From 6c477f3d49469b1dda6b39fdb342b1261349721f Mon Sep 17 00:00:00 2001 From: Matthew Gaughan Date: Tue, 1 Jul 2025 15:58:05 -0700 Subject: [PATCH] updating with c3 viz for dependency depth --- .sh_history | 3 + .../case3/041525_phab_comments.ipynb | 4 +- .../case3/070125_c3_community_depth_fig.png | Bin 0 -> 73104 bytes phab_analysis/case3/c3-resolved-phab.ipynb | 70 ++++++++---------- phab_analysis/m2-viz-coreference.R | 23 ++++++ 5 files changed, 59 insertions(+), 41 deletions(-) create mode 100644 phab_analysis/case3/070125_c3_community_depth_fig.png create mode 100644 phab_analysis/m2-viz-coreference.R diff --git a/.sh_history b/.sh_history index 2601cb3..656e8b0 100644 --- a/.sh_history +++ b/.sh_history @@ -181,3 +181,6 @@ ls cd case3 ls rm 062725_c3_title_cleaned.csv +ls +ls ../case2 +ls ../case1 diff --git a/phab_analysis/case3/041525_phab_comments.ipynb b/phab_analysis/case3/041525_phab_comments.ipynb index e843832..fc0b4fb 100644 --- a/phab_analysis/case3/041525_phab_comments.ipynb +++ b/phab_analysis/case3/041525_phab_comments.ipynb @@ -18,7 +18,7 @@ "metadata": {}, "outputs": [], "source": [ - "phab_path = \"/mmfs1/gscratch/comdata/users/mjilg/mw-repo-lifecycles/case3/0422_http_phab_comments.csv\"\n", + "phab_path = \"/mmfs1/gscratch/comdata/users/mjilg/mw-repo-lifecycles/case3/050825_coref-rel-final.csv\"\n", "phab_df = pd.read_csv(phab_path)" ] }, @@ -1004,7 +1004,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.11.11" + "version": "3.13.5" } }, "nbformat": 4, diff --git a/phab_analysis/case3/070125_c3_community_depth_fig.png b/phab_analysis/case3/070125_c3_community_depth_fig.png new file mode 100644 index 0000000000000000000000000000000000000000..f26807cafe336b0da3ff712ab67370c9b684ec68 GIT binary patch literal 73104 zcmcG$2{@MP`!)O!DauSLLnO+aiVRUwQc_Ch%nBI_88THA5kiRug%lxk5+SpYBoWFG z8c>F0=37_8Z`j}e8;;|BU&pq0Tb}2+@9VnG^IYdz>%1==)Kptezlxqhp)6P5qk4!! 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- "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" + "ename": "NameError", + "evalue": "name 'affective_comment_phab_df' is not defined", + "output_type": "error", + "traceback": [ + "\u001b[31m---------------------------------------------------------------------------\u001b[39m", + "\u001b[31mNameError\u001b[39m Traceback (most recent call last)", + "\u001b[36mCell\u001b[39m\u001b[36m \u001b[39m\u001b[32mIn[18]\u001b[39m\u001b[32m, line 1\u001b[39m\n\u001b[32m----> \u001b[39m\u001b[32m1\u001b[39m plot2 = sns.lmplot(data=\u001b[43maffective_comment_phab_df\u001b[49m, x=\u001b[33m\"\u001b[39m\u001b[33mspeakers_comment\u001b[39m\u001b[33m\"\u001b[39m, y=\u001b[33m\"\u001b[39m\u001b[33mpolarized_wc\u001b[39m\u001b[33m\"\u001b[39m, hue=\u001b[33m\"\u001b[39m\u001b[33mdate_group\u001b[39m\u001b[33m\"\u001b[39m, col=\u001b[33m\"\u001b[39m\u001b[33mmeta.affil\u001b[39m\u001b[33m\"\u001b[39m, scatter=\u001b[38;5;28;01mFalse\u001b[39;00m, legend=\u001b[38;5;28;01mFalse\u001b[39;00m, palette=palette)\n\u001b[32m 2\u001b[39m plot2.set_axis_labels(\u001b[33m\"\u001b[39m\u001b[33mIndex of Speaker\u001b[39m\u001b[33m'\u001b[39m\u001b[33ms Comment\u001b[39m\u001b[33m\"\u001b[39m, \u001b[33m\"\u001b[39m\u001b[33mCount of Polarized Words\u001b[39m\u001b[33m\"\u001b[39m)\n\u001b[32m 3\u001b[39m plot2.set_titles(col_template=\u001b[33m\"\u001b[39m\u001b[33mWMF Affiliation: \u001b[39m\u001b[38;5;132;01m{col_name}\u001b[39;00m\u001b[33m\"\u001b[39m)\n", + "\u001b[31mNameError\u001b[39m: name 'affective_comment_phab_df' is not defined" + ] } ], "source": [ @@ -415,7 +406,7 @@ }, { "cell_type": "code", - "execution_count": 36, + "execution_count": 19, "id": "2274795e-c64d-43e4-b0f5-a19b5b8ba2c8", "metadata": {}, "outputs": [ @@ -607,7 +598,7 @@ "[1708749 rows x 8 columns]" ] }, - "execution_count": 36, + "execution_count": 19, "metadata": {}, "output_type": "execute_result" } @@ -618,7 +609,7 @@ }, { "cell_type": "code", - "execution_count": 47, + "execution_count": 24, "id": "d2d67d38-f005-4c94-be3c-39eb6b22686f", "metadata": {}, "outputs": [ @@ -626,33 +617,33 @@ "name": "stderr", "output_type": "stream", "text": [ - "/tmp/ipykernel_40267/3864244444.py:8: UserWarning: This pattern is interpreted as a regular expression, and has match groups. To actually get the groups, use str.extract.\n", + "/tmp/ipykernel_23724/3163066381.py:9: UserWarning: This pattern is interpreted as a regular expression, and has match groups. To actually get the groups, use str.extract.\n", " filtered_dependencies = dependency_relations_df[dependency_relations_df['token'].str.contains(pattern, regex=True)]\n", - "/tmp/ipykernel_40267/3864244444.py:9: UserWarning: This pattern is interpreted as a regular expression, and has match groups. To actually get the groups, use str.extract.\n", + "/tmp/ipykernel_23724/3163066381.py:10: UserWarning: This pattern is interpreted as a regular expression, and has match groups. To actually get the groups, use str.extract.\n", " resolved_filtered_dependencies = resolved_dependency_relations_df[resolved_dependency_relations_df['token'].str.contains(pattern, regex=True)]\n", - "/tmp/ipykernel_40267/3864244444.py:24: SettingWithCopyWarning: \n", + "/tmp/ipykernel_23724/3163066381.py:25: SettingWithCopyWarning: \n", "A value is trying to be set on a copy of a slice from a DataFrame.\n", "Try using .loc[row_indexer,col_indexer] = value instead\n", "\n", "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", " filtered_dependencies['timestamp'] = pd.to_datetime(filtered_dependencies['timestamp'], utc=True)\n", - "/tmp/ipykernel_40267/3864244444.py:25: UserWarning: Converting to PeriodArray/Index representation will drop timezone information.\n", + "/tmp/ipykernel_23724/3163066381.py:26: UserWarning: Converting to PeriodArray/Index representation will drop timezone information.\n", " filtered_dependencies['week'] = filtered_dependencies['timestamp'].dt.to_period('W').dt.start_time\n", - "/tmp/ipykernel_40267/3864244444.py:25: SettingWithCopyWarning: \n", + "/tmp/ipykernel_23724/3163066381.py:26: SettingWithCopyWarning: \n", "A value is trying to be set on a copy of a slice from a DataFrame.\n", "Try using .loc[row_indexer,col_indexer] = value instead\n", "\n", "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", " filtered_dependencies['week'] = filtered_dependencies['timestamp'].dt.to_period('W').dt.start_time\n", - "/tmp/ipykernel_40267/3864244444.py:46: SettingWithCopyWarning: \n", + "/tmp/ipykernel_23724/3163066381.py:47: SettingWithCopyWarning: \n", "A value is trying to be set on a copy of a slice from a DataFrame.\n", "Try using .loc[row_indexer,col_indexer] = value instead\n", "\n", "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", " resolved_filtered_dependencies['timestamp'] = pd.to_datetime(resolved_filtered_dependencies['timestamp'], utc=True)\n", - "/tmp/ipykernel_40267/3864244444.py:47: UserWarning: Converting to PeriodArray/Index representation will drop timezone information.\n", + "/tmp/ipykernel_23724/3163066381.py:48: UserWarning: Converting to PeriodArray/Index representation will drop timezone information.\n", " resolved_filtered_dependencies['week'] = resolved_filtered_dependencies['timestamp'].dt.to_period('W').dt.start_time\n", - "/tmp/ipykernel_40267/3864244444.py:47: SettingWithCopyWarning: \n", + "/tmp/ipykernel_23724/3163066381.py:48: SettingWithCopyWarning: \n", "A value is trying to be set on a copy of a slice from a DataFrame.\n", "Try using .loc[row_indexer,col_indexer] = value instead\n", "\n", @@ -662,7 +653,7 @@ }, { "data": { - "image/png": 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", + "image/png": 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du1ZUqlRJNG7c2DLmMjIyClxutWrVRNeuXa3KDAaDCAsLE6GhoVblw4YNE15eXuLFF18US5cuFRMnThT+/v7i4YcfFrm5uZb54uLiRFxcnOX/UvvrzJkzhVKpFElJSVbrPXDggM25QZUqVcSIESPEhx9+KBYsWCAeeeQRm3EnhLT+f/LkSdG/f39LW0nZboMHDxb+/v425U8//bQAIM6fP2+Zz9fXV8TExIihQ4eKjz/+WPTu3VsAEB999JHVdx2pU4MGDUSlSpXEzJkzxbx580S1atWEn5+fOHXqlGU+83Gyfv36okePHuKjjz4SS5YssZp2v+nTpwsAolWrVuLdd98VixYtEgMGDBATJ060zNOzZ0/Rp08f8e6774qPP/5YPPvsswKAGD9+vGWewvb7UvqxEP+d29SvX19Ur15dzJ07V7z//vuWY+uDzONqzZo1BbbZ/aScjwnx3zlF48aNRZcuXcSSJUvE888/LwCI119/XbRp00YMGDBAfPTRR6Jbt24CgFi9erVNPRo3bizq168vFixYIN58803h4+MjWrRoISZPnixatWolFi9eLEaPHi0UCoUYMmSIVaxr1qwRCoVCdOnSRXzwwQdi3rx5IioqSpQrV87qXEdKX8vIyBAff/yxACCefvppS/ucPHlSCCFEq1athFarFW+++ab49NNPxZw5c0SHDh3EgQMHJG1XInfCpBSRi9HpdAKAzY8Ze5KSkgQAy6dKlSpi06ZNNvPJlZQSQohGjRqJ8uXLW/7/wgsviPDwcKsfV0II0a9fP6HVai3JJvOyK1euLNLS0izzmX/QLFq0yFLWtWvXfOM1L6NevXoiJyfHUr5o0SIBwOpkMD89e/YUPj4+4vLly5ayf/75RwQGBop27dpZyswnMe+++26hy7PH0XZNTEwUAMSwYcOsysePHy8AiL1791rKqlWrJgCIw4cPW8q+/fZbAUD4+flZnTguW7bMJsliTn7NmTPHUnb37l3h5+cnFAqF2Lhxo6X8/PnzNj8iHU1KPfijNSUlRajVavHaa69ZyvJLBhXUF8x1/frrr63KGzZsaPVjrCgKSko9eMKdk5MjwsLCRO/evQtdnslksnw/NDRU9O/fXyxZsiTfk3tHx5OUsVDQNly7dq1QKpXixx9/tCpfunSpACAOHTpkKQMgfHx8xKVLlyxlJ0+eFADEBx98YCkbNGiQUCqV4tdff813OwhxL2nk7+8v/vjjD6vpb7zxhlCpVOL69es2372fvaTUjh07rPYpV69eFSqVSrz99ttW8506dUp4eXlZlZvbaf78+ZaynJwc0bhxYxESEmL54V8S265nz57C19fXql+cPXtWqFQqq7FWlPrY67efffaZACAWLFhgsz3N7XbhwgUBQHz88cdW05966ikRFRVlmc+ewpJS1atXt/Rx87pr1aolOnfubLV8vV4voqOjxWOPPWYpkzp2evToUWj/KcjChQsFALFu3TpLWW5urmjZsqUICAiwOq7ll2gqSLVq1cTjjz8ubt26JW7duiVOnTpl+dE9cuRIy3w//vijACDWr19v9f1vvvnGpvzBpJTU/mpu4/v7pRBCjBgxQgQEBFi1zf3/Nm+LBg0aiEcffdSqXGr/f/fdd22OHYUxJ6XM2+3SpUtizpw5QqFQiIYNG1rNB0DMnDnT6vvmhP79HKkTAHHs2DFL2bVr14Svr694+umnLWXm42T//v1t4n/wGHrx4kWhVCrF008/bfUHJCGETd9/0PDhw4VGoxHZ2dmWsoL2+1L7sfk8KCgoSKSkpNgs50Fjx44VAMSJEyfsziuE9PMx8znFg/uAli1bCoVCIV5++WVLWV5enqhSpYpV3zfXIzg4WKSmplrKJ02aZEmY3v/Hov79+wsfHx/LtkxPTxflypUTL774olX8ycnJQqvVWpVL7Wv57QOFuHcOJse5J5G74O17RC7GfItCYGCgQ9+rUKECvv/+e3z11VeYOXMmKlWqhIyMDJv5zG8ek0NAQADS09MBAEIIbNu2Dd27d4cQArdv37Z8OnfuDJ1Oh99++83q+4MGDbKq5zPPPIPw8HD873//kxzDkCFDrJ5p0LZtWwDAn3/+WeB3jEYjvvvuO/Ts2RPVq1e3lIeHh2PAgAH46aefLO0gF0fb1bwNxo0bZ1VufgDug8+eql+/Plq2bGn5f/PmzQEAjz76KKpWrWpTnt/2GTZsmOXf5cqVQ506deDv748+ffpYyuvUqYNy5coVun3tqV+/vqWdgHu3p9SpU6fIy+zUqRMiIiKwfv16S9np06fx+++/F/qcmuIICAiwWraPjw8eeeQRu3VQKBT49ttvMXv2bJQvXx6ff/45Ro4ciWrVqqFv376W222LMp6KMhbMtmzZgnr16qFu3bpW6zK/yGDfvn1W83fq1Ak1atSw/L9hw4YICgqyrMtkMmHnzp3o3r17vm+rNN+qsmXLFrRt2xbly5e3Wm+nTp1gNBptboFxlPn17+b91Pbt22EymdCnTx+r9YWFhaFWrVo29fTy8rK6Fc3HxwfDhw9HSkoKjh8/XiLbzmg04ttvv0XPnj2txm69evXQuXNnq2U5Wh8p/Xbbtm2oVKkS/u///s9me5rbrXbt2mjevLnVmPv333/x9ddfY+DAgbK83n7w4MHw8/Oz/D8xMREXL17EgAEDcOfOHUtdMzMz0bFjRxw8eBAmk8mhsVOuXDn8/fff+PXXXx2K7X//+x/CwsLQv39/S5m3tzdGjx6NjIwMHDhwoMj1/u677xAcHIzg4GDExsZi7dq1GDJkCN59913LPFu2bIFWq8Vjjz1mVb+mTZsiICDApt3vJ7W/1q5dG40bN8amTZss3zUajdi6dSu6d+9u1Tb3//vu3bvQ6XRo27atzT4KsN//iyozM9Oy3WrWrInJkyejZcuW2LFjh828L7/8stX/27Zta7N+R+rUsmVLNG3a1PL/qlWrokePHvj2229tbgt8cN352blzJ0wmE9566y2b56jdP7bujzE9PR23b99G27ZtodfrJb3J1dF+3Lt3b8vtZoVx5HynKOdjL7zwgtV2aN68OYQQeOGFFyxlKpUKzZo1y7dfPfvss9BqtVbfB4DnnnvO6tlezZs3R25uLm7cuAEA+P7775Gamor+/ftbjR2VSoXmzZvnO+6k9LX8+Pn5wcfHB/v375d0Sy6Ru3Ovp+oRlQFBQUEA/vsRJZWPjw86deoEAOjWrRs6duyI1q1bIyQkBN26dZM9TuDem5PMJx23bt1Camoqli9fXuDb41JSUqz+X6tWLav/KxQK1KxZ06Gk2f0/2gCgfPnyAFDoQfzWrVvQ6/WoU6eOzbR69erBZDLhr7/+QkxMjOQ47HG0Xa9duwalUmn1pioACAsLQ7ly5XDt2jWr8ge3g/mEKzIyMt/yB7ePr6+vzcmmVqtFlSpVbH5garXaYp0kPRgrcK/dirpMpVKJgQMH4uOPP4Zer4dGo8H69evh6+uLZ599tshxFia/7VK+fHn8/vvvdr+rVqsxZcoUTJkyBUlJSThw4AAWLVqEzZs3w9vbG+vWrSvSeCrKWDC7ePEizp07V+APDnvrMq/PvK5bt24hLS0NDRo0sLve33//XfJ6HWVOzJv3UxcvXoQQwmbfY/bgW/oiIiJs3l5au3ZtAPcS/C1atCiRbZeVlZVvjHXq1LFK2jtaHyn99vLly6hTp47dBy8PGjQIo0aNwrVr11CtWjVs2bIFBoMBzz//fKHfkyo6Otrq/xcvXgRwL1lVEJ1OB4PBIHnsTJw4EXv27MEjjzyCmjVr4vHHH8eAAQPyfebb/a5du4ZatWrZJAzq1atnmV5UzZs3x+zZs2E0GnH69GnMnj0bd+/etUo4X7x4ETqdDiEhIYXWLz+O9Ne+ffti8uTJuHHjBipXroz9+/cjJSUFffv2tfrOrl27MHv2bCQmJlo9lyq/5KTc+38zX19ffPXVVwBgeX5dfm92y+9Yl9/6HalTfuOvdu3a0Ov1uHXrFsLCwizlD/br/Fy+fBlKpdLuA/LPnDmDN998E3v37rVJ3Dz4HL38ONqPpcQOOHa+U5TzMUfOd/LrV0U9XzLvgwp667S53mZS+1p+1Go15s2bh9deew2hoaFo0aIFunXrhkGDBln1JyJPwaQUkYsJCgpCREQETp8+XazltGrVCuHh4Vi/fn2JJKUMBgP++OMPy49O80OJn3vuuQJ/NNz/1iW5qFSqfMvFfQ+3dAVFbVepVxwUtB2kbp/ifL+gGB/8C7GjMTli0KBBePfdd7Fz5070798fGzZsQLdu3az+GionueoQHh6Ofv36oXfv3oiJicHmzZuxatWqIo2n4sRkMpkQGxuLBQsW5Dv9wZN1uepvMpnw2GOP4fXXX893ujkBVFTm8WZO7ppMJigUCnz99df51sF8ZZUjSmvbmdftSH3kXHe/fv0wduxYrF+/HpMnT8a6devQrFmzfH9cFsX9V4EA/x1j3n33XTRu3Djf7wQEBODOnTsApI2devXq4cKFC9i1axe++eYbbNu2DR999BHeeusty2vana1SpUqWPzB17twZdevWRbdu3bBo0SLLlbMmkwkhISFWV6rdr7CrWRzpr3379sWkSZOwZcsWjBkzBps3b4ZWq0WXLl0s8/z444946qmn0K5dO3z00UcIDw+Ht7c3Vq5cme8D40vqmK1SqSzbzd589jhaJ0c82K+LKjU1FXFxcQgKCsLMmTNRo0YN+Pr64rfffsPEiROL9aKIgkiNvW7dugDuvSSloLFaHI6cr+TXr4p6vmPepmvXrs03MfRgIl9KXyvMmDFj0L17d+zcuRPffvstpk6dioSEBOzduxdNmjQp1rKJXA2TUkQuqFu3bli+fDmOHDlidUuWo7KzsyX9tawotm7diqysLMvtJMHBwQgMDITRaJR0Ygj891cnMyEELl26ZPVjW47bQB4UHBwMjUaDCxcu2Ew7f/48lEqlzQ9JOTjSrtWqVYPJZMLFixctf7UEgJs3byI1NdXyVkBXYL4iJzU1FeXKlbOUF+dqgfwU1hcaNGiAJk2aYP369ahSpQquX7+ODz74QNb1lyRvb280bNgQFy9exO3bt4s0nqQoaBvWqFEDJ0+eRMeOHWUZc8HBwQgKCrKbhK1RowYyMjJkraOZ0WjEhg0boNFoLG+5qlGjBoQQiI6OlpTw+ueffyyvbTf7448/APz3htOS2HZ+fn42+0cANvssR+sjRY0aNfDzzz/DYDDYXGl1vwoVKqBr165Yv349Bg4ciEOHDmHhwoWyxFBQXMC9BH9h/cXRsePv74++ffuib9++yM3NRa9evfD2229j0qRJ8PX1zfc71apVw++//w6TyWR1lYn5lik5989du3ZFXFwc5syZg+HDh8Pf3x81atTAnj170Lp1a4eTHI701+joaDzyyCPYtGkTRo0ahe3bt6Nnz55Qq9WWebZt2wZfX198++23VuUrV650rKL3KYnjviMcrVN+Y/WPP/6ARqORdLvbg2rUqAGTyYSzZ88WmNTZv38/7ty5g+3bt6Ndu3aW8itXrtjMW9D2LKl+/MQTT0ClUmHdunV2r5wsrfOxojDvg0JCQmQ7Ztnr6zVq1MBrr72G1157DRcvXkTjxo0xf/58rFu3Tpb1E7kKPlOKyAW9/vrr8Pf3x7Bhw3Dz5k2b6ZcvX8aiRYsA3HuOgl6vt5ln27ZtuHv3rs3zXC5fvmzzamlHnTx5EmPGjEH58uUxcuRIAPf+ItS7d29s27Yt3x+it27dsilbs2aN1eXdW7duRVJSEp544glLmb+/v+yJNZVKhccffxxffPGF1a2CN2/exIYNG9CmTRuby7Dl4Ei7PvnkkwBg8yPP/Nftrl27yh5fUZlP1O5//k9mZqbNa6WLy15feP755/Hdd99h4cKFqFixolU/chUXL17E9evXbcpTU1Nx5MgRlC9fHsHBwUUaT1IUtA379OmDGzdu4JNPPrGZlpWVhczMTIfWo1Qq0bNnT3z11Vc4duyYzXTzX5779OmDI0eO4Ntvv7WZJzU1FXl5eQ6t18xoNGL06NE4d+4cRo8ebRnPvXr1gkqlwowZM2z+gi6EsFxlY5aXl4dly5ZZ/p+bm4tly5YhODjY8gwZubedSqVC586dsXPnTqu+cu7cOZvt5Gh9pOjduzdu376NDz/80Gbag+t4/vnncfbsWUyYMAEqlQr9+vVzeH1SNW3aFDVq1MB7772X7/MSzWPCkbHz4Pbx8fFB/fr1IYSAwWAoMJYnn3wSycnJVs9bysvLwwcffICAgADExcU5XL/CTJw4EXfu3LH0sT59+sBoNGLWrFk28+bl5VmeTZcfR/tr3759cfToUXz22We4ffu2za17KpUKCoXC6srYq1evYufOnQ7U0Jo5CVxYPUqSo3U6cuSI1bOm/vrrL3zxxRd4/PHHi3S1TM+ePaFUKjFz5kybK57MY9C83PvHZG5uLj766COb5RW03y+pfhwZGYkXX3wR3333Xb5/HDKZTJg/fz7+/vvvUjsfK4rOnTsjKCgIc+bMyXf/UJTjskajAWDb1/V6PbKzs63KatSogcDAQKvbSYk8Ba+UInJBNWrUwIYNG9C3b1/Uq1cPgwYNQoMGDZCbm4vDhw9jy5YtiI+PB3DvR26nTp3Qt29f1K1bF0qlEseOHcO6desQFRWFV1991WrZHTt2BADJz2368ccfkZ2dDaPRiDt37uDQoUP48ssvodVqsWPHDqtLmOfOnYt9+/ahefPmePHFF1G/fn38+++/+O2337Bnzx78+++/VsuuUKEC2rRpgyFDhuDmzZtYuHAhatasiRdffNEyT9OmTbFp0yaMGzcODz/8MAICAtC9e/cibFVrs2fPxvfff482bdpgxIgR8PLywrJly5CTk4N33nmn2MvPjyPt2qhRIwwePBjLly+3XKb/yy+/YPXq1ejZsyc6dOhQIjEWxeOPP46qVavihRdesPw4/eyzzxAcHJxvAqao7PWFAQMG4PXXX8eOHTvwyiuvFHqVR2k5efIkBgwYgCeeeAJt27ZFhQoVcOPGDaxevRr//PMPFi5caPmx4eh4kqKgbfj8889j8+bNePnll7Fv3z60bt0aRqMR58+fx+bNm/Htt9/m+8DywsyZMwffffcd4uLi8NJLL6FevXpISkrCli1b8NNPP6FcuXKYMGECvvzyS3Tr1g3x8fFo2rQpMjMzcerUKWzduhVXr15FpUqVCl2PTqez/NVYr9fj0qVL2L59Oy5fvox+/fpZ/XCvUaMGZs+ejUmTJuHq1avo2bMnAgMDceXKFezYsQMvvfQSxo8fb5k/IiIC8+bNw9WrV1G7dm1s2rQJiYmJWL58uaV/lcS2mzFjBr755hu0bdsWI0aMsPxQjImJsXr+k6P1kWLQoEFYs2YNxo0bh19++QVt27ZFZmYm9uzZgxEjRqBHjx6Webt27YqKFStiy5YteOKJJwp8xpEclEolPv30UzzxxBOIiYnBkCFDULlyZdy4cQP79u1DUFCQ5ZlCUsfO448/jrCwMLRu3RqhoaE4d+4cPvzwQ3Tt2rXQhzS/9NJLWLZsGeLj43H8+HFERUVh69atlqvFHH1RiT1PPPEEGjRogAULFmDkyJGIi4vD8OHDkZCQgMTERDz++OPw9vbGxYsXsWXLFixatAjPPPNMvstytL/26dMH48ePx/jx41GhQgWbK0S6du2KBQsWoEuXLhgwYABSUlKwZMkS1KxZU9Iz9vJjTvhOmTIF/fr1g7e3N7p3727zfLeS4midGjRogM6dO2P06NFQq9WWxFBRbwGtWbMmpkyZglmzZqFt27bo1asX1Go1fv31V0RERCAhIQGtWrVC+fLlMXjwYIwePRoKhQJr167N93a1gvb7JdmP58+fj8uXL2P06NHYvn07unXrhvLly+P69evYsmULzp8/b0lil8b5WFEEBQXh448/xvPPP4+HHnoI/fr1s5zn7N69G61bt843mV8YPz8/1K9fH5s2bULt2rVRoUIFNGjQAHl5eejYsSP69OmD+vXrw8vLCzt27MDNmzdLNPlPVGpK+vV+RFR0f/zxh3jxxRdFVFSU8PHxEYGBgaJ169bigw8+sLyi9tatW+Kll14SdevWFf7+/sLHx0fUqlVLjBkzRty6dctmmdWqVcv31cAPMr+W2/zx9vYWwcHBol27duLtt98u8LXAN2/eFCNHjhSRkZHC29tbhIWFiY4dO4rly5fbLPvzzz8XkyZNEiEhIcLPz0907drV6hXoQgiRkZEhBgwYIMqVKycAWGI3L2PLli1W85tf+bty5Uq7dfztt99E586dRUBAgNBoNKJDhw7i8OHD+S5PztfySmlXIYQwGAxixowZIjo6Wnh7e4vIyEgxadIkq3mEKPiV43jgNeIF1cf8Ou0HxcXF5fu69PzWd/z4cdG8eXPh4+MjqlatKhYsWGB5ffP9r/UuKNYHX1tubt99+/ZZygrqC/d78sknBQCbdiyq/OIoaLsMHjzY7ti6efOmmDt3roiLixPh4eHCy8tLlC9fXjz66KNi69at+c4vdTxJGQuFbcPc3Fwxb948ERMTI9RqtShfvrxo2rSpmDFjhtDpdJb58utXQtxr28GDB1uVXbt2TQwaNEgEBwcLtVotqlevLkaOHClycnIs86Snp4tJkyaJmjVrCh8fH1GpUiXRqlUr8d5774nc3NxCt2dcXJzVfiogIEDUqlVLPPfcc+K7774r8Hvbtm0Tbdq0Ef7+/sLf31/UrVtXjBw5Uly4cMFq2TExMeLYsWOiZcuWwtfXV1SrVk18+OGHNssriW134MAB0bRpU+Hj4yOqV68uli5davPq+KLU50H59Vu9Xi+mTJli2feEhYWJZ555xuqV7WYjRowQAMSGDRtsptmT3+vQC+rPZidOnBC9evUSFStWFGq1WlSrVk306dNH/PDDD1bzSRk7y5YtE+3atbMsq0aNGmLChAlWbVaQmzdviiFDhohKlSoJHx8fERsbm+9xp6B9Xn4Km3fVqlU243n58uWiadOmws/PTwQGBorY2Fjx+uuvi3/++ccyz4P7ViGk91ez1q1bCwBi2LBh+ca2YsUKUatWLaFWq0XdunXFypUr8+2rjvT/WbNmicqVKwulUmlzHHlQQccwqfPlF6ujdVq3bp1l/iZNmlgdM+5fR37nZQWN688++0w0adLE0kZxcXHi+++/t0w/dOiQaNGihfDz8xMRERHi9ddfF99++61Dx04p/bio50F5eXni008/FW3bthVarVZ4e3uLatWqiSFDhogTJ05YzSvlfMx8TvHrr7/mu/0e3LYPtndB9Shon1PQ+vbt2yc6d+4stFqt8PX1FTVq1BDx8fHi2LFjBa77wVjvd/jwYcu+3rw/vH37thg5cqTl3F6r1YrmzZuLzZs32yyTyBMohHCxpwETkcfbv38/OnTogC1bthT411yionj66adx6tQpXLp0qbRDITfXvn173L59u9gvnfB0Y8eOxYoVK5CcnGy5FYWIiIhIKj5TioiIPEJSUhJ2794t2yvpiahw2dnZWLduHXr37s2EFBERERUJnylFRERu7cqVKzh06BA+/fRTeHt7Y/jw4aUdEpFHS0lJwZ49e7B161bcuXPH5tmFRERERFIxKUVERG7twIEDGDJkCKpWrYrVq1dbPXyfiOR39uxZDBw4ECEhIVi8eHGBr60nIiIisofPlCIiIiIiIiIiIqfjM6WIiIiIiIiIiMjpmJQiIiIiIiIiIiKn8/hnSplMJvzzzz8IDAyEQqEo7XCIiIiIiIiIiDyaEALp6emIiIiAUlnw9VAen5T6559/EBkZWdphEBERERERERGVKX/99ReqVKlS4HSPT0oFBgYCuLchgoKCSjkaIiIiIiIiIiLPlpaWhsjISEtOpiAen5Qy37IXFBTEpBQRERERERERkZPYe4wSH3ROREREREREREROx6QUERERERERERE5HZNSRERERERERETkdB7/TCmpjEYjDAZDaYdB5Ba8vb2hUqlKOwwiIiIiIiJyY2U+KSWEQHJyMlJTU0s7FCK3Uq5cOYSFhdl9cB0RERERERFRfsp8UsqckAoJCYFGo+EPbCI7hBDQ6/VISUkBAISHh5dyREREREREROSOynRSymg0WhJSFStWLO1wiNyGn58fACAlJQUhISG8lY+IiIiIiIgcVqYfdG5+hpRGoynlSIjcj3nc8FlsREREREREVBSlmpQ6ePAgunfvjoiICCgUCuzcudMyzWAwYOLEiYiNjYW/vz8iIiIwaNAg/PPPP7LHwVv2iBzHcUNERM6UmZOHf3Q5uHw7C0m6HGTm5JV2SERERFRMpXr7XmZmJho1aoShQ4eiV69eVtP0ej1+++03TJ06FY0aNcLdu3fx6quv4qmnnsKxY8dKKWIiIiIicrY7mQasOJKM00l6S1lsuAZDW4ahor93KUZGRERExVGqV0o98cQTmD17Np5++mmbaVqtFt9//z369OmDOnXqoEWLFvjwww9x/PhxXL9+vRSiJbksX74ckZGRUCqVWLhwYb5l06dPR+PGjS3fiY+PR8+ePS3/b9++PcaMGePUuM32798PhUJRKm9svHr1KhQKBRITE52+biIiotKQmZNnk5ACgFNJenx2JJlXTBEREbkxt3qmlE6ng0KhQLly5QqcJycnB2lpaVYfT7J06VIEBgYiL++/E7CMjAx4e3ujffv2VvOakyeXL18GAERFRUGhUGDjxo02y42JiYFCocCqVassZeb57/9UqVKlWPGnpaVh1KhRmDhxIm7cuIGXXnop37Lx48fjhx9+KHA527dvx6xZsySvtzQTSUX1YCKOiIioLNJlG20SUmankvTQZRudHBERERHJxW2SUtnZ2Zg4cSL69++PoKCgAudLSEiAVqu1fCIjI50YZcnr0KEDMjIyrG5h/PHHHxEWFoaff/4Z2dnZlvJ9+/ahatWqqFGjhqUsMjISK1eutFrm0aNHkZycDH9/f5v1zZw5E0lJSZbPiRMnihX/9evXYTAY0LVrV4SHh0Oj0eRbFhAQUOgbEStUqIDAwMBixUL/yc3NLe0QiIiI8pVlMBVrOhEREbkut0hKGQwG9OnTB0IIfPzxx4XOO2nSJOh0Osvnr7/+Kvn49JnISklG+vUryEq5CYM+s8TWVadOHYSHh2P//v2Wsv3796NHjx6Ijo7G0aNHrco7dOhg9f2BAwfiwIEDVtvls88+w8CBA+HlZfuIscDAQISFhVk+wcHBhcY3ceJE1K5dGxqNBtWrV8fUqVMtb2dbtWoVYmNjAQDVq1e3XJn1YNnVq1dtbt970IO3761duxbNmjWzxDtgwACkpKQAuHfLm3k7lC9fHgqFAvHx8QAAk8mEhIQEREdHw8/PD40aNcLWrVut1vW///0PtWvXhp+fHzp06ICrV68Wug0AYMGCBZaH9EdGRmLEiBHIyMiwTM+vfgsXLkRUVJRl+urVq/HFF19YrlK7v83//PNPdOjQARqNBo0aNcKRI0eslrVt2zbExMRArVYjKioK8+fPt5oeFRWFWbNmYdCgQQgKCsJLL72E3NxcjBo1CuHh4fD19UW1atWQkJBgt65EREQlyc+78NNVe9OJiIjIdbn8UdyckLp27Rq+//77Qq+SAgC1Wo2goCCrT0nKSb2LixtW4uR7s3Dmw/dw8r2ZuLRhJXJS75bYOjt06IB9+/ZZ/r9v3z60b98ecXFxlvKsrCz8/PPPNkmp0NBQdO7cGatXrwZw74HymzZtwtChQ2WJLTAwEKtWrcLZs2exaNEifPLJJ3j//fcBAH379sWePXsAAL/88guSkpLw7LPP2pQV5eo2g8GAWbNm4eTJk9i5cyeuXr1qSTxFRkZi27ZtAIALFy4gKSkJixYtAnDvyro1a9Zg6dKlOHPmDMaOHYvnnnsOBw4cAAD89ddf6NWrF7p3747ExEQMGzYMb7zxht14lEolFi9ejDNnzmD16tXYu3cvXn/9dcn1GT9+PPr06YMuXbpYrlJr1aqVZfqUKVMwfvx4JCYmonbt2ujfv7/lls7jx4+jT58+6NevH06dOoXp06dj6tSpVrdmAsB7772HRo0a4cSJE5g6dSoWL16ML7/8Eps3b8aFCxewfv16S5KMiIiotGh9VYgN1+Q7LTZcA62vyskRERERkVxK9e179pgTUhcvXsS+ffsKvZ2rNBj0mbi8dT3S/jhnVa774xz+3LoeNQcMgbfG9pa44urQoQPGjBmDvLw8ZGVl4cSJE4iLi4PBYMDSpUsBAEeOHEFOTo5NUgoAhg4ditdeew1TpkzB1q1bUaNGjQKvSpo4cSLefPNNy//nzJmD0aNHFxjb/fNGRUVh/Pjx2LhxI15//XX4+flZ2jA4OBhhYWEAkG+Zo+5PqlWvXh2LFy/Gww8/jIyMDAQEBKBChQoAgJCQEMszyXJycjBnzhzs2bMHLVu2tHz3p59+wrJlyxAXF4ePP/4YNWrUsFxpVKdOHZw6dQrz5s0rNJ77r+KKiorC7Nmz8fLLL+Ojjz6SVJ+AgAD4+fkhJycn320yfvx4dO3aFQAwY8YMxMTE4NKlS6hbty4WLFiAjh07YurUqQCA2rVr4+zZs3j33XctiToAePTRR/Haa69Z/n/9+nXUqlULbdq0gUKhQLVq1STFSkREVJL81V4Y2jIMnx1JxqkH3r73Qssw+Ktd+nSWiIiIClGqR/GMjAxcunTJ8v8rV64gMTERFSpUQHh4OJ555hn89ttv2LVrF4xGI5KTkwHce56Qj49PaYVtkZeRbpOQMtP9cQ55GeklkpRq3749MjMz8euvv+Lu3buoXbs2goODERcXhyFDhiA7Oxv79+9H9erVUbVqVZvvd+3aFcOHD8fBgwfx2WefFXqV1IQJE6wSGZUqVQIAvPzyy1i3bp2l3Hxr2qZNm7B48WJcvnwZGRkZyMvLK/Gr1YB7VwdNnz4dJ0+exN27d2Ey3Xu+xPXr11G/fv18v3Pp0iXo9Xo89thjVuW5ublo0qQJAODcuXNo3ry51XRzAqswe/bsQUJCAs6fP4+0tDTk5eUhOzsber0eGk3+f+11RMOGDS3/Dg8PBwCkpKSgbt26OHfuHHr06GE1f+vWrbFw4UIYjUaoVPf+otysWTOreeLj4/HYY4+hTp066NKlC7p164bHH3+82LESEREVV0V/b4xoGw5dthFZBhP8vJXQ+qqYkCIiInJzpXokP3bsmNWVPOPGjQMADB48GNOnT8eXX34JADZX8ZhvVyttedlZdqZnFzq9qGrWrIkqVapg3759uHv3LuLi4gAAERERiIyMxOHDh7Fv3z48+uij+X7fy8sLzz//PKZNm4aff/4ZO3bsKHBdlSpVQs2aNW3KZ86cifHjx1uVHTlyBAMHDsSMGTPQuXNnaLVabNy40eZ5RnLLzMxE586d0blzZ6xfvx7BwcG4fv06OnfuXOgDvM2JtN27d6Ny5cpW09RqdZHjuXr1Krp164ZXXnkFb7/9NipUqICffvoJL7zwAnJzc6HRaKBUKiGEsPqe+dlbUnh7e1v+rVAoAMCSiJPqwQfbP/TQQ7hy5Qq+/vpr7NmzB3369EGnTp1snrFFRERUGvzVXkxCEREReZhSPbK3b9/e5of5/Qqb5gq8fP3sTPctsXV36NAB+/fvx927dzFhwgRLebt27fD111/jl19+wSuvvFLg94cOHYr33nsPffv2Rfny5R1ef0hICEJCQqzKDh8+jGrVqmHKlCmWsmvXrjm8bEedP38ed+7cwdy5cy3Po7r/7YQALFfWGY3/vTa6fv36UKvVuH79uiWx96B69epZkqNm9z9MPj/Hjx+HyWTC/PnzoVTee2zb5s2breYJDg5GcnIyhBCWpFJiYqJNzPfHK1W9evVw6NAhq7JDhw6hdu3alqukChIUFIS+ffuib9++eOaZZ9ClSxf8+++/ltsfiYiIiIiIiOTCPzcVg1dAILS160GXzy182tr14BUQWGLr7tChA0aOHAmDwWCVUImLi8OoUaOQm5ub7/OkzOrVq4fbt2/LciuZWa1atXD9+nVs3LgRDz/8MHbv3l3oVVhyqVq1Knx8fPDBBx/g5ZdfxunTpzFr1iyreapVqwaFQoFdu3bhySefhJ+fHwIDAzF+/HiMHTsWJpMJbdq0gU6nw6FDhxAUFITBgwfj5Zdfxvz58zFhwgQMGzYMx48ft3lg+INq1qwJg8GADz74AN27d8ehQ4csz/oya9++PW7duoV33nkHzzzzDL755ht8/fXXVrc6RkVF4dtvv8WFCxdQsWJFaLVaSdvjtddew8MPP4xZs2ahb9++OHLkCD788EO7z7NasGABwsPD0aRJEyiVSmzZsgVhYWGWZ3ARERERERERycnl377nyrw1/qj+zEBoa9ezKtfWrofqzwwskedJmXXo0AFZWVmoWbMmQkNDLeVxcXFIT09HnTp1LM8aKkjFihXh51f41V6OeOqppzB27FiMGjUKjRs3xuHDhy0P2y5JwcHBWLVqFbZs2YL69etj7ty5eO+996zmqVy5MmbMmIE33ngDoaGhGDVqFABg1qxZmDp1KhISElCvXj106dIFu3fvRnR0NIB7Ca9t27Zh586daNSoEZYuXYo5c+YUGk+jRo2wYMECzJs3Dw0aNMD69euRkJBgNU+9evXw0UcfYcmSJWjUqBF++eUXm9shX3zxRdSpUwfNmjVDcHCwzdVPBXnooYewefNmbNy4EQ0aNMBbb72FmTNnWj0bLD+BgYF455130KxZMzz88MO4evUq/ve//1mu9iIiIiIiIiKSk0K4+j1yxZSWlgatVgudTmfzwO3s7GxcuXIF0dHR8C3GrXYGfSbyMtKRl50NL19feAUElmhCisgVyDV+iIiIiIiIyLMUlou5H2/fk4G3xp9JKCIiIiIiIiIiB/C+HCIiIiIiIiIicjompYiIiIiIiIiIyOmYlCIiIiIiIiIiIqdjUoqIiIiIiIiIiJyOSSkiIiIiIiIiInI6JqWIiIiIiIiIiMjpmJQiIiIiIiIiIiKnY1KKiIiIiIiIiIicjkkpksXy5csRGRkJpVKJhQsX5ls2ffp0NG7c2PKd+Ph49OzZ0/L/9u3bY8yYMU6N22z//v1QKBRITU11+rqvXr0KhUKBxMREp6+biIiIiIiIqLQwKeWG4uPjoVAoMHfuXKvynTt3QqFQOD2etLQ0jBo1ChMnTsSNGzfw0ksv5Vs2fvx4/PDDDwUuZ/v27Zg1a5bk9ZZmIqmoHkzEEREREREREZVVTEq5KV9fX8ybNw93794t7VBw/fp1GAwGdO3aFeHh4dBoNPmWBQQEoGLFigUup0KFCggMDHRi5J4tNze3tEMgIiIiIiIiKhCTUjLIzMnDP7ocXL6dhSRdDjJz8kp8nZ06dUJYWBgSEhIKnW/btm2IiYmBWq1GVFQU5s+fbzU9KioKc+bMwdChQxEYGIiqVati+fLlVvNMnDgRtWvXhkajQfXq1TF16lQYDAYAwKpVqxAbGwsAqF69OhQKRb5lV69etbl970EP3r63du1aNGvWDIGBgQgLC8OAAQOQkpIC4N4tbx06dAAAlC9fHgqFAvHx8QAAk8mEhIQEREdHw8/PD40aNcLWrVut1vW///0PtWvXhp+fHzp06ICrV68Wuh0BYMGCBYiNjYW/vz8iIyMxYsQIZGRkWKbnV7+FCxciKirKMn316tX44osvoFAooFAosH//fsu8f/75Jzp06ACNRoNGjRrhyJEjVsuS0pazZs3CoEGDEBQUhJdeegm5ubkYNWoUwsPD4evri2rVqtntM0RERERERETOwKRUMd3JNGDJj0l448urmPH1dUz88io++jEJdzINJbpelUqFOXPm4IMPPsDff/+d7zzHjx9Hnz590K9fP5w6dQrTp0/H1KlTsWrVKqv55s+fj2bNmuHEiRMYMWIEXnnlFVy4cMEyPTAwEKtWrcLZs2exaNEifPLJJ3j//fcBAH379sWePXsAAL/88guSkpLw7LPP2pRFRkY6XEeDwYBZs2bh5MmT2LlzJ65evWpJPEVGRmLbtm0AgAsXLiApKQmLFi0CACQkJGDNmjVYunQpzpw5g7Fjx+K5557DgQMHAAB//fUXevXqhe7duyMxMRHDhg3DG2+8YTcepVKJxYsX48yZM1i9ejX27t2L119/XXJ9xo8fjz59+qBLly5ISkpCUlISWrVqZZk+ZcoUjB8/HomJiahduzb69++PvLx7CU6pbfnee++hUaNGOHHiBKZOnYrFixfjyy+/xObNm3HhwgWsX7/ekiQjIiIiIiIiKk1epR2AO8vMycOKI8k4naS3Kj+VpMdnR5Ixom04/NUlt4mffvppNG7cGNOmTcOKFStspi9YsAAdO3bE1KlTAQC1a9fG2bNn8e6771qSOwDw5JNPYsSIEQDuXRX1/vvvY9++fahTpw4A4M0337TMGxUVhfHjx2Pjxo14/fXX4efnZ7klLzg4GGFhYQCQb5mjhg4davl39erVsXjxYjz88MPIyMhAQEAAKlSoAAAICQlBuXLlAAA5OTmYM2cO9uzZg5YtW1q++9NPP2HZsmWIi4vDxx9/jBo1aliuNKpTpw5OnTqFefPmFRrP/VdxRUVFYfbs2Xj55Zfx0UcfSapPQEAA/Pz8kJOTk+82GT9+PLp27QoAmDFjBmJiYnDp0iXUrVtXcls++uijeO211yz/v379OmrVqoU2bdpAoVCgWrVqkmIlIiIiIiJyR6l6A9JzjNDnmqDxUSJQrUI5jXdph0UF4JVSxaDLNtokpMxOJemhyzaWeAzz5s3D6tWrce7cOZtp586dQ+vWra3KWrdujYsXL8Jo/C+2hg0bWv6tUCgQFhZmuU0OADZt2oTWrVsjLCwMAQEBePPNN3H9+vUSqI2148ePo3v37qhatSoCAwMRFxcHAIWu+9KlS9Dr9XjssccQEBBg+axZswaXL18GcG+7NG/e3Op75gRWYfbs2YOOHTuicuXKCAwMxPPPP487d+5Ar8+/Dzjq/nYIDw8HAEs7SG3LZs2aWc0THx+PxMRE1KlTB6NHj8Z3330nS6xERERERESuJiU9F8sOJWPKrmt4+7u/MGXXNSw7lIyUdD5v11UxKVUMWQZTsabLoV27dujcuTMmTZpU5GV4e1tnjRUKBUyme7EfOXIEAwcOxJNPPoldu3bhxIkTmDJlSok/RDszMxOdO3dGUFAQ1q9fj19//RU7duwAUPgDvM3PeNq9ezcSExMtn7Nnz9o8V8oRV69eRbdu3dCwYUNs27YNx48fx5IlS6ziUSqVEEJYfc/87C0p7m8H81sUze0glb+/v9X/H3roIVy5cgWzZs1CVlYW+vTpg2eeecahZRIREREREbm6VL0BK4/exJlk64sGziTrsfLoTaTqS/YRO1Q0vH2vGPy8C8/p2Zsul7lz56Jx48aW2+3M6tWrh0OHDlmVHTp0CLVr14ZKpZK07MOHD6NatWqYMmWKpezatWvFD9qO8+fP486dO5g7d67leVTHjh2zmsfHxwcArK4Uql+/PtRqNa5fv265supB9erVw5dffmlVdvTo0ULjOX78OEwmE+bPnw+l8l67bt682Wqe4OBgJCcnQwhhSSolJibaxHx/vFIVpy2DgoLQt29f9O3bF8888wy6dOmCf//913L7IxERERERkbtLzzHaJKTMziTrkZ5j5G18LohXShWD1leF2HBNvtNiwzXQ+kpL/BRXbGwsBg4ciMWLF1uVv/baa/jhhx8wa9Ys/PHHH1i9ejU+/PBDjB8/XvKya9WqhevXr2Pjxo24fPkyFi9ebLliqSRVrVoVPj4++OCDD/Dnn3/iyy+/xKxZs6zmqVatGhQKBXbt2oVbt24hIyMDgYGBGD9+PMaOHYvVq1fj8uXL+O233/DBBx9g9erVAICXX34ZFy9exIQJE3DhwgVs2LDB5oHhD6pZsyYMBoMlnrVr12Lp0qVW87Rv3x63bt3CO++8g8uXL2PJkiX4+uuvreaJiorC77//jgsXLuD27duSr6QqalsuWLAAn3/+Oc6fP48//vgDW7ZsQVhYmOUZXERERERERJ5An1v4XSb2plPpYFKqGPzVXhjaMswmMRUbrsELLcNK9CHnD5o5c6bNrV4PPfQQNm/ejI0bN6JBgwZ46623MHPmTKsHY9vz1FNPYezYsRg1ahQaN26Mw4cPWx62XZKCg4OxatUqbNmyBfXr18fcuXPx3nvvWc1TuXJlzJgxA2+88QZCQ0MxatQoAMCsWbMwdepUJCQkoF69eujSpQt2796N6OhoAPcSXtu2bcPOnTvRqFEjLF26FHPmzCk0nkaNGmHBggWYN28eGjRogPXr1yMhIcFqnnr16uGjjz7CkiVL0KhRI/zyyy82SaMXX3wRderUQbNmzRAcHGxz9VNBitqWgYGBeOedd9CsWTM8/PDDuHr1Kv73v/9ZrvYiIiIiIiLyBBqfwn/j2JtOpUMhHnwIjodJS0uDVquFTqdDUFCQ1bTs7GxcuXIF0dHR8PX1LfI6MnPyoMs2Istggp+3ElpflVMTUkSlQa7xQ0REREREVFypegOWHUrO9xa+mDANhrcO4+17TlRYLuZ+TBXKwF/thQitGjUq+SFCq2ZCioiIiIiIiMiJymm8MaRFKGLCrO9kignTYEiLUCakXBSzJ0RERERERETk9kICfTC8dRjSc4zQ55qg8VEiUK1iQsqFMSlFRERERERERB6hnMabSSg3wtv3iIiIiIiIiIjI6ZiUIiIiIiIiIiIip2NSCoDJZCrtEIjcDscNERERERERFUeZfqaUj48PlEol/vnnHwQHB8PHxwcKhaK0wyJyaUII5Obm4tatW1AqlfDx8SntkIiIiIiIiMgNlemklFKpRHR0NJKSkvDPP/+UdjhEbkWj0aBq1apQKnnBJRERERERETmuTCelgHtXS1WtWhV5eXkwGo2lHQ6RW1CpVPDy8uKVhURERERERFRkZT4pBQAKhQLe3t7w9uZrI4mIiIiIiIiInIH33RARERERERERkdMxKUVERERERERERE7HpBQRERERERERETkdk1JEREREREREROR0TEoREREREREREZHTMSlFREREREREREROx6QUERERERERERE5HZNSRERERERERETkdExKERERERERERGR0zEpRURERERERERETleqSamDBw+ie/fuiIiIgEKhwM6dO62mCyHw1ltvITw8HH5+fujUqRMuXrxYOsESUZmSmZOHf3Q5uHw7C0m6HGTm5JV2SEREROSGeE5BRFQwr9JceWZmJho1aoShQ4eiV69eNtPfeecdLF68GKtXr0Z0dDSmTp2Kzp074+zZs/D19S2FiImoLLiTacCKI8k4naS3lMWGazC0ZRgq+nuXYmRERETkTnhOQURUOIUQQpR2EACgUCiwY8cO9OzZE8C9q6QiIiLw2muvYfz48QAAnU6H0NBQrFq1Cv369ZO03LS0NGi1Wuh0OgQFBZVU+ETkITJz8rDkxySrk0ez2HANRrQNh7+6VPP5RERE5AZ4TkFEZZnUXIzLPlPqypUrSE5ORqdOnSxlWq0WzZs3x5EjRwr8Xk5ODtLS0qw+RERS6bKN+Z48AsCpJD102UYnR0RERETuiOcURET2uWxSKjk5GQAQGhpqVR4aGmqZlp+EhARotVrLJzIyskTjJCLPkmUwFWs6EREREcBzCiIiKVw2KVVUkyZNgk6ns3z++uuv0g6JiNyIn3fhu0V704mIiIgAnlMQEUnhsnvCsLAwAMDNmzetym/evGmZlh+1Wo2goCCrDxGRVFpfFWLDNflOiw3XQOurcnJERERE5I54TkFEZJ/LJqWio6MRFhaGH374wVKWlpaGn3/+GS1btizFyIjIk/mrvTC0ZZjNSWRsuAYvtAzjA0mJiIhIEp5TEBHZV6p7woyMDFy6dMny/ytXriAxMREVKlRA1apVMWbMGMyePRu1atVCdHQ0pk6dioiICMsb+oiISkJFf2+MaBsOXbYRWQYT/LyV0PqqePJIREREDuE5BRFR4Up1b3js2DF06NDB8v9x48YBAAYPHoxVq1bh9ddfR2ZmJl566SWkpqaiTZs2+Oabb+Dr61taIRNRGeGv9uIJIxERERUbzymIiAqmEEKI0g6iJKWlpUGr1UKn0/H5UkREREREREREJUxqLsZlnylFRERERERERESei0kpIiIiIiIiIiJyOialiIiIiIiIiIjI6ZiUIiIiIiIiIiIip2NSioiIiIiIiIiInI5JKSIiIiIiIiIicjompYiIiIiIiIiIyOm8ivKl1NRU/PLLL0hJSYHJZLKaNmjQIFkCIyIiIiIiIiIiz+VwUuqrr77CwIEDkZGRgaCgICgUCss0hULBpBQREREREREREdnl8O17r732GoYOHYqMjAykpqbi7t27ls+///5bEjESEREREREREZGHcTgpdePGDYwePRoajaYk4iEiIiIiIiIiojLA4aRU586dcezYsZKIhYiIiIiIiIiIyghJz5T68ssvLf/u2rUrJkyYgLNnzyI2Nhbe3t5W8z711FPyRkhERERERERERB5HIYQQ9mZSKqVdUKVQKGA0GosdlJzS0tKg1Wqh0+kQFBRU2uEQEREREREREXk0qbkYSVdKmUwm2QIjIiIiIiIiIiJy+JlSa9asQU5Ojk15bm4u1qxZI0tQRERERERERETk2STdvnc/lUqFpKQkhISEWJXfuXMHISEhvH2PiIiIiIiIiKgMk/X2vfsJIaBQKGzK//77b2i1WkcXR0RERERE5HIyc/KgyzYiy2CCxluJIF8V/NUO/3ySbTlyL4uIyBVI3oM1adIECoUCCoUCHTt2hJfXf181Go24cuUKunTpUiJBEhEREREROcudTANWHEnG6SS9pSw2XIOhLcNQ0d+7kG+WzHLkXhYRkauQnJTq2bMnACAxMRGdO3dGQECAZZqPjw+ioqLQu3dv2QMkIiIiIiJylsycPJvkDwCcStLjsyPJGNE2XNLVSXItR+5lERG5Esl7rmnTpgEAoqKi0LdvX/j6+pZYUERERERERKVBl220Sf6YnUrSQ5dtlJQAkms5ci+LiMiVOLznGjx4MADg2LFjOHfuHACgfv36aNq0qbyREREREREROVmWwVSs6XIvR+5lERG5EoeTUjdu3EC/fv1w6NAhlCtXDgCQmpqKVq1aYePGjahSpYrcMRIRERERETmFn7eyWNPlXo7cyyIiciUO771eeOEFGAwGnDt3Dv/++y/+/fdfnDt3DiaTCcOGDSuJGImIiIiIiJxC66tCbLgm32mx4RpofVVOXY7cyyIiciUKIYRw5At+fn44fPgwmjRpYlV+/PhxtG3bFnp9/vc6l5a0tDRotVrodDoEBQWVdjhEREREROTi7mQa8NmRZJx64E13L7QMQwUH374nx3LkXhYRUUmTmotx+Pa9yMhIGAwGm3Kj0YiIiAhHF0dERERERORSKvp7Y0TbcOiyjcgymODnrYTWV+Xww8TlWo7cyyIichUO78Heffdd/N///R+WLFmCZs2aAbj30PNXX30V7733nuwBEhEREREROZu/2kuWhI9cy5F7WURErsDh2/fKly8PvV6PvLw8eHnd2yGa/+3v728177///itfpEXE2/eIiIiIiIiIiJynxG7fW7hwYXHiIiIiIiIiIiIicjwpNXjw4JKIg4iIiIiIiIiIyhBlUb50+fJlvPnmm+jfvz9SUlIAAF9//TXOnDkja3BEREREREREROSZHE5KHThwALGxsfj555+xfft2ZGRkAABOnjyJadOmyR4gERERERERERF5HoeTUm+88QZmz56N77//Hj4+PpbyRx99FEePHpU1OCIiIiIiIiIi8kwOJ6VOnTqFp59+2qY8JCQEt2/fliUoIiIiIiIiIiLybA4npcqVK4ekpCSb8hMnTqBy5cqyBEVERERERERERJ7N4aRUv379MHHiRCQnJ0OhUMBkMuHQoUMYP348Bg0aVBIxEhERERERERGRh3E4KTVnzhzUrVsXkZGRyMjIQP369dGuXTu0atUKb775ZknESEREREREREREHkYhhBBF+eL169dx+vRpZGRkoEmTJqhVq5bcsckiLS0NWq0WOp0OQUFBpR0OEREREREREZFHk5qL8SrqCqpWrYqqVasW9etERERERERERFSGOXT7XmZmJt566y00aNAAAQEBCAwMRMOGDTFz5kzo9fqSipGIiIiIiIiIiDyM5CulcnNzERcXh9OnT+OJJ55A9+7dIYTAuXPn8Pbbb+Prr7/GwYMH4e3tXZLxEhERERERERGRB5CclPr444/x999/4+TJk6hTp47VtPPnz6N9+/ZYunQp/u///k/2IImIiIiIiIiIyLNIvn1v+/btmDp1qk1CCgDq1q2LKVOmYOvWrbIGR0REREREREREnklyUurs2bNo3759gdM7dOiAs2fPyhGThdFoxNSpUxEdHQ0/Pz/UqFEDs2bNQhFfGEhERERERERERC5C8u17qampqFixYoHTK1asCJ1OJ0tQZvPmzcPHH3+M1atXIyYmBseOHcOQIUOg1WoxevRoWddFniEzJw+6bCOyDCZovJUI8lXBX13kl0ySDNgmRPLgWCIick/cfxP7AFHBJI8Ek8kElUpV4HSlUgmj0ShLUGaHDx9Gjx490LVrVwBAVFQUPv/8c/zyyy+yroc8w51MA1YcScbppP/eBBkbrsHQlmGo6M8H8JcGtgmRPDiWiIjcE/ffxD5AVDjJt+8JIdCxY0c89NBD+X4ee+wx2YNr1aoVfvjhB/zxxx8AgJMnT+Knn37CE088Ifu6yL1l5uTZ7OwB4FSSHp8dSUZmTl4pRVZ2sU2I5MGxRETknrj/JvYBIvskXyk1bdo0u/P07t27WME86I033kBaWhrq1q0LlUoFo9GIt99+GwMHDizwOzk5OcjJybH8Py0tTdaYyDXpso02O3uzU0l66LKNvETWydgmRPLgWCIick/cfxP7AJF9sial5LZ582asX78eGzZsQExMDBITEzFmzBhERERg8ODB+X4nISEBM2bMcHKkVNqyDKZiTSf5sU2I5MGxRETknrj/JvYBIvsk375XGiZMmIA33ngD/fr1Q2xsLJ5//nmMHTsWCQkJBX5n0qRJ0Ol0ls9ff/3lxIiptPh5F96V7U0n+bFNiOTBsURE5J64/yb2ASL7XHoU6PV6KJXWIapUKphMBWeU1Wo1goKCrD7k+bS+KsSGa/KdFhuugda34If0U8lgmxDJg2OJiMg9cf9N7ANE9rl0Uqp79+54++23sXv3bly9ehU7duzAggUL8PTTT5d2aORi/NVeGNoyzGanHxuuwQstw3ivdilgmxDJg2OJiMg9cf9N7ANE9imEEKK0gyhIeno6pk6dih07diAlJQURERHo378/3nrrLfj4+EhaRlpaGrRaLXQ6Ha+aKgMyc/KgyzYiy2CCn7cSWl8Vd/aljG1CJA+OJSIi98T9N7EPUFkkNRdTrKRUdnY2fH19i/p1p2BSioiIiIiIiIjIeaTmYhy+fc9kMmHWrFmoXLkyAgIC8OeffwIApk6dihUrVhQ9YiIiIiIiIiIiKjMcTkrNnj0bq1atwjvvvGN1C12DBg3w6aefyhocERERERERERF5JoeTUmvWrMHy5csxcOBAqFT/vS2gUaNGOH/+vKzBERERERERERGRZ3I4KXXjxg3UrFnTptxkMsFgMMgSFBEREREREREReTaHk1L169fHjz/+aFO+detWNGnSRJagiIiIiIiIiIjIszn8Hsq33noLgwcPxo0bN2AymbB9+3ZcuHABa9aswa5du0oiRiIiIiIiIiIi8jAOXynVo0cPfPXVV9izZw/8/f3x1ltv4dy5c/jqq6/w2GOPlUSMRERERERERETkYRRCCFHaQZSktLQ0aLVa6HQ6BAUFlXY4REREREREREQeTWouxuErpQAgNTUVn376KSZPnox///0XAPDbb7/hxo0bRYuWiIiIiIiIiIjKFIefKfX777+jU6dO0Gq1uHr1KoYNG4YKFSpg+/btuH79OtasWVMScRIRERERERERkQdx+EqpcePGIT4+HhcvXoSvr6+l/Mknn8TBgwdlDY6IiIiIiIiIiDyTw0mpX3/9FcOHD7cpr1y5MpKTk2UJioiIiIiIiIiIPJvDSSm1Wo20tDSb8j/++APBwcGyBEVERERERERERJ7N4aTUU089hZkzZ8JgMAAAFAoFrl+/jokTJ6J3796yB0hERERERERERJ7H4aTU/PnzkZGRgZCQEGRlZSEuLg41a9ZEYGAg3n777ZKIkYiIiIiIiIiIPIzDb9/TarX4/vvvcejQIZw8eRIZGRl46KGH0KlTp5KIj4iIiIiIiIiIPJBDSSmDwQA/Pz8kJiaidevWaN26dUnFRUREREREREREHsyhpJS3tzeqVq0Ko9FYUvFQATJz8qDLNiLLYILGW4kgXxX81Q5f6EZE4HiSwhW3kSvGRO7Jk/uSJ9eNiIBUvQHpOUboc03Q+CgRqFahnMa7RNblivsTV4yJ7LuTmYvMXBP0uSb4+yih8VGior9PaYclG/bL4nF4S02ZMgWTJ0/G2rVrUaFChZKIiR5wJ9OAFUeScTpJbymLDddgaMswVPQvmYMQkafieLLPFbeRK8ZE7smT+5In142IgJT0XKw8ehNnkv8b4zFhGgxpEYqQQHl/4Lvi/sQVYyL7bqbnYlU+/Ta+RShCZe63pYH9svgkP+j84MGDMBgM+PDDD3Hw4EFERESgTp06eOihh6w+JK/MnDybTg4Ap5L0+OxIMjJz8kopMiL3w/FknytuI1eMidyTJ/clT64bEd27QurBhBQAnEnWY+XRm0jVG2RblyvuT1wxJrLvTqZtQgq4129XHb2JO5m5pRSZPNgv5SH5SqkOHTogKSkJPXv2LMFw6EG6bKNNJzc7laSHLtvISwOJJOJ4ss8Vt5ErxkTuyZP7kifXjYiA9ByjzQ97szPJeqTnGGW7jc8V9yeuGBPZl5lrKrTfZuaaUNHfyUHJiP1SHpK3kBACADBt2rQSC4ZsZRlMxZpORP/heLLPFbeRK8ZE7smT+5In142IAH1u4WPY3nRHuOL+xBVjIvvs9cssGfttaWC/lIfk2/cAQKFQlFQcVAA/78KbyN50IvoPx5N9rriNXDEmck+e3Jc8uW5EBGh8Ch/D9qY7whX3J64YE9lnr1/6ydhvSwP7pTwcupYsPj4earW60Hm2b99erIDImtZXhdhwDU7lc1lgbLgGWl9VKURF5J44nuxzxW3kijGRe/LkvuTJdSMiIFCtQkyYJt9boWLCNAhUyzfGXXF/4ooxkX3+PspC+62/myel2C/l4VAvCAwMhFarLfRD8vJXe2FoyzDEhmusymPDNXihZRjvUSVyAMeTfa64jVwxJnJPntyXPLluRASU03hjSItQxIRZj3Hz2/fkep4U4Jr7E1eMieyr6O+D+AL6bXyLUFT0d++377FfykMhzA+LskOpVCI5ORkhISElHZOs0tLSoNVqodPpEBQUVNrhFFlmTh502UZkGUzw81ZC66tiJycqIo4n+1xxG7liTOSePLkveXLdiOjeW/jSc4zQ55qg8VEiUK2SNSF1P1fcn7hiTGTfncxcZOaakJVrgp+PEv4+SrdPSN2P/TJ/UnMxkpNSKpUKSUlJTEoREREREREREVGBpOZiJN++JzF3RUREREREREREZJfkpNS+fftQoUKFkoyFiIiIiIiIiIjKCMk3OsbFxZVkHEREREREREREVIa49zsYiYiIiIiIiIjILTEpRURERERERERETsekFBEREREREREROZ3DSam4uDisWbMGWVlZJREPERERERERERGVAQ4npZo0aYLx48cjLCwML774Io4ePVoScRERERERERERkQdzOCm1cOFC/PPPP1i5ciVSUlLQrl071K9fH++99x5u3rxZEjESEREREREREZGHKdIzpby8vNCrVy988cUX+PvvvzFgwABMnToVkZGR6NmzJ/bu3St3nERERERERERE5EGK9aDzX375BdOmTcP8+fMREhKCSZMmoVKlSujWrRvGjx8vV4xERERERERERORhFEII4cgXUlJSsHbtWqxcuRIXL15E9+7dMWzYMHTu3BkKhQIA8NNPP6FLly7IyMgokaAdkZaWBq1WC51Oh6CgoNIOh4iIiIiIiIjIo0nNxXg5uuAqVaqgRo0aGDp0KOLj4xEcHGwzT8OGDfHwww87umgiIiIiIiIiIiojHE5K/fDDD2jbtm2h8wQFBWHfvn1FDoqIiIiIiIiIiDybw8+UqlKlCi5evGhTfvHiRVy9elWOmIiIiIiIiIiIyMM5nJSKj4/H4cOHbcp//vlnxMfHyxETERERERERERF5OIeTUidOnEDr1q1tylu0aIHExEQ5YiIiIiIiIiIiIg/ncFJKoVAgPT3dplyn08FoNMoS1P1u3LiB5557DhUrVoSfnx9iY2Nx7Ngx2ddDRERERERERETO4/CDztu1a4eEhAR8/vnnUKlUAACj0YiEhAS0adNG1uDu3r2L1q1bo0OHDvj6668RHByMixcvonz58rKuh2xl5uRBl21ElsEEjbcSQb4q+Ksd7i5ERCQTZ++XeRwguaTqDUjPMUKfa4LGR4lAtQrlNN6lHRaRLKT0b2ePAY4518NjuHw8uW5llcOtN2/ePLRr1w516tSxvIXvxx9/RFpaGvbu3StrcPPmzUNkZCRWrlxpKYuOjpZ1HWTrTqYBK44k43SS3lIWG67B0JZhqOjPAxoRkbM5e7/M4wDJJSU9FyuP3sSZ5P/6UkyYBkNahCIk0KcUIyMqPin929ljgGPO9fAYLh9PrltZ5vDte/Xr18fvv/+OPn36ICUlBenp6Rg0aBDOnz+PBg0ayBrcl19+iWbNmuHZZ59FSEgImjRpgk8++UTWdZC1zJw8m4EOAKeS9PjsSDIyc/JKKTIiorLJ2ftlHgdILql6g82PYwA4k6zHyqM3kao3lFJkRMUnpX87ewxwzLkeHsPl48l1K+uKdJ1bREQE5syZI3csNv788098/PHHGDduHCZPnoxff/0Vo0ePho+PDwYPHpzvd3JycpCTk2P5f1paWonH6Ul02UabgW52KkkPXbaRl0cSETmRs/fLPA6QXNJzjDY/js3OJOuRnmPkLUXktqT0b/O/C5tHzjHAMed6eAyXjyfXrawrUqulpqbil19+QUpKCkwmk9W0QYMGyRIYAJhMJjRr1sySAGvSpAlOnz6NpUuXFpiUSkhIwIwZM2SLoazJMpiKNZ2IiOTl7P0yjwMkF31u4X3F3nQiVyZH/5Z7DHDMuR4ew+XjyXUr6xxOSn311VcYOHAgMjIyEBQUBIVCYZmmUChkTUqFh4ejfv36VmX16tXDtm3bCvzOpEmTMG7cOMv/09LSEBkZKVtMns7Pu/A7Ou1NJyIieTl7v8zjAMlF41N4X7E3nciVydG/5R4DHHOuh8dw+Xhy3co6h1vutddew9ChQ5GRkYHU1FTcvXvX8vn3339lDa5169a4cOGCVdkff/yBatWqFfgdtVqNoKAgqw9Jp/VVITZck++02HANtL4qJ0dERFS2OXu/zOMAySVQrUJMWP59KSZMg0A1+xK5Lyn929ljgGPO9fAYLh9PrltZ53BS6saNGxg9ejQ0mvw7hJzGjh2Lo0ePYs6cObh06RI2bNiA5cuXY+TIkSW+7rLKX+2FoS3DbAZ8bLgGL7QM4326RERO5uz9Mo8DJJdyGm8MaRFq8yPZ/CYwPtuG3JmU/u3sMcAx53p4DJePJ9etrFMIIYQjX+jVqxf69euHPn36lFRMVnbt2oVJkybh4sWLiI6Oxrhx4/Diiy9K/n5aWhq0Wi10Oh2vmnJAZk4edNlGZBlM8PNWQuur4kAnIipFzt4v8zhAcknVG5CeY4Q+1wSNjxKBahV/HJPHkNK/nT0GOOZcD4/h8vHkunkaqbkYh5NSK1aswMyZMzFkyBDExsbC29t6B/fUU08VLeISwqQUEREREREREZHzlFhSSqks+I4/hUIBo9HoyOJKHJNSRERERERERETOIzUX4/B1biYTX7VIRERERERERETFU6z3JmZnZ8sVBxERERERERERlSEOJ6WMRiNmzZqFypUrIyAgAH/++ScAYOrUqVixYoXsARIRERERERERkedxOCn19ttvY9WqVXjnnXfg4+NjKW/QoAE+/fRTWYMjIiIiIiIiIiLP5HBSas2aNVi+fDkGDhwIlUplKW/UqBHOnz8va3BEREREREREROSZHE5K3bhxAzVr1rQpN5lMMBgMsgRFRERERERERESezeGkVP369fHjjz/alG/duhVNmjSRJSgiIiIiIiIiIvJsXo5+4a233sLgwYNx48YNmEwmbN++HRcuXMCaNWuwa9eukoiRiIiIiIiIiIg8jMNXSvXo0QNfffUV9uzZA39/f7z11ls4d+4cvvrqKzz22GMlESMREREREREREXkYhRBClHYQJSktLQ1arRY6nQ5BQUGlHQ4RERERERERkUeTmotx+EopIiIiIiIiIiKi4pL0TKny5ctDoVBIWuC///5brICIiIiIiIiIiMjzSUpKLVy40PLvO3fuYPbs2ejcuTNatmwJADhy5Ai+/fZbTJ06tUSCJCIiIiIiIiIiz+LwM6V69+6NDh06YNSoUVblH374Ifbs2YOdO3fKGV+x8ZlSRERERERERETOU2LPlPr222/RpUsXm/IuXbpgz549ji6OiIiIiIiIiIjKIIeTUhUrVsQXX3xhU/7FF1+gYsWKsgRFRERERERERESeTdIzpe43Y8YMDBs2DPv370fz5s0BAD///DO++eYbfPLJJ7IHSNJl5uRBl21ElsEEjbcSQb4q+KsdbmK3lqo3ID3HCH2uCRofJQLVKpTTeJdaPLp0PTJyBfQGEzQ+KgR4A9pAjc18rtZ2UuNxZtxS2tbV2t+duVqfJHJnco0nKcuRax5nc8WYyD1JPRe4nZELvcEEfa4J/j5K+HkrUSnAx+H1Sem7UtYl57nXncxcZOb+tz6NjxIV/R2vmysq6+d6rniO7myeXLeyyuHWi4+PR7169bB48WJs374dAFCvXj389NNPliQVOd+dTANWHEnG6SS9pSw2XIOhLcNQ0b9s7KhT0nOx8uhNnEn+bxvEhGkwpEUoQgKdfyC+rcvCil9u4UxytqWsQZgvhj4SgkpaP0uZq7Wd1HicGbeUtnW19ndnrtYnidyZXONJynLkmsfZXDEmck9SzwVupudiVT7zxbcIRagD5wxS+q6Udcl57iVX3VxRWT/Xc8VzdGfz5LqVZQ4/6NzdlIUHnWfm5GHJj0lWg9MsNlyDEW3DPT57nKo3YNmhZKuDlFlMmAbDW4c59a8ounQ9lh61TkiZNQjzxfAWwdAGalyu7aTG48y4pbQtAJdqf3fman2SyJ3JNZ6kLAeALPM4e3xzn0NykXoueDsjFyuO3Cxwvhdahkq6YkpK380ymOyuy89bKdu5V3aeCZ8eLnh9w1qFuu0VU652ru9srniO7myeXDdPJTUXU6RWM5lMuHTpElJSUmAymaymtWvXriiLpGLQZRvzHZwAcCpJD1220eMHaHqOMd+DFACcSdYjPcfo1ANVRq7INyEFAKeTs5GRK6CF67Wd1HicGbeUtjX/u7B5PPlERU6u1ieJ3Jlc40nKcgDIMo+zxzf3OSQXqeeCeoOp0Pn0BlO+0x4kpe/mmYTddeUahWznXvbWl5lrQkV/CZVzQa52ru9srniO7myeXLeyzuFWO3r0KAYMGIBr167hwYusFAoFjEajbMGRNFl2Dp72pnsCfW7hdbQ3XW72TmjM012t7aTG48y45WhbZ7e/O3O1PknkzuQaT3IsR6555MZ9DslF6vmCvfmyJJ4zSOm7BmPhN6Rk5ZrgpVJIWo9c63NXrnau72yueI7ubJ5ct7LO4aTUyy+/jGbNmmH37t0IDw+HQlH4jpRKnp934S9RtDfdE2h8Cq+jvely09jZ5ubprtZ2UuNxZtxytK2z29+duVqfJHJnco0nOZYj1zxy4z6H5CL1fMHefH4Szxmk9F1vVeFJIj8fJbyUhf+WcuTcS8r63JWrnes7myueozubJ9etrHO45S5evIg5c+agXr16KFeuHLRardWHnE/rq0JsuO0b3YB799dqfVVOjsj5AtUqxITlvw1iwjQIVDt3GwT4KNAgzDffaQ3CfBHgc+8ExNXaTmo8zoxbStu6Wvu7M1frk0TuTK7xJGU5cs3jbK4YE7knqecCGm9lofPZ+8OimZS+K2Vdcp57+fsUvj5/N07clPVzPVc8R3c2T65bWefwnql58+a4dOlSScRCReSv9sLQlmE2gzQ2XIMXWoaViXtry2m8MaRFqM3ByvxGDmffY64N1GDoIyE2iSnz2/e0gffidLW2kxqPM+OW0rau1v7uzNX6JJE7k2s8SVmOXPM4myvGRO5J6rlApQAfxBcwX3wLaQ85B6T1XSnrkvPcq6J/4etz14ecA653ru9srniO7myeXLeyzuG37+3YsQNvvvkmJkyYgNjYWHh7W+8AGjZsKGuAxVUW3r5nlpmTB122EVkGE/z+/19eytrgTNUbkJ5jhD7XBI2PEoFqVakepHTpemTkCugNJmi8lQjwUVgSUvdztbaTGo8z45bStq7W/u7M1fokkTuTazxJWY5c8zibK8ZE7knqucDtjFzoDSZk5Zrg56OExlspOSF1Pyl9V8q65Dz3upOZi8zc/9bn76N064TU/cr6uZ4rnqM7myfXzdNIzcU4nJRSKm0vrlIoFBBCuOSDzstSUoqIiIiIiIiIqLRJzcU4nFK8cuVKsQIjIiIiIiIiIiJyOClVrVq1koiDiIiIiIiIiIjKkCK9gmHt2rVo3bo1IiIicO3aNQDAwoUL8cUXX8gaHBEREREREREReSaHk1Iff/wxxo0bhyeffBKpqamWZ0iVK1cOCxculDs+IiIiIiIiIiLyQA4npT744AN88sknmDJlClQqlaW8WbNmOHXqlKzBERERERERERGRZ3I4KXXlyhU0adLEplytViMzM1OWoIiIiIiIiIiIyLM5nJSKjo5GYmKiTfk333yDevXqyRETERERERERERF5OIffvjdu3DiMHDkS2dnZEELgl19+weeff46EhAR8+umnJREjERERERERERF5GIeTUsOGDYOfnx/efPNN6PV6DBgwABEREVi0aBH69etXEjESEREREREREZGHUQghRFG/rNfrkZGRgZCQEDljklVaWhq0Wi10Oh2CgoJKOxwiIiIiIiIiIo8mNRfj8JVSZikpKbhw4QIAQKFQIDg4uKiLIiIiIiIiIiKiMsbhB52np6fj+eefR0REBOLi4hAXF4eIiAg899xz0Ol0JREjERERERERERF5GIeTUsOGDcPPP/+M3bt3IzU1Fampqdi1axeOHTuG4cOHl0SMRERERERERETkYRx+ppS/vz++/fZbtGnTxqr8xx9/RJcuXZCZmSlrgMXFZ0oRERERERERETmP1FyMw1dKVaxYEVqt1qZcq9WifPnyji6OiIiIiIiIiIjKIIeTUm+++SbGjRuH5ORkS1lycjImTJiAqVOnyhocERERERERERF5Jodv32vSpAkuXbqEnJwcVK1aFQBw/fp1qNVq1KpVy2re3377Tb5Ii4i37xEREREREREROY/UXIyXowvu2bNnceIqlrlz52LSpEl49dVXsXDhwlKLg4iIiIiIiIiIisfhpNS0adNKIg67fv31VyxbtgwNGzYslfUTERGVpsycPOiyjcgymKDxViLIVwV/tcOHcfJwtzNyoTeYoM81wd9HCT9vJSoF+JR2WERuKVVvQHqOEfpcEzQ+SgSqVSin8baax9n7Zikx3cnMRWbuf/sBjY8SFf0d3w+44nFHSv2dzRW3k1ycXTcp67uVkYus+45zvt5KBPM459aK1KNSU1OxdetWXL58GRMmTECFChXw22+/ITQ0FJUrV5Y7RmRkZGDgwIH45JNPMHv2bNmXT0RE5MruZBqw4kgyTifpLWWx4RoMbRmGiv6lezJOruNmei5WHb2JM8n/9ZOYMA3iW4QiNJAn7ESOSEnPxcp8xtOQFqEI+f/jydn7ZikxybUfcMXjjpT6O5srbie5OLtuUtbH45xncvhB57///jtq166NefPm4b333kNqaioAYPv27Zg0aZLc8QEARo4cia5du6JTp04lsnwiIiJXlZmTZ3OSBgCnkvT47EgyMnPySikyciW3M2xP1AHgTLIeq47exO2M3FKKjMj9pOoNNskP4N54Wnn0JlL1Bqfvm6XEdCez8P3AnUxp+wFXPO5Iqb+zueJ2kouz6yZlfbfsHOdu8TjnthxOSo0bNw7x8fG4ePEifH19LeVPPvkkDh48KGtwALBx40b89ttvSEhIkDR/Tk4O0tLSrD5ERETuSpdttDlJMzuVpIcu2+jkiMgV6Q0mmxN1szPJeugNJidHROS+0nOMhY6n9Byj0/fNUmLKzC18P5CZK20/4IrHHSn1dzZX3E5ycXbdpKwvy85xLovHObflcFLq119/xfDhw23KK1eujOTkZFmCMvvrr7/w6quvYv369VYJsMIkJCRAq9VaPpGRkbLGRERE5Ez2TrJ4EkYAoLfzYzNL4o9RIrI/nvS5Jqfvm6XEJNd+wBWPO1Lq72yuuJ3k4uy6SVkfj3Oey+GklFqtzvfqoz/++APBwcGyBGV2/PhxpKSk4KGHHoKXlxe8vLxw4MABLF68GF5eXjAabTO0kyZNgk6ns3z++usvWWMiIiJyJj/vwg/V9qZT2aDxsdNP7Ewnov/YG0+a//8SgcLIvW+WEpNc+wFXPO5Iqb+zueJ2kouz6yZlfTzOeS6HW+6pp57CzJkzYTDcu29XoVDg+vXrmDhxInr37i1rcB07dsSpU6eQmJho+TRr1gwDBw5EYmIiVCqVzXfUajWCgoKsPkRERO5K66tCbLgm32mx4RpofW2PhVT2aLyViAnLv5/EhGmgceMfR0TOFqhWFTqeAtUqp++bpcTk71P4fsBf4o92VzzuSKm/s7nidpKLs+smZX1+do5z7pwELOscbrn58+cjIyMDISEhyMrKQlxcHGrWrInAwEC8/fbbsgYXGBiIBg0aWH38/f1RsWJFNGjQQNZ1ERERuSJ/tReGtgyzOVmLDdfghZZhHvPaaSqeSgE+iG8RanPCbn4rUSW+LptIsnIabwwpYDwNaRGKchpvp++bpcRU0b/w/UBFf2n7AVc87kipv7O54naSi7PrJmV9wXaOc8E8zrkthRBCFOWLP/30E37//XdkZGTgoYcectqb8dq3b4/GjRtj4cKFkuZPS0uDVquFTqfjVVNEROS2MnPyLA/69PNWQuurcusTXioZtzNyoTeYkJVrgp+PEhpvJRNSREWUqjcgPccIfa4JGh8lAtUqm+SHs/fNUmK6k5mLzNz/9gP+PkrJCan7ueJxR0r9nc0Vt5NcnF03Keu7lZGLrPuOc37eSiakXJTUXEyRk1LugkkpIiIiIiIiIiLnkZqLcSjNaTKZsGrVKmzfvh1Xr16FQqFAdHQ0nnnmGTz//PNQKBTFDpyIiIiIiIiIiDyf5GdKCSHw1FNPYdiwYbhx4wZiY2MRExODa9euIT4+Hk8//XRJxklERERERERERB5E8pVSq1atwsGDB/HDDz+gQ4cOVtP27t2Lnj17Ys2aNRg0aJDsQRIRERERERERkWeRfKXU559/jsmTJ9skpADg0UcfxRtvvIH169fLGhwREREREREREXkmyUmp33//HV26dClw+hNPPIGTJ0/KEhQREREREREREXk2yUmpf//9F6GhoQVODw0Nxd27d2UJioiIiIiIiIiIPJvkpJTRaISXV8GPoFKpVMjLy5MlKCIiIiIiIiIi8mySH3QuhEB8fDzUanW+03NycmQLioiIiIiIiIiIPJvkpNTgwYPtzsM37xERERERERERkRSSk1IrV64syTiIiIiIiIiIiKgMkfxMKSIiIiIiIiIiIrkwKUVERERERERERE7HpBQRERERERERETkdk1JEREREREREROR0TEoREREREREREZHTMSlFREREREREREROx6QUERERERERERE5nVdpB0CuKTMnD7psI7IMJmi8lQjyVcFf7frdRUrc7lo3uXhy/T25bkTs3yRFqt6A9Bwj9LkmaHyUCFSrUE7jXdph2cX+7b48ue1csW63M3KhN5igzzXB30cJP28lKgX4WM1zKyMXWffN4+utRPAD80ipm5z7E7m2pZS6kXzkarc7mbnIzP2v3TQ+SlT0L7l2c8Wxy9+pBfP8GpLD7mQasOJIMk4n6S1lseEaDG0Zhor+rntiKyVud62bXDy5/p5cNyL2b5IiJT0XK4/exJnk//pJTJgGQ1qEIiTQdX+0sX+7L09uO1es2830XKzKZ4zHtwhF6P8f41LmkVI3Ofcncm1LKXUj+bhru7ni2OXv1MLx9j2ykpmTZzMYAOBUkh6fHUlGZk5eKUVWOClxu2vd5OLJ9ffkuhGxf5MUqXqDzQ9IADiTrMfKozeRqjeUUmSFY/92X57cdq5Yt9sZtj/sgXtjfNXRm7idkYtbdua5lZErqW5y7k/k2pZS6kbykavd7mQW3m53MuVtN1ccu/ydah+TUmRFl220GQxmp5L00GUbnRyRNFLidte6ycWT6+/JdSNi/yYp0nOMNif9ZmeS9UjPcc1+wv7tvjy57VyxbnqDqdAxrjeYkGVnniyDSVLd5NyfyLUtpdSN5CNXu2XmFt5umbnytpsrjl3+TrWPt++RFXs7dFfd4csRt6vWTS7u2rZSeHLdiNi/SQq9nRN7e9NLC/u3+/LktnPFutkbw1m5Jgg7y8jKNcFLpSh8HoMJecbCl+TI/kSubSml/iQfd203Vxy7/J1qH5NSZMXPu/CL5+xNLy1yxO2qdZOLu7atFJ5cNyL2b5JC41N4P7A3vbSwf7svT247V6ybvTHsJ2GM+/ko4aUsPCnl562EUVV4UsqR/Ylc21KO+pN07tpurjh2+TvVPs+uHTlM66tCbLgm32mx4RpofVVOjkgaKXG7a93k4sn19+S6EbF/kxSBahViwvLvJzFhGgSqXbOfsH+7L09uO1esm8ZbWegY13jfexNfYfP4eSsl1U3O/Ylc21JK3Ug+crWbv0/h7eYvc1LKFccuf6fax9FLVvzVXhjaMsxmUMSGa/BCyzCXfSWllLjdtW5y8eT6e3LdiNi/SYpyGm8MaRFqc/JvfltWUV/jXtLYv92XJ7edK9atUoAP4gsY4/EtQlEpwAfBduYJDvCRVDc59ydybUspdSP5yNVuFf0Lb7eK/vK2myuOXf5OtU8hhLB3+7FbS0tLg1arhU6nQ1BQUGmH4zYyc/KgyzYiy2Cy/FXFHQaDlLjdtW5y8eT6e3LdiNi/SYpUvQHpOUboc03Q+CgRqFa5bELqfuzf7suT284V63Y7I/feQ81zTfDzUULjrUSlBxIytzJykXXfPH7eSpukjZS6ybk/kWtbSqkbyUeudruTmYvM3P/azd9HKXtC6n6uOHbL4u9UqbkYJqWIiIiIiIiIiEg2UnMxvH2PiIiIiIiIiIicjkkpIiIiIiIiIiJyOialiIiIiIiIiIjI6ZiUIiIiIiIiIiIip2NSioiIiIiIiIiInI5JKSIiIiIiIiIicjompYiIiIiIiIiIyOmYlCIiIiIiIiIiIqdjUoqIiIiIiIiIiJyOSSkiIiIiIiIiInI6JqWIiIiIiIiIiMjpmJQiIiIiIiIiIiKnY1KKiIiIiIiIiIicjkkpIiIiIiIiIiJyOialiIiIiIiIiIjI6ZiUIiIiIiIiIiIip2NSioiIiIiIiIiInM6rtAMoTEJCArZv347z58/Dz88PrVq1wrx581CnTp3SDs3jZebkQZdtRJbBBI23EkG+KvirXbq7EJGMuA9wLm5vkgv7EpF8UvUGpOcYoc81QeOjRKBahXIab6t5pIw5uZYjZ9zuivs4aeTaTtze5Awu3aMOHDiAkSNH4uGHH0ZeXh4mT56Mxx9/HGfPnoW/v39ph+ex7mQasOJIMk4n6S1lseEaDG0Zhor+nnFAI6KCcR/gXNzeJBf2JSL5pKTnYuXRmziT/N94ignTYEiLUIQE+gCQNubkWo6ccbsr7uOkkWs7cXuTsyiEEKK0g5Dq1q1bCAkJwYEDB9CuXTtJ30lLS4NWq4VOp0NQUFAJR+j+MnPysOTHJKudj1lsuAYj2oYzO07kwbgPcC5ub5IL+xKRfFL1Biw7lGyV2DGLCdNgeOsweKsUdsecwShkWY7UsSslbne9Yor7OGnk2k7c3iQHqbkYt3qmlE6nAwBUqFChwHlycnKQlpZm9SHpdNnGfHc+AHAqSQ9dttHJERGRM3Ef4Fzc3iQX9iUi+aTnGPNN7ADAmWQ90nOMksacXMuRM253xX2cNHJtJ25vcia3SUqZTCaMGTMGrVu3RoMGDQqcLyEhAVqt1vKJjIx0YpTuL8tgKtZ0InJv3Ac4F7c3yYV9iUg++tzCx4s+1yRpzMm1HKmkrM9dcR8njVzbidubnMltklIjR47E6dOnsXHjxkLnmzRpEnQ6neXz119/OSlCz+DnXXiXsDediNwb9wHOxe1NcmFfIpKPxqfw8aLxUUoac3ItRyop63NX3MdJI9d24vYmZ3KL3jRq1Cjs2rUL+/btQ5UqVQqdV61WIygoyOpD0ml9VYgN1+Q7LTZcA62vyskREZEzcR/gXNzeJBf2JSL5BKpViAnLfzzFhGkQqFZJGnNyLUfOuN0V93HSyLWduL3JmVw6KSWEwKhRo7Bjxw7s3bsX0dHRpR2Sx/NXe2FoyzCbnVBsuAYvtAzjA+2IPBz3Ac7F7U1yYV8ikk85jTeGtAi1SfCY32JXTuMtaczJtRw543ZX3MdJI9d24vYmZ3Lpt++NGDECGzZswBdffIE6depYyrVaLfz8/CQtg2/fK5rMnDzoso3IMpjg562E1lfFnQ9RGcJ9gHNxe5Nc2JeI5JOqNyA9xwh9rgkaHyUC1SqbxI6UMSfXcuSM211xHyeNXNuJ25uKQ2ouxqWTUgqFIt/ylStXIj4+XtIymJQiIiIiIiIiInIeqbkYl05zunC+jIiIiIiIiIiIisGlnylFRERERERERESeiUkpIiIiIiIiIiJyOialiIiIiIiIiIjI6ZiUIiIiIiIiIiIip2NSioiIiIiIiIiInI5JKSIiIiIiIiIicjompYiIiIiIiIiIyOmYlCIiIiIiIiIiIqdjUoqIiIiIiIiIiJyOSSkiIiIiIiIiInI6JqWIiIiIiIiIiMjpmJQiIiIiIiIiIiKnY1KKiIiIiIiIiIicjkkpIiIiIiIiIiJyOialiIiIiIiIiIjI6ZiUIiIiIiIiIiIip2NSioiIiIiIiIiInM6rtAMgIiIiIrInVW9Aeo4R+lwTND5KBKpVKKfxLu2wyINl5uRBl21ElsEEjbcSQb4q+KvLzs8njjlp5OonntzfpPYlufrcrYxcZBlM0Oea4O+jhK+3EsEBPnJUhUqAZ/RyIiIiIvJYKem5WHn0Js4k6y1lMWEaDGkRipBA/tAg+d3JNGDFkWScTvqvz8WGazC0ZRgq+nt+YoZjThq5+okn9zepfUmuPnczPRer8llOfItQhLLvuiTevkdERERELitVb7D5oQIAZ5L1WHn0JlL1hlKKjDxVZk6eTYIAAE4l6fHZkWRk5uSVUmTOwTEnjVz9xJP7m9S+JFefu5Vhm5AyL2fV0Zu4lZFbjNpQSWFSioiIiIhcVnqO0eYHhtmZZD3Sc4xOjog8nS7baJMgMDuVpIcu27P7HMecNHL1E0/ub1L7klx9LstgKnQ5WQaTpOWQczEpRUREREQuS59b+I8Ie9OJHGXvh6un/7DlmJNGrn7iyf1Nal+Sq8/Zmy+LfdclMSlFRERERC5L41P46aq96USO8vMuvE/Zm+7uOOakkaufeHJ/k9qX5Opz9ubzY991SWwVIiIiInJZgWoVYsI0+U6LCdMgUK1yckTk6bS+KsSG59/nYsM10Pp6dp/jmJNGrn7iyf1Nal+Sq8/5eSsLXY47J/g8GVuFiIiIiFxWOY03hrQItfmhYX4rE19RT3LzV3thaMswm0RBbLgGL7QMg7/as19gzjEnjVz9xJP7m9S+JFefCw7wQXwBy4lvEYrgAL59zxUphBCitIMoSWlpadBqtdDpdAgKCirtcIiIiIioCFL1BqTnGKHPNUHjo0SgWsUfx1SiMnPyoMs2Istggp+3ElpflVsnCBzFMSeNXP3Ek/ub1L4kV5+7lZGLLIMJWbkm+Pko4eetZEKqFEjNxTApRUREREREREREspGai+Hte0RERERERERE5HRMShERERERERERkdMxKUVERERERERERE7HpBQRERERERERETkdk1JEREREREREROR0TEoREREREREREZHTMSlFREREREREREROx6QUERERERERERE5nVdpB1DShBAAgLS0tFKOhIiIiIiIiIjI85lzMOacTEE8PimVnp4OAIiMjCzlSIiIiIiIiIiIyo709HRotdoCpyuEvbSVmzOZTPjnn38QGBgIhUIB4F7GLjIyEn/99ReCgoJKOUIqCWxjz8c29kxsV8/G9vVsbF/Pxzb2XGxbz8W29Xyu2sZCCKSnpyMiIgJKZcFPjvL4K6WUSiWqVKmS77SgoCCXajSSH9vY87GNPRPb1bOxfT0b29fzsY09F9vWc7FtPZ8rtnFhV0iZ8UHnRERERERERETkdExKERERERERERGR05XJpJRarca0adOgVqtLOxQqIWxjz8c29kxsV8/G9vVsbF/Pxzb2XGxbz8W29Xzu3sYe/6BzIiIiIiIiIiJyPWXySikiIiIiIiIiIipdTEoREREREREREZHTMSlFRERERERERERO5zJJqYSEBDz88MMIDAxESEgIevbsiQsXLljNk52djZEjR6JixYoICAhA7969cfPmTat5Ro8ejaZNm0KtVqNx48Y267lw4QI6dOiA0NBQ+Pr6onr16njzzTdhMBjsxrhkyRJERUXB19cXzZs3xy+//GKZdvXqVSgUinw/W7ZsKdpG8TCu3sYHDx5E9+7dERERAYVCgZ07d9rMI4TAW2+9hfDwcPj5+aFTp064ePGiw9vCUzmrje936dIlBAYGoly5cpJiLGwcA8Dy5cvRvn17BAUFQaFQIDU1VdJyPZkntKuZEAJPPPFEgWO8LHL39uXx1z5Xb2Mef4vPWW1c0Hg7evSo3Rh5/HWcJ7SrGY+/1ty9bXnstc/V29iVjr0uk5Q6cOAARo4ciaNHj+L777+HwWDA448/jszMTMs8Y8eOxVdffYUtW7bgwIED+Oeff9CrVy+bZQ0dOhR9+/bNdz3e3t4YNGgQvvvuO1y4cAELFy7EJ598gmnTphUa36ZNmzBu3DhMmzYNv/32Gxo1aoTOnTsjJSUFABAZGYmkpCSrz4wZMxAQEIAnnniiGFvGc7h6G2dmZqJRo0ZYsmRJgfO88847WLx4MZYuXYqff/4Z/v7+6Ny5M7KzsyVuBc/mrDY2MxgM6N+/P9q2bSspPnvjGAD0ej26dOmCyZMnS6y15/OEdjVbuHAhFAqFpOWWFe7evjz+2ufqbczjb/E5u4337NljNeaaNm1a6Pw8/haNJ7SrGY+/1ty9bXnstc/V29iljr3CRaWkpAgA4sCBA0IIIVJTU4W3t7fYsmWLZZ5z584JAOLIkSM23582bZpo1KiRpHWNHTtWtGnTptB5HnnkETFy5EjL/41Go4iIiBAJCQkFfqdx48Zi6NChkmIoi1ytje8HQOzYscOqzGQyibCwMPHuu+9aylJTU4VarRaff/655GWXJSXdxq+//rp47rnnxMqVK4VWq7UbjyPjeN++fQKAuHv3rt3lljXu2q4nTpwQlStXFklJSfmOcbrHXdv3fjz+Fs7V2vh+PP7Ko6Ta+MqVKwKAOHHihEPx8PgrD3dtVx5/7XPXtr0fj72Fc7U2vl9pH3td5kqpB+l0OgBAhQoVAADHjx+HwWBAp06dLPPUrVsXVatWxZEjR4q8nkuXLuGbb75BXFxcgfPk5ubi+PHjVutWKpXo1KlTges+fvw4EhMT8cILLxQ5Nk/nSm0sxZUrV5CcnGwVn1arRfPmzYsVnycryTbeu3cvtmzZUmh2/35FGceUP3dsV71ejwEDBmDJkiUICwtzKKayxh3b9348/trnSm0sBY+/jivpc6ynnnoKISEhaNOmDb788stC5+XxVz7u2K48/krjjm17Px577XOlNpbCmcdel0xKmUwmjBkzBq1bt0aDBg0AAMnJyfDx8bF5NkFoaCiSk5MdXkerVq3g6+uLWrVqoW3btpg5c2aB896+fRtGoxGhoaGS171ixQrUq1cPrVq1cji2ssDV2lgKcwyO9IOyrCTb+M6dO4iPj8eqVasQFBQk6TtFGcdky13bdezYsWjVqhV69OghOZ6yyF3b9348/hbO1dpYCh5/HVOSbRwQEID58+djy5Yt2L17N9q0aYOePXsW+gOIx195uGu78vhrn7u27f147C2cq7WxFM489rpkUmrkyJE4ffo0Nm7cWGLr2LRpE3777Tds2LABu3fvxnvvvQcA+PHHHxEQEGD5rF+/3uFlZ2VlYcOGDcwUF8Ld25jsK8k2fvHFFzFgwAC0a9cu3+ls45Ljju365ZdfYu/evVi4cKGM0Xomd2zf+/H4a5+7tzHZV5JtXKlSJYwbNw7NmzfHww8/jLlz5+K5557Du+++C4BtXJLcsV15/JXGHdv2fjz22ufubVzSvEo7gAeNGjUKu3btwsGDB1GlShVLeVhYGHJzc5GammqVTbx582aRLgWNjIwEANSvXx9GoxEvvfQSXnvtNTRr1gyJiYmW+UJDQ6FWq6FSqWyehF/Qurdu3Qq9Xo9BgwY5HFdZ4IptLIU5hps3byI8PNwqPntvISprSrqN9+7diy+//NKSaBRCwGQywcvLC8uXL0f//v2LPY7Jlru26969e3H58mWbv0T17t0bbdu2xf79+yXH6MnctX3vx+Nv4VyxjaXg8Vc6Z51j3a958+b4/vvvAUCW82iy5a7tyuOvfe7atvfjsbdwrtjGUjjz2OsyV0oJITBq1Cjs2LEDe/fuRXR0tNX0pk2bwtvbGz/88IOl7MKFC7h+/TpatmxZrHWbTCYYDAaYTCb4+fmhZs2alk9gYCB8fHzQtGlTq3WbTCb88MMP+a57xYoVeOqppxAcHFysuDyNK7exFNHR0QgLC7OKLy0tDT///HOx4/MUzmrjI0eOIDEx0fKZOXMmAgMDkZiYiKefflqWcUz/cfd2feONN/D7779bLRsA3n//faxcubIYW8YzuHv73o/H3/y5chtLweOvfaV5jpWYmGj5wcLjr7zcvV15/C2Yu7ft/XjszZ8rt7EUTj32yvrY9GJ45ZVXhFarFfv37xdJSUmWj16vt8zz8ssvi6pVq4q9e/eKY8eOiZYtW4qWLVtaLefixYvixIkTYvjw4aJ27drixIkT4sSJEyInJ0cIIcS6devEpk2bxNmzZ8Xly5fFpk2bREREhBg4cGCh8W3cuFGo1WqxatUqcfbsWfHSSy+JcuXKieTkZJv1KxQK8fXXX8u0ZTyHq7dxenq6ZVkAxIIFC8SJEyfEtWvXLPPMnTtXlCtXTnzxxRfi999/Fz169BDR0dEiKytLxi3lvpzVxg+S+oYnKeM4KSlJnDhxQnzyyScCgDh48KA4ceKEuHPnTtE2igfwhHZ9EPj2HwtPaV8efwvm6m3M42/xOauNV61aJTZs2CDOnTsnzp07J95++22hVCrFZ599Vmh8PP4WjSe064N4/L3HU9qWx96CuXobu9Kx12WSUgDy/axcudIyT1ZWlhgxYoQoX7680Gg04umnnxZJSUlWy4mLi8t3OVeuXBFC3BtgDz30kAgICBD+/v6ifv36Ys6cOZI27AcffCCqVq0qfHx8xCOPPCKOHj1qM8+kSZNEZGSkMBqNxdoensjV29j8CuIHP4MHD7bMYzKZxNSpU0VoaKhQq9WiY8eO4sKFC3JtIrfnrDZ+kCOvHbc3jqdNm2a3DmWNJ7Tr/2PvvqObqv//gT+T0KZNmqaMLqC07FHKRtmlgGwUBQHhAxQE9Qt8EBRQQEREpuwhS2WJgyWiiCIfcTFEEZAtIAXEljJsOlLatHn//uCX2JC0uaG3aZo+H+f0HLj35t7Xve9xb165930d7RMviu/zlvLl+Td/nl7GPP8WnrvKeMOGDaJu3bpCo9GIwMBA8cgjj9i8zrwgPP+6zhvK1dE+8fzrPWXLc2/+PL2MPencqxBCCBAREREREREREbmRx4wpRUREREREREREpQeTUkRERERERERE5HZMShERERERERERkdsxKUVERERERERERG7HpBQREREREREREbkdk1JEREREREREROR2TEoREREREREREZHbMSlFRERERERERERux6QUERERERERERG5HZNSRERERERERETkdkxKERERERERERGR2zEpRUREREREREREbsekFBERERERERERuR2TUkRERERERERE5HZMShERERERERERkdsxKUVERERERERERG7HpBQREREREREREbkdk1JEMvnuu++gUCiwffv2It/WxYsX0blzZ+j1eigUCuzatavIt1naWcr3u+++Yxxu9NVXX6FRo0bw8/ODQqFASkpKcYdE/19x1sX4+HhERUW5fbtUemzYsAEKhQIJCQnFHQpJlJOTg0mTJiEiIgJKpRK9e/d26/bZL/3rjTfegEKhwO3bt2VbZ1RUFHr27FmodbBdE3kmJqXIJZcvX8bzzz+PatWqwc/PD4GBgWjdujWWLl2KzMxM63KzZ89GixYtEBwcDD8/P9SsWRPjxo3DrVu3Hnrbli9Alj+1Wo3Q0FC0b98es2fPLtS6XfHhhx9iyZIlbtlWfoYOHYpTp05h1qxZ2Lx5M5o1a+ZwuYSEBJsvjQqFAhs2bLBbTmq5kq3C1gVLnU5ISLArK3fLzc3F+vXr0b59e5QrVw5qtRpRUVEYNmwYfv3112KJ6c6dO+jXrx/8/f2xcuVKbN68GVqttlhioZLJbDZj06ZNePTRR1GuXDnodDrUqlULQ4YMwZEjR4p0219++SXeeOONIt2GO8XHx9ucgwMCAlCtWjX07dsXO3bsgNlsLu4QKQ/Ll29nf96URHn//ffx9ttvo2/fvti4cSPGjx+f77Lt27e3OQ7+/v5o0KABlixZUqrq8tmzZ/HGG29ITtJYkk2WP41Gg3r16uG1115Dampq0QZbAhRnv//pp5+iW7duqFChAnx9fVGxYkX069cP3377bbHE44lmz57NH/I9VJniDoBKjj179uDpp5+GWq3GkCFDUL9+fWRnZ+Onn37CxIkTcebMGaxduxYAcOzYMTRq1AgDBgyATqfDuXPnsG7dOuzZswcnTpwo1BfLsWPHonnz5sjNzcWtW7dw6NAhTJ8+HYsWLcLWrVvRoUMHuXbZoQ8//BCnT5/GuHHjinQ7+cnMzMThw4cxdepUjBkzptDrc6VcS7N27dohMzMTvr6+1mnFURccxVFYmZmZeOqpp/DVV1+hXbt2mDJlCsqVK4eEhARs3boVGzduxLVr11C5cmXZtinFL7/8grS0NMycOROdOnVy67bJO4wdOxYrV67EE088gUGDBqFMmTK4cOEC9u7di2rVqqFFixZFtu0vv/wSK1eu9KrElFqtxrvvvgvgfr9x9epVfP755+jbty/at2+Pzz77DIGBgcUcJQH3zxWbN2+2mTZixAg88sgjeO6556zTAgIC3B1akfn2229RqVIlLF68WNLylStXxpw5cwAAt2/fxocffojx48fj1q1bmDVrVlGG6jHOnj2LGTNmoH379i4lKFetWoWAgACkp6dj3759mDVrFr799lscPHgQCoWi6AIupMGDB2PAgAFQq9VFsv7i6PeFEBg+fDg2bNiAxo0b46WXXkJYWBgSExPx6aefomPHjjh48CBatWrltpg81ezZs9G3b1+330VJzjEpRZJcuXIFAwYMQGRkJL799luEh4db540ePRqXLl3Cnj17rNN27Nhht46WLVuib9+++PzzzzFgwICHjqVt27bo27evzbSTJ0+ic+fO6NOnD86ePWsTn7ex3BEWFBRU6HW5Wq6lmVKphJ+fX3GHUSRxTJw4EV999RUWL15sl2CbPn265At8ZzIyMlxKSCcnJwOQp64/bAyezmw2Izs72yPqpqe5efMm3nnnHYwcOdIusb5kyRK33V3rTcqUKYP//Oc/NtPeeustzJ07F5MnT8bIkSPxySefFFN0lFe1atVQrVo1m2kvvPACqlWrZleGeeXk5MBsNsv6w4e7JCcnu3S+0Ov1NsfihRdeQJ06dbB8+XK8+eabUKlURRCld+jbty8qVKgA4P5x69OnD3bu3IkjR46gZcuWxRydPcu5X6VSlbhydXaeX7hwITZs2IBx48Zh0aJFNknBqVOnYvPmzShThl/5ybPx8T2SZP78+UhPT8d7773nMOFTo0YNvPjiiwWuw/ILzINjwly+fBmXL18uVHwNGzbEkiVLkJKSghUrVtjMu3HjBoYPH47Q0FCo1WpER0fj/ffft1nG8hjVJ598gilTpiAsLAxarRaPP/44rl+/bl2uffv22LNnD65evZrvre9msxmzZs1C5cqV4efnh44dO+LSpUuS9uP48ePo1q0bAgMDERAQgI4dO9o8YvLGG28gMjISwP1EQmFvvXe1XHNycjBz5kxUr17d+njXlClTkJWVZfM5y3P/3333HZo1awZ/f3/ExMRYH03buXMnYmJi4Ofnh6ZNm+L48eM2n4+Pj0dAQACuXbuGnj17IiAgAJUqVcLKlSsBAKdOnUKHDh2g1WoRGRmJDz/80ObzltvLH+RoLAFLrD/99BMeeeQR+Pn5oVq1ati0aZPNZx8cPye/upCeng6tVuuwPfz1119QqVTWX2YfhqNxfNq3b4/69evj7NmziIuLg0ajQaVKlTB//nyn6/vrr7+wZs0aPPbYYw7v+FKpVJgwYYLNXVLO6inw77H+/vvvMWrUKISEhNisY+/evWjbti20Wi10Oh169OiBM2fO2OzT0KFDAQDNmzeHQqFAfHy8df7PP/+Mrl27Qq/XQ6PRIDY2FgcPHrSJwVIPzp49i4EDB6Js2bJo06aNdf4HH3yApk2bwt/fH+XKlcOAAQNs2rurx/bevXt44403UKtWLfj5+SE8PBxPPfWUTf9mNpuxZMkSREdHw8/PD6GhoXj++efxzz//OCoeOwqFAmPGjMGWLVsQHR0NtVqNr776CoC0vg4Ali9fjujoaGg0GpQtWxbNmjWza0NSyvhBY8aMQUBAAIxGo928Z555BmFhYcjNzbVOc1YHLHbt2oX69evDz88P9evXx6effirpWF25cgVCCLRu3dpunkKhQEhIiM20lJQUjBs3DhEREVCr1ahRowbmzZtn8yiP5THbBQsWYO3atda+sHnz5vjll1+sy8XHx1v7q7yPulhIrQdS+ydL/OPHj0dUVBTUajUqV66MIUOG2IzpkpWVhenTp6NGjRpQq9WIiIjApEmT7PpwV7366qvo3Lkztm3bhj/++MNmnpRytvT5f/75J7p06QKtVouKFSvizTffhBDCZtmiOHZnzpxBhw4d4O/vj8qVK+Ott97K9xEuV/bnxo0b6N27NwICAhAcHIwJEybYtAHL/ixdutR6TgwODkbXrl2tj03HxsaiYcOGDmOpXbs2unTp4nCeFHnr85IlS6z1+ezZswCA8+fPo2/fvihXrhz8/PzQrFkz7N692249UtoOAHz88cdo2rQpdDodAgMDERMTg6VLlzqNMyMjAy+//LJ1/bVr18aCBQusdcOyHwcOHMCZM2es7c3Vx+H9/PzQvHlzpKWlWX8UsZByvnBESn3t2bOnXQLRomXLljZDNKxfvx4dOnRASEgI1Go16tWrh1WrVtl9Tkr937BhA55++mkAQFxc3EMfNwDWpxSuXLliMz0lJQXx8fEICgqCXq/HsGHD7M4RUvfJYt++fdaxJuvVq4edO3fazC/o+iO/MaX27t2L2NhYa91s3ry5zXnxxx9/xNNPP40qVapY+87x48fbDHHhrN93Vo8tCjrPPygzMxNz5sxBnTp1sGDBAofXvoMHD8Yjjzxi/f+ff/6Jp59+GuXKlYNGo0GLFi3sfoC2XGtu3boVM2bMQKVKlaDT6dC3b18YDAZkZWVh3LhxCAkJQUBAAIYNG2Z3HrHsx7Zt21CvXj34+/ujZcuWOHXqFABgzZo1qFGjBvz8/NC+fXuHj5C6cq136dKlAuuaQqFARkYGNm7caC0by3VlWloaxo0bZz1/hoSE4LHHHsNvv/3m8LhTERBEElSqVElUq1bNpc+YzWZx69YtkZiYKH744QfRqlUroVKpxLlz52yWi4yMFJGRkU7Xd+DAAQFAbNu2zeH87Oxs4e/vL5o1a2adlpSUJCpXriwiIiLEm2++KVatWiUef/xxAUAsXrzYbt0xMTGiQYMGYtGiReLVV18Vfn5+olatWsJoNAohhNi3b59o1KiRqFChgti8ebPYvHmz+PTTT23W0bhxY9G0aVOxePFi8cYbbwiNRiMeeeQRp/t3+vRpodVqRXh4uJg5c6aYO3euqFq1qlCr1eLIkSNCCCFOnjwpFi9eLACIZ555xmb7jly5ckUAEAcOHBBCCAFArF+/3jrf1XIdOnSoACD69u0rVq5cKYYMGSIAiN69e9ssFxkZKWrXri3Cw8PFG2+8IRYvXiwqVaokAgICxAcffCCqVKki5s6dK+bOnSv0er2oUaOGyM3NtdmOn5+fqFevnnjhhRfEypUrRatWrazxV6xYUUycOFEsX75cREdHC5VKJf7880/r56dPny4cdW/r168XAMSVK1fsYg0NDRVTpkwRK1asEE2aNBEKhUKcPn3aupylfC3HsqC6MGjQIBEaGipycnJstj9//nyhUCjE1atXbdZ55coVu7LKz4NxCCFEbGysqFixooiIiBAvvviieOedd0SHDh0EAPHll18WuL61a9cKAGLTpk0FLmchpZ4K8e+xrlevnoiNjRXLly8Xc+fOFUIIsWnTJqFQKETXrl3F8uXLxbx580RUVJQICgqyls2+ffvEc889JwCIN998U2zevFkcOnRICCHE//73P+Hr6ytatmwpFi5cKBYvXiwaNGggfH19xc8//2yNwVIP6tWrJ5544gnxzjvviJUrVwohhHjrrbeEQqEQ/fv3F++8846YMWOGqFChgoiKihL//POPy8c2JydHdOzYUQAQAwYMECtWrBBz5swRHTp0ELt27bIuN2LECFGmTBkxcuRIsXr1avHKK68IrVYrmjdvLrKzs50efwCibt26Ijg4WMyYMUOsXLlSHD9+XHJfZynvvn37ijVr1oilS5eKZ599VowdO9blMn6wLv7www8CgNi6datNzBkZGUKr1YrRo0dbp0mpA0II8fXXXwulUinq168vFi1aJKZOnSr0er2Ijo52et74+++/BQDRo0cPkZGRUeCyGRkZokGDBqJ8+fJiypQpYvXq1WLIkCFCoVCIF1980bqcpZ02btxY1KhRQ8ybN0/Mnz9fVKhQQVSuXNlahocOHRKPPfaYAGDtHzZv3mxdj9R6ILV/SktLE/Xr1xcqlUqMHDlSrFq1SsycOVM0b95cHD9+XAghRG5urujcubPQaDRi3LhxYs2aNWLMmDGiTJky4oknnijw+Ahxv1/WarX5zt+8ebMAIFasWGGdJrWcLX1+zZo1xeDBg8WKFStEz549BQAxbdo0m+3IfewSExNFcHCwKFu2rHjjjTfE22+/LWrWrCkaNGhgd75wdX+io6PF8OHDxapVq0SfPn0EAPHOO+/Y7E98fLwAILp16yaWLFkiFixYIJ544gmxfPlyIYQQ69atEwDEqVOnbD539OhRl/puIYTQarVi6NCh1v9b6nO9evVEtWrVxNy5c8XixYvF1atXxenTp4Verxf16tUT8+bNEytWrBDt2rUTCoVC7Ny507oOqW1n3759AoDo2LGjWLlypVi5cqUYM2aMePrppwuM2Ww2iw4dOgiFQiFGjBghVqxYIXr16iUAiHHjxgkhhEhPTxebN28WderUEZUrV7a2t6SkpHzXGxsbK6Kjo+2mN2vWTCgUCut1nxDSzxdDhw6165ek1NdNmzYJAOLo0aM2n01ISBAAxNtvv22d1rx5cxEfHy8WL14sli9fLjp37mzX7oSQVv8vX74sxo4dKwCIKVOmSDpulvPqrVu3bKaPHz9eABBfffWVzXKNGzcWTz31lHjnnXfEiBEjBAAxadIkm8+6sk+1atUSQUFB4tVXXxWLFi0SMTExQqlUin379lmXK+j6w9F14Pr164VCoRD169cXs2bNEitXrhQjRowQgwcPti7z3//+V3Tv3l3Mnj1brFmzRjz77LNCpVKJvn37WpcpqN+XUo8t8jvPO2JpV2+++Wa+ZZZXUlKSCA0NFTqdTkydOlUsWrRINGzYUCiVSpt2bTm/N2rUSLRs2VIsW7ZMjB07VigUCjFgwAAxcOBA0a1bN7Fy5UoxePBgAUDMmDHDbj8aNGggIiIibK75q1SpIlasWCHq1asnFi5cKF577TXh6+sr4uLibD7v6rWes7q2efNmoVarRdu2ba1lY7muHDhwoPD19RUvvfSSePfdd8W8efNEr169xAcffCDpuFLhMSlFThkMBgFA0kVrXomJiQKA9a9y5crik08+sVtOrqSUEEI0bNhQlC1b1vr/Z599VoSHh4vbt2/bLDdgwACh1+utFx2WdVeqVEmkpqZal9u6dasAIJYuXWqd1qNHD4fxWtZRt25dkZWVZZ2+dOlShxeUD+rdu7fw9fUVly9ftk77+++/hU6nE+3atbNOs1xE5r1IeRiuluuJEycEADFixAib6RMmTBAAxLfffmudFhkZKQBYO3sh7n+5BCD8/f2tSRkhhFizZo1dksWS/Jo9e7Z12j///CP8/f2FQqEQH3/8sXX6+fPnBQAxffp06zRXk1IAxA8//GCdlpycLNRqtXj55Zet0xwlg/KrC5Z93bt3r830Bg0aiNjYWLvlXZFfUurBLydZWVkiLCxM9OnTp8D1WS4k87vgeZDUemo51m3atLFJzqWlpYmgoCAxcuRIm/UmJSUJvV5vM92yjl9++cU6zWw2i5o1a4ouXboIs9lsnW40GkXVqlXFY489Zp1mqQfPPPOMzbYSEhKESqUSs2bNspl+6tQpUaZMGZvpUo/t+++/LwCIRYsW2R0zS5w//vijACC2bNliM/+rr75yON0RAEKpVIozZ87YTJfa1z3xxBMOv4jlJbWMH6yLZrNZVKpUya7OWfpRSxtzpQ40atRIhIeHi5SUFOs0y0W4lPOGJXFetmxZ8eSTT4oFCxbY/TAihBAzZ84UWq1W/PHHHzbTX331VaFSqcS1a9eEEP/2v+XLlxd37961LvfZZ58JAOLzzz+3Ths9erTDfsiVeiC1f3r99dcFAJsvFRaW+rd582ahVCrFjz/+aDN/9erVAoA4ePCg3WfzcpaUOn78uAAgxo8fL4RwrZwtff5///tfm7h79OghfH19rV+Ai+LYjRs3TgCw+ZKTnJws9Hq9zfniYfbnwS+Klh+tLL799lsBwCYpnHf/hRAiJSVF+Pn5iVdeecVm/tixY4VWqxXp6el2n81PfkmpwMBAkZycbLNsx44dRUxMjLh3755NTK1atRI1a9a0TpPadl588UURGBho92ONM7t27RIAxFtvvWUzvW/fvkKhUIhLly5Zp+WXaHIkNjZW1KlTR9y6dUvcunVLnD9/XkycONGayLZw5XzxYFJKan01GAx29VII+x+yhBA2yTKLLl262P3AKLX+b9u2TdIPYhaW8+qFCxfErVu3xJUrV8SaNWuEWq0WoaGh1h8ALMsNHz7c5vNPPvmkKF++vM00V/dpx44d1mkGg0GEh4eLxo0bW6fld/2Rd56lXaekpAidTiceffRRkZmZabPsg9cYD5ozZ45d+eTX77tSj/M7zzti+Y5R0A/UeVn6u7zngbS0NFG1alURFRVl/YHYcn6vX7++TbL/mWeeEQqFQnTr1s1mvS1btrQ7JwMQarXa5prbcs0fFhZm831r8uTJNuXyMNd6Uurag32ghV6vt/nhjNyPj++RU5a3aeh0Opc+V65cOXzzzTf4/PPP8eabb6JChQpIT0+3W87y5jE5BAQEIC0tDQAghMCOHTvQq1cvCCFw+/Zt61+XLl1gMBjsbsscMmSIzX727dsX4eHh+PLLLyXHMGzYMJuxGNq2bQvg/u2y+cnNzcW+ffvQu3dvm1u4w8PDMXDgQPz000+yv9XE1XK1HIOXXnrJZvrLL78MAHa3/tarV89mXIFHH30UwP1bvKtUqWI33dHxGTFihPXfQUFBqF27NrRaLfr162edXrt2bQQFBRV4fJ2pV6+etZwAIDg4GLVr137odXbq1AkVK1bEli1brNNOnz6N33//vcCxPAojICDAZt2+vr545JFHnO6DK/XgYerpyJEjbcZv+Oabb5CSkoJnnnnGpk2qVCo8+uijOHDgQIExnDhxAhcvXsTAgQNx584d6+czMjLQsWNH/PDDD3aPjLzwwgs2/9+5cyfMZjP69etnE0NYWBhq1qxpF4OUY7tjxw5UqFAB//3vf+1ittxOv23bNuj1ejz22GM2223atCkCAgKc7rtFbGws6tWrZ/2/K31dUFAQ/vrrL5tHzfIqTF+kUCjw9NNP48svv7Tp6z/55BNUqlTJ+uik1DqQmJiIEydOYOjQodDr9db1PfbYYzb7X5D169djxYoVqFq1Kj799FNMmDABdevWRceOHXHjxg3rctu2bUPbtm1RtmxZm5g6deqE3Nxc/PDDDzbr7d+/P8qWLWv9v5R+Pu+2XKkHUvqnHTt2oGHDhnjyySfttpe3/tWtWxd16tSx2a7lsRup9S8/lgGzLefgh2nreV/eYXn0Izs7G/v377fug9zH7ssvv0SLFi1sHm8JDg7GoEGDbNb1MPvzYN/Ttm1bu3JTKBSYPn263Wct5abX6/HEE0/go48+sj7mk5ubi08++QS9e/eWZYy8Pn36IDg42Pr/u3fv4ttvv0W/fv2QlpZm3dc7d+6gS5cuuHjxorX9SG07QUFByMjIwDfffONSbF9++SVUKhXGjh1rM/3ll1+GEAJ79+596P0+f/48goODERwcjDp16uDtt9/G448/bvOWYlfPF3lJra+BgYHo1q0btm7davMo1yeffIIWLVrYXDP5+/tb/20wGHD79m3Exsbizz//hMFgsNm+3Nc2edWuXRvBwcGoWrUqnn/+edSoUQN79uyBRqOxWc5RG7hz547NecSVfapYsaJNPxcYGIghQ4bg+PHjSEpKsln2wesPR7755hukpaXh1VdftRuzKe+jcHljzMjIwO3bt9GqVSsIIeyGoHDE1Xr84Hk+Pw9zLf/II4/YDGUQEBCA5557DgkJCdZHdy2GDBkCHx8f6/8fffRR68DqeT366KO4fv06cnJybKZ37NjRZpgRyzV/nz59bGJ+8LuAHNd6jupafoKCgvDzzz/j77//drosFQ2OekZOWd6kY7nQlMrX19f6xqyePXuiY8eOaN26NUJCQtCzZ0/Z4wSA9PR0ayd369YtpKSkYO3atfm+Pe7BMQNq1qxp83+FQoEaNWq4lDTLe/EAwPrFpaAxY27dugWj0YjatWvbzatbty7MZjOuX7+O6OhoyXE442q5Xr16FUqlEjVq1LCZHhYWhqCgIFy9etVm+oPHwfKlMiIiwuH0B4+PZWyNB5etXLmy3TPzer1e8pg8jjwYK3C/3B52nUqlEoMGDcKqVatgNBqh0WiwZcsW+Pn5WcdvkJuj41K2bFn8/vvvBX7OlXrwMPW0atWqNstdvHgRAPJ9S6azN3dZPm8Zb8oRg8FgkzBwFIMQwq69W+S9AAOkHdvLly+jdu3aBQ4mevHiRRgMBruxjCws/ZHBYLAZp8LX1xflypXLd39c6eteeeUV7N+/H4888ghq1KiBzp07Y+DAgdZxlwrbF/Xv3x9LlizB7t27MXDgQKSnp+PLL7/E888/bz2GUuuApU9xVE61a9eWNNaDUqnE6NGjMXr0aNy5cwcHDx7E6tWrsXfvXgwYMAA//vijNabff//drs+xePBc8TD9vIXUepDftizby7uty5cvo0+fPk63e+7cOcn76CpLItJyDna1rSuVSrtxdWrVqgUA1nNwURy7q1evWr8Q5fVgG3B1fxydwxyVW8WKFW3atyNDhgzBJ598gh9//BHt2rXD/v37cfPmTQwePLjAz0n1YJ9y6dIlCCEwbdo0TJs2zeFnkpOTUalSJcltZ9SoUdi6dSu6deuGSpUqoXPnzujXrx+6du1aYGxXr15FxYoV7b50161b1zr/YUVFRWHdunUwm824fPkyZs2ahVu3btkkJ1w9X+TlSn3t378/du3ahcOHD6NVq1a4fPkyjh07hiVLlth85uDBg5g+fToOHz5sNzaTwWCwSeDLfW2T144dOxAYGAgfHx9UrlwZ1atXd7hcQX2lpc24sk81atSwOx/n7SfCwsKs0x+s145YxnysX79+gctdu3YNr7/+Onbv3m13/B5MnDniaj2WEjvwcNfyjvq7vHHkPRauXMubzWYYDAaUL1/+oT4P/HsOfZhrPSl1LT/z58/H0KFDERERgaZNm6J79+4YMmRIvmO9kfyYlCKnAgMDUbFiRZw+fbpQ62nVqhXCw8OxZcuWIklKmUwm/PHHH9bO1JJB/89//pNvp9agQQPZ48jvV5m8v355goctV6mv+s3vOEg9PoX5fH4xPjjArKsxuWLIkCF4++23sWvXLjzzzDP48MMP0bNnT5uLKzk97D7UqVMHwP3B4xs1aiR3WDa/LgL/tsvNmzfbXDxaOHtDjOXzb7/9dr7xPviKc0cxKBQK7N271+Fxe/DzctUPs9mMkJAQmzvo8rJ8qXvxxRexceNG6/TY2FibgWfzO6ZS+rq6deviwoUL+OKLL/DVV19hx44deOedd/D6669jxowZLu2PIy1atEBUVBS2bt2KgQMH4vPPP0dmZib69+9vF+/D1oGHVb58eTz++ON4/PHH0b59e3z//fe4evUqIiMjYTab8dhjj2HSpEkOP2v50mNRmDohtR7Isa0HtxsTE4NFixY5nP/glwRXWc4llh8uiqKci+vYWbYNSN8fOd/w1aVLF4SGhuKDDz5Au3bt8MEHHyAsLMz6w19h5denTJgwId+B1POWs5S2ExISghMnTuDrr7/G3r17sXfvXqxfvx5Dhgyx6e/cSavV2hzD1q1bo0mTJpgyZQqWLVsGwPXzRV6u1NdevXpBo9Fg69ataNWqFbZu3QqlUmnzQ9bly5fRsWNH1KlTB4sWLUJERAR8fX3x5ZdfYvHixXZ3jhTl9Wi7du2sb98riLMYXN0nVzxYrx9Wbm4uHnvsMdy9exevvPIK6tSpA61Wixs3biA+Pr5QMeZHaux5r+F69+4texzFdS3/MNd6hanv/fr1Q9u2bfHpp59i3759ePvttzFv3jzs3LkT3bp1c/p5KjwmpUiSnj17Yu3atTh8+HChXvV67949Sb8oPIzt27cjMzPTegEVHBwMnU6H3NxcyRdulsy8hRACly5dskleSU3KuCI4OBgajQYXLlywm3f+/HkolcpCf2FwxJVytXxxu3jxovUXFeD+a9dTUlKsbwX0BJZfR1JSUmxeD12YX1QdKagu1K9fH40bN8aWLVtQuXJlXLt2DcuXL5d1+3Lo1q0bVCoVPvjgA6e/ustRTy2/poaEhDzUFyrL5wMDAx/6C1n16tUhhEDVqlXtkg0Pq3r16vj5559hMpny/eW8evXq2L9/P1q3bl3gBeekSZNsHhfM+0ugI672dVqtFv3790f//v2RnZ2Np556CrNmzcLkyZNlKeN+/fph6dKlSE1NxSeffIKoqCi0aNHCOl9qHbD0KQ/2ywAcxueKZs2a4fvvv0diYiIiIyNRvXp1pKeny/YlH8i/f5BaD1xRvXp1pz8wVK9eHSdPnkTHjh2L5Dy2efNmKBQKPPbYY9btAdLbutlsxp9//mnTJi1v8rM8/lEUxy4yMlJSHSts3+VI9erV8fXXX+Pu3bsF3i2lUqkwcOBAbNiwAfPmzcOuXbskPZr0sCx3B/j4+DjdV1fajq+vL3r16oVevXrBbDZj1KhRWLNmDaZNm2Z3F7ZFZGQk9u/fj7S0NJu7TM6fP2+dL5cGDRrgP//5D9asWYMJEyagSpUqhTpfuFJftVotevbsiW3btmHRokX45JNP0LZtW1SsWNG6zOeff46srCzs3r3b5q6Qwjx6WxR9gStc3SfLXXx5436wn3CFpV2fPn063zp46tQp/PHHH9i4cSOGDBline7oUdT8jmdR1eM2bdqgbNmy+OijjzBlyhSnfUJkZGS+5/fCxCE3Oa71HCmovoeHh2PUqFEYNWoUkpOT0aRJE8yaNYtJKTfhmFIkyaRJk6DVajFixAjcvHnTbv7ly5etr/XNyMhw+ErwHTt24J9//rF5ta3ls3lfmf4wTp48iXHjxqFs2bIYPXo0gPsXcX369MGOHTscXqzfunXLbtqmTZtsboHdvn07EhMTbTokrVYre2JNpVKhc+fO+Oyzz2weFbx58yY+/PBDtGnTxumtpw/DlXLt3r07ANjdSm751b1Hjx6yx/ewLCezvOPAWF4DKydndWHw4MHYt28flixZgvLly3vkiS0iIgIjR47Evn37HCbNzGYzFi5ciL/++kuWetqlSxcEBgZi9uzZMJlMdvMdtcu8mjZtiurVq2PBggUOx6hz9nkAeOqpp6BSqTBjxgy7X9CEELhz547TdTyoT58+uH37NlasWGE3z7KNfv36ITc3FzNnzrRbJicnBykpKQDujwPSqVMn61/Tpk0L3LYrfd2D++br64t69epBCAGTySRLGffv3x9ZWVnYuHEjvvrqK5sx4ADpdSA8PByNGjXCxo0bbdrZN998YzfuhSNJSUkOl8vOzsb//vc/m8eR+/Xrh8OHD+Prr7+2Wz4lJcVunAwpLGP9WMrVQmo9cEWfPn1w8uRJfPrpp3bz8ta/GzduYN26dXbLZGZmIiMjw+XtWsydOxf79u1D//79rY85PUxbz9t+hBBYsWIFfHx80LFjR+s+yH3sunfvjiNHjuDo0aM2sT14d0th+y5H+vTpAyGEw7sUH+ybBg8ejH/++QfPP/880tPTi2x8QuB+4q19+/ZYs2YNEhMT7ebn3VepbefBvkepVFp/8HvwVfJ5de/eHbm5uXZ96+LFi6FQKGQ/r06aNAkmk8l6bVOY84Wr9bV///74+++/8e677+LkyZM2d5gC/94JkjcOg8GA9evXu7SPeeXXT7mLq/v0999/2/Rzqamp2LRpExo1auTwDkZnOnfuDJ1Ohzlz5uDevXs28ywxOYpRCGG9Ps4rv+NZVPVYo9HglVdewblz5/DKK684vCvogw8+sPZv3bt3x9GjR3H48GHr/IyMDKxduxZRUVGSx2ssanJc6zmi1WrtyiY3N9fuWj4kJAQVK1YssG8iefFOKZKkevXq+PDDD9G/f3/UrVsXQ4YMQf369ZGdnY1Dhw5h27ZtiI+PB3D/V+1OnTqhf//+qFOnDpRKJX799Vd88MEHiIqKwosvvmizbsvFptRxm3788Ufcu3cPubm51jFCdu/eDb1ej08//dTmpDR37lwcOHAAjz76KEaOHIl69erh7t27+O2337B//37cvXvXZt3lypVDmzZtMGzYMNy8eRNLlixBjRo1MHLkSOsyTZs2xSeffIKXXnoJzZs3R0BAAHr16vUQR9XWW2+9hW+++QZt2rTBqFGjUKZMGaxZswZZWVmYP39+odfviCvl2rBhQwwdOhRr165FSkoKYmNjcfToUWzcuBG9e/dGXFxckcT4MDp37owqVarg2WefxcSJE6FSqfD+++8jODgY165dk207zurCwIEDMWnSJHz66af4v//7vwLHnihOCxcuxOXLlzF27Fjs3LkTPXv2RNmyZXHt2jVs27YN58+fx4ABAwAUvp4GBgZi1apVGDx4MJo0aYIBAwZYy2XPnj1o3bq1w8SOhVKpxLvvvotu3bohOjoaw4YNQ6VKlXDjxg0cOHAAgYGB+PzzzwuMoXr16njrrbcwefJkJCQkoHfv3tDpdLhy5Qo+/fRTPPfcc5gwYYJLx3DIkCHYtGkTXnrpJRw9ehRt27ZFRkYG9u/fj1GjRuGJJ55AbGwsnn/+ecyZMwcnTpxA586d4ePjg4sXL2Lbtm1YunQp+vbt69J2LaT2dZ07d0ZYWBhat26N0NBQnDt3DitWrECPHj2sv94WtoybNGmCGjVqYOrUqcjKyrL7YuVKHZgzZw569OiBNm3aYPjw4bh79y6WL1+O6Ohohxeqef3111945JFH0KFDB3Ts2BFhYWFITk7GRx99ZP0hw/L4ycSJE7F792707NkT8fHxaNq0KTIyMnDq1Cls374dCQkJkh5VycuSTBw7diy6dOkClUqFAQMGFEk9mDhxIrZv346nn34aw4cPR9OmTXH37l3s3r0bq1evRsOGDTF48GBs3boVL7zwAg4cOIDWrVsjNzcX58+fx9atW/H111/b/Wj0oJycHHzwwQcA7t/5fPXqVezevRu///474uLibMY0c7Wt+/n54auvvsLQoUPx6KOPYu/evdizZw+mTJlifcypKI7dpEmTsHnzZnTt2hUvvvgitFot1q5di8jISJtx4wrbdzkSFxeHwYMHY9myZbh48SK6du0Ks9mMH3/8EXFxcTYDvzdu3Bj169e3DljfpEkTl7blqpUrV6JNmzaIiYnByJEjUa1aNdy8eROHDx/GX3/9hZMnTwKQ3nZGjBiBu3fvokOHDqhcuTKuXr2K5cuXo1GjRjZ3Xz+oV69eiIuLw9SpU5GQkICGDRti3759+OyzzzBu3Lh8xzJ6WPXq1UP37t3x7rvvYtq0aYU6X7haX7t37w6dTocJEyZYf2zIq3Pnzta7zSzJyXXr1iEkJMRh8lCKRo0aQaVSYd68eTAYDFCr1ejQoUO+42DJzdV9qlWrFp599ln88ssvCA0Nxfvvv4+bN28+dGIuMDAQixcvxogRI9C8eXMMHDgQZcuWxcmTJ2E0GrFx40bUqVMH1atXx4QJE3Djxg0EBgZaf2h/UH79flHW44kTJ+LMmTNYuHAhDhw4gL59+yIsLAxJSUnYtWsXjh49ikOHDgEAXn31VXz00Ufo1q0bxo4di3LlymHjxo24cuUKduzYAaXSM+5XkeNaz5GmTZti//79WLRoESpWrIiqVauidu3aqFy5Mvr27YuGDRsiICAA+/fvxy+//IKFCxcWwd6RQ0XwRj/yYn/88YcYOXKkiIqKEr6+vkKn04nWrVuL5cuXW18bfOvWLfHcc8+JOnXqCK1WK3x9fUXNmjXFuHHjrK91zisyMlLSq70trye1/Pn4+Ijg4GDRrl07MWvWLLvXGVvcvHlTjB49WkRERAgfHx8RFhYmOnbsKNauXWu37o8++khMnjxZhISECH9/f9GjRw+bV70KIUR6eroYOHCgCAoKsnktuWUd27Zts1ne8srl9evXO93H3377TXTp0kUEBAQIjUYj4uLixKFDhxyu7+2333a6PqmklKsQQphMJjFjxgxRtWpV4ePjIyIiIsTkyZNtlhHifpnmfaWyBQC7V6462p/8Xj2e3+ueHW3v2LFj4tFHHxW+vr6iSpUqYtGiRXavAi4o1tjYWBEbG2v9v6V88742Ob+6kFf37t0FALtyfFiO4sjvuDz4euqC5OTkiHfffVe0bdtW6PV64ePjIyIjI8WwYcPE8ePHbZaVUk8tx/qXX37Jdz+6dOki9Hq98PPzE9WrVxfx8fHi119/lbSO48ePi6eeekqUL19eqNVqERkZKfr16yf+97//WZexvCbYUb8jhBA7duwQbdq0EVqtVmi1WlGnTh0xevRoceHCBesyrhxbo9Eopk6dam0fYWFhom/fvuLy5cs2y61du1Y0bdpU+Pv7C51OJ2JiYsSkSZPE33//7TDOvBy1IQspfd2aNWtEu3btrMetevXqYuLEicJgMNisS0oZO6qLFlOnThUARI0aNfLdFyl1QIj75VS3bl2hVqtFvXr1xM6dOyXV7dTUVLF06VLRpUsXUblyZeHj4yN0Op1o2bKlWLdunc1rpoW4/1rsyZMnixo1aghfX19RoUIF0apVK7FgwQLrK7EL6n8BiOnTp1v/n5OTI/773/+K4OBgoVAo7F4TLqUeSO2fhBDizp07YsyYMaJSpUrC19dXVK5cWQwdOlTcvn3bukx2draYN2+eiI6OFmq1WpQtW1Y0bdpUzJgxw64OPGjo0KE252CNRiOioqJEnz59xPbt262vEn+QlHK29PmXL18WnTt3FhqNRoSGhorp06c7XK/cx+73338XsbGxws/PT1SqVEnMnDlTvPfee3bnC1f350GWPimvnJwc8fbbb4s6deoIX19fERwcLLp16yaOHTtm9/n58+cLAGL27Nl286R48HXozq4nLl++LIYMGSLCwsKEj4+PqFSpkujZs6fYvn27zXJS2s727dtF586dRUhIiPW8/Pzzz4vExESncaelpYnx48eLihUrCh8fH1GzZk3x9ttv27Xh/PprRwpa9rvvvrNrz1LOF/n1S670+YMGDRIARKdOnRzGtnv3btGgQQPh5+cnoqKixLx588T777//0Nc2Qgixbt06Ua1aNaFSqfLt0y2cnVedLefoOszVffr6669FgwYNhFqtFnXq1LG77i7o2sHR9i0xtGrVSvj7+4vAwEDxyCOPiI8++sg6/+zZs6JTp04iICBAVKhQQYwcOVKcPHnS7vq+oH5faj0u6DxfEEsbK1eunChTpowIDw8X/fv3F999953NcpcvXxZ9+/YVQUFBws/PTzzyyCPiiy++sFkmv+80+R1bR+Ut9Zq/oO0V5lrPUVmfP39etGvXTvj7+wsAYujQoSIrK0tMnDhRNGzYUOh0OqHVakXDhg3FO++84+gwUxFRCOFhoy8TFYPvvvsOcXFx2LZt20PfqUDkyJNPPolTp07h0qVLxR0KEZFHio+Px/bt253e/VbaLV26FOPHj0dCQoLDN6sRERGVRJ5xjx4RkRdKTEzEnj17ZHttNxERlU5CCLz33nuIjY1lQoqIiLwKx5QiIpLZlStXcPDgQbz77rvw8fHB888/X9whERFRCZSRkYHdu3fjwIEDOHXqFD777LPiDomIiEhWTEoREcns+++/x7Bhw1ClShVs3Ljxod4IQ0REdOvWLQwcOBBBQUGYMmUKHn/88eIOiYiISFYcU4qIiIiIiIiIiNyOY0oREREREREREZHbMSlFRERERERERERux6QUERERERERERG5ndcPdG42m/H3339Dp9NBoVAUdzhERERERERERF5NCIG0tDRUrFgRSmX+90N5fVLq77//RkRERHGHQURERERERERUqly/fh2VK1fOd77XJ6V0Oh2A+wciMDCwmKMhIiIiIiIiIvJuqampiIiIsOZk8uP1SSnLI3uBgYFMShERERERERERuYmzYZQ40DkREREREREREbkdk1JEREREREREROR2TEoREREREREREZHbef2YUlLl5ubCZDIVdxhEJYKPjw9UKlVxh0FEREREREQlWKlPSgkhkJSUhJSUlOIOhahECQoKQlhYmNOB64iIiIiIiIgcKfVJKUtCKiQkBBqNhl+wiZwQQsBoNCI5ORkAEB4eXswRERERERERUUlUqpNSubm51oRU+fLlizscohLD398fAJCcnIyQkBA+ykdEREREREQuK9UDnVvGkNJoNMUcCVHJY2k3HIuNiIiIiIiIHkapvlPKgo/sEbmO7YaIiIiIiDxNitGEtKxcGLPN0PgqoVOrEKTxKe6wKB+l+k4pKh5r165FREQElEollixZ4nDaG2+8gUaNGlk/Ex8fj969e1v/3759e4wbN86tcVt89913UCgUxTI4fkJCAhQKBU6cOOH2bRMREREREXmy5LRsrDmYhKlfXMWsfdcx9YurWHMwCclp2cUdGuWDSakSZvXq1dDpdMjJybFOS09Ph4+PD9q3b2+zrCV5cvnyZQBAVFQUFAoFPv74Y7v1RkdHQ6FQYMOGDdZpluXz/lWuXLlQ8aempmLMmDF45ZVXcOPGDTz33HMOp02YMAH/+9//8l3Pzp07MXPmTMnbLc5E0sN6MBFHREREREREjqUYTVh/5CbOJBltpp9JMmL9kZtIMXLYEU/EpFQJExcXh/T0dPz666/WaT/++CPCwsLw888/4969e9bpBw4cQJUqVVC9enXrtIiICKxfv95mnUeOHEFSUhK0Wq3d9t58800kJiZa/44fP16o+K9duwaTyYQePXogPDwcGo3G4bSAgIACB58vV64cdDpdoWKhf2Vn85cDIiIiIiIqudKycu0SUhZnkoxIy8p1c0QkBZNSJUzt2rURHh6O7777zjrtu+++wxNPPIGqVaviyJEjNtPj4uJsPj9o0CB8//33uH79unXa+++/j0GDBqFMGfshxnQ6HcLCwqx/wcHBBcb3yiuvoFatWtBoNKhWrRqmTZtmHQh7w4YNiImJAQBUq1bNemfWg9MSEhLsHt970IOP723evBnNmjWzxjtw4EAkJycDuP/Im+U4lC1bFgqFAvHx8QAAs9mMOXPmoGrVqvD390fDhg2xfft2m219+eWXqFWrFvz9/REXF4eEhIQCjwEALFq0CDExMdBqtYiIiMCoUaOQnp5une9o/5YsWYKoqCjr/I0bN+Kzzz6z3qWWt8z//PNPxMXFQaPRoGHDhjh8+LDNunbs2IHo6Gio1WpERUVh4cKFNvOjoqIwc+ZMDBkyBIGBgXjuueeQnZ2NMWPGIDw8HH5+foiMjMScOXOc7isREREREVFxM2abCzWfigeTUjIwGTOQmZyEtGtXkJl8EyZjRpFuLy4uDgcOHLD+/8CBA2jfvj1iY2Ot0zMzM/Hzzz/bJaVCQ0PRpUsXbNy4EQBgNBrxySefYPjw4bLEptPpsGHDBpw9exZLly7FunXrsHjxYgBA//79sX//fgDA0aNHkZiYiKefftpuWkREhMvbNZlMmDlzJk6ePIldu3YhISHBmniKiIjAjh07AAAXLlxAYmIili5dCgCYM2cONm3ahNWrV+PMmTMYP348/vOf/+D7778HAFy/fh1PPfUUevXqhRMnTmDEiBF49dVXncajVCqxbNkynDlzBhs3bsS3336LSZMmSd6fCRMmoF+/fujatav1LrVWrVpZ50+dOhUTJkzAiRMnUKtWLTzzzDPWRzqPHTuGfv36YcCAATh16hTeeOMNTJs2zebRTABYsGABGjZsiOPHj2PatGlYtmwZdu/eja1bt+LChQvYsmWLNUlGRERERETkyTS+Bac3nM2n4sG37xVSVso/uLx9C1L/OGedpq9VF9X6DoI6qGyRbDMuLg7jxo1DTk4OMjMzcfz4ccTGxsJkMmH16tUAgMOHDyMrK8suKQUAw4cPx8svv4ypU6di+/btqF69er53Jb3yyit47bXXrP+fPXs2xo4dm29seZeNiorChAkT8PHHH2PSpEnw9/e3PpIXHByMsLAwAHA4zVV5k2rVqlXDsmXL0Lx5c6SnpyMgIADlypUDAISEhCAoKAgAkJWVhdmzZ2P//v1o2bKl9bM//fQT1qxZg9jYWKxatQrVq1e33mlUu3ZtnDp1CvPmzSswnrx3cUVFReGtt97CCy+8gHfeeUfS/gQEBMDf3x9ZWVkOj8mECRPQo0cPAMCMGTMQHR2NS5cuoU6dOli0aBE6duyIadOmAQBq1aqFs2fP4u2337Ym6gCgQ4cOePnll63/v3btGmrWrIk2bdpAoVAgMjJSUqxERERERETFTadWITpM4/ARvugwDXRqVTFERc4wVVgIJmOGXUIKAAx/nMOf27cU2R1T7du3R0ZGBn755Rf8+OOPqFWrFoKDgxEbG2sdV+q7775DtWrVUKVKFbvP9+jRA+np6fjhhx/w/vvvF3iX1MSJE3HixAnr35AhQwAAL7zwAgICAqx/Fp988glat26NsLAwBAQE4LXXXsO1a9fkPwgPOHbsGHr16oUqVapAp9MhNjYWAArc9qVLl2A0GvHYY4/Z7MumTZusg8OfO3cOjz76qM3nLAmsguzfvx8dO3ZEpUqVoNPpMHjwYNy5cwdGo+NnnF3VoEED67/Dw8MBwPq44rlz59C6dWub5Vu3bo2LFy8iN/ff56ibNWtms0x8fDxOnDiB2rVrY+zYsdi3b58ssRIRERERERW1II0PhrUIRXSYxmZ6dJgGw1qEIkjjU0yRUUF4p1Qh5KSn2SWkLAx/nENOehp8NPaDhxdWjRo1ULlyZRw4cAD//POPNQFTsWJFRERE4NChQzhw4AA6dOjg8PNlypTB4MGDMX36dPz888/49NNP891WhQoVUKNGDbvpb775JiZMmGAz7fDhwxg0aBBmzJiBLl26QK/X4+OPP7Ybz0huGRkZ6NKlC7p06YItW7YgODgY165dQ5cuXQocwNsyxtOePXtQqVIlm3lqtfqh40lISEDPnj3xf//3f5g1axbKlSuHn376Cc8++yyys7Oh0WigVCohhLD5nGXsLSl8fP7tUBUKBYD742O54sGB7Zs0aYIrV65g79692L9/P/r164dOnTrZjbFFRERERETkiUJ0vni+dRjSsnJhzDZD46uETq1iQsqDMSlVCDn3Mp3Mv1fg/MKIi4vDd999h3/++QcTJ060Tm/Xrh327t2Lo0eP4v/+7//y/fzw4cOxYMEC9O/fH2XLuv6YYUhICEJCQmymHTp0CJGRkZg6dap12tWrV11et6vOnz+PO3fuYO7cudbxqPK+nRAAfH19AcDmTqF69epBrVbj2rVr1sTeg+rWrYvdu3fbTMs7mLwjx44dg9lsxsKFC6FU3r8ZcevWrTbLBAcHIykpCUIIa1LpxIkTdjHnjVequnXr4uDBgzbTDh48iFq1akGlKviW1cDAQPTv3x/9+/dH37590bVrV9y9e9f6+CMREREREZEnC9L4MAlVgjApVQhl/PydzPcrsm3HxcVh9OjRMJlMNgmV2NhYjBkzBtnZ2Q7Hk7KoW7cubt++DY1Gk+8yrqpZsyauXbuGjz/+GM2bN8eePXsKvAtLLlWqVIGvry+WL1+OF154AadPn8bMmTNtlomMjIRCocAXX3yB7t27w9/fHzqdDhMmTMD48eNhNpvRpk0bGAwGHDx4EIGBgRg6dCheeOEFLFy4EBMnTsSIESNw7NgxuwHDH1SjRg2YTCYsX74cvXr1wsGDB61jfVm0b98et27dwvz589G3b1989dVX2Lt3LwIDA63LREVF4euvv8aFCxdQvnx56PV6Scfj5ZdfRvPmzTFz5kz0798fhw8fxooVK5yOZ7Vo0SKEh4ejcePGUCqV2LZtG8LCwqxjcBERERERERHJiWNKFUKZAB30teo6nKevVRdlAnRFtu24uDhkZmaiRo0aCA0NtU6PjY1FWloaateubR1rKD/ly5eHv3/BiTVXPP744xg/fjzGjBmDRo0a4dChQ9bBtotScHAwNmzYgG3btqFevXqYO3cuFixYYLNMpUqVMGPGDLz66qsIDQ3FmDFjAAAzZ87EtGnTMGfOHNStWxddu3bFnj17ULVqVQD3E147duzArl270LBhQ6xevRqzZ88uMJ6GDRti0aJFmDdvHurXr48tW7Zgzpw5NsvUrVsX77zzDlauXImGDRvi6NGjdo9Djhw5ErVr10azZs0QHBxsd/dTfpo0aYKtW7fi448/Rv369fH666/jzTfftBnk3BGdTof58+ejWbNmaN68ORISEvDll19a7/YiIiIiIiIikpNCPDiwjZdJTU2FXq+HwWCwuQsFAO7du4crV66gatWq8HvIu5qyUv7Bn9u3wODGt+8ReQI52g8RERERERF5n4JyMXnx8b1CUgeVRY2Bw5CTnoace/dQxs8PZQJ0RTLAORERERERERGRt2BSSgY+Gi2TUERERERERERELuBgMURERERERERE5HZMShERERERERERkdsxKUVERERERERERG7HpBQREREREREREbkdk1JEREREREREROR2TEoREREREREREZHbMSlFRERERERERERux6QUyWLt2rWIiIiAUqnEkiVLHE5744030KhRI+tn4uPj0bt3b+v/27dvj3Hjxrk1bovvvvsOCoUCKSkpbt92QkICFAoFTpw44fZtExERERERERUXJqVKoPj4eCgUCsydO9dm+q5du6BQKNweT2pqKsaMGYNXXnkFN27cwHPPPedw2oQJE/C///0v3/Xs3LkTM2fOlLzd4kwkPawHE3FEREREREREpRWTUiWUn58f5s2bh3/++ae4Q8G1a9dgMpnQo0cPhIeHQ6PROJwWEBCA8uXL57uecuXKQafTuTFy75adnV3cIRARERERERHli0mpEqpTp04ICwvDnDlzClxux44diI6OhlqtRlRUFBYuXGgzPyoqCrNnz8bw4cOh0+lQpUoVrF271maZV155BbVq1YJGo0G1atUwbdo0mEwmAMCGDRsQExMDAKhWrRoUCoXDaQkJCXaP7z3owcf3Nm/ejGbNmkGn0yEsLAwDBw5EcnIygPuPvMXFxQEAypYtC4VCgfj4eACA2WzGnDlzULVqVfj7+6Nhw4bYvn27zba+/PJL1KpVC/7+/oiLi0NCQkKBxxEAFi1ahJiYGGi1WkRERGDUqFFIT0+3zne0f0uWLEFUVJR1/saNG/HZZ59BoVBAoVDgu+++sy77559/Ii4uDhqNBg0bNsThw4dt1iWlLGfOnIkhQ4YgMDAQzz33HLKzszFmzBiEh4fDz88PkZGRTusMERERERERkTswKSWDjKwc/G3IwuXbmUg0ZCEjK6fIt6lSqTB79mwsX74cf/31l8Nljh07hn79+mHAgAE4deoU3njjDUybNg0bNmywWW7hwoVo1qwZjh8/jlGjRuH//u//cOHCBet8nU6HDRs24OzZs1i6dCnWrVuHxYsXAwD69++P/fv3AwCOHj2KxMREPP3003bTIiIiXN5Hk8mEmTNn4uTJk9i1axcSEhKsiaeIiAjs2LEDAHDhwgUkJiZi6dKlAIA5c+Zg06ZNWL16Nc6cOYPx48fjP//5D77//nsAwPXr1/HUU0+hV69eOHHiBEaMGIFXX33VaTxKpRLLli3DmTNnsHHjRnz77beYNGmS5P2ZMGEC+vXrh65duyIxMRGJiYlo1aqVdf7UqVMxYcIEnDhxArVq1cIzzzyDnJz7dUlqWS5YsAANGzbE8ePHMW3aNCxbtgy7d+/G1q1bceHCBWzZssWaJCMiIiIiIiIqTmWKO4CS7k6GCe8dTsLpRKN1Wky4BsNbhqG81qdIt/3kk0+iUaNGmD59Ot577z27+YsWLULHjh0xbdo0AECtWrVw9uxZvP3229bkDgB0794do0aNAnD/rqjFixfjwIEDqF27NgDgtddesy4bFRWFCRMm4OOPP8akSZPg7+9vfSQvODgYYWFhAOBwmquGDx9u/Xe1atWwbNkyNG/eHOnp6QgICEC5cuUAACEhIQgKCgIAZGVlYfbs2di/fz9atmxp/exPP/2ENWvWIDY2FqtWrUL16tWtdxrVrl0bp06dwrx58wqMJ+9dXFFRUXjrrbfwwgsv4J133pG0PwEBAfD390dWVpbDYzJhwgT06NEDADBjxgxER0fj0qVLqFOnjuSy7NChA15++WXr/69du4aaNWuiTZs2UCgUiIyMlBQrERERERERUVHjnVKFkJGVY5eQAoBTiUa8fzjJLXdMzZs3Dxs3bsS5c+fs5p07dw6tW7e2mda6dWtcvHgRubm51mkNGjSw/luhUCAsLMz6mBwAfPLJJ2jdujXCwsIQEBCA1157DdeuXSuCvbF17Ngx9OrVC1WqVIFOp0NsbCwAFLjtS5cuwWg04rHHHkNAQID1b9OmTbh8+TKA+8fl0UcftfmcJYFVkP3796Njx46oVKkSdDodBg8ejDt37sBoNDr9rBR5yyE8PBwArOUgtSybNWtms0x8fDxOnDiB2rVrY+zYsdi3b58ssRIREREREREVFpNShWC4l2uXkLI4lWiE4V6uw3lyateuHbp06YLJkyc/9Dp8fGzv6FIoFDCbzQCAw4cPY9CgQejevTu++OILHD9+HFOnTi3yQbQzMjLQpUsXBAYGYsuWLfjll1/w6aefAih4AG/LGE979uzBiRMnrH9nz561G1fKFQkJCejZsycaNGiAHTt24NixY1i5cqVNPEqlEkIIm89Zxt6SIm85WN6iaCkHqbRarc3/mzRpgitXrmDmzJnIzMxEv3790LdvX5fWSURERERERFQUivXxvR9++AFvv/02jh07hsTERHz66afo3bu3db4QAtOnT8e6deuQkpKC1q1bY9WqVahZs2bxBZ1HpqnghIGz+XKZO3cuGjVqZH3czqJu3bo4ePCgzbSDBw+iVq1aUKlUktZ96NAhREZGYurUqdZpV69eLXzQTpw/fx537tzB3LlzreNR/frrrzbL+Pr6AoDNnUL16tWDWq3GtWvXrHdWPahu3brYvXu3zbQjR44UGM+xY8dgNpuxcOFCKJX3c7lbt261WSY4OBhJSUkQQliTSidOnLCLOW+8UhWmLAMDA9G/f3/0798fffv2RdeuXXH37l3r44/kWEZWDgz3cpFpMkPjo0SgnwpaNZ94JiIiItfwmsK7sXyJCqdYW0tGRgYaNmyI4cOH46mnnrKbP3/+fCxbtgwbN25E1apVMW3aNHTp0gVnz56Fn59fMURsy9+n4BvNnM2XS0xMDAYNGoRly5bZTH/55ZfRvHlzzJw5E/3798fhw4exYsUKyWMgAUDNmjVx7do1fPzxx2jevDn27NljvWOpKFWpUgW+vr5Yvnw5XnjhBZw+fRozZ860WSYyMhIKhQJffPEFunfvDn9/f+h0OkyYMAHjx4+H2WxGmzZtYDAYcPDgQQQGBmLo0KF44YUXsHDhQkycOBEjRozAsWPH7AYMf1CNGjVgMpmwfPly9OrVCwcPHsTq1attlmnfvj1u3bqF+fPno2/fvvjqq6+wd+9eBAYGWpeJiorC119/jQsXLqB8+fLQ6/WSjsfDluWiRYsQHh6Oxo0bQ6lUYtu2bQgLC7OOwUWOFedYcUREROQ9eE3h3Vi+RIVXrI/vdevWDW+99RaefPJJu3lCCCxZsgSvvfYannjiCTRo0ACbNm3C33//jV27drk/WAf0firEhGsczosJ10DvJ+1uJDm8+eabdo96NWnSBFu3bsXHH3+M+vXr4/XXX8ebb75pMzC2M48//jjGjx+PMWPGoFGjRjh06JB1sO2iFBwcjA0bNmDbtm2oV68e5s6diwULFtgsU6lSJcyYMQOvvvoqQkNDMWbMGADAzJkzMW3aNMyZMwd169ZF165dsWfPHlStWhXA/YTXjh07sGvXLjRs2BCrV6/G7NmzC4ynYcOGWLRoEebNm4f69etjy5YtmDNnjs0ydevWxTvvvIOVK1eiYcOGOHr0KCZMmGCzzMiRI1G7dm00a9YMwcHBdnc/5edhy1Kn02H+/Plo1qwZmjdvjoSEBHz55ZfWu73InieMFUdEREQlH68pvBvLl0geCvHgIDjFRKFQ2Dy+9+eff6J69eo4fvw4GjVqZF0uNjYWjRo1wtKlSx2uJysrC1lZWdb/p6amIiIiAgaDweaOFQC4d+8erly5gqpVqz70nVd3Mkx4/3ASTj2QHX+2ZRjKMTtOXkyO9uOJ/jZk4dXdCfnOn/t4FCrq1e4LiIiIiEokXlN4N5YvUcFSU1Oh1+sd5mLy8tiHXZOSkgAAoaGhNtNDQ0Ot8xyZM2cOZsyYUaSx5VVe64NRbcOtzxH7+yih53PERCWWp4wVR0RERCUbrym8G8uXSB5e9wzP5MmTYTAYrH/Xr18v8m1q1WVQUa9G9Qr+qKhXMyFFVIJ5ylhxREREVLLxmsK7sXyJ5OGxLSUsLAwAcPPmTZvpN2/etM5zRK1WIzAw0OaPiEgqTxorjoiIiEouXlN4N5YvkTw8NilVtWpVhIWF4X//+591WmpqKn7++We0bNmyGCMjIm+mVZfB8JZhdhcZlrHieCckERERScFrCu/G8iWSR7G2lPT0dFy6dMn6/ytXruDEiRMoV64cqlSpgnHjxuGtt95CzZo1UbVqVUybNg0VK1a0DoZORFQUOFYcERERyYHXFN6N5UtUeMXaWn799VfExcVZ///SSy8BAIYOHYoNGzZg0qRJyMjIwHPPPYeUlBS0adMGX331lexv+vKQFxASlSje3m606jK8oCAiIqJC4zWFd2P5EhWOQnj5N8uCXkOYm5uLP/74AyEhIShfvnwxRUhUMt25cwfJycmoVasWVCo+M09ERERERET3FZSLyatUp3RVKhWCgoKQnJwMANBoNFAoFMUcFZFnE0LAaDQiOTkZQUFBTEgRERERERHRQynVSSng37f8WRJTRCRNUFBQgW/CJCIiIiIiIipIqU9KKRQKhIeHIyQkBCaTqbjDISoRfHx8eIcUERERERERFUqpT0pZqFQqfskmIiIiIiIiInITZXEHQEREREREREREpQ+TUkRERERERERE5HZMShERERERERERkdsxKUVERERERERERG7HpBQREREREREREbkdk1JEREREREREROR2TEoREREREREREZHbMSlFRERERERERERux6QUERERERERERG5HZNSRERERERERETkdkxKERERERERERGR2zEpRUREREREREREbsekFBERERERERERuR2TUkRERERERERE5HZMShERERERERERkduVKe4AiOSUkZUDw71cZJrM0PgoEeinglbNak5ERFTS8RxPcpJSn+Sqc3LWXXfGTUTkDuydyGvcyTDhvcNJOJ1otE6LCddgeMswlNf6FGNkREREVBg8x5OcpNQnueqcnHXXnXETEbkLH98jr5CRlWN3AgaAU4lGvH84CRlZOcUUGRERERUGz/EkJyn1Sa46J2fddWfcRETuxKQUeQXDvVy7E7DFqUQjDPdy3RwRERERyYHneJKTlPokV52Ts+66M24iInfi43vkFTJN5kLNJyIiIs/EczzJSY76JLXOyVl33Rk3EZE7MSlFXsHfp+Cb/pzNJyIiIs/EczzJSY76JLXOyVl33Rk3EZE7sWcir6D3UyEmXONwXky4Bno/lZsjIiIiIjnwHE9yklKf5KpzctZdd8ZNROROTEqRV9Cqy2B4yzC7E3FMuAbPtgzja3CJiIhKKJ7jSU5S6pNcdU7OuuvOuImI3EkhhBDFHURRSk1NhV6vh8FgQGBgYHGHQ0UsIysHhnu5yDSZ4e+jhN5PxRMwERGRF+A5nuQkpT7JVefkrLvujJuIqDCk5mLYO5FXsfxKRERERN6F53iSk5T6JFedk7PuujNuIiJ34ON7RERERERERETkdkxKERERERERERGR2z3UfZ0pKSk4evQokpOTYTabbeYNGTJElsCIiIiIiIiIiMh7uZyU+vzzzzFo0CCkp6cjMDAQCoXCOk+hUDApRURERERERERETrn8+N7LL7+M4cOHIz09HSkpKfjnn3+sf3fv3i2KGImIiIiIiIiIyMu4nJS6ceMGxo4dC41GUxTxEBERERERERFRKeByUqpLly749ddfiyIWIiIiIiIiIiIqJSSNKbV7927rv3v06IGJEyfi7NmziImJgY+Pj82yjz/+uLwREhERERERERGR11EIIYSzhZRKaTdUKRQK5ObmFjooOaWmpkKv18NgMCAwMLC4wyEiIiIiIiIi8mpSczGS7pQym82yBUZEREREREREROTymFKbNm1CVlaW3fTs7Gxs2rRJlqCIiIiIiIiIiMi7SXp8Ly+VSoXExESEhITYTL9z5w5CQkL4+B4RERERERERUSkmNRfj8p1SQggoFAq76X/99Rf0er2rqyMiIiIiIiIiolJI0phSANC4cWMoFAooFAp07NgRZcr8+9Hc3FxcuXIFXbt2LZIgiYiIiIiIiIjIu0hOSvXu3RsAcOLECXTp0gUBAQHWeb6+voiKikKfPn1kD5CIiIiIiIiIiLyP5KTU9OnTAQBRUVHo378//Pz8iiwoIiIiIiIiIiLybpKTUhZDhw4FAPz66684d+4cAKBevXpo2rSpvJEREREREREREZHXcjkpdePGDQwYMAAHDx5EUFAQACAlJQWtWrXCxx9/jMqVK8sdIxEREREREREReRmX37737LPPwmQy4dy5c7h79y7u3r2Lc+fOwWw2Y8SIEUURIxEREREREREReRmFEEK48gF/f38cOnQIjRs3tpl+7NgxtG3bFkajUdYACys1NRV6vR4GgwGBgYHFHQ4RERERERERkVeTmotx+U6piIgImEwmu+m5ubmoWLGiq6srUG5uLqZNm4aqVavC398f1atXx8yZM+FiHo2IilFGVg7+NmTh8u1MJBqykJGVU9whEZVIbEtERCUT+29iHSDKn8tjSr399tv473//i5UrV6JZs2YA7g96/uKLL2LBggWyBjdv3jysWrUKGzduRHR0NH799VcMGzYMer0eY8eOlXVbRCS/OxkmvHc4CacT/72DMiZcg+Etw1Be61OMkRGVLGxLREQlE/tvYh0gKpjLj++VLVsWRqMROTk5KFPmfk7L8m+tVmuz7N27dwsVXM+ePREaGor33nvPOq1Pnz7w9/fHBx98IGkdfHyPqHhkZOVg5Y+JNidgi5hwDUa1DYdW7XJenKjUYVsiIiqZ2H8T6wCVZlJzMS63gCVLlhQmLpe0atUKa9euxR9//IFatWrh5MmT+Omnn7Bo0aJ8P5OVlYWsrCzr/1NTU90RKhE9wHAv1+EJGABOJRphuJfLkzCRBGxLREQlE/tvYh0gcs7lFjB06NCiiMOhV199FampqahTpw5UKhVyc3Mxa9YsDBo0KN/PzJkzBzNmzHBbjETkWKbJXKj5RHQf2xIRUcnE/ptYB4icc3mgcwC4fPkyXnvtNTzzzDNITk4GAOzduxdnzpyRNbitW7diy5Yt+PDDD/Hbb79h48aNWLBgATZu3JjvZyZPngyDwWD9u379uqwxEZE0/j4Fdy/O5hPRfWxLREQlE/tvYh0gcs7lVvD9998jJiYGP//8M3bu3In09HQAwMmTJzF9+nRZg5s4cSJeffVVDBgwADExMRg8eDDGjx+POXPm5PsZtVqNwMBAmz8icj+9nwox4RqH82LCNdD7qdwcEVHJxLZERFQysf8m1gEi51xOSr366qt466238M0338DX19c6vUOHDjhy5IiswRmNRiiVtiGqVCqYzbzNkcjTadVlMLxlmN2JOCZcg2dbhvH5eSKJ2JaIiEom9t/EOkDknMut4NSpU/jwww/tpoeEhOD27duyBGXRq1cvzJo1C1WqVEF0dDSOHz+ORYsWYfjw4bJuh4iKRnmtD0a1DYfhXi4yTWb4+yih91PxBEzkIrYlIqKSif03sQ4QFczllhAUFITExERUrVrVZvrx48dRqVIl2QIDgOXLl2PatGkYNWoUkpOTUbFiRTz//PN4/fXXZd0OERUdrboMT7pEMmBbIiIqmdh/E+sAUf4UQgjhygcmTJiAn3/+Gdu2bUOtWrXw22+/4ebNmxgyZAiGDBki+7hShZWamgq9Xg+DwcDxpYiIiIiIiIiIipjUXIzLY0rNnj0bderUQUREBNLT01GvXj20a9cOrVq1wmuvvVaooImIiIiIiIiIqHRw+U4pi2vXruH06dNIT09H48aNUbNmTbljkwXvlCIiIiIiIiIich+puZiHfrC1SpUqqFKlysN+nIiIiIiIiIiISjGXHt/LyMjA66+/jvr16yMgIAA6nQ4NGjTAm2++CaPRWFQxEhERERERERGRl5F8p1R2djZiY2Nx+vRpdOvWDb169YIQAufOncOsWbOwd+9e/PDDD/Dx8SnKeImIiIiIiIiIyAtITkqtWrUKf/31F06ePInatWvbzDt//jzat2+P1atX47///a/sQRIRERERERERkXeR/Pjezp07MW3aNLuEFADUqVMHU6dOxfbt22UNjoiIiIiIiIiIvJPkpNTZs2fRvn37fOfHxcXh7NmzcsREREREREREREReTnJSKiUlBeXLl893fvny5WEwGGQJioiIiIiIiIiIvJvkpJTZbIZKpcp/RUolcnNzZQmKiIiIiIiIiIi8m+SBzoUQ6NixI8qUcfyRnJwc2YIiIiIiIiIiIiLvJjkpNX36dKfL9OnTp1DBEBERERERERFR6aAQQojiDqIopaamQq/Xw2AwIDAwsLjDISIiIiIiIiLyalJzMZLHlCIiIiIiIiIiIpILk1JEREREREREROR2TEoREREREREREZHbMSlFRERERERERERuV6ik1L179+SKg4iIiIiIiIiIShGXk1JmsxkzZ85EpUqVEBAQgD///BMAMG3aNLz33nuyB0hERERERERERN6njKsfeOutt7Bx40bMnz8fI0eOtE6vX78+lixZgmeffVbWAOm+jKwcGO7lItNkhsZHiUA/FbRql4uPiMD2JIUnHiNPjIlKJm+uS968b0SeSEqbk7NdphhNSMvKhTHbDI2vEjq1CkEanyLZnif2J54YEzl3JyMbGdlmGLPN0PoqofFVorzWt7jDkg3rZeG4fKQ2bdqEtWvXomPHjnjhhRes0xs2bIjz58/LGhzddyfDhPcOJ+F0otE6LSZcg+Etw1Be61PAJ4noQWxPznniMfLEmKhk8ua65M37RuSJpLQ5Odtlclo21h+5iTNJ/64rOkyDYS1CEaLzlXV7ntifeGJM5NzNtGxscFBv41uEIlRX8hNTrJeF5/Ljezdu3ECNGjXsppvNZphMJlmCon9lZOXYVXIAOJVoxPuHk5CRlVNMkRGVPGxPznniMfLEmKhk8ua65M37RuSJpLQ5OdtlitFkl5ACgDNJRqw/chMpRpNs2/PE/sQTYyLn7mTYJ6SA+/V2w5GbuJORXUyRyYP1Uh4uJ6Xq1auHH3/80W769u3b0bhxY1mCon8Z7uXaVXKLU4lGGO7lujkiopKL7ck5TzxGnhgTlUzeXJe8ed+IPJGUNidnu0zLyrX7Ym9xJsmItCz5tueJ/YknxkTOZWSbC6y3GdlmN0ckL9ZLebj8+N7rr7+OoUOH4saNGzCbzdi5cycuXLiATZs24YsvviiKGEu1TFPBDdXZfCL6F9uTc554jDwxJiqZvLkuefO+EXkiOdqcK+3S6OTLuzHbjDIqhSzb88T+xBNjIuec1dvMEp6UYr2Uh8t3Sj3xxBP4/PPPsX//fmi1Wrz++us4d+4cPv/8czz22GNFEWOp5u9TcBE5m09E/2J7cs4Tj5EnxkQlkzfXJW/eNyJPJKXNydkuNb4FL6vxlW97ntifeGJM5JyzeuvvZL6nY72Ux0MdpbZt2+Kbb75BcnIyjEYjfvrpJ3Tu3Fnu2AiA3k+FmHCNw3kx4Rro/VRujoio5GJ7cs4Tj5EnxkQlkzfXJW/eNyJPJKXNydkudWoVosMcrys6TAOdWr7teWJ/4okxkXNaX2WB9VZbwpNSrJfyeKhakJKSgnfffRdTpkzB3bt3AQC//fYbbty4IWtwBGjVZTC8ZZhdZY8J1+DZlmF81SSRC9ienPPEY+SJMVHJ5M11yZv3jcgTSWlzcrbLII0PhrUItfuCb3n7XpDGR7bteWJ/4okxkXPltb6Iz6fexrcIRXltyX77HuulPBRCCOHKB37//Xd06tQJer0eCQkJuHDhAqpVq4bXXnsN165dw6ZNm4oq1oeSmpoKvV4Pg8GAwMDA4g7noWVk5cBwLxeZJjP8fZTQ+6lYyYkeEtuTc554jDwxJiqZvLkuefO+EXkiKW1OznaZYjQhLSsXxmwzNL5K6NQqBGlsXzsv1/Y8sT/xxJjIuTsZ2cjINiMz2wx/XyW0vsoSn5DKi/XSMam5GJeTUp06dUKTJk0wf/586HQ6nDx5EtWqVcOhQ4cwcOBAJCQkFDZ2WXlLUoqIiIiIiIiIqCSQmotx+fG9X375Bc8//7zd9EqVKiEpKcnV1RERERERERERUSnkclJKrVYjNTXVbvoff/yB4OBgWYIiIiIiIiIiIiLv5nJS6vHHH8ebb74Jk8kEAFAoFLh27RpeeeUV9OnTR/YAiYiIiIiIiIjI+7iclFq4cCHS09MREhKCzMxMxMbGokaNGtDpdJg1a1ZRxEhERERERERERF7G5SHh9Xo9vvnmGxw8eBAnT55Eeno6mjRpgk6dOhVFfERERERERERE5IVcSkqZTCb4+/vjxIkTaN26NVq3bl1UcRERERERERERkRdz6fE9Hx8fVKlSBbm5uUUVDxERERERERERlQIujyk1depUTJkyBXfv3i2KeIiIiIiIiIiIqBSQ/PjeDz/8gJYtW2LFihW4dOkSKlasiMjISGi1WpvlfvvtN9mDJCIiIiIiIiIi7yI5KRUXF4fExET07t27CMMhIiIiIiIiIqLSQHJSSggBAJg+fXqRBUNERERERERERKWDS2NKKRSKooqDiIiIiIiIiIhKEcl3SgFAfHw81Gp1gcvs3LmzUAEREREREREREZH3cykppdPp4O/vX1SxEBERERERERFRKeFSUmrZsmUICQkpqliIiIiIiIiIiKiUkDymFMeTIiIiIiIiIiIiuUhOSlnevkdERERERERERFRYkpNSBw4cQLly5YoyFiIiIiIiIiIiKiUkjykVGxtblHEQEREREREREVEpIvlOKSIiIiIiIiIiIrl4fFLqxo0b+M9//oPy5cvD398fMTEx+PXXX4s7LCIiIiIiIiIiKgTJj+8Vh3/++QetW7dGXFwc9u7di+DgYFy8eBFly5Yt7tDIQ2Vk5cBwLxeZJjM0PkoE+qmgVXt0NSciksTd/Rv7U5JLitGEtKxcGLPN0PgqoVOrEKTxKe6wiGQhpX67uw3cychGRrYZxmwztL5KaHyVKK/1LbLtkXM8h8vHm/ettHK59GJjY/Hss8/i6aefhr+/f1HEZDVv3jxERERg/fr11mlVq1Yt0m1SyXUnw4T3DifhdKLROi0mXIPhLcNQXsuLXyIqudzdv7E/Jbkkp2Vj/ZGbOJP0b12KDtNgWItQhOj4JZlKNin1291t4GZaNjY42F58i1CEss0VC57D5ePN+1aaufz4XuPGjTFhwgSEhYVh5MiROHLkSFHEBQDYvXs3mjVrhqeffhohISFo3Lgx1q1bV2Tbo5IrIyvHroMCgFOJRrx/OAkZWTnFFBkRUeG4u39jf0pySTGa7L6MA8CZJCPWH7mJFKOpmCIjKjwp9dvdbeBOhn1CyrK9DUdu4k5GtqzbI+d4DpePN+9baedyUmrJkiX4+++/sX79eiQnJ6Ndu3aoV68eFixYgJs3b8oa3J9//olVq1ahZs2a+Prrr/F///d/GDt2LDZu3JjvZ7KyspCammrzR97PcC/XroOyOJVohOFerpsjIiKSh7v7N/anJJe0rFy7L8cWZ5KMSMtiXaKSS0r9dncbyMg2F7i9jGyzrNsj53gOl48371tp91ADnZcpUwZPPfUUPvvsM/z1118YOHAgpk2bhoiICPTu3RvffvutLMGZzWY0adIEs2fPRuPGjfHcc89h5MiRWL16db6fmTNnDvR6vfUvIiJClljIs2WaCj7JOptPROSp3N2/sT8luRidfAF2Np/Ik0mp3+5uA87Wl8k253Y8h8vHm/ettCvU2/eOHj2K6dOnY+HChQgJCcHkyZNRoUIF9OzZExMmTCh0cOHh4ahXr57NtLp16+LatWv5fmby5MkwGAzWv+vXrxc6DvJ8/j4FV2Vn84mIPJW7+zf2pyQXjW/BdcXZfCJPJqV+u7sNOFufP9uc2/EcLh9v3rfSzuWSS05OxsKFC1G/fn20bdsWt27dwkcffYSEhATMmDED7777Lvbt21fg3UxStW7dGhcuXLCZ9scffyAyMjLfz6jVagQGBtr8kffT+6kQE65xOC8mXAO9n8rNERERycPd/Rv7U5KLTq1CdJjjuhQdpoFOzbpEJZeU+u3uNqD1VRa4PS2TUm7Hc7h8vHnfSjuXe6bKlSvj3XffxdChQ/HXX39h+/bt6Nq1KxQKhXWZBg0aoHnz5oUObvz48Thy5Ahmz56NS5cu4cMPP8TatWsxevToQq+bvItWXQbDW4bZdVQx4Ro82zKMrwklohLL3f0b+1OSS5DGB8NahNp9Sba8eSxIwzclUcklpX67uw2U1/oiPp/txbcIRXkt377nbjyHy8eb9620UwghhCsf+PHHH9G2bduiisfOF198gcmTJ+PixYuoWrUqXnrpJYwcOVLy51NTU6HX62EwGHjXVCmQkZUDw71cZJrM8PdRQu+nYgdFRF7B3f0b+1OSS4rRhLSsXBizzdD4KqFTq5iQIq8hpX67uw3cychGRrYZmdlm+PsqofVVMiFVzHgOl48375u3kZqLcTkpdeXKFeTk5KBmzZo20y9evAgfHx9ERUU9VMBFhUkpIiIiIiIiIiL3kZqLcfnxvfj4eBw6dMhu+s8//4z4+HhXV0dERERERERERKWQy0mp48ePo3Xr1nbTW7RogRMnTsgRExEREREREREReTmXk1IKhQJpaWl20w0GA3Jzc2UJioiIiIiIiIiIvJvLSal27dphzpw5Ngmo3NxczJkzB23atJE1OCIiIiIiIiIi8k4uD1M/b948tGvXDrVr17a+he/HH39Eamoqvv32W9kDJCIiIiIiIiIi7+PynVL16tXD77//jn79+iE5ORlpaWkYMmQIzp8/j/r16xdFjERERERERERE5GUUQghR3EEUJamvISQiIiIiIiIiosKTmotx+fE9AEhJScHRo0eRnJwMs9lsM2/IkCEPs0oiIiIiIiIiIipFXE5Kff755xg0aBDS09MRGBgIhUJhnadQKJiUIiIiIiIiIiIip1weU+rll1/G8OHDkZ6ejpSUFPzzzz/Wv7t37xZFjERERERERERE5GVcTkrduHEDY8eOhUajKYp4iIiIiIiIiIioFHA5KdWlSxf8+uuvRRELERERERERERGVEi6PKdWjRw9MnDgRZ8+eRUxMDHx8fGzmP/7447IFR0RERERERERE3kkhhBCufECpzP/mKoVCgdzc3EIHJSepryEkIiIiIiIiIqLCk5qLcflOKbPZXKjAiIiIiIiIiIiIXB5TKq979+7JFQcREREREREREZUiLielcnNzMXPmTFSqVAkBAQH4888/AQDTpk3De++9J3uARERERERERETkfVxOSs2aNQsbNmzA/Pnz4evra51ev359vPvuu7IGR0RERERERERE3snlpNSmTZuwdu1aDBo0CCqVyjq9YcOGOH/+vKzBERERERERERGRd3I5KXXjxg3UqFHDbrrZbIbJZJIlKCIiIiIiIiIi8m4uv32vXr16+PHHHxEZGWkzffv27WjcuLFsgZHrMrJyYLiXi0yTGRofJQL9VNCqXS5i2dflTlLidue+GdKMSM8WMJrM0PiqEOAD6HWah4rbnaTG4864U4wmpGXlwphthsZXCZ1ahSCNj8vLkDSeVieJSjK52pNc5zhPbN+eGBOVTFKvBW6nZ8NoMsOYbYbWVwl/HyUqBPg6WGPh3cnIRkb2v9vS+CpRXmu7LTmvvW6lZyMzz775+SgRXET75m6l/VrP3dfontg3e2JMVDgul97rr7+OoUOH4saNGzCbzdi5cycuXLiATZs24YsvviiKGEmCOxkmvHc4CacTjdZpMeEaDG8ZhvJa1zpqOdflTlLidue+3TZk4r2jt3Am6d+3VNYP88PwR0JQQe/vUtzuJDUed8adnJaN9Udu4kzSv9uKDtNgWItQhOh8JS9D0nhanSQqyeRqT3Kd4zyxfXtiTFQySb0WuJmWjQ0OlotvEYpQma8ZpGxLzmsvd+6bu5X2az13X6N7Yt/siTFR4bn8+N4TTzyBzz//HPv374dWq8Xrr7+Oc+fO4fPPP8djjz1WFDGSExlZOXaNEwBOJRrx/uEkZGTlFMu63ElK3O7cN0OaEe8dTbZJSAHA6aR7eP9oMgxpRslxu5PUeNwZd4rRZHcBAgBnkoxYf+QmUowmScuQNJ5WJ4lKMrnak1znOE9s354YE5VMUq8FbqfbJ20sy204chO307Nli+lORsHbupORLeu11y0n+3ZLxn1zt9J+refua3RP7Js9MSaSx0Pd59a2bVt88803csdCD8lwL9eucVqcSjTCcC9X8i2Ncq7LnaTEDcBt+5aeLewSUhank+4hPVtALzFudx5vqfG4M+60rFy7CxCLM0lGpGXlWv9d0DKl6dbuwvC0OklUksnVnuQ6x0lZxt3tm30OyUXK9UKQxgdGk7nA5Ywms2wxZWQXvK2MbDOycoRs1145ZlHg9jJl3Dd3k1q+3srd1+ie2Dd7YkwkD5aaF3B2gnHlBCTnutxJjrjl3DdnFzSW+Z52vKXG4864jdlOjqWT+VKXofs8rU4SlWRytSd3neOKo32zzyG5SL1ecLZcpozXDFK2VUalKHgZF669TLnC6fZKKjmuB0syd1+je2Lf7IkxkTwkJaXKli0LhaLgDtPi7t27hQqIXOfvU/BTmM7mF9W63EmOuOXcN42TdVnme9rxlhqPO+PW+Do5lk7mS12G7vO0OklUksnVntx1jiuO9s0+h+Qi9XrB2XL+Ml4zSNlWGWXB37FcufbyURWclJJz39xNjuvBkszd1+ie2Dd7YkwkD0klt2TJEixevBiLFy/Ga6+9BgDo0qUL3njjDbzxxhvo0qULAGDatGlFFynlS++nQky4/RvdgPsDv+n9VMWyLneSErc79y3AV4H6YX4O59UP80OA7/0LEE873lLjcWfcOrUK0WGOtxUdpoFOrZK0DEnjaXWSqCSTqz3JdY7zxPbtiTFRyST1WkDjoyxwOWc/LLpC61vwtrS+Slmvvfyd7FtJ/tJe2q/13H2N7ol9syfGRPJQCCEKTqk/oE+fPoiLi8OYMWNspq9YsQL79+/Hrl275Iyv0FJTU6HX62EwGBAYGFjc4RSZOxkmvH84CaceeBPBsy3DUO4h3r4n17rcSUrc7ty324ZMvH80GaclvH3Pk4631HjcGTffvudenlYniUoyudqTXOc4T2zfnhgTlUwl+e17cl178e173svd1+ie2Dd7YkyUP6m5GJeTUgEBAThx4gRq1KhhM/3SpUto1KgR0tPTHy7iIlJaklLA/TcSGO7lItNkhr/P/V9eHnawNznX5U5S4nbnvhnSjEjPFjCazND4KBHgq4BeZ5/h97TjLTUed8adYjQhLSsXxmwzNL5K6NQquwEtpSxD0nhanSQqyeRqT3Kd4zyxfXtiTFQySb0WuJ2eDaPJjMxsM/x9ldD4KFEhoGgSG3cyspGR/e+2tL5KlNfabkvOa69b6dnIzLNv/j5KBBfRvrlbab/Wc/c1uif2zZ4YEzlWZEmpyMhIjB07Fi+//LLN9IULF2LZsmW4evXqw0VcREpTUoqIiIiIiIiIqLhJzcW4nFKcMWMGRowYge+++w6PPvooAODnn3/GV199hXXr1j18xEREREREREREVGq4nJSKj49H3bp1sWzZMuzcuRMAULduXfz000/WJBUREREREREREVFBXH58r6Th43tERERERERERO5TZI/vAYDZbMalS5eQnJwMs9lsM69du3YPs0oiIiIiIiIiIipFXE5KHTlyBAMHDsTVq1fx4E1WCoUCubm5sgVHRERERERERETeyeWk1AsvvIBmzZphz549CA8Ph0KhKIq4iIiIiIiIiIjIi7mclLp48SK2b9+OGjVqFEU8RERERERERERUCihd/cCjjz6KS5cuFUUsRERERERERERUSrh8p9R///tfvPzyy0hKSkJMTAx8fHxs5jdo0EC24IiIiIiIiIiIyDspxIOjlTuhVNrfXKVQKCCE8MiBzqW+hpCIiIiIiIiIiApPai7G5Tulrly5UqjAiIiIiIiIiIiIXE5KRUZGFkUcRERERERERERUirg80DkAbN68Ga1bt0bFihVx9epVAMCSJUvw2WefyRocERERERERERF5J5eTUqtWrcJLL72E7t27IyUlxTqGVFBQEJYsWSJ3fERERERERERE5IVcTkotX74c69atw9SpU6FSqazTmzVrhlOnTskaHBEREREREREReSeXk1JXrlxB48aN7aar1WpkZGTIEhQREREREREREXk3l5NSVatWxYkTJ+ymf/XVV6hbt64cMRERERERERERkZdz+e17L730EkaPHo179+5BCIGjR4/io48+wpw5c/Duu+8WRYxERERERERERORlXE5KjRgxAv7+/njttddgNBoxcOBAVKxYEUuXLsWAAQOKIkYiIiIiIiIiIvIyLj++BwCDBg3CxYsXkZ6ejqSkJPz111949tln5Y7Nzty5c6FQKDBu3Lgi3xYRERERERERERUdl++UskhOTsaFCxcAAAqFAsHBwbIF5cgvv/yCNWvWoEGDBkW6HSrZMrJyYLiXi0yTGRofJQL9VNCqy7i8jDcr7ftP0rCeeB6WCUlxOz0bRpMZxmwztL5K+PsoUSHAt7jDkgXbALlbitGEtKxcGLPN0PgqoVOrEKTxsVnG3fVSSkxy8cQ25879J/eTUudupWcjM895zs9HiWAvOc+VVi73KmlpaRg1ahQ++ugjmM1mAIBKpUL//v2xcuVK6PV62YNMT0/HoEGDsG7dOrz11luyr5+8w50ME947nITTiUbrtJhwDYa3DEN5rY/kZbxZad9/kob1xPOwTEiKm2nZ2HDkJs4k/VtPosM0iG8RilBdyb5gZxsgd0tOy8Z6B+1pWItQhPz/9uTueiklJrl4Yptz5/6T+0mpc958nivNXH58b8SIEfj555+xZ88epKSkICUlBV988QV+/fVXPP/880URI0aPHo0ePXqgU6dORbJ+KvkysnLsOjEAOJVoxPuHk5CRlSNpGW9W2vefpGE98TwsE5Lidrr9hToAnEkyYsORm7idnl1MkRUe2wC5W4rRZJf8AO63p/VHbiLFaHJ7vZQSk1w8sc25c//J/aTUuVtOznO3SvB5rrRz+U6pL774Al9//TXatGljndalSxesW7cOXbt2lTU4APj444/x22+/4ZdffpG0fFZWFrKysqz/T01NlT0m8jyGe7l2nZjFqUQjDPdyAcDpMsV9S3JRknKMvHn/SRrWE8/DMiEpjCaz3YW6xZkkI4wms5sjkg/bALlbWlZuge0pLSsXKqXCrfVSSkxyPcbmiW3OnftP7ielzuWYRYF1ILMEn+dKO5fvlCpfvrzDR/T0ej3Kli0rS1AW169fx4svvogtW7bAz89P0mfmzJkDvV5v/YuIiJA1JvJMzjqhTJNZ0jLerLTvP0nDeuJ5WCYkhTHbST1xMt+TsQ2QuzlrT8Zs919XSolJLp7Y5ty5/+R+UuqcN5/nSjuXk1KvvfYaXnrpJSQlJVmnJSUlYeLEiZg2bZqswR07dgzJyclo0qQJypQpgzJlyuD777/HsmXLUKZMGeTm5tp9ZvLkyTAYDNa/69evyxoTeSZ/n4Krsr+PUtIy3qy07z9Jw3rieVgmJIXG10k9cTLfk7ENkLs5a08aX/dfV0qJSS6e2Obcuf/kflLqnDef50o7l0tu1apVOHLkCKpUqYIaNWqgRo0aqFKlCg4dOoQ1a9agSZMm1r/C6tixI06dOoUTJ05Y/5o1a4ZBgwbhxIkTUKlUdp9Rq9UIDAy0+SPvp/dTISZc43BeTLgGej+VpGW8WWnff5KG9cTzsExICo2PEtFhjutJdJgGmhKcuGEbIHfTqVUFtied2v3XlVJikosntjl37j+5n5Q65+/kPMcfKEouhRBCuPKBGTNmSF52+vTpLgfkTPv27dGoUSMsWbJE0vKpqanQ6/UwGAxMUHm5OxkmvH84CaceeGPDsy3DUC7P2/ecLePNSvv+kzSsJ56HZUJSePNbidgGyN2kvn3PnfXS3W/f87Q2x7fveTcpdc6bz3PeSGouxuWkVHFjUooKkpGVA8O9XGSazPD3UULvp7IbiFHKMt6stO8/ScN64nlYJiTF7fRsGE1mZGab4e+rhMZHiQoB3nGhzjZA7pZiNCEtKxfGbDM0vkro1Cq7wbTdXS+lxCQXT2xz7tx/cj8pde5Wevb98YL//3nO30eJYC85z3mbIk1KpaSkYPv27bh8+TImTpyIcuXK4bfffkNoaCgqVapUqMDlxqQUEREREREREZH7SM3FuJzq/v3339GpUyfo9XokJCRg5MiRKFeuHHbu3Ilr165h06ZNhQqciIiIiIiIiIi8n8ujgb300pJe0gUAABv1SURBVEuIj4/HxYsX4efnZ53evXt3/PDDD7IGR0RERERERERE3snlpNQvv/yC559/3m56pUqVkJSUJEtQRERERERERETk3VxOSqnVaqSmptpN/+OPPxAcHCxLUERERERERERE5N1cTko9/vjjePPNN2EymQAACoUC165dwyuvvII+ffrIHiAREREREREREXkfl5NSCxcuRHp6OkJCQpCZmYnY2FjUqFEDOp0Os2bNKooYiYiIiIiIiIjIy7j89j29Xo9vvvkGP/30E37//Xekp6ejSZMm6NSpU1HER0REREREREREXkghhBDFHURRSk1NhV6vh8FgQGBgYHGHQ0RERERERETk1aTmYly6U8psNmPDhg3YuXMnEhISoFAoULVqVfTt2xeDBw+GQqEodOBEREREREREROT9JI8pJYTA448/jhEjRuDGjRuIiYlBdHQ0rl69ivj4eDz55JNFGScREREREREREXkRyXdKbdiwAT/88AP+97//IS4uzmbet99+i969e2PTpk0YMmSI7EESEREREREREZF3kXyn1EcffYQpU6bYJaQAoEOHDnj11VexZcsWWYMjIiIiIiIiIiLvJDkp9fvvv6Nr1675zu/WrRtOnjwpS1BEREREREREROTdJCel7t69i9DQ0Hznh4aG4p9//pElKCIiIiIiIiIi8m6Sk1K5ubkoUyb/IahUKhVycnJkCYqIiIiIiIiIiLyb5IHOhRCIj4+HWq12OD8rK0u2oIiIiIiIiIiIyLtJTkoNHTrU6TJ88x4REREREREREUkhOSm1fv36ooyDiIiIiIiIiIhKEcljShEREREREREREcmFSSkiIiIiIiIiInI7yY/vUemSkZUDw71cZJrM0PgoEeinglbt+dVFStwpRhPSsnJhzDZD46uETq1CkManmCImOZXUeuuJeCw9D8uEpCip5zjW75LLm8tOrn2T8xjdTs+G0WSGMdsMra8S/j5KVAjwtVnmVno2MvMs4+ejRPADy7j7mlmuYyBl30g+cpXbnYxsZGT/W24aXyXKa4uu3DyxX5ISkyfG7Q7ev4fksjsZJrx3OAmnE43WaTHhGgxvGYbyWs+9sJUSd3JaNtYfuYkzSf8uEx2mwbAWoQjR8YRWkpXUeuuJeCw9D8uEpCip5zjW75LLm8tOrn2T8xjdTMvGBgdtPL5FKEL/fxuXsoy7r5nlOgZS9o3kU1LLzRP7JSkxeWLc7sLH98hGRlaOXWMAgFOJRrx/OAkZWTnFFFnBpMSdYjTZnVwB4EySEeuP3ESK0eTOkElGJbXeeiIeS8/DMiEpSuo5jvW75PLmspNr3+Q8RrfT7b/YA/fb+IYjN3E7PRu3nCxzKz3b7dfMch0DKftG8pGr3O5kFFxudzLkLTdP7JekxOSJcbsTk1Jkw3Av164xWJxKNMJwL9fNEUkjJe60rFy7DtHiTJIRaVmeuW/kXEmtt56Ix9LzsExIipJ6jmP9Lrm8uezk2jc5j5HRZC6wjRtNZmQ6WSbTZHb7NbNcx0DKvpF85Cq3jOyCyy0jW95y88R+SUpMnhi3O/HxPbLhrEP31A5fStw5uaLAZYwyd4rkPiW13noiHkvPwzIhKZydwzz1HMf6XXJ5c9nJtW9yHiNnbTgz24yCr3TvL1NGpXAak5zXzHIdAyn7T/IpqeXmif2SHDGV5P5UCialyIa/T8E3zzmbX1ykxJ2rKvgEq/H1zH0j50pqvfVEPJaeh2VCUjg7h3nqOY71u+Ty5rKTa9/kPEbO2rC/hDbu76tEGWXBSSm5r5nlOgZy7D9JV1LLzRP7JTliKsn9qRTevXfkMr2fCjHhGofzYsI10Pup3ByRNFLi1qlViA5zvEx0mAY6tWfuGzlXUuutJ+Kx9DwsE5KipJ7jWL9LLm8uO7n2Tc5jpPFRFtjGNT7338RX0DL+Pkq3XzPLdQyk7BvJR65y0/oWXG5amZNSntgvSYnJE+N2J7ZesqFVl8HwlmF2jSImXINnW4Z57CsppcQdpPHBsBahdh2j5U0iJeGV2eRYSa23nojH0vOwTEiKknqOY/0uuby57OTaNzmPUYUAX8Tn08bjW4SiQoAvgp0sExzg6/ZrZrmOgZR9I/nIVW7ltQWXW3mtvOXmif2SlJg8MW53UgghnD1+XKKlpqZCr9fDYDAgMDCwuMMpMTKycmC4l4tMk9n6q0pJaAxS4k4xmpCWlQtjthkaXyV0apXHXqyTa0pqvfVEPJaeh2VCUpTUcxzrd8nlzWUn177JeYxup2ffH9Q82wx/XyU0PkpUeCAhcys9G5l5lvH3Udolbdx9zSzXMZCybyQfucrtTkY2MrL/LTetr1L2hFRentgvSYnJE+MuDKm5GCaliIiIiIiIiIhINlJzMXx8j4iIiIiIiIiI3I5JKSIiIiIiIiIicjsmpYiIiIiIiIiIyO2YlCIiIiIiIiIiIrdjUoqIiIiIiIiIiNyOSSkiIiIiIiIiInI7JqWIiIiIiIiIiMjtmJQiIiIiIiIiIiK3Y1KKiIiIiIiIiIjcjkkpIiIiIiIiIiJyOyaliIiIiIiIiIjI7ZiUIiIiIiIiIiIit2NSioiIiIiIiIiI3I5JKSIiIiIiIiIicjsmpYiIiIiIiIiIyO2YlCIiIiIiIiIiIrdjUoqIiIiIiIiIiNyOSSkiIiIiIiIiInI7JqWIiIiIiIiIiMjtmJQiIiIiIiIiIiK3K1PcARRkzpw52LlzJ86fPw9/f3+0atUK8+bNQ+3atYs7NK+XkZUDw71cZJrM0PgoEeinglbt0dWFiGTEPsC9eLxJLqxLRPK5k5GNjGwzjNlmaH2V0PgqUV7ra7OMlDaXYjQhLSsXxmwzNL5K6NQqBGl8XF6PnHGXVOzjpJHrOJXU430rPRuZpn/bgJ+PEsEB3tEGvJFH16jvv/8eo0ePRvPmzZGTk4MpU6agc+fOOHv2LLRabXGH57XuZJjw3uEknE40WqfFhGswvGUYymt9CvgkEXkD9gHuxeNNcmFdIpLPzbRsbDhyE2eS/m1P0WEaxLcIRaju/pdbKW0uOS0b6x2sZ1iLUIS4sB454y6p2MdJI9dxKqnH25vbgLdSCCFEcQch1a1btxASEoLvv/8e7dq1k/SZ1NRU6PV6GAwGBAYGFnGEJV9GVg5W/pho0/lYxIRrMKpteInIjhPRw2Ef4F483iQX1iUi+dzJyMa7h2y/1FpEh2kwolUo/MoonbY5U67AmoNJ+a7n+dZh8FEpZGu7UuIuqXdMsY+TRq7jVFKP9630bLx/OP82MLxlKO+YciOpuZgSNaaUwWAAAJQrVy7fZbKyspCammrzR9IZ7uU67HwA4FSiEYZ7uW6OiIjciX2Ae/F4k1xYl4jkk5FtdvilFgDOJBmRkW2W1ObSsnILXE9aVq6sbVdK3CUV+zhp5DpOJfV4Z5oKbgOZppLbBrxZiUlKmc1mjBs3Dq1bt0b9+vXzXW7OnDnQ6/XWv4iICDdGWfI5a6hsyETejX2Ae/F4k1xYl4jkY3SSvMnMNktqc87WY5S4HqmkxF1SsY+TRq7jVFKPtze3AW9WYpJSo0ePxunTp/Hxxx8XuNzkyZNhMBisf9evX3dThN7B36fgKuFsPhGVbOwD3IvHm+TCukQkH42vk/bkq5TU5pytRyNxPVJJibukYh8njVzHqaQeb29uA96sRJTKmDFj8MUXX+DAgQOoXLlygcuq1WoEBgba/JF0ej8VYsI1DufFhGug91O5OSIicif2Ae7F401yYV0iko/WV4noMMftKTpMA62vUlKb06lVBa5Hp1bJ2nalxF1SsY+TRq7jVFKPt79PwW3AU5NppZ1Hl4oQAmPGjMGnn36Kb7/9FlWrVi3ukLyeVl0Gw1uG2XVCMeEaPNsyzCMHtCMi+bAPcC8eb5IL6xKRfMprfRHfItTuy63lDV7ltb6S2lyQxgfD8lnPsBahCNL4yNp2pcRdUrGPk0au41RSj3dwQMFtgIOceyaPfvveqFGj8OGHH+Kzzz5D7dq1rdP1ej38/f0lrYNv33s4GVk5MNzLRabJDH+f+78GeWrnQ0TyYx/gXjzeJBfWJSL53MnIRka2GZnZZvj7KqH1VdoldqS0uRSjCWlZuTBmm6HxVUKnViFI4+PyeuSMu6RiHyeNXMeppB7vW+nZyDT92wb8fZRMSBUDqbkYj05KKRQKh9PXr1+P+Ph4SetgUoqIiIiIiIiIyH2k5mI8Os3pwfkyIiIiIiIiIiIqBI8eU4qIiIiIiIiIiLwTk1JEREREREREROR2TEoREREREREREZHbMSlFRERERERERERux6QUERERERERERG5HZNSRERERERERETkdkxKERERERERERGR2zEpRUREREREREREbsekFBERERERERERuR2TUkRERERERERE5HZMShERERERERERkdsxKUVERERERERERG7HpBQREREREREREbkdk1JEREREREREROR2TEoREREREREREZHbMSlFRERERERERERux6QUERERERERERG5HZNSRERERERERETkdkxKERERERERERGR25Up7gCIiIiIiJxJMZqQlpULY7YZGl8ldGoVgjQ+xR0WebGMrBwY7uUi02SGxkeJQD8VtOrS8/WJbU4aueqJN9c3qXVJrjp3Kz0bmSYzjNlmaH2V8PNRIjjAV45doSLgHbWciIiIiLxWclo21h+5iTNJRuu06DANhrUIRYiOXzRIfncyTHjvcBJOJ/5b52LCNRjeMgzltd6fmGGbk0aueuLN9U1qXZKrzt1My8YGB+uJbxGKUNZdj8TH94iIiIjIY6UYTXZfVADgTJIR64/cRIrRVEyRkbfKyMqxSxAAwKlEI94/nISMrJxiisw92OakkaueeHN9k1qX5Kpzt9LtE1KW9Ww4chO30rMLsTdUVJiUIiIiIiKPlZaVa/cFw+JMkhFpWblujoi8neFerl2CwOJUohGGe95d59jmpJGrnnhzfZNal+Sqc5kmc4HryTSZJa2H3ItJKSIiIiLyWMbsgr9EOJtP5CpnX1y9/Yst25w0ctUTb65vUuuSXHXO2XKZrLseiUkpIiIiIvJYGt+CL1edzSdylb9PwXXK2fySjm1OGrnqiTfXN6l1Sa4652w5f9Zdj8RSISIiIiKPpVOrEB2mcTgvOkwDnVrl5ojI2+n9VIgJd1znYsI10Pt5d51jm5NGrnrizfVNal2Sq875+ygLXE9JTvB5M5YKEREREXmsII0PhrUItfuiYXkrE19RT3LTqstgeMswu0RBTLgGz7YMg1bt3S8wZ5uTRq564s31TWpdkqvOBQf4Ij6f9cS3CEVwAN++54kUQghR3EEUpdTUVOj1ehgMBgQGBhZ3OERERET0EFKMJqRl5cKYbYbGVwmdWsUvx1SkMrJyYLiXi0yTGf4+Suj9VCU6QeAqtjlp5Kon3lzfpNYluercrfRsZJrMyMw2w99XCX8fJRNSxUBqLoZJKSIiIiIiIiIiko3UXAwf3yMiIiIiIiIiIrdjUoqIiIiIiIiIiNyOSSkiIiIiIiIiInI7JqWIiIiIiIiIiMjtmJQiIiIiIiIiIiK3Y1KKiIiIiIiIiIjcjkkpIiIiIiIiIiJyOyaliIiIiIiIiIjI7coUdwBFTQgBAEhNTS3mSIiIiIiIiIiIvJ8lB2PJyeTH65NSaWlpAICIiIhijoSIiIiIiIiIqPRIS0uDXq/Pd75COEtblXBmsxl///03dDodFAoFgPsZu4iICFy/fh2BgYHFHCEVBZax92MZeyeWq3dj+Xo3lq/3Yxl7L5at92LZej9PLWMhBNLS0lCxYkUolfmPHOX1d0oplUpUrlzZ4bzAwECPKjSSH8vY+7GMvRPL1buxfL0by9f7sYy9F8vWe7FsvZ8nlnFBd0hZcKBzIiIiIiIiIiJyOyaliIiIiIiIiIjI7UplUkqtVmP69OlQq9XFHQoVEZax92MZeyeWq3dj+Xo3lq/3Yxl7L5at92LZer+SXsZeP9A5ERERERERERF5nlJ5pxQRERERERERERUvJqWIiIiIiIiIiMjtmJQiIiIiIiIiIiK3Y1KKiIiIiIiIiIjczmOSUnPmzEHz5s2h0+kQEhKC3r1748KFCzbL3Lt3D6NHj0b58uUREBCAPn364ObNmzbLjB07Fk2bNoVarUajRo3stnPhwgXExcUhNDQUfn5+qFatGl577TWYTCanMa5cuRJRUVHw8/PDo48+iqNHj1rnJSQkQKFQOPzbtm3bwx0UL+PpZfzDDz+gV69eqFixIhQKBXbt2mW3jBACr7/+OsLDw+Hv749OnTrh4sWLLh8Lb+WuMs7r0qVL0Ol0CAoKkhRjQe0YANauXYv27dsjMDAQCoUCKSkpktbrzbyhXC2EEOjWrVu+bbw0Kunly/Ovc55exjz/Fp67yji/9nbkyBGnMfL86zpvKFcLnn9tlfSy5bnXOU8vY08693pMUur777/H6NGjceTIEXzzzTcwmUzo3LkzMjIyrMuMHz8en3/+ObZt24bvv/8ef//9N5566im7dQ0fPhz9+/d3uB0fHx8MGTIE+/btw4ULF7BkyRKsW7cO06dPLzC+Tz75BC+99BKmT5+O3377DQ0bNkSXLl2QnJwMAIiIiEBiYqLN34wZMxAQEIBu3boV4sh4D08v44yMDDRs2BArV67Md5n58+dj2bJlWL16NX7++WdotVp06dIF9+7dk3gUvJu7ytjCZDLhmWeeQdu2bSXF56wdA4DRaETXrl0xZcoUiXvt/byhXC2WLFkChUIhab2lRUkvX55/nfP0Mub5t/DcXcb79++3aXNNmzYtcHmefx+ON5SrBc+/tkp62fLc65ynl7FHnXuFh0pOTv5/7d1dSFN/HAbwJ0tX5ltRbVkKQkVKUGQpmuZFXmvSVSYVRfaiF1kQdRGCUAn2BtFNYe6iTDGQJCkIl9mFBdkZEoqUSN1sQpIVKCnb938R7b/5sp3pdjpnez5wLppn5/fbeTo88+fYEQDy+vVrEREZHx+X2NhYaWtr8+wzODgoAKS3t3fW82tra2X79u2qxqqpqZGCggK/++Tk5EhVVZXn3y6XS1JTU+XatWvzPmfHjh1y7NgxVXOIRnrL2BsAaW9v93nM7XaLxWKRhoYGz2Pj4+NiMpnk8ePHqo8dTcKd8YULF6SiokKampokOTk54HyCuY5fvXolAOT79+8BjxttjJqroiiyYcMGcTgcc17j9IdR8/XG/vVPbxl7Y/+GRrgyHhkZEQCiKEpQ82H/hoZRc2X/BmbUbL2xe/3TW8be/nX36uaTUjP9+PEDALB69WoAQF9fH6anp1FcXOzZZ+vWrUhPT0dvb++Cx/n8+TNevHiBoqKiefeZmppCX1+fz9gxMTEoLi6ed+y+vj7Y7XYcP358wXOLdHrKWI2RkRE4nU6f+SUnJyM3N3dR84tk4czYZrOhra3N7+q+t4VcxzQ3I+Y6MTGB8vJy3L17FxaLJag5RRsj5uuN/RuYnjJWg/0bvHC/xyopKcG6detQUFCAjo4Ov/uyf0PHiLmyf9UxYrbe2L2B6SljNbTsXl0uSrndbpw9exZ79uzBtm3bAABOpxNxcXGzvpvAbDbD6XQGPUZ+fj6WL1+OzZs3o7CwEHV1dfPu++3bN7hcLpjNZtVjNzY2IjMzE/n5+UHPLRroLWM1/s4hmP8H0SycGY+NjeHo0aOwWq1ISkpS9ZyFXMc0m1FzrampQX5+PkpLS1XPJxoZNV9v7F//9JaxGuzf4IQz44SEBNy4cQNtbW3o7OxEQUEB9u/f7/cXIPZvaBg1V/ZvYEbN1hu71z+9ZayGlt2ry0WpqqoqfPz4ES0tLWEbo7W1FR8+fEBzczM6Oztx/fp1AMCbN2+QkJDg2R49ehT0sScnJ9Hc3MyVYj+MnjEFFs6MT5w4gfLycuzdu3fOnzPj8DFirh0dHbDZbLh9+3YIZxuZjJivN/ZvYEbPmAILZ8Zr1qzBuXPnkJubi927d6O+vh4VFRVoaGgAwIzDyYi5sn/VMWK23ti9gRk943Bb9q8nMFN1dTWePXuGnp4ebNy40fO4xWLB1NQUxsfHfVYTR0dHF/RR0LS0NABAVlYWXC4XKisrcf78eezatQt2u92zn9lshslkwtKlS2d9E/58Yz958gQTExM4fPhw0POKBnrMWI2/cxgdHcX69et95hfoLkTRJtwZ22w2dHR0eBYaRQRutxvLli3DvXv3cPDgwUVfxzSbUXO12WwYHh6e9ZeoAwcOoLCwEN3d3arnGMmMmq839q9/esxYDfavelq9x/KWm5uLly9fAkBI3kfTbEbNlf0bmFGz9cbu9U+PGauhZffq5pNSIoLq6mq0t7fDZrMhIyPD5+fZ2dmIjY1FV1eX57GhoSF8/foVeXl5ixrb7XZjenoabrcbK1aswKZNmzxbYmIi4uLikJ2d7TO22+1GV1fXnGM3NjaipKQEa9euXdS8Io2eM1YjIyMDFovFZ34/f/7Eu3fvFj2/SKFVxr29vbDb7Z6trq4OiYmJsNvtKCsrC8l1TP8zeq4XL15Ef3+/z7EB4NatW2hqalrEmYkMRs/XG/t3bnrOWA32b2D/8j2W3W73/MLC/g0to+fK/p2f0bP1xu6dm54zVkPT7g3p16YvwunTpyU5OVm6u7vF4XB4tomJCc8+p06dkvT0dLHZbPL+/XvJy8uTvLw8n+N8+vRJFEWRkydPypYtW0RRFFEURX7//i0iIg8fPpTW1lYZGBiQ4eFhaW1tldTUVDl06JDf+bW0tIjJZBKr1SoDAwNSWVkpKSkp4nQ6Z42/ZMkSef78eYjOTOTQe8a/fv3yHAuA3Lx5UxRFkS9fvnj2qa+vl5SUFHn69Kn09/dLaWmpZGRkyOTkZAjPlHFplfFMau/wpOY6djgcoiiK3L9/XwBIT0+PKIoiY2NjCzspESAScp0JvPuPR6Tky/6dn94zZv8unlYZW61WaW5ulsHBQRkcHJQrV65ITEyMPHjwwO/82L8LEwm5zsT+/SNSsmX3zk/vGeupe3WzKAVgzq2pqcmzz+TkpJw5c0ZWrVol8fHxUlZWJg6Hw+c4RUVFcx5nZGRERP5cYDt37pSEhARZuXKlZGVlydWrV1Wd2Dt37kh6errExcVJTk6OvH37dtY+ly5dkrS0NHG5XIs6H5FI7xn/vQXxzO3IkSOefdxut1y+fFnMZrOYTCbZt2+fDA0NheoUGZ5WGc8UzG3HA13HtbW1AV9DtImEXOd6TXxT/Eek5Mv+nZ/eM2b/Lp5WGVutVsnMzJT4+HhJSkqSnJwcn9uZ+8P+DV4k5DrXa2L/Rk627N756T1jPXXvEhEREBERERERERERaUg33ylFRERERERERETRg4tSRERERERERESkOS5KERERERERERGR5rgoRUREREREREREmuOiFBERERERERERaY6LUkREREREREREpDkuShERERERERERkea4KEVERERERERERJrjohQREREREREREWmOi1JERERERERERKQ5LkoREREREREREZHmuChFRERERERERESa+w9sqHqr7qyCtgAAAABJRU5ErkJggg==", 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" ] @@ -673,11 +664,12 @@ ], "source": [ "#pattern = r'\\b(ve|VE|visualeditor|VisualEditor)\\b'\n", - "pattern = r'\\b(contributor|community|volunteer)\\b'\n", + "#pattern = r'\\b(contributor|community|volunteer)\\b'\n", "#pattern = r'\\b(WMF|Foundation|Wikimedia)\\b'\n", "#pattern = r'\\b(bots|scripts|gadgets)\\b'\n", "#pattern = r'\\b(http|https)\\b'\n", "#pattern = r'\\b(auth)\\b'\n", + "pattern = r'\\b(community)\\b'\n", "\n", "filtered_dependencies = dependency_relations_df[dependency_relations_df['token'].str.contains(pattern, regex=True)]\n", "resolved_filtered_dependencies = resolved_dependency_relations_df[resolved_dependency_relations_df['token'].str.contains(pattern, regex=True)]\n", @@ -712,8 +704,8 @@ "#sns.lineplot(data=wmf_median_depth, x='week', y='depth', ax=ax0, color='#c7756a', label='WMF-affiliated authors', marker='x')\n", "sns.scatterplot(data=other_filtered_dependencies, x='week', y='depth', ax=ax0, color='#5da2d8', label='Nonaffiliated authors', marker='o')\n", "#sns.lineplot(data=other_median_depth, x='week', y='depth', ax=ax0, color='#5da2d8', label='Nonaffiliated authors', marker='x')\n", - "ax0.set_title(f'Depth of {pattern} in Phabricator Sentence Dependency Trees')\n", - "ax0.set_ylabel('Median Depth')\n", + "ax0.set_title(f'C3: Depth of \"Community\" in Sentence Dependency Trees of Relevant Phabricator Comments')\n", + "ax0.set_ylabel('Dependency Tree Depth')\n", "ax0.set_xlabel('')\n", "\n", "# Calculate the median depth over time\n", @@ -734,14 +726,14 @@ "#sns.lineplot(data=resolved_wmf_median_depth, x='week', y='depth', ax=ax1, color='#c7756a', label='WMF-affiliated authors', marker='x')\n", "sns.scatterplot(data=resolved_other_filtered_dependencies, x='week', y='depth', ax=ax1, color='#5da2d8', label='Nonaffiliated authors', marker='o')\n", "#sns.lineplot(data=resolved_other_median_depth, x='week', y='depth', ax=ax1, color='#5da2d8', label='Nonaffiliated authors', marker='x')\n", - "ax1.set_title(f'Depth of {pattern} in Coreference-resolved Phabricator Sentence Dependency Trees')\n", - "ax1.set_ylabel('Median Depth')\n", + "ax1.set_title(f'C3: Depth of \"Community\" in Coreference-resolved Sentence Dependency Trees of Relevant Phabricator Comments')\n", + "ax1.set_ylabel('Dependency Tree Depth')\n", "ax1.set_xlabel('')\n", "\n", "plt.tight_layout()\n", "#plt.show()\n", "\n", - "#plt.savefig('031625_VE_depth_fig.png')" + "plt.savefig('070125_c3_community_depth_fig.png')" ] }, { @@ -769,7 +761,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.11.11" + "version": "3.13.5" } }, "nbformat": 4, diff --git a/phab_analysis/m2-viz-coreference.R b/phab_analysis/m2-viz-coreference.R new file mode 100644 index 0000000..1935eca --- /dev/null +++ b/phab_analysis/m2-viz-coreference.R @@ -0,0 +1,23 @@ +library(tidyverse) + +c1_count <-"/mmfs1/gscratch/comdata/users/mjilg/mw-repo-lifecycles/case1/0312_resolved_ve_phab_comments.csv" +c1_input_df <- read.csv(c1_count , header = TRUE) + +c2_count <-"/mmfs1/gscratch/comdata/users/mjilg/mw-repo-lifecycles/case2/051825_coref_resolved_dep_trees.csv" +c2_input_df <- read.csv(c2_count , header = TRUE) + +c3_count <-"/mmfs1/gscratch/comdata/users/mjilg/mw-repo-lifecycles/case3/050825_coref-rel-final.csv" +c3_input_df <- read.csv(c3_count , header = TRUE) + +# Add a column to each dataframe to label them +c1_input_df <- c1_input_df |> mutate(source = "c1") +c2_input_df <- c2_input_df %>% mutate(source = "c2") +c3_input_df <- c3_input_df %>% mutate(source = "c3") + +# Combine the dataframes into one +combined_df <- bind_rows(c1_input_df, c2_input_df, c3_input_df) + +library(stringr) +combined_df$user_in_text <- str_count(combined_df$text, regex("user", ignore_case = TRUE)) +combined_df$user_in_resolved_text <- str_count(combined_df$resolved_text, regex("user", ignore_case = TRUE)) +