly_variable_intersection', 'mean', 'std'\n", " layers: 'psbulk_props'" ] }, - "execution_count": 12, + "execution_count": 16, "metadata": {}, "output_type": "execute_result" } @@ -524,7 +654,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 17, "id": "93f1b99d-56b3-4088-9d56-92b071e01fc2", "metadata": {}, "outputs": [], @@ -536,7 +666,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 18, "id": "c0e71146-b441-48da-b3d2-f2252787759e", "metadata": {}, "outputs": [], @@ -553,7 +683,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 19, "id": "d4056b44-df95-43c6-b347-bf9fd8f5d82a", "metadata": {}, "outputs": [ @@ -565,16 +695,16 @@ "... done in 0.00 seconds.\n", "\n", "Fitting dispersions...\n", - "... done in 20.74 seconds.\n", + "... done in 12.25 seconds.\n", "\n", "Fitting dispersion trend curve...\n", - "... done in 4.48 seconds.\n", + "... done in 2.06 seconds.\n", "\n", "Fitting MAP dispersions...\n", - "... done in 18.63 seconds.\n", + "... done in 11.53 seconds.\n", "\n", "Fitting LFCs...\n", - "... done in 2.08 seconds.\n", + "... done in 1.07 seconds.\n", "\n", "Refitting 0 outliers.\n", "\n" @@ -588,7 +718,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 20, "id": "e8b7c4a5-f386-4e9e-92ba-bcd7bfd8624a", "metadata": {}, "outputs": [], @@ -599,7 +729,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 21, "id": "33353bda-170d-4407-ae58-5f5bf5f9ad95", "metadata": {}, "outputs": [ @@ -608,7 +738,7 @@ "output_type": "stream", "text": [ "Running Wald tests...\n", - "... done in 1.06 seconds.\n", + "... done in 0.48 seconds.\n", "\n", "Log2 fold change & Wald test p-value: disease COVID-19 vs normal\n" ] @@ -654,48 +784,48 @@ " \n", " \n", " A1BG\n", - " 76.991470\n", - " -0.153057\n", - " 0.131288\n", - " -1.165814\n", - " 0.243690\n", - " 0.606558\n", + " 70.471695\n", + " -0.162066\n", + " 0.141199\n", + " -1.147785\n", + " 0.251057\n", + " 0.614273\n", " \n", " \n", " A2M\n", - " 36.823917\n", - " -1.264486\n", - " 0.329905\n", - " -3.832878\n", - " 0.000127\n", - " 0.007581\n", + " 36.735027\n", + " -1.259564\n", + " 0.334068\n", + " -3.770386\n", + " 0.000163\n", + " 0.008154\n", " \n", " \n", " A2MP1\n", - " 16.824497\n", - " 0.402088\n", - " 0.748235\n", - " 0.537382\n", - " 0.591003\n", - " 0.850041\n", + " 15.628273\n", + " 0.651762\n", + " 1.016771\n", + " 0.641012\n", + " 0.521515\n", + " 0.811402\n", " \n", " \n", " AAAS\n", - " 19.126410\n", - " 0.224635\n", - " 0.375065\n", - " 0.598922\n", - " 0.549225\n", - " 0.827548\n", + " 18.305876\n", + " 0.245218\n", + " 0.412660\n", + " 0.594237\n", + " 0.552353\n", + " 0.827536\n", " \n", " \n", " AACS\n", - " 27.160725\n", - " 0.349745\n", - " 0.327737\n", - " 1.067152\n", - " 0.285903\n", - " 0.647263\n", + " 24.630203\n", + " 0.216561\n", + " 0.218214\n", + " 0.992428\n", + " 0.320989\n", + " 0.679457\n", " \n", " \n", " ...\n", @@ -708,84 +838,84 @@ " \n", " \n", " ZXDC\n", - " 30.410732\n", - " -0.319285\n", - " 0.324553\n", - " -0.983768\n", - " 0.325230\n", - " 0.675472\n", + " 30.181499\n", + " -0.306623\n", + " 0.318297\n", + " -0.963324\n", + " 0.335385\n", + " 0.692189\n", " \n", " \n", " ZYG11B\n", - " 111.220726\n", - " 0.237024\n", - " 0.287740\n", - " 0.823741\n", - " 0.410087\n", - " 0.742132\n", + " 101.884605\n", + " 0.279126\n", + " 0.337143\n", + " 0.827915\n", + " 0.407719\n", + " 0.741604\n", " \n", " \n", " ZYX\n", - " 83.023331\n", - " 0.318364\n", - " 0.241356\n", - " 1.319065\n", - " 0.187147\n", - " 0.544318\n", + " 81.599907\n", + " 0.292860\n", + " 0.202160\n", + " 1.448655\n", + " 0.147434\n", + " 0.485154\n", " \n", " \n", " ZZEF1\n", - " 904.379211\n", - " 0.018552\n", - " 0.236093\n", - " 0.078578\n", - " 0.937368\n", - " 0.982283\n", + " 820.790100\n", + " 0.028608\n", + " 0.233583\n", + " 0.122474\n", + " 0.902523\n", + " 0.971115\n", " \n", " \n", " ZZZ3\n", - " 60.281025\n", - " -0.083456\n", - " 0.282650\n", - " -0.295263\n", - " 0.767793\n", - " 0.922095\n", + " 59.928497\n", + " -0.068270\n", + " 0.275270\n", + " -0.248011\n", + " 0.804126\n", + " 0.934767\n", " \n", " \n", "\n", - "

10240 rows × 6 columns

\n", + "

10415 rows × 6 columns

\n", "" ], "text/plain": [ " baseMean log2FoldChange lfcSE stat pvalue \\\n", "gene_symbol \n", - "A1BG 76.991470 -0.153057 0.131288 -1.165814 0.243690 \n", - "A2M 36.823917 -1.264486 0.329905 -3.832878 0.000127 \n", - "A2MP1 16.824497 0.402088 0.748235 0.537382 0.591003 \n", - "AAAS 19.126410 0.224635 0.375065 0.598922 0.549225 \n", - "AACS 27.160725 0.349745 0.327737 1.067152 0.285903 \n", + "A1BG 70.471695 -0.162066 0.141199 -1.147785 0.251057 \n", + "A2M 36.735027 -1.259564 0.334068 -3.770386 0.000163 \n", + "A2MP1 15.628273 0.651762 1.016771 0.641012 0.521515 \n", + "AAAS 18.305876 0.245218 0.412660 0.594237 0.552353 \n", + "AACS 24.630203 0.216561 0.218214 0.992428 0.320989 \n", "... ... ... ... ... ... \n", - "ZXDC 30.410732 -0.319285 0.324553 -0.983768 0.325230 \n", - "ZYG11B 111.220726 0.237024 0.287740 0.823741 0.410087 \n", - "ZYX 83.023331 0.318364 0.241356 1.319065 0.187147 \n", - "ZZEF1 904.379211 0.018552 0.236093 0.078578 0.937368 \n", - "ZZZ3 60.281025 -0.083456 0.282650 -0.295263 0.767793 \n", + "ZXDC 30.181499 -0.306623 0.318297 -0.963324 0.335385 \n", + "ZYG11B 101.884605 0.279126 0.337143 0.827915 0.407719 \n", + "ZYX 81.599907 0.292860 0.202160 1.448655 0.147434 \n", + "ZZEF1 820.790100 0.028608 0.233583 0.122474 0.902523 \n", + "ZZZ3 59.928497 -0.068270 0.275270 -0.248011 0.804126 \n", "\n", " padj \n", "gene_symbol \n", - "A1BG 0.606558 \n", - "A2M 0.007581 \n", - "A2MP1 0.850041 \n", - "AAAS 0.827548 \n", - "AACS 0.647263 \n", + "A1BG 0.614273 \n", + "A2M 0.008154 \n", + "A2MP1 0.811402 \n", + "AAAS 0.827536 \n", + "AACS 0.679457 \n", "... ... \n", - "ZXDC 0.675472 \n", - "ZYG11B 0.742132 \n", - "ZYX 0.544318 \n", - "ZZEF1 0.982283 \n", - "ZZZ3 0.922095 \n", + "ZXDC 0.692189 \n", + "ZYG11B 0.741604 \n", + "ZYX 0.485154 \n", + "ZZEF1 0.971115 \n", + "ZZZ3 0.934767 \n", "\n", - "[10240 rows x 6 columns]" + "[10415 rows x 6 columns]" ] }, "metadata": {}, @@ -799,7 +929,7 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 22, "id": "44d25fe7-bef0-4332-8b9c-0244415599e4", "metadata": {}, "outputs": [ @@ -808,7 +938,7 @@ "output_type": "stream", "text": [ "Fitting MAP LFCs...\n", - "... done in 4.81 seconds.\n", + "... done in 2.44 seconds.\n", "\n", "Shrunk Log2 fold change & Wald test p-value: disease COVID-19 vs normal\n" ] @@ -854,48 +984,48 @@ " \n", " \n", " A1BG\n", - " 76.991470\n", - " -0.105706\n", - " 0.124897\n", - " -1.165814\n", - " 0.243690\n", - " 0.606558\n", + " 70.471695\n", + " -0.106885\n", + " 0.133309\n", + " -1.147785\n", + " 0.251057\n", + " 0.614273\n", " \n", " \n", " A2M\n", - " 36.823917\n", - " -1.073295\n", - " 0.341640\n", - " -3.832878\n", - " 0.000127\n", - " 0.007581\n", + " 36.735027\n", + " -1.062147\n", + " 0.346522\n", + " -3.770386\n", + " 0.000163\n", + " 0.008154\n", " \n", " \n", " A2MP1\n", - " 16.824497\n", - " 0.021326\n", - " 0.270667\n", - " 0.537382\n", - " 0.591003\n", - " 0.850041\n", + " 15.628273\n", + " 0.019693\n", + " 0.299477\n", + " 0.641012\n", + " 0.521515\n", + " 0.811402\n", " \n", " \n", " AAAS\n", - " 19.126410\n", - " 0.042230\n", - " 0.234263\n", - " 0.598922\n", - " 0.549225\n", - " 0.827548\n", + " 18.305876\n", + " 0.040897\n", + " 0.244583\n", + " 0.594237\n", + " 0.552353\n", + " 0.827536\n", " \n", " \n", " AACS\n", - " 27.160725\n", - " 0.087370\n", - " 0.237658\n", - " 1.067152\n", - " 0.285903\n", - " 0.647263\n", + " 24.630203\n", + " -0.144270\n", + " 0.454936\n", + " 0.992428\n", + " 0.320989\n", + " 0.679457\n", " \n", " \n", " ...\n", @@ -908,84 +1038,84 @@ " \n", " \n", " ZXDC\n", - " 30.410732\n", - " -0.078719\n", - " 0.223887\n", - " -0.983768\n", - " 0.325230\n", - " 0.675472\n", + " 30.181499\n", + " -0.080566\n", + " 0.225020\n", + " -0.963324\n", + " 0.335385\n", + " 0.692189\n", " \n", " \n", " ZYG11B\n", - " 111.220726\n", - " 0.068547\n", - " 0.211828\n", - " 0.823741\n", - " 0.410087\n", - " 0.742132\n", + " 101.884605\n", + " 0.065588\n", + " 0.231517\n", + " 0.827915\n", + " 0.407719\n", + " 0.741604\n", " \n", " \n", " ZYX\n", - " 83.023331\n", - " 0.128832\n", - " 0.209722\n", - " 1.319065\n", - " 0.187147\n", - " 0.544318\n", + " 81.599907\n", + " 0.152862\n", + " 0.187339\n", + " 1.448655\n", + " 0.147434\n", + " 0.485154\n", " \n", " \n", " ZZEF1\n", - " 904.379211\n", - " 0.006062\n", - " 0.178317\n", - " 0.078578\n", - " 0.937368\n", - " 0.982283\n", + " 820.790100\n", + " 0.011422\n", + " 0.179207\n", + " 0.122474\n", + " 0.902523\n", + " 0.971115\n", " \n", " \n", " ZZZ3\n", - " 60.281025\n", - " -0.023625\n", - " 0.196796\n", - " -0.295263\n", - " 0.767793\n", - " 0.922095\n", + " 59.928497\n", + " -0.020666\n", + " 0.196462\n", + " -0.248011\n", + " 0.804126\n", + " 0.934767\n", " \n", " \n", "\n", - "

10240 rows × 6 columns

\n", + "

10415 rows × 6 columns

\n", "" ], "text/plain": [ " baseMean log2FoldChange lfcSE stat pvalue \\\n", "gene_symbol \n", - "A1BG 76.991470 -0.105706 0.124897 -1.165814 0.243690 \n", - "A2M 36.823917 -1.073295 0.341640 -3.832878 0.000127 \n", - "A2MP1 16.824497 0.021326 0.270667 0.537382 0.591003 \n", - "AAAS 19.126410 0.042230 0.234263 0.598922 0.549225 \n", - "AACS 27.160725 0.087370 0.237658 1.067152 0.285903 \n", + "A1BG 70.471695 -0.106885 0.133309 -1.147785 0.251057 \n", + "A2M 36.735027 -1.062147 0.346522 -3.770386 0.000163 \n", + "A2MP1 15.628273 0.019693 0.299477 0.641012 0.521515 \n", + "AAAS 18.305876 0.040897 0.244583 0.594237 0.552353 \n", + "AACS 24.630203 -0.144270 0.454936 0.992428 0.320989 \n", "... ... ... ... ... ... \n", - "ZXDC 30.410732 -0.078719 0.223887 -0.983768 0.325230 \n", - "ZYG11B 111.220726 0.068547 0.211828 0.823741 0.410087 \n", - "ZYX 83.023331 0.128832 0.209722 1.319065 0.187147 \n", - "ZZEF1 904.379211 0.006062 0.178317 0.078578 0.937368 \n", - "ZZZ3 60.281025 -0.023625 0.196796 -0.295263 0.767793 \n", + "ZXDC 30.181499 -0.080566 0.225020 -0.963324 0.335385 \n", + "ZYG11B 101.884605 0.065588 0.231517 0.827915 0.407719 \n", + "ZYX 81.599907 0.152862 0.187339 1.448655 0.147434 \n", + "ZZEF1 820.790100 0.011422 0.179207 0.122474 0.902523 \n", + "ZZZ3 59.928497 -0.020666 0.196462 -0.248011 0.804126 \n", "\n", " padj \n", "gene_symbol \n", - "A1BG 0.606558 \n", - "A2M 0.007581 \n", - "A2MP1 0.850041 \n", - "AAAS 0.827548 \n", - "AACS 0.647263 \n", + "A1BG 0.614273 \n", + "A2M 0.008154 \n", + "A2MP1 0.811402 \n", + "AAAS 0.827536 \n", + "AACS 0.679457 \n", "... ... \n", - "ZXDC 0.675472 \n", - "ZYG11B 0.742132 \n", - "ZYX 0.544318 \n", - "ZZEF1 0.982283 \n", - "ZZZ3 0.922095 \n", + "ZXDC 0.692189 \n", + "ZYG11B 0.741604 \n", + "ZYX 0.485154 \n", + "ZZEF1 0.971115 \n", + "ZZZ3 0.934767 \n", "\n", - "[10240 rows x 6 columns]" + "[10415 rows x 6 columns]" ] }, "metadata": {}, @@ -999,7 +1129,7 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 23, "id": "e0c63ef9-722f-4b4c-bc9f-3d7d90402bfc", "metadata": {}, "outputs": [ @@ -1044,48 +1174,48 @@ " \n", " \n", " A1BG\n", - " 76.991470\n", - " -0.105706\n", - " 0.124897\n", - " -1.165814\n", - " 0.243690\n", - " 0.606558\n", + " 70.471695\n", + " -0.106885\n", + " 0.133309\n", + " -1.147785\n", + " 0.251057\n", + " 0.614273\n", " \n", " \n", " A2M\n", - " 36.823917\n", - " -1.073295\n", - " 0.341640\n", - " -3.832878\n", - " 0.000127\n", - " 0.007581\n", + " 36.735027\n", + " -1.062147\n", + " 0.346522\n", + " -3.770386\n", + " 0.000163\n", + " 0.008154\n", " \n", " \n", " A2MP1\n", - " 16.824497\n", - " 0.021326\n", - " 0.270667\n", - " 0.537382\n", - " 0.591003\n", - " 0.850041\n", + " 15.628273\n", + " 0.019693\n", + " 0.299477\n", + " 0.641012\n", + " 0.521515\n", + " 0.811402\n", " \n", " \n", " AAAS\n", - " 19.126410\n", - " 0.042230\n", - " 0.234263\n", - " 0.598922\n", - " 0.549225\n", - " 0.827548\n", + " 18.305876\n", + " 0.040897\n", + " 0.244583\n", + " 0.594237\n", + " 0.552353\n", + " 0.827536\n", " \n", " \n", " AACS\n", - " 27.160725\n", - " 0.087370\n", - " 0.237658\n", - " 1.067152\n", - " 0.285903\n", - " 0.647263\n", + " 24.630203\n", + " -0.144270\n", + " 0.454936\n", + " 0.992428\n", + " 0.320989\n", + " 0.679457\n", " \n", " \n", " ...\n", @@ -1098,87 +1228,87 @@ " \n", " \n", " ZXDC\n", - " 30.410732\n", - " -0.078719\n", - " 0.223887\n", - " -0.983768\n", - " 0.325230\n", - " 0.675472\n", + " 30.181499\n", + " -0.080566\n", + " 0.225020\n", + " -0.963324\n", + " 0.335385\n", + " 0.692189\n", " \n", " \n", " ZYG11B\n", - " 111.220726\n", - " 0.068547\n", - " 0.211828\n", - " 0.823741\n", - " 0.410087\n", - " 0.742132\n", + " 101.884605\n", + " 0.065588\n", + " 0.231517\n", + " 0.827915\n", + " 0.407719\n", + " 0.741604\n", " \n", " \n", " ZYX\n", - " 83.023331\n", - " 0.128832\n", - " 0.209722\n", - " 1.319065\n", - " 0.187147\n", - " 0.544318\n", + " 81.599907\n", + " 0.152862\n", + " 0.187339\n", + " 1.448655\n", + " 0.147434\n", + " 0.485154\n", " \n", " \n", " ZZEF1\n", - " 904.379211\n", - " 0.006062\n", - " 0.178317\n", - " 0.078578\n", - " 0.937368\n", - " 0.982283\n", + " 820.790100\n", + " 0.011422\n", + " 0.179207\n", + " 0.122474\n", + " 0.902523\n", + " 0.971115\n", " \n", " \n", " ZZZ3\n", - " 60.281025\n", - " -0.023625\n", - " 0.196796\n", - " -0.295263\n", - " 0.767793\n", - " 0.922095\n", + " 59.928497\n", + " -0.020666\n", + " 0.196462\n", + " -0.248011\n", + " 0.804126\n", + " 0.934767\n", " \n", " \n", "\n", - "

10240 rows × 6 columns

\n", + "

10415 rows × 6 columns

\n", "" ], "text/plain": [ " baseMean log2FoldChange lfcSE stat pvalue \\\n", "gene_symbol \n", - "A1BG 76.991470 -0.105706 0.124897 -1.165814 0.243690 \n", - "A2M 36.823917 -1.073295 0.341640 -3.832878 0.000127 \n", - "A2MP1 16.824497 0.021326 0.270667 0.537382 0.591003 \n", - "AAAS 19.126410 0.042230 0.234263 0.598922 0.549225 \n", - "AACS 27.160725 0.087370 0.237658 1.067152 0.285903 \n", + "A1BG 70.471695 -0.106885 0.133309 -1.147785 0.251057 \n", + "A2M 36.735027 -1.062147 0.346522 -3.770386 0.000163 \n", + "A2MP1 15.628273 0.019693 0.299477 0.641012 0.521515 \n", + "AAAS 18.305876 0.040897 0.244583 0.594237 0.552353 \n", + "AACS 24.630203 -0.144270 0.454936 0.992428 0.320989 \n", "... ... ... ... ... ... \n", - "ZXDC 30.410732 -0.078719 0.223887 -0.983768 0.325230 \n", - "ZYG11B 111.220726 0.068547 0.211828 0.823741 0.410087 \n", - "ZYX 83.023331 0.128832 0.209722 1.319065 0.187147 \n", - "ZZEF1 904.379211 0.006062 0.178317 0.078578 0.937368 \n", - "ZZZ3 60.281025 -0.023625 0.196796 -0.295263 0.767793 \n", + "ZXDC 30.181499 -0.080566 0.225020 -0.963324 0.335385 \n", + "ZYG11B 101.884605 0.065588 0.231517 0.827915 0.407719 \n", + "ZYX 81.599907 0.152862 0.187339 1.448655 0.147434 \n", + "ZZEF1 820.790100 0.011422 0.179207 0.122474 0.902523 \n", + "ZZZ3 59.928497 -0.020666 0.196462 -0.248011 0.804126 \n", "\n", " padj \n", "gene_symbol \n", - "A1BG 0.606558 \n", - "A2M 0.007581 \n", - "A2MP1 0.850041 \n", - "AAAS 0.827548 \n", - "AACS 0.647263 \n", + "A1BG 0.614273 \n", + "A2M 0.008154 \n", + "A2MP1 0.811402 \n", + "AAAS 0.827536 \n", + "AACS 0.679457 \n", "... ... \n", - "ZXDC 0.675472 \n", - "ZYG11B 0.742132 \n", - "ZYX 0.544318 \n", - "ZZEF1 0.982283 \n", - "ZZZ3 0.922095 \n", + "ZXDC 0.692189 \n", + "ZYG11B 0.741604 \n", + "ZYX 0.485154 \n", + "ZZEF1 0.971115 \n", + "ZZZ3 0.934767 \n", "\n", - "[10240 rows x 6 columns]" + "[10415 rows x 6 columns]" ] }, - "execution_count": 19, + "execution_count": 23, "metadata": {}, "output_type": "execute_result" } @@ -1199,13 +1329,13 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 24, "id": "955d3d4f-9fe6-40db-8560-f13aa9fe5935", "metadata": {}, "outputs": [ { "data": { - "image/png": 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ZYVSZOAghhFQP1IVKCCGEEKJgKIEjhBBCCFEwlMARhZaVlYV27dqhXbt2lb6VVlWIgxBCSPVAY+CIQpNIJLh8+TL/dXWPgxBCSPVALXCEEEIIIQqGEjhCCCGEEAVDCRwhhBBCiIKhBI4QQgghRMFQAkcIIYQQomAqNYG7cuUKunfvDnNzc3Ach8DAQP5cXl4efvzxR9SrVw+ampowNzfH0KFD8ebNm4/WOX/+fHAcJ/WqXbt2BT8JqUwaGhrQ0NCo7DCqTByEEEK+fpWawGVkZKBBgwbYtGmTzLnMzEzcvXsXc+bMwd27d3HkyBE8ffoUPXr0+GS9zs7OiI2N5V9Xr16tiPBJFaCpqYmMjAxkZGRAU1Oz2sdBCCGkeqjUdeA6d+6Mzp07yz2no6OD8+fPSx3buHEjmjVrhujoaNSoUaPYepWUlGBqalqusRJCCCGEVBUKNQYuJSUFHMdBV1f3o+XCw8Nhbm4OW1tbDBo0CNHR0R8tn5OTg9TUVKkXIYQQQkhVpTAJXHZ2Nn788Ud4eXlBW1u72HKurq4ICAjAmTNnsGXLFkRGRqJ169ZIS0sr9pqlS5dCR0eHf1lZWVXEI5AKkJ2dja5du6Jr167Izs6u9nEQQgipHjjGGKvsIACA4zgcPXoUvXr1kjmXl5eHPn36ICYmBkFBQR9N4D6UnJwMa2trrF69GiNGjJBbJicnBzk5Ofz71NRUWFlZISUlpVT3Il9eRkYGRCIRACA9Pb3Sxp9VlTgIIYQoptTUVOjo6JQ496jye6Hm5eWhX79+ePnyJS5evFjqhEpXVxcODg54/vx5sWVUVVWhqqr6uaESQgghhHwRVboLtTB5Cw8Px19//QUDA4NS15Geno6IiAiYmZlVQISEEEIIIV9epSZw6enpCAkJQUhICAAgMjISISEhiI6ORl5eHr777jsEBwdj7969EIvFiIuLQ1xcHHJzc/k6OnTogI0bN/Lvp0+fjsuXLyMqKgrXrl1D7969IRQK4eXl9aUfjxBCCCGkQlRqF2pwcDDc3Nz491OnTgUAeHt7Y/78+Th+/DgAoGHDhlLXXbp0Ce3atQMAREREICEhgT8XExMDLy8vJCYmwsjICK1atcKNGzdgZGRUsQ9DCCGEEPKFVGoC165dO3xsDkVJ5ldERUVJvd+/f//nhkUIIYQQUqVV6TFwhBBCCCFEVpWfhUrIx2hqapaopba6xEEIIaR6oBY4QgghhBAFQwkcIYQQQoiCoQSOKLTs7Gz07dsXffv2rfSttKpCHIQQQqqHKrOVVlVS2u0sSOWpKltYVZU4CCGEKKbS5h7UAkcIIYQQomAogSOEEEIIUTCUwBFCCCGEKBhK4AghhBBCFAwlcIQQQgghCoYSOEIIIYQQBUNbaRGFpqGhgfT0dP7r6h4HIYSQ6oESOKLQOI6rEmuuVZU4CCGEVA/UhUoIIYQQomAogSMKLScnBz4+PvDx8UFOTk61j4MQQkj1QFtpyUFbaSmOqrKFVVWJgxBCiGKirbQIIYQQQr5ylMARQgghhCgYSuAIIYQQQhQMJXCEEEIIIQqGEjhCCCGEEAVDCRwhhBBCiIKhnRiIQtPQ0EB8fDz/dXWPgxBCSPVACRxRaBzHwcjIqLLDqDJxEEIIqR6oC5UQQgghRMFQAkcUWk5ODsaPH4/x48dX+lZaVSEOQggh1QNtpSUHbaWlOKrKFlZVJQ5CCCGKibbSIoQQQgj5ylECRxRaTEwM/7Wenh6sra3h6+uLxMRE/ni7du3AcRw4joOqqiosLCzQvXt3HDlyRKa+wnJFX61atQIAREVFYcSIEahZsybU1dVhZ2eHefPmITc3V6oOkUiE5OTkinlgQgghBJ+RwOXl5eHVq1d4+vQp3r9/X54xEVIiL168QOvWrfn3Dx48wNatW3HhwgW0aNFC6udy1KhRiI2NRUREBA4fPgwnJycMGDAAo0ePlqnX398fsbGx/Ov48eMAgCdPnkAikWDbtm149OgR1qxZg61bt+Lnn3+u+IclhBBCiijVMiJpaWnYs2cP9u/fj1u3biE3NxeMMXAcB0tLS3Tq1AmjR49G06ZNKypeQnjjx4+HiooK/97Kygq1a9eGi4sL7OzsMGvWLGzZsgVAwdpspqamAABLS0s0b94ctWvXxvDhw9GvXz+4u7vz9ejq6vJli/L09ISnpyf/3tbWFk+fPsWWLVuwYMGCinpMQgghREaJW+BWr14NGxsb+Pv7w93dHYGBgQgJCcGzZ89w/fp1zJs3D/n5+ejUqRM8PT0RHh5ekXGTau79+/c4e/YsRo0aJXPO1NQUgwYNwoEDB/CxOTre3t7Q09OT25VaUikpKdDX1y/z9YQQQkhZlLgF7vbt27hy5QqcnZ3lnm/WrBmGDx+OrVu3wt/fH3///Tdq1apVboESUlR4eDgYY3B0dJR7vk6dOkhKSsK7d++KrUMgEMDBwQFRUVFSx728vCAUCvn3e/bsQa9evWSuf/78OTZs2ICVK1eW6RkIIYSQsipxAvf777+XqJyqqirGjBlT5oAIKQ1lZWVERkYCANTV1Ut9feEQgKLWrFkj1aVqZmYmc93r16/h6emJvn37YtSoUZBIJIiMjMSNGzfg5eVV6jgIIYSQ0iiXrbRSU1Nx8eJFODo6ok6dOuVRJSEfZW9vD47j8PTpU/Tp00fmfFhYGPT09D66vZVYLEZ4eLjMmE1TU1PY29sXe92bN2/g5uaGli1bYvv27QAKWvNsbGxkWvMIIYSQilCmWaj9+vXDxo0bAQBZWVlo0qQJ+vXrh/r16+Pw4cPlGiAh8hgYGKBjx47YvHkzsrKypM7FxcVh79696N+/v0zrWlG7d+9GUlKS3ASwOK9fv0a7du3QuHFj+Pv7QyCglXgIIYR8eWVqgbty5QpmzZoFADh69CgYY0hOTsbu3buxePHiUv1CJKSsNm7ciJYtW8LBwQHffPMNfvnlF4SHh2PGjBmwsLDAL7/8wpfNzMxEXFwc8vPzERMTg6NHj2LNmjUYO3Ys3NzcSnS/wuTN2toaK1eulBpfp6+vj1mzZiE6OhoA8PDhQ2hpafHnOY5DgwYNyunJCSGEVHdl2kpLXV0dz549g5WVFYYOHQpzc3MsW7YM0dHRcHJyQnp6ekXE+sXQVlqKIywsDE5OTgAKxsOZmpqiV69emDdvHgwMDAAULOR7+fJlAICKigoMDAzQuHFjDB8+HL1795aqj+M4HD16VO6khYCAAAwbNkxuHOnp6fxWWvIIhULk5+eX5REJIYRUA6XNPcrUAmdlZYXr169DX18fZ86cwf79+wEASUlJUFNTK0uVhBQrMT0Hv914iesRidBSU8K3jSzRua4pOI5DjRo1+HJJSUly9yANCgoq8b0+9veMj48PfHx85J7LyMjgv6a9UAkhhFS0Mg3gmTx5MgYNGgRLS0uYm5ujXbt2AAq6VuvVq1fieq5cuYLu3bvD3NwcHMchMDBQ6jxjDHPnzoWZmRnU1dXh7u5eovXlNm3aBBsbG6ipqcHV1RW3bt0qzeORKuR1chY6r/sb6y+E42bke1x8Eo9xe+/ip8MPP5psEUIIIV+zMiVw48aNw/Xr17Fr1y5cvXqVH8hta2uLxYsXl7iejIwMNGjQAJs2bZJ7fsWKFVi/fj22bt2KmzdvQlNTEx4eHsjOzi62zgMHDmDq1KmYN28e7t69iwYNGsDDwwPx8fGle0hSJaw8+xSJGbmQ/JurifPzwfJzcSD4FW5HJVVucIQQQkglKdMYuIrw4dgjxhjMzc0xbdo0TJ8+HUDBqvcmJiYICAjAgAED5Nbj6uqKpk2b8rNkJRIJrKysMHHiRPz0008lioXGwFUdteecRnaeBACQcvMwUm8ehrK+JSyH/g/eLW0w1c2aH3tWmV2XGRkZVSIOQgghiqnCxsBNnTq1xEGsXr26xGWLExkZibi4OKkFVXV0dODq6orr16/LTeByc3Nx584dzJw5kz8mEAjg7u6O69evF3uvnJwc5OTk8O9TU1M/O35SPsTiIn9fMAZR/U4Q1e8IxhjEkirxtwchhBDyxZU4gbt3716Jyn1s3a3SiIuLAwCYmJhIHTcxMeHPfSghIQFisVjuNU+ePCn2XkuXLqXNyKsgsYRBVVmIvJyC2Zs6zb/77xwD3OuYFHcpIYQQ8lUrcQJ36dKlioyjUs2cOVOqhTE1NRVWVlaVGBEBgL/D3yE957+lN5hEDE5QsEepkoBDUxs9KAs5hIaGAijbVlrlRV1dvUrEQQghpHool620KoKpqSkA4O3bt1J7Ub59+xYNGzaUe42hoSGEQiHevn0rdfzt27d8ffKoqqpCVVX184Mm5eppXBqEHAcxY8h5HYa4fT9BzboBDLtMAUR6SMzIhbmuOpydnSs7VAgEgioRByGEkOqhzAlccHAwDh48iOjoaOTm5kqdO3LkyGcHVrNmTZiamuLChQt8wpaamoqbN29i7Nixcq9RUVFB48aNceHCBX4yhEQiwYULFzBhwoTPjol8WaY6ahD/O8dGxcwB+h3HIjvqHiR5WVAXGkBXQ7mSIySEEEIqR5mWEdm/fz9atmyJsLAwHD16FHl5eXj06BEuXrwIHR2dEteTnp6OkJAQhISEACiYuBASEoLo6GhwHIfJkydj8eLFOH78OB4+fMjv+lB0lfwOHTrwM06BgskWO3bswO7duxEWFoaxY8ciIyOj2BX0SdXl4WwKfU0VCDiAEwih1dATRr1mQlXfHN81toCGihJyc3Mxf/58zJ8/X+YPiS+pqsRBCCGkmmBlUK9ePbZx40bGGGMikYhFREQwiUTCRo0axebOnVviei5dusQAyLy8vb0ZY4xJJBI2Z84cZmJiwlRVVVmHDh3Y06dPpeqwtrZm8+bNkzq2YcMGVqNGDaaiosKaNWvGbty4UarnS0lJYQBYSkpKqa4j5e/Bq2TWZPF5Zv3jCf7lvesmGzRkiMzPzeTJk1lWVhZ/bVBQEHNzc2N6enpMXV2d2dvbs6FDh7KcnBzGmOzPn6GhIevcuTN78OCBVAze3t58GWVlZWZnZ8cWLFjA8vLyGGOMZWVlsUGDBvFlunXr9uU+IEIIIV+F0uYeZUrgNDQ0WGRkJGOMMX19ff4X3uPHj5mpqWlZqqxSKIGrWnLzxexCWBzbf+sle/S64Hvi7e3NPD09WUREBJ84aWtrsx9++IExxtijR4+YmpoamzFjBnv48CF7/vw5O336NBs5ciTLzMxkjP2XwD19+pTFxsayO3fusPbt2zMrKys+ySt6r9jYWBYVFcU2b97MOI5jS5YsYYwxlp6ezkaMGEEJHCGEkDIrbe5Rpi5UPT09pKWlAQAsLCz42XfJycnIzMwsS5WEFEtZKED72ibo37QGnMz/W9xQVVVVasmYdu3a4fz58wCAc+fOwdTUFCtWrEDdunVhZ2cHT09P7NixQ2aWqLGxMUxNTdGoUSNMnjwZr169kll2RlVVFaamprC2tsbYsWPh7u6O48ePAwA0NTWxbt26inp8QgghREaZErg2bdrwvyj79u0LX19fjBo1Cl5eXujQoUO5BkhISd28eRMqKioACmYxx8bG4sqVK1Jl0tLS8OTJE0RFRUEikUidS0lJwf79+wGAr6c46urqNNaNEEJIpSnTLNSNGzfy+5HOmjULysrKuHbtGvr06YPZs2eXa4CEFOfEiRNSLXDv3r3j99Xt27cvzp49i7Zt28LU1BTNmzeHmZkZdHV1+SVjCvfHtbS0BFCwHRYA9OjRA7Vr15Z7T8YYLly4gLNnz2LixIkV9myEEELIx5QpgdPX1+e/FggEJd5jlJDy5ObmhlWrVqFBgwYAgCFDhqBPnz4AAKFQCH9/fyxevBgXL15EYGAgfvvtNwgEAowaNQpaWlp8d//58+ehr6+PGzduYMmSJdi6davMvU6cOAGRSIS8vDxIJBIMHDgQ8+fP/2LPSgghhBRVpi5Ud3d3BAQE0J6hpFJpamrCzs6Of3/79m34+flJlbGwsMDgwYPRsmVLjB8/Hvn5+QgODgZQ0JoGAJmZmXB0dIS3tzdGjhyJ/v37y9zLzc0NISEhCA8PR1ZWFnbv3k0b1hNCCKk0ZUrgnJ2dMXPmTJiamqJv3744duwY8vLyyjs2Qj5JTU0Nt27dwq1bt/Dzzz9j9uzZyMrKkiojkUiQnp4OdXV1iEQimbFrSUlJ/Nfjx49HaGgojh49KlVGU1MT9vb2qFGjBpSUZBuuC+Po2rUrBIIy/bMihBBCSqxMv2nWrVuH169fIzAwEJqamhg6dChMTEwwevRoXL58ubxjJKRYQqEQTZs2RdOmTdG/f38IhUJs2rQJ27Ztw9ixY3Hu3DlERUUhMzMT58+fx7t37+Do6ChVh4GBAf+1hoYGRo0ahXnz5vEtdCXx9OlTKCsrQyAQIDU1VWqBakIIIaS8lbmpQCAQoFOnTggICMDbt2+xbds23Lp1C+3bty/P+AgpMSUlJUyYMIFfOiQ9PR1jxoyBs7Mztm3bhpiYGAwYMAA2NjYAAI7jAABOTk5S9UyYMAFhYWE4dOhQie/dpUsXuLi44M8//0RQUBBcXFzg4uJSbs9GCCGEFMWx0jQzyBEXF4f9+/djz549uHv3Lpo1a4YbN26UV3yVIjU1FTo6OkhJSYG2tvanLyCVJjc3l1+DzdfXt9jlPxhjuHz5Mq5evQqxWAwAMDIyQp8+faRmslZ0HIQQQog8pc09ypTApaam4vDhw9i3bx+CgoJga2uLQYMGYdCgQVKDyhUVJXCKIyMjAyKRCEDB3rqfmliQnZ2NuLg4qKmpwcTEhG+F+9JxEEIIIUWVNvco0zIiJiYm0NPTQ//+/bF06VI0adKkLNUQ8sWpqanxXaiEEEKIoipTAnf8+HF06NCBZtsRQgghhFSCMiVwHTt2BFCwkv3Tp08BAI6OjjA2Ni6/yAghhBBCiFxlakJLS0vDkCFDYGFhgbZt26Jt27b8gqkpKSnlHSMhhBBCCCmiTAncyJEjcfPmTZw4cQLJyclITk7GiRMnEBwcjO+//768YySEEEIIIUWUqQv1xIkTOHv2LFq1asUf8/DwwI4dO+Dp6VluwRFCCCGEEFllSuAMDAygo6Mjc1xHRwd6enqfHRQhJaWmpoZLly7xX1f3OAghhFQPZVoHbvv27Th06BB+++03mJqaAihY0Nfb2xvffvutwnej0jpwhBBCCPmSvshCvi4uLnj+/DlycnJQo0YNAEB0dDRUVVVRq1YtqbJ3794tbfWVjhK4r5NEIsGzZ88QHR0NNTU11KtXj1qMCSGEVAlfZCHfXr16leUyQspdXl4etm/fDgAYPXo0lJWV5ZbLzs7Gr7/+itjYWAgEAjDGEBQUhG7duqFRo0ZfLA5CCCGkPHz2XqhfI2qBUxwl3cLq1KlTCA4Oxoc/7hzHYeLEiZ/dEkdbaRFCCPkcpc09SryMCOV5RFExxhASElLsz/DDhw+/cESEEELI5ylxAufs7Iz9+/cjNzf3o+XCw8MxduxYLFu27LODI6Q8MMaQl5cn9xzHccjKyvrCERFCCCGfp8Rj4DZs2IAff/wR48aNQ8eOHdGkSROYm5tDTU0NSUlJePz4Ma5evYpHjx5hwoQJGDt2bEXGTUiJCQQCmJubIzY2VqYVTiKR8BNxCCGEEEVR4ha4Dh06IDg4GMePH4exsTH27t2LCRMmYNCgQZg/fz7Cw8MxdOhQxMTEYPny5XLXiSOkpHx8fMBxnExLbmBgIDiO49+LxWL+awMDA+jp6aFz5874559/pK5LSkrCkiVLpI5xHAczMzM4Ojpiy5YtqF+/PrS1taGtrY0WLVrg9OnTFfBkhBBCyOcr9VZarVq1woYNGxASEoKkpCRkZ2cjJiYGf/75JyZMmEDLMpByo6amhuXLlyMpKUnuecYYvL29+fd37txBUFAQrKys0K5dOwQGBvLnjI2NoaKiAjMzMwCAkpISGjdujKFDh0IgEMDS0hLLli3DnTt3EBwcjPbt26Nnz5549OhRuT+Xj48PP5O7MFH98PX8+XOZsgBw5coVdO/eHebm5uA4TuoZiwoLC0OPHj2go6MDTU1NNG3aFNHR0eX+LIQQQipHmZYRIeRLcHd3x/Pnz7F06VKsWLFC5vzBgwelEhgbGxtoampi+/btSExMxMiRI9GxY0d+RqhAIMDo0aMhFoshEAikWvK6d+8uVfcvv/yCLVu24MaNG3B2dq6YB/yXp6cn/P39pY4ZGRnJLZuRkYEGDRpg+PDh+Pbbb+WWiYiIQKtWrTBixAgsWLAA2traePToEe0QQQghX5FSJ3AJCQnYtWsXrl+/jri4OACAqakpWrRogWHDhhX7i4eQ0hIKhViyZAkGDhyISZMmwdLSUur8vn374ODggNWrVwMAVFVV+XPTpk3DkSNHcP78eZl1C4VC4UfvKxaLcejQIWRkZKBFixYlilVVVRUnTpyQiaOk1xbuaPIpnTt3RufOnT9aZtasWejSpYtU0mtnZ1eqmAghhFRtpepCvX37NhwcHLB+/Xro6OigTZs2aNOmDXR0dLBhwwbUrl0bwcHBFRUrqYZ69+6Nhg0bYt68eTLnnj17hjp16qBr167o2rUrlJT++3ukTp06fJmSevjwIUQiEVRVVTFmzBgcPXoUTk5OJbpWSUlJbhxfmkQiwcmTJ+Hg4AAPDw8YGxvD1dW12K5WQgghiqlUv2kmTpyIvn37YuvWrVLdT0DBeKQxY8Zg4sSJuH79erkGSaq35cuXo3379pg+fbrMufJcn9DR0REhISFISUnBH3/8AW9vb1y+fLnESVxZnThxgl8EGChoZTt06FCZ6oqPj0d6ejqWLVuGxYsXY/ny5Thz5gy+/fZbXLp0CW3bti2vsAkhhFSiUiVw9+/fR0BAgEzyBhTM6JsyZQpcXFzKLThCAKBNmzbw8PDAzJkz4ePjwx93cHDA48ePERAQAAAYNGgQv4VVWFgYX6akVFRUYG9vDwBo3Lgxbt++jXXr1mHbtm2fvDYvLw979+6ViaMk3NzcsGXLFv795+ziIJFIAAA9e/bElClTAAANGzbEtWvXsHXrVkrgCCHkK1GqBM7U1BS3bt1C7dq15Z6/desWTExMyiUwQopatmwZGjZsCEdHR/7YgAEDMHDgQAwbNgwA0LdvXz5xWrVqFQwMDNCxY8cy31MikSAnJ6dEZXNzc+XGURKampp84vi5DA0NoaSkJNNqWKdOHVy9erVc7kEIIaTylSqBmz59OkaPHo07d+6gQ4cOfLL29u1bXLhwATt27MDKlSsrJFBSvdWrVw+DBg3C+vXr+WMDBgzA77//jj///BMA8PLlS+Tn52PTpk04fvw4Dh06JNWaJRaLERISIlWvqqoq6tSpg5kzZ6Jz586oUaMG0tLSsG/fPgQFBeHs2bNf5PnKi4qKCpo2bYqnT59KHX/27Bmsra0rKSpCCCHlrVQJ3Pjx42FoaIg1a9Zg8+bN/CKqQqEQjRs3RkBAAPr161chgRKycOFCHDhwgH/PcRx+++036OrqAgBcXFygpqaGFi1aICgoCN98843U9enp6TJd/HZ2dnj+/Dni4+MxdOhQxMbGQkdHB/Xr18fZs2c/qwWvIqSnp/NrxAFAZGQkQkJCoK+vz+8oMWPGDPTv3x9t2rSBm5sbzpw5gz///BNBQUGVFDUhhJDyxrEyjgLPy8tDQkICgIJum9J0GVV1qamp0NHRQUpKCrS1tSs7nGrhdXIWTj2IRVaeGN/YG6BRDT25Yy0/lJGRwU8ASE9P/6zxY5+jNHH4+PggOTkZgYGBUl9/qiwABAUFwc3NTaact7c3PxYQAHbt2oWlS5ciJiYGjo6OWLBgAXr27Fnm5yOEEFKxSpt7lDmB+5pRAvdl/Xo9CvOOPwKHglY1sYShk5MJNg1qBGXhx1e6qeoJHGMMWSEhyAkPh7KZOTRbtgD3iXXoCCGEVD+lzT1KvZXWx0RERKB9+/blWSX5yj1+k4q5xx6BMUDCALGk4O+J84/fYsffLyo5us+Tn5SEl15eeOk1EHFz5+HVqFGI6OSBnBeRlR0aIYQQBVeuCVx6ejouX75cnlWSr9wfd2IgFBR0leanv8f781uQ9fI+GIDfbyr23p2xs2Yh62Go1LG8uDi8GvM92L/LfRBCCCFlUapJDEVnAMrz+vXrzwqGVD9Jmbn8YrzZL+8jK+o+NBxb8ec+RVVVFQcPHuS/riwfxpH3Nh7pl4KAf5/tcno69IRC1FdXR170K2TevAnNEm7TRQghhHyoVAnc5MmTYWZmBhUVFbnnc3M//QuXkKIaWuki8F5B4i9ydoPIuWCAvpADGtXQ++T1SkpK6Nu3b4XGWBIfxpEVH88nb7mM4YfYNximr4/66uoAgLy4t5USJylecRNKCieOJCUlISQkBGvWrMGtW7eQmpqKWrVqYcaMGRg0aJBMfTExMbC1tYWDgwNCQ0NlzjPGsGPHDvj5+eHRo0dQUlKCvb09Bg8ejNGjR0NDQwOPHj3C3LlzcefOHbx8+RJr1qzB5MmTi32GZcuWYebMmfD19cXatWs/8xMhhFRlpepCtba2xpo1axAZGSn3dfLkyXIP0MbGBhzHybzGjx8vt3zhThFFX2pqauUeFykf3zaygKmOGt+NCgAcBzAAEzvUqrzAPpOKdQ1w//6ho8JxuGFfC2MMDPnzao4l3yGCVB3Xrl1D/fr1cfjwYTx48ADDhg3D0KFDceLECZmyhcsqpaam4ubNmzLnhwwZgsmTJ6Nnz564dOkSQkJCMGfOHBw7dgznzp0DAGRmZsLW1hbLli2DqanpR2O7ffs2tm3bhvr165fPwxJCqrRStcA1btwYd+7cKXatN47jynVvSqDgP6XC9eYAIDQ0FB07dvxoq4u2trbUQqYlWY6CVA4tNWX8MbYlFv75COcfv4WEAbVNtfBzlzpoaqP/yevz8/Nx9OhRAAUb31fWRvIycWhrQ9fLC0m//gow9t/PoFAIjaZNoVbB+6uSivHzzz9Lvff19cW5c+dw5MgRdOvWjT/OGIO/vz82b94MS0tL+Pn5wdXVlT9/8OBB7N27F4GBgVLLu9jY2KBHjx5ITU0FADRt2hRNmzYFAPz000/FxpWeno5BgwZhx44dWLx4cbk8KyGkaivVb7uFCxciMzOz2PNOTk6IjCzfGXZGRkZS75ctWwY7O7uP7unIcdwn/1olVYeFrjq2DWmC7DwxcvIl0FEv+ZqCOTk5/B8U6enplZbAyYvDZMZ0cEIhkvbsAcvNBQQCaHt6wHT+/EqJkVSMlJQU1KlTR+rYpUuXkJmZCXd3d1hYWKBly5ZYs2YNv7zM3r174ejoKHdtPo7joKOjU6oYxo8fj65du8Ld3Z0SOEKqiVL9tvtwf8UPKSsrV+h2Pbm5udizZw+mTp360Va19PR0WFtbQyKRoFGjRliyZAmcnZ2LLZ+TkyO152XhX7/ky1JTFkJN+etZI41TUoLJDzNgOG4c8l7HQMnYGEp6nx7XRyrPiRMn+PX8ChXtAfjQwYMH+a7Lovz8/DBgwAAIhULUrVsXtra2OHToEHx8fAAA4eHhUvv6fo79+/fj7t27uH37drnURwhRDOW6jEhFCwwMRHJyMv+foDyOjo7YtWsXjh07hj179kAikaBly5aIiYkp9pqlS5dCR0eHf1lZWVVA9KS6Eoo0oeboSMmbAnBzc0NISIjUa+fOnXLLXrp0CcOGDcOOHTuk/kBMTk7GkSNHMHjwYP7Y4MGD4efnx78vr6Emr169gq+vL/bu3UtjfQmpZsrU3+Ti4iK3BaxwwoC9vT18fHzkbvnzOfz8/NC5c2eYm5sXW6ZFixZoUWR5hpYtW6JOnTrYtm0bFi1aJPeamTNnYurUqfz71NRUSuIIqYY0NTVhb28vdUzeH3+XL19G9+7dsWbNGgwdOlTq3L59+5CdnS015o0xBolEgmfPnsHBwQEODg548uTJZ8d7584dxMfHo1GjRvwxsViMK1euYOPGjcjJyYGQdv4g5KtUphY4T09PvHjxApqamnBzc4ObmxtEIhEiIiLQtGlTxMbGwt3dHceOHSu3QF++fIm//voLI0eOLNV1ysrKcHFxkdoA/EOqqqrQ1taWehFCiDxBQUHo2rUrli9fjtGjR8uc9/Pzw7Rp06Ra8e7fv4/WrVtj165dAICBAwfi2bNncv+PZIwhJSWlRLF06NABDx8+lLpXkyZNMGjQIISEhFDyRshXrEwtcAkJCZg2bRrmzJkjdXzx4sV4+fIlzp07h3nz5mHRokXltoG2v78/jI2N0bVr11JdJxaL8fDhQ3Tp0qVc4iCEVF+XLl1Ct27d4Ovriz59+iAuLg4AoKKiAn19fYSEhODu3bvYu3cvateuLXWtl5cXFi5ciMWLF6Nfv344evQovLy8MHv2bHTq1AlGRkZ4+PAh1qxZg4kTJ6JXr17Izc3F48ePARSMAX79+jVCQkIgEolgb28PLS0t1K1bV+o+mpqaMDAwkDlOCPnKsDLQ1tZm4eHhMsfDw8OZtrY2Y4yxsLAwJhKJylK9DLFYzGrUqMF+/PFHmXNDhgxhP/30E/9+wYIF7OzZsywiIoLduXOHDRgwgKmpqbFHjx6V+H4pKSkMAEtJSSmX+EnFSU9PZyhYNo6lp6dX+zhI2Xl7e7OePXvKHL906RIDwJKSkpi3tzf/fS76atu2LWOMsQkTJjAnJye59cfGxjKBQMCOHTvGGCv4f23Lli2sadOmTENDg2lra7PGjRuzdevWsczMTMYYY5GRkR+9nzxt27Zlvr6+n/NREEIqQWlzjzK1wKmpqeHatWsyY0WuXbvGD6SVSCTlNqj2r7/+QnR0NIYPHy5zLjo6GgLBfz3BSUlJGDVqFOLi4qCnp4fGjRvj2rVrn5xBSxSTiooK/P39+a+rexyk7AICAuQeb9euHT/pICAgoNhyALBhw4Ziz5mamkrNaBUIBBgzZgzGjBlT7DU2NjalnvAQFBRUqvKEEMXEsdL+74CCrtIlS5Zg1KhR/CKTt2/fxs6dO/Hzzz9j1qxZWLNmDU6dOoXz58+Xe9AVLTU1FTo6OkhJSaHxcIQoqJzISCTu2ImM69chFImg07s39AcP4nfIIISQqqS0uUeZEjigYCHKjRs38jseODo6YuLEiRg4cCAAICsrS2G3saIEjhDFlv3sGaIGeIHl5ACFrV4cB81W38Bq2zZwAoVaQYkQUg18sQTua0YJnOLIz8/H2bNnAQAeHh6VupVWVYiDFHg1fgLSg4L+S94ASBjD3uQk3LaxwdPYWJw/f77cFtMlhJDPVdrc47N+y9y5cwdhYWEAAGdnZ7i4uHxOdYSUWk5ODr8HZWVvpVUV4iAFMq5ckUreACBNIsH+5GTYvE+Cr68vbG1tKyk6Qgj5fGX6LRMfH48BAwYgKCgIurq6AApWH3dzc8P+/ftl9i8lhJAvSkkJyMuTOqQjFOKkfS3oDxkCk2nTKikwQggpH2UaCDJx4kSkpaXh0aNHeP/+Pd6/f4/Q0FCkpqZi0qRJ5R0jIYSUinbnzoC8RWzFYmh7enz5gAghpJyVKYE7c+YMNm/ejDp16vDHnJycsGnTJpw+fbrcgiOEVDyO4z76mj9/PqKiosBxHIyNjZGWliZ1fcOGDTF//nz+fbt27eTWk5+fD6BgG6r27dtDX18fGhoaqFWrFry9vZGbmwugYBkMedfPnj0bAJCdnQ0fHx/Uq1cPSkpK6NWrl8wzGU32xV0VFfSJikSDZ0/h8eIFjqYkQ2/IYKg3bFghnyMhhHxJZepClUgkUFZWljmurKwMiUTy2UERQr6c2NhY/usDBw5g7ty5/OxyABCJREhISAAApKWlYeXKlViwYMFH6xw1ahQWLlwodUxJSQmPHz+Gp6cnJk6ciPXr10NdXR3h4eE4fPiw1BppAPD06VOpgbwikQhAwe4q6urqmDRpEg4fPiz3/jEZGRj97Cm827bFBl09XE9IwNzLQWjUuDE8S/CZEEJIVVemBK59+/bw9fXF77//zm8s//r1a0yZMgUdOnQo1wAJIRXL1NSU/1pHRwccx0kdA8AncBMnTsTq1asxfvx4GBsbF1unhoaGTB0AcO7cOZiammLFihX8MTs7O3h6yqZVxsbG/BjbojQ1NbFlyxYAwD///IPk5GSZMlu3bkXNmjWx+d+ZwR0AhA4YgLVr18q9FyGEKJoydaFu3LgRqampsLGxgZ2dHezs7FCzZk2kpqZ+dCVyQohi8/Lygr29vUzrWkmZmpoiNjYWV65cKefIpF2/fh3u7u5Sxzw8PHD9+vUKvS8hpHR8fHykhkHExcXB19cX9vb2UFNTg4mJCb755hts2bIFmZmZfDkbGxusXbtWpr758+ejoZxhEjExMVBRUZG7R3BUVBRGjBiBmjVrQl1dHXZ2dpg3bx4/rKOqKlMLnJWVFe7evYu//voLT548AQDUqVNH5j9MQiqaiooKNm7cyH9d3eOoaBzHYdmyZejevTumTJkCOzs7ueU2b96MnTt38u+///57rFq1Cn379sXZs2fRtm1bmJqaonnz5ujQoQOGDh0qs+6RpaWl1PuXL1/CwMCgRHHGxcXBxMRE6piJiQlSU1ORlZUFdXX1EtVDCPlyXrx4gW+++Qa6urpYsmQJ6tWrB1VVVTx8+BDbt2+HhYUFevToUaa6AwIC0K9fP1y5cgU3b96Eq6srf+7JkyeQSCTYtm0b7O3tERoailGjRiEjIwMrV64sr8crd2VerIrjOHTs2BEdO3Ysz3gIKRVlZWWMHz++ssOoMnF8CR4eHmjVqhXmzJmDffv2yS0zaNAgzJo1i39f2BUqFArh7++PxYsX4+LFi7h58yaWLFmC5cuX49atWzAzM+Ov+fvvv6GlpcW/19PTq5gHIoRUCePGjYOSkhKCg4OhqanJH7e1tUXPnj1LvS9wIcYY/P39sXnzZlhaWsLPz08qgfP09JQaWmFra4unT59iy5YtX0cCt379+hJXSkuJEPJ1W7ZsGVq0aIEZM2bIPa+jowN7e/tir7ewsMCQIUMwZMgQLFq0CA4ODti6davU5IiaNWvKHQNXEqampnj79q3Usbdv30JbW5ta3wipghITE3Hu3DksWbJEKnkriuO4MtV96dIlZGZmwt3dHRYWFmjZsiXWrFlT7H0AICUlBfr6+mW635dS4gRuzZo1JSrHcRwlcNXIu3fvMHfuXJw8eRJv376Fnp4eGjRogDZt2vDLPhTn0qVLaNeuHWJiYmBrawsHBweEhoYCKBjH8KmZjowxiMVi/P333wCAa9euYdasWfD19ZU7NqIiFY2jdevWEMpbg+wr0qxZM3z77bf46aefPrsuPT09mJmZISMjoxwiK9CiRQucOnVK6tj58+fRokWLcrsHIaT8PH/+HIwxme3tDA0NkZ2dDQAYP348li9fzp/78ccfZX7P5ObmwsnJSeqYn58fBgwYAKFQiLp168LW1haHDh2Cj49PsbFs2LChSre+AaWYxBAZGSn39dtvvyEsLIx//+LFi4qMt8rw8fHhxwMVFRgYyP+V8Kn1rArPF51F9+bNG9SrVw9t2rRBSkqKTB3q6upwdnbG9u3bZeIpOhC0MD6O46CsrAwTExN07NgRu3btKtelXvr06YN79+5h9+7dePbsGY4fP4527dqhXr16iI2N5V/9+vWDp6en1LGWLVsC+G9sQmpqKm7evAkAmD59ulRZS0tLLFy4UOoYULAmmJubG9zc3LB9+3bUr1+/3J6tNIrGUfifzdful19+wcWLF6WWHPmUbdu2YezYsTh37hwiIiLw6NEj/Pjjj3j06BG6d+9e4noeP36MkJAQvH//HikpKQgJCUFISAh/fsyYMXjx4gV++OEHPHnyBJs3b8bBgwcxZcqU0jwiIaSS3bp1CyEhIXB2dkZOTo7UuRkzZvD/9gtfY8aMkSqTnJyMI0eOYPDgwfyxwYMHw8/PT+79Xr9+DU9PT/Tt2xejRo0q/wcqR5+9YWOXLl0QEhJSLfcVVFNTw/Lly/H9999/dHxOcetZfSgiIgIdO3aEk5MTDh06JNXVU1hHVlYW/vzzT4wdOxZ2dnYfXbbF09MT/v7+EIvFePv2Lc6cOQNfX1/88ccfOH78+Gfv15mcnIy///4bQUFBaNu2LQDA2toazZo1kymrrq6OnJwcmaUlihubIBKJpD4noVAILS0tuUtTFNq4cWOV/4vpa+Lg4IDhw4fL/DHxMc2aNcPVq1cxZswYvHnzBiKRCM7OzggMDOR/hkqiS5cuePnyJf++cB/mwjEyNWvWxMmTJzFlyhSsW7cOlpaW2LlzJzw8aBcGQqoie3t7cBwn8wdhYW4hb+iDoaGhzFCND7s99+3bh+zsbKkxb4wxSCQSPHv2DA4ODvzxN2/ewM3NDS1btizV/2uVpUzLiBRV1kGFXwN3d3eYmppi6dKlHy1nbGwMU1NT/iUvgXvw4AFatWqFFi1aIDAwUOaHtbCOmjVrYtKkSahZsybu3r370fuqqqrC1NQUFhYWaNSoEX7++WccO3YMp0+fRkBAQKmf90OFSVZgYKDMX0YlVXRswuDBg7F///4yd6W5ubmV6TryHx8fH7nrqtnY2IAxJjM9f9u2bWCMSe3EEBQUVGwXtouLC3777Te8ePEC2dnZSEhIwOXLl6Va39q1awfG2EfHv0VFRYExJvMqql27drh37x5ycnIQERFRbHcJIaTyGRgYoGPHjti4cWO5Dqfw8/PDtGnTpFrp7t+/j9atW2PXrl18udevX6Ndu3Zo3Lgx/P39IRB8dnpU4ap+hFWYUCjEkiVLsGHDBsTExJS5nmvXrqFt27bo06cP9uzZ89GWMcYYzpw5g+joaKm/KEqqffv2aNCgAY4cOVLmeAspKSkhICAAu3fvhq6uLr755hv8/PPPePDgQYnrKG5sQkmVpiwA5OfnIzY2FklJSaW6rjhZWVl48+ZNuf6HQwgh1dHmzZuRn5+PJk2a4MCBAwgLC8PTp0+xZ88ePHnypNRji0NCQnD37l2MHDkSdevWlXp5eXlh9+7dyM/P55O3GjVqYOXKlXj37h3i4uIQFxdXQU9aPj67C3Xbtm0y6y1VJ71790bDhg0xb968YvvUP7WeVe/evdG/f39+HbGP1ZGTkwOJRIKFCxeiTZs2ZYq5du3apUqyPqZPnz7o2rUr/v77b9y4cQOnT5/GihUrsHPnzk+2eBSOTbh69Sp/rHBsQklaS169eoUffvihRHEyxnDjxg1cvnyZby20tLREr169Sry2WFH5+fk4c+YM7t27B4lEgry8vFLXQQgh5D92dna4d+8elixZgpkzZyImJgaqqqpwcnLC9OnTMW7cuFLV5+fnBycnJ9SuXVvmXO/evTFhwgScOnUK79+/x/Pnz/H8+XOZ39dVuZfxsxO4gQMHlkccCm358uVo3749pk+fLvf8p9az6tmzJ44ePYq///4brVu3/mgdOTk5uHXrFiZMmAB9fX2MHTu21PEyxso8HVseNTU1fk3AOXPmYOTIkZg3b94nk7DSjE2QJzg4GO/evePfa2trQyKR4MqVK9i4cSNycnL4v9hCQkJw7tw5qetfv36N3bt3Y8KECaVefPfUqVMICQnh/3FX5X/k5SU5ORn+/v7Q09Oj7khCSLn4cDiPmZkZNmzY8MldnaKiouQenz9/Pj+k42N1mJqaSu2/XNz/aXmvXyPRzw/pl6+AU1eHTvfu0B86BIIqsBwRdaGWgzZt2sDDwwMzZ86Ue75mzZqwt7fnXx/2rW/btg0DBgxA586di91iqLAOZ2dnDBs2DEOGDMEvv/xSpnjDwsJQs2bNMl1bEk5OTiXqUizp2ITiqKioYOTIkfz7ESNGwNzcHN26dUNISIhUc3vhEh9FMcaQlpaGR48elfDJCqSnp0slbx8qmlR+DZ48eYJx48bBwsICP/7442cNFyCEEEWRGxODyD59kHTgIPJev0bu8+d4t3YtokeMBKsCvS6f3QJHCixbtgwNGzaUWcOmJDiOw/bt2yEQCNClSxecPHnykzPyhEIhsrKySn2vixcv4uHDh+WynEJiYiL69u2L4cOHo379+tDS0kJwcDBWrFiBnj17fvTawrEJe/fulWne9vLywsKFC7F48eJixwOmpqbizp07MDU15XcDMTExgbKyMpKTk6XWAZJIJMWOeRMIBIiPjy/NYyMxMVEmeRMIBHwc8iYBKBqJRIKzZ89i3bp1OHv2LIyNjTFjxgx8//33UrslEELI1yph8xaI09KRkJMDbYEAKgIBwBiy7t5F6tlz0OnWtVLjoxa4clKvXj0MGjSoVDtWFMVxHLZu3YqhQ4eiS5cuCAoKkjofHx+PuLg4vHz5EocOHcJvv/32ySQpJycHcXFxeP36Ne7evYslS5agZ8+e6NatG4YOHVqmOIsSiURwdXXFmjVr0KZNG9StWxdz5szBqFGjPjqeD/j02IT4+HiZhViLevHiBRhjUFJSwjfffINvvvmGT/Zyc3ORmJjIl+U4DhoaGnLrYYxBR0enJI/L+3DPTgBScRgaGpaqvg+VdA0/GxsbqfUBbWxs0K9fP1y8eFGqvlOnTkFFRUVm1vKqVatgaGjID9S9cuUKOnfuDB0dHQiFQnTp0gXv3r3D7t27ER0djfnz51PyRgipNtIvXgTLz8eAl1FoE/Ecf2ekF5wQCpF+5XLlBgdqgStXCxcuxIEDB8p8Pcdx2LRpEwQCAbp27YoTJ07wY9UKW/aUlJRgZWWF77//XmrpBnnOnDkDMzMzKCkp8TskrF+/Ht7e3uUyRVpVVRVLly795DIqgOw4h+LGJuSLJXiQCMw/9hAv1JQQmZCBmoaaMuMdipuNNGzYMJnzHMehWbNmMkkxx3FQUlIq9eK/enp6sLOzQ2RkpFRCJRAIYGRkBAsLi1LVJ09J1/BbuHAhRo0ahdzcXERFRWHPnj1wd3fHokWL+L1Iu3TpgqFDh2Lo0KG4c+cOVFVV8fjxY8yePRsBAQEwNTXFixcvsGbNGly6dImfkLFkyRL89NNP5TpekhBCFAWnrAyO47DTqgZOp6bCQKgkda6ycaw6jL4updTUVOjo6CAlJUVuawupGGnZeRjidwshr5Ih5ACAg4QxzO/hDO+WNlJls7KysGrVKuTl5fG7MpiZmUEoFMLQ0BBjx46VSjwkEgn+/PNPqdX61dXV0bdv3zKNB8zIyMDvv/+O169f8/VnZ2fDw8MDbdu2/ayttArXYgsMDJQ6fvHiRXTo0AE7duzAyJEjYWNjg8mTJ2Py5MlS5ebNm4fFixfj8ePHfOKflpaGevXqYcCAAVi8eDFatGgBGxsbjB07FuvWrcOff/4JPT09jB49GuPGjUONGjVw9OhRqd09CCGkOnm7bDne//YbUGSyQyGr7dsgKuNKEMUpbe5BLXCkylhzPhwPYpKR/M/vyH//GobdC2b1zj/+CN/YG8Le+L8FkNXV1dG1a1f88ccf2LFjBwBg1qxZUFVVRY8ePWRajQQCAXr27InWrVvj1atXUFNTg52dXZl3o9DU1MSIESPw+vVrJCQk8FPdV6xYgfT09I9uklxWRdfwKzp540O+vr5YtGgRjh07xi+zoqWlhV27dsHDwwPh4eF4+vQpMjIy0KFDB9StWxfbt2/HwIEDi+1qJoSQ6sZwzPdIv3wZuYU9QBwHSCTQ7t4dmsWsGPElUQJXjeTl5UEoFMrtPs3NlyDiXTo0VZRQw6Byfon/cecVJAxQ1jNHytW90GrcHarmjhBwHHb+/QLzezhDTfm/li0XFxdoaWlhyZIlAABXV1e0bt36oyv46+vry2y1UlYcx8HS0hKWlpZfbCHfkqzhp6+vD2NjY5lu51q1aqFWrVo4cuQIOI6Dg4MDNm7cCDc3N+omJYSQDwh1dVHzj0NIPnwE6df+gUBdHdpdukCrQ4cq8X8mJXDVSLNmzfD+/XsMHToU3t7e/B5yB25HY9npJ0jKLBj7VNdcG6v6NYSjqdbHqitXjDGk5+QDADRqt4J62GVIsgsGjIoZw/7br3DyQSx83WthRKua/D+eooPq27dvXyEtX1VJSdfwKyzHGMO1a9ewbt06HDlyBGKxGEpKSvDy8sKvv/76BSImhBDFJdDUhP7QIdAfOqSyQ5FBs1Crkd27d8PT0xPr169HrVq10KpVK/jOX4kZ+27wyRsAhMWmof/260jOzP1isXEch8bWehBwACcQwrjPXKjbNpYqk5aTj8Unw3Aw+NUXi6uqKckafomJiYiPj0diYiKaNm2KVq1a4f79+3B0dETbtm1x7tw57Nu3D5cvV/4sKkIIIWVDCVw1Ur9+fWzbtg1xcXHYt28fRCIR1i/8EfF/LJAqJ2YMKZl5+OPOl12wdWrHggH3gg8amBiTgEkKBpFyADZefC53Ed3du3djx44duHz5cpnWyKvqCtfw69OnT7Fl4uLi8O233wIADhw4ACMjI5w6dQrTpk3Dq1evsHv3bri5uWHs2LEYPnw47eFKCCEKihK4akhdXR1eXl44c+YMak4IgIHnJJkyAgGHp3FpXzSuFnYG2DPSFQ2tdPljLD8Xb7aNQtyeggkNDMCrpCzkiguW78jPz+fLvn79Gm/evMHly5exc+dOZGZmfsnwy1VJ1/BLS0tDXFwcTpw4gU6dOsHCwgJXrlxB8+bNERYWhtOnT/P7CK5cuRLW1tYACrZ/4zgOP/30E19X4Q4ThTN1IyMjERISgujo6C/67IQQQj6NxsBVcyZ6IoT+/TuyIoIhzkyCQE0EFaOaUK9RFyuX/oaVH7n20qVLaNeuHWJiYmBrawsHBweEhobKlGOMYceOHfDz88OjR4+gpKQEe3t7DB48GKNHj4aGhgZ27NiBX3/9lb/ezM4JSU59oGLmAJ1Wg6BiYsvXp6OuDBVhwd8exd0vKSkJ169fR4cOHT7vA6okJVnDjzGGuXPnYu7cuQAK1r6rV68eFi1ahO7du/NlRowYgRYtWmD06NF8/RoaGggICEC7du3w3XffoW3btggODoabmxtfZurUqQAAb29vmXX8CCGEVC5K4Kq598eWIjc+FYZdp0BJ1xTijCRkv7wPNWNr3AmLgLluwYxUX19fpKamwt/fn7+2cDZnQEAA+vXrhytXruDmzZtSm9MDwJAhQ3DkyBHMnj0bGzduhJGREe7fv4+1a9fCxsYGvXr1QlBQELy8vNCyZUuoqalh4S9LceDgXFiM3ARR3fZ8XRwHeLe04Qfyv3jxgt92rOjsWsYYwsLCvlgCp6ysjHnz5vFffw5/f3+s+64vkg8cQH7CO6i7uMBg2DCo1qoFAEhISMCOHTv4jZjd3Nzg6+uLbt26yaw/x3Ec/vrrL7n3adWqlVQLZrt27Yrd35UQQkjVQgv5ylFdFvJNTk6Gnp4ehi7ehStpxij8QdBUFWJdfxe4O5nwZYtbXJYxBnt7e2zevBmXLl3C+/fvsX37dv78wYMH0b9/fwQGBsps/cUY4z/rD4nFYmjr6MKg0xgIHNrxx3s1NMf/+jaA8r8tcPv378fTp0/lPp+BgQEmTJhQik/k8zDGIElNBaemBoGqapnriVuyFEm//goIBIBEAgiF4IRCpMz6GTvOn8fevXsBAIMGDcKkSZNKvZMEIYSQqocW8iUlJhKJIBKJoJ/wAOd/mIuQNxnQVBGiraMRNFRK9qNx6dIlZGZmwt3dHRYWFmjZsiXWrFnDL+exd+9eODo6yt23leO4YvchzczMhEScj3XeraBp3xgpWXlobK0HWyORVDlHR0e5CRzHcVIb2le01HPn8G71moIFH4VCaHfuDJOZP0HJwKBU9eRERBQkb0BB8gYAYjGWxsXi1wEDYGFhgblz52LUqFGfvecqIYQQxUWTGKoxJSUlBAQEYPfu3ahna441k/rj79834PmTxyWuw8/PDwMGDIBQKETdunVha2uLQ4cO8efDw8P57ZxK48cff4S5uTk6e3igk7Mp+jaxkkneAKBu3bpQUlJCfHw8vy8px3HQ19dHixYtSn3fski7eAmvJk7Co2fPEJ6TA0l+PlJPn8bLod5guaVbiiU96DIgEIAxhtuZmXj7776kLdQ1sMrMHOF372LmzJnVJnnjOO6jr6L7Ae/evRtNmzaFhoYGtLS00LZtW5w4cUKqvqCgIKnrTUxM0KdPH7x48QIA8P79e0ycOBGOjo5QV1dHjRo1MGnSJKSkpMiNz8PDA0KhELdv366wz4AQQuShBK6a69OnD968eYPjx4/D09MTQUFBaNSoUYkGrScnJ+PIkSMYPHgwf2zw4MHw8/Pj35elh37ZsmXYv38/jh49CjU1tY+Wzc3NxezZs7F582aYm5vD0tIS7du3x8iRI6Gurl7qe5fFu/XrkQ2gZ+QL9IyKRDZjgFiM3IgIpBUz/kySm4v3v/6GyP798aJnL8SvXoP8xERAKMD9rEwMfRUN71fRuPLvMh9tRSJ01taGiorKF3mmqiI2NpZ/rV27Ftra2lLHpk8vmJ08ffp0fP/99+jfvz8ePHiAW7duoVWrVujZsyc2btwoU+/Tp0/x5s0bHDp0CI8ePUL37t0hFovx5s0bvHnzBitXrkRoaCgCAgJw5swZjBgxQqaO6OhoXLt2DRMmTMCuXbsq/LMghBApjMhISUlhAFhKSkplh1IpRowYwWrUqCF1zNvbm/Xs2VPq2KZNmxgAJhQK+ZdAIGAA2NOnTxljjPXo0YM5ODiU+N7/+9//mI6ODrt9+3aJyqenpzMUrC7C0tPTS3yf8pKfk8MCbWzY6Zq2fBzBtRzYY8fa7LFzXRa3ZKnMNZLcXBY11Js9rl2n4OVYmz2u48TONW3Keru7MwDMUVWVbbe0ZI8cHPnzkQMHffHnq0r8/f2Zjo6OzPHr168zAGz9+vUy56ZOncqUlZVZdHQ0Y4yxS5cuMQAsKSmJL7N3714GgD158kTufQ8ePMhUVFRYXl6e1PH58+ezAQMGsLCwMKajo8MyMzPL/nCEkGqvtLkHtcARGU5OTiVa4NXPzw/Tpk3j1w4LCQnB/fv30bp1a75FYuDAgXj27BmOHTsmcz1jTKprasWKFVi0aBHOnDmDJk2alN8DlSPGGB4/foxNmzbhu+++g6mFBXpFRWFzYoJsYYkEQj09mcOpZ84i8+ZNgLGCF4Ds/Hz0unMHN2/fxvohQ/CHtQ1aaesUzLYVCiHQ0IDpnNkV/XgK6ffff4dIJML3338vc27atGnIy8vD4cOHi72+sKU2t5ju7sIBxUpK/40LZYzB398fgwcPRu3atWFvb48//vjjM5+EEEJKjhK4aiwxMRHt27fHnj178ODBA0RGRuLQoUNYsWKF3EkHRYWEhODu3bsYOXIk6tatK/Xy8vLC7t27kZ+fj379+qF///7w8vLCkiVLEBwcjJcvX+LEiRNwd3dH79690atXLyxfvhxz5szBrl27YGNjw2+4HhMTw49bcnZ25pfOKGRhYSH13sbGhh/fpKGhgXr16mHnzp1SZT5Wn66urlT3sbW1NV+fkpISVFRU4OzsjMmTJyMuLg516tQBAPyZmspf0yT8Ga79mwDr9Ogu89mlBwUVzDAtQk0gwC5LK5xxcsbEX3+FzS4/aHXqBPUmjaHv4w3b48egVrv2R78n1dWzZ89gZ2cnt3vZ3Nwc2traePbsmdxrY2NjsXLlSlhYWMgdq5mQkIBFixZJraEHAH/99RcyMzPh4eEBQHboACGEVDRK4KoxkUgEV1dXrFmzBm3atEHdunUxZ84cjBo1Su64oaL8/Pzg5OSE2nKSit69eyM+Ph6nTp0Cx3HYt28fVq9ejcDAQLRt2xb169fH/Pnz0bNnTz4B27JlC3Jzc/Hdd9/BzMyM3y6qaBwvXrwo0QbsCxcuRGxsLEJDQzF48GCMGjUKp0+fliknrz7GGN6+fYsdO3Zg4MCBeP36NYD/FsmtW7cugIKFdq9evYr27dvDuU4dXO7Zi6/jjK0dmmhpwXz5ciibm8sGKBAULGj3gfrq6lD7dw050TffwHLNatjs2QOTGTPk10N4rJRjLS0tLaGpqQlzc3NkZGTg8OHDMglgamoqunbtCicnJ6nJEgCwa9cu9O/fn2+V8/Lywj///IOIiIjPeg5CCCmxiuvN/Xzz5s3jxxUVvhwdHT96zcGDB5mjoyNTVVVldevWZSdPniz1fQv7oT/1mjdvHouMjJQ6pqenx9q0acOuXLkit+7Ro0czgUDADh48KHNu+/btrFWrVkxXV5fp6uqyDh06sJs3b8qtZ9++fUwgELBx48aV+vmqEnlj6xiTHqtU+PWMGTOYlZUVy87O5svp6OhIjYGztrZma9askapLX1+fTZkyRabuwvrCwsKYn58fGzJkCOM4jgFgAoGANW3alGlra7PRo0ez1NRUxhhjeXl5TENDg/3000+MsYKf0QYNGrC0tDQ+jujtO1hefHyxz5xy+kzBuLYPX07OcsfMkQLFjYGbNGkSE4lELCcnR+bc69evGQD+Z6Lwe3/37l32/Plz/vv6odTUVNaiRQvWoUMHlpWVJXUuMTGRqaqqMoFAIDX+EwD7+eefP/s5CSHV01c3Bs7Z2Vlq1tnVq1eLLXvt2jV4eXlhxIgRuHfvHnr16oVevXrJ3W6pJJ49e1aiGXBAQZdKbGwsrly5AnNzc3Tr1g1v376Vqi8zMxP79+/HDz/8IHfWWuFuBJcuXcL169dhZWWFTp068a1ARfn5+eGHH37A77//juzs7DI9n6KZPHky8vPzsWHDhhKVl0gkOHz4MJKSkqCiogKxWIyHDx/i7NmzAAq+v2/evEGdOnUwcuRIhIaGQllZGb6+vnj//j1u3boFPT091KlTB1paWgAKll5RVlaWGS/FFWlR0x/oBSUjIwDA9evXIRQK0bVrV/68Vkd3iNq1Qy5j8Hv/Hr2jItHo2VN8E/4MvQOPwt/fH3l5eaVaQuPw4cNo37499PT0oK6uDkdHRwwfPhz37t3jy8TGxmLgwIFwcHCAQCDA5MmTS/X5V1UDBgxAeno6tm3bJnNu5cqVUFZW5lt0C9WsWRN2dnb897Wo1NRUdOrUCSoqKjh+/LjMTOi9e/fC0tIS9+/flxr/uWrVKgQEBMh0yxNCSIWo4ITysxS2bpRUv379WNeuXaWOubq6su+//75U95WXBRf3139hC9y9e/f4Yw8ePGAA2LFjx6TKBgQEsObNm7Pk5GSmoaHBz4wrTn5+PtPS0mK7d++WOv7ixQumrq7OkpOTmaurK9u7d2+pnq8q8fb2ZkKhkGlqakq91NTUZFrgkpKS2NatW5m+vj5LTk5mjBW0wHl6erLp06eznJwcZm1tzVRUVJimpiZTUlJiAJi+vj57+PAh27x5M5s/fz7T1NRkAJiRkRFr3LgxE4lELCoqiq/P39+fj69oi15OTg5bsmQJA8BOnDjBGCv4GRUIBExTU5MpKyszZWVl1qRJE/76ESNGMF9fXyYSidjr16/549kZGayVc12mo6LCFjRpwi7OnsOehYSwvXv3MhcXF3bv3j0WGxvLv9auXcu0tbWljqWlpTHGGPvhhx+YUChkU6ZMYVeuXGEvX75kwcHBbNGiRczDw4O/Z2RkJJs0aRLbvXs3a9iwIfP19a2Ib6kMcXo6ywoLY3nv3n1WPcX9G2SMMV9fX6aqqspWrlzJnj9/zsLCwtisWbOYQCCQmp0qbxZqUSkpKczV1ZXVq1ePPX/+XOrzzs/PZ4wx1qBBA/bjjz/KXJucnMxUVFT4nw1CCCmN0rbAVfmdGMLDw2Fubg41NTW0aNECS5cuRY0aNeSWvX79Or8BdyEPDw+Z7Z8+lJOTg5ycHP59apEB6aWVlZXFj6v6cEyNn58fBg8eDB0dHXTu3BkBAQGYM2dOsXVlZmYiLy+P33O0kL+/P7p27QodHR1+8PTAgQPLHHNlc3Nzw5YtW6SO3bx5U2p9uUIjRozAqlWrsHz5cixZsgQA0L9/f/j4+PBlZsyYAR8fH8TGxmLGjBkYN24coqKi8O7dOwAFPxNHjhzB8OHDoaKigqSkJGzbto2v70M//vgjZs+ejezsbIhEIixbtkyqRc3R0RHHjx/n36v+u41Weno6Dhw4gODgYMTFxSEgIAA///wzAGDdxo24FvYYwcHBcHFx4a+t1aAB+vbti9zcXH43CwDQ0SmYkWpqaioV240bN7BixQqsW7cOkyZN4o/XqFEDjRs3lhobZmNjg3Xr1gHAF1m3jInFeLd+A97v3g2WnQ1wHETt28Ns8SIoyZmdCxSMZcvPzy/1frJr165F/fr1sXnzZsyePRtCoRCNGjVCYGAguneXnUhSnLt37+LmzZsAAHt7e6lzkZGRSExMxP3797Fjxw6Za3V0dNChQwf4+flJ/XwQQkhFqNIJnKurKwICAuDo6IjY2FgsWLAArVu3RmhoqNyuj7i4OJiYmEgdMzExQVxc3Efvs3TpUixYsOCzYm3ZsiUEAgEyMzPBGEPjxo2lNlIPDw/HjRs3cOTIEQAFs9amTp2K2bNnS3W/FVW4G4G7uzt/TCKRICAggO9GHDBgAKZNm4bIyEjUrFnzs56hsmhqasr8soyJiZFbVklJCb/88gt8fHyK3efU0NAQ9vb2sLe3x6FDh1CvXj14e3vziXDRnx0lJSUMHToUK1asKLa+woRQJBLBxMRE5vuloqIiEz9QsA9s7dq14ejoiMGDB2Py5MmYOXMmOI7D3r174e7uLpW8FVJWVi5xAlO4hMa4cePkni/uZ+tLSNi0CYlFuzUZQ3pQEF59PwY2B/YjNzcXjx494rsi79+/j/v370NdXR2vX7+Wid3Hx0cqUf/Q8OHDMXz48I/G1K5du49OePjUeRsbm4+eP3Xq1EfvTwgh5aVKj4Hr3Lkz+vbti/r168PDwwOnTp1CcnIyDh48WK73mTlzJlJSUvjXq1evSl3HgQMHcO/ePRw+fBj29vYICAiQ+iW8a9cueHh48FsgdenSBSkpKbh48aLc+orbjeD8+fPIyMhAly5dABQkKx07dqxWK8H37dsXzs7OfNKdkJCAqKgofiutoqysrNCvXz9+3NuHOI5D8+bNper7UGFCaGpqWmxCJJFIEBUVJRVHYYsrAHh6eiIlJQWXL18GUJDQy5vBW1rPnj2Dra2t1Bplq1ev5ve5FYlExW4DVZEkWVlI9A+QOZ6Uk4OpZ8+ibq1aEIlEaNy4MUaMGIHTp0/D2NgY06dP55eQIYQQUrwq3QL3IV1dXTg4OOD58+dyz5uamspMHHj79q1Mt9OHVFVV+W6vsrKyskKtWrVQq1Yt5Ofno3fv3ggNDYWqqirEYjF2796NuLg4qV+0YrEYu3btkmqpAwoGXi9btgx//fUX6tevL3XOz88P79+/l9omSiKR4MGDB1iwYAEEgiqdk5ebZcuW8WtwzZgxAzNmzEB6errcspMnT8bOnTvx5s0bmH+wHIdEIoGNjY1UfWWRlZXFt4Cmp6cjJiYGt27dwtGjRwEUtPT1798ffn5+n2zl+VzDhw9Hjx49+G7oirxXcfJiY8GysmSOZzIJEsT5aGZtjYnTp6NBgwaoV68eRCLZfW4JIYQUT6F+26enpyMiIgJmZmZyz7do0QIXLlyQOnb+/Pkvtql5oe+++w5KSkrYvHkzgIJulbS0NNy7d09q1trvv/+OI0eOIDk5mb/2Y7sRJCYm4tixY9i/f79UPffu3UNSUhLOnTvHl33x4gV27tyJ06dPIzQ0tFJaYSpS+/bt0b59e+Tn53+yrJOTE1q3bo1Lly5JtexwHAdLS0vUqlWrVPWVhJ+fH/Lz82Fubg4lJSUoKSlhy5YtOHz4MFJSUuDg4IAnT558tI6IiAisXr0a3bp1k1pfjDGG5CNH8aJHTxgGByPi0WMk/JsoAgV/6Njb28sscvwlKRkYyCxWDAAWyirYbmmF9T//jDFjxqBFixaUvBFCSFlUzFyK8jFt2jQWFBTEIiMj2T///MPc3d2ZoaEhi/93ja0hQ4bw63Exxtg///zDlJSU2MqVK1lYWBibN28eU1ZWZg8fPizVfT93FipjjG3evJkZGxuzjIwM1rNnT9a/f3+Za8ViMTM1NWUbN25kjDG2bNkypqKiwv744w+5sw3XrFnDzMzMmEQikamrX79+7LvvvpO6f+G+pIUvLS0tVqdOHdapUyc2YsQINn/+fObn58fOnj3LHj9+zN9HkZRmL9TIyEi2a9cutmDBArZs2TJ29uxZuWuHfW4cycnJzMTEhK1atYo9fPhQ6mVnZ8e2bNnCli1bxgQCAbt79y5fh1gsZrdu3WI//fQTq1OnDgPAVFVVWdeuXdmKFSv4n7/4TZsK1o2rXYftq2HNALCZxsYsYedOqZg+NuOybdu2FT4LNWb6dPa4jpP0Wnd1nNiz1m2YJDe3Qu9NCCGK5quahRoTEwMvLy8kJibCyMgIrVq1wo0bN2D07xpb0dHRUl2GLVu2xL59+zB79mz8/PPPqFWrFgIDA/nV878kb29vzJo1Cxs2bMDJkyexb98+mTICgQC9e/eGn58fxo8fL7UbQVHz5s3D/PnzsWvXLvTu3Vvu+KA+ffpgyJAhSEhIgKGhIcaOHYtRo0YhNjYWr169knk9ePAAJ0+elJngoaurCysrK1haWsLKykrmZWlpKdV9q0hsbGwwbNiwCr/P6dOnkZSUhD76+tD85xrUGzaERrOm4DgOffr0gZ+fH65evYqTJ0+iffv2GDhwIN69e4crV67g7du3EAqF8PT0xKJFi+Dh4QGRSMRv7yVOTkbilq0FN2IMDdXV4aOnjxXx8Xjz00wMs7KCzb+Tfvz8/MBxnNS/kZCQEAAFrdnv3r1DSEgIVFRU4OTkVO6fg+ncuciPf1ew7+u/lIyNYbVtK7hSzjIlhBAijWOsEgbIVHGpqanQ0dHhN7H+muXm5uL169d49eoVYmJiZBK9mJgYfvmNQgYGBjJJXdH3FhYWnz2msCjGGO5GJ+Hco7eQMIYOdUzgWlMfHMchIyOD74JLT0+XWnrjSyoaR8dmzZATFoatFpYF3YhiMdQbN4bVtm248/gRXF1dsWzZMty5cwfHjx9HTk4OOI6DiooKatWqhSlTpmDo0KFS4yUDAgIwefJkvAoMRMyYsTL3P52aigPJyXgqFCAzJwcmJiZo06YNJk2aBFdXV76cvOTf2toaUVFR5f+h/CvrYSiyn4RB2cQEmi1bglOq0n83EkJIpSht7kEJnBzVKYEriezsbKnkTl6il5SUJHWNsbGx3Na7wq/Nzc1LtFQGYwwzjzzE/tuvoCQoSD7yJQw9GphjTf+GyM7KrPQELiMjA3fv3kWbNm0AAHfq1oV6vhgo8k8rWSLBpVr2CMrLQ1BQEPLy8tC4cWP07NkTPXv2RL169Uo08zLj5i1Ee3vLHD+ckoydiYno5eWFgePHo2nTpjSTkxBCFEhpcw/6U5h8kpqaGr+uWnEyMjJkErvC9xcvXsSrV6+kFkjmOA5mZmZyu2oLj5mZmeHMo3jsv12wrEu+5L+E6Pj9N2hVyxBd6+jLxPIl3b9/H8ePH5fazuyGiwva3g6WmiG0/G0cToY/g5u7O9asWYMePXrAysqq1PfTaNwIQkNDiN+/B4osm/KNSAthAiF+P3MG6379FdbW1ujXrx/69u2LJk2aUDJHCCFfGWqBk4Na4CpGampqsd20hV9nZGTw5YVCIdR0DCGo4QJ9D+lFdjkOaGqjj998GvG7b6xevfqjXbepqam4ceMGoqKioK6ujoYNG6Ju3bplTm4SExOxadMmKOXkwObxYxy9ehUCsQQTra2Rp6UF0/h4vmy2RII8xtD47h0I5SxCXRoZN2/h1ejRYHl5BR8EY+BUVVHDbydUGzTAlStXcPDgQRw+fBjv3r2DjY0N+vXrh379+qFRo0aUzBFCSBVEXajl4GtL4CQSBoGg6v/SZowhOTlZKqlbE3gN7yQiaLl0kSnvaKKFs1PalKjuhIQE+Pn5IScnB4wxcBwHxhhcXFzQvXv3MiU1Fy5cwK1Ll9DhzFmI5KxB92GNylaWsDt3rlwSqLy3b5F8+DDyXkZDpaYNdL79FsrGxlJl8vPzcfnyZRw6dAiHDx9GQkICbG1t0bdvX/Tr1w8uLi6UzBFCSBVBCVw5+BoSuKxcMdb+9Qy/34pGanY+nM21MbWjAzrU+W+rsZeJGXiZmImahpqw0tf4InG9S8vBk7hUGIpUUdtU65MJxMqzT7E56DkkH/yUCgUchrawxrzuziW67/79+/Hs2TO5i9qOGDEClpaWJX6GQseOHYP4t99QO/SRTLImj8mc2dAfNKjU9ykP+fn5uHTpEg4dOoQjR44gMTERdnZ2fDLXsGFDSuYIIaQSUQJXDhQ9gWOMYfDOm7j+IpFPfP7tacPWwY3Q3NYAvvtDcPnZf7NL3esYY3X/htBWq5jlHfLEEiw4/gj7bkXzMTmba2PzoEawNih+4kF8WjY6r/0byVl5EP97oVDAQVNFiFO+rWGhq46EhAQABVteyUtCGGNYuHCh3Po5jkPLli2l9pstTk5ODt6/f4/ExES8f/8eN2/eRMrmzcjJyICdsgrq/bu8ip5QKBuHQADNVq1QY/s2OTV/WXn/TqQ4ePAgjhw5gvfv38Pe3p4fM9egQQNK5ggh5AujBK4cVEYC5+Pjg927d8scDw8Ph729PeLi4rB06VKcPHkSMTEx0NHRgb29PQYPHgxvb29oaBS0oNnY2ODly5dSdQhFBrAcvxscgNjtI5CTVLDdGKekCiVdU2g16QHdhp5oX9sYO7ybIDs7G2PGjMGdO3cQFhaGbt26ITAwUCa2rKwsLFu2DL///jtevnwJLS0tuLm5Yf78+XB2/q9lbP78+f/tM8oJINQyhIZDCxi0HQILIz2s7aiHVf9bgatXryIhIQE2NjYYM2YMfH19AQDRiZlYfuYJzj2Og4QVJJszPGrD3lhUomVEiiZwjDHk5eUhKyuLf1laWsLGxkYqOZP3yszMlPu9EwkEaC8S4fi/kzSCazlAQ96WZhwH+6AgKJsYy56rJHl5ebh06RKfzCUlJWH06NHYtq3yE01CCKlOaBaqAvP09IS/v7/UMSMjI7x48QLffPMNdHV1sWTJEtSrVw+qqqp4+PAhtm/fDgsLC/To0YO/pouPL0K1mvw3SfHfZIIByBcz6LQaBK0GnpDk5yDzyVW8P7MBSiIDnGdN8Op9JvRVGdTV1TFx4kRs8t+Hq88TYDvzJCz1NDCqjS0Gu9ZAbm4u3N3dER0djVWrVsHV1RVv377F0qVL4erqir/++gvNmzcHAORLJFA1soZRv8VgEjFyXj9G4ul1YHk5YJ4TsO/kfRgbG2PPnj2wsrLCtWvXMHr0aAiFQkyYMAE1DDSwaVAjvvuzcPxaeno6Xr16xT/34cOH8eDBA4SFhfHbk6mpqSE/Px9PnjxBZmYmsrKyIBaLZT57juOgq6sLfX19/mVmZgZnZ2epYwYGBlLv07bvQPZvv+FdXh6fwBWLMYgTE6pUAqesrIxOnTqhU6dO2LJlCy5cuAADA4PKDosQQsgnUAJXhaiqqsLU1FTm+Lhx46CkpITg4GCpFiZbW1v07NlTZlyXjrYWBBp64OS0rXIABCoaEIr0IASg0/w7pN48jKyoe1C3a4LIhAxYORhhy5YtWPdXOCLSD0KSmwMRA169z8ScwFDEp2Yj/14grl+/jnv37qFBgwYAChaEPXz4MFxdXTFixAiEhoaC4zhk5Yoh4QQQivQAAErabZD98j6ynt+EkJsIhzY9MKatndRzXb9+HUeOHMGECf/NPuU4Dv/73/+watUqvH//Hnl5eVLP5u3tDY7joKamBnV1df5Vq1Yt1KxZU+qYuro61NTUoKGhARcXFwwdOhRCobC03zLojx+HB3+dR6+//y62TOGkCU5NDSrW1qW+x5eirKyMjq1aI3HbVjybMhWSzExourrCcMJ4qDuXbKwhIYSQL4MSuCouMTER586dw5IlS4pdpPbD8UpOZjq4lcoh/4PETijgoKr8X5LCmASZz65Dkp0OTlgw9s3aoKArNiUzD5suPZe6vrC2LZcjoHZ8Lzp27Mgnb4UEAgGmTJmCQYMG4f79+2jYsCHUlYUQfBAjp6QCJs6HmDFYy5lAkZKSAn196TXeUrLykKpti7od+8LG3ARt6tlCV1uEnj17AgCmTp0KkUgktXUUAGhoaBTb/QkAKioqZUreAECoq4vTbdsis0gCx6mqAkWSy1/i3yJVLIHfooUQVNJOEYV8fHyQnJws0yUeFBQENzc3hPToiZCQEPhEv4S2QIDLWVnI+OcfWO/bB/W6zrh9+zaaNWsGAFJ/ODDGsHPnTuzatQuPHj2CRCKBtbU13N3dMXHiRH4NQanudADa2tqoX78+Fi9ejLZt2/LHt2/fjn379uHu3btIS0tDUlISdHV1pWIu+nOvra2NunXrYtGiRWjfvr3cewGAo6Mjnjx5UvYPkBBCqgg5A3VIZTlx4gREIhH/6tu3L54/fw7GGBwdHaXKGhoa8uV+/PFHqXOL5s3C67V9Eb36O0Sv/g7pd/4EUJCc6WsqI+VKQMG5lb2RELgUAjURdBp6oJ2jET+h4MHrZOSKJZAnX8wQHh6OOnXqyD1fePzZs2cAACWhAPoayij8fZsT9xwZjy9D3aY+zHTUpGbGAsC1a9dw4MABjB49mj925+V7fLPsIvZEqiHKqjP+4lywKdoYdg2a82XU1NRkkjcAH03egILPsqyys7OxfutWDBo6lD9W6+IF6Pbry+/32VzfACfSUnFOv3IXHS6J7MePAVbwfdcQCPBXSgqYWIx369cBAPz8/FCjRg2paxhjGDhwICZNmoQuXbrg3LlzePz4Mfz8/KCmpobFixdLlXd2dkZsbCxiY2Nx/fp11KpVC926dUNKSgpfJjMzE56envj5558/Gq+/vz9iY2Pxzz//wNDQEN26dcOLFy/k3is2NhZXr179rM+HEEKqCmqBq0Lc3NywZcsW/r2mpiaio6Pllr116xYkEgkGDRqEnJwcqXMzZsyAj48PYlOycP7RW+QqaaKFUw141jWF4wYOk6dMw1PtRggOe4GkS/7QatQFbZvWw7r+Lv/dW/XjPxocIHdJjuK8fRkO4Zq+yBeLwcT5ULdrgkYDpsF/pCtUlP5LukJDQ9GzZ0/MmzcP7dq748qzd0jNzsPcwFBk5uYXjOP7dzZqQloufjz8oET3t7W1lfrFXpTzZ3QP7t69G/Hx8ejWrRs/flGgoQGzhQth8uOPECcno7aREa55e2OSry86uLvDzMyszPercEpKwL8/Tr10dHAkJRldtbWReeMmsrKysH//fkyaNAmLFi3iLzlw4AD279+PY8eOSY3FrFGjBpo3by7zc6KkpMQPFTA1NcXChQvh7++PZ8+eoWnTpgCAyZMnAyhoGfwYXV1dmJqawtTUFFu2bIGFhQXOnz+P77//XuZehBDyNaEErgrR1NSU2a5KRUUFHMfh6dOnUsdtbW0BAOr/Ll1RlKGhYcHWVwBaN64nc97K3ASrJvdF+Ns03A7tiDHftsfMFSOho/HfEiINLXVhpaeOxA+uFXCAqY4adBwdEBYWhjyxBOFv06GhIoSNYUHrXVhYGADAwcGBv87R0RHHjx/H+8x8JEo0YW6ghfqWOlLdYI8fP0aHDh0wevRouA0Yg+ZLL+B9Rm6xn5eYMTyI+a/VRkVFRaYMx3GwsrJCly5d4Ofnh6ysLKnzjRs3LtMacEBBK9HcuXNRp04d3Llzhz+ekpICTU1NCP59AcCGDRvg7OyMMWPGIDAwsOou01Ek2eqhrYNd79/jTV4eLLW1cfjwYdjY2KBRo0ZSl/z+++9wdHSUSt6K+tiz5uTkwN/fH7q6ujKtzKVV+G8hN/e/n5nw8HCYm5tDTU0NLVq0wNKlS2VaEAkhRBFRF2oVZ2BggI4dO2Ljxo1S20yVh1omWhjYoRG8BvTHzJkzpc4JBBw2DGwEJWHBL18lAQcBB6irCLFxYCMMGDAAf/31F+pN3I4u6/9Gu5VB6LLub4TGJGPNmjVwcnKSGh+noqICe3t7NKtfG50bWqGBla7UL/ZHjx7Bzc0N3t7emPDDbAwPuI2kzOKTt0KcQIju33nB29sbffr0gUAgAMdxfFeqpqYmevToAX19fTRr1kxqrJu+vj5atGhR5s9v1qxZiI+PR6tWrSAQCNCgQQM0bNgQf/zxh0yrk6GhIbZu3Yrjx49j7969Zb5nefiwq14kEqFz584FJ4vM0NUXCtFaUxOBaanQ6dkTu3btwvDhw2Xqe/bsmUzyNXnyZL7uDxPkhw8f8ufU1dWxcuVK/P7775+1ZE9mZiZmz54NoVDIj6VzdXVFQEAAzpw5gy1btiAyMhKtW7dGWlpame9DCCFVBSVwCmDz5s3Iz89HkyZNcODAAYSFheHp06fYs2cPnjx5UuYB+IV8fX3x559/Ijg4mD/2+PFjIDEKzS1UUUPE0M4wA4NrMfz9Q3s0qqGHBp4DoWzqgOd75iLjyVXkp8bj/r1gfNOxK8LCwuDn51fiVqbQ0FC4ubmhU6dOmDp1KvzO3UNWSiLyM1I+ea1ASRmpzUbBpPtUqBnbwNfXF25ubmjUqBG6du2KCRMmwMDAACEhIbh8+bLUEiJJSUnYvXu3zGzWkkhLS8P+/ftha2sLc3NzKCkpoXfv3ujVqxeSkpKkljcp1Lt3bwwcOBATJ07EmzdvSn3P8uLm5oaQkBCp186dOwEABiNH/ldQKMS3Ojo4lpGBtG5dcf36dQwq4U4Ss2bNQkhICObOnYv0D7YZc3R05O97584djB07Fn379pX6+SspLy8viEQiaGlp4fDhw/Dz80P9+vUBAJ07d0bfvn1Rv359eHh44NSpU0hOTsbBgwdLfR9CCKlqqAtVAdjZ2eHevXtYsmQJZs6ciZiYGKiqqsLJyQnTp0/HuHHjPqt+JycndOrUCXPnzsWpU6cAAF26dJFaEPjpvX4AgIXDC1qWdl6PgdnAX5B07RCSr+xGfso7CFTUoWZdD1M3HOLXgCuJP/74A+/evcOePXuwZ88e/rhQ2xiWY3d99FoGICoxE6+SsnAs5DUOjG6B1q1by5T7W84yH4wxpKWlITQ0FC4uLjLni5OWloZVq1YhLi4OQ4tMXigqKSlJblfd+vXrceHCBXz//fc4fvx4pXSlyuuqj4mJAQAYfj8apoYGwMiR0O7SBf2+aYlFEyZg9OTJ6N69u9w14mrVqiXTxW9kZAQjIyMYG8uueVfYGlvIxcUFgYGBWLt2rdT3vyTWrFkDd3d36OjowMjI6KNldXV14eDggOfPn3+0HCGEKAJK4KqIgICAj543MzPDhg0bsGHDho+Wi4qKKtP5M2fOlKqep3FpgJIa9NoMgV6bIfxxIQekqUsPGp8/fz7mz59fbF0fnt96OQIrzjyR2f9UHsYYWF42TASpsFHLxs79cZjerz1q1KjBJ0cSiQRJSUlyrxcIBHj79u2nb/SvhIQE7Nq1C7/++ivMzMxQs2ZNPo7CljxlZeViZ7YaGBhg27Zt6NWrF3777bdiE8DKpGpXsCaf2dw50NXVxdBbt7BixQqcPn1abnkvLy8MHDgQx44d45d0KS2hUCgzPrEkTE1NZZLR4qSnpyMiIgJDhgz5dGFCCKniqAuVlImZjrr8Ddw5Dua6shMrSqNvY0toqChBUJLGqbwsvFrTF7dWjYCt5DX0M6IREBCAP//8U2rnhsKtxj7EGIOOjk6JYzt79iwSEhIQGRmJVq1a8UliXl4elixZgiVLliAvL++j46x69uyJwYMHw9fXt1K7Uktq0aJFePfuHTw8POSeHzBgAL777jsMGDAACxcuxM2bNxEVFYXLly/jwIEDMl38+fn5iIuLQ1xcHMLDw7F48WI8fvxYKvmLi4tDSEgI31r28OFDhISE4P379yWOe/r06bh8+TKioqJw7do19O7dG0KhEF5eXmX4FAghpGqhBI6Uic83Nviwgaww3+rf1Oqz6jYQqWLvSFepTe5VleT/qNoL/5snK+DAJ3337t3jZ8NyHMcvPisVL8dBSUmJHzP1Kfn5+Xj+/Dk0NDTw/fffw8nJqdiyR44ckVnepah169ZBTU0No0ePLtVyLJVBRUUFhoaGxXb3chyHAwcOYO3atTh16hQ6dOgAR0dHDB8+HFZWVjJrrz169AhmZmYwMzNDw4YNcfDgQWzZskWqNXLr1q1wcXHBqFGjAABt2rSBi4sLjh8/XuK4Y2Ji4OXlBUdHR/Tr1w8GBga4cePGJ7taCSFEEdBm9nJUxmb2ioYxhsUnHmPXtSh+5QlNFSFW9WsIz7rls+4WYwyPY1ORmSuGjYEG2qwIQlae9D6mHriP7ctnAQB+/vlnqaVEdHV10a1bN9ja2oIxhsDAQDx8+JA/r6KiggEDBvDdoJ9S2MomT25uLn+uMI5vv/0W9erJLuNS6M8//0SPHj3g7+8PHx8f5Ma8RsqxQIgTE6HmXBfaXTpDIGeZGEKqIsYYsoKDkfbXBQAMIrf20HBtVnWXzCGkiqHN7MkXwXEc5nR3xvDWtrgRkQgNFSHaOhpBQ6X8fqQ4joOz+X/dm13qmeLw3ddSZZQ52Y3pCyUnJ2PPnj1wdHREt27d+LFuhb9QcnNz8e7duxIncMrKyrC2tkZ0dPRHW83qPHqEmDp1PtoCBwDdu3fH0KFDMXnyZDQXCMCWLS84IRAA+b8jYfNmWO/dA2UFXoiWMYacZ+GQpKdBrXbtSt9KjFQMJpEg9udZSAkMBIRCgOPwfvev0O7aBeYrVoD7zJnyhBBZlMCRz2Khq44+jcu2EG5pxKZkIfCe7HixWImW1PujR4/i/v37AAomKOjo6KBBgwZIS0vDu3fvcOfOHdy6dQvv37+HQCDA1q1bMXLkSH5ngcL9Mz08PGQmdvzvf//DDz/8ABsbGwwfPhwSiQSXLl3C5cuXpcqtPHcOEx6GwqrIWKu4uDjMmDED58+fR1paGhwdHTFr1iysXbsWf50/j9Hjx2OruUVBcikp2MoqLy4OcQsWwmrL5s//ACtB9tOneD1tGnKfRwAAODU1GI4bB4NRI6lV5iuTevJUQfIGSK0lmHryFDS/aQXdb3tXTmCEfMUogSOVTixh4FCweHBxTtyPBZMZdQc8zpddpsLe3h49e/aEWCxGeHg4Tp48CaFQCE1NTZw5cwadO3eGtbU1xGIx4uPjZWbcmpmZ4dKlS4iJiZFahHbXrl2oUaMGzM3N0aBBA7x8+RLqysqwFomw1cgYnSMLtuqqoawM36hItNyyBSb/bo02dOhQJCcn4/jx4zA0NMS+ffvQr18/BAcHY/WQoRiwYjmOpqbgWx3dIh+MGOlBQRCnpUGoJZ2ofgxjDGAMnJx9Yb8UcVoaor29IU79bzIHy87Gu9WroaSvB93vvqu02Ej5Szl+vKDlWPLB/skch5TAQErgCKkANImBVJrQ1ykYvPMm7H8+BYfZpzFmzx28Tpa/lERadp7cVpsMpsp/XXheKBRCS0sLurq6aNq0KWxtbfH06VM8ffoUzs7OaNSoEQwMDGBsbIz69etj8ODBUnUaGxujU6dO2L17N3/s2rVrSEhIQNeuXaGsrIwePXpg4sSJqCsQQC0vD0ZK//0tNEbfAJkSCULPngP79xfatWvXMHHiRDRr1gw2lpaY2rUrdLW0EHz7NtwdHNBLRwfL4uMR++GiwoxBklmy5TXyExLw5udZeNrQBU/q1sPL4SOQ9TC0RNeWt5TjxyFOSZX7Cz1hx85KiYlUHHFqiuz3GgAYgzg19csHREg1QAmcAnv1PhOXnsbj2dsvtzVQec15eR6fhu+2XsO1iAR+g/ozoXFo979LuB6RIFX2xotE3Ih8D7GcheE4gQC6tVvAycmJ3z7rQyoqKmCMQUtLCzExMUhOTubPSSQS2NjYyFwzfPhwqbX5du3ahUGDBsnut8oYAA5CAJ1EWnDXFOFEaiq0BQLUVFbm9xZt2bIlDhw4gMiA3Xj6TSts6doNWampsA0IgEBTAz8ZGUNDIMC8uDipz1jZwgJKRvLXlCtKkpGBqIEDkXLsGFhODiCRIPPGDbwcNAjZT5588vrylhvxomAs1IcYQ94nxhASxaPp2rygBe5DQiE0P2O7OkJI8agLVQFl5uZj+qEHOP0wlu9UbGyth82DGsFEWw3ZeWIEPX2H1Ow8NLHWg62R6LPul5GTj3UXwrH/VjTSc/LR0EoX0zo54hv7TycWxdkSFIG8fInMYr15Yoahu27h4rR2sNLXwG83XmJOYCiEcrpXOQBQUkafvv1gJZTddosxhsjISDx//hyDBg2CkZER9u/fj7Vr18LAwABWVlZwdXWF3b8L1xbVrVs3jBkzBleuXEHjxo1x8OBBXL16Fbt2Se8MoWJtjfCc82j5PBwAkM0YbmRlYpWlJUzbteMHbx88eBDfdeoE22E+UAKgJhBgvYUlzJNTELdkKUxbtcKC7GyMjXmFIykp6KOvD0gkMJ4+rURdocnHjiHvVYzUZvSQSMDEYiRs2QLLdes+WUd5UraykhoLVZSSiQmNgfvK6A0ehOQ//oA4JeW/77tQCIFIBH3vqrdYNSFfA0rgFNDso6E4ExorNSIs5FUyRgTcxo+da2PCvrtIycrnz/VpZIHlfepDSVj6BleJhMHH/xbuvEzik62QV8kY7HcTu4c1QxuHsq2pdT0iEeJiGmHyxAxTDoRgVpc6WPTnYwCQ2/pmJMxEQ2EMLITSXTTPnj3DkiVL+H1P+/Tpg02bNuHt27ewsLDAs2fPEB0djbS0NOzevRsvXrzAmTNnpFrwlJWVMXjwYPj7++PFixdwcHCQu16ckrk57PT1sV5HF+A4ZIjFOJOejikxMXDu2BGFK+LNmTMHCZGR8KtRA3qcABfS0zH1zWv8VqMGHDQ0oVanDvq4uOD84sVY/i4e7VwaosGMHyBq1xY5z5+DU1KCsrV1sYlPVnAwwHHSCRwAiMXIvHlL/gddgXR69sC79ev51sCi9H28v3g8pGIpGxvD5uABvFu9Bml//QUwBpF7BxhPnqzQs6gJqcoogVMwiek5CAx5LdNyJZYwhL5JxYiAYOR98AvzyN3XsDHQxMQOtUp9vyvh73A7SnobKgkryBVWnHlS5gROR0MZb1Kyiz0f/DIJvbdc+2gdLZQioS+QHR9Ws2ZNLF26FM2bN+c3ms/MzMT+/fuRl5cHExMTmJiYACjY8/Wnn37C5cuX4ebmJlXP8OHD4erqitDQUAwfPlzqXOEEiKysLGhYWsJ11iykHD6C/JQUtHR1xZU9v2FL4FF8810fREREYOPGjTjR0AW2/24XVVtNDXeyMrEvKRnzVdWQ+/IlrDZthN/QIahbty4WisX4g0nwvIM78mNjAQAqdrYwW7QIGo0ayTyzQKRV8E2RQ1CKCRDlRUlfHzV2bEfM5CkQJ/zbJS4QQG/IEOhXwe3DyOdTsbSExepVlR0GIdUGJXAKJiYp66N7hOaJJTJzNRmAgGtRZUrgbka+h5KAQ/4HN2UMCH2Tiuw8MdSUS7/GU78mVljwb+tamXGczAK6QEHrmYODg9Rm8jt27OD3Ki2qcGumjIwMmXPOzs5wdnbGgwcPMHDgQP54eno6Vq1ahaysLNy6dQsJiYlIbNQItfr3Lzh/+A8o/XEIWVlZYBIJMjMzAQCqZqZA1Eu+RUoIrmBmrVAIZQtzAAWLD+/YsQNdunTB2oeh6Kury983NzIK0cOGw/bEn1Cxkt7tQqdnDyQfPCj3M9Lt8+3HP8cKotGkCWoFXULmrVsQp6VDvWFDKJvIzhomhBBSejSJQcFY6ql/dI/Q4pbiSMzIldsN+SlaakqQFDPgXEUogFKJNiyVNbi5NRpalnwP0g8pCzk0rV1TbpeiQCBAnTp1wBhDdHQ0QkJCkJycjBMnTuDy5cuIjo5GcnIyXr16haNHj0IkEqFFMQOtL168iNjYWOj+m0glJSUhISFBauP1vLw8bNu6lX//U+MmePz4MZoGB+OJszOUpkxFTWNjzH0ZjQcZGYjOzYX/+0Rcy8xAe62C1bb1/k3+AKBz587oX8cJK+Lf4nVu7n/BSCRg+flI2ve7TJzq9etDs22b/w78+7loNG8O/WHDPv2BliNxcjLyYmPBJBJwSkrQbNkS2h6dKHkjhJByRC1wCsZApIpeDS1kulGFAg4mWqpyuyU5ADaGmnInAnxK9/rm+N/ZpzLHhQIOvVzMyzSuDgCUhQIcGdcSE3+/h5MP40p9fZ6YIdWoLgwNY2TOcRyH1atXgzEm1epma2uLe/fu4fbt2wVdnxoasLS0xLBhw2BgYCD3Ppof7Bzw5s0bmaQxPj4eK1f913V0JvIF5pqYoKe6RkHzZ0wMNmmKsCb2DSbk5iIjMxM1VFSw1NQMbiYmMFvyC1Q/mEjxo5ERLoc/w9y4WOy0tPrvnmIxsp+ESZVlYjFejRuPjL//LnKQQaCjA7Mlv0CgqoovIe/NG8TOX1AQB2NQMjOD8bRp0OnW9YvcXxEwsRgsJwecujpN5CCEfBbaC1WOqr4XanGzUFf1bYD+268jIV22tW1l3wb4row7Juy7GY1ZRx9CIODAoWDJj1rGIhz4vgX0NVU+eb08WbliMDBoqCgh9HUKem68WuykhuI0tNTFUPO36NOnDwDZvVBLSiQSYdq0aSUqu3TpUuQWbRX7V252NpYsWwYACK7lAI3iZo5qaqLm/v3IiXgOgZoaNJs3h0BNTabYy6HeOBcUhNGvojHPxAT9dfUKTgiF0OnZE+ZLfuHLpp49h9e+vrL3Egqh268vzObNK9GzlRVjDOL37xH5XV/kx8fLzD613LQRWh06VGgMVZ04PQPv1qxB8uHDYNnZULGxgZHvJGh37lzZoRFCqgjaC7Ua0FBRwuZBjfDqfSaex6fDQk8dDiYFA9UPjG6B6YfuI/hlwcQDbTUlTO3oUObkDQAGutZAc1t9BN57jeSsPDS21oNnXVOoKgmRky/G8/h0iFSVYG1Q/D6Xr95nIiWroDVsxZkn+Du8YP0315r6GOhao9TJGwBk5uTizp07ZXyq/7i6upa4rI6ODt69eydzvMRtKRkZiOzeHZxIBH0fb4hatZJbTG/QILS6dQvf6ejgf/Hv0EpTExbKKoBEAr3+/aTKpl+8WLDm2ofLdojFSDt7rsISOMYYkg8dQsKWrfxECxkch3ebNlXrBI4xhlfff4+se/f48Y+5L1/i9ZSpYGIJtVASQsrk/+3deVhUZfsH8O+ZHYZhkR1EBPeF3EXBXFFSM5fUUsutfLPQXLI0W7R6XTM1l1xKqbe0slwz9ZeaiuaCgmuKoiIgsgsMDMvMnDm/PwZGxlkY1mHk/lwXV82ZZ8655wjDzbPdlMDZML9G9vBrZK93rKmbFL+/HYKHOYWQF6nRzEMKsaD6haQD3R0wd1ArvWM7LyRh5ZE45JYmZu19HPHV2I5o5fVk1WNSdiHm/nYFl8qtZGUY6HoOLz54jCvJuVWKKTs7sxKZk3ESiaRSCVxwcDAOHjyof7AKndhcQQGyN2yE4vQZBPz6i8HzskED4TZzBj5Ytx5nFAp8nJaG7QGB8P70E9h16KDf2NxQXC0O0+X8+CPSly4z34jjUHIrDhzHNdghw8Lz51H09B8apd8zmWvXwnHokAZ7bwghVUeLGJ5RjV3s0dbHsUaSN2MOXU/Fwr3XdckbANxKzccrW88hr1B7rFjF4pWt53A5KVfvtXp7zXLaIVlXBxH4lfwlVqKp3nvz9/fHW2+9BaFQaPFrOnfujJCQEL1fuCIeD8Hnz1cphuKrV5FZWi+1PIZh4B4RgY5RUdi48CNcKCxE2orlcBk71qCtLGyA8U1z+Xw4hodXKa6KaJRKZG7YaFFbfiOXBp2gFF25YrwqBQDVw4dgc3KMPkcIIeZQDxyxCMdxyCtSQcjnQSoWYOOJuwb7xrIch7xCFX6PfYg3egXg8I1UpJrZ6033Og2HHIUSEiEfhUoWfAYWDakWQAw1+GjRQrs9iiVJAsMwujJOJSUlJstvmXv9wIEDERwcjAcPHkAkEiHA1xcJ166jd+mCh8qmldmbNsNt2jQwAsMfR6GnB0Z9thiXR45Au3btjL7eoV8/OPTrh4ITJ55s5svjQeDhAbe3p1cyGsuoEhOhsaTGJcPA5dVxtRKDreA5ORmvEwoAAgF49vbGnyOEEDMogSMVOhOfhSV/3sSttHwwDNCvlQfupOebHDm8VjokejutwOgecsZoOKBQyaKdtyO6BTTCo9wiHL2ZbrCnnT4G57kWGDd+gtmtVcorv2YnLS0NGzZswAcffACBkeTJlNTUVMTExEAul8PT0xPe3t5o+dOP2LvrN8j/+j9wrAbKu3ehybesRi2nVEL54AHEzZubbNOxY0eTzzF8PhqvX4e8/fuR98dBcMVFkPZ6Hi4TxkPg4mLx+7KU4vwF5PxiOOyrH5Q2kZQNGAC3t/5T4zHYEsfBg5GxfAW4pxe/8PlwHDLE6CIWQgipCK1CNaK+r0KtSzGJORiz+Sw4POlt4/O0vVim8jJneyHOLuiP32MeYtH+fytIwgztjwiBTCLE/N3XDKpA6OMggAaDxXfgISiCxlQvB7R7w5l6vlevXhhg4ST7y5cv48CBA7rzMQwDoVCIiRMnwtfXV9eu4FQUkt9+23TPy1OaHTsGUWPfihtaWcbatcjevMX4ogkAYBgwYjHcIiIg7dkTdu2N9xo2NPKjR5Ey9z1ArdbeO7Ua4pYt0eSH72slySaE2J7K5h40B66OZeQXY+2xO5gcGY33f7uKiw8eWzskszb8HV867PjkGKsxnbwBQG6hCnsvp2B4B1/Yi/gW946VGb7xLPp/daqC5A0AGLDg4ZzSz2zyBsDs8/fu3bMorqKiIvz555965yvba+7AgQN6vXuZGzdavIBA3KqVXvI2efJkMAyD5aXbkpTZt2+fbpj45MmTYBgGLi4uKC7WH6a+ePEiGIbRG1Iua5+bm2tRTMYUx8VpkzfAMHljGG3yJpHAb8sWuE17k5K3chwHDkSLE3/DY/4HcJ06FY03rEfAnt2UvBFCqowSuDoUn56PgaujsO54PE7ezsSeyykYs/kctkZZlkBYQ2xSrtEKDgxMLwDlMcCF+4/hZC9E5JTucLLTXyTwfAu3GouPVZYg9qtJ+O+SJUb3Z7OE2MKNbuPj48Ea6XXiOA4PHz6Eg4MDpFIpcm7eRPG1a8Z7qJ7CiMXwWbnS4LhEIsGKFSuQU8EEd5lMhr179+od27Ztm14ZsZoiP3LE5GR8APD8aCFanPgb0uDuNX7tZ4HAzQ2ukyfDY+4cyMLCjM55JIQQS9XrBG7ZsmXo1q0bZDIZPDw8MGLECNy+bVgVoLzvv/9e1/tQ9iWpJ3NMPt3/LwqK1breq7LEaNnhOKTkGhZlr02Z+SXY8Hc83tkRg8/++BdxacYnpLua2KiXx2NgLzL+y5xhGDhItL+cugc0wvmFA/DdxK5YNaYD/n6vD358Ixh9W7lXqTKEMZyqBGojdU7LeqD69esHNzfTSWPv3r1NPleeseStvMLCQhQWFqLoVpxF5wMACAQQNfEzOBwWFgYvLy8sW2Z+m45JkyZh+/btusdFRUX45ZdfMGnSJAAAp1aDlctREzMlOJXK7LYtLuPGgV+udishhJDaU68TuFOnTiEiIgLnz5/H0aNHoVKpMGjQIKOFx8tzdHREamqq7isxMbGOIjYtr1CFc/ezwZr4Rfp/NypfTqqqbqXKMeCrk1h99A4O30jD/84lYvDXp7E75iFuPpLj/d+uYvDXUZj2wyUEBzYy+jub1XAY3tHH9HMdfHSPxQI+wtp6YnSXxgh0dwAALBkZBC9HbWJdvTxO/34yDAOZTAZPT0+0aNEC48ePR+/evTF+/HijCxXatWuHgIAAi64UGBho8jmZ7Mned6kffmhh7ACnUEBhZAsSPp+PpUuXYv369Xj40LBcWJnXX38dp0+fRlJSEgBg9+7daNq0KTq2bw8AuN2tO+50D0bKnDna61UjkXPo1QtQG0lieTzY9+wJxkzvXEPDWTj3kRBCqqpeJ3BHjhzB5MmT0a5dO3To0AHff/89kpKSKtx9n2EYeHl56b48PT3rKGLT1GY+0BkAKrbuPvAX7L4GRYm2J5DjtAkXxwHzd1/DsPWnsedyCm6l5uPv2xn4OToZbby1yQmfYcBjtAnX4mFt8cmL7eDtZLx388zdLLMx+Drb4djcPhjR0cfsfDrzODzdJcRxHPr374/p06dj3Lhxui1GXFxcMHnyZLi5uYHH40EoFKJLly4YOXKkxVdzcnJCr9LKCWW9e2X/HThwYFXfBPKPHYcqJcXg+MiRI9GxY0csMlNJwcPDA4MHD8b3338PANi+fTumTp2Kx9u0vXJckbZnl32snWuZ+8uvVY7TvkcPOPTrpz+3j88HIxTCY+7cKp/XFLZAgcLLl1GSkFDj564teQcO4N7gIYhr2w53Qnsha/NmcGq1tcNqUNQ5Ocj5dReyt0ei6N9/rR0OIbXGpiZh5OXlAQAaNWpktl1BQQH8/f2h0WjQuXNnLF261OQeWoB2P7CSkhLdY7kl+1tVUiOpCG28Zbidlm+QsGg4oG8rjxq/pjGPcotw9WGe0ed0232U9tKUDfHeSS/A/6Z2x/WUPIgFPAwJ8oaPsx0eK5TIyC8xeq7Np+7hjV4BcLY3PgQbm5SDXZeScfCaiRJMFuBDgw6CFCSXO9a0aVM899xzBm1TU1Px/fffQ6PR6L5iYmKgUCgwduxYizea7d+/P9zd3XHx4kXk5eXBy8sLoaGhcKrGL+m8PXuQt2cP3Ge9C7fp+vu2rVixAv3798e8efOMvpaVyzHK0QkLly5FyG+/4+ytm9g+fTr+uHHDaPus775D0zemgqlCzViGYdD467V4vGMncnfvBpuXB2n37nB96z+QtGxZ6fOZwnEcsjZ+g+zvvgNXukBDEhQE31VfQuTvX2PXqWmPd+5E+udf6BJcNjsbmV+vgzIxET4VDIWTmpH3xx949OFC7fxThgE0GsjCw+G76kswldiwmxBbUK974MrTaDSYPXs2QkND0b50eMiYVq1aYfv27di/fz9++uknaDQahISEmB2GWrZsGZycnHRffn6Gc5Kqi2EYfPpiO/AYRjf3qyxlGNfdT6/8VG0qUVe+p0+t4ZCtKEFEv+Z48/lA+DjbAQCuPsw1ucebiuVwzUSiuPnUPYz65ix+u/jQoj3iTGHBww21fuL74MED/PzzzyguLkZRURHS09NRXFyMY8eOgWVZg9WocXFxlRpiZxgGzz33HN544w3MnTsX48ePh7+/PxRnz1b5fYDTdoVmrv0aBf/8o/dU7969ER4ejg9NDMsmvzUdHaOjUaxW46N799BXKkXRF/81eSmNXA7lQ8PevooU37qFh+++i/jefZDz889wevFFND9+DL5frarR5A3QlujK2rBBl7wBQPHNm0icNBmaEuN/MFibRqlE5tdfax+UH6bmOOTt3QflgwdWiashUSYm4tH8BdqtWjhOt4VP/l9/IXvbNitHR0jNs5keuIiICNy4cQNnzpwx265nz57o2bOn7nFISAjatGmDLVu24IsvvjD6mg8//BBzyw0ByeXyWkniejZzxb6IUGw6eQ+xSTlwl4kxIbgJxnSp+WuZ4t/IHt5OEosqJFTEUWL+28dBLMDFB4/x179p0HDAgNYe8HKSYPlh7SR/U/MBLcdAhSd/Vas4HkTQbguyadMmFBQU6PZqMzX3i8fjIT4+Hk2bNq1WJHkH/6zW68ukffY5OE/9pHT58uXo2LEjWrVqZdC+5O5dOPL5GO7khG2PH2OLa2PtLzBTGAZ8p8rtbVh07RoSX3sdHMsCLAs2NxeZX3+NwosX4fftVjCVrGZhDsdxyNr6reETLAt1Whry//oLTsOG1dj1aooyIQGaPNM994UxsRBV83uMmJe7d6/xrXs4Djk//2LQu02IrbOJBG7GjBk4ePAgoqKi0Lhx40q9VigUolOnTrh7967JNmKx2OKtJKqrva8TNk7oXCfXMobHY/Dpi23xzo5Y8BgGLMeBgXY2mYOYD4WSNaiwIOAx6NPScIi3k58LGrvY4VFukd6wMI8BfF3s8Et0EnbFPISgdOPfbWcS4GIv1F2vRjAMxH7aHtkoVTMMFieC4zi9YXBzE/c5jgO/mpPvOZUKJVeuoJudtmeyOumMKikJhUlJQOsnyVpQUBAmTJiAdevWGb6gNHma6eaOqS6N4Mzna3sfTAwJ2/fsCYGra6Viyli9RjuPq3zvJcdB8c8/UPxzFg7P96rU+czRKBRgs0zMnxQIUHK3fm65w3dwMPs8T2b+eVJ9bHa26ece1+/9Ngmpino9hMpxHGbMmIG9e/fi77//tni1YHksy+L69evw9vauhQht0+Agb+x4Mxg9m7nCxV6IVl4yLB0ZhM2vdYGA92SIt+y/C4e0QSMj24nweAw2ju8MqVgABtpEj2G0PW/jujfBrhjtsLVaw+lqm+YUqmoueQPAE4rhNX45vMYvRxrfHVmaytWV5DiuSt9XWVlZuHr1Ku7evQsNx0Ei4OOHJv74oYk/JJb0SJmZc6dOfQTNUyutP//8c2hKtzHJP3YMmrI970rPI2IYuAgEurl8vNK6rGAYoNzqW6+PPrL0LQIAOJZF4YULxitKCAQmh46VycnI2votMtetgyI62uLVrzw7O/BkJqYTqNUQ+voYf87KhL6+sOvUyXCfPIYBTyaDg4Vb1ZCqk7RrZ3zvRR5P+xwhz5h63QMXERGBnTt3Yv/+/ZDJZEhL02614eTkBLvS3o6yEkZl+2V9/vnn6NGjB5o3b47c3Fx8+eWXSExMxJtvvmm191EfhTR3Q0hzw73R/nz3eWw/k4B/H8nR2MUOr/fwN9quTAc/Z5z+oB/2XU7Bg+xCBLhJMaKjL2b/ehk8BtVYYVoVHLI0UrjxCiv1qpSUFIuTOLVajb179+LmzZu6YzKZDMN6hkD9zz8w6L40Garpdku9feAdEaF7XBx/F6pp03AlsBkA4OGMmfCVSpH13TZkfPml4Ql4PIyZNg3Tp06B/PBhqNLTMbJNG0zs16/yE7l5PDBCoWEdz9L3wEgMe64f//AD0pev0FVnwDebIO3TB43XrwOvgsUTqtRUiPz9Ufz0IgweDzypFI5DhlYu/jrks2wpEl+fCHVmpjZp1mjACIXwXbuG6p3WAadhw5C1eYv2/pdP5DgObhHvWC8wQmpJvU7gNm3aBADo27ev3vHIyEhMnjwZAJCUlAReuR6PnJwcTJs2DWlpaXBxcUGXLl1w9uxZtG3btq7CtmktPWVY/rLhKk5znO1FmByqnwDJy21YXHcYSBjDDX0rcv/+fd32IOaUlJRg9+7diI+P1zuen5+P/S7OGGJnB6awcsmjKQJXbdKsSs/Ag9GjwT01eV+jUCDz66/hNHo08n7//UnPD8tC0q4tXKdNA99BCpdXXzV5DU6jQe6uXcjZuROq9AxI2rWD23+mQdqjh64NwzCQDRkC+R9/GPZusCwcXxisd6j45k2kLystAVYuSVVEReHx9u1m5yGV3LuHB6+8Co2Reyhwc0PjDevBd5CafL21iZo2RbMjh5F36BBKbt+B0NsLTi+9BIG7u7VDaxB4Uin8f/oJaZ9/BsXpMwDHQejnB4958+Dw/PPWDo+QGlevEzhLhl1Onjyp93jNmjVYs2ZNLUVELBXSzBWXk3JqPYnjKRV4uPkN8BgOo2d8Cj9e7VS0uHHjBg4cOACVkYoPAJAjEqF73C2IlEocDWwG+6pO7OfxIHB3h7SnNonK2bHDIHkrwymVEDX1h/+P/0PeoUPgioohDQ2BY3h4hduEcByHpLemo/D0ad2xwvPnkXTuHHy/XgvHQYN0xz3mzkHRpUvaverKetVYFm4zZkDSSn8Fau6+fcYL3XMccn/7zWwCl7F6DTRFRUaHa72XLYOdke1h6hueVAqXMWOsHUaDJWrsiyZbt4LNy4OmuBgCDw+LtwgixNbU6wSO2K6JPZtiZ3QSchTKWkviRFBjoPg2vikqAAA04eeBz1R+f7PmzZubfT4zMxN79uwx/QcFx6HtjRtQFBXBfI2QivGdneG36RtdnUzFpYtm26tT02D/5puw79atUtdJ/fgTveQNgC5xyli+QlurszQJFXp4IGDfPuTt34eimBjwZI5wGv4S7DsbLsZhc3NNXpPNNb6tDKBNKAtOnTI+h0kggCIqCg6hIRW/MUIA8J2cwHdysnYYhNSqer2IgdgWjuN0SY67TIx974RiaJA3+LX0F/BzglQ4Mk+2Q6nqZYyV2CovJibG7F/xjEaDexUkgRViGDiEhaH538chKTfcL3Axv2m1uAp7sBXfuYO83btNPq969AhZmzbpLT7gO0jRaMIE+K5eDe/PFhtN3gDArmNH4wseeDzYdTG/+trkPeY4w8UBhBDSwFECR6otq6AEC3ZfQ9tP/w/NFh7ChO/O42pyLvwa2WP9+M6IX/ICnvOt3N5jlggUPK5mHVWta9eumX1eLpcbbABcHsfno6TcJHVVVZINhoHnB+8bTHZ3HmW61Bdjbw+hry/UprbdMKHg778rzHaz1m9A0sRJSBg5Crn790Nx/ry2mH0FnF4aDqG3t37CxeMBDAO3t982+TqGYSAbNMh4osaykA0Mq/DahBDSkFACR6qlUKnGmM3n8FvMQxSpWGg44Ny9bLy86SyuJucC0G6Wu2t6T/i52NXotfmomfqxSmMrLMvxqGAeDV+tRvC5JwXphcaGASsgad8eoiZNDI479O8Pl8mTDF8gEIArLETym28ivncfPFq40PIqBWb2iXtaSVwcUucvQNLkKYjv2w+K8xfMtuc7SOH/8069ZEzSti2abNsG+06dzL7WY+4c8F2cdXvblf3X+ZVXtD17hBBCdGgOHKmWfZcfISFLf+aXhgM0HIexW85hx5vB6Nq0ERiGQaC7FMk5NbfIIJu1hzuqf77iYvNVKTp37owzZ86ANZGYdYm+CDcjxegrFcO1ayi+fcdgUQDDMPBasADOI0ZAfvgI2MfZKLx8BcryBd41GuTt2w8wDHyWLDE4d2FMDLI2b0HRtWsQuLlpC9Kb6VE0hc3JQfJbb6HZX39B6Gm6dq/Q0xON16wGp1SCU6vBs7dsbz6hry8C9+9Hzs6fURh9QTvXbsRwyAYOpInohBDyFErgSLVEJ2SDz0C3UW95JWoNJm6PRuSUbpix8zIyTRS+r6qzan+8yOjvsF6JziUdUwmcRqPB9evXcfXqVUilUr3qDmXERcXwT0xEUbXLggFFsTEQt2gO+R9/IPf33VDn5EDavRsaTZ4MSevWkLRujeKbN5H72+/GgkXevv3weO89CBo9mTdXEBWF5Olv61aOKuVyPL53D8KAAKgSErS9XJYmcxoNOJUKeXt2mx0OLcOIRGZXw3IqFYpv3wEj4EPcsiUYHg8CV1e4z5wBYIZlMRFCSANFCRypFplEqE0OTCQwRUoWb/0Yg7zCyu/PVpECToI/VG3g7t0YAkYDDXjQgAG/krUejM1v4zgOe/fuxY0bN8zWUpUqFGCgnYvQvnT+WlXnJWRvj0T6l6vAldsHTZmQgNx9+9H0552QtGqFknv3TZ+AZaFKStIlcBzHIX35cr3C3mX/TqqEBLjPew+Ks+fAZmVB3Lw55IcOVRwkw0CZ/LCK7/AJ+eHDSPvvEl35I6GvL7yX/FdvDzpCqqvs55Z6cMmziBI4Ui0jO/vix/OJJp9nAOTWQvJWRiFwhv3EzWDA4SyXg/6MmQSnEhISEnCjtBqAuf0I82UOUNjbQ1pYiF3+Tat1TVVysuFBlgVXWIik/7yFwP37IPT1NX0ChoGgXMk4dWYmlPcTjLfl8cDw+PDfvu3JpfLlUPxz1nyPHMdBFNC0gndiXuGlS0iZ+55e0q9KTUXyf95CwP59EFehtFl9xKlUyD9+HEVXr4Hv7AynYS9C6FM/S4E9a5TJychYvQYFx46B4zjIBvSHx5w5EDVtau3QCKkxtIiBVEvnJi6YHdbC5PM1s8ygYj48OXqJTCeS5hjrgYuLi9Or8GGKSizGny8Nw7mePcCWa1/TW9+x6emI7xmC/DOnIW7V0nC1Jp8PhwEDIPT0hDorC0VXrxrUU9VjpAyW75q1cBw2zPSWHTweGIkEzqNGVeu9ZEdGPlmoUEajAceyyPn552qdu75Q5+QgYdTLSJk9B49//BGZX3+Nu2EDkffHH9YO7ZmnysjAg7GvIP+vv7Qrp9Vq5B87joRXXoWqtBwjIc8CSuBItc0Oa4lZA6q5D1oVtOOnIlx0G+MklzFIHA8RU/nVn4BlFT/MYhgk+/vjSucnqyxrZcCG4/D4m02QdOoEcQv9pNm+e3d4fvQRUt6bh/jeffDglVdxf+iL4Lu7GSZLpTHLwvS35uA7SOHQ+3n9YvLlhp6Evr7wj9wOgatrtd5Gye07xjfsZVmU3Ik3PG6D0lesQMn90t5gtVrbq6nR4NGCD6FKz7BucM+4nJ92gJXL9b/HWBaaggI8/uF/1guMkBpGQ6ikRswOawmGYbD2WN38AnaCAl2EKWBVSmxctxEAEBERAVEFJaQs1apVK1y8aL4KQnlKlQozDh4En2VxILAZXEpKaieJA5D32+9wn/UuCj09wQgEcB47BrI+fZAcMQMFJ048GQLVaMBmGt8jzn3uHAg99FeSKqKj8Wje+4bzGYVC+K5eDdmA/rrqDNUh9GsM1aNHhkO1fD5Efo2rfX5r45RKyA/+aTxJ1WggP3wIrqW1nEnNU5w/Z/IPBMX584bHCbFRlMCRGsEwDEZ1alx3CRyvRLv6FUBenukSTVUVGBiIgIAAJCSYmENmRFkckqKiGkl0TGJZZK5eoxvqLDhxAp4LP0TB8eOWvZ7HQ8mtOIPDj7eXDm2W/+VXugCiKDYWjuU201UmJyNv336os7MgadcOTkOHWrxdSKPXX0fhOSO/SDUaOL/yqmXvoR7TKJXaXjdjeDxojKxmJjWH7+hofHU1jwd++d5lQmwcDaGSGuMuE0MirJtvqeaCxzVWY5VvZM4XwzDwLrcgoF5iWe0XxyF9xUrLX6fRQH7kCDRPbZ9SfPu26aHN+Du6h3l//ol74S8ga/Nm5P6+G2mffIp7Q1/U9qpZQNa/PzzenweUK2HG2NnBZ/ky2LVvZ/n7qKd4UilEzQKN72fDsrDr3KXug2pAnIaPML4QR6OB00jTlU0IsTWUwJEaYyfi4/Ue/lWuSVoZIqhrpIwWALgamdOVnZ2Ns2fPVul8BVIpVAJBjS9kMInjAAvKXOlhWXBPJXAiPz/j8+X4fAgba4c21Tk5SF3wofYXJMvqeprUGRlI/exziy/v+sYbaHE6Cr5rVsN3/Tq0PHMaTsOHV+491FMMw8BjzhzDTQlL68FKQ3paL7gGwHHoEDiNHKF9IODr/lBwfPFFOA1/yXqBEVLDaAiV1Kj3w1tDXqzGrxeNbIlRg9I0MnjyCmrkXFlGaolev37d7P5vT5MWPInl6AvhCExPR8eYWOTLZPAoPT+Hihc3lL+asbYcAKVQCLFKZXA+vo8P2PR0471o5TEMRE2bgufkpHfY5fXXUBgdbdheo4HLK68AAPL/OgrO2PAgy0IRFQVWLtcOYVlA4OICx8GDLWpra2RhYWj8zTfIXLcOJXFxYOzt4Tz6ZXjMmlW7w+sEDI8H76VL4fzyy8g/pp1W4NC/H+y7daP94MgzhRI4UqNEAh5WvPwcribnIi4tv0rnEICFGjyYS3cKNYIaWyRgbBuR4uJiyxM4joPCweHJQx4PD/38IHd0RN/jf+Ohjw98LRxeBIBrHTsg090DgfF34JadDVl+ARhoe/YeNm6MVrdvAzC8O84jRkBx8iSKb97UHWMcHLQbA5e9x9JfYB7vzTX4ZeY4cCCUc+cic906Xc8aY2cH788/h6RNGwDQbk1iauNmjoOmqMjiBO5ZJ+vfD7L+/bRbWQgElDzUIYZhYN+1K+y7drV2KITUGkrgzFAoFEbnR/H5fEhKd90va2cKj8eDnZ1dldoWFhaaTCAYhoF9uUnjlWlbVFRkNGkpI5VKq9S2uLhYVy+0RxMpbidngS0XE08kAcDhOX4qWjIpkLMiXFd5IkXjDHuUoJUgE1kaKTI0DuCEDrrRJ06tAqd50qvUCAp0ldyDUgmoVPqF6NVqtdl4BQKBbn+38m3T0tIgKzfB2d3dHWq12mhbAxoNNOXep7o0+cmUSvGwkQtSPT1QxHHwfvQISf5NkNKsOdR2EnikZ6DZrVsQFRToet4YAPc9PKBwcEBaly7g8/kQAugQE4uYTh3R+//+QqFGYzR5ldy6iaa7f0fRlSsoevAAnLc3RM2aIfvbb5G7ew80+fmQtGkD1+lvQdKnj168JSXaMmfica/CuV9faK5fB18ohDQ4GBIXF11bcefOKDQxQV/o4wNNuV49lmXN1pkVCoW6VcMajQZFRabr2lamrUAggFis3eOO4zgUlqtsUZ22lfm5L9+WEQrpM6JU+c+I6ra1t7fXJcUlJSW6n7vqtrWzs9P93CuVSqjMTE+oTFuJRKL7fVKZtiqVCkql0mRbsVgMQekwcWXalv+5N0YkEkEoFFa6bWV+7ukzQr+tufZGccRAXl4eB+1oldGvIUOG6LW3t7c32bZPnz56bd3c3Ey27dq1q15bf39/k23btm2r17Zt27Ym2/r7++u17dq1q8m2bm5uem379Oljsq29vb1e2yFDhpi9b/7zD3ATPl7HLV682Gy8ADi/Ob9zbRfs5np+uINzbm86BgCcq6sr5+7uzi1cuJDr1q2b2bazZs3iFi9ezC1evJgLCQmxuK25+wCAmzJlCufu7s65u7tz/fv3N9t20qRJ3OLFi7nPPv2UezE83Gzb8ePHc4sXLeIWL1rEDX/pJbNtv+nbT/dvsWvXLrNtIyMjdW0PHjxotu2GDRt0bU+cOGG27cqVK3Vto6OjzbZdtGiRru2NGzfMtp03b56ubUJCgtm277zzjq5tRkZGhf8WZQoKCsy2HT16tN73u7m29Bmh/arsZ0R5o0ePNtu2oKBA13bSpElm22ZkZOjavvPOO2bbJiQk6NrOmzfPbNsbN27o2i5atMhs2+joaF3blStXmm174sQJXdsNGzaYbXvw4EFd28jISLNtd+3apWtLnxFa9fEzIi8vj7ME9cCROtNN8BAtBI8rbgjgeeE9tBAXgWGAQn4ucs20nTp1qt5f7jXF3F/pTxMIBIiIiAAA/PPPPxa9huPxoLFkPlTZkGUFQ3Ditm0sui4hhBDbx5RmiaQcuVwOJycnPHr0CI5G5vPQEKrxtqaGPFhWgzVr1oDjOF0OolKpTMar4hhIhALwS5eZlh++NJbHCIVC3fBIVYdQAe196tOnD5o1a4Zt27aZbVvheVkWfJZF4N27iG/d2mRblmXBqtXaOqYqFTzT0pDi56dry+fzdUMpLMtCmF+A/seOQaRUgld6/ziGgdjPDy1//w1iZ2ddDJYOeeTk5OCrr74y+u/B4/Hw3nvvwbn0vDQ8UvXhEVPoM6JqbWkIVYuGUCvftr5+Rsjlcvj4+CAvL89o7vE0SuCMKEvgLL2JpGI//vgj7peVFqqneDweevToARcXF/z555/VOxnHwT09HZmenhX2nJW1FyqVUInFZpsxDAOJQoE2/96E78OH4BgGDi+Eo9kHH0BQbq5aZcTHx2Pnzp0mn58wYQKaN6/7UmmEENKQVDb3oCFUUid69+5dKwmcUqnEt99+CwCYNm1atUppaTQaREdHV2ro1FwcmV5elp+AYSpM3gDAw8MD6enpiO3WFfH9+2HgwIFoFRRU6XjLs6+ggkJtDE8TQgipHkrgSJ1o0qQJ2rRpg1u3btX4uTMzM2vsXFVJ3mojDlPCwsLg4eEBpVKJRo0a6YZvqsPHxwdubm7Izs7WG2JjGAZubm7wqkwiSgghpE7QjpKkTjAMgzFjxmDgwIEV9vgQ0xwcHODo6Ag3N7caSd6AJ/82ZT1tZeeVSqUYM2YM7V9GCCH1EPXAkTrDMAxCQkIQEhKim5yclJSEs2fPIjk52ewkWaKdgOzh4VEr5/bw8MC7776LW7du4fHjx3B1dUWbNm10E54JIYTUL/TpTKyibIVVQEAAAgICwHEcjhw5gmhjpZyecTKZTLeSlmVZKBQKoyvUhgwZUmO9bsYIhUI899xztXZ+QgghNYcSOFIvMAyDwYMHIyQkBImJiWBZFqdPn0ZOTo61Q6txjo6O6NSpE9zd3eHn52ew2ojjOMTGxuLChQvIz8+Hp6cnevXqRStBCSGE6FACR+oVJycnXS9QUFAQfvrpJyQmJlo5qpohEokwZcoUeHp6mp1XxjAMunTpgi5dutRhdIQQQmwJJXCk3hIIBJg0aRJSUlJw7do1PH78GA4ODsjOzsbDhw917ZzK1d+0JnNxtGzZEq+++iotCCCEEFIjaCNfI2gj3/qvuLgY27ZtQ1ZWlrVDMUoqlaJDhw5o27YtPDw8dLuUE0IIIcbQRr6kQRCLxWZLxljLCy+8gODgYGuHQQgh5BlHCRyxSYWFhZDL5dYOQ8fR0RGzZ8+mIVJCCCF1ghI4YpNEIhF4PB5KSkoQGRkJAJgyZYpVhip9fHzw2muvoXv37gCAqKgovYLjhBBCSE2jBI7YpLI9yy5evIhHjx4BAKwxnbNTp04YNmwYCgsLcenSJQDamqqEEEJIbaJSWsRmDRo0yKBOp0AgQIsWLers+i+99BINmxJCCKlz1ANHbJadnR0mT56MmTNnAtAuIOjatSvs7OxQVFSElStX1tq1HRwc0LNnz1o7PyGEEGIO9cARm1a+96tz5866uWd2dnZo3759rV33vffeq7VzE0IIIRWhBI48s15++eVaOe9HH31UK+clhBBCLEUJHHmm1cZqUIGAZh4QQgixLkrgiM1zc3ODm5ub0edCQ0Nr9FqLFi2qUhyEEEJITbKJBG7jxo1o2rQpJBIJgoODER0dbbb9b7/9htatW0MikSAoKAiHDh2qo0hJXZNKpcjMzERmZiakUqnB8zW50GD69OlVjoMQQgipSfU+gfv1118xd+5cLFq0CLGxsejQoQPCw8ORkZFhtP3Zs2cxbtw4vPHGG7h8+TJGjBiBESNG4MaNG3UcOakPeDwemjRpUiPn8vT0rJHzEEIIIdVV74vZBwcHo1u3btiwYQMA7Sapfn5+mDlzJhYsWGDQ/pVXXoFCocDBgwd1x3r06IGOHTti8+bNFl2Titk/Wz777LNqn8Pc0CkhhBBSXZXNPep1D5xSqURMTAzCwsJ0x3g8HsLCwnDu3Dmjrzl37pxeewAIDw832R4ASkpKIJfL9b6IbSgqKkLfvn3Rt29fFBUV1co1AgIC6kUchBBCSJl6vZwuKysLLMsaDF15enoiLi7O6GvS0tKMtk9LSzN5nWXLltVILw2pexqNBqdOndL9vzHt27ev1hD6a6+9ViNxEEIIITWlXvfA1ZUPP/wQeXl5uq/k5GRrh0RqUHX2g+vZsyd4PPoxIYQQUr/U6x44Nzc38Pl8pKen6x1PT083qIFZxsvLq1LtAUAsFkMsFlc/YPJM8fHxQZ8+fawdBiGEEGKgXnctiEQidOnSBcePH9cd02g0OH78uMntIXr27KnXHgCOHj1KdSsbuMouQhg9ejSmTp1KiT0hhJB6qV73wAHA3LlzMWnSJHTt2hXdu3fH2rVroVAoMGXKFADAxIkT4evri2XLlgEAZs2ahT59+uCrr77C0KFD8csvv+DSpUvYunWrNd8GqQfKkriyhdfl66jGxsaiZcuWcHBwsEpshBBCSGXU+wTulVdeQWZmJj799FOkpaWhY8eOOHLkiG6hQlJSkt4cpZCQEOzcuRMff/wxFi5ciBYtWmDfvn21Wtic2JbyiVuZzp07WyESQgghpGrq/T5w1kD7wNkOhUIBDw8PAEBGRobVqiDUlzgIIYTYpsrmHvW+B44Qc6RSKRQKhbXDqDdxEEIIaRjq9SIGQgghhBBiiBI4QgghhBAbQwkcsWnFxcUYOnQohg4diuLi4gYfByGEkIaB5sARm8ayLA4dOqT7/4YeByGEkIaBeuAIIYQQQmwMJXCEEEIIITaGEjhCCCGEEBtDCRwhhBBCiI2hBI4QQgghxMbQKlQjyqqLyeVyK0dCKlK++oFcLrfaCtD6EgchhBDbVJZzWFrhlGqhGvHw4UP4+flZOwxCCCGENDDJyclo3Lhxhe0ogTNCo9Hg0aNHkMlkYBjG2uHUOLlcDj8/PyQnJ1tUMLchoHuij+6HIbon+uh+6KP7YYjuib6K7gfHccjPz4ePjw94vIpnuNEQqhE8Hs+i7NfWOTo60g/VU+ie6KP7YYjuiT66H/rofhiie6LP3P1wcnKy+Dy0iIEQQgghxMZQAkcIIYQQYmMogWuAxGIxFi1aBLFYbO1Q6g26J/rofhiie6KP7oc+uh+G6J7oq+n7QYsYCCGEEEJsDPXAEUIIIYTYGErgCCGEEEJsDCVwhBBCCCE2hhI4QgghhBAbQwlcA/fgwQO88cYbCAgIgJ2dHZo1a4ZFixZBqVRaO7Q6s3HjRjRt2hQSiQTBwcGIjo62dkhWs2zZMnTr1g0ymQweHh4YMWIEbt++be2w6o3ly5eDYRjMnj3b2qFYVUpKCl577TW4urrCzs4OQUFBuHTpkrXDsgqWZfHJJ5/ofYZ+8cUXFtezfBZERUVh2LBh8PHxAcMw2Ldvn97zHMfh008/hbe3N+zs7BAWFob4+HjrBFsHzN0PlUqF+fPnIygoCFKpFD4+Ppg4cSIePXpU6etQAtfAxcXFQaPRYMuWLfj333+xZs0abN68GQsXLrR2aHXi119/xdy5c7Fo0SLExsaiQ4cOCA8PR0ZGhrVDs4pTp04hIiIC58+fx9GjR6FSqTBo0CAoFAprh2Z1Fy9exJYtW/Dcc89ZOxSrysnJQWhoKIRCIQ4fPoybN2/iq6++gouLi7VDs4oVK1Zg06ZN2LBhA27duoUVK1Zg5cqVWL9+vbVDqzMKhQIdOnTAxo0bjT6/cuVKrFu3Dps3b8aFCxcglUoRHh6O4uLiOo60bpi7H4WFhYiNjcUnn3yC2NhY7NmzB7dv38ZLL71U+QtxhDxl5cqVXEBAgLXDqBPdu3fnIiIidI9ZluV8fHy4ZcuWWTGq+iMjI4MDwJ06dcraoVhVfn4+16JFC+7o0aNcnz59uFmzZlk7JKuZP38+16tXL2uHUW8MHTqUmzp1qt6xUaNGcRMmTLBSRNYFgNu7d6/usUaj4by8vLgvv/xSdyw3N5cTi8Xczz//bIUI69bT98OY6OhoDgCXmJhYqXNTDxwxkJeXh0aNGlk7jFqnVCoRExODsLAw3TEej4ewsDCcO3fOipHVH3l5eQDQIL4fzImIiMDQoUP1vlcaqgMHDqBr164YM2YMPDw80KlTJ3z77bfWDstqQkJCcPz4cdy5cwcAcPXqVZw5cwaDBw+2cmT1Q0JCAtLS0vR+dpycnBAcHEyfs6Xy8vLAMAycnZ0r9ToqZk/03L17F+vXr8eqVausHUqty8rKAsuy8PT01Dvu6emJuLg4K0VVf2g0GsyePRuhoaFo3769tcOxml9++QWxsbG4ePGitUOpF+7fv49NmzZh7ty5WLhwIS5evIh3330XIpEIkyZNsnZ4dW7BggWQy+Vo3bo1+Hw+WJbFkiVLMGHCBGuHVi+kpaUBgNHP2bLnGrLi4mLMnz8f48aNM1ng3hTqgXtGLViwAAzDmP16OklJSUnBCy+8gDFjxmDatGlWipzUFxEREbhx4wZ++eUXa4diNcnJyZg1axZ27NgBiURi7XDqBY1Gg86dO2Pp0qXo1KkT/vOf/2DatGnYvHmztUOzil27dmHHjh3YuXMnYmNj8cMPP2DVqlX44YcfrB0aqedUKhXGjh0LjuOwadOmSr+eeuCeUe+99x4mT55stk1gYKDu/x89eoR+/fohJCQEW7dureXo6gc3Nzfw+Xykp6frHU9PT4eXl5eVoqofZsyYgYMHDyIqKgqNGze2djhWExMTg4yMDHTu3Fl3jGVZREVFYcOGDSgpKQGfz7dihHXP29sbbdu21TvWpk0b7N6920oRWdf777+PBQsW4NVXXwUABAUFITExEcuWLWuQPZJPK/ssTU9Ph7e3t+54eno6OnbsaKWorK8seUtMTMTff/9d6d43gBK4Z5a7uzvc3d0tapuSkoJ+/fqhS5cuiIyMBI/XMDpmRSIRunTpguPHj2PEiBEAtL0Lx48fx4wZM6wbnJVwHIeZM2di7969OHnyJAICAqwdklUNGDAA169f1zs2ZcoUtG7dGvPnz29wyRsAhIaGGmwtc+fOHfj7+1spIusqLCw0+Mzk8/nQaDRWiqh+CQgIgJeXF44fP65L2ORyOS5cuIC3337busFZSVnyFh8fjxMnTsDV1bVK56EEroFLSUlB37594e/vj1WrViEzM1P3XEPohZo7dy4mTZqErl27onv37li7di0UCgWmTJli7dCsIiIiAjt37sT+/fshk8l0c1ScnJxgZ2dn5ejqnkwmM5j/J5VK4erq2mDnBc6ZMwchISFYunQpxo4di+joaGzdurXB9Nw/bdiwYViyZAmaNGmCdu3a4fLly1i9ejWmTp1q7dDqTEFBAe7evat7nJCQgCtXrqBRo0Zo0qQJZs+ejf/+979o0aIFAgIC8Mknn8DHx0f3h/Ozxtz98Pb2xujRoxEbG4uDBw+CZVnd52yjRo0gEoksv1CV18aSZ0JkZCQHwOhXQ7F+/XquSZMmnEgk4rp3786dP3/e2iFZjanvhcjISGuHVm809G1EOI7j/vjjD659+/acWCzmWrduzW3dutXaIVmNXC7nZs2axTVp0oSTSCRcYGAg99FHH3ElJSXWDq3OnDhxwujnxqRJkziO024l8sknn3Cenp6cWCzmBgwYwN2+fdu6Qdcic/cjISHB5OfsiRMnKnUdhuMa0HbRhBBCCCHPgIYx2YkQQggh5BlCCRwhhBBCiI2hBI4QQgghxMZQAkcIIYQQYmMogSOEEEIIsTGUwBFCCCGE2BhK4AghhBBCbAwlcISQBqlv376YPXu2tcMghJAqoQSOEEJqwPfffw+GYQy+vvvuO10bpVKJlStXokOHDrC3t4ebmxtCQ0MRGRkJlUplxegJIbaGaqESQkgNcXR0NCj07uTkBECbvIWHh+Pq1av44osvEBoaCkdHR5w/fx6rVq1Cp06ddMW+CSGkItQDRwhp8HJycjBx4kS4uLjA3t4egwcPRnx8vF6bb7/9Fn5+frC3t8fIkSOxevVqODs767VhGAZeXl56X3Z2dgCAtWvXIioqCsePH0dERAQ6duyIwMBAjB8/HhcuXECLFi0AAL///juCgoJgZ2cHV1dXhIWFQaFQ1Ml9IITYDkrgCCEN3uTJk3Hp0iUcOHAA586dA8dxGDJkiG5Y859//sH06dMxa9YsXLlyBQMHDsSSJUsqdY0dO3YgLCwMnTp1MnhOKBRCKpUiNTUV48aNw9SpU3Hr1i2cPHkSo0aNApWsJoQ8jYZQCSENWnx8PA4cOIB//vkHISEhALTJlp+fH/bt24cxY8Zg/fr1GDx4MObNmwcAaNmyJc6ePYuDBw/qnSsvLw8ODg66xw4ODkhLS9Ndp2/fvmZjSU1NhVqtxqhRo+Dv7w8ACAoKqqm3Sgh5hlACRwhp0G7dugWBQIDg4GDdMVdXV7Rq1Qq3bt0CANy+fRsjR47Ue1337t0NEjiZTIbY2FjdYx7vySCHJb1oHTp0wIABAxAUFITw8HAMGjQIo0ePhouLS5XeGyHk2UVDqIQQUkN4PB6aN2+u+woMDNQ917JlS8TFxZl9PZ/Px9GjR3H48GG0bdsW69evR6tWrZCQkFDboRNCbAwlcISQBq1NmzZQq9W4cOGC7lh2djZu376Ntm3bAgBatWqFixcv6r3u6ccVGT9+PI4dO4bLly8bPKdSqXQLFRiGQWhoKD777DNcvnwZIpEIe/furezbIoQ84yiBI4Q0aC1atMDw4cMxbdo0nDlzBlevXsVrr70GX19fDB8+HAAwc+ZMHDp0CKtXr0Z8fDy2bNmCw4cPg2EYi68ze/ZshIaGYsCAAdi4cSOuXr2K+/fvY9euXejRowfi4+Nx4cIFLF26FJcuXUJSUhL27NmDzMxMtGnTprbePiHERlECRwhp8CIjI9GlSxe8+OKL6NmzJziOw6FDhyAUCgEAoaGh2Lx5M1avXo0OHTrgyJEjmDNnDiQSicXXEIvFOHr0KD744ANs2bIFPXr0QLdu3bBu3Tq8++67aN++PRwdHREVFYUhQ4agZcuW+Pjjj/HVV19h8ODBtfXWCSE2iuFofTohhFTatGnTEBcXh9OnT1s7FEJIA0SrUAkhxAKrVq3CwIEDIZVKcfjwYfzwww/45ptvrB0WIaSBoh44QgixwNixY3Hy5Enk5+cjMDAQM2fOxPTp060dFiGkgaIEjhBCCCHExtAiBkIIIYQQG0MJHCGEEEKIjaEEjhBCCCHExlACRwghhBBiYyiBI4QQQgixMZTAEUIIIYTYGErgCCGEEEJsDCVwhBBCCCE2hhI4QgghhBAb8//ZjZAnfE10SAAAAABJRU5ErkJggg==\n", + "image/png": 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", "text/plain": [ "
" ] @@ -1230,7 +1360,7 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 25, "id": "28e7b1cb-6ef2-4c1e-a632-6aa4492288a3", "metadata": {}, "outputs": [ @@ -1281,50 +1411,50 @@ " \n", " \n", " T cell\n", - " -1.165814\n", - " -3.832878\n", - " 0.537382\n", - " 0.598922\n", - " 1.067152\n", - " -0.020246\n", - " -0.693651\n", - " 0.258908\n", - " 1.468315\n", - " -0.455349\n", + " -1.147785\n", + " -3.770386\n", + " 0.641012\n", + " 0.594237\n", + " 0.992428\n", + " -0.140758\n", + " -0.617294\n", + " 0.295147\n", + " 1.39611\n", + " 0.50721\n", " ...\n", - " 1.647822\n", - " 1.362475\n", - " 3.06693\n", - " -1.187876\n", - " -2.380553\n", - " -0.983768\n", - " 0.823741\n", - " 1.319065\n", - " 0.078578\n", - " -0.295263\n", + " 1.494477\n", + " 1.360258\n", + " 3.547168\n", + " -1.018048\n", + " -2.253207\n", + " -0.963324\n", + " 0.827915\n", + " 1.448655\n", + " 0.122474\n", + " -0.248011\n", " \n", " \n", "\n", - "

1 rows × 10240 columns

\n", + "

1 rows × 10415 columns

\n", "" ], "text/plain": [ "gene_symbol A1BG A2M A2MP1 AAAS AACS AAGAB \\\n", - "T cell -1.165814 -3.832878 0.537382 0.598922 1.067152 -0.020246 \n", + "T cell -1.147785 -3.770386 0.641012 0.594237 0.992428 -0.140758 \n", "\n", - "gene_symbol AAK1 AAMDC AAMP AAR2 ... ZUP1 ZWILCH \\\n", - "T cell -0.693651 0.258908 1.468315 -0.455349 ... 1.647822 1.362475 \n", + "gene_symbol AAK1 AAMDC AAMP AAR2 ... ZUP1 ZWILCH \\\n", + "T cell -0.617294 0.295147 1.39611 0.50721 ... 1.494477 1.360258 \n", "\n", - "gene_symbol ZWINT ZXDA ZXDB ZXDC ZYG11B ZYX \\\n", - "T cell 3.06693 -1.187876 -2.380553 -0.983768 0.823741 1.319065 \n", + "gene_symbol ZWINT ZXDA ZXDB ZXDC ZYG11B ZYX \\\n", + "T cell 3.547168 -1.018048 -2.253207 -0.963324 0.827915 1.448655 \n", "\n", "gene_symbol ZZEF1 ZZZ3 \n", - "T cell 0.078578 -0.295263 \n", + "T cell 0.122474 -0.248011 \n", "\n", - "[1 rows x 10240 columns]" + "[1 rows x 10415 columns]" ] }, - "execution_count": 21, + "execution_count": 25, "metadata": {}, "output_type": "execute_result" } @@ -1371,7 +1501,7 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 26, "id": "43ad200c-320a-4417-8313-3d2cbfbe7c53", "metadata": {}, "outputs": [ @@ -1490,7 +1620,7 @@ "[43178 rows x 3 columns]" ] }, - "execution_count": 22, + "execution_count": 26, "metadata": {}, "output_type": "execute_result" } @@ -1518,7 +1648,7 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 27, "id": "8b637a55", "metadata": {}, "outputs": [ @@ -1569,47 +1699,47 @@ " \n", " \n", " T cell\n", - " 0.478846\n", - " 1.026114\n", - " -1.245867\n", - " -0.90568\n", - " 0.000548\n", - " 0.03561\n", - " -0.597306\n", - " -0.00126\n", - " 1.10723\n", - " -0.797099\n", + " 0.49035\n", + " 0.875658\n", + " -1.34873\n", + " -1.330088\n", + " 0.505271\n", + " -0.36892\n", + " -0.309862\n", + " 0.223921\n", + " 0.150226\n", + " -1.034639\n", " ...\n", - " -1.530477\n", - " 2.098115\n", - " 1.00692\n", - " 0.374854\n", - " -1.579942\n", - " 1.01769\n", - " -0.444454\n", - " 0.506047\n", - " 1.814318\n", - " -0.752734\n", + " -1.533485\n", + " 2.00729\n", + " 0.97759\n", + " 0.39619\n", + " -1.447971\n", + " 1.025928\n", + " -0.608226\n", + " 0.76529\n", + " 1.985592\n", + " -1.948504\n", " \n", " \n", "\n", - "

1 rows × 547 columns

\n", + "

1 rows × 548 columns

\n", "" ], "text/plain": [ - " ABL1 AHR AIRE AP1 APEX1 AR ARID3B \\\n", - "T cell 0.478846 1.026114 -1.245867 -0.90568 0.000548 0.03561 -0.597306 \n", + " ABL1 AHR AIRE AP1 APEX1 AR ARID3B \\\n", + "T cell 0.49035 0.875658 -1.34873 -1.330088 0.505271 -0.36892 -0.309862 \n", "\n", - " ARID4A ARID5B ARNT ... ZNF350 ZNF354C ZNF362 \\\n", - "T cell -0.00126 1.10723 -0.797099 ... -1.530477 2.098115 1.00692 \n", + " ARID4A ARID5B ARNT ... ZNF350 ZNF354C ZNF362 \\\n", + "T cell 0.223921 0.150226 -1.034639 ... -1.533485 2.00729 0.97759 \n", "\n", - " ZNF382 ZNF384 ZNF395 ZNF436 ZNF699 ZNF76 ZNF91 \n", - "T cell 0.374854 -1.579942 1.01769 -0.444454 0.506047 1.814318 -0.752734 \n", + " ZNF382 ZNF384 ZNF395 ZNF436 ZNF699 ZNF76 ZNF91 \n", + "T cell 0.39619 -1.447971 1.025928 -0.608226 0.76529 1.985592 -1.948504 \n", "\n", - "[1 rows x 547 columns]" + "[1 rows x 548 columns]" ] }, - "execution_count": 23, + "execution_count": 27, "metadata": {}, "output_type": "execute_result" } @@ -1630,13 +1760,13 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 28, "id": "0ce049bd-3310-46a5-8531-50647d120db1", "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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7diwaNGhQpmcjIiKi4uGIVClZW1tj/vz5WL58ebHOzXvw4AFUKhUAGB3vkpWVhXr16qFu3bro06cPTp8+bXT/pk2b4OPjAx8fH4SHh0OlUpXowGMiIiKSXv4aKSmSpTBZT9544w34+flh5syZhZapW7cu5HI55HI5YmNj0aZNG3Tr1k283qRJEyQmJiI5ORkbNmyAvb09OnXqhKtXrxrUEx8fj/DwcABASEgIsrKysG/fvjL1X6fTQavVGiQiIiKq2kwa0i1cuBBr1qzBhQsXCrx+8OBBnDp1Chs2bEC9evWQmJhoMCL1yiuvIDw8HK1atcKrr76KzZs3o3Hjxli+fLlY5vLlyzh+/DhCQ0MBADY2Nhg0aBASEhLK1PeYmBgoFAoxeXh4lKk+IiKiqqYyTu2ZdPuDLl26IDg4GNOnT0dERITR9fr168PFxQWNGzfGo0eP8MYbb+CXX36BTCYrsD4rKyu8/PLLBiNS8fHxePLkCV566SUxT6/Xw9bWFvfu3UP16tVL1ffo6GhERUWJn7VaLYMpIiKiEuD2BxJYsGABvvnmGxw+fLjIckOGDEFeXh5WrlxZaBm9Xg+1Wi0ehPzkyRN8+eWXWLJkCdRqtZjOnDmDevXqYd26daXut0wmg7Ozs0EiIiKiqs3kG3K2aNECYWFhBtNxBbGyssKkSZMwd+5cjBo1Cg4ODvj444/xyiuvoFGjRtBqtVi2bBnUajU+/fRTAMCOHTtw7949DB8+HAqFwqC+N998E/Hx8Rg3bhwA4Nq1a8jKykJGRgYePnwItVoNAGjWrBns7Oykf3AiIqKqThCeJinqsRBmGRubM2dOsd6ii4yMxOPHj7FixQoAQGZmJt555x00bdoUPXr0wO3bt3HgwAG0a9cOwNNpvaCgIKMgCgAGDBgAtVqNU6dOAQBGjBgBf39/rFq1CleuXIG/vz/8/f2RlpYm4ZMSERFRPkGQaI2UBQVSgp77ApSKVquFQqGARqOxiGk+nrVHlopn7RFZJlP+juW3dXHUG3CS2b74hhe4r3uMpqu+sojfYJ61V0nwx4qIiCxdZVxszkCKiIiITEKqrQssafsDywnpiIiIiCoYjkhVMj0jzpq7C0QGvk1sae4uEJGFqIxTe5bTEyIiIqrUBCupdjcvWbtxcXFo2bKluA9khw4d8O2330ryTCYLpDIyMjB+/Hg0aNAAMpkMHh4e6Nu3r3gGnpeXFz755JNC709NTcXw4cNRp04d2NnZoV69epg4cSLu3LljVPbatWsYNmwY6tatC5lMhvr162Pw4ME4efKkWEYQBCQlJYmfHz9+jNDQULi7u+PsWY7qEBERVRZ169bFggULcPLkSZw8eRKvvfYaXn/9dZw/f77MdZtkau/GjRvo1KkTXFxcsGjRIrRs2RKPHz/Gd999h7Fjx+LSpUtF3n/9+nV06NABjRs3xoYNG1C/fn2cP38eU6dOxbfffoujR4+iRo0aAICTJ0+iW7duaN68OVatWoUmTZrg/v37+PrrrzF58mTs37/fqP4HDx5gwIABuHLlCg4dOoSGDRuWy/dARERUlZlrsXnfvn0NPs+bNw9xcXE4evQofH19y9QXkwRS7777LgRBwPHjx+Ho6Cjm+/r6IjIy8oX3jx07FnZ2dtizZw+qVasGAPD09IS/vz8aNmyIDz/8EHFxcdDr9YiIiECjRo1w8OBBWD0zh+rn54eJEyca1Z2ZmYk+ffpAq9Xi0KFD4nEzREREJDErq6dJinpKKTc3F1u2bEF2djY6dOhQ5q6UeyB19+5d7N69G/PmzTMIovK5uLi88P7vvvsO8+bNE4OofEqlEmFhYdi0aRNWrlwJtVqN8+fPY/369QZBVGFtZWRkoGvXrnB0dMT+/fuLPNBYp9NBp9OJn7VabZH9JiIiovL1/G+xTCaDTCYrsOy5c+fQoUMHPHr0CHK5HF999RWaNWtW5j6U+xqpa9euQa/Xo0mTJqW6/+rVq9Dr9WjatGmB15s2bYp79+7hr7/+wtWrVwGg2G1NnDgROTk52Lt3b5FBFADExMRAoVCIycPDo2QPQkREVMUJgiBZAgAPDw+D3+aYmJhC2/bx8YFarcbRo0cxZswYDB06FBcuXCjzM5V7IJV/Ak15nYvzbP0lbatv3764cuUKVq1a9cKy0dHR0Gg0YkpNTS19p4mIiKqg/O0PpEjA0xfRnv1tjo6OLrRtOzs7eHt7o23btoiJiUGrVq2wdOnSMj9TuQdSjRo1giAIuHjxYqnu9/b2hiAIhUaNly5dQvXq1eHm5obGjRsDQLHbCg8Ph0qlwtSpU7F48eIiy8pkMvG1yfxERERE5vP873Jh03oF0ev1Bkt2SqvcA6kaNWogODgYn376KbKzs42uZ2ZmFnm/q6srunfvjpUrV+Lhw4cG1zIyMrBu3ToMGjQIgiDAz88PzZo1w5IlS5CXl1estt5++22sWbMGH3zwARYtWlSiZyMiIqLik2YPqZK/+Td9+nQcPHgQN27cwLlz5/Dhhx8iJSUFYWFhZX4mk7y1t3LlSnTs2BHt2rXD7Nmz0bJlSzx58gTff/894uLixBGk27dvQ61WG9zr6emJFStWoGPHjggODsbcuXMNtj946aWXMG/ePABPp/RUKhWCgoLQpUsXTJ8+HU2aNEFWVha++eYb7Nmzp8DtD8LCwmBlZYUhQ4YgLy8PH3zwQbl/J0RERFWOINFbeyXckfOPP/7AkCFDkJ6eDoVCgZYtW2L37t3o3r17mbtikkCqfv36OHXqFObNm4fJkycjPT0dNWvWRJs2bRAXFyeWW7x4sdEUm0qlQkREBE6ePIlZs2Zh0KBBuHPnDpRKJfr164eZM2eKe0gBQLt27XDy5EnMmzcPI0eOxN9//w13d3d07NixyA0/Bw8eDGtra4SFhSEvLw/Tp0+X/HsgIiIi04uPjy+3ugV9/gptKhGtVguFQgGNRsP1UkREVOGY8ncsv63fPoyAs71d2et7lIP68xIt4jeYhxYTERGRSQiCFYSSHpRXSD2WwnJ6QkRERFTBcESqiun37hVzd4GqmKSVjc3dBSKyFFbC0yRFPRaCgRQRERGZxLObaZa1HkthOT0pwOHDh2FtbY2QkBAAQERERLG2jC+s3LVr1wAABw4cQN++fVGnTh0IgoCkpCRzPSIRERFVYBYdSCUkJGD8+PE4dOgQbt26haVLlyI9PV1MwNPtEZ7PA4CQkBCD/PT0dNSvXx8AkJ2djVatWmHFihVmeS4iIqKqyFwbcpYni53ay87OxubNm3HixAlkZGQgMTERM2bMgEKhMCjn4uICpVJpdL9MJiswHwB69uyJnj17lku/iYiIqBCCUOLNNAutx0JY7IjUpk2b4OPjAx8fH/FMPHNueaXT6aDVag0SERERVW0WG0jFx8cjPDwcwNNpuqysLOzbt6/Y9+/YsQNyuVxMAwcOLFN/YmJioFAoxOTh4VGm+oiIiKoaTu2ZyOXLl3H8+HFs374dAGBjY4NBgwYhISEBQUFBxaojMDDQ4PgZR0fHMvUpOjoaUVFR4metVstgioiIqCSsJDprz4Le2rPIQCo+Ph5PnjzBSy+9JObp9XrY2tri3r17qF69+gvrcHR0hLe3t2R9kslkkMlkktVHREREFZ/lhHT/78mTJ/jyyy+xZMkSqNVqMZ05cwb16tXDunXrzN1FIiIiKoUXbWFUkmQpLG5EaseOHbh37x6GDx9u9Ibem2++ifj4eIwbN65MbWRlZYl7SgHAb7/9BrVajRo1asDT07NMdRMREVEhBImm9njWXuHi4+MRFBRkFEQBwIABA6BWq3Hq1KkytXHy5En4+/vD398fABAVFQV/f3/MmDGjTPUSERFR1WJxI1LffPNNoddat25tsAVCYdshJCYmFtlGQECAWbdSICIiqoqkeuOOb+2R2fAAWSIiMhvBSqINOS1nQs1yekJERERUwXBEioiIiEzDSniapKjHQjCQqsL6T7j24kJEZbR9mXT7uRFRxSYIVhAkmJaTog6pWE5PiIiIiCoYSQOpiIgICIKABQsWGOQnJSWJm2elpKQUuLHWRx99JJb//fffYWdnhyZNmoh5s2bNeuHmXDdu3EBOTg4WLVqEVq1awcHBAW5ubujUqRNUKhUeP35s1OeYmBgIgoBJkyZJ+VUQERHR8/Kn9qRIFkLyqT17e3ssXLgQo0aNKvIol8uXL8PZ2Vn8LJfLxb8TExPxz3/+EwcOHMBPP/2ETp06YcqUKRg9erRY5uWXX8Y777yDkSNHinnVq1dHcHAwzpw5gzlz5qBTp05wdnbG0aNHsXjxYvj7+8PPz08sf+LECaxevRotW7aU6OmJiIioMIKVFQQJNuSUog6pSB5IBQUF4dq1a4iJicGiRYsKLVerVi24uLgY5ev1eqhUKqxcuRJ169ZFfHw8OnXqBLlcbhBsWVtbw8nJCUqlUsxbtGgRDhw4IG64ma9BgwYYOHAgcnJyxLysrCyEhYXh888/x9y5c8v41ERERFQVSR7SWVtbY/78+Vi+fDl+//33Et//448/4sGDBwgKCsKQIUOwefNm3L9/v1j3rlu3DkFBQQZBVD5bW1s4OjqKn8eOHYvevXsjKCioWHXrdDpotVqDRERERCUgCNIlC1EuY2NvvPEG/Pz8MHPmzELL1K1bVxxlksvluHPnDoCnR8SEhobC2toavr6+8Pb2xqZNm4rV7tWrVw3WVRVm48aNOHXqFGJiYor3QHi6lkqhUIjJw8Oj2PcSERER/n99k5UEqZIHUgCwcOFCrFmzBhcuXCjw+sGDB6FWq8VUvXp1ZGZmYvv27QgPDxfLhYeHIyEhoVht6vX6F54InZqaiokTJ2Lt2rWwt7cv9vNER0dDo9GIKTU1tdj3EhERUeVUbvtIdenSBcHBwZg+fToiIiKMrtevX99ojdT69evx6NEjtG/fXszT6/XIy8vDhQsX0KxZsyLbbNy4MS5evFhkmZ9//hl//vkn2rRpI+bl5ubiwIEDWLFiBXQ6HaytrY3uk8lkkMlkRdZNRERERZBqWq6yT+3lW7BgAb755hscPny4WOXj4+MxefJkg5GqM2fOIDAwsFijUm+99Rb27t2L06dPG1178uQJsrOz0a1bN5w7d86gjbZt2yIsLAxqtbrAIIqIiIjKLv+tPSmSpSjXnrRo0QJhYWFYvnz5C8uq1WqcOnUKI0aMQPPmzQ3S4MGD8eWXXxa4D9SzJk2ahE6dOqFbt2749NNPcebMGVy/fh2bN29G+/btcfXqVTg5ORnV7+joCFdXVzRv3lyqRyciIqIqoNxDujlz5kCv17+wXHx8PJo1a1bgYvF+/frh7t27+Oabb4qsQyaT4fvvv8f777+PVatW4ZVXXsHLL7+MZcuWYcKECQyUiIiIzEmwki5ZCEFfnCiHjGi1WigUCmg0GoONRYmIiCoCU/6O5beV8fkMODsU/0WvQut78AjKkbOL1feYmBhs374dly5dQrVq1dCxY0csXLgQPj4+Ze4HwLP2iIiIqBLbv38/xo4di6NHj+L777/HkydP0KNHD2RnZ0tSf7m9tUdERET0LEGwgiDBtFxJ6ti9e7fBZ5VKhVq1auHnn39Gly5dytwXBlKEge/9Zu4uUCW2Jba+ubtARJXU86eMFGerIo1GAwCoUaOGJH3g1B4RERGZhpUgXQLg4eFhcOrIi04s0ev1iIqKQufOnSV7AU3SQCoiIgKCIGDBggUG+UlJSeKO4ykpKRAEAZmZmeL1tLQ0NG/eHJ07d0ZmZiZ27doFOzs7nDp1yqCexYsXw83NDRkZGQCeLiB7+eWX4eTkhFq1aqFfv364fPnyC/sZEBAAQRAMUmhoaBmfnoiIiIok8Vt7qampBqeOREdHF9n8uHHjcPbsWWzYsEGyR5J8RMre3h4LFy7EvXv3ilX+119/RefOneHp6Yk9e/bAxcUFvXr1wttvv423334bOp0OAHDx4kX861//wqeffgqlUgmgbAvIRo4cifT0dDGtWrWq9A9NREREJufs7GyQiprWGz9+PJKTk/Hjjz+ibt26kvVB8kAqKCgISqWyWAcCnz17Fp07d0b79u3x9ddfw8HBQbwWGxuLrKwszJw5E0+ePMHbb7+Nvn37YtCgQWKZ3bt3IyIiAr6+vmjVqhVUKhVu3bqFn3/++YVtOzg4QKlUikmhUJTugYmIiKh48o+IkSIVk16vx7hx47B9+3b88MMPqF9f2nWbkgdS1tbWmD9/PpYvX47ff/+90HKHDx9G165d0b9/f6xbtw62trYG152cnJCQkIAlS5YgLCwMqampWLlyZZFtl2QB2bp16+Dm5gZfX19MmTIF9+/fL7K8TqeDVqs1SERERFQCVlbSpWIaO3Ys1q5di/Xr18PJyQkZGRnIyMjAw4cPpXkkSWp5zhtvvAE/Pz/MnDmzyDJ9+/bFp59+CqtCvpDXXnsNb775JjZv3oxly5bBzc2t0PpKsoAsLCwMGzZsQEpKCv71r39h27Zt6N+/f5H3xMTEGCxo8/DwKLI8ERERmV9cXBw0Gg0CAgLg7u4upk2bNklSf7m9tbdw4UKsWbMGFy5cKPD666+/jq+++goHDx4stI60tDTs3r0bDg4ORZYDCl5ANn/+fMjlcjHdunULwNP1UUFBQWjevDlCQ0OxdetW7N2712hx+7Oio6MNFrSlpqYW2R8iIiJ6jhmOiNHr9QWmiIgISR6p3AKpLl26IDg4GNOnTy/w+qpVqzB48GD07NkT+/fvL7DMiBEj0KpVK+zatQtxcXGFlitsAdno0aOhVqvFVKdOnQLvb926NWxtbXH16tVCn0cmkxktaiMiIqISkHj7A0tQrhtyLliwAH5+fmjcuLHRNUEQsGrVKlhbW6NXr17YuXMnAgICxOtffPEFDh48iLNnz6J+/foYN24cIiMjcfbsWTg6OgJ4GmWOHz8eX331FVJSUowWkNWoUaNY66XOnz+Px48fw93dvWwPTERERFVKuW7I2aJFC4SFhWH58uUFXhcEAStXrsSwYcPQu3dv/PDDDwCAW7duYfLkyVi8eLEYHM2fPx9WVlb44IMPxPtLs4Ds119/xezZs3Hy5EncuHEDu3btwsCBA+Hv749OnTpJ+PRERERkQBAkmtqznBGpct/ZfM6cOdDr9YVeFwQBK1aswIgRI9CnTx98//33iIyMxCuvvIJRo0aJ5RwcHKBSqQym+EqzgMzOzg779u1DcHAwfHx8MGHCBPTo0QN79+6FtbW1dA9OREREhsyw/UF5E/RFRTlUKK1WC4VCAY1Gw/VSRERU4Zjydyy/rT82/BvODtXKXt+Dh6g9eKpF/Abz0GIiIiIyjRLuAVVkPRaCgRQRERGZhlTTchY0tcdAiowMmnLT3F2gSmTT4nrm7gIRUblhIEVERESmUcLNNIusx0KUa08iIiIgCAIEQYCtrS1q166N7t27IyEhAXl5eWI5Ly8vCIKAjRs3GtXh6+sLQRCQmJiIlJQUsb7CUlHlPvroIwDAo0ePEBERgRYtWsDGxgb9+vUrz6+BiIiIgKcBkBTn7FlQIFXuI1IhISFQqVTIzc3FH3/8gd27d2PixInYunUrkpOTYWPztAseHh5QqVQIDQ0V7z169CgyMjLEDTg7duyI9PR08frEiROh1WqhUqnEPIVCgWPHjgEALl++bLCaXy6XAwByc3NRrVo1TJgwAdu2bSu/hyciIqJKrdwDKZlMBqVSCQB46aWX0Lp1a7zyyivo1q0bEhMTMWLECABPDxKOjY1FamqqeCBwQkICwsLC8OWXXwJ4ugdUfl0AUK1aNeh0OoO8Z9WqVQsuLi5G+Y6OjoiLiwMA/PTTT8jMzJTqcYmIiKgwlXCxuVnGxl577TW0atUK27dvF/Nq166N4OBgrFmzBgDw4MEDbNq0CZGRkeboIhEREUnNDIcWlzez9aRJkya4ceOGQV5kZCQSExOh1+uxdetWNGzYEH5+fqVuo27dupDL5WK6c+dOqevS6XTQarUGiYiIiKo2swVSer0ewnNDc71790ZWVhYOHDiAhISEMo9GHTx4EGq1WkzVq1cvdV0xMTFQKBRiyp9+JCIiomKqhEfEmG37g4sXL4oHEuezsbHBkCFDMHPmTBw7dgxfffVVmdqoX79+gWukSiM6OhpRUVHiZ61Wy2CKiIioJCrhzuZm6ckPP/yAc+fOYcCAAUbXIiMjsX//frz++utlGkGSmkwmg7Ozs0EiIiKiqq3cR6R0Oh0yMjIMtj+IiYlBnz598PbbbxuVb9q0Kf7++284ODiUa78uXLiAnJwc3L17F/fv34darQaAMq3JIiIiosLpBQF6CablpKhDKuUeSO3evRvu7u6wsbFB9erV0apVKyxbtgxDhw6FVSFDc66uruXdLfTq1Qs3b/7vKBR/f38AT9duERERUTkQBIl2Nq8igVRiYiISExNfWO75t/eeV9g+T4XVHRAQ8MKA6EVtEhEREb0Iz9ojIzxkloiIykUlPGuPgRQRERGZRGVcI2U5IR0RERFRBcMRKTIyaMrNFxciKiZOFRORiFN7RERERKXEQ4uLJyIiAv369TPKT0lJgSAIyMzMNPh727ZtsLa2xq1btwqsr0mTJpgwYQKAp2/kCYJglEaPHi2WfzbfyckJbdu2NTgg+fPPP8err76K6tWro3r16ggKCsLx48el/RKIiIio0rOIsbF//OMfcHV1xZo1a4yu/fTTT7h8+TKGDx8u5o0cORLp6ekGadGiRQb3qVQqpKen48SJE2jVqhUGDhyII0eOAHga0A0ePBg//vgjjhw5Ak9PT/To0QO3b98u3wclIiKqyvKPiJEiWQiL6ImtrS2GDBmCxMREo/2fEhIS0KZNG7Rq1UrMc3BwgFKpNEjPH9ni4uICpVKJJk2a4LPPPoO9vT2Sk5MBAOvWrcO7774LPz8/NGnSBJ9//jny8vKwb9++8n9YIiKiKir/rT0pkqWwiEAKAIYPH47r169j//79Yl52djY2b95sMBpVGra2trCxscHjx48LvP7gwQM8fvwYNWrUKLQOnU4HrVZrkIiIiKhqK7dAaseOHZDL5QapZ8+ehZZv1qwZ2rdvD5VKJeZt3rwZubm5GDx4sEHZlStXGtVd0LQg8DQAmjt3LrRaLbp161ZgmQ8++AAvvfQSgoKCCu1fTEwMFAqFmDw8PIp6fCIiInpe/lt7UiQLUW49CQwMhFqtNkhffPFFkfcMHz4cW7duxf379wE8ndbr378/XFxcDMqFhYUZ1f3GG28YlBk8eDDkcjkcHBzwn//8B4sXLy4wkFu0aBE2bNiA7du3w97evtC+RUdHQ6PRiCk1NbWY3wQREREBgF6wkiyVxIEDB9C3b1/UqVMHgiAgKSlJsmcqt+0PHB0d4e3tbZD3+++/F3lPaGgo3nvvPWzatAkBAQE4dOgQZs+ebVROoVAY1f282NhYBAUFwdnZGbVq1SqwzOLFizF//nzs3bsXLVu2LLI+mUwGmUxWZBkiIiKyPNnZ2WjVqhWGDRuGAQMGSFq3Re0j5eTkhIEDB0KlUuH69eto0KABAgICSlWXUqksMtj697//jblz5+K7775D27ZtS9ljIiIiKjYz7SPVs2fPIpcXlYVFBVLA0+m9V199FRcuXMCUKVMgFPBlPXjwABkZGQZ5MpkM1atXL1YbixYtwr/+9S+sX78eXl5eYl35662IiIhIenqUfFqusHoAGL34ZY7ZI8tZrfX/OnfuDB8fH2i1WgwdOrTAMp9//jnc3d0N0vML0ouycuVK5OTk4M033zSoY/HixVI9BhEREZUzDw8PgxfBYmJiTN6HchmRSkxMLDA/ICBA3Cfq2b+fd+nSpULrTklJeWH7hdWb78aNGy+soyrj2WhERFQuJJ7aS01NNdhH0hxrmS1uao+IiIgqKUGQ6NDip4GUs7Oz0YbcpmZxU3tEREREFQVHpMjI4PcLPjyaqDQ2LPI0dxeIyEJIdbxLSevIysrCtWvXxM+//fYb1Go1atSoAU/Psv03ioEUERERmYZUu5KXsI6TJ08iMDBQ/BwVFQUAGDp0aKHruovLJFN7EREREATBKOVHh6mpqRg+fDjq1KkDOzs71KtXDxMnTsSdO3cAALm5uejYsaPRJloajQYeHh746KOPxLwdO3YgICAATk5OcHBwwMsvv2z0Jd25cwchISGoU6cOZDIZPDw8MG7cOJ6fR0REVAnlv+D2fCprEAWYcI1USEgI0tPTDVL9+vVx/fp1tG3bFleuXMGGDRtw7do1fPbZZ9i3bx86dOiAu3fvwtraGmvWrMHu3buxbt06sc7x48ejRo0amDFjBgBg+fLleP3119GxY0ccO3YMZ8+eRWhoKEaPHo0pU6b876GtrPD6668jOTkZV65cQWJiIvbu3YvRo0eb6usgIiKqcvQQJEuWwmRTezKZDEql0ih/7NixsLOzw549e1CtWjUAgKenJ/z9/dGwYUN8+OGHiIuLQ6NGjRATE4Px48cjMDAQJ06cwMaNG3H8+HHY2dkhNTUVkydPxqRJkzB//nyx/smTJ8POzg4TJkzAwIED0b59e1SvXh1jxowRy9SrVw/vvvsu/v3vf5f/F0FERFRFleacvMLqsRRm7cndu3fx3Xff4d133xWDqHxKpRJhYWHYtGmTuC/U+PHj0apVK7z99tt45513MGPGDPj5+QEAtm7disePHxuMPOUbNWoU5HI5NmzYUGA/0tLSsH37dnTt2rXQvup0Omi1WoNEREREVZvJAqkdO3aIR7DI5XIMHDgQV69ehV6vR9OmTQu8p2nTprh37x7++usvAIAgCIiLi8O+fftQu3ZtfPDBB2LZK1euQKFQwN3d3ageOzs7NGjQAFeuXDHIHzx4MBwcHPDSSy/B2dkZX3zxRaH9j4mJMdg91cPDozRfAxERUdWVv9hcimQhTNaTwMBAqNVqMS1btuyF9+SPRD173l5CQgIcHBzw22+/4ffffy92+3q93ujcvtjYWJw6dQpJSUn49ddfxVX8BYmOjoZGoxFTampqsdsmIiKi/21/IEWyFCYLpBwdHeHt7S0md3d3eHt7QxAEXLhwocB7Ll26hOrVq8PNzQ0AcOTIEcTGxuLrr79Ghw4dMHz4cDHYaty4MTQaDdLS0ozqycnJwfXr19GoUSODfKVSiSZNmuD111/HqlWrEBcXh/T09AL7IpPJxB1ULWEnVSIiIjI/s46Nubq6onv37li5ciUePnxocC0jIwPr1q3DoEGDIAgCHj58iKFDh2LUqFEICgrCF198gRMnTmDVqlUAgAEDBsDGxgZLliwxauezzz5DdnZ2kQcb5wdkOp1OwickIiKifPmLzaVIlsLsG3KuWLECHTt2RHBwMObOnYv69evj/PnzmDp1Kl566SXMmzcPAPDBBx8gLy8PCxcuBPD0zb4lS5YgKioKISEh8PLywqJFizBlyhTY29tjyJAhsLW1xddff43p06dj8uTJaN++PQBg165d+OOPP/Dyyy9DLpfjwoULeP/999GpUyd4eXmZ66sgIiKq3CQ+tNgSmD2ka9SoEU6ePImGDRti0KBBaNiwId555x0EBgbiyJEjqFGjBvbv349PP/0UiYmJcHR0FO8dOXIkOnbsKE7xvffee/jqq69w8OBBtG3bFs2bN8f69esRFxeHxYsXi/dVq1YNn3/+OTp37oymTZti0qRJ6NOnD3bs2GGOr4CIiIgqKEGfP6dFJaLVaqFQKKDRaCrdeimetUdS4ll7RJbJlL9j+W39dmQPnOSOL77hBe5nZaN+hx4W8Rts9qk9sjz84SMiovIg1a7klrSzudmn9oiIiIgqKo5IERERkUlUxiNiGEhRgbhOiqTCqWIiEgmQ6K29slchFcsJ6YiIiIgqmAoZSP35558YNWoUPD09IZPJoFQqERwcjCNHjgAAvLy8IAgCBEGAg4MDmjdvLm7cCQARERHi9WeTr6+vuR6JiIio0tPDSrJkKSynJyUwYMAAnDlzBmvWrMGVK1eQnJyMgIAA3L17Vywze/ZspKen4+zZs+jXrx9Gjx6NTZs2AQCWLl2K9PR0MaWmpqJGjRoYOHCguR6JiIio0quMZ+1VuDVSmZmZOHToEFJSUtC1a1cAQL169dCuXTuDck5OTlAqlQCAuXPnYvPmzUhKSsKgQYOgUCigUCjEsklJSbh37x6GDRtmugchIiKiCq/CBVJyuRxyuRxJSUl45ZVXIJPJinWfvb09Hj9+XOC1+Ph4BAUFoV69eoXer9PpDM7h02q1Jes4ERFRFVcZ39qznJ4Uk42NDRITE7FmzRq4uLigU6dOmD59Os6ePVtg+SdPniAxMRHnzp1Dt27djK6np6fj22+/xYgRI4psNyYmRhzJUigU8PDwkOR5iIiIqor8DTmlSJaiwgVSwNM1UmlpaUhOTkZwcDBSUlLQunVrJCYmimWmTZsGuVyOatWqYezYsZg6dSpGjRplVFdiYiJcXFzQr1+/ItuMjo6GRqMRU2pqqsRPRURERBVNhZvay2dvb4/u3buje/fumDFjBkaMGIGZM2ciIiICADB16lRERETAwcEB7u7uEApYmKbX65GQkIAhQ4bAzs6uyPZkMlmxpxGJiIjIGKf2LFizZs2QnZ0tfnZzc4O3tzfq1KlTYBAFAPv378e1a9cwfPhwU3WTiIioyuJbexbgzp07GDhwICIjI9GyZUs4OTnh5MmTWLRoEV5//fUS1RUfH4/27dujefPm5dRbIiIiqswqXCAll8vRvn17xMbG4tdff8Xjx4/h4eGBkSNHYvr06cWuR6PRYNu2bVi6dGk59paIiIjySbVQ3JIWmwt6vV5v7k5URFqtFgqFAhqNBs7OzubuDhERUYmY8ncsv63zp47BSS4vc333s7Lg27q9RfwGV5o1UkRERESmVuGm9oiIiKhiqoxTewyk6IXCom+buwtUga2LecncXSAiC6GHRNsfWNCEmuX0hIiIiKiCMVkglZGRgfHjx6NBgwaQyWTw8PBA3759sW/fPgCAl5cXBEGAIAioVq0amjRpgn//+994di38jRs3xDLPp6NHjwJ4ulP5s/lyuRxt2rTB9u3bDfqzfft2BAcHw83NDYIgQK1Wm+qrICIiqpLMeUTMypUrUb9+fdjb26NNmzY4ePCgJM9kkqm9GzduoFOnTnBxccGiRYvQsmVLPH78GN999x3Gjh2LS5cuAQBmz56NkSNH4tGjR9i7dy/GjBkDZ2dno6Nd9u7dC19fX4M8V1dX8W9nZ2dcvnwZAHD//n2oVCr885//xPnz5+Hj4wMAyM7ORqdOnTBw4ECMHDmyPB+fiIiIkL8hpxQ7m5cskNq0aRMmTZqElStXolOnTli1ahV69uyJCxcuwNPTs0x9MUkg9e6770IQBBw/fhyOjo5ivq+vLyIjI8XPTk5OUCqVAIARI0YgLi4Oe/bsMQqkXF1dxXIFEQRBvK5UKjF37lwsXrwYZ8+eFQOpIUOGAHga5BEREVHl9Z///AfDhw/HiBEjAACffPIJvvvuO8TFxSEmJqZMdZf71N7du3exe/dujB071iCIyufi4mKUp9frkZKSgosXL8LW1rZM7efm5mLNmjUAgNatW5e6Hp1OB61Wa5CIiIio+KSe2nv+d1mn0xm1mZOTg59//hk9evQwyO/RowcOHz5c5mcq90Dq2rVr0Ov1aNKkyQvLTps2DXK5HDKZDIGBgdDr9ZgwYYJRuY4dO0Iulxuk3Nxc8bpGoxHz7ezsMGbMGKxevRoNGzYs9XPExMRAoVCIycPDo9R1ERERVUVSn7Xn4eFh8Ntc0OjS33//jdzcXNSuXdsgv3bt2sjIyCjzM5X71F7+YvHCDg5+1tSpUxEREYG//voLH374IV577TV07NjRqNymTZvQtGlTgzxra2vxbycnJ5w6dQoA8ODBA+zduxejRo2Cq6sr+vbtW6rniI6ORlRUlPhZq9UymCIiIjKj1NRUg53NZTJZoWWfj0P0en2xYpMXKfdAqlGjRhAEARcvXkS/fv2KLOvm5gZvb294e3tj27Zt8Pb2xiuvvIKgoCCDch4eHvD29i60HisrK4PrLVu2xJ49e7Bw4cJSB1IymazIf0BERERUNL1egF4vwYac/1+Hs7PzC4+IcXNzg7W1tdHo059//mk0SlUa5T61V6NGDQQHB+PTTz9Fdna20fXMzMwC76tevTrGjx+PKVOmQIrjAK2trfHw4cMy10NERESlZfV0U84yppKEL3Z2dmjTpg2+//57g/zvv/++wFmvkj+RCaxcuRK5ublo164dtm3bhqtXr+LixYtYtmwZOnToUOh9Y8eOxeXLl7Ft2zaD/Dt37iAjI8MgPXr0SLyu1+vF/N9++w2rV6/Gd999h9dff10sc/fuXajValy4cAEAcPnyZajVaknmS4mIiMhyREVF4YsvvkBCQgIuXryI9957D7du3cLo0aPLXLdJtj+oX78+Tp06hXnz5mHy5MlIT09HzZo10aZNG8TFxRV6X82aNTFkyBDMmjUL/fv3F/Ofn+oDgA0bNiA0NBTA0/VL7u7uAJ5OydWrVw+zZ8/GtGnTxPLJyckYNmyY+Dn/3pkzZ2LWrFllel4iIiIyZq6z9gYNGoQ7d+5g9uzZSE9PR/PmzbFr1y7Uq1evzH0R9FLMm1VBWq0WCoUCGo3mhfOzRERElsaUv2P5bZ08fR5yJ6cy15d1/z7a+vtaxG8wz9ojIiIiKiWTTO0RERERmWtqrzwxkKIXCv8wzdxdoAps7bw65u4CEVmIyhhIcWqPiIiIqJRMGkhlZGRg4sSJ8Pb2hr29PWrXro3OnTvjs88+w4MHDwzKzp8/H9bW1liwYIGY5+XlBUEQCk0BAQFi2XfeeQfW1tbYuHFjgX3JzMzE2LFj4e7uDnt7ezRt2hS7du0ql+cmIiKi/23IKUWyFCab2rt+/To6deoEFxcXzJ8/Hy1atMCTJ09w5coVJCQkoE6dOvjHP/4hllepVHj//feRkJCADz74AABw4sQJ8Uy9w4cPY8CAAbh8+bK4Yt/Ozg7A02NhNm3ahKlTpyI+Pl7c2iBfTk4Ounfvjlq1amHr1q2oW7cuUlNT4STBmwRERERUsMo4tWeyQOrdd9+FjY0NTp48CUdHRzG/RYsWGDBggMHu5fv378fDhw8xe/ZsfPnllzhw4AC6dOmCmjVrimVq1KgBAKhVqxZcXFwM2tqyZQuaNWuG6OhouLu748aNG/Dy8hKvJyQk4O7duzh8+DBsbW0BQJK9JIiIiKhqMcnU3p07d7Bnzx6MHTvWIIh61rMHB8bHx2Pw4MGwtbXF4MGDER8fX6L24uPjER4eDoVCgV69ekGlUhlcT05ORocOHTB27FjUrl0bzZs3x/z588XRLiIiIpJe/oiUFMlSmCSQunbtGvR6PXx8fAzy3dzcIJfLIZfLxV3HtVottm3bhvDwcABAeHg4tm7dCq1WW6y2rl69iqNHj2LQoEHi/SqVCnl5eWKZ69evY+vWrcjNzcWuXbvw0UcfYcmSJZg3b16h9ep0Omi1WoNERERExcdAqoyeHXUCgOPHj0OtVsPX1xc6nQ4AsH79ejRo0ACtWrUCAPj5+aFBgwaFLhp/Xnx8PIKDg+Hm5gYA6NWrF7Kzs7F3716xTF5eHmrVqoXVq1ejTZs2CA0NxYcffljkcTUxMTFQKBRi8vDwKNGzExERUeVjkkDK29sbgiDg0qVLBvkNGjSAt7c3qlWrJuYlJCTg/PnzsLGxEdP58+eLNb2Xm5uLL7/8Ejt37hTvdXBwwN27dw3ud3d3R+PGjWFtbS3mNW3aFBkZGcjJySmw7ujoaGg0GjGlpqaW9GsgIiKq0vSQ6K09CxqRMslic1dXV3Tv3h0rVqzA+PHjC10nde7cOZw8eRIpKSniYnLg6VYFXbp0wS+//ILmzZsX2s6uXbtw//59nD592iBIunTpEsLCwnDnzh24urqiU6dOWL9+PfLy8mBl9TSWvHLlCtzd3cU3/54nk8kgk8lK8/hEREQEIA8C8iQIgqSoQyomm9pbuXIlnjx5grZt22LTpk24ePEiLl++jLVr1+LSpUuwtrZGfHw82rVrhy5duqB58+Zi6ty5Mzp06PDCUan4+Hj07t0brVq1Mrh/wIABqFmzJtauXQsAGDNmDO7cuYOJEyfiypUr2LlzJ+bPn4+xY8ea4qsgIiKiSsJkgVTDhg1x+vRpBAUFITo6Gq1atULbtm2xfPlyTJkyBTNnzsTatWsxYMCAAu8fMGAA1q5dW+jU2x9//IGdO3cWeL8gCOjfv78YiHl4eGDPnj04ceIEWrZsiQkTJmDixIniflVEREQkvcq42FzQP7uBExWbVquFQqGARqMRNwStrHjWHpUFz9ojskym/B3Lb2v/z79BLi/75tdZWffRtU19i/gN5qHF9EL8ISQiIioYAykiIiIyCT2kOd7FkqbSGEgRERGRSUh14HCVPLSYKi6ukaKy4NQwEVVmDKSIiIjIJKR6486S3toz6RExpREREYF+/fqJfwuCAEEQYGNjA09PT4wZMwb37t0zuMfLy0ssl5/q1q0rXg8ICDC6HhoaasrHIiIiqnIk2dVcoulBqVS4EamQkBCoVCo8efIEFy5cQGRkJDIzM7FhwwaDcrNnz8bIkSPFz8/udA4AI0eOxOzZs8XPzx5TQ0RERFQcFS6QkslkUCqVAIC6deti0KBBSExMNCrn5OQkliuIg4NDkdeJiIhIWnoAeRLVYyksfmqvKNevX8fu3btha2tb4nvXrVsHNzc3+Pr6YsqUKbh//36R5XU6HbRarUEiIiKi4quMU3sVLpDasWMH5HI5qlWrhoYNG+LChQuYNm2aUblp06ZBLpeLadmyZeK1sLAwbNiwASkpKfjXv/6Fbdu2oX///kW2GxMTA4VCISYPDw/Jn42IiIgqlgo3tRcYGIi4uDg8ePAAX3zxBa5cuYLx48cblZs6dSoiIiLEz25ubuLfz66dat68ORo1aoS2bdvi1KlTaN26dYHtRkdHIyoqSvys1WoZTBEREZUA39qzAI6OjvD29kbLli2xbNky6HQ6fPzxx0bl3Nzc4O3tLSYXF5dC62zdujVsbW1x9erVQsvIZDI4OzsbJCIiIio+Tu1ZoJkzZ2Lx4sVISyv9ppHnz5/H48eP4e7uLmHPiIiIqLKr8IFUQEAAfH19MX/+/GKV//XXXzF79mycPHkSN27cwK5duzBw4ED4+/ujU6dO5dxbIiKiqit/ak+KZCkqfCAFAFFRUfj888+Rmpr6wrJ2dnbYt28fgoOD4ePjgwkTJqBHjx7Yu3ev0V5TREREJJ08vXTJUgh6vd6CulNxaLVaKBQKaDQarpciIqIKx5S/Y/lt7TqaBkd52dvKztKi1yt1LOI3uMK9tUdEREQVU2V8a4+BFBEREZmEVG/cWdJbewykqFjCPyz9W5FUta2dV8fcXSAiKjcMpIiIiMgk9PqnSYp6LIXFv7UXERGBfv36iX8LggBBEGBjYwNPT0+MGTMG9+7dM7jHy8tLLJef6tata1S3Xq9Hz549IQgCkpKSTPA0REREVVceBMmSpahwI1IhISFQqVR48uQJLly4gMjISGRmZmLDhg0G5WbPnm1wFExBWxt88sknEATL+YdBREREFUuFC6RkMhmUSiUAoG7duhg0aBASExONyjk5OYnlCnLmzBn85z//wYkTJ7ijORERkQlUhMXm8+bNw86dO6FWq2FnZ4fMzMwiy1v81F5Rrl+/jt27d8PW1rZE9z148ACDBw/GihUrigy2nqXT6aDVag0SERERFV/+GikpUnnJycnBwIEDMWbMmGKVr3CB1I4dOyCXy1GtWjU0bNgQFy5cwLRp04zKTZs2DXK5XEzLli0Tr7333nvo2LEjXn/99WK3GxMTA4VCISYPDw9JnoeIiIgsx8cff4z33nsPLVq0KFb5Cje1FxgYiLi4ODx48ABffPEFrly5gvHjxxuVmzp1KiIiIsTPbm5uAIDk5GT88MMPOH36dInajY6ORlRUlPhZq9UymCIiIiqByrghZ4UbkXJ0dIS3tzdatmyJZcuWQafT4eOPPzYq5+bmBm9vbzG5uLgAAH744Qf8+uuvcHFxgY2NDWxsnsaSAwYMQEBAQKHtymQyODs7GyQiIiIqPqnP2nt+yY1OpzP5M1W4QOp5M2fOxOLFi5GWVrwNIz/44AOcPXsWarVaTAAQGxsLlUpVjj0lIiIiKXl4eBgsu4mJiSmw3KxZs4y2RXo+nTx5slR9qHBTe88LCAiAr68v5s+fjxUrVrywvFKpLHCBuaenJ+rXr18eXSQiIiIAkOitPfx/HampqQYzRDKZrMDi48aNQ2hoaJFVenl5laorFT6QAoCoqCgMGzYM06ZN47olIiIiCyX1zubFXWrj5uYmrpWWmsUHUs/uEVXQflEA8NZbb+Gtt94SP9+4caNEbegtaa95IiIiMptbt27h7t27uHXrFnJzc8UlQN7e3pDL5UblLT6QIsvAg2eJiKispDrepTyPiJkxYwbWrFkjfvb39wcA/PjjjwW+lFbhF5sTERFRxVARNuRMTEyEXq83SoW92c9AioiIiKiUOLVHxRb+YfG2mCB6FqeFiShfRThrr6QYSBEREZFJPLuZZlnrsRQWNbUXEREhboxlY2MDT09PjBkzBvfu3RPLeHl5FbiR1oIFCwA8fWNPEARxlX1R3nnnHVhbW2Pjxo3l9UhERERUiVnciFRISAhUKhWePHmCCxcuIDIyEpmZmdiwYYNYZvbs2Rg5cqTBfU5OTiVq58GDB9i0aROmTp2K+Pj4F27URURERGUj9T5SlsDiAimZTCbuPF63bl0MGjTIaP8oJyenAncnL4ktW7agWbNmiI6Ohru7O27cuFHqXU2JiIjoxXhosYldv34du3fvhq2treR1x8fHIzw8HAqFAr169XrhOXs6nc7ocEQiIiKq2iwukNqxYwfkcjmqVauGhg0b4sKFC5g2bZpBmWnTpkEulxuklJSUYrdx9epVHD16FIMGDQIAhIeHQ6VSIS8vr9B7YmJiDA5G5FE0REREJZOH/y04L1My94M8w+ICqcDAQKjVahw7dgzjx49HcHAwxo8fb1Bm6tSpUKvVBql9+/bFbiM+Ph7BwcHiuTu9evVCdnY29u7dW+g90dHR0Gg0YkpNTS3dAxIREVVRFWFDzpKyuDVSjo6O8Pb2BgAsW7YMgYGB+PjjjzFnzhyxjJubm1impHJzc/Hll18iIyMDNjY2Bvnx8fHo0aNHgffJZLJCT5UmIiKiqsniAqnnzZw5Ez179sSYMWNQp07ZN/bbtWsX7t+/j9OnT8Pa2lrMv3TpEsLCwnDnzh24urqWuR0iIiIyxLf2zCAgIAC+vr6YP38+VqxYAQC4f/8+MjIyDMo5ODjA2dlZ/Hz58mWjupo1a4b4+Hj07t0brVq1Mrjm6+uLSZMmYe3atZg4cWI5PAkREVHVlqcXkCfBruRS1CEVi1sjVZCoqCh8/vnn4rqkGTNmwN3d3SC9//77BveEhobC39/fIJ0+fRo7d+7EgAEDjNoQBAH9+/dHfHy8SZ6JiIiIKj5Br7ekAbKKQ6vVQqFQQKPRGIyEERERVQSm/B3Lb+uL7zLh4Fj2th5kazEi2MUifoMtfmqPiIiIKofKuEaqQkztEREREVkijkgRUbnKmBpu7i5QBaP891pzd4HKif7/N9SUoh5LwUCKiIiITEKvF6CX4I07KeqQSqFTexERERAEQUyurq4ICQnB2bNnxTKCICApKanAe/v161fo5+d5eXnhk08+McqfNWsW/Pz8DD4/26f81KRJkwLrHTVqFARBMKp79erVCAgIgLOzMwRBQGZmZqF9IyIiIipMkWukQkJCkJ6ejvT0dOzbtw82Njbo06ePqfpWIF9fX7FP+enQoUNG5ZKSknDs2LECN/F88OABQkJCMH36dFN0mYiIiFAFj4iRyWRQKpUAAKVSiWnTpqFLly7466+/ULNmTZN08Hk2NjZinwpz+/ZtjBs3Dt999x169+5tdH3SpEkAUKKDjomIiKhs8iRaIyVFHVIp9hqprKwsrFu3Dt7e3hZ9hEpeXh6GDBmCqVOnwtfXV7J6dToddDqd+Fmr1UpWNxEREVVMRQZSO3bsgFwuBwBkZ2fD3d0dO3bsgJXV/2YEBw8ebHBmHfA06ChoJKgo06ZNw0cffWSQl5OTg2bNmhnknTt3TuxTvtDQUHzxxRcAgIULF8LGxgYTJkwoUfsvEhMTg48//ljSOomIiKqSyriPVJGBVGBgIOLi4gAAd+/excqVK9GzZ08cP34c9erVAwDExsYiKCjI4L5p06YhNze3RB2ZOnUqIiIiDPKWLVuGAwcOGOT5+PggOTnZIM/JyQkA8PPPP2Pp0qU4deoUBEHaFf3R0dGIiooSP2u1Wnh4eEjaBhERUWVW5QIpR0dHeHt7i5/btGkDhUKBzz//HHPnzgXwdO3Us2WAp4FNSd+Ec3NzM6qnRo0aRuXs7OyMyuU7ePAg/vzzT3h6eop5ubm5mDx5Mj755BPcuHGjRH16lkwmg0wmK/X9REREVPmUaB8pQRBgZWWFhw8flld/ymTIkCFGo2PBwcEYMmQIhg0bZqZeEREREVAFF5vrdDpkZGQAAO7du4cVK1YgKysLffv2LXFDGo0GarXaIK9GjRoGo0fF8eTJE7FP+QRBQO3ateHq6mq0EN7W1hZKpRI+Pj5iXkZGBjIyMnDt2jUAT9ddOTk5wdPTs8BRMCIiIiq7Kje1t3v3bri7uwN4Ol3XpEkTbNmyBQEBASVuKCUlBf7+/gZ5Q4cORWJiYonqOX/+vNinfDKZDI8ePSp2HZ999pnBwvEuXboAAFQqldE6LSIiIqLCCHq9JcV1FYdWq4VCoYBGo4Gzs7O5u0NERFQipvwdy28rdrsG1RzL3tbDbC3e628Zv8E8a4+IiIhMojJO7RV5RAwRERERFY4jUkRUrjKmhpu7C1QBKf+91txdoHJQGUekGEgRERGRSeRBou0Pyl6FZMp1ai8iIgL9+vUzyk9JSYEgCOKmnbm5uYiNjUXLli1hb28PFxcX9OzZEz/99JN4z8qVK+Hi4oLU1FSDusaNG4fGjRvjwYMHBvnr16+HtbU1Ro8ebdT+o0ePEBERgRYtWsDGxqbAPhIRERG9iNnXSOn1eoSGhmL27NmYMGECLl68iP3798PDwwMBAQFISkoCAIwZMwbt2rXD8OHDxXt/+OEHrFq1ComJiXBwcDCoNyEhAe+//z42btxoFGTl5uaiWrVqmDBhgtEGnkRERFQ+9Hq9ZMlSmH1qb/Pmzdi6dSuSk5MNNvpcvXo17ty5gxEjRqB79+5wdHREfHw8WrRogc8++wxvvfUWhg0bhvfeew8dO3Y0qPPGjRs4fPgwtm3bhh9//BFbt27F22+/LV53dHQUzxD86aefSnycDREREZVcZVwjZfYRqfXr16Nx48YF7pY+efJk3LlzB99//z0AwMPDA7GxsZg6dSrCw8Mhl8sxZ84co/sSEhLQu3dvKBQKhIeHIz4+vtyfg4iIiKqech+R2rFjB+RyuUFebm6u+PeVK1fQtGnTAu/Nz79y5YqYN2zYMKxevRrffPMNjh07ZnSQcF5eHhITE7F8+XIAQGhoKKKionDt2rVCDzsuDp1OB51OJ37WarWlrouIiKgq0ucBeRKsFNdb0Grzch+RCgwMhFqtNkhffPFFieoQBEH8+8yZM/j555/h4OCAgwcPGpXds2cPsrOz0bNnTwCAm5sbevTogYSEhDI9R0xMDBQKhZg8PDzKVB8REVFVkz+1J0UqDzdu3MDw4cNRv359VKtWDQ0bNsTMmTORk5NT6D3lPiLl6OhoNBL0+++/i383btwYFy5cKPDeixcvAgAaNWoEAMjJycHbb7+NwYMHo3v37hg5ciT69u2Lxo0bi/ckJCTg7t27BovP8/LycPr0acyZMwfW1taleo7o6GhERUWJn7VaLYMpIiKiSuTSpUvIy8vDqlWr4O3tjV9++QUjR45EdnY2Fi9eXOA9Zl9sHhoairfeegvffPON0TqpJUuWwNXVFd27dwcAzJ49G3fu3MHSpUvh4uKCrVu3YtiwYTh48CCsrKxw584dfP3119i4cSN8fX3FevLy8vDqq6/i22+/RZ8+fUrVT5lMZjSNSERERMWXp5doH6lyGpEKCQlBSEiI+LlBgwa4fPky4uLiLDuQ2rJlC4YOHYp///vf6NatG7RaLT799FMkJydjy5YtcHR0xMmTJ7Fw4UJ88803cHFxAQB89tln8PX1RWxsLCZPnoz//ve/cHV1xcCBA2FlZThr2adPH8THx4uB1IULF5CTk4O7d+/i/v37UKvVAAA/Pz8TPj0REVHVIfVbe8+vVy6PQQ+NRoMaNWoUet3sgZQgCNi8eTOWLl2K2NhYjB07FjKZDB06dMCPP/6Izp07Q6fTYejQoRg2bJhBpKhUKrF8+XIMHz4cffr0QUJCAt544w2jIAoABgwYgEGDBuGPP/5A7dq10atXL9y8eVO87u/vDwAWtTcFERERFe75JTYzZ87ErFmzJKv/119/xfLly7FkyZJCywh6Rg6lotVqoVAooNFo4OzsbO7uEFksnrVHpcGz9sqfKX/H8tua8997sHcoe1uPHmjxryHVkZqaatD3wkakZs2ahY8//rjIOk+cOIG2bduKn9PS0tC1a1d07dq1yJfkzD4iRUSVG38QiSif1GuknJ2dixUEjhs3DqGhoUWW8fLyEv9OS0tDYGAgOnTogNWrVxd5HwMpIiIiqtTc3Nzg5uZWrLK3b99GYGAg2rRpA5VKVeByoWcxkCIiIiKTsPQjYtLS0hAQEABPT08sXrwYf/31l3hNqVQWeA8DKSIqV1wjRaXBKeHKKS9PjzwJ5vakqKMge/bswbVr13Dt2jXUrVvX4FphS8rNftYeERERkSWIiIiAXq8vMBWm0EAqIiICgiCIydXVFSEhITh79qxYRhAEJCUlFXhvv379Cv38PC8vL3zyySdG+bNmzTLY12nWrFkGfcpPTZo0KbDeUaNGQRAEo7p1Oh3Gjx8PNzc3ODo64h//+IfBbutEREQkPUs/IqY0ihyRCgkJQXp6OtLT07Fv3z7Y2NiUemdwqfj6+op9yk+HDh0yKpeUlIRjx46hTp06RtcmTZqEr776Chs3bsShQ4eQlZWFPn36GBymTERERNKqjIFUkWukZDKZuLhKqVRi2rRp6NKlC/766y/UrFnTJB18no2NTaELvvLdvn0b48aNw3fffYfevXsbXNNoNIiPj8d///tfBAUFAQDWrl0LDw8P7N27F8HBweXWdyIiIqpcir1GKisrC+vWrYO3tzdcXV3Ls09lkpeXhyFDhmDq1KkG5+3l+/nnn/H48WP06NFDzKtTpw6aN2+Ow4cPF1qvTqeDVqs1SERERFR8eXq9ZMlSFDkitWPHDsjlcgBAdnY23N3dsWPHDoM9FQYPHgxra2uD+3Q6ndFI0ItMmzYNH330kUFeTk4OmjVrZpB37tw5sU/5QkNDxV1HFy5cCBsbG0yYMKHAdjIyMmBnZ4fq1asb5NeuXRsZGRmF9i8mJuaFu6ISERFR1VJkIBUYGIi4uDgAwN27d7Fy5Ur07NkTx48fR7169QAAsbGx4hRZvmnTppV4vdHUqVMRERFhkLds2TIcOHDAIM/HxwfJyckGeU5OTgCejjYtXboUp06dgiAIJWpfr9cXeU90dDSioqLEz1qt1uiMHyIiIiqcPu9pkqIeS1FkIOXo6Ahvb2/xc5s2baBQKPD5559j7ty5AJ6unXq2DPA0sMnMzCxRR9zc3IzqKei0ZTs7O6Ny+Q4ePIg///wTnp6eYl5ubi4mT56MTz75BDdu3IBSqUROTg7u3btnMCr1559/omPHjoX2rzxOlCYiIqpK9Ch6K4GS1GMpSrSPlCAIsLKywsOHD8urP2UyZMgQnD17Fmq1Wkx16tTB1KlT8d133wF4Ggza2tri+++/F+9LT0/HL7/8UmQgRURERPS8IkekdDqduG7o3r17WLFiBbKystC3b98SN6TRaKBWqw3yatSoYTB6VBxPnjwxWsskCAJq164NV1dXo4Xwtra2UCqV8PHxAQAoFAoMHz4ckydPhqurK2rUqIEpU6agRYsWRlOUREREJB19HpBXlab2du/eDXd3dwBPp+uaNGmCLVu2ICAgoMQNpaSkwN/f3yBv6NChSExMLFE958+fF/uUTyaT4dGjR8WuIzY2FjY2NvjnP/+Jhw8folu3bkhMTDRaNE9ERETSedEu4SWpx1IIekvqTQWi1WqhUCig0Wjg7Oxs7u4QERGViCl/x/Lbej/uL8iqlb0t3UMtFo2paRG/wTy0mIiIiEwiT/80SVGPpWAgRURERCahz9NDL0EUJEUdUmEgRUTlKn3yW+buAlVQ7kvWm7sLRC/EQIqIiIhMQqoDhy1pdXeJ9pEyhYiICAiCYJRCQkJw9+5djB8/Hj4+PnBwcICnpycmTJgAjUZjUEdB93fu3Fm8Pm/ePHTs2BEODg5wcXEx8RMSERFVTXl5esmSpbDIEamQkBCoVCqDPJlMhtu3byMtLQ2LFy9Gs2bNcPPmTYwePRppaWnYunWrQXmVSoWQkBDxs52dnfh3Tk4OBg4ciA4dOiA+Pr58H4aIiIgqLYsMpGQyGZRKpVF+9erVsW3bNvFzw4YNMW/ePISHh+PJkyewsfnf47i4uBRYBwDx8OGS7mFFREREpVcZ95GyyECqJPL3kHg2iCoPOp0OOp1O/KzVasu1PSIiosqmMh5abHFrpABgx44dkMvlBmnOnDlG5e7cuYM5c+Zg1KhRRtcGDx5scH9SUlKZ+hQTEwOFQiEmDw+PMtVHREREFZ9FjkgFBgYiLi7OIK9GjRoGn7VaLXr37o1mzZph5syZRnXExsYanJ33/LEyJRUdHY2oqCiD9hlMERERFV+eXo88CablpKhDKhYZSDk6OsLb27vQ6/fv30dISAjkcjm++uor2NraGpVRKpVF1lFSMpkMMplMsvqIiIiqmsq4Rsoip/aKotVq0aNHD9jZ2SE5ORn29vbm7hIRERFVURY5IqXT6ZCRkWGQZ2NjA5lMhh49euDBgwdYu3YttFqtuOi7Zs2asLa2Llb9t27dwt27d3Hr1i3k5uZCrVYDALy9vSGXyyV9FiIiInpKqj2guI/UC+zevdtoTZOPjw8+++wzHDt2DACMpu1+++03eHl5Fav+GTNmYM2aNeJnf39/AMCPP/6IgICA0neciIiIClUZdza3uEAqMTGxyP2dijMv+qIyL2qDiIiIqDgsLpAiosqFB88SUT69Xg+9BNNylrTYnIEUERERmYReou0PLCmQqnBv7RERERFZCo5IEVG5uj1xkLm7QJXAS0s3mbsLJAF9nkRTe3xrj4iIiKqayhhImWRqTxCEIlNERESh5Tp37lxgPY6OjmjUqBEiIiLw888/G7SXkpJiULZmzZro2bMnzpw5I5bZvn07goOD4ebmBkEQxL2kiIiIiIrLJIFUenq6mD755BM4Ozsb5C1dulQsq1KpDK4lJycb1JV//fz58/j000+RlZWF9u3b48svvzRq9/Lly0hPT8fOnTtx7949hISEQKPRAACys7PRqVMnLFiwoHwfnoiIiAAAeXrpkqUwydSeUqkU/1YoFBAEwSDvWS4uLoVee/66l5cXevTogaFDh2LcuHHo27cvqlevLpatVauWWH7JkiXo3Lkzjh49iuDgYAwZMgQAcOPGDQmekIiIiF6EU3sW6r333sP9+/fx/fffF1qmWrVqAIDHjx+Xqg2dTiceSfPs0TRERERUdVlcIDV48GDI5XIxJSUlvfCeJk2aACh8dOnOnTv4+OOP4eTkhHbt2pWqXzExMVAoFGLy8PAoVT1ERERVlV6vlyxZCot7ay82NhZBQUHi5+fP3CtI/hcqCIJBft26dQE8XQ/VqFEjbNmyBbVq1SpVv6KjoxEVFSV+1mq1DKaIiIhKIC9PmgOH8/Ik6IxELC6QUiqVRgcSv8jFixcBAPXr1zfIP3jwIJydnVGzZk04OzuXqV8ymQwymaxMdRAREZFl+8c//gG1Wo0///wT1atXR1BQEBYuXIg6deoUWN7ipvZKI/9NwGdHsoCngVXDhg3LHEQRERFR2VWEqb3AwEBs3rwZly9fxrZt2/Drr7/izTffLLS8xY1IvUhmZiYyMjKg0+lw5coVrFq1CklJSfjyyy/h4uJS7Hru3r2LW7duIS0tDcDTrRKApyNiRb01SERERKVTEd7ae++998S/69Wrhw8++AD9+vXD48ePYWtra1S+wgVSw4YNAwDY29vjpZdeQufOnXH8+HG0bt26RPUkJyeLdQFAaGgoAGDmzJmYNWuWZP0lIiKi8vH8G/RSL8O5e/cu1q1bh44dOxYYRAGAoLekpe8ViFarhUKhgEaj4dQhERFVOKb8HctvK+yDa7CzdypzfTmP7mPdAuP11FINhkybNg0rVqzAgwcP8Morr2DHjh1wdXUtsGylWCNFREREli8PeuTpJUh4OgaUmpoKjUYjpujo6ALbnTVr1guPqzt58qRYfurUqTh9+jT27NkDa2trvP3224Wuy6pwU3tEREREAODs7Fys0bRx48aJS3gK4+XlJf7t5uYGNzc3NG7cGE2bNoWHhweOHj2KDh06GN3HQIqIytXVsF7m7gKRqNG6XebuQpVmrsXm+YFRqdr6/5EonU5X4HUGUkRERGQSUm1dUF7Lu48fP47jx4+jc+fOqF69Oq5fv44ZM2agYcOGBY5GAeW4RurPP//EqFGj4OnpCZlMBqVSieDgYBw5cgTA0yE0QRCwceNGo3t9fX0hCAISExONrs2fPx/W1tZYsGCB0bXExERxrtPa2hrVq1dH+/btMXv2bGg0GoOy+e0/n8aOHSvNF0BEREQVSrVq1bB9+3Z069YNPj4+iIyMRPPmzbF///5C3wYstxGpAQMG4PHjx1izZg0aNGiAP/74A/v27cPdu3fFMh4eHlCpVAbzlkePHkVGRgYcHR0LrFelUuH9999HQkICPvjgA6Przs7OuHz5MvR6PTIzM3H48GHExMRApVLhp59+EncmPXHiBHJzc8X7fvnlF3Tv3h0DBw6U6isgIiKiZ+jz9JIcEVNe+0i1aNECP/zwQ4nuKZcRqczMTBw6dAgLFy5EYGAg6tWrh3bt2iE6Ohq9e/cWy4WFhWH//v1ITU0V8xISEhAWFgYbG+MYb//+/Xj48CFmz56N7OxsHDhwwKiMIAhQKpVwd3dH06ZNMXz4cBw+fBhZWVl4//33xXI1a9YUN99UKpXYsWMHGjZsiK5du0r8bRARERHwvzVSUiRLUS6BlFwuh1wuR1JSUqGLswCgdu3aCA4Oxpo1awAADx48wKZNmxAZGVlg+fj4eAwePBi2trYYPHgw4uPji9WfWrVqISwsDMnJyQajUPlycnKwdu1aREZGGh18nE+n00Gr1RokIiIiqtrKJZCysbFBYmIi1qxZAxcXF3Tq1AnTp0/H2bNnjcpGRkYiMTERer0eW7duRcOGDeHn52dUTqvVYtu2bQgPDwcAhIeHY+vWrcUOaJo0aYL79+/jzp07RteSkpKQmZmJiIiIQu+PiYmBQqEQk4eHR7HaJSIioqcqwll7JVVui80HDBiAtLQ0JCcnIzg4GCkpKWjdurXRAvLevXsjKysLBw4cQEJCQqGjUevXr0eDBg3QqlUrAICfnx8aNGhQ4GL1guR/6QWNOMXHx6Nnz56FnuwMANHR0Qabfj07HUlEREQvps/LkyxZinLd2dze3h7du3fHjBkzcPjwYURERGDmzJkGZWxsbDBkyBDMnDkTx44dQ1hYWIF1JSQk4Pz587CxsRHT+fPniz29d/HiRTg7Oxtt8X7z5k3s3bsXI0aMKPJ+mUwmbvxV3A3AiIiIqHIz6T5SzZo1Q1JSklF+ZGQkFi9ejEGDBqF69epG18+dO4eTJ08iJSUFNWrUEPMzMzPRpUsX/PLLL2jevHmh7f75559Yv349+vXrBysrw9hRpVKhVq1aBovgiYiISHp5Er21J0UdUimXQOrOnTsYOHAgIiMj0bJlSzg5OeHkyZNYtGgRXn/9daPyTZs2xd9//w0HB4cC64uPj0e7du3QpUsXo2sdOnRAfHw8YmNjATydwsvIyBC3Pzhy5Ajmz58PhUJhtPdUXl4eVCoVhg4dWuBbgkRERCQdS9+QszTKJXqQy+Vo3749YmNj8euvv+Lx48fw8PDAyJEjMX369ALvKexU5fw36qZNm1bg9QEDBiAmJgYLFy4E8HRRuru7OwRBgLOzM3x8fDB06FBMnDjRaDpu7969uHXrVqHrsoiIiIiKIugtKayrQLRaLRQKBTQaDddLERFRhWPK37H8tl4fcwa2Mqcy1/dYdx9fx7WyiN9gzmcRERGRSZjr0OLyVK5v7RERERFVZhyRIqJydaC5v7m7QGRRuvxy2txdMJs85CFPX/Y9oPJgOftIMZAiIiIik9DnSTMtJ0EsJhmLm9qLiIiAIAhGKSQkBHfv3sX48ePh4+MDBwcHeHp6YsKECdBoNAZ1FHR/586djdrS6XTw8/ODIAhQq9UmekIiIiKqLCxyRCokJAQqlcogTyaT4fbt20hLS8PixYvRrFkz3Lx5E6NHj0ZaWhq2bt1qUF6lUiEkJET8bGdnZ9TO+++/jzp16uDMmTPl8yBEREQkqoyLzS0ykJLJZFAqlUb51atXx7Zt28TPDRs2xLx58xAeHo4nT54YbKrp4uJSYB35vv32W+zZswfbtm3Dt99+K+0DEBERkRFuyGmB8veQKMnO5H/88QdGjhyJpKSkQndTJyIiInoRi1sjBQA7duyAXC43SHPmzDEqd+fOHcyZMwejRo0yujZ48GCD+/PP+NPr9YiIiMDo0aPRtm3bYvdJp9NBq9UaJCIiIiq+vLw8yZKlsMgRqcDAQMTFxRnkPXtYMfB0l9TevXujWbNmmDlzplEdsbGxCAoKEj+7u7sDAJYvXw6tVovo6OgS9SkmJgYff/xxie4hIiKi/+EaKRNxdHSEt7d3odfv37+PkJAQyOVyfPXVV7C1tTUqo1QqC6zjhx9+wNGjRyGTyQzy27Zti7CwMKxZs6bANqOjoxEVFSV+1mq18PDwKO4jERERUSVkkYFUUbRaLYKDgyGTyZCcnAx7e/sS3b9s2TLMnTtX/JyWlobg4GBs2rQJ7du3L/Q+mUxmFHwRERFR8en1edBLsAmUFHVIxSIDKZ1Oh4yMDIM8GxsbyGQy9OjRAw8ePMDatWsN1irVrFkT1tbWL6zb09PT4LNcLgfw9A3AunXrSvQERERE9DxO7ZnI7t27xTVN+Xx8fPDZZ5/h2LFjAGA0bffbb7/By8vLVF0kIiIisrxAKjExEYmJiYVeL87eESXZX8LLy8ui9qMgIiKqtCQakQJHpIioqqjKB7QSkaE8vUSHFlvQGimL3EeKiIiIqCLgiBQRERGZBBebExGV0E5bH3N3gahS6f34srm7UGp6fR70EuxKbknbH3Bqj4iIiKiUKkwgFRERAUEQMHr0aKNr7777LgRBwNChQxEUFITg4GCjMitXroRCocCtW7cAAD/++CN69eoFV1dXODg4oFmzZpg8eTJu375d7s9CRERUFeVP7UmRLEWFCaQAwMPDAxs3bsTDhw/FvEePHmHDhg3w9PSEIAhQqVQ4duwYVq1aJZb57bffMG3aNCxduhSenp5YtWoVgoKCoFQqsW3bNly4cAGfffYZNBoNlixZYo5HIyIiqvTydzaXIlmKCrVGqnXr1rh+/Tq2b9+OsLAwAMD27dvh4eGBBg0aAHgabC1duhTjxo1Djx494OXlheHDh6Nbt26IiIjA77//jgkTJmDChAmIjY0V6/by8kKXLl2QmZlpjkcjIiKiCqhCjUgBwLBhw6BSqcTPCQkJiIyMNCgzdOhQdOvWDcOGDcOKFSvwyy+/YPXq1QCALVu2ICcnB++//36B9bu4uBSYr9PpxCNpnj2ahoiIiIonLw/Iy9NLkMz9JP9T4QKpIUOG4NChQ7hx4wZu3ryJn376CeHh4UblVq9ejQsXLmDSpElYtWoVatWqBQC4evUqnJ2djY6geZGYmBgoFAoxeXh4SPI8REREVYU+L0+yZCkqXCDl5uaG3r17Y82aNVCpVOjduzfc3NyMytWqVQvvvPMOmjZtijfeeEPM1+v1EAShxO1GR0dDo9GIKTU1tUzPQURERBVfhVojlS8yMhLjxo0DAHz66aeFlrOxsYGNjeEjNm7cGBqNBunp6SUalZLJZJDJZKXrMBEREVXKDTkr3IgUAISEhCAnJwc5OTkFbnVQlDfffBN2dnZYtGhRgde52JyIiKh88K09C2FtbY2LFy+Kf5eEh4cHYmNjMW7cOGi1Wrz99tvw8vLC77//ji+//BJyuZxbIBAREVGxVMhACgCcnZ1Lfe+7776Lxo0bY/HixXjjjTfw8OFDeHl5oU+fPoiKipKwl0RERJSvMk7tCXq93nJ6U4FotVooFApoNJoyBXVERETmYMrfsfy22gfvhI2tY5nre/I4G8e+620Rv8EVdkTK3PLjT+4nRUREFVH+75cpx1Nyn2RbVD1SYCBVSvfv3wcA7idFREQV2v3796FQKMq1DTs7OyiVSpzc90/J6lQqlbCzs5OsvtLi1F4p5eXlIS0tDU5OTqXal+pZWq0WHh4eSE1NNfsQZWXH79q0+H2bDr9r06ks37Ver8f9+/dRp04dWFmV/0v8jx49Qk5OjmT12dnZwd7eXrL6SosjUqVkZWWFunXrSlqns7Nzhf6XsiLhd21a/L5Nh9+16VSG77q8R6KeZW9vbxGBj9Qq5D5SRERERJaAgRQRERFRKTGQsgAymQwzZ87kETQmwO/atPh9mw6/a9Phd03P4mJzIiIiolLiiBQRERFRKTGQIiIiIiolBlJEREREpcRAioiIiKiUGEhZKJ1OBz8/PwiCALVabe7uVEo3btzA8OHDUb9+fVSrVg0NGzbEzJkzJd15typbuXIl6tevD3t7e7Rp0wYHDx40d5cqnZiYGLz88stwcnJCrVq10K9fP1y+fNnc3aoSYmJiIAgCJk2aZO6ukJkxkLJQ77//PurUqWPublRqly5dQl5eHlatWoXz588jNjYWn332GaZPn27urlV4mzZtwqRJk/Dhhx/i9OnTePXVV9GzZ0/cunXL3F2rVPbv34+xY8fi6NGj+P777/HkyRP06NED2dmWc6BrZXTixAmsXr0aLVu2NHdXyAJw+wML9O233yIqKgrbtm2Dr68vTp8+DT8/P3N3q0r497//jbi4OFy/ft3cXanQ2rdvj9atWyMuLk7Ma9q0Kfr164eYmBgz9qxy++uvv1CrVi3s378fXbp0MXd3KqWsrCy0bt0aK1euxNy5c+Hn54dPPvnE3N0iM+KIlIX5448/MHLkSPz3v/+Fg4ODubtT5Wg0GtSoUcPc3ajQcnJy8PPPP6NHjx4G+T169MDhw4fN1KuqQaPRAAD/N1yOxo4di969eyMoKMjcXSELwUOLLYher0dERARGjx6Ntm3b4saNG+buUpXy66+/Yvny5ViyZIm5u1Kh/f3338jNzUXt2rUN8mvXro2MjAwz9ary0+v1iIqKQufOndG8eXNzd6dS2rhxI06dOoUTJ06YuytkQTgiZQKzZs2CIAhFppMnT2L58uXQarWIjo42d5crtOJ+389KS0tDSEgIBg4ciBEjRpip55WLIAgGn/V6vVEeSWfcuHE4e/YsNmzYYO6uVEqpqamYOHEi1q5dC3t7e3N3hywI10iZwN9//42///67yDJeXl4IDQ3FN998Y/Bjk5ubC2tra4SFhWHNmjXl3dVKobjfd/5/DNPS0hAYGIj27dsjMTERVlb8/xdlkZOTAwcHB2zZsgVvvPGGmD9x4kSo1Wrs37/fjL2rnMaPH4+kpCQcOHAA9evXN3d3KqWkpCS88cYbsLa2FvNyc3MhCAKsrKyg0+kMrlHVwUDKgty6dQtarVb8nJaWhuDgYGzduhXt27dH3bp1zdi7yun27dsIDAxEmzZtsHbtWv6HUCLt27dHmzZtsHLlSjGvWbNmeP3117nYXEJ6vR7jx4/HV199hZSUFDRq1MjcXaq07t+/j5s3bxrkDRs2DE2aNMG0adM4nVqFcY2UBfH09DT4LJfLAQANGzZkEFUO0tLSEBAQAE9PTyxevBh//fWXeE2pVJqxZxVfVFQUhgwZgrZt26JDhw5YvXo1bt26hdGjR5u7a5XK2LFjsX79enz99ddwcnIS16ApFApUq1bNzL2rXJycnIyCJUdHR7i6ujKIquIYSFGVtWfPHly7dg3Xrl0zClQ5UFs2gwYNwp07dzB79mykp6ejefPm2LVrF+rVq2furlUq+dtLBAQEGOSrVCpERESYvkNEVRCn9oiIiIhKiatqiYiIiEqJgRQRERFRKTGQIiIiIiolBlJEREREpcRAioiIiKiUGEgRERERlRIDKSIiIqJSYiBFRBYjMTERLi4uxS6fkpICQRCQmZlZbn0iIioKAykiKpPDhw/D2toaISEhJbrPy8sLn3zyiUHeoEGDcOXKlWLX0bFjR6Snp0OhUAAoeSBGRFRWDKSIqEwSEhIwfvx4HDp0CLdu3SpTXdWqVUOtWrWKXd7Ozg5KpRKCIJSpXSKi0mIgRUSllp2djc2bN2PMmDHo06cPEhMTDa4nJyejbdu2sLe3h5ubG/r37w/g6dlwN2/exHvvvQdBEMRA6NkRpcuXL0MQBFy6dMmgzv/85z/w8vKCXq83mNpLSUnBsGHDoNFoxDpnzZqF2bNno0WLFkZ9b9OmDWbMmCH9l0JEVQoDKSIqtU2bNsHHxwc+Pj4IDw+HSqUSD3zeuXMn+vfvj969e+P06dPYt28f2rZtCwDYvn076tatKx5qnJ6eblS3j48P2rRpg3Xr1hnkr1+/Hm+99ZbRKFTHjh3xySefwNnZWaxzypQpiIyMxIULF3DixAmx7NmzZ3H69Gke7EtEZcZAiohKLT4+HuHh4QCAkJAQZGVlYd++fQCAefPmITQ0FB9//DGaNm2KVq1aYfr06QCAGjVqwNraGk5OTlAqlVAqlQXWHxYWhvXr14ufr1y5gp9//lls81l2dnZQKBQQBEGsUy6Xo27duggODoZKpRLLqlQqdO3aFQ0aNJDsuyCiqomBFBGVyuXLl3H8+HGEhoYCAGxsbDBo0CAkJCQAANRqNbp161amNkJDQ3Hz5k0cPXoUALBu3Tr4+fmhWbNmJapn5MiR2LBhAx49eoTHjx9j3bp1iIyMLFPfiIgAwMbcHSCiiik+Ph5PnjzBSy+9JObp9XrY2tri3r17qFatWpnbcHd3R2BgINavX49XXnkFGzZswKhRo0pcT9++fSGTyfDVV19BJpNBp9NhwIABZe4fERFHpIioxJ48eYIvv/wSS5YsgVqtFtOZM2dQr149rFu3Di1bthSn+QpiZ2eH3NzcF7YVFhaGTZs24ciRI/j111/FEbCS1GljY4OhQ4dCpVJBpVIhNDQUDg4OxXtYIqIicESKiEpsx44duHfvHoYPHy7u4ZTvzTffRHx8PGJjY9GtWzc0bNgQoaGhePLkCb799lu8//77AJ7uI3XgwAGEhoZCJpPBzc2twLb69++PMWPGYMyYMQgMDDQYAXuel5eXuE6rVatWcHBwEAOmESNGoGnTpgCAn376SYqvgYiII1JEVHLx8fEICgoyCqIAYMCAAVCr1XB2dsaWLVuQnJwMPz8/vPbaazh27JhYbvbs2bhx4wYaNmyImjVrFtqWs7Mz+vbtizNnziAsLKzIfnXs2BGjR4/GoEGDULNmTSxatEi81qhRI3Ts2BE+Pj5o3759KZ6aiMiYoM9/V5mIqBLT6/Vo0qQJRo0ahaioKHN3h4gqCU7tEVGl9+eff+K///0vbt++jWHDhpm7O0RUiTCQIqJKr3bt2nBzc8Pq1atRvXp1c3eHiCoRBlJEVOlxBQMRlRcuNiciIiIqJQZSRERERKXEQIqIiIiolBhIEREREZXS/wGfNs7h+UcJxQAAAABJRU5ErkJggg==", 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" ] @@ -1667,13 +1797,13 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": 29, "id": "76c27d9b-e0e8-41db-92a4-a5e0a28fc994", "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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Bw6AjYwHwGBSkCzUYHCFE16g1cRs7diy6deuGTp06ldk2OjoagYGBUvuCgoJw/fp1FBQUyD0mPz8fQqFQaiOEEE1ieDxYtmgE/Fsz7Xu+A+bxa6IRzxhsQSGqtfbTbICEyMHweUrZiPKp7VPdu3cvbt68idDQUIXaJycnw87OTmqfnZ0dCgsLudITHwsNDYWFhQW3OTk5VTpuQgipLI/5E4sefFjwls+HeWMv2H3WUSMxEVIausdNe6llVmlCQgImTJiA06dPQyAQKHzcx/XAiiuXlFQnbNq0aZg8eTL3XCgU6kTypqenx9VH0sUlo3Q9fkJUzTqgBZqf3IzHs8OQfvkW+CZGqPllb3jMnwgeLS1FCCkHtXzL3rhxAykpKfD19eX2icVinD9/HqtWrUJ+fj74H9WLsbe3l6kAnpKSAj09PVSvXl3udQwNDWFoaKj8N6BihoaG2Lp1q6bDqDBdj58QdbBu7w/rC/5gJRKAYahQNdFqDENLXmkrtSRuHTt2xN27d6X2ffXVV6hXrx5+/PFHmaQNAPz9/fHnn9KzrU6fPg0/Pz9a/JgQorMYHt33Q7Qfw0elhzqZKlveX7PUkriZmZmhfv36UvtMTExQvXp1bv+0adOQmJiI7du3AwBCQkKwatUqTJ48GaNGjUJ0dDTCw8OxZ88edYSsVizLIienaNaZsbGxzv0S1/X4CSGEEF2hNTckJSUlIT4+nnvu5uaGEydOYNKkSVi9ejUcHR2xcuVK9OnTR4NRqkZOTo5OLxml6/ETQgiRxvAZMJXucaMf8aqgscQtMjJS6rm8e6TatWuHmzdvqicgQgghhAAoGtKv7LA+3RagGvSpEkIIIYToCK0ZKiWEEEKIdlDGklW05JVqUOJGCCGEECnKKKDLo3vcVIKGSgkhhBBCdAT1uBFCCCFECg2Vai/qcdMCfD4fffv2Rd++feUWI9Z2uh6/JgwfPhwMwyAkJETmtTFjxoBhGAwfPpxr26tXL6k2Bw4cgEAgwNKlSwEAc+fORaNGjaTapKenY+zYsXBwcIBAIICnpydOnDjBve7q6lpUHf2jbezYsUp9r4QQ3cMwPG5maYU3hlIMVaAeNy0gEAiwf/9+TYdRYboev6Y4OTlh7969WLFiBYyMjAAAeXl52LNnD5ydnUs8btOmTRg7dixWr16NkSNHym0jEonQuXNn2Nra4sCBA6hZsyYSEhJgZmbGtbl27RrEYjH3/N69e+jcuTP69eunpHdICCFE2ShxI0RDmjRpghcvXuDQoUMYPHgwAODQoUNwcnJCrVq15B6zdOlSzJ49G7t37y61GPXmzZvx7t07REVFcUvEubi4SLWxsbGRer548WLUrl0b7dq1q8zbIoRUATRUqr2oH5MQDfrqq6+wZcsW7vnmzZsxYsQIuW1/+ukn/Pzzzzh27FiZK4gcPXoU/v7+GDt2LOzs7FC/fn0sWrRIqoftQyKRCDt37sSIESNoyTJCCDertLIbUT5K3LRAdnY2d39Rdna2psMpN12PX5OGDh2KixcvIi4uDi9fvsSlS5cwZMgQmXZ//fUXlixZgj/++AOdOnUq87wvXrzAgQMHIBaLceLECcycORO//PILFi5cKLf9kSNHkJ6ezt1XRwghRDvRUCkhGmRtbY1u3bph27ZtYFkW3bp1g7W1tUw7Hx8fpKamYvbs2WjatKnUvWrySCQS2NraYsOGDeDz+fD19cXr16/xv//9D7Nnz5ZpHx4eji5dusDR0VFp740QortoqFR7UeJGiIaNGDEC3333HQBg9erVctvUqFEDBw8eRPv27REcHIyTJ0+Wmrw5ODhAX19fapavp6cnkpOTIRKJYGBgwO1/+fIlzpw5g0OHDinpHRFCdB2tVaq96FMlRMOCg4MhEokgEokQFBRUYjtnZ2ecO3cOKSkpCAwMhFAoLLFtq1at8OzZM0gkEm7fkydP4ODgIJW0AcCWLVtga2uLbt26Vf7NEEIIUSlK3AjRMD6fj4cPH+Lhw4dl1sGrWbMmIiMjkZaWhsDAQGRkZMht9+233yItLQ0TJkzAkydPcPz4cSxatEimRptEIsGWLVswbNgw6OlRBzwhpEjxUGllN6J8lLgRogXMzc1hbm6uUNsaNWrg3LlzSE9PR+fOnZGeni7TxsnJCadPn8a1a9fg4+OD8ePHY8KECfjpp5+k2p05cwbx8fElzmQlhHyaKHHTXgzLsqymg1AVoVAICwsLZGRkKPylqAnZ2dkwNTUFAGRlZcHExETDEZWPrsevaizLIvngSSRsP4yC1Peo1q4ZXMcOhVFNe02HRgjRcur+Hiu+3vXPO8BUv3K98FkFhfA7/I/WfwfrGhob0QJ8Ph9du3blHusaXY9f1e6Nn4/4dbsBPg8QS5Bx8z4Swvej5YW9MPWQX2iXEEI0iWaVai9K3LSAQCDA8ePHNR1Ghel6/KqUfv1uUdIGAGIJWJaFpLAQEGbh4U//Q9PDazUbICGEyFGUuFV2ViklbqpA97gRokJvjp4Bo1fUCxnP5mOs+CW+E78EKxYj5URkURJHCCEEALBmzRq4ublBIBDA19cXFy5cKLX9uXPn4OvrC4FAgFq1amHdunVSrwcEBHAF4j/cPpxFP3fuXJnX7e2191YW6nEjRIU+vINUAsCLMUIHXvG9HlX29lJCiI5jeJVfsooRl+/4ffv2YeLEiVizZg1atWqF9evXo0uXLnjw4AGcnZ1l2sfGxqJr164YNWoUdu7ciUuXLmHMmDGwsbHhlgU8dOgQRCIRd0xaWhoaNmyIfv36SZ3L29sbZ86c4Z5r820/1OOmBbKzs2FiYgITExOdXDJK1+NXJbvuHcAWFq0P6soY4ju+HbwYIzB8PmyD24FHJTgIIVpIE7NKly9fjq+//hojR46Ep6cnwsLC4OTkhLVr5d9Ssm7dOjg7OyMsLAyenp4YOXIkRowYgWXLlnFtqlWrBnt7e26LiIiAsbGxTOKmp6cn1c7Gxqb8H5qaUOKmJXJycpCTk6PpMCpM1+NXFctmPqj51b8Lwv97vwjD54NvYoR6oT9oMDJCCFEPoVAoteXn58u0EYlEuHHjBgIDA6X2BwYGIioqSu55o6OjZdoHBQXh+vXrKCgokHtMeHg4BgwYIFP94OnTp3B0dISbmxsGDBiAFy9elOctqhUlboSoEMMw8Fm3AA23LkX1tk1h1sADLt8OQpsbf8DMy13T4RFCiFzFS15VdgOK6kpaWFhwW2hoqMz1UlNTIRaLYWdnJ7Xfzs4OycnJcmNMTk6W276wsBCpqaky7a9evYp79+5h5MiRUvubN2+O7du349SpU9i4cSOSk5PRsmVLpKWlleszUxcapyFExRgeDzUH90TNwT01HQohhChEmeVAEhISpOq4GRoalnwMI31NlmVl9pXVXt5+oKi3rX79+mjWrJnU/i5dunCPGzRoAH9/f9SuXRvbtm3D5MmTS7y2plDiRgghhBCVUWRlGGtra/D5fJnetZSUFJletWL29vZy2+vp6aF69epS+3NycrB3717Mnz+/zHhNTEzQoEEDPH36tMy2mkBDpYQQQgiRou7JCQYGBvD19UVERITU/oiICLRs2VLuMf7+/jLtT58+DT8/P+jr60vt//3335Gfn48hQ4aUGUt+fj4ePnwIBwcHheNXJ0rcCCGEECJFmfe4KWry5MnYtGkTNm/ejIcPH2LSpEmIj49HSEgIAGDatGn48ssvufYhISF4+fIlJk+ejIcPH2Lz5s0IDw/HlClTZM4dHh6OXr16yfTEAcCUKVNw7tw5xMbG4sqVK+jbty+EQiGGDRtWzk9NPWioVAvweDy0a9eOe6xrdD1+Qgghmte/f3+kpaVh/vz5SEpKQv369XHixAm4uLgAAJKSkhAfH8+1d3Nzw4kTJzBp0iSsXr0ajo6OWLlyJVfDrdiTJ09w8eJFnD59Wu51X716hYEDByI1NRU2NjZo0aIFLl++zF1X29Ai84QQQoiW0tQi8/e/7gEzA/2yDyhFpqgA3uF/0newklGPGyGEEEKkVGSoU945iPLRp0oIIYQQoiMocdMC2dnZsLGxgY2NjU4uGaXr8RNCCPkIwyhnI0qntsRt7dq18PHx4eq5+Pv746+//iqxfWRkJBiGkdkePXqkrpDVKjU1VW6lZ12h6/ETQgj5D8MooRwIJW4qobZ73GrWrInFixfD3b1omZ9t27ahZ8+eiImJgbe3d4nHPX78WOqmRm1e+JUQQgghRJXUlrj16NFD6vnChQuxdu1aXL58udTEzdbWFpaWliqOjhBCCCHFaHKC9tLIpyoWi7F3715kZ2fD39+/1LaNGzeGg4MDOnbsiLNnz5baNj8/H0KhUGojhBBCSPmoe+UEoji1Jm53796FqakpDA0NERISgsOHD8PLy0tuWwcHB2zYsAEHDx7EoUOH4OHhgY4dO+L8+fMlnj80NBQWFhbc5uTkpKq3QgghhBCidmotwCsSiRAfH4/09HQcPHgQmzZtwrlz50pM3j7Wo0cPMAyDo0ePyn09Pz8f+fn53HOhUAgnJyetL/6XnZ0NU1NTAEBWVhZMTEw0HFH56Hr8hBCirTRVgPfJuC9gZljJArz5Baj72+9a/x2sa9RagNfAwICbnODn54dr167h119/xfr16xU6vkWLFti5c2eJrxsaGsLQ0FApsaoTj8eDn58f91jX6Hr8hBBCpDE8VHqok6GvA5XQ6MoJLMtK9ZCVJSYmBg4ODiqMSDOMjIxw7do1TYdRYboePyGEEKIr1Ja4TZ8+HV26dIGTkxMyMzOxd+9eREZG4uTJkwCAadOmITExEdu3bwcAhIWFwdXVFd7e3hCJRNi5cycOHjyIgwcPqitkQggh5JOkjMkFNDlBNdSWuL158wZDhw5FUlISLCws4OPjg5MnT6Jz584AgKSkJMTHx3PtRSIRpkyZgsTERBgZGcHb2xvHjx9H165d1RUyIYQQ8mni8Yq2yp6DKJ1aJyeom7pv6qyonJwcboLGgwcPYGxsrOGIykfX4yeEEG2lqckJz74fCDNDg0qdKzNfBPdf9mj9d7Cu0eg9bqQIy7J4+fIl91jX6Hr8hBBCpBUvM1nZcxDlo8SNEEIIIVJo5QTtRZ8qIYQQQoiOoB43QgghhEihWaXaixI3QgghhEhjlDCrlCrwqgR9qoQQQgghOoJ63LQAwzBcOQ1dnIWj6/ETQgj5iBKGSkFDpSpBiZsWMDY2xv379zUdRoXpevyEEEKkMQwPTCWHOit7PJGPPlVCCCGEEB1BPW6EEEIIkcZjKj/USUOlKkE9blogJycH3t7e8Pb2Rk5OjqbDKTddj78qKK5yXtI2aNAgGBsbY/fu3VLHSSQStGzZEp9//jkAYPjw4WAYBiEhITLXGDNmDBiGwfDhw7l9KSkp+Oabb+Ds7AxDQ0PY29sjKCgI0dHRKn2/hBDVKi7AW9mNKB/1uGkBlmXx4MED7rGu0fX4q4KkpCTu8b59+zB79mw8fvyY22dkZIQWLVpg3LhxaN++PRwcHAAAv/zyC549e4YjR45wbZ2cnLB3716sWLECRkZGAIC8vDzs2bMHzs7OUtft06cPCgoKsG3bNtSqVQtv3rzB33//jXfv3qnw3RJCyKeLEjdCqgB7e3vusYWFBRiGkdoHAOPGjcMff/yBUaNG4dixY3j06BFmz56NPXv2wNbWlmvXpEkTvHjxAocOHcLgwYMBAIcOHYKTkxNq1arFtUtPT8fFixcRGRmJdu3aAQBcXFzQrFkzVb5VQogaUAFe7UX9mIR8IhiGwZYtW3DhwgVs3LgRw4cPR//+/dGrVy+Ztl999RW2bNnCPd+8eTNGjBgh1cbU1BSmpqY4cuQI8vPzVR0+IUSdGKaogG6lNkrcVIESN0I+Ic7OzggLC0NISAhev36NX3/9VW67oUOH4uLFi4iLi8PLly9x6dIlDBkyRKqNnp4etm7dim3btsHS0hKtWrXC9OnTcefOHXW8FUII+SRR4kbIJ+arr76Cg4MDxo8fDwsLC7ltrK2t0a1bN2zbtg1btmxBt27dYG1tLdOuT58+eP36NY4ePYqgoCBERkaiSZMm2Lp1q4rfBSFElYqHSiu7EeWjxI2QT5Cenh709Eq/xXXEiBFcj9rHw6QfEggE6Ny5M2bPno2oqCgMHz4cc+bMUXbIhBB14vGUsxGlo09VCzAMAxcXF7i4uOjkklG6Hj+RLzg4GCKRCCKRCEFBQQof5+XlhezsbBVGRgghny6aVaoFjI2NERcXp+kwKkzX4yfy8fl8PHz4kHv8sbS0NPTr1w8jRoyAj48PzMzMcP36dSxduhQ9e/ZUd7iEECUqrgFZ2XMQ5aPEjRBSInNz8xJfMzU1RfPmzbFixQo8f/4cBQUFcHJywqhRozB9+nQ1RkkIUTpGCUOdtFapSjBsFa6YKhQKYWFhgYyMjFK/gAjRRXlJKUjceQQ5L1/DzKsOagz+DPoWZpoOixCiROr+Hiu+3qsl42BuZFi5c+Xmo+aPv9F3sJJRj5sWyM3NRdu2bQEA58+f56rV6wpdj18Xpf4dhWu9QiARFYDh88AWivH059/Q4u+dMPNy13R4hBAdRwV4tRclblpAIpHg+vXr3GNdo+vx6xpxvgg3B02CJF8EsCzYfz/zgvdC3Br2A9pcO6zhCAkhOq+4iG5lz0GUjj5VolZRUVHg8/kIDg6WeU0kEmHp0qVo2LAhjI2NYW1tjVatWmHLli0oKCgocyH1Dxc/P3v2LLp37w4bGxsIBALUrl0b/fv3x/nz57k2eXl5GD58OBo0aAA9PT25Kwhoo9Qzl1DwLh1gWRSwLNaLU/Cn5D1YsRjCWw+Q9SRW0yESQkiFrFmzBm5ubhAIBPD19cWFCxdKbX/u3Dn4+vpCIBCgVq1aWLdundTrW7dulft9kZeXV6nrahIlbkStNm/ejHHjxuHixYuIj4/n9heXnFi8eDFGjx6NqKgoXL16FWPHjsVvv/2G+/fvIykpidvCwsJgbm4uta94FYA1a9agY8eOqF69Ovbt24eHDx9ix44daNmyJSZNmsRdUywWw8jICOPHj0enTp3U/llUVGFGJvc4A4V4xObCHP/N+iwUZmkiLEJIVcJjlLOVw759+zBx4kTMmDEDMTExaNOmDbp06SL1XfGh2NhYdO3aFW3atEFMTAymT5+O8ePH4+DBg1LtPv6uSEpKgkAgqPB1NY0mJ2iB7OxsmJqaAgCysrJgYmKi4YjKR9H4s7Oz4eDggGvXrmHOnDnw8vLC7NmzAQBLly7FtGnTcP36dTRu3FjquIKCAohEIqnzbt26FRMnTkR6erpU2/j4eLi7u+O7777D8uXLZWJgWVbuFPXhw4cjPT0dR44cKc9b14icl4k4W6cjIOd/XT1zU3R6dQl8I4GcIwkhukZTkxNer/heKZMTHCf9onDszZs3R5MmTbB27Vpun6enJ3r16oXQ0FCZ9j/++COOHj3KlS0CgJCQENy+fRvR0dEASv6uqMx1NY163Ija7Nu3Dx4eHvDw8MCQIUOwZcsWFP9u2LVrFzp16iSTtAGAvr6+wsnswYMHUVBQgKlTp8p9vSrUFTJ2qQGXbwZKL+D87+O6cydQ0kYI0SpCoVBqy8/Pl2kjEolw48YNBAYGSu0PDAxEVFSU3PNGR0fLtA8KCsL169dRUFDA7cvKyoKLiwtq1qyJ7t27IyYmplLX1TRK3IjahIeHcwuVBwcHIysrC3///TcA4OnTp6hXr16lr/HkyROYm5vD3t6e23fw4EGYmppy2927dyt9HU3zDpsJzyVTIahpD/AYmNarhYZbl8Jt3JeaDo0QUhUocajUyckJFhYW3CavFys1NRVisRh2dnZS++3s7JCcnCw3xOTkZLntCwsLkZqaCgCoV68etm7diqNHj2LPnj0QCARo1aoVnj59WuHrahrNKtUS8hbw1iVlxf/48WNcvXoVhw4dAlC0Vmb//v2xefNmdOrUqcQhzIr4+DxBQUG4desWEhMTERAQALFYrJTraBLD56PWpBGoNankNUQJIaSiGB4PTCUL8BYfn5CQIDVUamhY8hDsx/9+l/XdIK/9h/tbtGiBFi1acK+3atUKTZo0wW+//YaVK1dW+LqaRImbFjAxMcHbt281HUaFKRJ/eHg4CgsLUaNGDW4fy7LQ19fH+/fvUbduXan7FCqqTp06yMjIQHJyMtfrZmpqCnd39zIXVSeEEKJ85ubmZd7jZm1tDT6fL9PLlZKSItMbVsze3l5uez09PVSvXl3uMTweD02bNuV63CpyXU2joVKicoWFhdi+fTt++eUX3Lp1i9tu374NFxcX7Nq1C4MGDcKZM2ek7j348HhFFy3v27cv9PX1sWTJEmW/DUII+XQwjHI2BRkYGMDX1xcRERFS+yMiItCyZUu5x/j7+8u0P336NPz8/KCvry/3GJZlcevWLTg4OFT4uppGXRBE5Y4dO4b379/j66+/hoWFhdRrffv2RXh4OC5fvozjx4+jY8eO+Pnnn9G6dWtu0fIlS5YgPDwcjRo1KvNazs7O+OWXXzBhwgS8e/cOw4cPh5ubG969e4edO3cCkF4w/cGDBxCJRHj37h0yMzNx69YtAFDoWoQQUmXxmMqvVVrOciCTJ0/G0KFD4efnB39/f2zYsAHx8fEICQkBAEybNg2JiYnYvn07gKIZpKtWrcLkyZMxatQoREdHIzw8HHv27OHOOW/ePLRo0QJ16tSBUCjEypUrcevWLaxevVrh62obSty0QG5uLrp06QIA+Ouvv3RuySh58RekC5FyIhLivHxs2L0BnTp1kknaAKBPnz5YtGgR7t+/j4iICKxYsQLr16/HlClTYGxsDE9PT4wfPx7169dXOJ5x48bB09MTy5cvR9++fSEUClG9enX4+/vj5MmTaNCgAde2a9euePnyJfe8eFZrFa6SQwghWql///5IS0vD/PnzkZSUhPr16+PEiRNwcXEBACQlJUnVVnNzc8OJEycwadIkrF69Go6Ojli5ciX69OnDtUlPT8fo0aORnJwMCwsLNG7cGOfPn0ezZs0Uvq62UVsdt7Vr12Lt2rWIi4sDAHh7e2P27NncF748586dw+TJk3H//n04Ojpi6tSp5cqAqY6benwc//vDEbj77WxI8v6d8s0wcJv4FTyXTNXamz0JIUQbaaqOW9LaaTCvZGkhYW4eHL4N1frvYF2jtnvcatasicWLF+P69eu4fv06OnTogJ49e+L+/fty2ytaEZloF+G9J7g94qf/kjYAYFnErtiMV9sOaS4wQgghCiueVVrZjSif2oZKe/ToIfV84cKFWLt2LS5fvgxvb2+Z9uvWrYOzszPCwsIAFFUxvn79OpYtWybVDUq0y6vth8HweWALxchixTjGpuMZm4fv+Y6IW7MTTsPpz44QQgipKI2kw2KxGHv37kV2djb8/f3ltlG0IvKH8vPzZSo0E/XKT0oBK5YAAP5mhTgoeQdT8MFnWeS90s5ihoQQQj7C8JSzEaVT66d69+5dmJqawtDQECEhITh8+DC8vLzktlWkIvLHQkNDpaozOzk5Kf09kNKZetfhpoD35FlhH98dE/n2MNDTh3lDTw1HRwghRCGMElZNoHuaVUKtiZuHhwdu3bqFy5cv49tvv8WwYcPw4MGDEtuXVRH5Y9OmTUNGRga3JSQkKC94ohCn4b2hZ2oM8Iv+avGK/6wkEtT+cbQGIyOEEEJ0n1oTNwMDA7i7u8PPzw+hoaFo2LAhfv31V7ltK1IR2dDQkKvQrEilZm1ibGwMY2NjTYdRYcXxC+xt0eLMDpg3+G/dUUENezTZEwbrgBalnIEQQoi2YBieUjaifBqt48ayLPLz8+W+5u/vjz///FNqX1kVkXWViYmJwisDaCOZ+Bt7oc21w8iJewVJXj5M6riC+aDoLSGEEEIqRm2J2/Tp09GlSxc4OTkhMzMTe/fuRWRkJE6ePAmgYhWRiXYzdq2p6RAIIYRURPF9apU9B1E6tSVub968wdChQ5GUlAQLCwv4+Pjg5MmT6Ny5M4CKVUQmhBBCiAooY1YoDZWqhNoSt/Dw8FJf37p1q8y+du3a4ebNmyqKSHvk5eVxCenBgwchEFSuWrW66Xr8hBBCiK6gtUq1gFgsxokTJ7jHukbX4yeEEPIRRgnlPKgciEpQ4kYIIYQQaTxe0VbZcxClo0+VEEIIIURHUI8bIYQQQqTR5AStRYkbIYQQQqRRORCtRekwIYQQQoiOoB43QgghhEhjGCUMlVKPmypQ4qYFTExMwLKspsOoMF2PnxBCyEeoHIjWoqFSQgghhBAdQT1uhBBCCJFGddy0Fn2qWiAvLw/9+vVDv379kJeXp+lwyk3X4yeEEPKR4qHSym5E6Shx0wJisRgHDhzAgQMHdHLJKF2PnxBCCNEVNFRKCCGEEGlUgFdrUeJGCCGEEGmMEu5xo8RNJehTJYQQQgjREdTjRgghhBBpVMdNa1HiRgghhBBpdI+b1qJPlRBCCCFER1CPmxYwNjZGVlYW91jX6Hr8hBBCPkJDpVqLEjctwDAMTExMNB1Ghel6/IQQQj5CKydoLfpUCSGEEEJ0BCVuWiA/Px/Dhw/H8OHDkZ+fr+lwyk3X4yeEECKNZRilbET5KHHTAoWFhdi2bRu2bduGwsJCTYdTbroePyGEkI8wzH8zSyu8UeKmCpS4EUIIIYToCJqcQAghhBBpVMdNa1HiRgghhBApyrhHje5xUw1Kh4nGpKSk4JtvvoGzszMMDQ1hb2+PoKAgREdHAwBcXV0RFhbGtWdZFt9//z3MzMzwzz//SJ1r9OjR4PP52Lt3r8x1Nm7ciDZt2sDKygpWVlbo1KkTrl69qtL3RgghhKgCJW5EY/r06YPbt29j27ZtePLkCY4ePYqAgAC8e/dOpq1YLMbXX3+N7du3459//kGHDh2413JycrBv3z788MMPCA8Plzk2MjISAwcOxNmzZxEdHQ1nZ2cEBgYiMTFRpe+PEEJ0VqUnJlRsqHXNmjVwc3ODQCCAr68vLly4UGr7c+fOwdfXFwKBALVq1cK6deukXlfkh/vcuXPBMIzUZm9vX+7Y1YWGSolGpKen4+LFi4iMjES7du0AAC4uLmjWrJlM2/z8fAwcOBDXrl3D+fPn4enpKfX6/v374eXlhWnTpsHBwQFxcXFwdXXlXt+1a5dU+40bN+LAgQP4+++/8eWXXyr/zRFCiK7TwMoJ+/btw8SJE7FmzRq0atUK69evR5cuXfDgwQM4OzvLtI+NjUXXrl0xatQo7Ny5E5cuXcKYMWNgY2ODPn36APjvh3vLli0hEAiwdOlSBAYG4v79+6hRowZ3Lm9vb5w5c4Z7zufzK/imVY963LSAsbExUlJSkJKSopNLRlUkflNTU5iamuLIkSOl1n7LyspCt27dcP/+fVy6dEkmaQOA8PBwDBkyBBYWFujatSu2bNlS6rVzcnJQUFCAatWqKRQrIYQQ1Vu+fDm+/vprjBw5Ep6enggLC4OTkxPWrl0rt/26devg7OyMsLAweHp6YuTIkRgxYgSWLVvGtdm1axfGjBmDRo0aoV69eti4cSMkEgn+/vtvqXPp6enB3t6e22xsbFT6XiuDEjctwDAMbGxsYGNjA0YHb+asSPx6enrYunUrtm3bBktLS7Rq1QrTp0/HnTt3pNr9/PPPuHXrFi5cuCD3F9fTp09x+fJl9O/fHwAwZMgQbNmyBRKJpMRr//TTT6hRowY6depUjndJCCGfkOIlryq7ARAKhVKbvB/rIpEIN27cQGBgoNT+wMBAREVFyQ0xOjpapn1QUBCuX7+OgoICuceU9MP96dOncHR0hJubGwYMGIAXL14o/FGpGyVuRGP69OmD169f4+jRowgKCkJkZCSaNGmCrVu3cm0CAwORnZ2NRYsWyT1HeHg4goKCYG1tDQDo2rUrsrOzpbq8P7R06VLs2bMHhw4dgkAgUPp7IoSQqkCZKyc4OTnBwsKC20JDQ2Wul5qaCrFYDDs7O6n9dnZ2SE5OlhtjcnKy3PaFhYVITU2Ve4y8H+7NmzfH9u3bcerUKWzcuBHJyclo2bIl0tLSyvWZqQvd46YF8vPzMXnyZABFXcWGhoYajqh8KhO/QCBA586d0blzZ8yePRsjR47EnDlzMHz4cABAx44dMX78ePTs2RNisRi//fYbd6xYLMb27duRnJwMPT09qf3h4eEyv8SWLVuGRYsW4cyZM/Dx8anEOyaEEKKohIQEmJubc89L+474eNSGZdlSR3LktZe3H/jvh3tkZKTUD/cuXbpwjxs0aAB/f3/Url0b27Zt477btInaetxCQ0PRtGlTmJmZwdbWFr169cLjx49LPSYyMlJmpgfDMHj06JGaolaPwsJCrFmzBmvWrNHJJaOUGb+Xlxeys7Ol9nXu3BnHjh3D5s2bMXbsWO5/zBMnTiAzMxMxMTG4desWt+3fvx9HjhyR+rX0v//9Dz///DNOnjwJPz+/SsVICCFVnhJnlZqbm0tt8hI3a2tr8Pl8md61lJQUmV61Yvb29nLb6+npoXr16lL7i3+4nz59uswf7iYmJmjQoAGePn1a5sekCWpL3M6dO4exY8fi8uXLiIiIQGFhITcMVpbHjx8jKSmJ2+rUqaOGiIkqpaWloUOHDti5cyfu3LmD2NhY7N+/H0uXLkXPnj1l2nfo0AHHjx/Htm3buOQtPDwc3bp1Q8OGDVG/fn1u69OnD2xsbLBz504ARb+yZs6cic2bN8PV1RXJyclITk5GVlaWut82IYToBJbhKWVTlIGBAXx9fRERESG1PyIiAi1btpR7jL+/v0z706dPw8/PD/r6+ty+8v5wz8/Px8OHD+Hg4KBw/OqktqHSkydPSj3fsmULbG1tcePGDbRt27bUY21tbWFpaVnmNfLz86VuehQKhRWKlaieqakpmjdvjhUrVuD58+coKCiAk5MTRo0ahenTp8s9JiAgACdOnEC3bt2Qm5uL48ePY/fu3TLtGIZB7969ER4ejgkTJmDNmjUQiUTo27evVLs5c+Zg7ty5qnh7hBBCymny5MkYOnQo/Pz84O/vjw0bNiA+Ph4hISEAgGnTpiExMRHbt28HAISEhGDVqlWYPHkyRo0ahejoaISHh2PPnj3cOZcuXYpZs2Zh9+7d3A934L/KBgAwZcoU9OjRA87OzkhJScGCBQsgFAoxbNgwNX8CitHYPW4ZGRkAoFBJhsaNGyMvLw9eXl6YOXMm2rdvL7ddaGgo5s2bp9Q4iXLkxr9G3OodeBcVA0ObanAa0ReLFi2Se5Nqsbi4OJl9bdu2RWZmJgCUWvZj5cqVpZ6HEEJIKTRQx61///5IS0vD/PnzkZSUhPr16+PEiRNwcXEBACQlJSE+Pp5r7+bmhhMnTmDSpElYvXo1HB0dsXLlSq6GGwCFfri/evUKAwcORGpqKmxsbNCiRQtcvnyZu662YdjiG4ZKkZCQgLi4OOTk5MDGxgbe3t6VuoGeZVn07NkT79+/L7Uq8uPHj3H+/Hn4+voiPz8fO3bswLp16xAZGSm3l05ej5uTkxMyMjKkbozUNtnZ2Vzmn5WVBRMTEw1HVD5lxZ957wmi2g2EODsXrFgMhs8HKxaj9g+jUG/RFE2ETAghOkEoFMLCwkJt32PF13v19+8wN61cXVFhVg5qdvxC67+DdU2JPW4vX77EunXrsGfPHiQkJODD/M7AwABt2rTB6NGj0adPH/B45btV7rvvvsOdO3dw8eLFUtt5eHjAw8ODe+7v74+EhAQsW7ZMbuJmaGioczMyPwX3v1+EwuxcQCwGALD//vf5/zaixtDPYeZZW5PhEUIIITpDbsY1YcIEbkbF/Pnzcf/+fWRkZEAkEiE5ORknTpxA69atMWvWLPj4+ODatWsKX3DcuHE4evQozp49i5o1a5Y74BYtWmjtTA8iqzA7B2n/RHNJ2ybxWywRJxW9yOfhzVH59dYIIYRoUPFQaWU3onRye9wMDAzw/PlzuUs+2NraokOHDujQoQPmzJmDEydO4OXLl2jatGmpF2JZFuPGjcPhw4cRGRkJNze3CgUcExOjtTM9KsrIyAixsbHcY11TavwfjcQLwKA5UzSUyoABW8oKB4QQQjSEYSq0SLzMOYjSyU3c/ve//yl8gq5duyrUbuzYsdi9ezf++OMPmJmZcTM7LCwsuC/7j2eMhIWFwdXVFd7e3hCJRNi5cycOHjyIgwcPKhyfLuDxeFKLouua0uLXMzVBtTZ+eBd1ExBLMIRvzb3GisWw695BTVESQgghuq/MWaW5ublgWZZbPPzly5c4fPgwPD09ERQUpPCFiheJDQgIkNq/ZcsWrkr+xzNGRCIRpkyZgsTERBgZGcHb2xvHjx9XOFkk2sFr2XREtx8MiUgEtlBctH6dRAKXMYNh3sCj7BMQQghRqw+XrKrMOYjylTmrNDAwEL1790ZISAjS09NRr1496OvrIzU1FcuXL8e3336rrljLTd2zcSpKJBJhxowZAICFCxfCwMBAwxGVjyLxZz+Nw4tft+LdheswtKsOpxH94Ni/m8KL0hNCyKdIU7NKE84dhrlp5SocCLOy4dTuc63/DtY1ZSZu1tbWOHfuHLy9vbFp0yb89ttviImJwcGDBzF79mw8fPhQXbGWm64kblW9HAghhJCKocSNfKzModKcnByYmZkBKFpKonfv3uDxeGjRogVevnyp8gAJIYQQol4sGLCo5FBpJY8n8pU5ZcTd3R1HjhxBQkICTp06hcDAQABFC7lSBk0IIYRUPepeq5QorsxPdfbs2ZgyZQpcXV3RvHlz+Pv7AyjqfWvcuLHKAySEEEIIIUXKTNz69u2L+Ph4XL9+XWqh+I4dO2LFihUqDY5UHcOHDwfDMGAYBnp6enB2dsa3336L9+/fc21cXV25NsbGxqhfvz7Wr18vcy4PDw8YGBggMTFR5rW5c+eiXr16MDExgZWVFTp16oQrV66o9L0RQkiVw/CUsxGlU+hTtbe3R+PGjaWWtmrWrBnq1aunssBI1RMcHIykpCTExcVh06ZN+PPPPzFmzBipNsWLC9+5cwe9evVCSEgI9u3bx71+8eJF5OXloV+/fti6davMNerWrYtVq1bh7t27uHjxIlxdXREYGIi3b9+q+u0RQkiVUVwOpLIbUT65kxN69+6t8AkOHTqktGBI1WZoaAh7e3sAQM2aNdG/f3+Z5MvMzIxrs2DBAvz+++84cuQI+vfvDwAIDw/HoEGD0K5dO4wdOxbTp0+XKikyaNAgqfMtX74c4eHhuHPnDjp27KjCd0cIIYSontweNwsLC4U3UnlGRka4d+8e7t27p7NLXpU3/hcvXuDkyZPQ19cvtZ1AIEBBQQEAIDMzE/v378eQIUPQuXNnZGdnIzIyssRjRSIRNmzYAAsLCzRs2FDh90PKlpycjHHjxqFWrVowNDSEk5MTevTogb///ptrExMTg379+sHOzg4CgQB169bFqFGj8OTJEwBAXFwcGIaBra0tMjMzpc7fqFEjzJ07l3seEBDADaPzeDzY2dmhX79+MjPbJ0yYAF9fXxgaGqJRo0Yqe/+EVHU0OUF7ye1x27Jli7rj+KTxeDx4e3trOowKUzT+Y8eOwdTUFGKxGHl5eQCKesTkKSwsxM6dO3H37l2uyPPevXtRp04d7loDBgxAeHg42rdvL3OdAQMGICcnBw4ODoiIiIC1tbXMNUjFxMXFoVWrVrC0tMTSpUvh4+ODgoICnDp1CmPHjsWjR49w7Ngx9OnTB0FBQdi1axdq166NlJQU7N+/H7NmzZIa/s7MzMSyZcswb968Uq87atQozJ8/HyzL4uXLl5g4cSKGDBmCCxcucG1YlsWIESNw5coV3LlzR2WfASFVnjIWiaehUpUos44bIcrSvn17rF27Fjk5Odi0aROePHmCcePGSbX58ccfMXPmTOTn58PAwAA//PADvvnmGwBFw6RDhgzh2g4ZMgRt27ZFeno6LC0tpa5z69YtpKamYuPGjfjiiy9w5coV2NraquV9VnVjxowBwzC4evWqVLFlb29vjBgxAjk5Ofjqq6/QtWtXHD58mHvdzc0NzZs3R3p6utT5xo0bh+XLl2Ps2LGl/hkZGxtzw+gODg4YO3YsQkJCpNqsXLkSAPD27VtK3AghVZJC/ZgHDhzAF198gRYtWqBJkyZSG6k8kUiEuXPnYu7cuRCJRJoOp9wUjd/ExATu7u7w8fHBypUrkZ+fL9PL8sMPP+DWrVt4+fIlsrKysHTpUvB4PDx48ABXrlzB1KlToaenBz09PbRo0QK5ubnYs2eP3Ou0aNEC4eHh0NPTQ3h4uEre+6fm3bt3OHnyJMaOHSt3hQxLS0ucOnUKqampmDp1qtxzfJhkA8DAgQPh7u6O+fPnlyuO/fv3o3nz5uWKnxCiIGUMk9JQqUqU+amuXLkSX331FWxtbRETE4NmzZqhevXqePHiBbp06aKOGKu8goICzJs3D/PmzYNIJML7K7fxZP5veBq6FlmPnms6vDJ9GH/x/WiKmDNnDpYtW4bXr19z+6ytreHu7g5HR0epSQfh4eFo27Ytbt++jVu3bnHb1KlTy0zKWJZFfn5++d8YkfHs2TOwLFvqjPKnT58CgMKzzhmGweLFi7FhwwY8f17y3/c1a9bA1NQUJiYmqF69Oh4/fozNmzeX7w0QQhRSvHJCZTeifGUmbmvWrMGGDRuwatUqGBgYYOrUqYiIiMD48eORkZGhjhg/KXe/mYmo1l/gWehaPJ33G8416Ion83/TdFgqERAQAG9vbyxatKjUdgUFBdixYwcGDhyI+vXrS20jR47EjRs3cPv2bWRnZ2P69Om4fPkyXr58iZs3b2LkyJF49eoV+vXrp6Z3VbUVL23MlHLvShnLH8sVFBSE1q1bY9asWSW2GTx4MG7duoXbt2/j4sWLcHd3R2BgoMzEBkIIqcrKTNzi4+PRsmVLAEWzB4v/kRw6dKjMEBWpvNf7jgMA2EIxWLEYAPD051VIPRutybDKLftpHGJ/2464NbuQm5BUYrvJkydj48aNSEhIKLHN0aNHkZaWhs8//1zmtTp16qBBgwYIDw8Hn8/Ho0eP0KdPH9StWxfdu3fH27dvceHCBZ2e/KFN6tSpA4Zh8PDhwxLb1K1bFwDw6NGjcp178eLF2LdvH2JiYuS+bmFhAXd3d7i7u6NVq1YIDw/H06dPpSY6EEKUg2aVaq8yP1V7e3ukpaUBAFxcXHD58mUAQGxsbIV+WZMyyOnJYPT4eLXtsJzG2odlWTz8cQkivYLw4PtFuD/xZ/zj3gGz6rfCkSNHZNoPGjQI+fn5cHJyQlxcHCZOnCjTpk+fPhCLxbCzs5N7zTt37mDlypUQCAQ4dOgQEhMTkZ+fj9evX+OPP/5A06ZNlfwuP13VqlVDUFAQVq9ejezsbJnX09PTERgYCGtrayxdulTuOT6enFCsWbNm6N27N3766SeFYuHz+QCA3NxcxYInhCiOwX8zSyu8afpNaKf58+cjJydHZn9ubq5C9/qWmbh16NABf/75JwDg66+/xqRJk9C5c2f0799fbg8IqSQ5yTBbKIYo9Z0Ggim/5IOn8GL5v/cdsWzRJpHg0bRlSI28rNngiFKsWbMGYrEYzZo1w8GDB/H06VM8fPgQK1euhL+/P0xMTLBp0yYcP34cn332Gc6cOYO4uDhcv34dU6dOlZkJ+qGFCxfin3/+wePHj2Vey8nJQXJyMpKTk3H79m2MGTMGAoEAgYGBXJtnz57h1q1bSE5ORm5uLncvpC5O+iGEVE3z5s1DVlaWzP6cnJwyyyIBCpQD2bBhAyQSCQAgJCQE1apVw8WLF9GjR49S/wEmFcPo8QHxR8kbjwcr/8aaCaic4rfsB3g8QCJBAitCNJuJvkw18PX1kBC+H9YBLTQdIimH7GcvkXrmEngCQ9h1bw8D62pwc3PDzZs3sXDhQnz//fdISkqCjY0NfH19sXbtWgBAz549ERUVhdDQUAwaNAhCoRBOTk7o0KEDFixYUOL16tatixEjRmDDhg0yr23cuBEbN24EAFhZWcHHxwcnTpyAh4cH12bkyJE4d+4c97xx46L/b2JjY+Hq6qqMj4SQTwILHljFCk+Ueg4ii2VZufcJ3759G9WqVSvzeIatwuOdQqEQFhYWyMjIgLm5uabDKVF2djZMTU0BAIdMvGBQIAH+TZYZPh/61SzQ9tYxGNpW12SYJfow/uN1O4B98QoAsFGcgrtsLpbynSBgeKjWthn8/96hyVCJgliWxYPJCxG3akfRcAcLMPp6qL9qLpxH0EQPQtRF3d9jxdd7ejUSZv/+u15RmVlZqNMsQOu/g9XFysoKDMNwn8eHyZtYLEZWVhZCQkKwevXqUs9TZo+bm5sbhgwZgsGDB9Oi8ioiEAhw9epVAIBbAR9Ppi/D+0s3AB4Dmy5t4fW/aVqbtAHS8fN+24s38UlgC8UYxf+vmCrD58OyaQNNhUjKKWHzgaKkDQD+/WnHFhTibsgsWDSpD4tGnpoLjhBCdFBYWBi3usu8efOklg01MDCAq6sr/P39yzxPmYnbuHHjsGfPHixcuBCNGzfG0KFD0b9/fzg4OFTuHRAOn8+XuoHeOnI3CrNzwPD54AsMNRiZYj6MX/i9Gd4cOMkNlxY14IFnZAiXbwdrMEpSHi/X7Sq6uZhlkcCKcFySjlQUYIaBExI274fFytmaDpEQokLKmBVKs0qlDRs2DEBRh1jLli3LXKu7JGV+qpMnT8a1a9fw6NEjdO/eHWvXroWzszMCAwOxffv2Cl2UlE3PxFgnkraPmTesh+Z/bYaZlzu3z9KvAfz/3gljlxoajIyUR97rFG6izH7JO1xms1CLEQBiCfKSUjQcHSFE1agAr+q0a9cOfD4fT548wcWLF3H+/HmprSwVusft8uXL+Pbbb3Hnzh2I/601po105R43kUiEX3/9FQAwYcIEGBgYaDii8pEXP8uyyE9KAcPnw9COFnjXNVc/G43U0xe5WoLczbR8HurOHIs6M7/TcISEfBo0dY/b42sXlHKPm0fTNlr/Haxuly9fxqBBg/Dy5UuZsmoMw5SZV5Urcbt69Sp2796Nffv2ISMjAz169NDq4pe6krh9eHN/VlaW3DUgtZmux09kvbt4HdEdhhQ9Kf4ngs+DnqkJ2t37CwJ7G80FR8gnRFOJ26Prl5SSuNXza6X138Hq1qhRI9StWxfz5s2Dg4ODzAzTD+99k6fMe9yePHmCXbt2Yffu3YiLi0P79u2xePFi9O7dG2ZmZpWLnhCilaq19oPfwdW4P3kRcuOKZglb+jZAg7XzKWkj5BPAMgzYUpa2U/QcRNbTp09x4MABuLu7l91YjjITt3r16sHPzw9jx47FgAEDYG9vX6ELEUJ0i12PjrDt1h65cYngCQwgcJS/cgUhhBDFNW/eHM+ePVNd4vbo0SNu7UFCyKeF4fFgXMtJ02EQQtRMGZMLaHLCf+7cucM9HjduHL7//nskJyejQYMGMrNLfXx8Sj1XmYlbcdJ2/fp1PHz4EAzDcL1whBBCCKl6qByIcjVq1AgMw0hNRhgxYgT3uPg1RSYnlJm4vXr1CgMHDsSlS5dgaWkJoGiR6JYtW2LPnj1wcqJf44QQQgghJYmNjVXaucpM3EaMGIGCggI8fPiQWxPw8ePHGDFiBL7++mucPn1aacEQQgghRPNoqFS5XFxclHauMhO3CxcuICoqSmohZw8PD/z2229o1aqV0gL5lAkEApw9e5Z7rGt0PX5CCCHSWChhqJQWmZfr6NGjcvczDAOBQAB3d3e4ubmVeHyZiZuzszMKCgpk9hcWFqJGDaqErwx8Ph8BAQGaDqPCdD1+QgghRF169eolc78bIH2fW+vWrXHkyBFYWVnJHF9mOrx06VKMGzcO169f5y5y/fp1TJgwAcuWLVPS2yCEEEKIttDUkldr1qyBm5sbBAIBfH19ceHChVLbnzt3Dr6+vhAIBKhVqxbWrVsn0+bgwYPw8vKCoaEhvLy8cPjw4UpftzIiIiLQtGlTREREICMjAxkZGYiIiECzZs1w7NgxnD9/HmlpaZgyZYrc48tM3IYPH45bt26hefPmEAgEMDQ0RPPmzXHz5k2MGDEC1apV47bShIaGomnTpjAzM4OtrS169eqFx48fl/kGFflD0XUFBQVYvXo1Vq9eLbd3U9vpevyEEEKkFRXg5VVyK1/itm/fPkycOBEzZsxATEwM2rRpgy5duiA+Pl5u+9jYWHTt2hVt2rRBTEwMpk+fjvHjx+PgwYNcm+joaPTv3x9Dhw7F7du3MXToUHzxxRe4cuVKha9bWRMmTMDy5cvRsWNHmJmZwczMDB07dsSyZcvwww8/oFWrVggLC0NERITc48tc8mrbtm0KB1O88r08wcHBGDBgAJo2bYrCwkLMmDEDd+/exYMHD0pcIik2Nhb169fHqFGj8M033+DSpUsYM2YM9uzZgz59+pQZDy15pR66Hr82SU5OxsKFC3H8+HEkJibC1tYWjRo1wsSJE9GxY0cAQExMDBYtWoTz588jIyMDzs7OaNeuHX744QfUrVsXcXFxcHNzg42NDZ4/fy61wkmjRo3Qq1cvzJ07V+q6u3fvxtChQzFq1CiZH0eRkZFYsWIFrl69CqFQiDp16uCHH37A4MGDVf55EPKp09SSV7djblZ6daTMzEw0bNxE4dibN2+OJk2aYO3atdw+T09P9OrVC6GhoTLtf/zxRxw9ehQPHz7k9oWEhOD27duIjo4GAPTv3x9CoRB//fUX1yY4OBhWVlbYs2dPha5bWUZGRrh27Rrq168vtf/u3bto1qwZcnNz8fLlS3h6eiInJ0fm+DLvcSstGSuPkydPSj3fsmULbG1tcePGDbRt21buMevWrYOzszPCwsIAFH2Q169fx7JlyxRK3AjRJXFxcWjVqhUsLS2xdOlS+Pj4oKCgAKdOncLYsWPx6NEjHDt2DH369EFQUBB27dqF2rVrIyUlBfv378esWbOk1g7OzMzEsmXLMG/evDKvvXnzZkydOhVr167F8uXLYWxszL0WFRUFHx8f/Pjjj7Czs8Px48fx5ZdfwtzcHD169FDJZ0EI0SxlzioVCoVS+w0NDWFoaCi1TyQS4caNG/jpp5+k9gcGBiIqKkru+aOjoxEYGCi1LygoCOHh4SgoKIC+vj6io6MxadIkmTbFeUVFrltZvr6++OGHH7B9+3bY2BQtIfj27VtMnToVTZs2BVC0LFbNmjXlHi83ccvOzi5Xr0l52wNARkYGAJQ6xKrIH8qH8vPzkZ+fzz3/+C8LIdpszJgxYBgGV69elfr/ydvbGyNGjEBOTg6++uordO3aVeoeDTc3NzRv3hzp6elS5xs3bhyWL1+OsWPHwtbWtsTrxsXFISoqCgcPHsTZs2dx4MABfPnll9zr06dPl2o/fvx4nDp1CocPH6bEjZAqSplrlX5c73XOnDkyvf6pqakQi8Wws5NeWs/Ozg7Jyclyz5+cnCy3fWFhIVJTU+Hg4FBim+JzVuS6lRUeHo6ePXuiZs2acHJyAsMwiI+PR61atfDHH38AKBq9mjVrltzj5d7j5u7ujkWLFuH169clXphlWURERKBLly5YuXJluYJmWRaTJ09G69atZboKP1TWH8rHQkNDYWFhwW1UHJjoinfv3uHkyZMYO3as3B9BlpaWOHXqFFJTUzF16lS55ygukF1s4MCBcHd3x/z580u99ubNm9GtWzdYWFhgyJAhCA8PLzPejIyMMu9rJYQQAEhISOBuws/IyMC0adNKbMt8lCwWz7IsT/uP9ytyzvJetzI8PDzw8OFD/PHHHxg/fjy+++47HD16FPfv3+dWq+rVqxeGDh0q93i5PW6RkZGYOXMm5s2bh0aNGsHPzw+Ojo4QCAR4//49Hjx4gOjoaOjr62PatGkYPXp0uYL+7rvvcOfOHVy8eLHMtor8oRSbNm0aJk+ezD0XCoWUvBGd8OzZM7Asi3r16pXY5unTpwBQapsPMQyDxYsXo0ePHpg0aRJq164t00YikWDr1q347bffAAADBgzA5MmTS10A+cCBA7h27RrWr1+vUByEEN3DsgxYtpI9bv8eb25uXuY9btbW1uDz+TK9XCkpKTIdOMXs7e3lttfT00P16tVLbVN8zopcVxkYhkFwcDCCg4PLfazcxM3DwwP79+/Hq1evsH//fpw/fx5RUVHIzc2FtbU1GjdujI0bN6Jr167g8cpXYG/cuHE4evQozp8/X+L4bTFF/lA+JG/cnBBdUNoPko/blEdQUBBat26NWbNmYffu3TKvnz59GtnZ2ejSpQuAon/EAgMDsXnzZixatEimfWRkJIYPH46NGzfC29u73PEQQnQFTwkFdBU/3sDAAL6+voiIiMDnn3/O7Y+IiEDPnj3lHuPv748///xTat/p06fh5+fH3Url7++PiIgIqfvcTp8+jZYtW1b4uhWxcuVKjB49GgKBoMxRyvHjx5d+MlZNJBIJO3bsWNbR0ZF98uSJQsdMnTqV9fT0lNoXEhLCtmjRQqHjMzIyWABsRkZGueMty7Bhw9iePXuyLMuy7dq1YydMmCDT5vDhw+yHH/GWLVtYAGxQUJBUu1evXrEAWABsVlaW0mNVtaysLJ2OXxukpaWxDMOwixYtKrHNoUOHWABsVFRUqeeKjY1lAbAxMTEsy7LslStXWB6Px968eZNt2LAhO2fOHK5tv379WAAsn8/nNoZhWEdHR7awsFDqvJGRkaypqSm7fv36Cr9PQkj5qPJ7rLTr3Yy5yz55Flep7WbM3XLFvnfvXlZfX58NDw9nHzx4wE6cOJE1MTFh4+LiWJZl2Z9++okdOnQo1/7FixessbExO2nSJPbBgwdseHg4q6+vzx44cIBrc+nSJZbP57OLFy9mHz58yC5evJjV09NjL1++rPB1lcHV1ZVNTU3lHpe0ubm5lXmuMmeVKsvYsWOxe/du/PHHHzAzM+N60iwsLGBkZASgaKgzMTER27dvB1A0rXfVqlWYPHkyRo0ahejoaISHh3NTeHWRnp4e/v77b5w9exbt27cHAK6XcNGiRTrZY2hoaIhjx45xj0n5VatWDUFBQVi9ejXGjx8vc59beno6AgMDYW1tjaVLl8otIJmeni5znxsANGvWDL1795aZNZWWloY//vgDe/fuleo9k0gkaNOmDf766y90794dQFFPW/fu3bFkyZJy3xpBCNE9mlirtH///khLS8P8+fORlJSE+vXr48SJE9w6n0lJSVK11dzc3HDixAlMmjQJq1evhqOjI1auXClVdaJly5bYu3cvZs6ciVmzZqF27drYt28fmjdvrvB1leHDReYru+B8qYnbq1evsHbtWkRFRSE5ORkMw8DOzg4tW7ZESEhIue4fK66P8vHSSFu2bMHw4cMBVOwPRdeYmJjgiy++wE8//cQVANTTK/pj8Pf35x7rEj09PXTr1k3TYei8NWvWoGXLlmjWrBnmz58PHx8fFBYWIiIiAmvXrsXDhw+xadMm9OvXD5999hnGjx8Pd3d3pKam4vfff0d8fDz27t0r99wLFy6Et7e31N+vHTt2oHr16ujXr5/MLQ/du3dHeHg4unfvjsjISHTr1g0TJkxAnz59uB9dBgYGNEGBkCpKU4vMjxkzBmPGjJH72tatW2X2tWvXDjdv3iz1nH379kXfvn0rfF1VEYlEiI2NRe3atcv13V/iAPTFixfh6emJw4cPo2HDhvjyyy8xZMgQNGzYEEeOHIG3tzcuXbqk8IVYlpW7FSdtQNEfSmRkpNRxxX8o+fn5iI2NRUhIiMLX1FZz587F3bt3ceDAAU2HQjREIhIh9e8ovDl+FgXpRWVr3NzccPPmTbRv3x7ff/896tevj86dO+Pvv//mfvj07NkTUVFR0NfXx6BBg1CvXj0MHDgQGRkZWLBgQYnXq1u3LkaMGIG8vDxu3+bNm/H555/LvU+1T58+OHbsGN68eYOtW7ciJycHoaGhcHBw4LbevXsr+VMhhJCqLycnB19//TWMjY3h7e3NdViNHz8eixcvLvP4ElO8SZMmYeTIkVixYkWJr0+cOBHXrl2rYOifLkdHR0yYMAEzZsxAr169uGWiTp48iVatWsnUp9N2BQUF2LVrFwBg8ODBOhe/ur05EYnbI35EQVo6AIBnaIC68yei9uSv4eDggFWrVmHVqlUlHu/n5ye1pMvHXF1d5U5kWL9+vdRM0Dt37pR4jt69e3N/L7du3Sr3ly4hpOrSVI/bp2DatGm4ffs2IiMjpWaVdurUCXPmzJG5reVjJfa43bt3r9TerW+++Qb37t2rQMgEKFqq4+3bt9i8eTNEIhEAYMmSJdxjXSISifDVV1/hq6++0sn41SnrSSxu9BmLgncZ3D5JvgiPflyKpEOnNBgZIYT8R1OLzH8Kjhw5glWrVqF169ZSlQS8vLzw/PnzMo8vMXFzcHAodbmH6OhoODg4lDPcqsnc3JxbCeJD6enpJdausbS0xLRp0zBv3jzk5uaqOkSiJeI3/Q6ABVgWeawEJyXpCBMnQ8iwiP11q6bDI4QQomJv376Vu5pNdna2QkV/SxwqnTJlCkJCQnDjxg107twZdnZ2YBgGycnJiIiIwKZNm7i1vj519erVk1rAtti1a9fg4eFR4nHjxo3DypUrsWbNGlWGR7RIzot4sIViAMBxNh3bJKloyBiDkUiQ/eylhqMjhJAiyizAS6Q1bdoUx48fx7hx4wD8V79z48aN8Pf3L/P4EhO3MWPGoHr16lixYgXWr18Psbjoy4bP58PX1xfbt2/HF198oYz3oPPGjBmDVatWYezYsRg9ejSMjIwQERGB8PBw7Nixo8TjBAIB5s2bh7Fjx6oxWlIZBRmZeLXjCDLvPYFRTTvU/LI3jJwdFT7etK4bUvh8sGIxejFWCOZbwIThA3weTOvVUmHkhBCiOLrHTXVCQ0MRHByMBw8eoLCwEL/++ivu37+P6OhonDt3rszjSy1r3L9/f1y+fBk5OTlITExEYmIicnJycPny5U8+aZNIJNz0XVdXV1y4cAHPnz9HYGAgmjZtyt3Q3a9fv1LPM2zYMLi6uqohYlJZmQ+fI9IzEA8mL8SrbYfwZMFqnK3XGW+On1X4HM4j+4PR4wM8BnyGKUraAEAsQa3JX6sockIIIdqiZcuWiIqKQk5ODmrXro3Tp0/Dzs4O0dHR8PX1LfN4hpU3/ayKEAqFsLCwQEZGRpnrpJWmMCsbL34Jx6tdf0CSmweb4HaY8jgKHj71S539p6js7GyYmpoCALKysuQuMq7NdD1+RV1q/QUyrt8D+2/vMwCAYcA3NUanhIvQMzFW6DypZ6Nx+6sfkZf4BgDANzOBZ+gPcPlmoCrCJoToMGV9j5X3etE3n8DUzKxS58rKzIR/k7pqi11XDB48GAEBAWjXrh23qHx5VLja6/PnzzFq1Cj8888/FT2FThDni3C58zBk3LwPSCTIYsU4v3U7IgsT8fXAQZoOj6hJTtwrpF+5zT3/RyKEN2MEO+hDnJmNt3+dg0PfLgqdy7q9Pzo8P4v0a3chEYlg6dcAfGMjVYVOCCHlRkOlqmNqaopffvkFISEhsLOzQ7t27dCuXTsEBASgXr16ZR5f4cQtKytLobFYXZf0+wlkXL/LPV8gTsRD5MESevC49hz4tvLXMDQ0xO+//8491jW6Hr8iCjOzucdilsVeSRrSUIgveNXQm7GSel0RDJ8PqxaNlBwlIYQQbVdcTzM5ORmRkZGIjIzEr7/+irFjx8LW1hZJSUmlHl9i4lbW6vWJiYkVCFf3vD19AeDzAbEY0ZIsPEAe3GCICXx7vD1R/sSVlUiQEL4fLzfsQf6bNFi1aITaU0eXeS+cNtPT09Pp+BVhWq8WDKytIEp9Dz7D4Fe+C/ZI0rBbkgZjHg+d2zTVdIiEEKI0LJQwq5R63EplZmYGKysrWFlZwdLSEnp6erC3ty/zuBITt4kTJ8LBwQEGBgZyX/9UCq3yBIZgGIAFYM/o41ueLTozFtBjGPAF8j+b0tz9djYSNu9H0UlZvDn6N978+Q+andgE6/ZlTwMmmsHT14fHgu9xN2QmwGNgJOFhBN8GPWGFul/2hYm78hYjJoQQTZOAgaSSiVdlj6+qfvzxR5w7dw63b99G/fr10bZtW0ybNg1t27aFpaVlmceXOKvUxcUFK1asQGxsrNzt+PHjynwfWsuxXxeu7pYbY4guPEvoMQzA56HGoM/KdS7hnUdFSRsA/DsnhBWLUSguxOoR4/D777+jsLBQqfGrQ2FhIfbv34/9+/frZPyKcv66H5rs/RXmPp5g9PXQvfAJhhW+gP/mpWAYRmYrXoeXYRgcOXKEO09BQQEGDBgABwcHbtmpDRs2ICAgAObm5mAYBunp6ep/g4QQQlTuf//7H2JjYzFnzhxs374dv/zyCz777DOFkjaglB43X19f3Lhxo8SyHwzDyF0Psaqx7twaTiP6IWHzfjB6fLASFpBIYObljtpTR5frXG8jLgI8HiCRSO0vkEgwN+4G0L8/srKyuDIjuiI/P5/7e6KL8ZeHQ59gOPQpWlsuKTmZ279v3z7Mnj0bjx8/5vYZGclOOMjJyUGfPn3w5MkTXLx4EbVr1+b2BwcHIzg4GNOmTVPxuyCEkNLR5ATViYmJwblz5xAZGYlffvkFfD6fm5wQEBAAT0/PUo8v8Rt2/vz5yMnJKfFALy8vxMbGVjxyHcEwDBqs+xn2n3fG630nIMnLg3XHVqgx+DPwjQTlOhdPXx9Fg66kKvjwXgQLCwswDFPq/Qnp6eno3r07hEIhLl68KLVk3MSJEwEAkZGRqgqXEEIURisnqE7Dhg3RsGFDjB8/HgBw+/ZthIWFYfz48ZBIJNyCByUpMXHz8vIq9UB9fX24uHwa9/UwDAPb4HawDW5XqfPY9+qMB1NCZc/P5wOl/zlVGVlPYvF04Wq8/es8eAID1Bj0Gdx/CoG+ZdWu8ZOcnIx27drBxMQE586dg5WVlaZDIoQQoiExMTHcjNILFy5AKBSiUaNGaN++fZnHVt0xLS1k5OwIz6U/4eEPoUXDroVigMeDnoUJ8FbT0ale9tM4XPLvC3F2LlfE9kXYFrw9dQGtovaXuwdTl0yYMAG1atVCdHQ0jI0VK9RLCCGawqLyQ500viSflZUVsrKy0LBhQwQEBGDUqFFo27atwkWKy0zcGjduLHe1eoZhIBAI4O7ujuHDhyuUJRKg1sThsGrRCAlbDkD0Ng0WvvVRfVAPoFbV7718ungdxDm50isPiCXIvPcEibv/hPPXVbekSI8ePXD48GGsX78ekyZN0nQ4hBBSKhoqVZ0dO3aUK1H7WKlrlQJAcHAwXrx4ARMTE7Rv3x4BAQEwNTXF8+fP0bRpUyQlJaFTp074448/KhTAp8iqRSP4rF8Av0NrUWfGWBjaVtd0SGrx9uR5boauFB4PqX9fUn9AajRkyBBs2bIFP/zwA5YtW6bpcAghhGhI9+7dK7UEWJk9bqmpqfj+++8xa9Ysqf0LFizAy5cvcfr0acyZMwc///wzevbsWeFAiPZKu3ANsSs2I/P+UxjXcobruC9h1zWg3OfhG8sfCmV4DPhyZmBWNV9++SX4fD6GDRsGiUSCqVOnajokQgiRi2aVaq8yE7fff/8dN27ckNk/YMAA+Pr6YuPGjRg4cCCWL1+ukgA/BQYGBtiyZQv3WJsk7j2GW19OAcPjgRWLkfMyEalnLsHrl+lwGz8MgOLx1xjcE89C18mUQ2ELxXDs31V1b0KLDB48GDweD0OHDoVEIsFPP/0EoGjyQnJyMp49ewYAuHv3LszMzODs7Ixq1appMmRCyCeIhkq1V5mJm0AgQFRUFNzd3aX2R0VFQSAo6kGRSCRVdo1KddDX1+eKtWoTiUiE+xN/Blj2v/vSxEVJ16MZy1Dzy8+hb2mucPy1p4zE21MXkHH9btFMWqYoaXMa2R/WnVuXeXxBRiYSNu/H24hL4JsYoUb/brDvHQSGV+aIv1YZOHAg+Hw+Bg8eDIlEgunTp2PdunWYN28e16Zt27YAgC1btmjl3w1CCCGawbBlVNFdsGABFi1ahFGjRqFp06ZgGAZXr17Fpk2bMH36dMyYMQMrVqzAiRMnEBERoa64FSIUCmFhYYGMjIxKjSd/qt5fvoWoNv1LfN33wGrY9+xUrnOK80VIOvAXUk9fBE9gCMcvuqJ6B3+5E2A+lP/2HaLa9EdObAIgYQE+DxBL4DiwBxpt+1+ZxxNCiDoIMwvw4mU2qlkZwLlG5WeQq/t7rPh6Z67Fw8S0ctfLzhKiU1Nn+g5WsjJ73GbOnAk3NzesWrUKO3bsAAB4eHhg48aNGDRoEAAgJCQE3377rWojrcIKCwtx6tQpAEBQUJDWrDzA6PEVer088fMNDVBzcE/UHFy++yGfLVyD3LjEoqQN4Hr+Xu/5EzUGfwbboLblOh8hhCiTWMxizZbnOHjsNQrFRf9O1a9njrk/eMLeVvdKHdFQqfYqs8dNl+lKj1t2djZMTU0BFC0ZZWJiouGIirBiMf6p3R55r1O4tVWL8c1M0PnVJfCNjdQSf4SjP0Rv38nsZ/T4qPllb/isX6D0axJCiKLCd8Vh676XUv9U8nmAg50AO9c2gx6/YkmMpnrcIq4mKKXHrXMzJ63/DtY1Ct8cdOPGDezcuRO7du1CTEyMKmMiWoLh8+GzcREYPT7Xu8bo8QGGQYM188E3Vt9MULllRIpfK6i6C9sTQrSfqECCfX+8+vj3LcQS4FVSHi5fT9NMYJVQPKu0shtRvjLH5FJSUjBgwABERkbC0tISLMsiIyMD7du3x969e2FjY6OOOImG2HRujbY3j+Lluj3IfFBUDsRl9ABYNPFWaxy2PTrg9a6j0sV7UZTQ2XYLUGsshBDyoffpIuTkyv9xyeMBL1/loHVzNQdVSTRUqr3K7HEbN24chEIh7t+/j3fv3uH9+/e4d+8ehEIht0AqqdpM69WGd9hMtDi9DT7rflZ70gYAdWeOhZ6lWdFs1GI8BtUDmsOunBMkCCFEmSzN9WFoIP/rVCIBHOyqfp1Koj5l9ridPHkSZ86cgaenJ7fPy8sLq1evRmBgoEqDI6SYsZsT2lw7ghfLw5Hy1znomZqgxuCecPl2EHhaMpmDEPJpMjTko2ewA/b/mSg1XMrjAVaWBmjdXPdWx6ECvNqrzG88iUQCfX19mf36+vqQfFRIlSgfK5EgP+kt+GYm0Dc31XQ4GmXk5ADvFTPhvWKmpkMhhBApIcNr4X1GASLOpXD7HGwFCJ1ZHwb6ulVrEiiawC+p5NTFyh5P5CszcevQoQMmTJiAPXv2wNHREQCQmJiISZMmoWPHjioP8FP2ascRPJ61AnmJyQCPB/ueneC9cjYE9nRfISGEaBMDfR7mTPHEyCGuePI8C9Us9dHA0wI8HvU6EeUqM3FbtWoVevbsCVdXVzg5OYFhGMTHx6NBgwbYuXOnOmKs8gwMDLBq1SruMQC83ncct0f8+F8jiQRvjv6NzAdP0fbmUfC0aGksefETQsinqIa9EWrY6/49bTRUqr0UruMWERGBR48egWVZeHl5oVMn7b8hXFfquH2MZVmcq98F2U/jZOqnAUDj3Svg2O/TWNuTEEI+ZZqq43YsOlkpddy6+9vr3HewtlP4ru7OnTujc+fOqoyF/EuSL0L2k1i5rzH6esi4cY8SN0IIIeQTJDdxW7lypcInULQkyPnz5/G///0PN27cQFJSEg4fPoxevXqV2D4yMhLt27eX2f/w4UPUq1dP4fh0gVgsxoULFwAAbdq0Ac9AH3wzE4gzs2XasmIJDO206x63j+Pn80tfKosQQoh2Y1m5Az7lPgdRPrmJ24oVKxQ6mGEYhRO37OxsNGzYEF999RX69OmjcICPHz+W6mKtigV/8/LyuCS1eMko56+/QOzKbUVFgIoxDBg9PhwHdtdQpPLJi78iMrMKcfxMEm7fz4CZiR6CO9ihiY+VMkMlhBCiAAkYSCp5j1pljyfyyU3cYmPlD9NdvHgRfn5+EAjKv2Buly5d0KVLl3IfZ2trC0tLy3Ifp+s85k1A5r0nSD1zqWjBO7EEPIEBmuxaUSVnlb5Ny8c3U2LwNi0fAMBjgBN/v8HQfs745ks3DUdHCCGEaIdyFZfp2rUrXr9+rapY5GrcuDEcHBzQsWNHnD17ttS2+fn5EAqFUpuu4hsbodmJcPif24N6C79Hg/UL0OnlBdj1qJolWNZufYG0dyKue178b0fjjv3xeBqbpdngCCHkE1O85FVlN1V5//49hg4dCgsLC1hYWGDo0KFIT08v4z2xmDt3LhwdHWFkZISAgADcv3+fe/3du3cYN24cPDw8YGxsDGdnZ4wfPx4ZGRlS53F1dQXDMFLbTz/9pIq3KVe5Ss4rOAFVKRwcHLBhwwb4+voiPz8fO3bsQMeOHREZGYm2bdvKPSY0NBTz5s1TW4yqxjAMqrVsgmotm2g6FJWSSFicvfgWYjnVGvk84OzFt6jj9mkXHyaEEHXS9nvcBg0ahFevXuHkyZMAgNGjR2Po0KH4888/Szxm6dKlWL58ObZu3Yq6detiwYIF6Ny5Mx4/fgwzMzO8fv0ar1+/xrJly+Dl5YWXL18iJCQEr1+/xoEDB6TONX/+fIwaNYp7bmqqvu8orV0ryMPDAx4eHtxzf39/JCQkYNmyZSUmbtOmTcPkyZO550KhEE5OTiqPlVReobiE/8MZBiIRrdBBCCGkyMOHD3Hy5ElcvnwZzZs3BwBs3LgR/v7+ePz4sVTuUIxlWYSFhWHGjBno3bs3AGDbtm2ws7PD7t278c0336B+/fo4ePAgd0zt2rWxcOFCDBkyBIWFhdD7YHlFMzMz2Nvbq/idyleuodL169fDzs5OVbGUqUWLFnj69GmJrxsaGsLc3FxqI9qPx2Pg19ASPDl/G8ViFi38qqk/KEII+YQVF+Ct7AZA5ham/Pz8SsUWHR0NCwsLLmkDivIDCwsLREVFyT0mNjYWycnJUmusGxoaol27diUeA4CrQaf30ZrYS5YsQfXq1dGoUSMsXLgQIpGoUu+pPMqVuA0aNKjCMwaVISYmBg4ODhq7PlGdkGG1oKfHA/+Dv5EMA7RsWg2+PpYai4sQQj5FxWuVVnYDACcnJ+5eNAsLC4SGhlYqtuTkZNja2srst7W1RXJyconHAJDpfLKzsyvxmLS0NPz888/45ptvpPZPmDABe/fuxdmzZ/Hdd98hLCwMY8aMqchbqRC1DZVmZWXh2bNn3PPY2FjcunUL1apVg7OzM6ZNm4bExERs374dABAWFgZXV1d4e3tDJBJh586dOHjwoFQ3ZlWhr6+PpUuXco91jTLi93A3w6blTbBjfzxu3kmHmakeunW2R9/uNcAwNKWcEEJ0VUJCgtQImKGhodx2c+fOLfM+9WvXrgGA3O8FlmXL/L74+PWSjhEKhejWrRu8vLwwZ84cqdcmTZrEPfbx8YGVlRX69u3L9cKpmtoSt+vXr0sV1C2+F23YsGHYunUrkpKSEB8fz70uEokwZcoUJCYmwsjICN7e3jh+/Di6dq16KwYYGBjghx9+0HQYFaas+Gu5mGDOFE8lREQIIaRSlDEr9N/jFb116bvvvsOAAQNKbePq6oo7d+7gzZs3Mq+9ffu2xNu5iu9HS05Olhq5S0lJkTkmMzMTwcHBMDU1xeHDh8vskGjRogUA4NmzZ1UrcQsICCh1VurWrVulnk+dOhVTp05VcVS6QVJYCADg6WntXBJCCCFViCZmlVpbW8Pa2rrMdv7+/sjIyMDVq1fRrFkzAMCVK1eQkZGBli1byj3Gzc0N9vb2iIiIQOPGjQEUdRCdO3cOS5Ys4doJhUIEBQXB0NAQR48eVahubUxMDACo7Vauct3jRlRDLBbj2rVruHbtGsRiMbc/6/ELXPs8BH+ZNMBfJvVx9bPRyHzwrJQzaUZJ8RNCCCHK5unpieDgYIwaNQqXL1/G5cuXMWrUKHTv3l1qRmm9evVw+PBhAEVDpBMnTsSiRYtw+PBh3Lt3D8OHD4exsTEGDRoEoKinLTAwENnZ2QgPD4dQKERycjKSk5O577bo6GisWLECt27dQmxsLH7//Xd88803+Oyzz+Ds7KyW909dOFogLy+P+9VQvGRU7qtkXGrdv2i90n+XvUo9fRFRl26gzY0/YOxaU5MhS5EXPyGEEN2l7Ute7dq1C+PHj+dmiX722WdYtWqVVJvHjx9LFc+dOnUqcnNzMWbMGLx//x7NmzfH6dOnYWZmBgC4ceMGrly5AgBwd3eXOldsbCxcXV1haGiIffv2Yd68ecjPz4eLiwtGjRql1hFChlVnVV01EwqFsLCw4Kbzaqvs7GyueF9x4vPwp6WIDdsK9qMeLIbPh8uYwfBePkMTocolL35CCCGVp+7vseLr7Y1Mg7Fp5a6XkyXEgIDqWv8drGuox01LvTt/TSZpAwBWLMa781c1EJF6FWRkIunASeSnpMKiiTdsOrcGI6/QGyGEEPIJocRNS+lXt+QWl5fC40G/mqUmQlKb1H+icb33GIhzcsDw+WALxbDwrY9mJ8JhUMXfOyGEaANlrDWqyrVKP2XUhaGlnIb1lk3aAEAiQc1hvdUfkJoUCLNwvc8YiHNyARZgC4t6HYW3HuL+hJ81HB0hhHwalFmAlygXJW5ayr5PMJy/GQgAYPT4YPT4AACnEX1RY2APTYamUsmHT0OclSMzj5wVi5F04C8UZmZpKDJCCCFE82ioVEsxDIMGq+bCaXgfvDl6BiwL2HXvAMtmPlV6JQHR2zT5Q8Qo6n0ryMiCnpmpBiIjhJBPhybquBHFfBKJW3Z2Nvh8vsx+Pp8vVVwvOzu7xHPweDwYGRlVqG1OTk6JxYcZhoG+vj63pEZBQYHUufU9a6Gm52iu7YdJW25uLiQSOcOp//pwdmd52ubl5ZVaj+3jtiKRCNOmTQMAmYV2jY2NuZjz8/NR+G8xYXmMjY1h2dQHEEtQwErwcQT6ttUhNjdGdnY2jIyMwPt3soJIJEJBQUGJ5y1PW4FAwP1dKU/bgoKCUhcZNjQ05BYpLk/bwsLCUhdkNjAw4Kp6l6etWCxGXl5eiW319fVhYGBQ7rYSiQS5ublKaaunp8ctjcOyLHJycpTStjz/32vLvxHGxsYVaqst/0aU1ra8/0Yo2raq/BtR2t8jVfpwkfjKnIOoAFuFZWRksABK3Lp27SrV3tjYuMS27dq1k2prbW1dYls/Pz+pti4uLiW29fLykmrr5eVVYlsXFxeptn5+fiW2tba2lmrbrl27EtsaGxtLte3atWupn9uH+vbtW2rbrKwsru2wYcNKbZuSksJKJBL2UtsBbDeeZaltY2NjufNOmTKl1Lb37t3j2s6ZM6fUtlevXuXaLl26tNS2Z8+e5dquWrWq1LbHjh3j2m7ZsqXUtr///jvX9vfffy+17ZYtW7i2x44dK7XtqlWruLZnz54tte3SpUu5tlevXi217Zw5c7i29+7dK7XtlClTuLaxsbGlth0zZgzXNiUlpdS2w4YN49pmZWWV2rZv375Sf4dLa0v/RhRt2vRvRLExY8aU2raq/RuRkZHBqkPx9+aOv9+zB6+IK7Xt+Pu9WmP/VNA9bkSrMAyDpkc3wLRebU2HQgghnywJlDA5QdNvoor6JArwvn79Wm7xP20ZBhEIBHj48CEAwMXFpcR72LR1GKSgoACPHj0CULTECO+DemuVGQbJz8xCoTALBjbVZGq4VZVhkLLa0lApDZXSUGnF2laVfyOEQiEcHR3VXoB365n3MDapZAHebCGGd7KiArxK9kkkbtr+l0bXVx7Q9fgJIURbaWrlBErctNcnMTmBEEIIIYqjWaXaixI3QgghhEiRsAwklVz5oLLHE/kocSPlxkokeB91E6K0dFg2bQBYUF01QgghRB0ocSPlknHjHm58MQ658a+LdvB4sBnRR7NBEUIIUSoaKtVelLgRhRVmZuFKl69QIPxg2SmJBAmb9mkuKEIIIUpHiZv2osSNKOz1vhMoSBcWlYP8EP3PSQghhKgFJW5aQF9fH1OmTOEea6ucF/Fg9PTAFkjXTuKDQW/GCq7jv9Tq+AkhhCiG/beIbmXPQZSPEjctYGBggP/973+aDqNMJh61ZJI2ANBnGHxbwxMdV6wosXhwZeXliXE26i1evc5FTQcjtG9lA4FAdv1ZQgghlceyDNhKzgqt7PFEPkrciMIc+3XBoxm/oCD1PdiPKqHXmjxSZUlbbHw2Jsy4jXfpBdDjMygUs1i95QV+XeCD2q40o5UQQsing9Yq1QISiQRxcXGIi4srdckZTeMbG6Fh+GLoV7P4b6e+Htx+HA2mV4BK4mdZFjMXP0C6sGhZmUJxUd+7MLMAM0IflLj0DyGEkIornpxQ2Y0oH/W4aYHc3Fy4ubkB0O4lo+LD9+Put7MAHgNGjw+2UAyzum5wDBkIK6caAJQf/+PnWXiZILvupEQCvHqdi3v30mD95DryXiXDrGE9VG/XXGU9f4QQ8qmQKOEet8oeT+SjxI0oJCc2AXfHzC76CSVmuYmkWY9e4PG8lSq7rlBY8gLOAHC+3xS4Po8GeAwgYWHhWx/Njm2EgXU1lcVECCGEaAoNlRKFvN53HJDTkcWKxXi955jKrluntin4fPk9aAwrgfXrh0VP/v1pJ7z1EHe+na2yeAgh5FNAQ6XaixI3opCCdCEYnvy/LpK8fJVd18rCAH27O8p5hUWTl2dhmpsuvVcsxps/ziD/7TuVxUQIIVUdJW7aixK3T1Duq2Qk/3EG7y7dAKvgZIJqrf3klgIBj4FZI08lRyhtzFe18c2XbrAwKxrZNzfTQ1+PTHR69Lv8A1gWopQ0lcZECCGEaALd4/YJkRQU4N64eUjYfID7KWRcyxm++3+DuU+9Uo+17dIOls18kH7jHiD+N9nj8QCWRd3Z3wE9/1RZ3Hw+g8/qZMNTvA9pV6/AwNIc1latEF/Ckg18U2MYu9VUWTyEEFLV0eQE7UU9bp+QpwtWSyVtAJDzMhFXgr+COCcXonfpSD4SgTfHz0Kckyt1LMPno9lfW+D67WDwTY0BoGgiwPFNsOnYSqVxp1+9g6jWXyDljzMofJeOnBfxiN+0F/pWFkXJ40dqf/81+MZGKo2JEEKqMhoq1V7U46YF9PT0MGbMGO6xKkgKCxG3aofs/0liMURv3+H2qOlIPhIBVlQ0i1PP3BQ+6xfAoW8Xrqm+uSm8V8yE1/IZgEQChl+0ckF+fr5K43808xdICgv/6+kDAAmLgvcZqN6xJd6duwq2sBB65qao9f3XcP8pROkxEEIIIdqAEjctYGhoiNWrV6v0GoUZmSgUZsl/kcdD0u8npNsLs3Bz8GS08agF8wYeUq8xDAPw/1tuSpXxsxIJ0s5dkdvnzujpwdynHnx//w2it+8gqGkPvqGBSuIghJBPiURStFX2HET51DZUev78efTo0QOOjo5gGAZHjhwp85hz587B19cXAoEAtWrVwrp161QfqBaSSFhci3mHPYcT8PeFFOSLyv9/g76lufSKB9IXAOQUrWV4DOI37lP4GmIxq/yVDBgGvJIWrmdZ8I0MoW9uCpPazpS0EUKIktBQqfZSW+KWnZ2Nhg0bYtWqVQq1j42NRdeuXdGmTRvExMRg+vTpGD9+PA4ePKjiSNWPZVm8ffsWb9++lUl83r0XYcTEG5g0+y7Wbn2BOUsfos+Iy3j8LLNc12D4fNSaNEImQWP4fG6SgUxchWLkvIgv89yRUW/xxdcRaNnlKIL6X8SaLc+Rny8u8ziF4mYYOHzRFYye7ILyrFgsNZRLCCGEVHVqGyrt0qULunRR/Et23bp1cHZ2RlhYGADA09MT169fx7Jly9CnTx8VRakZOTk5sLW1BSC7ZNTi3x4j9mU2GFaCWsl34ZgeizxDE8yZloGde4Kgp6d47l176mgUvBci9rdtXGkPs/p1wTczQXp0jMzC8QyfD1NP91LP+feFFMxcdBOXTxb92bYI/gt7D7/C0xfZmPeFIV78sgmpZy9DnJMHSX4+9KtbwXl4H9T+YZTCEwjqLZqCdxeuI/dlIsAwYHgM2EIx6sweJzOMSwghpPKU0WNGPW6qobX3uEVHRyMwMFBqX1BQEMLDw1FQUAB9OcNn+fn5yM//rxisUChUeZyqlPZehKhr7yAoyMaAayvgIIyHmOGDYSVgHx3ChV+y0P7Hfgqfj+Hx4LlkKmpPHQXh3ccwqG4Fs/p1kXb2Mq4EDZduzOOB0ePD5ZuBJZ6PZVms2xYrs1/CAomRNxD5v1/AY8VgPrjRIf9VMp4uWovUyCtoEbENPAUmMwjsbdD25h94teMPvLt4DfqW5qgxuCeqtfJV+L0TQghRnARKKAeilEjIx7S2HEhycjLs7Oyk9tnZ2aGwsBCpqalyjwkNDYWFhQW3OTk5qSNUlXmfLgIAtH90AHaZrwAAfFYMHljwWDGy585F/hv5n0VpDKpbwTqgBcwbeIBhGFh38EfDLUuKymv8S1DDDk3/3AATd5dS4itA0ps8ua91fLQfjLhQKmnjSCR4f/E6Uk5EKhyznpkpXMcMRpPdYWiwZj4lbYQQQj5JWpu4Af/OXvxA8f1fH+8vNm3aNGRkZHBbQkKCymNUpRoORjDWl6D+68vgsdIJEAOAEYvx+qPZoBVVc0gvdEy4iJbn96L15YPo8OwfWLf3L/UYgYAvr4wa9AvzUDP9OXglFMgFimaEpp6JqmzYhBBCVIBlWaVsRPm0dqjU3t4eycnJUvtSUlKgp6eH6tWryz3G0NAQhoaG6ghPLYwEfAzsZgu9P+Xf6M/weRClvVfa9fiGBrDyb6xwe2MjPtr52+DsBekJDCxTlLLJT6+5VuAbCyoSJiGEEBWje9y0l9b2uPn7+yMiIkJq3+nTp+Hn5yf3/raq6svhnhDb15Dbd8UWisuVaKnCxG/c4WAvPcmgkG+AF9b1ISnlrxdbKIbjF91UHR4hhBBSpagtccvKysKtW7dw69YtAEXlPm7duoX4+KLemmnTpuHLL7/k2oeEhODly5eYPHkyHj58iM2bNyM8PBxTpkxRV8hagc/noemKH4p6rz4cIubzYdnMBzadW2sqNABAdSsDbPilicz+M579kadvBMm//W5c4vnve3Cf/i0smnirKUpCCCHlwUr+K8Jb0Y2l2QkqobbE7fr162jcuDEaNy7qIZo8eTIaN26M2bNnAwCSkpK4JA4A3NzccOLECURGRqJRo0b4+eefsXLlyipXCgQoWiZq2LBhGDZsmNwloxz6dkGTPWEwqeMKAOAJDOE8oi+andgMRt5NZirCsizSzl/Fo5nL8WT+b8i8/xQAYGxkwMVvalJUBPediR02tp6HS+7dEVu9Hl5buKGgfmM4jx4A/3N74DFvotriJoQQUj7aXoD3/fv3GDp0KDcZcejQoUhPTy/jPbGYO3cuHB0dYWRkhICAANy/f1+qTUBAABiGkdoGDBhQ6WsrE8NW4bsHhUIhLCwskJGRAXNzc02HU2ksy0KclQ2ekUChMhrKJCkowM2BE/HmjzNFxXDZogK4dWaPQ91Z33Htjp56jaWrnkodywAwMuJj34ZmsLKk1Q0IIURR6v4eK75e6J50CIwrd728HCGmDbRUSexdunTBq1evsGHDBgDA6NGj4erqij///LPEY5YsWYKFCxdi69atqFu3LhYsWIDz58/j8ePHMDMzA1CUuNWtWxfz58/njjMyMoKFxX9VFypybWXS2skJRBbDMNAzM1Xa+fLyxDh/ORWp70Rwr6GPBi56ENhYcYvHfyhu9S68Ofo3gKL704o9nf8bqgc0R/U2TQEAPQIdkJ5RgK17X0JUUPSbwM7WEPOmelHSRgghOkLCKqGO27/Hf1xTtbITCR8+fIiTJ0/i8uXLaN68OQBg48aN8Pf3x+PHj+HhIVuYnWVZhIWFYcaMGejduzcAYNu2bbCzs8Pu3bvxzTffcG2NjY1hb2+vtGsrm9ZOTviUsCyL7OxsZGdnq2369L1HGfj8q8tYtPQ2nk5dhNdtO+Efp1aIqNkasSu3ycSRsGW/3H5vRo+PhG2HuPgB4MsvXPDH9pZY8bMP1i9rjN83Noe3h+73eBJCyKdCmUOlTk5OUjVWQ0NDKxVbdHQ0LCwsuMQJAFq0aAELCwtERckvMxUbG4vk5GSpwv6GhoZo166dzDG7du2CtbU1vL29MWXKFGRm/rfEZEWurWzU46YFcnJyYGpa1JP28ZJXqpAvkmDq/HvIzilE71sbUPvtPa7mWkHqOzz4fhEk+fmo/cNo7piCtHS552LFEmSmpsnEb2aqh6aNrFT6PgghhGi/hIQEqaHSypbtSk5O5paJ/JCtra1MGbEPjwEgt7D/y5cvueeDBw+Gm5sb7O3tce/ePUybNg23b9/mqlxU5NrKRj1un6Coa2kQZhbCOj0Bdd7elVso99ni9RDn/bd8WLW2zeQu9A4GsGqh2ZIkhBBClIuVsErZAMDc3FxqKylxmzt3rszEgI+369evA5BfiJ9l2RIL9BeTV9j/w32jRo1Cp06dUL9+fQwYMAAHDhzAmTNncPPmzRLPoei1lYV63D5B79JFYAA4ZsiuM1qsUJiFnOfxMPOuAwBw/+kbvDl6pmgIVVw0x5vR48PQzho1h/QEpo1RR+iEEELUQJn3uCnqu+++k5nB+TFXV1fcuXMHb968kXnt7du3Mj1qxYrvWUtOToaDgwO3PyUlpcRjAKBJkybQ19fH06dP0aRJE9jb25f72spGPW6fII/aZmAB5BiYldyIYaBf3ZJ7au5TD/7/7EK11n5FL+vxYf95EFqe3yu1xikhhBBSEdbW1qhXr16pm0AggL+/PzIyMnD16lXu2CtXriAjIwMtW7aUe+7i4c8PC/uLRCKcO3euxGMA4P79+ygoKOCSvYpcW9mox+0T5O1hhiYNLHGXrY9sfVMYFWRLDZcyfD6sO7WCwN5G6jjLZj7wP7MDEpEI4PG4kiTFkxIIIYRUDdq85JWnpyeCg4MxatQorF+/HkBRSY7u3btLzeqsV68eQkND8fnnn4NhGEycOBGLFi1CnTp1UKdOHSxatAjGxsYYNGgQAOD58+fYtWsXunbtCmtrazx48ADff/89GjdujFatWpXr2qpEPW6fIIZhsHimNwI7O+FI07EQ6QnAAmB5RfewGbu7wGfjwhKP5xkYqL2OHCGEEPWRSFilbKqya9cuNGjQAIGBgQgMDISPjw927Ngh1ebx48fIyMjgnk+dOhUTJ07EmDFj4Ofnh8TERJw+fZqr4WZgYIC///4bQUFB8PDwwPjx4xEYGIgzZ86A/0GZLEWurUpUgFcLZGdny51V+vRFFq7deg+BIQ/tWtqgupXy66Dl5onxPikdBZGRECW9gXkDD9h0aVeuxKyk+AkhhFSOpgrwzt7yTikFeOd/VU3rv4N1DXWbaAE+n4++fftyjwvFLBaueISIcyngMUXrfP664TmmjKmDHkEOpZ+snIwEfBi5VQfcZJcSE+fmIT8lDYZ21uALSp6+/XH8hBBCdJs2D5V+6ihx0wICgQD79+/nnu89koAz51MA/DcrR8yyWLrqCbzrmaOWi2p7tMT5IjyevgwvN+yFJC8ffFNjuH73JerOGSe3J+7j+AkhhOg2Sty0F93jpoWOnHgt9y88j8/g+BnVF/i7M2oaYlftgOTfOm7irBw8X7wOEY4tcX/yQuTGv1Z5DIQQQgiRRYmbFnqfUSB3P8uyePdepNJr58Qm4PXe44BEIvNa4fsMxK3eifO+PZH1pOQacIQQQnSbhGWVshHlo8RNC2RnZ3NVobOzs1Gvjhl4cv5kWBao515K7TUleHPsbOn92xIJxJnZeDLnV27Xx/ETQgghRDUocdNCw/q7gGWBD1fP4PEAKwt9dO1kr7LrsmIxni1Zr1C7N8f+VlkchBBCNIuVKGcjykeJmxZq0sASi2fWR00HI26fb0MrrFnSGGamqptPkhZ5BaI3qYo1ZuivDiGEVFUsWLBsJTc562CTyqNZpVqqVbPqaNm0GtLei2BgwIO5qb7Kr5n7SrGJDwyfD4fegSqOhhBCCCEfo8RNizEMA+tqJddPUzZzn3plN+LxYGBjhbrzJqo8HkIIIZrBSuTOUSv3OYjy0XgX4Vg09oJVa98SXzd2d0GdGWPQ5sZRGLvUUGNkhBBC1KnSw6T/bkT5qMeNSPE9sBpXg7+C8NbD/3byeHCfFoK6c8aD+XDGBCGEEELUihI3LcDn89G1a1fusaa8v3wLN/qNRX7yfxMUqrVrjsY7f4HA3qbE47QlfkIIIcohYf9buacy5yDKR4mbFhAIBDh+/LhGYyjIyMTV7iNRmCldh+3d+auI37AXdWePK/FYbYifEEKI8rASFmwlM6/KHk/ko3vcCADg9d5jKBRmyd6NyrJ4/r+NyE1U/VJbhBBCCCkdJW4EAJAb/xqMnvxhTklePs436oHMh8/VHBUhhBBNKF5kvrIbUT5K3LRAdnY2TExMYGJiorElo0zr1QZbUFji64XCLNyf+LPc17QhfkIIIcojkbBK2YjyUeKmJXJycpCTk6Ox6zv0DYaghp30OlsfkkiQ9k80CoRZcl/WdPyEEELIp4ASNwIA4BsJ0CJie1HyVgq2sOReOUIIIVUD1XHTXpS4EY5JHVc0PVLCIvM8Hiz8GsCgmqVaYyKEEKJ+tMi89qLEjUgxb1gPJsO/xH2Hpnhm2wCFjB4YPT4YPT68/veTpsMjhBBCPmlUx62KKEgX4v2VW+AbG8HKvzF4euX/o5VIWKzc9AwHk1tC39sPIr4BjMR5GGF5G91+6gXzhgqsZUoIIUTnSVgWkkoOdVb2eCIfJW46jmVZPF+6AU9/XgVJvggAYOhgg8Y7fkH1ds3Lda4DR+KRGBaO8XGnYVyQjRx9U1x164yNRl3Q2clNFeETQgjRQsq4R43ucVMNSty0AI/HQ7t27bjH5ZG4+ygez1wutS//TRqudh+FgIenYVTTXuFzxc79Be2enkLxvFLjgiy0e3IYxqJM/PW3G4b2c1Z6/IQQQghRHCVuWsDIyAiRkZEVOjZ2xZaiEh4f/rKRSCApKEDClgOoO+s7hc6Tn5IGr0cR+LgYCAPA9+U/ePZiOAD5iVtl4ieEEKJ9lFGHjeq4qYZau0fWrFkDNzc3CAQC+Pr64sKFCyW2jYyMBMMwMtujR4/UGLH2y37+soTy1Axynr1U+DwZN++BV8IUID4rgWveqwpGSAghRNfQygnaS22J2759+zBx4kTMmDEDMTExaNOmDbp06YL4+PhSj3v8+DGSkpK4rU6dOmqKWDeYuLsAPHlFc1mY1HFR+DwG1axKfb1Fe9fyBUYIIYQQpVNb4rZ8+XJ8/fXXGDlyJDw9PREWFgYnJyesXbu21ONsbW1hb2/PbXy+/PU0dVl2djZsbGxgY2NT7iWjak3+Gvi4O5rHA8/AAE5f9VP4PBZNG8CkjivYj+5RkzA8GLi5wKFNoxKPrUz8hBBCtA/LsmAlldyoy00l1JK4iUQi3LhxA4GBgVL7AwMDERUVVeqxjRs3hoODAzp27IizZ8+W2jY/Px9CoVBq0xWpqalITU0t93E1BvZAvcU/gGck4PYJHG3R7PimMldB+BDDMGi891cYWJoV7fi3nIjA2hItDq0CU9JSWJWMnxBCiPZh/y0HUpmNEjfVUMvkhNTUVIjFYtjZSScSdnZ2SE5OlnuMg4MDNmzYAF9fX+Tn52PHjh3o2LEjIiMj0bZtW7nHhIaGYt68eUqPX9vV/n4knEcNQMa1O+AZCWDVvCGYcvZMvjkRiQeTF6LgXQYAQGBnDefR/eE2YTj0TIxVETYhhBBCykmts0o/7rVhWbbEnhwPDw94eHhwz/39/ZGQkIBly5aVmLhNmzYNkydP5p4LhUI4OTkpIXLtp29uCuuOLSt07LuL13H982+l7iTNT36LFyu2wPnrLyhxI4SQT0zxcGdlz0GUTy1DpdbW1uDz+TK9aykpKTK9cKVp0aIFnj59WuLrhoaGMDc3l9pI2Z79b2NRAv1B4saKxSgUZiE+/HcNRkYIIUQTKn1/mxISPyKfWhI3AwMD+Pr6IiIiQmp/REQEWrZUvJcoJiYGDg4Oyg5P56Vfu4NbI37EpbYDcCdkJoR3H5fr+Izrd8GKxbIvsCwyYh4oKUpCCCGEVJbahkonT56MoUOHws/PD/7+/tiwYQPi4+MREhICoGiYMzExEdu3bwcAhIWFwdXVFd7e3hCJRNi5cycOHjyIgwcPqitknZC4+yhuDfsB4PMAsQQZ1+7g1bZD8D2wGnbd2it0DoGDLURv38kU3WH4PAjsbVQRNiGEEC0mYWULFlTkHET51Ja49e/fH2lpaZg/fz6SkpJQv359nDhxAi4uRbXGkpKSpGq6iUQiTJkyBYmJiTAyMoK3tzeOHz+Orl27qitkteHxePDz8+MeK0qU9h63R04veiIuKp7LFooBhsHdkJmwiT1X4mLzEpEIsb9uRfym35H3OkVupURWLIHTV31VFj8hhBDtRPe4aS+GrcLzdYVCISwsLJCRkVHl7ndjWRYXm/eBMOZ+iW1aXtgHqxaN5B57rcdovD19oeTS1gyD+qvnwmXUACVFTAghpLzU/T1WfL2v5sbBQFC564nyhNgy17VKfgdrEq1VqqPeR8eUmrQBACuRXcJKnJuH61+MQ+qp86VfgP1/e/ceV0Wd9wH8c7jfj1wEJLmZNwxUBEVAH31WBUnzmpf1iXQtVvKKbtvN9iVUQvkqa8tSUZcyLW0rjHYFxZ68FKCCoqUs4SOKFQgqAqKCcOb5gzh5PFzOjTNn4PN+veYVzPxm5jMqnS+/md/8BNj6eOkTkYiIJEowwHvYunG/kKh4X0uiqnMKWp5ra4eFsxN6hQaqrf9heSKuHWh/jthWMgtzlP8zU6+MREQkTQrF7xPN676IfRXdEws3E3D79m34+fnBz88Pt2/f1mgfS7lTh09+DtnwIsysrFTWNVy9hl92faXRzL+CIEDR0KhRFl3yExER6aq6uhqxsbGQy+WQy+WIjY3FzZs3O9xHEAQkJibCy8sLtra2GD9+PM6d+/3O1aVLlyCTydpc/vnPfyrb+fn5qW1/4YUXuupS1bBwMwGCIODy5cu4fPmyxl3LnrOjYWZthQdbK2RmwIhQeC+apbZPfcklaPwrULMCvSeN0aipLvmJiMh0td4q1XfpKgsWLEBhYSGysrKQlZWFwsJCxMbGdrjPhg0bsHHjRmzatAknT56Ep6cnJk2ahLq6OgCAt7c3ysvLVZakpCTY29sjJiZG5VitAy1bl5dffrnLrvVBfMZNoqxceqEx4SXI3ngFMkEBQWYGc6EZN23dsMdlHkZcvYs+HjYq+2j8zJqZGZyGB6DP3O43gpeIiDpnyqNKi4qKkJWVhby8PISFhQEAtm3bhvDwcBQXF6vMuqTMIgh45513sHbtWsya1dKx8dFHH8HDwwOffPIJlixZAnNzc3h6eqrsl56ejnnz5sHBwUFlvaOjo1pbY2GPm4TtvdYPm8cl4/DAmSjw+W98NfRpbB+zDnVWcvw7u1ytva2PF5yGBbR7PPNejrD1ewj9X1iC8EM7YW5j3ZXxiYioB6itrVVZGhoa9Dpebm4u5HK5smgDWmZWksvlyMnJaXOf0tJSVFRUICoqSrnO2toa48aNa3efgoICFBYW4qmnnlLb9sYbb8DV1RXDhw/H+vXr0dio2aNFhsAeNwmrrGrAXRtnHO83WWW9GYCKqnZ+MCzamXxeJoPXzCgMTU02bEgiIpIcQ/a4PThn+Lp165CYmKjzcSsqKuDu7q623t3dXW1qzfv3AaA2zaaHhwcuX77c5j47duxAQECA2gxPq1atwogRI+Ds7IwTJ07gxRdfRGlpKbZv367L5WiNhZuE+fnYofjCLbWxBoIA+PuoTwzfUHUDt378qe2DCQJ+/SwTQ95+mZPKExH1cAoIUOj5jJrit6ewr1y5ovIeN2vrtu/mJCYmIikpqcNjnjx5EgBa5td+gCAIba6/34Pb29vnzp07+OSTT/C3v/1Nbdvq1auVXw8dOhTOzs54/PHHlb1wXY2Fm4TFPu6DtSktc4k63bmOkZcOwe9GMRqt7RE6JRaCoi9kv81kIAgC8qcv6XCkaHP9bRwJjMHYgq9g5dLLGJdARETdnJOTk0Yv4F2+fDnmz+/4pe9+fn44e/Ysrl69qratqqpKrUetVevzaBUVFSpznldWVra5z+eff47bt2/jySef7DT36NGjAQAXLlxg4dZTyGQyDBkyRPm1psZF9MZflw3Ank05mP39elg334WZoABuyXBh+cu4k3sSw9LegEwmQ3XOKdw8ebbTY979uQLn//o6hu94vcvzExGRaRJjcIKbmxvc3Nw6bRceHo6amhqcOHECo0aNAgAcP34cNTU1arc1W/n7+8PT0xPZ2dkIDg4G0DK15pEjR/DGG2+otd+xYwemTZuG3r07n6/79OnTAKBSEHYlDk4wAXZ2djh37hzOnTsHOzvtblNOn+yF1Vb/C1uhoaVoA5Tvaftl91eo/r4AAFDX3i3SNvz66ddovqv5w6P65CciItNjyq8DCQgIwOTJkxEXF4e8vDzk5eUhLi4OU6dOVRlROnjwYKSnpwNo6VRISEhAcnIy0tPT8eOPP2LRokWws7PDggULVI5/4cIFHD16FE8//bTauXNzc/H222+jsLAQpaWl+Oyzz7BkyRJMmzYNPj4+XXK9D2KPm8QJgoBrmYeB5ma1bTILC1z9+hu4jAlFw9Vrmh/zXhOa629zVCkREZmk3bt3Y+XKlcpRotOmTcOmTZtU2hQXF6Ompkb5/XPPPYc7d+5g6dKlqK6uRlhYGA4ePAhHR0eV/f7xj3/goYceUhmB2sra2hp79+5FUlISGhoa4Ovri7i4ODz33HNdcJVtY+HWDbT3O40gKIDfbl02Xq/W+Hh2/t6w5DNuREQ9lvDbtFX6HqOruLi4YNeuXR2f/4EeP5lMhsTExE5HtCYnJyM5ue03LIwYMQJ5eXlaZTU03io1Abdv38YjjzyCRx55ROspo2QyGRyHDGh7Y7MCbhMjIQgCKtKzNThYy38GJq3S6lk1ffITEZHpaX3GTd+FDI89biZAEAScP39e+bW2+965/Eu7228cOwkzSws0lFd2eixzezsM3fIavOZN0TqDrvmJiIhIcyzcJE7ReA9NNXXtbi/9+4doun1Ho2M137qNXiOHGioaERFJlCEGF/AX+a7BW6USZ2ZlCZi1/9fYXH8HFZ9naXy8msLzhohFREQSJigUBlnI8Fi4SZxMJoP9QL8O29z9ue0pQNpi7dH5O3SIiIhIHCzcuoHA99Z12uahJ2Z02sZ+gB+cI0YYIBEREUmZ4rdRpfouZHgs3LoBt/GjEbT5lQ7beP/pccisLDtsE7TlVc58QEREJv0C3p6OhZsJkMlk8PX1ha+vr86Fk8/T8+AQOLDd7SVvbIHQeK+jEOgVGqTTuQ2Rn4iIiDrHUaUmwM7ODpcuXdLrGI03buLWf/6v3e3XD37XcYZ+3jC3s9Xp3IbIT0REpkOMuUpJMyzcuonqnFNAk/q0V5oyd3QwYBoiIpIyFm6mi7dKuwlzWxu99m+qqTVQEiIiIuoqLNxMwJ07dzBy5EiMHDkSd+5o9rLc+wmCAKG5GbAw1zmDrY+Xzvvqm5+IiEyLAgooBD0X8D1uXYG3Sk2AQqFAfn6+8mttNN9tQMHsZag6eAww170OH5iUoPO++uQnIiLTIyj0v9Up8OOgS7DHTeIuvrUdVYd+G3jQrNtPiaVrL7hGhhgwFREREXUF9rhJXNn2zwA9fyuy6u1ioDRERNQdcHCC6WLhJnENldf1Pob9AH8DJCEiou6Ck8ybLt4qJTy8ZrHYEYiIiEgD7HGTODMLCzR3NCNCJ+z6+8JlTKgBExERkdQpFAq9B5txsFrXYOFmItzc3HTar/fk/0LFvmzgvh8QAUBHE0/dv33gqwk6nfdBuuYnIiLTw2fcTJdRb5V+8MEH8Pf3h42NDUJCQnDs2LEO2x85cgQhISGwsbFBv379sGXLFiMlNS57e3tUVVWhqqoK9vb2Wu078G/LYW5jDZn57+9w6+xH5f6irumW/u9d0yc/ERERac5ohdvevXuRkJCAtWvX4vTp0xg7dixiYmJQVlbWZvvS0lI8+uijGDt2LE6fPo2XXnoJK1euxBdffGGsyJLgGDgQEd/thcf0ibBwtIeVhxv8l/4PFOi8gAOA3v8d1tURiYhIYgRBYZCFDE8mGGnYR1hYGEaMGIHNmzcr1wUEBGDGjBlISUlRa//8888jIyMDRUVFynXx8fE4c+YMcnNzNTpnbW0t5HI5ampq4OTkpP9FSMhnjiNhe7e208p8yr1io+QhIiLtGftzrPV8E/8nB5ZW+s1hfa/xFg7tjuiRn8FdySg9bo2NjSgoKEBUVJTK+qioKOTk5LS5T25urlr76Oho5Ofn4969th/Gb2hoQG1trcoiBXfu3MH48eMxfvx4g00Z1ezzcKd/uZae7gY5V1fkJyIiInVGGZxw7do1NDc3w8PDQ2W9h4cHKioq2tynoqKizfZNTU24du0a+vTpo7ZPSkoKkpKSDBfcSBQKBY4cOaL82hDC3v0riiYv6LDN2DNfGeRcXZGfiIhEZIDBCfq+HJ7aZtTBCTKZ6lhHQRDU1nXWvq31rV588UXU1NQolytXruiZWLr6TQgBzMzafc5NZmkBWxfOmEBEROr0nmD+t4UMzyiFm5ubG8zNzdV61yorK9V61Vp5enq22d7CwgKurq5t7mNtbQ0nJyeVpScL2voaZGh7kMJ//Zhp7DhERESkJ6MUblZWVggJCUF2drbK+uzsbERERLS5T3h4uFr7gwcPIjQ0FJaWll2WtTvxWTQbQduSYW5vp1xn2dsFY09lwKGfj4jJiIjIlLW+x03fhQzPaC/gXbNmDWJjYxEaGorw8HCkpqairKwM8fHxAFpuc/7yyy/YuXMngJYRpJs2bcKaNWsQFxeH3Nxc7NixA59++qmxIncLPotmw2fRbAgKBSCTdXhrmoiICPjtdSB6PrPM14F0DaMVbvPmzcP169fxyiuvoLy8HIGBgdi/fz98fX0BAOXl5SrvdPP398f+/fuxevVqvP/++/Dy8sK7776L2bNnGytytyIz47S0REREUmfUKa+WLl2KpUuXtrntww8/VFs3btw4nDp1qotTmQY7O7vOG5kwqecnIqLfccor08W5Sk2Avb096uvrxY6hM6nnJyIiVYaY+YC3SrsG758RERERSQR73IiIiEiFQgEo9LzVyfexdw32uJmAu3fvYsqUKZgyZQru3r0rdhytST0/ERGpEhQKgyxkeOxxMwHNzc3Yv3+/8mupkXp+IiIiqWDhRkRERCo4qtR0sXAjIiIiFRxVarr4jBsRERFJSnV1NWJjYyGXyyGXyxEbG4ubN292uM+XX36J6OhouLm5QSaTobCwUK1NQ0MDVqxYATc3N9jb22PatGn4+eef9T63IbFwIyIiIhWmPlfpggULUFhYiKysLGRlZaGwsBCxsbEd7lNfX4/IyEi8/vrr7bZJSEhAeno69uzZg++++w63bt3C1KlTVZ7f1uXchsRbpURERKTCEKNCu2pUaVFREbKyspCXl4ewsDAAwLZt2xAeHo7i4mIMGjSozf1ai6tLly61ub2mpgY7duzAxx9/jIkTJwIAdu3aBW9vbxw6dAjR0dE6n9uQunXhJggt1X5tba3ISTp2/6wDtbW1khuZKfX8RESmqvXzq/XzzFiam/SfDaf1GA9+BltbW8Pa2lrn4+bm5kIulysLJwAYPXo05HI5cnJydC6eCgoKcO/ePURFRSnXeXl5ITAwEDk5OYiOju6yc2ujWxdudXV1AABvb2+Rk2jOy8tL7Ah6kXp+IiJTVFdXB7lc3uXnsbKygqenJ/K/mWuQ4zk4OKh9Bq9btw6JiYk6H7OiogLu7u5q693d3VFRUaHXca2srODs7Kyy3sPDQ3ncrjq3Nrp14ebl5YUrV67A0dERMplM5+PU1tbC29sbV65cgZOTkwETGg+vQXxSzw/wGkyF1K9B6vkB412DIAioq6sz2i/FNjY2KC0tRWNjo0GOJwiC2udve71tiYmJSEpK6vB4J0+eBIA2P9PbOpchPHhcY567Ld26cDMzM0Pfvn0NdjwnJyfJ/k+mFa9BfFLPD/AaTIXUr0Hq+QHjXIMxetruZ2NjAxsbG6OeEwCWL1+O+fPnd9jGz88PZ8+exdWrV9W2VVVVwcPDQ+fze3p6orGxEdXV1Sq9bpWVlYiIiFC26Ypza6NbF25EREQkDW5ubnBzc+u0XXh4OGpqanDixAmMGjUKAHD8+HHU1NQoCyxdhISEwNLSEtnZ2Zg7t+VWcXl5OX788Uds2LChS8+tDRZuREREJBkBAQGYPHky4uLisHXrVgDAn//8Z0ydOlVlcMDgwYORkpKCmTNnAgBu3LiBsrIy/PrrrwCA4uJiAC29aJ6enpDL5Xjqqafwl7/8Ba6urnBxccGzzz6LoKAg5ShTTc/dlfgeNw1YW1tj3bp1eo2CERuvQXxSzw/wGkyF1K9B6vmB7nENUrZ7924EBQUhKioKUVFRGDp0KD7++GOVNsXFxaipqVF+n5GRgeDgYEyZMgUAMH/+fAQHB2PLli3KNm+//TZmzJiBuXPnIjIyEnZ2dvj6669hbm6u1bm7kkww9hhjIiIiItIJe9yIiIiIJIKFGxEREZFEsHAjIiIikggWbkREREQSwcJNS+vXr0dERATs7OzQq1cvseNo5IMPPoC/vz9sbGwQEhKCY8eOiR1JK0ePHsVjjz0GLy8vyGQy7Nu3T+xIWklJScHIkSPh6OgId3d3zJgxQzkMXSo2b96MoUOHKl82Gh4ejszMTLFj6SwlJQUymQwJCQliR9FYYmIiZDKZyuLp6Sl2LK398ssveOKJJ+Dq6go7OzsMHz4cBQUFYsfSmJ+fn9rfg0wmw7Jly8SORj0ECzctNTY2Ys6cOXjmmWfEjqKRvXv3IiEhAWvXrsXp06cxduxYxMTEoKysTOxoGquvr8ewYcOwadMmsaPo5MiRI1i2bBny8vKQnZ2NpqYmREVFob5e/0mcjaVv3754/fXXkZ+fj/z8fPzhD3/A9OnTce7cObGjae3kyZNITU3F0KFDxY6itUceeQTl5eXK5YcffhA7klaqq6sRGRkJS0tLZGZm4vz583jrrbck80sw0PLv5/6/g+zsbADAnDlzRE5GPYZAOklLSxPkcrnYMTo1atQoIT4+XmXd4MGDhRdeeEGkRPoBIKSnp4sdQy+VlZUCAOHIkSNiR9GLs7OzsH37drFjaKWurk4YMGCAkJ2dLYwbN05YtWqV2JE0tm7dOmHYsGFix9DL888/L4wZM0bsGAa1atUq4eGHHxYUCoXYUaiHYI9bN9bY2IiCggJERUWprI+KikJOTo5Iqaj1hZAuLi4iJ9FNc3Mz9uzZg/r6eoSHh4sdRyvLli3DlClTlG9Bl5qSkhJ4eXnB398f8+fPx8WLF8WOpJWMjAyEhoZizpw5cHd3R3BwMLZt2yZ2LJ01NjZi165dWLx4sdEmGCdi4daNXbt2Dc3NzWoT33p4eKCiokKkVD2bIAhYs2YNxowZg8DAQLHjaOWHH36Ag4MDrK2tER8fj/T0dAwZMkTsWBrbs2cPTp06hZSUFLGj6CQsLAw7d+7EgQMHsG3bNlRUVCAiIgLXr18XO5rGLl68iM2bN2PAgAE4cOAA4uPjsXLlSuzcuVPsaDrZt28fbt68iUWLFokdhXoQFm5o+6HfB5f8/HyxY+rswd8EBUHgb4ciWb58Oc6ePYtPP/1U7ChaGzRoEAoLC5GXl4dnnnkGCxcuxPnz58WOpZErV65g1apV2LVrF2xsbMSOo5OYmBjMnj1bOW/iv//9bwDARx99JHIyzSkUCowYMQLJyckIDg7GkiVLEBcXh82bN4sdTSc7duxATEwMvLy8xI5CPQgnmUfLh+n8+fM7bOPn52ecMAbk5uYGc3Nztd61yspKtV446norVqxARkYGjh49ir59+4odR2tWVlbo378/ACA0NBQnT57E3//+d+VEy6asoKAAlZWVCAkJUa5rbm7G0aNHsWnTJjQ0NKjMRSgF9vb2CAoKQklJidhRNNanTx+1XtqAgAB88cUXIiXS3eXLl3Ho0CF8+eWXYkehHoaFG1oKHDc3N7FjGJyVlRVCQkKQnZ2NmTNnKtdnZ2dj+vTpIibrWQRBwIoVK5Ceno7Dhw/D399f7EgGIQgCGhoaxI6hkQkTJqiNwPzTn/6EwYMH4/nnn5dc0QYADQ0NKCoqwtixY8WOorHIyEi1V+H89NNP8PX1FSmR7tLS0uDu7q6csJzIWFi4aamsrAw3btxAWVkZmpubUVhYCADo378/HBwcxA3XhjVr1iA2NhahoaEIDw9HamoqysrKEB8fL3Y0jd26dQsXLlxQfl9aWorCwkK4uLjAx8dHxGSaWbZsGT755BN89dVXcHR0VPaAyuVy2NraipxOMy+99BJiYmLg7e2Nuro67NmzB4cPH0ZWVpbY0TTi6Oio9kyhvb09XF1dJfOs4bPPPovHHnsMPj4+qKysxGuvvYba2losXLhQ7GgaW716NSIiIpCcnIy5c+fixIkTSE1NRWpqqtjRtKJQKJCWloaFCxfCwoIfo2Rk4g5qlZ6FCxcKANSWb7/9Vuxo7Xr//fcFX19fwcrKShgxYoTkXkPx7bfftvlnvnDhQrGjaaSt7ACEtLQ0saNpbPHixcp/Q7179xYmTJggHDx4UOxYepHa60DmzZsn9OnTR7C0tBS8vLyEWbNmCefOnRM7lta+/vprITAwULC2thYGDx4spKamih1JawcOHBAACMXFxWJHoR5IJgiCYPRqkYiIiIi0xlGlRERERBLBwo2IiIhIIli4EREREUkECzciIiIiiWDhRkRERCQRLNyIiIiIJIKFGxEREZFEsHAjIiIikggWbkQ9yPjx45GQkCB2DCIi0hELNyLS2YcffgiZTKa2bN++XdmmsbERGzZswLBhw2BnZwc3NzdERkYiLS0N9+7dEzE9EZH0cHZcItKLk5MTiouLVdbJ5XIALUVbdHQ0zpw5g1dffRWRkZFwcnJCXl4e3nzzTQQHB2P48OEipCYikib2uBH1UNXV1XjyySfh7OwMOzs7xMTEoKSkRKXNtm3b4O3tDTs7O8ycORMbN25Er169VNrIZDJ4enqqLLa2tgCAd955B0ePHsU333yDZcuWYfjw4ejXrx8WLFiA48ePY8CAAQCAzz//HEFBQbC1tYWrqysmTpyI+vp6o/w5EBFJCQs3oh5q0aJFyM/PR0ZGBnJzcyEIAh599FHl7cvvv/8e8fHxWLVqFQoLCzFp0iSsX79eq3Ps3r0bEydORHBwsNo2S0tL2Nvbo7y8HH/84x+xePFiFBUV4fDhw5g1axYEQTDIdRIRdSe8VUrUA5WUlCAjIwPff/89IiIiALQUWd7e3ti3bx/mzJmD9957DzExMXj22WcBAAMHDkROTg7+9a9/qRyrpqYGDg4Oyu8dHBxQUVGhPM/48eM7zFJeXo6mpibMmjULvr6+AICgoCBDXSoRUbfCwo2oByoqKoKFhQXCwsKU61xdXTFo0CAUFRUBAIqLizFz5kyV/UaNGqVWuDk6OuLUqVPK783Mfu/IFwQBMpmswyzDhg3DhAkTEBQUhOjoaERFReHxxx+Hs7OzztdHRNRd8VYpUQ/U3m3I+wuttoqutvYzMzND//79lUu/fv2U2wYOHKgsBNtjbm6O7OxsZGZmYsiQIXjvvfcwaNAglJaWantZRETdHgs3oh5oyJAhaGpqwvHjx5Xrrl+/jp9++gkBAQEAgMGDB+PEiRMq++Xn52t1ngULFuDQoUM4ffq02rampiblAASZTIbIyEgkJSXh9OnTsLKyQnp6uraXRUTU7bFwI+qBBgwYgOnTpyMuLg7fffcdzpw5gyeeeAIPPfQQpk+fDgBYsWIF9u/fj40bN6KkpARbt25FZmZmp7c+75eQkIDIyEhMmDAB77//Ps6cOYOLFy/is88+Q1hYGEpKSnD8+HEkJycjPz8fZWVl+PLLL1FVVaUsIImI6Hcs3Ih6qLS0NISEhGDq1KkIDw+HIAjYv38/LC0tAQCRkZHYsmULNm7ciGHDhiErKwurV6+GjY2NxuewtrZGdnY2nnvuOWzduhWjR4/GyJEj8e6772LlypUIDAyEk5MTjh49ikcffRQDBw7Eyy+/jLfeegsxMTFddelERJIlEzjmnog0FBcXh//85z84duyY2FGIiHokjiolona9+eabmDRpEuzt7ZGZmYmPPvoIH3zwgdixiIh6LPa4EVG75s6di8OHD6Ourg79+vXDihUrEB8fL3YsIqIei4UbERERkURwcAIRERGRRLBwIyIiIpIIFm5EREREEvH/AzWqiNH1CloAAAAASUVORK5CYII=", "text/plain": [ "
" ] @@ -1725,7 +1855,7 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": 30, "id": "7ac9598d-d980-4f83-a018-c0e783babe85", "metadata": {}, "outputs": [ @@ -1802,38 +1932,38 @@ " \n", " 6995\n", " p53\n", + " NME7\n", + " -2.504800\n", + " 1.493383e-06\n", + " \n", + " \n", + " 6996\n", + " p53\n", " ZMYM4\n", " -2.325752\n", " 1.522388e-06\n", " \n", " \n", - " 6996\n", + " 6997\n", " p53\n", " CFDP1\n", " -1.628168\n", " 1.526045e-06\n", " \n", " \n", - " 6997\n", + " 6998\n", " p53\n", " VPS37D\n", " 2.309503\n", " 1.537098e-06\n", " \n", " \n", - " 6998\n", + " 6999\n", " p53\n", " TEDC1\n", " -2.274823\n", " 1.547037e-06\n", " \n", - " \n", - " 6999\n", - " p53\n", - " CCDC138\n", - " -3.205113\n", - " 1.568160e-06\n", - " \n", " \n", "\n", "

7000 rows × 4 columns

\n", @@ -1847,16 +1977,16 @@ "3 Androgen KLK2 10.176186 1.944414e-40\n", "4 Androgen SARG 11.386852 2.790209e-40\n", "... ... ... ... ...\n", - "6995 p53 ZMYM4 -2.325752 1.522388e-06\n", - "6996 p53 CFDP1 -1.628168 1.526045e-06\n", - "6997 p53 VPS37D 2.309503 1.537098e-06\n", - "6998 p53 TEDC1 -2.274823 1.547037e-06\n", - "6999 p53 CCDC138 -3.205113 1.568160e-06\n", + "6995 p53 NME7 -2.504800 1.493383e-06\n", + "6996 p53 ZMYM4 -2.325752 1.522388e-06\n", + "6997 p53 CFDP1 -1.628168 1.526045e-06\n", + "6998 p53 VPS37D 2.309503 1.537098e-06\n", + "6999 p53 TEDC1 -2.274823 1.547037e-06\n", "\n", "[7000 rows x 4 columns]" ] }, - "execution_count": 26, + "execution_count": 30, "metadata": {}, "output_type": "execute_result" } @@ -1884,7 +2014,7 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": 31, "id": "b16ba03a", "metadata": {}, "outputs": [ @@ -1928,20 +2058,20 @@ " \n", " \n", " T cell\n", - " -0.447959\n", - " 1.411316\n", - " 1.880154\n", - " -6.334179\n", - " 9.264605\n", - " -1.354144\n", - " -6.181107\n", - " -0.446951\n", - " -2.166518\n", - " 1.68668\n", - " 0.359872\n", - " 0.141416\n", - " 0.327263\n", - " -1.430766\n", + " -0.475637\n", + " 0.980185\n", + " 1.627933\n", + " -6.009178\n", + " 8.550902\n", + " -0.456872\n", + " -5.616791\n", + " -0.301604\n", + " -2.155228\n", + " 1.353297\n", + " 0.497939\n", + " 0.448216\n", + " 0.662564\n", + " -1.897193\n", " \n", " \n", "\n", @@ -1949,13 +2079,13 @@ ], "text/plain": [ " Androgen EGFR Estrogen Hypoxia JAK-STAT MAPK NFkB \\\n", - "T cell -0.447959 1.411316 1.880154 -6.334179 9.264605 -1.354144 -6.181107 \n", + "T cell -0.475637 0.980185 1.627933 -6.009178 8.550902 -0.456872 -5.616791 \n", "\n", - " PI3K TGFb TNFa Trail VEGF WNT p53 \n", - "T cell -0.446951 -2.166518 1.68668 0.359872 0.141416 0.327263 -1.430766 " + " PI3K TGFb TNFa Trail VEGF WNT p53 \n", + "T cell -0.301604 -2.155228 1.353297 0.497939 0.448216 0.662564 -1.897193 " ] }, - "execution_count": 27, + "execution_count": 31, "metadata": {}, "output_type": "execute_result" } @@ -1976,13 +2106,13 @@ }, { "cell_type": "code", - "execution_count": 28, + "execution_count": 32, "id": "99bb82b3-e30d-4438-8910-763ec27a14b5", "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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", 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" ] @@ -2005,13 +2135,13 @@ }, { "cell_type": "code", - "execution_count": 29, + "execution_count": 33, "id": "c1b8b9ea-c7ef-494b-bd52-17a1aac5be83", "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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TCIqYPn36EB4ezt69e3N9zPbt2xk0aBDbt2/nypUrXL58mTlz5rBjxw569eqV63auXbvGmTNniIiIICUlxTQ1mmnsBgwYgEajYdiwYZw/f54tW7Ywc+ZM4ekpKHOIaU+BIA8Y0tLQx8ah8iyHpMrfz8fFxYV33303T56fdevWxdHRkXfeeYfQ0FA0Gg01atRg+fLlDB48ONftjBo1ikOHDpneN2nSBICbN28SEBCAm5sbe/bsYezYsTRv3hwPDw8mTpzIxIkTc3+CAkEpQBg/gSAXGFJTifxyDrEbNyKnpaFwc8Nz1Eg8R45EUigYNmyYWbaWrFgKTXj//feZOnWq2bbg4GCr/VetWpWlS5fa1DEgICDHMIiDBw/a3A/QoEEDDh8+nKOcQFCaKbHTnnfv3mXQoEF4enri6OhI48aNOXXqVHGrJXhCufvOO8T8+CNyWhoAhrg4or6ay/1Fi4tZM4FAkB9KpPGLiYmhdevWqNVqfv/9d/777z+++uor4eUoKBZSr1whcd9+MBgAiNPr2ZOQwKf3IljxxRcYHkkvJhAISj4lctpz9uzZ+Pv7m+U4fJI9zZRKJV26dCEyMlKkNysGUs8/DEoP1WrpfusmOlmmslpNXXt7tLduYZ/HWDqBQFC8lEjjt23bNjp16kS/fv04dOgQfn5+jBkzhtdee83qMWlpaaRlTEmBMUEvgE6nQ6fTFbrOhYlSqWTjxo3s2bMHpVJZ6s/HGpnnVeLOz83N9K+PWs3XFf2ortHgp1YDILu45FrnEnuOBYg4x7JBWTlHa/pLcgmsVZKZv3LixIn069eP48eP89Zbb/Hdd98xZMgQi8fMmDGDjz76KNv2devW4ejoWKj6Cso4ej1VZ32OMjERKcvPRVYoSK5albuvjSpG5QQCgS2Sk5MZMGAAcXFxuLq6mraXSONnZ2dH8+bNOXr0qGnb+PHjOXHiBH/99ZfFYyyN/Pz9/bl//77ZCZdWdDode/bsoWPHjqgzRhxljZJ8jqkXLhA2+g0MsbGgVIJejzowEL/ly1B5e+e6nZJ8jgWFOMeyQVk5x/j4eLy8vLIZvxI57enr65stH2GdOnXYtGmT1WM0Go1ZJvpM1Gp1qf7gwJjezNvbG71eT0RERJkfyZbEz0zduDE1DuwnYe9edGHhaGrWwLlNG6R8rsGWxHMsaMQ5lg1K+zla071EGr/WrVubFQUFuHLlClWqVCkmjYqfRwuWCooehYMDbj16FLcaAoGgACiRoQ5vv/02x44dY+bMmVy7do1169axdOlSxo4dW9yqCQQCgaAMUCKN31NPPcWWLVv48ccfqV+/Pp988gnz589n4MCBxa2aQCAQCMoAJXLaE6B79+507969uNUQCAQCQRmkRI78BAKBQCAoTITxEwgEAsETR4md9hQ8RKFQ0KZNG6Kjo1EoxPOKQCAQPC7C+JUCHBwc2Lt3Lzt27MDBwaG41REIBIJSjxhGCAQCgeCJQxg/gUAgEDxxiGnPUkBSUhIBAQFotVpCQkJEXUOBQCB4TITxKyXcv3+/uFUQCASCMoOY9hQIBALBE4cwfgKBQCB44hDGTyAQCARPHML4CQQCgeCJQxg/gUAgEDxxCG/PUoBCoaBZs2bExcWJ9GYCgUBQAAjjVwpwcHDgr7/+EunNBAKBoIAQwwiBQCAQPHEI4ycQCASCJw4x7VkKSE5Opm7duiQnJ3P16lXc3NyKWyWBQCAo1QjjVwqQZZmQkBDT/wKBQCB4PMS0p0AgEAieOITxEwgEAsEThzB+AoFAIHjiEMZPIBAIBE8cwvgJBAKB4IlDeHuWAiRJok6dOiQmJiJJUnGrIxAIBKUeYfxKAY6Ojvz777/s2LEDR0fH4lZHIBAISj1i2lMgEAgETxzC+AkEAoHgiUNMe5YCkpOTad68OYmJibRr106kNxMIBILHRBi/UoAsy1y8eNH0v0AgEAgeDzHtKRAIBIInDmH8BAKBQPDEIYyfQCAQCJ44hPETCAQCwROHMH6CMs2wYcOQJAlJklCr1fj4+NCxY0dWrlyJwWDg4MGDpv3WXsHBwSxatAh3d3dCQ0PN2n/zzTepWbMmycnJAMyYMYPatWvj5OSEh4cHzz//PH///bfZMa+99hpff/11kV0DgUCQHeHtWQqQJIkqVaqQnJws0pvlg86dO7Nq1Sr0ej337t1j586dTJgwgY0bN7J161bCw8NNshMmTCA+Pp5Vq1aZtrm5uWFvb8/WrVsZOXIku3fvBmD//v189913HDp0yJR5p2bNmixcuJCqVauSkpLCvHnzeOGFF7h27Rrly5cv2hMXCARWEcavFODo6MjVq1dFerN8otFoqFChAgB+fn40bdqUFi1a0KFDB9asWcOoUaNMsg4ODqSlpZnks7JixQoaNGjAkiVLGDBgAMOHD+ftt9+mVatWJpkBAwaYHTN37lxWrFjB2bNn6dChQyGdoUAgyCti2lPwRNK+fXsaNWrE5s2bc32Mv78/8+bNY9KkSQwaNAhnZ2c++eQTq/JarZalS5fi5uZGo0aNCkJtgUBQQAjjJ3hiqV27Nrdu3crTMcOHD6d+/fr8+uuvrFq1Co1Gk01m+/btODs7Y29vz7x589izZw9eXl4FpLVAICgIhPErBaSkpNCyZUveffddUlJSiludMoMsy3leQ/333385deoUjo6OHDlyxKJMUFAQZ86c4ejRo3Tu3JmXX36ZyMjIglBZIBAUEML4lQIMBgOnTp3i2rVrGAyG4lanzHDx4kUCAwNzLa/VahkyZAivvvoq3333HVOnTuXKlSvZ5JycnKhevTotWrRgxYoVqFQqVqxYUZCqCwSCx0QYP8ETyf79+zl37hx9+vTJ9TEff/wx0dHRLFiwgEGDBtGpUyeGDx+e4wOJLMukpaU9rsoCgaAAEd6egjJPWloaERERZqEOs2bNonv37gwZMiRXbZw8eZLZs2fz66+/4u7uDsCSJUuoV68e8+bN45133iEpKYnPPvuMnj174uvrS3R0NIsWLeLOnTv069fPrL2wsDDOnDljtq1y5cqUK1euIE5ZIBDkgDB+gjLPzp078fX1RaVS4eHhQaNGjfj6668ZOnQoCkXOkx9paWkMHTqU4cOH07lzZ9P2ChUq8M033zBy5Ei6d+9OlSpVuHTpEqtXr+b+/ft4enry1FNPceTIEerVq2fW5ty5c5k7d67ZtlWrVjFs2LACOWeBQGAbYfwEJR5Zlon58UceBK9GFxaGXUAAXq+Nwq1XrxyPDQ4OJjg4ONd9PSqbfv8+CVu2sLd3b9SVK5MeHY3K09O0f8CAAWaxfbkJnVi2bBldu3ZFrVbnWi+BQFCwCOMnKPFEffUV0ctXgCSBLKO9fp2w9/9HevQDPEcML7R+k//5h9sjRyGnpZEkG1DIcH/xEiqvWI5jkyaF1q9AICh8hMNLKcHLywtXV9fiVqPISY+KInplRqqxzEK+GX+jvvkGQ1JSofQr6/XcnfgOcloaGAy8d+cOMyPCkVNTCXvnXWThdSsQlGqE8SsFODk5ERYWxpo1a3BycipudYqU5NOnwYqhkVNSSL10qVD6Tdi/n/SICDAYSDLoOZKYSC2NBgwGdGFhpPz7b6H0KxAIigYx7SkwIcsyqf/+izb0DnZVA3F4xEmjOFDkYOxz2p8fdHfvEj55ium9QYbmjo50cnk48jYkJRd4vwKBoOgQxk8AgO7ePe68MYbU//4zbXNo2pRK3y5E5eFRbHo5Pf00Sk9P9DEx5iNAhQK7gCpoatUq8D6jFi/BkPzQuLkolaz0r2x6L9nZ4dCwQYH3KxAIio5SMe05a9YsJEnirbfeKm5VioWUlBSef/55pkyZUijpzWRZ5s6b40i9fNm833//JezdSQXeX16Q1Gr8vvoKSa0GhQJUKpAkFE5OVPzyy0Ip8ZS4bx+xWi1b4mJ5PzyMv5PN1xW93hiN8glcfxUIyhIl3vidOHGCpUuX0rBhw+JWpdgwGAwcPnyYCxcuFEp6s7SLF0k9dw70evMdej1Jf/6J9vbtAu8zLzi1eIZqe3ZTfsIE3F96Ee/33qPa7l2FNy2rVDLh7h2mRkRwS6vFXnr4M3Fo2hTP0aMLp98sDBs2jBdffNH0v6Uiu9euXcsmC7B48WIaNmyIq6srrq6utGzZkt9//z1b+4+216JFi0I/L4GgpFCipz0TExMZOHAgy5Yt49NPPy1udcos2rt3be7XhYVjV7myTZnCRu3tjdfr/1ckfbl27cKXkZEoDQY8VeY/Ec/XRhVLQeHMgrxZsVYct1KlSnz++edUr14dgNWrV9OrVy9Onz5tFmz/aJt2dnaFoLlAUDIp0cZv7NixdOvWjeeffz5H45eWlmaWPzE+Ph4AnU6HTqcrVD0Lm6z6F8b5KCtXsb5TklBU8iuSa5jZR3F/Xu4jR1LxwEHS79wxhlUoFGAw4NypE5pWrR5Lv9yeo8FgwGAwoNPpMBgMqNVqPLME12eVySoLmGWhAZgxYwaLFy/mzz//pGbNmqZjLbVZENe+pHyOhYk4x9KDNf1LrPFbv349//zzDydOnMiV/KxZs/joo4+ybd+9e3epr36emppq+n///v3Y29sXeB8Va9XC6coVpMxYOkCWJBIaNWL3qVO5amPKlCkEBgaaVUYHOHbsGJ9//jlbt25l3759fPPNN6Z99vb2VKxYkX79+tGyZUsA9uzZw5QpU7hw4UK2Pjp16sQbb7zBvXv3+Omnnzh37hyxsbF4eHjQrl07+vbta8qccu/ePV5//XXmzp1L1apVLeqs0+nYsGEDhw4dIiYmBk9PT/r168cLI0fidvxvHK9cRbZTk9CoMQkNG8DOnbm6FjmxZ88em/vv3LlDUlISO3bsMPs/J9lH0ev1HD16lISEBLRarUnmzp07/P3335QvXx4nJyfq1avHwIEDTXlLC4KczrEsIM6x5JOcbNkzu0Qav9DQUCZMmMDu3btzfaP/4IMPmDhxoul9fHw8/v7+vPDCC6U+ODwpSyB3+/btC/QGlYn+ueeI/HAGSXv3mkY7rt26UW3aVBQODrlqY+7cuQQGBtK1a1ez7ZlPXl27duX+/fu4urpy/vx5ABISEli9ejVz5szh5MmThISE0LFjR+bOncvIkSP58MMPzdpydHTE1dWVXbt24efnx8SJE6lWrRoXLlzgjTfeoGLFisyePRvAVKj22WefpXHjxhZ17t27N5GRkaxZs4Zq1aoRFRVFenq60RD36Z3by5drdDode/bsoWPHjjbTm23atInY2Fi6du3Kpk2bWLduHQMHDjTt79SpE+vXr88mm8m5c+do06YNqampODs7s2nTJrp06WLan5iYyIQJE6hcuTK3bt1ixowZfPHFF/z9998WC/QWxjmWZsQ5lh4yZwEfpUQav1OnThEZGUmzZs1M2/R6PYcPH2bhwoWkpaWhVCrNjtFoNBZ/tGq1ulR/cICZ/oV1Pupy5aj8zdfo7kWiC7uLnb8/qjxWH5ckCYVCkU0/Vca6mVqtRqlUIkkS/v7+pv2zZs1i3rx5XLx4EUdHR9RqNZIk4ezsbCaXle7du9O9e3fT+1q1anH9+nUWL15sShidqYe1a7Zz506OHDnCjRs3TNUUatSokadzzi85fY4KhcJ0LRUKBUFBQSxevNi038nJyXR8VtlM6tevz5kzZ4iNjWXTpk2MHDmSQ4cOUbduXQAzQ9qkSRNatGhBlSpV2L17N717F4zRLwu/vZwQ51jysaZ7iTR+HTp04Ny5c2bbhg8fTu3atXn//fezGb4nAUdHR/SPemMWAmofb9Q+3oXeTyZ6vZ41a9YAxpvw5UfCLfJCXFxcnkoCbdu2jebNm/PFF1/w/fff4+TkRM+ePfnkk09wyOVot6jILJCbW+zs7EzyzZs358SJEyxYsIDvvvvOoryvry9VqlTh6tWrBaKvQFDSKZGhDi4uLtSvX9/s5eTkhKenJ/Xr1y9u9YocJycnYmNj2bBhQ5lIbxYXF4ezszPOzs7Y2dnxxhtvsHTpUqpVq2Ymt2jRIpNc5mv16tUW27x+/TrffPMNo/MQhnDjxg3++OMPzp8/z5YtW5g/fz4bN25k7Nixj3V+JZGcCupGR0cTGhqKr69vEWpVMslLmMnIkSPNwkyykpv45Ndffx1Jkpg/f77Z9oCAgGzbBAVLiRz5Cco2Li4u/PPPP4BxMXrv3r28/vrruLm5mdXXGzhwIFOmTDE71ts7+6g0LCyMzp07069fv2zONrYwGAxIksTatWtxc3MDjOuWffv25dtvvy1xo7/cMnnyZLp06YK/vz8JCQmsX7+egwcPsjPDWScxMZEZM2bQp08ffH19uXXrFpMnT8bLy4uXXnqpmLUveVgKM3F3d+fKlStWj8lNfPLWrVv5+++/qVixYoHpKsg9pcb4HTx4sLhVEOSAq6srcXFx2bbHxsaaOR0pFAqzKbyGDRuye/du5syZw3vvvWfa7ubmluNUX1hYGEFBQbRs2ZKlS5fmSV9fX1/8/PxMhg+gTp06xow3d+4U2fpfQXPv3j0GDx5MeHg4bm5uNGzYkJ07d9KxY0cAlEol586dY82aNcTGxuLr60tQUBAbNmzAxcWlmLUveWg0GipUqGC2zZb7f27ik+/evcubb77Jrl276NatW4HqK8gdpcb4PcmkpqaavBLbt29fYhefa9eunS2TCBifgmvlkINTqVTmOXXb3bt3CQoKolmzZqxatSpXVdmz0rp1a37++WcSExNxdnYG4MqVKygUCipVqpSntgqarEV1cyrG++j+FStW2JR3cHBg165d+dRMkBM5xScbDAYGDx7MpEmTzJIOCIoWYfxKAXq93mRUisLpJb+MGTOGhQsXMnbsWP7v//4PBwcH9uzZw4oVK/j+++9NcrIsExERARjzlu7Zs4ddu3Zlm+JMTk42yWWi0Wjw8PAgLCyMdu3aUblyZebMmUNUVJRJ5tGndEtONHXr1mXAgAF88sknDB8+nI8++oj79+8zadIkRowYUWqnPAUFz/bt200PRwBdunRh3bp1FmVzE588e/ZsVCoV48ePL3BdBblHGL9iYP+le3x74DqXI+Kp4ObAsFYBDHymcrGkzSpIAgICOHLkCFOmTOGFF14gNTWVmjVrEhwcTL9+/Uxy8fHxJscKjUZDlSpV+Pjjj5k4caLZiGTZsmUsW7bMrI9OnTqxc+dOdu/ezbVr17h27Vq2UZqcJVAf4JVXXsmm682bNwkICGDPnj2MGzeO5s2b4+npycsvvyxS6QnMsBRmYoncxCefOnWKBQsW8M8//5T633tpRxi/ImbTqTu88/O/KCRjnbjrkYlM3Xqem1GJTOtR+qdAmjVrZnKssMSwYcMYNmyYxX1Z11FyWuO11U4mAQEBGAwGUk6fRhcail1AAPYNG5rddGrXrl0qMlhs2bIFBweHbKnLBIWPpTATS2t+uYlPPnLkCJGRkVTOkitXr9fzzjvvMH/+fFNiBkHhI4xfEaLTG5i54yJgNHwAmWOUlUdvMfzZQCp5lO5UbCUJXUQEoaPfIC1LtXf7hg3xX/RtngP4iwuDwcDUqVOZNWsWn3/+uTB+JZjcxCcPHjyY559/3kymU6dODB48mOHDhxeluk88wvgVIdciE4lO0lrcJ8tw7MYD+jYTxq8gkGWZO+PGk/ZI0HbqhQvcfecdqliJFyxJJCcnM3ToUDZt2sRXX33F22+/XdwqCWyQGZ+clUfjkz09PbMlE1er1VSoUCGbU9jdu3c5c+aM2bbKlSvnKZGDwDrC+BUhDmrbmWly2v8kkblul991kbRLl4w1Ch9Fryf57+Nob93CLiDgMTQsOAxaLXFbtpKwezeybMClfQdSW7fixf79uXDhAlu2bKFXr17FraagiJkzZw5z5swx27Zq1aocp/sFuUMYvyKkiqcjdX1duRQRb5r2zMTRTkm7Wpbrsz1JqGJiiHjvfZL27kU2GHBu0wbviW+jyWPMnS4sLMf9JcH4GbRaQoYNJzUj6B/gv4OHGHUvAtzcOHLkCE2bNi02/YYNG0ZsbCxbt25l2LBhFjPsXL16lerVq5tkf/75Z9O+u3fv8v777/P777+TkpJCzZo1WbFihdm6WHEhyzIJe/cSt2kz6Q8e4NisGeUGD8pTmMmKFStshh7lJj7Z0jqfWPsrfITxK0IkSWJOv0a8svQvEtPSkYwbAZj7ciOcNJY/DicnJ1M5mrKQ3swa+gcPqPztIhKTk01V5RMPHyb5+HECt2zOU0FdzSOp0syQJOyslDgqah6sXm1m+AD+S02lMrD07bdpUIyGzxJ5KaobExND69atCQoK4vfff8fb25vr168XSlWS/HBv1ufErFljqteYeuECsT//TMCP6/L8sCUofQjjV8TUrejKgXfb8dPJO1yKiKeiuwP9m/sT4FV2jVpuifvpZ5SJicYF0Ez0egypqUSvXInvjBm5bssuIADn9u1JPHgQDIaHOxQKXLt2Rf1ILGBxEb1iZbZtXV1d6erqiuavY8WgkW0sZTuxxpdffom/v7+ZsQwoAaNtgNTLl42GD8BgQJZl5PR0SEnh3uzZVF6+vHgVFBQ6JTKxdVnH01nDG+2qseCVJrzfubYwfBmknDhhVkzXhF5P0rG/89xexS++wLVLF+OTPYBCgduLvfD95OPH1LRgSL9/H0NsLAB3tFr2JyaQlsVQ6y2kiitNbN++nebNm9OvXz+8vb1p0qRJtrjN4iJh3z7IqA5zS6vlpVu36HHrpvG79udRDDaSgAvKBmLkVwpITU1l4MCBRERElOj0Zo+LwtUFWZKyG0BJQpmPgsRKZyf8vpqDzwf/QxcejtrPD1UJ8pTTZxi+DyPC+TkuDrUksTUggEA7Y11KTc3Hn3pLOX+BB6tWkfrff6grVsRj4ABc2rfPd3uWsp1kXePLys2bN1m8eDETJ05k8uTJHD9+nPHjx6PRaBgyZEi+dSgQsiy6G2SZRg4O9Mz8jsmy+eyDoEwijF8pQK/Xs3nzZtP/pR3dvUgSDx9CkiSc2rRBnVGpwaVHT5L27st+gCzj3jv/1QZUXl4lMq5P7e+PwtmZPm7utHFyprmjI25ZalV6PmbcV+Lhw4SOfsO4rqzXow0JIenPPyn/9tt4vf5/+Wozt9lOwBij2Lx5c2bOnAkY6zVeuHCBxYsXF7vxc2kfxP2FCwGoqtHwUeZUrlKJ4zPPoLCSoUVQdhDG7wlANhhIOXUKXUQEmho1sK9du9h0uf/dUqIWLHi4DqdQUP7tt/B67TWcgtoR07IlHn/9ZZySkiRIT8flhRdw79u3wHV53HCKx0Wh0eD1xmgafmnuzo4k4diiBU5PP53vtmWDgYiPPjaOYDKvdcbfq/Pmcr1aVcISEggJCeH27duEhIQQHx9PcHAwfn5+VtvNS1FdX19fU+X4TOrUqcOmTZvyd1IFiH3duri/8gqx69ebHF5QKpE0Gnzem1Tc6gmKALHmV8bR3r7Nje7dCRk8hLBJ73HzxZcIGT4CfUJCkeuSePgwUfPmmTugGAxEfTWXxCN/IEkSUS/2otK6tXgOH0a5QYOoHByMespkRo8dS+XKlU0OF506deKvv/4ya//o0aMolUqLWVBu3bqFJEmoVCpuHDlC6BtjuFS/AZcbNuKf0W+gUqmQJMnkYp4pn/lycXGhXr16jB071mK182+//ZY6derg4OBArVq1TNXpM5kxYwaNGzfOdly5ESPwmTwZZUbgs6TR4DFgAP6Lvs3j1TVHe+sWurt3s03fXUpN5bnLl2nRsSO9e/fmgw8+YMeOHSQkJFCrVq0C9SZu2bJltqTiV65coUqVKgXWx+NQ4cPpVJwzB8dnnkZTqxYer7xC1V+2FuvDoaDoECO/MoxsMHD7tf9Dd+eO2fbk48cJnz6dSvPmFak+MT+uN47oHp26VSqJ2bCeCi2eAcC+QQNcsrj4d37uOXQ6HatXr6Zq1arcu3ePffv28eDBA7NmVq5cybhx41i+fDm3b982y5+YSUUfHxa+8gqvuXuAXo+s1/PDls34qFSEWZhS3rt3L/Xq1SM5OZlz586xYMECGjVqxK+//kqHDh0AWLx4MR988AHLli3jqaee4vjx47z22mt4eHjQo0cPm9dEkiTKDRmMx8AB6GNjUbi4oLCzy9X1zKFhi5uraTR8V8mfam9NoN6QIXh5eRXayHfChAm0adOGmTNn8vLLL3P8+HGWLl2a57qLhYUkSbh174Zbd1FP70lEGL8yTPLx4+hCQrLv0OtJ2LWb9OhoVI+kWipMdBER2Q1fhj7p4eEWj4mNjeWPP/7g4MGDtG3bFoAqVarw9CNTgklJSfz000+cOHGCiIgIgoODmT59erb2+lStxubjf/Oay0MHmq2xsfRydWWxBQ8/T09Pk2t/1apV6dGjBx06dGDkyJFcv34dpVLJ999/z+uvv07//v1NcseOHWP27Nk5Gr9MJKWyQD8Lu4AA7AID0YaEmI201ZJEKzc3aowYgcrDo8D6s0Tz5s3ZsmULH3zwAR9//DGBgYHMnz+fgQMHFmq/AkFuENOeZRjdXRtZTgwGozEqQuzr1TO5l5uhVGJfv4HFY5ydnXF2dmbr1q2k2XA/37BhA7Vq1aJWrVoMGjSIVatWZSttBPBcWhrxej2nkpMBOJWcTJxeTzvH3E33KRQKJkyYQEhICKdOnQIgLS0tWwkbBwcHjh8/brPid2EiSRK+H3+EpFI9vOYZf30mf5BrwxccHMzWrVuz/Z+TbCbdu3fn3LlzpKamcvHiRV577bW8nopAUCgI41eG0VS3nuVEUqux8/cvQm3Ac+gQJIXCfEpOoUBSKik3ZLDFY1QqFcHBwaxevRp3d3dat27N5MmTOXv2rJncihUrGDRoEGDMQpKYmMi+fdk9RzWurvRwdWNzRgzd5rg4eri6orJklK1QO2NNKHN9sFOnTixfvpxTp04hyzInT55k5cqV6HQ67t+/n+t2CxrHp54i8JeteLz6Kg5Nm+LapQtV1v5AuQEDik0ngaCkIIxfKcDR0ZGYmBjWr1+Po2Puqz7YN2yIQ5PGFkdbLl27oI+NtTg6Kiw0NWrgv3w5doGBpm12gYFUXrHcZjqyPn36EBYWxrZt2+jUqRMHDx6kadOmpryLly9f5vjx46aitSqViv79+7NyZfbsKc7tg+jj5sauhASi0tPZlZBAbzd3cyecHHjUS3TatGl06dKFFi1aoFar6dWrlyn5sDIPRrUw0AQGUmHqFALWrcVvzpc4loCcmgJBSUAYv1KAJEk4OTlhb2+fJ+cESZKotGgRzs8993C0pVCgcHEh/pdtXH+hEze6diPp7+OFpHl2nJ55mqq/bafa3j1U27uHqtt/xfGpp3I8zt7eno4dOzJ9+nSOHj3KsGHD+PDDDwHjqC89PR0/Pz9UKhUqlYrFixezefNmYmJizNpxfeEFmnbrRlWNHZPCw6mm0VBDo8G1W9dcn8PFi8aajIEZRtzBwYGVK1eSnJzMrVu3uH37NgEBAbi4uOBVAuMLBQKBMH5lHpWHB/5LFlP9wH4qfvkFKBQYEhNN+7W3bhE6ahRp164VmU6SJGFXqRJ2lSrl29Owbt26JCUlkZ6ezpo1a/jqq684c+aM6fXvv/9SpUoV1q5da963SoXfN18zctw4jicnMbhrFwJ+2oBXLteiDAYDX3/9NYGBgTRp0sRsn1qtplKlSiiVStavX0/37t1RKMRPTCAoiYhfZikgLS2NkSNHsmDBAptOH7ZQV6hgzI/5aOomWUY2GHiw5vsC0rZgiY6Opn379vzwww+cPXuWmzdv8vPPP/PFF1/Qq1cvtm/fTkxMDCNHjqR+/fpmr759+7JixYpsbUqSxJszZxIVFcXbGzbg0LChzf4jIiK4ceMG27Zt4/nnn+f48eOsWLHCNKV55coVfvjhB65evWqafj1//rwps0kmKSkpnDlzhhs3bpiM9LUifOgQFB7Dhg3jxRdfBCAyMpLXX389x7jU06dP079/f3x9fdFoNFSpUoXu3bvz66+/mi1HTJgwgWbNmqHRaCzGij4ak5r52rlzZ2GecqlHhDqUAtLT0/n+++9N/+eX1AsXrIYapF64kO92CxNnZ2eeeeYZ5s2bx/Xr19HpdPj7+/Paa68xefJkXn75ZZ5//nnc3NyyHdunTx9mzpzJP//8k636tUqlytWU5PPPPw8Y112rVKlCUFAQS5cuNctyotfr+eqrr7h8+TJqtZqgoCCOHj2arYLBlStXsoVotG3bNlc13wSlhz59+uQYl/rLL7+YvrurV6+mWrVqREdHc/bsWaZOncpzzz1nKv0kyzIjRozg77//zubolZXMmNRMRMV32wjj9wQg6/UkHjlinO6UpOxJe5VK1BV9i0e5HNBoNMyaNYtZs2ZZ3P/rr79aPbZp06ZmT9C2nHsaN25stj8gICDXzkB16tTh9OnTNmVmzJjBjBkz0Ol07Nixg65du5bZBOVPMrmJS01KSmLkyJF069bNlLMXoFq1ajz99NOMGjXK7Lv39ddfAxAVFWXT+GWNSRXkjJj2LOMY0tK4/dr/cWf0G8bq5lZKBrlneErmluQTJ7j92mtcadGSG716EbN+A3IePCYFgrJIbuJSd+/eTXR0NO+9957VdvKzFt6zZ0+8vb1p3bo1GzduzPPxTxrC+JVxHqwKJjlzrcGScVIq8Z40CefWrXPdZsL+/YQMGUrSn0fRx8aSduUqETNmEPHJpwWktXUMSUnE79xF3C+/FHmQvi1kgwG5mALaBSWH3MSlXrlyBYBatWqZtp04ccJkOJ2dndm+fXuu+3R2dmbu3Lls3LiRHTt20KFDB/r3788PP/xQcCdWBhHTnmWc2C1bLI/2JAmHZk2pNH9+nsr9yAYD92ZmTEFmGtOM9mN//JFyQwajyRLHV5DE79xF2AcfIKekGDdIEuVGDMf73XeLrTJDenQ0kV99Rfz235C1WhwaN6b8xLcfqyKDoHTTp08funXrxpEjR/jrr7/YuXMnX3zxBcuXLzfFfz5Kw4YNOXPmDAA1atTI09q+l5cXb7/9tul98+bNiYmJ4YsvvjAlfhBkR4z8yjiGROvVG1Seea9zpwsLNybKtmJQk44ezauKuSLtxk3uTpyInJr6cKMs82DFSuKKqUSOITWVkEGDiftlG7JWC0DK2bPcHj6C5H/+KRadBCUDW3GpNWoYixRnrXih0WioXr16rstF5USLFi0sVh8RPEQYvzKO0zMtLOfThFwFlz+KQmOj4oAso9Bo8txmbojduNGys44k8eD74gnTiP9tB9qbN809aA0GkGWiFj5eSSJB2SIzLhXghRdeoFy5csyePbvQ+jt9+jS+viXTia2kIKY9SwGOjo7cvXuXvXv35iq9WXpMDLEbfiLl7FmjwcgMtM68SSuVqCtWxC0jLikvqMqXx6FJE2Pbj4ZNqFQ4t2+f5zZzQ3pEuOXRpiyjCy+etb/k0/9YLtGUUTxY8OQRHR1Nv379GDFiBA0bNsTFxYWTJ0+a4lLBuEa3fPly+vfvT7du3Rg/fjw1atQgMTHRFJuXNS3etWvXSExMJCIiwhQrCkaDamdnx+rVq1Gr1TRp0gSFQsGvv/7K119/XajGtSwgjF8pQJIkypcvj5ubW45rW9qQEG69aqwNl1mdGr0edUAAutBQJLUa127d8H5rAkrn/BUu9f34I24NGowhIcFokDIqYfvO+BBVIcUWaWrUgJ27su9QKLCvWbNQ+swJpWv22MJMFK6uVvcJSj/6uDjsQ0LQhYWhzlKcN6e41Exeeukljh49yuzZsxkyZAgPHjzAzc2N5s2bm7IDZTJq1CgOHTpkep+ZWejmzZumWNJPP/2UkJAQlEolNWvWZOXKlWK9LweE8StjRMychT4u7qEzSsaoRBcSQtWdv6MpgCramho1qLbjN2J//pnU/y6iKl8e9359C7UCtnvfvkSvWIkhOTlbJXjP1/+vQPtKu3qV6DXfk/bfBdR+fni8+ipOLVtmk3Pr1ZMHFpJno1Dg3qd3geokKBnIOh33vviCmB/XUzk9nZBFi3Fq3Zrlc+aY1s9txaVmpXnz5vz88885yuWUBGHo0KEMHTo0V/oLHiLW/EoBaWlpjB8/nu+++85mejNDSgpJhw9bzuIiSSTu2VNgOqk8PfEaPZpKXy+gwrSphWr4wDjdWnl1MJosDgFKz3JUnP25MXF3AZF07Bg3XurN2G++oermzfh/8w3urVrh7eZGx44dWblyJYYM42tfqxad7kdR9/Il6l6+RJMrl3n++jUmJSVxNosbO8COHTuws7PLFgw/Z84cvLy8iMgStnH37l0GDRqEp6cnjo6ONG7c2FQ7EIzB+jNmzKBixYo4ODjQrl07LpTQDD1ljch584n5YS1k8cZMOnaM0P97vUgrpBQVCxYsoE+fPoAxhZulNGqZKfqypnizJJf1len1+tlnn9GqVSscHR1NGW2KCjHyKwWkp6ezZMkS0//WkPV6y+tiAJKEIcMjsbTiUK8egb9sRRcSgiE1FU21akgFmCVFlmXCp39ofHiQDTzr5MRnFXwxyDLRwMVnnmHChAls3LiRbdu2oVKpUDg78+GQIfQtX560hASifH3ZdPYsL3TrxieffMKUKVMA6Nq1K0OGDGH48OF89NFHgLE6xLRp0wgODjZl5oiJiaF169YEBQXx+++/4+3tzfXr181uDF988QVz584lODiYmjVr8umnn9KxY0cuX76Mi4tLgV0PgTmGpCRi1q41/cZCtVoOJSXSy9UN/vuPlJMn8+VEVpro3Lkzq1atMttWvnz5bHLh4eGm/zds2MD06dPNvFsdHBwA0Gq19OvXj5YtW1rMw1uYCONXhlA6O2PfsCGp589nD2jX63F+rk3xKFaASJKE3SM5MwsK7c1b6G7fNr23kyTKq4w/ER/g+aeeotUvv9ChQweCg4MZNWoUAO6VK1P/rbdMx3UGvB0cmD5tGk3XfE9VZ2dcunThi8mTadq+PT/++CPdunVjyJAh9OjRg/79+5uOnT17Nv7+/mY3mKw5QmVZZv78+UyZMoXevY1Tq6tXr8bHx4d169bx+uuvF/yFEQCgCw9Hzph5Mcgyr9wOQS/LPOvkjItSSdq1a2Xe+GUm6s6JrDKZvgqWjst8EMyszVmUiGnPMobP++8ZHVAeKaXj2rMHDg3qF5NWpQXb01ayLNO+fXsaNWpklpPxUbS3b9Pz8BFkWWbfgwcYkpKI27KFB6NeY8m8efzyyy8MGTKE0NBQFi1aZHbstm3baN68Of369cPb25smTZqwbNky0/6bN28SERHBCy+8YNqm0Who27YtRwspxlJgRFW+vClsSCFJ/Fi5CgerVSfAzhj+o/bzK071BHlEGL8yhl1gIGpfX/ORn0qFa5cuxadUKcEuMBC1v//Dwr9ZUSiI27SZ0DfeoJqLC7du3bLaTvTyFbjqdJRTKrmbnpHyTK9HFx5O0/v3adWqFRs3buTrr7/OVlnixo0bLF68mBo1arBr1y5Gjx7N+PHjWbNmDYBpbdDHx8fsOB8fH7N1Q0tkXZPJy/rNo8yaNQtJkngry2j3URYtWoSdnR3z58+3qVNpQunmhlvPHqYHy8p2dtgrFMbQIT8/nPKQIrC0sn37drM0bP369StulfKNmPYsY0R88qkxgXVW0tO58+Y4Ksz4ELdevVDY2QhUf4KRJIkKMz4k9PXRICkAgymMA4OB5BMnQKEg+U4o6SqVcY3VAkl//mlyOjIzo7LMrf0H+Oeff3B0dOTIkSO8/PLLZscaDAaaN29uqgXYpEkTLly4wOLFixkyZIiZruZNy3lO8Zbb9ZusnDhxgqVLl9LQRg3EX375hStXrlCxYsU86VMaqDB1KvqYGBIPPgw9sPP3p9KiRUhWkkmUJYKCgli8eLHpvZNT/sKlSgJi5FeG0N6+TcLOnVZr9kVMm86Nbt1LVELokoZz69YEbtqIurI/Cmdn1JUqmU8hGwzcSNNSUaslYc9ei20onJ2J1et5oNfjl9UhR6Hgf8f+IiAggG3btrF48WKz+C0AX19f6tata7atTp063M5Yi8xcN3l0lBcZGZltNJgTmes3WV9KGzfwxMREBg4cyLJly/Dw8LAoc/fuXd566y0mTpxYJks2KZyc8F+yhMpbtxD+6iv4rVpJ1R2/oalaOPlsSxpOTk6mNGzVq1cv1VlkhPErIyT9fZzrPXpa9/bMQBcWZvRoFFjFvlYtHJs2xemZZ4wPElmmkI8lJXFFm0ZHVzcSrISOuL30It/HxKAAOjg/9L7c+OABJ+7dY/z48bRp04axY8Yw7JVXuPHRR0QtWoQ2NJTWrVubecWBsQpAlYz4zMDAQCpUqMCeLH1rtVoOHTpEq1atCvAqZGfs2LF069bNVOD3UQwGA4MHD2bixIlUrlw53/1EREQwbtw4qlatikajwd/fnx49erBv3z7A6AAkSRLr16/Pdmy9evWQJMnMgSJTXpIkHB0dqV+/Pt99951pf3BwcDY3+4sXL1KpUiV69+5NWloaBw8epFevXvj6+uLk5ESr/v3ZHheHQ/PmSApxGy2NiE+tFODg4MCVK1f47rvvTC7CWZG1Wu6+9RbkJpRBryfpyBHSY2Ky7Uq7do34nbtIOXeuTMYs5ZW0tDQiU5K5p9PxX2oq30Xf5827d2nn5EQvNzfTtGdCQgIRERGEhoZy+PBh/nfkCEui7zPBqzxVHB1BqSRMp+PL2Bg+//JLfHx80MfF8X/Xb2CIjmba119z/9tvud6pM6MaNeLYsWPMnDmTa9eusW7dOpYuXcrYsWMBTGttM2fOZMuWLZw/f55hw4bh6OjIgAED8nR+eVm/Wb9+Pf/884/N4O3Zs2ejUql4880386RHVm7dukWzZs3Yv38/X3zxBefOnWPnzp0EBQWZrgGQzSMW4NixY0RERFicivv4448JDw/n7NmzvPjii4wePZoNGzZY1OHEiRM899xzdOrUiZ9//hmNRsPRo0dp2LAhmzZt4uzZswwbNowFCxbkqfSQIDu3b9/mzJkz3L59G71ez5kzZzhz5gyJiYmF3rdY8ysFKBQKAgIC8PHxQWHhKTPp77/RWzBmVpFlY2qyjKkrfUICd9+eSNIff5hENHXr4P/tt0bnmSeUnTt3shPjj8RVqaSWRsNkH29edHVDIcs4t2sLW7cwffp0pk+fjp2dHRUqVKBFixbs3bOHp1Qqkg4fRlYqGbNtGy2rV+P//u//2LFjB/fnzkNx6xafVfBlWOhtOjk585SjI76r1/Dz8uVMmzOHjz/+mMDAQObPn8/AgQNNer333nukpKQwZswYYmJieOaZZ9i9ezcuLi6kx8QQ//vvGOLicGjcGMcWLayuBeZ2/SY0NJQJEyawe/du7O3tLcqcOnWKBQsW8M8//zxWeakxY8YgSRLHjx8306devXqMGDHC9H7gwIHMmzeP0NBQ/P39AVi5ciUDBw40OQdlxcXFxTRl/Omnn/LTTz+xdetWszATgP3799OrVy9Gjx7Nl19+adqeNTUZwJtvvsnatWv55ZdfeOmll/J9vk8606dPZ/Xq1ab3manbDhw4QLt27Qq1b2H8ygCGBOtliyyh9PREncUZIXzKVJIyC95mkHb5CqFvjCFwy+Ziq5VXnAQHBxMcHIzuXiS3+vYl/cGDh2upkoRD48a4du3KrRySg7tk/IAPZAS763Q6MBhI3L4d9HqaOTpyrpZ5dpxntVrOnTtntU1JkpgxYwYzZsww2x6/Zw9h77xrLKqrUIBej0OzZvh/953FPK6Z6zc5cerUKSIjI2nWrJlpm16v5/DhwyxcuJC0tDSOHDlCZGSkabpTlmUMBgPvvPMO8+fPt+kdm8mDBw/YuXMnn332mUVDnHVq0sfHh06dOrF69WqmTp1KcnIyGzZs4NChQxaN36PY29sbP4ssbNmyhQEDBvDhhx/yv//9L8c2kpOTKVdIuWxLChMmTKBr165AzrF41vYPGzbMah3DzN/Zo6TduEn4jBmk/HsWtbc37v3749I+KA+a54yY9iwFaLVa/ve//xEcHIzWwtSmQ9Omlt3zHyVDpvyE8UgZwdu6e5HGtatHnWT0etIuXSIlI4P8k4rax5uATRspN2wodlWroqldG+9336HyyhX59pqV9HpT/b9sKBQY4uPz3GZ6VBR3355obFeWTZ9nyunTRM2bly89M+nQoQPnzp0zTUmdOXOG5s2bM3DgQM6cOYNSqWTw4MGcPXuWM2fOcOLECebNm0fFihWZNGkSu3ZZSEhugWvXriHLMrVzmSpvxIgRBAcHI8syGzdupFq1ajRu3NjmMenp6QQHB3Pu3Dk6dOhg2p6YmEi/fv2YNGlSrgzfpk2buHr1qpkHrqBgSD59mpsvvUTszxtJu3iRxD/+4M6YMUR9/U2B9iOMXylAp9Mxd+5ctm7dmu1pFUBdoQIeAx9Z78kwdI7PPIPC2dko5+9PxS9m45HFvT49PMymk4zuzp0COIPSjdrbG59Jk6i24zeqbt2C58iRKCysveYWWa3GrlYtyw8s6ek4Nm+e5zbjtv+GQa/n1ZBbjLt7h6MZteMwGIjdtMlqWEZucHFxoX79+mYvJycnPD09qV/fmDgh8//MV5UqVVCr1VSoUIFaj+Q5tUbmOnNuZxq6detGYmIihw8fZuXKlWbToo/y/vvv4+zsjIODA2PHjmXSpElm2XAcHBzo2LEjy5Yt4+LFizb7PXjwIKNGjWLs2LHUq1cvV7oKck/EJ58YZy8yv7MZf+8vXoz2zt0C60cYvzKCz+TJeL//PqoKFSAjBZjvzJlUDl5FzRPHqfXvGart2olbz55mx6krV86WDSYrdlWrFrbqTySeE8Yb/8l67RUKHBo3xunZZ/Pcnj4mBoVSSV83d6LS01n2INq0T05NNaXlKsnUqFEDSZJyND6ZqFQqBg8ezIcffsjff/9tti76KJMmTeLMmTOEhISQmJjIF198YbZ+rlQq2bp1K82aNSMoKIj//vvPYjuHDh2iR48efPnllwQFFew0nMA4g5H230UwGPg7OYkBISGEZ3ngT8yhwkVeEGt+ZQRJocBz+DA8hw9DlmXSrl4lduNGEscfQFOrFu79+qH28c52nKpcOdxe7EXc1l/Ms8IolTg0aoSDeLItFJyeew7/pUuJWrCA1PPnUTg54danN+XHT8hXsLR9g/qQnk4fd3f6POK2r3B2Jn7fPlYtXYqUMVWb3/WbTHIqswNw9erVPMX6lStXjk6dOvHtt98yfvz4bOt+sbGx2UISRowYwZw5c+jfv7/V2EMALy+vHNc3NRoNmzdvpm/fvgQFBbFv3z7TyBaM59y9e3dmz57NqFGj2LFjR67PTZB3qtlpqGuvobA8DsTIrwwSv307N3u9SMzadSTs3cv9RYu40bUrKVbK3lSYPt0sbROAU6tWVPp2YVGp/ETi/NyzBG78mdoXzlPz5AkqTJ6c7wLDLkFBaGrWNOWezIohOZnwSe9xa+BA9IlJj6t2obJo0SL0ej1PP/20aV3t4sWLfP3117S0UFOxTp063L9/P1vYQ36xs7Nj06ZNtGrVivbt25scjw4ePGiqut6nTx8iIiKIiYnhwYMHBdKvwIiqfHns69UFhQIvlYqpPhWokOUByrkAPUCF8Stj6BMSCJ867aHTgyyDwYAhJYXwKVMtxu8p7O2p+PnnVD94gMprVlNt714qL1uKysaTtDW0t28TNmUqV9u05XqnzkQtWmQsQPuEoI+LI+rbb7nRuw83X+5P9MpVGFJSbB4jKZWP7VErqVRUXh2Ma7du2Q1gxog+9cJ/RGdJkl0SCQwM5J9//iEoKIh33nmH+vXr07FjR/bt22cWlpEVT09Pi/Gv+UWtVvPTTz/Rpk0b2rdvz9mzZwkODiY5OZlZs2bh6+tL5cqVGT58eLb0dILHp8K0acZSZZnf44y/XmPGYFep4JKHS3IJjGaeNWsWmzdv5tKlSzg4ONCqVStmz56d64VzgPj4eNzc3IiLi8PV1bUQtS18kpKScM5wWomJibFZ9DFu+2+Evfuu1f3V9uzGLiMuqiCR9XoSdu0ibMpU4/pS5hSqQoFDw4ZUWbPaNOVmDZ1Ox44dO+jatWupTI2lj43lZv9X0IWGPjx/ScK+QQOqfL8GhUZTJOcYNmUqcVu3gl7P9bQ0vouO5n/e3pRTqVBVqECNgwcKpd9McnOOhtRU4n/bQfI/p1C6uOLWswf2j6R1K8mU9u9qbijOc0y7eZOY778n5d9/UXn74N7/ZVPYUF6xZgtK5JrfoUOHGDt2LE899RTp6elMmTKFF154gf/++69UJ1ItCnJybMir44Pu3j3SIyJQV65sdSSYdPw4YZPeI/3evew7DQZSzpwhfvce3Lp3y1PfJRVZpyPp6FHSH8Tg0KC+qbp89OrV5oYPQJZJPXuWuC1b8HjllaLRL0sYxU2tliSDAXXGyDIvo3B9QgL3Fy0mbts25NRUnFq3wuvNN7GvWfOx9EuPiSFk4CC0N26YnuofBAfjPeldPEeOfKy2BWUDTWAgFaZPL9Q+SqTx27lzp9n7VatW4e3tzalTp2jTpvQXZM0rDg4OnD59miNHjuQ4vePUsoXRhd7CgF7l7Y1dYO4S8Orj4gibMpXEffuMbSmVuPfujc/UKSg0GpOcLjyc0Nf+z+iabA2lkqQjh4vF+KWcPUvMTz+RHhGBfZ26eLz6CuqKFUmPjiY9Kgp1pUooM0bVuWrv3DlC3xiD/v590zbnjh3xm/OlMdH1o0WEASSJhL37isz4ObV4hvhffwXgeRcXns+s7q5U5rrsjiEtjZDBQ0i7csV0Tgn79pN45A8CNqx/LAMYOXce2pAQ45sMN3ZZlon8cg7O7dqhqVYt320LBLmlRBq/R4mLiwOwmU0hLS2NtCyjmviMQGGdTmcxNq60UbNmTUJCQtDr9bbPp3x53IcNJXZVcLZdTs93ID2jPE9O3B03npSTJx8aUb2e2I0b0ev1+Hw0wyQXvWGD0fDl0KasUuf4OWTuL6jPK+6nn4n65BPj6EKvJ+mvv3jw/fdoGjYg9YTx3CQ7O9wGvIrnhAmmwH9rGJKTuT1yFIZH8g4m7ttHxJdzbB4rY/5dLMzvpEOnTtgFr0Z7/frDz0WpRFKrcf+/13LVd/yvv5J26ZL5xozg/MiFC/H96iurx9o6R1mWid+2zWT0tsXFERzzgFi9nn01ahKz7Vc83xyb7biSRlF8jsVNWTlHa/qXyDW/rMiyTK9evYiJieHIkSNW5WbMmMFHH32Ubfu6detwdHQsTBVLHunpBH4+G1VCgslNWMZYWy5s4AASbdRiA7ALCyNgwdcW98kKBTemTEafMVqq8OOPuPx7FimHr9GdkSNJrlkjjyeSfxRJSVT7bCbSI8HdmVpKj2yLadOG+9262mzT5dQpKvz0s0XXa4NazYPnnsPzwIFs10IG7vXpTfzTT+f1NPKNIiWFcvv24frPaRQ6HUk1axLd8Xm0Gfktc6LChg24nPmX04mJfB8bQ2W1HW9n1PrT29tzPcsDUJ4wGKjxwWTTNZwREUGCQU9vN3daubgQ26oVUT26569tgcACycnJDBgwoHSs+WXlzTff5OzZs/yRJemyJT744AMmTpxoeh8fH4+/vz8vvPBCqXd40Wq1zJw5k+vXr7NkyZIc1z0Td+0m4pF8nxKAJFHlr2NUySF9U8KOHVhYvTO2YzDQpmZNHDLSSEVfv0HM2XM2s8S49H6JthPG5+jRqNPp2LNnDx07dnzsBfb4rb8QaSGriSUNJMDz2DGaz/7clA3HEg9C7/AgYxT5KAqdjqYT3yYiJMS4liXLpulnh2bNaD15MpKdXYGeY4706ZPvQyNPnSL+37N89yCaqPR0uro8/A3ZubiY8j1aIqdzvLNxE6mnT4PBwIysxthgoO4r/XFq2zbfehcVRfo5FhNl5RzjraQLLNHGb9y4cWzbto3Dhw9TqVIlm7IajQZNlrWoTNRqdan+4OCh8QNYsmSJxfMxpKURt20bCRkliSwiy+hu3EApyyjs7Eg+cYLYTZtJfxCNQ4OGeLzS3xhn42+jFpsk4eDvb9LB85X+xAYHG6c+HzGADk2b4vl/r+Hctm2eXPkL4jNTyDlP7WZF1mqR791DbSO8w7F2LR5YSROm9PDAMTCQgA0biP3pJxL27UNSqXDt3Am3Pn2y5QEt6d9Ljx49iP/pZ76r9IhnsEKB+4sv5kp3a+fo885EQoYMNb7J6hXcpAluQUGlqiJ6Sf8cC4LSfo7WdC+Rxk+WZcaNG8eWLVs4ePAggbl00nhSMSQlETJkKKlWgtizIjk6IqlU3F+6jKi5cx+uh/3xJw9++IGAdWtxaNIYTY0apN24YT7KUSpxbtMGdZandXXFivh/t4S7k94zOYFIdnZ4jXsTr9deK/BzzS3OrVtbdfyxiCShypjWs9pmu3aoq1Qx5jt9xAh6jhqFpFSidHbCc8RwPEcMz6/qJQLHp56i3PBhPFgV/DDeSq/Hvk4dPF//v8dru2lTAn74nqhvvyX5xEkULi649+6N1+jXS5XhE5RuSmSQ+9ixY/nhhx9Yt24dLi4uREREEBERQUoOwcJPKtHBwaRayUVohkKBR7++6O7eNRo+eHgTNxgwJCQQ8dlMJEnCf8li7KqaP3Q4NG1KxVkzszXr1LIlNTIC5P2XfkeNP44Uq+EDUPv54TlqlPFNZuaazBvro7lMlUpcOnZE5elps01JpaLK6mAcn37q4TYHB7zGj6NcHozdggUL6JMxJTls2DBTlfGsr2vXrpn2v5hRNsmSXNZXZtmYzPfHjh0z6zctLQ1PT08kSTJLT/bZZ5/RqlUrHB0dzcsGvf8+Vdb+gEf/l3Hr2ZOKX35BlR/X5ck71hoOjRtTedkyap85Tc0jh/F++63HShYuEOSVEjnyy8zk8Ggxw1WrVlmtC/UkE7/9t1yNcFReXugTk4havMSygMFA8tGj6BMTUfv5UXXbNlJOn0Z39y6aatVsBiFLKhVORejQkRvKT3wbTa1axKxbhy4iAod6dXHp3JmoufPQ3X2YHd6hcWN8P/k4V22qK1SgyqpV6MLDSX/wAE1gIIrHdKjq3LlztvRc5S2MQsPDw03/b9iwgenTp3P58mXTNrv0dKK+Maak87W3Z9Hbb9N8xw5TfOaWLVtwdnbOlpJLq9XSr18/WrZsyYoVK8z2OTZrhmOWOn65QdbrUSQnI6enQymeLhOUbUqk8SvhDqglDllnpTbcI6RHR5syf9gWTAeMIwi7wEBS/7tI/K7daEPv4NI+yJh66BF09yKJ2/YL6ZFR2Nepg2vXLiisVP0uKiRJwq17t2zxha6dO5P01zHSI8LR1KyJfYMGeU4vpvb1LbAq9xqNxlRl3BZZZdzc3JAkybRNn5jErVdfQXv9BgC9nJz44fhx3uvTlzqbN6F0d2flypUMHTqUTz75xKzdTC/pnJJZ54Ss1xO9bBnRq4KpHhfHzbnzKDd4MF5j3sgxjEQgKGrEN7IY0aYbOHA5ksj4VOpWdKVpZY985Xh0bhdEzLp1Ocfv5aKmm2Rvj8LZmdTLl0k5d457n3xqzBiiVEJ6OnaBgVRZs9psfSxh/wHuTphgrBmnUEB6OlHffEPAD9+j9iu4XHwFhaRU4vxs7oK9LaG9fZu069dR+/k9draTgiL2p5/QXrtumgGoq7HHT63mt8uX8Pn+B1Jf7MXhw4f59ttvsxm/giJyzhzjGmEGhoQE7i9eTPqDaHwfqTovEBQ3wvgVE+fvxjE8+ARRCQ8D85tX8WDF0Kdwc8zbVJHna6OI3/k7+gcxVjOM5NbxQ7K352rbduijo813ZIwGtbdvEz5jBv7ffguAPjGRu++8Y5ziykiiDZAeGUn49A+pvGJ5rvrVJyZyf+FCAn7ZxvVp07GrVhWv117D1YZLfVGjT0wi7P33jVlvMnBo2pRKC+bn6Cxji+3bt5tytwJ06dKFn3/+OU9tJB48kO0z7u3mxpbYWPrt3csPMQ/o2rWrxenUgiA9JoYH3/+QfYcsE/vTz3i98QZqH59C6VsgyA8l0uGlrKNNNzBs1XGiE83zbJ6+HcvUrdnDFOzt7Tl69Chffvkl9hamEtU+PgRu3IjHq6+icHfPXiE8Dx6PhtjY7IYvK3o9ifsPoI+NBSBx/37klJTsfej1JP35J+m22sI4xR218FuuPNOC2ODV2MXEIGu1pF28xN2J7/Bg7drc6V4EhE+bSuIB86TQKf/+S+jYNx9rqj4oKIgzZ86YXl9/bTnBgE2Uqmyfew9XN86kpBCalkZwcLDNSuePS9rFi6YHpGwYDKReyIVDlkBQhAjjVwwcuBzJ/UQthkfthSzz27lwYpPN1/CUSiXNmzenRo0aKK24gqsrVMBn6hRUXl42K7PbRJKyG05LyDL6jBRf+vgEm8cYkqzXj0u9dInrXbtxf+FCq1OyUfPmY0hNzVmnQkZ3L5KEnbuyj6z1elLPniX1fM5hJtZwcnKievXqppdvPtYSXTt3zvYA4q5U0tbZmSm3bpKamkqXLl3yrWNOKG2kHgRQergXWt8CQX4Qxq8YuBefarU6sUGG6KTcObA8Suq//6K9di1Xa3sWUSpzNUpUenqaYv0cmzezeozSywt1xYoW92lv3+bmqwPQ3bxpsy9DYiJpWTwaiwvd3bs2r40pUXMx4f7Sizg+88zDDRkPJK80bMSfly8zZMgQqw9OBYGmVi3LxXQVCtRVqpgyAgkEJQVh/IqBur6uWLuNOmmU+LmbxztptVq++uortmzZglZr3TDqIqwlJcsdOT29Z1J+/HiT95597dq4dOpkPvrL+N/77betevk9CA6GXJZXetxQgoJAXcnP5ojaLiCg6JSxgGRnR+VlS/H97FMA7OvUocKMGQzZs5uoqCg+/th6KMft27c5c+YMt2/fRq/Xm6ZfEx9J4G2zf0nCb/58U6yknHGtlO7uVPr668cu1isQFDTC4aUYaFbFg6aV3fk3NA79I6OJ156rir3a/OlZp9PxwQcfADB//nyr7WpqPYbnoUaDJiCAZEs1+bKgLF8ej/7m1av9vvyC+9WqEfPjj+hjYrCrVo3yY8fgamOaLen4iZy9UyUJu2rVsMuol1ecqL29ce3ShfjffzfXW6nEoWED7Os9XiFWfVwc8bt3o4+NxbFJExyaNcuzwZDs7HDPCJ4vP3YMHhnB8V45BI9Pnz6d1atXm943adIEgAMHDmSLtbWFpmog1fbsJvb33/lv717qtG+PR5cupTJ4Pe3GTeJ/34EhORmnFi1xat0KKb/LCYISSYmv6pBfSnol97hkHVO2nmPHuXAMMjjaKfm/NlUZ374GCoX5TS8vldxD3xxH4v79uSpblBVN3brGEjY5HadUUufCeau7ZYPB5k0iPSaGhN17iF62LMepRMnZmYA1q7MF1+vj44n/fSf6B9HY129QZDcmQ1ISYZMnk7B7j0lvx2eexm/u3Byzw2RiqTp2wv793H17ojGkRJLAYMDxmWfwX7yoRIx680ppr3IevXIVkV98YZzClYB0PY4tWuC/ZLEpdrW0n2NuKCvnmO9K7mvWrKF///7ZkkZrtVrWr1/PkCFDCl7bJwA3RzULBzQlJklLdJKWSh4O2UZ8+cHvi9lEfPoZcb/8kvPaX0YIhPvAgcTmxqtSklDnkGDclhFK2LuXu++8+7DSuDXDp1bj8fLLeL05Nlv1+MQ//uTOuHHIqanGaUi9Hvt6dam8YgVKGw8FBYHCyYlKCxagu3uXtBs3Ufv5oXkkBVxeSb9/n7sT3noYKpJxTZJPnCBy/nwqTJ6cq3YMaWnE//oriYcOI6lVuLzQCZeOz4tcmXkk9b//jIYPzH4/ycePE710GeXHjysmzQQFTY6Py8OHDzcVk81KQkICw4eX7uS9JQEPJzuqezsXiOED4/pYxZmfUf6tt3KUdQ4KosraH7DzrZA7D1FZxjOfn3l6VNTD0U2WmzxgNMIZ/SfUrUvVY39RYdrUbIZPn5Dw0PDJsunmlHrpMhEzZ+VLr6xoQ0IImzqNq0HtudGjJ9ErVmKwsMaq9vPD+blnH9vwAcT/9ttDw5cVg4HYnzcaEwfkgCEpiZCBgwifOo2EvXuJ37mLu2+9ZTSq+XV+ekKJ+2WbyWknQqfjaKa3ssFA7MaNxaiZoKDJ8Y4ny7LFtYc7d+7g5uZWKEoJHh9JYTtswfn5Dvgv+hbHZs1QuLrm7OWpUuH5xmjcH1nvyy1xv2433ogt9aNU4jl6NP4bfyZ86JBs5X8ySdi922pMYfwO4/pMfkm7fp2bvfsQt2UL6eHhpF29SuScOdx5441CNSDaO3etfk5ySsrDUbINHqxZ8zCxeZZEAwl795Kwa1eB6fokoM9S++10Sgof3YvAkPF90z9SI1NQurE67dmkSRNTdvgOHTqgyuK1p9fruXnzJp07dy4SJQV5x6llS6sGTeHujl9GILUhORm7atWQ1GqLNfkANLVr4//twsdKVaZ/EG0c3VlaU0xPx+v/XkOvVML161bbSH/wwFSCyVIb+oTEfK+RRS1YYIwnzNq2LJP051ESDx/GJSgoX+3aIuann6ynpZMk1JUrI+UiP2rc9t8st6FQEL9zV4nKklPScWjahLgtWwDo4upKl8w1IoUCx2ZNi1EzQUFj1fhlllE5c+YMnTp1Mku/ZGdnR0BAgKksi6DkYV+3Lq7duhG/Y8dDg5YxwvCb/TmSLBO5YAEPVgUbpxFtjBLTrlzh/tJl+H40I//61G9gOQOIJGEXEIDC3h69TmezDYcGDa2uY6q8vVF55c7pxBKJhw5bblulKhTjl3r2LBHTP7QuIMuUHzcuVx6fstZKyIgsY8hlOInAiFv37kQvX2Fes1GhAEmi/JtvFq9yggLFqvH78EPjDzMgIID+/ftbTKslKBrs7e3Zs2cPx44dy9PnUHH259jXr0/shvWk34/GoVFDvEaPxvGpp4j6+muis5Y2kmXrBtBgIG7LFnw++F++KzW4dGiPXfVqaG/eyja6Kj8udzcVx2eexqFJE1L+/TfbSMfrzbGP5dwhqVTIlgyFLJuqWMgGA4n79xO/Ywf65GScW7XCrXcflM5Oee4vbuMm66NYtRrfTz7OVo3CGs5BQcSsXWexLec2z+VZtycZhYMDAWt/IPKrr4jf/huyTodDo0ZMTYhnbZMmvP766yxZYl4SbMyYMSxevJihQ4eyYsUKnnvuOXx9fdm0aZNJJi4ujvr16zN06FA+/dQYizlhwgT++OMPzp8/T506dThz5kxRnuoTT45rfkOHDhWGr5hRKpW0bduWBg0a5ClLh6RS4Tl8GNV27qTWyRNUXrECx6eewpCSQnSW7PsmbKz7yVothow1D4NWS+p//+Upq4mkVuM7cyaOTz9tcm5RV6xIxS+/yPW0nCRJ+C9bilvv3iaDpKrgg++nn+Dxcv7WIjNx7do1e3YSAL0e186dkWWZ8MlTuPPmOOJ37iLp0GHuzfqcW337kh4Tk+f+0sPCrI5i1d7euGfMvOQGz5GjUHp4mOuvUKCpXh33l17Ks25POiovLyrOmkWtf89Q+9xZAn5ch8rLC39/f9avX29WVDs1NZUff/yRypUrA8bf6urVq9m5cydrs3hQjxs3jnLlyjF9+nTTNlmWGTFiBP379y+6kxOYyDHUQa/XM2/ePH766Sdu376dLcPIo4UxBXlDb5D5+0Y0UYlp1Pdzo1r5x6+SnUn6gwfEb/+N9AfRODRogHPbtkgqFbqwMKPjSB5QenqiLFeOmB9/JHLefAwZjgH29epRcfbnaGwEomvv3CXsvUmk/HPauEGjodyrr1J+0rso8jhaUzo7U/HTT6gwbSqGpCSU7u55ivGT9XpkrRbJ3t5sSrH8+HEk/fXXw9jDjFGZ+4ABODRpQtKfR421EMFs1KkNDeX+4sW5DknIRFOnNiknT2Y3gEplngPm1T7eBG7aSPSy5STs24ekVuParSueI0aUyjjBkoKkUJh5QTdt2pQbN26wefNmXs542NqyZQv+/v5UrVrVJFejRg1mzZrFuHHjCAoK4sSJE6xfv57jx49jl8WZKzOBeVRUFGfPni2isxJkkqPx++ijj1i+fDkTJ05k2rRpTJkyhVu3brF161azpxhB3rkUEc+o1Se5E/PQEHWpX4F5/RubhT7odDoWL17MhQsX6NixY64CThMOHDC6uut0plp8mpo1qbw62JjGzJrzCVjc5/X668Tv3EnER+ZpslIvXSJk8BCq7d6F0sUlW1OyVsvtoUPRRUQ83JiWxoPgYFTly+M5Mn+VBhQaDYpHYk9tYUhOJnL+fGP4QEoKdgEBeI17E7duxqlFVfnyBG7ZTOzGTSQfP47CyQm3Ht1xatMGSZKMXpOWpin1euJ/25Fn4+fWvz9x6zcYq0FkXuuMuEvPfFRfUPv4UGHqFCpMnZLnYwW5Z/jw4axatcpk/FavXs2IESM4ePAgsi6d6JWrSDx4gJ5KFT9XrMiQQYM4d+EC06dPp7HIb1qiyPGRee3atSxbtox3330XlUrFq6++yvLly5k+fTrHjh0rCh3LJGnpegavOE54rPkIbOf5CAav+Ju7WbZrtVomTJjA0qVLbeb2zEQfF8fdt95+6L2Z4WiSdv069z79DJWHB66dO2WP7VMoUHp54dS2rWn9T+Hqivd772HfuBHhU6Za6EyPPjbWGB9lgYT9+42jKQtTfNErVhRJHJosy4SOGUPMD2tNI15tSAhh77xrTAaQgdLFBc/hw/BfvAi/OV8aR8oZ10G24Yxja5811JUqUXnVSuyyxAqqfX2ptHChSAJdghk8eDB//PEHt27dIjIykqNHjzJo0CDk9HQSDx0i8ssvST5+gpRjx/hfUjL7DhzAx9ub//3vf8WtuuARchz5RURE0KBBAwCcnZ1NAe/du3dn2rRphatdGWbvf5FmhWwzkYETt2J4dvZ+Puxel2GtbQdSy7JM8rFjxP++EzktDadnW2NISHgYTJ4VvZ74nTspN2QwabdCso3uVOXL47/0O9R+ldBH30c2GFD7+aG7c5ebvXsbvUItoVSSduWKxV1p166DSmXR01P/4AEhAwaivXMHu4AA3AYPtnmu+SXl1CmSj/1tvjHj2kTOX4Brjx45Tp06t3nu4bRnVpRKnNvnzxPUsUkTqv76K7rbt5HT07ELDBT5I0s4Xl5edOvWje+//54rV67QpUsXvLy80N6+jSIxATK94mWZzXFxOEgSN69d486dOwQUc/JzgTk5Gr9KlSoRHh5O5cqVqV69Ort376Zp06acOHEiW8ozQe65E5OMUpKyJbbORJZhxq//0axKOap6WP6YZFkm4qOPiF2/wTSKi/vlF5Te3tart+v13B41CkNS9oBwzzFjuDd7NslH/wKM63k+H/yPuF+22R7dGAxWSxepK1a0XuQUSDl7FmSZlJgYUk6dwr1HdyjguLTk06etTvOmh4eTHnUftY+3zTZcOnbEoVkzUv755+F1VSpRODtTfsyYfOsmSRJ2Vark+3hB0TNixAjefPNNkpOTWbZsGQDp9+6Z/d7OpKSwJuYBS/wrs1qWGTlyJHv37hXVLUoQOT5mvvTSS+zbtw8wuuZOmzaNGjVqMGTIkEKtDF3WqeHjbNXwZaJUSPx8KtTq/qQ//jQaPjDe2DNu7vrISKvreQpnZ6Phe3S/QsG9GTNMhg+MeQ5Dhg0n6dgxm3lCJZUKt5detLjPtdMLKNzcrKdPy7wGGfp47dxlswBuflC6uVn3ZFUoUDjlHKogqdVUXrGc8hPfxq56ddR+frj360vgpk3YZXj6CZ4MOnfujFarJT09nRdeeMG4McvXK9Vg4IPwMF52d6eVkxNftG3LiRMn+O6774pHYYFFchz5ff7556b/+/bti7+/P3/++SfVq1enZ8+ehapcWaZtTW+qlnciJDoZ/aMl3TOQZdlmYdv4HTtsO65YGP3ZVatK6jkLVRkstZHhjGFISrLej0pFpW8XovbxsaiCwsmJysuXc2fsWNIjI62ei0lepyPlzBk0eSilkxOuL7zAvc9mZp8KVipx6dgx13F6Cnt7vF57Da/XXisw3QSlD6VSydmzZ9m9e7cp9EjlXR7u3AFgblQUBmBieW+QZWr16slXbdswceJEOnfubJr+vHbtGomJiURERJCSkmKK86tbt66ZV6igcMjR+B0+fJhWrVqZ0ps988wzPPPMM6Snp3P48GHatGlT6EqWVRYPbMq0rec5fstynJgMNK7kbvV4Q2qKzRJEKi8v9AkJyKmpqP39KT9+HKn/XST1/IXcK2kwGJ1SrPTj+FRznFq3Nr1Pu3aNhAMHkCQJ5/Yd0FQNxKFBfarv30fSsb/Rx8SABGHvTrLapVTAP3yluzt+8+Y+rJ6Q4f1qFxBAhWkWnHgEghxwdXXFMUsYiV3lykjRDziRksKPsTEE+1fGUanEvmFD3Hr25DWNho0bN5pNf44aNYpDhw6Z2siso3jz5k2xPlgE5Gj8goKCCA8Px9vbfE0kLi6OoKAg9CJrfJ7QG2S+PXCN5UduEJ+ajpuDmh4Nfdl+Nhx4OHuilCQ8nNS83NwfZMujP6eWLUn4fafVvmS9nlonT2BITUXh5IQkSdjXrcuDLIVLc4Pazw9l/fok//lntn3Jfx0j/vffce3alXufzyYmS9uRc75C5edHxdmf49S8Oc7PGo2knJ7Ovc9no4+OzlbdId3RsVC8HV3at6f6gf3Ebd+OPtpYB9ClfZApWF4gsEVwcLDN/b/s2EF6TAwx33/PlX37jbGWXbrgMeBVU0jOrkeSjB88eLCQtBXkhhyNn7WqDtHR0TjlYq1EYM4n2/9j9dFbJiMXl6Lj17PhdKrnQ0h0MpciEpCANjW9mNGzHm6OatLTJbZu3crJkyfNnIzcevQgau489LGxFvuS7O3RhYUR9c1CY4FbhQJVhQpIDg7IeVhX8+jfn/hduyw70SgUxG3ZgqRQmBm+TNLv3uX2kKFUXrUKp2eeNuqlUlHx88+NFRMMBuN6olIJkkRE/5epXUgGSeXlheewYYXStkCg8vCg/PjxlB8/vrhVEeQCq8avd+/egNEbbdiwYWY3Xb1ez9mzZ2nVqlXha1iGiEpIY81ft7C0wrf3YiTHPmiPSqFArVLgrHn40ahUKrpmeEBmra6hcHDA79uF3B44yGJ/6ffucbNvP+OaXcYIXZvHsiwqHx/c+/UlZsMGy04jBgP62Fhift5o3cPUYCBy7lwCN6w3bXJ+tjVVf9tOzIYNaENCsKtcBec+vbly3nqVeIFAICgorBq/zFp9sizj4uKCg4ODaZ+dnR0tWrTgNbHwnyfOh8VhxbcFvUHmQlg87WrZdrnPRrqNaWe9HkNios11wRybj4tDUihwevpp0i5fzu71qVBgV626eQiABVL//deYVizLep5d5cr4THq49qfT6aAIjZ8+Pp6ko0dBlnFq2bLQK8ELBIKSg1Xjt2rVKgDKly/PjBkzTIu7manN6tSpg5eXV9FoWUYo52jbkcPTyXLcpE6nY82aNfz777/Z0pspNDk4hzyG4QMgNZX0+/cpN3QIsZs3m40iM8MX4rNkSbGGpFYbg91LCDHr13Nv5ixTsVhJrcb7vfcoN9jyKFogEJQtcozzO336NGvWrAEgNjaWFi1a8NVXX/Hiiy+yePHiQlewLNGwkhtVyzuhfGQNVSGBh6OajadC2Xk+nHS9ucHSarWMGjWKb775Jlt6M/sGDVAUwYhF7etLwPofcW7Xzmj0Mmqc5VgBPgOndu2KLXuJrNOhuxdpLFYLJJ84QcSMj8yqpMs6Hfc++8w4EhQIBGWeXBm/554z1gTbuHEjPj4+hISEsGbNGlNWcoF1ohLS+P6vW3x36DoXwuJZMqgZHk4Z5XgURiNokCEmWcf3x0IY/cM/9Fl8lMQ061lRsiIplRYTShcUdgEBqDJG+JqqVfH/diG1z53Fa8wYo+HLpfFz7130pXVkg4Ho5cu58uxzXGvblitPP0PEx58Q/f0PlssXKZU8WLuuyPUUCARFT47zUMnJybhk3Fx3795N7969USgUtGjRgpA81HN7EvnpZCiTN59Db5CRJKOR69bQlwPvtmPPf/c4diOan07eMclnrgf+eyeOubuvML1HzqVtZJ0OXaj1LDCPhVqN76yZ2TZLSiVp167l2vChVuPYrFkBK5cz9xcv5v43C03vZa2WmPXrjRldLIXo6PU5XsvU//5DG2rMRWpfq2ZBqywQCIqIHI1f9erV2bp1Ky+99BK7du3i7bffBiAyMhJXV9dCV7C0ci0ygfc3nTXZh8y/O86GU7+iG2+0q8bqo9YfHoL/vMn/utTGTpXD4FylQnJ0RE7OnqszP9g3aoQhIR7Hp56m3LChaAID0YWHE7tpM7q7d9FUq4qqoh8Je/fm2vh5Dh+Osoi/K4bkZKKXr7Cww2AsymspY41SiaZObYvtpd+/z51x40g5fca0zfGZp/GbPx+Vh0cBai4QCIqCHI3f9OnTGTBgAG+//TYdOnSgZcuWgHEUmJmRQJCdn0/dQWEhcbUMrD0WwshnA/kvPM7q8QZg8+k7vPKU7byRkiTh3rcPMT+sfWznFoWTk1k4AkDikT+4M3asMTOKJBn7yMnoZRgWpbs75UaMwP2VVzAkJxdpYVVtSEjOBXuzrllmrMOWGzLEouid8eNJOXvObFvyyVOETXqPysuXPba+AoGgaMlxza9v377cvn2bkydPsnPnw2wiHTp0YN68eYWqXGnmfoL1nJz3ElJp/ukedHrbRmT937dz1Zf3hAk4NGlsfPMYTiWGpCQMWZxADFotYZPeNVZ0yAxGz81oT5Kotncvlb77jsRDh7j69NNcbtqMkBEjSbt6Nd/6ZZJ24yYP1q0jdvMWqwH+ynLlbLbh9eabqCpUML1X+XhTaeE3ONSrh6zTER0czI2ePbnaLojbb4wxVqG3UMg26Y8/0N7O3eckEAhKDrnyPa9QoQIVstwoAJ5++ulCUais0LCSG5v/uZNtuwTo9DI6fc4OLTEpuSuSKhsMeLz6Kg6NGxO39Rdj2rB8IGk0SFnCEZKPHUMfa310ahW9Hm3obe68McbMozL577+59eoAqv66DbWvb56blfV6ImZ8ROzPP5u2RdjZ4fvZp7j16GEmq/bxwal16+wVKRQKlOXK4fXaKLxGv240xrKMpkYNJKUS2WDgzrjxJGbmXJTlHBNy6+7cKbbKDrLBgPbWLSSVCrW/vyiZIxDkkpITeFXG6N3Uj8UHrxOVmGaq2iCBxewu1qhX0bhOptFoWLduHadPn85WQzHu1+2ET5tmvdBsHlBXqkTKmTMoHB3R1KyJIZ/riAonJ+K3//ZwxJiJXo8hJYV7s2ejj40l7foN7KpUwXPYUFyefz7HdmPWrjMzfGB0Ygl7/3/Y16uHpmpVs32+M2dye8QItNevG7079XoUDg5UmDLZlNPTvlYts2OSjv5F4qM5F21NJ0sSdsWUhDhh/wEiPv2U9LAwADQ1auD7yceiErxAkAtE2ehCwsVezc+jW9KmhheZz+IBXk642uf+eeN/XYzOFyqVir59+9K6dWuz9GapV64Q9t57BWL4ALTXrxMyYCA3X3yJ6y90ehjPl0c8hgwh5cwZqx6VCTt3kXz8BPqoKFL++Yc7b44jOofEwQAxP64zrc2ZIUnEbtqUbbPax5uq236h4ry5qCv7A8ap3btvTyRkyFDSHzzIdkzSkSO5D8ZXKHB5oaPVQr6FSfLp09x5803Sw8NN29KuXydk+Ai0d+4WuT4CQWlDGL9CxL+cI6uGP82ZD1/g+JQO7H+nLVXLO+d4nEKCOf0aUbmc7cThsT/9/FhrfLbQhYUR9u4k3Pv1NW7Iw3Saa7euqMqVs31M5mgq42/UvPnoc8g7mh4ZZXnNUZaN+ywgKZXEb9+O7rZ5CEPyqVPcGT8hu7yd2vq6ZtbzkSRcXniBijOzh4IUBQ9WrsyeZMBgMIZz/ChiFQWCnBDGrwhwc1Dj7WKPJEkMbx1gU3Zoyyoc/V8H+jarZNqWnp7Oxo0b+fPPP0lPf7hWqA0Ps1lh/bHIqOOncHKmwowZ2AUEINnb5+hIAsZafaoKFXIfBwjIaWmknj5tU8a+bl3Lxl6Wsa9tOURBd/cuifv2W3RWSTl5ktTLl802u7zQyfI1VSpx7dmD6vv2Unn1aqof2E+l+fNyVQW+MEi58J/VkXXapUtFr5BAUMoQxq+I6dmoImPaVbO4b3yHGnzUqz4V3OzNtqelpTFgwAC+/PJL0tLSTNvl+LxVaMgzej1p16/j8Up/An7+CZ8pk9HHx+d4WNqlS8T/+mueu5PUOeQ+Hf16doOqVKJ0d8e9T2+Lx2hDszsdme1/JFGDQ4P6lBsxwtS2UTEJlXd5vCdORO3nh9MzT6N+xAGsqFFXrGj5QUCpRJUPZyKB4ElDOLwUMZIk8V7n2gxqUYXvDt/gRlQCgV7O9G1WiYY2qrY/ipyeTurFi/nXw94eOS0tx9GZ2teXpGPHCB0ztsAC6bMrI6FwdcWhWVPYu9eqmHPr1vjNm8u92V+Y1rocGjfC9+OPrVZksKvsbzMHqSVnFe9J7+LUqhXxv25DH5+AY/PmuPftgzKj0klJoNzAAdw9eTL7DoMBj/79i14hQZGScvYscb9sw5CYgEOzZrj16IEiS+UdQc4I41dMVHR34KOe9fJ9vD4hwViuKJ/k1kkmbscO4rZuNRrKgiQzw0rG6KrirJlm5Y6s4dq5My4vvIDuzh0ke3vU3rZLQKkrVsT5+edJ3LfP3GtTqcSxWTPsa2ZPUSZJEs7PtjZVni+JuHTujNfVq9xf8p3pvCS1Gp9pU3Fo0KCYtRMUJveXLCFq/gLTbyful208WLmKKuvWGtfaBblCGL9iIEWr50xoLGqlRGN/d5QKiVMhMUQlpFG3oitVPHNeR1K6uKBwcTGm6ipE5ISEPK3dZePRUZdSiX2d2jg+9TTaW7ewq+yPe//+aKpWNdbzy02TCkWe4uoqzppJ2Pv/MxrADJyeeYaKX83JdRslDUmSKD9+PO79+5P0x59IahXObdqImoRlnNTLV4yGD8zWfLWhoUTOnUfFTz8pJs1KH8L4FQLRiWlcDE/Aw0lNXV9Xs8DjH4/f5rPfLpqqNpRzssNOKRER/3Bk1aORL1/2bYS92kLlgQwklYpyQ4dy/9tvH8845UQu2lZ4eGCIjbUoq/bzQ3fn4bqbfa1aVFq0KMcRW0GidHbG/9uFaEND0d4KQV3JD01gYJH1X5iofXysrncKyh7xv+8wxayaodcTv307vp98LBId5BJh/AoQvUFm5o6LrD56i/SMwPZaPs58O7AZ1b2dOXQlig82m+eHfJCUPQ3ab2fDKedox0e96tvsz+uN0ehjYohZt65wDaAtFArce79Ewt596G7fNuqRMdpzatuWSgu/IfX8eXS3b2NXpQr2jRoV24/Tzt8fO3//YulbICgI5JQUqyFEpjV8YfxyhfD2LEAWH7zGyj9umgwfwLWoJAYsO0aqTs/ywzdQ5uJ7aZBh/YlQkrU5pEDT65F12mL/sqdHRhG48We835mIY/PmOLVuje9nn+G/8BsUajWOTZrg1qsXDo0bi6dSgeAxcGzRAtIt3BcUChyfeabYCkaXRsTIr4DQG2SWH7mZLX2Z3iATmZDGrgsRXI1MJIdc1ibS0g1EJ2pxLKfCzs6O5cuX8++//2KXxSnk3pyviP15Y+GO+hQKY6X49HQMlsIcZBm7KlVQurjgOWoUnqNGFZ4uRUh6VBSGpCTUlSqZ5TsVCIoT5zZtcHz6aZJPnnzowKVUIikUeL/9VrHqVtoQjwkFREKqjlgriahVConrUUlULe+Uq5EfgKOdkvIuxjyearWaIUOG0KFDB9QZOSn1iUnErl9f6NOdar+KBPzwA97vTbIsIMsk/vEHIcOHc+/zz0k+fRq5sALviwDt7duEDBnK1efacL1zF662CyJ285biVksgAIwZi/yXfofX6NGofH1RODvj3LYNVX78EYdGjYpbvVKFeKQtIFzs1bjaq4hPzT4lkW6QCfB0pFElN45ez7niggQMbRVg0+El/V6EWcWEwqLCJ58gqVUYkqzH+KWeOQNA8l/HeBC8GqWnJxWmTsG1S5fH6js9KoqYDT+ReuECKi8v3Pv2KdQfuCEpiZBBg0nPUhVDf/8+4ZMno3BywrXTC4XW95NM0tGjRC38lpSzZ1G6uuL+cj+8Ro9GYW+f88FPIAp7e8qPH0f58eOKW5VSjRj5FRBKhcTw1oE8OrBTSODuoOa5GuXpUMfHlKzaVjtDWwbwTseH8Wfp6ens2LGDkydPmtKbqby9c5+AOZ9I9vaEDhvO9Y4vEPX117leW9RHR3N34jsk/vlnvvtOvXKF6926c3/RIhIPHCB282Zu9X+FB9//kO82cyJu+2/G8kWPjlwlifuLFxdav08yiYcPc3vkKGMi9PR09A8eEL10mbGAcnE5cQmeCEq08Vu0aBGBgYHY29vTrFkzjhw5Utwq2WRc++oMfKYyiiw2wiBDbIqOVp/vo/s3Rzh8xXIC5kw+ebE+M3rVQ6V8+NGkpaXx4osv8umnn5rSmyldXHB/6aV8JbaWAY/Bg9DkEAydNRBeTkoCWUaPRKpSnat+or9bmmfdMon46GMMSUkP1zUyDNK9WbPQ5VBfL7+kXrpo+YFClkm7cqVQ+nzSiZzzlfGfrAkIDAaS/jxK8vETxaOU4ImgxBq/DRs28NZbbzFlyhROnz7Nc889R5cuXbhdgqtmq5QKPn2pAUf/156qXk5mRlCnlzl/Nz7Hac+Aco657s9n8ge4vNAxz3oG1+mCXccuVP35J/x37cLu/Sm4v/8/Kn23xJhizAoGJP6s2ICXeszi9ypP265NKMv5Tr+mf/CAlFOnLCdulmWzYPWCRO3tbbV2n9LTs1D6fJLRJyQYHyosjfCUSpKPHy96pQRPDCV2zW/u3LmMHDmSURneg/Pnz2fXrl0sXryYWbNm5bqdpKQklMrsa2dKpRL7LGsKSUlJVttQKBQ4ZMmbl5Ps3dhUbtw3yhh0qZYr2MoylRIjeefCNiIcy/F7YCui/AOp72OfrX1L/aWkpGAwGPD47DOcRo8mZvNmYoJXm/Y7ZhkRphoMGDCqkaS2Z3Pl5ijP3Mcz8l9W/XmLJNkDlVKir1rDKydOYstdpXqcsVbc3srNaX/zmHVZScItSyB7WlqaWUWKR3F0fGj0UxMTSbZWQFahQJ9lRKrVam1mhnFwcECRcS1yknXu0YOobxeBLKM1GEjPvClLEl59+5h9Dvb29qbvlU6nQ2tj/VWj0ZjqMOp0OlJTU0lKSjI5L1mTTU9PN0tk/ih2dnamNvIiq9frSbWR3k6tVpu8ivMiazAYSElJsXqOj8om63QkS5LFhxwVmCpmyLJMso28siqVylTkOSfZvPzubck+eo55vUdklU1OTrY6xStJktlvIy+ymfcIazhlqUhiSTbrObpnyRyUmpqK3oZTW9Z2c5J1dHQ0hT/l5h6RW9lHf/cWkUsgaWlpslKplDdv3my2ffz48XKbNm0sHpOamirHxcWZXqGhoTLG+73FV5cuXWStVmt6OTo6WpVt06aNmayXl5dV2WbNmslr/rwhV3l/u1zl/e2y0tXbqqza018+Ua+xfL5Wbfm/WrXlahUq2tQZkCMjI2WtVis3a9bMqoyHUin/V6u2fCHj9ZSDg1VZSa0x6dpt1NdyGycnm/3/2LqbUf69X+Um5f1tyt5atsx0zQYPHmxT9u7du3JSUpK8detW+bXXXrMpe2HvPlO7EydOtCl7+vRpk+zUqVNtyh49elR+sHOXfLFRY/md8uVtyu7Zs8fU7oIFC2zKbt261SS7ZMkSm7Lr1q0zya5bt86m7PLly02yW7dutSm7YMECk+yePXtsys6aNcske/ToUZuyU6dONcmePn3apuzEiRNNsleuXLEp+6qHh5x8+7as1Wrlu3fv2pQdPHiwqd2YmBibsr179zb7LduSLcx7RFbZKlWqWJWtU6eOmWydOnWsylapUsVM1tY9wsvLy0y2TZs2VmUdHR3NZLt06WLzumWV7d27t03ZmJiYPN0jMmVHjx5tU/bKlSsm2bFjx8qAHBcXZ2YzSuTI7/79++j1enx8fMy2+/j4EBERYfGYWbNm8dFHH+W6j8jISHbs2GF6b+vpJDo62kzW1lN+XFwcoVfOAdY9NR8ioVOoMD0nxeTsCbp//37s7e2Ji4uz0ayE3sGBRElNsqwkTRkOpOTYdrhDOXIqtftL1damPi6X84eoUKuyx5ycsM+4bnfu2C4ttHfvXtwyqibkJPvH9WtcTTTmNL1x44ZN2SNHjhCSUbbo6tWrNmX//PNPLvrXYF3PKcT9ugyidluVPXbsmOnp/sKFCzbbPZml+kJOsqdPnzY9vZ/Oob7hv//+a/penrRU4SELFy5cMMmeO3fOpuylS5dMsjlds6tXr5pkc1qSuHHjhkn23r17NmWTAwPZ/c8/ALa/6xi/L5nt2hqlAkRERJj9lm1RmPeIrLK2RqqJiYlmsok2ktknJyebydq6blqt1kw2Otr6vUev15vJRuaw5p5V1tr9OpNdu3aZRtd5uUeEPFKK7FEOHDhgsh+3bt2yKCPJcslzqQoLC8PPz4+jR4/SsmVL0/bPPvuM77//nksWinWmpaWZTfvEx8fj7+9PSEgIrq6u2eQfd9ozPTqaqM9mkvznnyDLKFxd8Rg1Eo9XX8VOY0+HeX9wLz4VndbytKckG6iUGMWyI9+YPERTDAY8JozHY+BAM9mkpCQqVTIWt42MjMTd3Z2UlBQWH7zOtweNWWP0stFTVKWQmNKlJucitfx5PZqI+DQMOtulixR2D6/D4p2fUj75gZnXauaRvwQ+y/eNXzJ5fcrpWuSMqRInXQrfVkuhmqsKh6eaY+fvn+cpjfT0dPbs2UObNm2QJInU8+eJXb3GFOrg2qc3Lj164OjkZHMqMzZZx+7/7vEgWUvzqj48V6M8CoWU47SnnZ2GbouOcftBCuk6rSleUSFB32Z+TO360FM3v9OeycnJ7Ny5k/bt25fpac/9+/dnO0dLsgCG1FQS9+wl7fx5lG5uOHftgmP16rmeyiyuac+s51hWpz0zz7E0T3vev3+fihUrEhcXZ2YLSuTIz8vLC6VSme2pITIyMttoMBONRmP6AWTF3d3dovGzJJdb3JyduTFwENy6haMkGY1BYiIp8xfg5u6OwyuvsHrE0wxbdYK7sRkHZVk/Uhj0yJLE6Mu7zYyMg0JB6jcLiT99Br95c1G6uABku4Go1Woik9JZ8lcYCjt7ZIyeSzKgA2bsumWmr0Kd/bpYY0rbN+kWegKHtGSeDTtL+ZQ4DMCiBr34reqzZuEOksrOpL/W3oEdfn7M6dfIYruWbvSPkvnFdnZ2Nso/+ywVnn3W5jGPtnvgUiRv/HCKtHQDCoXEkqPhNKrkxpqRz+CWQ9X1w1eiuHnfeOOUlGqkLF6tv1x4wIe9nXCxz34earXa7KZjC0dHR+zt7XF3d8/xmqjVarObZEHK2ucyhi4vsmD8Hep0ulydY9bfa7nBg2y2a5eLclf5kc3L7z6rbE7nmKf7SR7qROZFNje/OVuy1s7xcdstalknK7/7Emn87OzsaNasGXv27OGll14ybd+zZw+9evUqRs2MJB46hPb6dYv77i9ajPvLL1PDx4XD7wXxx7X7RH7xBVfD49gR0IJYjQu1Ym7zyuW91H9wy2IbSUePEj51KpUWGEuX2NnZsWDBAi5cuGD6Ye+/FGlxRPm4PHBw5/sazwOwrH4Pno74j0vlqhBnZ3tC1CDLOeciLWRik7UmwydjTC0HcP5uPJ9u/48vrRjmTEKirT+t6/Qy9+JTcdao2H8pkq1nwkhI1dGqmif9n6qMm0Puf4wCgaD4KZHGD2DixIkMHjyY5s2b07JlS5YuXcrt27cZPXp0catG6n8XLZcVAdIjIzHEx6N0N9bpa1uzPJf+2U/95GReup7LOEWDgYTde9BFRqL29katVvPGG2+wY8eOh088hTlbnTmticTfvrYrS2Qiy9Cymlfh6ZQLfjsXbjJ8WdHLMlvP3OWTF+vbzJoT6GXdwKuVEt4uGqZuPc/av2+bppoPXo7i2wPXaVbFA28XDX2aVeKpAFFQVCAo6ZRY49e/f3+io6P5+OOPCQ8Pp379+uzYsYMqVaoUt2rG7CpW5tIle3sUWefdz5xBtrEGYRVZJj083Grdu6Da3rDtQqGM/vKKAggs70Sfpn7FqseDRC0KhWQa8WVFp5dJSku3afxaVfOkurczN+8nmbWhkODVpytzKSKRtX8bnTqyJiiPS9Gx/1IkSoXE+hOhvPV8Dd56PnuFeIFAUHIosUHuAGPGjOHWrVukpaVx6tQp2rRpU9wqAeDapTOSg0P27CoKBe59+yJlWXOI3bQpf51IEuqMauV6vZ5Dhw5x7tw50+JxJQ9HJnSoYey2mKsE9WxckY2jW+Fol/dnqaS0dH46Ecrc3ZfZ9m84Ouvr8znSyN/douEDqOhuj4ej7bUghUJizYinaeD3cF1FkuClJn5M6VaHHefCUdm42Jl9z997lcsRCfk4A4FAUFSU2JFfSUbp6or/ksXcGfsmhoSEh8VbW7fG+52JZrLp0Q/y1YemRg1UHh6A0WOqY0djJpc333zT5IDw1vM1qV3Bhbc3nCHlcaxGLsk4zWz8di6cF5v40a6WcZR66EoU3/8Vwp2YZBr4uTHi2UDq+BqdjqIS0jh/Nw43RzUqSWLIyuPEpuhQKSTSDTLudkoat0ymeoXcL+xn8mx1Lxr7u3PuThz6RxSd2LEWilw8JVR0d2Dr2NZcjkggIj6Vmj7O+LoZHUnSbXjOZUWpkPjtXDi1Krjk+RwEAkHRIIxfPnF6+mlqHD5E4oEDpMfE4NCwEQ4Nsq+POTSoT+KBA3leo6vw6ae5ktPp5UI3fEoJhrUKYOM/d4mzULYpXS8zYf1p/p78PGv+usXMHZdQZkw/Xo1MZMvpu6wY2pyDl6NY/dctMgdnSoWEIeNNZgHgWC2MWHOKw++1z7OeCoXE6hFP89lv/7Hl9F10epmK7vZM7FiLvs0q5amtWhVcshmvdjW9+eFYzun1JCAtvWSVdYqMT2XXf/fQphtoU8OLGj7CMAuebITxewwUDg64du1qU8b95Zd5sHo1+oREcwcZSULToD7aK1eNCaQzp1ANBnw++B+ODW0nnc7kfFicadRUWGx6oxXVfVx4qakf3b/JXqlBBuJS0tlxLpzZOy8DD6cA9QYZSYLx688Qn6IzW6K0PEUpcftBCrN2XOSDrnXyrKvBIDOmXXWmda+LTi/j4agusOrxQbW9aVPDiyNX7wPWl1vTDTJta5QvkD4Lgu//usWMbf9hkI2fxScyDHi6Mp++WD9Xo2GBoCwijF8ho/L0pMratUR88inJx44BoKlZE58P/odTy5bIej2Jhw+TfPyEsWZct65oAgNz3b6Pi73Vda6C4sVFR5EkaF7Fw6bcPyExFnWRZSyOGG2x6s9bvNm+usW4OktExqfywZZz7L8UiSxDOUc73u5Yg8EtA/LUry2UCollQ5vz/V8hbDx1h+gkLdGJaUg8dICRgHa1y9OyWslIhP1vaCzTfnmYVSZzAmLd8dvU93NjwDOVi0kzgaB4EcavkJH1erS3b6OpVg27wEBc2rXFKSODCRgrM7sEBeESFGTMKJLHUUrPxhWZueNioY78wHjT/CckFgnLIx6FBFXL55QcLfdo9Qb+uR1L25o5j6B0egOvLDtGSHSy6eb+IFnLtF8uYKdS0P+pgrvBa1RKRj1XlVHPVQXgv7B4Fh64yrEbD3B3UPPyU/6MaB1YYKPNx2XDyVDTFHRWJGDt3yHC+AmeWITxK0QMWi133niDpD+PGuvEyTKxP/6Ix7Ch+Lz/vukGmXL2LJFzviL5xAkklQqXrl3wfucdq2EOWfFy1jDgmcqs+ct2rruC4FEnkqyMfDaQXgVsiO1VuXNG3nfxHjeiLAeoL9h3lZeb+xeaMapb0ZVFA5sVStsFwf2ENMujcSAy3no6NIGgrFOiQx1KOzFr1pB09C/jm/R005pfTPBq7owbz5Vnn+NS86e41f8Vkk+eBFlG1umI3/4bIa8OQJ9oPeNIVga1KLrYR4UE9mrzr0318k6Ma18dT2eNaZ1OmbGWpFRIKPNodyQJyrtoaJbDNGsm5+/GWw1BCItNJSGteDPPFCcN/NwshsIoFRKN/N2LXB+BoKQgjF8hErt5i1Uvz8S9e9Hfv4+cmGiUyepGr9ejCwsjbutWwJjHbtasWQwdOtRiTjsJ27F+0iN/HweDDGmPeJfeuJ9kWlca+Wwg60Y9wwt1fWhYyY2Xm1di4QDrBXLBmD1FmZEiVYGMWqFg3suNzarZ28LHVWN1VOqgVuJoI7C9rPPK05VxsVebPYAYQ1ZkxgRVKz7FBIJiRhi/QsRgo/xIjkgSyaeMZWrs7Ox45513eOmllywm7f16n/WyMwoJXBxU+LnbF1gymEfbMcjw679hRCcap9FaVfdi8aBmbHvzWWb1bkiXBr48HeBhGg1mIgE9G1XkwLvteKNddTrV8aahp8zLzf24FBFPZLzt8jSZ9GhUEXuVMttyaWZmltwa0bJIeRcNG0e3pHmWlGtVvZxYNfxpmlbO3chaICiLPLl3hSLAsVVLYw7QfKJ0zV2g95Fr97G2zGaQISE1nbuxuTMkmUgStKpmvGFmjspsLZsZZGj9+X5mbLtAQmp2z84lg5vTKosHpAR0beDL530aUMnDkf9rW5Xw+FTORCtYf+IOM3dcpNXn+/n137AcdXV3tGP50OY4ZWSYyVSzTc3yvNe5Vq7PuaxSw8eFDa+35J9pHTn2QQf2TmybK0cigaAsIxxeChGv//s/EnbtRtZqLSbBtonBgFtGBQu9Xs/Jkye5evUqer0+29Snk52K2GTroQT5yYEtyzC8dSCTOtXm6PVonOyU+Lk78Nr3p6wek5puYM1ftzgTGsumN1qZjfTKOdnx/chnuHU/ibuxKQR6OVHR/WEJntm/X+L83XjgYcC7QZZ5e8MZng4sh4+r7bI6rat7cXxKB/b8d4+YJC1Nq3jQsJJ73k+8DFPOKfelfgSCso4Y+RUimqpVCVi/Hue2bUGlQnJwQOXrm6tjJY0Gx6ZNAGN6s1atWjFp0iSLhUX7NPUrkPW8rCglietRSTSp7MHYoOoMax3I83V9aOzvnm36MisGGc6ExnLwsuVqzwFeTrSu7mVm+NL1BjaeumOWLPphezLbzuQ8+gNwtFPRq7Efw1oHCsMnEAhsIoxfIWNfqyb+/9/efcdFdaX/A//ce6fAUAYQpDcx2MCKNWJJrJuicWMsKZrduJpfTOLGbLL71WxMz2ZN2fTEGGOKiWmaqBhL7N0oKIgFBESlCQIzzAzDzNzz+2NkZJgZOgwzPO/Xy1fgzi3neA0Ppz3nww/QJyMdvVNPInbDz41fxHHw6Nv07CaLxsXZ5NhuLRNjiAqw3qCV4zisnpeE0T0b3rpIwnM4ltf0nKY1JhF6o/0UbTzHoVzreJd0QghpCer27GASPz8IgYEwlZY6PokxdPvrX5t8T4VMAh+5BBW6tpnSz3Pm9YO397FdZ9jNW461fxmGy9e1uO3NPTDYaa6JjMHXQwpRZFh7OA9rD+WhWKVHn1AfLL6tJ27rHWxT/p7dvXGxpMpmMo1RZDQxgxDS5qjl18E0R442HPgAeCQmQhrRvETMUxND22xrIx8PKb5+ZDjkEseTdSIDFLh3SKTDLtBpA8Pw3C8ZeGFTJvLKtNAZTEi7XIG/fPEHNqResTn/6UnxNwLfzfAncEBCmK9570JCCGlDFPzaGRNFqPfswaV583EhORn5CxY0ek11ZiZy750JzdFjTX7O0JgAhzM+64sL8mrw8xGxAYhvQtb/f07pjV7B5pRmEp6DwHHgOOC1GYkwmphl49dateV7dcs5GE3W3ZxTEkLx3uwB6H5jXotM4HFvUiS+eWREg2OMlnuLDKn55Th0sRSaLryonRDSNNTt2Y6YyYSrS5+G+rffmnehyQTwPIpffhmxv/7S+HMYw/9+z3KYd7O+i9c08JTydrdCEngOEfXG+hxRKqT4ZfFo7Mwsxh+XyqH0lGL6wHBEdVPg22OOt/65VqVHXpkGPbtbB9gp/YJhyjNh7IRJ8PaUQ9rE9XnH865jyXdpuFqhAwAoZAKWTuqFv45ueoJwQkjXQsGvHak2b25+4KslitBnZcFYUgJ4N5ww+kq5DpfKtM26vb3AxwEAA+YMi2zyfaQCj6mJoZiaaD2LVSFreH2jp4Nd3zkO8JZLmhz4iiqr8dDqY1b752lrTHhpcyaCfeW4s39Yk+5DCOlaqNuzHVVu2tzsXRrq43geUqkUy5cvx6xZs+ymN2tqoGiMp0zAu3MG2bTIWuK23t3hIeVtlmAIPIdBkX4Ir7PUoTXWH78MvdFk0+XLc8Cne3Pa5BmEEPdDLb92JGq1LVthDpiXOyQkQBJkzsTx73//GykpKXbTm8klPAQOdtfJNUbggOE9uuGhkdEYEx8EhYMWWXNdU+sxuV8Ifj1VAB7mZRLmWaAS/Ofe/m3yDADIKbWfQk5kjj8jhBAKfu3I69ZR0KWmtiwACgJCnn++Sad+si+nRYEPAMBxiA30wpQE28X3qmoDfjpxBan5FQjwkuHeIRFICG885drbOy7gf79ngefMXakiA6IDPPHA8CjMTIqEn6LtMo1EByjA2Rnt5DggKqDhiT2EkK6Luj3bkf/cuZAEBzd+oh3eY8bAM6EfAEAURZw5cwb5+fkQRduxupT0whaX0SQyTOxrW8arFTpMfnsfXtyUic2nC/DVkUu4870D+PxAboP3O5BViv/dSLQtspszPC+VaeHrKW3TwAcA9w01L7eo37vMGPBIMk14IYTYR8GvHUn8/RGzfn2jE1ZscBwMBQXImzUbhStWoCIjA4MGDcITTzwBnU5nczprQsuS4wDPOmNwtasH/pQYYjfJ8YubzqBErQeDOYDVboj60pZMXL7ueHLNDzd2Drf3/G+PXW60nM0V4a/A5/OHWuWtlAocnp4Uj3sGhbf58wgh7oG6PduZ4OsD1DQzPRdj0F+4AIgidBkZ0P3wY4OnT0kIwecH8hrcaZ0x8wzPUXHdoK0xwUsu4J5BEbhnULjNLufVBhN2ZBbbXTfIwdzSXDjW/l5wZZoa+zuHM6BM0z47h4++JRBH/nU7judeh85gwpBo/zZvYRJC3AsFv3ZW8f33zQ9+wM3NbU2mRlt2i8bGYcvpQhRUNr5tUfrVSvyxfIJN9pbrmhqUqKstszAdLZjnOA46g3lZwZGcMny2PxcXitWI6abAw6NjMTjaH4cu2m6xJPAchtXZU66tSQUeoxrJOUoIIbUo+LUBVlMDQ3ExBH9/CPW6OFXbtrfBAxoOft285Vg5cwDmfna00Vupq424Uq5DXJD3je8NWLYhA5tPF0Bk5pmjD4yIRlSAJ/Kv23axmkSG5FsC8UvaVSz5Lg08z8EkMlwt12JfVimWToyHr6cU6mqjpQXIc+YMMI5ai4QQ0tEo+LUCYwxlqz5D2apVENVqQBDge+cdCFm+HIJP69fKNUffMN8mZXjhAPjX6RJ89OuTOFynpaY3iljdwKSWkT26ISFMib+u/QMMN8cCa2ebvrsrCz8+Ogpvbb+AfReugQEYHOWPZXf0aVLKtPrKqvS4VqVHVICizZZhNMeFYjW+O3YZxapq9A3zxayhkQj0lnd4OQghbYuCXyuUffIprr3zzs0DJhNUm7fAcLUA0V99CY7j4DNhQsuXO9RqZKH8dU0NvjyU16RbeUp5+CvMC+UzC1Q4kN1wku36xYgM8ERGgcrh5rkGE0PK6UKs/csw6GpMMDEGb3nz/5mVa2rwr5/TsS2zCIwBnlIBjyTHYsmE+Cbl+mwLP5+8gqU/nALPcWCMYWtGIT7ZdxHfLxyJ3iG+HVIGQkj7oNmeLSTq9Shbtcr2A5MJuj/+gC4tDQDgP+s+yOPj0ewN9wTh5n8bCH4FFTpM/d8+/O/3rCbl9dQaRFwpN3dnnitSNatIjAEXiqoaDT7rjuXDYBLhKRNaFPgYY/jLF8exI7PY8juDzmDC+7uy8b+dF5p9v5ao1Brwz5/SwW7MdK1dtqGpNuFfP6V3SBkIIe2Hgl8LGa4WQNRo7H/IcajOzAQA8F5eiP7mGwT9fQk8EhIabcUJYaGIXPUpvEaPhiwuDr5/moqe336Lp556CtOnT7dJb/bm9vMorappUuCrJZPwMJpEyJqZFk3gOUR1UyAxXAk/T8dBTV1tRGZB8wJrXSfyK5B6ucJm9ioD8NmBXOhqTPYvbEM7zxajxmS7ptLEGFIvV6Cw0nY8lBDiOqjbs4UEfz9za87OonMwZklLBgCCtxcCFyxA4IIFKP7PG7i+Zo3D+5oKi+CRkICoTz62Ov56Qj+76c1S0ovsLi1wJEwpR0p6Id7blY3rGvuzUHnO/mxPk8jw4MhoCDyHh0bF4t0bi9ntaU3X5PkitcPPtDUmXK3QoWd3+2snLxSrcTC7FAqZgEl9Q+Dv1bIlD9XGhgNstZ3E4IQQ10EtvxaS+PvDZ+LEm92TtXgeQkAAvMeNs3td0N+XgPPwcHxjxmAsbHrGFrGZY4lje3XHC5syHQY+AOgf4YdnJveyahnKJTxevScRQ28sV/jbmB6QCfYDHM/BatF5c4X4Ov77Me8yb3tvk8iw9Ps0THp7H17cnIlnf0rHsFd32t04tylujXO8bCJU6YHoJm77RAjpnKjl1wohK56HoaAA1enpllagoPRF5Ccfg7eTgBoAeJkMspgY6M+dc3hfSah1nk1RFJGXl4fi4mKb9Ga39+mObWeKm9T6WzS2B74/7jgYLEiOxZSEEAyO8gfHcbh/eDQOZJeC48wLyX09bna5esslmNAnGCkZRXbvteZgLpbd0bfRMtkzJj4Qwb5ylKr1VjlLBY7DnQNC7S5gX3MwFz+fvArg5twig4lh6fenkBju57Cl6EhMoBceGhmNLw9fssyi5TnzvZ+7sy/4Dpp0QwhpH9TyawWJvz9ivl+PqLVrEfzsMwh/+y303LMHnomJDV7nP3euw888k5Ig8fe3OqbT6RAfH4+FCxfapDd7elIveMkENPSz2M9Tim8XjMCDI2NwXeu4qzPIR44h0QGWjC9KhRR39A/FnxJDrQJfLUf3Ehmw5/w1xwVqhFTg8cXDwxDkY90CTIrxx0vTE+xe89WRS3bHPTmOww8nWpZWbcVd/fDKPQmID/aB0lOKkT264etHhuNPibZJwAkhroVafq3EcRy8hg+D1/BhTb7Gb8Y9UO/cCc2+fVbHJaGhiKw31teYHkHe2PJEMj7ZexHfHM23GwD6hPpiZFw3VOmNEG4sSq9PZObg1xyeUsHu+CCHxjezbUyfUF/sf3Y89mddQ1GlHn3DfDEgQmmTiq1Widpx6rRrqpalVeN5c+v3/uHRLbqeENJ5UfBzAk4iQeTHH0Fz8CAqNmyAqNVB+aep8L3rLoc/3BsSGaDAmPggfH003+7nR3LLkF2sxo6zJQhVeuBquc4qSPIc4CWXYHK/kGY9d/qgcOx20MKb3gZJpaUCj9t6N21XjMRwJf7Iu24TiEWRoV8TtmEihHQtFPychON5eCcnwzs5uU3u11DLhzFg2gcHzTk52c0sMNyNMSwvuQSfPZTU7Awqd/YPw/YzxdiSXmiZ3WkSGW7tGdjhraXF43ti3ufHrI4JPAc/hRT3Dono0LIQQjo/Cn5uIrGB1g3PARo7a+MkPIeXpiXg7oFhDgNftcEEjd4If4XMZpKHwHN4b84g/HlIOH7LKIJJBCb06Y6JfYMhaeYawtYaEx+ED+8fjFdSzloW8Q+LCcCrMxKh9LQdrySEdG0U/NxE/wglRsV1w5GcMtuuPwcTQQ0mhkMXS3G2UIWEcCXuGhAGD6l5rK5SZ8BLmzPxS9pVGEwMoUoP/H1iPO5LirS6B89zuK13cJO7J9vT1MRQTO4XgoJKHTykAuXgJIQ4RLM93QTHcfjkwSGYMTgCkhstNF8PCWYnNdzlt+l0Ib45mo9//HgaE97ai4IKHUSRYd7nx7DhpDnwAUBhZTWe+fE0vv+j7TekbUs8zyHCX0GBjxDSIGr5uQCJRIJFixbh0qVLkEhuvrISdTU+3H0Rv2UUgeOAPyWG4l9Te2PF3f1QrqlBd185tpwuxHd/OF7bxxhgZDcD3PKNGZg/KgZplyvsnv/2jgu4d3AErXMjhLg0Cn6dgEmlgmrbNpjKrsOzfyIUI0aAq5MIWy6X491330VKSgrkcnOLpqxKj2nvH0SJSm/JgfnFwTzsyCzGpsWjEXkjA8nZwqbn2DSJDLvPlaBvqI/DJRGFldW4rq2hlhUhxKVR8HOyqv0HcOWJJ8B0OnOqNJMJHv37I+qzVRB8HW+bs+ZgHopV1VbjeSbGcKVci6+PXsJj43sCAPZdaN5icwZAIZNAdDBQKBW4Fu3UQAghnQmN+TmRSaUyB77q6hsHzDMyq8+cQfHrr1vOY4zh2rVrqKysBLvRytt9vsTuRBaRAbvPlQAAjCYR54urmlWmMD8PzBkWBbmUR/2OTYEDpg0Mt0yKAQCN3ogSdbXDYNlRyjU1eDXlLG59fRdGvvY7Xth0BiXqaqeWiRDSeVHwcyLVb7+ZA1/95NQmEyp/3QTxRlDUarUIDw/HvHnzoNVqAZgTTTsadSur0qNcUwOB5+Ahbdorrl1b/+yU3vD3kuGjB4ZYAmDtGr6EcCWeu9Ocr7O0So/H151E/xXbMeyV35H8xu4WJ5FuLVW1Afd8eBCr9+fgaoUOhZXV+PLQJUx7/yDKqlqW3YUQ4t6o/8oJGGNQbd6C0g8+dLzDu9GIsjVrEDBnDiC1Xac2bWA4UvMr7F6aW6bFuJW78cCIaIdb7/Ac8NCIaPx6qhDl2hr0DvHBkgnxliwv43t1x9F/TcCW9EKUVekxMMoPt8YFguc5GE0i5q46govXNJbxxqsVOvx9/SkIPI+7B4Q1/y+lFb45ko/861qbLuBiVTXWHMzD05N7dWh5CCGdHwU/Jyh9/wOUfvBBoxvblr77Hq6v/hzd3n/P5rPZwyKx7UwRDl0ss3ututqID3ZfdHjvoTEBWH5nX6yYlgDGmN20akqFFHOHR9kc33m2GBfsdKdyMM8Gvat/aIvStLXUnga6gH8/W0zBjxBig7o9O5jx2jWUfvSR+ZvG9uJjDKJWi4Jn/2nzkVwiYO1fhuGR0bF2L21sCO5Y7nV8vNccHJsbqE5dqbSsJbQqLoDcUk2Hb/Qqk/AOf4+QS1qXYLsjZFytxOPrTiL5P7sw48OD+PnkFcvYLiGkfVDw62CaY8fs7/7uiCjC4GBzW6nAI6GFSZsZgM8P5rXoh2w3L5nDTXQVMgEyScf+s7qrf5jd3yM4AHcP7Ngu2OY6dLEU0z88iJSMIlwu1yH1cgWe+v4UXtyU6eyiEeLWKPh1MF7etuvjhsUGNNZ76tB1TY0lg0tzTBsYDoHnbCbc8BxwX1KkZYJMR7lncDjG9QqylKH28UNjA+x223YWjDG88OsZmERmWVNZG8TXHMrDxWvNm6lLCGk6GvPrYF6jRoFTKMzr+uo2V2q3WLBH4vg1hfl54uFRMfj8YF6zy9LdR96iVlqQjxwfzB2Mx79NRY1RBM9xMDGGYbEB+EcbjK8ZTSJ+Ss3HTyevQKM3YfQtgfjr6FgE+3rYPV8q8PjsoSRszSjCtjNFYAyY0Lc77kgM6/BWaHNcq9I7XIrCc+YNgeOCmrcDPSGkaTpd8MvLy8NLL72EXbt2oaioCGFhYXjggQewbNkyyGQyZxev1XiFAmGvvoKrTy0FeN7cBcpx4ORy+E6dgsqfN9hc0/3hh/Fg+mlcuXLFKr1ZreV39IVMwuPjvTnNKsvw2IAW12NSvxAc/b/bkZJehHJtDZKi/W+0QlvX6hMZ8OT3p7E9s8Ty+8D5IjV+PHEFvzx2qyVzTX0SgcddA8JwVwfPNG0NCe84MDMGu+OqhJC20emC37lz5yCKIj755BP07NkTGRkZWLBgATQaDVauXOns4rUJ3ylTIL/lFlR8/z1qrl6FvGdP+M+aBUlICDwSEnB99ecwXL0KaXg4Av7yMPznzsVqo9EqvVldPM9BV2NymJLMkeE9Wh78AMBPIWvzbsXzFRy231ikX9sQNjGGSp0Bb+24gLdnDWzT5zlTgJcMSdH+OJlfbjNBieOASf2cv1MGIe6q0wW/KVOmYMqUKZbve/TogfPnz+Ojjz5qMPjp9Xro9TcXNKtU5pyWBoMBBoOh/QrcQnxUFAKeftrqmNFohM/MmfCZOdNq+YHRaLTUwVFdSlTVDiehOLJqbw7AGO7uHwpPmfNnRRoMBmSUc3aDuElk2HamqFO+y+ao/x7/fUdvzF19DLoaE0wMlrr/Y1I8AhUSl6xvY/9W3QHV0XU4Kj/HXGBO9fLly/Hbb7/hjz/+cHjOihUr8MILL9gcX7duHRQK+11lroIxZgnscrncbtfizqscNufzYHbzvjDA4XEg0AN4sp8Jvp2gV/nHHB4HizmIdsor5xneGG67Ka+rq9ADB4p5XKoClDJgRHcRPR2ndSWENINWq8XcuXNRWVkJ3zr5kjt98Lt48SIGDx6MN998E4888ojD8+y1/CIjI1FaWmpVYVek0Wjg7+8PACgpKYGfn5/NOdc1NZjy7kGodEZL1hUOteGtYQLHYfrAULw+I6HtCt0CBoMB7/2wEx+dtW2FCjyHaQNC8Z8ZCajSG1FYUY3uvnKX26XdYDBgx44dmDhxIqR2Mve4A6qje3CXOqpUKgQGBtoEvw7r9nTUMqvr+PHjSEpKsnxfUFCAKVOmYObMmQ0GPsDcIrI3HiaVSl36xQGwKr+j+gT7SfHjo6Pw3MYMS9aX2CAv3Nk/DO/+ntXg/U2MYdPpIvx35kCn79PXS8lwZ2IINqcXgefME2B4zjw+9uSEePxnWxa+OnIJeqMIgecwfWAYXpyWAC8X22nCHf5dNobq6B5cvY6Oyt5hPzEWL16M2bNnN3hOTEyM5euCggKMHz8eI0eOxKefftrOpXNdGr0RaZcrIJfwGBTlj3ULRqBCWwO9UUR3HzlEZk5Hdr5QbWkR2lNjEiEyBsfpsjsGxwEr703E7X2DseHkVaj1RiT3DMRDo2Lw7s4sfHX00s2JMCLDhtSrqNAasHr+UKeWmxDiWjos+AUGBiIwMLBJ5169ehXjx4/HkCFDsGbNGvANTAnvytYczMUbv52HzmAeBwv2lePt+wZiVM+bf88CB6x7ZDhe2pyJjWkFdmeD8hwwJNofEqHlf8+MMfxxqRxHc8rgJZfgjsRQdHewLq8xAs/hnkERuGdQhOVYuaYG647l2yyFFBnw+7kSZBWrcUuwT4vLTwjpWjpdVCkoKMC4ceMQGRmJlStX4tq1aygqKkJRUZGzi9ap/JZRiBc2ZVoCHwCUqPWYv+Y4Ll/XWp3rp5DhzfsGIuP5SRga42/VthM4DjzH4dkpvVtclmqDCQ9/cRwzPz6Mt3dm4cXNmRj5+i78eKLttjjKKa2CsYFlHGeL1G32LEKI++t0AyXbt29HdnY2srOzERERYfVZJ5+b06E+3ZdjGROrxZi5K/DbY/l4xk4w85RL8NVfh+OjPRfx/R+XodIZMCw2AA+OjMGlMi2ulOswrlcQ/BTW0z43nSrAx3svIueaBhH+nliQ3AMzkyIss04/3J1t2TG+tmVpYgz/+PEUhkT7IzbQq9X17e7TcCsypIWtTEJI19Tpgt/8+fMxf/58Zxej3bAbSa25Vnbl5pZq7G/jA4a8Mo3j5zMgVOmBW3sGws9TCr1RxCNrj1vuJRU4rLi7H+4fHg0A+PxALl7cnGnJtpJdUoVnfjqNK+VaPDXJnMps3bF8u2XhOQ4/n7yCpZNan/IsMkCB5J6BOJRTZtV1K/AcorspMDTGv9XPIIR0HZ0u+LkrfU4uSt58E1V79gAAfG6/Dd2XLoUsOrrRawVBwIwZM1BUVARBMC8DiO7mhUpdhU3Q4cEhupv9llaJuhozPzqMS9e1EHgOjDGb6w0mhmUbMtAn1Be9Q3ywcvt5ADezrdSe/uGei5g3KgbdvOWo0DpYRAqgTFPTaP2a6q1ZA/HwmmPIKFBZjoX7eWL1vKEdun8gIcT1UfDrAIaCAuTNng1RowFM5jE69e+7oD12DLG//AJpcMNprDw8PPDdd98hJSUFHh7m7r0FyT3w2LqTVudxnDld6JyhN1OOqasN0NWYEOgtx6tbzuJKhQ4AGkyDJvAc1h29hPuSoqCtsb+o3CiaJ7hM7heC/hFKpF22DcRGkWFghF+DdWuOIB85Nj0+GsdyryOrpAoR/p5IviWow3eRIIS4Pgp+HeD62i+tAh8AwGSCSaVG+ddfo/vSpc2+5x39Q1FQ0Qcrt5+H3mjuSg3wkuHt+wYiqpsCxapqPPdLBnZmFkNkQLifBworqxvd5BYwB8ar5dVQNJLyrPbzJyfEY/7nx6wW1Qs8hzClR5snmuY4DsN7dMPwHt3a9L6EkK6Fgl8H0Bw9ah34aomi+bMWWjCmB2YNi8SJS+XwkAhIivGHVOBRbTDhvo8P40qFzhLsrlZUN/m+PGduRe45X4JgHzmuVemtgibHAf4KGUbcCEBj44Pw6UNJeG3rWeRc04DngEl9g/H8Xf06Rc5QQgipj4JfBxCUypvbF9XF8xCUfo1er9Fo4O1t3tetvLzcKr2Zr4cU43t1tzp/y+lCXKq33KGpOJhnkB66WIajOddhYsyyQSzHmccJJTyP/80eCGmddYET+wZjQp/uKNca4CHloZDRPy1CSOdFP6E6gN+Me6C118ITRfjdM73Nn5d+tRISnnO4Lq7uEgkOgEzCQW+0PddUZ5ZLYoQScUHeiAxQYNbQSIT5edqcz3EcArw6QXZsQghpBAW/DuB7113QHD6Cyo0bgRuzNWEyQTnzXvhMndrmzwv0ljnc3shbJmBApB9O5lfA11OCWUOj8OiYHrhSocOmUwV4b1e2zTUigHNFavywaFSn3hmdEEKaioJfB+B4HqGvvQq/+2aiatcuMFEE7+OLmkuXUPTvf8Nn4kR4JSe32XT9ewZH4O2dWaifC4wDoFRIcTinDB5SAaN7BkImcHhvdzYSw5WW/eTstRj1RhE6g4mCHyHELVDw6yAcx0ExeDA8+vXD5YWLoD1yxNIKrPjhR/jecQfC/vtGqxe/A+a1b+/OHoQl61NhNDFwdbo5a2d8amtM+OnkVQDm/J+mG4vfHXWVRvh7wteD/rkQQtwD/TTrYOXrvr05/ldnBqhqyxaIGg08+idCedddkEVGtuo5d/QPxci4bvgtowiqagN+yyhC+pUKmOzEttpjJWo9fDwk0NaYbNYB/n1CPC0kJ4S4DerD6mCVv/5q0x1Zq2rvXpS+/wEuTpqM8u+/b/WzArxkmDs8CovGxuFsocpu4KvLJDJo9EZMTQiB5MbC8VClB/57b3/8eUhEwxcTQogLoZZfBxO1DSxBYMwSGIueXwGvUaMgi4iAIAiYOnUqSkpKLOnNmstbLoHe2HiqMZEBUxNC8NTEePh4SNHNS+b0DW4JIaStUcuvg3mPGXNzxmdDOA6qzZsBmNOb/fLLL3juuecs6c2aa2ZS07tRH1uXitvf3ItlG9JRVWNs0fMIIaQzo+DXwbr95WEIPj6NB0Ceh6lS1fA5zXBHYkizzmcAdmQW488fHoK62n7ianekqzHh55NX8M7OC9h0qgB6o/3cpoQQ10bdnh1MGhqKmB9/QOmHH0H9++8Qq6rspz4zGqEYMrjNnusoQXVDGICskiok/2c3flg00u13Sj9bqMIDnx1FmabGkiQgVOmBdQtGtMmehISQzoNafk4gi4hA2KuvoNfRI4j85JOb2zHU4nl4JPSD97hxAMzpzfz8/DBr1ixoNI736mtI7xBfSIWWjd2pdAYsWZ/WomtdhSgyLPzqBCq05nHR2iUfJWo9Hq+3ewYhxPVR8HMy79G3InLVKnj06wcA4Dw94T97NqLWrAEnudkw12q10Ov1LX6OUiHFX26NtTnOccCUhIa7REUAZwpUuHitqsXP7+xO5Jcj/7rWZkasSWTIKFDhQrHaOQUjhLQL6vbsBLxH3wrv0beCGY2AILTberpnp/SGr6cUn+7LQaXOAC+5gIdGxuDvE+Lx17XHcTC7tMEtj9TV7jv5payq4ZmwZVU1QMPbLhJCXAgFv06kbkuvPfA8h8fG98TCMT1QqTPA11Nq2Znh3dmD8PAXx5F2ucLutV5yAb3ceMyvf4QSHGd/CaZU4NAn1H3rTkhXRN2eXZBE4NHNW261JZG/lwwbH7vVZlZobRv07xPi3XpvvjA/T9yXFAl7je6Hb42Fn4J2qyDEnVDLj1h5d85g9I/IwecHc1Gs0iMm0Av/b1xcs9YJuqqXpycgyFuOtYfyoNYb4ecpxYIxPfDo2DhnF40Q0sYo+BErAs9h4dg4LBwbB8ZYl8rnKRV4PD25F5ZMuAWqaiOUnlIIlN2GELdEwc8F8DyPMWPGoKysDHwjuz4wxlCkqgYAhPh6OAxeuhoTcks1CPCSIURpP2tMVwp8dUkEnjblJcTNUfBzMm1qKsq/+hr6nIuQ94iD/4MPQDFokNU5np6e2LlzJ1JSUuDpabuDeq0/8q5j+cYMnCsyT8vvHeKDl6YnYGhMgOUcxhg+3HMRH+zOtix8T+4ZiP/OHOAwCBJCiLuhCS9OVLlpMy7NvR+qbdugP3ceqm3bcGnu/ajctKnZ98ouqcL9nx21Wo92oViN+1cdRXbJzWOrD+Tiv9vOW2V8OZRThrmfHYHRJLauQoQQ4iIo+DmJWF2NohdeMM+tr01vZjIBjKHoxZcgNnNB+5qDuTCKzGqdnsgAE2NYfSDPfHvR3OqrzyQy5FzTYNe5kpZWhxBCXAoFPyfRpaWZ83raIarV0J28mVJLo9EgLCwMDz30kMP0ZmmXK2w2oAXMge3UlQoAwHVNDa5r7C/mFngO54soiwkhpGug4Ock1WfPNnxCvckmpaWlUKkc7/IQqvS0OzNR4DiE+prH8nw9JfCQ2n/lJpEh1M/xeCIhhLgTCn5OUp1xxvGHPA/PepNeGnP/iCj7LT/GcP+IKACAXCJg9tAo1I+RPAcoPaX4UzO3PSKEEFdFwc9JTJUVDj8TlErwcnmz7tcv1BfzRkWD48xZWTiYG49PTYzHbb1vJqX859TeuL2PdZJKfy8Zvnh4KBQymvxLCOka6Kedk3j2HwDNocOAWG+GJc/DKzm5yfcpqNDhmR9P40B2KQDAWy5gTHwQRvbohtv7BCOsXlemh1TAqoeScK5IhdOXKxHgJcOY+CDIJPR7ECGk66CfeE7iP2c2eB8fm7E9iCIUw4c16R56owmzPz2CwzlllmNVehNS0osgEXibwFdX7xBf3Dc0EhP6BlPgI4R0OfRTzwFDcQlKP12FohdfQvn67yG2cBNZRyRBQfCdPNl2GwGOQ/HLr8BUUdHoPbadKTbvQWdnrO+9XVlg9rYoIIQQQt2e9lTt24crix8376/H84DRiNL330f0V19CFhPTJs9gogjV1q12PmBg1dWo3LIFAfffD8Cc3mzIkCGorKy0Sm92rlAFCc9Zdh2vq6CiGtoaE7zk9IoJIaQ+avnVI2q1uPrUUjCDwTweZzRv4Gq8fh0F/7eszZ7Dqqshqh2sqxMEGIuKLN96enri8OHDWLlypVV6sxClB0wOWnfecgk8pO67BREhhLQGBb96qvbtMy8+rx9UTCboTp6EobCwTZ7DeXpCEhpq/0OjEfL4+EbvcfeAMHhKBbtLFx4YEW133d+pyxWYv+YYei3fikEvbsdLmzOhrja0pAqEEOKyKPjV4yjrSi2To9ZaM3Ech8BFi2w/EARIw8LgM2lSo/fwU8iwet5Q+HhIrY5P6huCv0+8xeb801cqcO/Hh7D/Qin0RhHlWgPWHMzFnE+PoMZoP68nYwxnCipx+GIZKnUUJAkh7oEGhOrxHDzE4WeCnx/kbTTmBwB+982EqNWi9IMPLEFXMXgwQl97zWqdn1arRd++faHVapGVlQWlUmn5bGRcNxz9v9ux+1wJyrUGDI72Q+8QX7vPe3P7BYgirLpKRQZkFKjw25ki3D0gzOr8c0UqLF6XiuwSc9nkEh6LxsZhyYRbuux2R4QQ90DBrx55j1go75mOyo2/3Oz65DiAMQQtWQJO1nb7vHEch24Pz4f/3Dmoyc2FoFRCaqcrlDGGS5cuWb6uz0MqYGqigy7UOo7klNkdI5TwHA5fLLMKflV6I+Z8egSqOq09vVHE/37PQoCXDPNGxTSlioQQ0ilRt6cdoS+9hKAnn4QQFARwHGRxcQhbuRL+s2e1y/N4uRwevXvbDXxtydPBBBgG8+L4un5NK0CF1gCTnfk0H++13RmCEEJcCbX87OAkEgQuWojARQvBGHObLr4/D4nAmoO5qL8ywiQyTBsYbnXs4rUqCA6WURRWVsNgEiEV6HcnQohrop9ejXCXwAcAT064BX1CzeOBEp6zzAZ9amI8EsKVVudGd1M4XEYR5C2HxM5MUkIIcRXU8utCfD2k2PD/bsXWjEIcybkOb7mAuweEIzFCaXPutAHh+O+289DojTYtxUeSY93qlwJCSNdDwa+LkUl4TBsYbtPNWZ9SIcVXfx2OR78+gcLKagDm9YPzR8VgQXKPjigqIYS0Gwp+LoDjOPTp0wdVVVXt2uIqrNRhf1YppAKH8b26Y2CkHw48exv+yLuOSp0BAyP90P3GxriEEOLKKPi5AIVCgVOnTiElJQUKhaLN788Yw1s7LuCD3dmWLk6ZwOOl6f0wa2gUhvfo1ubPJIQQZ6IJLwSbThfivV3ZVmN7NSYR//wpHaevVDitXIQQ0l4o+BF8eSjPJj8oAPA8h2+P5Xd8gQghpJ1Rt6cL0Gq1SEpKQlVVFcaNG2eV3qwtFFTobGZ0Aub1fwUV1W36LEII6Qwo+LkAxhjOnj1r+bqt9QtXolitt9kUV+A4y7pAQghxJ52621Ov12PgwIHgOA5paWnOLo7bWjimhzmTTZ1jPGdeFvHAiCinlYsQQtpLpw5+zzzzDMLCwho/kbRKUkwAPn5gCEL9bi5juKW7N9YtGI4I/7afXUoIIc7Wabs9t27diu3bt+Onn37C1q1bnV0ctzepXwgm9AlGTmkVpAKPqAAFZXEhhLitThn8iouLsWDBAmzcuLHJ69r0ej30er3le5VKBQAwGAwwGFx7E9a65W/v+kT7m1t/RqOx3Z7hSG29XP19NYTq6B6ojq7DUfk7XfBjjGH+/PlYtGgRkpKSkJeX16TrXnvtNbzwwgs2x7dv394uC8M7UnX1zRmXu3btgoeHe2dZ2bFjh7OL0O6oju6B6tj5abVau8c51h7TB+1YsWKF3eBU1/Hjx3Ho0CGsX78e+/btgyAIyMvLQ2xsLFJTUzFw4ECH19pr+UVGRqK0tBS+vq49Y1Gr1aJ///7Q6XTIzMxs86UOnYXBYMCOHTswceJESKVSZxenXVAd3QPV0XWoVCoEBgaisrLSKhZ0WMtv8eLFmD17doPnxMTE4OWXX8aRI0cgl8utPktKSsL999+PtWvX2r1WLpfbXAMAUqnUpV8cACiVSmRnZyMlJQVKpdLl69MYd3hnjaE6ugeqY+fnqOwdFvwCAwMRGBjY6HnvvvsuXn75Zcv3BQUFmDx5MtavX4/hw4e3ZxEJIYR0EZ1uzC8qynpdmbe3NwAgLi4OERERzigSIYQQN9Ppgh+xpdPpkJycjMrKSowfP96luyAIIaQz6PTBLyYmpl1SerkSURRx4sQJy9eEEEJap1NneCGEEELaAwU/QgghXQ4FP0IIIV0OBT9CCCFdDgU/QgghXU6nn+1JzAIDA1FTU+PsYhBCiFug4OdkTBShOXQYmgMHwMnl8J0yGR59+lid4+XlhYKCAqSkpMDLy8tJJSWEEPdBwc+JWE0NLj+2GJr9+wGJBGAMZZ98gm6LFqL7kiXOLh4hhLgtGvNzoutffgnNgQPmb4xGwGQCAJR9/Ak0x445sWSEEOLeKPg5UcVPPwP2stcIAip/+cXyrU6nw4QJE7Bs2TLodLoOLCEhhLgn6vZ0ItON3eZtiCJElbrOtyL27dtn+ZoQQkjrUMvPibyGDwcEwe5niqQhHVwaQgjpOij4OVG3hQvBSSQAX+c1CAKkoaFQzpjhvIIRQoibo+DnRB694hH9zTfwGjkS4DhwMhl877wD0d9+C8HHx9nFI4QQt0Vjfk7mmdAPUas/AxNFcwDkOGcXiRBC3B4Fv06C46kRTgghHYWCn4tQKBQw3VgHSAghpHUo+LkALy8vVFRUUHozQghpI9TXRgghpMuh4EcIIaTLoW5PF1BdXY0ZM2agpKQEt912G6RSqbOLRAghLo2CnwswmUzYunWr5WtCCCGtQ92ehBBCuhwKfoQQQrocCn6EEEK6HAp+hBBCuhwKfoQQQroct53tyW7skK5ytGGsC9FoNJavVSoVeDfNA2owGKDVaqFSqdx2OQfV0T1QHV1HbQyojQm13Db4qdXmndAjIyOdXJK2FR0d7ewiEEKIy1Gr1VAqlZbvOVY/HLoJURRRUFAAHx8ft9gmSKVSITIyEpcvX4avr6+zi9MuqI7ugeroHtyljowxqNVqhIWFWfWauW3Lj+d5REREOLsYbc7X19el/yE2BdXRPVAd3YM71LFui6+Wew4eEUIIIQ2g4EcIIaTLoeDnIuRyOZ5//nnI5XJnF6XdUB3dA9XRPbh7Hd12wgshhBDiCLX8CCGEdDkU/AghhHQ5FPwIIYR0ORT8CCGEdDkU/FzEhx9+iNjYWHh4eGDIkCHYv3+/s4vUZlasWAGO46z+hISEOLtYrbJv3z7cddddCAsLA8dx2Lhxo9XnjDGsWLECYWFh8PT0xLhx43DmzBnnFLaFGqvj/Pnzbd7riBEjnFPYFnjttdcwdOhQ+Pj4oHv37pg+fTrOnz9vdY6rv8em1NHV36MjFPxcwPr167FkyRIsW7YMqampSE5OxtSpU5Gfn+/sorWZfv36obCw0PInPT3d2UVqFY1GgwEDBuD999+3+/kbb7yBt956C++//z6OHz+OkJAQTJw40ZKT1hU0VkcAmDJlitV7TUlJ6cASts7evXvx2GOP4ciRI9ixYweMRiMmTZpklWje1d9jU+oIuPZ7dIiRTm/YsGFs0aJFVsd69+7N/vnPfzqpRG3r+eefZwMGDHB2MdoNALZhwwbL96IospCQEPb6669bjlVXVzOlUsk+/vhjJ5Sw9erXkTHG5s2bx6ZNm+aU8rSHkpISBoDt3buXMeae77F+HRlzv/dYi1p+nVxNTQ1OnDiBSZMmWR2fNGkSDh065KRStb2srCyEhYUhNjYWs2fPRk5OjrOL1G5yc3NRVFRk9U7lcjnGjh3rVu8UAPbs2YPu3bsjPj4eCxYsQElJibOL1GKVlZUAgICAAADu+R7r17GWO73HWhT8OrnS0lKYTCYEBwdbHQ8ODkZRUZGTStW2hg8fji+//BLbtm3DqlWrUFRUhFGjRqGsrMzZRWsXte/Nnd8pAEydOhXffPMNdu3ahTfffBPHjx/HbbfdBr1e7+yiNRtjDE899RRGjx6NhIQEAO73Hu3VEXCv91iX2+7q4G7qb8vEGHOLrZoA8/9ctRITEzFy5EjExcVh7dq1eOqpp5xYsvblzu8UAGbNmmX5OiEhAUlJSYiOjsaWLVswY8YMJ5as+RYvXozTp0/jwIEDNp+5y3t0VEd3eo91UcuvkwsMDIQgCDa/SZaUlNj8xukuvLy8kJiYiKysLGcXpV3UzmTtSu8UAEJDQxEdHe1y7/Xxxx/Hr7/+it27d1ttk+ZO79FRHe1x1fdYHwW/Tk4mk2HIkCHYsWOH1fEdO3Zg1KhRTipV+9Lr9Th79ixCQ0OdXZR2ERsbi5CQEKt3WlNTg71797rtOwWAsrIyXL582WXeK2MMixcvxs8//4xdu3YhNjbW6nN3eI+N1dEeV3uPDjlxsg1pou+++45JpVK2evVqlpmZyZYsWcK8vLxYXl6es4vWJpYuXcr27NnDcnJy2JEjR9idd97JfHx8XLp+arWapaamstTUVAaAvfXWWyw1NZVdunSJMcbY66+/zpRKJfv5559Zeno6mzNnDgsNDWUqlcrJJW+6huqoVqvZ0qVL2aFDh1hubi7bvXs3GzlyJAsPD3eZOj766KNMqVSyPXv2sMLCQssfrVZrOcfV32NjdXSH9+gIBT8X8cEHH7Do6Ggmk8nY4MGDraYiu7pZs2ax0NBQJpVKWVhYGJsxYwY7c+aMs4vVKrt372YAbP7MmzePMWaeJv/888+zkJAQJpfL2ZgxY1h6erpzC91MDdVRq9WySZMmsaCgICaVSllUVBSbN28ey8/Pd3axm8xe3QCwNWvWWM5x9ffYWB3d4T06QlsaEUII6XJozI8QQkiXQ8GPEEJIl0PBjxBCSJdDwY8QQkiXQ8GPEEJIl0PBjxBCSJdDwY8QQkiXQ8GPEEJIl0PBjxA3FBMTg3feeafJ5+fl5YHjOKSlpbVbmQjpTCj4EeKGjh8/jr/97W9tes8vvvgCfn5+bXpPQpyF9vMjxA0FBQU5uwiEdGrU8iOkE9i0aRP8/PwgiiIAIC0tDRzH4R//+IflnIULF2LOnDkAgEOHDmHMmDHw9PREZGQknnjiCWg0Gsu59bs9z507h9GjR8PDwwN9+/bFzp07wXEcNm7caFWOnJwcjB8/HgqFAgMGDMDhw4cBAHv27MHDDz+MyspKcBwHjuOwYsWK9vnLIKQDUPAjpBMYM2YM1Go1UlNTAQB79+5FYGAg9u7dazlnz549GDt2LNLT0zF58mTMmDEDp0+fxvr163HgwAEsXrzY7r1FUcT06dOhUChw9OhRfPrpp1i2bJndc5ctW4ann34aaWlpiI+Px5w5c2A0GjFq1Ci888478PX1RWFhIQoLC/H000+3/V8EIR3F2dtKEELMBg8ezFauXMkYY2z69OnslVdeYTKZjKlUKlZYWMgAsLNnz7IHH3yQ/e1vf7O6dv/+/YzneabT6RhjjEVHR7O3336bMcbY1q1bmUQiYYWFhZbzd+zYwQCwDRs2MMYYy83NZQDYZ599ZjnnzJkzlmcyxtiaNWuYUqlsp9oT0rGo5UdIJzFu3Djs2bMHjDHs378f06ZNQ0JCAg4cOIDdu3cjODgYvXv3xokTJ/DFF1/A29vb8mfy5MkQRRG5ubk29z1//jwiIyMREhJiOTZs2DC7Zejfv7/l69qduktKStq4poQ4H014IaSTGDduHFavXo1Tp06B53n07dsXY8eOxd69e1FeXo6xY8cCMHdjLly4EE888YTNPaKiomyOMcbAcVyTyiCVSi1f115TOw5JiDuh4EdIJ1E77vfOO+9g7Nix4DgOY8eOxWuvvYby8nI8+eSTAIDBgwfjzJkz6NmzZ5Pu27t3b+Tn56O4uBjBwcEAzEshmksmk8FkMjX7OkI6I+r2JKSTUCqVGDhwIL7++muMGzcOgDkgnjx5EhcuXLAce/bZZ3H48GE89thjSEtLQ1ZWFn799Vc8/vjjdu87ceJExMXFYd68eTh9+jQOHjxomfDS1BYhYJ5BWlVVhd9//x2lpaXQarWtqi8hzkTBj5BOZPz48TCZTJZA5+/vj759+yIoKAh9+vQBYB6X27t3L7KyspCcnIxBgwbhueees4zR1ScIAjZu3IiqqioMHToUjzzyCJYvXw4A8PDwaHLZRo0ahUWLFmHWrFkICgrCG2+80brKEuJEHGOMObsQhJCOdfDgQYwePRrZ2dmIi4tzdnEI6XAU/AjpAjZs2ABvb2/ccsstyM7OxpNPPgl/f38cOHDA2UUjxClowgshXYBarcYzzzyDy5cvIzAwEBMmTMCbb77p7GIR4jTU8iOEENLl0IQXQgghXQ4FP0IIIV0OBT9CCCFdzv8HTG+yvQP53MMAAAAASUVORK5CYII=", "text/plain": [ "
" ] @@ -2049,7 +2179,7 @@ }, { "cell_type": "code", - "execution_count": 30, + "execution_count": 34, "id": "800e11ac-af86-400c-9e6a-c409548e25d1", "metadata": {}, "outputs": [ @@ -2181,7 +2311,7 @@ "[3838548 rows x 3 columns]" ] }, - "execution_count": 30, + "execution_count": 34, "metadata": {}, "output_type": "execute_result" } @@ -2212,7 +2342,7 @@ }, { "cell_type": "code", - "execution_count": 31, + "execution_count": 35, "id": "6892b3b0-f251-4604-be01-8ae0d27b87c0", "metadata": {}, "outputs": [ @@ -2331,7 +2461,7 @@ "[7318 rows x 3 columns]" ] }, - "execution_count": 31, + "execution_count": 35, "metadata": {}, "output_type": "execute_result" } @@ -2371,7 +2501,7 @@ }, { "cell_type": "code", - "execution_count": 32, + "execution_count": 36, "id": "d005de65", "metadata": {}, "outputs": [ @@ -2396,125 +2526,110 @@ " \n", " \n", " \n", - " ADIPOGENESIS\n", - " APOPTOSIS\n", - " COMPLEMENT\n", - " DNA_REPAIR\n", - " E2F_TARGETS\n", - " EPITHELIAL_MESENCHYMAL_TRANSITION\n", - " ESTROGEN_RESPONSE_LATE\n", - " FATTY_ACID_METABOLISM\n", - " G2M_CHECKPOINT\n", - " GLYCOLYSIS\n", - " ...\n", - " MYC_TARGETS_V2\n", - " OXIDATIVE_PHOSPHORYLATION\n", - " P53_PATHWAY\n", - " PEROXISOME\n", - " PI3K_AKT_MTOR_SIGNALING\n", - " PROTEIN_SECRETION\n", - " SPERMATOGENESIS\n", - " TNFA_SIGNALING_VIA_NFKB\n", - " UV_RESPONSE_DN\n", - " UV_RESPONSE_UP\n", + " Term\n", + " Set size\n", + " Overlap ratio\n", + " p-value\n", + " FDR p-value\n", + " Odds ratio\n", + " Combined score\n", + " Features\n", " \n", " \n", " \n", " \n", - " T cell\n", - " 4.795674e-12\n", - " 8.795669e-22\n", - " 1.148967e-13\n", - " 1.148967e-13\n", - " 4.413502e-38\n", - " 4.795674e-12\n", - " 4.795674e-12\n", - " 8.303947e-09\n", - " 8.164673e-35\n", - " 4.915842e-25\n", - " ...\n", - " 1.997600e-10\n", - " 4.915842e-25\n", - " 2.747126e-15\n", - " 8.303947e-09\n", - " 4.795674e-12\n", - " 1.997600e-10\n", - " 4.795674e-12\n", - " 1.900283e-36\n", - " 8.303947e-09\n", - " 1.148967e-13\n", + " 0\n", + " ADIPOGENESIS\n", + " 200\n", + " 0.025000\n", + " 0.529927\n", + " 0.684847\n", + " 1.137499\n", + " 0.722331\n", + " ACAA2;MRPL15;NMT1;PPM1B;TALDO1\n", + " \n", + " \n", + " 1\n", + " ALLOGRAFT_REJECTION\n", + " 200\n", + " 0.030000\n", + " 0.351911\n", + " 0.527867\n", + " 1.347138\n", + " 1.406920\n", + " CSK;FGR;GBP2;PTPN6;STAT4;TNF\n", + " \n", + " \n", + " 2\n", + " ANDROGEN_RESPONSE\n", + " 100\n", + " 0.020000\n", + " 0.698206\n", + " 0.778368\n", + " 1.030255\n", + " 0.370109\n", + " HERC3;RPS6KA3\n", + " \n", + " \n", + " 3\n", + " APICAL_JUNCTION\n", + " 200\n", + " 0.010000\n", + " 0.955563\n", + " 0.955563\n", + " 0.513817\n", + " 0.023355\n", + " ACTG1;CERCAM\n", + " \n", + " \n", + " 4\n", + " APICAL_SURFACE\n", + " 44\n", + " 0.022727\n", + " 0.658551\n", + " 0.778368\n", + " 1.397074\n", + " 0.583576\n", + " ADAM10\n", " \n", " \n", "\n", - "

1 rows × 31 columns

\n", "" ], "text/plain": [ - " ADIPOGENESIS APOPTOSIS COMPLEMENT DNA_REPAIR E2F_TARGETS \\\n", - "T cell 4.795674e-12 8.795669e-22 1.148967e-13 1.148967e-13 4.413502e-38 \n", - "\n", - " EPITHELIAL_MESENCHYMAL_TRANSITION ESTROGEN_RESPONSE_LATE \\\n", - "T cell 4.795674e-12 4.795674e-12 \n", - "\n", - " FATTY_ACID_METABOLISM G2M_CHECKPOINT GLYCOLYSIS ... \\\n", - "T cell 8.303947e-09 8.164673e-35 4.915842e-25 ... \n", - "\n", - " MYC_TARGETS_V2 OXIDATIVE_PHOSPHORYLATION P53_PATHWAY PEROXISOME \\\n", - "T cell 1.997600e-10 4.915842e-25 2.747126e-15 8.303947e-09 \n", + " Term Set size Overlap ratio p-value FDR p-value \\\n", + "0 ADIPOGENESIS 200 0.025000 0.529927 0.684847 \n", + "1 ALLOGRAFT_REJECTION 200 0.030000 0.351911 0.527867 \n", + "2 ANDROGEN_RESPONSE 100 0.020000 0.698206 0.778368 \n", + "3 APICAL_JUNCTION 200 0.010000 0.955563 0.955563 \n", + "4 APICAL_SURFACE 44 0.022727 0.658551 0.778368 \n", "\n", - " PI3K_AKT_MTOR_SIGNALING PROTEIN_SECRETION SPERMATOGENESIS \\\n", - "T cell 4.795674e-12 1.997600e-10 4.795674e-12 \n", - "\n", - " TNFA_SIGNALING_VIA_NFKB UV_RESPONSE_DN UV_RESPONSE_UP \n", - "T cell 1.900283e-36 8.303947e-09 1.148967e-13 \n", - "\n", - "[1 rows x 31 columns]" + " Odds ratio Combined score Features \n", + "0 1.137499 0.722331 ACAA2;MRPL15;NMT1;PPM1B;TALDO1 \n", + "1 1.347138 1.406920 CSK;FGR;GBP2;PTPN6;STAT4;TNF \n", + "2 1.030255 0.370109 HERC3;RPS6KA3 \n", + "3 0.513817 0.023355 ACTG1;CERCAM \n", + "4 1.397074 0.583576 ADAM10 " ] }, - "execution_count": 32, + "execution_count": 36, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Infer enrichment with ora using significant deg\n", - "top_genes = results_df[results_df['padj'] < 0.05].reset_index()\n", - "top_genes['group'] = 'T cell'\n", + "top_genes = results_df[results_df['padj'] < 0.05]\n", "\n", "# Run ora\n", "enr_pvals = dc.get_ora_df(\n", " df=top_genes,\n", " net=msigdb,\n", - " groupby='group',\n", - " features='gene_symbol',\n", " source='geneset',\n", " target='genesymbol'\n", ")\n", "\n", - "enr_pvals" - ] - }, - { - "cell_type": "markdown", - "id": "03908bac", - "metadata": {}, - "source": [ - " We can then transform these p-values to their -log10 (so that the higher the value, the more significant the p-value).\n", - " We will also set 0s to a minimum p-value so that we do not get infinites." - ] - }, - { - "cell_type": "code", - "execution_count": 33, - "id": "0adf39bc", - "metadata": {}, - "outputs": [], - "source": [ - "# Set 0s to min p-value\n", - "enr_pvals.values[enr_pvals.values == 0] = np.min(enr_pvals.values[enr_pvals.values != 0])\n", - "\n", - "# Log-transform\n", - "enr_pvals = -np.log10(enr_pvals)" + "enr_pvals.head()" ] }, { @@ -2527,15 +2642,15 @@ }, { "cell_type": "code", - "execution_count": 34, - "id": "a4882f20-8837-4cc9-9691-4092b8022706", + "execution_count": 37, + "id": "89436383", "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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", "text/plain": [ - "
" + "
" ] }, "metadata": {}, @@ -2543,7 +2658,7 @@ } ], "source": [ - "dc.plot_barplot(enr_pvals, 'T cell', top=25, vertical=True)" + "dc.plot_dotplot(enr_pvals, x='Combined score', y = 'Term', s='Odds ratio', c = 'FDR p-value', scale = 0.5, figsize=(7,10))" ] }, { @@ -2556,15 +2671,15 @@ }, { "cell_type": "code", - "execution_count": 35, + "execution_count": 38, "id": "94982f2c-2256-47a2-86ce-35184c3ecf2a", "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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", 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" ] }, "metadata": {}, @@ -2573,15 +2688,15 @@ ], "source": [ "# Plot\n", - "dc.plot_volcano(logFCs, pvals, 'T cell', name='E2F_TARGETS', net=msigdb, top=10, sign_thr=0.05, lFCs_thr=0.5, source='geneset', target='genesymbol', weight=None)" + "dc.plot_running_score(results_df, stat='stat', net=msigdb, source = 'geneset', target='genesymbol', set_name='MYC_TARGETS_V1')" ] } ], "metadata": { "kernelspec": { - "display_name": "dcp39", + "display_name": "scanpy", "language": "python", - "name": "dcp39" + "name": "python3" }, "language_info": { "codemirror_mode": { @@ -2593,7 +2708,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.9.15" + "version": "3.11.4" } }, "nbformat": 4,