{ "cells": [ { "cell_type": "code", "source": [ "%load_ext autoreload\n", "%autoreload 2" ], "metadata": { "collapsed": false, "ExecuteTime": { "end_time": "2025-06-13T12:37:19.683526Z", "start_time": "2025-06-13T12:37:19.609593Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "The autoreload extension is already loaded. To reload it, use:\n", " %reload_ext autoreload\n" ] } ], "execution_count": 51 }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Wine example" ] }, { "cell_type": "code", "metadata": { "ExecuteTime": { "end_time": "2025-06-13T12:37:19.791085Z", "start_time": "2025-06-13T12:37:19.710642Z" } }, "source": [ "from lux.lux import LUX\n", "from sklearn import datasets\n", "from sklearn.model_selection import train_test_split\n", "import numpy as np\n", "import pandas as pd\n", "from matplotlib import pyplot as plt\n", "import seaborn as sns\n", "wine = datasets.load_wine()" ], "outputs": [], "execution_count": 52 }, { "cell_type": "code", "metadata": { "ExecuteTime": { "end_time": "2025-06-13T12:37:19.994439Z", "start_time": "2025-06-13T12:37:19.822903Z" } }, "source": [ "from sklearn.ensemble import RandomForestClassifier\n", "\n", "features = [f.replace('/','_') for f in wine['feature_names']]\n", "target = 'class'\n", "rs=42\n", "fraction=0.1\n", "\n", "#create daatframe with columns names as strings (LUX accepts only DataFrames with string columns names)\n", "df_wine = pd.DataFrame(wine.data,columns=features)\n", "df_wine[target] = wine.target\n", "\n", "#train classifier\n", "train, test = train_test_split(df_wine, random_state=rs)\n", "clf = RandomForestClassifier(random_state=42)#svm.SVC(probability=True, random_state=rs)\n", "clf.fit(train[features],train[target])\n", "clf.score(test[features],test[target])" ], "outputs": [ { "data": { "text/plain": [ "1.0" ] }, "execution_count": 53, "metadata": {}, "output_type": "execute_result" } ], "execution_count": 53 }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Without predictor uncertainty" ] }, { "cell_type": "code", "metadata": { "ExecuteTime": { "end_time": "2025-06-13T12:37:20.234614Z", "start_time": "2025-06-13T12:37:20.015Z" } }, "source": [ "#pick some instance from datasetr\n", "i2e = train[features].sample(1, random_state=42).values\n", "i2e\n", "\n", "#train lux on neighbourhood equal 30% instances\n", "lux = LUX(predict_proba = lambda x: np.round(clf.predict_proba(x)), neighborhood_size=int(len(train)*fraction),max_depth=2, node_size_limit = 1, grow_confidence_threshold = 0 )\n", "lux.fit(train[features], train[target], instance_to_explain=i2e,class_names=[0,1,2])\n", "\n", "#see the justification of the instance being classified for a given class\n", "lux.justify(np.array(i2e))" ], "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "X does not have valid feature names, but RandomForestClassifier was fitted with feature names\n", "X does not have valid feature names, but NearestNeighbors was fitted with feature names\n", "X does not have valid feature names, but NearestNeighbors was fitted with feature names\n", "X does not have valid feature names, but RandomForestClassifier was fitted with feature names\n", "X does not have valid feature names, but RandomForestClassifier was fitted with feature names\n", "X does not have valid feature names, but RandomForestClassifier was fitted with feature names\n", "X does not have valid feature names, but RandomForestClassifier was fitted with feature names\n", "X does not have valid feature names, but RandomForestClassifier was fitted with feature names\n", "X does not have valid feature names, but RandomForestClassifier was fitted with feature names\n", "X does not have valid feature names, but RandomForestClassifier was fitted with feature names\n", "The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", "The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", "The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n" ] }, { "data": { "text/plain": [ "['IF malic_acid >=1.6745098233222961 AND flavanoids < -1.6682616768889635 * od280_od315_of_diluted_wines+4.68465379331054 THEN class = 2 # 1.0\\n']" ] }, "execution_count": 54, "metadata": {}, "output_type": "execute_result" } ], "execution_count": 54 }, { "cell_type": "code", "metadata": { "ExecuteTime": { "end_time": "2025-06-13T12:37:20.358616Z", "start_time": "2025-06-13T12:37:20.263653Z" } }, "source": [ "#calculate decision tree score over this dataset\n", "from sklearn.metrics import accuracy_score, f1_score, precision_score, recall_score\n", "from lux.pyuid3.data import Data\n", "data = Data.parse_dataframe(test[features+[target]])\n", " \n", "predictions = [x for x in lux.predict(data.to_dataframe())]\n", "print(f'Accuracy : {accuracy_score(predictions, test[target])}')\n" ], "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Accuracy : 0.9111111111111111\n" ] } ], "execution_count": 55 }, { "cell_type": "code", "metadata": { "ExecuteTime": { "end_time": "2025-06-13T12:37:20.460694Z", "start_time": "2025-06-13T12:37:20.392506Z" } }, "source": [ "# #prind the uncertain local tree for the given instance\n", "# import graphviz\n", "# lux.uid3.tree.save_dot('tree.dot')\n", "# graphviz.Source.from_file('tree.dot')b" ], "outputs": [], "execution_count": 56 }, { "cell_type": "code", "source": [ "import graphviz\n", "from graphviz import Source\n", "from IPython.display import SVG, Image\n", "i2edf = pd.DataFrame(i2e, columns=features)\n", "i2edf[target] =clf.predict(i2edf.values.reshape(1,-1))[0]\n", "lux.uid3.tree.save_dot('tree-wine.dot',fmt='.2f',visual=True, background_data=train, instance2explain=i2edf)\n", "gvz=graphviz.Source.from_file('tree-wine.dot')\n", "!dot -Tpng tree-wine.dot > tree-wine.png\n", "Image('tree-wine.png')" ], "metadata": { "collapsed": false, "ExecuteTime": { "end_time": "2025-06-13T12:37:22.475452Z", "start_time": "2025-06-13T12:37:20.480330Z" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "X does not have valid feature names, but RandomForestClassifier was fitted with feature names\n", "\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", "The figure layout has changed to tight\n", "\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", "\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", "\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", "\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", "The figure layout has changed to tight\n", "\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", "\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", "\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", "\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" ] }, { "data": { "image/png": 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"text/plain": [ "" ] }, "execution_count": 57, "metadata": {}, "output_type": "execute_result" } ], "execution_count": 57 }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Without SHAP" ] }, { "cell_type": "code", "metadata": { "ExecuteTime": { "end_time": "2025-06-13T12:37:22.722855Z", "start_time": "2025-06-13T12:37:22.496095Z" } }, "source": [ "#pick some instance from datasetr\n", "i2e = train[features].sample(1, random_state=42).values\n", "\n", "#train lux on neighbourhood equal 20 instances\n", "lux = LUX(predict_proba = clf.predict_proba, neighborhood_size=int(len(train)*fraction),max_depth=2, node_size_limit = 1, grow_confidence_threshold = 0 )\n", "lux.fit(train[features], train[target], instance_to_explain=i2e,class_names=[0,1,2])\n", "\n", "#see the justification of the instance being classified for a given class\n", "lux.justify(np.array(i2e))" ], "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "X does not have valid feature names, but RandomForestClassifier was fitted with feature names\n", "X does not have valid feature names, but NearestNeighbors was fitted with feature names\n", "X does not have valid feature names, but NearestNeighbors was fitted with feature names\n", "X does not have valid feature names, but RandomForestClassifier was fitted with feature names\n", "X does not have valid feature names, but RandomForestClassifier was fitted with feature names\n", "X does not have valid feature names, but RandomForestClassifier was fitted with feature names\n", "X does not have valid feature names, but RandomForestClassifier was fitted with feature names\n", "X does not have valid feature names, but RandomForestClassifier was fitted with feature names\n", "X does not have valid feature names, but RandomForestClassifier was fitted with feature names\n", "X does not have valid feature names, but RandomForestClassifier was fitted with feature names\n", "The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", "The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", "The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n" ] }, { "data": { "text/plain": [ "['IF color_intensity >= 2.6741543762688162 * flavanoids+1.4525866046260332 AND flavanoids <2.378971815109253 THEN class = 2 # 1.0\\n']" ] }, "execution_count": 58, "metadata": {}, "output_type": "execute_result" } ], "execution_count": 58 }, { "cell_type": "code", "metadata": { "ExecuteTime": { "end_time": "2025-06-13T12:37:22.837835Z", "start_time": "2025-06-13T12:37:22.743411Z" } }, "source": [ "#calculate decision tree score over this dataset\n", "\n", "from sklearn.metrics import accuracy_score, f1_score, precision_score, recall_score\n", "from lux.pyuid3.data import Data\n", "data = Data.parse_dataframe(test[features+[target]])\n", " \n", "predictions = [int(x) for x in lux.predict(data.to_dataframe())]\n", "print(f'Accuracy : {accuracy_score(predictions, test[target])}')\n" ], "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Accuracy : 0.8888888888888888\n" ] } ], "execution_count": 59 }, { "cell_type": "code", "metadata": { "ExecuteTime": { "end_time": "2025-06-13T12:37:22.919928Z", "start_time": "2025-06-13T12:37:22.848025Z" } }, "source": [ "# #prind the uncertain local tree for the given instance\n", "# import graphviz\n", "# lux.uid3.tree.save_dot('tree.dot')\n", "# graphviz.Source.from_file('tree.dot')" ], "outputs": [], "execution_count": 60 }, { "cell_type": "code", "source": [ "plt.figure(figsize=(12,9))\n", "graph=sns.scatterplot(x='od280_od315_of_diluted_wines',y='malic_acid', data=train[['od280_od315_of_diluted_wines','malic_acid',target]],hue=target,s=100)\n", "plt.scatter(data=pd.DataFrame(i2e,columns=features),x='od280_od315_of_diluted_wines',y='malic_acid', marker='o',color='r', s=200)\n", "graph.axvline(2.21)\n", "graph.axhline(1.62)\n", "plt.title('Decision boundary created by LUX for particular instance without SHAP support')\n", "plt.savefig('noshap-wine-scatter.png', format='png',bbox_inches='tight')\n", "plt.show()" ], "metadata": { "ExecuteTime": { "end_time": "2025-06-13T12:37:23.306050Z", "start_time": "2025-06-13T12:37:22.955614Z" } }, "outputs": [ { "data": { "text/plain": [ "
" ], "image/png": 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" }, "metadata": {}, "output_type": "display_data" } ], "execution_count": 61 }, { "cell_type": "code", "source": [ "cf = lux.counterfactual(np.array(i2e), train[features], counterfactual_representative='medoid', topn=1)[0]\n", "lux.visualize(data=train,target_column_name='class',instance2explain=i2e,counterfactual=cf,filename='tree-wine.dot' )\n", "gvz=graphviz.Source.from_file('tree-wine.dot')\n", "!dot -Tpng tree-wine.dot > tree-wine.png\n", "Image('tree-wine.png')" ], "metadata": { "collapsed": false, "ExecuteTime": { "end_time": "2025-06-13T12:37:25.310158Z", "start_time": "2025-06-13T12:37:23.328121Z" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "X does not have valid feature names, but RandomForestClassifier was fitted with feature names\n", "X does not have valid feature names, but RandomForestClassifier was fitted with feature names\n", "X does not have valid feature names, but RandomForestClassifier was fitted with feature names\n", "The figure layout has changed to tight\n", "\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", "\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", "\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", "\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", "The figure layout has changed to tight\n", "\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", "\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", "\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", "\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" ] }, { "data": { "image/png": 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m7n4q8rIYnYjw1unzxG2bW1dVYX0slznX1sWrx85iGQbluVk0dffy2rGzuCyTirxsDtc3ceBMAznhFDJTQ5xrv0gkFufu9bX0DI1wuL4JyzSJxOK8c66RcMBPcXY6759vpn90jAoVjOQaKR+fOcdxiI5PcHjX7wikppBbXsL4yAin9h3AdFmkpKfx7m9fIbe8lNyyEkaHhjn++ptYLoui2uXT2opNRDj5xn5629opqlmObdt0NTQx3NvHzY9+hUQ8TueFRvraO1hz+3YADNMgmBbGTiToamjm/PvHqFi7ir6OLk6/fYgb77+X6Pg4Zw++hy8UvKxTqYiICKhoNK8VFxeTm5vLwMAAo6OjOJdWWTcM45qnuHC5XKxdu5bq6mqKioqmEoJ4PM7Q0BA9PT2UlZWRm5sLQEVFBYcOHeLcuXMzLhoZhhaCny2Gcem+2xXyt8HRMY40tOB1u/ni5tVkpoZ4/3wzvztymrdPn8dlWVQX5bJjXS1uy2LPUYvD9U00d/ddVjRq7u7nQmcPW2squH31ct670MK5ti4uDg5f6kXZxFgkypdvWEtlXjYXB4c43dJJyOdlLBKld3iUkuwMKvOy+d2R0/QNj9I9OMy59i5y01KpyMvGvJZE1Pjw3PU+mh1T76MFyjAMHnzwQQYHB+nv75/6DITJL6aaAkOWgmg0Slvzebq6WvnKI98kN7+Ivp4u9u97iTOn3uP+h7+BYRjYdoL21kYa6k+xfvOtlFfWXtaWx+ujtKIGn89PfmEZPRfbaWs+T3dXG45j09fbRf2542zdfg81K9YzONjHO/v3cPz9/eQXljE8NIjlclG9Yj3vH36Dnu4OJibGaG+5QDwWZXntOt00kiVnNvJ1WTi6BoZ440Qdzd19JByHaCIxuX1wmBNN7aSHAuzcvBqPy8Xu909R136RC5092LZNQ1cvtcX53L2+lolojH99811ONrVRW5RHfkZ46jkSts3RhlaGRsd5YOs6luXncKa1kxcOHeNkUzvhgJ8j51sI+jzs3LyKkM/L3hPnOHKhlfqObhxgLBJjc1Up49Eop1s6GRwbJ9IR5+LgMDVFeeSlpSbpCspCo3z8s5kYHaXp+Gm2PriT6hs30tveydkDhxno6CIRi+Px+Vi5fSuBcArDvf1cbGym8fipy4pGpmWRU1ZC3rIy8ivLGRsaobuphe7mVgASsTj9nRcpWF5J7bYt046NRaOMDg6SiMWp2LCG6NuH6G5uIx6LcbGxhZG+flbftk25m4iIfCIVjeaxrq4udu/ezcGDB4lEItMeu+GGG65pigu3201JSQkw2eOlra2N3bt3Mz4+zsaNG2lsbCQUCk3t7/V6cblcDA8PzyhWt9tFKLSA707PQ6YdJWaZWJaFY09P5KKJBGORGIWZaRRdmnKuIDMNx4GJeJyd62tJDwUIB/3Yto0D2I6Dx+3Csqa3VZCZRtDn5ZUjZzjW2MbweIT8jDCrSgsYHp+gc2AY0zQ5e2nEkd/jZlVpASU5GVimybKCHI43tHGu7SI5aSmU5WVxtLEN0zBYW1FEyidMuXHZubpMLMvE5XPjMd2zeRmXPJdr4U414DgOe/bs4de//jVjY2PTHrMsi6eeeipJkYlcP3YizujoMG63h/zCydHBwVAqodR06s8eIxaL4vF4GRke5NTxdzAti3Ubt+G9NProo/z+IMuWr2Z0ZIh3D77OudNHiMWibN56B/F4nIH+HuKxGGXl1bjcHlLDGeQVlHBg38vEYxFy84tpvHCaN/b8GtO0qFm5gd7uLpqb6li1ZgvBYEoSrpBIcs1Gvi4Lh2WalOVksrwwF8+JOgbHxgG4ODjMWDRGdVEu6aEAAOW5mZxp7aC9d2Dq+LKcDAJeDwGvh+LsDI42tHJxYGha0Wh0IkJH3xDpoSAlOZl43C4q8rIJ+ry09Q7S3N3H8HiElSX5ZKWGMAxjcvRRXTMdfYNsXl5GVmqQN07WgeOwvDCPFL+P9883Ew76qSnKu+z7gMiVKB//bNxeL5lFBZx68yDtdReITkRIyUindFUtLq+HtJwsQulhHMfBcllEJyawXJd/D7bcLopXLCcejVJ36H0uHDnO6OAQK7bdAEAinqC7uZVgOJV9z/wbjuOQVVxAxfrVeLxeMgvz8QWDHPrVSyTiccrXrWZ8eIT6w0dYtmk9gVTlbiIi8slUNJrHLly4wNtvv82KFSsoLCycNmy4qKhoRm0lEgnq6+v51a9+RXd3N1/84hcJhUI0NjZO6y30wf/PtLeJbdvEYvEZHSNXZhgGlmPjOM7Uz0eFfF7Sg35auvs439FNfkaY+vaLNF7sJSscojAzDb/HTTyR4GhDG4frmijISKMsJ/OytlIDPoqy0gn5vJTkZNDWM0D/6DjdgyMADI9P0Dc0SkFGmIrcLJq7+9l7og6XZbFhWQk31VSQn5ZKJBafnEc9Hqezf5C8tFTq2i/yuyOnyUtLZX1lMblX6NVo2w6OA4mETcJOXBajfHaWZbJQp6h2HIcf//jHrFixgtra2mmfgZpGQZYKl8tDWnoW0cgE5+tOUFpeTX9fN80NZ4nFosRjUSzLoquzleaGc2y7bSepaZ+8JqFhGBiGgdvtISs7j2ikhrbWC7S1XKC4tIrxsREsy8IfmOxMYlku/P4A8XiMWCxKUUklhvkFxkaGCaWmkZKSRv254wSCKdi2zZ6Xn8Xr9VFetZKCwrLreJVEkmc283WZ/9KCAdZVFOOyTN4/3zxVNBqPxMBx8Hs8U/v6PG4cB8aiUT4YUu/3fHhT2O9x4zgOY9HYtOeYiMYYj0YJB/1T+/s9brxuF6MTUfqGxwAHv9c99X7zedzYjs14NEZuWgq3r6mmpbsf0zQoy8mkoauXsWiM8vRU3jp9nq6BIZYX5LC6rOgT11QS+YDy8c/G5XaTXVJIZGyc3PJShvv66ag7z1BvH+VrVwEfrld0/PW3iEWiVG5Yc1k7H+RuluUiNSuDwupldF5opPN8A5Ub1uA4NgCh9DSyigqIjI3RfPw0I339bNp5Nxn5uWz4wu2MDgzhDfpJz8+l+eQZvIEAvlCAQy+8jGmaFNZUkV9Zdj0vkYiIzHMqGs1jIyMjBINBvvrVr5Kenv6Zk7JIJML777/PCy+8gMvl4oEHHmDdunW0tbXh8/kYGPiw99vY2BjRaPQzFKVsJiZUNJothgFe0wbbmRwpZE8vogS8Hm6sLuf1E3U8/fohUvxeLNPEbVmTU8E5MDIe4Z26Rt44UUdWaojbVy8nIxTA/khbtuNwvKGNWDzBfZtWUZ6bRc/QCD/be4h365vYvKyUWDxBRkqQLVVlU0Wlp/ce4mhDK9WFueSmpU4Vg0YnIrz83ikCHg8T0Rj1HRfJTUvlXNtFovE4d6ypIeD18HHGpfNMxBJELxWQ5PMzDPB4XMACrRoBDQ0N/N3f/R0FBQX6YipLksvtpqi4guW16zi8fw8njx7C7fHg8XgZGxvBslyMj43S0lhHMJRK+bLLp6X7OK/PT8WylRSXVnH6xGHe2b+HjopmDMPEARw+0pnEdgAD07DwByZHKgHE4zEaz5+ht6eTZdVrOHX8MKGUMLZt8/6hvYTvyiAY0vRHsvjNVr4uC4PrCiN0PnjZP7EznmFcym0/+unKtKkMP9YahmFc6jh2aV8m/980DEzTuHT8Rxv74DhwWRbluVmU52YB0N47QHN3HznhFFp7BhgYHSc/PZX3zrcABjfVVuh9K1elfHxm7ITNxaYWhnr62Pbwl0nJymBscIjo+ATHX3+L8rWrsG2boYs9HN2zj8HuHjbccyeZRQVXbNN0WeQvKye3opTMwnze+H/P0XmhiaKaKrZ8+R5C6WmEszOJRaK4vV7e/91rrNi+lVBamMLqZZfiStDb1knb2fOsvGUrZ/a/gz8UwhsMcGzPPlKzMgiGlbuJiMgkjUufx7Kzs8nJyeHChQvE45+tIBOPxzl69Ci//OUvSU1N5fHHH2fz5s0EAgGys7MpLCzkzJkznDlzhoGBAY4fP87Q0BC1tZ9+00nmjuNc+u53heKJgUF+Rhq3rqri1lVVrK8oYXlhLnnpqYQDfobHJ/jt4RO8duwsFblZfHHzasrzsi4bQZZIJGjo6mFwbJy0UACP20Veepj0UICR8QiWZRLweshMCZIdDuFxuchNTyXo8zIyHiEWT0xr70RTO6MTEWqL8+gZGsV24KbaSjJCAdp6BhkcHb/KSX947jI7HGfhX89t27Zx9OjRy6b8EVlKfIEg1Ss2sG7TdiqrVlJaXk1GVh4pKWm4PV5GR4Zob22gcvkqfL7AFdvp773I22/8lu6uNkzLwuvzk545uaZhIh4jlBImkYgzMjwIQDwWZWRkCI/Hc1kBaKC/h8YLpymrqMHtdtPV2Uz1yvUUFlfQ39fDQH/P3F0QkXlkNvJ1WfhCPi8GBiMTH+YrIxMRDMMg5PMR8nuntn30cdMwSPF5L2sr5PMyGokyemn/4fEIY9EoKX7v1HpEIxMR7EuJ3vDEBJZpEPpYW7F4giMNrbgsk9KcDDr7B8lMCXD7mmoStk1DVw+xxPR8XuTjlI/PjJ2YnDJupH+AtNzsyVHcoSAZBXkM9fSRiCfoqG9g//O/ITYxwfq7b6d8zQqsT5hWPDI2zru7XqGnZTJ3c7ndpOfmYJomE6OjTIyOEZuIkJqVieVy4fF5SS/IIzI6Tjw2fRRjZHyC+nePUFi9jFBamNYz9ZStWUFx7XJG+voZ7Oq+XpdIREQWAI00mscyMjIwDIN//Md/pKCgYNoN/3Xr1vHEE098ahvd3d28/vrrvP3221RUVDA8PDzVO2j16tVs3bqV3t5e/umf/gmXy4XjONx4442sWLFizs5LPj8Hh2ONrVwcGOb2NdWEfF52v38Kl2WSlRritWNnOdnUzsZlpdxYU0FWavATe4WZpkk46Keu/SJnW7sIB/w0d/fR3jdIYebkdHalOZmcam7nVEsn6yqKOdPaSe/QCKvLCqeNGurqH+JCZzd56WHKc7M4XN9MLJ5gPBIjEosDDpapnmly7QzDYPPmzTz11FO8+uqruFwf/pNlWRb/43/8jyRGJ3KdOA6D/b0cOVLbsLYAACAASURBVLyPTTfeQU5eIY3nz9BzsZ3K5ZPTmwwPDzA8NEBxWdVVm4rFojQ3nGNkeIjtt3+ReCxKQ/0p3B4P+YVljI+N4PcFOXnsHTZuuZW+3i6aLpwlv6gcn//DYtTE+BhtLRdwHIfKqlV0djQBBhPjY8TiMRKJOKa5cEc4iszEbOTrsvAVZIRJDfo429rFuvI+gj4vJ5s6MA2Dkux0HODd+mZONrVTmZfFyHiEc20XCQf809Yzgsmp5kqyM3jvfDMnmztYW17I8cY2hscmWFVSQEl2BlnhFOo7umno7CErNcTxxjYMw6AoK31aW+fau+gdHmFFcT556ak4wEQszuhEhGg8gWWamIb6kcqVzVY+/sH6yrt27aK9vR2Xy0V1dTX33Xcffr+fpqYmXnjhBbq7u0lJSeGOO+5g06ZNc3Vac8o0TULpaYwNDtF04jRFtcsZ6R+g7Ww9OaXF9LS2cfjF3aQX5FG7bQtZRVcewWXbCbpb2hjq7ePGB3ZimiaNx0+BYZBTWkwsMsHRPfuwEwkq1q9mbGiEhvePk16QSyDlw/WK4rEYFxuamBgdZd1dtxGbmMA0TSJjY5iWi3gshunS7UEREfmQ/lWYx7q7u2lsbKSgoIC8vLxpiUQ4HL7KkR8KhULccccdVFdXXzbKpKioiMrKSh5++GEaGhqIRCJkZmaybNkyUlK0IOJ8ZhgGGSlBjje18+PfvT1VjNm0rBTLNNl7oo7uwWHits3p1g4AwgE/21ZUUpSVwZun6gl6PWytqWBzVRlDYxO8dvwsB85eIJZIkB1OYWtNBemhADevqCQeT/DasbO8caKOiWiMspxMNleV4XFPfoTEEwneb2jBMAxWlebj87hZXVrAa8fO8n/3HMA0Jqe+CAev3ANe5OMcx+GNN96gsLDwsukwZrrumsiCZRh4fX7cHi/7XnsBl2tyDYz8wjJWrtlCPB5jeGgAx3FIT8+admg0GqG54RwtTXVs3X4PqeEMVqzZwsljh/jNv/1fDMPA5XKx8cbbSc/IIhAIsWbDTdSdOUpHWyOJRJxAIMTGzbdO/c3Ztk1vTyetzedZu2Eb/kCQtLQsCosreGvvLtxuL0UllaRn5iTjaolcd7ORr8vClxYKcFNtJftO1PF/9xyYWodky/IyirMn15nbsryMd+ubeGrXG8RtmxS/jxtrKggH/TRd7OXd+mbKcjLZsKyETVWlDI9PsOfYGd44cY5IPE5NUS5rK4oI+b3cXFvJ6yfO8f/2voNpTk5lt3FZKZX52VMxDY2Nc6q5g7RggOWFufg9blaVFvDOuUb+v91vEvR5qS3OU6cuuarZyMcdx2F8fJzvf//7hEIh1q9fTyQS4Y033mBwcJBHHnmE73//++Tn57Nx40ZaWlp46qmn+K//9b8uyLXhTJdFQVUFyzat58Qb+6k7fARsB2/Az/ItGzj91kFaz9aRSCQ4+sreyWMsi6ziQlbespWe5lbOHXqPzV+8G7fXR822LZx+8yBv/uLfMEwTHIe1d95CWm42sUiEoppl1L3zPk0nTmMnEhiGycZ77sRzaeSh4ziMDQ5T/94xarZuwh+a7FBasX41R199E4/fS255Kel52Vc7LRERWWJUNJrH+vr6sCyL//Af/gOpqanTEjSv13uVIz+UkpLCpk2brtpLp6KigoqKis8dr1w/pmFQW5RHit9HR98gtmOTkRKkJDuT8UiUx92bGI/GMPnwPePzuMlMCeF1WZTnZOJxu7AuTVWxc/NqWnv6GYtE8XpcFGWmk5eeimmalGRncO+mlbR09zMyEcHndlOSnU5ueuq0eKoLcrEsk5xLU2YsL8zF63ZxcWCY1ICf8txMvG595MjMHD58mB//+MdkZ2drDnVZkgzDIDWczg3b7uJiRwuxeBSfL0h2bgFp6VkkEgmKS5cRvPcRPF7/tGMt0yKcnonj2FguFy6Xm+U1a0kNpzM8NDA52jQtk5y8IizLhT8QpHbVRtIzsxkdHsJyucjIyiUnt/Bj8WSwau0N5BeUApASTmfDllu52NmKZbnIySvC55sei8hiNRv5uixM21dWMRaJkhYMYJkmtcV5pPp9tPcNkrBtslInc/MPRuZvqSojLy2V7qERTNOgICONosw0LNMkxe+jMj+bjFAQgPz0VHasq6G5u5/RiQgBr4ey3EyyU0MYhkFVYQ5Bn5e23gGi8TgZKQFKczJJ8fum4vO4XGyoLCHg9Uxt31xVRnZqiKGxCXLTUynJzlB+JZ9qNvLxnp4eWltb+Zu/+RuWL19ONBplYGCA5557jsrKSk6fPs13vvMdiouL6erq4tixY7z00kv84R/+4SyfzdwzDINAOJV1O26ht62D6EQEl9tNOCeTcHYWtm2TV1E2WQD6yDGh9DQMw8CfmkJBVSWWy43lsihavgxfwM9w3wAGEAinklVciOVyYZomK7dvpaeljcjYOKZpkpKZQVbx9PWRvAE/yzdvIK+8DACP33dplFMrAOn5uXgD6uApIiIf0h3ceSwlJYX8/HzcbjfZ2er1IdP5vR6qCnKoKpjemzstePk0Fx+3snR6ElmYmUZhZton7muZJnnpYfLSr9ymaZqU503v4R7weqgtzqe2OP+qsYhcTU1NDbZt6zNQljTLcpGZlUtmVu4nPGaRlZ1PVvbln7WWy0V2TgHZOR9+5vv8Acoqaj7xeQzDIBBMoWLZyivGYhgGKalppKR++G+Gy+W+7HlElgrl60vXR0f1APjcbirzsy/b/oGUgO+yHPwDGSlBMlKCU7+bn5J/e1wuynIzKcvNvGJ8Po/7sljSQwHSQyVXPEbkk8xGPp6WlsZ3vvOdqRlQ3G43Q0NDeL1ejh07RklJCWVlZcDkWnFr1qzhwIEDMy4aGcanr+lqGDDXpdIPijcpmRmXPVayovqqx6ZmZpD6keNcHjd5FWXkfUI/X8M0CYZTCYZTL3/wg30MA2/AT/GK5dPi+/jzzBWDD6/3tbw+IiIyP6hoNI95vV5aW1v5h3/4ByoqKvB6vVM9e5YtW8aOHTuSHKGIyNzKyMjg7/7u71i7di2BQGDqM9AwDP74j/84ydGJiMhSp3xdRBa7z5uPG4ZBamoqN9xwA47jkEgkeOmll3jzzTf56le/yvHjx8nMzJy2f1paGr29vTOK0zAgJcX36UUJAxLRUVwuE1dCU17PNcs0sVwmbreJz+tR0WgJsiyNaBVZiFQ0mse8Xi+ZmZmMjIzQ09ODy+WaStDUk1FEFjvDMMjOziYej9PX18fw8PC0L6kiIiLJpnxdRBaz2czHHcdhbGyMZ555hr179/Lggw9yxx13cPLkSWzbnravbdtYljXjeKPR+KfvdGm0i207OKpgzDnbtnFsB9t2iCUSuuZLkONYuN3JjkJEZkpFo3msqKiIr33ta5/4WEpKynWORkTk+nvooYeSHYKIiMgVKV8XkcVuNvJxx3G4ePEiP/rRj2hra+Phhx/m1ltvJRAIkJ+fz759+6bt29nZSWFh4VVa/KTngEgk/qkjWUwTbNdkESNhq4Ax1xwDErZDIuGQiMY00mgJ8nrBr+VORRYcFY3msUAggMfj4fjx44yNjeE4kz1hRkdHyc/PZ+fOnckOUURkThUUFPDmm28yODg41SstHo9z8eJF/vzP/zzJ0YmIyFKnfF1EFrvPm487jsPw8DDf+973GBwc5N/9u3/H+vXr8Xq92LbNDTfcwM9//nPefPNNbrjhBurq6jhw4ABf//rXZxzrtRQknEs/IiIicmUqGs1jjY2NPPPMM1y4cGEqOUskEoyNjXH//fcnOToRkbn305/+lHfeeQfLspiYmCAtLY2zZ8+ydu3aZIcmIiJyWb5uGAbxeFz5uogsGp83H7dtm7feeovf/va3FBYW8qtf/Ypf/epXALjdbv7yL/+Sxx9/nGeffZYXX3yRWCzGli1buPXWW+fytEREROQqVDSax1paWmhra2Pnzp00NzczNjbGqlWrOHTokOaBFZFFz3Ecnn/+eb71rW8xNjbGK6+8wte//nVeeuklBgYGkh2eiIiI8nURWdRmIx83DIPly5fz3e9+97J1iizLwu/388gjj3D69GlGRkbwer1UVVWRmZk5F6ckIiIi10BFo3ksFouRmprKjh072Lt3L3V1ddx5551Eo1HOnz+f7PBERObc4OAgd999N729vTz33HNs3ryZ7Oxs/uRP/iTZoYmIiFyWr9fX1ytfF5FF5fPm46ZpUllZSWVl5RX3ycjIYNu2bbMVsoiIiHxOZrIDkCvzeDy43W4ikQher5e+vj4cx8Hj8TA8PJzs8ERE5lxGRgY9PT1kZWXR3d3N6OgomZmZ9PT0JDs0ERER5esisugpHxcREVl6VDSax/Ly8rAsi3/913/F6/UyMTHB9773Pfbt20d2dnaywxMRmVOGYbBjxw6++93vMjIywqpVq/jHf/xHfvCDH1BWVpbs8ERERC7L18fHx5Wvi8iioXxcRERkadL0dPNYSUkJO3fupK+vj+rqakZGRnjllVdIT0/nC1/4QrLDExGZc48++igvv/wyHo+HP/qjP+KZZ56hra2Nb3/72zNuy3EcBgcHefLJJ3n00UdZtmwZ8XicX/7yl1OL+8Lk3Or3338/N95442yfjoiILDIfz9eHh4d59dVXla+LyKIxm/m4iIiILAwaaTSPRaNR2traaGtrI5FI0NDQwLlz5+jp6dHCuiKyJAwMDHDs2DECgQCtra2cPHmSlpaWGX8G2rZNfX09f//3f8/zzz9PX18fAIlEgt27d5ORkcGOHTvYsWMHd955J0VFRXNxOiIissgoXxeRxW628nERERFZODTSaB5ramri8OHDbNiwgcbGRk6fPs29997L6Ogob731FrW1tckOUURkzjiOw9NPP01ubi4AP/3pT7ntttsIBoP87Gc/Y/v27dfUjm3bHDx4kF/84hcUFhYyPj4+1X4sFqO+vp5vf/vbbNiwYc7ORUREFqeP5+tnzpxRvi4ii8Zs5eMiIiKysGik0TzW29tLPB5n8+bNNDU14fF4eOyxx6iurqa5uTnZ4YmIzLlDhw7xe7/3e7S2tnL+/HmeeOIJHnroIY4ePTqjdsLhMF/+8pd55JFHprY5jkNrayv9/f288cYb/NVf/RXf/e532bNnD7ZtzzhWw5jxIbLAGYZe96TS9Zd54OP5us/nU74uIovKbOXjIiIisnBopNE8Zts2lmUxNjZGW1sbxcXFBAIBIpHI1NobIiKLWTweJxwOs2vXLkpLS8nOzqa1tRW3233NbRiGQWVlJTU1NcRisantjuPQ09NDZWUlRUVFrFixgo6ODv75n/8ZwzC4/fbbZ/AckJLim9G5yeLgOBBJ2LgsE5dLfXGuB8s0sCwDt8fCbV39s8A09ZrI3Pp4vl5UVPSZ8vWxsTGOHj3Kvn376O/vJz09nS1btnDjjTfi8+nfFxFJntnIx0VERGRhUdFoHsvOziYej/O9730Py7L44he/yL59+zh48CBbt25NdngiInNu69at/Pf//t+pq6vjwQcfpLm5mX/4h3/gtttuu+Y2DMPA6/Vett00Taqrq/nP//k/U1FRQTgcpr+/n7q6On7961/PqGgEEI3G0dTuS49hgGM72LZDIjHzEWoycwYmtgN2wiaasK/6d+d2W7jd6mgjc2c28nXbtjl69CjPP/88ZWVlrF69mubmZnbv3k08HmfHjh1zfBYiIlc2G/m4iIiILCwqGs1jFRUV3H///Zw6dYrCwkLWrVtHfX09N910E7fcckuywxMRmVOGYfDNb36T119/nerqau655x5GRkaoqqriy1/+8udu33Ec2tvbiUajZGRkAJPT2OXn53Po0KEZtgWRiIpGS5FpGZNFI8fR63+d2LaDYzskEg6JeOJTr7vff33ikqXp4/n62rVrOX/+/Izy9YmJCS5evEh6ejoPPPAA2dnZnD9/nqeffpr33ntPRSMRSZq5zsdFRERkflLRaB5LSUlh48aN1NbW4vF48Pl8BAIBVq9eTTgcTnZ4IiJz6oNp5TIyMjBNk3A4TCgU4vHHH59ajPfz+KBo9NOf/pSsrCyWLVvGhQsX2LdvH3fcccdnaO9zhyQLkV735NG1l3ngk/L1YDA4o3zd4/GwefNm1q5dS15eHoZhEI/HmZiYICsra0bxGMbs/ntkGGDApf+ILGKX3uOz/Tf0QZsL1Vzn4yIiIjI/qWg0z3m93mnTKqWmpiYxGhGR68swjKlRQAB+vx//LA0bME2TNWvWsHz5cp588klM08RxHNasWcOXvvSlWXkOERFZ/D5vvu5yuSgoKAAmOzS0tLTw29/+lkgkwvbt26+5HbfbmpP19Qw7TsIycbksHEfrhMniY7hMLMvC4/fgM+fmFonLtXCnSp3LfFxERETmJxWNRERkyXC5XHz/+9+nqqoKwzDIz8/nG9/4Bs3NzUSjUbxeLyUlJeTn5yc7VBERWWLi8Thnz57l2WefZXh4mIceeoja2tprPj6RsIlE4rMel4vEpbXbbOyEhvjJ4mNeen87sQSz/xd06TlMA8tS0VVEREQWBhWNRERkybAsizvvvHPqd9M0KS4upri4OIlRiYjIUjcxMcGhQ4f49a9/TTgc5oknnmDFihX4fNc+csi2nVkvGhkGYNqXbqo7OJqLVRahD9bKi8cTxOy5WaPQ69WtFxEREVk4lLmIiIiIiIgkSTwe59133+XZZ5+lpKSEr3zlK5SWluJyJf+rmuNo+TBZWlQXFREREVHRSEREREREJGm6urrYu3cvBw4coKOjg9bW1qnHtmzZwhNPPJHE6EREREREZKlR0UhERERERCRJ0tLSuP/++7nxxhsxzelrnuTl5SUpKhERERERWapUNBIREREREUmSYDDIypUrWblyZbJDERERERERwfz0XURERERERERERERERGSxU9FIREREREREREREREREVDQSERERERERERERERERFY1EREREREREREREREQEFY1EREREREREREREREQEFY1EREREREREREREREQEFY1EREREREREREREREQEFY1EREREREREREREREQEFY1EREREREREREREREQEFY1EREREREREREREREQEFY1EREREREREREREREQEFY1EREREREREREREREQEFY1EREREREREREREREQEFY1EREREREREREREREQEFY1EREREREREREREREQEcCU7ABERkevBcRz6+/v5+7//e37/93+fmpoabNumrq6On//853R0dBAOh/nSl77EzTffnOxwRURERERERERErjuNNBIRkUXPtm3OnDnDf/tv/43du3czNDSE4zgMDg7yt3/7t6SlpfG1r32N2tpa/s//+T80NDQkO2QREREREREREZHrTkUjERFZ1GzbZt++fXzve9+jqqqKSCQytf3gwYN0dnby2GOPcdNNN7Fz506ysrL4zW9+k+SoRURERERERERErj8VjUREZNErKCjgm9/8Jg8++ODUNtu2OXnyJGVlZeTl5WGaJunp6axatYp33303idGKiIiIiIiIiIgkh9Y0EhGRRc0wDEpLS3G73USj0antjuMwMDBAWlratP1TU1Pp7+//DM8DjvO5w5UFxDAmfzCSHckSZVz9787Q6yIiIiIiIiIyYyoaLSGxWIyDBw9y8uRJvvSlL1FQUMDw8DD79+/n1VdfZWRkhKqqKu655x5qamqSHa6IyKwwDAOPx/OJ2y3LYmJiYtr2eDyO2+2e4XNAOOxX0WgJcoDo4Bgul4kroQHc14NlGlguA4/HwuP2XPXvzjRVORIRERERERGZCRWNlojBwUH27t3L008/TVpaGjt27CAWi3Ho0CF27drFli1byM7O5tChQzz77LN885vfJCcnJ9lhi4jMGcMwKC4u5pVXXpna5jgObW1tFBcXz7i9sbHop+8ki45hGNi2g51wSCTsZIezRJjYCYd43CYRT1y1aOR2W7hc1vULTURERERERGSBU9FoCbh48SK7du3i9OnT5OXlMTw8DEBPTw/Hjh0jPT2dnTt34vf7cblcvPzyy7z33nvcc889SY5cRGTumKbJTTfdxD//8z+ze/dubrvtNk6dOsW+ffv4kz/5kxm15TgQi1395rUsTqZl4NgOtuPo9b9OHHvyWtu286lFI0Nz1ImIiIiIiIjMiIpGS4Df72fLli1s3bqVd955hz179gDQ39/PwMAApaWlhMNhYHKxeL/fT0NDw4yfR+t5zJ4luU7GpfPV+2j2TL2P5BMZhkF5eTn/8T/+R55//nl+8YtfYJom9957LzfffPOM29P7donS6548uvYiIiIiIiIis05FoyUgGAyyfPlyLMvi9OnTU9uj0SixWIxAIDC1zePxYFkWo6OjM3oOj8dFOKy1HGZVPErMMnG5LBxncU+tY7gtLMvC7fPgd81sLRm5OsvS3+VHud1ufvKTn1BdXY1hGHi9Xnbu3Mnq1asZHx/H4/FQUFBAampqskMVEREREVlUHMehv7+fv/3bv+Xf//t/T01NDbZtU1dXx9NPP01HRwfhcJj777+f7du3JztcERGRJUtFoyXANE1M8/Ibx4ZhYBgGiURiapttT67H4HLN7K0Rj9uMj0fV036WGAa4jTi2bZNI2DgfeY0WIyNhY9s20ViceFRTPM0WwwC/34PHo8LRB0zTZPPmzVO/G4ZBSkoKK1euTGJUIiIiIiKLm23bnD59mieffJIDBw7wyCOP4DgOAwMDfPe732Xz5s3s3LmTc+fO8b//9/+msLCQioqKZIctIiKyJKlotISFQiF8Ph99fX1T20ZHR4lEIpSWls6oLdu2iUYXd2HjejIMMEwHw57sjbXoiyi2g+M42HGbmK1pvmaTz6eLKSIiIiIiyWPbNnv37uXpp59m48aN7N27d2r7wYMH6e7u5rHHHiMrK4vKykoOHTrEiy++yJ/+6Z8mOXIREZGlSd3Pl7CcnBxKSko4efIkR48epbe3l3fffZfBwUFWr16d7PCWtCVZNLl0zkvy3OeQrqeIiIiIiCRbcXEx3/rWt/jKV74ytc22bU6dOkVZWRk5OTmYpklaWhorVqzgvffem/FzXMt6roaxtJYOTraPLtWs9XaXHr3mIguXRhotYcFgkFtuuYXh4WF+8IMfEI/HyczM5Atf+ALV1dXJDk9EREREREREFjjDMCgtLcXlchGNRqe2fzA9XVpa2rT9U1JS6O/vn+FzQDjs/9T9HGAwMorLbeG2F/fawfOBaRi43BYet4Xf72Wqt6gsGYYqRyILkopGS8z27dtZuXIlBQUFmKZJcXExjz76KLfffjvxeJxQKEROTg5+/6cnWyIiIiIiIiIiV2MYBm63+xO3u1wuJiYmpm2Px+N4PJ4ZP8/Y2Kevs2yYkGByavTEIl87eD5wDJNEwiaesBmLRjQTxhLk8Vi4XCrQiiw0KhotMZmZmWRmZk797nK5yMnJIScnJ4lRiYiIiIiIiMhSYhgGRUVF/O53v5va5jgO7e3tlJSUzKgtx4FYLPGpRQnTBMflYDsOtgoY14GDbV/6uYbXRxYf09RII5GFSGsaiYiIiIiIiIjIdWWaJtu2baO9vZ2XX36ZaDTKiRMn2LdvH3fdddeM27uWgoSDJkgTERH5NBppJCIiIiIiIiIi15VhGJSXl/Onf/qnPPfcc/zsZz/D5XLxpS99iW3btiU7PBERkSVLRSMREREREZF5IBqNcuDAAY4dO8YDDzxAYWFhskMSEZlVbrebn/70p1RVVWEYBh6Ph3vuuYfVq1czMTGB2+0mLy+PlJSUZIcqC4yhWdCuK001KLK4qWgkIiIiIiKSZIODg7z22mv8y7/8CxkZGdx7773JDklEZNaZpsn69eunfjcMg1AoRHV1dRKjkoXMNMHnAsOOJzuUJcMxDBJYRGLJjkRE5oqKRiIiIiIiIknU2dnJb37zG86ePUtxcTGDg4PJDklERGRBMAFzYohIy1mcSCTZ4Sx6hmVhpWVh5VZgGJZGHIksUioaiYiIiIiIJFEwGOTmm2/mtttu4+DBg7zyyiufqR3DmN3pYgzj0nQ/mvJHFrtL7/HZ/hv6oE0RmUsOTjxGvO8i9sRosoNZ9AzLBZYbM1fVIpHFTEUjERERERGRJAoGg1RWVmJZFsePH/9MbXg8FuFwYJYjAyMRI2aZuNwWjmPNevsiyWa6LCzLwhfw4ljuOXkOyzLnpF0R+YADiQTYdrIDWfQcIwGOrrPIYqeikYiIiIiISBKZpolpfr6byvG4zdjYbE/LY+A2Eji2TSJh4yQSs9y+SPI5iQS2bTMRiRF3bGD2e88HAl48Ht1+ERERkYVBWYuIiIiIiMgCZ9sOsdjs9vw1DDBNG9MGx3a0boEsSrYz+f5OJGxic1QXdfTHIyIiIguIxkiLiIiIiIjIZRxnLsZciIiIiIjIfKaikYiIiIiIiIiIiIiIiGh6OhERERERkfni1ltvZd26deTl5SU7FBERERERWYJUNBIREREREZkn0tPTSU9PT3YYIiIiIiKyRGl6OhEREREREREREREREVHRSERERERERERERERERDQ9nYiILHGJRIJ9+/bxgx/8ALfbDYBpmtx0001861vfSnJ0IiIiIiIiIiIi14+KRiIisqTZts2RI0f+//buPE6q8s77/ucstVf1SjdNN02zr4Igq2xBUFFAVBAwYzJJbn3MPklmMpOZvJ47T8Y888zkiRlNxkQTvHNroqJCAME1MsQVkH3fodlpGnqv7q793H80tCIIjQrVy/f9evEC6lx16ndOVZ36nfM713XRpUsXvvWtbwFgGAYZGRlpjkxEREREREREROTaUtFIREQ6tFQqxc6dOxk7diwDBgxIdzgiIiIiIiIiIiJpo6KRiIh0WI7jkEwm2bFjB36/nwceeACAkSNHct999xEMBlu8LsMAx7lakUprZBhNfzDSHUkHZVz6e4v0HgAAIABJREFUe2fofRERERERERG5YioaiYhIh1ZXV0dRURFDhw5lxIgRVFZW8sc//pGKigp+/OMft2gdhgFZWf6rHKm0RinHIVbdgG2b2Ekz3eF0CJZlYtsmHo+N2+W5ZFtDlSMRERERERGRK6KikYiIdGg5OTn84he/IDMzk4yMDGKxGHV1dfz7v/873//+9/H7W1YMCocj6mnUwTT1NDJIphySSYdkMpXukDoGB5LJFLF4klg0fsmeRi6XRSDgvbbxiYiIiEi7k0im2HO8jDc27GT2uGF43S4WvreB7YdPNLdxHHDbFuMG9ubeiSMuWEdVuIH/3rKb1bsPEksk6FOYz7QR19G7Sz4N0Rirdx9kwdtrsS0LAJ/bxai+Pbh34giOVVSx8L2NHDpVQd+ifO4aM5SunbKJxRNsO3ScbYdP8KWbRjU/V0Tks1DRSEREOizHcTh8+DBr1qzhvvvuwzAM3G43WVlZNDY2YrUw4XYcSCRSKhp1QKZpQMrBcRy9/9fIuX3tnC3UXWq/m6Z6f4mIiIjIZ9MYi7Fu72GefWst8WSSGaMGU5iTxT3jbmDaiMEA1EeivL/rAJsPHmVoj64XrKOmvoEVm3exYf9hZo8bRsDt5v1dB3hm5Qf8w6xbiMYTHDldSffOnfibL4wCwDQMgj4P4UiUTQeOUhVuYN7EEWzcf4S/bNrF/7hlLMcrq/lg7yFG9inBUu4rIp8TFY1ERKRDM02Tp59+mmAwyIwZMzh16hQLFixg0qRJuFyuFq9HBQMREREREZH2pbahkf/espu1ew8xsFsBG/cfBcBlWxRkZwJNvZC2HT7O3hPlzBo7jF5d8i5YT3lNmM0HjzLxur6M6F2CaZh0ygxxorIG2zSpisSoqA3Tr6gzPQs6nffcmvpGIvEEpmlQlJPJdpdNuDFCbUMju4+V4XXbDOlRpKGZReRzo6KRiIh0WIZhUFhYyIMPPsjy5ct57rnnsCyLfv36cf/996uXgoiIiIiISAfmcbkY3ruEEb1LOFFZ01w0+qjTNXW8tXUPRTmZjB/YG5d9/ogVqVSKmvoGjldUU9sQ4d9eeI3ahgj9ijpzy7ABeNwu6qNR9p88TXl1HR/sKcW2LEb2KeGWYQMJeD1c162QLQeP8ovFb1KYk8kdo4ZwpLySnUdOMnf8cDxXcMOjiMjlqGgkIiIdlmEYeDwepk2bxujRo4nFYpimSSgUIjc3N93hiYiIiIiISBq5bYui3CxMw6Aq3HDB8lgiwYGy0+w/eZpvT5+E3+O+oE0y5VAfiVFWXcu+E6e4a8z1pByHd3bs49m31vLdO27CMAyygn6G9+rG4JIijldW89bWPVSGG7j/lrH07pLH390xmWg8gddtE40neGfHfnp07sTRM1U89d+rCfq83DS4L0N7Fl+LXSMi7ZiKRiIi0qEZhkEgECAQCKQ7FBEREREREWlFDMPAusSwbzX1jWw/dIJueTn0Kcz/hJU0rSfD72NU3+5cV1IEQDKVYsHb69l34hTX9+jKD+6cgt/jxu9x07VTNg2RGH/ZvJMzdWHyMzPonJ0BQDQeZ8P+I5yuqWPCoD78ZdNORvftgeM4vLxuG107ZdMpI/i57wsR6Tg07o6IiIiIiIiIiIjIFaqpb+TgqTOM6FNywbB059imSYbfS4bPi9/jxmVbuGyLgNeDg0O4Mcrh8kq2lB7DbdtYponbtvB53CSSKQzOL1odr6hm04GjTBrcD4BT1bUM7NaFwtws4okkp6pqr/p2i0j7pqKRiIiIiIiIiIiIyBVIJlNU1tVTU99Iv6LOn9jOMAxyM4KU5OewYvNuyqpqOFMTZs3uUnCgf9cCwo0Rlq/dylvb9hCJxTlQdppVu/bTpzCf7KC/eV019Y3sOlpGht/LwG4FuGwTl2VRVlVLuDFKYzRG0Oe5FpsvIu2YhqcTERERERERERERuQKxZIIzdfWYpkGnjPOHO2+Ixli16wBr9x7i29MnUZCVwZzxw3l1/Xb+3+dfJZ5M0rVTNvdNGkXnrAx8HjdTrh/AGxt3suj9jXhcNoNLunLHqMHYVlMPpmQqxZHTlew+VsbfTBqF27bpmpvNsF7FzH/jPQJeN+MH9qYwJysdu0NE2hEVjUREREREREREREQuoW9RZ/6/r9zVPF+Qx3YxYVBvhvUsxuNyndfW67IZ1bcH15UUEvR6ME2D3l3y+OqUG6mPxnAcB5/bRabfh2WZZPp93DK0P6P6dieeTGIZBkGvhwy/t3mdpmHQuzCfLjmZ5JztfZQZ8DFj5BAmDuqDeXbepE8aJk9EpKVUNBIRERERERERERG5BK/bRVHuh714TNMg5PMS8nkvaGuem8foI0Uf27LICQXICQUu0t4g4PUQ8H7y0HKGYeBzu/C5PyxQWRd5HRGRz0pzGomIiIiIiIiIiIiIiIiKRiIiIiIiIiIiIiIiIqKikYiIiIiIiIiIiIiIiKCikYiIiIiIiIiIiIiIiKCikYiIiIiIiIiIiIiIiKCikYiIiIiIiIiIiIiIiAB2ugOQjsUw0h3Btec46Y5AREREREREREREROTyVDSSa8a0DAwXpLiyKoqTclj7wRre+u+V3DhuHBNvmnTe8g1r1/H8s89yqqys+bFkMkmXwi7MmjOHsRMmcPjQIV5/+RU2rl8PhsGIkSO5fcYMunYrpvTAQZYtWcK2rVvpN6A/M++6m34D+pNKpXjnr29xqqyM26ZPJzMr88q3GQOSkIy37spRImmw71gWf93Ulb1HszAM6N+tiknDjtGrsAbbat3xi4hIC6VSeKrO0Hn9+2Tv3oYVi9GQX0D5DTdSNWAIju1Kd4QiIiIiIiIikkYqGsk14xgO5Q21HKgoI5ZItPh5p44c4+0lL1N29Bie4nwozT9veWPQYtS9d5I4u87KU+Vseft94gEPZ/wmS9e8xbo3/0p9OMyI2dNJJuJsW7WWo888xbg7bmfLu6s4cuIIQ++4mUPbdvHs0kXcZN/JmRMn2bVlMzldOrOx4ihW1fEr2l7bsuiW1Ymugdwret61dqgsxFOvD+C1D7pTHfYQi1uAg9uV4n+/NpCZ4w7ypVt30y0/nO5QRUTkM3DV1VL47l/otfRZvNWVmLEYhpMiZbsoWbGMyv5D2Dvvfmp6D0h3qCIiIiIiIiKSJioayTUVicc5U19HYzzeovYNtbXs+mAt5eWnCHTKpjbSyKlw7YUNgz5sINbYyLHSUhJOir7jRhJxGezfspNTp8vpf+NIMrp1AcdhoN9LIhbnTCRMRV0NkWQCM+Aj5iSJ1FZzvPI0e7duJRJrpFevbpxpuPKCice26eTPgEDTsHytcZi6Q2Uhfrt0MH9+pzf1Efd5MTZEoabewx9eG0h9xObrd2ynW2cVjkRE2iJXXS1dV75C/2efwF1Xi+GkmpdZ0Qiu+joKat7BVVfLjvt/QE0fFY5EREREREREOiIVjeQac0g5Dk4LhqhLxOKUbt1BTUUFvUcO41TpYRwu/dzj+w5ysvQIJdcNIKdrIalUitqKKhpqwxzfd5ANr68klUhQPKg//UYPx3a7KezXi4oTZbz5h+fI7pLPoAk3cvLgIcI1NXQfMgjb62lRvB/X0u1Ml0TS4NU13Vn2fk/Cje6zj54/6ZTjONQ1uFn8Tm96Ftbylam72sVQdRUVZ1ix4i+sWvUu4XCY4uJuTJ8+k+uvH4bb7W5ul0ql2LhxPa+9tpzS0oN4vT7GjZvAlClTKSgoIJGI8+67b/Pmm69TVlZGbm4ut946jTFjxhIKhdi6dTNLl/6ZI0cOM2rUaKZPv5Oioq4kk0kWLXqe3Nxcxo6dgN8fSOPekPYskUiwd+8eXnjhWY4cOYzP52P48FHMnftFQqFQc7va2loeeeT/Z//+vc2POY6DYZjcdts07rvvKzQ01PPSS0v4619XEI/HGDRoMF/+8lfp3LkLDQ31vPLKcl5//WVCoUxmz57DhAmTcByH8vJT/K//9Tvuv//rdO5ckI7dIKkUocP76bvwf+OprQY+frQHB7BiUXJ2baH3kj+x8e//VUPViYiIiIiIiHRAKhpJq+Q4Dsf37udU6RFKBg/Esi3KDx255HPqa2o5se8Abp+X7kMGYlkW8WiUeDTK6aPHye3ahbGzZ9BYG2b3mvVsf2cVI6bdTH5JMePn3kkiHsd2uYhFohzctBVvIEC4sprNb76FZdn0HjmMkuv6Y5rmNdoLV9eB45ls3JdHddh79pGPX0I895hDVZ2XjXvymXT9MXoVXaSnVxuSSMRZvnwphw6Vcs8991JU1JV33vkrL7+8DMuyuOGGEc1td+7czquvLqdHj17cd99XOXPmNIsXL8TtdjN9+p1s3bqJVaveY8yYcQwZMpRNm9bz5puv4/P5GDVqDCtWvEFBQRemTp3Gyy8vZevWzRQUdGHr1s2Ew2EGDRqM1+tL496Q9sxxHCorK/jVrx5m9Ogbuf/+r1NVVcGCBc/w1FNP8t3v/qC5bSAQ4Nvf/h7xs71AI5EIK1a8wXvvvcOECTcRiURYuXIF7777Fl//+nfw+XwsX76Uxx9/jJ/85GeUl5ezbNkSvvOd71NVVcXTT/+BUaNuJJFI8O67b1NYWERubqd07YoOz11XQ96WdfgqyoFLHe3BjkbILN1H9u5tVF53w7UMU0RERERERERaARWNpFWqOH6Sozv3kNU5j24D+3Fy/8HLPqfqRBnh6hoK+/TCHwo2PWgYGIZBVn4eJdcNJK9bV5yUQ11lFcf3HaCqrJyCnt3xZzTdcZ9KpTi6cw+xxgi5RYWc3F9K1/59MQw4tnMP/owQnbsXX81Nv2b2Hsti//Gss32hLnYJ8RwDB4c9R7M4cCKz1RaNjEttwkfU14cBh3HjJjB69BjcbjfRaCN79uyivLzsvPX07duXb3zj2/h8fvx+P/X1YWKxGKlUCssyOXWqjIqKCoLBIAUFBWRkZJJMxkkmE5imQSTSSG5uLp06dSKVShGPx6ivD7N+/Qd0796Dvn37YlmfvgjZGoc8lMtr6Wf1s0qlUlRVVZKXl8ecOfcSCmWQn5/PqFFjWLZs6Xlx2LZFXl4eAMlkkl27dvLee2/zzW9+l+LirtTW1vDee28zdux4hg4dimEY2PZsfvrT/5t9+/bg8XhobKxv/qzX1dXiOElOnjzOxo3r+Kd/+jEuV/pSjo7+XXHXVJG7YxM4lzvaNxWO3NWV5G7fpKKRiIiIiIiISAekopG0SlUnT3Fw0zYS8QQ73v2AeDRKtL6eo7v2Ea6sZuSMW89r76RSVJ06TTKeoKBHN4yzvYFslwtvMIDb78Vy2ZiWBRZYbhdOMkUykTxvPWeOHqe2opLOPUpIxOMk4nGyC/JJJZOcOXaCcFVVuyka1TW4CTe0fOih2gY39Y2tc6gi2zYxTYNUCy4MZ+fkMO/e+3C5XHi9Tb2sTpadxHEcQhkZWLbV3NZvB/D5/Rw9eoTf/PZXfLBmFYOHXM+wG4bjD/gZcv1QNmxYx2OPPcoTTzyGYRhNw9wNHYbH62HylFt4+eVlvPfeuwwcOIjrrx/KmjXvE8rIYPDgIfgDn35YOtM0SCZSJJOpyzeWVsEwwO8GI9myOd0+K8eCwX268f/86IdkZ/uAOA4RDu7bRXFhAQHr4nFU19Ww6MVnGDV8GBNHDcPtStKYauTYsSPcO/suMj0O4NA1L4PszBAnjuzjC+PGMX3qrfzHvz9EIODn/r+9DzMe5o1Xl3LntFspyg1iGNdmuy9gGCQNm8ZYel6+NTDjcdw1VdDCIVOteAx3bdXVDUpEREREREREWiUVjaRV6j5kIAW9uuOcvT385L6D7N+wmcI+vRgwbvQF7SP1DdRVVOIN+MjsnNf8uGEY5BQVcHj7Lg5s3EJmfici4XqO7dqHJ+Anu0t+c9tYJMKpg4cxDIOifr0pO1BKKpmkvroGgEQ0htvrveC12yqPK4nHlbx8w4+0d7laX4HCMJoug5adCXO6oo7EFRZR9uzcwoo3llDUrReOK5ctu45f0CYaSzJm4l2U9L6BVe++wcI/v8TEyXFi0Sj+jM7cfPsAirv1ZM+uLaxesxbbl8OQoaPwhIq5beZXiMfjeL0+9h0+w/rNOygu7slLr7zJ3t3bCAZDjBl3M8UlvTBa2AXF5bIoLsgi6Pdc0bZKehkGmPEIkX2bSEUartnreoHGI9AQjbFg5fts3biFf/7iTBq3vHNB23gyyYbd+9m7cxsPfuNLJHetphFoqKqhvroK+8Q+Grc0FX9iNXW4441U79mC3cXPvUO6c0fvPEzTxO1xs+GVhYSPl1IwoIif/ss/UhNu4PreJcz5wmisazXMp2liZeTgKhmEYdgdtseRY1kkvT4+7Et0aSnLPtteRERERERERDoaFY2EaDTKunXrWLBgAUePHqWoqIhZs2YxefJkLMu6/AquApfHg8vz4QXxmlOncXk8eIMBvAE/u1ev4+iuvQy9ZRJ5xUVEGyNEGyO4fT5s1/m9YQp6dOf6KRPZvWY9y3/1OxwHCvv0ZOCE0fg+0tPjxL6D1NfW0mvYEFweN/klxVSePMXGN1ZiWhb9Rg+nc49u12oXXHU9C2soKahj/4msFrXvVVhD986tc2g6gEg0TnVdhESyZYWwRDzOlk2r2Lj2HUp69GXI8Ilg+qiua7ygreOA7QlS1K0fPXqf4OD+HRw4cJCD+3dgmTYlvQaRkZnD0FE5HDt2hB07tpPVqZjMrBwM24fb9pFIpliz+j18/gyqqms5cbyU/oNvpOz4IdatXU3cscnt1LlFsXtcNrFOra+A11Y5jsPp06d59NFH2bZtGy6Xi6lTp3L//fdj25/zz6STIllbSbIx/Pmu91Iv6cCZ2jBP/uU9DpdX8IMZE+mTGyRRc+aCtnUNEd7+YANDS7qQ7zGb2yRr67ANiNRUkqhpGv4zXhsmFo1iJyIkayvwAl6PiePAqYpTvPz2+8wdP5w33/+AQCrOzLHX8ezb6+jsMZgwqPe12XjDxDDT8zvWmsRDGVT1HdQ0RF2L2193laMSkY+KRqOsX7+e5557rjkfv/vuu5kyZUra8nERkWvl4/m42+3m1ltvvTr5uIiIiFyWfn2FzZs3s2jRIoYOHcp3v/tdVq9ezWuvvUZGRgajR1/YqycduvTuSafiIqyzBaGeQwfTbVB/PL6mO6EzcrMZc9c0jLNzGH2U5bIp6tubvG5dSZyd5N3lduP2eZuHsQMo6tubgp7dcXk9GIaBJ+Bn4PjR9B5+PQBun/e8QlZb169bFdf1qODdbYXE4hafPNOFg8eVZEivM/QqqrmWIV4xx3Fa1JOgob6O1e++zsH9Oxk89Eauu34U/kAGGMZ5z9+9YyPHjx2k/8AbKCruiWlZWLaNaVokEglqqisJBDMwDBPDMHC7vVi2TSqVJJU6P5b9+7aTTKYo7NqTw6V7sGw3uZ06E41GOHp4H/V1teTktqxo1NQDr4N2mbgK4vE4//Zv/4bH4+HRRx/l9OnTPPLII+Tm5nLPPfd87q/nOM41m2QnmUpxsOwMv162kqyAnx/NvpXiTtnYpnFBDI7j0BCJsuXgUb43czKmQXMbyzTonBXiREUVw3sV4zgOsVicyrowhTmZ562rPhLl7W17GdStC12yMzhSfoYb+/ciPytEp4wAB0+WM2Fgr2uy/XDt9nVrFs3MoXzYaLq/tgg7ErnE0R5SlkV950LODB5+LUMU6fC2bNnCwoULuf766/nud7/LmjVreP3118nMzGw1+biIyNXy8Xy8vLycRx999Krl4yIiInJp12h8GGmt6uvr2blzJ6lUijvuuIO+ffsyceJEOnXqxKpVq9IdXjPb7cIXCuL2NhVt3D4v/owQ1tmJ1U3Lwne2F9LHGYaB5bLxhYKEcrIJ5WTjDQaa5jf6CJfHjTfgb76b0zAM3F4vwewsgtlZuL3eFg8f1hb43Elm3FjKpKHHzj5ysQurTY/dMuIIU0cdwetu+XB2rVUsFmXVu69z5NA+xoyfyrCREwkEMzEvMlxWMJTJiaOl7Nq+gdraaspOHmX3jk2EMrIpKOxGbqcCjh7ez+GDu4lGGtm9YwOVp8vIzy8iGMxoXk9DfZiD+3aQm1dAQWE3/P4gjY311NfXUVtdgYGBy91+CpJtSSqV4ujRo7z//vs8+OCD9OjRg2HDhjFz5kyef/75dIf3maQch7LKWh5e/Be65efw93fdTEleDvYn3LGeTKU4crqSaCLBwG5dzlvmc7kY0buENzbs4OjpSqrCDbz0wWayAj4GdC34cB3JFMfOVLG19DjTRwzGZVuEfF6Onq4kGktQVlVLdvDC47RcXY5lUdN7AAdnfrHp/xdrc/bv+qISDtx9H0n/p59zTUSuTH19Pbt27SKZTDJz5szmfDwvL69V5eMiIldDe87HRURE2ir1NOrg6urqqKioICcnh/z8fEzTJCcnh4yMDA4fPkwkEsHbwnl8TPOTb+g2DMAAj2WT5fURibsu3rAdcdsWPtvVvO1XwjDO/nG7sQKZOPGrM4P74EFJ/vErB8jItPjv9YXE4+cXTtzuFFPHHOf/mnmAgd1T2FbmVYnDcLsx3B4c49Kfo4s+9+y+crssgn43ieSln3zg+H4OH9jFkUP7KC87xpuvfHgiMv3OL1J28hjxeJzxk26jT5++pBK388GqlTz1xL/hcrsZMHAYI8d8gbzOXQjdNBWf18MH77/Byjf+TDCUwQ0jx3H9sBvJyAxw7o3fsuFtsrOzGTBwENmZQYYOG0l1ZRmvLHkKnz/ATTffQUlJCS6Xu0Xb7HaZ2JYJl9lf5/aNfDLHcThw4ABer5cePXpgmiYul4t+/fpRWlpKOBwmGAxedj1GCz67Te+FgRnIuCZDpsVjMd7Zu5W9x8s5WVXL5tJjzctyM0L87H/M45+eeIYHZkxhzMC+JOJxzjQmCPr9hHLyziuSB/0Od3xhLI2OwUPPv0Y0EadnlwJ+MO9OgjmdOPdZr60L8+rG3dw16Uay8/JJJFPcNnYkv1u2glV7ShnUoxuTR4/AukiB/6owTQxf4Kp+F5ree4OAz/2JBbnWwPAVcnrOl3EHAxS/9DxWpPHspHBOUy9L06SuZz9Kv/QgkWGjCbbweJQOlmngcdtwmfdVx0BpK+rq6jhz5gzZ2dnn5eOZmZmUlpa2OB9vyW/RlWr+HrlcWMFMnFj081u5SCthuD0YLvdV+Q6Bfosu51rm4+faWRhken1Yhu6jvtpM0yDk8XD2VOiqMAzAsjCDGRh2+7/WlHaWheFtOp+73PFN+bhI26WiUQcXj8eJx+N4PJ7mnhYulwuPx0MsFiMajbboJNXjceFyXebjZEBGyEf33PwOMbCWAdim1TTh+6fYYMMAgv3xFV/duT8mjDcYNtdFY9S8IME2DBOfp5CQPw/LurrvmmG7wLQ+1UmaYUAw4KVHt9zLth0zrJhZMyaQSCQuSF78/iDJZALHcfD6mnqdjR/Rg/vmTCWRiDf1PvN48Xi8mKaJ4zjcPPE6YtEIyWQKyzLxeH24XR4M88OVjxzyFQDc7qbvmZNymDyuP9FoFNM08fn82GdPVFvKtsym17jM/jJNZWiX4jgOdXV1+P3+8+aMCAaDJJNJGhoaWnSSCpCVdfmeGSZ+XCMnX5Mh0xzH4WtjpzHn+z++cNhO0yA7FOSJcdMJ+X143C5wHO4ZN43p34iRnRm6YH1ZjsP3b55FYzSG4zi4XTZBnw/L+vBkOyOV4p8mzsTvdeOybXAcxo1PMXjWV0imUnhdbkJ+7zU9czBME2w37qu8y7Oz2kAPqlRPrCnDsP71Rxd8Bg3DIGS7GBAM4bha/8m2aRrY1oW/Wx+nk1RpC+LxOLFY7Lx83LZt3G73FeXjbrfdot+iK2UYQKgPvsLun/u6RVoHA8O2P/W5SEsoJ/9kF8vHDcO4avl40wvALf2GkOoIFybSzABMw8Bl2VdthPWmb5cfT3aehqa+RgzTAtuFtwW7W/m4SNukolEHZ1kWpmkSi33YkyWZTBKPx5tPVlvCMAws6/K/BBZmU7IgLWO64Srf7W0Bnkvm4DZt4VBhmuDi8nf5ez0uQlcyPJbHRfAS7X1eN5DxicvPveYFz/O13rv4OxLDMPB4PESj5985fe7/Le1p2dJjIIBl+a4syM8gwxcgI/uTl3f2n//lD/oCBC/RoTDDF7jkp90Ccj62TgvIC15YhGpvPlo8a9V8HsjOuugiA9BAmSLXnmVZWJZ1Xj6eSqVIJBJXJR//VEwTdPe2iFwF6cjHAXymsp72xQRdaxIR+dy0kSsccrUEg0EyMzOpqqoiHA4DEA6HCYfD5OTktDhBExFpiwzDoHv37tTU1FBZWQk03e145MgR8vLyWnxXo4iIyKcVDAbJysqiurr6vHy8rq5O+biItHsXy8dTqZTycRERkTRS0aiDCwaD9OnTh9raWl577TWqqqpYt24dhw4dYtiwYRcMaSQi0p4YhkGPHj3o27cvv/nNbwiHwxw9epTnnnuOadOmNQ8TJCIicrUEg0F69+5NXV0dr776anM+XlpaqnxcRNo95eMiIiKtj/pudnCmaTJy5Ejq6+tZsmQJTz31FHl5eUyfPp1JkyalOzwRkavKMAx8Ph//+q//ym9/+1vmzZuHaZqMHTuW+++/P93hiYhIB2CaJiNGjKC+vp7Fixfz9NNP06lTJ2bMmKF8XETavYvl45ZlceONNyofFxERSRMVjYRQKMTUqVOZMGECiUQCy7Lw+/14PBrjV0TaP8Mw6Nu3Lz/72c+Ix+MYhoHX6yUQ+PwnExcREbmYUCjErbfeyvjx45WPi0iHo3xcRESkdVHRSJonntRJqYh0RE2T5lpkZWWlOxQREemglI+LSEemfFxERKR10eCwIiIiIiIiIiIiIiIioqKRiIiIiIiIiIiIiIiIqGgkIiIiIiIiIiIiIiIiaE4jaccikQjvvvsuCxYs4MSJE3Tv3p158+biqz9FAAARXElEQVQxceJELMtKd3itVmNjI88//zwNDQ3Mnj2bgoKCdIfU6pSXl7N06VJWrlxJXV0dvXr1Yt68eYwYMUJzEUi7lEqlOHjwID//+c/53ve+x3XXXZfukORTamhoYO3atTz33HMcO3aM7OxspkyZwpw5cwiFQukOT0REaMrHX3jhBerr65WPiwjJZJIjR47w61//mp07dxIIBJgxYwZ/+7d/i23rsl5bFY/H2bBhA3/+85958MEH6dOnT7pDEhFppl8XabdWr17N8uXLmTx5MmPGjGHlypW8+uqrhEIhRowYke7wWqWysjKef/55Fi9ezBe+8AWSyWS6Q2p14vE4zz33HEeOHOHb3/423bp14+WXX+bFF1/Etm1Gjx6d7hBFPlexWIwPPviAhx9+mMrKSuLxeLpDkk8plUqxa9cu5s+fz2233cbkyZPZu3cvCxcuJBaL8Y1vfCPdIYqIdHhlZWW88MIL/PnPf1Y+LiIA1NTU8PDDD5Ofn8/8+fM5dOgQv/vd78jJyeGuu+5Kd3jyKYTDYVauXMnjjz+Oz+cjkUikOyQRkfNoeDppl+rq6tixYwd+v5/bb7+dnj17MmnSJILBIOvXr093eK3Snj17ePzxx6msrKR///6kUql0h9Qq1dTUYFkWU6dOZfTo0RQXFzNhwgSi0ShlZWXpDk/kc9XY2MiSJUv4zW9+w4wZM3RcaONisRh1dXUMHDiQ2bNnU1hYyHXXXcegQYPYtm1busMTEenwzuXjFRUVDBgwQL+7IkIikeDQoUPs2rWLr33taxQXFzNs2DBuueUWlixZku7w5FOoqKhgwYIFLFu2jEmTJulYLyKtknoaSbtUU1NDdXU1ubm5ZGdnY5omubm5+Hw+Tp06RSQSwev1pjvMVqVLly5885vfJBAI8MQTT1BdXZ3ukFqlnJwc7r//fmzbxuVyYRgGBw4cwHEcMjIy0h2eyOfK5XIxYcIEbr75Zmpra3nqqafSHZJ8Bh6Ph7FjxzJy5Eh8Ph+GYVBbW8vBgwcpLCxMd3giIh3euXzc7/czf/58Kisr0x2SiKRZIpHg8OHDBINBunbtimEYeDweunfvztGjRwmHwwSDwXSHKVcgGAwyY8YM7rnnHrZv387q1avTHZKIyAVUNJJ2KRaLkUgkyMjIwDSbOtS5XC5cLhc1NTXEYjEVjT4mFAoRDAYxDENzPl2CaZr4/X4AHMfhrbfeYunSpYwcOZLBgwenOTqRz5dlWRQUFGAYBo2NjekORz4jwzBwu9243W4cx+H48eP86U9/oqKiQkPTiYi0AsrHReTjUqkU9fX1+Hy+5msbpmni8/lIJpM0NjaqaNTGuN1uOnfujGEYuFyudIcjInJRKhpJu2TbNqZpnjf3RjKZJJFIYNs2brc7jdG1ToZhYBhGusNoM6LRKC+99BJLly5l4sSJ3H333eTk5KQ7LJHPlY4L7VMymWT37t08/vjjpFIp/vmf/5mePXumOywRkQ5Pv7si8nHnbvqJRqPNjzmOQywWwzAM3QzbBulYLyJtgYpG0i5lZmYSCoWorKykvr6eQCBATU0NjY2N5OTk4PF40h2itGFVVVX84Q9/YNOmTcyZM4fJkycTCoWa7/wSEWmtotEoq1ev5vHHH2fgwIE8+OCD5Ofn6452ERERkVbItm2Ki4uprq6mqqqK7OxsEokEJ06cIC8vT72MRETkqtAVTmmXQqEQffv25dSpU7z55ptUVlby/vvvU15ezuDBg3VXh3xqjY2NPPXUU+zevZsHHniAadOmnTcMoohIa5VIJNi8eTOPP/44EyZM4B/+4R/o3LmzCkYiIiIirZRt2/Ts2ZPCwkLmz59PbW0t+/fvZ9myZdxyyy26tiEiIleFehpJu2SaJhMmTCAej7Nw4UIee+wxunbtyty5cxk/fny6w5M2bOvWraxbt46dO3eyc+dObPvDw+g//uM/MmPGjDRGJyLyySoqKlixYgXbt2/n0KFDLFy4sHnZDTfcwCOPPJLG6ERERETk4wzDIDc3l3/5l3/ht7/9LbNmzcLr9XLrrbfypS99Kd3hiYhIO2U4juOkO4gO4cUXYd480O6+ZhzHIR6PE4vFSCaTWJaFx+PBtm3djXMZkUiEVCqF1+tVD5qPicfjRKNRksnkBct8Pl/bni/LMOCFF2Du3La5frmqUqkU4XAYv99/XrFU2o5UKkU0GiUajV7wO2jbNoFAIE2RtRJz5jT9/ZFimnQwytelFVE+3kEpH5eLcByHVCpFJBIhkUg0z3Pk8Xh0baONSyQSNDY24vf71fsflI+LtCK66iPt1rlEqk1fxE8TTab5yVwuFy6XK91hiFxzpmmSkZGR7jDkMzBNE5/Ph8/nS3coIiJyGcrHReQcwzCwLEs3+LRDtm0TCoXSHYaIyAV0y5KIiIiIiIiIiIiIiIioaCQiIiIiIiIiIiIiIiIqGomIiIiIiIiIiIiIiAgqGomIiIiIiIiIiIiIiAgqGomIiIiIiIiIiIiIiAgqGomIiIiIiIiIiIiIiAgqGol0KMePH+cnP/kJTz75ZLpDERG55hoaGli6dCnz5s1LdygiItJBncvH58+fn+5QRESuOeXjIiJtg4pGIh2I4zhEIhFisVi6QxERSYt4PE5DQ0O6wxARkQ5K+biIdHTKx0VEWj873QGIyNVx+vRpXnrpJZYvX05NTQ1DhgzhpptuOq9NaWkpS5Ys4Z133qGiooLs7GzmzZvHjBkz8Pl8vPHGGyxYsICysjLy8/O56667uO2227Btm2XLlrF48WKqqqooKipizpw5TJkyBb/fn6YtFhH5UCQSYd26dfz+97+ntLSUzp07M2PGDILBYHObcDjMm2++ycKFCzlx4gQA48aN4zvf+Q75+fkcOnSIRx55hB07duD3+xk1ahQPPPAA+fn57Ny5k1/96leUlpaSkZHB+PHjeeCBB8jOzk7XJouISCtz+vRpli1bxrJly64oH587dy533HHHRfPxO++8k9tvv/2i+fg999zDzTffrHxcRFoF5eMiIm2XehqJtEORSISFCxeyfv16/v7v/55nn32WkpISVq9eTU1NDdCUnC1atIjy8nL+4z/+g5deeom77rqLVatWsWnTJjZu3MgHH3zA7NmzWbx4MV/84hdZu3Yt69atY9WqVezYsYMHH3yQhQsXcvPNN/Pee++xbdu2NG+5iAgkk0n27t3Lz3/+c26++WaWLl3Kd77zHV599VVOnjwJNN3huH37dp588km+9a1vsXz5cn7xi19w/PhxFi1aRFVVFUuXLqVTp04sXryY//zP/yQcDvPss89y+vRpFi5cyLBhw1iyZAk//elPKS0t5aWXXkrzlouISGsRiURYtGgRa9euveJ8fPXq1WzcuPGi+fi6detYu3btJ+bjW7duTfOWi4goHxcRaevU00ikHTp8+DCHDh1i5MiRjBs3Dsuy+PKXv8yePXtYsGABAF6vly9/+ctYlkUoFKKiogLDMIhGo9TV1eH3+6msrGTt2rV07dqVCRMmMHXqVGzbZuXKlZw8eZI1a9aQn5/PzJkzmTt3Li6XK81bLiIC9fX1rF+/npycHL74xS/icrkYM2YMWVlZrFmzBgDLshg0aBCPPfYYXbt2JRwOE4lE8Hq9lJeXAx+eyK5evZphw4bx0EMPYVkWZ86cobGxkQ0bNjBo0CCGDBnCL3/5S2xbaZWIiDQ5l4+PGDHiU+fjgUBA+biItEnKx0VE2jYdTUXaoXA4jGEYZGZmYlkWhmGQl5dHJBJp7gpuWRZHjhzhT3/6E7t37yY3Nxefz0csFsNxHIYPH47jOCxZsoQf//jHJJNJbrvtNu69914mTZqEy+ViyZIlfO9738PlcjF79mzuvvtuCgoK0rz1ItLRJRIJqqurycvLw+VyYRgGXq+XPn36sH//foDmi3IvvvgiK1aswOPxUFhYSDgcJjc3l9zcXL72ta/hdrv53e9+x8mTJxk8eDAPPvggI0aM4O/+7u/44x//yMMPP0xFRQVjxozhm9/8Jv3790/z1ouISGtwNfPxefPmXTQfnzVrFrNmzVI+LiJpp3xcRKRt0/B0Iu1QIBAAmk5WzyktLWXHjh3Nj+3fv58lS5bQo0cPnn32WZ5++mn+5m/+htzcXAAqKyvJzc3lhz/8IYsXL+YnP/kJu3fv5vXXX+fkyZMUFxfz0EMPNXczf//991m5cuW131gRkY+xbZvMzEzOnDnT/Fh9fT1r1qyhoqICaDo+vvrqq2zevJn58+ezaNEi/uf//J90794dgGg0Sk1NDXPnzmXBggU888wzlJSU8Mtf/pKqqirC4TBf//rXWbhwIb///e+xbZtf/vKX6dhcERFphc7l4/X19c2PfV75+GuvvXbRfHz16tWsWLHi2m+siMjHKB8XEWnbVDQSaYdKSkro2rUr69atY/369VRWVvLKK6/w9ttvk0wmgaZx1iORCB6PB7/fz8mTJ3nrrbfYs2cPqVSKHTt28Nhjj7FixQpcLhfZ2dn4fD5s22bDhg3813/9F6tXr8bn85GVlUUgENBwGCLSKgQCAYYPH87p06dZtGgRDQ0NbNu2jSeffJJoNAo0jbNeV1eHYRgEg0ESiQSrVq3inXfeIZFIUFNTwzPPPMNvfvMb4vE4OTk5BINBbNumpqaGJ554gj/+8Y8A5Obm4vf78Xq96dxsERFpRT6aj69bt+6i+Xg0Gv3EfDyZTH5iPu5yuS6aj/v9fuXjItIqKB8XEWnbNDydSDvk9XqZM2cOS5cu5aGHHqKuro4hQ4YwefJkVq1aBUD//v2ZPHkyf/rTn3juuefIyclhwIABFBYWUlFRwS233EJ1dTXPP/88v/71rwmFQkybNo3bbruNjIwMGhoamD9/Pg899BC5ubnMmjWLm266Kc1bLiICpmnSr18/fvjDHzJ//nx+/etfk5+fzx133NF853dGRgbTpk1j+/btzJw5E5/PR8+ePZk8eTIHDx4kMzOTL33pS/zqV79i+vTpGIbBkCFD+NGPfkRxcTFf/epXeeyxx7j11luxbZvRo0fzgx/8IM1bLiIirYXX6+Wee+5h6dKl/OxnP7toPt6vX7+L5uNFRUVUVlYyderUC/Lx22+/ndtvv/2i+fjdd9/NlClT0rzlIiLKx0VE2jrDcRwn3UF0CC++CPPmgXa3XCOO45BMJkmlUjiOg2mamKZJKpXCMAwsyyKVSpFMJnEcB8MwMAwD4BOXm6aJZVkAFyyzLAvTNJvXIW2QYcALL8DcuW1z/SIf4TgOjuOQSCTOO05B012N5+7ETiQSpFIpgOZjWCqVwuVynXccPbf83LwUF1tm27aOgW3ZnDlNfy9cmN44JH2Ur8vn7Frn4x/9nZI2Svm4tCPKx+WKKR8XaTXU00iknTIMA9u+8Ct+Lkk79++P/v9ibT9p+eWeKyKSTucuvLnd7guWffTYdalhfM5dgLvSZSIiIqB8XEQ6NuXjIiJtl46uIiIiIiIiIiIiIiIioqKRiIiIiIiIiIiIiIiIqGgkIiIiIiIiIiIiIiIiqGgkIiIiIiIiIiIiIiIiqGgkIiIiIiIiIiIiIiIiqGgkIiIiIiIiIiIiIiIiqGgkIiIiIiIiIiIiIiIiqGgkIiIiIiIiIiIiIiIiqGgkIiIiIiIiIiIiIiIiqGgkIiIiIiIiIiIiIiIiqGgkIiIiIiIiIiIiIiIigJ3uADqcF19MdwQiIumzenW6IxARubhjx6Br13RHIa2B8nURac+Uj4tIa6V8XKTVUNHoWps3L90RiIikz6OPNv0REWmN7rkn3RFIa6B8XUTaM+XjItKaKR8XaRUMx3GcdAchIiIiIiIiIiIiIiIi6aU5jURERERERERERERERERFIxEREREREREREREREVHRSERERERERERERERERAAbWJjuIERERERERERERERERCS9/g/wEvzL/2wR/QAAAABJRU5ErkJggg==", "text/plain": [ "" ] }, "execution_count": 62, "metadata": {}, "output_type": "execute_result" } ], "execution_count": 62 }, { "cell_type": "markdown", "source": [ "## With SHAP" ], "metadata": {} }, { "cell_type": "code", "source": [ "import shap\n", "shap.initjs()\n", "\n", "explainer = shap.TreeExplainer(clf, train[features])\n", "shap_values = explainer.shap_values(train[features],check_additivity=False)" ], "metadata": { "ExecuteTime": { "end_time": "2025-06-13T12:37:25.877524Z", "start_time": "2025-06-13T12:37:25.331032Z" } }, "outputs": [ { "data": { "text/plain": [ "" ], "text/html": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "execution_count": 63 }, { "cell_type": "code", "metadata": { "ExecuteTime": { "end_time": "2025-06-13T12:37:26.219928Z", "start_time": "2025-06-13T12:37:25.900199Z" } }, "source": [ "plt.figure()\n", "shap.summary_plot(shap_values, features=None, feature_names=features, max_display=None, show=False)\n", "plt.savefig('shap-wine.png', format='png',bbox_inches='tight')\n", "plt.show()" ], "outputs": [ { "data": { "text/plain": [ "
" ], "image/png": 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" }, "metadata": {}, "output_type": "display_data" } ], "execution_count": 64 }, { "cell_type": "code", "metadata": { "ExecuteTime": { "end_time": "2025-06-13T12:37:28.830803Z", "start_time": "2025-06-13T12:37:26.241294Z" } }, "source": [ "#train lux on neighbourhood equal 20% instances\n", "lux = LUX(predict_proba = clf.predict_proba, classifier=clf, neighborhood_size=int(len(train)*fraction),max_depth=2, node_size_limit = 3, grow_confidence_threshold = 0 )\n", "lux.fit(train[features], train[target], X_importances = None, instance_to_explain=i2e,class_names=[0,1,2],discount_importance=False)\n", "\n", "#see the justification of the instance being classified for a given class\n", "lux.justify(np.array(i2e))" ], "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "X does not have valid feature names, but RandomForestClassifier was fitted with feature names\n", "X does not have valid feature names, but NearestNeighbors was fitted with feature names\n", "X does not have valid feature names, but NearestNeighbors was fitted with feature names\n", "X does not have valid feature names, but RandomForestClassifier was fitted with feature names\n", "X does not have valid feature names, but RandomForestClassifier was fitted with feature names\n", "X does not have valid feature names, but RandomForestClassifier was fitted with feature names\n", "X does not have valid feature names, but RandomForestClassifier was fitted with feature names\n", "X does not have valid feature names, but RandomForestClassifier was fitted with feature names\n", "X does not have valid feature names, but RandomForestClassifier was fitted with feature names\n", "X does not have valid feature names, but RandomForestClassifier was fitted with feature names\n", "X does not have valid feature names, but RandomForestClassifier was fitted with feature names\n", "X does not have valid feature names, but RandomForestClassifier was fitted with feature names\n", "X does not have valid feature names, but RandomForestClassifier was fitted with feature names\n", "The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", "The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", "The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", "The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", "The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n" ] }, { "data": { "text/plain": [ "['IF flavanoids <0.9892404973506927 THEN class = 2 # 0.9907407407407407\\n']" ] }, "execution_count": 65, "metadata": {}, "output_type": "execute_result" } ], "execution_count": 65 }, { "cell_type": "code", "metadata": { "ExecuteTime": { "end_time": "2025-06-13T12:37:28.919756Z", "start_time": "2025-06-13T12:37:28.835119Z" } }, "source": [ "#calculate decision tree score over this dataset\n", "\n", "from sklearn.metrics import accuracy_score, f1_score, precision_score, recall_score\n", "from lux.pyuid3.data import Data\n", "data = Data.parse_dataframe(test[features+[target]])\n", " \n", "predictions = [int(x) for x in lux.predict(data.to_dataframe())]\n", "print(f'Accuracy : {accuracy_score(predictions, test[target])}')\n" ], "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Accuracy : 0.8888888888888888\n" ] } ], "execution_count": 66 }, { "cell_type": "code", "metadata": { "ExecuteTime": { "end_time": "2025-06-13T12:37:29.025868Z", "start_time": "2025-06-13T12:37:28.962468Z" } }, "source": [ "#prind the uncertain local tree for the given instance\n", "# import graphviz\n", "# lux.uid3.tree.save_dot('tree.dot')\n", "# graphviz.Source.from_file('tree.dot')" ], "outputs": [], "execution_count": 67 }, { "cell_type": "code", "source": [ "import graphviz\n", "from IPython.display import SVG, Image\n", "cf = lux.counterfactual(np.array(i2e), train[features], counterfactual_representative='medoid', topn=1)[0]\n", "cfdf = pd.DataFrame(cf['counterfactual']).T\n", "cfdf[target] = clf.predict(cfdf.values.reshape(1,-1))[0]\n", "i2edf = pd.DataFrame(i2e, columns=features)\n", "i2edf[target] =clf.predict(i2edf.values.reshape(1,-1))[0]\n", "lux.uid3.tree.save_dot('tree-wine-shap.dot',fmt='.2f',visual=True, background_data=train, instance2explain=i2edf,counterfactual=cfdf)\n", "gvz=graphviz.Source.from_file('tree-wine-shap.dot')\n", "!dot -Tpng tree-wine-shap.dot > tree-wine-shap.png\n", "Image('tree-wine-shap.png')" ], "metadata": { "collapsed": false, "ExecuteTime": { "end_time": "2025-06-13T12:37:30.546224Z", "start_time": "2025-06-13T12:37:29.046686Z" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "X does not have valid feature names, but RandomForestClassifier was fitted with feature names\n", "X does not have valid feature names, but RandomForestClassifier was fitted with feature names\n", "X does not have valid feature names, but RandomForestClassifier was fitted with feature names\n", "The figure layout has changed to tight\n", "\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", "\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", "The figure layout has changed to tight\n", "\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", "\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", "\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" ] }, { "data": { "image/png": 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885GRAI888ogkRe7QnT9/vh599NHI80VFRVqwYIG2bdumJUuWqKCgQPn5+ZKkBQsWRLZ95JFHrjh3eGdn2ZX+dR77aiQlJV31awDov0aPHq0NGzZowYIF+vGPf6y7775bR44cuei2ixYt0ty5cyPrLsydO1derzdyTVy0aJFycnIiz+fk5Gjx4sWqr6+PPNd53ZszZ44WLlyooqIiPfPMM5J02WvrwoULu3Rd7Yk1b84eTQYAAABEK8IHAADOc/DgwSuGD52jAs6e57ugoEDhcFjf+c53VFZWpqqqqki40OnRRx+V9I9pNzpdrCOKO2ABRAuHw6Hvfe97+vjjj1VdXa2xY8fq5ZdfvmC7kpISZWdnn/NYXV2dli1bJkmR4PZsBQUFKigoUElJyTmPc10FAAAArEX4AADAWZqamnT69Okur/lwJeffZdtTd7v2xrRLANDTJk+erK1bt+rpp5/W008/rVmzZqmmpqZbr3Gx0Qs9cW1duHBhr0y7BAAAAPQXhA8AAJzl4MGDktSlNR8kReYPP9vZCzEfOnToovtdbUdZb0y71LnQ9PlrO3QGGtOmTbuKdwCgv4qJidFzzz2n1atXa+/evSooKNBbb70VeX779u0X7HP2dbWqquqir3u119XemnZp7ty5Fw2Gy8rKemSqPAAAAKCvIHwAAOAslZWVMgzjgmk/zldQUCCv16tFixadcxdu54KnnR33S5YsOef5zq/nzJnTrboaGhq6tX1PmTt3buQ9dersNOucQgoAvoipU6dq8+bNKi4u1rx58/TAAw9o6tSpKikpOadzvr6+PhJIdF6Tzu+8r6+v19y5c7t1/CutrXOtdF7/z34PnV93rh0EAAAARAPCBwAAznLw4EENGjRIsbGxl93O6/XqmWeeUX19vcaPH6+FCxdq/vz5kUWmJen5559XfX295s+fr/r6+sjXBQUFkW06O9TO7oTqDBo6O8bq6+sjc5lfbKRFd3TeMXz+aAbpH1OOnF3L888/L6lj8ezOOl988UUtWLDgnPUuAOCLSExM1EsvvaR33nlH69at065duyRJxcXFmj9/vhYuXKjp06dHOuUXLFggr9er+fPnR65nL7zwgqqqqrRgwQJJ/7hOnh9gSOcGuX/4wx/O2f6L6ry+nx/UdtZw/lRNjz76qIqKiiK/G6qqqjR//nwVFRUR6gIAACCqED4AAHCWysrKLq/3sHDhQi1YsED19fVatGiRqqqqtGzZssjUH48++qiWLVumsrIyJScnKzc3V16vV6WlpZI61m3oDBWmT58e6WR74YUXJHV0vhUVFSk5OTnSyTZ+/HhNnz79C723hQsXRt5bZ4fY2Z1zXq/3gmlLOuutqqqSYRh67LHHtGDBAuY8B9CjZsyYoYqKCs2cOVOGYcg0Tb3wwgv661//qsWLF0cWmS4oKFBpaam8Xq9yc3NlGIZWrVqlrVu3KicnJxIES9KiRYsi19bi4mJJHUFF55o5ndff+fPnyzCML1R35/W9M3hITk6+4Pp4sWvrsmXLVFBQoOTkZI0fP15FRUWRRbUBAACAaGGEw+Gw1UUAANBX3HvvvUpJSdErr7xidSkA0C8tXbpUTz/9tBITE7VkyRLdcccdVpcEAAAAoPuWMvIBAICzdGfkAwCg591///3asWOHxo0bp+nTp+uZZ56Rz+ezuiwAAAAA3UT4AADA58LhsKqqqggfAMBi6enpkSmXFi9erIkTJ2rLli1WlwUAAACgGwgfAAD43IkTJ9Ta2kr4AAB9xDe+8Q2Vl5dr4MCBmjJlir7//e8rEAhYXRYAAACALiB8AADgcwcPHpQk5eXlWVwJAKBTTk6OVq5cqV//+tf65S9/qdtuu0179uyxuiwAAAAAV0D4AADA5yorK+V0OpWZmWl1KQCAsxiGoSeffFKbNm1SKBTS+PHj9dOf/lShUMjq0gAAAABcAuEDAACfq6ysVE5Ojux2u9WlAAAuYvTo0Vq/fr0WLFig//2//7fuuOMOHThwwOqyAAAAAFwE4QMAAJ+rrKxkvQcA6OMcDoe+973vadOmTWpubtaECRP08ssvW10WAAAAgPMQPgAA8LmDBw8SPgDAdeKmm27Shg0b9PTTT+tf//VfNXPmTNXU1FhdFgAAAIDPET4AAPA5Rj4AwPUlJiZGzz33nFavXq19+/Zp7Nix+uMf/2h1WQAAAABE+AAAgCQpEAiourpaeXl5VpcCAOimW2+9Vdu3b9fDDz+shx9+WA888IBOnz5tdVkAAABAv0b4AACApMOHD8s0TUY+AMB1yuPx6MUXX9S7776rdevWaezYsVq+fLnVZQEAAAD9FuEDAADqWO9BEuEDAFzn7r77blVUVGj27NmaPXu2nnrqKTU3N1tdFgAAANDvED4AAKCO9R4SEhKUmppqdSkAgKvk9Xr10ksv6c9//rPeeustjRs3TqtWrbK6LAAAAKBfIXwAAEAd4QPrPQBAdLn//vtVUVGh/Px8TZ8+Xc8884x8Pt8lt3/hhRdUXV3dixUCAAAA0YvwAQAAET4AQLRKT09XSUmJ/vznP+uVV17RxIkTtXnz5gu227Rpk7773e/qwQcflGmaFlQKAAAARBfCBwAA1LHmA+s9AED0uv/++7Vt2zalpaXp5ptv1ve//30FAgFJUltbmx566CFJ0saNG/Xss89aWSoAAAAQFQgfAABQx8gHwgcAiG7Z2dn66KOP9Otf/1q/+tWvdNttt2n37t36wQ9+oKqqKpmmKdM09ZOf/EQfffSR1eUCAAAA1zUjHA6HrS4CAAArNTU1KTExUStWrNDMmTOtLgcA0At27dqlRx55ROXl5fL7/Tr7zyKbzabk5GTt2LFD6enpFlYJAAAAXLeWMvIBANDvVVZWShIjHwCgHxk1apTef/99xcTEyDCMc54LhUJqbGzUww8/LO7VAgAAAL4YwgcAQL9XWVkpwzCUnZ1tdSkAgF40f/58tbS0KBQKXfBcIBDQRx99pOeff96CygAAAIDrH+EDAKDfO3jwoDIyMuTxeKwuBQDQS5YvX64lS5YoGAxecptQKKR///d/14YNG3qxMgAAACA6ED4AAPo9FpsGgP7l9OnTeuyxxy6YbulSHnzwQTU2Nl7jqgAAAIDoQvgAAOj3KisrlZeXZ3UZAIBesn//fhUVFSkxMVGS5HK5ZLNd/E8j0zR17NgxPfHEE71ZIgAAAHDdI3wAAPR7jHwAgP5lypQpWrp0qc6cOaNPP/1Uzz77rKZNmyaXyyVJcrvd52wfCAS0dOlS/e53v7OiXAAAAOC6ZITD4bDVRQAA0FvWrl2rrKwsDRkyRA6HQ5IUHx+vX/7yl3rssccsrg4AYKXW1latWbNGH3zwgd555x3t3r1bhmHIbrcrEAjI7XZry5YtGj16tNWlAgAAAH3dUsIHAEC/MmnSJG3evFl2u10ZGRkaOnSo1q9fr3/5l3/Rl770JeXl5Sk3N1dpaWlWlwoAsNiJEyf04YcfRsKIU6dOacyYMdq0aZNiY2OtLg8AAADoywgfAAD9y7e//W29/PLLCgaDkcfsdrvsdruCwaBCoZAkKTs7W/v27ZPT6bSqVESJ9evX68iRI1aXAaAHVFdX67PPPlNqaqoKCwutLgcAAADoMx544IHzH1rqsKIQAACsUlhYqN/+9rfnPGaapkzTjHxvGIa+/e1vEzygR/ziF7/Qm2++aXUZAAAAAABcMxcJH1jzAQDQv+zcuVNjxoy57DZer1dHjhxRfHx8L1WFaHb//fdLkpYuXWpxJQAAAAAA9Kw33nhDDz74oC4SMyy1WVEQAABWGTlypDwezyWfdxsfEncAACAASURBVDgc+tGPfkTwAAAAAAAAcBUIHwAA/YrNZtOkSZMu+XxiYqKefvrpXqwIAAAAAAAg+hA+AAD6nVtuuUUul+uCxztHPVxuZAQAAAAAAACujPABANDvTJ48WYFA4ILHk5KS9NRTT1lQEQAAAAAAQHQhfAAA9DuFhYUXLIRkt9v14x//mFEPAAAAAAAAPYDwAQDQ7wwZMkSpqannPJacnKwnn3zSoooAAAAAAACiC+EDAKBfuuWWW2Szdfwa7Bz1EBsba3FVAAAAAAAA0YHwAQDQL02ZMkUOh0NSx6iHJ554wuKKAAAAAAAAogfhAwCgXyosLJTf75fNZtOCBQsY9QAAAAAAANCDHFYXAACAFQoLC2UYhlJSUvT4449bXQ4AAECfsn37dtXU1Mjj8WjixImKj4+3rJa2tjZt2LBBzc3NuvHGG5WTkyOXy9Urxz527JgqKirU3t6uKVOmaMCAAZGpOwEAwOXxGxMA0C95vV7dcMMNWrhwIaMeAAAAzvPGG2/ohz/8oX7xi1+otrbW0loaGhr03HPP6bvf/a7ef/99tbW19dqxKyoq9Oyzz+q73/2udu/erWAw2GvHBgDgesfIBwDX1vr10pEjVlcBXNS8sWP1L16v9MYbVpcCqz3wgNUVAAAAAAAQVQgfAFxbv/iF9OabVlcBXNRCSe6SEqvLQF9A+AAAAAAAQI8ifABw7c2bJy1danUVwAXcVhcA673xhvTgg1ZXAQAAAABA1CF8AAAAAAAgSoVCIR0/flzHjx9XXV2d2tvbJUlOp1NJSUkaPHiw0tPT5XB0r3sgHA6rtrZWR44cibyuzWZTUlKShgwZooyMDDmdzgv2CwaDOnr0qGpqatTQ0KBgMCiXyyWv16uhQ4dqwIABV6zF7/dr7969qqmpUUtLi+x2uxISEjR06FANGjTokvv7/X4dOXJEx44dU1NTk0zTlNvtVkpKinJycuT1emW327vVDgAA4NIIHwAAAAAAiEJtbW3asmWLVq9erfLych06dEhNTU0Kh8PyeDzKysrShAkTdPfdd+umm25STExMl143EAhox44dWrVqlTZs2KDDhw+roaFBTqdTmZmZmjRpku6++26NHz9esbGxkf0aGxu1adMmlZaWatu2bTp27Jja29vl8Xg0ZMgQFRYWqqioSPn5+Yq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", "text/plain": [ "" ] }, "execution_count": 68, "metadata": {}, "output_type": "execute_result" } ], "execution_count": 68 }, { "cell_type": "code", "source": [ "cf" ], "metadata": { "collapsed": false, "ExecuteTime": { "end_time": "2025-06-13T12:37:30.627279Z", "start_time": "2025-06-13T12:37:30.554830Z" } }, "outputs": [ { "data": { "text/plain": [ "{'rule': {'alcohol': ['<12.865000247955322'],\n", " 'flavanoids': ['>=0.9892404973506927']},\n", " 'prediction': '1',\n", " 'confidence': 0.9587628865979381,\n", " 'covered': alcohol malic_acid ash alcalinity_of_ash magnesium total_phenols \\\n", " 100 12.08 2.08 1.70 17.5 97.0 2.23 \n", " 122 12.42 4.43 2.73 26.5 102.0 2.20 \n", " 104 12.51 1.73 1.98 20.5 85.0 2.20 \n", " 78 12.33 0.99 1.95 14.8 136.0 1.90 \n", " 93 12.29 2.83 2.22 18.0 88.0 2.45 \n", " 97 12.29 1.41 1.98 16.0 85.0 2.55 \n", " 69 12.21 1.19 1.75 16.8 151.0 1.85 \n", " 95 12.47 1.52 2.20 19.0 162.0 2.50 \n", " 75 11.66 1.88 1.92 16.0 97.0 1.61 \n", " 126 12.43 1.53 2.29 21.5 86.0 2.74 \n", " 64 12.17 1.45 2.53 19.0 104.0 1.89 \n", " 96 11.81 2.12 2.74 21.5 134.0 1.60 \n", " 127 11.79 2.13 2.78 28.5 92.0 2.13 \n", " 81 12.72 1.81 2.20 18.8 86.0 2.20 \n", " 79 12.70 3.87 2.40 23.0 101.0 2.83 \n", " 84 11.84 0.89 2.58 18.0 94.0 2.20 \n", " 101 12.60 1.34 1.90 18.5 88.0 1.45 \n", " 86 12.16 1.61 2.31 22.8 90.0 1.78 \n", " 120 11.45 2.40 2.42 20.0 96.0 2.90 \n", " 94 11.62 1.99 2.28 18.0 98.0 3.02 \n", " 61 12.64 1.36 2.02 16.8 100.0 2.02 \n", " 125 12.07 2.16 2.17 21.0 85.0 2.60 \n", " 112 11.76 2.68 2.92 20.0 103.0 1.75 \n", " 115 11.03 1.51 2.20 21.5 85.0 2.46 \n", " 105 12.42 2.55 2.27 22.0 90.0 1.68 \n", " 80 12.00 0.92 2.00 19.0 86.0 2.42 \n", " 77 11.84 2.89 2.23 18.0 112.0 1.72 \n", " 124 11.87 4.31 2.39 21.0 82.0 2.86 \n", " 70 12.29 1.61 2.21 20.4 103.0 1.10 \n", " 110 11.46 3.74 1.82 19.5 107.0 3.18 \n", " 91 12.00 1.51 2.42 22.0 86.0 1.45 \n", " 89 12.08 1.33 2.30 23.6 70.0 2.20 \n", " 63 12.37 1.13 2.16 19.0 87.0 3.50 \n", " 107 12.72 1.75 2.28 22.5 84.0 1.38 \n", " 88 11.64 2.06 2.46 21.6 84.0 1.95 \n", " 129 12.04 4.30 2.38 22.0 80.0 2.10 \n", " 103 11.82 1.72 1.88 19.5 86.0 2.50 \n", " 99 12.29 3.17 2.21 18.0 88.0 2.85 \n", " 116 11.82 1.47 1.99 20.8 86.0 1.98 \n", " 87 11.65 1.67 2.62 26.0 88.0 1.92 \n", " 74 11.96 1.09 2.30 21.0 101.0 3.38 \n", " 121 11.56 2.05 3.23 28.5 119.0 3.18 \n", " 106 12.25 1.73 2.12 19.0 80.0 1.65 \n", " 92 12.69 1.53 2.26 20.7 80.0 1.38 \n", " 102 12.34 2.45 2.46 21.0 98.0 2.56 \n", " \n", " flavanoids nonflavanoid_phenols proanthocyanins color_intensity \\\n", " 100 2.17 0.26 1.40 3.30 \n", " 122 2.13 0.43 1.71 2.08 \n", " 104 1.92 0.32 1.48 2.94 \n", " 78 1.85 0.35 2.76 3.40 \n", " 93 2.25 0.25 1.99 2.15 \n", " 97 2.50 0.29 1.77 2.90 \n", " 69 1.28 0.14 2.50 2.85 \n", " 95 2.27 0.32 3.28 2.60 \n", " 75 1.57 0.34 1.15 3.80 \n", " 126 3.15 0.39 1.77 3.94 \n", " 64 1.75 0.45 1.03 2.95 \n", " 96 0.99 0.14 1.56 2.50 \n", " 127 2.24 0.58 1.76 3.00 \n", " 81 2.53 0.26 1.77 3.90 \n", " 79 2.55 0.43 1.95 2.57 \n", " 84 2.21 0.22 2.35 3.05 \n", " 101 1.36 0.29 1.35 2.45 \n", " 86 1.69 0.43 1.56 2.45 \n", " 120 2.79 0.32 1.83 3.25 \n", " 94 2.26 0.17 1.35 3.25 \n", " 61 1.41 0.53 0.62 5.75 \n", " 125 2.65 0.37 1.35 2.76 \n", " 112 2.03 0.60 1.05 3.80 \n", " 115 2.17 0.52 2.01 1.90 \n", " 105 1.84 0.66 1.42 2.70 \n", " 80 2.26 0.30 1.43 2.50 \n", " 77 1.32 0.43 0.95 2.65 \n", " 124 3.03 0.21 2.91 2.80 \n", " 70 1.02 0.37 1.46 3.05 \n", " 110 2.58 0.24 3.58 2.90 \n", " 91 1.25 0.50 1.63 3.60 \n", " 89 1.59 0.42 1.38 1.74 \n", " 63 3.10 0.19 1.87 4.45 \n", " 107 1.76 0.48 1.63 3.30 \n", " 88 1.69 0.48 1.35 2.80 \n", " 129 1.75 0.42 1.35 2.60 \n", " 103 1.64 0.37 1.42 2.06 \n", " 99 2.99 0.45 2.81 2.30 \n", " 116 1.60 0.30 1.53 1.95 \n", " 87 1.61 0.40 1.34 2.60 \n", " 74 2.14 0.13 1.65 3.21 \n", " 121 5.08 0.47 1.87 6.00 \n", " 106 2.03 0.37 1.63 3.40 \n", " 92 1.46 0.58 1.62 3.05 \n", " 102 2.11 0.34 1.31 2.80 \n", " \n", " hue od280_od315_of_diluted_wines proline \n", " 100 1.270 2.96 710.0 \n", " 122 0.920 3.12 365.0 \n", " 104 1.040 3.57 672.0 \n", " 78 1.060 2.31 750.0 \n", " 93 1.150 3.30 290.0 \n", " 97 1.230 2.74 428.0 \n", " 69 1.280 3.07 718.0 \n", " 95 1.160 2.63 937.0 \n", " 75 1.230 2.14 428.0 \n", " 126 0.690 2.84 352.0 \n", " 64 1.450 2.23 355.0 \n", " 96 0.950 2.26 625.0 \n", " 127 0.970 2.44 466.0 \n", " 81 1.160 3.14 714.0 \n", " 79 1.190 3.13 463.0 \n", " 84 0.790 3.08 520.0 \n", " 101 1.040 2.77 562.0 \n", " 86 1.330 2.26 495.0 \n", " 120 0.800 3.39 625.0 \n", " 94 1.160 2.96 345.0 \n", " 61 0.980 1.59 450.0 \n", " 125 0.860 3.28 378.0 \n", " 112 1.230 2.50 607.0 \n", " 115 1.710 2.87 407.0 \n", " 105 0.860 3.30 315.0 \n", " 80 1.380 3.12 278.0 \n", " 77 0.960 2.52 500.0 \n", " 124 0.750 3.64 380.0 \n", " 70 0.906 1.82 870.0 \n", " 110 0.750 2.81 562.0 \n", " 91 1.050 2.65 450.0 \n", " 89 1.070 3.21 625.0 \n", " 63 1.220 2.87 420.0 \n", " 107 0.880 2.42 488.0 \n", " 88 1.000 2.75 680.0 \n", " 129 0.790 2.57 580.0 \n", " 103 0.940 2.44 415.0 \n", " 99 1.420 2.83 406.0 \n", " 116 0.950 3.33 495.0 \n", " 87 1.360 3.21 562.0 \n", " 74 0.990 3.13 886.0 \n", " 121 0.930 3.69 465.0 \n", " 106 1.000 3.17 510.0 \n", " 92 0.960 2.06 495.0 \n", " 102 0.800 3.38 438.0 ,\n", " 'counterfactual': alcohol 12.16\n", " malic_acid 1.61\n", " ash 2.31\n", " alcalinity_of_ash 22.80\n", " magnesium 90.00\n", " total_phenols 1.78\n", " flavanoids 1.69\n", " nonflavanoid_phenols 0.43\n", " proanthocyanins 1.56\n", " color_intensity 2.45\n", " hue 1.33\n", " od280_od315_of_diluted_wines 2.26\n", " proline 495.00\n", " Name: 86, dtype: float64,\n", " 'distance': array([[76.78912358]])}" ] }, "execution_count": 69, "metadata": {}, "output_type": "execute_result" } ], "execution_count": 69 }, { "cell_type": "code", "metadata": { "ExecuteTime": { "end_time": "2025-06-13T12:37:30.998421Z", "start_time": "2025-06-13T12:37:30.660369Z" } }, "source": [ "plt.figure(figsize=(12,9))\n", "graph=sns.scatterplot(x='flavanoids',y='color_intensity', data=train[['flavanoids','color_intensity',target]],hue=target,s=100)\n", "graph.axvline(1.49)\n", "graph.axhline(3.425)\n", "plt.scatter(data=pd.DataFrame(i2e,columns=features),x='flavanoids',y='color_intensity', marker='o', color='r',s=200)\n", "plt.title('Decision boundary created by LUX for particular instance SHAP support')\n", "plt.savefig('shap-wine-scatter.png', format='png',bbox_inches='tight')\n", "plt.show()" ], "outputs": [ { "data": { "text/plain": [ "
" ], "image/png": 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" }, "metadata": {}, "output_type": "display_data" } ], "execution_count": 70 }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Breast cancer" ] }, { "cell_type": "code", "metadata": { "ExecuteTime": { "end_time": "2025-06-13T12:37:31.113387Z", "start_time": "2025-06-13T12:37:31.034370Z" } }, "source": [ "from lux.lux import LUX\n", "from sklearn import datasets\n", "from sklearn.model_selection import train_test_split\n", "from sklearn import svm\n", "import numpy as np\n", "import pandas as pd\n", "# import some data to play with\n", "cancer = datasets.load_breast_cancer()" ], "outputs": [], "execution_count": 71 }, { "cell_type": "code", "metadata": { "ExecuteTime": { "end_time": "2025-06-13T12:37:31.384824Z", "start_time": "2025-06-13T12:37:31.134804Z" } }, "source": [ "features = [f.replace(\" \",\"_\") for f in cancer['feature_names']]\n", "target = 'calss'\n", "rs=42\n", "\n", "#create daatframe with columns names as strings (LUX accepts only DataFrames withj string columns names)\n", "df_cancer = pd.DataFrame(cancer.data,columns=features)\n", "df_cancer[target] = cancer.target\n", "\n", "#train classifier\n", "train, test = train_test_split(df_cancer, random_state=rs)\n", "clf = RandomForestClassifier(random_state=42)#svm.SVC(probability=True, random_state=rs)\n", "clf.fit(train[features],train[target])\n", "clf.score(test[features],test[target])" ], "outputs": [ { "data": { "text/plain": [ "0.965034965034965" ] }, "execution_count": 72, "metadata": {}, "output_type": "execute_result" } ], "execution_count": 72 }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Without predictor uncertinaty" ] }, { "cell_type": "code", "metadata": { "ExecuteTime": { "end_time": "2025-06-13T12:37:31.849885Z", "start_time": "2025-06-13T12:37:31.412255Z" } }, "source": [ "#pick some instance from datasetr\n", "i2e = train[features].sample(1, random_state=42).values\n", "\n", "#train lux on neighbourhood equal 30% instances\n", "lux = LUX(predict_proba = lambda x: np.round(clf.predict_proba(x)), neighborhood_size=int(len(train)*fraction),max_depth=2, node_size_limit = 1, grow_confidence_threshold = 0 )\n", "lux.fit(train[features], train[target], instance_to_explain=i2e,class_names=[0,1])\n", "\n", "#see the justification of the instance being classified for a given class\n", "lux.justify(np.array(i2e))" ], "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "X does not have valid feature names, but RandomForestClassifier was fitted with feature names\n", "X does not have valid feature names, but NearestNeighbors was fitted with feature names\n", "X does not have valid feature names, but RandomForestClassifier was fitted with feature names\n", "X does not have valid feature names, but RandomForestClassifier was fitted with feature names\n", "X does not have valid feature names, but RandomForestClassifier was fitted with feature names\n", "X does not have valid feature names, but RandomForestClassifier was fitted with feature names\n", "X does not have valid feature names, but RandomForestClassifier was fitted with feature names\n", "The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", "The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", "The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", "The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", "The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n" ] }, { "data": { "text/plain": [ "['IF worst_radius <16.755000114440918 AND worst_concave_points <0.1445768028497696 THEN class = 1 # 0.9\\n']" ] }, "execution_count": 73, "metadata": {}, "output_type": "execute_result" } ], "execution_count": 73 }, { "cell_type": "code", "metadata": { "ExecuteTime": { "end_time": "2025-06-13T12:37:32.014674Z", "start_time": "2025-06-13T12:37:31.883539Z" } }, "source": [ "#calculate decision tree score over this dataset\n", "\n", "from sklearn.metrics import accuracy_score, f1_score, precision_score, recall_score\n", "from lux.pyuid3.data import Data\n", "data = Data.parse_dataframe(test[features+[target]])\n", " \n", "predictions = [int(x) for x in lux.predict(data.to_dataframe())]\n", "print(f'Accuracy : {accuracy_score(predictions, test[target])}')\n" ], "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Accuracy : 0.9230769230769231\n" ] } ], "execution_count": 74 }, { "cell_type": "code", "metadata": { "ExecuteTime": { "end_time": "2025-06-13T12:37:32.100166Z", "start_time": "2025-06-13T12:37:32.026830Z" } }, "source": [ "# #prind the uncertain local tree for the given instance\n", "# import graphviz\n", "# lux.uid3.tree.save_dot('tree.dot')\n", "# graphviz.Source.from_file('tree.dot')" ], "outputs": [], "execution_count": 75 }, { "cell_type": "code", "source": [ "import graphviz\n", "from graphviz import Source\n", "from IPython.display import SVG, Image\n", "i2edf = pd.DataFrame(i2e, columns=features)\n", "i2edf[target] =clf.predict(i2edf.values.reshape(1,-1))[0]\n", "lux.uid3.tree.save_dot('tree-breast.dot',fmt='.2f',visual=True, background_data=train, instance2explain=i2edf)\n", "gvz=graphviz.Source.from_file('tree-breast.dot')\n", "!dot -Tpng tree-breast.dot > tree-breast.png\n", "Image('tree-breast.png')" ], "metadata": { "collapsed": false, "ExecuteTime": { "end_time": "2025-06-13T12:37:33.982414Z", "start_time": "2025-06-13T12:37:32.136529Z" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "X does not have valid feature names, but RandomForestClassifier was fitted with feature names\n", "The figure layout has changed to tight\n", "\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", "The figure layout has changed to tight\n", "\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", "\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", "\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", "\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", "The figure layout has changed to tight\n", "\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", "\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", "\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", "\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" ] }, { "data": { "image/png": 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"text/plain": [ "" ] }, "execution_count": 76, "metadata": {}, "output_type": "execute_result" } ], "execution_count": 76 }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Without SHAP" ] }, { "cell_type": "code", "metadata": { "ExecuteTime": { "end_time": "2025-06-13T12:37:34.415271Z", "start_time": "2025-06-13T12:37:34.014825Z" } }, "source": [ "#pick some instance from datasetr\n", "i2e = train[features].sample(1, random_state=42).values\n", "\n", "#train lux on neighbourhood equal 20% instances\n", "lux = LUX(predict_proba = clf.predict_proba, neighborhood_size=int(len(train)*fraction),max_depth=2, node_size_limit = 1, grow_confidence_threshold = 0 )\n", "lux.fit(train[features], train[target], instance_to_explain=i2e,class_names=[0,1])\n", "\n", "#see the justification of the instance being classified for a given class\n", "lux.justify(np.array(i2e))" ], "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "X does not have valid feature names, but RandomForestClassifier was fitted with feature names\n", "X does not have valid feature names, but NearestNeighbors was fitted with feature names\n", "X does not have valid feature names, but RandomForestClassifier was fitted with feature names\n", "X does not have valid feature names, but RandomForestClassifier was fitted with feature names\n", "X does not have valid feature names, but RandomForestClassifier was fitted with feature names\n", "X does not have valid feature names, but RandomForestClassifier was fitted with feature names\n", "X does not have valid feature names, but RandomForestClassifier was fitted with feature names\n", "The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", "The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", "The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", "The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n" ] }, { "data": { "text/plain": [ "['IF worst_radius <16.755000114440918 AND worst_concave_points <0.1423499956727028 THEN class = 1 # 0.9142857142857143\\n']" ] }, "execution_count": 77, "metadata": {}, "output_type": "execute_result" } ], "execution_count": 77 }, { "cell_type": "code", "metadata": { "ExecuteTime": { "end_time": "2025-06-13T12:37:34.578167Z", "start_time": "2025-06-13T12:37:34.444838Z" } }, "source": [ "#calculate decision tree score over this dataset\n", "\n", "from sklearn.metrics import accuracy_score, f1_score, precision_score, recall_score\n", "from lux.pyuid3.data import Data\n", "data = Data.parse_dataframe(test[features+[target]])\n", " \n", "predictions = [int(x) for x in lux.predict(data.to_dataframe())]\n", "print(f'Accuracy : {accuracy_score(predictions, test[target])}')\n" ], "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Accuracy : 0.916083916083916\n" ] } ], "execution_count": 78 }, { "cell_type": "code", "metadata": { "ExecuteTime": { "end_time": "2025-06-13T12:37:34.660988Z", "start_time": "2025-06-13T12:37:34.588485Z" } }, "source": [ "# #prind the uncertain local tree for the given instance\n", "# import graphviz\n", "# lux.uid3.tree.save_dot('tree.dot')\n", "# graphviz.Source.from_file('tree.dot')" ], "outputs": [], "execution_count": 79 }, { "cell_type": "code", "source": [ "import graphviz\n", "from graphviz import Source\n", "from IPython.display import SVG, Image\n", "i2edf = pd.DataFrame(i2e, columns=features)\n", "i2edf[target] =clf.predict(i2edf.values.reshape(1,-1))[0]\n", "lux.uid3.tree.save_dot('tree-breast.dot',fmt='.2f',visual=True, background_data=train, instance2explain=i2edf)\n", "gvz=graphviz.Source.from_file('tree-breast.dot')\n", "!dot -Tpng tree-breast.dot > tree-breast.png\n", "Image('tree-breast.png')" ], "metadata": { "collapsed": false, "ExecuteTime": { "end_time": "2025-06-13T12:37:36.466543Z", "start_time": "2025-06-13T12:37:34.697845Z" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "X does not have valid feature names, but RandomForestClassifier was fitted with feature names\n", "The figure layout has changed to tight\n", "\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", "The figure layout has changed to tight\n", "\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", "\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", "\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", "\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", "The figure layout has changed to tight\n", "\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", "\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", "\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", "\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" ] }, { "data": { "image/png": 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yTfmjiNzJYrEYbrebF198kS1btuDxeLhw4QInT54kJydn9jMwKyuLvLy8DEcrIiKSWSo6y6LT3NxMW1sbZ8+eJSsri+npaZqamgiHw/yP//E/AHA4HPzt3/5thiMVyYx0KsVQdy8XG08yNTqGLxSktG4J2Xm5nD/cyGBn1+y+tn35/VJUW8WSDWuvaGtmcor2M+fouXCRdCpFOC+PilX1hPNi2LbN5MgoFxtPMtTVg+FwECsrpmJlA94sPxPDIzQfOsr4wBDhgjyq1qwkGAmTTqUY6OhisKOLZZvWYzoct/P0LHrd3d28+eabNDY2kpeXRzqdpq2tjXQ6TWdnJz6fD4A/+7M/Y/Xq1RmOduGIJ5McPNfKqbZuphMJ8rJDbF9eS1Ekm+auPg43X6J/dAKPy0FDWRFra8sJeD1Xbaupo4dDzZcYGB3H73GzfkkF9aWFeN2uOfu9e7KZrqER7l9TRzQYwLJt3j91nhOtnZimyfaGGmqL83A7nYxNTfP60TNsX15LLBTAMIzbcVpERETkDnCt/NGyLLq6upQ/XkVLzwDvnDjLyMQfRkGmLRuAb+28G5/Hxb4zF7nQ04dt21Tlx9jaUEM4y3dFHpe2LI5eaOPYxU7Gp2fICwfZVl9DUSSMw2EyPj3D/qaLNHf3kUimyA+H2FJfTVEkjGkayh9FvqCJiQkOHz7Mhx9+yHvvvYfT6WRgYID+/n5yc3M5fvw4AHfffTff+973Mhztl8d0IsGZ9h6OXmhnYiZOYSSb9TXlVORHmU4kOdXWTWNLOxPTM+SFQ6yvLaemMA/TnPtZZVkWLb0DHDrXSt/IOF6Pm+VlRayqLCHg85C2LM5393HwXCsDoxOEA37W11awrKQAh2nQ3NXHvqYWxqZmqC8tZF1tGdlZfmYSSY62tON0mKytLsM0NWGsiMiNUNFZFhXDMPjmN795xeOPPPLIFfuJ3Ilsy2akb4DGN97BdDjJqyhlemyC0+8foPquFeQU5uP2egFIJuJ0N7fQ09FF+Yr6K9qKT03Tevw0FxtPUFBdgcPpZLCzm7HBITb+q0dITE9z+oODjPT2UVhVQSIep/30WRLT09Rt2UBXcwtdzRcorK5ksLMbgFX3bWdiaITW46fJzouC3qvzbuvWrVRVVV13P/XQnuutY2dpbGmnIj9KcTTMqUtdvHL4JOtqy3n9ozNEg35qi/OYmonzykencLuc3FVdisc1t5B8vruPF/Y1khvKorYoj/7RcX79wVH897qpLcrD8fGFbHNnLy/sa2Q6mWBzXTXRIHQMDPPmsTPUFOZ9fJPwNLHsAHnhEHtOnGNyJo6p94yIiIjMM+WPNy/o87CkKI/JmQQAU/EELx08TnE0zEwyyatHTjE8MUVlfhTDMDhw7iKGYbBjRS1Bn3dOW4ebL7H78EnKcnOoLoxxqW+QX394lK9vXUthJJtXDp/kfHc/tUV5+D1uzrT38OsPPuJb92xgJpFU/ijyBZWVlfEnf/In192vtLT0NkSzOKQti2MXO3irsYlIMIuK/CidAyO8fvQMO1csoXd0jA/PtFAQDlFVEONi7wBvHWvC43JSnhed01bbwDB7TzQznUhQU5RH3+g4755qJplOs3PFElp6+nmrsYm0ZVFZkEvHwDDvnDiLy2ESyw5y8FwrvSPjxLIDHLvYgdftZEt9DWc7eznX2cuKimLdmxIRuQkqOsuiYhgGTz31FKOjowwPD2Pb9uw20zSpqKjIXHAiC0AykaCvtY2h7j7u+fa/JlpcyGjfAMfeepfW46fZ+e1/jWEYWJZF/6UOOpvOU7f5boqXVl/R1sTwCK3HTxErL6F+6wZMp5OBtk6Gunux0mmGunvpOHOONQ/spLR+Kcl4nO7zrVipFOlkisnRMUyHk4qVDTTtO8RIbx+J6Wn6LrWTSiQpX16vnqS3wKZNm5icnGR4eJhkMjn7OWkYhqZEvIbBsQneOX6WDUsquHfVMoJ+L+WxCD3DY4Sz/GxaVklVYYz8cJCW7gFe/eg0Q+OTs6NZPmnP8XM4DIOdK5ZSmR9leGKK90+fvzzK+ePdhyemePnwScDG9YmR/qOT0wyNT3HX1lI6B0d5s/EMM8kUrX2DNHf18cja5VcdHSMiIiLyRSh/vHmx7CCx7CAAtm3z8qETlETDPL5xFYNjE5zp6OGx9Su4e0kFpmEQDWbhdbuuWgB+5/hZsrwe7l21jJLcHNoHhvmr59/gTHs3Aa+Hlp4BVlYUs215LVkeN7mhAM++8i4PjIyTtizljyJfUGlpKfn5+YyMjDA5OTnnM3A+p9ROpVJcuHCBvXv30t3dTSAQYO3atWzYsIF0Ok1jYyP79+9namqKiooKtm3b9qVdOnBsaprjFzuxbXhs/QrywyFOXOrk1SOneP3oKRymScjv5dH1K8jO8nKhu5+e4TGcV5kJr2twhPPdfaypKmXniiWcbuumuauP7qFR0pbFyUvd9I9N8K82rqaupIDz3f28dPA4jRc72LysiqGJSfLCQdZUlvB64xn6xyYYHJvgXGcvOQE/S4vz1TlHROQmqOgsi4pt27z99tv89re/ZWpqas42h8PBs88+m6HIRBYGK51menwCl9tNbmkxpmniCwbIyg7RdvosqWQSl9vN1Og4LY0nMJ0OlmxYOzv6+fdsy2ZqbJzhnl6Kaqs4+voeEtMzZOflUry0BrAZ7e0nGY+TmI6z/4XdgE20uJCSuiW4vB5yiwvpOneBj155C8PhoGJlPSN9A/RcaKV67Sp8Ad28uhVOnDjByy+/TGtrK+l0es62P/uzP2PNmjUZimzhutQ3RCKVxgZeOnic0akZYqEAdy8ppzQ3h/JYhPGZGZ57+wBNHT1Egn4q83NxO+emWal0mlNtXSwvL+ZQ8yVePXIKv8fN8vIiosEsTNMglU6z+/AJ/B4XS4vzudAzMPv7xdEwlflRfnvgOPFkilWVJfjcLl7c30h9aSGlschVL8JFREREvgjlj19MS88A755qZmt9DXUlhfzu0HGCXg99I+P849v7SaYtyvIiLCspuGK5FYC+0XHW1pQTCWXhcjqoyItgmgatfYOsqirlsbtXUhwNE/R6MU2DRCoFgNNhUpCTfdX88YV9yh9FblRvby+vv/46Bw4cIB6Pz9m2YcOGeZtSu7m5mRdeeAGAhoYGenp6ePPNN0kmk3i9Xnbv3k1paSmFhYU0NzczPDzMd77zHSKRyLwc/3aaSaSYmI4TCfopjuZgmgax7CCmafLRhXYq83OJZQd44+hpBscnyQ0FWFVZQiwUuKKt3FCAoM/LnpPNNHX2MjUTJyeQxYqKYqbjCXqGRwn6vFQV5OJ2OSnPixAO+OkcHMHlcFCZl8uRC5fo6B8mHPBRlZ/LybYuphNJ1tdWkHWNZbNEROTqVHSWRcW2bX76059SX19PXV3dnN666rkrAk6Xk2A0h8TMDB1NzRRWVzI2MEj3hYukEklSiSSmaTLU1U33+YuseWAngZzwFe1YVprE9Azjg8P0t3VQUFVBOpVkoL2LiaFh6rdvYnJsjKmxCQY7u4gUFTA9PkHb6XMk4wmW79xCfkUZq+7dzvTEBP7sEP5QkPYz5/AGs7Asi4MvvYrL66VkaS2xsuIMnK3F6c0332R4eJhNmzYRDAbnfDbm5+dnMLKFa3BikvHpmdmptaLBLI63Xl5T78lNq4llB3E5HCwpzsPtdHC8tZPz3X2UxnLmTI84HU8yPh3neGsHm5ZVUVMUo2NgmN2HTxLye6ktyufDMxfoHBzh0XUraOrooaX3D0XnnICfJzasonNwBMMwqC3Oo7mrj2TKojga5o3GMwxPTLGkOI+7qsvwe9yZOF0iIiKyyCh//Pxs2+bt42fJzvKzqrKELK+bwbFJLvUPkRsKUPnx2qUHz7ZicPXptcvzopzvvjxqz+NycrK1i5HJKcam4xjA8vKi2X2bOnp45cgp7qouIzcUIBK8ev6YSqeVP4rcoJaWFj788EPq6+spLi6e8xlYUlIyL8eYnJzk6NGj9PX18f3vf5/a2lp6e3s5deoUqVSKo0eP4nQ6+drXvkYgEGDPnj3s3buX48ePs3PnznmJ4XbK8nqIBP209AzQ3NVLaSzCxd4BLvYMMD49Q9fQCMlUioJwiIq8CBe6B3h3spksr/uK6bVDfh+lsQhup4PK/Fx6RsboGxmnf/TylNnT8QRetxu/+/Lnm9ftwutyMjA6gWEYbFhaSSwcZCaRpDAnhGVDx8AIuaEA7QPD7Dl5jlgowJqqUoqiV94fExGRuVR0lkXn4sWL/PCHP6SoqEiFZpFPcbhc5FeUUd6wjFPv7uPCkWM43S5cHjczE1M4HA7ik1P0tLTiCwYoXlJzzbZs28bhdBIpKqD27sujGy42nuLUex+SX1WOnbZwul2ULKulaEk18clpznx4gJbGE9SsX40/GKS0fgkA6WSKruYLjPb2U9awlJajJ/CHgthpizMfHiSQcz++4JU9WuXm9fX1sWHDBh5++GG8Xq8+J2+AbdlMziSoKy1kx4oleF0uQn4vP997iE11VURDAXweN1vqqllTVUoinebguVZWV5XOuWlof/xfTsDPhiWVlOTmMDA2zl/++g1OtXURT6Z479R5ttRVU1WQy/mevjlxGIZBTVEeNUWXp28bmZziwNmLbK6r5siFNlLpNCXRCG82NhHO8rOsJF8jV0REROQLU/74+XUPj3LyUiePrFtOXvblgr1l21i2zaqqEtbVlJO2LEanpjnc3MqqypIris4P3VXP7sMnef7Do/g8bgIeN16XC5/bNftapC2LA2cv8tpHp8kPh3hobQPZH0+bfbX8cUu98keRGzUxMUFWVhbf+ta3yMnJuSWfgcPDw3R1dWGaJqdOneKll17C6/WyYsUK/H4/g4ODlJeXz07lXVlZycGDBzl//vyXtOjsZv2SCiZm4vzL+0cI+rw4HSZulwPbBsu2KYqG2blyKX6Pi/1nL/LuiWaa2nvmFJ0t2+ZsRw8T0zM8sm45NYV5DE1M8qsPPuKj820U5ITAMLDty9fiwMd/vrxM8+9HWOeFLy+HMB1P8PbxszhNE9MwOHmpk7zsIB0Dw8wkkjy0tkEjn0VErkOLZcqis2XLFo4dO3bFlDcicpnH76d8ZQPLNq2jZFkthTWVZMdy8WcHcXrcTI1P0N/WSWndEtyfuuHxe6Zp4vH58AazCOVGcXu9uL1eQrHL0zolZuL4gkHcHjfhgjycLhfegJ9QLEp8appUPDGnvfGhYTrPtVBUW4XD5WKws5vKVQ3kVZQyPjjE+ODwLT8vd4ply5YxNjZGf38/lmVlOpwvhZyAH5fDpDQ3h4DXg8flpDQ3wkwiydHz7fzu4HGGxycxTZOAz0tRTjbxZIpUeu759bndZHk9FEbChAM+XE4HhZEwAZ+Hkclp3jt1nqaOHt4+fpb//fIe3jh6hpaeAX76+gec7+oj/an23j52loKcELVFeRxr6aAiL8q2hmpS6TRt/UMkkqnbeZpERERkkVL++PmdaO0ky+OhqiB3dursnKCfkN9LYU42XreLLK+HokiY8ekZkukr87dYdpB7Vy1la30Na6pKWV9bgdvpJC87iNvlZDqR4LcHjvHyoRNUFeTyxIZVVOZHr1o8/n3+WFOo/FHkRsViMfLy8mhpaSGVujXvkampKfr7++ns7GRoaIilS5dimiZvv/02+/btI5lMEgj8oSO+x+PB4XAwNjZ208e6Xs3cMMCAj7/dGgYG+eEQ2xpquWfFUtZUl7KspICCnGzywkGiwSxyQwFyAn48LhexUBCX08HY9MycdtJpi7b+IQbGJgkH/LhdTvKyQ+SGAkzMxDENg6DPy1Qiwfj05fvEkzMJJmfiBH2eKwrITZ29DI5PUFdWyOjUNDOJFJvrqskLh+gaGmV4Yu5SjvN8Ui6fe/XruuPoNZfFRiOdZVExDIP169fz7LPP8tZbb+H8xHqaDoeD//7f/3sGoxNZAGyb8aFhzu0/TP22jUQKC+hqvsBwT//sqOOpsXEmR0YpqKq4ZjOGaeLPDpIdy6XtVBMF1RWYpknPhVYAYmUlTI9PYJgOWhpPUr9lA1OjY3Sfv0gwGsH7iYul+NQ0fZfaAZvS+iUMtHfNPp5KpkinUpgO9ZGaL7W1tfz85z9n3759ZGdnz+ml/cwzz9DQ0HBT7c3MzPCb3/yG4uJi1qxZQ1ZWFv39/ezZs4empiYMw2Dt2rVs2rSJcPjLORVVdWEu+eEg+89epDg3TDjLz+Hzl8jO8hHweXj72Fk8Lidb62uYmIlz9EI75XkRgr65F7Aup4MV5cWc7eihtXcIv8fD+e4++kbH2VxXRSw7REN50ezNXMuymYpfHmF9eaTKH9q60NNPW/8QD69dTsjvw+l0MBlPEE+mmEmkcBiGRiGJiIjIvJjv/PFO0tTRS0lumJDfN3veVlYU8+HpC3x0oY3cUIC0ZXG8tYP8nBC+q0xvfbSlnc7BEXatXkYkkMW7J5sxTYPqwhhup4Pf7D/G4eZLbKqrYktdNdFgFqZ55fWT8keRzycSiWAYBn/9139NUVHRnPfX6tWr+eY3vzkvx4nH44TDYXbt2kVpaSmtra380z/9Ex9++CGVlZXYtj277+//fLX3+mdxuZwEAtd/n5tWkpRp4nQ6sKz5vx9jmBZnO3u50N3H/WvqCQf8vH3sLJZtc9+qZXQNjXCus5e2/iHywkFaegeYSaYozg3j+MT9IcM0CAf8DLe009TZSyw7SOfQCO0Dw+SFgxTn5lCRH+W9U8OcbOvi7iUVHxeWJ7mrupSAzzP7udc/NsHF3gFi2UHqSgu40N2PZVvEUylS6TRg43Y55xx/vpgOBw6HidPjxO1w84mXWu4QTqdmGZHFQ0VnWVRs2+bdd9+luLiYwsLCOcnXzSZiIouSYeD2enC63Xz02ts4XS5syyZWVkz1XatIp1JMjoxi2zbBaM6cX00mEnQ3t9B7sY2V924jGM2hfusGLhw5xr7nf4eVToNhsHTjOnIK8sgKZ7Ns83q6zl1gsL2TVCKF0+OiYfsm3B/3JrUsi5HefnovXmLJ3Wvx+P0EoznkV5Ry9I09uNxu8ivKCOVGr/Zs5HM4deoU6XSaoqIigsHgnG0ez81NE9Xb28vu3bv55S9/yVNPPUVDQwNOp5Nf/epX9Pb2UltbSzwe55VXXsHlcrFlyxZ8Pt98Pp3bIhzI4mtb7uL90xf4/94+gG3bzCQSPLimnjXVZSTTaY6cb+PohXYMw8DndbNzxVKys3z0DI/x8qETbGuooaogxoNr6klbFq8dPcVrR08TTyRZVVnCiopiCnOy5/xbNRmPMzg+waa6KmLZf3itEqkUbxw9Q0NZISW5YZwOk/tWLeVw8yVOX+om5PNQXRTD7VKaJyIiIl/cfOaPd5ruoVFWVBTh/UReVluYx0Nrl3OqrYsLPXtJWza2ZfHQ2gYiAf8V+WNxNExjSzv/71v7MA2DRDLNA2vqqMyP0jkwzJuNTfSPTeB2Ojjb0TvbUfGrm++iIi+Kw2EqfxT5Avr7+2ltbaWoqIiCgoI5nTOys7Pn5Rg+n49wOIzb7aakpAS3201ubi7hcJhkMonb7WZkZGR2/6mpKZLJJDk5OZ/R6pUsyyJ53RkNDJxY2B8vBWDfigqoDeEsHyMT0/w/b36I0zSxbVhdVcrmZVW0Dwzz3qlmfrbnIA7TIJlKs7KimPrSQkYnp9l/tgXbgh0rallVWUL/6ATvnWzmo/OXSKYtsv0+tjbUEPB6WFlRzODYJO+ebGbfmRbiyRSV+VHWVpddDsW2SVsWJ1s7mY4n2LCkAo/LydKSfNoHhnju7f2Ypsna6jLCWb5bcj4s28aybNJpa7bALXcWh8NEq1vIYqFsUhadw4cP89Of/pRYLKZeuiKfYhgGWeEwK3ZuYbCrm1QiicfvI6cwn2AkByudprC6En8oiOtT0wyZpjlbiHY4nThcTkqXLSErnM344DC2ZeHPDhEtLsTpcuFwOqldv4ZIUcHlUc+GQSgaIVJcMCeeQE6YmrWryS0tAiArnE3dlg0MdnZ/vGZ0/jWn+Zabd/78eTZv3sw999yD1zv3vH76JuJnaW5u5qWXXmJ6eppkMjk7zdj58+c5duwYDz30EPfffz+pVIqBgQEOHz5MbW0t5eXl8/p8bgfTMFhbW040FKBvdJxEKk04y0dNYYyAz8sDa+q5WDTA6OQ0LqeD4miY4mgYt9OJ3+OmoayQcJYf04DSWA6Pb1hJx8AwE9MJPG4nlfm55GUHrugcdVd1OaW5EaLBrDmPOwyTjUsrqciLzo6G2VJXTSwUYGI6QX5OkNLcCA51thIREZF5MF/5453oa1vuIjcUwP+J4rzP4+belUupzI8yND6JDeSHg1Tm5141f6wpzOPxDSvpGR4jmbbm5KHJtMW379nATCKJYRhzZsPN/sToauWPIp/f0NAQDoeDf/fv/h2hUGjOvcb56ngTjUZZsmQJr7/+Ovv27WPDhg1cuHCB9vZ21q5dS15eHqdPn6apqYmCggKOHz/O+Pg49fX1N3WcdNpiZuazi86GAbZpYVo2VtrCtm5NAbS6IIZ3vYuuoRFSaYucgJ/yvCg5AT9Bn4dwlo+uwVESqRTZfh/leRGy/T7iyRQl0Rxs28bAoDgS5uF1DbT3DzM5E8ftclIcyaYocnmmtVgowL0rl1JdmMvEdByfx015LEJ+OIj18XOzLZuKvCgl0Rzyw9lYlk1lfi4P3dVA9/AoAa+Xyvwobqdz9nfmk2FdLvInkxYJK6mRzncYwwC32wmo6iyLg4rOsugsW7YMy7KIxWKZDkVkQXI4HWTn5ZKdl3vFNtPhIJwfI5x/5fvH4XSSU5BPTkH+7GMur4f8ijLyK8qu2N8wDHyBLEqW1lwzlstF8BBZ4dCnjpNHTkHezT41uQHFxcVkZWURDAa/UK9sj8cze/F77ty52cdbWlpwu91UVFSQlXW5WFpfX89rr73G8PDwvBedb1ffIrfTyZLifJYU51+xLSfgJydw5XsAIOT3snFZ1ZzHiiLh2Qvgz1Kam0Np7pU91x0Ok9VVpZ86jo91tRXXbXPe3MK1pgzjcr9u4+MvXW/fesYn/n+9863+fCIid575yh/vROtqr577BnweVlQUX3Xbp/NHE6gtyqe26Mo8NBrMYlvDta+3fm9B5I8iX1LBYJDCwkJcLtctu9fo8/nYvHkzIyMjvPzyy7zxxhvE43EKCwt5+OGHsW2b0dFR/v7v/x7TNDEMg02bNrFs2bJ5j8W2b881mNftorowRnXhlefU43JRmZ9LZf6V9628bhfLSgrmPFaYk01hztX/fTJNk7xwkLzwtTtJmaZJWSwy5zGf23XNewC3xMcnXQXnO49ec1lsVHSWRScSifDDH/6QVatW4ff7Z3sgGobBv/23/zbD0YmIZFYoFGL37t00NjaSl5eH0/mHVODBBx+ksrLyhtopKCigqKgIh8MxZ8TL2NgYXq8Xt/sP69EFg0Gmp6dJJBI3Favf78bj+ezs2zDATM5gOUycThM7rWz9VjOdDkzTxO93Y3ML1vcyYDqduLymldPE0hXYLedwOnCYJoGA97oXvCo6i4jceeYrfxQR+TLyeDx0dHTwV3/1V1RVVeHx/GEd4JqaGnbt2vWFj2EYBiUlJTz55JO0tLQwPj6Ox+OhoqKC0tJS0uk0X/va12htbSWRSBCNRqmqqtJsEyIisuCo6CyLimEYxGIxUqkUQ0NDjI+Pzyk6i4jc6YLBIJFIhHg8Tl9f32wvaYB4PH7D7XyyqPxJhmFgf2rdJ8uyME3ziumjryeVSpNKWdfZy8BlW7NrIKmL6K1nW5df33QyjcX1Xp+bZxgGtmHf2jXEZI7fv6bJZPqGzvflqb9EROROMV/5o4jIl5HH4yEajTIxMcHAwABOp3P2M3A+Rz47nU4KCwspLCy86raqqiqqqqqu8psiIiILh+4YyaLz1a9+NdMhiIgsWJs2bWLFihVX3VZUVPSF28/NzWVycpKZmZnZx4aGhggEAlesAXg9iUSaRCL9mfsYBpiOy+tMWZYNt2i9KfkE6/L5TiTSXLdPwOdgmmC7IW3ZWGkbSxNs33Jp6w/mki0AACAASURBVHLHjXgiiXWd19QwIBC4PXGJiMjCcKvzRxGRhaykpIRvf/vbV92mkcYiIiJzqegsi05RURHvv/8+o6Ojs6N1UqkUfX19/Pmf/3mGoxMRyaxIJEJnZyft7e2z011blsXQ0BAPPvggtbW1X6j9ZcuWYds2R44coaysjEQiwYEDBygtLSUajc7HU5AF4laVgj850Fbl5tvrRs63Bp6LiNx5bnX+KCKykPn9ftxuNydOnGBqamp2Zq/JyUkKCwt59NFHMx2iiIjIgqGisyw6zz33HIcOHcLhcDAzM0M4HObs2bOsWrUq06GJiGTcnj17eOONNxgdHSWZTOLz+ejr6yMSibBjx44v3H5hYSGPP/44H374IX/5l3+JZVn4fD62b9+uorOIiIjIl9Ctzh9FRBay1tZW/vmf/5mWlhZs28YwDFKpFFNTUzzxxBOZDk9ERGRBUdFZFhXbtnnhhRf49//+3zM9Pc0bb7zBd77zHV599VVGRkYyHZ6ISMYdOHCA4uJiNm7cyJEjR1izZg2jo6OcP3/+c7f5ve99j5ycHLKysnC5XGzfvp3i4mL6+/uBy9ORlZWVXXMdaBERERFZuG5F/igi8mXR3t5OZ2cnjz76KG1tbUxNTbF8+XIOHjw4O8OiiIiIXGZmOgCR+TY6OsoDDzzAtm3bGBsbY/369XznO9/h3LlzmQ5NRCTjJicnaWho4J577sHv91NeXs6TTz6J0+lkfHz8c7W5fv16ampqZovKWVlZrFy5kvvuu4/77ruPpUuX4vP55vNpiIiIiMhtcq380eFwfO78UUTkyyKZTBIKhdi1axfV1dX4fD7uu+8+Vq9eTVdXV6bDExERWVBUdJZFJxKJMDAwQG5uLv39/UxOThKNRhkYGMh0aCIiGRcMBpmZmcHj8TAzM8Po6Ch+v594PD67Rp+IiIiIyO9dK3+cmZlR/igii57b7cblchGPx/F4PAwNDWHbNm63Wx1vREREPkXTa8uiYhgGu3bt4gc/+AE/+MEPWL58OX/913+Nw+GgoqIi0+GJiGTcqlWr2Lt3L5FIhJKSEt59910OHz7M2NgYfr8/0+GJiIiIyAJzrfxxYmJC+aOILHoFBQU4HA5++ctf0tDQwPT0ND/60Y8YHR2lpKQk0+GJiIgsKBrpLIvO17/+ddatW4fb7eb73/8+MzMznDt3jv/wH/5DpkMTEcm4zZs3s2PHDnJzc3nwwQcpLS2lvb2d7du3U11dnenwRERERGSBuVb+uGPHDuWPIrLolZWV8eijj1JdXc3SpUvZuXMng4ODBINBHnzwwUyHJyIisqCo6CyLzsjICMePH8fv99PR0cGpU6dob2/Htu1MhyYiknFTU1OcP39+dmrEs2fP0tLSwuTkpD4nRUREROQKyh9F5E6WSCTo7Oyks7OTdDrNxYsXOXfuHAMDA/oMFBER+RQVnWVRsW2bn/3sZ+Tn5wPw3HPPsXPnTp5++ml+/vOfZzg6EZHM27t3L2NjY3i9Xt555x2CwSBPPfUUra2tdHR0ZDo8EREREVlgrpU/trS0KH8UkUXv0qVLHD58mHA4TGtrK01NTTz88MMUFxfzwQcfZDo8ERGRBUVFZ1l0Dh48yDPPPENHRwcXLlzgm9/8Jl/96lc5duxYpkMTEcm45uZmVq1aRSAQoKWlhdWrV/P1r3+dZDLJ6OhopsMTERERkQXmWvljIpFQ/igii97g4CCpVIr169dz6dIlvF4v3/jGN1i6dCltbW2ZDk9ERGRBcWY6AJH5lkqlyM7OZvfu3ZSXlxOLxejo6MDlct10W7ZtMzo6yk9+8hO+8Y1vUFNTg2VZXLx4kRdeeIHe3l5CoRAPPPAAGzZsACCdTnPgwAHeeOMNJiYmKCoq4sknn6SiomKen6mIyM1Lp9P4fD5aWlpwOBwUFhZi2za2bWMYRqbDExEREZEF5lr5IzDv+aNlWbz00ksMDQ3xwAMPUFxcPK/ti4jcLMuycDgcTE1N0dnZSUlJCX6/n3g8jsPhyHR4IiIiC4pGOsuis2nTJv7bf/tv/OIXv+Dxxx+nra2NH/7wh+zcufOm2rEsi+bmZn74wx/y4osvMjQ0hG3bjI2N8T//5/8E4L777iMWi/GTn/yEtrY2LMuiqamJZ599loqKCu655x6mpqb40Y9+RCKRuAXPVkTk5ixbtox33nmH//N//g9FRUW43W5+9rOf4XK5iMVimQ5PRERERBaYa+WPbrd73vPHw4cP86tf/Yp9+/YxPj4+r22LiHwesViMVCrFj370Iy5dukRdXR3vvfceBw4coL6+PtPhiYiILCga6SyLimEY/Omf/il79uxh6dKlPPTQQ0xMTFBbW8vjjz9+w+1YlsX+/fv5xS9+QUVFBdPT08Dlkc+HDx+mpaWF//Jf/gvFxcX09fXR2NjI7t27+eM//mNeffVVgsEgTzzxBMFgkOrqav7Tf/pPHDlyhE2bNt2qpy4ickPuv/9+gsEgAwMD3H333UQiEQoKCli3bh1lZWWZDk9EREREFpjblT92dHTw+uuvY1kWXq933toVEfkiqqqqeOKJJzh9+jTFxcWsWrWKCxcusHnzZrZv357p8ERERBYUFZ1lUTEMg+rqaiKRCKZpkp2dTSAQ4OmnnyY/P/+m2srJyeGrX/0qlZWV/PSnPwUuF6NPnDhBeXk5paWlAESjUVasWMHBgwf57ne/y7Fjx9i2bRvhcBiA8vJyioqKaGxsvOmis2HAx7OWyR3CMMDg8pfcPsbH3673nlsMs08XFBSwa9cukskkgUAA27bZtWsXfr9fN/dERERE5Aq3I3+cmprixRdfJDc3l7q6uls6ynkx5PRfSobO/Z3qy/66B4NB1q5dS11dHW63G6/XS1ZWFitWrCA7OzvT4YmIiCwoKjrLomMYBpFIZPZnn8+Hz+e76TaqqqpYunQpyWRy9nHbthkeHiYnJ2fOvtnZ2QwODs5u/+Txf799aGjoJmOAYFAFoDuRjc3E1DROp4nL1ioIt5rTdOB0mrhdDrxe9+z6dNdiml/+1yQQCMz5+ZOfWSIiIiIin3Yr80fbtnnttdcYHx/nscceY//+/UxMTHyutvx+N17vZ+fzhmFgJKaxnA6cTgdY6ul9q5lOB6ZpkpXlwVYXa/kS8ng8eDye2Z9DoVAGoxEREVm4VHQWuQrDMOYkk5983DRNLMua87hlWTidl99OpmmSTqevuf1mxOOpm/4dWQQMG8sCy7JJp3UD5FYzsT4+1xbxVPK6swu4XCYul+P2BCciIiIissgdOXKEo0ePsmPHDmpqajh8+PDnbiuZTJNKWZ+5j2GAy7awrMtftq65bj3LxrZtkokUlq2i853I7dYtaBERkTuB/sUXuUnFxcXs2bNn9mfbtunq6qKkpATDMCgqKqKrq2t2u2VZdHd3s27dups6jm1DIpHS9Np3INMBlm1jWTaW/gLccmnLni3wp5M38p5zcpOTJ4iIiIiIyDW89957HDlyhO7ubnbv3k1LSwtjY2MMDg7y53/+59TV1d1wW8lkmkQi/Zn7GAaYDgv74+sAXXTfepZ1+XwnE2mu0ydAFqEv+/TaIiIicuO+/HOEitxGpmmyceNGOjs72bNnD8lkkqamJj744APuvfdenE4nO3bsYM+ePTQ3NxOPx9mzZw8DAwNs3Ljxpo+na987k17220/nXEREREQkMx566CH+4i/+gm9961t85StfoaGhgdLSUnbs2EFeXl6mw5N5pOuuO5PubYmIiNw5NNJZ5CYYhkFNTQ1/9Ed/xPPPP8+LL76IZVls376d7du343A4uOeee2htbeUnP/kJtn15Cql/82/+DeXl5ZkOX0RERERERGRBqaurmzOa+eLFi6RSKdatW0c0Gs1gZCIiIiIicjNUdBa5DqfTyY9//GNqa2sxDAOv18uTTz7JihUrmJycxO12U1FRQU5ODgCxWIxnnnmGS5cukUgkCAQC1NbW4nK5MvxMRERERERERBa2++67jw0bNlBSUpLpUERERERE5Cao6CxyHb8fvfx7hmEQDoevuUazaZoUFRVRVFR0u0IUERERERERWRTKysoyHYKIiIiIiHwOWtNZREREREREREREREREREQ+NxWdRURERERERERERERERETkc1PRWUREREREREREREREREREPjcVnUVERERERERERERERERE5HNzZjoAEREREREREREREZE7mW3bnDx5kr1797J69Wq2bt3K+Pg4Bw8eZO/evUxOTlJdXc39999PbW1tpsMVERG5gkY6i4iIiIiIiIiIiIhkUHt7Oy+++CJvvvkm3d3dpFIpDh06xO7du6muruaee+5hcHCQ559/nv7+/kyHKyIicgUVnUVEREREREREREREMmRkZIT9+/dz7tw5YrEYAP39/Rw/fpxgMMjjjz/Orl272LhxI8PDwzQ2NmY4YhERkSup6CwiIiIiIiIiIiIikgGJRIKPPvqIpqYmtm7dSk5ODgDDw8MMDw9TVlZGTk4OXq+X0tJSvF4vLS0tn+tYhnH97QZ8/E1uG+Pjc6/zfsfRay6LjdZ0FhERERERERERERG5zWzbpqmpiYMHD7Jy5UpisRgXL14EIB6Pk0wmycrKmt3f7XbjcDiYnJy86WO5XE5CoeuPQTPSSVIOE6fLgW1rzNqtZjgdOBwmLq8Lj8Od6XAkA5xOvc9k8VDRWURERERERERERETkNuvs7OT9998nFAqxY8eOOSOYDcPAMAwsy5p9zLZtABwOx00fK522mJlJ8HETV2UY4CANloWVtrDSn7GzzAvTtLAsm2QyTSqZnH2N5c5gGODzuTFNFZ5lcVDRWURERERERERERETkNmttbeWtt97CsizOnDnD8PAwnZ2dnD17llWrVuHxeBgaGprdf3JykkQiQSQSueljWZZFPJ7+zH0MA9ymhWmBZdkqgN4Glm1jWzaplEXCSn1mpwBZnDweveiyeKjoLCIiIiIiIiIiIiJym9XV1fGf//N/JpVKYRgG586dY+/evSxZsoQHHniAxsZGDh8+zIkTJyguLuajjz5ibGyM5cuX35J4bBtU/socFZxF5MtORWcRERERuaMMdnRxZt8hRnr7MU2TguoK6rduwOP3Mz44zKn39zPY0YVhmhTXVlG/dSMurwfDMOa0k5iJc+rdffRcuEgqmSI7L5eGbRvJKczHNE3SqRRNHx6i/cw5kokE2bFcVtyzhXAsFxs49tZeus624PZ5WHnvdmLlJZimyeToGId+9zqbnnoUt9d7xXFFRERERGRxiEajRKPR2Z9dLhenT5+mqqqKVatWEQwGGR0d5W//9m+xLItgMMh9993H0qVLMxi1iIjI1anoLCIiIiJ3jPjUNO//6rfESotZvm0T6VSKE3s/wOF0UrNuNR/88jf4QyHqt2wglUxycu8HuLxelm5Yi9PtmtPWsbfepa+1jSV3r8Hl9XHp+Gk+fP53PPC97+DxeTmx5wPaTjWxdMNaPH4f5z86zoEXX+HeP3qa4e5emg8eZfX9O+m/1M6xN/dyzzPfwPS4OfbWu2Tn5+JwKlUXEREREbmT1NbW8sd//MeEQiFM06S8vJyvf/3r9PT0kEwmCYVCFBcX4/f7Mx2qiIjIFXQnS0RERETuGE63i9X37SCnMI+snDDjA0PMTE4zMzFJ+6kmxoeGWfvILqIlRdhpC6fbjTeQhWGaV7RVsaKekrpaYiVFpNMWHWfOMT44hG1ZxKemObn3A9Y+vIvK1ctxut0EcsIMtHdhOkzi09PEp6YpqK5gZmKS7vMXsW2LngsXGe0bYMXOrTicTo1yFhEREblBSptuL00DfGuEQiFCodDszy6Xi6KiIoqKijIYlYiIyI1R0VlERERE7hgOp5PS+qUYpsE7z/0LA+1dYNuUr6jj7P4jhHKjtJ0+y0evvIVhmhTWVFJYU4HpuLLonFtahG3bnDv4EWc+OMj44BAr792G0+2iv62D+NQ0GAbv//OLTE9MEs6PsXTTekyHg1hpMXnlpez9x1+RTqep27IBbDj6xl7qttxNVnZQBWcRERGRG+R0m6QNK9Nh3FGcmKTiOuciIiLyByo6i4iIiMgd5fcF5KUb11KybAlnPtjP2f1HGO0bYLCrh0hhPnVbNjA9PsGp9/fjcLmuOr22YRgYhkF+eSneLD+XTp7h/OFGyhuWMTk8SiqRpO3kGWrWrsZ0OGg+9BFHdr/Bzm9/HW8gi7sff4ip0TFMp4OcgnyaDzcSiITxZ4f44NcvkZyJU9awjKrVyzEdjkycKhEREZEFzzDAMi3ODnQxHp/G1hDcW87rcrMivwzD0IhnERER+QMVnUVERETkjlRUU4WVtjBNg/f+5UVCuVHcXg/Vd60kpzCfVDLFYFc3LUePU33XyiuKzr8Xzo+RnR8jWlzIS3/zf9He1IzH7yOdSlOxsoGyhqU4nE68AT+/+/HfMdY/QLSkiJyCPHIK8gCYGBqh5ehxNn/1MY6+sZfsWJSy+mUc+t1rRArzySnIu+oU3yIiIiICNtA/MUb/5BiWqqC3XNDjpSG/BNMwL598EREREUB3rkRERETkjjHU3cs7z/0LU+PjYBg4XE4CkTCpRJJAOBunx40/nI3pcOD2esgKZzM9MXnVETMf/PK3XDp5BsuyME2TYCQH03SQTqUIRnMwDINgJAeHy4XpcJAdyyWdTJKMJ65o6+gb71C5ajnZeTHaT5+lsKaKkqU1WGmLoe5ejdgRERERuY60bZGyLNK2vm75l6VptUVERORKKjqLiIiIyB3Dm+Wnp6WV0+/uJzE9w9TYOKff309BdQU161czNTrG+cONJONxxgaGuNh4koKqchzOK6e3TiYTHHvzXcYGhkglkzTtP0xiZobCmkpyi4vILS3ixJ4PmBobJxlPcOrdfQTCYUK50TnrNXeePc/0xCSVqxpwOJ24fT4mh0dIxOPMTE7i9noAre8sIiIiIiIiIiILl6bXFhEREZE7hjeQxfrHHqT50FFe+7//AcN04A8FWffILiJFBWz4ykO0njzDxWMnsdIWoWiEhu2bcbrdDHZ1c+DFV9j01ccIx3JZec82jr2xh/f++QUAnG436x97kGhRAU63m63/+glOvrePPc/9klQyidPpZONTj+ALZs0WnZPxBMfefo+V92zFFwxgGAZrHtjJmQ8O0rTvEIXVleSWlWCYKjqLiIiIiIiIiMjCpaKziIiIiNwxTNOkfHkdOQV5xKemMQwDXzBAMJqD6XBQs341eRWlJGbiYEBWKEQwGsEwDAI5YdY8cA9Z2SEwDHLyY9z18C6mxsawLRuX10N2LIrT7cYwDPIry/AFA0xPTGKl03h8XrLzYpiOP4yadjidlwvehQWzazZX37WSSFEBVipNVjiEL8s/Z2S0iIiIiIiIiIjIQqOis4iIiIjcUVweN9Hiwqtuc3u95JYWX3Wbx+ejsKbyDw8YBtmxKNmx6FX3Nx0Owvkxwvmxa8ZiOkzyykuvOE5BZfl1noWIiIiIiIiIiMjCoTWdRURERERERERERERERETkc9NIZxEREZl3TU1N/PznP6ezs3N2WuDa2lqefvppyss1glNERERERERERERkMVHRWUREROZdc3Mzk5OTPPbYY5SVlQEQCASIxa49zbCIiIiIiIiIiIiIfDmp6CwiIiLz7tKlSxQUFLB27drZorOIiIiIiIiIiIiILE4qOouIiMi8siyLS5cuMTQ0xP/6X/+LdDpNZWUlX/nKV6isrMTpvLH0wzAuf9n2dfaZp7jlJhg39vp8rqYNsC8fAoPLf5Zby+DGz7ehN5yIiIiIiIiIiFyFis4iIiIyr6ampsjKyiIcDrNp0yacTidvvvkm//AP/8B3v/tdampqbqgdv9+Dz3fdEhgkpkg7HbhcDuz0F49fPpvpcuJwmAQC3ltUgTSYSs3g/Pg1tea7qi1XcLocOBwmwZAv06GIiIiIiIiIiMiXlIrOIiIiMq+8Xi9/8id/gsPhIBKJ4HA48Hq9/M3f/A3t7e1UVlbicDiu2048niSZtD5zH8MAN2mstEU6ZWFbqjrfanYqjWVZJGcSpK35LzqbJqRNi3T68pdlf/bfAfni0mkLy7KZnk5gXed0GwaEVJwWEREREREREZFPUdFZRERE5tXQ0BCnTp1ixYoVeDweDMMgEomQTqdJp2+8KJxKWSSTn72/YYDTYWPb9uURsRoUe8vZto1tQSppkboF9WDDADxg2TaWZaOS861nWZffP8lk+oaKziIiIiIiIiIiIp9mZjoAERERWVxM0+Stt97i17/+NT09PYyMjPDaa68RjUbJz8/HNJV+LAa3o76vPgS3142cb812LiIiIiIiIiIiV6ORziIiIjKvwuEwjz76KK+//jr/9b/+V2zbJhKJ8LWvfY2qqioMDZUUERERERERERERWVRUdBb5HNLpNB988AHPPvssLpcLuDyyb+PGjfzpn/4pZ8+e5bnnnqOrq4twOMyTTz7Jjh07Mhy1iMjt4XQ62bBhA5WVlYyNjWHbNoFAgIKCAnw+rQUrIiIiIlfq6+vj5Zdf5qOPPiIej1NVVcUTTzxBTU3N7HW3iIiIiIgsXCo6i3wOlmVx9OhRcnJy+P73vz/7eDgcZnh4mB/84Ads2rSJp556iqamJn784x9TWlpKVVVVBqMWEbl9fD4f5eXlmQ5DRERERL4Ekskkzz33HENDQzz22GNkZ2fz5ptv8k//9E8888wz1NTUZDpEERERERG5DhWdRT4Hy7I4ffo0GzduZNWqVbOPp1IpXn31VYaHh/nGN75BJBKhsrKSQ4cO8dJLL/Ef/+N/zGDUIiIiIiIiIgvP6OgoU1NT3HvvvWzevBmXy0U8Hufv/u7vGBgYUNFZRERERORLQEVnkZtk2zb/f3t3HiVFfe///1VVvffs+wLDDLIJCCqrCERc2ElUFDWbcblXr1eTqDH3l3vP8apJzjcxxotb4pIYNcoqqyi4IIKAMMgmu4rDvg+z93RPL/X7A5k4AjqMzPQMPB/nzNHTXf2pd3XTn35Xvevz+USjUW3atEl+v1933XWXJKlPnz71I5sLCwuVkZEhSUpKSlK3bt20cuXK096XYUi2fUbDRytnGF/+xTuQc4hx/O/L//mm7xxLEQMAAABnXlJSkm699ValpKTI4/HIMAzt379fTqdTLper0e0cP5/6tpyetD4OjMZ9Pk1q2pBs/evcjssozc9Q499vzqMBADh3UHQGmqCqqko5OTnq2bOnLrzwQpWVlWnKlCnav3+/gsGgkpOTG2yfmJioioqK09qHYUjJyb4zGTbaiJhiqq4Oyum05LSteIdz1nOYphxOSy6XQx7vt1/QMk3OmAEAAIAzyeVyKT8/X9KxG70XL16sBQsWaNCgQSooKGh0Oz6fW17vt29n1AUUdVhyOi3Z0aZGjcYynQ5ZlqnEBI9swzzj7RuGVBMOyvHlZxrj7v1m53Baxz7TJK5bAQCAf6HoDDRBamqq/vjHPyo1NVXJycmqq6tTbW2tfve732nYsGGKRhuetUYikdO6O/u4mprgmQoZbYl5bAr3aCR2wr8lnHmGLUWjMUXCUQVCIdnfcoHC6XTI73e3UHQAAADAuSMUCmnOnDlasGCBLrnkEo0ePVqpqamn8fqwwuFvPocyDEMuRRWLxhSJxKQY51zNzY5EFYvFFKqtU7QZ6sGGYShqxRSNHvuL2bEzvxM0EI3GFIvaCoS//RxaYlAFAADnCorOwGmybVt79uzRqlWrdMMNN8gwDLndbqWlpam2tlZFRUVatGhRg+337t17WndnH3udFInEmF77HGRaUsyWYratGJ9/s4vZtuyYrWjMVjQc/dbvnGlyAQMAAAA408rKyvTSSy9p8+bNGj16tIYOHar09HRZVuNnf4pEYgqHvzlfNwzJYdmy7WN/zMXc/Gzblh0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"text/plain": [ "" ] }, "execution_count": 80, "metadata": {}, "output_type": "execute_result" } ], "execution_count": 80 }, { "cell_type": "code", "metadata": { "ExecuteTime": { "end_time": "2025-06-13T12:37:36.741047Z", "start_time": "2025-06-13T12:37:36.506903Z" } }, "source": [ "plt.figure(figsize=(12,9))\n", "graph=sns.scatterplot(x='worst_concave_points',y='worst_radius', data=train[['worst_concave_points','worst_radius',target]],hue=target,s=100)\n", "graph.axvline(0.14)\n", "graph.axhline(16.76)\n", "plt.scatter(data=pd.DataFrame(i2e,columns=features),x='worst_concave_points',y='worst_radius', marker='o',color='r', s=200)\n", "plt.title('Decision boundary created by LUX for particular instance without SHAP support')\n", "plt.show()" ], "outputs": [ { "data": { "text/plain": [ "
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" }, "metadata": {}, "output_type": "display_data" } ], "execution_count": 81 }, { "cell_type": "markdown", "metadata": {}, "source": [ "## With SHAP\n", "You will see that the result is almost the same, but now the explainer uses the same set of features as blackbox model, minimizing the Rashomon effect" ] }, { "cell_type": "code", "metadata": { "ExecuteTime": { "end_time": "2025-06-13T12:37:36.900676Z", "start_time": "2025-06-13T12:37:36.763923Z" } }, "source": [ "import shap\n", "shap.initjs()\n", "# this takes a minute or two since we are explaining over 30 thousand samples in a model with over a thousand trees\n", "\n", "\n", "explainer = shap.Explainer(clf)\n", "shap_values = explainer.shap_values(train[features],check_additivity=True)" ], "outputs": [ { "data": { "text/plain": [ "" ], "text/html": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "execution_count": 82 }, { "cell_type": "code", "metadata": { "ExecuteTime": { "end_time": "2025-06-13T12:37:37.152696Z", "start_time": "2025-06-13T12:37:36.933077Z" } }, "source": [ "shap.summary_plot(shap_values,train[features])#, features=None, feature_names=features, max_display=None)" ], "outputs": [ { "data": { "text/plain": [ "
" ], "image/png": 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Mrkc///wz48aNY9WqVQWqP09CQoJd0ElPT+ezzz7jySefpGTJkk7//PMj73fgysuj/vnPf/LGG2/Y9SggIAAPD49rLnkTEREREefd8pu3GzVqxJIlSyhRooTtnoB69erh5ubGb7/9xsCBAy/vwN2d8ePH89prrzFw4EC6du2KwWBg/fr1pKWlMW3atBte6vLEE09Qp04d5s+fz6lTp6hWrRqnT58mMjKSKlWq0KBBA+B/1+FHR0eTnp5O+/bt830s3bt359NPP2XixIn06tWLKlWqsHv3bnbv3s3EiRNxd3enW7dubNy4kdmzZ/PLL79Qq1YtEhIS2LBhA7Vr17Y9TSq/qlevTo8ePYiIiCA1NZX69evz66+/smbNGtq1a0ft2rU5e/YsERERvPzyyzzzzDO293scPnwYNzc3243seZo1a4a3tzfffPMNAwcOtOvro48+Sr9+/YiIiCArK4tmzZpx9uxZIiMj8fb2JjQ0tED15/H09GTUqFH079+fokWLEhUVhcViYfTo0YDzP//8yPvZf/7551itVjp37szzzz/P1KlTCQ0NpXXr1litVj777DMuXbpk9/QuEREREbk9bjlYBAcHs2TJEurUqWM7MSxevDg1atTg8OHDtk/kAVq1asXcuXNZvHgxixcvxt3dndq1azNp0iTq1q17w/0YDAZmzJjB4sWL+frrr/nkk08oUaKE7b0Jedfn169fnzZt2vDVV1+xb98+WrRoke97CfJesjd//nxiYmL4448/qFy5Mm+99Rbt2rUDLp9Af/DBByxatIitW7fyxRdfUK5cOQYPHsyQIUOu+7jUG3n11Vd56KGHWLt2Lbt27aJcuXK2917A5fD2+uuv89FHH/Hee+9RsmRJAgICWLp0KW+99RZ79+61216RIkVo3rw5n332ma3uK40bN44qVaqwZs0a5syZQ/Hixalbty7Dhw+33UhdULVr16Zdu3YsWbKEc+fO8cQTT/Duu+/aXW7lzM8/P6pUqULfvn3ZuHEjCQkJBAUF0a1bN9zd3YmMjGTevHlYLBZq1qzJnDlzdBmUiIiIyB1gsN7KtUMiXH7zdsWKFVm4cKGrS7nj6i3PJT7V1VWIyL3s2QBY2dkd6o2F+KOuLkdE7lV1H4G4WWRkZJOb6/gpmQYDmEwlSEv747Y8Faps2fy9D8O5a1BERERERERw4lKowi4tLS1f47y9vfH29r7D1dwbzp8/f819G9djMpnucDUiIiIici+5b4NFfm/eDgkJ4aWXXrrD1dwbVqxYwaJFi/I1NjY29g5XIyIiIiL3kvs2WMybNy9f4/z8/O5wJfeOTp06Feh9HBs2bLhzxYiIiIjIPeW+DRZ5j6GV/PP398ff39/VZRRKNX0NgJ5zICK37mEfw+W/1NS/syLihEL8b4ieCiVyE2aLFaObwdVliMh9wGq2YDDquSki4hxrrpkzWRewWByfxrvqqVD37YyFyO1idDOQlnZWb+y+SunSxcjIyHZ1GYWO+uKY+uKY+uKY+uKY+uLYg9gXi8V63VDhSgoWIvmQm2vGatWsRR7DX60wmy235ZOQ+4X64pj64pj64pj64pj64pj6UrhoPlZERERERJymYCEiIiIiIk5TsBAREREREacpWIiIiIiIiNMULERERERExGkKFiIiIiIi4jQFCxERERERcZqChYiIiIiIOE3BQkREREREnKY3b4vkg7u7EaNROfxq6olj6otj6otj6otj6otjd7MvFosVi0Wvs5b8M1itegG6yI2YLVaMbgZXlyHyQLKaLRh0giniEtZcM2eyLhTqcGEwgMlUgrS0P9AZ7f/c7r6ULVsiX+M0YyFyE0Y3A89tMnM4Xf9iidxNHR428FYTIzw3Cw4nu7ockQdLTX8MH4/Fzc1QqIOFFC4KFiL5cDjdSnyqq6sQebAElPnrZOZwMsQfdW0xIiJyU5pfFhERERERpylYiIiIiIiI0xQsRERERETEaQoWIiIiIiLiNAULERERERFxmoKFFFh2djYZGRmuLkNEREREChEFCymQw4cP06tXL44cOeLqUkRERESkEFGwkAJJSkri999/d3UZIiIiIlLIKFiIiIiIiIjT9ObtQqp///4ArFy50rYsOjqad955h1GjRvHCCy/Ylg8aNAhPT08WLlxIfHw8ixYt4uDBg1itVmrVqsWwYcOoV6+ebXyXLl1o0KABZrOZLVu24OPjw4oVK/Dw8GDWrFns27ePM2fOUK5cOVq3bs2wYcPw8vIiLCyMRYsWATB8+HAqVqzIhg0bCnRcP/30E0uWLOH7778nKyuLkiVLUr9+ff7xj39Qvnx5AMLCwvjwww+ZOnUq06ZN48KFC4wZM4YePXqQlZXFggUL2LFjB5mZmfj5+dGzZ0/69euHwWAo0H5ERERE5PZRsCikgoODWbZsGRkZGZQuXRqAffv2ARAXF2cLFllZWSQkJPD3v/+dnTt3Mn78ePz8/BgyZAgGg4F169YRGhrK9OnTadasmW37mzdvpnLlyowdO5b09HR8fX0JDQ0lMTGRZ599FpPJxMGDB/nwww/JzMxk0qRJtGzZkrS0ND755BMGDx5MrVq1CnRMSUlJvPjiizz00EO88MILFC1alB9++IFNmzaRlpZGWFiYbWxubi5vv/02AwYMICcnh3r16nH+/HlCQkJITU2ld+/elC9fnn379jFz5kz++9//MmHChALvR0RERG7sis/tCp282gpzja7gqr4oWBRSwcHBhIeHExsbS5s2bbBarcTFxVGuXDm+//57LBYLbm5u7N27F4vFQsOGDXn55ZcpW7YsK1asoHjx4gD07NmTvn37Mm3aNIKDg3F3v/wjv3jxIrNnz6Zs2bIAnDlzhn379jFmzBgGDBgAQLdu3bBYLKSkpABQrVo1AgMD+eSTT2jQoAFBQUEFOqaoqCgMBgMLFizAx8cHgB49enDp0iW2bNlCZmYmpUqVAsBisTBgwAAGDRpkWz8sLIwTJ06wYsUKHn30UQB69erFvHnzCA8Pp3v37lSvXr1A+xEREZHrK126mKtLyBdf3xKuLqFQutt9UbAopB5//HFKlizJvn37aNOmDUlJSWRkZDB69GjmzJlDYmIiAQEB7N69m4oVK3Lp0iVOnz7NqFGjbKECoHjx4vTu3Zu5c+eSkJBAYGAgAP7+/rZQkTfO29ub6OhoKlasSMOGDfH29uaNN964bcf06quvMnz4cNvJPsC5c+fw8vIC4M8//7Qbf+XlWwDbtm2jatWqmEwmMjMzbcubNWtGeHg4X3/9NdWrVy/wfkRERMSxjIxszGaLq8u4LoPh8slzevofWK2urqbwuN19MZnyF1AULAopo9FIgwYNbJc/xcbG4uPjQ7du3Xj//feJj48nICCA7777jmbNmnHy5EkAKleufM22qlSpAkBKSootWJQpU8ZujKenJxMnTmTq1KlMmDABDw8P6tatS6tWrejUqRNFihRx+pgMBgNZWVmEh4eTlJREcnIyKSkpWP/6jbdY7P/hurrG5ORkLl68SOvWrR1u/9SpU7e0HxEREbm+e+GE3Wq9N+q82+52XxQsCrFGjRoRExPDqVOniI2NpV69epQoUYLq1asTFxfHU089RWpqKo0bN+bcuXPX3U7eCbWHh4dtmZvbtQ8Ea9++PQ0bNmTHjh1888037N27l7179xIVFcWHH35o+8T/Vu3atYtx48ZhMpl46qmnaNSoEY899hjffvst4eHh14y/ukaLxUKdOnUICQlxuP28GZiC7kdEREREnKdgUYg1atQIg8HAvn37OHDgAEOHDgXgySef5LPPPmPPnj14eXkRFBREYmIiAMeOHbtmO8ePHwe44dOQsrOzSUxMpGrVqnTt2pWuXbuSk5PDf/7zH1atWsWePXvsbv6+Fe+++y5/+9vfWLFiBUWLFrUt/+KLL/K1fsWKFTl//jwNGjSwW3727Fn27t3LQw89dFv2IyIiIiIFp/dYFGK+vr4EBAQQFRVFVlaW7Z6DJ598koyMDKKioqhfvz5eXl7UrFkTk8lEdHS03ezFuXPniIqKwmQyUbNmzevu65dffiEkJIT169fblnl4eFCjRg3g8qVZ8L9ZBOstzKtlZmZSsWJFu5P91NRUtm/fDoDZbL7h+s2aNSMxMZFdu3bZLV+yZAmvvvqq7W3gzu5HRERERApOMxaFXKNGjViyZAklSpSgWrVqwOWbmt3c3Pjtt98YOHAgAO7u7owfP57XXnuNgQMH0rVrVwwGA+vXryctLY1p06Y5vPwpzxNPPEGdOnWYP38+p06dolq1apw+fZrIyEiqVKlimyXIe/RtdHQ06enptG/fvkDHEhMTw9tvv81jjz3GyZMnWbduHefPnwcuz5rcyKBBg9i2bRvjx4+nZ8+ePPLIIxw4cIDPPvuMRo0a0ahRo9uyHxEREREpOAWLQi44OJglS5ZQp04dWzAoXrw4NWrU4PDhwzRu3Ng2tlWrVsydO5fFixezePFi3N3dqV27NpMmTaJu3bo33I/BYGDGjBksXryYr7/+mk8++YQSJUrQsmVLhg8fbrs/o379+rRp04avvvqKffv20aJFi3zfe/Haa6/h7e3Nzp072bRpE+XLl6djx460aNGCF198kb179xIQEHDd9X18fFi6dCkLFixg69atnD17lgoVKjB06FAGDRpk64+z+xERERGRgjNYb+WaFpEHTL3lucSnuroKkQfLswGwsrM71BsL8UddXY7Ig6XuIxA3i4yMbHJzC+/TFA2Gy49CTUvT42avdLv7UrZs/h43q3ssRERERETEaboUSpySlpaWr3He3t54e3vf4WpERERExFUULMQp+b15OyQkhJdeeukOVyMiIiIirqJgIU6ZN29evsb5+fnd4UpERERExJUULMQpV7+sTkREREQeTAoWIvlQ09cA6HETInfTwz6Gy3+p6e/aQkQeRPrvTm6BHjcrchNmixWjm8HVZYg8kKxmCwajHmAo4grWXDNnsi5gsRTeU0U9btYxVz1uVjMWIjdhdDOQlnYWo9Ho6lIKldKli5GRobeYX019cUx9cUx9cUx9cexu98VisRbqUCGFj4KFSD7k5pqxWjVrkcfwVyvMZos+IbqC+uKY+uKY+uKY+uKY+iL3As0vi4iIiIiI0xQsRERERETEaQoWIiIiIiLiNAULERERERFxmoKFiIiIiIg4TcFCREREREScpmAhIiIiIiJOU7AQERERERGn6QV5Ivng7m7EaFQOv5p64pj64pj64tj90he9pVlEFCxEbsJssWIylXR1GYVS6dLFXF1CoXSn+2I1WzDcgyej+n1x7H7pizXXzJmsCwoXIg8wBQuRmzC6GXhuk5nD6fqfpbheh4cNvNXECM/NgsPJri5H5LKa/hg+Houbm0HBQuQBpmAhkg+H063Ep7q6ChEIKPPXSdvhZIg/6tpiRERErnDvzaWLiIiIiEiho2AhIiIiIiJOU7AQERERERGnKViIiIiIiIjTFCxERERERMRpChYiIiIiIuI0BQspNIYNG0aXLl1uad2cnBxSU/U8WBERERFXUbCQQmPIkCGMGzeuwOulpKTQt29fvvvuuztQlYiIiIjkh16QJ4XG008/fUvr/fbbb/z3v/+9zdWIiIiISEFoxkJERERERJxWoBmLYcOG4e3tTbdu3QgLC+P48eP4+/szevRo6taty3/+8x9iYmIAaNiwIePHj8fHxweAI0eOMH/+fPbv309OTg41atQgJCSEhg0b2u1j69atrF69mp9//pmLFy9Srlw5WrVqRWhoKJ6engBMnjyZH3/8kSlTpjBnzhwOHTpEsWLFaNOmDaNGjaJIkSIFbkR2djZhYWFs27aNjIwM/Pz86NOnD7169bKN+fPPP1myZAmbN28mNTWVsmXL0rZtW0JCQmz7jI2NZfjw4cydO5edO3eydetWzp8/T2BgIKNHjyYgIMC2PavVyurVq1m7di3JycmUKVOGVq1aERISQrFixWx1hYeHs337dlJSUjAajVStWpXBgwfTrFkzAHr37o3RaCQiIsLumA4cOMDQoUOZNGkSXbt2BeDTTz8lIiKCY8eO4e3tTePGjRk5ciQmk6nAPevSpQv169cnMDCQpUuXkp6eTvXq1RkxYgRBQUF2Y+Pj41m0aBEHDx7EarVSq1Ythg0bRr169Wxjhg0bRkpKChs2bADy93PesGEDb775JgBvvvkmb775JrGxsQBER0cTHR3NiRMnKFKkCHXq1CE0NJRHH320wMcqIiIiIjdW4EuhfvrpJ6ZMmUK/fv0oXrw44eHhvPrqq9SoUQNPT09CQ0NJTExk7dq1eHp68sYbb5CYmMjQoUMxmUwMHjwYd3d3Nm/ezOjRo5k6dSpt27YFYN26dUydOpWmTZsyatQocnNz2bZtGytWrKBo0aIMGzbMVkdGRgYjR46kdevWdOjQgd27dxMZGYnRaGTs2LEFOqacnBxCQkI4cuQI3bt3p1q1auzZs4d33nmH8+fP8/zzz5OTk8OIESP48ccf6dy5M7Vq1eLQoUMsX76cAwcOEBYWhrv7/9o5depUypYty4svvsjZs2dZvnw5o0ePZuPGjXh4eAAwffp0oqKiaNy4Mb169eLEiRNERETw66+/MmfOHKxWK2PGjOHnn3+mT58++Pv7k5qaypo1axg/fjxr167F39+f9u3b88EHH/Drr7/y8MMP22rYsmULnp6etGrVCoAFCxawePFiWrVqRY8ePTh9+jSrV69m//79rFixglKlShX014HvvvuOzz//nL59++Lr68uaNWsYOXIk8+bN48knnwRg586djB8/Hj8/P4YMGYLBYGDdunWEhoYyffp0W0By5GY/57p16zJ48GDCw8Pp3r07devWBWDTpk288847dOrUib59+5KZmUlERAQvvfQS69evp3jx4gU+VhERuTmD4fas7+x27jfqi2Pqi2Ou6kuBg0VaWhqzZ8+mSZMmlzfg7s706dPJyclh0aJFGP46gqSkJL799lsAZsyYQZkyZfj4448pWrQoAH379iU0NJSZM2fSokULPDw8+OijjwgMDGTmzJm27fTq1YuuXbuybds2u2Bx9uxZXnnlFfr16wdA9+7d6d27N5s3by5wsFi/fj2JiYm8/vrrdOvWDYCePXsyYsQIli9fTv/+/Vm/fj0//PADY8eOpX///rbaqlatynvvvce6devsZjfKlCnD4sWLMRqNAHh6ejJ37lz27dtHo0aNOHr0KNHR0XTo0IF//etftvVKlizJggULSExM5NKlS8THx/Paa6/Rs2dP25jHH3+cUaNGsWPHDgYMGGALFjExMbYeWSwWvvzySxo3bkzx4sVJTk5m6dKlDBo0iJEjR9q21a5dOwYMGMCSJUtu6cbpU6dOMWPGDJo3bw5Ap06d6NGjB3PnziU8PJzc3FymT59O2bJlWbFihe2EvmfPnvTt25dp06YRHBxsF8qudLOfs7+/Pw0aNCA8PJzAwEA6duwIwObNm6lataptNgOgevXqzJkzh6SkJOrUqVPgYxURkRsrXbrYbduWr2+J27at+4n64pj64tjd7kuBg4WXl5fd5UuVK1cGoEWLFrYwAODn58ePP/5IZmYmcXFx9O3bl4sXL3Lx4kXbmObNmzN79mwOHTpEnTp1iIiI4MKFC3bbycjIoESJEly4cOGaWtq0aWP3dfXq1W2XYhXE119/TcmSJa951Okbb7zBpUuXMBqNfPXVVxQrVow+ffrYjenbty+LFi1ix44ddsGiZcuWtlAB2C6BysjIAGDXrl1YrVaee+45u+3169ePZs2aUblyZTw9Pdm+fbvdpV1msxmz2Qxg64mfnx+BgYFs3brVFiz2799Peno6HTp0AGDHjh1YLBaaNm1KZmambXsmk4kaNWqwa9euWwoWVapUsYUKgNKlS9OxY0dWr17NmTNnOHnyJKdPn2bUqFF2swTFixend+/ezJ07l4SEBAIDA6+7j1v5OZcvX57vvvuOhQsX0rFjR/z9/QkODiY4OLjAxygiIvmTkZGN2WxxahsGw+WTofT0P7Bab1Nh9wH1xTH1xbHb3ReTKX8BpcDBwsfHx+7T5byT5zJlytiNMxqNWK1WkpOTAYiMjCQyMtLhNk+dOnW5GHd3EhIS2Lx5M8eOHSM5OZkzZ84AULFixWvWK126tN3XHh4eWCwF/wctJSWFihUr2gUBgAoVKtj+fvLkSfz8/K75ZN3DwwM/Pz9SUlJuWFveenn15Y339/e3G1e8eHGqVatmt96aNWvYv38/J06c4MSJE7ZwduWxdujQgWnTpnHkyBGqVq3Kli1bKFGihO1E+sSJE8DlR7o6knd5VkFdeelVnr/97W9YrVZSUlI4efIk8L8AeqUqVaoAl3txo2BxKz/noUOH8sMPP7Bw4UIWLlxIlSpVaNq0Kd27d+dvf/vbzQ5LRERu0e06ubNab9+27ifqi2Pqi2N3uy8FDhZXn3znMVznIq68E8DevXvbfbJ9papVqwIwd+5cli1bRo0aNQgMDKRTp0488cQTTJs2zRY+ruTmdnseamU2m296zb31Bj8Vq9V6zYn5zWrLm3Xw8vK67pg//viDIUOG8Ntvv9GgQQOaNm1K9erVqVixIi+88ILd2DZt2jBz5kxiYmKoXLky27dvp2XLlrYb3vN+DrNmzbrhPgvKUSDJ21deuLyevO/dLNTcys+5fPnyrFq1itjYWL766it2797N8uXLWbVqFe+///41N5eLiIiIiHPu+HssKlWqdHlH7u40aNDA7ntHjx7l5MmTFClShJSUFJYtW0bHjh2ZMmWK3bi8WYs7pUKFCiQlJV2zfM+ePXz++eeMGDGCSpUq8cMPP5Cbm2s3a5GTk8PJkycLfM1+3mxIcnKy3af+aWlpzJw5k549exIfH8+vv/7KBx98wFNPPWUb8+OPP16zvVKlStGwYUN27NhBnTp1yMzMtF0GBf/7OZQvX54aNWrYrbtr165bvpk5b0bqSidOnMBoNFKpUiVycnIAOHbs2DXjjh8/bqvpdsv7edavX5/69esDl5+SNXz4cCIjIxUsRERERG6zO/4eC5PJxGOPPcaGDRv4/fffbctzc3OZMmUKEyZMIDc3l6ysLAAeeeQRu/W//fZbjh8/bvuE/05o0qQJ6enpbN++3W75ypUr2bFjB76+vjRp0oTs7GxWr15tNyYqKors7Gzbzez51bhxYwDWrFljt3zjxo3ExMRQpEgRW0+uDB5Wq9V2SdnVPWnfvj1JSUmsWrWKcuXK2T3KNa++ZcuW2c0i/Pzzz4wbN45Vq1YVqP48CQkJdkEnPT2dzz77jCeffJKSJUtSs2ZNTCYT0dHRnDt3zjbu3LlzREVFYTKZqFmz5i3tO0/eLNqVl0f985//5I033rDrUUBAAB4eHteddRMRERGRW3dX3rz9yiuvEBoayoABA+jduzc+Pj5s3ryZgwcPMnLkSEqVKoW3tzcVKlQgPDycixcvUr58eQ4dOsSGDRvw8vIiOzv7jtXXvXt3Pv30UyZOnEivXr2oUqUKu3fvZvfu3UycOBF3d3e6devGxo0bmT17Nr/88gu1atUiISGBDRs2ULt2bdvTpPKrevXq9OjRg4iICFJTU6lfvz6//vora9asoV27dtSuXZuzZ88SERHByy+/zDPPPIPZbGbLli0cPnwYNzc3zp8/b7fNZs2a4e3tzTfffMPAgQPtLiF69NFH6devHxEREWRlZdGsWTPOnj1LZGQk3t7ehIaG3lLvPD09GTVqFP3796do0aJERUVhsVgYPXo0cHmmavz48bz22msMHDiQrl27YjAYWL9+PWlpaUybNs3pS9ry7sH4/PPPsVqtdO7cmeeff56pU6cSGhpK69atsVqtfPbZZ1y6dMnuJnsRERERuT3uSrAIDAxkyZIlhIWF8dFHH5Gbm0vlypWZPHkynTt3Bi6foM6ZM4fZs2cTERGB1WrF39+fcePGYTabmTFjBocOHaJWrVq3vT4vLy/CwsKYP38+MTEx/PHHH1SuXJm33nqLdu3a2er74IMPWLRoEVu3buWLL76gXLlyDB48mCFDhlz3cak38uqrr/LQQw+xdu1adu3aRbly5XjxxRdt9080atSI119/nY8++oj33nuPkiVLEhAQwNKlS3nrrbfYu3ev3faKFClC8+bN+eyzz2x1X2ncuHFUqVKFNWvWMGfOHIoXL07dunUZPny47Ubqgqpduzbt2rVjyZIlnDt3jieeeIJ3333X7nKrVq1aMXfuXBYvXszixYtxd3endu3aTJo0yfbeCWdUqVKFvn37snHjRhISEggKCqJbt264u7sTGRnJvHnzsFgs1KxZkzlz5ugyKBEREZE7wGC90d21IjfQpUsXKlasyMKFC11dyh1Xb3ku8amurkIEng2AlZ3dod5YiD/q6nJELqv7CMTNIiMjm9xc5x83azKVIC1Njw+9kvrimPri2O3uS9my+Xvc7B2/x0JERERERO5/d+VSKFdIS0vL1zhvb2+8vb3vcDX3hvPnz19z38b1mEymO1yNiIiIiNxL7ttg0b59+3yNCwkJ4aWXXrrD1dwbVqxYwaJFi/I1NjY29g5XIyIiIiL3kvs2WMybNy9f4/z8/O5wJfeOTp06Feh9HBs2bLhzxYiIiIjIPeW+DRZXv4xPbs7f3x9/f39Xl1Eo1fQ1ALorTFzvYR/D5b/U1H+rUojo91FEuI+DhcjtYrZY+biTXqonhYfVbMHw8VhXlyFix5prxmLRBzAiDzIFC5GbMLoZSEs7qzd2X6V06WJkZNy5F1feq9QXx9QXx+6nvlgsVgULkQecgoVIPuTmmrFaDa4uo9Aw/NUKs9mi54ZfQX1xTH1xTH0RkfuN3mMhIiIiIiJOU7AQERERERGnKViIiIiIiIjTFCxERERERMRpChYiIiIiIuI0BQsREREREXGagoWIiIiIiDhNwUJERERERJymYCEiIiIiIk7Tm7dF8sHd3YjRqBx+NfXEMfXFMfXFscLSF4vFisWiV4CLyK1TsBC5CbPFislU0tVlFEqlSxdzdQmFkrN9sZotGArJyebtpN8XxwpLX6y5Zs5kXVC4EJFbpmAhchNGNwPPbTJzOF3/s5U7r8PDBt5qYoTnZsHhZFeXIw+Kmv4YPh6Lm5tBwUJEbpmChUg+HE63Ep/q6irkQRBQ5q+TusPJEH/UtcWIiIgUwP031y4iIiIiInedgoWIiIiIiDhNwUJERERERJymYCEiIiIiIk5TsBAREREREacpWDzgsrOzycjIcHUZNmFhYQQFBXHy5EkANmzYQFBQELGxsS6uTERERERuRMHiAXb48GF69erFkSNHXF3KddWtW5cpU6bw8MMPu7oUEREREbkBvcfiAZaUlMTvv//u6jJuyN/fH39/f1eXISIiIiI3oRkLERERERFxmoLFXdC/f3/69+9vtyw6OpqgoCA+/PBDu+WDBg1i2LBhAMTHxzNixAiaNm1KkyZNGD58OHFxcXbju3TpwtSpU3nzzTcJDg6mY8eOpKenc/bsWSZPnkynTp1o2LAhXbt25f333+fixYvA5XsZ3nzzTQCGDx9Oly5dCnRMYWFhNGrUiG3bttGuXTuaNm3K2rVrAfjpp58YP348bdu2pUGDBrRp04b/+7//4/Tp03bbSE5OZvz48bRo0YJWrVoxb968a/Zz9T0W17vnwtHyL7/8kueff56mTZvSrFkzRowYQXx8fIGOU0RERETyR5dC3QXBwcEsW7aMjIwMSpcuDcC+ffsAiIuL44UXXgAgKyuLhIQE/v73v7Nz507Gjx+Pn58fQ4YMwWAwsG7dOkJDQ5k+fTrNmjWzbX/z5s1UrlyZsWPHkp6ejq+vL6GhoSQmJvLss89iMpk4ePAgH374IZmZmUyaNImWLVuSlpbGJ598wuDBg6lVq1aBjys3N5e3336bAQMGkJOTQ7169UhKSuLFF1/koYce4oUXXqBo0aL88MMPbNq0ibS0NMLCwgBIT09nyJAhXLp0iWeffRZvb2+io6PJyspytt0AxMbGMnHiRBo1akTXrl35888/iYqK4u9//zurV6/W5VUiItdhMBSO/bu6jsJGfXFMfXHMVX1RsLgLgoODCQ8PJzY2ljZt2mC1WomLi6NcuXJ8//33WCwW3Nzc2Lt3LxaLhYYNG/Lyyy9TtmxZVqxYQfHixQHo2bMnffv2Zdq0aQQHB+PufvnHd/HiRWbPnk3ZsmUBOHPmDPv27WPMmDEMGDAAgG7dumGxWEhJSQGgWrVqBAYG8sknn9CgQQOCgoIKfFwWi4UBAwYwaNAg27J///vfGAwGFixYgI+PDwA9evTg0qVLbNmyhczMTEqVKsWKFSvIyMhgxYoVBAQEAJdnX/r27cu5c+durdFX2Lp1K0WKFGHWrFkY/vqvqkGDBvzzn//kp59+UrAQEXGgdOliri7Bxte3hKtLKJTUF8fUF8fudl8ULO6Cxx9/nJIlS7Jv3z7atGlDUlISGRkZjB49mjlz5pCYmEhAQAC7d++mYsWKXLp0idOnTzNq1ChbqAAoXrw4vXv3Zu7cuSQkJBAYGAhcvsE5L1TkjcubAahYsSINGzbE29ubN95447YfW7169ey+fvXVVxk+fLgtVACcO3cOLy8vAP78808Adu/ezWOPPWYLFQClSpWiffv2fPzxx07XVa5cObKzs5k5cybdu3enatWqPProo7bLtURE5FoZGdmYzRaX1mAwXD4ZSk//A6vVpaUUKuqLY+qLY7e7LyZT/gKKgsVdYDQaadCgge3yp9jYWHx8fOjWrRvvv/8+8fHxBAQE8N1339GsWTPbOxwqV658zbaqVKkCQEpKii1YlClTxm6Mp6cnEydOZOrUqUyYMAEPDw/q1q1Lq1at6NSpE0WKFLltx3b1vg0GA1lZWYSHh5OUlERycjIpKSlY//qttlgu/w/r5MmTdpdzXX18zurTpw979uwhIiKCiIgIKlSoQNOmTXnmmWfswoyIiNgrLCdnVmvhqaUwUV8cU18cu9t90c3bd0mjRo04ceIEp06dIjY2lnr16lGiRAmqV69OXFwcSUlJpKam0rhxY9tJuCN53/Pw8LAtc3O79sfYvn17Nm3axKRJk2jSpAkJCQn8+9//ZtCgQbYbuG+Hq/e9a9cu+vbty5dffkm5cuXo06cPYWFhDB482G6cwWDg0qVL12wvL3gUlNlstvu6ePHiLFy4kPDwcF544QVKlizJ6tWrGThwIJs2bbqlfYiIiIjI9WnG4i5p1KgRBoOBffv2ceDAAYYOHQrAk08+yWeffcaePXvw8vIiKCiIxMREAI4dO3bNdo4fPw5A+fLlr7uv7OxsEhMTqVq1Kl27dqVr167k5OTwn//8h1WrVrFnzx6HswW3w7vvvsvf/vY3VqxYQdGiRW3Lv/jiC7txfn5+tmO5UnJy8g23nxdkcnJy7Janp6fbfX38+HHOnTvH448/zuOPP86oUaM4evQoISEhrFy5kk6dOhXouERERETkxjRjcZf4+voSEBBAVFQUWVlZtnsTnnzySTIyMoiKiqJ+/fp4eXlRs2ZNTCYT0dHRdjcynzt3jqioKEwmEzVr1rzuvn755RdCQkJYv369bZmHhwc1atQALl+aBf87Sb/RDElBZWZmUrFiRbtQkZqayvbt24H/zSy0aNGCo0ePsnv3btu4c+fO3XQ2wdfXF4Cff/7Ztiw3N5dt27bZjZs2bRpjx47l/PnztmVVqlShRIkStuMXERERkdtHMxZ3UaNGjViyZAklSpSgWrVqwOWbn93c3Pjtt98YOHAgAO7u7owfP57XXnuNgQMH0rVrVwwGA+vXryctLY1p06Y5vPwpzxNPPEGdOnWYP38+p06dolq1apw+fZrIyEiqVKlCgwYNAGyPvo2OjiY9PZ327dvflmOMiYnh7bff5rHHHuPkyZOsW7fOdoKfnZ0NwIABA/j8888ZP348/fv3p3Tp0qxdu/aml0IFBQXh6+vL4sWLuXjxIr6+vmzatIkLFy7YjXv++ef5xz/+wdChQ+ncuTOenp7s3LmT5ORk2/s7REREROT20YzFXRQcHAxAnTp1bMGgePHitpmExo0b28a2atWKuXPnUrZsWRYvXkx4eDiVKlViwYIFNG/e/Ib7MRgMzJgxg549e7Jr1y6mT5/O2rVradmyJQsWLLDdn1G/fn3atGljG3M77r147bXX6Nq1Kzt37uTdd99l69atdOzYkfnz5wOwd+9eAIoVK8bixYtp1aoVa9euZeHChdStW9d2idj1uLu78/777xMYGMjy5csJCwujdu3avP7663bjnn76aWbOnEnRokVZvHgxs2fPJisri7feekuXQYmIiIjcAQbr7bwORuQ+VW95LvGprq5CHgTPBsDKzu5QbyzEH3V1OfKgqPsIxM0iIyOb3FzXP27WZCpBWpoeH3ol9cUx9cWx292XsmXz97hZzViIiIiIiIjTdI+F2KSlpeVrnLe3N97e3ne4GhERERG5lyhYiE1+b94OCQnhpZdeusPViIiIiMi9RMFCbObNm5evcX5+fne4EhERERG51yhYiE3eY2hFRERERApKwUIkH2r6GgA9bkLuvId9DJf/UtPftYXIg0W/byJyGyhYiNyE2WLl4056W7fcPVazBcPHY11dhjxgrLlmLBZ9gCIit07BQuQmjG4G0tLOYjQqXFypdOliZGRku7qMQkd9cUx9caww9cVisSpYiIhTFCxE8iE314zVanB1GYWG4a9WmM0WvZDoCuqLY+qLY+qLiNxv9II8ERERERFxmoKFiIiIiIg4TcFCREREREScpmAhIiIiIiJOU7AQERERERGnKViIiIiIiIjTFCxERERERMRpChYiIiIiIuI0vSBPJB/c3Y0YjcrhV1NPHFNfHFNfHLtRX/Q2bBG5lyhYiNyE2WLFZCrp6jIKpdKli7m6hELpyr5YzRYMOqEG9PtyPTfqizXXzJmsCwoXInJPULAQuQmjm4HnNpk5nK7/sUvBdHjYwFtNjPDcLDic7Opy5F5T0x/Dx2NxczMoWIjIPUHBQiQfDqdbiU91dRVyrwko89fJ4OFkiD/q2mJERETuMM3Pi4iIiIiI0xQsRERERETEaQoWIiIiIiLiNAULERERERFxmoKFiIiIiIg4TcFCREREREScpmBRCGVnZ5ORkeHqMq4rNjaWoKAgNmzYcNf3nZysdwGIiIiIFEYKFoXM4cOH6dWrF0eOHHF1Kdf18MMPM2XKFOrWrXtX97t48WJGjhx5V/cpIiIiIvmjF+QVMklJSfz++++uLuOGfH196dix413f7969ezGbzXd9vyIiIiJyc5qxEBERERERpz2wwaJ///7079/fbll0dDRBQUF8+OGHdssHDRrEsGHDAIiPj2fEiBE0bdqUJk2aMHz4cOLi4uzGd+nShalTp/Lmm28SHBxMx44dSU9P5+zZs0yePJlOnTrRsGFDunbtyvvvv8/FixcBCAsL48033wRg+PDhdOnSpUDHtGHDBoKCgkhISGDs2LE0btyY9u3bM2vWLP7880+7sX/++Sfz5s3jmWee4emnn6Zr164sWLCAnJyca7a3detWnnnmGYKDg/nggw+uucfi5MmTBAUF8fnnnzNnzhzatm1LkyZNGDduHBkZGSQkJDB06FCCg4Pp2rUr0dHR19T+6aef0r9/fxo1akTr1q2ZPHkyaWlpdj2Ni4sjJSWFoKAgwsLCbN/76quvGDx4MMHBwbRo0YLx48dz/Phxu+0HBQUxf/58Xn75ZRo2bEivXr3Izc0tUH9FRERE5Poe2EuhgoODWbZsGRkZGZQuXRqAffv2ARAXF8cLL7wAQFZWFgkJCfz9739n586djB8/Hj8/P4YMGYLBYGDdunWEhoYyffp0mjVrZtv+5s2bqVy5MmPHjiU9PR1fX19CQ0NJTEzk2WefxWQycfDgQT788EMyMzOZNGkSLVu2JC0tjU8++YTBgwdTq1atWzq2f/7zn5QtW5aRI0eSmJjIypUrOXr0KHPnzgXAbDYzZswYfvzxR7p3706VKlU4fPgwS5cu5eeff2bWrFkYDAbb9v71r3/Rp08fSpYsSe3ata97OdL777+PyWRi2LBhJCUlER0dTWZmJseOHaNTp0506NCBtWvX8s477/DII49Qr149ABYsWMDixYtp1aoVPXr04PTp06xevZr9+/ezYsUKSpUqxbhx45g7dy6ZmZmMHTuWatWqAbBu3TqmTp1K/fr1+cc//sEff/xBdHQ0gwYNYtmyZVSuXNlW36pVq3j88cd55ZVX+PPPP3F3f2B//UXkHnPFP8n3vbxjfZCOOT/UF8fUF8dc1ZcH9swqODiY8PBwYmNjadOmDVarlbi4OMqVK8f333+PxWLBzc2NvXv3YrFYaNiwIS+//DJly5ZlxYoVFC9eHICePXvSt29fpk2bRnBwsO1k9eLFi8yePZuyZcsCcObMGfbt28eYMWMYMGAAAN26dcNisZCSkgJAtWrVCAwM5JNPPqFBgwYEBQXd0rGVKVOGhQsX4uHhAYDJZGLp0qV8++23NGzYkE2bNhEbG8v7779Pw4YNbevVqlWLt99+m507d9K8eXPb8nbt2vH3v//d9nVsbKzD/RoMBhYuXEiRIkUASEhI4Pvvv2fChAn07t0bgKeeeooePXrw7bffUq9ePZKTk1m6dCmDBg2yuzG7Xbt2DBgwgCVLljBu3DiaN2/OypUruXjxou3+jnPnzjF79mzatm3L22+/bVu3W7du9OnTh/fff58ZM2bYlru7uzNr1ixbfSIi94LSpYu5ugSX8PUt4eoSCiX1xTH1xbG73ZcHNlg8/vjjlCxZkn379tGmTRuSkpLIyMhg9OjRzJkzh8TERAICAti9ezcVK1bk0qVLnD59mlGjRtlCBUDx4sXp3bs3c+fOJSEhgcDAQAD8/f1toSJvnLe3N9HR0VSsWJGGDRvi7e3NG2+8cduPbcCAAbZQAfDcc8+xdOlSvvrqKxo2bMj27dspXbo0NWvWJDMz0zYuODgYo9HIrl277IJF3szCzTRs2NDupL1y5cokJCTQokUL2zI/Pz8A22VOO3bswGKx0LRpU7taTCYTNWrUYNeuXYwbN87h/r777juys7Np3ry53bru7u4EBQXxzTffkJubawt7tWrVUqgQkXtORkY2ZrPF1WXcNQbD5ZOh9PQ/sFpdXU3hob44pr44drv7YjLlL6A8sMHCaDTSoEED2+VPsbGx+Pj40K1bN95//33i4+MJCAjgu+++o1mzZpw8eRLA7tKaPFWqVAEgJSXFFizKlCljN8bT05OJEycydepUJkyYgIeHB3Xr1qVVq1Z06tTptp7wPvLII3Zf+/j44OPjYzuGEydOkJGRQevWrR2uf+rUKbuvrz6W67l6nNFoBC4/RerqZda/fstPnDgBwJAhQxxu88qAdLW8dSdOnHjdMZmZmZhMJgDbJW8iIveaB/GEyWp9MI/7ZtQXx9QXx+52Xx7YYAHQqFEjYmJiOHXqFLGxsdSrV48SJUpQvXp14uLieOqpp0hNTaVx48acO3fuutvJO0m+8iTYze3a++Lbt29Pw4YN2bFjB9988w179+5l7969REVF8eGHH+Ll5XVbjsvRvQNms9lWk8Vi4aGHHmLChAkO1y9ZsqTd146OxZG80HA1ww0u8LNYLn8KN2vWrAIff17f/+///o9KlSo5HFOixP8S9vXqExERERHnPfDBwmAwsG/fPg4cOMDQoUMBePLJJ/nss8/Ys2cPXl5eBAUFkZiYCMCxY8eu2U7eE4jKly9/3X1lZ2eTmJhI1apV6dq1K127diUnJ4f//Oc/rFq1ij179tjd/O2M5ORk2ywKQEZGBufOneOhhx4CoFKlShw+fJinnnrKLjTk5uaybdu2Gx7H7ZYXCMqXL0+NGjXsvrdr1y67y86uVrFiReDyTESDBg3svhcbG4vFYsHT0/M2VywiIiIijjywj5uFy5foBAQEEBUVRVZWlu1egieffJKMjAyioqKoX78+Xl5e1KxZE5PJRHR0tN3sxblz54iKisJkMlGzZs3r7uuXX34hJCSE9evX25Z5eHjYTqbzPk3PO9G3OjFvtXr1arv1V6xYAWC716Fp06ZkZWVd89jX6OhoJk6cyN69e2953wXVpEkTAJYtW2ZX888//8y4ceNYtWqVbZnRaLTNcAA8/fTTeHl5sXz5crtHx6amptqeInWj2RIRERERuX0e6BkLuDxrsWTJEkqUKGF7hGm9evVwc3Pjt99+Y+DAgcDly4vGjx/Pa6+9xsCBA+natSsGg4H169eTlpbGtGnTbnjJ0BNPPEGdOnWYP38+p06dolq1apw+fZrIyEiqVKli+8Q97z6A6Oho0tPTad++fYGPaf/+/fzjH/+gadOmHDp0iI0bN9KhQwfq1KkDXH5q0saNG3n33Xf56aefqFWrFklJSaxdu5aAgACeeeaZAu/zVj366KP069ePiIgIsrKyaNasGWfPniUyMhJvb29CQ0NtY0uVKkVcXBwfffQRderUoXbt2owYMYLZs2czePBgOnToQG5uLlFRUVy6dInRo0ffteMQERERedA98MEiODiYJUuWUKdOHVswKF68ODVq1ODw4cM0btzYNrZVq1bMnTuXxYsXs3jxYtzd3alduzaTJk2ibt26N9yPwWBgxowZLF68mK+//ppPPvmEEiVK0LJlS4YPH267P6N+/fq0adOGr776in379tGiRYsC33swadIkNm3axHvvvWd7f8agQYNs3/f09OSDDz5g8eLFbN26lc8//xyTyUSvXr0ICQm5609OGjduHFWqVGHNmjXMmTOH4sWLU7duXYYPH253SdcLL7xAUlISc+fOpUuXLtSuXZvnnnuO8uXL89FHHzFv3jyKFClCQEAA//rXv2xBSkRERETuPIPVmWtupFDZsGEDb775JgsWLLjld2CIY/WW5xKf6uoq5F7zbACs7OwO9cZC/FFXlyP3mrqPQNwsMjKyyc19sB43azKVIC1Njw+9kvrimPri2O3uS9my+Xvc7AN9j4WIiIiIiNweD/ylUIVd3ovkbsbb2/sOVyIiIiIicn0KFoVcfm/eDgkJue67HERERERE7jQFi0Ju3rx5+Rrn5+eHv78/Xbp0ucMViYiIiIhcS8GikLv6xW/iGjV9DYDuCpOCedjnr/eo1PR3bSFyb9LvjYjcYxQsRG7CbLHycSejq8uQe5TVbMHw8VhXlyH3KGuuGYtFH2qIyL1BwULkJoxuBtLSztreji6XlS5djIyMbFeXUeioL46pL47drC8Wi1XBQkTuGQoWIvmQm2vGajW4uoxCw/BXK8xmi54bfgX1xTH1xTH1RUTuN3qPhYiIiIiIOE3BQkREREREnKZgISIiIiIiTlOwEBERERERpylYiIiIiIiI0xQsRERERETEaQoWIiIiIiLiNAULERERERFxmoKFiIiIiIg4TW/eFskHd3cjRqNy+NXUE8fUF8ful75YLFYsFr0qW0TkagoWIjdhtlgxmUq6uoxCqXTpYq4u4a6xmi0Y8nli/CD1pSDul75Yc82cybqgcCEichUFC5GbMLoZeG6TmcPpOol4UHV42MBbTYzw3Cw4nOzqcsSVavpj+Hgsbm4GBQsRkasoWIjkw+F0K/Gprq5CXCWgzF8nkIeTIf6oa4sREREppO6PC15FRERERMSlFCxERERERMRpChYiIiIiIuI0BQsREREREXGagoWIiIiIiDhNwUJERERERJymYCH3pKCgICZPnmy3LDlZ7xcQERERcRUFC7knTZkyhR49eti+/vTTT+nbt68LKxIRERF5sOkFeXJP6tixo93XcXFxXLx40UXViIiIiIhmLERERERExGkP7IzFsGHD8Pb2plu3boSFhXH8+HH8/f0ZPXo0devW5T//+Q8xMTEANGzYkPHjx+Pj4wPAkSNHmD9/Pvv37ycnJ4caNWoQEhJCw4YN7faxdetWVq9ezc8//8zFixcpV64crVq1IjQ0FE9PTwAmT57Mjz/+yJQpU5gzZw6HDh2iWLFitGnThlGjRlGkSJECH1t2djZhYWFs27aNjIwM/Pz86NOnD7169bKN+fPPP1myZAmbN28mNTWVsmXL0rZtW0JCQmz7jI2NZfjw4cydO5edO3eydetWzp8/T2BgIKNHjyYgIMC2PavVyurVq1m7di3JycmUKVOGVq1aERISQrFixWx1hYeHs337dlJSUjAajVStWpXBgwfTrFkzAHr37o3RaCQiIsLumA4cOMDQoUOZNGkSXbt2JSgoiM6dOzN58mSGDRtGXFwcgG25yWRi2bJlREZGUrVqVbs6O3fuTPXq1Zk9e3aBeysiksdguD3rO7ud+4364pj64pj64pir+vLABguAn376iSlTptCvXz+KFy9OeHg4r776KjVq1MDT05PQ0FASExNZu3Ytnp6evPHGGyQmJjJ06FBMJhODBw/G3d2dzZs3M3r0aKZOnUrbtm0BWLduHVOnTqVp06aMGjWK3Nxctm3bxooVKyhatCjDhg2z1ZGRkcHIkSNp3bo1HTp0YPfu3URGRmI0Ghk7dmyBjiknJ4eQkBCOHDlC9+7dqVatGnv27OGdd97h/PnzPP/88+Tk5DBixAh+/PFHOnfuTK1atTh06BDLly/nwIEDhIWF4e7+v1+NqVOnUrZsWV588UXOnj3L8uXLGT16NBs3bsTDwwOA6dOnExUVRePGjenVqxcnTpwgIiKCX3/9lTlz5mC1WhkzZgw///wzffr0wd/fn9TUVNasWcP48eNZu3Yt/v7+tG/fng8++IBff/2Vhx9+2FbDli1b8PT0pFWrVtcc85AhQ7BarcTHxzNlyhT8/f3x9vZm2bJlbN261S5YHDhwgNOnTzNq1KgC9VVE5EqlSxe7bdvy9S1x27Z1P1FfHFNfHFNfHLvbfXmgg0VaWhqzZ8+mSZMmALi7uzN9+nRycnJYtGgRhr9iXlJSEt9++y0AM2bMoEyZMnz88ccULVoUgL59+xIaGsrMmTNp0aIFHh4efPTRRwQGBjJz5kzbdnr16kXXrl3Ztm2bXbA4e/Ysr7zyCv369QOge/fu9O7dm82bNxc4WKxfv57ExERef/11unXrBkDPnj0ZMWIEy5cvp3///qxfv54ffviBsWPH0r9/f1ttVatW5b333mPdunV2sxtlypRh8eLFGI1GADw9PZk7dy779u2jUaNGHD16lOjoaDp06MC//vUv23olS5ZkwYIFJCYmcunSJeLj43nttdfo2bOnbczjjz/OqFGj2LFjBwMGDLAFi5iYGFuPLBYLX375JY0bN6Z48eLXHPPTTz/NF198QXx8vN29F9WqVSMmJoaXXnrJtmzLli0ULVqU5s2bF6ivIiJXysjIxmy2OLUNg+Hy//TT0//Aar1Nhd0H1BfH1BfH1BfHbndfTKb8BZQH+h4LLy8vu8uXKleuDECLFi1sYQDAz8+PtLQ0MjMziYuLIzg4mIsXL5KZmUlmZibnzp2jefPmpKenc+jQIQAiIiKYM2eO3XYyMjIoUaIEFy5cuKaWNm3a2H1dvXp1MjIyCnxMX3/9NSVLlqRLly52y9944w2WLl2K0Wjkq6++olixYvTp08duTN++fSlWrBg7duywW96yZUtbqABsl0Dl1bdr1y6sVivPPfec3Xr9+vVj1apVVKlShdq1a7N9+3aeeeYZ2/fNZjNmsxnA1hM/Pz8CAwPZunWrbdz+/ftJT0+nQ4cOBepF+/btOXbsGL/88ottf19++SXNmjW7pUvMRESuZLU6/+d2bed++6O+qC/qS+HqS3490DMWPj4+dpf85J08lylTxm6c0WjEarXa3pMQGRlJZGSkw22eOnUKuDz7kZCQwObNmzl27BjJycmcOXMGgIoVK16zXunSpe2+9vDwwGIp+KdhKSkpVKxY0S4IAFSoUMH295MnT+Ln52d37Hn79PPzIyUl5Ya15a2XV1/eeH9/f7txxYsXp1q1anbrrVmzhv3793PixAlOnDhhe5LTlcfaoUMHpk2bxpEjR6hatSpbtmyhRIkSBAcH578RQLt27Zg7dy4xMTFUq1aNffv2cebMGdq3b1+g7YiIiIjIzT3QweLqk+88huvc6ZJ38tu7d+/rXkqTdz3/3LlzWbZsGTVq1CAwMJBOnTrxxBNPMG3aNFv4uJKb2+2ZPDKbzQ4vF7qS9QbR02q12u6byG9tebMOXl5e1x3zxx9/MGTIEH777TcaNGhA06ZNqV69OhUrVuSFF16wG9umTRtmzpxJTEwMlStXZvv27bRs2dJ2w3t+VahQgbp16xITE8OIESOIiYnBx8eHp59+ukDbEREREZGbe6CDRUFVqlQJuPzJe4MGDey+d/ToUU6ePEmRIkVISUlh2bJldOzYkSlTptiNy5u1uFMqVKhAUlLSNcv37NnD559/zogRI6hUqRI//PADubm5drMWOTk5nDx5kjp16hR4n3D5zddX3nCdlpbGzJkz6dmzJ/Hx8fz666988MEHPPXUU7YxP/744zXbK1WqFA0bNmTHjh3UqVOHzMzMAl8Glad9+/a8/fbbHD16lK+//prWrVtfM1MjIiIiIs57oO+xKCiTycRjjz3Ghg0b+P33323Lc3NzmTJlChMmTCA3N5esrCwAHnnkEbv1v/32W44fP277hP9OaNKkCenp6Wzfvt1u+cqVK9mxYwe+vr40adKE7OxsVq9ebTcmKiqK7Oxs283s+dW4cWMA1qxZY7d848aNxMTEUKRIEVtPrgweVqvVdknZ1T1p3749SUlJrFq1inLlylGvXr0b1pA3q3L15WOtW7fGw8ODRYsW6TIoERERkTtIH90W0CuvvEJoaCgDBgygd+/e+Pj4sHnzZg4ePMjIkSMpVaoU3t7eVKhQgfDwcC5evEj58uU5dOgQGzZswMvLi+zs7DtWX/fu3fn000+ZOHEivXr1okqVKuzevZvdu3czceJE3N3d6datGxs3bmT27Nn88ssv1KpVi4SEBDZs2EDt2rVtT5PKr+rVq9OjRw8iIiJITU2lfv36/Prrr6xZs4Z27dpRu3Ztzp49S0REBC+//DLPPPMMZrOZLVu2cPjwYdzc3Dh//rzdNps1a4a3tzfffPMNAwcOvOnlWHn3gYSFhREUFGSbFSlZsiSNGjUiJiaGChUqFHg2RkRERETyR8GigAIDA1myZAlhYWF89NFH5ObmUrlyZSZPnkznzp2By49jnTNnDrNnzyYiIgKr1Yq/vz/jxo3DbDYzY8YMDh06RK1atW57fV5eXoSFhTF//nxiYmL4448/qFy5Mm+99Rbt2rWz1ffBBx+waNEitm7dyhdffEG5cuUYPHgwQ4YMuaVLhV599VUeeugh1q5dy65duyhXrhwvvvii7f6JRo0a8frrr/PRRx/x3nvvUbJkSQICAli6dClvvfUWe/futdtekSJFaN68OZ999pmt7hvp1asX+/btY/ny5SQkJNhdbtWhQwd27txJ27Ztr3v/jIiIiIg4x2C90Z28IveBL7/8kgkTJhAREcGjjz56S9uotzyX+NTbXJjcM54NgJWd3aHeWIg/6upyxJXqPgJxs8jIyCY31/n3WJhMJUhL0/P3r6S+OKa+OKa+OHa7+1K2rN5jIYLVamXt2rXUrFnzlkOFiIiIiNycLoW6B6SlpeVrnLe3N97e3ne4mntDbm4u//d//8epU6c4dOgQ//73v11dkoiIiMh9TcHiHpDfJxmFhITw0ksv3eFq7g3u7u6cOHGC3377jRdffPGaN5uLiIiIyO2lYHEPmDdvXr7G+fn53eFK7i0rV650dQkiIiIiDwwFi3vA1S/jk7uvpq8B0F1hD6qHff56mlhNf9cWIq6n3wERketSsBC5CbPFysedjK4uQ1zMarZg+Hisq8uQQsCaa8Zi0QcNIiJXU7AQuQmjm4G0tLMYjQoXVypduhgZGXfuZY/3KvXFsfupLxaLVcFCRMQBBQuRfMjNNWO16uV6efLeM2g2W/Tc8CuoL46pLyIiDwa9x0JERERERJymYCEiIiIiIk5TsBAREREREacpWIiIiIiIiNMULERERERExGkKFiIiIiIi4jQFCxERERERcZqChYiIiIiIOE0vyBPJB3d3I0ajcvjV1BPHCkNf9HZoERG52xQsRG7CbLFiMpV0dRmFUunSxZxa32q2YCgEJ+G3m7N9uR2suWbOZF1QuBARkbtGwULkJoxuBp7bZOZwuk7QbqcODxt4q4kRnpsFh5NdXc79paY/ho/H4uZmULAQEZG7RsFCJB8Op1uJT3V1FfeXgDJ/nfAeTob4o64tRkRERJx2/12DICIiIiIid52ChYiIiIiIOE3BQkREREREnKZgISIiIiIiTlOwEBERERERpylYiIiIiIiI0xQsRERERETEaQoWIiIiIiLiNAULERERERFxmoKFiIiIiIg4zd3VBUjBWa1W1qxZw6effsqxY8fIzc2lYsWKdOnShRdeeAGDwUCXLl1o0KABZrOZLVu24OPjw4oVK/D19eXAgQMsXLiQgwcPAvD4448TGhpK7dq1C7SPgjpy5Ajz589n//795OTkUKNGDUJCQmjYsKFtzLBhw/Dy8iIgIICIiAiKFCnC3LlzmTlzpsPlNWrUICkpiQ8++IC4uDguXbrEo48+yqBBg2jRosVNt1ujRg0nfhIiIiIikkfB4h70wQcfsHTpUjp37kz37t05f/48mzZtYu7cuZhMJjp37gzA5s2bqVy5MmPHjiU9PR1fX1++/fZbXn75ZapXr87w4cO5dOkSGzZsYNiwYcybN4+6desWaB/5lZiYyNChQzGZTAwePBh3d3c2b97M6NGjmTp1Km3btrWNPXDgACdOnOAf//gHKSkpPProo9ddfujQIV566SWKFStG//79KVasGJ999hnjx4/nn//8J3369LnpdkXuZ7fwGcAdq6Ew1FKYqC+OqS+OqS+OqS+OuaovBqvVar27uxRn5Obm0qpVK4KDg3n77bdty8+dO0fbtm1p0KABs2fPpkuXLpw+fZpNmzZRtmxZACwWC927d8dkMrFw4UKMRiMAFy5coH///hQtWpSVK1fmex8FMWzYMFJTU1m1ahVFixa1HUtoaCj//e9/2bhxIx4eHgwbNoy4uDjCw8N5/PHH7dZ3tHzQoEEcPXqUqKgoypcvD8ClS5d48cUXOXr0KJs2baJUqVLXXT+/6i3PJT61wKvJDTwbACs7u0O9sRB/1NXl3F/qPgJxs1xdhYiIPGA0Y3GPcXd3Z8uWLeTm5totz8zMpFixYly4cMG2zN/f3xYqAH7++Wd+++03evXqxR9//GG3fpMmTVi5ciWnT5+mfPny+d5HfmRmZhIXF0ffvn25ePEiFy9etH2vefPmzJ49m0OHDlGnTh0AvLy8qFWr1jXbuXp5eno6Bw8epFevXrZQAeDp6cnAgQOZOHEie/bsoX379jfcrsj9KiMjG7PZ4uoyMBjA17cE6el/oI+y/kd9cUx9cUx9cUx9cex298VkKpGvcQoW9yAPDw927drFzp07OX78OCdOnODs2bPA5VmJPGXKlLFb78SJEwDMmTOHOXPmONx2XrDI7z7yIzk5GYDIyEgiIyMdjjl16pTt76VKlcLN7drnCly9PCUlBYDKlStfM7ZKlSr53q7I/aww/Y/Wai1c9RQW6otj6otj6otj6otjd7svChb3GKvVyqRJk9i8eTN16tQhMDCQnj17Uq9ePYYPH2439uqT6LxAMHz48OteDlSlSpUC7SM/8vbbu3dvmjdv7nBM1apVr1v39Zbf6Cq+vH26u//vV1yhQkREROTOUbC4x8THx7N582aGDh1qd5JvNpvJysqiUqVK110373ve3t40aNDA7nuHDh3i7NmzeHl5ObWPG+3X3d39mv0ePXqUkydPUqRIkQJtE6BixYoAHDt27JrvHT9+HIAKFSoUeLsiIiIiUnD6CPcek5WVBcDDDz9st3z9+vVcuHABs9l83XUfe+wxTCYTkZGRnD9/3rb83LlzvPbaa7z55psYjUan9uGIyWTiscceY8OGDfz++++25bm5uUyZMoUJEyZccz9HQbb7+eefc/r0advynJwcPv74Yzw9Pa8JMiIiIiJyZ2jG4h4TGBhIsWLFmDVrFikpKZQsWZL9+/ezZcsWvLy87ALD1dzd3Rk/fjyvvfYaAwYMoGvXrnh5efHJJ5+QkpLCv/71L9zd3Z3ax/W88sorhIaGMmDAAHr37o2Pjw+bN2/m4MGDjBw5klKlSt1SP/K2+/zzz9OrVy+KFSvGF198QUJCAq+88golSuTvZiMRERERcY6CxT3G19eXOXPm8P7777N06VI8PDyoXLkyb7/9NgcPHiQiIoK0tLTrrt+qVSvmzp3L0qVLWbJkCQaDgapVqzJr1iyaNGlSoH2YTKZ81x0YGMiSJUsICwvjo48+Ijc3l8qVKzN58uQCvxPD0XYXLFjARx99hMVioXr16syYMeO693OIiIiIyO2n91iI5IPeY3H76T0Wd9Bf77HIyMgmN7dwPG7WZCpBWpoeB3kl9cUx9cUx9cUx9cWx292XsmXzdwWI7rEQERERERGn6VIouSU5OTm2m7xvxsfHBw8PjztckYiIiIi4koKF3JLvv/8+3++0WLBgAUFBQXe4IhERERFxJQULuSXVq1dn3rx5+R4rIiIiIvc3BQu5JSVLlnyg3hFR09cA6K6w2+lhH8Plv9T0d20h9yP1VEREXEDBQuQmzBYrH3cyurqM+5LVbMHw8VhXl3FfsuaasVgUhkVE5O5RsBC5CaObgbS0sxiNChdXKl26GBkZ2a4uo9ApLH2xWKwKFiIiclcpWIjkQ26uGavV4OoyCg3DX60wmy16bvgV1BcREXmQ6T0WIiIiIiLiNAULERERERFxmoKFiIiIiIg4TcFCREREREScpmAhIiIiIiJOU7AQERERERGnKViIiIiIiIjTFCxERERERMRpChYiIiIiIuI0vXlbJB/c3Y0YjcrhV1NPHHNFXywWKxaLXvctIiKuo2AhchNmixWTqaSryyiUSpcudkvrWc0WDPdxKLnVvjjDmmvmTNYFhQsREXEZBQuRmzC6GXhuk5nD6Tphux06PGzgrSZGeG4WHE52dTn3h5r+GD4ei5ubQcFCRERcRsFCJB8Op1uJT3V1FfeHgDJ/nfgeTob4o64tRkRERG6b+/daBBERERERuWsULERERERExGkKFiIiIiIi4jQFCxERERERcZqChYiIiIiIOE3BQkREREREnKZgUUhlZ2eTkZHh6jIKraCgICZPnmy3LDlZ70QQERERcRUFi0Lo8OHD9OrViyNHjri6lEJrypQp9OjRw/b1p59+St++fV1YkYiIiMiDTS/IK4SSkpL4/fffXV1GodaxY0e7r+Pi4rh48aKLqhERERERzViIiIiIiIjTHugZi/79+wOwcuVK27Lo6GjeeecdRo0axQsvvGBbPmjQIDw9PVm4cCHx8fEsWrSIgwcPYrVaqVWrFsOGDaNevXq28V26dKFBgwaYzWa2bNmCj48PK1aswMPDg1mzZrFv3z7OnDlDuXLlaN26NcOGDcPLy4uwsDAWLVoEwPDhw6lYsSIbNmwo0HFlZ2cTFhbGtm3byMjIwM/Pjz59+tCrVy/bmD///JMlS5awefNmUlNTKVu2LG3btiUkJIQiRYoAEBsby/Dhw5k7dy47d+5k69atnD9/nsDAQEaPHk1AQIBte1arldWrV7N27VqSk5MpU6YMrVq1IiQkhGLFitnqCg8PZ/v27aSkpGA0GqlatSqDBw+mWbNmAPTu3Ruj0UhERITdMR04cIChQ4cyadIkunbtSlBQEJ07d2by5MkMGzaMuLg4ANtyk8nEsmXLiIyMpGrVqnZ1du7cmerVqzN79uwC9VXkXmAwuLqCa+XVVBhrcyX1xTH1xTH1xTH1xTFX9eWBDhbBwcEsW7aMjIwMSpcuDcC+ffuAy5fW5AWLrKwsEhIS+Pvf/87OnTsZP348fn5+DBkyBIPBwLp16wgNDWX69Om2E2SAzZs3U7lyZcaOHUt6ejq+vr6EhoaSmJjIs88+i8lk4uDBg3z44YdkZmYyadIkWrZsSVpaGp988gmDBw+mVq1aBTqmnJwcQkJCOHLkCN27d6datWrs2bOHd955h/Pnz/P888+Tk5PDiBEj+PHHH+ncuTO1atXi0KFDLF++nAMHDhAWFoa7+/9+NaZOnUrZsmV58cUXOXv2LMuXL2f06NFs3LgRDw8PAKZPn05UVBSNGzemV69enDhxgoiICH799VfmzJmD1WplzJgx/Pzzz/Tp0wd/f39SU1NZs2YN48ePZ+3atfj7+9O+fXs++OADfv31Vx5++GFbDVu2bMHT05NWrVpdc8xDhgzBarUSHx/PlClT8Pf3x9vbm2XLlrF161a7YHHgwAFOnz7NqFGjCtRXkXtB6dLFXF3CDfn6lnB1CYWS+uKY+uKY+uKY+uLY3e7LAx8swsPDiY2NpU2bNlitVuLi4ihXrhzff/89FosFNzc39u7di8VioWHDhrz88suULVuWFStWULx4cQB69uxJ3759mTZtGsHBwbaT8osXLzJ79mzKli0LwJkzZ9i3bx9jxoxhwIABAHTr1g2LxUJKSgoA1apVIzAwkE8++YQGDRoQFBRUoGNav349iYmJvP7663Tr1s1W34gRI1i+fDn9+/dn/fr1/PDDD4wdO9Y2a9OrVy+qVq3Ke++9x7p16+xmN8qUKcPixYsxGo0AeHp6MnfuXPbt20ejRo04evQo0dHRdOjQgX/961+29UqWLMmCBQtITEzk0qVLxMfH89prr9GzZ0/bmMcff5xRo0axY8cOBgwYYAsWMTExDBs2DACLxcKXX35J48aNbT2/0tNPP80XX3xBfHy83b0X1apVIyYmhpdeesm2bMuWLRQtWpTmzZsXqK8i94KMjGzMZoury7iGwXD5f27p6X9gtbq6msJDfXFMfXFMfXFMfXHsdvfFZMpfQHmg77F4/PHHKVmypG2WIikpiYyMDJ599lnOnTtHYmIiALt376ZixYpcunSJ06dP06dPH7sT3OLFi9O7d29SU1NJSEiwLff397eFirxx3t7eREdH8+WXX3L+/HkA3njjDebPn39bjunrr7+mZMmSdOnSxW75G2+8wdKlSzEajXz11VcUK1aMPn362I3p27cvxYoVY8eOHXbLW7ZsaQsVgO0SqLzH4e7atQur1cpzzz1nt16/fv1YtWoVVapUoXbt2mzfvp1nnnnG9n2z2YzZbAbgwoULAPj5+REYGMjWrVtt4/bv3096ejodOnQoUC/at2/PsWPH+OWXX2z7+/LLL2nWrJntci+R+43VWjj/FOba1JfC90d9UV/Ul8LVl/x6oIOF0WikQYMGtmARGxuLj48P3bp1w83Njfj4eAC+++47GjduzMmTJwGoXLnyNduqUqUKgG3mAS5/0n8lT09PJk6cSFpaGhMmTKBVq1aMGDGCNWvW8Oeff96WY0pJSaFixYp2QQCgQoUKPPTQQxgMBk6ePImfn5/d5U4AHh4e+Pn52R0DYLtMLE/eehaLxbZPuBykrlS8eHGqVauGp6enbb28S5/69etH06ZNGTNmjN22ADp06MDRo0dtj9vdsmULJUqUIDg4uEC9aNeuHQaDgZiYGADbfS3t27cv0HZERERE5OYe6GAB0KhRI06cOMGpU6eIjY2lXr16lChRgurVqxMXF0dSUhKpqak0btwY6w0iW9738u45AHBzu7a97du3Z9OmTUyaNIkmTZqQkJDAv//9bwYNGnRbHpdqNpvx8vK64ZibHceVxwCOj+PqfQI33O8ff/zB888/z3/+8x9yc3Np2rQpb775Jh9++OE1Y9u0aYO7uzsxMTHk5uayfft2WrZsaQso+VWhQgXq1q1rCxYxMTH4+Pjw9NNPF2g7IiIiInJzChaNGmEwGNi3bx8HDhywPdnpySef5MCBA+zZswcvLy+CgoKoVKkSAMeOHbtmO8ePHwegfPny191XdnY28fHxGAwGunbtyvTp04mJieHZZ58lKSmJPXv2OH08FSpU4Lfffrtm+Z49e/h//+//cfr0aSpVqsRvv/1Gbm6u3ZicnBxOnjx5w2O43j7h2jdfp6Wl8dprrxEbG2t3I/fs2bMZMWIErVu3tpupyFOqVCkaNmzIjh07iI2NJTMzs8CXQeVp3749J06c4OjRo3z99de0bt36mpkaEREREXHeAx8sfH19CQgIICoqiqysLLtgkZGRQVRUFPXr18fLy4uaNWtiMpmIjo7m3Llztm2cO3eOqKgoTCYTNWvWvO6+fvnlF0JCQli/fr1tmYeHBzVq1ACwXb6UN0Nwo5mF62nSpAnp6els377dbvnKlSvZsWMHvr6+NGnShOzsbFavXm03JioqiuzsbJo0aVKgfTZu3BiANWvW2C3fuHEjMTExFClShKysLAC7Jz1ZrVYiIyOB/8165Gnfvj1JSUmsWrWKcuXK2T3K15G8nl0dVFq3bo2HhweLFi3SZVAiIiIid5A+uuXyrMWSJUsoUaIE1apVA6BevXq4ubnx22+/MXDgQODyPQLjx4/ntddeY+DAgXTt2hWDwcD69etJS0tj2rRpN7xs6IknnqBOnTrMnz+fU6dOUa1aNU6fPk1kZCRVqlShQYMGwP/uaYiOjiY9Pb1AJ8Pdu3fn008/ZeLEifTq1YsqVaqwe/dudu/ezcSJE3F3d6dbt25s3LiR2bNn88svv1CrVi0SEhLYsGEDtWvXtj1NKr+qV69Ojx49iIiIIDU1lfr16/Prr7+yZs0a2rVrR+3atTl79iwRERG8/PLLPPPMM7b3exw+fBg3Nzfbjex5mjVrhre3N9988w0DBw686eVYeT0LCwsjKCiIp556Crj8ZKpGjRoRExNDhQoVqFOnToGOTURERETy54GfsQBsNwXXqVPHdgJbvHhx20xC3ifyAK1atWLu3LmULVuWxYsXEx4eTqVKlViwYMFNH2FqMBiYMWMGPXv2ZNeuXUyfPp21a9fSsmVLFixYYLu3oX79+rRp08Y2piD3XuS9ZK9bt27ExMQwa9YsUlJSeOutt+jRowdw+SbyDz74gOeee459+/Yxc+ZM9u/fz+DBg1mwYMEtXSr06quvMmbMGJKSkpg1axbffPMNL774Iv/v//0/4HJ4e/3117lw4QLvvfceH374IT4+PixdupTq1auzd+9eu+0VKVLE1s927drddP+9evXiscceY/ny5Sxfvtzue3mXUbVt2xaD3qAjIiIickcYrLdyvY3IPeTLL79kwoQJRERE8Oijj97SNuotzyU+9TYX9oB6NgBWdnaHemMh/qiry7k/1H0E4maRkZFNbm7hfI+FyVSCtDQ9Z/5K6otj6otj6otj6otjt7svZcvqPRYiWK1W1q5dS82aNW85VIiIiIjIzekei3tAWlpavsZ5e3vj7e19h6u5N+Tm5vJ///d/nDp1ikOHDvHvf//b1SWJiIiI3NcULO4B+b15OyQkhJdeeukOV3NvcHd358SJE/z222+8+OKLtGnTxtUliYiIiNzXFCzuAfPmzcvXOD8/vztcyb1l5cqVri5BRERE5IGhYHEPyHsMrbhOTV8DoLvCboeHff56MldNf9cWcj9RL0VEpBBQsBC5CbPFysedjK4u475iNVswfDzW1WXcV6y5ZiwWhV8REXEdBQuRmzC6GUhLO2t7M7pcVrp0MTIysl1dRqHjqr5YLFYFCxERcSkFC5F8yM01Y7Xq5Xp58t4zaDZb9NzwK6gvIiLyINN7LERERERExGkKFiIiIiIi4jQFCxERERERcZqChYiIiIiIOE3BQkREREREnKZgISIiIiIiTlOwEBERERERpylYiIiIiIiI0/SCPJF8cHc3YjQqh+fJexGcenKZ3notIiKiYCFyU2aLFZOppKvLKFSsZgsApUsXc3ElhYM118yZrAtY9bptERF5gClYiNyE0c3Ac5vMHE7XSSNAh4cNvNXECM/NgsPJri7H9Wr6Y/h4LG5uBsxm/Y6IiMiDS8FCJB8Op1uJT3V1FYVDQJm/Tp4PJ0P8UdcWIyIiIoWGLpAWERERERGnKViIiIiIiIjTFCxERERERMRpChYiIiIiIuI0BQsREREREXGagoWIiIiIiDhNwUJERERERJymYCEiIiIiIk5TsBAREREREacpWIiIiIiIiNPcXV2AXGvYsGF4e3vTrVs3wsLCOH78OP7+/owePZq6devyn//8h5iYGAAaNmzI+PHj8fHxAeDIkSPMnz+f/fv3k5OTQ40aNQgJCaFhw4Z2+9i6dSurV6/m559/5uLFi5QrV45WrVoRGhqKp6cnAJMnT+bHH39kypQpzJkzh0OHDlGsWDHatGnDqFGjKFKkSIGP7aeffmLJkiV8//33ZGVlUbJkSerXr88//vEPypcvD0BYWBgffvghU6dOZdq0aVy4cIExY8bQo0cPsrKyWLBgATt27CAzMxM/Pz969uxJv379MBgMBdqPiIiIiNw+ChaF1E8//cSUKVPo168fxYsXJzw8nFdffZUaNWrg6elJaGgoiYmJrF27Fk9PT9544w0SExMZOnQoJpOJwYMH4+7uzubNmxk9ejRTp06lbdu2AKxbt46pU6fStGlTRo0aRW5uLtu2bWPFihUULVqUYcOG2erIyMhg5MiRtG7dmg4dOrB7924iIyMxGo2MHTu2QMeUlJTEiy++yEMPPcQLL7xA0aJF+eGHH9i0aRNpaWmEhYXZxubm5vL2228zYMAAcnJyqFevHufPnyckJITU1FR69+5N+fLl2bdvHzNnzuS///0vEyZMKPB+RG6nvGx7RcYV1JfrUV8cU18cU18cU18cc1VfFCwKqbS0NGbPnk2TJk0AcHd3Z/r06eTk5LBo0SLbp/NJSUl8++23AMyYMYMyZcrw8ccfU7RoUQD69u1LaGgoM2fOpEWLFnh4ePDRRx8RGBjIzJkzbdvp1asXXbt2Zdu2bXbB4uzZs7zyyiv069cPgO7du9O7d282b95c4GARFRWFwWBgwYIFthmWHj16cOnSJbZs2UJmZialSpUCwGKxMGDAAAYNGmRbPywsjBMnTrBixQoeffRRW93z5s0jPDyc7t27U7169QLtR+R2KV26mO3vvr4lXFhJ4aW+OKa+OKa+OKa+OKa+OHa3+6JgUUh5eXnZXb5UuXJlAFq0aGF3yY+fnx8//vgjmZmZxMXF0bdvXy5evMjFixdtY5o3b87s2bM5dOgQderUISIiggsXLthtJyMjgxIlSnDhwoVramnTpo3d19WrV7ddilUQr776KsOHD7ed7AOcO3cOLy8vAP7880+78fXq1bP7etu2bVStWhWTyURmZqZtebNmzQgPD+frr7+mevXqBd6PyO2QkZGNxWLB17cE6el/YLW6uqLCw2BAfXFAfXFMfXFMfXFMfXHsdvfFZMpfQFGwKKR8fHxwd//fj8doNAJQpkwZu3FGoxGr1UpycjIAkZGRREZGOtzmqVOngMuzHwkJCWzevJljx46RnJzMmTNnAKhYseI165UuXdruaw8PDywWS4GPyWAwkJWVRXh4OElJSSQnJ5OSkoL1r9/4q7d59bEmJydz8eJFWrdufcPjK+h+RG6XvH+8rVb0PzgH1BfH1BfH1BfH1BfH1BfH7nZfFCwKqbwgcTXDdS6WyztZ7t27N82bN3c4pmrVqgDMnTuXZcuWUaNGDQIDA+nUqRNPPPEE06ZNs52cX8nN7fY8PGzXrl2MGzcOk8nEU089RaNGjXjsscf49ttvCQ8Pv+l+LRYLderUISQkxOH2y5Yte0v7ERERERHnKVjcJypVqgRcno1o0KCB3feOHj3KyZMnKVKkCCkpKSxbtoyOHTsyZcoUu3F5sxZ3yrvvvsvf/vY3203ieb744ot8rV+xYkXOnz9/zfGdPXuWvXv38tBDD92W/YiIiIhIwek9FvcJk8nEY489xoYNG/j9999ty3Nzc5kyZQoTJkwgNzeXrKwsAB555BG79b/99luOHz+O2Wy+YzVmZmZSsWJFu5P91NRUtm/fDnDTfTdr1ozExER27dplt3zJkiW8+uqrHDly5LbsR0REREQKTjMW95FXXnmF0NBQBgwYQO/evfHx8WHz5s0cPHiQkSNHUqpUKby9valQoQLh4eFcvHiR8uXLc+jQITZs2ICXlxfZ2dl3rL5GjRoRExPD22+/zWOPPcbJkydZt24d58+fB7jpvgcNGsS2bdsYP348PXv25JFHHuHAgQN89tlnNGrUiEaNGt2W/YiIiIhIwSlY3EcCAwNZsmQJYWFhfPTRR+Tm5lK5cmUmT55M586dAfD09GTOnDnMnj2biIgIrFYr/v7+jBs3DrPZzIwZMzh06BC1atW67fW99tpreHt7s3PnTjZt2kT58uXp2LEjLVq04MUXX2Tv3r0EBARcd30fHx+WLl3KggUL2Lp1K2fPnqVChQoMHTqUQYMG2e7JcHY/IiIiIlJwBqtV99CL3Ey95bnEp7q6isLh2QBY2dkd6o2F+KOuLsf16j4CcbPIyMjGbLZgMpUgLU2PPbySwYD64oD64pj64pj64pj64tjt7kvZsvl73KzusRAREREREafpUihxSlpaWr7GeXt74+3tfYerERERERFXUbAQp7Rv3z5f40JCQnjppZfucDUiIiIi4ioKFuKUefPm5Wucn5/fHa5ERERERFxJwUKccvXL6kRERETkwaRgIZIPNX0NgB43AfCwj+HyX2r6u7aQwkJ9EBERARQsRG7KbLHycSejq8soVKxmC4aPx7q6jELDmmvGYlHwFBGRB5uChchNGN0MpKWdxWhUuMhjMECpUsXIyNBbzAEsFisWixWDwdWViIiIuI6ChUg+5OaasVp11pgn7wTabLbohUQiIiIC6AV5IiIiIiJyGyhYiIiIiIiI0xQsRERERETEaQoWIiIiIiLiNAULERERERFxmoKFiIiIiIg4TcFCREREREScpmAhIiIiIiJO0wvyRPLB3d2I0agcfrX7sSd5b9EWERGRglGwELkJs8WKyVTS1WXcdVazBcNNgkPp0sXuUjV3jzXXzJmsCwoXIiIiBaRgIXITRjcDz20yczj9wTnR7PCwgbeaGOG5WXA42dXl3D01/TF8PBY3N4OChYiISAEpWIjkw+F0K/Gprq7i7gko89dJ9eFkiD/q2mJERETknnD/XSAtIiIiIiJ3nYKFiIiIiIg4TcFCREREREScpmAhIiIiIiJOU7AQERERERGnKViIiIiIiIjTFCykwGJjYwkKCmLDhg13fd/JyQ/QOxVERERE7iEKFlJgDz/8MFOmTKFu3bp3db+LFy9m5MiRd3WfIiIiIpI/ekGeFJivry8dO3a86/vdu3cvZrP5ru9XRERERG5OMxYiIiIiIuK0BzJYDBs2jDFjxrBjxw6effZZGjVqRJ8+ffjmm284f/4877zzDq1ataJVq1a8/vrrZGVl2dY9cuQI48aNo3nz5gQHBzNkyBC+/fbba/axdetWhg0bRrNmzXj66ad55plnmDNnDpcuXbKNmTx5Mj179uTQoUMMGzaM4OBg2rZty7vvvsuff/5Z4OPasGEDQUFBJCQkMHbsWBo3bkz79u2ZNWvWNdv7888/mTdvHs888wxPP/00Xbt2ZcGCBeTk5Fyzva1bt/LMM88QHBzMBx98cM09FidPniQoKIjPP/+cOXPm0LZtW5o0acK4cePIyMggISGBoUOHEhwcTNeuXYmOjr6m9k8//ZT+/fvTqFEjWrduzeTJk0lLS7N9v0uXLsTFxZGSkkJQUBBhYWG273311VcMHjyY4OBgWrRowfjx4zl+/Ljd9oOCgpg/fz4vv/wyDRs2pFevXuTm5ha4xyIiIiLi2AN7KdRPP/3ElClT6NevH8WLFyc8PJxXX32VGjVq4OnpSWhoKImJiaxduxZPT0/eeOMNEhMTGTp0KCaTicGDB+Pu7s7mzZsZPXo0U6dOpW3btgCsW7eOqVOn0rRpU0aNGkVubi7btm1jxYoVFC1alGHDhtnqyMjIYOTIkbRu3ZoOHTqwe/duIiMjMRqNjB079paO7Z///Cdly5Zl5MiRJCYmsnLlSo4ePcrcuXMBMJvNjBkzhh9//JHu3btTpUoVDh8+zNKlS/n555+ZNWsWBoPBtr1//etf9OnTh5IlS1K7du3rXo70/vvvYzKZGDZsGElJSURHR5OZmcmxY8fo1KkTHTp0YO3atbzzzjs88sgj1KtXD4AFCxawePFiWrVqRY8ePTh9+jSrV69m//79rFixglKlSjFu3Djmzp1LZmYmY8eOpVq1ana9rl+/Pv/4xz/4448/iI6OZtCgQSxbtozKlSvb6lu1ahWPP/44r7zyCn/++Sfu7g/sr7/kwxX/CRR4nVtZ936mvjimvjimvjimvjimvjjmqr48sGdWaWlpzJ49myZNmgDg7u7O9OnTycnJYdGiRbYT66SkJNuMxIwZMyhTpgwff/wxRYsWBaBv376EhoYyc+ZMWrRogYeHBx999BGBgYHMnDnTtp1evXrRtWtXtm3bZhcszp49yyuvvEK/fv0A6N69O71792bz5s23HCzKlCnDwoUL8fDwAMBkMrF06VK+/fZbGjZsyKZNm4iNjeX999+nYcOGtvVq1arF22+/zc6dO2nevLltebt27fj73/9u+zo2Ntbhfg0GAwsXLqRIkSIAJCQk8P333zNhwgR69+4NwFNPPUWPHj349ttvqVevHsnJySxdupRBgwbZ3Zjdrl07BgwYwJIlS2wzRCtXruTixYu2+zvOnTvH7Nmzadu2LW+//bZt3W7dutGnTx/ef/99ZsyYYVvu7u7OrFmzbPWJXE/p0sWcWt/Xt8RtquT+or44pr44pr44pr44pr44drf78sAGCy8vL7uT6rxPtlu0aGH3ab2fnx8//vgjmZmZxMXF0bdvXy5evMjFixdtY5o3b87s2bM5dOgQderUISIiggsXLthtJyMjgxIlSnDhwoVramnTpo3d19WrVycmJuaWj23AgAG2UAHw3HPPsXTpUr766isaNmzI9u3bKV26NDVr1iQzM9M2Ljg4GKPRyK5du+yCRd7Mws00bNjQ7qS9cuXKJCQk0KJFC9syPz8/ANtlTjt27MBisdC0aVO7WkwmEzVq1GDXrl2MGzfO4f6+++47srOzad68ud267u7uBAUF8c0335Cbm2ubmahVq5ZCheRLRkY2ZrOlwOsZDJf/EU9P/wOr9Q4Udo9SXxxTXxxTXxxTXxxTXxy73X0xmfIXUB7YYOHj42N3KYzRaAQuf9p/JaPRiNVqtb0/ITIyksjISIfbPHXqFHD5xDYhIYHNmzdz7NgxkpOTOXPmDAAVK1a8Zr3SpUvbfe3h4YHFUvCTmjyPPPKI3dc+Pj74+Phw8uRJAE6cOEFGRgatW7e+4XHkubon1+Ood3D5KVJXL7P+9Vt+4sQJAIYMGeJwm1cGpKvlrTtx4sTrjsnMzMRkMgHX9lnkRpz5h9hqdW79+5X64pj64pj64pj64pj64tjd7ssDGyzyTnCvZrjOxWh5J/q9e/e2+zT/SlWrVgVg7ty5LFu2jBo1ahAYGEinTp144oknmDZt2jUn7QBubrf3HnpH9w6YzWbbfiwWCw899BATJkxwuH7JkiVvqb6C9jSvFoBZs2bh5eWVr/3kyQsn//d//0elSpUcjilR4n8J+3r1iYiIiIjzHthgUVB5J67u7u40aNDA7ntHjx7l5MmTFClShJSUFJYtW0bHjh2ZMmWK3bi8WYs7LTk5mSpVqti+zsjI4Ny5czz00EPA5WM5fPgwTz31lF1oyLvJvHz58nelzrxaAMqXL0+NGjXsvrdr1y6KFy9+3XXzZn9Kly59zc8kNjYWi8WCp6fnba5YRERERBx5IB83eytMJhOPPfYYGzZs4Pfff7ctz83NZcqUKUyYMIHc3Fzbo2mvvhzp22+/5fjx43flBW+rV6+2fZoPsGLFCgDbvQ5NmzYlKyvrmse+RkdHM3HiRPbu3XvHa8yTd/P8smXL7Gr++eefGTduHKtWrbItMxqNdpeIPf3003h5ebF8+XK7R8empqbaniJ1o9kSEREREbl9NGNRAK+88gqhoaEMGDCA3r174+Pjw+bNmzl48CAjR46kVKlSeHt7U6FCBcLDw7l48SLly5fn0KFDbNiwAS8vL7Kzs+94nfv37+cf//gHTZs25dChQ2zcuJEOHTpQp04d4PJTkzZu3Mi7777LTz/9RK1atUhKSmLt2rUEBATwzDPP3PEa8zz66KP069ePiIgIsrKyaNasGWfPniUyMhJvb29CQ0NtY0uVKkVcXBwfffQRderUoXbt2owYMYLZs2czePBgOnToQG5uLlFRUVy6dInRo0ffteMQERERedApWBRAYGAgS5YsISwsjI8++ojc3FwqV67M5MmT6dy5MwCenp7MmTOH2bNnExERgdVqxd/fn3HjxmE2m5kxYwaHDh2iVq1ad6zOSZMmsWnTJt577z18fX0JDQ1l0KBB/5+9O4+P6d7/OP6aTCKEiMhYkxJVSygNTZNGSqy1C7WVaquuhFi6WKp6b/1Q7UUJSrS22mpPLVW9gqqqopKit7bmolTsiYTaQmbm94dm2mGQSCTB+/l4eDyak+98z+d8xnXnPed8z7H9vkCBAnzyySfMnDmTDRs28J///AeTyUSHDh0IDw/P9TsnDRw4EF9fX7744gsmTZpEkSJFqFWrFr1797a7pOvVV1/l4MGDTJkyhdatW/Pkk0/y0ksvUapUKT7//HOio6MpWLAgVatW5f3337cFKRERERG5/wxWq9bQPyxWr17NiBEj+PTTTwkICMjrch4qteels+tMXleRe7pUhYWtnKH2ANh1OK/LyT21HoedUaSkXCI9/d5uN2syuZOUpNse/p364pj64pj64pj64pj64lhO96VEiczdblZrLEREREREJNt0KVQ+l/Egubtxc3O7z5WIiIiIiNyegkU+16xZs0yNCw8Pv+2zHERERERE7jcFi3wuOjo6U+O8vb3x8fGhdevW97kiEREREZFbKVjkczc/+E3yhp+XAXh0VoVV8Pjz+R9+PnlbSG571I5XREQkBylYiNyF2WJlQUtjXpeR66xmC4YFA/K6jFxnTTdjsTw6IVJERCSnKFiI3IXRyUBS0gWMxkcvXNyJp2dhUlLu/wMfc5vFYlWwEBERuQcKFiKZkJ5uxmo15HUZ+Ybhz1aYzRbdN1xEREQAPcdCRERERERygIKFiIiIiIhkm4KFiIiIiIhkm4KFiIiIiIhkm4KFiIiIiIhkm4KFiIiIiIhkm4KFiIiIiIhkm4KFiIiIiIhkm4KFiIiIiIhkm568LZIJzs5GjEbl8Jvl555YLFYsFj0WXEREJLcoWIjchdlixWQqmtdl3BdWswVDNsKBp2fhHKwmZ1nTzZw7f0XhQkREJJcoWIjchdHJwEtrzOxPfrg+oDavYOCDukZ4KQr2J+Z1OTnLzwfDggE4ORkULERERHKJgoVIJuxPtrLrTF5XkbOqFv/zA/f+RNh1OG+LERERkQde/r1AWkREREREHhgKFiIiIiIikm0KFiIiIiIikm0KFiIiIiIikm0KFiIiIiIikm0KFpKvTJs2jYCAAE6cOAHA6tWrCQgIID4+Po8rExEREZE7UbCQfK1WrVqMHDmSChUq5HUpIiIiInIHeo6F5Gs+Pj74+PjkdRkiIiIichc6YyEiIiIiItmmYHGfRURE8Oabb7Jp0ya6dOlCnTp16NSpEz/88AOXL19m9OjRNGrUiEaNGvGvf/2L8+fP21576NAhBg4cSP369QkJCaFHjx5s27btln1s2LCBiIgIQkNDefbZZ2nTpg2TJk3i2rVrtjHDhw+nffv27N27l4iICEJCQnj++ef56KOPuHr1apaPa9q0adSpU4eNGzfStGlT6tWrx/LlywE4cOAAgwcP5vnnnycoKIgmTZrwz3/+k9OnT9vNkZiYyODBg2nQoAGNGjUiOjr6lv3cvMbidmsuHG3/5ptveOWVV6hXrx6hoaH06dOHXbt2ZflYRUREROTudClULjhw4AAjR47kxRdfpEiRIsyePZt33nmHKlWqUKBAASIjI0lISGD58uUUKFCAYcOGkZCQQM+ePTGZTLz22ms4OzsTGxvLG2+8wahRo3j++ecBWLlyJaNGjaJevXr079+f9PR0Nm7cyPz58ylUqBARERG2OlJSUujXrx+NGzemefPmbN26lSVLlmA0GhkwYECWjys9PZ0PP/yQbt26cf36dWrXrs3Bgwf5xz/+Qbly5Xj11VcpVKgQ//3vf1mzZg1JSUlMmzYNgOTkZHr06MG1a9fo0qULbm5uxMTE2AWr7IiPj+fdd9+lTp06hIWFcfXqVZYtW0bfvn1ZunSpLq96hBgMub+v3Nzng0B9cUx9cUx9cUx9cUx9cSyv+qJgkQuSkpKYMGECdevWBcDZ2ZmxY8dy/fp1ZsyYgeHPd/3gwYO2MxLjxo2jePHiLFiwgEKFCgHQuXNnIiMjGT9+PA0aNMDFxYXPP/+cmjVrMn78eNs8HTp0ICwsjI0bN9oFiwsXLjBo0CBefPFFANq1a0fHjh2JjY29p2BhsVjo1q0b3bt3t23797//jcFg4NNPP8XDwwOAF154gWvXrrFu3TpSU1MpVqwY8+fPJyUlhfnz51O1alUAWrduTefOnbl48WKWa7nZhg0bKFiwIFFRUba+BAUF8fbbb3PgwAEFi0eEp2fhPNmvl5d7nuw3v1NfHFNfHFNfHFNfHFNfHMvtvihY5AJXV1eCg4NtP5cvXx6ABg0a2D70Anh7e/PLL7+QmprKzp076dy5M2lpaaSlpdnG1K9fnwkTJrB37178/f1ZvHgxV65csZsnJSUFd3d3rly5ckstTZo0sfu5cuXKrF+//p6PrXbt2nY/v/POO/Tu3dsWKgAuXryIq6srgO2yq61bt1KtWjVbqAAoVqwYzZo1Y8GCBfdcT4aSJUty6dIlxo8fT7t27ahYsSJPPPGE7XIteTSkpFzCbLbk2v4Mhhv/iCcn/4HVmmu7zffUF8fUF8fUF8fUF8fUF8dyui8mU+YCioJFLvDw8MDZ+a9WG41GAIoXL243zmg0YrVaSUxMBGDJkiUsWbLE4ZynTp0Cbpz92LdvH7GxsRw5coTExETOnTsHQJkyZW55naenp93PLi4uWCz3/sHr5mMwGAycP3+e2bNnc/DgQRITEzl58iTWP/9WZ+zrxIkThIaG3jKfr6/vPdfyd506dWL79u0sXryYxYsXU7p0aerVq0ebNm3swow8/PLi/2is1rzZb36nvjimvjimvjimvjimvjiW231RsMgFGUHiZobbXPiW8eG7Y8eO1K9f3+GYihUrAjBlyhTmzJlDlSpVqFmzJi1btuSpp55izJgxtvDxd05OObte/+b5tmzZwsCBAzGZTDzzzDPUqVOHatWqsW3bNmbPnm0bZzAY7BaXZ7jXkGM2m+1+LlKkCNOnT+eXX35h06ZNbNu2jaVLl7Js2TKGDx9Oy5Yt72k/IiIiIuKYgkU+VLZsWeDG2YigoCC73x0+fJgTJ05QsGBBTp48yZw5c2jRogUjR460G5dx1iK3ffTRRzz22GO2xeMZ1q5dazfO29ubo0eP3vL6jLM1t5MRZK5fv263PTk52e7no0ePcvHiRWrUqEGNGjXo378/hw8fJjw8nIULFypYiIiIiOQw3W42HzKZTFSrVo3Vq1dz9uxZ2/b09HRGjhzJkCFDSE9Pt91B6fHHH7d7/bZt2zh69Ogt3+LnhtTUVMqUKWMXKs6cOcO3334L/HVmoUGDBhw+fJitW7faxl28eJE1a9bccX4vLy8Afv31V9u2jDth/d2YMWMYMGAAly9ftm3z9fXF3d39tmeQREREROTe6YxFPjVo0CAiIyPp1q0bHTt2xMPDg9jYWPbs2UO/fv0oVqwYbm5ulC5dmtmzZ5OWlkapUqXYu3cvq1evxtXVlUuXLuV63XXq1GH9+vV8+OGHVKtWjRMnTrBy5UrbB/yMmrp168Z//vMfBg8eTNeuXfH09GT58uV3vRQqICAALy8vZs6cSVpaGl5eXqxZs+aWheqvvPIKr7/+Oj179qRVq1YUKFCA7777jsTEREaMGHF/Dl5ERETkEaZgkU/VrFmTWbNmMW3aND7//HPS09MpX748w4cPp1WrVgAUKFCASZMmMWHCBBYvXozVasXHx4eBAwdiNpsZN24ce/fupXr16rlW99ChQ3Fzc+O7775jzZo1lCpVihYtWtCgQQP+8Y9/sGPHDqpWrUrhwoWZOXMmH3/8McuXL8dsNtOkSRMqVqzIuHHjbju/s7MzkydPZuLEicybNw83NzeaNWtGgwYN7G6t++yzzzJ+/HjmzJljCyEVK1bkgw8+oGnTprnRChEREZFHisFq1Rp6kbupPS+dXWfyuoqc1aUqLGzlDLUHwK7DeV1Ozqr1OOyMIiXlEunpuXu7WZPJnaQk3fbw79QXx9QXx9QXx9QXx9QXx3K6LyVKZO52s1pjISIiIiIi2aZLocQmKSkpU+Pc3Nxwc3O7z9WIiIiIyINEwUJsmjVrlqlx4eHh9OrV6z5XIyIiIiIPEgULsYmOjs7UOG9v7/tciYiIiIg8aBQsxObmh/GJiIiIiGSWgoVIJvh5GYCH63YTFTwMN/7DzydvC7kfHsZjEhERyecULETuwmyxsqDlw/m0bqvZgmHBgLwu476wppuxWB6uMCgiIpKfKViI3IXRyUBS0gWMxoczXNwrT8/CpKTk/tPdM8tisSpYiIiI5CIFC5FMSE83Y7Ua8rqMfMPwZyvMZoseSCQiIiKAHpAnIiIiIiI5QMFCRERERESyTcFCRERERESyTcFCRERERESyTcFCRERERESyTcFCRERERESyTcFCRERERESyTcFCRERERESyTQ/IE8kEZ2cjRqNy+M3yS0/0lG0REZG8p2AhchdmixWTqWhel5GjrGYLhhwIBZ6ehXOgmuyzpps5d/6KwoWIiEgeUrAQuQujk4GX1pjZn/xwfGhtXsHAB3WN8FIU7E/M63Kyz88Hw4IBODkZFCxERETykIKFSCbsT7ay60xeV5Ezqhb/88P3/kTYdThvixEREZGHRv64QFpERERERB5oChYiIiIiIpJtChYiIiIiIpJtChYiIiIiIpJtChYiIiIiIpJtChYiIiIiIpJtChYPmdatWxMREWH7OSIigtatW+dhRSIiIiLyKNBzLB5yPXr04OrVq3ldhoiIiIg85BQsHnLPPvtsXpcgIiIiIo8AXQolIiIiIiLZpmCRh1q3bs2oUaMYMWIEISEhtGjRguTkZGJiYnjllVeoV68ederUoX379syZMwer1Wr3+nXr1tG1a1dCQkLo1KkT8fHxt+zj5jUWt1tzcfP2a9euMX78eMLCwggODqZly5aMHj2a8+fP39Oxnj9/njFjxtC8eXOCg4Pp0KEDixYtsjumadOmUadOHTZu3EjTpk2pV68ey5cvv+12gNTUVEaPHm2b94UXXmDOnDmYzea7zisiIiIiOUeXQuWx2NhYypcvz4ABA0hOTmbJkiV89tlntGrVinbt2nH58mXWrFnDlClTMJlMtGrVCoDVq1czYsQIatSoQf/+/UlMTOTNN9/EarVSpkyZbNc1evRo1q1bR5cuXfD29ua3335j8eLF/P7770ydOjVLc12+fJnw8HDOnDlDx44dKVWqFHFxcYwfP57ff/+dIUOG2Mamp6fz4Ycf0q1bN65fv07t2rWJjY11uP3ChQv06NGDEydO0KFDB8qXL8+OHTuYMmUKv/76K//+97/vOK88fAyG/LH/vK4jv1FfHFNfHFNfHFNfHFNfHMurvihY5LG0tDQmTJhAiRIlSE9Pp1GjRjz//PMMHz7cNiYsLIznn3+eb775hlatWmE2m5k8eTLVqlVj+vTpuLi4AFCtWjWGDRuWI3XFxsYSFhZG3759bdsKFSrE1q1buXz5Mm5ubpmea/78+Rw7doz58+fzxBNPANChQweio6OZPXs27dq1o3LlygBYLBa6detG9+7d7eZwtH3y5Mn8/vvvjBs3jvr16wPQsWNHxo4dy9KlS2nVqhUhISF3nFceHp6ehfO6BBsvL/e8LiFfUl8cU18cU18cU18cU18cy+2+KFjkMR8fH0qUKAGAs7Mz69atIz093W5MamoqhQsX5sqVKwAcOHCAc+fOERERYQsVAM2aNSMqKipH6ipVqhQbNmzAz8+PevXq4eHhQe/evendu3eW59q4cSMVK1bEZDKRmppq2x4aGsrs2bP5/vvvbcECuO3ZhJu3b968mQoVKthCRYZ//OMfLF26lE2bNtmCxZ3mlYdDSsolzGZLntZgMNz4Rzw5+Q9uunLxkaa+OKa+OKa+OKa+OKa+OJbTfTGZMhdQFCzyWPHixe1+dnFxYcuWLXz33XccPXqUY8eOceHCBeDGt+4AJ0+eBG6Ekr9zcnKiXLlyOVLXO++8w9ChQxkxYgROTk48+eSTNGzYkLCwMNzds5Z+ExMTSUtLo3Hjxg5/f+rUKbufb+7J7bafOHGC4ODgW8Z5eXnh7u6e6Xnl4ZFf/k/Fas0/teQn6otj6otj6otj6otj6otjud0XBYs85uT01/p5q9XKe++9R2xsLP7+/tSsWZP27dtTu3Zth2cK0tLSbtl28wLvzPr7YmeAwMBAvvrqKzZv3syWLVvYvn07EydOZOHChcyfPx8vL69Mz22xWPD39yc8PNzh7zPO2GT4e0/utP1Ox2qxWHB2tv/rfbt5RURERCT7FCzykV27dhEbG0vPnj3tgoTZbOb8+fOULVsW+OtMxe+//273eqvVyvHjx/H19b3tPoxGI9euXbtl+7lz52z/nZaWRkJCAqVKlaJp06Y0bdoUi8XCggULmDRpEuvXr+fFF1/M9HGVKVOGy5cvExQUZLf9woUL7Nix457PspQpU4YjR47csj0pKYlLly5RunTpe5pXRERERLJOX+HmIxm3cq1QoYLd9lWrVnHlyhXbWYUqVapQtmxZYmJi7J6qvW7dOruA4IiXlxcpKSmcPXvWtm3//v0cO3bM9nNqaio9evRg9uzZtm1OTk5Uq1YNuBFOsiI0NJSEhAS2bNlit33WrFm88847HDp0KEvzZahXrx5Hjhxh06ZNdtvnzp0LwHPPPXdP84qIiIhI1umMRT5Ss2ZNChcuTFRUFCdPnqRo0aL89NNPrFu3DldXVy5fvgyAwWBg8ODBDBo0iNdee402bdpw5swZli5dioeHxx330bRpU9auXcvrr79O+/btOXfuHEuWLKFcuXJcv34duLFwu1mzZrbgUrNmTc6fP8/SpUvx8vKiSZMmWTqu7t27s3HjRgYPHkz79u15/PHH2b17N19//TV16tShTp0699SvjHnfeecdOnTogK+vLzt27GDjxo00aNDAbuG2iIiIiNxfChb5iJeXF5MmTWLy5Ml89tlnuLi4UL58eT788EP27NnD4sWLSUpKwmQyUbduXSZOnMi0adOYMmUKJUuW5L333mPZsmV33EfdunUZMmQIixYtYvz48ZQrV46hQ4fy008/2Z1R+Oc//4mPjw+xsbGsW7eOggULEhgYSJ8+fShWrFiWjsvDw4PPPvuMTz/9lA0bNnDhwgVKly5Nz5496d69+z2vffj7vOvXr+ePP/7A29ubN954g65du97TnCIiIiJybwzWe13tK/IIqT0vnV1n8rqKnNGlKixs5Qy1B8Cuw3ldTvbVehx2RpGScon09Ly/3azJ5E5Skm57+Hfqi2Pqi2Pqi2Pqi2Pqi2M53ZcSJTJ3R1CtsRARERERkWzTpVByT5KSkjI1zs3NLUtP6RYRERGRB5OChdyTZs2aZWpceHg4vXr1us/ViIiIiEheU7CQexIdHZ2pcd7e3ve5EhERERHJDxQs5J7c/LC7h52flwF4OFaFVfAw3PgPP5+8LSSnPCzHISIi8oBTsBC5C7PFyoKWWXsoYH5nNVswLBiQ12XkGGu6GYvl4Qh+IiIiDyoFC5G7MDoZSEq6kOUnjj/sPD0Lk5JyKa/LAMBisSpYiIiI5DEFC5FMSE83Y7Ua8rqMfMPwZyvMZovuGy4iIiKAnmMhIiIiIiI5QMFCRERERESyTcFCRERERESyTcFCRERERESyTcFCRERERESyTcFCRERERESyTcFCRERERESyTcFCRERERESyTcFCRERERESyTU/eFskEZ2cjRqNy+M2y2xOLxYrFokd3i4iIPAwULETuwmyxYjIVzesyMs1qtmDIpRDk6Vk4W6+3pps5d/6KwoWIiMhDQMFC5C6MTgZeWmNmf3L+//DbvIKBD+oa4aUo2J+Y1+XcmZ8PhgUDcHIyKFiIiIg8BBQsRDJhf7KVXWfyuoq7q1r8zw/o+xNh1+G8LUZEREQeKbpoXEREREREsk3BQkREREREsk3BQkREREREsk3BQkREREREsk3BQkREREREsk3B4hFx6dIlUlJS7um1FouFEydO5HBF9hIT8/mtUUVERETkjhQsHgH79++nQ4cOHDp0KMuvvXjxIt27d2f16tX3obIb+vXrx8yZM+/b/CIiIiJy/ylYPAIOHjzI2bNn7+m1Fy5cYN++fTlckb3t27ff1/lFRERE5P5TsBARERERkWxTsMhBXbt2pWvXrnbbYmJiCAgIYO7cuXbbu3fvTkREBAC7du2iT58+1KtXj7p169K7d2927txpN75169aMGjWKESNGEBISQosWLUhOTubChQsMHz6cli1bEhwcTFhYGJMnTyYtLQ2AadOmMWLECAB69+5N69atM3088fHxtGnTBoAZM2YQEBBgW2tx9epVoqOjadOmDc8++yxhYWF8+umnXL9+HbixLqNHjx4EBQVx4MAB25zHjx+nbt26vPLKKxw7doyAgAAAvvrqKwICAoiPjyc+Pp6AgIBbLr+6efvff+7cuTN16tRh+PDhtv3PmzeP9u3bExwcTPPmzRk3bhwXL17M9PGLiIiISOY553UBD5OQkBDmzJlDSkoKnp6eAMTFxQGwc+dOXn31VQDOnz/Pvn376Nu3L9999x2DBw/G29ubHj16YDAYWLlyJZGRkYwdO5bQ0FDb/LGxsZQvX54BAwaQnJyMl5cXkZGRJCQk0KVLF0wmE3v27GHu3Lmkpqby3nvv0bBhQ5KSklixYgWvvfYa1atXz/TxVKhQgQEDBhAVFUWDBg1o0KABnp6emM1m3nzzTX755RfatWuHr68v+/fv57PPPuPXX38lKioKJycnhg0bxksvvcS///1vZs+ejcFgYOTIkVgsFkaOHInJZGLkyJEMGzaMWrVq0a5dOypUqMBvv/2Wpb6PHTuWli1b0q5dO0qXLg3A8OHDWbt2La1ataJr164cOXKEmJgYfv75Z2bOnImrq2uW9iH3l8GQ1xXkjIzjeFiOJ6eoL46pL46pL46pL46pL47lVV8ULHJQSEgIs2fPJj4+niZNmmC1Wtm5cyclS5bk559/xmKx4OTkxI4dO7BYLAQHB/PWW29RokQJ5s+fT5EiRQBo3749nTt3ZsyYMYSEhODsfONtSktLY8KECZQoUQKAc+fOERcXx5tvvkm3bt0AaNu2LRaLhZMnTwJQqVIlatasyYoVKwgKCrKdIcgMLy8v6tevT1RUFE888QQtWrQA4MsvvyQ+Pp7JkycTHBxsG1+9enU+/PBDvvvuO+rXr4+vry/h4eFMmTKFlStXYjab+emnnxg0aBC+vr4AtGjRgmHDhuHt7W2bP6vBwt/fn3feecf2c3x8PF9//TVDhw6lffv2du9Pv379WL58OV26dMnSPuT+8fQsnNcl5DgvL/e8LiFfUl8cU18cU18cU18cU18cy+2+KFjkoBo1alC0aFHi4uJo0qQJBw8eJCUlhTfeeINJkyaRkJBA1apV2bp1K2XKlOHatWucPn2a/v3720IFQJEiRejYsSNTpkxh37591KxZEwAfHx9bqMgY5+bmRkxMDGXKlCE4OBg3NzeGDRt2X4/z22+/xdPTEz8/P1JTU23bQ0JCMBqNbNmyhfr16wPw8ssvs3HjRqZOncr169cJDAykc+fOOVpP7dq17X7euHEjBoOBkJAQu/qqVq2Kl5cX33//vYJFPpKScgmz2ZLXZeQIg+HGP+LJyX9gteZ1NfmH+uKY+uKY+uKY+uKY+uJYTvfFZMpcQFGwyEFGo5GgoCDb5U/x8fF4eHjQtm1bJk+ezK5du6hatSo//vgjoaGhtvUK5cuXv2WujG/0T548aQsWxYsXtxtToEAB3n33XUaNGsWQIUNwcXGhVq1aNGrUiJYtW1KwYMH7cpzHjh0jJSWFxo0bO/z9qVOnbP9tNBp577336NKlC0ajkWHDhmHI4fNyGZedZUhMTMRqtdKqVSuH4wsXfvi+IX/QPWz/Z2C1PnzHlBPUF8fUF8fUF8fUF8fUF8dyuy8KFjmsTp06rF+/nlOnThEfH0/t2rVxd3encuXK7Ny5k2eeeYYzZ87w3HPP3XEhsfXPvwUuLi62bU5Ot661b9asGcHBwWzatIkffviBHTt2sGPHDpYtW8bcuXPvy1oCi8VCuXLlGDJkiMPfFy1a1O7n3bt3A2A2m9m0aRMvvvjiPe3XbDY73G40Gm+pr3DhwowdO9bheK2vEBEREcl5ChY5rE6dOhgMBuLi4ti9ezc9e/YE4Omnn+brr79m+/btuLq6EhAQQEJCAgBHjhy5ZZ6jR48CUKpUqdvu69KlSyQkJFCxYkXCwsIICwvj+vXrfPzxxyxatIjt27fbLf7OKWXLlmX//v0888wzdmEnPT2djRs32tV86tQppkyZQmBgIC4uLkRHR1O3bl28vb1vO39GULh27Zrd9nPnzmWqvjJlyrB9+3aqVauGu7v9qbtvvvkGDw+PTM0jIiIiIpmn283mMC8vL6pWrcqyZcs4f/687fr/p59+mpSUFJYtW0ZgYCCurq74+flhMpmIiYmxO3tx8eJFli1bhslkws/P77b7+t///kd4eDirVq2ybXNxcaFKlSrAXx/QMz78W+/hXJij19arV4/z588TExNjNzYmJoZ3332XHTt22LZ98MEHpKenM3ToUN5++20sFgujRo2ym8/JyQmL5a9r7L28vABswSvDunXrMlVzRpj67LPP7LZv3ryZIUOGEBsbm6l5RERERCTzdMbiPqhTpw6zZs3C3d2dSpUqATcWGDs5OXH8+HFefvllAJydnRk8eDBDhw7l5ZdfJiwsDIPBwKpVq0hKSmLMmDEOL3/K8NRTT+Hv78/UqVM5deoUlSpV4vTp0yxZsgRfX1+CgoKAv9YgxMTEkJycTLNmzTJ9LMWKFcPJyYnNmzdTunRpGjZsSNu2bfnqq6/46KOPOHDgANWrV+fgwYMsX76cqlWr2p598eWXX7Jt2zZ69+7NY489BsA//vEPpk6dyvLly213bPL09OSnn35ixYoVBAcHU65cOfz8/FixYgWFChWiXLlybNq0icTExEzVHBISQmhoKPPnzycxMZGgoCBOnjzJ0qVLKV26tO0OWiIiIiKSc3TG4j4ICQkBbtwGNSMYFClSxHYm4bnnnrONbdSoEVOmTKFEiRLMnDmT2bNnU7ZsWT799FPbnZVux2AwMG7cONq3b8+WLVsYO3Ysy5cvp2HDhnz66ae29RmBgYE0adLENibj4XmZUbBgQfr06cPp06f56KOPSEhIoECBAnzyySd069aNuLg4xo0bx5YtW+jQoQNTpkyhYMGCJCUlMWHCBMqXL297fgfAK6+8wuOPP87HH39sW+Tdv39/0tPT+eijj/jpp58AGDNmDKGhoSxfvpzJkyfj6elJVFRUpmo2GAyMGTOGyMhIDh06xPjx4/nPf/5Dw4YNmTlzpu2MiIiIiIjkHIP1Xq6PEXnE1J6Xzq4zeV3F3XWpCgtbOUPtAbDrcF6Xc2e1HoedUaSkXCI9/eG53azJ5E5Skm57+Hfqi2Pqi2Pqi2Pqi2Pqi2M53ZcSJTJ3u1mdsRARERERkWzTGotHUFJSUqbGubm54ebmdp+rEREREZGHgYLFIyizi7fDw8Pp1avXfa5GRERERB4GChaPoOjo6EyNu9OzJkRERERE/k7B4hGUcRtaEREREZGcomAhkgl+XgYg/99uooKH4cZ/+PnkbSGZ8SDUKCIiIpmmYCFyF2aLlQUtjXldRqZZzRYMCwbkdRmZYk03Y7Hk/8AmIiIid6dgIXIXRicDSUkXMBofnHCRGzw9C5OScilbc1gsVgULERGRh4SChUgmpKebsVoNeV1GvmH4sxVms0UPJBIRERFAD8gTEREREZEcoGAhIiIiIiLZpmAhIiIiIiLZpmAhIiIiIiLZpmAhIiIiIiLZpmAhIiIiIiLZpmAhIiIiIiLZpmAhIiIiIiLZpgfkiWSCs7MRo1E5/Gb30hM9bVtEROThpGAhchdmixWTqWhel3FXVrMFQy6HH0/Pwll+jTXdzLnzVxQuREREHjIKFiJ3YXQy8NIaM/uT8+8H4eYVDHxQ1wgvRcH+xLwu5/b8fDAsGICTk0HBQkRE5CGjYCGSCfuTrew6k9dV3F7V4n9+SN+fCLsO520xIiIi8kjSReMiIiIiIpJtChYiIiIiIpJtChYiIiIiIpJtChYiIiIiIpJtChYiIiIiIpJtChYiIiIiIpJtChZyVxaLhRMnTtzXfSQm5uNnL4iIiIjIXSlYyB1dvHiR7t27s3r16vu2j379+jFz5sz7Nr+IiIiI3H8KFnJHFy5cYN++ffd1H9u3b7+v84uIiIjI/adgISIiIiIi2aZgkUMiIiJ488032bRpE126dKFOnTp06tSJH374gcuXLzN69GgaNWpEo0aN+Ne//sX58+dtrz106BADBw6kfv36hISE0KNHD7Zt23bLPjZs2EBERAShoaE8++yztGnThkmTJnHt2jXbmOHDh9O+fXv27t1LREQEISEhPP/883z00UdcvXo1S8cUHx9PmzZtAJgxYwYBAQG2tRZXr14lOjqaNm3a8OyzzxIWFsann37K9evXgRvrMnr06EFQUBAHDhywzXn8+HHq1q3LK6+8wrFjxwgICADgq6++IiAggPj4eOLj4wkICLjl8qubt//9586dO1OnTh2GDx9u2/+8efNo3749wcHBNG/enHHjxnHx4sUs9UBEREREMsc5rwt4mBw4cICRI0fy4osvUqRIEWbPns0777xDlSpVKFCgAJGRkSQkJLB8+XIKFCjAsGHDSEhIoGfPnphMJl577TWcnZ2JjY3ljTfeYNSoUTz//PMArFy5klGjRlGvXj369+9Peno6GzduZP78+RQqVIiIiAhbHSkpKfTr14/GjRvTvHlztm7dypIlSzAajQwYMCDTx1OhQgUGDBhAVFQUDRo0oEGDBnh6emI2m3nzzTf55ZdfaNeuHb6+vuzfv5/PPvuMX3/9laioKJycnBg2bBgvvfQS//73v5k9ezYGg4GRI0disVgYOXIkJpOJkSNHMmzYMGrVqkW7du2oUKECv/32W5b6PnbsWFq2bEm7du0oXbo0cCNgrV27llatWtG1a1eOHDlCTEwMP//8MzNnzsTV1TVL+5CcZzDkdQU5L+OYHsZjyw71xTH1xTH1xTH1xTH1xbG86ouCRQ5KSkpiwoQJ1K1bFwBnZ2fGjh3L9evXmTFjBoY/392DBw/azkiMGzeO4sWLs2DBAgoVKgRA586diYyMZPz48TRo0AAXFxc+//xzatasyfjx423zdOjQgbCwMDZu3GgXLC5cuMCgQYN48cUXAWjXrh0dO3YkNjY2S8HCy8uL+vXrExUVxRNPPEGLFi0A+PLLL4mPj2fy5MkEBwfbxlevXp0PP/yQ7777jvr16+Pr60t4eDhTpkxh5cqVmM1mfvrpJwYNGoSvry8ALVq0YNiwYXh7e9vmz2qw8Pf355133rH9HB8fz9dff83QoUNp3769bXtISAj9+vVj+fLldOnSJUv7kJzl6Vk4r0u4r7y83PO6hHxJfXFMfXFMfXFMfXFMfXEst/uiYJGDXF1d7T5oly9fHoAGDRrYwgCAt7c3v/zyC6mpqezcuZPOnTuTlpZGWlqabUz9+vWZMGECe/fuxd/fn8WLF3PlyhW7eVJSUnB3d+fKlSu31NKkSRO7nytXrsz69etz5Di//fZbPD098fPzIzU11bY9JCQEo9HIli1bqF+/PgAvv/wyGzduZOrUqVy/fp3AwEA6d+6cI3VkqF27tt3PGzduxGAwEBISYldf1apV8fLy4vvvv1ewyGMpKZcwmy15XUaOMxhu/COenPwHVmteV5N/qC+OqS+OqS+OqS+OqS+O5XRfTKbMBRQFixzk4eGBs/NfLTUajQAUL17cbpzRaMRqtdqe3bBkyRKWLFnicM5Tp04BN85+7Nu3j9jYWI4cOUJiYiLnzp0DoEyZMre8ztPT0+5nFxcXLJac+SB37NgxUlJSaNy48R1rhhvH+t5779GlSxeMRiPDhg2zC0c54eZjTUxMxGq10qpVK4fjCxd+uL8tf1A8zP8HYLU+3Md3r9QXx9QXx9QXx9QXx9QXx3K7LwoWOSgjSNzsdh+kMz7od+zY0fYN/80qVqwIwJQpU5gzZw5VqlShZs2atGzZkqeeeooxY8bYfZDP4OR0/9blWywWypUrx5AhQxz+vmjRonY/7969GwCz2cymTZtsl2hlldlsdrj95r5bLBYKFy7M2LFjHY7X+goRERGRnKdgkYfKli0L3DgbERQUZPe7w4cPc+LECQoWLMjJkyeZM2cOLVq0YOTIkXbjMs5a5KayZcuyf/9+nnnmGbsAk7GgvFSpUrZtp06dYsqUKQQGBuLi4kJ0dDR169bF29v7tvNnBIW/3+0KMn+sZcqUYfv27VSrVg13d/tTd9988w0eHh6ZmkdEREREMk+3m81DJpOJatWqsXr1as6ePWvbnp6ezsiRIxkyZAjp6em2W9M+/vjjdq/ftm0bR48eve03+TkhIzhY/3YerV69epw/f56YmBi7sTExMbz77rvs2LHDtu2DDz4gPT2doUOH8vbbb2OxWBg1apTdfE5OTnaXaXl5eQGQkJBgN/+6desyVXNoaCgAn332md32zZs3M2TIEGJjYzM1j4iIiIhkns5Y5LFBgwYRGRlJt27d6NixIx4eHsTGxrJnzx769etHsWLFcHNzo3Tp0syePZu0tDRKlSrF3r17Wb16Na6urly6dOm+1VesWDGcnJzYvHkzpUuXpmHDhrRt25avvvqKjz76iAMHDlC9enUOHjzI8uXLqVq1qu3ZF19++SXbtm2jd+/ePPbYYwD84x//YOrUqSxfvtx2xyZPT09++uknVqxYQXBwMOXKlcPPz48VK1ZQqFAhypUrx6ZNm2xrUu4mJCSE0NBQ5s+fT2JiIkFBQZw8eZKlS5dSunRpunXrdn+aJSIiIvII0xmLPFazZk1mzZpFtWrV+Pzzz5k0aRJXrlxh+PDhdO/eHYACBQowadIkatSoweLFi5k4cSL79+9n4MCB9O/fn0uXLrF37977Ul/BggXp06cPp0+f5qOPPiIhIYECBQrwySef0K1bN+Li4hg3bhxbtmyhQ4cOTJkyhYIFC9puvVu+fHleffVV23yvvPIKjz/+OB9//LFtbUjGczk++ugjfvrpJwDGjBlDaGgoy5cvZ/LkyXh6ehIVFZWpmg0GA2PGjCEyMpJDhw4xfvx4/vOf/9CwYUNmzpxpOyMiIiIiIjnHYLVqDb3I3dSel86uM3ldxe11qQoLWzlD7QGw63Bel3N7tR6HnVGkpFwiPf3hvN2syeROUpJue/h36otj6otj6otj6otj6otjOd2XEiUyd7tZnbEQEREREZFs0xqLR1BSUlKmxrm5ueHm5nafqxERERGRh4GCxSOoWbNmmRoXHh5Or1697nM1IiIiIvIwULB4BEVHR2dq3J2eNSEiIiIi8ncKFo+gmx/GJ3fn52UA8u+qsAoefz7d3c8nbwu5m/xen4iIiNwzBQuRuzBbrCxoaczrMu7KarZgWDAgr8u4K2u6GYsl/4Y0ERERuTcKFiJ3YXQykJR0AaMx/4eL3OTpWZiUlKw/nNFisSpYiIiIPIQULEQyIT3djNVqyOsy8g3Dn60wmy26b7iIiIgAeo6FiIiIiIjkAAULERERERHJNgULERERERHJNgULERERERHJNgULERERERHJNgULERERERHJNgULERERERHJNgULERERERHJNgULERERERHJNj15WyQTnJ2NGI0PXg63WKxYLHo0toiIiNx/ChYid2G2WDGZit63+a1mC4b7FFqs6WbOnb+icCEiIiL3nYKFyF0YnQy8tMbM/uSc/3DevIKBD+oa4aUo2J+Ys5P7+WBYMAAnJ4OChYiIiNx3ChYimbA/2cquMzk/b9Xif37g358Iuw7n/A5EREREcsmDd9G4iIiIiIjkOwoWIiIiIiKSbQoWIiIiIiKSbQoWIiIiIiKSbQoWIiIiIiKSbQoWIiIiIiKSbQoW+cilS5dISUnJ6zLyvcTEHH7eg4iIiIhkm4JFPrF//346dOjAoUOH8rqUfG3mzJn069cvr8sQERERkZsoWOQTBw8e5OzZs3ldRr63Y8cOzGZzXpchIiIiIjdRsBARERERkWxzzusCclvXrl0BWLhwoW1bTEwMo0ePpn///rz66qu27d27d6dAgQJMnz6dXbt2MWPGDPbs2YPVaqV69epERERQu3Zt2/jWrVsTFBSE2Wxm3bp1eHh4MH/+fFxcXIiKiiIuLo5z585RsmRJGjduTEREBK6urkybNo0ZM2YA0Lt3b8qUKcPq1auzdFwxMTHExMRw7NgxChYsiL+/P5GRkTzxxBNcvHiRpk2bUrduXUaPHm33uhUrVvDBBx/w+eefc/HiRXr37k10dDTr1q1j48aNWCwWGjZsyNtvv83u3buJjo7mt99+o2zZskRGRtKwYUMATpw4QZs2bXj//fdJSEhgzZo1XLlyhcDAQP71r39x8uRJoqKi2L9/PyaTiZdffpkOHTrY1fLll1+yePFijhw5gpubG8899xz9+vXDZDLZ+nvy5EkAAgICCA8Pp1evXgQEBNCjRw/+97//sX37dry9valcuTLffvst69atw93d3baPS5cu8fzzz9O2bVsGDx6cpR4/yAyG+zNfTs/7oFNfHFNfHFNfHFNfHFNfHFNfHMurvjxywSIkJIQ5c+aQkpKCp6cnAHFxcQDs3LnTFizOnz/Pvn376Nu3L9999x2DBw/G29ubHj16YDAYWLlyJZGRkYwdO5bQ0FDb/LGxsZQvX54BAwaQnJyMl5cXkZGRJCQk0KVLF0wmE3v27GHu3Lmkpqby3nvv0bBhQ5KSklixYgWvvfYa1atXz9IxrVmzhtGjR9OyZUs6d+5MamoqixcvplevXqxatYoiRYoQEhLCli1buHLlCoUKFbK9dt26dZQvX56qVasSHx8PwIgRI6hQoQL9+vUjPj6e1atXc/r0aQ4cOEDHjh1p06YNCxYs4N133yUmJgYfHx/bfJMnT8ZkMhEREcHBgweJiYkhNTWVI0eO0LJlS5o3b87y5csZPXo0jz/+uC2Yffrpp8ycOZNGjRrxwgsvcPr0aZYuXcpPP/3E/PnzKVasGAMHDmTKlCmkpqYyYMAAKlWqZNvvokWLqFGjBoMGDeLq1auUK1eOdevW8e2339KmTRvbuE2bNpGWlkbTpk2z1OMHmadn4fs2t5eX+90HPYLUF8fUF8fUF8fUF8fUF8fUF8dyuy+PZLCYPXs28fHxNGnSBKvVys6dOylZsiQ///wzFosFJycnduzYgcViITg4mLfeeosSJUowf/58ihQpAkD79u3p3LkzY8aMISQkBGfnG61MS0tjwoQJlChRAoBz584RFxfHm2++Sbdu3QBo27YtFovF9u17pUqVqFmzJitWrCAoKIiAgIAsHVNsbCwVK1ZkxIgRtm2VK1dm0qRJHDx4EH9/f5o3b87GjRv5/vvvef755wFITk5m586d/OMf/7Cbz2QyMXnyZJycnGjbti07d+5kx44dTJw4keeeew6AcuXK0a9fP+Li4uyChcFgYPr06RQsWBCAffv28fPPPzNkyBA6duwIwDPPPMMLL7zAtm3bqF27NomJiXz22Wd0797dbmF206ZN6datG7NmzWLgwIHUr1+fhQsXkpaWRosWLexqdnZ2Jioqyrbf9PR0PDw82LBhg12wWLduHd7e3tSsWTNLPX6QpaRcwmy25OicBsONf6ySk//Aas3RqR9o6otj6otj6otj6otj6otj6otjOd0XkylzAeWRW2NRo0YNihYtajtLcfDgQVJSUujSpQsXL14kISEBgK1bt1KmTBmuXbvG6dOn6dSpky1UABQpUoSOHTty5swZ9u3bZ9vu4+NjCxUZ49zc3IiJieGbb77h8uXLAAwbNoypU6fmyDGVKlWKI0eOMH36dNutWENCQli6dCn+/v62n93d3Vm/fr3tdevXr8dsNtOsWTO7+UJDQ3FyuvFXw2g04uPjg6urKyEhIXbHCZCUlGT32uDgYNuHe4Dy5csD0KBBA9s2b29vu9du2rQJi8VCvXr1SE1Ntf0xmUxUqVKFLVu23LUH1atXt9uvs7MzTZo04ccffyQ1NRW4cRbqxx9/tAWrR4nVmvN/7te8D/of9UV9UV/UF/VFfckPf3KyL5n1yAULo9FIUFCQLVjEx8fj4eFB27ZtcXJyYteuXQD8+OOPPPfcc5w4cQL46wPy3/n6+gLYzjwAFC9e3G5MgQIFePfdd0lKSmLIkCE0atSIPn368MUXX3D16tUcOaaePXvi6+vL9OnTadu2LR06dODjjz/m2LFjdnU0bNiQrVu3cunSJeDGt/fVqlWjXLlydvN5eXnZ/Ww0GvH09MTwtwv1MoKHxWL/TfjNx280Gm+ZM2Ob9c+/qRl19ujRg8aNG9v92bt3L6dOnbprDzIua/u7Zs2aYTab2bRpEwAbN24kPT39liAlIiIiItn3yF0KBVCnTh3Wr1/PqVOniI+Pp3bt2ri7u1O5cmV27tzJM888w5kzZ3juuee4ePHibefJ+GDs4uJi25bxgfvvmjVrRnBwMJs2beKHH35gx44d7Nixg2XLljF37lxcXV2zdTylSpVi0aJFxMfHs3nzZrZu3cq8efNYtGgRkydPtl1a1bx5c1atWsXmzZupVasWv/zyC2+++eYt82V88P87QyZX/zh67d1enxFOoqKi7rkXjvb71FNPUbZsWdatW0fbtm1Zv349lSpVomLFive0DxERERG5vUc2WBgMBuLi4ti9ezc9e/YE4Omnn+brr79m+/btuLq6EhAQYLs06siRI7fMc/ToUeDGB/vbuXTpEgkJCVSsWJGwsDDCwsK4fv06H3/8MYsWLWL79u12i7/vxcGDBwEIDAwkMDAQgN27d9O7d2+WLFliCxa1a9emZMmSbN68mT/++AODwZAvFjGXLVsWuNHHKlWq2P1uy5YtdpegZUXG8c2fP59Tp07x008/ERkZme16RURERORWj9ylUHDjspyqVauybNkyzp8/b7sz0dNPP01KSgrLli0jMDAQV1dX/Pz8MJlMxMTE2J29uHjxIsuWLcNkMuHn53fbff3vf/8jPDycVatW2ba5uLjYPkBnfNOecabDmpUL2f709ttvM2zYMLsHx1WtWhUXFxe7b/KdnJxo2rQp27dvZ/PmzTz99NO2W7nmpbp16wIwZ84cu+P/9ddfGThwIIsWLbJtMxqNt1x+dSfNmjUjPT2dSZMmYbFYdBmUiIiIyH3ySJ6xgBtnLWbNmoW7u7vttqW1a9fGycmJ48eP8/LLLwM3FgEPHjyYoUOH8vLLLxMWFobBYGDVqlUkJSUxZswYh5c/ZXjqqafw9/dn6tSpnDp1ikqVKnH69GmWLFmCr68vQUFBwF9rBGJiYkhOTs7SB+BXXnmFUaNGERkZSePGjbFarXz99ddcu3btlmdFNGvWjPnz57N9+3b+9a9/Zaln98sTTzzBiy++yOLFizl//jyhoaFcuHCBJUuW4ObmZneWoVixYuzcuZPPP/8cf39/nnzyyTvOXbFiRSpXrsz69evx9/endOnS9/twRERERB5Jj2ywCAkJYdasWfj7+9uCQZEiRahSpQr79++33VYVoFGjRkyZMoWZM2cyc+ZMnJ2defLJJ3nvvfeoVavWHfdjMBgYN24cM2fO5Pvvv2fFihW4u7vTsGFDevfubVufERgYSJMmTdi8eTNxcXE0aNAg0+sN2rZti7OzM0uWLCE6OhqLxYKfnx+TJk265da1VapU4fHHHycxMZFGjRplpWX31cCBA/H19eWLL75g0qRJFClShFq1atG7d2/bInmAV199lYMHDzJlyhRat25912ABN8JUQkKCzlaIiIiI3EcG671ceyMPtM6dO1OuXDk++uijvC4lV3z++edER0fzn//8h2LFit3THLXnpbPrTM7WBdClKixs5Qy1B8Cuwzk7ea3HYWcUKSmXSE/P+edYmEzuJCXpvuF/p744pr44pr44pr44pr44pr44ltN9KVFCz7EQB3bv3s2hQ4fsHhr3MLt27RpffvkldevWvedQISIiIiJ398heCpXf3fzgudtxc3PDzc3truO++uortmzZwvbt26lYsaLdw+4eRmfOnGHChAkcOnSI3377jffeey+vSxIRERF5qClY5FOZXQ8QHh5Or1697jrO2dmZrVu38thjjzFq1Kg7Ljh/GBQtWpRdu3aRnp7O22+/TY0aNfK6JBEREZGHmoJFPhUdHZ2pcd7e3pka16xZs0dq8XLBggVZu3ZtXpchIiIi8shQsMinMm5DK/mDn5cByPlVYRU8/nwiuZ9Pjs99X+YUERERuQ0FC5G7MFusLGhpvPvAe2Q1WzAsGHB/5k43Y7HoNhkiIiJy/ylYiNyF0clAUtIFu6eYPygsFquChYiIiOQKBQuRTEhPN2O1GvK6DBEREZF86+G+NZCIiIiIiOQKBQsREREREck2BQsREREREck2BQsREREREck2BQsREREREck2BQsREREREck2BQsREREREck2BQsREREREck2PSBPJBOcnY0YjQ9WDtdTt0VERCQ3KViI3IXZYsVkKnpf5raaLRjuU2Cxpps5d/6KwoWIiIjkCgULkbswOhl4aY2Z/ck5+wG9eQUDH9Q1wktRsD8xR+fGzwfDggE4ORkULERERCRXKFiIZML+ZCu7zuTsnFWL//mBf38i7Dqcs5OLiIiI5LIH66JxERERERHJlxQsREREREQk2xQsREREREQk2xQsREREREQk2xQsREREREQk2xQsREREREQk2xQsbuPSpUukpKTkdRkPpMTEHH4mg4iIiIjkewoWDuzfv58OHTpw6NChvC7lgfPll1/SuXPnvC5DRERERHKZgoUDBw8e5OzZs3ldxgNp586dpKWl5XUZIiIiIpLLFCxERERERCTbnPNy5127dgVg4cKFtm0xMTGMHj2a/v378+qrr9q2d+/enQIFCjB9+nR27drFjBkz2LNnD1arlerVqxMREUHt2rVt41u3bk1QUBBms5l169bh4eHB/PnzcXFxISoqiri4OM6dO0fJkiVp3LgxERERuLq6Mm3aNGbMmAFA7969KVOmDKtXr87ScV26dIlp06axceNGUlJS8Pb2plOnTnTo0ME25urVq8yaNYvY2FjOnDlDiRIleP755wkPD6dgwYIAxMfH07t3b6Kjo1m3bh0bN27EYrHQsGFD3n77bXbv3k10dDS//fYbZcuWJTIykoYNGwJw4sQJ2rRpw7Bhwzh06BBfffUVFouFZ555hjfeeANvb2+7emfPns23337LyZMnMRqNVKxYkddee43Q0FC7Y1u7di0LFy7k8OHDFC1alODgYPr27Uvx4sWJiIhg586dAAQEBNCqVSuGDx9u622XLl345JNPOHToEJ6enrRp04bw8HCcnP7Kt4cOHWLq1Kn89NNPXL9+nSpVqhAeHk5wcLBtzLVr15g8eTKbN2/mzJkzFC9enLp16xIZGYmHhwcAVquVmTNnsnbtWk6ePEmRIkUICgqib9++lC5dOkvvp4iIiIjcXZ4Gi5CQEObMmUNKSgqenp4AxMXFATcuqckIFufPn2ffvn307duX7777jsGDB+Pt7U2PHj0wGAysXLmSyMhIxo4da/dBODY2lvLlyzNgwACSk5Px8vIiMjKShIQEunTpgslkYs+ePcydO5fU1FTee+89GjZsSFJSEitWrOC1116jevXqWTqm69evEx4ezqFDh2jXrh2VKlVi+/btjB49msuXL/PKK69w/fp1+vTpwy+//EKrVq2oXr06e/fuZd68eezevZtp06bh7PzXWzNixAgqVKhAv379iI+PZ/Xq1Zw+fZoDBw7QsWNH2rRpw4IFC3j33XeJiYnBx8fH9trp06djtVp5+eWXuXr1KgsWLOCXX35h0aJFFCtWDKvVyptvvsmvv/5Kp06d8PHx4cyZM3zxxRcMHjyY5cuX2+abN28eH3/8Mf7+/vTr14/U1FQWLlzIgQMHmDNnDj169MBqtbJr1y5GjhxpV8fBgwcZOnQo7dq1o127dqxdu5YZM2bg4eHBiy++CEBCQgI9e/bEZDLx2muv4ezsTGxsLG+88QajRo3i+eefB2D06NGsW7eOLl264O3tzW+//cbixYv5/fffmTp1KgCzZs1ixowZdOrUiSeeeIJTp06xaNEi9u3bx9KlSzEajVl6Xx9kBsP9m/N+zP0gU18cU18cU18cU18cU18cU18cy6u+5HmwmD17NvHx8TRp0gSr1crOnTspWbIkP//8MxaLBScnJ3bs2IHFYiE4OJi33nqLEiVKMH/+fIoUKQJA+/bt6dy5M2PGjCEkJMT2oTwtLY0JEyZQokQJAM6dO0dcXBxvvvkm3bp1A6Bt27ZYLBZOnjwJQKVKlahZsyYrVqwgKCiIgICALB3TqlWrSEhI4F//+hdt27a11denTx/mzZtH165dWbVqFf/9738ZMGCA7axNhw4dqFixIhMnTmTlypV2ZzdMJhOTJ0/GycmJtm3bsnPnTnbs2MHEiRN57rnnAChXrhz9+vUjLi7O7gP9+fPniYmJoVSpUgDUqlWLvn378vnnn9OvXz/27t3Lrl27GDp0KO3bt7e9rkaNGvTv359NmzbRrVs3Lly4wLRp06hduzaffPKJ7YN5uXLlGDZsGD/88AP169dn7dq17Nq1ixYtWtj15ezZs0RFRVGvXj0AWrZsSfPmzVm7dq0tWIwbN47ixYuzYMECChUqBEDnzp2JjIxk/PjxNGjQABcXF2JjYwkLC6Nv3762+QsVKsTWrVu5fPkybm5uxMbGEhISwqBBg2xjSpYsSUxMDCdPnrTr0cPM07PwfZ3fy8v9vs7/oFJfHFNfHFNfHFNfHFNfHFNfHMvtvuRpsKhRowZFixYlLi6OJk2acPDgQVJSUnjjjTeYNGkSCQkJVK1ala1bt1KmTBmuXbvG6dOn6d+/vy1UABQpUoSOHTsyZcoU9u3bR82aNQHw8fGxhYqMcW5ubsTExFCmTBmCg4Nxc3Nj2LBhOXZM33//PUWLFqV169Z224cNG8a1a9cwGo1s3ryZwoUL06lTJ7sxnTt3ZsaMGWzatMkuWISGhtouFzIajfj4+HDx4kVCQkJsYzI+KCclJdnN2aJFC1uoAAgKCuKJJ55g8+bN9OvXjyeffJJvv/3WdvkVgNlsxmw2A3DlyhUAduzYQVpaGi+++KLdt/1NmjShQoUKVKhQ4Y59KViwoC0EAbi6uuLr60tycjIAqamp7Ny5k86dO5OWlma3ALx+/fpMmDCBvXv34u/vT6lSpdiwYQN+fn7Uq1cPDw8PevfuTe/evW2vKVmyJPHx8SxatIjGjRtTokQJXnjhBV544YU71vmwSUm5hNlsyfF5DYYb/1glJ/+B1Zrj0z+w1BfH1BfH1BfH1BfH1BfH1BfHcrovJlPmAkqeBguj0UhQUJDt8qf4+Hg8PDxo27YtkydPZteuXVStWpUff/yR0NBQTpw4AUD58uVvmcvX1xeAkydP2oJF8eLF7cYUKFCAd999l1GjRjFkyBBcXFyoVasWjRo1omXLlnYfru/VyZMnKVOmzC2X2vz9uv4TJ07g7e1td7kTgIuLC97e3razJxm8vLzsfjYajXh6emL42/mtjOBhsdh/iHT0gf+xxx5j27Zttp+dnZ354osv+Omnnzh27BjHjh2zfbDPmC+j94899tgtNfv5+d2yj5t5eHjYraXI2G/G/BnPvliyZAlLlixxOMepU6cAeOeddxg6dCgjRozAycmJJ598koYNGxIWFoa7+42/+G+++SZvvfUW48ePZ/z48VSpUoX69evTtm1bu7D5KLif/9Barfd3/geV+uKY+uKY+uKY+uKY+uKY+uJYbvclT4MFQJ06dVi/fj2nTp0iPj6e2rVr4+7uTuXKldm5cyfPPPMMZ86c4bnnnuPixYu3ncf6Z9dcXFxs227+IAvQrFkzgoOD2bRpEz/88AM7duxgx44dLFu2jLlz5+Lq6pqt4zGbzXZnU+5U6+1+9/djAByuBzBk8qK5m+eCG2EhY84//viDHj16cPz4cYKCgqhXrx6VK1emTJkydovnMwJAgQIFMrXfmzl6L26uCaBjx47Ur1/f4ZiKFSsCEBgYyFdffcXmzZvZsmUL27dvZ+LEiSxcuJD58+fj5eVFpUqVWLFiBVu3bmXLli1s3bqVadOm8fnnnzN79mwef/zxezoOEREREXEsz283W6dOHQwGA3Fxcezevdt2Z6enn36a3bt3s337dlxdXQkICKBs2bIAHDly5JZ5jh49CmB32c/NLl26xK5duzAYDISFhTF27FjWr19Ply5dOHjwINu3b8/28ZQuXZrjx4/fsn379u383//9H6dPn6Zs2bIcP36c9PR0uzHXr1/nxIkTdzyGrHL0FOxjx47ZzjwsXryY3377jUmTJjFhwgT69OlD48aNbznzkXHG5eb50tPTGTp0KBs2bMhWnRnvrbOzM0FBQXZ/SpQowfXr1ylYsCBpaWn88ssv/PHHHzRt2pT333/ftsD7zJkzrF+/nvT0dA4cOMCpU6cIDQ3ln//8J2vWrOHf//43ly5dYuXKldmqVURERERulefBwsvLi6pVq7Js2TLOnz9vFyxSUlJYtmwZgYGBuLq64ufnh8lkIiYmxu7sxcWLF1m2bBkmk+mOl+X873//Izw8nFWrVtm2ubi4UKVKFeCvMwMZ367f6czC7dStW5fk5GS+/fZbu+0LFy5k06ZNeHl5UbduXS5dusTSpUvtxixbtoxLly5Rt27dLO/3dr7++mu7Xv3www8cPnyYBg0aADcWd4P9JVNWq9V2OVLGWougoCBcXFxYsWKFXV82btzI+vXrbdtud0nW3ZhMJqpVq8bq1avtHk6Ynp7OyJEjGTJkCOnp6aSmptKjRw9mz55tG+Pk5ES1atWAG++h2WymV69ejB8/3m4fTz75pG2MiIiIiOSsPL8UCm6ctZg1axbu7u5UqlQJgNq1a+Pk5MTx48d5+eWXgRvfZg8ePJihQ4fy8ssvExYWhsFgYNWqVSQlJTFmzJg7XnLz1FNP4e/vz9SpUzl16hSVKlXi9OnTLFmyBF9fX4KCggBst76NiYkhOTmZZs2aZfpY2rVrx5dffsm7775Lhw4d8PX1ZevWrWzdupV3330XZ2dn2rZty1dffcWECRP43//+R/Xq1dm3bx+rV6/mySeftN1NKidcvHiR7t27065dO1JTU1m0aBHly5e33Y2qTp06LF68mLfeeos2bdrYnvuxf/9+nJycuHz5sq0nvXr1YsqUKfTt25f69etz9uxZlixZQq1atWxBJaN306ZNIyAggGeeeSbTtQ4aNIjIyEi6detGx44d8fDwIDY2lj179tCvXz+KFSsG3LicLSYmhqtXr1KzZk3Onz/P0qVL8fLyokmTJri6utK5c2c+++wzBg0aRHBwMFevXmXFihUULFiQsLCwHOuviIiIiNyQL4JFSEgIs2bNwt/f3xYMihQpQpUqVdi/f7/d3YQaNWrElClTmDlzJjNnzsTZ2Zknn3yS9957j1q1at1xPwaDgXHjxjFz5ky+//57VqxYgbu7Ow0bNqR379629QiBgYE0adKEzZs3ExcXR4MGDTK99iLjIXtTp05l/fr1/PHHH5QvX54PPviApk2bAjfWKXzyySfMmDGDDRs2sHbtWkqWLMlrr71Gjx49blnUnR1du3bl0qVLTJ8+HWdnZ5o2bUr//v1tt3OtU6cO//rXv/j888+ZOHEiRYsWpWrVqnz22Wd88MEH7NixwzZX9+7dMZlMLFy4kIkTJ1K8eHHCwsLo1auXreYOHToQFxfHvHnz2LdvX5aCRc2aNZk1a5ZtLUR6ejrly5dn+PDhtGrVyjbun//8Jz4+PsTGxrJu3ToKFixIYGAgffr0sYWP3r174+HhwZdffsmPP/6I0Wjkqaee4v3337ct9BcRERGRnGOw3sv1PpLvZTx5Ozw8nF69euV1OQ+82vPS2XUmZ+fsUhUWtnKG2gNg1+GcnbzW47AzipSUS6Sn35/bzZpM7iQl6fZ+f6e+OKa+OKa+OKa+OKa+OKa+OJbTfSlRInO3m83zNRYiIiIiIvLgyxeXQuV3Nz907nbc3Nxwc3O7z9WIiIiIiOQ/ChaZkNnF27rsSEREREQeVQoWmRAdHZ2pcd7e3ve5kswrW7Ys8fHxeV2GiIiIiDwiFCwyIeM2tPLo8vMyADm7KqyCx59PT/fzydF579ucIiIiInegYCFyF2aLlQUt789D9axmC4YFA+7P3OlmLBbdIkNERERyh4KFyF0YnQwkJV144J7YbbFYFSxEREQk1yhYiGRCeroZq9WQ12WIiIiI5Ft6joWIiIiIiGSbgoWIiIiIiGSbgoWIiIiIiGSbgoWIiIiIiGSbgoWIiIiIiGSbgoWIiIiIiGSbgoWIiIiIiGSbgoWIiIiIiGSbgoWIiIiIiGSbnrwtkgnOzkaMxvyfwy0WKxaLNa/LEBERkUeQgoXIXZgtVkymojk+r9VswZDDYcWabubc+SsKFyIiIpLrFCxE7sLoZOClNWb2J+fch/XmFQx8UNcIL0XB/sScmdTPB8OCATg5GRQsREREJNcpWIhkwv5kK7vO5Nx8VYv/+cF/fyLsOpxzE4uIiIjkkfx/0biIiIiIiOR7ChYiIiIiIpJtChYiIiIiIpJtChYiIiIiIpJtChYiIiIiIpJtChYiIiIiIpJtChbZcOnSJVJSUvK6jFyTmGj/vIWAgACGDx+eN8WIiIiISL6iYHGP9u/fT4cOHTh06FBel5IrPvjgA95///28LkNERERE8ikFi3t08OBBzp49m9dl5Jrt27djteppziIiIiLimIKFiIiIiIhkm3NeF3A3Xbt2BWDhwoW2bTExMYwePZr+/fvz6quv2rZ3796dAgUKMH36dHbt2sWMGTPYs2cPVquV6tWrExERQe3atW3jW7duTVBQEGazmXXr1uHh4cH8+fNxcXEhKiqKuLg4zp07R8mSJWncuDERERG4uroybdo0ZsyYAUDv3r0pU6YMq1evztJxxcTEEBMTw7FjxyhYsCD+/v5ERkbyxBNPABAfH0/v3r2Jjo5m3bp1bNy4EYvFQsOGDXn77bfZvXs30dHR/Pbbb5QtW5bIyEgaNmxom99sNrNgwQJWrVrFiRMn8PDwIDQ0lMjISIoVK5alcQEBAQCcPHmSgIAA/u///o/WrVvb5li4cCFLlizh7NmzlCtXjvDwcBo1amTX5+DgYPz9/ZkzZw6JiYmUKlWKzp078+KLL9r1Zffu3UyfPp09e/YAUKNGDSIjI3nyySdtYy5cuHDH9wfg2rVrTJ48mc2bN3PmzBmKFy9O3bp1iYyMxMPDI0vv1YPIYMid+e/3fh406otj6otj6otj6otj6otj6otjedUXgzWfX98SHR3NnDlzWLduHZ6engAMGTKEb775hpCQECZNmgTA+fPnadKkCX379sXX15fBgwfj7e1NWFgYBoOBlStXcuLECcaOHUtoaChw4wNvamoq5cuXp127diQnJxMREUFkZCQJCQl06dIFk8nEnj17WLlyJWFhYbz33nv873//Y+nSpaxYsYLXXnuN6tWrU79+/Uwf05o1a/i///s/WrZsib+/P6mpqSxevJj09HRWrVpFkSJFbMGiZMmSVKhQgYYNGxIfH8/69esJDAzkwIEDdOzYES8vLxYsWMDp06eJiYnBx8fHrkcNGjQgMDCQo0ePEhMTQ9myZZk7dy7u7u6ZHvf1118TFRVFsWLF6NGjBzVr1sTHx4eAgAAKFixI0aJF6dSpEy4uLixcuJCzZ88yd+5c/Pz8bH22Wq1cvnyZzp074+XlxfLly0lISGD8+PG292Pbtm289dZbVK5cmWbNmnHt2jVWr17NyZMniY6OplatWgB3fX8ARo4cybp16+jSpQve3t789ttvLF68mKeffpqpU6dm+e9h7Xnp7DqT5ZfdVpeqsLCVM9QeALsO58yktR6HnVE5M5eIiIhIFuX7MxYhISHMnj2b+Ph4mjRpgtVqZefOnZQsWZKff/4Zi8WCk5MTO3bswGKxEBwczFtvvUWJEiWYP38+RYoUAaB9+/Z07tyZMWPGEBISgrPzjUNPS0tjwoQJlChRAoBz584RFxfHm2++Sbdu3QBo27YtFouFkydPAlCpUiVq1qzJihUrCAoKsn2jn1mxsbFUrFiRESNG2LZVrlyZSZMmcfDgQfz9/W3bTSYTkydPxsnJibZt27Jz50527NjBxIkTee655wAoV64c/fr1Iy4uDh8fH7Zu3co333xDly5dGDhwoG2uWrVqMWTIEGbPns3rr7+e6XEtWrTgk08+oXjx4rRo0cLuWKxWK7NmzaJMmTIA+Pn5ERERwXfffWcLFgCnT59m4cKFVKpUCYD69evTvHlz1q5dS2hoKBaLhdGjR1O9enWmT5+O0WgEoHPnznTt2pWPPvqIhQsXZur9yehxWFgYffv2tW0rVKgQW7du5fLly7i5uWXpPXuQpKRcwmy23Nd9GAzg5eVOcvIf5O+vJnKX+uKY+uKY+uKY+uKY+uKY+uJYTvfFZHLP1Lh8v8aiRo0aFC1alLi4OODGoumUlBS6dOnCxYsXSUhIAGDr1q2UKVOGa9eucfr0aTp16mQLFQBFihShY8eOnDlzhn379tm2+/j42EJFxjg3NzdiYmL45ptvuHz5MgDDhg27p2+6HSlVqhRHjhxh+vTptlu4hoSEsHTpUrtQARAaGoqT0423yWg04uPjg6urKyEhIXbHAJCUlATA5s2bgRuXhv1do0aN8PX1ZdOmTVkadyf+/v62UAFQrVo1AJKTk+3GlS9f3hYq4EZg8vLyIjU1FYBff/2V48ePU79+ff744w9SU1NJTU0lLS2NunXrkpCQwOnTpzP9/pQqVYoNGzawevVqzp8/D9y4bG3evHkPdajIYLXe/z+5tZ8H7Y/6or6oL+qL+qK+5Ic/OdmXzMr3wcJoNBIUFGQLFvHx8Xh4eNC2bVucnJzYtWsXAD/++CPPPfccJ06cAG58kL2Zr68vgN0328WLF7cbU6BAAd59912SkpIYMmQIjRo1ok+fPnzxxRdcvXo1R46pZ8+e+Pr6Mn36dNq2bUuHDh34+OOPOXbs2C1jvby87H42Go14enpi+NtFcxnBw2K58S31iRMncHd3v+W1cKMHp06dytK4O7m5fwULFgTg+vXrdtszLmP7OxcXF8xmM4Dt2CdNmkTjxo3t/mSsrzl9+nSm35933nkHs9nMiBEjaNKkCT169ODzzz/njz/+uOsxiYiIiEjW5ftLoQDq1KnD+vXrOXXqFPHx8dSuXRt3d3cqV67Mzp07eeaZZzhz5gzPPfccFy9evO08GctJXFxcbNsyPpT/XbNmzQgODmbTpk388MMP7Nixgx07drBs2TLmzp1rWyB8r0qVKsWiRYuIj49n8+bNbN26lXnz5rFo0SImT55sd2lVxiVBf2e4y0qcOy2bsVgstuPP7Lg7cVSfI3erOSMU9e7dmxo1ajgckxEMM/P+BAYG8tVXX7F582a2bNnC9u3bmThxIgsXLmT+/PkOw5SIiIiI3Lt8f8YCbgQLg8FAXFwcu3fvtt3Z6emnn2b37t1s374dV1dXAgICKFu2LABHjhy5ZZ6jR48CNz7Y386lS5fYtWsXBoOBsLAwxo4dy/r16+nSpQsHDx5k+/bt2T6egwcPcvjwYQIDAxk0aBDLly9n5syZWK1WlixZku35y5Qpwx9//HHL5UhwowcZx5/Zcbkh431zc3MjKCjI7k+RIkWwWCy4urpm6v1JS0vjl19+4Y8//qBp06a8//77xMbG8sYbb3DmzBnWr1+fa8clIiIi8qh4IIKFl5cXVatWZdmyZZw/f94uWKSkpLBs2TICAwNxdXXFz88Pk8lETEyM3dmLixcvsmzZMkwmk92i4pv973//Izw8nFWrVtm2ubi4UKVKFeCvb+gzznTcy0213n77bYYNG2a7DAigatWquLi4ZPoMwJ3Uq1cPgDlz5tht37RpE0ePHrUt+s7sOLhxvPfzBmLVqlXDZDKxZMkS27oJuPG+DR06lBEjRmA0GjP1/qSmptKjRw9mz55tV3/G+o+c6LGIiIiI2HsgLoWCG2ctZs2ahbu7u20RcO3atXFycuL48eO8/PLLADg7OzN48GCGDh3Kyy+/bLvd7KpVq0hKSmLMmDEOL3/K8NRTT+Hv78/UqVM5deoUlSpV4vTp0yxZsgRfX1+CgoKAv9YMxMTEkJycTLNmzTJ9LK+88gqjRo0iMjKSxo0bY7Va+frrr7l27RodOnS41xbZhISEEBoayqJFizh16hSBgYH8/vvvxMTE4O3tzWuvvZalcRnHm5CQQExMDLVr1+bxxx/Pdp1/9/f3rVu3boSFheHq6sqKFSs4efIk77//Ps7Ozpl6f1xcXGjWrBkxMTFcvXqVmjVrcv78eZYuXYqXlxdNmjTJ0dpFRERE5AEKFiEhIcyaNQt/f39bMChSpAhVqlRh//79dt+uN2rUiClTpjBz5kxmzpyJs7MzTz75JO+9957tWQi3YzAYGDduHDNnzuT7779nxYoVuLu707BhQ3r37m1bdxAYGEiTJk3YvHkzcXFxNGjQINNrL9q2bYuzszNLliwhOjoai8WCn58fkyZNyvKta293DGPGjGHOnDmsWbOGLVu2ULx4cdq1a0evXr1sz7DI7DiAXr168eGHHzJ+/Hh69uyZ48EC/nrfPvvsM2bNmoXBYKBixYpERUVRt25dW82ZeX/++c9/4uPjQ2xsLOvWraNgwYIEBgbSp08fuwcEioiIiEjOyPcPyBPJDx6kB+SlpFwiPf3+P8fCZHInKUn3Df879cUx9cUx9cUx9cUx9cUx9cWxnO5LiRIPyXMsREREREQk/3tgLoXK7zIeTnc3bm5uj8QD2kRERETk0aJgkUMyu3g7PDycXr163edqRERERERyl4JFDomOjs7UOG9v7/tciYiIiIhI7lOwyCEZt6GVh5OflwHIuVVhFTz+fBK5n0+OzZmjc4mIiIhkkYKFyF2YLVYWtMz5h+pZzRYMCwbk7JzpZiwW3RZDREREcp+ChchdGJ0MJCVdeCCe2G2xWBUsREREJE8oWIhkQnq6GavVkNdliIiIiORbeo6FiIiIiIhkm4KFiIiIiIhkm4KFiIiIiIhkm4KFiIiIiIhkm4KFiIiIiIhkm4KFiIiIiIhkm4KFiIiIiIhkm4KFiIiIiIhkm4KFiIiIiIhkm568LZIJzs5GjMa8y+EWixWLxZpn+xcRERG5GwULkbswW6yYTEWzNYfVbMGQjWBiTTdz7vwVhQsRERHJtxQsRO7C6GTgpTVm9iff24f65hUMfFDXCC9Fwf7ErE/g54NhwQCcnAwKFiIiIpJvKViIZML+ZCu7ztzba6sW/zMM7E+EXYdzrigRERGRfESLt0VEREREJNsULEREREREJNsULEREREREJNsULEREREREJNsULEREREREJNsULCRLEhPtb5caEBDA8OHD86YYEREREck3FCwk0z744APef//9vC5DRERERPIhBQvJtO3bt2O16gFtIiIiInIrBQsREREREcm2fP/k7YiICNzc3Gjbti3Tpk3j6NGj+Pj48MYbb1CrVi0+/vhj1q9fD0BwcDCDBw/Gw8MDgEOHDjF16lR++uknrl+/TpUqVQgPDyc4ONhuHxs2bGDp0qX8+uuvpKWlUbJkSRo1akRkZCQFChQAYPjw4fzyyy+MHDmSSZMmsXfvXgoXLkyTJk3o378/BQsWzPKxxcTEEBMTw7FjxyhYsCD+/v5ERkbyxBNPABAfH0/v3r2Jjo5m3bp1bNy4EYvFQsOGDXn77bfZvXs30dHR/Pbbb5QtW5bIyEgaNmxom99sNrNgwQJWrVrFiRMn8PDwIDQ0lMjISIoVK5alcQEBAQCcPHmSgIAA/u///o/WrVvb5li4cCFLlizh7NmzlCtXjvDwcBo1amT7fevWrQkODsbf3585c+aQmJhIqVKl6Ny5My+++KJdX3bv3s306dPZs2cPADVq1CAyMpInn3zSNubChQtERUURFxfHuXPnKFmyJI0bNyYiIgJXV1cArl27xuTJk9m8eTNnzpyhePHi1K1bl8jISNvfERERERHJGQZrPr+2JSIigt9//51r167x4osvUqRIEWbPns3Vq1epUqUKBQoUoGHDhiQkJLB8+XLatGnDsGHDSEhIoGfPnphMJsLCwnB2diY2NpYDBw4watQonn/+eQBWrlzJqFGjqFevHnXq1CE9PZ2NGzeyc+dOIiIiiIiIAG4Ei82bN2O1WmncuDHVqlVj69atfPvtt3Tt2pUBAwZk6bjWrFnD//3f/9GyZUv8/f1JTU1l8eLFpKens2rVKooUKWILFiVLlqRChQo0bNiQ+Ph41q9fT2BgIAcOHKBjx454eXmxYMECTp8+TUxMDD4+PgAMGTKEb775hgYNGhAYGMjRo0eJiYmhbNmyzJ07F3d390yP+/rrr4mKiqJYsWL06NGDmjVr4uPjQ0BAAAULFqRo0aJ06tQJFxcXFi5cyNmzZ5k7dy5+fn7AjWBhtVq5fPkynTt3xsvLi+XLl5OQkMD48eMJDQ0FYNu2bbz11ltUrlyZZs2ace3aNVavXs3JkyeJjo6mVq1aAERGRpKQkECXLl0wmUzs2bOHlStXEhYWxnvvvQfAyJEjWbduHV26dMHb25vffvuNxYsX8/TTTzN16tQsvV+156Wz60yWXmLTpSosbOUMtQfArsNZn6DW47AzipSUS5jNlnsrIocZDODl5U5y8h/k739Bcpf64pj64pj64pj64pj64pj64lhO98Vkcs/UuHx/xgIgKSmJCRMmULduXQCcnZ0ZO3Ys169fZ8aMGRgMBgAOHjzItm3bABg3bhzFixdnwYIFFCpUCIDOnTsTGRnJ+PHjadCgAS4uLnz++efUrFmT8ePH2+bp0KEDYWFhbNy40RYs4Ma35IMGDbJ9w96uXTs6duxIbGxsloNFbGwsFStWZMSIEbZtlStXZtKkSRw8eBB/f3/bdpPJxOTJk3FycqJt27bs3LmTHTt2MHHiRJ577jkAypUrR79+/YiLi8PHx4etW7fyzTff0KVLFwYOHGibq1atWgwZMoTZs2fz+uuvZ3pcixYt+OSTTyhevDgtWrSwOxar1cqsWbMoU6YMAH5+fkRERPDdd9/ZggXA6dOnWbhwIZUqVQKgfv36NG/enLVr1xIaGorFYmH06NFUr16d6dOnYzQabe9b165d+eijj1i4cCHnzp0jLi6ON998k27dugHQtm1bLBYLJ0+etOtxWFgYffv2tW0rVKgQW7du5fLly7i5uWXpPctrnp6F87qEW3h5Ze4fmkeN+uKY+uKY+uKY+uKY+uKY+uJYbvflgQgWrq6udpcvlS9fHoAGDRrYwgCAt7c3v/zyC6mpqezcuZPOnTuTlpZGWlqabUz9+vWZMGECe/fuxd/fn8WLF3PlyhW7eVJSUnB3d+fKlSu31NKkSRO7nytXrmy7FCsrSpUqxY8//sj06dNp0aIFPj4+hISEEBIScsvY0NBQnJxuLIcxGo34+Phw8eJFu7EZZymSkpIA2Lx5MwDdu3e3m6tRo0b4+vqyadMmXn/99UyPuxN/f39bqACoVq0aAMnJyXbjypcvbwsVcCMweXl5kZqaCsCvv/7K8ePH6dChA3/88Yfda+vWrcvChQs5ffo0np6euLm5ERMTQ5kyZQgODsbNzY1hw4bZvaZUqVJs2LABPz8/6tWrh4eHB71796Z37953PJ78Smcs8j/1xTH1xTH1xTH1xTH1xTH1xTGdsbgDDw8PnJ3/KjXjm+zixYvbjTMajVitVtuzFpYsWcKSJUscznnq1CngxtmPffv2ERsby5EjR0hMTOTcuXMAdh+WM3h6etr97OLigsWS9Q97PXv25L///S/Tp09n+vTp+Pr6Uq9ePdq1a8djjz1mN9bLy+uW4/T09LQLQxnBI6OWEydO4O7ufstrAXx9fdm6dWuWxt3Jze9DxnqT69ev222/uXdwo39msxmAY8eOATBp0iQmTZrkcF+nT5+mVKlSvPvuu4waNYohQ4bg4uJCrVq1aNSoES1btrTt/5133mHo0KGMGDECJycnnnzySRo2bEhYWJjtMrAHTX77R9NqzX815Qfqi2Pqi2Pqi2Pqi2Pqi2Pqi2O53ZcHIlhkBImb/f2D9d9lfLju2LEj9evXdzimYsWKAEyZMoU5c+ZQpUoVatasScuWLXnqqacYM2aMLXz8XcYH+OwqVaoUixYtIj4+ns2bN7N161bmzZvHokWLmDx5sm2xNDg+/tsde4Y7LZ2xWCy4uLhkadyd3O79udndas5433r37k2NGjUcjvH19QWgWbNmBAcHs2nTJn744Qd27NjBjh07WLZsGXPnzsXV1ZXAwEC++uorNm/ezJYtW9i+fTsTJ05k4cKFzJ8/32GYEhEREZF780AEi6wqW7YscONsRFBQkN3vDh8+zIkTJyhYsCAnT55kzpw5tGjRgpEjR9qNyzhrcb8cPHgQgMDAQAIDA4Ebd0Pq3bs3S5YssQsW96JMmTJs27aN5OTkWz5AHz16lFKlSmVpXG7IeN/c3Nxued/27t3LhQsXcHV15dKlSyQkJFCxYkXCwsIICwvj+vXrfPzxxyxatIjt27fz7LPPkpCQQKlSpWjatClNmzbFYrGwYMECJk2axPr162+5G5WIiIiI3LuH8jkWJpOJatWqsXr1as6ePWvbnp6ezsiRIxkyZAjp6emcP38egMcff9zu9du2bePo0aO2S3Tuh7fffpthw4bZ7aNq1aq4uLhk+gzAndSrVw+AOXPm2G3ftGkTR48etS36zuw4uHG25n7eRKxatWqYTCaWLFnC5cuXbdsvXrxou6TJaDTyv//9j/DwcFatWmUb4+LiQpUqVYAbZ1BSU1Pp0aMHs2fPtqs/Y/1HTvRYRERERP7yUJ6xABg0aBCRkZF069aNjh074uHhQWxsLHv27KFfv34UK1YMNzc3SpcuzezZs0lLS6NUqVLs3buX1atX274Zv19eeeUVRo0aRWRkJI0bN8ZqtfL1119z7do1OnTokO35Q0JCCA0NZdGiRZw6dYrAwEB+//13YmJi8Pb25rXXXsvSOLixRiIhIYGYmBhq1659SyDLLmdnZwYPHszQoUPp1q0bYWFhuLq6smLFCk6ePMn777+Ps7MzTz31FP7+/kydOpVTp05RqVIlTp8+zZIlS/D19SUoKAgXFxeaNWtGTEwMV69epWbNmpw/f56lS5fi5eV1yyJ8EREREcmehzZY1KxZk1mzZjFt2jQ+//xz0tPTKV++PMOHD6dVq1YAFChQgEmTJjFhwgQWL16M1WrFx8eHgQMHYjabGTduHHv37qV69eo5Xl/btm1xdnZmyZIlREdHY7FY8PPzY9KkSdm+DApurGcYM2YMc+bMYc2aNWzZsoXixYvTrl07evXqZVu8nNlxAL169eLDDz9k/Pjx9OzZM8eDBdy4G9WUKVP47LPPmDVrFgaDgYoVKxIVFWW73bDBYGDcuHHMnDmT77//nhUrVuDu7k7Dhg3p3bu3bV3IP//5T3x8fIiNjWXdunUULFiQwMBA+vTpY/eAQBERERHJvnz/gDyR/CC/PCAvPT3/3G7WZHInKUm39/s79cUx9cUx9cUx9cUx9cUx9cWxnO5LiRKZu5vmQ7nGQkREREREctdDeylUXsh4ON3duLm5PXBPfRYRERERuRMFixzUrFmzTI0LDw+nV69e97kaEREREZHco2CRg6KjozM1ztvb+z5XIiIiIiKSuxQsctDND3UTEREREXlUKFiIZIKflwG4t9sqVPAw/DmJzz3u/B5fJyIiIpKLFCxE7sJssbKgZfae1G01WzAsGHDvr083Y7HoPnoiIiKSfylYiNyF0clAUtIFjMbshYvssFisChYiIiKSrylYiGRCeroZq9WQ12WIiIiI5Ft6QJ6IiIiIiGSbgoWIiIiIiGSbgoWIiIiIiGSbgoWIiIiIiGSbgoWIiIiIiGSbgoWIiIiIiGSbgoWIiIiIiGSbgoWIiIiIiGSbHpAnkgnOzkaMxvubw/V0bREREXmQKViI3IXZYsVkKpql11jNFgxZDCLWdDPnzl9RuBAREZEHkoKFyF0YnQy8tMbM/uTMfeBvXsHAB3WN8FIU7E/M3E78fDAsGICTk0HBQkRERB5IChYimbA/2cquM5kbW7X4n8FgfyLsOnz/ihIRERHJR7R4W0REREREsk3BQkREREREsk3BQkREREREsk3BQkREREREsk3BQkREREREsk3BQkREREREsk3BIg8MHz6cgICAXN+vxWLhxIkTub5fEREREXn4KVjkgRdeeIGRI0fm6j4vXrxI9+7dWb16da7uV0REREQeDQoWeaBmzZq0aNEiV/d54cIF9u3bl6v7FBEREZFHh4KFiIiIiIhkm4LFTSIiIujTpw/ff/89HTt2JCQkhK5du/LNN9/YjTt06BADBw6kfv36hISE0KNHD7Zt23bLXP379yc6Opq6devSpEkTfv3111vWWEybNo26dety+PBh+vTpw3PPPUfz5s2ZO3cuVquVhQsX0qZNG+rWrUtERAQHDx6028/58+cZM2YMzZs3Jzg4mA4dOrBo0SKsVisA8fHxtGnTBoAZM2YQEBBgW2tx9epVoqOjadOmDc8++yxhYWF8+umnXL9+3Tb/6tWrCQgIYMOGDbRp04aQkBA++eSTLPXVYrEwb9482rdvT3BwMM2bN2fcuHFcvHjRNiY+Pp6AgABWr15N586dqVOnDsOHD7/tdgCz2Ww3b7Nmzfj3v/9NamrqXecVERERkZzjnNcF5Ee//fYbb7/9Nm3atKF9+/Z89dVXDBkyhFGjRtGsWTMSEhLo2bMnJpOJ1157DWdnZ2JjY3njjTcYNWoUzz//vG2u3bt3c+zYMV5//XVOnjzJE0884XCf169fJzIykvr169OwYUO+/PJLJk+ezE8//cSxY8fo3LkzV65cYc6cObz99tssW7YMo9HI5cuXCQ8P58yZM3Ts2JFSpUoRFxfH+PHj+f333xkyZAgVKlRgwIABREVF0aBBAxo0aICnpydms5k333yTX375hXbt2uHr68v+/fv57LPP+PXXX4mKisJgMNhqfP/99+nUqRNFixblySefzFJPhw8fztq1a2nVqhVdu3blyJEjxMTE8PPPPzNz5kxcXV1tY8eOHUvLli1p164dpUuXvuP2d999l2+++YYGDRrw4osvcvToUWJiYoiLi2Pu3Lm4u7vfdd785m8tz7cyanwQas1N6otj6otj6otj6otj6otj6otjedUXBQsHzp49y4ABA+jatSsAbdu2pUuXLkyaNInnn3+ecePGUbx4cRYsWEChQoUA6Ny5M5GRkYwfP54GDRrg4uICwJUrV3j//fepUaPGHfeZnp5O8+bNefPNNwGoVasWnTt3Zvfu3axYsQIvLy8A0tLSmD17NsePH6dcuXLMnz+fY8eOMX/+fFto6dChA9HR0cyePZt27dpRuXJl6tevT1RUFE888YRtfceXX35JfHw8kydPJjg42FZL9erV+fDDD/nuu++oX7++bXvTpk3p27dvlvsZHx/P119/zdChQ2nfvr1te0hICP369WP58uV06dLFtt3f35933nnH7vWOtm/dupVvvvmGLl26MHDgQNv2WrVqMWTIEGbPns3rr79+23nzI0/PwnldQpZ4ebnffdAjSH1xTH1xTH1xTH1xTH1xTH1xLLf7omDhQJEiRejYsaPt54IFC9K+fXsmTpzI/v372blzJ507dyYtLY20tDTbuPr16zNhwgT27t2Lv78/AK6urlSvXj1T+/37h/jy5csD8NRTT9lCBYC3tzcASUlJlCtXjo0bN1KxYkVMJpPd5T+hoaHMnj2b77//nsqVKzvc37fffounpyd+fn52rw0JCcFoNLJlyxa7mmrXrp2p47jZxo0bMRgMhISE2O2natWqeHl58f3339sFi9vt5+btmzdvBqB79+522xs1aoSvry+bNm2yCxb3Wn9uSkm5hNlsyesy7spguPGPVXLyH/x5xZ2gvtyO+uKY+uKY+uKY+uKY+uJYTvfFZMpcQFGwcMDHx8d2xiFDuXLlAIiLiwNgyZIlLFmyxOHrT506ZfvvYsWK4eSUuaUsfw8Qzs433prixYvbjTEajcCNNQsAiYmJpKWl0bhx47vWcrNjx46RkpKS6dfeXEtmJSYmYrVaadWqlcPfFy5s/y29p6enw3E3bz9x4gTu7u52fcvg6+vL1q1bMzVvfvMg/cNotT5Y9eYW9cUx9cUx9cUx9cUx9cUx9cWx3O6LgoUDN4cK+OuDvNlsBqBjx4523+b/XcWKFW3/ndlQAX+Fhr8z3OXiOIvFgr+/P+Hh4Q5/X6JEiTu+tly5cgwZMsTh74sWLWr3c1aO5eb9FC5cmLFjxzr8/d/XV4DjPjjabr3D/1IsFsst7+Pt5hURERGR7FOwcODEiRNYrVa7D/W///478NflNM7OzgQFBdm97vDhw5w4cYKCBQvmWq1lypTh8uXLt9Ry4cIFduzYYTvT4kjZsmXZv38/zzzzjF1oSE9PZ+PGjZQqVSrHaty+fTvVqlWzW0wN8M033+Dh4XHP827bto3k5ORbzlocPXo0x+oXERERkbvT7WYdSE5OZv369bafr169yhdffEG5cuWoVasW1apVY/Xq1Zw9e9Y2Jj09nZEjRzJkyBDS09NzrdbQ0FASEhLYsmWL3fZZs2bxzjvvcOjQIeCvsw1//5a/Xr16nD9/npiYGLvXxsTE8O6777Jjx44cqxHgs88+s9u+efNmhgwZQmxs7D3NW69ePQDmzJljt33Tpk0cPXqU55577p7mFREREZGs0xkLB5ydnRkxYgT79++nZMmSrF69mlOnTjFhwgQABg0aRGRkJN26daNjx454eHgQGxvLnj176NevH8WKFcu1Wrt3787GjRsZPHgw7du35/HHH2f37t18/fXX1KlThzp16gB/rfXYvHkzpUuXpmHDhrRt25avvvqKjz76iAMHDlC9enUOHjzI8uXLqVq1qu3ZF9kVEhJCaGgo8+fPJzExkaCgIE6ePMnSpUspXbo03bp1y9a8ixYt4tSpUwQGBvL7778TExODt7c3r732Wo7ULyIiIiJ3p2DhQIkSJRg4cCATJ07k7Nmz+Pn5ER0dbXuoXc2aNZk1axbTpk3j888/Jz09nfLlyzN8+PDbLlC+Xzw8PPjss8/49NNP2bBhAxcuXKB06dL07NmT7t27285UFCxYkD59+jB//nw++ugjfHx8CAgI4JNPPmHmzJls2LCB//znP5hMJjp06EB4eHiOXdJlMBgYM2YMc+fOZc2aNWzZsgVPT08aNmxIZGSkw8XXWZl3zpw5tnmLFy9Ou3bt6NWr1y2XXYmIiIjI/WOw3mkF7CMoIiKCkydPsnr16rwuRfKR2vPS2XUmc2O7VIWFrZyh9gDYdThzL6r1OOyMIiXlEunpD8btZk0md5KSdHu/v1NfHFNfHFNfHFNfHFNfHFNfHMvpvpQokbkva7XGQkREREREsk2XQsk9OX/+PNevX7/rOBcXl3u+65OIiIiIPDgULOSeDB48mJ07d951XO3atZk+fXouVCQiIiIieUnB4ib6EJw5b731FhcuXLjruJsfsiciIiIiDycFC7knfn5+eV1CrvLzMgCZW/1UwePPByv6+WRhB1kYKyIiIpIPKViI3IXZYmVBS2OWXmM1WzAsGJC116SbsVh0SwsRERF5MClYiNyF0clAUtIFjMashYusslisChYiIiLywFKwEMmE9HQzVqshr8sQERERybf0HAsREREREck2BQsREREREck2BQsREREREck2BQsREREREck2BQsREREREck2BQsREREREck2BQsREREREck2BQsREREREck2BQsREREREck2PXlbJBOcnY0Yjfcvh1ssViwW632bX0REROR+U7AQuQuzxYrJVDRLr7GaLRiyEESs6WbOnb+icCEiIiIPLAULkbswOhl4aY2Z/cmZ+9DfvIKBD+oa4aUo2J949xf4+WBYMAAnJ4OChYiIiDywFCxEMmF/spVdZzI3tmrxP8PB/kTYdfj+FSUiIpIPOTkZcHIy5Oo+b75cWZcY5w0FCxERERHJEU5OBjw8C+Ocy8HC07Ow3c/pFivnUy7dc7g4cGAfy5YtYteunaSmpuLlZSIg4Bm6deuOt7ePbVy/fhEATJky/d6LzyG//36EyZMn8N//7sZodKZJk8aEh/ejSBH3XKtBwUJEREREcoSTkwHnLF5CnNP8vAwsaGm850uMv/hiKR9/PJ7atQPo3bs/JpOJ48cTWbhwHps2bWTixKlUqVL1PlR+7/744w/eeKMPJpOJ994bSUrKOT75ZDK//57IhAnRuVaHgoWIiIiI5KisXEKc8+490Pz3v7v5+OPxvPBCJ954Y6Bte+3aAdStW58ePV7iww9HMHfuopwoNMesXBnDH39c4LPPFuDp6YnBABUrliciIoKff97NU0/550odChYiIiIiIsCiRfMpUqQIvXr1veV3xYoVo3//tzhy5DcuX76Em1vhW8akpqYya9Y0tm79nuTkJAoVcsPfvzavvz6AMmXKAnD8eCKTJ0fx3//+TFraVZ54ojLdu/ckODgEgLS0NKZMmciWLd+RmppCmTJlad26HV26dLtt3T/+uI2aNWvh6elp21a3bl3c3AqzffsPChYiIiIiIrnFarXy44/bee65ehQsWNDhmAYNGt/x9YMHv8Eff1ygd+9+eHmZOHgwgRkzPmXs2A+YMCEai8XCkCFv4eVl4r33RuDs7MyyZYt5550BLFgQg4/PY0yaNI64uB/p2/cNihf3Yvv2rURHT8TDw4MWLVo73PfRo0do1KiJ3TYnJyfKli3LsWNH770pWaRgITkuMTERHx+fuw8UERERySfOnz/PtWtptjMLWXXjDEUh+vV7k6eeqgXcuITqxInjrFq1HICUlHMcOfIbr7zSg+Dg5wDw83uS2bOnc+1aGgC7d+8kICCQxo2b2uZwc3PDw6PYbfd98eIfDs+guLm5cenSpXs6nnuhYCE56ssvv2TMmDH88MMPeV2KiIiISKZl3CLXYrHc0+tNphJ8/PGnAJw6dYrjx49x5Mhh/vvfn7l+/ToAxYt74ev7OGPGjCIu7keefbYOgYHB9O8/wDZP7doBrFz5BWfPniEkpB7BwSF0797zjvu2Wq0YDLfeievG9sw/sDe7FCwkR+3cuZO0tLS8LkNEREQkS4oW9cDNrTCnTp287ZgrV65w/fo1ihb1cPj7dev+w6efTuHMmdMULepBpUqV7S6rMhgMTJwYzZw5s9i8+Vv+85+vcHZ2pl69Bgwa9A5Fi3rw+usDKVGiJOvW/Yfx40cD8OSTNRkw4G0qV3Z8N6oiRYo4PDNx5coVSpQolZU2ZEvuRRgRERERkXwsMPBZdu2Kv+2XpF9//SWtWjVhz57/3vK7n3/ezahR/0doaEOWL1/D119/w6RJn/DkkzXsxplMJRg06B1WrVrL7NkL6Nr1Fb77biPTp08FoECBArz66j9YsCCGmJiveOuttzlx4jgjRvzrtnU/9lh5jh8/ZrfNYrFw4sQJfH0rZLUN9yzPzlhERETg5uZG27ZtmTZtGkePHsXHx4c33niDWrVq8fHHH7N+/XoAgoODGTx4MB4eN9LhoUOHmDp1Kj/99BPXr1+nSpUqhIeHExwcbLePDRs2sHTpUn799VfS0tIoWbIkjRo1IjIykgIFCgAwfPhwfvnlF0aOHMmkSZPYu3cvhQsXpkmTJvTv3/+2i3fu5NKlS0ybNo2NGzeSkpKCt7c3nTp1okOHDrYxV69eZdasWcTGxnLmzBlKlCjB888/T3h4uG2f8fHx9O7dm+joaNatW8fGjRuxWCw0bNiQt99+m927dxMdHc1vv/1G2bJliYyMpGHDhgCcOHGCNm3aMGzYMA4dOsRXX32FxWLhmWee4Y033sDb29uu3tmzZ/Ptt99y8uRJjEYjFStW5LXXXiM0NNTu2NauXcvChQs5fPgwRYsWJTg4mL59+1K8eHEiIiLYuXMnAAEBAbRq1Yrhw4cTERGBq6srXbp04ZNPPuHQoUN4enrSpk0bwsPDcXL6K99m5r29du0akydPZvPmzZw5c4bixYtTt25dIiMjbX9HrFYrM2fOZO3atZw8eZIiRYoQFBRE3759KV26dJbfUxEREXn4vfhiN9uH/P7937L7XUrKORYsmIePz2NUr17jltfu2fMzFouFf/yjF0WKFAHAbDYTF/cjcOOD/r59exg6dBBjx07Az686lSpVoVKlKmzbtoUzZ06TlnaVV1/tSljYC3Tp0o3SpUvTvn0njh8/xurVK29bd2DgsyxcOI+UlBTbnaG+//57Ll++RGDgsznUnbvL00uhDhw4wMiRI3nxxRcpUqQIs2fP5p133qFKlSoUKFCAyMhIEhISWL58OQUKFGDYsGEkJCTQs2dPTCYTr732Gs7OzsTGxvLGG28watQonn/+eQBWrlzJqFGjqFevHv379yc9PZ2NGzcyf/58ChUqREREhK2OlJQU+vXrR+PGjWnevDlbt25lyZIlGI1GBgwYcLvyHbp+/Trh4eEcOnSIdu3aUalSJbZv387o0aO5fPkyr7zyCtevX6dPnz788ssvtGrViurVq7N3717mzZvH7t27mTZtGs7Of701I0aMoEKFCvTr14/4+HhWr17N6dOnOXDgAB07dqRNmzYsWLCAd999l5iYGLuF09OnT8dqtfLyyy9z9epVFixYwC+//MKiRYsoVqwYVquVN998k19//ZVOnTrh4+PDmTNn+OKLLxg8eDDLly+3zTdv3jw+/vhj/P396devH6mpqSxcuJADBw4wZ84cevTogdVqZdeuXYwcOdKujoMHDzJ06FDatWtHu3btWLt2LTNmzMDDw4MXX3wRINPv7ejRo1m3bh1dunTB29ub3377jcWLF/P7778zdeqNtD9r1ixmzJhBp06deOKJJzh16hSLFi1i3759LF26FKPRmKX3Nbc4uDwyX8qo80GpN7eoL46pL46pL46pL449aH3x8zKQnedJZH/fN2S1XzVq1CA8vDfTp3/C0aO/0bx5Kzw9Pf+/vTuPqyn//wD+atGKUtkzGo0b2t2SSkl2yZ6KElnHvsxMtsFkzVjDUL5olIrsTJYMiSHbl8huKMkgqVTa+/z+8LtnOnWrW91bfHs/H48eD/dzP+ecz+d9PvfjfM75nHPw/PnfCAsLRk7OJ6xfv5m7H6PkfunUyRAAsHGjH5ycBiMz8yMOHTqAZ8+eAgByc3MgEBhARUUFy5cvwfjxk6ClpY2bN6/j6dMncHFxh4qKCjp06IA9e3aiQQNFfPdde7x8mYhTp07CwaFnufUZNswFhw7tx5w50+DtPREfP2Zg+/YtsLa2gbGxSdWCUBOsjkycOJEJhUIWExPDpe3fv58JhUI2ZswYVlxczKWPGzeO9evXj1tu8ODB7NOnT9z3BQUFbMKECaxPnz4sPz+fMcbY8OHD2bhx43jrKSgoYAMGDGCurq5c2tKlS5lQKGRhYWG88o0YMYL16dOnyvWKiIhgQqGQHTlyhJf+/fffs549e7KCggIuz759+3h5goODmVAoZBEREYwxxm7cuMGEQiHz9PRkRUVFjDHGCgsLWZ8+fZhQKGSXLl3ilr169SoTCoXs8OHDjDHGkpOTmVAoZN26dWNv3rzh8sXGxjKhUMi2bNnCGGPs3r17TCgUsoMHD/LKcuXKFSYUCllwcDBjjLGMjAxmY2PDJk6cyAoLC7l8f/zxBxMKhezChQuMsX/jWZJoX1+8eJFLy83NZT169GBeXl68fJLsWxsbG+bn58fbxvbt25mnpyfLzs5mjH3ef7Nnz+blOXToEHN3d2dJSUmsqsx/L2D4GN58+gAAOsdJREFUVbI/9xMF/7/QHMYwuPI/8zlVLg8hhBDypSosKq480xdehujoaDZx4kTWrVs3ZmRkxHr16sV+/vlnlpyczMvn4eHBPDw8uM8hISGsZ8+ezMjIiDk4ODAfHx8WFRXFBAIBi46OZowx9uLFCzZ9+nRmbW3NDA0NmZOTEwsPD+fWkZmZyZYvX84cHByYoaEhs7e3Z2vWrGE5OTkVlvnx48fMy8uLmZiYMGtra/bzzz+zzMzMGsWhqur0ioWysjJvikvbtm0BAD169ODd2d66dWvcu3cP6enp+O9//wtXV1fk5eXx5r85ODhg48aNuH//PszMzBAeHo6cnBzeetLS0tCoUSPk5OSUKUvv3vxn/woEAm4qVlVcunQJjRs3hrMz/znDS5YsQX5+PhQUFBATEwN1dXWMHDmSl8fV1RU7d+5EdHQ0b9pU9+7duelCCgoK0NXVRVZWFmxtbbk8oqsD79+/561zwIABaN7835t2rKys8N133yEmJgbTp0+HkZERLly4wJvyVVRUhKKiIgDgYnX9+nXk5eXBzc2Nd7a/d+/e+Pbbb/HttxXP31NRUUG3bt24z8rKytDT00NqaioAVGnfNm/eHOfOnUPHjh1hb28PDQ0NTJkyBVOmTOGWadasGW7evImwsDD06tULTZs2xbBhwzBs2LAKy1mX0tKyUVRUvSdR1DY5OUBbuxFSUzPB6uaE1BeJ4iIexUU8iot4FBfxvqa4yMvLiX1CkSzIyQGamupIT8/mxYUxhuLi6gfK0LAzVq3qLPa79+8zuX9v3PgbL61v30Ho23dQmWX++usml69hQ20sXbqqwvVOmTILU6bM4n2flVWArKyCcsuspdUS69ZtAcBvL7m5meUuIykdnUYS5avTgYWGhgZvyo/ogFVLS4uXT0FBAYwxvHr1CgCwf/9+7N+/X+w637x5AwBQVFTEgwcPcObMGSQkJODVq1f48OEDAKBly5Zlliv5pkIAaNCgQbUeN/bPP/+gZcuWZabalJzX//r1a7Ru3ZpXd9E2W7dujX/+4T+NQFtbm/dZQUHh/1/X/u+PVjTwKF1mcQf8bdq0wdWrV7nPioqKOHToEG7duoWkpCQkJSVxB/ai9b1+/ZpbtnSZO3bsWGYbpWloaPDupRBtV7T+quzb+fPnY8GCBfjll18gLy8PIyMjODo6YvDgwWjU6HPDnz17NubMmYP169dj/fr1MDAwgIODA4YMGYKmTZtWWt668qX/Z1EaY19fmWsDxUU8iot4FBfxKC7ifQ1xKSpiqK1pUKJDocLC4i8+LnWhtttLnQ4sypvnXt4oV3QQ6uLiAgcHB7F59PX1AQBbt25FUFAQDAwMYGJiAicnJ5iamsLPz487QC2p9EFvdRUVFXE37JSHVbCHGWNo0KABL01cnCQ9E1B6XcDnOIrWmZmZCW9vbyQnJ8PKygr29vYQCARo2bIlvLy8eMsA4G56r6rK4luVfdulSxecPHkSMTExuHz5MmJjY7Fp0yaEhoYiODgY2traaN++PY4cOYIrV67g8uXLuHLlCgICAhASEoI9e/agXbt21aoHIYQQQggR76t6j0WrVp/fhKioqAgrKyved8+fP8fr16+hoqKCf/75B0FBQRgwYAB8fX15+URXLWSlRYsWePbsWZn02NhYnDp1ClOnTkWrVq1w9+5dFBYW8q5aFBQU4PXr1zAzM5NaeURXAkpKSkrirjyEh4fjxYsX2L59OywtLbk89+7d4y0juuLy6tUrbsoaABQWFuLnn39Gz5490atX+a+5r4yk+zYvLw9PnjxB8+bN0bdvX/Tt2xfFxcXYt28fNm/ejKioKIwYMQLPnj2Duro6unfvzj3ZKioqCgsWLMDRo0erfFM+IYQQQgip2Ff1HgsdHR106tQJJ06cQEpKCpdeWFgIX19f+Pj4oLCwEBkZGQBQ5qz01atXkZiYyN0/IAt2dnZITU3FhQsXeOmhoaGIjo6GtrY27OzskJ2djQMHDvDyREREIDs7G3Z2dlIrT2RkJLKysrjPf/31F54/f44ePXoAABerklOmGGPcdCRRrKysrNCgQQMcOXKEd8Xl/PnziIqK4tLKm5JVGUn3bXp6Ory9vbFnzx4uj7y8PDp16gTg89WdoqIiTJ48GevXr+dtw8jIiMtDCCGEEEKk66u6YgEAP/zwA77//nt4eHjAxcUFGhoaOHPmDOLj4zF9+nRoampCTU0NLVq0wJ49e5CXl4fmzZvj/v37OHHiBJSVlcW+mVBahg4diuPHj2PhwoUYMWIE9PT0cOXKFVy5cgULFy6EoqIihgwZgpMnT2Ljxo14+vQpDA0N8eDBA5w4cQJGRkYYMmSI1MqTlZWFsWPHYujQoUhPT0dYWBjatm2LUaNGAQBsbGwQHh6OOXPmYNCgQSgqKsLZs2fx8OFDyMvL49OnTwA+34MyefJkbN26FdOmTYODgwNSUlKwf/9+mJubcwMV0b0qAQEBsLCw4F0FqYwk+xYA+vXrh4MHDyI3NxcmJibIyMjAgQMHoK2tjd69e0NZWRmurq7YvXs3fvjhB1hbWyM3NxdHjhyBiooKBg8eLLX4EkIIIYSQz766gYWJiQl27drFzZcvLCxE27ZtsWzZMgwcOBDA5/sANm/ejI0bNyI8PByMMejq6mLevHkoKirCunXrcP/+fRgaGkq9fMrKyggICMBvv/2GqKgoZGZmom3btli5ciX69u3LlW/79u3YuXMnzp07h9OnT6NZs2YYN24cvL29y9zUXROjRo1CdnY2AgMDoaioiL59+2LGjBlQVVUF8HlgsXjxYoSEhGDTpk1o3LgxOnTogN27d2PlypW4fv06t66xY8dCR0cHoaGh2LRpE7S0tDB48GBMnjyZK/OIESNw48YN7N27Fw8ePKjSwEKSfQsAixYtgq6uLs6cOYOzZ89CRUUFXbp0wdSpU7nBx5QpU6ChoYHjx4/j2rVrUFBQgKmpKZYvXw49Pb2aB5YQQgghhPDIsYruJCZfLdGbtydOnIjJkyfXdXG+ep33FuL2O8nyuncAQgcqAp3nArefV76AeTvgvxuQlpaNwsKv53GzOjqN8P79l//Yw9pEcRGP4iIexUU8iot4FBfxKC7iSTsuTZtK9rjZr+oeC0IIIYQQQsiX6aubClUXSr90rjxqampQU1OTcWkIIYQQQgj58tDAQgL9+vWTKB9NOyKEEEJIfScvLwd5+dp587aIggJ/Ek5xcc3evE2qhwYWEti2bZtE+Vq3bi3jkkiuVatWuHnzZl0XgxBCCCH1iLy8HLQ0VCGnWLuPdm/SRJ33mRUW4UNGDg0uahkNLCRQ+oVthBBCCCGkLHl5uc+DitEbgIdlX9JbKzrqQm7fXMjLy1V7YPHo0QNERITh9u3/Ij09HdraOrCwsISHx1i0bq3L5Zs+fRIAYOvWQKkUXRoKCwsxdep4ODr2gLv72FrdNg0sCJFAR205AJJ1Tt9q/P/l3466FWfkVi5hPkIIIeRr8fCVZE9G/AIdOnQA/v7r0bmzBaZMmQEdHR0kJ79CaOheREefx6ZNv8HAoENdF1OsvLxc+Pr+jAcP7sPRsUetb58GFoRUoqiYYZ9T1S7psqJiyO2bK3n+wiK6XEsIIYTUsbt378Dffz2GDRuJWbPmcemdO1vAzs4B3t6jsWrVL/j997A6LKV4cXG3sWGDH1JSUuqsDDSwIKQSCvJyeP/+IxQUZDdflG4yI4QQQupeWFgwGjZsiMmTp5X5TlNTEzNmzEFCwgt8+pQNNTX1MnnS09Oxa1cArly5hNTU91BVVYOZWWfMnDkXLVu2AgAkJ7/Cli0bcPduHPLycvHddwKMHTsB1ta2AIC8vDxs3boJly9fRHp6Glq2bAVn56Fwd/eosOw+PnNhYmIGP7+NGDHCWQrRqDoaWBAigcLCIjBWu0+4IIQQQkjtYYzh2rVYdOtmDxUVFbF5evToVeHyP/44C5mZHzFlynRoa+vg2bMn2LlzB9auXYmNG7ehuLgYPj5zoK2tg59//gWKioqIiAjH/PlzsW/fQejqtsHmzetw48Y1TJs2C1pa2oiNvYJt2zZBQ0MDAwaUP2DYtm0n9PW/q3EcaoIGFoQQQgghpN7LyMhAfn4ed2Whqj5foVDF9OmzYWpqDuDzFKrXr5Nx7NhhAEBa2gckJLzAmDHesLbuBgDo2NEIe/YEIj8/DwBw585/YWHRBb169eXWoaamBg0NzQq3X9eDCoAGFoQQQgghhHDv3iguLq7W8jo6TeHvvwMA8ObNGyQnJyEh4Tnu3o1DQUEBAEBLSxt6eu3g57cCN25cQ9euNujSxRozZvx7X2bnzhY4evQQUlLewdbWHtbWthg7dkINa1c7aGBBCCGEEELqvcaNNaCmpo43b/4pN09OTg4KCvLRuLGG2O/Pnj2FHTu24t27t2jcWAPt2wt406rk5OSwadM2BAXtQkzMBZw6dRKKioqwt++BH36Yj8aNNTBz5jw0bdoMZ8+ewvr1awAARkYmmDv3JwgEX+bTqETkK89CCCGEEELI/74uXbri9u2byMvLE/t9ZORxDBzYG/Hxd8t8Fxd3BytWLEX37o44fPgPREb+ic2bt8PIyJiXT0enKX74YT6OHTuNPXv2YdSoMbh48TwCA38DACgpKcHLazz27TuIgwdPYs6cn/D6dTJ++WWx9CssZTSwIIQQQgghBICbmwcyMjK4g/yS0tI+YN++vdDVbQNDQ+My38fHx6G4uBjjx09Gs2bNAQBFRUW4ceMagM9TrOLj78LZuQ8ePrwPOTk5tG9vgEmTpqJdO328e/cWeXm5cHMbhrCwEABAixYtMHz4SPTq1Qfv3r2VYc2lg6ZCEUIIIYQQ6arLl7/WYNtGRsaYMGEKdu7cjsTEF+jffyA0NZvg+fO/ERYWjE+fPmHdus2Qkyv7pMiOHQ0BABs3+sHJaTAyMz/i0KEDePbsKQAgNzcH7dsbQEVFBcuXL4G39yRoaWnj5s3rePr0CVxc3KGsrAIDgw7Ys2cnGjRQhL5+e7x8mYjIyJNwcOhZ7XrVFhpYEEIIIYQQqSguZmCFRVV6Saws1OTFs15e4yEQdMDhwwewZctGfPyYgaZNm6FrVxuMGTMeLVq0ELtc584WmDvXB+HhIbhw4U80aaKFzp0tsHLlr1i48AfExd2GtXU3bNiwFTt2bMHmzeuRlZUJXd02+PHHhdyjZH18FiEwcDvCwkLw4UMqmjTRgrPzEEyYMLna8agtcowxeisXIZV48yYNCgo0DheRkwN0dBrh/ftMUA/yL4qLeBQX8Sgu4lFcxPua4iIvL8c9Yak2NGmijrS0bF5afX/xrLTbS9OmjSTKR0dKhBBCCCFEamrzoF40I6moqPiLH3DVB3TzNiGEEEIIIaTGaGBBCCGEEEIIqTEaWBBCCCGEEEJqjAYWhBBCCCGEkBqjgQUhhBBCCCGkxmhgQQghhBBCCKkxGlgQQgghhBBCaowGFoQQQgghhJAao4EFIYQQQgghpMZoYEEIIYQQQgipMRpYEEIIIYQQQmqMBhaEEEIIIYSQGqOBBSGEEEIIIaTGaGBBCCGEEEIIqTHFui4AIV8DObnPf+QzUSwoJnwUF/EoLuJRXMSjuIhHcRGP4iJeXcVFjjHGaneThHw98vPzoaSkVNfFIIQQQgj54tFUKEIqkJ+fj+7duyMrK6uui/JFycrKoriIQXERj+IiHsVFPIqLeBQX8Sgu4tVVXGhgQUglsrOz67oIXySKi3gUF/EoLuJRXMSjuIhHcRGP4iJeXcSFBhaEEEIIIYSQGqOBBSGEEEIIIaTGaGBBSAWUlJQwceJEuoG7FIqLeBQX8Sgu4lFcxKO4iEdxEY/iIl5dxYWeCkUIIYQQQgipMbpiQQghhBBCCKkxGlgQQgghhBBCaowGFoQQQgghhJAao4EFqVeKi4sREBCA/v37w9bWFtOmTUNSUlK5+dPT07F48WL06NEDPXr0wMqVK5GTk8PLc+7cObi4uMDGxgZubm64cuWKrKshddKOS3FxMfbu3Ythw4ahW7duGDlyJI4ePVoLNZEuWbQXkfz8fLi6umLZsmUyKr3syCIu8fHxmDhxImxtbeHk5ISAgAAUFxfLuipSJYu4nD59GiNHjoStrS1cXFxw/PhxWVdD6qoal5LLTZ8+HQEBAWW+q4/9bsnlxMWlvva7JZcrr72I1Kd+t+Ry5cVFJv0uI6QeCQgIYL1792aXLl1ijx8/ZtOmTWNDhgxh+fn5YvNPmjSJeXl5sYcPH7Lr16+zgQMHsiVLlnDf37hxg1lZWbHw8HD24sULtmnTJmZtbc2eP39eW1WSCmnH5T//+Q/r0aMHi4qKYklJSezw4cPMysqKnThxoraqJBXSjktJv/76KxMKhWzp0qUyrIFsSDsuCQkJzNbWli1btowlJCSwqKgoZmdnx4KCgmqrSlIh7bhcv36ddenShR08eJAlJSWxAwcOMEtLSxYTE1NbVZKKqsaFMcZycnLYwoULmVAoZDt27OB9V1/7XcYqjkt97XcZqzguJdWnfpexiuMiq36XBhak3sjPz2f29vYsIiKCS/v48SOzsbFhp0+fLpM/Li6OCYVC9uLFCy7t6tWrzMLCgr17944xxti0adPY/PnzecuNGzeOrVy5UjaVkAFZxGXAgAFs165dvOV8fX3ZhAkTZFMJGZBFXESuXLnC+vTpw1xcXL66/+BkEZelS5cyT09PVlxczOXZsWMHmzNnjuwqImWyiMu6devY6NGjecuNGjWK+fn5yaYSMlDVuDDG2J07d9jw4cPZoEGDmIODQ5kDovrY7zJWeVzqY7/LWOVxEalP/S5jlcdFVv0uTYUi9cbjx4+RnZ0NS0tLLq1Ro0bo0KEDbt++XSb/7du3oaOjAz09PS5NKBRCTk4Od+7cQXFxMeLi4njrAwALCwux6/tSySIuS5cuhZOTU5llMzIyZFIHWZB2XETS09Pxyy+/YNGiRdDU1JRhDWRDFnG5evUq+vbtCzk5OS7P5MmTsWHDBpnVQ9pkERcNDQ28ePECN2/eBGMMN2/eREJCAoyNjWVdHampalyAz+2hR48eCA0NRcOGDXnf1dd+F6g8LvWx3wUqjotIfet3gcrjIqt+V7FGSxPyFXn37h0AoHnz5rz0pk2b4s2bN2Lzl87boEEDaGho4M2bN8jMzEROTo7E6/tSSTsu8vLy6NKlC+/7169f48yZMxg+fLiUSy870o6LiK+vL+zs7GBvb4+QkBAZlFy2pB2XrKwspKamolGjRvD19cVff/2Fxo0bw8nJCZ6enlBQUJBdZaRIFu3Fzc0N9+/fx5QpU6CgoICioiJ4eXmhf//+MqqF9FU1LgAwZcqUctdXX/tdoOK41Nd+F6g4LiL1rd8FKo6LLPtdumJB6o3c3FwAKPMWSiUlJeTn54vNL+6NlUpKSsjLy6vy+r5U0o5Lae/fv8esWbOgra2N8ePHS6nUsieLuBw6dAgvXrzA3LlzZVDi2iHtuGRnZwMANm3ahBYtWsDf3x9jxozBnj17sHPnThnUQDZk0V7evHmDjIwM+Pj4YO/evZg9ezbCw8Nx4sQJGdRANqTdT9bXfreq6ku/K4n62O9WRpb9Ll2xIPWGsrIygM9PhVBRUeHSS38umV/cDzY/Px+qqqq89ZX+Xtz6vlTSjktJCQkJmDVrFgoLCxEQEIDGjRtLufSyI+24JCQkwN/fH1u3bi0Tp6+JtOPSoEEDAICVlRUmTZoEADAwMEBaWhp27tyJyZMn8y7Vf6lk8Tvy8fFB//794eLiAuBzXDIzM7Fp0yY4OTlBXv7LPzdY1bhUZX0l/a/3u1VRn/rdytTXfrcysux3v/xeiRApEV1CfP/+PS89JSWlzOVFUf7SeQsKCpCRkYHmzZtDQ0MDqqqqSElJkWh9Xyppx0Xkzp078Pb2hrKyMnbt2gVdXV0ZlF52pB2Xs2fP4tOnT5g6dSrs7OxgZ2eHO3fu4NSpU7Czs/tqpnHI4nekrKwMfX19Xp527dohJycHaWlpUq6BbEg7LmlpaUhMTESnTp14eYyNjZGRkfHVzJuvalwqU1/7XUnVt363MvW1362MLPtdGliQekMgEEBdXR03b97k0jIzM/Ho0SOYmZmVyd+5c2e8ffuW95xo0bImJiaQk5ODmZkZbt26xVvu5s2bYtf3pZJ2XADg/v37mDlzJvT19fGf//wHLVq0kG0lZEDacXF1dcXhw4cRGhrK/XXs2BH29vYIDQ2Fjo6OzOskDdKOi4KCAkxNTREfH89b7tmzZ2jUqBE0NDRkUxEpk3ZcNDQ0oKKigqdPn/KWE8WlSZMmsqmIlFU1LpWpr/2uJOpjv1uZ+trvVkaW/S5NhSL1hpKSEkaOHIktW7agSZMmaNWqFTZv3ozmzZvD0dERRUVFSEtLQ8OGDaGiogIjIyOYmppi4cKFmD9/PnJycrB69Wo4OTmhWbNmAIDRo0dj1qxZMDAwQLdu3XDs2DE8fvwYS5YsqePaSk7acSksLMTixYvRpEkTLF26FPn5+dxZFgUFha/mgEgW7aV0Z62srAx1dXW0adOmLqpYLbKIi7e3N6ZNm4aAgAA4OTnh0aNHCAoKwujRo7+am7dlERd3d3fs3r0bOjo6MDMzw+3bt7Fnz56vas58VeMiifrY71amvva7ldHQ0KiX/a4kZNbv1uhhtYR8ZQoLC9nmzZtZr169mJ2dHZs5cyZLTk5mjDGWnJzMhEIhO378OJc/NTWV/fTTT6xbt26sZ8+ebPXq1Sw3N5e3zpMnT7IhQ4YwGxsbNnr0aHb9+vVarZM0SDMud+7cYUKhUOzfwIED66R+1SWL9lLSxIkTv7rnqTMmm7hcuXKFeXh4sK5duzInJye2Z88eVlRUVKv1qilpx6WwsJAFBwez4cOHM1tbW+bi4sIiIiJ4z53/GlQ1LiUNHDhQ7HsJ6mO/W1LpuNTnfrek8tpLSfWl3y2pvLjIot+VY4yx6g9LCCGEEEIIIYTusSCEEEIIIYRIAQ0sCCGEEEIIITVGAwtCCCGEEEJIjdHAghBCCCGEEFJjNLAghBBCCCGE1BgNLAghhBBCCCE1RgMLQgghhBBCSI3RwIIQQgghhBBSYzSwIITUWHFxMYYNG4ajR48CAF69egUDAwNcu3aNly8rKwsbNmxAv379YGJiAktLS4waNQoREREoLi7m5d2yZYvYdYiItjF//nyx379+/RodOnRAp06d8PbtW7F5RNso+dehQweYmZlh0KBB2LVrF4qKiqoYjeoR1WfLli0y28b8+fPh6enJfb5+/TocHBzw6dOnKq1n2rRp2Lp1q7SL9z/l2rVrMDAwwOHDh+u6KDWSmppa5fbxv0bUT7x69apWlqup4uLiWtlmUlKSzLdRF+bPnw8DAwNeWn5+frn/j1RHddtGdfvs2kQDC0JIjYWFhSE3NxeDBg0qN09WVhZcXV2xb98+2NvbY+HChZg6dSpUVVWxePFizJ07V6plOnnyJFRUVFBcXIxjx45VmHfKlClYu3Yt1q5dizVr1sDHxwfNmjXD2rVrsXz5cqmW60vSpUsX6OvrV2mQEB0djVu3bmHcuHEyLNnXT19fH2vXroWlpWVdF6XaLl68iH79+uHDhw91XRQioaysLIwcORJHjhyR6XaWLFmChQsXynQbdcXV1RVr167lPicnJ8PZ2Rl//fVXHZbqs+r02bWNBhaEkBrJysrCxo0bMWnSJMjLl9+lhISE4NmzZ9i7dy8WLlwINzc3jBs3Drt27cKoUaNw6tQpxMTESK1cJ06cgIWFBTp27FjpWWMbGxsMHjwYgwcPxpAhQ+Du7o7AwECYmZkhPDxcqmeqvjTff/89fv/9d4nOPhYXF2PVqlXw9PSEurp6LZTu66Wjo4PBgwejTZs2dV2Uart79y4+fvxY18UgVZCeno579+7JfDuXL1+W+Tbqirm5OQYPHsx9fvXqFRISEuquQKVUpc+uCzSwIITUyKFDh5Cfn48+ffpUmO/27dvQ1NSEoaFhme+8vLy4PNLw6NEjPHnyBJaWlujevTtevHhR5XXLy8ujX79+YIwhLi5OKuX6EllYWKB58+YICQmpNO/58+eRmJhY4ZUpQgghslOVPrsu0MCCkC+Ep6cnJk+ejHPnzmHQoEEwNjaGk5MTLl68iOzsbCxbtgxWVlawsrLCvHnzkJ6ezlv+6dOnmDp1KiwsLGBqago3NzdcunSpzHZOnz4NDw8PCIVCGBkZwdHREWvXrkV+fj6XZ/78+ejXrx/u3r0LDw8PmJqawsbGBitWrEBOTg5vfaGhobCxsYGamlqF9WvYsCHS09Nx+vTpMt/p6enh3r17mDVrVhUiVr4TJ04A+HzZuGfPngBQrbnucnJyAIDCwkKx3w8YMADOzs5l0m/evAkDAwMcPHgQwOerOuvXr0e/fv1gbGwMc3NzjBw5En/++We52y7vnovy0g8dOoTBgwfD2NgYXbt2xfz58/Hu3TuJ6uno6IhDhw4hNze3wnyhoaEQCARlzsLfv38fM2bMgI2NDQwNDWFtbY158+bhzZs3AIC4uDgYGBhgz549Zda5aNEimJmZITs7G8DnM66+vr6ws7ODkZER+vfvj99//x2MMW6ZLVu2wNjYGGfPnoWtrS3Mzc2xf/9+icoi8vbtW/z444/o2rUrhEIhfvzxR5w7d67MfT25ubnYuHEjHB0dYWRkhJ49e2Lz5s2834s4pe+xEO2348ePw8/PDzY2NjA3N8fUqVPx4cMH3Lt3D6NGjYKpqSl69eqF0NBQ3voMDAzw22+/ISAgAN26dYO5uTm8vb3x8OFDXr6CggIEBARg0KBBMDMzg4mJCQYNGsS1xZIuXboET09PdO7cGTY2Npg1axZevnwJ4HMfIJpu0bNnT969OeI8fvwYU6dOhaWlJUxMTODi4oKoqChenqr0K6Vt2bIF5ubmePbsGcaNGwczMzPY2dlh586dYIwhKCgIjo6OMDc3h4eHBx4/fsxbPi0tDcuWLePaVd++fREYGFjmHqqXL19ixowZsLS0hJWVFTZu3MhreyKStFNJSVK28ubkl0y/du0a199t3bqVl25gYICLFy9iwYIF6Ny5M7p27YoFCxbwprmVd19Q6XQDAwMkJyfj+vXrld5HZGBggJ07dyIwMBAODg4wNTWFp6cnEhMTkZiYiIkTJ8Lc3Bzdu3eHv78/L35VacvHjh2Ds7MzTExMMGDAAJw6dQpjx47ltVtPT0+MHz8eMTExGDZsGIyNjeHg4AB/f3/ePX4l77E4fPgwxowZAwBYsGABly7J/hCRRZuStM+uC4p1XQBCyL/u37+P27dvY8yYMWjYsCECAgIwe/ZsdOzYEUpKSpg1axYePXqE/fv3Q1lZGatWrQLw+Qy9u7s7mjVrhsmTJ6NBgwY4efIkJk2ahPXr12PAgAEAgIiICCxevBiOjo744YcfUFhYiLNnz2LXrl1QU1PD9OnTubJ8+PAB48ePR//+/TFo0CDExMQgODgYCgoKWLBgAQAgISEBCQkJEs23HzZsGP744w/MmjULhoaGcHR0hLW1NUxNTaGoqAglJSWxy2VmZoqd413eFA3GGP744w80bdoUpqamkJeXR6tWrRAZGYlFixZBRUWl0rKKxMbGAoDYqywA4OzsjE2bNuHvv/+Gvr4+l37q1CkoKSmhb9++YIxh8uTJePDgATw8PPDNN9/g7du3CAsLw/Tp03H27NkaT5fZvHkzfvvtN/Tt2xeurq54+/YtQkJCcP36dRw8eBBaWloVLt+jRw8EBwfjv//9L2xsbMTmycnJwfXr18vs68ePH2PUqFFo27YtJk2aBFVVVdy+fRtHjx7Fu3fvEBwcDFNTU7Rt2xaRkZG85QsKCnDu3Dk4OjpCXV0d2dnZGD16NN6+fYtRo0ahRYsWiI2NxapVq5CQkIClS5dyyxYWFmLJkiXw9vZGfn4+LCwsJCoL8Hmg5+HhgZSUFHh5eaFJkyaIiIgoMxWvqKgIkyZNwp07dzBy5Ejo6+sjPj4eO3bswMOHD7F9+3Zu8CmpdevWoWnTppg+fTqePHmCsLAwpKWl4fnz5xgyZAgGDRqE/fv345dffkH79u1592hEREQgKysLXl5eaNCgAX7//XeMHj0aBw8eRLt27QB8Pvg5deoU3N3d4enpibS0NBw4cACLFi3CN998gy5dugAAIiMjMXfuXLRv3x7Tp09HYWEhgoKC4OXlhcOHD8PV1RVZWVmIiorCggUL0L59+3LrdPfuXYwZMwbq6urw8vJCw4YNcfz4cUyfPh1LlizB6NGjubyS9CvlKSgogJeXF3r16oU+ffrg4MGDWLduHa5du4aXL19izJgx+PTpEwIDAzFz5kxERkZCQUEBGRkZcHNzQ3JyMtzc3PDtt9/i6tWrWL9+PR48eIBNmzYBAN6/fw83Nzfk5+fDy8sLampqCAsLK3MSpyrttDKSlk0S+vr6WLBgAVavXo3evXujd+/e0NLSQnJyMgBg2bJlUFNTw8yZM/HPP/8gJCQE8fHxOHToULn9rzhr167F6tWr0aRJE0yZMgWdO3euMH9wcDBUVVXh7e2NlJQU7Nq1CzNmzEB6ejrs7Owwf/58REZGYtu2bfjmm28wZMgQAJK35X379sHX1xddunSBq6srnj59innz5kFdXR0dOnTgleXJkyeYPXs2XF1d4erqipMnT2Lbtm3Q1NTkBhAlWVpaYsqUKdixYwdcXV0hFAoljhMguzYlSZ9dZxgh5Ivg4eHBBAIBO3/+PJcWEhLCBAIBGzFiBCsuLubSXV1dWbdu3bjPo0ePZr169WLZ2dlcWkFBARs1ahSzsbFheXl5jDHG+vXrx1xdXXnrKigoYPb29mzgwIFcmo+PDxMIBGzv3r28Mvbv35/Z2Nhwnw8ePMgEAgG7ffs2L19SUhITCAQsNjaWlx4REcHMzc2ZQCDg/oRCIVu0aBF78+YNL6+/vz8vX3l/Pj4+vOWuXbvGBAIBW7JkCZe2YsUKJhAI2LFjx8RuIyoqiqWmprLU1FT2/v17du/ePebr68sEAgGbNm0aK8/Lly+ZQCBgW7Zs4dKKioqYra0tmzFjBmOMsTt37jCBQMDCwsJ4y8bExDCBQMB2797Ni5m/v7/Yz6VjK0pPTExkHTp0YOvWrePle/z4MTM0NGQrV67k0nx8fJiHh0eZeqSkpDCBQMA2b95cbl2vXr3KBAIBO3nyJC99yZIlzNTUlKWlpfHS58yZwwQCAfvw4QNj7N9Yv3r1issTHR3Na/ObN29mhoaG7NGjR7x1rV+/ngkEAvbw4UPeugICAqpVlq1btzKBQMD++usvLk9mZiZzcHDgtVtR+46JieGtLzw8nGs35YmNjWUCgYAdOnSIMfbvfrO3t2c5OTlcvmHDhjGBQMBCQkK4tBcvXjCBQMA2bNjApQkEAtahQwcWHx/PpT179ox16tSJzZkzhzHG2Lt375iBgUGZtvD3338zgUDAli9fzhj7t4326dOHV5YbN24wgUDAgoKCeHFOSkoqt56MMebi4sLMzMzYP//8w6Xl5eWxoUOHMhMTE5aamsoYk7xfEUdUljVr1nBpT548YQKBgJmZmbGUlBQufcOGDUwgELAXL14wxhj79ddfxe4v0W88OjqaMcbYmjVrmIGBAS/GqampzMbGhheHqrbTiuInadnKW1fpdHH9hqgtdu/enWVmZnLpBw4c4PVNpdts6eVLpvfo0UNsX1KaQCBgpqamvP0zY8YMJhAImJ+fH5eWnZ3NDA0N2dy5cxljkrflrKwsJhQK2ejRo1lhYSGXLygoiAkEAl4ZRf/H/vnnn1xabm4us7S0ZC4uLlyaqJ1WVH9J94e025SIJH12XaGpUIR8QZSVlWFnZ8d9/vbbbwEAvXv35p0ZbdOmDVJSUgB8PgN448YNdO/eHbm5ufjw4QM+fPiAjx8/onfv3nj//j13M9/x48cRGBjIW1dqaioaN24s9vF1/fv3533u2LEj7+qB6OYxSc+4jxgxAhcvXsTq1avRt29faGpqIjMzExEREXB2dsbTp0/LLOPj44M9e/aU+fv111/FbkM0DarkPR+if5f3pJRp06bB2toa1tbWsLGxwfDhwxEWFoaBAwdizZo15danTZs2MDc3x6lTp7i0a9euISUlhZsiZWpqihs3bmDYsGFcnqKiIu7Su2gKUHWdO3cOxcXFcHR05Pb9hw8foKOjg44dOyI6OrrSdejo6EBVVbXCRx+Wt6+XLVuG8+fPQ1NTk0vLysqCsrIyAHBTXETxKBmrP/74A5qamujWrRsAICoqCgKBAE2bNuXVpVevXgCACxcu8LZd+olLkpbl3LlzEAgEvDN9DRs2hLu7O299UVFR0NLSgqGhIa883bt3h4KCgkSxLc3Ozo531Uz0Gy/ZXkUxLj2VzdbWlnf1TF9fH3Z2doiOjkZxcTGaNm2KW7duYerUqVwexhg3lU/U1uLj45GSkgI3NzdeWSwsLBAREcFrq5V5//494uLiMHjwYLRo0YJLV1JSwoQJE5Cbm4srV67wlqmsX6mIqC0A/8auc+fO0NHR4dJ1dXUBgOsjz58/D319fd6ywOebYAFwUxJjYmJgbGzMi7GWllaZ6Y5VbacVkbRs0jBq1Cg0bNiQ+zx06FBoaGjg/PnzUtuGOObm5rz9I67Nq6mpQVtbm9tnkrbl2NhYZGZmYsyYMVBQUODyuru78+oqoqqqCgcHB+6zsrIy2rVrJ7Mnn8mqTUnSZ9cVmgpFyBdEU1MTior//ixFHaW2tjYvn4KCAjfvUnTAFxwczE31KO2ff/4BADRo0AA3btzAyZMn8fz5c7x8+RKpqakAgNatW5dZrvQUmgYNGvDmooou5zZq1EjiOjZq1AjDhg3DsGHDUFxcjDt37mDbtm24fPky1qxZg127dvHyGxoawsrKqsx6xHWo+fn5OHv2LNTU1KCrq8vladGiBRo3bozY2Fi8fv0arVq14i3n4+PDXTKXk5ODuro69PX1JXrykbOzM3x9ffH06VO0b98ep06dQuPGjdG9e3cuj6KiIsLDw3H9+nUkJibi5cuX3NxYVo052SUlJiYCANzc3MR+36BBA4nW07BhQ6SlpZX7vWhfl/7PWk5ODmlpaQgICMDjx4/x8uVLvH79mquXqL3o6enB2NgYp06dwoQJE5Cfn48///wTzs7OXBkTExORl5cHa2trsWUQtWOR0r8LScuSkJDADWZKEk0nEklMTMSHDx8kLo8kSpdZ9HsveeAl+t2XbhvfffddmfXp6enhwoULSE9Ph5aWFpSUlHD8+HFcvnwZCQkJSExM5A7CROsTTY355ptvyqzPxMSkSvURrUt0sFiSKJ6vX7/mpVfWr1SkZJzExQ74N36idb569Yp3wqbkuho3bszVITk5mbtHQVw9RKraTisiadmkoXT7UVRUhK6urlS3IU55bb6i/9cASNSWRf1f27ZteetSUlISe8JLU1OzzNMLq9L+qkqWbaqyPruu0MCCkC9IyUFFSRXN4xZ1iKNHjy5z1ktE9B/K+vXrERgYiE6dOsHMzAxDhgyBubk5fH19xXZcFT0+tuT3lR0cv337FsHBwbC3t+fmxYqW79y5MwIDAzFkyJAaPxUqJiaGOwAu7ylVR44cwbRp03hp5Q1eJNG/f3+sXr0akZGRmDZtGs6ePYs+ffpwc5Y/fvwINzc3JCUlwdbWFo6OjujYsSNatWoFFxeXKm+v9M2mothv3769SvePlFZcXMw741daefs6OjoaU6dORbNmzdC1a1fY29vD2NgYly5dQkBAAC+vs7MzVq1ahaSkJDx+/BhZWVkYOHAgrwxCoZB3r09JzZo1E1umqpalsLBQ7Jxy0ZWNkuXR09Mrd85848aNxaZXpDq/cRFxg0RRe5CXl0d+fj7Gjx+PW7duwcrKCtbW1vD29oaFhQXvLK2ozyhd3+qo6Lcv2k7pclfWr1REXButLHaVlVFUPjk5OeTl5YnNU/pzVdqpNMpWnvIeLCFOee2nsv1R05eEVqfNS9qWRfWX5PcM1KztSaL0/pBlm6qsz64rNLAg5CsnutKgoKBQ5iauZ8+e4dWrV1BVVUVycjICAwMxePBg3st/AHBXLapKdMYpPT0dzZs3LzdfcXExdu7cidTUVN7AQkRBQQHffvtttcshIpoGNX/+/DJnq1JTU7FkyRIcPXoUU6dOrfJNt+XR0tJCt27dcO7cOQiFQqSlpfEuc+/duxd///03goKCeGej7ty5U+F6Rf9hlH760Pv373mfRfu/ZcuW6NixI++7ixcvip0OIE5GRkaZM4glldzXJS1fvhxt27bFoUOHeE8GE+2LkpycnODn54dz584hPj4erVu35t0M2bp1a2RnZ5dpxxkZGbh69WqZs5KlSVqWNm3a4MWLF2WWF539FNHV1UV8fDy6du3KOyApKChAVFQUb+pPbRA9samkxMREaGpqQlNTE0ePHsX169excuVKjBgxgssjml4i0rJly3LXt3jxYhgaGpaZFlYeUft7/vx5me9EMa7tOJXWunVrseVLSUlBVlYWFw9dXV2x7ysoHaeattPqlE3U/kr3B1XpM0vXo6CgAMnJyVy/JGmfUxsiIyMlasuiaW8JCQm8q2aMMbx8+VLsVT5pkHR/yLJNVdZn1xW6x4KQr1yzZs1gZGSEI0eO8F7kVlBQgIULF2LmzJkoLCxERkYGgLKXwy9duoQXL15U6cyXiOigorJL/y1btoSFhQVOnDiBq1evlvn+1atX+Ouvv8ReMpZUVlYWLly4AF1dXYwdOxa9evXi/bm6usLMzAwvX77EzZs3q70dcZydnfHkyRPs3bsXzZs35w2eRAfiJePOGOOmrZUXd9G0uNKPEy15jwLw+ekgABAQEMA7+/nw4UPuRUqVeffuHQoLC7mDGHFE+7r0Y1vT09PRqlUr3oH827dvuUeNljzbqaOjA2tra0RFRSE6OhoDBw7kDfAcHR3x6NGjMvcubN++HbNmzRJ7D051ytK7d288ePCAN7jLz88v8xhLR0dHpKenIywsjJceHh6OOXPmiG3LsnT+/HnetJUnT57g8uXL6N27NwDxbQ1AmbZmZGQEHR0dHD58mHdgFBcXxz15CpDsimTTpk1hZGSE48eP89pGfn4+9uzZAyUlJdja2la3ylLRo0cPPH/+HOfOneOlBwYGAgB3BrxPnz54+vQp7+lgmZmZOHr0KG+5mrbT6pStadOmAD4/AVAkKysLFy9e5C1XehpYSfv370dBQQH3OSIiApmZmVz7EU0pK93nREZGllmXvLy8zKYPAZK3ZTs7O6iqqiI8PJxXnlOnTkntvglxMZV0f8iqTUnSZ9cVumJByP+AxYsXw8vLC8OHD4e7uzs0NTXxxx9/IC4uDvPmzUOTJk2grq6OVq1aYceOHcjLy0OLFi1w7949HD58GMrKytW6ibhr164APh+QmJmZVZh31apVGDVqFLy9vdG7d29YWlpCRUUFT58+xZEjR6ClpYU5c+ZUp/oAgLNnzyIvLw9Dhw4t92qEu7s77ty5g8OHD5e58bcmHB0doaamhosXL8Lb25t3dtve3h7BwcGYPHkyhg8fjqKiIkRGRiI+Ph7y8vLlxl1VVRU9e/bEmTNnsHDhQpibmyM2Nha3b9/mTWkQCATw9PREcHAw0tPT0atXL6SnpyMkJATq6uoSvRtE9ALA8ub3Ap9vQldTU0NcXBycnJx49YuMjMSSJUtgbGyMV69eISIigqtX6fo5OzvDx8eH+3dJkydPxtmzZzF9+nS4ubmhffv2uHXrFo4dOwZ7e3vY29tXWA9Jy+Lt7Y1jx45h3LhxGDNmDLS0tHDs2DHuDLuo/bi4uODIkSNYvnw57t+/DxMTEzx58gT79++HoaFhlW5ylgY5OTm4u7vDw8MDRUVFCAoKQpMmTTBjxgwAn98gr6ioiJ9++gmjR4+GoqIiLl68iJiYGDRo0ICrv5KSEubPn48ff/wR7u7uGDRoELKzsxEcHAw9PT3uaoXoXoj//Oc/sLe3L3fgL+p/RowYATc3NzRs2BAnTpxAfHw8Fi9eXK0pY9IkalezZ8+Gm5sb2rVrh9jYWJw5cwZ9+vTh7ocaN24cjh8/jhkzZsDLywtaWlrYv39/mQPomrbT6pStV69eWLFiBXx9fZGcnAwlJSUcOHCgzPuDRPcQnD9/Hq1ateJNCU1ISMDo0aPh7OyMxMREhIaGwtLSkpuOqKenB0NDQ269enp6iIqKEvuGZy0tLTx69AihoaHo0qWL1K8MSNqWGzVqhJkzZ8LPzw9jx45F3759kZCQgPDwcInvL6tMkyZNAHx++AljDEOHDpV4f8iqTUnSZ9cVumJByP8Ac3NzhIWFwcjIiHtiUk5ODtasWYNJkyYB+HwwERgYCHNzc+zduxd+fn6Ij4/HggUL8MMPPyArKwt3796t0nZbtGgBgUAg0RWAtm3b4uTJk/D29saLFy+wadMm+Pr64uLFi3Bzc8Phw4crfd9CRU6cOAF5efkKD/b69+8PTU1NnD59WuxTsKpLVVWVO+tX+mDZ3t6eewGYn58fdu7cCU1NTYSHh6Njx44VnvX+5ZdfMHToUJw7dw6rVq1CTk4OgoODy/yHuWjRIixduhQfPnyAn58fQkNDYWFhgdDQUN77Ncpz69YtNG7cuMLBoZKSEqysrMrs62XLlmHEiBE4f/48VqxYgdOnT2Pw4MEICgoCgDJPBOrduzdUVVVhYGBQ5t0Impqa2L9/P4YNG4bTp09jxYoViIuLw9SpU+Hv71/p/GhJy6KhoYGQkBDY2toiODgY/v7+MDAw4AZhovnaSkpKCAoKwrhx4xAbG4sVK1YgOjoa7u7u2LVrF1RVVSssj7T1798fI0eOxO7du7F7925YWVkhPDycm4YoEAjg7+8PdXV1bNiwAdu2bUNeXh52796NHj164NatW9wVCmdnZ+zYsQOKiopYv349QkND0b17d4SEhHDT55ycnGBjY4PDhw9j3bp15ZZL1P8YGhpiz5492Lx5M5SUlLBt27ZKX6xXG0TtaujQoTh9+jRWr16NZ8+e4aeffuK9J6Jhw4YIDQ1F3759sX//fmzduhWWlpZl7smqaTutTtm0tLSwc+dOfPPNN/D398euXbvQv3//MicOVFVVMWfOHLx58wYrVqzgnVH/4YcfoKuri/Xr1+P06dPw8vLCzp07eeX19/dHz549ER4ejnXr1kFbWxvbt28vU+4ZM2ZAQ0MDq1atKvMiRGmoSlv29vbGkiVL8PbtW6xevRpXrlzBxo0boa2tXaX3c5RHX18fnp6eiI+Px6pVq/D69WuJ94es2pQkfXadqdWH2xJC/ucEBQUxY2Nj9vHjRy6tvPdYkLol7j0WRUVFzM7Ojq1atarS5aOiophAIGDPnz+XVRFrRWpqKu+Z9yK7du1iAoGAvXz5sg5KVTFx72whRBLlvZ/if0FeXh7LyMgQ+525uTn78ccfa7lEsleVPrsu0BULQkiNjBgxAioqKmXm/pOvw5UrV5CamgovL69K8/bs2RN6enpl5gd/bfz8/GBtbc098hf4fP/F6dOnoaWlJfbRy4SQL8/bt29haWnJ3ZMiEh0djezs7Co/PvlrUJU+uy7QPRaEkBpRV1fH999/j127dmH48OFf5OPvSPkCAgLg7u5e5t0e4sjJyWHevHlYvHgxJkyYUKX3l3xJBg0ahGPHjmHMmDEYNGgQ5OTkcObMGcTFxWHFihUyfyQlIUQ62rRpg86dO2Pbtm1IS0tDu3btkJSUhNDQUOjp6WH48OF1XUSpq0qfXReo9ySE1NiYMWOgrq5e7putyZfp6tWrePnyJWbPni3xMn369IFQKMTu3btlVzAZs7W1RWBgIJSVleHv749169YhPz8fW7Zsqda7RQghdWfHjh1wd3fH2bNn4evri2PHjsHJyQnh4eG1fh+UrFWnz65tcozV8LWvhBBCCCGEkHqPrlgQQgghhBBCaowGFoQQQgghhJAao4EFIYQQQgghpMZoYEEIIYQQQgipMRpYEEIIIYQQQmqMBhaEEEIIIYSQGqOBBSGEEEIIIaTGaGBBCCGEEEIIqbH/A2zu+CSMdj/FAAAAAElFTkSuQmCC" }, "metadata": {}, "output_type": "display_data" } ], "execution_count": 83 }, { "cell_type": "code", "metadata": { "ExecuteTime": { "end_time": "2025-06-13T12:37:40.908722Z", "start_time": "2025-06-13T12:37:37.172500Z" } }, "source": [ "#train lux on neighbourhood equal 20% instances\n", "lux = LUX(predict_proba = clf.predict_proba, classifier=clf, neighborhood_size=int(len(train)*fraction),max_depth=2, node_size_limit = 3, grow_confidence_threshold = 0 )\n", "lux.fit(train[features], train[target], X_importances = None, instance_to_explain=i2e,class_names=[0,1],discount_importance=False)\n", "\n", "#see the justification of the instance being classified for a given class\n", "lux.justify(np.array(i2e))" ], "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "X does not have valid feature names, but RandomForestClassifier was fitted with feature names\n", "X does not have valid feature names, but NearestNeighbors was fitted with feature names\n", "X does not have valid feature names, but RandomForestClassifier was fitted with feature names\n", "X does not have valid feature names, but RandomForestClassifier was fitted with feature names\n", "X does not have valid feature names, but RandomForestClassifier was fitted with feature names\n", "X does not have valid feature names, but RandomForestClassifier was fitted with feature names\n", "X does not have valid feature names, but RandomForestClassifier was fitted with feature names\n", "X does not have valid feature names, but RandomForestClassifier was fitted with feature names\n", "X does not have valid feature names, but RandomForestClassifier was fitted with feature names\n", "X does not have valid feature names, but RandomForestClassifier was fitted with feature names\n", "The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", "The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", "The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", "The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n", "The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n" ] }, { "data": { "text/plain": [ "['IF worst_concave_points <0.1423499956727028 THEN class = 1 # 0.9473684210526315\\n']" ] }, "execution_count": 84, "metadata": {}, "output_type": "execute_result" } ], "execution_count": 84 }, { "cell_type": "code", "metadata": { "ExecuteTime": { "end_time": "2025-06-13T12:37:41.057035Z", "start_time": "2025-06-13T12:37:40.929468Z" } }, "source": [ "from sklearn.metrics import accuracy_score, f1_score, precision_score, recall_score\n", "from lux.pyuid3.data import Data\n", "data = Data.parse_dataframe(test[features+[target]])\n", " \n", "predictions = [int(x) for x in lux.predict(data.to_dataframe())]\n", "print(f'Accuracy : {accuracy_score(predictions, test[target])}')\n" ], "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Accuracy : 0.9230769230769231\n" ] } ], "execution_count": 85 }, { "cell_type": "code", "metadata": { "ExecuteTime": { "end_time": "2025-06-13T12:37:41.143647Z", "start_time": "2025-06-13T12:37:41.078063Z" } }, "source": [ "# #prind the uncertain local tree for the given instance\n", "# import graphviz\n", "# lux.uid3.tree.save_dot('tree.dot')\n", "# graphviz.Source.from_file('tree.dot')" ], "outputs": [], "execution_count": 86 }, { "cell_type": "code", "source": [ "import graphviz\n", "from graphviz import Source\n", "from IPython.display import SVG, Image\n", "i2edf = pd.DataFrame(i2e, columns=features)\n", "i2edf[target] =clf.predict(i2edf.values.reshape(1,-1))[0]\n", "lux.uid3.tree.save_dot('tree-breast-shap.dot',fmt='.2f',visual=True, background_data=train, instance2explain=i2edf)\n", "gvz=graphviz.Source.from_file('tree-breast-shap.dot')\n", "!dot -Tpng tree-breast-shap.dot > tree-breast-shap.png\n", "Image('tree-breast-shap.png')" ], "metadata": { "collapsed": false, "ExecuteTime": { "end_time": "2025-06-13T12:37:42.615580Z", "start_time": "2025-06-13T12:37:41.175515Z" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "X does not have valid feature names, but RandomForestClassifier was fitted with feature names\n", "The figure layout has changed to tight\n", "\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", "\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", "The figure layout has changed to tight\n", "\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", "\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", "\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", "\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" ] }, { "data": { "image/png": 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"text/plain": [ "" ] }, "execution_count": 87, "metadata": {}, "output_type": "execute_result" } ], "execution_count": 87 }, { "cell_type": "code", "metadata": { "ExecuteTime": { "end_time": "2025-06-13T12:37:42.866961Z", "start_time": "2025-06-13T12:37:42.635627Z" } }, "source": [ "plt.figure(figsize=(12,9))\n", "graph=sns.scatterplot(x='worst_concave_points',y='worst_area', data=train[['worst_concave_points','worst_area',target]],hue=target,s=100)\n", "graph.axvline(0.14)\n", "graph.axhline(839.7)\n", "plt.scatter(data=pd.DataFrame(i2e,columns=features),x='worst_concave_points',y='worst_area', marker='o',color='r', s=200)\n", "plt.title('Decision boundary created by LUX for particular instance with SHAP support')\n", "plt.show()" ], "outputs": [ { "data": { "text/plain": [ "
" ], "image/png": 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" }, "metadata": {}, "output_type": "display_data" } ], "execution_count": 88 }, { "cell_type": "code", "metadata": { "ExecuteTime": { "end_time": "2025-06-13T12:37:42.910785Z", "start_time": "2025-06-13T12:37:42.894845Z" } }, "source": [], "outputs": [], "execution_count": null }, { "metadata": { "ExecuteTime": { "end_time": "2025-06-13T12:37:42.950877Z", "start_time": "2025-06-13T12:37:42.947214Z" } }, "cell_type": "code", "source": "", "outputs": [], "execution_count": null } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.12.1" } }, "nbformat": 4, "nbformat_minor": 4 }