{"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":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"}],"source":["def generate_multi_class_dataset(n_classes, mean_class, std_class, n_samples):\n"," # สร้างชุดข้อมูลแบบ multi-class\n"," # ตั้งค่า random seed เพื่อให้สามารถสร้างชุดข้อมูลเดิมทุกครั้ง เพื่อใช้สำหรับการสอน\n"," np.random.seed(RANDOM_SEED)\n","\n"," # กำหนด จำนวน features\n"," n_features = 2\n","\n"," # สร้างข้อมูล x สำหรับแต่ละคลาส\n"," x_data = []\n"," for label in range(n_classes):\n"," _ = np.random.normal(mean_class[label], std_class[label], (n_samples, n_features))\n"," x_data.append(_)\n","\n"," # สร้างข้อมูล y หรือ labels สำหรับแต่ละคลาส\n"," y_data = []\n"," y_data.append(np.zeros(n_samples))\n"," for label in range(1, n_classes):\n"," y_data.append(label*np.ones(n_samples))\n","\n"," # รวมข้อมูล x และ y จากทุกคลาส\n"," x = np.vstack((x_data))\n"," y = np.hstack(y_data)\n","\n"," return x, y\n","\n","# ทดลองสร้างข้อมูลโดยการเรียกใช้ generate_multi_class_dataset\n","# กำหนด จำนวนคลาส\n","n_classes = 2\n","\n","# กำหนดช่วงค่า Mean และ standard deviation สำหรับแต่ละคลาส\n","mean_class = [[-2,-2], [2,2]]\n","std_class = [[1,1], [0.5,0.5]]\n","\n","# กำหนดจำนวนข้อมูล สำหรับแต่ละคลาส\n","n_samples = 100\n","\n","# ทำการสร้างชุดข้อมูล\n","x, y = generate_multi_class_dataset(n_classes, mean_class, std_class,n_samples)\n","\n","# Plot ข้อมูล x, y ที่มีอยู่\n","plt.figure(figsize = (5,5))\n","plt.scatter(x[y==0, 0], x[y==0, 1], c='b', label='Class 0')\n","plt.scatter(x[y==1, 0], x[y==1, 1], c='r', label='Class 1')\n","plt.xlabel('Feature 1')\n","plt.ylabel('Feature 2')\n","plt.title('Simulated Data for Binary Classification')\n","plt.legend()\n","plt.tight_layout()\n","plt.show()"]},{"cell_type":"markdown","metadata":{"id":"AVqqOywcJItD"},"source":["สังเกตว่า ชุดข้อมูลที่สร้างขึ้นมีการกระจายของข้อมูลในแต่ละคลาสแยกกันอย่างชัดเจน สมมติว่า เราเป็น SVM ที่ต้องการสร้าง decision boundary ที่เป็นเส้นตรง เพื่อเป็นเงื่อนไขในการแบ่งคลาส จะทำได้หรือไม่\n","\n","จะเห็นได้ว่า เราสามารถขีดเส้นตรงเป็นจำนวนมากที่สามารถจำแนกคลาสได้ (*แสดงในวิดีโอ*) แล้ว SVM จะเลือกเส้นตรงเส้นไหน ด้วยเหตุผลอะไร\n","\n","เส้นแบ่งคลาส ของ SVM มีชื่อเรียกเฉพาะว่า **separating hyperplane** ทั้งนี้ เราสามารถมอง hyperplane เป็น space เชิงเส้นในหลายมิติ เช่น ใน 2D feature space นั้น hyperplane คือ เส้นตรง ส่วนใน 3D feature space นั้น hyperplane คือ ระนาบ เป็นต้น\n","\n","\n","\n","เพื่อให้การจำแนกคลาสเป็นไปอย่างแม่นยำและมีประสิทธิภาพสูง SVM ไม่เพียงแต่ค้นหา separating hyperplane ที่สามารถจำแนกคลาสของข้อมูลเท่านั้น แต่ยัง maximize ขนาด **functional margin** ซึ่งเป็นระยะห่างระหว่าง separating hyperplane กับจุดข้อมูลที่ใกล้เคียงที่สุดจากแต่ละคลาส ซึ่งมักจะเป็นจุดข้อมูลที่จำแนกได้ยากที่สุด จึงเป็นเงื่อนไขสำคัญสำหรับ SVM ที่จะตัดสินใจ จุดข้อมูลเหล่านี้มีชื่อเรียกเฉพาะว่า **support vectors** ดังตัวอย่างด้านล่าง"]},{"cell_type":"code","execution_count":3,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":507},"executionInfo":{"elapsed":592,"status":"ok","timestamp":1692639086245,"user":{"displayName":"Itthi Chatnuntawech","userId":"06267664527776052880"},"user_tz":-420},"id":"DyZKqfVe42PO","outputId":"b15f342c-0f7b-498d-eb1b-8c4306a8f3d7"},"outputs":[{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"}],"source":["# สร้างโมเดล\n","clf = SVC(kernel='linear', random_state=RANDOM_SEED)\n","\n","# สอนโมเดลจากข้อมูล x, y ที่สร้างขึ้นก่อนหน้านี้\n","clf.fit(x, y)\n","\n","# Plot ข้อมูล x, y\n","plt.figure(figsize = (5,5))\n","plt.scatter(x[y==0, 0], x[y==0, 1], c='b', label='Class 0')\n","plt.scatter(x[y==1, 0], x[y==1, 1], c='r', label='Class 0')\n","\n","# plot the decision function\n","ax = plt.gca()\n","DecisionBoundaryDisplay.from_estimator(clf,\n"," x,\n"," plot_method=\"contour\",\n"," colors=\"k\",\n"," levels=[-1, 0, 1],\n"," alpha=0.5,\n"," linestyles=[\"--\", \"-\", \"--\"],\n"," ax=ax)\n","\n","# plot support vectors\n","ax.scatter(clf.support_vectors_[:, 0],\n"," clf.support_vectors_[:, 1],\n"," s=100, linewidth=1,\n"," facecolors='none',\n"," edgecolors='k'\n"," )\n","plt.xlabel('Feature 1')\n","plt.ylabel('Feature 2')\n","plt.title('SVM classifier: Maximize the margin of separating hyperplane and support vectors')\n","plt.tight_layout()\n","plt.show()"]},{"cell_type":"markdown","metadata":{"id":"pob7qduMHaaF"},"source":["รูปแสดง separating hyperplane (เส้นทึบ) ที่มี margin สูงสุด (ระยะห่างระหว่างเส้นประ) จาก support vectors (จุดข้อมูลในวงกลม) เมื่อใช้ linear kernel"]},{"cell_type":"markdown","metadata":{"id":"DeepWXDBKe-E"},"source":["เราสามารถใช้ SVM ในการจำแนก class 0 และ class 1 อย่างง่ายโดยใช้ `linear kernel` ซึ่ง โมเดลจะสร้าง decision boundary ที่เป็นเส้นตรง เพื่อเป็นเงื่อนไขในการจำแนกคลาส ทั้งนี้ SVM มีการทำงานร่วมกับ `kernel` ประเภทอื่นๆ ที่สามารถแปลง feature space ของชุดข้อมูลเริ่มต้นให้มีมิติสูงขึ้น ทำให้ SVM สามารถจำแนกกลุ่มข้อมูลที่มีความซับซ้อนได้มีประสิทธิภาพ"]},{"cell_type":"markdown","metadata":{"id":"sWfYhDh8HYRN"},"source":["## SVM เมื่อใช้ `kernel` ประเภทต่างๆ\n","\n","Kernel ถูกนำมาใช้เพื่อเพิ่มความสามารถในการจำแนกชุดข้อมูลที่มีความซับซ้อนมากขึ้น โดยเพิ่มความสามารถในการสร้าง decision boundary ที่มีลักษณะไม่เป็นเชิงเส้น นอกจากนี้ บาง kernel ยังสามารถแปลง features ของชุดข้อมูลไปสู่มิติที่สูงขึ้น โดย kernel อยู่ในรูปฟังก์ชันต่างๆ เช่น\n","\n","- Linear kernel: ที่เราใช้ก่อนหน้านี้ เป็นการแยกกลุ่มข้อมูลด้วยเส้นตรงในมิติต้นฉบับ\n","\n","- Polynomial kernel: ใช้สำหรับการแยกกลุ่มข้อมูลที่ด้วยเส้น polynomial ในมิติต้นฉบับ เมื่อใช้ polynomial kernel เราต้องกำหนด `degree` ของ polynomial ซึ่งตัว polynomial kernel จะใช้ได้ดีเมื่อ features ของข้อมูลของเรามีปฏิสัมพันธ์กัน\n","\n","- Radial Basis Function (RBF) kernel: เป็น kernel ที่ถูกใช้งานมากและเป็นที่นิยม ]เนื่องจากสามารถจำแนกกลุ่มข้อมูลที่มีลักษณะซับซ้อนได้ดี โดยแปลงข้อมูล features ไปสู่มิติที่สูงขึ้น ทั้งนี้ RBF ยังเป็น default kernel ของ `scikit-learn` ในการทำ Support Vector Classification การใช้ RBF kernel จะใช้ได้ค่อนข้างดีในสถานการณ์ที่เรามี training data จำนวนมาก\n","\n","เราสามารถเลือกใช้ `kernel` ตามลักษณะของข้อมูลและงานที่ต้องการ\n","ดังตัวอย่างด้านล่าง ทั้งนี้ เราจะสร้างข้อมูลชุดเดียวกับที่ใช้ก่อนหน้านี้ใน tutorial ของ logistic regression"]},{"cell_type":"code","execution_count":4,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":507},"executionInfo":{"elapsed":688,"status":"ok","timestamp":1692639086928,"user":{"displayName":"Itthi 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AGPHjsWHH36I6tWro3Pnzpg3b55H3w1HDhw4AABuh9SOHDliO/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":["
"]},"metadata":{},"output_type":"display_data"}],"source":["# ทดลองสร้างข้อมูลโดยการเรียกใช้ generate_multi_class_dataset\n","# กำหนด จำนวนคลาส\n","n_classes = 2\n","\n","# กำหนดช่วงค่า Mean และ standard deviation (SD) สำหรับแต่ละคลาส\n","# เนื่องจากเรากำหนดจำนวน features เป็น 2 จึงสามารถกำหนด Mean และ SD ด้วย array ของ 2 ค่า\n","mean_class = [[-2,-2], [2,2]]\n","std_class = [[0.5,0.5], [1.5,1.5]]\n","\n","# กำหนดจำนวนข้อมูล สำหรับแต่ละคลาส\n","n_samples = 100\n","\n","# ทำการสร้างชุดข้อมูล\n","x, y = generate_multi_class_dataset(n_classes, mean_class, std_class, n_samples)\n","\n","# Plot ข้อมูล x, y ที่มีอยู่\n","plt.figure(figsize = (5,5))\n","plt.scatter(x[y==0, 0], x[y==0, 1], c='b', label='Class 0')\n","plt.scatter(x[y==1, 0], x[y==1, 1], c='r', label='Class 1')\n","plt.xlabel('Feature 1')\n","plt.ylabel('Feature 2')\n","plt.title('Simulated Data for Binary Classification')\n","plt.legend()\n","plt.tight_layout()\n","plt.show()"]},{"cell_type":"code","execution_count":5,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":397},"executionInfo":{"elapsed":7,"status":"ok","timestamp":1692639086929,"user":{"displayName":"Itthi Chatnuntawech","userId":"06267664527776052880"},"user_tz":-420},"id":"97TYVhnYG9Pn","outputId":"1f688a17-5993-45b8-f53a-2dfa7a33eb9b"},"outputs":[{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"}],"source":["# สร้างชุดโมเดล\n","models = (SVC(kernel='linear', random_state=RANDOM_SEED),\n"," SVC(kernel='poly', degree=3, random_state=RANDOM_SEED),\n"," SVC(kernel='rbf', random_state=RANDOM_SEED),\n"," )\n","\n","# สอนโมเดลจากข้อมูล x, y ที่สร้างขึ้นก่อนหน้านี้\n","models = (clf.fit(x, y) for clf in models)\n","\n","# สร้าง cmap สำหรับแสดงผลตามสีแต่ละ class\n","cmap_2classes = colors.ListedColormap(['b', 'r'])\n","\n","# ตั้งชื่อ plot ที่สอดคล้องกับชุดข้อมูล\n","titles = ['SVC with linear kernel',\n"," 'SVC with polynomial (degree 3) kernel',\n"," 'SVC with RBF kernel',\n"," ]\n","\n","# plot the decision boundaries\n","fig, axes = plt.subplots(1,3, figsize=(12, 4))\n","for clf, title, ax in zip(models, titles, axes.flatten()):\n"," disp = DecisionBoundaryDisplay.from_estimator(clf,\n"," x,\n"," response_method=\"predict\",\n"," cmap=cmap_2classes,\n"," alpha=0.5,\n"," ax=ax,\n"," xlabel='Feature 1',\n"," ylabel='Feature 2',\n"," )\n"," ax.scatter(x[:, 0], x[:, 1], c=y, cmap=cmap_2classes, s=20, edgecolors='k')\n"," ax.set_xticks(())\n"," ax.set_yticks(())\n"," ax.set_title(title)\n","plt.tight_layout()\n","plt.show()"]},{"cell_type":"markdown","metadata":{"id":"AQWIqRJGc-fQ"},"source":["รูปแสดง decision boundary ของ SVM classifier ที่ใช้ linear kernel, polynomial (degree 3) kernel และ RBF kernel"]},{"cell_type":"markdown","metadata":{"id":"9GB1DKNPOtxa"},"source":["จะสังเกตได้ว่า โมเดลที่ใช้ linear kernel สร้าง decision boundary ที่มีลักษณะเชิงเส้น คล้ายคลึงกับที่พบจากโมเดล logistic ในขณะที่ polynomial (degree 3) kernel และ RBF kernel สร้าง decision boundary ที่มีลักษณะไม่เป็นเชิงเส้น\n","\n","ต่อไปเราจะลองสร้างชุดข้อมูลที่มีความซับซ้อนมากขึ้น และเปรียบเทียบการทำงานของ SVM เมื่อใช้ kernel ประเภทต่างๆ"]},{"cell_type":"code","execution_count":6,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":507},"executionInfo":{"elapsed":9,"status":"ok","timestamp":1692639087512,"user":{"displayName":"Itthi Chatnuntawech","userId":"06267664527776052880"},"user_tz":-420},"id":"dp8INXTj_Bm0","outputId":"d9922d44-817e-497f-ef21-85e13df5955c"},"outputs":[{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"}],"source":["# ทดลองสร้างข้อมูลโดยการเรียกใช้ generate_multi_class_dataset\n","# กำหนด จำนวนคลาส\n","n_classes = 2\n","\n","# กำหนดช่วงค่า Mean และ standard deviation สำหรับแต่ละคลาส\n","mean_class = [[-2,-2], [-2,-2]]\n","std_class = [[1.75,1.75], [7,7]]\n","\n","# กำหนดจำนวนข้อมูล สำหรับแต่ละคลาส\n","n_samples = 100\n","\n","# ทำการสร้างชุดข้อมูล\n","x, y = generate_multi_class_dataset(n_classes, mean_class, std_class,n_samples)\n","\n","# Plot ข้อมูล x, y ที่มีอยู่\n","plt.figure(figsize = (5,5))\n","plt.scatter(x[y==0, 0], x[y==0, 1], c='b', label='Class 0')\n","plt.scatter(x[y==1, 0], x[y==1, 1], c='r', label='Class 1')\n","plt.xlabel('Feature 1')\n","plt.ylabel('Feature 2')\n","plt.title('Simulated Data for Binary Classification')\n","plt.legend()\n","plt.tight_layout()\n","plt.show()"]},{"cell_type":"markdown","metadata":{"id":"np-cqN4iBpKq"},"source":["ข้อมูลที่สร้างขึ้นมีประกอบด้วย 2 features และ 2 classes (class: 0, 1) โดยข้อมูลในแต่ละคลาสมีจำนวนเท่ากันที่ 100 จุด เมื่อพิจารณาการกระจายตัวของข้อมูล พบว่า ข้อมูลคลาส 0 จะรวมตัวกัน โดยมีข้อมูลคลาส 1 กระจายตัวอยู่โดยรอบ เราจะลองใช้ SVM และ kernel ที่ได้เรียนรู้ก่อนหน้านี้มาจำแนกข้อมูลชุดนี้"]},{"cell_type":"code","execution_count":7,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":397},"executionInfo":{"elapsed":642,"status":"ok","timestamp":1692639088147,"user":{"displayName":"Itthi Chatnuntawech","userId":"06267664527776052880"},"user_tz":-420},"id":"KMgSSjvo_slt","outputId":"ebc2ec9f-2ee9-44dc-a998-e1e7bfbe79fc"},"outputs":[{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"}],"source":["# สร้างชุดโมเดล\n","models = (SVC(kernel='linear', random_state=RANDOM_SEED),\n"," SVC(kernel='poly', degree=2, random_state=RANDOM_SEED),\n"," SVC(kernel='rbf', random_state=RANDOM_SEED),\n"," )\n","\n","# สอนโมเดลจากข้อมูล x, y ที่สร้างขึ้นก่อนหน้านี้\n","models = (clf.fit(x, y) for clf in models)\n","\n","# ตั้งชื่อ plot ที่สอดคล้องกับชุดข้อมูล\n","titles = ['SVC with linear kernel',\n"," 'SVC with polynomial (degree 2) kernel',\n"," 'SVC with RBF kernel',\n"," ]\n","\n","# plot the decision boundaries\n","fig, axes = plt.subplots(1,3, figsize=(12, 4))\n","for clf, title, ax in zip(models, titles, axes.flatten()):\n"," disp = DecisionBoundaryDisplay.from_estimator(clf,\n"," x,\n"," response_method=\"predict\",\n"," cmap=cmap_2classes,\n"," alpha=0.5,\n"," ax=ax,\n"," xlabel='Feature 1',\n"," ylabel='Feature 2',\n"," )\n"," ax.scatter(x[:, 0], x[:, 1], c=y, cmap=cmap_2classes, s=20, edgecolors='k')\n"," ax.set_xticks(())\n"," ax.set_yticks(())\n"," ax.set_title(title)\n","plt.tight_layout()\n","plt.show()"]},{"cell_type":"markdown","metadata":{"id":"BngeQk5Xe1Cc"},"source":["จะเห็นได้ว่า ข้อมูลชุดนี้ไม่เหมาะกับการใช้ linear kernel โดย พบว่า polynomial (degree 2) kernel และ RBF kernel สร้าง non-linear decision boundary ที่มีความเหมาะสมกับการจำแนกชุดข้อมูลมากกว่า"]},{"cell_type":"markdown","metadata":{"id":"u_HOXU7OoOwV"},"source":["## SVM เมื่อใช้ร่วมกับ Regularization\n","\n","เมื่อใช้งาน SVM ร่วมกับ kernel ที่สามารถแปลง feature space ของชุดข้อมูลเริ่มต้นให้มีมิติสูงขึ้น ทำให้ SVM สามารถจำแนกกลุ่มข้อมูลที่มีความซับซ้อนได้แม่นยำขึ้น แต่ในขณะเดียวกัน ก็ส่งผลให้สามารถเกิด overfitting ได้ง่าย เพื่อลดปัญหานี้ เราสามารถใช้งาน SVM ร่วมกับ regularization โดยในไลบรารี่ `scikit-learn` เราสามารถปรับค่า regularization strength ผ่านทางไฮเปอร์พารามิเตอร์ `C` ดังสมการ\n","\n","$$\n","C \\sum_{i=1}^{n} L(f(x_i),y_i) + Ω(w)\n","$$\n","\n","เมื่อ $L$ คือ loss function มาตรฐานของ SVM ซึ่งเป็นพจน์ที่พยายามทำให้โมเดลให้คำตอบที่ถูกต้องสำหรับจุดข้อมูลใน training data, $w$ แสดงถึงพารามิเตอร์ของโมเดล และ $Ω(w)$ คือ regularization term โดยเป็นการเรียกใช้ L2 regularization\n","\n","\n","* การกำหนดให้ $C$ มีค่าน้อย เป็นการลดความสำคัญของ $L$ ส่งผลให้โมเดลโฟกัสกับ regularization term มากขึ้น ดังนั้นโมเดลจึงไม่ได้พยายามเรียนรู้จาก training data ที่มีอยู่มากนัก ซึ่งช่วยป้องกันปัญหา overfitting\n","\n","\n","* การเพิ่มค่า $C$ ให้มากขึ้น เป็นการเพิ่มน้ำหนักให้กับ $L$ ส่งผลให้โมเดลสามารถเรียนรู้จาก training data ได้มากขึ้น\n"," * ถ้าหากเราเพิ่มค่า $C$ จนมากเกินไป โมเดลจะโฟกัสกับ $L$ มากขึ้นเรื่อย ๆ จนไม่ค่อยสนใจ regularization term ทำให้มีโอกาสที่จะเจอปัญหา overfitting ในกรณีที่โมเดลเรามีจำนวนพารามิเตอร์เมื่อเทียบกับจำนวนข้อมูลได้\n","\n","\n","(ข้อมูลเพิ่มเติม [Scaling the regularization parameter for SVCs](https://scikit-learn.org/stable/auto_examples/svm/plot_svm_scale_c.html))\n","\n","เรามาลองดู decision boundary ว่าจะมีลักษณะเป็นอย่างไรเมื่อเราใช้เทคนิค regularization ด้วยค่า $C$ หลาย ๆ ค่ากัน"]},{"cell_type":"code","execution_count":8,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":397},"executionInfo":{"elapsed":1124,"status":"ok","timestamp":1692639089267,"user":{"displayName":"Itthi Chatnuntawech","userId":"06267664527776052880"},"user_tz":-420},"id":"KksTN9jm0K8c","outputId":"d4d78c9f-37a4-44b8-f81e-9d8f378519ea"},"outputs":[{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"}],"source":["# สร้างชุดโมเดล\n","models = (SVC(kernel='poly', degree=10, random_state=RANDOM_SEED, C=0.001),\n"," SVC(kernel='poly', degree=10, random_state=RANDOM_SEED, C=1),\n"," SVC(kernel='poly', degree=10, random_state=RANDOM_SEED, C=10000)\n"," )\n","\n","# สอนโมเดลจากข้อมูล x, y ที่สร้างขึ้นก่อนหน้านี้\n","models = (clf.fit(x, y) for clf in models)\n","\n","# ตั้งชื่อ plot ที่สอดคล้องกับชุดข้อมูล\n","titles = ['SVC with polynomial (degree 10) kernel, \\nC=$10^-3$',\n"," 'SVC with polynomial (degree 10) kernel, \\nC=$10^0$',\n"," 'SVC with polynomial (degree 10) kernel, \\nC=$10^3$'\n"," ]\n","\n","# plot the decision boundaries\n","fig, axes = plt.subplots(1,3, figsize=(12, 4))\n","for clf, title, ax in zip(models, titles, axes.flatten()):\n"," disp = DecisionBoundaryDisplay.from_estimator(clf,\n"," x,\n"," response_method=\"predict\",\n"," cmap=cmap_2classes,\n"," alpha=0.5,\n"," ax=ax,\n"," xlabel='Feature 1',\n"," ylabel='Feature 2',\n"," )\n"," ax.scatter(x[:, 0], x[:, 1], c=y, cmap=cmap_2classes, s=20, edgecolors='k')\n"," ax.set_xticks(())\n"," ax.set_yticks(())\n"," ax.set_title(title)\n","plt.tight_layout()\n","plt.show()"]},{"cell_type":"markdown","metadata":{"id":"hsioPQcMX04D"},"source":["ตัวอย่างนี้แสดงให้เห็นของปัญหาที่เกิดขึ้นเมื่อเราใช้ค่า `C` ที่มีค่ามากจนเกินพอดี ส่งผลให้เกิด decision boundary ที่มีความซับซ้อนเกิดกว่าสิ่งที่ควรจะเป็น (overfitting)"]},{"cell_type":"markdown","metadata":{"id":"ASiXinso96ZA"},"source":["## SVM Pipeline\n","\n","ต่อไปเราจะลองพัฒนาโมเดล SVM อย่างครบกระบวนการ ด้วยชุดข้อมูลที่จะสร้างขึ้น"]},{"cell_type":"markdown","metadata":{"id":"3H6G4zaql__3"},"source":["### Generate 3-class dataset"]},{"cell_type":"code","execution_count":9,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":507},"executionInfo":{"elapsed":16,"status":"ok","timestamp":1692639089268,"user":{"displayName":"Itthi Chatnuntawech","userId":"06267664527776052880"},"user_tz":-420},"id":"G67JIqDH2I0H","outputId":"0afb9309-a225-4bb8-cec6-46eb8e0785a6"},"outputs":[{"data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAAeoAAAHqCAYAAADLbQ06AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/bCgiHAAAACXBIWXMAAA9hAAAPYQGoP6dpAAChY0lEQVR4nO2deXwTdf7/X9NoS29oKWdCy1EFvFZRFNhqKyioYDUUEFgFV1BXwBYUVr+wlLqgriC0nB67P/DiLFG8FgVstSu664WLcixgC7QUKFRaLimk8/tjOmmOOT6TTJJJ+n76yKM2mcx8ZlLynvf1enM8z/MgCIIgCMKQRAR7AQRBEARByEOGmiAIgiAMDBlqgiAIgjAwZKgJgiAIwsCQoSYIgiAIA0OGmiAIgiAMDBlqgiAIgjAwZKgJgiAIwsCQoSYIgiAIA0OGmghJ0tLSMH78+KAce86cOeA4LijHlqOiogIcx2HVqlXBXgoAYPz48UhLSwv2MpgoLS0Fx3EoLS0N9lIIQhIy1ISh2LlzJ3JycpCamopWrVqhc+fOuOOOO7BkyZJgL00Xli9fHlRjeuTIEfzhD3/AlVdeifj4eLRu3Rp9+/bFG2+8AVIT1s7HH3+MOXPmBHsZDp5//nm89957wV4GoTOXBXsBBCGyfft2ZGVloUuXLpg4cSI6dOiAw4cP4+uvv0ZRURGmTJni2Hbv3r2IiAi9+8zly5ejbdu2QYsGnDhxApWVlcjJyUGXLl1w8eJFbNmyBePHj8fevXvx/PPPB2VdocrHH3+MZcuWGcZYP//888jJycF9990X7KUQOkKGmjAM8+bNQ2JiIr755hu0bt3a5bXjx4+7/B4VFRXAlYUP1157rUeId/LkyRg2bBgWL16Mv/71rzCZTMFZHEEQkoSeS0KELQcOHMBVV13lYaQBoF27di6/u+eoV61aBY7j8K9//QtPPvkkUlJS0Lp1azz22GNoaGjAqVOn8NBDD6FNmzZo06YNZsyY4RLqlctTsuZ+V65cidtvvx3t2rVDVFQUevfujRUrVnis+eeff8bnn38OjuPAcRwyMzMdr586dQp5eXmwWCyIiopCjx498Le//Q2NjY0u+zl16hTGjx+PxMREtG7dGuPGjcOpU6cU16dGWloazp07h4aGBqbt//nPf+K2225DfHw8EhIScNNNN2H16tWK71mwYAH69++P5ORkREdHo0+fPiguLvbYbsuWLfj973+P1q1bIy4uDldeeSX+7//+z2WbJUuW4KqrrkJMTAzatGmDG2+8UfX4AFBZWYn77rsPsbGxaNeuHaZOnYoLFy54bFdWVoYRI0agS5cuiIqKgsViwdSpU3H+/HnHNuPHj8eyZcsAwPF5Otcu6Hm+Fy5cQH5+Pnr06OFYz4wZM1zWznEczp49izfeeMOxlmBFbgh9IY+aMAypqan46quv8NNPP+Hqq6/2ah9TpkxBhw4dUFBQgK+//hqvvfYaWrduje3bt6NLly54/vnn8fHHH2P+/Pm4+uqr8dBDD+my9hUrVuCqq67Cvffei8suuwwffPABnnjiCTQ2NmLSpEkAgMLCQkyZMgVxcXGYOXMmAKB9+/YAgHPnzuG2225DVVUVHnvsMXTp0gXbt2/Hs88+i+rqahQWFgIAeJ5HdnY2/vWvf+Hxxx9Hr1698O6772LcuHGa1nv+/HmcPXsWZ86cweeff46VK1eiX79+iI6OVn3vqlWr8Mc//hFXXXUVnn32WbRu3Ro//PADNm/ejDFjxsi+r6ioCPfeey/Gjh2LhoYGrF27FiNGjMCHH36Ie+65BwDw888/Y+jQobj22mvx3HPPISoqCvv378eXX37p2M/rr7+OJ598Ejk5OcjNzcVvv/2G//73v/j3v/+tePzz589j4MCBOHToEJ588kl06tQJb731Fj777DOPbTds2IBz587hT3/6E5KTk/Gf//wHS5YsQWVlJTZs2AAAeOyxx3DkyBFs2bIFb731lt/Ot7GxEffeey/+9a9/4dFHH0WvXr2wc+dOLFq0CP/73/8cOem33noLEyZMQN++ffHoo48CALp37y57PYgQgicIg/Dpp5/yJpOJN5lMfL9+/fgZM2bwn3zyCd/Q0OCxbWpqKj9u3DjH7ytXruQB8IMHD+YbGxsdz/fr14/nOI5//PHHHc9dunSJN5vN/G233eZ4rqSkhAfAl5SUuBynvLycB8CvXLnS8Vx+fj7v/k/n3LlzHmscPHgw361bN5fnrrrqKpfjivz1r3/lY2Nj+f/9738uzz/zzDO8yWTiDx06xPM8z7/33ns8AP6ll15yOZ+MjAyPdSrxwgsv8AAcj4EDBzqOocSpU6f4+Ph4/uabb+bPnz/v8przdR83bhyfmprq8rr7NWpoaOCvvvpq/vbbb3c8t2jRIh4AX1NTI7uG7Oxs/qqrrlJdqzuFhYU8AH79+vWO586ePcv36NHD47OX+jxfeOEFnuM4/uDBg47nJk2a5PG3ILcPb8/3rbfe4iMiIviysjKX51955RUeAP/ll186nouNjXX5d0GEBxT6JgzDHXfcga+++gr33nsvfvzxR7z00ksYPHgwOnfujPfff59pH4888ohL+PHmm28Gz/N45JFHHM+ZTCbceOON+OWXX3Rbu7MnWldXhxMnTuC2227DL7/8grq6OtX3b9iwARkZGWjTpg1OnDjheAwaNAh2ux1ffPEFAKF46bLLLsOf/vQnl/NxLrRjYfTo0diyZQtWr17t8EKdw7pybNmyBadPn8YzzzyDVq1aubym1rLmfI1+/fVX1NXVISMjA99//73jeTHtsWnTJo+Qv/M2lZWV+Oabb1TX68zHH3+Mjh07Iicnx/FcTEyMw/uUW+vZs2dx4sQJ9O/fHzzP44cffmA6nl7nu2HDBvTq1Qs9e/Z0+du4/fbbAQAlJSVM6yFCFzLUhKG46aabYLPZ8Ouvv+I///kPnn32WZw+fRo5OTnYtWuX6vu7dOni8ntiYiIAwGKxeDz/66+/6rbuL7/8EoMGDUJsbCxat26NlJQUR56RxVDv27cPmzdvRkpKistj0KBBAJqL6Q4ePIiOHTsiLi7O5f1XXnmlpvWmpqZi0KBBGD16NN555x1069YNgwYNchjrM2fO4OjRo45HTU0NAKGOAIBXqYkPP/wQt9xyC1q1aoWkpCSkpKRgxYoVLtdn1KhRGDBgACZMmID27dvjgQcewPr1612M2J///GfExcWhb9++SE9Px6RJk1xCxXIcPHgQPXr08LihkLp2hw4dwvjx45GUlIS4uDikpKTgtttuA8D2eep5vvv27cPPP//s8bdxxRVXAPAstCTCD8pRE4YkMjISN910E2666SZcccUVePjhh7Fhwwbk5+crvk+uYlnqed6pmEzOG7Tb7aprPXDgAAYOHIiePXti4cKFsFgsiIyMxMcff4xFixbJekrONDY24o477sCMGTMkXxe/lP1FTk4OXn/9dXzxxRcYPHgwFixYgIKCAsfrqampqKio8Hr/ZWVluPfee3Hrrbdi+fLl6NixIy6//HKsXLnSpQgsOjoaX3zxBUpKSvDRRx9h8+bNWLduHW6//XZ8+umnMJlM6NWrF/bu3YsPP/wQmzdvxsaNG7F8+XLMnj3bZc3eYrfbcccdd6C2thZ//vOf0bNnT8TGxqKqqgrjx49n+jz1PN/GxkZcc801WLhwoeSx3G9CifCDDDVheG688UYAQHV1td+O0aZNGwDwqJ4+ePCg6ns/+OADXLhwAe+//76LRy8VkpS7IejevTvOnDnj8KDlSE1NxbZt23DmzBkXr3rv3r2q61RC9KRFb++hhx7C73//e8frYhhXLE766aef0KNHD+b9b9y4Ea1atcInn3zi0lq3cuVKj20jIiIwcOBADBw4EAsXLsTzzz+PmTNnoqSkxHF9YmNjMWrUKIwaNQoNDQ2wWq2YN28enn32WY+QvEhqaip++ukn8Dzv8jm4X7udO3fif//7H9544w2XYsMtW7Z47FPu89TzfLt3744ff/wRAwcOVE0vGE0xj9AHCn0ThqGkpERSHevjjz8GoD28q4XU1FSYTCZHLlhk+fLlqu8VvXXntdfV1Ul+KcfGxkq2Uo0cORJfffUVPvnkE4/XTp06hUuXLgEA7r77bly6dMml9ctutzMrt4khbHf+8Y9/gOM43HDDDQDgCIWLjwEDBgAA7rzzTsTHx+OFF17Ab7/95rIPqc9OxGQygeM4lwhFRUWFh4pWbW2tx3t/97vfAYCjFenkyZMur0dGRqJ3797geR4XL16UXcPdd9+NI0eOuLRInTt3Dq+99prHWt3Ph+d5FBUVeewzNjYWgOcNnp7nO3LkSFRVVeH111/32Fas3ndej6+teoTxII+aMAxTpkzBuXPncP/996Nnz55oaGjA9u3bsW7dOqSlpeHhhx/227ETExMxYsQILFmyBBzHoXv37vjwww+Z8n933nknIiMjMWzYMDz22GM4c+YMXn/9dbRr184jCtCnTx+sWLECc+fORY8ePdCuXTvcfvvtmD59Ot5//30MHToU48ePR58+fXD27Fns3LkTxcXFqKioQNu2bTFs2DAMGDAAzzzzDCoqKtC7d2/YbDbmvOm8efPw5ZdfYsiQIejSpQtqa2uxceNGfPPNN5gyZYqql5yQkIBFixZhwoQJuOmmmzBmzBi0adMGP/74I86dO4c33nhD8n333HMPFi5ciCFDhmDMmDE4fvw4li1bhh49euC///2vY7vnnnsOX3zxBe655x6kpqbi+PHjWL58Ocxms8PDv/POO9GhQwcMGDAA7du3x+7du7F06VLcc889iI+Pl137xIkTsXTpUjz00EP47rvv0LFjR7z11luIiYlx2a5nz57o3r07nn76aVRVVSEhIQEbN26UrGno06cPAODJJ5/E4MGDYTKZ8MADD+h6vg8++CDWr1+Pxx9/HCUlJRgwYADsdjv27NmD9evX45NPPnFEnfr06YOtW7di4cKF6NSpE7p27Yqbb75Z8TMlQoBglZsThDv//Oc/+T/+8Y98z549+bi4OD4yMpLv0aMHP2XKFP7YsWMu28q1Z33zzTcu24mtVO7tL+PGjeNjY2NdnqupqeGHDx/Ox8TE8G3atOEfe+wx/qeffmJqz3r//ff5a6+9lm/VqhWflpbG/+1vf+P/3//7fzwAvry83LHd0aNH+XvuuYePj4/nAbi0ap0+fZp/9tln+R49evCRkZF827Zt+f79+/MLFixwaVE7efIk/+CDD/IJCQl8YmIi/+CDD/I//PADU3vWp59+yg8dOpTv1KkTf/nll/Px8fH8gAED+JUrV7q0V6nx/vvv8/379+ejo6P5hIQEvm/fvvyaNWtcrq97e9Y//vEPPj09nY+KiuJ79uzJr1y50uNabtu2jc/OzuY7derER0ZG8p06deJHjx7t0rb26quv8rfeeiufnJzMR0VF8d27d+enT5/O19XVqa774MGD/L333svHxMTwbdu25XNzc/nNmzd7tGft2rWLHzRoEB8XF8e3bduWnzhxIv/jjz96XONLly7xU6ZM4VNSUniO41zORa/z5Xmhtetvf/sbf9VVV/FRUVF8mzZt+D59+vAFBQUu571nzx7+1ltv5aOjo3kA1KoVJnA8T0r8BEEQBGFUKEdNEARBEAaGDDVBEARBGBgy1ARBEARhYMhQEwRBEISBIUNNEARBEAaGDDVBEARBGJgWJXjS2NiII0eOID4+nqT2CIIgiKDB8zxOnz6NTp06ISJC2WduUYb6yJEjJGBPEARBGIbDhw/DbDYrbtOiDLUoL3j48GEkJCQEeTUEQRBES6W+vh4Wi0VR9lakRRlqMdydkJBAhpogCIIIOixpWComIwiCIAgDQ4aaIAiCIAwMGWqCIAiCMDAtKkdNEATRUrDb7bh48WKwl9Fiufzyy2EymXTZFxlqgiCIMILneRw9ehSnTp0K9lJaPK1bt0aHDh181u0gQ00QBBFGiEa6Xbt2iImJIXGnIMDzPM6dO4fjx48DADp27OjT/shQEwRBhAl2u91hpJOTk4O9nBZNdHQ0AOD48eNo166dT2FwKiYjCIIIE8ScdExMTJBXQgDNn4OvtQJkqAmCIMIMCncbA70+BzLUBEEQBGFgyFATBEEQIQPHcXjvvfeCvYyAQoaaCBp2O1BaCqxZI/y024O9IoIggsnRo0cxZcoUdOvWDVFRUbBYLBg2bBi2bdsW7KUBEKq5Z8+ejY4dOyI6OhqDBg3Cvn37/H5cMtREULDZgLQ0ICsLGDNG+JmWJjxPEETwCfSNdEVFBfr06YPPPvsM8+fPx86dO7F582ZkZWVh0qRJ/j04Iy+99BIWL16MV155Bf/+978RGxuLwYMH47fffvPvgfkWRF1dHQ+Ar6urC/ZSWjQbN/I8x/E84PrgOOGxcWOwV0gQocn58+f5Xbt28efPn/dpPxs38rzZ7Prv02z277/Nu+66i+/cuTN/5swZj9d+/fVXx/8D4N99913H7zNmzODT09P56OhovmvXrvysWbP4hoYGx+s7duzgMzMz+bi4OD4+Pp6/4YYb+G+++YbneZ6vqKjghw4dyrdu3ZqPiYnhe/fuzX/00UeS62tsbOQ7dOjAz58/3/HcqVOn+KioKH7NmjWS71H6PLTYI+qjJgKK3Q7k5gr/9N3heYDjgLw8IDsb0El9jyAIDdhsQE6O57/Rqirh+eJiwGrV95i1tbXYvHkz5s2bh9jYWI/XW7duLfve+Ph4rFq1Cp06dcLOnTsxceJExMfHY8aMGQCAsWPH4vrrr8eKFStgMpmwY8cOXH755QCASZMmoaGhAV988QViY2Oxa9cuxMXFSR6nvLwcR48exaBBgxzPJSYm4uabb8ZXX32FBx54wIcroAwZaiKglJUBlZXyr/M8cPiwsF1mZsCWRRAEgncjvX//fvA8j549e2p+76xZsxz/n5aWhqeffhpr1651GOpDhw5h+vTpjn2np6c7tj906BCGDx+Oa665BgDQrVs32eMcPXoUANC+fXuX59u3b+94zV9QjpoIKNXV+m5HEIR+aLmR1hNe6s6AkXXr1mHAgAHo0KED4uLiMGvWLBw6dMjx+rRp0zBhwgQMGjQIL774Ig4cOOB47cknn8TcuXMxYMAA5Ofn47///a9P5+EvyFATAYVV8tZHaVyCILwgWDfS6enp4DgOe/bs0fS+r776CmPHjsXdd9+NDz/8ED/88ANmzpyJhoYGxzZz5szBzz//jHvuuQefffYZevfujXfffRcAMGHCBPzyyy948MEHsXPnTtx4441YsmSJ5LE6dOgAADh27JjL88eOHXO85i/IUBMBJSMDMJuFEJoUHAdYLMJ2BEEElmDdSCclJWHw4MFYtmwZzp496/G63CSw7du3IzU1FTNnzsSNN96I9PR0HDx40GO7K664AlOnTsWnn34Kq9WKlStXOl6zWCx4/PHHYbPZ8NRTT+H111+XPFbXrl3RoUMHl1ax+vp6/Pvf/0a/fv00nrE2yFATTOjVqmEyAUVFwv+7G2vx98JCKiQjiGAQzBvpZcuWwW63o2/fvti4cSP27duH3bt3Y/HixbKGMD09HYcOHcLatWtx4MABLF682OEtA8D58+cxefJklJaW4uDBg/jyyy/xzTffoFevXgCAvLw8fPLJJygvL8f333+PkpISx2ue584hLy8Pc+fOxfvvv4+dO3fioYceQqdOnXDffffpfj1cUK0LDyOoPcs7/NGqIbVPi4VaswjCF/RozxLbJ91bKAPRPnnkyBF+0qRJfGpqKh8ZGcl37tyZv/fee/mSkhLHNnBrz5o+fTqfnJzMx8XF8aNGjeIXLVrEJyYm8jzP8xcuXOAfeOAB3mKx8JGRkXynTp34yZMnO67P5MmT+e7du/NRUVF8SkoK/+CDD/InTpyQXV9jYyP/l7/8hW/fvj0fFRXFDxw4kN+7d6/s9nq1Z3FNJ94iqK+vR2JiIurq6pCQkBDs5YQEcq0a4h23L60adrtQlFJdLYTSMjLIkyYIX/jtt99QXl6Orl27olWrVl7vx2YTqr+dC8ssFiHapXdrVjij9HlosUfUnkXI4u9WDZOJWrAIwohYrcK/a7qRNgZkqAlZqOeZIFoudCNtHMhQE7KwtmBs26bfXTeFwwmCIFwhQ03IwtqCMXdu8/+bzUJVtzd5LKm8mC/7IwiCCAeoPYuQRa1VQwpRD1jrFCyxaM091O7t/giCIMIFMtQEAOk+aaWeZznEwrO8PPZea7WiNa37IwiCCCco9B2GaM3zqoWci4s9X1dCLDIrLRWOq7YOKlojCIKQhwx1mKE1z8s60s65VWPXLte8tBwjRwK1terroEEdBEEQ8lDoO4zQmufVEnIWWzVGjwYGDmRbj7ORVloHDeogCIKQhwx1mOBNntfbkXbeFJkprYMGdRAEwQrHcXjvvfeCvYyAQoY6TPDG6HobcvamyExpHTSogyAIADh69CimTJmCbt26ISoqChaLBcOGDXOZWBVMbDYb7rzzTiQnJ4PjOOzYsSMgxyVDHSZ4Y3R9CTmLRWadO7s+n5SkfR1K+zObfdMTJwjCS/QamcdIRUUF+vTpg88++wzz58/Hzp07sXnzZmRlZWHSpEl+PTYrZ8+exe9//3v87W9/C+yBVcd2hBHhPD2rpMR10o3cw2kIDX/pkjDByn1KjvO0HItF2E6OS5eEfa5eLfzculX7OpT2p3RsgiBc0WN6Fs/z/hmZp8Jdd93Fd+7cmT9z5ozHa7/++qvj/+E2PWvGjBl8eno6Hx0dzXft2pWfNWsW39DQ4Hh9x44dfGZmJh8XF8fHx8fzN9xwA//NN9/wPM/zFRUV/NChQ/nWrVvzMTExfO/evfmPPvpIda3l5eU8AP6HH35Q3E6v6VlU9R0miHneqirpPDXHCa8753nFkHNOjvC68/tYQ87uesB2u/Z1KO2PIIgAw9oKoiO1tbXYvHkz5s2bh9jYWI/XW7duLfve+Ph4rFq1Cp06dcLOnTsxceJExMfHY8aMGQCAsWPH4vrrr8eKFStgMpmwY8cOXH755QCASZMmoaGhAV988QViY2Oxa9cuxMXF6XpuehAyoe8VK1bg2muvRUJCAhISEtCvXz/885//DPayDIO3eV69Q86UbyaIECZI6kP79+8Hz/Po2bOn5vfOmjUL/fv3R1paGoYNG4ann34a69evd7x+6NAhDBo0CD179kR6ejpGjBiB6667zvHagAEDcM0116Bbt24YOnQobr31Vt3OSy9CxlCbzWa8+OKL+O677/Dtt9/i9ttvR3Z2Nn7++edgL80weGt0rVagogIoKQFWrxZ+lpd7f9NM+WaCCFG8bQXxEV7qxoCRdevWYcCAAejQoQPi4uIwa9YsHDp0yPH6tGnTMGHCBAwaNAgvvvgiDhw44HjtySefxNy5czFgwADk5+fjv//9r0/n4S9CxlAPGzYMd999N9LT03HFFVdg3rx5iIuLw9dffx3spRkKrUZXrBdZuxbYsQNobAzOOgiCMABBUh9KT08Hx3HYs2ePpvd99dVXGDt2LO6++258+OGH+OGHHzBz5kw0NDQ4tpkzZw5+/vln3HPPPfjss8/Qu3dvvPvuuwCACRMm4JdffsGDDz6InTt34sYbb8SSJUt0PTddUM1iG5BLly7xa9as4SMjI/mff/6Z+X3hXEzmDVL1IgGqGyEIwg/4XEzmTVWqTgwZMkRzMdmCBQv4bt26uWz7yCOP8ImJibLHeeCBB/hhw4ZJvvbMM8/w11xzjepaA11MFjIeNQDs3LkTcXFxiIqKwuOPP453330XvXv3lt3+woULqK+vd3m0RKS6LORUzEQqK2lqFUG0OIKoPrRs2TLY7Xb07dsXGzduxL59+7B7924sXrwY/fr1k3xPeno6Dh06hLVr1+LAgQNYvHixw1sGgPPnz2Py5MkoLS3FwYMH8eWXX+Kbb75Br169AAB5eXn45JNPUF5eju+//x4lJSWO16Sora3Fjh07sGvXLgDA3r17sWPHDhw9elTHKyGBqik3EBcuXOD37dvHf/vtt/wzzzzDt23bVtGjzs/P5wF4PMLNo1ZqaZLrskhOZrtxVmvPIgjCOOjSnrVxo9Cb6d63KT7nx1DbkSNH+EmTJvGpqal8ZGQk37lzZ/7ee+/lS5w8eLi1Z02fPp1PTk7m4+Li+FGjRvGLFi1yeNQXLlzgH3jgAd5isfCRkZF8p06d+MmTJzuuz+TJk/nu3bvzUVFRfEpKCv/ggw/yJ06ckF3fypUrJW1Kfn6+5PZ6edRc04mHJIMGDUL37t3x6quvSr5+4cIFXLhwwfF7fX09LBYL6urqkJCQEKhl+hWlIRyAdJeFVkpKqGWKIEKB3377DeXl5ejatStatWrl/Y6kvlgsFqFlgwpNmFH6POrr65GYmMhkj0K6j7qxsdHFELsTFRWFqKioAK4osKi1OyYl+W6kAZpaRRAtDveReSzzcgm/ETKG+tlnn8Vdd92FLl264PTp01i9ejVKS0vxySefBHtpQYGl3fHkSX2ORVOrCKIFQupDhiFkDPXx48fx0EMPobq6GomJibj22mvxySef4I477gj20oKCWrujXuhdN2K30006QRCEFkLGUP/jH/8I9hIMRSDC0Rynr4qYUj6d0l4EQRDShFR7FtGMHuHo5GRP9TARi8U7FTG5gTty7WBiPp3awAiCIKQJGY+acEVtCAcLK1YIhrisTNhPTQ2QkiIYb29C0nIe88KFwLRp8vl0jhPkg7OzKQxOEAThDhnqEEVp8hUrKSn61YsoVaCPHKn8XlE+eMkSYMoUMtYEQRDOUOg7hJEbfpGczPZ+vfLcLBXoLEydCqSlURicIAjCGTLUIY7U8It169jeq1fblZ4V6JSzJgiCcIVC3waHpZ3JPXxttyvnrzlOeF2t7Yq1lUrPCnTKWRMEoQTHcXj33Xdx3333BXspAYM8agNjswmh4KwsYMwY4SdLaFjMXwOe2vri72ptV1qOrcUzl9P6d8ZPI28JgjA4R48exZQpU9CtWzdERUXBYrFg2LBh2LZtW7CXhosXL+LPf/4zrrnmGsTGxqJTp0546KGHcOTIEb8fmwy1QfG1nUkuf202q7ddaT12//6AklStOHBnwwb5djApSLqUIIKHvdGO0opSrNm5BqUVpbA32v16vIqKCvTp0wefffYZ5s+fj507d2Lz5s3IysrCpEmT/HpsFs6dO4fvv/8ef/nLX/D999/DZrNh7969uPfee/1/cNWxHWFEqMyjvnRJfk60OMSGdaqV0mQtPY69cSPbJC5x4M6lSzy/aFHQRt4SRFijy/Qsnuc37trImxeaecyB42FeaOY37vLf5Ky77rpL8zxqnuf5GTNm8Onp6Xx0dDTftWtXftasWXxDQ4Pj9R07dvCZmZl8XFwcHx8fz99www38N998w/M8z1dUVPBDhw7lW7duzcfExPC9e/fmP/roI+Y1/+c//+EB8AcPHpR8Xa/pWZSjNiBqxVnOoWG51ir3/PLIkWz5Xi3Hrq0Fhg9X32dyspBvBoQ1TJkCvPyy7zl0giD0x7bbhpz1OeDh+o+zqr4KOetzUDyyGNZe+koJ1tbWYvPmzZg3bx5iY2M9Xm/durXse+Pj47Fq1Sp06tQJO3fuxMSJExEfH48ZM2YAAMaOHYvrr78eK1asgMlkwo4dO3D55ZcDACZNmoSGhgZ88cUXiI2Nxa5duxAXF8e87rq6OnAcp7g+PSBDrQN661ezhnzltpMSHklKEp6bOVN5bZs2sR27qgp45hm2bU+edL2pUOoBZ82hEwShP/ZGO3I353oYaQDgwYMDh7zNeci+MhumCP3+ge7fvx88z6Nnz56a3ztr1izH/6elpeHpp5/G2rVrHYb60KFDmD59umPf6enpju0PHTqE4cOH45prrgEAdOvWjfm4v/32G/785z9j9OjRfh+bTDlqH/G24EsJ1uIsqe3k8su1tUB+PtC+vfza7HbgnXfYjl1To60ly/2mwpccOkEQ/qHsUBkq6+X/YfPgcbj+MMoO6Vvpyfswj3fdunUYMGAAOnTogLi4OMyaNQuHDh1yvD5t2jRMmDABgwYNwosvvogDBw44XnvyyScxd+5cDBgwAPn5+fjvf//LdMyLFy9i5MiR4HkeK1as8HrtrJCh9gF/6VeL8qByFdJicZZ7aFhJeETk5En5tZWVCQZYjZQU4aGFffs8n5PqAS8vJyNNEMGi+jRbOI91O1bS09PBcRz27Nmj6X1fffUVxo4di7vvvhsffvghfvjhB8ycORMNDQ2ObebMmYOff/4Z99xzDz777DP07t0b7777LgBgwoQJ+OWXX/Dggw9i586duPHGG7FkyRLFY4pG+uDBg9iyZYvfvWmADLXXsKhx5eU1D6XQgpb2KuchGEuWsHm5PC+9NtaQ+9ix2qq3AeD116WvhdgDPnq08JPC3QQRPDrGs4XzWLdjJSkpCYMHD8ayZctw9uxZj9dPnTol+b7t27cjNTUVM2fOxI033oj09HQcPHjQY7srrrgCU6dOxaeffgqr1YqVK1c6XrNYLHj88cdhs9nw1FNP4fXXX5ddp2ik9+3bh61btyKZVQbSR8hQe4mWoitvYAkNu4fdp05l37/U2lhD7kOHqnv97lRWen8t5CZyEQShLxldMmBOMIOD9D9sDhwsCRZkdNG/0nPZsmWw2+3o27cvNm7ciH379mH37t1YvHgx+vXrJ/me9PR0HDp0CGvXrsWBAwewePFih7cMAOfPn8fkyZNRWlqKgwcP4ssvv8Q333yDXr16AQDy8vLwySefoLy8HN9//z1KSkocr7lz8eJF5OTk4Ntvv8U777wDu92Oo0eP4ujRoy4evF9grkMPA/Rsz1q9mq3FaPVq344j1161caPQKsWyBta1ia1Zavvt3Fk4vtY1eHMtNm70bBczm5vbvQiCaEaP9qyNuzby3ByO5+ZwLu1Z4nP+bNE6cuQIP2nSJD41NZWPjIzkO3fuzN977718iVOvJtzas6ZPn84nJyfzcXFx/KhRo/hFixbxiYmJPM/z/IULF/gHHniAt1gsfGRkJN+pUyd+8uTJjuszefJkvnv37nxUVBSfkpLCP/jgg/yJEyck11ZeXs4DkHyUyPSS6tWexTWdeIugvr4eiYmJqKur8zmvUFoqeLJqlJToM53KGbtd8KR91dd2XptYub5pkxBWV5rIJXrRxcXA118D8+drPx4LchO5nI9P+WyCaOa3335DeXk5unbtilatWnm9H9tuG3I357oUllkSLCgcUqh7a1Y4o/R5aLFHZKi9RDSWar3A5eX6511ZbxLkcF+bVDtXRATQ2Ki8DzEsz3LDYLFouxZqNyP+vL4EoSf2RjvKDpWh+nQ1OsZ3REaXDF1bm5zRy1ADgV13uKKXoaY+ai8JZi+wL9Ka7muT81qVjDQgbK/Fo9d6LfQQfSGIYCPlmZoTzCgaUmR4z9QUYUJmWmawl0GAisl8Ili9wKxFXw8/LAidOOO8NpZ2Lj0YMkRYh5YiMF9FXwjCn7DoYIsKX+59yaLCl203zXIl2KDQtw7orUzGcjzWsDsgvzZfQ+haMZuFKATLDUwwawAIQgkWL9neaEdaUZqseAgHDuYEM8pzy3UNJ+sZ+iZ8R6/QN3nUOhDoXmCTCVi4UN5IA82hZqW1scqFytG2rRBNYG3R0iIE463oC0H4E1YvOVgKX0R4QoY6BLHZgGnTpF9zD23L9R9rkQuV48QJoL6ePXSuRQhGj5naBKEnajrYAJC3OQ/2RnvQFL5EGtWKTIiAoNfnQMVkIYZc8ZfIwoXNYijuldzOoWdWudCEBOEhV9h1+rS29WspAhNrAKTOo7CQWrOIwKLFSw6WwldkZCQiIiJw5MgRpKSkIDIyEhxryIvQDZ7n0dDQgJqaGkRERCAyMtKn/ZGhDiFYir+eeELYbvRoz+3E0HNxMbtK2B//CPztb4K2d32992t3h7UIzGoVRmQGsgaAIKTQ4iWPvGokzAlmVNVXSXrgYo5ab4WviIgIdO3aFdXV1Thy5Iiu+ya0ExMTgy5duiAiwrfgNRnqEEKtZQkQvOQxY+Q1yDlOMPa//cZ2TNFI6mmkAfbKdaA5z04QwUSLl2yKMKFoSBFy1ueAA+dirEV5zsIhhX7pS46MjESXLl1w6dIl2ElvN2iYTCZcdtllukQ0yFCHEKxeqFJaREv/c0qK4L3OmcO2PQtiRToVgRGhhqiDzeolW3tZUTyyWLJC3N8KXxzH4fLLL8fll1/ut2MQgYMMdQghNSrSn9x8s28h5kALwRCEP/HGS7b2siL7ymxS+CJ8gqq+QwS7HXjttcAe89//Fo7rTdi5oCDwQjAE4W9EL7lzgusftznBjOKRxZJesqjwNfqa0chMyyQjTWiGBE9CBL3ESUSN7t9+E9qr1CgpEcLU7dsDJ0+y7V9JbEXqOfKuiVAjFHSwQ2GNLRnS+g5D9JDKFEPPRUWCsSwsZDuuySR488OHsx3HObTt7I2rtYwRRKhgdB3sUNYYJzyh0HeIoKVKWsTdU3UOPWdns+2jXTvBm79wQSgqS05WPt7TT7saXVF0ZepUwdC7F7I5t4zJibMQBMEOaYyHHxT6DhHU9L2dET3ndeuEym2pMDPLGMmkJCA6mr1K3H1OtJQHLYfJ5GqctXragdZbJwgjEiyNcUI7FPoOQ5TGarrDotzlvD+5nmuWnLT7eziuWSJ01Ch2eVF3D9rZ01Yz1hRSJwgBLeppRg7dE65Q6DuEUBqrWVAArF4tFH+Vl0uHn93DylarEKp29zwjIoC4OO/WKEqETpjg2/hMVl1wUVJVLqTOMgCEIMKFYGuME/6BPOoQQQztXrgArFolPHf8uHqYV8nbBIAFCzwNamMjcOaMb+vVQ8lMTRdcSVLV2bvPzqYwONEyCJbGOOFfyFCHAErGVqnHWW6AR1WVUNiVnOyb1xso5Cre1SRVtQwAIYhwQFRPUwp/A0DNWYaJPIRhoNC3wfE2tKvmbQLac9DBQq7inbVlTY/WNkIf7I12lFaUYs3ONSitKIW9MXjl/UZai16YIkxYdOci1e2e+vSpsDjflgJ51AbGl9AuywCPUCApSV4XnLVlzZvWNkJ/jNTba6S16E3b2Laq21BBWWhBHrUBEYu/5sxhD+26Ey5eZG6ua0uZc1Fc//5CCkBuOA3HARYLDQAxAkbq7TXSWvwBFZSFH2SoDYbNJvQ3Z2UBc+eyvUfKKIeDF5mcDMycKfy/83UZM0b42b27MHcb8DTWNADEONgb7cjdnCs5cUp8Lm9zXkBCsUZai7+ggrLwgwy1gZDLR6shqoc5t19lZKh7m8nJwk8dxqX6hRUrBCOrlKdfsEBoMaMBIMZFS29vS1qLvxALysSJXu5w4GBJsDjGcRLGh3LUBkEpHy2HqB42frx0RbicQIpomMVpXO4V5QkJ+rRX+UpKCluefu1a4MABYPt2UiYzIpv2bGLaLhCh2JYQFvZmHCdhbMijNgjeFH+J6mFyFeGAvECK6G1arUBFhSCUsno1sHUrEB/v9WnoSnU1ewvW9u1CC9bo0cJPMtLGwN5oxzs732HaNhCh2JYSFvZmHCdhXMijDiBKetTeFH9FRAjiJO44V4SXlwtV4Uo62CZTc59xaalg6I1Ax476tWCRFnhwKDtUhppz6j27KTEpAQnFimHhqvoqyTw1ACRHJ4dFWNjay4rsK7Np1GUYQIY6ANjtwLx5Qii6trb5eWc9am+Kv6SMtIi72Aer4Ic3NwyDBgmeuF6IM60zMqQr2qVQun5+1wKnuwBZWEPIY68dGxADIoaFh6+Xn9l68vxJbNq7KSy8TqOP4yTYoNC3n7HZgPbtgfx8VyMNuIqWqBV/eYtWw9uunfZjqBlp0fA+9BAQG8u2T7Fam6UoTqkFy+9a4FLl6GlpJDLeBGsIOftKxrmrOpB9ZTaSo+XntXLgQr7yWyQcRV1aImSo/YjNJkh1yimAOQ+eAIT8qt6SnsFu0xIL2c6fB958Ezh7Vng+KUmYrpWU5Pke5+fEKV/ivtz3Dci3YLGos6kN/VCEJoKoYsQK5LJDZTh5Xl6WLxwqvwGhXzytKA1Zb2RhjG0Mst7IQlpRWsj3ibdEyFD7CdFIqCGGqOfNE1qN9MJbsY/jx/VbA9BsdN1vVn79VZiX7R5lAITnnO2c0tQwpRYsLVrgmvH7XUB4IIaaAXgY62BVILeEyu9wF3VpaZCh9hNaq7iLivTzpkVPc8IEYP1619GWciMvRfT0wF96ST5krXSuUnbOvTpdapynO37VAvfrXUB4YbQK5HCv/G4Joi4tDSom8xNav/ylPEtWTCZXgyt6sfn5zc+ZzUJofc0a5aIqMSdcVeX7jcNf/wqcPu3de6UmXzlXp7PgVy1wmgiiCSNVIKtVfnPgYE4wh2zltxZRFyo0Cw3Io/YTWr78k+XrWhQRVcXWrm32NAsKhDCze6i5shKYP189neqcE/YVb420Mxs3Snv+LPhaiKYITQTRjFiBPPqa0chMywxam5ARw/F60hJC+y0NMtR+grWKm+OAJ59k22dKiuvvYo42J0fwNEeOBF5/Xds65cLM06Zp24+/WLrU+0JqXwrRVPHrXQDhb4wWjteTcA/tt0Q4nte7zti41NfXIzExEXV1dUhISPD78cSiYEA6jJycLMh4ZmcLhkgu3Cy2N+3f7ymTCTS38B47Bkyd6v16S0oEg19cDDzwgLHqoER76I1+t1QftcUiGGmf+qjlPmBfFhsE7I12Q4Skg0E4nru90Y60ojTV0H55bnnIn2soo8UekaH2M1JGIilJeE6cDFVWBmzaJBgOd5S+86X27QurVwNRUUJLWSBx1yJX2s5sForItHrBftMk8dtdQGAI57nMLRnbbpuiqMvGkRvp8w0yWuwRFZP5GatVXsJT6jvevTDMbJb+zhedOT1vs9q1EwZ8BIKUFOCVV4T/Z73ZkCowY0VrIRozSh+wwRFbeNy9LrGFJ9RDwAQRLpBHHSTkDK3oXeblCd//Ut/5drsQKtfLkxY91ZUrBTlQf5OSIqw9MlL4XfR2N24UctJqrF7dPIea8A4xPCpXHUzhUf/TcKkBy79djgO1B9A9qTueuPEJRF4W6fN+6bMNDbTYIyomCwIsoxs3bpR3zLyZtCWHc1HVhx/qs0+lY3Gc4ElHOn0fid4ua8hdav42oY2WMJfZyMzYMgMxz8dg6idTsfSbpZj6yVTEPB+DGVtm+Lxv+mzDDzLUQcBXrQw9W3PbtBHy39nZwNtv67dfKdSUxMRCajk4TijAGz+epLV9hVp4gseMLTMwf/t82HnXO0w7b8f87fN9Ntb02YYfIWOoX3jhBdx0002Ij49Hu3btcN9992Hv3r3BXpZX+KqVoWdrbm0t8PXXwk3BiRP67deZ+Hjg00/VlcRMJuWQttr8bTLW7IRCC084DpRouNSAhV8tVNxm4VcL0XCpwetjBOuzDcfPyyiEjKH+/PPPMWnSJHz99dfYsmULLl68iDvvvBNnxSkPIQSrod21Szq0m5EBtG2r33rmzwfee0+//blz+jTwxz8Kle0iUlKmNpuy3nlcnPTz7r3gajKpBHDi7AmYOPn8ZDCGZTgTrgMlln+73MOTdsfO27H82+VeHyMYg1DC9fMyCiFbTFZTU4N27drh888/x6233sr0HqMUk9ntwuhLuala7kjNTt6wQRA40YuYGODcOf32545zmxkgPR/6/Hn2ayJHQYEg+uK32dNhgFy1tzMcOJeq70D2G8utTzQ8/q5G9+e5Tvl4CpZ+o14xOfmmyVhy9xKvjyNeQwAu19Ef1zDYn1eo0iL6qPfv34/09HTs3LkTV199NdN7QtVQy/VSz5gheMOhAscJPeS+GmNvjguEjP6IX1GrCAYAE2fCmuFrMOKqEQCke607x3fGo30eRXpSuq7GLNgVy/7uKy/8uhBTP1FXJVo0eBHybsnz6VhS52JJsKBwSKFuhjPYn1coE/aGurGxEffeey9OnTqFf/3rX7LbXbhwARcuXHD8Xl9fD4vFEnRDXVoqFEFpQU7so7gYeOIJoKZG1yWGHb6IpYQTpRWlyHpD/Y+vZFwJMtMymbxvQD9jpnV9ehIIz7DhUgNino9RDH+bOBPO/d853Vq1/BkJCebnFeqEfXvWpEmT8NNPP2Ht2rWK273wwgtITEx0PCwWS4BWqIw3VdtyleA5OUKYV8+cdThCUycFtFQEK41LdEevOcfBqlgO1GjIyMsiMa2fspD+tH7TdDHSgP8HoVCFeWAIOUM9efJkfPjhhygpKYFZqZcHwLPPPou6ujrH4/DhwwFapTRikdOuXd7vQ8rIv/ii/yq2RZKS1AeMBAst62rpUye1VASr9eM6o5cxC1bFciB7j1+64yVM7z/do5jPxJkwvf90vDDwhZCpng6F7oFwIGQkRHmex5QpU/Duu++itLQUXbt2VX1PVFQUoqKiArA6dfTS5XavGLfZXOdO+4vrrhOGdrDqcgcSsxmYMIHtOrT0qZNiRbCaAa45W4NLjZc07VuPOcfBmhUdaM/wpTtewtysuR7KZB/u+9Aj52tk7fVwn+1tFELGo540aRLefvttrF69GvHx8Th69CiOHj2K8+fPB3tpqohyob4YaampiaLCWSAoKRHERpKSAnM8FpKTga1bhbzzzJk0dZIFU4QJi+5cpLrdU58+hXax7bw6hi/GLFizolnPVU/PMPKySOTdkocldy9B3i15+HDfh8hZn+NxE6VXWsEfhPtsb6MQMoZ6xYoVqKurQ2ZmJjp27Oh4rFu3LthLU0RJLpQVudnJekqJsnDypCCQUlAg9Cz7gh5h9JMnheshPvw2ezrMaBurXtBwuF5IEyn148rhqzEL9Kxo224bxr03TnEbf/eVBypH7g/Ceba3UQip0HcootWYJicD0dGefcDOE7Sch1gEGp4XDOL69UBjI7B4Mft7OQ7o3Bl45BFgyRLB6ItYLMIMbFHwhPXjds45W61CFbxUj3aITJ0MCKwe7/Gzx1E0pAg563PAgVMtKtMzzGntZUX2ldm6VSzLVT+z9pQD/vUMteTIjVg9rffnRbgSMoY6VNFavHTypBDONZmE97ZrisgdPy4UotXUANOmBdaTdqe2VpiypaXSXMxtnz8veOQizrO5TSbgllu05fLdc84hPHUyYGgpAMpMy0TxyGKPflx3/GHMxIplX5HrjV505yJM/XSq6g1I54TOqjliX9ugwqF6Wq/Pi/AkJPuovSUYgife9Ezn5QGLFulXgGYEkpOlhU6kxEjE6viRI129bvf3UV+0d4giFWoFQM4iFc6GaF/tPrz+3euoPO0/IQ29UOqNZmk7A4CtD27FwG4DFY/hq0gK9SO3PMJe8MRbgmGoxdnRVVXs4dyUFGDZMmDUKONVWHvDSy8JIXK5Gw45oysW4QGu14GUxnzHV4nJQEqKeguLChsLq62rMfoa6WkxeomkeHPzRIQ2YS94Eko4FzmxUlMjqI2Fg5EGgP/+17uxnmLOubNrjYrquExCHV8LgPwtpOEN7tObSitKfTbSgHyqQM8CMKqeJpSgHHUAsFqBOXO09Tv7W8AkkJw5w7adVD6fcs7+I5wKgKTCz0nRvvUSqhXH6V0AJt48SYXRjZhWIAIHGeoAkZ4e7BUEj/bt2baTEyMxmYDMTN2WQzhh9AIgtRC7vdGOeWXzkF/qeRdce16mwEEC95w1ixfLWti1cZfQnsFyExRON0+EflCOOkBoKSpLSWlZQzaoMIyQQq1Iy7bbhtx/5roUtWlB9JhfvvNlTPt0muYpU6wFYFJrJwgqJpMhmIaataiM44DZs11bmMIZKgxr4YiiAG55DbUiraf7P40F2xcwV267417s5U1xnFoBmNoxiZYNGWoZgj2PWq6KWSQ5GXjtNeDCBWDMmMCuLVhYLCRG0mKR6j80m2EvXIi0Q9MUZxxHcBGKoyLdSYpOcgmF69VOJlc9LwdVbxMiZKhlCLahBqS/m9xFP7ZtEwRF1IiLYy/UMiKLFgFTplC4u0Ui3rW6f/1wHEpTeWSN1/dwWx/cClOESXPel8XTlgrRq0H90IQWe0TFZAFGzyrmp54KXohcVBobNQrwVm69fXv/G2mZyCoRTJQE8Hke1fH6Hs6SYPGqhYxVyMS5AGzjro1Y+s1S1X0bWWGMMB7URx0ExCrm0aOFn+6G4/hxtv1ceaVvwzFGjRK8cm8wmwWt8bVrhZ8qo8El8ffISZtNqAvIyhJSCVlZwu824w0hMhzuPcm6DoNQEcDveFq/QwHAA1c/4JWR1jLJSqyeH957ONP+aT4zoQUKfRuQ555j67kuKABuvVW7RCkAREQIQzW08OCDwODBggCJu2fq7Lm2ayfcBEhJhookJwPHjvnPu1WIrAKg4jUl9JDEFJEMHa9br1iEYeeAtDygKhGSWV8t8p/i9uty1iElNoUp9M2iaGZOMKMit8JjH6QwRrBCOWoZQsFQ22zAcLabcpjNwIEDQPfu2iRKfcFsFpTWlIyc3S6EtYNlqMUKe62SpUHDQPF5vSQxxX1JGnzzRFhHKt+J2noBOaOEI7v3N3tT6R3BRaCRb74zVbrxYG27KsgswOzbZnuu3Ud5VqJlQBKiIYqYumOlshLYvl1+DrM/qKoSPFWp8LE4TGPOHGUjDQivu0uG6oXaaFE5ydKgYKD4vJ6SmIqh411zYPt9svwfLMfBesaC4pwNkhKneTfnsZ2QE85G2rEOiRA2wJ4/zi/Nl3w/zWf2Hr+mXEIYKiYzEFpnVwOCEzZ6tPQcZn/A88L3a16eUBQnOn7eTPrats0/ziPraFGtI0h1Ry4+L94NBTg+r5ckpprB58Ah7y4gezsPEzjpiSuFhbBeZUV2r/s9Qudlh8pQ+O9CL8/SbR2b85B9ZbZLGFpL/jhvcx6Gpg/F9srtLmskhTHt6JlyCTfIUBsIbwyHWJBltQKJiWxtXb7i7JFmZsrbGzXmzgVWrVIPpWuFtUjN38VsiqhUPkveDfkZvWYiMxn8iydRtrIAmTNfd7m7s1s6o+yvE1GdfgEdK0qR0SXD46Ygo0sGzAlmZqERxXVI3HiI+2dptzpcfxjmRWbUnGuWEnQ2Li2xBcsb8Ri5lIsY+fAmEhEKE95YodC3gdBiODhOEAvJcJoXwFotrhfV1YK9efRR7/PjSqF0b8nIEHLQCpFVj2sXcAwYn2f1JNW2q6qvYtpP9fXpQEUFUFICrF4N2/oCpOUCWeX5GGMbg6w3spBWlCZZYS03acob3G88nPfPgrORBpTD6kB4h3dtu21IK0pD1htZip+hM3qmXHxZh5EhQ20g1AyMO4WFrs5WoD3Ejh2BefPU89FKiAY+L08w+nrgPFrU/Vo6RVaDW0hmwPi86EnKGT8OHCwJFtlpUoDwBTn1k6lMx+sY39HRq2j7XRRyds3x0O2WM3pyeWBvkLrxsPayoiDTO5ECJeMSbgbEGa0tbSJaUi7+XIeRIUNtIJQMjDMWi2f60m4XHkm+TfZjQvRI+/fXPmtbCn84j4afZW3A+LyvM5HFL0h3D9Mdd4PvrUdl7WVFRW4FSsaVYLV1NQoyC9A2ui3DmbpSc1Z6vTMzZqJzvHc3AlLGJRwNiIgvXrFeKRdf12FkyFAbALFaes0awdCuX+9pYFJSBK+zpERoK3I2NGLh8KBBQC37ZD+vcPZIt2/X93h6O49Wq0tkVfLaBQ2Dxue9rVhW+oKUwtng++JRiUIjo68Zjdm3zUbVtCq0jdFmrJ/69CnHF7dzWLrsUBkKBxeCa/rPG0TjEq4GRMSXz1CvlIuv6zAyVEwWZGTmEmDhQsE4q7XWelvI5S1mc/MQjTVr2N6TkADU16tv5w/n0bCzrMXwSU5Osx6rSJDj895ULKt9QYqkxKTglaGvuBh8PT2qyMsi8erQVzUNyhC/uGvP10pWHT/d/2ms2bnGJSzfNqYtTpw7obpv0bjoVVFvVHz5DNWKA0WRGKWUix7rMDLkUQcR0ci61xRVVQnKXrW18jKjgHLhsN7MmuXpkbIa1vvvVw/JB724KxgYOD7v7Kmy6GSzfvEtGrzIwytn9aj21e5j2s6b/PWmPZtkw9Lzt8/HuYvnXJ6PjIhEcnQycz4/XA2IiC9esa8pF73WYWTIUAcJte4cQL3Aypu+a28wmwURE/cbBpbit4gI4I031EPkDzzA5jw6pwlKS/UrQAsaho7PK+D2QXSMacf0NinjmdElA+Z4dbH41797nTk0LOavFw1exLT9OzvfUQxL1/7m+gdcfaYaJ8+fdPRjOyNlXMLVgIj4Woiol0iMHgWRRoQMtR9RMip6dOcEqiD4/Hlg0ybP51mK31j1xP/xD0EARcnwGkjES1/UprQYDYkPIiNrHMyXs3uYzpgiTJjYZ6LqYStPV2rKLZoiTDDHm2Hi5K8nBw4pMSmqBXDuiAY6OTrZo+BMyriEqwER0cMrdi8OLBlXgvLcck3903p650aCDLWfUDMqenTnBKog+ORJ+V5nueitVltTWysUw8kZXqU0gd592IQCMh+EqfIIit4+CTB6mO6kJ6UzHV4uNCzVm2zbbcPI4pGw88pe+NhrxzId2x0ePE6eP4lV961SNS7hakCc0cMr1ppy8dc6jAYN5fADLJObkpLYpl6VlMgXQ4nDJwIxkENtkIXzXIljx4CpbK20kscBXFO0ITdkI1xh+CBsA5KQe3+0S+GVJcGCwiGFil+QrIMwSsaVeBRbbfh5A574+AmX4q7O8Z3x26XfcPK8fJO/iTNhzfA1SIlNYTq2HKutqzH6mtFM20rJZLJcn1DCKIpgRlmHHDQ9S4ZAGGpWo7J/v/LUK1bjI94UANqNdWwscPastvdI3Ti4D3+qqgL+8Adt+3XG/dxLS32/qSF0gPGDsH+2FWVdTZq+IL0dDzljywzM3z5f86mIlIwrQUaXDMVjs+xDS6V2MA2I0Y1XS0KLPaL2LJ1hzT2LU6987c4RQ8/eDOSYMYNt7rUz7qF4qfaytto1J1xw1xI3oIhXy4TxApuOHkdmFpuH6XhPU2g4Z32OxyhLudBw8c/FPhlpQAilKx1bDW/yymJ4N9DQ0IvQhXLUOqPFqOjVneNcODx5Mtt78vKAmTO1SZYCrnnx4mJhdrb7DcIJ9fZSJsRraUARr5aJnz8ILblFe6MdT3z8hFfHcUassvZWkvTlO18OCY80nFXRWgLkUeuM1u8yq1UYkOQcOvZm9KOzsMfSperbi0OZ5Lx6d8RwtNjrvGGDUKTsT8RrJLaBqaUJWlwfdiBx1qiV6LWzc0BZKlCdmoSOFjsyGu3MBsw9HHtgygGPsZHu+yo7VKa5UtsZKRENZ6GXbb9sw9yyuar7SYlN8XoNeqEWzmYaOyox7pMwDmSodcYbo6KnepbW47OEzt1D8cXFwMiR+qxX7njOa/RGxMs9b+6PudctBpVh47ZeQO4QoDIRAGqBtwfBHG9G0V3qIVWlcKxSgZYvwiBKVdZiWDpUBEpYwtnhrorWEqDQt84Ee3KTN8d3Dp3n5XnmmJ1D8Rs2COIk/kJpjaxpgrDttw4Gcn1x4su9gOEjgUq3WpjK05UYvn64YkjVl3CsL8IgLG06egmU+HOkJev1C5WbDkIeqvr2E1JOSEoKMHasEHb2t4cndXyLpVmnWwk5b9RmE3LSesBxQhQ1OlrbGtU8ZZbWOKOLfhkGlRYGOwe0n8HhZLT8V0hydDKOPX3Mw3MVq7zlPD2pKm/nEG+72HYY/954j7GYSvTt1BfPD3yeqT/X3mhH+wXtZdu75KrQnfFn8ZaW61d2qMzr1jfCf1B7lgyBNNRAs1HZtAl45x2gximlZjYLnq8/jYae4V+1tjMpIiIEZTK5cHVxsT75edY1Ur+1RmTascR89JauwPO3qe9m64NbMbDbQNdda+ybljJ6ydHJin3SUiRHJ+O1Ya85DKVcfte224bh65XvSjeO3ChrcEVv1z0vLIbdfRXe0HL91NrPWG46CP2h9iyDYDIJdTdFRZ4enqiopaeHJ2WY9cp9e6MrLsqHJiUJ6mYizhO4gMCt0b3ti1BBooXBNR/NRmlFqYeh1hKOlTN6opFOapXkocUtx8nzJzF8/XBsHLkRACQ93oV3LsS0T6cp7ic5OhnZV2ZLvhaI4i0t18+b1jfCWFCO2o/oMXiDFX/nZb3tUeY4Iby9dSvw9tvAokXACy8IxlvvgRrUb60z7VwHbdh6ATkS+WhvYM0Bt4ttpzrnuu5CHUb21lbd+OgHj2L4+uGS+d2RxSNVR3aePH9SVnc8EDORtebQw1FWsyVBHrUOyIWYA+XhyeVl9fTa97FNGPSA54Vr8OWXwOuve87d1jP8T/3WOmKzAU8+6fjVzgmeNA9AZq6ELJlpmR7/SDIG9GeaQQxA1WjaeTvW71qPoelD8eG+D5nWJBcy1yJ2IufVavF2vVUK82aGszdzxgljQIbaR6SKtkQDdOEC2z588fDUvHaOE7x2sW/aG2w2YcylL0gpoOkd/qd+a52QuPMrS9UW7hZJjk5G5g+1wG1pLv9ITGYzip4bjZz6BYrh2ONnjzMf64uDX2hfoA/IebVa5mu7F4SxFpupqanx4LHwzoWy7WdEaEGhbx9Qm+jE6oX64uHpMS5TCaUbAV/RO/wf7Na4sEDmA6+O8253r6X8EaYRoyT/kVgfWYCn296LCM71ayiCi8DT/Z+GtZdVUxtWfUO9d4vUiNpIStHbVSO/NN8npTA1NbWpn04lxbEwgQy1l7Dkn19/XVmik+OEdiRfPDxv8rJKc7Ld8aaITAu+3ki4o5csa4tF5gPveEbbbszxZmzM2QDr7DWy/0hsPXksqNnkMYbSztsxf/t8PPf5c7ixw40ehjyQSM2P5sErFl+ZIkxYeOdCr44nesZ5m/OYeq6tvayyxyJ50PCBDLWXsHiylZXAxInC7/7y8LTmZbUWnWkJy8udIwt6Fng5C7isXi38LC8nI82EzAeRcRAw1wGcTGSFA4eUmBS83fP/UGKehYrrV8F6tI1iD7Yj5y1Dfmk+Ev+WgEa+UeNJKMOBQ3J0sqQRFl+3JFiwIWcDkqKTPF5Pjk5WPYYv0qJais3sjXbZCnWtRp8wLmSovYTVsKSn+9fDE/OyLF67Wqheyliz3ggUFEifY0EB2/v1LvASZVlHjxZ+UrhbwKGU9eM7KH2vEPbV77iGVWQ+CBMPFG0W/t/dWAsGj8cr7zdi7APPI3PCXJhuHwT7qBEoTQPWXA2UpgnGWcSR81a5mWvUOeeSEJmA4pHFeG3Ya05rb8Y5Px4REYHa855tX7Xna1U9VT1Uvlj2EYgKcyL4UDGZl2jxZDMz9RX2cIZVBxvwrugsIwNITnbtg3ZGLNCaOVN4uJ8jIKQAtBR4kU63f5BUyqoTDLD1dFMFZHY2YDbDfqQSZV2E3HTHM4JHbd0NFK/37KM2X56EwrdPwrq7+Y9E6Lf+1XU78Vi7NeS8NURlWARQ4qPiHf3LxSOLJfuoC4cUIvvKbKQVpcn2QgNCD7ZcL7QvEqda9kHyoC0DUibzElEFS80ABUoFS00yVEZkyoOSEtdWMRbZ0I0blSMDoicPyCuUie9XqqKn0LX3yCplNf1avB6w7uGA4mLY6r5G7s75skbWMSkrHuj41Bxk/OV1mA5XNR+rSf9bOIDTwZqOtXE98FMKkH+7Pudm4kxYO3wtincXY93P61S3d5bKlGuPYlX+KsgswOzbZns8b2+0o8PLHXDinPaZr1qUwrQqvBHGgSREZdBbQlSLAQoESp7omjVCTlqNt98WQtjV1YLexbhxws2IHMnJwLFj6jcjLNrjpNPtH1R1oXnAXA+UFwGb+icjZ1CtskHf7fRCSoqLNq6dA9pPB05GQ9ob5oH4C8DpKHHHXp+Wg/U562HtZUW7Be0kQ9XurLauVpzMBQBrdq7BGBvDPxjIS4lO/WQqCr8uZNqHiFaJUfGz1SIP6k3vtrf93oQ8JCEaIORGRLpLZAYKpXGZrKH6qVNdNcnVOHmSTbBFbe52IPrBWyqqeUwOOJwIlKYCuTedlCzw4jnBWOcNAbL3CDlrAB5/LKWpwMkYhcVwwOlWELxrH410SkwKXhn6Cqy9rCitKGUy0gBbSFlL6FpODjT7ymzNhloMvbMqhWmVB/VmUIg/h4sQbJCh9hE1A2QU1MRARLQYaRHWwjqlGwnS6fYfrPnJ0jRlURPRoJelApkVMvvoyrgoHYx05dRKRF4WCYD9HJOik2T7n50Re6HVVNEAeMxyFr3PqvoqpMSk4MS5E7KKZ+YEM1Zlr8Lxs8dVPVU5r1bsp5bLt4vGVC79IbZxSXnx3ryH0B8y1DqgZICMglLRma/oUbFNOt3+Q4/CJmc8CsHathVCK35RxYGLURe9xFeGvuIw0gD7OebenMsUshU9VbUJWiLijYKU96nE+YvnUXehTjUUr+bVqsmDejMoJBDDRQg2qD3LC7QIhhgJOTGQRC+kIQF9BFtEWI2925wI/xGqH7IEonco2zfMA5Y6eS/ZHRfxk5QUYPnyph1xzPtgxm3JckMk1M4REKrCZ2bMZD60tZcVBZls/YUd4zs6vE9WIw2ot3rZG+147vPnZAeIOL9XlAcdfc1oj5nb3rRxUeuXcSBDrRF/T6nyN85iIHl5gjNUV+f9/vSS5FTrBxcZNy4A1zrUP2Q3RO8Q8Iw4i0VihZuBzIOA+XIFIZAmg55x0OnJZcuAESMcd4CZFUDyWSgqmUQgQtGgery36feCpOEo/91KWK/wHC/peo6e++bA4bVhr2n2/GZmzETneGmJTpHk6GT0N/dXnfIlhZIoiW23DamFqcgvlRDKV3mvO960cVHrl3HQZKjPnz+Pf/3rX9i1a5fHa7/99hvefPNN3RZmRLwRDDEiznOyT2jvHgEgVHvrWYWtpNPtzJEjfr7W4fIhu9GsC+2qQW2ub6rkPmOBacNGFN0vIwTiZNAdhWTTpwtGGnDcAZo+K8FrPfIUc9BP9X9K8hjNB/P8neOBv5dvBAYOkr1pktO+tiRYFHOpDhGYnWtQWlHqYvRMESYsvmux/MlAmMT14pcvavKknZHyTEXvvOq0QsuFzHul2FfLNnjAOYWgdZQm4T+Y27P+97//4c4778ShQ4fAcRx+//vfY+3atejYFLM8duwYOnXqBLuBQ4S+tGeJfdNyBU+B7pv2BbVzYWHrVmDgQN2W5ECqjcsdv13rcPqQm3AvQOpv7o/tldtRXVeFjuU1yDiXAlOnzi4VkFL5UEudYKStu9Ec7hZ7EyWw7bbhyX8+6WJozPFmFN0l5FS15nJFSlYBmQeV+/W0tBKxVDTbG+1ov6C9rJgKBw5totswV53LIbaNqbXTKb1XCrmCMGfk2ri0tn4R7Pilj/r+++/HxYsXsWrVKpw6dQp5eXnYtWsXSktL0aVLl7A31N4KhhgR1nORIhC2ats2YNAg9e10v9bh9CHDt7YaF2MX0w4ZhwDT0eOa2hrUDKbz67tqdmFu2VzVfa4uBkb/BM1/iFJr2bR3k7QIjFsvM6uoiK+IoiTeHE9O0ESL0ZfqBxeNPOA6q1trvzfhiV/6qLdv346tW7eibdu2aNu2LT744AM88cQTyMjIQElJCWJjY31euJEJp6pkb9cYqFGRxxlHEOt+rcPoQ/a1rcZjbnF37WswRZiQackQeup+qgYqylyMvPMxSitKmQy1o5BNQ7+e5A1LvBnnL51nqmhmzcHGRcbhTIPGMWNo9kzFtjEtOV/397qjVhAmUpBZIPn3wNr6RfgXZkN9/vx5XHZZ8+Ycx2HFihWYPHkybrvtNqxevdovCzQKWqdUGRnWNSYmuhaade4sTAO7cEFwPv3VLx60ax0mH7Jh2mo06MGKVduyYdYm9TSXQjZA9aZJ7oal8rSy8XLO/bLmYL0ZxyklSqI156s0cpPV6Kcnpcu+ptb6Rfgf5r+snj174ttvv/V4funSpcjOzsa9996r68KMhpYpVUaH9VyOH28eFSlOwcrP938hdNCudZh8yEFvq7HbgeeeE0TiGYvyxBnOckYacCtkE1G4aVK6YWGl+nS1entb04jP+gv1mvdvTjBjXc46JEUnOYrZ+pv7q7aaie8VIyNyBXF6FYQptX4R/ofZUN9///1Ys2aN5GtLly7F6NGjEc6y4UpVyYEKCesF67lERgpRxagoYM6cwBVCB+1ah8mHHNS2GpsNSE0V7uikEL8j8vJcetNtu22yc5UdlelNA0FK04A11wClN6XAPqC/7FJYw75KdIzvqNr6xYPHbam3adpvm1ZtsPXBrVh450JM+3Qast7IwhjbGGS9kYXuS7pj9NWjZY8HCKHqitwKR2FeWlGayz7SitJg221jusmwJFiY1NqI4EFDOTTCMlwiEOgxCpLlXLQWQus5ojJo19ooH7KXBHSikvMHvm+fvIGWXIBQlCdbldz064b1QM5ucXSm24hNheI4LYM13JGqaPa2Ul2OUVeNwvqf18sWsz3d/2ms+WmNy/FSYlKw7O5lGHHVCMea1AriAFBBmAEJ2+lZX3zxBebPn4/vvvsO1dXVePfdd3Hfffcxv1+v6VnBnpes5yhItXPRUghdW6v/iMqgXetgf8g+ELC2GpZeOiVWr4Z91EimyV4vfwKMGtFkuyUkRYtHFgtCKE6fWanFjqy3GdoH3I+pYMDsjXbMK5snK0KiF+JnNP+O+ZjyzymoOdcswi/enIgzs2WvndPnvGnvJs+WuwQLFYQFkbA11P/85z/x5Zdfok+fPrBarUEz1MEk0KMgWcdj5uUJBplGVBoDv7fVyP0haqGkBKVpYPL+254BTsRCUkiFAwfz5Ukof6WVy1xsu6Uz2j1ah1q7tkrs5OhkvDbsNcnr402Ps96In+GczDlMNwxi5IRGVRoLLfYopCRE77rrLsydOxf3339/sJcSFNRGQQIeqT+fYS1wfuedwK6LUEZOpUtOK1sTSn+ILDgV5bHmyU/EQVbtjAePwxdPoszkquJlqjyC3C3a26WUhEv0yHv7injjVfTvIqbtxWtMBWGhS0gZ6paOllGQesFSCJ2Sojwe0x/rItSx9rKiIrcCJeNKsNq6GiXjSlCeW+57qFPtD5GFpqI8PeUnPaZ68Txm/gtI/k3715ycfjbrjcXwXmxTt7yFB6/r/G3C2IS1ob5w4QLq6+tdHqFMMPQ4WAqhx44N/LoINvziRfnyQZrNLnmQjM79YY5MkW1E4ngghdEp7iixnakReG1To6bx13Lta/ZGO46dPca0j15te2H8deM1HFV/qKI7fPDKUL/11lsYMGAAOnXqhIMHBQWCwsJCbNq0SdfF+coLL7yAxMREx8NisQR7ST4RLD0OufGY4ndutucwo4CsiwgS3n6QBQXC6DaxWMFmg6lbdxS9VQPwzf3SIuLvyz8CzHWerztv5zHVywnrbqC4Yx7MbgNJ1HD2nsUWqKmfTGV679yyuVj14yqYOO03Rmr901r2oSSGQoQOmg31ihUrMG3aNNx99904deqUQ9u7devWKCws1Ht9PvHss8+irq7O8Th8+HCwl+QTwdTjcB6PuXq18LO8XHg+THRCCFZYZ5KKWCzAxo3A7NnNlfNOU8qsu4U+6c5uAS+xfzpnN1C0WXjOw1jzQiX4hO+Ul2C9ItuRBpiVMYtp2WLI2Js50yJ2XnthhjnBjHXD13ll5J33oVfbldJ0MSIwaK767t27N55//nncd999iI+Px48//ohu3brhp59+QmZmJk54OzdRIxzHhV3VN0tHkPj9BrjW8gS7utqo6woXDFexK/OB2yOAsi5A9fgcdDT3REa3TJhuzXT9Q5ZpzrdzQFkqUB0PdOQSkPFrPEyHqxzPb7oSePuapsIyCcx1gkG37nZ6UmJ4h5b2NQABq/KefNNkDO89HBldMlB2qMyrQSCzMmZhYLeBuv19+DLYhVDGr1Xf5eXluP766z2ej4qKwtmzZ7XuThNnzpzBjh07sGPHDsdaduzYgUOHDvn1uIHAZhO+u7KylCU61cLQwTKGRl1XOKCkPBU0JD5wWy8gbZoJWeOBMShGVuVcpO0YD9v/3FJiMsVoJh7IrABG7wQy/1sP08o3YFtfgLTnkpA1HijsJxjpmAsQ3Gg3G1uVAOSMFNYBQFZNTklpzD1kHMgq7+G9hzvqCLxVjeud0lu3WgS5SII42CWof38tDM2GumvXrg5D6czmzZvRq1cvzzfoyLfffovrr7/ecaMwbdo0XH/99Zg9e7Zfj+tvnKKALshJdCqFoYOJUdcVyhj6y9LpA7e9moecUUBlnGtYVHKdjMVotv0fIGfXHFTaXaubz0VBaNVyi7zzTb/nDRG8c6W7RNb2tU17/V93I1X05W2ltl4V3mqDXQD5ynhCfzSHvv/+979jzpw5ePnll/HII4/g73//Ow4cOIAXXngBf//73/HAAw/4a60+Y8TQt1aJzmATwoJdIYeauIZeCmO+htU1r5NB7s7OAWnTIlAZ36jlVByUYDwyZ/1d9Y9T6dxtu20Yvl7fNisOHJMAjVp4Xmq/uqjNNeGLDK3h0jQGxS/zqEUmTJiA6OhozJo1C+fOncOYMWPQqVMnFBUVGdpIGxUtvdEqY3f9jp7SpYQ6WqZgeavZrUcOUvM6xWK0qipZ0ZSyVHhtpAGguuR9gKFmzGPudhOiR6kHohFdeOdCTP10KtNcZzE8n7M+x8O4S+0f0LfC29vBLpTT9g+aQt+XLl3Cm2++iUGDBmHfvn04c+YMjh49isrKSjzyyCP+WmNYE4zeaG/QGp4nfMffU7D0Cqszr/OzpjCyc3O+3LYyBWOsdDxY65PCjp65aR48Xr7zZeRclaNJgEYuPO9eDa5nhbeIN+MxDZ2mCXE0edSXXXYZHn/8cezeLZRVxsTEICYmxi8LaykEqzdaC2rSpRwnSIRmZ1MYXE/0miUshVoOkgOHvM15yL4yW9VLY17nXwuB1hlC+MVqhX3DOpT9dQKq7fXoeEbogxbnTUuJlzDRNMTDzgFr9m5ExzSoh14l8jne3vyYOJNkS9a0T6fBFGGCtZdVU/TD2suK7CuzXULJ/c39sb1yu19Dy+J4TLXKeDGvruffE+GJ5mKyvn374ocffvDHWlokodCDHAzpUgJ+nSWsJVzt8zpFQZJDcIi+23bbkHZoGrLur8eYHCBrPJCW11yxnXFQWeREifOXAYPGAWOOLvWokPfoCd64AUhLg/32LJT+3xismZKF0n4d0O77vZqOyTX9l3dLnuTrvniV7upykZdF+l2zW0tlPKDv3xPhieYc9RNPPIGnnnoKlZWV6NOnD2JjY11ev/baa3VbXEtAjALm5AhGWaoH2a27JOCESng+3FDKU/qal9QzrN68zuHg+Obqa6DZ0BZuFuQ8cfgwbLZ5yNk1x8P7EturitcLvdBFm4Xf3fepxkm3IJ9oJKXmO5vrgNE9gTUjnOdcn4D5xwIkJ8Wh1n6WqZjLnGDGy3e+jGmfTpN8PRS9SjH0LpVzds+r+ztN09LRXPUdEeHphHMcB57nwXGcQ6nMiBix6ltEqlDLYhGMdLALtbTMpA52wVs4IlWg4+ssYV+qemXX+dpU5O4pdDJ4gidd6CRCYueAtL8mofKS9EAJcf50eaEQBrf1AnLvMXm0fcnCQ3bKluz2joO7rsN99rUUeTfnYegVQwEI13Ru2VzVQ2q5pkaApYrbH39P4Y5f51GL2t5ypKamatldQDGyoQaM2/oktpDJFekarYUsHPGq5cX9D6p/f2D7dqC6GvYO7ZD2w3hUnVZX52Lx/uyNdpS9vwRVs6eiJlYYpNHZLe8MQJg/PV79fEtWAZkHBStp37AOpdcn4b53huGM/by08dRqoBney/GCE9Io41Fz4JAUnYToy6JReZq98Gy1dTVGXzPay8UaEy1qb6EQTQgEfm3PMrIhDnVMJmN6pKEQng8aAbq7kmsjkkUqRGMyOYaCmwAU/T4ZOYN4n8PqLh5/U9uxKOdpcvFYOVSntgGgPp6xOg7C3V9hIUxWKwYCeMP6JnI2jBD+/qS8X2+Rm3PNQTHszYPHyfMnNR8uHMdO+jNNQ3jhUb/55puKrz/00EM+LcifGN2jBozrVQPGDs8HBaM2lou9dGr/tDkOtp48cv+QjMqLzQZHDKu7VxtLefFiS467QRNz02K+WWTbqnwMqihQPYWtGIeBs/7h8cdvWzkDuTvne4TXJ3wH5N+uutugwoFD25i2WDR4ETondPZLtbZYLFdaUQoAyEzL9FvBmRT+SNOEK34Nfbdp08bl94sXL+LcuXOIjIxETEwMamvZhpkHA6MbaqN+7zvDciNh5JsN3ZAzhsGeQqImdecOx8Fu6Yyyz1ah+txxh0HetHeTqnCFqiKZW74Z0GCoP2qLgV8dlfzDsW/cgLK/PYHq8yccbV2wmJH22HlUXaxlKv4yAnoLgdh22/DoB496ePnJ0cl4bdhrATOUpEzGhl8NtRT79u3Dn/70J0yfPh2DBw/2dXd+w8iG2qjf+1qRutlIShKemzkzTAy2kXVfWSv/3HGqBJT1kt3kLpkLiFYJwzbAcVhzaxuMyVK/mV9dDIxeolCdKHE3aPvfJuSsFyZ6uYdeFY23L/ltH5CTD/UGFrnTjSM3kldrIPw6PUuK9PR0vPjii8jN1Udyr6WhJigCONpPDY2celltLZCfD7RvHyYKZkZuLPe2R67pfVqGMTC35IgqYzwvKIYx0PEMlM9FLOgYPVr4aTIpDtqY3u9pqTkeAkEw0oB+wy3sjXbk/lP9uzf3n7k0RCNE0cVQA4Jq2ZEjR/TaXYvCyN/7rCjdbIicPAkMHx4GxtrIjeXeStg1vU+LcAWzIpmTyljGQcDMx8sKmXC8UDFeFQeURh/TbFisvayeMp1dXsZLj6xF8Tqgc52m3cnSNrotkqOTZUVeWNFDCKTsUBlT1Xnl6UoSHAlRNFd9v//++y6/8zyP6upqLF26FAMGDNBtYS0JI3/vs6J2s+FMyMuNGln3lWHghQtimL5J+k6LcMXIq0Yqy0w25agznDo6TTxQ1GsacnYXeAqZNFVv18QBf8gB8ONUmMtfls/jyhRDuFTI22zAiFEAz8MK4BIHjBohLpDpVCUpHFKI6MujmYZmsOCLEIiW95LgSGii2aO+7777XB5WqxVz5szBtddei//3//6fP9YY9hj5e58VLTcRRo8OqJKRASQny7/uZ91XDxlMZ6/TeeCFnC6t8zoBl946LfriijKTzopkog1rui7WnL+gOHU6OterH0dWetNmE+oEsrKAMWOEn2lpruEatzCPnQMm3wPJWdZa6ZzQGdZeVjzd/2lEcL4HJn1p2dLy3nBsDWsJaP4La2xsdHnY7XYcPXoUq1evRkcjWxIDEwp632po/eiNHB1QZdMmIY4vB8/7rbHcttuGtKI0ZL2RhTG2MR5a1gCEqsPiYqCza67WYz1ms0eVorq+OGC5LBkZ5XbYLzYgKToJubfkIjnG9cbFXO/WmuV2U2B9+CVUDFiPko/a4u2NQNszTgdwQjKPyzDKzd5oR+kHS7CmdSVK0wQjXZYK1LgqHmuGA4eUmBRU1Vfhuc+fw4LtCySHcGjZn7d67SIZXTJgjjerbmeON/t0HCJ4aK76fu655/D00097TM06f/485s+fj9mzZ+u6QD0JhapvQFpQxOhV31q7gkJWbpTlRJOTgWPHdDfUrNXYLmuVUSbz6Jtz2tZ22T5JLW4AAA9M/xK4pcpT2jMlJgVjrxmL7ONtkDHrNZgOVzW/T67h3i4Y1Kwfp6qef8m4EmRaMlQr7m0DkpB7v6tamLkOyNkFFPZTPUzzrnQIabMcg6q+WyZ+bc8ymUyorq5Gu3btXJ4/efIk2rVrR1rfPhDqgiIsOhshLzcaJOFz1Z5lbyQaReO8aRPw9tvAiROOl2bcH4f510nMmnT/bJ0VwsQbht5zYG3oDtTUACkpgmev0Ey/ZucajLGNUV3uautqjD7ZUfH623oJgzzch3iwancDwg3H8ruXY+qnU3WbSS13nFeGvqLJeCr1KBulj5pgw68SouLwDXd+/PFHJCUlad0d4YTVKhRZhapYiBhxffRR6ciwoeVGWVVaglT5p6UaW1Jq1P38amqAadMkPVM7B6xJOyPdX8yh2VhLhKk5Hsj7Kh/ZhU25aVGxR+ED1zR3+yf562rngNwh0nKifNO6TY3CdkoGe9ndy5BzVQ7u73U/yg6Voaq+Cnmf5OHEuRPyb9JISkwKKqdWIvKySOb3SKl+OYumiLOrg6lMRvgHZkPdpk0bcBwHjuNwxRVXuBhru92OM2fO4PHHH/fLIlsSRtX7ZkW82Zg3T/h+dhaqa5JuNl50QIskXJAq/3waIyh1fgqUpcJFotMDBSPHc8DhRGEfmRVozhsr5G7EvLj8QAfBIGV0yQAq5KsQWdZtF280ZEROpvefjhFXjQDsdpjKypBZXY3S6BrdjLQYdXhl6CuajbRU2kMsthPD56YIEwZ2G4iB3Qbqsl7CGDAb6sLCQvA8jz/+8Y8oKChAYmLzv4jIyEikpaWhXz8NCSAibDGZgNmzBSUyw0cH5OL1cgZGrf3Jrd1JLzR5nc6w6n474RAo8QFnkRNwnGJPnuJAB7F63HYeptRNwj5krj/ruvO+Aoqvdc2vt27VGuOuHYe70++GfeMGmPKaow3VVwPIYT3zpnU3TdZqdVkrVJ1uztVLzXJWQ02EJtTmXBPa0Zyj/vzzz9G/f39cfvnl/lqT3zB6jpoIMN5KgQah8s+rMYJaK/yaYB1FqYRDNtTlSeW8vW23DbnvPuo6IEScZ73H6doCktefeYRm7CRkTJ6PsqP/xqa9m/D2f9928ZjFyV9ixbrW6+Fc3Kc22ETMOVfVV6HmXA1SYlI8BnbQrOfwxK856ttuu83x/7/99hsaGhpcXicDSIQMWiThnA2MmIyXCpf7Kbbv1RhBLSo0TmQcFNqlTnjhWUuJnDiQy9s35c+tVeeRXcShLEbwjsWBG0IftpNnXl4uef0zGs0wXy4/mMOxtoJlMBVtQu1zo1F0qMgznJwgFKSJ7WUZBwXjXZXgWaQmhbvXLGc8pXLOzvsQc88+pT2IsECzoT537hxmzJiB9evX46RExZCRq74JwgVfCsP8XPknVd0rall7FBRFtUVh0lhYjyUBV9ib11BVJbN3ZUw88Ied2lqZABmRE2ek8vZu+XMTgEy5AzjfOElcf1NGBoqaBnPIhtCb1mY/UoncnfPBS+S0eU7YPm8IkL2nSU1ts2C83dXUxOMUZBYgPSmdeVqUXM5ZpLK+0pF79jrtQYQNmg319OnTUVJSghUrVuDBBx/EsmXLUFVVhVdffRUvvviiP9ZIEP7B18IwnSr/3I3yibMnPFqDnD0sRzj1s03o+MrbyPi2Bia+EEBhcxEcAExV702WI3uvdkNtrm8KU+92e0Eub+9F/hxA842TxPWXvZlxW1tZF+XCM/eiOOtuwcPOHeL6PrWcs/tn29/cH2WHyjDxg4mqPdo8eORtzsP+KftViu245mI7IizRnKPu0qUL3nzzTWRmZiIhIQHff/89evTogbfeegtr1qzBxx9/7K+1+gzlqAkXxByuWmGYP5q+m8K9tv9tQu7Jd1DZUKO4uYeoidJcVN8n16IhAoiZpdzKFIEIbP7DZpw4dwIdf9iHjIfzYeI5z7w9zwMFBUB6enPkAfAqfw6AqUfd3mhH2ftLUP2Xqeh4Buh/CNjepTmkXiXqiauwuhgY/ZPTfjmgzLYI1d3bq3rPUqFtE2fSrGRWMq4EtedrZUd4AvqMyvQGlhw7IY1fc9S1tbXo1q0bACEfXdvUf/P73/8ef/rTn7xYLkEECVEXOyfH08D5s+m7Kdxri68UxDkAVSEOl+reHkNhUpuL6iPbuwB2FYHhRjTictPlGH3NaOAaAHFXSw8jB4Q5pyJmMzBxonYjraGi3hRhQub59sBPgghK91xXTzjlLNshO54RblqW9wUOtAG6NybiibseQ2RUtOL75ELb3siNVp+uxuhrRktHCryoItcL1hw74TuaDXW3bt1QXl6OLl26oGfPnli/fj369u2LDz74AK1bt/bDEgnCjwS6MKzJE7aDR24eu1oW4CRq8tFyZHrjiTIgamJv7MW2fXWdUx7cPW+8bx8wZ45065uz4daClhunjh2blcrcXjoRA1nhFqC58OyjHsCgh5xvWurw9N/iMa3fNLx0x0uSh1Vqp/IGMffskvaQqSIPFFpy7HobayV1tnBFs6F++OGH8eOPP+K2227DM888g2HDhmHp0qW4ePEiFi5c6I81EoR/CZQknNM0p7I0FXEOBaqPHdB1WSK2Xp45WDU6ltcA1zk9IeaNxbSCXl6/ySQoqWm4cbIP6I/ce0zgYfdUUXNWWHND3PSGI8ACicm9dt6O+dvnA4CksVZTkdOC+8AOlxGeQYL1RkTMsevZ362mzhauaDbUU50KVAYNGoQ9e/bgu+++Q48ePXDttdfqujiCCBiBkIRzapfyRVSkY/vuOi2oGTnPU07By9HqdC5FeodetobJ0tgILFgA3HILs7EuO1TmImriQdN5tY1p69pHnWDB/EF/w1jbHwA0yr594VcLMTdrrofCmF5tUhw4z5Y7A6DlRkRR1lYjrOps4YhmQ+3Mb7/9htTUVKSmpuq1HoIIX5zavDpKzLtQw1Hde88TgPll+SI4jbhoZMtpezu3JDm3Ot3rNkpTRIvWOUsBnJLCmZRO+6ZNqC6aCNyufvjCwYXonNAZ1aer0S5WGDa0ascq2BWMNCB41su/XY68W/JcntejTcqSYPFb7tnX0LHWGxE9blxaujqbZkNtt9vx/PPP45VXXsGxY8fwv//9D926dcNf/vIXpKWl4ZFHHvHHOgki9HFq89IqogEIX0gTbpigXgSn0Xhr1fZ2tDqdURiSztr6duutwA8/AKdPuzwt5spdhU8kBGikdMyTk4GTJ9ExjW0JnRM6IzMtE7bdNox/b7zLeEw1DtR6piHUtMulSGqVhP/L+D90iOvg16ppPULHWm9E9Lhx8XkoTYijUtfpybx587Bq1Sq89NJLiIxsDvlcffXV+Pvf/67r4ggirBB1wjnOIaIBNHuoLOSX5iOtKA22XhCK4Dq7ebRmM7BxIzB9OvM+WcPwk/8tSIOWFzVJeioVdjmdqyJffNFspKOiAAhh+LQ8QbZzTI7wMy1PeF5YcJOHJraouYfYm4SYxJshuevLgXPkgMV5zlqMNAB0T/JMQ4gqcuIxlOCa/nv93tfxVP+nMPbasX6bdiWGjt0Nnhg6tu22Me1HvBFROzfAM8fuLUZQZ7M32lFaUYo1O9egtKIU9sbAiXtpNtRvvvkmXnvtNYwdOxYmp3+k1113Hfbs2aPr4ggirBA9YQDgOIeIRud6180sCRasz1mPgswCyd04vlh7AaioEPqKV68WfpaXC6HhNWuYl8Uahh++WxD/MHW2qOuZi+eqxbu/cMGRK690aysVZT1tvSB46w0NwGOPKe5f6WZINDEv3/kySitKMe7dcezrFPfPmfDEjU9IviYKr3RO6OzxHmfMCeaA5FbVQscAkLc5j8n4ON+IKKFnjj3Y6my23TakFaUh640sjLGNQdYbWcINM+PNja9oFjyJjo7Gnj17kJqaivj4ePz444/o1q0bdu3ahb59++LMGS+SbwGCBE8In2GdW62EW7jWzgFlN6ag+vGx6Hh7tsMDSStKkw33SQ7hECktBbLUhzg4TokTPFa5MLxYOFZ+8QmYho9gP2ebTX44ucI6KhMgX8B21oTym96BafIUYaY2A1LV7JbLkvFA3z9izU9rvK7Qnt5/umyLloiUMtn2yu0Bby3yx2APpT5qvXPsXg2l0Qm5IjZfxWb8KnjSu3dvlJWVeRSQFRcX4/rrr9e6O4IIHbTMrVbCrR3M1LEjMt2MX2lFqfc5OS2FXABMbVNQtLlGWsvauXBs+Qj2yngv5EHVcuU8BxyOs6Pszw8gk81GAxDkP7P3uOa8T7w0GSO3P+d1r3NcZBxuMd+iWpgl1U4VjByqP0LHzn3d/lYm82oojQ4YpYhNs6GePXs2xo0bh6qqKjQ2NsJms2Hv3r1488038eGHH/pjjQQRfLTOrVZDpR3Mpy9W1kKuWbOAgQOB/v1h7d4dxesrPbWsWQrH3HHqF9cCa67cm9Y2E988dtN+WQTS/rfUJ0GSsw1nMXz9cCRHJ+Pk+eaIgVF7er0NHXtzI+IvZHXc/ajOZpQiNs2GOjs7Gx988AGee+45xMbGYvbs2bjhhhvwwQcf4I477vDHGgkiuCgZHqW2IR/wKScnFnIptW+lpAB/+QsQGSnchJw/D2ulp+eZcQiCfvf6hewhfy97qFlz5d60tjlTZm5E5SW2cLwcopF3NtKAcXt61SrRpQZ7GFFcJNDqbEYoYgM0GOpffvkFXbt2BcdxyMjIwJYtW/y5LoIwDt7OrdaCW+47Y0B/7ycmKbVvidTUAN27A6NHC0IiTds4e54AhFanP/5RmMTlfA3atgX+8Afh5sTdaGsMvYuotawpzrqWIiJCEEpxwxexGTWM2tOrNXRsZHGRQHrxwS5iE2Gu+k5PT0eNU/HGqFGjcOzYMb8siiAMhS9zq1mw2QS5zawsYMwYICsLpm7dUdR6NADPFh+mnJyoYe7evuVMVRUwf75yiJrnhW3cb1ROnBDas7KyhLXbnKpfWUPvbihWaTvnytUi1ikpwrQuCSMN+O6Rq+EcDjUScpXo7pXnelaIhzpqrWjOLX7+hNlQuxeHf/zxxzh7lnEEDUGEMr7OrVZCrhe4qgrWRxaguMvTql+sslitwIEDgvcrBUsOuWk6niKVlcDw4cBzzwmRAdYeagnkWtbM9cLz1v+ZlPebkiKsJz1ddhO1/mq98Hc41BusvayoyK1AybgSrLauRsm4EpTnlrv8LWnJy4Y7Sj3x/ixic8cnCVGCaBGo5Xw1jF90gSH3bc1fi+wDB1BW5WVLz/btgvcbCPLzgddeAxYvVg+9KyBVpS0okwFAkxcnN5b0lVeEvLvCTZPoueeMbFZIdeyGF37P+woY+j9g3P3AEQ3qcc74OxzqLWqhY6PkZY1CMIrY3GH2qDmOA+d2J+v+O0GEJW5CJS74MreaIfdtrxTGWnplpO12YOlSbWvyFbEKHgDWrRNy3M4wXiMxVz76pyaRFWdrmpcnrcjmXHmv4tVbdwNPf98KEW4CJBE8MP1LYNGnwMAKYLEX6nGBCof6C6PkZY0ESyTCnzALnkREROCuu+5CVJPM3wcffIDbb78dsbGxLtvZbIFRavEGEjwhfEKqj9piYZ9b7S6WUlUlFGTJHU5CqIO56lZqrYGC44CkJCA62vX4KSnAuHHAyy8Lv3urUV5SIhhitSp0m00IyUvgmBbmbsd5wcsuXi8Yc3Fb989BbMuSK8wyWtW3FoIpLtKS0GKPmA31ww8/zHTwlStXMm0XDMhQEz7jrTKZlOFs21Y2LO0ydtJZgITFEHghNhIQRO/26acFiVP3G56FC4XqcrUUQ3k52zW324H27T2U0ZgU0OqB8sJmT95lSMhfFyHj3inYtHeTRzjUn1OvAolY9Q0g7G5EjIJfDHU4QIaaCAoaDaeqIVHyaOx2oQo7GJ40C6Kx3b9fyJ+73/CI1wqQvl4bN7ILy8hIqZamCYM+1ChZ5daqJrJ6tdDWBhlBEB6+y8waAKk+6qToJOTenIuZGTPJm/YRLfZI81AOgiA04IVKl0NKU6YERLHq1kuxkYDh3HMuhdhWlpTk+Zp7vlsNmXY5nxXQnArVxMKs0deMFqZevbfJo9XOo30tRBDzsgWZBUiKFj6P2vO1zRPcAjSQgiBDTRD+xQvDyWxIpKpuve3lVkL0guPj9dvnyJHKxkyqLay2VvC2WY2eROW3nQOOMV5fj35rjhNC9HLV/QqtdprWbSA27d2EOaVzUHve9fPQOhqT8A0y1AThT7wwnMxSmj/sk3jST5W4AwY0z43WA3dD7KyZrtSyBghV33YGsQ23ym9xzvXUIcpv43jAUuemgKZW3a/Waqdl3QaBhE+MAxlqgvAnXhhONUEOhyH5y+ueX/ysYiNaWiunTQM++oht2zZthBC11tZN0Zg98QS7XKsaTm11cnOu3ZFVQHNv/3JHi8xsiEDCJ8aBDDVB+BMWw2lyVdtiltI8VOn5xa/U8y0yapSGEwDwxhsA65z5DRsE0ROl48vB88wzppkjFVYr7BvWIfcek0cFvRTmViko7pQH65KtwNatQuFYSYlQaa5UxFZVpe+6NWBvtKO0ohRrdq5BaUWpbh4uCZ8YB1ImIwh/ojQgQzRk06YJgzGcXhelNGXHTjb1+Ep+8YsFWVI932ILlJZmD1Zls/h4YSiJySR9/ORkj1Ypr9EQqSjrk4LKn9SN16LBizCl7xTt1cw2m3BNWdA5NeHPCVfBFj5RG7HZkiBDTRD+Rs5wms3NYim33OLxuiilWZoKlHYVnsuscGsZkvvit1qFyVbubUL+rAq/887m/K3U8e12YNAg347hhVwrq8fXPra9d0aapfXOW5lZpUP7ecKVN6Mx9cKIIzaDCfVRE0SgUBNLcX69XTtg/HjY4is9veo6ITRuPWNhF/8QWbNGqLT2B1u3AgMHyr8u9ngrzclWQoxAKOWKJa5x6eEyZL3h2U/tTsm4Em3jE7X0rHOc8ro1IqqHyeWQ9VIPC4bwidwNSLiJrVAfNUEYEZNJCA2PHt0cIpZ7feBA2J4bLVkAVZUgFEbZCh7QLqShNfQqeoJSfc3OJCerz+J2zp97g1pBl8S4UKSlIeO7Gv+MKmSNTqSk6GqkgcAVerGOxtQLqjSXhkLfBGFA7I125J5aIzm1ieeEmqi8U2uR3fiCNo8pI4M9Vyx6sKJxldHNBiAUkLHeNCQlseeqZ80CevdWV/iSC0FXVcE0YhSK/vE0cuoXyGpzezWqkLUwbNEiXY00ENhCL2svK7KvzA5IvljLDYim6EeIQx41QRgQ9S8s+L81pm1bYP16wchYrYJ8p/vUqrZthUpvNUNktwvzqocP11ZQNnCgfATCed8qPczW/LUozlmvr2fIGp1wv2Y6EOhCLw8FNj8VdVGluTTkUROEAfHbF1ZZGbuhrKkRqpkjIpqNtd0u9DqLleAnTrhuI4U3k7y0FF+VljL1MFtr2iI7t0I/z9Bfc8pZDh3EQi9/EuxKc6NCHjVBGBC/fWFp7eN1lr+02YQebPd2rcpKwVN+7jlPARabDfYRw1F6WSXWXC0MxLCrtVdrmfFtswlypCxUV+vrGfprTrkbUn3SpggTioYIx3bPvfsUzg8y4g2I7vUEIU7IGeply5YhLS0NrVq1ws0334z//Oc/wV4SQeiO376wtBaTiZ5ibi7w5JPK1dr5+a6a3XY7bIseRVquMK1qTI7wMy1PUAqTRa1oTETMS0vpgkvhD3lVsfXOPbzNeg4q2HbbkFaUhqw3sjDGNgZZb2Q5BmIEutArEITrDYivhFR71rp16/DQQw/hlVdewc0334zCwkJs2LABe/fuRbt27VTfT+1ZRCjhl9YYX1ukWGhqRbLZf0LOz/meM7WbDlu83km4RWTRImDKFEUv1N5oR1l5Kar/OBIdD9Ui46Cb3KcUJhNw7hwQGenFCTHg7ZxyBZTalHjwKMgsQHpSOtrFCt99x88eDxthEKk+6nCZ9S0StvOob775Ztx0001YunQpAKCxsREWiwVTpkzBM888o/p+MtREqOGXLyy1mc++wnGwWzojbeI5VF6qlZ6pzQsqa+WFTkY2KUkoXsvIkJ5VDRkhDLGv3N3ou1NSot5CZhDU+qTdCUcxkHBXJgtLQ93Q0ICYmBgUFxfjvvvuczw/btw4nDp1Cps2bVLdBxlqwpCoeGN++cLypsBLA6VpQphbjZJVbkprgHDuzrlusxkoKhIGa0h5mEoeujOrVwsV5CFAaUUpk0iLSLiJgbQEtNijkKn6PnHiBOx2O9q3b+/yfPv27bFnzx7J91y4cAEXLlxw/F5fX+/XNRKEZqQMZpNhEvObYgGUrjhLfFZVCSMY5TS9OU7IwfI8cOQIkxfOPFNbajv3grSqKthHDEfuX5OlhTA4wVjnDREkV2XD4P4aAeoHtFbz8+DBgUPe5jxkX5kdVp4nEYLFZFp44YUXkJiY6HhYLJZgL4kwKna70OazZo3wMxBzg8UQtLtX61xp7U9EJbSxY4FXXxUMslz1clERsHgx866ZZ2qzbMfzKOsCVF6UbyvjOeBwIlCWKvEixwkDSfzQJuUvvGk/orGT4UvIGOq2bdvCZDLh2LFjLs8fO3YMHTp0kHzPs88+i7q6Osfj8OHDgVgqEWrISE/61VAyiHQgLy8wNwwAW/Wy3DbucBwyGs0wxytUrYsztQ+yLc8nD53ndWmT8sCPN3dqVf9KtDQxkJZAyBjqyMhI9OnTB9u2bXM819jYiG3btqFfv36S74mKikJCQoLLgyBcCJZXq6YT3STSgdLSwHn6VitQUSEUXcnNYbZagYMHgYIC6X00eeCmRUUouktss3HbxHmmNmOFjE8eekKCEObXE6mbuw4dBJU2HVBqU1KjpYmBtARCppgMENqzxo0bh1dffRV9+/ZFYWEh1q9fjz179njkrqWgYjLCBbXpR6KylNYJVSywTrFKSnLtE3bLX6siFqpVVQlKYykpgkfsVLDmdbGaVH7dYmke3QnAtnIGcnfOd5n+Zalzm6nNchqc0H9dlQiJLLVMFbkzelZ8q422nD4deOklfQ4lUeUuh14Ts4jAEJZV3yJLly7F/PnzcfToUfzud7/D4sWLcfPNNzO9lww14UJpqeAJqeGPth7WY7vDMupRRKmy26mS2qe5v0oV6003QvaqSpSlCmHpjmfA1vfsDsfBNiAJOYOEmxaXvnKWqm+9Kr5ZR1tu2NDcAufrIZ1upPbV7sOc0jkAAjd2kvAPYW2ofYEMNeECq1er5UueVfjCF+ERFk9fzeuDoA6WM8rTQ9XtS9/bmxF3nG5OpG4smDx0vW62WM8pJUX4G1ATbvEiktESxEBaAmHZnkUQusParsO6HUOrlQNRJ9obr0vMX5eVSRsfpUI1cRMOyB3StIlbCpS11UfV0GjVFZfDbHaE062A68jFb3Yjo+Cvyh66nhXfrOdUUyP/+UBGuIUxkhHIsZOEMSBDTbRc9Jx+pDAPGTk50qFqqxVYt07w1r0pEpMzGmqFahDamJzzxu6ozf1VNTR2O+DWoaGJggIgPV0yKuHoK7fZgPyV0klrEY7Tt+JbSy+2zOcjJw1aVV+FnPU5TJEMv/TWE4YlZKq+CUJ39Jp+5EurVUqK95XcckaDwetjbneSaPURDY17gZNoaGwrZwhh/alT2Q7iTkEBMHu28hxqm02Y2KV0Q2Kx6DIYw4WMDGEGNwsSn4+90Y7czbnSwi1Nz+VtzoO90fvqfqlpW0RoQ4aaaNlonX4k1TvL2mpVJiFE4U14WE3Ag8HrY253cmv1sTfakftPJUPDI2/nfNirfJAmTU9Xft1uBx59VHmbhARg/359jTQg3DQsX66+ncznU3aoTLGC21fREqVpW0ToQoaaIFj6hwF5YRQGnXkA0kZZq6wli6efkSG0dSmQcVAYZsHJhI05HrCcMSHjuxqX58venofK00qGRkEhjBW1a1JaCpxsVimzc4K2uMu86/p66RsjPRgxQmjBkkMh3M4qRuKNaIlqpIOMdchChpoggGY5Tblwq5IwSmEh2zGkDJCYJ2eFZc6xySSE4hUw8cLEKcDTWDsEST6ywzRiVLPoi82G6vn5TMtkDa27HphR6rO01PG/tl5Cf7XkvGun7bSiGj5+6SWhBSslxfV5lXA7qxiJVtGSQITUieBBhpog1GDJQZtMnnluESUD5JwnVyIvT97Tl2LmTCA5WXET626h97iz26wac71bT3JeHtDQADz5pL4a3s5oqQlowtYLyBkJVLp1tlQlCM/bOOlhPar7ZQ0f5+QIURK1SIwTatKgHDhYEizI6KKtSt3fIXUiuJChJgg1GKqoYbcLRtubojSrFdi4UdqwJicLry1aJF9YJYXJBLz2mvzNg3jo3UBFoTBucnWx8LO80MlIi/n15cuBqiq2kLkGDW8HLJECkczM5vYywLO9rOn3vOjPNXuQmsPHapEYN5SkQcXfC4cUam618mdInQg+ZKgJQg3Wgq+8PPaiNHesVqGdaetWYNYs4bF1q/CctwVRYqGce2jdbHa5KTDxwkzo0T8JPyV7kg8ccGyrGjLXoOENQDhX0RNlGXSRmYmyaxKE9jKZ+xCeAw431GjyIAMVPrb2sqJ4ZDE6J7j+rZgTzF6LzPgrpE4YA+qjJgg1WAu+srOBBQvYlMmkMJmAgQOFhxte63GLc6fF4R6A4PnV1gIjR7KtCwC6d2/eZVPIPHeIay+2uV67hjcA4XxNJnbBGJMJ1bl/BA4Xqu5aiwepJXzsaw+z3qIlYki9qr5K8kZD1AHXGlInjAFJiBKEGmpyn/4c3gHfVKyEHcgYwOuuAz76SP39SUnCjUe3bsI1aMLOwVPDu7MZeOQR+ela7lgswnXbtElaMEZG27y0ohRZb6hLeZaMK2E2qmt2rsEYm7qk7OpeszB6+By/fNa+IIbtAdIBDwW02CMKfROEGnoJo3iBzy03ctXqlZVsRhoQjHxkJLB4scvTkiHzoiLgyivZ9gsIoiWlpcCTT2oSjPFHURZz+PjPc/0/r9wL/BFSJ4wBedQEwQrDWEc9sTfakVaUJhuOVR1ryDrpSYnkZCFPLt6E2GyC2IhTH7Nju9deE66DXsM43HEbrMHqQbKmDcTrLRs+dh6lCWlP3wh4nSYJ0n5bKjQ9SwYy1ITPsE7H0gGfw7t6GEypcY1iwZdzztu54tmXyWBKSEwxU5skpTVtIGv8pUZp+jnlYSR8Tr8QHpChloEMNRFKMOdMLXkY/cdFni+88w7whz/4tgi56V9qiCF3QD9jvXWrUHjmdrNkH9AfZVXbPTw9ueEXajlbSeOvNErTH/PKDYS315FQhnLUBBEGMOdMX3lHuo2ppsbzOa2I07+05mPlNNR9Yfx4YMYMDxlXU7fuyPy+FqOvGY3MtEyYIkw+tVpZe1lRkVuBEvMs6d5yd1jb91hazwwGKZ4ZAzLUBBEMGL60Mzr3h/l0hLq4yLc10rrW7vKW3qA2/UsJdw31WbN8W0tlJTB/vrSMq9vNhK9KXaYIEzK7D1TuLRdhad+T04k3WEGaO6R4ZgzIUBNEoGH80jZ9uR1FHzcCYBAXkfLq9PJmlaZ/qeGs3CXRH64LEjcTuih1iTrs3kjDOqOkE+9NtCKAkOKZMSBDTRCBRMuXdnU1ux63HgM/1PBmJKczGRn6hsKdcbuZ0EWpS4+2PLtdc+uZkSDFM2NAhpogAgXLcA/nL+0m46uqx52SojzwQ0XvmxmtIzml1qM2R9pXmm4mdOuz1jqv3J1581xEYjzwJVoRAPw1RITQBhlqgggUasM93L+0nTxiRT3u5cuVB35I6X1bLEA+28hKx/ZqIV4W0tN934cSTTcTug6/YJ1X7o7Nxn6NfY1W+Al/DREhtEGGmiACBeuXsbgdi0c8fbpnn7M7coZGi4KYVuU1uWI5X71yOSTyxboqdWmckuWInrDir+uiA6R4FnxoKAdBBArWL2Pn7USP2F0RLSUFWLYMGDGCbZ+iofFmPQUF2vqolYZrZGcL/6+nGIpCvljv4RfMsIxGFfEyWhFIpbCgXUcCAAmeEETg8GW4hz8U0VgUxMxmwRtnPZZYLKc0XAPQVwzFjzKuXrNmjVDRz8LGjZrXTkphnoSaxCkpk8lAhpoIOnKKXTJTomTRy3DrtR5xTUra4s43Ips2eXrd3rBoETBlivEkPFnlWwsKgNmzNe2alMI8CcUbFzLUMpChJgyBr8M9WOc2SyFl4KWMpjdeKqtxEiU3nddy7BgwdSr7sQBh/Obx48Yz0oB/ohXQYVBLGBKqNy5a7BHlqAki0FitQq7WG49YLrQs9mErecBKBr6iQtt6pAy+N8VyYt7cbgdefllb7jo315hGGmguBMzJESIJUtGKoiLN69eiFMY6hzuUUZM45cAhb3Mesq/MDukbF6r6JohgoLWKGNDeh+2MmtDKpk3s65FTVtu3T/0cAOkiNpMJWLiQ3UgnJwMzZ7JtGyx87cGWgJTCXGkpEqdkqAkiVNDahy3ii4F3R8ngz5kjGFBvJDdtNmDaNPXji/t57TXjetPOeNuDLQMphbnSUm5cKPRNEEZDrlBMa2hZRIuBVxrXqGbwRQMt/r9UuFeqH1sunC+FESu81ZBqjfMSUSmsqr5KMtwr5qhbilJYS7lxIY+aIIyE0sAOb/qwAe8NvDssBv/kSaGSWS7cm53tKoTS0CBv/J158kmfvdFwgJTCXGkpEqdkqAnCKKjlkWtqvJvm5K2Bd4fV4Hfv7hnu3b8f+OknoF0715sQs5mtRWvNGn16x8MAUgprpqXcuFB7FkEYAdYe5IULgZEjhedY+559EVpxhrX9qm1b4NVXm9dhswnDOE6eVH+vEmJbFwEg9AQ+/IlUH7UlwYLCIYWGvXGhPmoZyFAThkVLD3Jtrfa+ZyVhE54Xismys5W9VpbeYOf9rl8P7NqlbfiHEqtXC1XpBCFBqN24kKGWgQw1YVhYJSdFY+WNMplUH7XJ5FrtrSacImfwpXDft6+QR02EEVrsEeWoCcIIsOaRjx0TjJ83fdjOrUJ5ecJz7oZUzIfbbPL7KC4Wwttq6Gmk9RqzSRAhCHnUBGEEtISVWeVC1Y6llg/fvx/Yvl3aa3/nHeAPf/Du+FrhOM0CIaEWBiVaHiQhShChhpLkpDsscqFKsPZVm81CpbmI8w2Ce/uVvzCZgLVrNZ1nKA5oIAglKPRNEEZBTnLSHa1qYu6wtlk5G2nANSyekaHcKqYXdjtbmL1pW9uG55CzfriHrGRVfRVy1ufAtlsmpE8QBoYMNUEYCTGPvGiR8nZycqEssObDpY4JNOe3i4T+Vb8ba5YbC5sN9q6pyP0qX1o4rUnFK29zHuyNOubOCSIAkKEmCKNhMgHt27Nty+odO3PihPfCIc43CHIRAL1FSdRuLJoq0ctMVahMBGREqsJmQAPR8qAcNUEYEb3UxNyx2QTBFF9rSMUbBKmRnTU1zaIsaii1cIlFbUrV3k7649VxjEsP8QENRMuDDDVBGBExB6ymJqalZUlpqIZIRATQ2Ki+L+cbBPehEzabMEXLXYksORlYsQJISXE16qNGCa+zDvFwxqkwruMZ9WUDoT+ggWh5UOibIIyIWAUOeOaAWY2YO6Wl6rrajY2CIfVmVCXQLIgiJRdaW+vS/22/NQOlNyRhTf5wlF4dB7vzIVlnNjuF/jMOAuY6gJO5DwmXAQ1Ey4MMNUEYFbkcsNkMrFsHJCU1T6FSq/4WQ94s3Hyz8FPrDQKLx95UqW7bbUPai+2R9fYgjEExsoafRloeYLspTpi+xTIly24XBGCaMPFA0eampbotQTyTcBjQQLQ8SPCEIIyOu1zoiRPA1Kmu3rGSCIqWec8AkJgIjB8viJqcONH8vJqeOKNeuW19AXJ2NVVnO90LiMa1eD1gnbtR9jj2RjvK3p6H6n8UoeOhWmQcFIy0Y/+9gNwhEArLxKUnmFFIfdSEgSCtbxnIUBMhj5zRlZuepaZCpkZKCjB2rPrADoBJr9zOAWmz41GJ05LV2RwPmOuB8nfawnS4CoiMdHndttuG3HcfReXF5tC6uU7wpK27XY9TlgpUxwMdny5Axh9mkidNGArS+iaIcEQptCwngqKmQqbGiROCpy7ml5VgqEAvSwUqOWkjDQA8BxxOBMpiTgghfyfNcdtuG3LW56CywTX/XZUA5IwUPGkREw9k2i0YPWcjMh+aTUaaCGnIUBNEqMAq/eksguJNn7X7PgE2FTQGtTLmFqo4CDcJTUpo9kY7cjfnCsIlbrvnm37PG4LmgrRFi9jy3AQRApChJohQgdXoOm/nrQqZM2oqaHa7kJ9evx6YOFHYXsZYM7dQidvxPJCbi7LyUg9ZUJclip54atMT7dvrL7xCEEGC+qgJIlTwRgRFrR9bC1I3ClIzrpOThZ8SLVpiC1VVQrMn7IyYo8446PRkZSWq336FbYmix67HDQpBGATyqAkiVFALLUv1OCv1Y2vF3fiJhW3u4fjaWuGRk+OxC8UWqqbfCze7VnEDQMdVxWxLPAPtQjAEYXDIUBNEqMAqggIIoWixxzo7W74fu6AAePtt7SInLIVtn38uuTvrbqEFq3O923Lqm1qzdnu+J+MgYD4dIS9mwgOWuiZPfOJECnsTYQWFvgkilBBFUNzDzWZzs5F2b8cSe6wrKlz7sZ3braKjpWdhy4mcsBS21dQIIypPnvQw6NbdQPZeoOyGtqi+/AI6Vp/26Id2xsQDRR83ImekYJSdw+Yennh6uvy61HDvWVdrSSOIAEAeNUGEGuIozJISYPVq4Wd5ufCaVChanCO9aZNDvhOZma4GSEkFTUrKk7Ww7Q9/EH5KRABMPIfMZ1/F6KdXIbNC3kg7lsjqiXubn7bZhJucrCyhHzwrS/jdRjOsieBCgicEEQ6oCZuIQzzKy5U9RFaPklGFDCUlQr7aPQLgrnL23HNAfr76/tq2hb32BMq6CIVjHc+g2RNnPUcptArJEISPkDKZDGSoibBFi+F0nnTlLeKNgdp0L9Foqt0AsCioWSzAyy8rT9vyxqDqdZNDEBogZTKCaGl402PtC1qnezlNzfIIu4uvjx6tfMwHHgBGjNAWomfBGyEZggggZKgJIhzwpsfaV7TmtZWw24UqdSXWrhW2k8vRexuaDvRNDkFoJGSqvufNm4ePPvoIO3bsQGRkJE6dOhXsJRGEcVATNhHDt3r3F1utQvuXr5XSLJrkolcreuR6hPABv93k2BvtKDtUhurT1egY3xEZXTJIc5zwipAx1A0NDRgxYgT69euHf/zjH8FeDkEYCzEUraXFSs9j+2o0g+nV+uEmx7bbhtzNuS6yp+YEM4po1CbhBSET+i4oKMDUqVNxzTXXBHspBGFM9AxFB5pghO5FtObbVXBM+XLTJq+qr0LO+hzYdlO7F6GNkDHUBEEw4Ev+1m4Htm0D/vIX4bFtm/rELL3wRh5VT3S6yXGZ8uWG+Fze5jzYGwN0XYmwIGRC395w4cIFXLhwwfF7fX29wtYEEWT0UsXyJhRtswGPPuo6SGPuXGHAxmuv+d8bD2boXkSHfHvZoTLlKV/gcbj+MMoOlSEzLVOHRRMtgaB61M888ww4jlN87Nmzx+v9v/DCC0hMTHQ8LBaLjqsnCB0JpiqWzQYMHy457QonTwqvBWIdRgjdq7WRqVB9mi2HzrodQQBBFjypqanBSakvBye6deuGyMhIx++rVq1CXl4eU9W3lEdtsVhI8IQwFsFUxWIRGgEE4/nGG8Dx4/7XwPan3raftbxLK0qR9Ya68EzJuBLyqFs4WgRPghr6TklJQUpKit/2HxUVhaioKL/tnyB8Rm0KFccBeXlCSNYfhpGlLQoQKqIHDWr+XRz04Y8bCD1br5yRmp2t83lkdMmAOcGMqvoqyTw1Bw7mBDMyutAYToKdkCkmO3ToEHbs2IFDhw7Bbrdjx44d2LFjB86cORPspRGE9wRbFcvbdidx0EeoDKyQm52t83mYIkwoGiJUkHNwLYwTfy8cUkj91IQmQsZQz549G9dffz3y8/Nx5swZXH/99bj++uvx7bffBntpBOE9wVbF8rbdSYwA5OUFrjLcW1hmZ+t4HtZeVhSPLEbnBNdcuznBjOKRxdRHTWiGhnIQRDAJ9DANd1hz1Er4a216EaRrTMpkhBIhk6MmiBZPoKU/pYqpioqEym5vMboGdpCiFqYIExWMEboQMqFvgghLdFbFUkSuBQwANm4Ueqa9wR9qYXoSTNUzgtABMtQEEWwC0T+sVkwFAMeOAVu3ArNmCY9PPgmuWpheBFv1jCB8hHLUBGEU/NXjq5aHFsPr5eWexxMNPCCtFmZ0DXGRcDkPImzQYo/IoyYIo+CjKpYsvrSAGUEtTA/C5TyIFgkVkxFEuONrMZVeM6eDTbicB9HiIENNEOGOHsVU/lILCzThch5Ei4JC3wQR7lAxFUGENGSoCSLcCWQLmNGw2wXBkzVrhJ9GV1EjCAnIUBNES6AlFlMFc3QoQegItWcRREvCz2MeDUMwR4cSBANa7BEZaoIgwgtf+sYJIkBQHzVBEMEj2HnhYI8OJQidofYsgiD0w2YTRko6G0qzWShmC1SoOdijQwlCZ8ijJghCH9T0xANVxEVDOIgwgww1QRC+Y7cLnrRUyYv4XF5eYMLg1DdOhBlkqAmC8B0j5YVbct84EZaQoSYIwneMlhduiX3jRNhCxWQEQfiOP/PC3vZ+0xAOIkwgQ00QhDpqxlLMC1dVSeepxd5lrXlhX6vIaQgHEQZQ6JsgCGVYpDj9kRc2ShU5QQQZMtQEQcijxVjK5YWTkoA5c4QwNCtGqiIniCBDhpogjEawlb2c16HVWFqtQEUFUFAgGGgAOHkSyM/XNhDDSFXkBBFkyFAThJEw0sQnb43lpk2CB11b6/q8lpC10arICSKIkKEmCKNgtJysN8ZSr5A1qYsRhAMy1ARhBIyYk/XGWOoVsiZ1MYJwQIaaIIyAEXOy3hhLvULWpC5GEA7IUBOEETBiTtYbY6lnyJrUxQgCABlqgjAGrAauXTv/rsMdrcZS75C1WEVeUgKsXi38LC8nI020KDiel0qKhSf19fVITExEXV0dEhISgr0cgmjGbhequ+WUvUQ6dwYWLw68odIi4ykWxQGu5yIab/KGCUKTPSKPmiCMgFKY2ZkjR4JTAS5KcY4eLfxUyg1TyJogdIU8aoIwElLa1u6Iutnl5cYupvJ2mAZBtAC02CMaykEQRsJqBRITgUGD5LdxrgA38sAJGohBELpAoW+CMBrHj7NtR6pcBNEiIENNEEaDVLkIgnCCQt8E4U+8ydP6a7YzQRAhCXnUBOEvvB2wQapcBEE4QYaaIPyBrwM2qMWJIIgmqD2LIPRGFC+Ra7HS0l5FLU4EEZZQexZBBBMtAzbU2peoxYkgWjwU+iYIvTHigA2CIEIWMtQEoTfUXkUQhI6QoSYIvdF7ghRBEC0aMtQEoTfUXkUQhI6QoSYIf0DtVQRB6ARVfROEv7Bagexsaq8iCMInyFAThD+h9ip2qGecICQhQ00QRPCRmsNtNgu5fkoTEC0cylETBBFcfJVbJYgwhww1QRDBw24XPGkpJWPxubw8YTuCaKGQoSYIInhokVsliBYKGWqCIIIHya0ShCpkqAmCCB4kt0oQqpChJggieGRkAMnJytskJ5PcKtGiIUNNEARBEAaGDDVBEMGjrAw4eVJ5m5MnqZiMaNGQoSYIInhQMRlBqEKGmiCI4EHFZAShChlqgiCCB83uJghVyFATBBE8aHY3QagSEoa6oqICjzzyCLp27Yro6Gh0794d+fn5aGhoCPbSCILwFZrdTRCKhMT0rD179qCxsRGvvvoqevTogZ9++gkTJ07E2bNnsWDBgmAvjyAIX6HZ3QQhC8fzUmr4xmf+/PlYsWIFfvnlF+b31NfXIzExEXV1dUhISPDj6giCIAhCHi32KCQ8ainq6uqQlJSkuM2FCxdw4cIFx+/19fX+XhZBEARB6EpI5Kjd2b9/P5YsWYLHHntMcbsXXngBiYmJjofFYgnQCgmCIAhCH4JqqJ955hlwHKf42LNnj8t7qqqqMGTIEIwYMQITJ05U3P+zzz6Luro6x+Pw4cP+PB2CIAiC0J2g5qhrampwUkU+sFu3boiMjAQAHDlyBJmZmbjllluwatUqRERou8+gHDVBEARhBEImR52SkoKUlBSmbauqqpCVlYU+ffpg5cqVmo00QRAEQYQiIVFMVlVVhczMTKSmpmLBggWoqalxvNahQ4cgrowgCIIg/EtIGOotW7Zg//792L9/P8xms8trIdpdRhAEQRBMhET8ePz48eB5XvJBEARBEOFMSBhqgiAIgmipkKEmCIIgCANDhpogCIIgDExIFJPphZjTJilRgiAIIpiIdoil1qpFGerTp08DAEmJEgRBEIbg9OnTSExMVNwmZKdneUNjYyOOHDmC+Ph4cO5D6glF6uvrYbFYcPjwYVJ1CwB0vQMHXevAQtdbgOd5nD59Gp06dVIV8GpRHnVERIRHHzahjYSEhBb9jyvQ0PUOHHStAwtdb6h60iJUTEYQBEEQBoYMNUEQBEEYGDLUBBNRUVHIz89HVFRUsJfSIqDrHTjoWgcWut7aaVHFZARBEAQRapBHTRAEQRAGhgw1QRAEQRgYMtQEQRAEYWDIUBOaqKiowCOPPIKuXbsiOjoa3bt3R35+PhoaGoK9tLBh2bJlSEtLQ6tWrXDzzTfjP//5T7CXFJa88MILuOmmmxAfH4927drhvvvuw969e4O9rBbDiy++CI7jkJeXF+ylGB4y1IQm9uzZg8bGRrz66qv4+eefsWjRIrzyyiv4v//7v2AvLSxYt24dpk2bhvz8fHz//fe47rrrMHjwYBw/fjzYSws7Pv/8c0yaNAlff/01tmzZgosXL+LOO+/E2bNng720sOebb77Bq6++imuvvTbYSwkJqOqb8Jn58+djxYoV+OWXX4K9lJDn5ptvxk033YSlS5cCEGRvLRYLpkyZgmeeeSbIqwtvampq0K5dO3z++ee49dZbg72csOXMmTO44YYbsHz5csydOxe/+93vUFhYGOxlGRryqAmfqaurQ1JSUrCXEfI0NDTgu+++w6BBgxzPRUREYNCgQfjqq6+CuLKWQV1dHQDQ37KfmTRpEu655x6Xv3NCmRal9U3oz/79+7FkyRIsWLAg2EsJeU6cOAG73Y727du7PN++fXvs2bMnSKtqGTQ2NiIvLw8DBgzA1VdfHezlhC1r167F999/j2+++SbYSwkpyKMmAADPPPMMOI5TfLgbi6qqKgwZMgQjRozAxIkTg7RygvCdSZMm4aeffsLatWuDvZSw5fDhw8jNzcU777yDVq1aBXs5IQXlqAkAQn7u5MmTitt069YNkZGRAIAjR44gMzMTt9xyC1atWqU6po1Qp6GhATExMSguLsZ9993neH7cuHE4deoUNm3aFLzFhTGTJ0/Gpk2b8MUXX6Br167BXk7Y8t577+H++++HyWRyPGe328FxHCIiInDhwgWX14hmKPRNAABSUlKQkpLCtG1VVRWysrLQp08frFy5koy0TkRGRqJPnz7Ytm2bw1A3NjZi27ZtmDx5cnAXF4bwPI8pU6bg3XffRWlpKRlpPzNw4EDs3LnT5bmHH34YPXv2xJ///Gcy0gqQoSY0UVVVhczMTKSmpmLBggWoqalxvNahQ4cgriw8mDZtGsaNG4cbb7wRffv2RWFhIc6ePYuHH3442EsLOyZNmoTVq1dj06ZNiI+Px9GjRwEIM4Kjo6ODvLrwIz4+3iP/Hxsbi+TkZKoLUIEMNaGJLVu2YP/+/di/fz/MZrPLa5RF8Z1Ro0ahpqYGs2fPxtGjR/G73/0Omzdv9igwI3xnxYoVAIDMzEyX51euXInx48cHfkEEIQPlqAmCIAjCwFBykSAIgiAMDBlqgiAIgjAwZKgJgiAIwsCQoSYIgiAIA0OGmiAIgiAMDBlqgiAIgjAwZKgJgiAIwsCQoSYIgiAIA0OGmiAIgiAMDBlqgghBxo8fLzmKdP/+/brsf9WqVWjdurUu+/KWL774AsOGDUOnTp3AcRzee++9oK6HIIIFGWqCCFGGDBmC6upql4cRJ0BdvHjRq/edPXsW1113HZYtW6bziggitCBDTRAhSlRUFDp06ODyEEcFbtq0CTfccANatWqFbt26oaCgAJcuXXK8d+HChbjmmmsQGxsLi8WCJ554AmfOnAEAlJaW4uGHH0ZdXZ3DU58zZw4ASHq2rVu3xqpVqwAAFRUV4DgO69atw2233YZWrVrhnXfeAQD8/e9/R69evdCqVSv07NkTy5cvVzy/u+66C3PnzsX999+vw9UiiNCFpmcRRJhRVlaGhx56CIsXL0ZGRgYOHDiARx99FACQn58PAIiIiMDixYvRtWtX/PLLL3jiiScwY8YMLF++HP3790dhYSFmz56NvXv3AgDi4uI0reGZZ57Byy+/jOuvv95hrGfPno2lS5fi+uuvxw8//ICJEyciNjYW48aN0/cCEES4wRMEEXKMGzeON5lMfGxsrOORk5PD8zzPDxw4kH/++eddtn/rrbf4jh07yu5vw4YNfHJysuP3lStX8omJiR7bAeDfffddl+cSExP5lStX8jzP8+Xl5TwAvrCw0GWb7t2786tXr3Z57q9//Svfr18/tVOVPS5BtBTIoyaIECUrK8sxUxkAYmNjAQA//vgjvvzyS8ybN8/xmt1ux2+//YZz584hJiYGW7duxQsvvIA9e/agvr4ely5dcnndV2688UbH/589exYHDhzAI488gokTJzqev3TpEhITE30+FkGEO2SoCSJEiY2NRY8ePTyeP3PmDAoKCmC1Wj1ea9WqFSoqKjB06FD86U9/wrx585CUlIR//etfeOSRR9DQ0KBoqDmOA+82wl6qWEy8aRDXAwCvv/46br75ZpftxJw6QRDykKEmiDDjhhtuwN69eyWNOAB89913aGxsxMsvv4yICKGedP369S7bREZGwm63e7w3JSUF1dXVjt/37duHc+fOKa6nffv26NSpE3755ReMHTtW6+kQRIuHDDVBhBmzZ8/G0KFD0aVLF+Tk5CAiIgI//vgjfvrpJ8ydOxc9evTAxYsXsWTJEgwbNgxffvklXnnlFZd9pKWl4cyZM9i2bRuuu+46xMTEICYmBrfffjuWLl2Kfv36wW63489//jMuv/xy1TUVFBTgySefRGJiIoYMGYILFy7g22+/xa+//opp06ZJvufMmTMufeHl5eXYsWMHkpKS0KVLF98uEkGEEsFOkhMEoZ1x48bx2dnZsq9v3ryZ79+/Px8dHc0nJCTwffv25V977TXH6wsXLuQ7duzIR0dH84MHD+bffPNNHgD/66+/OrZ5/PHH+eTkZB4An5+fz/M8z1dVVfF33nknHxsby6enp/Mff/yxZDHZDz/84LGmd955h//d737HR0ZG8m3atOFvvfVW3mazyZ5DSUkJD8DjMW7cOA1XiiBCH47n3RJOBEEQBEEYBhI8IQiCIAgDQ4aaIAiCIAwMGWqCIAiCMDBkqAmCIAjCwJChJgiCIAgDQ4aaIAiCIAwMGWqCIAiCMDBkqAmCIAjCwJChJgiCIAgDQ4aaIAiCIAwMGWqCIAiCMDBkqAmCIAjCwPx/j2atJ4HN0ioAAAAASUVORK5CYII=","text/plain":["
"]},"metadata":{},"output_type":"display_data"}],"source":["# สร้างข้อมูลโดยการเรียกใช้ generate_multi_class_dataset\n","# กำหนด จำนวนคลาส\n","n_classes = 3\n","\n","# กำหนดช่วงค่า Mean และ standard deviation สำหรับแต่ละคลาส\n","mean_class = [[-2,2], [1,0], [2,1]]#[[-2,2], [0,0], [2,2]]\n","std_class = [[0.5,0.5], [0.75,0.75],[1,0.75]]#[[1,0.75], [1,0.75],[1,0.75]] #[[0.75,0.5], [0.5,1],[0.5,0.75]]\n","\n","# กำหนดจำนวนข้อมูล สำหรับแต่ละคลาส\n","n_samples = 200\n","\n","# ทำการสร้างชุดข้อมูล\n","x, y = generate_multi_class_dataset(n_classes, mean_class, std_class,n_samples)\n","\n","# Plot ข้อมูล x, y ที่สร้างขึ้น\n","plt.figure(figsize = (5,5))\n","color_list = ['b','r','g']\n","cmap_3classes = colors.ListedColormap(color_list)\n","for label in range(n_classes):\n"," plt.scatter(x[y==label, 0], x[y==label, 1], c=color_list[label], label='Class '+str(label))\n","\n","plt.xlabel('Feature 1')\n","plt.ylabel('Feature 2')\n","plt.title('Simulated 3-class dataset')\n","plt.legend()\n","plt.tight_layout()\n","plt.show()\n"]},{"cell_type":"markdown","metadata":{"id":"rcuN0iWmjaN-"},"source":["ข้อมูลที่สร้างขึ้นมีประกอบด้วย 2 features และ 3 classes (class: 0, 1, 2) โดยข้อมูลในแต่ละคลาสมีจำนวนเท่ากันที่ 200 จุด เราจะพัฒนาโมเดล SVM เพื่อจำแนกข้อมูลแต่ละคลาสออกจากกัน\n","\n","เมื่อสังเกตการกระจายตัวของข้อมูล พบว่า class 0 มีการกระจายข้อมูลแบ่งแยกออกมาอย่างเห็นได้ชัด ในขณะที่ class 1 และ class 2 จะกระจายตัวอยู่ร่วมกัน"]},{"cell_type":"markdown","metadata":{"id":"7fE3HUJqKaCF"},"source":["### แบ่งข้อมูลเป็น training data และ test data\n","\n","โดยใช้ [train_test_split](https://scikit-learn.org/stable/modules/generated/sklearn.model_selection.train_test_split.html) จากไลบรารี่ `scikit-learn`\n","\n","ในตัวอย่างนี้เราจะใช้ default value ซึ่งจะ shuffle ข้อมูลก่อนแบ่งข้อมูล และ ไม่ stratify (ไม่กำกับสัดส่วนของคลาสใน training data และ test data)\n","\n","อย่างไรก็ดี ในกรณีที่ข้อมูลประกอบด้วยคลาสต่างๆ ที่มีสัดส่วนต่างกันอย่างมาก (imbalanced dataset) การทำ stratify มีความจำเป็นอย่างมากเพื่อคงสัดส่วนของแต่ละคลาส ใน training data และ test data"]},{"cell_type":"code","execution_count":10,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":15,"status":"ok","timestamp":1692639089269,"user":{"displayName":"Itthi Chatnuntawech","userId":"06267664527776052880"},"user_tz":-420},"id":"Sdb-YV5Umpu5","outputId":"802f336e-f40c-415d-f3ce-44b8720c4868"},"outputs":[{"name":"stdout","output_type":"stream","text":["Train set: จำนวนข้อมูล แบ่งกลุ่มตาม class label\n","[[ 0. 169.]\n"," [ 1. 155.]\n"," [ 2. 156.]]\n","Test set: จำนวนข้อมูล แบ่งกลุ่มตาม class label\n","[[ 0. 31.]\n"," [ 1. 45.]\n"," [ 2. 44.]]\n"]}],"source":["# สร้าง training data และ test data โดยแบ่งจากชุดข้อมูล x,y\n","x_train, x_test, y_train, y_test = train_test_split(x, y, test_size=0.2,\n"," stratify=None, random_state=RANDOM_SEED)\n","\n","print('Train set: จำนวนข้อมูล แบ่งกลุ่มตาม class label')\n","unique, counts = np.unique(y_train, return_counts=True)\n","print(np.asarray((unique, counts)).T)\n","\n","print('Test set: จำนวนข้อมูล แบ่งกลุ่มตาม class label')\n","unique, counts = np.unique(y_test, return_counts=True)\n","print(np.asarray((unique, counts)).T)"]},{"cell_type":"markdown","metadata":{"id":"m_fWWAGVVocW"},"source":["### ทำการ standardize ข้อมูลทั้งหมด\n","ใช้ mean และ standard deviation (SD) จาก training data ในการ standardize test set เพื่อป้องกัน information leak"]},{"cell_type":"code","execution_count":11,"metadata":{"executionInfo":{"elapsed":13,"status":"ok","timestamp":1692639089270,"user":{"displayName":"Itthi Chatnuntawech","userId":"06267664527776052880"},"user_tz":-420},"id":"hIyY2W9cVnw_"},"outputs":[],"source":["# สร้าง standardized scaler จาก features ใน training data\n","x_scaler = StandardScaler().fit(x_train)\n","\n","# scale ค่า features ใน training data และ test data\n","x_train = x_scaler.transform(x_train)\n","x_test = x_scaler.transform(x_test)"]},{"cell_type":"markdown","metadata":{"id":"h1wlV_AgVU8h"},"source":["### เทรนโมเดล ด้วย base model (default hyperparameter)"]},{"cell_type":"code","execution_count":12,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":723},"executionInfo":{"elapsed":638,"status":"ok","timestamp":1692639089895,"user":{"displayName":"Itthi Chatnuntawech","userId":"06267664527776052880"},"user_tz":-420},"id":"Pdk_i0enOkGe","outputId":"a520176a-9e0c-44ba-f1ae-3916a3624297"},"outputs":[{"name":"stdout","output_type":"stream","text":["Training Set: Classification report\n"," precision recall f1-score support\n","\n"," 0.0 0.99 1.00 0.99 169\n"," 1.0 0.82 0.85 0.83 155\n"," 2.0 0.85 0.81 0.83 156\n","\n"," accuracy 0.89 480\n"," macro avg 0.89 0.89 0.89 480\n","weighted avg 0.89 0.89 0.89 480\n","\n","\n","Test Set: Classification report\n"," precision recall f1-score support\n","\n"," 0.0 1.00 1.00 1.00 31\n"," 1.0 0.82 0.91 0.86 45\n"," 2.0 0.90 0.80 0.84 44\n","\n"," accuracy 0.89 120\n"," macro avg 0.91 0.90 0.90 120\n","weighted avg 0.89 0.89 0.89 120\n","\n"]},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"}],"source":["fig, (ax1, ax2) = plt.subplots(1, 2, figsize=(8, 3))\n","\n","# สร้างโมเดล\n","base_clf = SVC(random_state=RANDOM_SEED)\n","\n","# สอนโมเดลด้วย training data\n","base_clf.fit(x_train,y_train)\n","\n","# ให้โมเดลทำนาย training data\n","y_pred = base_clf.predict(x_train)\n","\n","# แสดงผล classification ของโมเดลจาก training data\n","print('Training Set: Classification report')\n","print(classification_report(y_train, y_pred))\n","\n","# คำนวนและแสดงผล confusion matrix ของ training data\n","cm = confusion_matrix(y_train, y_pred)\n","display = ConfusionMatrixDisplay(confusion_matrix=cm)\n","display.plot(ax=ax1)\n","ax1.set_title('[Training Data] \\nConfusion Matrix: base model')\n","\n","# ให้โมเดลทำนาย test data\n","y_pred = base_clf.predict(x_test)\n","\n","# แสดงผล classification ของโมเดล\n","print('\\nTest Set: Classification report')\n","print(classification_report(y_test, y_pred))\n","\n","# คำนวนและแสดงผล confusion matrix ของ test set\n","cm = confusion_matrix(y_test, y_pred)\n","display = ConfusionMatrixDisplay(confusion_matrix=cm)\n","display.plot(ax=ax2)\n","ax2.set_title('[Test Set] \\nConfusion Matrix: base model')\n","\n","plt.tight_layout()\n","plt.show()"]},{"cell_type":"markdown","metadata":{"id":"RLkyePoad1br"},"source":["### ปรับแต่งโมเดล (Hyperparameter Tuning) ด้วย [GridSearchCV](https://scikit-learn.org/stable/modules/generated/sklearn.model_selection.GridSearchCV.html#sklearn.model_selection.GridSearchCV) และ train โมเดล\n","\n","โดยเราจะปรับแต่งโมเดล โดย tune 2 hyperparameters ที่สำคัญของ SVM ได้แก่\n","1. `kernel`\n","2. `C`\n","\n","ในไลบรารี่ `scikit-learn` ยังมีวิธีการอื่นๆ ในการปรับแต่งโมเดล เช่น\n","- [CrossValScore](https://scikit-learn.org/stable/modules/generated/sklearn.model_selection.cross_val_score.html#sklearn.model_selection.cross_val_score)\n","- [RandomizedSearchCV](https://scikit-learn.org/stable/modules/generated/sklearn.model_selection.RandomizedSearchCV.html)\n","\n"]},{"cell_type":"code","execution_count":13,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":794},"executionInfo":{"elapsed":2279,"status":"ok","timestamp":1692639092170,"user":{"displayName":"Itthi Chatnuntawech","userId":"06267664527776052880"},"user_tz":-420},"id":"Ayu2fEKRek8i","outputId":"bca6c659-19e7-4913-f18a-42ca3ec95022"},"outputs":[{"name":"stdout","output_type":"stream","text":["Best hyperparameters: {'C': 10, 'kernel': 'rbf'}\n","Best cross-validation score: 0.89\n","Training Set: Classification report\n"," precision recall f1-score support\n","\n"," 0.0 1.00 1.00 1.00 169\n"," 1.0 0.82 0.90 0.86 155\n"," 2.0 0.89 0.81 0.85 156\n","\n"," accuracy 0.91 480\n"," macro avg 0.91 0.90 0.90 480\n","weighted avg 0.91 0.91 0.91 480\n","\n","\n","Test Set: Classification report\n"," precision recall f1-score support\n","\n"," 0.0 1.00 1.00 1.00 31\n"," 1.0 0.83 0.96 0.89 45\n"," 2.0 0.95 0.80 0.86 44\n","\n"," accuracy 0.91 120\n"," macro avg 0.92 0.92 0.92 120\n","weighted avg 0.92 0.91 0.91 120\n","\n"]},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"}],"source":["fig, (ax1, ax2) = plt.subplots(1, 2, figsize=(8, 3))\n","\n","# กำหนดช่วงค่า hyperparameters ในรูปแบบ dictionary\n","clf_params = {'kernel': ['rbf','linear'],\n"," 'C': [0.01, 0.1, 1, 10, 100, 1000]\n"," }\n","\n","# แบ่งข้อมูล training data ด้วย 5-fold cross-validation เพื่อ tune hyperparameter\n","cv_splitter = KFold(n_splits=5, shuffle=True, random_state=RANDOM_SEED)\n","\n","# ใช้ GridSearchCV เพื่อสอนโมเดลจากชุดค่า hyperparameters จาก clf_params\n","# และคำนวณค่า accuracy ของแต่ละโมเดล เพื่อเลือกชุด hyperparameters ที่ดีที่สุด\n","# โดยใช้เทคนิค cross-validation ในการแบ่งกลุ่ม validation data จาก training data\n","tuned_clf = GridSearchCV(estimator=base_clf, param_grid=clf_params,\n"," scoring=['accuracy'], refit='accuracy', cv=cv_splitter)\n","\n","# fit โมเดลด้วย training data และ ให้โมเดลทำนายค่า y จาก training data\n","tuned_clf.fit(x_train, y_train)\n","y_pred = tuned_clf.predict(x_train)\n","\n","# แสดงผล hyperparameters ที่ดีที่สุด และ cross-validation score\n","print('Best hyperparameters: {}'.format(tuned_clf.best_params_))\n","print(\"Best cross-validation score: {:.2f}\".format(tuned_clf.best_score_))\n","\n","# แสดงผล classification ของโมเดลจาก training data\n","print('Training Set: Classification report')\n","print(classification_report(y_train, y_pred))\n","\n","# คำนวนและแสดงผล confusion matrix ของโมเดลจาก training data\n","cm = confusion_matrix(y_train, y_pred)\n","display = ConfusionMatrixDisplay(confusion_matrix=cm)\n","display.plot(ax=ax1)\n","ax1.set_title('[Training Data] \\nConfusion Matrix: tuned model')\n","\n","# ให้โมเดลทำนายค่า y จาก test data\n","y_pred = tuned_clf.predict(x_test)\n","\n","# แสดงผล classification ของโมเดล จาก test data\n","print('\\nTest Set: Classification report')\n","print(classification_report(y_test, y_pred))\n","# คำนวนและแสดงผล confusion matrix จาก test data\n","cm = confusion_matrix(y_test, y_pred)\n","display = ConfusionMatrixDisplay(confusion_matrix=cm)\n","display.plot(ax=ax2)\n","ax2.set_title('[Test Set] \\nConfusion Matrix: tuned model')\n","\n","plt.show()"]},{"cell_type":"markdown","metadata":{"id":"Tn0RE9gT8tV8"},"source":["จะสังเกตได้ว่า เมื่อมีการปรับจูน hyperparameters ของโมเดลให้มีความเหมาะสมแล้ว เราได้โมเดลที่เรียนรู้จากข้อมูลชุดเดิม แล้วสามารถทำนาย test data ได้ค่า accuracy ที่สูงขึ้น โดยเมื่อพิจารณา Confusion Matrix จะพบว่า โมเดลสามารถจำแนกข้อมูล class 1 และ class 2 ได้ดีขึ้น"]},{"cell_type":"markdown","metadata":{"id":"oNNy1vZ-zaIS"},"source":["### Decision Boundary"]},{"cell_type":"markdown","metadata":{"id":"x0Z9cuGnzaIS"},"source":["เราจะมาลองดู decision boundary ของโมเดลบน training data และ test data"]},{"cell_type":"code","execution_count":14,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":407},"executionInfo":{"elapsed":846,"status":"ok","timestamp":1692639093011,"user":{"displayName":"Itthi Chatnuntawech","userId":"06267664527776052880"},"user_tz":-420},"id":"SPesC4h7zaIS","outputId":"a65d6b8d-4491-4f3c-d436-55fe1964dac3"},"outputs":[{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"}],"source":["# plot the decision boundaries\n","fig, axes = plt.subplots(1,2, figsize=(7, 4))\n","titles = ['[Training Data] \\nSVM: Decision boundary', '[Test Data] \\nSVM: Decision boundary']\n","for x, y, title, ax in zip([x_train, x_test], [y_train, y_test], titles, axes.flatten()):\n"," disp = DecisionBoundaryDisplay.from_estimator(tuned_clf,\n"," x,\n"," response_method=\"predict\",\n"," cmap=cmap_3classes,\n"," alpha=0.5,\n"," ax=ax,\n"," xlabel='Feature 1',\n"," ylabel='Feature 2',\n"," )\n"," ax.scatter(x[:, 0], x[:, 1], c=y, cmap=cmap_3classes, s=20, edgecolors='k')\n"," ax.set_xticks(())\n"," ax.set_yticks(())\n"," ax.set_title(title)\n","plt.tight_layout()\n","plt.show()"]},{"cell_type":"markdown","metadata":{"id":"5WDHYw_pCwEg"},"source":["แสดง decision boundary ของ SVM ที่ทำงานร่วมกับ `RBF kernel` เมื่อ `C=10` ซึ่งเป็นโมเดลที่ได้รับการปรับจูนให้เหมาะสมกับการเรียนรู้จากชุดข้อมูลนี้"]},{"cell_type":"markdown","metadata":{},"source":["**ผู้จัดเตรียม code ใน tutorial**: ดร. กนกกร พิมพ์เจริญ"]}],"metadata":{"colab":{"provenance":[]},"kernelspec":{"display_name":"my_env","language":"python","name":"my_env"},"language_info":{"codemirror_mode":{"name":"ipython","version":3},"file_extension":".py","mimetype":"text/x-python","name":"python","nbconvert_exporter":"python","pygments_lexer":"ipython3","version":"3.9.7"}},"nbformat":4,"nbformat_minor":0}