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@flyfir248
Created May 13, 2023 20:30
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decision-tree.ipynb
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"metadata": {
"colab": {
"provenance": [],
"authorship_tag": "ABX9TyOd1X+mpMQy8VLtHJv+Qj6E",
"include_colab_link": true
},
"kernelspec": {
"name": "python3",
"display_name": "Python 3"
},
"language_info": {
"name": "python"
}
},
"cells": [
{
"cell_type": "markdown",
"metadata": {
"id": "view-in-github",
"colab_type": "text"
},
"source": [
"<a href=\"https://colab.research.google.com/gist/flyfir248/9695ca64a85665df3699c2eca1400c27/decision-tree.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 753
},
"id": "xr5WsfmFyEI1",
"outputId": "6c2aaea8-4607-4369-e3d5-889d36620336"
},
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"Accuracy: 1.0\n"
]
},
{
"output_type": "execute_result",
"data": {
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"metadata": {},
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{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
],
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\n"
},
"metadata": {}
}
],
"source": [
"from sklearn.datasets import load_iris\n",
"from sklearn.tree import DecisionTreeClassifier\n",
"from sklearn.model_selection import train_test_split\n",
"from sklearn.metrics import accuracy_score\n",
"from sklearn.tree import plot_tree\n",
"\n",
"# Load the Iris dataset\n",
"iris = load_iris()\n",
"X = iris.data\n",
"y = iris.target\n",
"\n",
"# Split the dataset into training and testing sets\n",
"X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.3, random_state=42)\n",
"\n",
"# Create an instance of the DecisionTreeClassifier class\n",
"clf = DecisionTreeClassifier(random_state=42)\n",
"\n",
"# Fit the classifier to the training data\n",
"clf.fit(X_train, y_train)\n",
"\n",
"# Make predictions on the testing data\n",
"y_pred = clf.predict(X_test)\n",
"\n",
"# Evaluate the accuracy of the classifier\n",
"acc = accuracy_score(y_test, y_pred)\n",
"print(\"Accuracy:\", acc)\n",
"\n",
"# Plot the decision tree\n",
"plot_tree(clf, filled=True)"
]
},
{
"cell_type": "markdown",
"source": [],
"metadata": {
"id": "LC1FIFeHzNg6"
}
},
{
"cell_type": "code",
"source": [
"from sklearn.datasets import load_iris\n",
"from sklearn.tree import DecisionTreeClassifier, plot_tree\n",
"from sklearn.model_selection import train_test_split\n",
"from sklearn.metrics import accuracy_score, confusion_matrix\n",
"import matplotlib.pyplot as plt\n",
"\n",
"# Load the iris dataset\n",
"iris = load_iris()\n",
"X = iris.data\n",
"y = iris.target\n",
"target_names = iris.target_names\n",
"\n",
"# Split the dataset into training and testing sets\n",
"X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.3, random_state=42)\n",
"\n",
"# Create an instance of DecisionTreeClassifier\n",
"clf = DecisionTreeClassifier(max_depth=2)\n",
"\n",
"# Fit the classifier to the training data\n",
"clf.fit(X_train, y_train)\n",
"\n",
"# Make predictions on the testing data\n",
"y_pred = clf.predict(X_test)\n",
"\n",
"# Evaluate the accuracy of the classifier\n",
"acc = accuracy_score(y_test, y_pred)\n",
"print(\"Accuracy:\", acc)\n",
"\n",
"# Plot the decision tree\n",
"plt.figure(figsize=(10, 8))\n",
"plot_tree(clf, filled=True, feature_names=iris.feature_names, class_names=target_names)\n",
"plt.show()\n",
"\n",
"# Compute and plot the confusion matrix\n",
"cm = confusion_matrix(y_test, y_pred)\n",
"fig, ax = plt.subplots()\n",
"im = ax.imshow(cm, cmap=plt.cm.Blues)\n",
"ax.set_xticks([0, 1, 2])\n",
"ax.set_yticks([0, 1, 2])\n",
"ax.set_xticklabels(target_names)\n",
"ax.set_yticklabels(target_names)\n",
"ax.set_xlabel(\"Predicted\")\n",
"ax.set_ylabel(\"True\")\n",
"ax.set_title(\"Confusion Matrix\")\n",
"plt.colorbar(im)\n",
"plt.show()"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 1000
},
"id": "oNyKkb8PzNw7",
"outputId": "2408f6e0-7574-4b52-99f0-82969da5dc7e"
},
"execution_count": null,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"Accuracy: 0.9777777777777777\n"
]
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 1000x800 with 1 Axes>"
],
"image/png": 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\n"
},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 640x480 with 2 Axes>"
],
"image/png": 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j1PWYuiIiIlISM77U8+LFi9BqtfpitVptWrsA1q5di6CgIGg0mgrrPZgKa9OmDTp37gwXFxd8/vnnlRoNKsFAh4iIiAzSarWyQMdUBw8eRHJyMjZv3mz0ufb29mjVqhVSUlKMOo+pKyIiIiUxY+rK3D7++GO0b98e3t7eRp+bm5uL1NRUODk5GXUeAx0iIiIlqYbn6OTm5iIpKQlJSUkAgLS0NCQlJckmD+fk5GDLli2YMGGCwTb8/f2xfPly/f60adOwf/9+pKenIzExEYMGDYKFhQVGjhxpVN+YuiIiIiKTHD16FD179tTvh4aGAgCCg4MRGxsLANi0aROEEOUGKqmpqbh+/bp+/9KlSxg5ciRu3LiBhg0b4rnnnsPhw4fRsGFDo/rGQIeIiEhRzJF6Mu78Hj16QAhRYZ1XXnkFr7zySrnH09PTZfubNm0yqg/lYaBDRESkJGZcdaUEnKNDREREisURHSIiIiWRJDO860o5IzoMdIiIiJSkGl7qWZMp55MQERERlcIRHSIiIiXhZGQZBjpERERKwtSVDAMdIiIiJeGIjoxyQjYiIiKiUjiiQ0REpCRMXckw0CEiIlISpq5klBOyEREREZXCER0iIiIFkSQJEkd09BjoEBERKQgDHTmmroiIiEixOKJDRESkJNL/NlPbUAgGOkRERArC1JUcU1dERESkWBzRISIiUhCO6Mgx0CEiIlIQBjpyDHSIiIgUhIGOHOfolJKeng5JkpCUlFTdXSEiIiITcUSHiIhISbi8XEaxIzpffPEFvLy8YGVlhfr166NXr17Iy8sDAPz73/+Gh4cHNBoNWrdujQ8//FB/XvPmzQEAbdu2hSRJ6NGjBwCguLgYUVFRaNKkCdRqNXx8fLBr1y79eQUFBQgJCYGTkxM0Gg1cXFwQExOjP75o0SJ4eXnB2toazs7OmDRpEnJzcx/DnSAioqdJSerK1E0pFDmik5mZiZEjR2LevHkYNGgQ7ty5g4MHD0IIgbi4OISHh2P58uVo27YtTpw4gYkTJ8La2hrBwcH4+eef0alTJ+zZswfPPPMMLC0tAQBLly7FwoUL8dFHH6Ft27ZYu3Yt+vfvjzNnzqBly5b44IMP8M033+Dzzz9H06ZNcfHiRVy8eFHfJ5VKhQ8++ADNmzfH+fPnMWnSJEyfPl0WZBEREZF5SUIIUd2dMLfjx4+jffv2SE9Ph4uLi+yYm5sboqOjMXLkSH3ZnDlzsHPnTiQmJiI9PR3NmzfHiRMn4OPjo6/TuHFjTJ48GW+//ba+rFOnTujYsSNWrFiBKVOm4MyZM9izZ0+lIuEvvvgC//znP3H9+nWDx/Pz85Gfn6/fz8nJgbOzM9ReEyFZWFb2VtAT6taR5dXdBSIys5ycHDjUt0N2dja0Wm2VtG9nZwe7Yash1a5jUlui8C6yP3+lyvr6OCkydeXt7Q1/f394eXlh6NChWLNmDW7duoW8vDykpqZi/PjxsLGx0W9z5sxBampque3l5OTg8uXL8PPzk5X7+fnh7NmzAIAxY8YgKSkJ7u7umDJlCr7//ntZ3T179sDf3x+NGzeGra0tXn75Zdy4cQN37941eM2YmJj7P7D/25ydnU28K0RE9DSQYIbUlYIm6Sgy0LGwsMDu3bvx7bffwtPTE8uWLYO7uztOnz4NAFizZg2SkpL02+nTp3H48GGTrtmuXTukpaUhOjoaf/zxB4YNG4YhQ4YAuL+Sq2/fvmjTpg22bt2KY8eOYcWKFQDuz+0xZObMmcjOztZvD6bBiIiIqHIUOUcHuD8Zy8/PD35+fggPD4eLiwsSEhKg0+lw/vx5BAUFGTyvZE5OUVGRvkyr1UKn0yEhIQHdu3fXlyckJKBTp06yesOHD8fw4cMxZMgQ9OnTBzdv3sSxY8dQXFyMhQsXQqW6H1t+/vnnFfZfrVZDrVY/8ucnIqKnE5+jI6fIQOenn35CfHw8evfujUaNGuGnn37CtWvX4OHhgcjISEyZMgV2dnbo06cP8vPzcfToUdy6dQuhoaFo1KgRrKyssGvXLjRp0gQajQZ2dnYICwvD7Nmz0aJFC/j4+GDdunVISkpCXFwcgPurqpycnNC2bVuoVCps2bIFjo6OsLe3h5ubGwoLC7Fs2TL069cPCQkJWLVqVTXfJSIiUiQuL5dRZKCj1Wpx4MABLFmyBDk5OXBxccHChQsRGBgIAKhTpw7mz5+PsLAwWFtbw8vLC1OnTgUA1KpVCx988AGioqIQHh6Orl27Yt++fZgyZQqys7Px5ptv4urVq/D09MQ333yDli1bAgBsbW0xb948nDt3DhYWFujYsSN27twJlUoFb29vLFq0CO+//z5mzpyJbt26ISYmBqNHj66uW0RERPRUUOSqKyUqmU3PVVdPB666IlKex7Xqqu7Ij6GyNG3VVXHBXdz6bLwiVl0pckSHiIjoaWWOOTp8YCARERHVSAx05BS5vJyIiIgI4IgOERGRsnDVlQwDHSIiIgVh6kqOqSsiIiJSLAY6RERECmLye64eYUTowIED6NevH3Q6HSRJwrZt22THx4wZU6b9Pn36PLTdFStWoFmzZtBoNOjcuTN+/vlno/oFMNAhIiJSlOoIdPLy8uDt7a1/j6Mhffr0QWZmpn777LPPKmxz8+bNCA0NxezZs3H8+HF4e3sjICAAV69eNapvnKNDREREJgkMDNS/faA8arUajo6OlW5z0aJFmDhxIsaOHQsAWLVqFXbs2IG1a9firbfeqnQ7HNEhIiJSEHOO6OTk5Mi2/Pz8R+7Xvn370KhRI7i7u+PVV1/FjRs3yq1bUFCAY8eOoVevXvoylUqFXr164dChQ0Zdl4EOERGRkkhm2gA4OzvDzs5Ov8XExDxSl/r06YNPPvkE8fHxeP/997F//34EBgaiqKjIYP3r16+jqKgIDg4OsnIHBwdkZWUZdW2mroiIiMigixcvyt51pVarH6mdESNG6P/by8sLbdq0QYsWLbBv3z74+/ub3M+KcESHiIhIQcyZutJqtbLtUQOd0lxdXdGgQQOkpKQYPN6gQQNYWFjgypUrsvIrV64YNc8HYKBDRESkKNWx6spYly5dwo0bN+Dk5GTwuKWlJdq3b4/4+Hh9WXFxMeLj4+Hr62vUtRjoEBERKUh1BDq5ublISkpCUlISACAtLQ1JSUnIyMhAbm4uwsLCcPjwYaSnpyM+Ph4DBgyAm5sbAgIC9G34+/tj+fLl+v3Q0FCsWbMG69evx9mzZ/Hqq68iLy9PvwqrsjhHh4iIiExy9OhR9OzZU78fGhoKAAgODsbKlSvxyy+/YP369bh9+zZ0Oh169+6N6OhoWSosNTUV169f1+8PHz4c165dQ3h4OLKysuDj44Ndu3aVmaD8MAx0iIiIlKQaXurZo0cPCCHKPf7dd989tI309PQyZSEhIQgJCTGuM6Uw0CEiIlIQvtRTjnN0iIiISLE4okNERKQgHNGRY6BDRESkIBLMEOiYPMmn5mDqioiIiBSLIzpEREQKwtSVHAMdIiIiJamG5eU1GVNXREREpFgc0SEiIlIQpq7kGOgQEREpCAMdOQY6RERECiJJ9zdT21AKztEhIiIixeKIDhERkYLcH9ExNXVlps7UAAx0iIiIlMQMqSsuLyciIiJ6AnBEh4iISEG46kqOgQ4REZGCcNWVHFNXREREpFgc0SEiIlIQlUqCSmXakIww8fyahIEOERGRgjB1JcfUFRERESkWR3SIiIgUhKuu5BjoEBERKQhTV3IMdIiIiBSEIzpynKNDREREisURHSIiIgXhiI4cAx0iIiIF4RwdOaauiIiISLE4okNERKQgEsyQuoJyhnQY6BARESkIU1dyTF0RERGRYnFEh4iISEG46kqOgQ4REZGCMHUlx9QVERERKRZHdIiIiBSEqSs5BjpEREQKwtSVHAMdIiIiBeGIjhzn6BAREZFJDhw4gH79+kGn00GSJGzbtk1/rLCwEDNmzICXlxesra2h0+kwevRoXL58ucI2IyIi9EFbyda6dWuj+8YRnSdMxr4F0Gq11d0NqmKBKxKruwv0GH0xoVN1d4Eeg7v5fz6eC5khdWXsg5Hz8vLg7e2NcePGYfDgwbJjd+/exfHjxzFr1ix4e3vj1q1beP3119G/f38cPXq0wnafeeYZ7NmzR79fq5bxYQsDHSIiIgWpjtRVYGAgAgMDDR6zs7PD7t27ZWXLly9Hp06dkJGRgaZNm5bbbq1ateDo6GhUX0pj6oqIiIgeq+zsbEiSBHt7+wrrnTt3DjqdDq6urggKCkJGRobR1+KIDhERkYKYc9VVTk6OrFytVkOtVpvU9r179zBjxgyMHDmywqkYnTt3RmxsLNzd3ZGZmYnIyEh07doVp0+fhq2tbaWvxxEdIiIiBSk9gfdRNwBwdnaGnZ2dfouJiTGpb4WFhRg2bBiEEFi5cmWFdQMDAzF06FC0adMGAQEB2LlzJ27fvo3PP//cqGtyRIeIiIgMunjxomzUxZTRnJIg58KFC9i7d6/RC2vs7e3RqlUrpKSkGHUeR3SIiIgUpCR1ZeoGAFqtVrY9aqBTEuScO3cOe/bsQf369Y1uIzc3F6mpqXBycjLqPAY6RERECmLO1FVl5ebmIikpCUlJSQCAtLQ0JCUlISMjA4WFhRgyZAiOHj2KuLg4FBUVISsrC1lZWSgoKNC34e/vj+XLl+v3p02bhv379yM9PR2JiYkYNGgQLCwsMHLkSKP6xtQVERERmeTo0aPo2bOnfj80NBQAEBwcjIiICHzzzTcAAB8fH9l5P/zwA3r06AEASE1NxfXr1/XHLl26hJEjR+LGjRto2LAhnnvuORw+fBgNGzY0qm8MdIiIiBSkOp6j06NHDwghyj1e0bES6enpsv1NmzYZ1YfyMNAhIiJSEL7UU46BDhERkYLwpZ5ynIxMREREisURHSIiIgVh6kqOgQ4REZGCMHUlx9QVERERKRZHdIiIiBREghlSV2bpSc3AQIeIiEhBVJIElYmRjqnn1yRMXREREZFicUSHiIhIQbjqSo6BDhERkYJw1ZUcAx0iIiIFUUn3N1PbUArO0SEiIiLF4ogOERGRkkhmSD0paESHgQ4REZGCcDKyHFNXREREpFgc0SEiIlIQ6X//TG1DKRjoEBERKQhXXckxdUVERESKxREdIiIiBeEDA+UY6BARESkIV13JMXVFREREisURHSIiIgVRSRJUJg7JmHp+TcJAh4iISEGYupJjoENERKQgnIwsxzk6REREpFgc0SEiIlIQpq7kGOgQEREpCCcjyzF1RURERIrFER0iIiIFkf63mdqGUjDQISIiUhCuupJj6oqIiIgUiyM6RERECqKS7m+mtqEUDHSIiIgUhKkrOaauiIiISLE4okNERKQwChqQMRkDHSIiIgVh6kqOgQ4REZGCcDKyHOfoEBERkUkOHDiAfv36QafTQZIkbNu2TXZcCIHw8HA4OTnBysoKvXr1wrlz5x7a7ooVK9CsWTNoNBp07twZP//8s9F9e6RA5+DBg3jppZfg6+uL33//HQCwYcMG/Pjjj4/SHBEREZlJSerK1M0YeXl58Pb2xooVKwwenzdvHj744AOsWrUKP/30E6ytrREQEIB79+6V2+bmzZsRGhqK2bNn4/jx4/D29kZAQACuXr1qVN+MDnS2bt2KgIAAWFlZ4cSJE8jPzwcAZGdn47333jO2OSIiIjIjyUybMQIDAzFnzhwMGjSozDEhBJYsWYJ3330XAwYMQJs2bfDJJ5/g8uXLZUZ+HrRo0SJMnDgRY8eOhaenJ1atWoU6depg7dq1RvXN6EBnzpw5WLVqFdasWYPatWvry/38/HD8+HFjmyMiIqIaKicnR7aVDG4YIy0tDVlZWejVq5e+zM7ODp07d8ahQ4cMnlNQUIBjx47JzlGpVOjVq1e555TH6EAnOTkZ3bp1K1NuZ2eH27dvG9scERERmZFKksyyAYCzszPs7Oz0W0xMjNH9ycrKAgA4ODjIyh0cHPTHSrt+/TqKioqMOqc8Rq+6cnR0REpKCpo1ayYr//HHH+Hq6mpsc0RERGRGkmT6c3RKzr948SK0Wq2+XK1Wm9ZwNTB6RGfixIl4/fXX8dNPP0GSJFy+fBlxcXGYNm0aXn311aroIxEREVUDrVYr2x4l0HF0dAQAXLlyRVZ+5coV/bHSGjRoAAsLC6POKY/Rgc5bb72FUaNGwd/fH7m5uejWrRsmTJiAf/zjH3jttdeMbY6IiIjMqDpWXVWkefPmcHR0RHx8vL4sJycHP/30E3x9fQ2eY2lpifbt28vOKS4uRnx8fLnnlMfo1JUkSXjnnXcQFhaGlJQU5ObmwtPTEzY2NsY2RURERGZmztRVZeXm5iIlJUW/n5aWhqSkJNSrVw9NmzbF1KlTMWfOHLRs2RLNmzfHrFmzoNPpMHDgQP05/v7+GDRoEEJCQgAAoaGhCA4ORocOHdCpUycsWbIEeXl5GDt2rFF9e+QnI1taWsLT0/NRT68W6enpaN68OU6cOAEfH58a1x4REdGT6OjRo+jZs6d+PzQ0FAAQHByM2NhYTJ8+HXl5eXjllVdw+/ZtPPfcc9i1axc0Go3+nNTUVFy/fl2/P3z4cFy7dg3h4eHIysqCj48Pdu3aVWaC8sMYHej07NmzwiGtvXv3GtvkY+Ps7IzMzEw0aNCgurtCRERUJR5cNWVKG8bo0aMHhBDlHpckCVFRUYiKiiq3Tnp6epmykJAQ/QjPozI60Ck9clFYWIikpCScPn0awcHBJnXGVIWFhbJn+5RmYWFh9CSmqlZQUABLS8vq7gYRESlEdaSuajKjJyMvXrxYti1fvhw//vgjpk6dWmGQUdrq1auh0+lQXFwsKx8wYADGjRsHAPj666/Rrl07aDQauLq6IjIyEn/++ae+riRJWLlyJfr37w9ra2vMnTsXt27dQlBQEBo2bAgrKyu0bNkS69atA3A/WpQkCUlJSfo2zpw5g759+0Kr1cLW1hZdu3ZFamoqgPsTn6KiotCkSROo1Wr9sFlF9u/fj06dOkGtVsPJyQlvvfWWrM89evRASEgIpk6digYNGiAgIKDS94yIiOhhatpk5Opmtpd6vvTSS0Y9lnno0KG4ceMGfvjhB33ZzZs3sWvXLgQFBeHgwYMYPXo0Xn/9dfz666/46KOPEBsbi7lz58raiYiIwKBBg3Dq1CmMGzcOs2bNwq+//opvv/0WZ8+excqVK8tNVf3+++/o1q0b1Go19u7di2PHjmHcuHH6wGTp0qVYuHAhFixYgF9++QUBAQHo379/uS8i+/333/HCCy+gY8eOOHnyJFauXImPP/4Yc+bMkdVbv349LC0tkZCQgFWrVhlsKz8/v8wTKYmIiMg4jzwZubRDhw7JJhU9TN26dREYGIiNGzfC398fAPDFF1+gQYMG6NmzJ3r37o233npLnw5zdXVFdHQ0pk+fjtmzZ+vbGTVqlGwGdkZGBtq2bYsOHToAQJkHGz5oxYoVsLOzw6ZNm/SjUa1atdIfX7BgAWbMmIERI0YAAN5//3388MMPWLJkicEXl3344YdwdnbG8uXLIUkSWrdujcuXL2PGjBkIDw+HSnU/rmzZsiXmzZtX4f2JiYlBZGRkhXWIiIhKU8H0UQyzjYLUAEYHOoMHD5btCyGQmZmJo0ePYtasWUa1FRQUhIkTJ+LDDz+EWq1GXFwcRowYAZVKhZMnTyIhIUE2glNUVIR79+7h7t27qFOnDgDoA5oSr776Kv7v//4Px48fR+/evTFw4EB06dLF4PWTkpLQtWtXgym3nJwcXL58GX5+frJyPz8/nDx50mB7Z8+eha+vr2zIz8/PD7m5ubh06RKaNm0KAGjfvv1D783MmTP1s9ZL+uPs7PzQ84iI6OlmjtSTklJXRgc6dnZ2sn2VSgV3d3dERUWhd+/eRrXVr18/CCGwY8cOdOzYEQcPHsTixYsB3F+THxkZWSawAiAbObK2tpYdCwwMxIULF7Bz507s3r0b/v7+mDx5MhYsWFCmHSsrK6P6ay6l+2yIWq1+Ih+1TUREVJMYFegUFRVh7Nix8PLyQt26dU2+uEajweDBgxEXF4eUlBS4u7ujXbt2AIB27dohOTkZbm5uRrfbsGFDBAcHIzg4GF27dkVYWJjBQKdNmzZYv369wdVaWq0WOp0OCQkJ6N69u748ISEBnTp1MnhdDw8PbN26FUIIfTSckJAAW1tbNGnSxOjPQUREZCxJAlRcdaVnVKBjYWGB3r174+zZs2YJdID76au+ffvizJkzeOmll/Tl4eHh6Nu3L5o2bYohQ4bo01mnT58uM7n3QeHh4Wjfvj2eeeYZ5OfnY/v27fDw8DBYNyQkBMuWLcOIESMwc+ZM2NnZ4fDhw+jUqRPc3d0RFhaG2bNno0WLFvDx8cG6deuQlJSEuLg4g+1NmjQJS5YswWuvvYaQkBAkJydj9uzZCA0N1c/PISIiqkoqMwQ6pp5fkxidunr22Wdx/vx5NG/e3Cwd+Pvf/4569eohOTkZo0aN0pcHBARg+/btiIqKwvvvv4/atWujdevWmDBhQoXtWVpaYubMmUhPT4eVlRW6du2KTZs2Gaxbv3597N27F2FhYejevTssLCzg4+Ojn5czZcoUZGdn480338TVq1fh6emJb775Bi1btjTYXuPGjbFz506EhYXB29sb9erVw/jx4/Huu+8+4t0hIiIiU0iiokcZGrBr1y7MnDkT0dHRaN++fZn5Jg++zp3MJycnB3Z2drhyI5v3+CkQuCKxurtAj9EXEwynw0lZ7uTkoLmuPrKzq+b3eMnficmbjkJdx7T3T+bfzcWKER2qrK+PU6VHdKKiovDmm2/ihRdeAAD0799fNiu7ZF5KUVGR+XtJRERElcLUlVylA53IyEj885//lD3gj4iIiKgmq3SgU5LhenAFEhEREdUsfNeVnFGTkZX0ACEiIiIlqo63l9dkRgU6rVq1emiwc/PmTZM6RERERI+Or4CQMyrQiYyMLPNkZCIiIqKayqhAZ8SIEWjUqFFV9YWIiIhMxDk6cpUOdDg/h4iIqOZTwQxzdKCcv/mVTsMZ+VxBIiIiompX6RGd4uLiquwHERERmQFTV3JGv+uKiIiIai4+GVlOSSvIiIiIiGQ4okNERKQgkmT6A/+YuiIiIqIaiXN05Ji6IiIiIsXiiA4REZGCcDKyHAMdIiIiBZH+98/UNpSCgQ4REZGCcERHjnN0iIiISLE4okNERKQgHNGRY6BDRESkIJIkmfwibiW9yJupKyIiIlIsjugQEREpCFNXcgx0iIiIFIRPRpZj6oqIiIgUiyM6RERECqKSJJNf6mnq+TUJAx0iIiIF4RwdOaauiIiISLEY6BARESmJ9NeE5EfdjH3VVbNmzfTP73lwmzx5ssH6sbGxZepqNBrTP7sBTF0REREpiAoSVCa+lNPY848cOYKioiL9/unTp/H8889j6NCh5Z6j1WqRnJys36+qhxQy0CEiIlKQ6lhe3rBhQ9n+v/71L7Ro0QLdu3ev4BoSHB0dH6V7RmHqioiIiAzKycmRbfn5+Q89p6CgAJ9++inGjRtX4ShNbm4uXFxc4OzsjAEDBuDMmTPm7LoeAx0iIiIFKVl1ZeoGAM7OzrCzs9NvMTExD73+tm3bcPv2bYwZM6bcOu7u7li7di2+/vprfPrppyguLkaXLl1w6dIlM92FvzB1RUREpCDmfI7OxYsXodVq9eVqtfqh53788ccIDAyETqcrt46vry98fX31+126dIGHhwc++ugjREdHm9DzshjoEBERkUFarVYW6DzMhQsXsGfPHnz55ZdGXad27dpo27YtUlJSjO3iQzF1RUREpCCmLi03ZTLzunXr0KhRI7z44otGnVdUVIRTp07Bycnp0S5cAY7oEBERKYgKZkhdPcLy9OLiYqxbtw7BwcGoVUseXowePRqNGzfWz/GJiorC3/72N7i5ueH27duYP38+Lly4gAkTJpjUb0MY6BAREZHJ9uzZg4yMDIwbN67MsYyMDKhUfyWRbt26hYkTJyIrKwt169ZF+/btkZiYCE9PT7P3i4EOERGRglTHc3QAoHfv3hBCGDy2b98+2f7ixYuxePHiR+iZ8RjoEBERKYgKpk/AVdIEXiV9FiIiIiIZjugQEREpSMlLMk1tQykY6BARESnII7x83GAbSsFAh4iISEHM+WRkJeAcHSIiIlIsjugQEREpjHLGY0zHQIeIiEhBqus5OjUVU1dERESkWBzRISIiUhAuL5djoENERKQgfDKynJI+CxEREZEMR3SIiIgUhKkrOQY6RERECsInI8sxdUVERESKxREdohro28ldqrsL9Bh1eW9vdXeBHoOie3mP5TpMXckx0CEiIlIQrrqSY6BDRESkIBzRkVNS0EZEREQkwxEdIiIiBeGqKzkGOkRERArCl3rKMXVFREREisURHSIiIgVRQYLKxOSTqefXJAx0iIiIFISpKzmmroiIiEixOKJDRESkINL//pnahlIw0CEiIlIQpq7kmLoiIiIixeKIDhERkYJIZlh1xdQVERER1UhMXckx0CEiIlIQBjpynKNDREREisURHSIiIgXh8nI5BjpEREQKopLub6a2oRRMXREREZFicUSHiIhIQZi6kmOgQ0REpCBcdSXH1BURERGZJCIiApIkybbWrVtXeM6WLVvQunVraDQaeHl5YefOnVXSNwY6RERECiLhr/TVo/8z3jPPPIPMzEz99uOPP5ZbNzExESNHjsT48eNx4sQJDBw4EAMHDsTp06cf+XOXh6krIiIiBamuVVe1atWCo6NjpeouXboUffr0QVhYGAAgOjoau3fvxvLly7Fq1SrjL14BjugQERGRQTk5ObItPz+/3Lrnzp2DTqeDq6srgoKCkJGRUW7dQ4cOoVevXrKygIAAHDp0yGx9L8FAh4iISEFMT1v9lbxydnaGnZ2dfouJiTF4zc6dOyM2Nha7du3CypUrkZaWhq5du+LOnTsG62dlZcHBwUFW5uDggKysLPPeDDB1RUREpCjmXHV18eJFaLVafblarTZYPzAwUP/fbdq0QefOneHi4oLPP/8c48ePN60zJmKgQ0REpCDS/zZT2wAArVYrC3Qqy97eHq1atUJKSorB446Ojrhy5Yqs7MqVK5We42MMpq6IiIjIrHJzc5GamgonJyeDx319fREfHy8r2717N3x9fc3eFwY6RERECqKCBJVk4mbkmNC0adOwf/9+pKenIzExEYMGDYKFhQVGjhwJABg9ejRmzpypr//6669j165dWLhwIX777TdERETg6NGjCAkJMeu9AJi6IiIiUhRzpq4q69KlSxg5ciRu3LiBhg0b4rnnnsPhw4fRsGFDAEBGRgZUqr/GVrp06YKNGzfi3Xffxdtvv42WLVti27ZtePbZZ03seVkMdIiIiMgkmzZtqvD4vn37ypQNHToUQ4cOraIe/YWBDhERkZJUx5BODcZAh4iISEH49nI5TkYmIiIixeKIDhERkZKY4YGBChrQYaBDRESkJJyiI8fUFRERESkWR3SIiIiUhEM6Mgx0iIiIFISrruQY6BARESmIOd9ergSco0NERESKxREdIiIiBeEUHTkGOkRERErCSEeGqSsiIiJSLI7oEBERKQhXXckx0CEiIlIQrrqSY+qKiIiIFIsjOkRERArCuchyDHSIiIiUhJGODFNXREREpFgc0SEiIlIQrrqSY6BDRESkIFx1JcdAh4iISEE4RUeOc3SIiIhIsTiiQ0REpCQc0pF5Ykd0IiIi4OPjY3I7+/btgyRJuH37dqXPGTNmDAYOHGjytYmIiMxNMtM/pXhiR3SmTZuG1157zeR2unTpgszMTNjZ2VX6nKVLl0IIYfK1iYiIqGo9sYGOjY0NbGxsyj1eUFAAS0vLh7ZjaWkJR0dHo65tTFBERET0OHHVlVyNTV2tXr0aOp0OxcXFsvIBAwZg3LhxZVJXJemkuXPnQqfTwd3dHQCQmJgIHx8faDQadOjQAdu2bYMkSUhKSgJQNnUVGxsLe3t7fPfdd/Dw8ICNjQ369OmDzMzMMtcqUVxcjHnz5sHNzQ1qtRpNmzbF3Llz9cdnzJiBVq1aoU6dOnB1dcWsWbNQWFho3htGRESEv6bomLopRY0NdIYOHYobN27ghx9+0JfdvHkTu3btQlBQkMFz4uPjkZycjN27d2P79u3IyclBv3794OXlhePHjyM6OhozZsx46LXv3r2LBQsWYMOGDThw4AAyMjIwbdq0cuvPnDkT//rXvzBr1iz8+uuv2LhxIxwcHPTHbW1tERsbi19//RVLly7FmjVrsHjx4gr7kJ+fj5ycHNlGRERExqmxqau6desiMDAQGzduhL+/PwDgiy++QIMGDdCzZ08cPHiwzDnW1tb497//rU9ZrVq1CpIkYc2aNdBoNPD09MTvv/+OiRMnVnjtwsJCrFq1Ci1atAAAhISEICoqymDdO3fuYOnSpVi+fDmCg4MBAC1atMBzzz2nr/Puu+/q/7tZs2aYNm0aNm3ahOnTp5fbh5iYGERGRlbYTyIiojK46kqmxo7oAEBQUBC2bt2K/Px8AEBcXBxGjBgBlcpwt728vGTzcpKTk9GmTRtoNBp9WadOnR563Tp16uiDHABwcnLC1atXDdY9e/Ys8vPz9cGYIZs3b4afnx8cHR1hY2ODd999FxkZGRX2YebMmcjOztZvFy9efGi/iYiIuOpKrkYHOv369YMQAjt27MDFixdx8ODBctNWwP0RHXOoXbu2bF+SpHJXWVlZWVXY1qFDhxAUFIQXXngB27dvx4kTJ/DOO++goKCgwvPUajW0Wq1sIyIiIuPU6EBHo9Fg8ODBiIuLw2effQZ3d3e0a9eu0ue7u7vj1KlT+hEhADhy5IhZ+9iyZUtYWVkhPj7e4PHExES4uLjgnXfeQYcOHdCyZUtcuHDBrH0gIiIqUbLqytRNKWp0oAPcT1/t2LEDa9eurXA0x5BRo0ahuLgYr7zyCs6ePYvvvvsOCxYsAHB/lMYcNBoNZsyYgenTp+OTTz5BamoqDh8+jI8//hjA/UAoIyMDmzZtQmpqKj744AN89dVXZrk2ERFRaVx1JVfjA52///3vqFevHpKTkzFq1CijztVqtfjPf/6DpKQk+Pj44J133kF4eDgAyObtmGrWrFl48803ER4eDg8PDwwfPlw/p6d///544403EBISAh8fHyQmJmLWrFlmuzYREZEMIx0ZSTxlj/iNi4vD2LFjkZ2d/dD5NTVJTk4O7OzscOVGNufrEClMl/f2VncX6DEoupeHX2L6Izu7an6Pl/ydOHYuEza2prWfeycH7Vs6VVlfH6cau7zcXD755BO4urqicePGOHnyJGbMmIFhw4Y9UUEOERFRZZlj1ZSSVl0pPtDJyspCeHg4srKy4OTkhKFDh8qeWkxERKQo5phMrJw4p+bP0THV9OnTkZ6ejnv37iEtLQ2LFy9GnTp1qrtbREREihETE4OOHTvC1tYWjRo1wsCBA5GcnFzhObGxsZAkSbaZc/5sCcUHOkRERE+T6piLvH//fkyePBmHDx/G7t27UVhYiN69eyMvL6/C87RaLTIzM/VbVTx+RfGpKyIioqdKNbwCYteuXbL92NhYNGrUCMeOHUO3bt3Kv4wkwdHR8VF6WGkc0SEiIiKDSr9c+sEH8FYkOzsbAFCvXr0K6+Xm5sLFxQXOzs4YMGAAzpw5Y3KfS2OgQ0REpCDmfNeVs7Mz7Ozs9FtMTMxDr19cXIypU6fCz88Pzz77bLn13N3dsXbtWnz99df49NNPUVxcjC5duuDSpUtmuxcAU1dERESKYo5XOJScf/HiRdlzdNRq9UPPnTx5Mk6fPo0ff/yxwnq+vr7w9fXV73fp0gUeHh746KOPEB0d/WgdN4CBDhERERlk7EulQ0JCsH37dhw4cABNmjQx6lq1a9dG27ZtkZKSYmw3K8TUFRERkYJUx6orIQRCQkLw1VdfYe/evWjevLnR/S4qKsKpU6fg5ORk9LkV4YgOERGRklTDqqvJkydj48aN+Prrr2Fra4usrCwAgJ2dnf5NBKNHj0bjxo3183yioqLwt7/9DW5ubrh9+zbmz5+PCxcuYMKECSZ2Xo6BDhERkYJUxysgVq5cCQDo0aOHrHzdunUYM2YMACAjIwMq1V+JpFu3bmHixInIyspC3bp10b59eyQmJsLT09OkvpfGQIeIiIhMUpn3g+/bt0+2v3jxYixevLiKevQXBjpEREQKIsEMq67M0pOagYEOERGRglTDFJ0ajauuiIiISLE4okNERKQg5nxgoBIw0CEiIlIUJq8exNQVERERKRZHdIiIiBSEqSs5BjpEREQKwsSVHFNXREREpFgc0SEiIlIQpq7kGOgQEREpSHW866omY6BDRESkJJykI8M5OkRERKRYHNEhIiJSEA7oyDHQISIiUhBORpZj6oqIiIgUiyM6RERECsJVV3IMdIiIiJSEk3RkmLoiIiIixeKIDhERkYJwQEeOgQ4REZGCcNWVHFNXREREpFgc0SEiIlIU01ddKSl5xUCHiIhIQZi6kmPqioiIiBSLgQ4REREpFlNXRERECsLUlRwDHSIiIgXhKyDkmLoiIiIixeKIDhERkYIwdSXHQIeIiEhB+AoIOaauiIiISLE4okNERKQkHNKRYaBDRESkIFx1JcfUFRERESkWR3SIiIgUhKuu5BjoEBERKQin6MgxdUVERKQkkpm2R7BixQo0a9YMGo0GnTt3xs8//1xh/S1btqB169bQaDTw8vLCzp07H+3CFWCgQ0RERCbbvHkzQkNDMXv2bBw/fhze3t4ICAjA1atXDdZPTEzEyJEjMX78eJw4cQIDBw7EwIEDcfr0abP2i4EOERGRgkhm+mesRYsWYeLEiRg7diw8PT2xatUq1KlTB2vXrjVYf+nSpejTpw/CwsLg4eGB6OhotGvXDsuXLzf1Fsgw0CEiIlKQksnIpm7GKCgowLFjx9CrVy99mUqlQq9evXDo0CGD5xw6dEhWHwACAgLKrf+oOBn5CSGEAADcycmp5p4QkbkV3cur7i7QY1CUfxfAX7/Pq0qOGf5OlLRRui21Wg21Wl2m/vXr11FUVAQHBwdZuYODA3777TeD18jKyjJYPysry5Sul8FA5wlx584dAIBbc+dq7gkREZnizp07sLOzM3u7lpaWcHR0REsz/Z2wsbGBs7O8rdmzZyMiIsIs7T8uDHSeEDqdDhcvXoStrS0kJT3g4CFycnLg7OyMixcvQqvVVnd3qArxu356PK3ftRACd+7cgU6nq5L2NRoN0tLSUFBQYJb2hBBl/t4YGs0BgAYNGsDCwgJXrlyRlV+5cgWOjo4Gz3F0dDSq/qNioPOEUKlUaNKkSXV3o9potdqn6hfi04zf9dPjafyuq2Ik50EajQYajaZKr2GIpaUl2rdvj/j4eAwcOBAAUFxcjPj4eISEhBg8x9fXF/Hx8Zg6daq+bPfu3fD19TVr3xjoEBERkclCQ0MRHByMDh06oFOnTliyZAny8vIwduxYAMDo0aPRuHFjxMTEAABef/11dO/eHQsXLsSLL76ITZs24ejRo1i9erVZ+8VAh4iIiEw2fPhwXLt2DeHh4cjKyoKPjw927dqln3CckZEBleqvxd5dunTBxo0b8e677+Ltt99Gy5YtsW3bNjz77LNm7Zckqnr6N5EJ8vPzERMTg5kzZ5abGyZl4Hf99OB3TY8TAx0iIiJSLD4wkIiIiBSLgQ4REREpFgMdIiIiUiwGOkRULdLT0yFJEpKSkmpke/SXiIgI+Pj4mNzOvn37IEkSbt++XelzxowZo38uC9Gj4GRkqhHS09PRvHlznDhxwiy/UKnmKyoqwrVr19CgQQPUqmX6ky74M1R1cnNzkZ+fj/r165vUTkFBAW7evAkHB4dKP+E9OzsbQgjY29ubdG16evE5OkRUJQoLC1G7du1yj1tYWJj9Ue+mKigogKWlZXV3o8axsbGBjY1Nuccre99K3sVkjKp+kjApH1NXZFZffPEFvLy8YGVlhfr166NXr17Iy7v/ZuZ///vf8PDwgEajQevWrfHhhx/qz2vevDkAoG3btpAkCT169ABw/xHiUVFRaNKkCdRqtf4BVCUKCgoQEhICJycnaDQauLi46J+6CQCLFi2Cl5cXrK2t4ezsjEmTJiE3N/cx3Ikny+rVq6HT6VBcXCwrHzBgAMaNGwcA+Prrr9GuXTtoNBq4uroiMjISf/75p76uJElYuXIl+vfvD2tra8ydOxe3bt1CUFAQGjZsCCsrK7Rs2RLr1q0DYDjVdObMGfTt2xdarRa2trbo2rUrUlNTATz8Z8GQ/fv3o1OnTlCr1XBycsJbb70l63OPHj0QEhKCqVOnokGDBggICDDpPj6pHvb9l05dlaST5s6dC51OB3d3dwBAYmIifHx8oNFo0KFDB2zbtk32HZdOXcXGxsLe3h7fffcdPDw8YGNjgz59+iAzM7PMtUoUFxdj3rx5cHNzg1qtRtOmTTF37lz98RkzZqBVq1aoU6cOXF1dMWvWLBQWFpr3htGTRRCZyeXLl0WtWrXEokWLRFpamvjll1/EihUrxJ07d8Snn34qnJycxNatW8X58+fF1q1bRb169URsbKwQQoiff/5ZABB79uwRmZmZ4saNG0IIIRYtWiS0Wq347LPPxG+//SamT58uateuLf773/8KIYSYP3++cHZ2FgcOHBDp6eni4MGDYuPGjfo+LV68WOzdu1ekpaWJ+Ph44e7uLl599dXHf3NquJs3bwpLS0uxZ88efdmNGzf0ZQcOHBBarVbExsaK1NRU8f3334tmzZqJiIgIfX0AolGjRmLt2rUiNTVVXLhwQUyePFn4+PiII0eOiLS0NLF7927xzTffCCGESEtLEwDEiRMnhBBCXLp0SdSrV08MHjxYHDlyRCQnJ4u1a9eK3377TQjx8J8FQ+3VqVNHTJo0SZw9e1Z89dVXokGDBmL27Nn6Pnfv3l3Y2NiIsLAw8dtvv+mv9bR52Pc/e/Zs4e3trT8WHBwsbGxsxMsvvyxOnz4tTp8+LbKzs0W9evXESy+9JM6cOSN27twpWrVqJftOfvjhBwFA3Lp1SwghxLp160Tt2rVFr169xJEjR8SxY8eEh4eHGDVqlOxaAwYM0O9Pnz5d1K1bV8TGxoqUlBRx8OBBsWbNGv3x6OhokZCQINLS0sQ333wjHBwcxPvvv18l942eDAx0yGyOHTsmAIj09PQyx1q0aCELQIS4/wvJ19dXCFH2j1QJnU4n5s6dKyvr2LGjmDRpkhBCiNdee038/e9/F8XFxZXq45YtW0T9+vUr+5GeKgMGDBDjxo3T73/00UdCp9OJoqIi4e/vL9577z1Z/Q0bNggnJyf9PgAxdepUWZ1+/fqJsWPHGrxe6e985syZonnz5qKgoMBg/Yf9LJRu7+233xbu7u6yn40VK1YIGxsbUVRUJIS4H+i0bdu2vFvyVKno+zcU6Dg4OIj8/Hx92cqVK0X9+vXFH3/8oS9bs2bNQwMdACIlJUV/zooVK4SDg4PsWiWBTk5OjlCr1bLA5mHmz58v2rdvX+n6pDxMXZHZeHt7w9/fH15eXhg6dCjWrFmDW7duIS8vD6mpqRg/frw+129jY4M5c+bo0xKG5OTk4PLly/Dz85OV+/n54ezZswDuD2snJSXB3d0dU6ZMwffffy+ru2fPHvj7+6Nx48awtbXFyy+/jBs3buDu3bvmvwFPuKCgIGzduhX5+fkAgLi4OIwYMQIqlQonT55EVFSU7PubOHEiMjMzZfeyQ4cOsjZfffVVbNq0CT4+Ppg+fToSExPLvX5SUhK6du1qcF5PZX4WSjt79ix8fX1lk179/PyQm5uLS5cu6cvat29fwV15elT0/Rvi5eUlm5eTnJyMNm3ayN6c3alTp4det06dOmjRooV+38nJCVevXjVY9+zZs8jPz4e/v3+57W3evBl+fn5wdHSEjY0N3n33XWRkZDy0H6RcDHTIbCwsLLB79258++238PT0xLJly+Du7o7Tp08DANasWYOkpCT9dvr0aRw+fNika7Zr1w5paWmIjo7GH3/8gWHDhmHIkCEA7s8B6du3L9q0aYOtW7fi2LFjWLFiBYD7c3tIrl+/fhBCYMeOHbh48SIOHjyIoKAgAPdX3URGRsq+v1OnTuHcuXOyP2zW1tayNgMDA3HhwgW88cYbuHz5Mvz9/TFt2jSD17eysqq6D1eB0n1+WlX0/RtirvtWOrCVJAminMXAD/sZOXToEIKCgvDCCy9g+/btOHHiBN555x3+7/0px0CHzEqSJPj5+SEyMhInTpyApaUlEhISoNPpcP78ebi5ucm2kknIJf/PsKioSN+WVquFTqdDQkKC7BoJCQnw9PSU1Rs+fDjWrFmDzZs3Y+vWrbh58yaOHTuG4uJiLFy4EH/729/QqlUrXL58+THchSeTRqPB4MGDERcXh88++wzu7u5o164dgPsBZXJycpnvz83Nrdz/x1+iYcOGCA4OxqeffoolS5Zg9erVBuu1adMGBw8eNDhxtLI/Cw/y8PDAoUOHZH80ExISYGtriyZNmlTY56dRRd9/Zbi7u+PUqVP6ESEAOHLkiFn72LJlS1hZWSE+Pt7g8cTERLi4uOCdd95Bhw4d0LJlS1y4cMGsfaAnD5eXk9n89NNPiI+PR+/evdGoUSP89NNPuHbtGjw8PBAZGYkpU6bAzs4Offr0QX5+Po4ePYpbt24hNDQUjRo1gpWVFXbt2oUmTZpAo9HAzs4OYWFhmD17Nlq0aAEfHx+sW7cOSUlJiIuLA3B/VZWTkxPatm0LlUqFLVu2wNHREfb29nBzc0NhYSGWLVuGfv36ISEhAatWrarmu1SzBQUFoW/fvjhz5gxeeuklfXl4eDj69u2Lpk2bYsiQIfp01unTpzFnzpxy2wsPD0f79u3xzDPPID8/H9u3b4eHh4fBuiEhIVi2bBlGjBiBmTNnws7ODocPH0anTp3g7u7+0J+F0iZNmoQlS5bgtddeQ0hICJKTkzF79myEhoY+NDh7WpX3/VfGqFGj8M477+CVV17BW2+9hYyMDCxYsAAAKv3MnIfRaDSYMWMGpk+fDktLS/j5+eHatWs4c+YMxo8fj5YtWyIjIwObNm1Cx44dsWPHDnz11VdmuTY9wap3ihApya+//ioCAgJEw4YNhVqtFq1atRLLli3TH4+LixM+Pj7C0tJS1K1bV3Tr1k18+eWX+uNr1qwRzs7OQqVSie7duwshhCgqKhIRERGicePGonbt2sLb21t8++23+nNWr14tfHx8hLW1tdBqtcLf318cP35cf3zRokXCyclJWFlZiYCAAPHJJ5/IJkOSXFFRkXBychIARGpqquzYrl27RJcuXYSVlZXQarWiU6dOYvXq1frjAMRXX30lOyc6Olp4eHgIKysrUa9ePTFgwABx/vx5IYThCegnT54UvXv3FnXq1BG2traia9eu+n487GfBUHv79u0THTt2FJaWlsLR0VHMmDFDFBYW6o93795dvP766ybeNeUo7/s3NBn5wZVQJRISEkSbNm2EpaWlaN++vdi4caMAoF/NZmgysp2dnayNr776Sjz4p6n0tYqKisScOXOEi4uLqF27tmjatKlsonxYWJioX7++sLGxEcOHDxeLFy8ucw16uvDJyEREVCXi4uIwduxYZGdnV9scLCKmroiIyCw++eQTuLq6onHjxjh58iRmzJiBYcOGMcihasVAh4iIzCIrKwvh4eHIysqCk5MThg4dKntqMVF1YOqKiIiIFItLD4iIiEixGOgQERGRYjHQISIiIsVioENERESKxUCHiKrFmDFjMHDgQP1+jx49MHXq1Mfej3379kGSJNy+ffuxX5uIqh4DHSKSGTNmDCRJgiRJsLS0hJubG6KiovDnn39W6XW//PJLREdHV6ougxMiqiw+R4eIyujTpw/WrVuH/Px87Ny5E5MnT0bt2rUxc+ZMWb2CggL9C1lNVa9ePbO0Q0T0II7oEFEZarUajo6OcHFxwauvvopevXrhm2++0aeb5s6dC51OB3d3dwDAxYsXMWzYMNjb26NevXoYMGAA0tPT9e0VFRUhNDQU9vb2qF+/PqZPn47Sj/AqnbrKz8/HjBkz4OzsDLVaDTc3N3z88cdIT09Hz549AQB169aFJEkYM2YMAKC4uBgxMTFo3rw5rKys4O3tjS+++EJ2nZ07d6JVq1awsrJCz549Zf0kIuVhoENED2VlZYWCggIAQHx8PJKTk7F7925s374dhYWFCAgIgK2tLQ4ePIiEhATY2NigT58++nMWLlyI2NhYrF27Fj/++CNu3rz50LdKjx49Gp999hk++OADnD17Fh999BFsbGzg7OyMrVu3AgCSk5ORmZmJpUuXAgBiYmLwySefYNWqVThz5gzeeOMNvPTSS9i/fz+A+wHZ4MGD0a9fPyQlJWHChAl46623quq2EVFNUK2vFCWiGufBt0UXFxeL3bt3C7VaLaZNmyaCg4OFg4ODyM/P19ffsGGDcHd3F8XFxfqy/Px8YWVlJb777jshhBBOTk5i3rx5+uOFhYWiSZMmsrdSP/gm8eTkZAFA7N6922AfS78FWwgh7t27J+rUqSMSExNldcePHy9GjhwphBBi5syZwtPTU3Z8xowZfKM9kYJxjg4RlbF9+3bY2NigsLAQxcXFGDVqFCIiIjB58mR4eXnJ5uWcPHkSKSkpsLW1lbVx7949pKamIjs7G5mZmejcubP+WK1atdChQ4cy6asSSUlJsLCwQPfu3Svd55SUFNy9exfPP/+8rLygoABt27YFAJw9e1bWDwDw9fWt9DWI6MnDQIeIyujZsydWrlwJS0tL6HQ61Kr1168Ka2trWd3c3Fy0b98ecXFxZdpp2LDhI13/Ud52nZubCwDYsWMHGjduLDumVqsfqR9E9ORjoENEZVhbW8PNza1Sddu1a4fNmzejUaNG0Gq1Bus4OTnhp59+Qrdu3QAAf/75J44dO4Z27doZrO/l5YXi4mLs378fvXr1KnO8ZESpqKhIX+bp6Qm1Wo2MjIxyR4I8PDzwzTffyMoOHz788A9JRE8sTkYmIpMEBQWhQYMGGDBgAA4ePIi0tDTs27cPU6ZMwaVLlwAAr7/+Ov71r39h27Zt+O233zBp0qQKn4HTrFkzBAcHY9y4cdi2bZu+zc8//xwA4OLiAkmSsH37dly7dg25ubmwtbXFtGnT8MYbb2D9+vVITU3F8ePHsWzZMqxfvx4A8M9//hPnzp1DWFgYkpOTsXHjRsTGxlb1LSKiasRAh4hMUqdOHRw4cABNmzbF4MGD4eHhgfHjx+PevXv6EZ4333wTL7/8MoKDg+Hr6wtbW1sMGjSownZXrlyJIUOGYNKkSWjdujUmTpyIvLw8AEDjxo0RGRmJt956Cw4ODggJCQEAREdHY9asWYiJiYGHhwf69OmDHTt2oHnz5gCApk2bYuvWrdi2bRu8vb2xatUqvPfee1V4d4ioukmivNmARERERE84jugQERGRYjHQISIiIsVioENERESKxUCHiIiIFIuBDhERESkWAx0iIiJSLAY6REREpFgMdIiIiEixGOgQERGRYjHQISIiIsVioENERESKxUCHiIiIFOv/Acc3nxiiubijAAAAAElFTkSuQmCC\n"
},
"metadata": {}
}
]
}
]
}
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