diff --git a/WCT_analysis.ipynb b/WCT_analysis.ipynb index 92508d41756207424e945121424bf83b6c641aae..cb0182d593ecadd4435a0565b9ac5329ee29a260 100644 --- a/WCT_analysis.ipynb +++ b/WCT_analysis.ipynb @@ -35,8 +35,9 @@ "import matplotlib.pyplot as plt\n", "from matplotlib.patches import Patch\n", "\n", - "from WCT_analysis_utils import (run_SIGID, plot_wct_grid,\n", - " categories_multi_dates, pairwise_tests, get_stars)\n", + "from WCT_analysis_utils import (run_SIGID, plot_wct_grid, mandelbrot_law_fit,\n", + " mandelbrot_zipf, categories_multi_dates, pairwise_tests, get_stars, \n", + " confidence_ellipse)\n", "\n", "path_audio_folder = \"/media/loic/Extreme SSD/Acoustique\"" ] @@ -111,7 +112,7 @@ "name": "stderr", "output_type": "stream", "text": [ - "SIGID interval: 100%|██████████| 2/2 [00:06<00:00, 3.43s/it]" + "SIGID interval: 100%|██████████| 2/2 [00:03<00:00, 1.73s/it]" ] }, { @@ -225,33 +226,284 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "## SWT data summary" + "## SWT data summary\n", + "### Overview" ] }, { - "cell_type": "markdown", + "cell_type": "code", + "execution_count": 7, "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Mean duration (WCTs): 0.88\n", + "Mean duration (isolated whistles): 0.52\n" + ] + } + ], "source": [ - "### Zipf's law" + "print(f\"Mean duration (WCTs): {results_df[results_df.category != -1].duration.mean():.2f}\")\n", + "print(f\"Mean duration (isolated whistles): {results_df[results_df.category == -1].duration.mean():.2f}\")" ] }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "135" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "results_df[(results_df['is_SW'] == 0) &(results_df['category'] != -1)].category.nunique()" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Among all whistles:\n", + "\tNSWTs represent 62.50% of WCTs (135/216).\n", + "\tSWTs represent 37.50% of WCTs (81/216).\n", + "\tNSWs represent 6.65% of whistles (770/11575).\n", + "\tSWs represent 6.04% of whistles (699/11575).\n" + ] + } + ], + "source": [ + "print(\"\\nAmong all whistles:\")\n", + "print(f\"\\tNSWTs represent {100*results_df[(results_df['is_SW'] == 0) & (results_df['category'] != -1)].category.nunique()/(results_df.category.nunique()-1):.2f}% of WCTs ({results_df[(results_df['is_SW'] == 0) &(results_df['category'] != -1)].category.nunique()}/{results_df.category.nunique()-1}).\")\n", + "print(f\"\\tSWTs represent {100*results_df[results_df[the_interval]].category.nunique()/(results_df.category.nunique()-1):.2f}% of WCTs ({results_df[results_df[the_interval]].category.nunique()}/{results_df.category.nunique()-1}).\")\n", + "print(f\"\\tNSWs represent {100*len(results_df[(results_df['is_SW'] == 0) & (results_df['category'] != -1)])/len(results_df):.2f}% of whistles ({len(results_df[(results_df['is_SW'] == 0) & (results_df['category'] != -1)])}/{len(results_df)}).\")\n", + "print(f\"\\tSWs represent {100*results_df[the_interval].sum()/len(results_df):.2f}% of whistles ({results_df[the_interval].sum()}/{len(results_df)}).\")\n" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "100%|██████████| 11575/11575 [00:05<00:00, 2124.03it/s]\n" + ] + } + ], + "source": [ + "# What about the ID of each group of dolphin ?\n", + "group_ID_datetime = pd.read_csv(\n", + " \"./resources/DF-whistles/group_ID_datetime.csv\", \n", + " parse_dates=[\"datetime_utc\"])\n", + "results_df[\"ID_group\"] = None\n", + "\n", + "for row_id, row in tqdm(results_df.iterrows(), total=len(results_df)):\n", + " corr_row = group_ID_datetime[group_ID_datetime[\"datetime_utc\"] <= row[\"start_dt\"]].iloc[-1]\n", + " results_df.loc[row_id, \"ID_group\"] = corr_row[\"ID_group\"]" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Average number of sequences associated to a specific WCT: 1.57\n", + "Average number of sequences associated to a specific SWT: 1.06\n" + ] + } + ], + "source": [ + "# is each WCT or SWT specific to a specific sequence\n", + "print(f\"Average number of sequences associated to a specific WCT: {results_df[results_df['is_SW']==0].groupby('category')['sequence'].nunique().mean():.2f}\")\n", + "print(f\"Average number of sequences associated to a specific SWT: {results_df[results_df['is_SW']==1].groupby('category')['sequence'].nunique().mean():.2f}\")" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Average number of groups associated to a specific WCT: 1.28\n", + "Average number of groups associated to a specific SWT: 1.07\n" + ] + } + ], + "source": [ + "# is each WCT or SWT specific to a specific sequence\n", + "print(f\"Average number of groups associated to a specific WCT: {results_df[results_df['is_SW']==0].groupby('category')['ID_group'].nunique().mean():.2f}\")\n", + "print(f\"Average number of groups associated to a specific SWT: {results_df[results_df['is_SW']==1].groupby('category')['ID_group'].nunique().mean():.2f}\")\n", + "\n", + "# very slight difference but overall, one SWT = 1 group of dolphin.\n", + "# But on average 1.3 sequence pour WCT. So probably shared WCTs." + ] + }, + { + "cell_type": "code", + "execution_count": 13, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "all WCTs Pareto fit: D=0.21 (p=1.06e-08, Does not fit)\n", - "NSWTs Pareto fit: D=0.27 (p=5.77e-09, Does not fit)\n", - "SWTs Pareto fit: D=0.12 (p=1.59e-01, possibly a correct fit)\n" + "SW rate (per minute): 0.85\n", + "SW rate (per minute per dolphin): 0.14\n" ] + } + ], + "source": [ + "n_SW_per_file = []\n", + "n_SW_per_file_per_dolphin = []\n", + "for year in [\"2020\", \"2021\", \"2022\"]:\n", + " for date in os.listdir(os.path.join(path_audio_folder, year)):\n", + " if date.startswith(\".\") or date.endswith(\".txt\") or date.endswith(\".xlsx\"):\n", + " continue\n", + " for file in os.listdir(os.path.join(path_audio_folder, year, date)):\n", + " if file.endswith(\".wav\") and (not file.startswith(\".\")):\n", + " table = results_df[\n", + " ((results_df['is_SW']==1) &\n", + " (results_df['file']==datetime.strptime(file[8:-4], \"%Y%m%d_%H%M%S\").strftime(\"%Y-%m-%d_%H:%M\")))\n", + " ]\n", + " if len(table) >= 1:\n", + " n_SW_per_file += [len(table)]\n", + " n_SW_per_file_per_dolphin += [len(table)/table.group_size.iloc[0]]\n", + " else:\n", + " n_SW_per_file += [0]\n", + " n_SW_per_file_per_dolphin += [0]\n", + "\n", + "print(\"SW rate (per minute):\", \"{:.2f}\".format(np.mean(n_SW_per_file)))\n", + "print(\"SW rate (per minute per dolphin):\", \"{:.2f}\".format(np.nanmean(n_SW_per_file_per_dolphin)))" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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as7W15T7Pnj2b+fj4MBsbG7ZlyxbGGGOJiYlMIBCw9evXc8sVPhe15YGCy+p6jdCmQYMGzNfXV2P6rl27GADWpUsXplKpuOlffPEF09PT46516enpTCqVsgkTJvC+HxMTwyQSicb0orbTvXt33nbatGnDBAIBmzx5MjdNoVAwJycnXnp1vb+sW7eOAWDx8fFFpuX+/fsa1+Di6HqOh4SEaKy3c+fOzNPTk+Xk5HDTVCoV8/b2ZrVq1eKmve3xuXHjBgPA9u/fz0vj+fPnNaa7uLgwAOz69evctLi4OGZkZMTmzJnDTTt69CgDwPz8/HjrLM05RAjJR9WPCalCzp49Cz09Pa60Qm3OnDlgjOHcuXO86W3atIGXlxf3uUaNGujXrx/+/vvvEqvTFXb9+nUsXrwYgwcP1igF2rFjBxYuXIiPP/4YI0eOxOnTpzFhwgQcOXIEd+7cKXa9tra2ePz4MSZPnozk5GRs3boVn376KWxsbPDDDz8UWy3x/PnzMDAw4A1rIhQKMW3atCK/M3nyZN7n9u3bIzg4mDfN2NiY+39ycjJSU1PRvn17BAYGFrsvZeXr68trp8gYw/Hjx/HRRx+BMYaEhATur3v37khNTS0xLe3atUN2djYCAgIAgNdmuW3btoiLi8PLly+5eW5ublo79tJ2vBITE5GWllbktqVSKZ4+fcqt/22Ux7EozuDBgyESibB//35u2t9//42EhASt7W4L563p06cDADc0zYkTJ6BSqTB48GBeWu3s7FCrVi34+fkBAFcS+/fff2tU5y5JYmIiLCwsNKY3aNAAjx49wogRIxAaGor169ejf//+sLW1xbZt23jLqktdb9y4ASA/D3h5ecHQ0BBt2rThqhyr56mrdOpCKpUCAP7880/I5fJil1XvR0lDR7Vv3x6xsbEICgri0u3j44P27dtz++Dv7w/GWJEltbrS5RpRFhMnTuRV327fvj2USiXCwsIA5FfpTUlJwbBhw3h5R09PD61ateLyTkk+++wz3nZatWoFxhg+++wzbpqenh6aN2/O2y9d7y/q3/f06dPl0nHf25zjSUlJuHLlCgYPHoz09HTue4mJiejevTtevnyJyMhI3nfKenyOHj0KiUSCrl278tLo5eUFMzMzjd+nfv36vLxobW2NOnXq6JSXSnMOEULyUVBLSBUSFhYGBwcHjc581NWW1A9HarVq1dJYR+3atZGVlYX4+Hjk5eUhJiaG96ct2H3+/DkGDBiAhg0bYvv27TqlVV219dKlSyUua29vjy1btiA6OhpBQUHYsGEDrK2t8f3332PHjh1Ffi8sLAz29vYwMTHhTS/YI2xBIpGIa1OnZmFhodEe6s8//0Tr1q0hEokgk8m4aosltXUsKzc3N97n+Ph4pKSk4LfffoO1tTXvb+zYsQD4Hf9oU7BdLWMMt27dQtu2bQEADRs2hLm5OW7evImcnBwEBAQUWbW0Ro0avM/qIKTwMStoyZIlSElJQe3ateHp6Ym5c+fiyZMnxaa3KOVxLIojlUrx0Ucf4cCBA9y0/fv3w9HRUWsV3sLnlIeHB4RCITckx8uXL8EYQ61atTTS++zZMy6tbm5umD17NrZv3w4rKyt0794dmzZt0jmPFfWyp3bt2ti7dy8SEhLw5MkTLFu2DPr6+pg4cSLvXGzbti0EAgFXZfTmzZtc/pBKpahfvz5vXosWLXidthXH19cXn3zyCRYvXgwrKyv069cPu3btQm5ubpH7UVJbXXVwcOPGDWRmZuLhw4do3749fHx8uKD2xo0bMDc31zqcla50vUaURUnnkvolUKdOnTTyzoULF3TO54W3o36B4uzsrDG94H7pen8ZMmQI2rZti/Hjx8PW1hZDhw7FkSNHyhzgvs05/urVKzDGsGDBAo3vqoexKvzdsh6fly9fIjU1FTY2NhrbysjIKHE7gO55qTTnECEkH7WpJeQDduvWLXTs2JE3LSQkhNdu682bN+jWrRskEgnOnj2rc++46geEpKQkndMjEAhQu3Zt1K5dG71790atWrWwf/9+jB8/Xud1FEdPT6/EZW7cuIG+ffvCx8cHmzdvhr29PQwMDLBr1y5e4FOcoh7QiyodL1gyDIB7OBwxYkSR7YMLtgPUpnHjxhCLxfD390evXr2QlJTEldQKhUK0atUK/v7+8PDwQF5eXpFBbVHHrLgSdB8fH7x+/RqnT5/GhQsXsH37dqxbtw5bt24t9W9ZHseiJKNGjcLRo0dx69YteHp64o8//sDUqVN1Gqao8G+tUqkgEAhw7tw5rcdOPTwVAKxZswZjxozhjtOMGTO4troFh9MpzNLSssQHYz09PXh6esLT0xNt2rRBx44dsX//fq5zKUtLS9StWxf+/v7IyMjAkydPeGPZent7w9/fHxEREQgPD8fw4cNLPBZqAoEAx44dw507d3DmzBn8/fffGDduHNasWYM7d+7wjoF6P7S10y/IwcEBbm5uuH79OlxdXcEYQ5s2bWBtbY2ZM2ciLCwMN27cgLe391sNL6XLNaK8160+l9R5fe/evRpDpgGAvr5uj2xFbUfb9OLO46IYGxvj+vXr8PPzw19//YXz58/j8OHD6NSpEy5cuFDqY/g257j6u19++SW6d++udZnCLznLenxUKhVsbGx4tToKKvwypCzXTrXSnEOEkHwU1BJShag7gklPT+cFl8+fP+fmF6St+ueLFy9gYmICa2trGBkZafRIW/BhKjExEd26dUNubi4uX74Me3t7ndOqrmJV+EavK3d3d1hYWCA6OrrIZVxcXODn54esrCxeae2rV6/KtE0AOH78OEQiEf7++2/eUDW7du3SWLao4NXCwgIpKSka0wuXpBfF2toaYrEYSqVSo4dbXal7lL558yb8/f1hbm7OG77F29sbhw8f5h74dO0ESFcymQxjx47F2LFjkZGRAR8fHyxatKjYoFbb8SyPY1GSHj16wNraGvv370erVq2QlZWFkSNHal325cuXvJL1V69eQaVScS+CPDw8wBiDm5sbateuXeK21YHnd999x5Wmb926VWPIrILq1q2L48eP67x/6mrDhc+ldu3aYefOnbhw4QKUSiWvIx9vb28cPHiQ64m1LPmjdevWaN26NX788UccOHAAw4cPx6FDh3h5ICQkBIBuY2+3b98e169fh5ubG5o0aQKxWIzGjRtDIpHg/PnzCAwM5MagLYquvTeXxduuW90xmo2NzTvL68Upzf1FKBSic+fO6Ny5M9auXYtly5bh22+/hZ+fH7p06VKqY/E257i7uzuA/KGb3vUx8/DwwKVLl9C2bVuNF5FlVdJx0uUcIoTko+rHhFQhvXr1glKpxMaNG3nT161bB4FAwBuTFABu377Na4v05s0bnD59Gt26dYOenh4sLCzQpUsX3p96CJ3MzEz06tULkZGROHv2rNaqzED+WLKFq0QxxriH8qLenqvdvXsXmZmZGtPv3buHxMRE1KlTp8jvdu/eHXK5nNdeUKVSYdOmTcVuszh6enoQCAS8UtXQ0FCcOnVKY1lTU1OtwauHhwdSU1N5VW6jo6Nx8uRJndPwySef4Pjx4/j333815msbBkSbdu3aIT4+Hrt27UKrVq14JVje3t4ICgrC6dOnufFHy0tiYiLvs5mZGWrWrFli1Tltx7O8jkVx9PX1MWzYMBw5cgS7d++Gp6dnkSVDhfPWL7/8AgDcuffxxx9DT08Pixcv1iiRYYxxxyYtLQ0KhYI339PTE0KhsMTj1KZNGyQnJ2u0zbtx44bW9nfq9r6Fz6V27dpBqVTip59+4qpLq3l7eyMjIwObN2+GUCgstufawpKTkzX2vUmTJgCgsW8BAQGQSCRc78XFad++PUJDQ3H48GGuOrI6bWvXroVcLi+xPa365Ze28/ZtFXU90FX37t1hbm6OZcuWaf0dyyOvF0fX+4u22jeFf19TU1MAuh3ntznHbWxs0KFDB/z6669aX4CW5zEbPHgwlEolfvjhB415CoWiTL99UcepNOcQISQfldQSUoV89NFH6NixI7799luEhoaicePGuHDhAk6fPo1Zs2ZpDCnTsGFDdO/enTekD4ASSzMAYPjw4bh37x7GjRuHZ8+e8camNTMzQ//+/QEAgYGBGDZsGIYNG4aaNWsiOzsbJ0+exM2bNzFx4kQ0a9as2O3s3bsX+/fvx4ABA7iOap49e4adO3dCJBJxYx9q079/f7Rs2RJz5szBq1evULduXfzxxx/cQ1dZSk569+6NtWvXokePHvj0008RFxeHTZs2oWbNmhrtQr28vHDp0iWsXbuWqx7ZqlUrDB06FPPmzcOAAQMwY8YMbliO2rVr69yp0YoVK+Dn54dWrVphwoQJqF+/PpKSkhAYGIhLly7pVK1bXbp2+/ZtjbE41cNn3LlzBx999FG5lmDVr18fHTp0gJeXF2QyGR48eIBjx47h888/L/Z7RR3P8jgWJRk1ahQ2bNgAPz+/YocrCgkJQd++fdGjRw/cvn0b+/btw6effsq14/Tw8MDSpUvxzTffIDQ0FP3794dYLEZISAhOnjyJiRMn4ssvv8SVK1fw+eefY9CgQahduzYUCgX27t3LPeAXp3fv3tDX18elS5e44Y8AYOXKlQgICMDHH3/MBeWBgYHYs2cPZDKZxrAoBfNHwTGBgfy2uVZWVrh9+zY8PT25jmt08fvvv2Pz5s0YMGAAPDw8kJ6ejm3btsHc3By9evXiLXvx4kWd8586YA0KCsKyZcu46T4+Pjh37hyMjIy48VGLYmxsjPr16+Pw4cOoXbs2ZDIZGjZsWKYhzgrz8vLCli1bsHTpUtSsWRM2NjbFDq1UmLm5ObZs2YKRI0eiWbNmGDp0KKytrREeHo6//voLbdu21Qg4y5Ou95clS5bg+vXr6N27N1xcXBAXF4fNmzfDycmJy1MeHh6QSqXYunUrxGIxTE1N0apVK43+A9Te5hzftGkT2rVrB09PT0yYMAHu7u6IjY3F7du3ERERgcePH5fL8fH19cWkSZOwfPlyPHr0CN26dYOBgQFevnyJo0ePYv369Rg4cGCp1tmkSRPo6elh5cqVSE1NhZGRETp16oQDBw7ofA4RQv7fe+ljmRBSJoWH9GEsf9iHL774gjk4ODADAwNWq1Yttnr1at4QBYzlDxUzbdo0tm/fPlarVi1mZGTEmjZtqjF0QFHUQxJo+ys4REZwcDAbNGgQc3V1ZSKRiJmYmDAvLy+2detWjTRp8+TJEzZ37lzWrFkzJpPJmL6+PrO3t2eDBg1igYGBvGW1DZUTHx/PPv30UyYWi5lEImFjxoxhN2/eZADYoUOHeN81NTXV2L62oWV27NjBHbO6deuyXbt2aV3u+fPnzMfHhxtGpeAQMBcuXGANGzZkhoaGrE6dOmzfvn1FDukzbdo0rccmNjaWTZs2jTk7OzMDAwNmZ2fHOnfuzH777bcij2dBmZmZTF9fnwFgFy5c0JjfqFEjBoCtXLmyyONSeNgO9bAY6uFbGNMc0mfp0qWsZcuWTCqVMmNjY1a3bl32448/csMLFVx/QcUdz7c9FowVP5wLY/lDsgiFQm6YG23H47///mMDBw5kYrGYWVhYsM8//5xlZ2drLH/8+HHWrl07ZmpqykxNTVndunXZtGnTWFBQEGMs/7wZN24c8/DwYCKRiMlkMtaxY0d26dIlnfalb9++rHPnzrxpN2/eZNOmTWMNGzZkEomEGRgYsBo1arAxY8aw169fa12Pg4MDA6D1OKqH5poyZUqxaSk8pE9gYCAbNmwYq1GjBjMyMmI2NjasT58+vOHFGGPs2bNnDIDO+8wYYzY2NgwAi42N5ab5+/szAKx9+/Yay2u7Zty6dYt5eXkxQ0NDXn4ozTVCm5iYGNa7d28mFosZAG44GPU5U3h4Fj8/P63Dufj5+bHu3bsziUTCRCIR8/DwYGPGjNE4foUVtZ2izmVt+6vL/eXy5cusX79+zMHBgRkaGjIHBwc2bNgw9uLFC966Tp8+zerXr89dg0oa3keXc1zbkD6MMfb69Ws2atQoZmdnxwwMDJijoyPr06cPO3bsWLkeH8YY++2335iXlxczNjZmYrGYeXp6sq+++opFRUVxy7i4uGgd1szX11dj2Kdt27Yxd3d3pqenx+UHXc8hQsj/CBgrQy8BhJBKTyAQYNq0ae/0zX5lderUKQwYMAD+/v5cj66ElKRp06aQyWS4fPmyxrxFixZh8eLFiI+PL7FTo/fhxo0b6NChA54/f15k04DKbtasWbh+/ToCAgLeaVtXQggh1R+1qSWEVGnZ2dm8z0qlEr/88gvMzc1LrPpMiNqDBw/w6NEjjBo1qqKTopP27dujW7duWLVqVUUnpUwSExOxfft2LF26lAJaQgghb43a1BJCqrTp06cjOzsbbdq0QW5uLk6cOIFbt25h2bJl5dZDJam+/v33XwQEBGDNmjWwt7fHkCFDKjpJOjt37lxFJ6HMLC0tkZGRUdHJIIQQUk1QUEsIqdI6deqENWvW4M8//0ROTg5q1qyJX375pcROiQgBgGPHjmHJkiWoU6cODh48yPX+TQghhJCqg9rUEkIIIYQQQgipsqhNLSGEEEIIIYSQKouCWkIIIYQQQgghVRYFtYQQQgghhBBCqiwKagkhhBBCCCGEVFkU1JJ3atGiRejfv3+R8ydPnox58+aVad0dOnTAzz//XLaEEfKePHr0qNhxOHv27InNmze/xxS9O6GhoRAIBEhJSdE6/+rVq5BKpeWyLYFAgEePHum0bMFrxY0bN+Dk5FQuaSCV0507d1C/fn2IxWJs2LDhvW+/8Dn/Ps/xlJQUCAQChIaGvpftqZmZmeGff/55J+t++fIlWrRoAbFYjDlz5ryTbRS0f/9+eHt7v/PtvK/r0ts8ZxFSlVBQS3T2008/oXXr1rxpI0aMgEgkQk5ODjdt48aN8PT01GmdW7duxcqVK0tcbsyYMZg1a1ap0ltRSvOwTSq33bt3o0mTJu90G+fOncPUqVPf6TbI/7Rv3x4REREVnYwqpaq9QPzuu+8wbNgwpKenY8aMGRWdnGp3jru6uuLUqVO8aRkZGTrf90tr5cqVaNSoEdLT07FmzZp3so2Chg8fjlu3br3z7RRUXtclbQUJuj5nEVLVUVBLdNaxY0cEBAQgIyODm3b16lW4u7vjzp073DQ/Pz906tSpIpL4QZDL5ZV63eWdvne5vx8aOpZVA2MMSqWyopPx3pR3vgwJCXlnAVZ1p1AoKjoJGt7m9/zQzqWqjH4r8rYoqCU6a9q0KczMzHDjxg0A+VWCRCIRhg0bBj8/PwD5F6Xr16+jY8eO3PeUSiU+//xzSKVS1KhRA4cPH+bmFSyBzc3Nxbhx42BlZQWJRIKGDRvi/v372LBhA/bv34/NmzfDzMwMDRo00Jq+wMBAdOzYETKZDDVr1sS2bduK3Z+DBw+icePGMDc3h4uLC3bv3s3tw5o1a+Dh4QGZTIYePXogODiY+56rqytWrVqF1q1bQywWw9fXF2/evAEAtGzZEgDg7e0NMzMzLFu2DADw4MEDtG3bFlKpFPXr18fBgwe1HgNAs/rYmDFj8Nlnn2Hw4MEwNzfH1q1bERgYiNatW8Pc3BxWVlb46KOPitzPr776Ci4uLhCLxahfvz6OHj3KzVNXB92yZQtq1KjBVbm6dOkSWrZsCalUigYNGuCPP/4ocv3a0ieXy/H999/Dw8MDlpaW6Nu3L6KiorjvCAQCrF+/HnXq1IFUKsWQIUOQmpoK4H9VWHft2oWaNWtyVbKK+32LOx5xcXEYPnw47O3t4eDggFmzZiE3N5e3/9u3b4ezszMsLS3x1VdfAQAePnyIyZMn459//oGZmRnMzMwQHh4OADh06BAaNWoEqVSKFi1a8N7qp6SkYPDgwZBKpahbty6uX79e5LED+KVgxaWnKL/88gu37HfffYcmTZpweVld0rxw4ULY2dlh6NChyMjIQL9+/WBjYwOJRAIfHx88fvwYABAfHw+RSISQkBBu/Tk5ObCwsMDdu3eLTUdBR48ehaurKywtLTF16lTk5eVpXW7fvn1o2LAhxGIxatSogQULFqDg0OkxMTEYMWIE7O3tIZVK4ePjg+zsbI31vHjxAh4eHti4cWOJaStcBbpDhw745ptv0L17d4jFYjRr1oxXjTIjIwOff/45atSoARsbG4waNYrLq0Vds7S5cOECmjdvDolEAnt7e0ydOpW3L66urli+fDlat24NExMT/Pfff8XmXW0CAgLQqVMnyGQyWFtbY/r06bztN23aFBKJBM2aNcOlS5e4eWPGjMGECRMwdOhQiMVi1KlTB1evXgUAzJkzBzdu3MC8efNgZmaGnj17AgBiY2MxePBgWFtbo0aNGvj222+5gEhbDYeS8mVSUhIGDBgACwsLSKVSeHl5ISwsTOt+pqenY+LEibC3t4e9vT0mT56MzMxMAICdnR1CQkIwbNgwmJmZ4cWLFxrfV1+zBg4cyN1T/v33X/z6669wcnKCtbW1RnXhtznnC57jxZ1/QH5J20cffVTkPbOw3NxcTJkyBTKZDG5ubjh27FiR2wY0q0Z36NABX331Fbp16wZTU1OcO3eu2Lw6aNAghIeHc8d38uTJAPg1lN7mHlpYy5YtcfXqVS7/Xbp0Saf1Fz6XCjp58iQ8PDx40+7evQupVIqcnByN/Lt27VrUqFEDYrEYrq6u2L59O/dbFS4VlUql3Lnz8OFDtGvXjjsfhw0bhsTERK37Wfi6tH//ftSqVQtisRiOjo744YcfABSff06dOoVly5bhzz//5O5ZgOYzRnHPI6XNf2PGjMG4cePQv39/mJmZoVGjRvD39+fmFy7VP3XqFFxdXXnzC/9WHTp0wNy5c9GhQweIxWK0adMGz549475T3LWnuOtIcc8ljDHMmzcPdnZ2MDc3R+3atfHnn38Wud+kkmKElELfvn3ZV199xRhj7LfffmOfffYZu3btGvPx8WGMMfbkyRMmFApZUlISY4yxhQsXMgMDA3b48GGmUCjY77//zszMzFhaWhpjjLHRo0ezmTNnMsYY+/XXX1mzZs1YcnIyU6lULCgoiIWHh2ssp+br68vWrVvHGGMsOjqayWQybjv//PMPs7e3Z5cuXdK6H3/88QeTyWTs8uXLTKlUstjYWBYYGMgYY+z3339nDg4O7MmTJyw7O5vNnj2b1a9fn8nlcsYYYy4uLszT05MFBwez7Oxs1rNnTzZ69Ghu3QDYw4cPuc/JycnM0tKSbdiwgeXl5bGrV68yU1NT5u/vr3XfkpOTGQAWEhLCzTc2Nmbnz59nSqWSZWZmsjZt2rClS5cypVLJcnJy2LVr14r8zfbt28diY2OZQqFgBw8eZEZGRiw4OJgxxpifnx8TCoVs0qRJLDMzk2VmZrLHjx8zqVTKHZsbN24wc3Nz9vz5c63r15a+uXPnsk6dOrGoqCiWm5vL5syZw9q3b887Rl5eXiwyMpIlJyezrl27sjFjxjDGGAsJCWEAWP/+/VlycjLLzMws8fct6nioVCrWqlUrNnv2bJaZmckSEhJYhw4d2Hfffcfb/y+++IJlZ2ez//77j5mYmDA/Pz/GGGO7du1ijRs35u3vX3/9xRwdHVlAQABTKpXs+PHjTCaTsYSEBMYYYyNHjmRdu3ZlycnJLDIyknl5ebHiLrUF83FJ6Sns0qVLTCqVsrt377Lc3Fy2YMECpq+vz3bt2sWlX09Pjy1ZsoTl5uayzMxMlpqayg4dOsQyMjJYdnY2mzFjBqtduzZTqVSMMcY++eQTtnDhQm4bBw4cYPXr1y8y/QWpf7uePXty+9+4cWO2aNEibv8kEgm3/NmzZ1lQUBBTqVTs4cOHzMbGhu3bt48xxphSqWTNmzdno0ePZklJSUwul7MbN26wnJwcxtj/zrO7d+8yR0dHdvjwYZ2PccE0+Pr6MkdHR/bo0SMml8vZhAkTmK+vLzd/0KBBbNiwYSw5OZllZGSwoUOHshEjRjDGir9mFXb9+nUWGBjIFAoFe/36Natbty5bunQpN9/FxYXVrl2bPX/+nCkUCpaTk1Ns3i0sIiKCmZubs02bNrHs7GyWmZnJrl+/zhhj7OXLl0wkErHjx48zuVzOjh49yoyNjbnrwOjRo5lYLGZ+fn5MoVCwH374gbm4uGg9fmqdOnVin376KUtPT2ehoaGsfv367Mcff2SMaT9vGjduXGy+/Oabb1ifPn1YZmYmUygU7OHDhywxMVHrvo4dO5Z17NiRJSQksPj4eObr68smTJjAO5YnT57U+t2C++vv78/kcjkbPXo0c3d3Z3PnzmW5ubns0qVLzNDQkMXExDDG3v6cL3j8Sjr/SrpnFrZgwQLWuHFj7lras2dP3v2j8G/38OFDjbRZW1uzu3fvMpVKxbKysnTKq4WPb8H73tveQwsrvA+6rL/guZSbm8tbX25uLpPJZNw9mDHGpk2bxsaPH88Y4+ffoKAgZmxszJ49e8YYYywmJoY9fvyYMZb/W/Xr14+3bolEwl2vHz16xG7cuMHy8vJYTEwMa9++PbeNwvtV8LqUkZHB9PX1uftYcnIyu3fvHmNMt/xTOE0FnzFKeh4pbf4bPXo0MzIyYn/88QeTy+Vsy5YtzMLCgiUnJ3O/RcG8cvLkSd61Rdtv5evryywsLNitW7dYbm4umz9/PqtVqxb3+xZ37SnuOlLcc8nff//NnJycWGRkJGOMsbCwMBYUFKR1n0nlRUEtKZV169axFi1aMMYY+/TTT9mePXtYTk4Ok0gkLCsri23YsIE1a9aMW37hwoWsVatW3GeVSsUMDQ3ZgwcPGGP8i+3OnTtZrVq12K1bt5hSqeRtt6SgdtWqVax///68+fPnz2fjxo3Tuh89evRgixcv1jqvS5cubMWKFdznnJwcJhaL2c2bNxlj+RfhLVu2cPP37dvHGjZsyH0uHNTu27eP1a1bl7eNCRMmcA9hugS1hW9SPj4+bMKECezNmzda96E4jRs35gIHPz8/BoC7ATHG2NSpU9msWbN43/n000/ZkiVLtK6vcPpUKhUzNTVljx494qZlZ2czoVDIPfAD4AUhd+7cYYaGhkypVHKBUcFjWNLvW9TxuHfvHpPJZLz8dOHCBebu7s7tv0AgYJmZmdz8Ll26sJ9++okxpv3hvFevXuznn3/mTfP29mZ79uxhCoWCGRoasrt373LzDh06VKqgtrj0FDZu3Dg2bdo07nNeXh6TSCS84KHw/hemzm8RERGMsfxA083NjXtI6tatG1u9enWR3y9I/dsV3n8PDw9u/woGlIXNnDmTe+i7c+cOMzU1ZVlZWVqXBcCWL1/O7O3t2eXLl4tNV0lB7bx587jP/v7+zMzMjDHGWFxcHO8lHWOMvXjxghkYGDCFQlHsNask69atY126dOE+u7i48B7cS8q7ha1YsYJ17NhR67ylS5eyHj168KZ17dqVexAcPXo0GzJkCDcvIiKCAeCCtsJBhXq+OuhjjLH9+/ezWrVqMcZ0C2oL79v333/P2rRpw7tuaKNUKpmhoSG7c+cON+3mzZvMyMiIW58uQe3QoUO5z3/99RcTCoW8vGZtbc0uXrzIGHv7c17bSwG1wudfSffMwtzd3TWupaUNagvfWwvTlleLC2rf9h5aWOF90GX9RR1vtSlTprBJkyYxxvKvm1ZWVtxLoIL599WrV0wkErFjx45pXItKCmoLO3nyJKtZs6bW/Soc1BobG7OtW7ey1NTUYvdDW/4pLqgt6XmktPlv9OjRrGfPnrxpdevWZXv37mWM6RbUFv6tfH192ZQpU7jPeXl5zNzcnN24caPEa09R15GSnkuuXLnCrKys2IULF1heXp7WfSWVH1U/JqXSsWNHBAYGIi0tDdeuXUOHDh1gZGSEJk2a4NatW7h69Sqv6jGQXx1MTSAQwNjYGOnp6RrrHjlyJMaMGYPJkyfDysoKY8aMQUJCgk7pCg0NxdmzZyGVSrm/DRs2IDo6WuvyYWFhqFWrltZ5ERERvOoxRkZGcHBw4HXiUHCfTE1Nte5PUesDAHd391J1ClGjRg3e5507dyInJwdeXl6oW7dusdUu161bhwYNGkAikUAqleLff//lHVexWMyr9hQaGoqtW7fyjuXp06d51YeLS19CQgIyMzPh4+PDfd/Ozg6Ghoa8KmYuLi68/+fl5SE+Pl7rOkv6fYs6HqGhoUhJSYFMJuO+N3DgQMTGxnLrNjc3h4mJCfe5pN8zNDQU8+fP56Xl0aNHiIyMREJCAvLy8jT2rTRKk56oqCg4Oztznw0MDGBvb89bxtHREULh/y712dnZmDp1KlxdXWFubs7lTXWe6N69O/Ly8nDt2jVERkbi2rVrGDlyZKn2ofD+R0ZGal3u77//hre3N1d9d+vWrVw6wsLC4OjoCGNj4yK38/PPP6Njx45v3Ya/8Pms7jcgNDQUKpUKbm5u3G/dokULCIVCxMTElOqadf/+fXTp0gW2trYwNzfH/PnzNZYtnOdLyrsFleaaBmhegwofAwBF5ruIiAiIRCLY2toWub6SFM6Xc+fORfv27TF48GDY2dlh5syZWquax8fHIy8vj7c/7u7uyM3N1fl+AYCXdhMTE4jFYl5eMzEx4eWD8jrnSzr/AN3vmUD+NeBtrjeA5v1Fl7xanPK+h5Zl/YX3qbBRo0bhyJEjyM3NxdmzZyEWi9GuXTuN5Tw8PPD7779j48aNsLW1Rbdu3XTuCPLVq1fo168fHBwcYG5ujhEjRuh0HE1NTXHmzBmcPn0azs7OaNeuHdfES5f8U5zSXgtKyn+AZp4r7pqvjbbfquA61fe1yMjIEq89RV1HSnou6dixIxYvXowFCxbAysoKn3zyCa8ZDqkaKKglpaJuU7Rz504YGhpyD9S+vr7w8/PTaE9bGvr6+pg/fz4eP36MZ8+eITw8HIsXLwYA3sOPNs7OzhgwYABSUlK4v/T0dJw9e1br8i4uLnj16pXWeU5OTrzhEPLy8hAVFaVzd/uFh28pvD4g/yFJvT4zMzNkZWVx87QF4oX338PDA3v27EFMTAy2b9+OL7/8EgEBARrf8/f3x6JFi7Bnzx4kJycjJSUFDRs25LVbLLxuZ2dnzJw5k3csMzIysGXLliL3ueA6LC0tYWJigrt37/LWkZ2dzRsmoWB7ufDwcBgaGsLa2lrrOkv6fYs6Hs7OzrCxseF9LzU1ldfZWXG05TtnZ2esWbOGt87MzEx8/fXXsLKygoGBgca+vSsODg68FwUKhUIj/xTehzVr1iAgIAD+/v5IS0vj8qY6TwiFQowZMwa7d+/Gnj170L17d94DhC4K77+jo6PGMnl5efj4448xadIkREZGIjU1FZMnT+bSoX4wKtizemEHDhzAs2fPeG1Hy5OzszOEQiGioqJ4v3dOTg4cHR2LvWYVNmzYMHTs2BHBwcFIS0vDsmXLeOchoJnnS5N3S3NNA/jXoJIUzkNOTk7IycnhBdjFXdOA/PbRxa3TzMwMK1euRFBQEG7fvo3Lly9rHQbH2toahoaGvP0JDQ2FkZERrKysdNqf0irPc76k86+0HBwcit12We4vJeXVku7Hb3sPLYku6y8pja1bt4aVlRX+/PNP7N27FyNGjChy6LXBgwfDz88PsbGxaNy4MfeSr/CxzczMRFpaGvd58uTJcHR0xH///Ye0tDTs27dP59+5c+fOOHv2LBISEjBo0CD0798fKpVKp+t3cd72WqBN4bbvBa/5Zcl/hdcpl8sRHR0NR0dHna492q4jujyXTJ06FXfu3EF4eDiMjIwqRc/ppHQoqCWlIhAI4Ovri5UrV6JDhw7cdF9fX+zYsQMpKSnw8fEp07qvXLmCR48eQaFQwNTUFCKRCPr6+gDy36oHBwcXeUMYOXIkrly5guPHj0Mul0Mul+PRo0dFdtoyadIkrF+/HteuXYNKpUJcXBwePnwIIH+Yoo0bN+K///5Dbm4uvvvuOzg6OnKdQJXE1tYWr1+/5j736tULcXFx2Lx5MxQKBW7cuIH9+/dj1KhRAIBmzZrh77//RnR0NNLT04t8KC5oz549iI2NhUAggFQqhVAohJ6ensZyaWlp0NPTg7W1NVQqFXbu3Il///232HVPmjQJu3btgp+fH5RKJXJzc3H79m1eRw3FEQqFmDx5MubMmcMFXImJiRqdTaxevZoLFr7//nsMHTq0yBtySb9vUcejRYsWcHZ2xnfffYf09HQwxhAWFoZz587ptC+2traIjo7mlRhNmzYNq1evRkBAABhjyMrKwqVLlxAREQE9PT0MHjwY33//PVJSUhAVFYXVq1frtK2yGDZsGA4cOIAHDx5ALpdj6dKlXIc5RUlLS4NIJIKFhQUyMjIwf/58jWXGjRuHEydOYMeOHRg3bhxvXocOHbBo0aJit7FkyRJu/5cvX47hw4drLJObm4ucnBxYWlrCyMgId+/exYEDB7j5LVq0QJ06dTB16lSkpKRAoVDA39+f11GSTCbD5cuXcfv2bUyZMqXMgUFR7Ozs0L9/f3z++edcSUhMTAxOnjwJoPhrVmFpaWmQSqUwNTXFs2fPin1JBKDUeXf48OG4d+8etm7ditzcXGRlZXGd+g0ZMgRXr17F6dOnoVAocOLECVy/fh1Dhw7V6TgUvqY5OjqiY8eO+PLLL5GZmYnw8HD8+OOPGD16NID8TqGCg4Nx48YNKBQKrFq1qsgOctT+/PNPvHjxAiqVCubm5jAwMNB6LIVCIT799FN8++23SEpKQmJiIubPn4+RI0eW+EBfVuV5zuty/pXGsGHDsGLFCu5aumTJEt78Zs2a4cSJE0hNTUVcXBxWrVpV4jpLyquF80Nhb3sPLUl5rX/kyJH45Zdf8Ndff3H348KCgoJw8eJFZGdnw9DQEGZmZly+bNasGW7fvo3nz58jJycH8+fP5wXGaWlpEIvFMDc3x5s3b3S+F8TGxuLkyZNIT0+Hvr4+zM3NuW2WlH9sbW0RFhZWZC/WJT2PlMWVK1fw119/QaFQYNu2bYiOjkbv3r0B5B+jgwcPIicnB8HBwdi0aZNO6zx8+DDu3r2LvLw8LFmyBNbW1mjdunWJ156iriMlPZfcv38ft27dQl5eHoyNjWFqalrktZxUXhTUklLr2LEjYmJi4Ovry01r06YNkpKS4OXlBbFYXKb1xsbGYtiwYZBKpXBzc4NEIsHChQsBAOPHj0dkZCRkMhkaNWqk8V1HR0f8/fff+PXXX2Fvbw9bW1tMmzaN99a0oP79+2Pt2rWYNm0aJBIJWrRowfV4OmrUKEyfPh19+vSBnZ0dHj9+jDNnzuh8gfvhhx8wY8YMWFhYYMWKFbCwsMC5c+ewb98+WFpaYuLEidiyZQtX1WnEiBHw9fVF3bp10aRJE+5mUJxLly6hcePGMDMzQ79+/bB69Wqt46n26NEDAwcOhKenJxwcHPD06VO0bdu22HU3bdoUBw8exHfffQdra2s4OjpiwYIFxfa6Wtjy5cvRpk0bdOrUCWKxGF5eXrhw4QJvmREjRqBjx45cz8zr168vcn0l/b5FHQ89PT38+eefiIyMRL169SCRSNC7d+8iS7QK69SpE3cjlUqlCA8Px0cffYQVK1ZgwoQJsLCwgJubG9avXw+VSgUgvzdiMzMzuLi4oFOnTqWuulsaXbp0wcKFC9G/f3/Y2dlBoVCgdu3aMDIyKvI7s2fPhp6eHmxtbdGwYUO0adNGYxl3d3c0b94c6enpGvkxPDy8xDzUr18/NGnSBA0bNkSrVq20PriLxWJs2rQJEydOhLm5OX788UcMGTKEmy8UCnHmzBlkZWWhTp06sLKywnfffccdZzULCwtcunQJgYGBmDhxYrkHtrt37+aqHZubm6N9+/ZcrYjirlmF/frrr/jpp5+4HmNLCihLm3ednJxw+fJlHDhwALa2tnB1deV6wq1ZsyZOnDiBhQsXQiaTYcmSJTh58iTc3d11OgazZs3CpUuXIJVK0adPHwD5peTZ2dlwcXFB27Zt0bt3b66n7po1a2LVqlUYOHAg7O3tkZubW2Sv9WqvXr1Cjx49uF7a27RpgylTpmhddv369XB1dUX9+vXRoEED1KxZE2vXrtVpX8qiPM95Xc6/0vjuu+/QvHlzNGzYEE2aNNHojfeLL76Avb09nJ2d0alTJ945VpSS8ur8+fOxceNGSKVSrePvvu09tCTltf6RI0fi+vXraNq0KWrWrKl1mby8PCxYsAC2trawtLTElStXuF68O3XqhEmTJsHb2xs1a9aEp6cn7/ln7dq1+PPPP2Fubo5+/frhk08+0SldKpUK69evh7OzMyQSCTZt2oRjx45BKBSWmH8GDRoEc3NzWFtb85oVqZX0PFIWn376KbZt28Y1Czp9+jQsLCwAAEuXLkVKSgqsra3x6aef6hw8jxs3DvPmzYNMJsPFixdx6tQp7vct7tpT3HWkuOeStLQ0TJ06FZaWlrCzs0NUVFSxzySkchKw8n4CIISQEggEAjx8+FBrIE7KLi8vD5aWljh//nyJgWdJxo0bB5lMhp9++ombFhYWhqFDh+L27dtvm1RCCCFV3JgxYyCVSnnDRr2tDh06oH///rxhiAjRBZXUEkJIFXbixAlkZ2cjMzMT8+bNg6WlJVq0aPFW63z9+jWOHTuGSZMm8aa7uLhQQEsIIYSQSoeCWkIIqcL27t0Le3t7ODg4IDAwEH/88QcMDQ3LvL5JkyahSZMmmDdvXpG96RJCCCGEVCZU/ZgQQgghhBBCSJVFJbWEEEIIIYQQQqosCmoJIYQQQgghhFRZFNQSQgghhBBCCKmyqv3Iwo0aNUJUVFRFJ4OQYjk4OODJkyfFLkN5mVQFJeVlysekKqB8TKoDerYg1YUuebnaB7VRUVG4evVqRSeDkGJ16NChxGUoL5OqoKS8TPmYVAWUj0l1QM8WpLrQJS9T9WNCCCGEEEIIIVUWBbWVjL+/PwYPHoyWLVuiVatW6Nu3L/bt2wcAWL16NTw9PbFz504AQF5eHpo3bw5PT0/cvXsXABAUFARPT08MHjwY3377LTw9PbX+de/eHQCwY8cO9OnTB40aNYKnpyfu379fbPpSU1PRrl07zJ07FwBw//59bp0nTpzgllNPy83NLfUxuHjxIvf9I0eOcNPj4uIwc+ZMtGzZEt7e3vjmm2+Qnp4OAAgODkajRo2wcePGUm+PvBvvMy+npqZi+vTp6NKlC7y8vNC1a1ds2LABKpWqyPS9y7y8du1adOzYEU2bNkX79u0xffp0REdHc/N37NiBXr16wcvLi5sfExMDALh58yY8PT1x8uRJnbdH3p33fU1WW7ZsGTcvODi4yPTJ5XL06dMHw4cPBwBERkZy3/vll1+45bp3717iugrbt28funTpgmbNmsHb2xvjx49HUFAQN7+4+wddkyuf952X1Xmu4N/ly5eLTF9YWBiaNm2KdevWAQBOnTrFfe/OnTsA/pe/dSm1KWjOnDno0aMHvLy80LFjRyxZsgTZ2dnc/Bs3bmDIkCFo0aIFOnfujN9++w3qES8pL1cu7zsfM8awe/du9O7dG02bNoWvry+XR7V5l9fk7du3Y8CAAdxz8LRp0xAeHs7Nv3r1KoYMGYKWLVuidevWGD58OHddTklJQcuWLTF//nydt1fVVPvqx1VJamoqvvjiC4jFYsyePRv6+vp4+fIlkpKSAABeXl7Ys2cPAgMDMW7cOPz777/cg3ZgYCBatWqFBw8ecMv27NkT7dq1AwD88MMPSE9Px9dffw2ZTAZjY2MA+Se8j48PLl++rFObit9//x2pqakYMWKExrytW7eiT58+MDQ0LPMxiImJweLFi2FiYoKsrCzevK+//hoPHjzAxIkTkZmZiX379oExhhUrVsDd3R1t27bFnj17MGrUKJibm5c5DeTtve+8nJGRgZCQEAwcOBAymQzbt2/Htm3bYGlpyd1YCnuXedna2hrjx4+HWCzG+fPncfXqVRgYGGDt2rW4d+8efv75Z9jY2OCbb77BtWvXcPXqVRgbG2PVqlVo27Yt3N3dsXnzZvTt2xd6enplSgN5exVxTQaA69ev4+jRozAyMirxZcrp06cRFhaGVatWaczbt28fhg8fDplMVqb9F4vFGDlyJGQyGW7fvo0zZ85g4cKFOHToEIDi7x90Ta5cKiovu7u7Y/Lkydznhg0bFpnGzZs3Q6VSab1m//LLL2jdunWZ9//hw4fo378/HB0dsX//fhw9ehTGxsaYO3cuXr16hRkzZkAmk2HevHk4d+4cfvnlF1hbW2PAgAGUlyuRisjHv/zyC7Zt2wZPT0+MGTMG2dnZSEtLKzKN7/KaHBAQgCZNmmDEiBG4ceMGLl++jPj4eBw5cgQ5OTmYM2cOFAoFZs+ejYSEBOzevRvz5s3DlStXIJVK0bdvXxw9ehQTJkyAm5tbmdJQmVFQW4lEREQgJycHrq6u6NChA+zs7Hjzvby8IBAI8PDhQzDGEBgYCJFIhPr16yMgIAAAuH+bNWuGRo0aoVGjRgCAlStXAsivk+7o6Mitc8qUKQCAx48flxjUqlQqHD9+HA4ODmjcuDFvnlgsRnR0NI4cOaI1SEhNTS2y1EwikUAoFEKlUmH+/PmoU6cObG1tcebMGW6ZV69e4f79+6hXrx4+//xzAMCFCxdw7tw5zJs3DxYWFujWrRv8/f3x119/YdiwYcXuC3m33ndeVigUOH36NBcA5uXlYeXKlbxSpYLedV4eOXIkMjMzkZmZidDQUNy4cQMCgYDbNgBYWlqiTZs2iImJwdWrVyGRSLj1dOvWDVu3bsXNmzfh4+NT1GEm71hFXJMTEhKwYMECjB8/Hn/88UeJ1+WjR49CJBKhY8eOvOkikQhyuRzbtm3DvHnzNL6Xnp4OhUKhdZ1mZmYwMDBAv379kJ2djczMTGRlZeHMmTNcPgZKvn/QNbnyqIi8DAAymQw+Pj4wMTHh5Z3CUlNTcfHiRTRr1gw2Nja8eWKxGE+ePMGVK1dQp04dje8mJycXuV4LCwsAwPnz57mXlBYWFpg5cyZ3f7h9+zYUCgW6deuGgQMHws7ODvfu3cPBgwcxYMAAAJSXK4v3nY+zs7Oxd+9emJiYYOvWrTAwMOC9tNHmXV6T169fz+Xjbt264fLly3j58iUYY1CpVBAIBDAwMEDr1q0RGxuL3bt3azxbHD58GCdOnMCcOXOK3Y+qiILaSsTNzQ02NjZ4/vw5unbtChsbG7Rp0wYTJkyAi4sLJBIJPDw88OrVK7x8+RIBAQHw9PREixYtsGvXLsjlcgQGBgIAmjZtWu7pCwoKQlJSEnr27Kk17VKpFNu2bcPHH3+sMX/w4MFFPpydP38ejo6O2LlzJ168eIFjx47xqmgA+dWSAMDe3p6bZmdnh7i4OLx58wYWFhbcPt+6dYtuOhXsfedlff3/XcpUKhWuX78OAEW+2X/XeRkAFixYgIsXLwIA6tSpg6+++opL05QpU7B161b06NEDANCiRQt8+eWX3HoK5mUKaivO+87HjDF89913qFGjBiZPnow//vij2OVTUlLw7NkzNGrUCCKRiDfP1NQUXbt2xZEjRzB69GiN786YMYMrsShs586daNGiBQBg06ZN+P333wEAjo6O+OGHH0rcDzW6JlceFfV8ERAQgNatW8PQ0BDt27fH999/r7WU6sGDB5DL5WjSpInGPG9vbwQHB2Pjxo1Yv369xvzirpH//PMPAPBq3ag7RVLfH6ysrAAAT548QWRkJG7dugUAePPmDfcdysuVw/vOx69fv0ZOTg6kUikGDBiAuLg42Nra4uuvv0aXLl00ln/X12Rt+bhly5YQCAQwMTHBTz/9hK+//hoDBw4EkP+cXLCqtKenJ/T09HDr1i0Kasm7ZWJiggMHDmD//v24c+cOgoKCcPr0ady+fRvnz5+HgYEBvLy8uFLLR48eYcSIEfDy8sLmzZtx7tw5JCYmwtXVlbtIlyd1vf3Cb8bUZsyYgUGDBnFtGwr65ptveO1XCrKwsEBYWBg2bdqEGTNmIC8vj6t6nJSUVOxb2IJsbW0B5L/JIxWrovJyXl4evv32W9y+fRvDhw9Hr169tC73LvOy2uTJk9GvXz+cPXsWZ8+e5aoBhYWF4dChQ3B0dMScOXPg7++P48ePY8OGDVz7XnVeLvhQRd6/952P//jjD9y7dw8bN25EZGQk99Y+JiYGdnZ2MDEx4S0fEREBxliR+XjSpEk4ffo0tm7dqjFv8uTJXJW9wtzd3bn/Dxo0CC1btsTt27exb98+/PLLL1oDC23omlx5VMQ1uX///nBxcYGxsTEOHTqEy5cvQyQSYcWKFRrLFndNFggEmD59OmbMmIFz585pzNdWzVMbxhhWr16NkydPonPnzhg7diwAoGvXrujUqROuXLmCHj16QCwWAwCvRg7l5crhfedjoTC/66GUlBRMmTIFTk5OWLx4MebNm4fLly9DKpXyln8f12Qg/wX6okWL4OrqiqVLlwLIb8v766+/Ii8vD4sXL0ZWVhZWrVqFr7/+GgcOHIBQKISxsTEkEkm1fbagoLYSkcvlsLa2xuzZswHkd4zUt29fxMXFITExEXZ2dmjevDkOHz6Mw4cPIyMjg6s+YWBggO3btwPIr1LxLhVVhahOnTro3r07du/erTFv+fLlxZZuxcXFQaFQYO3atVi7di03b9OmTUhNTcUnn3wCALzOdqKjoyEUCuHs7AzgfxcfdecOpOJURF5OS0vDzJkz8eDBA0yZMgVTp04t8TvvIi+rA4/atWujdu3aaNiwIc6ePYsTJ05g3rx58PPzQ3JyMnr16oUuXbrA3d0dx48fh5+fHxfUqtNFeblive98HBkZCblcjkmTJvGmT5o0CT///DM6d+6s9XtF5WMrKysMGzYMe/bsgYGBAW/e1q1biy0VsLS0BAC4uLjAxcUFPj4+OH78OK5cuYKUlBSNhzlt6JpceVTENVldPR3Iz4u3bt3Cixcviv1OUXm5Y8eOaNSokdZrsroWjDbq2jh5eXmYP38+/v77b3z88cf4/vvvueYq+vr6WL9+PcLDw5GUlITMzExMnjwZ9evX59ZDeblyeN/52MnJiWse99lnn8HIyAh79uxBUFAQoqOji7wOvstr8u+//441a9agQYMG2LRpE1fz4cWLF/j3339Ru3ZtrpbZtm3b8PTpU8TFxXGBdnHNAKo6CmorkdDQUEyfPh3du3eHq6srYmJikJ2dDUtLS66NiZeXFwAgJCQE+vr6aNy4MUQiERo0aIBHjx4BKN1N58GDBwgLC+PeDl2/fh3h4eFcEFmQk5MTAHC9tGozbdo0XLp0SWP6ihUrkJOTo/U7VlZWMDY2xpo1a7hphw4dwv379zFw4ED0798fNWvWhJeXFwIDA7Fx40ZkZmYiPj4evXr14krH1OlSp5NUnPedl7OysjB69Gi8evUKbdu2hZubG86dOweZTIZWrVppLP8u83J6ejq++OILdOjQAWZmZrwqyEB+kADk9/Jds2ZNrqpbrVq1uPVQXq4c3nc+7t69O2rWrMl9/vHHH5GUlISvv/4anp6eGsurq7oXl4/HjRuHo0ePcj3Fq3355ZdFdnZSu3ZtAPnBdOvWrSGTyXDv3j1kZ2fDzs6Oa6NV0v2D8nHl8b7zclBQENasWYN27dpBLBZzPcoX9X1drskzZszA+PHjNab/9ttvJaZn4sSJCAgIQP369dG6dWtcuHABxsbGXC/Ky5cvR506dZCRkYG9e/dCKBRi4sSJ3PcpL1cO7zsfm5ubo3fv3jhz5gzWrl0LBwcHvH79GjY2Nhqlp8C7vyZv2rQJW7duhYWFBQYNGsT16Ozr6wsHBwcYGBjg9evX2LFjB7KyspCUlASpVApra2sAQE5ODlJSUqplJ1EABbWVikwmg6enJ/7++28kJCTA0NAQzZo1wxdffMG9JbS2tkaNGjUQHh6OunXrcqVCXl5eZQpqT548yWu3pX4Lqi2orVu3LmQyGR4/flzk+lxdXdGvXz8cP36cN72ktgtGRkbo1q0b9/natWsAgHr16nHBwIoVK/Djjz9iz549EAqF6NWrF7799lvuO+r9b9OmTbHbIu/e+87LycnJePXqFYD8IXFu3rwJAGjevLnWoPZd5mWVSgWFQoEtW7YgKysLMpkMffr0waxZswDklzjMmjULx48fx/Lly2FmZobu3bvzOo5Qp8vb27vknSfvzPvOxx4eHvDw8OA+q1/0tWnTRqPzHCC/unu9evXw/Plz5ObmwsjISGMZiUSCMWPGaPRT0KBBgxLTIxKJsHv3bqSlpcHc3BydOnXCjBkzuDf9Jd0/6JpcebzvvCyTyWBkZISdO3ciLS0NVlZWGDFiBGbMmKF1+RYtWkBfX7/Ya3KrVq3QunVrbngfNV3yl7pzoP/++48r2XVwcOCC2qCgIJw6dQpyuRx16tTBggULeOulvFw5VMRz8jfffAOBQIAzZ86AMYYWLVpgzpw5Wq+37/qarC7JTU5OxsKFC7np6v481q1bh82bN+PXX3+Fnp4evLy8MGvWLK5Wwj///AOlUlltny0ErJrXpbCysuIaU5O3t379emzfvh2HDh3S6QR8n6ZOnYoHDx7g4sWLvN7eqoIOHTogISGh2GUoL5evypyXBwwYgPT0dJw/f57XCVZVUFJepnxcvo4ePYolS5ZgzZo1vBeDlUF1viZTPi5/X331FS5cuIBLly69k35B3kZVzcv0bPH+VeZr8tKlS3HkyBGcOnVKa0lzZaZLXha+p7SQamLMmDEwNzfnesOsLIKDg3Hz5k2MHDmySt1wSMWprHn55s2bePXqFaZOnVrlAlry/qk749mzZ09FJ4WHrsmktKZNmwaBQID9+/dXdFJ4KC+T0qis1+TU1FScOXMGvXv3rnIBra6qdUmtSqWCpaUlzp49W60bRpOqjTGGXr16ITExkas+UxjlZVIVlJSXKR+TqoDyMakO6NmCVBe65GWgmge1ERERXM+4hFR2b968KbITCsrLpCopKi9TPiZVCeVjUh3QswWpLorLy0A17yhKPdbYmzdvYG5uXsGpIUS7tLQ0ODs7c/lVG8rLpCooKS9TPiZVAeVjUh3QswWpLnTJy0A1D2rVVSnMzc3pZCWVXnFVfygvk6qkqLxM+ZhUJZSPSXVAzxakuiipijx1FEUIIYQQQgghpMqioJYQQgghhBBCSJVFQS0hhBBCCCGEkCqLglpCCCGEEEIIIVUWBbWEEEIIIYQQQqosCmoJIYQQQgghhFRZFNQSQgghhBBCCKmyKKglhBBCCCGEEFJlUVBLCCHkvYqNjUVeXl5FJ4MQQggh1QQFtYQQQt6rxMREBAcHQy6XV3RSCCGEEFINUFBLCCHkvUtLS8M///wDhUJR0UkhhBBCSBVHQS0hhJD36vjx42jdujW8vLywadMmMMYqOkmEEEIIqcIoqCWEEPJeFQxkV6xYgdjYWApsCSGEEFJmFNQSUgUxxpCYmIiwsDCEh4cjJSWFggJSZWRnZ8Pe3h42NjaIiYnB+vXr8fTpU4SEhFB1ZEIIIYSUGgW1hFRBCQkJiI6ORnp6OtLS0hAREYHw8HCoVKqKThohOhk2bBgmTZoEANixYwdycnKQmZmJ8PBwKJXKCk4dIYQQQqoSCmoJqWIYY0hISNCYnp6ejvj4+ApIESGlY2Zmhk8++QQDBgyAvb094uPjcfz4cQBAVlYWQkJCKLAlhBBCiM4oqCWkCsnKyoJcLuce+I2NjeHs7MzNz8zMrKikEaKzpUuXwtzcHAYGBvjss88AADt37kRubi4AICcnB2FhYVTzgBBCCCE6oaCWkCokNDQUcXFx3GcTExNIJBIIBAIAeKelW9Rml5SXVq1acf8fMGAAbGxsEBcXx5XWAvkvcKhKPSGEEEJ0UWFB7fLly9GiRQuIxWLY2Nigf//+CAoK4i2Tk5ODadOmwdLSkquuFhsbW0EpJqRySElJ4f5vZGQEANDX1weAIjvZYYwhIyMDKSkpSEtLg1wu13l7ycnJeP78OYKDg6kTH1LuDA0NMWHCBADAli1beC9tMjIyEBUVVVFJI4QQQkgVUWFB7bVr1zBt2jTcuXMHFy9ehFwuR7du3XjVJ7/44gucOXMGR48exbVr1xAVFYWPP/64opL8VnJycpCXl8eVdimVSir5Im/N0NAQAKCnpweg6HwVHR2N0NBQrkOpoKAgJCcnQy6X49WrV3j27BkiIiIQFxeHpKQkbh25ubmIjIyEQqFAdnY2oqKioFKpyiXvKpVKpKenIyMjg86FD9wnn3yC2rVrIyUlhVdaC+S/xKFq9YQQQggpjn5Fbfj8+fO8z7t374aNjQ0CAgLg4+OD1NRU7NixAwcOHECnTp0AALt27UK9evVw584dtG7duiKSrbOCVeZyc3MRExODzMxM6Ovrw9XVFRERETAyMoKTkxNXdZSQ0lAoFPjvv/9gZ2enMd3AwID7nJycjKSkJI3vR0ZGQiAQcAFlwRLg1NRUyOVy5OXlcdNUKhUePnyImJgYmJiYwMTEBDVq1OBKibVhjCEtLQ05OTkQi8UwMTFBVlYWkpKSkJqaym1bX18fDg4OMDMzQ0ZGBjIzMyESiSCRSKBSqZCcnIy0tDSYmprC1tZWp3MmKysLOTk5MDAwgJmZGZ1nlZiBgQFGjBiB77//Hn5+fpgyZQpvfkJCAkxNTSsodYQQQgip7CosqC0sNTUVACCTyQAAAQEBkMvl6NKlC7dM3bp1UaNGDdy+fbtSB7WMMWzduhUWFhbw9PTkzVMoFHj9+jUYY9wDd+GghJCSXLx4ET/88APS0tIwceJETJkyhQvaXr58CScnJxgaGiIiIgI5OTlFrqeoEtLCJWMJCQmYOXMmnjx5AldXV+zbtw9AfhtfDw8PrQEjYwyhoaHcuuLj42FgYKC16rNCoUB4eDgkEgl3LQDyS5gLviDKzs6Gnp4erK2tAeQH2nFxcVwQbGNjAwMDAyQnJyMyMpL7nkQioRdIlZyvry8EAgGePXuG6Oho2Nvbcy9d0tPTkZeXx9VMIISUnkqlglBIXakQQqqnSnF1U6lUmDVrFtq2bYuGDRsCAGJiYmBoaAipVMpb1tbWFjExMVrXk5ubi7S0NN7f+8IYQ1xcHP755x8EBARgwYIF+PTTT3Hjxg2ty6qZm5u/tzSSqqO4vPzy5Ut89dVXSE5OhlKpxJYtW/DXX39x81UqFSIiIhAcHFxsQKsrpVKJWbNm4cmTJwDyA9k9e/YAyK9Wn5WVpfEdlUqF169fawTHJbXlLRjQqtdTWFxcHBQKBRhjCA8PR0JCArKzs5GcnMwF0YXbYaampvJKosn7UZprskwmQ5MmTQAAfn5+AMB7CfE+r+eEFFSRzxblITs7G6GhoQgJCaGmHh+4qp6XCSlOpQhqp02bhn///ReHDh16q/UsX74cEomE+ys41Mm7lJubi8uXL8PT0xONGjVCx44dkZSUBDc3t2JLlA0NDankgWhVVF5mjGHFihVQKBTw9fXF+PHjAeR3sFMwAFSpVOXWa+yJEyfw+PFjmJmZYebMmQCA48ePcz0tJyYmanwnJiamXAJqbdQld3FxccjIyODNy83NRXh4OPfgVjAoiomJoY6u3rPSXpM7duwI4H9BbcE8XPiFByHvS0U9W5SH5ORkvH79GhkZGcjOzta4ZpIPS1XOy4SUpMKD2s8//xx//vkn/Pz84OTkxE23s7NDXl6eRulKbGxskdV1v/nmG6SmpnJ/b968eZdJB5D/gP3q1SvMnTuX67UzIyMDpqamWL58Oa9tY0ECgQA2NjYQCAT0oE00FJWXHz58iHv37sHIyAjffPMNJkyYAFNTU4SHhyMwMLDc05GVlYXNmzcDyH/5NHr0aEgkEiQmJuL+/fsA8kvQCg4llJaWprUN79soXG04KSkJ8fHx3Gd1dWTgf8MamZiYoH79+pBIJNx06j39/SrtNVkd1D548ADp6ekAwF1Ds7Oz6VpJKkRFPFuUFWMMSqUSubm5iIqK4jXDMDAwoJLaD1xVysuElFaFtalljGH69Ok4efIkrl69Cjc3N958Ly8vGBgY4PLly/jkk08AAEFBQQgPD0ebNm20rtPIyIgb4uR9kMvlCA4Oxq1bt/Do0SOIRCJs27YNUVFRaNasWbFtZRljiIiIAJD/wF6jRg2IxeL3lXRSyRWVl9W1Gfr16wdHR0cAQNeuXXHq1ClcunQJzZs3L9d0bNu2DQkJCXBycsKQIUNgYGCArl274tixYzh37hxXEyE9PR1SqRQqleqth2AxNTXVqLZcsEMrID/AUbO1tYWVlRVSU1N5HVs5ODhAIBDAzs4O6enpXIdTMpkMxsbGb5VGopvSXpNdXV3h5uaGkJAQ3L59G926dYORkRFXbT07O5uuk+S9e9/PFmWVmZmJN2/eaH35I5PJYGdnR21qP3BVJS8TUhYVdnWbNm0a9u3bhwMHDkAsFiMmJgYxMTHcw6pEIsFnn32G2bNnw8/PDwEBARg7dizatGlTKTqJSk9Px4sXLyCXy3H06FEAwIABA9CkSRP06tWrVJ0/McYQFhbGDZdCSFHUbbSHDx/OTevQoQMA4OrVq+X6Fj4oKAi7d+8GAHz55ZdciVnPnj0BAJcuXeKCSHWNioSEBI0HqtJ2zqRt+BaVSqW11oNYLIaVlRUEAgFvOyKRCCKRCEB+6YSNjQ03Lzo6ulTpIe9Xs2bNAADPnz8HwO+D4F1VaSekOkhMTNR6/bW3t4e9vT0FtISQaq3CrnBbtmxBamoqOnTowF1w7e3tcfjwYW6ZdevWoU+fPvjkk0/g4+MDOzs7nDhxoqKSzCnYbi8rKwvXr18HkB/Uvo2kpCTqyIGUqG3btnB3d+c+t2nTBoaGhoiMjERISEi5bCMnJwfffPMNFAoFOnXqhM6dO3PzvLy8YGNjg7S0NPj7+wPID0TlcjmvSrBaeeXnwkGtUCjkejTOyMhAbm4uN08ul/O2a2lpybVfz8rK4pX0ksqlTp06AIAXL14A4HcuVvA3JoTwFaypIhaLYWNjg1q1asHS0pJ6fieEVHsVFtQyxrT+jRkzhltGJBJh06ZNSEpKQmZmJk6cOFHhw9+oVCqEhYVxD8w3btxAbm4unJ2dUbdu3VKty9zcHGZmZpDJZNwNh24+pCRjx47lfTYxMUGLFi0A/K+Dnbe1YsUKvHz5EjKZDAsWLODN09PT40pr1b0uM8YQFRVVri9kCp8H2krphEIhGGMapa9KpZJrk6lel5WVFfeZOh2qvGrXrg0gv5dvoPoHtephqTIyMnht0wkpDcYYF9QaGBjAxcUFNjY21BklIeSDQXVRSik5OZn3NlRdStu5c+cSg1GhUMjr0EYkEsHV1RUODg6oWbMmrK2tuU5tCNGmYcOGaNmypcZ0dQc7V69efettHD16FMePH4dAIMDy5ct5waBar169AADXrl3jetMsGESWB0dHR151ucJV81UqFbKzs5GUlMQFOwUf4JKTk3nLFxw+Ky0tjWpEVFLq/hWio6ORnZ0Nxhj09fO7f8jNza12v1tOTg7i4uIQGhpKVeNJmSmVSu4aSYEsIeRDREFtKajHoi34+fbt2wDyq4SWxNHRERYWFtzngkGAkZERbG1tqZSWFGv8+PFa84ivry8A4PHjx1qH2NFVcHAwli1bBiC/Z3Jvb2+ty9WrVw/u7u7Izc3FqVOnyry94giFwhI7BUpJSeGdk46OjlwAlJ6ezivl09fXh4mJCYD8anrVsdSvOrCwsIC5uTk3DjEA7jdVqVTVrjSz4DjP6vxJSGkVvNZRUEsI+RBRUFsKhYcuefXqFeLj4yESidC0adNiv2thYQGJRAJDQ0Ou5zkaooKUlrZSWiB/CKx69eqBMYZLly6Vef0bN26EQqFAu3btMGHChCKXEwgEXGdVv/32m0apaHmIi4vTWnPB1NSU+39mZiZ3TkqlUpiamvJeHBVOV8H10aDzlZNAIOBKa1+/fs1NUytYU6Y6oKCWlIeCzxLql0CEEPIhoaBWR4wxjTEub968CQBo3rx5iV2k29racv83MzODkZGR1mqdhBSnuJL8Pn36AACOHTtWpiqaISEhXEA8Z86cEmsNDBgwALVq1UJycjI2bdpU6u2VJCcnR2uJQ8HAVF3aKhQKuXOscFBb8FgUroJMKid1/wT//fcfAH4pVMH/V6TExERERkYiNja2zKXH6s4Ggfw8TENtkLIqeF5o6ymeEEKqOwpqdZSZmalRQqDulKddu3bFflcmk/HenNrZ2aFWrVqws7OjN6qk3PTt2xcikQjPnz9HQEBAqb9/6NAhMMbQoUMH1KxZs8TlDQwMMG/ePADA6dOny71NLQCtA8NnZWXxglMgP1hVP8gZGhpypblyuZw3RJCBgQE3Rm1OTg5VQa6kGjRoAAD4999/AfBLoSpLSW16ejqSk5MRHx9f5na+crmc2zdjY2NqfkKKpVQqtea17OxsjaYWhBDyoaGgVkcF2+0B+eNxPnz4EAB4w51oU7BzKKD043YSogupVMqV1u7Zs6dU31Uqlbhw4QIAYNCgQTp/r2XLlvDw8EBOTg7OnTtXqm3qQlvQmZqayiuNBfL3vSCZTMb9v7gqyElJSeWQSlLePD09AeSX1BYuBa0sJbUFA209Pb0yraNgL9wFq9UTUphKpUJoaChCQkK4c0KhUCA0NBSvX7/m1TyhIcsIIR8iCmp1kJOTw2v3BABXrlwBYwwNGzYsdpghU1NTqgpE3puRI0dCIBDAz8+Pa4+oi8DAQCQkJMDc3Bxt2rTR+XsCgQAff/wxAOCPP/7Q+XsGBgal6syk4IsgxhjX47JawV6SgfwxGtWBRlpaGi8AkUql3PqSk5OrXcdD1YG7uzvMzMyQnZ2NV69e8eZVltJ1dZ7S19eHQCDgDami6/cTEhK4z9TzPSkKYwyRkZHIysrC3r178fDhQwQHB+P58+fctbDgeZGYmEj9dRBCPjgU1OqgcFtaAPjzzz8BAF27di32uzY2Nu8kTYRo4+7ujk6dOgEAduzYofP31G1pO3XqVOqXMN27dwcAPHnyROeel62trTWG6ClO4erGhUtYC7ePFQqFXOktY4xXIqavr88FECqVisasrYSEQiFXWvvgwQPevMpQ/VilUnFBg/p8yc7OxosXLxASEqLx0kWbmJgY7oWKubk5taclPOrrY2ZmJl68eIHk5GQsW7YMixYtwuzZs4vNYyqV6p00ByGEkMqMgtoS5OXladwcQkJC8PDhQwiFQq66Z1GoqjF538aPHw8AOHfuHGJiYkpcnjGGa9euAfjfeLelYWtry/W87O/vX+LyBgYG0NPTK1VJQuE2YoXblWkbd7ZgFeWkpCTefEtLS+7/iYmJ1W7s0+pAXWPg1q1bvOlyubxUL0RKq6S8oFKpeIG1kZERcnNzERoaCiA/CCmpinRKSgpSUlIA5Afw9vb2b5VmUn0olUq8efMG//33H549e4aQkBBER0fjyy+/xKFDhyAQCODr66tRO0XNwMAAHh4eGk00CCGkuqOgtgTaggL1uJzt2rUrtiTWysqKhmgg713Dhg3RpEkTKBQKnYLM8PBwREZGQl9fH61bty7TNn18fACAC46LY2Vlhfj4+FKtPzU1VetDnPqlUV5eHnJycnjzRCIR1ylUbm4urwmBsbExd27m5ubyOpMilYN6jOT79+9rlM7qUhJaWgqFAmFhYXjx4gUvsM3JyeFKVFUqFV6/fo3o6Gje9169esUF2kKhsNiqxFlZWYiMjOQ+29nZUROVD5y6F+yXL1/i2bNnSE1NhUKhwIMHD7Bs2TL06dMHFy9ehL6+PpYtW4YhQ4ZoXY9UKkXt2rW56x4hhHxIKKgthlwu16jWmJOTg9OnTwMA15awKAVLgwh5n1q0aAEgv0pwSe7evQsAaNKkSZlfwqh7AL93716xpWj6+vowMDDQCEBLolAotHakU7AEV9sQPQU7jIqOji62tJZULrVq1YKlpSWys7Px+PFj3jx1Kefbys3NRUxMDORyOV6+fIn09HTI5XJERkZCpVIhIyMDwcHBCA8Ph1wuR0hIiMZLkIyMDF6+sra2LrIULTs7G6GhodzyFhYWVKL2gVIqlYiNjcWzZ8/w9OlTBAcHIycnB0+ePMH3338PHx8fjBo1CgcPHkRmZiYaNGiAPXv2aK0dJhAIUKNGDTg5OVHtMELIB4v6fS+Gtra0hw8fRmJiIuzt7bnSKW2EQiGUSiW9gScVQj0kyvPnz0tc9s6dOwCAVq1avdX2TExMkJqaihcvXnDjjBZmbW2t0YZVXX2zJNqqdBaclpqaChsbG95DnVQqRUJCAnJzc5GTk4PU1FSura25uTn09fWhUCiQnp6O3NxcatdYiQiFQrRo0QLnz5/Ho0ePuBc1QP5wOkqlssy9DgP5gXFERAQA8DpsUs9TKpVcwKpu11hc1WSZTAYrK6siO0BTV1FWv/QxNTWFg4MDBSEfCHUHdwkJCdxLEcYYwsPD8fz5czx69AhXr17l8iSQf43y8fFB79694e3trfGyRCAQwMbGBlZWVpSPCCEfPApqi5Cdna1RGpCUlIRff/0VADBlypRiA9aaNWuWqndXQsqTk5MTAPCqSWqjVCpx7949AChz1WMgvx1Xs2bN4O/vj4CAAK1Brb6+PqRSqcbLIicnJ516as7JyeF6mS1IKBRy7RwLBq1A/kOfvb09194xMTGRmy8QCGBpacmlJzExEQ4ODqXYa/KueXp64vz58xo1DtSdfxUsideVXC5HaGhoiS9SCvelUFxAqw4otPWkzRhDeno6oqKiuPnGxsaoUaMGBSLVnEKhQHR0NPcijzGGly9f4u7duwgICMDDhw81Or0TiUTo2rUrPv74YzRt2lTrixsTExPY2trSMFCElEClUiEyMhLm5uYQi8VF1qIh1QMFtf+PMQa5XA6lUomsrCyNtrQJCQn45ptvkJ6ejrp166Jv375FrosCWlLR1B3PpKSkICsrq8hqxc+fP0dqaipMTU250t2yUge1Dx48wPDhwzXmW1lZIS8vj1c9Wd3uVV1iWpKCQa2enh6USiVvfXFxcZBIJLxgwdTUFCKRCDk5OcjOzkZ2djbX5kwmkyE+Ph4qlQrJycmwsbHR6JSKVJymTZsCAAICAjRKZssS1Mrl8hJLXMuCMYakpCQkJSVxeZoxBqVSiezsbF7eFolEcHV1fatSZlJ5qVQqREVFcS/FlUolrl69ir///ht3797VCGINDQ1Rq1Yt1KtXD23btoW3t7fG9drIyAiWlpaQSCSUbwjRgbpDwdzcXKSmpiI1NRUGBgawtLSETCaj4Laa+uCf3hQKBeLi4pCamqrxll2lUuHJkye4ePEiTpw4gYyMDBgYGGDhwoVF3licnZ0hEoneR9IJKZK5uTnMzMyQkZGBmJgYuLu7a11OXfW4RYsWb11VvmXLltw65XK5xvqkUqlG1WOpVIq8vDyNgFZbiSwAXgCrr6/PnbMFS2uTk5N5wY5AIIBMJkNUVBSA/BI4dVCrp6cHqVTK9Y6clJREw3BVIvXr14dYLEZ6ejqePn2KRo0acfPUvQzrmm8ZYwgODn7nPV3n5OQU2WacAtrqS6VSISIigmvbn52djSNHjuDgwYO8jsFEIhG8vLzQokULNGvWDA0aNOC9BFcPR0Yv2Agpu/j4eCQlJfFecMvlcsTFxVF/N9XYB3vFVFdfi4yM5D3kqFQq3L9/HxcvXoSfnx/i4uK4eQ0aNMCCBQuKLNFSv0klpDKwt7fHy5cvER4eXmRQe/v2bQBvV/VYrWHDhpDJZEhKSkJAQABvnaamptDX19eo8imRSHgPfGq6BB65ubkwNDTUKP1Vl9YWDBzMzMy4/xfu6djKyoorPUlKSoKVlRW9xa0k9PT00KZNG1y4cAF+fn68oBbIL621srIqcT25ubkICwsrcaidsrK0tIShoSGSk5M1AlqBQACxWAwLCwuYmZlRleNqKCEhgVe76+nTp5g3bx7CwsIA5F/nBgwYAB8fHzRu3JgXxOrp6cHW1hYWFhaUN0iFSUpKQlZWFsRicZWr1s4Yw5s3b2BiYsK90E5OTubmFSQSieg8q8Y+mKBWoVAgOzsbubm5yMjI0BgSQqFQ4MyZM9i9ezeCg4O56aampvD19UWPHj2KHBvOyMiISmhJpVOvXj28fPkS//77Lzp06KAxPzs7Gw8fPgTwvzFB34aenh58fHxw6tQpXLlyhRfUqh/isrOzuWkmJiZISUnhzsXCpbNFldYWZGRkxA33oi6tVSgUiI+Ph52dHW/7BgYGkMvlyMrKgkql4s5lQ0NDmJubIy0tDQqFAqmpqdQjbSXSpUsXXLhwAZcuXcKMGTN4DyRJSUmwtLTU+pDCGENKSgrS09O19oxdHkxMTODk5MTlb0tLSygUCuTl5UFPTw9CoZD7l1Q/KpUKL1++5L2sO3DgAFavXg2FQgEbGxtMnToVvXv35j0f6Ovrw9HRkV5ykEojJiYGZmZmXKd5IpEI5ubmEIlEMDMz0+kaxhirkPycmZmJtLQ0pKWlISEhAQYGBkU+O9Awm9XbBxHURkZGau3AQy0lJQUzZszgHvBNTU3RvXt3dO7cGa1bt9baPlbdAQ29XSWVVaNGjfDHH3/g0aNHWuffu3cPeXl5cHBwgJubW7lss0uXLjh16hQuXLiAuXPnclVD09LSYGNjwwtqDQwMeJ1G2djY8D7rUlqblZXF9Z5csLQ2ISEBUqmU9yBpZmaG5ORkrjdbsVjMzbOysuICH/V36byuHNq3bw8DAwOEhobi+fPnqFevHjcvLy8PmZmZvJJ4tfT0dK21AMqDQCCAnZ0dZDKZRj7R19enaqMfiOfPn3N5T6VS4eeff8auXbsAAF27dsXChQt5tbdsbGxgaWlJ1c9JpVdcMwqBQABjY2OIxWJIJBLuGfl93TMZY4iOjoZEIoGJiQlv3HuFQlFs/xw0hnP1VmF33uvXr2P16tUICAhAdHQ0Tp48if79+3PzGWNYuHAhtm3bhpSUFLRt2xZbtmxBrVq1Sr2t1NRUrQ89QH69+/HjxyM4OBhisRgTJ07EJ598wnvgLUj9hrWo+YRUFuo2rgEBAcjIyNA4B44dOwYA8PHxKbebkbe3NywsLJCYmIidO3di0qRJAPI7S3n58iW3nEAg4LWvtbW1hbW1NddpU0nUpbhKpRIikYgrKVF3HgUAUVFRcHNz4/ZNLBZzVZISExN5pSQmJiYwNjbmanOkpaVRU4JKwszMDJ07d8b58+exbds2rF27ljdf/VsWVvAFSnkSiURwdnam4Z8IhzGGZcuW4fDhwwCAmTNn4rPPPuOuLy4uLvTMQCq1Gzdu4OLFi9x43YwxmJiYQCKRoEaNGnB3d0etWrVQp04dODo6IisrC1lZWdyLaDMzM9jY2LyXktD09HSuYz6xWMw1KSp4/9dGT0+vyFiAVA8VVicqMzMTjRs3xqZNm7TOX7VqFTZs2ICtW7fi7t27XOlpUW+OyiI5ORkTJkxAcHAwbG1tsWfPHowZM0brzUcqlaJevXqoW7cu3ZxIleDm5gZXV1coFAqcO3eONy8oKAhXr16FQCDAp59+Wm7bNDAwwJw5cwAAmzdvxsmTJ7l5BYPVgqWw1tbWsLa2BgDecDzFKfj9zMxMLsBQKpXcg2RWVhZvSCMzMzOuhCQjI0OjPX3BDqKioqLeWftLUnoTJ06EQCDAxYsXcePGDd689PR0jQ7IAOg09nFpCQQCuLq6UkBLeI4dO4bDhw9DIBBg6dKlGD9+PAQCAUxNTVGvXj16ZiCV3ldffYWLFy8iNDQUiYmJSEpKQkREBJ4+fYpz585h06ZNmDVrFnr27AlfX18sXboUT58+5b6fkZGB4OBgBAUFafRbUd7UL6cB8GKC4gJaAHB0dKRaEtVchQW1PXv2xNKlSzFgwACNeYwx/Pzzz/juu+/Qr18/NGrUCHv27EFUVBROnTpVLttXKBSYPXs2Xr9+DRsbG+zatQs1a9bUWM7W1hb169eHk5MTnQykyhk0aBAA4Pfff+eq5OTl5WHBggUA8qvIqasel1e7v759+2LIkCFQqVT4/vvv8dNPPxX5MsrS0pIXTNra2pYpHQqFggtmCwaqSUlJ3A1QKBTCycmJWy4lJQVv3rzhgm0zMzPu4VOpVOLNmzfvvKfcD1Vpq+fWqlWLq8kzdepUzJs3j/fS4c2bN3j+/Dni4+PBGANjTKPfhLelzj9UtZgU9PTpUyxfvhwAMGPGDPTr1w9A/gs66umaVCUjRozA9u3bcezYMRw/fhx79uzB+vXr8cUXX6Bv376oV68eDAwMkJycjMOHD2Po0KH46quveNV/5XI5QkJCeC+Uy5NcLuf1w6Hry2dra2uYm5u/kzSRyqNS3p1DQkIQExODLl26cNMkEglatWqF27dvY+jQoVq/l5uby3s7X1znIJs3b8aDBw9gYmKC3377Dc7OzhrLUJUhUlFKk5eL88knn2D79u0ICwvDvn37MGzYMMyfPx/Pnj2DRCLB3LlzuWVtbGw0xmcuC4FAgG+//RYmJibYtWsXfv/9dwQEBGD79u1cr4qGhoaQyWQanfzo6enB2dmZ6zVUV0qlkqs+XFhUVBQMDQ1hamoKsVgMJycnvHnzBkD+cQ0LC0ONGjWgp6cHR0dHvH79mutQKi4uDra2tm9xND5sReVjKyurUged33zzDQQCAU6cOIGzZ8+iY8eO6NGjBzdfoVAgNjYWBgYG0NPT06kau6709PRQp04d6vDpA1VUPs7JyeFesHTs2BGfffYZgPyXdXZ2dtQun1Q6ReXlMWPGcLWs1C+bExISkJiYyLuWyuVy3L9/H6dOncL58+dx7tw5PHz4EDt37uQ9RycmJgLIH4WhvKhUKrx+/Zp72azrS2crKysaqu8DUSnv0OoH68IPk7a2tsU+dC9fvhwSiYT70xaoAsCjR4+wfft2AMCiRYvg4eGhsYxMJqOAllQYXfNySUxNTTF9+nQAwNq1a9GjRw9cuHAB+vr6WLVqFa+H4NTUVN74rm9DIBBg9uzZ2LhxI6RSKf7991/Mnz8fjDEYGBjA3d0dVlZWWh/6xGJxmW5A2dnZWt/EMsYQFhbGVYmSSCRwcXHhtp2ZmYnQ0FAoFAro6+vzjnV8fHy5l/h9SIrKxxYWFrCxsSnVQ7+xsTEWL16MIUOGAABOnz6t9aEmIiIC4eHh5bMD/8/IyIgC2g9YUfl47969CAsLg42NDX744QcIBAJYWFhQQEsqraLy8vjx47ll1J2ZqWsq1qxZk+v00cDAAN7e3li1ahUOHToEV1dXxMTEYMKECbyOHoH8wLZgKe7bSkpKKrYTKG1kMhmdjx8QAasE9esEAgGvo6hbt26hbdu2iIqK4r3lGTx4MAQCAdcZQ2Ha3kA5Ozvj9u3bXONwpVKJYcOG4dmzZ+jbty9+/PFHjfUYGhqiZs2a9BBD3gt1p0SpqalcUKZLXtYVYwzLly/HwYMHAeRXi1u1ahU3jE/BoXOkUmmxvR6WxZMnTzBmzBjI5XLMnz8fw4YNg7GxcYlV8wqP/agrExMTZGVlaZ1nY2PDjUObmZmJsLAw7i20oaEhXF1dYWhoiPj4eO4GraenB3d3d2pHqYPCebmofKyerx4SpTTtl4ODg7kqngKBAObm5jA2NtZ4aFEPp6P+K/y58N/ChQuLLFUQCoWoV68ePRh9IHTNx+phwn766Sd0794dYrEYNWrUoHxCKoWyPFvo6+ujbt26GutijCE4OFijNlR8fDzGjBmD8PBw1K5dG3v37tXoLMrd3f2tO5CSy+V48eIF70Xm7t27UbNmTbRr107rdwwMDFCnTp232i6pHLTlZW0qZfVjdelRbGws7yEjNjYWTZo0KfJ7RkZGJT54Hjx4EM+ePYNYLMbs2bM15gsEAri4uFBASyqULnlZTSAQQCgUQl9fH3p6ehCJRFzQlpeXB6VSifnz52PIkCFISUlBy5YtIRAIoFAoYGRkBDs7O4SHh3PjetrZ2SErK6vcxvZs1KgR5syZgxUrVmDNmjVo1aoV3N3dERwcDFdXV+4NcGHq4DMqKqpU28vKyoKhoSE3fm3BoD0uLg4pKSlwdHSEqakp3N3duVLavLw8Lk1WVlbIzMxERkYGlEolQkND4e7uXmRaiXYl5WOhUAhXV1dez9glcXd3x8SJE7Fz505uXGFtHUWVVnEvclQqFXJycmg4iA9UUflYLpejTZs26NatGwwMDODs7EwBLanUSromq5sIFSYQCODu7o6goCBeaam1tTV+++03DB8+HC9evMC8efOwfv163jN0REQEateu/Vbpjo2N5QW0ly9fxpo1ayAUCnHs2DGtI6O87TZJ1VMpg1o3NzfY2dnh8uXLXBCblpaGu3fvYsqUKWVeb3BwMH7++WcAwKxZs2BpacmbLxQK4ebmRiUypFIzNjaGvb098vLyIBQKIRaLi32QUigUUKlUaNCgAW+5ggOlOzo6IiIiAkD+zaNmzZqwtbVFREQE92ZWIBDA2dkZYrEYKpUKiYmJSEtLg0ql4gLIogwbNgzXr1/HrVu38PXXX2P//v0A8tvPu7u7F9n5jkwmg5GREUJDQ0vVaVNeXh7Xvb+6yrO6NDAvLw8hISGwt7eHpaUlF9jm5eVBoVAgJCQELi4ucHZ2RkhICHJyciCXy7nAljp+KV9GRkawt7dHbGyszu1gp0+fjkmTJiElJQXp6ekaAal6uCeVSsXlf6VSWeyfugfuwoRCIWrVqkUvNIhWX3zxBQQCAfcSjpCqrLgXd+pCn9evX/OmOzo6YsOGDRg7diyuXr3KjSSiph5PvKiAuTiMMcTHxyMlJYWbFhQUhPnz5wMAhg4dqjWgrVWrFr1g+gBVWFCbkZGBV69ecZ9DQkLw6NEjyGQy1KhRA7NmzcLSpUtRq1YtuLm5YcGCBXBwcOCNZaurM2fOwMLCAitWrEBubi68vb0xcOBA3jIymQz29vZ0EpBKzdDQEG5ubhAKhTpX5ykqYCyY16VSKbKzs5GYmAjGGJKSkmBvbw83Nze8efMGGRkZcHV15W5Kenp6sLGxgY2NDRhjiImJ4TqG0EYoFGLp0qX4+OOP8ezZM6xfvx5ffvkl8vLyEBoaCjc3tyKDRVNTU9SoUaNMnUepS2nlcjnMzc0hl8u5ID06Ohp6enqQSqVcYJuTkwOlUomwsDDUqlULLi4uCA4Ohlwuh5mZGT20viOWlpa8l4xKpRJZWVnIzc2FQqHgAlP1/5VKJYyMjLg8qAuBQAA9PT2d22QZGxtDJBLB0tKSAlqilZeXF+rVqwehUKjzcGSEVGYl1UYxNjaGWCxGeno6b3qjRo3wzTffYPHixdi8eTN69OjB67MjMjKyVCWnKpUKycnJiI+P567ZKpUKfn5+WLRoEbKystCyZUt8+eWXGt+1tbWlwqkPVIUFtQ8ePEDHjh25z+qqwKNHj8bu3bvx1VdfITMzExMnTkRKSgratWuH8+fPQyQSlXpby5Yt4/5fq1Yt/Pjjj7yHUycnJ7ohkSrBzs7unQVWNjY2SEpKAmMMycnJ3PA6NWrUKLbqpUAggJ2dHfT09BAXF1fk+q2trbF48WLMnDkTv//+O/777z+sWbMGFhYWiImJgaOjY5HfFYvFcHBwKHVV5IKlu2lpadzg8OoAPDo6GmKxGPr6+nBzc0N4eDgyMzOhVCqRlJQEGxsbuLq6Ij09XaOnZvLu6OnpQSwWl6qzPpVKhaSkJOTm5nK1EPT09GBoaAgTExPu3iGXyxETE8NVzWeMQSgUQiAQQF9fH2ZmZrCwsKASeVKi4cOHA8h/KU75hVQHujxjOzo64vnz5xrTP/nkE5w5cwaBgYFYuXIl1q1bx83Ly8tDeno6TE1NkZmZiczMTKSnpxc5nnhWVhZiYmIQGxuL5ORkBAcH4+LFiwgODgYANGjQAOvWrdN44SiVSousdUOqv0rRUdS7om5YLJVKYWpqil69emHixIncSase3oNuRqQi6dIAXtdG8m8rIiKCq+bj4OBQqt6QGWNITEwssXOn5cuX48CBAwDyx6tetWoVAN2G0IqNjUV6ejpXYqdmb2+v87h49vb2yMzM5NoMFyzty8vLw4sXLwDkB1YFe30kJSspn76vfEzI29A1H9+6dQtisRh16tSh6wSpdErzbHH79m1YWlpqrcqrTWRkJDcGfEFBQUEYMmQIlEolfv75Z3Tu3Fnr9xljCAkJQXBwMKKiohAdHY3o6Gju/wWrGxdkamqKIUOGYPLkyRov2tVNikj1U6U7iipv586d0+gxtjx6YyOkurG0tORuJiW1ky1MIBDA0tKyxM6d5s2bh3r16mHBggU4d+4chg8fjsaNGyMyMhK1atUq9iWTjY0NrK2tubav6nayiYmJsLGxKbakGMivvi2RSGBmZsYFtUlJSbC2toZAIIChoSGkUilSUlKgVCoREREBV1dXKqElhGgQCASQSCQU0JJqoTQd4dnZ2WkNauvUqYOxY8di+/btWLJkCRo3bgwrKytufkpKCo4cOYLTp0+XOPSamZkZbG1tYWFhAQcHB3h5eaFr1668l9/6+vqwtraGhYUFNQ8iH0ZQq+4VVl9fH5aWlrCwsKCHVEK0UHdCJRaLYWhoWOrvCwQCyGQyCIVCruOpwoRCIfr3748HDx7g9OnTWLVqFfbt2weFQoGMjAxIJJJi168OPt3c3LjA1sjICFZWVsjIyChyOB8gvwq0vr4+9PX1YW5ujrS0NCgUCqSnp3Nv/+zs7JCRkQGFQoHMzExERETA0dGRbpiEEA0FH9gJqcpK07xPT0+vyCZBU6ZMwbVr1/Dy5UvMnDkT27dvh7GxMS5evIhFixZxL5QNDQ1Rp04dODg4wN7eHvb29rz/ayuRMzQ0hEwmg1gspnazRMMHEdTWrl2bqroRoqPyqL4jlUohEomQkpKChIQErcvMmDEDFy5cwJMnT3D+/HlMmTKlVGPwGhoawt3dHfHx8Vxb4xo1amht66MWGRkJExMTGBkZwcLCgru5xsfHIycnBwqFAg4ODnByckJoaCgAIDU1FXl5eahRowaVyBBCOCYmJjTME6k2SttnjUwmQ1paGjIyMnjTDQ0NsXbtWnz66ad48uQJRo0aBTMzMzx48ABAft82o0aNQrdu3TRqTBoaGsLc3BxisRgikYiaB5JSoaIHQsg7IRKJYGtrW+QLJRsbG4wbNw729vYwNTWFQCAotgdlbQwMDODg4MCVourr68PW1rbY76hvkuqB5gEgOzsbcXFxSEpKQnZ2NszMzHhjTmZnZ+vcZpcQ8mGgDmlIdVKWkk8XFxetwbCrqys2b94MMzMzPH/+HA8ePIBQKMTYsWNx5MgR9O/fnwtojYyM4OrqigYNGqB27dqws7ODqakpBbSk1D6IklpCSMUQCARwcnJCWloaUlNTNYYBGDt2LMaMGQORSISQkBAA+cHm21QrsrKyQkpKCq9XRT09Pe4GqQ6A1W2AY2Njed/PysqCsbExJBIJDA0NER4eDsYYHBwcypwmQkj1U5ZxNwmpjNS9v5flex4eHoiNjeWGBFRr0qQJTp48iUuXLkEgEKBTp06wt7fnvmdkZARbW9tS9XJPSHEoqCWEvFPqMRwlEglycnKQk5MDxhiioqK0Bq+JiYlvFUAKBAK4urrixYsX3A1WqVTCzs4OFhYWvGWtrKwgFAqRmZkJfX19yGQy3ltnY2NjeHh4QKFQlOmGTwghhFR2+vr6Ze5rRj2sn52dHTcuvEqlQkZGBqysrNCyZUsolUrk5ubCxMQEYrGY+rUh7wQ9pRFC3guBQABjY2NeGzRDQ0OkpaUhOTkZQqEQ1tbWpRpGqCgGBgZwdXVFeHg4lEol16uxtjRZWloW245Y3bEUIYQQUh2VV6dL6o4cgdK30SXkbdGTGiGkQqiDVzMzM9jZ2XE9G5cXU1NT1KlTB9HR0bCxsaE3w4QQQogWFICS6oCCWkJIhXtXw+UIhUI4Ojq+k3UTQggh1UFZhvAjpLKh3o8JIYQQQgj5QFFJLakOKKglhBBCCCHkA0VBLakOKKglhBBCCCGEEFJlUVBLCCGEEEIIIaTKoqCWEEIIIYQQQkiVVa17P2aMAQDS0tIqOCWEFE2dP9X5VRvKy6QqKCkvUz4mVQHlY1Id0LMFqS50yctANQ9qExMTAQDOzs4VnBJCSpaeng6JRKJ1HuVlUpUUlZcpH5OqhPIxqQ7o2YJUF8XlZaCaB7UymQwAEB4eXuxBqMzS0tLg7OyMN2/ewNzcvKKTUya0D8VjjCE9PR0ODg5FLkN5uXKgfSheSXmZ8nHlQPtQvA8hHwOUDyqLd7UP9GxRddA+FE+XvAxU86BWKMxvMiyRSKpsJlEzNzenfagE3tU+lHQzobxcudA+FK24vEz5uHKhfSjah5KPAcoHlcW72Ad6tqhaaB+KpstLF+ooihBCCCGEEEJIlUVBLSGEEEIIIYSQKqtaB7VGRkZYuHAhjIyMKjopZUb7UDlU9D5U9PbLA+1D5VCR+0DHr3Kgfai62y5P1WE/aB+q7rbLC+1D5VAZ9kHASuofmRBCCCGEEEIIqaSqdUktIYQQQgghhJDqjYJaQgghhBBCCCFVFgW1hBBCCCGEEEKqLApqCSGEEEIIIYRUWfoVnYB3rVGjRoiKiqroZBBSLAcHBzx58qTYZSgvk6qgpLxM+ZhUBZSPSXVAzxakutAlL1f7oDYqKgpXr16t6GQQUqwOHTqUuAzlZVIVlJSXKR+TqoDyMakO6NmCVBe65GWqfkwIIYQQQgghpMqioJYQQgghhBBCSJVFQW0l4+/vj8GDB6Nly5Zo1aoV+vbti3379gEAVq9eDU9PT+zcuRMAkJeXh+bNm8PT0xN3794FAAQFBcHT0xODBw/Gt99+C09PT61/3bt3x/3794ucV5TU1FS0a9cOc+fOBQDeOk6cOMEtp56Wm5ur876vWLECffr0QYsWLeDj44OvvvoKiYmJ3HzGGHbv3o3evXujadOm8PX1xbp16wAAKSkpaNmyJebPn6/z9si79T7zMgCcPHkS/fv3R/PmzeHt7Y3x48cjKCioyPRRXia6eN/5+MmTJxg9ejRatWoFX19frFy5EnK5vMj0yeVy9OnTB8OHDwcAREZGcuv85ZdfuOW6d+8OT09PBAcH67zv27dvx4ABA9CyZUt4e3tj2rRpCA8P5+aPHTtWYz/27t0LAAgODkajRo2wceNGnbdHytf7zrs7duxAnz590KhRI3h6euL+/fu89Pj5+WHAgAFo1qwZevTogSNHjhSb/tOnT8PT0xP+/v4AwKXB29sbqampAIBTp07B09OTu47rIjw8HJMmTULHjh3h5eWFXr16cfkWgNZnI29vb27+V199xUsDebcqUz5+/Pgxxo4dCx8fHzRv3hwDBgzAX3/9VWz61flJnd83b94MT09PNGnSBKGhobxl1NdxXaSmpmL69Ono0qULvLy80LVrV2zYsAEqlYq3nFwux+DBg+Hp6cmrwnvz5k14enri5MmTOm+zsqv2bWqrktTUVHzxxRcQi8WYPXs29PX18fLlSyQlJQEAvLy8sGfPHgQGBmLcuHH4999/uQftwMBAtGrVCg8ePOCW7dmzJ9q1awcA+OGHH5Ceno6vv/4aMpkMxsbGcHd3x6pVq7jtX7lyBefPn4enp2eRafz999+RmpqKESNGaMzbunUr+vTpA0NDwzLtf2BgIHx8fFCzZk2cOXMG586dg1wu5x72f/nlF2zbtg2enp4YM2YMsrOzkZaWBgCQSqXo27cvjh49igkTJsDNza1MaSDl433n5Tdv3uD777+HiYkJ5s6di3/++QenT5/GDz/8wN38CqO8TEryvvNxYmIiJk+eDMYYvvjiC9y7dw/79u2DmZkZpk2bpjWNp0+fRlhYGO9arrZv3z4MHz4cMpmsTPsfEBCAJk2aYMSIEbhx4wYuX76M+Ph4XjBiYWGBb775hvtcr149AIC7uzvatm2LPXv2YNSoUTA3Ny9TGkjZvO+8C+QHFD4+Prh8+bJGx0Ph4eGYPXs2bG1t8fXXX+PkyZP44Ycf4OzsjDZt2mikX6lUYtOmTXBzc+O2q5aeno4dO3Zg9uzZZTo2sbGxSE5OxsiRI2FoaIgtW7Zg1apVcHZ25j30Dx48GM2bNwcAGBgYcNNHjhyJc+fO4ffff8eMGTPKlAaim8qWj0NDQyEQCDBhwgTk5uZi8+bNmD9/PmrWrIk6depo3YcNGzZALBajX79+vOlKpRIbN27ETz/9VKZjk5GRgZCQEAwcOBAymQzbt2/Htm3bYGlpyQuOf/nlF4SFhWl8v23btnB3d8fmzZvRt29f6OnplSkdlQkFtZVIREQEcnJy4Orqig4dOsDOzo4338vLCwKBAA8fPgRjDIGBgRCJRKhfvz4CAgIAgPu3WbNmaNSoERo1agQAWLlyJYD8htaOjo7cOnv27Akgv+Ro8+bNAPLfvmujUqlw/PhxODg4oHHjxrx5YrEY0dHROHLkiNYgITU1VePtkZpEIoFQKMS+ffu4IKJBgwYYOHAgnj9/DgDIzs7G3r17YWJigq1bt8LAwIC7AKl169YNhw8fxokTJzBnzhyt2yLvx/vOy+Hh4RAIBDAzM0Pr1q0hFApx+vRpSCQSremjvEx08b7z8eXLl5Geno6OHTti6NChaNmyJS5evIiDBw8WGdQePXoUIpEIHTt25E0XiUSQy+XYtm0b5s2bp/G99PR0KBQKres0MzODgYEB1q9fz+Xjbt264fLly3j58iUYYxAIBAAAY2Nj+Pr6wsjISOOhqFu3bvD398dff/2FYcOGFXGUybtQEc8TU6ZMAZBfmlU4GDh69CgUCgVGjhyJwYMHw8nJCZMmTcKBAwe0BrX+/v6Ijo7m1lmQWCzGoUOHMGrUKI15crkcGRkZWo+Jvr4+xGIxGjduzHsxExkZiX379uH58+e8oLZBgwbw9fWFiYkJbz2enp5wcHDA8ePH8fnnn0MopEqP70ply8c9e/bkBaf//PMPrly5ghcvXmgNal++fIlHjx6hb9++MDIy4s0Ti8W4cOEC92xQkEqlKrImgFAohEQiga2tLU6fPs1dd/Py8rBy5UpeDbU7d+5gz549+P7777Fw4UKNdXXr1g1bt27FzZs34ePjo3V7VQmdiZWIm5sbbGxs8Pz5c3Tt2hWdO3fGd999x71hkUgk8PDwQFpaGl6+fImAgAB4enqidevWePLkCeRyOQIDAwEATZs2LdW2r127htDQUDRv3vz/2Lvv+Kar/fHjr6RJ996DLvawbGQpgqCAA0EQURC4iPeKiAPXVRQHKgoORMGByFAQRLYXUBQQRVBBAZVZaOlu6d5t0uT3R3/5fBuStGlp6eD9fDx4XJvPJ8lJ77ufnPfnnPM+dOnSxeo5p0+fJjs72yIJMLV90KBBLFu2jOLiYovj48ePZ9CgQVb/paamApiNiu3duxeAfv36AXDu3DlKS0txdHRUpsMNGzaM77//XnlOTEwMDg4O/PLLL7X67KL+XelYjoiIYO7cuWRnZ3Pbbbfxyiuv0K5dO+bNm2f1fIllYY8rHcf+/v4AnDlzhgsXLvDTTz8BlTdSrHVwcnNzOXnyJB06dMDZ2dnsmJubG2PHjuWrr74iLS3N4rmPPPKIzTg+evQoYB7Hpuqo1157rZLQAqSmptK3b1969+7N9OnTzaYnmz6zxPGV15j9CWtM7xsSEmL2v9ZGkAAOHjwIQPfu3S2OTZgwAYPBwEcffWRx7OjRozbj2jSqWjWuS0tLOXToECqVir59+5q91ksvvaQsA1i1apXZsW7dupGdnV3tEhdx+ZpaHFeNnaysLI4fP46jo6PN164ujm+77TZ8fX1ZvHixxbHU1FSbcTx+/Hig8iaNKaE1GAzs378f+L++Rm5uLnPmzGHy5MkWsW3S0q7RMlLbhLi6urJ27VrWrFnDoUOHOH36NFu3buXgwYPs2rULrVZLr169iI2N5ffff+fo0aNMmjSJXr16sXTpUnbu3ElWVhZRUVFK58hepgu2rVFaQOmsXHqnzOSRRx7hrrvusjrd89lnn6WkpMTq83x8fMx+Xr16NUuXLqV79+7KOhnTndDc3FxmzJhBq1atePnll3nmmWf44Ycf8Pb2xsXFBS8vLxITE2v4tKKhXelYzsvL49NPP8XNzY05c+Zw9uxZli1bxrx585Qpv1VJLAt7XOk47tatGxMmTGDdunXcdtttuLi4oNFo0Ov1GI1Gi/OTkpIwGo024/g///kPW7dutdr5f/DBB5UpfJdq3bq12c+7du3ipZdeIioqildffVV5fOjQoYwZMwYvLy927NjBjh07eP7551m9ejUAQUFBSjvFldWY/Ql7WIvnqqq7RgcHBzN+/HjWrVtnMbX+0mVVVV16bn5+Po899hixsbE8+eSTSgffz8+PRx55hLZt25KTk8N7773HW2+9Rfv27ZVRZVO7EhMTlSn3ov411ThOS0tjxowZ5ObmMn/+fFq1amX1vOri2MXFhQceeIA33njDIun18fGxGceXzuwqLy9nzpw5HDx4kIkTJ3LLLbcA8NZbb6HVahk9erQy4mwwGEhISKBVq1ao1WrlGt1S+hqS1DYhOp2OgIAAZZ1IRkYGo0aNIiMjg6ysLIKDg+nduzfr169n/fr1FBYWKtMptFotn376KVA5xaI2/vnnHw4fPkybNm24/vrrazy/6l36qjp06MDw4cNZuXKlxbH58+fb3Nx7165duLq6YjQaWbBgAV988QXXX389b731ljLtx/QHaDAYuP/++3FycmL16tWcPn2a1NRUvL29q22buLKudCz/+uuvJCcnM3jwYEaOHMmQIUNYtmwZ+/btM5sqeSmJZVGdxrgmz5kzh/vvv5+0tDRcXFy46667CA0NVeLCGlux4u/vzz333MPq1avN1gRC5bpx01qzS3322Wf4+fkBlTc83377bbp06cKSJUvMEoOq0/OvueYaduzYwZkzZ5THTDdwakpgRP1rrP6ELZGRkQDKbBbT7AHT47U1ffp0Nm7caHHj8fz58zz99NNWn9O7d29lxMqUlMTFxfHSSy8xduxY5bzWrVub3dg5ceIE69ev58yZM0pSa/qbk9huWE0tjqFyJs1DDz1Efn4+7733nl3Tdm1do8ePH8+qVass+ho5OTk24zg0NFSZJp+fn8+jjz7K4cOHmTFjBg899JByXnJyMsnJyWbTpXNycrj11ls5cOAAnp6eLS6OJaltQuLj45k1axbDhw8nKiqKtLQ0SkpK8PPzIzAwEKhcPwAQFxeHRqOhW7duODs706VLF2XKWG3/eE2jtFOmTKm2I226E2VtKpvJzJkzzaZRmrzxxhuUlpZafY7p7tnzzz/Ptm3baNWqFSNHjuTHH38EKtcweHp6cuutt7J9+3beeecdQkNDOXfuHIGBgcqXT2lpKbm5uVJYpwm40rEcGRmJSqXi999/Z+3atZw7dw6Atm3bWo1piWVhj8a4Ji9evJiQkBAqKipYv349RqORBx980Oq5pnVg1cXxtGnT2LBhAwUFBWaPP/nkk0pxsku1b98egCVLlvDRRx/h4+PDXXfdpVQTveGGG6ioqGDGjBnceOON+Pr6snv3bsB8ip+pXbZGMUTDaYzYPXz4MBcuXFBmAOzfv5+EhATGjh3LuHHj+Pzzz/n888/RarVKxVVba62rXqMvnTkAlaOu9913Hx9//LHZ4+3bt+eTTz6x+pqmYmVpaWlMnDiRjIwMbr/9dlxdXdm5cydhYWF07dqVDz/8kMzMTDp37kx+fj47duxArVabjaZJbF8ZTS2OT506xbRp0ygoKOC+++6jqKiInTt30rZtW9q1a2fxWuHh4YDta7RWq2XGjBnMnTvX7HF/f3+bcWxaalJcXMyUKVOIjY1l4MCBREdHs3PnTnx9fenbty8PPfQQOTk5QGUy++qrr+Lh4cFLL72kjPa2tDiWpLYJ8fX1JSYmhm+//ZbMzEwcHR3p2bMnjz/+uHLHOyAggIiICBISEujYsaMy+tOrV686/fGmpqaye/du/P39ue2226o9t2PHjvj6+nLs2DGb50RFRXHHHXewceNGs8ftWctgGjVISkoy287EVMzq2WefRaVSsX37doxGI3369OGJJ55QFt//9ddfVFRUmJXeF43jSsdyhw4dePnll1m9ejXvvvsujo6OZtv1XEpiWdijMa7JKSkpfPnll0pxlNdee41Ro0ZZPdfHx4dOnTpx6tQpysrKLAqRQOWas6lTp5pt7wPYrJ1QlSmOc3JyzIqM7Nq1C39/f4KDg1mzZg05OTl4e3szevRoHn/8ceU80+e3VghINKzGiN3Nmzezbds25WfT6NPYsWOJjIzk7bff5v3332f+/PkEBgYyZ84cm9e4AQMG8OWXX3Ls2DGb50ydOpX169eTm5urPObl5VVjvCUmJpKRkQHA9u3b2b59OwCjRo2ia9eutG3blh9//JH//e9/GAwGoqKiuP/++81qMBw7dgxfX186duxY4+9F1F1Ti+NTp04pNwirbgM1Y8YMq0mtKRaPHTvGuHHjrL7fqFGjWLFiBXFxccpjTk5ONcZxTk4OsbGxQOX2PAcOHAD+b0ZCnz59lHOTk5OByjXBN998s/K4qQ/UUvoaKmNLGXO2wd/fXylwIS7fe++9x6effsq6devs6hRdSa+++ipfffUVW7ZssXpntykbPHgwmZmZ1Z4jsVy/JJYbRk2xLHFcvzZs2MArr7zC22+/bdZZaQoeeughDh8+zO7du21WIm+qJI4bV0VFBSNGjMDd3b3J7aP5999/c8899zBt2jSzmzhNkfQtGt+kSZOIj49nz549dd4msKGMGTOGgoICdu3ahUbTtMc57YllqX4samXq1Kl4enpaVAJsbHl5eWzfvp1bb7212SUBonFILIuWYPTo0URGRirFmZqK8+fPc+DAAe67775ml9CKxufg4MDMmTOJjY1tcpVZV69ejYeHR7WFNYUwefTRR8nLy2Pr1q2N3RQzBw4cIDY2loceeqjJJ7T2atEjtQaDAT8/P3bs2CFFV0STZTQaueWWW8jKyrK5353EsmgOaopliWPRHEgci5ZA+haipbAnlqGFJ7VJSUnKIm0hmrrExESbi/UllkVzYiuWJY5FcyJxLFoC6VuIlqK6WIYWXijKw8MDqPwlmKreCdHU5OfnEx4ersSrNRLLojmoKZYljkVzIHEsWgLpW4iWwp5Yhhae1JqmUnh6esofq2jyqpv6I7EsmpOa9gWWOBbNgcSxaAmkbyFaipqmyEuhKCGEEEIIIYQQzZYktUIIIYQQQgghmi1JaoUQQgghhBBCNFuS1AohhBBCCCGEaLYkqRVCCCGEEEII0WxJUiuEEEIIIYQQotmSpFYIIYQQQgghRLMlSa0QQgghhBBCiGZLklohhBBCCCGEEM2WJLVCCCGEEEIIIZotSWqFEEIIIYQQQjRbktQKIYQQQgghhGi2JKkVQgghhBBCCNFsSVIrhBBCCCGEEKLZkqRWCCGEEEIIIUSzJUmtEEIIIYQQQohmS5JaIYQQQgghhBDNliS1QgghhBBCCCGarUZLaufPn0+fPn3w8PAgMDCQ0aNHc/r0abNzSktLmTlzJn5+fri7uzN27FjS09MbqcVCCCGEEEIIIZqaRktqf/zxR2bOnMmhQ4fYvXs3Op2Om2++maKiIuWcxx9/nO3bt7NhwwZ+/PFHUlJSuPPOOxuryUIIIYQQQgghmhhNY73xrl27zH5euXIlgYGBHDlyhEGDBpGXl8fy5ctZu3YtN954IwArVqygU6dOHDp0iH79+jVGs4UQQgghhBBCNCGNltReKi8vDwBfX18Ajhw5gk6nY9iwYco5HTt2JCIigoMHD1pNasvKyigrK1N+zs/Pb+BWC9EwJJZFSyBxLFoCiWPRUkgsi5asSRSKMhgMPPbYYwwcOJBrrrkGgLS0NBwdHfH29jY7NygoiLS0NKuvM3/+fLy8vJR/4eHhDd10IRqExLJoCSSORUsgcSxaColl0ZI1iaR25syZ/P3336xbt+6yXufZZ58lLy9P+ZeYmFhPLRTiypJYFi2BxLFoCSSORUshsSxaskaffvzwww/zzTffsH//flq1aqU8HhwcTHl5Obm5uWajtenp6QQHB1t9LScnJ5ycnBq6yUI0OIll0RJIHIuWQOJYtBQSy6Ila7SRWqPRyMMPP8zmzZvZs2cP0dHRZsd79eqFVqvlhx9+UB47ffo0CQkJ9O/f/0o3VwghhBBCCCFEE9RoI7UzZ85k7dq1bN26FQ8PD2WdrJeXFy4uLnh5eXH//fcze/ZsfH198fT0ZNasWfTv318qHwshhKg3xcXF5ObmUlpail6vx8nJicjIyMZulhBCCCHs1GhJ7YcffgjA4MGDzR5fsWIFU6dOBeDdd99FrVYzduxYysrKGD58OEuXLr3CLRVCCNESGY1GUlNTyc7ONntcpVI1UouEsGQ0GpWYrKiooKysDLVajVarxcHBoZFbJ4QQTUOjJbVGo7HGc5ydnVmyZAlLliy5Ai0SQghxNUlJSSEnJ8fsMbVajVrdJGooiqtcbm4uqampVFRUUFxczL59+/D39+faa69VzgkODsbf378RWymEEE1DoxeKEkIIIa60goICJaFVqVQEBwfj7e0tI1+izioqKigoKECj0eDm5lbjiL9er0elUlnEnF6vJykpicLCQgAyMzOZPHmyUqn2hRdeYPz48UDl9ocqlUpiVwhx1bsqktqKiorGboIQQogmwmAwkJqaqvwcEhKCr69vI7ZINHd6vZ5z586h0+kA8PDwICIiwmpiq9PpSE5OVpLWoKAgAgICqKioIDExUXnc5PXXXzfbemXJkiWMHTtWSWJTU1NJT08nPDwcDw+PhvqIQgjRpF0Vc6xKSkoauwlCCCGagNLSUuLj4ykvLwfAxcUFHx+fRm6VaO4uXryoJLRgPhOgKqPRaDYKC5VbFZaVlZkluibnzp1j9+7dqNVq1q1bh6enJ9nZ2Rw7dszsPIPBQEJCAmVlZfX8yYQQonmQpFYIIcRVIycnh+LiYuXn0NBQKQwlLovBYLCawGZmZlrUDyksLKSoqMji3IsXL5Kfn2/x+IYNG4DKoppdunTh+uuvB2Dfvn0W5xqNRjIyMuryEYQQotmTpFYIIcRVIzc3V/lvNzc3ZWSrtLRUvitEneTk5GAwGADw9vbGzc0NgPLycrME1mg0kp6ervwcEhKi/Le1hLa8vJxt27YBcNdddwEwaNAgAH7++WerbSksLLSrEKcQQrQ0V0VSW1xcLBd5IYS4yuXl5ZnVWCgtLSUpKYkzZ84QGxtLSkqKxXeFfHeI6hiNRjIzM5Wf/fz8zNZnV72JkpeXR2lpKVA57d3X1xd3d3cAJSmu6uDBgxQUFBAYGMiAAQMAGDBgAGq1mrNnz5KWlmbxHNOWP0IIcbW5KpJag8GgrJ8SQghx9TEajaSkpJg9ZkpwTd8PJSUlFBQUKMd1Oh3nz5+3Ol1UCKhMWk1rad3d3XFxccHDw0PZFqqgoACj0WgxNTgoKAiVSlVtgbLvv/8egKFDhyqv5+3tzTXXXAPATz/9ZPV5l67LFUKIq8FVkdRC5XoVIYQQV5fy8nJKSkrIzMyssRJ+UFCQMnKm1+uJj4+npKSE+Ph4SWyFBb1eb9a3CAgIACr3OjbFkWmP2dzcXOXmiZubm3LcVrVivV7P3r17AbjpppvMjpmmIO/fv9/qcyVWhRBXo6smqa06BUgIIUTLptfrycvLIy0tjXPnzpmtZbQmJCSEgIAA1Go1FRUVxMfHK9M4NRoNWq32SjRbNCMXLlxQElVXV1dlLS2Ap6en8t95eXlkZWUpPwcGBir/bWt6+z///ENeXh6enp706NHD7NgNN9wAwK+//mp1qnFRUZFMmxdCXHWuin1qTcrLy3F0dGzsZgghxFVt9+7dHDx4EEdHR3r06EH37t3x8/PDy8tL2XvzcpSWlpKYmGj32kJPT09lGqjBYCA+Pl5Z+6jRaIiKipLvDmGhrKwMrVaLg4MDYWFhZseqjsDm5+ej1+uByrW0VZNfawWioDJhBejbty8ajXlXrUOHDgQGBpKRkcFvv/2mVEQ2MRgMlJSU4OrqWvcPJ4QQzcxVkdSWlJTg7u5OXFwcHTp0aOzmCCHEVW3cuHFmP3fo0IGJEydy66234u3tTUREhEVHvjpGo5Hs7GzUajVubm7Ex8crSURNTAmJSqXCaDSSkJCgVEF2cHAgOjoaJycn+z+cuKpotVqio6Mtbno4ODjg5uZGUVGRWSxeuoa26ghuVaZ9aHv16mVxTKVSccMNN7BhwwZ++ukni6QWKtfVSlIrhLiaXBXTj3/88UegsuiHvR0dqOwoVVRUKNN4Lv1ZCCFE3Vx//fUMGjQIJycnTp8+zdy5cxk+fDjvvfcev/76K6dPnzbbT7Y6Fy9eJDU1leTkZGJjY82u88XFxXz88cfKyOulWrVqhYODA0ajkeTkZKXIjlqtJioqShJaYZMpRmyN4l+6XtbBwQEvLy/l56KiIqvbSBmNRv766y8AunbtavW1TYmsFIsSQohKV8VI7TfffKOMDMTGxtKxY8dqzzcYDKSkpJCXl4fRaEStVivrrIxGIyqVCnd3d0JDQ2WdlRBC1NL777/P4MGDgcr1hps2beKLL74gIyODxYsXs2zZMiZMmMD999+Pj48PYWFhZslAVXq93qyq7KVbo7zzzjusX7+eP//8k48++sjsmKlSrakyran2gkqlIiIiAhcXl/r70KLFCQ0Nrfamh4eHh9m2O97e3koVY6PRaHVLHoCkpCRycnLQarU2Z5dde+21aDQakpKSSExMJDw83Ox4cXExer2+VjMehBCiObsqRmqPHDnCwYMHgcoOUNU95axJTU0lNzdXGZE1GAzo9XqzEduCggJOnz7N33//zdmzZ8nPz5cRXCGEsEPv3r2V//by8uJf//oXu3bt4vXXX6dDhw6UlJSwYsUKRo4cyccff6xcazMyMsyus0ajkfj4eJvvs2fPHtavXw/A1KlTLY6Hh4dTWlrK+fPnzarYtmrVSqlOK4QtVYtBWXNpQln1xkxWVpbVUVqA48ePA9CpUyebo8Bubm5069YNsF0F2dZ6XSGEaImumlt4L730Eps2bcLNzY20tDS0Wq3Fnf/y8nISExMtvmgqKio4evQof/31F5mZmeTn5+Pv70/79u3p378/Xl5eJCQkAJVfNGFhYWi1WlQq1RX7fEII0ZxptVpuv/12brvtNvbv38/ixYs5c+YMixcvZs2aNUyePJlRo0bh7++Po6MjPj4+5OTk2NyD/MiRIzz77LMATJo0iX79+pkd9/f3JzMzk5ycHLNEOTg42OaosBC1UXXPY6gsYObq6kpZWZnNUVr4vyTVlLTaMmTIEI4cOcKOHTu49957LfoceXl51e6DK4QQLclVkdSGhISQkpLC/PnzmTdvHiqVisTERAoKCggJCaGiooKUlBSLNSjnz59n06ZNbN++nezsbKuv7eLiwrhx45g6dSqBgYEUFRVx5swZoHLqkY+PT413c4UQ4mrSvn17dDqd1f3DTUVwrr/+enbu3MkHH3xAUlIS7777Lu+//z6DBg1i5MiR9O3bF29vb7OOfHl5OceOHWPTpk3873//w2g00rdvX2bPnm32HhqNxmLGjqOjI2FhYWaVaYWoK6PRaBHfubm5ODk5ERcXZ/N5p06d4rvvvgPg1ltvrfY9RowYweLFizl+/Djff/+9xX62RUVFlJWVybpwIcRVQWVswXNm8/Pz8fLyYsmSJTz88MMYjUbuuece/vvf/yrrWi6Vl5fHtm3b2Llzp1KoASqnGfXr14/g4GA8PT1JTU3lzz//5Pz58wC4u7uzePFi+vTpY/Ga/v7+BAUFycitsMoUp6Y9Cet6jhCNraY4vfS4Xq8nPT2dnJwcm6+p0+n45ptv+Prrr5VpmSYuLi74+/vj5OREYWEhmZmZZkWiRo0axXPPPVdtoqpWq/Hz81P2qBWitnFsTXp6upLUmipr1+TcuXP861//Iicnh8GDB7N48WKl3+Do6IiDg4PFTLIlS5bw0UcfERAQwIYNG/Dz8zM77unpSUREhF2fW7Qs0rcQLYW9cXpVjNT27NmTF198kZdffpkvv/wSg8HA888/b3Fefn4+9957rzKV2MHBgeuuu45x48YxcOBAi6JQRqORAwcO8MEHH/DPP//w8MMPs2rVKotCVJmZmahUKoKCghruQwohRDOj0WgICwvD29ublJQUq/vKarVaxowZw5gxYzh79izbt29n3759xMXFUVJSQmJiotn5vr6+XHfdddx777106dLF5ntrtVp8fX3x9fWtl71xhTApKioyG6X18vJSipDZkpOTw4MPPkhOTg6dO3fm1VdfVRJaJycnoqKiqKioIDY21ux5999/P7t37+bcuXO8+OKLfPDBB2bH8/Pzyc3Nxdvbu14+mxBCNFWNltTu37+fhQsXcuTIEVJTU9m8eTOjR49WjhuNRl588UWWLVtGbm4uAwcO5MMPP6Rdu3Z1er+xY8ei1Wp54YUXWL9+PT169DCb2vPPP/8wb948EhIS8PT0ZMaMGYwYMQJ/f3+br6lSqbjuuuvo06cPM2fO5Ndff+Wpp55i06ZNFglwZmYmXl5eODs716n9QgjRUrm5udG2bVvy8/PJzMy0WUCnXbt2zJ49m9mzZ1NaWkpaWho5OTmUlpbi5uZGQEAAwcHBVmfFaLVatFot7u7ueHh44OzsLLNnRL3T6/UkJSUpPwcGBlpU5L5UYWEhjz/+OGlpaURERPDxxx+brev29/dX4jc0NJSUlBTlmLOzM2+99RZ33XUXP/74o9V9a5OTk9FqtTK1XgjRojVaUltUVES3bt2YNm0ad955p8XxBQsWsHjxYlatWkV0dDQvvPACw4cP58SJE3VODEeNGkVSUhIffvghc+fO5ZdffsHT05MjR45w8uRJoHI628cff8w111xj9+s6OTnx9ttvc8cddxAfH8+aNWuUSpumaUdGo5HExETatGkjU9yEEOISKpUKLy8vvLy8KCsro6CgAJ1Oh8FgUK6jBoNBuZ6aklhHR0dUKhUGgwEnJydcXV1lKx7RKEzf8zqdDgBXV1fUarXZllOX+umnn5g3bx6pqam4ubmxaNEii1HVlJQU1Go1Xl5e+Pr6kp+fb1YDpG3btkycOJFVq1bxwgsvsGbNGsLCwszadeHCBVq3bi031oUQLVajJbUjR45k5MiRVo8ZjUYWLVrE888/zx133AHA6tWrCQoKYsuWLUyYMKHO7/vvf/+b48ePc+DAAbZt26Y87uDgwIgRI3jssccIDg62+Xxba2O8vLx49NFHmTt3LkuXLmXYsGG0atVK2dfWaDRSVlZGSkoKYWFhMkIghBA2ODk5SXEb0eykpaVRVFQEVPYpDAaDzSrHGRkZLFy4kF27dgEQFhbGwoULldloXl5eqFQqZXvBxMRE8vPzCQoKIigoyKKw5UMPPcTBgwc5c+YM06ZN4/3336d9+/bKcYPBQFxcHJGRkbi6ujbExxdCiEbVJNfUxsXFkZaWxrBhw5THvLy86Nu3LwcPHrSZ1JaVlZmtybK2R5tGo2HJkiUcOHCAf/75h5KSEiIjI7nxxhvx8fGxONfFxQW1Wo1arcbV1RUvLy+SkpKsvvYdd9zBli1b+OOPP3jhhRdYvnw5arXaLAnOzc3F2dm52mnNQtgTy0I0dRLHoiWwJ46LiorIysoye6y0tNTq6+Xl5TF58mSSk5NRq9VMnDiRhx9+WEk23d3dCQ8PV2Yl5OXlKc8zFUpxcHCgoqJCeU1XV1eWLl3K/fffz4ULF5g0aRITJ07knnvuITAwEKjcnvD8+fO0atVK1thepeSaLFqyJpnUmu5sXlpYKSgoqNq93ebPn8/LL79s8bhpGo5Op8PJyQlPT086dOiAWq0mLy+P4uJiKioqlGNubm7VThFu1aoVJ0+etBixVavVvPrqq4wdO5bDhw/z5ZdfMnHiRKufT61W4+vri8FgUN6roKCgxvcWVwdbsSxEcyJxLFqCmuK4tLRUKTAJleu3TVOQL3Xx4kVmzpxJcnIyoaGhLFq0iE6dOinHXV1dlWrFKpWKVq1a4e7uTmpqqrI211YiEhQUxBdffMFTTz3FoUOH+PTTT1m5ciUvvfSSMusNICkpCZ1OR0BAgP2/BNEi2IrlEydO4O7uDlTGoI+PDy4uLjg6OkqfVDQbTWJLH5VKZVYo6pdffmHgwIGkpKQQEhKinDd+/HhUKhXr16+3+jrW7kCFh4c3SKny7Oxss2INVa1bt47XXnsNZ2dnNmzYQFRUlNXztFotBoMBHx8fsrOzMRgMBAQESJXkq4y1UuX1FcsGg4GysjIKCwspKyujoqJC6Rip1Wq0Wq2yDlEK54jLdWksX8lrshD1pTZxbNp31rSVVHXb9+zbt48XX3yR7OxsfHx8+Oyzz2jbtq1yvHXr1janBut0OnJycsjKyjIboYXKkV2dTqe00Wg0smfPHj744ANiY2MJCgriu+++s0hO/Pz8bBZWE81fbfoWgYGBeHp6EhQURHh4OO3ataNz58506NDBovCpiUajwcHBAa1Wq/y3SqVCrVajUqlwcHBQ/qnVauV/Tf8k7oS9mvWWPqY1renp6WZJbXp6Ot27d7f5vCu5DsvX15esrCyrW1CMHz+eH374gUOHDjFnzhxWrVqFWq3m999/JzExkaKiIrp27UqPHj2AysrIJhcvXsTb21vWk13lahvLJSUlZGRkKLMOrDEYDBQUFAD/VwnW2peVSqUiMDAQf39/+dIRl0XWxoqWwFYcFxcXk5KSYrY3srWEtqioiIULF7Jx40agsrDT4sWLCQ8PV87RarXVbi2l1WoJDAzEx8eHc+fOmb1nUVERnTp1oqKigjNnzgAwdOhQrrvuOgYNGkR6ejqLFy/m0UcfNbumZ2VlodPpaNWqlYzGXSVsxXJGRgYZGRkWW0ZpNBrCw8MJDw8nODgYPz8/PDw8cHFxwdnZWXk9b29vQkND8fX1tTuWTDfWTYmvKSHWaDQ4Ojri6uqKk5OT9EOE3ZpkUhsdHU1wcDA//PCDksTm5+fz66+/MmPGjMZtXBVRUVGcPn3a4nG1Ws28efO48847OX78OBMnTiQnJ4fU1FTlnH//+99KUltVSEgIjo6ODdpu0TIYDAYyMzPJzMy0umWETqfjl19+4dtvv+Wvv/4iJSWF8vJys3NMX0a+vr5ERkZyzTXXEBMTQ5cuXUhPT8fR0ZGIiAipmCmEEJeIj49XpmxaYzQa2blzJ++88w7p6emoVComT57MrFmzLBILnU7H+fPniY6OrvZ6q9VqiY6O5ty5c8p132g0KoMAUVFRxMXFAZXX90cffZT58+ezfPlykpOTeeWVV8yqg+fn5xMfH09UVJQktlex5cuXU1FRQVpaGnFxcZw+fZp//vmHvLw84uLilJiqiUajwcPDA3d3d6Kiohg8eDCjR4+22q81zSSrjpubG+Hh4Wg0TTJdEU1Mo0VJYWGh2R2huLg4jh49iq+vLxERETz22GO8+uqrtGvXTtnSJzQ01Gwv28am1WqJjIwkISHB4u5scHAwL7/8Mk8//TQnTpwAwMPDg549e+Lu7m5WldDEVK5f7kqJ6pSWlpKenq6Mul4qLS2NDRs28PXXX5OdnV3ta5WVlZGenk56ejonT55UKnG6urpy4403MnLkSAYOHIiLi4skt0IIYae//vqLN998k2PHjgGVtT3mzZtHnz59lHNMs2Jyc3OV5SHx8fG0adPG5pRPqExWo6OjiYuLUxLbrKwsSkpKCAkJISgoiPT0dADuvfdenJ2dmTdvHrt27eLUqVO89tprdO3aVXm94uJiJaGubrRYtFydO3e2uEFjNBqVJDc5OZmMjAyys7MpKCigpKSEkpISysvLKS0tJTs7m4yMDPR6PTk5OeTk5JCYmMhPP/3E2rVr+eyzz/D19a11u4qKikhMTCQ6Orq+PqpowRptTe2+ffsYMmSIxeNTpkxh5cqVGI1GXnzxRT755BNyc3O57rrrWLp0qdVk0BZ752BfLp1OR3p6Onl5eRbJbXx8PH/88QcBAQH07t3b6v6JXl5ehIWFyV3Sq5Q9cWo658iRI1bveBqNRo4ePcoXX3zBDz/8oExB9vPzY8SIEQwaNIjIyEilCqZOp0On01FQUEBubi5ZWVmcPXuW48ePc/z4cbMqnlFRUTz88MPcdNNNeHp6Eh4eLh0fYVVNsXylrslCXA574/jgwYMWicDff//Np59+yg8//ACAi4sL999/P1OmTDG7Kejg4KBsr2NKZktKSgBwdnamdevWNfYJ9Ho9Z8+eNVtyolKpCAoKQq/Xmy1tOnz4ME8//TQXL17EwcGBZ599lrvvvtvs9bRaLa1bt642oRbNR236FufPn8doNKLT6cxqb9SGTqcjKyuLgoIC8vPzOX78OCtXriQ7O5uBAwfy4Ycf2jVo4+7ujouLC9nZ2RiNRtlfWdjdd2gShaIaSmN0oMrKyoiPj7dZ+bAqtVqNu7u7UulQXJ1q88VzaSeqsLCQXbt28dVXX3Hy5Enl8d69e3PPPfdw22230aZNG7Mk1GAwUFRUxMWLFykuLrZ4L6PRyLFjx9i5cyf/+9//lO0kYmJimDNnDl26dCE8PBwvL6/6+hWIFkKSWtES1DapNRgMHDp0iM8++4xff/0VqEwub7/9dh599FHlZqKJs7MzERERZjco9Xo9586dU/oOphuINSUBRqOR/Px80tPTzZaXeHp64uLioozYQuWWQK+99ho7d+4E4OWXX+bOO+80ez21Wk3btm1lGVQLUJu+hT3X5IqKCgoLC8nMzEStVuPi4kJhYaHNrasAzp49yz333ENZWRnPPvss9957r11td3BwIDg4WClkKa5uktTSeB0oo9GIwWBQNl+HyikURqNRqXjs6uoq04wFULsvnm+//ZaCggKSk5P57rvv+OGHH5QvFCcnJ2699VYmTpzItddeS6tWrWp8b71eT0pKis0tIgoLC1m9ejWrVq2iuLgYlUrF3XffzaxZs/D29sbf3x8vLy+0Wi0qlUpi+ionSa1oCeyN423btvH999+zefNmEhMTgcrO+K233sq0adNo06aNxXO9vLwIDQ21OtultLSU8+fPK/2GkJAQ/Pz87GqzwWAgIyPDbHTW2dkZNzc3s5k3RqORt956i9WrV6NSqXj66ae59957UavVGI1G5RpeXSVm0TzUd1JbVdVYMRqNpKam2lzutGbNGt544w38/f3ZuXOnzVFXUwxWTUsCAwMJCAiQvsVVTpJapAMlmofafPE4ODhYVDeOjo7mzjvv5I477qB9+/YEBgbW+gugoKCApKQkm5WTL168yFtvvcWOHTsAeOGFFxg/frzZOS4uLso/Nzc3udN/FZKkVrQE9sZx1e173NzcGDVqFFOmTCEsLMziOS4uLgQHB+Pm5lbje5v2vFWr1bRr165W04Hz8/NJSkoymz566b65RqORN954g7Vr1wKV3yGDBg3i1KlT3Hzzzcq1vVWrVjg5Ocl2b81UQya1lzIajZSXl1NWVkZycrLSl1CpVISFhfH0009z1113me1oApUxXjVW1Wo1jo6OZqO/kZGReHh41Lltovlr1lv6CCGsq6iowNfXFy8vLwYMGMDIkSPp3bs30dHRl5VEenh40L59e9LT0/Hz80On01FSUqJMXQsICODNN99kzJgxbNq0ibFjx1q8hqlwhImTkxP+/v54e3tLh0gI0eIYjUZ69OjBnXfeyc0332wxsung4ICHhwfe3t64ubnZdR309PTEx8eHnJwcDAYDSUlJRERE2F3HwNPTk+joaJKSkpTKspcuh1KpVPz3v/8lLCyMpUuXmlW3PX78OMOGDcPX15ekpCSgMiG3NuoshIlKpVK293FxcSEhIYGSkhLc3d3x8vJi6dKlqNVqsrKylGJSBoOBqKgoAFJSUigtLcVgMCgF1DIyMvDx8ZGEVthNRmqFaGS1uZu6YMECRo4cCVSODNSms1MXer1eqYCYn59vdQ/Gmvj5+VncnRUtk4zUipbA3jj+8ssvueaaa8yO1UfhR71ez5kzZ5QRLK1WS0REhNVCk7YYDAays7OVvWhtKSgoYN++fRw+fJi8vDwmT55Mz549Lc7z9vZGq9Xi4eEh05KbiSs5Unsp03T4gIAAq30U0/pcU20O0w2c4uJipfp3cXExzs7OUkRVyEitEC3R9ddfj4eHB+Hh4VfkQm/aGy48PByAnJwckpOTa/UaPj4+9d4uIYRobKZRJgB/f3+Cg4Pr5XU1Gg3h4eEkJiZiMBiUehy1oVar8ff3x9/fn7KyMjIyMpSif4CylMXDw4Pbb7+d22+/vdrXy83NBSqXovj6+hIaGlrrzyWuHmq1utq/BwcHB7Nik2q1mvDwcHQ6nRLrcvNE1Fadk9oTJ05w4sQJMjMzUalU+Pv706lTJzp37lyf7RNCVNGmTRsCAgIa7f19fHyUsv3e3t7k5eWh1+uV44GBgZSUlGAwGPDz86O8vFxK8QshWix/f3+CgoLqfYmFh4cHbdu2JTk5GX9/f+UGY104OTkRHh5OcHAwxcXFSpKcmJhodv2uqup64UvJNV00BJVKJbU4xGWp1VVy3759rFy5ku3bt5Obm2txwVOpVHh5eXH77bfzr3/9i8GDB9dnW4W46jk5OTV2EwgICMDHxwetVktwcDD5+flkZmZSUVGhVCk0GAwyZUgI0aI19E1GR0dHoqKi6i1h1mq1ZqNjrVu3Ji8vDwcHB2Wdo6urK0ajkVatWqFSqSgtLSUvL4/c3FwqKiqUNb9CCNHU2JXU7tq1ixdeeIEjR45wzTXXMHXqVHr16kXr1q3x8fHBaDSSk5NDXFwcR44cYffu3Xz++ef07NmT1157jeHDhzf05xBCXCEqlUqZHmS6keXl5YVer1c6X5LQCiFauitxk7Ehi+w5OjqaJeXWtk4xVbSvr6nVQgjRUOxKaseNG8f06dP5/PPP6dixo83z+vfvr2ysfOrUKT766CPuuusum3tgCiFajsuZHieEEKJxSZV6IURzZlcvNCEhAV9f31q9cMeOHVm0aBFz586tU8OEEEIIIYQQQoia2DVHsLYJbX09VwghhBBCCCGEqE6dFr5NmzaNZ599lpKSEqvHDx06xLRp0y6rYUIIIYQQQgghRE3qlNSuXLmSBQsWMGDAAOLj4y2Onzt3jlWrVl1u24QQQgghhBBCiGrVuUTpo48+Sk5ODr1792b37t312SYhhBBCCCGEEMIudS5X2rt3b+bMmcOECRO45ZZbmDdvHv/973/rs22XzbSPrlRfFk2ZKT5tbXRf9ZjEsmjKaopliWPRHEgci5ZA+haipbAnluEykloAPz8/vv32W+bMmcOcOXM4cuQIK1euvJyXrFdZWVkAhIeHN3JLhKhZQUEBXl5eVo9JLIvmxFYsSxyL5kTiWLQE0rcQLUV1sQyXmdQCqNVq5s+fT9++fZk6dSr9+vXjzjvvvNyXrRemyssJCQnV/hKasvz8fMLDw0lMTMTT07Oxm1Mn8hmqZzQaKSgoIDQ01OY5EstNg3yG6tUUyxLHTYN8hupdDXEMEgdNRUN9BulbNB/yGapnTyxDPSS1JqNHj+a3335jzJgxzJs3r0ls4q1WVy4Z9vLyarZBYuLp6SmfoQloqM9Q05eJxHLTIp/BtupiWeK4aZHPYNvVEscgcdBUNMRnkL5F8yKfwTZ7brrUKal98cUX6dq1q8Xj7du357fffuOll14iMzOzLi8thBBCCCGEEELYrc5JrS1ubm4sXLiwzg0SQgghhBBCCCHsVectfZoDJycnXnzxRZycnBq7KXUmn6FpaOzP0NjvXx/kMzQNjfkZ5PfXNMhnaL7vXZ9awueQz9B837u+yGdoGprCZ1AZa6qP/P95eHjUap2sSqUiLy+vzg0TQgghhBBCCCFqYvf047Fjx5oltWVlZaxbt46bb76ZkJCQBmmcEEIIIYQQQghRHbtHai+VmZlJYGAg33//PTfeeGN9t0sIIYQQQgghhKhRndfUNoUte4QQQgghhBBCXN1adKEoIYQQQgghhBAtW5229GlOunbtSkpKSmM3Q4hqhYaGcvz48WrPkVgWzUFNsSxxLJoDiWPREkjfQrQU9sRyi09qU1JS2LdvX2M3Q4hqDR48uMZzJJZFc1BTLEsci+ZA4li0BNK3EC2FPbFsd1K7adMms58LCgpQqVT8/PPP5ObmWn3OnXfeae/LCyGEEEIIIYQQtWZ3Ujtu3DhUKhWXFkt+6aWXrJ6vUqmoqKi4rMYJIYQQQgghhBDVsbtQ1N69e9mzZw979+6169+ePXsast0txs8//8z48eO59tpr6du3L6NGjeKLL74AYOHChcTExPDZZ58BUF5eTu/evYmJieHXX38F4PTp08TExDB+/HjmzJlDTEyM1X/Dhw8HYPny5dx222107dqVmJgYfv/9d7P2PPnkkwwZMkR5Xk1+//13YmJi+OqrrwBYunQpMTExdO/enfj4eLNzJk6caPfvJS8vj1mzZjFs2DB69erFTTfdxOLFizEYDGbn6XQ6xo8fT0xMjNnUhAMHDhATE8PmzZvtfk9xeZpSLMfHxzN27FiuvfZaevfuze23386XX35Zbfu3bt1KTEwMP//8M4DShgEDBpCXlwfAli1biImJ4amnnqrV7+bNN99k+PDhymdITk42O75q1SpuueUWevXqxZgxY9i7d69y7KuvviImJobffvutVu8p6qYpxbHpenrpvzlz5thsf0Ndk2tqq16v5+233+amm26iZ8+e3HDDDTz33HMUFBQAEseNoSnFcnJystXn5ufn22x/Y12Ti4uLefHFFxkyZAg9e/Zk6NChzJ8/H51OB8CiRYvo0aOH8vckGlZTimMTW31Pay5cuECPHj149913gf+L2ZiYGA4dOgT839+HPVNsq9q6dStjxoyhe/fuxMTEsGXLFrPjy5cvV/oW119/PbNmzSItLQ1omf1ku5PaG264odb/RPXy8vJ4/PHHyczMZPbs2Tz11FP079+f7OxsAHr16gXAH3/8AcDff/9NWVmZ2WOHDx9Wzr377rtZsGABCxYswMPDA4D//ve/LFiwgGeffRao/IMfNGgQISEhVtukUqkYM2aM3Z9h8eLFeHh4cMcdd5g9XlFRwQcffGD361yqsLCQuLg4xo0bxzPPPINKpWLZsmUWicn777/PhQsXLJ4/cOBAWrduzdKlS2XGwBXQ1GJZpVIpnepZs2aRkZHB66+/TmxsrNX2V1RUsGTJEqKjo7nuuuvMjhUUFLB8+fLL+v3o9XpGjhyJu7u7xbENGzbw1ltvERgYyHPPPUdhYSGzZ89WOkyjR4/Gw8OD999//7LaIGrW1OL4pptuUp6/YMEC2rVrB1QWdrGloa7JNbV1+/btrFy5End3d55//nkiIyPZvn270tmUOL6ymlosm1wa0y4uLlbPa8xr8ooVK9i0aRORkZE899xzeHh4sHbtWiVhmDhxIgaDgQ8//PCy2iBq1lTj2Fbf05qlS5diMBis3kS83OthSUkJvXr1Ur4bqvrtt99YtGgRZWVlPPvss3Tv3p19+/bxzjvvAC2zn1ynQlFbtmxh9OjR1Z7zzDPP8Oabb9bl5a8aSUlJlJaWEhUVxeDBgwkODjY73qtXL1QqFX/++SdGo5E//vgDZ2dnOnfuzJEjRwCU/+3Zsyddu3ZVOjum3/3gwYMJCwtTXnPGjBkAHDt2zGq1u4ULF1JWVsayZctqbP/Zs2c5evQoo0aNwsnJyeyYh4cH3333HadOnbJ4nsFgUO6yXkqtVuPl5UVQUBBbt27FwcEBqLzIvPnmm5w+fVo599ChQ6xevZq5c+fy4osvWrzWzTffzEcffcSBAwcYNGhQjZ9H1F1Ti+XIyEhmzpxJfn4+6enprF69muLiYpvt//nnn0lNTVVesyoPDw/WrVvH5MmTLY7pdDoKCwutvqZGo1G+NE0ja1u2bLE4/6effgLgvvvuY+jQoSQkJPDZZ5+xYcMGnnrqKRwdHRkyZAjbtm0jNjaWtm3b2vwc4vI0tThu166d0llJTU0lLi4OHx8fi4TVpCGvyTW11bQ0KSQkhH79+nHs2DH+/PNP5bkSx1dWU4tlkzZt2jBo0CDc3NyqbX9jXpNNM8KioqLo168fP/zwA+fOnVNiOSAggB49erB7926ee+455XFR/5piHNfU96wqLy+P3bt307NnTwIDA82OeXh4cPz4cfbs2UOHDh0snpuTk2PzdX18fACYMGECAE899ZTFtd0Ux35+fvTv35+0tDT27dtnFq8trZ9cp31q7777bnbt2mXz+IMPPshbb71V50ZdLaKjowkMDOTUqVPcdNNNDB06lOeff165++Pl5UWbNm3Iz8/n7NmzHDlyhJiYGPr168fx48fR6XTKnagePXpc8fYfPHgQgO7du1scu+222/D19WXx4sUWx1JTUxk0aJDVf+PHjwcqv3xMCa3BYGD//v0A9OvXD4Dc3FzmzJnD5MmT6du3r9X2mX4nv/zyy+V9UFGjphjL58+fZ9CgQdx1111kZWXxzDPP2OxIVxfLEyZMwGAw8NFHH1kcO3r0qM1YfuSRR+xqp7+/PwC//vorKSkpHD16FICEhATlHFO7JJYbVlOMY5MvvvgCvV7PhAkTcHZ2tnpOQ16Ta3L77bczduxYfvrpJ4YPH86mTZsYOXKkWeIhcXzlNNVY/vjjj+nXrx8DBgzgnXfesVhSZNKY1+Rp06YxePBgNm7cyMiRI/n555+ZNm0aN998s3JOjx490Ol0yiigaBhNLY7t6XtWdfjwYXQ6ndU4HjBgAO3ateODDz6w+ndgK47tTT779evHjBkzOHXqFCNGjODjjz+mT58+PPnkk8o5La2fXKeR2ilTpnDnnXeyfft2hg4dqjxuMBi47777WLduHUuWLKm3RrZUrq6urF27ljVr1nDo0CFOnz7N1q1bOXjwILt27UKr1dKrVy9iY2P5/fffOXr0KJMmTaJXr14sXbqUnTt3kpWVRVRUlNIxvpJMne5L75wBuLi48MADD/DGG29Y/DH7+PiwYMECq6956VSk8vJy5syZw8GDB5k4cSK33HILAG+99RZarZbRo0crd9IMBgMJCQm0atUKtVpNUFAQAImJiZf1OUXNmmIsh4WF8fHHH5OSksL777/PJ598wg033EB4eLjFudXFcnBwMOPHj2fdunX4+vqaHWvdurXNWL70XFv+/e9/c/jwYb788ku+/PJLZSShalE+ieUroynGMVQux9i0aRPOzs7KnXlrrsQ12Za///6bHTt20KVLF/7zn/+wadMmdu7cSbdu3ZRpdxLHV05Ti2UXFxf+85//0KlTJ0pKSvjwww9ZsWIFkZGRjB071uL8xrwmHzhwgJ9//pmBAwdy9913s3z5clauXEm3bt248cYbAYnlK6WpxbE9fc+qqotjlUrFrFmzeOSRR9i5c6fFcVtxbK8LFy6wbt06wsLCeOKJJ/j555/ZuHEjixcvVtagt7Q4rlNS+8knn1BWVsYdd9zBzp07uf766ykvL+euu+5i586drF69utYFKK5GOp2OgIAAZs+eDUBGRgajRo0iIyODrKwsgoOD6d27N+vXr2f9+vUUFhYq0ye0Wi2ffvopUDmlojGpVCqrj48fP55Vq1axcuVKs8dzcnJ4+umnrT4nNDRUWSifn5/Po48+yuHDh5kxYwYPPfSQcl5ycjLJyclm0/BycnK49dZbOXDgAJ6enkq7Lq3YLepfU4xlV1dXBgwYAMCpU6dYv349e/bsYcqUKbV+renTp7Nx40alOIXJ+fPnbcZy79697bqTGxwczKZNmzh37hx6vZ79+/ezdOlSOnfurJxj+qKUWG5YTTGOAb7++msKCwsZP368XR3zhromV2fHjh2UlJRwyy23MGTIEDQaDfv27WPv3r1Kf0Di+MpparHs6+vLww8/rPyckZHBu+++y5kzZ+r0eg15Td66dSt6vZ677rqLIUOGkJGRwbFjx/jxxx+VpFZi+cpoanFsT9/TGlvX5CFDhtC1a1eLazJgM44BRo4cWWNb9+7dS05ODrfccgvDhg2jdevWbNy4kb179ypJbUvrJ9cpqYXKhfRlZWXceuutfP311yxYsIADBw6wYcMGm+t9hLn4+HhmzZrF8OHDiYqKIi0tjZKSEvz8/JS596ZF8HFxcWg0Grp164azszNdunRRpinW5o/18OHDXLhwQVlkv3//fhISEpQ7pbt27TKrRrhx40YCAgKsTncwjXiZKqldSqvVMmPGDObOnWv2uL+/P5988onV55im1RUXFzNlyhRiY2MZOHAg0dHR7Ny5E19fX/r27ctDDz2krDfIycnh1VdfxcPDg5deekkZWTC1q1WrVvb9ckSdNbVYXrZsGXl5ebRp04acnBx27NgBQPv27a2+lilG0tLSaN26tcVxX19f7rvvPj7++GOzx9u3b28zlqt+ue3fv5+LFy8qBSx27dpFWFgYI0aM4MKFC2zevJno6GguXLjA559/jq+vr9m0T1MsWxtlFvWnqcUxVBa0WbNmDWq12uoawqoa8ppcU1ujoqKAyj3tPTw8+OabbwDMCphIHF85TS2WN2zYwNGjR+nWrRs6nY61a9cCtqeENuY1OTIyEoDVq1eTn5+vVBK3FsvSv2hYTS2O7el7VlU1jm155JFHmD59usXjtuK4qhMnTnDy5EmSkpKAyvXDFRUVjBw5Uonj3bt307ZtW2WKcUuO4zontWq1mjVr1jBu3DhGjhyJm5sb//vf/5S7WKJmvr6+xMTE8O2335KZmYmjoyM9e/bk8ccfV+4CBgQEEBERQUJCAh07dsTV1RWo/COuyx/r5s2b2bZtm/Kz6e6QqQP17rvvmi2Mf+mll+jdu7fVpLZ///5A5WL6cePGWX2/UaNGsWLFCuLi4pTHnJyclOfakpOTo1SqPXDgAAcOHAD+705rnz59lHNNpfgdHR3N1rwcO3YMQBmtEw2nqcWyn58fmzdv5ssvv0Sr1RIREcG9995rM+4GDBjAl19+ybFjx2zGy9SpU1m/fj25ubnKY15eXjXGMlTeBKy69mrRokWEhoYyYsQIVCoVe/bsITk5GY1GQ9++fXniiSfMpkqZfj/2vJeou6YWxwDffvstaWlpDB06VOmk2NKQ1+Sa2nr33XeTlpbGt99+y7x58/D29mbs2LHMmjVLOV/i+MpparEcFRXFN998w969eykvL6dVq1Y88MADjBgxwuprNeY1+eGHH6aoqIiffvqJefPm4e/vz7/+9S/uuece5fyjR4+i0WjM+iKi/jW1OLan71lVnz590Gg0Sn/Umr59+9KvXz9lex8Te+J43759ZlW4t2zZwpYtW+jXrx9DhgzhscceY+PGjcyfPx93d3eGDx/OM888o5zf0vrJKqMdY86m8s/WlJeX8/rrrzNixAiliA9UDmk//vjj9dPKy+Dv78++ffsauxkt1qRJk4iPj2fPnj04Ojo2dnPMjBkzhoKCAnbt2oVGU+f7N1fE4MGDyczMrPYcieWGU1FRwYgRI3B3d29ye7aVl5czZMgQoqKiWLNmTWM3p0Y1xbLEccNqqtdkiWNRG035mpyZmcmwYcO46aabWLhwYWM3p1rSt2h8Tz/9NN999x3ff/99o9S/qU5L6yfb9QmqVsqy5euvv+brr79Wfm4KSa3BYKCiooKCggKb89nF5fn3v//NzJkz+eqrr2rc5ulKOnToELGxsTz77LOUlpY2dnOqZTQaqaiowGAwWBQZMJFYbnjTp0/n1Vdf5YcffrBr3dWVsnnzZvLz85k+fbrNrSqaippiWeK44TXVa7LEsaitpnpNNu29PHXq1CYdy9K3aBr+9a9/sXv3blasWGF1i6rG0tL6yWDnSK29GwxfqqapUg0tKSlJ1u6IZiMxMdHmugaJZdGc2IpliWPRnEgci5ZA+haipagulsHOkdrGTk7ryrQ1RmJios2KZEI0tvz8fMLDw5V4tUZiWTQHNcWyxLFoDiSORUsgfQvRUtgTy3AZhaKaA9NUCk9PT/ljFU1edVN/JJZFc2IrliWORXMicSxaAulbiJaipinyticmV9G5c2dWr15NeXm53W9cVlbGihUrzPZaFEIIIYQQQggh6pNdI7VTp05l9uzZPProo4waNYphw4bRs2dPoqOjldLZRUVFxMXFcfjwYb7//nu2b9+Oo6OjssGvEEIIIYQQQghR3+xKap9++mlmzJjB8uXLWblyJZ9//rkyBGwqAa3X64HKClXXXHMNL7/8MtOmTZPpDEIIIYQQQgghGozda2o9PDx47LHHeOyxx4iPj+eXX37h1KlTZGVlAeDn50fHjh3p378/0dHRDdZgIYQQQgghRP2wYyMUIZq8OhWKioqKIioqqp6bIoQQQgghhLiS8vPz8fLyauxmCHFZ7CoUJYQQQgghhGh5KioqGrsJQlw2SWqFEEIIIYS4ShkMhsZughCXTZJaIYQQQgghrlIyUitaAklqhRBCCCGEuEpJUitaAklqhRBCCCGEuEpJUitagjoltampqfXdDiGEEEIIIcQVJkmtaAnqlNSGh4dz88038/nnn1NUVFTfbap3sv+WEEIIIYQQliSpFS1BnZLaV155hZSUFKZMmUJQUBCTJk1i165dTbZ6WklJSWM3QQghhBBCiCZHklrREtQpqX3uuef4+++/OXLkCA8++CD79u3jlltuITQ0lMcff5zDhw/XdzsvS2lp6WU/v7i4WEZ8hRBCCCFEi6LX66WPK5q9yyoU1aNHD9566y0SExPZvXs3t956KytWrKBv37507tyZ119/nYSEhPpqa51dTlJ78eJFYmNjOX/+PGfPnqW8vLweWyaEEEIIIUTj0uv1jd0EIS5LvVQ/VqlUXH/99dxyyy3069cPo9HI2bNneemll2jdujV33XVXoxaXKigoqPMfa25urvLf5eXlpKWl1VOrhBBCCCGEaHw6na6xmyDEZbnspHbv3r1Mnz6doKAgxo8fT1paGm+99RZJSUmkpqbyxhtv8MMPP3DffffVR3vrpKKignPnzlFYWFjr55WVlZk9lp+fL2sPhBBCCCFEiyFJrWjuNHV50rFjx1izZg1ffvklKSkpBAcHM336dCZPnkxMTIzZuU8++STOzs48+eST9dLgutLpdMTHxxMYGEhAQAAqlYqysjISExPR6/V4eHjg7e2NRqNBo9GgVqttFpgqKSnB3d39Cn8CIYQQQggh6l9paSleXl6N3Qwh6qxOI7U9evRgyZIlDBo0iB07dpCYmMjChQstElqTLl260L9/f7PH5s+fT58+ffDw8CAwMJDRo0dz+vRps3NKS0uZOXMmfn5+uLu7M3bsWNLT02vdXhcXF+W/MzIySE5Oxmg0kpmZSWlpKXq9npycHOLi4jh79iwnT57kxIkTxMfHK89zdnZW/js1NVXW1gohhBBCiBZBdgoRzV2dktrPPvuM9PR01qxZw/Dhw1Grq3+ZIUOGsHfvXrPHfvzxR2bOnMmhQ4fYvXs3Op2Om2++2Wzf28cff5zt27ezYcMGfvzxR1JSUrjzzjtr3d6oqCgCAwOVn3Nzc0lMTKx2OvKlVeCqFpsqKyvj7NmznDp1igsXLpCTkyNTkoUQQgghRLMku3yI5q5O04+nTp162W+8a9cus59XrlxJYGAgR44cYdCgQeTl5bF8+XLWrl3LjTfeCMCKFSvo1KkThw4dol+/fna/l0qlIjAwECcnJ5KSkjAajeTn519W+41GI3q9noKCAgoKCkhJScHNzQ13d3fc3d1xcnJCpVJd1nsIIYQQQgjR0AwGAyUlJbi6ujZ2U4SokzqN1C5evJjhw4fbPD5y5Eg+/PDDWr1mXl4eAL6+vgAcOXIEnU7HsGHDlHM6duxIREQEBw8erNVrFxQUAODl5UV4eLjVczw8PPD09LQYdXZzc8PT0xNPT0+L51RNWo1GI4WFhaSlpREbG0tsbKyURxdCCCGEEM1CbQuqCtGU1Gmkdvny5croqTWdO3fmk08+YcaMGXa9nsFg4LHHHmPgwIFcc801AKSlpeHo6Ii3t7fZuUFBQTa31SkrKzOrVmwajU1LSyMkJASVSoVKpUKr1VpUeTMlvpeqOh36UkajUXlNo9FoNm2jrKyM06dP4+DggFqtVs4zFaFycHAAKissq1QqJZl2cHDAw8MDV1dXysvLKSsrs5pQi5bNViwL0ZxIHIuWQOJYtBQ1xXJhYaHZcj0hmpM6JbXnzp1j5syZNo937NiRZcuW2f16M2fO5O+//+bnn3+uS3MU8+fP5+WXX7Z4XKfTkZaWRklJSY0L4SsqKtiwYQOZmZm4urri7e2Nl5cXPj4+eHp64uLigpOTk9mIrlarVf6VlZWRn5+v3O1Sq9V4eXnh5eWFRmPfrzszM9Ps54CAAPz9/QGU5FmtVivJcnVM5xsMBrPE2/T8mtZDi8ZhK5aFaE4kjkVLIHEsWoqaYrmkpASDwSB9Q9Es1SmpdXR0tDlaCpXVge39g3j44Yf55ptv2L9/P61atVIeDw4Opry8nNzcXLPR2vT0dIKDg62+1rPPPsvs2bOVn/Pz85XpxtnZ2Xa1Z8eOHbz22mt2nVsbWq2WYcOGMXv2bJvtt+XixYtcvHjR6jHTFkSmEWFT8lpRUaH8q27hv2nU2MHBQXkd0z9TwmwakXZycsLV1RWtVlur9ovaqy6WhWguJI5FSyBxLFqKmmLZaDRSWloq62pFs1SnpLZfv36sXLmSxx9/HA8PD7NjeXl5rFixosZCTkajkVmzZrF582b27dtHdHS02fFevXqh1Wr54YcfGDt2LACnT58mISHBYnsgEycnJ5ycnOrykRQ7duwAKhP3ESNGkJOTQ15eHjk5ORQUFFBaWmpWCdkajUaDu7s7arUanU5HQUEBOp2OnTt3kpyczJo1ay6rjVXp9frLWrtrMBgwGAy12nTbx8eH4OBgZQq1qH/1EctCNDaJY9ESSByLlsKeWC4uLpakVjRLdUpqX3zxRW644Qa6d+/OY489RpcuXQD4+++/WbRoEampqaxdu7ba15g5cyZr165l69ateHh4KCO/Xl5euLi44OXlxf3338/s2bPx9fXF09OTWbNm0b9//1pVPq4No9HIsWPHAPjiiy/o1KlTjc8xJYQ6nQ69Xo+joyMuLi5m04L1ej1Hjhxh+vTpHD9+3GL0ua5M05mtjcaqVCqz0deq63pN7TaN5Or1+lptSZSTkwNAWFjYZX8GIYQQQgjRNBQVFSlL3oRoTuqU1Pbt25ft27fzn//8h0cffdRsmmp0dDTbtm2zOZpqYqqOPHjwYLPHV6xYoWwZ9O6776JWqxk7dixlZWUMHz6cpUuX1qXJdklOTqagoACNRkPbtm3teo5ara7xzpdGo6Fv3760bt2a8+fP88cff1RbaOtSnp6eygWmpKSE1NRUoLJic1hYmNm6WVPiWtv1EKbnmxLcS5NcU6l303rf/Px8QkNDZdsiIYQQQogWori4uLGbIESd1CmpBbjpppuIjY3lzz//5Ny5cwC0adOGnj172pXo2LPBs7OzM0uWLGHJkiV1bWa1DAaDUgmutLSUzZs3A9CuXbsGWTfavXt3zp8/z/Hjx2uV1Obn5yvFppycnJSk1lTBrq6JbFWmkd3qphR7eXlRXl5Ofn4+FRUVlJaW4uLiUuf3FEIIIYQQTYdpYEOWmInmps5JLVSOUvbq1YtevXrVV3uumMLCQu666y6SkpIsjg0ZMqRe38vHx4ecnBy6du3Kpk2bOH78uM1zTRWJL10na0psTVOK9Xq9WVn2K8XV1VUpAS9JrRBCCCFEy5KdnU1AQEBjN0OIWrmspPbEiROcP3+enJwcqyOvkydPvpyXb1DHjx83S2g1Gg1OTk6EhIQohanqi8FgoE2bNsTExADwzz//2LwL5unpSVhYGCdPnsRgMCiP5+XlERAQgLOzM05OTso0Yb1eb/dWQfWh6jTrxkiqhRBCCCFEw8nNzZWkVjQ7dd6ndtKkSfz22282pxGrVKommdQ6OjpSXl5OcnIyUFllefny5TVOs1CpVHZNmbamuLgYR0dH2rRpg6urK8XFxZw7d4727dtbnFtRUYFKpcLNzY2CggKzYxcvXiQ8PBwnJyeKioqAysTSlNSatt5pSJLUCiGEEEK0XGVlZeh0OtnCUTQrdUpq//Of//DXX3+xaNEirr/+enx8fOq7XQ3GtHWNKalt166dXesGrFUXtjfJ1el0GAwGHBwciImJ4ddff+X48eM2k1oAb29vi6S2oKAAo9FolliWlJTg5uYGwNmzZ6moqMDZ2dlii6T6otVqlf1wa9raSAghhBBCNG05OTm4u7ubPZaamkpEREQjtUiI2qtTZaEDBw7wzDPPMGvWLLp3705kZKTVf02RKRFNSUkBoFWrVrV+DRcXF9q2bVurUdHS0lIlqQX466+/rJ5nWkvr6elpMa3YVJ3YlMQCpKWlkZ2djdFoRKfTKVOSG4pKpVKSatP7CSGEEEKI5mn58uUWj+Xn5ysDQUI0B3VKav39/fHy8qrvtlxR2dnZAPj5+dXqeUFBQbRu3RonJ6darWW9NKm1VSzKlCSqVCqcnZ0tjpeVleHk5GQ2JSQlJYW0tDQlYW/o6SIyBVkIIYQQomXYvHkz58+ft3g8MTGxEVojRN3UKal98MEH+eKLL5r1KJ1paq+np6dd52s0Gjp27EhAQIAyQuvo6Gj3+5WUlODg4EDXrl2BynXJhYWFFudVVFQoyam1pLm0tBSVSkVERIRZ5eGsrCzlv6vbM7c+VE22JaltXNnZ2Zw6dYp//vmHf/75h9OnT5Oamtqgo/VCCCGEaDkMBgNvv/22xbK64uJi2bdWNBt1WlPbvn17Kioq6NatG9OmTSM8PNzqutQ777zzshvYUEzb0tib1FobmXV2dlYKNtWksLAQV1dX/P39CQsLIzk5mb///pt+/fpZnGtaf2stqTUlkS4uLrRp04bExETy8vIs2tqQZKS28f322298+umnpKSkUFxcTFBQENdeey3XXnstOp1Oucnh6OhIYGAgXl5eDV5ETAghhBDNj4ODA/v372fr1q2MHj3a7Nj58+dp27at1dmDQjQldUpq7777buW/n3zySavnqFSqJj2SW9uk1tqobG2m+RoMBuX3ERMTQ3JyMn/99Rf9+/e3uDOWn5+Pj4+P1RsFlyaRnp6eVzyprXphk2JRV5bBYODcuXM8++yz7Nmzx+zYunXrAAgLC6Nfv36MHj2a7t27k5SURFpaGq1bt67V7AIhGkpT/m4QQoirzbRp01i2bBlz584lJSWFBx54wKyPGxsbi4eHByEhIdKPEE1WnZLavXv31nc7riiDwaBM/fXw8LDrOdbuUNX2D7u8vByArl27smvXLo4dO4Zarbbo4KWmpuLt7W1z+nHVrXuqTkEGUKvVFo/VN41Go1RAlpHaK+vMmTMUFxfz448/AnDPPffQpk0b4uPj+emnn7hw4QLJycls3LiRjRs3ctttt/Hss8/i6enJmTNncHFxoVWrVg1+40OI6qSkpDSrqvlCCNGSTZ06ldzcXDZs2MCHH37I1q1bmTJlCnfccYdSnLSgoEBZuufs7IybmxtOTk5mAzBqtRqtVotWq7VrZxEh6lOdktobbrihvttxRRUVFWEwGAD7R2ovLXUOlkmtrW1+NBoNer2eiooKHB0dzSogm9pRlSlZtDYSbKqAbDqm1WpxcXGhpKQEAF9fX9TqOi2VtpupAnJJSYlSAVkuXleGwWDgm2++oaKigq5du/Lcc88px5555hkKCws5duwYO3fuZPv27XzzzTccOXKEN998kx49elBSUsLZs2fx9PSkVatWDR4rQlhTUFBASUlJvdyAq6iowGAwyH6KQghRR2q1mrlz59KrVy/eeustUlJSmD9/PosXL+bmm2/muuuuo2/fvkqR2NLS0hpn6jk5OeHm5oa7uzseHh6yBEo0uDoltSZlZWX88ccfZGRkMHDgQPz9/eurXQ3KNPXYycnJrhErlUpldVTW3pFaU1IL4OrqyjXXXINGoyE7O5vExESr2woVFRXZHEWumvCqVCrCw8NJSEigvLz8io1+ODs7K4l0WVkZrq6uV+R9Bfz6668A3HLLLWaPOzs706pVKwIDAxk4cCDjxo3jueeeIzExkenTp7Nw4UJuvPFGoPJv4OTJk0RFRZltESXElaDX67lw4QJt27atVRX5S5WXlxMbG4vBYCA6OlpiWTQpRqNR+We6gVj1v4VoKnx8fNDpdNx6660MHTqUzZs3s3btWuLj49m8eTObN28GoHXr1nTt2pXOnTvToUMHOnToYPO6W1ZWRllZGdnZ2Tg6OhIQEIC3t7ckt6LB1PnKunjxYkJCQrjuuuu48847lS1qMjMz8ff357PPPqu3RtY3U1Jr79RjjUZj9Y/QNM3CxNoorYnp+QUFBQQHB9O+fXsATp48afX8ixcv2vzDv7QSXW5uLqWlpRgMBuLj462O/tY3KRbVeE6fPg1Aly5dlMccHBxo3bo13t7eREdH4+/vT/fu3dmwYQM33ngj5eXlPPHEExw5ckR5jtFoJC4ujoyMjGpjV4j69s4771BWVsb58+eVZRl1kZaWplzvqlaAF6KxGAwG8vPzSUpK4vTp05w4cYKTJ08qFepPnDjB33//zT///MPZs2dJSUkhJyeH/Px8SkpK5FosGkVQUJCyzM7Z2Zl77rmHrVu3snz5ciZNmkTr1q2ByqJRW7Zs4fXXX2fKlClcd911zJ49m19++aXavmd5eTnJycnExcVd1jVfiOrU6Rb5ihUreOyxx5gwYQI333wz06ZNU475+/tz4403sm7dOrPHm5KcnBwAu0c1qxtJ8PX1JT09vdrnl5eXKwWdTFN127Zty4kTJ6zuCwaVIxmZmZk4OjpaXABMI6RQmVBmZGQoPwcGBl6Ru8BSLKpxJCcnKzc8TDdGACIjI5X/31UqFcHBwbi4uJCcnMzbb7/NU089xffff8/s2bNZv349wcHBynMzMjLIz88nLCyswddjCwGVeyKeO3eON998E51OR0REhN03GauqWn2+oKAAg8HQ6KNgVWse1OY5VZeViObDaDRSWlpKbm4uubm5FjUyDAYDZ86c4Y8//qC8vBxHR0ccHR1xcnLC39+f6OhogoKClJhRq9W4urri6emJp6fnZc1kEMJearWa8PBw4uLilJmFarWaa6+9lv79+2MwGMjKyuL48eMcP36c06dPc/r0adLT09m9eze7d+8mPDycyZMnM2bMGJuzIIuLi4mNjSUkJERGbUW9q9PV8u233+aOO+5g7dq1Vu+O9+rVi8WLF1924xpKbm4uYH9SW926W3uSWoPBgLe3t1KlODc3lzZt2gDYTGqhMvkODAwkLS3N7PGqSW1mZqby3wEBAVds+rGM1DaO1157DYABAwYoU761Wq3VQmZeXl64uLhw/vx5Xn/9dZKSkjh16hSPP/44q1atMps+X1payrlz5/Dy8iIkJEQ6UqJBubq6cvz4caZNm8a6deswGo34+/ub3WypiWk9v4nRaCQ5OZnw8HCgckZOVlYWRqMRFxcX1Go1qampFBYW4uPjg4+PD4GBgfUa6xcvXiQjIwMHBwe8vb3x8fGpcYmLXq8nKSmJ8vJy2rRpI/UJmhGj0ciFCxes7jlvNBr55ptvWLRokdmNZ2tcXFxo3749t9xyC7fddptSzDI1NRVfX18CAgLkmiwanJOTE23btiU5OVkpCAX/V63ez8+PkSNHcvPNNyuDLadPn+brr7/mm2++ITExkddee41PPvmEqVOnMm7cOKtL0wwGA8nJyeTl5REWFiY380S9qdMt7djYWEaOHGnzuK+vb5OeCmYaqfX29rbr/OrOs7Wf7KXKysqUUbCysjJllC0+Pt7mcwwGAyqVymKtsl6vp7S0lIqKCiVBV6vVV3RNs6kCMshI7ZX0559/4uLiwqOPPqo8ptPpSElJsXq+o6MjERERuLi4sGjRIry8vPj777957733rJ6fl5dHbGysbLYuGtSaNWuIjIwkNTWVJ554gtzcXDIzMzl16pTdsWe6jleVl5dHdnY26enpJCQkUFRURHFxMWlpacycOZPevXtz/fXX079/fx544AH+97//ceLECeU6ejkKCwtJT09XRl0zMzM5e/YscXFxNj9TSUkJ586do7CwUJmeJ5qPnJwcqwltSkoKM2bM4LnnniMjIwMXFxcGDhzIbbfdxs0338zgwYPp168fUVFRaDQaSkpKOHbsGPPnz2fo0KG89NJLyg2ZrKwsYmNjrb6PEPVNo9EQGRlJu3btLG76GY1GSkpKzGYPdujQgTlz5vDDDz/w7LPPEhQUxMWLF1m4cCG33XYb+/fvt/lehYWFZiPDQlyuOt368/b2NhshvNSJEydqdcf9SqvNSK2Li0uNd5E8PT3Jzs6u9pzs7GyCgoJITEwEICQkBMBmMmJSUFBAZGQker3erON1/vx5/P39lfU3V3pTbJVKhbOzM8XFxUplZxlhaHgdOnTg1VdfpWPHjmaP5+bmKtPVLuXq6kpgYCAAr776KrNmzWL16tXcdNNNdO/e3eJ8vV5PXFwc4eHhdlcHF6I2goODWbRoEffeey+HDx/m5ptv5tZbb2XcuHHo9XqcnZ1p3bq1zanExcXFNke/Lr2mGgwGnn76ab7//nvlsYKCAnbs2MGuXbuYMmUKM2fOxMnJiVatWuHl5VWn6cOpqalWjxUVFXH+/Hk0Gg0dOnRQXjsnJ4eUlBTlGu7g4ICvr2+t3lc0rrS0NIudEQ4dOsSTTz5JXl4ejo6OPPjgg0yZMsVmYUmdTkdSUhK//PILX3/9NbGxsWzcuJHff/+dTz75hLCwMPR6PfHx8QQFBeHv7y9TNkWDc3JyIjAwkICAAPLz88nLy6OoqMjmHuOurq7ce++93HXXXWzdupVPP/2U5ORkZs6cyaRJk3jiiSfMEmTTbiHl5eVcuHCB6OjoRl86Ipq/OkXQLbfcwieffGL17vY///zDsmXLGDVq1OW2rcHUZqTWz8+vxnPsqfxbXl6Oi4uLMhXNlGTk5uaarQu7VGFhIRUVFYSGhpr9wRsMBrPnFRcXk5CQUGM76pNMQb7yVq5caZHQmqSkpNgs1BAQEIC7uzuDBw9W/jaXL19ucZ6ps2Q0GklMTDSb6i5EfWrbti2ffvopHTt2pKSkhK+//poJEybw+eefU1paytmzZ9HpdFafW5sRza+++orvv/8erVbL+++/z+HDh/niiy8YOnQoBoOBFStWcM8993D+/HmSkpL4559/SE1NrVXBvfLycuUaaErIL0089Ho9Z8+eJTMzk/Pnz5OcnKwktC4uLrRt29bq1nGieTAajXzxxRc8+OCD5OXl0aVLFzZu3MgDDzxQ7U4JWq2W6OhoJk6cyKZNm1i5ciVhYWEkJCQwefJksyVK6enp1Q4oCFHfVCoVXl5eRERE0LFjRzp27Ejbtm2JjIwkJCTE4iagVqtl3LhxbNmyhUmTJgEofxdVc4aqtQdKSkpISkqSImnistUpqX311VepqKjgmmuu4fnnn0elUrFq1SomTZpE7969CQwMZO7cudW+xv79+7n99tsJDQ1FpVKxZcsWs+NGo5G5c+cSEhKCi4sLw4YN4+zZs3VproUzZ84ANY/UOjk5KXtyVcfT09OuxDYjI4OAgACgsvKyaRSspg5aZmYmarXaIgm/dNqvvdOpTUpKSoiPj+fUqVNcuHCh1gmMFItqPKGhocpov4ler7c57V+lUhEREYFGo2Hy5MlA5YjCpf+/GY1GJZaNRqPZSJIQ9a1r16589dVXLF++nGHDhgGwYMEC3nzzTQoLCzl9+rRFDFZUVJjdRPP39ycwMNDqjBqj0cjatWsBmD17NoMHD8bJyYlu3bqxaNEiFi9ejK+vL2fPnuX+++/njz/+ACorKcfHx9s9La7qDUaVSkVaWprVv5vy8nLS0tLMpiP7+PgQHR0t68qauffff58333yTiooKRo0axapVq4iKijI7x8XFhU6dOtG6dWurhdFUKhW9evVi1apVtGnThoyMDKZMmaJUvIfKxLa6G+FCNBSVSoVGo8HZ2RkPDw/8/PwIDw+nQ4cOFvHs7OzMM888w6JFi3BxceHXX3/l7rvv5q+//lLOqXqNzM/Pr3V/w1SPQJZLCZM6JbWhoaEcOXKEESNGsH79eoxGI59//jnbt2/nnnvu4dChQzWu7ywqKqJbt24sWbLE6vEFCxawePFiPvroI3799Vfc3NwYPnx4nZKnqgF/8OBB/vzzTzQaDTfccIPN56hUKsLCwuya5qNWq2nVqlWN5+bl5eHh4aEkg5GRkQCcO3eu2udlZmZSXFxs8TutOg3EwcEBV1dXsrOzSUtLU+7oZmdnk5GRQXJyMvHx8Zw9e5ZTp05x4sQJZS2XXq+noKCg2rVf1shIbePw9fXFx8cHPz8/ixszpnVY1qjVasLCwmjfvj0hISGUlpYqe95WVVZWpowslJSUSAdK1LuqN2RUKhXXXnst77zzDuPHjwcq7+zv2bMHqFy6YbouGY1GkpKSzF7LVPDJ2n7fP/30E3FxcTg5OTF69GiL40OGDGHjxo20a9eOzMxMpkyZomyzZpr9kpCQQFxcnM3RW6PRaLa+t6SkxK7rqGm6c1hYmEy7a+Z++eUXli1bBsCTTz7Jq6++alEgzLSnvOm7OjIyki5dulj9/z8oKIiVK1fSpUsXcnNz+c9//qMsXQK4cOGCbIsimgyNRkNERITVgZWhQ4fy+eefEx4eTkpKCpMnT1aKA14qJyeH1NTUGhPb8vJyLl68yNmzZ8nNzZWb70JR52/SwMBAPv30U6UoR2pqKjk5OXz22WfK1NrqjBw5kldffZUxY8ZYHDMajSxatIjnn3+eO+64g65du7J69WpSUlIsRnTt8eOPPwKVa1fefPNNAO6++26rnSCT8PBwu0ZfTRwdHWscKTUajeTl5SkdupiYGABlj99LVb1zHx8fr6zRsfX+pj3vMjMzuXjxImlpaaSkpJCRkaEUtCgrK0Ov11vtnBkMBi5cuGD3jYOqX9oyUntltG3bVpndAJXJQdWYMN2gsMXd3R21Ws2gQYMA2Lt3r8U5FRUVZtMgL168WF/NFwKoTEQvXa+tUql4/vnn6dWrF4BZ8pqbm6sktFXjW61W4+joSG5uLnFxcWavl5yczPPPPw/APffcYxbTVZMI077qpvWsptFaqExsi4qKKCoqIjc31+qNy6ysrDpN0w8MDKz17BrR9OTl5fHCCy8AMGHCBKZMmYJKpbKIlVatWll8f6tUKnx8fOjUqZPFMW9vbz755BPat29PVlYWDz74oDITx2AwcO7cOSmwI5oM00CQtW0BO3TowPr16xk2bBh6vZ7XXnuNl19+2WyfcZPs7GwSEhLMbtqUlpaSkZFBUlISZ86c4cyZM6SnpysDO2VlZTJaK4DLSGqrCggIICgoqN7uNsfFxZGWlqZMR4PK7Un69u3LwYMHa/16//vf/wBYu3Yt586dw9fXlxkzZtg8PyIiok4FcuzpoGRlZeHq6oqjoyPdunUD4MCBA1bPrbqezGAwkJ6ebvPurL2dKtP0EUdHR1xdXQkODqZTp064ubkp59h7x0uj0SjFoWSk9sq4tOOjVqsJDQ01e6y6yuMqlQpPT0+GDh0KwJ49e6x2jHJzc5WiDqYKskLUp6pJpikBME2/BMy2SispKVG2gKgqICCA9PR0i9Hb7OxsHnzwQXJycujUqRMPPfSQ2XtdekPT29ubCRMmAJWFDqsydZycnZ0tEpWSkhKLLdeqc+k2WqL5e/3118nIyCAqKorZs2cDld+NVb9Hvby8ql3KZBrFvZSnpycfffSRssb2pZdeUl63oqKCuLg4GaESTYbp2mrt5p+HhwfvvPMOTzzxBCqVio0bN3LTTTfRt29fxowZwyOPPMLChQtZv349O3bs4KuvvuLrr7/m66+/Zv369fz+++/k5uZa9IGrrsuFylHcnJwc6bNcpepU/fiVV16p8RyVSqXcvawtUychKCjI7PGgoKBqOxBlZWVmyVV+fj4AR44c4ddff+WTTz4B4NFHH7X5BePm5lbniq+mvRCrKzBSVlZGUVERHh4eDBo0CBcXF+Li4vj999/p06dPnd7XRKVS4efnh7u7O0ajEYPBoFQl1mq1aLVaNBqN1QtOREQEycnJBAUF1bivYtX3c3JyUiog6/V62UuvntiKZWvc3d1xd3dXtnwoKipCp9PZXKMXFBREnz598PX1JTs7m99++40BAwaYnWMwGHBzc1NGxUydNiFqw1Ycmyocm1TtmJsq51e91peVlVkkgRqNhtzcXIsbaqmpqTzyyCPEx8cTEhLC4sWLzUYPoqKicHV1VapvmnTu3BnAbM1XVZdeF/V6PRcuXKjm01uq2iGTaf3Nh6043rdvHzt27ECtVvPaa68puyVUvVFo7cajNS4uLvj5+VnclAwICOD9999n/Pjx7Nu3jw8++IAHH3wQrVZLWVkZiYmJRERE1NMnFS1dbfoWdeHk5GTWV6/aJ1apVEydOpXw8HA++OAD4uLiKC0tJTY2ltjY2Gpfd/LkyTz11FMWj5uu4ZmZmWRlZSmDQT4+PrWabSlahjplIC+99JLNY6aOwuUktXU1f/58Xn75ZavHpk+fDkC7du244447bL6GqZBTXajVatzd3Wu8SCQnJxMcHIy7uztjx47liy++YO7cuSxZsoTWrVvX+f2NRiMBAQF12lrHwcGhTl+MLi4uyh2xoqIiuwpriZpVF8vWBAcHm30pXLx40WZHytHRETc3N2666SbWr1/Ptm3bLJJaqNz2xMHBgYqKCgoLCykoKLBa3EQIW2zFcVJSEl26dLH6HFNSW7Wau7XRKNONtKrnfPvtt7zyyisUFBTg6+vLJ598YrG9nFqtVrYkqzrDxTRzJi4ujuzsbIvtdUwjy0ajkYsXL5KVlWVW18BoNJKdnW21Yr6LiwulpaVmn6O4uJiysjK7byKKxmMrjj/++GMApk2bRteuXVGr1ej1erP/n6Oiouz+Tg4ODrY606Zdu3Y8/PDDLFq0iE8++YQffviBf//73wwcOBCAU6dOERISgqenZ71t92MwGKqdfVdSUmJ19oJo2mrbt6gLPz8/8vLyKCkpUeKo6mDP0KFDGTp0KDqdjtTUVBITE0lMTCQhIYHExERSU1MpKipSbmTaM9h06Ywz2df56qQy1tPcFdN6zCVLlrB//3527txp13Y4UJkIb968WSnkcf78edq0acOff/5pto/mDTfcQPfu3Xnvvfesvo61O1Dh4eH4+/uTmZlJ69ateeedd2jTpo3V5zs5OdG2bdvLukjn5OTYvd2ERqMhKyuLu+++W3lO3759+de//sWAAQMs2mGaOmwagbXWfj8/P+WLyMnJCScnpwYtQlJQUKCMVnh4eCjFr4T98vPz8fLyIi8vT7lw24rlqudcKikpyaxkvqk6oZubm0UsFRUVKYXdNBoN69ato0OHDjW2VavVKq+r0WiUBAH+b4p8YGCg7Fl8lbo0lm3F8cGDB+nYsSPp6ekW2/ZkZ2czbNgwdDodq1evpkePHjW+b0JCAm+88QY//fQTUFmvYOHChYSFhVmca1ouk56ebrFefMyYMcTGxlodFTAV+UlISLCYjZOYmMi8efNITU1l48aNZtOMvby8aNWqFRkZGRbv5+XlZXXaqWhc9sYxVN7s+O6776ze8AsJCbG7H2SSmppqcwnJ9u3bWbhwoVKYTK1WExMTw+DBgxk+fLhZLKnVaqVSrbOzM46Ojnb3CXQ6HRcuXMDLy8vqjf7i4mLOnz+Pp6cnoaGhNmdoVd22RVx59dW3qIuSkpIai6DWN5VKhYuLC+7u7ri5uSkzckTzZy2Wram3pLaqiRMnmm2lUJNLk1qj0UhoaChPPvkkTzzxBFD5gQIDA1m5cqWy9qkmpl/Cvn37yM/PJzIystqLeVhYWI3b/NREr9dz6tSpWj0nNTWV119/nf379yudpU6dOnHPPfcwbNiwyxodM40eOzk5YTQalSJRpi88BwcH5Y+/LgwGA2fOnFHukrVt29ZsWqGomT1/rPacYzAYOH36tM3N0dVqNVqtVllPnZmZyQMPPMCBAwcICAjgnXfeMbuJZA+NRoOrqyvOzs7k5eVRVlaGs7Mz0dHRkthehWqKU9PxgwcP4uHhQUhICCkpKRbnvfjii2zatIkbb7zR5k1MqNwX/auvvmLbtm3K8ofp06fz73//2+b0e5VKRfv27VGr1Zw6dcpsVG3v3r088sgjACxbtox+/fpV+3mLior47LPPWLVqlVI1/JNPPlHWBfv7+ysjxXq93mxrFtP7tmvXrsbRWoPBQGFhIR4eHtJJuwLsjWOAqVOnKv2Uqup6k9doNJKQkGCz4F9eXh6rVq1iz549FklD586dufXWW7ntttssZhqYmDr+rq6uuLm54ebmZtYvKi8vJz4+Xpkqf2m/qKKignPnzinHg4ODre52kZ+fT3p6OuHh4dInaCT11beoq7y8PFJSUmz2SWrDdFNGr9crM2w0Gg1hYWHKEjtby+tE89eoSe3HH3/MM888YzZqdKnCwkJlumSPHj145513GDJkCL6+vkRERPDmm2/yxhtvsGrVKqKjo3nhhRc4fvw4J06csPsCWbUDVdOm9n5+fgQHB9fLH0RcXJyyXsrDw6PaarRVpaamsnr1ajZu3Kj80To6OjJgwAC6detGdHQ0fn5+yj93d3elvaY1tHURFBR0WdOuMzMzlfUT7u7uREZGyoWlFurzi6e8vJzz58/bXRUzLy+PqVOnEhsbq2ytcuONN3LjjTdaTNusDVNVWtNabtMIgZOTk3zxtGC1SWrd3d1xdHREpVJZrIs9f/68skzk66+/tphFcOHCBd566y327dunPHbdddfx1FNPKUs4VCqVUin80kJSvr6+hIaGkpCQYLFc5JVXXmHDhg2EhISwZcsWqzf8Ll68yJdffsmGDRuU77m+ffvywgsvKNe/yMhIi++d/Px8XFxcyMnJISMjA6j8joiIiLD4mzBVMs/Pz6ewsBCj0Ujr1q1lndgVYG8cq9Vqvv32W4trpZOTE61bt76sG3tVZ0HZkpqayk8//cTu3bv5/fffleRBo9EwZMgQJkyYQJ8+faq93qpUKtzd3ZXPmZaWpryOVqslKirK7KZLSkoK2dnZyuds06aNxWBBWVkZ586dw2AwoFKpaNOmjSS2jaCxk1qovCFXUFBAaWkp5eXl6PV6dDodOp1OubHn6elJUVFRjcmvq6sr0dHRJCcn4+joiIeHh9Vqy6LladSk9oEHHmDjxo3Khc+affv2MWTIEIvHp0yZwsqVKzEajbz44ot88skn5Obmct1117F06VLat29vdzvsSWpDQkLw9fWt1052Xl6esqeco6MjgYGBVqfZ2ZKTk8PGjRv55ptvbE7fCAsLY9euXcrPKpUKR0dHZb2k0WiktLSUwsLCGi8UoaGhNu/q2uPS0VovLy/Ze7EW6vuLx7S2Lz8/n9LS0hr//y8oKOCNN95g27ZtZo937NiRLl260LdvX6KiomjTpo3NLaVqw9HRES8vL7y9vZW4FS1DbZNawGZxvSeffJJvv/1W2dLNwcGBlJQUPvvsMzZu3Iher8fBwYHhw4czYcIEs2nK7u7uhIaG4ujoiNFoJD4+3qIwU3h4OPn5+RYVlYuLi7nzzjtJTk5m0qRJPPPMM8qxM2fOsHr1anbs2KFczyMjI3nssccYOnQoKpUKrVZL27Ztq01oKioqOHPmjPK36eLigouLC0ajkYqKCsrLy61WR6468isajr1xPGzYMN59912zY46OjkRHR9ucKVAbFy9eNKsCXp3s7Gy+++47tmzZwj///KM83rVrV+6//34GDx5cq+9krVZLdHS02fXZWqIdHR1ttnuCqSqzKX49PT0JDw+XG5mNoCkktbaYrnU6nQ5nZ2flmljT4ExddycRzVuDJrWrV6+2+nhubi779+9n06ZNTJ8+Xak23FhMv4RDhw6ZXXShshMRGBjYIIVvjEYj586ds1qt02AwYDQa7SrDbzQaOXPmDAcOHODkyZMkJyeTlZVFVlYW7du3tzm928nJiYiICJycnDAYDMpifdOaXFPxn4qKCvR6PS4uLpedWFRN5KHyC9G0D6N8mVWvob94jEaj0kkuLy+npKSEkpISi5ssSUlJ7N69m3379pnt1Wni6OhIREQE3bp14+abbyY8PBx3d3e0Wm2NMyGq4+PjY7b3LvzfdEvTWjDRPNQlqbUlPT2d0aNHU1hYyMCBA1Gr1Rw8eFC5eXbpyCxUXndCQkIspumaKmza6+eff2bGjBmoVCpee+01goKC+Pzzz81Ghrt3787kyZO58cYblQS2NkmnPSNxJhqNBg8PD7y9vS2+y0T9szeOly9fzrXXXqs87ufnV6/bG5r2ttfpdGg0GqWOgakPkZubS35+vkV/4vTp02zYsIEtW7YosyDatm3LI488wuDBg+3+Tvb09CQgIAAXFxdKSkqIi4uzSDo8PT2VIpOmlQDu3gAAlOJJREFUtbimvo+joyNt2rSRpSiNpCkntdYkJSWRl5eHm5sbRUVFVvvJrq6ul1VQVTRPDZrUVnfB9vf3Z/r06cydO7fRp5uYfgkXL15U7gg5OTnh5uaGi4tLgyZbZWVlxMfHVzs6a5o+YVq4f2nVRFtMSUp167Dc3NyIjo6uU9vrKj8/n8TERLPP4OjoSEBAgCS31WisLx69Xk9hYaFShbXqSFZGRgZ//fUXR44c4dixY1y4cMFiRKuqTp06MXPmTAYNGlSn/59NnXZASbwNBoNS1Ec0D/WZ1AJs27aNOXPmmD3Wt29f/vOf/5htgebg4EBAQAB+fn424y87O9vq+l1b5s2bx1dffWX2mEqlYtiwYUydOpWuXbsqj/n4+BAUFFTrzrtp3aG1fb6dnZ2VaaEN/X0lzNkbx4cOHSIoKAhnZ2d8fX0b7QacqUjfpQWmMjMz+eKLL1i/fr1SDbZv37489dRTdhUGNHFycrIaox4eHvj6+uLu7k5WVhYZGRlK0uvg4EB0dHSj9wOvZs0tqS0vL1fqvVQtmHZpsbYOHTrUy0wI0Xw0aFJr7e6y6Yu9KW350dh/rAaDQdkE2vQHeemvW6PREBUVpVz4DQYD+fn55ObmotfrlS2SdDpdrRfb21OApL6VlpYq5dirqlpQyPRPq9VKR42m88VjMBiUrUouvRtvNBpJSkoiLi6O77//niNHjnDx4kWzLVGgMrl95ZVX6NixY720SavV0r59e4mTZsLeZCA2NtYidpydna1Ouf399985dOgQPj4+9O3bl3bt2inH3Nzc8PPzs7uAUllZGZmZmcqyDAcHB7y9vamoqLBYLqPT6Xj77bfZtm0bDg4ODBkyhGnTphEVFYVKpcLLywt/f3+cnJwuKz5NNylNf3Om2TSyfKPx2BvHaWlpTe6mW1FREXFxcWaP5efns2LFClavXk15eTkqlYpx48bxyCOP4O3tbXauaf/5qjF5KWdnZyIjI9HpdBQUFJCbm2t2A9/aWlxx5TWVvkVd6HQ6zpw5o1TQ9vX1VZLc+ijqKpqXRl1T21Q0tT9Wo9FIWVkZJSUlZGRkKF8CarWa9u3b2yyLb6LT6ZQ1kqZ/pv/7TJ2qgoICSkpKUKvVhIeHN9pNhqKiIjIyMiyS26o0Gg2+vr74+vrW+Nlbsqb2xVNRUcHFixfJycmp8UZKRUUFOTk5rF69mvXr11NcXIxGo+HOO+/k9ttvp3PnznUevTCtu61aEE00bfYmA3l5eahUKoqKipRtohwdHSksLFSSSzc3N7y9vdHr9aSkpFBaWqqM6Lu7u+Pq6lqv0zxLSkowGo3Kzbbs7GwKCwuV/WW1Wq1SpE/isWWrTRw3hb7FpQoKCkhISLC4iZ6cnMy7777Lt99+C1ReYx955BHGjh1bq1kGGo3GrP9RlWnWwtX8nd5UNLW+RW1lZmaSm5tLWFgYFRUVxMfHA+Dt7U2rVq0at3HiipKklqb9x6rX67lw4QIlJSWXXX24KlNC4u/v3yS+VIqKirh48aLN9RFQmdQHBgZetZ3FpvrFYzQaKSoqoqioyOyuval8vpeXF46OjqSlpZGdnU12djavvvoqu3fvVl7Dx8eHffv2WSQfpvXdRqMRtVqt7Hdrmnrk4+NzWet0ReNo7smAENAy4thWYgtw+PBhXn/9dc6ePQtUzrB57rnnar2lW1Xu7u4EBQVJNdompKn2LexVddDGYDBw8uRJ5QZjbabPi+bP3jitU9Zj6oDWhkqlsnubkauBRqMhOjqa3Nzcep1G4eDg0KSqY5r2watarMhUqMg0imswGEhLS6OkpESqJjchpq0eakouQ0ND8fLyIiAggOXLl7Nv3z4+//xzjhw5ouwHCpXF2UxFVGSNoBBCNBwPDw/atGlDZmYmRUVFZtODe/fuzVdffcX69etZsmQJJ0+e5L777mPhwoWMGDHC4rUcHBzw8/NTai8YjUY0Gg3Ozs64ubnh4eEhaxxFvavaR1Cr1fj4+KBWq5U+pfQhxKXqlNTOnTtXKRs/fPhw5Y7JqVOn+O6777jmmmsYPXp0fbazRVKr1Ze1lU5zYlqn4+TkpGxaX15erkxzhcoKynq9noiICKmW2MyYbl4A3Hfffdx7771kZWWRlJSEVqtVirTJ6KsQQlwZzs7OFtM0TTsVaDQaJk6cyIgRI3jvvff45ZdfGDRokMVrRERE2L1mXYiGFBoa2thNEE1cnZLa0NBQMjIy+Pvvvy2mAJw8eZIbb7yR0NBQHnjggXpppGiZHB0dCQsLw8PDQ6maXNtiWKJpcnBwIDAwkMDAQKByNL6m/eeEEEI0LNOykfPnz2M0GvHz8+OVV16hsLAQV1dXtFqtMsUzJCQEV1fXxm6yEELYpU7zPBcuXMjDDz9sdU57p06dePjhh1mwYMFlN05cHTw9PYmOjsbFxYXIyEgZpW2BTGtlhRBCNC4XFxfatGmj/KxSqWjfvj2dOnWiQ4cOdOzYkTZt2khCK4RoVurUyzRNKbRFq9WSlJRU50aJq49pQ22Z4iSEEEI0LGdnZwICAigtLSU0NFTWxAohmr06jdRec801LF26lOTkZItjSUlJLF26lJiYmMtunLi6SEIrhBBCXBmBgYFERERIQiuEaBHqNFL77rvvMnz4cNq3b8+YMWNo27YtAGfPnmXLli0YjUa++OKLem2oEEIIIYSoH3IjWQjRktQpqb3uuuv49ddfeeGFF9i8eTMlJSVA5TqN4cOH8/LLL8tIrRBCCCGEEEKIBlfnyi3XXHMNmzdvxmAwcPHiRQACAgJkj1EhhBBCCCGEEFfMZZcjVavVODs74+7uLgmtEEIIIYQQQogrqs5Z6OHDhxkxYgSurq74+fnx448/ApCZmckdd9zBvn376quNQgghhBBCCCGEVXUaqf3ll1+48cYbCQsLY9KkSXz66afKMX9/f/Ly8vj4448ZPHhwfbWzToxGIwD5+fmN2g4hqmOKT1O8WiOxLJqDmmJZ4lg0BxLHoiWQvoVoKeyJZahjUvvcc8/RqVMnDh06REFBgVlSCzBkyBBWrVpVl5euV1lZWQCEh4c3ckuEqFlBQQFeXl5Wj0ksi+bEVixLHIvmROJYtATStxAtRXWxDHVMan///Xfmz5+Pk5MThYWFFsfDwsJIS0ury0vXK19fXwASEhKq/SU0Zfn5+YSHh5OYmIinp2djN6dO5DNUz2g0UlBQQGhoqM1zJJabBvkM1aspliWOmwb5DNW7GuIYJA6aiob6DNK3aD7kM1TPnliGOia1Wq0Wg8Fg83hycjLu7u51eel6ZSpc5eXl1WyDxMTT01M+QxPQUJ+hpi8TieWmRT6DbdXFssRx0yKfwbarJY5B4qCpaIjPIH2L5kU+g2323HSpU6Gofv368fXXX1s9VlRUxIoVK7jhhhvq8tJCCCGEEEIIIYTd6pTUvvzyyxw+fJhbb72VnTt3AnDs2DE+/fRTevXqxcWLF3nhhRfqtaFCCCGEEEIIIcSl6jT9uG/fvuzYsYMZM2YwefJkAJ544gkA2rRpw44dO+jatWv9tbKOnJycePHFF3FycmrsptSZfIamobE/Q2O/f32Qz9A0NOZnkN9f0yCfofm+d31qCZ9DPkPzfe/6Ip+haWgKn0FlrKk+8iVMi3UdHR1xdnbm6NGjnD17FoPBQJs2bejVqxcqlaqh2iuEEEIIIYQQQihqndSWlZXh5ubG66+/ztNPP91Q7RJCCCGEEEIIIWpU6zW1Tk5OBAcHN+shciGEEEIIIYQQLUOdCkVNnTqV1atXU15eXt/tEUIIIYQQQggh7FanQlExMTFs2bKFLl26MHXqVKKionBxcbE4784777zsBgohhBBCCCGEELbUek0t/N9mzdW+sEpFRUVFnRpVn7p27UpKSkpjN0OIaoWGhnL8+PFqz5FYFs1BTbEscSyaA4lj0RJI30K0FPbEcp1Gavfu3VunBjWGlJQU9u3b19jNEKJagwcPrvEciWXRHNQUyxLHojmQOBYtgfQtREthTyzbndQ+99xzTJgwga5du3LDDTdcTruEEEIIIYQQQoh6YXehqDfeeIO///5b+TkrKwsHBwf27NnTIA27Wvz888+MHz+ea6+9lr59+zJq1Ci++OILABYuXEhMTAyfffYZAOXl5fTu3ZuYmBh+/fVXAE6fPk1MTAzjx49nzpw5xMTEWP03fPhwAJYvX85tt91G165diYmJ4ffffzdrT0FBAfPmzWPw4MH07NmTESNG8O2339ps/4ULF+jRowfvvvsuAFu2bFHe89ChQwAkJycTExNj112WqrZu3cqYMWPo3r27so67quXLl3PLLbfQq1cvrr/+embNmkVaWhoABw4cICYmhs2bN9fqPUXdNaVY1uv1vP3229x000307NmTG264geeee46CggKb7f/999+JiYnhq6++AmDp0qXExMTQvXt34uPjzc6ZOHFirX431bXV9D6X/pszZw4AX331FTExMfz222+1ek9RN1cyjvPy8pg1axbDhg2jV69e3HTTTSxevBiDwaC0Z+/evYwZM0a5Hpvi05atW7cSExPDzz//DKC0YcCAAeTl5QH/d51+6qmnavW7efPNNxk+fLjyGZKTk5Vjtj7r0qVLAVi0aBE9evRQ/pZEw2tK12SAbdu2MXr0aHr37s3IkSPZuHFjte1vrP5F1fep+u9f//oXIP2LK62pXZOffPJJhgwZojyvJo3Vt4Dq+/QtMY7rVP3YpA7LcUUVeXl5PP7442RmZjJ79myeeuop+vfvT3Z2NgC9evUC4I8//gDg77//pqyszOyxw4cPK+fefffdLFiwgAULFuDh4QHAf//7XxYsWMCzzz4LVP7BDxo0iJCQEIv2GI1GZs6cyVdffcW1117LCy+8wO23345er7f5GZYuXYrBYLD6h/j+++/X6fdiUlJSQq9evWjXrp3Fsd9++41FixZRVlbGs88+S/fu3dm3bx/vvPMOAAMHDqR169YsXbq0SaztbumaWixv376dlStX4u7uzvPPP09kZCTbt29XvvisWbx4MR4eHtxxxx1mj1dUVPDBBx/U+XdTU1tvuukm5bMuWLBAifeuXbsCMHr0aDw8PC7770nU7ErHcWFhIXFxcYwbN45nnnkGlUrFsmXL+PLLLwFISEhg9uzZlJSU8N///hcfHx/mzZvHwYMHrba/oqKCJUuWEB0dzXXXXWd2rKCggOXLl1/W70ev1zNy5Ejc3d0tjlX9rAsWLMDf3x9A6fRNnDgRg8HAhx9+eFltEPZpatfkX375hTlz5qBSqZgzZw6urq689NJL1d6sa6z+Re/evc1iuW/fvsD/xbL0L66cpnZNhsqaQWPGjLH7MzRW36KmPn1LjOM6rakV9SMpKYnS0lKioqIYPHgwwcHBZsd79eqFSqXizz//xGg08scff+Ds7Eznzp05cuQIgPK/PXv2pGvXrkpH+M033wQq56CHhYUprzljxgwAjh07ZlEY4Pfff+fPP/+kZ8+evPHGG+h0umr3I87Ly2P37t307NmTwMBAs2MeHh4cP36cPXv20KFDB4vn5uTk2HxdHx8fACZMmADAU089xalTp8zOMd018/Pzo3///qSlpbFv3z68vLyUc26++WY++ugjDhw4wKBBg2y+n7h8TS2WTTfcQkJC6NevH8eOHePPP/80i4+qzp49y9GjRxk1apRFzHt4ePDdd99ZxCBUxqFp9OtSarVaeb/q2tquXTulY5WamkpcXBw+Pj7KF6CjoyNDhgxh27ZtxMbG0rZtW6vvJy7flY5jvV7P1q1bcXBwACo7KG+++SanT58GYMOGDej1eu677z7Gjx9Pq1at+M9//sPatWvp37+/Rft//vlnUlNTlXirysPDg3Xr1jF58mSLYzqdjsLCQqu/E41Go3T+TLMHtmzZYnF+1c969OhRMjMzadu2Lddffz0AAQEB9OjRg927d/Pcc8/Z/FsU9aOpXZN/+uknoHJXjDFjxqDT6Zg3bx5ffvkl1157rUX7G7N/0apVK1q1agVAcXExr776KlqtlkmTJinnSP/iymhq12SoHB0uKytj2bJlNba/MfsW9vTpW1ocS1LbiKKjowkMDOTUqVPcdNNNBAYG0r9/fx544AEiIyPx8vKiTZs2xMbGcvbsWY4cOUJMTAx9+vRhxYoV6HQ65U5Ujx49Lrs9//zzDwAXL16kX79+lJaW0rlzZ1599VWrHenDhw+j0+no3r27xbEBAwZw/vx5PvjgA9577z2L49X98fz11181trVfv37MmDGDjz76iBEjRgDQp08fnnzySeUc0+/kl19+aRF/rE1ZU4vl22+/nePHj7Nx40ZlatzIkSOtdugBZeTLWizfdtttfPfddyxevFiZfmaSmpqqxN+lQkNDq526b80XX3yBXq9nwoQJODs7K493796dbdu28csvv0hS24CudBxrNP/3FWwwGNi/fz9QeX2DyumXgHIX3vS/pscvVV0cT5gwgdWrV/PRRx9xzTXXmB07evQo06ZNs/qavXv3ZsWKFTV+lqpWrVoFwJQpU8we79GjB0eOHOHw4cMMHTq0Vq8paqepXZP9/PyAygRj2LBhyghtQkKC1fMbs39R1ebNm8nPz2fUqFFmybX0L66MpnZNrq3G7FvY06dvaXFcq6Q2Pj5eCQ7THYSzZ8/i7e1t9fyePXteXutaOFdXV9auXcuaNWs4dOgQp0+fZuvWrRw8eJBdu3ah1Wrp1asXsbGx/P777xw9epRJkybRq1cvli5dys6dO8nKyiIqKkqZ6nU5TFs1ZWZm8sILLxAXF8eyZct4/vnnWbduncX5pi+jS++cQeX0jFmzZvHII4+wc+dOi+MLFiy4rLZeuHCBdevWERYWxhNPPMHPP//Mxo0bWbx4sbJOLCgoCIDExMTLei9Rs6YWy3///Tc7duygS5cu/Oc//2HTpk3s3LmTbt26WZ3KVl0su7i48MADD/DGG29YfDH5+PjYjGVre3dXp7CwkE2bNuHs7KyMIphILF8ZjRXH5eXlzJkzh4MHDzJx4kRuueUWq+fVtOSnujgODg5m/PjxrFu3Dl9fX7NjrVu3thnHl55bk8TERPbs2UNgYCC33nqr2TGJ4yunqV2T77nnHvbt28cPP/zADz/8oIz+V12rWFVj9i9MDAaDsnZz6tSpZscklq+Mpn5Nrklj9i3s6dO3tDiuVVL7wgsv8MILL5g99tBDD1mcZzQam8w+tU2ZTqcjICCA2bNnA5CRkcGoUaPIyMggKyuL4OBgevfuzfr161m/fj2FhYXK9AmtVsunn34K1N/Ng8jISKByOuTtt99Ofn4+y5YtszkqYKJSqaw+PmTIELp27crKlSstjj399NM2X2/kyJE1tnXv3r3k5ORwyy23MGzYMFq3bs3GjRvZu3evktSa2iVrvxteU4vlHTt2UFJSwi233MKQIUPQaDTs27ePvXv3VluIwVYsjx8/nlWrVlnEck5Ojs1YDg0NrVXxkq+//prCwkLGjx9vkUiYvpwklhtWY8Rxfn4+jz76KIcPH2bGjBlm36mma3JqaiqAUgjP9HhtTZ8+nY0bNyoddZPz58/bjOPevXsrawrtsXr1agwGA/feey9ardbsmMTxldPUrslubm58/vnnnD9/nqKiIs6dO8fcuXPp3Llztc9rjP6Fyffff09SUhIDBw60WHsr/Ysro6ldk+uqMfoW9vTpW1oc253U1nb6kahZfHw8s2bNYvjw4URFRZGWlkZJSQl+fn7KNBfTIvi4uDg0Gg3dunXD2dmZLl26cPToUaB2f6yHDx/mwoULyiL7/fv3k5CQwNixYxk4cCDh4eGcPHmSzz//XKnKZmvahWnNiamjZc0jjzzC9OnTLR7/5JNPamzriRMnOHnyJElJSUDltKWKigpGjhyp/LHu3r2btm3b8ssvvwCYffGY2mVqp2g4TS2Wo6KiANi0aRMeHh588803AFaLggCEh4cDtmNZq9UyY8YM5s6da/a4v7+/zViuOn24urZC5TqeNWvWoFarrU6RNrXL1E7RMK50HBcXFzNlyhRiY2MZOHAg0dHR7Ny5E19fX/r27cu4ceP4/PPP+fzzz9FqtUqVynvuucfq61W9Jrdu3driuK+vL/fddx8ff/yx2ePt27e3Gceenp7Kf+/fv5+LFy8qhVh27dpFWFiYMk0uLy+PrVu34ubmxvjx4y1eS67JV05TuyYXFBSwZMkSOnbsyMWLF1m1ahXOzs4W0y5NGrN/4erqCvzfNHprbZRYvjKa2jUZKq97+fn5ynM2btxIQECA1em7jdm3sKdP39Li2O6k9tK1MeLy+fr6EhMTw7fffktmZiaOjo707NmTxx9/XLmjHRAQQEREBAkJCXTs2FG52Pbq1atOXzqbN29m27Ztys+mu0Njx45Fq9Xy/vvv8/rrr/Pee+/h5ubGHXfcYbZOtao+ffqg0Wg4duyYzffr27cv/fr1U8rvm1grcnKpffv2mVXK3LJlC1u2bKFfv34MGTKExx57jI0bNzJ//nzc3d0ZPnw4zzzzjHK+qV0DBgyo8b3E5WlqsXz33XeTlpbGt99+y7x58/D29mbs2LHMmjXL6muZ4vHYsWOMGzfO6jmjRo1ixYoVxMXFKY85OTnZFcvVtRXg22+/JS0tjaFDh1odhTP9fux5L1F3VzqOc3JyiI2NBSq3Vzhw4ADwf6OjkZGRvP3227z//vvMnz+fwMBA5syZY/OaNmDAAL788kuOHTtm85ypU6eyfv16cnNzlce8vLzsiq0VK1YolUShcpue0NBQJan96quvKCkp4b777lOml1Z19OhRNBoNffr0qfG9xOVpatdktVrN4cOH+frrr1GpVMTExPDoo4/arBHQmP0LV1dXjh49yvHjx+nUqZPVmQrSv7gymto1GeDdd981K8r00ksv0bt3b6tJbWP2Lezp07e0OFYZW8qYsw3+/v7s27evsZvRYj399NN89913fP/99/Wy7qY+jRkzhoKCAnbt2mW2+L8pGjx4MJmZmdWeI7HcsCZNmkR8fDx79uzB0dGxsZujKC8vZ8iQIURFRbFmzZrGbk6N/l979x3fVL3/D/x1MpqkbZom6V7QsmQrQ0AcqChD8aoo1z0Q/V5EHOh1X8f1Ku4NeB1X1kW5XkX9quAAEUFEBBFkl9K9V9I0Ozm/P/rL+Ta06aAjo6/n49GHNDlJPqe+c87n/ZntxTLjuOd4PB5Mnz4dsbGxIbf3YHV1NaZOnYoLLrgAL7zwQrCL0y7GcfCxftF1rFsEX6jWLYDwiWOgY7HcpX1qiRYsWABBEEKusr1t2zbk5ubi9ttvD/kvKoWGu+66Sxo+GUo+/fRTmM3mgL3MRD5yuRwLFixAbm6uNCUjVKxevRqCIHTL/DTqG1i/oEgQqnWLSIzjiO6p9Xq9MBqN+OqrrwJO0iYKNlEUMXPmTNTU1EjDaU7EWKZw0F4sM44pHDCOKRKwbkGRoiOxDER4UltcXMyFVShsFBUVBZysz1imcBIolhnHFE4YxxQJWLegSNFWLAOd3NIn3PgWqigqKvJbwZEolJjNZmRmZra6sIoPY5nCQXuxzDimcMA4pkjAugVFio7EMhDhSa1vKEVcXBy/rBTy2hr6w1imcBIolhnHFE4YxxQJWLegSNHeEHkuFEVERERERERhi0ktERERERERhS0mtURERERERBS2mNQSERERERFR2GJSS0RERERERGGLSS0RERERERGFLSa1REREREREFLaY1BIREREREVHYYlJLREREREREYYtJLREREREREYUtJrVEREREREQUtpjUEhERERERUdhiUktERERERERhi0ktERERERERhS0mtURERERERBS2mNQSERERERFR2GJSS0RERERERGGLSS0RERERERGFraAltYsXL8b48eOh1WqRlJSESy+9FIcPH/Y7xm63Y8GCBTAajYiNjcXs2bNRUVERpBITERERERFRqAlaUvvDDz9gwYIF+Pnnn/Htt9/C5XLhwgsvRGNjo3TMPffcg//93//FRx99hB9++AGlpaW4/PLLg1VkIiIiIiIiCjGKYH3whg0b/H5fvnw5kpKSsGvXLpx99tkwmUx47733sGbNGpx33nkAgPfffx9Dhw7Fzz//jIkTJwaj2ERERERERBRCQmZOrclkAgAYDAYAwK5du+ByuTB16lTpmFNOOQVZWVnYvn17UMpIREREREREoSVoPbXNeb1e3H333Zg8eTJGjBgBACgvL0dUVBTi4+P9jk1OTkZ5eXmr7+NwOOBwOKTfzWZzj5WZqCcxlikSMI4pEjCOKVIwlimShURP7YIFC/DHH3/gww8/7NL7LF68GDqdTvrJzMzsphIS9S7GMkUCxjFFAsYxRQrGMkWyoCe1d9xxB7744gt8//33yMjIkB5PSUmB0+lEfX293/EVFRVISUlp9b0eeughmEwm6aeoqKgni07UYxjLFAkYxxQJGMcUKRjLFMmCNvxYFEUsXLgQ69atw+bNm5Gdne33/NixY6FUKrFx40bMnj0bAHD48GEUFhZi0qRJrb6nSqWCSqXq8bIT9TTGMkUCxjFFAsYxRQrGMkWyoCW1CxYswJo1a/DZZ59Bq9VK82R1Oh00Gg10Oh1uueUWLFq0CAaDAXFxcVi4cCEmTZrElY+JiIiIiIgIQBCT2mXLlgEApkyZ4vf4+++/j5tuugkA8Morr0Amk2H27NlwOByYNm0ali5d2sslJSIiIiIiolAV1OHH7VGr1ViyZAmWLFnSCyUiIiIiIiKicBMSW/r0FlEUIQhCsItBFHa8Xi+sVivcbjfkcjmio6Mhl8uDXSwiIiIior6T1IqiCJvNBpvNBoVCgejoaCiVymAXiyikiaKIuro6lJeXw+v1+j0XHR2NmJgYAIDH4wHQlPw2P06hUEAul0OpVCIqKgoxMTFsWCIiIiKibtUnktpjx45BqVSivLwchYWFSEtLQ0ZGBmQyGYxGI5KSkljRJvr/RFFEQ0MDLBYLGhoaYLVa8dtvv+Ho0aPIzc1FWVkZFAoFlEollEoljEYj0tLSMHr0aIwYMQIyWeCdwmQyGXQ6HeLi4hAbG8vvHRERERF1WZ9Iag8fPow333wT27Ztkx677rrr8Ne//hVVVVXweDxIS0sLYgmJgs/r9aK2thY1NTVwuVwAgK+//hqvvPIKSkpKOvQeBoMBd955p7QNV2ufUVdXh7q6OgBAbGwsMjIyoFD0iUsREREREfWAPlGTvOGGG+ByuSCXy5Geno7CwkKsXr0a6enpuO6661BbWwuDwQC1Wh3sohL1Oq/XC7PZjKqqKjgcDgBNvbXLli2TVik3GAwYPXo0Bg4ciMzMTIiiCLfbDYfDgaqqKhQUFOCXX35BbW0tnnjiCYiiiCuuuKLdz7ZYLCgsLER2djZ7bYmIiIjopPSJpNblcmHy5Ml45JFHkJmZiTVr1mDx4sV4++238ec//xlKpRI1NTVIT08PdlGJepXL5UJhYSFsNpvf42+99ZaU0N588834y1/+gujo6Hbf67XXXsOKFSvw97//HTk5ORgzZky7ZbBaraisrERycvLJnwgRERER9VmBJ79FkJtuugnLli1DZmYmAGDOnDkwGAyoq6vDL7/8AgBoaGgIZhGJep3T6UReXl6LhPbHH3+U9oN+8MEHsWjRonYTWgBQKpW49957MWvWLIiiiMcffxxOp7NDZamqqkJjY2PnT4KIiIiI+rw+kdTecsstfkMbFQoFLrjgAgDAhg0bAABut7tDe+cSRQK32438/Hxp7qzv+1FaWoqHHnoIAPDnP/8Z1157bbvvJQgChg8fjlNOOQWCIODBBx+E0WhEfn4+vvvuuw6XqaKi4iTOhIiIiIj6uj6R1La2CM306dMBABs3bpR6k9hTRH2BKIooLi7260UVRRFOpxOLFi2CyWTCiBEjcP/99wd8D6PRCK1WK73W4XBAoVAgIyMDcXFxmDNnDgDgq6++avHaE7+PvoTaZrO12DaIyGq1Ii8vD/v370dubi5qamoYJ0REROSnTyS1rRkzZgySkpLQ0NCA7du3AwDq6+uDWyiiXlBVVQWLxQLg/xJKURTx3HPPYf/+/dDpdHjppZcQFRXV4rUGgwGnnHIKUlNT/YYk+4Ywx8fHQyaT4ZxzzgEA7Nq1S9rD1ufE9/WNkPDtJU2Rr6NJqdlsxvHjx2G1WiGKIux2O8rKynDkyBEmtxR01dXVwS4CUcTzer0cSUkd0icWimqNTCbD5MmTsW7dOuzbtw/nnHOOVNEnilR2ux2VlZXS774bxXvvvYf//Oc/EAQBixcvbnWLq5ycHL9EVqPR+L2vT3x8PE455RTExsbCYrHg0KFDGD58uPS81WpFdHQ0rFZri8+wWq2IiYnp2klSyKuurkZ8fHybxzgcDhQVFbVamXG73SgoKMD69etRXl6OuLg49OvXD5MmTYJWq+VK2tQr2BBO1D7fbglOpxNOpxMejwderxdutxsulwt2ux0ejwfHjx/Hb7/9BrPZDKvVCrvdDlEUodVqER8fjzFjxmDAgAEAmhrk7XY7kpOTodFoEBsb22pDPPUtfTapBYAhQ4YAaNrHFmiqKHm9XshkfbYDmyJceXl5i8f+85//4LXXXgMA3HvvvTjrrLNaHDNgwAC/JBaA3xZYzZPa2NhY1NbWYuzYsfjhhx/w66+/+iW1AAJ+xxobG5GYmNjxE6KwVFNTg5ycnDavtaWlpQET2g8++ADvvPOOtN+xT3p6Oi677DLMnj0bSUlJiI2NRWpqKpRKZbefQ2t8lTa32w232w2gqfKlVqsRHR3dY8m2r9Lo8XgQFRXFe1gvcblcEEWRjSjU5zmdTpjNZlgsFrhcLilxDTSaxuPxIDc3F/v27cPevXuxa9cuFBYWtvs56enpSE1NRV5eHkaMGIElS5ZI94GkpCQkJSV163lReOnTSe3gwYMBAEePHpUea2hogE6nC1aRiHqMzWbzG3YsiiLWr1+Pf/zjHwCAW2+9FTfeeGOL12VkZLRIaIGmubEKhQJut1tqURUEQerNHT9+vJTUnvi+rfXSAk1JLSuJkU8URdTX18NgMLT6vN1ub3WNg/Lyctxzzz34448/ADQNh8/JyYHT6cSxY8dQUlKCN998E2+//TZmzZqF66+/HmazGTKZDHq9HklJSZDL5d16Li6XCzU1NWhoaJD2eW6NQqGATqeD0Wjsth4Fr9eLuro6VFdX+y36Fh0dDZ1OB61W22sJfV8kiiK8Xm+3xxRRqLPZbKitrYXNZpOS2PZ4vV7s2LEDX3/9NTZt2tSiUVKhUODUU09FUlISNBoNNBoNBEFAQ0MDysrKsGvXLpSUlKCkpAQAsH//fr+OqMrKSshkMiQkJHT/CVNY6NNJrW8YQ0lJiTQksq6urt2k1ul0Qi6X80ZGYaX5/C+v14sVK1bg5ZdfhiiK+POf/4yFCxe2eI1Op2tzmKharYbFYoHH44HL5UJUVBQUCgWioqIwbtw4AP83r7b598Xr9SIqKqrFlj+iKHLP2j6ipqYmYFLb2oiC+vp63HrrrcjPz4dWq8U999yDyy67TFp4zG6349tvv8UHH3yAffv24eOPP8bHH3+MKVOmYN68eRg9ejRqamqgVquRmZkJlUrVpfJ7PB4UFhZ2eIFBt9uNmpoa1NbWIi0tDXq9vkuf7/V6cfz48Rbz0EVRRGNjo1QupVIJo9EIg8HAHtwe4HK5WBegPsNqtaKioqLTC6v+9NNPePnll6WRkQAQHR2NkSNHYtSoURg1ahTGjx/f5vSjhoYGHDx4ENXV1UhJScGIESMgk8mkRnqg6d6h1Wq7fH2n8NQnktpAXxKDwQC9Xo+6ujrk5+dj2LBhfj1FLpdL6t2yWq0QBAFRUVFwOBxwOp2Ij4+HUqmE2+2G1WpFfHw8jEZjL58dUfvsdjtMJhOApkrYk08+ic8++wwAcMUVV+Dhhx9u0TuqUqmkvZ0D0Wg0Uu+v3W6XeqCio6NxyimnICYmBg0NDcjNzZWG+/sEqghWVVVBqVQGTHgoMjgcDtjtdr9h7EBTstja+gZPPfUU8vPzkZKSguXLlyM9Pd3vebVajVmzZuHiiy/Gnj17sGLFCmzatAmbN2/G5s2bMWHCBMybNw8TJkzA0aNHodFokJ6e3uLzO8Lr9eLYsWNt7sMcGxsLnU4HURTR0NAAi8UCURQhiiJKSkqgVCoRGxvb6c/2qaqq8ktoY2JioFAoYLPZ/MrlcrlQXl6OqqoqqaeYFb7u43K5TiqGiMKJ3W5HeXl5p9eeKSoqwjPPPIOtW7cCaLouTps2DdOmTcP48eNb3Z2kNXK5HFqtFqeffnqL5wwGA+RyOSorK5GRkcHrWx/WJ5LazMxMlJWVtTo8IicnB7t27cKxY8cwbNgwv+1JcnNzW7ymeSWitrbW7zlfizhRKBFFEaWlpQCaKuOPPPII1q9fD5lMhvvvvx/XXHNNi4RWqVRi4MCB7b5382HJVqsVcXFx0uNyuRxDhw7Fr7/+ioMHD7ZIam02G2JiYlpt8S0rK+PCD31AWVkZsrOz/R6rqqpqcdymTZvwzTffQC6X47XXXmuR0DYnCAJOO+00nHbaaTh+/Dj+9a9/4YsvvsCOHTuwY8cOjBo1Cn/5y19w5plnIjc3F1FRUUhOTkZcXFyHh73n5+f7JY4ymQwymUyaRwsAFosFbrcb2dnZMBgMcLvdqKiokIbcFRUVYfDgwSfVy+fxeKSRF4IgoF+/flKC7FtF3Gw2w2azSd8vj8eD2tpa1NbWIj4+HomJiaz8dYPm/8+JIo3X60VFRQVqamo69TqPx4PVq1fjzTffhN1uh0KhwFVXXYXbbrst4CiV+Ph42Gw2qNVqZGRkoKioCGazGUDTrgnp6enIy8trMU/XYDAgKioKcXFxbGDq4/rEWCSZTBaw18c3BDkvL096rKKiAsePHw84RyDQ5Hfe3CjUiKKIoqIiWK1WeL1e/P3vf8f69euhUCjwxhtv4Nprr221h3bQoEEdquA3T2rr6+ul74VvdMSwYcMAAAcOHGj19bGxsa1WrEVRbNFoRJGnsbHRb361x+NpUXkym814+umnAQA33XSTFFMdkZ2djaeeegpfffUVrr76aqhUKuzduxe33347rr76anz//ffSKstHjx5FdXV1u3PDqqur/cocGxuLoUOHYsiQIRgwYAAMBoP03bHb7dIKzgqFAmlpadL+zh6Px28l8s6or6+Xhtvp9Xq/Hl/fnNqUlBRkZ2dj4MCB0Ol0ft/n+vp6HD16VLo2cLuMkxdofQCicNfQ0IBDhw51OqE9cuQIrrvuOrz44ouw2+0YP3481q1bhwceeEBKaGUyWYskVKlUYsCAAcjIyIAgCH7Jr8PhgFqtbrXjyGazSQvyUd/WJ3pqAfhtRdJcTk4OAGDfvn3SY2azGWazGWVlZaioqEBVVRXKysqQn5+PgoICFBQU4N///re00JRGo0G/fv06PIyCqDe43W7k5uZKK7E+9thj+N///V/IZDI8/fTTOPvss1u8Jjo6GtnZ2R3usVIqlYiLi4PZbIbb7YbZbEZ8fDzUajVUKlW7SW1VVRUGDx6Mw4cPt6hYm0wmJCcnc9GoCFdWViY1LlZXV7eIgxdffBGVlZXIysrCX/7yl1bfQ6lUIiUlBUVFRa0+n5qaiocffhi33XYbli9fjv/85z/Yv38/7rzzTgwePBhz5szBiBEjMGzYMFRVVSE1NbXVueS+obw+MTEx6NevnxSjvsVNDAaD1DBqsVhQXV2NxMRECIKA1NRUaShybW1tpxevOrHBp71h+r45xL4Gg5qaGilxN5lMMJlMUKlU0Ov1iI+P532sk0wmU5sjB4jCjdfrRXFxsdRL2lEOhwNvv/02/vWvf8HtdkOr1eLee+/FZZddJs19jYuLg06nQ2xsLGQyGRwOB3JzcyGKIqqrq6HX66URWs0bzb1eL5xOJ2JiYlqM5mloaGh3izjqG4J299qyZQteeOEF7Nq1C2VlZVi3bh0uvfRS6XlRFPH444/jnXfeQX19PSZPnoxly5Zh0KBBJ/V5ra3eCgCnnHIKAGDHjh2YNWsWXC4Xqqur21zFEmgafuZLalkRoFBTW1srDTl2Op145JFHsGHDBsjlcjz77LOYPn16i9dotVpkZWV1Ook0Go3Szc83b08QBMTHx0tJ7eHDh+F2u1t8T7xeLywWC/R6fYueWZfLJbXOUmTxrdQLNLWyW61WREVF+S1mBgBr167FunXrIAgCnnzyyYCxkJiYCJ1Oh5iYGOTn5/ttMdVcQkIC7rvvPsydOxcrVqzAhx9+iCNHjkgrgPfv3x/33XcfzjnnHFRXVyMjI0P6TK/X6zeiRyaT+SW0zfkSyfz8fMTGxvolnlFRUVK8i6IIi8XSqRX3bTabdH/SaDQd/n7I5XIkJSXBaDSitrbWr1fa4XCgvLwcFRUViImJQVJSUsCGYPLnu4Z1ZX40UaiwWCwoLCwMuBVPIIcOHcKDDz6IY8eOAQDOP/98PPzww0hKSoJCoZAWqzuxAU+lUsFoNEoNmuXl5cjKygLQtBqyTCaTytLY2ChNcTqxzNw1gYAgDj9ubGzE6NGjsWTJklaff/755/H666/jrbfewo4dOxATE4Np06YFrKy0R6FQtHqTHjNmDK699lrIZDLk5+ejpKREqjAYDAYMHToUZ599Nq688krcd999WLJkCb744gucd955AJpa6rmgDYUKs9mMAwcOSAltXl4errvuOmzYsAEKhQIvvfRSqwltQkLCSSW0QFPvru+75XA4pAWp4uPj0b9/f2i1Wtjtdhw8eLDV11dUVASci97ZRSkoPOTm5vr9Xl1djbKyMr9e2q+//loadjx//nxpNe0T+ZJEoOk6P3DgQGRmZraZ7BkMBtxzzz345ptvcNddd2HSpEnQaDTIz8/HHXfcgZ9//hl2ux25ubnIz8+H1WrFkSNH/JLxzMzMNlcTjo2NRXZ2Nvr169eiIucbggx0PsY700vbGrlcjsTERAwZMgTp6el+90Vfkp2Xl4eKigoOS+6gsrKyYBeBqEtEUURNTQ3y8/M7ldB6vV4sX74c11xzDY4dOwaj0YiXXnoJr776KjIyMpCeno7BgwcjMTEx4IiU5s+ZzWa/TqXm62qYzWbI5fIW191AiwtS3xO07sUZM2ZgxowZrT4niiJeffVVPProo/jTn/4EAFi5ciWSk5Px6aef4qqrrjqpz8zOzkZDQwNMJhMcDoe0t9aDDz6IefPm4dixY1CpVEhISEBCQgLUajU0Gg20Wi1iY2Ol3l6bzYaGhgbYbLaALfVEvclisaC4uFia1y2KIj766CO88MILsNvtiI+Px3PPPYczzjijxWuTk5ORmJh40p8tCAKSkpKQn58PoClJ9e2PmZ6ejgkTJuC7777D1q1bMXLkyBav9yUKrW3xYzabuedcBNqzZw/Gjx8v/X7iMLcDBw7gkUcekbabCjTs2LdI0onXYJ1OB51OB5fLhbKysoDD6HQ6HebNm4d58+bBarXisccew9dff4233noLEydOBND03TqxwuS7L7Qn0Mr7MTEx0jYUnell8Hg8UqORTCbr0p7qvr179Xo97HY76urqYDKZpGuIb4gft9dqn8PhgM1mCzgijCjUFRYWdrouW1pair/97W/45ZdfAADnnnsunnjiCSQlJSE5ORnx8fEdek+5XA6DwSBdc+x2u7TWRnR0tNSZ5Zv/r1KpWmxlZjKZOnRNpsgWkmNmjx8/jvLyckydOlV6TKfTYcKECdi+fXvApNbhcPi18JxYkfGN529t+AIATJkypUPla94zRdQT2otlH1EUUVZW5td7s3//frz22mvYvn07AGDSpEl4+umnWySuSqXSb+GaroiJiZFWMna5XCgsLERmZiYMBgPOP/98fPfdd1i3bh1uvfXWVofqV1dXIy4ursXwU6vVisbGxjb3rqPQFSiO9+7d2+Zr7r//fjgcDpx11ll46KGHAlaMsrOz21zBV6lUIisrCy6XC1VVVairq5N6H5vvbQg0Xdfvu+8+fP3119i9ezeqq6sDNqh0tQdTJpMhOjpa+r44nc4OrUTcvPzx8fHdtu+sWq1GamoqUlJSUF1djYqKCgD/N52gr08B6Mj1uLS0FDk5OWzkppAWKJYbGxs7PIReFEV88cUXeOaZZ2CxWKDRaPDXv/4VV1xxBQwGA1JSUjq9qnvza0zz8jV/3OPxwOl0Qq1Wt0hqzWYzvF4v9+Lu40Ly/75vIY4TW4iTk5P9Fuk40eLFi6UWep1O1+4em0ShqiOxbLfbcejQISmhPXbsGO655x5cddVV2L59OxQKBe677z689dZbfgmtIAgwGo0YOHBgt7VsCoKA9PR06UbW2NiI48ePw+v14uqrr4Zer0dZWRk2bdrU6uvNZnPAG+rx48dRWFiI2tpaaRVnCg+B4vj3338PmBh+9tlnKCgoQGJiIp599tmAlSOdTtfhxkVfA87QoUOhVCoBNFXMfP/2SUlJwdChQyGKIrZv3x6wjHa7vc09ajuiebx3ZOic2+32Wy25J6a9CIKAxMREv+tFaWlpnx+G3JHrsc1mw/79+/HHH3/gjz/+wP79+3Hw4EEcPXoUBQUFKC0tRW1tLcxmM+rq6lBRUYGysjJpLnN1dTVMJhMaGxvhdDrhcDik/zocDoiiCK/XC4/H4/fT1//fUOd0tZ7s2+f+4YcfhsViwahRo/Df//4XV199Nfr37+9XD+iM5o16zacZntjYZ7FY/K77vkYkr9eLhoaGTn8uRZaQ7Kk9WQ899BAWLVok/W42m5nYUlgKFMuiKMJqtaKiokLaf/Lw4cNYsWIFvvzyS3i9XgiCgFmzZuEvf/mLX/z7klmj0diiMt8doqKikJWVhYKCAni9XjgcDtTU1CAzMxNXXnkl3n77bbz00ks47bTTWvQaezweWK3WFr1nzc+/ee9IVFSUtEiOWq1GTEwMW2hDUKA4rqurQ2FhIfr16+d3vCiK+OCDDwAAt9xyS8BRNQBOak9wmUyG+Ph4aZhbbGystG+sz7hx43Dw4EE8/vjjePvtt3HttddKo4P0er10fEFBAdLT06HRaE6qd6756IMTex1aU15eLjXo+FYY7ymJiYmor6+Hy+WSRkv05YWQAsVxQUGBlLj6ElKPxyNNXfJdn1QqFZRKJVQqFaKioqQflUoFtVoNrVYrjSJra+7hyVAoFNKw6OZx6tua0Jco++4dcrkccrkcCoUCSqXSr6xKpZI90WGuo/Xk1u7FFosF9957L3766SfIZDLMnz8f8+bNg8FgQFpaWpcWTFWpVNKiUL5hxoIgtEhqGxsb/Tq8mpextra2U/uNU+QJyaQ2JSUFQNPcvNTUVOnxiooKnHrqqQFfp1KpuJk8RYRAsZyXlwelUgmv14sff/wRq1atwo4dO6Tnp06digULFmDgwIF+r4uLi+vyTacjYmJikJ2dLa2AWFdXh4SEBNx+++348ssvUVJSgptuuglPP/10i+9yZWVlh29GTqcTTqdTml+oUqmQlZXF73+Iaeua/Ntvv7VIavft24fc3Fyo1Wpccsklbb7vyc5fbP661uJt7NixWLVqFVwuF/Lz8/2S3ua9sw6HA3l5edBoNDAajZ3eUqJ5Utper6/ZbEZ9fb1U5p6e5yqTyZCUlISSkhIATVtm9OWkNlAcn+z6Hm1Rq9XIycnBmDFjMHHiREyYMKFLDRhut7tTPVi+OdWt8V3fKXx1tJ58YkJbUVGB22+/HUeOHIFGo8ELL7yAc889V9r+rKuJpCAIiImJQUNDA9xuNxwOB1QqldTA4ovLxsbGFo3yvmS4sbFRamzsiYZ7Cn0hmdRmZ2cjJSUFGzdulCq+ZrMZO3bswPz584NbOKIgslgs+O6777By5UppYSa5XI6pU6fi5ptvxvDhw/2Ol8vlSE1NlbbZ6Q0ajQbR0dGwWq1wOp2orKzEkCFD8M4772Du3LkoLCzEDTfcgFNPPRUpKSlISkpCYmIiEhISpCFRvr3stFqttFqrQqGA3W6XtjRpftN1OBw4duwYMjMzuVhEmNi7d6/fNm4A8MknnwAAzjvvvDb/P6ampp50PDdPahsaGlr0SJz4Hbrgggukf/sWRWs+DNi3cGBnk1qZTCZV1trbQq55UpKQkNArFbbmf3+TyYSUlBT2gJxALpdj7NixGDZsGBISEhAdHQ2FQgGbzQa73S79NB9O7PvxLVbpix/faBS73Y4DBw7gwIEDWL16NTZs2BAy++A2X4mW+o7Dhw/j9ttvR2VlJYxGI5YsWYIzzzwTycnJ3dpQ7ktqgab5/C6XC1qtFiqVSkpqPR4PiouLW11YEmiqI7lcLia1fVTQklqLxeK3rcPx48exZ88eGAwGZGVl4e6778Y//vEPDBo0CNnZ2fjb3/6GtLS0FpUgor7kuuuuQ2FhIYCmSufs2bNxzTXX+I1o8NFqtUhLSwvKxV2v18NqtQJoujmZzWaMGTMG//3vf/H888/j888/x2+//dah9xo0aBCmTJmCa665Bv369UNcXJw05NPhcKC6uhoulwterxcFBQWIiopCbGxslxIf6nl//PGH9G+n04k33ngDH3/8MQDgiiuuCPi6tLS0LvUaKpVKaVEzURQhl8v9eqeSk5ORnJyMiooKjBkzxm/Ug91uR79+/aS9mWtqamC3209qKDTQ1CtnsVjg8XharJ5rtVpRW1sLj8fjl9R2ZaXyzlAoFNBqtVLPiW91VJfLBbVaLSVwgiBAo9F065DZcLFlyxYMHToUVqsVNpsNbre7Q/Nc5XI5lEolRFGEKIqQyWTweDxwuVwoKirCH3/8gR07dqC4uBiZmZmIioqS5tQ25/sc3/v4frqDTqeDXq/3S8K5QGbfs337dtxzzz1obGxETk4Oli5diilTpvTIqKjm13XfKCybzQaDwSBNtwJaLtTm9XoRGxsLm80Go9HIOO3DBDFIqwxs3rwZ5557bovHb7zxRixfvhyiKEpzmurr63HmmWdi6dKlGDx4cIc/w2w2Q6fTwWQytTk3iyiYOhKnvmOApgVi5s2bh8svv7zVVYFlMlm3DQk6WaIooqioqMXNJy0tDTU1NTh48CAOHTqEqqoq6aempgYmkwlms1man9ZcVFQUrrjiCsydO7dDwy/T0tK4h3Qvay+Wm8exQqHAt99+i+3bt+Ott96SGmtuu+02LFy4sNX3T01NPekEsjnffG9f8tp89XAA2L17N37//XdcfvnlLbbNSUhIgEwmg8vlkr5jJzuvtra2VtpTOiYmBmlpaRBFEdXV1dJw4+ZiY2PRv3//Tn/OybJarcjLy2v3uJycnIiqSHY0jnuybiGKotTQcTKxJYqitJiUb40D31xFnU7nN6fW6/VCFEXY7XYpmQC6vt0bBVdn6hbbt29v0Vj49ddf48EHH4Tb7ca4cePw6quvYuzYsT02n18UReTn5/vd+6OiopCSkoKioqJ2G2xkMhmMRiNUKhUUCgWio6O51kaE6Og1N2hJbW9gUkvhoDM3nmuvvRZ33HFHqz1VKpUKer0e8fHxPT53tqOsVivKyspgs9kQGxsr7Snq9XpRW1uLysrKgKsZu1wu1NXVYefOnfjwww+xZ88eAE03udmzZ+OWW25pN7kdNGgQVCoVampq4PF4kJSU1N2nSM10NBnIzMxEUVGR33MJCQl49NFHcf7557d4nSAISEtLg16v7/Yy2+12v1FDndHVhhOPx4OjR4+2OY/RR6VSoV+/fr0+BLSurq7dFZAHDBgQUXu0hkJSGyx1dXXSXGqg6XuZnJzMUS9hqCtJbUFBAa688krYbDbMnDkTTz31FPR6fY/PqfZ4PKiqqoLdbkdMTAyMRiNkMhkaGxulkSsul6vdKRtAU5Kr1Wqh1+v79JoAkaCj19zQqPkSUYe0ltDGx8fDYDCcdIt+T4qOjkZOTg5qa2uh1Wql8slkMiQkJMBoNKK2thbl5eUtKs1KpRJJSUm46KKLMHPmTPz8889YtmwZfvvtN3zwwQf4+OOPcfXVV+OWW24JmOwcPXoUGo1GWl1WoVCw9zYEXHDBBfjXv/4FAMjIyMBll12Ga6+9ttWRBwaDAUlJST3WUKNWqxEXFwez2Rxw9e1AXC5Xlz5bLpcjIyMDBQUFLT5XJpMhOTkZ0dHRcLlciImJCcoQX1+F0Pf3iYuLg91uh8PhkHoBOX8tcuj1erjdbmmv4urqammF3EhquKDAXC4XHnroIdhsNowfPx7PPPMM5HJ5wH27u5NcLpcWi20uJibG7/7g9XrhdDpRVVXlN7qgOa/XC5PJBIVCwaS2j2BSSxTG4uLikJGREexitMm3lVBbz8XGxqKkpESah9vacZMmTcLEiROxY8cOLFu2DLt378aKFSuwevVqDBkyBNdddx1mzZrV4rXNt0vpahJC3WPu3Lk455xzEBMTg8GDB/s1dvjmuSYmJsJgMPRKQ01WVpY0YsBkMqGiogJGoxEWiwWNjY3S0OCqqirIZDLExsZCqVR2SzIXGxuLQYMGoa6uDg6HQ5ofptfrpSQ22MmEUqn0+w7HxsaykhjBEhMTIZPJUFZWBqBpznt+fn6vLzpIwbF06VLs27cPWq1WSmiVSmVIfedlMhnUajUyMzOh0+lQXFwsrdru9Xpht9thNpvh9XpbTCGhyMWkliiMdXbF1VClUqmQnZ2N2tpa1NfXS5X7EwmCIG1zsW3bNrz++us4ePAgDhw40O5enykpKb3S0kztk8vlGDNmDBQKBQYMGCAtOBRMvrlXer0eOp0OMpkMiYmJsNvtkMlkiIqK6rEGpKioqB7fpoeoM4xGIzQaDUpKSqRe+eLiYjQ2NobMaszU/bZv34733nsPAPDEE09IvaZGozHo1+hA4uLiMHDgQHi9Xr/5vr5tfoLdKEi9h0ktUZgSBCGkWk67ytdrazQaIYoi3G63tPJmQ0MDGhsb4fF4pGPPPPNMnHnmmSgvL8eePXsC7mEtCAKio6M57DiECILQ48OKu6L54iI9tSgKUaiLjo5GdnY2ioqKpMV7IqUhlfy53W588803ePrppyGKImbPno0LL7wQQFOjc6jfP1tba8A3p5b6jtCrTRBRh2i12ohd2U8QBGl4Z0xMDPR6vbQaaH19PUwmk5TgDh48GNnZ2XA6ndJjQFNvoNFoRGJiYsi2MPdVgwcP7pFFn4ioeykUCvTv399vKD5FnhkzZsBisQAAhgwZggceeABA0704IyMjYusaFFmY1BKFqUhbdbM9vh7X6OhopKamwuFwwGaz+SVHvpURlUpln9w3M1zw/w1R+BAEAVqtlr1eEcxiscBgMODyyy/H3Llzpb2n09PTOXyXwgaTWqIw1ZcrGIIgQK1WtxgaKpfLmTARERF1wvLlyzF69GjExMQgKipKGiHF+ymFEya1RGEoNjaWNxsiIiLqsssuu6zPjf6iyMNB8kRhiDcfIiIiIqImTGqJwoxMJuO+a0RERERE/x+TWqIwk5CQwKHHRERERET/H5NaojCSmpqKxMTEYBeDiIiIiChkMKklCiN6vZ57rhIRERERNcOkloiIiIiIiMJWRG/pI4oiAMBsNge5JESB+eLTF6+tYSxTOGgvlhnHFA4YxxQJWLegSNGRWAYiPKmtqakBAGRmZga5JETta2hoCLiqMWOZwkmgWGYcUzhhHFMkYN2CIkVbsQxEeFJrMBgAAIWFhWG7BYrZbEZmZiaKiorCdm9SnkPbRFFEQ0MD0tLSAh7DWA4NPIe2tRfLjOPQwHNoW1+IY4BxECp66hxYtwgfPIe2dSSWgQhPamWypinDOp0ubIPEJy4ujucQAnrqHNq7mTCWQwvPIbC2YplxHFp4DoH1lTgGGAehoifOgXWL8MJzCKwjjS5cKIqIiIiIiIjCFpNaIiIiIiIiClsRndSqVCo8/vjjUKlUwS7KSeM5hIZgn0OwP7878BxCQzDPgX+/0MBzCN/P7k6RcB48h/D97O7CcwgNoXAOgtje+shEREREREREISqie2qJiIiIiIgosjGpJSIiIiIiorDFpJaIiIiIiIjCFpNaIiIiIiIiCluKYBegp40aNQqlpaXBLgZRm9LS0rB37942j2EsUzhoL5YZxxQOGMcUCVi3oEjRkViO+KS2tLQUmzdvDnYxiNo0ZcqUdo9hLFM4aC+WGccUDhjHFAlYt6BI0ZFY5vBjIiIiIiIiCltMaomIiIiIiChsMakNMVu3bsWcOXNw+umnY8KECbjkkkuwevVqAMALL7yAkSNH4l//+hcAwOl0Yty4cRg5ciR27NgBADh8+DBGjhyJOXPm4JFHHsHIkSNb/Zk2bRoAYO7cuTjjjDNw2mmn4fzzz8czzzwDp9MZsHwFBQU47bTT8MorrwAAPv30U+k9f/75ZwBASUkJRo4c2aGhAs199tlnuOyyy3Dqqadi5MiR+PTTT/2ed7lcePXVV3HBBRdI5f33v/8NAMjLy8OoUaPw5ptvduozqfv0ZuyaTCYsXLgQU6dOxdixY3HBBRfg9ddfh9frBQDk5+dj9uzZOP300zFu3DjMmjULH3zwQZvl/+yzzzBy5Ehs3boVAKQynHHGGTCZTAD+L97/+te/dupv89xzz2HatGnSOZSUlEjP7dy5s8U5nnHGGdLz999/v18ZqGeFUhz//vvvuPnmm3H22Wdj3LhxuOyyy/Dll1+2WX5fPP3nP/8BACxduhQjR47Eqaeeivz8fL9jrr322k79bd577z1cfPHFGDVqFEaOHImdO3dKz/mu+yf+mM1mAMCrr76K0047TSoD9bxQimUfl8uFOXPmdKiOEMz6hs/ChQulz3Q4HABY3+htoRbHDQ0NeOqppzBlyhSMGTMG06dPx9dffx2w/Izj3hPxc2rDiclkwj333AOtVotFixZBoVDg6NGjqK2tBQCMHTsWK1euxO7duzF37lz88ccfUnDu3r0bEyZMwK+//iodO2PGDJx55pkAgKeeegoNDQ148MEHYTAYoNFoAABDhgzBzJkzIQgCVqxYgQ8++ADZ2dm4+uqrWy3j0qVL4fV6W60MvfHGG5g4ceJJn7/NZsPYsWOhUChw6NChFs8/+uij+OqrrzB58mTMnz8ftbW1EEURAJCTk4PJkydj5cqVuOGGGxAXF3fS5aDO6+3YtVgsOH78OK644goYDAa8++67eOedd2A0GnHttddCEAScc845yMrKgslkwtKlS/HMM89g/PjxGDhwYIvyezweLFmyBNnZ2dLn+jQ0NOC9997DokWLTvrv43a7MWPGDKxduxYWi6XVY+bMmYNx48YBAJRKpfT49ddfj/Xr12PFihW48847T7oM1L5Qi+P8/HwIgoBbb70VDocDS5cuxcMPP4yBAwdiyJAhrZ7D66+/Dq1Wiz/96U9+j3s8Hrz55pt48cUXT/rv43Q6cfbZZ2Pjxo0BF5a54IILcMEFF0i/++411157Ld5//30sW7YMzz333EmXgTom1GLZ54033kBBQUGHziGY9Q0A+PDDD/HLL7+0eJz1jd4TanEsiiIWLFiA3377DTNmzMCkSZNQWloKt9sd8BwYx72HSW0IKS4uht1uR//+/TFlyhSkpKT4PT927FgIgoDffvsNoihi9+7dUKvVGDZsGHbt2gUA0n/HjBmDUaNGYdSoUQAgVSKmTJmC9PR06T0feOABmEwmmM1mfPvttzh+/DgEQWi1fCaTCd9++y3GjBmDpKQkv+e0Wi327t2LTZs2tVrZqqurC3jeer0eAHDVVVcBAP7617+2+HIWFRXhq6++Qnp6Ot544w14PB6o1Wq/Yy688EJs3boVX375ZcCknHpGb8eu2+3GZ599BrlcDqCpsv3cc8/h8OHDAIB+/fphwYIFMJvNqKiowMqVK2G1WgOWf+vWrSgrK8P8+fNbPKfVavHhhx/ihhtuaPGcy+UKmKQqFApotVoATb2+QFMLbaDjhw8fjnPOOQfR0dF+j48cORJpaWn4+OOPcccdd0Am4wCbnhJqcTxjxgy/5HTfvn3YtGkTjhw50up19ujRo9izZw8uueQSqFQqv+e0Wi2++eabVis+Xq834EgAmUwGnU4HANL34/fffw+Y1A4YMABnn302YmJi/B5PTEzEaaedhm+//RYPP/yw9J7UM0ItlgHg559/xsqVK/HYY4/h8ccfb7P8waxvAMCxY8fw0ksv4eGHH8Zjjz3W4nnWN3pHqMXxzp078dtvv2HMmDF49tln4XK5Wlxrm2Mc9y7WjkJIdnY2kpKScOjQIVxwwQU4//zz8eijj0qtmjqdDgMGDIDZbMbRo0exa9cujBw5EhMnTsTevXvhcrmwe/duAMBpp53W4c+9+OKLMXPmTGzbtg0XXXQRZs+e3epxv/76K1wuF0499dQWz51xxhkYNGgQ3nzzzRbDjQDg7LPPDvjTEQcOHADQdME599xzMX78eMyaNUtqgQP+75x/+umnDr0ndZ/ejl2FQiHddLxeL7Zs2QIAfi2eeXl5OPvss3HllVeipqYGDzzwQKu9tACwfft2AGg1tq+66ip4vV689dZbLZ7bs2dPwLjubK/qE088gQkTJuCcc87BihUr/J4bPXo0amtr/SqI1P1CLY6joqKkY2tqarB3715ERUUFfO+24vjiiy+GwWDA66+/3uK5srKygHE8Z86cds+juX/+85+YOHEizjjjDLz88st+94PTTjsNLpfL77pNPSPUYrm+vh6PPPIIbrjhBkyYMKHd9wtmfcPpdOKBBx7AOeecg8suu6zVY1jf6B2hFsf79+8HAFRVVWHixIkYP348rrrqKuTm5rb6fozj3sWe2hASHR2NNWvW4N///jd+/vlnHD58GJ999hm2b9+ODRs2QKlUYuzYscjNzcXOnTuxZ88eXHfddRg7diyWLl2K9evXo6amBv3790dCQkKHP/eVV15BdXU1VqxYgQ0bNuD888/3Gz7mU1hYCAAtWsoAQBAELFy4EHfeeSfWr1/f4vnnn3++E3+JlnwXmcrKSjz88MNwu9147rnncO+992Lz5s0QBAHJyckAmlr2qHcFK3adTiceeeQRbN++Hddeey1mzpwpPZeeno5//vOfKC0txRtvvIG3334b55xzDjIzM1u8T1uxnZKSgjlz5uDDDz+EwWDwey4nJydgbJ94bCBGoxF33nknBg4ciLq6Orz22mt48cUXMXjwYEyaNMmvXEVFRRg6dGiH3pc6LxTjGADKy8sxf/581NfXY/HixcjIyGj1fdqKY41Gg1tvvRXPPvtsiwqWXq8PGMe+4cPt0Wg0+J//+R8MHToUNpsNy5Ytw/vvv49+/fpJDaW+a3RRUVGH3pNOXqjF8osvvgilUolLL71U6uX3er0oLCxERkZGixEowaxvvPfeeygrK8OTTz4plQNoqltkZWVBqVSyvtFLQi2OfXFaXV2Nv/3tbzh+/DjeeecdPProo/jwww9bvA/juHcxqQ0hLpcLiYmJ0ty9yspKXHLJJaisrERNTQ1SUlIwbtw4rF27Vpqb5xtOoVQq8e677wJoGmLRGb55fEDTEIbPPvus1aTWJ9Dw5HPPPRejRo3C8uXLWzx3//33B3y/GTNmtFvGrKwsAE2Jgm+4xdKlS1FbWwuz2QydTiddbHzzbKn3BCN2zWYz7rrrLvz666+YP38+br/9dr/no6OjpQWXDh06hLVr12LTpk248cYbO31+8+bNw8cffywtTuGTl5cXMLbHjRvXoR6JnJwc5OTkSL8fOHAAa9euxZEjR6Sk1vedY2z3rFCM4yNHjuD222+H2WzGa6+91qFW+kDX6Dlz5mDFihUtrtF1dXUB4zgtLa1Di5cYDAbccccd0u+VlZV45ZVXcOTIEekxXqN7T6jFcklJCUpKSvyG09fV1eGiiy7Ctm3bAs7nC0Z9o7i4GGazWapr+Fx66aX46KOPcMoppzCWe0moxXG/fv0AAIMGDcKsWbNgNpvxzjvvtDtPnHHcO5jUhpD8/HwsXLgQ06ZNQ//+/VFeXg6bzQaj0SiNxR87diwA4Pjx41AoFBg9ejTUajWGDx+OPXv2AOj4l3fr1q346quvpFb7NWvWAAAGDx7c6vG+3oHy8vKA73nnnXdi3rx5LR5/++232y3PgQMHcPDgQanFaNeuXfB4PJgxYwYGDx6MMWPGYPfu3Vi2bBk8Hg8aGhowdOhQaW6Wr1yBejGo5/R27FqtVtx4443Izc3F5MmTkZ2djfXr18NgMGDChAl45513YDKZMGDAANTV1eGrr74C0LHYbp5g+hgMBlx//fX45z//6ff44MGDA8Z280rali1bUFVVJS1gsWHDBqSnp2P69OlYtmwZqqurMWzYMJjNZnz11VeQyWR+vWmM7d4RanF86NAhzJ07Fw0NDbj++uvR2NiI9evXY+DAgRg0aFCL9/ONQgh0jVYqlZg/f36LuVUJCQkB47j52gW//vorCgoKpEVatmzZgsLCQsyePRsfffQR9uzZg9GjR8Plckn3k+ZD/hjHvSfUYvn222+X5gjW1dXhH//4B7RaLZ544olWRwMEs75xzTXX4JxzzpGOvffeewE0zcH0zb1kLPeOUIvjyZMnIzMzEwcPHsSqVauk1dwDLfbEOO5dTGpDiMFgwMiRI/H111+juroaUVFRGDNmDO655x6pNSUxMRFZWVkoLCzEKaecIi0qM3bs2E5/efV6PY4ePYqNGzfC4/EgKSkJt9xyS6uL5QDA+PHjoVAo8Pvvvwd8zwkTJmDixInSMuU+vh6ntmzevBnLli2Tfv/000/x6aefYuLEiYiOjsbzzz+Pp59+Gu+//z6ioqJw/vnn+7Vk+c6/I59F3au3Y7eurk6aw7Jt2zZs27YNwP/1jhqNRqxbtw4ffPABlEolsrKycM011wSMjTPOOAMffPABfv/9d7/tdJq76aabsHbtWtTX10uP6XS6DsXb+++/7zeP8NVXX0VaWhqmT5+OgQMH4ocffsCXX34Jr9eL/v3745ZbbsHo0aOl43///XcYDAaccsop7X4WnbxQi+NDhw6hoaEBALBq1SrpdfPnz281qfXF4u+//44rrrii1c+85JJL8P777+P48ePSYyqVqkNxvG7dOnz++efS777ehdmzZ6N///744osv8P3338PpdCIjIwO33norpk+fLh2/Z88eKBQKjB8/vt3Poq4JtVhu/v/ct6VZVFQULrzwwlbfL5j1jeHDh2P48OEtXnP++edLiwKxvtE7Qi2OlUol3njjDTzzzDN47bXXEBMTgz/96U+47777Wn0/xnHvEsRI6XMOICEhAZs3bw52MSLG/fffj2+++Qbfffddp+Yn9Ibbb78dv/76K7799tuwW1lzypQpqK6ubvMYxnLP8Xg8mD59OmJjY7Fu3bpgF8fPH3/8gauvvhpz587FPffcE+zitKu9WGYc96zrrrsO+fn52LRpk99CU8FWXV2NqVOn4oILLsALL7wQ7OK0i3EcfKxvdB3rFsHHOO4eHYllrn5MnbJgwQIIgoB///vfwS6Kn7y8PGzbtg3XX399yH8xKfTI5XIsWLAAubm5IbcK4MqVK6HVanHzzTcHuygUBu666y6YTCZ89tlnwS6Kn9WrV0MQhBZzhokCYX2DIgHjuPdEdE+t1+uF0WjEV199FXCSNlGwiaKImTNnoqamJuAepIxlCgftxTLjmMIB45giAesWFCk6EstAhCe1xcXFrW7fQRSKioqKAk7WZyxTOAkUy4xjCieMY4oErFtQpGgrloEIXyhKq9UCaPojBFounijYzGYzMjMzpXhtDWOZwkF7scw4pnDAOKZIwLoFRYqOxDIQ4UmtbyhFXFwcv6wU8toa+sNYpnASKJYZxxROGMcUCVi3oEjR3hD5iE5qiYiIIo3VakVtbS0cDgeMRiPi4+ODXSQiIqKgYlJLREQUJkwmE4qKiqTfi4uLERUVJe3NSERE1BdxSx8iIqIw4PF4UFpa2uLx9vbuIyIiinRMaomIiMJARUUFPB4PACA6Olra2sBisSCCNzIgIiJqF5NaIiKiEOebRwsAMpnMbyVIr9cLm80WzOIREREFFZNaIiKiEFdWVib9OykpCUqlEhqNRnrM4XAEo1hEREQhgUktERFRCHM6nVJPrEqlgtFolP7tw6SWiIj6Mia1REREIcxisUj/1ul00l59zZNaq9Xa6+UiIiIKFUxqiYiIQlhDQ4P0b988WgBQKpWIiooC0JTU2u32Xi8bERFRKGBSS0REFKK8Xq/UU6tQKKBWq6XnBEGAwWCQfvctJEVERNTXMKklIiIKUVarVdquJzY2Vhp67KPX66XH6uvr4fV6e72MREREwcakloiIKESZzWbp382HHvvI5XLodDoATb26JpOp18pGREQUKpjUEhERhSBRFKWkVhAExMbGtnochyATEVFfx6SWiIgoBDU2NsLtdgMAYmJiIJfLWz1Oo9FIc21tNhu39yEioj6HSS0REVGIsdlsKCoqkn6Pi4sLeKwgCIiPj5d+bz5kmYiIqC9gUktERBRCLBYLjh8/Do/HAwCIjo72S1pb03y+bfMtgIiIiPoCJrVEREQhor6+HgUFBdIqxhqNBv369YNM1vbtWqVS+e1Z6xu2TERE1BcwqSUiIgoyh8OBwsJCFBcXS1v4aLVaZGdnB5xLe6LmvbV2u71HyklERBSKgpbULl68GOPHj4dWq0VSUhIuvfRSHD582O8Yu92OBQsWwGg0IjY2FrNnz0ZFRUWQSkxERHTyvF4v6uvrUVpaiqKiIhQVFcHhcKC0tBRHjx71mwur1+uRlZXVbg9tc77FooCmOblEROFMFEVYrVZuVUYdogjWB//www9YsGABxo8fD7fbjYcffhgXXnghDhw4gJiYGADAPffcgy+//BIfffQRdDod7rjjDlx++eXYtm1bsIpNRETUIaIowmazwWw2w2KxwOl0SsOKfU6srMnlcqSkpCA+Ph6CIHTq8zQajfRvq9V68gUnIgoih8OB+vp61NfXw+VyQS6XIy4urtPXROpbgpbUbtiwwe/35cuXIykpCbt27cLZZ58Nk8mE9957D2vWrMF5550HAHj//fcxdOhQ/Pzzz5g4cWIwik1ERNSCy+WCzWZDQ0MDLBYLXC5Xp14vk8lgNBqRkJDQ4eHGJ1KpVJDL5fB4PLBYLPB6vZ3q6SWivilUtgFzOBwoKyuDxWLxe9zj8aCurg4qlQp1dXXIy8uDyWTChRdeiKioKCa7BCCISe2JfK3Vvk3kd+3aBZfLhalTp0rHnHLKKcjKysL27dtbTWodDoffF5PbGlC4YixTJIjkOBZFEXa7HSaTCSaTqdNJbHNGoxGJiYlQKLp2SxYEAXFxcairq4MoirBYLG1uBUQdE8lxTH1LoFg+fPgw1Gq137z83uTxeFBVVYXq6upWn6+oqMC///1vbNiwAXv37oXX60VSUhI2btwIhUKBpKQk6PV6Jrd9XEg04Xq9Xtx9992YPHkyRowYAQAoLy9HVFRUi20MkpOTUV5e3ur7LF68GDqdTvrJzMzs6aIT9QjGMkWCSIxjt9uNmpoaHDlyBMeOHUN1dXWXEtqEhASkpqZ2OaH1aZ7EMvnqHpEYx9Q3BYrl++67D4cOHUJjY2OvlcXpdKK6uhpHjhzBwYMHW01ot2zZguuvvx5Tp07Fs88+iz179sDr9SImJgY6nQ5erxdutxulpaU4fPgw6uvrpYX2qO8RxBD4vz9//nysX78eW7duRUZGBgBgzZo1uPnmm1sMiTj99NNx7rnn4rnnnmvxPq21QGVmZsJkMrG1mkKW2WyGTqfzi1PGMoWjE2M5UuLY5XKhuroaZrO5SwlscnIyqqqqWsyrzczMhE6n62oxATQ1Eh86dAherxdyuRynnHIKey86KVLjmPqWztQtAOC8887Da6+9huHDh/foNUMURRQXF7e5+JPH48Fzzz2HDz74AEDTKJSRI0di5syZOO+885CamhrwtQqFAunp6UHrdabu11ostybow4/vuOMOfPHFF9iyZYuU0AJASkoKnE4n6uvr/XprKyoqkJKS0up7qVQqqFSqni4yUY9jLFMkCPc49nq9qKysRE1NTadb/7VaLfR6PWw2G6qqqgA09UxkZWUhPz/f79iSkhJoNBppn9mukMlkiI2NhdlshsfjQWNjI2JjY7v8vn1ZuMcxkU+gWFYqldi0aRO+/fZbGI3GNpPGriorK2szoRVFEYsXL8batWsBANdffz1uvvlmJCYmduj93W43CgoKoNVqkZWVxUa9PiRow49FUcQdd9yBdevWYdOmTcjOzvZ7fuzYsVAqldi4caP02OHDh1FYWIhJkyb1dnGJQkJZWVmvDg8i6svKyspQXV3d4YRWEAQYjUYMHjwY/fr1Q1xcHBISEqTFmurr6xEVFdWicub1eqXEtztwCDIRdcaf//xnAMCXX36JmpqaFgs1dRez2Yza2to2j/nggw+wdu1aCIKA559/Hvfff3+La6ZCofBbUE8QhBaNgk6nkwltHxO0ntoFCxZgzZo1+Oyzz6DVaqV5sjqdDhqNBjqdDrfccgsWLVoEg8GAuLg4LFy4EJMmTeLKx9Rn1dXVweVyoX///ux9IepBXq9X6k3wVZjaWyE0KyurxZA3uVwOo9GIqqoqiKKImpoapKSkwGQywel0SseZTCakpKSc9MrHzWm1WgiCAFEU0dDQAFEUWbkjooDOP/98rF69Gj/99BMcDgcqKysRExPTrdcNq9WKwsLCNo/ZsWMHnn/+eQDAokWLcPHFF8Pj8QAAoqKikJKSgtjYWMhkMmk+bWVlJfR6PWJiYlBfX4+SkhKIooisrKxuKzuFh6D11C5btgwmkwlTpkxBamqq9OMbbgAAr7zyCi6++GLMnj0bZ599NlJSUvDJJ58Eq8hEIaOoqKhLc/uIqG1Wq1Wa+xoXF+eXgLYmJiYmYEOT0WiUKod1dXXwer2t9tbW19d3veBoSqR9+727XK6Q2a6DiELTkCFDkJSUBJvNhp07d8JqtXbrqDC73Y7jx4/7PXZiA+ChQ4dw9913w+Px4OKLL8Zdd90lJbRqtRo5OTmIi4uTRr7IZDJERUUhIyNDut7Fx8djyJAhyM7O5pSBPiiow49b+7npppukY9RqNZYsWYLa2lo0Njbik08+CTiflqgv8Xg8KCkpCXYxiCJW8+F3crm83SHIycnJAXs1FAqFtDaE1+tFbW0tdDpdixWPa2tru23lzuYVxoaGhm55TyKKTIIg4KyzzgIA/PTTTwAQcHudzvJ6vSgsLPS7tqWlpcFqtUq/2+123HvvvbBYLBg7dixefvllv6kTGRkZHV4hXqFQSEku9S0hsaUPEXWexWLxuykQUfdpntT6eguaa17BiouLQ3R0dJvvl5CQIP27pqamxWNAy5VJu6J5r3FPzY8josgxbtw4AMBvv/0GoOm60d4IlY6orKz0ex+1Wg25XO53XX3nnXdQWFiIpKQkLFmyBDKZTEqCExISoFaru1wOinx9IqnlwjoUqcrKyoJdBKKI43a7YbfbATStFnriPUQQBL+hbScmp61RqVTSAk5utxsmkwl6vb5F72539apGRUVBqVQCaBpK7Xa7u+V9KbT4Ru3w/y911dixYwEABw8elBrMu7rQnMPhaNHjm5SUJDXsAU09witXrgQAPPjgg0hLS4PNZgPQtCpzUlJSl8pAfUefSGorKiqCXQSiHmGz2VrseUlEXeOrUAGARqNpkTCoVCop6ZXL5dBoNB163+bJb3V1NWQyWYv9aburEVYQBCmJFkWx24YSUmhoaGiQFt6pq6tDXl5et/SqUd+VmpqK5ORkeDwe7N+/H0DXGtlEUURpaanfYyqVCi6Xy2+U2Zo1a2C326V9aJtv95ORkSHNoSVqT5+IFLvdzoo/RYwT949ra783Iuq85kOAW5vjqlAopKFznVkhNDo6Whqm7HA40NDQ4LcPO9DUq9pd82oTEhKkstXU1LA3L8yZzWbU19fD4/GguLgYeXl5UiOIx+NBdXU1p6RQl5x66qkAgD179gBoauA72etRVVVVi0Y6rVbrN8Jsw4YNWL58OQDglltu8aurJyQkcG4sdUqfSGoBsAWTIoJKpYLRaPTb9qOuri6IJSKKPL5eWACtJoLNk9jOVrpO7K2NiYmRhgkDkLap6A5KpRIGgwFAU3LOUUvhyWQyoaKiAiUlJSguLsbRo0f95iMKgoDU1FTU1tYiLy8PRUVFQSwthbPRo0cDAPbu3Qug6XrU2Xn+Xq8XpaWlqKys9HtcpVJJe9SKoohXXnkFf/3rX+FyuTBmzBicd955UlxrNBoOO6ZO6zNJbShvaeDxeDrcEmY2m/2GxlHf4lssofmiNIwHou7V/H7RWoNo84Sis0mtVquV5uNarVbYbLYWvbXdeb9KSEiQhu/V1dVxJeQwVF9fj6qqKinuThx5plQqUV5eLv0uCAJMJpPUq0vUUSNHjgTQlNT66qXNG/na43a7kZeXJyWvzfn2lvV6vXj66afxr3/9CwAwb948vP3221JjoUqlQlZWFocdU6f1mYgJ5WFXhYWFOHr0KCoqKtocJm2xWFBUVITjx49z8as+ypfU+ubKAU0tnqEc30ThRBRFKalUKBSt7gfte14mk3V6L0RBEFr01p6Y1HamEtkepVLptxVecXExRy6FEVEUWwwpPrGe4HQ6/e4B9fX1KCoqQnFxMYcjU6cMHToUCoUCtbW10siOjjayiaKI4uLiVq9fCoUCNpsNFRUVuOuuu7B27VoIgoAnnngCd911l3QdValUyM7O9hu9QtRRTGqDzO12o7GxEU6nE3V1dQEvHm63G0VFRRBFEV6vF/X19b1bUAoJCoUCDofDb7sOAKy4EHUTt9stJQ1RUVEtno+KivIbItfR+bTNNd+j1mw2QxAEvy0rqquru3UdCL1eL+1b6/F4UFRUxHUmukFVVVWPf4bD4ehSbyunp1BnqFQqDBo0CADwxx9/AGg/qXU4HKiqqsKRI0cCbh+2b98+PPfcc7j44ouxefNmKBQKPP3005g9e7Z0TExMDLKzszu8Hy3RifpM5ITqEJzmy6V7PB7k5+ejX79+LfY8NJlM0jnExsYiLS2tV8tJoaGkpAQmk6nFsJyGhga/3lsiOjnNG4haq1ypVCqpp7O9vWkDkclkMBgM0pyz6upqGAwGaaVQt9uNqqoqJCcnn9T7n0gQBGRkZCA3Nxculws2mw3l5eW8j3RRbyzS15k9hgVB8JvKJJfLodfre6JYFMGGDRuGgwcPYv/+/Zg6dWqLKU5erxcNDQ2wWCywWCytjmbxer04evQodu3ahY0bN+KXX36RnjvttNPwt7/9TUqegaZpEsnJySfVSEjkw6Q2yJr3uIqiKK1gmJWV5Xdc8+HG/OL3bVarFVVVVYiPj5e2A6mrq0N0dDS0Wi1bOYm6oPmc0xOHwJ3Yu3mySS3Q1HtaVVUFURRRW1uL7Oxsv+erqqogCAISExO75Xovl8uRlZWFvLw86TPVarW0kBR1nsvlgiiKPXY/drlcfnNl29M8oTUYDEhOTvZbVJCoI4YPH46PP/5Y6ql1uVxwu90QBAE1NTWoqakJWKcWRRErV67EihUr/EYyKBQKnH/++bjkkktw1llnSd+Z6OhoJCcnc5Vj6hZ9pvYbKsOPq6qq4HK5oNFooFKpWgwbjY6ORkZGht9jXq9XSmplMpnfMDXqW+6//35s3bpVqkgNGTIEEydOxJlnnokxY8ZIlXBBEKBSqRAbG4uYmBio1WrOUSFqh9PplJJaQRD85p6azWbcf//9mDZtGi677DIA6PD+tK1RKpVITEyUemvLysqg1Wr9kurKykpYrdZuWzRFo9EgNTVV6hEuLS2FUqmUhiZT5/imA/VE4uhwOJCbm9vqcx6PB42NjdJUlOZxGBMTg5SUlC7FJvVtI0aMAADs378fXq8XMpkM9fX1qKmpabVX1qe+vh7PPPMM1q9fD6CpPjt69GicfvrpmDlzpjQyRC6Xw2AwwGAwsF5C3arPJLW90VMriiJMJhNcLhfi4uKgUqmk5dCdTifq6+thsVik1tQTW3ejo6PRr18/qfLiS2abr3oYGxvLXto+7McffwTQVDm12Ww4dOgQDh06hOXLlyMmJgYTJ07EWWedhcmTJyMlJQV2ux3V1dXS65VKJZRKJTQaDWJjYxEdHc2WfOozRFGUEhG32w273Q6HwwG73Q6r1SpdZ51OJ3bv3o3CwkJpwZQff/wRFRUV2Lt3L6ZOnYqEhIQuj4pISEiAyWSSytBaImKxWFBWVob09PQufZaPXq+Hw+FATU0NgKaFCrOyspjYniSXy9Xt11CTyeS3LU95eTm+//577Ny5EwcOHEB5ebkUqy+//DIuuOACAE29Yc3rEEQnY+DAgdBoNGhoaEBeXh4GDhyIioqKNnfp2L9/P+644w5UV1dDLpfjr3/9K6688kppXQKFQiElshxNRj2lz0RWW61L3aWmpkYaKlRRUQG5XN5mMt38AqFWq6HT6VBTUwObzQa73d5qmY1GY/cXnMJGSkoK3nrrLQwYMADV1dX45ZdfsG3bNmzduhW1tbXYuHEjNm7cCKDpxnTGGWdg8uTJGDNmDNRqNVwuF1wuF6xWq1Splclk0Gg00Gg0UKvVUKlUUKlUrBhR2BJFES6XC3V1dTCZTH49rlarVWpgrKmpwZEjR1BWVgabzQaLxYLKykocOnSo1RU8k5OT8cYbb3TbMH+ZTIb09HTk5eUBaOrpMBgMLbbDqKurg1ar7ZZ584IgICUlBW63GyaTCaIoorCwEP369WuxAB21z+VydevoqaqqKmnV2X379mHJkiXYtm1bq8cKgiDVE3x71fK6TV2lVCoxcuRI/PLLL/jtt98wcOBAqb7aWr32yJEjmDdvHiwWC3JycvDkk0/i1FNPhUKhQFJSEuLi4pjIUq/oM1Hm8Xjg8Xi6vUW1uroaTqcTUVFRLVZC7EzvsN1uR1lZWcDnFQoFUlNTOe+gj1uwYAEGDBgAoKmXZ+bMmZg5cya8Xi8OHDiAH3/8EVu3bsUff/yB3Nxc5ObmYuXKlYiKisKoUaMwbtw4jBs3DqNHj5YqYr4RASduE+VLbn2JrlqtRlRUFEcKUEhwOByw2WzSKBhf4lpfX4/S0lI4nU44nU6UlJQgNzcXR48exdGjR/1GLrQlMTERw4cPh16vR0pKCgwGAy688EJpyFxiYmK3nEd0dDQSEhJQXV0NURRht9thNBqlRicf3/Dk7vj++RaOEkURZrMZoiiiqKgIAwcO5HDATurO7ZEqKiqkkVmvvPIKVq5cKU01Oe2003DmmWfi1FNPRb9+/RAfHw+lUilNNUlLS2P9gLrN6NGj8csvv2DPnj248sorATQ1wp3YW+twOPDAAw/AYrFgzJgxWLp0KWJiYqDT6ZCWlsaRYNSr+kxSCzTdfLp7nonJZGqxMlx38O1/qFKppBZ6JhN03nnntfq4TCbDiBEjMGLECMyfPx8mkwnbt2/Htm3b8NNPP6GyshK//vorfv31VwD/1xI7duxYjB8/HqeeemqL74bD4YDD4fBboVsQBMTFxUGv1yMmJoYxSb3K1/vqW2AJaGpY/O2337Bjxw7s2LED+fn57b5PVFQUYmNjodPpkJ2djezsbERHRyMmJgZGoxGDBg1CTk5Oq/FtNBqRkpLSrbGflJQEs9kMp9MJq9WKxMREKJVKv0WCXC4X6uvru201W0EQkJmZicLCQjQ0NMDj8aC4uBj9+/fn97oTumO9DlEUUVpairq6Ong8HjzyyCP48ssvAQCzZs3C/PnzkZmZ2eJ1KpUKqamp7GGnbnfaaacBAPbu3Ss9plKpWtR3V61ahdzcXBiNRrz88suIiYmBXq9HWloaryPU65jUdlFbw5rdbjfkcjmSkpKgVCqlxTmak8vliI2NhUqlgkKhgFwul5JZXhDoRB0dWqbT6TB9+nRMnz4doiji+PHj2LVrF3bu3Ildu3ahsrISu3fvxu7du/HOO+9AoVBg1KhRuOiii3DRRRcFbPH3zRs3mUyIioqCXq+XegyIeordbkd+fr6UQIiiiG+++QYrV670q3T5JCYmQq1WQy6XIzU1FdnZ2Rg8eDAGDRqE7OzsVuePymQyyGQyREVFQaVSSTEdHR0NlUoFj8cDm83Wbb2lJ352cnKyNI+ysrIS2dnZqK+v9xsGXVNT061btAiCgPT0dOTm5kp7ptfW1nKaSyd0dWqTx+NBQUEBrFYrRFHEs88+iy+//BIKhQLPPvsspk2b1uI1Wq0WRqORDYvUY4YMGQIAKCoqgsvlglKpbJHQOp1OrFq1CgCwaNEiGI1GKJVKpKamMi4pKPpUUtveBtKd5Vts5ERqtRrp6en4xz/+gWeeeQbTp0/HihUrWhwnCAKHe1Gn+BZdAJoqwgkJCdLqqYEIgoCcnBzk5OTgyiuvlIYa/vrrr9i5cyd27tyJiooKKcl96aWXcNFFF2HkyJFISEjAqaee2moS4HQ6UVFRgYqKCuh0OiQlJUGlUnX7OVPfZrVapTmnAFBcXIzFixdjy5YtAJrie8CAARg/fjwmTpyIsWPHSltdCYIAtVqNmJgYaDQaREVFQSaTQaFQQCaTdaripVQqe3Tl+bi4OKjVatjtdthsNthsNhiNRpSUlEjH+Ba26s7vmUKhQEZGhtTDXV5eLq2YTu3rSk9tfX09iouLpd9XrlyJDz/8EIIgYPHixX4JrSAIMBgMMBqNfvcBop6QkJAAlUoFh8OB8vLyVkcKrF+/HrW1tUhKSsLMmTMBABkZGZzXTUHTp5Jas9kMhUIBvV7fLa1IgW5mBoMBGo1GmrtlNBpbXXQkOjqaCS11Sv/+/VFTUwOHwwGv1+uX0Poqomazuc3eA0EQkJWVhaysLFx++eVSkrt582Z89NFHyM/Px0cffYSPPvoIQNNoglGjRmHy5Mk477zz/DZM9/H13mo0GmRkZDC5pW7hdrtx/Phx6ffCwkJcddVVaGhogEKhwC233IKrrroKCQkJiI6OhtFohFarDctKlSAISEhIkJIck8mElJQUlJWV+e2PazKZkJSU1K2fHRsbK83jFUURxcXFyMnJCcu/Y2/rTE+t1+uF0+mEzWZDVVWV33zczz//HC+++CIA4N5778X06dOl57RaLVJTU5nMUq9pvohdcXFxi6Q2NzcXr7zyCgDg6quvlhaF4rxuCqag3bG2bNmCWbNmSePuP/30U7/nRVHEY489htTUVGg0GkydOhVHjx7t0mfa7XaUlpa2WNDpZAW6mfkSVd9CHwkJCS32owWaklqizlAoFMjOzm61F8VX8Rk8eDAGDBiAlJQUaLXadhdq8CW5N9xwAz7//HO8++67mD17NiZPnoz+/fvD4/Hgt99+w5tvvonLL78cl156KT744INWG3VsNhuOHj2KI0eOoKqqCna7vc1tAIjacuI2EuvWrUNDQwNycnLw8ccf4/7778fZZ5+NESNGICcnBzqdLqwTseZDmxsaGqQ57M01n+PenZKTk6XGKLvdjpKSkl7ZCi/ctfY3EkURDQ0NqKqqgtlsRlVVFQ4cOIADBw4gNzcXJSUlUkJbVFSEBx54AI888giApgThhhtuANB0bU5LS0NWVhYTWup1GRkZAOC3vRQA7Ny5EzfccANqamowcOBAXHXVVYiJiem2xfOITlbQemobGxsxevRozJ07F5dffnmL559//nm8/vrrWLFiBbKzs/G3v/0N06ZNw4EDB7o8LKqyslLasPxkN053Op0Bk2OlUgmv1ysltUajsdUEgEktnQxfYpufn+83x8W3WIggCNIWPQkJCdKKqlarFVarVVoxtjWCIGDChAmYMGGC9FhJSQm2bduGH3/8Edu2bcOxY8fwzDPP4JNPPsGjjz6K0aNHt3if5kOTo6KipP3pwjnhoN5nMpn8fvcNOZ43bx6GDx+O7OzsiJq7JZfLER0djcbGRrhcLjidTuh0OtTX10vH2O12uN3ubt8iQyaTISMjA3l5edLcebPZLO1trVQqIZfLpR+ZTOb339b4GiR8+wOLogi1Wh1RI5Q8Hg/cbjcEQZD+DiUlJX7/z1p7zVdffYUVK1bg8OHDAJr+/nPnzsXChQshCAIUCgWysrJYT6CgGTBgALZs2SJ1KImiiA8++AAvvPAC3G43Ro8ejSVLliA+Ph6ZmZkRdS2m8BS0pHbGjBmYMWNGq8+JoohXX30Vjz76KP70pz8BaJprkpycjE8//RRXXXVVlz+/+RytxMREJCcnd+h1vq13Ttz+pDmlUgmXyyUNDU1JSWn1uO5etIr6DrlcjuzsbNTV1UmL1wRq7Gme5PoWgPF6vdLcPd92PoF6ZdLT0zFnzhzMmTMHZrMZX3zxBZYsWYJDhw7h+uuvx7x583D77bcHrGQ7nU6Ul5ejpqYG6enpXKmTOsQ3xN6nvLwcR44cgSAIOPPMM5GUlBSRlajY2Fjp/mKxWKDX6yGTyfz+FhaLBfHx8d3+2RqNBunp6SgtLYXX64UoitLWSN0pJSUFCQkJ3fqewSKKIg4dOgS5XI7+/ftDFMWACW1lZSU2bNiAtWvXorCwEEDT9fmMM87AwoULMXz4cABNU0kyMzO5tycF1cCBAwFASmpXr16N559/HgAwffp0PPXUU1Cr1YxVChkhGYXHjx9HeXk5pk6dKj2m0+kwYcIEbN++PWBS69uCxMc3TGvNmjW47bbbAn5eVVUVoqOjW10M50QlJSXtbuEjk8ngdrulnlyDwdDiGLVazYsABRQolpuTyWQnvUqpTCZDdHS0NA/R6/Wivr4eVVVVfsPqfatzW61WuFwuxMXF4ZprrsH06dPx0ksv4fPPP8c777yD3bt34/nnn29zrp/L5UJ+fj4SEhKQnJzcoYTE4XBALpfzuxKmOhLHgZzYS7t9+3YAwMiRI6UtpSKRVqtFRUUFgKbk1TdPuPnfo7GxsUeSWgCIj4+HRqNBZWUl7HY7XC6XX0LdHXxbFYVLYtuROPZ4PCgrK5N6a0VRRElJCfbt24c//vgDO3bskHplgaY6zU033YTZs2dLK1qrVCoYjcZuW/eD6ESduSafcsopAIDffvsNzz33HNasWQMAWLBgAf7nf/5HmroUqddiCj8hWVP03fBO7D1NTk7227fvRIsXL8aTTz7Z4vE33ngDEyZMaHWYpE9ZWRliYmJaHR4piiKsVqvUK9YW3w3NZrNJw49bS2q7c1sGijyBYrmnyGQyGAwGxMfHo7q6WtoH1OPxwGKxoH///rBarSgrKwPQFNNPP/00zjrrLDz++OPYtWsXrrvuOvzrX/+S5uEEUl1dLc2LbG3YosfjgdlsRl1dHaxWK5KTkzlXJ0x1JY4tFovf77///jsAYNy4cYiOjo7YoewqlQpyuRwejweNjY3wer2Ii4vzS2pP/Nv0RBl8C8OIogiv1ysltx6PR/rx/e7r1QXgl4z5/i0IAgRBgM1mk8peXl4uNayFuo7GsW/tDN8q8q1tNzVq1ChccsklmDVrFqKjoyGXy6HX66HT6aBWq5nMUo8KFMu+72jzNQwGDRqEQYMG4ejRo1i9ejUA4M9//rOU0Pbv358jryikCGIIrOIiCALWrVuHSy+9FADw008/YfLkySgtLUVqaqp03Jw5cyAIAtauXdvq+7TWAuW7MY8ePRqrVq1q84Yhl8uluT6+G7nvpt0RsbGxMBgMiI2NxXfffYdp06ZBJpNh9+7dUuU9OjoaKSkpiI6OllZCVCgU7Inqw8xmM3Q6HUwmk7QoTKBYbn5MT3I6nSgoKJDK4JtvV1NT02LofX5+PhYuXIj8/Hykp6dj+fLlAYfcN6dQKJCZmYmYmBiIogibzYa6ujqYTCa/nqGoqCgMGjSIlb0wcGIsdyWODx486HftvfTSS3Hs2DG89tpruOaaa8Kml+9kFBcXS0NYs7KyEBsbi4MHD/pVOAcPHhyWiwdVVFRIo5hUKhUGDhwYct/tjsbx9u3bW1TqfUM0RVGEQqHA0KFDMWzYMIwZMwYTJ06U1hbw7emp0+lOal0PovZ0tm6h1Wpx+PBhvzVg9u3bhyeffBIejwc333wzZs2aBblcLl2XiHpDa7HcmpDMpHwV4oqKCr+ktqKiAqeeemrA16lUqla3ElGr1fj999+xceNGvyHNzTU2NsJisUjv4dvPEPi/i4AoitLN17fHoe+/giDA4XCgtrYWNpsN9957L4CmikfzG5ZviJLb7fYb5qnVapGSksKtUAhA4FjuLVFRUcjOzkZhYSGsViu8Xi8KCwuRmJgIq9XqV7nu378/3nvvPdx8880oLCzEzTffjLfeegv9+vVr8zN827X4vh+tNR6pVCro9Xq/7x6Fj5ON4xMbE5vvVTtq1KheadgJpuaLQ/lu4lqt1m+ooMViaXUUUKhLSkqCxWKBzWaDw+GQKiuhrKNxvG7dOjz33HMAgEsuuQT33HMPEhISIJfLodVqkZCQAKVS2ek9kom6S1uxLAgCkpKSUFpaKj02cuRI/Pe//wXQNNc7OTkZarU6YkfKUHgLyaQ2OzsbKSkp2Lhxo5TEms1m7NixA/Pnz+/0+/35z3/GihUr8OGHH7ZIasvLy/HEE0/g559/blGpPnEoRmfpdDrpBufTvIWsuYaGBthsNgwZMoQ3OwoJCoUC/fv3R3FxsVSZrqqqkjZkby4pKQnvvvsu5s6di+LiYlx33XV444032myE8mktmZXJZEhJSUF8fDysVis8Hg9von3IidM8fL2UvqHo4dhD2RmxsbHSEOSGhgZ4vV7o9fqISGp9FeeCggIATUl7qCe1HVFUVIR//OMfAIBbb71VWsXYYDAgLS0tyKUj6hiDwQBBEGCxWKBWq2EwGGC32yGXy7u88whRTwtaLdFisWDPnj3Ys2cPgKbFofbs2YPCwkIIgoC7774b//jHP/D5559j3759uOGGG5CWliYNUe6MWbNmAWjaW6v5Ko4mkwnz5s3Dtm3b4PF4WgwB7kpCazQa8eqrryInJ6fV5+VyOTQaDXQ6nfS5kbqaJ4UvmUyGzMxMvwWpAjXMpKamYtWqVRgxYgTq6+vxP//zP9L3u7O8Xi9KS0tx6NAh5Ofn4+jRowE/lyLPiUPc//jjDwDA8OHDw2IOZlc135/W6/WioaFBSnR9LBZL2O4BHRsbK933GhoaWt3yLhx4PB7s3LkTmzdvxvPPPw+n04kJEybgjjvukO7lHZmKQRRK9Ho9MjMzkZiYCLlcjpiYGCa0FBaC1lP766+/4txzz5V+X7RoEQDgxhtvxPLly3H//fejsbERt912G+rr63HmmWdiw4YNJ/XFSktLg0ajgc1mQ0lJCbKzs+HxePDAAw+goKAAqampWLZsGQYMGAC32y1tYeC70arVaqhUKshkMr/99nyLY/j+3Vx0dDQUCoU0lDkmJgY6nU4aqtw8efV4PKirq+PiURSSBEFAamoq1Go1ysrK2lwJNSEhAe+99x7uvPNO7NixA3PnzsWsWbMwePBgaa/aMWPGdHifSt9neb1eFBcXIycnhw0/fYBvwR0f3yJRI0eOjOi5tM3FxcWhrq4OwP/1ZqakpKCkpARA03fCarWG5cqjgiBAp9OhpqYGoijCbDaHZa/ztGnTWjTA3HbbbdKokpSUFI4wISLqJUFLaqdMmdJmK7MgCPj73/+Ov//9713+LEEQkJmZiSNHjqCoqAjZ2dn4z3/+g23btkGtVuP111/HgAEDAEBatMnXGyAIArKzs6FWqyGKItxutzS/zzc3pqvkcnmfqahR+NLr9YiLi5Pm2Prmh/u+x769NKOjo/Hmm2/innvuwdatW/HJJ5/4vc/PP/8MlUoVMDn2fadOfN7pdMLhcLDFuA9ontR6vV7s3r0bQNOCf31lcZLWhiDHx8ejsrJSWo+hsLBQWotBqVR2uLEoFMTHx0s7BNTX14dlUtvY2Ai1Wo34+HiUl5cjMzMTY8eOBQBp6DEREfWOkJxT2xN8SW1BQQHq6+uxZMkSAE09xL69uFqTlJTkN9yNqxRSX+Zb8MRHqVSisLBQGq2gUCig0+lgNBrxzTff4IsvvsAXX3yB8vJy1NTUoKGhAUOGDEF8fLy0ZVBeXp7ftACv14vs7GwoFArk5+dLFXitVsuEtg9wOp1+DRqHDh1CTU0NoqOjMWbMmD7TUy8IArRaLerr6yGKIgoKCpCSkoLk5GQUFxcDaBrl4+u5lclkGDZsWMD3C7XF1nwjoBwOB6xWKxwOR9gtlHjWWWfhwQcfREZGBg4dOoT09HSpjpCWlsZeWiKiXtRnktoRI0Zg48aNePvtt/HRRx/BZDJh4MCBuPLKKwO+RqlU+s0lJCJ/Wq0W/fr1Q2FhIbxeL9xuN2pqamAymTBkyBBceeWVuPLKK6VRDm63W1rkRxAEKBQK5OTkoLS0FBaLRUqKfUMqs7KykJeXB1EUUV9fD61WGxGLylBgvt47n61btwIAJkyY0GLv8khnMBikVZAbGxtx7NixgMe2NvLBt+ezyWSCWq0OqfmdgiAgPj4eFRUVAIDKykppC76O8DWk+a4pwUjYn3/+eWnkQPMGhaSkJE4nIiLqZX0mqZ05cyaWLl2K+vp61NfXQ6/X45lnngm4P6xvyDJbWonaFhsbi5ycHJSVlUnzy+Li4vwqmb7h+q0Nj/TtV+tyuaBQKPxep9FokJqaitLSUgiC0OE9oyk8eb1eaR4p0JS4fPfddwCAM888s881MkZHR6Nfv34oKSnp0GJKDocDNpsNNpsNdrvdb/stu92O5OTkkOqtNRgMqK6uhsfjgclkgkajgdFoDFhG33F1dXWw2+3SuQ0aNChovbxyuRyJiYnStcloNHLfeSKiIOgzV960tDS8/fbb+Oabb5CYmIgrrrgiYEuqby+uvrDKJlF3UKvVyM7Oht1uR01NTafnkgmCEHCbFr1eD6fTCZ1OB41G0x3FpRBVW1vr1+P43Xff4eDBg1Cr1ZgxY0ZYzRntLlqtFoMGDYLJZILFYpHWdXA4HC16Z48ePRrwfQRBgMvlCqntkORyOZKTk6V9McvLy1FZWQm1Wg2FQgGZTCbN1Xe5XC32yPZxu91BSWqzs7ORmJjIxm8iohDQZ5JaABg3bhzGjRsHoKk11bdYjW/4kNfrhUajCamWbKJwolarkZ6e3q3vKQhCSA2bpJ7hdruloahA01YvixcvBgDccMMNGDNmTLCKFnRyuVxaPdzH4XCgoKDAbz76iRQKBeLi4hAfHx+y9za9Xg+HwyENO/et6twelUolLewYrLUuNBoNE1oiohDRJ5LalJQUGI1GqNVqaTEbLvhERBQcJ/a2eTweHDlyxO/x1157DVVVVcjKysLChQvDbhGhnqZSqTBw4EDU1tbCbrfD5XJBLpdDrVZDo9FArVaHRc+2r9EqJiYG9fX1sFqtAYday+Vy6HQ66PV6jtogIiI/fSKpNRgMfiu2EhFR8Bw5cgRDhw6FIAioq6uTFkMCmhLeDz74AGvXrgUAPPbYYxg6dGiQShraZDJZRGwHJwgC4uLiEBcXB6CpkcO3bZhv1WZfY3Qo9jYTEVHw9YmkloiIQkdDQwPy8/Ol371eL44cOYJdu3bhq6++wt69ewEA1113HWbPns2RNX2MXC6HXC4Pi55mIiIKDUxqiYioV1144YUYNmwY4uLiYDKZcPz4cWnlbKBpaO2dd96J+++/H/Hx8cErKBEREYUFJrVERNSrPB4P9u3b5/dYdHQ0TjvtNIwdOxaXXXYZxo8fL+1XTERERNQWJrVERNSr/vvf/yI/Px92ux1arRaZmZno378/DAYDkpOToVarg11EIiIiCiNMaomIqFdNnToVOp0u2MUgIiKiCMEN1oiIqFdxBVsiIiLqTkxqiYiIiIiIKGxF9PBjURQBAGazOcglIQrMF5++eG0NY5nCQXuxzDimcMA4pkjAugVFio7EMhDhSW1NTQ0AIDMzM8glIWpfQ0NDwHmGjGUKJ4FimXFM4YRxTJGAdQuKFG3FMhDhSa3BYAAAFBYWhu2iJGazGZmZmSgqKkJcXFywi3NSeA5tE0URDQ0NSEtLC3gMYzk08Bza1l4sM45DA8+hbX0hjgHGQajoqXNg3SJ88Bza1pFYBiI8qZXJmqYM63S6sA0Sn7i4OJ5DCOipc2jvZsJYDi08h8DaimXGcWjhOQTWV+IYYByEip44B9YtwgvPIbCONLpwoSgiIiIiIiIKW0xqiYiIiIiIKGxFdFKrUqnw+OOPQ6VSBbsoJ43nEBqCfQ7B/vzuwHMIDcE8B/79QgPPIXw/uztFwnnwHML3s7sLzyE0hMI5CGJ76yMTERERERERhaiI7qklIiIiIiKiyMakloiIiIiIiMIWk1oiIiIiIiIKW0xqiYiIiIiIKGxFbFK7ZMkS9O/fH2q1GhMmTMAvv/wS7CJ1ypYtWzBr1iykpaVBEAR8+umnwS5Spy1evBjjx4+HVqtFUlISLr30Uhw+fDjYxeqUZcuWYdSoUdJm0pMmTcL69et7tQyM5eBiHHefcI7lcI9jgLHcXcI5joHwj2XGcfdgHAcfY7l7RWRSu3btWixatAiPP/44du/ejdGjR2PatGmorKwMdtE6rLGxEaNHj8aSJUuCXZST9sMPP2DBggX4+eef8e2338LlcuHCCy9EY2NjsIvWYRkZGXj22Wexa9cu/PrrrzjvvPPwpz/9Cfv37++Vz2csBx/juHuEeyyHexwDjOXuEO5xDIR/LDOOu45xHBoYy91MjECnn366uGDBAul3j8cjpqWliYsXLw5iqU4eAHHdunXBLkaXVVZWigDEH374IdhF6RK9Xi++++67vfJZjOXQwzg+OZEUy5EQx6LIWD4ZkRTHohgZscw47jzGcWhiLHdNxPXUOp1O7Nq1C1OnTpUek8lkmDp1KrZv3x7EkpHJZAIAGAyGIJfk5Hg8Hnz44YdobGzEpEmTevzzGMuhiXHceYzl0MRY7hzGcWhiHHcO4zh0MZa7RtHrn9jDqqur4fF4kJyc7Pd4cnIyDh06FKRSkdfrxd13343JkydjxIgRwS5Op+zbtw+TJk2C3W5HbGws1q1bh2HDhvX45zKWQw/j+OQwlkMPY7nzGMehh3HceYzj0MRY7rqIS2opNC1YsAB//PEHtm7dGuyidNqQIUOwZ88emEwm/Pe//8WNN96IH374IShfWAouxjFFCsYyRQLGMUUKxnLXRVxSm5CQALlcjoqKCr/HKyoqkJKSEqRS9W133HEHvvjiC2zZsgUZGRnBLk6nRUVFYeDAgQCAsWPHYufOnXjttdfwz3/+s0c/l7EcWhjHJ4+xHFoYyyeHcRxaGMcnh3EcehjL3SPi5tRGRUVh7Nix2Lhxo/SY1+vFxo0bgzK+uy8TRRF33HEH1q1bh02bNiE7OzvYReoWXq8XDoejxz+HsRwaGMddx1gODYzlrmEchwbGcdcwjkMHY7l7RVxPLQAsWrQIN954I8aNG4fTTz8dr776KhobG3HzzTcHu2gdZrFYkJubK/1+/Phx7NmzBwaDAVlZWUEsWcctWLAAa9aswWeffQatVovy8nIAgE6ng0ajCXLpOuahhx7CjBkzkJWVhYaGBqxZswabN2/G119/3Sufz1gOPsZx9wj3WA73OAYYy90h3OMYCP9YZhx3HeM4NDCWu1mvr7fcS9544w0xKytLjIqKEk8//XTx559/DnaROuX7778XAbT4ufHGG4NdtA5rrfwAxPfffz/YReuwuXPniv369ROjoqLExMRE8fzzzxe/+eabXi0DYzm4GMfdJ5xjOdzjWBQZy90lnONYFMM/lhnH3YNxHHyM5e4liKIodmOOTERERERERNRrIm5OLREREREREfUdTGqJiIiIiIgobDGpJSIiIiIiorDFpJaIiIiIiIjCFpNaIiIiIiIiCltMaomIiELQE088AUEQgvb5RUVFUKvV2LZtW4df43K5kJmZiaVLl/ZgyYiIiPwxqSUiooi1fPlyCIIg/ajVaqSlpWHatGl4/fXX0dDQENTyWa1WPPHEE9i8eXNQy9Gav//975gwYQImT57c4dcolUosWrQITz/9NOx2ew+WjoiI6P8wqSUiooj397//HatWrcKyZcuwcOFCAMDdd9+NkSNHYu/evUErl9VqxZNPPtlqUvvoo4/CZrP1fqEAVFVVYcWKFfjLX/7S6dfefPPNqK6uxpo1a3qgZERERC0pgl0AIiKinjZjxgyMGzdO+v2hhx7Cpk2bcPHFF+OSSy7BwYMHodFouvw5brcbXq8XUVFRXX4vhUIBhSI4t+nVq1dDoVBg1qxZnX5tfHw8LrzwQixfvhxz587tgdIRERH5Y08tERH1Seeddx7+9re/oaCgAKtXr5YenzJlCqZMmdLi+Jtuugn9+/eXfs/Pz4cgCHjxxRfx6quvYsCAAVCpVDhw4ACcTicee+wxjB07FjqdDjExMTjrrLPw/fff+70+MTERAPDkk09KQ6SfeOIJAK3PqXW73Xjqqaekz+rfvz8efvhhOBwOv+P69++Piy++GFu3bsXpp58OtVqNnJwcrFy5skN/m08//RQTJkxAbGys3+NHjx7F7NmzkZKSArVajYyMDFx11VUwmUx+x11wwQXYunUramtrO/R5REREXcGkloiI+qzrr78eAPDNN9+c9Hu8//77eOONN3DbbbfhpZdegsFggNlsxrvvvospU6bgueeewxNPPIGqqipMmzYNe/bsAQAkJiZi2bJlAIDLLrsMq1atwqpVq3D55ZcH/Kx58+bhsccew5gxY/DKK6/gnHPOweLFi3HVVVe1ODY3NxdXXHEFLrjgArz00kvQ6/W46aabsH///jbPx+VyYefOnRgzZozf406nE9OmTcPPP/+MhQsXYsmSJbjtttuQl5eH+vp6v2PHjh0LURTx008/deAvSERE1DUcfkxERH1WRkYGdDodjh07dtLvUVxcjNzcXKnXFQA8Hg/y8/P9hiHfeuutOOWUU/DGG2/gvffeQ0xMDK644grMnz8fo0aNwnXXXdfm5/z+++9YsWIF5s2bh3feeQcAcPvttyMpKQkvvvgivv/+e5x77rnS8YcPH8aWLVtw1llnAQDmzJmDzMxMvP/++3jxxRcDfk5hYSFsNhuys7P9Hj9w4ACOHz+Ojz76CFdccYX0+GOPPdbiPXJycqTXXHzxxW2eFxERUVexp5aIiPq02NjYLq2CPHv2bL+EFgDkcrmU0Hq9XtTW1sLtdmPcuHHYvXv3SX3OV199BQBYtGiR3+P33nsvAODLL7/0e3zYsGFSQgs09QwPGTIEeXl5bX5OTU0NAECv1/s9rtPpAABff/01rFZrm+/he211dXWbxxEREXUHJrVERNSnWSwWaLXak379iT2aPitWrMCoUaOgVqthNBqRmJiIL7/8ssX8044qKCiATCbDwIED/R5PSUlBfHw8CgoK/B7Pyspq8R56vR51dXUd+jxRFP1+z87OxqJFi/Duu+8iISEB06ZNw5IlS1o9H99rg7nPLhER9R1MaomIqM8qLi6GyWTySxQDJWIej6fVx1tbNXn16tW46aabMGDAALz33nvYsGEDvv32W5x33nnwer1dKnNHE0W5XN7q4ycmqycyGo0A0Gry+9JLL2Hv3r14+OGHYbPZcOedd2L48OEoLi72O8732oSEhA6VlYiIqCuY1BIRUZ+1atUqAMC0adOkx/R6fYuFjwC06Alty3//+1/k5OTgk08+wfXXX49p06Zh6tSpsNvtfsd1piezX79+8Hq9OHr0qN/jFRUVqK+vR79+/Tr8Xm3JysqCRqPB8ePHW31+5MiRePTRR7Flyxb8+OOPKCkpwVtvveV3jO+1Q4cO7ZYyERERtYVJLRER9UmbNm3CU089hezsbFx77bXS4wMGDMChQ4dQVVUlPfb7779j27ZtHX5vXy9p817RHTt2YPv27X7HRUdHA0CrSfSJZs6cCQB49dVX/R5/+eWXAQAXXXRRh8vXFqVSiXHjxuHXX3/1e9xsNsPtdvs9NnLkSMhkshZbCu3atQuCIGDSpEndUiYiIqK2cPVjIiKKeOvXr8ehQ4fgdrtRUVGBTZs24dtvv0W/fv3w+eefQ61WS8fOnTsXL7/8MqZNm4ZbbrkFlZWVeOuttzB8+HCYzeYOfd7FF1+MTz75BJdddhkuuugiHD9+HG+99RaGDRsGi8UiHafRaDBs2DCsXbsWgwcPhsFgwIgRIzBixIgW7zl69GjceOONePvtt1FfX49zzjkHv/zyC1asWIFLL73Ub+XjrvrTn/6ERx55BGazGXFxcQCaGgHuuOMOXHnllRg8eDDcbjdWrVoFuVyO2bNn+73+22+/xeTJk6WhzERERD2JSS0REUU837YzUVFRMBgMGDlyJF599VXcfPPNLRaJGjp0KFauXInHHnsMixYtwrBhw7Bq1SqsWbMGmzdv7tDn3XTTTSgvL8c///lPfP311xg2bBhWr16Njz76qMV7vPvuu1i4cCHuueceOJ1OPP74460mtb5jc3JysHz5cqxbtw4pKSl46KGH8Pjjj3f6b9KW66+/Hg8++CA+//xzaauh0aNHY9q0afjf//1flJSUIDo6GqNHj8b69esxceJE6bUmkwnffPMNli5d2q1lIiIiCkQQ21sxgoiIiPqcW265BUeOHMGPP/7Yqde9+uqreP7553Hs2LFWF9EiIiLqbkxqiYiIqIXCwkIMHjwYGzduxOTJkzv0GpfLhQEDBuDBBx/E7bff3sMlJCIiasKkloiIiIiIiMIWVz8mIiIiIiKisMWkloiIiIiIiMIWk1oiIiIiIiIKW0xqiYiIiIiIKGwxqSUiIiIiIqKwxaSWiIiIiIiIwhaTWiIiIiIiIgpbTGqJiIiIiIgobDGpJSIiIiIiorDFpJaIiIiIiIjCFpNaIiIiIiIiClv/D5TrkaHnWY0AAAAAAElFTkSuQmCC", + "text/plain": [ + "<Figure size 1000x600 with 25 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# display best contours\n", + "results_df_grouped = results_df.drop(index=results_df[results_df.category==-1].index, inplace=False).copy()\n", + "gridfig, gridaxs = plot_wct_grid(\n", + " results_df_grouped, mode=\"median_dur\",\n", + " name=\"SWT\", n_categories=25, rename=False)\n", + "gridfig.suptitle(\"Top-25 Signature Whislte Types (SWTs) with the most elements\")\n", + "gridfig.text(\n", + " 0.5, 0.925,\n", + " \"Whistle contours are represented in gray, black lines are contours of median duration for visualisation purposes\",\n", + " ha=\"center\", fontsize=9)\n", + "gridfig.subplots_adjust(bottom=0.085, top=0.89)\n", + "gridfig.set_size_inches(10, 6)\n", + "for axs in gridaxs:\n", + " for ax in axs:\n", + " ax.get_children()[-11].set_height(5)\n", + " ax.set_title(\n", + " ax.get_children()[-4].get_text(),\n", + " pad=2, \n", + " fontsize=8,\n", + " fontweight='bold')\n", + "gridfig.savefig(\"/home/loic/Pictures/CDD/SWTs_25.pdf\")\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "<Figure size 1000x600 with 25 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "# isolated whistles: 10106\n" + ] + } + ], + "source": [ + "# display uncategorised contours\n", + "isolated_df = results_df[results_df.category==-1].copy()\n", + "isolated_df[\"category\"] = np.arange(len(isolated_df), dtype=int)\n", + "\n", + "sinfig, sinaxs = plot_wct_grid(\n", + " isolated_df.loc[np.random.RandomState(seed=246).permutation(isolated_df[isolated_df.duration > 1].index)[:25]], \n", + " name=\"ID \", n_categories=25, rename=False)\n", + "sinfig.suptitle(\"25 randomly selected whistles unassigned to a Whistle Contour Type (WCT)\")\n", + "sinfig.text(\n", + " 0.5, 0.925,\n", + " \"These contours are unique, each one appears only once in our dataset\",\n", + " ha=\"center\", fontsize=9)\n", + "sinfig.subplots_adjust(\n", + " bottom=0.085, top=0.875, \n", + " hspace=0.42, wspace=0.066)\n", + "sinfig.set_size_inches(10, 6)\n", + "for axs in sinaxs:\n", + " for ax in axs:\n", + " ax.get_children()[-11].set_height(5)\n", + " ax.set_title(\n", + " ax.get_children()[-4].get_text(),\n", + " pad=3, \n", + " fontsize=9,\n", + " fontweight='bold')\n", + "sinfig.savefig(\"/home/loic/Pictures/CDD/isolated_25.pdf\")\n", + "plt.show()\n", + "\n", + "print(\"# isolated whistles:\", len(isolated_df))" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ { "data": { - "image/png": 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", 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", "text/plain": [ "<Figure size 1200x600 with 1 Axes>" ] @@ -266,25 +518,33 @@ "wct_sizes = results_df['category'].value_counts().drop(index=-1)\n", "swt_sizes = results_df[results_df[\"is_SW\"]==1]['category'].value_counts()\n", "\n", + "zip_3 = zip(\n", + " [wct_sizes, wct_no_swt_sizes, swt_sizes], \n", + " [\"all WCTs\", \"NSWTs\", \"SWTs\"],\n", + " [\"black\", \"#00BFC4\", \"#F8766D\"]\n", + " )\n", + "\n", + "zip_2 = zip(\n", + " [wct_no_swt_sizes, swt_sizes], \n", + " [\"NSWTs\", \"SWTs\"],\n", + " [\"#00BFC4\", \"#F8766D\"]\n", + " ) \n", + "\n", "# Barplot\n", - "width = 0.25 # max 0.33\n", + "width = 0.33 # max 0.33\n", "bar_fig, bar_ax = plt.subplots(1, 1, figsize=(12,6))\n", - "for i, (size_list, name, color) in enumerate(zip(\n", - " [wct_sizes, wct_no_swt_sizes, swt_sizes], \n", - " [\"all WCTs\", \"NSWTs\", \"SWTs\"],\n", - " [\"black\", \"#00BFC4\", \"#F8766D\"]\n", - " )):\n", + "for i, (size_list, name, color) in enumerate(zip_2):\n", " \n", " size_distribution = pd.DataFrame({\n", " 'Category Size': size_list.values,\n", " 'Number of Categories': [1] * len(size_list)\n", " }).groupby('Category Size')['Number of Categories'].sum().reset_index()\n", " size_distribution['Category Size'] = pd.to_numeric(size_distribution['Category Size'])\n", - " \n", + "\n", " if i == 0:\n", - " factor = -1\n", + " factor = -0.5\n", " if i == 1:\n", - " factor = 0\n", + " factor = 0.5\n", " if i == 2:\n", " factor = 1\n", " bar_ax.bar(\n", @@ -293,15 +553,15 @@ " label=name, width=width, color=color)\n", "\n", " \n", - " # Fits a power law of distribution ?\n", - " x = np.linspace(0, 40, 100)\n", - " shape, loc, scale = stats.pareto.fit(size_list)\n", - " bar_ax.plot(\n", - " x+factor*width, \n", - " max(size_list)*stats.pareto.pdf(x, shape, loc, scale)/max(stats.pareto.pdf(x, shape, loc, scale)), \n", - " '--', label=f\"Pareto fitted to {name}\", color=color)\n", - " D, p_value = stats.kstest(size_list, \"pareto\", args=(shape, loc, scale))\n", - " print(f\"{name} Pareto fit: D={D:.2f} (p={p_value:.2e}, {'Does not fit' if p_value < 0.05 else 'possibly a correct fit'})\")\n", + " # # Fits a power law of distribution ?\n", + " # x = np.linspace(0, 40, 100)\n", + " # shape, loc, scale = stats.pareto.fit(size_list)\n", + " # bar_ax.plot(\n", + " # x+factor*width, \n", + " # max(size_list)*stats.pareto.pdf(x, shape, loc, scale)/max(stats.pareto.pdf(x, shape, loc, scale)), \n", + " # '--', label=f\"Pareto fitted to {name}\", color=color)\n", + " # D, p_value = stats.kstest(size_list, \"pareto\", args=(shape, loc, scale))\n", + " # print(f\"{name} Pareto fit: D={D:.2f} (p={p_value:.2e}, {'Does not fit' if p_value < 0.05 else 'possibly a correct fit'})\")\n", "\n", "\n", "bar_ax.set_title('Distribution of Whistle Contour Types (WCTs) sizes', fontsize=18)\n", @@ -328,16 +588,32 @@ "plt.show()" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Zipf's law (Number of WCTs per number of whistles (in WCT))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The number of element per category follows quite a different distribution for SWTs and NSWTs. \n", + "\n", + "We have an idea... Let's see if we can match Zipf's law from these distributions" + ] + }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 17, "metadata": {}, "outputs": [ { "data": { - "image/png": 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bNkwAEG+++abF+z137pzc4qiq72PT95para7Q6sVULgAQX331VaXr9+rVSwAQDz/8sMVxCVF2wyY8PFwAEAMHDpRvANRkz549ckyffvpppcuYklaBgYEVkvympBQAsXHjxir3Yyo7KrsBYVLf86amlkrVseScqk9Sqj7lYH3rU0RE7FOKiOrl1KlT2Lp1K1QqldkIfdebOHEiAOCPP/4w66fINJx4RkaGTeOszssvv1zp9FGjRgEAjh8/btax99WrV7F161YAwHPPPQcXF5cK68bFxWHQoEFWjfOVV17Bpk2bAAALFy5ETEyM1bZbmeeeew5ubm7Q6/XV9l1SW6bP/OLFi1bbpi3dfvvtAIAdO3ZUmBcXFwcA8vkAAKWlpdi9ezc8PDzw3//+FxqNBtu3bzc77+Pj483Wd3ZCCHz//fcAgKlTpyIkJKTCMq1atcLUqVMBAN99953ZvDVr1gAABg8eXOl14erqiueee87aYdfowIEDOHz4MICyckCpVFZYZuTIkejTpw8A4Ntvv5WnCyHk6+Kxxx6Dv79/hXU7depkk1HxSkpKsH//ftx3331ymRAXF4fo6Oga163vZ9kQGAwGHD9+HPPmzZPLd39/f0yaNAlAWR84BoMBt912G7p3717pNry8vDB69GgAwG+//Var/ZvKjN27d1fol6+8F198scp5dflu/OGHH6DX6+Hq6ooXXnih0mVefvlluLi4QKfTYe3atZUuExoaKr9X17vjjjsAlF07tREfH4/09HQAwKJFi6DRaCxab/Xq1QDKzsmHH3640mVee+01AGV91m3ZsqXSZbp06YKRI0fWuL/bbrsNPXr0qHSerc+b6lh6TtVFfcrB69W2PkVEBLCjcyKqp507dwIAjEYjIiMjERISUunrtttuAwAUFhbiypUr8vojRowAAEyaNAnPPvsstm3bZtcKi7+/P9q3b1/pvBYtWsj/L99BZ1JSktxxdXWJIWt2+rtu3Tq8+eabAMo6o33qqaesst3Q0NAqj9/b2xu9evUCAOzbt88q+wOA4cOHQ5IkbNy4EcOGDcO3336LCxcuWG37dXHy5EnMmDEDvXr1gq+vL5RKpdxR7PDhwwGUdch/vSFDhgAAEhMT5R8Ku3btQklJCQYOHAgfHx/07dsXubm5+OeffwCUJRR2794NoOEkpdLT03H16lUAwE033VTlcqYRIK9cuSL/AAUgd2Rur+vFUqbzWqVSVRub6bjKXwcnT55ETk4OAPscV1xcnHxOurm5ITo6Wv5x2KNHj2p/KJZX38/SWc2bN09+f1QqFTp06IC5c+eitLQUQUFB2LBhA/z8/ABc+976/fffq/zOCgkJwVdffQWgrAPp6126dAlz5sxBv379EBAQAJVKJe8/MjISQFnn1VV17uzm5oaePXtWeTym78YlS5Zg/Pjx+PHHH5GVlVXte2A6P3v37g1vb+9Kl/Hz88MNN9xgtvz1evfuXWXH/KbvRdM5ZKldu3YBKBs10rR/S5hijIuLkzusv17nzp3RsmVLs+WvN2DAAIv2V91y1jhvqlPfc6qu6lMOlleX+hQREQCoHB0AETVspmSC0WisceQtk/JJp3feeQfHjx9HfHw8Fi5ciIULF0KpVCI6Ohq33347Hn30UbmyaQteXl5VzlOprhWROp1O/n9mZqb8//IVretZK+7U1FRMmjQJQgj06dMHn3zyiVW2C9Qco2n+5cuXrbbPgQMHYv78+Xj55Zfx66+/4tdffwVQdif8pptuwsSJE+2arFm/fj3Gjx9vNrKQt7c3XF1dIUkStFotsrOzUVhYWGHdwYMHQ6lUIi8vD3v37sWNN94ot4IyJayGDBmCxMREbN26FX369MGuXbtQWloKNzc39O3bt1axVtaqBQDGjRuHDz74oFbbqo3yn39150yrVq3M1jGN1Ga6ZupyvezatQt33XVXpfM++OADjBs3rurAa2A6LtNoXlUxHVf598He5YCfn5/cukSlUsHHxweRkZEYNWoUxo0bB7VabdF26vtZWsPq1avxzDPPVDpv3bp16N+/f6236eHhAU9PTwCAQqGAp6cn2rZti6FDh2LKlCkICAiQlzV9bxUWFlZ6XV/v+hslu3fvxvDhw+WkJAB4enrC3d0dkiTBYDDICaTCwkIEBgZW2GZAQECVSRYAuO+++/D3339j8eLF+O677+QWa+3bt8ctt9yCKVOmyDcNTEyfbU3nXGXnc3mWfC+W/060hKllbFhYWK3Wq80xnT9/vspjCg4Otmh/1S1X3/OmOtY4p+qqPuVgeXWpTxERAWwpRUT1ZGod0qxZM4iyfupqfJmGDQbKHlHYunUrEhMT8fzzz2PAgAFQqVT4559/8Oqrr6JDhw4WtwBwBFsN826SnZ2N0aNHo6CgACEhIVi3bl21lcaG4rnnnkN6ejoWLVqE0aNHIzg4GOfOncPy5csxZMgQ3H333XapuF65cgWTJ09GaWkphgwZgoSEBBQVFSE3NxeXLl3CxYsX5UfPKlO+NZnpET7Tv+WTUpXNHzBggMWPsJhcunSp0ldubm6ttuModbletFptlcddXFxsgyhrz9blAFCWrLl48SIuXryIc+fOITU1FWvWrMGECRMsTkg5i+Li4io/U61WW6dtzpgxQ35/Lly4gKNHj+LXX3/Fc889Z5aQAq59b82cOdOi76yEhAR5Xb1ej/HjxyMnJwfR0dHYvHkz8vLykJ+fL5cZe/bskZc3taq9XmWPSF3v/fffx5EjR/Dmm29i2LBh8PX1xfHjx/HRRx/hhhtuwLRp02r/RjmIPa6R6ljyfte0XH3Om+pY65wiImqomJQionoxtdzIysqy6M5hVUytZ3bs2IGcnBxs2LABUVFRKC4uxpQpUyxuhWUPQUFB8v+re+zs/Pnz9dqP0WjEfffdh+PHj0Oj0eCHH36wequxmmI0zbf0LnNttGjRAtOmTcP69etx6dIlHDhwQO4zZO3atfj444+tvs/rmSr/fn5++OmnnxATEwM3NzezZWrq+6p8v1KFhYX4+++/4evrKz+ac+ONN8LNzQ07d+6EVqutkLSqjap+/CxfvrzW26qN8p9/ZY8xVjav/Dqma6Yu10tsbGyVxz158mRLD6FSphizsrLMWspdz3RclR0TYNtywNrq+1law+TJk6v8TO3xGKfpe6u2j1cBZS1aTp8+DaVSiZ9//hnDhg2r0ELEmv3ltW/fHi+++CI2b96MK1euYPfu3XKfRR988AE2btwoL2v6nKr7XMvPt0W5XpW6vufOdEz1OW+qY+9z6nr1KQeJiKyBSSkiqhdT/wsGgwG//PKLVbbp6uqKO+64A+vWrQNQ1gdP+U6myz/y4Ig7hj169JDv+lZ3J9TSu6RVmTVrlvxo2+LFi+v0SEtNzp49ixMnTlQ6Lz8/X+4HqTZ9gNRVVFQUPv/8c/mcqqrDWms6e/YsgLIOqd3d3Std5o8//qh2G6ak1K5du/Dnn39Cp9MhJiZGPk81Gg0GDBiAoqIi/PHHH9i7d6/Zeg1BeHi43JH3n3/+WeVypvcqICDA7HEvU4LOltdLXZjOa71ej23btlW5nOm4evfuLU9r27at3Bm1sx1Xder7WTq6/LUGUxnzxx9/oKSkpFbrmsqMoKCgKm8S1FRm1JVCocCNN96ItWvXonXr1gDMy8nyfUVV1XoyJyfHrO8pezF9f128eLFWfRSajik+Ph5Go7HSZdLS0uTkry2PqT7nTXXqe06Zrsm6Xo/1KQeJiKyBSSkiqpcOHTrId7ZfeumlGh8jKt85ql6vr7KSCcCsxUr5H0LlO3At3/+Cvfj7+8sJhffee6/Sx022b9+OxMTEOu9jzZo1mD9/PgDgP//5Dx599NE6b6smppGLrvfee++huLgYKpUKY8aMsdr+qrsTC1z73Kvrb8VafHx8AABHjx6t9EdGcnIyVq1aVe02Bg4cCLVajeLiYrkz+utbQZnOl1dffRV6vR6enp52SfRZiyRJct9Nn376aaV37S9cuIBPP/0UADB+/HizeWPHjgVQdl2YOgsur7S0FAsWLLB22DXq1q2b3IHw66+/XumoVps3b8Zff/0FwPy4JEmS+7r65JNPKu2899ixY/JId86ivp+lo8tfa5gyZQpUKhWysrIwZ86capfVarUoKCiQ/zaVGabHDa937tw5fPjhh/WOsbpyUqlUyo/+li8nx4wZA5VKhZKSEvn743pvvvkmSktLoVarrVqu1yQuLg5t27YFAEyfPt3ixzTvvfdeAGUtDr/44otKlzGNIBsYGFht5/31VZ/zpjr1PadM12Rdr8f6lINERNbApBQR1dvixYvh6emJo0eP4sYbb8SGDRvMfuCfP38e33zzDYYOHYqZM2fK08+dO4cOHTrg9ddfR1JSEvR6vTzvwIEDmDBhAoCyDmzLjwjj6+sr30386quvzNazF9NITykpKbjjjjtw7NgxAGWJtnXr1mHMmDHySE+1deDAATz44IMAyu7MLl682GpxX8/Hxwdff/01nnnmGbkT1fz8fLz55pt49dVXAQBPPPFEtR0519bo0aMxZcoU/PLLL2aV6KtXr+L111+XW2+YhsCui6ysrGpfpv3ecsstUCgUuHr1Ku6//375brtWq8X333+PW265pdrOW4Gy89M0VLap0n59Usr0t2n+oEGDzDp+dRSj0Vjje5Wfnw+grOWer68vrl69iptuukkeTQsoG5XqpptuQk5ODvz9/SsMRz9u3Dh06dIFQgjcdddd2LBhg/zD58iRIxgxYoRVH08pLS2t8bhMZZTpx3tiYiLGjh0rjzSn0+mwcuVK+QdY//795cemTF588UW4ubnh0qVLuOWWW5CUlASgrMXC1q1bceutt1bZAs+R6vNZOkP5W1/t2rXD7NmzAZQNtjFx4kSkpKTI8/V6PZKTk/Hqq6+iffv2SE5OlucNHDgQHh4eEELgnnvuwdGjRwGUtRb+7bffEBsba5X+k/r27Yunn34aCQkJZo/GX7hwAU899RSOHz8OAPLooEBZZ+CmDuTffvttzJkzRy7rcnJyMHv2bLz77rsAgP/+979o3rx5veO0lFKpxJIlSyBJEnbs2IGhQ4dix44d8o0prVaLhIQETJgwAYcOHZLX69Onj5w8e+qpp7BkyRK5A/GLFy/ikUcekfv9e+211+Dq6mqzY6jPeVOd+p5TXbt2BQDk5eXVOQlen3KQiKjeBBGRBebMmSMAiKqKjR07doiQkBB5GaVSKQICAoSbm5s8DYB4+OGH5XXS09PN5imVSuHv7y80Go08TaPRiDVr1lTY32uvvSYv4+LiIkJDQ0VYWJgYN26cvEx8fHyVMX/11VcCgAgLC6vymMvHl56eXmH+okWLzOL39fUVLi4uAoDo2rWrPL9Tp07VvLMV3XrrrfI2fXx8RLNmzSx+nTlzxqJjNH2eMTEx4vnnnxcAhCRJws/PTyiVSnn/N910kyguLq71e1OdmJgYs/fN29tbeHt7m00bO3asMBgMtdpu+XO0plf37t3l9WbOnGk2z8fHR6jVagFAhIeHi5UrV1Z77gshxOzZs+VlgoODK8zX6XTCy8tLXuadd96p1bFZ26RJkyx+r0aNGiWvl5CQIHx8fOR5Hh4ewsPDw+wa2L59e6X7PHz4sFkZ4eLiIm/LxcVF/PTTT/K83bt31+m4wsLCLD6uRYsWyestXLhQSJJkdhzly6GoqChx/vz5Sve5Zs0aoVKp5GW9vLyEu7u7ACBatmwpX4cuLi61Pp7yZVh8fHyd161MfT5LS8pfezHFMWfOnFqtZzQaxezZs80+dzc3NxEQEGBWBgIQO3bsMFv3448/Npvv6ekpXF1dBQARGBgoNm7cWGX5aMl3jxDm57IkScLX19fs8wEgpk+fXmG90tJScc8998jLKBQK4efnJxQKhTxt/PjxQqvVVljXVC5MmjSpyrgsjb8qX3/9tfw9aTp/AgICzK6hpKQks3VycnLMvjdUKpXw8/Mz++xmzJhR6f5M69V0fpje76+++qra5epz3pT/3r1efc4pIYQYOnSoWRkUFhYmwsLCzMq56vYvRN3LQWvUp4ioaWNLKSKyigEDBuDo0aNYsGABBg8eDF9fX+Tk5ECpVKJz586YMGECVq5ciffff19ep2XLlti4cSOmT5+OG2+8Ec2bN0dBQQFUKhUiIyPxxBNPICUlRX70p7xZs2bhgw8+wA033AC1Wo1z587h9OnTNu0M9HrTpk1DQkIChg8fDj8/P5SUlKBNmzZ4+eWXsWfPHrl/B1O/M5Yq38rMNAqcpa/Kmt3XZP78+fjuu+8wcOBACCGg0WgQHR2NDz74AL/++qvV7zwvXrwY8+fPx/Dhw9GhQwcIIVBcXIwWLVrgjjvuwA8//IA1a9bY5fE9oKxFwYoVK9CnTx+4ublBp9Ohffv2mDVrFpKSkixqJVa+f6jK+opSqVQYNGhQtcs0BDExMTh8+DCeffZZdO7cGUajEUIIdO7cGTNmzMDhw4fNjrO8iIgIHDhwAE8//TTatGkDIQRcXV1xzz33YM+ePXJ/LUDtr5n6mj59Ovbt24cJEyYgNDQURUVFcHNzw4033ohFixZh7969VZ4HY8eOxb59+3D33XcjKCgIpaWlaNasGZ555hkkJSXJj+bY+5hqUp/P0hnK3/qSJAmvvvoqDhw4gMcffxydO3eGUqlEbm4u/Pz80L9/fzz33HPYtWuX2bkJAFOnTsWmTZsQGxsLT09P6PV6tGzZEk899RT279+PqKioesf33XffYd68eRg6dCjCw8Oh1Wqh0+kQFhaGcePG4c8//8TChQsrrKfRaLB69WqsXbsWw4YNQ0BAAPLz8xEQEIBhw4Zh3bp1WLVqlcNGbJw4cSLS0tIwbdo0REZGQqVSobi4GGFhYRg9ejS++eYbdO7c2WwdHx8f/Pnnn1i2bBliY2Ph5eUlj0g7ZswYxMfHyy3AbK0+50116ntOrV27FtOnT0fHjh2h0+lw+vRpnD59ulaP9NWnHCQiqg9JmH41ERGRVd1///1YtWoVpkyZgmXLljk6HDNz587FvHnzEBMT43QdMVPTtGXLFtxyyy1wdXVFXl6ew340W9tLL72EN998E0OGDKm2Y3EiIiKipogtpYiIbODo0aPy6IG33Xabg6Mhcm5CCLlPkyFDhjSahFRmZqbcOTPLASIiIqKKmJQiIqqjV155BUuWLMGZM2fkzloLCwuxevVqxMXFoaSkBBEREewUlAhlQ7pPmzYN+/btQ3FxMYCyZNQ///yDkSNH4s8//4QkSXj++ecdHGntfPjhh3j77bdx/PhxudPv0tJSbN68GYMHD8bly5cRFBSEKVOmODhSIiIiIufj+KF/iIgaqAMHDmDDhg146qmnoFar4eXlhZycHDlB1bJlS6xZs6bRtPogqo/c3Fx88MEH+OCDDwAAfn5+KC4ulvtQkyQJCxYsMBtpsyE4efIkPvjgA7z44otQKpXw8fFBXl6enKDy8fHB999/j4CAAAdHSkREROR8mJQiIqqj6dOno0WLFti1axcyMjJw9epVeHl5oWPHjhgxYgSefPJJ+Pv7OzpMIqdw44034rXXXsOff/6JkydPIjMzEwDQtm1bDBo0CE8++SRuuOEGB0dZe5MmTYJSqcT27dtx/vx5XLlyBW5ubggPD8ett96KZ555Bi1btnR0mEREREROiR2dExERERERERGR3bFPKSIiIiIiIiIisjsmpYiIiIiIiIiIyO6YlCIiIiIiIiIiIrtjR+cWMhqNuHDhAry8vCBJkqPDISIiokZGCIH8/Hy0aNECCoVt7xuyXkNERES2ZGm9hkkpC124cAGhoaGODoOIiIgaubNnz6JVq1Y23QfrNURERGQPNdVrmJSqwdKlS7F06VLo9XoAZW+ot7e3TfZlMBhw4sQJtGvXDkql0ib7ICIi22E5TvWRl5eH0NBQeHl52WwfrNcQEZGlWI5TfVhar5GEEMJOMTVoeXl58PHxQW5urs0qbzqdDps3b8bw4cOhVqttsg8iIrIdluNUH/aoa9hzX7weiIgaNpbjVB+W1jXY0TkREREREREREdkdk1JERERERERERGR37FPKiSgUCrRu3drmI+4QOQuj0QitVuvoMIisxmAwIDQ0FFqtFgaDwdHhkBNSq9VNpl8O1muoqWG9hhob1muoJtao1zAp5USUSiV69Ojh6DCI7EKr1SI9PR1Go9HRoRBZlZubG86cOePoMMiJ+fr6IiQkBJIkOToUm2K9hpoS1muosWK9hmpS33oNk1JOxGAw4MCBA+jWrVuTuYtKTZMQAhkZGVAqlQgNDeVddGo0hBAoKSmBq6tro084UO0JIVBUVITLly8DAJo3b+7giGyL9RpqKlivocaK9RqqjrXqNUxKORGj0YgzZ86ga9eurLxRo6bX61FUVIQWLVrA3d3d0eEQWY3RaERpaSlcXFz4o4Qq5ebmBgC4fPkygoODG/X3Pes11FSwXkONFes1VBNr1Gt4ZhGR3ZmeSddoNA6OhIjI/kw/WnU6nYMjISJrYL2GiJqy+tZrmJQiIodhM2AiaopY9hE1Try2iagpqm/Zx6SUE1EoFOjUqRObRhIRNVCSJMHFxYU/TIjAeg0RUUPHeg3ZA2sJNVi6dCkiIyPRu3dvm+9LqVQiIiKC/S4QETVQkiTBzc2NlTdyWqzXEBGRpVivIXtgUqoGTzzxBA4dOoS9e/fafF96vR67du2CXq+3+b6IGjKDEEjIzsW3lzKRkJ0LgxA22U9sbCyUSiUOHDggT8vJyYEkSTh16hT0ej1mzZqFNm3awNPTE82bN8eIESOQn5+PzMxMKBQKpKWlyev+8ccfkCQJy5cvl6fl5uZCpVJh27Zt8PT0lF+SJMHd3V3++80337TJMZJ1CSFQUFAAYaNzkqi+WK8hcj7CaITxxDEYkv+B8cQxCKPRZvs6cuQIRo4cicDAQHh7eyMiIgLz58/HggULcOONN5otO2HCBLi6uqKkpESetmTJEkRFRWHq1KlyHcXV1RVKpdKsHnPmzBmbHQPZD+s1ZA9MSjkRIQQyMzN50RNVY13mFbTZsw9x+1Nw3+GjiNufgjZ79mFd5hWb7M/Pzw8vvvhipfPefvtt/P7774iPj0dBQQH279+Pu+66CwAQFBSELl26ICEhQV4+Pj4enTt3Npu2fft2eHl5YdCgQSgoKJBfALBr1y7571mzZtnk+Mi6hBDQ6/Usx4nAeg2RJQwp+6F9ey50ny2G/tuvoftsMbRvz4UhZb9N9nf77beje/fuOHPmDLKzs/HDDz+gbdu2iIuLwz///CPXQQAgISEBbdu2xZ49e+Rp8fHxGDJkCD755BO5jvLJJ58gKirKrB7TunVrm8RP9sV6DdkDk1JE1GCsy7yCsalpOFeqNZt+vlSLsalpNklMPf7449i5cye2b99eYd6ePXswatQohIeHAwCCg4MxZcoUeHl5AQDi4uIQHx8vL5+QkIDZs2ebJaUSEhIQExNTbZ8r//77L2688UZ4e3sjMDAQI0eOtNLRERERkaMYUvZD/80yIDfHfEZuDvTfLLN6YiorKwsnTpzAf/7zH7i7u0OpVKJLly64++670aNHD3h6eiIxMREAcOzYMbi6umL8+PFyXUYIge3btyMuLq7a/SxcuBCtW7eGl5cX2rRpgy+++MKqx0FEjQuTUkTUIBiEwDPHT6Ky+zSmadOOn7T6o3z+/v6YOXMmXnjhhQrzBgwYgKVLl+L999/Hvn37KjyiEhcXh23btgEAioqKkJqaijFjxkChUCA9PR1AWVKqpsrdk08+iZEjRyInJwfnz5/Hc889Z6WjIyIiIkcQRiP0G3+odhn9xh+s+ihfQEAAOnXqhAcffBDff/89Tp8+Lc9TKBQYPHiwfOMsISEBsbGxiImJkaelpKTg6tWriImJqXIfR48excsvv4zff/8d+fn5+Ouvv9CnTx+rHQMRNT5MSjkRpVKJ6OhodghKVInEnLwKLaTKEwDOlmqRmJNn9X1PmzYNp0+fxo8//mg2febMmXj99dfx008/ITY2FoGBgXjhhRdgMBgAADExMbh8+TIOHTqEnTt3olevXtBoNIiJiUF8fDxyc3ORnJyMIUOGVLt/tVqN06dP48KFC3BxccHgwYOtfoxkHewQlOga1muIqibST1RsIXW93Jyy5axEkiQkJCSge/fumDdvHtq2bYvIyEhs2bIFgHkLb1NL7r59+2L//v0oLi5GQkICoqOj4efnV+U+lEolhBBITU1FcXExmjVrhm7dulntGMi+WK8he2BSyokoFAqEhYVx6GSiSmRoq05I1WW52nBzc8OcOXMwa9YsOeEElF2zDz/8MP7880/k5ORg1apV+OSTT7Bs2TIAZa2sunfvjvj4ePmOIwA5KbV9+3b4+/uja9eu1e7/yy+/RElJCXr16oWIiAgsWbLE6sdI1sGhk4muYb2GqGoi37KbaJYuZ6mQkBC89957SE1NRWZmJoYNG4Y777wTV69eRVxcHP7991/k5eVh27ZtiI2NhYuLC6Kjo7Fr1y6LWne3a9cOX3/9NZYsWYJmzZrhlltuQXJyslWPgeyH9RqyB9YSnIher8fWrVs5Sg1RJZprNFZdrrYeeughGI1GfP3115XOV6lUGD58OIYOHYqDBw/K0+Pi4pCQkCDfcQQgN4U3Japq+qJv164dVqxYgYsXL+KLL77AjBkz8M8//1jv4MhqhBDIy8tjh6BEYL2GqDqSl7dVl6sLf39/zJ07F4WFhUhPT0e3bt3g6+uLL7/8EhqNBqGhoQDMb6bVlJQCgHvuuQfx8fG4dOkSunfvjgceeMBmx0C2xXoN2QOTUk5ECIH8/Hxe9ESVGOTrjVYuGlSVvpEAhLpoMMjXNpU3pVKJN954A2+++aY8bdGiRfjjjz/koXJ37tyJhIQE9O/fX14mLi4OW7duRUpKCvr27QsACA8PhyRJWLVqVY2P7gHAihUrcOnSJUiSBF9fXygUCj4O46SEEDAajSzHicB6DVF1pPB2gI9v9Qv5+JYtZyXZ2dl4+eWXkZaWBoPBgKKiIixcuBD+/v6IiIiAJEmIiYnB/Pnz5dbdQFlSatmyZcjJyamxC4EjR45gy5YtKC4uhkajgaenJ1QqldWOgeyL9RqyByalnIhBCGxTu/CiJ6qEUpLwQfu2AFAhMWX6+/32baG0YfPiMWPGoH379vLfHh4emDVrFlq2bAlfX1888sgjeOWVVzB+/Hh5mcGDByM3Nxc9e/aEi4uLPD0mJgYXL1606I7jH3/8ge7du8PT0xOjRo3Cu+++i+joaKseGxEREdmPpFBAdceYapdR3TEGkhUff9VoNDh//jyGDx8OHx8ftG7dGjt37sQvv/wCDw8PAGU30y5evGjWmXm/fv1w9epV9OrVSx5huCparRazZ89Gs2bNEBAQgK1bt2L58uVWOwYianwkwQyIRfLy8uDj44Pc3Fx4e9umJcYjh4/ii0uZeDQkGB93ag8Fn92lRqqkpATp6ekIDw+Hq6trrdZdl3kFzxw/adbpeaiLBu+3b4u7ggKsHSpRrRiNRuTl5cHb25v96FCVqioD7VHXsOe+dDodNm/ejOHDh0OtVttkH0TOoD71GkPK/rJR+Mp3eu7jC9UdY6Ds2t26gRLVEus1ZIn61mvYltKJ9PL2wrJLmfjs4mXkG434OqID1Lz4iczcFRSAUYH+SMzJQ4ZWi+aaskf2bNlCishSkiTBw8ODHYISoeyx5379+vFxY6JqKLt2hyIyCiL9BER+HiQvb0jh7azaQoqorlivIXtgUsqJTG3ZHL4qFR5IO4ZvL2chT2/Ami6d4MbKHJEZpSQh1s/H0WEQVSBJEluEEP0/hUKB4OBgR4dB5PQkhQJSuw6ODoOoAtZryB6YgnciOp0OXvv+xg8RHeCqUGDT1WwMO3AIeRy1hoioQTAajcjJyYHRaHR0KEQOp9PpsGnTJuh0OkeHQkREdcB6DdkDk1I1WLp0KSIjI9G7d2+77E+v12OYvy9+6xYJL6US23LzcPvBw+z8nIiIiOrNEfUaIiIioqowKVWDJ554AocOHcLevXvtut/Bvj6Ij+6K5ho1Zoa25HO8REREVG+OqtcQERERVYZ9SjmxXl6eON63F9zL9SklhGCCioiIiIiIiIgaPLaUciIqlQpxcXFQqa7lCssnpE4Wl+CGf/bjYEGhI8IjIqIaSJIELy8v3jwgQuX1GiIiajhYryF7YFLKybi5uVU579kT6fi3oBAxySnYk5tvx6iIiMhSrLgRXVNdvYaIiJwf6zVka0xKORG9Xo/NmzdX2SnoV506oL+3F7L1ety0PwV/XM2xb4BEBACYOnUqZs6cadN95OTkQJIknDp1qtL5kydPxrRp0wAAZ86cgaenJ3Jzc20Wz9tvv43nn3/eZtu3hVOnTiEiIgKlpaV226cQAnl5eRycggg112uIyDmwXuN4b7zxBl566SVHh1EB6zVkD0xKNSC+ahV+794Ft/j5otBoxO0HD2F95hVHh0XUaMXGxsLFxQWenp7y66OPPsInn3yC+fPnAyhLfEiShJycHHm9hIQE+Pr62i3O1q1bo6CgAD4+PjbZfm5uLhYuXGhWeZMkCaGhoSgpKZGn/fjjj2jTpo38d0ZGBu677z6EhITAy8sLbdu2xfTp0wEAa9euRfPmzc328/LLL1eosP7888/w9fXFG2+8IX8Gbm5ukCTJ7HNJTEysEHebNm3Qr18/fPLJJ1Z6J4iIiBou1mvKVFav+eWXX9CnTx/4+PjAz88PvXv3xubNmwEAI0aMwAsvvGC2jVatWiE2NtZs2tixY/HUU0+hS5cu8vurVquh0Wjkv7t06VJpTM888wy++OILXLx40boHS9QAMCnVwHgoldgY1RljAgOgFQJjU9Pw9cXLjg6LqNGaP38+CgoK5Nfjjz/u6JDs7ptvvsHgwYMRGBhoNr24uBiLFy+ucr0HHngArq6uSEtLQ25uLrZs2YLo6GgAZRXjS5cuIS0tTV4+Pj4enTt3RkJCgtm0mJgYvPTSS/Jn8Msvv8DHx8fscxk0aFClMUyaNAlLliyp+8ETERE1IqzXVKzXnDhxAnfffTdmzZqFq1evIiMjAwsWLICXlxcAIC4uzqxucuzYMajVahw4cEC+OSeEwLZt2zBkyBCkpqbK7+/999+Pxx9/XP47NTW10pg8PT0xbNgwLFu2zLYHT+SEmJRqgFwUCnwX2QlTQoJhBLD0fAb0RjapJLKX8k3M+/TpA6DsjpmnpydWrlyJYcOGITc3t0Irnj/++AN9+vSBr68vunTpgo0bN8rbLC0txWOPPQZ/f3+Eh4dj7dq1Fsdz/V3NyZMn45FHHsG9994LLy8vdOrUyawypdPp8Morr6Bdu3YICAjAHXfcgQsXLlS5/Y0bN2LIkCEVps+aNQtvvfWW2d3U8vbs2YMHH3wQvr6+UCgUaNeuHSZNmgQACAwMRNeuXREfHw8AKCoqQmpqKp599ll5GlB2dzYuLq7a41+5ciU6dOgALy8vtGzZEq+99po8b8CAATh37hwOHz5c7TaIiIiaqqZer0lKSkKzZs0wevRoKJVKuLq6IiYmRr7hFRcXh3/++Qf5+WV9+iYkJGDo0KHo0aMHdu/eDQBISUnBlStXEBMTU+V+S0tLMWXKFAQGBsLHxwddu3bF3r175flDhw41ew+JmgompZyISqXC8OHDLRqlRqWQ8EWn9pjfNgyboyKhUrADOiJH+PvvvwEA586dk++IXd+SZ9CgQThw4ADuvvtuvP3227h69So+/fRTPPDAAzhy5AiAsr4Edu/ejZSUFCQlJWHdunX1imv16tWYOnUqcnJy8MADD2Dy5MnyvJdeegk7d+7Ejh07kJGRgY4dO+Lee++tclvJycmIiIioMH3IkCHo3bu33OT/egMGDMC0adOwYsUKHD16tML88nced+7ciRtuuAE333yzPC03NxfJycnVJqUKCwsxefJkLFu2DPn5+UhNTcVtt90mz1er1Wjfvj2Sk5Or3IY1SZIEb29vdgpKhNrVa4jIOTTFek2vXr1w4cIFPPbYY/j1119x9epVs+Wjo6Ph6emJHTt2AChLSsXGxiImJkausyQkJKB79+7w9/evcr9ff/019u/fj+PHjyMnJwfr1q1DSEiIPD8yMtJu9RVLsV5D9sCklJMpLi62eFlJkvB861YI1KjlaVuzc9gRHZEVvfjii/D19ZVfhYWFddrOp59+ismTJ2PIkCFQKBQYOHAgRowYge+//x5AWWufWbNmoUWLFvD19cWcOXPqFffw4cMRGxsLpVKJBx98EKdPn8aVK1cghMBHH32EhQsXonnz5tBoNHj99dexc+dOnD17ttJtZWdnw9vbu9J5b7/9NhYvXlzpHck1a9Zg5MiReP/999GlSxeEhYVh1apV8vzySamEhATExMSgdevWUCgUOHnyJLZv3w4/Pz9069at2mNVq9U4fPgw8vLy4Ovri969e5vN9/b2RnZ2drXbsCaWwUTX1KZeQ0S2x3pNxXpNeHg4du7ciYKCAjz88MMICgrCzTffjJMnTwIAFAoFYmJi5Jbc27ZtQ0xMjNm0hISESluVl6dWq5Gfn4/Dhw9DCIGOHTsiNDRUnu/t7Q2tVouioqJ6vVfWxnoN2RqTUk5Er9cjPj6+zqPUfHbhIobuT8VDR47zcT4iKzE9nmZ6eXh41Gk7p06dwieffGJWEdywYYOczLlw4QLCwsLk5cv/vy7K33kzxZyfn4+srCwUFhZi8ODBchwhISHQaDRVVt78/PyQl5dX6bwePXrgjjvuwLx58yrM8/b2xty5c/Hvv/8iOzsbTz/9NCZOnCg/ShcTE4OsrCykpqbKdx1N0+Pj4+Vp1d2d8/DwwE8//YQNGzYgNDQUAwcONHv8DwDy8vLg5+dX9ZtlRUII5OfnswJHhPrXa4jI+livqbxe07NnT3zzzTc4d+4cjh49CiEEJkyYIM+Pi4tDfHw8jh07BhcXF4SGhqJv377Yv38/ioqKsH379hq7GzC18Jo6dSoCAwMxefJkZGVlyfPz8vKg0Wjg7u5e6/fHVlivIXtgUqoRcVUooATw1cXLGHfoCEqNRkeHRNToKRQVi9HKpoWGhuKZZ54xqwgWFBTg448/BgC0aNECp0+flpc/c+aMTeINCAiAu7s7/vrrL7NYiouL0b9//0rXiY6ONuuQ/Hqvv/46/ve//1X6iJ6Jp6cnnn32Wfj4+ODQoUMAyiqF3bt3x6ZNm5CSkiL3Y2FqDm9Jf1JAWR8MmzdvRlZWFu6++26MHj0axv8v/3Q6HY4fPy53sE5ERERVY70GaNeuHZ555hkcPHhQnhYXF4ekpCRs3LhR7jfK1dUV0dHR+Oyzz5CdnY3BgwdXG6tKpcKsWbOwf/9+HD58GGfOnDG7qXfo0CHWV6hJYlKqEZkYEoy1XSKgkSSsy7qCkQcPo9BgcHRYRI1aUFAQFAoFTpw4IU9r1qwZ8vPzcfnytZEx//Of/+Crr75CfHw8DAYDSktLsXv3brnV0Pjx4/H222/jwoULyMnJwauvvmqTeBUKBaZOnYpnn31WvoN45coVrF69usp1Ro4cWaH1UXlt27bFlClT8M4775hNf+6555CcnAytVgutVosvvvgChYWF6NWrl7xMXFwcFi1ahF69esHFxQVAWVLqt99+Q3Jyco1N4S9duoT169cjPz8fKpUK3t7eZv3X7Nq1Cy1btkTnzp2r3Q4RERE1zXpNYmIiPvroI7mV18WLF/H555+bJbWioqLg6+uLBQsWyC27gbI6y/z589GrV68quzow2bp1K5KTk6HX6+Hh4QFXV1ezOsvWrVsxYsSIWh0/UWPApJSTqW9noKODArC5WyQ8FApsyc7BLftTka1js3kiW3Fzc8OcOXMwbNgw+Pr6YtWqVejUqRMeeughREZGwtfXFzt27ECPHj3w7bff4uWXX0ZQUBBatmyJ2bNno7S0FADw8ssv44YbbkDXrl0RHR2N0aNH2yzmt956C/369cOQIUPg5eWFXr164ffff69y+QceeADbtm3DlStXqlxm9uzZ0Gq1ZtNKS0tx7733IiAgACEhIfjqq6+wYcMGtGnTRl4mLi4OFy9eNButpm3btnBxcUFwcHCNySSj0YgPPvgAoaGh8PHxwdKlS7F27Vr5ru6KFSvwxBNPVLsNIrIddnJO1LA0xXqNn58ffvvtN/Tq1QseHh7o2bMn/Pz88PXXX8vrSJKE2NjYCnWWmJgYXLx40aKW3ZcuXcL48ePh6+uL8PBw+Pj4yH1tFRYWYvPmzXj44Yfr+jYQNViS4AOi1Vq6dCmWLl0Kg8GAo0ePIjc3t8YsuDPYk5uP4QcPIVuvR3cPD+zuGQU3pdLRYREBAEpKSpCeno7w8HC4uro6OhyygKkPiqpG2nNGp0+fxm233Ybk5GS5FRaRM6iqDMzLy4OPj49N6xoNtV5D5MxYr2l4nK1e8+abb6KwsBBvvPGGo0MhqrX61muYlLKQPSqKRqMRWVlZCAwMrPTZ7do6WFCIWw6k4okWzfFym9CaVyCyE1beqLESQkCv10OlUnH4ZKqSI5NS9tyXtes1RM6K9RpqrFivIUvUt17DNtVOxGAwYPfu3Rg+fLhVKm9Rnh44eEMPBKj5MVPDUF0faEpIcFUqLFpWAZi1DCy/rAdbDJINCSFQWFgIb29vVt6oybN2vYaooRHa0qpnSgpIarWFy0qQ1JpKl5U0bAlMtsN6DdkDsxWNXKDm2pddgd6A8YePYF6b1ujp5enAqIgq55m4p8p5w/39sKlbpPx38M6/UVTFCJMxPt5I6BEl/91mzz5k/X/faiJ2gJWiJSIiIqqadvZzVc5TRERC/eDUa8u++hKg01a6rNS2PTT/efrasm/PBQoLAQAu8z+0TrBERA7C21ZNyMvpp/HzlWzEJacgMSfX0eEQERERERERURPGllJORJIkeHl52axp5KvhrZFcUIhtuXm45cAh/NClE4YH+NtkX0R1UTDoxirnKWF+XVwe0KfKZa/Ptp+68YY6x/Tdd99h3bp1+P7776tdbu7cuUhOTsaPP/5Y531RwydJEhQKhdM0cU9ISMDo0aORk5Pj6FCalDfeeANFRUVNvsNaW9driJyd5rV3q54pmddWNK9UU15cdw1pXphb55hYr6HacLZ6zalTpxAeHo7s7Gz4+vo6Opwmw9b1GraUciIqlQpDhgyx2fDJ3ioVfukWiREBfigxGjEqJQ2rL2faZF9EdeGhVFb5Kt+fVE3LXj/SZPl5tWE0GjFr1izMnj273sdmT1qtFmPHjkWbNm0gSVKNFcpTp05BkiR4enrKr5EjR8rzMzIycMcdd6BFixaQJAnJycm1imf58uVQKpXw9PSEl5cX2rdvj0WLFsnzk5KScM8992D48OEYM2aMPJy0NV24cAHDhw+Hh4cHWrdujc8//7za5bds2YKePXvCy8sLkZGR+PXXX+V5586dQ//+/REQEAAfHx9ER0dj/fr1AMoqb+x3oWYpKSm49dZbERgYCEmSakyaDRs2zOz8dHV1hUKhQFZWFgDzc8z0euedd+ocX03nfE3xP/PMM/jiiy9w8eLFOsfQGNi6XkPk7CSNS9Wvcv1J1byspspla6Op1GsAYOfOnejevTvc3d0RHR2N3bt312p+dRISEuR6k5eXF8LCwvDiiy/C+P/dSpw/fx5jx47FqFGjcMstt+DKlSu1Ol5L5OXl4b777oO3tzeaNWuG1157rdrl//nnHwwcOBDe3t5o27YtVqxYIc8rLS1FbGwsgoOD4e3tjYiICHz22WcAWK+xVH3qyrNmzapwXtu7XvP111+jT58+8PHxQfPmzfHQQw+Z1W1sXa9hUsqJGI1GnD59Wi7QbMFNqcS6LhG4LzgQeiEw/tBRfHahaVeaiaqyefNm+Pv7IyoqquaFnczAgQPxzTffoFWrVhavc+7cORQUFKCgoAA//fSTPF2hUOC2226r193SqKgoFBQUID8/HytWrMBLL72ErVu3AgCio6Px/fffY/PmzSguLsbRo0frvJ+qjB8/HiEhIbh8+TLWrFmD5557Dtu2bat02ZMnT+LOO+/Eq6++itzcXLzzzjsYM2YMTp48CQDw8/PD8uXLkZmZidzcXHz00UeYMGEC0tPTIYRAaWkpOLBt9dRqNe655x4sX77couV/+eUX+dwsKCjAI488gptuugmBgYHyMqZzzPR6/vnn6xxfTed8TfF7enpi2LBhWLZsWZ1jaAzsUa8hIss1lXrN1atXMWLECDz55JPIzs7GE088gREjRsg/smuabwkfHx+5XvPrr79i+fLl8ndCixYtsHbtWmzYsAHt27fHrl276nDE1Xvqqadw9epVnDlzBomJifj888/NEk3l5eTkYPjw4ZgwYQKys7Px7bff4qmnnsKOHTsAlN1AWLx4MS5cuIC8vDysW7cOs2fPRmJiIus1FqprXXn//v346aef0Lx58wrz7FmvKSoqwjvvvINLly4hNTUVGRkZePzxx+X5tq7XMCnlRAwGA5KTk2GoZlQxa1ArFPimc0dMbRECAeCV9DPI+f9OoInomo0bN2LIkCHy30IIzJw5EyEhIfD29kbHjh3x888/V7ru8ePHceutt8Lf3x/t2rXD+++/L89bvnw5oqOjMWvWLAQEBKB169b46KOPzNb/7rvv0K1bN/j6+qJ37961qtBoNBpMmzYNgwYNgtIKow02a9YMjz/+OPr0qfqRydro378/unTpgn/++QcA5LtvGzdutEll+cSJE9ixYwfeeusteHh4oG/fvrj//vvx5ZdfVrr8r7/+ip49e2LEiBFQKBQYMWIE+vTpI1f2PDw80LFjRygUCgghoFAoYDAYcOrUKQghUFxcXG3lzZLP30Sn0yEwMBDbt283mx4ZGYlvv/0WAPD8888jLCxMbtW1Zs2aKvfdpk0bswrJjz/+iDZt2sh/FxQU4Mknn0Tr1q0RHByMiRMnIjfX+n0QdurUCQ899BC6du1a63VLSkqwcuVKPPTQQxavI4TAhx9+iIiICPj6+iI2NhaHDx+ucvmaznlL4h86dCg2btxocYyNkb3qNURkmaZSr1m/fj1atmyJRx55BC4uLnjkkUcQEhIit2quaX5tde7cGQMHDqxQr/nrr7+Qnp6OYcOG1Wm7VSkqKsJ3332H119/Hb6+vujYsSOeeuqpKhMGu3btgouLC6ZOnQqlUom+ffvirrvuwhdffAEAUCqViIqKklu1SpIESZJw/Phxi+o1CQkJ8PX1xeLFi9G8eXOEhIRgzpw5Va7TvXv3Cgm0YcOG4a233gIALFy4EB06dICXlxfatWuHJUuWVLnv2NhYs3MxOTnZrFWXTqfDK6+8gnbt2iEgIAB33HEHLly4UOX26qoudWWDwYCHH34YS5YsgUajqXmFcqxdr3nssccQGxsLV1dX+Pv7Y+rUqXLS0sSW9RompZoohSThow5tMa9NKH7tFglfNZvWE10vOTkZERER8t9btmzBqlWr8O+//yIvLw9//PEHOnbsWGE9vV6PESNGoHv37rhw4QLWr1+Pd955B6tWrZKXSUlJgSRJyMjIwOrVq/HCCy/IiYfNmzdjxowZWL58Oa5evYoXX3wRI0eOtEnz7/K6du2KkJAQ3HHHHUhLS7PJPoQQ2L59O1JSUszeuxUrVmD9+vX46quvqlz37bffhq+vb5Wv8u9veQcOHEDz5s3RrFkzeVp0dDQOHDhQ6fJGo7FCRcpoNFZYvlu3bnBxcUG/fv0wYMAADBo0qMbjN6nu8y9PrVbj3nvvxTfffCNP27dvH86fP4/Ro0cDKKvc7d27Fzk5OXjllVfwwAMPID093eJYypsyZQquXr2KAwcOID09HTqdDk8++WSVy5t+YFT1soX169dDoVDgzjvvNJt+5MgRBAcHIzw8HI8//rjZHe+PP/4Yy5Ytw08//YSsrCzcddddGDlyJLTayke6sobIyMhaP+pKRGRLTaVec+DAAURHR5tNK/+9X9P82jp48CC2b99u9t79/vvvePvtt7F69eoqH2FetWpVtd+hb7/9dqXrHTlyBFqt1uwYrFGvGTFiBFxdXREZGYlmzZpV+J6tTn5+Pv7991+cOHECCQkJ+PLLL6tsufXAAw+Y1WsuXryIP//8ExMmTAAAhIWFYevWrcjLy8MXX3yB5557Djt37rQ4lvJeeukl7Ny5Ezt27EBGRgY6duyIe++9t8rlR4wYUe1ncubMmTrFUZlFixahW7duiImJqXS+I+s127ZtQ7du3cym2bJew6RUEyZJEl5p0xrRXp7ytIMFhTCyeSYRACA7Oxve3t7y32q1GiUlJUhNTYVOp0Pr1q0rrbz99ddfyMjIwOuvvw5XV1d069YNTz75pNmjPh4eHpg7dy40Gg369euH+++/X/7yXrp0KZ577jn07NkTCoUCd911FyIiIrB582abHGdgYKB8Ny8tLQ0dOnTAzTffjLy8PKvt4+DBg/D19YWrqytiYmLw7LPP4o477gBQdoft0UcfxeXLl3HnnXfi33//rXQbL7zwAnJycqp83XfffZWuV1BQUCFB4uvri/z8/EqXv/nmm7F37178+OOP0Ov1+PHHH7Fz584K78eBAwfkRx2HDRtWq1Zp1X3+15s4cSLWrFmDkpISAMA333yDsWPHws3NDQBw//33Izg4GEqlEvfeey8iIiLq9KhAZmYmfvjhByxduhS+vr7w8PDAq6++itWrV1fZ0uXAgQPVfia28MUXX+CBBx4wu6s4ePBgHDx4EBcvXsTWrVtx9OhRTJo0SZ6/dOlSvPrqq+jQoQNUKhWefvppFBcX46+//rJJjADg7e0NrVaLoqIim+2DiKg2mkq9pqbv/drWCyqTm5sLX19fuLm5oVu3bhg+fDgee+wxAGWtykaOHImioiLcd999+OWXXyrdxn333Vftd+gLL7xQ5fF5eHiYJbuqi79fv34oLCzEkiVLoNPpsHPnTqxfv75Cvebnn39GYWEhEhISMGbMGLmeYQmj0Yj58+fD3d0dERERePLJJ80ST+Xdf//92LZtG86fPw8A+PbbbzFo0CCEhoYCAMaMGYPQ0FBIkoS4uDjceuutSEhIsDgWEyEEPvroIyxcuBDNmzeHRqPB66+/jp07d+Ls2bOVrvPzzz9X+5m0bt261nFU5uTJk1iyZAnefbfywRAcWa/55Zdf8MUXX8gt10xsWa9hUsqJSJKEoKAgh3UktyMnD33/PYAHDh+Fjv0/EMHPz8/sCzsuLg7z5s3D7NmzERgYiDFjxlTaIuXcuXNo0aKF2Y/mtm3b4ty5c/LfLVq0gLpcJ6dhYWHyl/OpU6cwa9YsszszycnJ8vzyEhMTzTpBrAtPT0/06dMHarUavr6+WLBgAXQ6nVX7QIiKikJOTg7y8/Mxe/ZsbN26FXp92WPDsbGxKCkpwaZNm/Dzzz+jZ8+eVtsvUHZ81z+ClpubCy8vr0qX79SpE1avXo158+YhODgYy5Ytw7333ouAgIAKy2o0GowYMQLx8fFYuXIlJEmCSqWqsRyv7vMv/3kmJiaiT58+CAkJwcaNG6HX6/Htt99i4sSJ8rqLFi1Cly5d4OPjA19fX6SkpMgdgNfGqVOnYDQaER4eLp93vXv3hkKhcJoOu9PT0xEfH1/h0b22bduiffv2UCgUCA8Px4cffoiff/5ZrjidOnUKEyZMMLumsrOzce7cOaxcuVJ+v7t06WK1WPPy8qDRaODu7m61bTY0jq7XEJG5plSvqe57v7b1gsr4+PggJycHBQUF+Oyzz7Bjxw4UFxcDANq3b4/S0lL89ttv+Pnnn63++J6npyeKiorkelRN8QcEBOCnn37CqlWrEBISghdeeAEPPvhgpfUapVKJmJgYXLp0Ce+++67F9RpXV1cEBwfLf5f//Lt06SJ/nitXrkTz5s0xZMgQrFy5EkBZa/ny9ZqVK1eiZ8+e8Pf3h6+vLzZv3lynek1WVhYKCwsxePBg+bwLCQmBRqOpMillL48++ihef/11+Pv7VzrfUfWarVu3YsKECVi3bl2F7jRsWa9hUsqJqFQq9O/f32Gj1GRotdAJgVWXs3BXahqK2QcENXHR0dEVHmN7/PHHsWfPHpw5cwYuLi54+umnK6zXqlUrXLhwATqdTp526tQps845r59/5swZtGzZEgAQGhqK9957z+zOTGFhYaV3zAYNGmTWCaI1mPoSsAWNRoN58+ahuLi4yn6UqvLmm2+aVVSvf5kqN9fr1q0bLly4gMuXL8vTkpOTq+27atSoUUhKSsLVq1fx008/4dixY1U2rwbK+iw4duyYPBpPTe9fdZ9/+c/T9Eigqan7r7/+Cnd3dwwePBgAsGPHDsydOxcrVqxAdnY2cnJy0LVr1yr7cTBVZE0yMjLk/4eGhkKhUODChQtm515JSYkc2/XKVzQre1nbsmXL0KdPnxr7olIoyqo3pvchNDQUa9asMTuuoqIijB8/Hvfff7/8fqemplot1kOHDlV4PKSpcXS9hojMNZV6Tbdu3So8ZlT+e7+m+bWhVCrxyCOPIDIyEnPnzq3VuuWTB5W93nzzzUrX69SpE9RqNfbv329x/AMGDMCuXbtw5coVJCYm4uLFi1at15SUlJjVs8p//qmpqfLnef/99wO4Vq9JSUnB0aNHMWbMGHm9SZMm4Z133sHly5flTtrrUq8JCAiAu7s7/vrrL7Nzr7i4GP379690e9eP9nv9y1qP7/3555+YNm0aAgMDERgYiLNnz2LixImYPn16pcvbo16zdetWjB07FqtWrcLQoUMrzLdlvYZJKSdiMBiQlpbmsA5B7w4OxIauEXBVKPDzlWwMO3AIeXp2gE5N18iRIxEfHy//vXfvXuzatQtarRZubm4Vmk6b9OnTB82aNcMrr7yC0tJSpKSkYPHixWbNbgsLC/Haa69Bq9Xir7/+wsqVK+Uv6ieeeALvvvsu/vnnHwghUFRUhD/++MPsjmRNSktLUVJSAiEEdDodSkpKqixb/vrrLxw+fBgGgwEFBQWYOXMmJElCv3795GVKSkrkx8e0Wi1KSkrkEbVOnToFSZJw6tQpi2KTJAkvvfQS3nzzzVo1AZ41a5ZZRfX6l+n9u167du0wYMAAzJo1C0VFRfj7779r7Ch737590Ov1yM/Px6uvvoqrV6/Kn9+2bduwe/duaLVaaLVaLF++HPHx8bj55pvlDkElSaq2qXl1n39lHnjgAfz+++9YtGgRJkyYIFcO8/LyoFQqERQUBKPRiC+//BIpKSlVbqdnz5749ttvUVJSgpMnT2Lp0qXyvJCQEIwePRpPPvmkfEfy4sWL1Xb8Wr6iWdmrKkIIlJSUoLS0FID5+VoVg8GA5cuXV/q5bd68Wa6Injt3Ds888wxuu+02eHh4ACi7pl555RUcOXIEQNn7tmHDhmof1ajunLck/q1bt2LEiBFVbr8pcHS9hojMNZV6zZ133olz585h2bJl0Gq1WLZsGTIyMuQ+kmqaD6DG7/HrzZ49G5988kmlrb+qUj55UNlr1qxZla7n7u6OcePGYfbs2cjNzcWxY8ewePFiPPzww1XuKykpCaWlpSguLsbnn3+OhIQETJs2DUBZQmvLli0oLi6GXq/Hpk2bsHLlStx6661yvaZNmzbVjpirUCjw4osvori4GEeOHMHSpUurrdfceeedOH36NGbMmIE777xTvpFVUFAAIQSCg4OhUCiwefNm/P7771Vup2fPnli3bh1yc3Nx+fJlvPPOO2YxTZ06Fc8++6zcMurKlStYvXp1ldu7frTf61/VPb5XXb3hemfPnkVycrL8atGiBRYtWoRXXnkFgP3rNaZHNr/55hvceuutla5v03qNIIvk5uYKACI3N9dm+9BqteLHH38UWq3WZvuwxLbsHOG1fbdA/A5xw75kkVnq2Hio8SkuLhaHDh0SxcXFjg6lWnq9XrRp00YcPHhQCCHEH3/8Ibp37y48PT2Fn5+fGD58uDh9+rQQQog5c+aIUaNGyeseOXJE3HzzzcLX11eEh4eLBQsWCKPRKIQQ4quvvhLdu3cXL774ovD39xetWrUSixcvNtv3999/L3r06CF8fHxEcHCwGDFihLwvS4SFhQkAZq+vvvpKCCHE6dOnhYeHh7y9VatWibZt2wp3d3cRGBgobr/9dvmYTa7fFgARHx8vhBBi27ZtIiwsrMqyy3S85RkMBhERESHmz59v8THVx7lz58Rtt90m3N3dRatWrcRnn31mNj8yMlL873//k/++6aabhJeXl/D29hZjxowRZ8+eledt2rRJREVFCU9PT+Hr6yv69Okj1q5dKx/XgQMHhJeXl8jKyqo0Fks+/8rExsYKAOLIkSPyNIPBIB555BHh7e0tgoKCxH//+18xePBgsWjRIiGEEPHx8cLHx0de/vTp02LgwIHC09NT9O3bV8yfP1+EhYXJ8/Py8sT06dNFmzZthJeXl2jfvr146aWXaoytttLT0ys9p9LT04UQQvzvf/8TkZGRZuts2rRJeHh4iLy8vArbmzFjhmjWrJlwc3MTrVq1ElOnThVXrlyR5xuNRrF06VIRGRkpvLy8RIsWLcQ999xT6bZMqjvna4q/oKBABAcHiwsXLlS67arKQHvUNey5L2ep1xDZGus1zlWvEUKIxMREERUVJVxdXUW3bt3Ezp07zbZX3fzTp09X+z1+/XeryS233CIee+wxi4+pPnJzc8W9994rPD09RVBQkJg3b57Z/Ntuu0288cYb8t+TJ08WPj4+wsPDQ9x8880iJSVFnrd3715xww03yPWebt26iU8++UQIUVbPuHjxovDw8BCHDx+uNBbT+/Hhhx+KkJAQERwcLF5++WVhMBiqPYbJkycLAOK3334zmz579mwREBAgfH19xcSJE8W4cePEM888I4S49v2bnZ0thBDi6tWrYsSIEcLLy0t06dJFfPzxx6J8iqO0tFS89tpron379sLT01OEhYWJKVOmVP/m1lF19Ybt27cLDw+PKtcNCwsT69evl/+2d70mNjZWKBQK4eHhYfYysXW9Rvr/AKkGeXl58PHxQW5urlkHgdak0+mwefNmDB8+3OyZbEf4J78Atx1IRZZOj87ubtgWHYUgjWNjosajpKQE6enpCA8Ph6urq6PDqda3336LH3/8sdq7KrW1fPlyvP/++41mZK558+YhJCQE//nPfxwdisMZjUZ8+umnOH36dJWj5jS2z58qevPNN1FYWIg33nij0vlVlYH2qGvYc1/OVK8hsiXWaxrX99rXX3+NtLS0Ch09N0VGoxG//PILvvnmG3z33XeVLpOQkIDRo0fbbIATcjxb12v4kD9VqpeXJxKjo3DT/lR0dneHH/uDoCZq/PjxGD9+vKPDcGpz5sxxdAhOZfz48TZPKJBzq+qRCyIiR2O9pmblH0uksv6orN1ZOzUstq7XMNPgRBQKBVq3bi13ZOZoER7u2NOzG4I0aqgUHDmHiKgmkiRBo9FwtDEiOF+9hoiIaof1GrIHPr5Xg6VLl2Lp0qUwGAw4evSoXZrUOyshBP57Ih3jgoJwo4/lQ6YSXa8hNXMnIrI2Rz6+x3oNkfWxXkNETVl96zW8dVWDJ554AocOHcLevXttvi+DwYCkpCSnHaVmyfkMvH8uAzftT8Gf2TmODoeIyOmI/x9ViPd7yFmxXkNERJZivYbsgUkpJ2I0GnHmzJkqh450tAdDmuEmPx8UGo0YfuAQfsy84uiQqIHjFxw1NkIIaLVanttUraZyfjh7vYbI2prKtU1NB+s1ZIn6nh9MSpHFPFVK/BwVibsCA6AVAmNT07Di4mVHh0UNkFKpBABotVoHR0JEZH9FRUUAwBHpiBoJ1muIqCmrb72GHZ1TrbgoFFgd2QmPHD2O5RcvY1LaMeTq9XiqVQtHh0YNiEqlgru7OzIzM6FWq9kJLjUaRqMRWq0WJSUlPK+pAtNjEJcvX4avr6/8Q5aIGjbWa6ixYr2GqmOteg2TUk5EoVCgU6dOTn/BqxQSlnVqDx+lEh+cz8CzJ05heIAf2rm5OTo0aiAkSULz5s2Rnp6O06dPOzocIqsRQkCv10OlUnGkGqqSr68vQkJCHB2GzTWUeg1RfbFeQ40V6zVkifrWa5iUciJKpRIRERGODsMiCknCovbh8Fer0MndjQkpqjWNRoMOHTqwqTsRNSlqtbrJtJBqSPUaovpivYaImiJr1GuYlHIier0ef//9N/r06QOVyvk/GkmS8Eqb1mbTLpSWIlitgUrBTDrVTKFQcOhkalQaWjlOZEu8HqipYb2GGhuW42QPbE/tRIQQyMzMbLCjG5wrKUX/fw9i3KEjKOVIO0TUBDX0cpzImng9EBE1bCzHyR6YlCKrSSksQoZWi3VZVzDy4GEUGgyODomIiIiIiIiInBSTUmQ1twX4YVNUJDwUCmzJzsEt+1ORrdM7OiwiIiIiIiIickJMSjkRpVKJ6OjoBt0B6k3+vtjSvQt8VUrsystHbPJBXGKHj0TURDSGcpzIWng9EBE1bCzHyR6YlHIiCoUCYWFhDX7o5H4+3tgWHYVmajUOFBZhUNJBnCkpdXRYREQ211jKcSJr4PVARNSwsRwne+DZ5UT0ej22bt0Kvb7hP/LWzdMDO3pEIczFBRpJAQ8lTzUiavwaUzlOVF+8HoiIGjaW42QPHNfRiQghkJ+f32hGN2jv7oYdPaKgkIAAtdrR4RAR2VxjK8eJ6oPXAxFRw8ZynOyBzVfIplq5uqCFi4v89+cXLmJ7Tq4DIyIiIiIiIiIiZ8CkFNnNr1ey8Z+jJ3DrgUPYfOWqo8MhIiIiIiIiIgdiUsqJKJVK9OvXr9GObhDj643h/n4oMRoxKiUNqy9nOjokIiKrauzlOFFt8HogImrYWI6TPTAp5UQUCgWCg4Mb7egGbkol1neNwPjgQOiFwPhDR/H5hYuODouIyGoaezlOVBu8HoiIGjaW42QPPLuciE6nw6ZNm6DT6Rwdis2oFQp807kjprYIgQDw6NETePfMOUeHRURkFU2hHCeyFK8HIqKGjeU42QOTUk6mKQy3qZQkfNShLV5o3RIA8PzJ00jIZufnRNQ4NIVynMhSvB6IiBo2luNkaypHB0BNkyRJeKttG/iqVLiq0yPG19vRIRERERERERGRHTEpVYOlS5di6dKlMBgMjg6lUZrZupXZ3wV6A1wUEtR8bpmIiMjqWK8hIiIiZyIJIYSjg2gI8vLy4OPjg9zcXHh726ZVjxAC+fn58PLygiRJNtmHMysxGDH84CF4KhVYHdkJbhzlgYgamKZejlP92KOuYc998XogImrYWI5TfVha12BzFCfj5ubm6BAcZn9hIXbn5eOnK9kYfvAQ8vn8MhE1QE25HCe6Hq8HIqKGjeU42RqTUk5Er9dj8+bNTbYzub7eXvitWyS8lEok5ORhyP5UZGk50gMRNRxNvRwnKo/XAxFRw8ZynOyBSSlyKoN9fRAf3RWBahX25RcgJvkgzpeWOjosIiIiIiIiIrIyJqXI6fTy8kRidBRaajQ4VFSMQUkHcaK42NFhEREREREREZEVMSnlJAxCYFtuHrarNdiWmwdDE+9/PsLDHTt6RKG9myuy9XoUGoyODomIiIiIiIiIrIij71nIlqPUrMu8gmeOn8S5Uq08rZWLBh+0b4u7ggKsuq+G5mKpFudKS3GDt5ejQyEiqpEQAnq9HiqViqPUUK01xtH3eD0QETVcLMepPjj6XgOxLvMKxqammSWkAOB8qRZjU9OwLvOKgyJzDiEuGrOEVGJOLv7MznFcQERENSjm48ZEMl4PREQNG8txsjUmpRzIIASeOX4SlTVVM02bdvxkk3+Uz+RwYRFGHDyM4QcO4ccmnqwjIuek1+sRHx/PUWqIwOuBiKihYzlO9sCklAMl5uRVaCFVngBwtlSLxJw8+wXlxNq6ueImP19ohcDY1DR8c/Gyo0MiIiIiIiIiojpiUsqBMrRVJ6Tqslxj56JQYHVkJ0wOCYYBwMS0Y1h87oKjwyIiIiIiIiKiOmBSyoGaazRWXa4pUCkkLOvUHtNaNQcAPH08Ha+dOgv2109EzkKlUjk6BCKnweuBiKhhYzlOtsaklAMN8vVGKxcNqhrHQAIQ6qLBIF/bjsDT0CgkCQvbhWNem1AAwCunzuB/lzIdHBUREaBWq3H77bdDrVY7OhQih+P1QETUsLEcJ3tgUsqBlJKED9q3BYAKiSnT3++3bwslh9+sQJIkvNKmNd5vH47b/H1xT3Cgo0MiIoLRaMTly5dhNBodHQqRw/F6ICJq2FiOkz0wKeVgdwUFYG2XCLR0MX9Er5WLBmu7ROCuoAAHRdYwPNOqBTZFRcJFUXYqG4WAloUmETmIwWDA7t27YTAYHB0KkcPxeiAiathYjpM98AFRJ3BXUABGBfoj/spV/PL33xjWpw/iAvzZQspCiv9/n4QQmH48HWlFxVjXNQIeSqWDIyMiIiIiIiKiqrCllJNQShJifLwxWKdFjI83E1J1cLKkBMsyLuH37Bzcsj8VOTq9o0MiIiIiIiIioiowKeVEJEmCl5cXJCak6qSdmxu2dO8CX5USu/LyEZucgktaraPDIqImhOU40TW8HoiIGjaW42QPkhBCODqIhiAvLw8+Pj7Izc2FtzdHw3NmBwoKccv+VFzS6dDBzRV/dO+K1q4ujg6LiIioWvasa7BeQ0RERLZkaV2DLaWciNFoxOnTpzm6QT118/TAjh5RCHNxwbHiEgxIOoC0wiJHh0VETQDLcaJreD0QETVsLMfJHpiUciIGgwHJyckc3cAK2ru7YUePKES4u+FCqRaHi4odHRIRNQEsx4mu4fVARNSwsRwne+Doe9RotXJ1wfboKCTm5uHOoABHh0NERERERERE5bClFDVqQRo17iqXkDpTUootV3McFxARERERERERAWBSyqlIkoSgoCCObmAjV3Q63Lw/BbcfPITvL2c5OhwiaoRYjhNdw+uBiKhhYzlO9sCklBNRqVTo378/VCo+VWkLXkolenp5QicE7j10BJ9fuOjokIiokWE5TnQNrwciooaN5TjZA5NSTsRgMCAtLY0dydmIRqHA/zp3xH+aN4MA8OjRE1hw5ryjwyKiRoTlONE1vB6IiBo2luNkD0xKORGj0YgjR45wyE0bUkoSPu7YDjNDWwIAnjt5Ci+dPA0hRJ23aRACCdm5+PZSJhKyc2Gox7aIqGFjOU50Da8HIqKGjeU42QPb4VGTI0kS3m7XBr4qFV5MP403z5yDt0qJma1b1Xpb6zKv4JnjJ3GuVCtPa+WiwQft25p1sE5ERERERERE5thSqgZLly5FZGQkevfu7ehQyMpeCGuFjzu0RQc3V0xqFlzr9ddlXsHY1DSzhBQAnC/VYmxqGtZlXrFWqERERFbBeg0RERE5E0nU57mlJiQvLw8+Pj7Izc2Ft7e3TfZhMBhw4MABdOvWDUql0ib7oIpKDEa4Kq/lZ41CQFHDCBMGIdBmz74KCSkTCWUtptJvvAFKjlZB1GSwHKf6sEddw5774vVARNSwsRyn+rC0rsGWUk5EqVSiR48evODtrHxCasXFy7h5fyry9fpq10nMyasyIQUAAsDZUi0Sc/KsFSYRNQAsx4mu4fVARNSwsRwne2BSyokYDAYkJSVxdAMHydHpMe14Orbm5GLo/lRc0emqXDZDW3VCqi7LEVHjwHKc6BpeD0REDRvLcbIHJqWciNFoxJkzZzi6gYP4qlX4vVskAlQq7M0vwOCkgzhfWlrpss01Gou2aelyRNQ4sBwnuobXAxFRw8ZynOyBSSmicm7w9sL2HlFoqdHgUFExBiUdxMnikgrLDfL1RisXDarqLUoCEOqiwSBf2/YJQkRERERERNRQMSlFdJ1ID3fs6BGFdq6uSC8pxcCkA0gpKDRbRilJ+KB9WwCokJgy/f1++7bs5JyIiIiIiIioCkxKORGFQoFOnTpBoeDH4mht3FyR2CMKUR7uyNDq8GPW1QrL3BUUgLVdItDSxfwRvVYuGqztEoG7ggLsFS4ROQmW40TX8HogImrYWI6TPUhCCOHoIBoCew7TTM7jqk6Hry9exrRWLSBV0erJIAQSc/KQodWiuabskT22kCIiotqyZ12D9RoiIiKyJUvrGkx5OhG9Xo9du3ZBr9c7OhT6f/5qNaaHtpQTUsUGAxKyc82WUUoSYv18ML5ZEGL9fJiQImrCWI4TXcPrgYioYWM5TvbApJQTEUIgMzMTbLzmnHRGI+5OPYKb9qfgm4uXHR0OETkhluNE1/B6ICJq2FiOkz0wKUVkIQkSAtVqGABMTDuGxecuODokIiIiIiIiogaLSSkiC6kUEr6MaI+nWzYHADx9PB2vnzrLOwdEREREREREdcCklBNRKpWIjo6GUql0dChUBYUk4f324ZgTFgoAmH3qDGacOMXEFBEBYDlOVB6vByKiho3lONkDk1JORKFQICwsjENuOjlJkjA3vDUWtQsHACw8dwHPnjjl2KCIyCmwHCe6htcDEVHDxnKc7IFnlxPR6/XYunUrRzdoIKaFtsCXndrDR6nEvcGBjg6HiJwAy3Gia3g9EBE1bCzHyR5Ujg6ArhFCID8/n4+CNSAPNm+GUYH+8FerHR0KETkBluNE1/B6ICJq2FiOkz2wpRRRPZVPSO3Ly8fwA4eQo+PdBCIiIiIiIqLqMClFZCV6o8D4w0fxy9VsxO1PwSWt1tEhERERERERETktJqWciFKpRL9+/Ti6QQOlUkhY2yUCwWo1kgsKMSjpIM6UlDo6LCKyI5bjRNfweiAiathYjpM9MCnlRBQKBYKDgzm6QQPW3dMDO3pEobWLC44Vl2Bg0gEcKSpydFhEZCcsx4mu4fVARNSwsRwne+DZ5UR0Oh02bdoEnU7n6FCoHjq4u2FnjyhEuLvhbKkWg5JSkJRf4OiwiMgOWI4TXcPrgYioYWM5TvbApJST4XCbjUMrVxdsj45CT08PZOp0eOfseUeHRER2wnKc6BpeD0REDRvLcbI1JqWIbCRIo8bW6K74b6sWWNapvaPDISIiIiIiInIqTEoR2ZCPSoX32ofD/f87BxRC4F8+ykdERERERETEpJQzUalUiIuLg0qlcnQoZCOvnDqD3v/sxxcXLjo6FCKyAZbjRNcoDQYMDQniqE1ERA0U6zVkD0xKORk3NzdHh0A2IoRAplYHI4BHjp7AgjPsZ4qoMWI5TlTG8OevUK/7DvplH8GYddnR4RARUR2wXkO2xqSUE9Hr9di8eTM7k2ukJEnCxx3bYWZoSwDAcydP4eWTpyGEcHBkRGQtLMeJrhEurjBICojjR6Fb9Db0W36B4AhOREQNBus1ZA9MShHZkSRJeLtdG7wVHgYAeOPMOTx17CSMTEwREVEjI8UMxc7ovkD7joBeD8Mfv0D3/tswHjvi6NCIiIjISTApReQAL4S1wscd2kICsPTCRUxJO+7okIiIiKyuyM0d0qRHobpvMuDlDZGVCd0XS2HYuc3RoREREZETYI9lRA4ytWVz+KhUmJR2DHF+Po4Oh4iIyCYkSYKye08oOnaG4fdNMPy7F4qu3R0dFhERETkBSbBDG4vk5eXBx8cHubm58Pb2tsk+hBDQ6/VQqVSQJMkm+yDnc7qkBGGuro4Og4isgOU41Yc96hr23FdV14MoKoLk7i7/rd/yCxSdu0DRqrVN4iAiorphvYbqw9K6Bh/fczLFxcWODoHsrHxC6pJWi/sOHcEVdgRL1GCxHCe6prLroXxCyng0rayvqSXvQb9hLQSvHyIip8J6Ddkak1JORK/XIz4+nqMbNGH3HzqKby9nISYpBRdKSx0dDhHVEstxomssuR6k5i2giO4FCAHDru3QvvcGDPv/5ci0REROgPUasgcmpYicyIcd2qKlRoPUoiIMTDqIk8Uljg6JiIjIZiQvb6jHT4L64ScgBQYB+XnQr1oO3bKPIbIyHR0eERER2RiTUkROJNLDHTt6RKGdqyvSS0oxMOkAUgoKHR0WERGRTSk6dIJ62gtQ3jwMUKkgjqVB++XHEEajo0MjIiIiG2JSysmoVBwQsalr4+aKxB5R6OrhjgytDjHJKfg7L9/RYRGRhViOE11Tm+tBUquhumkYNNNfhNQhAqphd0BSsKpKRORIrNeQrXH0PQvZc0QcIgC4qtNh+IFD+Cu/AD09PbCvV3eOekFE1Ig1ttH36sNUPTV97xn27oHx+BGoRtwJycv54iUiIiJzHH2vATIajbh8+TKMbKpOAPzVavzRvSsmNgvCuq4RTEgRNQAsx4muqc/1IEmS/L0ndDrof/0JxuR/oF3wBgy7E/lYHxGRHbBeQ/bApJQTMRgM2L17NwwGg6NDISfhqVLi684dEebqKk9LZ+fnRE6L5TjRNda6HiS1GuoH/wOpVWugpBj6H9dAt3QhjOfPWilSIiKqDOs1ZA9MStVg6dKliIyMRO/evR0dChF+yMxCx7//xdLzGY4OhYiIGqCGWq9RtGoN9RP/hWrUWMDFFeLcGegWL4B+4w8QJcWODo+IiIjqiEmpGjzxxBM4dOgQ9u7d6+hQiLAnLx96IfDksZN44/RZsEs4IiKqjYZcr5EUCij7D4ZmxktQRPcChIBh5zaISxcdHRoRERHVEbvSdyKSJMHLy4t9B1GV3mnbBh4KJeadPouX088gW6fHu+3a8JwhchIsx4musdX1IHn7QD1+Eoy9+sJ45hQUYeHyPFFaAsnFtZq1iYjIUqzXkD1w9D0LOfsoNdS0vH/2AqafSAcAPBQSjE87tYeSXxZERA0aR9+rH5GVCe2SBVAOjIMydigkldrRIRERETVZHH2vATIajTh9+jRHN6AaTQttgS87tYcCwLKLlzH+0BHojcwvEzkay3Gia+x9PRj++RsoLoZhy2boFs2H8fhRu+yXiKixYr2G7IFJKSdiMBiQnJzM0Q3IIg82b4bvu3SCWpIQotFAyYZSRA7HcpzoGntfD8pbhkM1fhLg5Q2RdRm6z5dA990KiPw8u+yfiKixYb2G7IF9ShE1YGOCArG3lxuiPNwd/qy3QQgk5uQhQ6tFc40Gg3y9+UghERHZjSRJUEb3gqJTJPS/b4JxdyKMSfugPZwK1e2joezTz9EhEhER0XWYlCJq4Lp7esj/1xqNmHnyFF5s3QrBGo3dYliXeQXPHD+Jc6VaeVorFw0+aN8WdwUF2C0OIiIiyc0N6lFjYezVB/p1qyHOn2VrKSIiIifFx/eciCRJCAoKcniLF2q4ph1Px/vnMjAo6SDOlJTaZZ/rMq9gbGqaWUIKAM6XajE2NQ3rMq/YJQ4iZ8BynOgaR18PilatoX7yWajG3gdlzBB5ujHrMkRJsUNiIiJqSBxdjlPTwNH3LNQYR6mhxudYUTFu2p+KM6WlCHXRYEv3Lujk7m6z/RmEQJs9+yokpEwklLWYSr/xBj7KR0RUA46+Z3vCYIDuw3chigqhGnkXFFHR/LFFRERkAw4bfe/w4cNYu3Yt/vrrL2tvutEzGAxIS0tjR3JUZx3c3bCjRxQ6ubnhbKkWg5JSkJRfYLP9JebkVZmQAgAB4GypFok5fGyCmgaW40TXOOX1kJsD6HRAXi70K7+C7stPIK5kOjoqIiKn5JTlODU6dUpKrV69GkOGDKmQeHruuefQtWtXjBs3Dv3798edd97JE7gWjEYjjhw5wiE3qV5CXV2Q2CMKPT09kKnTIS45BTtzbZMUytBWnZCqy3JEDR3LcaJrnPF6kPwDoJ7+ApQ33QYolRBHD0O78G3o//wNQq9zdHhERE7FGctxanzqlJT63//+h+TkZPTo0UOetmvXLrz33nvw8vLCvffeizZt2mDjxo1YuXKl1YIlIssEadTYGt0Vg3y8kWswYGxqGoptkCBubmFn6pYuR0REjYMwGiFOHkfzzIsQJ49DONEPGkmthurm4VBPfxFS+06AXgfD75uge38+RF6uo8MjIiJqUuo0+l5KSgq6desGTbkfmt988w0kScL333+PW265BVevXkV4eDi++OILTJw40WoBE5FlfFQq/NotEg8cPoanWzWHm1Jp9X0M8vVGKxcNzpdqUVnndKY+pQb5Np3+SoiImjpDyn7oN/4A5OagOwBxLBVaH1+o7hgDZdfujg5PpggKhvrhx2Hc/y/0P60DPL0AL35fERER2VOdWkpdvnwZLVu2NJsWHx+P4OBg3HLLLQAAf39/DB48GMePH69/lE2EQqFA69atoVBwUESyDnelEj90jUCMr4887YrOeo8nKCUJH7RvC6AsAVWe6e/327dlJ+fUZLAcp6bOkLIf+m+WlfXdVF5uDvTfLIMhZb9D4qqKJElQRveCZsZLUI97QO70XJQUw/D3bqdq4UVEZG+s15A91OnscnNzQ17etT5qMjIycPToUcTExJgt5+vri+zs7PpF2IQolUr06NEDShu0aCECgIMFhej417947+x5q23zrqAArO0SgZYu5o/otXLRYG2XCNwVFGC1fRE5O5bj1JQJo7GshVQ19Bt/cMpEj+TmDsnPX/7b8Ptm6H/4FrqPFsF4/qwDIyMichzWa8ge6pSUatu2LRITE5GTkwMAWLlyJSRJkltJmVy8eBHBwcH1DrKpMBgMSEpKYufwZDM/XbmKq3o9Zpw4hdnppyFEZQ/d1d5dQQE4deMNiO/eFas6d0R8965Iv/EGJqSoyWE5Tk2ZSD9RsYXU9XJzypZzclJgEODiAnH2NHSLF0D/0zqI0hJHh0VEZFes15A9WJSUUiqVeOihh+S/J0+ejLy8PPTq1QtjxozByy+/DE9PT4waNUpeRqfTYd++fejYsaP1o26kjEYjzpw5w9ENyGZmhYXirfAwAMDrp8/h6ePpMFopMaWUJMT6+WB8syDE+vnwkT1qkliOU1Mm8i0b6dXS5RxJ2X8wNDNehqJbT0AIGHYkQLvgDRgOJFnthg4RkbNjvYbswaKklBDC7Av4kUcewZgxY5Ceno7169dDrVbj008/RUDAtVYRP//8M3JzczFkyBDrR01EdfZCWCt81KEtJABLzmdgUtox6I2sYBMRUf1IFnYSbulyjiZ5+0B9/2SoH3oMCAgE8nKhX/kVDNu3Ojo0IiKiRqNOo++p1WqsWbMGp06dQmZmJiIiIuDl5WW2THh4ONavX48bb7zRKoESkfU81rI5fFQqTDx8FP+7lIl8vQHfRXaCq5KdGBIRUd1I4e0AH9/qH+Hz8S1brgFRdOwMzfQXYIj/A4a/dkLZs7ejQyIiImo06pSUMmnTpg3atGlT6bzo6GhER0fXZ/NNjkKhQKdOnTi6AdnFfc2C4KVU4u7UNOTo9RBgaymi+mI5Tk2ZpFBAdceYstH3qqC6YwykBnh9SGoNVLcMhzJ2KCSNizxdv+lHKCIioWjH7iqIqPFhvYbsoV5JKbIupVKJiIgIR4dBTcjIQH8kREch0sMNbhxVg6jeWI5TU6fs2h144KGyUfjKt5jy8YXqjjFl8xuw8gkpQ9ohGLZvhWH7Vih63ADV7aMbzKOJRESWYL2G7MHipNSOHTswZcqUWu9AkiQsW1b1HTO6Rq/X4++//0afPn2gUjFfSPZxo4/5o7cfnruAsUEBaOHiUsUaRFQVluNEZYkpRWQU9MeP4nhyEtpH94CqfccG2UKqOoqwNlD0Gwjjnp0wJu2DNi0VqtvugKJPv0Z3rETUNLFeQ/Zg8Zl14sQJHD9+vNY7YFLKckIIZGZmclQXcpgl5zLwzPF0vH/uAv7o3hVt3VwdHRJRg8JynKiMpFAA4e1w9PARtA9v1yiTNJKbO9Sj74GxV1/o162GuHAO+vWrIe3bA9Wd90DRMtTRIRIR1QvrNWQPFielunfvjlGjRtkyFiJysNsD/LDonCtOlpRgYNIB/N6tC7p6ejg6LCIiIqelCA2D+slnYdizA4bffoY4exq6/30JzYyXIfHReCIiompZnJSKjo7GnDlzbBkLETlYuJsrdvSIwi0HUpFSWISY5BT80i0Sfby9al6ZiIioiZKUSqgGxEAZFQ39T+ug6HGDnJAytTCQJMmRIRIRETmlxteWugFTKpWIjo6GknfVyIGau2iwLbor+np54qpej6H7UxCfnePosIgaBJbjRNc0xetB8vaB+v4HoYyMkqcZ/94F/VefQlzJcmBkRES11xTLcbI/JqWciEKhQFhYGIfcJIfzV6vxR/euGOrrgwKDEbcfPIwLpaWODovI6bEcJ7qG1wMg9Drot/wC45FD0C58C/qtv0HodY4Oi4jIIizHyR54djkRvV6PrVu3Qq/XOzoUIniqlPg5KhKjA/3xTts2HI2PyAIsx4mu4fUASCo11P95ClK7joBeB8Nvm6B7/x0YTxxzdGhERDViOU72YFGfUq1bt0ZgYKCtY2nyhBDIz8/n6AbkNFyVCvzQJQKKcv1gFBsMcGMTXqJKsRwnuobXQxlFUDOoH3kCxuR/oP95PUTmJeg+WwxFz95Q3T4akif7bSQi58RynOzBoqTUqVOnbBwGETmr8gmpqzodYpJTMD44EC+2bsVOW4mIiCwgSRKUPW6AIiIS+t9+hnHPThiT9kEMiGFSioiImjSLHt/T6XTo0KEDXF1dsXv37hqX3717N1xdXdG5c2cYDIZ6B0lEzmFd5hWkFBbhpfQzeP7kKd41ISIiqgXJzR3q0fdA/cR/obx9NBStWsvzRGGBAyMjIiJyDIuSUt999x1OnDiBGTNmoF+/fjUu369fP8ycORNHjx7FmjVr6h1kU6FUKtGvXz+ObkBO6+EWIVjYrg0AYMHZC3j06AkYmJgikrEcJ7qG10PVFKFhUA2Kk/82Xr4E7VtzoP9pHURpiQMjIyK6huU42YNFSam1a9dCo9Hgueees3jDzz77LNRqNVavXl3n4JoahUKB4OBgjm5ATm16aEss69QeCgBfZFzC+ENHoDUaHR0WkVNgOU50Da8HyxlT9wM6HQw7EqBd8AYMB5PZGpmIHI7lONmDRWfXP//8gz59+sDHx8fiDXt7e6Nv377Yt29fnYNranQ6HTZt2gSdjkMFk3Ob0rwZVkd2glqSsCbzCkalHEYRH9UlYjlOVA6vB8up4m6BespUwD8AyMuF/n9fQr/8U4irVxwdGhE1YSzHyR4sSkplZWUhNDS01htv1aoVMjMza71eU8bhNqmhGBsciJ+iOsNdocChwmJk89wlAsBynKg8Xg+WU3SKhOa/L0I59FZAqYQx7RC0770J/fatjg6NiJowluNkaxaNvufq6ori4uJab7y4uBiurq61Xo+IGoZb/f2wpXsXBKnVaOni4uhwiIiIGjRJrYHqltuhiL4B+h+/hzhxDOAj8kRE1IhZlJQKDQ1FUlJSrTeelJSEVq1a1Xo9Imo4+vt4m/39c9ZVdPP0QGtXJqmIiIjqQhHcDOpHnoQx9QAUnbvK040XL0Dy9ILk6eXA6IiIiKzHosf3YmNjcebMGfz2228Wb/iXX37B6dOnMWTIkDoH19SoVCrExcVBpbIoV0jkdP64moO7UtMwMOkAjhbVvnUlUUPHcpzoGl4P9SNJEpRdu0P6/1GvhF4P/cqvyjpC/2sXBFtQEZGNsRwne7AoKfX4449DoVBgypQpOHr0aI3LHzlyBA899BCUSiUee+yxegfZlLi5uTk6BKI66+TuhraurjhbqsWgpINIzi9wdEhEdsdynOgaXg9WVJAPqFRAcRH0676D7uP3Ybxw3tFREVEjx3KcbM2ipFTnzp3xwgsvICMjAz179sRLL72ElJQUs6FqhRBISUnBrFmz0KtXL1y8eBEvvvgiOnfubLPgGxu9Xo/NmzezMzlqsEJdXZDYIwo9PT1wWadDbHIKdubmOTosIrthOU50Da8H65J8/aB+cgaUI+4ENC4QZ05Bt/hd6H9eD1Fa4ujwiKgRYjlO9mBxO7zXXnsNer0e77zzDt5++228/fbbcHFxgZ+fHwAgOzsbpaWl8vIzZ87Eq6++av2IicipBWnU2BrdFSMPHkZibh5u3p+K9V0jcKu/n6NDIyIiatAkpRKqQXFQdusB/U/rYDyYDENiPAz7/4Xmif9C8uV3LRERNSwWtZQyeeutt7Bnzx6MHTsWXl5eKCkpQUZGBjIyMlBSUgIvLy/cfffd2L17N9566y1bxUxETs5HpcKv3SIxzN8PxUYjRh48jCQ+ykdERGQVko8v1BOmQPXgVMA/AFJwM8DH19FhERER1Vqteyzr3bs3Vq9eDSEETp48iStXrgAAAgIC0LZtW0iSZPUgiajhcVcq8WPXCEw8fAxuSgW6e3o4OiQiIqJGRRkRCUW7F4HiYrkOLoqLYNi7B8r+gyGxc2IiInJykijfMRRVKS8vDz4+PsjNzYW3t7dN9iGEgF6vh0qlYnKPGg2DEBACUCkk+W8lz29qpFiOU33Yo65hz33xenAM3Y/fw7h7B6TgZlDdeQ8UbTs4OiQiaqBYjlN9WFrXsOjxvaioKDzxxBP49ttvce7cOasFSRUVFxc7OgQiq1JKkpyQ0hsFxqUewez002A+nBorluNE1/B6sD9FWDjg4Qlx+RJ0ny6G7vv/QRTkOzosImqgWI6TrVmUlEpNTcUnn3yCCRMmICwsDOHh4Zg4cSI+//xzpKWl2TrGJkOv1yM+Pp6jG1Cj9Xt2Nn7IuoLXT5/D08fTYWRiihoZluNE1/B6cAxlj97QzHgZir4DAEmC8Z+/oV3wBgx/7YIwGh0dHhE1ICzHyR4setB827ZtSExMRGJiInbv3o3Tp0/j9OnTWLlyJYCy/qQGDhyIQYMGYdCgQejZsycUilr1oU5ETcDwAH981KEtnjh2EkvOZyBXr8eXnTrILamIiIio/iR3d6jvGgdjrz7Qr/8eIuM89Ou+g7IgH6qhtzo6PCIiIplFSSlTsgkoe650//79SExMxI4dO7Bjxw5kZGTgxx9/xIYNGwAAHh4euPHGG+X1YmNjbXYARNSwPNayObxVSkw6fAzfXMpEnt6A7yI7wVXJRDYREZE1KcLCoX5qBgy7tsOwcxuUffs7OiQiIiIztR6SQ5IkREdHIzo6Gk899RQA4OTJk0hMTMT27duxc+dOHD16FH/++Sf+/PNPSJLE5n61oOIoKdQE3N8sGN5KFe5OTcOGK1dx+8FD+LFrBLx4/lMjwHKc6BpeD44nKZVQDYorG41PqQTw/50Xr/8eio4RUHTpxg6MiahKLMfJ1qw6+p6pFdW6deuwdOlSZGdnQ5IkGAwGa+3CYew5Ig5RU5GQnYuRKYegF8D26K7o7e3l6JCIiBymsY2+R87LcDgV+uWfAgAUnbtAdcdYSP4BDo6KiIgaE0vrGvVKe5aWluKvv/6SH+PbvXs38vLyIISAUqlEz549MWDAgPrsokkxGo3IyspCYGAg++SiJiHWzwdbu3fFFZ2eCSlqFFiOE13D68F5Kdp1gDLuFhi2/wnj4VRojx+FcuhtUA6Kg8RWEUT0/1iOkz3U6lsnOzsbO3fulPuT+vfff6HVaiGEgLe3N2688UYMGDAAAwYMQN++feHh4WGruBslg8GA3bt3Y/jw4bzoqcm4Phl1sKAQnkolwt1cHRQRUd2xHCe6hteD85I0GqhuGwFFjxug//F7iJPHYfj1Jxj/3QvVnfdA0ba9o0MkIifAcpzswaKk1NSpU7Fjxw6kpaXB+P9DyYaFhWHMmDFyEioqKorPoxNRvRwvKsbN+1OhkIAt3buii4e7o0MiIiJqtBTNQqB+9CkYk/ZC//OPEJcvQrd2FTTPviT3P0VERGRLFiWlPvvsM0iShO7du2PatGm46aab0KJFC1vHRkRNjIdSiSCNGimFRRicdBC/dovkY31EREQ2JEkSlD37QBHRBfpff4ayS9S1DtH//2a0xBYSRERkIxZ9w3h7e0MIgeTkZDz66KO4++67MXPmTPz000+4cuWKrWNsMiRJgpeXF1ucUZPV3EWDbdFd0cfLE1f1egzZn4L47BxHh0VkMZbjRNfwemhYJHcPqO8aB0WnSHmacc8O6D5+H8aM8w6MjIgcheU42YNFo+8JIXDw4EG5L6nExERcuHBBPjk7duyIgQMHyq927drZPHB74yg1RPaTr9djdEoatubkwkWSsKZLBEYG+js6LCIim+Loe+RMhF4P7fx5QF4uoFBAOTAWypuGQXJxcXRoRETUAFha17AoKVWZ9PR07NixA9u3b8fOnTuRlpZWtkFJQrNmzTBgwAA5SdWrV6+6HYUTsUflzWg04uzZswgNDWVHctTklRiMuPfQEWy4chVKAJu6ReJWfz9Hh0VULZbjVB+NLSnF66HhEznZ0P+0DsaU/WUTfPygGjUGikj2JUvUFLAcp/qwtK5R5zFfw8PDER4ejgceeAAAkJWVhR07dsgtqTZs2IB169ZBkiTo9fq67qZJMRgMSE5ORosWLXjRU5PnqlRgbZcITDlyDEeKitGffUtRA8BynOgaXg8Nn+TrB/UDD8GQlgr9j2uA7KvQr/gCis5doRo1FpIfWzETNWYsx8ke6pyUup6Xlxf8/Pzg5+cHf39/uLq6oqCgwFqbJ6ImSKWQsDyiAwoNBnipyoorU+NO3qElIiKyD2VEFyj+2wGGrb/DsP1PGI8cgiguhsQGzEREVE91TkpdvXoVO3fulPuZ+vfff6HT6QBc+9HYvn17DBo0yDqRElGTpJAkOSEFAG+dOYccvQHz24YxMUVERGQnkkYD1W0joOhxA8SpE1C0aCnPE9lX2WqKiIjqxOKk1KlTp8wezzty5AiEEHICSqFQoHv37hg0aJD8atasmc0Cr4uPP/4Yn3/+OQ4ePIiXXnoJc+fOdXRIZiRJQlBQEH9oE1XhQEEhXko/AwDI0evxccd2UPJ6ISfCcpzoGl4PjZOiWQjQLET+23jxAnQfvgtFjxugGj4KkoenA6MjImtiOU72YFFSKjQ0FBcuXABwrRWUi4sLevfuLSeg+vfv7/SjtzRv3hxz587FqlWrHB1KpVQqFfr37+/oMIicVjdPDyzr1B6PHDmOzzMuIVevxzedO0LDZ9zJSbAcJ7qG10PTYDx2BDAYYNz3F7SHDkI1bBQUN/SFxO9mogaP5TjZg0VJqfPnz8Pb2xv9+/eXk1B9+vSBRqOxdXxWNXr0aADA5s2bHRtIFQwGA44dO4YOHTpAqVQ6OhwipzSleTN4K5W47/BRfJ95BXmGw/ihSwTcec2QE2A5TnQNr4emQTUoDorWbaBfvxoi4wL0P3wL6Z+/oBp9DxTNWzg6PCKqB5bjZA8W3cL4999/kZ2djc2bN+PFF1/EwIEDbZ6QKigowJw5c3DbbbfB398fkiRh+fLllS5bWlqKmTNnokWLFnBzc0Pfvn2xZcsWm8ZnC0ajEUeOHIHRaHR0KERObWxwIH6K6gw3hQK/Xs3BrQcOIbeOo3wahEBCdi6+vZSJhOxcGP6/NaijOFs8VDssx4mu4fXQdCjCwqF+6jkobx8NaDQQp05C9+E70G/5xdGhEVE9sBwne7AoKRUdHW3350izsrLw6quv4vDhw+jevXu1y06ePBkLFy7E/fffjw8++ABKpRLDhw/Hjh077BQtEdnbrf5+2NK9C3yUSuzIzcOvV7NrvY11mVfQZs8+xO1PwX2HjyJufwra7NmHdZlXbBBxw4uHiIjIUpJSCdXgIdA8+xIUXbsDRiPg6urosIiIyMnVefQ9W2vevDkyMjIQEhKCffv2oXfv3pUu9/fff+O7777Du+++ixkzZgAAJk6ciK5du+L555/Hrl277Bk2EdnRAB9vJER3RWJuHsYFB9Vq3XWZVzA2NQ3Xt0M6X6rF2NQ0rO0SgbuCAqwXbAOLh4iIqC4kXz+oH3gIxuNHIIW3l6cbz52B5OHJUfqIiMiM0/ZA6OLigpCQkBqXW7t2LZRKJR599FF5mqurKx566CHs3r0bZ8+etWWYVqVQKNC6dWso2DEkkcWivTzxVKtrfVZkaXU4VlRc7ToGIfDM8ZMVEkAA5GnTjp+026NzzhYP1R3LcaJreD00bYr2nSD9fx80QqeD/tuvoX3vTegT/oAwGBwcHRFZguU42YPTtpSyVFJSEjp27Fhh5L8+ffoAAJKTkxEaGgoA0Ov10Ov1MBgM0Ov1KCkpgVqtrrTTttLSUpSWlsp/5+XlAQB0Oh10Oh2AsotUqVTCYDCYPWdrmq7X6+XRCgFAqVRCoVBUOd1oNKJr164wGo0wGo1QqVRy3OVVNV2tVsNoNMJQ7otekiSoVKoqp1cVu7WOyfRe1RQ7j4nHZI1jytcbMCw1DWdKtfg5siOiPT0qjX1bbh7OlWpRFQHgbKkW/9fefcdHUeZ/AP/MzJb0HiCQECCBhBRCkSYdRREUkCJgAw/l9FCxonfenejvPAs2VPTsBT0L3QJILx4IqAQIvXchAdIgZHdnnt8fMRtCErLZ7O7sbj7v18uXZPbZme+zu/PNN8/OPM/qc/noFVqxtLW7+uRoPCvPnEWf8Ipc56vv06Xb/eWzV75dUZRKedwf+uSP75O39unymFyJdY3/fm58oU+iqBAiJBTIy4W66Fuov26ENGQEpBatfLZPl2/3h/eJfWKfWNewT3rUNT4/KHXy5EnExcVV2V6+7cSJE/Zt//rXv/DMM8/Yf37uuefw8ccfY/z48VWe//zzz1dqW27JkiUICgoCADRv3hwdOnTA1q1bceTIEXublJQUpKamYuPGjcjNzbVvb9++PRITE7FmzRoUFRXZt3fv3h2NGjXCkiVLKn04+vXrh8DAwCqrBQ4aNAglJSVYuXKlfZvBYMDgwYORl5eH9evX27eHhoaif//+OHr0KLKzs+3bY2NjcfXVV2Pv3r3YvXu3fTv7xD75cp8KJAkXGzXFaasV/bJz8PfzBWir2qr0aY3RBARVHsiuzp4zZ1G0do3b++RoPEt++RXnSyuuAvPV9wnwv89eeZ+io6OxaNGiSsWCr/fJH98nb+3ThQsX4C6sa9gn3fsU1wIpkbFouScHOP07xAczcLRRHHYnJiMuKdk3++SP7xP7xD5d0ifWNeyTJ+oaSVz6CfNS5XNKVTeAlJSUhJSUlCov9oEDB5CUlITXXnsNDz30UJ2PWd03igkJCcjLy7NfleXq0c0LFy5g6dKlGDBgAIxGo1eMbta3T944Yss++XefioTA0O278VNBIYJkGbNSW2NAZHiVK6UG5OxCbZa3S/PYlVKOxLM0I5VXSnl5n1RVxcKFC+153B/65I/vk7f2qbCwEDExMSgoKKhyBXh9sa7x38+Nr/VJKS2FddECiE0/l20MCoJy/2MwRMf4bJ/88X1in9gn1jXsk6fqGoeulOrfvz8GDhyIKVOmAADWrFmDJk2aoE2bNo483a0CAwMrFVnlLl68aH/cGWazGWazucp2o9FoPyHLlV/aeLnyN9zR7eX7vfwYlx/vSttlWYYsV73nt6btNcXu6j7VZzv7xD4BjvcpCsCP7dIwYvsuLD6bj2E79+DLtDYYERtjj71fdBTizSYcL7VUO4+TBCDebEKfyAgo1aw86uo+ORpPv+ioauPxxffpSjHWdbs39an8F3Z1vyt8tU81xVjX7exT7X2q6diuwLrGfz83l/P6PhkMMI28FdpV3WCb9w0QFg4lqmwhD5/tE/zwfQL7BLBPrGtq3s4+ua6ucWjGslWrVmHXropv8fv27YsXX3zRoQO4W/kqfZcr39a0adMqjxGRfwtSFCzIaItRsdGwCoFbtu/GV6cqLn9VJAnTk8vmsbh8iKf859eTW1U7AOQO3hYPERGRu8ktWsH44OMwjrkT0h+/38T587At+QHCUvULZyIi8k8ODUqZTCacP3++0jZvueuvffv22LNnj33CznIbNmywP+4rZFlGSkpKtaOQRFQ3JlnGl2kpuDuuMRqZjLjqktvwAGB4bDRmp6eimdlUaXu82YTZ6akYHhvtyXC9Lh5yDvM4UQWeD1QbSVEgBVcsSmJb9C3U5T/C8sq/oe7YpmNkRAQwj5NnOHT7XnJyMpYvX47Vq1ejZcuWAIDi4uJKE3JdSfPmzZ2PsBYjR47Eyy+/jPfeew+PPfYYgLJ5Ez7++GN07drVvvKeL1AUBampqXqHQeQ3FEnCe22ScMKSgGbV3LYyPDYaQ2OisDa/ECctFsSZTOgVEabbFUneFg/VHfM4UQWeD1RXcnomtH27gXNnYfv0fWhpmTAMGQEpMkrv0IgaJOZx8gSHBqUmTpyIhx56CP3797dvmzNnDubMmVPrcyVJqjKJlqPeeust5Ofn21fQ++6773Ds2DEAwAMPPIDw8HB07doVo0aNwl//+lecPn0aycnJ+PTTT3Ho0CF8+OGHTh1XLzabDRs3bkSXLl1qvFeUiOpGkqRKA1ILz5zF0nP5eCWpJWRJgiJJ6BsZrmOElekRjyoEB8JchHmcqALPB98kNA3i4H6IokJIoWGQWiZB8tBVEkrbDMhJraEu/xHqmhXQdmyDZe9uKANugNKzL6Rq5i5xBz1fAyJvwjxOnuDQJ+vBBx9EfHw8FixYgGPHjmHlypVo1KiR20dNX375ZRw+fNj+89y5czF37lwAwO23347w8LI/3D777DP84x//wMyZM3Hu3Dm0a9cO33//PXr37u3W+FxNCIHc3FyvuTWSyN+cslgwavtuXNA0nLHa8FFKaxjkhj34Mjf3DCbvO4BjpRb7tnizCdOTW/GWQScwjxNV4Pnge9ScLbB9OwcoyK/YGB4Bw5ARUDKyPBKDZDLDcMMQyB06wzb/G4iD+6EuXACUlsJw3SC3H98bXgMib8E8Tp7g8HDn8OHDMXz4cABl95becMMN+Oijj9wWGAAcOnTIoXYBAQGYNm0apk2b5tZ4iMi3NTaZ8G6bJIzftRczT+WiSFXxZdsUBCgN89vPublnMHL7rior/h0vtWDk9l2cy4qIqAFRc7bANrOauwwK8su23zHBo4MycpM4GP/8ILRfN0JdvQxKzz5uP6a3vQZERA2BU3+JPf300xg2bJiLQyEicr/bmzTC3IxUmCUJ8/POYvC2HShy8hZjX6YKgcn7DlQZkAJg3/bQvgNQ+c0YEZHfE5pWdnXQFdi+nQOhaR6KqIwkSVCu6grjw3+FFFQ2IboQAtavPoO66WeXxuOtrwERkb9zelBqyJAhro6lwVMUBe3bt4fiofvliRqqITHRWNQuDSGKjBX5BRiwZTvOWq16h+VRa/MLK92ydzkB4GipBWvzC2tsQ1UxjxNV4PngO8TB/ZVvV6tOQX5ZOx1cOp+Ttms7tM2/wDb7v7C++wa030+45Bje/hoQ6YF5nDyhXvesnDp1Cs8//zwGDRqErKwsZGVlYdCgQXjhhRdw6tQpV8WoqxkzZiAtLQ2dO3d2+7FkWUZiYiKX3CTygH6REViRlYEogwEbiorx5vGTeofkUSctNQ9IOdOOyjCPk7djXUPVEUWOfQHhaDt3ktu0hTJoKGA0QRw6AOv0l2BbuADCUlqv/frSa0DkKczj5AlOf7rmzJmDNm3a4O9//zsWL16Mbdu2Ydu2bVi8eDGeeuoppKSkOLQ6n7ebNGkSduzYgU2bNrn9WDabDStWrHB6tUIiqpvOYaFY0yETk5o2wd8TE/QOx6PiTCaXtqMyzOPk7VjXUHWk0DCXtnMnSVFg6HMNTI/+DXJ6O0DToK5eDssr/4a6Y5vz+/Wh14DIU5jHyROcGpT65ZdfMHbsWJw/fx4333wz5s2bh82bNyM7Oxvz58/H8OHDUVxcjFtvvRW//PKLq2P2W0IIFBUVcXUDIg9KDw7CW22SoEhlq/DZNIGDJRd1jsr9ekWEId5sQk1rD0oAEswm9Ipg8V0XzONEFXg++A6pZRIQHnHlRuERZe28hBQZBeOdd8Mw7h4gMgrIPwf1hwUQqurc/nzwNSByN+Zx8gSnBqWef/55qKqKWbNmYfbs2Rg6dCiysrLQrl07DBkyBLNmzcKsWbNgtVrxwgsvuDpmIiK30ITAhN170fnXLdhUWKR3OG6lSBKmJ7cCgCoDU+U/v57cyj5YR0RE/kuSZRiGjLhiG8OQEZXmdvIWSlomTI/8FUrfa2G4eRSkP+a+EapapwEqX34NiIh8mVNZ9aeffsLVV1+Nm2++ucY2N998M3r06IG1a9c6HRwRkSedV1XsulCCMzYb+m/JwapzBXqH5FbDY6MxOz0VzcyVb9GLN5swOz0Vw2OjdYqMiIg8TcnIguGOCVWvFgqPgOGOCVAysnSJyxGSyQzDDUMgJ6fYt6nr1sD6xkvQDh1weD++/BoQEfkqgzNPKigoQPPmzWtt17x5c4/MWeAvFEVB9+7duboBkU5CDQYsy0rHsJxdWJFfgIFbt2NWeipuionSOzS3GR4bjaExUVibX4iTFgviTGW37PEKKecwjxNV4Pnge5SMLMhpmRAH90MUFUIKDYPUMsnnrg4Sqgr1f6uBc2dhfed1yJ27wXDDUEjBwbU+119eAyJXYB4nT5CEEzeItmjRAkFBQdixY8cV26Wnp+P8+fM4dOiQs/F5jcLCQoSHh6OgoABhYZxjhcifXVQ1jNmxGwvOnIUC4NO2rXFb40Z6h0VEfs6TtQbrGvJ34vx52BYtgLbp57INQcEwDBoK+aqukPjFCxGR2zlaazg15H/99ddj9+7d+Nvf/ga1mnu1hRD4+9//jl27dmHgwIHOHKJBslqt+OGHH2C1WvUOhahBC1BkzE5PxR2NY6ECuGPnXrx74ne9wyIfwDxOVIHnA+lJCg6GceStMN73EKQmccCF87DN/i+s774BLfeU3uER+QTmcfIEp27f+8c//oG5c+fixRdfxJdffolbbrkFLVq0AAAcPnwYs2bNwqFDhxAdHY2///3vrozX73G5TSLvYJAlfJLaGuEGA9498TtaBpj1Dol8BPM4UQWeD6Q3uUUrGB+cAvWnVVCXLoI4fBBQNb3DIvIZzOPkbk4NSsXHx2PFihW47bbbkJOTg2nTptkvgy2/GzAzMxNffPEF4uPjXRctEZEHyZKEN5Jb4t6mTZAeHKR3OEREROQESVFg6HMNlHYdoB3cD7lJnP0x7dTvkBs30TE6IqKGzalBKaBs0Gnr1q1YtWoV1q5dixMnTgAAmjZtil69eqFv376uipGISDeSJFUakNpzoQQfnDyF51slcjJwIiIiHyJFRkGJrFi8RDt+FNY3X4aclgnDkBGQIiJ1jI6IqGFyaqLzhsgTE4IKIVBUVITQ0FBOwEjkhS6qGtpu+g2HLpZidGwMPmvbGiauxkOXYB6n+vC3ic55PpC3U3/+H2wLZgGaBphMUAYMgtKjDySuNEYEgHmc6setE503JDNmzEBaWho6d+7skeMFBgZ65DhEVHcBioxprVrAKEn4OjcPw3J24UI1iz1Qw8Y8Tt6MdQ1RBaVbDxgnT4HUohVgsUD9YT6sb0yDduiA3qEReQ3mcXI3DkrVYtKkSdixYwc2bdrk9mPZbDYsXLiQk8kRebGRjWLwXWZbBMoyFp09h+u37kABz1n6A/M4eTvWNUSVyU2awvjnB2EYORYICob4/QSs77wO2/fz9A6NSHfM4+QJHJQiIqqj66MisTQrHeGKgp8KCtEvOwe5Fi6VS0RE5IskWYbSuTtMjz0F+apuZduionWOioioYeCgFBGRE3qEh2FV+wzEGo3YXHwej+4/qHdIREREVA9ScAiMo26F8f5HIXfrad+uHToA7dRJHSMjIvJfTq++R0TU0LUPDcFPHTLxyL6DmJ7cSu9wiIiIyAXkhET7v4XVAuvXM4H8c1D6XAOl//WQTCYdoyMi8i9cfc9BnlqlxmazwWAwcHUDIh922mJBIxasDRLzONWHP66+x/OBfJ0oLoJtzpfQduSUbYiMgmHoKCht0/UNjMgDmMepPty6+t4jjzyC//u//3M6OKpZSUmJ3iEQUT28cewEUjb+hnUFhXqHQjphHieqwPOBfJ0UEgrjuIkw3Hk3EB4JnDsL2yfvwvrZBxD55/QOj8jtmMfJ3ZwalHrrrbewdetWV8fS4NlsNqxcuZKrGxD5KFUIzMk9g3ybigFbtmPJWRarDQ3zOFEFng/kT5T0djA9+jcofa4BZBna9q2wvPIcxNkzeodG5DbM4+QJTg1KxcfHQ9M0V8dCROTTFEnConZpGBgVgQuahhu37cTs03l6h0VEREQuIJnNMAwaCuODUyC1aAU5uY3XrdInNA3a/r1Qs3+Ftn8vBP9mIyIv59RE58OGDcNnn32GoqIihIaGujomIiKfFaQoWJDRFrfv3INZuWcwesduvK+q+FNcY71DIyIiIheQ45rC+OcHAUupfZsoLoK6YgmUawdCCgrWJS41Zwts384BCvIrNoZHwDBkBJSMLF1iIiKqjVNXSj3zzDNo3rw5Bg0ahM2bN7s6pgbNYOCCiES+ziTL+DItBXfHNYYGYMLufXjt6HG9wyIPYR4nqsDzgfyVJMuQAgLtP9sWLoD6v9WwvPwc1F83wtNrSak5W2Cb+WHlASkAKMiHbeaHUHO2eDQe8h/M4+RuTq2+179/f5SUlGDDhg2QJAlxcXFo3rw5AgICqh5AkrB8+XKXBKsnT66IQ0T+QQiBKQcO4eWjJ/BSq0Q83jxe75CIyIv52+p7RA2JdnA/bPO+gTh1EgAgtUqGYdgoyI3j3H5soWmwvDC16oDUpcIjYHpyKiTZqWsSiIjqzNFaw6lBKbkOyUySJKiqWtdDeB1PFG+apiEvLw8xMTF1eo2JyHsJIbA6vxB9I8P1DoU8gHmc6sPfBqV4PlBDI2w2qD+thLpsMWC1ArIMpc81UPpfD8lkcttxtf17YX3vzVrbGSc+ADmptdviIP/DPE714Wit4dQn6+DBgw7/d+DAAac74Q1mzJiBtLQ0dO7c2e3HUlUV69ev94tBPCIqI0lSpQGpApsNzx46Apvm2cv6yTOYx8nbsa4hch/JYICh7wCYHvkb5LYZgKZBXbkU6oolbj2uKCp0aTuicszj5AlO3SCamJjo6ji81qRJkzBp0iT7KB8RkbOEEBiRswvL8wuwufg8vmybggCF3zoRkeewriFyPykqGsbxE6Fu3wp15VIoffrbHxNCQJIk1x4v1LGrHR1tR0TkSfxriIjIQyRJwgPxcTBLEubnncWN23ag2MZvnoiIiPyRkt4OxkmPQAoMAlA2IGX77APY1qyAcOGVJ1LLJCA84sqNwiPK2hEReZl6DUrt2LEDDz/8MHr06IGUlBRMmTLF/ti6devwxhtv4OzZs/UOsqGQJAmhoaEu//aEiLzH0JhoLGqXhhBFxvL8Aly7JQdnrVa9wyIXYR4nqsDzgQiVPv/a7h3QdmyD+sN8WN98Gdrhg645hizDMGTEFdsYhozgJOdUZ8zj5AlOZ6ZXX30V7du3x/Tp07F+/Xrs27cPeXl5ldo8/PDDmDVrVr2DbCgMBgP69+/PZTeJ/Fy/yAgsz8pAlMGADUXF6JOdg5OlFr3DIhdgHieqwPOBqDK5TVsYRowFgoIgTh6H9e3XYJ3zFcSF8/Xet5KRBcMdE6peMRUeAcMdE6BkZNX7GNTwMI+TJzg1KPXDDz/gscceQ0JCAubOnYvTp0/j8kX8rr76asTGxmLBggUuCbQh0DQNhw8fhqZpeodCRG7WJSwUq9tnIM5kRM75Cxi9Y3eVPEq+h3mcqALPB6LKJFmG0qU7TI8+BblTVwCAtnEdLC8/B/XXjfWuA5SMLJienArjxAdgGDsOxokPwPTkVA5IkdOYx8kTnBqUevXVVxEcHIylS5di2LBhiImJqbZd+/btsXv37noF2JCoqors7GyubkDUQGSEBOOnDu3QOTQE77RJ4qXRfoB5nKgCzwei6kkhoTDechuMf34QUqMmwPliqKuWAi44VyRZhpzUGkr7TpCTWvOWPaoX5nHyBKeuw/v111/RrVs3tGrV6ortYmJisHbtWqcCIyJqCFoFBmBDx3aVBqTOqyqCFUXHqIiIiMjd5FbJME6eAvWnlZCbt4T0xy1SwmYDNA2SyaRzhERE7ufU0LnFYkFoaGit7U6fPs37T4mIanHpgNTKc/lo+fOvWHWuQMeIiIiIyBMkgwGGvgMgt0q2b1PXroTlteeh7tquY2RERJ7h1KBUy5YtsWXLliu2sVgs2Lp1K9q0aeNUYA2RJEmIjY3lLTxEDdj0YyeRa7Vi4Nbt+D6Pq5f6GuZxogo8H4jqTqgqtF83AmfPwPbxu7DO/BAi/5zeYVEDxTxOnuDUoNSQIUNw6NAhvPrqqzW2eemll5Cbm4vhw4c7HVxDYzAYcPXVV/PqMqIG7Ku0FAyJjkKpELh5+y58eSpX75CoDpjHiSrwfCCqO0lRYHzgMSi9+wOyDC1nCyyv/Bu2tSshOK8PeRjzOHmCU4NSU6ZMQbNmzfD4449j9OjR+OqrrwAAp06dwrx583DnnXfi6aefRsuWLXH//fe7NGB/pqoqdu3axYnkiBqwAEXG7PQU3N44FjYhcNvOPfjP8ZN6h0UOYh4nqsDzgcg5ktkMw+BhMD74OKTEloClFOr382B982VoJ47rHR41IMzj5AlODUpFRkZi2bJlSE9Px6xZs3DbbbcBABYvXoyRI0fi888/R9u2bbF48WKH5p6iMpqmYffu3Vxyk6iBM8oyPk1tjUlNm0AAuG/vAbxw+JjeYZEDmMeJKvB8IKofOa4ZjPdOhmHEGCAwCOL074CRV6yQ5zCPkyc4ndXatGmD7OxsfPfdd1iyZAkOHToETdMQHx+PAQMGYMSIEVC4ehQRkVNkScKbrVshwmDAc0eOIbv4PDQhIPOefiIiogZDkmUoXa6GnJYJ7dAByLGN7Y9pRw9Dim/O+X6IyKfVa6hdlmUMHToUQ4cOdVU8RET0B0mS8K9WiegQGoyboqM4IEVERNRASSGhUDKy7D9rRw/DOuNVSC2TYLh5NORGja/wbCIi7+XU7XsNyYwZM5CWlobOnTu7/ViyLKN58+aQZb4tRFRhRGwMTH/kBU0IvHP8JCy8jNorMY+Tt2NdQ+QfRO5pwGCAOLAP1tdfgO3H7yGsFr3DIj/DPE6eIAkhhLNPzs7Oxttvv421a9fixIkTAICmTZuiV69euPfee9GxY0eXBaq3wsJChIeHo6CgAGFhYXqHQ0QN1EN7D2D68ZMYFBWJWekpCOJt0kR+w5O1BusaIt8nzp6BbcFsaLu2l22IioZh6CgoqWn6BkZEBMdrDaeHPJ999ll07twZH3zwAXbv3o2ioiIUFRVh9+7d+OCDD9ClSxdMnTrV2d03SKqqYvPmzVzdgIhqNDAqEoGyjIVnz2Hg1h0osNn0DokuwTxOVIHnA5F7SVHRMIyfCMMdE4DwCODsGdg+/g+ss7/UOzTyE8zj5AlODUrNnDkTU6dORWBgIJ544glkZ2cjPz8f+fn52LJlC5588kkEBwfj//7v/zBz5kxXx+y3NE3DkSNHuLoBEdVoYHQklrRLR5iiYG1BIfpn5yDXYtU7LPoD8zhRBZ4PRO4nSRKUjCyYHn0KSq/+gCxDTmiud1jkJ5jHyROcmuj89ddfh9FoxMqVK9GpU6dKj2VmZiIzMxMjRozA1Vdfjddffx133HGHS4IlIiKgZ0QYVrXPwPVbd+C34vPonb0NS9ulIz7ArHdoREREpAPJbIbhxmGQO3eDFNvIvl3bvwcwmiA3b6FfcEREV+DUlVI7d+5Ev379qgxIXapTp07o378/du7c6XRwRERUvQ6hIVjbIQMJZhN2XSjBNVtyYOW3WERERA2a3LgJpD8mpRaWUli/+QLWt1+Ddd7XEBcu6BwdEVFVTg1KhYWFITIystZ24eHhnDyzDmRZRkpKClc3ICKHpAQF4acO7ZAWFIgXWrWAkblDd8zjRBV4PhDpzKZCTmoNCAHt5//B8spzUH/bhHqsc0UNDPM4eYJTq++NHz8eS5Yswf79+xEYGFhtm5KSEiQlJWHAgAH49NNP6x2o3rhKDRF5K6umVRqQsmkCBlnSMSIicgZX3yMid9AO7IVt3jcQp08BAKSk1jAMuwVyo8Y6R0ZE/sytq++98MILMJlMGD58OPbt21fl8f3792PEiBEwmUx48cUXnTlEg2Sz2bBu3TrYuJoWEdXBpQNSh0ouImPTZiw9m69fQA0Y8zhRBZ4PRN5BbtUaxslPQBl4I2AwQuzfC+vrL0Dk5eodGnk55nHyBIcmOv/Tn/5UZVtWVha+++47tG3bFu3bt0diYiIA4PDhw8jOzoamabjxxhvx1FNP4cMPP3Rt1H5KCIHc3FxeUktETnvhyDHsLinB4G078GVaG4yIjdE7pAaFeZyoAs8HIu8hGQww9LsOSlYn2BbMAgxGSDGxeodFXo55nDzBoUGpTz75pMbHVFXFr7/+il9//bXKY9999x0kSeKgFBGRh7zRuhXO2myYlXsGt2zfjQ9SVNwVx8vziYiICJCiomEY/2fAZrVvE4UFsC3+Dobrb4QUHqFfcETUIDk0KLVy5Up3x0FERC5gkmV8mZaCsN378OHvp/Gn3ftQYFPxUEJTvUMjIiIiLyBJEmA02X+2LVwAbfMvsORsgXLdYCjde0FSFB0jJKKGxKFBqT59+rg7DgKgKArat28Phb8EiKgeFEnC+ynJiDAY8MqxE3h4/0Gcs9kwtUVCWSFKbsM8TlSB5wORb1B6XwNxJg/iyCGo382F9utGGIaPhpyQqHdopDPmcfIEp1bfa4i4Sg0R+RohBP595Bj+fvAIsoKDsa5jJoJYVBB5La6+R0R6EZoGbdN62BZ9B5RcACQJctceMAy8EVJgUL32Kw7uhygqhBQaBqllEiTZqbW2iMjHOFprOHSl1JWoqoq8vDyUlpbW2KZ58+b1PUyDYLPZsGbNGvTu3RsGQ73fGiJq4CRJwlOJCUgwm3F9VAQHpDyAeZyoAs8HIt8hyTKUrj0gp7eD7YcF0H7bCO3nn6AGBsIw8Can9qnmbIHt2zlAQX7FxvAIGIaMgJKR5ZrAya2Yx8kTnP5kLV26FP/+97+xfv16WK3WGttJksQlJB0khEBRURFXNyAil7qzSaNKP3+XdxYDIiMQoPCbSldjHieqwPOByPdIIaEwjr4d2lVdYFuxBEq/AfbHhKY5fJWTmrMFtpnVLHZVkF+2/Y4JHJjyAczj5AlODUrNmTMHo0ePhqZpiImJQWJiIkJCQlwdGxERudjHJ0/hT7v34ZqIcMzPaIsQA6+eIiIiosrkpDYwJbWx/yyEgPXDdyA3bwGl/wBIl0yUfjmhaWVXSF2B7ds5kNMyeSsfETk3KDV16lQAwAcffIDx48dDZjIhIvIJiQFmBMsylucXYMDW7fghsy2ijEa9wyIiIiIvJvbshNi3G+q+3VCzf4Fx2C2QU9pW3/bg/sq37FWnIB/i4H5ISa1dHywR+RSnRpP27duHPn364E9/+pPfD0jNmDEDaWlp6Ny5s9uPpSgKunfvztUNiMht+kdGYEX7DEQZDPi5sAh9snNwstSid1h+g3mcvB3rGiJyhtSmLQy3/wkICwfOnoH1o3dg/eJjiMKCKm1FUaFD+3S0HemHeZw8wanV91q2bIkuXbrg66+/dkdMXomr1BCRP8kpPo/rtm7HSYsVSQEBWJaVjhaBAXqHRdSgcfU9IvJ2ovQi1CULof5vNSAEYDZDuf5GKN172W/F0/bvhfW9N2vdl3HiA5B5pRSR33K01nDqMqdRo0ZhzZo1uHjxotMBUlVWqxU//PDDFSeOJyJyhYyQYKztkImWAWbsv3gRPTZvw1nmnnpjHieqwPOByP9I5gAYbhoO4wOPQUpIBEpLoW1aXzZAVd6mZRIQHnHlHYVHlLUjr8Y8Tp7g1KDU1KlTkZCQgJtuugn79+93dUwNGlcqJCJPSQoMxE8dMpEWFIi74xpzbikXYR4nqsDzgcg/yc0SYPzLwzDcPBqGm0dD+uP2LmGzAqUXYRgy4orPNwwZwUnOfQTzOLmbUxOdBwUFYdmyZbj66quRmpqKFi1aoFmzZtXOLyVJEpYvX17vQImIyPWams3Y0DELwUpF/hZCQJIkHaMiIiIibyfJMpRuPSptU1evgLpuDQw3DoNy+5+gfje38qTn4REwDBkBJSPLs8ESkddyalDq+PHjuPbaa7Fnzx4IIbB///4ar5jiHzZERN4txFAxeeUFVcXQnJ2Y3KwpboyJ0jEqIiIi8iVC06DlZAPFRbB9NRNSUhsYJ9wHFBdDFBVCCg2D1DKJV0gRUSVOTXQ+evRozJo1C9deey0eeOABtGrVCiEhITW2T0xMrFeQ3sATE4IKIVBUVITQ0FAO5hGRLp47fBR/P3gEBknCZ6mtMbZxrN4h+RTmcaoPf5vonOcDUcMjbFaoa1ZAXb4EsFkBRYHS91oo/QZAMpr0Do/qiHmc6sPRWsOpQano6GjExMRgx44dDWZ5SE8VbzabDQaDgSc9EenCqmn40+59+PxULiQAb7duhXubxekdls9gHqf68MdBKZ4PRA2TOJMH24LZ0HbvKNsQHQPjmDshN2+ha1xUN8zjVB9uXX1P0zR07NixwQxIeYrNZsPChQs5mRwR6cYoy/g0tTUmNW0CAeC+vQfwwuFjeoflM5jHiSrwfCBquKToGBju+jMMt/8JCAsHCvIhBQfrHRbVEfM4eYJTc0p169aNq+4REfkpWZLwZutWiDAY8NyRY/jrwcPIt9nwfKtEfktGREREDpEkCUpme8itUyCOHIIUXTElgLZvD6RWyZxfioicu1Lqueeew7Zt2/D++++7Oh4iIvICkiThX60SMa1VCwDABydP4YTFom9QRERE5HOkgEDIbdraf9YOH4T1/bdgfetlaEcP6xgZEXkDp66UysnJwV133YV7770XX3zxBQYMGIBmzZpBrmGk+84776xXkEREpI/HmjdDlNGAdsFBaGY26x0OERER+ThRWAAEBkIcPwbrjFchd+sBw/U3QgoM0js0ItKBUxOdy7IMSZJQ/tSabucQQkCSJKiqWr8ovQAnBCUiKvNLYRHSgoMQxHkFq2Aep/rgROdE1FCIokLYfpgPbfMvZRtCQmG4aTjkrI7MF16EeZzqw9Faw6krpf75z3/yQ+kmJSUlCA0N1TsMIqJqbSgswjXZOegYGoLvMtsi3ODUrxG/xjxOVIHnAxFVRwoNg3HMndCu6gbb/G8gck/D9uWnkHdsg/HW8XqHR5dgHid3c+qvialTp7o4DALKVjdYuXIlBg0aBKPRqHc4RERVWDUBRZKwtqAQ/bNzsLhdOmJNzFflmMeJKvB8IKLayMltYHzoCahrVkBdvgRy61S9Q6JLMI+TJ3C5AyIicljPiDCsbJ+BWKMRvxWfR+/sbTh2sVTvsIiIiMhHSQYjDP2vh+mxpyB36mLfru3eAW3PTh0jIyJP4KAUERHVScfQEKztkIEEswm7LpSg5+Zt2HuhRO+wiIiIyIdJkVGQ/lg4S5RehHX2l7B++A6s//2kbHJ0IvJLTt2+179/f4fbSpKE5cuXO3OYBsnA+VmIyAekBAXhpw7tcO2WHOwtuYhem7dhXcd2aBUYoHdoumMeJ6rA84GInCNByWwPdd0aaFt+g2XXDhgG3gi5W0/7wBV5BvM4uZvTq+/VuuM/Vufj6ntERP7rlMWC67fsQPMAE+akp8JYw+8HVQiszS/ESYsFcSYTekWEQannghnu2CeRnvxt9T0iovrSjh+Fbd43EEcPAwCkZgkwDB8NOb55jc8RmgZxcD9EUSGk0DBILZNcPpDliWMQ+Tq3rr538ODBardrmoajR49iyZIlmD59Ov7yl7/gL3/5izOHaJA0TUNeXh5iYmIcGvgjItJbY5MJq9pnwCxLNQ5Izc09g8n7DuBYqcW+Ld5swvTkVhgeG+3Ucd2xT1dgHieqwPOBiOpLbpYA418ehrZxHWyLvoM4fhTWt16B8dGnIMc2qtJezdkC27dzgIL8io3hETAMGQElI8slMXniGN6CeZw8walPVmJiYrX/tWzZEr1798a//vUvLFiwAK+++ip+++03V8fst1RVxfr16/3iyjIiajgijAYEKgoAQAiBB/cewNzcMwDKBo9Gbt9VafAIAI6XWjBy+y57u7pwxz5dhXmcqALPByJyBUmWoXTrWTYReoerIGd1rHlAauaHlQeLAKAgH7aZH0LN2VLvWDxxDG/CPE6e4Lbhzv79++Oqq67CCy+84K5DEBGRl/nydB7ePH4So7bvwkcnT2HyvgOo7h7x8m0P7TsAtQ53katCuHyfRERE5P2k0DAYx9wJwy2327eJgnxYP/sA2ulTZVcvXYHt2zkQmub08YWmuf0YRA2RW6/Bi4+Px/bt2915CCIi8iKjG8VgQpNG0ABM2L2vytVMlxIAjpZasDa/0OH9r80vdPk+iYiIyHdIf1ydDQC2hQugbd8K6+svVL166XIF+RAH9zt9XHFwv9uPQdQQuW1QqqSkBJs2bUJAgG+vxDRjxgykpaWhc+fObj+WJEkIDQ2FxIl6ichHKZKE91OS8Uh8U4efc9JS8yCTs23rsk9XYh4nb8e6hoj8iWHAIEhtUgEHby8TRc5/aeXoc+tzDG/DPE6e4NTqe0eOHKnxseLiYuzZswevvPIK1q1bh7Fjx+Lzzz+vV5DegKvUEBE5TgiBu3fvw0e/n6617cqsDPSNDHdov6vOFaDflhyX7pPIW3D1PSKiuhNCQF22COqyxbW2NU58AHJSa6eOo+3fC+t7b7r1GET+xK2r77Vo0aLW0VIhBFJSUjBt2jRnDtEgla9emJCQwNUNiMinSZKE91KSMTfvDPJt1X97KaFsxbxeEY7/QdwrIgzxZhOOl1qqnVfKmX26EvM4UQWeD0TkCZIkQblmINSN64HCgpobhkdAapnk/HFaJgHhEVe+ha+ex/A2zOPkCU4NSvXu3bvGQSmTyYS4uDj06dMHY8eO9fnb9zxJVVVkZ2ejadOmPOmJyOcpkoQPU1pjxPZdVR4r/w3yenIrKHW4JFyRJExPboWR23dBAioNTDm7T1diHieqwPOBiDxFkmUYho4sWxmvBoYhIyDVIxdJsgzDkBFuPYa3YR4nT3BqUGrVqlUuDoOIiPzR8NhozElPxeR9BypNUN7UZMQbrZMwPDbaqX3Ormaf8WYTXk9u5dQ+iYiIyLcpGVnAHRPKVsi79GqmsHDAHABt/17ISW0gBQa6/hjhETAMGVH2OBHViVODUkRERI4aHhuNoTFRWJtfiB3nL+C5I0cRbzajX4Tzcz5dus+TFgviTGW37Ol1hRQRERHpT8nIgpyWCXFwP0RRIaTQMAjVBtuH70DLPQXLtmwYbrwZclZHpyfvru4YUsskv7pCisiTOCjlRSRJQmxsLFc3ICK/o0gS+kaGI9SgoEQT2FBUjD7Z27CkXTqamE312qc3YR4nqsDzgYj0IMkypMsmGpfungTb/G8g8nJh+/JTSL/8DMOwUZBjGrnsGP6IeZw8waHV95599tl6HeSf//xnvZ7vDbhKDRGRa+QUn8d1W7fjpMWK5MAALG2XjhaBnH+QiKvvERG5j7Baoa5eBnXlUsBmAwwGKH0HQOk3AJKB12oQuZqjtYZDg1KyLEOSJDjQtGLHl4ymqmr1Ky/5Ek8Ub6qqYu/evWjdujUURXHLMYiIvMH+khIM2LIdBy+WopnJhKVZ6WgbHKR3WPXGPE714W+DUjwfiMgbibxcWOfPgti7C1KzBBjvf5S33tWAeZzqw9Faw6Eh4eeff75OBz9+/Dg+/PBDlJSU8FK/OtA0Dbt370ZSUhJPeiLya0mBgVjbIRPXbdmOHRdK0Dt7G5ZlZSArJFjv0OqFeZyoAs8HIvJGUkwsjBPug7Z1M6ToGPuAlLBagJISSGHeNTWAnpjHyRMcGpR64oknHNrZqVOn8O9//xsffPABLl68iLCwMDz00EP1iY+IiPxUM7MZazpk4oatO1Ckqmhqcm5uKSIiIqK6kCQJSlbHStvUlUuh/rQahoE3Qu7Wk1dPEXmIS26ezc3NxQsvvID//Oc/uHjxIkJCQvDoo4/i0UcfRUREhCsOQUREfijaaMTyrHQUqipiTUa9wyEiIqIGSGgatP17gdKLsC2YDenXjTDcfAvk+OZ6h0bk9+o1KHXmzBm8+OKLeOedd3D+/HmEhITgySefxKOPPoqoqChXxdhgyLKM5s2bQ+aoPBE1IKEGA0IvmWD0w5OnECzLGNM4VseonMM8TlSB5wMR+QpJlmH884PQfv4JtsXfQxw7Autbr0Dp3gvKdYMhBQbqHaIumMfJExya6Pxy586dw7Rp0/DWW2+huLgYwcHBmDRpEh5//HFER0e7I07dcZUaIiL3W19QiB6btwEA3mmThD83baJzRESe428TnRMR+SJRWADbD/OhZf9atiE0DMZbx0NulaxvYEQ+xtFao05DngUFBfjHP/6Bli1b4oUXXoCmaXj00Udx8OBBvPDCC347IOUpqqpi8+bNfrFaIRGRM7qGheK+pk0gANy7Zz9ePHJM75DqhHmcqALPByLyRVJYOIxjx8F49yRIMbHAxRJIEZF6h6UL5nHyBIcGpQoLCzF16lS0aNECzz33HKxWKx5++GEcOHAA06ZNQ0xMjLvjbBA0TcORI0egaZreoRAR6UKWJLzVuhX+1jweAPDkgcP464FDcOKiXl0wjxNV4PlARL5Mbp0C40NPlg1ORVVcfKFu3wphs+oYmecwj5MnODSnVGJiIgoLCxEQEIDJkyfjySefROPGjd0dGxERNUCSJOG5VomIMCiYcuAwXjhyHPk2FTNat4IsSXqHR0RERA2EZDRCatHK/rN2YC9sn30AKaYRDDePgpycomN0RP7BoSulCgoKAAClpaWYMWMGEhISYDKZHPrPbDa7tQNEROSfHm8ej/faJEEC8J8Tv2Ne3hm9QyIiIqIGTFisQGgYRN5pWN+fAeuXn0IUFeodFpFPc3j1PSEEhBC8dM+NZFlGSkoKVzcgIvrDPU2bINxgwC9FxRge4/3zFjKPE1Xg+UBE/kZJTYP86FNQl/wAdf1aaNm/wrJrBwwDb4TctQckP8t3zOPkCU6tvtcQcZUaIiLvcF5VoQqBMIPD36sQ+QSuvkdE5Du0Y0dgm/s1xPGjAAC5bQaM4yfqHBWR93DL6nvkXjabDevWrYPNZtM7FCIir1Sqabg5Zxf6Zecg1+J9k4wyjxNV4PlARP5Mjm8O4/2PwjB0JGAOgJzVQe+QXI55nDyBXzN7ESEEcnNzfWaVKSIiTzt8sRSbi4uRZ7Whd/Y2LG2XjvgA75m7kHmcqALPByLyd5IsQ7m6N+R2HYDgEPt2dftWwGaD3K4DJB9epIV5nDyBV0oREZHPaBMUiLXtMxFvNmHXhRL03LwN+y6U6B0WERERNWBSSKh98EmUXIBt7tew/fcTWD96B+JMrs7REXk3DkoREZFPSQ0Owk8dMtE6MACHS0vRc/M2bC0+X699qkJg1bkCfHkqF6vOFUDlN4JERETkDIMRSveegMEAsWcXLK8+D9uyxRC2K087IDQN2v69ULN/hbZ/L0Q9Fhhzxb6EpkEc2Ie43N8hDuyr0z5c2Rfyf5zo3EGemBBU0zQcPXoUCQkJXOGAiKgWpywWXL9lB7acP48Ig4KFmWnoHl73/Dw39wwm7zuAY6UW+7Z4swnTk1theGzdVvxjHqf68LeJznk+EFFDpuWdhm3+LIi9uwEAUkwjGG6+BXJymypt1ZwtsH07ByjIr9gYHgHDkBFQMrLqdFxX7Ks++3BlX8i3caJzHyTLMhITE1m4ERE5oLHJhFXtM3B1WCg0AQQ4kTvn5p7ByO27Kg1IAcDxUgtGbt+Fubln6rQ/5nGiCjwfiKghk2MawTjhLzCMHQeEhkHknYb1/begnTpZqZ2aswW2mR9WHsQBgIJ82GZ+CDVni8PHdMW+6rMPV/aFGg5WCV7EZrNhxYoVXN2AiMhBEUYDlmSlY3X7DHQIDan9CZdQhcDkfQdQ3eXC5dse2negTrfyMY8TVeD5QEQNnSRJUNp3gunRpyBf3Rtyp66QG8fZHxeaVnZV0RXYvp3j0O1vrthXffbhyr5Qw8JBKS8ihEBRURFXNyAiqoNgRUH7Swak1hcU4rPfT9f6vLX5hVWukLqUAHC01IK1+YUOx8I8TlSB5wMRURkpMBDGoSNhGHWrfZs4dxbWN6ZVvarocgX5EAf313oMcXB/vfdVn3244vjUMBn0DsDbzZgxAzNmzICqqnqHQkREtTh88SIGbduBfJuKczYbJsc3rbHtSUvNA1LOtCPyBaxriIj0U75CHwDYFn8HcfK4Q88TRbV/QeZIm9ra1Wcfrjg+NUy8UqoWkyZNwo4dO7Bp0ya9QyEiolo0N5txV5PGAICH9h3EM4eO1HiVRpzJ5NA+HW1H5AtY1xAReQfD4GGQklo71FYKrX1BCkfa1NauPvtwxfGpYeKglBdRFAXdu3eHoih6h0JE5JMkScIrSS3wbIvmAICph47i4X0HoVUzMNUrIgzxZhOkKo/8sS8ACWYTekU4XjwxjxNV4PlARFQzKSwcxrsnAUHBV24YHgGpZVLt+2uZBIRH1Gtf9dmHK45PDRMHpbyILMto1KgRV6khIqoHSZLwjxYJeCO5JQBg+vGTmLB7H2xa5YEpRZIwPblV2XMu38cf/389uRUUqaZhq6qYx4kq8HwgIroySZZhGDHmim0MQ0ZAciCPSrIMw5AR9dpXffbhiuNTw8RPhBexWq344YcfYLVa9Q6FiMjnPRDfFJ+mtoYC4JPfT+P1YyeqtBkeG43Z6aloZq58i1682YTZ6akYHhtdp2MyjxNV4PlARFQ7JSMLhjsmVL3KKDwChjsmQG7T1mX7UjKy3LoPVxyfGh5OdO5luGwyEZHr3NmkEcIUBe+fPIX7m8VV22Z4bDSGxkRhbX4hTlosiDOV3bJXlyukLsU8TlSB5wMRUe2UjCzIaZkQB/dDFBVCCg2z3+ZmnfEqpNhGZXNQOTAfU037qssVSuX7sO7djey1a9C+V28YW6c4tA9XHJ8aFg5KERGRXxv2x6BT+Yo3QggUqypCDRW/AhVJQt/IcL1CJCIiogZOkuUqE59rB/ZBHD8KcewILLu2wzDwJshdrq51gKe6fTkVT6tknNy1Bx1aJddpUMkVx6eGg8OVRETk9y4dkJpy4BB6bt6G30stOkdFREREVDO5VTKMkx6B1CweKCmBbd43sL79GrTjR/UOjchlJFHTWtlUSWFhIcLDw1FQUICwMPcsYymEQFFREUJDQ+1/QBERkevkWqzI+mUzTlqsSA4MwNJ26WgRGOCy/TOPU314otbw5LF4PhARuYbQNGjr18L24/dAaSkgSVB69IEy8CZIRqP7jss8TvXgaK3BK6W8TGBgoN4hEBH5rViTEWs7ZKJlgBn7Si6i5+Zt2Hn+gkuPwTxOVIHnAxFR/UmyDKVHH5ge+zvkdh0BIaAdPggoituPzTxO7sZBKS9is9mwcOFCTgpKRORGSYGBWNshE2lBgThusaB39jb8WlTskn0zjxNV4PlARORaUlg4jLeNh3HCfTCMGGOf50lYSiHO5Ln8eMzj5AkclCIioganmdmMNR0ycVVoCPKsNvTLzsGa/AK9wyIiIiKqldymLeS4Zvaf1eU/wvLq87Ct+BHCZtUxMqK646AUERE1SNFGI5ZnpaNvRBiKVRXHOfE5ERER+RihadBOHAdsVqg//gDr6y9C279H77CIHMZBKSIiarDCDAYszEzD95ltMbZxrN7hEBEREdWJJMsw/uleGMbcCYSEQuSehvW9t2D96jOIokK9wyOqFVffc5CnVqmx2WwwGAxc3YCISCfHS0ux4lwB7mjSqM7PZR6n+vDH1fd4PhAReY4ouQDbj99D+/l/gBBAYCCMY8dDTmnr3P6Yx6keuPqejyopKdE7BCKiBqvIZsN1W7bjzl178eKRY07tg3mcqALPByIiz5ECg2AcdguMkx6B1DQeUFVIjZvUa5/M4+RuHJTyIjabDStXruTqBkREOglRFAyNiQYAPHngMP564BDqckEx8zhRBZ4PRET6kBMSYbz/URjvnQwpItK+Xf1tE0TpRYf3wzxOnmDQOwAiIiJvIUkS/t0qEZEGBVMOHMYLR44j36ZiRutWkHnZOhEREfkISVEgNUuw/6zt2w3b1zOBsHAYhoyAnJHFW/LIK/BKKSIioss83jwe77VJggTgPyd+x+0798CqaXqHRUREROQcWQaiY4DCAtg+/wi2j9+FOJOnd1REHJTyNgYDL14jIvIG9zRtgi/T2sAgSfjydB4e23/IoecxjxNV4PlAROQd5FatYXr4SSjXXA8oCrTdO2B59XnYVvwIYbPW+DzmcXI3rr7nIE+uiENERN5j0ZlzeGz/QSzJSkczs1nvcMiP+dvqe0RE5J203FOwzZsFsX8PAEBKbgPTPffrHBX5G66+54M0TcPp06eh8RYRIiKvcUN0JLZc1aHSgFRNt/IxjxNV4PlAROSd5NjGMN4zCYYxdwAhoVC69qi2HfM4eQIHpbyIqqpYv349VFXVOxQiIrqEQa6YCPTLU7no8MsWHC8trdKOeZyoAs8HIiLvJUkSlA6dYXr875Az29u3q1t+g7rhfxCaxjxOHsEbRImIiBxUqml46uBhHLxYip6bt2Fpu3QkBwXqHRYRERGRU6SAijpGXDgP24JZwPnzkH7ZANw0QsfIqKHglVJEREQOMssyVrbPQHJgAA79MTC1rfi83mERERER1Z85AEr/6wGzGeLIIYh3XkPqwT0QpRf1joz8GAelvIgkSQgNDYUkSbU3JiIiXSQGBOCnDpnICg7GKasVfbJz8HNBEQDmcaJL8XwgIvItkqLA0LMvTI8+VXZLn6ahxcmjENNfgrotG1wjjdyBq+85iKvUEBHRpc5ZbRi8bQfWFxYhWJYxP6Mtro2K0Dss8mFcfY+IiLyJtnsHrPNnAWfPAACMDz8JuUlTnaMiX8HV93yQpmk4fPgwVzcgIvIBkUYDlmal47rICJzXNCw7l888TnQJng9ERD6udSp+H3kb5H7XQe7eq9KAFK9tIVfhoJQXUVUV2dnZXN2AiMhHBCsKvs1si3fbJOH5VonM40SX4PlAROTbVFVFds524JrrYRw2yr5dnMmD9c1p0A7s1TE68hcclCIiIqoHsyxjYtMm9nlzLADm5J3VNygiIiIiN7EtXQhx/Bis774J69efQxQX6R0S+TAOShEREbmIKgReCQrF2N378OyhI7y0nYiIiPyOYchIyN16AJIE7beNsLz8HNQN/4Pg7drkBA5KeRFJkhAbG8tVaoiIfJQiScgMMAMAnj50FI/sPwiNA1PUQLGuISLybTXlcSkoCMabR8P4l4chNW0GlFyAbe7XsL7zOrQTx3WKlnwVV99zEFepISIiR71x7AQm7zsIALirSSO81yYZBpl/mNOVcfU9IiLyNUJVoa5bA3XJQsBSCuXaG2AYcIPeYZEX4Op7PkhVVezatYsTghIR+ajyPD4prjE+TW0NBcDHv5/G6B27UcpL2qmBYV1DROTbHMnjkqLA0KsfTI89BaVHHyj9rrU/JkoucCoDqhUHpbyIpmnYvXs3l04mIvJRl+bxO5s0wuz0VJgkCXPzzuDOnXv0Do/Io1jXEBH5trrkcSk8AoYhIyAZjADKrqCyvvsmbJ+8B3H2jLtDJR/GQSkiIiI3GRYbjR8y09DIaMTk+KZ6h0NERETkEeLoYYjTv0PbtR2WV/8N28olEDab3mGRFzLoHQAREZE/UIXA6oJCrDGaEFxQiH7RUVAkCddGReBgt04IUhR7WyFElUlDVSGwNr8QJy0WxJlM6BURBoUTRBMREZEPklu0gvGhJ2Gb9zXEgX1QF38P7bdNMNx8C+RWrat9jtA0iIP7IYoKIYWGQWqZBEm+8nU0dX1OXdo7Ew/VHQelvIgsy2jevDlkftCJiHzK3NwzmLzvAI6VWoCgMLyaswvxZhOmJ7fC8NjoSgNSm4uK8ec9+zErPQWJAQFVn/+HS59P5ItY1xAR+bb65nG5UWMYJz4AbfMm2L6fD3H6FKzvvgm5UxcYht0CyWSyt1VztsD27RygIL9iB3/cEqhkZFW7/7o+py7tnYmHnMPV9xzEVWqIiKg6c3PPYOT2Xbj8l2n5NU6z01PtA0tCCHT/bSs2FBUj3mzC0nbp2HGhxOHnk3/j6ntEROSvxIULsC3+DtrGdZASW8L45wftVx2pOVtgm/lhjc813DGh+kGjOjynLu2diYeq4up7PkhVVWzevJmr1BAR+QhVCEzed6DKgBIA+7aH9h2A+sf3P5IkYU5GKtoGBeJYqQW9srfhvj37HH4+kS9hXUNE5NtcmceloCAYh4+G8b6HYBg+xj4gpZVcgG3eN1d8ru3bORCXTLYuNK3sKiYHn1OX9nXdN9UfB6W8iKZpOHLkCFepISLyEWvzCyvdcnc5AeBoqQVr8wvt25qZzVjTPhOdQoKRZ7XhtLXmST+rez6Rr2BdQ0Tk29yRx+XElpAbN7H/rM75CiguuvKTCvIhDu63/ygO7q98W10tz6lL+7rum+qPg1K1mDFjBtLS0tC5c2e9QyEiIi9z0lLzgNSV2sWYjFjRPgNtgwJdehyi2rCuISIibyGEgKhtAKi8bVFhtf925Dl1aV/XfVP9cVCqFpMmTcKOHTuwadMmvUMhIiIvE3fJBJ11bRdmMOC1pJYuPQ5RbVjXEBGRt5AkCYaBNznWNjSs2n878py6tK/rvqn+OCjlRWRZRkpKClepISLyEb0iwhBvNtknJb+cBCDBbEKviOoLl2ujItDMZKxx/7U9n8ibsa4hIvJtnsjjUsskIDziyo3CI8raOfmcurR3Jh6qH1YJXkRRFKSmpkK5ZOlwIiLyXookYXpyKwCoMjBV/vPrya2gSNUPWymShDdaJ0Fy8vlE3ox1DRGRb/NEHpdkGYYhI67YxjBkhH1idGeeU5f2zsRD9cNX0ovYbDasW7cONlvNk94SEZF3GR4bjdnpqWhmrnyLXbzZhNnpqRgeG+3U80MUGbPSUmp9PpG3Yl1DROTbPJXHlYwsGO6YUPUKpfAIGO6YACUjC+r6tRCXTIjuyHPqegxn9031Y9A7AKoghEBubi4El/4mIvIpw2OjMTQmCivPnMWijRtxQ5cu6Bcd5fAVTuXPX5tfiPdO/o4vT+ehSNWwLL8AN8dGQ+aVUuSDWNcQEfk2T+ZxJSMLclpm2Qp4RYVl8zu1TIIky9B274Bt/izgxx9gGDQE8lXdIMnyFZ9T12PUpy3VDweliIiIXECRJPQJD8N5qwV9wsPqfMudIknoGxle9l9EOO7dsx//OfE7Cm02fJLaGkYWQUREROTHJFmGlNS66gNBwZDimkKcPAHbnK8g/bIBhptHQ45rWvNz6nqMerYl57HCJSIi8jITmzbBl2ltYJAk/Pd0HoZv34USVdU7LCIiIiKPkxMSYXzgcSiDhwEmE8Thg7C+8RJsP8yHKC3VOzyqJw5KeRFFUdC+fXtOCEpE5KNcmcdHN4rFgoxUBMgyvj9zDjdu2wmNt0GRD2FdQ0Tk27wpj0uKAkPv/jA9+hTkjCxA06CuWQHrR+/oHRrVEwelvIgsy0hMTOTSyUREPsrVeXxQdBSWtEtDuKJgbKMYzi1FPoV1DRGRb/PGPC5FRMJ4xwQYxv8ZiIyC0ru/3iFRPXnPp4tgs9mwYsUKrlJDROSj3JHHe0WEY2/XTri7aROX7ZPIE1jXEBH5Nm/O40rbdJgeewpyWqZ9m/rrRthWLYXglAc+hYNSXkQIgaKiIq5SQ0Tko9yVx2NNRvu/cy1WDNq6A/sulLj0GESuxrqGiMi3eXselwxGSH9cRS4unIftu7lQF30H6/SXoB3cr3N05CgOShEREfmQSXv3Y9HZc+iVvQ3bis/rHQ4RERGR/gKDYLhpOBAcAnHqJKz/mQ7rrC8gzhfrHRnVgoNSREREPuSN5FZoFxyE3y1W9MnOwc8FRXqHRERERKQrSZKgdOpSdktfl6sBANovG2B5+V9QN66H0DSdI6SacFDKiyiKgu7du3vF6gZERFR3nsjjTcwmrGqfie5hoThns+HaLTlYdjbfbccjchbrGiIi3+aLeVwKCoZxxBgY//IwpLimwIULsM39CuLU73qHRjXgoJQXkWUZjRo18qrVDYiIyHGeyuORRgOWZqVjQGQEzmsaBm/bgXm5Z9x6TKK6Yl1DROTbfDmPy4ktYXzgcSiDh0Hp3R9yXFP7Y7xqyrv43qfLj1mtVvzwww+wWq16h0JERE7wZB4PVhR8l9kWw2OiYRECTx44BAuLLPIirGuIiHybr+dxSVFg6N0fhkFD7du03NOwvvIc1O1bdYyMLsVBKS/jjcttEhGR4zyZx82yjK/TUvBYQlMsbpcOkw9+k0n+jXUNEZFv87c8rq5YApGXC9tnH8D66XsQ587qHVKDx+qViIjIhxlkCdOSWqJlYIB927bi8167fDMRERGRXgw33wKl3wBAUaDtyIHllX/DtmoZhKrqHVqDxUEpIiIiP/Jd3ll0+CUbj+w/CI0DU0RERER2kskEw8CbYJw8BVLLJMBqgbroW1jfeAnawf16h9cgcVDKixgMBvTr1w8Gg0HvUIiIyAnekMePlJZCBfD6sZO4e/c+2DQOTJE+vOF8ICIi5/lzHpcbx8H45wdhuOU2IDgY4veT0A5xUEoP/vfp8nGBgYF6h0BERPWgdx6f1CwOIYqCP+3ai49/P40Cm4r/prWBmfNNkQ70Ph+IiKh+/DmPS5IEpVNXyKkZUH9aBaVXf/tjoqgQCA6BxPrJ7fgKexGbzYaFCxf63WRyREQNhbfk8XFNGmF2eipMkoS5eWdw07adOM+5EsjDvOV8ICIi5zSUPC4FB8Nw/WBIf1wRJmw2WN+fAeu7b0D7/YTO0fk/DkoRERH5oZtjo/FDZhqCZRlLz+VjwJbtHJgiIiIiqoU4eRzi3BmIQwdgnf4SbAsXQFhK9Q7Lb3FQioiIyE9dGxWBZVkZiDAoaBcchCBegk5ERER0RXJCIkyPPgU5vR2gaVBXL4fllX9D3bFN79D8EueUIiIi8mPdwkPxW6f2aB5ghiRJeodDRERE5PWkiEgY77wb6s4c2BbMBs6dhe3T96GlZcIw5k5IZrPeIfoNfmXqRQwGAwYNGuSXqxsQETUE3prHWwYGQPljQMqqafjz7n3Ydf6CzlGRv/PW84GIiBzDPA4obTNgeuSvUPpeC8gyROlFwGTSOyy/wkEpL1NSUqJ3CEREVA/ensefPnQU7508hV7Z2/BbUbHe4ZCf8/bzgYiIrox5HJBMZhhuGALj5CdgGD7afuW5KCmBduiAztH5Pg5KeRGbzYaVK1f6/eoGRET+yhfy+CPxTdEpJBh5Vhv6ZedgbX6B3iGRn/KF84GIiGrGPF6Z3CQOckwj+8+2JT/A+s7rsM7+L8T58zpG5ts4KEVERNSAxJiMWNE+A33Cw1Coqrhu6w4sPHNW77CIiIiIfIYQAvhjsE7b9DMsL/8L6qafy7ZTnXBQioiIqIEJMxiwqF0aBkdF4qKmYWjOLnx9OlfvsIiIiIh8giRJMI4YA+N9D0FqEgdcOA/b7P/C+u4b0H4/qXd4PoWDUl6mIU8iR0TkD3wljwcqCuZlpGJsoxjYhMDE3ftxxmrVOyzyM75yPhARUfWYx69MbtEKxgenQBk0FDCaIA7uh3X6i1C3btY7NJ8hCV5f5pDCwkKEh4ejoKAAYWFheodDRETkEqoQeGTfQdwUHYVroyL0DqdB82StwbqGiIjItcS5s7B9Nxfagb0wPfZ3SCGheoekK0drDV4p5UU0TcPp06ehaZreoRARkRN8MY8rkoTprVtVGpA6drGUcyJQvfni+UBERBWYx+tGioyC8c67YXroyUoDUrZVyyDOcf7OmnBQyouoqor169dDVVW9QyEiIif4Qx7fef4C2v+SjUl7D0DjwBTVgz+cD0REDRnzuHOkiEj7v9Ud26Au+haWV/4N2+rlEHwtq+CgFBEREdn9UlSMszYb3jnxO+7YuQdWfjtKRERE5BQpOgZSyyTAaoG6cAGsb7wE7dABvcPyKhyUIiIiIrs7mjTCf9u2gUGS8N/TeRixfRdK+K0eERERUZ3JjeNg/PODMIy6DQgKhvj9JKzvvA7r7P9CnD+vd3hegYNSXkSSJISGhkKSJL1DISIiJ/hLHh/TOBbzM1IRIMv47sw5DNq2A0U2m95hkY/xl/OBiKihYh53DUmSoFzVFabH/g65czcAgLbpZ1g/eodzeIKr7zmMq9QQEVFDsya/ADdu24kiVcVVoSFY3C4N0Uaj3mH5La6+R0RE5P+0Qwdgm/c1lIFDoLRN1zsct+Hqez5I0zQcPnyYqxsQEfkof8vjvSPCsbJ9BqINBpglCQEyywZynL+dD0REDQ3zuHvILVrBOPmJSgNS6ob/wbboWwiLRcfI9MHq0ouoqors7GyubkBE5KP8MY93Cg3B/zpm4vvMNAQrit7hkA/xx/OBiKghYR53H+mSL/rEhQuwLfwW6qplsLz6b6g7c3SMzPM4KEVERERXlBIUhAijwf7zK0ePI6eYk3MSERER1ZcUFATD6NuBiEjg3FnYPnkP1s8+gMg/p3doHsFBKSIiInLYp7+fxmP7D6F3dg42FBbpHQ4RERGRz1PSMmF69G9Q+l4LyDK07VtheeU52FYvh/DzK9U4KOVFJElCbGwsVzcgIvJRDSGPD4mOQvewUJyz2XBNdg6Wn8vXOyTyUg3hfCAi8mfM454lmcww3DAExslTILVoBVgsUBd9C3H6d71DcyuuvucgrlJDRERU5ryq4uacXVh6Lh8mScI36SkYGhOtd1g+j6vvEREREQAITYP26waI/HMwDBhUsd1mg2QwXOGZ3oOr7/kgVVWxa9cuTiRHROSjGkoeD1YUfJfZFsNjomERAiNydmHm76f1Dou8TEM5H4iI/BXzuH4kWYbSuXulASnt1ElYXnwG6q8b4E/XFnFQyotomobdu3dzyU0iIh/VkPK4WZbxdVoKxjdpBBXAuF17sev8Bb3DIi/SkM4HIiJ/xDzuXdS1q4DCAti++QLWd9+Aduqk3iG5hG9c90VERERexyBL+DAlGREGBc3NZqQGB+kdEhEREZFfMtx8C9TYRlCXLoI4uB/W11+E0rs/lGsGQjKZ9A7PaRyUIiIiIqfJkoTXkltV2lZgsyFMUTgxKhEREZGLSIoCQ59roLTrANu3s6HtyIG6ahnULb/BMGwUlNR0vUN0Cm/f8yKyLKN58+aQZb4tRES+iHkcyLfa0Dc7B3fv3gfVj+Y7oLrj+UBE5NuYx72TFBkF47iJMNx5NxAeCZw7C3H6lN5hOY1XSnkRRVHQoUMHvcMgIiInMY8DPxUUYmvxeWQXn0eBTcUXaW1gZjHbIPF8ICLybczj3k1Jbwe5dQrU9T9B6dHHvl2cOwuEhUNSFB2jcxyrRC+iqio2b97M1Q2IiHwU8zhwY0wUZqenwiRJmJN3BkO27cT5Bvx6NGQ8H4iIfBvzuPeTTGYY+lxjH4ASNiusH74N65vToB0+qHN0juGglBfRNA1Hjhzh6gZERD6KebzMzbHR+CEzDcGyjCXn8nHdlu3It9r0Dos8jOcDEZFvYx73PeL0KYjzxRAnT8D69muwzvkK4sJ5vcO6Ig5KERERkctdGxWBZVkZiDAoWFdYhL7ZOThlsegdFhEREZHfkpvGw/TY3yFf1RUAoG1cB8vL/4L66wYIL53rk4NSRERE5BbdwkOxun0mGhuNyLNaUaLym1YiIiIid5KCQ2AcdRuM906G1DgOOH8etm++gPXdNyBKSvQOrwpOdO5FZFlGSkoKVzcgIvJRzONVtQsJxk8dMmEVAi0CA/QOhzyI5wMRkW9jHvdtcsskGB98HOpPK6EuWwwYjECA99VikvDWa7i8TGFhIcLDw1FQUICwsDC9wyEiIvJZ3+WdRTOzCR1DQ/QOxat4stZgXUNERNRwiHNnAQBSZFTZzxcuQDtyCEpqmtuO6WitwSFPL2Kz2bBu3TrYbJwMlojIFzGP1+5/BYUYuX0X+mXnYG1+gd7hkBvxfCAi8m3M4/5DioyyD0gBgG3xd1BX/OgV80xxUMqLCCGQm5vrFR8MIiKqO+bx2mUGB6FbWCgKVRXXb92BRWfO6R0SuQnPByIi38Y87p+EEJACA2G4eTQkSdI7HA5KERERkeeEGQxY3C4Ng6IiUaJpGJKzE1+fztU7LCIiIqIGQZIkGG4YAjmuqd6hAOCgFBEREXlYoKJgXkYqxjSKgU0IjN2xB++f+F3vsIiIiIjIwxrUoFRubi4GDx6M4OBgpKSkYPny5XqHVImiKGjfvj0URdE7FCIicgLzuONMsozP27bBn+MaQwCYuGc/lp7N1zssciGeD0REvo15nDzBoHcAnjRp0iQ0adIEubm5WLZsGW655Rbs3bsXUVFRtT/ZA2RZRmJiot5hEBGRk5jH60aRJLzTJgkRBgOOlpbimshwvUMiF+L5QETk25jHyRMazJVSxcXFmD9/Pp555hkEBQVhyJAhyMzMxIIFC/QOzc5ms2HFihVc3YCIyEcxj9edJEl4IakFPmvbBvIfk21aNQ0aJ1X1eTwfiIh8G/M4eYLXDkoVFxfj6aefxsCBAxEVFQVJkvDJJ59U27a0tBRPPPEEmjZtisDAQHTt2hVLly6t1Gbv3r0ICQlBfHy8fVtmZia2b9/uzm7UiRACRUVFXN2AiMhH6ZHHVSGw6lwBvjyVi1XnCqDWcmx3tq9P20u337FzL+7cuRdWTXNon65qQ67FuoaIyLcxjztOaBq0/XuhZv8Kbf9eCE1zqo0j7VxxLEdj8QSvvX0vLy8Pzz77LJo3b46srCysWrWqxrbjx4/H7Nmz8dBDD6F169b45JNPMGjQIKxcuRI9e/YEUDbIFRYWVul5YWFhOHPmjDu7QURE5DZzc89g8r4DOFZqsW+LN5swPbkVhsdGe7S9q9o2M5swJ+8MbEJgd0kJTpaW4rjFWuM+HTluXftNRERE5Cg1Zwts384BCvIrNoZHwDBkBJSMLIfbONLOFcdyNBZP8dorpeLi4nDy5EkcPnwY06ZNq7Hdxo0b8dVXX+H555/HtGnTMHHiRKxYsQKJiYmYMmWKvV1ISAgKCwsrPbewsBAhISFu6wMREZG7zM09g5Hbd1UaaAGA46UWjNy+C3Nzz3isvSvbHi+1YH5GKkyShF+KiisNSF2+T0eOW9d+ExERETlKzdkC28wPKw/wAEBBPmwzP4Sas8WhNo7sy7pwQb2P5cg+PM1rB6XMZjOaNGlSa7vZs2dDURRMnDjRvi0gIAATJkzA+vXrcfToUQBA69atUVxcjOPHj9vb5eTkID093fXBO0lRFHTv3p2rGxAR+ShP5XFVCEzedwDVXUxfvu2hfQfst6i5s7072g6IjEC4ofrXsLzd5L37MXnvlfflSJtL+02uxbqGiMi3MY9fmdC0siuOrsC2YHbtbb6dA81mq7WdtmZFvY9V6z6+nePxW/m89vY9R23evBlt2rSpcmtely5dAADZ2dlISEhASEgIhg4diqeffhpvvvkmli9fjq1bt2Lo0KHV7re0tBSlpaX2n8uvsrJarbBay761lWUZiqJAVVVol7xx5dttNlul+28VRYEsyzVuV1UVkZGRUFUVqqrCYCh7ey6fWK6m7UajEZqmQVVV+zZJkmAwGGrcXlPsrupT+WtVW+zsE/vEPrFP/tKnS/O4u/q0uqCwypU/lxIAjpZasOrsOfQOC3W8/Zlz6B3uePuVZ84CgENtV5/Lh6ZpDrV9+/hJ5FprnlRVADh22RVUzrYp78c10WUr8er52bv8fHAl1jXMWewT+8Q+sU/eWtd4uk+uep9se3dXveLocoUFV34cAAryYf1pVe37qu1LNEeOVds+CvJh3bsbUqtkj9U1Pj8odfLkScTFxVXZXr7txIkT9m1vv/02xo0bh+joaMTHx+Prr79GVFRUtft9/vnn8cwzz1TZvmTJEgQFBQEAmjdvjg4dOmDr1q04cuSIvU1KSgpSU1OxceNG5Obm2re3b98eiYmJWLNmDYqKiuzbu3fvjkaNGmHJkiWVPvD9+vVDYGAgFi5cWCmGQYMGoaSkBCtXrrRvMxgMGDx4MPLy8rB+/Xr79tDQUPTv3x9Hjx5Fdna2fXtsbCyuvvpq7N27F7t377ZvZ5/YJ/aJfWKfnO9TZGRkldjd0ac1RhMQVPnLmOps3Lcfxb+fcLj9yq1bUVxU4HD7RRs3lv3DgbZ7zpzF3r17HGq7v+RirW1cadHGjejSs4fun70LFy64rY+sa9gn9ol9Yp/YJ2+tazzZJ1e+T4fWroGrZmA6vPk3JLpoX/WVvXYNTu7a47G6RhI+MJX+L7/8gs6dO+Pjjz/G+PHjKz2WlJSElJSUKh+gAwcOICkpCa+99hoeeuihOh+zum8UExISkJeXZ78qy9UjthcuXMDSpUsxYMAAGI1GjkKzT+wT+8Q++VifVFXFwoUL7XncXX1aXVCIATm7UJtlmW3tV0o51D6jrf1KKUfaL81IBQCH2i5vlwZN0xxq+1pSCzy8/1Ct7VxlaUaqV1wpVVhYiJiYGBQUFFS5Ary+WNcwZ7FP7BP7xD55a13jyT65+kop8dE7cIkbhgCLvnXNvupJ+tN9LrlSytG6xuevlAoMDKxUZJW7ePGi/XFnmM1mmM3mKtuNRqP9hCynKAoUpep9tuUfYke3l+/38mNcfrwrbZdlGbJcdaqwmrbXFLur+1Sf7ewT+wSwTzXFWNft7JN7+1T+C7u63xWu7FO/6CjEm004Xmqpdr4kCWWry/WNioQiSY63j65b+35/DOQ40rZPZITDbf/SLA6vHDtRYzsAiDUoMMsKjltq3lczkxGAdMU25f2QJAmAvp+9mo7tCqxrmLPYJ/aJfWKfAO+saxyN3dveJ2PrFFjCI658211YOCBJV24THgFjz76wrltz5XaSdOXb7xw5Vm37CI+AsXUKpEveF3fXNV470bmjylfpu1z5tqZNm3o6JCIiIrdSJAnTk1sBKBtYuVT5z68nt4Lyx0CLO9u7o61JlmtsV65I0zAhrvEV9zW9dRKmt3a830RERESOkmQZhiEjrtjGMHRk7W2GjIBsMNTaTu7dv97HqnUfQ0ZUGpDyBJ8flGrfvj327Nljn7Cz3IYNG+yP+wqDwYB+/frVOKJLRETezZN5fHhsNGanp6KZ2VRpe7zZhNnpqRgeG+2x9u5oW1O7ZiYj2gUH4aIm8PyRY5iS0OyK+6prv8l1WNcQEfk25vHaKRlZMNwxAQiPqPxAeAQMd0yAkpHlUBtH9mUcNLTex3JkH57m83NKbdiwAd26dcO0adPw2GOPASibNyEjIwPR0dH4+eefXRJDYWEhwsPD3TLPQzkhBGw2GwwGg/02AiIi8h165HFVCKzNL8RJiwVxJhN6RYRd8cofd7Z3R9vq2tmEwNgduzEv7ywUAB+mJiPRHHDFfdW133rwRK3hyWOxriEi8m3M444TmgZxcD9EUSGk0DBILZOqXHHkSBtH2rniWI7GUh+O1hpePSj11ltvIT8/HydOnMA777yD4cOHo0OHDgCABx54AOHh4QCAW265BfPmzcPDDz+M5ORkfPrpp9i4cSOWL1+O3r17uyQWTxRvVqsVCxcuxKBBg9w6rwQREbkH87jn2DSBu3fvw6enTgMA3kxuhfvjq67G60v8bVCK5wMRkW9jHqf6cLTW8Orr8F5++WUcPnzY/vPcuXMxd+5cAMDtt99uH5T67LPP8I9//AMzZ87EuXPn0K5dO3z//fcuG5AiIiIi72KQJXyUmoxwg4I3jp/EA/sOINyg4I4mjfQOjYiIiIgc5NWDUocOHXKoXUBAAKZNm4Zp06a5NyAiIiLyGrIk4fXklog0GPDdmbMYEhOld0hEREREVAc+P9E5ERERNVySJGFqy+b4qUMmwi+ZiFXz3tkJiIiIiOgPHJSqxYwZM5CWlobOnTu7/VgGgwGDBg3i6gZERD6KeVw/gYpi//fLR45j9I7dKNU0HSPyTqxriIjIUczj5AlePdG5N/HUKjVFRUUIDQ3l6gZERD6IeVx/Ry6Wos2GX1EqBK6LjMDcjFQEXzJg5c38baJzng9ERL6NeZzqw9Fag1dKeRGbzYaVK1fCZrPpHQoRETmBeVx/zQPM+C4zDUGyjCXn8nHdlu3It/L90APPByIi38Y8Tp7AQSkiIiLyKwOiIrAsKx0RBgXrCovQb0sOTlkseodFRERERJfhoBQRERH5ne7hYVjdPhONjUZkF59Hr83bcORiqd5hEREREdElOCjlZTiJHBGRb2Me9x7tQoKxtkMmEs1m7C25iCVnz+kdUoPD84GIyLcxj5O7caJzB3ly8lEiIiJynWMXS/HdmbO4r1mc3qFckb9NdE5EREQNFyc690GapuH06dPQuIQ1EZFPYh73TvEBZq8fkPJHPB+IiHwb8zh5AgelvIiqqli/fj1UVdU7FCIicgLzOFEFng9ERL6NeZw8gYNSRERERERERETkcRyUIiIiIiIiIiIij+OglBeRJAmhoaGQJEnvUIiIyAnM40QVeD4QEfk25nHyBK6+V4sZM2ZgxowZUFUVe/bs4So1RERE5BaeWBGPdQ0RERF5gqN1DQelHOSJQlHTNBw9ehQJCQmQZV7ERkTka5jHqT48UWt48lg8H4iIfBvzONWHo7UGP1leRFVVZGdnc3UDIiIfxTxOVIHnAxGRb2MeJ0/goBQREREREREREXkcB6WIiIiIiIiIiMjjOCjlRSRJQmxsLFc3ICLyUczjRBV4PhAR+TbmcfIETnTuIE9OPkpEREQNj79NdE5EREQNFyc690GqqmLXrl2cSI6IyEcxjxNV4PlAROTbmMfJEzgo5UU0TcPu3buhaZreoRARkROYx4kq8HwgIvJtzOPkCRyUIiIiIiIiIiIij+OgFBEREREREREReRwHpbyILMto3rw5ZJlvCxGRL2IeJ6rA84GIyLcxj5MnGPQOgCooioIOHTroHQYRETmJeZyoAs8HIiLfxjxOnsAhz1rMmDEDaWlp6Ny5s9uPpaoqNm/ezNUNiIh8FPM4eTvWNURE5CjmcfIEDkrVYtKkSdixYwc2bdrk9mNpmoYjR45wdQMiIh/FPE7ejnUNERE5inmcPIGDUkRERERERERE5HGcU8pBQggAQGFhoduOYbVaceHCBRQWFsJoNLrtOERE5B7M41Qf5TVGec3hTqxriIioNszjVB+O1jUclHJQUVERACAhIUHnSIiIiMifFRUVITw83O3HAFjXEBERkXvVVtdIwhNfx/kBTdNw4sQJhIaGQpKkatt07ty5XnM0FBYWIiEhAUePHkVYWJjT+yF91Pf99xe++jp4W9x6xOOJY7rjGK7cJ/M46ZkLhBAoKipC06ZN3b78Nusaqo23/V7Ugy+/Bt4WO+saffbJPE6+UNfwSikHybKM+Pj4K7ZRFMUlJ2tYWBhPeh/kqvff1/nq6+BtcesRjyeO6Y5juHKfzOOkdy5w9xVS5VjXUG30Phe8gS+/Bt4WO+saffbJPE565wJH6hpOdO5CkyZN0jsE0hHf/zK++jp4W9x6xOOJY7rjGK7cp7d9Dsjz+BmowNeiYeP779uvgbfFzrpGn3162+eAPM8XPgO8fc+LFBYWIjw8HAUFBRyJJiLyQczjRBV4PhAR+TbmcfIEXinlRcxmM55++mmYzWa9QyEiIicwjxNV4PlAROTbmMfJE3ilFBEREREREREReRyvlCIiIiIiIiIiIo/joBQREREREREREXkcB6V8TG5uLgYPHozg4GCkpKRg+fLleodERER18M4776Bjx44wGo2YOnWq3uEQ6Yp1DRGRb2NdQ/Vl0DsAqptJkyahSZMmyM3NxbJly3DLLbdg7969iIqK0js0IiJyQFxcHKZOnYr//ve/eodCpDvWNUREvo11DdUXB6V8SHFxMebPn48DBw4gKCgIQ4YMQWZmJhYsWIC77rpL7/CIiMgBw4YNAwAsXLhQ30CIdMa6hojI97Guofri7XtuVFxcjKeffhoDBw5EVFQUJEnCJ598Um3b0tJSPPHEE2jatCkCAwPRtWtXLF26tFKbvXv3IiQkBPHx8fZtmZmZ2L59uzu7QUTUYLk6jxP5MtY1RES+jXUNeSMOSrlRXl4enn32WezcuRNZWVlXbDt+/Hi8+uqruO222zB9+nQoioJBgwbhp59+srcpLi5GWFhYpeeFhYWhuLjYLfETETV0rs7jRL6MdQ0RkW9jXUPeiLfvuVFcXBxOnjyJJk2a4JdffkHnzp2rbbdx40Z89dVXmDZtGh577DEAwJ133omMjAxMmTIF69atAwCEhISgsLCw0nMLCwsREhLi3o4QETVQrs7jRL6MdQ0RkW9jXUPeiFdKuZHZbEaTJk1qbTd79mwoioKJEyfatwUEBGDChAlYv349jh49CgBo3bo1iouLcfz4cXu7nJwcpKenuz54IiJyeR4n8mWsa4iIfBvrGvJGHJTyAps3b0abNm2qXMLepUsXAEB2djaAsm8Uhw4diqeffholJSX4/vvvsXXrVgwdOtTTIRMR0SUczeMAYLPZcPHiRaiqWunfRP6CdQ0RkW9jXUOexEEpL3Dy5EnExcVV2V6+7cSJE/Ztb7/9Nk6cOIHo6Gg88sgj+Prrr7lsMhGRzuqSx//1r38hMDAQH3zwAZ577jkEBgZi5syZHouVyN1Y1xAR+TbWNeRJnFPKC5SUlMBsNlfZHhAQYH+8XGxsLJfbJCLyMnXJ41OnTsXUqVM9FRqRx7GuISLybaxryJN4pZQXCAwMRGlpaZXtFy9etD9ORETei3mcqALPByIi38Y8Tp7EQSkvUL4KwuXKtzVt2tTTIRERUR0wjxNV4PlAROTbmMfJkzgo5QXat2+PPXv2VFkWecOGDfbHiYjIezGPE1Xg+UBE5NuYx8mTOCjlBUaOHAlVVfHee+/Zt5WWluLjjz9G165dkZCQoGN0RERUG+Zxogo8H4iIfBvzOHkSJzp3s7feegv5+fn2FQq+++47HDt2DADwwAMPIDw8HF27dsWoUaPw17/+FadPn0ZycjI+/fRTHDp0CB9++KGe4RMRNXjM40QVeD4QEfk25nHyNpIQQugdhD9r0aIFDh8+XO1jBw8eRIsWLQCUTRr3j3/8A59//jnOnTuHdu3a4f/+7/9w/fXXezBaIiK6HPM4UQWeD0REvo15nLwNB6WIiIiIiIiIiMjjOKcUERERERERERF5HAeliIiIiIiIiIjI4zgoRUREREREREREHsdBKSIiIiIiIiIi8jgOShERERERERERkcdxUIqIiIiIiIiIiDyOg1JERERERERERORxHJQiIiIiIiIiIiKP46AUERERERERERF5HAeliIiIiIiIiIjI4zgoRR4nSVKl/2RZRnh4OLp164bXX38dVqtVt9g++eQTSJKEqVOnumyf+/btg8lkwuOPP+6yffqqvn37QpIkHDp0yKH2U6dOhSRJ+OSTT9walz+q62vtS/bv34+bb74ZMTExkGUZkiRh1apVbj+uM5/HVatWQZIkjB8/3m1xuSNv1UYIgQ4dOiAzMxOapnnsuETeiHVNw8W6xnNY17ge65oKrGv0xUEp0s24ceMwbtw43HbbbWjXrh02bdqEhx9+GDfccANsNpve4bnMX//6V5hMJkyZMkXvUCrRI+ET1ZemaRg5ciTmz5+P1q1b4/bbb8e4cePQpEkTvUNzm/Hjx3usQHWUJEn45z//iZycHP5xRfQH1jX6Yl1Dvoh1jXdgXaMvg94BUMN1+Qm/YcMG9O3bF8uXL8dXX32F22+/XZ/AXOi3337D7Nmz8eCDDyI2NlbvcIh83qFDh5CdnY1evXphzZo1eodTqy5dumDnzp0IDw/XOxSXGzZsGFJTU/HPf/4Td955JwwGlhTUsLGuIaK6Yl3jPVjX6IdXSpHX6Nq1q/1S0B9//FHfYFzknXfeAQDceeedOkdC5B+OHTsGAGjVqpXOkTgmKCgIqampiIuL0zsUl5MkCbfddhuOHz+Ob7/9Vu9wiLwO6xoiqg3rGu/BukY/HJQir5Keng4AOH36dKXtQgh8+eWXGDNmDNq0aYPg4GCEhoaiS5cuePvtt6u99/fS+6S3bduGIUOGIDIyEsHBwejTpw/WrVtXp9heeeUVyLKM1NRUHD16tNb2xcXF+Oqrr9C6dWt06tSpyuMWiwVvv/02OnfujOjoaAQFBaFFixa48cYb8dVXX1Vpf+bMGTz++ONo3bo1AgICEBUVhYEDB2LJkiXVHl+SJLRo0QIWiwXPPvssUlNTYTabMWzYMPTt2xd33XUXAOCZZ56pNBfG5d/07ty5E+PHj0dCQgLMZjMaN26MMWPGYPv27dUeV1VVvPzyy0hNTUVAQAASEhIwefJkFBYW1vqaXcmGDRtw/fXXIyIiAmFhYRgwYAB+/vnnSm1mz54NSZJw66231rifiRMnQpIkfPzxx7Ue89L75s+ePYv77rsPcXFxMJvNyMjIwEcffXTF51SnpkuWy98vm82G//u//0NycjICAwPRtm3bSrGuWLEC/fr1Q1hYGCIjI3HnnXfizJkzV+zH559/jk6dOiEoKAiNGjXCuHHjcPz48RrbL168GIMHD0ZsbCzMZjNatWqFRx55pNrjXNqfH3/8Ef369UNERAQkSUJ+fv4V4yo3c+ZM9OzZE2FhYQgKCkK7du3w/PPP4+LFi1Veoz59+gAAPv30U/tntm/fvlfcf01zJmRnZ9v3sWzZskqPff/995AkCffff3+1+3Q0p9T0eRBC4IsvvkDPnj3RuHFj+7ly7bXXYsaMGZX6/OmnnwIA+vXrV+lcdWRejfLc2b9/f0RGRiIgIABt27bF1KlTceHChSrti4uL8fzzzyMrKwvh4eEICQlBUlISRo0aVe0f1eXn2vvvv19rLEQNEesa1jU1YV1ThnUN6xrWNQRB5GEARE0fvX//+98CgLj99tsrbS8pKREARHR0tOjVq5cYPXq0uPbaa0VQUJAAIMaNG1dlX08//bQAICZNmiSCgoJEZmamGD16tMjKyhIAREBAgNi2bVul53z88ccCgHj66acrbf/rX/8qAIirrrpK5ObmOtTP77//XgAQ99xzT7WPjxw5UgAQoaGhYtCgQWLMmDGiV69eIjw8XPTp06dS22PHjolWrVoJAKJ58+Zi9OjRon///kJRFAFAvPrqq1X2D0AkJCSIG264QQQHB4tBgwaJUaNGiXvvvVc8//zzokePHgKAyMrKEuPGjbP/t3btWvs+5s2bJ8xmswAg2rdvL0aOHCm6du0qJEkSQUFBYvXq1VWOO2bMGAFABAUFiZtuukncfPPNIjw8XHTq1El069ZNABAHDx506DUsfw/vueceYTKZRFpamhgzZoy46qqrBABhMpnEjz/+aG9vsVhEkyZNhNlsFnl5eVX2V1RUJEJCQkRYWJg4f/58rcdfuXKlACCGDh0q2rRpI5o2bSpGjRol+vXrZ3/t33///WqfU91nUgghxo0bJwCIlStXVtoOQCQmJtpfr2HDhonrrrvO/vp/9NFHYtasWcJgMIiePXuKkSNHimbNmgkAomfPnkLTtEr769Onj/3zL0mS6N27txgzZoxo0aKFACDi4+PF0aNHq8T3xBNP2F/bHj16iJEjR4rWrVsLACIpKUn8/vvv1fbnnnvuEZIkic6dO4sxY8aIzp07i/z8/Fpf44kTJ9rPx0GDBomRI0eKmJgYAUB079690vs0btw4cf3119tjKf/MPv/881c8xooVK6p9T1599VV7PnrqqacqPfbII48IAGLWrFn2bc7klJo+D4899pgAIMxmsxgwYIAYO3as6Nevn4iNjRWJiYmV+pyUlCQAiOuvv77SuVqei2rKW6qqirFjxwoAIiQkRPTt21fcfPPNIiEhQQAQXbp0ERcuXLC3t9lsomvXrgKAiImJEUOGDBG33HKLuPrqq0VQUFCNn+mEhARhMpkq7YuoIWFdU4Z1Te1Y17CuYV3Duoaq4qAUedyVirfevXsLAOLzzz+vtN1qtYp58+YJi8VSafvp06ftv8gvLyTKEy0AMX369EqPPfTQQwKAuOOOOyptvzwJqqpq/+XSr18/UVhY6HA/y38Jvvfee1UeO3DggP2X9eVFRklJiVi3bl2lbTfeeKMAIG699VZRWlpq37527VoRFBQkFEURmzdvrvSc8r4nJyeLY8eOVYmhpoRf7uDBgyI4OFiEhISIpUuXVnps0aJFwmg0ioSEhErxfPXVV/YC89IC7dSpUyIjI8MeU12Lt/JfrpcWKG+//bYAIOLi4ir90vjb3/4mAIjXXnutyv7ef/99AUDcd999Dh2//BcvADFmzBhx8eJF+2Pz5s2z97W65zhTvAEQGRkZ4vTp0/bt5YVHXFyciI6OFt9//739sYKCApGeni4AiBUrVlTaX3nxZjAYxA8//GDfbrFYxG233WYvSi/1zTff2GPYu3evfbumaeKf//ynACBGjx5dbX8AiK+++qraPtdk9uzZAoBo2rSp2LNnj317fn6+6NmzpwAgHn300UrPqe31rU5JSYkwm82ViiIhhBgyZIgIDQ0VzZs3Fz169Kj0WMeOHQWASu+FMzmlunjL4wkNDRUHDhyo1N5qtYo1a9ZU2lbTZ6ZcTefySy+9JACIvn37ipMnT9q3l5aWigkTJggA4oknnrBvL/+sde7cWZSUlFTaV0FBgfjll1+qPf6IESOq/QwSNRSsa1jXsK5hXSME6xrWNeQsDkqRx11evKmqKvbt2yfuvfde+y8Uq9Xq8P6WLl0qAIhHHnmk0vbyRHt5UhZCiLy8PHvxdKlLk2BpaakYNWqUACCGDRtW6Re3I2644YZqi0ohhNiwYYN9v7XZv3+//RuBM2fOVHm8/JuPu+++u9L28tf50m9ELlVb8TZ58mQBQLz55pvVPv7ggw8KAGLu3Ln2beXF90cffVSl/aJFi5wu3hITE6v9TJR/+zFz5kz7tkOHDglZlkVaWlqN7X/77TeHjl/+izcsLKzabyjLC9JL+1Pf4m3ZsmVVntOhQwcBVP2mXQghpk+fXu37WF683XrrrVWek5eXJ4KCgoQkSeLIkSP27eXfjF3+rZgQZQVc+/bthaIolb5VL+/P4MGDq+3vlZR/Xt59990qj23ZskVIkiRCQkIqFRLOFG+XHqv8vVJVVURGRoobbrhBjBs3TphMJvu3l/n5+dV+hpzJKdXFe+rUKQGUfUvvCGeKN6vVKmJiYkRwcHCVb4GFEOLChQuiSZMmIjIyUqiqKoQQ4uuvvxYAxEMPPeRQXOWeeuopAVR/ZQNRQ8C6hnUN6xrWNUKwrmFdQ87inFKkm/L7hxVFQXJyMv7zn//gnnvuwbx582pc7SA7OxsvvfQSJk2ahLvuugvjx4+3T7q5d+/eap9z3XXXVdkWHR2NqKgonDx5strnnD9/HjfeeCNmzZqF8ePHY/bs2TCbzXXqX/n8EZGRkVUeS01NRXBwMH744QdMmzYNJ06cqHE/P/30EwBg4MCBiIqKqvL4HXfcAQBYu3ZtlcckScJNN91Up7jLlc/pMHz48Gof79WrFwBg48aNAACr1WqfC2H06NFV2g8cOLDa18IRI0aMqPYzMXbsWACV+56YmIiBAwdix44dle6F37ZtGzZs2ICrrroKHTp0qNPxO3XqhOjo6Crb27RpAwA1fo7qymg0VjuPQPnkl9V9lssfqymGMWPGVNkWHR2N6667DkII++fr9OnT2LJlC1q3bo2MjIwqz5EkCT169ICqqvj111+rPD5kyJCaO1aNSz8vt912W5XH27Vrh3bt2qG4uBjZ2dl12nd1yudsKJ/zYsuWLTh37hz69u2Lvn37wmKx2D8va9asgaZpNc7p4ExOuVSjRo0QHx+P7OxsPPnkkzhw4IBznbqC3377DXl5ebj66qvRuHHjKo8HBgaiU6dOOHfunD13tm/fHrIs4+OPP8b7779f65we5crzUm5urus6QOSDWNewrnEU6xrWNfXFuqYy1jW+jYNSpJtx48Zh3LhxGD16NFJTUwGUTSpXPvndpSwWC2699VZ06NABTzzxBN5++2188skn+PTTTzF37lwAQFFRUbXHiY+Pr3Z7aGgoLBZLtY+9/vrrWLp0KQYNGoSPPvoIiqLUuX8FBQX241wuLCwM77//PsxmM6ZMmYJmzZohJSUF9957L/73v/9Valte2LVo0aLa45Rvr26Cx0aNGtW56CxXPtlgs2bNKk1CWP7fqFGjAAB5eXkAyiYstVgsiI2NRVBQULX7TExMdCqWmp5X3vfLi997770XQOVJCsv/fc8999T5+Ff6DAFAaWlpnfdZnSZNmlT7WQsJCQFQ9l7U9FhNMTj62pW/33v37q32/ZYkyT5RZfl7fqnmzZtfoWdVlX9eYmJiEBwcfMUYrzR5qaPKC7Hy4q38//369avxsZqKN2dyyuU+/fRTxMbG4sUXX0RSUhJatGiBcePGYdGiRQ49vzbl7+fSpUtrfD9/+OEHABXvZ5s2bfDSSy/hwoULmDhxIho1aoSsrCw88sgj2Lp1a43HCgsLAwCHJ4Al8lesa1jXOIp1Deua+mJdw7rGn1T/tQ2RB1y+YsS0adMwZcoUTJo0Cf369av0S+fVV1/Fl19+iczMTLz0lKxQ3wAADHRJREFU0kvo2LEjIiMjYTQasWfPHqSkpEAIUe1xZLnuY6833HAD1qxZgyVLlmDOnDkYOXJknfcRHh4OoOaicuzYsbj22muxYMECLFmyBKtXr8a7776Ld999F4888gheeeUVh44jSVKNjwUEBNQ57nLlK/+MGzfuiu26du3q9DHcZdCgQUhISMA333yD6dOnw2Qy4fPPP0dISIj9W8i6cOYzVJPqVlRy9DiujONy5XE1adIE119//RXbVlcQ1uezVpMrfbbrqnv37jCZTJUKtLCwMHTs2BGKoiAxMbFK8Vb+LeTlXPE+9O/fH/v27cP333+PxYsXY9WqVfjss8/w2WefYcSIEZg9e3a99l/+fiYnJ6NHjx5XbHvpt+WPPvoobrnlFsyfPx9Lly7F2rVr8dprr+H111/Ha6+9hsmTJ1d5fvkfqhEREfWKmcjXsa5hXeMurGvqjnUN6xqAdY2v4KAUeY3HH38cy5Ytw5IlS/DMM89UWpZ23rx5AIAvv/zSvrxyOXdcItqxY0c89dRTuO666zB27FjIslzj5d41adSoEQDg7NmzNbaJjY3F3XffjbvvvhtCCPz4448YPXo0Xn31VfzpT39Ceno6mjZtCgA4fPhwtfu49Js/V4qPj8f+/fvxyiuvVHuJ9+Wio6NhMpmQm5uLkpISBAYGVmlz5MgRp2Kpqe/l28tfo3KKouCee+7BP//5T3zxxRcICwvDuXPncPfdd1f7Da8rmUwmAGVL0FbHkWW3Xenw4cNo165dtduBiteu/FuymJiYKn9YuUP55yUvLw/nz5+v9ltFV362AwMD0aVLF/z00084cOAA1q5di549e9q/we3bty++/PJLnDx5EtnZ2Wjbtq39HHaXsLAw3Hrrrfblh3/++WeMGjUKc+bMwcKFCzFo0CCn913+fqamptb5/UxISMADDzyABx54ADabDV999RXuuusuTJkyBXfeeWeV21XOnTsHoCyfEVEF1jWsa2rCusZ5rGvKsK5xHOsa78fb98irvPDCCwCAmTNnVvqFXZ4cqru89JtvvnFLLF27dsXixYsRGBiIMWPGYMGCBXV6flZWFgBg9+7dDrWXJAkDBw7E4MGDAQDbt28HAPTs2RMAsHjx4movI/38888BVMyF4KjyIsNms1X7+IABAwBUFM61MRqN9m8Xq3tPlixZcsVC9krmzp0LVVWrbP/qq68AVLxGl7r77rthMBjw/vvv1+sS97qKi4sDAOzZs6fKY2fPnsVvv/3m9hguVd17cfbsWSxZssQ+nwJQdm6lpqZix44d1cbuakajEd26dQNQ8T5eKicnB1u2bEFISAjat2/vkmOWX7Y+ffp0nDt3Dv369av0mMViwQsvvHDFeRfcqVu3bva5VHJycuzbaztXq9O5c2eEh4dj9erVTp93AGAwGHD77bejc+fOsFgs1c5xs3PnTgBw2ftE5E9Y17CuqQ7rGuexrqnAuqbuWNd4Jw5KkVfp0KEDhg0bBpvNhpdeesm+vXzixf/85z+V2s+ePRufffaZ2+Lp3r07Fi9eDLPZjFtuuQXfffedw88tL6Y2bdpU5bHNmzdj7ty5Ve7TPnv2LDZs2ACgbFQfKJvwcfDgwSgqKsLkyZNhtVrt7devX4933nkHiqJg0qRJdepb+TdJNRWXjz76KAIDA/HYY4/Z57e4VGlpKWbPno1jx47Zt913330AgKeffrrSt4d5eXl4/PHH6xTfpQ4dOoRnnnmm0rb33nsP69evR+PGjTFixIgqz4mLi8OQIUOwefNmrF69Gu3atUOXLl2cjsFRLVu2RPPmzbFt27ZKBf/58+cxceJEFBYWuj2GS3399df48ccf7T/bbDY8/PDD9klvL50z4R//+Ac0TcOIESOqnYTzzJkzleazqK8HHngAADB16tRKVwYUFRXh/vvvhxACf/7zn112CX15Qfbee+9V+rm6x2q6xN0Vjhw5gk8++QQXLlyotP3ixYtYuXIlgIrzH6j9XK1O+bwuRUVFGD58eLVXXhw/fhwzZ860/7xy5UosW7asyq0YBw8exM6dOyFJUrV/QG/cuBEmk8lejBNRBdY1rGuqw7rGeaxrKrCuqYx1jQ/Tb+E/aqhw2dLJl8vOzhaSJImAgABx8uRJIYQQq1evFoqiCACiU6dOYuzYseKqq64SAMRjjz0mAIg+ffpU2k/5Mqcff/xxtcdJTEysEkdNywmvXbtWBAcHC5PJJL7//nuH+llUVCRCQkJEcnJylcfmzZsnAIjw8HBxzTXXiNtuu00MHjxYhIaGCgDipptuqtT+2LFjomXLlvalWceMGSOuueYa+2vyyiuvVDkGqlnG9VIlJSWiUaNG9tfurrvuEhMmTBD/+9//7G3mz58vgoKCBACRnJwsbrrpJjFmzBjRq1cvERwcLACIzZs3V9pv+XLTwcHBYsiQIWL48OEiIiJCdOzYUXTr1s2ppZPvueceYTQaRXp6uhg7dqzo3LmzACCMRqNYtGhRjc9fsmSJ/fP21ltvOXTMSzm7DPKHH34oAAhFUUS/fv3ETTfdJBo3bixat24thg4dWuPSyTW9X1daOremGMuXTp40aZKQJEn06dNHjBkzxv45atq0qTh8+HCV/f3tb38TAIQsy6Jjx45i1KhRYuTIkaJDhw5CURQRHh7ucGyOmDhxogAgAgMDxeDBg8WoUaNEbGysACC6detmX864tv464vz588JkMtnPPZvNVunx8pwAoNrlhp3JKdXFu3nzZgFABAUFid69e4tbb71VDB061N7vq666qtJS7b/88os9Jw4dOlRMmDBBTJgwwb6cd015S1VVcccddwgAwmQyia5du4oxY8aI4cOHi/T0dCFJksjKyrK3f+211wQAERsbKwYOHChuu+02cd111wmz2SwAiAceeKBKn/ft2ycAiIEDB1b7mhA1BKxrWNewrmFdU451DesaqjsOSpHH1Va8CSHE8OHDBQDx+OOP27etX79e9O/fX0RGRorQ0FBx9dVXizlz5oiDBw+6vXgToqyADA4OFmaz+YoFw6XuueceAUBs3Lix0vaTJ0+Kf/3rX6J///4iPj5emEwm0bhxY9GjRw/x0UcfCYvFUmVfeXl54tFHHxVJSUnCZDKJiIgIcd1114kff/yx2mPXVrwJIcSmTZvEgAEDRHh4uJAkqdrXa9++feIvf/mLaN26tQgICBChoaEiJSVFjBkzRnzzzTeitLS0Unur1SpefPFF0aZNG2EymUTTpk3FX/7yF5Gfn28vKOpavH388cdi3bp14pprrhGhoaEiJCREXHPNNZUKzeqUlJQIo9EoAgMDxblz5xw65qWcLd6EKPssZWRk2N/bu+++W+Tl5dX4HHcVbwcPHhQff/yxaN++vQgICBDR0dHijjvuEEePHq2x36tXrxajRo0STZs2FUajUURHR4t27dqJ+++/X6xevdrh2Bz12WefiauvvlqEhISIgIAAkZ6eLp577jlx4cIFh/vrqB49eggAYvDgwVUeK+9Lampqtc91VfFWWFgoXnnlFTFo0CDRokUL+/ty1VVXiddee61KwSqEEF988YXo2LGjCAwMtOfQ8vPoSnlLCCEWLFggBg8eLBo1aiSMRqNo1KiR6NSpk5gyZYr49ddf7e327t0r/v73v4sePXqIuLg4YTKZRLNmzcQ111wj5syZIzRNq7LvZ599VgAQc+bMqfbYRA0B6xrWNaxrWNdcinUN6xqqG0mIGpb2IKJ6y87ORocOHXD//ffjzTff1DucBufLL7/ErbfeinHjxnlkkkuihkQIgbZt26K4uBiHDh2CwcC1U4j8HesafbGuIXIf1jX64ZxSRG7Uvn17jBo1Ch999BFOnz6tdzgNitVqxYsvvggAdZ6XgohqN3/+fOzevRvPPvssCzeiBoJ1jX5Y1xC5F+sa/fBKKSI3279/P9q2bYsHH3wQL7/8st7h+L1vv/0W8+fPx8aNG7F9+3YMGzbM4ZV2iMgxQgh07NgRNpsNW7ZsgSzzOy6ihoJ1jWexriFyP9Y1+uIQIJGbJSUlVVmNhtznt99+w8cff4zIyEjceuutvL2AyA0kScLmzZv1DoOIdMC6xrNY1xC5H+saffFKKSIiIiIiIiIi8jhel0ZERERERERERB7HQSkiIiIiIiIiIvI4DkoREREREREREZHHcVCKiIiIiIiIiIg8joNSRERERERERETkcRyUIiIiIiIiIiIij+OgFBEREREREREReRwHpYiIiIiIiIiIyOP+HzHqcUDvAA+kAAAAAElFTkSuQmCC", "text/plain": [ - "<Figure size 1800x600 with 3 Axes>" + "<Figure size 1200x600 with 2 Axes>" ] }, "metadata": {}, @@ -350,13 +626,20 @@ "wct_sizes = results_df['category'].value_counts().drop(index=-1)\n", "swt_sizes = results_df[results_df[\"is_SW\"]==1]['category'].value_counts()\n", "\n", + "zip_3 = zip(\n", + " [wct_sizes, wct_no_swt_sizes, swt_sizes], \n", + " [\"all WCTs\", \"NSWTs\", \"SWTs\"],\n", + " [\"black\", \"#00BFC4\", \"#F8766D\"]\n", + " )\n", + "zip_2 = zip(\n", + " [wct_no_swt_sizes, swt_sizes], \n", + " [\"NSWTs\", \"SWTs\"],\n", + " [\"#00BFC4\", \"#F8766D\"]\n", + " )\n", + "\n", "# Barplot\n", - "zipf_fig, zipf_ax = plt.subplots(1, 3, figsize=(18,6), sharex=True, sharey=True)\n", - "for i, (size_list, name, color) in enumerate(zip(\n", - " [wct_sizes, wct_no_swt_sizes, swt_sizes], \n", - " [\"all WCTs\", \"NSWTs\", \"SWTs\"],\n", - " [\"black\", \"#00BFC4\", \"#F8766D\"]\n", - " )):\n", + "zipf_fig, zipf_ax = plt.subplots(1, 2, figsize=(12,6), sharex=True, sharey=True)\n", + "for i, (size_list, name, color) in enumerate(zip_2):\n", " \n", " size_distribution = pd.DataFrame({\n", " 'Category Size': size_list.values,\n", @@ -381,25 +664,28 @@ " slope, intercept, r_value, p_value, std_err = pearson_results\n", "\n", " zipf_ax[i].scatter(\n", - " x=sorted_df['log_rank'], y=sorted_df['log_frequency'], \n", + " x=np.exp(sorted_df['log_rank']), y=np.exp(sorted_df['log_frequency']), \n", " color=color, label=name)\n", "\n", " zipf_ax[i].plot(\n", - " sorted_df['log_rank'], \n", - " intercept + slope * sorted_df['log_rank'], \n", + " np.exp(sorted_df['log_rank']), \n", + " np.exp(intercept + slope * sorted_df['log_rank']), \n", " linestyle='dashed', color=color, label=f'Fitted line ({name})\\n(slope {slope:.2f}, R² = {r_value**2:.2f}, p-value = {p_value:.2e})')\n", "\n", - " zipf_ax[i].set_xlabel('Log(Rank)', fontsize=15)\n", + " zipf_ax[i].set_xscale('log')\n", + " zipf_ax[i].set_yscale('log')\n", + " zipf_ax[i].set_xlabel('Rank (sorted by number of whistles)', fontsize=15)\n", " zipf_ax[i].legend(prop={'size': 9})\n", " zipf_ax[i].tick_params(axis='both', labelsize=12)\n", " zipf_ax[i].grid(True, linestyle='--', alpha=1)\n", " zipf_ax[i].set_axisbelow(True)\n", "\n", - "zipf_ax[0].set_ylabel('Log(Frequency)', fontsize=15)\n", + "zipf_ax[0].set_ylabel('Number of WCTs', fontsize=15)\n", "# Adjust layout to prevent label cutoff\n", - "zipf_fig.subplots_adjust(wspace=0.05)\n", + "zipf_fig.tight_layout()\n", + "zipf_fig.subplots_adjust(wspace=0.05, top=0.93)\n", "zipf_fig.suptitle(\"Testing Zipf's Law - Log-Log Plot - Pearson correlation\", fontsize=18)\n", - "zipf_fig.savefig(\"/home/loic/Pictures/CDD/WCTs_SWTs_Zipf_law.pdf\")\n", + "zipf_fig.savefig(\"/home/loic/Pictures/CDD/wrong_Zipf_law.pdf\")\n", "plt.show()" ] }, @@ -407,19 +693,21 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "For the interpretation, idk for now, but please use http://biorxiv.org/lookup/doi/10.1101/2023.01.11.523588 and https://www.mdpi.com/1099-4300/11/4/688" + "For the interpretation, idk for now, but please use http://biorxiv.org/lookup/doi/10.1101/2023.01.11.523588 and https://www.mdpi.com/1099-4300/11/4/688.\n", + "\n", + "WARNING : the RANK are for category sizes (unique sizes, so several WCTs for each rank). I don't think it can be used as it is." ] }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 18, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - "100%|██████████| 1000/1000 [00:07<00:00, 131.06it/s]\n" + "100%|██████████| 1000/1000 [00:04<00:00, 214.94it/s]\n" ] }, { @@ -543,7 +831,7 @@ " sim_fig.delaxes(ax=sim_ax[0,1])\n", " sim_fig.tight_layout()\n", " sim_fig.subplots_adjust(wspace=0, hspace=0)\n", - " sim_fig.savefig(\"/home/loic/Pictures/CDD/simulation_Zipf_law.pdf\")\n", + " sim_fig.savefig(\"/home/loic/Pictures/CDD/simulation_wrong_Zipf_law.pdf\")\n", " plt.show()\n", "\n", "# Calculate p-value for obtaining the observed slopes or more extreme\n", @@ -556,181 +844,62 @@ "print(f\"Probability of randomly obtaining a slope difference >= {abs(SWT_slope - NSWT_slope):.2f}: {p_value_diff:.4e}\")" ] }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Accordance with Zipf's law:\n", - "- SWTs follow Zipf's Law almost perfectly (slope ≈ -1, p-value < 0.01)\n", - "- NSWT have a steeper distribution (slope ≈ -1.5, p-value < 0.01)\n", - "\n", - "These differences cannot be explained by random sampling" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Overview" - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Mean duration (WCTs): 0.88\n", - "Mean duration (isolated whistles): 0.52\n" - ] - } - ], - "source": [ - "print(f\"Mean duration (WCTs): {results_df[results_df.category != -1].duration.mean():.2f}\")\n", - "print(f\"Mean duration (isolated whistles): {results_df[results_df.category == -1].duration.mean():.2f}\")" - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "Among all whistles:\n", - "\tSWTs represent 37.33% of WCTs (81/217).\n", - "\tSWs represent 6.04% of whistles (699/11575).\n" - ] - } - ], - "source": [ - "print(\"\\nAmong all whistles:\")\n", - "print(f\"\\tSWTs represent {100*results_df[results_df[the_interval]].category.nunique()/results_df.category.nunique():.2f}% of WCTs ({results_df[results_df[the_interval]].category.nunique()}/{results_df.category.nunique()}).\")\n", - "print(f\"\\tSWs represent {100*results_df[the_interval].sum()/len(results_df):.2f}% of whistles ({results_df[the_interval].sum()}/{len(results_df)}).\")" - ] - }, - { - "cell_type": "code", - "execution_count": 12, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "100%|██████████| 11575/11575 [00:09<00:00, 1280.03it/s]\n" - ] - } - ], - "source": [ - "# What about the ID of each group of dolphin ?\n", - "group_ID_datetime = pd.read_csv(\n", - " \"./resources/DF-whistles/group_ID_datetime.csv\", \n", - " parse_dates=[\"datetime_utc\"])\n", - "results_df[\"ID_group\"] = None\n", - "\n", - "for row_id, row in tqdm(results_df.iterrows(), total=len(results_df)):\n", - " corr_row = group_ID_datetime[group_ID_datetime[\"datetime_utc\"] <= row[\"start_dt\"]].iloc[-1]\n", - " results_df.loc[row_id, \"ID_group\"] = corr_row[\"ID_group\"]" - ] - }, - { - "cell_type": "code", - "execution_count": 13, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Average number of sequences associated to a specific WCT: 1.57\n", - "Average number of sequences associated to a specific SWT: 1.06\n" - ] - } - ], - "source": [ - "# is each WCT or SWT specific to a specific sequence\n", - "print(f\"Average number of sequences associated to a specific WCT: {results_df[results_df['is_SW']==0].groupby('category')['sequence'].nunique().mean():.2f}\")\n", - "print(f\"Average number of sequences associated to a specific SWT: {results_df[results_df['is_SW']==1].groupby('category')['sequence'].nunique().mean():.2f}\")" - ] - }, - { - "cell_type": "code", - "execution_count": 14, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Average number of groups associated to a specific WCT: 1.28\n", - "Average number of groups associated to a specific SWT: 1.07\n" - ] - } - ], - "source": [ - "# is each WCT or SWT specific to a specific sequence\n", - "print(f\"Average number of groups associated to a specific WCT: {results_df[results_df['is_SW']==0].groupby('category')['ID_group'].nunique().mean():.2f}\")\n", - "print(f\"Average number of groups associated to a specific SWT: {results_df[results_df['is_SW']==1].groupby('category')['ID_group'].nunique().mean():.2f}\")\n", - "\n", - "# very slight difference but overall, one SWT = 1 group of dolphin.\n", - "# But on average 1.3 sequence pour WCT. So probably shared WCTs." - ] - }, - { - "cell_type": "code", - "execution_count": 15, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "SW rate (per minute): 0.85\n", - "SW rate (per minute per dolphin): 0.14\n" - ] - } - ], - "source": [ - "n_SW_per_file = []\n", - "n_SW_per_file_per_dolphin = []\n", - "for year in [\"2020\", \"2021\", \"2022\"]:\n", - " for date in os.listdir(os.path.join(path_audio_folder, year)):\n", - " if date.startswith(\".\") or date.endswith(\".txt\") or date.endswith(\".xlsx\"):\n", - " continue\n", - " for file in os.listdir(os.path.join(path_audio_folder, year, date)):\n", - " if file.endswith(\".wav\") and (not file.startswith(\".\")):\n", - " table = results_df[\n", - " ((results_df['is_SW']==1) &\n", - " (results_df['file']==datetime.strptime(file[8:-4], \"%Y%m%d_%H%M%S\").strftime(\"%Y-%m-%d_%H:%M\")))\n", - " ]\n", - " if len(table) >= 1:\n", - " n_SW_per_file += [len(table)]\n", - " n_SW_per_file_per_dolphin += [len(table)/table.group_size.iloc[0]]\n", - " else:\n", - " n_SW_per_file += [0]\n", - " n_SW_per_file_per_dolphin += [0]\n", + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Accordance with Zipf's law:\n", + "- SWTs follow Zipf's Law almost perfectly (slope ≈ -1, p-value < 0.01)\n", + "- NSWT have a steeper distribution (slope ≈ -1.5, p-value < 0.01)\n", "\n", - "print(\"SW rate (per minute):\", \"{:.2f}\".format(np.mean(n_SW_per_file)))\n", - "print(\"SW rate (per minute per dolphin):\", \"{:.2f}\".format(np.nanmean(n_SW_per_file_per_dolphin)))" + "These differences cannot be explained by random sampling" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Zipf's law (Number of whistle per WCT)\n", + "\n", + "OK if we want to check for something more logical, we need to look for the frequency of occurence of something directly. So what is the frequency of occurence of each WCT independantly?\n", + "\n", + "We have 216 categories with 2-40 elements, let's represent them." ] }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 44, "metadata": {}, "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "WCTs:\n", + "\tZipf's fit : -0.76 * rank + 4.92\n", + "\tExpecting slope ~ -1\n", + "\tMandelbrot's fit : 667.36/((rank + 14.41)**1.05)\n", + "\tExponent ~ 1, top_intercept ~ 1, bottom_intercept ~ 0\n", + "\n", + "NSWTs:\n", + "\tZipf's fit : -0.73 * rank + 4.31\n", + "\tExpecting slope ~ -1\n", + "\tMandelbrot's fit : 104.79/((rank + 2.20)**0.80)\n", + "\tExponent ~ 1, top_intercept ~ 1, bottom_intercept ~ 0\n", + "\n", + "SWTs:\n", + "\tZipf's fit : -0.78 * rank + 4.54\n", + "\tExpecting slope ~ -1\n", + "\tMandelbrot's fit : 71930.96/((rank + 33.78)**2.19)\n", + "\tExponent ~ 1, top_intercept ~ 1, bottom_intercept ~ 0\n", + "\n" + ] + }, { "data": { - "image/png": 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", + "image/png": 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"text/plain": [ - "<Figure size 1000x600 with 25 Axes>" + "<Figure size 1800x600 with 3 Axes>" ] }, "metadata": {}, @@ -738,82 +907,249 @@ } ], "source": [ - "# display best contours\n", - "results_df_grouped = results_df.drop(index=results_df[results_df.category==-1].index, inplace=False).copy()\n", - "gridfig, gridaxs = plot_wct_grid(\n", - " results_df_grouped, mode=\"median_dur\",\n", - " name=\"SWT\", n_categories=25, rename=False)\n", - "gridfig.suptitle(\"Top-25 Signature Whislte Types (SWTs) with the most elements\")\n", - "gridfig.text(\n", - " 0.5, 0.925,\n", - " \"Whistle contours are represented in gray, black lines are contours of median duration for visualisation purposes\",\n", - " ha=\"center\", fontsize=9)\n", - "gridfig.subplots_adjust(bottom=0.085, top=0.89)\n", - "gridfig.set_size_inches(10, 6)\n", - "for axs in gridaxs:\n", - " for ax in axs:\n", - " ax.get_children()[-11].set_height(5)\n", - " ax.set_title(\n", - " ax.get_children()[-4].get_text(),\n", - " pad=2, \n", - " fontsize=8,\n", - " fontweight='bold')\n", - "gridfig.savefig(\"/home/loic/Pictures/CDD/SWTs_25.pdf\")\n", + "zip_3 = zip(\n", + " [wct_sizes, wct_no_swt_sizes, swt_sizes], \n", + " [\"WCTs\", \"NSWTs\", \"SWTs\"],\n", + " [\"black\", \"#00BFC4\", \"#F8766D\"]\n", + " )\n", + "\n", + "zipf_wct_fig, zipf_wct_ax = plt.subplots(1, 3, figsize=(18,6), sharey=True)\n", + "for i, (sizes, name, color) in enumerate(zip_3):\n", + " sizes = sizes.sort_values()[::-1].to_numpy()\n", + " zipf_wct_sizes = pd.DataFrame({\"Rank\":np.arange(1,len(sizes)+1), \"Frequency\": sizes})\n", + "\n", + " zipf_wct_ax[i].scatter(\n", + " y=np.log(zipf_wct_sizes[\"Frequency\"]), x=np.log(zipf_wct_sizes[\"Rank\"]),\n", + " s=10, color=color, label=f\"Observed {name}\"\n", + " )\n", + "\n", + " # fit Zipf's law\n", + " pearson_results = stats.linregress(\n", + " np.log(zipf_wct_sizes[\"Rank\"]), \n", + " np.log(zipf_wct_sizes[\"Frequency\"]))\n", + " slope, intercept, r_value, p_value, std_err = pearson_results\n", + "\n", + " zipf_wct_ax[i].plot(\n", + " np.log(zipf_wct_sizes[\"Rank\"]), \n", + " intercept + slope * np.log(zipf_wct_sizes[\"Rank\"]), \n", + " linestyle='dashed', color=color, \n", + " label=f\"Zipf's line\\n(slope = {slope:.2f}, R² = {r_value**2:.2f})\")\n", + "\n", + " print(f\"{name}:\")\n", + " print(f\"\\tZipf's fit : {slope:.2f} * rank + {intercept:.2f}\")\n", + " print(f\"\\tExpecting slope ~ -1\")\n", + "\n", + " # fit Mandelbrot's law\n", + " mandelbot_results = mandelbrot_law_fit(zipf_wct_sizes)\n", + "\n", + " residuals = zipf_wct_sizes[\"Frequency\"] - mandelbrot_zipf(zipf_wct_sizes[\"Rank\"], *(mandelbot_results['c'], mandelbot_results['s'], mandelbot_results['b']))\n", + " ss_res = np.sum(residuals**2)\n", + " ss_tot = np.sum((zipf_wct_sizes[\"Frequency\"] - np.mean(zipf_wct_sizes[\"Frequency\"]))**2)\n", + " r_squared = 1 - (ss_res / ss_tot)\n", + " \n", + " zipf_wct_ax[i].plot(\n", + " np.log(zipf_wct_sizes[\"Rank\"]), \n", + " np.log(mandelbrot_zipf(zipf_wct_sizes[\"Rank\"], *(mandelbot_results['c'], mandelbot_results['s'], mandelbot_results['b']))), \n", + " linestyle='dotted', color=color, \n", + " label=f\"Mandelbrot's line\\n(Exponent = {mandelbot_results['b']:.2f}, R² = {r_squared:.2f}))\")\n", + "\n", + " print(f\"\\tMandelbrot's fit : {mandelbot_results['c']:.2f}/((rank + {mandelbot_results['s']:.2f})**{mandelbot_results['b']:.2f})\")\n", + " print(f\"\\tExponent ~ 1, top_intercept ~ 1, bottom_intercept ~ 0\\n\")\n", + "\n", + " # zipf_wct_ax.set_xscale('log')\n", + " # zipf_wct_ax.set_yscale('log')\n", + " zipf_wct_ax[i].set_xlabel('log(Rank)', fontsize=18)\n", + " zipf_wct_ax[i].legend(prop={'size': 12})\n", + " zipf_wct_ax[i].tick_params(axis='both', labelsize=15)\n", + " zipf_wct_ax[i].grid(True, linestyle='--', alpha=1)\n", + " zipf_wct_ax[i].set_axisbelow(True)\n", + "\n", + "# Adjust layout to prevent label cutoff\n", + "zipf_wct_ax[0].set_ylabel('log(Number of whistles)', fontsize=18)\n", + "zipf_wct_fig.tight_layout()\n", + "zipf_wct_fig.subplots_adjust(wspace=0.05, top=0.93)\n", + "zipf_wct_fig.suptitle(\"Number of whistles per WCT\", fontsize=21)\n", + "zipf_wct_fig.savefig(f\"/home/loic/Pictures/CDD/Zipf_law.pdf\")\n", "plt.show()" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Here we have results that are much more logical : it makes sense to find a relation between these plots, and we find that NSWTs fit a linear regression with R²=0.96, a strong correlation, that may show that these signals follow Zipf's law --> are structured for langage communication." + ] + }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 20, "metadata": {}, "outputs": [ { - "data": { - "image/png": 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VvX//nhu2detWBoCZmpqy1NRUbvjMmTMZALFp/fz8xNYdERHBALDNmzeLrbt79+7M1taWCYVCJsvatWsZAPblyxeZ0+zbt48pKCiwsLAwseFbtmxhANi1a9e4YTY2NszPz4/7e9GiRUxTU5O9evVKbN4ZM2YwRUVFFhUVxRhj7NKlSwwA+/nnnyXWXzB+TU1NseWLjBgxgpmZmbGvX7+KDR8wYADT1dVlmZmZjDHG/vzzTwaAHTlyhJsmIyODOTg4MADs8uXLMrcDY4z5+Piwpk2bcn/37t2b9e7dmykqKrLz588zxhi7f/8+A8CCgoLEtgsAdvXqVW5YfHw8U1VVZVOmTOGGXb58WSyOBw8eMADs6NGjRcYla7vs2rVLLH/S0tKYnp4eGzVqlNh0cXFxTFdXlxuelJTEALBVq1YVuV5pWrduzVq3bi0xvHDelmQ/FP1+BR08eFBim+rq6rIJEybIjE3e7Vk4jydNmsR4PB578OABNywhIYHp6+tL7J/y/tby7huiY8vKlSu5afh8PmvVqhUDwHbt2lXkdzl69KjU3I6Pj2cqKiqsY8eOTCAQcMM3bNjAALCdO3cWuVxpv8mNGzcYALZ3794i52WMsSZNmjB7e3vu7zFjxrC2bdsyxhibNm0aa9KkCTeub9++TENDQ+z8IDpvLFy4UGy5jRo1Ym5ubmLDALD58+dzfxeXJ4zl7+sF81VElLcFt7uXlxdzdnZm2dnZ3DChUMhatGjBatWqVeR6evXqxQCwpKSkIqcTcXFxYcbGxiwhIYEb9ujRI6agoMB++uknbtj8+fMZALFzn2h9BgYGYsNkHT969uzJVFRU2Nu3b7lhsbGxTFtbm3l6ekqsq7DCxx/G/rd//Pvvv3J934KcnJzEji3ynvtEx1ULCwux8+uRI0cYAPbXX38xxvJ/s1q1ajFvb2+x805mZiarWbMm69ChQ5HxhYSESBy7RKZOncoAsI8fPzLG8o9fampqLCcnh507d44pKipysYn2wYLn1ho1arCGDRvKsZUkyfp9C+rYsSOrV69eqZZPiDRUFZlUKy9fvsSECRPQvHlziScLy5Ytw/Lly+Hr64sBAwZg9+7dWLJkCa5du4Zjx47Jtfw+ffrAyMhIbJiioiJXHVooFCIxMRF8Ph+NGzcWq4oo0r9/f9SoUYP7u1WrVgDyq8QBwKdPn/Dw4UP4+fmJPcnp0KEDHB0dxZZ17tw5KCoq4ueffxYbPmXKFDDGcP78ebHhXl5eYnfWRXe++/TpA21tbYnhopikqV27Ntzd3bF//35uWGJiIs6fP4/BgwcX2Wqknp4egPwqSIWrP4ocPXoU9erVQ926dfH161fu065dOwCQqOpdeN5WrVqhRo0aYvO2b98eAoEAV69eBQAcP34cPB4P8+fPl1hGca1eMsZw/PhxdOvWDYwxsfV4e3sjJSWF+/3PnTsHMzMzsbveGhoaEk9XZWnVqhXu37+PjIwMAPlVi7t06QIXFxeEhYUByH+Ky+PxJJ4uOTo6cjkGAEZGRqhTp06Rv60o7y5cuCBWfbC0Ll68iOTkZAwcOFBsOykqKsLd3Z37LdXV1aGiooIrV64gKSnpm9dblOL2Q1E8ItnZ2fj69Sv3DlvBfVtPTw+3bt1CbGys1HWVdnv++++/aN68uVitD319fQwePFjq9PL81vLuG+fOnYOSkpLYE0hFRUVMmjRJ7vilCQkJQW5uLgICAsQayho1ahR0dHTEniBJU/A3ycvLQ0JCAhwcHKCnpyf1eFtYy5Yt8fbtW8TFxQHIfyrbokULAICHhwcePHjA/UbXrl2Du7u71Aagxo4dK/Z3q1atityngOLzpCQSExNx6dIl+Pr6Ii0tjfsdExIS4O3tjdevXyMmJkbm/KLXcQoe92URnZP8/f3FnlA2aNAAHTp0wLlz5yTmkbZ9EhISin0NSCAQIDg4GD179hR779LMzAyDBg1CeHh4iV8lEqlZsya8vb1LNW9BJT33/fTTT2LbuW/fvjAzM+O228OHD/H69WsMGjQICQkJ3G+ZkZEBLy8vXL16VeZ5EgD3akTB45mI6HwgOk9cu3YNbm5uUFFRQfPmzbnqx6JxoursIqmpqXLlSGmJjkOElBUq2JJqIy4uDj4+PtDV1cWxY8egqKhY7DyTJ0+GgoICQkJC5FpHzZo1pQ7fs2cPGjRoADU1NRgYGMDIyAhnz54Ve39OxNraWuxv0clIdCEv6oOuVq1aEvMWrjr14cMHmJubS5x4RFX+CvdnV3jdogtuKysrqcOLK1z89NNPuHbtGreeo0ePIi8vr9jqbf3794eHhwdGjhwJExMTDBgwAEeOHBE7eb9+/RrPnj2DkZGR2EfUOml8fLzM5b9+/Rr//vuvxLyid3pE8759+xbm5uZiF2vy+vLlC5KTk/H3339LrGfYsGFi6/nw4QMcHBwkLnjkrQrXqlUr8Pl83LhxAxEREYiPj0erVq3g6ekpVrB1dHSU+C6Ff3MgP+eK+m1r1qyJX3/9Fdu3b4ehoSG8vb2xceNGqfksj9evXwMA2rVrJ7GtgoODue2kqqqKFStW4Pz58zAxMYGnpydWrlzJFULKUnH7IZB/sfrLL7/AxMQE6urqMDIy4o4BBbfFypUr8fTpU1hZWaFp06ZYsGCBWCGntNtTlDeFSRsm7TuJvlfB7yTvvvHhwweYmZlJVIUtTfXNgkTHisLLUVFRgZ2dXbF9cGZlZWHevHnc+8GGhoYwMjJCcnKyXPlZ8D3b5ORkrjovkN9mA5/Px+3bt/H+/Xt8+vRJ6vu1onfxCypunwKKz5OSePPmDRhjmDt3rsRvKbpRV9QxUkdHB0D+e7/FkfWbAfnnGlEhrCB59i9pvnz5gszMTJnrEgqFUt9PlYes83dplOTcV/hczuPx4ODgwL0DLDo++vn5SfyW27dvR05Ojly5zQq1qwHk36zh8Xhctfpr165x+a6npwdHR0excU2aNBFrt0RHR0euHCktxlil7DqJVF30ji2pFlJSUtC5c2ckJycjLCwM5ubmcs0nanwkMTFR7ukLCwwMhL+/P3r27ImpU6fC2NgYioqKWLZsGd6+fSsxvawCt7STUlmTte7SxjRgwABMnjwZ+/fvx6xZsxAYGIjGjRsXe/Grrq6Oq1ev4vLlyzh79iz+/fdfHD58GO3atUNwcDAUFRUhFArh7OyMNWvWSF1G4cJ4QUKhEB06dMC0adOkji9N1x3S1gEAQ4YMkfneYYMGDb55PQDQuHFjqKmp4erVq7C2tua6H2nVqhU2bdqEnJwchIWFSX2nrrS/7R9//AF/f38EBQUhODgYP//8M5YtW4abN29KvOtdHNG22rdvH9fibEEFn4gFBASgW7duOHXqFC5cuIC5c+di2bJluHTpEho1aiRzHTweT+p3Ktygj4g828XX1xfXr1/H1KlT4eLiAi0tLQiFQnTq1EnsJoyvry9atWqFkydPIjg4GKtWrcKKFStw4sQJdO7cGUDZbk9Z5PlO32PfKE+TJk3Crl27EBAQgObNm0NXVxc8Hg8DBgwo8qmWSMGWYkXv4zZv3hwAYGhoiFq1aiE8PJwrPEkr2Mpz01QaefJEXqLv+ttvv8l8CinrBggAriGgJ0+eiD3lLyvf4zwnq0Aka5+Xdv4urdKe+6QR/ZarVq2SaJNDpKh3rQ0MDABIv2lgYGCAunXrIjw8HOnp6Xj8+LFYDaUWLVogPDwcHz9+RFRUlERtkLp16+Lhw4fIzc0tlx4gkpKSYGhoWObLJT8uKtiSKi87OxvdunXDq1evEBISIlFdtyiiKlyF776XxLFjx2BnZ4cTJ06InWilVW+Vh6jTdNFd3IIiIiIkpg0JCUFaWprYU9uXL1+KLau86Ovrw8fHB/v378fgwYNx7do1sYaZiqKgoAAvLy94eXlhzZo1WLp0KWbPno3Lly+jffv2sLe3x6NHj+Dl5VXiO7r29vZIT0/nnkIVNd2FCxckGgEpTNr6jYyMoK2tDYFAUOx6bGxs8PTpU4m704V/T1lUVFTQtGlThIWFwdramrsQbdWqFXJycrB//358/vwZnp6eci1PXs7OznB2dsacOXNw/fp1eHh4YMuWLVi8eDGA4qtri4gahTE2Ni52W4mmnzJlCqZMmYLXr1/DxcUFf/zxh0T3XQXVqFFD6tOv4p4AypKUlITQ0FD8/vvvmDdvHjdc2n4J5FeVHD9+PMaPH4/4+Hi4urpiyZIlYgWW4rZnYTY2Nnjz5o3EcGnD5CXvvmFjY4PQ0FCkp6eLXVTLm7OyckN0TIqIiBCrapqbm4v3798XG9exY8fg5+eHP/74gxuWnZ0tV4vKQH4OigqvmpqacHR05F6NAPIv9K9du4aPHz9CUVGRK/SWleLyRN59SrTtlJWV5dqnCuvWrRuWLVuGwMDAYgu2BX+zwl6+fAlDQ0NoamqWOAZZx1UNDQ2Z61JQUOBuaoqeAicnJ4v9hqXd50uiJOe+wscMxhjevHnD3fgUHR91dHRK9VuKblK8f/9e6viWLVti586dCA4OhkAg4KreA/n5fvDgQa7F8sI3crp164YbN27g+PHjGDhwYIljK8779+/RsGHDMl8u+XFRVWRSpQkEAvTv3x83btzA0aNHZV6EZGdnS61Os2jRIjDG0KlTp1LHILozXfBO9K1bt3Djxo1SLc/MzAwuLi7Ys2ePWPWjixcv4vnz52LTdunSBQKBABs2bBAbvnbtWvB4vBI/BSiNoUOH4vnz55g6dSoUFRXF+sSTRdoTctGdalEXOL6+voiJicG2bdskps3KypKo+laQr68vbty4gQsXLkiMS05OBp/PB5D/bjFjDL///rvEdAV/T01NTYkLZ0VFRfTp0wfHjx/H06dPJeb/8uUL9/8uXbogNjZW7F3uzMxM/P333zK/Q2GtWrXCrVu3cPnyZe5C1NDQEPXq1eNaGi2rJy+pqancNhJxdnaGgoKCWBdF0raLNN7e3tDR0cHSpUuRl5cnMV60rTIzM5GdnS02zt7eHtra2sV2jWRvb4+XL1+KbfdHjx7J3V1GYdL2awASF68CgUCimqCxsTHMzc25mOXdnoV5e3vjxo0bePjwITcsMTFR7N2+kpJ33+jSpQv4fD42b97MjRcIBFi/fr1c6xEVdArnR/v27aGiooJ169aJbdsdO3YgJSUFPj4+RS5XUVFR4jdZv369zKd00rRs2RIPHz5EcHCw2EU+kH+hf+PGDYSFhaFBgwZl9n6hPHkC5G83eaqdGhsbo02bNti6dSs+ffokMb7gfiBN8+bN0alTJ2zfvl1qC/O5ubn47bffAIifkwr+nk+fPkVwcDC6dOlSbLzSyDquduzYEUFBQWLd9Xz+/BkHDhxAy5YtuWrUogKh6L1wAFwXQt+DvOe+vXv3il1/HDt2DJ8+feLOz25ubrC3t8fq1auRnp4uMX9xv6WFhQWsrKy4LuoKa9myJQQCAVavXo1atWqJ3chv0aIF0tPTsWnTJigoKEjsD2PHjoWZmRmmTJmCV69eSSw7Pj5e5o254qSkpODt27cS6yTkW9ATW1KlTZkyBadPn0a3bt2QmJgo8URH1Ox+XFwcGjVqhIEDB3J3Ny9cuIBz586hU6dOUvukk1fXrl1x4sQJ9OrVCz4+Pnj//j22bNkCR0dHqScpeSxbtgw+Pj5o2bIlhg8fjsTERKxfvx5OTk5iy+zWrRvatm2L2bNnIzIyEg0bNkRwcDCCgoIQEBBQZPcrZcXHxwcGBgY4evQoOnfuDGNj42LnWbhwIa5evQofHx/Y2NggPj4emzZtgqWlJXfHeOjQoThy5AjGjh2Ly5cvw8PDAwKBAC9fvsSRI0e4/gilmTp1Kk6fPo2uXbty3Z1kZGTgyZMnOHbsGCIjI2FoaIi2bdti6NChWLduHV6/fs1VMQ0LC0Pbtm0xceJEAPkXHiEhIVizZg3Mzc1Rs2ZNuLu7Y/ny5bh8+TLc3d0xatQoODo6IjExEffv30dISAhXgB81ahQ2bNiAn376Cffu3YOZmRn27dtXZNckhbVq1QpLlixBdHS0WAHW09MTW7duha2tbZlVab106RImTpyIfv36oXbt2uDz+di3bx9XmBeRtV0K09HRwebNmzF06FC4urpiwIABMDIyQlRUFM6ePQsPDw9s2LABr169gpeXF3x9feHo6AglJSWcPHkSnz9/LvaGyfDhw7FmzRp4e3tjxIgRiI+Px5YtW+Dk5FSqxmZ0dHS4d3zz8vJgYWGB4OBgiaciaWlpsLS0RN++fdGwYUNoaWkhJCQEd+7c4Z4qyrs9C5s2bRoCAwPRoUMHTJo0ievux9raGomJiaV6N03efaNbt27w8PDAjBkzEBkZCUdHR5w4cULu96xdXFygqKiIFStWICUlBaqqqmjXrh2MjY0xc+ZM/P777+jUqRO6d++OiIgIbNq0CU2aNCmymzAg/3i7b98+6OrqwtHRETdu3EBISAhXHVMeLVu2xK5du3Dnzh2u6zORFi1aICUlBSkpKd/cUFZB8uQJkL9PHT58GL/++iuaNGkCLS0tdOvWTeoyN27ciJYtW8LZ2RmjRo2CnZ0dPn/+jBs3buDjx4949OhRkTHt3bsXHTt2RO/evdGtWzd4eXlBU1MTr1+/xqFDh/Dp0yeuL9tVq1ahc+fOaN68OUaMGMF196OrqyvWV29JyDp+LF68mOvnfPz48VBSUsLWrVuRk5ODlStXcvN37NgR1tbWGDFiBFe43LlzJ3dsKW/ynvv09fXRsmVLDBs2DJ8/f8aff/4JBwcHjBo1CkB+7aXt27ejc+fOcHJywrBhw2BhYYGYmBhcvnwZOjo6OHPmTJGx9OjRAydPnpT6zqronHrjxg2JfrJr164NQ0ND3LhxA87OzmJPvoH8p+InT57kGiscMmQI3NzcAOQ3oHfw4MFS12oICQnhuhUjpMx8vwaYCSl7rVu3ZgBkfkSSkpLYkCFDmIODA9PQ0GCqqqrMycmJLV26lOXm5ha7HlFXC9K6IREKhWzp0qXMxsaGqaqqskaNGrF//vlHZjcj0paBQt1CMMbY8ePHWb169ZiqqipzdHRkJ06ckFgmY/ldqUyePJmZm5szZWVlVqtWLbZq1SqJ7nYASHQ1ISsmUTcFBbsnkbZukfHjxzMA7MCBA1LHFxYaGsp69OjBzM3NmYqKCjM3N2cDBw6U6IIkNzeXrVixgjk5OTFVVVVWo0YN5ubmxn7//XeWkpLCTVe4mxTRdpk5cyZzcHBgKioqzNDQkLVo0YKtXr1a7Dfn8/ls1apVrG7dukxFRYUZGRmxzp07s3v37nHTvHz5knl6ejJ1dXUGQGxdnz9/ZhMmTGBWVlZMWVmZmZqaMi8vL/b333+LxfPhwwfWvXt3pqGhwQwNDdkvv/zC/v33X7m6+2GMsdTUVKaoqMi0tbUZn8/nhgcGBjIAbOjQoRLz2NjYMB8fH4nhhbvGKdzdz7t379jw4cOZvb09U1NTY/r6+qxt27YsJCREbDmytou07jZE6/H29ma6urpMTU2N2dvbM39/f3b37l3GGGNfv35lEyZMYHXr1mWamppMV1eXubu7i3WTVJTAwEBmZ2fHVFRUmIuLC7tw4cI37YcfP35kvXr1Ynp6ekxXV5f169ePxcbGik2Xk5PDpk6dyho2bMi0tbWZpqYma9iwIdu0aRO3HHm3p7Q8fvDgAWvVqhVTVVVllpaWbNmyZWzdunUMAIuLixObV57fmjH5942EhAQ2dOhQpqOjw3R1ddnQoUO5rouK6+6HMca2bdvG7OzsmKKiokSeb9iwgdWtW5cpKyszExMTNm7cOLm6nklKSmLDhg1jhoaGTEtLi3l7e7OXL19K3XayiLprASBxzBEKhUxPT48BYIcPH5aY18/Pj2lqakoMl9b1TEnzhDHG0tPT2aBBg7gYRLkrrbsfxhh7+/Yt++mnn5ipqSlTVlZmFhYWrGvXruzYsWNybYvMzEy2evVq1qRJE6alpcVUVFRYrVq12KRJk8S6i2Msv1sZDw8Ppq6uznR0dFi3bt3Y8+fPpW6Hwl25STsmFHVcvX//PvP29mZaWlpMQ0ODtW3bll2/fl0i/nv37jF3d3emoqLCrK2t2Zo1a2R29yNt/5BH4e5+Cirq3Cc6rh48eJDNnDmTGRsbM3V1debj48M+fPggMf2DBw9Y7969mYGBAVNVVWU2NjbM19eXhYaGFhujqLu3wt3jiZibmzMAEuclxvK7KQLAxo0bJ3P5sbGxbPLkyax27dpMTU2NaWhoMDc3N7ZkyRKxc3FBxXX3079/f9ayZcuivxghJcRj7Du0WEMIqdYmT56MHTt2IC4urkRPIQkhJRcQEICtW7ciPT291A0ZEUK+XVHnvitXrqBt27Y4evSoWFdv5cXLywvm5ubYt29fua/rW8XFxaFmzZo4dOgQPbElZYresSWEfJPs7GwEBgaiT58+VKglpIxlZWWJ/Z2QkIB9+/ahZcuWVKglpAJVtnPf0qVLcfjw4e/SeNa3+vPPP+Hs7EyFWlLm6B1bQkipxMfHIyQkBMeOHUNCQgJ++eWXig6JkGqnefPmaNOmDerVq4fPnz9jx44dSE1Nxdy5cys6NEJ+SJX13Ofu7o7c3NyKDkMuy5cvr+gQSDVFBVtCSKk8f/4cgwcPhrGxMdatWyez/z1CSOl16dIFx44dw99//w0ejwdXV1fs2LGjzLt2IoTIh859hFRe9I4tIYQQQgghhJAqjd6xJYQQQgghhBBSpVHBlhBCCCGEEEJIlUYFW0IIIYQQQgghVRoVbAkhhBBCCCGEVGlUsCWElJnIyEjweDwkJydXdCikkhg7diymT59e0WGUOx6Ph4cPH1Z0GKQE2rRpgz///LOiw/gmVW3/Sk5OBo/HQ2RkZEWHQgiphqhgSwiRm5aWFvdRVFSEqqoq93fnzp0rOrzvojpcDH9PW7ZswYoVKyo6DEKqpeq+f9na2uLUqVPfZV10c4qQqo8KtoQQuaWnp3OfVq1aYcWKFdzf58+fr+jwqoW8vLxyWzafzwf18EYqK8YYBAJBRYdBSonP51d0CISQHxwVbAkhZe7MmTNwcHCAnp4e/P39xQpr9+/fR9u2baGvrw8HBwds27ZNbFyzZs2go6MDQ0NDdOvWjRsXHx+PwYMHw8zMDObm5ggICEBOTo7MGO7du4d27dpBX18fRkZGmDRpEjcuODgYjRo1gq6uLlxdXRESEsKN8/f3x6hRozBgwABoa2ujTp06uHLlCgBgypQpCAsLw/Tp08WeUn/+/Bm+vr4wMjKCtbU1Zs+ezV3k7d69Gy4uLmKxubi4YPfu3WLj58+fD1NTUwwYMACJiYno1asXatSoAT09Pbi5ueHDhw9Sv2dgYCDq168PbW1tWFtbY+7cuWKFVx6Phw0bNqB+/frQ1NREeno63r59i27dusHIyAg2NjZYvHgxhEKh1OUvWLAAPXv2FBump6fHbZMFCxagW7dumDhxIvT09GBtbY3Dhw+Lbc+AgADu76tXr8LZ2RlaWlro3bs3RowYAX9/fwDAlStXoKenJ7aunj17YsGCBdzfReWPPA4dOoQGDRpAT08PTZo0wfXr17lxxW3LuLg4DBkyBGZmZtDT04OnpyeysrK48Tdv3kT9+vWho6OD7t27IyUlRWYcd+/ehYeHB/T09ODo6IiDBw9y44rbpowxrFu3DnXr1oWenh7atGmDFy9eyFzXmjVrUKtWLWhra8Pe3h4bNmzgxoleH9i2bRtsbW1hYGCA8ePHIzc3F8D/fpP169fDzMwMpqammD9/vth2CQkJQdOmTaGnpwcnJyecPn2aGxccHIzGjRtDV1cXZmZmGD9+vNg2s7W1xbJly9CsWTNoaGjg+fPn2L9/PxevhYUFFi1aJPO7lXZfLqxRo0bcPinSqVMnmU9Di9rnRdts+/btsLKygoGBAaZNmyY2/8WLF+Hu7g49PT2YmZlh2bJlcm3PwgruX6Lfct++fTKPv4UVtf0K1055+PAheDye2Php06ahY8eO0NTUlHpzMycnB+PGjYO+vj5q1qyJY8eOSaxfVn7069cPUVFRGDhwILS0tDB27FgAwLRp02BjYwNtbW04Ojri6NGj3PKKOnbm5eVh3rx5sLe3h4GBAbp3747Y2FgAQNOmTQEALVq0gJaWFpYuXSpzmxFCKjFGCCGl0Lp1a7Z27VqxYe/fv2cA2MCBA1lqaiqLiYlhlpaWbNeuXYwxxj59+sT09fXZ4cOHGZ/PZ0+ePGFmZmYsJCSEMcZY8+bN2eLFi5lAIGDZ2dnsv//+Y4wxJhQKmbu7O/v1119ZRkYG+/r1K2vTpg2bM2eO1Ng+fvzIdHR02MaNG1lWVhbLyMhgV69eZYwx9vr1a6ampsaOHz/O8vLy2NGjR5m6ujp79+4dY4wxPz8/pq2tzS5fvsz4fD5btGgRs7GxKfJ7t2vXjg0aNIilpaWxyMhI5ujoyJYsWcIYY2zXrl2sYcOGYtM3bNiQ2ya7du1iioqKbOHChSwnJ4dlZGSwmTNnsq5du7KMjAzG5/PZgwcPWEJCgtTveu7cORYREcGEQiF78OABMzY2ZoGBgdx4AKx58+YsJiaGZWdns4yMDGZjY8PWrl3LcnJy2IcPH5iTkxPbvn271OXPnz+f9ejRQ2yYrq4uu3z5MjdeWVmZ+0337NnDtLS0WGpqKrc9f/nlF8YYY4mJiUxXV5dt2bKF5eXlsdOnTzMVFRXm5+fHGGPs8uXLTFdXV2xdPXr0YPPnz2eMFZ8/xTl79iyzsLBg9+7dYwKBgB0/fpzp6+uzr1+/FrstBQIBa9y4MfPz82OJiYksLy+PhYWFsezsbG47t23bln3+/JklJSWxRo0acXEXlpSUxAwMDNi6detYbm4uu3LlCtPU1GTh4eFybdONGzeyBg0asFevXrG8vDz2119/MXt7e5aTkyN1fceOHWNRUVFMKBSyS5cuMTU1NW5don22c+fOLCkpicXExLCGDRuyBQsWcL+JgoIC8/f3ZxkZGezFixfM0tKS7d69mzHG2KNHj5ienh4LDQ1lAoGAhYWFMR0dHfby5UvGGGNXr15l9+/fZ3w+n719+5bVrVuXLV68mIvNxsaG1a5dm718+ZLx+XyWnJzMlJSUuH0/KSmJ3b59W+r3Kst9ef369ax169bcuI8fPzIVFRUWGxsrdd1F7fOibTZ58mSWlZXFnj9/zjQ0NLh95v79+0xdXZ0dO3aM5ebmsuTkZHbjxg25tmdhBfev4o6/Jd1+hY91Dx48YAUvG1u3bs2MjIzYrVu3mFAoZJmZmRLrmDt3LmvYsCGLiYlhSUlJrHPnzgwAe//+PWNMvvw4efKk2DIDAwPZ58+fGZ/PZwcPHmSqqqpczEUdO6dOncratWvHYmNjWU5ODpsyZQpr1aoVt1wA7MGDB1K3FSGkaqCCLSGkVIoq2L548YIbNnLkSDZx4kTGGGMrV65kPXv2FJtn1qxZbPjw4Ywxxjw9PdmoUaNYdHS02DS3b99m+vr6TCAQcMOCg4OZnZ2d1NiWL1/O2rZtK3Xc4sWLWadOncSGdejQgbso9fPzY/379+fGffz4kQHgCj+Fv7dofFxcHDds//79rFatWowx+Qq2hb/bvHnzWPPmzdnDhw+lfoei/PLLL2zkyJHc3wDELgyPHDnCXFxcxOb5+++/Wbt27aQuT56Crbu7OzdOKBQyFRUVdvfuXcaY+IX33r17Wb169cSW1alTJ7kLtsXlT3G6dOnC/vzzT7FhLVq0YHv37pU6fcFtefPmTaapqSn14p2x/O18/vx57u/Fixezrl27Sp02MDCQ1a1bV2zYqFGj2KhRoxhjxW9TR0dHdurUKbH5zc3NuZs3xenRowdXeBDts7du3eLGHzp0iNnb2zPG8n8TAOzz58/c+OXLlzMvLy/GGGPjx49nAQEBYssfNGgQW7hwodR1r127lrVv3577W3STRSQ9PZ2pq6uzLVu2sJSUlCK/R1nuy4mJiWKFuqVLlzIfHx+p6y1un798+TLj8XgsIyODG9++fXu2evVqxhhjY8eOZcOGDZO67JJuT2kFW1nH38KK237yFGxF65bFzs6OHT58mPv75s2bYgXbwqTlR+GCbWENGzbkbkDJOnYKhUKmqakpNjwrK4spKCiwqKgoxhgVbAmpDqgqMiGkzJmamnL/19TURFpaGoD8qnLnzp2Dnp4e91m3bh0+ffoEANi5cyeys7Ph5uaGunXrclUmIyMjkZycDH19fW6+vn374vPnz1LX/+HDB9SqVUvquI8fP8LW1lZsmJ2dHT5+/CgzfgDcd5C2PDU1NZiYmMhcXnEsLCygoPC/w/HUqVPRqlUr+Pr6wtTUFL/88otY9c2CLly4gBYtWsDQ0BC6urrYsmULvn79KjaNtbU19//IyEg8ffpU7DeYMmUK4uLi5I63sILbi8fjQV1dXer2io2NhY2Njdiwwn8Xpbj8kWf+WbNmic3/8OFDxMTEACh6W3748AEWFhZQV1eXuXxZeV9YSXOw8DaNjIzEkCFDxL5HUlKSzJzbv38/XF1duf3n3LlzEjlS8HewsbHhtgkAqKmpwdjYWOr4yMhIbNmyRSyWoKAgrornnTt30L59e5iYmEBHRwezZs0qMj81NTVx5swZBAUFwcrKCi1btsTly5fLZDsWtS/XqFEDPXr0wJ49ewAAe/bswfDhw2Wut7h9XkdHBxoaGmLrFq23qONTcdtTHmWZh8Up+NtJU3ifL7y/y5Mfha1duxZOTk7Q1dWFnp4enj59ys0j69j59etXZGRkwNPTk9uupqamUFFRQXR0tNzflxBSuVHBlhDy3VhZWaFXr15ITk7mPmlpaTh37hwAwN7eHnv37kVcXBy2b9+O3377Dffu3YOVlRWMjY3F5ktJSUF6errU9djY2ODNmzdSx1laWkp0NREZGQlLS0u5vkPBAqhoednZ2WKF7ILL09LSQmZmptg8hQuRhZeppaWFFStWICIiAjdu3EBoaCg2bdokEUtubi569+6NMWPGICYmBikpKRg7dqxEA1EFl29lZQU3NzexbZmamopnz55J/b6F48/IyEBqaqrUaYtjbm4u8a5wVFSU2LqysrLE4i9YaC0uf4pjZWWFP/74Q2z+jIwMzJgxo9htKSrMZWdnl+q7F/StOWhlZYWjR4+KfY/MzEwMHDhQYtqoqCj4+flh5cqViI+PR3JyMrp06SKRIwV/l6ioKFhYWHB/Z2dnIz4+Xup4Kysr/PLLL2KxpKenY/PmzQCAgQMHom3btnj37h1SU1OxdOnSIvMTALy8vLjCd79+/dCzZ0+p74B/63YsbMSIEdi7dy+uX7+OhIQEsXf8C6+3qH2+OEUdn4rbnmWpuO1XeN+XdgOp8G9XWOF9vuD+DhSfH4WXHx4ejgULFmDv3r1ISkpCcnIy6tevz80j69hpYGAADQ0N3Lp1S2zbZmVloUWLFgAg9v4wIaRqooItIeS7GTp0KC5duoTjx48jLy8PeXl5ePjwIe7cuQMA2Lt3Lz5//gwejwc9PT0oKChAUVERTZo0gZWVFebMmYO0tDQwxvDhwweZLTEPHjwYt2/fxpYtW5CTk4PMzEyEhYUBAPr3748rV64gKCgIfD4fJ06cwNWrVzFgwAC5voOJiQnevn3L/W1hYYG2bdvit99+Q0ZGBqKiorBkyRL4+fkByG8o6t27dwgLCwOfz8fKlSuRkJBQ5Dr++ecfvHr1CkKhEDo6OlBWVoaSkpLEdDk5OcjOzoaBgQFUVVVx69YtHDhwoMhld+3aFZ8/f8amTZuQnZ0NgUCAiIgImY3quLq64saNG3j58iWys7Mxa9asUl8A+vj4ICYmBtu2bQOfz8fZs2dx6dIlbnzt2rWhrKyMAwcOQCAQ4ODBg3jw4AE3vrj8ETWeI6uPzAkTJmDVqlW4d+8eGGPIzMxESEgIPn78WOy2bNKkCerUqYPx48cjOTkZfD4f4eHhRTZgJkuXLl0QHx+PTZs2gc/nIywsDPv378dPP/0k1/wTJkzAvHnzEBERAQBITU1FUFCQ1Cdz6enpYIzB2NgYCgoKOHfuHIKDgyWmW7hwIZKTkxEbG4tly5Zh8ODB3DgFBQXMnDkTWVlZiIiIwMaNG7nxY8aMwa5du3D58mUIBALk5OTgxo0bXGNWqamp0NPTg6amJl68eFFsAe3z5884efIk0tLSoKSkBB0dHam5D3z7vlyYl5cXGGMYP348hgwZAmVlZanTFbfPF2fUqFE4ePAgTp48CT6fj5SUFNy8eRNA8duzLBW3/VxdXXHixAmkpKQgPj4eK1euLPE6Bg4ciOXLlyM2NhbJyclYuHCh2Pji8qPw8TY1NRWKioowMjKCUCjEzp078fTpU268rGOngoICxo4diylTpnBPaBMSEsQaZSu8LkJI1UMFW0LId2NhYYELFy5g69atMDMzg4mJCSZMmMA9AQwJCUHDhg2hpaWFHj16YNWqVXBxcYGioiL++ecfxMTEoF69etDV1YWPj0+RT2VDQ0Nx4MABmJiYwNbWlmuN08HBASdOnMD8+fOhr6+PhQsX4uTJk7Czs5PrOwQEBCAkJAR6enro2rUrAODAgQPIysqCjY0NPDw84OPjw7WC6uDggJUrV6Jv374wMzNDTk4OnJycilzHmzdv0KlTJ67Vz+bNm2PcuHES02lra2Pjxo0YPXo0dHR0sGTJEvTv37/IZWtpaSEkJAShoaFcK7iDBg2SWRW5Xbt2GDNmDFq0aAEHBwc4OztDW1tbnk0lQV9fH0FBQfjrr7+4VmMLFqB0dHSwbds2zJgxAwYGBrh27Rq8vb258cXlT1RUFGxsbMSeNhbUrVs3LF++HKNGjUKNGjVQs2ZN/PXXXxAKhcVuSwUFBZw5cwaZmZmoU6cODA0NMWfOHJmtSRelRo0aOH/+PAIDA2FgYIDRo0dj8+bNaNmypVzzT5w4Ef7+/ujduzd0dHRQr149mTc0HB0dMXv2bLRr1w4GBgY4fPgwunfvLjFdjx494OLigvr168Pd3R2zZs3ixmlra8PFxQV2dnbw9PTETz/9xBXiGjVqhIMHD2LOnDkwMjKChYUF5s6dyxX4t27ditWrV3Ot2hZX6BQKhfjrr79gZWUFXV1dbNy4EceOHZP6ZPBb9+XCeDwehg0bhkePHmHYsGFFTlvUPl8cV1dXHD9+HEuWLIG+vj7q1auH//77D0Dx27MsFbf9Jk+eDDMzM1hZWaFdu3bFHlukmTNnDho3boz69evDxcVFooX14vJj1qxZ2LBhA/T09DB+/Hh06tQJffv2hbOzM8zNzfHs2TN4eHhw0xd17Fy2bBmaN2+Odu3aQVtbG25ubmI3eRYtWoSff/4ZNWrUwPLly0v8XQkhFY/HCtcJIoQQQr6TgIAAJCcnS3S1Uhq///47TE1NMWbMmG8P7AcRGRmJmjVrIikpSaKrJSC/65qePXsiOTn5u8dWEfbu3Yt169bh7t27FR0KIYSQEpJev4cQQgipYubPn1/RIZAqLD09HevWrZNaO4IQQkjlR1WRCSGEEPJD27dvH0xMTGBhYSH3u7KEEEIqF6qKTAghhBBCCCGkSqMntoQQQgghhBBCqjQq2BJCCCGEEEIIqdKoYEsIIYQQQgghpEqjgi0hhBBCCCGEkCqNCraEEEIIIYQQQqo0KtgSQgghhBBCCKnSqGBLCCGEEEIIIaRKU6roAMpbgwYNEBsbW9FhECKVubk5Hj9+LNe0lMukMqNcJtUF5TKpLiiXSXUhby5X+4JtbGwsrly5UtFhECJVmzZt5J6WcplUZpTLpLqgXCbVBeUyqS7kzWWqikwIIYQQQgghpEqjgi0hhBBCCCGEkCqNCraEEEIIIYQQQqo0KtiScpGTkwNvb2+0adMG2dnZFRrLpEmT4OLigjdv3lRoHKRqev36NVxcXDBp0qQKjSM7OxutW7eGt7c3cnJyKjQWUjXRcZlUF5TLpKpas2YNnJ2dERISUqFxhISEwNnZGWvXrq3QOMoaFWy/I29vbzg7O+PIkSMAgFOnTsHZ2RnOzs5o2LAh3N3d0bNnT6xevRpfv34tclmi+Qp/vL29AQB37tyROc3s2bMllrdhwwZufMEkz8vLw+bNm+Hj4wM3Nzd06tQJO3fuBGOsyPj279+P2NhYDBw4EGpqagCA2bNnc+u4evUqN+3gwYPh7OyMTZs2ybchC4iIiMDIkSPRvHlzbtmF+fv7QyAQVLudtyKVZS5/+fIFc+bMgZeXF9zc3ODr6yuWHyIHDx5Er1694ObmBg8PD/j5+eHLly9i0wiFQgwfPpyLJTw8vMTrKWzNmjUQCAQYNmyYxPdv2rQpEhMTAeRfaInWe+fOnWKXW9i5c+cwcOBAuLq6wtnZWWx9AKCmpoaBAwciNjYWBw8eLPHyiXTf87gMAGFhYfjpp5/g4eGBxo0bw8fHB+vXr4dAIAAAxMTESF3GyJEjuWXs378fgwcPhqenJ9zc3ODj44NNmzYhLy+vyPjouFy9lWUui3z9+hWtW7fmllPwptpvv/0GLy8vuLq6wsPDA0OHDsV///3HjZcnl+XJFWkol38sZZnbmzZtkpqXZ86c4aYJDAxEnz594OLiIvO6ee7cuejUqRM3/6lTp4r9HnFxcdi/fz+sra3h5eUFQPx6fcqUKdy0R44ckTh/lERx8Xl5ecHa2hqBgYGIi4sr1ToqIyrYVgLq6uoYOHAgPDw8EB8fjz179sDX1xfR0dEy5xkyZIjYx8LCAgBgY2MDADAxMZGYRkkpvxFsW1tbsWXduXMH27Zt48YXtHr1amzatAnZ2dno3r07d/Det2+fzNgEAgF34e3j4yN1mg0bNsjeICXw6dMnfP36FXXr1pU5jaurK8zNzREWFoaoqKgyWS+RrqS5LBQKMWHCBAQFBcHQ0BA+Pj54//49Jk2ahGfPnnHT/fHHH1i6dCni4uLQoUMHtG/fHhkZGUhPTxdb3t9//40HDx6Uej2FvX//HteuXYOFhQVcXV0lxmdlZWH79u3ybp4ivXr1CgoKCtw+LE3Xrl0B5BfyhUJhmayXSFcex+X4+Hj8/PPPePDgAWrXrg1vb2/Exsbi77//lrhZYWxsLLasDh06cONCQkKQkJAADw8PtGjRAtHR0di8eTM2btwoMzY6Lv+4SpPLAMAYw8yZM5Gamip1/MePH+Hm5obevXvD3NwcDx8+REBAgMRFclG5LE+uFEa5TERKm9sA0Lx5c7G8tLOz48Y9e/YM2traMDU1lTn/w4cPYW9vz91Ykcfhw4eRm5sLHx8f8Hg8ifEXL15ERESE3MsrSnHx8Xg8dOnSBbm5uTh27FiZrLMyqPbd/VQFGhoamDFjBgAgISEBQ4cORXR0NFauXIn169dLnWf69Onc/5OTk3H8+HEAgJ+fHwDA2tpabJqwsDAEBgZCXV0dvr6+3PCkpCTMmDEDLVq0QFZWFu7duye2nn///RdA/p3Zzp07IzQ0FAEBAdi2bRsGDx4MRUVFidiePXuGuLg4WFpawtLSUmI8j8fDixcvEBISgvbt28u1jWRp06YN2rRpg/DwcNy9e1fqNDweD02bNsWpU6dw+fJlbhuRslfSXH7//j1evHgBANi4cSMMDQ2hqamJwMBAbN26FevWrUNMTAz27t0LZWVlHDhwADVr1pS67vv372PLli2YNGkS/vzzzxKvR5pLly6BMYamTZtKHc/j8XDkyBH4+/tDV1dXrm0kS0BAAABg7dq1Mqu0WVpawsLCAjExMXjx4gWcnJy+aZ1EtvI4LsfGxoLP5wPIv/DW1NREYmIiwsPDERMTI7aswsfwgqZMmQInJyfuwmjWrFk4c+YMwsLCuDwqjI7LP67S5DIA7NixA3fu3MH48eOlTnfo0CHu/8nJyWjVqhX4fD7i4uLECgRF5bI8uVIY5TIRKW1uA0CXLl3Qs2dPqeOWLVsGAJg6darEsVlE9IS3JNXhQ0NDAQDu7u4yp9mwYUOxsctDnvjc3d2xZcsWhIaGYuLEid+8zsqAnthWMgYGBtxBMTw8XK536Q4fPoysrCzUrl0bHh4eUqfZs2cPAKBXr15iF+Bz584FACxZskTq3SMVFRUAwIsXL5CTk8MVDpKTk/Hp0yep6xJNY29vL3V8ixYtoK2tjY0bN8p86iSrSl9pq2U4ODgAAJ4+fVrieUnpyJPLovwC8n+bzMxMrlD38uVLAMDNmzchFAqhp6eHBQsWoGnTpvDx8cH+/fu5eVNSUjB9+nQ0a9YMw4cPL9V6pCkul0Xvu/79999Sxxf1SoCs6k3FEeVyUU+aSdkqq+Ny/fr1uZskEydOxOzZs3Hz5k1YWlpiwIABYvM/efIETZo0QevWrfHLL7/g/fv33Lj69euLHa9zc3MB5D8Zk4WOywSQP5cfPXqEjRs3YsKECWjUqJHM5R04cACLFy/GqFGjAOTnUeHqukXlcmlQLhNpSnqcXrFiBdzc3NClSxds3LiRO46Wl+zsbC73i7qmuHLlCp48eSJ1fMHq9tI+JX0NSpS3b968qfB31csKPbGthMzNzQEAfD4fKSkpRV6s5ObmclVy/P39pU7z8uVL3Lp1C4qKihg6dCg3fN++fQgLC8P27duhr68vdd4xY8Zg4cKF2LVrF3bt2iU27uvXr1LvloqqLWlpaUldpra2Nvz9/bF+/XqcP39e6jRDhgyROhwAdHR0ZI6TRVNTE0B+AYh8P8XlspWVFbp27Yp//vlHonEm0XsyondYv3z5AkNDQ3To0AHnzp3D8uXLoaOjg27dumHevHng8/kyb9DIsx5pisvlJk2aIDk5GSdOnMCgQYMkxoteCZClfv36MsfJQrlcMcriuKykpIS+ffvixYsX3NMfBQUFtG7dGiYmJtx0FhYWaNiwIdTV1XHt2jVcunQJz58/x8mTJyVyMSgoCMHBwdDQ0JD5tBag4zL5n+JyOTU1FdOnT4ebmxtGjBghUZOroIsXL3K5rK2tDU9PT7GaXCXJZXlRLhNZ5DlOKyoqolGjRrCzs0NqaiouX76MLVu2IC0tjXv6Wx4KVumXlbvjxo1DSEgI1q9fL7W2QYsWLYrMz4LnEXmI8lYUX0mqVVdWVLCthETVHpSUlIqt3njmzBkkJCTAxMQEnTp1kjrN7t27AQAdOnQQK4iePn0aWlpa2L17N3bv3o3Xr18DyD9R8Xg8BAQEoG/fvnByckJ4eDjy8vJQr149/PzzzwDy745Jo62tDQDIyMiQGfeQIUOwf/9+bN68WWzHKi+iWEpzwiKlJ08uL1u2DJ07d8bjx4+hrq4ORUVF/PHHH9zNloJ5tnnzZhgYGEBBQQGnTp3CpUuX0KZNG1y6dAnW1taYN2+e2LI3bdqElJQU+Pj4FLseaUS5XPhd3oImTZqEwYMHY8uWLfJtlG9EuVwxyuK4/OrVK0ybNg0KCgrYv38/bG1tMXHiROzfvx8qKir49ddfYW5uzr0CAuTf2PHy8kJcXBwePnyIli1bcuO2bNmCjRs3Qk9PDxs3bkSdOnVkxkTHZSJSXC7fvXsXMTExMDAwwKRJk5CcnMyNCwgIwOTJk1G7dm0AwK5du5Cbm4tHjx7h559/xvLly2FqagovL68S5XJJUC4TWeQ5To8ePRpjxozh/g4MDMSKFSvw77//lmvBVpS3QH6+SIvPwsICvXv3xpEjR6Cnp1dusRSMQ1p8VRkVbCuZhIQErtpwixYtoKqqKnNaxhj27t0LABg6dCiUlZUlpomLi8OFCxcASD7RZYwhNTVVomXY6OhoPHr0CAC4wmy9evUAgGtV0NLSElZWVlLjEk379u1bmbFraGhg+PDhWL16tdQnbIGBgTLnNTc3x7hx42SOl0YUiyg2Uv7kzeW8vDx4enrC09MTAoGAO+E0b94cAIq8WNfQ0OBa6I6KipJouOPJkyf48OGDXOuRpl69eggODsa7d+9kTtOgQQO0bt1a7AJO5PPnz0Xmcvfu3WU2fiIL5fL3V1bH5cjISACAqqoqHB0doaSkBHt7ezx48IDLsdjYWBgbG0s9nouq1uXl5WH+/Pk4c+YMbG1tsXHjRlhbWxf5Hei4TAD5cll0TH38+LHEuPDwcAwfPhyZmZlQU1ODgoICVFRU4ObmBkNDQ6Snp+PVq1fw8vKSK5dLg3KZSCPvcfrDhw9ijaiK8r28qyKrq6vD1tYWkZGRePv2rdQGKYH8gndQUJDUa4rr16/j9OnTMtfRrl27Ys8FBYnytmbNmlBXV5d7vsqMCraVQGZmJpYvX474+HjcvHkTaWlpMDIyKvbOUVhYGN69ewdtbW307dtX6jT79+8Hn89H06ZNJRqaKdwK2rBhw3D37l0MHz4ckydPBpD/5OHo0aOoU6cOYmNjcePGDSgoKOC3336TGVf9+vVhbGyM6OhoxMTEcC2DFta/f3/s2bNHossWADLfLyjs3bt32LFjB+Lj47lhovcWf/vtN9SoUQMAcPv2bQBA27Zt5VouKZ3S5PLvv/+Or1+/wszMDI8ePcLr16+hq6uLsWPHAgCcnJzg4eGBa9euYdy4cahVqxbOnTsHBQUF9OzZEzo6OhL5InrHa/PmzdxTgeLWI027du3w119/4datW0V+74kTJ0rtOqhJkyZy53JoaChXTQ/Ib/Bq9uzZqFGjBre/xcTE4OPHjzA2NqaGo8pZeRyXnZ2doaamhqysLIwYMQKWlpbcxUvjxo0B5FctPnz4MBo3bgxtbW1cu3YNfD4fxsbGaNasGQBg3rx5+Oeff8Dj8dCgQQOu2rOOjo7MC3I6Lv+4SprLXl5eYr/1nTt3uLYL7t69C1VVVYSGhmLp0qVwdXWFrq4unj59isjISPB4PC5P5clleXOlIMplIlKa4/TYsWOho6ODunXrIj09HZcvXwYAdOvWjZvm+PHjuH//PpcnDx48wOzZs1GzZk2uu6rVq1cjKSmJq9F14sQJ3LlzB+3ateO68imsXbt22LlzJ27duiWzYGtiYoJ+/fpJvfmyZMkSLFmyRI4tI198orxt166dXMusCqjxqEogKysLBw4cwLVr12BsbAx/f38cPXpU5hNREdGdqb59+0qtapORkSHRKmdJWVhYIDMzE2fPnsXDhw/h6uqKzZs3y9xpgfz3FwYOHAgA+Oeff2ROp6amhtGjR5cqLpGEhAScPn0aN2/e5IadPn0ap0+fRmZmJoD81nJjYmLg4eEh1pw7KXulyeXatWvj7du3OHXqFOLj49GhQwfs379f7GJlxYoV6NWrFz59+oSLFy+iXr16WL9+PZo0aSJ3bPKspzA7Ozt4eHggJiYG9+/flzld3bp1xbqwKI2IiAicPn2aa9RKlNsXL17kphHtTwMHDpTaIjkpO+VxXDYzM8OGDRvQpEkTvH37FhcuXIC5uTkmTJiAn376CUB+K5VOTk64f/8+d2e+e/fu2Lt3L7c8UXcqjDGcPn0agYGBCAwMLLIfRTou/7hKm8tFEdXaunnzJo4fP47Pnz+jZcuW2LJlC9fYlDy5LE+uFEa5TERKk9uiG44hISEIDw+Hra0tpk6diqlTp3LTiHJWVLU5Ojoap0+fxrVr17hpLl68iNOnT3O1Dx48eIDTp08X2V1P//79oaysjLNnz3JPiqUZOXLkNz9BLS4+xhjOnj0LZWVl9O/f/5vWVZnwWFFbthowNDTElStXKjqMH46o39vc3Fz8+++/FfpC+qRJkxAWFoYjR45w7wVVFm3atCm2M3ERyuWKERERgf79+6NVq1Zl0gR/aWVnZ8Pb2xtqamoICgqqdI08UC5XfnRclg/lcuVHuSwfyuXKZ82aNdi1axfWrl37zd1RfYuQkBBMnjwZw4YNw6+//lphcchL3lymgi0hFYhOOqS6oFwm1QXlMqkuKJdJdSFvLlNVZEIIIYQQQgghVVqFNR61bNkynDhxAi9fvoS6ujpatGiBFStWiLWAmp2djSlTpuDQoUPIycmBt7c3Nm3aJHc/TUKhEAKBAGlpaVJbxSOkIjHGIBAIIBQKoaBQ9D0mymVSmVEuk+qCcplUF5TLpLooSS6DVRBvb2+2a9cu9vTpU/bw4UPWpUsXZm1tzdLT07lpxo4dy6ysrFhoaCi7e/cua9asGWvRooXc64iOjmYA6EOfSv2Jjo6mXKZPtfhQLtOnunwol+lTXT6Uy/SpLh95crnSvGP75csXGBsb47///oOnpydSUlJgZGSEAwcOcC2YvXz5EvXq1cONGze4puKLkpKSAj09PURHR1On2aTSSU1NhZWVFZKTk2V2JC5CuUwqM8plUl1QLpPqgnKZVBclyeVK049tSkoKAEBfXx8AcO/ePeTl5Ym1GFa3bl1YW1vLXbAVVafQ0dGhHZVUWvJU+6FcJlUB5TKpLiiXSXVBuUyqC3lyuVIUbIVCIQICAuDh4YH69esDyO+nT0VFBXp6emLTmpiYcH34FZaTk8P11wTkl/AJqYool0l1QblMqgvKZVJdUC6T6qpStIo8YcIEPH36FIcOHfqm5Sxbtgy6urrc51s6HyekIlEuk+qCcplUF5TLpLqgXCbVVYUXbCdOnIh//vkHly9fhqWlJTfc1NQUubm5SE5OFpv+8+fPMDU1lbqsmTNnIiUlhftER0eXZ+iElBvK5fxW0TMzMys6DPKNKJdJdUG5TKoLymVSXVVYVWTGGCZNmoSTJ0/iypUrqFmzpth4Nzc3KCsrIzQ0FH369AEAREREICoqCs2bN5e6TFVVVaiqqpZ77ISUtx85l4VCIQ4cOIClS5ciKysLu3btQuvWrakLgirqR85lUr1QLpPqgnKZVFcVVrCdMGECDhw4gKCgIGhra3Pvzerq6kJdXR26uroYMWIEfv31V+jr60NHRweTJk1C8+bN5Wo4ihBSNd24cQOjR49GVlYWAKBPnz54+PAhVZUihBBCCCEyVVhV5M2bNyMlJQVt2rSBmZkZ9zl8+DA3zdq1a9G1a1f06dMHnp6eMDU1xYkTJyoqZEJIOUtISMCoUaOQlZUFOzs7aGtrIzExEXv37q3o0AghhBBCSCVWYQVbxpjUj7+/PzeNmpoaNm7ciMTERGRkZODEiRMy368lhFRt6enpGDFiBF68eAFdXV2cOHECEyZMAADs378f2dnZFRwhIYQQQgiprCq88ShCCElISEC/fv0QFBQERUVFrFmzBg0aNIC/vz8UFBTw4sULvH79uqLDJIQQQgghlRQVbAkhFerjx4/o2rUr/v33XygpKeGvv/6Cn58feDwebG1tUbduXQBAaGhoBUdKiHwEAgHS09OplgEhhBDyHVHBlhBSIRhjuHPnDry9vXHz5k2oq6tj9+7dGDduHBQVFQEAKioqcHd3BwCEh4eDMVaRIRNSJMYYXr58CX9/f1hZWaFhw4YICgqivCWEEEK+AyrYEkK+u7S0NMyfPx9t2rTB8+fPUaNGDRw5cgSDBg2CgsL/Dks8Hg+tW7cGAISFhSEpKamiQiakWFeuXEHTpk0RGBiI5ORkvHr1Cv7+/nj69GlFh0YIIYRUe1SwJYR8NwKBAKGhoWjZsiUWLVqEzMxMuLq6Ijg4GD4+PlL7qu3SpQv09fURHx+P/fv3V0DUhBQvIyMDAQEBSEtLg52dHVauXAkHBwckJyfjwIEDFR0eIYQQUu1RwZYQUu4YY/jw4QOGDRsGb29vPH78GJqamliwYAGuXr2Kxo0bSy3UAoChoSEGDRoEANi6dSvXvy0hlQVjDOvWrePy+sSJE5g6dSq6desGAHjy5AmEQmEFR0kIIYRUb1SwJYSUq6ysLPz1119wc3PDvn37IBAI0KFDB1y/fh3z5s2DpqZmkfPzeDxMnDgRqqqqePbsGc6cOfOdIidEPu/evcPq1asBAJMmTUKDBg0AAI0aNQIAPHv2DDk5ORUWHyGEEPIjoIItIaRcCAQC3Lx5E15eXpg8eTISEhJga2uLwMBA/PPPP2jQoIHMp7SF1apVC7179wYArFu3Drm5ueUZOiFyy83Nxa+//orExETY2dlh6tSpXF67ubkBAD58+ID4+PiKDJMQQgip9qhgSwgpU3w+H/fu3cNPP/0ET09P3LhxAyoqKvjll19w584dDB48GCoqKiVapoKCAgICAqCgoIBr164hLCysnKInRH5CoRB//vknTp8+DR6Ph7Vr10JfX58bb2NjA2NjYzDGcP/+/QqMlBBCCKn+qGBLCCkTubm5uHTpEnr37g13d3ccOHAAeXl58PDwwH///Yc1a9bA0NCw1Mt3dXVFx44dAQArVqxAXl5eWYVOSIkxxhAaGop58+YByK+C7OPjIzaNmpoa6tWrBwB4/Pjxd4+REEII+ZEoVXQAhJCqKycnB9HR0fj3339x5MgRsSep7u7umDx5Mnr27AlVVdVvXpeSkhKmT5+O4OBgXLx4EWfOnEGvXr3krs5MSFkRCoU4deoURo4ciZycHLRq1QpLly7l+l8WUVRURN26dfHff//h2bNnYIxVunxljCEqKgr79+/H48ePYWhoiEaNGqFXr15iT58JIYSQyo4KtoQQuQkEAly5cgUHDhxAYmIi3r9/L9biq4KCAjp06ICAgAC0a9euxFWOi9OyZUv07NkTJ06cwMSJE+Hs7IxatWqV6ToIKQqfz8e6deswY8YM5OXlwdHREbt375bZCFr9+vUBABEREcjLyyvzfaK0GGP4+PEjVq5ciT179iAtLU1s/IIFC3Ds2DG4u7tXUISEkMqAMQY+nw+BQAA+nw8+n4/ExER8+fIFWVlZyMnJQU5ODnJzc7l/lZSUoKOjA21tbWhra0NXVxc6OjpQV1eHgoICFBUVoaCgwH0UFRXL5aafUCjkYubz+cjLy4OqqiqUlZWhrKwMBQWquFrdUMGWEFIsUXc9ixYtwu7duyW6LnFwcICnpydGjRqFxo0bQ0mpfA4tSkpKWLNmDe7evYuoqCj89NNPCA4Ohra2drmsj5CCsrOzMWfOHPzxxx8AgPbt22Pv3r0wMzOTOU/Dhg0BAK9fv0ZmZmaFF2wZY4iNjcWWLVuwadMmJCYmAgBsbW3Rrl07JCUl4cqVK/j48SP69euH27dvw9TUtEJjJoR8H1u3boWamhq+fv2KhIQEfP36FUlJSdwnOTkZycnJ4PP5pVq+kpISNDU1oampCQ0NDe7/mpqaqFGjBgwMDGBgYAAjIyMYGhrC2NgYFhYWMDc3h4qKCpSVlcUKwYwx5OXlIS8vD6mpqXj79i3evn2LyMhIREVF4ePHj4iLi0NCQgKSkpKQmZkJPT09WFpawsLCAtbW1rCxsYGTkxOaNm0KQ0PDCj9Gk29DBVtCiEyMMSQmJmLt2rXYuHEjkpOTAQBt27aFk5MTLCws0KlTJ9SpUwdqamrfpZqljY0Ndu/eDR8fH9y8eRNTp07Fhg0byq0wTX5subm5+O+//3Dr1i2EhITgv//+AwAMHz4c69atK7a7KkdHR6iqqiIrKwsvXrxA8+bNv0fYUsXFxWHp0qXYs2cPUlNTAeTvT1OmTIG/vz+0tbXBGMOzZ8/Qvn17REdHY+vWrZg3b16lq0JNCCl706ZNk3tadXV1qKurc08/C34EAgEyMjKQkZGBzMxMZGdnA8iv8ZKSkoKUlJQSxaWmpgZTU1OYm5vD2NiYK+Smpqbi48ePiImJkbvleVHh/OnTp2LDlZSU4OrqCh8fH/Tp0we1atWiQm4VRFeChBCpMjMzsXPnTqxYsQIfP34EANjZ2WHOnDmlatm4LLVu3RpLly7F5MmTsXXrVri6umLUqFF08U3KhFAoRE5ODm7duoV58+aJvTuuqKiImTNnYu7cuXLtA1paWqhduzaePHmC27dvV0jBls/n49SpU5g8eTK3L1tbW2PUqFGYMGECatSowU3L4/Hg5OSEMWPGYOHChdi2bRtGjx5d5FNpQkj10LBhQ6ioqEBPTw/6+vrcE1RDQ0PuCaqxsTGMjIygqakJBQUF8Hg8iQ+Q/+qSUCiEUChEbm4uUlNTuU9aWhr3r+iTkJCAxMRE7ulqYmIi98nOzkZkZCQiIyOLjF9DQwOWlpbcx8rKClZWVjA3N4eRkRF0dHTw6dMn7qnuhw8fEBUVhZcvX+Lr16+4ffs2bt++jQULFqBJkybo0aMHfH19YWtrSzfPqwj6lQghYvLy8nDu3DnMmzePa8nV0NAQAQEBmDhxInR1dSs4wvx3eSdMmID79+9j3759+PXXX2FtbQ1vb28q3FYRjLEKX79QKIRAIEBeXh4SEhJw//59hIeH48GDB3j//j3ev38PIP9Ovru7OxwcHODr6wtvb2+JhqJkUVFRQYMGDfDkyRPcvXv3uzcglZmZiWnTpmHTpk1gjMHU1BSzZs2Cn58ftLW1pcbC4/EwZswYbN68GTExMZg4cSIOHjxITy8IqeZCQ0Oho6MDJSWlMj9OydsrAmNM7H3e9PR0REVFcQXbL1++cO/zampqombNmrC3t4e9vT1MTEygqqoKFRUVme/POjo6wsvLi/tbIBAgMzMTz58/x8mTJ3H+/Hk8fvyYK+TOnz8fbdu2xcyZM9GqVSsq4FZ2rBpLSUlhAFhKSkpFh0KIhJLk5/fIZYFAwB49esS6du3KADAATF1dnU2cOJFFR0czoVBYbusuraSkJNa0aVMGgNWoUYNduXKlUsZZ3ZUml9+/f1/+gRXA5/NZcnIyu3LlClu2bBkbMGAA8/T0ZA0aNGDGxsZczhf88Hg81r59e3bjxg2Wl5dX6nWvXbuWAWANGjRg2dnZZfitipaamsp69uzJfZ++ffuyDx8+yLWPCIVCdvDgQaagoMCMjY3Zs2fPvkPEFa+yHZcJKS3K5dLJzs5md+7cYVOmTGG1a9cWOx9069aN3b59mwkEgooO84dSkvyk2w6E/OAYY/jy5QuWLVuGrVu3IisrCzweD7169cLvv/8OR0fHSttyoJ6eHo4dO4ZOnTrh+fPn6NevH86cOUMtuVYBCQkJsLW1LZdlC4VCZGZm4uXLl7hz5w6ePXuGp0+f4uHDh0W+22VkZISGDRuiSZMmcHJygouLC2rXrg1lZeVvikdU/fjFixdITk6GiYnJNy1PHomJiRg0aBAuXLgARUVFLFmyBL/++qvc34XH46Ffv3749OkTfHx8qPVxQsgPQVVVFY0bN4abmxsWLVqE69evY+XKlQgODsaZM2dw4cIFDB8+HPPnz6eG9SohKtgS8gPLysrC3r17sWjRIsTExAAAXFxcsGTJEnTs2LFKVLmxsrLC6dOn0alTJ7x58wa9e/fG2bNn4eLiUtGhkSLI29BHSQgEAjx9+hRr1qxBcHAw4uLiJKZRV1eHk5MTGjRoAAcHBxgaGsLc3By1a9eGmZkZ1NXV5a5mLC9HR0cYGBggISEBYWFh6Nu3b5kuv7DXr19jyJAhuH37NpSVlbFu3TqMGjWqxN9LUVERAQEBVL2fEPLD4fF4UFdXh5eXFzw9PREaGooFCxbg1q1b2LJlC86ePYs1a9agZ8+eVeJa6UdBvwQhPyCBQICrV69i5syZuHXrFgDA2NgYM2fOxOjRo6GhoVHBEZaMvb09goKC0KVLF3z48AE9e/bEuXPn4OjoWNGhERnKsmCbl5eHu3fvYt26dTh+/Djy8vIA5L8bW7t2bdSpUwdOTk5o1qwZ3N3doaur+81PYUtCU1MT7u7uOHfuHC5dulRuBVuhUIgLFy5gxIgR+PTpEzQ0NLB161YMGjSo1LUuqFBLCPnRKSsro1OnTmjdujX27NmDBQsWIDo6Gr6+vhgyZAhWrlxJT28rCSrYEvIDET3RWrp0KY4dOwahUAgVFRUMHz4cc+fOhZmZWZW9kHV0dMSpU6fg4+ODDx8+oEePHrhw4QLs7OwqOjQiRUJCgtzTZmVl4fr167h9+zZUVFRQu3ZtdOjQAV++fMGpU6dw9OhRhIeHcw1Subq6YuLEiejQoQOMjIygoqJSoXmtoKAAT09PnDt3DtevX0dubm6ZN8SUm5uLtWvXYt68ecjNzYW1tTV27dqFtm3bVtl9mhBCKhN1dXWMGTMGnTt3xq+//ooTJ05g3759uHLlCmbMmAF/f3+oq6vTMbcCUcG2EhB1LZGRkYHExERkZmbi06dPiIqKQlxcHL58+YLU1FTw+XwoKCjAyMgIVlZWqFmzJmrVqoXatWtTa5WkSAKBAI8ePcLKlStx4sQJ7olW+/btsXTpUri5uVXa92hLwsXFBSdOnEC3bt3w5s0b+Pr64sKFCzAwMCiT5bPv3KJtdfb169cix/P5fHz8+BHHjh3D3r178eTJE7Hx+vr6yMjIQE5ODjesVatWmDRpErp16wY1NbVyibu02rdvDwB4+vQp4uLiYG1tXWbLTk5Oxvjx43Hw4EEAQJs2bbB7927Y2NiU2ToIIYTk12KxsbHBoUOHsH//fkyfPh3R0dGYMGEC1q5dC3d3d1hYWMDCwgJWVlZct0NaWlpcP7/V4XqrsqKCbTkTCoXIzs5GQkIC3r9/j5iYGMTExODjx4/48uUL8vLykJaWhtevXyMyMhICgaDE62jbti02b96MOnXqlMM3IFWZQCDAw4cPuQItn88HADRu3BjTp09H9+7dq91NkaZNm+Lw4cPo3r077t27h+HDh+Pw4cNlUtD5/PkzNm7ciG7dusHFxaXabbvvKTExUea4pKQkDB8+HGfPnuVuwqioqKBRo0bIysrC48ePufmtra3RuXNn/PTTT2jSpMl3rWJcEnXr1oWZmRk+ffqE69evl1nB9v379xg0aBBu3rwJHo+HSZMmYenSpdDU1CyT5RNCCJGkrKwMPz8/eHl5Yfny5di1axfevHmDN2/eSJ1eX18fJiYmMDExgampKYyMjKCvr8/1F6yvrw9tbW3o6OhAR0cHWlpaXLdF0j4F+wwm/0MF2zLCGEN2djaio6Px/v17REVF4enTp3jx4gUiIiIQHR0td7+NSkpK0NfXh6mpKYyNjaGvrw9dXV2oqKggLy8P8fHx+PTpEz5+/IiYmBhcvnwZbdu2xe7du9G+fXu6E0QgFApx//59rFixAqdOneIKtE2bNsVvv/2G7t27Q1VVtYKjLB88Hg9t2rTB5s2b4e/vj9OnT2P69On4448/vrmBh+DgYCxevBh///033rx5QwXbbyCrKjKfz8fUqVNx6tQpAICtrS169uyJMWPGwMHBAQKBAHv27MHr16/RqVMnNGvWDBoaGpX+BK+uro5GjRpxBdsBAwZ80/IYY7h27RqGDh2KyMhIqKur488//8Tw4cOpIRNCCPkOeDwerKyssH79eq5q8uvXr/Hp0yd8/vyZ++Tk5CAxMRGJiYl48eKF3MtXVVWFhoYGNDQ0oK6uDk1NTe5v0UdLSwuamprcONHfon+1tbW5f7W0tKClpQVFRUWZhWXRv1UVnf2+gVAoRFpaGm7evImgoCAEBwfj7du3MqfX1taGsbExjI2NuUKrmpoa1NXVUadOHTRq1AiWlpZQUlKCkpISlJWVoaSkJFFQZf/feXVubi6uX7+OkSNHcu8Uzp49G7/99lulq4ZHvq8TJ05g4MCBXIHW3d0dv/32G7p161ZtC7QF8Xg8DBw4EJGRkZg7dy7WrVsHOzs7TJo0qdQ3fhhjOHfuHID8WhJaWlplGfIPJzExUWrV7nPnzmHnzp0AgBUrVmDixIli7ywpKSlh9OjR3z3eb6WgoMA1IHXnzh3w+fxSF0CzsrKwbt06LFq0CBkZGTA1NcWePXvQoUOHKn1BQgghVZGCggLs7e0xdepUAPnXC3w+H3l5edwDqQ8fPiA6OpqruZmYmIikpCQkJycjOTkZqampyMzMRGZmJld7MycnBzk5OUhKSiqzWHk8Hlf2EH00NDSkDtPQ0OAKzJqamujevTvq169fZrGUByrYlhBjDJmZmQgNDcX+/fsRGhoq9uSBx+PB0NAQxsbGsLOz47qVcHFx4QqtysrKUFRULPUFCI/H4wq/7du3x+XLl+Hn54ewsDDMnTsXYWFhOHr0KHR0dMrqa383oiff6urqFR1KlZWXl4e//voLfD4fDg4OWLFiBXx8fH6IAm1BioqKmD59Ot69e4ddu3Zh2rRpsLGxQY8ePUq176Wnp+Py5csAgC5dulAB4hslJyeDz+eLVR2Oj4/HlClTwBhD9+7dMXny5Epbtbg0WrRoASD/Pdv09HTo6emVaH6BQIB79+5hypQpCA8PBwC4ublh3759qFu3LuUk+SEwxpCVlVXlWu8nPw4ej8e9TwsAurq6UvsCFwqFEAgE3Ef0d3Z2NtLS0rhPenq62L8ZGRlIT0/n/hUViDMzM5GVlSXx/6ysLGRlZQH43/4j+rsk6tSpQwXb6oLP5+PJkycIDAzEiRMnEBkZyY1TV1dH8+bN0bVrV3Tr1g1mZmZQUlL6bi1x1qxZE+fPn8eiRYvwxx9/IDg4GBs2bMDMmTOr1IWOQCDAyZMnsWnTJhw7dgz6+voVHVKVk5eXhyNHjnAXvbt374aHh0cFR1VxRH14RkZG4vLlyxgxYgQsLCzQpEmTEi8rJCQE8fHx0NDQgLe3dzlE+2NJSkqCQCDgTvx5eXmYPHky3rx5A319faxevbpaFWoBcO9lp6enIyIiAu7u7nLNJxAI8OTJE6xYsQLHjh0Dn8+HiooKfv75Z8ybNw/a2trlHDmpSKLXmBhjEp+C4+VZTnHzi64ZRO/vqampVarXm5KTk/HHH3/g3r17OHny5A93w5ZUL6IqwNLOdSXtPki0TwuFQqkfPp+P9PR0iU9mZiYyMjKQkZEh8f+Cn+zsbJiYmJTVVy83FVawvXr1KlatWoV79+7h06dPOHnyJHr27MmNZ4xh/vz52LZtG5KTk+Hh4YHNmzdLveNRnrKzsxEcHIz169fj0qVLEAqFAPILsx06dICvry86duwIfX19KCoqftfYCtLU1MTSpUuhoKCAZcuW4a+//sKIESOqRBIC+dUSp0+fjh07doAxhsWLF2P16tWV6oRamQkEAty6dQsLFy7EhQsXAORXP27cuHEFR1bxtLS0EBgYiPbt2+PFixfo378/Ll68CHt7e7mXIRQKceDAAQCAt7c3jIyMyivcH4boiS2Qv31XrVrFbePVq1fDwcGhIsMrF9ra2qhduzaePn2Ku3fvFluwFQqFePz4MVauXIljx45xDWk1a9YMK1euhIeHBx0jqymhUIjg4GAEBgYiMTGRq9bI5/PFPgKBoNiCrehiNy8vDwKBQOpyGGNQUFDgXn9SVFSEsrIyhgwZgiVLllTo9Y3oO9y5cwf+/v7cO4onT5785nfVCakuRDejijonlPaBUcEbYZUeqyDnzp1js2fPZidOnGAA2MmTJ8XGL1++nOnq6rJTp06xR48ese7du7OaNWuyrKwsudeRkpLCALCUlJQSxSYUCllycjLbtGkTa9iwIQPAfRo3bsyWL1/OIiMjGZ/PL9Fyv4f4+HhmZmbGALBZs2YxoVBY0SEVSSgUsgcPHjAnJyduG/fu3ZtFR0dXdGjlriT5KWtagUDAHj9+zHx9fZmioiIDwHg8HuvWrRt78eJFeYVeJT1+/JiZmJgwAMzZ2ZnFxMTIPW9kZCTT0tJiANiRI0fKMcqqqTS5DICFhoYyxhg7fvw4U1JSYgDYxIkTWV5eXnmHXCGEQiHz9fVlANioUaOKnDYrK4tNmzaNKSsrc9uradOm7MiRIyw7O/s7RfzjKYvj8rdKT09nM2bM4PaJivyoq6uzqKioMv1+pXHp0iVWo0YNBoDp6uqyRYsWsaSkpIoOq1KrDLlMSFkoSX5W2BPbzp07o3PnzlLHMcbw559/Ys6cOejRowcAYO/evTAxMcGpU6fK7Q4dn8/H8+fPsWPHDhw5cgRxcXEA8qszduvWDT///DOaN29eqVtCNTQ0xIQJEzBnzhxs2bIFEyZMgLm5eUWHJRWfz8epU6cwZswYJCYmQldXF8uXL8eIESOqXRXEssYYw/v377Fs2TLs27eP68uzdevWmDt3Llq3bk0toxZSv359HD58GD169MCTJ0/Qr18//PPPP6hRo0aR8wmFQqxbtw7p6emwt7eXedwiJbdhwwY0bdoU8+bNA5/PR6dOnbBy5cpqm7s8Hg8NGjTAkSNH8PjxY+Tl5Uk91uXl5SEgIABbt24FkN8919SpU9GjRw+qelmNCQQCXL16Fb/99hvu378PAGjZsiVat24NFRUVrn0O0bt7JekTU1FRkWvjQ1lZGSoqKtwyRa9NiZ7oiqos9uvXD1lZWTh48CCmTZtW3l9fplevXmHw4MFISkpCvXr1cOjQITg7O1epV60IId9JuRez5YBCT2zfvn3LALAHDx6ITefp6cl+/vlnmcvJzs5mKSkp3Cc6OrrYEr7o6eyOHTtY69atmYKCAnenUk9Pj40bN449ffq0Uj6dlSUhIYFZWloyAGzKlCmV7qmtQCBgr169YoMGDWI8Ho8BYHXq1GF37typdLGWp6LuQBWVy1++fGFTpkxh2traXK42atSIHT9+nOXk5FTAN6k6hEIhO3XqFFNXV2cAWOfOnVliYqLM6QUCATt06BBTVVVlANiaNWu+Y7RVR2lyGQBTUFBgQ4YMYQCYmpoae/nyZQVE/339999/DABTVlaW+iQsOTmZTZgwgdtGc+bMYZmZmRUQ6Y+ptMflbyEUCllMTAwbOXIk95RWXV2dLVy4sES11MqSUChkkydPZgCYu7s7y83NrZA40tLSWKtWrRgAZmNjw96+fVshcVRFFZHLhJSHkjyxrZQF22vXrjEALDY2Vmy6fv36MV9fX5nLmT9/vtSqNNI2RE5ODrtz5w6bNGkSMzU1FZve1dWVrVmzhsXFxVXJgpZQKGSrVq1iAJiOjg57//59RYfEGMuvWnf58mX2008/cdU6AbAePXpI/NY/gqJ2VFm5fOzYMebg4MD97eDgwLZv304XviUgFArZ7t27uQtIW1tbtmLFCvblyxdufxcKhSwxMZEtWbKEqampMQCsdevWLC0trYKjr5xKk8udO3cW+/unn35iAoGgAqL/vtLT05m1tTUDwDZu3MgNz8nJYfv37xfbvydOnFhhBYofVWly+VsKAykpKWzlypXcK0QAWLt27dj9+/crfH+4desWA8AUFRVZRETEd1//169fWa9evRgApqqqykJCQr57DFXZ985lQsrLD1uwLe4OlEAgYFFRUWz58uXM1dVVbGfW09Njw4YNY1evXq0W7y+lpKQwe3t7BoCNHj36u58gBQIBy8rKYvHx8Sw0NJTNmDGD1atXT2yb16lThx08ePCHvXArzd1U0Xu0+vr6bNWqVXQSKiWBQMA2bdrEdHV1uXw0MDBg/fv3Z4sWLWJTp07laj0AYJ6enuzLly8VHXalVZpcfvr0KWvbti13IR8fH18BkX9/QqGQ+fv7czdVli9fzo4ePSpW0NfT02OrVq36YY+NFel7PeXKyMhgW7Zs4c7TAJiZmRnbtm1bpal5k5WVxerWrcsAsOXLl3+39QoEAnb16lXumkFBQYGtX7++wgv6VQ09sSXVRZUv2Ja2KnJhog0RGxvLTpw4wXr16sU0NDS4kwiPx2Pu7u5V+ulsUf7++2+uit/9+/fLZJlCoZDl5OSwrKwslp6ezlJSUtinT5/Y/fv3WVBQEFuzZg0bP34869ixI6tdu7ZYwycAmJKSEvPy8mK7du364Z9+lbbBnQ4dOrBXr15Vu3z93oRCIYuMjGTTp09nxsbGUu9e6+vrs+nTp7Pk5OSKDrdSK20jJTk5Oez169cVVt2yoty6dYsZGBhI5JuCggIbPHgwe/PmDe3fFaS8G9zJyMhge/bsYfXr1+d+dx0dHTZ16tRKdx0iFArZL7/8wgCwVq1alVujbkKhkGVlZbH379+zffv2sWHDhnGvi+jp6bFt27ZVqdfBKgtqPIpUF1Wi8aii1KxZE6ampggNDYWLiwsAIDU1Fbdu3cK4ceNKvDx3d3dER0dzf9va2qJv374YOnQo6tatW6kbg/oWQ4YMwZYtW3D//n307NkTf/zxB7p06QJVVVUoKCiINbzA/r8Zb1F/V6IuAdLT0/Hy5Us8e/YMERERePv2LeLi4pCWlobU1FSkpaUV28mzlpYWnJ2d0bFjRwwaNAh2dnbVtnGY8rZ06VJMnjwZampqFR1Klcfj8WBjY4Nly5Zh2rRpOHv2LC5cuICYmBgAgIeHB8aPHw8zMzNqpKScqKioVMtufYrTpEkTXL9+HX/99Rdu3LiB2NhY2NnZYe7cuejYsWOFd61Cyl5mZiYOHjyIP//8E0+fPgWQ322gv78/pk+fDmtr60p3nOHxeOjVqxeXp1FRUbCzs5N7fqFQiOzsbKSkpCAqKgpRUVGIiYnB58+fkZGRgezsbGRlZXH9OkdERHBdKgL53Vpt27YNTk5OlW7bEEIqpworXaSnp+PNmzfc3+/fv8fDhw+hr68Pa2trBAQEYPHixahVqxZq1qyJuXPnwtzcXKyvW3lFR0dDXV0dnTp1wtChQ9GxY0doaGhU+wOluro6Vq5cCV9fX0RFRaFfv36wsbGBpaUldHV1udY4RX3hCQQC5ObmIi0tDSkpKUhISEBycrJc61JSUoKRkREsLCxga2sLBwcH1KlTB05OTqhduzY0NTWpMFsGxo8fT4XaMsbj8aCvr4+hQ4diyJAhXH9tVLgg5YXH46F27drYsGED8vLykJeXx7VQS6qX9PR07Nu3D+vWrcPLly8BAGpqahgwYACmTp2KunXrVuq+iJs2bYqaNWvi/fv38PLyQvfu3WFvb4/69eujSZMm0NbW5qZljCE1NRU3btxAWFgY7t27hydPniA2Nlbu9VlYWKBx48bc9ZqmpmZ5fC1CSDVVYSWNu3fvom3bttzfv/76KwDAz88Pu3fvxrRp05CRkYHRo0cjOTkZLVu2xL///luqi/oFCxZg2LBhsLS0rNQnkPLQrl073LlzB7NmzcKxY8fw4cMHfPjwoUTL0NbWhp2dHezs7FCrVi3Y2tpCX18furq60NfXh4GBAQwMDLgLMyUlpWp/06Ci0HYtX6IOzgn5Hng8HtftCqle+Hw+Dh8+jAULFnA38TU0NDBo0CBMmTIFtWvXrhLXI2pqaujTpw9Wr16NyMhIrFu3jhtna2uLGTNmwMfHB/Hx8dizZw+OHj2KT58+SSxHXV0dxsbGMDExgaGhIbS0tKCmpgY1NTVoaGjAzs4OrVu3hoODA9TU1KrEtiGEVD48JqqDWg2lpqZCV1cXKSkp0NHRqehwKhSfz8eHDx9w8+ZNREdHIzU1FXw+H4B4/3YqKipcgdXY2BiWlpYwMTGBmpoalJWV6aK/DJUkPymXSWVGuUyqi7LI5eTkZEyZMgU7d+4EkP86ztChQzF58mTY29tXuUJbdnY2QkJCEBYWhlevXiEqKgovXryQ+RqSpqYm3Nzc4ObmBnd3dzRq1AgmJiZiffHStUT5o+MyqS5Kkp9UN/QHoaSkBHt7e9jb21d0KIQQQki1wxjD3bt3MXLkSDx+/BgAMGDAACxevBg1a9ascgVaETU1NXTt2hVdu3YFYwx8Ph8xMTFYunQpgoKCEB8fDwBwc3PD4MGDMXDgQBgZGdHrHISQ744KtoQQQggh34AxhsOHD2P06NFIS0uDtrY2VqxYgZEjR1ard6d5PB6UlZVha2uLrVu3Ys2aNfj8+TNUVFS4p7KEEFJRqGBLCCGEEFJKjDFcuHABI0aMQGZmJho2bIgdO3bA1dW1Wle55fF40NLSgpaWVkWHQgghAKhgSwghhBBSavfu3YOfnx8yMzPRrFkznDlzBoaGhhUdFiGE/HCoYEsIIYQQUkq9evVCamoq7OzscOjQISrUEkJIBamaLRkQQgghhFQCqampqF27NoKCgmBjY1PR4RBCyA+LCraEEEIIIaW0cuVK3LhxA/Xr16/oUAgh5IdGVZEJIYQQQkppzJgx1PcnIYRUAvTElhBCCCGEEEJIlUYFW0IIIYQQQgghVRoVbAkhhBBCCCGEVGlUsCWEEEIIIYQQUqVRwZYQQgghhBBCSJVGBVtCCCGEEEIIIVUaFWwJIYQQQgghhFRpVLAlhBBCCCGEEFKlUcGWEEIIIYQQQkiVRgVbQgghhBBCCCFVGhVsCSGEEEIIIYRUaVSwJYQQQgghhBBSpVHBlhBCCCGEEEJIlUYFW0IIIYQQQgghVZpSRQdQnhhjAIDU1NQKjoQQSaK8FOVpUSiXSWVGuUyqC8plUl1QLpPqoiS5XK0LtgkJCQAAKyurCo6EENnS0tKgq6tb5DSUy6QqoFwm1QXlMqkuKJdJdSFPLlfrgq2+vj4AICoqqtgNUVmkpqbCysoK0dHR0NHRqehw5EIxlw5jDGlpaTA3Ny92Wsrl74NiLh3K5cqHYi4dyuXKh2IuHcrlyodiLp2S5HK1LtgqKOS/Qqyrq1tlEkhER0eHYv4OKjpmeU8glMvfF8VccpTLlRPFXHKUy5UTxVxylMuVE8VccnLncjnHQQghhBBCCCGElCsq2BJCCCGEEEIIqdKqdcFWVVUV8+fPh6qqakWHIjeK+fuoajFXtXgBivl7qWoxV7V4AYr5e6lqMVe1eAGK+XupajFXtXgBivl7qWox85g8bScTQgghhBBCCCGVVLV+YksIIYQQQgghpPqjgi0hhBBCCCGEkCqNCraEEEIIIYQQQqo0KtgSQgghhBBCCKnSlCo6gPLWoEEDxMbGVnQYhEhlbm6Ox48fyzUt5TKpzCiXSXVBuUyqC8plUl3Im8vVvmAbGxuLK1euVHQYhEjVpk0buaelXCaVGeUyqS4ol0l1QblMqgt5c5mqIhNCCCGEEEIIqdKoYEsIIYQQQgghpEqjgi0hhBBCCCGEkCqNCrakXHz9+hXNmjVDnz59wBirsDgYY+jTpw+aN2+OhISECouDVF2MMQwePBhubm748uVLhcaybNkyODs7Izw8vELjIFUTHZdJdZGTkwNvb2+0adMG2dnZFRrLpEmT4OLigjdv3lRoHKRqomuMskUF2+/I29sbzs7OOHLkCADg1KlTcHZ2hrOzMxo2bAh3d3f07NkTq1evxtevX4td3vPnzzF+/Hg0b94cjRs3Rrdu3fDPP/9ITHfy5EluPVOnTuWGX79+HWPHjoWXlxdcXV3h5eWFOXPmiO1YaWlpWLFiBby9veHq6oru3bvj1KlTxca2ZcsWZGRkwN/fHzweDwAwbNgw7ru+fv2am7ZNmzZwdnaWa7mF3bhxA35+fmjSpAmcnZ3h7e0tNp7H48Hf3x/p6enYsmVLiZdPpCvrXAbyL7pbt27NLScnJwcAcOfOHW5Y4c/s2bO5+efOnYtOnTpx4wrn0+fPnzF+/Hi0atWKmyYmJqbYuC5cuIDHjx+ja9euMDIyAgBs2rSJW8ahQ4e4aadOnSoRl7zkic/Pzw88Hg9//PFHiZdPpPueuQwAv/32G3fM9fDwwNChQ/Hff/9x4xlj2L9/P3r27InGjRvDy8sLa9asQV5eHjfN+vXr4evrCw8PDzRp0gQ9e/bE/v37i42LjsvVW1nm8pcvXzBnzhx4eXnBzc0Nvr6+uHr1qtRpv+UaY//+/Rg8eDA8PT3h5uYGHx8fbNq0SSzfpdm/fz9iY2MxcOBAqKmpAQBmz57NxVEw1sGDB8PZ2RmbNm0qegNKERERgZEjR6J58+bcsgvz9/eHQCDA2rVrS7x8Il1Z5rKs6wfRcUnea4x3795h/PjxaNq0KZo2bYrx48cjMjJSbF1Xr16Fr68v3Nzc0Lp1a/z+++/IyMgoMj66xihbVLCtBNTV1TFw4EB4eHggPj4ee/bsga+vL6Kjo2XO8+zZM/j5+SEsLAxOTk7o3r07LC0tJeZ59+4dli1bBiUlyQawHz58iCdPnsDJyQmdO3dGWloagoKCEBAQwE0za9YsBAYGQkVFBd27d0diYiLmzp2L0NBQmbGlpqbi9OnTUFdXh5eXl8R4oVCIjRs3yrFlivfhwwdkZWWhVq1aMqfx8vKCuro6goKCkJ6eXibrJdKVJpeB/Iv5mTNnIjU1VWKciYkJhgwZIvYR5bOtrS033cOHD2Fvb89d5BSWnJyMyMhIODk5leg7BQYGAgC6du0qdfy2bdvECi6lJU985ubmcHV1xZs3b3Dr1q1vXieRrTxyGQA+fvwINzc39O7dG+bm5nj48CECAgIQFxcHANi7dy+WL1+O+Ph4dO3aFVpaWti1a5fYhcY///yDnJwctG3bFg0aNMDbt2+xfPly7iJQGjou/7hKmstCoRATJkxAUFAQDA0N4ePjg/fv32PSpEl49uyZ2LTfeo0REhKChIQEeHh4oEWLFoiOjsbmzZuLzEWBQICDBw8CAHx8fKROs2HDhuI2i1w+ffqEr1+/om7dujKncXV1hbm5OcLCwhAVFVUm6yXSlea4XPj6wcLCAgBgY2MDQL5rjKysLIwcORJhYWFo1KgRXFxcEBYWhhEjRnA1Bp49e4ZJkybh9evX6NChA/T19XHs2DHMmTOnyO9E1xhliwq2lYCGhgZmzJiBNWvW4MyZM7CyssKXL1+wcuVKmfOsWbMG2dnZGDduHLZv34558+Zh8+bNGDduHDdNbm4upk2bBmtra3To0EFiGR06dEBISAjWrVuHJUuWYObMmQCAx48fIyUlBZmZmdyThMWLF2PBggUYM2YMAGDz5s0yY7t+/TqysrLQoEEDaGhoSIzn8XgIDQ3F8+fP5dtARRgwYACOHDmCnj17ypxGQ0MDzs7OyMrKwo0bN755nUS20uQyAOzYsQN37twRy18Ra2trTJ8+nfu0aNECfD4f6urq8PX15aY7c+YMNm7cCE1NTanrqFOnDs6dO4dp06bJ/X2+fv2KR48eQVVVFS4uLhLjeTwe4uPjxe6olpa88bm7uwNAkTeXyLcrj1wGgEOHDmHlypWYM2cOtm3bBgDg8/lcwfbff/8FAAwfPhwLFizAihUrAABHjhzhqu2uXr0aQUFBWLx4MXbs2AFXV1cAQFhYmMy46Lj84yppLr9//x4vXrwAAGzcuBELFy5E3759IRQKsXXrVm66b73GAIApU6bg/PnzWLZsGdavX89d3BeVy8+ePUNcXBwsLS1haWkpMZ7H4+HFixcICQmRcwvJ1qZNG5w6dQojRoyQOQ2Px0PTpk3BGMPly5e/eZ1EttIclwteP4wZMwaJiYkA8p9OAvJdY5w4cQJfvnyBo6Mjtm7diq1bt6Ju3bqIj4/HiRMnAOQXQIVCIQYNGoTly5dj586dUFRUREhICF69eiU1NrrGKHtUsK1kDAwMuJ0tPDxc6l2anJwc3L9/H0D+Ab5Vq1bw9PTE9OnTxd5XWrVqFaKjo7F69WooKytLLKdWrVpQV1fn/s7NzQUAaGtrQ0NDA0pKSlBUVOTWk52djZcvXwIA3rx5Az6fL/U7iC6M7OzspI5v3749lJSUsH79eqnjY2JiZFYLcXZ2xrBhw6TOVxR7e3sAwNOnT0s8LykdeXIZAB49eoSNGzdiwoQJaNSoUbHL3bNnDwCgV69e0NXVLbuApRBd3FlZWUndh+rVqwdra2vs3LkTmZmZUpchqlIl61NSDg4OACDx5ISUn7LO5QMHDmDx4sUYNWoUAKBFixZcLqioqAAAXr16haysLO53zsvLw9u3bwFAIm9E1TZNTExkrpOOywSQL5dFOQjk/zaZmZnc+6OiawDg268xAKB+/fpctfiC0xgbG8v8DqLjsih/CmvRogW0tbWxceNGCIVCqdMUlcuFq87LQ3Rcplz+fuQ9Lhd0+PBhZGVloXbt2vDw8JA6jbRrDNHxs379+gDyC5yi47AoH0X/iobXqFEDVlZWAMT3m4LoGqPsSdYdIRXO3NwcQP5d/JSUFIkDfEpKCleofPDgATp27Ijbt2/j3LlzSEhIwPbt2xEaGopDhw5hyZIlYtU1ZYmIiMBff/0FIL8Ov2gHGzZsGLZt24Zly5Zh2bJl3PQCgQBJSUnc+wAFiargaWlpSV2XlZUVevTogePHj+Phw4cS47W0tDBkyBCZsYoOFCUhikV0l5h8H8XlcmpqKqZPnw43NzeMGDEC9+7dK3J5L1++xK1bt6CoqIihQ4eWW9wF4wPyL8SkUVJSwrhx4zBz5kyZ7zj27NlTZrXU0hA9kaZc/r7KMpcvXryIu3fvAsjPLU9PT+4m4siRI/Hzzz/j/PnzOH/+vNh80t4l27x5M548eQIjIyOuoCwNHZeJSHG5bGVlha5du+Kff/7BpEmTxMaJcrCsrjEKCgoKQnBwMDQ0NMSqKxdWXC5ra2vD398f69evl9iHRIrKZR0dHZnjZKHjcsUoLpcLys3N5aqw+/v7S51G1jWG6KFRwdouov+L3hkX7RtFTVMYXWOUPXpiWwmJXuZWUlKS+kSqRo0aUFDI/+lGjhyJBQsWYOHChQCA27dvIz09HadPn4aqqiouXLiACRMmcHXl79+/j3nz5okt7+rVq/Dz80NmZibmzp2LXr16ceN+/vln7Nq1C+PHj8fEiROxaNEiLjZZB3/R8KJemB8zZgyUlZVlPh0oa6J3uEpzwiKlV1wu3717FzExMcjKysKkSZPw559/cuMCAgIkqu/s3r0bQH4VN2lV0Mqa6GRT1DuAXbp0gYODA3bv3o20tLRyj0m0X1Euf19lmcu7du3CvXv3sHPnTjDGsHz5cq7aV6tWrRAUFIRff/0Vo0aNwubNm7mnXvr6+twy+Hw+Fi5ciE2bNsHCwgK7d+8u8oktHZeJSHG5DOS3jrpx40aMGTMGAQEBmDJlCoD/5WBZXWOIbNmyBXPmzIGuri62bduGOnXqyIxfdFwuKpeHDBkCfX19bN68WWbtsrJEx+WKIU8ui5w5cwYJCQkwMTFBp06dpE4j6xrDwMAAAMSemop+c9EDHkNDQ4lpRP+X9hAIoGuM8kBPbCuZhIQErhpEixYtoKqqKjGNsrIy7OzspDYtr6ioCFVVVTDGkJOTI9GKYXx8vNgL4QcPHsSKFSugpqaGdevWwdPTU2z6vLw8NG7cGI0bNwYA7iV4V1dXqbEB+VUnAHDV5qQxMzND3759cfDgQbFqSED+Di56mV6axo0bY9CgQTLHS/Pu3TsAgKOjY4nmI6UnTy6Luhx5/PixxLjw8HAMHz6c+zsuLg4XLlwAIPtua1kT5XJUVBTy8vKkPmVQUFDA+PHj8euvv+L69esS40+dOoXY2FiZ65g+fXqJYhLtV6LYSPkrq1zOzMyEmpoaFBQUoKKiAjc3NxgaGiI9PR2vXr2Cl5cX8vLyYG1tzVXtPXXqFLKysqCpqYkGDRoAyD9GTpkyBdevX0eDBg2wbt067sJLFjouE0C+XAbyz/2enp7w9PSEQCDg2tdo3rw5AJTpNcb8+fNx5swZ2NraYuPGjbC2ti7yO8iTyxoaGhg+fDhWr14tkcsAisxlc3Nzme/Iy0LH5e9P3lwG8vN17969AIChQ4dKPZcXdY1Rr149nD59mqtqzhjDkydPAIBrWKxu3bqIjY3FkydP0KlTJyQlJXGNWsm6UUPXGGWPCraVQGZmJtcK5s2bN5GWlgYjIyPMmDFD5jxjxozB1KlTsX37dkRFReH27dsA8ltVU1ZWxrp168Smnz17Nk6fPo1OnTph1apVAPJfhl+6dCmA/PcGbty4wTXiMXbsWOjq6mLr1q24d+8ebG1t8fr1a+4l96KqCbVo0QJqamp4/PgxsrKyxN6xKWj06NE4efKkRB90FhYW3AGjOPfv38fx48e5JteTkpK4ZtCXLFkCIL81u8ePH0NNTY07KZPyUdJc9vLyEvut79y5wxVm7969K3ai2r9/P/h8Ppo2bSq1Vb/Vq1cjKSmJu/N54sQJ3LlzB+3atYOXlxeSkpKwevVqsTujf/zxB9TV1TFixAip7x4aGRmhQYMGePz4MR4+fIgmTZpI/R7t27dHvXr1uPdlChKdKIsjb3yifb1du3ZyLZeUTnnkcmhoKJYuXQpXV1fo6uri6dOniIyMBI/HQ7NmzbhpV6xYgYYNGyIpKYlrwG/SpElctbYJEybg/v37UFJSQp06dbB9+3YA+VVIZRUu6bj84yrNNcbvv/+Or1+/wszMDI8ePcLr16+hq6uLsWPHAkCZXWPMmzcP//zzD3g8Hho0aMBVFdXR0ZFZuKxfvz6MjY0RHR2NmJgYrpXbwvr37489e/ZIrQYqby6/e/cOO3bsQHx8vNh3BfK77qpRowaA/x2X27ZtK9dySemUJpeB/MbI3r17B21tbfTt21fqNEVdY/Tu3Rvbt2/H8+fPMWbMGDDGEBERAWNjY/Tu3RsAMGrUKFy5cgUHDhxAQkICIiIiIBAI0K5dO5kFW7rGKHtUFbkSyMrKwoEDB3Dt2jUYGxvD398fR48eLfKdpU6dOmH+/PkwMDDA6dOnIRQKMWrUqBL1bSVqhRMAbt26hcDAQO4jSnw7Ozt8/vwZp0+fxps3b/B/7N13eBTV18Dx76ZvKukQeiIISOg99BYsFOlIC4hSBEEFRBQVG0WKgBQVpAekF6V36Z1QAwESIJQUSCV1d94/+GVfYgqbJXU5n+eZB9hpZ5czd+bO3LnXx8eHpUuXZvtCuoODA+3btychISHbXgldXFzo1auX3vFm5s6dO2zZskX3lCQhIYEtW7awZcsW3TJ79uwhISGB9u3b53lnQ686Q3JZH/Hx8axfvx74/54M/2v37t1s2bJF14HEuXPn2LJlC4GBgcCzE+KWLVvYt29fhnWe73Ttv9LexcpsjOg0KpWK4cOH5+xL/Yc+8T148IAzZ87g6elJo0aNXmp/Int5kculSpWidOnSHD9+nPXr1/Po0SMaN27MggULdJ1Nubq6YmFhwfbt2zl69CiVKlViypQp9O7dW7edtLI7NTWVtWvX6srt3bt3Z7lvKZdfXYbkcsWKFbl58yabNm0iLCyMNm3asHLlyiwrkZnR5xojbRlFUdiyZYtufnbjJ5uamupyNLty2crKig8//FDveDMTGRnJli1bOH78uO6ztFxOa2Z69uxZQkND8fHxybJzNpE7DC2X057sdu3aNdORE150jWFtbc2iRYvw8fHh3LlznD9/Hh8fH/744w/dTcKqVavyyy+/UKFCBXbt2kVkZCRdunTR3czLilxj5C6VktZ+yki5uLhw4MCBgg7jlRMREcE777xDqVKlWLt2baZNgfKDoih07dqV0NBQ/v77b907EIVF8+bNXzi4eBrJ5YKhKAq9e/cmMDCQHTt2ZPmuTH6YNGkS/v7+zJ07N0OTvoImuVz4SbmsH8nlwi8xMZEOHTqQnJzMjh07shy/PD+MGDGCf//9lzVr1lCxYsUCiyMzksuFn1xj6EffXJaKrRAFSE46wlhILgtjIbksjIXksjAW+uayNEUWQgghhBBCCFGkFVjnUZMmTWLDhg1cu3YNtVpNo0aNmDJlSroXrBMTE/nss89YvXo1SUlJ+Pr6Mm/evGyHNHieVqtFo9EQGxtbYE2uhMiKoihoNBq0Wq1u+KasSC6LwkxyWRgLyWVhLCSXhbHISS6jFBBfX19l8eLFyqVLl5Tz588rb731llKmTBklLi5Ot8yQIUOU0qVLK3v37lVOnz6tNGjQQGnUqJHe+7h7964CyCRToZ7u3r0ruSyTUUySyzIZyyS5LJOxTJLLMhnLpE8uF5p3bMPDw3Fzc+PgwYM0bdqU6OhoXF1d8ff313XNfe3aNSpXrsyxY8d0QyNkJzo6mmLFinH37t0iO9CwMF4xMTGULl2aqKioF/YKKrksCjPJZWEsJJeFsZBcFsYiJ7lcaMaxjY6OBsDJyQmAM2fOkJKSQuvWrXXLVKpUiTJlymRZsU1KStIN9QEQGxsLPBsPTQ5UUVhl1uxHclkURZLLwlhILgtjIbksjIU+zeQLRedRWq2WUaNG4ePjQ9WqVYFnY5tZWFhQrFixdMu6u7unGxvteZMmTcLBwUE3vezYmUIUFMllYSwkl4WxkFwWxkJyWRirQlGx/eijj7h06RKrV69+qe188cUXREdH66a7d+/mUoRC5C/JZWEsJJeFsZBcFsZCclkYqwJvijx8+HD+/vtvDh06RKlSpXSfFy9enOTkZKKiotI9tX306BHFixfPdFuWlpZYWlrmdchC5DnJZWEsJJeFsZBcFsZCclkYqwJ7YqsoCsOHD2fjxo3s27eP8uXLp5tfu3ZtzM3N2bt3r+6zwMBA7ty5Q8OGDfM7XCGEEEIIIYQQhVSBPbH96KOP8Pf3Z/PmzdjZ2enem3VwcECtVuPg4MD777/Pp59+ipOTE/b29owYMYKGDRvq1SOyEEIIIYQQQohXQ4FVbOfPnw9A8+bN032+ePFi/Pz8AJg5cyYmJiZ06dKFpKQkfH19mTdvXj5HKoQQQgghhBCiMCuwiq0+w+daWVkxd+5c5s6dmw8RCSHyg6IoenXZLoQQQgghhL4KvPMoIYTxS05O5tixY6xfv56bN29iY2ND9erV+eijjzIM6SWEEEIIIUROScVWCJFnFEXh8uXLjBw5kn379qWbt3btWv766y/Wr19PhQoVCihCIYQQQghhDKRiK4TIE1qtlo0bNzJ48GAiIyMxNTWladOm1K1bl8ePH7NmzRouXrzIu+++y7Fjx7CzsyvokIUQQohX1v379zEzM0OtVufrK0Opqak8ePCA/fv3c/bsWRITE/Hy8qJly5bUqFEDU1PTfItFFG1SsRVC5DpFUfD392fAgAGkpqZSoUIF/vjjD3x8fDAzM0NRFPr27cs777zD5cuXWbBgAaNHj5Z3b4UQQogCUrlyZcqVK0f79u0ZMWIEXl5emJjk3cigqamp7N+/n1mzZrFz505SU1PTzTczM6Nfv35MnDiRUqVK5VkcwngU2Di2Qgjj9e+//zJ48GBSU1Np1aoVBw8epFmzZpiZPbuXplKpaNKkCUOGDAHg119/5enTpwUZshBCCPHKCw4OZs6cOVSrVo3JkydnqGzmlqioKD788EPatm3LP//8Q2pqKh4eHnTo0IEePXpQrVo1UlNT+fPPP2nYsCG7du3Sq+NZ8WqTiq0QIlfdu3ePAQMG8PTpU+rWrcuaNWsoUaJEhuVUKhUjRoxArVZz584dDhw4kP/BCiGEEAKAs2fPMmPGDCpXrkxiYiJffvkl33//fa5XbkNDQ2nRogWLFy8GwNfXl+3btxMYGMimTZtYtWoVJ06c4M8//8TDw4N79+7RpUsXNm3aJJVbkS2p2Aohck1kZCS9e/fm1q1buLm5sXTpUpycnLJc3sPDgxYtWgDw119/yQlLCCGEKCBeXl588sknnD59mgEDBgDw3XffsWDBglw7P6ekpDBq1CjOnz+PnZ0dCxYsYOvWrbRr1w5bW1tUKhUqlQorKysGDBjA4cOHqVWrFnFxcfTu3Zu///47V+IQxkkqtkKIXBEREUHnzp05dOgQFhYWLFy4kEqVKmW7jqmpKV26dAFg+/btREdH50eoQgghhMiCtbU18+bNo2/fvgB8+eWXXLp0KVe2vWfPHtatW4dKpWLhwoV8+OGHmJubZ7l8+fLl2bZtGw0bNiQhIYERI0bw8OHDXIlFGB/pPEoI8dLCwsLo3LkzR44cwdLSkoULF/L222/r1RlUhw4dsLe3JyIigp07d9KjR498iFi8ihRFQavVotFo0Gq1ur9rNBqio6OJjo4mJiaGuLg44uLiiI+P5+nTp8THx+v+rdFoMDMzw9LSEktLSywsLHR/mpmZZdnRikqlwtLSEmtra6ysrLCyskKtVmNiYpLuOFEUhdjYWO7evUtsbCxeXl7UrFkTJycnLCwspIM1IUS+sLKyYvbs2Zw5c4YrV64wZMgQ9uzZg1qtNnibKSkp/PzzzwC0b9+ezp0761Wmubu74+/vT/369QkJCWHMmDEsXrxY12+HEGkkI4QQBlMUhVu3btGrVy9OnTqFWq3mzz//pHv37nr3pOjk5ETbtm1Zt24dq1atomvXrtK1v8g1Go2Gx48fs2vXLvbu3cvNmzd1ldfnK6xarbagQ82SmZkZVapUoWHDhgwcOJA6derkaU+lQggBUKxYMebPn0/btm05evQoGzZsoHfv3gZv7+DBg+zfvx+VSsXo0aNzVDEtW7YsP//8M/3792fFihW8/fbb9OjRQ272iXSkYiuEMEhsbCy//PILM2bMICoqChsbG5YsWUKXLl1ydKIxMTGhb9++rFu3jm3btnHt2jXeeOONPIxcGCOtVktKSgpJSUk8fPiQS5cucfz4cU6ePMmpU6f06nXb1NQUa2trrK2tUavV6aa0z01NTUlNTSUlJYXk5GTdlJKSgkajyTa+pKQkkpOTSUpK0v09s3XUajXu7u6o1Wpu377NkydPCAgIICAggD///JPp06czdOhQeVohhMhzjRs3pkuXLvj7+7NkyRJ69OhhUNmTmpqqe1rr6+tLw4YNc7S+SqWiV69e/P3336xdu5bPPvuMBg0aUK5cuRzHIoyXnBWFEHpLTU3lzp07rFq1iiVLlhAUFATAa6+9xpw5c/D19TXo7mnbtm2pXr06Fy5cYPz48axevfqlmjsJ45eSksKpU6fYsGEDwcHBREZGEh4ezp07d4iNjc2wvLOzM82bN6dmzZo4Ozvj4OCAg4MD9vb2FCtWDAcHB+zs7DA1NcXExCTT6b9NhjObsqPVanXNobNbx8TEBHNzc0xMTEhISOD69escPHgQf39/zp49y8cff8z9+/eZOHEiFhYWL/9jCiFEFkxMTBg0aBD+/v7s37+f4OBgXnvttRxv58iRI+zevRuAMWPGGFQ5Njc3Z8aMGRw9epTQ0FAGDBjA33//jY2NTY63JYyUYsSio6MVQImOji7oUITIICf5WZC5nJycrNy9e1eZP3++0qpVK8Xc3FwBFECxs7NTvvrqK+XJkycvvR9/f3/F1NRUAZShQ4cqycnJLx+8yBf5mctarVbZuXOn0rRpU10eZjaVKFFCadmypfLFF18oO3bsUKKiohSNRmPQPguLmJgYpU+fPrrv2LdvXyU2NragwzIqRaVcFuJFcjOX4+PjlTJlyiiAsnz58hzHkpKSorzzzjsKoLRq1eqlz+/btm1TLCwsFEAZNWqUkpqa+lLbE4VbTnJZntgKIdJJSUkhMjKSf//9l0OHDnH8+HEuXLhASkqKbpkKFSrQuXNnPvjgAzw9PXPlHZfu3btz+/ZtvvzyS+bPn4+TkxPjxo3DxsZG3qEROgEBAXTu3Jn4+HhUKhU+Pj7UqlULV1dXSpQogaenJxUrVqRYsWJYWVkZ1fvadnZ2LFy4EA8PD6ZOncry5ct5+PAhK1aswM3NraDDE0IYKSsrK7y9vblz5w5nzpyhT58+OVr//PnzbN++HYDRo0dn2wuyPnx9fZk4cSJffPEFc+fOxc/Pj+rVq7/UNoVxkIqtEK84jUZDfHw8p0+fZseOHRw6dIhz586RnJycbjkPDw/efPNNevXqRaNGjbCyssrVCqepqSljxozhwYMH/Prrr/z444+sWLGCVq1a0b59e5o3b469vb10mvMKS0lJ4fPPPyc+Pp7XXnuNJUuWUK9evZe+SCpKLC0t+fHHH/Hw8GDMmDHs3r2bjh07snXrVlxcXAo6PCGEETIxMaFGjRr8888/nD9/Ho1Go/dNQ61Wy8yZM9FoNDRs2JCWLVvmSjyffPIJ69ev5/Tp00ybNo2lS5fK9YF4tSu2iqKg0WhQFEX3XpUQxi45OZknT55w4sQJjh49yunTpzl37hyPHz9Ot5yLiwt169alUaNGtGzZkmrVquneY8mrJ6jm5ub8/PPPJCUlsWTJEkJCQvjzzz/5888/cXJyonHjxjRt2pTWrVtToUIF1Gq1PM19RSiKwvnz59m1axcA8+bNw8fHp4CjKhhmZmaMGDGC4sWLM2DAAI4fP87777/PmjVrsLS0LOjwhBBGqG7dugBcunSJp0+fYmdnp9d6N27cYMOGDQCMGDEi1/oFsLS05JNPPqF3796sXbuWcePGSceT4tWr2CYmJnLs2DH27NnD5cuXefToEcnJybi6ulKtWjW8vLwoXrw4ZcqUwdPTE7Vajbm5uVw8iyLr+abFBw8e5Pjx41y8eDHDE1m1Wk2dOnVo0aIFbdq0oXr16tjY2OT7DR8rKyvmz5/Pl19+yT///MO2bds4dOgQjx8/ZsuWLWzZsgV41vV/gwYNeOutt+jYsSP29vZynBoJRVGIjo7m3LlzHDlyhAsXLhAbG8uhQ4dQFIX69evTrFmzgg6zQJmYmNC9e3c0Gg19+/Zly5Yt/Pzzz4wfP15u0gohcl2dOnUwNTUlIiKCW7du6dX0V1EUfv31VxITE6lcuTIdO3bM1ZjeffddqlWrRkBAAD///DOLFi0yqtdPRM69UhXbmJgY+vTpw9atWzOdv3PnznT/trGx4bXXXuO1116jYsWKeHl5Ub58eTw9PXF2dsbS0lIqvaLQiouLY9GiRaxcuZILFy5kqMg6OTlRvXp16tSpg4+PD40aNcLR0bFQDCFiampK2bJlGTZsGEOGDOHJkyfs2bOHvXv3cvz4cS5fvkxISAghISH89ddfuLu706VLFwYMGEDlypUxNzeXY7OISkhI4Msvv2Tp0qUZWhGk+eCDD6Q3YJ61nOjRowdnzpxhxowZTJw4ES8vL3r27Cm5L4TIVc7OzlSoUIFr165x/PhxvSq2T548YfXq1QAMHjwYa2vrXI1JrVbz6aef4ufnx4oVK+jVqxe+vr65ug9RtBT8FWw+SUxMZODAgbpKrY+PD3Xr1qV06dKo1Wpu3rzJpUuXePDgAZGRkTx69Ij4+HguXLjAhQsXMmzPwcGBsmXLUr58eSpXrkzLli2pW7cuFhYWmJqaYmFhIRcWokAkJiayevVqJk+eTGBgoO5zFxcX6tWrh4+PD82bN6dq1arY2NgU+rubJiYmODs706NHD7p3705ycjL3799n79697Nmzh507d/Lo0SPmzZvHvHnzcHNzw8PDgxIlSlCqVClcXV3TjUVatmxZateujZOT0yv1bmZRkJKSwocffsiKFSuAZxct1apVo2bNmri6umJjY8Mbb7whFy7PMTU15YcffuDKlSvs2LGDQYMGUalSJWrWrFnQoQkhjIilpSVVq1bl2rVrnDlzRq91Vq1aRUREBM7OzvTu3TtP4urVqxf+/v7s2rWL999/n127dlGlSpU82ZcoAvK0f+YCltY99OPHj5Xx48crgGJiYqLMnz8/067GNRqNkpSUpMTHxythYWHK/v37lVmzZinDhg1T2rZtq1SpUkVxcHDIcngJtVqtlCxZUqlatarSv39/Zd26dUpoaKiSkJCgaLXaAvgFRGGW28NKaDQa5eTJk0rjxo11OWlra6t8/PHHyuHDh5WYmJgiP9zJf2k0GuXRo0fKrFmzlPr16ysqlSrbIWDSJktLS6VevXrKxx9/rKxfv1559OiR0f02+Sm3cnnDhg0KoKhUKmXChAlKeHi4DPukp/DwcMXb21sBlCFDhsg5x0Ay3I8wFnmRyz/99JMCKPXr139h2ZyUlKTUrVtXN4RfXpZJN27c0A1HVKVKFeXKlStyTjciOclllaK8YET5IiwmJgYHBwcWLlzIhx9+iFar5YsvvuD777/P8VMqrVZLSkoKycnJPH78mKCgIAIDA7l+/Trnzp3j1KlTJCQkZFjP1NQUT09P6tatyzvvvEPbtm1xdHSUd6CELj+jo6Oxt7d/qWXj4+OZOnUqP//8MwkJCZibm9O3b1+++OILvLy8XonWA8nJydy5c4fr168THBxMcHAwoaGhPHnyhKSkJJKSkkhISOD27ds8efIk3bo2NjZ06NCBwYMH07BhQ2nmmkOG5HJYWBgODg5oNBoSEhI4c+YMH374IcHBwXTp0oXVq1cXimbxRcncuXMZPnw4bm5unD17lpIlSxZ0SEVObpbLQhSkvMjlffv20apVK9RqNSEhIbi6uma57MGDB2nevDkmJiacOXOGGjVqGPpV9HL8+HHeeustnjx5gpWVFZ06dcLHx4d69epRqVIlrK2tMTU1fSWuh4xNTnL5lajYOjs7ExkZSadOnVi1ahVWVla5up/U1FSioqIICgoiIiKCkJAQdu7cyZEjRzK8I+bo6Mjbb79N586dadKkCcWKFZOLt1dUbp10rl+/Tt++fTl58iQAtWvXZvbs2TRo0EBuoPCs84q0SaPRkJiYyIULFzhw4ACHDx/m9OnT6Y7T+vXr8/7779O9e3fpkEpPhuRypUqVsLKyIioqitDQUN04yW5ubhw8eJBKlSrlR+hGJSIigsqVKxMREUG1atX4/vvv8fX1lZ6Sc0AqtsJY5EUuR0dH4+npyePHj1m3bh1dunTJdDmtVkvfvn3x9/enZcuW7Ny5M8+vdRVFYffu3Xz22WdcunQp3Tw7OzuqVKlC8eLFcXBwwMHBAUtLSywtLbGxsaFYsWI4ODjg6OiIk5OTbhx0Kysr3SuGKpVKN5mYmOj+TBtVRa4V8o5UbP8n7YcAKF++PEePHqV48eL5sm+tVkt8fDy3bt3i+PHj7N69m/3796e7gFar1dSqVYs333yT7t27U758eankvkJy46QTERGBj48P169fR61WM3bsWMaMGaMblkdkT6vVEhsby7Zt21i4cCEHDhxAq9UCULJkSVavXk3jxo0LOMrCz5Bc/i9zc3MqV67M7Nmzadq0qVwkGEBRFDZv3kyfPn2Ij48HoEaNGnTv3p1evXpRunTpQv9OfUGTiq0wFnmRy1qtlnfeeYft27czdOhQ5s6dm2lZfe/ePSpVqkR8fDwrVqzIs/drM5OQkMD69ev5559/uHz5MteuXdPdODWESqXC3Nxc12GshYWFbrK1tcXOzg5bW1vs7e1xcnLC3d0dd3d3nJ2dcXV1pXLlyhQrVkz63nkJUrH9n+cvoJYvX06fPn0KLBatVkt0dDRbtmxh7dq1HD58mOjoaN18MzMzWrRoQa9evXjrrbekY5tXwMuedDQaDYMHD2bRokU4OTmxYcMGqRC8hNTUVM6fP8+CBQtYt24dVlZWXL16FUdHx4IOrdAzJJfnzZuHSqXCyclJ1+O8jY2NPF18SYqicObMGSZNmsSWLVtITU0Fng2j1bx5czp06EDFihUpX748ZcuWlYruf0jFVhiLvMrlKVOmMG7cOKpVq8bJkyczLbN/+OEHJkyYQNmyZbl48aLeY97mJkVRSE5OJjo6mvPnz3Pu3DkiIiKIiooiJiaG5ORk3StKMTExxMbGEhsbS0xMDE+fPs21OMzMzKhYsSJt27alX79+1KhRQ67Tckgqtv+T9kPUq1ePQ4cOFZoLprSnROfOneOff/5h69at6XqvtbS0xNvbm9q1a9OgQQMaN25MyZIlsbKykoPBiLzsSWf9+vV069YNRVH47bff+OCDDyQ/coGiKDx69IiAgADatGkjv6kepDJQ+Gg0Gi5fvszy5cvZsGEDt27dSjffwsKC4cOHM2nSJHmn/DmSy8JY5FUunz9/npo1a2JiYsKNGzfw9PRMN//p06fUrFmT69evM378eH744YdCex59/jWl56eUlBQSEhJISkoiMTFR10/H839/+vQpMTExuopydHQ0jx8/JiIigoiICKKjowkPDyc2Nla3P2tra9avX4+vr2+h/U0KI6nY/k/aD7Fp06ZcHxQ6tyiKQlJSEkeOHGHp0qXs2LGD8PDwDMt5eXlRv359OnToQNu2bSlWrJgcFEXcy5x07t27R4MGDQgNDaVTp06sWbNGnvCLAiOVgcJLURSePn3KoUOH+Ouvvzhx4gQPHjzQtRg6c+YMtWrVKuAoCw9Dcjk8PBxnZ2c5J4tCJa/K5YSEBKpUqUJwcDALFixg8ODBunlarZaff/6ZcePGYWVlxeXLlzNUfI2dVqslNTVVV0G+ceMGu3fvZtmyZVy9epXixYtz/vx53N3dCzrUIiMn+VlgPcscOnSI9u3b4+HhgUqlYtOmTenmK4rC119/TYkSJVCr1bRu3ZobN24YtK8mTZrkQsR5Q6VSYWVlRatWrVi6dCk3b97k0KFD/Pjjj3Tq1Ily5coBcPPmTfz9/enZsyeVKlVi4sSJREZGYsT3JUQWUlJS+PTTTwkNDcXDw4NZs2ZJpVYIkSmVSoWNjQ1vvvkmixcv5ty5cwQFBfH6668DsGPHjgKOsOhr0aIFnTt35ocffuDYsWPExsaSnJyse19fCGNiZWVFo0aNgGe9JKddhyqKwvbt2/n6668B+PDDD3XXsK8SExMTLCwsUKvV2NvbU7t2bcaNG8f27dspUaIEDx8+ZObMmXL9nkcKrGIbHx9P9erVmTt3bqbzp06dyuzZs1mwYAEnTpzAxsYGX19fEhMTc7yvotIhk0qlws7OjiZNmjB+/Hg2bNjAlStXuHr1KgsWLKBLly4UK1aMsLAwJk6cSI0aNZg3b16mwwwJ46QoCsuXL2ft2rWoVCpmzJhB6dKlCzosIUQRkHYj1cXFBV9fXwDmzJnD0qVLuXDhAk+fPk13kfr06VO2bNnC1atXCzLsQu/SpUts2rSJCRMm0KhRI8qVK0fdunVp164dAwYMYNKkSezcuZP79+8THR1NTEyM7p2+p0+fkpiYSHJyMhqNJtuLXUVR0Gq1ckEsCpRKpdKVH3v27NF1ihoYGMigQYNITk6mefPm/PTTTzIyw3PKlCnDqFGjAPjtt9+4c+dOwQZkpApFU2SVSsXGjRvp1KkT8Kzw9vDw4LPPPmP06NHAsy7G3d3dWbJkCT179tRru8bW5E2r1RIREcG8efOYO3cuERERANSqVYvff/+d2rVrF3CEIicMaSZ07tw52rZtS3h4OP3792fhwoVF5saNMF7SFLno2b59O2+99Va6z8qVK0edOnWoWLEi9+7d4+jRowQFBTFs2DB+/fXXV6KprSG5PH36dIKCgjhz5gxnz57VddiVGTMzM0xNTTE1NcXc3Bxra2tsbGyws7PTTQ4ODpiYmKDRaEhNTSUlJUX3Z0pKCvb29tSqVYt27drxxhtvoFarX4n/G5EzeVkuR0ZGUrFiRR4/fszChQtp3bo1nTp14vz585QrV44DBw5QtmzZ3PoqRiM6OpoaNWoQHBzM8OHDmT17thy7eihy79j+t2J769YtvLy8OHfuXLoBnZs1a0aNGjWYNWuWXts11gsoRVEIDQ1l8uTJLFq0iMTERCpVqsThw4dxdnYu6PCEngw56bRt25Zdu3ZRrlw5jh8/Lu9oiEJBKrZFT2JiIt9++y379u3jyZMn3Lp1K9OmsxYWFvTu3Zt58+bl+hjwhdHL5HJKSgrh4eEEBAQQEhJCaGgoISEhXL9+natXr6YbCSG3lCtXjsaNG9OmTRtatWqFm5ubvJoigLwtlxVFoV+/fqxYsQIbGxvUajURERHY2dnx999/07Rp09z6GkZn9uzZjBw5EhcXF27cuEGxYsUKOqRCLyf5WSgf9Tx8+BAgw0W7u7u7bl5m0noqSxMTE5M3ARYwlUpFqVKlmD17Nr179+btt9/m2rVrjB07lt9+++2FT/C0Wi2JiYkEBwdz+fJlbGxs8PT0xN3dPd1YXaLgZJXLu3btwsTEhNmzZ0ulVhQJr0q5XNRYWVkxefJkUlJS0Gg03L9/n/3793P06FHu3r2Lu7s7devW5c0338TT01OGBeLFuWxubo6HhwceHh7pPk9NTeXp06eEh4cTHx9PamoqqampJCUlERsbq+tVNSoqSvd3rVare7prZmamGzfTzMyMsLAwjh49yoULFwgODiY4OJgVK1ZgYWFB7dq1adasGe3ataNOnTpYW1vLEyGRwcuWyyqViq+//ppTp04RGBhIfHw8bm5uLF26tFD3a1MYvPfee3z99ddERETwzz//5OsYv6+CQlmxNdSkSZOYOHFiQYeRb0xMTGjQoAFTpkzhww8/5M8//8TExIR27dpRq1YtXUU1refls2fPsn//fk6fPs2FCxe4d+9ehu0VK1YMLy8vmjRpQseOHWnQoIEMBVEAssvlQYMGZWhCKERh9aqVy0WNubk55ubmeHp64unpycCBAwGkMpQJQ3PZzMwMe3v7XG2hkJyczP3799m5cyd79uzhyJEjPHjwgGPHjnHs2DEmT55MuXLl6NChA3379qVq1apYWlrK/6sAcqdcrlChAgcPHmTt2rUkJSXRs2dPXYewImtOTk60a9eOv/76i7Vr19KrVy95FzkXGVVT5MzuQJUuXdrom7ylpKQwaNAgli1blu7zUqVK4ebmhqIo3Lt3L8MwQmlPfpOSkggLC8t02/Xr12f48OF069at0IwDbCyya1qRVS57enpy4sQJXFxc8jtcIbJkSC4be7ksiqaimMuKohAfH8+5c+fYsWMHBw8e5PTp0+lirVy5MlWrVsXb25saNWpQrVo1HB0dMTEx0U1pFRKVSoVKpcLU1FQuuIuwopjLr4qNGzfSuXNnbGxsuHHjBiVKlCiQONLG8E1JSSE5OVn3+kR0dDRdunQpNK03i3xT5PLly1O8eHH27t2rq9jGxMRw4sQJhg4dmuV6lpaWr2Tly9zcnN9++4169eqxbt06AgMDefDgAffu3Uv3VNbS0pJatWpRp04d6tWrh4+PD+7u7iiKQmxsLBERETx48IDjx4+za9cujh49yokTJzhx4gSLFi1i5syZVK9eXe7G5YOscnnq1KlSqRVFyqtaLgvjU1hzWaVSYWtrS5MmTWjSpAmpqancv3+ftWvXsnbtWk6ePMnVq1e5evUqa9eu1a1nZWWl67zK2tpaV5E1MTHBzMwMFxcXKlSowBtvvEH16tWpVKkSNjY2WFhYyHVAEVdYc/lV0bp1azw8PLh//z7r169n+PDhebIfrVar63QuNjaWkJAQbt++zZ07d3R1hAcPHvDw4UMePHhAcnIy8OzVz/bt2xeaim1OFNgT27i4OIKCggCoWbMmM2bMoEWLFjg5OVGmTBmmTJnC5MmTWbp0KeXLl2fChAkEBARw5coVvTuweBU7KdFoNCQmJnL//n3OnTvH48ePURSFEiVKUL9+fVxdXfXqRTc1NZULFy4wa9YsVq1aRWpqKjY2NowZM4bRo0djY2Ojd0yKohAeHo6rq6ucDJ9jSMcOjx8/xtHRMZ8iFEI/0nmUMBbGlsvJycncuHGD/fv3666hAgMDdaMq5ISVlRVeXl66ym61atWoUaMGHh4emJmZZfrEN+3vIv8ZWy4bE0VRGDZsGAsWLKBChQqcOnUKBweHHG8nrbf0tFcTQkJCCAkJ4e7du9y7d4/Q0FAePHjAgwcPdMMyZUelUuHq6krJkiXZs2cPTk5Ohny9XFckekU+cOAALVq0yPB5//79WbJkCYqi8M033/D7778TFRVF48aNmTdvHhUrVtR7H3KgvjyNRsPhw4cZOXIkFy5cAKBOnTr8+uuv1K1b94XNlBRFYfPmzQwfPpxFixbRtm1bOcn9j5x0hLGQXBbGwthzOTU1lcTERCIiIggPDyc2NpbY2Fji4uJITU1Fq9Wi1WpJTk7mzp07BAYGcv36dW7evEliYmKm23R2dsbR0REzMzNdh1fm5ubY2Njg6OiIk5MTTk5OODs74+zsjKurKy4uLri5ueHs7IyFhYVuCCQzM7N0zaKF4Yw9l4u6mzdvUqdOHaKiohg2bBizZs3K8OBJURQURdE9dY2KiiI4OJhLly5x9uxZrly5oqu8Pt+0PCtqtZoSJUroptKlS1OqVCnKlClD2bJlKVu2LDY2Nrq+FwrLcVgkKrb5QQ7U3BMbG8uUKVOYMWMGCQkJWFlZ8emnnzJ27Ngs7zJptVrWrFnDwIEDSUhIoFWrVmzduhW1Wp3P0RdOctIRxkJyWRgLyeX0FEUhOTmZ+Ph4rl27xoULF7h8+TJXr17l+vXrGTqhzCmVSqUbuzdtsre3x9HRUVcJdnV1xc3NjTJlyuDp6Ym1tTUWFhby/u8LSC4XboqiMH36dMaMGQPAgAEDKFWqFHFxcemm2NhYHj16xMOHD3ny5EmW20t72lq8eHFKlChByZIl01Vay5Urh6urq66H9aJ0A0kqtv8jB2ru0mq1nD59mhEjRnDy5EkAPD09GTx4MH5+fjg7O2NqaopGo+Hhw4csWLCAKVOmkJKSQoMGDdiwYUOBvSBfGMlJRxgLyWVhLCSX9aPRaEhKSiI8PJwrV64QExNDcnJyuqaRaX13PHnyhMePH/PkyROioqJ0f8bGxuZ4vxYWFroKbsOGDenXrx/lypWTSm4mJJcLv5SUFEaMGMFvv/2m9zo2NjaUKVOGqlWrUr16dSpWrEi5cuUoU6YMtra2mJub61o+GAup2P6PHKh5Iz4+nhkzZjB9+nTdgPM2NjbUr1+f4sWLc//+fc6cOaM7abVu3ZpVq1ZJp0f/IScdYSwkl4WxkFzOG4qioNVq0Wg0pKamotFoSEhIICIigoiICB4/fkxkZKSuEpw2RUZG6v7+4MEDUlJS0m1XrVbTuXNnRowYQa1atYpkZzd5RXK5aEhOTmbmzJns2LEDS0tLbGxssLW1xdbWFjs7O+zs7ChZsqTuqauLi4vuqWtReeL6sqRi+z9yoOYdRVG4c+cOc+fOZdmyZTx69CjDMqVKlcLPz49x48blqLOpV4WcdISxkFwWxkJyuXDRarXpKsJBQUFcvXqVgIAAtm7dyo0bN4BnzTBbtGjBsGHDePvtt/XuZNSYSS4XLRqNpkg1D85PUrH9HzlQ817aUEFHjx5l//79xMTE4ObmRvXq1WndujV2dnZykGZBTjrCWEguC2MhuVx0PH36lE2bNjF//nwOHz4MQNmyZbl48SJ2dnYFHF3Bk1wWxqLIj2Mrig6VSoW9vT3t2rWjXbt2BR2OEEIIIV4B1tbWvPfee3Tt2pXjx4/z66+/UrNmTWxtbQs6NCFEAZGKrRBCCCGEKJIsLCxo2rQpPj4+pKamSisxIV5hUrEVQgghhBBFWtpYuEKIV5fx9AUthBBCCCGEEOKVJBVbIYQQQgghhBBFmlRshRBCCCGEEEIUaVKxFUIIIYQQQghRpBncedSVK1e4cuUKERERqFQqXFxcqFy5MlWqVMnN+IQQQgghhBBCiGzlqGJ74MABlixZwtatW4mKikJRlHTzVSoVDg4OtG/fngEDBtC8efPcjFUIIYQQQgghhMhAr4rtjh07mDBhAmfOnKFq1ar4+flRu3ZtPD09cXR0RFEUnjx5wu3btzlz5gy7d+9m+fLl1KpVix9//BFfX9+8/h5CCCGEEEIIIV5RelVsu3btyqBBg1i+fDmVKlXKcrmGDRvy3nvvAXDt2jUWLFhAt27diImJyZ1ohRBCCCGEEEKI/9CrYnvnzh2cnJxytOFKlSrxyy+/8PXXXxsUmBBCCCGEEEIIoQ+9ekXOaaU2t9YVQgghhBBCCCFexKDhfgYOHMgXX3xBQkJCpvOPHz/OwIEDXyowIYQQQgghhBBCHwZVbJcsWcLUqVNp1KgRwcHBGebfvHmTpUuXvmxsQgghhBBCCCHECxlUsQUYOXIkT548oU6dOuzevTs3YxJCCCGEEEIIIfRmcMW2Tp06nDlzhpo1a/LWW28xefLk3IxLCCGEEEIIIYTQi8EVWwBnZ2d27tzJ6NGj+fLLL+nWrRvx8fG5FZsQQgghhBBCCPFCL1WxBTAxMWHSpEmsX7+e3bt306BBA65fv54bsQkhhBBCCCGEEC+k1zi2+ujUqRMnT57k3Xff5fvvv0elUuXWpg2mKAoAMTExBRyJEBml5WVanmZHclkUZpLLwlhILgtjIbksjEVOctmgiu0333xDtWrVMnxesWJFTp48ybfffktERIQhm85VkZGRAJQuXbqAIxEia7GxsTg4OGS7jOSyKAokl4WxkFwWxkJyWRgLfXJZpehT/S2ioqKicHR05M6dOy/8IQqLmJgYSpcuzd27d7G3ty/ocPQiMRtGURRiY2Px8PDAxCT7twIkl/OHxGwYyeXCR2I2jORy4SMxG0ZyufCRmA2Tk1zOtabIhVHal3dwcCgyCZTG3t5eYs4HBR2zvicQyeX8JTHnnORy4SQx55zkcuEkMeec5HLhJDHnnL65rHfF1s7OLkfvzapUKqKjo/VeXgghhBBCCCGEMITeFdsuXbqkq9gmJSWxevVq2rZtS4kSJfIkOCGEEEIIIYQQ4kX0rtguWbIk3b8jIiJYvXo1Y8eOpWXLlrkdV66wtLTkm2++wdLSsqBD0ZvEnD+KWsxFLV6QmPNLUYu5qMULEnN+KWoxF7V4QWLOL0Ut5qIWL0jM+aWoxWxw51GRkZG4urqyZ8+eQluxFUIIIYQQQghh/LLvWkoIIYQQQgghhCjkpGIrhBBCCCGEEKJIk4qtEEIIIYQQQogiTe/OozZs2JDu37GxsahUKg4fPkxUVFSm63Tu3PmlghNCCCGEEEIIIV5E786jTExMUKlU6NvXlEqlQqPRvFRwuaFatWrcv3+/oMMQIlMeHh4EBATotazksijMJJeFsZBcFsZCclkYC31zWe8ntvv373+pgArK/fv3OXDgQEGHIUSmmjdvrveyksuiMJNcFsZCclkYC8llYSz0zWW9K7bNmjUzNBYhhBBCCCGEECLPGNR51KZNm164zOeff27IpoUQQgghhBBCiBwxqGLbo0cPduzYkeX8IUOGMG3aNIODEkXfjRs3qFGjBiNGjCjQOBITE2nWrBm+vr4kJSUVaCyiaFIUhd69e1O7dm3Cw8MLNJZJkybh7e3N4cOHCzQOUTQlJSXh6+tL8+bNSUxMLNBYRowYQY0aNQgKCirQOETRJOWyMBYRERE0aNCALl266N2PUV5QFIUuXbrQsGFDIiMjCyyOl2VQxbZ///507tyZvXv3pvtcq9XSu3dv/vjjD+bOnZsrARoTX19fvL29WbNmDfDsybe3tzfe3t5Ur16d+vXr06lTJ6ZNm0ZERES221q0aBFvvfUWdevWpV69enTs2JHFixenW2br1q306NGDhg0bUq9ePTp16sTy5ct18x89esSwYcNo0qSJLo7Q0NB02wgPD+err76iVatW1K5dm+7du3Po0KEXftcZM2ag0WgYMGBAhu9fr149Hj9+DDy70Erb96lTp1643f/atm0bvXr1olatWnh7e6fbH4CVlRW9evXi/v37rFq1KsfbF5nLzVw+duwY/fv3p27dunh7e+Pr65thmbi4OCZOnEizZs10efjvv//q5s+bN0+3//9OaS1MBgwYkOUy/8375+3cuZOAgADeeecdXF1dM+xv9erVumXHjBmDt7c3X375pd6/ZRp9jsf+/fujUqmYPn16jrcvMpebuaxPeTlr1iw6dOhAtWrV8Pb2Zt68eVlub/z48bpY0uL7b4zPT7/99lu28a1cuZL79+/Tq1cvrKysAPjyyy916z8fa+/evV8YX1YCAwMZNGgQDRs21G37v/z8/NBoNMycOTPH2xeZK2zl8vN+/fVXXSzP/59LuSwyk5u5fPv2bUaNGkXz5s2pVasWrVq1Yvz48brKW1bl6fPln6IorFy5kk6dOlGnTh1atWrFjBkzSElJ0e1Hn2MmMwsWLCA+Ph4/Pz9UKhXw/8dF9erVuXHjhm7Z5s2bp7uuyYkXxadSqfDz8yMuLo4FCxbkePuFhUEV299//51u3brRsWNHXSGWnJzMu+++y9q1a1m2bBlDhgzJ1UCNmVqtplevXvj4+BAWFsbSpUvp3r07d+/ezXKde/fu4eXlRceOHalduza3bt1ixowZuifpFy9eZPz48Vy5coU6derQtGlTbt68ydSpU9m3bx8AUVFRBAcH88Ybb2S6D61Wy0cffcTmzZtxcXHh7bff5vbt24wYMYLLly9nGdvt27c5cuQIJUuWpFatWhnmJyQksHDhwpz8RFm6fv06JiYmlC1bNstl3nnnHQBWrVqFVqvNlf2KzBmSyyEhISQkJFChQoUsl/niiy9Yt24dTk5OtGnThuvXrzNixAiuXbsGPOvNsU+fPrrpzTff1K1brlw5ANq0aZNumbTctLOzw8nJKct9r1ixAvj/PPqvP/74I1daA7zoeIRnvQLWqlWLoKAgTpw48dL7FFnLaS7rW14GBARQvHhxHB0ds93/1q1b2bp1K2ZmWXeF8d+8z6wCmUaj0ehu7r399tuZLvPrr79mG5O+Hjx4QEREBJUqVcpymVq1auHh4cG///7LnTt3cmW/InMFVS6nOXXqFH/88UemuSzlssgJQ3L5k08+Ye/evdja2tKpUydSU1PZunUr3333HQBeXl7pcrBr1666ddOuLZctW8bkyZMJCwvjnXfewdbWlsWLF6e7maHPMfNfMTExbNmyBbVaTatWrTLM12q1ufagUJ/4WrVqhVqtZvPmzcTFxeXKfvOb3p1H/dfixYtJSkri7bffZt26dUydOpUjR46wdu1aOnbsmJsxGj1ra2vGjRsHQGRkJH379uXu3btMnTqVOXPmZLrON998k+7f7777LkFBQbqDO+1CwcHBQbeNGzducOvWLd3dxtdff51t27Zx69atTP/Pbt++zdWrVwGYO3cuLi4u2NjYsGLFCn777Tdmz56daWz79u1DURTq1auX6XyVSsWaNWvw8/PDwcEh29/mRUaNGgXAzJkzs2zSVqpUKUqWLEloaChXr17N9gQlXo4hudyzZ0969uzJmjVruHjxYob5gYGBHDhwADMzM5YsWYKDgwOOjo6sWLGC33//nRkzZtC4cWMaN26sW2fGjBnAswv/GjVqAPDee++l227v3r0B6N69O2q1OtPYIiIiuHDhApaWlrrtPE+lUhEWFsbq1avp379/9j/OC7zoeExTv359zpw5w969e6lfv/5L7VNkLae5rG95uWjRIuBZ/qW1XPmvkJAQfvjhB7p3787hw4ezHILDx8eHYcOG6fV9Ll++zMOHDylVqhSlSpXKMF+lUnH16lX27NlD69at9dpmVpo3b07z5s05fPgwp0+fznQZlUpFvXr12LRpE/v373/p40dkraDKZYAnT54wbtw4GjVqREJCAmfOnEm3HSmXRU7kNJcVRdFdD48ePZrmzZtTqlQpZs6cqbsW/m+rkr/++guA4sWL655qpj00GjhwIIMGDeLatWt069aNNWvW8MEHH+Ds7PzCYyYzR48eJSEhgfr162NtbZ1hvkqlYu/evVy5coUqVaro+zNlSp/4rK2t8fb25uTJkxw7dow2bdq81D4LgkFPbOHZuLYrV66kVatWvPnmm5w8eZJ//vlHKrUvydnZWVcQHz58ONs7jocPH2bSpEkMHTqUoKAgSpYsqbt72bRpUypUqEB0dDQjRoxg9OjR3Lp1i8qVK2d5h/O/LCwsdH+/dOkST58+1VUe/3tH9nlpF3deXl6Zzk973/X333/PdP6pU6eybBZiaHOi1157DSDbJ80id+Ukl7OTlk+lS5fW3QipVq0aAFeuXMmw/NOnT1m3bh1Ahqbpac6ePUtAQADm5ua6C6kX7dvc3DzD/MqVK1OmTBn+/PNPnj59muk20ppUZTXllORy/tMnlw0tL/8rJSWFMWPGULJkScaOHZvtssuWLaNWrVr4+voyadIkYmNjs1z2ReVyo0aNsLOzY+7cuVm2bMkuj/Vtdve8tFy+dOlSjtcVhsnvcnnChAkA/Pjjj7pmllmRclnkhD65rFKpdNcB06ZN47vvvmPp0qVYW1tnelNQq9XqXtnr06ePrpVBWvl+/fp1EhISdP/PKSkp3Lx50+DvkHaseHp6Zjq/devWmJmZZXkDKjQ0NNs8zuoaKDtp54iiWi7r9cQ27c5bZurXr8/evXtp164d58+f5/z588CzZPrkk09yJchXjYeHBwCpqalER0fj5uaW6XIBAQH4+/sDz37vxo0b604wdnZ2dOnShRkzZujGJbO0tKRVq1bY29vrFUfp0qV55513+PvvvzN0ApXdOw0xMTEA2NraZjq/bt26REVFsWHDhgx3awHc3d3p06dPltuvWrWqPuGnY2NjA0B0dHSO1xWG0zeXs5OWa8/fzUz7e2Z5uH79emJjYylTpgwtW7bMdJtLliwBSPd+VmbSctnOzi7T+WZmZgwdOpQvvviClStXZrpMp06ddNvJDZLLBeNFuWxoeflfM2bMIDg4mNWrV2NpaZnpMiYmJlSuXJnXX3+d1NRU9u7di7+/P/fv38/yAuhF5bKdnR1+fn7MmTOH7du3Z7pMduWyvueV50kuF4z8KpeXL1/Ov//+y8KFC7NtVpxGymWRU/rkcqtWrdi7dy83b94kJCQEeNbaJbNXJfbv309ISAh2dnbpmiQPGjSIjz/+mO3bt2coH3NSvv/Xi8rl0qVL07FjR9avX6+rXz3P1tY223K5dOnSOY4pLZaimst6VWxHjx79wmXWrVune0oCUrF9GWnNI8zMzLJtqjts2DAGDx7M3bt3GTt2LH/99RdmZmaMGzeOAwcOMHnyZOzs7NiwYQM2Njb069ePX3/9lWLFitGjRw+9Ypk0aRJvvvkmAQEBqNVqTE1NmT59erYnqbSTTXbt80eMGEHv3r3z7QX1+Ph4wLCLL2E4fXM5Oy4uLgDp7ryn/X+mzUuj0Wh07171798fE5OMjVKCg4M5ePCgrqOE7OiTy2+99RaLFi1iyZIlBt3pzynJ5YKhTy4bUl7+1+bNm7Gzs9O9u5XWXHn16tUkJSXRt29f2rdvT4cOHXTr7Nu3j5EjR3Lo0CESEhIybcKZlstp+ZOZPn36sHLlSubPn6+7UM9LkssFI7/K5S1btmBra8uSJUtYsmSJrhOc3bt3o1KpdK8SgZTLwjAvyuXU1FSGDRtGZGQkY8aMoXv37syePZvly5czevRo3cOhNEuXLgWgW7du6crAJk2asHnzZvbu3UtsbCy1atXi008/JSEhIUfl+3+l5Ut25fLgwYPZsmVLljctc1vacVVUc1mviu3t27fzOg7xP5GRkboDq1GjRpnesddoNCQlJWFtbY2pqSnlypWjSpUqXL16levXrwPPThLwrKlG2svvpUuX5u7duzlqNpGSkkLTpk1p2rQpGo2GwYMHA9CwYcMs16lcuTK7du3i1q1bWS5TrVo1mjVrlumwUY8ePdJVTjLToUOHLDs/yUrad65cuXKO1hOG0yeX9ZH2f3b37l2io6NxcHAgICAg3bw0u3fv5v79+zg5OaW78H/e8uXL0Wq1NGvWLMvmP//d9507d0hJScm02ZuJiQnDhg3j008/5ejRoxnmb9q0Kct3JCHnY35LLuc/fXPZkPIyM2FhYYSFhaX77MaNG7omzSEhIbpO0QDdEBFarZbk5ORMK7Zp+ZJd+W9tbc3AgQOZNm1aps1GsyuXPTw8GDp0aNZfKhOSy/kvP8tlRVGIiYnJ0DP43bt3uXDhQrrPpFwWOaVPLsfGxup6P65WrRpWVla6Vn//LQsDAgI4d+5cpk3hU1JSKFOmjK5p76ZNm0hISMDGxkbXBN8Q+pTLJUqUoGvXrqxatSpDuRwXF5dtuVynTp1MW0ZmJ+3a/WXf6S0oelVss+txVry8p0+f6npbO378OLGxsbi6uupekP+v+Ph42rRpQ7169XB3d+fBgwe63qkbNWoEPOtx0sTEhODgYD766COsra05duwY8CzR4VmnDtOmTUt313P69Omo1Wref/99PD09mThxIhEREZQoUYILFy5w48YNHBwcsu31umXLlsyaNeuFvQMOHz4806GD6tatq/eL93v37mXfvn269xRu377Nl19+iaOjo66lQWhoKPfu3cPNzU06jspjOc1lePZe1fr163U3Y548eaJ7j/rHH3/k9ddfp1mzZhw8eBA/Pz9ef/11du7ciYmJCR988EG6baWd5Hr27KkbzuR5T548YcuWLQAvfCoA4OrqSrVq1QgICOD8+fPUrVs30+Vat25N5cqVde9+PW/nzp0v3E9abC86HgFOnjwJkGUza5E7DMllfcrLhQsXcvv2bV1Hf/v27SM0NJRatWrRpUuXDBfhvr6+3L9/nwkTJtC9e3fdfiIjI/H29kar1eqG3mvevHmWT+CqVq2Km5sbd+/eJTQ0lJIlS2a6XI8ePVi6dGmmY4PqWy7funWLRYsWpaucpx3To0eP1vUInZbLLVq00Gu7wjAFVS4/34oPnvV5cPr0aQYOHJiuRZ+Uy0JfOc1lR0dHvLy8uHnzJl9++SX16tXj4MGDwP9fC6dJawr/9ttvZ2jSfPr0aaZMmUL16tV58uSJbhsjRozQNcF/0TGTmUaNGmFlZUVAQECWrW0APvzwQzZu3Jhh/PGSJUvqXS7rE19CQgIBAQFYWVnl+IZsYWFw51Ei9yQkJODv78+RI0dwc3PDz8+PtWvXZtk23sLCgnr16nHlyhXWr1/PhQsXqFq1KhMmTOD9998Hnt2Z+vnnn/H29ubcuXMcPHiQ1157ja+++oq2bdsCzwqILVu26Ib/gWdPvLZs2aK7w1WxYkVu3rzJpk2bCAsLo02bNqxcuTLLiyJ49hK8j48PoaGhnD17NsvlKlWq9NI9rgUGBrJlyxZdJy2RkZFs2bKF3bt365b5+++/AejVqxempqYvtT+RvZzmMjy7675lyxbd3f6EhAS2bNmiu9AB+Omnn+jSpQuRkZHs2rWLChUqMHv27HR3FE+fPs2lS5ewsrKiZ8+eme5r9erVJCYm4u3tneGklpW091fS8igzKpWK4cOH67W9rOhzPD548IAzZ87g6empu4kl8oYhuaxPeXnkyBG2bNnCkydPgP8vw7IrK/+rffv22Nvbc+DAAXbv3o27uzuDBw9mypQpWa5jampKr169gOxz2crKig8//FDvWDKTVg4fP35c91naMZ3WdPXs2bOEhobi4+Pzwid04uUUZLmsDymXhb4MyeU5c+bQrl07EhIS2Lx5MyYmJnTu3Jnvv/9et8y9e/fYt28fKpUq0560XV1dsbCwYPv27Rw9epRKlSoxZcqUdE929Tlm/svBwYH27duTkJDAnj17slzOxcVFV34bSp/49uzZQ0JCAu3bt3/pUUsKikpJa8OUjSpVqjBu3Dh69uyZrufH7CQlJeHv78/PP/+cac+l+cXFxUXXeZLIP4GBgfTo0YMmTZrk23sBmUlMTMTX1xcrKys2b96c6VO8gtS8eXO9Ox6QXC4YiqLQu3dvAgMD2bFjR7admuS1SZMm4e/vz9y5c2natGmBxZEZyeXCLzExkQ4dOpCcnMyOHTsKtDwcMWIE//77L2vWrKFixYoFFkdmJJcLPymX9SO5XPhFRETwzjvvUKpUKdauXfvC3sPziqIodO3aldDQUP7+++8MfZgUNH1zWa+K7dSpU5k6dSoajYYOHTrQunVratWqRfny5XWP4OPj47l9+zanT59mz549bN26FQsLC8aMGfPCIQvykhyoojCTk44wFpLLwlhILgtjIbksjIW+uazXO7Zjx45l6NChuh7mli9frrujkDbGU2pqKvCsxl+1alUmTpzIwIEDi2yvWkIIIYQQQgghiga9KrbwrHv1UaNGMWrUKIKDgzl69CjXrl3TvWPg7OxMpUqVaNiwIeXLl8+zgIUQQgghhBBCiOfpXbF9Xrly5dINNWCISZMmsWHDBq5du4ZaraZRo0ZMmTKF119/XbdMYmIin332mW78Pl9fX+bNm4e7u7te+9BqtWg0GmJjYwuszboQWVEUBY1Gg1arzXS81edJLovCTHJZGAvJZWEsJJeFschJLqMUEF9fX2Xx4sXKpUuXlPPnzytvvfWWUqZMGSUuLk63zJAhQ5TSpUsre/fuVU6fPq00aNBAadSokd77uHv3rgLIJFOhnu7evSu5LJNRTJLLMhnLJLksk7FMkssyGcukTy7r1XlUfggPD8fNzY2DBw/StGlToqOjcXV1xd/fn65duwJw7do1KleuzLFjx2jQoMELtxkdHU2xYsW4e/euvOsrCp2YmBhKly5NVFTUC7tVl1wWhZnksjAWksvCWEguC2ORk1w2qClyXoiOjgbAyckJgDNnzpCSkkLr1q11y1SqVIkyZcpkWbFNSkoiKSlJ9+/Y2FgA7O3t5UAVhVZmzX4kl0VRJLksjIXksjAWksvCWOjTTP4FDZXzh1arZdSoUfj4+FC1alUAHj58iIWFBcWKFUu3rLu7Ow8fPsx0O5MmTcLBwUE3ZTdgsxCFmeSyMBaSy8JYSC4LYyG5LIxVoajYfvTRR1y6dInVq1e/1Ha++OILoqOjddPdu3dzKUIh8pfksjAWksvCWEguC2MhuSyMlUFNkR88eECJEiVyJYDhw4fz999/c+jQIUqVKqX7vHjx4iQnJxMVFZXuqe2jR48oXrx4ptuytLTE0tIyV+ISoiBJLgtjIbksjIXksjAWksvCWBn0xLZ06dK0bduW5cuXEx8fb9COFUVh+PDhbNy4kX379mUY+7Z27dqYm5uzd+9e3WeBgYHcuXOHhg0bGrRPIUT+0Gq1hIeHc+LECdatW8e8efPYvHkzUVFRFJL+6oQQQgghhBEx6Intd999h7+/P/3792fo0KF06tSJPn360LZt2xePL/Q/H330Ef7+/mzevBk7Ozvde7MODg6o1WocHBx4//33+fTTT3FycsLe3p4RI0bQsGFDvXpEFuJVlFZpLKhx6LRaLefOnWPOnDls2LBB1yFFmpIlSzJu3DgGDRqElZVVgcQohBBCCCGMj0EV2/HjxzN+/HjOnTvHypUrWb16Nf7+/ri5udGrVy969+5NnTp1st3G/PnzAWjevHm6zxcvXoyfnx8AM2fOxMTEhC5dupCUlISvry/z5s0zJGQhjJZWq+XChQts3ryZ06dPA+Dp6UmVKlVo2rQpFStWxMws7ztAT0hIYPz48cydO5eUlBQArKyscHd3x8nJiZs3bxIaGsqIESPYuHEj69evz9A5nBBCCCGEEIbIlXFsFUVh3759+Pv7s379emJjY3n99dfp06cPffr0oUyZMrkRa47FxMTg4OBAdHS0dF8uCp2c5GdWy2q1WmbOnMmXX36Zruv+NCqViv79+zNr1qw8PQYePnyIn58fO3fuBKBevXoMGzaMDh06YGVlhampKREREfz000/MnTsXgF9++YWRI0fmWUwi/+RGLgtRGEguC2MhuSyMRU7yM1d6RVapVDRp0oS33nqLBg0aoCgKN27c4Ntvv8XT05Nu3brx4MGD3NiVEOI54eHhTJw4kaSkJCpXrsyIESP47LPP6NSpExUrVkRRFJYsWcK4cePQaDR5EsPNmzdp27YtO3fuxMzMjB9++IGDBw/Sv39/HB0dUavVWFhY4OHhwezZs+nduzcABw4cQKvV5klMQgghhBDi1fLSFdv9+/czaNAg3N3d6d69Ow8fPmTatGncu3ePBw8eMHnyZPbu3Uvfvn1zI14hxHM2btxIbGwsrq6u/Pvvv8yePZtp06axYcMGzp8/z+TJkwH4448/OHnyZK7vPy4ujr59+3Lx4kXs7e3x9/fniy++yPL9WRMTE958800Ajh8/ztOnT3M9JiGEEMZLURTi4uI4f/48ly9fzrS1khDi1WRQxfbChQuMHTuW0qVL07p1a7Zv386gQYM4f/4858+f59NPP8Xd3R1nZ2dGjx7Nd999x+HDh3M7diFeaRqNhvXr1wPQsWNHnJycdPNUKhVqtZqRI0fSsGFDUlNTWbFiRa72SKzRaBg/fjzHjh1DrVazbt06unbt+sIO5Jo3b465uTkPHz7kypUruRaPEEII4xYfH8/UqVOpWrUqNWvWpGrVqjRq1IiNGzeSmppa0OEJIQqYQRXbmjVrMnfuXJo2bcq2bdu4e/cuP//8M97e3pku/8Ybb8gQPULksrCwMI4cOQJAt27dMu0J2crKii5dugCwZ8+eXL2z/e+//+rel/3uu+9o1aqVXr0xOzk56casDg4OzrV4hBBCGK/g4GDatWvHuHHjCAkJwdTUFICzZ8/SuXNnBg4cSHh4eAFHKYQoSAZVbP/8808ePXrEypUr8fX1feETmhYtWrB//36DAhRCZG779u0kJCRQokQJGjVqlOVyHTp0wNTUlOvXr3Px4sVc2beiKKxduxatVkuTJk34+OOP9R7qy8zMDBcXFwDdMF9CCCFEVq5cuUKbNm04fPgwVlZWjB07llu3bnH+/Hk6d+4MwPLly2ndujUhISEFHK0QoqAYVLH18/PD1tY2t2MRQuhJq9Xy999/A89uHNnY2GS5bNmyZalevTqArtfil5WcnMyBAwcAeOedd7CwsNB73ecrto8ePcqVeIQQQhin69ev06FDB4KCgnB1dWXz5s1MmjSJMmXKUL16dVavXs2iRYuwt7cnICCAN998kxs3bhR02EKIAmBQxXb27Nn4+vpmOf/NN9/UjVMrhMh94eHh7NmzB4BOnTpl2wTYwsKCJk2aAHDw4MFc6R357Nmzuvdj33777Rytq1KpcHV1BZ41pxZCCCEyExISQocOHbh58yZubm5s3bqVNm3apGshZG5uzoABA1i/fj1OTk5cvXqVt956i6tXrxZg5EKIgmBQxXbRokVUqVIly/lVqlTh999/NzgoIUT2Nm3aRGxsLG5ubtneZErTpk0bAE6cOEF0dPRL7TskJIQhQ4YA0LBhQypUqJDjbbi5uQHPKra52aGVEEII4xAVFUXPnj0JDAzE2dmZ9evXU69evUxv5KpUKlq1asXGjRtxdXUlPj6ehISEAohaCFGQDKrY3rx5k8qVK2c5v1KlSty8edPgoIQQWdNoNGzcuBF49rTUzs7uhes0atQIe3t7YmNjOXr0qMH7vnnzJq1btyYgIAAbGxtmz56do2bIaYoXLw5AREREno2vK4QQomhKTk5m+PDhHD9+HLVazcqVK/Hx8cm2dZJKpaJJkyZs2bKFjRs3UqtWrXyMWAhRGBhUsbWwsMi205cHDx7o3ZFMftBqtfJUSBiNe/fu6d5v7dmzp149Edvb21O3bl0Agztyi42NpUePHrr3nP766y9q165t0Lbc3d2BZxVbGaJBCCFEGq1Wy/Tp01m5ciUAv/zyC23bttXrXKdSqWjQoAH16tXL6zCFEIWQmSErNWjQgCVLlvDJJ59keFoUHR3N4sWLadCgQa4EmBvat2+Ps7Mz9vb2FCtWjGLFiuHg4ICjoyNOTk44Ojri7OyMu7s7VlZWmJmZ6SZ9ClIh8tO6detISkqiXLly+Pj46LWOqakpPj4+7N27l6NHj5KSkoK5ubne+9RqtUyaNIkzZ85gbW3NmjVraNasmcHHR4kSJYD8q9gmJydz8OBB3TtXZcuWpWnTphQrVkyOcSGEKCS0Wi0bNmzg66+/BuDjjz9m4MCBOS6npVwX4tVkUMX2m2++oVmzZtSoUYNRo0bxxhtvAHDp0iV++eUXHjx4gL+/f64G+jIOHz6s97IODg44Ozvj5OSEk5MTLi4uvPbaa/Tt2xcvLy8pLEWBSk5OZu3atcCzYXysra31Xrdly5Z89913nDt3jocPH1K6dGm91lMUhV27djFt2jQAPv/885eq1ML/V2yfPHlCYmJinvWyrtVqOXz4MN98843uKXcad3d3Pv30Uz7++GOsrKzyZP9CCCH0k5KSwuzZsxk/fjypqam0adOGSZMmYWZm0KWqMEBycnJBhyDESzGotKhfvz5bt25l8ODBjBw5UneBqygK5cuXZ8uWLTRs2DBXA30ZEyZMICEhgejoaN0UExNDTEwMsbGxxMTEEB0djaIouvm3bt1Kt40FCxZw6NAhXn/99QL6FkLAtWvXOHnyJAB9+vTJUeWyTp06lC1blpCQEFatWsXYsWP1Wu/q1asMGDCAlJQUWrZsyZgxY176Bk/x4sUxMzMjNTWVe/fu6Yb/yU0pKSlMmzaNb7/9luTkZExNTalevbpuTN9Hjx7x+eefExERweTJkwvV6xNCCPEqiYmJYeTIkSxZsgSAZs2asWzZshzdvBUvLzIyMk/Ox0LkF4Nvg7Vp04agoCDOnTun6yjKy8uLWrVqFbqnmqNHj8be3l73b0VR0Gg0ukmr1ZKUlER4eDgPHz4kLCyMR48eER4eTlhYGOvWrSMsLIy+ffvy66+/UrNmzRw14xQit/z1118oikKtWrV0Y9Pqy9ramq5duzJ9+nRWrVrFyJEjsbS0zHadsLAwevbsycOHDylXrhyLFi1CrVa/zFcAwMrKihIlSnD37l2CgoKoUaPGS2/zeRqNhm+++YZJkyYB0LhxYyZNmqTrUfPJkyd88803LFiwgJkzZ9KyZUvatWuXqzEIIYR4saCgIPr27cvx48cBGDJkCNOmTct2fHaRN27evCkPcESR9lLtO0xMTKhdu7bBHcgUFJVKpXuHNo2trS3Ozs5UqlQpw/Lt27enU6dOnDp1igYNGtCsWTMGDhxIp06dsLW1LXQVeWG8/v77bwC6deuW496IVSoVfn5+zJo1i/Pnz3PgwIFshwpKSEjAz8+Pixcv4uDggL+/P+XKlXuZ8HUsLCwoXbq0rmKbmxRFwd/fn8mTJwMwdOhQpk+fnq5C7ubmxsyZMwkKCmLPnj0MHTqUY8eO6XprFkIIkbc0Gg3//PMPQ4cO5f79+6jVan7++WcGDx4szY8LiIxoIoq6lyo5rly5wq1bt3jy5EmmvQ7369fvZTZfaLz55pts3bqVH374gSNHjnDgwAEOHDhA6dKl6du3LyNHjsTV1VUquCLPBQcHY2lpSa9evQxav1KlSrRt25Zt27Yxb948WrdujampaYblNBoNX3/9Ndu3b8fMzIzffvstVzuEMzMzo0yZMhw9epTbt2/n2nYBzpw5w4gRI1AUhW7duvHLL79kehPAysqK+fPn4+PjQ3BwMMOHD8ff39+g4YuEEELoR6PREBYWxs8//8ycOXNITU2lTJkyLFq0iFatWsm1VAHK7fOxEPnNoIrtzZs36dOnDydPnsxyGB2VSmU0FVsTExPatWtHy5YtOXnyJL/99hubNm3i7t27/PTTTyxdupRx48bh5+eXZ53gCJGmZcuWlCpVyqB1zczM+Oijj9i2bRvbtm3j3Llz1KlTJ90yiqKwYcMGZs6cCcBXX31Ft27dcv1io3z58gCEhISg1Wpz5R3XsLAw+vXrR3R0NG+88QZz587NtqLq5eXFL7/8Qu/evVm/fj3z58/n448/lgsrIYQwQNqrXklJSURHRxMYGMiNGzdISEjA1NSU8PBwDh06xIkTJ0hISACgXbt2LFiwgLJlyxZw9CIkJARFUeQcKIosgyq2gwcP5uLFi/zyyy80adIER0fH3I6rULKwsKBx48Y0atSIBw8esHjxYubMmUNoaCgjRoxgzpw5fPDBBwwYMAAnJycpGESe6NGjR6ZPWfXVunVrGjRowPHjx5k4cSJr167V9QocFxfHwoULmThxIhqNhvbt2/P555/nScdKnp6eANy9e5eUlJQXvu/7IklJSQwZMoSrV6/i6OjIsmXLcHV1zXYdlUpF9+7dOXz4MPPmzePLL7+kTp06eg+jJIQQxkSr1aLRaNJ9lvYAI61PEo1GQ3JyMlFRUTx58oQnT55w//59bt68SVBQEMHBwYSEhPDgwYNs91WiRAk+/fRThg8fLj3TFxJ37txBo9FIU3BRZKmUrB65ZkOtVjN+/HgmTJiQFzHlmpiYGBwcHIiOjk7XeVRuURSFBw8e8NNPP7FkyRLi4+OBZz2+/vTTT/Tv3196WhVZykl+pi3r6OhIUFAQTk5OL7XvTZs20aVLF7RaLd27d2fgwIHcunWLOXPm6MZ6ff3119m/f79uaJ7cduDAAVq0aIGtrS2hoaEvdYwqisKsWbP45JNPMDExYfny5fTq1Uvvm0sxMTG0bNmSM2fO8Nprr7F//36Dn4q/igzJ5bwql4V4Gcacy2lPU7VaLYqiEBcXx+nTpzl37hz379/n0aNHhIWFERsbm641Xtp68fHxxMbGEhsbq3va+iJ2dnaUK1cOGxsbUlNTUavV1K1bF19fXxo0aICdnZ08BMgjhuRyiRIlCAoKkt6oRaGSk1w26JaMi4sLDg4OBgVnTFQqFR4eHsyePZtPP/2UefPmsXTpUh4+fMiHH36oa44tlVuRW1q0aEGxYsVeejtpT2InTZrEmjVrWLNmjW6ejY0NH374IWPHjs3TzpQqV66MmZkZcXFxBAYGUrduXYO3FRwczPfffw/ARx99RI8ePXJ0sWRvb8/SpUtp0aIFQUFB9OvXj61bt0qvnEKIIishIYEjR46wd+9eHjx4QHh4OI8fPyYpKYnU1FSCgoL0rqBmxcrKStf5ZunSpSlfvjwVKlSgYsWKvP7663h4eGBpaYmpqSmKomBiYvJSLY5E3nr48CGxsbFSsRVFlkEV2yFDhrBixQo++ugjKaB49g6up6cnP//8M6NHj8bPz4+dO3cyZMgQTExM6NOnj1RuRa545513ciWXTE1NmThxIlWrVmX27NlcvHiREiVK0KJFC0aPHk3FihXz/C56sWLFqFixIleuXOHkyZMGV2y1Wi3Tpk3j8ePHeHp68u233xpULlWpUoVFixbRtWtX9u/fz5gxY5g9e7Y0yRJCFBmKovDkyRMWLVrEwoULuX79erbL29nZUbVqVTw8PChevDjFixfH0dExQ7lnamqKvb29ruVQsWLFcHBwQK1WY2JigpmZGRYWFnKtU8QpikJQUBDu7u4FHYoQBjHoiq1ixYpoNBqqV6/OwIEDKV26dKYXkp07d37pAIsSlUpF8eLFWb16Ne+++y4HDhzg/fffJyAggAkTJshTbvHSWrZsmWvbMjc357333qNr164kJSVhZmaGlZVVvjULs7CwwNvbmytXrnDmzBmDtxMcHMyyZcuAZ2NWG9pMW6VS8fbbb/Pjjz8yZswY5s+fj7e3N0OGDJGmckKIQi8+Pp5Zs2Yxb948QkNDgWflvI+PD56enri5ueHq6oqNjQ0mJiZUqFCBGjVqYGtrKzfwhE5QUJD0MyGKLINKsh49euj+Pnr06EyXUalUGTogeFUUK1aMdevW0a9fP7Zt28b06dPZtm0b48aNo0uXLtK8URgsL26OWFhYFMgQNyqVipo1a/LXX38REBBASkoK5ubmOdqGVqtl+vTpxMXFUaFCBfr27ftSMZmYmDBy5EguXrzIsmXLGD16NG+88QZNmzZ9qe0KIURe0Wq1nD59mo8++ojTp08D4OTkxPvvv8/gwYMpW7asVFyF3mQsW1GUGVTS7d+/P7fjMDrOzs6sX7+eX3/9le+++46rV6/Sv39/vv/+e95//30GDBiAm5ubPAkSOWJszbzq168PPBsTOyYmBmdn5xytf/v2bZYvXw7AqFGjcmW4LXNzc2bPns2VK1c4ffo0vXr1YufOnVStWvWlty2EELlFURTu3r3L7NmzmTdvHgkJCajVakaOHMnIkSNxd3eXawyRY7du3SroEIQwmEEV22bNmuV2HEbJysqKzz77jHfeeYfJkyezdu1agoKC+OKLL/j555/p2bMnn332GeXLl5eTj3gl1ahRAzs7O2JjYzl9+jS+vr56r6vVapkyZQqxsbFUqFAhV8fNdnBwYOXKlbRt25aQkBA6duzI9u3bqVixYq7tQwghDKEoCiEhIcycOZOlS5cSHR0NQJ06dZg7dy516tQxupugIv+EhISg0WikDx1RJL1UyZeUlMSxY8fYvHkzERERuRWTUVGpVFSqVIk///yTS5cu8fnnn1O8eHEeP37MvHnzqFOnDlOmTCEmJgYDRl4SokiztbWlWrVqABw9ejRH6wYEBOie1n7++ee58rT2eRUrVmTdunW4u7tz69YtOnToIHeyhRAFJikpiYsXLzJ8+HCqVavG7NmziY6Oply5ckybNo0DBw5Qr149qdSKlxISEkJSUlJBhyGEQQwu/WbPnk2JEiVo3LgxnTt3JiAgAICIiAhcXFz4888/s13/0KFDtG/fHg8PD1QqFZs2bUo3X1EUvv76a0qUKIFaraZ169bcuHHD0HALnImJCeXLl2fSpElcuXKFOXPm4OXlxZMnT/jiiy/w9vbmk08+4dSpU1KgiFeGmZkZtWvXBuDUqVNotVq91ktJSeGrr74iMTGRWrVq8d577+VJfLVr12b9+vU4OzsTGBhI+/btuX//fp7sSwghnqfVaomJiWHnzp18/PHH1K1bl+rVqzNv3jxiY2Px8vLil19+4cKFC3z22WfSf4fIFXfv3iU4OLigwxDCIAZVbBcvXsyoUaNo164dixYtSvek0cXFhZYtW7J69epstxEfH0/16tWZO3dupvOnTp3K7NmzWbBgASdOnMDGxgZfX18SExMNCbnQUKlUODo6Mnz4cE6dOsXnn3+Ovb09d+7cYdasWdSrV4+GDRvy+++/k5qaWtDhCpHn0jpmOnz4MGFhYXqts23bNv755x9UKhU//fQTarU6T2JTqVQ0atSIdevW4ejoyJUrV/Dz88sw9mNMTAzJycl5EoMQ4tWgKAqJiYkEBQWxYMECunbtipeXF+3atWPOnDlcvHgRRVGoWbMm8+bN4/z584wcORJ7e/uCDl0YiQoVKgCwZ8+eAo5ECAMpBnjjjTeUTp06KYqiKBEREYpKpVL27t2rmz958mTFw8ND7+0BysaNG3X/1mq1SvHixZWff/5Z91lUVJRiaWmprFq1Su/tRkdHK4ASHR2t9zr5TavVKnfv3lWmTp2q1K9fX1GpVAqgAMpnn32mpKamFnSIIo/kJD+LQi4bKjo6WvHw8FAAZdasWS9cPiIiQnn99dcVQHn33XeVlJSUPI9Rq9UqGzZsUMzMzBRAmTBhgqLRaBRFURSNRqN07txZqVWrlrJ8+fI8j6UwklwWxiI3cjklJUWJiYlRIiIilMjIyCzP41qtVklMTFSCg4OVJUuWKAMGDFAqV66c7joAUNRqtdKyZUvlp59+UgICApTExMRc+a7CuBmSy++9957u3CrXn6KwyEkuG/TENigoiDfffDPL+U5OTkRGRhqyaeBZT6cPHz6kdevWus8cHByoX78+x44dM3i7hZFKpaJUqVKMGTOGQ4cOcf78ed2QJTNnzuTvv/8u4AiFyFt2dnZ06tQJgLlz5/L48eMsl01KSmLkyJEEBgZSrFgxfvzxx3wZxkKlUtGxY0c+//xzAKZPn05ISAgAsbGxHDx4kLNnz+Z4uCIhhHFQFIXHjx8zf/582rRpQ8mSJXFxcaFUqVJ06tSJs2fPkpqaytOnT7l06RK//fYbgwYNol69enh5eeHn58fixYu5evUqiqLg6elJv3798Pf3Jzg4mF27duleW7K0tCzoryuMVPPmzQHYunUrf/31l96vBwlRWBh0RVisWLFsO4u6cuUKxYsXNziohw8fAuDu7p7uc3d3d928zCQlJaV7PzUmJsbgGAqChYUF1apVY+HChURFRbF161ZGjhxJvXr1KFGiREGHJ/JRUc/lnFCpVHz88cf4+/tz/fp12rVrx1dffUXr1q1Rq9W6HsMTExMZM2YMK1euBGDKlClUqlQp3+I0MTHhiy++YM2aNdy4cYNff/2VadOmceLECSIjI7G2tqZly5b5Fk9R8SrlsjBuWeVyeHg406ZN448//shwjZKQkMDff//Nnj17qF27NsHBwYSGhmbYdsmSJalfvz5NmjShdevWeHl5YWVlJSMmiDyRVS536NCBDRs2sGPHDvz8/AgLC2Pw4MGSi6LoMOSR8IABA5SyZcsqT548ydAU+dKlS4qNjY0yYsQIvbfHf5oiHzlyRAGU+/fvp1uuW7duSvfu3bPczjfffJOu+U7aVBSbvN26dUtxc3NTAOX999/XNXsUxiO7phXGlMv60Gq1yty5cxVTU1Pdd/Xy8lI+/vhjZe3atcq2bduUFi1a6OZ9/vnn+dIEOTMzZsxQAMXR0VG5c+eOMnLkSAVQWrRo8co23SqMuazVajNMQryIIbmcdq4GFCcnJ+XDDz9Udu7cqVy5ckXZvHmzUqtWrXTLq1QqpWLFikr37t2VadOmKadOnVLi4+MlR0WuMrRcDgsLU1q2bKn7rHz58krHjh2V77//Xtm9e7cSERGhJCUlSb6KfJOTpsgqRcn5GDP379+nfv36KIpC+/bt+f333+nTpw8ajYb169dTokQJTp48iYuLi17bU6lUbNy4Udcc8datW3h5eXHu3Dlq1KihW65Zs2bUqFGDWbNmZbqdzO5AlS5dmujo6CLXuYKiKPz5558MGjQICwsLjh49qus9VhiHmJgYHBwcMs1PY8plfWk0Gk6ePMnUqVPZtm1bpp0xmZmZMW7cOL7++usCa/YbFRVFjRo1CAkJoUaNGgQGBpKQkMBPP/3EF198USAxFbTCkMtJSUmcOXOGffv2ERgYmKEjMktLSxo3bky/fv1wd3eXpw8iU4bkMjxrUfbRRx8xePBgXF1d0+VXQkICGzZsICQkhPLly9OoUSPc3d2xtLSUPBR55mXK5bi4OEaOHMnixYszDEWpVqupUKEC5cuXx8nJCRsbG6ytrbG1tcXBwQFXV1eKFy+Ou7s7VlZWAOm2kdXfAczNzbGwsMDS0hIzMzPd8aFSqVCpVJiammJiYqL7M+1zYdyyy+X/MqhiCxAWFsb48ePZsGEDUVFRwLN35bp06cLkyZNxc3PTe1v/rdgqioKHhwejR4/ms88+030pNzc3lixZQs+ePfXabk5+iMIoMTGRZs2acfLkSTp37syaNWsK3YDZiqKQmpqKRqMhNTUVKyurfHnn0RjkJD+Lei7nhEaj4e7du/z111/s3buXS5cuER4eTvXq1Zk2bRpNmjQp8OPg119/ZcSIEbp/+/j48M8//+Dg4FCAURWcgsplRVG4efMm06ZN4+jRo1y8ePGF69jb29O1a1eGDRtGjRo1CjyXROFiSC6PGjWKcePG4ebmJhfZotB42XI5NTWVW7ducezYMU6ePMm5c+e4ePEicXFx+RE+KpUKc3NzzMzMMDc3x9zcHBsbG2xsbLC1tdX9aWdnh62tLfb29rq/Ozg44ODggLu7O8WLF8fFxQULCwtMTU0xNzeXcr+IyZeK7fPCw8PRarW4urrqPTB4XFwcQUFBANSsWZMZM2bQokULnJycKFOmDFOmTGHy5MksXbqU8uXLM2HCBAICArhy5YruDtCLGENlYMuWLXTs2BFTU1P27Nmje7E/P6RVVjUaDRqNhkePHnHx4kUCAwO5f/8+kZGRRERE8OTJEx4/fkxycjKXL1/Gzs4u32IsyqRi+2IajYakpCSSk5NRq9WFptOU5ORkvvjiC2bPno2vry8LFy58qX4FirqCyuWAgADatGmjezqbNi5ylSpVKFWqlO7iRVEUwsPD2bx5s+79RlNTU3r06MHEiRPx8vKSCokADMvlqKioV/amlii8crtcTk1NJS4ujosXL3Lx4kWCgoKIjo4mPj6ehIQEnj59SkxMDI8fPyYyMpKoqKgMT2QLiqmpKY6Ojjg7O+Pi4kKlSpWoU6cO9evX57XXXsPa2loqu4VYvldsDXHgwAFatGiR4fP+/fuzZMkSFEXhm2++4ffffycqKorGjRszb948KlasqPc+jKEykJycTOvWrfn3338pUaIE27dvp3r16i+9XUVR0Gq1aDQa3Z+JiYlcunSJCxcucOHCBYKCgggPDyc+Pp6YmBjdk/nsPHjw4JW+wM8JqdgWbRqNhoiICJycnF753pALojKQkpJChw4d2LFjB2XLluWDDz6gU6dOVKxYMdP/D0VRiImJYf369fzxxx8cP34ceNbSaOTIkYwdO1Zuygkpl4XRyO9c1mq1aLVaUlNTSU1NJSkpCY1Go5v//M3D5x+CpX2uKArJyckZppSUFJKTk0lMTCQuLo7o6GhiYmKIjY0lJiaGmJgY4uLiiI2NJT4+nvj4eOLi4nSV7Bd1WOjk5ESNGjXw8fGhe/fuVKlSRe+HdCJ/5HnF9rvvvnvhMiqVigkTJuR007nKWE46gYGBtGvXjuDgYMqUKcOkSZPo2LEjFhYWaLXadJXUp0+f8uDBAx48eMDDhw+JiIggLi6Op0+f6qa0gz42Npa4uDjd3yMjI0lNTc02lhIlSuDp6UmJEiVwcXHB1dUVFxcX3N3dcXNzo27dutja2ubTL1O0yQWUMBaG5PLFixepWrWqwftct24d3bp1w8TEhO3bt9O2bVu9101OTmb9+vV8++23XL9+HXjWcmjx4sVUq1ZNnt6+wqRcFsbiVczltMp12jVx2hBbYWFhPHz4kEePHnH37l3Onz/PxYsXuX79errKt1qtZtCgQXz11Vc5eqVS5K08r9hmdydDpVKhKAoqlSpdshQEYzlQAc6ePcvbb7+tG0qgXLlyODs7k5iYSFJSEgkJCbq7Vy/D2tqaihUr8vrrr1O1alVKly5NsWLFcHBwoHz58ri4uOhe6hcv51U86QjjZEgu9+nThyVLlhjU/Ovx48c0btyYq1ev0q1bN/z9/Q0qk2JiYpg5cybTpk0jLi4OR0dHZs2axXvvvSfN0l5RUi4LYyG5nLW0p8ORkZGcOnWKf//9l127dun6afD09GTevHm0adNGnt4WAgXSFFmr1RISEsLcuXM5dOgQ27dvx9nZOTc2bTBjOlAVReHGjRt89913rFu3Ll1vdv9lZmaGk5MTLi4uODo66nqse35Ke9HewcGBYsWKUaxYMdzc3PD09MTa2hpzc3N5apHH5KQjjIUhuWxqasrhw4dp0KBBjvb15MkT/Pz82LJlC3Z2dpw8efKlxjNWFIWTJ08yYMAArl69ikqlYtKkSYwdO1bKwFeQlMvCWEgu50xCQgKLFi1i4sSJREREYGZmxsiRI/nhhx/07ttH5I0Cf8e2d+/eKIqCv79/bm86R4zxQE27gXDw4EESEhKwsrLC2toatVpNsWLFKF68OK6urlhYWGBmZoaZmZmuS3RRuMhJRxgLQ3IZoGnTpuzYsQO1Wv3CfSiKwuXLl+nXrx/nzp3DxMSERYsW0b9//1wp38LDwxk6dCjr16/H1taWY8eOvVRTaVE0SbksjIXkcs4pikJQUBBDhw5l7969AIwePZrJkydLK54ClJP8zJP2pE2bNuXzzz/Pi02/8kxMTChfvjzly5cv6FCEEMJgpqamHDp0iK+++orJkydn2eFTQkICAQEBbNu2jfnz5xMREYGtrS0zZsygb9++uXbTztXVlcWLFxMYGMilS5eYNm0aixcvlpuCQgjxilCpVFSoUIG///6bb7/9lilTpjBz5kzatGmTo34cRMHJk4rt6dOnpU26EEKILI0ZM4bJkyczY8YMIiIi8PPzo3z58lhYWHDjxg0uX77MoUOHOHLkCPfu3dOt5+XlxdKlS2nUqFGuVzrt7OwYNWoUgwYN4p9//iE6OppixYrl6j6EEEIUblZWVnz77becO3eOXbt2MW7cOBo3boy1tXVBhyZewKCK7bJlyzL9PCoqikOHDrFhwwYGDRr0UoEJIYQwXp9++imxsbHMnTuXZcuWZXlegWf9BtSsWZOWLVvy8ccf4+HhkWdxdezYkc8++4yIiAgWL17MyJEj5UatEEK8YqysrJg6dSr//vsv586dY8GCBXzyySfSiqeQM6hi6+fnl+U8FxcXxo0bx9dff21oTEIIIYycpaUlM2fOpGrVqsydO5c7d+7oenW3tbWlbNmyVK9enZYtW9KmTRuKFy+OhYVFnsfl5ORE165dWbRoEWPHjgVgxIgRBvW6nNaFRdqfKpVKLoqEEKKI8Pb2ZsiQIcycOZMff/yRevXq4ePjI+V4IWZQxfb27dsZPlOpVDg6OsoA90IIIfRibm7OkCFDGDBgAMnJyURFRZGUlISbmxuWlpZYWFjk+wWEiYkJM2bM4P79+2zfvp1PP/2Umzdv8t1332FjY4NKpSIlJYXo6GgCAwO5efMmDx8+JDIyksjISOLj40lNTSU1NRWNRoNGo0Gr1aJSqXQd+pmbm2NtbY2DgwNOTk44Ojri7OxM8eLF8fT0xN3dHUtLS8zNzaXDEiGEKCAmJiaMHz+ebdu2ERgYSLt27XjrrbeoX78+DRo0oGrVqlhZWWFubi4tewoJgyq2ZcuWze04hBBCvKIsLS2xtLQsNDdG7e3tWbNmDR9//DGLFy9m7ty5rFq1Cnd3dywsLHj48CGPHj3Ks/1bW1vj4eFBqVKlKFmyJGXLlsXLy4sqVapQsWJFrK2tsbCwkAspIYTIYy4uLmzevJnu3bsTEBDA2rVrWbt2LfCsdVGpUqV05XXayCTOzs64u7tTo0YN3N3d5QZlPsqTzqOEEEKIoszW1pbffvuNypUr88033/D48WMeP36cbhk7OzvKlCmDm5ub7qmrra0t5ubmuqezpqammJiYoCgKKSkppKSkkJyczNOnT4mKiiIqKoro6Giio6MJCwsjIiKCp0+fEhQURFBQUIa4zM3NdRXdihUrUqVKFby9valcubJufGAhhBC55/XXX+fo0aP89ddfHD58mAsXLnD58mXi4uK4du0a165dy3Q9CwsL2rVrx4IFCyhRokQ+R/1qMqhia8i4qCqVitTUVEN2J4QQQuQ7c3NzRo8eTefOnbl06RJRUVEkJiZSokQJKlWqRPHixXVNhg19eqooiq7JckpKCrGxsdy6dYvbt28THBzMnTt3CAkJ4c6dO9y+fZukpCRdpXfnzp267ajVapo1a0bnzp159913cXZ2lvfAhBAil9jY2DBw4EAGDBhASkoKMTExXLp0ieDgYF0ZHRYWxpMnT4iKitK9orJlyxbKlSvHL7/8ImVyPjCoYvv111+zadMmLl++jK+vL6+//joA165dY9euXVStWpVOnTrlZpxCCCFEvlOpVHh5eeHl5ZVn2097umtpaYmtrS0lSpTAx8dHt4xWq9U95b158yZXrlzh6tWrBAYGcuPGDW7evElCQgI7duxgx44djBs3jl69ejFixAgqVKggTZaFECKXqFQqLCwscHFxoXnz5unmKYqCVqslNTWV5ORkJkyYwKxZs9i0aRM//vgjtra2BRP0K8Sgiq2HhwdhYWFcunRJV6lNc/XqVVq2bImHhwcffPBBrgQphBBCvKpMTEywsrLCysoKJycn6tatCzy7iEpOTiY+Pp7jx4+zdu1a/vnnH8LDw5k7dy5//vknffr04euvv6ZUqVIF/C2EEMK4qVQqTE1NMTU1xdLSks8++4zff/+dO3fusGfPnlx/6Jeamsr169e5ceMGjx49Qq1WY2trS+PGjXF1dc3VfRUVBt3G/fnnnxk+fHiGSi1A5cqVGT58OFOnTn3p4IQQQgiROZVKhaWlJU5OTrz11lv8+eefBAYGMmfOHKpUqUJCQgJ//PEHDRo0YMeOHbphh4QQQuS9kiVL4uvrC8CKFSvQarW5sl1FUQgMDKRbt2688cYbdOrUicGDB9OvXz86d+7MvXv3cmU/RZFBFdt79+5hbm6e5Xxzc/NX+kcVQggh8lvasHvDhw/n1KlT/PHHH3h4eBAaGkrnzp1ZtmwZGo2moMMUQohXgomJCe+99x4AO3bs4OHDhy9cJzU1lcTERBISEnj69Cnx8fHExsZy//59Tpw4wYoVKxg0aBB169Zl06ZNwLMKdLVq1ahcuTLlypUrNCMMFASDmiJXrVqVefPm8d5771GyZMl08+7du8e8efPw9vbOlQCFEEIIkTPW1tYMGjSI1q1b06tXL44fP05UVJR0XiKEEPmoXbt2lCxZktDQUNauXcvIkSMzLKPVagkODmbRokUcPHiQiIgIkpOTdT3pJyQkEBMTk2G9SpUqMWXKFFq3bo2ZmZnuHV8zs1d30BuDvvnMmTPx9fWlYsWKvPvuu7z22msA3Lhxg02bNqEoCitWrMjVQIUQQgiRM+XKlWPbtm1s3LiRfv36SUdSQgiRj2xtbenUqRNz587lr7/+YujQoVhYWOjmx8bGMnbsWJYsWUJiYmK221Kr1ZQoUYLKlSvToUMH3nvvPemQ6j8Mqtg2btyYEydOMGHCBDZu3EhCQgLw7Af39fVl4sSJ8sRWCCGEKAQcHR0ZMGCAPK0VQoh8plKp6NevH3PnzuXYsWOMHz+exo0bY25uztWrV1m1ahVnz54FoGLFinTr1o3KlStjaWmJlZUVFhYWqNVqSpYsibOzMxYWFlhaWspNyiwY/Ky6atWqbNy4Ea1WS3h4OACurq7yQwshhBCFjFRqhRCiYNSqVYu+ffuyfPlypk+fzvTp09PNV6vV/PTTT3z44YdYW1sXUJTG4aUbYacNQ2BrayuVWiGEEEIIIYT4HzMzM+bNm4eTkxPHjh3j/v37pKSkULp0ad544w1GjBhBrVq15AZkLjC4Ynv69Gm++uorDh06RHJyMrt27aJly5ZERETw/vvv88knn2QYuFgIIYQQQgghXiW2trbMnDmT1NRUUlJSUBQFCwsLzMzMpEKbiwx6xHr06FEaN27MjRs36NOnT7pxmVxcXIiOjua3337LtSCFEEIIIYQQoqhSqVSYm5tjbW2NjY0N5ubmUqnNZQY9sR0/fjyVK1fm+PHjxMbGsnDhwnTzW7RowdKlS3MlwJeRNhh9Zl1kC1HQ0vIyLU+zI7ksCjPJZWEsJJeFsZBcFsYiJ7lsUMX21KlTTJo0CUtLS+Li4jLML1mypF6DEOe1yMhIAEqXLl3AkQiRtdjYWBwcHLJdRnJZFAWSy8JYSC4LYyG5LIyFPrlsUMXW3Nw8XfPj/woNDS0U4yo5OTkBcOfOnRf+EIVFTEwMpUuX5u7du9jb2xd0OHqRmA2jKAqxsbF4eHi8cFnJ5fwhcy6A0gAAmGxJREFUMRtGcrnwkZgNI7lc+EjMhpFcLnwkZsPkJJcNqtg2aNCAdevWMWrUqAzz4uPjWbx4Mc2aNTNk07kqrZdmBweHIpNAaezt7SXmfFDQMet7ApFczl8Sc85JLhdOEnPOSS4XThJzzkkuF04Sc87pncuGbHzixImcPn2at99+m+3btwNw4cIFFi5cSO3atQkPD2fChAmGbFoIIYQQQgghhMgRg57Y1q9fn23btjF06FD69esHwGeffQaAl5cX27Zto1q1arkXpRBCCCGEEEIIkYUcV2zT2jk3atSIwMBAzp8/z40bN9BqtXh5eVG7du1C03W1paUl33zzDZaWlgUdit4k5vxR1GIuavGCxJxfilrMRS1ekJjzS1GLuajFCxJzfilqMRe1eEFizi9FLWaVok/fyc9JSkrCxsaGn376ibFjx+ZVXEIIIYQQQgghhF5y/I6tpaUlxYsXLzI1dyGEEEIIIYQQxs2gzqP8/PxYtmwZycnJuR2PEEIIIYQQQgiRIwZ1HuXt7c2mTZt444038PPzo1y5cqjV6gzLde7c+aUDFEIIIYQQQgghspPjd2zh/8e7ynbDKhUajcagoIQQQgghhBBCCH0Z9MR2//79uR2HEEIIIYQQQghhEL2f2I4fP56ePXsWufFpq1Wrxv379ws6DCEy5eHhQUBAgF7LSi6LwkxyWRgLyWVhLCSXhbHQN5f1fmI7efJkqlatqqvYRkZG4ubmxu7du2nZsqXhkeax+/fvc+DAgYIOQ4hMNW/eXO9lJZdFYSa5LIyF5LIwFpLLwljom8sG9YqcxoDXc4UQQgghhBBCiFz1UhVbIYQQQgghhBCioEnFVuSJGzduUKNGDUaMGFGgcSQmJtKsWTN8fX1JSkoq0FhE0RQREUGDBg3o0qVLgbZSURSFLl260LBhQyIjIwssDlF0JSUl4evrS/PmzUlMTCzQWEaMGEGNGjUICgoq0DhE0STXGMJYKIpC7969qV27NuHh4QUay6RJk/D29ubw4cMFGsfLyFHFNjg4mLNnz3L27FndC7w3btzQffbfSaTn6+uLt7c3a9asAWDTpk14e3vj7e1N9erVqV+/Pp06dWLatGlERERku63bt28zatQomjdvTq1atWjVqhXjx49Pd8F79OhR+vXrR8OGDWnUqBGjR48mLCxMN3/btm0MGDBAtw1fX1+mTJlCXFxcun1duXKFYcOG0bBhQ+rUqUP79u35+++/s41vxowZaDQaBgwYkOH716tXj8ePHwPPLrTSfoNTp07p90M+Z9u2bfTq1YtatWrh7e2dbn8AVlZW9OrVi/v377Nq1aocb19kLjdzed68ebp1n5+2bt2qW2b06NG0atWKWrVq4ePjQ9++fTl48KBuvqIorFy5kk6dOlGnTh1atWrFjBkzSElJydF+MrNgwQLi4+Px8/NDpVIBMGDAAN13vXHjhm7Z5s2b68b5zqljx47Rv39/6tati7e3N76+vunmq1Qq/Pz8iIuLY8GCBTnevshcbuZyZvmV2f/ljh076NmzJ3Xq1KFhw4b07NmTwMBAAEJDQzPdxqBBgzLEnNmUnZUrV3L//n169eqFlZUVAF9++aVu3UOHDumW7d27N97e3sybN0//H/N/AgMDGTRoEA0bNswyLj8/PzQaDTNnzszx9kXm8vsaA2DVqlW8++671K5dGx8fH/r375/h4lyr1TJw4EBdLM9fNOu7n/+Sawzjlpu5/KJza2xsLF9++SXt27enXr16NGrUiH79+nH06FHdMlldP2R2vs8u3zOzc+dOAgICeOedd3B1dc2wv9WrV+uWHTNmDN7e3nz55Zcv/A3/69GjRwwbNowmTZroth0aGppumf79+6NSqZg+fXqOt19Y5KhiO2HCBOrWrUvdunVp3bo1AMOGDdN9ljbVqVOHunXr5knAxkitVtOrVy98fHwICwtj6dKldO/enbt372a5zieffMLevXuxtbWlU6dOpKamsnXrVr777jsALl68yEcffcSFCxdo0qQJVapUYefOnXz00Ue6p05HjhwhODhYVxEICwtjxYoVum0AXL58mf79+/Pvv//yxhtv0KFDB0qVKpVtbLdv3+bIkSOULFmSWrVqZZifkJDAwoULDf250rl+/TomJiaULVs2y2Xeeecd4NkJWKvV5sp+ReYMyeU0DRs2pE+fPrrJ09NTN+/evXvUrl2bzp074+Hhwfnz5xk1ahQPHz4EYNmyZUyePJmwsDDeeecdbG1tWbx4caaFc3b7+a+YmBi2bNmCWq2mVatWGeZrtVrmzp2rz0/zQiEhISQkJFChQoUsl2nVqhVqtZrNmzdnuAElcpchufx8XvXp04eSJUsCpCufVq1axZgxY7hx4wZNmzbF19cXMzOzDBfybm5u6bbVpk0b3bxOnTqlm1exYsUM+/kvjUaju/B+++23M13m119/fcGvop8HDx4QERFBpUqVslymVq1aeHh48O+//3Lnzp1c2a/IXF5cYwBMnz6dn376iYcPH9KmTRtat25NfHx8hrLp999/59y5cwbv57/kGuPVZUguv+jcGhMTw9atW3F0dOStt97C1dWVc+fOMXz4cK5fvw486zH6+TL3zTff1K1frly5dNvLLt8zs2LFCuD/8+i//vjjj1xpDRAVFUVwcDBvvPFGlst4eHhQq1YtgoKCOHHixEvvsyDo3Svy4sWL8zKOV5q1tTXjxo0DnvU23bdvX+7evcvUqVOZM2dOhuUVRdFdCIwePZrmzZtTqlQpZs6cqbv7snv3blJTU/Hx8WHq1KlotVqaNm3KtWvX2LdvH61ataJ37958++23mJubA88uan777Tf+/fdf3b5mzJhBYmIiQ4cOZdiwYXp9n3379qEoCvXq1ct0vkqlYs2aNfj5+eHg4KD/D5WJUaNGATBz5swsm7SVKlWKkiVLEhoaytWrV7M9qMXLyWkuP++tt96iU6dOmc57/o5lVFQUTZo0ITU1lYcPH1K8eHF27NgBwMCBAxk0aBDXrl2jW7durFmzhg8++ABnZ2e99vNfR48eJSEhgfr162NtbZ1hvkqlYu/evVy5coUqVarotc2s9OzZk549e7JmzRouXryY6TLW1tZ4e3tz8uRJjh07lq6yI3KXIbn8+eef6/4eFRXF+vXrgWd3wQGePn3K7NmzgWctAbK7AVymTJl023ve0KFDdX9PSUnRXWT169cvy+1dvnyZhw8fUqpUKUqVKpVhvkql4urVq+zZs0d349pQzZs3p3nz5hw+fJjTp09nuoxKpaJevXps2rSJ/fv3634jkfvy4hojNDSUZcuWYW5ujr+/P+XLl89032fPnmXBggWMGDGCX375Jcf7yYxcY7y6DCmXX3RudXBwYNOmTbqb3PHx8bRo0YKEhASOHz9OxYoVady4MY0bN9atM2PGDOBZhbdGjRq6z7PL98xERERw4cIFLC0t020njUqlIiwsjNWrV790Gfn666+zbds2bt26RceOHbNcrn79+pw5c4a9e/dSv379l9pnQdC7Yisnnfzh7OxM//79+eGHHzh8+DBJSUlYWlqmW0alUjFgwAB+//13pk2bxqFDh9i7dy/W1ta6yqeFhQXw7OTz+PFjIiMjefr0KQDXrl2jVatWGS7Ek5OTgWdPCuBZE560JuWXL1+mSZMmqFQqGjZsyNixY9NVFp539epVALy8vDKd7+vry44dO/j9998ZM2ZMhvmnTp1i4MCBWf5GHTp04Mcff8xyfmZee+01QkNDuXz5spx08ok+ufy8KVOm8P333+Pu7s7bb7/NBx98oMtjAH9/f27dusWFCxcAaNSoka6JY9py169fJyEhgcuXLwPPLvpv3ryZLldftJ/nXblyBSDLp7qtW7dm//79zJkzh/nz52eYHxoaSrt27bL8znXq1MnxTUMvLy9OnjzJpUuXpGKbT3KaywB//fUXCQkJVKxYER8fHwAuXLhAXFwcVlZWLF68mOHDh+Pg4ECHDh0YMmQIZmb/f0q+ePEidevWxdramho1ajBq1KhMKw87duzg0aNHODk5ZXux8qJyuVGjRgQEBDB37twsh/DLrqmzh4cHO3fuzHJ+Zl577TUALl26lKP1hOFy6xrj+PHjaLVanJ2d+fbbb7l69Squrq6899579O7dG4Do6Gg+//xzGjRowMCBAzNc6Ouzn8zINYYAw8rlzNja2mJra6v7t1arJTU1Ffj/6+HnPX36lHXr1gGka5r+onzPTFouly5dWveQ6XmVK1cmLi6OP//8k27dumW6DV9f32zHH87qRnlW0srltOuookbviq3IPx4eHgCkpqYSHR2d6YHVqlUr9u7dy82bNwkJCQHAx8dH1/Sra9eurF+/nuDgYJo1a5Zu3czeRzh69CgrVqzAzMxM95QgOjpad3CfO3eOtm3bcvLkSbZt20ZkZGSWTX1iYmIA0hUUz6tbty5RUVFs2LCB9957L8N8d3d3+vTpk+m6AFWrVs1yXlZsbGyAZ99J5B99ctnU1JSaNWvi6elJTEwM+/fvZ8GCBcTGxuruzMKzVghpT3/s7Oxo2rQppqamAAwaNIiPP/6Y7du3s3379nTbT8t3fffzvBflcunSpenYsSPr16/n/PnzGebb2tpmm8ulS5fOcl5W0mKRXM5f+uRymuTkZF2zXz8/P93nae/9JSYmcufOHdq1a8fOnTv57bffMDc3Z/DgwQCULFmS6tWro1arOXLkCPv27ePKlSts3LgxQy4uW7YMgF69emV7UfeiXLazs8PPz485c+ZkOIbSZJfL9vb2Wc7LipTLBSM3rjHScjk8PBwXFxfatGnDtm3bmDx5Mvb29rRv356vv/6a1NRUfvzxR13/BDndT2bkGkOkyUm5rI+kpCTGjh1LSkoK9evXz7T1yvr164mNjaVMmTLpbgLqk+//lZbLdnZ2mc43MzNj6NChfPHFF6xcuTLTZTp16qTbTm4o6rksvSIXQmlNcMzMzDJtRpOamsqwYcO4efMmY8aM4dSpU/Tt25cjR44wevRoAIoXL87mzZv56quvGDRoED/99JOuSYGTk1O67W3cuJGPPvoIU1NTZs6cSaNGjQBwdHTExORZigwaNIhvv/1W997LyZMns3zHL+0Aze4dwBEjRpCSkpJvneDEx8cDhl18CcO9KJcBPvzwQ5YtW8a3337LjBkz+OyzzwB0zYvTLF68mDNnzvDnn3+iKAqTJ09m7969ADRp0oTNmzfz6aef8sEHHzB//nzUajXw//mu736el5YvafmTmcGDB2Nubv7Cpta5Je24klzOX/rkcpqtW7cSGRmJu7t7uif2z7ccmDRpEhMnTtS1hkrLZQ8PD3bs2MGUKVP49ttv+euvvzAzM+Phw4cZbp4cO3aMa9euoVar6dmzZ7YxpZXL2eVynz59cHJyYv78+bqbmnlJyuWCkRvXGM/n8vz58/nxxx917wju27eP2NhY9u3bh7W1NV9//TUfffSRbvl58+bxzz//6LWfzMg1hkiTk3L5RSIjIxk4cCCHDx+mUaNGzJ49O10rGnjWV0HaO7H9+/fXXSPrk++Z0SeX33rrLV577TWWLFlCbGzsS31HfRT1XJYntoVMZGQkS5cuBZ41DcvsDnxsbKyuo5Fq1aphZWWlu8N48+ZN3XJqtZoePXoAzzpb+Pbbb4FnnefAs/dbZs+ezcKFC3FxcWH27NnpmpqZm5vj6emZ6XslpqamWT4dqFy5Mrt27eLWrVtZfs9q1arRrFmzTCsVjx490hUcmenQoUOWnZ9kJe13qVy5co7WE4bTJ5fhWccOz3e+kNa5WVrT+KdPn2JlZYWJiQkWFhbUrl0bFxcX4uLiuH79Oq1atSIlJYUyZcromgVt2rSJhIQEbGxsqFatml77yUxavjx/XP1XiRIl6Nq1K6tWrcpwlzYuLi7bXK5Tp06mTxSyk3Zcvew7vUJ/+uYyPMurtKeoffv2Tde87LXXXsPMzCzTSmPaO9z3/6+9+45r4v7/AP5KCBD2kK2goKgoQ3GLA0WLe9e9Z+torbOttVo71NZRtdbWurVote49UOueqLgHW1CGbAhkfX5/8M39iAQIkACJ7+fjcY/W5HL3Tnjncu+7z0hIgIODg8pmae8PIKKIqV+/frC2ti7xPaiTy6amphg/fjxWrFih8o5DSbns4uKi1PdXHXRcrnyaOsdo0KBBsfswNTXljq+xsbFFBgd7+PAhYmJi1D6XeR+dYxCgbMfl0kRGRmLq1KmIj4/HoEGDsGDBgiJFLVDQciwhIQG2trbo06cP97g6+a6KIl9iY2MhkUhUHvf5fD6mTp2KWbNmKY3UrHDo0KESmyIXN1ZDcXQ9l6mwrQZyc3O5EV1v3LiBrKws2NvbF9s80sbGBnXr1kVERAQWLFiAli1bclOfNG/eHEDBFdeuXbuidevW4PP5uHjxIsRiMbp06cKt89tvv3HNif38/HDixAmcOHECwP9/EaZMmYK5c+di06ZNiI2Nxa1btwAUjN6m6gsIAJ07d8aaNWtKHVFt+vTpStNLKLRo0ULtPgGhoaFcMz2goIBfsGABbGxsuCu+8fHxeP36NRwcHKjvi5aVNZcB4JNPPoGlpSUaNmyI7OxsXLhwAQDQu3dvAAV3pX766Sf4+/vDysoKjx49QnR0NHg8Hlq3bg0AuHPnDpYvXw4/Pz+kpaVx34cZM2ZwBUNp+1Glbdu2EAqFCA8Ph0gk4u4Cv2/y5Mk4ePBgkblBa9asqXYuh4WFcd0HACAtLY0b0l/R30skEiE8PBxCoZC7QEW0ozy5DACXL19GZGQkLCwsMGjQIKXn7OzsMGDAAOzduxdfffUVmjVrxvVLHTBgAADg8OHD+Oeff9C8eXNYWFjg6tWrkEqlcHBw4PIdAF69eoWrV6/CwMCgxEGjFLy9veHg4IC4uDjEx8dzIza/b8iQIdi+fbvK+RTVzeXIyEhs3rxZaXo5RS7PmTMHNjY2AMD9nnTq1Emt7ZLy0cY5RuPGjREQEICrV6/i008/haenJ06cOAE+n49+/frB0tKySL4oLpxv2LCBG4intP2oQucYH67yHJdL+21NT0/HyJEjuW0JhUJuRoWAgAClQaMUhfTQoUO5KdMAqJ3v77O3t4evry/Cw8Nx//79YgcU7NKlC7y8vLg+uYWpO7ZBWloaVqxYoXR3eOXKlTAxMcGECRO4sUQUx+Xixlqo7qgpcjUgEokQEhKCq1evwsHBAWPHjsW+fftK7H+3bt06dOvWDSKRCIcPHwafz8eAAQPw/fffAyi4wuPh4YFLly7h5MmTsLa2xtSpU/Hzzz9z21BMlQIUHLx37drFLQrdunXDokWLUKNGDRw5cgRyuRyTJk0qcQ4tDw8PBAQEID4+vsT5jBs2bFjhwW+eP3+OI0eOcHeV3717hyNHjuDs2bPcOoo5d4cNG8b1ySTaUZ5cVpz8nzt3DleuXEGdOnUwd+5cbtCPWrVqwdXVFTdu3MD+/fuRmJiIdu3a4Y8//kDTpk0BFPw4GBkZ4eTJk7h27RoaNmyI5cuXc4OYqLMfVaysrNC7d2+IRCKcO3eu2PXs7OwwbNgw9T8oFWJjY3HkyBFujnCRSIQjR47gyJEj3Drnzp2DSCRC7969K9zsipSsPLkM/P+Jz6BBg7i+SoXNnz8fo0ePRk5ODk6cOIGaNWvihx9+4K7+t2rVCo0bN0ZYWBj3t+/Tpw927NihtD3FfoKCglSOcvw+AwMDLkdLmodcKBRi8uTJpW6vJIrj8I0bN7jHFLmsGMQwLCwM8fHxCAgIKHHKLVJx2jjHAAoG4uvfvz/evHmDs2fPwsvLC+vWrSvTdI/q7Od9dI7x4SpPLpf225qTk8M18U1OTlY6F1a8Bii4gP7o0SMIhcJSu36UhaK/d0nHZR6Ph+nTp1doP7m5uThy5AjOnz/PPXb27FkcOXKEaznx5s0b3L17Fx4eHly3RF3DY4r753rKzs4OFy9erOowPjjPnz/HkCFD0L59+0rre6hKXl4egoODIRQKcfjwYaUrbNVBYGBgqZOLK1AuV42UlBT06tULtWrVwr59+9QeFELTGGMYNGgQ4uPjcezYMdjZ2VVJHMWhXK7+8vLy0KdPH4jFYpw6dapKj4czZszA5cuXsXfvXm4e3uqCcrn6o3MM9VAuV3+MMYwYMQLPnz/HqVOnYG9vX2WxLF26FCEhIVi/fj06dOhQZXGoom4uU2FLSBWiHx2iLyiXib6gXCb6gnKZ6At1c5maIhNCCCGEEEII0WlVNnjU0qVLceDAAW6qgrZt22L58uVKI+3l5eVh9uzZ2LNnD/Lz8xEcHIzff/8djo6Oau1DLpdDJpMhKyurypoPElIcxhhkMhnkcjk3ZHxxKJdJdUa5TPQF5TLRF5TLRF+UJZfBqkhwcDDbunUre/ToEbt//z7r0aMHc3NzY9nZ2dw6n3zyCXN1dWWhoaHszp07rHXr1qxt27Zq7yMuLo4BoIWWar3ExcVRLtOiFwvlMi36slAu06IvC+UyLfqyqJPL1aaPbXJyMhwcHPDff/+hQ4cOyMjIgL29PUJCQrjRTJ89ewYvLy9cv35dadqD4mRkZMDa2hpxcXE6O9Ew0V+ZmZlwdXVFenp6qSPcUi6T6oxymegLymWiLyiXib4oSy5Xm3lsMzIyAAC2trYAgLt370IikaBLly7cOg0bNoSbm5vaha2iOYWlpSV9UUm1pU6zH8plogsol4m+oFwm+oJymegLdXK5WhS2crkcM2fOREBAALy9vQEUzLFqZGQEa2trpXUdHR2V5l8tLD8/H/n5+dy/MzMztRYzIdpEuUz0BeUy0ReUy0RfUC4TfVUtRkWeNm0aHj16hD179lRoO0uXLoWVlRW3lDRhMyHVGeUy0ReUy0RfUC4TfUG5TPRVlRe206dPx7Fjx3DhwgXUqlWLe9zJyQlisRjp6elK6ycmJsLJyUnltr766itkZGRwS1xcnDZDJ0RrKJeJvqBcJvqCcpnoC8ploq+qrCkyYwwzZszAwYMHcfHiRbi7uys936xZMxgaGiI0NBQDBw4EADx//hyxsbFo06aNym0aGxvD2NhY67ETom2Uy0RfUC4TfUG5TPQF5TLRV1VW2E6bNg0hISE4fPgwLCwsuH6zVlZWMDExgZWVFSZMmIBZs2bB1tYWlpaWmDFjBtq0aaPWwFGEEEIIIYQQQj4MVVbYbtiwAQAQGBio9PjWrVsxduxYAMDq1avB5/MxcOBA5OfnIzg4GL///nslR0oIIYQQQgghpDqr0qbIpREKhVi/fj3Wr19fCRERQgghhBBCCNFFVT54FCGEEEIIIYQQUhFU2BJCCCGEEEII0WlU2BJCCCGEEEII0WlU2BJCCCGEEEII0WlU2BJCCCGEEEII0WlU2BJCCCGEEEII0WlU2BJCCCGEEEII0WlU2BJCCCGEEEII0WlU2BJCCCGEEEII0WlU2BJCCCGEEEII0WlU2BJCCCGEEEII0WlU2BJCCCGEEEII0WlU2BJCCCGEEEII0WlU2BJCCCGEEEII0WlU2BJCCCGEEEII0WlU2BJCCCGEEEII0WlU2BJCCCGEEEII0WmCqg6AEFIxcrkc+fn5kEgkYIyBMYb09HSkpKTAysoKdnZ2MDIygqGhIQwNDcHj8ao6ZEIIIYQQQjSKCltCdJRUKsXFixexZcsW3Lx5E2/evIFYLAZjDHK5nFtPIBCgRo0acHFxgZOTE+zs7FCjRg3UqFEDzs7OqF27Njw9PeHo6AhjY2MqfAkhhBBCiM6hwpYQHcQYw08//YRFixYVu46RkRHEYjGkUikSExORmJhY7Lo8Hg8NGjRAhw4dMGfOHNSrV48KXEIIIYQQojOosCVEB6WmpmLdunUAgFatWmHy5Mnw9vaGqakpAMDa2hqWlpYQiUR4+/YtXr9+jejoaMTHxyMlJQWpqalITU1FYmIi3rx5g7S0NDx79gzPnj3D7t27MX/+fMyZMwfGxsZV+TYJIYQQQghRCxW2hOigvXv3IiUlBTVq1MCRI0fg4OCgcj1LS0s4OjrCz8+vyHNyuRwSiQQSiQQxMTE4d+4cNmzYgOfPn+Obb77B06dPsWnTJgiFQm2/HZUkEgni4+Px33//4datW0hMTARjDEKhEDVr1kSjRo3g5+eHevXqwdTUFAYGBlUSJyGEEO1jjFFLIi0TiUQwNDSEXC5HZmYmnjx5gnfv3sHY2BimpqYwNzeHm5sbatSoQV2XSLVEhS0hOoYxhjNnzgAA+vbtC3t7+3Jth8/nw9jYGMbGxmjcuDEaN26McePGYcmSJVi1ahX+/vtv2NraYvXq1ZVaNIrFYmzbtg1btmzB3bt3IZVKS1zf1tYWfn5+GDlyJMaMGUMFLiGE6AnGGLKysrBjxw74+vqiQ4cOVR2SXmvZsiWAggvLSUlJkMlkRdYxMDCAp6cnfHx84OTkBBMTE5iYmEAoFHL/NTU1hYWFBSwtLWFlZcUtxsbG4PP5MDAwUPovj8ejIploBBW2hOiYvLw8PHr0CAAQEBCg0R8DS0tLLF++HFZWVvj222+xfv16dO7cGf369dPYPkry9u1bTJkyBUeOHOEec3V1hb+/Pzw8PAAUXFGOiYnBq1evEBUVhdTUVFy4cAH//fcf+Hw+xowZQz+QhBCigxhjkMlkyM3NxatXr3Ds2DFs2bIFMTEx6NmzJ9q2bQuBgE5dtSU2Nlbp35aWlrCzs4NEIkF+fj6ys7ORm5vLdV0qKxMTE5iZmcHc3Bzm5uYwMzPjFgsLC+5xS0tL7r/W1tawsbGBlZUVbG1tYW1tDSMjI64wFggEMDAwoN99AoAKW0J0TlJSEiIiIgAU9K/VNAMDA8yfPx937tzBkSNHMGPGDPj7+8PNzU3j+wL+/4r80aNHsXjxYrx69QoGBgYYO3YsJk2aBB8fHwiFQvD5/z/ttlwuh1gsRmpqKu7cuYPVq1fj4sWL+PrrrzFgwABYWlpqJVZCCCElU3RzkUqlyM/PR1paGlJTU5Geno709HRkZGQgIyMDmZmZyM3NRV5eHvLz8yESiZCTk4OEhAQ8e/YMGRkZ3DYtLS3h6emJ/Px8Kmy1aOfOnbCwsIBAIICrqyvq1KkDQ0NDbipBmUyGqKgoXL9+Hffv30daWhpEIhHy8vIgFouV/puTk4Ps7Gzk5OQgPz8fQMGFaZFIhJSUlArFqSiOraysYG1tzRW/NWrUgJ2dHTw8PODp6QlPT0+YmZnB0NAQfD6fuztM9NcHfXRgjHF9DPPy8mBgYMBd9VF8icViMdLT07lRZY2NjWFtbY3s7GxuEJ6MjAzk5+dzi+IgnZeXB4lEwl1VUmxb8f8GBgYwNDSEk5MTatasCTc3N7i6usLJyYmbd1QgENCXkCi5desWGGNwdnZGnTp1tLIPIyMjrF27Fnfu3MHr16/xzTffYNu2bUrFpSbExMTg22+/xalTp5CUlAQAsLOzw2+//YZBgwYV26yYz+dDKBTCxcUFffr0QYsWLVC/fn28efMGoaGh6N+/v0bjJISQD5Fi+jiZTAaZTAapVAqRSISkpCQkJycjOTkZSUlJePfuHVJSUpCcnIzExESkpKRwj6tqzqoOgUCAhg0bok+fPvjkk09Qq1YtOh/Ssj59+pR6YdjPz6/IuB2KPHn/vzKZDHK5HCKRCBkZGUhPT0dmZiYyMzORnp6OrKwsZGVlITMzE9nZ2cjOzkZWVpZSUaxYJzs7G3l5eQCAnJwc5OTklDjbA1Bwod7Z2RmOjo4wNTXlmksrFkW/YQsLC+6OsaWlJSwtLWFiYsKdqyvO401NTWFjY8M9T/lY/XwwhS1jDFFRUdi/fz8SEhK4g3JSUhLevHnDXT1SJL5YLOYK1cpmZGQEBwcHODk5wc/PD126dEFgYCDs7OzoSiXB7du3AQDe3t4wMTHR2n5q166NpUuXYsyYMThw4AB++OEHjd61ffDgAXr37o24uDgABVdg+/bti4ULF6JBgwZl+sFwdHREly5dcOjQIaxfvx6dOnWCtbW1xmIlpLpSdUKpOJlUnFC+X1gIBAIIhUKlkzaBQKDxC1ek+mKMQSqVchf2Y2NjER0djdevXyM5ORlpaWlF7rCmpaUhLS0NWVlZZd6fsbExVzwoFjMzM65PpmIxNTWFs7MzfH190aRJE1hbW9Po/DpAcdOmOIqBLNVV+DimuKiiOJ4pclPREkBxUeXdu3fc/8fFxSEuLg4ikQivX7/G69evNfE2ObVq1cJHH32EsWPHomXLlpSj1UiVVUmXLl3CL7/8grt37+LNmzc4ePCgUj8+xhgWLVqEv/76C+np6QgICMCGDRvg6elZ5n2lpqbiu+++w19//VXqAVlxxeh9pqamXD+DrKwsmJqawtraGlZWVjA3N+cG4VEsQqEQxsbG3Ohyhb+ghf+bn5/P3Q1OTEzEu3fvIBaLuS/inTt3sHnzZgiFQvj5+aFBgwaoX78+GjRogIYNG6J27do0IuwHRCaT4d69ewCApk2bav1EdMCAAVi0aBGio6Oxfft2LFy4UCPbTUtLw6BBgxAXFwcXFxcsXrwYffv2hZ2dXbnek6Jv7aFDhxAaGoru3btj3759qFWrlkbiJdonk8kQGRmJzZs34/Hjx1yrGUNDQ6VBSUxMTGBkZMQtJV3sMzQ0hKmpKczMzLgr84WvsjPGuHWL+38AXJNKRWsciURSpPWNop/X+4vi8cL/fT/H5XI5cnNzuaaYimZ8imZ7qpa8vDxueb/FkOJOR3Z2NsRiscrPxsTEhBvcxcLCAjVq1ICDgwMcHR3h4OCAGjVqcL9jit80xaL4/BStkAovhQeCef+xws8pPgMejwdDQ0Pu7ojiOcXflu6IlJ+iVZpYLEZKSgpevHiBly9fIiIiAlFRUYiPj0dCQgISExNLHaTvfXw+H1ZWVrCxseEWW1tb2Nvbw8nJCc7OzqhZsyZcXFzg4OAAU1NTpdZrhQcNIuR9PB5P5bFdnQJZ0VUpPz8fcXFxeP78Od6+fYvs7GyIRCLuWKv4f8XxsvCSm5uL/Px8yGQypSJbcbPr9evX2LJlC7Zs2QJ/f3/MnTsXAwYMgJGRkVY+D6K+Kitsc3Jy4Ofnh/Hjx2PAgAFFnv/555+xdu1abN++He7u7li4cCGCg4Px5MmTMk8/0qtXLzx+/BgAULduXfj5+cHe3h6Ojo5wcnJC7dq14ebmBh6PxzV3UFw5VLThNzEx4foZyGSyIgfoiozoVnjalZycHMTHxyMuLg4vX77ElStXcO3aNSQnJ+PmzZu4efOm0mtr1KgBPz8/NG/eHC1atECjRo3g4eFBw7Drqby8PISHhwP4/9ELtcnMzAxDhw7FsmXLcOjQIcyfP79CB27GGHJzc/Hdd9/h1atXsLW1xdGjR+Hv71/hWHv37o0NGzZg1qxZuHHjBoYPH46TJ0/CzMyswtsm2hUREYG5c+fixIkTVdJK5kOkOLFTdAGoDhSFtImJCWrWrAlPT094e3ujW7duaNy4sd78rslkMq4P6vt321UpfI7x/oUDxbYKd5lKSEhAZGQkXr16hZiYGERHRyM1NbXEmAQCAXdOpBigR7HY2tpyRau9vT134cPY2Fjpog3d8SfVgaKrklAohJWVFby9vUtcX3ERVdHKRVHEKh5XrAMUjBadkpKCixcvYs+ePbh8+TLCwsIwbNgwdO/eHT///DMaN26sF8cpXcVjxR1JKzMIHk/pji1jDC4uLpg9ezbmzJkDAMjIyICjoyO2bduGoUOHqrXdzMxMWFlZAQAsLCywePFiTJ48GWZmZjqTdHK5HDk5Obhz5w5u3ryJp0+fIjIyEjExMYiPj4dcLi/yGk9PT3To0AHBwcHo1KkTbGxs6I5uNaTIz4yMjFL7tCjWvXr1KgICAsDn8xETE1MpdyTDw8PRpEkTMMZw9+7dchehz58/x9KlS3HhwgVu5MWFCxfiu+++09j3kTGGo0ePYvDgwcjPz8cPP/yAr7/+Wme+77qqPLmsWFcmk6F///44evQoAMDLywvdunXj7gxKJJIidysVTSjFYnGRY2DhnzRFM0vFHU6RSFSkcC4uNwo/rhgPwdDQkLuT+H4fspJa5hRuSqe4A/D+vgrfFVUUd4q7pYr/f39KjcL/LTzNRuEpNiwtLWFoaKi0P7FYzDUrTU9PR2pqKhITE/HmzRuu5VBmZibEYjE3GqpYLOYWxQmfOoumeHp6onPnzujZsycCAwNhYWGhsW0XVp5c/uqrr1CzZk3Y2dkp3dFWkMvlePv2LaKjoxEbG4vXr19zXaAULQBKumNqYGCg1EpBMQaHgYEBsrKykJaWBolEUup7s7W1haurK9zc3FCnTh24u7tz/3Vzc4NQKKSxPfRIRY7LpHRSqRRPnz7FsmXLsGfPHsjlcpibm2P27NmYPXu21o5RH6Ky5Ge1LGwjIyNRt25d3Lt3D02aNOHW69ixI5o0aYI1a9ao3M77fWIzMzPh6uoKS0tLHDp0CIGBgXpxsJbJZMjPz0dGRgZu3bqF69ev4+7du3j27Bni4+OVTiYK91v09PSkArcaKemLWlwur1y5ErNnz0b9+vXx4MGDMrdeKA+xWIw2bdogLCwMS5YsKVdz5KSkJHTs2JGbHsDIyAi9evXC5s2bNd4XVi6XY8GCBVi2bBlq166Nhw8f0g+MlpUnlxXrvnv3Du7u7sjKysK6deswYcIEtfqOF1c4vd+kuPCV+JLuipXk/aa1hX9H3r+ir+oqf3H/fX/7hZvsqmq+Wxm/X4UL9sKfX2kFa3GPvb8U/jsoFkVrJUXTwKysLDx//hxPnz5FWFgY7t+/r3QB499//8XAgQO18v7Lk8vVhWJgGzs7O7i4uKBu3brw9PRE/fr10bBhQ9jZ2XFFsT6cC5GSVeS4TNQnk8lw7tw5zJkzh5uKsXnz5ggJCSlX90lSVFkK22o5EtHbt28BoEg7ekdHR+45VZYuXYrvvvuuyOMbN27Um6IWADcym6mpKfr27Yu+fftyxe7r169x8uRJhIaG4urVq0hNTUVISAgOHjyIVq1awcbGhpsnTDESnGIUOMUQ7wYGBqhZsyb8/f2paVEVKS6XL1++DACVOliBkZERWrRogbCwMDx69AiMsTJ9l/Ly8jBp0iQ8e/YMVlZWWLJkCfr16wcXFxetDIbG5/Mxbdo0rF+/HjExMdi/fz/Gjh2r8f0Q9RSXywrnz59HVlYWbGxsMHLkSLUHRKusQu9DU7jvcFXq2bMngIILazExMTh27BhOnz6NR48eoVOnTlUSU3G53LFjR25kV1VN6RX9UWvWrMlNoVK7dm24uLhwA1YaGxur/L1V9BdUtDYovEilUlhaWnKDTZqbm0MgEEAgEFDxSkpU2nGZqM/AwADBwcFo27YtVq5ciV9++QV37tzB+PHjERoaSv1uKxurBgCwgwcPcv++evUqA8ASEhKU1vv444/Z4MGDi91OXl4ey8jI4Ja4uDgGgKWnp2sr9GpLJpOx9PR09vfffzNvb28GoEyLQCBg//77b1W/Db2WkZHBALCMjIwizxWXy46OjgwA27p1a6XGunbtWgaA+fn5sfz8fMYYY3K5nInFYpafn89kMlmR18hkMvbixQs2aNAgBoAZGBiwkJAQJpfLtR6vTCZjI0eOZABYr169mFQq1fo+P2TlyeWMjAwml8vZmDFjGADWt29flXlEiIJUKmWpqalazZPy5HJaWhoTi8VMJBKxnJycIktubi7Lz8+vlGMfIQrlPS6T8pPL5ezMmTNMIBAwAGz//v1VHZJeKCmX31ct79g6OTkBABITE+Hs7Mw9npiYqNQ0+X2K/kjv+xCvWiquEA8fPhz9+vVDaGgowsLCkJGRoTQ3WOER4HJzcyGTyZCVlYV3795h5syZaNeuXZmGaNcmRWwPHjxAbm4u11zPwMAAJiYmqFevHuzt7as6TI0oLpcTExMhEAgQFBRUqfEo5qx7+fIlcnJy8PjxY2zcuBG3bt2CVCqFo6Mj2rZti6CgINjY2ODFixfYt28fDh8+DJFIBB6Ph4ULF2Lw4MGV8n3k8/kYNGgQdu3ahQsXLiA5OZk7rpDKVVwuAwUDGF28eBEA0K1bN2ohQkpkYGAAGxubKtt/cbnM5/O5PtiE6IKSjsuk/Hg8Hjp37oz+/ftj3759WLZsGXr27EmfdWWqhEK7VHjvjq1cLmdOTk5sxYoV3GMZGRnM2NiY7d69W+3tlqXC/1DJZDImkUhYfn4+E4lELDc3l0VERHB3Br/44osqv4sil8vZgwcPWJ8+fZilpWWxd5kPHz5cpXGWVVnyU7EuAPbxxx8ziURSCRH+v5SUFGZoaMgAsM8//5yZmJioffe/YcOG7O+//670u6YZGRnM2dmZAWDr1q2r1H1/aMqTy8+fP2f//PMP10IkKipK+4ESUory5DKdY5DqiHK56ty9e5c7Z5o7dy7LzMys6pB0Wlnys8ouj2dnZ+P+/fu4f/8+ACAqKgr3799HbGwseDweZs6ciR9++AFHjhzBw4cPMXr0aLi4uCjNdUsqjs/nQyAQwMjIiBtd093dHfPnzwcA/Pnnn3j+/HmVxMYYQ1ZWFpYsWYK2bdviyJEjyMzMhImJCZydneHk5MRNO2BhYQFTU9MqibMybdy4Ebt27dJK39SSmJubo379+gCANWvWQCQSwdfXF7/88gs2btyI2bNnw9/fn5sj1NLSEr169cLff/+Nu3fvYvjw4ZXeZ8/CwoI7XuzZs6fY+TxJ1WjUqBGGDBkCAGjVqhVq1qxZxRERQgghFefn54fhw4cDAH755Re0atUKhw4dKvN80aQctF9nq3bhwgWVd3fGjBnDGCu4S7dw4ULm6OjIjI2NWVBQEHv+/HmZ9kFXoMovOzubNW7cuEruEMpkMhYVFcUWLlzIPDw8uNzw9fVl+/fvZykpKSwnJ4dlZ2ez7OxslpWVxTIzM5lIJKq0GDWhPFdT09LStB+YCnK5nB04cIA5OzszgUDARo8ezd69e6e0Tn5+PsvIyGBpaWksIyOjyu/0M8bYjRs3GADG4/HYH3/8wfUPJppV3tYH+F+/7Rs3blRClISUju5yEX1BuVy1MjMz2ddff80sLCy485CpU6eynJycqg5N55QlP6vFdD/aQvNyVcy///6Ljz/+GEDBndtJkyZppX+kXC6HVCrFu3fvcObMGRw9ehQnTpyASCQCUDBl0Zw5c/RuXjBdm2OOMYa0tDRuWoCqHjVVHRKJBEOGDMHBgwcBAC1atMDgwYPx8ccfo2bNmpV+51tflSeXQ0ND4ezsDHd390qZtooQdejacZmQ4lAuVz3GGJ4/f46vvvoKhw4dAgD06dMH27dv1/hUh/pM5+ax1Rb6olaMRCLBhAkTsHPnTpibm+P48eNo165duQZ4UUxHlJ6ejlu3buHBgwdISkrCu3fvkJqainfv3uHJkyfIy8vjXlOvXj2MHDkSY8eOhZubm94NAkY/OpUjPT0dU6ZMwf79+yGTyQAUTGEUEBCAXr16oX///nB1daUitwIol4m+oFwm+oJyufoQi8VYtWoVvvnmG8hkMnz00Uc4dOiQ2tPbfeiosP0f+qJWXFpaGoKCgnDv3j2YmJhg3Lhx+OSTT+Dm5sbNeatIIZlMhpycHLx9+xbJycnIy8vD69evcf/+fTx+/BhRUVF48+YN5HJ5sftzdHREx44dMXjwYHTr1g1mZmaV9VYrHf3oVB6pVIrw8HDs3LkThw4dQnR0NPecQCBAmzZt0LNnT/Tv3x916tSheefKiHKZ6AvKZaIvKJerF5lMhh07dmDKlCmQSCRYsmQJFixYQLMBqIEK2/+hL6pmPH78GCNHjuQG+gIK7njZ2trCzMwMjDHI5XKkp6cjPT291O3Z2dnB29sbjo6OsLOzg729Pezs7NCoUSO0aNECZmZmend3VhX60al8jDHk5ubixo0bOHDgAE6fPo2IiAjueR6PBz8/P3Tq1Am9evVCy5YtP5h8rAjKZaIvKJeJvqBcrn7kcjkWLFiAZcuWwcTEBGfPnkVAQEBVh1XtlSU/qe0dKVXjxo1x9epVbN26FX/++ScePnwIsViMt2/fqlxfIBDA2toaQqEQVlZW8PLygq+vLxo1aoQGDRqgdu3aMDU11Yk+mkS/8Hg8mJmZISgoCJ07d0ZeXh5u376N/fv348yZM3j27Bk3Wvvq1avh5OSEjh07olevXujZsyesra2pyCWEEEJImfH5fHzzzTe4cOECnj9/jqioKLRt25bOKzSI7tiSMsnPz0dKSgrevn2Lt2/fIicnB3w+HwYGBrCxsYGLiwvs7e1haGjIPW5kZERfWhXoamr1wRhDfn4+nj17hmPHjuHcuXO4efOmUp9vOzs79OnTB6NGjULr1q1pwKNCKJeJvqBcJvqCcrn6evjwIXg8Hho3bkznx2qgO7ZEa4yNjVGzZk2ac5LoFR6PB6FQiCZNmqBJkyb48ssvkZycjNOnT+PkyZM4e/YsUlJSsGXLFmzZsgVeXl7YvHkz2rRpU9WhE0IIIUSH+Pj4VHUIeot6LBNCyHsEAgGcnZ0xduxY7N69Gy9evMBff/2Fzp07QyAQID4+HnXr1q3qMAkhhBBCyP/QHVtCCCkBn8+HnZ0dJk6ciLFjxyIyMhJ37tyBnZ1dVYdGCCGEEEL+hwpbQghRk0AgQP369VG/fv2qDoUQQgghhBRCTZEJIYQQQgghhOg0KmwJIYQQQgghhOg0KmwJIYQQQgghhOg0KmwJIYQQQgghhOg0KmwJIYQQQgghhOg0KmwJIYQQQgghhOg0KmwJIYQQQgghhOg0KmwJIYQQQgghhOg0KmwJIYQQQgghhOg0KmwJIYQQQgghhOg0KmwJIYQQQgghhOg0KmwJIYQQQgghhOg0KmwJIYQQQgghhOg0QVUHoE2MMQBAZmZmFUdCSFGKvFTkaUkol0l1RrlM9AXlMtEXlMtEX5Qll/W6sH337h0AwNXVtYojIaR4WVlZsLKyKnEdymWiCyiXib6gXCb6gnKZ6At1clmvC1tbW1sAQGxsbKkfRHWRmZkJV1dXxMXFwdLSsqrDUQvFXD6MMWRlZcHFxaXUdSmXKwfFXD6Uy9UPxVw+lMvVD8VcPpTL1Q/FXD5lyWW9Lmz5/IIuxFZWVjqTQAqWlpYUcyWo6pjV/QGhXK5cFHPZUS5XTxRz2VEuV08Uc9lRLldPFHPZqZ3LWo6DEEIIIYQQQgjRKipsCSGEEEIIIYToNL0ubI2NjbFo0SIYGxtXdShqo5grh67FrGvxAhRzZdG1mHUtXoBiriy6FrOuxQtQzJVF12LWtXgBirmy6FrMPKbO2MmEEEIIIYQQQkg1pdd3bAkhhBBCCCGE6D8qbAkhhBBCCCGE6DQqbAkhhBBCCCGE6DQqbAkhhBBCCCGE6DRBVQegbb6+vkhISKjqMAhRycXFBeHh4WqtS7lMqjPKZaIvKJeJvqBcJvpC3VzW+8I2ISEBFy9erOowCFEpMDBQ7XUpl0l1RrlM9AXlMtEXlMtEX6iby9QUmRBCCCGEEEKITqPClhBCCCGEEEKITqPClhBCCCGEEEKITqPClmhFSkoKWrdujYEDB4IxVmVxMMYwcOBAtGnTBu/evauyOIjuys/PR3BwMAIDA5GXl1elscyYMQNNmjTBq1evqjQOopsYYxgxYgSaNWuG5OTkKo1l6dKl8PHxwZUrV6o0DqKbLl++DB8fHyxdurRK40hKSkKzZs0wYsSIKo2D6C46X9YsKmwrUXBwMHx8fLB3714AwKFDh+Dj4wMfHx/4+fmhVatW6NevH1asWIGUlJQSt5WcnIxvvvkGQUFBaNasGQYPHoxLly4VWW/37t3o378/mjVrhoCAAIwZM4Y7obl9+za3/8LLokWLuNevW7cOgwcPRkBAAFq0aIF+/frh77//LvW9/vHHH8jJycHYsWPB4/EAAOPGjePe68uXL7l1AwMD4ePjg0OHDpW63fddv34dY8aMQYsWLeDj44Pg4GCl53k8HsaOHYvs7Gz88ccfZd4+UU2TuVxajmVlZWHBggXo3bs3WrZsibZt22L06NG4du2a0nZ27NiB/v37o2XLlmjdujUGDx6MY8eOcc8XjrHw8ueff5YY399//42EhAQMGzYMQqEQALBgwQLu9YW/dyNGjICPjw9+//139T7IQp4/f46JEyeiTZs23LbfN3bsWMhkMqxevbrM2yeqaTKXFVJSUtCxY0duO/n5+QDUz+WFCxeiW7du3OvfPzaeOHEC48aNQ2BgIPz9/REcHIzly5cjOzu7xLhOnz6N8PBw9OrVC/b29gCA33//ndvPnj17uHXnzp0LHx8fLFiwQK33XFhiYiKmTp2K9u3bc9uOj49XWmfMmDHg8XhYuXJlmbdPVNN0Lj958gRTp05FmzZt0Lx5c/Tu3VvpmHr06FEMGTIEbdq0QcuWLdGvXz/s3LmTe14ikWDDhg3o2bMnmjVrhm7dumHLli1KJ+/Lly/HRx99hGbNmqFNmzYYPHhwqecCjDGsXLkSfD4fY8eO5R5XvNeuXbtCLBYDACIjI4vNQXXs2rULAwcORJMmTVR+HxwcHNCzZ0+Eh4fjzJkzZd4+UU2TuRwVFYWZM2dyx8ugoCB8/fXXSsWbYn+FlyZNmiht58GDBxgzZgyaN2+Otm3bYt68eUoXCFNSUrBgwQIEBQXB398fHTt2xMyZMxETE1NifHS+rFlU2FYDJiYmGDZsGAICApCUlITt27dj8ODBiIuLU7m+XC7HtGnTcPjwYdjZ2aFnz56IiorCjBkz8PjxY269lStX4qeffsLbt2/RtWtXdOnSBTk5OUVOfjw8PDBy5EhuadOmDffcsWPHkJ+fj06dOsHX1xcRERFYtmwZd7BRJTMzE0eOHIGJiQmCgoJUxr9+/fqyfkwqxcTEQCQSwdPTs9h1goKCYGJigsOHD5d64kcqpqy5DJSeY5mZmTh69ChsbGzQo0cP2Nvb4969e5g+fTpevHgBoOCE/ZdffkFERAQCAwPRpEkTPH36FF9//TWePXumtD9fX1+lfFdVQCrIZDLs3r0bANCzZ0+V6/z2229l+oyK8+bNG6SkpKBhw4bFruPv7w8XFxdcvnwZsbGxGtkvUa08uQwUnHR/9dVXyMzMLPKcOrkMAPfv30fdunW5Cynvu3r1KqKjo9G8eXMEBQUhKSkJu3btwpIlS0qMbdeuXQCAXr16qXz+r7/+4orwikhPT0d0dDQaN25c7DouLi7w9/fHq1evcPPmzQrvkxSvPLn8+PFjjBkzBpcvX0bjxo3Rp08f1KpVi3vNw4cP8fXXX+PJkydo3rw5OnTogIiICPz88884f/48AGDFihX4/fffkZeXhz59+nAX5QoXv69fv4a3tzf69++P+vXr4+nTp1i4cCEePHhQbGzXr19HREQE/P394ezsXOT5t2/fYt++feX9uIp8DhYWFnBycip2HcX3SZ2L/qRiypPLX3zxBUJDQ2Fubo5+/fpBKpXi6NGjKo+Xhc8NCt+FT0xMxKRJkxAWFoYOHTrA3d0dJ0+exPTp07kLNd9++y2OHDkCxhj69esHExMThIaGYs6cOcXGRufLmqf30/3oAlNTU3z55ZcAgHfv3mHUqFGIi4vDzz//jHXr1hVZPyoqCk+fPgUArF+/HnZ2djAzM8OuXbvw559/Yu3atYiPj8eOHTtgaGiIkJAQuLu7F7t/b29vzJ8/X+VzK1asUDrxHzNmDMLCwnD58mUMHjxY5WuuXbsGkUiEVq1awdTUtMjzPB4PoaGhePLkCRo1alT8B6OGoUOHYujQodi7dy8ePnyoch1TU1P4+Pjg1q1buH79Orp27VqhfZLilTWXgdJzzMrKCocOHYKHhwcAICcnB506dYJIJMKNGzdQv359rshr2LAhfv75ZzDG0KpVK4hEIsTHxysViwEBAZg6dapa7+fx48d4+/YtatWqhVq1ahV5nsfj4enTpzh37hy6dOmi3odUjMDAQAQGBuLKlSu4c+eOynV4PB5atmyJQ4cO4cKFCxgzZkyF9kmKV55cBoDNmzfj9u3bmDp1apH11MlloOBOGIBim7+PGDECixcvhqGhIYCCiyt//vknLl++XGxcKSkpePDgAYyNjYvciQAKcispKQl79uypcF41aNAAJ06cQGRkJPr27Vvseq1atcLdu3cRGhqKVq1aVWifpHjlyeVVq1YhLy8Pn376qcrjpeKYa2VlxW3j5cuXiIyM5O6Mnjp1CgAwZ84cdO/eHaGhoZg5cyb++usvjBgxAgYGBkr7Z4yhbdu2yM7OxuvXr+Hn56cyttDQUAAoNmd4PB42bdqEAQMGlPrZlEbR1Hnu3LnF3vFt2rQpjIyMcO/ePaSlpcHGxqbC+yWqlTWXGWNcrs6ZMweBgYGoVasWVq9erfLvWdy58Pbt2yESidClSxesWrUKEokEXbp0wZMnT3Dp0iV07NiR28+ECRMwYsQInDp1qsS8Aeh8WRvojm01U6NGDe6k4sqVKyqvnhsZGXH//+jRI+Tm5nJ97hR3p27cuAG5XA5ra2ssXrwYLVu2RM+ePVVeUTx79iyaNWvGNc9ISkrinnv/bpZEIgEAODo6Fvsenjx5AgDcydv7unTpAoFAUOwPanx8vMomo4pl3Lhxxe67OHXr1gVQ8HmRyqFOLgOl55i5ublSLsnlckilUgAFzcAAoEePHnBycsKzZ88wb948fPrppxCJRGjdujXat2+vtP0dO3ZwzTeXLl2KrKysYt+D4gKSIn/e17ZtW1hYWGD9+vWQy+XFvr/ilvebAqmjXr16ACiXK5O6ufzgwQOsX78e06ZNQ9OmTYs8r04uq6NRo0ZcUQuAa3ZZ0jYUuezq6qr0WgUvLy+4ublhy5YtyM3NVbkNVc31Ci9lpcjlwi2NiHapk8v5+fkICwsDUPC3ad++PTp06ID58+dzzTc7dOgAT09PZGRkYMaMGZgzZw4iIyPh5eXF3cFUnKs8ffoU+fn5XA6mp6fjzZs33P6OHz+On376iWsG6eXlhY4dOxb7Hko7LgcHByMlJYVrbfO+4rqlKJaydiUxNDSEm5sbGGOUy5VInVzm8XjcOeOKFSuwZMkSbN++Haampiov2AQEBKB169YYOXKkUv9/Rc55e3sDKPibe3l5Afj/c96xY8fCwMAAW7ZswZIlS/Drr7/C0NAQn3/+ebHvgc6XNY/u2FZDLi4uAACpVIqMjIwiJyuurq7o1asXjh07hhkzZig9p+hrkJqaCqCgL66dnR26du2KEydOYNmyZbC0tETv3r0BFHyZGjduDIFAgAsXLuDo0aN49eoV9uzZAz5f+brHhg0b8PDhQ9jb22PSpEnFxq9ogmdubq7yeVdXV/Tt2xf79+/H/fv3izxvbm6OkSNHFrt9V1fXYp8rjiKWjIyMMr+WlF9pufy+0nIsPz8f8+bNg0QiQatWrbi7pE5OTujduzc2b96MkydPAgAsLCzQtWtX7uSKz+fDy8sLDRo0gFQqRWhoKEJCQpCQkFDsj0ZpuWxhYYGxY8di3bp13H7fV1IuW1paFvtccczMzABQLle20nI5MzMT8+fPR7NmzTBhwgTcvXu3xO0Vl8tlde3aNezatQsCgaDYuw2K+ICCnFVFIBDg008/xVdffVVsk8p+/fqpbGJdXpTLVaO0XM7IyOAuuNy7dw8fffQRbt26hRMnTuDdu3fYtGkTLCwsMHDgQKxatQoXL14EABgbGyMoKIg7rk2ZMgVLlizB1q1bsXXrVqV9pKSkcK1grl27hiNHjgAoKBg6duxYbDN8oPTjcu/evfHs2TNs3boVLVu2LPJ83bp1Szwu+/r6Fvtccegco2qoc44RFBSE0NBQREREcP1dAwIClFpyWVlZoWHDhrCzs8Pjx4/x4MEDzJgxAzt37oS3tzd3bl34rqri/xXPtWrVCr6+vrh37x7XFN7X11dlCxkFOl/WPLpjWw0pmi0IBAJYWVmpXGfp0qVYv349pkyZgpkzZ2L27NkAAFtbWwAFV7IUNmzYgB9//JG7iqro/9K8eXMcPnwYP/30E5YsWYJNmzYBKLgyFR0dzb1eKpViyZIl+P3331GzZk1s27atxDu2ih+1nJycYteZMmUKDA0NS2zSp0mKvgLlKSRI+amTy4B6Ofbu3TuMHz8eV65cQdu2bbF27VoIBAXX5vbs2YO//voLNWvWxPnz53H8+HEAwPfff881z+zduzf27t2L77//HkuXLsWyZcsAAJcuXYJIJFIZl6IIKCmXR44cCVtbW2zYsIE7GdQmRSyUy5WrtFy+c+cO4uPjIRKJMGPGDPz666/cczNnzlTqQ1tSLpfFwYMHMW3aNBgYGGD16tVo27ZtsesqcrmkflM9evRAvXr1sG3bthJbMmgK5XLVKC2XbWxsuAvbEydOxOLFi7n+iLdu3UJ2djYuXryIZcuWwdjYGMeOHcOFCxfg4OCA3377Df/++y8AYNCgQfjnn3/w2Wef4dNPP8XatWu5fRQ+R/nxxx8RFhaGvXv3okaNGvjjjz8QEhJSbPylHZf5fD6mTZuG9PR07NixoywfTbnROUbVKC2XpVIppk6dioiICMydOxe3b9/GqFGjcPXqVaW+r//88w/WrFmDhQsXIiQkBF5eXpBKpTh79iwAwM7ODgCUWrMo8k/x3OzZs3Hv3j2MHDkSt2/fxrx58xAeHo6pU6dCJpOpjJ/OlzWP7thWM+/evcP27dsBFDRzNDY2VrmeRCJBhw4d0KFDB8hkMkyZMgUAuIGfGjRoUOw+FFeZ4uLiUKtWLe4HrPBIhYqmbdnZ2Zg9ezauXbsGX19frF27VukHSRVF84yIiIhi13F2dsagQYOwe/dubhQ4hezsbG6QE1WaN2+O4cOHlxjD+yIjIwGgwn0UiPrUzWV1ciwyMhJTp05FfHw8Bg0ahAULFigVAooLMa6urtxorzVq1EBWVhYiIyPRvn17xMTEoE6dOtxrFPkul8shFothYmJSJDZ1ctnU1BTjx4/HihUriuQygBJz2cXFBZ9++mmxz6uiiEURG9E+dXJZkU/h4eFFnrty5QrGjx8PoPRcVgdjDGvXrsWmTZtgZ2eHtWvXltoUWJEvsbGxkEgkKpsj8/l8TJ06FbNmzSoyUjNQ0IQzISGh2H2UdMdYFcrlyqdOLhsaGsLDw0PltGIGBgYwNjbmjrk1atRA7dq1ARQcf+Pi4ri/q0QigZeXF/f3VTTxrVWrFlxdXZGfnw8+nw9DQ0Ouaae7uzvevn2rdCHofV5eXnj06BEiIiKKbekQHByMv/76i+vnW1hERESJx2ULCwu0a9eu2OffJ5FIuMGLKJcrjzq5nJWVxTWf9/X1hVAo5JoTK/I0PT0dAGBtbV3k9Ypz4YYNG+LOnTtc81yJRMJ1/VP8zRXfCR8fHwiFQu6YnJSUhKysLJXbp/NlzaPCthrIzc3FsmXLkJSUhBs3biArKwv29vZcB3lVvvvuO6SkpMDZ2RkPHjzAy5cvYWVlhU8++QQA0LhxYwQEBODq1av49NNP4enpiRMnToDP56Nfv34AgD///BN37tyBn58fhEIhLly4AKCgKFYMYjJt2jSEhYVBIBCgQYMG3F1dV1fXYr8sbdu2hVAoRHh4OEQikcqCAQAmT56MgwcPFhkcpWbNmsV2bH9fWFgY9u/fzx1Q0tLSuOH4f/zxRwCASCRCeHg4hEKh0ojPRPPKk8ul5Vh6ejpGjhzJbUsoFHJThAQEBKBdu3Zo3rw59uzZg+vXr2Pu3LnIzc1FdHQ0+Hw+/P39ARR8Z969ewcfHx/I5XJuAJLAwMBi7yZ7e3vDwcEBcXFxiI+PR82aNVWuN2TIEGzfvl3l3KDq5nJkZCQ2b96s1Mddkctz5szhBiS5desWAKBTp05qbZeUT1lzOSgoSOlvffv2ba6YvXPnDoyNjdXKZaCgL1haWhp35fzAgQO4ffs2OnfujKCgIPz222/c98TPzw8nTpzAiRMnABRfXNrb28PX1xfh4eG4f/8+WrRooXK9Ll26wMvLi+tTVtjp06dL/dyAguPwihUrlO4Or1y5EiYmJpgwYQLXn0yRy507d1Zru6R8ynNcnjJlCubOnYtNmzYhNjaW+1v16tULhoaG8Pf3B5/PR3R0NKZNmwZTU1Ncv34dQMHJNFAwCNq+ffvQoEEDJCQk4Pr16+Dz+dydsqioKEycOBEtWrRAjRo1EBkZidu3bwNAia0POnfujH379uHmzZvcRf338Xg8TJs2TWX/xn79+nHnQaXZv38/wsLCuO/2vXv3sGDBAri7u2PixIkACkYxz8/Ph6+vL3f3jmhHWXPZxsYGdevWRUREBBYsWICWLVviv//+A/D/efry5Ut8+umnaNmyJZycnPDkyRM8ffoUAoEAPXr0AFAwqOW///6Lc+fOYdasWUhMTERqaqpSf/DmzZvj8uXL+OWXX3D79m0ul+vVq6eyqAXofFkbqLCtBkQiEUJCQmBiYgJnZ2cMHDgQY8eOLfHOaP369XHz5k3cvHkTZmZm6Nq1Kz7//HOlE+/ly5dj5cqVuHDhAqKjo+Hl5YVPPvmEO6Hp3LkzEhMTcePGDeTk5MDe3h49e/bElClTuLu4b9++BVDQnKPw8PklXQWysrJC7969sW/fPpw7d47rz/s+Ozs7DBs2rEjfm7KIjY3l+uYABZ+l4t+KL+q5c+cgEonw8ccfl9gcllRceXK5tBzLycnhmkUmJycrXZ1UXFkPDg5Geno6/vnnH/z3338wMDCAt7c3NxccUNAU+cCBA7h48SLy8/Ph7OyM4OBgrvhQxcDAAMOGDcOaNWtw7NixYk+ihEIhJk+ezOVcebx7904plwFw/546dSpsbGwQFhaG+Ph4BAQEFDvYBNGM8uRyadTJZaBgQL/Cd0bv3buHe/fuoWbNmggKCuK+M8D/jxCrUNJd05EjR2LevHk4duxYsYUtj8fD9OnTMW3atLK/wf/Jzc0tksuKJn39+vWDh4cH3rx5g7t378LDw6PEIoZUXHlyuVu3bsjOzsb27dtx5MgRODg4YNKkSZg8eTKAgrtfv/zyC7Zt24Z79+5BKpWiXr16GDJkCD766CMABSfdubm5OH78OHg8Hvz9/TFlyhTu721tbY1GjRohLCwMmZmZsLS0RPPmzTFkyBB069at2NgCAgLg7u6Ou3fv4s2bNyqn/AEKznG8vb0rNAhOWFiYUi7HxcUhLi4OzZs35wpbxdy+JfV1JJpRnlxet24d1q5di7t37+Lw4cOwtbXFgAEDuIserq6u+OijjxAWFoabN2/C3Nwcbdu2xZQpU7jzBycnJ2zcuBG//vorLl26BCMjIwQHB2PevHncXdQffvgBa9euxZUrV3D48GFYWVkhODi4xMGj6HxZ83iscPtTPWRnZ8cNbEAqT0pKCnr16oVatWph3759KptoVgbGGAYNGoT4+HgcO3as2l1NDQwMLHVycQXK5aqhmINRLBbj1KlTJQ5qom0zZszA5cuXsXfvXq5VRXVBuVz9McYwYsQIPH/+HKdOneKa7VeFpUuXIiQkBOvXr0eHDh2qLA5VKJerv0uXLmHatGkYPnw4vvrqqyqLIzk5Gd26dUPDhg2xa9euKjvXKQ7lcvVH58vqUTeXqbAlpArRjw7RF5TLRF9QLhN9QblM9IW6uUyjIhNCCCGEEEII0WlV1sd26dKlOHDgAJ49ewYTExO0bdsWy5cvVxrNNy8vD7Nnz8aePXuQn5+P4OBg/P777yVONVOYXC6HTCZDVlZWtWseQghjDDKZDHK5vMicwe+jXCbVGeUy0ReUy0RfUC4TfVGWXAarIsHBwWzr1q3s0aNH7P79+6xHjx7Mzc2NZWdnc+t88sknzNXVlYWGhrI7d+6w1q1bs7Zt26q9j7i4OAaAFlqq9RIXF0e5TIteLJTLtOjLQrlMi74slMu06MuiTi5Xmz62ycnJcHBwwH///YcOHTogIyMD9vb2CAkJwaBBgwAAz549g5eXF65fv47WrVuXus2MjAxYW1sjLi5OZycaJvorMzMTrq6uSE9PL3X0OcplUp1RLhN9QblM9AXlMtEXZcnlajPdT0ZGBgDA1tYWAHD37l1IJBKlybcbNmwINzc3tQtbRXMKS0tL+qKSakudZj+Uy0QXUC4TfUG5TPQF5TLRF+rkcrUobOVyOWbOnImAgAB4e3sDKJjb0sjIqMikxo6Ojkpz+BWWn5+P/Px87t+ZmZlai5kQbaJcJvqCcpnoC8ploi+0kcsSiQSRkZG4evUq+Hw+fHx80KhRI5iYmFR424Soq1oUttOmTcOjR49w5cqVCm1n6dKl+O677zQUFSFVh3KZ6AvKZaIvKJeJvtBkLqelpSEkJAQhISG4ceMG5HI595yPjw9WrlyJLl26VOn8rGKxGNnZ2Xj27BlevXoFqVQKoOAOdYsWLeDs7AwjIyMaOEsPVHkf2+nTp+Pw4cO4dOkS3N3ducfPnz+PoKAgpKWlKd21rV27NmbOnIkvvviiyLZUXYFydXVFRkYGNa0g1U5mZiasrKxU5iflMtEllMtEX1AuE32h7VxmjOHw4cP4/PPPERsbyz1et25d8Hg8REVFQSaTwcTEBH///Tf69++vmTemJpFIhBs3bmD//v3477//8OLFC4jF4iLr8fl8eHt7o3v37pgxYwZcXFyowK1mSsrl91XZHVvGGGbMmIGDBw/i4sWLSkUtADRr1gyGhoYIDQ3FwIEDAQDPnz9HbGws2rRpo3KbxsbGMDY21nrshGgb5TLRF5TLRF9QLhN9UdFcZozh9OnTGDlyJHJycmBra4vBgwdj7Nix8PX1BY/Hw6tXrzBx4kTcvHkTP/zwA3r06FEp3x/GGK5cuYLp06cjPDxc6TmhUIjatWtzcbx79w7x8fEIDw9HeHg4tm7diu+//x5jx46FkZGR1mMlmldlhe20adMQEhKCw4cPw8LCgus3a2VlBRMTE1hZWWHChAmYNWsWbG1tYWlpiRkzZqBNmzZqDRxFCCGEEEII0aynT59izJgxyMnJQYsWLbBv3z64ubkp3en09vbGn3/+iWbNmiEsLAxXr15F586dtRqXXC7Hli1b8Nlnn0EkEsHQ0BABAQHo0aMHOnbsCE9PT5iYmHBzoUqlUjx79gzHjx/Hxo0b8fr1a0yZMgX//PMP/vjjD3h6emo1XqJ5pcxyqz0bNmxARkYGAgMD4ezszC3//PMPt87q1avRq1cvDBw4EB06dICTkxMOHDhQVSETQgghhBDywcrLy8P06dORlJQEDw8P7Nu3D7Vr11bZfLdx48ZcMfv3339D270fjx49imnTpkEkEqFly5a4ffs2zp49i7lz56Jly5awsbGBUCiEkZERjIyMYGpqCn9/fyxcuBB37tzBlClTIBAIcP78efTt2xfx8fFajZdoXpUVtowxlcvYsWO5dYRCIdavX4/U1FTk5OTgwIEDcHJyqqqQCSGEEEII+WD9/fffuHDhAgQCAf766y/Url272HUFAgH69esHoGDsHJFIpLW4srOzMXfuXIjFYnTu3BlnzpyBn58fBAL1Gqc6Ojpi/fr1OHHiBGxtbfH06VP8/vvvWouXaEeVFbaEEEIIIYQQ3ZCbm4tVq1YBAMaMGYPAwMBSX9OjRw8IBAJER0fj3r17Wott69atePnyJczNzbFx40ZYWVmVeRsGBgbo0qULPv30UwBAaGgoJBKJpkMlWkSFLSGEEEIIIaREx44dw5MnT2BiYoK5c+dyfVVLUrNmTTRr1gwAcOHCBa3ElZGRwRXcY8eOhYeHR7m3xePx0KNHDwDA3bt3uTGAiG6gwpYQQgghhBBSLJlMhm3btgEAevfurfbASoaGhvDy8gIAvHz5Uiuxbd26FdHR0bCyssKcOXMqPF2Pn58fatWqBalUitDQUA1FSSoDFbaEEEIIIYSQYkVERODcuXMAgPHjx6t1t1ahfv363DakUqlG48rPz8fOnTsBAKNHj4abm1uFt2lqaoqmTZsCAMLCwiq8PVJ5qLAlhBBCCCGEqMQYw9atWyGRSODl5YWOHTuW6fWKO7ZRUVEQi8Uaje3WrVsICwsDn8/HxIkTK3y3Fihojuzj4wMAePz4MWQyWYW3SSoHFbaEEEIIIYQQlXJzc7Fnzx4AwIgRIyAUCsv0+kaNGgEAEhISkJqaqrG4GGPYsWMHAKB9+/bcfjShSZMmAArm7M3Ly9PYdol2UWFLCCGEEEIIUenkyZOIjo6GiYkJRo0aVebXu7i4wNraGgDw5MkTjcWVmZmJo0ePAgCGDh2q9tQ+6lAMePXmzRskJCRobLtEu6iwJYQQQgghhBRReNCoHj16oFatWmXehpGRETdS8bNnzzQW28mTJ5GYmAgLCwsMGDBAY9sFACcnJ+693r17V6PbJtpDhS0hhBBCCCGkiPj4eG5k4HHjxpVp0CgFQ0NDuLu7AwCeP3+ukbhkMhl2794NAOjevTvs7Ow0sl0FoVDI9Q2+f/++RrdNtIcKW0IIIYQQQkgRBw4cQF5eHmrXro3AwMBybYPH43EjI7969QpyubzCcb158wZnz54FAAwfPrxcBXdJ+Hw+vL29AQCPHj3SSMxE+6iwJYQQQgghhCiRSqU4dOgQAKBnz54wNTUt97YaNGgAAIiMjNTIyMhHjhyBSCRCrVq1EBQUVOHtqeLn5wegYACp/Px8reyDaBYVtoQQQgghhBAlCQkJuHbtGgDg448/rtBUOopmvTExMcjNza1QXDKZDEeOHAEAdOvWDWZmZhXaXnGaN28OoGCaopSUFK3sg2gWFbaEEEIIIYQQJceOHYNEIoGbmxtatGhRoW3Vq1cPxsbGkEgkePnyZYW2lZSUhEuXLgEA+vfvr5G5a1WpXbs2bG1twRjD48ePtbIPolmaGxebEKKz5HI5cnJy8OrVKzx69AjR0dGQy+VwcHCAs7Mz7Ozs4OzsDGdnZwiFQsjlcjDGIBAItPaDQgghhJCqIZPJcPz4cQBAly5dKtQMGQBMTU1Ru3ZtvHjxAk+ePEGrVq3KvS1FM2RnZ2d06NChQnGVxNjYGHXr1kVqaioeP36Mbt26aW1fRDOosCXkAyYWi3HmzBls3boVV65cQVJSUonru7m5oX79+hCJRBCJRGjatCm++uoreHh4UIFLCCGE6InU1FTurmifPn0q/BuvmPLnxYsXFZryRyaTcXPXfvTRR1prhgwAAoEAnp6euH37tkbn3yXaQ4UtIR8gqVSK0NBQLF68GDdu3OAeFwgEqFOnDmrVqgVDQ0OkpKQgJSUF6enpyMrKQmxsLGJjY7n1w8LCsHfvXkyaNAmff/45XF1dqcAlhBBCdNzp06eRnZ2NGjVqlHs05ML4fD7q1asHAHj58iUYY+U6X4iNjcWFCxcAaLcZMlAwmnPDhg0BFMQsk8lgYGCgtf2RiqPClpAPzOvXrzFv3jzs2bOHa07co0cPDBs2DO3bt0eNGjVgZGQEoKAAlkqlkMlkSEpKwpUrVxAdHQ0TExPI5XJs3boVL168wKpVq7Bp0yb07dsXXbp0QYcOHeDs7AwjIyMqdAkhhBAdwhjDsWPHAACdO3eGhYWFRrZbeGRkiUTCnWuUJa61a9ciNzcX9erV09poyIU1atQIQEHM+fn5FW6SXVaK0ZiNjY0rdb+6igpbUi5yuRxxcXG4efMmPD090aRJEypgqjnGGC5cuIBx48Zxd1179OiB7777Dk2bNlV5FdLIyIj74bGwsEDdunWVnp82bRo2bdqEtWvXIjo6Gjt37sTOnTvB5/PRsGFD+Pv7o0mTJmjatCmaNm0KCwsLCAR02CGEEEKqq6ysLJw/fx4A0KtXL43NEasYGTkqKgp5eXllLmyvXr2KjRs3AgCmTp0Kc3NzjcRVEj8/P/B4PMTHx+PRo0do2bKl1vcJFHQVO3HiBJYvX47Jkydj3LhxlbJfXUdnmKTM8vLy8MMPP2DVqlUQiUSws7PDq1evYGVlVdWhkWJIpVL89ddfmD17NkQiEZycnLBq1SoMGjQIhoaG5d6uhYUFvvjiC0yYMAH79+/HkSNHcOfOHbx+/RpPnjzBkydPsGvXLgCAubk5mjRpgtatW6Ndu3Zo0qQJatSoAaFQSMUu0VsxMTHYuXMnEhISYGNjg4YNG6JLly6wt7fXSt7n5ubizJkzuHTpErKzs2FkZARjY2PUr18fzZs3R6NGjSAUCulCpAZpYk7OrKws/PbbbzAyMkLXrl3h5eVV5NjMGAMA+tsRrbt48SKSk5NhZmam0QGTvLy8wOfzkZmZidjYWHh7e6v1OsYYrl27hsGDByM3NxctWrTAxIkTNRZXSWrXro02bdrg2rVr2L59O1q0aKHV76BYLMapU6fw888/4+rVqwAAkUiEoUOHwsTERGv71RtMj2VkZDAALCMjQ2v7kMlkLDs7m2VkZDCJRKK1/VQHeXl57PLly6xr164MgNLy8OHDqg5P55QlPyuSy3l5eWzevHnc36p169bs5cuXTC6XlyfsEsnlcpaTk8Pu37/P1qxZw0aNGsWaNWvGzMzMiuQMAGZjY8M6d+7MDhw4wEQikcbjIZWjsnJZ18TFxTEPD48ieW9sbMzatWvHfvnlF5aVlaWx/T1//pz5+/ur/K4plrp167LZs2drdL/6pDy5/PLlywrtMz09nQUGBir9nbp27coePnzI5HI5k8lk7MGDB2zUqFFs+PDhLCQkhGVmZlZon6WRSqUsJiaGhYeHs/DwcBYZGcnS0tJYfn6+VvdLNKe8x2W5XM4mTJjAALDu3bszqVSqsZhyc3OZu7s7A8B27Nih1mvkcjk7fvw4s7GxYQBYnTp12OPHjzUWkzrWrVvHADAnJyeWnp6u8e1LJBL25s0btn37dhYQEMAdBwQCARs4cCC7deuWRv8OuqYsuUyFbRmFh4ezoUOHsuHDh7PevXuzjz76iDk5OTETExPWv39/rR708/Pz2cuXL9mZM2fY4cOH2T///MN27NjBdu7cydLS0rS2z927d7OJEycyX19f7stmYGDAvvzyS2Zvb88AsJMnT2pl//qsMoqB7OxsNnLkSO7vNmLEiEotKORyOROLxSw1NZWdOnWKLViwgAUFBTE7O7siJ9y+vr5szZo1LDk5WStFN9EeKmyLkkql7OOPP2YAmIWFBRs8eDALDg5mjo6OSnk/cuRIjZyw5ObmsiZNmjAATCgUsm7durHRo0ezYcOGsT59+jAvLy8mEAi4/c6ePZvJZDINvFP9Up5c3r9/f7n3J5VK2fTp07m/i6urK+PxeNyFv+XLl7NZs2YxExMTpbxp2bIli4+PL/d+S5Kens6GDBmilC+KCzL+/v7s66+/Zg8ePGB5eXlMLpczqVTKUlNT2enTp9maNWvYmjVr2JEjR5hYLNZKfEQ95T0uZ2dns9q1azMAbN26dRqNSSaTsW7dunHHIHXW/+eff7iL440aNWLPnz/XaEzqePv2LbO0tGQA2K5duzSyTcWNsb1797Lg4GAmFAqVzrH79+/Pbt68+UEXtApU2P6Ppk+gEhMTWcOGDUu8Gv7q1SuN7KswuVzOdu3axfz9/Rmfz1e53xEjRmgl+c+ePau0HwMDA9ahQwd2+vRplpuby7y9vRkA9tdff2l83/pO28XAu3fvWPfu3RkAxuPx2Jdffsny8vIqErJGSKVSlpWVxSIjI9mxY8fYoEGDmKGhIZdj9vb2bPr06ezhw4d63wpCX1BhW9STJ0+4vN6zZw+Ty+VMLpezrKwsduHCBTZmzBjumHr58uUK7Usul7Pt27dzRe2FCxeUila5XM7y8vJYZGQk++KLLxgAZmhoyG7fvl3Rt6l3ypPLixYtKvf+rl27xhWQq1evZiKRiJ07d07luUbDhg1Z9+7dmbGxMQPABg4cqPHffZlMxuUIAMbn81Wed/B4PObr68tGjBjBOnXqxCwsLIqsM27cuGrxm/OhKu9x+eLFi9wxIioqSuNxzZ49m7sbXNLFNZlMxrZs2cLle4sWLVhsbKzG41GHTCZjw4cPZwBYcHBwuc5NZDIZS0lJYSEhIWzixIksKCiI1apVS+k74+DgwIYPH85u3LhBBW0hVNj+j6ZPoFatWsUd0IcMGcLmzp3LvvnmG/bXX39xSXnixAmN7KswkUjE6tWrx+3Dzs6O1apVi9WtW5f78TMwMGCXLl3S+L7//PNPBoA5Ojqyn376iT18+JC7CiuTyVhQUBADwL777juN71vfabMYiI6OZq1bt+aasvz666/VtkiUSqXs0aNHbNq0aUp3cgUCAQsODmZ///03S09Pp7u41Vh5clkbzbmqg5ycHPbHH39wTYK9vb1VNrPPz89nHTt2ZABY3759y30SIxaL2W+//casrKwYADZmzJgSTxZFIhFr1aqV1gojXVeeXP7444/LdXwSi8Vc15727dsr5UlycjIbM2YMs7OzY/Xq1WMrVqxg2dnZTCaTsZ07dzIAzMjISON3rx4+fMiMjIwYALZ48WKWlpbG0tPTWUJCArty5Qr75ptvuJYB7y/m5ubM39+fu+CtybtbpOzKe46huLDRrl07rZw37NixgwEFTYpzc3NVriOVStnatWu5iz6BgYEsKSlJ47GUxblz57gaIDQ0VK3XyOVylpCQwDZs2MB69uyp8gKQiYkJGzx4MDt16hTLzMykljQqUGH7P5oubD/99FMGgA0ePFjpR0wsFnMnMWvWrNHIvgrLzMzkmmHs37+fZWVlsZycHCYSiVhOTg7XHn/WrFka3/cvv/zCALCAgACVJ0CKK1hTpkzR+L71nTYKW7lczm7evMnq1q3LADBTU1O2Y8cOnThQyuVylpyczH799Vfm5+endOC3t7dnw4YNY4cOHWI5OTlVHSp5T3ly+e3bt5UQWeX79ddfle52bd26tdh1jx8/zl3EuXr1apmLI5lMxr7++mtuf15eXmq1Gjpw4AC330ePHpVpn/quPLns6+tbrm5Ihw8f5vLk/PnzRZ6XyWQsKyuL5ebmKuVGbm4u8/LyYgDY/Pnzy7zf4shkMq5vZZMmTYotOvLy8tj9+/fZihUr2IgRI9isWbPYsWPHWGpqKhOLxUwkEnFdYLy9vemYXUXKk8tJSUmscePGDAD78ccftRLX06dPuVYAp0+fLvK8RCJhP/30E9ckv0ePHlrrblcWYrGYBQcHc+fExY0LIpfLWW5uLrt58yabNGkSd9FRsdja2rJ+/fqxb7/9lm3dupXFxsbqxDlaVaLC9n80WdjK5XLWo0cPBoDNmzevyHP9+/dnANiMGTMqvK/3RUVFcV8IVc0wPvnkEwaADR06VOP7/uabb7imF6pOuhRNSvr06UN31MpI04WtTCZj//77LzfAgoODAzt58qRO/l3y8vLYmTNn2NChQ4tc4WzQoAFbtmwZS0pK0sn3po/Kk8sVbX5bHclkMtazZ0/u5CU0NLTEO6J5eXnc3VMHBwcWGRlZpv1du3aNu7s2YcIE9u7dO7Vel5eXx108mj17Nn2PCilPLguFQpacnFym/eTm5nIXxPv371/mO2PfffcdV1Rrqrnvw4cPuYvomzZtqtC2njx5wvUL3rlzp0biI2VT3uOy4q6ktgZokkgk3HEyKChI6aKQWCzmzjsVrSGq00B3165d47qYrF+/njt2SqVSlpiYyHbv3s3Gjx+v1MoSAHN2dmZjx45lBw4cYGlpaVTIlhEVtv+jycI2Pz+fGzxpw4YNRZ6fM2cOA8B69uyp8ZOE//77jwFglpaWKkdCXLJkCQPAOnXqpPEvy2effcYAsEGDBql8fuXKlQwAa9WqVbVt6lpdabKwzcvLYz/88APXbMfLy4uFh4fr/AmrTCZjiYmJbNu2baxv375cXxtFITB//nwWHR1NPxJVrDy5vHjx4kqIrGQymYxJpVKNfU8yMjK45vR79+5V6zX37t1jTk5ODAD77bffyrS/qVOncsff4u6uFWf58uUMAHNzc2PZ2dlleq0+K08uA2D//vuv2vuQy+Vsw4YNDCgYkOnevXtljjM8PJwrQDRx110kErGPPvqIAWA+Pj4VzgmZTMZGjx7N5SeNplz5ypPLihkUmjZtqtW/2YULF7i7tgsXLmSvXr1ip06dYqNGjeK+U6NHjy7zcU3bZDIZmzJlCteEeNasWWzVqlWsR48ezNTUVKmY5fP5rE2bNmzjxo3UnaqCqLD9H00WtllZWczW1pYBYGfOnCnyvOJHysfHR+ODJezatYsBYJ6eniqbPmzatIkBYI0bN9b4vseOHcsAsPHjx6t8/p9//mEAmLu7e7U7AFV3mipsY2JiWJ8+fbiDabdu3dibN2+0EXKVkkqlLCIigs2fP585ODhw79fMzIyNHj2a3bx5ky6uVJHy5HKXLl2q5IKERCJh165dY9OmTWOdOnViHTp0YLNnz67wiXxGRgb3PTQ2Nlb7OyiXy1m/fv0YADZz5ky19yeRSFibNm0YALZkyZIyxxsTE8NdCLt582aZX6+vylvYTpw4scQTV6lUyvLz85lYLGZHjx7lWqJMmTKlXN+DvLw8ri9rRZuMikQiNnPmTAYUjNdx6tSpCm1P4caNG1yT94SEBI1sk6ivPLmsaMnx9ddfazU2qVTKxo0bp1QIFl4+/fTTajsFYGpqarHTqtnZ2bG+ffuytWvXshcvXtDI4BqiE4Xtf//9x3r16sWcnZ0ZAHbw4EGl5+VyOVu4cCFzcnJiQqGQBQUFsRcvXpRpH5osbKOjo7nEVTVKXGhoaIl3VSti2bJlDCjoyK+qWdvJkye5O1iavvI+YMCAEk+4rly5whUX+j7KqaZVtLAVi8Vs9+7drGbNmtzVwVmzZun9BQa5XM6SkpLY0qVLleYI5fP5LDg4mF24cIEK3EpWnly2trau9AGkpFIpmzVrlsoTktGjR1cob1avXs1tq6yjZipi6t27t9pX9dPS0pi5uTkDwM6ePVvmePPz81mzZs0YAPb999+X+fX6qryFrZubG0tNTVW5XmpqKgsODmZNmjRhrVu35i4oNG3atEJ9zRXFaIcOHcqVu/n5+ezKlSvcnVpFQaOpAcUyMjK4rjFHjx7VyDaJ+sqbywBYWFiY1uNLSUlh48eP56aNtLS0ZAEBAWzz5s3VviCMj49nX3/9NWvfvj3z8vJiY8aMYUeOHGEZGRnUgkwLdKKwPXHiBFuwYAE3iMX7he2yZcuYlZUVO3ToEHvw4AHr06cPc3d3L9MVHE0WtorC1draWmXh+vr1a+6AUNYCvDQzZszgmgOrOul5+PAhd2Jf1n4+JZHL5dyIjcVNZxATE8O97+joaI3t+0NQ3sJWLpezp0+fcnd5ALCaNWuy/fv3f3AjnGZnZ7MdO3YoTWjO4/FYjx492LVr1z64z6OqlPcESlXrF206c+YMMzAwYEDB4B/ffvst15zXwMCg3H3KRCIR11WlZ8+eZR7oRNHipyyDECmm5DAxMWEpKSnliJqxzz//nAFgXbt2pe/K/5QnlxWDw8yfP1/lb/Tff/9d5EJKx44dKzx1yYULFxhQMDpyaduSSCTs7Nmz7PPPP2eTJk1is2bN4u74K84f5s+fr9FWXxKJhLVr144BYN9++22FtpWXl8fi4uLY27dvWVZWFl28VEN5j8uV2XRcLpezzMxMFhUVxTIyMnTu7yqRSLj5nIn26ERhW9j7ha1cLmdOTk7sl19+4R5LT09nxsbGbPfu3WpvV5OF7caNGxlQMMKfqgN/dnY21zzyyJEjFd6fglwuZ4MGDWIA2GeffaZynZSUFO5k7cGDBxrbd+GmbitXrlS5TmZmJnfXQB8Hg9Gm8vzoPHr0iM2dO5f7zBVTT8XExFRCxNVXfn4+O3fuHHchRtH8bcyYMSw6Opp+dLSsvCdQ7w/Ep02ZmZlc082uXbtyx3GRSMQ9Xt6T7yNHjjCgYN7HJ0+elPn158+fZwCYhYWFWp+hXC5n8+fPZwBYy5Yty313QxG3paVlsXcbPzTlyeVFixZxf7+IiIgi6xUeDOenn35ihw8f1kjLmqysLG4ezD/++KPY9UQiEZs8eTI3ymzhhcfjsY4dO7LTp09r5eLGtGnTGFD+ASZzc3PZmjVrWNOmTbn4bWxsuDt7NOJy8cqTyzwej507d64SoiNEfWXJZT6qoaioKLx9+xZdunThHrOyskKrVq1w/fr1Yl+Xn5+PzMxMpQUApFKpRmICgFq1asHQ0LDI80ZGRqhduzYA4OXLlxXen4JMJsObN28AAC4uLirXEQqFsLOzAwC8fv1aY/uWy+XIzs4GUPD5qyIQCODg4KDxfWuCXC5HfHw8/v33X2zZsgW//fYbnj17VtVhqaW4XG7evDl++eUXZGdnw8vLCwcPHsSuXbvg5uZWxRFXLSMjIwQFBeH48eM4ffo02rdvD6lUiu3bt8Pf3x/Lli1DamoqGGNVHeoHp7hcBoDLly9r5PhcmqysLHz66ad49OgRLCwssGrVKhgbGwMoOH726dMHAHDw4EHk5eWVadtSqRR//PEHAKBnz56oX79+meNTvCYrKwtv374tdX2RSIT9+/cDAPr06aPyN0kdAQEBMDc3R2ZmJm7evFmubXxIisvlyZMnw9PTE1lZWfj5558hl8u51zDG8OLFCwDAlClT8NVXX6FPnz4wMTGpcDxmZmYICgoCAJw4cUJpvwqJiYkYPnw4Nm7cCMYYOnbsiBEjRqB79+6YMWMGbty4gbNnz+Kjjz6CgYFBhWN6X7NmzQAAT548QX5+fple+/TpU3Tv3h2ff/457t27xx2/09LScPXqVUyYMAHr16+n43o5FJfLgwYNQmBgYNUGR0hFaLfGVg/eu2N79epVBqDIYAMff/wxGzx4cLHbUVw1fX+paHMfxv5/vtbJkyerfL7wndWpU6dWeH8Kubm5zN3dnQFge/bsUblO4RGbS7pqW55916lThwFg+/btU7mORCJhrVu3ZgDYihUrNLbv8pLL5SwjI4Pt2bOH9e3bt8godSEhIVUdIqekK1DF5TJQMKn5zz//XK2GwK9u8vPz2Y4dO7j8BQqG2583bx6LiIigPjAaVt5cLssgS+Uhk8nYxYsXueOj4jj1/p2jx48fc/0eVc2rWJIHDx6U+7UKOTk53J23kua9Vfj333+5z6+sUwQVJpVKWadOnRhQMO0PKV8uZ2RksD///JMBYObm5krdcgrPc7969WqNx7tv3z6uOfT70z29efOG2zePx2M//vgjd3e/slqx3Lt3j2vqX5b+xDExMczV1ZVrCTFt2jQWFhbGnj9/zk6dOsUmTJjA3Nzc9HKgRE0pTy6XZ4RuQrRN55sil7ewzcvLYxkZGdwSFxfHgIqP+CiVSrl+IkuXLi12PcUw6d27d9fYiXN6ejoTCoUlvg+5XM569+7NAM3Oo5uVlcVNXVHc4CRyuZz17duXAWCzZs3S2L7LQlHMHjx4kI0ePZo5OjoqHagdHR2Zj48Pa9GiBTt06FCVxKhKSV/U4nL54MGDLDs7m5rWqundu3fsyy+/5EY0Bwr6JA4fPpxGUdag8uSy4tiirYtN7969YzNmzOCKTjMzM7Z69WqVf3OJRMK6d+/OgIKxDNQ9fsvlcm4ecX9//3L3T5TL5ezjjz9mANiIESNK/H4Xnv/0448/rnDz0W+//ZbrV1fdB2ypDOXJ5YyMDJaVlcUNZjdlyhSWmZnJcnNz2du3b7n5XMt74aMk7969Y9bW1gyA0u+bXC7n+o9bWFiwv//+u0r6UWdkZDBLS0sGqN+nPi8vjxth3NnZmZ07d67Id1Imk9Fc5qUoTy5X9oB+hKhD55siOzk5AShoQlNYYmIi95wqxsbGsLS0VFoAIDIyskLxiMVirpmth4dHsespmpO9fPmyzE1uipOQkIC8vDzweDyuqfP7eDwemjRpAgB4+PAhZDKZRvatTlNkHo/H/U3UaUKnKRKJBAkJCQgJCcHo0aPh6emJ/v37Y8eOHUhMTISFhQUGDx6MgwcP4uXLl7hz5w6uXr2K3r17V1qMFVFcLnfu3BlmZmbg8XhVHKFusLW1xU8//YTHjx9j2bJl8PT0hEgkQkhICNq0aYNevXphz549SE1NVdmMj1RccbncsmVLAEBoaKhGmxLKZDIcPXoUrVq1wrp16yCVStGxY0dcvXoVn3/+OQQCQZHXCAQCjB8/HgBw/PhxxMbGqrWv0NBQbN++HQAwYcIErnlzWfF4PK5J6dWrVyESiYpd959//kFYWBiMjIywYMGCCjcf/eijjwAAYWFhSE5OrtC29F1xuQwA5ubmmDlzJgDgzz//hKenJ7y9veHr6wuRSAQej4dGjRppPCYrKyv4+voCAB48eMA9LhaL8d9//wEAvvrqKwwbNkwrTY1LY2Jiwp0bhYeHl7q+TCbDL7/8giNHjoDP52PdunUICgoCn698usrn82Fvb0+/heVUXC7T50l0XbUsbN3d3eHk5ITQ0FDuMUUfoDZt2pR5e4r+sepgjEEmkykVh3l5eYiPjwdQcmEbEBAAHo+HV69eISIiosxxqqKI3cHBAebm5sWup+jH8vjx4xJPispCJBJx/c1sbGyKXU/R9zchIUFjRfX7ZDIZ0tLScPz4ccyaNQvt2rWDu7s7RowYgV27diEpKQnm5ubo3bs3Nm/ejJcvX2L37t3o168fLCwsYGRkBENDwyI/jkT/KS6+zJ8/H/fv30dISAgCAgIgl8tx+vRpDBs2DO7u7ujduzfWrl2Lly9fQiQSqV1saSvn9V379u0BANeuXdPIhUC5XI6IiAiMHj0affv2xatXr2Bra4tff/0Vp06dgp+fX4knbd27d0e9evUgEomwdevWUvf37NkzjBkzBiKRCK1atcKoUaMqFH9wcDAEAgGio6Nx+vTpIs8zxnDv3j18//33AICRI0fCx8enQvsEAD8/Pzg6OkIikeDixYsV3t6HbMqUKRgzZgyAggvxkZGRSEpKgkAgwIQJE+Do6KjxfRoYGKBhw4YACn7/FcetN2/e4OnTpwCAHj16VFnBIhAIuPgePnxY7HFVMZ7IggULsGjRIgDA559/jn79+lVWqIQQPVD00nUlyc7OxqtXr7h/R0VF4f79+7C1tYWbmxtmzpyJH374AZ6ennB3d8fChQvh4uJSroNcTExMic8zxhATE4MtW7bg6dOn3GBNjRo1QsuWLWFgYACJRAKBQAB3d/dit+Pu7o5GjRrh8ePHOHnyJLy9vUuNTSwW4+7du7h16xby8vIgkUhgYmKCGjVqoGXLltxn5OLiUuIAIc2bNwefz0dycjJ+/PFHfPfddzAyMipx3xKJBHl5eUhLS0NUVBSio6MRGxuL5ORkSKVSZGVlcetaW1sXux1XV1cAwMWLF7F161ZMmDChQj+icrkceXl5SEpKwu3bt3Hv3j3cunULt27dUooJABwdHdGmTRv06dMHPXv2hJ2dHRWvpFimpqYYNmwYBg4ciEuXLmHjxo04e/Ys0tPTceLECZw4cQKff/45PDw84OPjg8aNG8PJyQk1atSAvb097O3tIRAIEBkZicePH+Pp06do2rQpvvjii6p+azqnc+fOAAoGiImOjuZOfstCJpMhPDwcZ8+exbVr13DhwgVuEJQ+ffpgxYoVqFevnlrHIzMzMwwfPhxLlizB33//jXnz5sHMzEzlugkJCRgyZAgSEhLg5uaGkJAQWFhYlDn+wlxdXdGvXz/8+++/+PHHH9GtWzdugCGxWIwNGzZg4cKFyMrKgrW1Nb766iuNHOtMTU3Rpk0bHDp0COvWrUOLFi3g4eFRJXf3dJ2RkRH++usvTJs2DQkJCRCLxTA0NISXlxfq1auntc9Uca7x7NkzSCQSGBkZ4fz585DL5ahduzY8PT21sl918Hg8NGvWDLt27cLhw4fx4sULeHh4QCwWQywW4+XLl7h48SLOnz+Pa9eucb/x/fv3xw8//EB5SAgpG222iS6JYv6195cxY8Ywxgr6hyxcuJA5OjoyY2NjFhQUxJ4/f16mfSjaZPfo0aPEfhj3799nNWrUKHaAE8VS2txehftbubu7lzr1zn///ceaNWtW7P4KD83fs2fPEt9DXl4e8/Hx4dYvbZL1hIQEFhwczM2/V9JiYGBQYrv25ORkrs+Xubk5u337donvW/FZSSQSlpOTwxITE9n169fZ9u3b2Zw5c1hwcDBzc3NTGYuFhQULCgpiixcvZlevXmVZWVk6OxBQeeexJZojk8lYamoqO3jwIJs0aRKrV69eqd+H95cePXrobA5qSnlyOTExkdWvX58BYGvXri3zPt++fctGjhzJ+Hy+0t/D09OT7d69u1z9RaOiorj+kHv37lW5TkpKCjcNmpWVFbt06VKZ91Ocu3fvMiMjIwYUDFR47do1dvToUdarVy/u/fn6+rJr165ptG/hv//+y/VFtra2Zu3atWNDhgxh8+bNY+vXr2cnTpxgz549Y+np6UwkEun1nLe6eFy+dOkSlx/R0dFMJpOxkSNHcv2wq7ofampqKvddt7CwYM2bN2dOTk5czhVeXFxc2Pfff8+ys7OrNGZ9oIu5TIgqOjd4lLYoPgg/P79iT3JkMhkbP348A8BsbW3Z1KlT2fLly9n333/PBg4cyJ3o2tnZqTVa3J07d7iBanr27FnsCa9cLucGR+Dz+czf35916NCBde7cmQUEBBQ5wZ4yZUqp+7537x4bOHAgt83i5tOVSCTcKM+FC8YGDRqwwMBANnjwYDZixAjWp08fZmNjw7p06VLqSWJqaipr0qQJA8B69+6t8sQnNzeXbd26lc2ZM4cNGjSItWrVirm4uBQ5MX3/Ry4oKIjNmjWLHTt2jKWmpurNSRX96FQvcrmc5ebmsqdPn7ItW7awadOmsa5du7LmzZuzevXqMTs7O+5EzMHBgbVt25aNHTuWbdy48YMfhKo8uZyens7GjRvHALCOHTsykUik1r7kcjm7fPky8/T0VCr2pkyZwnbt2lWhwU9kMhkbPHgwA8CaNWtWZK7RzMxMFhwczICCQcgOHz6s0aJBJpOxL7/8stgLjNOnT9fK4C4ymYydOHGC1a1bt8SLOCYmJqxevXqsQ4cObPjw4Wz+/Pns999/Z1evXtWbQe108bickpLCXZCxsbFhs2bN4kaE1+RMCRVx9uxZbhCpwouhoSHz8fFhU6dOZYcOHWLp6el6kUfVgS7mMiGqUGH7P4oPws7Ortirf2/evOEOtps2bVJ6TnGi++zZMxYdHa3WwVYul7O9e/dyxWJKSorK9fLy8piXlxcDwNasWcPy8/OZVCplMpmMSSQSJhKJ2N27d9mUKVOYt7c3Cw0NVes95+XlsZ49ezIAzMvLS+Uk8M+fP+eKybVr17KoqCiWmZlZ5Eq8TCZjWVlZak8kf+jQIe7kJz4+vsjzP//8c6knTMHBwWzu3LksJCSEvXjxgmVnZ+tNIfs++tGp/mQyGROLxUwkErGsrCyWlpbGUlNTWXZ29gdfzBZW3lw+d+4cd7Fg0qRJxRZtcrmciUQiFh0dzRYvXsydxNva2rLt27eXezRiVe7evcuMjY0ZALZ48WImlUqZXC5nkZGRLCAggAFgAoGA7dy5Uysn4Dk5OWzBggWsSZMmzMDAgNnZ2bGAgAB2+PBhrR8LU1JS2O7du9lPP/3EpkyZwnr06MGaNGnCHBwcSm25ULNmTTZs2DC2ZcsWFhcXVynfD8Vvpibp4nFZKpWyNWvWMBsbmyIXQyoyHZQmyeVyduXKFTZp0iS2fPlydvToUXb//n2WkpLC8vLyqJjVAl3MZUJUKUt+8hjT35mtMzMzudF8o6OjVY4qvHnzZkycOBFOTk549uxZsaP/lkV6ejrq1q2L1NRU7N69G0OHDi2yTmpqKlxcXJCfn4/r16+jdevWKrfFGINYLIaRkZHa/VafPHmCxo0bAygYoblevXpKzyves4eHBx49eqSRieKBgn7TDRs2RHx8PNauXYsZM2Zwz+Xl5aFVq1YIDw9HixYt0LJlS7i7u6NevXqoV68eatWqBWNjYxgZGX0wfWQV+ZmRkaE0umZF1yWkspU3l83NzbFw4UL89NNPAABfX19MnToVHTt2RGpqKiIjI/H8+XM8f/4cDx8+xIsXL7jRq1u0aIEtW7agcePGGh0YRy6XY86cOVi9ejV4PB6GDRuGGjVqYP/+/UhISIBQKMSaNWswceJErR6rxGIxcnJyYGhoCKFQqHI0Z21jjEEikUAikSAzMxMxMTGIjIxETEwMYmJiEBcXh9evX+Pp06eQSCTc64yMjNCsWTN07NgRrVq1QvPmzWFnZwdjY+Ny/a3Y/wZ1lEgkSExMxI0bN3Dr1i08f/4cu3fv1ugxUVePy4wxJCUlYenSpVizZg2AgkElr127Vup4G0Q/6WouE/K+suRnlQ0eVdmePHlSpLCVy+U4efIkgIKBTDT1Zba0tETHjh1x8OBBhIaGqixsX716hfz8fBgZGXFD4avC4/HKPIVEnTp1ULNmTcTHx+P+/ftKhS1jDNevXwcANG3aFEKhsEzbLomZmRmCg4OxZcsW/Pfff5g+fTp3EnPjxg2Eh4dDIBBg27ZtWpn2gBCiW/h8PhYvXgxHR0csWLAA4eHh+OSTT0p8Te3atTFq1CjMmzevwgM2FRfTTz/9hMTERISEhCAkJIR7ztnZGdu2bUOXLl20fgHOyMioygsSHo/HxWFmZgZnZ2eli7CKC69JSUk4c+YMzp49i8uXLyMhIQHXr1/nfmv4fD48PDzg7e2Npk2bokmTJrC1tYWRkRGMjY0hEAjA4/FgYGAAPp8PuVyO2NhYREREIDo6GtHR0Xj9+jVev36N2NhYpZF1nz17xk0d9SHj8XhwdHTEihUrEBgYiJs3b6Jfv35VnkOEEFKZPqjCtnv37kqPZWZmcvO8aXI4fD6fj5YtW+LgwYN4+PAhJBJJkRGNHz58CKBgJGVTU1ON7FfB2NgYnp6eiI+Px8OHDzFo0CDuObFYjLCwMABAq1atNHqng8fjoW3bttiyZQsePHiAvLw8mJiYgDGGf//9FwDQrl27Egt5QsiHxdDQEDNmzED79u3x22+/4dixY0hKSoKZmRmcnJxQp04deHh4oGnTpmjbti08PT1hYmKi1elLhEIhtmzZgqZNm+Ls2bMwMTFB8+bNMXbsWNSqVUtr+9U1iguvrq6umDBhAsaPH4+cnBzcu3cPJ0+exPXr1/HkyRMkJSXh1atXePXqFQ4dOlTh/dasWRM+Pj7w9/fXSCsrfSIQCNCvXz+aJocQ8kH6YArb58+fF3ls165dSElJgaWlJbp27arR/TVv3hxAQUGdk5PDTZfDGMPTp0+xYcMGAEC9evXKfEe2NAYGBmjUqBEuXryIR48egTEGHo8HqVSKjRs34t69ewCAjh07anS/ANC2bVsAQEREBBITE1GnTh3k5+dzcxL36NGjSprUEUKqLx6Ph6ZNm2LTpk3Izs5GTk4OzMzMIBAIYGxsXCXdE4yNjTFnzhzMnj2bi5GUjMfjwdzcHO3bt0f79u0hk8mQl5eHqKgo3Lp1C3fv3kV4eDhevnzJTW8nkUgglUqLzG9qa2uLWrVqoVatWnBzc+MucDRu3Bh16tSBUCj8YLqtEEIIUc8HU2G8evUKMpkMBgYGkEqlOH78OJYtWwYAGD16NOzt7TW6vyZNmsDIyAhZWVm4cOECbG1t8ezZM1y8eBGnTp1Ceno6TExMMGnSJK2cMCnmtbt27RrWrVsHgUCAc+fO4eDBgwCAMWPGwN/fX+P7rV27NmrVqoXXr1/j6NGj6N27N3788Uc8e/YMfD4fffv21fg+CSH6gcfjwcLCQitNjMuLCtryMzAwgJmZGby9veHt7Y3x48dDKpUiPz8fcrkcrGAASwDg/l+xKMZcMDQ0pL8BIYQQtXwwhe2tW7dw9OhR5OTkYPfu3Th+/DgAwMHBAV988YXGfzgtLS3RsGFDhIeHY8CAAUWer1evHjZv3oz27dtrdL8KPXr0gIODA96+fYvPP/9c6bkhQ4Zg7dq1WrlzKhQK0a5dO+zZswefffYZvvjiC8hkMgDA0KFD4eHhofF9EkII0Q0CgYBa7RBCCNGKD+LXxdfXF+Hh4ejfv7/S4wMGDMCyZcvg7u6u8X0aGhpi3Lhx+Pbbb5GVlQVzc3PUqVMHjRo1Qo8ePdC7d2/Y2tpqfL8Kbm5uOHHiBBYuXIjExETI5XLUqVMH48aNQ/fu3Yv0+dUUPp+PlStXIiEhAZcuXYJMJkOdOnWwcOFCDB8+nE5oCCGEEEIIIRr3QVQZf/75Jz777DPcvn0bDg4OaNeuHSZPnoygoCCtFVo8Hg+fffYZRo8ejdTUVDg4OHBNqyqjWRWPx0OzZs1w7NgxyGQyMMYqrUmXi4sLzpw5g5cvX0Imk6FevXowMzPT+n4JIYQQQgghH6YPorBt1KgRLl++jOTkZFhZWcHMzKxSBp3g8/mwtbXV6p1ZdWKoqoFXFP18CSGEEEIIIUSbPojCFigotGiaBkIIIYQQQgjRPzRWPiGEEEIIIYQQnUaFLSGEEEIIIYQQnUaFLSGEEEIIIYQQnUaFLSGEEEIIIYQQnUaFLSGEEEIIIYQQnUaFLSGEEEIIIYQQnUaFLSGEEEIIIYQQnUaFLSGEEEIIIYQQnUaFLSGEEEIIIYQQnUaFLSGEEEIIIYQQnUaFLSGEEEIIIYQQnSao6gC0iTEGAMjMzKziSAgpSpGXijwtCeUyqc4ol4m+oFwm+oJymeiLsuSyXhe27969AwC4urpWcSSEFC8rKwtWVlYlrkO5THQB5TLRF5TLRF9QLhN9oU4u63Vha2trCwCIjY0t9YOoLjIzM+Hq6oq4uDhYWlpWdThqoZjLhzGGrKwsuLi4lLou5XLloJjLh3K5+qGYy4dyufqhmMuHcrn6oZjLpyy5rNeFLZ9f0IXYyspKZxJIwdLSkmKuBFUds7o/IJTLlYtiLjvK5eqJYi47yuXqiWIuO8rl6oliLju1c1nLcRBCCCGEEEIIIVpFhS0hhBBCCCGEEJ2m14WtsbExFi1aBGNj46oORW0Uc+XQtZh1LV6AYq4suhazrsULUMyVRddi1rV4AYq5suhazLoWL0AxVxZdi5nH1Bk7mRBCCCGEEEIIqab0+o4tIYQQQgghhBD9R4UtIYQQQgghhBCdRoUtIYQQQgghhBCdRoUtIYQQQgghhBCdpvOF7fr161GnTh0IhUK0atUKt27dKnH9ffv2oWHDhhAKhfDx8cGJEycqKdL/V5aYt23bBh6Pp7QIhcJKi/XSpUvo3bs3XFxcwOPxcOjQoVJfc/HiRfj7+8PY2Bj16tXDtm3btB5nYWWN+eLFi0U+Yx6Ph7dv31ZOwP9DuaxdlMuVh3JZuyiXKw/lsnZRLlceymXtolyuHnS6sP3nn38wa9YsLFq0CGFhYfDz80NwcDCSkpJUrn/t2jUMGzYMEyZMwL1799CvXz/069cPjx49qrYxA4ClpSXevHnDLTExMZUWb05ODvz8/LB+/Xq11o+KikLPnj3RqVMn3L9/HzNnzsTEiRNx+vRpLUf6/8oas8Lz58+VPmcHBwctRVgU5bL2US5XDspl7aNcrhyUy9pHuVw5KJe1j3K5mmA6rGXLlmzatGncv2UyGXNxcWFLly5Vuf7gwYNZz549lR5r1aoVmzJlilbjLKysMW/dupVZWVlVUnQlA8AOHjxY4jrz5s1jjRs3VnpsyJAhLDg4WIuRFU+dmC9cuMAAsLS0tEqJSRXK5cpFuaw9lMuVi3JZeyiXKxflsvZQLlcuyuWqo7N3bMViMe7evYsuXbpwj/H5fHTp0gXXr19X+Zrr168rrQ8AwcHBxa6vaeWJGQCys7NRu3ZtuLq6om/fvnj8+HFlhFsuVf0ZV0STJk3g7OyMrl274urVq5W2X8rl6qmqP+OKoFxWH+Vy9Ua5rD7K5eqNcll9lMvVW1Xlsjp0trBNSUmBTCaDo6Oj0uOOjo7FtvV++/ZtmdbXtPLE3KBBA2zZsgWHDx/Grl27IJfL0bZtW7x+/boyQi6z4j7jzMxMiESiKoqqZM7Ozvjjjz+wf/9+7N+/H66urggMDERYWFil7J9ymXJZUyiXy45ymXJZFcplymVNoVwuO8plyuXyElR1AKRkbdq0QZs2bbh/t23bFl5eXvjzzz/x/fffV2Fk+qNBgwZo0KAB9++2bdsiIiICq1evxs6dO6swMv1Cuax9lMuVg3JZ+yiXKwflsvZRLlcOymXt04Vc1tk7tnZ2djAwMEBiYqLS44mJiXByclL5GicnpzKtr2nlifl9hoaGaNq0KV69eqWNECusuM/Y0tISJiYmVRRV2bVs2bLSPmPKZcplbaJcLhnlMuWyKpTLlMvaRLlcMsplyuXy0tnC1sjICM2aNUNoaCj3mFwuR2hoqNIVm8LatGmjtD4AnD17ttj1Na08Mb9PJpPh4cOHcHZ21laYFVLVn7Gm3L9/v9I+Y8plymVtolwuGeWy7qBcLhnlsu6gXC4Z5bLuqMxcVktVj15VEXv27GHGxsZs27Zt7MmTJ2zy5MnM2tqavX37ljHG2KhRo9iXX37JrX/16lUmEAjYihUr2NOnT9miRYuYoaEhe/jwYbWN+bvvvmOnT59mERER7O7du2zo0KFMKBSyx48fV0q8WVlZ7N69e+zevXsMAFu1ahW7d+8ei4mJYYwx9uWXX7JRo0Zx60dGRjJTU1M2d+5c9vTpU7Z+/XpmYGDATp06VSnxlifm1atXs0OHDrGXL1+yhw8fss8//5zx+Xx27ty5SouZcln7KJcrB+Wy9lEuVw7KZe2jXK4clMvaR7lcPeh0YcsYY+vWrWNubm7MyMiItWzZkt24cYN7rmPHjmzMmDFK6+/du5fVr1+fGRkZscaNG7Pjx49XcsRli3nmzJncuo6OjqxHjx4sLCys0mJVDO39/qKIccyYMaxjx45FXtOkSRNmZGTEPDw82NatWyst3vLEvHz5cla3bl0mFAqZra0tCwwMZOfPn6/UmBmjXNY2yuXKQ7msXZTLlYdyWbsolysP5bJ2US5XDzzGGNPMvV9CCCGEEEIIIaTy6WwfW0IIIYQQQgghBKDClhBCCCGEEEKIjqPClhBCCCGEEEKITqPClhBCCCGEEEKITqPClhBCCCGEEEKITqPClhBCCKmGFi9eDB6PV2X7j4uLg1AoxNWrV9V+jUQigaurK37//XctRkYIIYQURYUtIYQQvbVt2zbweDxuEQqFcHFxQXBwMNauXYusrKwqjS83NxeLFy/GxYsXqzQOVZYsWYJWrVohICBA7dcYGhpi1qxZ+PHHH5GXl6fF6AghhBBlVNgSQgjRe0uWLMHOnTuxYcMGzJgxAwAwc+ZM+Pj4IDw8vMriys3NxXfffaeysP3mm28gEokqPygAycnJ2L59Oz755JMyv3bcuHFISUlBSEiIFiIjhBBCVBNUdQCEEEKItnXv3h3Nmzfn/v3VV1/h/Pnz6NWrF/r06YOnT5/CxMSkwvuRSqWQy+UwMjKq8LYEAgEEgqr5md61axcEAgF69+5d5tdaW1vjo48+wrZt2zB+/HgtREcIIYQURXdsCSGEfJA6d+6MhQsXIiYmBrt27eIeDwwMRGBgYJH1x44dizp16nD/jo6OBo/Hw4oVK/Drr7+ibt26MDY2xpMnTyAWi/Htt9+iWbNmsLKygpmZGdq3b48LFy4ovd7e3h4A8N1333HNpRcvXgxAdR9bqVSK77//nttXnTp18PXXXyM/P19pvTp16qBXr164cuUKWrZsCaFQCA8PD+zYsUOtz+bQoUNo1aoVzM3NlR5/+fIlBg4cCCcnJwiFQtSqVQtDhw5FRkaG0npdu3bFlStXkJqaqtb+CCGEkIqiwpYQQsgHa9SoUQCAM2fOlHsbW7duxbp16zB58mSsXLkStra2yMzMxKZNmxAYGIjly5dj8eLFSE5ORnBwMO7fvw8AsLe3x4YNGwAA/fv3x86dO7Fz504MGDCg2H1NnDgR3377Lfz9/bF69Wp07NgRS5cuxdChQ4us++rVKwwaNAhdu3bFypUrYWNjg7Fjx+Lx48clvh+JRILbt2/D399f6XGxWIzg4GDcuHEDM2bMwPr16zF58mRERkYiPT1dad1mzZqBMYZr166p8QkSQgghFUdNkQkhhHywatWqBSsrK0RERJR7G69fv8arV6+4u68AIJPJEB0drdQkedKkSWjYsCHWrVuHzZs3w8zMDIMGDcKnn34KX19fjBw5ssT9PHjwANu3b8fEiRPx119/AQCmTp0KBwcHrFixAhcuXECnTp249Z8/f45Lly6hffv2AIDBgwfD1dUVW7duxYoVK4rdT2xsLEQiEdzd3ZUef/LkCaKiorBv3z4MGjSIe/zbb78tsg0PDw/uNb169SrxfRFCCCGaQHdsCSGEfNDMzc0rNDrywIEDlYpaADAwMOCKWrlcjtTUVEilUjRv3hxhYWHl2s+JEycAALNmzVJ6fPbs2QCA48ePKz3eqFEjrqgFCu4QN2jQAJGRkSXu5927dwAAGxsbpcetrKwAAKdPn0Zubm6J21C8NiUlpcT1CCGEEE2hwpYQQsgHLTs7GxYWFuV+/ft3NhW2b98OX19fCIVC1KhRA/b29jh+/HiR/qjqiomJAZ/PR7169ZQed3JygrW1NWJiYpQed3NzK7INGxsbpKWlqbU/xpjSv93d3TFr1ixs2rQJdnZ2CA4Oxvr161W+H8Vrq3IeXkIIIR8WKmwJIYR8sF6/fo2MjAylYrG4Ykwmk6l8XNVoyrt27cLYsWNRt25dbN68GadOncLZs2fRuXNnyOXyCsWsbrFoYGCg8vH3C9b31ahRAwBUFsArV65EeHg4vv76a4hEInz22Wdo3LgxXr9+rbSe4rV2dnZqxUoIIYRUFBW2hBBCPlg7d+4EAAQHB3OP2djYFBkMCUCRO6Il+ffff+Hh4YEDBw5g1KhRCA4ORpcuXZCXl6e0XlnuaNauXRtyuRwvX75UejwxMRHp6emoXbu22tsqiZubG0xMTBAVFaXyeR8fH3zzzTe4dOkSLl++jPj4ePzxxx9K6yhe6+XlpZGYCCGEkNJQYUsIIeSDdP78eXz//fdwd3fHiBEjuMfr1q2LZ8+eITk5mXvswYMHuHr1qtrbVtwtLXx39ObNm7h+/brSeqampgCgspB+X48ePQAAv/76q9Ljq1atAgD07NlT7fhKYmhoiObNm+POnTtKj2dmZkIqlSo95uPjAz6fX2S6obt374LH46FNmzYaiYkQQggpDY2KTAghRO+dPHkSz549g1QqRWJiIs6fP4+zZ8+idu3aOHLkCIRCIbfu+PHjsWrVKgQHB2PChAlISkrCH3/8gcaNGyMzM1Ot/fXq1QsHDhxA//790bNnT0RFReGPP/5Ao0aNkJ2dza1nYmKCRo0a4Z9//kH9+vVha2sLb29veHt7F9mmn58fxowZg40bNyI9PR0dO3bErVu3sH37dvTr109pROSK6tu3LxYsWIDMzExYWloCKLgQMH36dHz88ceoX78+pFIpdu7cCQMDAwwcOFDp9WfPnkVAQADXrJkQQgjRNipsCSGE6D3FlDRGRkawtbWFj48Pfv31V4wbN67IwFFeXl7YsWMHvv32W8yaNQuNGjXCzp07ERISgosXL6q1v7Fjx+Lt27f4888/cfr0aTRq1Ai7du3Cvn37imxj06ZNmDFjBr744guIxWIsWrRIZWGrWNfDwwPbtm3DwYMH4eTkhK+++gqLFi0q82dSklGjRuHLL7/EkSNHuGmI/Pz8EBwcjKNHjyI+Ph6mpqbw8/PDyZMn0bp1a+61GRkZOHPmDH7//XeNxkQIIYSUhMdKG0WCEEIIIR+cCRMm4MWLF7h8+XKZXvfrr7/i559/RkREhMqBtQghhBBtoMKWEEIIIUXExsaifv36CA0NRUBAgFqvkUgkqFu3Lr788ktMnTpVyxESQggh/48KW0IIIYQQQgghOo1GRSaEEEIIIYQQotOosCWEEEIIIYQQotOosCWEEEIIIYQQotOosCWEEEIIIYQQotOosCWEEEIIIYQQotOosCWEEEIIIYQQotOosCWEEEIIIYQQotOosCWEEEIIIYQQotOosCWEEEIIIYQQotOosCWEEEIIIYQQotOosCWEEEIIIYQQotP+D9AtzFjgubx8AAAAAElFTkSuQmCC", - "text/plain": [ - "<Figure size 1000x600 with 25 Axes>" - ] - }, - "metadata": {}, - "output_type": "display_data" + "name": "stderr", + "output_type": "stream", + "text": [ + "100%|██████████| 1000/1000 [00:00<00:00, 1378.73it/s]\n" + ] }, { "name": "stdout", "output_type": "stream", "text": [ - "# isolated whistles: 10106\n" + "Mahalanobis distance of observed point: 7.6259\n", + "P-value (probability of obtaining a point with greater distance by chance): 2.3548e-13\n" ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "<Figure size 1500x1200 with 3 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" } ], "source": [ - "# display uncategorised contours\n", - "isolated_df = results_df[results_df.category==-1].copy()\n", - "isolated_df[\"category\"] = np.arange(len(isolated_df), dtype=int)\n", + "# could we find these distribution randomly ?\n", + "# Monte Carlo Simulation\n", + "# take a random subgroup A, and B its complement\n", + "# compare their Zipf slopes\n", + "np.random.seed(42)\n", + "SWT_slope = -0.78\n", + "NSWT_slope = -0.73\n", + "N_simulations = 1000\n", + "proprotion_of_swts = results_df[results_df[the_interval]].category.nunique()/results_df.category.nunique()\n", "\n", - "sinfig, sinaxs = plot_wct_grid(\n", - " isolated_df.loc[np.random.RandomState(seed=246).permutation(isolated_df[isolated_df.duration > 1].index)[:25]], \n", - " name=\"ID \", n_categories=25, rename=False)\n", - "sinfig.suptitle(\"25 randomly selected whistles unassigned to a Whistle Contour Type (WCT)\")\n", - "sinfig.text(\n", - " 0.5, 0.925,\n", - " \"These contours are unique, each one appears only once in our dataset\",\n", - " ha=\"center\", fontsize=9)\n", - "sinfig.subplots_adjust(\n", - " bottom=0.085, top=0.875, \n", - " hspace=0.42, wspace=0.066)\n", - "sinfig.set_size_inches(10, 6)\n", - "for axs in sinaxs:\n", - " for ax in axs:\n", - " ax.get_children()[-11].set_height(5)\n", - " ax.set_title(\n", - " ax.get_children()[-4].get_text(),\n", - " pad=3, \n", - " fontsize=9,\n", - " fontweight='bold')\n", - "sinfig.savefig(\"/home/loic/Pictures/CDD/isolated_25.pdf\")\n", - "plt.show()\n", + "results = []\n", + "for i in tqdm(range(N_simulations), leave=True):\n", + " # create random A and B subgroups\n", + " new_order = np.random.permutation(wct_sizes.to_numpy())\n", + " A_subgroup = new_order[:int(len(wct_sizes)*proprotion_of_swts)]\n", + " B_subgroup = new_order[int(len(wct_sizes)*proprotion_of_swts):] \n", "\n", - "print(\"# isolated whistles:\", len(isolated_df))" + " # compute zipf slopes\n", + " local_results = {'simulation': i}\n", + " for subgroup, name in zip([A_subgroup, B_subgroup], [\"a\", \"b\"]):\n", + " subgroup = np.sort(subgroup)[::-1]\n", + " df_subgroup_sizes = pd.DataFrame({\"Rank\":np.arange(1,len(subgroup)+1), \"Frequency\": subgroup})\n", + "\n", + " # fit regression\n", + " pearson_results = stats.linregress(np.log(df_subgroup_sizes[\"Rank\"]), np.log(df_subgroup_sizes[\"Frequency\"]))\n", + " slope, intercept, r_value, p_value, std_err = pearson_results \n", + "\n", + " local_results[f'subgroup_{name}_slope'] = slope\n", + " local_results[f'subgroup_{name}_r2'] = r_value**2\n", + " local_results[f'subgroup_{name}_p_value'] = p_value\n", + " \n", + " local_results['slope_difference'] = local_results['subgroup_a_slope'] - local_results['subgroup_b_slope']\n", + " results.append(local_results)\n", + "sim_results = pd.DataFrame(results)\n", + "\n", + "# compute Mahalanobis distance\n", + "simulated_points = sim_results[['subgroup_a_slope', 'subgroup_b_slope']].values\n", + "mean_vector = np.mean(simulated_points, axis=0)\n", + "cov_matrix = np.cov(simulated_points.T)\n", + "observed_point = np.array([SWT_slope, NSWT_slope])\n", + "diff = observed_point - mean_vector\n", + "mahalanobis_dist = np.sqrt(diff.dot(np.linalg.inv(cov_matrix)).dot(diff.T))\n", + "# For a 2D normal distribution, the squared Mahalanobis distance follows a chi-squared \n", + "# distribution with 2 degrees of freedom\n", + "p_value_mahalanobis = 1 - stats.chi2.cdf(mahalanobis_dist**2, df=2)\n", + "\n", + "print(f\"Mahalanobis distance of observed point: {mahalanobis_dist:.4f}\")\n", + "print(f\"P-value (probability of obtaining a point with greater distance by chance): {p_value_mahalanobis:.4e}\")\n", + "\n", + "\n", + "# Show results in figure\n", + "if True:\n", + " sim_fig, sim_ax = plt.subplots(\n", + " 2, 2, figsize=(15, 12), sharex=\"col\", sharey=\"row\",\n", + " gridspec_kw={'width_ratios': [3, 1], 'height_ratios': [1, 3]})\n", + " \n", + " # Histogram of subgroup A slopes\n", + " sim_ax[0, 0].hist(\n", + " sim_results['subgroup_a_slope'], bins=30,\n", + " facecolor=\"gray\", edgecolor=\"black\", label=\"Simulated SWT slopes\")\n", + " sim_ax[0, 0].axvline(SWT_slope, color=\"#F8766D\", linestyle='dashed', \n", + " linewidth=2, label=f'Observed SWT slope: {SWT_slope}')\n", + " sim_ax[0, 0].set_ylabel('Count of SWT slopes', fontsize=15)\n", + " sim_ax[0, 0].tick_params(axis='both', labelsize=12)\n", + " sim_ax[0, 0].legend(prop={'size': 12})\n", + " sim_ax[0, 0].spines['top'].set_visible(False)\n", + " sim_ax[0, 0].spines['right'].set_visible(False)\n", + "\n", + " # Scatter plot of slopes\n", + " sim_ax[1, 0].scatter(\n", + " sim_results['subgroup_a_slope'], sim_results['subgroup_b_slope'], \n", + " color=\"gray\", edgecolor='black', lw=0.5, label=\"Pairs of simulated slopes\")\n", + " sim_ax[1, 0].axvline(\n", + " SWT_slope, color=\"#F8766D\", linestyle='dashed', linewidth=2,\n", + " label=f'Observed SWT slope: {SWT_slope}')\n", + " sim_ax[1, 0].axhline(\n", + " NSWT_slope, color=\"#00BFC4\", linestyle='dashed', linewidth=2,\n", + " label=f'Observed NSWT slope: {NSWT_slope}')\n", + " sim_ax[1, 0].plot(\n", + " SWT_slope, NSWT_slope, color=\"black\", marker=\"X\", markersize=10)\n", + " sim_ax[1, 0].set_xlabel('Slope of simulated SWTs', fontsize=15)\n", + " sim_ax[1, 0].set_ylabel('Slope of simulated NSWTs', fontsize=15)\n", + " sim_ax[1, 0].tick_params(axis='both', labelsize=12)\n", + " sim_ax[1, 0].legend(prop={'size': 12})\n", + "\n", + " # Histogram of subgroup B slopes\n", + " sim_ax[1, 1].hist(\n", + " sim_results['subgroup_b_slope'], bins=30, orientation='horizontal',\n", + " facecolor=\"gray\", edgecolor=\"black\", label=\"Simulated NSWT slopes\")\n", + " sim_ax[1, 1].axhline(NSWT_slope, color=\"#00BFC4\", linestyle='dashed', \n", + " linewidth=2, label=f'Observed NSWT slope: {NSWT_slope}')\n", + " sim_ax[1, 1].set_xlabel('Count of NSWT slopes', fontsize=15)\n", + " sim_ax[1, 1].tick_params(axis='both', labelsize=12)\n", + " sim_ax[1, 1].legend(prop={'size': 12})\n", + " sim_ax[1, 1].spines['top'].set_visible(False)\n", + " sim_ax[1, 1].spines['right'].set_visible(False)\n", + "\n", + " for n_std in [2]:\n", + " confidence_ellipse(\n", + " sim_results['subgroup_a_slope'], \n", + " sim_results['subgroup_b_slope'],\n", + " sim_ax[1, 0], \n", + " n_std=n_std,\n", + " edgecolor='blue' if n_std == 2 else 'gray',\n", + " linestyle='--' if n_std == 2 else ':',\n", + " alpha=0.5,\n", + " label=f\"{n_std}-sigma contour\" if n_std == 2 else None\n", + " )\n", + "\n", + " sim_ax[1, 0].legend(prop={'size': 12})\n", + "\n", + " sim_fig.suptitle(f\"Monte-Carlo simulations of the Zipf's slopes of SWTs and NSWTs,\\nwhen taken randomly in WCTs (N = {N_simulations})\", fontsize=18)\n", + " sim_fig.delaxes(ax=sim_ax[0,1])\n", + " sim_fig.tight_layout()\n", + " sim_fig.subplots_adjust(wspace=0, hspace=0)\n", + " sim_fig.savefig(\"/home/loic/Pictures/CDD/simulation_Zipf_law.pdf\")\n", + " plt.show()\n", + "\n", + "# # Calculate p-value for obtaining the observed slopes or more extreme\n", + "# p_value_a = np.mean(sim_results['subgroup_a_slope'] >= SWT_slope)\n", + "# p_value_b = np.mean(sim_results['subgroup_b_slope'] <= NSWT_slope)\n", + "# p_value_diff = np.mean(sim_results['slope_difference'] >= abs(SWT_slope - NSWT_slope))\n", + "\n", + "# print(f\"Probability of randomly obtaining a subgroup SWT slope >= {SWT_slope}: {p_value_a:.4e}\")\n", + "# print(f\"Probability of randomly obtaining a subgroup NSWT slope <= {NSWT_slope}: {p_value_b:.4e}\")\n", + "# print(f\"Probability of randomly obtaining a slope difference >= {abs(SWT_slope - NSWT_slope):.2f}: {p_value_diff:.4e}\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "And this Monte-Carlo simulation shows that the probability of obtaining the combination of observed slopes at random is very slim (p-value << 0.001). \n", + "\n", + "So we can consider that this combination is specific to our dataset.\n", + "\n", + "\n", + "We can probably obtain better fits using Mandelbrot's law (see after)" ] }, { @@ -834,7 +1170,7 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 21, "metadata": {}, "outputs": [ { @@ -868,7 +1204,7 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 22, "metadata": {}, "outputs": [ { @@ -973,7 +1309,7 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 23, "metadata": {}, "outputs": [ { @@ -1009,14 +1345,14 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 24, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - "100%|██████████| 11575/11575 [00:04<00:00, 2534.04it/s]\n" + "100%|██████████| 11575/11575 [00:02<00:00, 5410.95it/s]\n" ] } ], @@ -1041,7 +1377,7 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 25, "metadata": {}, "outputs": [ { @@ -1090,7 +1426,7 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 26, "metadata": {}, "outputs": [ { @@ -1137,7 +1473,7 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 27, "metadata": {}, "outputs": [ { @@ -1184,7 +1520,7 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": 28, "metadata": {}, "outputs": [ { @@ -1216,7 +1552,7 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": 29, "metadata": {}, "outputs": [ { @@ -1269,7 +1605,7 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": 30, "metadata": {}, "outputs": [ { @@ -1284,7 +1620,7 @@ "Name: is_SW, dtype: float64" ] }, - "execution_count": 27, + "execution_count": 30, "metadata": {}, "output_type": "execute_result" } @@ -1311,7 +1647,7 @@ }, { "cell_type": "code", - "execution_count": 28, + "execution_count": 31, "metadata": {}, "outputs": [ { @@ -1342,14 +1678,14 @@ }, { "cell_type": "code", - "execution_count": 29, + "execution_count": 32, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - "/tmp/ipykernel_2272100/1120395603.py:23: UserWarning: FixedFormatter should only be used together with FixedLocator\n", + "/tmp/ipykernel_84397/1120395603.py:23: UserWarning: FixedFormatter should only be used together with FixedLocator\n", " axs_beacon.set_xticklabels([\"Before\", \"Activation\", \"Activated\", \"Deactivation\", \"After\"])\n" ] }, @@ -1406,7 +1742,7 @@ }, { "cell_type": "code", - "execution_count": 30, + "execution_count": 33, "metadata": {}, "outputs": [ { @@ -1421,7 +1757,7 @@ "Name: is_SW, dtype: float64" ] }, - "execution_count": 30, + "execution_count": 33, "metadata": {}, "output_type": "execute_result" } @@ -1453,7 +1789,7 @@ }, { "cell_type": "code", - "execution_count": 31, + "execution_count": 34, "metadata": {}, "outputs": [ { @@ -1475,7 +1811,7 @@ }, { "cell_type": "code", - "execution_count": 32, + "execution_count": 35, "metadata": {}, "outputs": [ { @@ -1528,7 +1864,7 @@ }, { "cell_type": "code", - "execution_count": 33, + "execution_count": 36, "metadata": {}, "outputs": [ { @@ -1540,7 +1876,7 @@ "Name: is_SW, dtype: float64" ] }, - "execution_count": 33, + "execution_count": 36, "metadata": {}, "output_type": "execute_result" } @@ -1567,12 +1903,12 @@ }, { "cell_type": "code", - "execution_count": 34, + "execution_count": 37, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", + "image/png": 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"text/plain": [ "<Figure size 640x480 with 1 Axes>" ] @@ -1636,14 +1972,14 @@ }, { "cell_type": "code", - "execution_count": 35, + "execution_count": 38, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - "/tmp/ipykernel_2272100/3172432998.py:31: UserWarning: FixedFormatter should only be used together with FixedLocator\n", + "/tmp/ipykernel_84397/3172432998.py:31: UserWarning: FixedFormatter should only be used together with FixedLocator\n", " interaction_axs.set_xticklabels([\"Before\", \"Activation\", \"Activated\", \"Deactivation\", \"After\"])\n" ] }, @@ -1713,7 +2049,7 @@ }, { "cell_type": "code", - "execution_count": 36, + "execution_count": 39, "metadata": {}, "outputs": [ { @@ -1758,7 +2094,7 @@ }, { "cell_type": "code", - "execution_count": 37, + "execution_count": 40, "metadata": {}, "outputs": [ { diff --git a/WCT_analysis_utils.py b/WCT_analysis_utils.py index 1a06d7f90f333fc1347704fe9b3de84afdc36aa7..d1b8425a77aa58b0512207bff1b8e08862ec6a0b 100644 --- a/WCT_analysis_utils.py +++ b/WCT_analysis_utils.py @@ -7,11 +7,14 @@ import numpy as np import pandas as pd from tqdm import tqdm from datetime import datetime +import scipy.optimize as optimize from scipy.interpolate import interp1d import seaborn as sns import matplotlib.pyplot as plt from matplotlib.lines import Line2D +from matplotlib.patches import Ellipse +import matplotlib.transforms as transforms from scipy import stats from scikit_posthocs import posthoc_dunn @@ -650,6 +653,95 @@ def get_umap(dtw_matrix, save_to, min_dist=0.1, n_neighbors=100, verbose=True): if verbose: print(f"\tSuccessfully saved the umap results to {save_to}.") +def confidence_ellipse(x, y, ax, n_std=2.0, **kwargs): + """ + Create a plot of the covariance confidence ellipse of *x* and *y*. + + Parameters + ---------- + x, y : array-like, shape (n, ) + Input data. + ax : matplotlib.axes.Axes + The axes object to draw the ellipse into. + n_std : float + The number of standard deviations to determine the ellipse's radiuses. + **kwargs + Forwarded to `~matplotlib.patches.Ellipse` + """ + if x.size != y.size: + raise ValueError("x and y must be the same size") + + cov = np.cov(x, y) + pearson = cov[0, 1]/np.sqrt(cov[0, 0] * cov[1, 1]) + + # Using a special case to obtain the eigenvalues of this + # two-dimensional dataset. + ell_radius_x = np.sqrt(1 + pearson) + ell_radius_y = np.sqrt(1 - pearson) + ellipse = Ellipse((0, 0), width=ell_radius_x * 2, height=ell_radius_y * 2, + **kwargs) + + # Calculating the standard deviation of x from + # the squareroot of the variance and multiplying + # with the given number of standard deviations. + scale_x = np.sqrt(cov[0, 0]) * n_std + scale_y = np.sqrt(cov[1, 1]) * n_std + + transf = transforms.Affine2D() \ + .rotate_deg(45) \ + .scale(scale_x, scale_y) \ + .translate(np.mean(x), np.mean(y)) + + ellipse.set_transform(transf + ax.transData) + return ax.add_patch(ellipse) + +def mandelbrot_zipf(rank, c, s, b): + """ + Mandelbrot-Zipf law: f = c / (rank + s)^b + c: normalization constant + s: parameter to adjust the tail of the distribution + b: exponent + """ + return c / (rank + s)**b + +def mandelbrot_law_fit(df): + """ + Analyze if the given sizes follow Mandelbrot's law. + + Parameters: + df (DataFrame): Rank and Frequency of each element + + Returns: + dict: Contains fitting parameters and goodness of fit metrics + """ + ranks = df["Rank"] + frequencies = df["Frequency"] + + # Perform non-linear least squares fitting + try: + # Initial guesses: c = max frequency, s = 1, b = 1 + popt, pcov = optimize.curve_fit(mandelbrot_zipf, ranks, frequencies, + p0=[max(frequencies), 1, 1], + bounds=([0, 0, 0], [np.inf, np.inf, 3])) + + # Calculate R-squared to assess goodness of fit + residuals = frequencies - mandelbrot_zipf(ranks, *popt) + ss_res = np.sum(residuals**2) + ss_tot = np.sum((frequencies - np.mean(frequencies))**2) + r_squared = 1 - (ss_res / ss_tot) + + return { + 'c': popt[0], # Normalization constant + 's': popt[1], # Adjustment parameter + 'b': popt[2], # Exponent + 'r_squared': r_squared, + 'is_fit_good': r_squared > 0.8 # Threshold for a good fit + } + + except Exception as e: + print(f"Error fitting Mandelbrot's law: {e}") + return None + #%%## Main ##### if __name__ == "__main__":