{ "cells": [ { "cell_type": "code", "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "The autoreload extension is already loaded. To reload it, use:\n", " %reload_ext autoreload\n" ] } ], "source": [ "%load_ext autoreload\n", "%autoreload 2" ], "metadata": { "collapsed": false, "ExecuteTime": { "end_time": "2024-03-26T08:34:05.381929076Z", "start_time": "2024-03-26T08:34:04.985719153Z" } }, "execution_count": 504 }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Wine example" ] }, { "cell_type": "code", "execution_count": 505, "metadata": { "ExecuteTime": { "end_time": "2024-03-26T08:34:05.648218168Z", "start_time": "2024-03-26T08:34:05.377038184Z" } }, "outputs": [], "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()" ] }, { "cell_type": "code", "execution_count": 506, "metadata": { "ExecuteTime": { "end_time": "2024-03-26T08:34:05.841569604Z", "start_time": "2024-03-26T08:34:05.591180248Z" } }, "outputs": [ { "data": { "text/plain": "1.0" }, "execution_count": 506, "metadata": {}, "output_type": "execute_result" } ], "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])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Without predictor uncertainty" ] }, { "cell_type": "code", "execution_count": 507, "metadata": { "ExecuteTime": { "end_time": "2024-03-26T08:34:05.984930184Z", "start_time": "2024-03-26T08:34:05.741486183Z" } }, "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" ] }, { "data": { "text/plain": "['IF od280_od315_of_diluted_wines <2.2050000429153442 THEN class = 2 # 0.9285714285714286\\n']" }, "execution_count": 507, "metadata": {}, "output_type": "execute_result" } ], "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))" ] }, { "cell_type": "code", "execution_count": 508, "metadata": { "ExecuteTime": { "end_time": "2024-03-26T08:34:06.134141977Z", "start_time": "2024-03-26T08:34:05.880970494Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Accuracy : 0.8222222222222222\n" ] } ], "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 = [int(x.get_name()) for x in lux.uid3.predict(data.instances)]\n", "print(f'Accuracy : {accuracy_score(predictions, test[target])}')\n" ] }, { "cell_type": "code", "execution_count": 509, "metadata": { "ExecuteTime": { "end_time": "2024-03-26T08:34:06.135829170Z", "start_time": "2024-03-26T08:34:06.007596421Z" } }, "outputs": [], "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" ] }, { "cell_type": "code", "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", "\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", "\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": 510, "metadata": {}, "output_type": "execute_result" } ], "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": "2024-03-26T08:34:08.281109586Z", "start_time": "2024-03-26T08:34:06.062768397Z" } }, "execution_count": 510 }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Without SHAP" ] }, { "cell_type": "code", "execution_count": 511, "metadata": { "ExecuteTime": { "end_time": "2024-03-26T08:34:08.492236902Z", "start_time": "2024-03-26T08:34:08.306698115Z" } }, "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" ] }, { "data": { "text/plain": "['IF od280_od315_of_diluted_wines <2.2050000429153442 AND malic_acid >=1.6249999701976776 THEN class = 2 # 1.0\\n']" }, "execution_count": 511, "metadata": {}, "output_type": "execute_result" } ], "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))" ] }, { "cell_type": "code", "execution_count": 512, "metadata": { "ExecuteTime": { "end_time": "2024-03-26T08:34:08.496037893Z", "start_time": "2024-03-26T08:34:08.396952631Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Accuracy : 0.8666666666666667\n" ] } ], "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.get_name()) for x in lux.uid3.predict(data.instances)]\n", "print(f'Accuracy : {accuracy_score(predictions, test[target])}')\n" ] }, { "cell_type": "code", "execution_count": 513, "metadata": { "ExecuteTime": { "end_time": "2024-03-26T08:34:08.529071911Z", "start_time": "2024-03-26T08:34:08.434205670Z" } }, "outputs": [], "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')" ] }, { "cell_type": "code", "outputs": [ { "data": { "text/plain": "
", "image/png": 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" }, "metadata": {}, "output_type": "display_data" } ], "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": "2024-03-26T08:34:09.173687751Z", "start_time": "2024-03-26T08:34:08.457084723Z" } }, "execution_count": 514 }, { "cell_type": "code", "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", "\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", "\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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E7373u/n5+bq6OtM0P/jgg5MnTwaDwZGRkffff7+np6e0tFRKefLkyfv37/9nDVRK3bp168yZMxMTExMTEydOnPjoo4/6+vps27506VJvb+/s7GwwGDx58uSNGzfC4XC0wkOHDo2MjFRWVt67d+/w4cPRnhoeHn7//fevXr0aCATKy8tPnDjx+9//fnh4eGBg4KOPPhoaGqqtra2pqQmHw8Fg8Ht+5wAAAMATMYIbAAAAIhwOf/HFF1LKN954Y9OmTcPDwz/72c+io4AvXrz44osvHjx4UAjx0UcfnT59+vGX37p16+rVqxs2bCgsLBRCNDc379mz5+uvvz527Jht247j/PCHP6ysrFxYWJicnGxoaPD5fEIIKWVJSUl3d/fc3NwTq7p///6f//zn6urqt956q7CwsKen51/+5V/OnTsXCASOHz8+Njb25ptv7tixY2ZmZnh4+MGDB0svDIVChw8f7u7unpmZyc7O3rt3b1FR0ff/Bmpqamzb9vl8wWDw2LFj/f39P/3pT2tra5+4cE9Pz/nz5/fu3fvqq68ahpGTk/PVV1+1trbu2LFjy5YtPT09u/9/9u47IKo73/v4GWYGZui9V6UJiAU0iEYUiahgjyXqJusmMfs8uUnM7t6Nu8lN3L27Wd3n2TVukt0Uk6ixYYkNe7AjRayIBUWR3uvQhinPH+c+XC6WoJQReL/+kt8553c+cyY5zHz5nd8vMjIqKuqhY8BbW1uPHz9ubGw8c+ZMX1/f+/fv37x5s21c/BOxtLQcMmSIg4NDREREdHS0kZFRS0vL0aNHbW1t4+LinJyc6uvrv/zyy4sXL/r7+2dlZd2/f3/y5MlRUVFqtXrDhg3Xr19/VM/i/NpZWVmVlZWtra1KpdLW1rasrEylUuXk5Nja2opzmnfg6Og4fvx4Ly8vNze39evX5+XlBQQEJCcnV1VVxcTEjBgxQq/XW1lZnTx5MjQ0VKvVFhQUxMfHT5o0SSKRqFSqnlhLEwAAAP0eBW4AAAAItbW1eXl5YWFhgYGBVlZWlpaW/v7+RUVFVVVVCoUiKCjIyclJEIQRI0YkJSV1OLa4uHjbtm1KpTIyMlKse6rV6vLycmNjY09PT41Gc+vWrby8vIaGBoVCodPpZDKZuNqkIAgymUysgD80VX5+fn19fUhIiI+Pj1QqHTVq1O7du/Pz81Uq1e3btx0cHAIDA8Via1BQUF5eXtuBRkZG7u7uLS0thYWFBQUFZWVlra2tDx213ea5554LCwtTKBRqtTolJWXnzp3Xrl171FjvO3fuKJXK4OBgcTT0c8899+OPPxYXF7e9OmNj40edrra2Nj8/Pzw83M/Pz8rKytzc3MfHp6qq6jHZHkUikchkMolEIpfLxclACgoKxD82FBcXixf55s2bDg4ONTU14iQzQ4YMEWv9oaGh58+ff0znvr6+Z8+eraqqKi0ttbW1HTlyZEVFRUFBwf379/39/W1tbdvmhGkTEhIyePBgMzMzPz8/cX6Y1tbW69evZ2Vl1dXVHTt2TBCEysrKGzduVFZWBgQEWFlZHT9+vKqqasiQIUFBQV1faxQAAAADEAVuAAAACC0tLa2trWZmZuJUHkZGRubm5lqttrm5WZzMWtzNzMzM2Ni4/YElJSVbt26tqqqKi4sLCgoS9zxz5kx5eXlsbOzIkSP1ev3x48d//PHHkJCQsLAwuVze0tKi0WjEw5ubm+Vy+aNmu25ubjYyMlIqleIyhkqlUixAazSa5uZmCwuLtjAdgkml0oiIiJEjR9bV1W3dujUtLc3f3/+h02G3aT/n9fjx4w8ePJifn9/Y2PjQOrV4WYyNjSUSiSAI5ubmMpmspaXlMbNatxEvtampqRhYJpOZmprW1dU95hDxLG10Ot2DxWVRfX29Wq329vYOCgoSjwoMDLS3t3dycvrJt7KDwYMHSySSgoKCmzdvDho0KCAg4Pz58+L0Ke7u7paWlrW1tR0OMTU1FfuXy+VSqVStVmu12rq6Oisrq4CAAGtra0EQ9Hp9ZGRkQECAu7v74sWLr169WlJScu3aNTs7u3nz5vn7+7f98QMAAADoDArcAAAAECwsLJRKZXl5eWNjo6mpqVarLS8vl8vltra2eXl5jY2N4m4VFRXtpxMpKSnZsmVLcXHxtGnTwsPD20bg5ufny2QyT09PcbDw4MGD9+3bp1KpjI2NHR0dKyoqamtrHRwc9Hp9fn6+mZmZhYXFQ1OJCyHW1NSo1WpjY+Oampq6ujoXFxcTExMrK6u6urq2MBUVFW0hBUGQSCQKhUKhUIjzg+fk5Dy+gtyBWKo2MjLqUFluH6y+vr6hoUGv10skkrKyMrVabWFh0VY+fgxxOvLKysrGxkalUtnS0lJdXf346afFOcSbmprEac2rqqraXqxYDm6rd1tZWZmYmPj4+MTGxooLS4r7GBsbW1lZFRYWtn8r21+xB9na2jo7O1+/fv3evXtjxowZPnz48ePHU1NTFQqFo6PjQ/8mIZFIHrxi1tbWra2t48aN8/f3b2s0NjaWyWQjR44cPHhwRUXFrVu3tm3bduXKFU9PT8ZxAwAA4IlQ4AYAAIBgZmY2dOjQixcvJicnjxgxIjs7OysrKzo6OiQkZN26dadOnRLnRz516lTb6ovFxcVbtmzJycmZPHlyYGCgVqtVqVQKhUImk7m6ul65cuXChQtmZmZarfbs2bMymczKysrIyGjUqFE7duw4e/asVCrNzc29evXq+PHjnZ2dH5rKx8fH3d39zJkzjo6O7u7uJ0+erK2t9ff3t7S0HD58+I4dO5KTk+VyeVlZ2YULF9pK2JmZmVqtVizCFhQUpKWlWVlZ2djYCILQ0tJSW1tbXl7e3NxcV1dXXFys0WgsLCyam5tv3rxpamrq4OBQX19/6NAhlUo1aNAgca7wBw0bNiwpKenEiROWlpbGxsYHDx60tLT08PAQR5o/nrm5eXBwcGZmZmpqamho6OXLl2/dutV+/PiDbGxs7Ozsrly5EhQUJE7rUVRUJG6ysLAwMjIqLCwsLy+3sLBwdHQcOnTo5cuXXVxcRo4cKQ7Blsvlvr6+w4cPT09PP3PmjJmZWUNDQ0pKSmVl5WNOKk7DvW/fPolEIo4Bt7KyOnPmzOjRox86AfejREREbN68+ezZs0ql0trauqampri4ODAwsKGhobKy0t7e3tra2sLCQq1W63S6R/1FAQAAAHgUCtwAAAAQpFLplClTGhoaDh8+fPjwYa1WGxwcPHbsWE9PzylTpiQlJa1Zs8bS0tLCwqJtJcArV66cPHmyvr6+sbFRnF7ZxcVl/vz5/v7+48aNKy8vT0tLS01NlUgkOp0uNjbW19dXIpGMHj26qKjowoULaWlpGo1myJAhzz//vKWl5UNTWVpazpo1a//+/Rs3bjQyMtJoNBMnThw+fLixsfHo0aPv37+fmpqanp5uY2NjZmbWFqygoODcuXNivVsikVhZWcXExLi5uQmCcO/evV27dmVnZ9++fbusrCwzMzMiImL69OlKpTIjI+PGjRviiGwjI6Pp06ePGDHiUSOyvby84uPjT5w48emnn0okEqlUOnXqVHFOj05e6tra2t27dx85csTe3t7S0vLxw5aVSmVsbOz+/fv/9a9/2dnZ2drato15d3d3HzFiREpKSkZGxsiRI6dNmzZr1qwDBw4kJSUdPXpUKpUqlcqxY8f6+PgEBQVFRUWlpKRcu3ZNHOgtzhnyGL6+vnq93s3NzdbWViaT+fj4nDx5UvzxJ19mm7CwsKqqqoyMjM8++0wikZiYmHh6enp7e9fX1586daqwsFCv1+t0utDQ0GHDhj1+1hQAAADgQZJHzd8HAOhD5s2bJwjCjh07DB0EQB+m0+kKCgry8vJUKpVSqfTx8XF2djY2Nq6trc3JyamoqDAxMXF2di4vL/fy8nJzc8vLy7t7925TU1NbD+bm5iEhIXZ2dnq9vri4OC8vr66uTiKR2NjYDBo0yNraWpxPo6ys7N69ezU1NeJkGi4uLo8pa6rV6tzc3MLCQrVabWlpOXjwYDs7O3GgdElJyd27d+vr662trc3NzRsaGnx8fBwcHIqKisRT6/V6pVLp4uLi7u6uVCqF/7/CYfvJo11cXPz8/ExMTHJyckpKSlpaWsSJWby9vcUh548KVl9ff+/evdLSUr1eb29vP3jwYEtLS3G6knv37vn4+Dg6Oj7qWK1Wm5eXd//+/dbWVicnJ3E6FPGM165dEwTB29vb3Nz84sWL4huhUChUKlVOTk5ZWZmJiYmrq2tZWZmrq6u7u7tMJhO7UqlUTk5Ofn5+ZmZmJSUl9+/fFy++hYWFl5eXg4ODXC6vqKi4e/duTU2NmZmZnZ1dVVXVoEGDHjV8XhCEmpqa69evm5ubi0tH5ufn5+TkeHl5eXh4iHOOX7161dbW1tPTs7m5OSsry83Nzc3NzcjIqLGxMTMz08nJSUxYV1eXm5tbVlam1WoVCoWTk5Onp6darb5//35FRYVGo1EoFJ6enq6uro9fCBQAuotEIklISJg/f76hgwAAugEFbgDoDyhwAwAAAJ1EgRsA+hOmKAEAAICB3b179+DBgwUFBe0bzczM5s2bFxgYaKhUgiCkpKScPn26urq6faOPj8+0adM8PDwef6xKpdq5c+fNmzc7tM+cOTMsLOzZmYtj7969GRkZra2t7RsjIiLGjx//RFORAAAAAAZBgRsAAAAGZmpqOnjw4A5TQisUiraZpg3Fzs4uICBApVK1b3RychInPHk8mUzm5eUlk3X8vG1ra/uYmU96n4uLS3BwsEajad/o6ur67JTgAQAAgMegwA0AAAADc3BwmDBhgk6na98okUgMXmP18fFxd3fvMKefVCp91OKT7ZmYmIwZM0ar1XZoNzY2FucQf0YMGzYsODi4Q6NMJuvMawQAAAAMjgI3AAAADEwqlXZmTHTvk8vlT13nlUgkCoWie/P0BBMTE5Z2BAAAQN/1DD0dCQAAAAAAAABA51HgBgAAAAAAAAD0SRS4AQAAAAAAAAB9EgVuAAAAAAAAAECfRIEbAAAAAAAAANAnUeAGAAAAAAAAAPRJFLgBAAAAAAAAAH2SzNABAADdY+fOnRKJxNApAAAAAAAAeo9Er9cbOgMAoKtSUlLy8/MNnQLoV1pbW9etW3f69Olf//rX4eHhho4DYCAqLCx8//33vb29f/3rX1tYWBg6DtCvREZGuru7GzoFAKAbUOAGAADoqLKy8sUXX7xw4cKmTZtmzJhh6DgABq5r167NmDFDo9Hs2bNn5MiRho4DAADwzGEObgAAgP8hMzNz1KhReXl5KSkpVLcBGFZISMj58+d9fX2joqL27Nlj6DgAAADPHArcAAAA/+3QoUPjxo1zc3NLSUkJDg42dBwAEOzs7I4ePfrzn/98zpw5K1eu5BlcAACA9ihwAwAA/Je1a9fGx8fPnz8/KSnJ0dHR0HEA4L/IZLJPP/30iy+++PjjjxctWtTU1GToRAAAAM8K5uAGAAAQWlpa3njjjU2bNv35z39+7733DB0HAB7u2LFjCxYsCAgI2L17t7Ozs6HjAAAAGB4FbgAAMNBVVFTMnTv30qVLW7ZsiY+PN3QcAHicO3fuzJgxo66ubvfu3aNGjTJ0HAAAAANjihIAADCgXb16NTw8vKioKC0tjeo2gGefr69vamrq8OHDx48fv3nzZkPHAQAAMDAK3AAAYODatWtXZGSkp6fnuXPnhgwZYug4ANAplpaWe/fufeedd372s5+tWLFCp9MZOhEAAIDBUOAGAAADkV6vX7169fz58xcvXpyUlOTg4GDoRADwBKRS6apVq7766qs1a9YsWLCgsbHR0IkAAAAMgzm4AQDAgNPc3Lxs2bKtW7f+7W9/e/vttw0dBwCeXnJy8pw5c1xcXPbu3evl5WXoOAAAAL2NAjcAABhYioqKZs+efefOne3bt0+aNMnQcQCgq+7evTtjxozS0tJdu3aNHz/e0HEAAAB6FVOUAACAAeTy5ctjxoyprq5OTk6mug2gfxg0aFBqaurYsWMnT568YcMGQ8cBAADoVRS4AQDAQLFjx46xY8cGBgamp6cHBgYaOg4AdBtzc/Pdu3evWLHi5z//+TvvvMOykwAAYOCgwA0AAPo/cUnJhQsXLlmy5MCBA9bW1oZOBADdTCKRrFy5cuvWrV9//XV8fHxtba2hEwEAAPQG5uAGAAD9XHNz86uvvrp9+/ZPPvnkzTffNHQcAOhZqamps2fPtre337dvn4+Pj6HjAAAA9CxGcAMAgP6ssLDw+eefP3LkyNGjR6luAxgIIiIiMjIyFArFqFGjTpw4Yeg4AAAAPYsCNwAA6LdSU1PDw8Pr6urOnTs3ceJEQ8cBgF7i5uZ25syZ2NjYyZMnf/7554aOAwAA0IMocAMAgP4pISEhOjp6+PDh6enp/v7+ho4DAL1KoVBs2rTpT3/609tvv/3GG2+0trYaOhEAAECPoMANAAD6G71ev3Llypdeeun1119PTEy0srIydCIAMACJRPLee+9t27Zt06ZN8fHxNTU1hk4EAADQ/VhkEgAA9Csqlerll18+ePDgv/71r6VLlxo6DgAY3uXLl2fOnGlsbLxv374hQ4YYOg4AAEB3YgQ3AADoPwoKCiZMmHDmzJkjR45Q3QYA0fDhw1NTU+3s7CIiIg4cOGDoOAAAAN2JAjcAAOgnUlJSwsPD1Wr1+fPno6KiDB0HAJ4hLi4up06dmjVr1syZM1evXm3oOAAAAN2GAjcAAOgPtm7dGh0dHRYWdvbsWW9vb0PHAYBnjomJyYYNG/72t7/9/ve/X7ZsmVqtNnQiAACAbkCBGwAA9G3ikpKLFi1atmzZ/v37LS0tDZ0IAJ5d77zzzv79+xMSEiZNmlRWVmboOAAAAF1FgRsAAPRhKpVq9uzZq1at2rBhw9q1a42Muv+zTXV19RdffBEdHW1ra6tUKv38/BYvXnzlypVuPOrgwYP+/v4ymazbwwPAg6ZNm3b27NnCwsIxY8ZkZWUZOo4BcGMHAKA/ocANAAD6qrt370ZERKSnp586derll1/uobP8+7//+1tvvTVz5szr169XVlZ+++23ly9fDgsL27NnT9ePysnJmTFjxu9+97vS0tIeyg8ADxo6dOj58+c9PT0jIiL27t1r6Di9jRs7AAD9iUSv1xs6AwAAwBNLTk6eM2eOi4vL3r17vby8eu5Er732mlQq/fLLL9tarly5Mnz4cD8/v+zs7C4etWjRotDQ0N/85jfe3t4lJSUajaaHXgUAPEitVv+v//W/vvvuuw8//HDlypWGjtN7uLEDANCfUOAGAAB9z7p16958880ZM2asX7/ezMysG3u+c+fO5s2bk5KSTp8+/ZjdTE1NW1paNBqNRCLpfOcPHtXU1KRUKgVBcHd3pw4CwCC++uqrN998c968ed988414R3oWjBgxYuHChS+99JKnp2fvnJEbOwAAfRRTlAAAgL5Eq9WuWLFi2bJl7777bkJCQndVt8vLyz/77LOIiAg/P78///nPj6+nNDQ0NDU1hYSEPFER5KFHPTu1JAAD1rJlyw4cOHDo0KFJkyaVlJQYOs5/cXFxef/99729vSdMmPD111/X1NT06Om4sQMA0HdR4AYAAH1GfX39rFmz1q5du3HjxlWrVnV9ScnGxsYtW7bExcW5urq+9dZbEonk888/Ly4u3rRp02OO2rFjhyAI77///hOd6+mOAoBeMHny5PT09Orq6vDw8IyMDEPHEQRBOHjwYEFBwf/9v/+3rq5u2bJlzs7Oc+bM+eGHH1paWh66v0wmkzyWs7PzY07HjR0AgL6LKUoAAEDfIC7bVVNTs2fPnlGjRnWlK61W++OPP27atGnPnj0qlcrPz2/x4sVLliwZPHjwTx5bWlo6bNiw6dOnf/31150/408exZPsAAyuqqpq/vz5qampGzZsmDt3rqHj/LcbN258//33mzdvzsvLs7a2fvHFFxcvXhwVFfVEo60fgxs7AAB9GgVuAADQB5w5c2bu3Llubm779u3z8PDoYm9ubm5FRUX29vYLFixYsmRJREREJw+srKyMiYkJCAjYvHmzVCrtxqOogwB4Fmg0mg8++OCvf/3rb3/7248//rjrD8p0I71ef/r06U2bNu3cubOmpiY0NPTKlStd75YbOwAAfd0z9HkFAADgob766qtJkyZNmDAhOTm569XtNsbGxgqFQqFQdHL/hoaG2NjYoKCgJyqCPN1RAGAQMpls1apVX3zxxd///veFCxc2NjYaOtF/k0gk4k1bLpd3V5/c2AEA6AcYwQ0AAJ5dWq32/fffF8cS/uUvf+mup9G1Wu2xY8fEKUoaGhqCgoKWLFmyaNEiLy+vRx2i0WhmzJghl8t37dolk8k6eaLOH8VAPwDPlLNnz86ZM8fNzW3v3r2PX3e3F2RnZ2/evHnz5s05OTnW1tZz585dvHjxhAkT2v9SkMlkWq32MZ04OTl1WEKTGzsAAP0DI7gBAMAzqrq6esqUKZ999tnOnTtXrVrVXdVtQRCkUumUKVM2bdpUVla2adMmLy+vDz/80MfH5/nnn//yyy+rqqoePOSNN95oaWnZvn17WznD19c3NTX18Sd6uqMAwODGjRuXkpKiVqsjIiLS0tIMkqG0tPQf//jH6NGjAwICVq1aNXTo0J07d5aUlKxbt27ixIkdfiloNBr9Y3Wobgvc2AEA6C8ocAMAgGfRnTt3IiMjb9y4cfLkyTlz5vTQWUxNTRcvXnzw4MHCwsK1a9eq1epf/vKXLi4uS5Ysab/bypUrs7Ky9u7da2Ji0vnOn+4oAHhGDB48ODU1ddSoUVFRURs3buzls8fFxbm5uS1fvlypVH755ZclJSW7d++eO3dud91RubEDANBvdPY5LAAAgF5z9OjRBQsWBAYGnjhxwtnZuRfO6Ojo+NZbb7311lt37tzZtGnT8ePH2zatX7/+D3/4gyAIFhYWjzo8Nzd38ODBOp3uwoULI0eO7ORRAPCMs7Cw+OGHH95///1XXnnlwoULa9as6bVlJ4uKiv70pz8tWrSoJyZI4cYOAEB/wghuAADwbPnqq6/i4+OnTJly/Pjx3qlut+fr67ty5crTp0+3tezcubOTx0okkralzzp5VGJiokQikUgkhYWFWq1W/Pe6deueNDYA9BCpVLpq1aotW7Z89dVX06dPr6ur653zXrp0acWKFT00/Tc3dgAA+hMWmQQAAM8KjUbz7rvvfv755x9++OFHH33UjZNuAwC6KCUlZfbs2Y6Ojnv37vXx8TF0HAAAgP9CgRsAADwTqqqq5s2bl56e/v3338+aNcvQcQAAHRUUFMyaNSs3N3fnzp0TJkwwdBwAAABBYIoSAADwLMjOzo6MjMzOzj516hTVbQB4Nrm7u586dSoqKio2Nvbbb781dBwAAABBoMANAAAM7siRI6NHj7azs8vIyBAX8gIAPJvMzMx27tz5xz/+8bXXXnvjjTc0Go2hEwEAgIGOAjcAADAkcUnJuLi4pKQkJycnQ8cBAPwEiUTy3nvvbdu2bdOmTfHx8TU1NYZOBAAABjTm4AYAAIahVqt/+ctfbty48c9//vN7771n6DgAgCdz+fLlmTNnmpiY7Nu3LzAw0NBxAADAAMUIbgAAYACVlZWxsbE7d+784Ycf+lZ1OyEhYfjw4UqlUiKRSCSSa9euPV0/Bw8e9Pf3l8lknT/k8uXLcXFx1tbWFhYWMTExycnJT3dqAOgWw4cPT0lJsbGxGTt2ovER4AAAIABJREFUbFJSkqHj/DRu4AAA9EsUuAEAQG/LzMwcNWpUXl5eSkrKjBkzDB3nCSQnJ7/00kuTJ08uLy+/c+eOu7v7U3SSk5MzY8aM3/3ud6WlpZ0/Ki0tLTIy0sLC4saNG/fu3Rs0aNCECROOHj36FAEAoLu4urqeOnUqLi5uypQpq1evNnScx+EGDgBAf8UUJQAAoFcdOnRo4cKFoaGhu3btcnR0NHScJ7N8+fK1a9cWFBS4ubk9dSeLFi0KDQ39zW9+4+3tXVJS0pkl2nQ6XWhoaFVVVU5OjlKpFARBq9UGBwc3Njbevn3bxMTkqcMAQNfp9fq//vWvv//971977bXPPvtMLpcbOtFDcAMHAKC/YgQ3AADoPWvXro2Pj58/f35SUlKfq24LgpCfny8Igp2dXVc6+eabb1asWPFEz7afPn06KyvrxRdfFIsjgiBIpdKXXnopPz8/MTGxK2EAoOvEZSf37du3bdu2SZMmlZeXGzrRQ3ADBwCgv6LADQAAekNLS8vPf/7zX//61x9//PHXX39tbGxs6ERPQ6vVdr2TthpH5x0/flwQhPDw8PaN4o99Yt5bAANBXFzcmTNn8vPzx4wZk5WVZeg4HXEDBwCgv6LADQAAelxFRcXkyZN/+OGHPXv29NySkpWVlb/61a8GDx5sYmLi7u4eExOzfv36pqamDluNjY1tbGymTp164sQJcdOePXsk/19ubu6CBQusra3t7Ozi4+NzcnLa77N3715BEMQFyiIiIsRNMplM8ljOzs5dfGk3b94UBKHDjLHiU/bZ2dld7BwAuktoaOj58+fd3d3HjBmzb9++zh/IDRwAADw1CtwAAKBnXb16NTw8vKioKC0tLT4+vofOUlJSMmrUqK1bt65du7aiouLChQsTJkxYunTpl19+2bZ1y5Yt4ta0tDRTU9NJkyatW7dOEIRZs2bp9fqZM2cKgrB8+fLly5cXFhYmJCQcP378pZdeEvtvv09TU5Ner09NTRU3aTQa/WOVlJR08dXV1NQIgmBmZta+0dzcXBCE6urqLnYOAN3I3t7+yJEjL7744pw5czq57CQ3cAAA0BUUuAEAQA/atWtXZGSkp6fnuXPnhgwZ0nMn+t3vfnfv3j1xjm8LCwsnJ6cPPvhgypQp7bd+8skn8fHxlpaW/v7+W7ZscXFxefvtt0tLS9v389prr40ZM8bMzCwmJiYuLu78+fMVFRU9F7srxKXCJRKJoYMAwP9gYmLy7bff/vOf//zggw8WL17c3Nz8+P25gQMAgK6gwA0AAHqEXq9fvXr1/PnzFy9enJSU5ODg0KOn2717tyAIU6dObd946NCh5cuXt22Ni4tr22RiYjJp0qSmpqYjR460P2TUqFFt//bw8BAEoaioqCeDd4q1tbUgCA0NDe0bxR/FTQDwrFm2bFliYuLBgwcnTZrUoRLdATdwAADQFRS4AQBA92tubn7llVc++OCDNWvWfPnll3K5vEdP19LSUltbq1AoLCwsOr/VyclJEIQOj59bWVm1/VtcCVOn0z3+7L0whWtgYKAgCAUFBe0bCwsLBUHw9/fvYucA0ENiY2PT0tIqKyvDw8MvXLjw0H24gQMAgC6iwA0AALpZUVFRVFTUgQMHDh8+/Pbbb/fCGU1MTKysrJqbm+vr6zu/VRxR2PXiRS9M4Tpx4kRBEDqUh8QfJ02a1MXOAaDn+Pv7nzt3LiAgICoqShyL3QE3cAAA0EUUuAEAQHe6fPnymDFjqqurk5OTe/Or++zZswVBOHjwYPvGESNGvPvuu21bDxw40LappaUlKSlJqVTGxsb2WsinFhUVFRQUtHPnzrapbLVa7bZt2zw8PNo/tg8AzyBbW9vDhw+/+uqrc+fOXbFihTj9dHvcwAEAQFdQ4AYAAN1mx44dY8eODQwMTE9PFx/K7jV/+ctffHx83n333QMHDtTX1xcUFPzv//2/i4uLxfqIuHX58uWJiYn19fXZ2dmLFi0qLi5eu3at+Jz7MyU3N1cqlUokkosXL4otRkZG33zzTVVV1dKlS0tKSiorK998883bt29//fXXCoXCsGkB4CfJZLK1a9d+8cUXf//73xcuXNjY2Nh+KzdwAADQFRS4AQBANxCXlFy4cOGSJUsOHDjQ+wtnOTs7nz9/fsGCBW+99Zadnd3o0aOrq6vPnDnj6enZtvWll156++23xa0NDQ0//vjj66+/LghCamqqRCLZu3evIAhKpfKDDz4QBEEikaxevVoQhBEjRsTHx+/Zs6f9PhKJJDU19emiJiYmilO7FhYWarVa8d/r1q3rsJtEImk/d3lERMS5c+dqa2sDAgK8vb1v37598uTJPjF6EQBEy5YtS0pKOnHixLhx4/Ly8trauYEDAICukDz4gBgAAMATaW5ufvXVV7dv3/7JJ5+8+eabho4DAHh25eTkzJgxo6amZvfu3aNHjzZ0HAAA0OcxghsAAHRJYWHh888/f+TIkaNHj1LdBgA83uDBg1NTU8PCwqKior7//ntDxwEAAH0eBW4AAPD0UlNTw8PD6+rqzp07N3HiREPHAQD0ARYWFrt3737nnXdeeeWVFStW6HQ6QycCAAB9GAVuAADwlBISEqKjo4cPH56enu7v72/oOACAPkMqla5aterrr79es2bNjBkz6urqDJ0IAAD0VRS4AQDAE9Pr9StXrnzppZdef/31xMREKysrQycCAPQ9r7766okTJzIyMp5//vnc3FxDxwEAAH0SBW4AAPBkVCrV3LlzV61a9c0336xdu1YqlRo6EQCgr4qMjMzIyJDJZKNGjTp16pSh4wAAgL6HAjcAAHgCBQUFEyZMOHPmzJEjR5YuXWroOACAPs/d3f3UqVPPP/98bGzsd999Z+g4AACgj6HADQAAOislJSU8PFytVp8/fz4qKsrQcQAA/YS5ufmuXbtWrFjx6quvvvPOO1qt1tCJAABAnyHR6/WGzgAAAPqArVu3/uIXv4iOjt66daulpaWh4wAA+qGEhISlS5dGRUVt27aNBR4AAEBnMIIbAAD8BHFJyUWLFi1btmz//v1UtwEAPWTBggXJyclZWVmjR4++deuWoeMAAIA+gBHcAADgcVQq1ZIlSw4fPvzVV1+9/PLLho4DAOj/ioqKZs2alZOTs2PHjujoaEPHAQAAzzRGcAMAgEe6e/duREREenr6qVOnqG4DAHqHq6vr6dOnp02bFhsb++mnnxo6DgAAeKbJDB0AAAA8o5KTk+fMmePi4pKSkuLl5WXoOACAAUShUGzcuDEkJGT58uXXrl377LPP5HK5oUMBAIBnESO4AQDAQ6xbty46Onr8+PHJyclUtwEAvU8ikbz33nvbt2/fvHlzTExMeXm5oRMBAIBnEQVuAADwP2i12hUrVixbtuzdd99NSEgwMzMzdCIAwMA1d+7cc+fO3b9/f8yYMdevXzd0HAAA8MyhwA0AwACVmJiYkZHRobG+vn7WrFlr167duHHjqlWrjIz4qAAAMLDQ0NCMjAw3N7eIiIj9+/c/dB+NRtPLqQAAwDOCb60AAAxEjY2Nb7zxRlxcXFFRUVtjTk5ORETExYsXT58+vWTJEgPGAwCgPXt7+6NHj86dO3f27NmrV6/usPXSpUvTpk3T6/UGyQYAAAyLAjcAAAPRxx9/XFZWVl1dHRcX19TUJAjCmTNnxowZY2xsnJqaOmrUKEMHBADgfzAxMfnuu+/+9re/vf/++6+99pparRbbi4qKpk6deuzYsQ0bNhg2IQAAMAgJf+UGAGCguXPnTlBQUGtrqyAIcrl8+vTpkydPfuutt2bPnv3dd9+ZmpoaOiAAAI90+PDhhQsXhoSE7Nq1y9LScty4cZmZmRqNxtraOicnx8bGxtABAQBAr6LADQDAgBMbG3vixAmxwC0IgpGRkYeHx2uvvfb+++9LJBLDZgMA4CdlZ2dPnz69sbExJCTkxx9/FCfglsvlr7/++ueff27odAAAoFdR4AYAYGD54Ycf5s6d26FRIpFs3bp1wYIFBokEAMCTqqioGD16dG5ubvuvtBKJJDU1dfTo0QYMBgAAehkFbgAABpCmpiY/P7/i4mKdTte+XSKRyOXy5OTk8PBwQ2UDAKDz9uzZM2fOnA7fZ2Uy2dChQzMyMoyMWG4KAICBgt/6AAAMIH/6059KS0s7VLcFQdDr9Vqtdvr06SUlJQYJBgBA512/fn3x4sUPTqul0WiuXLny7bffGiQVAAAwCEZwAwAwUGRnZ4eEhLRNvd2BkZGRTqd74YUXjh492svBAADovLKyshEjRpSVlYlTbz/I2tr6zp07dnZ2vRwMAAAYBCO4AQAYKP7t3/7toe1yuVwikYSHh3/55Ze7du3q5VQAADyRxMTEhoYGrVYrk8keukNDQ8Pvfve7Xk4FAAAMhRHcAAAMCDt37pw3b177Frlc3tra6urq+rOf/WzZsmWDBg0yVDYAAJ6IWq0+cuTI+vXr9+3bp9frdTpdhy+2EokkJSXlueeeM1RCAADQayhwAwDQ/zU2Nvr7+4trS0qlUr1er1Ao5syZ88orr0yaNOnBOUwBAOgTqqurd+zYsW7duvPnz4t/uBXbZTJZUFDQxYsXpVKpYRMCAICeRoEbAID+7/e///1f/vIXiUQikUiio6N/8YtfzJo1S6lUGjoXAADd49q1axs2bNiwYUN5eXlbpftf//rXL3/5S0NHAwAAPet/FLi3b9++YMECA6YBAAAA+pAXX3xxx44dXewkJSUlPz+/W/IAA5xOp7t69eqpU6fS09M1Go1SqfzHP/5haWlp6FwAAKA7RUZGuru7t/34kEU5EhISejEPAADoWenp6XZ2doMHDzZ0EKC/WbNmTbf08/e//33nzp3d0hWA9pqaml5//XVDpwAAAN0sISFh/vz5bT8+pMDdfjMAAOjr+M0O9JCuj91u0y0jwQE86O7du15eXszEDQBAv/HgIlIPKXADAAAAANAPDBo0yNARAABAzzIydAAAAAAAAAAAAJ4GBW4AAAAAAAAAQJ9EgRsAAAAAAAAA0CdR4AYAAAAAAAAA9EkUuAEAAAAAAAAAfRIFbgAAAAAAAABAn0SBGwAAAAAAAADQJ1HgBgAAAAAAAAD0SRS4AaBTKisrP/3004CAgCVLlty+fbut/c6dO++8805AQMDbb79twHjdpbCw8A9/+ENAQMDrr79eWVnZyaMyMzN/9rOfDRs2bOXKlT2ZDgAAAOiqixcvHjhw4OLFi/X19W2N9fX1qampBw4cyM7ObmlpMWA8AMCTosANAAAAAAAGig0bNvzqV79av359SUlJW2NJScnnn3/+q1/96vDhwyqVyoDxAABPigI3AAAAAAAAAKBPkhk6AAD0bb6+vmvXrjV0im7j5ub20UcfffTRR4YOAgAAAPQeCwuLiIgIe3t7f39/Y2NjQ8cBADwBCtwAAAAAAGBAc3Z2fvPNNw2dAgDwNJiiBAAAAAAAAADQJzGCG0DfcOfOnU8//fTw4cOxsbF///vfb968uW3btpSUlJqaGnt7+wkTJixYsGDQoEGCILS0tGRlZW3fvj09Pb2mpsbBweGFF15YsGCBh4dH+w4bGxuvX79+8uTJS5cu5ebm1tfXGxsbu7u7R0ZGxsfHBwUFPUWwf/zjHx226nS6+/fvJyYmJicn37t3r7Gx0czMbNCgQRERETExMUOGDJFIJE90HfR6fUVFRUpKyrlz57KysoqKitRqtZWVlb+//wsvvBAbG2tra/uoA4uKig4dOnT69Ok7d+6oVCqFQuHl5RUeHh4TEzNs2DCZTCYIQmFh4bp167Zs2TJ+/PhVq1bZ2dm170SlUqWkpGzfvv3atWstLS2enp7R0dEzZ858opcAAACAgam4uDg7O1ulUo0YMcLR0bG0tLSgoKCurk6n05mamjo7O7u7uyuVyvaHXLt2raCgwMrKasiQIXK5vKioqLS0tKGhQaPRjBgxwtXVVdytqalJ3KRSqXQ6nbGxsY2Njbu7u42Njfgp9yfV19dnZWVVVlb6+fl5eXmZmJiI7bm5uXfv3tVqtcOGDbO1tW2fWalUuri4uLm5mZqaPrRPrVZbWlpaXFxcW1urVquNjIzMzc2dnZ1dXFwUCsWTfhEAADwKBW4AfUxzc/PBgwf/+te/lpeXiy0qlWr9+vVXrlz57W9/6+vru3///rVr19bW1opbGxoa1q1bl5mZ+f777/v7+4uNjY2Nu3fv/uMf/9i+55aWlhs3bty4cePgwYNLly5dsmSJVCrtStS6urrExMRPP/20qqqqrVGtVl+4cOHChQuZmZkPVpB/Uk5OjlhPb99YXl5eXl6ekpJy8ODB3/zmN8OGDetwVGNjY1JS0po1awoLC9saW1parl69evXq1czMzI8++sjPz+/xpy4uLt64cePGjRs1Go3YcuPGjZs3b545c+aFF154olcBAACAAejy5cufffbZnTt3Vq9e7erqevTo0bS0tKKiIo1GY2trGxoa+sILL0RGRtrY2LQVf3ft2rV79+6QkJClS5fW19efPHny2rVr5eXlLS0ta9asEQvcxcXFaWlpZ86cuXbtWllZmUajMTMz8/Lyeu655yZMmBAYGPioAnR7JSUln3/+eXp6+ptvvrl48eK2AndycvI333zT2Ni4cuVKGxubY8eOpaWlFRYWtmWeOnVqZGSklZVVhw7r6uquXr16+vTpixcvFhQUqFQquVzu6OgYEhISFRU1ZswYOzs7IyOeqgeAbkCBG0Afc/ny5fz8fFtb22XLlgUHBzc0NBw9enT//v1Xr1799ttvJ06c+MUXX3h7e8+dO9fPz6+6ujoxMfHIkSOXL1/+/vvvP/zwQ7lcLgiCXq8XBMHZ2XncuHFhYWEeHh7Gxsbl5eUZGRmHDh0qLi5OSEhwcHCYNm3aU+dUqVT79u1bvXq1Wq12dHSMjY0dO3asnZ2dSqW6fv366dOnn27tGp1OJ5PJgoODx48fHxQU5OjoqNFo7t27d/r06ZMnT2ZkZPzzn//8wx/+4Ozs3HZIS0vLjz/++J//+Z91dXW2trYTJkyIjo52cnJqbGy8ffv2mTNnOnPempqaxMTE9evX6/V6Pz+/efPmhYSENDQ0nDhx4sCBA998801nvjYAAAAAgiBcvXp13759ubm59vb2w4YNa25uLigoOHbs2I0bN1Qq1ZQpU6ytrdvv39jYeOjQoRs3bmi1WhcXFw8PD5VKZWFhIQhCWVnZ7t27t2/fXl5e7uLiEhwcLJfL6+vr7927l5mZmZWV9eqrr44cOVKhUHQlsE6nu3Dhwu3bt4uKiuzs7IYPH97c3JyXl3fs2LHc3Fy5XD5u3Lj2p1CpVElJSRs3brx79669vb2Xl5epqalOp6uoqEhKSrp06VJ5efnMmTPt7e27kgoAIKLADaCPqaurCwkJ+fDDD729vcWWIUOG2NjYfPXVV2KF97nnnvvggw8cHBzErX5+fqampjt37szOzr5+/bo4utnExGT69Onx8fEdhlpMmjQpLi7u//yf/5ORkXH06NGJEyd2eEay865evfrdd9+p1ephw4a99957YWFhbZsiIyNffvnlpqamp+jc3d19xYoVHZ61DA8Pnz59+uHDhz/++ONbt24dPXr05Zdfbtt6/fr177//vq6uzt/f/5133omJiWnbFBER8dJLLzU1Nf3k4JEbN24kJCTo9fqIiIgPPvjA19dXbB89evTw4cM//vjjoqKiLn5tAAAAwABx+PBhZ2fnGTNmjB071sHBoa6uLi0tLTEx8c6dO9u2bXNzc4uIiBAHpogKCgqKi4tDQ0MnT54cFBSkUChKS0t9fHxaW1t//PHHXbt2VVRUhIWFTZ06NTQ01NTUtLi4+MSJE8eOHUtOTjYzM7O3t/fz8+vKlCDiU6SDBw9euHDhyJEjbWxsampqTp8+vWfPnlu3biUlJfn6+rZ9PdHpdGlpaRs2bCgqKoqIiIiKigoICLC1tW1tbb19+/axY8fOnTsnvsyJEye2DRUHADw1CtwA+hhvb+9Zs2a1fXwUBMHBwSE8PHznzp1VVVUuLi7z5s1rq24LguDm5hYZGblnz57q6uqcnByxwC2TySwtLR/sXCKRBAQEzJ49+/z580VFRbdu3Ro+fPhThKyoqEhPTy8oKPDy8lq4cGH76rbI2Nj46UZwm5qaPnSstEKhGD58eHR09L59+zIzM/V6vfgJXqVSZWZmXr161dHRccaMGe2r2yKZTCYOfnmMmpqaq1ev5ufne3p6xsfHt1W3xfOOHj161qxZ69evf4qXAwAAgAFIo9HEx8fPnj3bxsZGbAkMDDQzM/vmm29u3Lhx7tw5Pz+/9o8k1tbWjh49+vXXXx8+fLg4zsPHx0cQhNzc3KSkpMLCwiFDhrz22msRERHiZ2wfH5+AgABBEPbu3Xv69OnIyEh3d/euPHHY0tLi5ua2aNGiqKgocZCKl5eXj49PWVlZYmLixYsXi4uL276hVFZW7t+//+7du9HR0b/85S/9/f3bRpP4+/v7+fk1NTUlJyefPXs2KCjI09PzqVMBAETM9wSgj3F2dh45cmSHRgsLCxcXF3HriBEj2m+SSqXW1tYODg6NjY2VlZUPdqjT6VQqVUFBwZ07d7Kzs3NzcxsbG01NTevr69vPWP1EysvLs7KyBEHw8vKKiop6uk5+kkajqaqqys3Nzc7Ozs7OLisrMzEx0Wq11dXVba+0oqKiLcnEiROf7kRVVVXZ2dmCILi5uT333HMdtjo5OYWFhT31UHcAAAAMNMOGDYuIiGirbguCYGxsPHny5ODgYJlMlpGRUVRU1H5/uVw+efLkwMDADitGXrp0qaCgwMjIaPLkyUOHDm0/gsTOzm7q1Kne3t5NTU1XrlwpKyvrYubo6OgRI0a0/9BraWkZGhpqb29fVFRUU1Oj0+nE9suXL+fk5JiamsbGxvr6+nZ4VtLf3z8sLMza2vrq1aslJSVdTAUAEBjBDaDPMTMzaz9AWySTyUxNTeVyuY2NjZmZ2YNblUplTU1Nc3NzW6NOp8vNzd21a1dSUlJeXp5Wq+1wlI2NTUNDw9OFrKurKygoUCgUrq6uT7qM5E9qamq6cOFCQkJCRkZG++Ur27S2tjY0NIgz+olJJBKJnZ2dl5fX052xvr6+uLhYIpFYW1u3LVXfxsjIyNra2s3NraCg4On6BwAAwIASGhrq5OTUodHe3t7X1zc9PT03N7e6urrtkURxk4+Pj7m5eYdD7t27V11dbW1tHRAQ8OAyj0OGDHFzc7t27drdu3erq6vbPwP6pGQyWUBAwIMf7B0dHc3MzNRqtUqlam1tFecbuXXrVkVFhUKhyM7ObluevT2xfF9UVKRSqZ46EgCgDQVuAH2MVCp9cKI6iUQikUikUulD5/2QSCRGRkZ6vV5cW1IQBLVaffr06b/85S+PqclqtdrW1tanCyl+xjUxMXnoRChdUV5evmXLlnXr1qnV6kfto9Vq27aKSeRyubm5eft5DJ+IWDEXO5FKpQ/u0BOvFAAAAP2Vk5PTg9VqQRBcXFzMzc3z8/Pr6+u1Wm3beG17e/uHTjBSUVHR2Njo6+traWn54KIySqXSwcFBoVBUVlY2NjZ2JbCpqam5uXmH8eOCIJiYmIgfj9VqddsI7tLSUpVKVVVV9c9//vMxfUql0sd8pAcAdB4FbgAD0c2bN7/77ruCggJHR8epU6fGxMT4+PhYWVnJ5XKJRHLq1Knf/va3giC0FcSfEWq1+ty5c999951Wqw0KCpo/f/7IkSOdnZ3F0euVlZWbN2/+/PPPDR0TAAAAeBylUvlgsVgQBIVCIY7JaGlpaV/gbqsjdyDu9qjexBPJ5XJxt64ElkqlD12VXRxnIwhC+8E0zc3NGo3G0tJSrLw/plvxmUsAQBdR4AYw4Gg0mtzc3EuXLrm4uCxduvSVV17psENra6s4DfdTn8LY2Njc3Lyurq6urq5rYf+HkpKSjIyMpqam8PDwDz/8UFw5p40Y+6FJWltbxacmn24Qt1wuNzU1FTvRarUPfrtoaWnp3lcKAACAfqy1tVWn0z34qbK1tVWsRMtksrb5SYR2deQOxN3E3h51IrFQ/tDydA8xMjKSSCQuLi6/+MUvQkJCHrOntbV1r6UCgH6MAjeAAaehoaG0tFSr1T50vUqVSlVYWNjFpwUtLS3d3d3v3r1bVFRUWVnZXdNwq1Sq4uJiuVzu4eHRobotCEJtbW1eXt6DSTw8PDIyMiorK3Nzc/38/J7ivObm5i4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"text/plain": "" }, "execution_count": 515, "metadata": {}, "output_type": "execute_result" } ], "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": "2024-03-26T08:34:12.449121112Z", "start_time": "2024-03-26T08:34:09.174452627Z" } }, "execution_count": 515 }, { "cell_type": "markdown", "source": [ "## With SHAP" ], "metadata": {} }, { "cell_type": "code", "outputs": [ { "data": { "text/plain": "", "text/html": "
" }, "metadata": {}, "output_type": "display_data" } ], "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": "2024-03-26T08:34:13.333820528Z", "start_time": "2024-03-26T08:34:12.435631726Z" } }, "execution_count": 516 }, { "cell_type": "code", "execution_count": 517, "metadata": { "ExecuteTime": { "end_time": "2024-03-26T08:34:13.914184511Z", "start_time": "2024-03-26T08:34:13.334655216Z" } }, "outputs": [ { "data": { "text/plain": "
", "image/png": 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6ddOMGTN0/fr1TB0nMTFRH3zwgTp37qyGDRuqc+fO+uCDD5SYmOiyX9o9Vnv37tW8efPUrVs3NW7cWJs3b870OWV0j1TatitXruj9999X27Zt1bhxYw0dOlRHjx51Of5zzz0nSZo4caKCg4MVHBys4cOHO/dxOBxatWqVBgwYoCZNmqhp06YaMWJEuvvCYmNjFRwcrLCwMH3//fcaNGiQGjdurPbt2+uTTz6R1Wp12f8///mPXnvtNXXs2FGNGjVS+/btNWLECO3cudO5z1/vkbpTvSdOnFBwcLBmzJiRYZ9efPFFNW/eXNeuXct0bwEAAPKC+/NH5sg3bt26pVGjRungwYNq2LChOnbsqAIFCuiXX37R1q1b9eSTT0qS/vjjDw0ePFhXrlxR7969VaZMGR08eFALFy7UTz/9pJkzZ95xBujKlSsaOnSozp49q65du6pq1aqKiorSqlWrtH//foWHh8vLy8vlPWlBo0ePHvLy8lLZsmVz5JxHjRolX19fPfvss0pKStKyZcv04osvat26dfLy8lKdOnU0ZMgQLVy4UD169FCdOnUkSSVKlHCO8e677+rrr79W69atFRISolu3bmnTpk0aOXKkPvzwQzVv3tzlmLt27dKqVavUq1cvde3aVdu3b9eSJUvk7e2toUOHSkoNms8//7wkqVevXipVqpQSExN1/PhxHT16VE888USG53OneqtWrapq1appw4YNeu6552SxWJzvu3Dhgvbs2aOuXbuqcOHCOdJbAADyApMpbxzf3XXc7whScKvly5fr4MGDGjJkiEaOHOnymt1ud/5+xowZSkhI0NSpU50f6Pv06aNPPvlES5Ys0fr169W9e/fbHic8PFxnzpzRa6+9pj59+ji3P/roo/rwww+1ePFiZ4hIc/36dS1fvjzTl/NlVtWqVfX66687v65QoYJef/11ffXVV+rVq5eCgoLUoEEDLVy4UI899pjLvUiStHXrVm3atElvvvmmevbs6dweGhqqIUOG6KOPPlKzZs1k+tO/ntHR0friiy9UunRpSalB6cknn9SKFSucQeqnn37SpUuXnLNlmXW3env06KH/+7//0+7du13CWGRkpGw2m7p165bpYwEAkNf5+nrdfad7xM/P290l3NcIUnCrr776SsWKFdOzzz6b7jWzOfXKU7vdrh07dqhKlSrpZkWefvppLVu2TNu2bbtjkNq2bZt8fX3Vo0cPl+09e/bU3LlztXXr1nRBqnfv3jkeoiSpX79+Ll+nXQJ49uzZTL1/48aN8vLyUosWLdJdlti0aVPNmTNHZ86ccZlBa9GihTNESZLJZFJwcLC++OILXb16VUWKFFHRokUlST/88IMaNWrk/Dq7OnTooKlTpyoiIsL55+dwOLRu3TpVqlRJNWvWzJHjAACQFyQkpMhms999x1xkMqWGqPj4ZDkc2R/P359AlhGCFNzqzJkzqlKlyh0XL0hISNDVq1dVoUKFdK/5+PjI399fMTExdzxObGysqlWrlu7yPw8PD5UpU0YnTpxI954yZcpk8iyMCQwMdPm6ePHikqSkpKRMvf/06dNKSUlRu3btbrvPpUuXXILUX48ppfYu7bhFihTR448/rs6dOysyMlKbNm1S9erV1aBBA7Vt2zbD3mdWkSJF1L59e0VGRiohIUG+vr46ePCgYmJiNHbs2CyPCwBAXpUT4SUnOBx5p5b7EUEKuI3cmI2S5HKf0J85MvkvncPhkK+vryZNmnTbfSpWrOjyddrs3t2OO3HiRA0cOFA//PCDDh8+rKVLl2rBggV65ZVXnPerZUWPHj20du1abdiwQQMGDFBERIQKFCiQ7jJAAACA/IIgBbcqW7asTp8+rZs3b6pAgQIZ7uPr6ysvLy9FR0ene+3y5cuKi4vTo48+esfjBAYG6rfffpPVanWZlbJarTpz5kyGMzbuZLrD3aGPPPKIzpw5o1q1aqlIkSI5fuxKlSqpUqVKGjRokJKTkzV48GBNnz5dffv2vW1dd6pXkqpXr64qVaooIiJC3bp105YtW9S8eXPnrBgAAEB+w/LncKsOHTro8uXLmj9/frrX0mZKzGazmjZtqqioKP3www8u+yxatEh2u10tWrS443GaN2+uhIQEffnlly7bv/zySyUkJKhly5bZOo+clhaQMrrcr3PnzrLb7Zo+fXqG742Pj8/SMZOSklwW+JAkb29vBQYG6vr167px40aW6k3To0cP/frrr/rwww9148aNO97TBgAAkNcxIwW3euqpp/T9999r/vz5OnbsmBo0aKCCBQsqOjpav/32m2bOnClJGjlypPbu3atx48apd+/eeuSRR3To0CFt3rxZdevWVZcuXe54nMGDB+u7777Thx9+qKioKFWpUkVRUVGKiIhQ2bJlNWjQoHtxuplWvnx5eXl5adWqVSpUqJC8vb1VokQJ1atXT23atFFISIi++OILnThxQk2bNlXx4sV14cIF/fzzz/r9998VERFh+JgbNmzQ8uXL1bJlSwUFBcnDw0OHDh3S7t271bZt2zte6ninetN06NBBn3zyiTZt2qTAwEDVr18/S70BAADICwhScCtPT09Nnz5dS5cu1ddff62ZM2eqQIECKlOmjEJCQpz7Pfzww1q0aJFmz56tTZs2KTk5WQEBARoyZIieeeaZOz5DSpKKFi2q+fPnKywsTDt27NC6devk5+enXr16acSIEemeIeVuhQoV0nvvvadZs2bp448/1s2bN1W3bl1nMPnb3/6m4OBgrV27VosWLdKtW7fk5+enqlWrpltGPrMef/xxRUVF6fvvv1dcXJwsFotKly6tl156SX379s1WvVLqn0Hbtm21bt06hYSE3PVyQAAAgLzM5MjsHe4AkE3//Oc/tXbtWq1bt04BAQFZHqfuYqsOX8jBwoAH0FNVpeVdPHSp1xZZj2Vu1VDkrIKdA+Uzub7mLKqrc+cPu7scZFOpgDoa/vQhJSSkyGp1//Ln/v7eiovLmeXPS5Zk+fOMcI8UgHviypUr2rRpkxo3bpytEAUAAJAXcGkfkElXrlzR9evX77iPp6cnK9H9xS+//KKoqCht2LBBV69e1ZAhQ9xdEgAAQLYRpIBMmjx5stavX3/HferWras5c+bco4ryh++++05z587VQw89pNdee02PPfaYu0sCAADINoIUkEmDBg1Sx44d77hPsWLF7lE1+ceIESM0YsQId5cBAACQowhSQCZVqFBBFSpUcHcZkFTNzySJdXKA7Cjvk7pypqUCN5G7izkodcVYf79qbq4EOYE/xwcPq/YByFdsdocsZpZOB3KCw+aQycL3kzvZ7TaZzRZ3l4EcYrNblZhwXXa7ez9es2rfvcGMFIB8xWI2KS7usiwWPnhklq+vlxISUtxdRr5Bv4yjZ8bRM+PyQ8/sdofbQxTuHYIUgHzHarXJ4eCn6JmR9txjm82eIz+VvN/RL+PomXH0zDh6hryI50gBAAAAgEEEKQAAAAAwiCAFAAAAAAYRpAAAAADAIIIUAAAAABhEkAIAAAAAgwhSAAAAAGAQQQoAAAAADCJIAQAAAIBBHu4uAACM8vCwyGLh50BG0C9j6Jdx9My4u/XMbnfIbnfco2oAGEWQApCv2OwO+fsXc3cZ+Y6vr5e7S8gVDptDJospx8e9X/uVmx6UntntNpnNlhwZ6249s9mtSky4TpgC8iiCFIB8xWI2qf8Gm47H88HiQdexvEnvNbUoafx+2aKT3V0OHgCeTQPk/VINrYnsr7j447l6LH+/auoZskxms4kgBeRRBCkA+c7xeIcOX3B3FXC3qiVSP1zaopNlPZbk5mrwILCULypJios/rnPnD7u5GgDuxgXNAAAAAGAQQQoAAAAADCJIAQAAAIBBBCkAAAAAMIggBQAAAAAGEaQAAAAAwCCCFABJ0oQJExQcHOyyLSwsTMHBwYqNjXVTVQAAAHkTQQoAAAAADCJIAbitZ555Rrt27dLDDz/s7lIAAADyFIIUcB9KSUnJkXE8PDxUsGBBmUymHBkPAADgfkGQAvKgyMhIBQcHa+/evQoLC1OXLl3UqFEjhYaG6uuvv3bZNyQkRMOHD9eJEyc0atQoNW/eXE899ZTz9UOHDumFF15Q8+bN1aRJE/Xv319ffvllpurI6B6ptG2nT5/WjBkz1KlTJzVq1EhPPfWUdu7cmeE433zzjZ555hk1a9ZMTZo00eDBg/Xtt98abwwAAEAe4eHuAgDc3qeffqpr166pd+/eklID1ltvvaWbN28qJCTEud/58+f1/PPPq02bNmrVqpWuXr0qSdqxY4fGjx8vPz8/DRgwQEWKFNE333yjSZMmKSYmRiNHjsxybRMmTJCHh4cGDBigW7du6bPPPtO4ceO0Zs0alS5d2rnfzJkztWDBAjVu3FjPPfeczGaztm7dqtdff12vvvqq+vbtm+UaAOBBwEUB/+sBvcgc+nVvEKSAPCwxMVGff/65ihYtKknq3bu3QkNDNWXKFLVt21aFChWSJMXExOjtt99W9+7dne+12Wz68MMPVbhwYYWHh6tkyZKSpL59+2rEiBEKDw9XSEiIypQpk6XaihcvrilTpjgv+wsODtbgwYO1Zs0ajRo1SpJ04sQJLViwQEOGDHEJbaGhoRo7dqxmzJihzp07y8vLK0s1AMD9zteXfx//zM/P290l5Cv0K3cRpIA8rHfv3s4QJUlFixZVr169NGPGDB08eFBNmjSRJPn4+LjMUEnS8ePHde7cOfXr188ZoiTJ09NTgwYN0rhx47R9+3YNHDgwS7WFhoa63DtVo0YNFSlSRGfOnHFu27Rpk0wmkzp37qzExESX9zdr1kzbt2/XkSNH1LBhwyzVAAD3u4SEFNlsdneX4XYmU2ooiI9PlsPh7mryvpzul78/gSwjBCkgDytXrly6beXLl5eUOguVJjAwUBaLxWW/tPuaKlSokG6MihUrphvDqKCgoHTbfHx8lJSU5Pz6119/lcPhcF6amJH4+Pgs1wAADwKCw/84HPTDCPqVuwhSwH0g7RK/e8lsznitGsdf/sU2mUyaNm3abfdPC3UAAAD5CUEKyMNOnz6dbtuvv/4qKXUW6k7SXo+Ojk73Wtq2u42RXY888oh++OEHlSpVyjmTBgAAcD9g+XMgD1u1apWuXLni/PrKlStavXq1vL299fjjj9/xvVWrVlWpUqUUGRmpuLg453ar1aolS5bIZDKpefPmuVa7JHXq1EmSNGPGDNlstnSvc1kfAADIr5iRAvKw4sWLa/Dgwc6FJCIjI3Xu3Dm9/fbbd72cz2Kx6NVXX9X48eM1ePBg9ejRQ0WKFNHmzZt15MgRDRkyJMsr9mVWjRo1NHz4cM2ZM0f9+vVTmzZtVLJkScXFxen48ePatWuX9uzZk6s1AAAA5AaCFJCHjR49Wj/++KNWrlypS5cuqUyZMpo0aZI6dOiQqfc3a9ZMM2fO1Pz587VkyRLdunVL5cqVS7dUem4aPny4qlevrs8//1yfffaZrl27phIlSqhixYoaN27cPakBAAAgp5kcf70zHIDbRUZGauLEiZo9e7aCg4PdXU6eU3exVYcvuLsKuNtTVaXlXTx0qdcWWY8l3f0NQDYV7Bwon8n1NWdRXZ07fzhXj1UqoI6GP31ICQkpslpZ/txkSl2COy6O5c8zI6f7VbIky59nhHukAAAAAMAgghQAAAAAGESQAgAAAACDWGwCyINCQkKcK/UBAAAg72FGCgAAAAAMYkYKQL5Tzc8kiWWbHnTlfUySJEsFVpPCvWEO8pIk+ftVy/Vj3YtjAMgelj8HkK/Y7A5ZzCZ3l4E8wmFzyGTh7wPuHbvdJrPZck+OZbNblZhwXXY7H9VY/twYlj+/N5iRApCvWMwmxcVdlsVybz7I3A98fb2UkJDi7jLyDfplHD0zLjM9s9sdhCggDyNIAch3rFabHA5mITLD9N822Wx2foqbCfTLOHpmHD0D7g8sNgEAAAAABhGkAAAAAMAgghQAAAAAGESQAgAAAACDCFIAAAAAYBBBCgAAAAAMIkgBAAAAgEEEKQAAAAAwiAfyAsh3PDwsslj4OZAR9MsY+mVcXu2Z3e6Q3c5TbwHkPIIUgHzFZnfI37+Yu8vId3x9vdxdQq5y2BwyWUw5Nt793q/ckJ2e2e02mc2WHKzmf2x2qxITrhOmAOQ4ghSAfMViNqn/BpuOx/OhCKk6ljfpvaYWJY3fL1t0srvLgUGeTQPk/VINrYnsr7j44zk6tr9fNfUMWSaz2USQApDjCFIA8p3j8Q4dvuDuKpBXVC2R+gHZFp0s67EkN1cDoyzli0qS4uKP69z5w26uBgAyL29e0AwAAAAAeRhBCgAAAAAMIkgBAAAAgEEEKQAAAAAwiCAFAAAAAAYRpAAAAADAIIIUkA/FxsYqODhYYWFhuXqcAwcOKDg4WJGRkTk+9vDhwxUSEpLj4wIAANwLBCkAAAAAMIggBQAAAAAGEaQAAAAAwCAPdxcA4H9SUlIUHh6uvXv36vfff9fVq1cVEBCg1q1ba9iwYSpUqNBdx/juu++0YsUKnTx5Urdu3VJAQIAaNWqkl156SZ6enpKka9euaf78+dq8ebMuXLigYsWKqUGDBnr++ef18MMPZzjuunXrtHTpUp09e1Z+fn7q06ePBg8enG6/bdu2afHixTp58qRMJpMqV66sQYMGqUWLFtnqDQAAQF5CkALykIsXLyoiIkKtWrVShw4dZLFYdOjQIS1evFhRUVGaPn36Hd8/Y8YMLVy4UBUqVFC/fv3k7++v33//XVu2bNFzzz0nT09PWa1WjRo1Sj/99JNat26tAQMG6MyZM1q9erX27t2rxYsXKyAgwGXc1atX69KlS+ratau8vb21adMmffrppwoICFCHDh2c+61cuVIffPCBypUrp2effVaStH79eo0bN05vvvmmevbsmfNNA4BMMJncXcH/pNWSl2rK6+iZMfTr3iBIAXlIYGCgNmzYIA+P/31r9u3bV7NmzdL8+fN19OhR1axZM8P3Hj16VAsXLlRwcLA++eQTFSxY0Pna6NGjnb+PjIzUTz/9pIEDB+rFF190bm/QoIFeeuklTZ8+Xf/4xz9cxj537pxWrVqlokWLSpK6deumLl26aMWKFc4gdfnyZU2bNk1BQUFatGiRc9/evXurf//+mjp1qtq2bStvb+9sdgkAjPH19XJ3CRny8+PfQ6PomTH0K3cRpIA8JO3SO0myWq26evWq7Ha76tevf9cg9dVXX0mSRo0a5RKiJMn0px9Jbd26VWazWUOGDHHZ54knntCjjz6qHTt2yG63y2z+3y2UISEhzmAkSYUKFVKtWrX0888/O7ft3btX165dU2hoqMu+RYsWVWhoqD766CPt3btXbdq0MdISAMi2hIQU2Wx2d5fhZDKlfsCNj0+Ww+HuavIHemZMTvfL359AlhGCFJDHrFy5UqtXr1Z0dLTsdtf/8ScnJ9/2fWfOnHHek3QnsbGxKlmypIoVK5butYoVK+rkyZNKTExUiRIlnNsDAwPT7evj46OkpCTn1zExMZKkChUqpNs3bVvaPgBwr+XFD98OR96sKy+jZ8bQr9xFkALykKVLl2rq1Klq2LChQkND5e/vL09PT128eFETJkxIF6z+ymQyucw+5RSLxZLjYwIAAORnLH8O5CEbN25U6dKlNW3aNHXv3l1PPPGEGjRo4DI7dDtly5aV3W7XyZMn77hfYGCgLl68mOHsVnR0tLy8vFS8eHHDtQcFBTnH+Ktff/3VeWwAAID7AUEKyEMsFotMJpMcf5qHt1qtWrRo0V3f2759e0nSzJkzdevWrXSvp43ZokUL2e32dGPu2rVLUVFRatasmcv9UZnVoEEDFS5cWCtWrFBKSopze0pKilasWKEiRYqoYcOGhscFAADIi7i0D8hDWrdurenTp2vMmDFq2bKlUlJS9PXXX7us4nc7NWvW1ODBgxUeHq7+/furXbt28vPzU2xsrL777juFh4fL29tbISEhWr9+vcLDwxUbG6u6devq7NmzWrVqlfz8/DRy5Mgs1e7t7a0xY8bogw8+0NNPP60uXbpISl3+/OzZs3rzzTddFqEAAADIzwhSQB4ycOBAORwORURE6KOPPpKfn5/atm2rrl27qk+fPnd9/+jRo1W5cmV98cUXWrx4sex2uwICAtSkSRPnw3w9PDw0ffp05wN5t27dKm9vb7Vu3VovvPCCSpUqleX6+/TpI39/fy1ZskRz586VJD366KOaPHkyD+QFAAD3FZPDwVoeAPKXuoutOnzB3VUgr3iqqrS8i4cu9doi67Gku78BeUrBzoHymVxfcxbV1bnzh3N07FIBdTT86UNKSEiR1Zq3lj/39/dWXBxLeWcWPTMmp/tVsiTLn2eEe6QAAAAAwCCCFAAAAAAYRJACAAAAAIMIUgAAAABgEEEKAAAAAAxi+XMA+U41P5Mklm1CqvI+JkmSpQKrSuVH5iAvSZK/X7UcHzs3xgSANCx/DiBfsdkdsphN7i4DeYzD5pDJwt+L/Mput8lstuTK2Da7VYkJ12W3552POyzlbRw9M4blz+8NZqQA5CsWs0lxcZdlseTOh677ka+vlxISUtxdRr5Bv4zLyz2z2x15KkQBuH8QpADkO1arTQ4Hsw+ZYfpvm2w2Oz/FzQT6ZRw9A/CgYrEJAAAAADCIIAUAAAAABhGkAAAAAMAgghQAAAAAGESQAgAAAACDCFIAAAAAYBBBCgAAAAAMIkgBAAAAgEEEKQAAAAAwyMPdBQCAUR4eFlks/BzICPplDP26M7vdIbvd4e4yAMCtCFIA8hWb3SF//2LuLiNLHDaHTBaTW47t6+vlluPeid1uk9lscXcZGcqL/cpLbHarEhOuE6YAPNAIUgDyFYvZpP4bbDoen78+wHUsb9J7TS1KGr9ftuhkd5fjdp5NA+T9Ug2tieyvuPjj7i4HBvj7VVPPkGUym00EKQAPNIIUgHzneLxDhy+4uwpjqpZI/cBpi06W9ViSm6txP0v5opKkuPjjOnf+sJurAQDAOC4CBwAAAACDCFIAAAAAYBBBCgAAAAAMIkgBAAAAgEEEKQAAAAAwiCAFAAAAAAa5JUiFhIRo+PDh7jh0nnHgwAEFBwcrMjLS3aXcMytXrlSvXr3UqFEjBQcHKzY2NttjBgcHa8KECXfdlh/+zrmjxox6BQAAgLvLE8+RunHjhjZu3Kjvv/9ep06d0qVLl+Tv768aNWpo2LBhKl++fLr3JCYmKjw8XDt27NC5c+dUtGhRlS9fXqGhoWrRokW6/Xfu3KkFCxbo5MmTKlCggOrVq6cxY8YoMDDwHpxh5pw+fVrz5s3TiRMndPHiRVmtVpUqVUpNmjTRoEGD5O/v77L/0aNHtWnTJh0/flynTp3StWvX9Le//U0hISHpxo6NjVXXrl0zPG6FChX0xRdf5Mo5pTlw4IA++OADNW/eXIMHD5aHh4d8fX1z9Zg56cCBAzp48KD69esnb29vd5cDAAAAN8sTQeqPP/7Qe++9p9q1a6tbt27y9/dXTEyMVq9era1bt+rTTz9VcHCwc//r169r6NChOn/+vLp3767KlSsrKSlJ69ev17hx4/T666+rd+/ezv23bNmi1157TZUrV9aLL76oK1eu6LPPPtMzzzyjJUuWqGTJku447XQuXLiguLg4tWzZUg899JAsFot++eUXrV27Vt98842WL1+uEiVKOPfftWuXVq5cqXLlyqly5cr6+eef73qMli1bqmXLli7b7kUw2Lt3ryTp3XfflY+PT64ea9euXbJYLDk65sGDBzV37lyFhITcV0EqN3oFAADwIMgTQap48eJatmyZqlSp4rK9Y8eO6t+/vz755BMtWbLEuX3btm06c+aMxo4dq6eeesq5vWfPnurUqZPWrFnjDFJWq1X/+te/FBAQoHnz5qlIkSKSpMaNG2vgwIGaM2eO3nrrrXtwlndXv3591a9fP932unXr6vXXX1dkZKQGDx7s3N67d28NGjRIhQsX1rfffpupIFWpUiV16tQpR+vOjLi4OEnK9RAlSQULFsz1Y9wv6BUAAEDWGA5SiYmJCgsL044dOxQfHy8/Pz81a9ZMI0aMUPHixV32PXfunKZOnardu3dLSg0EY8eOTTdm8eLF071XSr3krGLFivrPf/7jsj0lJUWS0s0kFS1aVIULF1ahQoWc2w4ePKiLFy/queeec4YoSapSpYoef/xxffPNN3rttdfk4WGsFYcOHdK8efP073//W1arVeXKlVOfPn3UvXv3dPtu27ZNc+bM0enTp+Xr66suXbqoTp06mT5WqVKlJEnJycku2/38/AzVnObGjRtyOBwufcqqbdu2afHixTp58qRMJpMqV66sQYMGOS+v/OslhWkzi3Xr1tWcOXMyfZz//Oc/mjp1qg4fPqwCBQqocePGeuWVVzLcNzg4WF26dLnrvT+32y8yMlITJ07U7NmznfcQrV+/XpJczmXYsGEaMWKEJOnKlStasGCBtmzZovPnz8vLy0v169fXCy+8oKCgIJfxM/t9kRkTJ07U119/ra1btzpD0c8//6yhQ4eqWLFi+vbbb2U2p94KuWvXLr344ov6v//7P7Vr1+62PUjb1rNnT02fPl3Hjh1TwYIF1aJFC40dO9bl+0hKDclz587Vzp07FR8fr+LFi6tp06Z6/vnnXWZQk5KSNG/ePO3YsUMXL15U4cKF9fDDD6tdu3YaNGhQls4fgHuZTKm/0n6PzKFnxtEzY+jXvWEoPVy5ckVDhw7V2bNn1bVrV1WtWlVRUVFatWqV9u/fr/DwcHl5eUlK/dA/fPhwnT9/Xj179lSFChV06NAhjRgxQjdu3MjU8ex2u+Li4lw+jElSvXr1ZLFYNH36dBUqVEiVK1dWcnKyli1bpuTkZA0dOtS577FjxyRJtWrVSjd+zZo1tX//fv3222+qWLFipvuwY8cOjR8/Xn5+fhowYICKFCmib775RpMmTVJMTIxGjhzp3Hfr1q169dVXVbp0aT377LOyWCyKjIzUzp07bzv+jRs3dO3aNd24cUO//vqrpk2bJklq0qRJpmu8nWXLlmnevHlyOBwKCAhQSEiIhg4dqgIFChgea+XKlfrggw9Urlw5Pfvss5LkvLzyzTffVM+ePeXr66u///3vWrt2rQ4fPqy///3vkpTuz/ROYmJiNGzYMN28eVN9+/ZVQECAvv/+e40ePdpwzVnRs2dPpaSkaOvWrXrllVecob9y5cqS/vd9ce7cOXXt2lUVKlRQXFycVq1apaefflpLlizRww8/LClnvi/+LG3Bkp9++sk5m7lv3z6ZzWZdvnxZUVFRqlatmqTU+7xMJpPLZbK3c/LkSb388ssKCQlR+/btdfDgQUVERMhsNrvM4J47d05DhgzRrVu31K1bNwUFBens2bNavXq1Dhw4oCVLlqho0aKSpNdff12HDh1Sr169VLlyZeff74MHDxKkgHzI19fL5Ws/v/vnsud7hZ4ZR8+MoV+5y1CQCg8P15kzZ/Taa6+pT58+zu2PPvqoPvzwQy1evFjPP/+8JGnx4sWKjY3Vu+++6/wpfp8+ffTRRx/ps88+y9TxVq9erbi4OOeH9DRlypTR+++/r48++kgvvfSSc7ufn59mzZql2rVrO7ddvHhRkvTQQw+lGz9t28WLFzMdpGw2mz788EMVLlxY4eHhzlmxvn37asSIEQoPD1dISIjKlCkjm82myZMnq1ixYgoPD3d+AO/Vq5dCQ0Nve4wvv/xS//rXv5xfly5dWv/4xz8MzWL9ldlsVr169dS8eXM9/PDDSkhI0Lfffqt58+bp559/1qeffmroXpnLly9r2rRpCgoK0qJFi5wflnv37q3+/ftr6tSpatu2rby9vdWpUyft27dPhw8fztJlhTNnztTly5edM0RSar/Hjx+vqKgow+MZ9dhjj6lSpUraunWrWrRoodKlS7u8Pnv2bMXExGjhwoV69NFHndtDQkIUGhqqsLAw54xPTnxf/Fm9evUkSfv373cGqQMHDuiJJ57QwYMHtW/fPmeQ2r9/vypUqJCpEHvq1CktXLhQNWvWlJT6dzYlJUXr1q3Tyy+/7JyV+vDDD2W1WrVs2TIFBAQ439+mTRsNGTJEy5Yt04gRI3TlyhXt379fvXv31quvvmr4PAHkPQkJKbLZ7DKZUj+sxccny+Fwd1X5Az0zjp4Zk9P98vcnkGXE0PLn27Ztk6+vr3r06OGyPW3mYevWrS77+vn5qXPnzi77/vkenzv56aefNGXKFD366KMaMmRIute9vb1VqVIlDR8+XJMnT9Zrr72mQoUKaezYsTp58qRzv+vXr0uSPD09042RNguTtk9mHD9+3Dnz8OdLCz09PTVo0CDZ7XZt377due/58+fVtWtXl0sXixYtql69et32GC1atNCMGTM0efJkDRs2TEWLFlViYmKma8xIqVKlNGvWLIWGhqp58+bq3r27pk+frh49emjfvn365ptvDI23d+9eXbt2TaGhoc4QJaWeW2hoqK5evepcYCI77Ha7vv/+e1WvXt1lJsVkMuWJWQyHw6FNmzapTp06euihh5SYmOj8VbhwYdWsWVN79uxx7p/d74u/euihh1SmTBkdOHBAUups5pEjR9SoUSPVrVtX+/fvl5Q6E3by5Eln8LqbWrVqOUNUmnr16slmszmXrb9y5Yp27typZs2aqWDBgi7nXrp0aQUFBTn/DhQsWFAFChTQ0aNHc2TZewB5g8Mh54e0tN/zK3O/6Bk9y0/9QsYMzUjFxsaqWrVq6e4n8vDwUJkyZXTixAnntpiYGFWvXj3dLIe/v/9dVz07fvy4XnrpJZUsWVJTp05Nd0P87t279eKLL2rq1Klq3Lixc3vLli3Vu3dvffDBB5o/f74kOe8DunXrVrrj3Lx502WfzEj7EFihQoV0r6XNasXExLj8t2zZsun2zWhJ9zQBAQHOn+63aNFCrVq10qBBg3T9+vUMQ2V2DB06VGvXrtXOnTvVsWPHTL8v7dwy6kPatrR9suPSpUu6evVqhj3M6Nj3WkJCgpKSkrRnzx61adMmw33S7lGSsvd9cTv16tXTl19+qZSUFB07dkw3btxQvXr1dPPmTc2aNUu3bt3SwYMHZbfbM3VZn6QMHwuQtlBIUlKSpNTl+u12uyIiIhQREXHHcTw9PfXKK6/oo48+cl7+GBwcrBYtWmS4wAoAAEBelydW7fuzEydOaOTIkSpatKhmz56d4SV54eHhKly4sEuIklI/jNapU0c//PCDbt26JU9PT+es0YULF9KFlwsXLkhKv2hFXlO5cmVVqVJFq1atyvEgFRAQIIvFku0Zr/uJzWbL9L6O//6Ypn79+lmeVcquevXqafXq1Tp8+LB+/vlnlSxZUuXKldPNmzc1ZcoUHTlyRPv375fFYtHjjz+eqTHvdJmn4y8/murYsaO6dOmS4b5//iFI79691aJFC+3cuVMHDx7Ud999py+++EJt27bV+++/n6m6AAAA8gpDQSowMFC//fabrFary6yU1WrVmTNnXH6KHRgYqLNnz8pms7l8KIuLi0u3+lyaEydO6IUXXlCRIkU0e/Zs5w36f3XhwgXZ7XY5HA6Z/rIcic1mk81mk91ulyRVr15dknTkyBE1aNDAZd+jR4/Ky8srw9mOO/VAkqKjo9O9lrYtbZ+0//7222/p9v31118zfUwp9ZKttJmAnBQTEyObzWZo8QdJzpXooqOj080opJ1bTjzs2NfXV0WKFMmwhxn9GRjh4+OTYU8zmkn769+zP9fn7e2tlJSUdH+/MpKV74u7CQ4Olslk0r59+3TkyBHnrFPlypVVvHhx7d+/XwcOHFCVKlVy9BlYQUFBMplMslqtmTp3KfWHHd27d1f37t1ls9n07rvv6uuvv9aAAQNUo0aNHKsNAAAgtxm6R6p58+ZKSEjQl19+6bL9yy+/VEJCgsuDXps3b674+Hht2LDBZd/w8PAMx06biSpcuLBmz559xw/hFSpU0LVr1/Ttt9+6bI+JidGhQ4dUqVIl50/CH3/8cfn7++vLL7/U1atXnfuePHlSBw8eVJs2bQwtfV61alWVKlVKkZGRzmcjSalhcsmSJTKZTGrevLkkqVq1agoICNC6detcZnyuXLmi1atXpxv7z+P92YEDB/Sf//wnw5UHMyujGSe73a6ZM2dKkpo1a2ZovAYNGqhw4cJasWKFczl6KXVp+hUrVqhIkSJq2LBhlutNY7FY9MQTT+jYsWPO+4Ck1FmRxYsXZ2vsMmXK6MiRIy73yF2+fFnr1q1Lt2/a4gqXL1922W42m9WhQwf9+9//Tvf3Mc2lS5ecvzf6fZEZxYsXV6VKlbRz504dO3bMeR9U2gp93377raKjozN9WZ+R4zZp0kRbtmzRkSNH0r3ucDiUkJAgKfU+xL/ei2ixWJwrH/61rwAAAHmdoRmpwYMH67vvvtOHH36oqKgoValSRVFRUYqIiFDZsmVdbv4fNGiQvvrqK7333ns6fvy4KlasqIMHD+rnn39O98yoP/74QyNHjtTly5f15JNP6ueff073cNmWLVuqcOHCkqQhQ4Zo9+7deuedd3Tw4EE9+uijunDhglatWqWbN2+6LD/u4eGhcePG6Y033tCzzz6rHj16KCUlRcuXL5evr6/zOUCZZbFY9Oqrr2r8+PEaPHiwevTooSJFimjz5s06cuSIhgwZojJlyjj3ffnll/XGG29o8ODB6t69uywWi9atWycfHx+dO3fOZex//vOfiouLU7169VSqVCndvHlTx48f1zfffKMiRYq4rFCY1re0D+RpszM7duzQ+fPnJUmdO3d2zuq99957SklJ0WOPPaaAgAAlJiZqy5YtOn78uJo3b67WrVsb6oO3t7fGjBmjDz74QE8//bTz0q7169fr7NmzevPNN10WociOF154QT/88INeeuklPfnkk3rooYf0/fffOz+kZ1Xfvn31zjvv6LnnnlOnTp2UnJysL7/8Ug8//LDi4+Nd9k1beGHatGnq2LGjChQooIoVK6pSpUoaOXKkfvrpJ73xxhv67rvvVKtWLXl6euqPP/7Qrl27VK1aNeeqfUa+L4wIDg52rvr35wUl0oLUX7fnlNdff13PPvushg0bps6dO6tKlSqy2+2KiYnRjh071KlTJ40YMUK//fabhg8frpYtW6pixYry9vbW6dOntWrVKgUGBmZrRUoAAAB3MBSkihYtqvnz5zsfyLtu3Tr5+fmpV69eGjFihPMZUpJUrFgxzZs3Tx9//LE2btwoKfXBo2FhYc4l0tPExMQ4L7G63UNa161b5wxSNWrU0Pz5850PQF27dq2KFCmimjVravDgwel+8t6mTRsVLFhQ8+fP19SpU1WgQAHVq1dPY8aMyfAerLtp1qyZZs6cqfnz52vJkiW6deuWypUrp7fffjvdA3nbtGkjs9msefPmac6cOSpRooTzgbyjRo1y2bd9+/basGGDNm7cqISEBJlMJpUqVUo9e/bUoEGDnA/m/XPfZs+e7bJt69atztUTa9eu7QxSTZo00caNG7V27VolJSWpQIECqlChgl577TX16tXLZUGEzOrTp4/8/f21ZMkSzZ07V1LqUviTJ092PpA3JwQFBWnevHmaMmWKVqxY4Xwg79///nfng2WzomPHjrp48aK++OILTZkyRYGBgXr22WdlNpt19OhRl31r166t0aNHa82aNZo0aZJsNpuGDRumSpUqqWjRolqwYIGWLl2qzZs3a8eOHbJYLHrooYdUu3Ztl78TRr4vjKhXr54+++wzBQYGulwSm3bZpYeHR66ElVKlSmnp0qUKDw/X9u3btWnTJhUoUEABAQFq2rSp2rZtKyn1XryuXbvq4MGD2rZtm27duqWSJUuqR48eGjx4cI48HBoAAOBeMjn+euc4AORxdRdbdfiCu6sw5qmq0vIuHrrUa4usx3L+fsf8pmDnQPlMrq85i+rq3PnD7i4HBpQKqKPhTx9SQkKKrNbU50j5+3srLo7n+2QWPTOOnhmT0/0qWZLnSGXE+DQEAAAAADzg8tzy5+5y5cqVuz6Y19PT0/ksnftVUlJShs/c+rNChQpl+/6n69ev68qVK3fdz9/fP1vHya/u1Z8DAAAAsoYg9V+TJ0/W+vXr77hP3bp1b3sP1/1i/PjxOnTo0B336dKli3PxhKzavHmzJk6ceNf9/rxS34PkXv05AAAAIGsIUv81aNAgdezY8Y77FCtW7B5V4z4vv/zyXZeizokHGDdq1EgzZszI9jj3q3v15wAAAICsIUj9V4UKFVShQgV3l+F21apVuyfH8ff3f2Av28uMe/XnkF9V8zNJyl93G5f3SX2os6UCN+xKkjkodZVXfz/+ruc3/JkBQCpW7QOQr9jsDlnMJneXkSUOm0MmS/6sPTfY7TaZzRZ3l4EssNmtSky4LrvdwWpqWUDPjKNnxrBq373BjBSAfMViNiku7rIsFj6AZ5avr5cSElLcXUa+Qb/uzm53yG7n0yyABxtBCkC+Y7Xa5HAws5MZpv+2yWaz81PcTKBfAIDM4jlSAAAAAGAQQQoAAAAADCJIAQAAAIBBBCkAAAAAMIggBQAAAAAGEaQAAAAAwCCCFAAAAAAYRJACAAAAAIMIUgAAAABgkIe7CwAAozw8LLJY+DmQEfdjv+x2h+x2h7vLAAA8oAhSAPIVm90hf/9i7i7DEIfNIZPFlOPj2u02mc2WTO3r6+uV48d3N5vdqsSE64QpAIBbEKQA5CsWs0n9N9h0PD5/fHjuWN6k95palDR+v2zRyTk2rmfTAHm/VENrIvsrLv54jo2bX/j7VVPPkGUym00EKQCAWxCkAOQ7x+MdOnzB3VVkTtUSqR/ybdHJsh5LyrFxLeWLSpLi4o/r3PnDOTYuAADInPvvonkAAAAAyGUEKQAAAAAwiCAFAAAAAAYRpAAAAADAIIIUAAAAABhEkAIAAAAAgwhSACRJkZGRCg4O1oEDB9xdCgAAQJ5HkAIAAAAAgwhSAAAAAGAQQQoAAAAADCJIAXDhcDi0ZMkSdevWTY0aNVLPnj21fv165+uxsbEKDg5WWFhYuveGhYUpODhYsbGxLtvj4uL0/vvvq3PnzmrYsKE6dOig9957T5cuXcr18wEAAMgNHu4uAEDeMmPGDN24cUM9e/ZUgQIFtGrVKk2YMEFBQUGqXbu24fHOnTunIUOG6NatW+rWrZuCgoJ09uxZrV69WgcOHNCSJUtUtGjRnD8RPDBMppwfKyfHvN/RM+PomXH0zBj6dW8QpAC4uHnzphYvXixPT09JUuvWrdWtWzd98cUXWQpSH374oaxWq5YtW6aAgADn9jZt2mjIkCFatmyZRowYkVPl4wHj6+uVK+P6+Xnnyrj3M3pmHD0zjp4ZQ79yF0EKgIs+ffo4Q5QkPfTQQypTpozOnj1reKwrV65o586dCgkJUcGCBZWYmOh8rXTp0goKCtLevXsJUsiyhIQU2Wz2HBvPZEr94BEfnyyHI8eGva/RM+PomXH0zJic7pe/P4EsIwQpAC4CAwPTbfPx8dG5c+cMj3X69GnZ7XZFREQoIiIi08cDjMiND1UOR+6Mez+jZ8bRM+PomTH0K3cRpAC4MJszXoPG8d9/iU13uODaZrNluL1jx47q0qVLhq8VLFjQYIUAAADuR5ACYEixYsUkSZcvX073WkxMjMvXQUFBMplMslqtatCgwT2pDwAA4F5g+XMAhnh5ecnPz0/79+93zlJJ0u+//65t27a57Fu8eHE1adJEW7Zs0ZEjR9KN5XA4lJCQkNslAwAA5DhmpAAY1rdvX82aNUtjxoxR8+bNFRcXp9WrV6tixYo6duyYy76vv/66nn32WQ0bNkydO3dWlSpVZLfbFRMTox07dqhTp04sNgEAAPIdghQAwwYPHqwrV65o48aNOnjwoMqXL6933nlHx48fTxekSpUqpaVLlyo8PFzbt2/Xpk2bVKBAAQUEBKhp06Zq27atm84CAAAg60wOB2t5AMhf6i626vAFd1eROU9VlZZ38dClXltkPZaUY+MW7Bwon8n1NWdRXZ07fzjHxs0vSgXU0fCnDykhIUVWa84uf+7v7624OJZYzix6Zhw9M46eGZPT/SpZkuXPM8I9UgAAAABgEEEKAAAAAAwiSAEAAACAQQQpAAAAADCIVfsA5DvV/EyS8sfdxuV9TJIkS4WcvVHXHOQlSfL3q5aj4+YXD+p5AwDyDoIUgHzFZndoWWeLu8swxGFzyOdf9XJ8XLvdpp4hy3J83PzCZrfKbs8fgRoAcP8hSAHIVyxmk+LiLstiyV9hyp18fb2UkJDi7jJynN3uIEgBANyGIAUg37FabXI4TO4uI18w/bdNNpudZ68AAJCDWGwCAAAAAAwiSAEAAACAQQQpAAAAADCIIAUAAAAABhGkAAAAAMAgghQAAAAAGESQAgAAAACDCFIAAAAAYBBBCgAAAAAM8nB3AQBglIeHRRYLPwcyIqv9stsdstsdOVwNAAD5H0EKQL5iszvk718sW2M4bA6ZLKYcqujesNttMpstWX6/r69Xlt5ns1uVmHCdMAUAwF8QpADkKxazSf032HQ8Pmsf7DuWN+m9phYljd8vW3RyDleXOzybBsj7pRpaE9lfcfHH79lx/f2qqWfIMpnNJoIUAAB/QZACkO8cj3fo8IWsvbdqidRAYItOlvVYUg5WlXss5YtKkuLij+vc+cNurgYAAEgsNgEAAAAAhhGkAAAAAMAgghQAAAAAGESQAgAAAACDCFIAAAAAYBBBCgAAAAAMIkgBWRAbG6vg4GCFhYXl6nHCwsIUHBys2NjYXD1OTsqPNQMAABhFkEK+ERUVpbCwsGx9QM+JMQAAAACCFPKNkydPau7cudkKQTkxBgAAAECQAgAAAACDPNxdAJAZYWFhmjt3riTpueeec27v0qWLJkyYoMTERIWFhWnHjh2Kj4+Xn5+fmjVrphEjRqh48eKZGiMlJUXh4eHau3evfv/9d129elUBAQFq3bq1hg0bpkKFCuXIuQQHB6tLly7q2LGjZs2apVOnTqlo0aJq27atXnjhBRUpUiTde27evKkZM2Zow4YNSkhIULly5TRy5Eg98cQT6fb95ptvtGLFCp06dUo2m02VKlXSwIED1aZNmwzr6Nmzp6ZPn65jx46pYMGCatGihcaOHZuujlOnTiksLEyHDx/WtWvXFBgYqC5dumjAgAGyWCx3POekpCTNmzdPO3bs0MWLF1W4cGE9/PDDateunQYNGpSFLgIAALgXQQr5QqtWrRQXF6e1a9dqyJAhKl++vCQpKChIV65c0dChQ3X27Fl17dpVVatWVVRUlFatWqX9+/crPDxcXl5edxxDki5evKiIiAi1atVKHTp0kMVi0aFDh7R48WJFRUVp+vTpOXY+J06c0Hfffafu3burc+fOOnDggD7//HP95z//0YwZM2Q2u04WT5gwQR4eHhowYIBu3bqlzz77TOPGjdOaNWtUunRp534zZ87UggUL1LhxYz333HMym83aunWrXn/9db366qvq27evy7gnT57Uyy+/rJCQELVv314HDx5URESEzGaz3nrrLed+x44d0/Dhw+Xh4aE+ffrIz89P33//vT799FOdOnVKkyZNuuP5vv766zp06JB69eqlypUr68aNG/r111918OBBglQ+YTK5u4J7I+08H5TzzQn0zDh6Zhw9M4Z+3RsEKeQLlStX1mOPPaa1a9eqQYMGCg4Odr42Y8YMnTlzRq+99pr69Onj3P7oo4/qww8/1OLFi/X888/fcQxJCgwM1IYNG+Th8b9vi759+2rWrFmaP3++jh49qpo1a+bI+fzyyy+aPHmyWrRoIUnq06ePJk+erM8//1ybN29W+/btXfYvXry4pkyZItN//0UMDg7W4MGDtWbNGo0aNUpSajhbsGCBhgwZopEjRzrfGxoaqrFjx2rGjBnq3LmzvLy8nK+dOnVKCxcudJ5Xr169lJKSonXr1unll192zkpNnjxZt27d0sKFC1W5cmVJ0pNPPqk33nhDX331lbp27ar69etneK5XrlzR/v371bt3b7366qs50D3ca76+Xnff6T7j5+ft7hLyHXpmHD0zjp4ZQ79yF0EK+d62bdvk6+urHj16uGzv2bOn5s6dq61bt+r555+/6zienp7O31utVl29elV2u13169fP8SBVtmxZZ4hK8/TTT+vzzz/Xtm3b0gWp0NBQZ4iSpBo1aqhIkSI6c+aMc9umTZtkMpnUuXNnJSYmury/WbNm2r59u44cOaKGDRs6t9eqVSvdOdWrV0+7du1SbGysKlWqpEuXLunnn39Wy5YtnSFKkkwmk4YOHapvv/1WW7duvW2QKliwoAoUKKCjR48qNjbWZQYN+UNCQopsNru7y7gnTKbUDx7x8clyONxdTf5Az4yjZ8bRM2Nyul/+/gSyjBCkkO/FxsaqWrVqLjNJkuTh4aEyZcroxIkTmR5r5cqVWr16taKjo2W3u35wTE5OzpF6JTkvK/wzf39/eXt7KyYmJt1raZcf/pmPj4+SkpKcX//6669yOBzq3bv3bY8bHx/v8nVgYGCG40pyjp22wmGFChUyPA+z2ZxhzWk8PT31yiuv6KOPPlLXrl1VoUIFBQcHq0WLFrcNX8h7HrQPLg7Hg3fO2UXPjKNnxtEzY+hX7iJIAf+1dOlSTZ06VQ0bNlRoaKj8/f3l6empixcvasKECemC1b3013um0jj+8q+jyWTStGnTbrt/xYoVXb6+0yIRfx07O3r37q0WLVpo586dOnjwoL777jt98cUXatu2rd5///0cOw4AAMC9QpBCvmG6zR2TgYGB+u2332S1Wl1mpaxWq86cOeMy63K7MSRp48aNKl26dLog8sMPP+RA9a5+/fXXdNvi4uKUnJyc4SxRZjzyyCP64YcfVKpUqQxnvLIq7VK86OjodK+dPn1adrs9UzX7+/ure/fu6t69u2w2m9599119/fXXGjBggGrUqJFj9QIAANwLPEcK+UbhwoUlSZcvX3bZ3rx5cyUkJOjLL7902f7ll18qISFBLVu2vOsYUursjMlkcpmJsVqtWrRoUQ6dwf/89ttv2rZtm8u28PBwSannkxWdOnWSlLr4hs1mS/f6Xy/ry6wSJUroscce044dO/TLL784tzscDi1cuFCSXHr8V9evX9f169ddtlksFuf9Vhn9WQAAAOR1zEgh36hRo4bMZrMWLFigy5cvq3DhwgoMDNTgwYP13Xff6cMPP1RUVJSqVKmiqKgoRUREqGzZsi7La99ujJo1a6p169aaPn26xowZo5YtWyolJUVff/11unuvckKlSpX0zjvvqHv37ipTpowOHDig7777TnXr1lW7du2yNGaNGjU0fPhwzZkzR/369VObNm1UsmRJxcXF6fjx49q1a5f27NmTpbHHjRun4cOHa9iwYc7lz3fu3Kndu3erQ4cOd7zX6bffftPw4cPVsmVLVaxYUd7e3jp9+rRWrVqlwMBA1alTJ0s1AQAAuBNBCvlGqVKl9O677yo8PFz//Oc/ZbVanQ/TnT9/vvOBvOvWrZOfn5969eqlESNGuCz3fbsxatasqYEDB8rhcCgiIkIfffSR/Pz81LZtW3Xt2tVlWfWcULVqVb388suaOXOm1qxZIy8vL/Xt21cjR4687f1NmTF8+HBVr15dn3/+uT777DNdu3ZNJUqUUMWKFTVu3Lgsj1u9enUtWLBAYWFhWrVqlfOBvKNHj9aAAQPu+N6AgAB17dpVBw8e1LZt23Tr1i2VLFlSPXr00ODBg3PsQccAAAD3ksmRk3eUA7ir4OBgZwBE1tRdbNXhC1l771NVpeVdPHSp1xZZjyXd/Q15QMHOgfKZXF9zFtXVufOH79lxSwXU0fCnDykhIUVW64Oz/Lm/v7fi4lhiObPomXH0zDh6ZkxO96tkSZY/zwj3SAEAAACAQVzaB+SAhISEDBd4+LMiRYqoSJEi96giAAAA5CaCFJADBg0apD/++OOO+wwbNkwjRoy4RxUBAAAgNxGkgBzwj3/8Qzdu3LjjPmnPWjpw4MC9KAkAAAC5iCAF5IDatWu7uwQAAADcQwQpAPlONT+TpKwtQ1TexyRJslTIPysQmYNSl/D396t2T497r48HAEB+QpACkK/Y7A4t62zJ1hgOm0M+/6qXQxXdG3a7TT1Dlt3z49rsVtntrDUMAMBfEaQA5CsWs0lxcZdlsWQvTD1IfH29lJCQkqX32u0OghQAABkgSAHId6xWmxwOk7vLyBdM/22TzWbnIZYAAOQgHsgLAAAAAAYRpAAAAADAIIIUAAAAABhEkAIAAAAAgwhSAAAAAGAQQQoAAAAADCJIAQAAAIBBBCkAAAAAMIgH8gLIdzw8LLJY+DnQ3djtDjl4Ci8AALmCIAUgX7HZHfL3L+buMpwcNodMFpO7y5DdbpPZbHHZZrNblZR43U0VAQBwfyNIAchXLGaT+m+w6Xi8+2daOpY36b2mFiWN3y9bdLLb6vBsGiDvl2poTWR/xcUflyT5+1VTz5BlMpncH/IAALgfEaQA5DvH4x06fMHdVUhVS6SGOVt0sqzHktxWh6V8UUlSXPxxnTt/2G11AADwIOEmAwAAAAAwiCAFAAAAAAYRpAAAAADAIIIUAAAAABhEkAIAAAAAgwhSAAAAAGAQQQqAIiMjFRwcrAMHDri7FAAAgHyBIAUAAAAABvFAXgDq1KmT2rVrJ09PT3eXAgAAkC8QpADIYrHIYrG4uwwAAIB8g0v78MBIuw9o3759mjt3rrp06aImTZpo8ODBOnLkiCTp4MGDeuaZZ/TEE0+offv2mjdvnssYe/bs0RtvvKFu3bqpSZMmatGihUaOHKmDBw9meMzvvvtOTz31lBo3bqzOnTtrzpw52rt3r4KDgxUZGZmutv3792vJkiXq1q2bGjVqpJ49e2r9+vUZjr13716NHDlSLVq0UOPGjRUaGqpVq1al2++nn37SmDFj1L59ezVu3FgdO3bUmDFjnOf85+P/+R6psLAwBQcHKzY2Nt2YISEhGj58uMu24OBgTZgwQfv379eQIUPUpEkTderUSYsWLZIkXb58WX//+9/Vtm1bNWnSRC+99JIuXryY4bkBAADkdcxI4YEzffp02Ww2hYaGymq1aunSpRo1apQmTpyof/zjH+rRo4c6duyozZs3a/bs2SpdurQ6deokKTVwJCUlqVOnTgoICNCFCxcUERGhF154QbNnz1adOnWcx/nmm2/01ltvKSgoSMOGDZPFYtH69ev1/fff37a2GTNm6MaNG+rZs6cKFCigVatWacKECQoKClLt2rWd+61Zs0bvv/++atWqpaFDh6pw4cLau3ev/vnPfyomJkYvvviiJOn06dMaOXKk/Pz8FBoaqhIlSujSpUv68ccfdfLkSdWqVStHexsVFaXvv/9ePXr0UOfOnbV582ZNnz5dBQsW1Pr161W6dGkNHz5cZ8+e1YoVK/S3v/1NM2fOzNEa4Mpkcv0v7ox+GUfPjKNnxtEzY+jXvUGQwgPHZrNp0aJFzvuBypcvr7Fjx+q1117TwoULVb16dUlSt27d1KVLF61cudIZpN5++20VLlzYZbxevXqpb9++WrhwoTNIWa1WTZkyRb6+vgoPD1exYsUkSb1799ZTTz1129pu3rypxYsXO2tr3bq1unXrpi+++MIZpOLi4jR58mS1a9dO7733nvO9ffr00eTJk7Vs2TL16tVLQUFB2rNnj65fv6733ntPNWvWzIHu3dkvv/yihQsXOo+V1sOPP/5Yffv21fjx4132X758uU6fPq1y5crlem0PquLFvSRJfn7ebq4kf6FfxtEz4+iZcfTMGPqVuwhSeOD07t3bZVGFtPBTs2ZNZ4iSJE9PT9WoUUM//fSTc9ufQ9TVq1d18+ZNWSwW1axZU0ePHnW+duLECV28eFGDBg1yhihJKlKkiHr27KlPP/00w9r69OnjUttDDz2kMmXK6OzZs85t3377rW7evKlu3bopMTHR5f1NmzbV559/rn379ikoKEhFixaVJG3fvl2VK1dWwYIFM9WjrKpVq5ZLYEvr4Y4dOxQaGuqyb506dbR8+XKdPXuWIJWLEhNTVLy4l+Ljk+VwuLuavM9kSv3gQb8yj54ZR8+Mo2fG5HS//P0JZBkhSOGBExgY6PJ1WtApXbp0un2LFSumpKQk59e///67ZsyYoT179ig5OdllX9Of5s9jYmIkSWXLlk03ZkbbblebJPn4+OjcuXPOr0+fPi1JeuGFF247zqVLlyRJ7dq108aNG7Vw4UItX75ctWrVUsOGDdW+fXs9/PDDt31/VmVU/+366+2d+o/yn/uLnJf2P1CHQ3z4MIB+GUfPjKNnxtEzY+hX7iJI4YFjNme8xsrdVq27evWqhg0bpmvXrumpp55SpUqV5OXlJZPJpEWLFmn//v25VpvjT/8Kpv1+4sSJ8vf3z3D/tEBToEABzZw5U0ePHtWePXt06NAhhYWFae7cuZo0aZJatmx521pMd7iw2mazZbj9Tj283WsO/oUHAAD5EEEKyKR9+/bp4sWLevfdd9W1a1eX12bNmuXyddrsy2+//ZZunIy2GfHII49IkooXL64GDRpk6j01a9Z0XnJ37tw59e/fX7NmzbpjkEqbSbp8+bLLbNKNGzcUFxenoKCgrJ4CAABAvsfy50Ampc2o/HUGZc+ePS73R0lStWrV5O/vr/Xr1+vy5cvO7VevXtWaNWuyVUfbtm1VoEABhYWF6fr16+lev3Llim7evClJ6e6hkqSAgAD5+vre9ZK6tEsQ9+7d67J9+fLlstvtWaweAADg/sCMFJBJtWvXlp+fn6ZOnao//vhDDz30kE6ePKmNGzeqUqVK+uWXX5z7enh46KWXXtLbb7+twYMHq1u3brJYLIqMjJSPj49iYmLueOncnQQEBOj111/XpEmT1KdPH3Xq1EkPP/ywEhIS9Msvv2jbtm1auXKlSpcurfnz52vPnj164oknFBgYKIfDoe+//16nT5/WoEGD7nic+vXrq2zZsgoLC1NSUpJKly6tn376SUeOHFHx4sWzVDsAAMD9giAFZJK3t7emT5+uadOmacWKFbLZbKpatao++eQTRUREuAQpSerQoYM8PDw0b948hYWFqUSJEurWrZsqV66s8ePHZ2sFva5du6pMmTJaunSp1qxZo+TkZBUvXlxly5bV888/Lz8/P0lS8+bNFRcXp2+//VaXLl1SwYIF9cgjj+jtt99Wt27d7ngMi8Wijz/+WJMnT9aKFSvk6emphg0bas6cOXrmmWeyXDsAAMD9wOTgTm/gnlq6dKmmTp2qhQsX5vgDcR8UdRdbdfiCu6uQnqoqLe/ioUu9tsh6zH2rDxbsHCifyfU1Z1FdnTt/WJJUKqCOhj99SAkJKfL19VJcHEsGZ4bJlLrML/3KPHpmHD0zjp4Zk9P9KlmS5c8zwj1SQC65detWutXtrl69qpUrV8rHx0dVq1Z1U2UAAADILi7tA3JJTEyMxowZo3bt2ql06dKKi4vThg0bFBMTo9dff93lwbsAAADIXwhSQC4pXry4atasqU2bNikhIUEWi0WVKlXSqFGj1LZtW3eXBwAAgGwgSAG5pHjx4vq///s/d5cBAACAXMA9UgAAAABgEDNSAPKdan4mSe5ftqm8T+qzwCwV3LuakTnIS5Lk71fNue3PvwcAADmPIAUgX7HZHVrW2eLuMpwcNod8/lXP3WXIbrepZ8gyl202u1U84QIAgNxBkAKQr1jMJsXFXZbFknfCVF5ltzsIUgAA5BKCFIB8x2q1yeEwubuMfMFEmwAAyBUsNgEAAAAABhGkAAAAAMAgghQAAAAAGESQAgAAAACDCFIAAAAAYBBBCgAAAAAMIkgBAAAAgEEEKQAAAAAwiCAFAAAAAAZ5uLsAADDKw8Mii+XB+TmQ3e6Q3e5wdxkAAOBPCFIA8hWb3SF//2K5Nr7D5pDJYsq18W/HbrfJbLZk+JrNblViwnXCFAAAeQhBCkC+YjGb1H+DTcfjcz5UdCxv0ntNLUoav1+26OQcH/92PJsGyPulGloT2V9x8cddXvP3q6aeIctkNpsIUgAA5CEEKQD5zvF4hw5fyPlxq5ZIDSq26GRZjyXl/AFuw1K+qCQpLv64zp0/fM+OCwAAsu7BuckAAAAAAHIIQQoAAAAADCJIAQAAAIBBBCkAAAAAMIggBQAAAAAGEaQAAAAAwCCCFHJdbGysgoODFRYWluvHCg4O1oQJE1y2hYSEaPjw4VkeMzIyUsHBwTpw4EA2q7s3Dhw4oKefflrNmjVTcHCwIiMj3VbL8OHDFRIS4rbjAwAA5BaeIwVkQVRUlLZt26aQkBCVLl3a3eU4Xb58WePHj9dDDz2kl156SYUKFdJjjz3m7rIAAADuOwQp3PdWr14tk8mU5fd36tRJ7dq1k6enp3PbyZMnNXfuXD3++ON5KkgdO3ZMycnJeuedd9SqVSt3lwMAAHDfIkjhvlegQIFsvd9ischiseRQNbkrLi5OklSsWDE3VwIAAHB/I0ghy1JSUhQeHq69e/fq999/19WrVxUQEKDWrVtr2LBhKlSo0F3H+O6777RixQqdPHlSt27dUkBAgBo1aqSXXnpJnp6estvtWrhwofbs2aMzZ84oKSlJfn5+euKJJ/T888+rePHidz1GSEiIHn74Yc2ZMyfdtjfffFNTpkzR4cOHZTKZ1KBBA7366qvy9/d37hsZGamJEydq9uzZznu95s6dK0l67rnnnPt16dJFzZs31/jx4/XWW2+pR48e6Wrp27evbt68qbVr1xqaJTt16pTCwsJ0+PBhXbt2TYGBgerSpYsGDBjgDHkhISH6448/0tWV2Xu7jPZ6/fr1+uKLL3TmzBlZrVb5+fmpVq1aGjt2rHx9fV32vXjxoqZMmaLdu3fr5s2bqlOnjsaPH6+yZctmugeQsjKxmvaebEzKPlDol3H0zDh6Zhw9M4Z+3RsEKWTZxYsXFRERoVatWqlDhw6yWCw6dOiQFi9erKioKE2fPv2O758xY4YWLlyoChUqqF+/fvL399fvv/+uLVu26LnnnpOnp6du3bqlJUuWqFWrVmrevLkKFSqkY8eOKSIiQj/++KOWLl3qcsmd0fpHjBihFi1aaMyYMTp16pTWrFmjlJQUzZgx47bva9WqleLi4rR27VoNGTJE5cuXlyQFBQWpevXq8vPz07p169IFqSNHjig6OlovvPCCoRB17NgxDR8+XB4eHurTp4/8/Pz0/fff69NPP9WpU6c0adIkSdLYsWO1a9eudHVllpFeb9iwQRMmTFCdOnX03HPPqWDBgjp//rx27dqlS5cuuQSpa9euadiwYapVq5ZGjhypmJgYff755xo7dqxWrFiRb2b73M3X1ytb7/fz886hSh4M9Ms4emYcPTOOnhlDv3IXQQpZFhgYqA0bNsjD439/jfr27atZs2Zp/vz5Onr0qGrWrJnhe48ePaqFCxcqODhYn3zyiQoWLOh8bfTo0c7fFyhQQF999VW62a3HHntMkyZN0rZt29S2bdss1X/27Fm9//77Lu83m81auXKlTp8+rXLlymX4vsqVK+uxxx7T2rVr1aBBAwUHB7u83rVrVy1cuFDR0dGqUKGCc3tERIQsFovhVewmT56sW7duaeHChapcubIk6cknn9Qbb7yhr776Sl27dlX9+vXVokULJScn37auuzHS623btsnLy0uzZs1y+fP/80xYmsTERA0cOFCDBw92bvP19dW0adO0b98+NWrUyFCdD6qEhBTZbHbD7zOZUv9HGh+fLIcjFwq7z9Av4+iZcfTMOHpmTE73y9+fQJYRlj9Hlnl6ejo/RFutVl2+fFmJiYmqX7++pNSwdDtfffWVJGnUqFEuIUqSTCaTc8bGZDI5P9jbbDYlJycrMTFR9erVu+sx7qZkyZLpQlha+Dh79myWx+3evbtMJpMiIiKc265du6bNmzercePGKlmyZKbHunTpkn7++Wc1a9bMGaKk1L4MHTpUkrR169Ys1/pnRnpdtGhRXb9+XTt37pTjLv9Cm81mhYaGumxLG/PMmTM5UvuDwuHI2q/svPdB/EW/6Bk9y5u/6Jn7+oWMMSOFbFm5cqVWr16t6Oho2e2uPy1PTk6+7fvOnDkjk8nkEg5uZ/PmzVq6dKmioqJktVpdXrt8+XLWClfqjNpf+fj4SJKSkpKyNW79+vW1ceNGjR49Wh4eHtq8ebNSUlLUrVs3Q2PFxsZKksvMVpry5cvLbDYrJiYmy7X+VWZ7PWTIEB06dEjjxo2Tj4+P6tatqyZNmqht27by8nK9BK1kyZLpwnJO9BkAAMCdCFLIsqVLl2rq1Klq2LChQkND5e/vL09PT128eFETJkxIF6z+6s8zT7ezZcsWvfHGG6pRo4bGjRungIAAFShQQHa7XaNHj9bdZkPuxGy+/YRsdsaVpB49euj111/X9u3b1bp1a0VERDgXbsirjPS6TJkyWrlypfbt26f9+/fr0KFDmjRpknMhjqCgIOe+udlnAAAAdyFIIcs2btyo0qVLa9q0aS4fln/44Ye7vrds2bL64YcfdPLkydveR5V2jIIFCyosLMzl3p3Tp09nq/bsulsAbNGihUqUKKGIiAhVrFhRP/30kwYPHuxyP1FmpD2jKjo6Ot1rp0+flt1uz3BmLSuM9rpAgQJ64oknnOFw586deumll7Rs2TK99tprOVITAABAXsU9Usgyi8Uik8nkMqtgtVq1aNGiu763ffv2kqSZM2fq1q1b6V5PGzMtoP15dsvhcGj+/PnZKT3bChcuLOn2lxZ6eHioS5cu2rNnj3OpdKOX9UlSiRIl9Nhjj2nHjh365ZdfnNsdDocWLlwoSWrZsqXhcTNipNeJiYnptlWtWlUSl+sBAIAHAzNSyLLWrVtr+vTpGjNmjFq2bKmUlBR9/fXXmZp1qVmzpgYPHqzw8HD1799f7dq1k5+fn2JjY/Xdd98pPDxc3t7eat26tXM59M6dO8tqtWr79u26fv36PTjD26tRo4bMZrMWLFigy5cvq3DhwgoMDHSZXevRo4eWLFmir7/+WnXr1lWZMmWydKxx48Zp+PDhGjZsmHP58507d2r37t3q0KGDc3GP7DLS65EjR8rb21t16tRRQECAkpOTFRkZKZPJpE6dOuVIPQAAAHkZQQpZNnDgQDkcDkVEROijjz6Sn5+f2rZtq65du6pPnz53ff/o0aNVuXJlffHFF1q8eLHsdrsCAgLUpEkT56Vl7du319WrV7V8+XJ98skn8vb2VrNmzTRq1Ci1bt06t0/xtkqVKqV3331X4eHh+uc//ymr1aouXbq4BKlHHnlEwcHB2r9/f5Zmo9JUr15dCxYsUFhYmFatWuV8IO/o0aM1YMCAnDgdScZ63bt3b23evFlr1qxRUlKSfHx8VKVKFb366quGl10HAADIj0wO7vYGcs2YMWN05MgRbdq0Kd3zmZB1dRdbdfhCzo/7VFVpeRcPXeq1RdZj9+4SxYKdA+Uzub7mLKqrc+cPu7xWKqCOhj99SAkJKbJas/YcKX9/b8XF8eyVzKBfxtEz4+iZcfTMmJzuV8mSPEcqI9wjBeSSs2fPas+ePerYsSMhCgAA4D7DpX1ADjt69Kh+/fVXff755/L09Mzw8rurV6/q6tWrdxzHYrHI19c3W7XYbDYlJCTcdT8fHx95enpm61gAAAAPEoIUkMNWrVqlDRs2KDAwUP/4xz+cS5j/2ZIlS5yr+d3Oww8/rMjIyGzVcv78eXXt2vWu+82ePZt7mwAAAAwgSAE5bMKECZowYcId9+ncubNq1659x30KFiyY7Vr8/Pw0Y8aMu+736KOPZvtYAAAADxKCFOAGQUFBCgoKyvXjFCxYUA0aNMj149xr1fxMknL+buPyPqkPWrZUuLc31ZqDvCRJ/n7V0r2W0TYAAOB+BCkA+YrN7tCyzpZcG99hc8jnX/Vybfzbsdtt6hmyLMPXbHar7HaWqQIAIC8hSAHIVyxmk+LiLstiyb0wldfY7Q6CFAAAeQxBCkC+Y7Xa5HCY3F0GAAB4gPEcKQAAAAAwiCAFAAAAAAYRpAAAAADAIIIUAAAAABhEkAIAAAAAgwhSAAAAAGAQQQoAAAAADCJIAQAAAIBBBCkAAAAAMMjD3QUAgFEeHhZZLPnz50B2u0N2u8PdZQAAgGwiSAHIV2x2h/z9i+XIWA6bQyaL6Y772O02mc2WHDmeJNnsViUmXCdMAQCQzxGkAOQrFrNJ/TfYdDw+e0GkY3mT3mtqUdL4/bJFJ2e4j2fTAHm/VENrIvsrLv54to4nSf5+1dQzZJnMZhNBCgCAfI4gBSDfOR7v0OEL2RujaonUIGOLTpb1WFKG+1jKF5UkxcUf17nzh7N3QAAAcF/JnzcZAAAAAIAbEaQAAAAAwCCCFAAAAAAYRJACAAAAAIMIUgAAAABgEEEKAAAAAAwiSAF5wIQJExQcHOyyLSwsTMHBwYqNjXVTVcZFRkYqODhYBw4cyNT+ISEhGj58eC5XBQAAkPMIUgAAAABgEA/kBfKoZ555Rk8//bQKFCjg7lIyrVOnTmrXrp08PT3dXQoAAECuIkgBeZSHh4c8PPLXt6jFYpHFYnF3GQAAALkuf31KA+6RyMhITZw4UTNnztRPP/2kiIgIJSQkqFKlSho3bpxq1aqlgwcPaubMmYqKipKXl5f69OmjZ5991jnGnj17FBERoWPHjikuLk6enp6qUaOGhg4dqscff/yuNYSFhWnu3Llat26dSpcu7dx+5coVhYeHa+vWrYqNjVXhwoVVrlw59e3bV+3bt8/0OV68eFFLly7V/v379ccff+jGjRsKDAxU586dNXDgwHSB6NatW1q+fLm+/vpr/fbbb/Lw8FCZMmXUpUsXPfnkky59mz17tss9X+fOndPUqVO1e/duSVLdunU1duzYTNcKAACQ1xCkgDuYPn26bDabQkNDZbVatXTpUo0aNUoTJ07UP/7xD/Xo0UMdO3bU5s2bNXv2bJUuXVqdOnWSlBoqkpKS1KlTJwUEBOjChQuKiIjQCy+8oNmzZ6tOnTqG60lOTtYzzzyj6OhotW7dWr1795bNZlNUVJR27txpKEidOnVKW7duVYsWLRQUFCSr1ardu3dr+vTpiomJ0VtvveXc99atWxo1apQOHjyohg0bqmPHjipQoIB++eUXbd261Rmkblfz8OHDdf78efXs2VMVKlTQoUOHNGLECN24ccNwD+4XJtO9Pc69Ol5+R7+Mo2fG0TPj6Jkx9OveIEgBd2Cz2bRo0SLnPT/ly5fX2LFj9dprr2nhwoWqXr26JKlbt27q0qWLVq5c6QxSb7/9tgoXLuwyXq9evdS3b18tXLgwS0FqxowZio6O1ptvvqmePXu6vGa32w2NVbduXUVERMj0p39l+/Xrp3feeUcREREaMWKE/P39JUnLly/XwYMHNWTIEI0cOdLQcRcvXqzY2Fi9++676tq1qySpT58++uijj/TZZ58Zqvl+4evrdc+P6efnfc+PmZ/RL+PomXH0zDh6Zgz9yl0EKeAOevfu7bJwQlr4qVmzpjNESXJetvfTTz85t/05RF29elU3b96UxWJRzZo1dfToUcO12O12ffPNNypfvny6ECVJZrOxRTgLFSrk/P2tW7d09epVORwONWrUSJs2bdKxY8fUrFkzSdJXX32lYsWKuVy6mNnjbtu2TX5+furcubPL9sGDBz+wQSohIUU2m7Hgm1UmU+r/SOPjk+Vw3JND5mv0yzh6Zhw9M46eGZPT/fL3J5BlhCAF3EFgYKDL18WKFZMkl3uW/vxaUlKS8+vff/9dM2bM0J49e5ScnOyyrykLc+2JiYm6fPmyGjVqZPi9GbFarVq0aJE2btyos2fPyvGXf2kvX77s/P2ZM2dUpUoVFSxY0PBxYmJiVL169XT3XPn7+8vb+8H9h/lefxBwOO79MfMz+mUcPTOOnhlHz4yhX7mLIAXcwe1mW+62Mt3Vq1c1bNgwXbt2TU899ZQqVaokLy8vmUwmLVq0SPv378+Ncg2ZMmWKVqxYobZt22ro0KHy9fWVh4eHTpw4oU8//TRdsAIAAMD/EKSAXLBv3z5dvHjR5b6gNLNmzcrSmMWLF1exYsV06tSpnChRGzduVN26dfX++++7bD979my6fcuWLavTp0/r5s2bhp9rFRgYqLNnz8pms7kE0Li4uHQzdQAAAPmFsZsqAGRKWmD466zOnj17snR/lJQ6O9a+fXtFR0fryy+/TPe60Rkks9mc7j3Xrl3T8uXL0+3boUMHXb58WfPnzzd83ObNmys+Pl4bNmxw2R4eHm6oXgAAgLyEGSkgF9SuXVt+fn6aOnWq/vjjDz300EM6efKkNm7cqEqVKumXX37J0rjPP/+89u/fr0mTJmnv3r36f//v/0mSoqKiZLVa9Y9//CPTY7Vu3Vpr1qzRG2+8ofr16ys+Pl6RkZHy8fFJt+9TTz2l77//XvPnz9exY8fUoEEDFSxYUNHR0frtt980c+bM2x5n0KBB+uqrr/Tee+/p+PHjqlixog4ePKiff/5ZxYsXN9wDAACAvIAgBeQCb29vTZ8+XdOmTdOKFStks9lUtWpVffLJJ4qIiMhykCpWrJgWLlyoBQsWaOvWrdq6dau8vLxUvnz5Oz7LKSOvvPKKvLy8tHnzZm3fvl0BAQHq0aOHqlevrhdeeMFlX09PT02fPl1Lly7V119/rZkzZ6pAgQIqU6aMQkJC7lrzvHnz9PHHH2vjxo2SUpdeDwsL0/PPP2+sAQAAAHmEycEd5QDymbqLrTp8IXtjPFVVWt7FQ5d6bZH1WFKG+xTsHCifyfU1Z1FdnTt/OHsHlFQqoI6GP31ICQkpslrv3fLn/v7eiotjyeDMoF/G0TPj6Jlx9MyYnO5XyZIP7iq7d8I9UgAAAABgEJf2AfeR69ev68qVK3fdz9/f/x5UAwAAcP8iSAH3kc2bN2vixIl33e/AgQP3oBoAAID7F0EKuI80atRIM2bMcHcZAAAA9z2CFHAf8ff3fyAu26vmZ5KUvbtny/uYJEmWCre/gdYc5CVJ8verlq1jpcmpcQAAgPsRpADkKza7Q8s6W3JkLIfNIZ9/1bvjPna7TT1DluXI8STJZrfKbmfJKQAA8juCFIB8xWI2KS7usiyWnAlT95rd7iBIAQBwHyBIAch3rFabHA6Tu8sAAAAPMJ4jBQAAAAAGEaQAAAAAwCCCFAAAAAAYRJACAAAAAIMIUgAAAABgEEEKAAAAAAwiSAEAAACAQQQpAAAAADCIIAUAAAAABnm4uwAAMMrDwyKLJW//HMhud8hud7i7DAAAkEsIUgDyFZvdIX//Ypne32FzyGQx3XU/u90ms9mSndJc2OxWJSZcJ0wBAHCfIkgByFcsZpP6b7DpePzdA0rH8ia919SipPH7ZYtOvu1+nk0D5P1SDa2J7K+4+OPZrtHfr5p6hiyT2WwiSAEAcJ8iSAHId47HO3T4wt33q1oiNcTYopNlPZZ02/0s5YtKkuLij+vc+cM5UiMAALi/5e2bDAAAAAAgDyJIAQAAAIBBBCkAAAAAMIggBQAAAAAGEaQAAAAAwCCCFAAAAAAYRJAC7uDAgQMKDg5WZGSku0txq+HDhyskJMTdZQAAAOQZBCk88GJjYxUWFqaoqCh3lwIAAIB8ggfy4oEXGxuruXPnqnTp0qpSpYq7y8mTZsyYIYfD4e4yAAAA8gxmpOAWKSkp7i4BBnh6eqpAgQLuLgMAACDPYEYKWRIZGamJEydqxowZ+vHHHxUZGan4+HiVLVtWQ4YMUfv27Z37hoSE6OGHH9Yrr7yi6dOn68iRI/Lx8dG6deskSYcOHdK8efP073//W1arVeXKlVOfPn3UvXt3l2MePXpUq1at0s8//6zz58/LYrGoUqVKGjhwoFq2bOmy74QJE7R+/Xpt27ZNn376qbZs2aKUlBRVrVpVr7zyimrWrOlyHpI0ceJE5+/r1q2rOXPmuIy5bt06LV26VGfPnpWfn5/69OmjwYMHp+vNtm3btHjxYp08eVImk0mVK1fWoEGD1KJFi3T7njhxQgsXLtThw4eVnJysEiVK6P/9v/+nF154QQEBAerYsaPKlCmjBQsWpHvv4sWLNW3aNM2ZM0d169ZVSkqKwsPDtXfvXv3++++6evWqAgIC1Lp1aw0bNkyFChVyvvfAgQN67rnn9Le//U0Oh+Ou5zV8+HD98ccfLveKpW1bsGCBpkyZot27d+vmzZuqU6eOxo8fr7Jlyzr3vXHjhhYtWqSvv/5a58+fl6enpwICAtS4cWO9+OKL6c4NAAAgryNIIVs+/fRTXbt2Tb1795aUGkzeeust3bx502VxgvPnz+v5559XmzZt1KpVK129elWStGPHDo0fP15+fn4aMGCAihQpom+++UaTJk1STEyMRo4c6Rxj27ZtOn36tNq0aaOHH35YSUlJWr9+vcaPH69JkyapQ4cO6eobNWqUfH199eyzzyopKUnLli3Tiy++qHXr1snLy0t16tTRkCFDtHDhQvXo0UN16tSRJJUoUcJlnNWrV+vSpUvq2rWrvL29tWnTJn366acKCAhwOe7KlSv1wQcfqFy5cnr22WclSevXr9e4ceP05ptvqmfPns59v//+e7366qsqXLiwunXrpkceeUTx8fHavXu3fvnlFwUFBalLly5aunSpTp8+rXLlyrnUtG7dOpUpU0Z169aVJF28eFERERFq1aqVOnToIIvFokOHDmnx4sWKiorS9OnT0/Uns+d1O9euXdOwYcNUq1YtjRw5UjExMfr88881duxYrVixQhaLRZL0wQcfaN26dercubP69+8vm82ms2fPav/+/Xc9Rn5nMuWN47u7jvyCfhlHz4yjZ8bRM2Po171BkEK2JCYm6vPPP1fRokUlSb1791ZoaKimTJmitm3bOmdBYmJi9Pbbb7vMMtlsNn344YcqXLiwwsPDVbJkSUlS3759NWLECIWHhyskJERlypSRJD3zzDMaNWqUy/FDQ0PVr18/zZ8/P8MP/lWrVtXrr7/u/LpChQp6/fXX9dVXX6lXr14KCgpSgwYNtHDhQj322GPq1KlThud57tw5rVq1ynme3bp1U5cuXbRixQrncS9fvqxp06YpKChIixYtculJ//79NXXqVLVt21be3t66fv26Jk6cqKJFi2rZsmV66KGHnMcaNmyY7Ha7JKlHjx5aunSpIiIiXGZufvzxR50+fVqjR492bgsMDNSGDRvk4fG/b+u+fftq1qxZmj9/vo4ePeqciTNyXneSmJiogQMHusxg+fr6atq0adq3b58aNWokKTUEN27c2Dnj96Dw9fVydwlOfn7e7i4hX6FfxtEz4+iZcfTMGPqVuwhSyJbevXs7P4RLUtGiRdWrVy/NmDFDBw8eVJMmTSRJPj4+6ZbPPn78uM6dO6d+/fo5Q5SUej/OoEGDNG7cOG3fvl0DBw6UJBUuXNi5z/Xr13X9+nVJUr169bR69WpduXLFpRZJ6tevn8vXwcHBkqSzZ88aOs+QkBCXsQsVKqRatWrp559/dm7bu3evrl27ptDQ0HQ9CQ0N1UcffaS9e/eqTZs22r17txITEzVq1CiXEJXGbE69fbFs2bKqW7euNm7cqJEjRzpDUkREhCwWi7p06eJ8j6enp/P3VqtVV69eld1uV/369W8bpDJzXndiNpsVGhrqsq1evXqSpDNnzjiDVNGiRRUdHa1ffvlFlSpVytTY94OEhBTZbHa31mAypf6PND4+WawXcnf0yzh6Zhw9M46eGZPT/fL3J5BlhCCFbPnr5WaSVL58eUmps1BpAgMDnZd5pYmNjZWUOkv0VxUrVkw3xqVLlzRr1ixt375dly5dSveejIJUYGCgy9fFixeXJCUlJd3ulDL013Gk1HD453HSas3ofNK2pe1z5swZSakzZnfTs2dPvf3229q5c6datGihlJQUffvtt2ratKn8/Pxc9l25cqVWr16t6Oho56xWmuTk5Cyd152ULFlSBQsWTPd+ybXHr7zyiv72t78pNDRUgYGBCg4OVtOmTdWsWTNnaLxf5ZX/4TsceaeW/IB+GUfPjKNnxtEzY+hX7iJI4Z7480IHWeFwODRq1Cj9+uuvCg0NVfXq1VW0aFGZzWZFRkbqq6++ShccJKULb38ez4jbjXMvtGrVSj4+PoqIiFCLFi20efNmXbt2Ld1iHEuXLtXUqVPVsGFDhYaGyt/fX56enrp48aImTJhgqD+ZdacQ9Ocet2jRQuvWrdOuXbt06NAh7du3TxEREapTp45mzpzpMpsGAACQHxCkkC2nT59Ot+3XX3+VlPFsx5+lvR4dHZ3utbRtafucOnVKJ0+e1LBhwzRixAiXfb/88kujZbsw5dCdmEFBQZJSa69fv77La3/tSdqKdlFRUWrYsOEdxy1QoIA6d+6sFStWOBeUeOihh5yXzaXZuHGjSpcurWnTprkEnB9++CF7J5ZDfHx81KlTJ3Xq1EkOh0OffvqpFi9erO3bt6tNmzbuLg8AAMCQ+/uaGuS6VatW6cqVK86vr1y5otWrV8vb21uPP/74Hd9btWpVlSpVSpGRkYqLi3Nut1qtWrJkiUwmk5o3by7pfzMff51J+uWXX7Rt27ZsnUORIkUkGb/c768aNGigwoULa8WKFS7PyUpJSdGKFStUpEgRZ2hq2LChihcvrmXLlrmce5q/nmePHj1ks9k0bdo0HTlyRF26dEk3m2SxWGQymVzea7VatWjRomydV3bZbLZ0lxWaTCbnw4+z23cAAAB3YEYK2VK8eHENHjzYuZBEZGSkzp07p7fffvuul/NZLBa9+uqrGj9+vAYPHqwePXqoSJEi2rx5s44cOaIhQ4Y4V+wrX768KlSooMWLF+v69esqW7aszpw5ozVr1qhSpUo6fvx4ls+hfPny8vLy0qpVq1SoUCF5e3urRIkSzkUTMsvb21tjxozRBx98oKefftq5EMT69et19uxZvfnmm857uAoVKqR33nlHr732mp588knn8ucJCQnas2eP+vXr5/LcqfLly6t27dratGmTTCaTunbtmu74rVu31vTp0zVmzBi1bNlSKSkp+vrrr11W8XOHq1evqkOHDmrWrJmqVKkiX19fxcbGatWqVSpWrJiaNWvm1voAAACygiCFbBk9erR+/PFHrVy5UpcuXVKZMmVu+0ynjDRr1kwzZ87U/PnztWTJEt26dUvlypVLt1S6xWLRJ598oqlTp2r9+vW6du2aKlasqAkTJujkyZPZClKFChXSe++9p1mzZunjjz/WzZs3VbduXcNBSpL69Okjf39/LVmyRHPnzpUkPfroo5o8eXK6B/I2b95c8+bN08KFCxUREaGrV6+qRIkSqlOnToYr2/Xo0UM//vijgoODnZcR/tnAgQPlcDgUERGhjz76SH5+fmrbtq26du2qPn36GD6XnFKoUCE99dRT2rdvn/bt26erV6/K399fzZo105AhQ1xWbAQAAMgvTA6jd90DSp15mjhxombPnu1cUhy5a/PmzXrjjTcMBdX7Vd3FVh2+cPf9nqoqLe/ioUu9tsh67PaXEBbsHCifyfU1Z1FdnTt/ONv1lQqoo+FPH1JCQoqsVvcvf+7v7624OJYMzgz6ZRw9M46eGUfPjMnpfpUsyfLnGeEeKSCfWLlypYoXL65WrVq5uxQAAIAHHpf2AXnYpUuXtG/fPv344486dOiQRo0apQIFCri7LAAAgAceQQrIw6Kjo/X222/L29tbvXr10oABA9xdEgAAAESQQhaFhIQ4V+pD7gkODtaBAwfcXQYAAAD+gnukAAAAAMAgZqQA5DvV/EyS7r4MUXkfkyTJUuHOqw2Zg7wkSf5+1bJdW06OAwAA8i6CFIB8xWZ3aFlnS6b3d9gc8vnX3Z8JZrfb1DNkWXZKc2GzW2W3s0YvAAD3K4IUgHzFYjYpLu6yLJbMhyl3sNsdBCkAAO5jBCkA+Y7VapPDYXJ3GQAA4AHGYhMAAAAAYBBBCgAAAAAMIkgBAAAAgEEEKQAAAAAwiCAFAAAAAAYRpAAAAADAIIIUAAAAABhEkAIAAAAAg3ggL4B8x8PDIosl534OZLc7ZLc7cmw8AABw/yNIAchXbHaH/P2L3XU/h80hk8Xk/Nput8lsttxmTKsSE64TpgAAQKYRpADkKxazSf032HQ8/vahp2N5k95ralHS+P2yRSfLs2mAvF+qoTWR/RUXf9xlX3+/auoZskxms4kgBQAAMo0gBSDfOR7v0OELt3+9aonUQGSLTpb1WJIs5YtKkuLij+vc+cP3okQAAHCfY7EJAAAAADCIIAUAAAAABhGkAAAAAMAgghQAAAAAGESQAgAAAACDCFIAAAAAYBBBCkCuCQkJ0fDhw91dBgAAQI4jSAEAAACAQQQpAAAAADCIIAUAAAAABnm4uwAAeUdKSorCw8O1d+9e/f7777p69aoCAgLUunVrDRs2TIUKFZIk2e12ff7551q3bp1iY2NlMpnk5+en2rVr680335SHh+s/LadPn9aUKVN0+PBhmUwmNWjQQK+++qr8/f3dcZoAAADZRpAC4HTx4kVFRESoVatW6tChgywWiw4dOqTFixcrKipK06dPlyQtWLBAs2fPVtOmTdWrVy+ZzWbFxsZqx44dunnzpkuQunjxokaMGKEWLVpozJgxOnXqlNasWaOUlBTNmDHDXaeaIZPJ3RXkvLRzuh/PLTfQL+PomXH0zDh6Zgz9ujcIUgCcAgMDtWHDBpcg1LdvX82aNUvz58/X0aNHVbNmTW3dulXly5fXlClTXN4/evTodGOePXtW77//vtq2bevcZjabtXLlSp0+fVrlypXLtfMxwtfXy90l5Co/P293l5Cv0C/j6Jlx9Mw4d/esVatWql+/vv75z3+6tY7Mcne/7ncEKQBOnp6ezt9brVZdvXpVdrtd9evXdwlSRYsW1YkTJ/Tjjz+qdu3adxyzZMmSLiFKkoKDg7Vy5Uqd/f/t3XdYFFfbB+DfUqVLswEqKosFUMSCipEigoUgCDZUrIkFNZbE9kZNXnuJ3WBFETBKE7GjYkHFltgAja+IQUDpHaTsfH/w7cRxF2SXJvjc1+UlnD1z9swzh9l9Zs7MJCZ+MYlUVlYByssFDd2NWsfjVXyQZmTkgWEaujdfPoqX5ChmkmtKMZOR4UG9uQrkZBr21EeZgEFudgEEAukC+vbtWwQEHMX9+/eQnp4GOTl5dOzYEba29nB2doGiYsXU9vJyAYqLS5Genleb3a+RwsJCBAQcQ2zsM8TGxiAvLxcrVqzCpEnja22M6ehQQiYOJVKEEI7AwEAEBwcjPj4eAgE3scjLq/jgmDNnDhYvXozp06dDV1cXFhYWsLKygp2dHScZAyrOcn1KQ0MDAJCTk1NHayGdxv6FpioM07TXr7ZRvCRHMZNcU4gZj8eDnAwPHmfLEZfRMCvTRZsH/+Gy4PF4YKQI6O3bUfj55yWQl1eAo+NwdOjQEaWlpXjy5BH27NmB+Ph4LFmygrPMl7TdsrOz4eNzAC1btkKnTkb466+HbP+awhj7klEiRQhh+fn5Yfv27bC0tMTYsWOho6MDeXl5pKWlYfXq1WxiZWZmhlOnTuHOnTt48OABHj58iAsXLuDQoUM4ePAgmygBFdP4KiPNBx4hhJAvT1wGg79SG+rdpf8sSU5OwqpVy9GqVWvs2OHNuQnSqFGj8fZtIm7fjqqNTtYZbW0dhIVdgLa2Dp4/j8X06ZMauktfDUqkCCGsc+fOoU2bNti5cycnAbp9+7ZIXWVlZdjZ2cHOzg5AxZmsjRs3IiwsDJMm0U6cEELIly8gwBdFRYVYuvRnsXeS1dc3wOjR4ypdPjc3B76+Prh37w5SUpLB48nA1LQ7Zs70gpERn1M3KOgPnDoVgpSUJMjLK0BPTx9jxnhgyBBHAEBhYQEOHPDGzZvXkJGRDhUVVXTqZIRZs+bB2LhzpX1QUFCAtjbdBbchUCJFCGHJyopOjSgrK8ORI0c49bKzs9G8eXNOWefOFTv53Nzcuu4mIYQQUitu3bqJNm30YGraXarlk5OTcPPmNdjYDEbr1m2QlZWJsLAQzJ37Hfz8AqGjowsAOH06FNu3b4G1tR3c3ceipKQEr169RGzsMzaR2rx5Pa5duwJX19EwNDRETk4Onjx5hDdvXleZSJGGQ4kUIYRlZ2eH3bt3Y968ebCxsUFBQQEuXrwo8lwoNzc3mJqaolu3btDV1UV6ejpCQ0MhLy+PIUOGNFDvCSGEkOorKMhHWloqBg4cJHUbHTp0wvHjIZxZHA4Ow+Dh4YYzZ8IwefJ0AMCdO1EwNOyANWs2VtrWnTtRcHIaiblzF7BlHh6eUveN1D1KpAghrIkTJ4JhGISFhWHr1q3Q1taGvb09vv32W7i7u7P1JkyYgFu3buHEiRPIz8+HlpYWTExMMGXKFPD5/CregRBCCPkyFBQUAKiYqi4tBQUF9ufy8nLk5+dBSUkZBgbt8OLFc/Y1VVU1pKWlIi4uBl26dBPblqqqGmJjY5CensaeySJfNkqkCCEsWVlZTJkyBVOmTBF57cGDB+zPkydPxuTJkz/bXnh4uNjyXr16cdojhBBC6puKSsXzAwsLC6VuQyAQIDDwOEJDg5CSkozy8nL2tY9vvOTh4YkHD+5hxgxP6OsboHdvS9jbO8DMrAdbZ9aseVi7djVcXYfD2LgzLC0HwNFxOPT09KXuH6lblEgRQgghhJCvjoqKKnR0dBEf/0rqNnx9D+PgQW8MH/4tpk+fCXV1DfB4POzcuZXzCJH27Q0REBCM27dv4u7dO7h+/SpCQwMxZcoMTJv2PQDAzs4e3bub48aNSNy/H43jx4/B398Xa9duQr9+A2q8vqT2USJFCCGEEEK+Sv37W+H06VA8e/YEJiZmEi9/7dpV9OzZC8uWreSU5+fnQ0OjOadMSUkJdnZDYGc3BKWlpVix4kf4+h7GhAmToaioCADQ0dGBq6s7XF3dkZWVialTJ8DX9zAlUl+oyh/wQgghhBBCSBPm4eEJJSUlbNiwBpmZGSKvJyW9xcmTxytdXkZGRuSZiFevXkZaGvehWjk52Zzf5eXl0b69IRiGQXl52f9fX5XPqaOpqQUdHR2UlpZKuFakvtAZKUIIIYQQUiNdtHmoyYNxa/7e0tHT08eqVWuwcuVyeHi4w9FxODp06IjS0lI8e/YEkZGXMXToiEqXHzBgIHx8DmDdul9gYmKG+Pj/4dKlC2jTRo9Tb8ECL2hra8PUtDu0tLSQkJCAkJCT6NdvAJSVVZCXlwdX12GwtrZDp05GUFJSxoMH9xAXFwsvrx8+ux7BwSeQl5eH9PR0AMCtWzdQUJCNwsIPGDVqLFRVVaWOEakcJVKEEEIIIUQqAgGDMgED/+GyDdqPMgEDgUC6RM7KahCOHj2OgIBjiIq6jlOngiAvr4COHTvBy+sHODm5VLrsxIlTUFRUhIiIC7hy5RL4/M7YtGk7vL13ceo5O7siIuICTpzwR1FREXR1W8DNbQw8PacBAJo1awYXFzfcu3cX169HgmEE0NMzwKJFS+Hi4vbZdTh+3A/v3qWwv1+/Honr1yMBAEOGDKNEqo7wmE/PRxJCyBfO42w54jIq33UNNeRh7UBZ5Px4H+XxeZAf2BJqP3RDSLgH0jPiOHV1tLvA1ckfWVkFKCsTVNJi48XjATo6akhPzwPt7T+P4iU5ipnkmlrMZGR4kJGR/qxQdWlqqiArq0Dsa4IaJFJNUW2PMV1dtZo30gTRGSlCSKNSXs0jn0w5A43NvdnfBYJyuDr5V9JmGX0AE0KIlOojieH9f55WXi5oEsknaRookSKENCqyMjykp+dCVrb2ppHQkUxCCCGESIoSKUJIo1NWVg6GqftpJIQQQgghlaHbnxNCCCGEEEKIhCiRIoQQQgghhBAJUSJFCCGEEEIIIRKiRIoQQgghhBBCJESJFCGEEEIIIYRIiBIpQgghhBBCCJEQJVKEEEIIIYQQIiFKpAghhBBCCCFEQpRIEUIIIYQQUg1ubk5Yu3Z1Q3eDfCHkGroDhBAiKTk5WcjKVu84kEDAQCBg6rhHhBDy9ZKR4UFGhlcv71XZvr+m+/qkpLfw9z+K+/fvISMjDXJy8ujYsSNsbOzh7OwCRcVmUrddH0pKSnDwoDcuXjyHvLw8dOrUCYsXL4KxsVlDd61Jo0SKENKolAsY6Oioc8qYcgY82X8/xAWCcsjIyP5//TJkZxVTMkUIIXVARoYHrebK4FXz4FZNaWqqiC1nygXIzC6Ual9/+3YUfv55CeTlFeDoOBwdOnREaWkpnjx5hL17d+D163gsWbKipl2vU2vXrsa1a1cwevR46Osb4Pz5M/juu++wc6c3zMx6NHT3mixKpAghjYqsDA8eZ8sRl1HxYTnUkIe1A2WR8+N9lMfnQX5gS6j90A0h4R4AAFcnf8jI8CiRIoSQOiAjwwNPVobdBzcE2Q5q0NjcW6p9fXJyElatWo5WrVpjxw5v6OjosK+NGjUab98m4vbtqNrucq2KjX2GK1cuYfbs+Rg/fiIAYOjQ4Zg8eRz27t0Jb+/DDdzDposSKUJIoxOXweCv1IqfO2tVfGiWx+ehLDYHsoaqAID0jLiG6h4hhHx1hPvgxiYgwBdFRYVYuvRnThIlpK9vgNGjx1W6fG5uDnx9fXDv3h2kpCSDx5OBqWl3zJzpBSMjPqduUNAfOHUqBCkpSZCXV4Cenj7GjPHAkCGOAIDCwgIcOOCNmzevISMjHSoqqujUyQizZs2DsXHnSvtw7doVyMrKwtnZhS1TVFSEm5sbfvvtN7x//w4tW7aSLDCkWiiRIoQQQgghX6Vbt26iTRs9mJp2l2r55OQk3Lx5DTY2g9G6dRtkZWUiLCwEc+d+Bz+/QOjo6AIATp8OxfbtW2BtbQd397EoKSnBq1cvERv7jE2kNm9ej2vXrsDVdTQMDQ2Rk5ODJ08e4c2b11UmUn///QIGBm2hoqLKKTczq7g+6uXLvymRqiOUSBFCCCGEkK9OQUE+0tJSMXDgIKnb6NChE44fD4GMzL/XiDk4DIOHhxvOnAnD5MnTAQB37kTB0LAD1qzZWGlbd+5EwclpJObOXcCWeXh4frYPGRnp0NYWPZumq1uRxKWnp1V7fYhk6PbnhBBCCCHkq1NQUAAAUFZWlroNBQUFNokqLy9HTk42lJSUYWDQDi9ePGfrqaqqIS0tFXFxMZW2paqqhtjYGIkTnw8fPkBeXl6kXFFREQBQUvJBovZI9dEZKUIIIYQQ8tVRUam4A2BhYaHUbQgEAgQGHkdoaBBSUpJRXl7OvqahocH+7OHhiQcP7mHGDE/o6xugd29L2Ns7cO6oN2vWPKxduxqursNhbNwZlpYD4Og4HHp6+lX2QVFREaWlpSLlHz5UJFAKCopSrx+pGiVShBBCCCHkq6OiogodHV3Ex7+Sug1f38M4eNAbw4d/i+nTZ0JdXQM8Hg87d26FQCBg67Vvb4iAgGDcvn0Td+/ewfXrVxEaGogpU2Zg2rTvAQB2dvbo3t0cN25E4v79aBw/fgz+/r5Yu3YT+vUbUGkftLV1xJ7FSkurKBNep0VqH03tI4QQQgghX6X+/a2QlPQWz549kWr5a9euomfPXli2bCUGD3ZAnz6W6N27L/Lz80XqKikpwc5uCJYvX4Xg4DPo398Kvr6H2TNHAKCjowNXV3esX78VgYGnoaGhAV/fqm9fbmRkjMTEf1BQwH3Px48f///rfHGLkVpAiRQBADx48ACTJ0/GN998g169eiE8PBwPHjxgf/5aODk54bvvvqtW3fDwcPTq1QsPHjz4Yvr0pWiMfSaEEPL18fDwhJKSEjZsWIPMzAyR15OS3uLkyeOVLi8jIwOG4T676urVy0hLS+WU5eRkc36Xl5dH+/aGYBgG5eVlKC8vF0m+NDW1oKOjI3ba3sesre1QXl6OsLBQtqykpAQhISHo2tWE7thXh2hqH0Fubi5+/PFHtGjRAj/88AOaNWsGMzMzvHv3rqG7RgghhJBGQLaDWqN8bz09faxatQYrVy6Hh4c7HB2Ho0OHjigtLcWzZ08QGXkZQ4eOqHT5AQMGwsfnANat+wUmJmaIj/8fLl26gDZt9Dj1Fizwgra2NkxNu0NLSwsJCQkICTmJfv0GQFlZBXl5eXB1HQZrazt06mQEJSVlPHhwD3FxsfDy+qHKdejWzQQ2NoOxb99uZGdnQk/PABcunEFSUhJ27NgrdWzI51EiRRAbG4u8vDz8/PPPsLW1Zcu/xkQqODgYPB6vobtBCCGENAoCAQOmXACNzb0btB9MuQACAfP5imJYWQ3C0aPHERBwDFFR13HqVBDk5RXQsWMneHn9ACcnl0qXnThxCoqKihARcQFXrlwCn98ZmzZth7f3Lk49Z2dXRERcwIkT/igqKoKubgu4uY2Bp+c0AECzZs3g4uKGe/fu4vr1SDCMAHp6Bli0aClcXNw+uw7/+c8vOHiwNS5ePIe8vDx07NgJ3t7e6NKlBxjpwkKqgRIpgvT0dACAurp6A/ek4SkoKDR0FwghhJBGQyBgkJldCBmZuj8Iqampgqysgkr7IW0iBQAGBm2xZMmKz9YLCuJe7qCgoAAvrx9Ezhrt3r2f87uzsyucnV0rbVdeXh6zZ8/H7NnV7/PHFBUVMWfOfMyZMx8AwOMBOjpqSE/Pk65BUi2USDWw8PBw/PLLL/j999/x/PlzBAUFITU1Fa1bt8bUqVMxYgT3dPKpU6cQGBiIhIQEyMnJwcTEBDNmzECPHj049Xr16oURI0bA1dUVu3fvRmxsLBQVFWFtbY1Fixaxz0xwcnJCSkoKAGDmzJns8pVd9yMQCODj44Po6Gj8888/yMnJgba2NqysrDBr1iw0b94cAJCXlwcHBwcMGDAAmzdvFmln9+7dOHLkCPz9/WFsbIy0tDT4+fnh/v37SElJwYcPH6Cnp4fhw4dj4sSJkJWVlTpmksTNyckJrVu3xv793B1gaGgo/Pz8kJycjJYtW2L06NFQVeU+Qby6hP3fs2cPHj16hPDwcGRkZKBdu3aYMmUKHBwcxC6XkJCAbdu24a+//gKPx0Pfvn3x008/QUeH+xC+/Px8HD58GFevXsX79++hoqKCPn36YPbs2dDX//cWqnUZR3EeP36MQ4cO4cWLF8jLy4OGhgaMjIwwY8YMmJqaShZEKXytJxqF6/21rr+kKF6So5hJrqnFrOI6n7o97SGMlUAgqPQMS1OJZ21oamPsS0WJ1Bdiz549+PDhA1xdXaGgoICgoCCsXr0a+vr67JfUnTt3wtfXF926dcPs2bNRWFiI0NBQfP/999i6dSusrKw4bf79999YsGABnJyc4ODggIcPHyIsLAwyMjJYsaLiqMuiRYtw69YthIaGYsqUKTA0NKyyn6WlpTh27BhsbW0xaNAgNGvWDLGxsQgLC8OjR4/g5+cHeXl5qKmp4ZtvvsH169eRk5PDeZaCQCDA+fPnYWRkBGNjYwDAy5cvERkZCWtra+jr66OsrAx37tzB7t27kZSUxPZX0phJE7dPBQQE4LfffgOfz8ecOXNQXFwMPz8/aGpqVrnc5+zatQtFRUVwc6s4ZR8eHo4VK1agpKQETk5OnLppaWn4/vvvYW1tjXnz5uHly5cICQlBQUEB9uzZw9bLz8/H1KlT8e7dO3z77bfo0KED0tPTERQUhMmTJ+PYsWNo3bp1vccxISEBc+bMgba2NsaOHQstLS1kZmbi0aNH+Pvvv+s8kdLUVKnT9hsDbe2Gu36hMaJ4SY5iJjmKmeQoZpKheNUtSqS+ECUlJfD19WWfTG1nZwdnZ2ecPHkSPXr0QEJCAo4dO4bu3bvD29ubrTdy5Ei4u7tj48aN6NevH+fMzcuXL+Hj4wMTExMAwKhRo1BQUIDTp09jwYIFUFZWhrW1NfLy8hAaGoq+ffuiV69eVfZTQUEBFy5cQLNmzTjlZmZmWLNmDa5duwZ7e3sAwIgRI3D58mVcunQJ7u7ubN0HDx7g/fv3GDduHFvWs2dPhIWFca5PGj9+PH7++WeEhYXh+++/Fznz8rmYAZAqbh/Ly8vD3r17YWhoiMOHD7Pr7eTkxCZA0srOzsYff/zBntlyc3PD2LFjsW3bNtjb23NinJiYiPXr17OxBSruFCQ8O9S+fXsAgLe3N5KSkuDj4wM+/9/bnTo5OWHs2LHYt28fVq9ezelHfcQxOjoaxcXFWLt2LTse61NWVgHKywWfr9gE8XgVH6QZGXk0T74aKF6So5hJjmImOYqZZGo7Xjo6lJCJQ7c//0K4u7uzX04BoEWLFmjbti0SExMBANevXwfDMJg0aRKnnq6uLjs978WLF5w2TU1NRb609u7dG+Xl5UhOTpaqnzwej/2CX15ejry8PGRnZ6N374qLTJ89e8bWtbS0hLa2Ns6ePctp4+zZs5CVlcXQoUPZsmbNmrFJVGlpKXJycpCdnY1+/fpBIBAgNjZWpC+fixkgXdw+JkwA3N3dOYlNy5Yt4ejoWHWwPsPNzY0zPVBVVRWjRo1Cbm4uHj58yKmrq6vLSaIAsEmvcH0ZhsH58+dhbm6OFi1aIDs7m/2npKQEExMTREdHi/SjPuIoXM/r169znpdRnxjm6/33ta8/xYti9iX+o5hRzBpTvIh4dEbqC6GnpydSpqGhwd45T5j4dOzYUaSesCwpKQldu3b9bJsAkJOTI3VfIyIi4OfnhxcvXqCsrIzzWm5uLvuznJwcHB0d4e/vjzdv3qBdu3YoKipCZGQkm2QJlZWV4ciRIzh37hwSExPx6TMZPm73c+v38d0GpYnbx5KSkgCAPePzsQ4dOohdprrEtSmcWil8X6HqbMusrCzk5OQgOjoagwcPFvueMjKix07qI45DhgzBuXPn4OPjg4CAAJiamsLS0hIODg4iUw0JIYQQQhoDSqS+EOK+4AIQSSgkUdk0q5q0e/XqVSxbtgzdunXD4sWL0bJlSygoKEAgEGDu3Lki7Q4fPhz+/v44e/YsZs+ejatXr6KwsFDkRgbbtm3DiRMnYG9vj6lTp0JTUxNycnJ4/vw5du3aJba/dRGzL1Vl6wr8u77C//v06QNPT88at12bcVRQUMDevXvx7NkzREdH488//8S+fftw4MABrFmzBjY2NrX2XoQQQggh9YESqUZCeNbg1atXnDuvAUB8fDynTl06d+4cFBUVsW/fPs5Ut4SEBLH1+Xw++Hw+zp8/j1mzZuHs2bPsjSg+bbdnz55Yv349p/zj6WXSqGnchK8lJCSgT58+YpeXlriYvX79+rN9qoympibU1NRQUFCAvn371qhvn6qt8WdiYsJON3337h08PDzw+++/UyJFCCGEkEaHrpFqJL755hvweDwcO3aMM50uPT0d4eHhaN26NXsHvLokPHshEPx74T7DMDh06FClywwfPhwpKSm4cOECHjx4AHt7eygqKoq0++kZkKKiIgQEBNSovzWNW9++faGoqIjAwEAUFxez5e/fv8fFixdr1LegoCDk5+ezv+fn5yM4OBhqamqwsLCQuD0ZGRk4OjoiJiYGly9fFlsnMzNTqr7WNI7Z2dkiZS1btoSmpmaNppkSQgghhDQUOiPVSLRv3x4TJ06Er68vZsyYAXt7e/b204WFhfjvf/9b5VS+2mJnZ4erV69i5syZGD58OMrKynD9+nVOkvGpoUOHYufOndiwYQMEAoHY5xPZ2dkhJCQEy5YtQ58+fZCRkYHw8HDObdOlUdO4qaurY9asWdi+fTumTp2KYcOGobi4GCEhITAwMKjyBguf07x5c3h6erK3Og8PD8e7d+/wn//8R+SuiNU1Z84cPH78GMuWLcOVK1dgamoKeXl5pKSk4NatW+jSpYvIXfuqo6ZxPHToEKKjo2FlZQU9PT0wDIObN28iISEBkyZNkmpdCSGEEEIaEiVSjci8efNgYGCAwMBA7N69G/Ly8ujWrRvWrFkDc3PzeumDg4MDCgsLERAQgB07drDT9Ly8vGBnZyd2GS0tLfTv3x83b95E27ZtYWZmJlJn4cKFUFFRQUREBK5fv46WLVvCxcUFXbt2xWxpH/P9/2oatwkTJkBJSQn+/v7Ys2cPWrZsiQkTJkBVVRW//vqr1P2aO3cuHj16hMDAQGRmZqJt27ZYs2ZNje4GqKqqisOHD8PPzw8RERG4ceMGZGVl0aJFC/To0QMjR46Uuu2axHHQoEFIT0/H5cuXkZmZCUVFRRgYGOA///kPnJ2dpe4TIYQQQkhD4TFN8cp8Qr5g4eHh+OWXX+Dt7f3Z53YR8Xr6luGv1Iqfx3UGAkbIIXPUVZTF5kBxuB40tvTB/iM9AQDfTf4TWVkFKCv7ep8jpaOjhvR0evZKdVC8JEcxkxzFTHIUM8nUdrx0dek5UuLQNVKEEEIIIYQQIiGa2kdILRA+RPhzNDU166E3hBBCSP2RkeFBRoZXL+8lKyv+HIBAwEAgqPtTVW5uTjA3t8CKFavr/L3Il48SKUJqwePHjzFz5szP1jt9+nQ99IYQQgipHzIyPDTXbAZZmfr5SqmpqSK2vFxQhuysYqmTqaSkt/D3P4r79+8hIyMNcnLy6NixI2xs7OHs7AJFReluAlUf4uJicP78Gfz550O8e5cMdXUNmJiY4qefFkNNTaehu9ekUSJFSC3g8/nYs2fPZ+tpa2vDycmJvVMfIYQQ0pjJyPAgKyOHkHAPpGfENUgfdLS7wNXJHzIyPKkSqdu3o/Dzz0sgL68AR8fh6NChI0pLS/HkySPs3bsDr1/HY8mSFXXQ89rh738UT58+ho3NYHTsaISMjHSEhATC1dUV+/YdhqFhp4buYpNFiRQhtUBdXb3WH4JLKtdFmweg4sPSUKNiOolsh4oLYWX0K45W6mh3aZC+EULI1yg9Iw7v3v/V0N2QWHJyElatWo5WrVpjxw5v6Oj8ewZn1KjRePs2EbdvRzVgDz9vzBgPrFq1FvLy8mzZ4MFDMGnSWBw7dhQrV/63AXvXtFEiRQhpVMoFDPyHc59ZxZQz0Njcm/1dICiHq5P//9cvq5d584QQQhqfgABfFBUVYunSnzlJlJC+vgFGjx5X6fK5uTnw9fXBvXt3kJKSDB5PBqam3TFzpheMjPicukFBf+DUqRCkpCRBXl4Benr6GDPGA0OGVDz2pLCwAAcOeOPmzWvIyEiHiooqOnUywqxZ82Bs3LnSPpiadhcpMzBoCyMjI7x587p6gSBSoUSKENKoyMrwkJ6eW+0HUNfXBciEEEIan1u3bqJNGz2xyUh1JCcn4ebNa7CxGYzWrdsgKysTYWEhmDv3O/j5BUJHRxcAcPp0KLZv3wJrazu4u49FSUkJXr16idjYZ2witXnzely7dgWurqNhaGiInJwcPHnyCG/evK4ykRKHYRikp6ejXTtDqdaLVA8lUoSQRqesrBwMUz93iCKEENI0FRTkIy0tFQMHDpK6jQ4dOuH48RDIyPx7N0EHh2Hw8HDDmTNhmDx5OgDgzp0oGBp2wJo1Gytt686dKDg5jcTcuQvYMg8PT6n6denSebx//x5Tp34n1fKkeug5UoQQQggh5KtTUFAAAFBWVpa6DQUFBTaJKi8vR05ONpSUlGFg0A4vXjxn66mqqiEtLRVxcTGVtqWqqobY2Bikp6dJ3R8AePMmAVu3boS5uTmGDh1Ro7ZI1eiMFCGEEEII+eqoqFTcnKiwsFDqNgQCAQIDjyM0NAgpKckoLy9nX9PQ0GB/9vDwxIMH9zBjhif09Q3Qu7cl7O0dYGbWg60za9Y8rF27Gq6uw2Fs3BmWlgPg6Dgcenr61e5PRkY6fvxxPlRVVbFjxw7IysqCodntdYYSKUIIIYQQ8tVRUVGFjo4u4uNfSd2Gr+9hHDzojeHDv8X06TOhrq4BHo+HnTu3QiAQsPXatzdEQEAwbt++ibt37+D69asIDQ3ElCkzMG3a9wAAOzt7dO9ujhs3InH/fjSOHz8Gf39frF27Cf36DfhsX/Lz87F48Tzk5+dj794DaNmyJdLT86ReN/J5lEgRQgghhJCvUv/+Vjh9OhTPnj2BiYmZxMtfu3YVPXv2wrJlKznl+fn50NBozilTUlKCnd0Q2NkNQWlpKVas+BG+vocxYcJkKCoqAgB0dHTg6uoOV1d3ZGVlYurUCfD1PfzZROrDhw9YsmQBEhP/wfbte2Fo2EHidSGSo2ukCCGEEELIV8nDwxNKSkrYsGENMjMzRF5PSnqLkyePV7q8jIwMmE/mzl29ehlpaamcspycbM7v8vLyaN/eEAzDoLy8DOXl5cjPz+fU0dTUgo6ODkpLS6tch/LycqxatQzPnj3Bf/+7QaqEkEiHzkgRQgghhJAaaciHoNfkvfX09LFq1RqsXLkcHh7ucHQcjg4dOqK0tBTPnj1BZOTlKm/YMGDAQPj4HMC6db/AxMQM8fH/w6VLF9CmjR6n3oIFXtDW1oapaXdoaWkhISEBISEn0a/fACgrqyAvLw+ursNgbW2HTp2MoKSkjAcP7iEuLhZeXj9UuQ67d29HVNQNDBgwELm5ubh48Rx4PEBVtRny84sxZMgwqeNDqkaJFCGEEEIIkYpAwKBcUMY+BL2h1OTh61ZWg3D06HEEBBxDVNR1nDoVBHl5BXTs2AleXj/Aycml0mUnTpyCoqIiRERcwJUrl8Dnd8amTdvh7b2LU8/Z2RURERdw4oQ/ioqKoKvbAm5uY+DpOQ0A0KxZM7i4uOHevbu4fj0SDCOAnp4BFi1aChcXtyr7//LlCwAVz8S6deumyOuUSNUdHvPp+UhCCPnCvXuXBVlZOg5UHTweoKOjhvT0PLpzUzVQvCRHMZNcU4uZjAwPMjJ1/2w/TU0VZGUViH2NHr7OVdtjTFdXreaNNEH0TYQQQgghhEitPpIY3v/naeXlgiaRfJKmgW42QQghhBBCCCESokSKEEIIIYQQQiREiRQhhBBCCCGESIgSKUIIIYQQQgiRECVShBBCCCGEECIhSqQIIYQQQgghREKUSBFCCCGEEEKIhCiRIoQQQgghhBAJUSJFCCGEEEIIIRKiRIoQQgghhBBCJESJFCGEEEIIIYRIiBIpQgghhBBCCJEQJVKEEEIIIYQQIiFKpAghhBBCCCFEQpRIEUIIIYQQQoiE5Bq6A4QQIiker+If+TxhnChe1UPxkhzFTHIUM8lRzCRD8aofPIZhmIbuBCGEVEdJSQkUFBQauhuEEEIIITS1jxDSeJSUlGDQoEHIz89v6K40Gvn5+RQzCVC8JEcxkxzFTHIUM8lQvOoHJVKEkEaloKCgobvQ6FDMJEPxkhzFTHIUM8lRzCRD8ap7lEgRQgghhBBCiIQokSKEEEIIIYQQCVEiRQhpNBQUFDBjxgy64YQEKGaSoXhJjmImOYqZ5ChmkqF41Q+6ax8hhBBCCCGESIjOSBFCCCGEEEKIhCiRIoQQQgghhBAJUSJFCCGEEEIIIRKSa+gOEEK+PgkJCdi0aROePHkCFRUVDBs2DLNnz4a8vHyVyzEMg6NHjyIwMBDZ2dng8/lYuHAhTE1NOfXS0tKwadMm3L17F3JycrCxscGCBQugqqpal6tVp+oyZg8ePMDMmTNFlrW3t8f69etrfV3qi7QxCwwMxK1bt/Ds2TNkZ2djw4YNGDx4sEi9pjbO6jJeNMb+lZ6eDn9/f9y9exdv376FqqoqzM3N4eXlhdatW3PqNrUxBtRtzGiccf3888949uwZ0tLSIC8vj06dOmHatGmwtLTk1MvPz8dvv/2Ga9euoaysDJaWlvjpp5+go6NTl6vVJFAiRQipV7m5uZg5cybatm2LzZs3IzU1Fdu2bUNxcTGWLFlS5bJHjx7Fvn374OXlBSMjIwQGBsLLywv+/v7Q19cHAJSVlcHLywsAsGbNGhQXF2PHjh34z3/+g+3bt9f16tWJuo6Z0KpVq9C+fXv29+bNm9fB2tSPmsTs7NmzAIABAwawP3+qqY2zuo6XEI0xIC4uDpGRkfj2229hamqK7OxsHDx4EJ6enjhx4gQ0NTUBNL0xBtR9zIRonFUoLS2Fh4cHDAwMUFJSgrCwMMyfPx/e3t4wNzdn6y1btgzx8fFYtmwZFBQUsHfvXsybNw++vr6Qk6NUoUoMIYTUo8OHDzNWVlZMdnY2WxYcHMz06dOHSU1NrXS54uJi5ptvvmF2797NlpWUlDAjRoxg1q9fz5adP3+e6dWrF/P69Wu27M6dO4yFhQXz9OnT2l2ZelLXMbt//z5jYWHBxMTE1M0KNABpY8YwDFNeXs4wDMMkJSUxFhYWTEREhEidpjbO6jpeNMb+lZuby5SWlnLK3r17x/Tq1Ys5duwYW9bUxhjD1H3MaJxVraysjBk2bBizZs0atuzx48eMhYUFc+fOHbbs9evXTK9evZhLly7VfAWaOLpGihBSr27fvo0+ffpAQ0ODLbO3t4dAIEB0dHSlyz158gQFBQWcKUPy8vKwsbHBrVu3OO0bGRlxjkb27dsXGhoanHqNSV3HrCmSNmYAICPz+Y/GpjbO6jpeTZG0MVNTUxM5yt+yZUtoamoiLS2N035TGmNA3cesKarJ3+anZGVloaamhtLSUk77ampq6Nu3L1vWvn178Pn8RjvO6tPXufcjhDSYhIQEzhcDoOJDUkdHBwkJCVUuB0BkWUNDQ7x79w7FxcVsvXbt2nHq8Hg8tGvXrsr2v2R1HTOh+fPno0+fPhg2bBh27Ngh8npjIm3MJGm/KY2zuo6XEI0x8d68eYPMzEwYGhpy2m9KYwyo+5gJ0Tj7F8MwKCsrQ3Z2No4dO4bExES4urpy2m/Xrh14PB5nOUNDw0Y7zuoTTXwkhNSr3NxcqKmpiZSrqakhNze3yuUUFBSgqKgoshzDMMjLy0OzZs2Ql5cntn11dfUq2/+S1XXMVFVVMWnSJPTs2ROKioq4f/8+/Pz88Pr160Z9LYY0MauupjbO6jpeNMYqxzAMtmzZAl1dXTg4OLDlTW2MAXUfMxpnosLCwrBmzRoAgLKyMtatWwczM7Naa/9rR4kUIYR85Tp37ozOnTuzv/fu3Rs6OjrYtGkTnj17BhMTkwbsHWkKaIxVbv/+/bh37x527doFJSWlhu5Oo1BZzGicibK2tgafz0d2djYuX76MZcuWYfPmzRgwYEBDd61JoKl9hJB6pa6ujvz8fJHyvLw8qKurV7lcSUkJPnz4ILIcj8djj6ipqamJbT83N7fK9r9kdR0zcezt7QEAz58/l7LXDUvamFVXUxtndR0vcWiMAaGhoThw4ACWL1+OPn36cF5ramMMqPuYifO1j7PmzZuja9eu6N+/P1auXIn+/ftjx44dtdb+144SKUJIvWrfvr3IvOv8/Hykp6eLzAP/dDmgYl78xxISEtCqVSs0a9as0vYZhsGbN2+qbP9LVtcxa4qkjVlN2m/M46yu49UU1TRmkZGR2LBhA2bOnAlnZ+dqtd+YxxhQ9zFrimr7b7Nz5854+/Ytp/03b96AYRhOPXHXZhFRlEgRQupV//79ce/ePeTl5bFlly9fhoyMjMhDAj9mZmYGFRUVXL58mS0rKytDZGQkZ4pC//798fLlS/zzzz9s2b1795CTk9NopzLUdczEuXjxIgCga9euNex9w5A2ZpK035TGWV3HS5yveYw9ePAAK1aswMiRIzF9+vRK229KYwyo+5iJ8zWPM3EeP34MPT09Tvu5ubm4d+8eW/bmzRu8ePGi0Y6z+kTXSBFC6tWoUaNw4sQJLFq0CFOnTkVqaip27NgBV1dX6OrqsvVmzZqFlJQUnDp1CgCgqKiIKVOmYP/+/dDU1ESnTp0QGBiInJwcTJgwgV1u8ODB8PHxwU8//YQ5c+aguLgY27dvh5WVVaOdH1/XMfv555+hr6+Pzp07sxdoBwQEwNrautF++ZA2ZgAQGxuL5ORkZGdnAwCePXsGANDU1ISFhQWApjfO6jpeNMb+jdnr16+xePFiGBgYYNiwYXj69ClbV1NTk31QdlMbY0Ddx4zG2b8xi4qKwtmzZ2FlZYWWLVsiNzcXFy5cwJ07d7B27Vp2OTMzM/Tr1w+//vorFixYwD6Q18jICDY2NvW9uo0Oj/n0XB4hhNSx169fY/PmzXj8+DFUVFQwfPhwzJ49G/Ly8myd7777DikpKQgPD2fLGIbBkSNHEBQUhKysLPD5fCxcuJBzByIASE1NxebNm3H37l3IysrCxsYGCxcuhKqqar2tY22ry5j5+Pjg/PnzePfuHUpKStCmTRs4OjpiypQpnPYbG2ljtnr1apw5c0akvZ49e2L//v3s701tnNVlvGiM/Ruz8PBw/PLLL2LbGzFiBFavXs3+3tTGGFC3MaNx9m/MEhISsGvXLsTGxiI7OxvNmzeHkZERPD092QMcQvn5+fjtt98QGRmJ8vJy9O3bFz/99BMnUSPiUSJFCCGEEEIIIRKia6QIIYQQQgghREKUSBFCCCGEEEKIhCiRIoQQQgghhBAJUSJFCCGEEEIIIRKiRIoQQgghhBBCJESJFCGEEEIIIYRIiBIpQgghhBBCCJEQJVKEEEIIIYQQIiFKpAghX5yMjAxYWFjg5MmTnPKlS5fC1ta2gXrVNOzatQvGxsZ4+/ZtvbxfSEiIyPsVFxfDysoKu3fvlri9ysYGkZ5wG929e7ehu0IaWE33DzSWvl5v376FsbExdu3aVa/ve/fuXRgbGyMkJESq5ePi4tC5c2fcu3dPquUpkSKEfHG2b98OLS0tuLq6Vqt+WloaNm7ciBEjRsDc3Bw9e/bEkCFDsGDBAly6dIlTd+LEiTA3N6+0LeEXiadPn4p9PScnB2ZmZjA2NsapU6cqbcfW1hbGxsbsPxMTE9ja2mLFihVISUmp1no1Vc2aNcN3332HQ4cOITU1VaJlJR0b5OsWFxeHXbt21duBA9Lw3r59i127diEuLq5e35fGmqjc3Fzs2rXri06su3TpgsGDB2PDhg1gGEbi5SmRIoR8Ud69e4fg4GBMmDABcnJyn62flJQEZ2dn+Pv7o3v37li8eDEWLVoEa2trxMfHS32UqjLh4eEoKSmBvr4+goODq6zbqlUrbNq0CZs2bcLy5cthZmaG4OBguLu7IzMzs1b71di4ubkBAHx8fKq9jKRjg1SPs7Mznjx5gt69ezd0V2pdXFwcdu/ejaSkpIbuCqknSUlJ2L17d4MkUl/zWNPT08OTJ08wa9Ystiw3Nxe7d++W+mxPffH09ERMTAyuX78u8bL0SUQI+aL88ccf4PF4GDFiRLXqHz58GBkZGdizZw8GDx4s8npaWlqt9i8oKAh9+/aFnZ0d1q1bh8TERBgYGIitq6amBmdnZ/b38ePH47///S/8/PwQEhKC6dOn12rfGhNlZWUMGTIEoaGhWLBgARQUFD67jKRjo6GVl5ejpKQESkpKDd2VKsnKykJWVrahu0EIacR4PB4UFRUbuhtS6dWrF/T09PDHH3/A2tpaomXpjBQhjZxwTvqdO3ewe/du2NjYwMzMDO7u7nj06BEA4N69exg3bhx69OgBKysr7NmzR2xbT58+xZw5c9C3b1+YmJjAwcEBv//+O8rKyjj1njx5gqVLl8LBwQHdu3eHubk5xo4di4iICJE2ly5dCmNjY+Tl5WHVqlXo168fTE1NMXbsWDx+/Fik/oULF2BiYgJtbe1qrX9CQgIAoF+/fmJf19XVrVY71RETE4O4uDi4uLhgxIgRkJOTQ1BQkERtWFlZAQD++eefSutcv34dxsbG8PX1Ffv6mDFjYGlpidLSUgCSbQ9xhNtIHGNjYyxdulSk/Ny5cxg3bhzMzc3RvXt3uLu748KFC9V6P6FvvvkGWVlZiI6Orlb9ysaGQCDA77//Dg8PDwwYMAAmJiawtrbGqlWrkJWVxdbLzc2FqakpvLy8xLa/detWGBsbc45k5+XlYfPmzbC3t4eJiQksLS2xcOFCJCYmcpYV/h3evn2bTerNzMxw/vx5AEBUVBR++OEH2NnZwczMDL169cLUqVMrPVJ78eJFfPvttzA1NYW1tTV2796N27dvi70WoKSkBN7e3hg+fDhMTU3Rq1cvzJw5E7GxsdWKq7jrWmprv2Jra4uJEyciJiYGkyZNgrm5Ofr06YMlS5YgIyODUzc/Px/btm2Du7s7uw+yt7fHli1bUFRUJNI2wzA4efIk3N3dYW5uDnNzczg5OWHHjh0AKqbpLlu2DAAwadIkdpqtuPH8qefPn7P7QlNTUwwbNgwHDhxAeXk5p56k+zdxhNOJ//e//2Ht2rWwsrJC9+7d4enpifj4eADApUuX4OLiAjMzM9ja2uLEiRNi2woMDGTrWVhYYOrUqXjw4IFIPYFAgH379sHW1hampqYYMWIETp8+XWkfU1NTsWrVKlhbW8PExARWVlb4+eefRbahpKob54kTJ4q9PvbT63JCQkIwadIkAMCyZcvYbT5x4kQA3Otpjh07BgcHB5iamsLBwQHHjh0TaV84fj/16XU50o414fjJysrC0qVL0bdvX5ibm2P27NnsQcATJ05g6NChMDU1haOjIy5fvizSjr+/P6ZOnYqBAwey22fx4sVipxmWl5djz549sLGxgampKZycnHDu3Dmx18dJMr4/3RZ3796FnZ0dAGD37t1sTITbsaprmyr7TLp8+TJGjhwJU1NTDBo0CNu3bxf5fiIkyX6Rx+PBysoKN2/eREFBgdj2KkNnpAhpIrZs2QKBQIBJkyahtLQUhw8fxtSpU7Fp0yasWLECo0ePhpOTE86fP4+dO3dCX1+fc7bk2rVr8PLyQrt27TB16lRoaGjg0aNH2LlzJ+Li4rBz5062bkREBOLj4+Ho6Ag9PT1kZ2cjNDQUXl5e2LJlC5ycnET6N23aNGhpaWHOnDnIzs6Gj48PvvvuO1y5cgWqqqoAgPT0dLx+/VrsB1dl2rZtC6DiC4Snpyd4PF61lqtsap24L2xCQUFB7JkUZWVlWFtb49SpU5g/fz5kZKp3XOrNmzcAAE1NzUrrWFlZQVdXF6dOnWK/FAglJCTg0aNHmDhxIuTl5QFItz1qYtu2bfD29sbAgQPZdY+IiMD8+fOxcuVKeHh4VKudHj16AKj4Qv7NN99UWbeqsVFaWopDhw5hyJAhsLOzg5KSEp4+fYrg4GD8+eefCA4OhoKCAtTV1WFra4srV64gOzsbzZs3Z9sQCAQIDw+HsbExunTpAqAiiRo7diySk5MxatQoGBkZIS0tDQEBAXB3d0dwcDD09PQ4fdm4cSPKysowevRoqKiowNDQEAAQGhqKnJwcjBw5Eq1atcL79+8RGBiIyZMnw9fXF7169WLbOHfuHBYuXIi2bdvCy8sLsrKyOHXqFK5evSp23adNm4a//voLzs7O8PDwQH5+Pk6ePIlx48bBz88Ppqam1doe4tR0vwJUTMmcPHkyhgwZAgcHB8TGxiI4OBjPnj1DUFAQe8bu/fv3CAoKwpAhQ9gDFffu3cPBgwcRFxeHQ4cOcdr98ccfER4eju7du2PmzJlQU1NDfHw8Ll68iPnz58Pe3h5paWk4ceIEZs6ciQ4dOgD4d59RmadPn2LixImQk5ODh4cHdHR0EBkZiS1btuD58+fYunWryDLV2b99zpIlS6CsrIzvv/8emZmZ8PHxwfTp0zFv3jxs2bIFY8eOxahRoxAUFISVK1eiY8eOnHGzefNmHDx4EGZmZli4cCE7Djw9PbF3714MGjSIrbt+/Xr4+vqid+/emDx5MjIyMvDrr7+KPbuenJyMMWPGoLS0FG5ubmjbti3evHmD48eP4+7duwgODoaamlq11rGmcf6c3r17Y+bMmfD29saYMWNgYWEBANDR0eHU8/PzQ1paGsaMGQNVVVWcOXMGa9asQU5OTqUHWqoi7VgTmj59Olq1aoV58+bhn3/+wbFjx+Dl5QV7e3ucPHkSbm5uUFBQwLFjxzB//nxcuHCBs60OHz6MHj16YOLEiWjevDn+/vtvBAUFITo6GuHh4ZzPm19//RV//PEH+vbti6lTpyIzMxO//PKLyL7sY9KM744dO2LZsmVYv3497O3tYW9vDwBQUVGpVkw+FRERgblz50JPTw9z5syBrKwsQkJCxE7Hk2a/aG5ujhMnTuDhw4ef/TziYAghjVpwcDDD5/OZkSNHMh8+fGDLL1++zPD5fKZr167MkydP2PIPHz4wAwYMYEaPHs2WFRcXM/3792fGjx/PlJaWctr38fFh+Hw+Ex0dzZYVFBSI9KOwsJAZMmQIM3ToUE75kiVLGD6fz6xatYpTfu7cOYbP5zPHjx9ny+7cucPw+Xzm6NGjYtd1yZIljI2NDafsn3/+YXr27Mnw+Xxm0KBBzMKFCxkfHx/m6dOnYtuYMGECw+fzP/vv45gJY9SrVy9myZIlbFlERATD5/OZa9euibyPjY0N4+joyGRkZDAZGRnMP//8wwQFBTEWFhZM165dmRcvXojtn9CGDRsYPp/PvHz5klO+bds2hs/nM8+ePWPLJNkeO3fuZPh8PpOYmMiWCbeROHw+n7POz549Y/h8PrN161aRurNmzWLMzc2ZvLw8tkw4Pj9+v4917dqV+f7778W+9rGqxoZAIGCKiopEyk+ePMnw+Xzm7NmzbFlkZCTD5/MZPz8/Tt3bt28zfD6fOXz4MFv23//+lzE1NWXi4uI4dd++fcuYm5tz4iJczyFDhjCFhYUifRG3jdLS0pg+ffow06dPZ8tKS0sZKysrpl+/fkx2djZbnp+fz9ja2jJ8Pp8JDg5my4V/nzdu3OC0nZeXxwwaNIiZMGGCyPt+Stj3j//Ga2O/wjAVfwd8Pp/x8fHhlAv7vW/fPk4bJSUlIv0TjvnHjx+zZWfPnmX4fD6zePFipry8nFP/49/FrdvnjBkzhunSpQtnuwsEAmbevHkMn89nbt++zZZLsn+rjPBv8vvvv2cEAgFbfvToUYbP5zPm5uZMcnIyW56RkcGYmJgwCxYsYMtevXrFGBsbM2PHjuVsr3fv3jEWFhaMjY0NU1ZWxqk7adIktoxhKv62jY2NRf5eZ86cyVhaWjIpKSmcfj958oTp0qULs3PnTrZMknhLEucJEyaI7PsZhmESExMZPp/P6UN0dLTI38mnr/Xo0YOzPh8+fGBGjRrFdO3alVNuY2Mj9m9I3HtIM9aE42f16tWc8nXr1rGfaR/vT+Pi4hg+n89s2bKFU1/c/kW4T9u/fz9b9vfffzN8Pp+ZOnUq5+/k+fPnTOfOnSv9bKjO+Ba3LcSVCVW1nT79TCorK2MGDRrE9OnTh8nIyGDLc3NzGWtr61rZL96/f5/h8/nMoUOHRF6rCk3tI6SJGDduHOc6E+GRSjMzM86RFwUFBZiamrJT4gDg1q1bSE9Ph6urK3Jzc5GZmcn+Ex6ZuXXrFltfWVmZ/bmoqAhZWVkoKiqCpaUlXr16hfz8fJH+TZ48mfO7paUlgH/P0AD/niXS0NCo9nobGBggLCyMPQty5swZrF+/HqNGjYKTkxOePXsmsoyioiJ8fHzE/vv0aLrQpUuXkJubi5EjR7JlgwYNgpaWVqU3nYiPj0e/fv3Qr18/DB48GMuXL4empib27t0LPp9f5Xq5uLgAAOfOgAzD4PTp0+Dz+ejWrRtbLs32kFZ4eDh4PB5GjhzJGSeZmZmwtbVFQUEBO/WrOjQ0NKo1PaiqscHj8dCsWTMAFdNWhGNYOMaePHnC1rWysoKOjg7CwsI4bZw6dQpycnLs2TuGYRAeHo7evXujRYsWnPVUUlJCjx49EBUVJdKXcePGib0m6uNtVFBQgKysLMjIyKB79+6c/sXExCA1NRUuLi6cdVVRUcHYsWNF2j19+jQ6dOiAbt26cfpYUlKC/v374+HDhyguLhYT0eqpyX5FSFVVFePHj+eUjR8/HqqqqpzppwoKCuxZ1rKyMuTk5CAzMxP9+/cHAM5UovDwcAAVZ3E+PRtc3bPD4mRkZOCvv/6Cra0tOnfuzJbzeDz2InpxU2ars3/7nIkTJ3LOqAtjbWtri9atW7PlWlpaMDQ05MT6ypUrYBgG06dP52yvli1bwtXVFUlJSeyUJmHdKVOmcK6N69atGwYMGMDpU15eHq5duwZbW1soKChwxpienh7atm3L+WyoLmnjXFucnJzQqlUr9ncFBQVMnjwZZWVlYs/81jVPT0/O78Jt7+zszDnj07lzZ6iqqoqMK+H+RSAQIC8vD5mZmTA2Noaamhpn/xIZGQmgYvrhx38nxsbG7LRzcWpjfNdETEwMUlJS4OrqCi0tLbZcTU2t1vaLwrN2kk5Xpal9hDQRn07JEH4J09fXF6mroaGB7Oxs9vdXr14BAJYvX15p++np6ezPGRkZ2L59O65cuSJ2p5Obmytyuv/T/gl3Wh/3Q/glgpHwFqT6+vpYuXIlVq5cidTUVDx8+BBhYWGIjIzEzJkzcebMGc40LllZWfbL2acePnwotjwoKAhaWlpo1aoV58NjwIABuHDhAjIzMzk7eKDiLkZr1qwBAMjLy6NFixZo165dtdZJmCyFh4dj4cKFkJGRwf3795GUlIQff/yRU1ea7SGtV69egWEYDB06tNI6H4+Vz2EYplrTMT83Ns6dOwcfHx/ExcWx144J5eTksD8LkyUfHx+8fv0ahoaGKCwsxKVLlzBgwAB2ClBmZiays7MRFRVV6fV34r6wC6fyfeqff/7Btm3bEBUVhdzcXLHrBoC9PkFcO+LKXr16heLi4kr7CABZWVmcL+KSqMl+5eM2Pr2ZiIKCAgwMDESuNfP398cff/yB//3vfxAIBJzXPt6Ob968ga6ursiUrZoSxr9Tp04ir3Xo0AEyMjIifQaqt3/7nE/bUFdXB1B5rD++O5yw30ZGRiJ1hWWJiYkwNTVl+y+cfvaxjh07cg4QvH79GgKBAEFBQZVeD1rZzXaqIm2ca0vHjh1FyoR9qcv3rYyk2/7jaz8B4M6dO9i7dy8eP36MDx8+cF77+O9GGHdx297Q0BA3btyoVv+kGd818bkx+ylp9ovCz5bqXh4gRIkUIU1EZUdhq3M3LuEO5KeffmKvD/lUixYt2LpTp07Fq1evMGnSJJiYmEBNTQ2ysrIIDg7GmTNnRL4AVdWPj78YCxORj3f8kmrRogWGDh2KoUOHYtGiRThz5gyuX79e6Zmm6khMTMTdu3fBMAwcHBzE1jl9+rTIUTtlZeVKE7bqcHZ2xrp16xAdHY3+/fvj1KlTkJWVxbfffsvWkXZ7fKyyDw5xF/EKE58DBw5Uuk3FfTmqTG5urkgCKk5VY+PSpUtYsGABzMzMsHz5crRu3RqKioooLy/H9OnTRZKvkSNHwsfHB6dOnWKfNVZYWMg52yhcpn///pgxY0a110d4ZuxjBQUF8PDwQFFRETw9PcHn86GiogIZGRns27ev2jfbEIdhGPD5fPZCd3GqE9/K1GS/IikfHx9s2LABVlZWmDRpElq0aAF5eXm8f/8eS5culeoZL/WlOvu3z6nPWFeXsP/ffvste5b8Uw15p7ZPb0rRWN+3sm1cnW3/5MkTTJs2DW3btsWiRYugr6+PZs2agcfjYcGCBbXyd1Mb4/tTVSUsld1Aorqk2S8Kk0JJ95eUSBFC0L59ewCAkpLSZ7/4v3jxgr3T0rx58zivBQYG1qgfwiOntTVdoEePHjhz5gzev39fo3ZCQkLAMAzWrFkj9qLq7du3Izg4WCSRqiknJyds3rwZp06dQs+ePXHx4kX079+fTWqB2tkewrMMn96AQdyR2fbt2+PmzZto06aN2COBknj79i3KysrEHkX/VFVjIywsDIqKivD19eVMqxOeaf1U586d0blzZ4SHh+OHH35AWFgY1NXV2TtMARUfpurq6sjPz69RMgxUHC1OTU3FunXrMGrUKM5r27dv5/wuvOD79evXIu2IK2vXrh2ysrJgaWlZoyltdSkxMRElJSWcs1IlJSVITEzkHGEOCwuDnp4eDhw4wFkXcUfJ27dvjytXriA9Pb3Ks1KSHl0WngH43//+J/JafHw8BAKBVGdg6pqwTy9fvhS5wYFwXYR1hP/Hx8eL1P30b6Zt27bg8XgoLS2t8d/BxySNc/PmzRETEyNSV9w+qjrbXNy+4dM4Cd9X3FkXad+3Lpw5cwbl5eU4cOAAp++FhYUiZ7+FcY+PjxcZx+L2LzVVVUyEnzviDo59erfBj8fsp8RtS2n2i8I76Vbn8+hjX+ZelxBSr6ysrKCtrY0DBw6I/dAoLi5mr7MR7pQ+PRL1999/13hOu5aWFoyMjCS6xubu3btirwERCATsfHBJzpCIayc0NBR8Ph/u7u5wdHQU+TdixAj8/fffnLnotUFLSwsDBw5EREQEwsPDkZ+fL3JUuDa2hzCRvn37Nqdc3MNyhWfDfvvtN7FHZSWZ1ie85qU6D4KtamzIysqCx+NxzrwxDIPff/+90vZcXFyQlJSE8PBwREdHY+jQoZwj6zIyMnBycsKTJ08qva17defSC4/mfrqNoqKiRG4hbGJiAl1dXfYuf0IFBQX4448/RNoeOXIk0tLSKn2wsSTbo67k5+cjICCAUxYQEID8/HzOs99kZGTA4/E4cSorK8OBAwdE2hRey7Z582aRM64fLy+8dqS6Z7m1tbVhbm6OyMhI/P3335w29+/fDwDs3ce+JLa2tuDxeDh06BBnamtqaipCQkKgp6eHrl27cur6+Phw/oZjYmJE9gGampoYNGgQIiIixP7tMQwj1cPFJY1z+/btUVBQwNnHCgQCHDlyRKTt6mzz8PBwvHv3jv29pKQER44cgaysLGxsbDjv+/r1a87BuJKSEvj7+0v1vnWhsrNF+/btE/nbEK6br68v57UXL16IveazpqqKib6+PuTk5ETG3J9//iky1rp164ZWrVohJCSEM97y8/Nrbb/46NEjyMnJoWfPnp9dr4/RGSlCCJSVlbFx40bMmTMHjo6OGDVqFNq1a4fc3FzEx8cjIiICu3fvRt++fdGxY0cYGRnh4MGDKC4uhqGhIV6/fo0TJ06Az+eLPWooCUdHR+zduxepqamcMy+VOXz4MP7880/Y2Niga9euUFNTQ3p6Oi5evIiYmBj07dtX4gfsfSwqKgopKSlwc3OrtM6QIUOwa9cuBAUFwczMTOr3EsfFxQVXr17Fhg0boKamJvLQ4drYHiNGjMC2bduwcuVKxMfHo3nz5rh586bIPHyg4iYDc+fOxa5duzBy5Eg4ODigZcuWSE1NRUxMDG7cuCH2Bh/iXL9+HZqamuyFy59T2dhwcHDAxYsX4enpiZEjR6KsrAyXL1+u8lb2wrN9v/zyCwQCgdhpSwsWLMCff/6JH374AUOHDkX37t0hLy+P5ORk3LhxA926dcOGDRs+228LCwvo6upi48aNSEpKQqtWrRAXF4ewsDDw+XzOF0k5OTksWbIEixcvhru7O9zc3CArK4vQ0FA0b94cb9++5RzlnTRpEm7fvo1NmzYhOjoalpaWUFVVRXJyMqKjo9lbJjektm3bYs+ePXj58iW6deuGmJgYBAcHo0OHDpzb2Ts6OmLr1q2YMWMG7O3tkZ+fjzNnzkBOTvSrytChQ3Hp0iWcOnUKb968ga2tLdTV1ZGQkICoqCicOXMGAGBqagoZGRl4e3sjJycHysrK0NfXR/fu3Svt74oVKzBx4kR4eHhg/Pjx0NXVRWRkJKKiojBixIgqr7toKB06dMC0adNw8OBBTJgwAUOHDkVBQQFOnjyJwsJCbNmyhf3C3bFjR3h4eMDPzw+enp4YMmQIMjIy4O/vj86dO4s8Z2f16tUYP348JkyYAGdnZ3Tt2hUCgQCJiYm4cuUKRo4ciblz50rcZ0niPHr0aPj4+GDOnDmYNGkS5OXlcfHiRbEHczp16gQVFRUEBASgWbNmUFdXh5aWFqc9Q0NDuLu7Y+zYsVBRUcGZM2fw9OlTzJ49m3PdjIeHB86ePYvJkydj7NixKC0tRVhYmNgbykgz1mrD4MGDceTIEcyYMQNjxoyBvLw8bt26hRcvXog8ZsPIyAhjxozBiRMnMHnyZNjb2yMzMxMBAQHo0qULYmJiavXMmqamJtq1a4ezZ8/CwMAAOjo6UFJSgq2tLVRUVODi4oLAwEAsXLgQffr0wZs3b9hn2D1//pxtR1ZWFsuWLcMPP/wAd3d3jB49mp2+3rx5cyQnJ3PeV9L9IsMwiIqKwsCBAyW+PTslUoQQAMDAgQMRFBSE/fv34/Tp08jKyoK6ujratm2LyZMnsw/Hk5WVxb59+7Bx40aEhoaiqKgIRkZG2LhxI54/f17jRMrd3R2///47zpw5g6lTp362/qxZs3DhwgXcv38fUVFRyMnJgZKSEjp27IilS5fCw8OjRlOehBdYV3UUms/no3379jh37hyWL18u9joZaVlbW7PTS9zd3UWuR6iN7aGqqor9+/dj/fr12LdvH/usrM2bN4s9W+Tl5QUTExMcO3YMvr6+KCwshLa2NoyMjLBixYpqrVdhYSEiIiIwduxYkRsRVKaysTF8+HAUFBTgyJEj2LhxIzQ0NGBjY4NFixahb9++YtvS1tbGwIEDERkZifbt28Pc3FykjpqaGo4fP47Dhw/jwoULuHLlCmRlZdGqVStYWFjA3d29Wv1WV1fHwYMHsXnzZvj5+aGsrAwmJiY4cOAAgoKCOIkUUJHkycnJYe/evdi5cyd0dHTg5uYGY2NjeHl5ccaAvLw89u3bh4CAAISFhbEPw2zRogVMTU0rva6lPrVq1Qrbt2/Hxo0bcfbsWcjLy8PJyYl9bpLQtGnTwDAMgoKCsHbtWujq6mLo0KEYNWoUhg0bJtLu1q1b0atXLwQFBWHPnj2QkZGBvr4+HB0d2Tpt2rTBunXrcODAAfzyyy8oLS2Fi4tLlV9uTU1N8ccff2Dnzp04fvw4CgsLYWBggMWLF1drn9RQfvzxR7Rr1w4BAQHYunUr5OXl0b17dzZOH1uxYgV0dHRw8uRJbNq0Ce3bt8fKlSvx5s0bkUSqdevWCA4OxoEDB3D16lWcPn0aioqKaN26NWxsbKq88UxVJImzgYEB9uzZg99++w07duxA8+bN4ezsjFGjRom8f7NmzbBt2zZs374d69atQ0lJCfr06cNJpCZMmID8/Hz4+fkhOTkZbdq0wfLly0XunmdhYYENGzbA29sbmzdvRosWLTBu3DiYmJiITOWWZqzVBgsLC+zatQt79+7Fjh07oKioiP79+8PPzw8TJkwQqb9q1Sq0aNECQUFB2LhxIwwNDbFq1So8ffoUMTExtfr5BVQ8i27dunXYtm0bioqKoKenxz6Ud9myZWAYBpcvX8aVK1fQrVs3/P777zh58iQnkQIqDrTs3LkTe/bswa5du6CtrQ0XFxf07t1bZLxIul8U3shp5cqVEq8fj/mSr94khHyVVq5ciVu3buHChQvs7ZCBiqed37t3r0FuT0ukExISgmXLluHKlSucO1AdPXoU27dvx8WLF6t15lGosrHxNTh8+DA2btyIEydOsA8z/tLZ2tpCT0+vwc+KEQJUTAWfNGkS1q9fD1dX14buzhdl5syZiI6OxsOHDxv0BicNYc6cOUhJSUFwcLDEZ+ToGilCyBdn/vz5yM7ORkhISEN3hdSB4uJiHDhwANOmTZMoiQK+jrFRUlIiMmWpoKAA/v7+aN68OXutCyGESErcNcXPnz/HjRs3YGlp+dUlUbGxsbhy5QqWLl0q1bRGmtpHCPniaGtrV/o8J9L4NWvWTOoLm7+GsZGYmIgZM2Zg+PDh0NfXR1paGkJDQ/H27VusXr262lMhCSHkU6GhoQgLC2MfKB8fH4+TJ09CXl5e5M6vX4OuXbuKTCOUBCVShBBCyBdES0sLPXr0QHh4ODIyMiAnJwc+n49FixaJvVaIEEKqq1u3brh8+TKOHTuGnJwcqKiooG/fvvDy8qKz3VKga6QIIYQQQgghREJ0jRQhhBBCCCGESIgSKUIIIYQQQgiRECVShBBCCCGEECIhSqQIIYQQQgghREKUSBFCCCGEEEKIhCiRIoQQQgghhBAJUSJFCCGEEEIIIRKiRIoQQgghhBBCJPR/eXRNu3LgO1cAAAAASUVORK5CYII=" }, "metadata": {}, "output_type": "display_data" } ], "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()" ] }, { "cell_type": "code", "execution_count": 518, "metadata": { "ExecuteTime": { "end_time": "2024-03-26T08:34:15.083746716Z", "start_time": "2024-03-26T08:34:13.907313517Z" } }, "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" ] }, { "data": { "text/plain": "['IF color_intensity >=3.424999952316284 AND flavanoids <1.4900000095367432 THEN class = 2 # 1.0\\n']" }, "execution_count": 518, "metadata": {}, "output_type": "execute_result" } ], "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))" ] }, { "cell_type": "code", "execution_count": 519, "metadata": { "ExecuteTime": { "end_time": "2024-03-26T08:34:15.125072273Z", "start_time": "2024-03-26T08:34:15.087185338Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Accuracy : 0.9111111111111111\n" ] } ], "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.get_name()) for x in lux.uid3.predict(data.instances)]\n", "print(f'Accuracy : {accuracy_score(predictions, test[target])}')\n" ] }, { "cell_type": "code", "execution_count": 520, "metadata": { "ExecuteTime": { "end_time": "2024-03-26T08:34:15.174368805Z", "start_time": "2024-03-26T08:34:15.125746428Z" } }, "outputs": [], "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')" ] }, { "cell_type": "code", "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", "\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", "\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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4cOrUKbVazWxaABjB6urqzp07d+3atby8vJaWFoIgbt68efTo0fb2dg8Pj/Ly8oMHDz5+/JggCK1We+bMmTNnzggEAicnp5s3b544caK6uprpT2BAVCrV8ePHL168yOfzx40b5+joSFGUTqcjCOLBgwc//PBDfX29u7t7U1PT/v37Hz58qNVqCYJIS0s7ceIEQRCurq75+flJSUllZWUMfxKD8eDBg6SkpPr6eh8fH4lEcvXq1dTU1Lq6OgJd+iKam5urq6vZbHZ+fn5BQYFKpaK3D6APOzs7T5w4kZaWZmlpaWdnd+XKlTNnztTX1zP46RjRa5eq1ep79+41Nze7urp6eno+fvx43759xcXF9CHo0r497yqlPX36NC0tLT09/eHDh+3t7fRGdGnfntelLS0tP/zwQ0ZGhqWl5bhx4+zs7FgsFv1/fAwAhgTu4H4xUql0xYoVNjY2JiYmTU1Nx48fz8rKmj9/vkQiYToaDC+NRlNQUHDr1q3x48eP8oHaaFBbW3vt2jWKolavXk3/TK3RaExMTJjOBcNIJpMVFBR4enq+9tprFEVlZWUdP3784cOHY8eOZToaDCVzc/Pg4ODAwMBbt24dP36c3qjT6UpLS2/fvj116tSIiIiOjg662D1t2jQPDw9mAwPAiNTV1XXmzBkWi+Xu7s7j8QiC6OzsvHz5MpfLXbp0qZubW35+/q5du+7evevo6NjY2Jienu7p6RkZGWlubm5hYXHp0qXAwED6b2OmP4pByM3NvXPnTnBw8KxZsywsLLq6uiiK4vP5Op0uPT1dpVItXbrU39+/srLy73//+82bN52dnVks1pUrV6ytrZcvX25nZyeVSpOSkvLz8x0cHOi7Pke5n3/+ua2tLTw8fNKkSZ2dnc3NzY8ePaqvr7e2tkaX9p+9vX14eDibzaZrVbSBXZZFRUU3btyYNGnSkiVLOBwOi8XKzs4OCAgYM2YMgx/w5eu1S9ls9qxZs1gsllgsJknSxcUlPj6+sLDQw8NDoVCgS/vWa5fS2tvbT58+LRKJXF1d9Y9iNDc3o0v79rwuvXHjRmFh4YwZM6ZNm2ZqaqpSqXg8HofDwQBgqKBHXoyVldW4ceNsbW3Nzc2tra1tbGxUKhXu6xwNysvLMzIy7Ozspk6dymbjl6ERrqqqqqCggM/nnz179q9//WtycrJMJqP//oSRisPhcLlchUJBURSXy+3s7CQIwtLSkulcMMR4PJ6Dg4Obm1v36Uc6OzsrKio6OzunTp06ZswYBweHcePGaTSaoqIiBqMCwAh2/fr10tLSSZMm0SUtgiBqa2tLS0v9/Py8vb0tLS2DgoLs7OxKS0ubm5sfP36sVCr9/f0dHR3FYvG0adNIkiwrK+vo6GD6cxiK27dv63Q6mUy2b9++b7755qeffurs7GSz2a2trcXFxW5ubj4+PpaWlr6+vu7u7hUVFQ0NDeXl5TKZLCAgwN3d3dLScvr06aampiUlJW1tbUx/GoNgamra1dXV2dnJ5XJZLJZCoTAzM+Pz+ejSFyIUCl1dXR0dHbv/HTGwPiwsLGSxWP7+/vb29tbW1lOmTGlra6uurh5tT5v12qUURXl6erq7u4tEIqFQKJVKKYqiewZd+ot67VKCIHQ63eXLl5uamoKDg+3t7fVzYqBLf1GvXarT6bKzs0mSrKio2L1793fffZeTk6NWqymKwgBgqKBON0A6na68vPz+/fsuLi6j7feoUaipqenGjRtyufzVV1+tra1lOg4Mu5aWlvz8fIVCERgYaG9vX1xcXFJS8uabb3p6ejIdDYaLVCqdM2dOamrqtm3b2Gy2RqOZPHnyhAkTmM4FL4NSqWxsbORwOPQ8+ywWy8zMzMTEZBQ+UwkAL8GTJ0/S09N9fX0DAgLu3btHb2xsbFQqlWPGjKGfGOPz+VZWVi0tLQqFoqGhgcfjWVhY0DfQ2djY8Pn8hoYGpVJpamrK5CcxGJWVlXl5eSRJent703fHy+XyRYsWKRSK1tZWsVhMdxRFUWPGjJHJZAqForGxkSRJoVBI31wsFAqFQmFzc7NCobCysmL6AzEvODi4qqoqJSXl7NmznZ2dAoHg1Vdftbe3r6+vR5cOklwuH0Af1tfXm5qampmZ0XVGGxsbNpvd3NxM/5bD8EcyJGq1+saNG1wu197ens1m19fXo0sH5sGDB7dv3548ebKvr29qaio96RNBEOjSgeno6KitraUX+3Fzc2ttbU1OTm5vb58zZw4GAEMFd3APUEVFxalTp1Qq1bJlywQCAdNxYBh1dnbev3///v37YWFhjo6OTMeBl0Gj0SiVSgcHh9dff/21114LDQ1tbGzMyspiOhcMo66ursbGRpVK5eHh4ePjY2Ji8vTp04aGBqZzwcug1WrVajWLxaLXciEIgsVisVis0Xa/CQC8BG1tbfQT38HBwd0fJenq6tLpdBRF6R86pn9t1Wg09D9Q+u30c99qtRpPkeqpVKqurq6pU6cuX748KirKx8fnzp07FRUVXV1dWq2WzWZ371WtVqvVaru6urr3KkmSFEXRHc7c5zAgHR0dMpnMzMzMx8fH3d29vb29rKxMoVCgSwdvYH3Y678D9KmY+RgGSaPRXLlyJTMzMyQkxMfHh+4idOkA1NfXnzlzxtHRceLEiT0m6kSXDkxXV1dXVxeXy50+ffry5ctXrlwpkUhu3bpVXV2NAcBQGe2/ogxMRUVFcnJyVVXV66+/julZR7y2tra8vLzMzMzGxsZjx441NjY+efKkrq6upaVl/fr1mPloROJwODY2Nl5eXs7OzgRBeHh4iMXi0tJSpnPBMHry5MmNGzdCQkLoGdPu37//448/0lOeMR0Nhh2HwxEIBGq1uqOjg643qdVqtVqNH7ABYMjV1NTk5uY2NTUVFxez2eyioiL6rrewsDAWi6VSqdRqNX2nm1Kp5HA4HA6Hz+er1Wr9svYdHR30P1D63+SAXn3Ly8vL1taWIAh/f//79+83Nzfb2tqy2WylUqn/wVLfq/Q/+/rtWq1WpVKZmZmhV2mXLl2i7+Xy9fXt6ur68ccfb9265efn5+DggC4dJBMTkwH04fP+HcCNsXoajSYtLS0lJWX8+PHz5s2jZxpElw5MSUnJ/fv31Wr1zz//zGKx8vLydDqdXC7fuHEjunRg6Om2nZ2dPT096UkgfH1909PTm5ubTU1NMQAYErjOXoxOp6usrDx69OjTp0+XL18+ceLEUbtixujB4/EmTZrE5/Ppl+Xl5fX19VKp1NnZWT8RFYww5ubmdnZ2+vWO6Z9P8RDQyCaXyxsbG11cXOhlRR0dHU1NTWtqapjOBS8Dn8+3sbHp6uoqLy+3s7PTaDSNjY2tra1YQRoAhpxQKFy+fLlMJqNfyuVyuVzu6enp7e39008/VVRUtLS0WFlZyeXy2tpaV1dXc3NziUSiVCobGhq6uro4HA59I62trS2Wv9ZzcHCoqanRF1w6OzspiqIoytLS0srKqrq6Wi6Xm5mZ0SsumJubm5ubCwQCiqJqamoUCoWJiUlVVVVTU5Ofn5+5uTmzn8VAlJWV8fl8qVRKzy7i7OyclZXV1taGLh28gfWhRCK5du1ac3OzVqtlsVhlZWU6nU4sFqMcQaOr26dOnfLz81uyZIm9vT19I5pEIkGXDoCdnd2KFSsaGxvpl9XV1QRBuLu7m5ub8/l8dOkAcLlcOzu7mpoa/c3X+v9U2dnZmZubYwAweChwv5iKioqkpKSioqIlS5b4+PjQT8Px+Xz8JDWCCQSCgIAAHx8f+uWdO3cqKysnTpw4depUFLhHKolE4u3tfefOnezsbFtb26ysrNra2pCQEKZzwTCysLBgs9kZGRkSiYTH49GPNs+ePZvpXDDENBpNe3t7S0tLY2NjZ2enTCarqakxMzNzdHS0srJKTU21sLBobW1NS0sbM2aMr68v03kBYKSxsrIKCwvT/33b1NRUWVk5d+5cf39/ekpuZ2dnf3//jIyMxsbGhQsXikQiLpcrkUh++uknGxsbsVh8+vRpU1NTV1dXlAz0Jk2adOvWrYyMDJFIpFarr169amNjY2try+VyX3nllUuXLmVmZk6aNOnBgwclJSWvvvrqmDFj6FXpbty4IZFIXFxczpw5o9VqPT09UTWgOTg4ZGdn37lzh81mKxSKrKwsPp9PX43o0v7r6upqbm5WqVQdHR30anssFsvCwmIAfThu3LgzZ86kp6dbWlryeLzz58/b2tpKpdLR9jxxr11qZmaWkZGRnJzs7u4+c+ZMMzOztrY2LpfL5XIdHBzQpX3rtUvFYvG8efP0U4s8efJEp9PNnj1bIpGo1Wp0ad967VKhUBgcHHzw4MHr16+bmJjI5fKsrCwnJydbW1uRSIQBwJBAWfbFlJSUnDx5UqfTdXZ2pqamEgTh7Oy8fPlyb29vpqPBcGGxWDweT78ALv1MGZ/Px6PrI9iYMWPmzZunUCj27NlDUZRAIJg5c2ZwcDDTuWAYubm5LVq06OrVq3/9618JgmCxWBMmTAgNDWU6Fwyx9vZ2+gaf+vr6qqqquLg4FxeXBQsWBAcHL1q0KDU19euvv9bpdNbW1q+99ppYLGY6LwCMNBRFda/3cblcDodjYmLC5/MXLVrU0dFx+vTplJQUrVY7e/bsCRMm0A2WL1+ekpKyZ88ekiTZbPaiRYs8PDxwp4Wer6/vkiVLMjMzv/76a4qihELhggULpFIpSZKzZ89uampKT0+/dOmSVqudMmVKcHCwiYkJSZKvvvrqiRMnfvjhB51OR5JkeHi4n58fvZAXzJs3r729/cqVK5cvXyYIgs1mL1y40MXFBV36QmQy2YEDBx49elRQUFBUVPTkyZOAgICoqKgB9KGtrW1kZOS5c+d27NhBEISJiUlERAQ9m+Ko0muXLliw4NKlS7dv35bJZMXFxXQ5dfHixaGhoebm5ujSvj3vKnVzc9O34XA4Op2OroSw2Wx0ad+e16UTJ06srq6+c+dOTk4Oi8Wytra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"text/plain": "" }, "execution_count": 521, "metadata": {}, "output_type": "execute_result" } ], "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": "2024-03-26T08:34:17.609966248Z", "start_time": "2024-03-26T08:34:15.147942040Z" } }, "execution_count": 521 }, { "cell_type": "code", "outputs": [ { "data": { "text/plain": "{'rule': {'color_intensity': ['<3.424999952316284'],\n 'flavanoids': ['<1.4900000095367432']},\n 'prediction': '1',\n 'confidence': 1.0,\n 'covered': alcohol malic_acid ash alcalinity_of_ash magnesium total_phenols \\\n 69 12.21 1.19 1.75 16.8 151.0 1.85 \n 96 11.81 2.12 2.74 21.5 134.0 1.60 \n 101 12.60 1.34 1.90 18.5 88.0 1.45 \n 77 11.84 2.89 2.23 18.0 112.0 1.72 \n 70 12.29 1.61 2.21 20.4 103.0 1.10 \n 59 12.37 0.94 1.36 10.6 88.0 1.98 \n 92 12.69 1.53 2.26 20.7 80.0 1.38 \n \n flavanoids nonflavanoid_phenols proanthocyanins color_intensity \\\n 69 1.28 0.14 2.50 2.85 \n 96 0.99 0.14 1.56 2.50 \n 101 1.36 0.29 1.35 2.45 \n 77 1.32 0.43 0.95 2.65 \n 70 1.02 0.37 1.46 3.05 \n 59 0.57 0.28 0.42 1.95 \n 92 1.46 0.58 1.62 3.05 \n \n hue od280_od315_of_diluted_wines proline \n 69 1.280 3.07 718.0 \n 96 0.950 2.26 625.0 \n 101 1.040 2.77 562.0 \n 77 0.960 2.52 500.0 \n 70 0.906 1.82 870.0 \n 59 1.050 1.82 520.0 \n 92 0.960 2.06 495.0 ,\n 'counterfactual': alcohol 12.60\n malic_acid 1.34\n ash 1.90\n alcalinity_of_ash 18.50\n magnesium 88.00\n total_phenols 1.45\n flavanoids 1.36\n nonflavanoid_phenols 0.29\n proanthocyanins 1.35\n color_intensity 2.45\n hue 1.04\n od280_od315_of_diluted_wines 2.77\n proline 562.00\n Name: 101, dtype: float64,\n 'distance': array([[20.38693209]])}" }, "execution_count": 543, "metadata": {}, "output_type": "execute_result" } ], "source": [ "cf" ], "metadata": { "collapsed": false, "ExecuteTime": { "end_time": "2024-03-26T08:39:28.280382485Z", "start_time": "2024-03-26T08:39:28.027840199Z" } }, "execution_count": 543 }, { "cell_type": "code", "execution_count": 522, "metadata": { "ExecuteTime": { "end_time": "2024-03-26T08:34:18.223332474Z", "start_time": "2024-03-26T08:34:17.612671070Z" } }, "outputs": [ { "data": { "text/plain": "
", "image/png": 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" }, "metadata": {}, "output_type": "display_data" } ], "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()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Breast cancer" ] }, { "cell_type": "code", "execution_count": 523, "metadata": { "ExecuteTime": { "end_time": "2024-03-26T08:34:18.359206273Z", "start_time": "2024-03-26T08:34:18.223406403Z" } }, "outputs": [], "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()" ] }, { "cell_type": "code", "execution_count": 524, "metadata": { "ExecuteTime": { "end_time": "2024-03-26T08:34:18.511954363Z", "start_time": "2024-03-26T08:34:18.258467376Z" } }, "outputs": [ { "data": { "text/plain": "0.965034965034965" }, "execution_count": 524, "metadata": {}, "output_type": "execute_result" } ], "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])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Without predictor uncertinaty" ] }, { "cell_type": "code", "execution_count": 525, "metadata": { "ExecuteTime": { "end_time": "2024-03-26T08:34:19.269262846Z", "start_time": "2024-03-26T08:34:18.446558428Z" } }, "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" ] }, { "data": { "text/plain": "['IF worst_concave_points <0.1423499956727028 AND worst_radius <16.755000114440918 THEN class = 1 # 0.9076923076923077\\n']" }, "execution_count": 525, "metadata": {}, "output_type": "execute_result" } ], "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))" ] }, { "cell_type": "code", "execution_count": 526, "metadata": { "ExecuteTime": { "end_time": "2024-03-26T08:34:19.371507353Z", "start_time": "2024-03-26T08:34:19.273595502Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Accuracy : 0.916083916083916\n" ] } ], "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.get_name()) for x in lux.uid3.predict(data.instances)]\n", "print(f'Accuracy : {accuracy_score(predictions, test[target])}')\n" ] }, { "cell_type": "code", "execution_count": 527, "metadata": { "ExecuteTime": { "end_time": "2024-03-26T08:34:19.403666991Z", "start_time": "2024-03-26T08:34:19.368178099Z" } }, "outputs": [], "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')" ] }, { "cell_type": "code", "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", "\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", "\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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fBDCSCCEURamsrKyqqmpsbCSipKSkUaNGZWVl4W9aAABDEPptgBEmFApVVVVVVlb2tOisrKxRo0ahRQMAQL/hLQSAiMjpdG7ZsmX9+vUej0ev14dCISKaMGHCnXfemZmZGenoAGAgHT169LXXXmtpaTGZTETk8Xji4+Mffvjh8ePHRzo0AADoBfptgJHk2LFjr7766rkt2m63P/zwwxMmTIh0aAAAMFwhwQ1ARHTq1KlPP/20qKho2bJliYmJbrd7586dn3/++fr163/6059GOjoAGDBCiN///vdWq/XXv/51dna2EOL06dOvvfbaH/7wh9dffz3S0QEAwHeh3wYYYV588UWLxfLCCy/k5OQQUbhF//73v1+9enWkQwMAgOGKRzoAgCHB6XRqNJply5ZlZWUZDAa73T537typU6fW1dVFOjQAGGClpaUPPvhgUVGRwWAwGo1jx4697777Tpw4Eem4AACgd+i3AUaSEydOPPjgg2PHjjUYDAaDYezYsQ888MCxY8ciHRcAAAxjSHADEBFZLJa4uLj29vbw4iSqqrrdbkVRUlJSIh0aAAyw0aNHNzc3BwIBIhJCBAIBh8ORl5cX6bgAAKB36LcBRpJzWzQRBQKB5ubm/Pz8yEYFAADDGpYoASAiiomJ4Zy/8847XV1dVqvV7/cfPnz4yJEjs2fPPnToEBFFRUVlZWVFOkwAuFyMsYkTJ/71r39VVdVutxNRc3Pz6tWrr7nmmnBjZ4xhUVcAgKED/TbACDNlypT//d//VVU1Pj6eiBwOxxtvvNHTookIi3EDAMC/CwluACKirq6uqqqqzs7OU6dOmc3mQCDg8XiMRuOWLVu2bNlCRFOmTHnkkUciHSaMBEGf39nW7vN4lKAiaWSj1WKJi5E1mu9cFgoG3R1dns5OJRhinOtNRktcjN5kOvcav9fb2eRQQkp0gt1otQgh/N3ezuaWoM+vNxuj7DatQU9EQb/f0+mUNLIlNubKPedQJYQ4evSo1+t96aWXYmNjhRAdHR2yLB85cuTIkSNEJMvya6+9FukwAQDgLPTbACPM0aNH/X7/H//4x9jYWCJqb2+XJOno0aNHjx4NX7Bq1aqIBggAAMMPEtwARETJycl33XVXHxckJSVdsWBgZOtqaT2y9Z/ujk4lGOISt8TF5k2blJKXzfi31ozyebprjhyvPVke8geISGcypo/Jz5s6KZyzJqJQMNh4unrv+g2hYHDG0puzJhQF/YG6k+Unvt6thEIGizl/+uSsCUVCiLb6xooDR5Jzs5HgJiLG2K233trHBZxj8S4AgCEE/TbACLN06dJIhwAAACMNEtwARETJyclLliwhIlVVVVXtOc4YkyQpcnHBCMQYj0mML5g1zRhl7XK0HPtq57HtO2xpyd+Zna3RahNzRiXljjJYzP5ub/me/WW79sUmJiTnZRORqqqdTY4zpeWyTse/eYm6Ozrry0/HJifkz5hSvudAecmBjLGFPre7saJa1mrTCrFWKRERYyzc2IUQiqKce0qW8Z4IADDkoN8GGGHCLZqIwrsf9eh3i/b7/VVVVR0dHYqiGAyGvLw8i8VCREKImpqapqamUCgUFRWVk5NjMBguM3gAABiaMCgEICJSFKW9vb2urs7pdPr9/p7jCQkJWAMOBlZcalJc6tkvBJiiLF0tbeV79nud7u8kuHVGQ0JmGhEJIQwWiz09tbm6ztfdHT7idbpqT5Spipo/Y3Lpjr3hW9SQwhiLirdFJ9ij4m1djpaA19tcVetqbS+ad835q6BcnYQQPp/v9OnTnZ2dXq9XCBE+zhi74YYbIhsbAACcD/02wAjj9XrPb9FEdOONN/ajtGAwuHXr1s2bN7e3twshLBbLww8/XFBQQES1tbWvvPJKS0uLqqqSJN16662LFi3C7CUAgBEJCW4AIqLW1tZPP/10+/btPp+PMdZzfPr06UhwwyARQvg83a72Dr3ZpDMZe73A09nVeqbB7+luOF1ljYuNS0kioqDfX192uqOxecycWV63u+d6g8VkjYtrb2iqPnKiy9FiS091d3Q2V9XEJMYrwVB9eYXRYrba46Srfr7bV1999e6773o8np7GLoTQaDRIlAAADE3otwFGkq+//vqdd975TotmjPUvwV1aWrpy5crly5fPnTvXbDY7HI64uLhwmatWrTp9+vQvf/lLm832wQcf/Pa3v508eXJKSspAPgwAAAwNV3uaAyDs9OnT27ZtmzVr1owZM4zGf6Uaw99uAxgMAa+v9kRZS1199sSxRmsvrzShqu0NTQc2bAn6/RqdLm/aJIPFrISUltr6+rKKpNxRCVnp1UdP9FxvjLJmjis8tfdA7fGyuJTElPycpsqaoD9gsFoOfblNCYXM0dH5Mybb01Ov4FMOOUKIP/3pT5MmTbrlllssFkvPJ6tz/7IFAABDB/ptgBHmpZdemjRp0uLFi89t0f3297//PT09ferUqY2NjTqdLjk5OT4+noi8Xu8//vGPZ599duLEiUT04x//+P3339++ffvdd989AM8AAABDDBLcAEREwWAwLi5u8eLFqalXde4Prhi/11tz7GTlwWPJ2Vm5Uyf2eg3jPCln1PUP/MDrdFUdPl558KjVHheXknSmtLytsSlldE7N0ZOOqlqv2+2oPWOxxdpSk2MS46ctXkhESih0pvR0e2NzUnZma129OToqf+aUkztKTu8/fJUnuInI5XItX748/N1VAAAY+tBvA4wkXV1d3//+9weqRe/Zs2fMmDFvvfVWR0eHJElpaWn3339/YmJiQ0OD0+kcP358+DKj0Zifn19aWjogvxQAAIYaJLgBiIgSEhIyMzNLS0t1Op1er++ZSiDLsl6vj2xsMMIIIQJeX82xk+UlB+Iz0sYWX6u7wHY3jDGNTqvRaS2xMUJQe0NTw6nKmMR4LkkkxJGt/yQin9vjbu+oPHhUo9XaUpN7foWztb2psio63hadYG+qqLKnp5qiokzRUY7q2iv3qEMSY+z6668/cuRITEyM0WjknPecMpvNF7pLCNHZ2VlXV+dyuUKh0JgxY2w2W/i4EKK6urqxsVFRlOjo6JycnHO/BQIAAJepf/02AAxZN9544+HDh6Ojo00m0+W36JaWlv379//85z+fPHlydXX1b37zG6vV+vjjjzudTiKyWq09V1qt1vDBi9JqpXPWBv8WzhlTiTGGL5GcK1wfWq2kqheoOBhMeDECEBLcAGFpaWlZWVlr1qw5evRobGxsz0grIyNjzpw5kY0NRpiA11d95HjZnv221OTC2TNkjUYJhTjnjHN/d7errUNvNpljogM+v8/t0Rr0kiyFAkFna1vA79cZ9MYoa9GcWXnTJ4dLO1N66vhXu8bMmTlqwthzf0VTRbW/21c09xqf20OMeZwur8vtc3tkrTZCzz2EfO9733v++ecrKyuTkpIkSWKMCSEkSerjK6tCiBMnTnz44Yetra379+9/6aWXiouLw8crKytfffXVtrY2IYRWq12yZMnNN9987qc1AAC4TP3otwFgyFq+fPn/+3//r7KyMjk5uadFM8Z++MMf9qM0rVZbUFBw2223EVF6evq+ffs2bdr0+OOPa7VaIgoEAj1XBgKBS8yh6/V9DZiZ388lRhJyiv/CJcY41+mwpz0ARAwS3ABERB0dHeXl5S0tLR6PJzzMCh+fOnUqEtwwsFrPNBz4YqsQIq0gr+5EGRHpTab4zFRTVFR7Y/ORzV+nFeQVzp7hbu84feCIVq/TaLV+r7e1tt5gNqWOzpUkyWAxGyxnR+ft1iZZ1hjNZoPZFD6iKkprXX1LXX3m2AJTlJVzbrXF1ZedDmfJ0wrzI/bkQ8a+ffu8Xu/Ro0dLS0vP/bpG34kSi8UyZ86cpKSk+++/P3xECBEKhd58880zZ8784he/iIqK+uCDD1auXDlp0qTk5ORBfwwAgKtG//ptABiawi362LFjZWVl586D7l+COy0tLSoqqudHq9Xa3d1NRAkJCVqttra2NrwEZSgUqq+vX7BgwaWU6XR6+5jBbZZUJaQqIbUf0Y5UUkhVFdXt8mEGd0QwRjYbNg+Dqx0S3ABERJWVlYcOHVq+fPnMmTMNBkPPSEuL6a4w0BhjpmgrEdWdLA8fiU6wW2KjTVFRGp0uKsFmsJqJSNZpNRqNo7ouGAho9Tp7emrG2ILY5MTvlGa0WpJyMo1R/xrQKCElGAhGx9tS8nOISG82ZY4t9Hu6u1rbkrKzssYXXaHnHKqEEKtWrVqyZMmSJUsufWsjzvm4cePGjRvn9/vPPe52u7ds2fKf//mf48ePF0Lcd99969ev/+c//3nnnXdetEzG6EKfnYiInf0HAw/12itUCwxZ/eu3AWDI+stf/rJkyZKlS5cOSIueN2/el19+WV1dHR8f73Q6Dx48OG7cOCKy2WxjxozZsGFDbm6uwWA4fvx4fX399OnTB+IJAABgyEGCG+Cs+Pj4GTNmpKWlRToQGOGSc0ctefInvZ6ypSb3rKNtjYudeON1Fy0tITM9ITP93CManTZz7L827WGMRSfYpy+96TJCHoEWLFiQlZV1mYUIIRobG91u99ixY4mIMWY0GrOzs8vLyy96b3iZwr7OM2IBxjkXSOV8g3HGOJMkppNl0ccfBy5WDDHBA8Q546jbb0iMcc4kiclculDdajRYeAciaUD6bQAYCoQQA9iib7vttj179qxevbqgoKCpqcnhcDzzzDNExBhbsWLFa6+99v7770dFRX311Vdz586dNGnSgPxSAAAYapDgBiAiiouLi42NLSkpIaJzN5nU6XTn7kwCACPAzJkzt23bZjAYzGZzT2NnjIX3jfy3hLcq6lnPkTFmNpsvcf8ivV7b5wxuQUHGOVZ4PAfjYTqtpt/5bcZIFSoPnc3nDmh8wxjnnHMmS1wn9V63jBHnqC6ImAHstwEg4mbNmrVt2zaj0XhuiyYiu93ej9IyMzOfe+65Tz755Ouvv46Li3vyySd7pmnfeOONgUBgx44d3d3dhYWF3//+9zUaLBINADAyIcENQETEOW9oaNi9e/fBgwfP3WQyNzf3lltuiWxsADCAGGOyLL/99tsVFRXhrY3CxyVJeuKJJ/7d0sKrGAWDwfCPQohAIGCxXHwJPCH6Wt6RiCRORqGGQoqKFR57MGIhJRhSvH6v2t9aYYwYJ0UVoZAaRN1+Q3AKhdRAUAl09163jJFWK1uthiseGsAA99sAEHFarfbtt9/u2WSy5/hTTz3VvwLD68idf5wxFl7dqJ+BAgDA8IEENwARkd/v55xnZmZ2dnZ2dnb2HL+URBUADCNCiJaWlkmTJvn9/qqqqp7jsvxvvyEyxhISEjQaTW1tbUpKSnjPycbGxvHjx19aJH2ePfsPziMuUnUXuVuEy4DvEuHKuUDVXE6dA1ymAey3AWAocDgckydP/k6LxvL6AABwOTAuBCAimjhx4ssvvxzpKABg0HHO+9HYhRCKoni93vAmk16v1+VyaTQam82Wn5+/cePGnJwcrVZ76NAhh8MxZcqUQQgcAOAq1b9+GwCGLLRoAAAYcEhwA5ylqqrf73c6nYFAoGeLLaPRiOUdAUaYcLa6s7PT5/Op3yzHwBjre4/Z5ubmTZs2hUIhVVV37tzZ2tqak5MzY8aMH/zgB2+88cb7779vMpl27do1b968S5zBDQAAl6h//TYADFmhUOg7LZqI0tPT+7gFAACgD0hwAxARBYPB+vr6/fv3V1VVuVyu8OcoWZbHjh17xx13RDo6ABgwQgin07l79+7y8vKWlhbOeSAQkCTJYDA899xzfd+1b98+IiouLu7q6tq/f79Wq501a9aNN96oKMquXbv8fv+ECRNuv/127F8EADCA+tdvA8CQFW7RZWVl57ZorVb7y1/+MtKhAQDAcIUENwARkcPh+Pjjj8PZq4aGhsLCwtbWVrfbnZKSEunQAGCAffnll2+//XZWVtamTZuKi4s9Hs+pU6fGjh3bxy2c84KCgj/96U/nn5JlGfsXAQAMqn702wAwZG3evHn16tU5OTkbNmyYP39+d3d3WVnZmDFjIh0XAAAMY0hwAxAR1dTUlJaWrlixQgjx8ccf/+IXv2hoaNi8eTO+KAcwwggh3n777VtuueXee+/96quvnn76abPZ/Kc//Sk+Pj7SoQEAQC/QbwOMMG+++ebixYvvv//+zZs3P/3001ar9aWXXsKykAAAcDl4pAMAGBK8Xm94QRJZlhljiqLk5eWlpqbu2rUr0qEBwABraGgoLi5mjOn1erfbHRsbe9ttt33wwQeRjgsAAHqHfhtgJAm3aM65wWBwuVwxMTG33377mjVrIh0XAAAMY5jBDUBEpNFodDqd1+s1Go2SJB07diwzM7O5uVlRlEiHBgADLDo62ul0hncn27t3b3R0dE1NTSgUinRcAADQO/TbACNJdHS0y+UiovT09JKSktjY2OrqarRoAAC4HEhwAxARxcfH5+TkdHZ2JiQkJCcnr1u3LjY2tr29/brrrot0aAAwkBhj8+bNa25uHjt27A033LBx48bGxsYTJ04UFxdHOjQAAOgF+m2AEaa4uLipqWn8+PE33XTThg0bHA7H8ePH58+fH+m4AABgGEOCG4CIKC0t7frrr9fr9QkJCQsXLnz//ffr6+tnzZq1YMGCSIcGAANs+fLlfr+fMbZs2bK2traSkpJRo0Y98MADkY4LAAB6h34bYCRZvny5z+cjomXLlrW2tu7ZsycrK+uhhx6KdFwAADCMIcENQETk9Xo7OztTUlIkSYqOjs7KyjIajTExMaqq9nFXIBBobm6ur693uVxms7mgoCA6OpqIhBBut7uysrKlpYVznpycnJmZqdfriUhV1fb29oqKCqfTqdfr09LS0tLSJEm6Qs8JAEQNDQ0JCQlEZDAY0tPTXS5XXFwc1iMCABiyBqnfVlW1oqKioqIiMzNz9OjRAxEpAFxcT4vW6/Xp6elOpzMmJgYjMQAAuBzYZBKAiOjUqVPvvvtuU1OTx+PZtWvXF1980d7evnXr1q+//rqPu1wu1549e959991XXnll5cqVtbW14eMej2fnzp2rVq1as2bNO++889Zbbx04cCCcK29ra/vHP/7x+uuvr1279u2333733XcrKyuvxBMCABERCSFWrlxZUVFBRBUVFa+++qoQoqSk5J133ol0aAAA0ItB6reFEG1tba+//vqvfvWrdevWDVCwAHBxL7744unTp4moqqrqlVdeIaJ9+/b9/e9/j3RcAAAwjCHBDUBE1N3d7fP5kpOTHQ5HZWVlcXHxL37xiwkTJhw+fLiPuzQaTUZGxpIlS2666aaeg0KIqqqqzz77LCYm5qmnnvrxj38shFi7dm1bW1soFDp69OjGjRunTp367LPPLlu2rLq6et26dYFAYPAfEQDOqqmpycvLE0Js3bo1Nzf3V7/61SOPPLJp06ZIxwUAAL0b8H5bCOH3+z/77DO3252enj6AoQLARYVbNBF9+eWXOTk5v/rVrx577LGNGzdGOi4AABjGkOAGICJijKmq6nK5Ghoa2traxo0bZzAYLBaL1+vt4y6r1Tp16tTi4uJzPxopilJXV9fR0bFo0aLRo0dPmjTpuuuua21tPXnypNPpLCsrMxqNt956a1ZW1syZM6dOnXr8+PGWlpZLC/JyHxP6gTFCxY8wGo2ms7Ozu7t7x44dxcXFnPPExESXyxXpuAAAoHcD3m+rqrpv376vvvrqJz/5icFguMS7+h6JsbP/AOAiwi3a6/X+85//nD9/Puc8KSkJIzEAALgcWIMbgIgoLi7OaDSuWbNGVVVJknJzcz0eT1dXV1RU1L9blM/nczgcGo0mnPWWJCk2NtZisTQ0NGRmZra0tNhsNpvNRkQWiyU1NdXn8zU2NqakpPRdLOdcp5OF6N/zQf8xRoIJ7mcSZxLHJ9d/kTiXOJMlLnF+/iuTMZLlIbq4/LRp09asWVNYWOhwOKZPny6EqK6ujo+Pj3RcAADQu4Htt1VVPXPmzDvvvLN06dKcnJxLvIsx6nskxjkxP+OcE0YLPRhjnEkS08kagVHslTWUR2IzZsxYs2ZNUVFRc3Pz9OnTiaiqqgojMQAAuBxIcAMQEWVkZFx77bUbN240mUwLFiyIj48/c+aM0Wi8aN75fMFg0Ov1yrLcMyFIlmVZlr1ebzAYDAaD4d0miYgxptFoOOd9zxMP45xptWiwkaEIlXNinDHMJu66PQAAIABJREFUoj8H54xxxiWm5b2/MvmQ/ITPGLv33ntff/317du333HHHZmZmaqqdnR0zJ8/P9KhAQBALwa23xZCeDye9957LyEh4eabb/639rW76EiMBRjnTGC08A3GGeecc67VDNFM68g2NEdiRPSjH/1o1apVW7duveOOO7Kysoiora1twYIFkY4LAACGMeTLAIiIoqOjFy1aNHv2bCKKjY0N/7e4uNhsNv+7RXHONRqNqqrBYDB8RFVVVVVlWZYkSZKkUCgUPi6EUFVVCKHRaC5abCikuFw+zH258hgjJpGiCCWkhhQ10uEMIUyQElIDASUYUtTeKkavlzWaIfcuwxibMGHCb37zG6fTmZycHD4yderUcPMHAIChZmD7bSFEZWXlBx988OMf/3jTpk3BYLCtra2ysvKLL7644YYb+vhLthDU90hM4mQUaiikqBgt9FCJhZRgSPH6fb0OFWBQ6XRDcSRGRN9p0USEkRgAAFymofiGBxARGo0mLi6u50ej0Wg0GvtRjl6vj42NDQaDDofDZrOFl/bu7u622+1Go9FqtdbU1Hg8HpPJ5Pf729raJEkKr1hyUchuR0S42gURqv87eurkQq/MIfuKZYxZrVar1drzY0ZGRmRDAgCAPgxsvx0IBMaPH19SUkJEqqq2traGN5y8/vrr+/6qVt/va4IwVrgAMXSHBBAp57ZoIsJIDAAALhMS3AD9p6pqIBDw+/1er1dRFLfb7XK5tFptamqqTqfbtWuX3W73er1Hjx4Nr+tttVpHjRp1+PDhPXv2TJw4sba29siRI2lpaUlJSZF+FAAAAICRjzFWVFT061//Ovyj3+9/9tln8/PzH3nkEc55ZGMDAAAAgP5Bghug//x+//Hjx/fv319eXt7a2rpp06aqqqrx48dnZmZOnTp179693d3dXq+3trZ2zpw5GRkZsiwXFRUdOXJk3bp15eXlDofD4/EsXbrUZDJF+lEAAAAARj7GmMFg6NkoxefzabVak8mUmJgY2cAAAAAAoN8wTwGg/xRFaW9vP3XqFGNsypQpLperpqamq6vLbrcvXrx4zpw5LS0tfr9/4cKFixcvlmWZiDIzM7///e/n5+fX1dUZDIbbb7/92muvjfRzAAAAAFyNJEmaNWtWYWFhpAMBAAAAgP7DDG6A/jObzTfccMMNN9xw/qnExMS77777/OOyLOfm5ubm5g5+dAAAAADQF41G8/DDD0c6CgAAAAC4LJjBDQAAAAAAAAAAAADDEhLcAAAAAAAAAAAAADAsIcENAAAAAAAAAAAAAMMS1uAGAAAAAAAAgOGtvLz8xIkTo0aNGjduHBEpinLs2LH6+npFURISEsaNG6fX6yMdIwAADAokuAEAAAAAAABgGOvo6HjjjTe+/PLLW2+9NZzgPnjw4KpVqzjnjDGfz3fbbbctWrQo0mECAMCgwBIlAAAAAAAAADBcBYPBDz/8MBAIpKen9xz54x//KMvyU0899eyzz+bm5q5cubK9vT2ycQIAwCBBghsAAAAAAAAAhquSkpLt27c//PDDRqMxfKSxsXHv3r0rVqzIyclJTU297777WlpaDh06FNk4AQBgkGCJEgAAAAAAAAAYlurq6t56663bb789Nze352BFRYWqqoWFheEf4+PjExMTy8vLi4uLL1qgXi8L0fspxhhTg4wzztlAxD5CMM4YZzpZFheqOBhMDC9GACS4AQAAAAAAAGA46u7u/tvf/pacnHzzzTefe9ztdsuybDAYeo6YzWaXy3UpZcryBfMkjBHzE2dMIKd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"text/plain": "" }, "execution_count": 528, "metadata": {}, "output_type": "execute_result" } ], "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": "2024-03-26T08:34:21.932370258Z", "start_time": "2024-03-26T08:34:19.393116860Z" } }, "execution_count": 528 }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Without SHAP" ] }, { "cell_type": "code", "execution_count": 529, "metadata": { "ExecuteTime": { "end_time": "2024-03-26T08:34:22.913239261Z", "start_time": "2024-03-26T08:34:21.933700881Z" } }, "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" ] }, { "data": { "text/plain": "['IF worst_concave_points <0.14305000007152557 AND worst_radius <16.755000114440918 THEN class = 1 # 0.9830508474576272\\n']" }, "execution_count": 529, "metadata": {}, "output_type": "execute_result" } ], "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))" ] }, { "cell_type": "code", "execution_count": 530, "metadata": { "ExecuteTime": { "end_time": "2024-03-26T08:34:23.008454633Z", "start_time": "2024-03-26T08:34:22.915711489Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Accuracy : 0.9230769230769231\n" ] } ], "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.get_name()) for x in lux.uid3.predict(data.instances)]\n", "print(f'Accuracy : {accuracy_score(predictions, test[target])}')\n" ] }, { "cell_type": "code", "execution_count": 531, "metadata": { "ExecuteTime": { "end_time": "2024-03-26T08:34:23.042638476Z", "start_time": "2024-03-26T08:34:23.009621697Z" } }, "outputs": [], "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')" ] }, { "cell_type": "code", "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", "\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", "\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": 532, "metadata": {}, "output_type": "execute_result" } ], "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": "2024-03-26T08:34:25.832437651Z", "start_time": "2024-03-26T08:34:23.031831906Z" } }, "execution_count": 532 }, { "cell_type": "code", "execution_count": 533, "metadata": { "ExecuteTime": { "end_time": "2024-03-26T08:34:26.190846042Z", "start_time": "2024-03-26T08:34:25.840046622Z" } }, "outputs": [ { "data": { "text/plain": "
", "image/png": 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" }, "metadata": {}, "output_type": "display_data" } ], "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()" ] }, { "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", "execution_count": 534, "metadata": { "ExecuteTime": { "end_time": "2024-03-26T08:34:26.336250545Z", "start_time": "2024-03-26T08:34:26.190555969Z" } }, "outputs": [ { "data": { "text/plain": "", "text/html": "
" }, "metadata": {}, "output_type": "display_data" } ], "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)" ] }, { "cell_type": "code", "execution_count": 535, "metadata": { "ExecuteTime": { "end_time": "2024-03-26T08:34:26.607477033Z", "start_time": "2024-03-26T08:34:26.323872638Z" } }, "outputs": [ { "data": { "text/plain": "
", "image/png": 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" }, "metadata": {}, "output_type": "display_data" } ], "source": [ "shap.summary_plot(shap_values,train[features])#, features=None, feature_names=features, max_display=None)" ] }, { "cell_type": "code", "execution_count": 536, "metadata": { "ExecuteTime": { "end_time": "2024-03-26T08:34:30.080330332Z", "start_time": "2024-03-26T08:34:26.609343076Z" } }, "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" ] }, { "data": { "text/plain": "['IF worst_area <839.6499938964844 AND worst_concave_points <0.14305000007152557 THEN class = 1 # 0.9827586206896551\\n']" }, "execution_count": 536, "metadata": {}, "output_type": "execute_result" } ], "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))" ] }, { "cell_type": "code", "execution_count": 537, "metadata": { "ExecuteTime": { "end_time": "2024-03-26T08:34:30.173230519Z", "start_time": "2024-03-26T08:34:30.085508231Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Accuracy : 0.9370629370629371\n" ] } ], "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.get_name()) for x in lux.uid3.predict(data.instances)]\n", "print(f'Accuracy : {accuracy_score(predictions, test[target])}')\n" ] }, { "cell_type": "code", "execution_count": 538, "metadata": { "ExecuteTime": { "end_time": "2024-03-26T08:34:30.229408951Z", "start_time": "2024-03-26T08:34:30.174380122Z" } }, "outputs": [], "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')" ] }, { "cell_type": "code", "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", "\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", "\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": 539, "metadata": {}, "output_type": "execute_result" } ], "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": "2024-03-26T08:34:32.481078903Z", "start_time": "2024-03-26T08:34:30.198003363Z" } }, "execution_count": 539 }, { "cell_type": "code", "execution_count": 540, "metadata": { "ExecuteTime": { "end_time": "2024-03-26T08:34:32.957036736Z", "start_time": "2024-03-26T08:34:32.481580697Z" } }, "outputs": [ { "data": { "text/plain": "
", "image/png": 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" }, "metadata": {}, "output_type": "display_data" } ], "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()" ] }, { "cell_type": "code", "execution_count": 540, "metadata": { "ExecuteTime": { "end_time": "2024-03-26T08:34:32.965300537Z", "start_time": "2024-03-26T08:34:32.958340644Z" } }, "outputs": [], "source": [] } ], "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 }