{"cells":[{"cell_type":"markdown","metadata":{"id":"ZlIfVwyessO5"},"source":["# Decision Tree and Random Forest"]},{"cell_type":"markdown","metadata":{"id":"rahhH9XC7uO9"},"source":["# Decision Tree"]},{"cell_type":"markdown","metadata":{"id":"XnTDC2kfBwoz"},"source":["\n","\n","[Slides: Decision Tree](https://github.com/ichatnun/brainCodeCamp2023_lectures/blob/main/MachineLearning/machine_learning_decision_tree_random_forest.pdf)\n","\n","
\n","\n","**Decision tree** เป็น supervised machine learning algorithm ที่นำไปใช้งานได้ทั้งการจำแนกหมวดหมู่ (classification) และการทำนายค่า (regression) โดยในบทเรียนนี้ เราจะแสดงหลักการทำงานของโมเดลกับโจทย์การจำแนกหมวดหมู่"]},{"cell_type":"markdown","metadata":{"id":"2N1m2H9q6nsd"},"source":["![decision_tree_for_heart_attack_prevention-low.png](data:image/png;base64,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)\n","\n","รูปแสดงตัวอย่างโครงสร้างของ decision tree เพื่อประเมินความเสี่ยงในการเกิดโรคหัวใจ [ที่มา](https://images.datacamp.com/image/upload/v1677504957/decision_tree_for_heart_attack_prevention_2140bd762d.png)"]},{"cell_type":"markdown","metadata":{"id":"pvCs-Bf3dUU0"},"source":["พื้นฐานการทำงานของ decision tree คือ การตั้งคำถามและการหาคำตอบในลักษณะ yes หรือ no ขอยกตัวอย่างกรณีการประเมินความเสี่ยงในการเกิดโรคหัวใจ ปัจจัยที่มีผลต่อการเกิดโรคหัวใจมีได้หลากหลาย โดยเบื้องต้นอาจจะเป็น อายุ (age) น้ำหนัก (weight) และ การสูบบุหรี่ (smoker) จากปัจจัยทั้งสาม อายุเป็นปัจจัยแรกในการประเมินความเสี่ยง โดยในช่วงอายุ 18-30 ปี จัดเป็นกลุ่มที่มีความเสี่ยงน้อย ในกลุ่มคนที่มีอายุน้อยกว่า 18 ปี จะมีความเสี่ยงสูงที่จะเป็นโรคหัวใจจากความอ้วน เมื่อมีน้ำหนักสูงกว่า 60 กก. ในขณะที่กลุ่มคนที่มีอายุมากกว่า 30 ปี จะมีความเสี่ยงสูงที่จะเป็นโรคหัวใจ เมื่อเป็นผู้สูบบุหรี่ ดังนั้น คำถามและเงื่อนไขเหล่านี้จะช่วยให้สามารถคัดกรองกลุ่มคนจากระดับความเสี่ยงในการเกิดโรคหัวใจออกเป็น 2 กลุ่ม คือ กลุ่มผู้มีความเสี่ยงสูง (high risk) และ กลุ่มผู้มีความเสี่ยงต่ำ (low risk) อันจะมีประโยชน์ในการวางแผนป้องกันโรคหัวใจต่อไป\n","\n","ทั้งนี้ เพื่อให้ decision tree ถูกประมวณผลโดยคอมพิวเตอร์ คำถามและเงื่อนไขเหล่านี้จะมีรูปแบบเป็นเงื่อนไขเชิงตรรกะในลักษณะ $x < x_0$ เมื่อ $x$ คือ feature ของชุดข้อมูล และ $x_0$ คือ ค่าเกณฑ์เงื่อนไขในการตัดสินใจ เริ่มต้นจากเงื่อนไขแรก ชุดข้อมูลจะถูกแบ่งเป็นกลุ่มย่อยๆ เพื่อเข้าสู่เงื่อนไขต่อไป กระบวนการเช่นนี้จะเกิดขึ้นซ้ำไปเรื่อยๆ และข้อมูลจะถูกแบ่งเป็นกลุ่มเล็กลงเรื่อยๆ จนกระทั่งสามารถแยกคลาสออกจากกันได้ในที่สุด\n","\n","โครงสร้างของ decision tree จึงคล้ายกับต้นไม้ที่มีลำต้น (**root node**) และแตกกิ่งก้าน (**branch** หรือ **sub-tree**) ตามเงื่อนไขที่ตั้งขึ้น โดยกล่องเงื่อนไขเหล่านี้ มีชื่อเรียกเฉพาะว่า **decision node** และกล่องปลายกิ่งที่มีข้อมูลของกลุ่มย่อยสุดท้าย เรียกว่า **leaf node** หรือ **terminal node**"]},{"cell_type":"markdown","metadata":{"id":"032HZSgedRi8"},"source":["ใน tutorial นี้ เราจะแสดงการทำงานของโมเดลกับโจทย์การจำแนกหมวดหมู่ผ่านการเรียกใช้ [DecisionTreeClassifier](https://scikit-learn.org/stable/modules/generated/sklearn.tree.DecisionTreeClassifier.html) ในไลบรารี่ `scikit-learn`\n","\n","\n","\n","[Slides: Decision Tree](https://github.com/ichatnun/brainCodeCamp2023_lectures/blob/main/MachineLearning/machine_learning_decision_tree_random_forest.pdf)"]},{"cell_type":"markdown","metadata":{"id":"uiwitRiJkAGH"},"source":["เพื่อศึกษาการทำงานของโมเดล decision tree เราจะลองสร้างชุดข้อมูลที่ประกอบไปด้วยข้อมูลจำนวน $200$ จุด ที่ประกอบด้วย 2 features และ 2 classes ได้แก่ class 0 และ class 1 (2-class dataset for binary classification) โดยข้อมูลในแต่ละคลาสมีจำนวนเท่ากันที่ 100 จุด"]},{"cell_type":"code","execution_count":1,"metadata":{"executionInfo":{"elapsed":2739,"status":"ok","timestamp":1692639173284,"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 import tree\n","from sklearn.tree import DecisionTreeClassifier as DTC\n","from sklearn.ensemble import RandomForestClassifier as RFC\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":21,"status":"ok","timestamp":1692639173286,"user":{"displayName":"Itthi Chatnuntawech","userId":"06267664527776052880"},"user_tz":-420},"id":"-a3cfx26tUpm","outputId":"f408b0c7-69e5-4cbd-8a9c-4f198de54432"},"outputs":[{"data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAAeoAAAHqCAYAAADLbQ06AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/bCgiHAAAACXBIWXMAAA9hAAAPYQGoP6dpAABleklEQVR4nO3deXwT1fo/8E9aaQvdW8raQKHgRRRRwQUQAangAqJlkUUoiChQkOUKwlUpeEEUVBBEVPxeULRsUgT9IYLQuoHKleWCCBehbAW0bGVvaXp+f8xNaNosM8kkM5N83q9XXoHJdjJJ88yc85znmIQQAkRERKRLIVo3gIiIiJxjoCYiItIxBmoiIiIdY6AmIiLSMQZqIiIiHWOgJiIi0jEGaiIiIh1joCYiItIxBmoiIiIdY6AOQCkpKRg4cKAmrz158mSYTCZNXtuZQ4cOwWQyYdGiRVo3xSe2bt2K1q1bIzIyEiaTCTt27NC6STZafhf9SQ/fMUf7ev/+/ejUqRNiY2NhMpnw+eefY9GiRTCZTDh06JDf22gymTB58mS/v67RMVAbyK5du9CjRw/Ur18fERERqFu3Lh544AHMnTtX66ap4t1339X0hy4vLw8mk8l2CQ8PR82aNdG+fXu8+uqrKCws9Pi59+zZg8mTJ6v+43jt2jX07NkTZ86cwaxZs7B48WLUr19f1dcor+I+MplMSEhIwD333INPP/3UZ6+rpby8PKSnp6NWrVoICwtDjRo10LVrV+Tk5GjdNLcyMjKwa9cuTJs2DYsXL0bLli19/ppr165lMFbZDVo3gOTZvHkzOnTogHr16mHIkCGoVasWjh49ip9++glvv/02Ro4cabvvvn37EBJivGOwd999F9WrV9f8DOy5557DnXfeCYvFgsLCQmzevBlZWVl46623sHz5ctx///2Kn3PPnj2YMmUK2rdvj5SUFNXaeuDAARw+fBgLFizA008/rdrzumPdRwBw+vRpLFu2DE8++STOnTuHzMxM2/2M+l20ysrKwiuvvILGjRvj2WefRf369XH69GmsXbsW3bt3x6effoq+fftq3UwAlff1lStXsGXLFrz44osYMWKEbXv//v3Ru3dvhIeH+6Qda9euxbx58xwG6ytXruCGGxh2lOIeM4hp06YhNjYWW7duRVxcnN1tf/31l93/ffUHGCzatm2LHj162G3buXMnOnXqhO7du2PPnj2oXbu2Rq2zZ/3sK34nvHHp0iVERka6vE/FfTRs2DA0bNgQ2dnZdoFaq+/i5cuXUa1aNa+e47PPPsMrr7yCHj16IDs7G1WqVLHdNm7cOHz99de4du2at01VTcV9be0BqvjdCA0NRWhoqL+aZSciIkKT1zU64x7qBpkDBw7g5ptvdviDXKNGDbv/Vxyrso5J/fDDD3juueeQlJSEuLg4PPvssygpKcG5c+cwYMAAxMfHIz4+HuPHj0f5RdWs3Z15eXl2ryN3XG7hwoW4//77UaNGDYSHh6Np06aYP39+pTb/9ttv+Pbbb21dqu3bt7fdfu7cOYwePRpmsxnh4eFo1KgRXn/9dZSVldk9z7lz5zBw4EDExsYiLi4OGRkZOHfunMv2ydG8eXPMnj0b586dwzvvvGPbfvjwYQwfPhx/+9vfULVqVSQmJqJnz552XdyLFi1Cz549AQAdOnSwvT/r/ly9ejUeeeQR1KlTB+Hh4UhNTcU///lPWCwWl20aOHAg2rVrBwDo2bNnpX22adMmtG3bFpGRkYiLi0O3bt3w+++/2z2HNadgz5496Nu3L+Lj43Hvvfcq3j9hYWGIj4+vdLbk7Lv4448/YuzYsUhKSkJkZCQef/zxSkMLcvdL+/btccstt+DXX3/Ffffdh2rVquEf//gHMjIyUL16dYfBtFOnTvjb3/7m8j29/PLLSEhIwL/+9S+7IG3VuXNndOnSxenj//Of/2DgwIFo2LAhIiIiUKtWLTz11FM4ffq03f0uXLiA0aNHIyUlBeHh4ahRowYeeOABbNu2zXaf/fv3o3v37qhVqxYiIiKQnJyM3r17o6ioyHaf8vt68uTJtiGQcePGwWQy2XpynI1Rf/XVV2jXrh2io6MRExODO++8E9nZ2bbbv//+e/Ts2RP16tVDeHg4zGYzxowZgytXrtjuM3DgQMybNw8A7IZHrByNUW/fvh0PPfQQYmJiEBUVhY4dO+Knn36yu4+S700g4hm1QdSvXx9btmzB7t27ccstt3j0HCNHjkStWrUwZcoU/PTTT/jggw8QFxeHzZs3o169enj11Vexdu1azJw5E7fccgsGDBigStvnz5+Pm2++GY8++ihuuOEGfPHFFxg+fDjKyspsZ1+zZ8/GyJEjERUVhRdffBEAULNmTQDS2VG7du1QUFCAZ599FvXq1cPmzZsxceJEnDhxArNnzwYACCHQrVs3/PDDDxg6dChuuukmrFq1ChkZGaq8jx49emDw4MFYv349pk2bBkBK5Nq8eTN69+6N5ORkHDp0CPPnz0f79u2xZ88eVKtWDffddx+ee+45zJkzB//4xz9w0003AYDtetGiRYiKisLYsWMRFRWFTZs2YdKkSTh//jxmzpzptD3PPvss6tati1dffdXWFW3dZ9988w0eeughNGzYEJMnT8aVK1cwd+5ctGnTBtu2bavU/d6zZ080btwYr776KuSsfHvhwgWcOnUKAHDmzBlkZ2dj9+7d+L//+z9Z+3LkyJGIj49HVlYWDh06hNmzZ2PEiBFYtmyZ7T5K9svp06fx0EMPoXfv3njyySdRs2ZNREZG4uOPP8bXX39tF1BPnjyJTZs2ISsry2n79u/fj7179+Kpp55CdHS0rPdU0YYNG3Dw4EEMGjQItWrVwm+//YYPPvgAv/32G3766SdbABs6dCg+++wzjBgxAk2bNsXp06fxww8/4Pfff8cdd9yBkpISdO7cGcXFxba/4YKCAnz55Zc4d+4cYmNjK712eno64uLiMGbMGPTp0wcPP/wwoqKinLZ10aJFeOqpp3DzzTdj4sSJiIuLw/bt27Fu3Tpb1/6KFStw+fJlDBs2DImJifjll18wd+5cHDt2DCtWrAAgfSePHz+ODRs2YPHixW730W+//Ya2bdsiJiYG48ePR5UqVfD++++jffv2+Pbbb3H33Xfb3V/O9yYgCTKE9evXi9DQUBEaGipatWolxo8fL77++mtRUlJS6b7169cXGRkZtv8vXLhQABCdO3cWZWVltu2tWrUSJpNJDB061LattLRUJCcni3bt2tm25ebmCgAiNzfX7nXy8/MFALFw4ULbtqysLFHxa3X58uVKbezcubNo2LCh3babb77Z7nWt/vnPf4rIyEjx3//+1277hAkTRGhoqDhy5IgQQojPP/9cABAzZsywez9t27at1E5HrO9zxYoVTu/TvHlzER8f7/K9bdmyRQAQH3/8sW3bihUrHO5DZ8/x7LPPimrVqomrV6961ObbbrtN1KhRQ5w+fdq2befOnSIkJEQMGDDAts36efXp08fl61R8vYqXkJAQMW3atEr3d/ZdTEtLs/sujhkzRoSGhopz587ZtsndL+3atRMAxHvvvWd3X4vFIpKTk8UTTzxht/2tt94SJpNJHDx40On7XL16tQAgZs2a5fQ+5Tn6W3DU/iVLlggA4rvvvrNti42NFZmZmU6fe/v27W6/l0JU3tfWNs2cOdPuftbPID8/XwghxLlz50R0dLS4++67xZUrV+zuW/4zcvR+pk+fLkwmkzh8+LBtW2ZmZqXfACsAIisry/b/xx57TISFhYkDBw7Yth0/flxER0eL++67r1Kb5XxvAhG7vg3igQcewJYtW/Doo49i586dmDFjBjp37oy6detizZo1sp5j8ODBdt1Qd999N4QQGDx4sG1baGgoWrZsiYMHD6rW9qpVq9r+XVRUhFOnTqFdu3Y4ePCgXdedMytWrEDbtm0RHx+PU6dO2S5paWmwWCz47rvvAEhJLDfccAOGDRtm937KJ9p5KyoqChcuXHD43q5du4bTp0+jUaNGiIuLs+u6dKX8c1jPVNu2bYvLly9j7969itt44sQJ7NixAwMHDkRCQoJt+6233ooHHngAa9eurfSYoUOHKnqNSZMmYcOGDdiwYQOWLVuGPn364MUXX8Tbb78t6/HPPPOM3Xexbdu2sFgsOHz4sG2bkv0SHh6OQYMG2W0LCQlBv379sGbNGrvP7NNPP0Xr1q3RoEEDp+07f/48AHh8Nl2x/VevXsWpU6dwzz33AIDddyMuLg4///wzjh8/7vB5rGfMX3/9NS5fvuxxe5zZsGEDLly4gAkTJlQaQy7/GZV/P5cuXcKpU6fQunVrCCGwfft2xa9rsViwfv16PPbYY2jYsKFte+3atdG3b1/88MMPts/BSs73JhAxUBvInXfeiZycHJw9exa//PILJk6ciAsXLqBHjx7Ys2eP28fXq1fP7v/WHwCz2Vxp+9mzZ1Vr948//oi0tDTbWGlSUhL+8Y9/AICsQL1//36sW7cOSUlJdpe0tDQA1xOqDh8+jNq1a1fq4nM3FqnExYsX7X68r1y5gkmTJtnGzqtXr46kpCScO3dO1nsDpO6/xx9/HLGxsYiJiUFSUhKefPJJAPL2T0XWHy1H7/umm27CqVOncOnSJbvtroKWI82aNUNaWhrS0tLQq1cvfPLJJ+jSpQsmTJgga8yw4ncxPj4eAOy+d0r2S926dREWFlbpdQYMGIArV65g1apVAKTM6F9//RX9+/d32b6YmBgAsAvwSp05cwajRo1CzZo1UbVqVSQlJdn2c/n2z5gxA7t374bZbMZdd92FyZMn2x0oN2jQAGPHjsWHH36I6tWro3Pnzpg3b55H3w1HDhw4AABuh9SOHDliO/iLiopCUlKSLUfCk7YUFhbi8uXLTr+nZWVlOHr0qN12Od+bQMQxagMKCwvDnXfeiTvvvBM33ngjBg0ahBUrVrgccwPgNNPT0XZRbpzSWQETd8lOgPQj0LFjRzRp0gRvvfUWzGYzwsLCsHbtWsyaNatSMpgjZWVleOCBBzB+/HiHt994441un0MN165dw3//+1+7H7SRI0di4cKFGD16NFq1amUrLNG7d29Z7+3cuXNo164dYmJi8MorryA1NRURERHYtm0bXnjhBVnPoYbyZ0ue6tixI7788kv88ssveOSRR1ze19l30fq9U7pfnLW/adOmaNGiBT755BMMGDAAn3zyCcLCwtCrVy+X7WvSpAkAqXaBp3r16oXNmzdj3LhxuO222xAVFYWysjI8+OCDdu3v1asX2rZti1WrVmH9+vWYOXMmXn/9deTk5OChhx4CALz55psYOHAgVq9ejfXr1+O5557D9OnT8dNPPyE5OdnjNsplsVjwwAMP4MyZM3jhhRfQpEkTREZGoqCgAAMHDvTb99Td9yZQMVAbnLWAwYkTJ3z2Gtaj1orZ03K6m7744gsUFxdjzZo1dkfDubm5le7r7IAgNTUVFy9etJ1BO1O/fn1s3LgRFy9etDur3rdvn9t2yvHZZ5/hypUr6Ny5s922jIwMvPnmm7ZtV69erbSvnL23vLw8nD59Gjk5Objvvvts2/Pz8z1upzXb19H73rt3L6pXr+52+pUnSktLAUi9Dt5Sc78MGDAAY8eOxYkTJ5CdnY1HHnnE9p125sYbb8Tf/vY3rF69Gm+//bbLRCxHzp49i40bN2LKlCmYNGmSbfv+/fsd3r927doYPnw4hg8fjr/++gt33HEHpk2bZgvUgNSL0axZM7z00kvYvHkz2rRpg/feew9Tp05V1LaKUlNTAQC7d+9Go0aNHN5n165d+O9//4uPPvrILsl0w4YNle4rtzJhUlISqlWr5vR7GhISUqm3L1ix69sgcnNzHR41Wscb1ezerah+/foIDQ21jQVbvfvuu24faz0CLt/2oqIiLFy4sNJ9IyMjHU6l6tWrF7Zs2YKvv/660m3nzp2zBYiHH34YpaWldlO/LBaLKpXbdu7cidGjRyM+Pt5unnBoaGilz2Xu3LmVehusgbHi+3O0f0pKSmTtW2dq166N2267DR999JHd6+3evRvr16/Hww8/7PFzu/Lll18CkKayeUvN/dKnTx+YTCaMGjUKBw8etHWfuzNlyhScPn0aTz/9tO07Vt769ett71lO+wHYZihYWSyWSt3GNWrUQJ06dVBcXAxAGi+v+PrNmjVDSEiI7T7e6NSpE6KjozF9+nRcvXrV7jZr+x29HyGEw5wEZ9/1ikJDQ9GpUyesXr3abqrYn3/+iezsbNx77722IYhgxzNqgxg5ciQuX76Mxx9/HE2aNEFJSQk2b96MZcuWISUlpVIijZpiY2PRs2dPzJ07FyaTCampqfjyyy8rFVpxpFOnTggLC0PXrl3x7LPP4uLFi1iwYAFq1KhRqRegRYsWmD9/PqZOnYpGjRqhRo0auP/++zFu3DisWbMGXbp0wcCBA9GiRQtcunQJu3btwmeffYZDhw6hevXq6Nq1K9q0aYMJEybg0KFDaNq0KXJychSPn33//fe4evUqLBYLTp8+jR9//BFr1qxBbGwsVq1ahVq1atnu26VLFyxevBixsbFo2rQptmzZgm+++QaJiYl2z3nbbbchNDQUr7/+OoqKihAeHo77778frVu3Rnx8PDIyMvDcc8/BZDJh8eLFXnflzZw5Ew899BBatWqFwYMH26ZnxcbGqlLe0bqPAGksds2aNfj222/Ru3dvW7exN9TcL0lJSXjwwQexYsUKxMXFue2Wt3riiSds5Te3b9+OPn362CqTrVu3Dhs3brSbZ1xeTEwM7rvvPsyYMQPXrl1D3bp1sX79+ko9AhcuXEBycjJ69OiB5s2bIyoqCt988w22bt1q66XZtGkTRowYgZ49e+LGG29EaWkpFi9ejNDQUHTv3l3x/nDU1lmzZuHpp5/GnXfeaZtPv3PnTly+fBkfffQRmjRpgtTUVDz//PMoKChATEwMVq5c6XBsuEWLFgCk6nWdO3dGaGgoevfu7fC1p06dig0bNuDee+/F8OHDccMNN+D9999HcXExZsyY4fV7Cxj+TzQnT3z11VfiqaeeEk2aNBFRUVEiLCxMNGrUSIwcOVL8+eefdvd1NiVm69atdvezTs0pLCy0256RkSEiIyPtthUWForu3buLatWqifj4ePHss8+K3bt3y5qetWbNGnHrrbeKiIgIkZKSIl5//XXxr3/9y26KiBBCnDx5UjzyyCMiOjpaALCbqnXhwgUxceJE0ahRIxEWFiaqV68uWrduLd544w27KWqnT58W/fv3FzExMSI2Nlb079/fNr1F7vQs66VKlSoiKSlJ3HfffWLatGnir7/+qvSYs2fPikGDBonq1auLqKgo0blzZ7F3795Kn4EQQixYsEA0bNhQhIaG2k3V+vHHH8U999wjqlatKurUqWObelf+Pu7a7GjqzjfffCPatGkjqlatKmJiYkTXrl3Fnj177O7j7Dsgdx8BEGFhYaJJkyZi2rRplaYLyv0uOpoCKHe/tGvXTtx8880u2718+XIBQDzzzDOy3md5GzduFN26dRM1atQQN9xwg0hKShJdu3YVq1evtt3H0fSsY8eOiccff1zExcWJ2NhY0bNnT3H8+HG7KUrFxcVi3Lhxonnz5iI6OlpERkaK5s2bi3fffdf2PAcPHhRPPfWUSE1NFRERESIhIUF06NBBfPPNN3bt9HR6ltWaNWtE69atbd+Xu+66SyxZssR2+549e0RaWpqIiooS1atXF0OGDBE7d+6s9L5LS0vFyJEjRVJSkjCZTHa/B+Xfu9W2bdtE586dRVRUlKhWrZro0KGD2Lx5s8M2y/neBCKTEAE+Ck9EQW/16tV47LHH8N1336Ft27ZaN4dIEQZqIgp4Xbp0we+//44//vhDd8uwErnDMWoiClhLly7Ff/7zH/y///f/8PbbbzNIkyHxjJqIApbJZEJUVBSeeOIJvPfee1xikQyJ31oiClg8D6FAwHnUREREOsZATUREpGNB1fVdVlaG48ePIzo6mkklRESkGSEELly4gDp16iAkxPU5c1AF6uPHj7N2LBER6cbRo0fdLqwSVIHaujzh0aNHWUOWiIg0c/78eZjNZllrngdVoLZ2d8fExDBQExGR5uQMwzKZjIiISMcYqImIiHSMgZqIiEjHgmqMWo6ysjKUlJRo3YygFhYW5na6AhFRsGCgLqekpAT5+fkoKyvTuilBLSQkBA0aNEBYWJjWTSEi0hwD9f8IIXDixAmEhobCbDbzjE4j1qI0J06cQL169ViYhoiCHgP1/5SWluLy5cuoU6cOqlWrpnVzglpSUhKOHz+O0tJSVKlSRevmEBFpiqeN/2OxWACA3a06YP0MrJ8JEVEwY6CugF2t2uNnQER0HQM1ERGRjjFQBwmTyYTPP/9c62YQEZFCDNQB4OTJkxg5ciQaNmyI8PBwmM1mdO3aFRs3btS6aQCkjPpJkyahdu3aqFq1KtLS0rB//36tm0VEWrBYgLw8YMkS6Zq5KG4xUKvM39/BQ4cOoUWLFti0aRNmzpyJXbt2Yd26dejQoQMyMzN9++IyzZgxA3PmzMF7772Hn3/+GZGRkejcuTOuXr2qddOIyJ9ycoCUFKBDB6BvX+k6JUXaTs6JIFJUVCQAiKKiokq3XblyRezZs0dcuXLF4+dfuVKI5GQhgOuX5GRpu6889NBDom7duuLixYuVbjt79qzt3wDEqlWrbP8fP368aNy4sahatapo0KCBeOmll0RJSYnt9h07doj27duLqKgoER0dLe644w6xdetWIYQQhw4dEl26dBFxcXGiWrVqomnTpuL//b//57B9ZWVlolatWmLmzJm2befOnRPh4eFiyZIlDh+jxmdBRDqzcqUQJpP9DyQgbTOZfPtDqUOu4lFFhjqjLigowJNPPonExERUrVoVzZo1w7///W+tmwVAOiDs0QM4dsx+e0GBtN0XB4xnzpzBunXrkJmZicjIyEq3x8XFOX1sdHQ0Fi1ahD179uDtt9/GggULMGvWLNvt/fr1Q3JyMrZu3Ypff/0VEyZMsM1pzszMRHFxMb777jvs2rULr7/+OqKiohy+Tn5+Pk6ePIm0tDTbttjYWNx9993YsmWLh++ciAzFYgFGjZJCc0XWbaNHsxvcCcMUPDl79izatGmDDh064KuvvkJSUhL279+P+Ph4rZvm9jtoMknfwW7dgNBQ9V73jz/+gBACTZo0UfzYl156yfbvlJQUPP/881i6dCnGjx8PADhy5AjGjRtne+7GjRvb7n/kyBF0794dzZo1AwA0bNjQ6eucPHkSAFCzZk277TVr1rTdRkQB7vvvK5/FlCcEcPSodL/27f3WLKMwTKB+/fXXYTabsXDhQtu2Bg0aaNii67T6DgpHRwYyLVu2DHPmzMGBAwdw8eJFlJaWIiYmxnb72LFj8fTTT2Px4sVIS0tDz549kZqaCgB47rnnMGzYMKxfvx5paWno3r07br31Vq/fDxEFqBMn1L1fkDFM1/eaNWvQsmVL9OzZEzVq1MDtt9+OBQsWuHxMcXExzp8/b3fxBa2+g40bN4bJZMLevXsVPW7Lli3o168fHn74YXz55ZfYvn07XnzxRbtVwyZPnozffvsNjzzyCDZt2oSmTZti1apVAICnn34aBw8eRP/+/bFr1y60bNkSc+fOdfhatWrVAgD8+eefdtv//PNP221EFOBq11b3fsHG5yPmKgkPDxfh4eFi4sSJYtu2beL9998XERERYtGiRU4fk5WVJQBUuqidTJabWzk/wtElN1fxU7v14IMPKk4me+ONN0TDhg3t7jt48GARGxvr9HV69+4tunbt6vC2CRMmiGbNmjm8zZpM9sYbb9i2FRUVMZmMKJiUlkqZtY6SyawJZWazdL8gEZDJZGVlZbjjjjvw6quv4vbbb8czzzyDIUOG4L333nP6mIkTJ6KoqMh2OXr0qE/a1rYtkJwsjUU7YjIBZrN0P7XNmzcPFosFd911F1auXIn9+/fj999/x5w5c9CqVSuHj2ncuDGOHDmCpUuX4sCBA5gzZ47tbBkArly5ghEjRiAvLw+HDx/Gjz/+iK1bt+Kmm24CAIwePRpff/018vPzsW3bNuTm5tpuq/zeTRg9ejSmTp2KNWvWYNeuXRgwYADq1KmDxx57TPX9QUQ6FBoKvP229O+KP5TW/8+erW4STyDxw4GDKurVqycGDx5st+3dd98VderUkf0cvpyeZZ15UPGA0R8zD44fPy4yMzNF/fr1RVhYmKhbt6549NFHRW65U3hUmJ41btw4kZiYKKKiosQTTzwhZs2aZTujLi4uFr179xZms1mEhYWJOnXqiBEjRtj2zYgRI0RqaqoIDw8XSUlJon///uLUqVNO21dWViZefvllUbNmTREeHi46duwo9u3b5/T+PKMmClCO5rCazUE3NUsIZWfUJiG8yEjyo759++Lo0aP4/vvvbdvGjBmDn3/+GZs3b5b1HOfPn0dsbCyKiorsEqcA4OrVq8jPz0eDBg0QERHhURtzcqTs7/KJZWazdKCYnu7RUwYlNT4LItIpi0XKrD1xQhqTbts2KM+kXcWjigyT9T1mzBi0bt0ar776Knr16oVffvkFH3zwAT744AOtm2aTni5NweJ3kIjIidBQTsFSyDCB+s4778SqVaswceJEvPLKK2jQoAFmz56Nfv36ad00O/wOEhGRmgwTqAGgS5cu6NKli9bNICIi8htDBWoiIkPheCypgIGaiMgXHGWXJidL05SYXUoKGGYeNRGRYWixSg8FLAZqIiI1caUoUhkDNRGRmpSs0kMkAwM1EZGauFIUqYyBOkiYTCZ8/vnnWjeDKPBxpShSGQN1ADh58iRGjhyJhg0bIjw8HGazGV27dsXGjRu1bhoAICcnB506dUJiYiJMJhN27NihdZOIfEfLVXooIDFQq81iAfLygCVLpGsfJ4wcOnQILVq0wKZNmzBz5kzs2rUL69atQ4cOHZCZmenT15br0qVLuPfee/H6669r3RQi3+NKUaQyBmo15eQAKSlAhw5A377SdUqKT6diDB8+HCaTCb/88gu6d++OG2+8ETfffDPGjh2Ln376yenjXnjhBdx4442oVq0aGjZsiJdffhnXrl2z3b5z50506NAB0dHRiImJQYsWLfDvf/8bAHD48GF07doV8fHxiIyMxM0334y1a9c6fa3+/ftj0qRJSEtLU++NE+lZejrw2WdA3br225OTpe2cR00KsOCJWqzzJitOybDOm/TBH+eZM2ewbt06TJs2DZGRkZVuj4uLc/rY6OhoLFq0CHXq1MGuXbswZMgQREdHY/z48QCAfv364fbbb8f8+fMRGhqKHTt2oEqVKgCAzMxMlJSU4LvvvkNkZCT27NmDqKgoVd8bkeFxlR5SCQO1GtzNmzSZpHmT3bqp+kf6xx9/QAiBJk2aKH7sSy+9ZPt3SkoKnn/+eSxdutQWqI8cOYJx48bZnrtx48a2+x85cgTdu3dHs2bNAAANGzb05m0QBS6u0kMqYNe3GjSaN+nNUuLLli1DmzZtUKtWLURFReGll17CkSNHbLePHTsWTz/9NNLS0vDaa6/hwIEDttuee+45TJ06FW3atEFWVhb+85//ePU+iIjIOQZqNWg0b7Jx48YwmUzYu3evosdt2bIF/fr1w8MPP4wvv/wS27dvx4svvoiSkhLbfSZPnozffvsNjzzyCDZt2oSmTZti1apVAICnn34aBw8eRP/+/bFr1y60bNkSc+fOVfW9EfmcnxM/iTzFQK0GjeZNJiQkoHPnzpg3bx4uXbpU6fZz5845fNzmzZtRv359vPjii2jZsiUaN26Mw4cPV7rfjTfeiDFjxmD9+vVIT0/HwoULbbeZzWYMHToUOTk5+Pvf/44FCxao9r6IfE6DxE8iTzFQq0HDeZPz5s2DxWLBXXfdhZUrV2L//v34/fffMWfOHLRq1crhYxo3bowjR45g6dKlOHDgAObMmWM7WwaAK1euYMSIEcjLy8Phw4fx448/YuvWrbjpppsAAKNHj8bXX3+N/Px8bNu2Dbm5ubbbHDlz5gx27NiBPXv2AAD27duHHTt24OTJkyruCdKUkc5OuWAGGY0IIkVFRQKAKCoqqnTblStXxJ49e8SVK1c8e/KVK4UwmaSLNCotXazbVq70svXOHT9+XGRmZor69euLsLAwUbduXfHoo4+K3Nxc230AiFWrVtn+P27cOJGYmCiioqLEE088IWbNmiViY2OFEEIUFxeL3r17C7PZLMLCwkSdOnXEiBEjbPtmxIgRIjU1VYSHh4ukpCTRv39/cerUKaftW7hwoQBQ6ZKVleXw/l5/FuRfK1cKkZxs/71PTvbpd95jpaWV21rx79Vslu4XjEpLhcjNFSI7W7oO1v3gB67iUUUmIbzISDKY8+fPIzY2FkVFRYiJibG77erVq8jPz0eDBg0QERHh2Qs4Wn/WbJaKG3DepGyqfBbkH86mJVp7l/Q2ZzgvT+rmdic3N/iytbl+tl+5ikcVsetbTenpwKFD0h95drZ0nZ/PLzkFJiMu58gFMxzjcICucR612jhvkoKFkmmJevmb4IIZlWlUB4Lk4xk1EXnGiGenXDCjMq6frXsM1ETkGSOenXLBjMqMeMAVZBioicgzRj075YIZ9ox4wBVkOEZdQRAlwesWPwODsJ6d9ughBeXyn5vez065YMZ11gOuggLH49Qmk3S73g64gggD9f9UqVIFJpMJhYWFSEpKgsnZWQL5lBAChYWFMJlMttW6SMesZ6eOpvXofVoiEz8lRj7gChKcR13OxYsXcezYMZ7RacxkMiE5OZlLZxqJxcKzU6NjHQi/UjKPmoG6AovFgmvXrvm5ZVRelSpVEMofeSL/4wGX3ygJ1Oz6riA0NJRBgoiCE4cDdIlZ30RERDrGQE1ERKRjDNREREQ6xkBNRESkYwzUREREOsZATUREpGMM1ERERDrGQE1ERKRjDNREREQ6xspkRGSPZSSJdIWBmoiuc7QwQ3KytLoSF2Yg0gS7volIkpMjLXVYPkgD0jrFPXpItxOR3zFQE5HU3T1qlP1axFbWbaNHS/cjIr9ioCYiaUy64pl0eUIAR49K9yMiv2KgJiIpcUzN+xGRahioiUjK7lbzfkSkGmZ9E5E0BSs5WUocczRObTJJt7dtq87rcQpYYOPnqyqeUROR9CP69tvSv00m+9us/589W50f25wcICUF6NAB6NtXuk5JYVZ5oODnqzoGaiKSpKcDn30G1K1rvz05WdquxjxqTgELbPx8fcIkhKN+rsB0/vx5xMbGoqioCDExMVo3h0iffNVtabFIZ1bOssut3ev5+ewmNSJ+voooiUccoyYie6GhQPv26j+vkilgvnh98i1+vj7DQE1E/sEpYNrydYIXP1+fYaAmIv/gFDDt+KOGOz9fn2EyGRH5h3UKWMWsciuTCTCb1ZsCRhJ/JXjx8/UZBmoi8g9/TgEjiT9ruHvz+VosQF4esGSJdM2a8nYYqInIf/wxBYyu83cNd08+X867dotj1ETkX+npQLdurFzlD1okeCn5fK3d8hXP+K3d8jx4A8BATURa8NUUMLKnVYKXnM/XXbe8ySR1y3frFvQHcez6JiIKVHpO8OLSqrIxUBMRBSo9J/Bx3rVsDNRERIFMrwl8nHctG2t9ExEFA70tPWmtDe5uadUArQ3OWt9ERGRPbwl81m75Hj2koFw+WGvdLa8z7PomIpKDRTnUp9dueZ3hGTURkTv+qJUdrDiv3i2OURMRueKsKIe1e5ZnfuQBJfGIXd9ERM74s1Y2kRMM1ETkP0Yb52VRDtIBjlETkX8YcZyXRTlIB3hGTUS+5681kdXGohykAwzURORbRh7n1XOtbAoahg3Ur732GkwmE0aPHq11U4jIFSOP8+q5VjYFDUMG6q1bt+L999/HrbfeqnVTiMgdo4/zsigHacxwgfrixYvo168fFixYgPj4eK2bQ0TuBMI4b3o6cOgQkJsLZGdL1/n5DNLkF4bL+s7MzMQjjzyCtLQ0TJ061eV9i4uLUVxcbPv/+fPnfd08IqrIOs7rbvEFvY/z6q1WdkV6W3SDVGOoM+qlS5di27ZtmD59uqz7T58+HbGxsbaL2Wz2cQuJqBKO8/peTo60ElWHDkDfvtJ1Sop+s+lJEcME6qNHj2LUqFH49NNPERERIesxEydORFFRke1y9OhRH7eSiBziOK/vGHXqG8lmmFrfn3/+OR5//HGEljvqtlgsMJlMCAkJQXFxsd1tjrDWN5HG2D2rLuuazs6y6gN8TWcjC8j1qDt27Ihdu3bZbRs0aBCaNGmCF154wW2QJiId0Ps4r9EomfrG/W5YhgnU0dHRuOWWW+y2RUZGIjExsdJ2IqKgYPSpbySLYcaoiYiogkCY+kZuGeaM2pG8vDytm0BEpJ1AmfpGLhk6UBMRyRKoSWzWqW89ekhBuXywVjr1LVD3UQBg1zcRBbZAn2OsxtS3QN9HBmeY6Vlq4PQsoiBjnWNc8WfOerYZSHO4PT0jDqZ9pCNK4hEDNREFJs4xdo/7SDNK4hG7vomCicUC5OUBS5ZI13pcA1otRlheU+vPwwj7iJhMRhQ0cnKAUaPsf5iTk6VkpEDs2tT7HGNHn0dSEvDuu1JXdHm+SvTS+z4iADyjJgoOwVgPWs9zjJ19HoWFQM+ewPjx9vf1VaKXnvcR2XCMmijQBes4pMUC1KwJnD7t+Hat3re7z8Nq+XKpXb5M9LK2xd087ED7bugAx6iJ6LpgHYdcvdp5kAak963F8pruPg+r4cOB555zHECt20aP9m5cm0uQGgIDNVGgC8ZxSItFGv91JTER6NbNP+0pT+5+PnVKOtN1Rq0DLC5BqntMJiMKdME4DinnrPX0aW1WlVJ7P6txgJWeLh20sDKZLjFQEwW61q2lbOLCQse3B2I9aD33IrRt6/rzUEqtwM8lSHWLXd9EgSwnB0hNdR2kgcAbh9RzL0JoqDQFy53kZKk7uuLYsZXJBJjNgXWARQ4xUBMFKmdTgMoL1HFI66pSeg1yPXoA48Y5v91kkpK85sy5/v+KtwOBd4BFDjFQEwUiazKVq9mXSUnAH38EXpAGjJHNPGOGNAWrenX77Wbz9YMnJnoROI+aKDDl5UmFMdzJzQ3scUlH1b/MZilI6yXIyak6xiUoA46SeMRkMqJApOdkKn8yQjaznCQuJnoFNQZqokCk52Qqf2OQI4PjGDVRINJ7MhURycZATRSIjJBMRUSyMFATBSpmDAcOrdetJk1xjJookBkhmSqQ+CI7O9jWEadKOD2LiEgNvgio1qI1vlrmkjTDZS6JiPzJWRW4ggJpe06O8ud0VbRGrWUuyRAYqImIvOGrgBqs64hTJQzURBQ8fJGU5auAyqI19D9MJiOi4OCrpCxfBVS1itaw/Kjh8YyayMg4bUceX4whW/mqCpy7ojWAtLBK69bOb8/JAVJSpLrvfftK1ykp3r1f8jsGaiKj4o+wPL5OyvJVFThXRWusCgul9cYdfea+PDghv2KgJjIi/gjL5+ukLF9WgXNWtKY8R585M8YDCgM1kdHwR1gZfyRlpacDzz8PhFT4SQ0JkbZ7Mwaeng4cOCB1czvi6DNnxnhAYaAmMhr+CCvjj5XEcnKAN96ofHBksUjbve3h2LxZ6uZ2puJnrnXGOHMnVMVATWQ0Wv8IG42vVxJz1cNh5W0Ph9LPXMtlTpk7oToGaiKj4VrTyvh6JTF/9HAo/cy1WuaUuRM+wUBNpBVPuwe51rRyvlxJzB89HEo/c3cZ40Kov8wpcyd8hoGaSAvedA9yrWnPpKcDhw4BublAdrZ0nZ/v/aIW/ujh8OQztx6cJCRUfr7ERM/b4kyg5U7oaJydgZrI39ToHuRa054JDQXatwf69JGu1TiYkXO2m5Qkfb7e/OB7+pmfOeN4m9pd0YGUO6GzcXYuc0nkTxaL9Afv7MzDZJJ+ePPz5QURX5WHZNlJ1yrun1OngF69pNvc/aR6W7ZU7mej9nfNnbw8KaC5k5srHSTplZ+WFlUUj0QQKSoqEgBEUVGR1k2hYJWbK4T0E+D6kpurXRtXrhQiOdm+PcnJ0nZyvn/Gjau83dHFZJIuvt6f/v6ulZZK799kcv6+zWbpfnplfQ+uPjuV3oOSeMSubyJ/0nv3ILN2XXO1f954A3jrLemM8ZNPgOrVHT+HvxKr/P1dC4TcCZ2OszNQE/mTnqdWMWvXNTn75+9/l7qi69aVusOd8ccPvhbfNaPnTuj0QJqBmsif9Dy1SqdnE7qhZP/o4Qdfq++ar7Lr/UGnB9Jcj5rIn6zdgz16SD+U5c/OvOkeVCP5Sw/BRc+U7B89/OD76rsm97X1nDDmjPXgpqDAcc+JNQHPzwfSPKOm4KXVPEm1uwfVmkqih+CiZ3Lf9/79+uk5MXpXtL/pdJyd07MoOOXkSOON5bsyvZ02o5QaZ8FqTiWxTudxdzah1nQeo3G3f6xMJmm/A9JnAzg+m/VnoOR0O2Uc/T6YzVKQVukzUxKPGKgpsDn6gVq92i/zJH3OF/NkrYEf0D646FFODtC9u+v7lN/vq1f7/AeffMTHBzcM1E4wUAcZR0fFdesCV68Cp087foyRzhp9VWDCD2cThvbKK0BWlvv7Wfc7z2bJASXxiMlkFJicdQkXFLh+XPnMXb0nw/gq+Ss9HejWjcHFmcaN5d3Put+NmljlDg9A/IaBmgKPnPWB3TFCZrMvk78CNbiogUl3+sjxCCLM+qbA426+qxxG+JHVS2ZxsAn2/c7qdX7HQE2Bx5uzYSP9yOp0KknAC+b9zup1mmCgpsDj6dmwEX9kOU9WG8G631m9ThMco6bAI6e6UEICULVq5TE2I2Y2B0vyl96SlwJxv7vbx6xepwkGago8ckonfvBBYP3IBnryl16TlwJpv8vZx0yk0wTnUVPg4nzgwKBm9TVyTO4+ZvU61bDgiRMM1EFIb92lpIwvqq+RPaX7mNXrVKEkHjGZjAKbtWuyTx/pmj/mxhIsyUtqLxCj5PmU7uNgTaTTEMeoiUh9avVkBEPyktrj70qfz5N9HIiJdDrGQE1E6lIz8AR68pKrUrc9eig/Q/Xk+Tzdx4GUSKdzHKMmInvenA2rnfgVyMlLao+/e/p8gbyPdYxj1ETkmZwc6Ue7Qwegb1/pOiVFXllIX1StCuQqYGqPv3v6fIG8jwMEAzWRN9ROAtKStzWcfZX4FajJS2qPv3tzv0DdxwGCY9REntJrEQ5PuDsbNpmks+Fu3ZyfWfky8SsQk5fUHn/39n6BuI8DhKIx6itXruDXX39FQkICmjZtanfb1atXsXz5cgwYMED1RqqFY9SkmkArwpGXJ3Vzu5Ob6zyBSI3nCCZqjw1zrNlQfDJG/d///hc33XQT7rvvPjRr1gzt2rXDiXJHxkVFRRg0aJDnrSYyikBcQUiNs+FgX/5RKbXHhjnWHLBkB+oXXngBt9xyC/766y/s27cP0dHRaNOmDY4cOeLL9hHpTyAW4VCje9UXgSKQcgAcUXtsmGPNAUl213fNmjXxzTffoFmzZgAAIQSGDx+OtWvXIjc3F5GRkahTpw4sOv5DYtc3qWLJEikj2p3sbKkimhGo2W0qt8a6u2lggZQD4I7apW5ZOlf3lMQj2clkV65cwQ03XL+7yWTC/PnzMWLECLRr1w7Z2dmet5jISAKxCIecFcfkng3LSUpyF4Sd5QAcOwZ07349sS1QApDaxUNYjCSwCJnuvPNO8fHHHzu8LTMzU8TFxYmQkBC5T6fYq6++Klq2bCmioqJEUlKS6Natm9i7d6+i5ygqKhIARFFRkY9aSUGhtFSI5GQhTCYhpFBifzGZhDCbpfsZzcqV0nsr/37MZmm7mq/haN+ZTNJlxYrKbXB2SU5Wt21EfqIkHskeo3788cexZMkSh7e988476NOnD4QPi5x9++23yMzMxE8//YQNGzbg2rVr6NSpEy5duuSz1yRyKJCTdtLTgUOHpMzs7GzpOj9fva5mOYl4w4e7zgEoT+4cb3Is0HMAAoRhS4gWFhaiRo0a+Pbbb3HffffJegzHqElVXO9aOblTuJQIxmlHaoxBB1MOgA75ZIxab4qKigAACQkJGreEghYLRFwnN3D4YpWr8ln2wTAuq0aAVXsxEPIpQ55Rl5WV4dFHH8W5c+fwww8/OL1fcXExiouLbf8/f/48zGYzz6iJ1KQkcMg9o65eHTh1Slk7jJRl7yk1Cu2ovRgIeSTgF+XIzMzE7t27sXTpUpf3mz59OmJjY20Xs9nspxYSBQml9cHlFkXJzFTeFiNl2XtCrUI7gVgHIMDH2g0XqEeMGIEvv/wSubm5SE5OdnnfiRMnoqioyHY5evSon1pJFAQ8CRxyE/H+9jf57fC04pnRftzVCrC+rMmuBW9WfDMIwwRqIQRGjBiBVatWYdOmTWjQoIHbx4SHhyMmJsbuQkQq8TRwyKmepfTsWGmWvRF/3NUKsIFUB8DbFd8MwqNAvXjxYrRp0wZ16tTB4cOHAQCzZ8/G6tWrVW1ceZmZmfjkk0+QnZ2N6OhonDx5EidPnsSVK1d89ppE5IK3yyq6mgbmrovcypPSmEb9cVcrwLZtCyQmur5PYqL+a7IHYs19JxQH6vnz52Ps2LF4+OGHce7cOVvJ0Li4OMyePVvt9tm9blFREdq3b4/atWvbLsuWLfPZaxKRC94GDmv1rD59pOvyZ8SuusitpkyRgr2SIG3kH3e54/utWxurS99TgTjW7oTiQD137lwsWLAAL774IkLL/WG1bNkSu3btUrVx5QkhHF4GDhzos9ckIhd8vVqWsy5ysxlYuRKYNEl5VrKRf9zljO/37g2kprru0v/+e+D0adevdfq0PvdBeWoNBRggV0FxoM7Pz8ftt99eaXt4eDirhJExGOAP0xD8UaFN7UppRk+kcjW+//zzwBtvuO/SN/o+sFJjKMAguQqKA3WDBg2wY8eOStvXrVuHm266SY02EfmOQf4wDcMfyyq66iJXKhASqRwdvPzxh3TgKadLPxD2AeB9j46RchWUFhJfsGCBqFu3rli6dKmIjIwUS5YsEVOnTrX9W8+4KEeQc7cYBBd38FxpqRC5uUJkZ0vXai9Iotbzq7mgiq/fsxK5ufIWMbG2M1AWlbH+TVd8L+7+pq37wNl+8sM+UBKPFAdqIYT45JNPRKNGjYTJZBImk0nUrVtXfPjhh548lV8xUAcxHfxhkoccrejlzapZK1c6/w7IPWBTu03eys6WF6izs6+335MAp0eerPim5MDGR3yyehYAlJaW4uOPP0ZaWhr279+Pixcv4uTJkzh27BgGDx7sixN+InUYOYkomPmqe9LR9KSEBHnd9XrsMlXane2PIQt/8SSPwWDj9IoW5bjhhhswdOhQ/P777wCAatWqoVq1aj5pGJGqDPaHSXA/lcpkksZdu3WTP27trFY2AJw5o02b1GAdry0ocNw2a/3u8uO1gbSojDWPQS6DjdMrTia76667sH37dl+0hch3DPaHSVC/F8RVkLVyN4darz0zoaHAW285D9KA4wx8NRP1jMTXUwtVpniZy+HDh+Pvf/87jh07hhYtWiAyMtLu9ltvvVW1xhGpxpMzDkfUWAeY5FG7F0RJkHV2dia3+qKrNvniO5STAwwb5vi2hATggw/8151thL8R69TCHj2kv/3yvwlqTS1Uk9IBcGsCWflLSEiI7VrPmEwW5OQk0LjK5NVbAlGgUzvhR2nCVUWlpUIkJXnXJl98h5wlx5W/+Os7arS/EU8S0VSiJB4pXo/aWtvbmfr163tx2OBbStb/pADlaO1ks1k6egacr6sMeL8OMCljXTfZXS+Iu3WTrWd4GzcCU6e6f93cXMdn1HLX0k5Kks4mK7ZJjbWkK3K3trRVcrKUcOXLM0RfvD9/0KgHQEk8UhyojYyBmgA4/sNcvdr5j4wQUpaws7KLcgMG2ZPzA2n98Qccd0+6+/F3dGDmjLvPcckSqUiOO6NHA7Nm2W9zF1A9/Q7JPXgAnB+AqMFX7y+AKYlHiseoP/74Y5e3DxgwQOlTEvlXxQxROQs1uKqNLGdsk+w5CqDW3ovygdc6jcjRfWfPdh+knWV4VyRnXFJuomG3bpW3qTE+7oiSWQq+nNHgq/dHADwI1KNGjbL7/7Vr13D58mWEhYWhWrVqDNRkPO5+ZOTi1C55nAVQ6zzkimfJnkwjkpPhXZ6cwO9NQqKvpgcqmaXgyxkNnP7oU4oD9dmzZytt279/P4YNG4Zx48ap0igiv1Lrx4NTu9yT03sxalTlechK58nKPfh66SWgY0d545LeZAr7anqgdW1pd6thyZnR4A1Of/QpxfOoHWncuDFee+21SmfbRIbg7Y+HzuZc6pqcAHrsGDBtmnevI/fgq2lTZfOHPa3o5at5u6tXuw/SgHSA4cuxYYPNSzYaVQI1IFUtO378uFpPR+Q/cn5kEhOla18t5xgs5AbQrCzvSnH68gzPk5KVvlgS1No74UpICLB8ue+zrf2x5GkQU5z1vWbNGrv/CyFw4sQJvPPOOzCbzfjqq69UbaCamPVNTsnJLgacT+3S47QTPVKSpWw2e54lrNbULrW5mh6o9Dskd196m+2tZPqSmu8vwCmKR0onaTsqdlKzZk3Rp08fcfz4caVP51cseEIuySl+oKelDY3I3Spmaq5epNcVotT6DnlbwEUOTwqY8G9EFp8WPDEynlGTW0Yof2h0OTlA9+7y7pudLdWh9ua1AvUMz9dn1EYtYGIQPi148sorr+D555+vtGrWlStXMHPmTEyaNEl5i/2EgZoMK9AOIF55RRqHdkeNIh2Btu+sfNm9zwImPufTQB0aGooTJ06gRo0adttPnz6NGjVqwOJq5RmNMVCTIcktDmIkDATq8LZymzP+Gv8OYkrikeKsbyEETA6yY3fu3ImEhASlT0dErlh/iCsGNGtxEG8yo7VkzRJmJr13PJ0u5g4LmOiK7IIn8fHxMJlMMJlMuPHGG+2CtcViwcWLFzF06FCfNJIoKLkrDmIySXWlKxYHMQpvyoPSdZ5UbnOHBUx0RXbX90cffQQhBJ566inMnj0bsbGxttvCwsKQkpKCVq1a+ayhamDXNxlKsHQ/BuoYspHpdXpbAPHJohwZGRkAgAYNGqB169aoUqWKd60kIteCpftRaXlQ8j1vyqWS6hSPUbdr184WpK9evYrz58/bXYhIJex+VI/FIvVQLFkiXes46VU3fDX+TYopzvq+fPkyxo8fj+XLl+O0gxqzzPomUgm7H9URiFnz/sShCZ/wadb3uHHjsGnTJsyfPx/h4eH48MMPMWXKFNSpU8ftWtVEpECw1k9W8+w3ULPm/ck6NNGnj7IFTEg1is+o69Wrh48//hjt27dHTEwMtm3bhkaNGmHx4sVYsmQJ1q5d66u2eo1n1GRIgVxdqyJvzn4rnvm1bg2kpnKuNumST5LJrM6cOYOGDRsCAGJiYnDmzBkAwL333othw4Z50FwicskX02/0yFnJSuvZr6txUUcBvnp14NQp568nBHD0qLRfmcxGOqa467thw4bIz88HADRp0gTLly8HAHzxxReIi4tTtXFE9D+B3v3obs44IM0Zd9QN7qx721WQLs/oWfMU8BQH6kGDBmHnzp0AgAkTJmDevHmIiIjAmDFjMG7cONUbSERB4PvvnXdRA/Znv+W5CvByMWuedE5x1/eYMWNs/05LS8PevXvx66+/olGjRrj11ltVbRwRBQlP54y7C/CuWMeo27b17PFEfqI4UJd39epV1K9fH/Xr11erPUQUjDydM+5pt3UgZ81TwFHc9W2xWPDPf/4TdevWRVRUFA4ePAgAePnll/F///d/qjeQiIJA27bS2a2DBX8ASNvN5spnv3IDfFKS/f+Tk4Hly4GEBBZBId1THKinTZuGRYsWYcaMGQgLC7Ntv+WWW/Dhhx+q2jgiChKezhmXG+CPHZNqomdnS9dvvgmMGSPVUu/bV7pOSeG8atIlxYH6448/xgcffIB+/fohtNwfTfPmzbF3715VG0dEQcSTkpVyA3xY2PWs+TNngCeeYBEUMgzFgbqgoACNGjWqtL2srAzXrl1TpVFEFKTS04FDh+zPfvPznc+ftlik7utRo4DERPvbHAV4b6aBEWlEcTJZ06ZN8f3331dKIPvss89w++23q9YwIgpSclfTclTkJCkJ6NdPKhDjqCiMkmlgLIJCOqE4UE+aNAkZGRkoKChAWVkZcnJysG/fPnz88cf48ssvfdFGIiJ7zqqYnToldYU7q9wWLEuHUkBR3PXdrVs3fPHFF/jmm28QGRmJSZMm4ffff8cXX3yBBx54wBdtJCIj8tXSkt50X3PpUDIg2YtyHDx4EA0aNIDJWXalAXBRDiIvKFnu0JdLS+blSVna7uTmVu6+5tKhpBM+WeaycePGKCwstP3/iSeewJ9//ul5K4nIOHJypAAnZzqTr5eW9Kb7OliXDiVDkx2oK554r127FpcuXVK9QUSkM0oCrz+yqr3tvvZkGhiRhhSPURNREFEaeD1dXEMJT6uYlad0GhiRhmRnfZtMpkrj00YeryYiGZROZ/JHVrW1+7pHDykolz+IUNJ9LXcaGJHGZAdqIQQGDhyI8PBwANKCHEOHDkVkZKTd/XJY1YcocCgNvP7KqrZ2XztKWJs9m2fGFFBkB+qMjAy7/z/55JOqN4aIdEZp4LV2S7vLqlZjacn0dKmwidxMdCsl2etEOiB7elYg4PQsIoU8mc5kTT4DHHdLa5mw5ctpYxTYVD7A88n0LCIKQp5MZ3KWVR0fD0yeLJ0Fa8HX08bIM74qjKMmJdMTfUEEkaKiIgFAFBUVad0UImNZuVKI5GQhpHNk6WI2S9udKS0VYsoUIRIS7B+XnOz6cb5QWlq5/eUvJpP0fkpL/duuYOfoe6XF98OVlSul74ej74zJ5HFblcQjdn0TkTxKu/6c1ePWogvcm2pm5Bt6+n44Yx36cTbzwYtKduz6JiL1Wacz9ekjXbv6YdLbcpJcjENf9Pb9cMYfdQFkYKAmIvXp5AfOhotx6Ivevh/O6OQAj4GaiNSnkx84GzWqmZF69Pb9cEYnB3gM1ESkPp38wNlwMQ590dv3wxmdHOAxUBOR+nTyA2eHi3Hohx6/H47o5ACPgZqI1KeTH7hKuBiHPuj1++GIDg7wOD2LiHzHUSUws5n1uElipO+HhpXJGKiJyLdYW5tcCdLvh5J4JHtRDiIij3A5SXKF3w+3OEZNRESkYwzUREREOsZATUREpGMM1ERERDrGZDIKHkGaXUpExsZATcHB0XzN5GSp6ILe5msSEZXDrm8KfNZ1byuu1lNQIG3PydGmXUREMjBQU2Azyrq3RmSxAHl5wJIl0jX3IZFPGC5Qz5s3DykpKYiIiMDdd9+NX375ResmkZ4ZZd1bo8nJAVJSgA4dgL59peuUFPZOEPmAoQL1smXLMHbsWGRlZWHbtm1o3rw5OnfujL/++kvrppFeGWXdWyPhUAKRXxkqUL/11lsYMmQIBg0ahKZNm+K9995DtWrV8K9//UvrppFeGWXdW6PgUAKR3xkmUJeUlODXX39FWlqabVtISAjS0tKwZcsWDVtGumaUdW+NgkMJRH5nmEB96tQpWCwW1KxZ0257zZo1cfLkSYePKS4uxvnz5+0uFGSMtO6tEXAogcjvDBOoPTF9+nTExsbaLmazWesmkRZ0sPB7wOBQApHfGSZQV69eHaGhofjzzz/ttv/555+oVauWw8dMnDgRRUVFtsvRo0f90VTSo/R04NAhIDcXyM6WrvPzGaSV4lACkd8ZJlCHhYWhRYsW2Lhxo21bWVkZNm7ciFatWjl8THh4OGJiYuwuFMSs69726SNds7tbOQ4lEPmdYQI1AIwdOxYLFizARx99hN9//x3Dhg3DpUuXMGjQIK2bRhQ8OJRA5FeGqvX9xBNPoLCwEJMmTcLJkydx2223Yd26dZUSzIjIx9LTgW7duMgJkR+YhHA0ITIwnT9/HrGxsSgqKmI3OBERaUZJPDLUGTURkaFwaVVSAQM1EZEvcGlVUomhksmIiAyB9dD9K8BXcmOgJiJSE+uh+1cQrOTGQE1EpCbWQ/efIOm5YKAmIirP225U1kP3jyDquWCgJiKyUqMblfXQ/SOIei4YqImIAPW6UVkP3T+CqOeCgZqISM1uVNZD948g6rlgoCYiUrsblfXQfS+Iei5Y8ISIyBfdqKyH7lvWnosePaSgXL43JMB6LhioyXMsj0iBwlfdqNalVck3rD0XjirAzZ4dMD0XXJSDPMPyiBRILBYpu7ugwPE4tckkfb/z83kwqkcGPGngohzkW9bs2Io/aNbsWI7BkdEEUTdqQArwngsmk5EyQVRkgIIME8BIp3hGTcooyY4N4CNcClBMACMdYqAmZYKoyAAFqQDvRiXjYdc3KRNERQaIiPSAgZqUCaIiA0REesBATcqwPCIRkV8xUJNyzI4lIvIbJpORZ5gdS0TkFwzU5LkK2bEWC/B9nvpx24BFh4iIVMNATarwVUVRViqlgMMjT1KIY9TkNWtF0Yp1UKwVRXNy9PW8RJrJyZFqinfoAPTtK12npPDLTC5xUQ7yinUtA2fFyjxdy8BXz0ukGWc18q2zJZiIGVSUxCOeUZNXlFQU1cPzEmmCNfLJCxyjJq/4qqIoK5X6CMdHtaGXGvn8/A2JgZq84quKoqxU6gPMzNOOHo48+fkbFru+ySu+qijKSqUqY2aetrQ+8uTnb2hMJiNbb1hBAVBYCCQlSUXH5PaKWX8DAPshOG9zZHz1vEGHmXnas34GBQWOx6l9+Rnw89clJpORbOVnizz5JDBmjHStZNaIryqKslKpSpiZpz0ta+Tz8zc8jlEHAWf5I85mi1gdOybdLico+qqiKCuVqkAP46N0/cjT0Tjx7Nm+O/Lk5294DNQBzln+yKxZ0tmzu4EPIaRZI926uQ+OFSqKqsZXzxs0tB4fpeu0OPLk5294HKMOYK7qKyj91HNzGSwNS8vxUdIeP39d4hg1yaqvoAR7xQyMa4gHN37+hsdAHaDc5Y8oxV4xg2NmXnDj529o7PoOUEuWSDX/1WA2s1csYLAyVXDj568bSuIRk8l0zJu/KTXPgJ9+Gli+nH/XAYGZecGNn78hMVDrlLfV/qyVvdzlj7z5JjB2rONu8sRE6TorS14byh9Y1KghbfvrLwZ4IiJvsOtbh9RYDc9iAaZNsw+yzp7HUWWyAweAyZPlt8HRgUV5LClMRHSdknjEQO0BXw7zqFHtz13QNJtd11dQ2gZ3hVPKPy6o8lY4HkhETnB6lg+VL7nZt6+yUptyeFvtz1ntfaspU6QA6ypYKmmDq2lgjh73zDNBsuSur78oRBQ0GKgV8McCNEqq/VksQF6elOGdlweUlLgOmiYT8OGH6rZB6TSw06elLnlvVXzvugr+XKmIiFTEQC2TnAIio0d7HzDkZmvv31/5hK1uXe/Oxq3Bb88eeW2oUcOzQihvv+3dftL1yaq/vihEFDQYqGXy1wI0ctZhTkyUEr0qtufUKXmv4Si4lg9+U6fKe56BA6UDBqXOnPF8P+n+ZJUrFRGRyhioZfLXAjTuqv1ZT8q8SQGseNbublzbmYIC6YAhMdH5gYUznuwnQ5yscqUiIlIZA7VM/lyAxlW1vylTpHFeT5hMUsZ327bXtylJBquo/GOEUBasPdlPhjhZ5UpFRKQyBmqZ5HRJVwyC3khPBw4dklatys6WrvPzgcaNvXveirX3va0JLoR04DBlSuUDC0e82U+GOFn19xeFiAIeA7VMWixAY63216ePdB0aKv9EzNG0vISEytvUCmqNG18/sBg92vF9vN1PhjhZ5UpFRKQyBmoF9LAAjbsTNgCIigLOn6+8/cyZyglXagW12rWvH1jMmgWsXCm1szxv95NhTlb18EUhooDBymQe0LrgVE4O0L27Z4+tWFVsxQqgVy/XjwkNBcrKlK8574v9ZE18A+zbo6S8qt9o/UUhIt1iCVEnjFLr2x2LBahZ0/OkMkDqom7b1nWpUKvnn5cW7wDUD46exDJHJVLdlUUlItITLnMZ4L7/3rsgDSirKvbII0CrVpWDY3y8tK1bN/mvWz4w798PfPCBNM3Lyrp4R7duzgN4errr2529Hk9qiciIGKgNSI0EsNq1lWVR9+kjBcdp06RAeuaMdMnKAhYskLcylrvFQgApaHfvLiXDlR9nr7j6lpxldb1dKpSISA+YTGZA3iaAJSUBrVsrz6JevVoqcHLmjP3tcqqCyS2qYu1ar5gMd+yYsspjuq9gRkQkEwO1AcnJ/Aac315YCKSmSiVH5WZRe1IVzFo7/NNPgaFDvaumZn0dOZXHDFHBjIhIJgZqA3I3VddkAsaNc12ApKBAyvbu08f58wDXp/wqrQpWvnb4k09KBwdqkFN5zBAVzIiIZGKgNih3U3VnzAAOHJC6uR2xnlkuXQosW+Z+yq+S8WxPa4fL5a4thqhgRkQkE5PJDMxd9vPmza7PZK1nlklJUlUxV9nRcseza9SQVtXy5aQ/d20xRAUzIiKZGKgNzlX2s5IzS3dZ1NZx8YIC14VPAN+dSQPSQYW7ymNy22p9Hk7hIiI9Y9e3TlgTr5Yska7VSHRS88xSzvKbTz8NfP65oiYqNm+e+yCqpNx2+bH0vn2l65QUZoUTkX6wMpkO+Gq+r8UiBR13Z5aOyn8qaWtionTtbREWd7p0Ab74Qv793VUws46lV9w3Pi9HylN4oqDHEqJO6DFQ+yJYVKz+NXmytF2t8p8lJcC770rJapcuAYsW+XZM2mrKFGDSJGWPcRYTrQcxzrrpPTmIkYVVWEhrPFDUBQZqJ/QWqH0RLOSe8Sqpje2u7Kdc1i7yiv9WYsoUaUlNb39f8vKkbm53cnPdV0CTTbNTeKL/4YGibrDWt0Eome/rKFhUPDA+dUqaG10xDpw5I21TGuQsFvuSod5KTpYODgDHBxNyus6zsuyfz9PfF79P4XJXhcVkkqqwdOvGsxvyDWcHitZyfdYDRZ5x6w4DtYa8CRaODoxDQ13HgQ8/lH92npMDPPOMOuPOI0ZI9bvL/707mlY2bZp9IHan4u+LEn6fwuXtURmRN+QeKFoswNixPOPWGWZ9a8jTYOGsoIirTHEl1bisz69Wclj37lLsKX+AYJ0O1qfP9dsaN1b2vN6UA3VXhrV8+VRVsAoLaUnugWKvXiyQr0MM1BryJFi4OjCWw10csFikM2k1MheUBjtPzl6tvy95ecqmtymZwqUKVmEhLXlzAMgC+ZozRKA+dOgQBg8ejAYNGqBq1apITU1FVlYWSkpKtG6aR6xzppcvB4YMud7zVJEQlYOF3DWkndm/3/XtU6eqdybtqP2uyF1sxJFevZTPhXZXhlXVnj6/n8ITlePtASAL5GvKEGPUe/fuRVlZGd5//300atQIu3fvxpAhQ3Dp0iW88cYbWjdPEWdZ2cXFwMWL9ve1ZmuX523P6Jw5wIsvOg6eK1ZICWdasOav9OhxPeFMCWdLb5YPuI5yZNyVYVWN9RS+R4/KKe8+OYUnKsdduT65ODSjDWFQM2bMEA0aNFD0mKKiIgFAFBUV+ahVrq1cKYTJJIT0l+L+YjJJl5Urrz9Hbq78xzu7TJniuG3ePq+j9pvNQpSWut8vycn2jw0NVff1Hb1GcrL9vvULRw0xmzVoCAUd6w9QxR8hJT9Kublav4uAoSQeGaLr25GioiIkJCRo3QzZPBlbdjQ05E33sNXbb1deN3rUKM+fzxk5vWXOEuPKytR7/WnTHL+GJjky6enSCii5uUB2tnSdn8+MWvI9V2M9K1ZwaEbHDNH1XdEff/yBuXPnuu32Li4uRnFxse3/58+f93XTnPJ0bLnirB1XPahynTljPwvI23Fvd5z1lrmbMaKWt9/W2fRldyugEPmKq7GekBAOzeiUpmfUEyZMgMlkcnnZu3ev3WMKCgrw4IMPomfPnhgyZIjL558+fTpiY2NtF7PZ7Mu345K3QzvlH+/swFiJ1asdP7cvOMtj8fUBgpWrYi3MkaGg42huJODn7EpSQtMSooWFhTjtJsW4YcOGCAsLAwAcP34c7du3xz333INFixYhJMT1cYajM2qz2axJCdFXXlFWzKOib74BOna0T4iqXl36W/M0S3vlSulvT245TUA66JbbLe2uBOqSJVKWtqdMJqk9zmaMmExAfLy8qmrZ2dK+JAp6rEzmF4YpIZqUlISkpCRZ9y0oKECHDh3QokULLFy40G2QBoDw8HCEh4d720yvWSzAggXePUdGhhTUlixR7yzU2uXburUU9E+dcv8YJWPH7qZnKZkx4qw3buxYwDoC4uj2UaPkHSBx+jLR/3BoRncMkUxWUFCA9u3bo169enjjjTdQWFiIkydP4uTJk1o3TRY1ungLCoCZM9XtKrYmWqWmygvSapM7tXj5cue9cTNmuO6te/FF5sgQkbEZYvWsRYsWYdCgQQ5vU9J8rVbPktvFm5CgzuIXeiFn9S9r1jfg+IxY7joBrm6X+xpERP7CZS6d0CpQyx0DfvNN4O9/93lz/M7dUpGOisAoWYZTDn+8BhGRXIYZow4W7ooCWc88a9b0f9v8wV1WuT+qg/mtAhkRkcoYqP1AbvVIA9VvUcSaqOWqe9of+SsVX8Nac52Bm4j0zBDJZIFAzhTFtm0DK1iXT9TKyZEWylC6cIav6K09RETOcIzaz9wlRfXuDSxb5ts2WM/qExOl5DVffAOsrzF6tDSX2dEUKa2SuazJZRXfN5PLiMhfmEzmhB4CtSvOAojarElUgHqvl5hoX3hFbnlTk0mawz1rltTb4OvuZ4tFOnN2Ns1NTqY6EZG3lMQjdn3rhNJFO156SVqSsk4dZa+TlAT88Yd0xmjtjk9OVt5eq9BQaZ7zn39K7YmKkrbLfR9CAIWFwJNP+qf72d2cdpYUJSK9YaDWCaVFUZo2BSZNAo4cUbaGdGGhfRCyLubk6TrUFosU/Fevlrq3K66prZSvV7SSW9ecy+4SkV4wUGvImnW8ZAmwcaOyx1ozqUNDpYC9cqX8RLRevSoHQm9KnBYUqLdMpqOlPdUkt1QoS4oSkV4wUGukYtbx1KnyH+uo5GV6OjBypLzHnzljf9bqbYnTwkJ1S5v6svtZbtlSlhQlIr1goFZR+TPkvDznZ4TWpDFPg5ujhS4sFuDDD5U9j/Ws1dNuXmtQk7muimK+6H62zmkHKgdrLrtLRHrEQK0SufNylSaNlZeYeH1pyoq+/17qgpar/FmrJ9285YOaN+tiu1Kjhm+el8vuEpGRsDKZCpxNq7ImRpX/8fekmzkxEXjuOWklKGdnep6efZ44IY1Zuypx6khy8vU62RaL8sdrjSVFicgoGKi95OoMWQjpzNO67nNoqPyA+tJLUma33ADiafJT7drXu4O7d5f3mFmzpPHw8m0aMkTeus9K/PWXus9XEZfdJSIjYNe3l5TOy5UbUDt2BPr0kQKJnLM8a5KUXBWTptLTpQMKOWrWvN6mzz6T3pPaQRrwTea13DwCIiK9YKD2ktJ5ub7KOi6fJOWOs6Spbt3kPd4aQMePB3r2lLK+1eSrzGvW9yYiI2Kg9pLSebm+zDpOT5eSzRITXd/PWdKU3IOI1q2ByZOBmTOVt9EdX2VeO8u093WBFSIib7HWtwfKL6xRowYwcKD7taYr1o7OyZHGtssHDmsNbm+zjq3du3l50v+tY9x//eV+zNsa0ADHy3E+/7zUbazmvOny1NoH5bG+NxHpDRflcEKNQO0owFoXpHC21rSzKT/uVtLSirODiN69gTfe8E1md0gI8PLL0kXtfZCXJ3Vzu5Oby+QyIvIPJfGIWd8KOJuGdeaMdJ2QYL+CVPkpTI5omXXs6iDB0dSl1q2B1FTfTb8qKwNeeQW49Vb15zGzvjcRGRkDtUxypmFVrQp88428LmYtOTpjTk6Wxs6tQbLiQURenu+6u8srP5VNLazvTURGxmQymeRMwzp2TAowSqZV+ZunSVX+ONv0VY1v1vcmIiNjoJYpELpP3fUKAI5XrbJYpPWm/UXtfcj63kRkZAzUMgVC96nS4izA9bnHY8bIe43oaOnaWUCUwxf7kPW9icioGKhlCoTuU7lnqtbFPZSu8jVlCnD2rDSX21FAXL5cnX3oaXWx9HTg0CEpuzs7W7rOz2eQJiJ9YzKZTNbu0x49nE/D0nv3qdwz1dGjgbAwYOxYeVneFec+u1rwIjTUu30oJxHOFdb3JiKj4TxqhXxZqMTXrIU/1FzlytECHe54ug+dTY9zN1+diEhvWPDECV9UJtPzNCxHnFUe81R2tpTlrpTSfcjqYkQUSFjwxMeM3H1qTaoaOlSdxTQ8TfxSug+VJMIZ9bMhInKEgToIpacDV64ATz7p+XNYz2D9lTwXCNPjiIg8wazvIFUxK9sVPcw9DoTpcUREnmCgDlJyp5utWKGPuceBMD2OiMgTDNRBSm61rh499DH3mNXFiChYMVAHMbnVuqyJX1rXMGd1MSIKRpyeRYabbma09hIRVcTpWaSIJ9PNtAyWRp4eR0SkFAM1KeZtGU8iIpKPY9SkiKfrWRMRkWcYqEk2T9ezJiIizzFQk2yerGdNRETeYaAm2VjGk4jI/xioSTaW8SQi8j8GapKNZTyJiPyPgZpkYxlPIiL/Y6AmRVjGk4jIv1jwhBRLTwe6dWMZTyIif2CgJo+wjCcRkX+w65uIiEjHGKiJiIh0jIGaiIhIxxioiYiIdIyBmoiISMcYqImIiHSMgZqIiEjHGKiJiIh0jIGaiIhIxxioiYiIdIyBmoiISMeCqta3EAIAcP78eY1bQkREwcwah6xxyZWgCtQXLlwAAJjNZo1bQkREJMWl2NhYl/cxCTnhPECUlZXh+PHjiI6Ohslk8tvrnj9/HmazGUePHkVMTIzfXldtgfI+AL4XPQqU9wEEznsJlPcB6O+9CCFw4cIF1KlTByEhrkehg+qMOiQkBMnJyZq9fkxMjC6+IN4KlPcB8L3oUaC8DyBw3kugvA9AX+/F3Zm0FZPJiIiIdIyBmoiISMcYqP0gPDwcWVlZCA8P17opXgmU9wHwvehRoLwPIHDeS6C8D8DY7yWoksmIiIiMhmfUREREOsZATUREpGMM1ERERDrGQO1njz76KOrVq4eIiAjUrl0b/fv3x/Hjx7VulmKHDh3C4MGD0aBBA1StWhWpqanIyspCSUmJ1k1TbNq0aWjdujWqVauGuLg4rZujyLx585CSkoKIiAjcfffd+OWXX7RukmLfffcdunbtijp16sBkMuHzzz/XukkemT59Ou68805ER0ejRo0aeOyxx7Bv3z6tm+WR+fPn49Zbb7XNOW7VqhW++uorrZvltddeew0mkwmjR4/WuimKMFD7WYcOHbB8+XLs27cPK1euxIEDB9CjRw+tm6XY3r17UVZWhvfffx+//fYbZs2ahffeew//+Mc/tG6aYiUlJejZsyeGDRumdVMUWbZsGcaOHYusrCxs27YNzZs3R+fOnfHXX39p3TRFLl26hObNm2PevHlaN8Ur3377LTIzM/HTTz9hw4YNuHbtGjp16oRLly5p3TTFkpOT8dprr+HXX3/Fv//9b9x///3o1q0bfvvtN62b5rGtW7fi/fffx6233qp1U5QTpKnVq1cLk8kkSkpKtG6K12bMmCEaNGigdTM8tnDhQhEbG6t1M2S76667RGZmpu3/FotF1KlTR0yfPl3DVnkHgFi1apXWzVDFX3/9JQCIb7/9VuumqCI+Pl58+OGHWjfDIxcuXBCNGzcWGzZsEO3atROjRo3SukmK8IxaQ2fOnMGnn36K1q1bo0qVKlo3x2tFRUVISEjQuhlBoaSkBL/++ivS0tJs20JCQpCWloYtW7Zo2DKyKioqAgDD/01YLBYsXboUly5dQqtWrbRujkcyMzPxyCOP2P29GAkDtQZeeOEFREZGIjExEUeOHMHq1au1bpLX/vjjD8ydOxfPPvus1k0JCqdOnYLFYkHNmjXtttesWRMnT57UqFVkVVZWhtGjR6NNmza45ZZbtG6OR3bt2oWoqCiEh4dj6NChWLVqFZo2bap1sxRbunQptm3bhunTp2vdFI8xUKtgwoQJMJlMLi979+613X/cuHHYvn071q9fj9DQUAwYMEDWmqT+oPS9AEBBQQEefPBB9OzZE0OGDNGo5fY8eR9EasnMzMTu3buxdOlSrZvisb/97W/YsWMHfv75ZwwbNgwZGRnYs2eP1s1S5OjRoxg1ahQ+/fRTREREaN0cj7EymQoKCwtx+vRpl/dp2LAhwsLCKm0/duwYzGYzNm/erItuJaXv5fjx42jfvj3uueceLFq0yO1ybf7iyWeyaNEijB49GufOnfNx67xXUlKCatWq4bPPPsNjjz1m256RkYFz584ZtpfGZDJh1apVdu/JaEaMGIHVq1fju+++Q4MGDbRujmrS0tKQmpqK999/X+umyPb555/j8ccfR2hoqG2bxWKByWRCSEgIiouL7W7Tq6Ba5tJXkpKSkJSU5NFjy8rKAADFxcVqNsljSt5LQUEBOnTogBYtWmDhwoW6CdKAd5+JEYSFhaFFixbYuHGjLaiVlZVh48aNGDFihLaNC1JCCIwcORKrVq1CXl5eQAVpQPp+6eV3Sq6OHTti165ddtsGDRqEJk2a4IUXXjBEkAYYqP3q559/xtatW3HvvfciPj4eBw4cwMsvv4zU1FRdnE0rUVBQgPbt26N+/fp44403UFhYaLutVq1aGrZMuSNHjuDMmTM4cuQILBYLduzYAQBo1KgRoqKitG2cC2PHjkVGRgZatmyJu+66C7Nnz8alS5cwaNAgrZumyMWLF/HHH3/Y/p+fn48dO3YgISEB9erV07BlymRmZiI7OxurV69GdHS0LVcgNjYWVatW1bh1ykycOBEPPfQQ6tWrhwsXLiA7Oxt5eXn4+uuvtW6aItHR0ZVyBKz5QYbKHdA26Ty4/Oc//xEdOnQQCQkJIjw8XKSkpIihQ4eKY8eOad00xRYuXCgAOLwYTUZGhsP3kZubq3XT3Jo7d66oV6+eCAsLE3fddZf46aeftG6SYrm5uQ73f0ZGhtZNU8TZ38PChQu1bppiTz31lKhfv74ICwsTSUlJomPHjmL9+vVaN0sVRpyexTFqIiIiHdPPoCIRERFVwkBNRESkYwzUREREOsZATUREpGMM1ERERDrGQE1ERKRjDNREREQ6xkBNRESkYwzUREREOsZATWRAAwcOdLh0Z/ma2d5YtGgR4uLiVHkuT3333Xfo2rUr6tSpA5PJhM8//1zT9hBphYGayKAefPBBnDhxwu6ixxWbrl275tHjLl26hObNm2PevHkqt4jIWBioiQwqPDwctWrVsrtYl+1bvXo17rjjDkRERKBhw4aYMmUKSktLbY9966230KxZM0RGRsJsNmP48OG4ePEiACAvLw+DBg1CUVGR7Ux98uTJAODwzDYuLg6LFi0CABw6dAgmkwnLli1Du3btEBERgU8//RQA8OGHH+Kmm25CREQEmjRpgnfffdfl+3vooYcwdepUPP744yrsLSLj4jKXRAHm+++/x4ABAzBnzhy0bdsWBw4cwDPPPAMAyMrKAgCEhIRgzpw5aNCgAQ4ePIjhw4dj/PjxePfdd9G6dWvMnj0bkyZNwr59+wBA8XKfEyZMwJtvvonbb7/dFqwnTZqEd955B7fffju2b9+OIUOGIDIyEhkZGeruAKJAo/XyXUSkXEZGhggNDRWRkZG2S48ePYQQQnTs2FG8+uqrdvdfvHixqF27ttPnW7FihUhMTLT9f+HChSI2NrbS/QCIVatW2W2LjY21LeWYn58vAIjZs2fb3Sc1NVVkZ2fbbfvnP/8pWrVq5e6tOn1domDBM2oig+rQoQPmz59v+39kZCQAYOfOnfjxxx8xbdo0220WiwVXr17F5cuXUa1aNXzzzTeYPn069u7di/Pnz6O0tNTudm+1bNnS9u9Lly7hwIEDGDx4MIYMGWLbXlpaitjYWK9fiyjQMVATGVRkZCQaNWpUafvFixcxZcoUpKenV7otIiIChw4dQpcuXTBs2DBMmzYNCQkJ+OGHHzB48GCUlJS4DNQmkwmiwhL2jpLFrAcN1vYAwIIFC3D33Xfb3c86pk5EzjFQEwWYO+64A/v27XMYxAHg119/RVlZGd58802EhEj5pMuXL7e7T1hYGCwWS6XHJiUl4cSJE7b/79+/H5cvX3bZnpo1a6JOnTo4ePAg+vXrp/TtEAU9BmqiADNp0iR06dIF9erVQ48ePRASEoKdO3di9+7dmDp1Kho1aoRr165h7ty56Nq1K3788Ue89957ds+RkpKCixcvYuPGjWjevDmqVauGatWq4f7778c777yDVq1awWKx4IUXXkCVKlXctmnKlCl47rnnEBsbiwcffBDFxcX497//jbNnz2Ls2LEOH3Px4kW7eeH5+fnYsWMHEhISUK9ePe92EpGRaD1ITkTKZWRkiG7dujm9fd26daJ169aiatWqIiYmRtx1113igw8+sN3+1ltvidq1a4uqVauKzp07i48//lgAEGfPnrXdZ+jQoSIxMVEAEFlZWUIIIQoKCkSnTp1EZGSkaNy4sVi7dq3DZLLt27dXatOnn34qbrvtNhEWFibi4+PFfffdJ3Jycpy+h9zcXAGg0iUjI0PBniIyPpMQFQaciIiISDdY8ISIiEjHGKiJiIh0jIGaiIhIxxioiYiIdIyBmoiISMcYqImIiHSMgZqIiEjHGKiJiIh0jIGaiIhIxxioiYiIdIyBmoiISMcYqImIiHTs/wPTqZRiYeD7mAAAAABJRU5ErkJggg==","text/plain":["