{"cells":[{"cell_type":"markdown","metadata":{"id":"foLYwRVKC51R"},"source":["# Support Vector Machine (SVM)"]},{"cell_type":"markdown","metadata":{"id":"0XvgPswVFVkZ"},"source":["**Support Vector Machine (SVM)** เป็น supervised machine learning algorithm ที่ทำได้ทั้งการจำแนกหมวดหมู่ (classification) และ การทำนายค่า (regression) โดยใน tutorial นี้ เราจะแสดงการทำงานของโมเดลกับโจทย์การจำแนกหมวดหมู่\n","\n","\n","\n","[Slides: Support Vector Machine (SVM)](https://github.com/ichatnun/brainCodeCamp2023_lectures/blob/main/MachineLearning/machine_learning_svm.pdf)\n","\n","
\n","\n","หลักการทำงานของ SVM คือ การค้นหา decision boundary ที่สามารถแยกกลุ่มข้อมูลออกจากกันโดยมีค่า margin สูงสุด ดังแสดงในรูปด้านล่าง"]},{"cell_type":"markdown","metadata":{"id":"ezMIaXrhEptF"},"source":["![SVM-Concept-low-2.png](data:image/png;base64,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)\n","\n","SVM algorithm, adapted from [ที่มา](https://www.datacamp.com/tutorial/svm-classification-scikit-learn-python)"]},{"cell_type":"markdown","metadata":{"id":"uiwitRiJkAGH"},"source":["## Functional Margin, Separating Hyperplane และ Support Vectors\n","\n","เพื่อศึกษาการทำงานของ SVM เราจะลองสร้างชุดข้อมูลที่ประกอบไปด้วยข้อมูลจำนวน $200$ จุด ที่ประกอบด้วย 2 features และ 2 classes ได้แก่ class 0 และ class 1 (2-class dataset for binary classification) โดยข้อมูลในแต่ละคลาสมีจำนวนเท่ากันที่ 100 จุด\n","\n","เราจะเรียนรู้การทำ Support Vector Classification ผ่านการเรียกใช้ [SVC](https://scikit-learn.org/stable/modules/generated/sklearn.svm.SVC.html) จากไลบรารี่ `scikit-learn`"]},{"cell_type":"code","execution_count":1,"metadata":{"executionInfo":{"elapsed":1656,"status":"ok","timestamp":1692639085047,"user":{"displayName":"Itthi Chatnuntawech","userId":"06267664527776052880"},"user_tz":-420},"id":"1vnHr9cvil3s"},"outputs":[],"source":["import numpy as np\n","import matplotlib.pyplot as plt\n","from matplotlib import colors\n","from sklearn.svm import SVC\n","from sklearn.inspection import DecisionBoundaryDisplay\n","from sklearn.model_selection import train_test_split\n","from sklearn.model_selection import StratifiedKFold, KFold\n","from sklearn.model_selection import GridSearchCV\n","from sklearn.preprocessing import StandardScaler\n","from sklearn.metrics import accuracy_score, classification_report, confusion_matrix, ConfusionMatrixDisplay\n","\n","# ตั้งค่า random seed สำหรับการทำซ้ำ (reproducibility)\n","RANDOM_SEED = 2566"]},{"cell_type":"code","execution_count":2,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":507},"executionInfo":{"elapsed":613,"status":"ok","timestamp":1692639085657,"user":{"displayName":"Itthi Chatnuntawech","userId":"06267664527776052880"},"user_tz":-420},"id":"-a3cfx26tUpm","outputId":"f05e55b1-e886-42cc-ccea-d2cd64d7a526"},"outputs":[{"data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAAeoAAAHqCAYAAADLbQ06AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/bCgiHAAAACXBIWXMAAA9hAAAPYQGoP6dpAABqEElEQVR4nO3deXwTZf4H8E8abaE3LeFsuFHEA28XEAFBEAXBAgqiFEVWFHARBWFVCq7ILh4giHj9FhQtglAEXRUEixd4IWVBBBFajnJT23K2NH1+f8wmNGmOmWQmM5N83q9XXqWTyeSZach3nuv7WIQQAkRERGRIMXoXgIiIiHxjoCYiIjIwBmoiIiIDY6AmIiIyMAZqIiIiA2OgJiIiMjAGaiIiIgNjoCYiIjIwBmoiIiIDY6COQM2aNcOwYcN0ee8pU6bAYrHo8t6+FBYWwmKxYMGCBXoXRRM//fQTOnTogISEBFgsFuTn5+tdJBc9P4vhZITPmLdrvXPnTvTo0QMpKSmwWCz46KOPsGDBAlgsFhQWFoa9jBaLBVOmTAn7+5odA7WJbNmyBQMGDEDTpk1Rq1YtNG7cGLfccgvmzJmjd9FU8dprr+n6Rbdu3TpYLBbXIy4uDvXr10eXLl3w/PPP4+jRo0Efe9u2bZgyZYrqX47nzp3DwIEDUVxcjJkzZ2LhwoVo2rSpqu9Rnec1slgsSEtLw1/+8he8//77mr2vntatW4fMzEw0aNAAsbGxqFevHvr06YPc3Fy9ixZQVlYWtmzZgmnTpmHhwoW49tprNX/PTz/9lMFYZRfoXQCSZ/369ejatSuaNGmCESNGoEGDBti3bx++//57vPLKKxgzZoxr3x07diAmxnz3YK+99hrq1q2rew3s0UcfxXXXXQeHw4GjR49i/fr1yM7Oxssvv4wlS5bg5ptvVnzMbdu2YerUqejSpQuaNWumWll37dqFPXv24K233sKDDz6o2nEDcV4jADh+/DgWL16Me++9FyUlJRg1apRrP7N+Fp2ys7Px7LPPonXr1njooYfQtGlTHD9+HJ9++in69++P999/H/fcc4/exQRQ81qfOXMGGzZswFNPPYXRo0e7tt93330YNGgQ4uLiNCnHp59+irlz53oN1mfOnMEFFzDsKMUrZhLTpk1DSkoKfvrpJ6Smpro9d+TIEbfftfoPGC06deqEAQMGuG3bvHkzevTogf79+2Pbtm1o2LChTqVz5/zbe34mQnHq1CkkJCT43cfzGj388MNo0aIFcnJy3AK1Xp/F06dPIz4+PqRjLF26FM8++ywGDBiAnJwcXHjhha7nxo8fj1WrVuHcuXOhFlU1ntfa2QLk+dmwWq2wWq3hKpabWrVq6fK+ZmfeW90os2vXLlx66aVev5Dr1avn9rtnX5WzT+rbb7/Fo48+CpvNhtTUVDz00EOoqKhASUkJhg4dijp16qBOnTqYMGECqi+q5mzuXLdundv7yO2Xmz9/Pm6++WbUq1cPcXFxaNu2LebNm1ejzL/++iu++uorV5Nqly5dXM+XlJRg7NixsNvtiIuLQ6tWrfCvf/0LVVVVbscpKSnBsGHDkJKSgtTUVGRlZaGkpMRv+eRo164dZs2ahZKSErz66quu7Xv27MEjjzyCiy++GLVr10Z6ejoGDhzo1sS9YMECDBw4EADQtWtX1/k5r+eKFStw++23o1GjRoiLi0PLli3xj3/8Aw6Hw2+Zhg0bhs6dOwMABg4cWOOaffnll+jUqRMSEhKQmpqKvn374rfffnM7hnNMwbZt23DPPfegTp06uPHGGxVfn9jYWNSpU6dGbcnXZ/G7777DuHHjYLPZkJCQgDvvvLNG14Lc69KlSxdcdtll2LhxI2666SbEx8fj73//O7KyslC3bl2vwbRHjx64+OKL/Z7TM888g7S0NPz73/92C9JOPXv2RO/evX2+/r///S+GDRuGFi1aoFatWmjQoAEeeOABHD9+3G2/EydOYOzYsWjWrBni4uJQr1493HLLLfjll19c++zcuRP9+/dHgwYNUKtWLWRkZGDQoEEoLS117VP9Wk+ZMsXVBTJ+/HhYLBZXS46vPurPPvsMnTt3RlJSEpKTk3HdddchJyfH9fw333yDgQMHokmTJoiLi4Pdbsdjjz2GM2fOuPYZNmwY5s6dCwBu3SNO3vqoN23ahF69eiE5ORmJiYno1q0bvv/+e7d9lHxuIhFr1CbRtGlTbNiwAVu3bsVll10W1DHGjBmDBg0aYOrUqfj+++/x5ptvIjU1FevXr0eTJk3w/PPP49NPP8ULL7yAyy67DEOHDlWl7PPmzcOll16KO+64AxdccAE+/vhjPPLII6iqqnLVvmbNmoUxY8YgMTERTz31FACgfv36AKTaUefOnVFUVISHHnoITZo0wfr16zFp0iQcPHgQs2bNAgAIIdC3b198++23GDlyJC655BIsX74cWVlZqpzHgAEDMHz4cKxevRrTpk0DIA3kWr9+PQYNGoSMjAwUFhZi3rx56NKlC7Zt24b4+HjcdNNNePTRRzF79mz8/e9/xyWXXAIArp8LFixAYmIixo0bh8TERHz55ZeYPHkyysrK8MILL/gsz0MPPYTGjRvj+eefdzVFO6/ZmjVr0KtXL7Ro0QJTpkzBmTNnMGfOHHTs2BG//PJLjeb3gQMHonXr1nj++echZ+XbEydO4NixYwCA4uJi5OTkYOvWrfi///s/WddyzJgxqFOnDrKzs1FYWIhZs2Zh9OjRWLx4sWsfJdfl+PHj6NWrFwYNGoR7770X9evXR0JCAt59912sWrXKLaAeOnQIX375JbKzs32Wb+fOndi+fTseeOABJCUlyTonT1988QV2796N+++/Hw0aNMCvv/6KN998E7/++iu+//57VwAbOXIkli5ditGjR6Nt27Y4fvw4vv32W/z222+4+uqrUVFRgZ49e6K8vNz1f7ioqAiffPIJSkpKkJKSUuO9MzMzkZqaisceewyDBw/GbbfdhsTERJ9lXbBgAR544AFceumlmDRpElJTU7Fp0yZ8/vnnrqb9Dz/8EKdPn8bDDz+M9PR0/Pjjj5gzZw7279+PDz/8EID0mTxw4AC++OILLFy4MOA1+vXXX9GpUyckJydjwoQJuPDCC/HGG2+gS5cu+Oqrr3DDDTe47S/ncxORBJnC6tWrhdVqFVarVbRv315MmDBBrFq1SlRUVNTYt2nTpiIrK8v1+/z58wUA0bNnT1FVVeXa3r59e2GxWMTIkSNd2yorK0VGRobo3Lmza1teXp4AIPLy8tzep6CgQAAQ8+fPd23Lzs4Wnh+r06dP1yhjz549RYsWLdy2XXrppW7v6/SPf/xDJCQkiN9//91t+8SJE4XVahV79+4VQgjx0UcfCQBixowZbufTqVOnGuX0xnmeH374oc992rVrJ+rUqeP33DZs2CAAiHfffde17cMPP/R6DX0d46GHHhLx8fHi7NmzQZX5yiuvFPXq1RPHjx93bdu8ebOIiYkRQ4cOdW1z/r0GDx7s930838/zERMTI6ZNm1Zjf1+fxe7du7t9Fh977DFhtVpFSUmJa5vc69K5c2cBQLz++utu+zocDpGRkSHuvvtut+0vv/yysFgsYvfu3T7Pc8WKFQKAmDlzps99qvP2f8Fb+RctWiQAiK+//tq1LSUlRYwaNcrnsTdt2hTwcylEzWvtLNMLL7zgtp/zb1BQUCCEEKKkpEQkJSWJG264QZw5c8Zt3+p/I2/nM336dGGxWMSePXtc20aNGlXjO8AJgMjOznb93q9fPxEbGyt27drl2nbgwAGRlJQkbrrpphpllvO5iURs+jaJW265BRs2bMAdd9yBzZs3Y8aMGejZsycaN26MlStXyjrG8OHD3ZqhbrjhBgghMHz4cNc2q9WKa6+9Frt371at7LVr13b9u7S0FMeOHUPnzp2xe/dut6Y7Xz788EN06tQJderUwbFjx1yP7t27w+Fw4OuvvwYgDWK54IIL8PDDD7udT/WBdqFKTEzEiRMnvJ7buXPncPz4cbRq1QqpqaluTZf+VD+Gs6baqVMnnD59Gtu3b1dcxoMHDyI/Px/Dhg1DWlqaa/sVV1yBW265BZ9++mmN14wcOVLRe0yePBlffPEFvvjiCyxevBiDBw/GU089hVdeeUXW6//617+6fRY7deoEh8OBPXv2uLYpuS5xcXG4//773bbFxMRgyJAhWLlypdvf7P3330eHDh3QvHlzn+UrKysDgKBr057lP3v2LI4dO4a//OUvAOD22UhNTcUPP/yAAwcOeD2Os8a8atUqnD59Oujy+PLFF1/gxIkTmDhxYo0+5Op/o+rnc+rUKRw7dgwdOnSAEAKbNm1S/L4OhwOrV69Gv3790KJFC9f2hg0b4p577sG3337r+js4yfncRCIGahO57rrrkJubiz///BM//vgjJk2ahBMnTmDAgAHYtm1bwNc3adLE7XfnF4Ddbq+x/c8//1St3N999x26d+/u6iu12Wz4+9//DgCyAvXOnTvx+eefw2azuT26d+8O4PyAqj179qBhw4Y1mvgC9UUqcfLkSbcv7zNnzmDy5MmuvvO6devCZrOhpKRE1rkBUvPfnXfeiZSUFCQnJ8Nms+Hee+8FIO/6eHJ+aXk770suuQTHjh3DqVOn3Lb7C1reXH755ejevTu6d++Ou+66C++99x569+6NiRMnyuoz9Pws1qlTBwDcPndKrkvjxo0RGxtb432GDh2KM2fOYPny5QCkkdEbN27Efffd57d8ycnJAOAW4JUqLi7G3/72N9SvXx+1a9eGzWZzXefq5Z8xYwa2bt0Ku92O66+/HlOmTHG7UW7evDnGjRuHt99+G3Xr1kXPnj0xd+7coD4b3uzatQsAAnap7d2713Xzl5iYCJvN5hojEUxZjh49itOnT/v8nFZVVWHfvn1u2+V8biIR+6hNKDY2Ftdddx2uu+46XHTRRbj//vvx4Ycf+u1zA+BzpKe37aJaP6WvBCaBBjsB0pdAt27d0KZNG7z88suw2+2IjY3Fp59+ipkzZ9YYDOZNVVUVbrnlFkyYMMHr8xdddFHAY6jh3Llz+P33392+0MaMGYP58+dj7NixaN++vSuxxKBBg2SdW0lJCTp37ozk5GQ8++yzaNmyJWrVqoVffvkFTz75pKxjqKF6bSlY3bp1wyeffIIff/wRt99+u999fX0WnZ87pdfFV/nbtm2La665Bu+99x6GDh2K9957D7Gxsbjrrrv8lq9NmzYApNwFwbrrrruwfv16jB8/HldeeSUSExNRVVWFW2+91a38d911Fzp16oTly5dj9erVeOGFF/Cvf/0Lubm56NWrFwDgpZdewrBhw7BixQqsXr0ajz76KKZPn47vv/8eGRkZQZdRLofDgVtuuQXFxcV48skn0aZNGyQkJKCoqAjDhg0L2+c00OcmUjFQm5wzgcHBgwc1ew/nXavn6Gk5zU0ff/wxysvLsXLlSre74by8vBr7+rohaNmyJU6ePOmqQfvStGlTrF27FidPnnSrVe/YsSNgOeVYunQpzpw5g549e7pty8rKwksvveTadvbs2RrXyte5rVu3DsePH0dubi5uuukm1/aCgoKgy+kc7evtvLdv3466desGnH4VjMrKSgBSq0Oo1LwuQ4cOxbhx43Dw4EHk5OTg9ttvd32mfbnoootw8cUXY8WKFXjllVf8DsTy5s8//8TatWsxdepUTJ482bV9586dXvdv2LAhHnnkETzyyCM4cuQIrr76akybNs0VqAGpFePyyy/H008/jfXr16Njx454/fXX8dxzzykqm6eWLVsCALZu3YpWrVp53WfLli34/fff8c4777gNMv3iiy9q7Cs3M6HNZkN8fLzPz2lMTEyN1r5oxaZvk8jLy/N61+jsb1SzeddT06ZNYbVaXX3BTq+99lrA1zrvgKuXvbS0FPPnz6+xb0JCgtepVHfddRc2bNiAVatW1XiupKTEFSBuu+02VFZWuk39cjgcqmRu27x5M8aOHYs6deq4zRO2Wq01/i5z5syp0drgDIye5+ft+lRUVMi6tr40bNgQV155Jd555x2399u6dStWr16N2267Lehj+/PJJ58AkKayhUrN6zJ48GBYLBb87W9/w+7du13N54FMnToVx48fx4MPPuj6jFW3evVq1znLKT8A1wwFJ4fDUaPZuF69emjUqBHKy8sBSP3lnu9/+eWXIyYmxrVPKHr06IGkpCRMnz4dZ8+edXvOWX5v5yOE8Domwddn3ZPVakWPHj2wYsUKt6lihw8fRk5ODm688UZXF0S0Y43aJMaMGYPTp0/jzjvvRJs2bVBRUYH169dj8eLFaNasWY2BNGpKSUnBwIEDMWfOHFgsFrRs2RKffPJJjUQr3vTo0QOxsbHo06cPHnroIZw8eRJvvfUW6tWrV6MV4JprrsG8efPw3HPPoVWrVqhXrx5uvvlmjB8/HitXrkTv3r0xbNgwXHPNNTh16hS2bNmCpUuXorCwEHXr1kWfPn3QsWNHTJw4EYWFhWjbti1yc3MV95998803OHv2LBwOB44fP47vvvsOK1euREpKCpYvX44GDRq49u3duzcWLlyIlJQUtG3bFhs2bMCaNWuQnp7udswrr7wSVqsV//rXv1BaWoq4uDjcfPPN6NChA+rUqYOsrCw8+uijsFgsWLhwYchNeS+88AJ69eqF9u3bY/jw4a7pWSkpKaqkd3ReI0Dqi125ciW++uorDBo0yNVsHAo1r4vNZsOtt96KDz/8EKmpqQGb5Z3uvvtuV/rNTZs2YfDgwa7MZJ9//jnWrl3rNs+4uuTkZNx0002YMWMGzp07h8aNG2P16tU1WgROnDiBjIwMDBgwAO3atUNiYiLWrFmDn376ydVK8+WXX2L06NEYOHAgLrroIlRWVmLhwoWwWq3o37+/4uvhrawzZ87Egw8+iOuuu841n37z5s04ffo03nnnHbRp0wYtW7bEE088gaKiIiQnJ2PZsmVe+4avueYaAFL2up49e8JqtWLQoEFe3/u5557DF198gRtvvBGPPPIILrjgArzxxhsoLy/HjBkzQj63iBH+geYUjM8++0w88MADok2bNiIxMVHExsaKVq1aiTFjxojDhw+77etrSsxPP/3ktp9zas7Ro0fdtmdlZYmEhAS3bUePHhX9+/cX8fHxok6dOuKhhx4SW7dulTU9a+XKleKKK64QtWrVEs2aNRP/+te/xL///W+3KSJCCHHo0CFx++23i6SkJAHAbarWiRMnxKRJk0SrVq1EbGysqFu3rujQoYN48cUX3aaoHT9+XNx3330iOTlZpKSkiPvuu881vUXu9Czn48ILLxQ2m03cdNNNYtq0aeLIkSM1XvPnn3+K+++/X9StW1ckJiaKnj17iu3bt9f4GwghxFtvvSVatGghrFar21St7777TvzlL38RtWvXFo0aNXJNvau+T6Aye5u6s2bNGtGxY0dRu3ZtkZycLPr06SO2bdvmto+vz4DcawRAxMbGijZt2ohp06bVmC4o97PobQqg3OvSuXNncemll/ot95IlSwQA8de//lXWeVa3du1a0bdvX1GvXj1xwQUXCJvNJvr06SNWrFjh2sfb9Kz9+/eLO++8U6SmpoqUlBQxcOBAceDAAbcpSuXl5WL8+PGiXbt2IikpSSQkJIh27dqJ1157zXWc3bt3iwceeEC0bNlS1KpVS6SlpYmuXbuKNWvWuJUz2OlZTitXrhQdOnRwfV6uv/56sWjRItfz27ZtE927dxeJiYmibt26YsSIEWLz5s01zruyslKMGTNG2Gw2YbFY3L4Pqp+70y+//CJ69uwpEhMTRXx8vOjatatYv3691zLL+dxEIosQEd4LT0RRb8WKFejXrx++/vprdOrUSe/iECnCQE1EEa9379747bff8McffxhuGVaiQNhHTUQR64MPPsB///tf/Oc//8Err7zCIE2mxBo1EUUsi8WCxMRE3H333Xj99de5xCKZEj+1RBSxWA+hSMB51ERERAbGQE1ERGRgUdX0XVVVhQMHDiApKYmDSoiISDdCCJw4cQKNGjVCTIz/OnNUBeoDBw4wdywRERnGvn37Ai6sElWB2rk84b59+5hDloiIdFNWVga73S5rzfOoCtTO5u7k5GQGaiIi0p2cblgOJiMiIjIwBmoiIiIDY6AmIiIysKjqo5bL4XDg3LlzehcjasXGxgacrkBEFC0YqKsRQuDQoUMoKSnRuyhRLSYmBs2bN0dsbKzeRSEi0h0DdTXOIF2vXj3Ex8czKYoOnElpDh48iCZNmvBvQERRj4H6fxwOhytIp6en612cqGaz2XDgwAFUVlbiwgsv1Ls4RES6Ykfg/zj7pOPj43UuCTmbvB0Oh84lISLSHwO1Bza16o9/AyKi8xioiYiIDIyBOkpYLBZ89NFHeheDiIgUYqCOAIcOHcKYMWPQokULxMXFwW63o0+fPli7dq3eRQMgTXubPHkyGjZsiNq1a6N79+7YuXOn3sUiomjicADr1gGLFkk/TTQGhoFaZeH+LBQWFuKaa67Bl19+iRdeeAFbtmzB559/jq5du2LUqFHavrlMM2bMwOzZs/H666/jhx9+QEJCAnr27ImzZ8/qXTQiiga5uUCzZkDXrsA990g/mzWTtpuBiCKlpaUCgCgtLa3x3JkzZ8S2bdvEmTNngj7+smVCZGQIAZx/ZGRI27XSq1cv0bhxY3Hy5Mkaz/3555+ufwMQy5cvd/0+YcIE0bp1a1G7dm3RvHlz8fTTT4uKigrX8/n5+aJLly4iMTFRJCUliauvvlr89NNPQgghCgsLRe/evUVqaqqIj48Xbdu2Ff/5z3+8lq+qqko0aNBAvPDCC65tJSUlIi4uTixatMjra9T4WxARCSGkL2CLxf2LGZC2WSzafkH74S8eeeI8apXk5gIDBkifgOqKiqTtS5cCmZnqvmdxcTE+//xzTJs2DQkJCTWeT01N9fnapKQkLFiwAI0aNcKWLVswYsQIJCUlYcKECQCAIUOG4KqrrsK8efNgtVqRn5/vmtM8atQoVFRU4Ouvv0ZCQgK2bduGxMREr+9TUFCAQ4cOoXv37q5tKSkpuOGGG7BhwwYMGjQohCtAROSHwwH87W81v5gBaZvFAowdC/TtC1itYS+eXAzUKtDrs/DHH39ACIE2bdoofu3TTz/t+nezZs3wxBNP4IMPPnAF6r1792L8+PGuY7du3dq1/969e9G/f39cfvnlAIAWLVr4fJ9Dhw4BAOrXr++2vX79+q7niIg08c03wP79vp8XAti3T9qvS5ewFUsp9lGrQMlnQU3C252BTIsXL0bHjh3RoEEDJCYm4umnn8bevXtdz48bNw4PPvggunfvjn/+85/YtWuX67lHH30Uzz33HDp27Ijs7Gz897//Dek8iIg0cfCguvvphIFaBXp9Flq3bg2LxYLt27cret2GDRswZMgQ3Hbbbfjkk0+wadMmPPXUU6ioqHDtM2XKFPz666+4/fbb8eWXX6Jt27ZYvnw5AODBBx/E7t27cd9992HLli249tprMWfOHK/v1aBBAwDA4cOH3bYfPnzY9RwRkSYjcRs2VHc/nTBQq0Cvz0JaWhp69uyJuXPn4tSpUzWe97UK2Pr169G0aVM89dRTuPbaa9G6dWvs2bOnxn4XXXQRHnvsMaxevRqZmZmYP3++6zm73Y6RI0ciNzcXjz/+ON566y2v79W8eXM0aNDAbapYWVkZfvjhB7Rv317hGRNRRNJqVHanTkBGhtT/6I3FAtjt0n4GxkCtAj0/C3PnzoXD4cD111+PZcuWYefOnfjtt98we/Zsn4GwdevW2Lt3Lz744APs2rULs2fPdtWWAeDMmTMYPXo01q1bhz179uC7777DTz/9hEsuuQQAMHbsWKxatQoFBQX45ZdfkJeX53qu5rlbMHbsWDz33HNYuXIltmzZgqFDh6JRo0bo16+f6teDiEzGORLXs//QORI3lGBttQKvvCL92/ML2vn7rFmGHkgGgNOznEKdEuScAeA5CyAcMwAOHDggRo0aJZo2bSpiY2NF48aNxR133CHy8vJc+8Bjetb48eNFenq6SExMFHfffbeYOXOmSElJEUIIUV5eLgYNGiTsdruIjY0VjRo1EqNHj3Zdm9GjR4uWLVuKuLg4YbPZxH333SeOHTvms3xVVVXimWeeEfXr1xdxcXGiW7duYseOHT735/QsoihRWVlzTqvnF6jdLu0XCm9zZ+123aZmCaFsepZFiBBGJJlMWVkZUlJSUFpaiuTkZLfnzp49i4KCAjRv3hy1atUK6vi5udLo7+o3hna7dMOm9tSsSKbG34KITGDdOqmZO5C8vNBHZTsc0ojegwelfshOnXStSfuLR544PUtFmZnSFCwDfRaIiPTnK0iGcySu1WroKVj+MFCrzMSfBSIi34KtkXpraszIkPqO1RqJa7Dasto4mIyIiPwLdlR2oIFix46FPhLX7Hm8ZWCgJiIi34IdlR0oZSMAjBsHvPyy9O9gRmVrOWLcQBioiYjIOznBduxY78lJ5KZstNmkxRAaN3Z/PiPD/yIJoZTNZBioiYjIu1DyIysZKJaZCRQWSqO7c3KknwUF/qfL6JW7WQemCdTz5s3DFVdcgeTkZCQnJ6N9+/b47LPP9C4WEVHkCmVUttKBYs6RuIMHSz8DDQaLkDzecpgmUGdkZOCf//wnNm7ciJ9//hk333wz+vbti19//VXvohERRaZQRmVrnbIxQvJ4y2GaQN2nTx/cdtttaN26NS666CJMmzYNiYmJ+P777/UuGhFRZAol2GqdvjNC8njLYZpAXZ3D4cAHH3yAU6dOcWEHmSwWCz766CO9i0FEZuBcyWrJEmDECGlbMME2MzO4gWJyREoebxlMFai3bNmCxMRExMXFYeTIkVi+fDnatm3rc//y8nKUlZW5PSLRoUOHMGbMGLRo0QJxcXGw2+3o06eP24pVesrNzUWPHj2Qnp4Oi8WC/Px8vYtERL54zkvOzgbS0qRHdXKDbTADxeTS8kbAQEyVmeziiy9Gfn4+SktLsXTpUmRlZeGrr77yGaynT5+OqVOnhreQYc6QU1hYiI4dOyI1NRUvvPACLr/8cpw7dw6rVq3CqFGjFK9VrYVTp07hxhtvxF133YURzrtzIjIe57xkzylPxcXStqlTgdatlX+3aZmyMRpyN2u+RIiGunXrJv7617/6fP7s2bOitLTU9di3b59mq2cJIbyv0JKRoekKLb169RKNGzcWJ0+erPHcn3/+6fo3PFbPmjBhgmjdurWoXbu2aN68uXj66adFRUWF6/n8/HzRpUsXkZiYKJKSksTVV18tfvrpJyGEEIWFhaJ3794iNTVVxMfHi7Zt24r//Oc/ActaUFAgAIhNmzb53Y+rZxHpQOlKVpWVQuTlCZGTI/0MdYUrLRi4jEpWzzJVjdpTVVUVysvLfT4fFxeHuLi48BTG152oM0OOBs0wxcXF+PzzzzFt2jQkJCTUeD41NdXna5OSkrBgwQI0atQIW7ZswYgRI5CUlIQJEyYAAIYMGYKrrroK8+bNg9VqRX5+Pi688EIAwKhRo1BRUYGvv/4aCQkJ2LZtGxITE1U9NyIKMyXzkouLfefvNkpzs78c40Ypo0ymCdSTJk1Cr1690KRJE5w4cQI5OTlYt24dVq1apXfRAmfIsVikDDl9+6raHPPHH39ACIE2bdoofu3TTz/t+nezZs3wxBNP4IMPPnAF6r1792L8+PGuY7du3dq1/969e9G/f39cfvnlAIAWLVqEchpEZARy5xuvWCEFuzBWSrzy182oQ8VJS6YJ1EeOHMHQoUNx8OBBpKSk4IorrsCqVatwyy236F00ZXeiKvbTiBCWEl+8eDFmz56NXbt24eTJk6isrHRbE3XcuHF48MEHsXDhQnTv3h0DBw5Ey5YtAQCPPvooHn74YaxevRrdu3dH//79ccUVV4R8PkSkI7nzjd97L+yVkhr81Zb79g1ccRo5EjhzRhqEZoL+bNOM+v6///s/FBYWory8HEeOHMGaNWuMEaQB3TLktG7dGhaLRfGAsQ0bNmDIkCG47bbb8Mknn2DTpk146qmnUFFR4dpnypQp+PXXX3H77bfjyy+/RNu2bbF8+XIAwIMPPojdu3fjvvvuw5YtW3Dttddizpw5qp4bEYWZnHnJNpu04pUv4UjbGWghjmnTAlecjh4F7r3XNCttmSZQG5pOGXLS0tLQs2dPzJ07F6dOnarxfElJidfXrV+/Hk2bNsVTTz2Fa6+9Fq1bt8aePXtq7HfRRRfhsccew+rVq5GZmYn58+e7nrPb7Rg5ciRyc3Px+OOP46233lLtvIhIB3LmJQ8ZIu9YWqXtlLMQh/Mc5DLBSlsM1GrQMUPO3Llz4XA4cP3112PZsmXYuXMnfvvtN8yePdtnMpjWrVtj7969+OCDD7Br1y7Mnj3bVVsGgDNnzmD06NFYt24d9uzZg++++w4//fQTLrnkEgDA2LFjsWrVKhQUFOCXX35BXl6e6zlviouLkZ+fj23btgEAduzYgfz8fBw6dEjFK0FEIQs0L7lvX3nH0Sptp5xuxuJiZcc0w0pbmo9BNxB/w+FDnhK0bJk0fcFiqTmlwWLRdIrWgQMHxKhRo0TTpk1FbGysaNy4sbjjjjtEXl6eax94TM8aP368SE9PF4mJieLuu+8WM2fOFCkpKUIIIcrLy8WgQYOE3W4XsbGxolGjRmL06NGuazN69GjRsmVLERcXJ2w2m7jvvvvEsWPHfJZv/vz5AkCNR3Z2ttf9OT2LSGe+pjU5p3B5fs/5msKl9PiB5OT4nj5W/ZGW5ruM/h7VvjO1pmR6FgP1/2g2j9pu1zRIRyIGaiIDc1ZKvAVpOZWSUPJN5OXJC7hTp3qvOAV65OSoconkUBKo2fStJi1T5RERGYVnOlHntkDTngINBAvUTyy3m/Gpp7w34Qdi0JW2GKjVpnRNVSIis3AG2uPHaz7nbVt1cgaCBeonVrIQR/WK03vvAXXr+j6uwVfaYqAmIqLA/AVa4Pwcal+BVkm+CX9lSEuTypGe7v6ct4U4nBWnIUOAN96QymjClbYYqImIKLBQA22o+Saqr+o1a5Y0n9tmk24O5HQzmnilLdNkJiMiIh2FGmhDyTfhKyXosWNSU7jc7GImXWmLgdpDVVWV3kWIeiKE1KhEpJFQEzs5B4IVFXlvPrdYpOc9+4nVXktByyU3NcJA/T+xsbGIiYnBgQMHYLPZEBsbC4uvkYWkGSEEjh49CovF4lqti4gMIJhA67lwxssvA3ffLe1b/Rj++onlNrnPmQPUr2+aWrISDNT/ExMTg+bNm+PgwYM4cOCA3sWJahaLBRkZGbBG0H80IsPztxoVcH7E9YAB8gKtr4UznngCWLSo5vZZs873E1cvy9at8sr/2GPuxzPhcpa+WEQUtTOWlZUhJSUFpaWlbitFVSeEQGVlJRxGTSUXBS688EIGaaJwUrJ2s7d97Xb3QOurTxmQgvqSJdJ0KV9LVHoeXynnjYOBB4nJiUdODNRERNHMV1D1F+z81b4dDml0tr9Aa7dLo7Q9b8hzc4H+/UM6HbfyZ2R4fx8DYKD2gYGaiKiaQEE1mGC3bp00hSqQvDz3QV0Oh9THHChxilKe72MQSuIR51ETEUUrNZKQeCoqCm6/devUD9KAdktuhhEDNRFRtFqxQt5+SoLd0aPB7bdunfz3UMKg+buVYKAmIopGDoeUA1sOJcHOZlN3v0DHCLRAh0HzdyvBQE1EFI2++UbK7BWIzaYs2Mldscq5n8Mh1aaVJJtyBuHXXjv/u+fzgKHzdyvBQE1EFI3kNmcPGaIs2DkTo/jjrOlWz9/9/PPy30MIKQgPGGDa/N1KMOEJEVE0qldP3n59+yo7bvXEKID3aV+zZkn9477mWsuxdStQXi41y+/aBaxfb6r83UowUBMRRZvcXODRRwPvF2wfr3Olqr/+teZI7rQ0qbl73LjggzQAZGef/7czOcvgwcEfz8AYqImIoom/rGFOavXxeptuVVwM3HVX8Mf0pqjofDN49ebuQGlRTYKBmogoklUPVvXqSTXpQDXZxo1Dy5XtXPHKGy1ybDmPWX0VLSVpUQ2OgZqIKFIFmzd7wQKgW7fg3zdQIhWtOJOzFBd7bzXwVfP2xwC1cgZqIqJIJKeJ25dDh6QpU8EGJz2zgX30EbBsmTrrVxukVs5c30REkUbOwhj+2GzumcOUBie5+b61kJoKlJQE3i9QDvBgFitRgLm+iYgimTNJyKJF0k/PZXlDbXr2TO/pbDLOzZX3eudcal9Zw7QkJ0gD/mv9zj52X7VyQKqVh2k5ZAZqIiIzcAbnxx6TmqO7dgXuuUf62ayZexBVu+lZaXByzqUG9AnWcvhLi6rFYiUhYKAmIjK66hm8Zs0KXOPVYiEKpcHJOZdabkpRf9LSlO0f4ye0yckBLvdGJ0x98QzURERG5uwrDVTDA87XeLVsevYVnLw1x2dmAoWFUn9wTg4wc2Zw77lkiXSM994D6tYNvH+gvOGB5ofLvdEJ08pcHExGRGRUwQwKcw6ScgZ4QN25y94GYckdHe1wSHO5i4vlvZfFIh2noOB8YA3lvKxW6UZi4ED/+zmve1GR9/fwVi6FOJiMiCgSBDMozFnjVbPpGTgfnBwO91qzrxq/twFoVqvvRCjeCAE8+KD7tr59gSlTgDp1lJ+DwyFveU1/few6rMzFGjURkVEtWiQNGFPCs8brmZksKws4cCC4WnZ6unta0IwM4MwZ76lCAe81T4cDqF/f92u8cdbOgeASuFSXkyM/J7i3lgK7XQrSIc6jVhKPGKiJiIxKyXxki0Xqv505U6pF+0pS4qvp2FlTvOMO4JNP3Ed3x8QoWy/ak+fNg9JkLBaLes33geZPe9IoMxmbvomIIoGSQWFCSKPB773X+5QtJ19N4hkZwBNPACtX1pyCFUqQBmoOQHOWwXPdal8BUI0gLWe0tzdWqxTYBw+WfuqwqAdr1ERERhbs4KlAGbQ8a4odOgAtW2qTo9tXLbZ6GQ4fluaIa0GlbGJqisga9fTp03HdddchKSkJ9erVQ79+/bBjxw69i0VEpC1fNWCbTeo/9TVdKVCSEs+a4vr12gTp9HTftdjqZahfX/33dsrIMFSQVso0gfqrr77CqFGj8P333+OLL77AuXPn0KNHD5w6dUrvohERactzPnJenlQL7dcPOHbM9+uUJCnRKnnH8ePAihWB99NiTnJaGrBmjTSYzaRBGjDR6lmff/652+8LFixAvXr1sHHjRtx00006lYqIKEyctc/q1MygpVXyDotFqvmnpABHjvgekOXsj/c1dzkYb70lb7lOAyxl6Y9patSeSktLAQBpSlPLERFFCjUzaGmVzUwIqUm9e3ffuckB9fODp6dLc64DqZ6e1V/5dGTKwWRVVVW44447UFJSgm+//dbnfuXl5SgvL3f9XlZWBrvdzsFkRGReSuZFK82gpVU2M2/lArz3G3ubuxysUJeyXLxYGgugQU1b0eBmYUIjR44UTZs2Ffv27fO7X3Z2tgBQ41FaWhqmkhIRqWjZMiEyMoSQQov0SE+Xflos7tstFumxbFno76HFw2KR3mfNGiFycoTIyxOislIqQ2WlEDNnhv4e773n+zwrKwOfp9Xq/ntGhvLr6UNpaanseGS6pu/Ro0fjk08+QV5eHjI85+B5mDRpEkpLS12Pffv2hamUREQq85Wq05k327MbMNiRzs6Ba08/HXRRZfHXJG61qjMK3HOVserkpGf1HC2vdF1ulZhmMJkQAmPGjMHy5cuxbt06NG/ePOBr4uLiEBcXF4bSERFpyOGQmoO9NUc7t1kswN//LmUR69IltOQcVqs0COu554ItcXD27wf69wemTgXOnQv9eOnpUnY3b03XwYxyF0K6zmPHSv3fzPXt7pFHHkFOTg5WrFiBiy++2LU9JSUFtWvXlnUMJjwhIlNSkkoU8L5ylVKBVpAyA5vNvVZd/boovaaelKYi9RCRCU/mzZuH0tJSdOnSBQ0bNnQ9Fi9erHfRiIi0pbT2p0YTrdqjsPXg2fRd/bqEOspdq3nnXpgmUAshvD6GDRumd9GIiLSldI5zoKxkcqm9VKbeql8XILQbEa3mnXthmkBNRBS1gqn9KclK5k/1rGjvvSdvPWc9paT4f776dfF1I+Kv7znYxT1CwEBNRGR0zmboYPqKPZtoHQ6pf3bRIumnnBq3Myta48b+R1LrLSkJ+F8yrICc18VbetYPPpACsueNkfP3WbPCmrmMgZqIyAwyM8832SpRvYk21CxcYeyXDcqJE/L3rX5dPBcoGTDA91KgOizuYZpR32rgqG8iMjUlI5U9s5IFysIlJwCFOlLaCJRka9MwB7iSeMRATURkFnKnTHkGX+frfCX4kBu8HA4pbakzyUqw0tKA2rWl83BKTgbKyqSyaBWWDLQudUROzyIiinpyp0x5NtEGysIld+CZ1SolXgnV8OHAnj3u/cLFxcCyZd6bm9PTQ39P57EMEKSVYo2aiMhsvC1cYbMBQ4ZIGbM8m2gXLZL6pAPJyZH6af1xOKT0nsePB1d2QBo17av27q25ecWK0BcLmTkTGDPGMMtXsunbBwZqIooYSvpP5fYty822tXQpMHCgktIG/15O3m5O7HbgpZeAceN8dwcoXUEsTJTEI9Pk+iYiomqcI5XlcM7DDhTM5M4NrltXdjF9WrFCWaDOzJRaC7zdnFitUo3bs39bp+lUamMfNRFRpPPXtx1MMFNjmtasWcpTnHpOo3KW11fiEpP2SXtioCYiigbBBDPP5CgVFdLPbdvUKVOoKU6r85a4pKDA9EEaYB81EVF0kdu37a1P2GpVL7A6hbgKlVmxj5qIiLyT07ftKzmK2kEaMH62MycNk58EwkBNRETnORxSTTpcja1hXIUq6GDrrXVBjTW/ZWIfNRERnRcoOYqa0tPDtwpVsHnOna0LntdEjTW/ZWKgJiKi84Jtik5MDG5d53AINtj6a11Qa81vGRioiYjovGCbomP+F06UBOvjx0NfLzuQUIKtWqlXQ8RATURE5zmToyitHZeVAVOm1Jz+FYjWg8lCCbZyy6bxOTBQExHReXIX/vCmdevzc5mfflrea7QeTBZKsJVbNo3PgYGaiMgsPBOQaNU36is5SiANG56f/jVliv+aucUi5erWejBZKME2UOtCmM6BgZqIyAyCHbUcrOqZvt57z39+b28BS+20pcEKJdga5BwYqImIjE6vKUJWqxTAGjcG7r3X+z7+ApYRcnCHGmwNcA5MIUpEZGQOh1Rz9jUgSstlHOWkEbXbpUDnL2DpmNXLxdcymYHK7qTyOXA9ah8YqInIdNReS1ouX2lEnUtJjh0rLTupR9ANlhFuGP6Hub6JiCKFHlOEAs09tliAZcuAF180T5AGlK3hbSDsoyYiMjI9pggZJNEHSVijJiIyMueo5aIi7zVcZx+1mlOE9KrF69UsbaAmcW9YoyYiMjI9pghpVYv3NQ883FPPqtPzvWXiYDIiIjMIddSyEs6R5oFq8UpGmvtaKnLwYKmv29ugNUDbKVD+Bsxp/N4c9e0DAzURmVo4m2idQQxwD2TBBLFAI8h90XLqmZ7T3qAsHrHpm4gonEJJA+octTx4sPRTy35UtRJ9yFm9yhctB62ZaMAcB5MREYWLr+bfV14JT5YupTIzpbnSodTiAwVEObRYncogK2PJwUBNRBQOvpp/nWlAw5VSU6lQ5x6rEei0WJ3KICtjycGmbyIirclp/h07VrvVsPQUSqDTcnUqg6yMJQcDNRGR1kzUH6q6QAHRF61XpzLIylhyMFATEWnNRP2hqgsUEC0WYPx4KZhXV6eOtKZ1377alc0AK2PJwUBNRKQ1M/SHhjIaPZBAAXHGDGnt66lTgbQ06bniYiA723fyEbXKW33d7Zwc6WdBgWGCNABAmMhXX30levfuLRo2bCgAiOXLlyt6fWlpqQAgSktLtSkgEZE3lZVCZGQIYbEIITV0uz8sFiHsdmk/PSxbJpWvepkyMqTtaqqsFCIvT4icHOln9fNdtsz79bFYpEf1soSrvBpSEo9MVaM+deoU2rVrh7lz5+pdFCIi+YzcH+ocje7Zh+4cja5mKk1f88CVDLYLZ3kNwrSZySwWC5YvX45+/frJfg0zkxGRrsKZBlQOnbNzuchdc3vNGmDYMP3LqwJmJiMiMiKj9YcaZTS63EF069YZo7xhFtEJT8rLy1FeXu76vaysTMfSEBEh9AQiajLKaHS1B9FF2Oj5iK5RT58+HSkpKa6H3W7Xu0hERNqTOyLaKKPR5SYfkXuDY4BsYmqK6EA9adIklJaWuh779u3Tu0hERNpSsr6yUbJzyR1s16WLMcobZhEdqOPi4pCcnOz2ICKKWEpHRBtpNLqc5CNGKm8YmSpQnzx5Evn5+cjPzwcAFBQUID8/H3v37tW3YEREegs2n7iRsnPJGWxnpPKGiammZ61btw5dvQzhz8rKwoIFCwK+ntOziChiyZ3ilJfnva/X4QhtOctwM1t5PSiJR6Ya9d2lSxeY6L6CiCh8Qh3BbaTR6HKYrbwhMFXTNxER+WCUEdykOgZqIqJIYJQR3KQ6Bmoiokjgb0Q0IA0oe+klU/XjksRUfdREROSHc0S0Zz5xp3HjpEAdKSOjnQPKioqAo0cBm00aDW6ygWWBMFATEUWSzEygqgoYOLDmc8751JEwjcnbAidOGRlS64LZz/F/2PRNRBRJHA7gsce8P+dvPrWZ+Ers4rR/f0QteclATUQUSYyyIpZW/CV2qU4I89+Q/A8DNRFRJDHKilhaCXQjUp2Zb0iqYaAmIookkT6fWukNhllvSKphoCYiiiSRPp9a6Q2GWW9IqmGgJiKKJJG+wlSgG5HqzHxDUg0DNRFRpInkFaaq34j4Y7GY+4akGlOtnhUqrp5FRFHF5CtM+eVvHrXdLgVpA9+QKIlHDNRERGROJs5MFrHLXBIREblEyVKX7KMmIiIyMAZqIiIiA2OgJiIiMjAGaiIiIgNjoCYiIjIwBmoiIiID4/QsIh1Fcj4KIlIHAzWRTrwlVsrIkLIjGjihEgDeYBCFE5u+iXSQmwsMGFAz+2FRkbQ9N1efcsmRmws0awZ07Qrcc4/0s1kzY5eZyMwYqInCzOGQatLekvc6t40dK+1nNGa+wSAyKwZqojD75hvv6wg4CQHs2yftZyRmvsEgMjMGaqIwO3hQ3f3Cxaw3GERmx0BNFGYNG6q7X7iY9QaDyOwYqInCrFMnaXS3xeL9eYtFWk63U6fwlisQs95gEJkdAzVRmFmt0hQsoGawdv4+a5bxpjuZ9QaDyOwYqIl0kJkJLF0qrXFfXUaGtN2I86jNeoNBZHYWIbyN4YxMZWVlSElJQWlpKZKTk/UuDpEpE4d4S9Rit0tB2og3GERGpCQeMVATkWJmvMEgMhIl8UhRCtEzZ85g48aNSEtLQ9u2bd2eO3v2LJYsWYKhQ4cqLzERmYrVCnTponcpiKKD7D7q33//HZdccgluuukmXH755ejcuTMOVpuHUVpaivvvv1+TQhIREUUr2YH6ySefxGWXXYYjR45gx44dSEpKQseOHbF3714ty0dERBTVZAfq9evXY/r06ahbty5atWqFjz/+GD179kSnTp2we/duLctIREQUtWQH6jNnzuCCC853aVssFsybNw99+vRB586d8fvvv2tSQCIiomgmO1C3adMGP//8c43tr776Kvr27Ys77rhD1YL5MnfuXDRr1gy1atXCDTfcgB9//DEs70tERKQH2YH6zjvvxKJFi7w+9+qrr2Lw4MHQeqbX4sWLMW7cOGRnZ+OXX35Bu3bt0LNnTxw5ckTT9yUiItKLqeZR33DDDbjuuuvw6quvAgCqqqpgt9sxZswYTJw4MeDrOY86unHuLxEZhWbzqPVUUVGBjRs3YtKkSa5tMTEx6N69OzZs2OD1NeXl5SgvL3f9XlZWpnk5yZi8ZdOy2YAhQ4C+fRm0ici4TJPr+9ixY3A4HKhfv77b9vr16+PQoUNeXzN9+nSkpKS4Hna7PRxFJYPJzQUGDKi5lvLRo1Lay65dgWbNpP2IiIzGNIE6GJMmTUJpaanrsW/fPr2LRGHmcEg16UAdPPv3S8GcwZqIjMY0Td9169aF1WrF4cOH3bYfPnwYDRo08PqauLg4xMXFhaN4pLFg+5e/+aZmTdqfsWOlpnA2gxORUZimRh0bG4trrrkGa9eudW2rqqrC2rVr0b59ex1LRlrLzZWaprt2Be65R1lTdbUstwEJAezbJwV3IiKjCCpQL1y4EB07dkSjRo2wZ88eAMCsWbOwYsUKVQvnady4cXjrrbfwzjvv4LfffsPDDz+MU6dOMcd4BPPVv1xUJK+pumFD5e+pJLgTEWlNcaCeN28exo0bh9tuuw0lJSVwOBwAgNTUVMyaNUvt8rm5++678eKLL2Ly5Mm48sorkZ+fj88//7zGADOKDP76l53bxo6V9vOlUycgIwOwWOS/bzDBnYhIK4rnUbdt2xbPP/88+vXrh6SkJGzevBktWrTA1q1b0aVLFxw7dkyrsoaM86jNZd06qZk7kLw8/0suOmvlgP9BZRaLFNQLCthHTUTaUhKPFNeoCwoKcNVVV9XYHhcXh1OnTik9HJFPcpugA+2XmQksXQo0bux7H2eNe9YsBmkiMhbFgbp58+bIz8+vsf3zzz/HJZdcokaZiADIb4KWs19mJlBYKNW+x44F6tZ1fz4jQwrmmZlKS0lEpC3F07PGjRuHUaNG4ezZsxBC4Mcff8SiRYswffp0vP3221qUkaKUs3+5qMh7k7WzqbpTJ3nHs1qlJvIuXYAXX2Q6USIyB8WB+sEHH0Tt2rXx9NNP4/Tp07jnnnvQqFEjvPLKKxg0aJAWZaQoZbUCr7wi9S9bLO7BOtSmamfQJiIyOkVN35WVlXj33XfRvXt37Ny5EydPnsShQ4ewf/9+DB8+XKsyUhTz1b/MpmoiihaKR33Hx8fjt99+Q9OmTbUqk2Y46tu8uPIVEUUSTVfPuv7667Fp0yZTBmoyLzZVE1G0UhyoH3nkETz++OPYv38/rrnmGiQkJLg9f8UVV6hWOCIiominuOk7JqZmt7bFYoEQAhaLxZWpzIjY9E1EREagadN3QUFB0AUjIiIiZRQHavZNExERhY/iQP3uu+/6fX7o0KFBF4b0x9HVNfGaEJGeFPdR16lTx+33c+fO4fTp04iNjUV8fDyKi4tVLaCa2EftX26utFpV9SUlMzKkpCPROl9Zr2vCmwOiyKbpohx//vmn2+PkyZPYsWMHbrzxRixatCjoQpO+Ql33ORLpdU1yc4FmzaSVw+65R/rZrFl0/g2IKIgatS8///wz7r33Xmzfvl2Nw2mCNWrvHA4pEHgGJKdoXP4xnNekeu15505gypSauc2dKVOZjY0oMmhao/blggsuwIEDB9Q6HIXRN9/4DkiAFDT27ZP2ixbhuiaetefsbO8LkDi3jR0rBXYiih6KB5OtXLnS7XchBA4ePIhXX30VHTt2VK1gFD5qrfscKiP1y4bjmjib1uW2aVW/OWCWNqLooThQ9+vXz+13i8UCm82Gm2++GS+99JJa5TI0IwUUNai57nOwjDaQTetr4nBI5xtMx5PWN0xEZCyKA3VVVZUW5TANowUUNai97rNSvmqWzkFbevTLan1NAjWt+6PlDRMRGY/iPupnn30Wp0+frrH9zJkzePbZZ1UplFFF6sho57rPwPlBS06hrvsciL+apZ79slpfk2BrxVYrcPRocK8lInNSHKinTp2KkydP1th++vRpTJ06VZVCGZFRA4pa9Fr32cgD2bS8JqE0md99t3lvColIOcVN387FNzxt3rwZaWlpqhTKiJQEFLMO9MnMBPr2DW//u1EGsvmi1TUJ1LQeyNixUrnMPDaCiOSRHajr1KkDi8UCi8WCiy66yC1YOxwOnDx5EiNHjtSkkEZg9ICiFjXWfVYy2M4IA9kC0WItbGfT+oABUlO6kmAdCTeFRCSf7EA9a9YsCCHwwAMPYOrUqUhJSXE9Fxsbi2bNmqF9+/aaFNIIzBBQjEDpYDu9B7Lpydm07nm90tIAOZl4zX5TSETyKM5M9tVXX6FDhw648MILtSqTZkLJTObMVBUooERT9i5PvkZvB8qq5Xwd4P5aI2fjUnOKnuexHA6ge/fAr8vLM3aNOtKmMRKpSVE8EiE4c+aMKC0tdXsYWWlpqQAQdDmXLRPCYpEeUkiRHs5ty5apXGATqawUIiPD/bp4XiO7XdrPm2XLar7ebjfmNfVW1owM9crqvJaenzO519IItL5GRGanJB4pDtSnTp0So0aNEjabTcTExNR4GFmogVoIcwWUcMrL8x2kqz/y8nwfo7JSej4nR/qpZSAK9r2cN2vegqeaN2tmvikM1zUiMjNNA/UjjzwiLrnkErF06VJRu3Zt8e9//1v84x//EBkZGeK9994LqsDhokagFiK8AcUscnLkBeqcHL1LGnxtL9RWAzXKafSbwnBfIyKz0jRQ2+12kfe/alFSUpLYuXOnEEKId999V/Tq1Uvp4cJKrUBNNalRow6HUGp7epyj2W4KzfI5INKbknikOOFJcXExWrRoAQBITk5G8f+Gp9544434+uuvlR6OIoRz9LaXKfYApO12u76jt0NNWqPHFD3n1LDBg6WfRh+MFS3TGInCSXGgbtGiBQoKCgAAbdq0wZIlSwAAH3/8MVJTU1UtHJmHnmlI5Qo1Cxqn6AXGa0SkPsWB+v7778fmzZsBABMnTsTcuXNRq1YtPPbYYxg/frzqBSTz0CsNqVyh1vbM0GqgN14jIvUpnkftac+ePdi4cSNatWqFK664Qq1yaSKUedQkn1Hnz65bB3TtGng/f/OTzTjnO9x4jYgCUxKPQgrUZ8+eRa1atYJ9edgxUEc3tZLWeMu+ZrdLTfsMQBJeIyL/NA3UDocDzz//PF5//XUcPnwYv//+O1q0aIFnnnkGzZo1w/Dhw0MqvJYYqM1Dq1q5WrU9o7YaGAmvEZFvSuKR4j7qadOmYcGCBZgxYwZiY2Nd2y+77DK8/fbbyktL5CE3V6r5du0K3HOP9LNZM3WWdlSrH91so7H1wGtEpA7FNepWrVrhjTfeQLdu3ZCUlITNmzejRYsW2L59O9q3b48///xTq7KGjDVq4ws2X7hSrO0RkZ6UxCPF61EXFRWhVatWNbZXVVXh3LlzSg8n27Rp0/Cf//wH+fn5iI2NRUlJiWbvRepQGgwDzXO2WNRbh1mLpSuJiLSguOm7bdu2+MbLRNOlS5fiqquuUqVQ3lRUVGDgwIF4+OGHNXsPUk8wzdehznOWw+GQRn8vWiT99JXchIjIKBTXqCdPnoysrCwUFRWhqqoKubm52LFjB95991188sknWpQRADB16lQAwIIFCzR7D1KHr+broiJpu6/ma62zWildK5uIyAgU16j79u2Ljz/+GGvWrEFCQgImT56M3377DR9//DFuueUWLcoYtPLycpSVlbk9SFuhpOnUMquV8+bBs8buvHlQY6AaEZEWZAfq3bt3wznurFOnTvjiiy9w5MgRnD59Gt9++y169OihWSGDNX36dKSkpLgedrtd7yJFvFCar7XKahVqjm8iIj3JDtStW7fG0aNHXb/ffffdOHz4cEhvPnHiRFgsFr+P7du3B338SZMmobS01PXYt29fSOWlwEJpvtYqX3g4+r6JiLQiu4/acxbXp59+iunTp4f05o8//jiGDRvmdx/nSl3BiIuLQ1xcXNCvJ+VCbb52znP21pccbFYrruh0HqelEZmP4sFkarLZbLDZbHoWgVTmbL4OlKbTX/N1ZqY0BUutgMIVnSQcTEdkTrIDtbMp2nNbuOzduxfFxcXYu3cvHA4H8vPzAUgJWBITE8NWDvLP2Xw9YIAUlL2l6ZTTfK3mPGc1bh7MLtiR+ESkP9mZyWJiYtCrVy9XU/LHH3+Mm2++GQkJCW775Wo0fHbYsGF45513amzPy8tDF5nf6MxMFj5GW5Qh0ld08tek7VyMxFc/vb/FSNhUTqQNTRbluP/++2W9+fz582XtpwcG6vAy2pd8OG4e9DjnQE3awS7vyaZyIu2EbZlLs2GgJi0DqR6BTU5u9PJyKTtcIDk50gIaco+rZ7A22k0gkVIM1D4wUJNW9Ahscpu0588HuncPfDxnjdrhAJo2lfqv/R030LrdWmFNnyKBpstcEpE7vRKqyJ0fDihLJDNtmu8gXf24esw7Z4Y5ikYM1GQaRl1QQ6+EKnLnfR85Ij+RTG4ukJ2t7vurhRnmKFoxUJMpBLMaV7jolVBFyfxwZyKZxo3dn8vION8s7wyEar+/WphhjqKVrglPiOQw+hxgvRKqBJofDgDp6VIAdjgCJ5IJFAirCybneqiYYY6iFWvUZGhmaO7UajERwH9zv7/c6E7Hj0sDyZytD85EMoMHSz+rDwZTEuCCybkeKmaYo2jFQE2GZobmTq0WE5HT3O+rSduTnMFWcgPc1Kn6tGBoeUNEZGQM1GRoZmnulNMHrISS0c2ZmUBhIbBmDZCW5v14clofOnQA6tb1X66MDOCpp+Scgfq0uiEiMjoGajI0MzV3OgNmXp6UPCQvT5prrDRIB9Pcb7VKj+Ji38f11/qQmwu0bAkcO+b9tRaL9HjlFX0Dodo3RERmwMFkZGhmW1BDjcVElDT3V3+vYFsffA3Wqy6UZUbVpvbqakRGx0BNhqbWalxmEmzADab1wV/t3clmA/74A4iNlXf8cFBzdTUio2PTNxletDV3BtvcH8xgKzlTso4eBdavl1cmIlIfa9RkCtHU3Blsc38wrQ9mGaxHFM1YoybT8DcHOJKEMrpZaeuDmQbrEUUrrp5FZFChrJ8tdxlI5wpcgWrveq2URRSpuMylDwzUZDbhWHfZOeob8N5cHonjAJy4rjXpRUk8Yh81kYGFY3Szs7nc2xrPRpmSpQWua01mwRo1kQ6MWJMzYpm04mvueDS0IpAxsOnbh2gN1NH0BWwGZqnJRernxtkv72taGvvlKRyUxCOO+o5wRl7HORopyeGtp0j+3JhhoRei6hioI5hZgkK0MMOSnUDkf244d5zMhoE6QpklKEQTM9TkouFzw7njZDYM1BHKDEGhOocDWLcOWLRI+mnGQBDoHMxQkzPb5yYYXNeazIaBOkKZISg4maU/1F8glnMOZqjJmelzEyyua01mw0AdocwQFADz9If6C8Ryz8EMNTmzfG5CFW0LvZC5cXpWhDJDakizTJMJNOc2LQ04ftz7az3PwehZwIL93Jh1KpdZy03mx+lZZIrmPaP3hzocwNq1wIgRvgdXCeE7SDv3qX4ORq/JBfO5MUvXhTfRstALmRsDdQTTKyjIHRhm5P5QZ/Dp3h0oLg79eNXPITMTKCwE8vKAnBzpZ0GB/kHaScnnxixdF0RmxqbvKBDO5j0lWbfWrZNqX4Hk5Wmf77o6X03doQj3Oagh0OfGLF0XREbEFKI+RGugDhel+ZON2I8eKPgoFcnByqg3WkRmwD5qCrtgEmUYsR89UL+5J4sFSE8//2/P5wD9xwJoxchdF0SRhIGaVBHswLDMTGDJEqBuXffteg2uUhJUnIH4zTeBZcuMO0BMK9EylYtIb1yPmlQRbO0qNxd47DHg6NHz25KTgRde0CfA7dwpf1/P9Zr79o2uqT7OeeGBui6Y4YsoNAzUpIpgale++rTLyoBBg4CNG4EZM9QrYyC5uUB2duD90tOBxYtrTudxTvUJJFLm7jq7LgYMkIKyt3nhcpr9I+V6EGlGRJHS0lIBQJSWlupdlIhTWSlERoYQFotzdrH7w2IRwm6X9qu+v7d9qz8+/DC85Q9UHotFiGXL5B0vL0+InBzpp/O8ly2r+T4ZGfKOaVTezslul3dOkXg9iORQEo846ptUoyTrltwRwzabVNPSuoYltzxTpwKTJ/vfx9cUtcGDgRdflD8q3gycteGiIqn7wmaT+url1IqVzhIgiiQRN+q7sLAQw4cPR/PmzVG7dm20bNkS2dnZqKio0LtoujLailNKEmXI7dM+ejQ8mcnklqd1a//P+0oAsn+/1O8eSctHVs9Idu+90liDiROlBDFymrsjfTlNIrWYoo96+/btqKqqwhtvvIFWrVph69atGDFiBE6dOoUXX3xR7+LpQklikeq07g/MzJQ3qErJSOCiIvXK58l5PbZtk7e/v3L7Cz6BVB8Vb4Y5x75qw86MZIFqw0pmCSi5HuzvpoikeUO8RmbMmCGaN2+u6DWR0ke9bJn3vmCLxX8fqpH6AysrhahbN3CfMCDtp0UZvV0Pf33T1fvYvcnLk3csf4+cHPXP0xdf/ehyXufvusm5Vjk56l8PI32+iQJREo9M0fTtTWlpKdLS0vzuU15ejrKyMreH2QXbZGi0nMxWK/Daa/L2PXZM/TL6uh7eyB3BrEZij3DNOQ5lIQ01FlNRew620T7fRKoKw42D6nbu3CmSk5PFm2++6Xe/7OxsAaDGw8w1arm1try8869RowaklfHj1avRyiV3hLfSEcyh1KjD+TcItkXGSY3asNJZAv4Y+fNN5ItpatQTJ06ExWLx+9i+fbvba4qKinDrrbdi4MCBGDFihN/jT5o0CaWlpa7Hvn37tDydsAgmsYiRl5OcMQP48EMgJcX/fmqWUW6a0KefVraylTMBiGcqUU96phpVYxCXGrVhNdPHGvnzTaQGXQeTPf744xg2bJjffVq0aOH694EDB9C1a1d06NABb775ZsDjx8XFIS4uLtRiGkowX5JGz8k8YABQXi6NHA5EjTLKPUbbtsoGMslJAPLEE9Iofc9BgNUznGlJjUFcamUkc84S8DYoUsn1MPrnmyhUugZqm80Gm80ma9+ioiJ07doV11xzDebPn4+YGNN2r4ckmC9JI+RkDjQa13NKly9qlFHuMQ4flsqtpJYrJ/hMn67fyGQ1gppaGckA+bME/DHC55tIU2Foig/Z/v37RatWrUS3bt3E/v37xcGDB10PJSJt1Ldn/56vPkY1+wODLW+g0bjhLGOg91Jj1HCwI6q1FswYB19CyUimJr0/30TBUBKPTBGo58+fL4Cag8KU3mdESqAWQvmXpNLgrmY55Q5cCmcZfb1XsAOszELtoGaUGxK9Pt9EwWIKUR8iIYVo9SbkevWkbUeOyGsy9JYkxW7Xrn/U4ZCm/PjqE3U20xcUnC+3rzK+/LK0FKaazcXe3ktuOc1MSapXMwn355soFEriEQO1iQSbjay6cGZukps/Oy/PfeCSZxmPHgXGjQvtvH1xOIA5c6T0l0rLaWaRGtSYmYzMQkk8MkUKUQo9ZaOT3KUY1RDswKXqZczNBe6+O/Tz9sVqBerXD66cZqbGIC4jCufnmyhconPotMmYdQGDUEfjhuu8o3XUsDOoDR5cc21tIjIOBmoTMGpCh0CrdwVKAGKxSM2tvubbhuu8Qy0nEZGWGKhNIBwJHZQumSknV7Rzvq2vURBC+J9vG65EFmpmyZLDaMuTEpGxMVCbgNZNs0oXaAjXAgjhbJJWspZ2KEJZDIOIohNHfZuAc5pToGxkwUwf8jVIzddUHSVTrhwO6d9Hjwbe11u5HQ5poNfx477Ln54uZRBTs7ar1QArpdeaiCIXp2f5YNZADWgz9zWYec5yp1xNnSpNezp2LPC+vqY9qR2otQrCco4bzLUmosilJB6x6dsktGiaDWawltz+4OxseUHa3zG/+cZ/kAak5+UMJvPV5Pzhh6H1F8ttyjbqgEAiMj7OozYRtee+BjNYS4spSr6OqdZgMl9Nzvv3A3fd5b5NSSIVJXPbucITEQWLNWqTUXPuq9ygu3Pn+X/LXXNZjkDTntQYTOZvLrY3cgfEKZ3jHa1ztYkodAzUUcwZdAN5663zAUfOVCYl/E17UmN+c6AmZ09yE6kobcrmXG0iChYDdRSzWoERIwLvt3+/e9+pv/7yqVPlvXdKilQjTUvzHRDVmN8cTFOynP5ipU3Z4Z6rTUSRg4E6yrVuLW8/z8CUmQkUFkojtnNypJ8FBcBTTwVuGo+JAUpLpcAUaB5xqIPoQmlK9heMg2nKDtdcbSKKLJyeFeWCXeHKH19TyXyRM8Us2KlVgeag+zNzJjBmjO853sHObecKT0TEedQ+MFDXpFUyFW/LKFqtvpu5tZxHrPTGoTp/o8AjdV1nItIe51GTbFr1nXo2jc+c6X9wlpbziH01OcvhbxQ4m7KJKBxYoyYA3mvAdrsUpNUIOIsWSQlBAsnJkaaeacGzyfnYMeCxxwKPCpeT6pRN2USkhJJ4xIQnBMA9mUpRkZSf22Y7Pyo71MBjhHnEzjno1d15p5Tq9LHHfL+uem3fWz+9t+OGC28SlOH1IjNioI5i3r60iouBiRPda5lKsnX54pxHHKgvPNzziK1WKZ+4HEbLGuatFUSNv1Wk4vUis2IfdZTylqO6fn2gf39tlq808jxiI9T2lQrXUqORgteLzIx91FHIV45qf9QalR2oL1yPpkmlI9/1bj7lSlzK8HqREXHUN/mkNPe1k1qjsn0lSsnMlL8SldqU1Pb1KmN1XIlLGV4vMjsG6iijNPe1JzX6ab0tLKJ306ScqVZ6l9GJK3Epw+tFZsdAHWVC/TLSop9W6UpUWvFX29ejjA6H97WyzdinrideLzI7jvqOMsF+GWk5KltJ06TW06B8TbUKRxmr933v3CmtWuZthHLfvsGNoNe7b10vRp1xQCQXA3WUCfSl5Y3Wo7L1bpqUE8C0LqO3QXaenE3sS5dKAXvAAOlv4y19qeffKpqnJjnHICi5XkRGwqbvKCNn4FR6uvt2rVNi6tk0KXdwmJZl9NX37al6E3vfvvLTlxqlb11PTPdKZsbpWVHK3zQpZ4aycDWRarUwSCC+pql5W1RDqzIGmjrki3M1s0CtAZya5C5am//JeLh6lg8M1O6M9KUV7pWogglgWpRR7jKjnuTmRNdiGVMiCh3nUZMs3qZJ6cXZNNmokfv2xo21aZoMZm6tFs2nwfZpy21i17v/n4hCx8FkpDtnzf6bb4Dycv/7qFX7DzaAVV+8RI2yKO3TVjpCmVOTiMyPgTqCGKkpW65Ao52LiqT84+npwPHj57eHOmI5lACm5mpZSkbhBzNCmVOTiMyPTd8RwgipLZWSM9rZGVyqB2kg9BHLzgDmOfLdyWKRBtdpHcD8jcL3FEwTe/Xj+8KpSUTGxkAdAcw4/SbYnONOoWYDM9JqXv76vqdOrZklLZjjP/FEzXOxWqXtnJpEZGwc9W1yZp1+E+xoZ29CGbHsKxHIiBFA69bh7UIIpevC32uVTEMjovDg9CwfIjFQm3X6zaJFUhO9GuROVfLFM3Xnm29KrRFORs/g5S/rWN++5ryRI4p0ETk964477kCTJk1Qq1YtNGzYEPfddx8OHDigd7EU8bXIQijMOv1GzVHGoR7LOTgsLg6YMsU9SAPG7kII1O0xbRqXeCQyO9ME6q5du2LJkiXYsWMHli1bhl27dmGAM/uECWg12Mus028CDeaSQ80BX0ZZwUsJOWWePVvesYx2I0dE55m26XvlypXo168fysvLceGFF8p6jV5N31r2EeqVflMNvjJ9VeecluVrMQW1+lfN2IVglH5+IlIuIpu+qysuLsb777+PDh06yA7SetG6pmak0ctK+RrtbLNJ1yQvDzh8GFi2TPvFFMzYhSC3LGlp+k9DI6LgmSpQP/nkk0hISEB6ejr27t2LFStW+N2/vLwcZWVlbo9wCyZVpVJmXhkoMxMoLJSCsnMa0sGDwMyZ59Oaetsn2KlKvpixC0FuWW65Rfppths5IvofoaMnn3xSAPD7+O2331z7Hz16VOzYsUOsXr1adOzYUdx2222iqqrK5/Gzs7O9HrO0tDQcpyeEECInRwgpHPt/5OSE/l6VlULk5UnHysuTfid5KiuFyMgQwmLx/vexWISw27W7psH87SorhWjcOPBnKyNDiCVLpJ/Vt9vtQixbps35EJF/paWlsuORrn3UR48exXHPlFMeWrRogdjY2Brb9+/fD7vdjvXr16N9+/ZeX1teXo7yasmjy8rKYLfbw9pHbca+z2gV7hW8qr+vr+lVgd7v2WeB7OzA75GXJzVvmy3FLFGkUtJHrWuub5vNBpvNFtRrq6qqAMAtEHuKi4tDXFxcUMdXC3Mtm4ezC8Fb0Jw1S50g7ZmY5Ngx4K67an42nNOrAt0ctG4t730PHlQ3RzkRhY8pFuX44Ycf8NNPP+HGG29EnTp1sGvXLjzzzDNo2bKlz9q0UTgHew0Y4HvkMvsIjUPt1bGq81Zztlp9DzS0WKRBdX37+n5/M/atE5EyphhMFh8fj9zcXHTr1g0XX3wxhg8fjiuuuAJfffWV7jVmOcw82CsaabFOt6/EJP5G+8sZaGiUxUWISDumnUcdDL1TiJpxGUoKXUWFFEyPHg3u9YFSpOrVt25k/L9GRhfx86jNSouaGhlbbq7UkhJskAYCN1uzxcadGZd8JfLHFH3URGbkKyOdEmlpUu3Q4fB/Y6dl37qZ+LrmcgfnERkRm76JNBBo+VGljL6ClxGYdclXik5s+ibSWaCMdJ4CBQ4jr+BlFOHIAkikBwZqIg0oyQlusUhLn65ZIzV1e2PUFbyMxIz52onkYKAmUoHnWuP16sl7nc0m9ZsOHCjVqouLfe/LGqF/nFNOkYqDyYhC5CsFaHq6FHh9jQKx2aTXODPkql0jjLYpSswCSJGKgToI0fYFSL75G2Xs3OYrI93rr58P0oC6NcJQ8oebFbMAUqRi07dCnKNJToHWGrdYpFp1o0buz/ma36xWljFfWdCiYUAa55RTJOL0LAV81Z6iOQNUNJO7MtqaNVItTk4LTKhZxjhFScJWLzI606yeZSZyak+BFlCgyCK3r/jIEf8pQKsLdQUvJVOUInklLa4URpGEgVomfgGaQzhrUlqNMg4lyxinKBFFHgZqmfgFaHzhHkCl5SjjYGuEnKJEFHk4mEwmfgEamx4DqJyjjIGaA8D0GmXMZS+JIg8DtUz8AjSuQOMHAO0yehltlLERbx6IKDQM1DLxC9C49M7xnJkJFBYCeXnS2tF5edKoar1mABjt5oGIQsM+agVCHZFL2jDC+AGjjTLmspdEkYOBWiF+ARoPxw94Z7SbByIKDgN1EPgFaCzM8UxEkYx91GR64Ro/4LlCFpebJKJwYKCmiKD1ACrmeCcivTDXN0UULTKTMcc7EalNSTxioCbyg4tcEJEWlMQjNn0T+aH3HG0zY58+kTo46puiRjDN4kaYo21G4c67ThTJWKOmqBDsYDDO0VZOj7zrRJGMfdQU8UIZDObsow40R5t91BL26RPJwz5qov8JdcEO5nhXhn36ROpjoKaIpkbg4CIX8rFPn0h9HExGEU2twMEc7/KwT59IfQzUFNHUDBzM8R4Y864TqY9N3xTRnIHDs3/ZyWIB7HYGDrWwT59IfQzUFNEYOMKPffpE6uL0LIoK3hJw2O1SkGbg0IYWedeJIgVzffvAQB3dGDiIyCiUxCMOJqOowcFgRGRG7KMmIiIyMNMF6vLyclx55ZWwWCzIz8/XuzhERESaMl2gnjBhAho1aqR3MYiIiMLCVIH6s88+w+rVq/Hiiy/qXRQiIqKwMM1gssOHD2PEiBH46KOPEB8fr3dxiIiIwsIUgVoIgWHDhmHkyJG49tprUVhYKOt15eXlKC8vd/1eVlamUQmJiIi0oWvT98SJE2GxWPw+tm/fjjlz5uDEiROYNGmSouNPnz4dKSkprofdbtfoTIiIiLSha8KTo0eP4vjx4373adGiBe666y58/PHHsFTLAelwOGC1WjFkyBC88847Xl/rrUZtt9uZ8ISIiHQVcZnJ9u7d69ZsfeDAAfTs2RNLly7FDTfcgIyMDFnHYWYyIiIygojLTNakSRO33xMTEwEALVu2lB2kiYiIzMhU07OIiIiijSlq1J6aNWsGE7TYExERhYw1aiIiIgNjoCYiIjIwUzZ9Exkd174mIrUwUBOpLDcX+NvfgP37z2/LyABeeQXIzNSvXERkTmz6JlJRbi4wYIB7kAaAoiJpe26uPuUiIvNioCZSicMh1aS9TUhwbhs7VtqPiEguBmoilXzzTc2adHVCAPv2SfsREcnFQE2kkoMH1d2PiAhgoCZSTcOG6u5HRAQwUBOpplMnaXR3tUXe3FgsgN0u7UdEJBcDNZFKrFZpChZQM1g7f581i/OpiUgZBmoiFWVmAkuXAo0bu2/PyJC2cx41ESnFhCdEKsvMBPr2ZWYyIlIHAzWRBqxWoEsXvUtBRJGATd9EREQGxkBNRERkYAzUREREBsZATUREZGAM1ERERAbGQE1ERGRgDNREREQGxkBNRERkYAzUREREBsZATUREZGAM1ERERAYWVbm+hRAAgLKyMp1LQkRE0cwZh5xxyZ+oCtQnTpwAANjtdp1LQkREJMWllJQUv/tYhJxwHiGqqqpw4MABJCUlwWKx6F0cn8rKymC327Fv3z4kJyfrXRxV8JzMgedkDjwnc/B3TkIInDhxAo0aNUJMjP9e6KiqUcfExCAjI0PvYsiWnJwcMR9YJ56TOfCczIHnZA6+zilQTdqJg8mIiIgMjIGaiIjIwBioDSguLg7Z2dmIi4vTuyiq4TmZA8/JHHhO5qDWOUXVYDIiIiKzYY2aiIjIwBioiYiIDIyBmoiIyMAYqE2ivLwcV155JSwWC/Lz8/UuTkjuuOMONGnSBLVq1ULDhg1x33334cCBA3oXK2iFhYUYPnw4mjdvjtq1a6Nly5bIzs5GRUWF3kULybRp09ChQwfEx8cjNTVV7+IEZe7cuWjWrBlq1aqFG264AT/++KPeRQrJ119/jT59+qBRo0awWCz46KOP9C5SSKZPn47rrrsOSUlJqFevHvr164cdO3boXayQzJs3D1dccYVr7nT79u3x2WefhXRMBmqTmDBhAho1aqR3MVTRtWtXLFmyBDt27MCyZcuwa9cuDBgwQO9iBW379u2oqqrCG2+8gV9//RUzZ87E66+/jr///e96Fy0kFRUVGDhwIB5++GG9ixKUxYsXY9y4ccjOzsYvv/yCdu3aoWfPnjhy5IjeRQvaqVOn0K5dO8ydO1fvoqjiq6++wqhRo/D999/jiy++wLlz59CjRw+cOnVK76IFLSMjA//85z+xceNG/Pzzz7j55pvRt29f/Prrr8EfVJDhffrpp6JNmzbi119/FQDEpk2b9C6SqlasWCEsFouoqKjQuyiqmTFjhmjevLnexVDF/PnzRUpKit7FUOz6668Xo0aNcv3ucDhEo0aNxPTp03UslXoAiOXLl+tdDFUdOXJEABBfffWV3kVRVZ06dcTbb78d9OtZoza4w4cPY8SIEVi4cCHi4+P1Lo7qiouL8f7776NDhw648MIL9S6OakpLS5GWlqZ3MaJWRUUFNm7ciO7du7u2xcTEoHv37tiwYYOOJSN/SktLASBi/u84HA588MEHOHXqFNq3bx/0cRioDUwIgWHDhmHkyJG49tpr9S6Oqp588kkkJCQgPT0de/fuxYoVK/Qukmr++OMPzJkzBw899JDeRYlax44dg8PhQP369d22169fH4cOHdKpVORPVVUVxo4di44dO+Kyyy7Tuzgh2bJlCxITExEXF4eRI0di+fLlaNu2bdDHY6DWwcSJE2GxWPw+tm/fjjlz5uDEiROYNGmS3kUOSO45OY0fPx6bNm3C6tWrYbVaMXToUFnrsoaT0nMCgKKiItx6660YOHAgRowYoVPJfQvmnIjCYdSoUdi6dSs++OADvYsSsosvvhj5+fn44Ycf8PDDDyMrKwvbtm0L+njMTKaDo0eP4vjx4373adGiBe666y58/PHHbktyOhwOWK1WDBkyBO+8847WRZVN7jnFxsbW2L5//37Y7XasX78+pOYhtSk9pwMHDqBLly74y1/+ggULFgRcuk4PwfydFixYgLFjx6KkpETj0qmnoqIC8fHxWLp0Kfr16+fanpWVhZKSkohowbFYLFi+fLnb+ZnV6NGjsWLFCnz99ddo3ry53sVRXffu3dGyZUu88cYbQb0+qpa5NAqbzQabzRZwv9mzZ+O5555z/X7gwAH07NkTixcvxg033KBlERWTe07eVFVVAZCmoBmJknMqKipC165dcc0112D+/PmGDNJAaH8nM4mNjcU111yDtWvXugJZVVUV1q5di9GjR+tbOHIRQmDMmDFYvnw51q1bF5FBGpA+e6F8vzFQG1iTJk3cfk9MTAQAtGzZ0lTralf3ww8/4KeffsKNN96IOnXqYNeuXXjmmWfQsmVLQ9WmlSgqKkKXLl3QtGlTvPjiizh69KjruQYNGuhYstDs3bsXxcXF2Lt3LxwOh2v+fqtWrVyfRSMbN24csrKycO211+L666/HrFmzcOrUKdx///16Fy1oJ0+exB9//OH6vaCgAPn5+UhLS6vxfWEGo0aNQk5ODlasWIGkpCTX+IGUlBTUrl1b59IFZ9KkSejVqxeaNGmCEydOICcnB+vWrcOqVauCP6g6g88pHAoKCkw/Peu///2v6Nq1q0hLSxNxcXGiWbNmYuTIkWL//v16Fy1o8+fPFwC8PswsKyvL6znl5eXpXTTZ5syZI5o0aSJiY2PF9ddfL77//nu9ixSSvLw8r3+TrKwsvYsWFF//b+bPn6930YL2wAMPiKZNm4rY2Fhhs9lEt27dxOrVq0M6JvuoiYiIDMyYHWlEREQEgIGaiIjI0BioiYiIDIyBmoiIyMAYqImIiAyMgZqIiMjAGKiJiIgMjIGaiIjIwBioiYiIDIyBmsiEhg0b5nWJyup5oEOxYMECpKamqnKsYH399dfo06cPGjVqBIvFgo8++kjX8hDphYGayKRuvfVWHDx40O1hxNWHzp07F9TrTp06hXbt2mHu3Lkql4jIXBioiUwqLi4ODRo0cHtYrVYAwIoVK3D11VejVq1aaNGiBaZOnYrKykrXa19++WVcfvnlSEhIgN1uxyOPPIKTJ08CANatW4f7778fpaWlrpr6lClTAMBrzTY1NRULFiwAABQWFsJisWDx4sXo3LkzatWqhffffx8A8Pbbb+OSSy5BrVq10KZNG7z22mt+z69Xr1547rnncOedd6pwtYjMi8tcEkWYb775BkOHDsXs2bPRqVMn7Nq1C3/9618BANnZ2QCAmJgYzJ49G82bN8fu3bvxyCOPYMKECXjttdfQoUMHzJo1C5MnT8aOHTsAQPGylhMnTsRLL72Eq666yhWsJ0+ejFdffRVXXXUVNm3ahBEjRiAhIQFZWVnqXgCiSKPKul5EFFZZWVnCarWKhIQE12PAgAFCCCG6desmnn/+ebf9Fy5cKBo2bOjzeB9++KFIT093/T5//nyRkpJSYz8AYvny5W7bUlJSXMsSOpdinTVrlts+LVu2FDk5OW7b/vGPf4j27dsHOlWf70sULVijJjKprl27Yt68ea7fExISAACbN2/Gd999h2nTprmeczgcOHv2LE6fPo34+HisWbMG06dPx/bt21FWVobKykq350N17bXXuv596tQp7Nq1C8OHD8eIESNc2ysrK5GSkhLyexFFOgZqIpNKSEhAq1atamw/efIkpk6diszMzBrP1apVC4WFhejduzcefvhhTJs2DWlpafj2228xfPhwVFRU+A3UFosFwmMJe2+DxZw3Dc7yAMBbb72FG264wW0/Z586EfnGQE0UYa6++mrs2LHDaxAHgI0bN6KqqgovvfQSYmKk8aRLlixx2yc2NhYOh6PGa202Gw4ePOj6fefOnTh9+rTf8tSvXx+NGjXC7t27MWTIEKWnQxT1GKiJIszkyZPRu3dvNGnSBAMGDEBMTAw2b96MrVu34rnnnkOrVq1w7tw5zJkzB3369MF3332H119/3e0YzZo1w8mTJ7F27Vq0a9cO8fHxiI+Px80334xXX30V7du3h8PhwJNPPokLL7wwYJmmTp2KRx99FCkpKbj11ltRXl6On3/+GX/++SfGjRvn9TUnT550mxdeUFCA/Px8pKWloUmTJqFdJCIz0buTnIiUy8rKEn379vX5/Oeffy46dOggateuLZKTk8X1118v3nzzTdfzL7/8smjYsKGoXbu26Nmzp3j33XcFAPHnn3+69hk5cqRIT08XAER2drYQQoiioiLRo0cPkZCQIFq3bi0+/fRTr4PJNm3aVKNM77//vrjyyitFbGysqFOnjrjppptEbm6uz3PIy8sTAGo8srKyFFwpIvOzCOHR4URERESGwYQnREREBsZATUREZGAM1ERERAbGQE1ERGRgDNREREQGxkBNRERkYAzUREREBsZATUREZGAM1ERERAbGQE1ERGRgDNREREQGxkBNRERkYP8P+m543MGlF1gAAAAASUVORK5CYII=","text/plain":["