From c099405cf132367dd6d0f8c25f2a0870df2055e0 Mon Sep 17 00:00:00 2001 From: AntoninDurousseau Date: Wed, 4 Jun 2025 00:53:11 +0200 Subject: [PATCH] Changement from Thais --- knn.ipynb | 55 ++++++++++++++++++++++++------------------------------- 1 file changed, 24 insertions(+), 31 deletions(-) diff --git a/knn.ipynb b/knn.ipynb index 1846ab8..f238eac 100644 --- a/knn.ipynb +++ b/knn.ipynb @@ -2,16 +2,16 @@ "cells": [ { "cell_type": "code", - "execution_count": 35, + "execution_count": 14, "id": "4e6f6cb1", "metadata": {}, "outputs": [], "source": [ - "from ucimlrepo import fetch_ucirepo \n", "from sklearn.model_selection import train_test_split\n", "from sklearn.neighbors import KNeighborsClassifier\n", "from sklearn.model_selection import cross_val_score\n", "from sklearn.metrics import accuracy_score, f1_score, classification_report, confusion_matrix, roc_curve\n", + "from sklearn.preprocessing import StandardScaler\n", "\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", @@ -20,7 +20,7 @@ }, { "cell_type": "code", - "execution_count": 36, + "execution_count": 2, "id": "4dd5223b", "metadata": {}, "outputs": [], @@ -31,7 +31,7 @@ }, { "cell_type": "code", - "execution_count": 37, + "execution_count": 3, "id": "c1ab7ec9", "metadata": {}, "outputs": [ @@ -89,7 +89,7 @@ }, { "cell_type": "code", - "execution_count": 38, + "execution_count": 4, "id": "754dce9b", "metadata": {}, "outputs": [ @@ -117,7 +117,7 @@ }, { "cell_type": "code", - "execution_count": 43, + "execution_count": null, "id": "feb42adf", "metadata": {}, "outputs": [ @@ -125,7 +125,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "The best k for k-NN is k = 6\n" + "The best k for k-NN is k = 22\n" ] } ], @@ -133,6 +133,8 @@ "k_scores = []\n", "K_list = np.arange(1, X.shape[0] // 4 ) # concidering 1/4 of the samples as neaighbors is large enough for k-NN to don't overfit\n", "\n", + "# Cross-validation to find the best k\n", + "\n", "for k in K_list:\n", " knn = KNeighborsClassifier(n_neighbors=k)\n", " score = cross_val_score(knn, X, y, cv=5, scoring='accuracy')\n", @@ -140,36 +142,36 @@ "\n", "k_scores = np.array(k_scores)\n", "\n", - "print(\"The best k for k-NN is k =\", np.argmin(k_scores))" + "print(\"The best k for k-NN is k =\", np.argmax(k_scores))" ] }, { "cell_type": "code", - "execution_count": 40, - "id": "fa8a7166", + "execution_count": null, + "id": "064a5aa7", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Accuracy: 0.7714285714285715\n", - "F1 Score: 0.7714285714285715\n", + "Accuracy: 0.8\n", + "F1 Score: 0.798014888337469\n", "Classification Report:\n", " precision recall f1-score support\n", "\n", - " 0 0.76 0.76 0.76 17\n", - " 1 0.78 0.78 0.78 18\n", + " 0 0.86 0.71 0.77 17\n", + " 1 0.76 0.89 0.82 18\n", "\n", - " accuracy 0.77 35\n", - " macro avg 0.77 0.77 0.77 35\n", - "weighted avg 0.77 0.77 0.77 35\n", + " accuracy 0.80 35\n", + " macro avg 0.81 0.80 0.80 35\n", + "weighted avg 0.81 0.80 0.80 35\n", "\n" ] }, { "data": { - "image/png": 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", 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", 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Yhg8fzvDhw5N8jOPHj1OsWDF2797N/ffff83z/fvvv2zbto0CBQok+1jJqVGjBpUqVWL27Nk8/PDDgB1ikD9//vgfzCdOnODs2bN88sknfPLJJyk6R+nSpa9Zc5y4X1Th4eEJPvK8UnKBt3z58omOrVChAnPmzAHce56vVXdERASjR4/m888/59ChQwmmCrs6tLnr6uASF0jOnDkDED9naLly5RIc5+vrm+zH31cKDg4GLj+HqVFX3GOuWbOGkSNHsnbtWi5evJjg+HPnzpErV6747eReDyl5jN27dwNQtWpVt76HOO6+P1L62n3zzTfp1asXISEh1KlTh7Zt29KzZ0/KlCnjdo1xf7zc6PcIJDuFXalSpZg8eTIul4vdu3fzxhtvcOLEiUR/GAQFBV03YF79XgwODo6v3d1arxfSb/S1m1JJtbOvry/3338/M2bMIDIykoCAAObPn090dHSCMHszP3Ml81KYlUylfv361K1bF7C9h7fffjvdunVjx44d5MyZM35+x0GDBiXZWwWJw8u1uFwuqlWrxjvvvJPk7SEhIde8f2hoKG+88QYnT54kKCiIhQsX0rVr1/iewLh6u3fvnmhsbZzq1asn2E5JryzYMaXffPMNf//9N02aNEnymL///hsgRb1lV7qR5zmpup966ik+//xznn32WRo2bEiuXLnw8vKiS5cuyc7VmVLJTcuUXDBxV6VKlQD4559/qFmzZorvd726du/eTYsWLahUqRLvvPMOISEh+Pv7s3jxYsaPH5/oeUnqeXX3MW6Uu++PlL52O3fuTOPGjVmwYAFLly5l3LhxjB07lvnz53PXXXfddN0plS9fPuDyH0BXy5EjR4Kx5o0aNaJ27doMHTqU9957L35/5cqV2bRpE/v370/0x0ycq9+LlSpVYuPGjRw4cOC6P2eudObMmST/GL2Su6/d5MJxbGxskvuTa+cuXbrw8ccf8/3339OxY0fmzJlDpUqVqFGjRvwxN/szVzInhVnJtHx8fBg9ejR33HEHH3zwAYMHD47vufHz80vwSyYpZcuWZfPmzdc95q+//qJFixYp+tj1aqGhobzyyit8/fXXFCpUiLCwsPgLHQAKFChAUFAQsbGx163XXXfffTejR49m2rRpSYbZ2NhYZsyYQZ48eWjUqFGC2/79999Ex+/cuTO+x9Kd5/la5s2bR69evXj77bfj9126dImzZ88mOO5GnvvriZsAf9euXdxxxx3x+2NiYti3b1+iPyKudtddd+Hj48NXX32VqhfSfPvtt0RGRrJw4cIEwcedj1dT+hhly5YFYPPmzdf8Iy+55/9m3x/XUqRIEZ588kmefPJJjh8/Tu3atXnjjTfiw2xKzxf3Wr3eez0pcaFv7969KTq+evXqdO/enY8//phBgwbFP/d33303M2fOZNq0abz00kuJ7hcWFsb//vc/KlWqFN8O7du3Z+bMmXz11VcMGTIkReePiYnhwIED3HPPPdc8zt3Xbp48eRK9JwG3V0Rr0qQJRYoUYfbs2dx+++38+OOPDBs2LMExafmaEs+lMbOSqTVr1oz69eszYcIELl26RMGCBWnWrBkff/wxR44cSXT8iRMn4r++//77+euvv1iwYEGi4+J6yTp37syhQ4eYPHlyomMiIiLir8pPTuXKlalWrRqzZ89m9uzZFClSJEGw9PHx4f777+frr79O8pftlfW667bbbqNly5Z8/vnnSa4wNGzYMHbu3MkLL7yQqCflm2++STDmdd26dfz+++/xQcKd5/lafHx8EvWUvv/++4l6fHLkyAGQ5C/UG1W3bl3y5cvH5MmTiYmJid8/ffr0ZHvirhQSEkLfvn1ZunQp77//fqLbXS4Xb7/9NgcPHnSrrrie26uHXHz++eep/hitW7cmKCiI0aNHc+nSpQS3XXnfHDlyJDns42bfH0mJjY1NdK6CBQtStGhRIiMjr1vT1QoUKECTJk2YMmUK+/fvT3Db9XrpixUrRkhIiFurYb3wwgtER0cn6Fl84IEHqFKlCmPGjEn0WC6XiyeeeIIzZ84wcuTIBPepVq0ab7zxBmvXrk10nvDw8ERBcOvWrVy6dInbbrvtmjW6+9otW7Ys586di+89Bjhy5EiSPzuvxdvbmwceeIBvv/2WL7/8kpiYmARDDCBtXlPi+dQzK5ne888/T6dOnZg6dSqPP/44EydO5Pbbb6datWr07duXMmXKcOzYMdauXcvBgwfjl3t8/vnn41eWeuihh6hTpw6nT59m4cKFTJo0iRo1atCjRw/mzJnD448/zk8//USjRo2IjY1l+/btzJkzhx9++CF+2ENyQkNDGTFiBIGBgTz88MN4eyf8G3PMmDH89NNPNGjQgL59+1KlShVOnz7Nhg0bWL58OadPn77h52batGm0aNGCDh060K1bNxo3bkxkZCTz589n5cqVhIaG8vzzzye6X7ly5bj99tt54okniIyMZMKECeTLl48XXngh/piUPs/Xcvfdd/Pll1+SK1cuqlSpwtq1a1m+fHn8x7txatasiY+PD2PHjuXcuXMEBATQvHlzChYseMPPjb+/Py+//DJPPfUUzZs3p3Pnzuzbt4+pU6dStmzZFPUKvf322+zevZunn36a+fPnc/fdd5MnTx7279/P3Llz2b59e4Ke+JRo3bo1/v7+tG/fnscee4zz588zefJkChYsmOQfDjfzGMHBwYwfP55HHnmEevXq0a1bN/LkycNff/3FxYsX+eKLLwCoU6cOs2fPZuDAgdSrV4+cOXPSvn37VHl/XC08PJzixYvzwAMPxC/hunz5cv74448EPfjJ1ZSU9957j9tvv53atWvz6KOPUrp0afbt28eiRYvYtGnTNevp0KEDCxYsSNFYVLDDBNq2bcunn37K8OHDyZcvH/7+/sybN48WLVpw++23J1gBbMaMGWzYsIHnnnsuwWvFz8+P+fPn07JlS5o0aULnzp1p1KgRfn5+bNmyJf5TlSunFlu2bBnZs2enVatW163Tndduly5dePHFF7n33nt5+umnuXjxIh999BEVKlRw+0LN0NBQ3n//fUaOHEm1atUSTbGXFq8pyQTSfwIFkdSX3KIJxtgVZsqWLWvKli0bP/XT7t27Tc+ePU3hwoWNn5+fKVasmLn77rvNvHnzEtz31KlTpn///qZYsWLxk3P36tUrwTRZUVFRZuzYseaWW24xAQEBJk+ePKZOnTrmlVdeMefOnYs/7uqpueL8+++/8RO7r169Osnv79ixY6Zfv34mJCTE+Pn5mcKFC5sWLVqYTz75JP6YuCmn5s6d69ZzFx4ebl5++WVzyy23mGzZspmgoCDTqFEjM3Xq1ERTE125aMLbb79tQkJCTEBAgGncuLH566+/Ej12Sp7na7XdmTNnTJ8+fUz+/PlNzpw5TZs2bcz27duTfC4nT55sypQpY3x8fFK0aMLVz1Nyk+m/9957pmTJkiYgIMDUr1/frFmzxtSpU8fceeedKXh27WpJn376qWncuLHJlSuX8fPzMyVLljR9+vRJMPVRciuAxT0/Vy4UsXDhQlO9enUTGBhoSpUqZcaOHWumTJmS6Li4RROSktLHiDv2tttuM9myZTPBwcGmfv36ZubMmfG3nz9/3nTr1s3kzp070aIJKX1/8P+T6SeFK6bmioyMNM8//7ypUaOGCQoKMjly5DA1atRItOBDcjUl186bN2829957r8mdO7cJDAw0FStWNMOHD0+ynitt2LDBAImmikpu0QRjjFm5cmWi6caMMeb48eNm4MCBply5ciYgIMDkzp3btGzZMn46rqScOXPGjBgxwlSrVs1kz57dBAYGmqpVq5ohQ4aYI0eOJDi2QYMGpnv37tf9nuKk9LVrjDFLly41VatWNf7+/qZixYrmq6++uuaiCclxuVwmJCTEAOb1119P8piUvqYk6/AyJpWudhCRTG/fvn2ULl2acePGMWjQIKfLcYTL5aJAgQLcd999SX7UKVlPixYtKFq0KF9++aXTpSRr06ZN1K5dmw0bNrh1QaKIJ9CYWRGRZFy6dCnRuMlp06Zx+vRpmjVr5kxRkuGMGjWK2bNnu33BU3oaM2YMDzzwgIKsZEoaMysikozffvuNAQMG0KlTJ/Lly8eGDRv47LPPqFq1Kp06dXK6PMkgGjRoQFRUlNNlXNOsWbOcLkEkzSjMiogko1SpUoSEhPDee+9x+vRp8ubNS8+ePRkzZkyC1cNERMQ5GjMrIiIiIh5LY2ZFRERExGMpzIqIiIiIx8pyY2ZdLheHDx8mKChIS+GJiIiIZEDGGMLDwylatGiixYSuluXC7OHDhwkJCXG6DBERERG5jgMHDlC8ePFrHpPlwmxQUBBgn5zg4OA0P190dDRLly6ldevW+Pn5pfn5JPWpDT2f2tDzqQ09m9rP86V3G4aFhRESEhKf264ly4XZuKEFwcHB6RZms2fPTnBwsN7AHkpt6PnUhp5PbejZ1H6ez6k2TMmQUF0AJiIiIiIeS2FWRERERDyWwqyIiIiIeCyFWRERERHxWAqzIiIiIuKxFGZFRERExGMpzIqIiIiIx1KYFRERERGPpTArIiIiIh5LYVZEREREPJbCrIiIiIh4LIVZEREREfFYCrMiIiIi4rEUZkVERETEYzkaZletWkX79u0pWrQoXl5efPPNN9e9z8qVK6lduzYBAQGUK1eOqVOnpnmdIiIiIpIxORpmL1y4QI0aNZg4cWKKjt+7dy/t2rXjjjvuYNOmTTz77LM88sgj/PDDD2lcqYiIiIhkRL5Onvyuu+7irrvuSvHxkyZNonTp0rz99tsAVK5cmdWrVzN+/HjatGmTVmWKiIhIFnT8OGzcCBcuOF2J82IjY1n/VxGaNIE8eZyuJiFHw6y71q5dS8uWLRPsa9OmDc8++2yy94mMjCQyMjJ+OywsDIDo6Giio6PTpM4rxZ0jPc4laUNt6PnUhp5PbejZPKH9TpyADRu8WL/eiw0b7L+DB72cLisDMDzMZwxgPH1ZQ/fuMeTMmfZndee14lFh9ujRoxQqVCjBvkKFChEWFkZERATZsmVLdJ/Ro0fzyiuvJNq/dOlSsmfPnma1Xm3ZsmXpdi5JG2pDz6c29HxqQ8+WUdovLMyf3btzsWtXbnbvtv9OnEicCby8DEWKXCBXrsgkHiXzyx4bzstHn+PusPkAjCzwNuvW3c7u3ZfS/NwXL15M8bEeFWZvxJAhQxg4cGD8dlhYGCEhIbRu3Zrg4OA0P390dDTLli2jVatW+Pn5pfn5JPWpDT2f2tDzqQ09m5Ptd+oU8T2tcf/++y/pHtfy5Q21axvq1LH/16xpCA4OAALSteYMYdMmfLt1wytsF8bHh+iRIylTtSqt2jROlzaM+yQ9JTwqzBYuXJhjx44l2Hfs2DGCg4OT7JUFCAgIICAg8YvQz88vXd9Q6X0+SX1qQ8+nNvR8akPPltbtd+YMrF8Pf/55+f99+5I+tlw5qFsX6tSx/9eqBblyeQFZfGiBMTBpEgwYAJGREBKC16xZeNWrB4sXp9t70J1zeFSYbdiwIYsXL06wb9myZTRs2NChikRERMQJZ87Ahg0Jw+uePUkfW7Zs4uCaO3e6lus5du2CZ56B6Gho3x4+/xzy5bPbGZSjYfb8+fPs2rUrfnvv3r1s2rSJvHnzUqJECYYMGcKhQ4eYNm0aAI8//jgffPABL7zwAg899BA//vgjc+bMYdGiRU59CyIiIpLGzp2zwfXKHtfdu5M+tkyZy6G1Th2oXTvjXX2foZUvD++8Y8Prs8+CV8bvqXY0zP7555/ccccd8dtxY1t79erF1KlTOXLkCPv374+/vXTp0ixatIgBAwbw7rvvUrx4cT799FNNyyUiIpJJhIUl7nH999+kjy1VKmGPa+3akDdvupbr+YyBDz6Axo2hZk27r39/R0tyl6NhtlmzZhhjkr09qdW9mjVrxsaNG9OwKhEREUkP4eF2Htcre1x37kz62JIlE/a41qljP/2Wm3DmDDz8MCxYYHtkN26EHDmcrsptHjVmVkRERDxTRIQPq1d7sWlTwuCaVJ9WiRKJg2v+/Olecub2++8QGgr//Qf+/vD005COU5amJoVZERERSVXnz5MgtP75py87drTDmMTjL4sXTzhUoE4dKFAg/WvOMoyxY2IHD4aYGHt13OzZ9on3UAqzIiIicsMuXrTB9cqhAtu3g8t15VE2xBYrZqhTxytBj+tVayFJWjp/Hrp2he++s9udO8PkyZAO8+6nJYVZERERSZGLF+GvvxIG123brg6uVtGil3tba9SI4cyZ5Tz4YAvNE+yk7Nnt3LEBAfDuu/Doox4xW8H1KMyKiIhIIhERNrheOavA1q0QG5v42MKFEw8VKFLk8u3R0YbFi7PmkrCOc7nsNFsBAeDtDV9+CUePQo0aTleWahRmRUREsrhLl+DvvxP2uG7ZknRwLVQoYWitW9f2wkoGdPw49Oxpr6j75BO7r1ChTDe2Q2FWREQkC4mMtMH1yh7XzZvttUBXK1DAhtUrx7gWK5YpPpnO/H7+2Y6PPXIEsmWDIUOgdGmnq0oTCrMiIiKZVGSkDapX9rhu3pz0yqT58yceKlC8uIKrx4mNhVGj4OWX7RCDypVhzpxMG2RBYVZERCRTiIpKGFzXr7c9sEkF13z5Eg8VCAlRcPV4R49C9+6wYoXd7t3bru7lgQshuENhVkRExMNER9vgeuVQgb//toH2annzJl6AoGRJBddMx+WCli3tYOfs2eGjj+x42SxAYVZERCQDi462swhcOVTg77/tEIKr5c6deKhAqVIKrlmCtzeMHQtDh9pFECpVcrqidKMwKyIikkHExNjgemWP66ZNSQfXXLkSDxUoXVrBNUs5fBh27YImTex2u3bQpg34Zq14l7W+WxERkQwiJsYuOHB1cL10KfGxwcGXhwjEhdeyZRVcs7QffoAePWzX/aZNduwIZLkgCwqzIiIiaS421i7xeuVQgU2b7MIEVwsKSjq4enune9mSEcXEwPDhMGaM3a5ZM+l51bIQhVkREZFUFBsLO3Yk7HHduNEuBXu1nDmhdu2EQwXKlVNwlWQcOGDnjl2zxm4/+SS8/TYEBjpbl8MUZkVERG6QywU7dybscd24ES5cSHxsjhw2uF7Z41qhgoKrpNCiRXZ2gtOn7biTTz+FTp2cripDUJgVERFJAZcL/v03YY/rhg1w/nziY7Nnvxxc48JrhQrg45P+dUsmsWiRDbJ169rZCsqUcbqiDENhVkRE5Coul71I/OrgGh6e+Nhs2aBWrYRDBSpWVHCVVPbOO3aetWeegYAAp6vJUBRmRUQkSzMGdu9OOFRgwwYIC0t8bGCgDa5XDhWoVClLXkAuae2bb+Crr2wvrI+PffG98ILTVWVIevuJiEiWYQzs2ZOwx3X9ejh3LvGxgYFQo0bCHtfKlRVcJY1FRtrQ+t57dvuzz+DRR52tKYPTW1JERDIlY2Dv3sTB9ezZxMcGBCQMrnXqQJUq4OeX7mVLVrZ7N4SG2hcqwKBB0KePszV5AIVZERHxeMbAf/8lHCqwfj2cOZP4WH9/G1yvHCpwyy0KruKwuXPhkUfs+Ja8eWHaNLuil1yXwqyIiHgUY2D//sQ9rqdOJT7Wzw+qV084VOCWW2ygFckwRo+GoUPt140awcyZEBLibE0eRGFWREQyLGPg4EH47Tcv5s6txIcf+rBhA5w8mfhYPz+oVi1hj2vVqrrwWzzA3XfD66/bmQpefVUDs92kZ0tERDIEY+DQoYQ9rn/+CSdOgP11VTH+WF/fy8E1LrxWq6bgKh5k5047+TDYF++uXVCkiLM1eSiFWRERSXfGwOHDiYcKHDuW+FgfH7jlFkPBgvvp0KE4DRr4UK1all/BUzxVRITtgf38c/jlF7j1VrtfQfaGKcyKiEiaO3Ik8cVZR48mPs4G14RDBapXB1/fGBYv3kTbtkXx89NqBOKhtm2Dzp1h82bw8oJ16y6HWblhCrMiIpKqjh5NPFTgyJHEx3l72+mvrrw4q0YNu6LW1aKj075ukTT1xRfw5JNw8SIUKgTTp0OLFk5XlSkozIqIyA07duzyEIG48HroUOLjvL3tggNXB9fs2dO/ZpF0deEC9OtnwyzYAPvVV1C4sLN1ZSIKsyIikiLHjycOrgcPJj7Oy8sG1yuHCtSsCTlypHvJIs6bNcsGWW9veOUVGDLEjqeRVKMwKyIiiZw8mXiowIEDiY/z8oKKFRP2uNasCTlzpnvJIhnTQw/ZsbHdukHTpk5XkykpzIqIZHGnTiXucf3vv8THeXnZmYSuDq5BQeleskjGFR4Or70Gw4fbN4eXF3z8sdNVZWoKsyIiWcjp07BhQ8Ie1337kj62QoWEQwVq1YLg4HQtV8Sz/PWXna1g5047oDxunKykKYVZEZFM6syZhMF1/XrYsyfpY8uVS9jjWqsW5MqVvvWKeCxjbO/rs89CZCQULw6PPup0VVmGwqyISCZw9qwNrlcOFdi9O+ljy5a9HFzr1IHatSF37vSsViQTOXfOBtc5c+z23XfD1KmQL5+jZWUlCrMiIh4mLCzxUIFdu5I+tkyZhEMFateGPHnSt16RTGvLFujQwf7l6OsLY8fCgAF2nKykG4VZEZEMLCwMNm5M2OO6c2fSx5YqlXCoQO3akDdvupYrkrXkzw/nz0PJkjB7NjRo4HRFWZLCrIhIBnH+vA2uV/a47txph+NdrWTJhD2uderoU02RdBERcXmZukKFYPFiKF1aH3k4SGFWRMQh0dGwdCnMmwe//w7btycdXEuUSBxc8+dP/3pFsrzff4fQUBgzBrp0sftq13a2JlGYFRFJTy4XrFkDM2bA3Ll2jtcrFS+ecKhAnTpQoIAztYrI/zMGxo+HF1+EmBg7NrZzZ7uqlzhOYVZEJI0ZA3//bQPszJkJV9IqXNh29LRubYNroULO1SkiSTh1Cnr3hu++s9udOsHkyQqyGYjCrIhIGtmzx4bXGTNg69bL+4OD4f777eqWd9yhZdpFMqxff7XDCQ4cgIAAmDABHntMsxVkMAqzIiKp6NgxO93kjBnw22+X9wcE2Oknu3WDtm0hMNC5GkUkBfbuhaZN7bCC8uXtG7tmTaerkiQozIqI3KSwMPjmGxtgly+H2Fi739sbWrSwAfbee7WilohHKV0annkGjhyBSZMgKMjpiiQZCrMiIjcgMhK+/94G2G+/hUuXLt/WoIENsJ072zGxIuIhfv7ZhtgSJez22LH2r1INK8jQFGZFRFIoNtb+rpsxw06nde7c5dsqVYIHH7TD68qVc65GEbkBsbEwahS8/LL9a/Tnn8HPTwPaPYTCrIjINRhjFzCYMQNmzbKfOMYpVgy6drW9sDVrqvNGxCMdO2b/El2xwm5XqGAngfbzc7YuSTGFWRGRJOzceXkmgiuXj82Tx87M060bNG6s2XlEPNqPP9o387FjkD07fPgh9OrldFXiJoVZEZH/d/iwXV59xgy7lGycbNmgQwf7O69NG/D3d65GEUkFsbHw6qvw2mv245eqVe2bv0oVpyuTG6AwKyJZ2pkzMH++DbA//XR5OVkfHxtcu3WzQTZnTmfrFJFUFB1tpyAxBh55BN591/bMikdSmBWRLCciwi7mM2MGLF4MUVGXb2vUyAbYTp20jKxIphUYaOeNXb/evuHFoynMikiWEBvrxbJlXsyeDQsWQHj45duqVbO/z7p0gVKlHCtRRNJKTAwMHw45csBLL9l9FSvaf+LxFGZFJNMyBn7/Hb76ypuvvmrNuXOXf+SVLGkDbNeuNsyKSCZ14IB9o69ZY6/YDA21K3pJpqEwKyKZztatdgjBjBl2RUrwAXzIn98QGupFt27QsKGm0hLJ9BYtgp494fRpCA6GyZMVZDMhhVkRyRT277fzwM6YAX/9dXl/jhzQoYOLcuV+58UX65I9u+aOFMn0oqNh6FB46y27XaeOna2gbFln65I0oTArIh7r5Em7EteMGfDLL5f3+/nBXXfZYQTt24OfXyyLFx/XHOgiWYExdiqSn36y208/DW++CQEBztYlaUZhVkQ8yoULsHChDbBLltjrOsAOGWja1AbY+++HvHkv3yc62plaRcQBXl52XOzGjTBlCtx7r9MVSRpTmBWRDC86GpYutQH2m2/g4sXLt9WubQNsaCgUL+5YiSLipMhIOHjw8jCCRx+Fjh2hUCFHy5L0oTArIhmSy2UvPp4xA+bOhVOnLt9WtqwNsN26QaVKztUoIhnAnj3QubMdd7Rxo11z2stLQTYLUZgVkQzDGPj7bxtgZ860M+rEKVTIzgPbrRvUq6eZCEQEO2j+4YchLMyOLdq5Exo0cLoqSWcKsyLiuL17bXidPt1OqxUnONiOf+3WDe64wy4xKyLCpUvw3HPw4Yd2u1Ej+0MkJMTZusQRCrMi4ojjx+1qkjNmwNq1l/cHBMDdd9sA27atXXVSRCTev//aYQWbNtntwYPh1VfRdCVZl8KsiKSbsDB7AdeMGbB8OcTG2v3e3tC8OTz4oL3wOFcuR8sUkYxsxAgbZPPnhy+/hDvvdLoicZjCrIikqchI+P57G2C//dZ+Ohinfn3bA9u5MxQp4lyNIuJBPvjADpofNw6KFXO6GskAFGZFJNXFxsKqVXYM7Ndfw9mzl2+rWNH2wHbtCuXKOVaiiHiKbdvs8n4vv2xDbL589q9jkf+nMCsiqcIY2LDB/o6ZNQsOH758W7FiNrx26wY1a2omAhFJoWnT4Ikn7OTSZctCz55OVyQZkMKsiNyUf/+1AXbGDDsrTpw8eaBTJxtgGze242JFRFLkwgXo3x+mTrXbzZtD69aOliQZl8KsiLjt8GGYPdsG2D//vLw/Wza45x4bYNu00VLoInIDNm+2A+m3bbN/Bb/8Mgwdqrn5JFkKsyKSImfPwvz5dhzsTz/ZYQVgf7+0bm0DbIcOEBTkaJki4slmzrSLIERE2KtCZ8yAZs2crkoyOIVZEUlWRAQsWmR/nyxaBFFRl29r1MgG2E6doEAB52oUkUykYEE75Unr1nbarYIFna5IPIDCrIgkEBMDP/5oA+z8+RAefvm2qlXtTARdukCpUo6VKCKZyYULkCOH/bpFC/j5Z/vXsgbaSwopzIoIxsDvv9sAO3u2XZ0rTsmSl2ciqFbNuRpFJJMxBj7+2C6C8Ouvl+fqa9zY2brE4yjMimRh27bZMbAzZ8KePZf3589vr7/o1g0aNlQHiYiksrAw6NvXrmkNNtSOG+dsTeKxHP8VNXHiREqVKkVgYCANGjRg3bp11zx+woQJVKxYkWzZshESEsKAAQO4dOWSQiJyTQcO2N8ZtWpBlSrwxhs2yObIAd27w+LFdraCiRP1SZ+IpIH166F2bRtkfX3hrbdg7FinqxIP5mjP7OzZsxk4cCCTJk2iQYMGTJgwgTZt2rBjxw4KJjHoe8aMGQwePJgpU6Zw2223sXPnTnr37o2XlxfvvPOOA9+BiGc4dQrmzbPDCFaturzfzw/uusv2wLZvD9mzO1ejiGRyxuA9cSK8+KK9mrRkSbvCyq23Ol2ZeDhHw+w777xD37596dOnDwCTJk1i0aJFTJkyhcGDByc6/tdff6VRo0Z069YNgFKlStG1a1d+//33dK1bxBNcuAALF9oAu2SJvbAL7OpbTZrYC7nuvx/y5nW2ThHJGkr8+CM+779vNzp2hClT7OoqIjfJsTAbFRXF+vXrGTJkSPw+b29vWrZsydq1a5O8z2233cZXX33FunXrqF+/Pnv27GHx4sX06NEj2fNERkYSGRkZvx0WFgZAdHQ00dHRqfTdJC/uHOlxLkkbntSG0dGwbJkXs2Z5s3ChFxcvXl43tmZNQ5cuLjp1chESkvA+mZ0ntaEkTW3o2aKjoznQpAnV16+HBx7A1a+f/cta7ekx0vs96M55vIyJm/o8fR0+fJhixYrx66+/0rBhw/j9L7zwAj///HOyva3vvfcegwYNwhhDTEwMjz/+OB999FGy53n55Zd55ZVXEu2fMWMG2fWZqmQCLhds356XVauKs2ZNUcLDLy+7VbjweZo0OUTjxgcJCTnvYJUikuUYQ/FVqzjUqBHG9//7zlwuDcSXFLl48SLdunXj3LlzBAcHX/NYj5rNYOXKlYwaNYoPP/yQBg0asGvXLp555hlee+01hg8fnuR9hgwZwsCBA+O3w8LCCAkJoXXr1td9clJDdHQ0y5Yto1WrVvj5+aX5+ST1ZcQ2NAb++QdmzfJmzhxv9u+/3ANbqJChc2cXXboY6tYNwMurDFDGuWIzgIzYhuIetaGHOX0an4cfxnvRImr6+hL58su2/dq0Uft5qPR+D8Z9kp4SjoXZ/Pnz4+Pjw7FjxxLsP3bsGIULF07yPsOHD6dHjx488sgjAFSrVo0LFy7w6KOPMmzYMLyT+GsvICCAgCQWiPfz80vXN1R6n09SX0Zow7177TRaM2bAli2X9wcH2/Gv3bpBs2Ze+PpqDfOkZIQ2lJujNvQAv/5qV1Y5cAD8/fEpXTq+zdR+ni+92tCdczgWZv39/alTpw4rVqygY8eOALhcLlasWEH//v2TvM/FixcTBVYfH/tL26HREiJp7vhxO4PNjBlw5XDygABo184G2HbtIDDQuRpFRHC57Lx/w4ZBbCyUL29/eNWsqbGxkqYcHWYwcOBAevXqRd26dalfvz4TJkzgwoUL8bMb9OzZk2LFijF69GgA2rdvzzvvvEOtWrXihxkMHz6c9u3bx4dakcwgPBwWLLABdvly+3sB7FCz5s1tgL33Xsid29EyRUSsEyegVy/4/nu73bWrXQghKMjZuiRLcDTMhoaGcuLECUaMGMHRo0epWbMmS5YsoVChQgDs378/QU/sSy+9hJeXFy+99BKHDh2iQIECtG/fnjfeeMOpb0Ek1URG2im0ZsywU2pduRZI/fo2wHbuDEWKOFejiEiSTp+2k1gHBsL778PDD9vZCkTSgeMXgPXv3z/ZYQUrV65MsO3r68vIkSMZOXJkOlQmkvZiY+3P/xkz7KIGZ89evq1iRTsXbNeul5csFxHJkCpWtGtjlykD1ao5XY1kMY6HWZGsxhjYsMEG2Fmz7NKxcYoVs+G1Wzc7zEwdGyKSIR07ZocVDB1qV2EB6NDB2Zoky1KYFUlH4eH25/1PP13elzs3dOpkA2zjxqDh3yKSoa1YYT82OnYM9uyBbdv0g0scpTArkk4iIuCee2DlSjusrEMHG2DbtLEzE4iIZGixsfDqq/Daa/YjpltusbMVKMiKwxRmRdJBVBQ88IANskFB8OOPULeu01WJiKTQ4cO2NzbuWpaHH4b33gOtpCkZgMKsSBqLjYXu3WHxYsiWDRYtUpAVEQ9y4ADUqWOn38qRw0659eCDTlclEk9hViQNuVzQty/MnQt+fnbu2MaNna5KRMQNxYvDHXfAjh12WEGFCk5XJJKAwqxIGjEGBgyAzz+3Q8pmzbLjY0VEMryDByFnTnuFqpcXfPop+Praj5dEMhjv6x8iIjdi+HA7pAxsoL3vPmfrERFJkUWL7NyAjzxi/yoHO9hfQVYyKIVZkTQwdizELUw3cSL06OFsPSIi1xUdDc8/D3ffDadOwd69cO6c01WJXJfCrEgq+/BDGDzYfj12LDz5pLP1iIhc13//2cUP3nrLbj/1FPz6qx1mIJLBacysSCqaNg369bNfDxsGL7zgbD0iItf1zTfQp49dTztXLpgyReOixKMozIqkkvnz7e8DgKeftvOKi4hkaBER9gfW2bNQv769UrV0aaerEnGLhhmIpIIffoAuXexUXH36wPjx9gJgEZEMLVs2mDkTnnsOfvlFQVY8knpmRW7SqlVw77322olOnWDyZPDWn4kiklHNmweRkZcXPmjUyP4T8VAKsyI34c8/7YW/ERHQrh189ZWWKReRDOrSJdsD++GHtke2Xj0tgCCZgsKsyA3avNkughAebhfHmTsX/P2drkpEJAn//guhobBxo91++mkNKZBMQ2FW5Abs2gWtWsHp09CgAfzvf5pPXEQyqFmz7Lra589D/vx22pW77nK6KpFUozAr4qYDB6BFCzh6FKpXh++/t4vjiIhkKMbYia4nTbLbjRvbi72KFXO2LpFUpstURNxw7Bi0bAn799uhZkuXQp48TlclIpIELy/bE+vlBS+9BD/+qCArmZJ6ZkVS6PRpaN0adu6EkiVh+XIoVMjpqkRErnL+POTMab8eORLatoWGDZ2tSSQNqWdWJAUiIny55x4f/v4bChe2QTYkxOmqRESucOECPPQQNGtmp94C8PVVkJVMTz2zItcREQFvvFGfzZu9yZsXli2DcuWcrkpE5ApbtkDnzrB1q53oeuVKO92KSBagnlmRa4iKgq5dfdi8uQBBQYYffoCqVZ2uSkTk/xkDU6bYOWO3boUiRWDFCgVZyVLUMyuSjNhY6NEDFi/2xt8/hv/9D+rW1VtGRDKI8HB44gmYPt1ut24NX34JBQs6W5dIOlPPrEgSXC47LeOcOeDnZxgyZB23326cLktE5LLHHrNB1scHRo2y8wQqyEoWpG4mkasYAwMGwOef298RX30VS0DACafLEhFJ6PXX4e+/7Tyyt9/udDUijlHPrMhVRoyA996zX3/+Odx7r3pkRSQDCAuzHxfFKVPGhlkFWcniFGZFrvDmm7azA2DiRDtmVkTEcRs2QO3aEBoKP/xweb+3fo2L6F0g8v8+/BBefNF+PXasXQVSRMRRxsAHH9i5YnfvhhIlIFcup6sSyVA0ZlYEewFwv37262HD4IUXnK1HRISzZ+Hhh2H+fLt9zz127FPevI6WJZLRqGdWsrz586F3b/v100/Da685Wo6ICPzxhx1WMH8++PnBhAnwzTcKsiJJUM+sZGk//ABdutipuPr0gfHjwcvL6apEJMvbtg327oXSpWH2bLsogogkSWFWsqxffoF774XoaOjUCSZP1rUUIuIgYy7/Nd2zJ1y4AF27Qu7cjpYlktHpV7dkSX/+Ce3aQUSE/f+rr+ycsiIijvj1V2jUCE6evLzviScUZEVSQGFWspzNm+2y5eHh0KwZzJ0L/v5OVyUiWZLLZecEbNIE1q6Fl15yuiIRj6NhBpKl7NoFrVrB6dPQoAEsXAjZsjldlYhkSSdOQK9edhlasAP433zT2ZpEPJDCrGQZBw5Ay5Zw9ChUrw6LF0NQkNNViUiWtGqVHQ97+DAEBtplBx95RFegitwAhVnJEo4ds0H2v/+gQgVYulQz3IiIQ775Bu6/3w4xqFjRLlFbvbrTVYl4LIVZyfTOnIHWrWHnTrt4zvLlUKiQ01WJSJZ1xx1QqpS94OvDDyFnTqcrEvFoCrOSqYWHw113wd9/Q+HCsGIFhIQ4XZWIZDl//w3VqtlhBLlywbp19uMhDSsQuWmazUAyrYgI6NABfv/d/s5YtgzKlXO6KhHJUmJj4eWXoWZN+Oijy/vz5VOQFUkl6pmVTCkqyi6E8NNP9iKvH36AqlWdrkpEspQjR+DBB+0PIrDzAopIqlOYlUwnNhZ69IBFi+y0W4sWQd26TlclIlnKsmXQvTscPw45csCkSXZbRFKdhhlIpuJywaOP2ouD/fxgwQJo3NjpqkQky4iJsQsftGljg2z16nbJQQVZkTSjMCuZhjEwYABMmQLe3jBrlv19IiKSbv7+G8aMsT+QHnsMfvsNKlVyuiqRTE3DDCTTGDHCzjsO8PnncN99ztYjIllQ7dowbhwULQqhoU5XI5IlqGdWMoU334TXX7dfT5wIPXs6W4+IZBHR0TB0KGzbdnnfgAEKsiLpSGFWPN5HH8GLL9qvx4yBJ590th4RySL274emTWH0aOjc2QZbEUl3CrPi0b788nJ4HTbscqgVEUlTCxfauWPXrrWLILz8sr3qVETSncKseKwFC6BPH/v100/Da685W4+IZAFRUXYYQYcOdq3sevVg40a4/36nKxPJsnQBmHikH36wQ9JiY22gHT9ei+mISBo7cQLatYM//rDbAwbYsU3+/s7WJZLFKcyKx/nlF7j3Xjs8rVMnmDzZTsUlIpKm8uSBwED7/9SpcM89TlckIijMiof580/bMRIRAW3bwldfgY+P01WJSKYVGWk/9vH3B19fmDnTLoxQsqTTlYnI/1N/lniMLVvgzjshPByaNYN58/TpnoikoV27oGHDhFeWFiumICuSwSjMikfYtQtatoRTp6B+fXshcbZsTlclIpnW7Nl2AYSNG+1HQCdPOl2RiCRDYVYyvAMHbJA9etQuc/799xAU5HRVIpIpRUTYZWi7dLEfAzVubANt/vxOVyYiyVCYlQzt+HEbZP/7D8qXh6VLIW9ep6sSkUxp+3Zo0AA++cSOkx02DH78EYoXd7oyEbkGXQAmGdaZM9C6NezcCSVKwPLlUKiQ01WJSKYUGWn/cj50CAoWtEMLWrVyuioRSYGb6pm9dOlSatUhkkB4ONx1F/z1FxQuDCtW2EArIpImAgLshNV33AGbNinIingQt8Osy+Xitddeo1ixYuTMmZM9e/YAMHz4cD777LNUL1CynogIu7jO77/bIQXLlkG5ck5XJSKZzpYtsGrV5e1OnexfzkWKOFeTiLjN7TD7+uuvM3XqVN588038r5gXqWrVqnz66aepWpxkPVFR9vfJTz/Zi7yWLIGqVZ2uSkQyFWPg88/tUrQPPABHjly+TUsJingct8PstGnT+OSTT3jwwQfxuWK2+ho1arB9+/ZULU6ylthY6NEDFi2y02599539XSMikmrOn4deveChh+zHQDVrauUVEQ/ndpg9dOgQ5ZL4zNflchEdHZ0qRUnW43LBo4/CnDng5wfz50OTJk5XJSKZyt9/Q9268OWXdg3sN96wH/8ULOh0ZSJyE9wOs1WqVOGXX35JtH/evHnUqlUrVYqSrMUYGDAApkyxv19mzrQrfYmIpApj7HRbDRrAjh12Fa+VK2HoUPtDR0Q8mttTc40YMYJevXpx6NAhXC4X8+fPZ8eOHUybNo3vvvsuLWqUTG7ECHjvPfv155/D/fc7W4+IZDJeXrBmDVy6ZKdJmTZNiyCIZCJu/0naoUMHvv32W5YvX06OHDkYMWIE27Zt49tvv6WVpjIRN735Jrz+uv164kTo2dPZekQkEzHm8tcTJ8KkSXYwvoKsSKZyQ4smNG7cmGXLlqV2LZLFfPQRvPii/XrMGHjySWfrEZFMwhj48EO7etfcuXYoQc6cdplaEcl03O6ZLVOmDKdOnUq0/+zZs5QpUyZVipLM78svL4fXYcMuh1oRkZty9ix07gz9+9srSRcscLoiEUljbvfM7tu3j9jY2ET7IyMjOXToUKoUJZnbggXQp4/9+umn4bXXnK1HRDKJP/6A0FDYu9dOi/Lmm3DffU5XJSJpLMVhduHChfFf//DDD+TKlSt+OzY2lhUrVlCqVKlULU4ynx9+sL9rYmNtoB0/XnOUi8hNMgbefRdeeAGio6FUKTvPnyaqFskSUhxmO3bsCICXlxe9evVKcJufnx+lSpXi7bffTtXiJHP55Re49177u6ZTJ5g8WbPiiEgqePpp+OAD+/V998Fnn0Hu3I6WJCLpJ8Vh1uVyAVC6dGn++OMP8utqUHHDn39Cu3Z2wZ22beGrr7Tojoikkp49YerUy1eS6uMekSzF7TGze/fuTYs6JBPbssUughAeDs2awbx54O/vdFUi4rFcLruaV82adrtePfjvP8ib19GyRMQZN/Qh74ULF1i8eDGTJk3ivffeS/DPXRMnTqRUqVIEBgbSoEED1q1bd83jz549S79+/ShSpAgBAQFUqFCBxYsX38i3Ielg1y5o2RJOnYL69WHhQsiWzemqRMRjnTwJ7dvDrbfCpk2X9yvIimRZbvfMbty4kbZt23Lx4kUuXLhA3rx5OXnyJNmzZ6dgwYI8/fTTKX6s2bNnM3DgQCZNmkSDBg2YMGECbdq0YceOHRRMYq3sqKgoWrVqRcGCBZk3bx7FihXjv//+I7fGRmVIBw7YIHv0KFSvDt9/D0FBTlclIp4q75Yt+PbrB4cOQUCAXZo2rndWRLIst3tmBwwYQPv27Tlz5gzZsmXjt99+47///qNOnTq89dZbbj3WO++8Q9++fenTpw9VqlRh0qRJZM+enSlTpiR5/JQpUzh9+jTffPMNjRo1olSpUjRt2pQaNWq4+21IGjt+3AbZ//6D8uVh6VJ1nIjIDXK58B4zhkbDh+N16BBUqADr1tmpUUQky3O7Z3bTpk18/PHHeHt74+PjQ2RkJGXKlOHNN9+kV69e3JfCOf2ioqJYv349Q4YMid/n7e1Ny5YtWbt2bZL3WbhwIQ0bNqRfv37873//o0CBAnTr1o0XX3wRn2SuJoqMjCQyMjJ+OywsDIDo6Giio6NT+m3fsLhzpMe5MoozZ6BVK1927vSiRAnD99/HkDevncXAE2XFNsxs1IYe7PhxfPr0wef/V52M6dIF8+GHdkUvtafH0HvQ86V3G7pzHrfDrJ+fH97/P59SwYIF2b9/P5UrVyZXrlwcOHAgxY9z8uRJYmNjKVSoUIL9hQoVYvv27UneZ8+ePfz44488+OCDLF68mF27dvHkk08SHR3NyJEjk7zP6NGjeeWVVxLtX7p0KdmzZ09xvTcrqyz/GxHhy8iRDdm5My958lxiyJDVbN58gc2bna7s5mWVNszM1Iaep+z//kfVZcuI8ffnn8ceY3/z5rBqldNlyQ3Se9DzpVcbXrx4McXHuh1ma9WqxR9//EH58uVp2rQpI0aM4OTJk3z55ZdUrVrV3Ydzi8vlomDBgnzyySf4+PhQp04dDh06xLhx45INs0OGDGHgwIHx22FhYYSEhNC6dWuCg4PTtF6wf1ksW7aMVq1a4efnl+bnc1JEBHTo4MPOnd7kzWtYvtyHqlWbOl3WTctKbZhZqQ092J13EhsQQPTDD7P/0CG1oYfSe9DzpXcbxn2SnhJuh9lRo0YRHh4OwBtvvEHPnj154oknKF++PJ999lmKHyd//vz4+Phw7NixBPuPHTtG4cKFk7xPkSJF8PPzSzCkoHLlyhw9epSoqCj8k5jvKSAggICAgET7/fz80vUNld7nS2/R0dCtG6xcaS/yWrLEi1q1Mtf3m9nbMCtQG3qAI0fg1VfhnXcuT33y0Uf4RkfDoUNqQw+n9vN86dWG7pzD7TBbt27d+K8LFizIkiVL3H0IAPz9/alTpw4rVqyIX13M5XKxYsUK+vfvn+R9GjVqxIwZM3C5XPFDHXbu3EmRIkWSDLKSPmJjoUcPWLTI/u757jutIikiN2DZMuje3V5B6usL77/vdEUi4gFSbTHRDRs2cPfdd7t1n4EDBzJ58mS++OILtm3bxhNPPMGFCxfo06cPAD179kxwgdgTTzzB6dOneeaZZ9i5cyeLFi1i1KhR9OvXL7W+DXGTywWPPgqzZ4OfH8yfD02aOF2ViHiUmBh46SVo08YG2WrVQD/XRSSF3OqZ/eGHH1i2bBn+/v488sgjlClThu3btzN48GC+/fZb2rRp49bJQ0NDOXHiBCNGjODo0aPUrFmTJUuWxF8Utn///vgeWICQkBB++OEHBgwYQPXq1SlWrBjPPPMML774olvnldRhDAwcCFOmgLc3zJxpV/oSEUmxQ4ega1f45Re7/eijMGGCVlcRkRRLcZj97LPP6Nu3L3nz5uXMmTN8+umnvPPOOzz11FOEhoayefNmKleu7HYB/fv3T3ZYwcqVKxPta9iwIb/99pvb55HUN3IkvPuu/frzz+H++52tR0Q8zJo10LGjXdUrZ06YPBm6dHG6KhHxMCkeZvDuu+8yduxYTp48yZw5czh58iQffvgh//zzD5MmTbqhICuea9w4eO01+/XEidCzp7P1iIgHKlHCjlWqVQs2bFCQFZEbkuKe2d27d9OpUycA7rvvPnx9fRk3bhzFixdPs+IkY5o0CV54wX49Zgw8+aSz9YiIBzl3DnLlsl+HhMCPP0LFihAY6GxdIuKxUtwzGxEREb/IgJeXFwEBARQpUiTNCpOM6auvLofXoUNBw5VFJMW+/RbKlIGFCy/vq1FDQVZEbopbF4B9+umn5MyZE4CYmBimTp1K/vz5Exzz9NNPp151kqEsWAC9e9sLv556Cl5/3emKRMQjREXBkCF27liADz+Ee+5xtiYRyTRSHGZLlCjB5MmT47cLFy7Ml19+meAYLy8vhdlMaulSO5wtNtYG2gkTwMvL6apEJMPbu9f+8Fi3zm4/+yyMHetoSSKSuaQ4zO7bty8Ny5CMbPVqe8FxVBR06gSffmqn4hIRuab58+Ghh+w42dy5YepU6NDB6apEJJNxewUwyVrWr4d27SAiAtq2tWNmr1hNWEQkaRs3Xp6v79ZbYdYsKFnS2ZpEJFNSmJVkbdliF+QJC4OmTWHePNCqwSKSIrVqwRNP2Plj33jDLhEoIpIGFGYlSbt3Q6tWcOoU1K9vL0LWgjwick3z5sHtt0PhwnZ74kQNrheRNKeRj5LIwYPQogUcOWKXSP/+ewgKcroqEcmwIiLg8cftoPoHH7RXioKCrIikC/XMSgLHj0PLlvDff1C+PCxbBnnzOl2ViGRYO3ZA587w9982vN56q52/T0QkndxQz+zu3bt56aWX6Nq1K8ePHwfg+++/Z8uWLalanKSvM2egdWv7u6lECVi+HAoVcroqEcmwpk+HOnVskC1QAJYsseNjfdVPIiLpx+0w+/PPP1OtWjV+//135s+fz/nz5wH466+/GDlyZKoXKOkjPNzOVvDXXzbALl9uA62ISCIXL8Ijj0D37nDhAjRrBps22b+GRUTSmdthdvDgwbz++ussW7YM/ysubW/evDm//fZbqhYn6ePSJTv142+/2SEFy5fbIQYiIklyuWDNGjusYORI+0OjaFGnqxKRLMrtz4L++ecfZsyYkWh/wYIFOXnyZKoUJeknOtpes/HTT/YiryVLoGpVp6sSkQzJGBtgc+aEOXPsIPsWLZyuSkSyOLd7ZnPnzs2RI0cS7d+4cSPFihVLlaIkfcTGQo8e8N13EBho/69Xz+mqRCTDOX8eevWC8eMv76tWTUFWRDIEt8Nsly5dePHFFzl69CheXl64XC7WrFnDoEGD6NmzZ1rUKGnA5YLHHoPZs+1c5gsWQJMmTlclIhnOP//Yv3KnTYNhw+DYMacrEhFJwO0wO2rUKCpVqkRISAjnz5+nSpUqNGnShNtuu42XXnopLWqUVGYMDBwIn30G3t4wcybceafTVYlIhmIMTJ5sV03Zvt2Oif3hB01xIiIZjttjZv39/Zk8eTLDhw9n8+bNnD9/nlq1alFeVwx5jJEj4d137ddTplxePl1EBLBrWD/2GMyaZbfvvNP2zBYo4GxdIiJJcDvMrl69mttvv50SJUpQQnM3eZxx4+C11+zXH3xgh8GJiMSLjoaGDWHrVvDxgVGjYNAg+zGOiEgG5PZPp+bNm1O6dGmGDh3K1q1b06ImSSOTJsELL9ivR4+Gfv2crUdEMiA/P3j4YQgJgVWr7A8NBVkRycDc/gl1+PBhnnvuOX7++WeqVq1KzZo1GTduHAcPHkyL+iSVfPUVPPmk/XroUBg82Nl6RCQDOXcO/v338vaAAfbCr9tuc64mEZEUcjvM5s+fn/79+7NmzRp2795Np06d+OKLLyhVqhTNmzdPixrlJi1YAL172+s5nnoKXn/d6YpEJMP480+oVQvuvtsuBQh2LtlcuZytS0QkhW7qs6PSpUszePBgxowZQ7Vq1fj5559Tqy5JJUuXQpcudk7Z3r1hwgT7e0pEsjhj7JWgt90Ge/dCVBQcOuR0VSIibrvhMLtmzRqefPJJihQpQrdu3ahatSqLFi1KzdrkJq1eDR072t9RDzxgZ9nR0DcR4cwZuO8+ePZZe8HXvffCxo1QqZLTlYmIuM3t2QyGDBnCrFmzOHz4MK1ateLdd9+lQ4cOZM+ePS3qkxu0fj20awcREXDXXTB9Ovi63doikun89pv9uOa//8DfH95+214Nqo9sRMRDuR1vVq1axfPPP0/nzp3Jnz9/WtQkN2nLFmjTxk4V2bQpfP21/Z0lIsKrr9ogW7asXQKwTh2nKxIRuSluh9k1a9akRR2SSnbvhlat4NQpu3DPt99CtmxOVyUiGcaUKfDKKzB2LAQHO12NiMhNS1GYXbhwIXfddRd+fn4sXLjwmsfec889qVKYuO/gQWjRAo4cgWrV4PvvISjI6apExFGrV9srQV991W4XLgwffeRsTSIiqShFYbZjx44cPXqUggUL0rFjx2SP8/LyIjY2NrVqEzccPw4tW9pPD8uXh2XLIG9ep6sSEce4XLb3dfhwO51J7dr2ilARkUwmRWHW5XIl+bVkDGfOQOvWsGMHlCgBy5dDoUJOVyUijjl+HHr0sD2yAN272792RUQyIbcnapo2bRqRkZGJ9kdFRTFt2rRUKUpS7vx5aNsW/vrLBtjly22gFZEsauVKqFnTBtls2eCzz2DaNMiZ0+nKRETShNthtk+fPpw7dy7R/vDwcPr06ZMqRUnKXLoEHTrYmXby5rVBtnx5p6sSEceMH3954HzlyvDHH/DQQ5p2S0QyNbfDrDEGryR+MB48eJBcWv4w3URHQ6dO8OOP9iKvJUugalWnqxIRR5UrZ8fK9u5tg+wttzhdkYhImkvx1Fy1atXCy8sLLy8vWrRoge8VM/DHxsayd+9e7rzzzjQpUhKKjbXD4b77DgID7f/16jldlYg44uxZyJ3bft2+vQ2xdes6WZGISLpKcZiNm8Vg06ZNtGnThpxXjL/y9/enVKlS3H///aleoCRkDDz2mJ3r3M8PFiyAJk2crkpE0l1MjJ0vdtIku+Rf3GB5BVkRyWJSHGZHjhwJQKlSpQgNDSUwMDDNipKkGQMDB9rrOby9YeZMUGe4SBZ06BB06warVtntefPsDwcRkSzI7RXAevXqlRZ1SAq8/DJMmGC/njIF1BEukgUtWWLHGZ08aWcomDwZunRxuioREcekKMzmzZuXnTt3kj9/fvLkyZPkBWBxTp8+nWrFyWVvvXV5AZ8PPgD9TSGSxURHw4gRMGaM3a5ZE+bM0RQmIpLlpSjMjh8/nqD/Xxd1/Pjx1wyzkvo+/hief95+PXo09OvnbD0i4oB3370cZPv1s3/hariXiEjKwuyVQwt69+6dVrVIEr76Cp54wn49dCgMHuxsPSLikH79YOFCePppeOABp6sREckw3J5ndsOGDfzzzz/x2//73//o2LEjQ4cOJSoqKlWLy+q++cZOF2kMPPUUvP660xWJSLqJirIzFcTG2u1s2eDnnxVkRUSu4naYfeyxx9i5cycAe/bsITQ0lOzZszN37lxeeOGFVC8wq1q2DEJD7e+x3r3thV8a3SGSRezbB40b249lRo26vF8/BEREEnE7zO7cuZOaNWsCMHfuXJo2bcqMGTOYOnUqX3/9dWrXlyWtXm2XqY2Ksp0wkyfbqbhEJAtYsABq1YJ16+xiCNWrO12RiEiGdkPL2bpcLgCWL19O27ZtAQgJCeHkyZOpW10WtH49tGsHERFw110wfTr4uj2Bmoh4nMhIOx72vvvsql633gqbNtm/bEVEJFluh9m6devy+uuv8+WXX/Lzzz/Trl07APbu3UuhQoVSvcCsZMsWaNMGwsKgaVP4+mvw93e6KhFJc7t3Q6NG8P77dnvQILsgQsmSztYlIuIB3O7zmzBhAg8++CDffPMNw4YNo1y5cgDMmzeP2267LdULzCp274ZWreDUKahfH7791l7vISJZwPnzsHkz5M0L06bZj2dERCRF3A6z1atXTzCbQZxx48bh4+OTKkVlNQcPQosWcOQIVKsG338P/z+tr4hkVsZcvqCrRg2YPRtq14aQEGfrEhHxMDc8GnP9+vVs27YNgCpVqlC7du1UKyorOX4cWraE//6zC/ksXWo7Z0QkE9u5E7p3t8v51a9v92lsrIjIDXE7zB4/fpzQ0FB+/vlncufODcDZs2e54447mDVrFgUKFEjtGjOtM2egdWvYsQNKlIDly6FwYaerEpE0NWMGPPaYHVrw1FPw22+acktE5Ca4fQHYU089xfnz59myZQunT5/m9OnTbN68mbCwMJ5++um0qDFTOn8e2raFv/6CQoVskC1RwumqRCTNXLwIjzwCDz5ofwA0a2ZXRlGQFRG5KW73zC5ZsoTly5dTuXLl+H1VqlRh4sSJtG7dOlWLy6wuXbKfKP72mx1SsGyZHWIgIpnUtm3QubO9yMvLC0aMgOHDQdcZiIjcNLfDrMvlws/PL9F+Pz+/+PlnJXnR0dCpE/z4I+TMCUuW2Iu+RCST2rLFjou9eNF+DDNjBjRv7nRVIiKZhtvDDJo3b84zzzzD4cOH4/cdOnSIAQMG0KJFi1QtLrOJjYUePeC77yAw0P5fr57TVYlImqpSxYbXFi3sIggKsiIiqcrtntkPPviAe+65h1KlShHy/1PIHDhwgKpVq/LVV1+leoGZhTH2mo/Zs8HPz65Y2bSp01WJSJrYssUueJAzpx1WMHOmnThawwpERFKd22E2JCSEDRs2sGLFivipuSpXrkzLli1TvbjMwhh4/nlvPvsMvL3t77U773S6KhFJdcbAZ5/ZWQoeeMAugODlZUOtiIikCbfC7OzZs1m4cCFRUVG0aNGCp556Kq3qylRmzarI7Nm2R2bKFLj/focLEpHUFx4Ojz9ux8QCnDwJkZF2TJGIiKSZFIfZjz76iH79+lG+fHmyZcvG/Pnz2b17N+PGjUvL+jzevHlezJ5dCbDzo/fq5XBBIpL6Nm2ysxX8+68dSjBqFAwaZD+KERGRNJXin7QffPABI0eOZMeOHWzatIkvvviCDz/8MC1ryxRWrbJzSD70kIt+/RwuRkRSlzHw0Udw6602yIaEwKpV8MILCrIiIukkxT9t9+zZQ68ruhW7detGTEwMR44cSZPCMpuiRY3TJYhIajtzBl5+2Q4naN8eNm6E225zuioRkSwlxcMMIiMjyZEjR/y2t7c3/v7+REREpElhIiIZXt68MH06/PMPPPusVvMSEXGAWxeADR8+nOzZs8dvR0VF8cYbb5ArV674fe+8807qVScikpEYA++/D0WL2tkKAFq2tP9ERMQRKQ6zTZo0YceOHQn23XbbbezZsyd+20u9EiKSWZ05Aw89BN98A0FB0LAhFCvmdFUiIlleisPsypUr07AMEZEM7PffITQU/vsP/P3tbAVFizpdlYiIcAPL2YqIZBkuF7z9Ntx+uw2yZcvCr79C//4aHysikkG4vQKYiEiWEBMD990H335rtzt3hsmTITjY2bpERCQB9cyKiCTF1xfKlYOAAJg0CWbNUpAVEcmAFGZFROK4XHD27OXtMWNgwwZ47DENKxARyaAUZkVEAE6cgHbt4O67ITra7vP3hypVnK1LRESu6YbC7C+//EL37t1p2LAhhw4dAuDLL79k9erVqVqciEi6+PlnqFkTliyxPbEbNzpdkYiIpJDbYfbrr7+mTZs2ZMuWjY0bNxIZGQnAuXPnGDVqVKoXKCKSZmJj4bXXoHlzOHwYKleGdeugfn2nKxMRkRRyO8y+/vrrTJo0icmTJ+Pn5xe/v1GjRmzYsCFVixMRSTNHj0KbNjBihB0r27s3/PEHVK3qdGUiIuIGt6fm2rFjB02aNEm0P1euXJy98sIJEZGMrGdPWLECsmeHjz6y2yIi4nHc7pktXLgwu3btSrR/9erVlClT5oaKmDhxIqVKlSIwMJAGDRqwbt26FN1v1qxZeHl50bFjxxs6r4hkYe+9Z5ekXb9eQVZExIO5HWb79u3LM888w++//46XlxeHDx9m+vTpDBo0iCeeeMLtAmbPns3AgQMZOXIkGzZsoEaNGrRp04bjx49f83779u1j0KBBNG7c2O1zikjWE3j6NF4zZ17eUakSrFlj/xcREY/l9jCDwYMH43K5aNGiBRcvXqRJkyYEBAQwaNAgnnrqKbcLeOedd+jbty99+vQBYNKkSSxatIgpU6YwePDgJO8TGxvLgw8+yCuvvMIvv/yi4Q0ick1eS5fS7Nln8Tl/HkqVgrihUpo7VkTE47kdZr28vBg2bBjPP/88u3bt4vz581SpUoWcOXO6ffKoqCjWr1/PkCFD4vd5e3vTsmVL1q5dm+z9Xn31VQoWLMjDDz/ML7/8cs1zREZGxs+4ABAWFgZAdHQ00XFzSaYhlwvAB5fLRXS0K83PJ6kv7nWSHq8XSWUxMXiPHInvuHH4Aq7q1YnJl+/yPLLiMfQ+9GxqP8+X3m3oznncDrNx/P39qXKTk4mfPHmS2NhYChUqlGB/oUKF2L59e5L3Wb16NZ999hmbNm1K0TlGjx7NK6+8kmj/0qVLyZ49u9s1u+vAgepAaXbv3s3ixTvS/HySdpYtW+Z0CeKGwBMnqPvOO+Tbtg2AvXfdxeY+fXDt2gVJjPsXz6D3oWdT+3m+9GrDixcvpvhYt8PsHXfcgdc1Ppr78ccf3X3IFAsPD6dHjx5MnjyZ/Pnzp+g+Q4YMYeDAgfHbYWFhhISE0Lp1a4LTYZ31xYvt/2XLlqVt27Jpfj5JfdHR0SxbtoxWrVolmI5OMi6vxYvxefFFvE6fxgQHEzVxIn8HBakNPZjeh55N7ef50rsN4z5JTwm3w2zNmjUTbEdHR7Np0yY2b95Mr1693Hqs/Pnz4+Pjw7FjxxLsP3bsGIULF050/O7du9m3bx/t27eP3+eyn+Pj6+vLjh07KFs2YWAMCAggICAg0WP5+fmlS2N4e8f+///e+Pn5pPn5JO2k12tGUsHhw3D6NNSpg9fs2XiXKAGLF6sNMwG1oWdT+3m+9GpDd87hdpgdP358kvtffvllzp8/79Zj+fv7U6dOHVasWBE/vZbL5WLFihX0798/0fGVKlXin3/+SbDvpZdeIjw8nHfffZeQkBC3zi8imYgxly/oevxxyJYNunaFgACNkRURycTcnporOd27d2fKlClu32/gwIFMnjyZL774gm3btvHEE09w4cKF+NkNevbsGX+BWGBgIFWrVk3wL3fu3AQFBVG1alX8/f1T69sREU/yzTdQty7EzWzi5WVX9EriUxkREclcbvgCsKutXbuWwMBAt+8XGhrKiRMnGDFiBEePHqVmzZosWbIk/qKw/fv34+2daplbRDKTyEh48UV49127/fbb8NprztYkIiLpyu0we9999yXYNsZw5MgR/vzzT4YPH35DRfTv3z/JYQUAK1euvOZ9p06dekPnFBEPt3s3hIbaFbwABg2CESOcrUlERNKd22E2V65cCba9vb2pWLEir776Kq1bt061wkREkjV3LjzyCISFQb588MUX0K6d01WJiIgD3AqzsbGx9OnTh2rVqpEnT560qklEJHmffAKPPWa/btQIZs2C4sWdrUlERBzj1mBUHx8fWrdureVjRcQ5990HISEwZAisXKkgKyKSxbk9zKBq1ars2bOH0qVLp0U9IiKJrV0LDRvar/Pnhy1bICjI2ZpERCRDcHuagNdff51Bgwbx3XffceTIEcLCwhL8ExFJNRER0Lcv3HYbXHmxp4KsiIj8vxT3zL766qs899xztG3bFoB77rknwbK2xhi8vLyIjY1N/SpFJOvZtg06d4bNm+28sUeOOF2RiIhkQCkOs6+88gqPP/44P/30U1rWIyIC06bBE0/AxYtQqBBMnw4tWjhdlYiIZEApDrPGGACaNm2aZsWISBZ34QL07395SEHLlvDVVzbQioiIJMGtMbNXDisQEUl1f/5p54z19rYreS1ZoiArIiLX5NZsBhUqVLhuoD19+vRNFSQiWVjTpvDWW1Cnjv1aRETkOtwKs6+88kqiFcBERG5YeLhdhvaFF6BsWbtv4EBnaxIREY/iVpjt0qULBQsWTKtaRCQr+esvO1vBzp3w99/w66921gIRERE3pHjMrMbLikiqMAYmTYIGDWyQLV7cDi3QzxgREbkBbs9mICJyw86dg0cfhTlz7Pbdd9uZC/Llc7QsERHxXCkOsy6XKy3rEJHMbu9eaNUKdu8GX18YOxYGDFCPrIiI3BS3xsyKiNywYsUgTx4oWRJmz7bDDERERG6SwqyIpJ2zZyFnTtsT6+8P8+fb7Tx5nK5MREQyCbcWTRARSbF166BWLRg58vK+kBAFWRERSVUKsyKSuoyBd96BRo1g3z57sdeFC05XJSIimZTCrIikntOnoUMHeO45iImBTp3sErU5cjhdmYiIZFIKsyKSOn79FWrWhG+/hYAA+Ogje6GXVg0UEZE0pAvAROTmnTsHbdva/8uXt0MLatZ0uioREckCFGZF5OblygXvvgtLl9rVvYKCnK5IRESyCIVZEbkxq1bZKbduu81u9+oFPXtqEQQREUlXGjMrIu6JjYXXX4c77oDOneHkycu3KciKiEg6U8+siKTcsWPQvTssX263W7aEbNmcrUlERLI0hVkRSZkff4Ru3WygzZ4dPvzQDi0QERFxkIYZiMi1uVx2Fa+WLW2QrVrVzh2rICsiIhmAwqyIXJuXF2zdalf2euQR+P13qFzZ6apEREQADTMQkeS4XODtbcPsp59CaCg88IDTVYmIiCSgnlkRSSgmBoYMgS5dbG8s2HlkFWRFRCQDUs+siFx24AB07Qpr1tjtfv2gaVNnaxIREbkG9cyKiLVokV2Cds0aCA62S9IqyIqISAanMCuS1UVHw/PPw913w+nTUKcObNgAnTo5XZmIiMh1aZiBSFbXtSt8/bX9+umn4c03ISDA2ZpERERSSD2zIlndM89A/vywYAG8+66CrIiIeBT1zIpkNZGRsGkTNGhgtxs3hn37IEcOJ6sSERG5IeqZFclK9uyBRo2geXPYtu3yfgVZERHxUAqzIlnFvHlQqxasXw+BgXDkiNMViYiI3DSFWZHM7tIlO19sp04QFga33WaHGTRv7nRlIiIiN01hViQz+/dfaNgQPvzQbg8eDCtXQkiIo2WJiIikFl0AJpKZffWV7YXNnx++/BLuvNPpikRERFKVwqxIZjZ8OISHw3PPQbFiTlcjIiKS6jTMQCQz2b4devWy028B+PrCO+8oyIqISKalnlmRzGLaNHjiCbh40Y6Jff11pysSERFJc+qZFfF0Fy5Anz62R/biRWjRAvr3d7oqERGRdKEwK+LJtmyB+vVh6lTw9oZXX4UffoDChZ2uTEREJF1omIGIp/rf/6BrV4iIgCJFYOZMaNrU6apERETSlcKsiKeqWhX8/KBJEztetmBBpysSERFJdwqzIp7k+PHLobVsWfjtN6hY0Q4xEBERyYL0G1DEExgDkyZBqVKwbNnl/ZUrK8iKiEiWpt+CIhnduXPQpYuddisiAmbMcLoiERGRDENhViQjW78e6tSBOXPsAghvvQWffeZ0VSIiIhmGxsyKZETGwAcfwKBBEBUFJUvCrFlw661OVyYiIpKhqGdWJCP68Ud4+mkbZDt2hI0bFWRFRESSoJ5ZkYyoRQvo29dOv/XUU+Dl5XRFIiIiGZLCrEhGYAx89BF07gz589t9n3zibE0iIiIeQMMMRJx26hTccw/06we9e4PL5XRFIiIiHkM9syJO+vVXO+3WgQMQEADt2mlIgYiIiBvUMyviBJcLxo61S9EeOADly9vVvJ54QmFWRETEDeqZFUlvp05B9+6wZInd7toVPv4YgoKcrUtERMQDqWdWJL35+MCOHRAYCJMnw/TpCrIiIiI3SD2zIunB5bLDB7y8IHdumDcP/PygWjWnKxMREfFo6pkVSWvHjkGbNjBp0uV9tWsryIqIiKQChVmRtPTjj1CjBixfDi+9BOHhTlckIiKSqSjMiqSF2FgYORJatrQ9s7fcAr/8orGxIiIiqUxjZkVS2+HD8OCDsHKl3X74YXjvPcie3dGyREREMiOFWZHUdP481K0LR45Ajhx2yq0HH3S6KhERkUxLwwxEUlPOnHZZ2ho1YMMGBVkREZE0pjArcrMOHoR//728PXiwXc2rQgXnahIREckiFGZFbsaiRVCzJtx/P0RE2H0+PnZBBBEREUlzCrMiNyI6Gp5/Hu6+2y5P6+cHp087XZWIiEiWozAr4q7//oMmTeCtt+z2U0/Br79CsWLO1iUiIpIFZYgwO3HiREqVKkVgYCANGjRg3bp1yR47efJkGjduTJ48eciTJw8tW7a85vEiqep//7PDCn77DXLlgq+/ttNuBQQ4XZmIiEiW5HiYnT17NgMHDmTkyJFs2LCBGjVq0KZNG44fP57k8StXrqRr16789NNPrF27lpCQEFq3bs2hQ4fSuXLJclwu2xt79izUqwcbN8J99zldlYiISJbmeJh955136Nu3L3369KFKlSpMmjSJ7NmzM2XKlCSPnz59Ok8++SQ1a9akUqVKfPrpp7hcLlasWJHOlUuW4+0NM2bA0KGwejWULu10RSIiIlmeo4smREVFsX79eoYMGRK/z9vbm5YtW7J27doUPcbFixeJjo4mb968Sd4eGRlJZGRk/HZYWBgA0dHRREdH30T1KeNyAfjgcrmIjnal+fkkdXl9/TX89Rfceqt9vRQuDC+/bG9Mh9ePpI6493p6vOclbagNPZvaz/Oldxu6cx5Hw+zJkyeJjY2lUKFCCfYXKlSI7du3p+gxXnzxRYoWLUrLli2TvH306NG88sorifYvXbqU7OmwvOiBA9WB0uzevZvFi3ek+fkkdXhHRVH1888p/f33AOR/7TWWOVyT3Lxly9SKnk5t6NnUfp4vvdrw4sWLKT7Wo5ezHTNmDLNmzWLlypUEJjOv55AhQxg4cGD8dlhYWPw42+Dg4DSvcfFi+3/ZsmVp27Zsmp9PUsG//+L74IN4bdoEQPTAgZyqXJlWrVrh5+fnbG1yQ6Kjo1m2bJna0IOpDT2b2s/zpXcbxn2SnhKOhtn8+fPj4+PDsWPHEuw/duwYhQsXvuZ933rrLcaMGcPy5cupXr16sscFBAQQkMSV5n5+funSGN7esf//vzd+fj5pfj65STNnwqOPwvnzkD8/fPkltGiBWbw43V4zknbUhp5PbejZ1H6eL73a0J1zOHoBmL+/P3Xq1Elw8VbcxVwNGzZM9n5vvvkmr732GkuWLKFu3brpUapkBc89B9262SDbpAls2gR33ul0VSIiInINjs9mMHDgQCZPnswXX3zBtm3beOKJJ7hw4QJ9+vQBoGfPngkuEBs7dizDhw9nypQplCpViqNHj3L06FHOnz/v1LcgmUWDBuDlBS+9BCtWaBEEERERD+D4mNnQ0FBOnDjBiBEjOHr0KDVr1mTJkiXxF4Xt378fb+/Lmfujjz4iKiqKBx54IMHjjBw5kpfjrjIXSaljxyDuAsTOnaF6dahUydmaREREJMUcD7MA/fv3p3///knetnLlygTb+/btS/uCJPO7cAH694fvv7fDCeLGaCvIioiIeBTHhxmIpLstW6B+fZg6FU6csEMKRERExCMpzErWYQxMmWKXot26FYoUsUH2wQedrkxERERuUIYYZiCS5s6fh8cfh+nT7Xbr1nbarYIFna1LREREbop6ZiVreP11G2R9fGDUKDtWVkFWRETE46lnVrKGl16C9eth5Ei4/XanqxEREZFUop5ZyZzCwuDtt+04WYCcOWHZMgVZERGRTEY9s5L5bNgAoaGwa5fdfu45Z+sRERGRNKOeWck8jIEPPoCGDW2QLVECGjVyuioRERFJQ+qZlczh7Fl4+GGYP99ud+hgp+HKm9fRskRERCRtqWdWPN+ff0KtWjbI+vnBhAmwYIGCrIiISBagnlnxfC4XHDwIpUvD7Nl2UQQRERHJEhRmxTPFxto5Y8EuTbtggZ2pIHduR8sSERGR9KVhBuJ5fv0VqlSBv/66vO/uuxVkRUREsiCFWfEcLhe8+SY0aQI7d8LQoU5XJCIiIg7TMAPxDCdOQK9edhlagC5d4OOPna1JREREHKcwKxnfL7/Y8Hr4MAQGwnvvwSOPgJeX05WJiIiIwxRmJWNbvRqaNbNDDCpWhDlzoHp1p6sSERGRDEJhVjK2hg3hjjugaFH48EPImdPpikRERCQDUZiVjGfNGqhdG7Jls9Nvffut/VpERETkKprNQDKO2Fh4+WVo3BgGDLi8X0FWREREkqGeWckYjhyBbt1g5Uq7HR2dcGEEERERkSSoZ1act3Qp1Khhg2yOHPDll/DZZwqyIiIicl0Ks+KcmBgYNgzuvNPOI1u9Ovz5J3Tv7nRlIiIi4iEUZsU5x4/DpElgDDz2GPz2G1Sq5HRVIiIi4kE0ZlacU7QoTJsG4eF2UQQRERERNynMSvqJjoaXXoLbb4f27e2+du2crUlEREQ8moYZSPrYvx+aNoU334TeveHsWacrEhERkUxAYVbS3sKFULMmrF0LuXLB5MmQO7fTVYmIiEgmoDAraScqyi5+0KEDnDkD9erBxo1w331OVyYiIiKZhMbMStq4eBGaNYM//rDbAwbAmDHg7+9oWSIiIpK5KMxK2sieHWrVgl27YOpUuOcepysSERGRTEjDDCT1XLoEp09f3p4wATZtUpAVERGRNKMwK6lj1y647Tbo3BliY+2+bNmgRAln6xIREZFMTWFWbt6sWVC7tr24a9Mm2L3b6YpEREQki1CYlRsXEWGXoe3a1a7idfvtNsxWqOB0ZSIiIpJFKMzKjdmxA269FT75BLy8YNgw+OknKF7c6cpEREQkC9FsBuI+Y+DBB+Hvv6FAAZg+HVq1croqERERyYLUMyvu8/KCzz6Du+6Cv/5SkBURERHHKMxKymzZAl99dXm7Rg1YvBiKFHGuJhEREcnyNMxArs0Yu+hBv34QE2Mv7qpf3+mqRERERAD1zMq1nD8PvXrBQw/ZmQuaNYNSpZyuSkRERCSewqwk7e+/oW5d+PJL8PaGN96AJUugYEGnKxMRERGJp2EGktinn0L//hAZCcWKwcyZ0Lix01WJiIiIJKKeWUns3DkbZO+6yy6CoCArIiIiGZR6ZsWKiQHf/385DBwIJUrA/ffbIQYiIiIiGZSSSlZnDEycaMfHnj9v93l5QadOCrIiIiKS4SmtZGVnz9rQ2r+/Xfzgs8+crkhERETELRpmkFX98QeEhsLeveDnB2++CU8/7XRVIiIiIm5RmM1qjIF334UXXoDoaDtv7Jw5UK+e05WJiIiIuE3DDLKa11+HAQNskL3vPti4UUFWREREPJbCbFbTt6+dqeCDD2DePMid2+mKRERERG6Yhhlkdi4XrFgBrVrZ7cKFYccOCAx0ti4RERGRVKCe2czs5Elo3x5at7bjYuMoyIqIiEgmoZ7ZzOqXX6BrVzh0CAIC4OJFpysSERERSXXqmc1sXC4YNQruuMMG2QoVYN066N3b6cpEREREUp16ZjOT48ehe3dYtsxud+8OH30EOXM6W5eIiIhIGlHPbGaybp0NstmywZQpMG2agqyIiIhkauqZzUzuvhvefhvatIFbbnG6GhEREZE0p55ZT3bkCDzwABw4cHnfwIEKsiIiIpJlqGfWUy1bZsfEHj8O58/DkiVOVyQiIiKS7tQz62liYuCll+xQguPHoVo1mDDB6apEREREHKGeWU9y8CB062bnkAV49FEbZLNlc7QsEREREacozHqKTZugZUs4dcrOUDB5MnTp4nRVIiIiIo5SmPUUFSpAkSJQogTMng3lyztdkYiIiIjjFGYzsiNHoFAh8PaG7Nlh8WIoUAACA52uTERERCRDUJjNqBYutEvQPvccDBtm94WEOFqSiEhWYIwhJiaG2NhYp0vJNKKjo/H19eXSpUt6Xj1UWrShn58fPj4+N/04CrMZTVQUDB4M48fb7e++gxdfBF81lYhIWouKiuLIkSNcvHjR6VIyFWMMhQsX5sCBA3h5eTldjtyAtGhDLy8vihcvTs6bXK1UCSkj2bvXXtS1bp3dfvZZGDtWQVZEJB24XC727t2Lj48PRYsWxd/fX8ErlbhcLs6fP0/OnDnx9tasoJ4otdvQGMOJEyc4ePAg5cuXv6keWqWkjGL+fHjoITh3DnLnhqlToUMHp6sSEckyoqKicLlchISEkD17dqfLyVRcLhdRUVEEBgYqzHqotGjDAgUKsG/fPqKjoxVmPd7hw3b+2MhIuPVWmDULSpZ0uioRkSxJYUskfaTWJx8KsxlB0aJ28YPdu2HUKPDzc7oiEREREY+gMOuUOXOgdGmoV89uP/64s/WIiIiIeCB9lpLeIiJscA0Ntf/OnXO6IhERkSxrx44dFC5cmPDwcKdLyVROnjxJwYIFOXjwYJqfK0OE2YkTJ1KqVCkCAwNp0KAB6+Ku5k/G3LlzqVSpEoGBgVSrVo3FixenU6U3accOOyb244/Bywu6doUcOZyuSkREPFzv3r3x8vLCy8sLPz8/SpcuzQsvvMClS5cSHfvdd9/RtGlTgoKCyJ49O/Xq1WPq1KlJPu7XX39Ns2bNyJUrFzlz5qR69eq8+uqrnD59Oo2/o/QzZMgQnnrqKYKCgpwuJc24m7OaNWsW/3qK++fj40Pnzp3jj7n69rh/48aNAyB//vz07NmTkSNHpun3BhkgzM6ePZuBAwcycuRINmzYQI0aNWjTpg3Hjx9P8vhff/2Vrl278vDDD7Nx40Y6duxIx44d2bx5czpX7p4a/0yHOnXg77/tKl5LlsAbb2jaLRERSRV33nknR44cYc+ePYwfP56PP/44UZB4//336dChA40aNeL333/n77//pkuXLjz++OMMGjQowbHDhg0jNDSUevXq8f3337N582befvtt/vrrL7788st0+76ioqLS7LH379/Pd999R+/evW/qcdKyxpvlbs4CmD9/PkeOHIn/t3nzZnx8fOjYsWP8MVfefuTIEaZMmYKXlxf3339//DF9+vRh+vTpaf/Hj3FY/fr1Tb9+/eK3Y2NjTdGiRc3o0aOTPL5z586mXbt2CfY1aNDAPPbYYyk637lz5wxgzp07d+NFu6F/3wvmUx4yBuy/Zs2MOXw4Xc4tqSMqKsp88803JioqyulS5AapDT1ferRhRESE2bp1q4mIiIjf53IZc/68M/9crpTX3qtXL9OhQ4cE++677z5Tq1at+O39+/cbPz8/M3DgwET3f++99wxgfvvtN2OMMb///rsBzIQJE5I835kzZ5Kt5cCBA6ZLly4mT548Jnv27KZOnTrm119/NWfOnDE9e/ZMVOczzzxjmjZtGr/dtGlT069fP/PMM8+YfPnymWbNmpmuXbuazp07J7hfVFSUyZcvn/niiy+MMTY/jBo1ypQqVcoEBgaa6tWrm7lz5yZbpzHGjBs3ztStWzfBvpMnT5ouXbqYokWLmmzZspmqVauaGTNmJDgmqRqNMeaff/4xd955p8mRI4cpWLCg6d69uzlx4kT8/b7//nvTqFEjkytXLpM3b17Trl07s2vXrmvWeLPczVlJGT9+vAkKCjIHDx40sbGxSR7ToUMH07x580T7S5cubT799NMk75PUey6OO3nN0W7BqKgo1q9fz5AhQ+L3eXt707JlS9auXZvkfdauXcvAgQMT7GvTpg3ffPNNksdHRkYSGRkZvx0WFgbYZdmio6Nv8ju4vmh8KMxRXHhhXhqGa9gw8PGBdDi3pI6410l6vF4kbagNPV96tGF0dDTGGFwuFy6XC4ALFyA42JkPMcPCXCkeiWaMia8dYPPmzfz666+ULFkyft/cuXOJjo5m4MCB8fvi9O3bl6FDhzJjxgzq1avHV199Rc6cOXn88ccTHQsQHByc5P7z58/TtGlTihUrxjfffEPhwoXZsGFDguVPr6wzbhtIsO+LL77g8ccf55dffgFg165dhIaGEhYWFr9a1Pfff8/Fixfp0KEDLpeLUaNGMX36dD788EPKly/PqlWr6N69O/ny5aNp06ZJPm+rVq2iTp06Cc598eJFateuzfPPP09wcDCLFy+mR48elC5dmvr16ydb4+nTp2nevDkPP/wwb7/9NhEREQwePJjOnTuzfPlyAMLDw3n22WepXr0658+fZ+TIkdx7771s2LAh2SnhRo8ezejRo5O8Lc7mzZspUaJEov1xOevFF19M8D22aNGCX3/9Nck2TMpnn31GaGgoOXLkSNR+AMeOHWPRokV8/vnniW6rV68eq1atok+fPoke1+VyYYxJcp5Zd97rjobZkydPEhsbS6FChRLsL1SoENu3b0/yPkePHk3y+KNHjyZ5/OjRo3nllVcS7V+6dGm6TIodGV2WN8qPZ9ctHSlVtyD88EOan1PSxrJly5wuQW6S2tDzpWUb+vr6UrhwYc6fPx//sfGFCwC50+yc1xIWFsYVGfCaoqOjWbRoEcHBwcTExBAZGYm3tzdjx46N78TZvHkzwcHB5MiRI37flUqWLMnWrVsJCwtj27ZtlCxZkoiICCIiIlJc89SpUzlx4gTLly8nT548gB3+cGWdMTExCc4fFRWVYF9MTAxlypRh2LBh8ccUKFCA7NmzM2PGDLp06QLAtGnTuPPOO+NXkho9ejQLFiyID5z33XcfK1euZOLEidSqVSvJevfu3Uu1atUS1BMUFETfvn3jt3v27MmiRYuYPn06lSpVSrbGt956i2rVqvHiiy/G75swYQJVq1Zlw4YNlCtXjlatWsXfVrBgQSZMmEC5cuVYt24dVapUSbLGbt26cddddyV5W5ycOXMm2aZHjhwhNjY20e25c+eOb+vrWb9+PZs3b2bChAkASV4o98knn5AzZ05atmyZ6DHz58/P33//neS5oqKiiIiIYNWqVcTExCS4zZ0lpTP9gM0hQ4Yk6MkNCwsjJCSE1q1bExwcnObnb9UqmmXLltGq1YP4af5YjxQdHdeGrdSGHkpt6PnSow0vXbrEgQMHyJkzJ4GBgQAEBdkeUidkzx5MSueU9/Pzo1mzZnz44YdcuHCBCRMm4OvrS/fu3eOPiVueN7nffT4+Pvj6+hIcHIyPjw8+Pj5u/57csWMHtWrVouRVC/8YYwgPD8fPzy/+HFfWdeU+X19f6tWrl+jcnTt3ZsGCBTz66KNcuHCB77//nhkzZhAcHMyWLVu4ePEi9913X4L7REVFUatWrWS/j6ioKHLlypXg9tjYWEaPHs3cuXM5dOgQUVFRREZGEhwcfM0at2/fzi+//ELx4sUTnefYsWPUrl2bf//9l5EjR7Ju3TpOnjwZ34t5+vTpZGsMDg5O9Hym1Pnz5wHIkSNHgscPCAhIcfvOnj2batWq0axZM8LDwwkKCkq02MHMmTN58MEHKViwYKL758qVi6ioqCTPdenSJbJly0aTJk3i33NxUhK04zgaZvPnz4+Pjw/Hjh1LsP/YsWMULlw4yfsULlzYreMDAgIICAhItN/Pzy9df6ml9/kk9akNPZ/a0POlZRvGxsbi5eWFt7d3go98PeEidy8vL3LmzEmFChUA+Pzzz6lRowaff/45Dz/8MAAVK1bk3LlzHD16lKJFiya4f1RUFLt37+aOO+7A29ubihUrsmbNGmJjY916vuM+8bz6I/O40Ba3/8rb43rkrtyXM2fORI/RvXt3mjZtysmTJ1m2bBnZsmWjbdu2eHt7x/fiLVq0iGLFiiW4X0BAQLIf4efPn5+zZ88muP3NN9/kvffeY8KECVSrVo0cOXLw7LPPEh0dfc0aL1y4QPv27Rk7dmyi8xQpUgRvb286dOhAyZIlmTx5MkWLFsXlclG1alViYmKSrXHUqFGMGjUqydvibN26NclhBgULFsTHx4cTJ04kePzjx49TuHDh6652d+HCBWbPns2rr74aH2Dj3iNxfvnlF3bs2MHs2bOTfLwzZ85QoECBJG/z9vaOn4Hj6teZO687R2cz8Pf3p06dOqxYsSJ+n8vlYsWKFTRs2DDJ+zRs2DDB8WA/dkrueBERkazG29uboUOH8tJLL8UPE7j//vvx8/Pj7bffTnT8pEmTuHDhAl27dgXsR9vnz5/nww8/TPLxz549m+T+6tWrs2nTpmSvXi9QoABHjhxJsG/Tpk0p+p5uu+02QkJCmD17NtOnT6dTp07xgadKlSoEBASwf/9+ypUrl+BfSEhIso9Zq1Yttm7dmmDfmjVr6NChA927d6dGjRqUKVOGnTt3Xre+2rVrs2XLFkqVKpWohhw5cnDq1Cl27NjBSy+9RIsWLahcuTJnzpy57uM+/vjjbNq06Zr/rv7jJM6N5KwrzZ07l8jIyAQ9/Ff77LPPqFOnDjVq1Ejy9s2bNyc7zCPVXPcSsTQ2a9YsExAQYKZOnWq2bt1qHn30UZM7d25z9OhRY4wxPXr0MIMHD44/fs2aNcbX19e89dZbZtu2bWbkyJHGz8/P/PPPPyk6X3rPZqCrqD2f2tDzqQ09n1OzGXiKpGYziI6ONsWKFTPjxo2L3zd+/Hjj7e1thg4darZt22Z27dpl3n77bRMQEGCee+65BPd/4YUXjI+Pj3n++efNr7/+avbt22eWL19uHnjggWRnOYiMjDQVKlQwjRs3NqtXrza7d+828+bNM6tXrzZnzpwxixcvNl5eXuaLL74wO3fuNCNGjDDBwcGJZjN45plnknz8YcOGmSpVqhhfX1/zyy+/JLotX758ZurUqWbXrl1m/fr15r333jNTp05N9nlbuHChKViwoImJiYnfN2DAABMSEmLWrFljtm7dah555BETHByc4PlNqsZDhw6ZAgUKmAceeMCsW7fO7Nq1yyxZssT07t3bxMTEmNjYWJMvXz7TvXt38++//5oVK1aYevXqGcAsWLAg2Rpv1vVyljGJs1ac22+/3YSGhhpj7CwIZ86cSTCbwblz50z27NnNRx99lOS5L1y4YLJly2ZWrVqV5O2pNZuB42HWGGPef/99U6JECePv72/q168fPzWIMfYF06tXrwTHz5kzx1SoUMH4+/ubW265xSxatCjF51KYFXepDT2f2tDzKcxeW1Jh1hhjRo8ebQoUKGDOnz8fv+9///ufady4scmRI4cJDAw0derUMVOmTEnycWfPnm2aNGligoKCTI4cOUz16tXNq6++es2pufbt22fuv/9+ExwcbLJnz27q1q1r1q5dGx+ERowYYQoVKmRy5cplBgwYYPr375/iMLt161YDmJIlSxrXVXOXuVwuM2HCBFOxYkXj5+dnChQoYNq0aWN+/vnnZGuNjo42RYsWNUuWLInfd+rUKdOhQweTM2dOU7BgQfPSSy8lmlIsuRp37txp7r33XpM7d26TLVs2U6lSJfPss8/G17ps2TJTuXJlExAQYKpXr25WrlyZ5mHWmGvnrLjv5+qstX37dgOYpUuXGmOSDrMff/yxyZYtmzl79myS550xY4apWLFisnWlVpj1Mub/58TIIsLCwsiVKxfnzp1LlwvAoqOjWbx4MW3bttVYPQ+lNvR8akPPlx5teOnSJfbu3Uvp0qUTXYwiN8flchEWFkZwcPB1x2mmt4kTJ7Jw4UJ+0GxD13QjbXjrrbfy9NNP061btyRvv9Z7zp28lulnMxARERFJzmOPPcbZs2fjr9SX1HHy5Enuu++++HHYaUlhVkRERLIsX1/fBPPFSurInz8/L7zwQrqcK2P19YuIiIiIuEFhVkREREQ8lsKsiIjIFbLYddEijkmt95rCrIiICJdXHHJnTXgRuXFRUVGAXUr5ZugCMBEREewv1Ny5c3P8+HHALs169Rr0cmNcLhdRUVFcunQpw03NJSmT2m3ocrk4ceIE2bNnx9f35uKowqyIiMj/K1y4MEB8oJXUYYwhIiKCbNmy6Q8ED5UWbejt7U2JEiVu+vEUZkVERP6fl5cXRYoUoWDBgkRHRztdTqYRHR3NqlWraNKkiRYu8VBp0Yb+/v6p0surMCsiInIVHx+fmx7HJ5f5+PgQExNDYGCgwqyHyshtqIErIiIiIuKxFGZFRERExGMpzIqIiIiIx8pyY2bjJugNCwtLl/NFR0dz8eJFwsLCMtwYE0kZtaHnUxt6PrWhZ1P7eb70bsO4nJaShRWyXJgNDw8HICQkxOFKRERERORawsPDyZUr1zWP8TJZbN0+l8vF4cOHCQoKSpe57sLCwggJCeHAgQMEBwen+fkk9akNPZ/a0POpDT2b2s/zpXcbGmMIDw+naNGi152+K8v1zHp7e1O8ePF0P29wcLDewB5Obej51IaeT23o2dR+ni892/B6PbJxdAGYiIiIiHgshVkRERER8VgKs2ksICCAkSNHEhAQ4HQpcoPUhp5Pbej51IaeTe3n+TJyG2a5C8BEREREJPNQz6yIiIiIeCyFWRERERHxWAqzIiIiIuKxFGZFRERExGMpzKaCiRMnUqpUKQIDA2nQoAHr1q275vFz586lUqVKBAYGUq1aNRYvXpxOlUpy3GnDyZMn07hxY/LkyUOePHlo2bLlddtc0p6778M4s2bNwsvLi44dO6ZtgXJd7rbh2bNn6devH0WKFCEgIIAKFSro56mD3G2/CRMmULFiRbJly0ZISAgDBgzg0qVL6VStXG3VqlW0b9+eokWL4uXlxTfffHPd+6xcuZLatWsTEBBAuXLlmDp1aprXmSQjN2XWrFnG39/fTJkyxWzZssX07dvX5M6d2xw7dizJ49esWWN8fHzMm2++abZu3Wpeeukl4+fnZ/755590rlziuNuG3bp1MxMnTjQbN24027ZtM7179za5cuUyBw8eTOfKJY67bRhn7969plixYqZx48amQ4cO6VOsJMndNoyMjDR169Y1bdu2NatXrzZ79+41K1euNJs2bUrnysUY99tv+vTpJiAgwEyfPt3s3bvX/PDDD6ZIkSJmwIAB6Vy5xFm8eLEZNmyYmT9/vgHMggULrnn8nj17TPbs2c3AgQPN1q1bzfvvv298fHzMkiVL0qfgKyjM3qT69eubfv36xW/HxsaaokWLmtGjRyd5fOfOnU27du0S7GvQoIF57LHH0rROSZ67bXi1mJgYExQUZL744ou0KlGu40baMCYmxtx2223m008/Nb169VKYdZi7bfjRRx+ZMmXKmKioqPQqUa7B3fbr16+fad68eYJ9AwcONI0aNUrTOiVlUhJmX3jhBXPLLbck2BcaGmratGmThpUlTcMMbkJUVBTr16+nZcuW8fu8vb1p2bIla9euTfI+a9euTXA8QJs2bZI9XtLWjbTh1S5evEh0dDR58+ZNqzLlGm60DV999VUKFizIww8/nB5lyjXcSBsuXLiQhg0b0q9fPwoVKkTVqlUZNWoUsbGx6VW2/L8bab/bbruN9evXxw9F2LNnD4sXL6Zt27bpUrPcvIyUZ3zT/YyZyMmTJ4mNjaVQoUIJ9hcqVIjt27cneZ+jR48mefzRo0fTrE5J3o204dVefPFFihYtmuhNLenjRtpw9erVfPbZZ2zatCkdKpTruZE23LNnDz/++CMPPvggixcvZteuXTz55JNER0czcuTI9Chb/t+NtF+3bt04efIkt99+O8YYYmJiePzxxxk6dGh6lCypILk8ExYWRkREBNmyZUu3WtQzK3ITxowZw6xZs1iwYAGBgYFOlyMpEB4eTo8ePZg8eTL58+d3uhy5QS6Xi4IFC/LJJ59Qp04dQkNDGTZsGJMmTXK6NEmBlStXMmrUKD788EM2bNjA/PnzWbRoEa+99prTpYkHUs/sTcifPz8+Pj4cO3Yswf5jx45RuHDhJO9TuHBht46XtHUjbRjnrbfeYsyYMSxfvpzq1aunZZlyDe624e7du9m3bx/t27eP3+dyuQDw9fVlx44dlC1bNm2LlgRu5H1YpEgR/Pz88PHxid9XuXJljh49SlRUFP7+/mlas1x2I+03fPhwevTowSOPPAJAtWrVuHDhAo8++ijDhg3D21t9bRldcnkmODg4XXtlQT2zN8Xf3586deqwYsWK+H0ul4sVK1bQsGHDJO/TsGHDBMcDLFu2LNnjJW3dSBsCvPnmm7z22mssWbKEunXrpkepkgx327BSpUr8888/bNq0Kf7fPffcwx133MGmTZsICQlJz/KFG3sfNmrUiF27dsX/IQKwc+dOihQpoiCbzm6k/S5evJgosMb9YWKMSbtiJdVkqDyT7pecZTKzZs0yAQEBZurUqWbr1q3m0UcfNblz5zZHjx41xhjTo0cPM3jw4Pjj16xZY3x9fc1bb71ltm3bZkaOHKmpuRzmbhuOGTPG+Pv7m3nz5pkjR47E/wsPD3fqW8jy3G3Dq2k2A+e524b79/9fe3cfU1X9xwH8zcUuF/Gio2Rw40FBuXOm4RU0NUeSxWVZN1GhZIlC6iTEaVqsGQ8VmhU4cFY0JxgxeWgVTBKMJQXXVWg8bIIXUTCbrBY0iIJ4uJ/fH427rjwU1fR38f3azh/nnM/3ez7fc8b43C/fc/lO1Gq1xMXFiclkklOnTomrq6u89tprt2sId7SJPr+kpCRRq9Vy8uRJuXr1qpw5c0Z8fX0lPDz8dg3hjvfLL79IbW2t1NbWCgBJT0+X2tpauXbtmoiIJCQkyDPPPGOJH/5qrn379klTU5McPXqUX81ly44cOSJeXl6iVCplyZIl8tVXX1nOBQUFSVRUlFV8YWGh+Pn5iVKplPnz50tpaektzphuNpFn6O3tLQBGbElJSbc+cbKY6M/hn7GY/f8w0Wd47tw5Wbp0qTg4OIiPj4+kpqbK4ODgLc6ahk3k+Q0MDEhycrL4+vqKSqUST09PiY2NlZ9//vnWJ04iInL27NlRf7cNP7eoqCgJCgoa0cbf31+USqX4+PhIdnb2Lc9bRMROhPP5RERERGSbuGaWiIiIiGwWi1kiIiIislksZomIiIjIZrGYJSIiIiKbxWKWiIiIiGwWi1kiIiIislksZomIiIjIZrGYJSIiIiKbxWKWiAhATk4OZsyYcbvT+Mfs7OzwySefjBuzefNmPPnkk7ckHyKiW4XFLBFNGps3b4adnd2IraWl5XanhpycHEs+CoUCHh4e2LJlC3788cf/pP/29naEhoYCANra2mBnZ4e6ujqrmIyMDOTk5Pwn1xtLcnKyZZz29vbw9PTEtm3b0NnZOaF+WHgT0d815XYnQET0X9Lr9cjOzrY6NnPmzNuUjTVnZ2eYTCaYzWbU19djy5YtuHHjBsrLy/91325ubn8ZM3369H99nb9j/vz5qKiowNDQEJqamhAdHY2uri4UFBTckusT0Z2FM7NENKk4ODjAzc3NarO3t0d6ejoWLFgAJycneHp6IjY2Fj09PWP2U19fj1WrVkGtVsPZ2RmLFy/G+fPnLeerq6uxcuVKODo6wtPTE/Hx8fj111/Hzc3Ozg5ubm7QaDQIDQ1FfHw8Kioq0NvbC7PZjFdeeQUeHh5wcHCAv78/ysrKLG37+/sRFxcHd3d3qFQqeHt74+DBg1Z9Dy8zmD17NgBg0aJFsLOzw0MPPQTAerbzvffeg0ajgdlstsrRYDAgOjrasl9cXAydTgeVSgUfHx+kpKRgcHBw3HFOmTIFbm5uuPfee7F69Wps2LABn332meX80NAQYmJiMHv2bDg6OkKr1SIjI8NyPjk5GSdOnEBxcbFllreyshIAcP36dYSHh2PGjBlwcXGBwWBAW1vbuPkQ0eTGYpaI7ggKhQKZmZm4ePEiTpw4gc8//xwvvPDCmPGRkZHw8PBATU0NLly4gISEBNx1110AgCtXrkCv12PdunVoaGhAQUEBqqurERcXN6GcHB0dYTabMTg4iIyMDKSlpeGtt95CQ0MDQkJC8MQTT+Dy5csAgMzMTJSUlKCwsBAmkwl5eXmYNWvWqP1+8803AICKigq0t7fjo48+GhGzYcMGdHR04OzZs5ZjnZ2dKCsrQ2RkJACgqqoKmzZtwq5du9DY2IisrCzk5OQgNTX1b4+xra0N5eXlUCqVlmNmsxkeHh4oKipCY2MjEhMT8dJLL6GwsBAAsHfvXoSHh0Ov16O9vR3t7e1Yvnw5BgYGEBISArVajaqqKhiNRkybNg16vR79/f1/OycimmSEiGiSiIqKEnt7e3FycrJs69evHzW2qKhI7r77bst+dna2TJ8+3bKvVqslJydn1LYxMTGybds2q2NVVVWiUCikt7d31DY399/c3Cx+fn4SEBAgIiIajUZSU1Ot2gQGBkpsbKyIiOzcuVOCg4PFbDaP2j8A+fjjj0VEpLW1VQBIbW2tVUxUVJQYDAbLvsFgkOjoaMt+VlaWaDQaGRoaEhGRhx9+WA4cOGDVR25urri7u4+ag4hIUlKSKBQKcXJyEpVKJQAEgKSnp4/ZRkTkueeek3Xr1o2Z6/C1tVqt1T34/fffxdHRUcrLy8ftn4gmL66ZJaJJZdWqVXjnnXcs+05OTgD+mKU8ePAgLl26hO7ubgwODqKvrw+//fYbpk6dOqKfPXv24Nlnn0Vubq7lT+W+vr4A/liC0NDQgLy8PEu8iMBsNqO1tRXz5s0bNbeuri5MmzYNZrMZfX19ePDBB3Hs2DF0d3fjxo0bWLFihVX8ihUrUF9fD+CPJQKPPPIItFot9Ho91qxZg0cfffRf3avIyEhs3boVb7/9NhwcHJCXl4ennnoKCoXCMk6j0Wg1Ezs0NDTufQMArVaLkpIS9PX14YMPPkBdXR127txpFXP06FEcP34c3333HXp7e9Hf3w9/f/9x862vr0dLSwvUarXV8b6+Ply5cuUf3AEimgxYzBLRpOLk5IQ5c+ZYHWtra8OaNWuwY8cOpKamwsXFBdXV1YiJiUF/f/+oRVlycjI2btyI0tJSnD59GklJScjPz8fatWvR09OD7du3Iz4+fkQ7Ly+vMXNTq9X49ttvoVAo4O7uDkdHRwBAd3f3X45Lp9OhtbUVp0+fRkVFBcLDw7F69Wp8+OGHf9l2LI8//jhEBKWlpQgMDERVVRUOHz5sOd/T04OUlBSEhYWNaKtSqcbsV6lUWp7B66+/jsceewwpKSl49dVXAQD5+fnYu3cv0tLSsGzZMqjVarz55pv4+uuvx823p6cHixcvtvoQMez/5SU/Irr1WMwS0aR34cIFmM1mpKWlWWYdh9dnjsfPzw9+fn7YvXs3nn76aWRnZ2Pt2rXQ6XRobGwcUTT/FYVCMWobZ2dnaDQaGI1GBAUFWY4bjUYsWbLEKi4iIgIRERFYv3499Ho9Ojs74eLiYtXf8PrUoaGhcfNRqVQICwtDXl4eWlpaoNVqodPpLOd1Oh1MJtOEx3mz/fv3Izg4GDt27LCMc/ny5YiNjbXE3DyzqlQqR+Sv0+lQUFAAV1dXODs7/6uciGjy4AtgRDTpzZkzBwMDAzhy5AiuXr2K3NxcvPvuu2PG9/b2Ii4uDpWVlbh27RqMRiNqamosywdefPFFnDt3DnFxcairq8Ply5dRXFw84RfA/mzfvn04dOgQCgoKYDKZkJCQgLq6OuzatQsAkJ6ejpMnT+LSpUtobm5GUVER3NzcRv1HD66urnB0dERZWRl++OEHdHV1jXndyMhIlJaW4vjx45YXv4YlJibi/fffR0pKCi5evIimpibk5+dj//79ExrbsmXLsHDhQhw4cAAAMHfuXJw/fx7l5eVobm7Gyy+/jJqaGqs2s2bNQkNDA0wmE3766ScMDAwgMjIS99xzDwwGA6qqqtDa2orKykrEx8fj+++/n1BORDR5sJgloknv/vvvR3p6Og4dOoT77rsPeXl5Vl9rdTN7e3t0dHRg06ZN8PPzQ3h4OEJDQ5GSkgIAWLhwIb744gs0Nzdj5cqVWLRoERITE6HRaP5xjvHx8dizZw+ef/55LFiwAGVlZSgpKcHcuXMB/LFE4Y033kBAQAACAwPR1taGTz/91DLT/GdTpkxBZmYmsrKyoNFoYDAYxrxucHAwXFxcYDKZsHHjRqtzISEhOHXqFM6cOYPAwEA88MADOHz4MLy9vSc8vt27d+PYsWO4fv06tm/fjrCwMERERGDp0qXo6OiwmqUFgK1bt0Kr1SIgIAAzZ86E0WjE1KlT8eWXX8LLywthYWGYN28eYmJi0NfXx5laojuYnYjI7U6CiIiIiOif4MwsEREREdksFrNEREREZLNYzBIRERGRzWIxS0REREQ2i8UsEREREdksFrNEREREZLNYzBIRERGRzWIxS0REREQ2i8UsEREREdksFrNEREREZLNYzBIRERGRzfoftaYl3uG2vzwAAAAASUVORK5CYII=", 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" ] @@ -191,12 +193,11 @@ "source": [ "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.3, random_state=42)\n", "\n", - "from sklearn.preprocessing import StandardScaler\n", "scaler = StandardScaler()\n", "X_train = scaler.fit_transform(X_train)\n", "X_test = scaler.transform(X_test)\n", "\n", - "knn = KNeighborsClassifier(n_neighbors=6) # using the best k found\n", + "knn = KNeighborsClassifier(n_neighbors=22) # using the best k found\n", "knn.fit(X_train, y_train)\n", "\n", "y_pred = knn.predict(X_test)\n", @@ -205,6 +206,7 @@ "f1 = f1_score(y_test, y_pred, average='weighted')\n", "class_report = classification_report(y_test, y_pred)\n", "\n", + "# Display differents performance of the model\n", "print(\"Accuracy:\", acc)\n", "print(\"F1 Score:\", f1)\n", "print(\"Classification Report:\\n\", class_report)\n", @@ -236,17 +238,8 @@ "plt.title('Receiver Operating Characteristic (ROC) Curve')\n", "plt.legend(loc='lower right')\n", "plt.grid()\n", - "plt.show()\n", - "\n" + "plt.show()" ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "42e3cecc", - "metadata": {}, - "outputs": [], - "source": [] } ], "metadata": {