{"cells":[{"cell_type":"markdown","metadata":{"id":"-VzK5vXigloB"},"source":["# Training, Validation and Test Data"]},{"cell_type":"code","execution_count":1,"metadata":{"tags":["remove-input"],"colab":{"base_uri":"https://localhost:8080/","height":336},"id":"vP_h3aOKYrKP","executionInfo":{"status":"ok","timestamp":1785421130835,"user_tz":-420,"elapsed":25,"user":{"displayName":"Itthi Chatnuntawech","userId":"17962565951292608186"}},"outputId":"db96b62e-02c6-489c-fe4f-30518d46acb2"},"outputs":[{"output_type":"execute_result","data":{"text/plain":[""],"text/html":["\n","\n"]},"metadata":{},"execution_count":1}],"source":["from IPython.display import HTML # ใช้สำหรับโชว์ HTML element\n","\n","HTML(\"\"\"\n","\n","\"\"\")"]},{"cell_type":"markdown","metadata":{"id":"AzHsASzNYrKQ"},"source":["[Slides: Training, Validation, and Test Data](https://github.com/braincodecamp/brain-code-camp-2026-lectures/blob/main/IntroToModeling/modeling_part3_train_val_test.pdf)\n","\n","
\n","\n","ใน part ก่อนหน้า เราได้เห็นตัวอย่างการใช้ polynomial regression มา fit กับข้อมูลที่มีความสัมพันธ์แบบไม่เป็นเชิงเส้น (nonlinear)\n","\n","\n","* ถ้าหากเลือก order ของ polynomial ได้อย่างเหมาะสมก็จะช่วยให้ได้โมเดลที่มีความแม่นยำที่สูง\n","* ถ้าหากเลือก order ที่ต่ำเกินไป จะเกิดปัญหา underfitting\n","* ถ้าหากเลือก order ที่สูงเกินไป ก็จะเกิดปัญหา overfitting\n","\n","นอกจากนี้ เรายังได้ทดลองใช้เทคนิค regularization มาบรรเทาปัญหา overfitting และได้เห็นถึงความสำคัญในการเลือกค่า $λ$ ที่เหมาะสม\n","\n","\n","ใน part นี้ เราจะมาลองเรียนรู้วิธีการเลือก order ของ polynomial โดยการใช้การแบ่งข้อมูลของเราออกเป็น 3 ส่วน ประกอบด้วย\n","\n","\n","1. Training data - ข้อมูลสำหรับ fit เพื่อหาค่าตัวแปรของโมเดล เช่น $\\mathbf{\\hat{w}}$ ใน linear regression และ polynomial regression\n","2. Validation data - ข้อมูลสำหรับเลือก hyper-parameter เช่น order ของ polynomial\n","3. Test data - ข้อมูลสำหรับใช้ทดสอบวัดความแม่นยำของโมเดลเท่านั้น กล่าวคือ ข้อมูลชุดนี้จะไม่ถูกนำไป fit เพื่อหาค่าของตัวแปรใดๆ ในโมเดล (เหมือน training data) และข้อมูลนี้ก็ไม่ถูกใช้สำหรับเลือก order ของ polynomial (เหมือน validation data) อีกด้วย"]},{"cell_type":"code","execution_count":2,"metadata":{"id":"irVuMnKptDPF","executionInfo":{"status":"ok","timestamp":1785421136683,"user_tz":-420,"elapsed":5840,"user":{"displayName":"Itthi Chatnuntawech","userId":"17962565951292608186"}}},"outputs":[],"source":["import sys\n","import numpy as np\n","import matplotlib.pyplot as plt\n","from sklearn.linear_model import LinearRegression\n","from sklearn.preprocessing import PolynomialFeatures\n","\n","np.random.seed(40) # ตั้งค่า random seed เอาไว้ เพื่อให้การรันโค้ดนี้ได้ผลเหมือนเดิม"]},{"cell_type":"markdown","metadata":{"id":"6LS00pXXSKeW"},"source":["ฟังก์ชันจาก part ก่อนหน้า"]},{"cell_type":"code","execution_count":3,"metadata":{"id":"1aDDlE_pSJtu","executionInfo":{"status":"ok","timestamp":1785421136710,"user_tz":-420,"elapsed":28,"user":{"displayName":"Itthi Chatnuntawech","userId":"17962565951292608186"}}},"outputs":[],"source":["# ฟังก์ชันสำหรับวัด mean squared error ระหว่างค่าที่ทำนายได้ (y_hat) และค่าผลเฉลย y\n","def mse(y,y_hat):\n"," return np.mean((y-y_hat)**2)/y.shape[0]\n","\n","# ฟังก์ชันสำหรับ fit โมเดล polynomial ที่มี order ที่กำหนด และ ทำนายผลของโมเดลหลังจากถูกสอนด้วย training data แล้ว\n","def fit_and_predict_polynomial(x_train, # ค่า x ที่ใช้เป็น input ของโมเดล (จาก training data)\n"," y_train, # ค่า y ที่ใช้เป็นเฉลยให้โมเดล (จาก training data)\n"," poly_order=4, # ค่า order ของ polynomial ที่เราใช้\n"," x_test_dict=None, # Python dictionary ที่ใช้เก็บชุดข้อมูลที่เราอยากจะนำมาทดสอบ โดยสามารถเลือกชุดข้อมูลผ่าน key ของ dictionary นี้\n"," y_test_dict=None): # Python dictionary ที่ใช้เก็บชุดข้อมูลที่ค่า y ที่เป็นเฉลยของข้อมูลที่นำมาทดสอบ โดยสามารถเลือกชุดข้อมูลผ่าน key ของ dictionary นี้\n","\n"," # สร้างตัวแปรประเภท Python dictionary สำหรับเก็บค่า output ของฟังก์ชันนี้\n"," mse_dict = {} # ค่า mse\n"," out_x = {} # ค่า x ที่ใช้เป็น input ของโมเดล\n"," out_y_hat = {} # ค่า y ที่โมเดลตอบมา\n"," out_y = {} # ค่า y ที่เป็นเฉลย\n","\n"," # สร้างโมเดลสำหรับแปลงจาก x เป็น z\n"," extract_poly_feat = PolynomialFeatures(degree=poly_order, include_bias=True)\n","\n"," # แปลงจากค่า x ให้กลายเป็น z\n"," z_train = extract_poly_feat.fit_transform(x_train)\n","\n"," # สร้างโมเดล y = w_0 + w_1*z + w_2 * z^2 + ...\n"," model_poly = LinearRegression()\n","\n"," # สอนโมเดลจาก training data ที่ input ถูก transfrom จาก x มาเป็น z แล้ว\n"," model_poly.fit(z_train, y_train)\n","\n"," # ทดสอบโมเดลบน training data\n"," y_hat_train = model_poly.predict(z_train)\n","\n"," # ถ้าเกิดว่า user ไม่ได้ให้ test data มา จะใช้ training data เป็น test data\n"," if x_test_dict is None:\n"," x_test_dict = {}\n"," y_test_dict = {}\n","\n"," # เพิ่ม training data เข้าไปใน test_dict เพื่อที่จะใช้เป็นหนึ่งในข้อมูลสำหรับที่จะให้โมเดลลองทำนาย\n"," x_test_dict['train'] = x_train\n"," y_test_dict['train'] = y_train\n","\n"," # ทดสอบโมเดลบนข้อมูลแต่ละชุดข้อมูล (แต่ละชุดข้อมูลถูกเลือกจาก key ของ dictionary)\n"," for curr_mode in x_test_dict.keys():\n","\n"," # แปลงค่า x ให้เป็น z เหมือนขั้นตอนด้านบนที่เรา fit โมเดล\n"," z_test = extract_poly_feat.fit_transform(x_test_dict[curr_mode])\n","\n"," # ทำนายค่า y โดยใช้โมเดล\n"," y_hat_test = model_poly.predict(z_test)\n","\n"," # คำนวณค่า mse บน test data\n"," mse_dict[curr_mode] = mse(y_test_dict[curr_mode], y_hat_test)\n","\n"," # เตรียมข้อมูลเป็น output ของฟังก์ชันนี้ เผื่อเรียกใช้ภายหลัง เช่น การนำเอาข้อมูลไป plot\n"," out_x[curr_mode] = x_test_dict[curr_mode] # เก็บค่า x ที่นำมาทดสอบ\n"," out_y_hat[curr_mode] = y_hat_test # เก็บค่า y ที่โมเดลทำนายออกมา\n"," out_y[curr_mode] = y_test_dict[curr_mode] # เก็บค่า y ที่เป็นผลเฉลย\n","\n"," return out_x, out_y_hat, out_y, mse_dict, model_poly.coef_.ravel()\n"]},{"cell_type":"markdown","metadata":{"id":"I3AjtMkTtgGZ"},"source":["กำหนดให้ข้อมูลที่เราเก็บมานั้นเป็นข้อมูลที่มาจากสมการ $y=sin((x+π/2))^2$ โดยที่ $0"],"image/png":"iVBORw0KGgoAAAANSUhEUgAAAksAAAGwCAYAAAC5ACFFAAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjAsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvlHJYcgAAAAlwSFlzAAAPYQAAD2EBqD+naQAAg5JJREFUeJzt3XlclNX+wPHPwyi4Ai7I4qBomlsupbkVCelNNAtD3M3lmt4WCzJbLLfspmUbWN3sllvlktK0WVEuUNwy9adZZmhhGIiguCAuCTI8vz/GGRkYYAaGWeD7fr3mhfPMmec5jyjz5Zzv+R5FVVUVIYQQQghhkYezOyCEEEII4cokWBJCCCGEqIAES0IIIYQQFZBgSQghhBCiAhIsCSGEEEJUQIIlIYQQQogKSLAkhBBCCFGBes7uQG1QXFzM8ePHadq0KYqiOLs7QgghhLCCqqqcP3+eoKAgPDzKHz+SYMkOjh8/TnBwsLO7IYQQQogqyMzMRKvVlvu6BEt20LRpU8Dwl+3t7e3k3gghhBDCGvn5+QQHB5s+x8sjwZIdGKfevL29JVgSQggh3ExlKTSS4C2EEEIIUQEJloQQQgghKiDBkhBCCCFEBSRnSQghhChBr9dz5coVZ3dD2EH9+vXRaDTVPo8ES0IIIQSGmjs5OTnk5eU5uyvCjnx9fQkICKhWHUQJloQQQggwBUqtWrWiUaNGUmTYzamqyqVLlzh58iQAgYGBVT6X2wVLb775Ji+99BI5OTn07NmT119/nb59+1psGxYWxrffflvm+PDhw/niiy8AmDp1KmvXrjV7fejQoSQmJtq/80IIIVySXq83BUotWrRwdneEnTRs2BCAkydP0qpVqypPyblVsPThhx8ye/ZsVqxYQb9+/YiLi2Po0KEcPnyYVq1alWmv0+koLCw0PT99+jQ9e/Zk9OjRZu0iIiJYvXq16bmXl1fN3YQQQgiXY8xRatSokZN7IuzN+D29cuVKlYMlt1oN9+qrrzJjxgymTZtG165dWbFiBY0aNWLVqlUW2zdv3pyAgADTY+vWrTRq1KhMsOTl5WXWrlmzZo64HSGEEC5Gpt5qH3t8T90mWCosLGTv3r0MGTLEdMzDw4MhQ4awc+dOq86xcuVKxo0bR+PGjc2OJycn06pVKzp16sQDDzzA6dOnKzxPQUEB+fn5Zg93p9dDcjJs2GD4qtc7u0dCCCGEa3CbYOnUqVPo9Xr8/f3Njvv7+5OTk1Pp+3fv3s2vv/7KfffdZ3Y8IiKC9957j+3bt/Piiy/y7bffMmzYMPQVRAtLly7Fx8fH9HD3TXR1OggJgfBwmDDB8DUkxHBcCCGEqOvcJliqrpUrV9K9e/cyyeDjxo3j7rvvpnv37owcOZItW7awZ88ekpOTyz3X3LlzOXfunOmRmZlZw72vOTodREfDsWPmx7OyDMclYBJCiLolJCSEuLg4q9snJyejKEqtLrngNsFSy5Yt0Wg0nDhxwuz4iRMnCAgIqPC9Fy9eZOPGjUyfPr3S67Rv356WLVuSlpZWbhsvLy/TprnuvHmuXg8xMaCqZV8zHouNlSk5IYSwliNTGhRFqfCxaNGiKp13z549zJw50+r2AwcOJDs7Gx8fnypdzx24TbDk6elJ79692b59u+lYcXEx27dvZ8CAARW+d/PmzRQUFDBp0qRKr3Ps2DFOnz5drXoM7iIlpeyIUkmqCpmZhnZCCCEq5uiUhuzsbNMjLi4Ob29vs2Nz5swxtVVVlaKiIqvO6+fnZ9OqQE9Pz2oXfXR1bhMsAcyePZt33nmHtWvXkpqaygMPPMDFixeZNm0aAJMnT2bu3Lll3rdy5UpGjhxZpnbGhQsXePzxx/nxxx85evQo27dvJzIykg4dOjB06FCH3JMzZWfbt50QQtRVzkhpKLmK28fHB0VRTM8PHTpE06ZN+eqrr+jduzdeXl7873//48iRI0RGRuLv70+TJk24+eab2bZtm9l5S0/DKYrCu+++yz333EOjRo3o2LEjn332men10tNwa9aswdfXl6+//pouXbrQpEkTIiIiyC7xYVJUVMQjjzyCr68vLVq04Mknn2TKlCmMHDnS/n9RduBWwdLYsWN5+eWXWbBgAb169WL//v0kJiaakr4zMjLMvhkAhw8f5n//+5/FKTiNRsMvv/zC3XffzfXXX8/06dPp3bs3KSkpdaLWkrWDZ3VgkE0IIarMlVMannrqKV544QVSU1Pp0aMHFy5cYPjw4Wzfvp2ffvqJiIgI7rrrLjIyMio8z7PPPsuYMWP45ZdfGD58OBMnTuTMmTPltr906RIvv/wy77//Pt999x0ZGRlmI10vvvgi69atY/Xq1Xz//ffk5+fzySef2Ou27U8V1Xbu3DkVUM+dO+fsrtikqEhVtVpVVRRVNfyXNn8oiqoGBxvaCSFEbfb333+rv/32m/r333/b/N6kJMs/Q0s/kpLs3m2T1atXqz4+PiX6lKQC6ieffFLpe7t166a+/vrrpudt27ZVX3vtNdNzQJ03b57p+YULF1RA/eqrr8yudfbsWVNfADUtLc30njfffFP19/c3Pff391dfeukl0/OioiK1TZs2amRkpLW3bLWKvrfWfn671ciSsC+NBuLjDX8uPdVsfB4XZ2gnhBDCMldOaejTp4/Z8wsXLjBnzhy6dOmCr68vTZo0ITU1tdKRpR49epj+3LhxY7y9vU17rlnSqFEjrrvuOtPzwMBAU/tz585x4sQJs9XpGo2G3r1723RvjiTBUh0XFQUJCdC6tflxrdZwPCrKOf0SQgh34copDaWLMM+ZM4ePP/6YJUuWkJKSwv79++nevbvZ1mCW1K9f3+y5oigUFxfb1F61NE/pJtxqbzhRM6KiIDLSsOotO9vwHzo0VEaUhBDCGqGhhl8ws7Is5y0piuH10FDH962077//nqlTp3LPPfcAhpGmo0ePOrQPPj4++Pv7s2fPHm677TbAsJHxvn376NWrl0P7Yi0JlgRgCIzCwpzdCyGEcD/GlIboaENgVDJgcrWUho4dO6LT6bjrrrtQFIX58+dXOEJUUx5++GGWLl1Khw4d6Ny5M6+//jpnz5512fIDMg0nhBBCVJO7pDS8+uqrNGvWjIEDB3LXXXcxdOhQbrrpJof348knn2T8+PFMnjyZAQMG0KRJE4YOHUqDBg0c3hdrKKo7TyK6iPz8fHx8fDh37pzTq3nr9TKdJoQQtrp8+TLp6em0a9euWh/Y8jO4aoqLi+nSpQtjxozhueees+u5K/reWvv5LdNwtYhOZ6j1UbIomlZrGB52ld9qhBCiNpOUBuv89ddffPPNNwwaNIiCggLeeOMN0tPTmTBhgrO7ZpFMw9USsiGuEEIId+Hh4cGaNWu4+eabueWWWzhw4ADbtm2jS5cuzu6aRTKyVAtUVj1WUQzVYyMjZThYCCGE8wUHB/P99987uxtWk5GlWkA2xBVCCCFqjgRLtYArV48VQggh3J0ES7WAK1ePFUIIIdydBEu1gLF6bHm1vBQFgoNdo3qsEEII4W4kWKoFZENcIYQQouZIsOTikpKS+PXXXytt5y7VY4UQQriOsLAwYmNjTc9DQkKIi4ur8D2KovDJJ59U+9r2Oo8jSLDkwjIyMoiOjqZv37689957lbaPioKjRyEpCdavN3xNT5dASQghaqO77rqLiIgIi6+lpKSgKAq//PKLTefcs2cPM2fOtEf3TBYtWmRxg9zs7GyGDRtm12vVFKmz5MIaNmxInz59+Oabb5gyZQrffZfC6NHLOXOmYbll9KV6rBBCOI+qV8lLyaMwuxDPQE98Q31RNDWzOez06dMZNWoUx44dQ6vVmr22evVq+vTpQ48ePWw6p5+fnz27WKGAgACHXau6ZGTJhfn5+fHll1/y7LPPoigKK1e+S0TEACZMSCM8HEJCpDK3EEK4ilxdLj+G/MjP4T+TOiGVn8N/5seQH8nV5dbI9UaMGIGfnx9r1qwxO37hwgU2b97MyJEjGT9+PK1bt6ZRo0Z0796dDRs2VHjO0tNwf/zxB7fddhsNGjSga9eubN26tcx7nnzySa6//noaNWpE+/btmT9/PleuXAFgzZo1PPvss/z8888oioKiKKb+lp6GO3DgALfffjsNGzakRYsWzJw5kwsXLphenzp1KiNHjuTll18mMDCQFi1a8NBDD5muVZMkWHJxGo2GG25YgKpuBVoBPwO9gU9lKxMhhHARubpcDkYfpOBYgdnxgqwCDkYfrJGAqV69ekyePJk1a9agltjCYfPmzej1eiZNmkTv3r354osv+PXXX5k5cyb33nsvu3fvtur8xcXFREVF4enpya5du1ixYgVPPvlkmXZNmzZlzZo1/Pbbb8THx/POO+/w2muvATB27Fgee+wxunXrRnZ2NtnZ2YwdO7bMOS5evMjQoUNp1qwZe/bsYfPmzWzbto1Zs2aZtUtKSuLIkSMkJSWxdu1a1qxZUyZYrAkSLLk441YmMBj4CbgVyAc+M21vEhtraCeEEMLxVL1KWkwaWNhyyngsLTYNVW+pQfX885//5MiRI3z77bemY6tXr2bUqFG0bduWOXPm0KtXL9q3b8/DDz9MREQEmzZtsurc27Zt49ChQ7z33nv07NmT2267jSVLlpRpN2/ePAYOHEhISAh33XUXc+bMMV2jYcOGNGnShHr16hEQEEBAQAANGzYsc47169dz+fJl3nvvPW644QZuv/123njjDd5//31OnDhhatesWTPeeOMNOnfuzIgRI7jzzjvZvn27rX9tNpNgycWZb2USBOwAXgLeAGQrEyGEcLa8lLwyI0pmVCjILCAvJc/u1+7cuTMDBw5k1apVAKSlpZGSksL06dPR6/U899xzdO/enebNm9OkSRO+/vprMjIyrDp3amoqwcHBBAUFmY4NGDCgTLsPP/yQW265hYCAAJo0acK8efOsvkbJa/Xs2ZPGjRubjt1yyy0UFxdz+PBh07Fu3bqhKZGsGxgYyMmTJ226VlVIsOSi9MV6ko8m89HhDRCSDIpx6Kg+MAcwRubFwH2kpFg3rCqEEMK+CrML7drOVtOnT+ejjz7i/PnzrF69muuuu45Bgwbx0ksvER8fz5NPPklSUhL79+9n6NChFBbarx87d+5k4sSJDB8+nC1btvDTTz/xzDPP2PUaJdWvX9/suaIoFBcX18i1SpJgyQXpUnWExIcQvjacN3ImwNRwiA2BLpaSk14HVvLcc7exevVqB/dUCCGEZ6CnXdvZasyYMXh4eLB+/Xree+89/vnPf6IoCt9//z2RkZFMmjSJnj170r59e37//Xerz9ulSxcyMzPJLrGx6I8//mjW5ocffqBt27Y888wz9OnTh44dO/LXX3+ZtfH09ERfSa5Ily5d+Pnnn7l48aLp2Pfff4+HhwedOnWyus81RYIlF6NL1RG9KZpj+cfMX/DOgjHRFgKmaTRsGMmVKwX885//5KGHHqqxiF4IIURZvqG+eGm9oLwKAQp4BXvhG+pbI9dv0qQJY8eOZe7cuWRnZzN16lQAOnbsyNatW/nhhx9ITU3lX//6l1n+T2WGDBnC9ddfz5QpU/j5559JSUnhmWeeMWvTsWNHMjIy2LhxI0eOHGH58uV8/PHHZm1CQkJIT09n//79nDp1ioKCslOWEydOpEGDBkyZMoVff/2VpKQkHn74Ye699178/f1t/0uxMwmWXIi+WE9MYgyqpSxB5eqxiFjTlJyigKJ48957OhYvXoyiKPznP//h9ttvJycnx3EdF0KIOkzRKHSI73D1SekXDV86xHWosXpLYJiKO3v2LEOHDjXlGM2bN4+bbrqJoUOHEhYWRkBAACNHjrT6nB4eHnz88cf8/fff9O3bl/vuu4/nn3/erM3dd9/No48+yqxZs+jVqxc//PAD8+fPN2szatQoIiIiCA8Px8/Pz2L5gkaNGvH1119z5swZbr75ZqKjoxk8eDBvvPGG7X8ZNUBRS643FFWSn5+Pj48P586dw9vbu8rnST6aTPja8MobrkmCo2EEBxv2fDNW6N6yZQsTJ04kPz+foKAgPv30U/r06VPl/gghRF1x+fJl0tPTadeuHQ0aNKjSOXJ1uaTFpJkle3sFe9EhrgN+UY4r9ijMVfS9tfbzWyp4u5Ds89mVNwJmPZXNqE5lK3iPGDGCPXv2MHLkSNLT01FK76prZ46sVCuEEK7OL8qPlpEt5ediLSTBkgsJbBpoVbtRQwMJC7H82vXXX8+PP/7I3r176d27t/06V4rF36C0XnSIl9+ghBB1l6JRaBbWzNndEHYmOUsuJLRNKFpvLUo5WYIKCsHewYS2Ca3wPN7e3oSHX5vO+7//+z+ioqLIy8uzui/G0gUbDmwg+Wgy+mK96djbq95m3WPruJR1yew9NVmpVgghhHAWGVlyIRoPDfER8URvikZBMUv0NgZQcRFxaDwMc296vaEYZXY25W6sq9frmTBhAn/88Qepqal8/vnndOjQocJ+6FJ1xCTGmK3Ia9GwBQCn/z5tODAV/M75MStxFrel3mY4pgKKoVJty8iWMvQshBCiVpCRJRcT1SWKhDEJtPZubXZc660lYUwCUV0M2dw6nWEj3fBwmDCBcjfW1Wg0fPjhh2i1Wg4dOkTfvn1JSkoq9/rllS44/ffpa4HSVbneuSwcs5Dvunx37WANVqoVQgghnEGCJRcU1SWKozFHSZqSxPqo9SRNSSI9Jt0sUIqOLrkNikF5G+veeOON7Nmzh379+nH27FnuuOMO3n777TLXrbB0gSVXB47eiHgDvWJecKymKtUKIYQQjibBkovSeGgICwljfPfxhIWEmU29xcSApYIPFW2sGxAQQHJyMhMmTKCoqIj777+fRx55hKKiIlOblIyUssUwK6NArk8uB9oeMDtcU5VqhRBCCEdzu2DpzTffJCQkhAYNGtCvXz927y5/T7Q1a9agKIrZo3SNBVVVWbBgAYGBgTRs2JAhQ4bwxx9/1PRtVJn5xrplVbSxboMGDfjggw9MRcX+/PNPs/IC1pYusOR0k6tTdDVcqVYIIYRwNLcKlj788ENmz57NwoUL2bdvHz179mTo0KEV7jjs7e1Ndna26VF6z5ply5axfPlyVqxYwa5du2jcuDFDhw7l8uXLNX07VZJtZTxTXjtFUXj66af58ssv2bBhg/nuzVaWLrCkxYUWDqtUK4QQQjiSWwVLr776KjNmzGDatGl07dqVFStW0KhRI1atWlXuexRFISAgwPQouceMqqrExcUxb948IiMj6dGjB++99x7Hjx/nk08+ccAd2S7QynimsnbDhg2jadOmgOHv4YknnqDBiQYVli6wSDWsiuv+V3e8tF50S+gmdZaEEELUKm4TLBUWFrJ3716GDBliOubh4cGQIUPYuXNnue+7cOECbdu2JTg4mMjISA4ePGh6LT09nZycHLNz+vj40K9fvwrPWVBQQH5+vtnDUUJDQas17AtniaJAcLChnbXeffddXnrpJW4Pv51xHuMM57EiYFIwTG2+0PkFbtpxE/3T+0ugJIQQDlI6zaT0Y9GiRdU6t6sOGjiD2wRLp06dQq/Xl9l92N/fv9xNYzt16sSqVav49NNP+eCDDyguLmbgwIEcu5r0Y3yfLecEWLp0KT4+PqZHcHBwdW7NJhoNxMcb/lw6YDI+j4srW2+ppNIFJ0ePGc3w4cP5+++/eeXRV5h8aTJBTYPM3tOiYQtTrSUjYzmDf878J83CmsnUmxCizrNU0LemlEwxiYuLK5N2MmfOnBq7dl1Tq4tSDhgwgAEDBpieDxw4kC5duvD222/z3HPPVfm8c+fOZfbs2abn+fn5Dg2YoqIgIcGwKq5ksrdWa76xriWWCk5qvbW8+uKrtGvXjjfffJO1y9bywAMPMGr2KE7+fZLApoGmquEpGSlkn882HTOu0hNCiLquvJ+v8RHxptIv9hQQEGD6s4+PjyntxOjdd9/llVdeIT09nZCQEB555BEefPBBwDBbM3v2bD766CPOnj2Lv78/999/P3PnziUkJASAe+65B4C2bdty9OhRu/ffnbhNsNSyZUs0Gg0nTpwwO37ixAmzfxwVqV+/PjfeeCNpaWnAtX9oJ06cILBEks+JEyfo1atXuefx8vLCy8vLxjuwr6goiIysvIJ3ScaCk6XrKGXlZzH2o7FsfnAz7du3Z86cObz11ltkZGSwceNGmjRpYmobFhJWQ3ckhBDuq6Kfr9Gbos2KCjvCunXrWLBgAW+88QY33ngjP/30EzNmzKBx48ZMmTKF5cuX89lnn7Fp0ybatGlDZmYmmZmZAOzZs4dWrVqxevVqIiIizBYC1VVuMw3n6elJ79692b59u+lYcXEx27dvNxs9qoher+fAgQOmwKhdu3YEBASYnTM/P59du3ZZfU5n0mggLAzGjzd8rWzqrbyCk8Zjj379KDGxMSQkJNCgQQMSExPZu3dvzXReCCFqCWt+vsYmxtbolFxpCxcu5JVXXiEqKop27doRFRXFo48+aipInJGRQceOHbn11ltp27Ytt956K+PHjwfAz8+Qe+rr60tAQIDpeV3mNiNLALNnz2bKlCn06dOHvn37EhcXx8WLF5k2bRoAkydPpnXr1ixduhSAxYsX079/fzp06EBeXh4vvfQSf/31F/fddx9gSGCLjY3l3//+Nx07dqRdu3bMnz+foKAgRo4c6azbrBGVFZxUUcnMzyQlI4WoqCiSkpL4/fffGTRokAN7KYQQ7seWn6+OGJ2/ePEiR44cYfr06cyYMcN0vKioCB8fHwCmTp3KP/7xDzp16kRERAQjRozgjjvuqPG+uSu3CpbGjh1Lbm4uCxYsICcnh169epGYmGhK0M7IyMDD49pg2dmzZ5kxYwY5OTk0a9aM3r1788MPP9C1a1dTmyeeeIKLFy8yc+ZM8vLyuPXWW0lMTCxTvNLdWVtw0tiuf//+9O/f33T8yJEj5OTkcMstt9RI/4QQwl3Z+vO1pl24cAGAd955h379+pm9ZpxSu+mmm0hPT+err75i27ZtjBkzhiFDhpCQkOCQProbtwqWAGbNmsWsWbMsvpacnGz2/LXXXuO1116r8HyKorB48WIWL15sry66JGsLTlpql5ubS0REBJmZmaxbt45Ro0bZu3tCCOG2qvPztSb4+/sTFBTEn3/+ycSJE8tt5+3tzdixYxk7dizR0dFERERw5swZmjdvTv369dGX3jerDnO7YElUTWibULTeWrLysyzOqysoaL21plVvJTVu3JiuXbuSlpbG6NGjiYuL45FHHnFEt4UQwuVV5+drTXn22Wd55JFH8PHxISIigoKCAv7v//6Ps2fPMnv2bF599VUCAwO58cYb8fDwYPPmzQQEBODr6wtASEgI27dv55ZbbsHLy4tmzZo5rO+uyG0SvEX1aDw0xEcYCjSVLjhpfB4XEWexFECjRo3Q6XQ88MADqKpKTEwMc+fORbW0m68QQtQx1fn5WlPuu+8+3n33XVavXk337t0ZNGgQa9asoV27dgA0bdqUZcuW0adPH26++WaOHj3Kl19+aUpleeWVV9i6dSvBwcHceOONDuu3q1JU+cSrtvz8fHx8fDh37hze3t7O7k6FLNUBCfYOJi4irtJlraqqsnTpUp555hnAkFD/7rvvUr9+/Wr1Sa+3rQSCEELY2+XLl0lPT6ddu3ZVzlmtzs9XUXMq+t5a+/ktwZIduFOwBIZlrtUpLrl69WpmzJiBXq/n8ccfZ9myZbZdv0Rw9Mcf8N//QlbWtde1WkOV8oqKawohhD3ZI1iC6v98FfZnj2BJcpbqII2HplrLV6dNm0arVq2YN28ejz/+uNlrpX9QDGwdyg/fa0yjRrm5MHu2eeXx0rKyIDraUKVcAiYhhDup7s9X4ZokWBJVcueddzJs2DCzUg3r/m8dT6U8ZTYErbmgRf9FPKRaH/WoqmGfu9hYQ5VymZITQgjhTJLgLaqsZKD04HMPMmnwJI6lmQ8Z6RtnwZho6KKz6dyqCpmZhuk6IYQQwpkkWBLVdrngMu/85x3IB1YDmSVeVK6mxEXEgmJ7zY5sx9RwE0IIIcolwZKoth+zf6RochG0Bv4G3gPSSjRQVPDJhLa2DxMFOqaGmxBCCFEuCZZEtWWfz4ZGwGTgOuAKsB74tVTDJtYPEykKBAcbyggIIYQQziTBkqg2Uwl/L2A8cANQDCQAe0s0vGDdMJFytaZbXJwkdwshhHA+CZZEtRlL/SsohvWVUUCfqy+eB1QFzgXDX9YNE2m1UjZACCGE65DSAaLajKX+ozdFo6CgeqhwJ3A90OFqo8Q4UC0PE2m1MGMGdOwoFbyFEEK4HgmWajlHbSUS1SWKhDEJ10r9K8D1oLkQjP6LOEgdCryCVhvLa69paNlStjcRQojqUBSlwtcXLlzIokWLHNOZWk6CpVpMp4OYGPNq2TW5lUhUlygiO0WWqeD9/XAPYmOH8csvXxMauo/IyDXV3k9OCCHquuwStVU+/PBDFixYwOHDh03HmjRpYvqzqqro9Xrq1ZOP/aqQnKVaSqczbBlSelsR41YiOttqRFrNWOp/fPfxhIWE4VlfQ3i4wty5U6lXrx4bNqwnOjqay5cv10wHhBCijggICDA9fHx8UBTF9PzQoUM0bdqUr776it69e+Pl5cX//vc/pk6dysiRI83OExsbS1hYmOl5cXExS5cupV27djRs2JCePXuSkJDg2JtzMRJi1kJ6vWFEydIWyc7aSmTcuHE0adKE6OhoPvvsM0aMGMEnn3xi9puPEEK4mosXL5b7mkajMduYtaK2Hh4eNGzYsNK2jRs3rkIvy/fUU0/x8ssv0759e5o1a2bVe5YuXcoHH3zAihUr6NixI9999x2TJk3Cz8+PQYMG2bV/7kKCpVooJaXijWpLbiVS4peJGjdixAi++uor7rrrLrZv384dd9zBV199hY+Pj+M6IYQQNqjoF7rhw4fzxRdfmJ63atWKS5cuWWw7aNAgkpOTTc9DQkI4depUmXaqpd9yq2Hx4sX84x//sLp9QUEBS5YsYdu2bQwYMACA9u3b87///Y+33367zgZLMg1XC1m7RYgzthIJDw9n27Zt+Pr6snPnTsaOHev4TgghRB3Rp0+fyhuVkJaWxqVLl/jHP/5BkyZNTI/33nuPI0eO1FAvXZ+MLNVC1m4R4qytRPr3709SUhJjxoxh6dKlzumEEEJY4cKFC+W+pimVx3Dy5Mly25bceBzg6NGj1eqXtUpP63l4eJQZvbpy5Yrpz8b7/eKLL2jdurVZOy8vrxrqpeuTYKkWCg01rHrLyrKct6QohteduZVIr169+O2338xWZhQXF5f5gSKEEM5kSw5RTbW1Jz8/P3791Xwvqv3795tWKHft2hUvLy8yMjLq7JSbJfLJVAtpNIbyAHBt6xAjV9pKpGSg9MMPP9CrVy/S09Od2CMhhKjdbr/9dv7v//6P9957jz/++IOFCxeaBU9NmzZlzpw5PProo6xdu5YjR46wb98+Xn/9ddauXevEnjuXBEu1VFSUYcuQUqOoLrmViKqqxMTEcODAAQYNGkRaWpqzuySEELXS0KFDmT9/Pk888QQ333wz58+fZ/LkyWZtnnvuOebPn8/SpUvp0qULERERfPHFF7Rr185JvXY+RbV36n0dlJ+fj4+PD+fOncPb29vZ3THjqAre1XX8+HEGDx7MoUOHCAwMZMeOHXTu3NnZ3RJC1BGXL18mPT2ddu3amZUDEO6vou+ttZ/fMrJUy2k0hvIA48cbvrpioAQQFBREcnIyN9xwA9nZ2QwaNKjMvLoQQgjhDBIsCZfh7+9PUlISvXr14uTJk4SFhbF//35nd0sIIUQdJ8GScCktW7Zkx44d3HzzzZw+fZqXX37Z2V0SQghRx0npAOFymjVrxtatW1m6dKnNO2bri/VmG/mGtglF4+Gic49CCCHcggRLwiX5+PjwwgsvmJ6rqsrRo0crXI2hS9URkxjDsfxre71ovbXER8QT1cWFlv8JIVyWrHmqfezxPZVpOOHyVFVlzpw59OzZkzc+eoMNBzaQfDQZfbHe1EaXqiN6U7RZoASQlZ9F9KZodKk6R3dbCOFGjEUZy9vbTbgv4/fU+D2uCikdYAeuXDqgNigoKKDPoD78uutX8AQmAm2vjRpFdookJD6kTKBkpKCg9daSHpMuU3JCiHJlZ2eTl5dHq1ataNSoEUrpqr7CraiqyqVLlzh58iS+vr4EWtjjy9rPb5mGEy7viz+/4NfBv8JJIB34AJgEWW0No0aLwhaVGygBqKhk5meSkpFCWEiYg3othHA3AQEBQMV7vAn34+vra/reVpUES8Kl6Yv1xCTGGEaUJgAbgD+BD0CdpKK0VVi+a7lV58o+n12DPRVCuDtFUQgMDKRVq1Zmm8sK91W/fv0yGx5XhdsFS2+++SYvvfQSOTk59OzZk9dff52+fftabPvOO+/w3nvvmYob9u7dmyVLlpi1nzp1apn9boYOHUpiYmLN3YSwWkpGyrVRo/rAeMoETKfbnrbqXIFNyw7BCiFEaRqNxi4fsKL2cKsE7w8//JDZs2ezcOFC9u3bR8+ePRk6dGi5Q6bJycmMHz+epKQkdu7cSXBwMHfccQdZWVlm7SIiIsjOzjY9NmzY4IjbEVYoMxpkDJjaA1eAPMPh5g2bo2A5v0BBIdg7mNA2oTXXUSGEELWWWwVLr776KjNmzGDatGl07dqVFStW0KhRI1atWmWx/bp163jwwQfp1asXnTt35t1336W4uJjt27ebtfPy8iIgIMD0aNasmSNuR1jB4miQMWCaBPQ0HIrpFwNQJmAyPo+LiJPkbiGEEFXiNsFSYWEhe/fuZciQIaZjHh4eDBkyhJ07d1p1jkuXLnHlyhWaN29udjw5OZlWrVrRqVMnHnjgAU6frnhap6CggPz8fLOHqBmhbULRemvLjhrVBzpcGzWa3nE6SzsvpbV3a7NmWm8tCWMSpM6SEEKIKnObnKVTp06h1+vx9/c3O+7v78+hQ4esOseTTz5JUFCQWcAVERFBVFQU7dq148iRIzz99NMMGzaMnTt3ljtnvXTpUp599tmq34ywmsZDQ3xEPNGbolFQULlW6cIYQC3svZDBtw/m+PHjfPnVlxS1LpIK3kIIIezGbUaWquuFF15g48aNfPzxxzRo0MB0fNy4cdx99910796dkSNHsmXLFvbs2UNycnK555o7dy7nzp0zPTIzMx1wB3VXVJcoEsYklDtqNL7PeIKCgjh//jzDhw2n4YmGjO8+nrCQMAmUhBBCVJvbjCy1bNkSjUbDiRMnzI6fOHGi0voJL7/8Mi+88ALbtm2jR48eFbZt3749LVu2JC0tjcGDB1ts4+XlhZeXl203IKolqksUkZ0izfZ9G6gdyA/HfuDTI5/y+BuPU/xQMd8mf8sdd9zB1q1by10lKYQQQtjCbYIlT09Pevfuzfbt2xk5ciSAKVl71qxZ5b5v2bJlPP/883z99df06dOn0uscO3aM06dPW6z0KRynvA1xjUUldak6rnv9OrNilEFDg+hyvgupe1MZOnQo27dv56abbnLSHQghhKgt3CZYApg9ezZTpkyhT58+9O3bl7i4OC5evMi0adMAmDx5Mq1bt2bp0qUAvPjiiyxYsID169cTEhJCTk4OAE2aNKFJkyZcuHCBZ599llGjRhEQEMCRI0d44okn6NChA0OHDnXafdZ1lW2Ia9wHrmT+EkB2QTbH7zhOZ7Uzh/Yd4h//+AdJSUmVjiYKIYQQFXGrYGns2LHk5uayYMECcnJy6NWrF4mJiaak74yMDDw8rqVhvfXWWxQWFhIdHW12noULF7Jo0SI0Gg2//PILa9euJS8vj6CgIO644w6ee+45mWZzkvICIeOGuJuiN/HoN4+WeR0M25ooXgrno8/Tt35fTp86XaNlIPR6SEmB7GwIDITQUJA6dkIIUfvIRrp2IBvp2oe+WF/phrgtG7Uk91Jupef6/J7PuanlTQQFBdm7mwDodBATA8dKdFWrhfh4iJIqBUII4Ras/fyuM6vhhOsz29rEAhXVqkAJ4LxynqCgIPR6SE6G2bM/4YMP/kCvL9vW2GbDBsNXS21K0ukgOto8UALIyjIc1+ms6qIQQgg3IcGScBn23Og2sGkgOh2EhEB4+Oe89lo09947GK32qFkwc60NTJhg+BoSUn7Ao9cbRpQsjccaj8XGVh5wCSGEcB8SLAmXYe1Gty0btax0H7jcvaElRn/6Ah2ATHJybmfUqGPodFUbIUpJKdu+JFWFzExDOyGEELWDBEvCZZS7tclVxkDoP8P/Y3pe+nWAV++IY3aspsTojz+wHbgOSAduZ9as7CqNEGVbOfhlbTshhBCuT4Il4TKMW5tAxRviju42usKK3i1zoyyM/rQGdgBtgT/Izh7CsWPl5z+VN0JkbfktKdMlhBC1h6yGswNZDWdfluosBXsHExcRZ7YhbnmFKzdsMOQfWfYncBuQBfQEUoCm5fZl/XoYP/7ac73ekNOUlWV5VEpRDKvi0tOljIAQQrg6az+/3arOkqgbLG1tYmlD3JIVvUuqeFSnPYYRptuAW4HGFfal9Lk0GkN5gOhoQ2BUMmBSFFAVPff9O4VNv8lGvkIIUVvIyJIdyMiSa7Fm9Ccg4DgeHoEcP65UaYTIUp2lFrfqYFgMp69YrjwuhBDCtVj7+S3Bkh1IsOR6jCvdoOzoD0BCguFrdDSoaiHwCvAo0MA0QvTs6hQ63lj+CFHJCt5/1NOx6LeylceNuVYJYxJMAVN504dCCCEcS4IlB5JgyTVZGv0JDoa4uGtVtnU6mDRpPH//vRG4C/iIFrd+btMIkTWVx7XeWtJj0vn08KcV7nsnhBDCcSRYciAJllyXNfu3bduWxJ13Dqew8DI3DLyFX4d8X2adqKURIqPko8mErw2vtC/Phj3LouRFVo0+CSGEqHkSLDmQBEvuLzExkbvvvpsrV65AL+BuLAZMxhGiktNmGw5sYIKu3OV3Js0bNufM32csvlbeuYUQQtQc2RtOCBtEREQwb/k8UID9QCKUGgBCRSUzP5OUDPPiS9ZWHi8vUKro3EIIIZxPgiUhrup4S0cYefXJbiDZcrvSe9hZU3m8ecPmVvXBnvvjCSGEsA8JloS4KrBpoKFO5Z2AJxBSQbsSrKk8HtMvxvo+CCGEcCkSLAlxlWmE6GYFHgHalW3TvGFz9MV69MXmm8ZFdYmqcAuWZ0KfsWrfu9A2ofa6HSGEEHYiCd52IAnetYcuVUf0JkOBJtOqtRPASaD7tXblLfevqIaSxXMjq+GEEMJZZDWcA0mwVLuY7U13FvgvcBkYDXQ1tKlqgGPtvndCCCFqngRLDiTBUu2jL9aTfDSZ0ZtGc3bTWfgJw6T1BKCDoU1Vl/tLBW8hhHANspGuENWg8dCg8dBwtuCsobB3AfAbsBG4F2hrvtzf0oa+FZ3blvZCCCGcSxK8hSiHaRm/BxCFYUSpCFgPZFtoJ4QQolaSYEmIcpgt468HjAHaYBhleh84baGdEEKIWkeCJSHKUabYpCeGnKVAwA9ojCz3F0KIOkBylkSdY83munCt2GT0pmgUFMNy/wYYcpbqg1JfIS4irsLkbEnmFkII9ycjS6JO0ekgJATCw2HCBMPXkBDDcUssFptsBMEtgk1lA1avXk1eXl7Za6XqCIkPIXxtOBN0EwhfG05IfAi61HIuJoQQwiVJ6QA7kNIB7kGng+hoKP0vXrk6y5aQAFHllDoqb4TohRdeYO7cudxyyy188803NGrUyHCtqwUo1VK78UoBSiGEcB1SZ8mBJFhyfXq9YQTp2DHLrysKaLWQnm55Sq48v/zyC4MGDSIvL4+IiAg+/fRTNPU0hMSHmBWeNLtWFeozqXqVvJQ8CrML8Qz0xDfUF0VjeesUIYQQ1rH281um4USdkJJSfqAEhtGmzExDO1v06NGDL774gkaNGpGYmMjkyZNJTk8uN1AC8/pM1sjV5fJjyI/8HP4zqRNS+Tn8Z34M+ZFcXa5tnRVCCFElEiyJOiHbylJI1rYraeDAgeh0OurXr8+HH37I0rlLwYrxWmvqM+XqcjkYfZCCYwVmxwuyCjgYfVACJiGEcAAJlkSdEGhlKSRr25U2dOhQ1q1bh6IobN+8HbZbca1K6jOpepW0mDTLgdfVY2mxaah6mUkXQoiaJMGSqBNCQw05SUo5aT6KAsHBhnZVNXr0aN5++20URcGnpc+1+kylr4ViVX2mvJS8MiNKZlQoyCwgLyWv6p0WQghRKQmWRJ2g0UB8vOHPpQMm4/O4ONuSuy2ZMWMGv/76K6uWrDKcu1TAZHxeWX0mgMLsQquuaW07IYQQVSPBkqgzoqIM5QFatzY/rtVWXDbAVl27djXVZwqsFwh/lriWt9bqsgGegZ5WXc/adkIIIarG7YKlN998k5CQEBo0aEC/fv3YvXt3he03b95M586dadCgAd27d+fLL780e11VVRYsWEBgYCANGzZkyJAh/PHHHzV5C8KJoqLg6FFISoL16w1f09PtFyiVNKjVIFp82IL6G+vzjPYZkqYkkR6TbnV9Jd9QX7y0XpQzmwcKeAV74Rvqa7c+CyGEKMutgqUPP/yQ2bNns3DhQvbt20fPnj0ZOnQoJ0+etNj+hx9+YPz48UyfPp2ffvqJkSNHMnLkSH799VdTm2XLlrF8+XJWrFjBrl27aNy4MUOHDuXy5cuOui3hYBoNhIXB+PGGr9WdeiuPj48PHTp04ErhFeJj42lyqolNW50oGoUO8R2uPin9ouFLh7gOUm9JCCFqmFsVpezXrx8333wzb7zxBgDFxcUEBwfz8MMP89RTT5VpP3bsWC5evMiWLVtMx/r370+vXr1YsWIFqqoSFBTEY489xpw5cwA4d+4c/v7+rFmzhnHjxlnVLylKKcpz+fJl7rzzTnbs2EHLli1JSUmhc+fONp0jV5dLWkyaWbK3V7AXHeI64BflZ+8uCyFEnVHrilIWFhayd+9ehgwZYjrm4eHBkCFD2Llzp8X37Ny506w9GJZ4G9unp6eTk5Nj1sbHx4d+/fqVe06AgoIC8vPzzR5CWNKgQQM++eQT+vTpw6lTp7jjjjvIzMy06Rx+UX70P9qfnkk96bK+Cz2TetI/vb8ESkII4SBuEyydOnUKvV6Pv7+/2XF/f39ycnIsvicnJ6fC9savtpwTYOnSpfj4+JgewcHBNt+PqDuaNm3Kl19+SadOncjMzOSOO+7g1KlTNp1D0Sg0C2uG/3h/moU1k6k3IYRwILcJllzJ3LlzOXfunOlh60iBqHv8/Pz45ptv0Gq1XLx4kbNnzzq7S0IIIaxUz9kdsFbLli3RaDScOHHC7PiJEycICAiw+J6AgIAK2xu/njhxgsASpZtPnDhBr169yu2Ll5cXXl5eVbkNUYe1adOGrVu30rhxYxmNFEIIN+I2I0uenp707t2b7duv7SNRXFzM9u3bGTBggMX3DBgwwKw9wNatW03t27VrR0BAgFmb/Px8du3aVe45haiOzp07mwVKP/30E3q93ok9EkIIURm3CZYAZs+ezTvvvMPatWtJTU3lgQce4OLFi0ybNg2AyZMnM3fuXFP7mJgYEhMTeeWVVzh06BCLFi3i//7v/5g1axYAiqIQGxvLv//9bz777DMOHDjA5MmTCQoKYuTIkc64RVGHbN68mX79+vHwww/jRotShRCiznGbaTgwlALIzc1lwYIF5OTk0KtXLxITE00J2hkZGXh4XIv/Bg4cyPr165k3bx5PP/00HTt25JNPPuGGG24wtXniiSe4ePEiM2fOJC8vj1tvvZXExEQaNGjg8PsTdU9RURFvvfUWfn5+PPvss87ujhBCCAvcqs6Sq5I6S6KqVqxYwQMPPADA8uXLefjhh53cIyGEqDtqXZ0lIWqj+++/n8WLFwPwyCOPsGHDBif3SAghRGkSLAnhZHPnzuOeewwjSvfeO5kvv/zayT0SQghRkgRLQjiRTgft2il8/HEcMB69vogxYz5Gp3N2z4QQQhhJsCSEk+h0EB0Nx46B4b/iGuC/XLz4H6KjkYBJCCFchARLQjiBXg8xMWC+vMITmIHxv2VMjJ6cnFwn9E4IIURJEiwJ4QQpKcYRJctUtYBjx8bRr99tnD592nEdE0IIUYYES0I4QXZ2ZS1OAT+SkXGIO++8k4sXLzqgV0IIISyRYEkIJyixFWE5WgNf07RpM3bt2kV0dDRXrlxxQM+EEEKUJsGSEE4QGgpaLSiK5dcVBYKDu/Lll1/QsGFDEhMTmTZtGsXFxY7tqBBCCAmWhHAGjQbi4w1/Lh0wGZ/HxcGttw7go48+ol69eqxbt47HHntM9pETQggHk2BJCCeJioKEBGjd2vy4Vms4HhVleD5s2DBWr14NGLZHSUtLA0DVq5xNPsuJDSc4m3wWVS9BlBBC1AS32khXiNomKgoiIw2r47KzDblMoaGGkaeSJk2aRH5+Pj169KBjx47k6nJJi0mj4FiBqY2X1osO8R3wi/Jz8F0IIUTtJhvp2oFspCscKVeXy8HogxSpRdQr+fvO1em7bgndJGASQggryEa6QtRCql4lLSaNNDWNyUzmF34p8aLhS1psmkzJCSGEHUmwJIQbyUvJo+BYAZvYRDbZPM3THOHItQYqFGQWkJeS57Q+CiFEbSPBkhBupDC7EIDHeIzudOciF3mCJ8gm22I7IYQQ1SfBkhBuxDPQEwAvvFjCEtrTnjOc4XEe5yxny7QTQghRfRIsCeFGfEN98dJ6gQJNaMKLvEgAAWSRxVM8xSUu4RXshW+or7O7KoQQtYYES0K4EUWj0CG+w9Un0JKWLGMZPvjwO7+zkpV0iOuAoimnNLgQQgibSbAkhJvxi/KjW0I3vFp7ARBMMC/yIrc1vI2XP3hZygYIIYSdSZ0lO5A6S8IZVL1KXkoehdmFeAZ64hvqKyNKQghhA2s/v6WCtxBuStEoNAtrZnquL9aTcjSF4/nHSV6XTOvGrVm4YKETeyiEELWDBEtC1AK6VB0xiTEcyz8GfwGGreTILs5mxaIVTu2bEEK4O8lZEsLN6VJ1RG+KNgRKAG2B2wx/fHvx2zyx/Amn9U0IIWoDCZaEcGP6Yj0xiTGolEo9DAd6Ayq8NPsltu/Y7ozuCSFErSDBkhAuSF+sJ/loMhsObCD5aDL6Yr3FdikZKddGlEpSgDuBzoAeIkdGsn///hrssRBC1F6SsySEizHLP7pK660lPiKeqC5RZm2zz2eXfvs1HsAo4AO4+NdFIiIiOHToEL6+vjXSbyGEqK1kZEkIF1Im/+iqrPwsojdFo0vVmR0PbBpY8QnrA+Oh4w0dWbRokQRKQghRBTKyJISLKDf/CFBRUVCITYwlslMkGg8NAKFtQtF6a8nKz7L4PgUFbSstv/zfLzTwalDj9yCEELWRjCwJ4SLKzT+6SkUlMz+TlIwU0zGNh4b4iHjAEBiVZHweFxFnFiidPn2a2NhYLl++bM/uCyFErSXBkhAuosL8owraRXWJImFMAq29W5sd13prSRiTYJbnpKoqd955J/Hx8UyYMAG93nLiuBBCiGtsDpamTJnCd999VxN9EaJOqzT/qIJ2UV2iOBpzlKQpSayPWk/SlCTSY9LLJIQrisILL7yAp6cnH3/8MQ888ACy45EQQlTM5mDp3LlzDBkyhI4dO7JkyRKysrJqol9C1DnG/KPS02lGCgrB3sGEtgm1+LrGQ0NYSBjju48nLCTMlNdUWlhYGBs2bMDDw4N33nmH+fPnl2ljbekCIYSoC2wOlj755BOysrJ44IEH+PDDDwkJCWHYsGEkJCRw5cqVmugjAGfOnGHixIl4e3vj6+vL9OnTuXDhQoXtH374YTp16kTDhg1p06YNjzzyCOfOnTNrpyhKmcfGjRtr7D6EKI+1+UflBUHW0hfraX5Tc6bNmwbA888/T3x8vOl1XaqOkPgQwteGM0E3gfC14YTEh5RZiSeEEHWFolZzDH7fvn2sXr2ad999lyZNmjBp0iQefPBBOnbsaK8+AjBs2DCys7N5++23uXLlCtOmTePmm29m/fr1Ftv/+uuvLFy4kKlTp9K1a1f++usv7r//fnr06EFCQoKpnaIorF69moiICNMxX19fGjSwfuWQtbsWC2ENS3WWgr2DiYuIKzOtVu1zfwfsMPxx48aN1O9Rn+hN0WVW1hmDtdI5UEII4c6s/fyuVrCUnZ3Ne++9x+rVqzl27BijRo0iKyuLb7/9lmXLlvHoo49W9dRmUlNT6dq1K3v27KFPnz4AJCYmMnz4cI4dO0ZQUJBV59m8eTOTJk3i4sWL1KtnqJqgKAoff/wxI0eOrHL/JFgS9qYv1pOSkUL2+WwCmwYS2ia02iNKxhpOZoGQCiQCh2H5uuUsO7ys3BV5Cgpaby3pMenV7osQQrgCaz+/bZ6Gu3LlCh999BEjRoygbdu2bN68mdjYWI4fP87atWvZtm0bmzZtYvHixdW6gZJ27tyJr6+vKVACGDJkCB4eHuzatcvq8xj/MoyBktFDDz1Ey5Yt6du3L6tWrao04bWgoID8/HyzhxD2ZG3+UWVUvcrZ5LMcX3+chz95uGwtJgUYCsyA5w4+Z3PpAiGEqAtsLkoZGBhIcXEx48ePZ/fu3fTq1atMm/DwcLtWCs7JyaFVq1Zmx+rVq0fz5s3Jycmx6hynTp3iueeeY+bMmWbHFy9ezO23306jRo345ptvePDBB7lw4QKPPPJIuedaunQpzz77rO03IoQD5epySYtJo+BYAftD9nN86nHLDT2AxpB7Kdfw/A/AB2hlubm1JQ6EEKK2sDlYeu211xg9enSFOT2+vr6kp6dXeq6nnnqKF198scI2qamptnaxjPz8fO688066du3KokWLzF4ruRLoxhtv5OLFi7z00ksVBktz585l9uzZZucPDg6udj+FsJdcXS4How9iHEg63eS0dW/8HdgINAamA75lm1hb4kAIIWoLm4Ole++9124Xf+yxx5g6dWqFbdq3b09AQAAnT540O15UVMSZM2cICAio8P3nz58nIiKCpk2b8vHHH1O/fv0K2/fr14/nnnuOgoICvLy8LLbx8vIq9zUhnE3Vq6TFpFFyxq3FhRZWvbf59c050+IM5ALvA//EEDhxLWepvNIFQghRWzl1bzg/Pz/8/PwqbTdgwADy8vLYu3cvvXv3BmDHjh0UFxfTr1+/ct+Xn5/P0KFD8fLy4rPPPrNqhdv+/ftp1qyZBEPCbeWl5FFwrMDsWPe/uuN3zo9c71wslXEyBkKv3PEKY86NgVXAaWAdMAUUL/uVLhBCCHfjFtuddOnShYiICGbMmMHu3bv5/vvvmTVrFuPGjTOthMvKyqJz587s3r0bMARKd9xxBxcvXmTlypXk5+eTk5NDTk6OaYuHzz//nHfffZdff/2VtLQ03nrrLZYsWcLDDz/stHsVoroKswvLHNOoGmYlzjI8KZPjfS0QGt1tNB/N+Aj/B/yhEXAc2AitG7WWsgFCiDrLLYIlgHXr1tG5c2cGDx7M8OHDufXWW/nvf/9rev3KlSscPnyYS5cuAYb6T7t27eLAgQN06NCBwMBA0yMzMxOA+vXr8+abbzJgwAB69erF22+/zauvvsrChQudco9C2INnoKfF47el3sazm57FL998NLf0HnJRXaLIej6LFRtW0KBRA0iHvj/2JfL6yGr3TSqDCyHcUbWLUgqpsyRci6pX+THkRwqyCsqMIgHoPfQc6n2IZu80I8gnqMIaTjt27GDYsGHce++9rFixokzZDVtYKrap9dYSHxEvI1ZCCKdwSFFKYSDBknA1ptVwYB4wXc1X6pbQDb+oyvMFAQ4cOMANN9yAoljes84aFgtiIpXBhRDOVWNFKYUQrs8vyo9uCd3wam2+UMFL62VToATQvXt3U6BUVFREYmKiTX3RF+uJSYwpWxATTMdiE2NlSk4I4bKcuhpOCFFz/KL8aBnZkryUPAqzC/EM9MQ31BdFU7URoqKiIqKjo/n0009ZtWoV06ZNs+p9KRkpVlcGDwsJq1LfhBCiJkmwJEQtpmgUmoU1s8u5NBoNHTp0AOC+++6jWbNmVu2paG3Fb6kMLoRwVTINJ4SwiqIovPTSS0ybNo3i4mLGjRtHUlJSpe+ztuL3b7m/yQo5IYRLkgRvO5AEb1GXFBUVMXr0aD755BOaNm1KUlISvXv3Rl+sJyUjhezz2QQ2DTStstMX6wmJDyErP8ti3lJpskJOCOEoshrOgSRYEnXN5cuXGT58OElJSbRs2ZL5a+bz0u8vlVsWwLgaDqg0YJIVckIIR5FgyYEkWBJ1UX5+PoMHD+bAwQMUjC6A9uavlw56LNVZKo9x+5X0mHTZXkUIUWOkdIAQokZ5e3uz5Yst+Mz0KRMoQdmyAFFdojgac5SkKUnMC51X4blLrpATQghnk2BJCFFlqZdSOdns5LUDp4HL156WDno0HhrCQsLo6tfVqvPLCjkhhCuQ0gFC1HF6PaSkQHY2BAZCaChorJz5MgtmsoH3gZbAJMCznHZYv0LO2nZCCFGTZGRJiDpMp4OQEAgPhwkTDF9DQgzHK6PXw4kjpYIZPZABbAaKrh0uHfSEtglF66015TWVpqAQ7B1MaJtQG+5GCCFqhgRLQtRROh1ER8OxUvnWWVmG4xUFTMYg69GoUDinBVWBQGAChvHqP4CPgWIsBj0aDw3xEfEAZQIm4/O4iDhJ7hZCuAQJloSog/R6iIkBS2thjcdiYw3tSjMLslQNJMZffaMCbYGxGH6yHAS+gNeGvmYx6InqEkXCmARae7c2O6711krZACGES5HSAXYgpQOEu0lONky5VSYpCcLCrj3X6w0jSqVHo+iig4gY8Ln6wkEgAVDhiSee4MUXXyz3GuUVsxRCiJpm7ee3JHgLUQdlW7nIrHS7lBQLgRJAahQcioS2KdAkm9eeC6TRkN/517/+RUpKCpcvX6ZBgwYWr2FcISeEEK5KgiUh6qBAKxeZlW5XYZClauBoGAD+f8P4mWE0a9aMYcOGlRsoCSGEO5CcJSHqoNBQ0GpBsbwYDUWB4GBDu5JsDbJGjx5NkyZNTMdTU1Or0FshhHAuCZaEqIM0Goi/mpddOmAyPo+LK1tvqapBlqqqLF68mBtuuIGPPvqo2v0XQghHkmBJiDoqKgoSEqC1+WI0tFrD8SgLi9GqGmQB/PXXXxQXFzN+/Hi+/vrravdfCCEcRVbD2YGshhPurCoVvHU6Q+mBksnewcGGQKlkkFXy3K1a6VmxYjwJCZtp2LAhX3/9NaGlh6CEEMKBrP38lmDJDiRYEnVRZUGWpYCqdetC/P3vYd++L2natCnbt2/n5ptvdnznhRACCZYcSoIlUdvZWgvJWLiy9E8XRQFV/Ztu3YZz8GAyzZo1Izk5mR49etTwHQghRFlSZ0kIYRe6VB0xiTEcy782RKT11hIfEW+xynZl1cEVpSF5eZ/Rr98d7Nr1I99//70ES0IIlyYjS3YgI0uittKl6ojeFI2K+Y8J4/5tlrYlsbY6+GefneXSpW8YO3as2XGp6C2EcBQZWRJCVIu+WE9MYkyZQAlARUVBITYxlshOkWbBjLXVwS9caMb48dcCpby8PBJ+TuDZfc9aNYolQZUQwlEkWBJCWJSSkWIWtJSmopKZn0lKRorZdiVVqQ5++vRp+t7Wlz9P/AnTgGt1LMnKzyJ6U7TZKJatU4NCCFEdUmdJCGFR9nnrhohKt6tK4cpz+ef46/hfcBp4D7h07TXjyFZsYiz6Yr1parB0IGcMqnSpOqv6LYQQ1pJgSQhhUWBT64aISrerSuHKDCUD/b16w4jSSeB94O9rrxtHsZKPJlc4NQjXgiohhLAXCZaEEBaFtglF6601JXOXpqAQ7B1MaJuyhSVtrQ6efT4bWgCTgUZANrAOKDBvl3w02eqpQSGEsBcJloQQFmk8NMRHGIaISgdMxudxEXHlJlVHRcHRo5CUBOvXG76mp1veRsU0OtUKQ8DUADgGrAcKbe+7tVOIQghhDQmWhBDliuoSRcKYBFp7mw8Rab21FssGlKbRQFgYjB9v+FreNipmo1gBwL2AF3AGuHBtFKtkInlFrJ1CFEK4Nn2xnuSjyWw4sIHko8lOm2KXOkt2IHWWRG3niGX6xsRtuJp/lAk0AqXFtZpOkZ0iCYkPISs/y2LekoKC1ltLeky6lBEQws05YtWrtZ/fbjOydObMGSZOnIi3tze+vr5Mnz6dCxcuVPiesLAwFEUxe9x///1mbTIyMrjzzjtp1KgRrVq14vHHH6eoqKgmb0UIt6Px0BAWEsb47uMJCwmrkUCkzChWMNDi2ihW8IVg9EX6ak0NCiHcg6utenWbYGnixIkcPHiQrVu3smXLFr777jtmzpxZ6ftmzJhBdna26bFs2TLTa3q9njvvvJPCwkJ++OEH1q5dy5o1a1iwYEFN3ooQohxRXaI4GnOUpClJrI9aT9KUJNJj0vH604tbb72V8ePHc1eHu6o1NSiEcG2VFcQFx696dYtpuNTUVLp27cqePXvo06cPAImJiQwfPpxjx44RFBRk8X1hYWH06tWLuLg4i69/9dVXjBgxguPHj+Pv7w/AihUrePLJJ8nNzcXT09Oq/sk0nBA1KzExkcjISAoLCxk9ejTr169H8VDMpgYHtg7lh+81ZGcbCl6GhpafIyWEcF3JR5MJX1v5nklJU5KszmMsT62ahtu5cye+vr6mQAlgyJAheHh4sGvXrgrfu27dOlq2bMkNN9zA3LlzuXTpWrW7nTt30r17d1OgBDB06FDy8/M5ePBguecsKCggPz/f7CGEqDkRERF89NFH1K9fn82bN3PvvfeiFqumqcEz+8K4rr2G8HCYMMGwN11ICOikPqUQbqeqBXFrklsESzk5ObRq1crsWL169WjevDk5OTnlvm/ChAl88MEHJCUlMXfuXN5//30mTZpkdt6SgRJgel7ReZcuXYqPj4/pERwcXJXbEkLYYMSIEWzevJl69eqxceNGpk6dil6vR6eD6Gg4Vqr8UlaW4XjJgEnVq5xNPsuJDSc4m3wWVe/yA+tC1DlVLYhbk5y6N9xTTz3Fiy++WGGb1NTUKp+/ZE5T9+7dCQwMZPDgwRw5coTrrruuyuedO3cus2fPNj3Pz8+XgEmIGqTXQ0oKXLoUyYIFm1i8eAzr1q3Dw0PDjh2rUNWy822qaqgYHhsLkZFw5tNc0mLSKDh2rdKll9aLDvEd8Ivyc+DdCCEqYiwlUtmqV0sFcWuKU4Olxx57jKlTp1bYpn379gQEBHDy5Emz40VFRZw5c4aAgACrr9evXz8A0tLSuO666wgICGD37t1mbU6cOAFQ4Xm9vLzw8vKy+rpCiKrT6SAmpuTI0T00b76BvLxxZGfrycoqf3RIVSEzE1Kez4VFByn9c7cgq4CD0QfpltBNAiYhXISxIG70pmgUFLOAyVmrXp06Defn50fnzp0rfHh6ejJgwADy8vLYu3ev6b07duyguLjYFABZY//+/QAEXt3ufMCAARw4cMAsENu6dSve3t507drVPjcphKiy8qbYzp6Nprg4ha5d11LZ73weqOjj08oESoDpWFpsmkzJCeFCqlsQ197cYjUcwLBhwzhx4gQrVqzgypUrTJs2jT59+rB+/XoAsrKyGDx4MO+99x59+/blyJEjrF+/nuHDh9OiRQt++eUXHn30UbRaLd9++y1gKB3Qq1cvgoKCWLZsGTk5Odx7773cd999LFmyxOq+yWo4IexPrzckaZcOlIwUBVq2hNxcAD2wFpgCmP+22ZOzxPFzpdfrmdSTZmHNqtdpIYRd1XRBXGs/v506DWeLdevWMWvWLAYPHoyHhwejRo1i+fLlptevXLnC4cOHTavdPD092bZtG3FxcVy8eJHg4GBGjRrFvHnzTO/RaDRs2bKFBx54gAEDBtC4cWOmTJnC4sWLHX5/QghzKSnlB0pgmGLLzQU/P8jNnQmsAlKAdzEGTIoC1zcrNGybUonC7CpsQieEqFHGgrjO5jYjS65MRpaEsL8NGwxlACoTGwtxcZuACRhGmKYAK1EUQ8D0yaKzeC+UkSUhRFm1qs6SEKLuCbRyVXBkJHz00RiaN1+PYURpLTCV1q31JHyoEnoL1GtewSC6Al7BXviG+la/00KIWkmCJSGESwoNBa3WMJVmiaJAcLChXVQUnDw5hkWLNqLR1AM+oE/b0fg9+j9+HvIzRWfK2e/x6rk7xHVA0RieuMou50II1+E2OUtCiLpFo4H4eMNqOEUx5CgZGQOouLhrW5poNLBwYTQ9emgYM3oMn3z/MRe5wNM8Xe41vLRedIi7VmfJEbucCyHcj4wsCSFcVlQUJCRAa/PVw2i1huNRFuKXkXeP5Hnf52lIQ27ndovnrdeiHj229aB/en+zQMmVdjkXQrgOSfC2A0nwFqJmGSt4W7NJ7tnks/wc/jPnOIcPPuWes2RCt75YT0h8SJlAychYMTg9Jt2hhfCEEDVLEryFELWGRgNhYTB+vOFreYESXCsBUDJQyiKLpSzlMpfLtANIyUgpN1ACUFHJzM8kJSOlyvcghHBfkrMkhKhVPAM9zZ7r0fMMz/AXf3GSkyxhCQ1paNbOFXc5F0K4DhlZEkLUKr6hvnhpvUwr3TRoeIzHaEQj9rOfx3mcK62vmJUKcMVdzisiK/ZEbaXqVc4mn+XEhhOcTT7rMtsQSc6SHUjOkhCuJVeXy8Hog4YnV3/CpZLKEzzBBS7Q67pebNu1jRYtWgDXcpYq2+XcFXKWZMWeqK1ydbmkxaRRcKzAdMxL60WH+A41ttG15CwJIeosvyg/uiV0w6u1l+lYF7rwhv8btPBuwf4j+wkLCyMnJwe4tss5XNvV3MhZu5xbIiv2RG1l/AWnZKAEUJBVwMHog+Tqcp3UMwMZWbIDGVkSwjWpepW8lDwKswvxDPTEN9SX1MOpDBkyhOzsbMaNG8eGDRtM7S2N2gR7BxMXEef0URtZsSdqK1Wv8mPIj2UCJRPFMMLUP72/qXisvVj7+S3Bkh1IsCSEezly5AixsbGsWbPGNBVnVNO7nFdV8tFkwteGV9ouaUqSS2w8KoS1jOU+KlMT+zda+/ktq+GEEHXOddddx+effw5cG33K+T2HgOsD8A31dclgQ1bsidqqZBkPe7SrCZKzJISos3J1ufwY8iOLwhfR/1/92RC+gR9DfnR6foQl7rZiTwhrlS73Ud12NUGCJSFEnWRMKL107BLb2U4++TzGY3x/7HuXSCgtLbRNKFpvbZkEdCMFhWDvYELbhDq4Z0JUT+lyH2Uo4BXsZVbuw9EkWBJC1DmqXiUtJg1UQx2ml3iJPvThMpeZy1y+Vb8lLTbNKTVeyquh5C4r9oSwlaJR6BDf4eqT0i8avnSI62D35G5bSLAkhKhz8lLyzFbeNKQhz/M8gxhEEUUsZjG6TB15KXkO7ZcuVUdIfAjha8OZoJtA+NpwQuJDTCUBorpEkTAmgdbe5jsLa721JIxJcPqKPSGqylK5DzCsguuW0K3G6ixZS1bD2YGshhPCvZzYcILUCalljuvR8xqv8QVfAPDMuGf494Z/O6RPxhpKpYtiGkeNSgZDrrpiT4jqslTuoyZHlGQ1nBBClKO8RFHj1ijeeLOBDdT3ru+Q/uiL9cQkxlisHq6ioqAQmxhLZKdINB4aNB4al1yxJ0R1KRrF7uUB7EGm4YQQdU5FCaUKCjOVmbzh9wbz35zvkP6kZKSUW2wSDAFTZn4mKRkpDumPEMKcBEtCiDrHmoTSMSvG4FHP8CMyPz+fRx99lIsXL9ZIf6SGkhCuTYIlIUSdZEtC6aRJk4iLi+P2228nN9f+JQWkhpIQ5fvzzz+d3QUJloQQdZdflB/9j/anZ1JPuqzvQs+knvRP719m5c3TTz9N8+bN2b17NwMHDuTIkSN27YfUUBLCsqVLl9K1a1e2bNni1H5IsCSEqNOMCaX+4/1pFtbM4sqb/v3788MPPxASEkJaWhoDBgxgz549duuD1FASoqw33niDp59+moKCAg4dOuTUvkiwJIQQVujUqRM7d+7kxhtvJDc3l7CwML744gu7nV9qKAlxzZo1a3j44YcBmD9/PnPmzHFqf6TOkh1InSUh6o7z588THR3NN998Q5s2bTh8+DANGjRAr4eUFMjOhsBACA0FTRUGgqSGkqjrNm/ezLhx4yguLiY2NpZXX30VRamZWktSZ0kIIWpA06ZN2bJlC48++igzZ86kQYMG6HQQEwPHSqz+12ohPh6ibBwQkhpKoq775ZdfKC4u5r777qvRQMkWMrJkBzKyJETdUnIU6Y8/YOFCgO+B3kADAIw/3xMSbA+YhKjrPvnkE+666y40VRmetYG1n98SLNmBBEtC1B2WRpEMgdJgDMHSp0BLwBAwabWQnl61KTkh6ooff/yRHj160KhRI4de19rPb0nwFkIIK+l0EB1dOlACKAIaAj8A/QHDyh1VhcxMwyiUEK5GX6wn+WgyGw5sIPloMvpivVP6sW3bNsLDwxkxYkSNFX6tLslZEkIIK+j1hhEly2PxgzAESsOBIxgCpgRgCGCYrhPClehSdcQkxphts6P11hIfEe/QlZc7duzgrrvu4vLly3h7e1O/vmP2Y7SVjCwJIYQVUlIsjSiV1AXYBdwCnAMigBWAYXWcEK5Cl6ojelN0mf0Is/KziN4UjS5V55B+bNu2jREjRnD58mVGjBjBpk2b8PS0vMm1s0mwJIQQVrBudKgVsB24F9ADD9Cy5RZCq1l421WmS4T70xfriUmMQaXsEKnxWGxibI3/G/vyyy8ZMWIEf//9N8OHDychIcFlAyVwo2DpzJkzTJw4EW9vb3x9fZk+fToXLlwot/3Ro0dRFMXiY/PmzaZ2ll7fuHGjI25JCOFGrB8d8gLWAs8D0bz11vBqJXfrUnWExIcQvjacCboJhK8NJyQ+xGG//QOoepWzyWc5seEEZ5PPouplXZC7SslIKTOiVJKKSmZ+JikZNZdo9/nnnzNy5EgKCgoYOXIkOp0OLy+vyt/oRG6TszRx4kSys7PZunUrV65cYdq0acycOZP169dbbB8cHEx2qV8F//vf//LSSy8xbNgws+OrV68mIiLC9NzX19fu/RdCuLfQUMPKtqys8vKWSlIIDn6aV18tJjra8Dvp33//TWZmJtdff73V1zROl5QeBTBOlziisneuLpe0mDQKjhWYjnlpvegQ36HMHnrC9WWfty6Bztp2VREcHEzjxo254447+OCDD1w2T6kktwiWUlNTSUxMZM+ePfTp0weA119/neHDh/Pyyy8TFBRU5j0ajYaAgACzYx9//DFjxoyhSZMmZsd9fX3LtBVCiJI0GkORyehoQ0mAkgGTsabSokXQsWPJCt6GQElVVaZPn86WLVtYv349I0aMqPR6lU2XKCjEJsYS2SmyWhW+K6oYnqvL5WD0QUp3oSCrgIPRB+mW0E0CJjcT2NS6IVJr21VFr1692LVrF+3bt6dePbcIQ9xjGm7nzp34+vqaAiWAIUOG4OHhwa5du6w6x969e9m/fz/Tp08v89pDDz1Ey5Yt6du3L6tWraKy0lMFBQXk5+ebPYQQtV9UlKHIZGvz7dvQag3HFyyA8eMhLMy8rtLFixc5duwY58+f5+6772bp0qWV/pxxxHRJRVN8ql4lLSatTKB09eIApMWmyZScmwltE4rWW1tmw2YjBYVg72BC21Qv0U6vh+Rk2LDB8HX58jdIKVFD4/rrr3ebQAncJFjKycmhVatWZsfq1atH8+bNycnJseocK1eupEuXLgwcONDs+OLFi9m0aRNbt25l1KhRPPjgg7z++usVnmvp0qX4+PiYHsHBwbbdkBDCbUVFwdGjkJQE69cbvqanV1ylu0mTJmzbto1//etfqKrK008/zZgxYzh//ny576np6ZLKVkS9r3vfbOqtDBUKMgvIS8mr0vWFc2g8NMRHxAOUCZiMz+Mi4qo1WqnTQUgIhIfDhAkq4eELiYl5mIiIERyreEmpy3JqsPTUU0+Vm4RtfBw6dKja1/n7779Zv369xVGl+fPnc8stt3DjjTfy5JNP8sQTT/DSSy9VeL65c+dy7tw50yMzM7PafRRCuK7Sq9FQ9ISFWR5FKo+npycrVqzgrbfeon79+iQkJNC/f39+//13i+1rcrrEmhVRc3+fi16pfEVUYXahzdcXzhXVJYqEMQm09jYfItV6a6udB2deuLUYeARYDMClS4+za9e1a5YefdK78CJPp46BPfbYY0ydOrXCNu3btycgIICTJ0+aHS8qKuLMmTNW5RolJCRw6dIlJk+eXGnbfv368dxzz1FQUFBudr6Xl5fLZ+4LIezD3sX77r//fnr27El0dDS//fYbI0aMIDU1tcweWMbpkqz8LItBjYKC1ltbpekSa6b4jhcd50DbA/Q62qvCc3kGuu5yb1G+qC5RRHaKLDdfrSrMC7cWAv8E1l199Q0U5SEefRRGjoRPP7Xf5tOO4NRgyc/PDz+/ypMDBwwYQF5eHnv37qV3796AoepncXEx/fr1q/T9K1eu5O6777bqWvv376dZs2YSDAkhamw12oABA9i7dy8TJ05kwYIFFjcLNU6XRG+KRkEx60N1p0usnbo71+Yc/IXlvCXFsCrON9TX5usL16Dx0BAWEma3810r3JoPRANbMYQZa4EJpu1/nn/esBiidNpeVpZhVMoVN592i5ylLl26EBERwYwZM9i9ezfff/89s2bNYty4caaVcFlZWXTu3Jndu3ebvTctLY3vvvuO++67r8x5P//8c959911+/fVX0tLSeOutt1iyZAkPP/ywQ+5LCOG6arp4X0BAANu2bWPQoEGmY9u3bzfLw6yp6RJrp+56Tu9p+EPpXOCrzzvEdUDRWE4UFnXPtWo9L2EIlBph2Fh6glm7+HjL5TeMx2JjXW9Kzm1S0detW8esWbMYPHgwHh4ejBo1iuXLl5tev3LlCocPH+bSpUtm71u1ahVarZY77rijzDnr16/Pm2++yaOPPoqqqnTo0IFXX32VGTNm1Pj9CCFcmy2r0az97dziMn3FMDJ0+PBhRo4cSZMmTfjwww+57bbbgJqZLrF2iu+uSXdxpskZy3WW4qTOkjB3rXDrPCANeAzoU6bdmTPln6Pk5tNhYXbvYpUpamXrV0Wl8vPz8fHx4dy5c3h7ezu7O0IIO9hwYAMTdBMqbbc+aj3ju4+vtF1luU+HDx8mKiqK3377DY1Gw/PPP8/jjz+Oh0fVJgAqqp9k7E/0pmgAi1N8JUeuVL1KXkoehdmFeAZ64hvqKyNKwsyBAwfo3Lkb7dt7lFu4VVGgeXM4fbry861fb1hAUdOs/fx2i2k4IYRwNHuuRrNm49JOnTqxe/du7r33XvR6PU899RR33nlnmcUt1rBmixRbpvgUjUKzsGb4j/enWVgzCZSEmTVr1tC7d2+efHIO8YaqBKZCrUbG5488Yt05XW3zaRlZsgMZWRKi9tEX6wmJD6l0qio9Jr3CKTHjecqb0it9HlVVeffdd3nkkUe4fPkyAQEBfPDBBwwePNiqfpeXlG5pxMjYP3tO8Ym6o7i4mKeffpoXX3wRgOjoaNavX8/nn9cvs9ItOBji4iAy0lCDqaLRJ63WULusOnsqWktGloQQohrsVbzP1krciqIwY8YM9uzZQ9euXcnJyeHrr7+2qs9VSUo3roga3308YSFhEijVYvbcEPnChQuMGjXKFCjNnz+fDz/8kPr161dYuNW4bRCUP/oUF+eYQMkWbpPgLYQQjmacqrKUaxQXEWfVarSqVuK+4YYb2LNnD/Hx8cyZM8d0XFVVlNKfMlfVRFK6qB3suSHyX3/9xciRI9m/fz9eXl6sXLmSiRMnmrXRaMpP0DZuG2SpzlJcnOuVDQAJloQQokLVWY2m6lWaHGlSaTuwnPvUqFEj5s6da3p+5coVIiIiuPfee5kyZUqZoMkVdpQXrseeGyIXFhYSFhbG0aNHadWqFZ988gkDBgywuU9RUYYpuZQUQ8mBa5tP23wqh5BgSQghKlGV4n3G3+QbZTXCL9aPXO/csvWKsK0S9+rVq9mxYwc7duzgiy++YMWKFbRo0cL0uivsKC9cS6UbIiuGDZFbRra0KnHf09OTZcuW8eKLL6LT6WjTpk2V+1bR6JOrkZwlIYSwM+Nv8gXHCtCoGmYlzjK8UOoDy9ZK3NOnT2fp0qXUq1ePhIQEevToQWJioul1R+0oL9xHXkpetTdEvnTpEgcPHjQ9Hz16NLt27apWoORuJFgSQgg7svSb/G2pt/Hspmfxyzef6rC1ErdGo+Gpp57ixx9/pFOnThw/fpxhw4Yxc+ZM8vPzHbKjvHAv1m50XF67Q4cO0b9/fwYPHkxWVpbpuKUtemozCZaEEMKOyvtN/rbU29gQt4HX1rzGvIR5fNbzM9Jj0qu0ZUnv3r3Zt28fMTExALzzzjumnQdqckd54X6s3ejYUrt169bRp08fDhw4AMDx48ft2jd3InWW7EDqLAkhjE5sOEHqhNRK23VZ3wX/8f7Vvt63337LQw89hE6n4/rrrzcdl/pJAgwjnT+G/EhBVkGFGyL3T+9vylm6dOkSjzzyCCtXrgTg9ttvZ926dQQEBDiw545h7ee3JHgLIYQdVec3+aoYNGgQv/zyi9m2KM8//zw9e/ZkxIgRdrmGcF+KRqFDfAfDajgF84DJwobIBw8eZPz48Rw4cABFUVi0aBHPPPNMnZt2K02m4YQQwo58Q33x0npZXPkGGH6TD/bCN9TXbtcsGSjt3r2b+fPnc9dddzF+/PgqbZdSFXo9JCfDhg2Gr662a7wrsmeRyIr4RfnRLaEbXq29zI57ab3KlA1Yvnw5Bw4cwN/fn23btrFgwYI6HyiBTMPZhUzDCSFKMtW1AYu/ydtS18ZWly5dYtGiRbzyyisUFxfTvHlzli1bxrRp01BRa2RqTqezXGAwPt41Cwy6gvKKRLaLa8eh3odM36OB2oH8cOwHu3zPrNkQ+fz588yZM4fFixfj7++PXu8+tZCqwtrPbwmW7ECCJSFEaRY/DIO96BBne8Xkqti3bx/Tp09n//79AHS6sRNnB5/lZJNrI01aby3xEfHVSvrW6SA6uuw+X8Z6mQkJdTNgqihnrLwikd91+Y43It4g1yfXdEyjaNCr14bp7PE9KykhIYGPP/6YDz74oEyR07oQBEuw5EASLAkhLLHmN/maVFRUxOuvv87T857m8qXL0BiIBeobXi9vc11r6fWGTVGPlbPDiqM3RXUVulSdxS1y4iPiuef6ewwJ16VWTH7X5TsWjlloeFLBP5Hqfs+MTp48yUMPPURCQgIAH3zwgdmWJXUlCJZgyYEkWBJCOFt50yX6Yj3aZ7XkJORAe6DP1TeohofiYaggnh6TbvP0TnIyhIdX3i4pyX0qNVeXLlVH9KboMpsZG4OcNV3X0GaMeTFHvaJnfOz4cqu8l2as+m78ntmy8lFVVTZs2MAjjzzC6dOnTbW7FixYgKenYdFBXQqCZTWcEELUERVNlzS/KYUcjxwYg/m0TyrwP1CHqWQGV21z3Wwrt5iztp0rsiUQ0RfriUmMKRMogWETYwWFub/P5T3lPTTqtXMcaHvAbOqtMiU3RD7z95lyR7FKjzwdO3aMhx56iM8++wyAnj17snr1am688Uazdikp5QdKYBhtysw0tKsrQbCshhNCCDdmnC4p/eGWlWU4/umOEpGKcdRCBb4FjgMrgY/gwO8HbL52oJVbzFnbztXoUnWExIcQvjacCboJhK8NJyQ+BF2qzmL7lIwUs6ClNBWV40XHOdDW/O/6dJPTVerfp4c/JXpTdJlrZuVnEb0pukw/x40bx2effUb9+vV57rnn2LNnT5lACWomCNYX60k+msyGAxtIPpqMvti9lktKsCSEEG5KrzeMKFlKpjAeW7fCQqSiAJMA4+fkAXjsrsd4/PHHOXPmjNXXDw01jGAp5UwdKQoEBxvauaKKPsCN02nWBiIA2eetix7OtTlnNt3W4kKL8htX4INfPih3FAsgNjGWIn2R6fiyZcu49dZb2bdvH/PmzaN+/foWz2vvINjWoNMVSc6SHUjOkhDCGazKGVL0+D0fwqnCLIsfrBwHr+1eFBwxJBz7+vry4MIHuWHwDVYtVTeObIF50ObqicAVJWFHdookJD6k3FGi0jlDRslHkwlfW3kS18ftPsZ3qq/hiVq1nKWWjVqSe6mCqbt8YDv8c/A/WfnKStNhVVXLrHorzZizlJVlORC3JWepshwuZ2/BY+3nt4wsCSGEm7JqGkTVMLFF+ZvrKkEK6z5bxxdffEGb69uQl5fHkn1LrB4BiIoyBEStzbeiQ6t17UCpolGj51Oer3Q6zZgzVFJom1C03toyf89GCgrB3sHcNekusyKRGlXDrMRZpjYVMb4+sftEyw0KgWTgdeBn+OA/H3D69LVpvsoCJTAEQPHxxvalrn/1eVxc5YFSZTlcYBj9cocpOQmWhBDCTVk7DRJ5fcWb647qOorL7S6TMS4DJgLXXWtz7JtjjHpiFB/+/GG554+KgqNHDave1q83fE1Pr7lAqTrVwq35AI/fFW/VuUpPu2k8NMRHlB+YAsRFxKHx0OAX5Uf/o/3pmdSTLuu78PB/HiZhdNnvkUYxj0iM37PIzpHmnSkG9mMIkpKBK0AwxG2Io0UL26f5KgqCP9ysp/lNlecfWZPDZSnodEUyDWcHMg0nhHAGW6dLylvZpS/WW552ugTEAYWgaaZh+b+X889//pMGDRrU/M2Vo7qFEq2dKrNG0pQkiysILU3xBXsHExcRV+mUU+nvUXkVvI3fs6z8LNTjKnwCGOuN+gL/AG1/LUdjj1arSnvpkhSn/HQ8+o11q+82HNjABN2ESq+xPmo947uPr3Ifq0PqLDmQBEtCCGexR85QuQHEFWAv8D/gguGQv78/sbGxPPDAA/j4+FSz97axR6FEaz/Amzdsztm/z1ocgSovZ6kkW0oOVJUpH+icCssxFAMKBfqBUl+xez6QrflH1gam5QWdjiA5S0IIUQfYI2eo3FVc9YH+QAwQAS0CWnDixAnmzp1LmzZtTPV6HMGalX+xsZVPyQU2tW7uMqZfDFD5dFp5NB4awkLCGN99PGEhYXYLlIqLi/n888+ZN28eUV0M06vaYC2MxVCd/VYIbhFs90CpKvlH1uZwhbZx0eWSJUhRSiGEcHNRURAZWfUNTysNIK4GTRuXb+T4zuMsW7aMQ4cO0aNHD1OT8+fP06RJE6sSiKvCXoUSjR/gWfmWVwcaR42eCX2GG1rdYHHFnDXTafZ25coVNmzYwLJlyzh40LBJ88iRI4nqE0Vkp8gaH8WyJf/IOEpkzOGK3hSNgmL2921t0OkqJFgSQohaQKOpejVlawOI8OvC0XTUMGnSJPbv309ISIipzcSJEzl27BgPPvgg48aNo0mTJlXrjAV6PWzfbl3bylYI2vIBHtXFMYFIRc6cOcPq1atZvnw5GRkZADRt2pQHHngArVZruqeansaytoZU6XbG0S9XCTqrSnKW7EByloQQ7s6YjwJYDCAqmtY5c+YMbdq04eLFiwA0adKEsWPHMvamsXT37Y5XkFeVNxG2lNBdEWv3oatOEraj7Nq1i7CwMC5fvgxcyxe7//778fX1dWhfqpt/5IgcrqqQBG8HkmBJCFFVrvQhUp0A4vTp06xatYp3332X33//3XS8He2YxCSGaYfRIb4DflF+ptcqu/fyErotqcrmrq70dw+Ql5fHkSNH6N27NwAFBQW0adOGoKAgHnroISZNmuS0lYhmq++qmPTuiiRYciAJloQQVVFRFWlnjW5UN4A4+dFJNkZvZAtb+JZvKaSQx3iMEcoIANq814amQ5uSciqlwns3lkWwZkTJ2tVwpZfB25LXVVOKiorYunUra9eu5ZNPPiEgIIA///wTDw/D+qusrCyCgoLMcsFUvUpeSh6F2YV4BnpWedTOVtUZfXRVEiw5kARLQghbufo2EFWh6lV+DPmRgmOGrVMucIFkkrmN2/DGGxT43Odz4vLjKNYWQ2egE3C1ZmLJe29+IqryrVyuCg42VJSuKFCqbn0meyosLGT79u189NFHfPrpp5w6dcr0Wrdu3fj6669pXXp541W5ulzSYtJMf8cAXlqvMqN2NcUdpi9tIcGSA0mwJISwRblFIK9y1ymNs8ln+Tn85wrbLGMZX/GV+UE/oAPQ3vAIbhbMUv90Jk2s/N7nzYNFiyoeIbJHfabK2DJq9dhjj/Hqq6+anrds2ZLx48czZcoUbrrppnJXFObqcjkYfZAys2BXm3dL6OaQgMnVpi+rw9rPb1kNJ4QQDlaVZdjuoDC7sNI2d4TcwVcjv4LDwCHgKJB79bEbeAoy8zPJbZcCBAGtgcblnm/w4IoDpcrqMymKoT5TZGTVp+QsjVoFBZ1j+vRdFBbu4JtvvuGFF17gjjvuAODuu+9mw4YN3HPPPYwaNYrbbruNevUq/jhW9SppMWllAyUwHFMgLTaNlpEta3xKzhGr71yN2xSlfP755xk4cCCNGjWyehWAqqosWLCAwMBAGjZsyJAhQ/jjjz/M2pw5c4aJEyfi7e2Nr68v06dP58KFCzVwB0IIYVDVZdiuzjPQs9I2p5ucNmzH0Q+YAjwBjAJuBG7AUNMJ8GuXTb16UYAP0Bt4GFgD/AQUoCiG6bfQSuoZ2lKfCQyjJslHK9/3zMg4anXs2DngPeABoAfHjzfjueeG8uKLL/LTTz+RmJhoek9oaCjHjh3jzTff5Pbbb680UALIS8kzm3oreyNQkFlAXkpepecStnObkaXCwkJGjx7NgAEDWLlypVXvWbZsGcuXL2ft2rW0a9eO+fPnM3ToUH777TfTioKJEyeSnZ3N1q1buXLlCtOmTWPmzJmsX7++Jm9HCFGHWVtF2tp2rsI31BcvrRcFWQWWR0AUCGgYYH6sIdD96qMEvwYt8PXN59QpPbDv6sOoHqp6D3Fxm0yjQfv27SM4OJiWLVuaTWNVVnepZLuKEu7v6XwPZ8+e5c8//yQt7U927PiTJk268sEHd18dtTqNIforqR2NGt3KW2/dQUTEHaajxuRtW1gzamdLO2Ebt8tZWrNmDbGxseTl5VXYTlVVgoKCeOyxx5gzZw4A586dw9/fnzVr1jBu3DhSU1Pp2rUre/bsoU+fPgAkJiYyfPhwjh07RlBQkFV9kpwlIYQtausybCiRVwPmAdPV+KXz5s7cnHGz1ff+3/9mMnfuD5w5sxP4+erjLGFhk0lKWgsYqls3atSIoqIivLy8CAgIICAggMDAQIqKWrFlywBg6tUr6IEPMEysKFe/qtw18398nrECmmFIOgcoANYBF6FRQSMuXbhUqrejgU1X/1wMDAV6ALcAAwBDsGtt7aeKWJMPBtAzqSfNwppV72J1SJ3PWUpPTycnJ4chQ4aYjvn4+NCvXz927tzJuHHj2LlzJ76+vqZACWDIkCF4eHiwa9cu7rnnHovnLigooKDg2nBofn5+zd2IEKLWqU3bQJTmF+VHt4RulldsxRlWbMWnWn/vM2cGM336WFJSxpKdDQEBKiEhmahqkel9p06dIjAwkGPHjlFQUMBff/3FX3/9ZXq9UaOL/P331KsjQIVcC5yu+fy/V//QlWvBUn0gE1DhEsZAKRBTJjq3lDiDB7DV4t+JtaNbFbFm1M5Layj+WR21KXnbnmptsJSTkwMYKp6W5O/vb3otJyeHVq1amb1er149mjdvbmpjydKlS3n22Wft3GMhRF1SW7aBsMQvyo+WkS3LrQVk672bb+WiAG3MXg8MDCQjI4OCggJycnLIzs4mOzubnJwccnNzuXDhBl5+2ZDMraoeGEaA1KuPYtp3y+PPor2G4Kjkin0PDBvUNgAaQ4udX3F6X4TNfx+BdphNVTQKHeI7GEbtFCyO2nWI61Ct5G5XrPvlKpwaLD311FO8+OKLFbZJTU2lc+fODuqRdebOncvs2bNNz/Pz8wkODnZij4QQ7sgV9h6rKYpGqXA6qCbu3cvLi7Zt29K2bdsyr/Xvb1yx5gUYkq2N9ZkKOm5ggm6C5ZOW+Pg5XXjWpv4Yq4pXloRuLWtG7aqqvLpfWflZRG+Kdsu6X/bk1GDpscceY+rUqRW2ad++fZXOHRBgSCI8ceIEgSXC+hMnTtCrVy9Tm5MnT5q9r6ioiDNnzpjeb4mXlxdeXl5V6pcQQpTkjsuw7VVB2pH3HhVlKA9gqRZS8lErh34uWD9EZMwxj4uzb5XwykbtqkJfrCcmMcZiDpmKioJCbGIskZ0ia0UgXxVODZb8/Pzw86uZAlrt2rUjICCA7du3m4Kj/Px8du3axQMPPADAgAEDyMvLY+/evaa9eHbs2EFxcTH9+vWrkX4JIYQ7c3YF6eown867JrRNKFpvbYVJ5y29tOT+Zf0QkVZbeVXxqqps1M5WtbXulz25TZ2ljIwM9u/fT0ZGBnq9nv3797N//36zmkidO3fm448/BkBRFGJjY/n3v//NZ599xoEDB5g8eTJBQUGMHDkSgC5duhAREcGMGTPYvXs333//PbNmzWLcuHFWr4QTQoi6wrjSrXS9n4KsAg5GHyRXl+uknlWPMeEeriWZGxmf/+euOLStNZRTXBsAPz/44APD6rf0dMdvo1JVtbXulz25TYL3ggULWLt2ren5jTfeCEBSUhJhV39VOHz4MOfOnTO1eeKJJ7h48SIzZ84kLy+PW2+9lcTERLNdm9etW8esWbMYPHgwHh4ejBo1iuXLlzvmpoQQwk24UgXpmmBN0rlHvKEApSFR/Np7jQHUihWus5GvLdeqrXW/7Mnt6iy5IqmzJISo7epKnZ/Kls5b2trE1TbytfVatbnuV2XqfJ0lIYQQ9lNXKkhXlnReUaJ4ecrbyDcry3DcHhv5Vudatbnul73IyJIdyMiSEKK2s8fIkiOnoVyFXg8hIeXvT2csL5CeXv2/i+pey1KdpWDvYLev+1URGVkSQghhN9WtIO3IaShXYstGvtXdEqW616pq7au6UPVbgiUhhBCVqk4FaUdOQ7kaWzbydYVr2Vr7qq5U/Xab0gFCCCGcy1hB2qu1eVFeL60X3RK6WayzpNcbRpQsJXwYj8XGGtrVRtZudWKPLVEceS24VvW7dI0mY9VvXarOPhdyAZKzZAeSsySEqEtsqeCdnAzh4ZWfMympetNQrpoPZcwjysqyHDDWRM6SQ651dQVdecUs3WUFnbWf3zKyJIQQwibGCtL+4/1pFtaswrpKjpiG0ukMQUJ4OEyYYPgaEmI47mwajSEvCyhT0NLeW6I48lq2VP2uDSRYEkIIUWNqemrImA9VOrHZmA/lCgFTVJQhL6t1a/PjWq3987Ucda26VvVbpuHsQKbhhBDCspqcGnLksnx7cNUK3lWRfDSZ8LWVz68mTUly6f3kpHSAEEIIpzNODVW0TUhVp4YcuSzfHsrbyNcdr2XN5sNaby2hbazffNiVyTScEEKIGlVTU0OOXJYvzFmz+XBtqvotwZIQQogaFxUFR48aVr2tX2/4mp5evRwaRy+VF+aMmw+39jaPgrXeWhLGJNSqOkuSs2QHkrMkhBCO58il8qJ87lzBW3KWhBBC1Go1mQ8lrGdr1W93JNNwQggh3JYjl+WLuktGloQQQri1qCiIjHTNCt6idpBgSQghhMuoav6LI5fli7pHgiUhhBAuoa7sYC/cj+QsCSGEcLq6tIO9cD8SLAkhhHAqfbGemMQYi5WgjcdiE2PRF+sd3TUhAAmWhBBCOFlN7GCv10NyMmzYYPiqlzhLVIPkLAkhhHAqe+9gr9NBTIz5vnFaraEmk5QSEFUhI0tCCCGcKrCpdfuRWNNOpzMUqSy9wW5WluG4TlKfRBVIsCSEEMKpjDvYl96Q1UhBIdg7uNId7PV6w4iSpa1PjMdiY2VKTthOgiUhhBBOZa8d7FNSyo4olaSqkJlpaCeELSRYEkII4XT22ME+27qUJqvbCWEkCd5CCCFcQlSXKCI7RVZ5B/tA61KfrG4nhJEES0IIIVxGdXawDw01rHrLyrKct6QohtdDK059EqIMmYYTQghRK2g0hvIAYAiMSjI+j4uTDXaF7SRYEkIIUWtERUFCArQ2T31CqzUclzpLoipkGk4IIUStEhUFkZGGVW/Z2YYcpdBQGVESVSfBkhBCiFpHo4GwMGf3QtQWMg0nhBBCCFEBtwmWnn/+eQYOHEijRo3w9fWttP2VK1d48skn6d69O40bNyYoKIjJkydz/Phxs3YhISEoimL2eOGFF2roLoQQQgjhbtwmWCosLGT06NE88MADVrW/dOkS+/btY/78+ezbtw+dTsfhw4e5++67y7RdvHgx2dnZpsfDDz9s7+4LIYQQwk25Tc7Ss88+C8CaNWusau/j48PWrVvNjr3xxhv07duXjIwM2rRpYzretGlTAgIC7NZXIYQQQtQebjOyZA/nzp1DUZQy03gvvPACLVq04MYbb+Sll16iqKiowvMUFBSQn59v9hBCCCFE7eQ2I0vVdfnyZZ588knGjx+Pt7e36fgjjzzCTTfdRPPmzfnhhx+YO3cu2dnZvPrqq+Wea+nSpaaRLiGEEELUboqqWioK7xhPPfUUL774YoVtUlNT6dy5s+n5mjVriI2NJS8vz+rrXLlyhVGjRnHs2DGSk5PNgqXSVq1axb/+9S8uXLiAl5eXxTYFBQUUFBSYnufn5xMcHMy5c+cqPLcQQgghXEd+fj4+Pj6Vfn47dWTpscceY+rUqRW2ad++fbWuceXKFcaMGcNff/3Fjh07Kg1m+vXrR1FREUePHqVTp04W23h5eZUbSAkhhBCidnFqsOTn54efn1+Nnd8YKP3xxx8kJSXRokWLSt+zf/9+PDw8aNWqVY31SwghhBDuw21yljIyMjhz5gwZGRno9Xr2798PQIcOHWjSpAkAnTt3ZunSpdxzzz1cuXKF6Oho9u3bx5YtW9Dr9eTk5ADQvHlzPD092blzJ7t27SI8PJymTZuyc+dOHn30USZNmkSzZs2s7ptxJlMSvYUQQgj3YfzcrjQjSXUTU6ZMUYEyj6SkJFMbQF29erWqqqqanp5usX3J9+zdu1ft16+f6uPjozZo0EDt0qWLumTJEvXy5cs29S0zM7Pca8lDHvKQhzzkIQ/XfmRmZlb4Oe/UBO/aori4mOPHj9O0aVMURbHbeY2J45mZmbU6cbwu3KfcY+1RF+6zLtwj1I37lHusmKqqnD9/nqCgIDw8yq+m5DbTcK7Mw8MDrVZbY+f39vautf/IS6oL9yn3WHvUhfusC/cIdeM+5R7L5+PjU2mbOlWUUgghhBDCVhIsCSGEEEJUQIIlF+bl5cXChQtrfU2nunCfco+1R124z7pwj1A37lPu0T4kwVsIIYQQogIysiSEEEIIUQEJloQQQgghKiDBkhBCCCFEBSRYEkIIIYSogARLTvbmm28SEhJCgwYN6NevH7t3766w/ebNm+ncuTMNGjSge/fufPnllw7qadXZco8HDx5k1KhRhISEoCgKcXFxjutoNdlyn++88w6hoaE0a9aMZs2aMWTIkEq/967AlnvU6XT06dMHX19fGjduTK9evXj//fcd2Nuqs/X/pdHGjRtRFIWRI0fWbAftwJZ7XLNmDYqimD0aNGjgwN5Wna3fy7y8PB566CECAwPx8vLi+uuvd/mfs7bcY1hYWJnvpaIo3HnnnQ7sse1s/T7GxcXRqVMnGjZsSHBwMI8++iiXL1+uegds2gRN2NXGjRtVT09PddWqVerBgwfVGTNmqL6+vuqJEycstv/+++9VjUajLlu2TP3tt9/UefPmqfXr11cPHDjg4J5bz9Z73L17tzpnzhx1w4YNakBAgPraa685tsNVZOt9TpgwQX3zzTfVn376SU1NTVWnTp2q+vj4qMeOHXNwz61n6z0mJSWpOp1O/e2339S0tDQ1Li5O1Wg0amJiooN7bhtb79MoPT1dbd26tRoaGqpGRkY6prNVZOs9rl69WvX29lazs7NNj5ycHAf32na23mdBQYHap08fdfjw4er//vc/NT09XU1OTlb379/v4J5bz9Z7PH36tNn38ddff1U1Go1pX1VXZOs9rlu3TvXy8lLXrVunpqenq19//bUaGBioPvroo1XugwRLTtS3b1/1oYceMj3X6/VqUFCQunTpUovtx4wZo955551mx/r166f+61//qtF+Voet91hS27Zt3SZYqs59qqqqFhUVqU2bNlXXrl1bU12stureo6qq6o033qjOmzevJrpnN1W5z6KiInXgwIHqu+++q06ZMsXlgyVb73H16tWqj4+Pg3pnP7be51tvvaW2b99eLSwsdFQXq626/y9fe+01tWnTpuqFCxdqqovVZus9PvTQQ+rtt99udmz27NnqLbfcUuU+yDSckxQWFrJ3716GDBliOubh4cGQIUPYuXOnxffs3LnTrD3A0KFDy23vbFW5R3dkj/u8dOkSV65coXnz5jXVzWqp7j2qqsr27ds5fPgwt912W012tVqqep+LFy+mVatWTJ8+3RHdrJaq3uOFCxdo27YtwcHBREZGcvDgQUd0t8qqcp+fffYZAwYM4KGHHsLf358bbriBJUuWoNfrHdVtm9jjZ8/KlSsZN24cjRs3rqluVktV7nHgwIHs3bvXNFX3559/8uWXXzJ8+PAq90M20nWSU6dOodfr8ff3Nzvu7+/PoUOHLL4nJyfHYvucnJwa62d1VOUe3ZE97vPJJ58kKCioTDDsKqp6j+fOnaN169YUFBSg0Wj4z3/+wz/+8Y+a7m6VVeU+//e//7Fy5Ur279/vgB5WX1XusVOnTqxatYoePXpw7tw5Xn75ZQYOHMjBgwdrdBPx6qjKff7555/s2LGDiRMn8uWXX5KWlsaDDz7IlStXWLhwoSO6bZPq/uzZvXs3v/76KytXrqypLlZbVe5xwoQJnDp1iltvvRVVVSkqKuL+++/n6aefrnI/JFgSwsleeOEFNm7cSHJystskzVqradOm7N+/nwsXLrB9+3Zmz55N+/btCQsLc3bX7OL8+fPce++9vPPOO7Rs2dLZ3akxAwYMYMCAAabnAwcOpEuXLrz99ts899xzTuyZfRUXF9OqVSv++9//otFo6N27N1lZWbz00ksuGSxV18qVK+nevTt9+/Z1dlfsKjk5mSVLlvCf//yHfv36kZaWRkxMDM899xzz58+v0jklWHKSli1botFoOHHihNnxEydOEBAQYPE9AQEBNrV3tqrcozuqzn2+/PLLvPDCC2zbto0ePXrUZDerpar36OHhQYcOHQDo1asXqampLF261GWDJVvv88iRIxw9epS77rrLdKy4uBiAevXqcfjwYa677rqa7bSN7PH/sn79+tx4442kpaXVRBftoir3GRgYSP369dFoNKZjXbp0IScnh8LCQjw9PWu0z7aqzvfy4sWLbNy4kcWLF9dkF6utKvc4f/587r33Xu677z4AunfvzsWLF5k5cybPPPMMHh62ZyBJzpKTeHp60rt3b7Zv3246VlxczPbt281+gytpwIABZu0Btm7dWm57Z6vKPbqjqt7nsmXLeO6550hMTKRPnz6O6GqV2et7WVxcTEFBQU100S5svc/OnTtz4MAB9u/fb3rcfffdhIeHs3//foKDgx3ZfavY43up1+s5cOAAgYGBNdXNaqvKfd5yyy2kpaWZAl6A33//ncDAQJcLlKB638vNmzdTUFDApEmTarqb1VKVe7x06VKZgMgYAKtV3Q63yqnhoto2btyoenl5qWvWrFF/++03debMmaqvr69pSe69996rPvXUU6b233//vVqvXj315ZdfVlNTU9WFCxe6RekAW+6xoKBA/emnn9SffvpJDQwMVOfMmaP+9NNP6h9//OGsW7CKrff5wgsvqJ6enmpCQoLZMt7z58876xYqZes9LlmyRP3mm2/UI0eOqL/99pv68ssvq/Xq1VPfeecdZ92CVWy9z9LcYTWcrff47LPPql9//bV65MgRde/eveq4cePUBg0aqAcPHnTWLVjF1vvMyMhQmzZtqs6aNUs9fPiwumXLFrVVq1bqv//9b2fdQqWq+u/11ltvVceOHevo7laJrfe4cOFCtWnTpuqGDRvUP//8U/3mm2/U6667Th0zZkyV+yDBkpO9/vrraps2bVRPT0+1b9++6o8//mh6bdCgQeqUKVPM2m/atEm9/vrrVU9PT7Vbt27qF1984eAe286We0xPT1eBMo9BgwY5vuM2suU+27Zta/E+Fy5c6PiO28CWe3zmmWfUDh06qA0aNFCbNWumDhgwQN24caMTem07W/9fluQOwZKq2naPsbGxprb+/v7q8OHD1X379jmh17az9Xv5ww8/qP369VO9vLzU9u3bq88//7xaVFTk4F7bxtZ7PHTokAqo33zzjYN7WnW23OOVK1fURYsWqdddd53aoEEDNTg4WH3wwQfVs2fPVvn6iqpWdUxKCCGEEKL2k5wlIYQQQogKSLAkhBBCCFEBCZaEEEIIISogwZIQQgghRAUkWBJCCCGEqIAES0IIIYQQFZBgSQghhBCiAhIsCSGEEEJUQIIlIYQQQogKSLAkhBBCCFEBCZaEEEIIISogwZIQQpSSm5tLQEAAS5YsMR374Ycf8PT0ZPv27U7smRDCGWQjXSGEsODLL79k5MiR/PDDD3Tq1IlevXoRGRnJq6++6uyuCSEcTIIlIYQox0MPPcS2bdvo06cPBw4cYM+ePXh5eTm7W0IIB5NgSQghyvH3339zww03kJmZyd69e+nevbuzuySEcALJWRJCiHIcOXKE48ePU1xczNGjR53dHSGEk8jIkhBCWFBYWEjfvn3p1asXnTp1Ii4ujgMHDtCqVStnd00I4WASLAkhhAWPP/44CQkJ/PzzzzRp0oRBgwbh4+PDli1bnN01IYSDyTScEEKUkpycTFxcHO+//z7e3t54eHjw/vvvk5KSwltvveXs7gkhHExGloQQQgghKiAjS0IIIYQQFZBgSQghhBCiAhIsCSGEEEJUQIIlIYQQQogKSLAkhBBCCFEBCZaEEEIIISogwZIQQgghRAUkWBJCCCGEqIAES0IIIYQQFZBgSQghhBCiAhIsCSGEEEJU4P8BjUpYAC3pxjYAAAAASUVORK5CYII=\n"},"metadata":{}}],"source":["num_points = 100 # จำนวนจุดที่มีทั้งหมด\n","num_point_observed = 50 # จำนวนจุดที่เราเก็บมาใช้สอนโมเดล (fit โมเดล)\n","mode2color_dict = {'train':'b', 'val':'m', 'test':'g'} # กำหนดสีสำหรับแต่ละ mode เช่น สีน้ำเงินสำหรับ training data สีเขียวสำหรับ test data\n","\n","# สร้างข้อมูลที่ไม่มีสัญญาณรบกวนมาแบบละเอียด เพื่อใช้ในการวาดกราฟ (เส้นประสีดำ)\n","x_whole_line = np.reshape(np.linspace(0, np.pi/4.0, num_points), (-1,1))\n","y_true_whole_line = np.sin((x_whole_line + np.pi/2)**2)\n","\n","# เติมสัญญาณรบกวนเข้าไปในค่า y เพื่อจำลองสถานการณ์ที่มีสัญญาณรบกวนเวลาเก็บข้อมูล\n","y_noisy = y_true_whole_line + 0.1*np.random.randn(*x_whole_line.shape)\n","\n","# สมมติเราเก็บข้อมูลมาแค่ num_point_observed จุด และเราจะใช้ 30% ของจุดที่เก็บมาเป็น validation data\n","fraction_val = 0.3\n","num_val = int(num_point_observed*fraction_val)\n","num_train = num_point_observed - num_val\n","\n","## สร้าง training data และ validation data จากข้อมูลที่หยิบมาแบบแรนดอม\n","shuffle_indices = np.random.permutation(range(num_points))\n","x_whole_line_shuffle = x_whole_line[shuffle_indices]\n","y_noisy_shuffle = y_noisy[shuffle_indices]\n","\n","# Training data\n","x_train = x_whole_line_shuffle[:num_train]\n","y_train_noisy = y_noisy_shuffle[:num_train]\n","\n","# Validation data\n","x_val = x_whole_line_shuffle[num_train:num_train+num_val]\n","y_val_noisy = y_noisy_shuffle[num_train:num_train+num_val]\n","\n","# Test data (จุดที่เราไม่ได้เก็บมา ซึ่งมีจำนวนจุด = num_points - num_points_observed)\n","x_test = x_whole_line_shuffle[num_train+num_val:]\n","y_test_noisy = y_noisy_shuffle[num_train+num_val:]\n","\n","# Plot ข้อมูล x, y ที่มีอยู่\n","fig, ax = plt.subplots()\n","ax.scatter(x_train, y_train_noisy, c=mode2color_dict['train'], label='Training')\n","ax.scatter(x_val, y_val_noisy, c=mode2color_dict['val'], label='Validation')\n","ax.scatter(x_test, y_test_noisy, c=mode2color_dict['test'], label='Test')\n","ax.plot(x_whole_line, y_true_whole_line, 'k--', label='True' )\n","ax.set(xlabel='x', ylabel='y')\n","ax.legend()\n","plt.show()"]},{"cell_type":"markdown","metadata":{"id":"gZLsdfE2P-UT"},"source":["ลองทำตามขั้นตอน 7 ขั้นตอนที่เพิ่งได้อธิบายไป เพื่อเลือก polynomial order ที่เหมาะสม"]},{"cell_type":"code","execution_count":5,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":1000},"id":"DZe8sg6ROaOj","outputId":"cbd97b45-da1d-4ecd-a79f-74dcb2a954af","executionInfo":{"status":"ok","timestamp":1785421141972,"user_tz":-420,"elapsed":4361,"user":{"displayName":"Itthi Chatnuntawech","userId":"17962565951292608186"}}},"outputs":[{"output_type":"display_data","data":{"text/plain":["
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0KFDAQDTp0/HtGnTUL16dXz//fcICgpCmzZtkJycrDNsSkoKmjZtil27dmHQoEFYsWIFGjVqhMmTJ2PcuHF609q6dStWrlyJYcOGYfHixXBzc8txnhISEvDmzZs8X4X1QLOcNGnSBP7+/tizZ4+22/79+yGTydCxY0e98qVKlYJarcbOnTuNnoah+U5MTNT2DwsLg1KpRK1atXSG27lzJ+zt7fHBBx9g586d2LlzJ4YPH65TxtDnf/LkSTx+/BhDhgzBypUr0adPH+zbtw8dOnQAYyzP+j569Ag9evRA69atsXjxYri6uiI0NDTP+yb27t0bf//9N6KionS6nzt3Dq9evUKfPn203ZYvX46aNWti9uzZmDdvHuzs7NCzZ0+D3/G85LacoqOjUb9+ffzxxx8YNWoUli9fjjJlyuCTTz7BsmXLtOPYuHEjvvjiC1SqVAnLli3DrFmzUKNGDVy6dAkA0K1bN/Tt2xcAsHTpUu10PD09teMICQkBYwwXLlzIs87G/DbevHmD9PT0XMejUqnw77//6n13NBoNbty4gdq1a+sNU7duXYSHhyMpKSnH8d68eRMZGRl6w4vFYtSoUQNXr17Vdrt69SrKlSsHZ2dnvekAwLVr13KdB2OZUidDMvtnHz4kJAQCgUDbPz/Lbtu2bXB0dIRUKkWlSpV01id51cnR0REVK1bUm07WOuc2fK1atbT3uMw6fEpKCh48eKAznuzz5OfnB39//zynkxtTvvfFBWW26TJzwcPDI1/DZ6LM1keZTZlticy2VOYamzvG5uPLly8RExOT47IrSL7lt065DW/uzDZ2nJlCQkIQHx//3twLnfI6b5cvX8b27duxbNkysz5MtFu3buA4Dj/++KO22549e1ChQgW9dSDA5/WLFy/w559/GjV+tVptcL6zfhaZ6/es0/P09MTatWsBAF27dtXmQ7du3bRlMjIy0LZtW3h5eWHRokXo3r07AODAgQNISUnB559/jpUrV6Jt27ZYuXIlBg0aZFSdz507hxEjRqBPnz747rvvkJaWhu7duyM2NjbHYUQiEbp27YojR45AqVTq9Dty5AjS09O1eZ2YmIhNmzahWbNmWLhwIWbOnInXr1+jbdu2Ju+P5bWcbt++jfr16+Pu3buYNGkSFi9eDEdHR3Tp0gWHDx/WjmfmzJmYNWsWmjdvjlWrVmHKlCkoWbKk9r7mw4cPR+vWrQFAO43s22zGrrc0Go3Rea1SqXId18uXL/H8+XO972pBM8cS63dz5K2h4bPvI+c2fGFsV5iiIO0TpmyTWbJ9ISQkBLdu3dLZB8k3szTlFyPx8fEMgPYIa04++ugjBoAlJiYyxt4dYc1+KUpMTAwTi8WsY8eOOkcLv/nmG72zjebMmcMcHR317ik1adIkJhQKtUeIMo+EOjs7613Kl5OmTZsaPKqZ/WXqpXvmPhP+9evXbPz48axMmTLafnXq1GFDhgxhjOnfaiIqKop5enoyAKxChQrss88+Y3v27GHx8fF608jpyC4A1rZtW225TZs2MQDs5s2beuPI6ZLtnD5/xpje0XjGGNu7d6/emSA5nVWXvVxMTIzOUfac3L9/nwFgK1eu1Ok+YsQIJpPJdOqVvY5KpZJVqVKFtWjRQqd7QS9t/+STT5ivr6/eGYV9+vRhLi4u2np07tw5zzMq8rq0/dWrVwyAwfsVZ2fMbwNGHPF99OiRwWWeeYbX7Nmz9YbJPJPr3r17OY438wxoQ2cO9ezZk/n4+GjfV65cWe9zY+zdUfl169YZnIapZ8KbUidDRo4cyYRCocF+np6erE+fPowx05ddw4YN2bJly9jRo0fZ2rVrWZUqVRgAtmbNmjznqWPHjiwoKEive3JyMgPAJk2alOvwjo6O7OOPP9brnnlU/tdff2WMvfvuGjrqX6dOHVa/fn2D4zfmTHhTvvfFAWX24DzHZUirVq2Ys7OzzhlxpqDMpsymzC7czC5o5uY3dzIZm4+ZZ8jt2LFDr+yECRMYAL2zwRnL35nwRTGzjR1npsyz8wzdq7u4obwenOe4NBoNq1u3rnZes56Zn19Zryrr0aOH9sxgtVrNfHx82KxZswxO59atW0wqlTIArEaNGuzLL79kR44cYcnJySYtg6xXNUydOpUB0Lv9V26//8xtAUO/Z0N5PX/+fMZxnM6tSXI6E14sFuvc4/n69esGMyG73377jQFgx44d0+neoUMHnXVSRkaG3q2M3r59y7y9vfXWE8as/3JbTi1btmRVq1bVWb9qNBrWsGFDVrZsWW236tWr692qI7u82neMXW/ldPa+oVdu+zaMMfbHH38YXOb5zZxMlli/FzRvjd1HzomltyvycyZ8ftsnGDNtm8xS7QuMvbvK7tKlSznPqJHsQHRkHvFwcnLKtVxm/8TERJ2yn332mU65P/74A0qlEqNHj9Y5mj1mzBjMmzdPp+yBAwfwwQcfwNXVFW/evNF2b9WqFRYsWIC///4b/fv313bv3r27zllEuVm8eDHevn2bZzk/Pz+jxmdJ/fr1w6JFi/Dvv//C1dUV//77r96yyuTt7Y3r169j9uzZOHz4MNatW4d169ZBLBZj6tSpmDp1qs5yl0gkOHbsmN54sp4NmHn029XV1eS6Z//8AUAqlWr/T0tLg0KhQP369QEAV65cyfFskEyVKlXSKePp6Yny5cvn+DToTOXKlUONGjWwf/9+jBo1CgB/lsLBgwfRqVMnnXpl/f/t27dQq9X44IMPsHfv3lynYQrGGA4dOoRevXqBMabzHW/bti327duHK1euoFGjRpDL5YiIiMC///6LOnXq5Gt6mZ9f1unkxNgnc1euXDnX/jl9d1JTUwEA9vb2esNIJBKdMobkNXzWYVNTU/M9HVOYUqechheLxQb7ZR3e1GV3/vx5nTIff/wxQkJC8M033yA0NFTnu26oTgVZdsYOn9c8FeQIuynf++KAMtv0zJ43bx7++OMPrFmzBnK53OThs6PM1kWZTZlticw2R+bmNnxeuWOueuY2LlMVxcw2tU7vU2ZTXued19u2bcPNmzdx8OBBo6Ztqn79+qFnz56IiorCrVu3EBUVhX79+hksW7lyZVy7dg1z5szBzz//jGvXrmH58uWQyWRYsmSJ9mqETIGBgdi4caPeePz9/bX/x8bGws7ODjKZzOS6f/7553rdsmZhcnIyUlNT0bBhQzDGcPXqVZQsWTLXcbZq1QrBwcHa99WqVYOzs3Oeed2iRQt4eHhg//79+PDDDwHwWXzy5EmMHz9eW04oFEIoFALgz7yNj4+HRqNB7dq1tWeem0NcXBz+/PNPzJ49G0lJSTpn8LZt2xYzZszAy5cvUaJECcjlcty+fRsPHz5E2bJl8zU9Y9dbPj4+Rud19erVc+1f0LzOKXMssX43R94as4+c2/CFsV1hioLktSnbZJZqXwDMm9fUCJ9NZtjndplp1v7ZNyRKly6t8/7Zs2cAoLeS8/T01FuJPHz4EDdu3Mgx9GNiYnKdVm5CQkKMLmttNWvWRIUKFbBnzx7I5XL4+PigRYsWOZb39fXF2rVrsWbNGjx8+BC//fYbFi5ciOnTp8PX1xeffvqptqxQKESrVq2Mqgcz4rLz7Ax9JnFxcZg1axb27dun9xkmJCTkOU5DGxCurq5GbfD17t0b33zzjTZ4z5w5g5iYGPTu3Vun3M8//4xvv/0W165d07l825yXQb5+/Rrx8fHYsGEDNmzYYLBM5vL5+uuv8ccff6Bu3booU6YM2rRpg379+qFRo0ZGTy/z8zNmHoz9Tpg67UyZG4mGLo1PS0vTKWNIXsNnb5zJ73RMYUqdcho++2WchoYv6LITi8UYNWoUPvvsM4SFhaFx48a51qkgy87Y4Qu67HJjyve+OKDMNs3+/fsxdepUfPLJJwZ3aPODMlsXZTZltiUy2xyZW9DhzVHPrGUKqihmtql1ep8ym/I6d4mJiZg8eTImTJiAgIAAs4wzuw4dOsDJyQn79+/HtWvXUKdOHZQpUwZPnz41WL5cuXLYuXMn1Go17ty5g59//hnfffcdhg0bhtKlS+usix0dHc2+bs5kZ2en05if6fnz55g+fTp++uknvYy1ZF7b2dmhe/fu2LNnD9LT02Fvb48ff/wRKpVKL6+3b9+OxYsX4969ezq3XDHlO5aXR48egTGGadOmYdq0aQbLxMTEoESJEpg9ezY6d+6McuXKoUqVKmjXrh0GDhyIatWqGT09Y9dbEomE8jqPceZUJ2P2kXMb3tr7o/mtU07DAsZ9xpZsXzBnXlMjfDYuLi7w9fXFjRs3ci1348YNlChRQu++RgX5smo0GrRu3RoTJ0402L9cuXL5nlZcXFyOX8js43RxcTF6vJbSr18/rF27Fk5OTujdu7fevbcM4TgO5cqVQ7ly5dCxY0eULVsWu3fv1tmhN4a7uzsA/oi2ocDPjaHPpFevXrhw4QImTJiAGjVqQCaTQaPRoF27dtBoNHmOM/MIenbGNDj07t0bkydPxoEDBzBmzBj88MMPcHFxQbt27bRlzp49i48++ghNmjTBmjVr4OvrC5FIhK1btxp9L21jZM7rgAEDMHjwYINlMjcAKlasiPv37+Pnn3/Gr7/+ikOHDmHNmjWYPn06Zs2aZdT0MjegjLnncfZ78ObExcUl199d1u9OVm5ubrC3t0dkZKTeMJndcjtDxtfXV6ds9uGzDuvr64uXL1/mazqmMKVOOQ2vVqsRExMDLy8vbXelUonY2Fjt8AVddgC0OzNxcXF51un06dNgjOkErLHT8fX1NaqeWZdd9h2tyMhI7f3x8sOU731xQJltfGafPHkSgwYNQseOHbFu3Tqj62IMyux3KLMpsy2R2ebI3Myy+ckdY/Mxr3pmLltzKIqZbew4M71PmU15nXteL1q0CEqlEr1799Y2ikdERADgvydPnz6Fn59fjmd5GsPe3h7dunXD9u3b8fjxY8ycOdOo4YRCIapWrYqqVauiQYMGaN68OXbv3m1yA6u7uzsyMjKQlJSU5xUR2eudfbtCrVajdevWiIuLw9dff40KFSrA0dERL1++RGhoqMXzuk+fPli/fj1OnDiBLl264IcffkCFChV0zujetWsXQkND0aVLF0yYMAFeXl4QCoWYP38+wsPD85yGsTLndfz48Wjbtq3BMmXKlAHAP3chPDwcR48exe+//45NmzZh6dKlWLdundHbX8aut9RqNV6/fm3UON3c3HL9bueU1wXNHEus382Rt8bsI+c2fGFsV5iiIO0TpmyTWbJ9wZx5TY3wBnz44YfYuHEjzp07Z/CsybNnz+Lp06d6D/gypFSpUgD4I/BBQUHa7q9fv9ZbiQQHB0OhUFjkKHK3bt3w119/5Vlu8ODB2LZtm9mnb6p+/fph+vTpiIyMNOkBbpmCgoLg6upq8IeVlwoVKgAAnjx5gqpVq+r0M/XI19u3b3Hq1CnMmjUL06dP13Z/+PChyfXKj9KlS6Nu3bray9t//PFHdOnSRSeMDh06BIlEgt9++02n+9atW/M9XUPLydPTE05OTlCr1UZ9xx0dHdG7d2/07t0bSqUS3bp1w9y5czF58mRIJJI8P4snT54AgN4DuwzJDKG8bN26FaGhoTn2L1myJKRSqXbamQQCAapWrYr//vtPb5hLly4hKCgo143RKlWqwM7ODv/99x969eql7a5UKnHt2jWdbjVq1MDp06eRmJioswOT+YC8GjVq5DWbRjGlToZk1uO///5Dhw4dtN3/++8/aDQabf+CLjsA2stK87q0uEaNGti0aRPu3r2LSpUq6Uwna51zG/7s2bPQaDQ6OwuXLl2Cg4ODdicv67xn3RB79eoVIiIiMGzYsFynkxtTvvfFBWX2tjzLXbp0CV27dkXt2rXxww8/wM7OvJt/lNnmQZlNmZ11Opn9TR2nIQXNHWPzsUSJEvD09DS47C5fvmy2bRBT6pTb8ObObGPHmel9y2zK62059n/+/Dnevn1r8DZa8+bNw7x583D16tUC/4b69euHLVu2QCAQ6Dzw21iZDzIsaF5nPfM6P2eW3rx5Ew8ePMD27dt1HsRq7O1PCqpJkybw9fXF/v370bhxY/z555+YMmWKTpmDBw8iKCgIP/74o848zpgxI1/TzGk5ZX7/RSKRUd9xNzc3DBkyBEOGDIFCoUCTJk0wc+ZMbSO8ufL6xYsXRp/xf/r0aTRr1izH/lm/O1kVNHMssX43R95mDp/bPnJuwxfGdoUpCtI+Yco2mSXbF548eQKBQKCX4/mR96lK76EJEyZAKpVi+PDhek/HjouLw2effQYHBwdMmDAhz3G1atUKIpEIK1eu1DmqumzZMr2yvXr1wsWLF/Hbb7/p9YuPj0dGRobpM/N/ixcvxsmTJ/N85XSGQGELDg7GsmXLMH/+/FyPFl66dEnnqeuZLl++jNjYWJQvX97kaYeEhEAsFhv8UTo6OiI+Pt7ocWUeYc9+RN3Q528pvXv3xj///IMtW7bgzZs3epfJCYVCcBwHtVqt7fb06VMcOXIk39M0tJyEQiG6d++OQ4cO4datW3rDZD1Snv13JxaLUalSJTDGtJfyOTo6AkCOn0dYWBg4jkODBg3yrK8xv42TJ0/meHZBJpFIhNq1axv87vTo0QP//vuvTr/79+/jzz//RM+ePXXK3rt3D8+fP9e+d3FxQatWrbBr1y6dy3h37twJhUKhM3yPHj2gVqt1bh+Qnp6OrVu3ol69ema7xNWUOqWkpODevXs691Br0aIF3NzcsHbtWp3xrl27Fg4ODujYsaPOPBmz7AydbZGUlIRly5bBw8Mjz0uGO3fuDJFIhDVr1mi7Mcawbt06lChRAg0bNtR2j4yM1Lu0tEePHoiOjsaPP/6o7fbmzRscOHAAnTp10jaYVa5cGRUqVMCGDRt0fndr164Fx3Ho0aNHrvXMjSnf++KCMjt3d+/eRceOHREYGIiff/7ZrJeXZqLMNh/KbMpsQ5ltyjgNMSV3EhIScO/ePZ3bOZiSj927d8fPP/+MFy9eaLudOnUKDx48yLOepiiKmW3sODOFhYXBxcUlz+cXFBeU1zn74osvcPjwYZ3X+vXrAQChoaE4fPiwWW5h0rx5c8yZMwerVq2Cj49PjuXOnj2r83vJ9MsvvwBAvvI6c/2efZ3r4OAAIOd8MMRQXjPGsHz5cpPrlR8CgQA9evTAsWPHsHPnTmRkZBjM6+x1vHTpEi5evJivaea0nLy8vNCsWTOsX7/e4MGR3PJaJpOhTJkyOrflMCavjVlvZd4T3phXXveEL1GiBAICAgzmtbGZo1KpcO/ePZ1lZIn1e0H380zZR37z5g3u3buHlJQUnXoWxnaFKUxpn3j+/Dnu3bunN7wx22SWaF/IFBYWhsqVK5vnriEFfrRrMfXDDz8wkUjEfH192dSpU9nmzZvZtGnTmJ+fHxOLxezQoUM65TOfuv369Wu9cU2ePJkBYB06dGCrVq1in3zyCfPz82MeHh46T0pPTk5mtWrVYnZ2duzTTz9la9euZYsWLdI+1Txz3OZ4UnpBPH36lM2ZM4fNmTOH1atXjwHQvs/+ZOrMp6XnJbfllxUANnLkSO37kSNHMrlczoYMGcJWrVrFNmzYwMaOHctcXFyYRCJh//zzj7bs4MGDmb29Pdu5c6fBl0Kh0Jb98MMPWYMGDfSm36FDB+bo6MgWL17M9u7dqx1/bvVv0qQJc3BwYFOmTGFr1qxhXbp0YdWrV9d7uvnWrVsZAPbkyRNtt1KlShl8gnnTpk1Z06ZNdbqVKlWKlSpVSq/sixcvGMdxzMnJibm5uTGlUqnT/9SpUwwA++CDD9jatWvZrFmzmJeXF6tWrZreZ1eqVCmd72xO081pOUVFRbFSpUoxBwcH9uWXX7L169ez+fPns549ezJXV1ft8LVq1WIdOnRgc+fOZZs2bWJfffUVs7e3Z506ddKWuXz5svZ3tWPHDrZ37169z7Bx48Z6y8PSFi1axOzt7VlCQoJO98TERBYcHMy8vLzYd999x5YuXcoCAgKYn58fi4mJ0SkLQO/zDQsLY/b29qxmzZps7dq1bMqUKUwikbA2bdro1aFnz57Mzs6OTZgwga1fv541bNiQ2dnZsb/++kun3PXr17W/3fLlyzO5XK59/9NPP+mUNfQ5G1un06dP633fGXv39PEePXqwjRs3skGDBjEAbO7cufladjNmzGDVq1dnU6dOZRs2bGCzZs1ipUqVYhzHsV27dhlVpwkTJjAAbNiwYWzjxo2sY8eODADbvXu3TrnBgwfr/V4zMjJY/fr1mUwmY7NmzWKrV69mlStXZk5OTnpPWD927BjjOI61aNGCbdiwgX3xxRdMIBCwoUOHsuwyP5M+ffowAOzjjz/WdsvOWt97a6PMNiwxMZEFBAQwgUDAFixYoJd7Fy5c0ClPmU2ZTZnNK4qZbco4DdXJ2NzJ/G5v3bpVp7ux+fj8+XPm7u7OgoOD2YoVK9i8efOYq6srq1q1KktLS9Mpu2PHDjZnzhzterd58+bafHv69Km2nK1ktinjZIyxKlWqsAEDBuh1L84or42XW31yypDsMufR1Ol07NiR+fj4sBEjRrB169axdevWsWHDhjGJRMLc3NzY48ePtWWbNm3K/P39c8zrrKpUqcL69u2rV4dKlSoxHx8ftnr1arZ371528+bNXOuvVCpZcHAw8/DwYHPnzmUrV65kzZo10+Z11vVX5ncoq+zbJ5kM5aah9SljjJ07d44BYE5OTqxq1ap6/bds2cIAsI8++oitX7+eTZo0icnlcla5cmW9z87Q+s3QdHNaTrdv32aurq7M3d2dTZo0iW3YsIHNmTOHdejQgVWrVk07vJeXF+vVqxdbuHAh27hxIxs+fDjjOI6NHj1aW+aHH35gANjAgQPZrl272N69e3XqYK311qhRo1iJEiWYRqPR6W5s5mR+z7N/vpZYvxs7zpzqZOw+cuZ3+/Tp0zrdLbFdsXLlSjZnzhz2+eefMwCsW7du2ryOj4/XlstpG8LYOhnaFzFlm8zc7QuM8esbNzc3NnXqVL3lkh/UCJ+LGzdusL59+zJfX18mEomYj48P69u3r3Zll1VuGwhqtZrNmjWL+fr6MqlUypo1a8Zu3bplcCWflJTEJk+ezMqUKcPEYjHz8PBgDRs2ZIsWLdLuiFl7AyFzQ9jQK3tQhISEMB8fnzzHmd8d+hs3brAJEyawWrVqMTc3N2ZnZ8d8fX1Zz5492ZUrV3SGzdwAz+mVdcP8xx9/ZBzHsefPn+uM4969e6xJkyZMKpXqrDBzq39ERATr2rUrk8vlzMXFhfXs2ZO9evXK7Dv0Hh4erH79+gaXW6NGjRgA9umnnxrsv3nzZla2bFlmb2/PKlSowLZu3Wpwg8XQd9bQdHNaTowxFh0dzUaOHMkCAgK0v6uWLVuyDRs2aMusX7+eNWnShLm7uzN7e3sWHBzMJkyYoLeTPGfOHFaiRAkmEAh0ll18fDwTi8Vs06ZNBufXkqKjo5mdnZ3eRidjfONKjx49mLOzM5PJZOzDDz9kDx8+1CuX08be2bNnWcOGDZlEImGenp5s5MiRLDExUa9camoqGz9+PPPx8WH29vasTp067Ndff9Url/mdM/Qy5nM2tk457TwzxtiGDRtY+fLlmVgsZsHBwWzp0qV6G1eMGbfsfv/9d9a6dWvm4+PDRCIRk8vlrE2bNuzUqVN64zt27BgDwNatW6fTXa1Ws3nz5rFSpUoxsVjMKleurNeAz5jhHXrGGIuLi2OffPIJc3d3Zw4ODqxp06bs33//1RueMcYOHz7MatSowezt7Zm/vz+bOnWqXoMbYyzX9VZW1vzeFwWU2foyp23s75wymzKbMvudopbZxo4zKSmJAWB9+vTRG96Y3MlpB9rYfGSMsVu3brE2bdowBwcHJpfLWf/+/VlUVJReucydbUOvrI0KtpTZxo7z7t27DAD7448/DE6vOKO8Nk5u9cktQ7LKbyP8+fPn2ciRI1mVKlWYi4sLE4lErGTJkiw0NJSFh4frDJ/b7zh7Li1ZsoTJZDKWkpKi0/3ChQssJCSEicVinbzNrf537txhrVq1YjKZjHl4eLChQ4ey69evm7URPrf1qUajYQEBAQwA+/bbbw32z1w/ZTZ0/vzzz2zw4MF5NsLnNN2clhNjjIWHh7NBgwZp94NKlCjBPvzwQ3bw4EFtmW+//ZbVrVuXyeVyJpVKWYUKFdjcuXN11mUZGRls9OjRzNPTk3Ecp7PsrLneunLlCgPAzp49q9fPmMzJqcGbMfOv340d582bNxkANmnSJL3hjdlHzqkR3tzbFYzxvw1jtslXrlzJAOhNz9g65XRCkLHbZMYuO1PGeeLECQYgx+mZihrhicUkJiYyOzs7tmrVKmtXxWQZGRmsXLlyZjvaZWm3b99mANjPP//8Xkw3L0uXLmW+vr56G3iF5eOPPy5WZyMX1c+5ICZMmMD8/f31zsqzZdb+3hPbRpldeCizdVl73VXcMvv48eOM4zh248YNa1fFbIpjZn/55ZesZs2aBhsGCMlNUV2XGyM+Pp65ubnZzAkj1lqfFtX1uLXXWy1atChWVw+tXr2aOTo6GjxIbat69uzJ6tSpY+1qmFXnzp1Zly5dzDY+aoQnFvPzzz+zUqVKsfT0dGtXJV/27dvHXF1dWVJSkrWrkqdVq1YZvBS/uE43N0qlkgUEBLDVq1dbrQ7Pnj1j9vb27Ny5c1argzkVxc+5oGrXrs3Wr19v7WqYTVH43hPbRpldeCiz3ykK667iltnjx483eLsHW1bcMvvNmzfM0dGRHT9+3NpVITaoKK7LTbFgwQJWvnx5plarrV2VPFlrfVoU1+NFYb31zz//MJFIpHO7MlvWo0cPNnnyZGtXw2w0Gg3z9PRkv/32m7WrYjZ37txhQqHQ4JVa+cUxlu3pU4QQQgghhBBCCCGEEEIIMQuBtStACCGEEEIIIYQQQgghhBRXNtcIv3r1agQGBkIikaBevXq4fPlyjmWbNWsGjuP0Xh07dtSWCQ0N1evfrl27wpgVQgghpFijzCaEEEKKPsprQgghxPLsrF0BU+zfvx/jxo3DunXrUK9ePSxbtgxt27bF/fv34eXlpVf+xx9/hFKp1L6PjY1F9erV0bNnT51y7dq1w9atW7Xv7e3tLTcThBBCyHuAMpsQQggp+iivCSGEkMJhU2fCL1myBEOHDsWQIUNQqVIlrFu3Dg4ODtiyZYvB8m5ubvDx8dG+Tp48CQcHB70NBHt7e51yrq6uhTE7hBBCSLFFmU0IIYQUfZTXhBBCSOGwmTPhlUolwsLCMHnyZG03gUCAVq1a4eLFi0aNY/PmzejTpw8cHR11up85cwZeXl5wdXVFixYt8O2338Ld3T3H8aSnpyM9PV37XqPRIC4uDu7u7uA4zsQ5I4QQQnLHGENSUhL8/PwgEBT94+dFJbMprwkhhBQmyut3KK8JIYQUZdbIbJtphH/z5g3UajW8vb11unt7e+PevXt5Dn/58mXcunULmzdv1unerl07dOvWDaVLl0Z4eDi++eYbtG/fHhcvXoRQKDQ4rvnz52PWrFn5nxlCCCEkH168eAF/f39rVyNPRSWzKa8JIYRYA+U15TUhhBDbUJiZbTON8AW1efNmVK1aFXXr1tXp3qdPH+3/VatWRbVq1RAcHIwzZ86gZcuWBsc1efJkjBs3Tvs+ISEBJUuWxIsXL+Ds7GyZGciH+Hjg2jUgORlwcwPEYkCpBOLiAEdHoEYNQC63bh0JIYTkLTExEQEBAXBycrJ2VQqFuTK7UPN6wwZgwgQgKAgICwNMOJuC8poQQooHymtekc7rAqLMJoSQ4sEamW0zjfAeHh4QCoWIjo7W6R4dHQ0fH59ch01OTsa+ffswe/bsPKcTFBQEDw8PPHr0KMdGeHt7e4MPlnF2di4yGwmMAQ8f8n/LldPt5+EBREQAb94AAQEAXeFHCCG2wVYuyS4qmV2oef3ZZ8C33wKPHwMXLgAdOhg1GOU1IYQUP5TXuopUXhcAZTYhhBQ/hZnZRf9Gdf8nFosREhKCU6dOabtpNBqcOnUKDRo0yHXYAwcOID09HQMGDMhzOhEREYiNjYWvr2+B62xNCgUQEwPkdGt7d3cgOpovRwghhJjTe5nZMhnwySf8/8uXGz0Y5TUhhBBreS/zugAoswkhhBSEzTTCA8C4ceOwceNGbN++HXfv3sXnn3+O5ORkDBkyBAAwaNAgnYfKZNq8eTO6dOmi9yAYhUKBCRMm4J9//sHTp09x6tQpdO7cGWXKlEHbtm0LZZ4sRaXiXwZOKADAXzaXWYYQQggxt/cys0eN4m9D8/vvwN27Rg1CeU0IIcSa3su8zifKbEIIIQVhM7ejAYDevXvj9evXmD59OqKiolCjRg38+uuv2gfJPH/+XO+Jtvfv38e5c+fw+++/641PKBTixo0b2L59O+Lj4+Hn54c2bdpgzpw5Bi+HsyUiEf9KTwekUv3+SuW7MoQQQoi5vZeZXbo08NFHwJEjwIoVwNq1eQ5CeU0IIcSa3su8zifKbEIIIQXBMcaYtSth6xITE+Hi4oKEhIQic886xoArV/j70hl6yG9EBH+vupo16X51hNgaxhgyMjKgVqutXRViJkKhEHZ2djnej64o5owtKpTleOYM0Lw54OAAvHjBP7UtF5TXhBRflNfFk0gkglAoNNiP8to8iupypMwmpPiizC5+iuI+tk2dCU+Mx3FAcDD/9PaICP7+dJlPbo+N5W9dGxREGweE2BqlUonIyEikpKRYuyrEzBwcHODr6wuxWGztqpCCaNoUqF4duH4d2LQJmDgx1+KU14QUT5TXxRfHcfD394dMJrN2VUgho8wmpHiizC6+ito+NjXCF2NyORASAoSH8w+QUan4S+MCAviNA7nc2jUkhJhCo9HgyZMnEAqF8PPzg1gsLtQneRPLYIxBqVTi9evXePLkCcqWLat32TexIRwHfPkl8PHHwMqVwNixeV6XTnlNSPFCeV18Mcbw+vVrREREoGzZsjmeEU+KL8psQooXyuziqajuY1MjfDEnlwO1avFPaM/cQJDJ6Og8IbZIqVRCo9EgICAADg4O1q4OMSOpVAqRSIRnz55BqVRCIpFYu0qkIPr2BSZN4k+TO3wY6NUrz0EorwkpPiivizdPT088ffoUKpWKGuHfU5TZhBQflNnFV1Hcx7b+YQBicRwHODnxt6V1cqKNA0JsXVE4gkvMjz7XYkQiAT7/nP9/6VKjB6O8JqR4ofV68URnSBKAMpuQ4oYyu3gqap9r0aoNIYQQQkhx8Pnn/I1i//mHfxFCCCGEEEIIeW9RIzwhhBBCiLl5ewP9+vH/L19u3boQQgghhBBCCLEqaoQnhBBS5AUGBmLZsmXWrgYhpvnyS/7vgQP8/eEJIaSYo7wmhBBCbANlduGjRngbxRiQlATExfF/GbN2jQghhBCio0YNsGbNALUaqd+vorwmhBBCiijavyaEEGJpdtauADFdfDwQHg7ExLx7GruXFxAczD+pnRBC8sIYg1qhBlMxcCIOQpmQHjRGiJnFxwNvPhyDMmfOQLhlA842mwb3ko6U14QQo1FeE2J5tH9NCCkoymtiDDoT3sbExwNhYfxV7U5OgK8v/zcigu8eH2/tGhJCijpVvAqKKwoknEvQvhRXFFDFqywyvQ0bNsDPzw8ajUane+fOnfHxxx8jPDwcnTt3hre3N2QyGerUqYM//vjDInUhpLBk5vXt0h8itUQwxIq3CDq3nfKaEGI0ymtCLI/2rwkhBVXYeQ1QZtsqaoS3IYzxR+gVCsDfH5BKAYGA/+vvz3d//JgunSOE5EwVr4IiTIG0iDQInYQQ+4ohdBIiLSINijDLbCj07NkTsbGxOH36tLZbXFwcfv31V/Tv3x8KhQIdOnTAqVOncPXqVbRr1w6dOnXC8+fPzV4XQgqDTl6XEuJ1vzEAAP+Dy+Dvp6G8JoTkifKaEMuj/WtCSEFZI68BymxbRY3wNkSh4C+Rc3c33N/dHYiO5ssRQkh2jDGkhachQ5EBib8EQqkQnICDUCqExF+CDEUG0h6ngZl5T8PV1RXt27fHnj17tN0OHjwIDw8PNG/eHNWrV8fw4cNRpUoVlC1bFnPmzEFwcDB++ukns9aDkMKSPa9jO4Uiw0kOyfOHcDl3nPKaEJIrymtCCgftXxNCCsJaeQ1QZtsqaoS3ISoV/7K3N9xfLH5XhhBCslMr1FDGKCFyFxnsL3IXQRmthFqhNvu0+/fvj0OHDiE9PR0AsHv3bvTp0wcCgQAKhQLjx49HxYoVIZfLIZPJcPfuXTpKT2xW9rzWOMjwpuswAID37iWU14SQXFFeE1I4aP+aEFIQ1sxrgDLbFlEjvA0RifjX/39fepTKd2UIISQ7pmJgKgaBveFVv0As0JYxt06dOoExhuPHj+PFixc4e/Ys+vfvDwAYP348Dh8+jHnz5uHs2bO4du0aqlatCqVSafZ6EFIYDOV1TO/RYEI7OIWdgejWVcprQkiOKK8JKRy0f00IKQhr5jVAmW2L7KxdAWI8mYx/SntEBH+PuuxiY4GAAL4cIYRkx4k4cCIOmnQNhFKhXn+NUqMtY24SiQTdunXD7t278ejRI5QvXx61atUCAJw/fx6hoaHo2rUrAEChUODp06dmrwMhhcVQXqu8/fG2VU+4/bYXHjuXgi3eQXlNCDGI8pqQwkH714SQgrBmXgOU2baIzoS3IRwHBAfzGwEREUBqKqBW838jIvjuQUF8OUIIyU4oE0LsJYYq1vA1tapYFcTeYghl+hsQ5tC/f38cP34cW7Zs0R6hB4CyZcvixx9/xLVr13D9+nX069dP7ynvhNiSnPL6eY9xAIASZ/ciWPKS8poQYhDlNSGFg/avCSEFYe28BiizbQ01wtsYuRwICeGP1CclAVFR/N+AAL67XG7tGhJCiiqO4yAJlsBOZoe0iDSoU9VgagZ1qhppEWmwk9lBEiQBZ6E9jRYtWsDNzQ33799Hv379tN2XLFkCV1dXNGzYEJ06dULbtm21R/AJsVWG8jqyRG0oajSGQJ0Bl12rrV1FQkgRRXlNSOGh/WtCSH5ZO68BymxbwzFLPKb3PZOYmAgXFxckJCTA2dm5UKbJGP+UdpWKv0edTEZH6Akp7tLS0vDkyROULl0aEokk3+NRxauQFp4GZYwSTMXAiTiIvcWQBEkgktNNL60lt8/XGjlTHBWJvD55GFz3boCrK/DiBeDoWCj1IIQUHsrr4o3y2vKKRF7T/jUh7wVzZDblddFV1DKb7glfxDx8+BAKhQI1a9bMtRzHAU5OhVQpQkixIpKLYFfLDmqFWruRIJQJLXqEnpDiRqlU4pdffkGXLl1yLaeX150/4q99Dw8Htm4FRo2yaD0JIbaL8poQM3j9GicuXkTj5s3hlMsONO1fE0Lyi/KaGItuR1OE3L59G40aNUK7du3w6NEja1eHEFKMcRwHOyc7iNxEsHOyow0EQkyQkZGBzp07o2vXrli3bp1pAwuFwNix/P9Ll/I3nyWEkBxQXhNSAOnp2FyvHjp27oxuHTsiPT3d2jUihBRTlNfEGNQIX4QEBATA398fMTExaNOmDSIjI61dJUIIIYRkY2dnh7p16wIARowYgUOHDpk2gtBQ/nY0jx8DR4+av4KEEEIIAe7cQfWYGDgC+OPsWQzu2JEeTEgIIcRqqBG+CHF2dsaJEycQHByMJ0+eoG3b9nj6NAFJSfw96gghhBBSNMycORPDhw8HYwz9+vXD0aOnjc9rR0fg88/5/xcvtmg9CSGEkPdWzZqoffUqDpcqBRGA/adOYWTTFoh9o6F9bEIIIYWOGuGLGG9vbxw8+Dvc3b1x8+Z1dOrUGX/+mYYrV4D4eGvXjhBCCCEAf8np3Lmr0aJFdyiVSvTt2xnbt181Pq9HjQLEYuDCBeCffyxdXUIIIeT9VLYsWt26ha2164MDsO7cX5hfvy7On1HRPjYhhJBCRY3wRUx8PBAbG4QpU36Fo6Mzbt36C8uXD8Lz5xqEhdFGAiGEEFIUxMcD164J8dlnu1CzZjOkpiZhxowOCAt7alxe+/oC/frx/9PZ8IQQQojFxGfI4DP/AibX7QwAWBwehvDR1RF1L572sQkhhBQaaoQvQhgDwsMBhQJo0qQGFi8+Ajs7EV6/fg43tyQoFPztY+myOUIIIcR6suZ1UJAES5ceQZkyVZGengzgmfF5PW4c//fHH4EnTyxdbUIIIeS9o83sZA7d1hzB8FY9AQBPn91Fi+mNoH78jPaxCSGEFApqhC9CFAogJgZwd+ff167dHKtW/Y516/6ETOYCd3cgOpovRwghhBDryJ7XMpkLVqw4gQ0b/kZISFPj87pqVaBtW0CjAZYutXi9CSGEkPdN9sz+dP5+rJuwEnM9/SB9fAfNJtVD6tn/aB+bEEKIxVEjfBGiUvEve/t33WrXbgaJxAEAf+vYiIgnUKmsVEFCCCGEGMxrL68SKF++BgA+r1++fIa0NHXeI/vqK/7v5s1AXJz5K0sIIYS8x7JnNsdxqN17FO5tu4SUctXB4qLh/3VTsD9PW7eihBBCij1qhC8iGGNI0yQhVZOIuKRksGzXwzHGsHbtDIwYUQGXL/9tpVoSQgghxM6OQcVSEJOQgGSlfmaHhV3AuHG1MGPGV3mPrFUroHp1ICUFWLvWQjUmhBBC3j+57WOrvP3x39Kf0VomR5v0FCh7tgWOHLFeZQkhhBR71AhfBMSnxeNK5BVcizuHl+qrOH//Hu69uYek9CRtGcYY7t27hYwMJfr164L79+9bscaEEGKaZs2aYcyYMWYbX2hoKLp06WK28RFirPi0eDxIuoKXGj6vr0Vd08vsx48jkJQUh7Vrl2P58uW5j5DjgPHj+f9XrgTS0ixYe0IIyR3lNSkujNnHThUKcU/ihAcAuqpUSOvWDdi61XqVJoQQE1Bm2x5qhLey+LR4hL0KQ0RiBJztnVCjohPcXcS48ygR117cR3xKElJTgVevBJg2bRfq1KmPt2/fokOHDoiJibF29QkhNooxhqT0JMSlxiEpPUnvTF5CiL7MzH6ZFIGywQKU8HCG4o0cz2Nf43bUXcTEJyEiAmjXrhdmzlwIABg7diyO5HVmXe/eQEAAfyP5XbssPyOEEJtBeU2I6Yzdx05L88W8+b/AyckZ5wAMYQyajz8GVq2y9iwQQmwM5TUxBjXCWxFjDOFx4VAoFfB39odUJIWLnKF6TTUqBTshLkGFG+HRSExkCAgAGjaU4uefjyIoKAiPHz/GRx99hNTUVGvPBiHExmSeGXTu+Tnt60rkFcSnxVtkeqGhofjrr7+wfPlycBwHjuPw9OlT3Lp1C+3bt4dMJoO3tzcGDhyIN2/eaIc7ePAgqlatCqlUCnd3d7Rq1QrJycmYOXMmtm/fjqNHj2rHd+bMGYvUnZBM2TPby0OMytXSUdKfg4z54lWUBo8io+DvzxASAkyfPgHDhw8HYwz9+vXD5cuXcx65SARknsWyeDH/oFZCyHuP8poQ05m6j92jRxUcPvwj7OzssA/ANAAYPRrI60o2Qgj5v8LOa4Ay21ZRI7wVKZQKxCTHwF3qrtPdyUWNCtVS0bgRUKLyU9Soq0DNmoBcDnh5eeHEiRNwc3PDpUuXMHDgQGhoZ50QYqSsZwY5iZ3gK/OFk9gJEYkRCHsVZpENheXLl6NBgwYYOnQoIiMjERkZCScnJ7Ro0QI1a9bEf//9h19//RXR0dHo1asXACAyMhJ9+/bFxx9/jLt37+LMmTPo1q0bGGMYP348evXqhXbt2mnH17BhQ7PXm5CsDGV2Zl7XqKtAo0aAX+UnKFtZAbmcf/DbqlWr0L59e6SmpqJTp054+vRpzhP49FPA2Rm4dw84ftzi80MIKdoorwnJn/zsY7ds2RIbN24EAMwDsBngD44vWVLItSeE2Bpr5DVAmW2r7KxdgfeZSqOCSqOCvZ29Xj+OA+QuQqTZpUDiqALHvetXrlw5HDlyBK1atcKhQ4dw6tQptG7duhBrTgixRdnPDMokFUnhL/JHRGIEHsc9Rk3fmuCyrnQKyMXFBWKxGA4ODvDx8QEAfPvtt6hZsybmzZunLbdlyxYEBATgwYMHUCgUyMjIQLdu3VCqVCkAQNWqVd/VWSpFenq6dnyEWFpOmc1xgKNMA4mDAFHJachgKm0/Ozs77N+/H02aNMG1a9cwa9YsbM3pXrPOzsBnnwHffQcsWgR06mTJ2SGEFGGU14TkX373sUNDQ/H48WPMmTMHX0ul6JmaCuevvgIyMoCJEwtxDgghtsJaeQ1QZtsqOhPeikQCEUQCEdIz0g32V6qV2jLZffDBB9iyZQt27Nhh1gZ4xhgykjKgilMhIymD7mNFSDGS05lBmdyl7ohOjoZCqbB4Xa5fv47Tp09DJpNpXxUqVAAAhIeHo3r16mjZsiWqVq2Knj17YuPGjXj79q3F60VITvKb2U5OTjh27BhGjRqFNWvW5D6RL77gb03z999Abrev+T/KbEKKJ8prQvKvIPvYs2bNwldffYW//v0XzjNn8h2//hpYtqxAdaK8JqR4Kkp5DVBm2wI6E96KZGIZvBy9EJEYAX+Rv17/2NRYBDgHQCaWGRy+f//+Zq2PKl6FtPA0KGOUYCoGTsRB7CWGJFgCkVx/I4UQYltyOzMIAMRCsbaMpSkUCnTq1AkLFy7U6+fr6wuhUIiTJ0/iwoUL+P3337Fy5UpMmTIFly5dQunSpS1eP0KyK0hm+/v7Y+XKlXlPpEQJoF8/YPt24PvvgQMHcixKmU1I8UV5TUj+FSSvOY7DokWL+DeVKwOMAbNmAWPHAo6OwNChJteH8pqQ4qso5TVAmW0L6Ex4K+I4DsFuwZCJZYhIjECqKhVqjRqpqlREJEZAJpYhyC3IqMtWoqKi0KFDBzx48CDPslmf2pyYlojEtERER0Uj8lIkUl+kQugkhNhXDKGTEGkRaVCEKaCKL5yVBiHEcgpyZlBBicViqNVq7ftatWrh9u3bCAwMRJkyZXRejo6OAPh1ZKNGjTBr1ixcvXoVYrEYhw8fNjg+QizNXJmt0WgwderUnBvlx4/n/x46BPbwoTavk9KToNFokJSeRJlNSDFHeU1I/plzH/vv5s3RrWxZKAFg+HBg1y6D5bLuX1NeE/L+sGZeA5TZtojOhLcyuUSOEL8QhMeFIyY5BiqNCiKBCAHOAQhyC4JcIjdqPF988QVOnDiB8PBw/PPPP3B1dTVYLj4tXjut+LR4vE55DaZhcIpxgkOCA/xK+KG0XWnIBXIIpUII/fmNhLTHabCraWf2+1gRQgpPQa++KYjAwEBcunQJT58+hUwmw8iRI7Fx40b07dsXEydOhJubGx49eoR9+/Zh06ZN+O+//3Dq1Cm0adMGXl5euHTpEl6/fo2KFStqx/fbb7/h/v37cHd3h4uLC0QiOpuIWJY5MvvYsWOYO3cuBAIBypUrh7Zt2+oWqFIF6NgROH4cb+ZMxn/TPoFKo0J6RjrSM9IhForBnjGwWEaZTUgxRXlNSMGYI6+Tk5PRo2dPvH79Gp9XrIhNd++CCw0FHByAbt205bLuX1NeE/J+sWZeA5TZtojOhC8C5BI5avnWQuOSjbWvmr41dTYOGAOSkoC4OP5v9tvIrVixQvuwhd69eyMjI0NvOlmf2gwAcalxUCgVSEpOwpu4NxA6CfEy7SWuJVxDvCpeO5zIXQRltBJqBR0RI8SWmfPMIFONHz8eQqEQlSpVgqenJ5RKJc6fPw+1Wo02bdqgatWqGDNmDORyOQQCAZydnfH333+jQ4cOKFeuHKZOnYrFixejffv2AIChQ4eifPnyqF27Njw9PXH+/Hmz15kQQ/LK7Lzy+qOPPsKQIUOg0WjQu3dv3Lt3T28aSWM+BwC47f8JbgkqyMQyvEx8iTuv7+BF7AuIk8RwcXWhzCakmKK8JqTgCrqP7ejoiB07dkAgEGDL3btYWqcOoFYDffsCf/4JQHf/2knsRHlNyHvGmnkNUGbbIo7RU0EKLDExES4uLkhISICzs7PZxx8fD4SHAzExgErFP7PNywsIDgbk8nflrl27hkaNGiElJQWjR4/GihUrtP0YY7gSeQURiREo4VQC997cQ3RyNLwdvaFOVuPZ7Wfw8fRBeVl5vEp/BX+JP6q7VAfHcWBqBmWUEi6NXSByo6NghFhLWloanjx5gtKlS0MikeR7PNnP2BEJRPB29Dbp6htifrl9vpbOmfdFUcnr9PR0tGrVCufOnUOZMmVw6dIluLm5Afh/Xr8KQ+kO/eF24wFeffEx/vy4uTazX71+BacXTqjoXxECgQAv015SZhNSxFBeF2+U15ZXGMvR2MxetmwZxo4dC4FAgGP166PDhQuAkxPYmTO44sP4M2Cd/cEY09nHprwmxDaYI7Mpr4uuopbZdDuaIi4+HggLAxQKwN0dsLcH0tOBiAi+X0jIu42EGjVqYOfOnejevTtWrlyJypUrY/jw4QB0n9qckpGCuLQ4yO3/P6AQcBY7423KW6RKU+EmckNMegwUagWc7JygUWrAiThwIrpMjpDiIPPMIIVSod1IkIlldCksIQVgSl7b29vj0KFDqFu3Lh49eoSePXvi119/hUgk4vM65TUcRgyC22dT4bntByR1qQC5M99IL5fKEYtYpKSlQOYgo8wmpBijvCbEMkzJ7C+//BK3b9/Gpk2b0OfmTVysUweV//0XrEN7KHbPh3uZcgCgt49NeU3I+4PymhiLbkdThDHGH51XKAB/f0AqBQQC/q+/P9/98WPdy+a6deuGb7/9FgAwatQonDlzBoDuU5szNBnI0GRAZMcfcRdIBJC6SJGenI4MlgGxQIwMlqF9grMqVgWxtxhCmbBQ558QYjkcx8HJ3gluUjc42TvRBgIhBZCfvPby8sJPP/0ER0dH/Pnnnxg7diyAd3mtaN8SaaVLQpSoQIWj57WZbe9oDzgCaQlpAECZTUgxR3lNiHmZmtkcx2H16tVo2rQpkpKS8NHr14itUgWC6BjUHjIFjnFJAKC3j015Tcj7hfKaGMPmGuFXr16NwMBASCQS1KtXD5cvX86x7LZt28BxnM4r++UHjDFMnz4dvr6+kEqlaNWqFR4+fGjp2TCKQsFfHufubri/uzsQHc2Xy+qbb75B3759UbZsWZQoUQKA7lOb7QR2sBPYQZXBbwBw4MC5cxDbi6GJ1SAtNQ12sIMgXYC0iDTYyewgCZLQSoQQQohJ3pfMzm9eV6tWDXv27IFUKkW9evUAZMlrloHozwYAAGrv+wsZaakAAJVaBYmnBPYO9lDGKCmzCSGEFNj7ktdA/jJbLBbj4MGDKF26NOo1aADp0aPQBAbC8UUUygweC0FKqt4+NuU1IYSQ7GyqEX7//v0YN24cZsyYgStXrqB69epo27YtYmJichzG2dkZkZGR2tezZ890+n/33XdYsWIF1q1bh0uXLsHR0RFt27ZFWlqapWcnTyoV/7K3N9xfLH5XJiuO47B582ZcvHgRZcuWBfDuqc2xqbFwsHOAm8QN8enx2mGShEnwLesLF28XvEl8A3miHNIUKSQBEshCZBDJ6T51hBBCjPc+ZXZ+8xrgH9T6+PFjDBw4EIBuXsf26AiVpxucouPhc/wvAEBCegI83T3hXskdYi8xZTYhhJACeZ/yGsh/Znt4eODixYvYvXs3HIKCwP3+O1RucjjdvI/SI76BA2evs49NeU0IISQ7m2qEX7JkCYYOHYohQ4agUqVKWLduHRwcHLBly5Ych+E4Dj4+PtqXt7e3th9jDMuWLcPUqVPRuXNnVKtWDTt27MCrV69w5MiRQpij3IlE/Cs93XB/pfJdmeykUilcXFy0769du4Yg1yD+ie1JL+Hu4A6JnQTPE5/jeeJzSIQSeLl74W2Jt/Cu4Y1qzapB/oEcspq0cUAIIcR071NmFySvAcDHx0f7f0xMDCQpEsjEMrxQvsbLIT0BAHV3ncbd6Nuw4+zg6+iLDGkG4vziKLMJIYQUyPuU10DBMtvb21t75joLDsal+d9CLRZBfvIs/GYsgq+TL4ScEHde36G8JoQQosdmGuGVSiXCwsLQqlUrbTeBQIBWrVrh4sWLOQ6nUChQqlQpBAQEoHPnzrh9+7a235MnTxAVFaUzThcXF9SrVy/XcaanpyMxMVHnZQkyGf+E9thYw/1jYwFvb75cblasWIHatWtj9eLVCPELgb+zPwDATeoGmVgGJ5ETXB1cAQ4o6VISdYPrwtPXE3ZOdnR5HCGEEJMVlcy2tby+ceMG6tSpg0G9B6GivCL8nf3xsFdLqByl8HgShVb3lfBz9kNyRjKSlEmU2YQQQgrkfctrwDyZnZaWhp49e6Ll6HH4a/JEAIDftoPw2rwPJZxLoJJXJcprQggheuysXQFjvXnzBmq1WucoO8Afjb53757BYcqXL48tW7agWrVqSEhIwKJFi9CwYUPcvn0b/v7+iIqK0o4j+zgz+xkyf/58zJo1q4BzlAPGgP+HMscBwcH8E9ojIvj704nF/NH52Fh+wyAoSFs8R1KpFBqNBtOnT0eNGjXQsWNH7VOb7Tj+K5DBMugJzoQQQsyiqGS2RfM6C3PltYuLC1JTU3HlyhVM/GIiduzYgWT3csgY/ilES1ai2f5LUAybCZVGRZlNCCGkwN63vAbMk9lisRiMMSiVSgzYsAX/TZkCv7lzUWX+ZgTXagVJ135IViVTXhNCCNFhM2fC50eDBg0waNAg1KhRA02bNsWPP/4IT09PrF+/vkDjnTx5MhISErSvFy9emKfCp04BrVoBSUnaTnI5EBLCP6k9KQmIiuL/BgTw3eVy/dEwxpCUnoS41DgkpSfh008/xeeffw7GGPr374+HDx9qn9rsLHGGs8SZnuBMCCHEqiyR2RbLawPMkdclS5bEgQMHIBQKsXv3bqxYsQJO9k6Qjp8MiMXgzp+H07/XKbMJIYRYja3nNVDwzE5WJWP79u2oXLkyIiMj0fP0aSg//RQcY3AI/RSC27e1+9uU14QQQjLZzJnwHh4eEAqFiI6O1ukeHR2tcy/V3IhEItSsWROPHj0C8O4erNHR0fD19dUZZ40aNXIcj729PexzepJLfqWlAYMHAy9fAp06Ab/8Ajg4AOA3AmrV4p/QrlLx96eTyQwfnY9Pi0d4XDhikmO0R969HL0wc8FM3LhxA+fPn0fXrl3xzz//wMnJybzzQAghhKDoZLZF8joX5sjrGvVrYPHixRgzZgzGjx+P6tWro3nz5vw2wsaNwMKFQOPGhTZPhBBCiq/3Na8B82T29n3b0bJxS1y4cAFfVqmCtS1aAH/+ye/PX77M3/eGEEII+T+bORNeLBYjJCQEp06d0nbTaDQ4deoUGjRoYNQ41Go1bt68qd0YKF26NHx8fHTGmZiYiEuXLhk9TrORSIAjRwAnJ+Cvv4AePfhr4v6P4/hebm7835w2DsJehSEiMQJOYif4ynzhJHZCRGIEbr65ic27NsPPzw937tzB4MGDodFoCm/+CCGkkAQGBmLZsmXa9xzHFfhBYOYYx/uk2Gd2Lgqa12GvwjBo2CAMGDAAarUavXr1wrNnz4AJE/iR/fwzcOtW4c8YIYSYGeW19b3PeQ0UPLPjHeKxYdsGcByHdRs2YNNHH/H3unn2DOjePeenvxJCiI2hzDYPm2mEB4Bx48Zh48aN2L59O+7evYvPP/8cycnJGDJkCABg0KBBmDx5srb87Nmz8fvvv+Px48e4cuUKBgwYgGfPnuHTTz8FwH/gY8aMwbfffouffvoJN2/exKBBg+Dn54cuXboU/gzWrs2fAS+VAidOAP36ARkZRg3KGEN4XDgUSgX8nf0hFUkh4ASQiqTwd/aHQqlAsjgZBw8ehFgsxuHDh3Hs2DELzxAhhFhfZGQk2rdvb1TZmTNnGjxLy5RxEF6xz+x8Miavn7x9gvXr16NmzZp48+YNJkyYAJQtyx+gB/iz4QkhpJihvLYOyuucGZPZZeqWwezZswEA46ZNQ9zOnYCzM3DuHPD55/wz3wghpJihzM4fm7kdDQD07t0br1+/xvTp0xEVFYUaNWrg119/1T705fnz5xAI3h1XePv2LYYOHYqoqCi4uroiJCQEFy5cQKVKlbRlJk6ciOTkZAwbNgzx8fFo3Lgxfv31V0gkkkKfPwD8JeZHjwIffggcOgR8/DGwbRsgyP14iUKpQExyDNyl7gb7u0vdEZ0cjca1GmPt2rVITU3FRx99ZIEZIISQglMqlRCLxWYZl7GXU1t6HO+b9yKz88HYvC7rXhaHDx/GjBkzsHz5cr7n118DBw4Ae/cCc+YAgYGFV3FCCDGA8tr2UV7nzNjMHv3VaERGRmLQoEFwq1cP2L8f6NgR2LoVqFkTGD26kGtOCCH6KLOLAEYKLCEhgQFgCQkJ5hvpkSOMCYWMAYx9/jljGk2uxWNTYtnRe0fZ5YjL7L+X/+m9Lr24xI7eO8piU2LNV0dCSKFKTU1ld+7cYampqe86ajSMKRSF/8pjnZRd06ZN2ciRI9nIkSOZs7Mzc3d3Z1OnTmWa/4+nVKlSbPbs2WzgwIHMycmJDR48mDHG2NmzZ1njxo2ZRCJh/v7+bPTo0UyhUGjHGx0dzT788EMmkUhYYGAg27VrFytVqhRbunSptgwAdvjwYe37Fy9esD59+jBXV1fm4ODAQkJC2D///MO2bt3KAOi8tm7danAcN27cYM2bN2cSiYS5ubmxoUOHsqSkJG3/wYMHs86dO7Pvv/+e+fj4MDc3NzZixAimVCpN+3z/zyI58x4qCsuxwHndujW/bTByZOFWnBBitCKV1yZmNuU15XVRUFSWY4Eye/FiPq+FQsbOnCn8yhNCjKK3TreRvGaMMtsWM9umbkfzXuncGdi5k78x3dq1/NlvuVzKJhKIIBKIkJ5h+L5zSrVSWyar+Ph4TJw4EWlpaWatPiGkkKSk8E+RKuxXSorJVd2+fTvs7Oxw+fJlLF++HEuWLMGmTZu0/RctWoTq1avj6tWrmDZtGsLDw9GuXTt0794dN27cwP79+3Hu3DmMGjVKO0xoaChevHiB06dP4+DBg1izZg1iYmJyrINCoUDTpk3x8uVL/PTTT7h+/TomTpwIjUaD3r1746uvvkLlypURGRmJyMhI9O7dW28cycnJaNu2LVxdXfHvv//iwIED+OOPP3TqBQCnT59GeHg4Tp8+je3bt2Pbtm3Ytm2bycuNFC/5zWvGGFatWoVLmZfyb94MZHuQHiGkCLNWXucjsymvKa8JL7+Zff36dSzWaPjby6rVQM+ewIsXhVFlQkhB2VBeA5TZNpfZhdbcX4xZ9OjJxo38EXSAsdmzcyym0WjYfy//Y0fuHjF4lP7I3SMs7GWY9ohY5jANGzZkANjHH3+s048QUvQYPIqrULxbRxTmK8uRcmM0bdqUVaxYUWc98/XXX7OKFSsyxvij9F26dNEZ5pNPPmHDhg3T6Xb27FkmEAhYamoqu3//PgPALl++rO1/9+5dBiDHo/Tr169nTk5OLDbW8FnGM2bMYNWrV9frnnUcGzZsYK6urjpnCxw/fpwJBAIWFRXFGOOP0pcqVYplZGRoy/Ts2ZP17t07hyVU9I7SF0dFYTnmJ68ZY2zlypUMAPP392fRtWrxv8NJk6w0F4SQ3BSpvDYxsymvKa+LgqKyHPOT2S9evGBSqZQBYAd372asenX+d1i7NmMGvjOEEOvSW6fbSF4zRpnNmO1lNp0JX9R9+imwdCn///Tp7/7PhuM4BLsFQyaWISIxAqmqVKg1aqSqUhGRGAGZWIYgtyBwWR75znEcZs+eDYFAgC1btugcLSOE2AgHB0ChKPyXg4PJVa1fv77OOqhBgwZ4+PAh1Go1AKB27do65a9fv45t27ZBJpNpX23btoVGo8GTJ09w9+5d2NnZISQkRDtMhQoVIJfLc6zDtWvXULNmTbi5uZlc/0x3795F9erV4ejoqO3WqFEjaDQa3L9/X9utcuXKEAqF2ve+vr65nkFA3g/5yWuAfzBeuXLlEBERgb4qFdQAsGYNkJBglfkghJjIWnmdj8ymvKa8Jrz8ZLa/vz9GjBgBAAgdPhz3Fi0C3NyA//6jB7USYgtsKK8Bymxby2ybejDre2vMGP4HOW0aMG4cf5nK0KF6xeQSOUL8QhAeF46Y5BioNCqIBCIEOAcgyC0Icolcb5iWLVti7ty5mDx5MkaPHo2QkBDUqlXL8vNECDEPjgOyBJUtc8w2HwqFAsOHD8cXX3yhV7ZkyZJ48OCBydOQSqX5rp+pRCLdS5M5joNGoym06ZOiKz957ezsjMOHD6Nu3br48+ZNTPfwwNw3b/iG+MmTC38mCCGmobw2CeU1KSryk9kLFixAWFgYzpw5gx5jxuDStm1w7NIF2LYNaNjQ4L48IaSIKEZ5DVBmFzV0JrytmDIFmDiR/3/4cGDPHoPF5BI5avnWQuOSjbWvmr41DW4cZJo4cSI6deqE9PR0dO/eHW/fvrXADBBC3neXLl3Sef/PP/+gbNmyOkeys6pVqxbu3LmDMmXK6L3EYjEqVKiAjIwMhIWFaYe5f/8+4uPjc6xDtWrVcO3aNcTFxRnsLxaLtWcN5KRixYq4fv06kpOTtd3Onz8PgUCA8uXL5zosIZnyk9eVKlXSXrU2780b/AwAy5YBqamFUWVCyHuC8poQXaZmtp2dHfbu3QtfX1/cvn0bw/fvB/v2W77n6NHAlSuFV3lCSLFGmW1bqBHeVnAcsGABMGIEfwnboEHAkSM5FOXgZO8EN6kbnOyd9C5pz04gEGD79u0oXbo0nj59ikGDBuXrSBJjQFISEBfH/6Ur7QghWT1//hzjxo3D/fv3sXfvXqxcuRJffvlljuW//vprXLhwAaNGjcK1a9fw8OFDHD16VPtwlvLly6Ndu3YYPnw4Ll26hLCwMHz66ae5Honv27cvfHx80KVLF5w/fx6PHz/GoUOHcPHiRQBAYGAgnjx5gmvXruHNmzdIT9d/EFf//v0hkUgwePBg3Lp1C6dPn8bo0aMxcOBAeHt7F3ApkfeJqXkNAH369NH+BgYKBHgSE8M/pNVElNmEkJxQXhOiz9TM9vHxwf79+yEUCrF7926sc3YGOnUC0tOB7t0BI098o7wmhOSGMtu2UCO8LeE4YOVKvgFerQZ69wZOnjTLqF1dXXHo0CHY29vj+vXrePnypVHDZW4UPHkCnD3Lv86d419XrgC5HCwjhLxnBg0ahNTUVNStWxcjR47El19+iWHDhuVYvlq1avjrr7/w4MEDfPDBB6hZsyamT58OPz8/bZmtW7fCz88PTZs2Rbdu3TBs2DB4eXnlOE6xWIzff/8dXl5e6NChA6pWrYoFCxZozxTo3r072rVrh+bNm8PT0xN79+7VG4eDgwN+++03xMXFoU6dOujRowdatmyJVatWFWDpEGK8xYsXo169ekhkDOcA4PvvAZUq12Gy7sS/eAGEhb3La8psQkhWlNeEmMcHH3yABQsWAACOnzgBtm0bULo08PQpv09v4MQ3ymtCiCkos20LxxgdSy2oxMREuLi4ICEhAc7OzpafYEYG0KcPcOgQIJUCv/8ONG5sllGfOHECderUgYeHBwCAMQaFUqG9952jSIbkZA4qFZCcDERH8w3w9+7x+/8lSwJBQYBYDMTG8revDwkBcnmGAyHESGlpaXjy5AlKly4NiURi7eqYpFmzZqhRowaWLVtm7aoUWbl9voWeM8VUcVqOL168QPjdu2g2aBAQHQ22ZQsU/XrkmtevX/M77k+f8jldqRLg4cGflEeZTYj5UF4Xb5TXllecliNjDPv27UOvXr34BqmrV8EaNACXno6UWVORMXEioJQhI4OjvCbECiizi7eiltn0YFZbZGfH3xO+SxfgxAmgY0fg1Ckg21OP86N9+/ba/+PT4vEo9hFep7yGSqNCukKK9JgSsFcGICPFSbtRIBIBEgng6wskJAD37wMVKwL+/kBEBPD4MVCzJn8iPyGEEEIKLiAgAAEBAcBXXwETJyJtzgyca+AJFafJMa8rVuQPmGeefvH0KX8s38mJMpsQQgixBI7j0LdvX+37+Iql8XbOeJSeOBeS2fNwyM4XkSVbw1Hti5hXMsprQggpxuh2NLZKLObPhG/WDEhMBNq2BW7dMtvo49PiMX/lfHw+4HM4CB0gU/vj1X0f3AlPQkTafcQnK8AYfzT+wQO+EV4iAby9gZQUfsOAMcDdnT+ar1CYrWqEEEII+b/40D64KXNAyycvwHb/lmNeA/xB8lev+KzOntcAZTYhhBBiSVHxURgwZABmRb/Ay45tIVBr0Pb72VAn3cWDmCdIzUgBQHlNCCHFFTXC2zKpFPjpJ6BePf6mca1aAQ8fFni0jDFcunsJK2auwH9n/sPOFbvw6pkEGekSVCrjjFRVKh5HxsHLi8HNjd8oePv23UaBiwtfnZQU/liBSpXnrWoJIcXcmTNn6DI5QsyMMYZwVQy+9JDjIoAJ32/Ak3sag3nt7c3fYzYmhr+gDtDNa4AymxBCeU2IpTDGsGXvFhzfdxy7lu3GxgbdEedTGs7x0ei+aTHevlWDOUTDy4tRXhNCjEKZbXuoEd7WOTnxt6SpVo0/HN6yJfD8eYFGqVAqoJFpMHH+RADAlhWbceHMJbi4qgEAjkI54lMUUHNpEAr5KsTFAWlp/PBiMX/b+owMQKnkb1cjEhWoSoQQQgjJRqFUICY5Bl9tWghvDriTrsTe6V8azGsA2gPnmWfOZc1rgDKbEEIIsRSFUoEaLWugdefWUKvVWLZ4Ko6OnIkMsT1KXvkbHS7vQ4o6AWkZaZTXhBBSTFEjfHHg6so/nLVcOf4R6i1bAlFR+R6dSqOCSqPCh90/RLcB3cAYw441X0GRyI9TIhYCwgykpWdAIuF36hMSADW/zw+lkj9qb2fHPzjG25t/eAwhhBBCzCczr70qlMfqTq0hAHDq9gVc/vtHALp5DfAHzaVS/sA5oJvXAGU2IYQQYikqjQoZLANTvpuCkqVLI+FtDJYe3ojLw74GAHT6cxH8Hl2DWpNBeU0IIcUUNcIXF97e/MNZAwOBR4+A1q35dM4HkUAEkUCE9Ix0fDXrK5SpWB7JirdYu3AC1OoMCMXpkMs1UCTZgeP4YwCOjvzk0tP5W9M4OvIbDTIZEBRED4whhBBCzC1rXpeZ9RVmCoUAgB2rZuHl83CdvAb4y9Z9fPhsjo7mL3WXy/mMjoigzCaEEEIsJTOzhfZCzFqxECKxBDevnMOK5CQ8bdIeQqbG4B+mQpKWTHlNCCHFFDXCFyf+/sAffwB+fvxDWtu14x/aaiKZWAYvRy/EpsbCXmKPhevnQyJ1wIM7/+HInrVIUCagbKAD3Jwl2gfCVK4MeHkBz57xt6VxdgZKlgRCQvgNBkIIIYSYV9a8zvDywKf9uqIVgHSVEqvmj8ObpBidvI6JAXx9gfLl+eE5jj+rTqEAAgIoswkhhBBLyZrZVWoGYdDn3wAADmxfgR1tuiLewwceCS9Rf9NYxEQzymtCCCmGqBG+uAkO5hviPTyA//4DOnYEkpNNGgXHcQh2C4ZMLENEYgS8Snpi3KxvwHEcXselQ5ghQ7C3LwIDuf+X5x8WU6IEfwL+gAF8+3/NmrRxQAghhFhK9ryO+KwPtguF8AZgr9RAlQS9vLaz4/82a/Yurxs3pswmhBBCLClrZr9MikC3IS1Rp/GHsJc44kliAv746ltoBEJUuLYP1a5up7wmhJBiyM7aFSAWULEif4/45s2Bc+eArl2BY8cAe3ujRyGXyBHiF4LwuHDEJMeg3kdVsThwAzxljWCv9EfyWyeIRPxGgZcXf/sZkYi/NI4uiyOEEEIKh05eC2Pg1a0F/j5wEva+vrjs05DymhBCCCkisu9jD58zGC8ehMLdoRpUUl88HBiN8tunoMOJUUic2BDCiuUorwkhpBihRvjiqmZN4JdfgDZtgJMngd69gQMHTHqEulwiRy3fWlAoFVBpVGgeKIKjSIbkZA7JyUpIpXZwdhbQRgEhpFAFBgZizJgxGDNmjLWrQkiRkDWv1TO84PLjn+DCzsHD9QHSq4RArU6Dh4eE8poQUqgorwnRp7OP7a+CXX0RoJQhI4ODutGXYM9OQnDmDOSf9wUuXgQ4sbWrTAh5D1BmFw66HU0xwBiQlMQ/CDUpiX8PAGjYEPjpJ/4M+KNHgdBQQK02adwcx8HJ3gluUjc42TtBIOAQHf0InTo1wrp139MOPSE2Ksf1hoU0a9bMbIH+77//YtiwYWYZFyGFzVK/vcy8llcOAdevHwDAbtEszJkzFh06fAClMt08EyKEFCrKa0Ksw5K/vaz72M4SJzg7czh//hiq1yqLKxMnAm5uwJUrwPTp5psoIcSiCjuvAcpsW0Rnwtu4+HggPJx/2JpKxZ/o7uXF3xpeLgfQogVw8CB/S5o9e/jr0NevL9A1bWfPnsV///2Hq1evomnTpqhfv765ZocQUgjyXG9YAWMMarUadnZ5x5Knp2ch1IgQ8yu0397kycCuXXhz7Bh2uLggLiEBkydPxpIlS8w4EUKIpVFeE2Id1vjtbd++HZGRkejzxRe4snIlnPr3B777DmjfHmja1DITJYSYRVHMa4AyuyiiM+FtWHw8EBYGREQATk6Ary//NyKC7x4f//+CH34I7NoFCATAxo3A+PEFOiwXGhqKPn36QK1Wo2/fvojXTogQUtQZvd4wo9DQUPz1119Yvnw5OI4Dx3HYtm0bOI7DiRMnEBISAnt7e5w7dw7h4eHo3LkzvL29IZPJUKdOHfzxxx864wsMDMSyZcu07zmOw6ZNm9C1a1c4ODigbNmy+Omnn8w/I4QUQKH+9ipWBHr0QAkAW6tWBQAsXboUx48fN+NECCGWRHlNiHVY47cHABs3bkTJkiXx6NEjfP7LL2Aff8zvsw8aZLmJEkIKzFrrDMps20SN8DaKMf5Im0IB+PsDUinfxi6V8u8VCuDx4yxt7b17A5s28f8vWQLMmpXvaXMch3Xr1iEoKAhPnz7FsGHDwArjWhtCSIGYvN4wk+XLl6NBgwYYOnQoIiMjERkZiYCAAADApEmTsGDBAty9exfVqlWDQqFAhw4dcOrUKVy9ehXt2rVDp06d8Pz581ynMWvWLPTq1Qs3btxAhw4d0L9/f8TFxZl3RgjJJ6v89qZOBQB8dP48vhg4EAC/sf7q1SszToQQYgmU14RYh7V+ewDg6uqKPXv2QCgUYvfu3dhRty5/Gu3z58DIkeafICGkwKy5zqDMtk3UCG+jFAr+Uhd3d8P93d2B6Gi+nNaQIcCKFfz/s2YBixble/ouLi7Yu3cv7OzscODAAWzKbOAnhBRZ+VpvmIGLiwvEYjEcHBzg4+MDHx8fCIVCAMDs2bPRunVrBAcHw83NDdWrV8fw4cNRpUoVlC1bFnPmzEFwcHCeR91DQ0PRt29flClTBvPmzYNCocDly5fNOyOE5JNVfnvVqgGdOwOM4Tu1GjVq1MCbN28wYMAAqE18PgwhpHBRXhNiHdb67WVq1KgRZv3/ZLmRX32FB/PmAUIhf1vZPXssM1FCSL5Zc51BmW2bqBHeRqlU/Mve3nB/sfhdGR2jRwPz5vH/T5gArF2b7zrUrVsX8+fPBwB8+eWXuHv3br7HRQixvHyvNyyodu3aOu8VCgXGjx+PihUrQi6XQyaT4e7du3kepa9WrZr2f0dHRzg7OyMmJsYidSbEVFb77U2bBgCw37cP+7/7Do6Ojjh9+jS+++47M0+IEGJOlNeEWEdR+O1NmjQJLVq0QHJyMvouXIj0yZP5HiNGAC9eWG7ChBCTFYV1hiGU2UUXNcLbKJGIf6WnG+6vVL4ro2fyZP4F8GG+c2e+6zFu3Di0bt0alStXhlgszvd4CCGWV6D1hoU4OjrqvB8/fjwOHz6MefPm4ezZs7h27RqqVq0KpVKZ63hE2SrNcRw0Go3Z60tIfljttxcSAnTsCGg0KLd3L1auXAlnZ2cEBQWZeUKEEHOivCbEOorCb08oFGLHjh1wd3dH7dq1oZk4EahXD0hI4K9sp98LIUVGUVhnGEKZXXTl/YhcUiTJZPzTliMi+HtNZRcbCwQE8OUMmjuXvyZm5UogNBRwcAC6dze5HgKBAPv27YNMJqNGeEKKuAKvNwpALBYbdQuM8+fPIzQ0FF27dgXAH7V/+vSp+StESCGy5m8P06YBx48DO3YgdMoUdHjwAN7e3haYECHEXCivCbEOq+Z1FiVKlMDt27ff5fWOHUCNGsCpU8CaNcCoUZatACHEKNZeZ1Bm2x46E95GcRz/nBaZjP/Bp6YCajX/NyKC7x4UxJfLcQTLlr07mt63L3DiRL7q4ubmptMAn5iYmK/xEEIsq8DrjQIIDAzEpUuX8PTpU7x58ybHI+hly5bFjz/+iGvXruH69evo168fHW0nNs+avz3Uqwe0bQuo1eAWLNBpgKe8JqRoorwmxDqsmtfZZM1rTZkySJo9m38zcSLw4IHlK0AIyZO11xmU2baHGuFtmFzOX2nu7w8kJQFRUfzfgAC+u1yexwgEAmDjRqBXL/4mVd26AX/9le/6qFQqfPPNNyhfvjyioqLyPR5CiOUUeL2RT+PHj4dQKESlSpXg6emZ4/3nlixZAldXVzRs2BCdOnVC27ZtUatWLctUipBCZK3fHgBg+nT+77ZtwLNnAIDff/8d5cqVw+7duy04YUJIflFeE2IdVs1rAyIjI9G2bVv0+fNPsJYt+da9QYOAjIzCrQghxCBrrjMos20Pxxhj1q6ErUtMTISLiwsSEhLg7Oxc6NNnjL+zjErF32tKJjPxSJtSyd+K5uef+YFPnQLq1jW5HmlpaahXrx5u3LiBdu3a4ZdffgFXGKcJEPKeSEtLw5MnT1C6dGlIJJICjavA6w1idrl9vtbOmeKiKCxHq/32WrXi8334cGDdOsyePRszZsyAk5MTrl+/jtKlSxdCJQh5P1BeF2+U15ZXFJZjUfnt3bx5E3Xq1EF6ejpWzp6NUYsX8/eHnzMHmDq18CtESDFjrswuKusMoquoZTadCV8McBzg5AS4ufF/Tf6hi8XAgQNAixb8WqNdO+DGDZPrIZFIsGfPHkgkEvz6669YtWqVyeMghBSOAq83CCH5YrXfXubZ8Fu2AC9e4JtvvkGjRo2QlJSEAQMGIIPOqCOkSKK8JsQ6ispvr2rVqvj+++8BAOPnzsXtSZP4HrNnA9evW6dShBA9RWWdQYo2aoQnPIkEOHoUaNAAePsWaN0auH/f5NFUrlxZu5EwYcIE3Lp1y9w1JYQQQoipmjQBmjXjT8+ZPx92dnbYtWsXnJ2dceHCBcybN8/aNSSEEEKIAaNGjUL79u2Rnp6Ofnv3Iq1TJz7PQ0P5q9oJIYTYBGqEJ+/IZMAvvwA1awIxMfyl6/l4YvLIkSPRoUMHfiOhXz+kpaWZv66EEEIIMc2MGfzfTZuAFy8QGBiINWvWAABmz56NixcvWrFyhBBCCDGE4zhs3boVnp6euHHjBr7x8wPc3YFr1wA6iE4IITaDGuGJLrkc+O03oGJF/nHOrVoBr16ZNAqO47BlyxZ4eXnh5s2bmJR5yRwhhBBCrKdZM52z4QGgf//+6NevH9RqNfr374/ExESrVpEQQggh+ry9vbF161YAwNL16/H7sGF8j7lzgStXrFgzQgghxqJGeKLP0xP44w8gKAgID+dvTfPmjUmjyNxIkMlkqF69uoUqSgghhBCTZJ4Nv3kz8OIFAGD16tUoVaoUPvjgAytWjBBCCCG56dixI0aOHIkKFSrAo3t3oEcPICODvy1Nerq1q0cIISQP1AhPDPPzA06dAkqUAO7cAdq0AeLjTRpFhw4d8PTpUwwZMsQydSSEEEKIaZo1A5o25e8hu2ABAEAulyMsLAzbt2+Hs7OzdetHCCGEkBx9//33CAsLQ62QEGDNGv4Eups3gTlzrF01QggheaBGeJKzwED+jHhPT+DqVaBjRyA52aRRuLu7a/9XKBRgjBksxxhDUnoS4lLjkJSelGM5QgghhBTQzJn83//fGx7QzWvGGBQKRY6DU2YTQggh1iGVSuHg4MC/8fRE0pIl/P8LFvD77FlQXhNCSNFCjfAkdxUqACdP8veKv3AB6NwZyMeDVk+fPo2KFSti+/btev3i0+JxJfIKzj0/p31dibyC+LT4gtefEEIIIbqyng3//3vDZ4qOjkanTp3QrVs3aDQavUEpswkhhBDr02g0WLRoEUqPGYPw9u0BtRoYMoTPdlBeE0JIUUSN8CRv1asDJ04AMhl/i5pevfiHupng0qVLiIiIwOjRo3HlzhXtkfj4tHiEvQpDRGIEnMRO8JX5wknshIjECIS9CqONBEIIIcQSsp4N//y5tvPbt2/x559/4uTJk1i4dKHOmXOU2YQQQkjRwBjDsWPHEBsbi37RUVC6uQLXr4MtWEB5TQghRRQ1whPj1K8PHDsGSCT834ED+aPtRho6eihq1qsJhUKB/gP6468nfyHsVRiuRV6DQqmAv7M/pCIpBJwAUpEU/s7+UCgVeBz3mC6bI4QQQsytWTOgeXP+oPrcudrOPoE++GLqFwCAGd/MwO5Tu3El8grepr5FeFw4ZTYhhBBSBAiFQqzcsBKOTo64fOUqvqxdEQDAvp2Dh6d/pLwmhJAiiBrhifGaNQMOHQJEImD/fmD4cMDAperZxafF41r0NXw29zM4yBxw7+o9HNtyDA/jHuJixEWIBWKDw7lL3RGdHA2FMuf70hJCij6O43J9zcw8I5cQUrhmzeL/btkCPH2qPXOuftf6qN+sPlRKFZZMXIInb57g3PNzePz2Mdyl7gZHRZlNiO2jvCbEdsSnxeO16DWGTh0KANj45yWcqlsDAlUG/MdNh71GaHA4ymtCbB/lte2iRnhimg4dgL17AYEA2LwZGDsWyOUoOmNMe+ZcSMUQTJg9AQCwZdkWJD1PQpIyCW9S3xg8Ei8WiqHSqKDSmHbrG0JI0RIZGal9LVu2DM7Ozjrdxo8fry3LGENGRoYVa0vIe+SDD4BWrYCMDLA5c7R5HeASgJlLZsLF1QUPbz/EL5t+QUJaAiISIyAWGj5wTplNiO2jvCbENmTdx+7fvz9admwJdYYaQ2NikejkCN97L+G5YRftYxNSTFFe2y5qhCem696dP2sOAFasAKZNy7GoQqlATHKM9sy5D3t9iObtmyNDlYEF4xZAxskQrYhGiipFb1ilWgmRQASRQGSR2SCkOElOTs7xlZbtYcq5lU1NTc2zrKl8fHy0LxcXF3Acp31/7949ODk54cSJEwgJCYG9vT3OnTuH0NBQdOnSRWc8Y8aMQbNmzbTvNRoN5s+fj9KlS0MqlaJ69eo4ePCgyfUj5L2WeTb89u1Q3L2uzWsPbw9MXjCZ77V6O17ff40kZVKO95GlzCbEOIWZ16ZmNuU1IbYh6z42x3GYvGAyPLw98OTpC4yuXgEAUG3tIWgePNAblvKaEONQXlNeW4LNNcKvXr0agYGBkEgkqFevHi5fvpxj2Y0bN+KDDz6Aq6srXF1d0apVK73yoaGhepdutGvXztKzYfsGDwZWr+b/nzsXWLDAYLHMo+z2dvYA+Mtmvln4Ddw93RFcLhhuIje8TXuLDI3+kbnY1Fh4O3pDJpZZbDYIKS5kMlmOr+7du+uU9fLyyrFs+/btdcoGBgbqlbGESZMmYcGCBbh79y6qVatm1DDz58/Hjh07sG7dOty+fRtjx47FgAED8Ndff1mkjsR0lNk2oGFDoG1bcGo1Sq/erc1rAGj1YSt06N4BvgG+cJY4QyaSISY5xuBoKLMJMU5h5rUlMpvyuniivLYt2fex5W5yTFs0DSKxCPKmjfCqXmWIlBkoO/k7vavWKa8JMQ7lNeW1JdhZuwKm2L9/P8aNG4d169ahXr16WLZsGdq2bYv79+/Dy8tLr/yZM2fQt29fNGzYEBKJBAsXLkSbNm1w+/ZtlChRQluuXbt22Lp1q/a9vb293riIASNGAAoF8PXXwOTJgEwGjBqlUyTzKHt6RjqkIikAwNXdFbt+3QUPbw+8TnmNt1FvEZMcA7FQDLFQDKVaidjUWMjEMgS5BYHjOGvMHSGkEM2ePRutW7c2unx6ejrmzZuHP/74Aw0aNAAABAUF4dy5c1i/fj2aNm1qqaoSI1Fm25BZs4DffkPA0TOIGf0QKF9e22vi3IkQCATgxBwiFZGQ2EkQkRgBd6k7ZTYh7yHK6+KH8tr2GNrHbtSiEX66+BM8fTzxoHl1eHz4GVwvXYfzzh/wdkAPymtC3jOU10WTTTXCL1myBEOHDsWQIUMAAOvWrcPx48exZcsWTJo0Sa/87t27dd5v2rQJhw4dwqlTpzBo0CBtd3t7e/j4+Fi28sXVxIlAUhLw7bfA6NF8Q3xoqLa3TCyDl6MXIhIj4C/y13b39PEEwF8OV9+/PqScFG+Vb6HSqCASiBDgHIAgtyDIJfJCniFCbJNCkfPDlYRC3QczxcQYPpMVAAQC3Quknj59WqB6Gat27domlX/06BFSUlL0NiyUSiVq1qxpzqqRfKLMtiH16oF16ADul1/gvXQDYtYt1vaSOfFn5kQkRiDYNRj+Mn+8ULxATHIMZTYh+UB5zaO8Ljoor21PXvvYCSXcET72Y1Scvx6Bc1fjScOKUPv6UF4TYgLKax7ltXnZTCO8UqlEWFgYJk+erO0mEAjQqlUrXLx40ahxpKSkQKVSwc3NTaf7mTNn4OXlBVdXV7Ro0QLffvst3N3dcxxPeno60tPTte8TExNNnJtiZvZs/oz4ZcuATz4BHB2Bnj0B8LefCXYLRnxavMEz59QKNZZ/sxyuLq5YsW6FdodeJpbR0XlCTODo6Gj1sgWRfToCgUDvYVIq1bsHSGVuFB0/flznrCuAzrQqCopKZlNeG4+bPRv45Rf4//w3Hl65CHHVGjp57WDngJN7T2Lj2o24dOkSyrmXo8wmJB8or9+hvLY+ymvblNc+9st7L/H1j6fxbZky6PHoEZp9fwDpB/ZBZu9EeU2IkSiv36G8Nh+buSf8mzdvoFar4e3trdPd29sbUVFRRo3j66+/hp+fH1q1aqXt1q5dO+zYsQOnTp3CwoUL8ddff6F9+/ZQq9U5jmf+/PlwcXHRvgICAvI3U8UFxwFLlgCffgpoNEC/fsDx49recokcIX4h8Hf2R5IyCVHJUUhSJiHAOQDSBCl+OvITtm3bhtO/nYab1A1OtHFAyHvP09MTkZGROt2uXbum/b9SpUqwt7fH8+fPUaZMGZ3Xe79OLgKKSmZTXpsgJATo2hUcY6i57oheXlf1qIptm7YhPDwco0aNgpO9E2U2IYTy2sZRXtuu3PaxH//zGPfvP8Bnb94g2s4O4p9PwOn4ScprQt5jlNdFg82cCV9QCxYswL59+3DmzBlIJBJt9z59+mj/r1q1KqpVq4bg4GCcOXMGLVu2NDiuyZMnY9y4cdr3iYmJ9KXkOGDdOiA5Gdi7F+jeHThxAmjeHAC/kVDLtxYUSoXumXN+HMaPH4/vv/8eQ4cORYMGDeDp6WnlmSGEWFuLFi3w/fffY8eOHWjQoAF27dqFW7duaS+Fc3Jywvjx4zF27FhoNBo0btwYCQkJOH/+PJydnTF48GArzwEpCHNlNuW1iWbNAo4cgevxU2gyfRbSq1bUOdM98/e4b98+dOnSBb1797Z2jQkhVkZ5/X6jvLaunPaxq8yugj9+/QPXr1/H0LJlcfThQ3CjRgEtWwJyubWrTQixAsrrosFmzoT38PCAUChEdHS0Tvfo6Og87zW3aNEiLFiwAL///nueTwUOCgqCh4cHHj16lGMZe3t7ODs767wIAKEQ2L4d6NwZSE8HOnUCslzGyHGcwTPnZs+ejcqVKyMmJgafffaZ3iUyhJD3T9u2bTFt2jRMnDgRderUQVJSks59RgFgzpw5mDZtGubPn4+KFSuiXbt2OH78OEqXLm2lWpNMRSWzKa9NVLUq8P+Gdce53+nldZ06dTBlyhQAwIgRI/Dq1SurVZUQUjRQXts2ymvbZ2gfWywWY8eOHRCLxTj28CG2+fgAUVHA119bu7qEECuhvC4imA2pW7cuGzVqlPa9Wq1mJUqUYPPnz89xmIULFzJnZ2d28eJFo6bx4sULxnEcO3r0qNH1SkhIYABYQkKC0cMUa6mpjLVqxRjAmIsLY1evGiym0WhYYloii02JZWf/Ocvs7OwYALZr165CrS4htiI1NZXduXOHpaamWrsqxAJy+3xtMWeKYmbb4nIsdPfuMSYQ8Bl+6RJjTDevY5NiWa1atRgA1qFDB6bRaKxcYUKKHsrr4o3ymvK6qMqa14lpiWz+/PkMAHNycGBPAT7b//rL2tUkpEihzC7eilpm28yZ8AAwbtw4bNy4Edu3b8fdu3fx+eefIzk5Wfsk90GDBuk8VGbhwoWYNm0atmzZgsDAQERFRSEqKkr7wAGFQoEJEybgn3/+wdOnT3Hq1Cl07twZZcqUQdu2ba0yj8WCRAIcOQLWqBGQkABN61ZIvv6fzhnu8WnxuBJ5Beeen8O55+eQ5JaET8d+CgAYNWoUnV1HCCE2jjLbdjDGkJSehLjUOCQF+oENHMj3mD5dL68vRV7CpMWTYG9vj19++QVbtmyxbuUJIYQUCOW1bdHJ7PQk7T529rw+9/wcWvRvgbr16yIpJQWf+PlBAwDDhgFpaVadB0IIeV/Z1D3he/fujdevX2P69OmIiopCjRo18Ouvv2ofJPP8+XMIBO+OK6xduxZKpRI9evTQGc+MGTMwc+ZMCIVC3LhxA9u3b0d8fDz8/PzQpk0bzJkzh57+W0DxQhWebJqLoJ6fwuXWIwjbtMOtI5sRULMpACDsVRgUSgXcpe6wt7NHekY6Wg9qjT9//RPJb5Px6tUr+Pn5WXkuCCGE5Bdltm2IT4tHeFw4YpJjtPeT9R/eFVV27wb322949NM2vKxWWievlT5KDBozCFsXb0VcXJy1Z4EQQkgBUF7bDkOZ7eXoBQ8HDzyKe6S3fx2ZHIkR347AzU43gbJlkZSRAZf794F584DZs609O4QQ8t7hGKMbcBdUYmIiXFxckJCQQPevA79xkNnI7p0qRPU+X0D64AmSS3jh6r7lyCjhg4T0BPg7++sNG3Y3DOVLlEeT8k3M9vR2xgCFAlCpAJEIkMn458gSYmvS0tLw5MkTlC5dWufhV6R4yO3zpZwxD1qOurLmddad9tjUWITM3gT/vT/jTUglPDu6XS84n719BnWMGj2a9aC8JiQbyuvijfLa8mg56ssps9+kvEGkIhLO9s6o4FFBb7iIxAikvUxDj2Y9IDx8GOjZkw/Z69eBihXzXR/KbFJcUGYXb0Uts23qdjSk6GOMITwuHAqlAv7O/hB5++LBvrVIC/SH48sYVBs4Do/uXoCbxM3g8JXKVEKKMAUKpUI7voKIjweuXAHOnXv3unKF704IIYS8r7LntVQkhYATQCqSwt/ZH/8NaYsMsR08wu7A+a9/9Ib3knlB5i+jvCaEEEIsLLfMdnNwQ2RSJNJUaQaz2F3qDueSzkjJSAG6dwc+/BBMpQKGDwc0mnzVhzKbEELyhxrhiVkplArEJMfAXequ7Zbh7YGH+9dC6ecN56eR6PjFCnA5JLRYKIZKo4JSrcSGDRvQtWtXaAqwcRAWBkREAE5OgK8v/zcigu9OGwnEVtEFTMUTfa6kMBnK66xEpUrjcufaAAC/79byp7xlkZnXKo0K169fR+PGjfHo0aN81YXymhRXtF4vnuhzJYUtt8zO0GRAKpJCoVIgRZWi1z9rXicpFBju7IylYjFw9iywdavJdaHMJsUVrduLp6L2uVIjPDGrzIC3t9O935/S3xcP9q1BuocrfMOjUXnIRAgUyXrDK9VKiAQixLx6jbFjx+Lo0aNYtmxd9n3/PDEGhIfzl8j5+wNSKSAQ8H/9/fnujx/rtSkQUqSJRCIAQEqK/gY2sX2Zn2vm50yIJeWU15kcRA4427cRMhykcLx+B/Jfz+j0z8xrO06E8eMn4cKFCxg0aAjUatMOnFNek+KI8rp4UyqVAAChUGjlmpD3RW6ZbSewg1QkRaoqFRmaDL3+mXktEohw+PARbNizB1M0GtwDwCZMAGJijK4HZTYpjiizi7eito9tUw9mJUVfZsCnZ6RDKpLq9EsPLoVbO5egcu+RcL12D3ah4/Bw53Iw6bv7MsWmxkLOApGcXB6DBy/E2rWj8c03ExAc3A5NmwZBLufL5XUPOoWC355wN3yCH9zdgehovpyTk5kXAiEWIhQKIZfLEfP/jWUHBwez3YuZWA9jDCkpKYiJiYFcLqedelIocstrALDj7CD1K4n7A9qh8obD8PtuLeLbNAH+//3MzOsHt2To338tzp2riosXz2HixBWYNm0M5TV5r1FeF18ajQavX7+Gg4MD7OxoV5oUjtwy28HOATKRDHEpcbAT6H8nY1NjEeAcgIwUGSpVGoCQkD0IC/sVA+0d8M/bt1CP/gri/TuNusc7ZTYpjiizi6eiuo9NWw7ErGRiGbwcvRCRGAF/kf6DVyMCXYEdi1G9/1dwuhiGwKHjEb5pEdKFDLGpsUCaHPGRQYhXcujTZwQuXz6EsLAzmDJlCJYuPY06dfiLN8LD+Q2AzI0ELy8gOBjanX6Vin/ZGz7BD2LxuzKE2BIfHx8A0G4kkOJDLpdrP19CLC2vvI5Li0M172p4/VlJKPefhPTBY8gPn0Bk55Z6eV2mTCDGjl2M+fOHY9WqyahWrQM6dy4HgPKavL8or4svgUCAkiVLUiMNKTS5ZTbHcZCKpPB18kVcahwEnABioRhKtRKxqbGQiWVwFwTjyhUOCgXwzTcbMXhwFfynSMAiAF//sAvRnQYhomLrXPMaoMwmxRdldvFV1PaxqRGemBXHcQh2C0Z8WjwiEiPgLnXX2wgIbtsHqUcC4NipO9xO/4PUkV/j5pJJ8HcOQFJcGSQoneDvDwACTJ++BX36VMXt23/jhx9WQSz+AhkZ/NF1d3d+AyA9nb8HXXw8EBLCbyiIRPwrPZ2/PC47pfJdGUJsCcdx8PX1hZeXF1S0hVtsiESiInN0nrwfjMnrGj41AB8gZkQo/Oevgs+idXjYsib85dnzGujWbSj+/PMgLl06ifnzQxEQcBaMCSmvyXuL8rr4EovFEAjorq6k8OSV2T4yHzQu2RhvUt4gJjkGKo0KIoEIAc4BKO0ahMd3XLS3kAH88dVXyzBr1hBMFwjQSaNBiXEj8HLVTbj5SXLMa4AymxRflNnFU1Hcx+ZYUbtLvQ1KTEyEi4sLEhIS4OzsbO3qFAnxafEIjwvX2QjwdvRGkFsQ5BI5AID9+ivQuTM4pRKqAf2QunIHzl8UwslJN9QPHlyLBQtGwN5eigkTbqBSpTIoV05/mhERQEAAULMm//7KFb6bv/4Jfjpl6SQWQkhRRzljHrQc9RmV1woFWJlgCKJjkLZiCZSDx+D8eU4vr6OinqN37ypITk5C586L0Lv3V5TXhJD3CuWMedByNCyvzGaMQaFUaPvJxDIoFBzOnYNOZjPGMHZsJ5w7dxy1hCJcUqvwcvB0vBk9S2d62TOYMcpsQkjxYY2soUP4xCLkEjlq+dZC45KNta+avjW1O/QAwLVrB27fPkAohGjXHojHfwmVkuld3tat23DUrdsSKlU6rl07jZx+G1nvQcdx/OVzMhm/MZCaCqjV/N+ICL57UBBtHBBCCHm/GZXXMhkE06YDACTzvkNGYqrBy9F9fEpi7NilAIAbN36Fk5Ph8zworwkhhBDT5ZXZHMfByd4JblI3ONk7geM4g7eQ4TgOU6ZsgEwmx0M7Ce4DCNizAPZP7+tML2te88NRZhNCSEHQ7WiIxWRuBOSqa1dg+3Zg4EBINq9G5UQZIkfPh9ThXXILBAJMm7YZDx5EIiGhPhwdDY8q+z3o5HL+8rns96MNCOA3DrLe344QQgh5XxmV10OHAosXA0+ewHHzCojqTjJ4OXrnzh9DrXaBUNgVMpnhvXDKa0IIISR/jMrsLHK6hYynpx9mzTqM2DcV4HDkYwjunkDJhSPwcM0f2lZ0Q/d4p8wmhJD8o0Z4Yn39+wPJycDw4Qg+sBBKsRNSxk7RKeLrWwoKRSmIREBOt3QydA86uRyoVUv3Se+OjgzJKgXiUt9dpkcPViKEEEJyIRYDs2cDAwdCvGwhfH8cjmexrnqXo3Mch2rVeuD1a8prQgghxNpkMv4hq4ZuIVO7djP88Qfw76BVKDWzMpz//RNuJ3YjrsMAADnf4z17ZtvZMUCsQAZTISmd8poQQnJCjfCkaBg2jE/xr75Cxd1TcVMiQ0LolxCL+fCPjQU8PAAfH+D69bs4d24tvvpqmc5DkWJj+SPwMpnuqDmOvwcewN9H72qU7n30vBy9EOwWrHPpPSGEEEKy6dsXWLgQ3K1bqHDse8R2nIeICP5ydUN5HRmZgmPHpqNLl6EIDCyvHQ3lNSGEEFI4Mm8hEx8PvcyOi+PzWuUShE3NukL92158unQcEhp1gNrFLce8zhyvkxOf1w/jKK8JIcQY1AhPio5x44CkJGDmTFTdPAY3ZTI8afGJzuVtKSkp6NKlCRIS3sDHpyz69Rut3enP6x508WnxCHsVBoVSAXepO+zt7JGekY6IxAjEp8UjxC8ELv9j777Do6gaNg7/ZrO7ScimkEAoJoigqCgWgiiKFRDB3l4LKr0XAUFAioAoCnYsFCsq9t5BrFhQgyj6YQMVFgjBhE2yabvZne+PkUAgIQkpm4Tnvq69dtk5M3NmX988c87MnBMeu89kNrqKLyIignVr++23w8UXE7HwfjoNGc2fuS1KfRwd4Nprb+T99x9j7dqvWbz4cwKBsGrL67ImoFNmi4iIlFTWEDKtWlmTqL7yyidM+PB5nBicuXMHzR6cyrf9H1Vei4hUM8M0zdJnzZIK0+zt1cg0YeJEuOceTMMgd/EyzKuuxuXaHf733PMoEyaMIDy8EQ888BPJyW2Ijs8j6VAfTeLtpYa6aZqs2bYGd7abpJh9p3J3Z7uJC48jyhnFjrwduoovInWKcqZ66HesBqYJp50GX38Nw4djPvxIiSFk9szrdes20aXLseTm5jBgwL1cccU4EhNNEpO8RMWU3hCvSF4nxyRzWOPD2Lhzo+68E5E6RTlTPfQ71gzTpNTM3rnT5MILL+DLL9+jM7AK+POpb3Cd1155LSINViiyRp3w1UAnCdXMNGHECFi40Lrr7rXX4KKLihcHg0G6devGp59+ysldTuPOJx4gz5ZOkVl2qOcU5rBq0yqindFEOiL32WW6N52129fSOq41yTHJxVfxM/IzcDldxVfxRURCQTlTPfQ7VpPPPoOzzgK7Hdavh8MPL7Po4sVLGDp0CBEREXz46SoaJcGOvLIb4uXldb4/n23ebUTYIwiawRJ33imzRSTUlDPVQ79j7XO7t3DssceQlZXFXcDIDkfx+Uvz8RtB5bWINEihyBpb+UVEaplhwMMPw3XXQSAAV14JH31UvNhms/H444/TqFEjVn/9JS88v4SY8GhauFoQ7YzGne0mdWsqngJP8Tr+oB9/0E+4PXyf3ZmmSXpeOjm+HJq5mhHpiMRm2Ih0RJIUk4TX52Vj5kZ0vUpERAQ480zo1QuKimDatP0WHTx4EN27d6egoIBRo/uzOWsT0c6yM3t/eQ3gsDnYnL2ZrIIskmKSlNkiIiLVICnpEO677z4AZgDudb/S7qWVymsRkWqkTnipm2w2ePJJuPRSa9aYiy+GL78sXnzYYYcxYvIIAJ655xk82z37DXWHzYHD5qCwqHCfXeX589iRu4PGEY2x2/adJiEhMoHtudvx+rw1dLAiIiL1zNy51kXzF1+E1NQyixmGweLFi4lsFMm679bx9etf77chvr+8BsgqzMLr89I0qmmpy5XZIiIiB6Zv3750OasLhcAAIHn+Ypw7MpXXIiLVRJ3wUnfZ7fD883DeeZCXB717Fzf0vT4vZ/3vLI476TjycvN4bvFzJVbdO9RdTheJUYlk5Gfss5uiYBE7C3bSPKo5jeyN9lnuDHMWX+kXERER4PjjoU8f6/Pkyfst2qRlE/pP7A/AUw89ha/QV2L5npm9v7wGSM9NJ9oRTeOIxqUuV2aLiIgcmFx/LkNnDqWRqxFfAZ9680iafX/xcuW1iEjVqBNe6rbwcHj1VTjjDMjOhp494Zdf8Af9BAgw454ZjJoyirEzxpZYbe9QNwyDtvFtcTlduLPd5PvzCQQD5PvzSc9Nx+V00SSqSamztPsCvuIr/SIiIvKf2bOtmd0++ghWrCizmD/op8dVPeg/pj9Pv/M0znBnieV7Zvb+8tqd7SY2Ipak2CR8AV+p+1Jmi4iIHBh/0E/j5o2ZcucUFt02kR6GQcLrHxC96jtAeS0iUlXqhJe6r1EjePttOOkkyMiAHj1w/rUZh81Bs1bN6DeqH3Z7yWFkSgv1uIg4UlqmkBSTRI4vh7TcNHJ8ORwRfwRdkrqUeYKQkZ9Bs6hmuJyuGj1MERGReuWww2D4cOvz5MkQDJZazGFzEG4PZ8D4ASS2SNxn+d6ZXVZeJ8ck07VVV9o0blPmnXfKbBERkQOzK4vPuuAsUgZcxY4brgAgeepdGD6/8lpEpIr2HQBbpC6KiYEPPoCzzoJ164jqfTGHvPwwf0VnkORIAsBX6GP5W8s5/4rzycjPIDkmeZ9Qj4uIo2OLjnh9XvxBPw6bA5fTRVZhFqlbU3Fnu0mITMAZ5sQX8BXP3N4mvk2pd8mLiIgc1KZNs+ZwWbMGXnoJrr56nyK7Hll3Z7uLM/urT76iTbs2ND+keamZXVZeG4ZBW6MtngKPMltERKQa7Z3XW28eTu6by/n1z7/p8NgyUq/rprwWEakC3Qkv9Ud8vPW4e7t2GP/8wzF9xhKf7ced7SYnP4f+F/Vn5tiZLFu2DJtho3FkY7w+7z4zrhuGQXR4NPGR8USHR2MYxn6v4qe0TCEuIi40xywiIlKXNW0KEyZYn6dOtSZT38vej6wveWAJY64bw5xJc9jk2VRmZpeW17D/O++U2SIiIgdm77z+yb2Z4/LzuQrw3b2IRmkZymsRkSrQnfBSvzRrZo09e/rphP3xJ6cOvJV1LyxgW1g+nbp34reff2PJHUtof3J7TKxZ2xOjEmkb37bckN/fVXwREREpw/jx8MgjsHEjLFoEo0fvU2RXQ3xD5gZOPOtE7PfZ+eaTb1j+xnLOufgc1qWvU2aLiIiE2J55bT/UTlL7Nvz6w6+MLPSx+PZF/PBQE+W1iMgB0p3wUv8kJ1sd8S1aEPbz/3H8gCl0bXw8M6bM4LCjD8Pr8fL8vOdp4WpBtDMad7ab1K2peAo85W66rKv4IiIiUgaXC2bNsj7Pnm1NpF6KXQ3xa8+5lhsn3QjAs/OeJTw/XJktIiJSR+zK6zNan8GCRxfgcNj5APjko2858vu/ldciIgdInfBSPx1+uDU0TUICxrff4rr8Grw5Oxg9ZzRhYWF8/O7HfPbBZ0Q6IkmKScLr87Ixc+M+Q9OIiIhINRg4EI48Ev79F+bNK7OYYRi4nC6uHHQlbY5ugzfLy4MzH8Rm2JTZIiIidcSuvG6c3JirR18DwFggfPJdNAqGKa9FRA6AOuGl/jrmGFi+HGJiMD7/nOT+N9L52OO5YfgNANx5y51ke6y78RIiE9ieux2vzxvKGouIiDRMdjvceaf1+d57YcuWMot6fV4yfZlMu3saYfYwVr67kpXvrixerswWEREJPa/PS3puOgNGDOCo9u3YCdzk3kqzhc8AymsRkcpSJ7zUbx07wnvvYTZqRNMvUjl67BwGje5H68Nbk5GewYI7FgDgDHPiD/rxB/0hrrCIiEgDdfHFcOqpkJ8PM2eWWWxXHh97/LH0HdEXgHlT55GXmwcos0VEROqCXVkcFRHFjPtnYrfZeA34/r4lON3blNciIpWkTnip/047jfyXnyfosBP//iccectdTJ8/jVPOPIV+o/oB4Av4cNgcOGyO0NZVRESkoTIMmD/f+vzEE/DLL6UW25XHhUWFDBo7iM5dOzN57mQaRTUClNkiIiJ1wZ553e6YdvS/cSBjWiTSw19E0qx7ldciIpWkTnhpECJ7XcjGxXcRDLOR8Op7XPja+zz03AIOaXUIABn5GTSLaobL6QpxTUVERBqwU0+FSy+FYBAmTSq1iMvpIjEqkYz8DJzhTh558RHO7nV28XJltoiISOjtmdcAQycMZcizDxIZFkbj9z7BtuIj5bWISCWoE14aBMMwaHL1AP7v7smYhkHTZ16l5W33k+/Lw53tJjstmzbxbTQTu4iISE27805rjPh334WPP95nsWEYtI1vi8vpwp3tJt+fTyAYIN+fz88bfybMH6bMFhERCbHS8jq33WFs7Xc5AaDxzIW0iTpEeS0iUkHqhJcGIy4ijqRhE/ln3lQAWix6jqb3LuKZO56hX7d+rP9h/T7rmKZJTmEOmfmZ5BTmaGZ3ERGRqmrXDoYNsz5PmGDdFb+XuIg4UlqmkBSTRI4vh7TcND5850NuvPBG3l30LnERcfuso8wWERGpXaXl9aeXn0NXu51eW7Zjv+/RfdZRXouIlM4w9RexyrKzs4mNjSUrK4uYmJhQV6dBMk3wesHvB4cDXC5r6NnSy5oU3juPiAmTAejXqRNPf/89Rx99ND/88APh4eEAeAo8bMjcQHpuOv6gH4fNQWJUIm3j25ba+BcRCRXlTPXQ71jzduV10bYdxJ10OEZ2NjzzDFx3XRnlTbw+L/6gn89Xfs6lF16KYRisWrWKU089tbicMltE6gPlTPXQ71g7KtvG3pXXhXmFdDnqOP7591/G2O08sGEDtGoFKK9FpP4IRdboTnip8zweWLMGVq3a/Vqzxvq+NIZhEHHTJLjtNgDu/f57EqOjWb9+PXfccYe1zQIPqVtTcWe7iXZG08LVgmhnNO5sN6lbU/EUlLFxERERKdWeef3Fr035/bIpAAQn3wL5+aWuYxgG0eHRxEfGc8kFl9C3b19M02TQoEEUFhZa21Vmi4iIVKsDaWPvyusWCS1Y/OyzACwoKuLr/v2tbSqvRUT2S53wUqd5PJCaCm43REdDixbWu9ttfV/WSQIAU6fCpEnEAwtycgCYO3cu69atY0PmBrw+L0kxSUQ6IrEZNiIdkSTFJOH1edmYuVGPzYmIiFRQaXmdcd2N5DVJxrZlM/l3PlCh7dx7770kJiayfv165s6di2maymwREZFqVKU29n/O7dmTGy64ABMY9PHHFL7/vvJaRKQc6oSXOss0YcMG6xG5pCSIjASbzXpPSrK+37jRKlcqw4C5c2HkSK4ELgL8fj8DBg1gW/Y2EiITSl0tITKB7bnb8fq8FaijSVFOEf5MP0U5RTqpEBGRg05ZeR0eF8n2MdYTaM575mKm7yh3W/Hx8SxYsACAO+64g+/Wfkd6bnqVM1t5LSIiUg1t7D3c+9RTNI2M5P+AO264nh2ercprEZH9UCe81FleL6SnQ0LpOU5CAmzfbpUrk2HAgw9i9O3LI0AM8P233/PG0jcIt4eXuoozzIk/6Mcf9O+3fn6PH+8aL1mrsopf3jVe/J79ryciItKQ7C+vM8+7Fm+7joTlZuOfOrNC27vyyiu56KKL8Pv9jBg6ggJ/QZUyW3ktIiJiqZY2dnHZBBY89BAAc//NoPCeJ5TXIiL7oU54qbP8fusVXnqO43TuLrNfNhs89hiHXHEF84AE4NCcfAqLCkst7gv4cNgcOGyOsuvm8eNN9VLgLiAsOgxnCydh0WEUuAvwpupEQUREDh77zWubjc3j7gXA8eQi+L//K3d7hmHwyCOPEBcXxwknnoARMA44s5XXIiIiu1VbG/s//+vfnwuPP54OQOvn38fcsqXUcsprERF1wksd5nBYr8LS2934fLvLlMtuh+eeY3CvXvwG3PLUmwS+/abUohn5GTSLaobL6Sp1uWmaFGwooMhbRERSBGGRYRg2g7DIMCKSIijyFlGwsUCPzomIyEGhvLzOOPZM0rpcghEIwMSJFdrmIYccwh9//MGShUtITkgmIz+j9G3vJ7OV1yIiIiVVaxsb68L50ytX8k3nzhyfX0iLOfeXWk55LSKiTnipw1wuSEyEjNLb3WRkQLNmVrkKcTqxvfoqCWedRZg3l1MHz8bz3Rfk+/MJBAPk+/NxZ7txOV20iW+DYRilbibgDeBL9+FIKP3MxJHgwLfdR8AbqGDFRERE6q+K5HXGzfMw7XZ47z1YvrxC223SpAmGYdA2vi1Rjig2Z22uVGYrr0VEREqq9jY20DghAcfDD2MaBslvf0buxx8qr0VESqFOeKmzDAPatrVOANxuyM+HQMB6d7ut79u0scpVWGQkvPUWZufOvJWVw42XT+Df1atJy00jx5dDckwyKS1TiIuIK3MTpt/E9JvYwkv/v4/NaSsuIyIi0tBVJK8POesIjJEjrRUmTLAKVFDGlgxuG3Qb6z5aR44vp8KZrbwWEREpqUba2ACdOlHYty/TgHkj7iA7b6fyWkRkL/ZQV0Bkf+LiICXFmsE9Pd0am87hgORk6+QgLu4ANhodTeCdd7itVSt+KSjgpX7TeeSHrwlr1QaX01XmHfC7GA4Dw2EQLAwSFhm2z/KgL1hcRkRE5GBQobyeMQOWLoV16+DJJ2HQoApt++WXX+bzTz/nl3W/8N2l3xGbEIvD5ig3s5XXIiIi+6qRNjawaehQ5j/1FL6cXK6480UuWvig8lpEZA+GqYG1qiw7O5vY2FiysrKIiYkJdXUaJNO0ZmjfdYLgch3A1fm9fL98OSf37EkQeKdFC85PTYUWLSpQFxPvGmvSmIikiH2WF7gLiEiOwHVi+R36IiIVoZypHvoda165eX3//TBunPUs/B9/QAX+d/D7/XTq1ImffvqJPn368Oyzz1awLsprEaldypnqod+xdtREG3vOBRcw/d13aWIYrF+/niZHHlmBeiivRaT2hSJr6t1wNA8//DCtW7cmIiKCk08+mW+//Xa/5V9++WWOOuooIiIi6NChA++9916J5aZpMmPGDFq0aEFkZCTdu3fnjz/+qMlDkANgGBAdDfHx1nt1ZG+nc89l3NChAAzfto2cc86Bf/+tQF0MItpGYHfZKXAXEMgPYAZMAvkBCtwF2F12ItpE6ARBRA56yuyDT7l5PWIEHHGEdevd3LkV2qbD4WDJkiXYbDaee+453n///QrWRXktIlIRyuuDU020sW9+6SWODQ/nX9Nk3IUXVrAeymsROTjUq074F198kfHjx3PrrbeyZs0ajj/+eHr27El6enqp5b/66iuuueYaBg4cyA8//MAll1zCJZdcws8//1xcZt68eTz44IMsXLiQ1atXExUVRc+ePSkoKKitw5IQmnXPPRyWnMxmYOqvv8J550FWVrnrOeIcuFJcRCRFEMgJ4EvzEcgJWFfoU1w44io4nbyISAOlzJZSOZ1wzz3W53vvhb/+qtBqnTt35sYbbwRg2LBheL3eCq2nvBYR2T/ltVQnZ6NGPHbffRjAs3/8wQcPPVSh9ZTXInJQMOuRzp07myNHjiz+dyAQMFu2bGnOnTu31PL/+9//zPPPP7/EdyeffLI5dOhQ0zRNMxgMms2bNzfnz59fvNzj8Zjh4eHm888/X+F6ZWVlmYCZlZVVmcOROmL58uUmYBpgfg2m2bWraXq9FVo3GAya/my/6cvwmf5svxkMBmu4tiJyMKqPOVMXM7s+/o4NUjBomt27myaY5hVXVHg1r9drtm7d2gTMsWPHVnKXymsRqXn1MWeU11ITbmzXzgTM1uHhpjcnp8LrKa9FpLaEImvqzZ3wPp+P1NRUunfvXvydzWaje/fufP3116Wu8/XXX5coD9CzZ8/i8n/99RdpaWklysTGxnLyySeXuU2AwsJCsrOzS7yk/urRowc33HADJvBBeDisWgWXXAIVuFPDMAzs0XYc8Q7s0XY9IiciQt3JbOV1HWUY1l3wNhu88gp8/nmFVouKimLhwoUArFy5ksLCwkrsUnktIrI35bXUlDlvvUUrwyC9sJDvKzj8HCivRaRhqzed8P/++y+BQIBmzZqV+L5Zs2akpaWVuk5aWtp+y+96r8w2AebOnUtsbGzxKzk5udLHI3XLPffcw/Lly5n5yScQFQUffQRXXWXNUiMiIpVSVzJbeV2HdegAQ4ZYn8eOhUCgQqv17NmTV199le+++47w8PCaq5+IyEFAeS01xXXkkbw4dCg/A2c++STk5IS6SiIiIVdvOuHrkilTppCVlVX82rx5c6irJFXUpEkTevToAV26wFtvQXi49d63b4U7BkREpG5RXtdxs2dDbCz88AM8/XSFV7vsssvUAS8i0oAorxumU+6/n8MOPxy2bYM5c0JdHRGRkKs3nfBNmjQhLCyM7du3l/h++/btNG/evNR1mjdvvt/yu94rs02A8PBwYmJiSryk4dh8xBFMu+QSgmFh8PzzMGwYmGaoqyUiUm/UlcxWXtdxTZvCjBnW51tugUoOP+D3+7nrrrv4/fffa6ByIiINn/JaalR4ONx/PwCf3nMPT9xxR2jrIyISYvWmE97pdJKSksLKlSuLvwsGg6xcuZIuXbqUuk6XLl1KlAdYsWJFcfnDDjuM5s2blyiTnZ3N6tWry9ymNGwFBQV07tyZ2198kccGDLDGq33sMRg/Xh3xIiIVpMyWChs1Ctq1g+3bK32X3Pjx45k8eTJDhw7FVEaLiFSa8lpq3Pnn81WXLpwdCDBy+nQ2/PlnqGskIhI6tTYFbDV44YUXzPDwcPOpp54y/+///s8cMmSIGRcXZ6alpZmmaZrXX3+9OXny5OLyX375pWm32827777bXL9+vXnrrbeaDofDXLduXXGZO++804yLizPffPNN86effjIvvvhi87DDDjPz8/MrXC/N3t6w3HvvvSZgxsbGmlvvu880re5305w2LdRVE5GDVH3MmbqY2fXxdzwovPuulbMOh2n+/nuFV9u4caMZGRlpAubjjz9egxUUEamY+pgzymupacHffjO7GYYJmN2OP94MBoOhrpKISEiypl51wpumaS5YsMBs1aqV6XQ6zc6dO5vffPNN8bIzzzzT7Nu3b4nyL730ktmuXTvT6XSaxxxzjPnuu++WWB4MBs3p06ebzZo1M8PDw81u3bqZv/32W6XqpJOEhqWoqMjs1KmTCZhXXHGFaT700O6O+DvvDHX1ROQgVF9zpq5ldn39HQ8KvXpZOXvBBZVabf78+SZgNm7cuLjDSEQkVOprziivpab9MXSoGQEmYD61ZEmoqyMiEpKsMUxTz+9WVXZ2NrGxsWRlZWn8ugZi7dq1dOrUiUAgwJtvvslF//d/MGWKtfDhh2HEiNBWUEQOKsqZ6qHfsQ779Vfo0AGKiuD99+G88yq0WlFRESeffDJr1qzh6quv5vnnn6/hioqIlE05Uz30OzZAXi93tWzJ5Jwc4iMj+fWff2jatGmoayUiB7FQZE29GRNepDadcMIJ3HTTTQCMHDmS7BEjrEnjrC/g6adDWDsREZEG5qijYMwY6/O4ceD3V2g1u93OkiVLsNlsvPDCC7z33ns1WEkRERE5IC4X4xcs4HggMz+fcUOHhrpGIiK1Tp3wImW49dZbadOmDW63m7vvvtuaMG5XB8GAAfDKK6GtoIiISEMyfTo0bWrdFb9gQYVX69ixI+PGjQNg7NixBAKBmqqhiIiIHCDHDTewpEMHbMBzr7/Ot99+G+oqiYjUKnXCi5ShUaNGLFq0iJtvvpnJkyeDYcB991kd8MEgXHst6I47ERGR6hEXB3fcYX2eNQu2b6/wqrNmzeLaa6/lrbfeIiwsrGbqJyIiIgfOMDjpqaeYCSwDTiosDHGFRERql8aErwYas+4gEwhAnz7w4osQEWF1xJ99dqhrJSINmHKmeuh3rAeCQTj5ZPj+e+jXD558MtQ1EhGpMOVM9dDv2MANHQqLF8MJJ1h5r4vnIhICGhNepI4xTcjJgcxM8HgCpKausU4SnnkGLrwQCgrgootg9epQV1VERKT+s9ngoYesz089Bd98U6HV9szrnBz44Ye1+Cs4rryIiIjUHvO2OZhxcbB2LdvmPcAff/wZ6iqJiNQKdcKLlMHjgTVrYNUq+OCDnXTp0pXTTjuNNWv+BIcDXnoJunUDrxfOOw/Wrg11lUVEROq/k0+27oIHGD3aujt+P/bM61WrYNiwW+nUKYW5c++v6ZqKiIhIJXg8sGZzU9ZfNYsvgROnTuDiC67k33+LQl01EZEap054kVJ4PJCaCm43REfD4YfH4XK5KCwsYNCgYezcaVpD0bz5Jpx6qrXCuedak8mJiIhI1cydawXw99/vd0iavfO6RQto1ao1wWCQO+64lbVrN9ZenUVERKRMe2b2zquH06JVOwpNk/W/r2X69AV4PKGuoYhIzVInvMheTBM2bLBucE9KgshICAszmDZtIeHhEfzww0oefHAppglERVljwnfsCDt2QPfu8NdfoT4EERGR+q15c5g50/o8ZQrs3LlPkdLy2maDyy/vR6dOZ1NYmM+wYcMIBjX9kYiISCjtndkR0Q6KJj/C/P+WP/XELaxa9TeasVBEGjJ1wovsxeuF9HRISCj5fVJSWwYPngnAPfeM5++/d1gLYmPhww+hfXvYssXqiN+ypXYrLSIi0tCMHg1HH21d5J4xY5/FZeW1YRjccssinM5wVq9ewRNPLKulCouIiEhpSsvsnM7duPSsSzkDKPAVMGvWCHJy1AsvIg2XOuFF9uL3W6/w8H2XXXfdeA4//DhycjKZPPmm3QuaNIEVK6BtW9i40eqI37Gj9iotIiLS0DgcuydpfeSRfeZe2V9et2p1BAMHWh33U6aMIyMjo4YrKyIiImUpK7O3jr+XRx1OnMD337/Pyy+/FJL6iYjUBnXCi+zF4bBehYX7LrPbHUycuATDMHjppWdYsWLF7oUtW8JHH1nP1/36qzVGvAa2ExEROXDnnANXXWVNzjpyZIlJWveX1wBXXjmBQw89hn//3cHEiRNrqcIiIiKyt7Iy29eyNXF9J3HLf/+eMnk0O0sZgk5EpCFQJ7zIXlwuSEyEsm6aa9asM1ddNZqUlBQSExNLLmzdGlautDawdi307m09eyciIiIH5u67rTlYvvoKli4t/rq8vM7OdjJz5hLi4+M55ZRTaqmyIiIisrf9ZXZav8mMSUjiaOD8pENqvW4iIrVFnfAiezEMa1QZl8uauT0/HwIB693ttr6/9947Wb16Nccff/y+G2jXzhqapnFj+PpruPhiKCio/QMRERFpCJKSdo8Jf/PNxU+ZVSSvL7mkC//88w9DhgwJXf1FREQOcvvL7M3/NsI9/B6+BZ789VcaZ2eHuroiIjVCnfAipYiLg5QUq92fkwNpadZ7crL1fYsWkYSFhRWXDwQCJTdw3HHwwQfWWcbHH8MVV4DPV7sHISIi0lCMHQtHHWXNtzJ9evHX5eV1XBy4XK7i8vvktYiIiNSK/WV28vgrcZ15pnXz2sSJmKapzBaRBked8CJliIuDjh2ha9fdrxNPtL7fJT8/n6lTp3LWWWfte5LQuTO88w5ERMC778J111mX+0VERKRynE5YsMD6/Mgj8MMPxYsqktcA7777LkceeSS//PJLrVVbREREdiszsxsb8OCDYLPxz8svc+GppzJnzpxQV1dEpFqpE15kPwwDoqMhPt56N4ySy3fu3MlDDz3EqlWreOSRRyjKKcKf6acopwjTNOHMM+H1161ZaF5+GQYPLjGpnIiIiFRQ9+67J2kdPrxEnpaX1wBLlixhw4YNDBkyhEAgsG9mi4iISI0rM7OPOw6GDWM18O4333DHHXewfv165bWINBjqhBepgpYtW3LnnXcCcMvkW1j/xnqyVmWRtSoL7xovfo8fzjsPXngBwsLgySetR+p18iAiIlJ5995rtdhXr4bHH6/UqgsWLMDlcvHVV1+xYNqC4rwukdkiIiISOrNnc2XjxvQGfD4fg68bzM7PdyqvRaRBUCe8SBUNuGoAJ7U/CW+elylLpuBs4SQsOowCdwHe1P9OEi67zOqAB+tx+mnTQltpERGR+qhlS5g92/o8aZI1RnwFJScnc9v02wCY8eAM0gvTS89sERERCY2EBIw5c3gEaAR8ueZLXvjiBeW1iDQI6oQXqQLTNPH95ePuoXdjD7Pz7hfv8s5n7xAWGUZEUgRF3iIKNhZYj81dfz08+qi14h13WC8RERGpnFGjrEfWd+6EyZMrvJppmvQ7qx8dj+hITl4Otzx0C4bNKD2zRUREJCTMwYNJOuJYbvvv3zMemcGOnTuU1yJS76kTXqQKAt4AvnQfx3U8jrE3jAVgwrwJZHuzAXAkOPBt9xHw/jch67BhMH++9Xnq1N2TzImIiEjF2O27L2o/8QR8+WWFVgt4AwQyAtx/y/2EhYXxxso3eP/z94uX75PZIiIiUusCBQbeQbczBugIeHI8TLpnUvFy5bWI1FfqhBepAtNvYvpNbOE2Jg6cSJvkNmTlZPHD+h8AsDltxWWKTZgAM2ZYn8eM2T1MjYiIiFTMqafCwIHW5+HDwV/+Y+m78vj4Y45ndJ/RAHzy7SfFy0vNbBEREalVpt/Ef9SpmN0vZQlWp9Wa/1uDJ8cDKK9FpP5SJ7xIFRgOA8NhECwMEhkRyZN3PMnql1Zz5klnAhD0BYvLlDBzJowfb30eNAhefLF2Ky4iIlLf3XUXJCTAunVw//3lFt8zsycPmcwrD7zCvAnzipeXmdkiIiJSa3Zlcd6wWZwYHsnbwPeDJxMXHQcor0Wk/lInvEgVhLnCcCY68WdYd+CdePSJHNry0OLl/gw/zmZOwlxhJVc0DLj7bhgyBIJBuO46eOed2qy6iIhI/ZaQYGUpWBe3//lnv8X3zOxGEY0497RzSywvM7NFRESk1uzKa5+9Ob5+4+gNxD0yG/JzAeW1iNRf6oQXqQLDMIhoG4HdZafAXUAgP4AZMAnkB1j5/kpe+OIFItpEYBilXKU3DHjkEbj2WigqgiuugJUra/8gRERE6qu+feGMMyAvD0aPhv1M0lZWZm91b2Xa3GkQSdmZLSIiIrViz7zOPmcowebJ2LZvwbb4bh589EH+b9v/Ka9FpF5SJ7xIFTniHLhSXEQkRRDICeBL8/HVN19x6fRLufnhm9mUsanslcPC4Kmn4JJLoLAQLroIvv66tqouIiJSvxmGNUmrwwFvvw1vvLHf4ntndv6WfM4bdh4PvvogT377JI44R+3UW0RERMpUnNdtG5M7YDYAdzx3P9Men8b4ReOxRasrS0TqH/3lEqkGjjgHro4uYrvGEts1lh5DetCtWzcKCgoYNmwY5n7uzMPhgBdegHPPte7k69ULfvih9iovIiJSn7VvDxMnWp9Hj4acnP0W3zOz48+M55bptwAwa+4s/v777xqurIiIiFTErryOnNSH4OlnMzoYINbhYM3aNSxYsCDU1RMRqTR1wotUE8MwsEfbccQ7cMQ4WLhwIREREXz00Uc899xz+185PBxefx1OPx2ysqwO+f/7v9qpuIiISH03dSocdhhs2QLTp5dbfM/MHjR8EGeeeSZ5eXkMHz58/xfORUREpNYYhoE9xoHtkQdpHhbGXX5rLrZp06axadN+njgXEamD1AkvUkMOP/xwpv/XETBu3DgyMjL2v0KjRtbkrJ06wb//QvfusGFDLdRURESknmvUyBqWBmDBAvj++wqvahgGixYtwul08sEHH/Diiy/WUCVFRETkgBx7LIwYwWDgtEaNyM3NZeTIkbpwLiL1ijrhRWqIaZoMHT2Uo485mn///ZcJEyaUv1JMDHzwgXWSsW0bdOsGbnfNV1ZERKS+69kTrrkGgkEYPNia9LwCTNOkZeuWjL95PAA33ngjO3furMmaioiISGXNmoWRkMDivDwcYWG88847vPLKK6GulYhIhakTXqQGeAo8rNm2hm/TvqXftH4YhsFTTz3FZ19/Vv7KCQmwYgUcfjj884/VEb99e81XWkREpL677z5o3BjWroUHHii3+K68XrVpFZ3+14nktsmkp6czY9aMmq+riIiIVJgn0mDTzUNpD0wMs7qyRo8dzY6cHaGtmIhIBakTXqSaeQo8pG5NxZ3tJtoZzdmnn80No27gprtvwp/ox1PgKX8jzZvDRx9BcjL8/rs1RnxmZo3XXUREpF5r1gzuvtv6PGMG7Gei1b3zulV8KybfOZnzrzufHv17VCyvRUREpMbtyuy156fgPeYIpvv8XHroIUx5ZAo/7fhJmS0i9YI64UWqkWmabMjcgNfnJSkmiUhHJDbDxujJo7nmmmvI9eeyMXNjxcauO/RQWLnS6lD46Sfo1Qtycmr+IEREROqz/v3hzDMhLw+GD4dSMresvD751JOZddcszHCz4nktIiIiNaZEZjc+FPftk4gAXt20lXPDE/D6vMpsEakX1AkvUo28Pi/puekkRCaUujwhMoE/t/7JL7//UrENHnGEdUd8fDx8+y1ccIHVqSAiIiKlMwxYtAicTmuelRde2KdIRfI6zZvGV999VdO1FRERkf3YO7NzTzqBjMt6YZgmydPmkxARz+ofVpPp1ZPjIlK3qRNepBJM0ySnMIfM/ExyCnP2udruD/rxB/2E28NLXf+X735hyHlDGNhvIMFgsGI7PfZYWL7cmrT188/hiivA56vqoYiIiDRYZrt2FE6eCEBwzGjMHSXHiy0vr/35fiZdN4lzTj+HX3/9tcbrKyIicrA6kDb2lltGE2gUiSv1J94cPYtRF4/ivnvvq+2qi4hUijrhRSpoz8nbdr3WbFtTYvw5h82Bw+agsKiw1G00OaQJvgIf337zLYsXL674zlNS4N13ITIS3n8frr0WioqqeEQiIiINz668/uR/nck+4lBs/2aQOaJ/pfLaHmEnslEkPp+PIUOGVPzCuYiIiFTYgbax/S0S2XbjQACO+Xw1wUCQu+fezR9//FHbhyAiUmHqhBepgL0nb2vhakG0Mxp3tpvUranFJwkup4vEqEQy8jNK3Y69sZ2Rk0YCMGnSJLZu3VrxSnTtCm++aT1e/+qrMGAAqFNARESk2J557XLF477nVkzDIOGVd/nrxUUVzuvMgkxm3DWDRo0a8cUXX/DEE0/U4lGIiIg0fFVtY6cPvpaC1sn0zfZyZnJLCgsLGTp0qMaGF5E6S53wIuUoa/K2SEckSTFJJSaCMQyDtvFtcTlduLPd5PvzCQQD5PvzrQ4Bp4vJ4ydz0kknkZ2dzY033li5yvToAS+9BGFh8MwzMGpUqRPOiYiIHGxKy+v8lONIH3A1AO2m3svf7l8qnNddj+/KbbfdBsDEiRPZvn17KA9PRESkwaiONnaeLcDaSX0xgMe3pRMZEcEnn3zC0qVLQ314IiKlUie8SDkqMnnb9tzteH1eAOIi4khpmUJSTBI5vhzSctPI8eWQHJNMSssUEqISWLJkCWFhYbzyyiu89dZblavQxRfD0qXWxHOPPgqTJqkjXkREDnpl5fXWScMpPKQ5UVvSib397grndVxEHGPGjKFjx454PB7Gjh0bgqMSERFpeKqrje286FL85/WgbVERMw89FIDx48ezY6+5YERE6gJ1wouUo7zJ25xhzuIyu8RFxNGxRUe6tupa/DqxxYnERcQBcPzxx3PTTTcBMGrUKHJycipXqWuvhUWLrM/z58Ptt1f6uERERBqSsvI6GNWITXfdAkDrpW8R/Obr4mXl5bXdbmfx4sXYbDZeeOEF3n///Vo7HhERkYaqOtvYjgceAoeDcb/9xvGHHUZmZibjx4+vrUMREakwdcKLlKO8ydt8AV9xmT0ZhkF0eDTxkfFEh0djGEaJ5bfeeitt2rShR48eBAKBylds8GC4917r8/TpcJ9mgxcRkYPX/vI6++xTSb+sJ0YwiGv4jVC4u0x5eZ2SksLYsWPp0KEDTZs2rfHjEBERaeiqtY3drh2MH48DWFJYSGxsLCeddJLGhheROked8CLlKG/ytoz8DJpFNcPldFVqu40aNeKHH37g8ccfJy4u7sAqN24czJ5tfR4/HpYsObDtiIiI1HPl5fX3E/rgbxJP2PpfYc6cSm17zpw5pKam0qlTp+qoqoiIyEGt2tvYU6dCixactHUrm8aMYcyYMftcVBcRCTV1wouUoyKTt7WJb3NAIR8TE1P82TRNgsFg8eecwhwy8zPJKczZ/1X8adPg5putz0OHwvPPV7oeIiIi9V15eR3erCW+B/57guzOO+HHHyu87cjISByO3Xfj7cprqGRmi4iISPW3saOjrWFagZh77oHNmwHltYjULfWmEz4zM5M+ffoQExNDXFwcAwcOxOv17rf86NGjOfLII4mMjKRVq1aMGTOGrKysEuUMw9jn9cILL9T04Ug9U5HJ2yprz5OAX37/hQsvvJB77rkHT4GHNdvWsGrTquLXmm1r8BR4St+QYVidCcOHWxO0Xn89vPlmlY5XRKQqlNkSKuXlddS1feGyy6CoCPr3B7+/3G3umdcZORnMmTOH008/naKiospntohIHaK8llCq7ja2ec01FHU5BfLy8N80lo8++ohjjjmGH3/8UXktInWCvbIr9O3bl4EDB3LGGWfURH3K1KdPH7Zt28aKFSvw+/3079+fIUOGsGzZslLLb926la1bt3L33XfTvn17/vnnH4YNG8bWrVt55ZVXSpR98sknOe+884r/fcBDg0iDtmsiGK/Piz/ox2Fz4HK6DugOeE+Bhw2ZG0jPTccf9PPZG5/x7rvvsvLjlTQ/qTkxzWNIiEwg3B5OYVEh7mw3ngJP2ScjhgEPPQS5ubB0Kfzvf/DOO9CjR9UPXETqLWW2HIzKzeuHH4ZPPoEffoC774YpU8rc1t557c30Mu/ueeRk5XDXPXdxypWn4PV5K5fZIiJ7UV7Lwaq62ti78rpgUh9OvXQ1jpdf4+7Nf/Prr78yYOAA5j4/l/xAvvJaRELKMCv5DM4ll1zCe++9x6GHHkr//v3p27cvhxxySE3VD4D169fTvn17vvvuu+KxOD/44AN69+6N2+2mZcuWFdrOyy+/zHXXXUdubi52u3X9wTAMXn/9dS655JIDrl92djaxsbFkZWWVGF5EpDSeAg+pW1NLNNoL/AWMvHok61av49hTjuXJV57c58TDne0mOSaZE1ucWPZJSVERXH01vPoqREbC8uXQtWstHJWI1KQDzRlldknKaym2dCn07QtOJ6xZA8ccs0+R0vK6sKiQF555gYenP0xEZAQPvP0AKUen7LNuhTJbRBoc5bXyWmrf3nndbsb9JC59ld/aHELKDg+5ObkMnDKQ4aOG77Ou8lrk4BWKrKn0cDRvvPEGW7ZsYfjw4bz44ou0bt2aXr168corr+CvwCO9B+Lrr78mLi6uxGRY3bt3x2azsXr16gpvZ9cPu+vkYJeRI0fSpEkTOnfuzBNPPFHu2GCFhYVkZ2eXeImUxzRN/Nl+fvv7NzxZHg6JPoRIRyQ2w0YjZyMm3zUZu9POz9/8zHuvvLfP+gmRCWzP3Y7XV/YjotjtsGwZnHce5OfD+edDamoNHpWI1GUHe2Yrr6VM118PvXuDz2cNS1NUVLxof3kd6YikX/9+HN3paAryC3jittL/G6xQZouI/Ed5rbyWAxMMBvlt8294Mjw0tzcnwh7B1onDKYqL5ciNWxhzagcAlj2wjLQtafusr7wWkdp0QGPCN23alPHjx/Pjjz+yevVqDj/8cK6//npatmzJuHHj+OOPP6q1kmlpaSQmJpb4zm63Ex8fT1ravn9IS/Pvv/9y2223MWTIkBLfz549m5deeokVK1Zw+eWXM2LECBYsWLDfbc2dO5fY2NjiV3JycuUOSA46fo8f7xovWz7fwt/f/U34H+Hk/ZpHUc7uRn/zVs05p985ANw76148mZ4S23CGOfEH/fiD5ZyIO53WnfBnnAHZ2dCzJ/zyS3UfkojUEwdzZiuvpUyGAYsXQ2wsfPcd3HMPULG8NgyDG2+7kTBHGKs/W82Hb364z+YrnNkiIv9RXiuvpXL8Hj9p36Xx9/dWXnvXesn7NY9Ch4stk6y73m/98idaH30I+Xn53Dnlzn0uBimvRaQ2VWli1l3jx61YsYKwsDB69+7NunXraN++Pffdd1+560+ePLnUSVv2fP36669VqSJgPWJw/vnn0759e2bOnFli2fTp0znttNM48cQTmTRpEjfffDPz/5tVuyxTpkwhKyur+LX5v5m3RUrj9/jxpnopcBdgRpmYjU0aRTXCl+4r0bC32+yce/25NG/TnKydWdw7894S2/EFfDhsDhw2R/k7bdTIGhO+c2fIyIDu3eHPP2vi8ESknjgYM1t5Lft1yCFw//3W5xkz8H/zY4XyGqDdke04/brTAbhnxj37XDivVGaLiOxBea28lvLtamN73V6CEUGimkYR1iisOLPTLrqQvGOPJNybx/ymMdgddlatXMVHb39UYjvKaxGpTZXuhPf7/bz66qtccMEFHHroobz88suMHTuWrVu38vTTT/PRRx/x0ksvMXv27HK3ddNNN7F+/fr9vtq0aUPz5s1JT08vsW5RURGZmZk0b958v/vIycnhvPPOIzo6mtdffx2HY/9/XE8++WTcbjeFhYVllgkPDycmJqbES6Q0pmlSsKGAIm8REUkRhDcKx2Fz4Hf4cSY6CeQFKNxSiGmaNLI3IjYylt7je2MYButS1+HN3v1YXEZ+Bs2imuFyuiq28+hoeP99OO44SEuDbt1g06YaOlIRqYsO9sxWXku5+vaFXr3A58M2aCBFWQXl5jWA3bBz4YALSWqbRK43l5/X/Fxis5XObBE5qCmvlddScXu2sV1JLpzhTnymD1u4bXdmpxWx6baJAFz+xa9cfaF14fzrz74usS3ltYjUJnv5RUpq0aIFwWCQa665hm+//ZYTTjhhnzJnn312hWY/b9q0KU2bNi23XJcuXfB4PKSmppKSYk1+9fHHHxMMBjn55JPLXC87O5uePXsSHh7OW2+9RURERLn7Wrt2LY0bNyY8PLzcsiLlCXgD+NJ9OBKsE1NXmIum4U3ZUrCFQ8IOwR5rx5/pJ5AfwN7ITqQjkk6dO9H8oeac0+0cIqMiyffnk5Gfgcvpok18m8pNGBMfb03OesYZ8Pvv1h3xn38O5ZxYi0jDoMwWKcd/w9KYxx5L2C+puFYsomjQTeXmdWZBJh2TOjL1vqkE7UGOa38cgWAAX8B34JktIgct5bVIxe3Zxg4PCy+R10BxZmedcCybLzqL5Lc+5Z7f3bRaMJnzLuitvBaRkDHM8mYh3cszzzzDlVdeWaGwrU69evVi+/btLFy4EL/fT//+/enUqRPLli0DYMuWLXTr1o2lS5fSuXNnsrOzOffcc8nLy+P1118nKiqqeFtNmzYlLCyMt99+m+3bt3PKKacQERHBihUrmDBhAhMmTGDWrFkVrptmb5ey+DP9ZK3KwtnCiWGzgt3j97A2ay3eIi+Nwxpj22nD2cFJlj0Ll9PF4fGH82/ev6TnpuMP+nHYHDSLakab+DbERcQdWEU2b4bTT4d//oFjj4VPP4WEhGo7ThGpWQeaM8rskpTXUpaiBY9hHzMY0+Ek75nPCR7evty8TmlpdVptyNxQvZktIvWW8lp5LTVv7zb2nnkd74jHgYO8f/MoPKKQxGCQrj0GYuTk8Pfd01h/0anKaxEBQpM1le6ED5XMzExGjRrF22+/jc1m4/LLL+fBBx/E5bIeG/r777857LDD+OSTTzjrrLP49NNPOfvss0vd1l9//UXr1q354IMPmDJlCn/++SemaXL44YczfPhwBg8ejM1W8ZF6dJIgZSnKKSJrVRZh0WGERYYVf+/xe/gr9y+252zHl+cj9phYWjZtWXwSYJomXp+XAn8Bjy98nHPPOZeOHTtWrTIbNlgd8du2QadOsHIl6L9XkXqhvuVMXc3s+vY7Su0pyvYT7HEBzm+XEzjqBPKeWgl2R7l5DRRn9ldff8XPP/7M+DHjdUedyEGqvuWM8lrqo9La2LvyekfhDnyFPmwFNg476TDaJbUj7tEnYfx4zCZN8P70PdsDfh6+/2HuuO0OIiMjQ3w0IhIq6oSvp3SSIGUxTRPvGmuSt4ikiH2WZWzKwNbSRuMTGhMdHr1Po33q1KnccccdpKSk8M0332C3V3oEqeLOAX/QT/hvG2jUvRdGRobVIf/BB9YkriJSpylnqod+RymLaZrkLv+TRld0xub1UDhkCr4hU4qXlZfX69at4/jjj8dms5Gamsrxxx9/QHXYldcOmwOX06XOfJF6RjlTPfQ7yv6U1cY2TRNvwJqs1ZXsonmn5taFH78fTjgB/u//MEeM4MQvv+THH39k6tSpzJkz58DroMwWqddCkTWVnphVRCrOMAwi2kZgd9kpcBcQyA9gBkwC+dYEb3GxcbQ8qiUxETGlhvbo0aOJi4sjNTWVBx54oNL79xR4WLNtDas2rWLVplV8HvUv6597ADMmGr74Ai69FPYzCbGIiMjBwDAMwk9uTd6Y+QA4H5+P8csPFc7rDh06cNlllxEIBBg8eDCBQKBS+987r1dtWsWabWvwFHiq4/BEREQajLLa2MGCII40B03jmtK0XdPdT144HLBggbXuwoXMuP56AO666y7WrVtX6f0rs0XkQKkTXqSGOeIcuFJcRCRFEMgJ4EvzEcgJEJEcgSvFhSPOUea6zZs3Z/58q0NgxowZ/PXXXxXer6fAQ+rWVNzZbqKd0bRwtSDaGc0fh7pIfWwOZqNG1qSt11wDRUVVPk4REZH6zBHnIHzCDfi7XYIRKCJi+lACmXkVymuABQsWEBsby3fffceC/xr7FVFWXruz3aRuTVWjXkREZC+VbmOfcw78738QDHLZ669zySWXUFRUVOkL58psEakKdcKL1AJHnANXRxexXWOLX64Ty2/QAwwcOJCzzjqLvLw8hg0bRkVGkDJNkw2ZG/D6vCTFJBHpiMRm2Ih0RJIUk8SWDofy5xP3YIaHw+uvQ79+EAxWw5GKiIjUX47GTuzLFmE2aYp90680/uS+Cud1ixYtmDdvHgDTpk3j77//Lned8vLa6/OyMXNjhbJfRETkYFLpNvY991hDsX75JQ+ddRYxMTGsXr2ahx9+uEL7U2aLSFWpE16klhiGgT3ajiPegT3aXuEx4wzDYPHixYSHh7N8+XKeffbZctfx+ryk56aTEJlQ6vKEyAT+7Hgo+cuWgt0Ozz0Hw4eDThhEROQgZyQmYjy2BADbA/dgrFpV4XUHDRrE6aefTm5uboUunFckr7fnbsfr81b8AERERA4SlWpjJyXB9OkAHDJ3LnfNnAnALbfcwqZNm8rdlzJbRKpKnfAi9cARRxzBrbfeCsCkSZMoLGccd3/Qb03Eag8vdbkzzIk/6KegV3erA95mg8WLYcIEdcSLiIhcfDH0729lYt++kJNTodVsNhtLlizB6XTy4Ycf8uGHH+63fEXz2h/0V/oQREREZC/jx8ORR8L27Qz5+2+6du1Kbm4u06ZNK3dVZbaIVJU64UXqiQkTJtCvXz8+/PBDwsNLD/5dHDYHDpuDwqLSO+t9AV9xGf73P3jsMWvBvffCrFnVXXUREZH65/77oXVr+OsvGDeuwqsdeeSRzJs3jyeeeIKePXvut2yl8lpERESqxuksnqTV9vDDLJk4kaFDh/LAAw+Uu6oyW0SqSp3wIvWEw+HgySefpEOHDuWWdTldJEYlkpGfUeryjPwMmkU1w+V0WV/07w8PPmh9njUL7r67uqotIiJSP8XEwNNPg2HA44/DW29VeNUbb7yR/v37lzv0XKXzWkRERKqmRw+4/HIIBDjq7rtZ+OijNG7cuNzVlNkiUlXqhBepp9auXYvXW/p4c4Zh0Da+LS6nC3e2m3x/PoFggHx/PpuzNmMzbDSObIzX5909Xu3o0XD77dbniRNh4cJaOhIREZE66owz4KabrM+DB0N6eqU3kZ2dzU8//VTqsgPKaxEREamae++1Jmn94gtreFasiVe//PLLMlcpK7PzfHn8kfEHQTNI06imtXUEIlIPqRNepB6677776NSpE1OnTsU0TXIKc8jMzySnMKe4kR4XEUdKyxSSYpLI8eWQlpvGNu82vD4vBUUFrEtfx6pNq1izbQ2eAo+14VtugcmTrc8jRsAzz4TmAEVEROqK226DDh2sDvhBgyo1d8pPP/1E+/btueiii/B6vaVm9gHltYiIiBy4Vq1g6lTr88SJBDIzueCCC+jatSvLly+vcBv7z51/8kPaD+zI20FBUQE/p/+svBaRMhmmbqupsuzsbGJjY8nKyiImJibU1ZGDwPLly+nZsyeGYfDEm0/Q7Khm+IN+HDYHiVGJtI1vS1xEHGBd0ff6vPyb9y8/p/9MIBigSaMmhNvDKSwqJCM/A5fTRUrLFGsd04QxY+Chh6wJW19+GS67LKTHK3KwU85UD/2OcsDWrYNOncDns54UGzq0Qqt5vV6OPfZY/vnnH4aPGs7AKQNJz00vNbMrndciUucoZ6qHfkepFYWFcNxx8PvvcOON3GiaPPjgg7Q6tBXPrngWL979trHd2W5St6WS788nKTqJCEeE8lqkHglF1uhOeJF66Nxzz+XqPldjmia3jr+VCCJo4WpBtDPaOhnYmlp89d0wDFxOF5n5mQTNIMmxyUQ6IrEZNiIdkSTFJOH1edmYudG6wm8Y8MAD0K8fBINw9dXwwQchPV4REZGQ6tAB7rzT+jxuHPz2W4VWc7lcLFq0CICFDy/k4y8+JtoZXWpmVzqvRURE5MCFhxdP0sqCBdx+9dUkJSex6Z9NzJ8zv8y83iU9Nx0Dg3YJ7WjkbKS8FpFyqRNepB4yTZNBkwcRGx/Lpj838cKiF/Yb+l6fl/TcdBIiE0rdXkJkAttzt+P1/TfGvM0Gjz0GV14Jfj9ceil8/nltHZ6IiEjdc+ON0K0b5OfDdddZ+VgB5557Lr0v741pmiyauQi7aS8zsyud1yIiInLgzj0XrrgCgkGiJk7k5tsnAvDOM++wYd0G5bWIVCt1wovUQ16fF1+4j7EzxwLwxINPsOG3DcXL9w59f9CPP+gn3B5e6vacYc7iMsXCwuDZZ+H886GgAC64AL79tsaOSUREpE6z2eCpp6BxY/j+e5g1q0KreX1ebrj5BuIS4tjw6waeevipEsv3zOwDymsRERE5cPfdB1FRGF9+yZlb/+HcS8/FNE1um3gbft/uvFVei0hVqRNepB7aFei9L+3N6d1Pp8hfxJwJcwgEAsC+oe+wOXDYHBQWFZa6PV/AV1ymBKfTGhP+7LMhJwfOOw9++qlGj01ERKTOSkqCxYutz3fcAZ99Vu4q/qCfyNhIJsyeAMDjDzzOxt83Fi/fM7MPOK9FRETkwCQlwYwZABw573FuvmkYcfH7XjhXXotIVakTXqQOME2rjzsz03ovb+i4XYHuC/iYPHcyTZs35bzLzsMwDGDf0Hc5XSRGJZKRn1Hq9jLyM2gW1QyX07XvwshIeOst6NIFdu6EHj2syWtEREQOQublV+C/rj+YJsE+12Fm7txv+V15fEbvM+jarSvdzu9G44TGxcv3zOwq5bWIiIgUq1Qbe+xYAkcdSXhmFkcveoYJt02gVZtWpHRJKS6ivBaRqrKHugIiBzuPBzZsgPR0a3hZhwMSE6FtW4iLK32dXaHvznaT1DKJN796E2e4s3h5Rn4GyTHJxaFvGAZt49viKfDgznaTEJmAM8yJL+Arnr29TXyb4k78fXfogvfes+6IX7vWGhP3iy+gdevq/ClERETqtF2ZnXHpg5z68SpcW/5g5/+GYLz8EnGNS8/QPTN73pJ5JfIaSmZ2lfNaREREKt/GdjqxPfwIdOtGi2ff4NJrLuWcj14os42tvBaRA6E74UVCyOOB1FRwuyE6Glq0sN7dbut7j6esNQ0SHW0J5sXxx7Y0iowAgWCAfH8+G9I3EOWI2if04yLiSGmZQlJMEjm+HNJy08jx5ZAck0xKyxTiIuL2X9m4OFi+HI46yqpg9+6wbVu1/A4iIiJ13Z6Z3SjRxT93LCMYZqfxylfYevsTpWa2aYLXaxDP4dh8sWwvSCffn787s7dv2KehXuW8FhEROYgdSBvbNMF70jl4L70SwzRpMek2AqavRBtbeS0iVaU74UVCxDStq/NerzUM3S6Rkda/3W7YuBFOPBH2vIC++6p+HAV5KezI30Z6VDpNkv7ln/U/8vCMh5k6bSrdB3XfZ59xEXF0bNGxeDKZXY/SVfgKfdOm8NFHcPrpViW6d7fGw23SpGo/hoiISB1WWmYXHNuJrSNuJ2nBJNo9NIbfupxG7GVHFWd2ybvwYik0Uyh0bsafuIW8/A0svm0xwcIg773/3j4N9SrntYiIyEHoQNrYe+a17aIHOOfDD2m87g8il7zGpuvP4r1n3uPVJa/y6ZefKq9FpEp0J7xIiHi9VtAnJJS+PCEBtm+3yu2y91X9w1u5OPHQw2ladCKNdnQl+3c/W/7ZwtSbp5KWllbqdg3DIDo8mvjIeKLDoyt/gnDIIbBypfX+f/8HPXtCVlbltiEiIlKPlJXZ26+fQPZJ52AvzCP55mvw/lsAlH4XXouEaFyFRxOx41SSaE/qZ6l889k3vPnim6Xus8p5LSIicpCpbBt777yOP6YFmwbPAaDDQ0s5wX8061etZ2fGTiaMnoBZysDyymsRqSh1wouEiN9vvcLDS1/udO4uA/te1Y+MBJsNGjUyaNemEYY/hksvuoWOHTuyc+dORo0aVXOVP+ww6474pk1hzRro3Rtyc2tufyIiIiFUZmbbbPw9+xn8cU2I2bgWx9Sby8zryEhITjYIFkbRuNFJzJw5C4Bx48aVeeFcREREKq4ybeyy8tpzzXDyjjwRp9dDzPS7eOLxJ4mIiGDFihU89dRTtXo8ItKwqBNeJEQcDutVWFj6cp9vdxmo2FX9jAw7CxY8gd1u59VXX+XVV1+tmcqDNTb88uXWWPFffQWXXAIFBTW3PxERkRDZX2b7m7bk91ueBiBiyQLyX3qrQnfhDR16Ex07dsTj8TBy5MgarL2IiMjBoTJt7DLb13Y7/0x5FNMwSHj7KZL+SmP27NkAjB8/nm2aF01EDpA64UVCxOWyZmjPyCh9eUYGNGtmlYOKX9U/6qjjmTRpEgAjR44kMzOzBmr/nxNOgPffh6go6874//1v9637IiIiDUR5mf1nu95s7zMegIjh/Qnb5i43r03TzhNPWBfOX3vtNV555ZUaqr2IiMjBoTJt7P21r/OOPZkdFw8GwDl2OONGjqRTp054PB5GjBhR6rA0IiLlUSe8SIgYBrRta50AuN2Qnw+BgPXudlvft2mze8KYylzVnz59OkcffTTbt29n3LhxNXsgp5wC77wDERHw9ttwww3WgYiIiDQQFcns8HvnQkoKtp2ZdLr3Wgpzi0rd1p55ffzxxzNlyhTAunCeUVavgYiIiJSrMm3s8trXGwfPpTC2KfZff8G+YAGPP/44drudN954g5dffrl2D0xEGgR1wouEUFwcpKRYY9Dl5EBamvWenGx9Hxe3u2xlruqHh4fz+OOPYxgGWVlZ+Hy+mj2Qs86CV1+1zmJeeAGGDoVgsGb3KSIiUovKzexEJ7zwAqbLRfwvX9D00dmlbmfvJ92mTp1K+/btiYyMZPPmzbV3QCIiIg1QRdvY5bWvt/vj2Tb+busfs2ZxXEwMt9xyCw6Hg61bt9bGoYhIA2OYeo6myrKzs4mNjSUrK4uYmJhQV0fqIdO0xqTz+61+bJdr9x3we9o1e7vXa41d53Rad9RlZFjr7N1xv3btWo4//vjam6H9lVfgqqusDvgbb4T77iv9QESkUpQz1UO/o1SHcjN72TLo0wfTMPh65nKC53QvN6///PNPmjdvjmtXz7yI1EvKmeqh31GqQ0Xa2OW2rzuaxF16Nnz2GVx4Ib5XXuHPP/+kffv2ITkmEak+ocgadcJXA50kSG3yeKxZ3NPTd59QNGtmPVa3Z4M+ZJ5+Gvr1sz5Pmwa33RbS6og0BMqZ6qHfUWrNkCGwZAn++ES+eHAt3ugWdS+vRaTaKWeqh35HqU3ltq/Xr4fjj7cWvvEGXHxxaCssItUiFFmj4WhE6pm4OOjYEbp23f068cTdDXrTtB63y8y03k0TMjIyuO666/j4449rvoJ9+8LDD1uf58yBu+6q+X2KiIjUJQ88AB064MhM54zFfejaJbBPXsO+mR0IBHn00UcZP358yKouIiJyMCmvfc3RR2PeNAGAwMjR5GzzYpqwZs0aevfujcfjCVHNRaS+sYe6AiJSeYYB0dH7fl/aVfzERHjqqTt57rnn+Oqrr/jpp59q/nH3ESOsZ/omTYLJk61n+UaOrNl9ioiI1BWRkfDSS9CpE/bPPyH+kTlw660lipSW2ZmZaxkxYgQAvXv3pnv37iGovIiIyMGlrPY1WHm98YJpHPXk8zTa8jc7Rs3k18nzuOGGG/j111+46aabePzxx2u1viJSP+lOeJF6wDRNcgpzyMzPJKcwh9JGkdo1np3bbZ1AtGhhvbvdcO65M0hKasVff/3FLbfcUjuVvvlmazgagFGjrGFqREREGrASeX3YIZiPPmotmDULPvqouFxZme1ydeTii0cBMGjQIHJyckJwFCIiIg1fZdrYm/9txF8THgHgsDfvx7vqJ4YNW4RhGDzxxBN8+OGHtVx7EamP1AkvUsd5Cjys2baGVZtWFb/WbFuDp8BTXMY0rbvpvF5rFvjISLDZrPekJAgGo5k8eQkACxYs4Isvvqidys+ebU3QCjBgALz8cu3sV0REpJaVmtfd2lPY/wYrqK+9FrZsKTezr756Loccchj//PMPkydPDvVhiYiINDgH0sYuOLsXmd2vxAgE6Pz4UFonn8LVV48BYPDgwWRnZ4foaESkvlAnvEgd5inwkLo1FXe2m2hnNC1cLYh2RuPOdpO6NbX4JMHrtR5nT0gofTsJCdCmzbnccMNAAAYMGEBeXl7NH4BhwH33waBBEAxaHRDvvlvz+xUREalF+8vrryZcRdHxHWDHDrjqKrw7/fvN7KQkFyNHWhfOH3nkET799NPaOxAREZEGriptbPdN9xOIiiHql2855stFXHnl7bRu3YbNmzdz8803h+aARKTeUCe8SB1lmiYbMjfg9XlJikki0hGJzbAR6YgkKSYJr8/LxsyNmKaJ32+NJxseXvq2nE5r+cyZd9OyZUv+/PNPpk+fXryf8h7DqxLDgIUL4ZproKgILr8cPvmkevchIiISIuXldbbNz28P34YZEwNffon91lvKzexjjulG375DABg4cCC5ubk1n9ciIiINXFXb2P6mLdky8g4AWi+aQiNPFg88YI0Hv2jRIj7++GPltYiUSZ3wInWU1+clPTedhMjSb5VLiExge+52vD4vDoc1oVthYenb8vms5U2axLF48WIAXnrpJdz/uvf7GF61nUCEhVljwl90kVXJCy+Eb745sG2JiIjUIRXJ602JTgoWW2PJRj50N0nfvV5uZt9++3ySk5P5+++/efvDt2snr0VERBqw6mhj77h8GLntT8Kem81xT4zl7LPPKp5UfdFjiyowzI0yW+RgZQ91BUSkdP6gH3/QT7i99FvlnGHO4jKNXZCYaE3wlpS0b9mMDEhOBpcLzj//fB577DG69e7Gb9m/4fV5SYhMINweTmFRIe5sN54CD4fHH86/ef+SnpuOP+jHYXOQGJVI2/i2xEXEVf6AHA548UWrA/6jj6BXL+uO+BNOqPy2RERE6oiK5nX+Rb2IHD8e7r2X4+/rxyctjyWy8xH7lN+V2S1bxvDss89SZCvCbGniznbXTl6LiIg0UNXSxg4L45+piznq+k60WPUy5mfvctddd9HumHa0P7d9mXmd0jIFgA2ZG5TZIgcp3QkvUkc5bA4cNgeFRaXfKucL+IrLGAa0bWt1srvdkJ8PgYD17nZb37dpY40MA9aY8BlmRpmP4aV503j/j/fZnLV5v+PkVVpEBLzxBpx2mjXV/Lnnwvr1B7YtERGROqAyec2dd8JppxGWm83J8y9n25+5+83s008/ndg2sbWf1yIiIg1QdbWx/4g6gc2XjwPAGDmCKNOk6yVdySvKK3OYmx+3/UjqlvLHoheRhkud8CJ1lMvpIjEqkYz8jFKXZ+Rn0CyqGS6nC4C4OEhJsa7S5+RAWpr1npxsfR8Xt3vdXY/hxUfE8/aLb/PT9z8VLzNNk3x/PltzthLfKH6/4+QdkKgoa3LWjh2tSep69IC//jqwbYmIiIRYpfLa4YCXX4ZmzYj+ax1dnhpCTrZZZmbv+dj8ht828Pxjzxdvt8bzWkREpIGpzjZ27H0z4dBDYdMm/NNvKc7r/Lx8Fs5fSK43t3i78RHx/Lj9R9Lz0ssdi15EGi4NRyNSRxmGQdv4tngKPMWPtDnDnPgCPjLyM3A5XbSJb4Ox6/Z2rJOEjh2tmdz9fqut73LtvgN+l12P2L3+9OvcN/M+WrVpxbLly4iIjCDPn4fX5yXSEUlRsGifeu05Tl50ePSBHVxsLHz4IZx1FvzyC3TrBl98AYcccmDbExERCZFK53WLFvDSS3DOOSR8sIyzu3Uhb8CoUjN7V17v3L6T63tdj6/QR7tj2pHSJaV28lpERKQBqd42dhQ8+ij07o1jwSM0OqMN4Sd3ZdR1o/h21bfszNjJlDunAFAULCIjP4O28W1LrZcyW+TgoDvhReqwuIg4UlqmkBSTRI4vh7TcNHJ8OSTHJJPSMqXUceMMA6KjIT7eet+7Ax52P4bX49IeNG3elE0bN/HovEcB6wShoKiASEckdtu+1+n2HCevSpo0gRUrrGf8/voLuneH9PSqbVNERCQEKp3XZ5wB8+cDEDFlHPHrvyw1s3fldeNmjel9eW8AZt80m7zcvNrLaxERkQakWtvYvXrB1VdjBIOccOsjFBbk0n90fwBefeZVVn++GoD8onwAopxRpdZJmS1ycFAnvEgdFxcRR8cWHenaqmvx68QWJ1Zp4pZdj+H5nD6m3jUVgGVLlvHD6h+w2+zk+fOIdkTTyN5on3VLjG1bVS1awMqV1vN8v/4KPXvCzp1V366IiEgtq3Rejx0L//sfFBXBFVfA1q37FNnzsfmxM8bSrGUztvyzhQW3L6jdvBYREWlAqrWNff/9mHFxxP78J7FLnuGkridxxQ1XAHDbhNvw5njJLsymSaMmhBFW6iaU2SIHB3XCi9QDhmEQHR5NfGQ80eHRJR6PO9DttY1vi8vponXn1vS+sjemaTJz3Ey2ZmyleXRzIhwRpe5n73HyquzQQ+Gjj6BZM1i7Fnr3tgbaE6nHTNMkpzCHzPxMcgpzNL6jyEGiUnltGPD443DMMdYgs1dcAYWFexXZndce08PkeZMBePnpl/n0409rN69FGihltsjBqdra2M2aYcybB0D7B5eRsT6VwZMGc0irQ0jbksbt026nSaMmdEjsQGZBZqmbUGaLlK8h5LU64UUOUns+htd/cn8Smiew5Z8tvP7Q65x/xPk0dzXHne0m359PIBgg35+PO9td6jh5VdaunTU0TePG8M03cPHF1rTzIvWQp8DDmm1rWLVpVfFrzbY1eAo8oa6aiNQ1Lhe88YY14OzXX8ONN+5TZM+8PrLzkfS6phcAj854lDOanVG7eS3SwCizRaRaDBwIZ5xBWH4BJ895ioC9iJG3jwRgxSsr2PnzTk5ocQIup0uZLXIAGkpe15tO+MzMTPr06UNMTAxxcXEMHDgQr9e733XOOussDMMo8Ro2bFiJMps2beL888+nUaNGJCYmMnHiRIqK9p3cSqQh2vUYXs9jerJo8SIAXln6CkUZRZUeJ6/KOnSwJmuNjoZPPoErrwSfr/r3I1KDPAUeUrem4s52E+2MpoWrBdHOaNzZblK3pta7k4QDpcwWqYTDD4dly6w74xctgiVL9imy52PzCx9YSOvWrUnbksZbz75V+3kt0kAos5XXItXGZoPFiyE8nNhPv+asr7Yy9PKhDB81HIDZ02YTGx6rzBY5AA0pr/edxamO6tOnD9u2bWPFihX4/X769+/PkCFDWLZs2X7XGzx4MLNnzy7+d6NGu8fMDAQCnH/++TRv3pyvvvqKbdu2ccMNN+BwOLjjjjtq7FhE6pJdj+FdfuHlzJ49m7POOou2ba1Z2zu26IjX58Uf9OOwOXA5XTV7df6kk+Cdd+C88+Ddd+G666yOCXu9+VMlBzHTNNmQuQGvz0tSTFLx95GOSJIcSbiz3WzM3MiJLU5s8He5KLNFKqlXL5gzB6ZOhVGj4NhjoUuXEkV25XV002ieeuopvvnmGyZMmEBYWFjt57VIPafMtiivRarRkUfC9OkwbRqRE6cQecEl3H3X3RCAadOmYRhG8UV1ZbZIxTS0vDbMejCIzvr162nfvj3fffcdnTp1AuCDDz6gd+/euN1uWrZsWep6Z511FieccAL3339/qcvff/99LrjgArZu3UqzZs0AWLhwIZMmTWLHjh04nc4K1S87O5vY2FiysrKIiYmp/AGKSEkffggXXgh+P/TrZ42Za6s3D+7IQSqnMIdVm1YR7Ywm0hG5z/J8fz45vhy6tupKdHh0pbZdn3KmLmd2ffod5SBkmta48K+9Bs2bw/ffwyGHhLpWIg1STWV2fcoZ5bVIDfD5oFMnWLcOrr8eli4NdY1E6rWG1sauF71aX3/9NXFxccUnBwDdu3fHZrOxevXq/a773HPP0aRJE4499limTJlCXl5eie126NCh+OQAoGfPnmRnZ/PLL7+Uuc3CwkKys7NLvEQamt9//50vvviixHemac2ZmplpvdfYJbyePeHFFyEsDJ56CsaMqcGdiVQPf9CPP+gn3B5e6nJnmLO4TENWlzJbeS31imHA009bd8GnpcGll1ZofpSCggKee+65Et/VWl6L1FPKbOW1SI1wOq1h5QwDnnkGPvigxOK3336b9PT0Et8ps0XK1tDyul6M8ZCWlkZiYmKJ7+x2O/Hx8aSlpZW53rXXXsuhhx5Ky5Yt+emnn5g0aRK//fYbr732WvF29zw5AIr/vb/tzp07l1mzZh3o4YjUeV988QU9e/YkNjaWn3/+mYSEBDwe2LAB0tOtG9QdDkhMhLZtrfnkqt2ll1od8DfcAA8/bI0VP3duDexIpHo4bA4cNgeFRYWlXqX3BXzFZRqyupTZymupd1wuePNNa3i2776DIUOsu+jKeLzW5/PRuXNn1q1bR3h4OFdccUXt57VIPaTMVl6L1JiTT7ZuInvgARg6FH7+GaKjue2225gxYwaXXnopr776KoZhKLNFytHQ8jqkd8JPnjx5n0ld9n79+uuvB7z9IUOG0LNnTzp06ECfPn1YunQpr7/+Ohs2bKhSvadMmUJWVlbxa/PmzVXankhd06lTJ2vSt7Q0Ro4ciccDqangdlt94S1aWO9ut/W9x1NDFbnuOnj0UevznXfC7bfX0I5Eqs7ldJEYlUhGfkapyzPyM2gW1QyX01XLNase9TGzlddSL7VpAy+/bD0N9uyzcM89ZRZ1Op1cdNFFAAwbNozffksLTV6L1DMNObOV1yJ1wJw50Lo1bNpkzfcCXHjhhTgcDl5//XWeffbZ0LWxReqRhpbXIb0T/qabbqJfv377LdOmTRuaN2++zyM7RUVFZGZm0rx58wrv7+STTwbgzz//pG3btjRv3pxvv/22RJnt27cD7He74eHhhIeX/iiESEMQGRnJ0qVLOeWUU3jxxRc57rhLOOaYq0lK2rMMJCVZJwkbN8IJJ5gEcwOYfhPDYRDmCqueiTGGDgWvFyZMgGnTrLsEb7yx6tsVqWaGYdA2vi2eAg/ubDcJkQk4w5z4Aj4y8jNwOV20iW9TLyaMKU19zGzltdRb55wD998Po0fDpEnQvj307l1q0RkzZvDuu++ydu1aBg8ewvjxb5KcvPvvzN55feKJACYBbw1ktkg90ZAzW3ktUge4XLB4MZx7Ljz0EFx1FSecdhq33nor06ZNY/To0cTHn0VRUXJo2tgi9URDy+uQdsI3bdqUpk2blluuS5cueDweUlNTSUlJAeDjjz8mGAwWh35FrF27FoAWLVoUb/f2228nPT29+FG8FStWEBMTQ/v27St5NCL1n2la/d1+Pxx5ZCduuWUqt902m7lzR/DMM2cA+07QlJAAWzb4ae4tIDzXV3yC4Ex0EtE2AkdcNTwWdNNNVsVmzoSxY61bBAYMqPp2RapZXEQcKS1T2JC5gfTcdPxBPw6bg+SYZNrEtyEuIi7UVTxgymyRWjZyJPz0kzW27NVXw9dfwzHHFC/endlOHn10KWee2Ykvvnib0057iuTk/vtsLiEBtm+HnW4/jvQCfOk1lNki9URDzWzltUgd0aMH9O8PTz5JYMAgsj75gREjJvH222+zevVqpk8fyP33f0BpA1TUShtbpJ5oSHltmGb9mPahV69ebN++nYULF+L3++nfvz+dOnVi2bJlAGzZsoVu3bqxdOlSOnfuzIYNG1i2bBm9e/cmISGBn376iXHjxpGUlMRnn30GQCAQ4IQTTqBly5bMmzePtLQ0rr/+egYNGsQdd9xR4bpp9nZpCEobjy4+3s+gQafw889rOOWUnixY8P4+VxgLPX7+/qqATocVktjaji3cRrAwiD/Dj91lx5Xiqp6TBNOEiROtx/INA5YtszolROog0zTx+rzFJwgup6tKV+frW87U1cyub7+jCD6fdRfdZ5/BYYfB6tXQtGmpmf366/NYsmQSUVHRLFv2I4cccliJTQUC4N7g54SIXKJtfhwJjprLbJF6pDozu77ljPJapGZl/b2TRp3a48hI4/crp7Kh/xzy8n7juutOpKAgnwkTFnD11aP2Wa/W2tgi9UhDaGOHdEz4ynjuuec46qij6NatG71796Zr164sXry4eLnf7+e3334rnpnd6XTy0Ucfce6553LUUUdx0003cfnll/P2228XrxMWFsY777xDWFgYXbp04brrruOGG25g9uzZtX58IqFU1nh0aWkOhg17Bocjgm+++ZAPP3yhxHqmaZLzlw+bP4CrVThhkWEYNoOwyDAikiIo8hZRsLGAarnWZxgwf741PI1pwvXXw1tvVX27IjXAMAyiw6OJj4wnOjy63jweV12U2SLVxOmEV1+1Zmj76y+4/HI86b5SM/uss27i0EO7kpubw/z5o/fZVGGhibnDj1FYRERSRM1mtkg9cjBntvJapOZ4PPD9hsb8MOhhAI547U6ab/sBu/1I+vadD8CCBTfz778lJyyu1Ta2SD3SEPK63twJX5fpSr3UZ6YJa9ZYjfk9x6PbZfNmeP31hyks3MG4cVOx23dfcS/KLeL3j/JIPhQ6Hm+w99/AQH6AQE6A2K6x2KOrafSrYBD69rUmqwsPh3fege7dq2fbInWUcqZ66HeUemv9ejjlFMjO5t8L+/PlgMdJSi4ZuqYJr722kTffHMtddz1EixatSiz/+/ciGv/r5cQTwN4obJ9d1EhmixxklDPVQ7+j1Hd7t7HbTLqSxitfIa/d8axf+h2bttq5556+nHnmlVx22YUl1g1JG1vkIKQ74UWk1nm91uPsCQmlL2/SBC64YCR9+swkLc1Bfr71SHt+Prg3mUQ5grQ5jH1ODgBsThum38T0V+O1PpsNnnwSLr0UCgvh4ovhyy+rb/siIiJ1zdFHw0svYdpsNHn7SY7/4K59ihgGnH56G6677i1yclqVzGs3uCJNDk0IEBZR+ul/jWS2iIjIQWjvNvamSQ9TFJtAo99/pPlTd9K0qcGNNy7llFMuxO0m9G1sEakV6oQXOcj5/dYrPLz05U6ntezYY62r+JmZPj78cCU5OZB8qMEJRwWJcQZLXTfoC2I4DAxHNT8mZLfD889Dz56Qlwe9e1u3GoiIiDRUPXuSN/dBAFovmkLcR6/sUyQhAQ49FJo1g5wcWL78EzIzC0lOhpQUg7jGECys5cwWERE5yOzdxi6KT2TTxAUAtHjsNmI3rSvRxv7rry18881PoW1ji0iNUye8yEHO4bBehYWlL/f5rOVNmkDbtllMn34ys2b1JCLiWzqdFkbTNg78Gf5S1/Vn+HE2cxLm2vex9yoLD4fXXoPTT4fsbGviul9+qf79iIiI1BHB4SP5++IbATjs1utp9PPqEst9PmjcGDp1gk8+mc706efw0UdTOfFESEgKw5noDE1mi4iIHERKa2Pv7Hk1njMvxlbkp/Xs/jhtRTRpAgUFXzFmTAceeOByTjjBG9o2tojUKHXCixzkXC5ITISMjNKXZ2RYd9S5XBAXF8sxxxxNIBBgyJA+5OZ6sSfaIQi5f+RSlFeEGTAJ5AcocBdgd9mJaBNRcxNmNGpkjQl/0klWRXv0gA0bamZfIiIiIeZyQcYt95DW6QJshQUcPv4inFv/Ll6+K7Ojo+H00zsDsGDBPaxc+REBb4CweGtyt/zN+QTyA7Wb2SIiIgeJUtvYhsE/Ux6lKDqO6N9S6fDh3bhccMwx7YmOdrFx459Mnz6WYK7yWqShUie8yEHOMKBtW+tEYZ/x6NzW923a7B6P7uGHHyY5OZk///yTMX3HkPdzHoGCAEXpRXh/8JL/Zz6BnAARyRG4Ulw44qyJXE3TJKcwh8z8THIKc6pvNveYGPjgA+jQAbZtg27drNlkRUREGhjDgLbtwvj11ufxHHYCjsx02t54Pr70nftk9oUXXsjQoUMB6NunL3+//zd566zMDnqD+Lb58KX59snsGstrERGRg0RZbeycqBb81P9+AFouvhXj/34hLi6OpUuXYhgGjz/+OM/Pe75CeQ012MYWkRphmPp/aZVp9nZpCDwe6yby9HRr/DqHw7qbrk0biIsrWfajdz7i3IvOxTRNnr39WS7scSGBggA+tw9bpI3olGjCk8KLr857CjxsyNxAem46/qAfh81BYlQibePbEhcRt3dVDsz27dbQNH/8Ae3aweefWwcg0gAoZ6qHfkdpKDwe2PSVm3Y3nEJExhYyjjuLTYs+4LCjwktktmeLh5NOOYk/3X9yydmX8NSdT2H6THz/+rCF2Yg6NgpHEwdhrjAMw6idvBZpwJQz1UO/ozQUpbaxE0063HIhjuXvWuPHff01fq/JhGETePDFB4mPjefr578mMTqxzLyGWmpjizRgocga3QkvIoDV0d6xI3Ttuvt14on7dsCbpsnJLU5m5CUjARgzbwzbM7djb2SnUbtGYIB/x+7x6zwFHlK3puLOdhPtjKaFqwXRzmjc2W5St6biKfBUzwE0awYffQStWsHvv1tjxGdmVs+2RURE6pC4OOjQK4nA2+9huqJJ+OlTTlgwgLjY3ffWmKZJWFoYj4x9BHuYnTc+eYMX3n+BsMgwIpMjMYMmRTuLSnTA10pei4iIHCRKbWN3NHA8udha+P33mHfdRcGGAiZeMZHj2h1HZlYmI24bgS3CVmpeQy22sUWkWqkTXkSKGYY1jmx8vPVe2jBzAW8AX7qPaaOmFZ8k3Dz/5uLljgQHvu0+At4ApmmyIXMDXp+XpJgkIh2R2AwbkY5IkmKS8Pq8bMzcWH2PzbVqBStXQvPm8NNP0KsX5ORUz7ZFRETqEMOAqC7HYbz2KtjtGMuWwdSpxct35fVJJ5/ElCFTAJg4fyL/7vwXCHFei4iIHCRKbWO3bAkPPmgVmDWLwOq1uJq7eGzOY0SER7Dy65Use2cZUDKvAWW2SD2mTngRqRTTb2L6TSKjI3lszmOcedKZzBo9q3i5zWkrLuP1eUnPTSchMqHUbSVEJrA9dzten7f6Knj44dYd8QkJ8O23cMEFkJdXfdsXERGpS3r0gCVLrM9z58LChcDuvLaF2xjfbzy9z+jNw9MfpknjJkAdyGsREZGD2XXXwUUXYfj9uO4dhS0swFFtjmLOjXMYfOVgLutxGVAyrwFltkg9Zg91BUSkfjEcBobDIFgY5Kg2R/H2o2+XWB70BYvL+IN+/EE/4fbwUrflDHMWl6lWxxwDH34I55xjjQ1/+eXwxhsQXno9RERE6rV+/eCff2DmTBg5Epo3x+h2QXFeh0WG8cK9L5RYpU7ktYiIyMHKMGDhQszPv8C+4Sccj91D0YgpDPnfkBLF9sxrQJktUo/pTngRqZQwVxjORCf+jH1DfVXqKrK2ZuFs5iTMFYbD5sBhc1BYVFjqtnwBX3GZapeSAu++C5GR8MEHcO21UFRU/fsRERGpC2bMgMGDIRiEa64hbO3XZeb19n+3s+a7NXUjr0VERA5WLVrAQwsAiHh6Prb1P5RYHAgEWP7R8uK8BpTZIvWYOuFFpFIMwyCibQR2l50CdwGB/ABmwOTuJXfTe2hvZj87m4g2ERiGgcvpIjEqkYz8jFK3lZGfQbOoZricrpqpbNeu8Oab4HTCa6/BgAFW54RIDTBNk6KcIvyZfopyijQOo4jULsOARx6BCy+EggKMiy4iwr9xn7xOXZtKl6u6cMPcG8iPz68beS1Si5TXIlKXGNdeS/DiyzACRYTfMoSAJxczYFKQU8BFgy7iqllXsfL3lcWTsiqz5WDREPNanfAiUmmOOAeuFBcRSREEcgL40nwcl3wcAE+8/QTvfvouYHXYt41vi8vpwp3tJt+fTyAYIN+fjzvbjcvpok18m+ITihrRowe89BKEhcEzz2COGEFOQTaZ+ZnkFOY0iD/kEnp+jx/vGi9Zq7KKX941XvwePQYqIrXIbocXXoBTTgGPB8f/LsTVbGeJvG4d15ro6Gi27NjCqJtHYZpm3cjrvZimSU5hjvJaqpXyWkTqHMPA9tgizMRm2Df/Rvijc/Cl+bDl2zjuOKuNPXj0YLZt2/ZfcWW2NHwNNa8NU//vqLLs7GxiY2PJysoiJiYm1NURqTWmaRLwBjD9JobDYPKsydxzzz00btyYH3/8keTkZAA8BR42ZG4gPTcdf9CPw+agWVQz2sS3IS4irnYq+/zzmH36YJgmGwddzs83XY8jzEliVCJt49vWXj2kwfF7/HhTvRR5i3AkOLCF2wgWBvFn+LG77LhSXDjiqvY4qHKmeuh3lINGRgacdhr89hscfTTm558TCI8rzuvU/0ula9euFBUVsWTJEgYNGgTUkbwuox7Ka6kq5XX9od9RDkpvvw0XXYRpGATeXglnnE6Ro4guXbqwdu1aunXrxvLly7HZrHtpldnSUNVGXkNoskad8NVAJwkiFp/Px2mnncb333/P6aefzscff4zdbs3/bJomXp+3OJhdTletXp33FHjYdt9tHH3LvQC4Jwzl71HXkZGfgcvpIqVlik4SpNJM08S7xkuBu4CIpIh9lhe4C4hIjsB1YtX+e1fOVA/9jnJQ2bTJ6oh3u6FzZ1i5Ely7H02fN28ekyZNIjIyku+//5727dsDdSOvU7em4vV5SYhMINweTmFRofJaqkR5Xb/od5SD1oAB8OSTcNhh8OOPEB3Nb7/9RseOHcnLy+OOO+5gypQpxcWV2dLQ1FZeQ2iyRsPRiEi1cTqdPP/887hcLr744gvmzJlTvMwwDKLDo4mPjCc6PLrWH4/bkLmB3y89g80zxwOQdPciDn3yNZJikvD6vGzM3KjH5qTSAt4AvnQfjoTSr8Q7Ehz4tvsIeAO1XDMROei1agXLl0N8PHz7LVx2GRTunsRtwoQJ9OjRg/z8fK6++mry8/OBupHXXp+XpJgkIh2R2AwbkY5I5bVUifJaROqF+++38vuvv2C81W498sgjeeihhwCYPn06X3/9dXFxZbY0NA09r9UJLyLV6vDDD2fhwoUA3Hbbbaxfvz7ENQKvz0t6bjoJkQmkD76WLROHAZA86z6aPPsaCZEJbM/djtfnDXFNpb4x/Sam38QWXnqc2py24jIiIrXu6KPhvfcgKgpWrIDrr4eA1Wix2WwsXbqUxMRE1q1bx7x580Jc2ZJ5XRrltRwo5bWI1AsxMfD009Zk6489Bm+9BUC/fv245pprCAQCDBgwgEAg9B2QymypCQ09r9UJLyLVrk+fPowcOZInFj7B4c0OD/lM1v6gH3/QT7g9HIC0GweSNuIGAFpNnkuLtz4uLiNSGYbDwHAYBAuDpS4P+oLFZUREQuLkk+H118HhgJdfhqFD4b9Mbt68OUuXLqV///6MHToWf6Y/pJm9d17vzRnmVF7LAVFei0i9cdZZcNNN1udBg2D7dgzDYOHChVxwwQU898RzBLOCda6NvTdlthyIhp7X6oQXkWrn9/iZ238uFyRdUCdmsnbYHDhsDgqL/nsM3zDYcsto0vteiWGatBk3m0NWfofDVvXJPeTgEuYKw5noxJ9R+n/b/gw/zmZOwlxhtVwzEZE99OgBy5aBzQaPP2494v5fw/2ck8/hgZEPUPRDUcgze5+83osv4CsuI1IZymsRqVfmzIEOHWDHDqsj3jSJDEaybOYyDvUcGvK8BmW21IyGntfqhBeRarVrJusCdwFh0WE4WzjZWbSTV195FW9qaE4SXE4XiVGJZORn7P7SMNg8ZyIZV5yPEQhw4ri7cH36Va3XTeo3wzCIaBuB3WWnwF1AID+AGTAJ5AcocBdgd9mJaBNRq+MzioiU6oorrA54sMacnTVrn8y2N7Pz0qqXyP4rOySZXWpe7yEjP4NmUc1wOV2lLhcpi/JaROqV8HB47jlwOuGddyh6YOE+bewfNv3A9198X7fa2HtQZsuBaOh5rU54Eak2pmlSsKGAIm8REUkRhEWGkZaRxhkDz2Dw/MGsXrOago0Ftf7YnGEYtI1vi8vpwp3tJt+fTyAYID9QyJe3DiD9vNOx+fwYl14KX3xRq3WT+s8R58CV4iIiKYJATgBfmo9ATsCatT3FhSNOd3+ISB3Rrx88+KD1edYsAjPnlcjsobOGMuKOEdz15l0UeYtqPbPLzGt/Pu5sNy6nizbxbeptw0tCS3ktIvVKhw5wxx0AhE2ZgPnbb8V5/d7n79FrZC8G3zcYzw5P3WpjK7OlihpyXqsTXkSqTWkzWTdv0pxTjj+FokARQ+4dQvqf6TU6k7VpmuQU5pCZn0lOYU7xyUhcRBwpLVNIikkix5dDWm4aOb4ckuJb43zxFejVC/Lz4fzz4fvva6x+0jA54hy4OrqI7Rpb/HKdWL9PEESkgRo92nrMHYh4YBpRnz1VvOiSbpcAsODZBaz8dSW+7b5az+yy8jo5JpmUlinERcTVWH2k4VNei0i9Mm4cwTPPxijII2bBCPD7ADjlhFNo3qQ5GzZt4OYnbqYwrbBOtbGV2VJVDTWvDTOUMzk0ENnZ2cTGxpKVlUVMTEyoqyMSMv5MP1mrsnC2cGLYdl/xzvJmcXqf0/l7y9/0Prk3r7/7Os4EZ7Xv31PgYUPmBtJz0/EH/ThsDhKjEmkb37b4BMA0Tbw+b/Fyl9NlXZ3Pz4feveHTTyE+Hj77DI49ttrrKHIglDPVQ7+jyH9Mk8D4yYTdPw+AgmkL8F/SF4BJ90zi0ecfpXFMYz6+92OOufQYHPHV3+ApL7PLzGuROkw5Uz30O4rs5l/3F2GndsTm9VDYbzy+UTMB+GbtN/Qa2otAIMC9I+9l1OxRIclr2E8bW6QOC0XW6E54Eak2Zc1kHeuK5ek7n8bpcPLe6vd4cPGD1b5vT4GH1K2puLPdRDujaeFqQbQzGne2m9StqXgKPFYdDYPo8GjiI+OJDo/efXIQGQlvvQUnnwyZmdC9O/zxR7XXU0REJOQMA3PWHPIvHQ5A+O1jsL/7PACzR8/mxPYnsjN7J4PvHozfrP5xZiuS2WXmtYiIyEHEaJ1M7o33A+B8+j7Cvv8csO6Gnz58OgC3LLmFH9f/WO37rnIbW0RKUCe8iFSb/c1kfeLRJzK7/2wApsyYwldfVd8kqKZpsiFzA16fl6SYJCIdkdgMG5GOSJJikvD6vGzM3Fj+OHnR0fD++3D88bB9O3TrBv/8U231FBERqSvCou0U3XIn+b36Y5gmEbOGY1/+KuHOcJ6e+zSxUbF8/+v3TJk9pVr3W22ZLSIichAIc4XBpZeR3+M6K69nDIGsTADG3jCW7indKfAVcHXfq8nKyqq2/SqvRaqfOuFFpNqUN5P14CsH87/L/kdRURHTpk2rtv16fV7Sc9NJiEwodXlCZALbc7fj9XnL31jjxrB8ORx5JGzebN0Rv21btdVVRESkLjAMg4jDIykYN99q2AeDREwfhO3dV2huNueRSY8AsHDhQv7+++9q22+1ZraIiEgDt6uNXTDmDopatsGWvpWIOWMI5BXh2+pj4S0LaZXUig0bNvDYY49V236V1yLVzx7qCohIw7JrJuuCDQX40n0U+YswHAYRyRFEtIngsace45BDD2HmzJnVtk9/0I8/6CfcHl7qcmeYs7hMhSQmwkcfwemnw59/Qo8e1ljxTZpUW51FRERCzRHnwHVSDAW3P0SBGSDio+dpNGswtjue4MrR17A1citnnnkmrVu3rrZ9Vntmi4iINHCOOAeurs0pvOtJwvp1w/HJW9iPfZKwfoOJaxPHy6++zKpVqxg3bly17VN5LVL91AkvItXOEefA3tFOwBvA9JsYDoMwVxiGYeDAwb333lu9+7M5cNgcFBYVEumI3Ge5L+ArLlNhSUlWR/wZZ8Avv8B558HKlRAbW401l4YsGAxis+mBMxGp2xxxDuydYgi8/CTB4XZsLx0ElS8AAQAASURBVDxDxNQBGG0imTBhQvXvryYyW6QKlNciUh844hzY+5xO8J/bCZs2iaglU2HIuRhxx9K5c2c6d+5cvftTXksdVN8zu/7WXETqNMMwsEfbccQ7sEfbS52cxTRNHnjgAd5///0q7cvldJEYlUhGfkapyzPyM2gW1QyX01W5DbdtCytWWHfAp6bCBRdAbm6V6ioHB4/HwwknnMCzzz6rcRJFpM4zDAN7XDi2Z5+EG27ACATgmmvgpZeKy6xZs4YpU6ZU+W9ajWW2yAEaOXIkw4YNIzs7O9RVERHZL8MwCJsyAXr2xCgowLj6asjPL1EmJyeHkSNHsn379irtS3ktdc2nn37KSSedxNq1a0NdlQOmTngRCZknn3ySsWPH0qdPH/76668D3o5hGLSNb4vL6cKd7Sbfn08gGCDfn487243L6aJNfJsDm6W9fXtrjPjYWFi1Ci69FAoLD7iucnCYOHEi69atY9asWRTqvxcRqS/CwuCJJ+CGG2BXR/yzz7Jjxw7OOOMM7rzzThYtWlSlXdRoZotU0scff8zChQtZtGhRvW7Ui8hBxGaDp5+GZs2sJ7b3GoKmX79+PPLII1x99dUUFRUd8G6U11KX5ObmMnDgQNasWVPlc9FQUie8iIRMnz59OOmkk9i5cydXXHEF+Xtdxa+MuIg4UlqmkBSTRI4vh7TcNHJ8OSTHJJPSMoW4iLgDr+iJJ8L770NUlHVn/FVXgV9j30npVqxYUTwp0hNPPEFERESIayQiUgm7OuIHDoRgEG64gabvvsuMGTMAGDNmDKtXr67SLmo0s0UqyOv1MmjQIABGjBjBGWecEeIaiYhUULNm8Mwz1udFi+CVV4oXzZkzB5fLxaeffsrUqVOrtBvltdQV06ZNY+PGjSQlJXHXXXeFujoHzDD1nHyVZWdnExsbS1ZWFjExMaGujki9smnTJlJSUvj333/p378/jz/+eJWuppumidfnxR/047A5cDld1Xd1/uOPoXdv6074a6+FpUutzgqR/+Tk5NChQwf++ecfRo0axYIFC6plu8qZ6qHfUaQSgkEYORIWLgTAXLiQyz/8kNdff52kpCTWrFlD06ZNq7SLGs1skXLceOONPPjgg7Rq1Yqff/6Z6OjoKm9TOVM99DuKVNDkyXDXXdZT22vWQJs2ALzyyitceeWVxZ8vv/zyKu1GeS2h9NVXX9G1a1dM0+S9996jV69e1bLdUGSN7oQXkZBq1aoVzz//PDabjSeffJLFixdjmpCTA5mZ1ntlLhUahkF0eDTxkfFEh0dX78nBOefAq6+C3Q7LlsHw4ZWrnDR4U6ZM4Z9//qF169bMnTs31NURETlwNhs88giMGQOAMWwYT3XuTLt27XC73cWPudfZzBbZj1WrVhVfKF+yZEm1dMCLiNS6226DU0+FrCzrae3/hsG84ooruOmmmwDo378/69evV15LvVRQUMCAAQMwTZO+fftWWwd8qKgTXkRCrnv37syZMweA0aNH8+STX7FqFcWvNWvA4wltHYudfz4895zVObFkCYwfr454AeCzzz7j4YcfBuCxxx7D5dIkRSJSzxkG3H8/TJwIQMyUKbzWowdRUVF8/PHHjB07iTVrqLuZLVKKvLy84gb9wIEDOffcc0NdJRGRA+NwwPPPQ3w8fP893Hxz8aI777yTM888k5ycHC666BI+/zxLeS31zsyZM/ntt99o3rw59913X6irU2XqhBeROmHy5MlcdNHlBAJB1qz5P6KjoUULiI4GtxtSU+vQScL//gf/jfnN/ffDrbeGtDpSNzRq1IgjjjiCwYMH061bt1BXR0SkehiG9aj77NkAHPPwwzz939+4775bz99/++t2Zovsxe/3c9JJJ9GyZUvuvvvuUFdHRKRqWrWyJmoFePBBeO01AOx2Oy+99BKHHJJMZmY2a9duUl5LvdOmTRuioqJ49NFHady4cairU2UaE74aaMw6karZ9WjcF194+e67tVxwQVf2fsLN7YbkZGuO1Drz9NuCBcWP6TNvXvGdgnLwysvLIxgMVvtd8MqZ6qHfUaSK7r8fxo0D4PnOvWH06xxxlLN+ZLbIXtLT00lMTKzWbSpnqod+R5EDcPPNMH9+8fjw5mFtyMmBF1/8Cb+/CZ07t1ReS71UE3kNGhNeRA5CHo/1KNyKFfDtty5crq78+qvVKV9QkF9cLiEBtm8Hrzd0dd3H6NFwxx3W55tvhkcfDW19JCR8Pl/x50aNGmkYGhFpsDz9xvL3tCWYhsE1375Hx/nX8fu6QrKzzbqf2XLQ8/l87Hn/WU006EVEQub226FLF8jKouiyK/nh6wJWrAC3+zjy8lrWnza2CCXb2A0pr9UJLyIh4/FYj8C53RARYT0WFxtrnQh88smvXHPNibzyitWx7XSC32+96pQpU+CWW6zPI0bAM8+Etj5SqzIzMzn66KO57777CAaDoa6OiEiN2ZXZP3YaxJpJLxIIc3DkTy+Tcnsvpk2+gVGjelNUZIV0nc1sOagNHz6cyy67jPT09FBXRUSk+jkc8OKLBOMTsP+4hviZY/ZpYz/zzItceOFh/Pnnz4DyWuqmlStXctRRR/Hpp5+GuirVTp3wIhISpgkbNlhX3ZOSrJMDp9Oa77RZM1iz5l02b/6N+fPH8P33n+DzWecVDkeoa16KOXN2D0vTrx+8+mpIq3MwM02TnMIcMvMzySnMoaZHXBs1ahQbN25k0aJFFBYW1ui+RERCZe/Mzu11JW8NeRd/eBRs+IQfv1vG2rWfMn/+jQB1O7OlzqjNzH777bd54oknePPNN/n1119rbD8iIqFkJiXz5+znMQ2D1iuWcPiXTxe3sZs2DfL554vZuXM748dfhMeTobyWCqnNvPZ4PPTr14+//vqLl156qcb2EyrqhBeRkPB6IT3degQOoFEja1L3XRPDXHTReFJS+hAIFDFp0hX88stGmjWDOjnSh2HAfffBgAEQDMI118D774e6VgcdT4GHNdvWsGrTquLXmm1r8BR4amR/L7zwAs8//zxhYWEsXbqUyMjIGtmPiEiolZbZuaf24KWhH9PaFc/zZhADePXVR3nllUfJyKDuZrbUCbWZ2enp6QwePBiA8ePHc8YZZ1T7PkRE6gKvFza06cGm/jMBOOLeYbTx/oTHAzabjZEjXyIhoQ1bt/7FpElXsH27X3kt+1XbbezRo0fjdrtp27Yt8+fPr5F9hJI64UUkJHY99hYebv3bMKy76xo1sh6VA4MrrlhCu3YnkZWVyZ13XkSTJtl1d8IYmw0WL4arrrIO7LLL4LPPQl2rg4anwEPq1lTc2W6indG0cLUg2hmNO9tN6tbUaj9J+Oeffxg2bBjw/+zdeVhU1R/H8fedYYYBBhhBURRQQXM3l9IszTJTy3LJX2ple9mi7baaadpie5nZYpq2qJVlWZlplqVplpilZqbgNi6gIMsgMNv9/XEDRQZkmWEY+L6eZx5k5s6d7wzI555zzz0HHnvsMXr06OHV/QshRG1SVmbntO3BgjvWcmGDeP5bIYXnn7+LXbt+JDFRFnkTntVkZquqys0330xaWhodOnTgqaee8tq+hRCitinK6/Sxj5N97iB0hQX0mzUCi5JNWhqEhUVz441LCQkxk5y8mvnz75G8FmWq6Tb2ggUL+PDDD9HpdLz//vuEhYWV3uiFF2DxYq++bk2STnghhF8UXfZ28gwe4eHQrp02ei4rC/LzQ3jggSU0bBjLnj3bGD9+DC6Xq1KvU6PTk+j12pzwl10GBQXa1w0bfPd6AtB+ximZKdjsNuIi4ggxhKBTdIQYQoiLiMNmt5Gameq1n73L5WLMmDFkZ2dzzjnn8MQTT3hlv0IIUVuVl9mGzu344M71XN+oI1cDbreLp58cSkZGSqVeo6anExP+UdOZPWvWLL7++muCg4NZuHAhJpPJK/sVQojaqDivHTp2T/2QwiYJhB7YxdDPrqVxIzdZWRAa2oF77lmAoih89dWbLFz4ZqVfRzK77qvpvN6zZw933HEHAE888QTnnntu6Y02btTW5LvySvj1V6+8bk0LmE74zMxMrrnmGiIiIrBYLNx8883YylnCec+ePSiK4vH26aefFm/n6fFFixbVxFsSol4zmyEmBjIySt4fHg5t22oj7C64AEaPbsbXX39BcHAwX331FdOnT6/wa9TkpVOqquLMdeLIBefchaj9+mnXAw4aBH/+6fXXEyfY7DbS89KJDon2+Hh0SDRpeWnY7GVnRmVMnz6dtWvXYjab+fDDDwkKCvLKfusSyWwh6pbTZbalQzN2zlnLW+f24WzgWG4uwy+8sMInzmv6UufizM504Mx1SudBDarJzN62bRsTJkwA4LnnnqNTp07V3mddI3ktRN1ycl67LNGkvvA5bmMwDdd9xYW/PFXcxn700ct5+mntGra77rqLjRs3Vvg1/NLGlryucTWZ106nkzFjxpCTk0OvXr2YOHFi6Y0KC7X191wuGD0azjmn2q/rDwHTc3DNNddw6NAhVq5cicPh4MYbb2Ts2LEsWLDA4/bx8fEcOnSoxH3vvPMOL7zwApdcckmJ+9977z0GDRpU/L3FYvF6/UKIkhQFkpK0Ee9WqzbPrNGoLeaWkaEdPHTtChER0LNnD+bPn8/MmTMZO3ZshfZfdOmUzW4jOiSa4KBgCp2FWHOsZBVk0b1pdywmi1feiyPLQUFKAfZ0O6pDRTEoGKd8SFjuFeh+/xUuvhjWrIE2bbzyeqIkh9uBw+0gOCjY4+NGvbF4G28wmUwEBQXxxhtvkJSU5JV91jWS2ULULRXJ7M7dIwkfsJIvRo5k0NKlvLJ/P/qnn4ZJk8q9zr0m8xrKyOwYI6YkEwaLrEznazWZ2fn5+TRp0oQ2bdpw1113VXt/dZHktRB1S6m8btGdPQ+/ReK0G2k6ewrtErrT4pLBRETAI488zD//bCcmJoauXbtWaP9+b2NLXteYmszrgoICmjRpQnh4OB999JHnQW7TpsG2bdpB5+uvV/s1/UVRA+BU0vbt22nfvj2///47Z511FgDLly/n0ksvxWq10rRp0wrtp2vXrnTr1o05c+YU36coCkuWLGHYsGFVri8nJ4fIyEiys7OJiIio8n6EqI+ysiAlRVvwzeHQLp9r3BgSE+HUY3W3241Od/oLeFRVZdOhTVhzrMRFxJV63JpjJT4inq6xXVEqMQGeqqrY7DYcbgcGnQGz0Ywz24kt2YbT5sQQbUAXrMNd6MaR4cBAHpFPDEf5a7M2tH/NGmjRosKvJyomtzCXtfvWEm4MJ8RQenHUfEc+ufZceif0Jjw43CuvmZKSQmJiYqV+f6ojkHKmNmd2IH2OQtRGFcpstxv3o4+ie/557fvrr9fWTDEaS+2vJvNaURQcWY4yMzvIHIS5u1ka9j5W05mdnZ2N3W6nUaNG1d5XRQRSzkheC1F3nZrXZ74zjubfzEKNiETZ+Du0bg1UvH0NtaeNLXldM2o6r1VVJTU11fMgt40btZHvLhd89pm2/p4X+CNrAmI6mvXr12OxWIoPDgD69++PTqdjQwXnW05OTmbz5s3cfPPNpR4bN24cDRs2pEePHsydO/e0l7gUFhaSk5NT4iaEqBqLBbp1g969T9y6di3dAQ+UOECYN28e27dv97hPX1w65emyu+SDyRz+5zBOmxNTnAl9iB5Fp6AP0WOKM+EgjLyXP0dt104binDRRXDwYIVfU1SM2WgmJiyGjPwMj49n5GfQOKwxZqO5UvtVVcjNhcxMyMlROX48v/ixpKSkGuuADzS1KbMlr4Xwrgpltk6H7rnn4O23Qa9nx/z5zD3zTO2P6SlqKq83HdrEsfxjFKQUlJnZTpuTgtQCudTdx2ois9PT8yn6MUZGRtZYB3ygkbwWou46Na+j5r+Cet55KDnZMHy49geTku3rwsJCnn76aQoKCjzus7a0sSWva0ZN5bXbrf0cFUXx3AFfWAg33qh1wI8a5bUOeH8JiE74w4cPExMTU+K+oKAgoqKiOHz4cIX2MWfOHNq1a1dqcv+pU6fyySefsHLlSkaMGMGdd97J66e5tOHZZ58lMjKy+BYfH1+5NySEKEFRtHllo6K0r6fr23znnXe48cYbufTSS0lLSyv1uLcvnSprVfC96XvZuGcjxyOOe3yeIdpAoT0C1xfLtWGCqanQvz8cOVKh1xUVoygKSVFJmI1mrDlW8h35uNwu8h35WHOsmI1mEqMqN2o9Kws2bYK1a7XbxInv0KFDN9au/ct3b6SOqE2ZLXkthPdVOLPHjmX/e+9xDnDLP//weceO8O+/JTapqby25lj5PfV3jhw8giHa88g5Q7QBe5odl61yC8CLyvF1Zn/++V7at2/FxIlvc+yYdNCUR/JaiLqtRF5HG1E+/RRiY7UpPa69FtzuEtuPHDmSxx9/nOuvvx73KY9B7WpjS177nq/zes0alaFDRzNw4Cj27s0u+0nTpsHWrdCoUUBPQ1PEr53wjzzySJkLuxTd/vnnn2q/Tn5+PgsWLPB4hn7SpEmcd955dO3alYcffpiHHnqIF154odz9Pfroo2RnZxff9u/fX+0ahRAVN3z4cJKSktizZw+XXXYZeXl5JR436AwYdAYKnYUen2932Yu3OZ1yVwUPiSPXnste516PZ+J1Rh2qQ0VtGAurVmlT0mzfDgMHagkkvMZistC9aXfiIrSfyeG8w+Tac4mPiK/03IRZWZCcrF28EB4Oubl/8s4797Bnzz98+OHKevujC8TMlrwWwr/ixozhqpEjUYFrDh1ifffuWh7+p8byOiKO3OO57LbtRjF6biwWZ7ZDOm59zVeZHRLi4LXXRpORcZDFi+fy22/OepnZktdCCI9iY2HJEggOhi+/hClTSjx87733YjAY+OSTT3jkkUdKPb3WtbElr33Ol23s1atf5ddfl7J69ZcsX77bc16vXw/PPqv9e9YsrSM+wPl1YdYHHniAG264odxtEhMTadKkCenp6SXudzqdZGZm0qRJk9O+zuLFizl+/DjXXXfdabft2bMn06ZNo7CwkOBgz2f4goODy3xMCFExZc3XWhGNGjXi22+/5dxzz2Xjxo2MHj2aJUuWFC/gUXTplDXHSpyh9Hx1GfkZxEfEV+jSqXIvuwuCKFOUdtldhI3woJJzobntbhSDgmJQtLngv/8ezj8f/vgDBg+GFSsgLKxC71mcnsVkoVtstyr/XoF2eVxKCths2jmTvLxcHntsJHZ7Ib17D2bgwPtITdWmXwBtu6J5kc3m01/FEcgCMbMlr4WovurktaIozPjoI/YfO8bXK1dyuc3G+gEDaD1zJtxxR83lNRAdHk0aaeQcz8ESbin1eInMFj7ni8x+7bXH2Lr1V8zmSF566WMKCgykpkKXLpCXJ3l9MslrIeqeCuV1z54wezZcd502wrhTJ7jySgAuvPBC5s6dy7XXXssLL7xA8+bNGTduXPFTa2UbW/icL/J669bfmDnzYQAeeOAVmjTpUjqvC22Yr70Wxe2Ga66B//3PR++wZvm1E75Ro0YVmqOvV69eZGVlkZycTPfu3QH44YcfcLvd9OzZ87TPnzNnDkOGDKnQa23evJkGDRrIQYAQPpRVkEVKZgrpeenFf8hjwmJIikqq8NnU1q1bs3TpUvr168fXX3/N3XffzRtvvFE8wicpKomsgiysOVaiQ6Ix6o3YXXYy8jMqdelUeZfd6UP0hEWFcezAMRyNS19258hwYIo3oTfrtTvatNE63i+4ANatg6FD4euvwWSq0HsWp6coSrUWhrHZtAWMoqO1A9lnn72dffv+JSamGVOmzCM4WEdamnYGPz295OKEMTGQlOR5PYO6QDJbiPrHG3kdFBTEoiVLuOD889m4aROXuN2sv/NOGv35J8qMGTWS1wAhYSEQAfkZ+R474UtltvA5b2b2mjVf88EHLwIwefJ7NG3agvz8E43+kzvhJa81ktdC1B2Vyutrr4U//4SXXoIbbtAWae3SBYAxY8awd+9eHn/8ce6++27i4+MZMmQIQO1tYwuf82ZeZ2dn8thjo3A6HVx00f/43//uoKCgdF53efN+wlNScDeLRzdzphffjX8FxJzw7dq1Y9CgQdx666389ttv/PLLL4wfP57Ro0cXr9p+4MAB2rZty2+//Vbiubt27eLnn3/mlltuKbXfr776infffZetW7eya9cu3nzzTZ555hnuuuuuGnlfQtRH5c3XmnwwmayCrArvq1evXixYsABFUXjzzTeZPn168WPeunSqvMvuFEVBiVUIDg3GfciNK9+F6lJx5bsosBYQZA7ClGgqeSBy5pmwfLk2DGvVKm3kgaNi8+YJ33M4tFtwMHz88UyWL1+AXq/nmWcWYbE0xGjULqXbuPHEpXSxsdpXq1W7xK4+Xvp+MslsIeoGb+Z1WFgYXy9bRsuWLUkBLgPy3n4bLroIS3ahz/MatAZ/aLNQTGYTBdaCimW2qNWKMjs9fReTJo0BYNSou7jwwuGAtpbbP//Avn2S155IXgtRN1Qpr597Tpsi9fhxGDIEDh0qfuixxx7jlltuwe12M3r0aH799dfix2ptG1vUakV5bTC4mTRpDAcP7qFZs5Y8/vhsFEUpldftdi4lYflsVEXhj/veJwuLv9+C1/h1JHxlfPTRR4wfP56LLroInU7HiBEjmDFjRvHjDoeDHTt2cPx4ycUb5s6dS1xcHAMGDCi1T4PBwBtvvMF9992Hqqq0atWKl19+mVtvvdXn70eI+ujUud+KhBhCiDPEYc2xkpqZStfYrhUO1eHDh/Pqq69yzz33lFjdHbxz6dTpLrvL1mfTonMLonOjcRxx4HQ4UQwKpngTpkQTBouHOfF69oSvvoJLLtFGwl97LXz0EejlbL6/GQzabePGdbzyyv0A3H33C3Tp0hvQGvRHjmij6Fq3PvG8kBDt0jqrleLpaurzcaFkthCBzRd53bhx4+Kp5IJjY3Hs36+tzHXWWViWLKFb9+4+zeuM/AziY+Jp0rwJhamF2NPtFctsUWsZDOB25/PQQyOw2bLp3LkX996rjYZXVdi9W2v0JyRoOQ2S16eSvBYisFU5r/V6WLQIevXSej+HDoWffoKQkOIBbgcOHGD9+vU4nc4Sr1lr29ii1ipqY7/zzjTWrfuW4GATzz//OeHhllJ5HZ6fTountRO8adfcj7XVBSh1KK8V1dNKB6JScnJyiIyMJDs7m4iICH+XI0StlVuYy9p9awk3hhNiCCn1eL4jn1x7Lr0Telf6cqeTL6X1tqLRBTa7zeNld92bdicyOBKXzYXqUFEMCnqz/vQHIt9+qx3wOBxw003a/Hy6gLhAqc5SVW3F9q1b03n99VFERTXmmWcWFv8s//0Xjh7VrtgMDS39/Px8yM2F3r21s/jeIjnjHfI5ClExvszrbdu2kZiYSMi+fVoG7tgBRiO88QZ4GFVbGRXJa4vJgqqqlc9sUeuoKmzc6Oa1157lu+/e4P33fycmphmgXc7+/ffQvLl2EeKpP17J69pNPkchKqbaeZ2Sog0Qy8jQrtBetKi4PZqXl8e+ffto166dT2r3WRtb1DpFbezvv1/Hiy/+j/Hjp3PZZdp6IiXyupOb1vdfTuQvyzjeqhP/vP87x13BPslr8E/WBMxIeCFE4DvdfK1GvbF4m/J4WnTm5A743NxcUlJS6PLf3HbVVXTZ3anz7MVHxJMYlVh82V1QeCX/pF5yCSxcCCNHwty52hQ1r75aN07xBihF0eaJzcqK4bHHVhIRYcftVrDbtWPTkBBtLruypvE3Gk9cbieEEIHKl3ndoUMH7cE2bWDDBtYMHkyfX36BW2+FX3+FmTOrvFZKRfNaUZTKZ7aodRQFWrfWceONExk8+C7CwyNwucBu1y5pNxigZUvPh1WS10KIuqDaeZ2UBJ9/jtq/P8qnn5KfmIDzycmYjWbCwsJKdMBv3bqVpk2bEhUV5ZXafdbGFrXOiTb2ucyY8Q/x8Z7zuvHCV4n8ZRluYzC7n/oI1RiM0VW38lp+m4UQNebkud88nam3u+zF25TldIvOHD16lEGDBpGSksLPP/9Mp06dKlxfeSvKe+OyO49GjID33oPrr4cZM7SO+Kefrt4+RZX9+uuvnHPOOXTvDikpQaSnB3H4sHZgEB8PjRrB1q3atDQhpX+FsdtPXG4nhBCBqibyGuCx557j2V9+4flBg3hwxQqYMwc2b4bFi6FFi3JrLCuzfZbXolbZsmULiYmJWCxh/2V2RInF0ps319Z3MRo9P1/yWghRF3glr3t05tjzE2l53xRCnnuJP6PAOeaqEnm9du1aLrvsMtq3b8/KlSsJCwurcI1+aWOLWiMvL4/U1FQ6depUbl5HpW6k2cxHANh//6sUtNL6cepaXksnvBCixlRovtaIeMxGs8fnn3rJWnBQMIXOQqw5VrIKsujetDuhoaEEBweTlZXFxRdfzJo1a2h98uTdZahIZ0F1VwUv03XXaddh3XknPPOM1hH/6KPefx1Rrjlz5nDLLbdw77338vLLL9Otm4LNduIAwfzfr2V6ujaXbFzpX2EyMrTOerPnX2EhhAgINZHXFpOleDTdQ8uXE3nPPYz98ENtxcyuXWHePG26mjL2X15m+yyvRa2wd+9eLrroIpo2bcqyZcto2rQp3bpRIrPDwuCPPySvhRB1m9fyelAXgnaOIX7Wh3Sa+CrrG0WQ3Pe84ry2WLRsXb9+PcOHD+err74iONjz6PtT9++3NrbwO7fbzXXXXcfy5ctZsGABQ4cO9ZjXf67JodXdo9E5HRzrN4KjI24r3kddy2uZfFgIUWMURSEpKgmz0Yw1x0q+Ix+X20W+Ix9rjhWz0UxiVKLHM9+nLjoTYghBp+i0RWci4rDZbaRmphISEsLXX39N586dSUtLo3///uzfv7/cuqq0ory33XEHPP+89u/HHoPXX/f9a4pia9eu5Y477gCgQYMGKIqComjzzkVFaV8V5cSldGaz1rDPzweXS/tqtWr3JybKjEJCiMBWE3mtqioTJkzg0f9OOt8+YwYLJ0/W5qbNyoJhw+CBB0pdf1wrMlv4jc1mY8iQIRw5cgRFUYiMjAQoldk6neS1EKLu82Zepz96N5lDB6BzujjnnudRtm4rzuuOHTuybNkywsLCWLlyJVdddVWpBVtPJXktnnzyST7//HOcTieNGjUCPOS1otLh9dsxH07heKME/pkwG5dbqbN5LZ3wQogaVTT3W1xEHLn2XA7nHSbXnkt8RHzxmXZPbHYb6XnpRIdEe3w8OiSatLw0bHYbDRo0YMWKFZxxxhns27eP/v37k56e7vF5leks8LkHH4QnntD+fffd2jQ14rRUVcWZ68SR6cCZ66z0z2rv3r1cccUVOBwOrrzySiZNmlTu9hYLdO+ujazLzYXDh7Wv8fHa/RZL1d+LEELUFjWR1wBPP/0048aNQ1VVrr3vPpY++CDcd5+28csvw/nnw549QC3LbFFp1c3rohF1f/31FzExMXz55ZflTokgeS2EqA+8ltc6HXtemUJuz67oc/M47/anyUrZVpzXvXr14ssvv8RoNLJkyRJuuukm3G63x31LXge26uY1wKeffsrUqVMBePvttzn33HM9b/juuxg/W4iq17Nv+kKyaFCn81qmoxFC1LiqzP1W2UVnGjduzMqVK+nduzf//vsvAwYM4Icffii1kExlOgtq5DK5KVO0xHnlFbjlFu36rJEjff+6AcqR5aAgpQB7uh3VoaIYFIwxRkxJJgyW008cd/KIuq5du/Lee+9VaA5Ci4VSl9KZzXXnDL0QQkDN5LWiKMyYMYOcnBw++OADRl5zDV9//TX9zz8fbrhBW6y1Sxd45x1sQy+pXZktKqy6eQ0wZcoUlixZUtwBlJCQcNrnSF4LIeoDb+W1GmwkZc6LtB16E6aUvXQfOxnH6j7QWMvUiy66iE8++YQRI0bwwQcfYDabeeONN0q9Tq1rY4sK80Zeb9q0ieuvvx6A+++/nxtuuMHzhsnJcNddAChPPUWbG8+lWR3PaxkJL4Twi6K536JCoggPDj9tx+fJi8544mnRmYSEBFatWkXjxo1JT08nIyOj1POqvaK8tykKvPQS3HoruN1wzTXw9dc189oBxpHlwJZso8BagD5cjzHWiD5cT4G1AFuyDUdW+T8zp9PJqFGjikfUffHFF5VaZMjTdDVCCFHX1ERe63Q65s6dy/DhwyksLCQ1NVWbjmbzZjjnHMjOhlGjMNw+Drctt/ZktqiQ6uY1wPvvv8+0adOA04yo80DyWghRH3grr10NItn54QzsDRsQ+c9uIkbfAIUnthk6dCjvv/8+iqKQkpKC3W4vte9a18YWFeKNvN63bx+XXXYZ+fn5DBo0iOeLptw9VWYm/O9/2u/WkCHw0EP1Iq+lE14IERCKFp3JyC/dkQ7aojONwxqXWnSmdevWrFq1ip9++snjAq1V6SzwOUWBN9+Eq68Gp1MLpx9+qLnXDwCqqlKQUoDT5sQUZ0IfokfRKehD9JjiTDhtTgpSC8q9dO6nn37i22+/xWQy8eWXX1ZoRJ0QQojyVTWvg4KCWLhwIcuWLWPs2LHanS1awM8/a2ulKAqmeR/Qd8QDGDb96XHffslsUS5v5HVhYSGTJ08G4KGHHip7RJ0QQogKKy+v7QnNWPfWRFxhoQSt/gmuvVZbWOM/V199NcuWLePLL7/0uEBrrWxji3J5I68BZsyYwaFDh+jQoQOLFi1Cr9eX3sjthuuu06YbTEyE+fO1xVzqgfrxLoUQAU1VVVw2FwlKAiGuEPZn76/UojMdOnQo0QH/yy+/kJubC1S9s8Dn9HqYNw+GDj1xdnj9+pqtoRZz2VzY0+0Yoj0fuBmiDdjT7LhsLo+Pg3Y55aeffspHH33EOeec46tShRCi3qhuXgcHB3PJJZcUf5+RkcHvmzfD00/D99+jNm2KebeVzlfcTpNX39VOVJ/Eb5ktyuSNvA4ODubnn3/m0Ucf5dlnn/VVqUIIUe80NzTHVGhiT9oejtuPl8hrV9cu5H/ykTYvyKefwj33wEkdsIMGDcJkMgFa/i9fvry4g7bWtrFFmbyR1wDPPfccjz/+OMuWLStePL2UZ5+Fb74Bkwk++6xuTfp+GtIJL4So1RxZDmybbGSvzUb5XaFVaiuiDkZx7NixCi86c7LvvvuOiy66iEGDBpGTk1OtFeV9zmCAjz+Giy+GvDy45BLYtKnm66iFVIeK6lDRBXuOMZ1RV7xNqeeedPA4YsQIrrjiCp/VKYQQ9YW38/ro0aP069ePiy66iLVr10K/fih//YV9+FB0ThfNXniL1sNvISh1b+3IbOGRt/I6Pj6eZ555Bl09GSknhBC+VJTZykaFVimtsOyykP53OtY0a4m8Nl86DD78ULtS+4034KmnPO7v4Ycf5pJLLuGxxx5DVdXa3cYWHlU3r4syW6/XM23atLKvMl+2DCZN0v49a5a27k89IkcxQohay9OcZFENomib25Yz086kZ2RPeif0pmts1wo16AEaNmxISEgI69at4+KLL+bYsWNVXlG+RgQHw5Il0Lu3NifuwIHw99/+q6eWUAwKikHBXej2+Ljb7i7e5mSrV6+mR48e7N+/vybKFEKIesEXeR0aGkp0dDS5ubkMGjSI1atXQ3Q0xs+WkDfnTVzhYURs2kqHAVfTYO4C4s3N/J/ZopSq5nV2dja9e/fms88+q4kyhRCi3jg1sxvFN6Jbk250K+hGlyNd6BnZs2RejxwJM2Zo/37iCXj99VL7jI+PB2D69Ok88MADqKpau9vYopSq5jXA5MmTuemmmzyuD1DCP//AVVdpV1SMHQs33uiN0gOKop5uQh9xWjk5OURGRpKdnU1ERIS/yxGiTlBVFdsm7eDAFGcq9XiBtQBTvAlz1/JXffdk06ZNXHzxxWRmZtKtWzdWrFhBdHS09pqVWFG+RmVnw0UXaSuIN20Ka9Zo86fVU1X5/UhOTubCCy8kNzeXsWPH8vbbb9d02VUmOeMd8jkK4X2+zOvjx48zbNgwVq5cSUhICF9++SUXX3yx9rp79uC6/jqCfl6jfX/hhShz52rzyItaoyq/H/n5+QwcOJA1a9bQpEkT/v33X8LDw2u69CqRnPEO+RyF8I1qZfaTT8KUKdq/33sPTlmfY9asWYwbNw6AcePGMWPGDHQ6Xe1uY4tiVf3deO2117j33nsB+PLLLxkyZIjnF8jKgp494d9/oU8f+P57MBp98E4qzh9ZIyPhhRC1krfmJPOkW7durF69mkaNGrFp0yb69etHenp6pVeUr1GRkfDdd9ChAxw8qHXIW63+rspvFEXBlGQiyBxEgbUAV74L1aXiyndRYC0gyByEKdFU/DPcsWMHgwYNIjc3lwsuuIDXXnvNz+9ACCHqBl/mdWhoKEuXLuXSSy8lPz+fyy+/nGXLlgGgtGhB0I+rYeZMCA1F+fFH6NRJu1ze7XkUl6h5lc1rh8PBqFGjWLNmDREREXz77bcB0wEvhBC1XbUy+4kn4P77tX/ffDMsXlzi4TvvvJPZs2ejKApvvPEGt99+O263u3a3sUWxyuY1wAcffFDcAf/UU0+V3QHvcmkj4P/9FxIStN8dP3fA+4t0wgshaqXqzElWEZ06dWL16tU0adKEv/76iz59+nDkyJHqlOx70dGwciW0aqWtJN6/P6Sn+7sqvzFYDJi7mzHFmXDlurAftuPKdWln6LubMVi0g8v9+/czYMAAjh49Svfu3fnyyy+LFxESQghRPb7Oa5PJxOeff87QoUMpLCxk2LBhfPXVV//tXAfjxsFff2mjqmw2GD9e+/f27VV9S8LLKprXbrebm2++ma+++gqTycTXX39Nl3o2V6wQQvhStTJbUeDFF+GWW7ST3Vdfrc3vfZJbbrmFefPmodPpmD17NjecMlpe1G4VzWuAr776ihv/m07m3nvv5bHHHit7xw8/DMuXQ0gIfPklxMT4+q3UWtIJL4SolaozJ1lFtW/fnp9++omEhATOOussoqOjq7yvGhMbq126FR8PO3bAgAFw7Ji/q/Ibg8WAuZuZyN6RxTdz1xMHCIcPH+biiy9m3759nHHGGXz77bdyWbMQQnhRTeR1cHAwn376KaNGjaJx48aceeaZJTdISoLVq7VR8GYzrFunLfQ1dSoUFlb5dYX3nC6vVVXl7rvv5oMPPkCv1/Ppp5/Sp08fP1cthBB1S7UzW1Hgrbdg9GhwOOCKK2DFihKbXHfddSxYsACj0Vg8hZwIHKfLa4BVq1YxcuRIXC4X1113HS+99FLZVzi8/Ta89JL273nz6t1CrKeSOeG9QOasE8L7fDnH7KkOHTpEw4YNMRg8X5ZXK+3cqY30S0vT5lZbuRLkcu1Shg8fzhdffEF8fDxr164te5X2Wk5yxjvkcxTC+2oyr10uF4cPH6ZZs2Zlb7RvH9xxx4nReW3awJtvwoUXVuu1hW99+umnjBw5EkVReP/99xkzZoy/S6oSyRnvkM9RCN/wWmY7HNqCrV98ASYTfP21Nl3qSfbv31+8YKuoO3JycmjZsiWZmZkMGTKExYsXl92P8u23cPnl2nQ0U6fCpEk1W+xpyJzwQgjxn6rMSVZVsbGxxcHhcrkYO3Ysq1atqvZ+T6aqkJsLmZna12qf/mzdWut4j4qCDRtgyBDIz/dKrb6gqirOXCeOTAfOXCennv9VVZXcwlwy8zPJLcwt9XhVzZo1i/79+/Pjjz8GbAe8EELUZjWZ13q9vkQH/Oeff86DDz6I++Q54BMStM6ABQu0y5137IB+/eC66yo0hZvX8zrA+CuvR4wYwfjx43n33XcDtgNeCCFqO69ltsEAH3+sdbAWFGhff/yxxCYnd8AfPnyYESNGcPDgQa++H8nssjPbV3kdERHBwoUL+d///scnn3xSdgf8n39qJ2pcLm0R38cf98rrBzoZCe8FcqZeCN9xZDkoSCnAnm5HdagoBgVjYyOmRFOJS6K8ZcaMGdxzzz0YDAbeffddho8aXu2V3LOyICVFa/s7HNoxS0yMdvW8xVLNgjdu1DoXcnPhkku00Qi1bJETTz9DQyMDzgQnhEOePY80WxpHjh8p/qxjwmJIikrCYrJU+vVcLhd6vd7jY6qqTRlc9HMwm7WrKms7yRnvkM9RCN+p6by2Wq20atWKwsJCRo4cycx3ZqI36kvm9bFjMHGidum8qmqLnE+dCnfeCUFBpfbp07wOADWd16qq4na7PWa25HX9Jp+jEL7ltcwuLNSmpFm2DEJD4Ztv4IILSm02cOBAVqxYQUJCAt988w3NWzev3W3sAHDqz5AgsEfb0TfXYw+xezWvoZJt7CwrSq9z4MABra/i229rXR8F+CdrpBPeC+QgQQjfUlUVl81VfICgN+t9tqp6QUEB119/PZ988gkA1993PcPHDseoN1YpuLKyIDlZC6XoaAgO1o5VMjK0BmX37l44SFizBgYO1EbCjxgBixZ57FzwJVVVsdltpQ6mHFkObMk2nDYnhmgDumAdx2zH+PfQvxwzHKMwvhCrw4pRb6R9o/Y0DG1IobOQjPwMzEYz3Zt2r9TnnZaWxiWXXMIDDzzANddcU+KxQD5Qk5zxDvkchfCtmsxrgI8++ogbb7wRh8NBh7M68OjMR4mKiiqd17/9pk1Rs2mT9n3HjjBjRokpamokr2sJT5ntzHbWaF6rqsqECRPYs2cPCxcuxHhS41zyWsjnKITveS2zCwpg+PATC29+8YW2btlJUlNTueSSS/j3338xR5h5/I3HaXd2uyp3DteXzK5oGztHl0NqViqHjx4m15BLWsM0QsJCvJLXAKtXr+a2225j6dKltGnTpsRjp2Z2aEEm5z3Wl5CUrdC+PfzyS639Ych0NEII4YGiKASFB2GIMhAUHuTTBr3JZOLN997kyluuBGD+K/OZ/9R8QpQQrDlWkg8mk1WQVaF9qaoWSDYbxMVpxyQ6nfY1Lk67PzXVC5fN9ekDS5ZoZ5c/+wxuvllbsb6GZBVksenQJtbuW1t823RoE8fyj1GQUoDT5sQUZ0Ifoifblc1f9r84GnkUU6GJ44ePF18atydrD3mOPEIMIcRFxGGz20jNTK3wpXP79+/n/PPP548//uDhhx/GZrOdqDFLO1CzWrWp82Njta9Wq3Z/VpYPPhghhKhnajKvAQaPGMwzc58h1BzKto3beHzM4+Sm5ZbO6x49tI74t97SWutbt2ojs/73P0hJqbm8rgU8ZXbywWQO/3O4xvLa5XJx22238fLLL/P555+z4qRF/SSvhRCiZngts00mrS166aXaoLDLL9emhTtJYmIi3/7wLR26dcCWY2PSzZP46/u/CDeG1942tp9VtI2dG5TLn7l/ckg9hKWxhcLjhTgyHKBWP68Bli1bVnwCZerUqSVrzCqZ2c0sefSYdhkhKVspiG5KzsJvam0HvL9IJ7wQol47dR45t1tld9ZurnngGh586kEURWHJR0t4+MaHiXBHVCq4bDbtjHB0tOfHo6O1dVVP6iuuuoEDtXn59Hp4/324664aOfLIKsgi+WAy1hwr4cZwYs2xxQdTv6f+zpGDRzBEa5c0qqrK7rzd2Jw2mpmaERQZROaxTBrqG9I4rDHHHcc5kH2g+LONDokmLS8Nm/30H9CuXbvo06cP//77LwkJCaxevRqz2fzf69aPAzUhhKjLPOV1SmYKrc9qzdwv59I4tjF7du3htqG3cWT7kdJ5rdfDbbfBv//CuHFaEHz2GbRrh+Ou+8lMOVYzee1HZWX23vS9bNyzkeMRxwHf5rXD4eC6665j9uzZKIrCnDlzuOyyy/57XclrIYQISEUd8cOHg92OesUV5M7/vHiedlVVOaYc44k5T9Dv0n447A4mjZ/E/Ffn09TctPa2sf2kom3sU/MaIC8kjwaFDWgY1LBaeQ2wePFihg0bRkFBAZdffjlz5swpfuzUzA4NstPq0f8RsXU9zogGrHviO3Y5W0hmn0I64YUQ9VZWlnZl+tq1J902HCf1UCbRIdGMunEUL8x5gZDQEP7c+CfWvdZKNjS1W3Cw58eNxhPbeMWwYVoHvKLArFnwyCM+bamqqtYBYrPbiIuII8QQgk7RFZ9pzz2ey27bbhSjNqrC5rJxpPAIUYYoAFx6F06nEwNaJ70l2EJGQQbHnVongFFvxOF2YHfZy11UZsuWLZx//vns3buX1q1bs2bNGlq1alX8eH04UBNCiLrsdHndqm0r3vvqPdp2aktWZhbrflhXdl5HRcHMmdqCYQMHgsOB8Y1X6HtzEgmLX0YpLCj1+l7Paz8oN7ND4si157LXuVe79N1HeZ2fn8+VV17JggULCAoKYuHChdx0003Fj0teCyFEADMayXr7YzIHjEZxOAi7aSSpT77Ppk1gTbeRnpdO0wZNefatZxlzm7YA9w/f/kBBfkHtbmPXsMq0sU/Na6fqxKV3YXAbwFV2XjvcjtMu3Dp37lxGjRqFw+Fg1KhRfPbZZ5hMpuLHS2S2202LKTcQuW45LlMou179BmO3jpLZHtTspMFCCFFLlDWP3J79bnYfDyW6RwghFpULBl7A3C/ncmDfAdqf2R6X21UcXKdjMGi3wkJtFNep7PYT23jN1VdDXh6MHQvPP69dF1bFlcjLmoOuiM2uHUxFh3huLUeHR5NGGjnHc7CEW3C4HThVJ8E67YhJ79ITFBSEAwcGDATpg3DanTjdTgDsLjuFzkK2pW8jz5HncVGZH374geHDh5OTk0OnTp1YsWIFTZo0KVFHXT9QE0KIuqyieR0TG8O7S95l8fzFXD32alTU8vO6Y0dt/trly3HdPwHj9m0kvPYATRa9ysHbniTj0muL11fxSV57WbUyOwiiTFFaB0iEzSd5ffToUYYMGcL69esJDg5m8eLFxSPgi0heCyFE4MrKguS/DNhu+5Bz9CYafzuPM1+6ni3HMkgecTPHG6k0bBqMTtFx7xP30rp9a848+0xCw0Jrfxvbi7zZxnYHu0vkdZAShN6lx6FzgB6PeW3QGciz57H72G7S89JLZXZkcCTTpk1j8uTJANx88828/fbbpRZlLc5sg5uEZ28n6ruFuIMMpL7wOXmde2F0SWZ7IiPhhRD1TnmXOyfE63Dkm9idqhQPIm/dvjUXDLoA0IIrdUsqM16cgfs0866bzdpCYhkZnh/PyIDGjbXtvOrWW+Hll7V/T5oEr75a6V2UNQfdyXP1FR0oBQd5bi2HhIVABORn5ANg0BkIUoIodBdq3+caaBjVkFxyAXC6nATpggjSaZ0ee7P3cvT4UTLzM0tdhlc0b+CaNWvIycnh/PPP56effirVAQ8lD9Q8qeiB2ulGCwghhPCuyua1KcTEmNvHoNPpsLvsqA6VxyY8Rnp6etkvMmgQuj83s+fx2eRHN8OYtp8WU2+i/VWdabDyE3C7fZfXXlLdzNaH6AmLCqMgu6C4Me7tvN6/fz9//fUXFouFFStWlOqAB8lrIYQIVCXyurke65NzSLv6PgA6zb2f1u8+RYY1ggLHiT/wg/83mLjmcYDWxv72w29Z99O6076W39rYXuDtNvapeR2iDyG8IJzjocfRmXSl8jojP4MQQwg7ju7wONVN8sFkjuQeKV6r5dFHH+Wdd94p1QEP/+VxkErc9PE0WjIbVadjz9QPyOk1EJDMLouMhBdC1DvlXe4cagglITaMvQeP0foME2Hmkh3t1qNWpt8znbSDaWxO3sz8+fOJjIz0+DqKAklJ2qgAq1V7PaNRC6SildsTE7XtvO6++7RJcydP1v4dFqZ1zp/C05n47MJskg8mY7PbiA6JJjgomEJnIdYcK1kFWcUrqht0Bgw6A4XOQkIMpYchONwOQpuFYkozUWAtICQqhIZBDbHarDQubExQWBAtE1uys2AnaXlpFLoKiQ+PR1EV9mfvJ6cwh4jgCOIj44v3GWIIIc4QhzXHSmpmKpMmTSI2Npbrr7+e4DKGzhUdqFmtWifOqTIyID6+/AO1rIIsUjJTPI4WqOzq8kIIISqmOnmdkZ/BgpcW8Mm8T/hm6TcsXryYnj17enwdxRCE5YFb+LXXNTT6dBZtPn+GkN3bSXx0FDkJHTHeMJn4PlegKP4bv1TWyLmieWOrk9mKoqDEKgQfC8Z9yE1II+/nddcuXVmyZAnNmjWjffv2Ht+j5LUQQgSmUnmt02G97yWcDRrR7I3H6LDkBdRje9k2/RpaxTcr9fyf1/zM20+/zTvKOzz77LM8+OCDZS4U69c2dgX4Mq+hZBs76FAQ0cZoDhYcpGlQU5zZTuIj41EbqqTnpZfIa2uOFbPBDCrkOfKIizgRtCdnttVm5YsvvmD58uWMGTOmzPdpDlPp/v49xHzxJqqisGfKfI4NGFX8uGS2ZzISXghR75R3ubOiKLSMboaBEPZlHiLfkY/L7SLfkY81x0qjBo147PHHMBqNfPnll3Tr3o01v60p86ytxQLdu2uNydxcOHxY+xofr93v08XCJ02CCRO0f992GyxYUOJhT2fikw8ms/nQ5jLnoDt50Ryz0UxMWAwZ+Z6HIWTkZ9AsphlNejTBFGfCbXMTZ4sj1B7KkYgjKK0UIhpE0CKyBQAKCkH6IGwO7cCkYWhDmkc2L7HPgvwC3nz+TULVUNLy0shz5DF27NgyO+DhxIGa2awdqOXng8ulfbVaT3+gVt7COEUj/IQQQnhfdfLabDRz3933ccYZZ2C1WunTpw8vvvYiOQU5ZeZ113NDKBz/AKvnpPLPVVNwhEUSsW8rnaZeieWCLrBokRYgNayskXPH8o+VO29sZTI7W59Ni84tiE6I9kpeAyxfspwDWw8Uz/N78cUXl9kBD5LXQggRqDzmtaJw+MZH2TvxHVSdjo6rP6HvhGc5dGhnqczu0q0Lo68Zjdvt5uGHH+byYZdjTbeWOSrar23sctREXp/cxg6JDyHBlYAp18T+Y/txNXQR3T6axNhEoGRex0fEc0bDM8h35pea6sa6x8qHb31YPDd/cHhwuR3wqCrKgxOI+fh1VEXhj/FzOXDhGMnsClDUuj7Wvwbk5OQQGRlJdnY2ERER/i5HCHEaubnaom7h4Z7nkcvPh0MZuTRut4s85XDxWdnGYY1JjErU5iJf+wPXjL6GwwcOYww2cuujt3LDLTfQKrqVx7O2qqqNEHA4tEuyzOYaOjuvqnDnnfDWW6DXw2efwdCh5Z6J3521my5NuhATFlP6s3Hkk2vPpXdCb8KDw0vtx6g3YnfZycjPwGw0F5/RV1UVl82F6lDJdmWzx76HI8ePnDjjHRpDjDmGMGMYBp0Bu8vOL/t/IdYci+6/kYdpB9N48JYH+fvPvxkwdADjnhtH74TeRIVEVeijyMrSLpNMTz/xc2jcWDs4KOtATVVVNh3ahDXHWmK0QBFrjpX4iHi6xnYtc7SGN0jOeId8jkIEFm/k9b70fdxwww38+O2PAPQe1JupL02la2LX0+e17Rjm2a+gvPaqVgxAq1bw8MNw7bVlT17uRWXldUZ+BjpFR4GzgFhzrMfRclXJ7MjgyGrntcvlYuazM/ngzQ9o0LABryx5hcu7Xy55LSpMPkchAsvp8jr0uyWc8eTV6O0F5HVqy4Y3H8fWMLxEZquqygszXuCFSS/gdDhpHNeY6bOmM+ziYWWOivZbG9uDms7rk9vYx2zHSLWlkqFm4FSdHvPabDRzrOAYa/etLZHZG37ewKN3PEpOVg5PzniSLgO6lN/Gdrvh7rvhjTcAOP7abLafd4tkdgXJdDRCiHqnIpc7J8WH06VVF/Icni8lU5uqPP/p88x6bBa/rv6VN6a8wcY1G3lixhOcm3huqQMFRdEOSnyh3IMPRdECMi8PPvgARo5E/eorUjpGF5+JLxJiCCEmLIYt6Vs4mneURqGNSoXeySuqA1hMFro37V7qMrL4iPjiDhCtDIWgcC1yGtKQaDW63AVpcgtzS1yG9+fvf/LQrQ+RcSSDyAaRDB41uPhSvYqyWKBbt5KfVViYSp7DRmZ+FRfG+W+0gM1uIzzYRz9gIYSop7yR1zttO7n7pbtp3609bz33FmuXr2XUn6OY+tZURg8YXX5eRzWAaVPh/vtg5kxtjZVdu7Tp3Z54Au66C26/HRo0qND7qWxngaqqJUbOFSm6bHz7ke0cyTvicRQ6VD2zq5PXudm5TBw3kXU/avP6Dh45mOiG0ZLXQghRh50ur//tMBzlnR9pM+Fywrb8wwVXPUrukkXoOnYqng5106FN9BzakzfavsGUu6ZwaP8hbh5+Mxse3sCzk5712BHvqzZ2oOR1URu7UXgjGqoNy81roMRUN6YgEwvfXcirU1/F7XbTsWtHOvfsXH4b2+mEW26B+fO1D+SttwgdewvdTvq8goJUMNpwqg5yCz3XUZ8zWzrhhRD1TkXnkdPplFJ/9E8O2PbN2zPjgxksmrOIGU/PIMQQgl2xa3Of+visbRFPo8ViYrT3V3zmWaeDuXO1jvjPP4dhw3DMmUr0ueeU2l+QLogGpgYczjtM8wbNCTOElXi8aEX1k4PZYrLQLbbbaUP/ZIpS+rM9WdFlePuy9vHTop+Y+exMXE4Xrdq14qW5L6FaVBqHNcZsrNyKOycfqGUVZPHH4fLnoDvdwjinHjAJIYTwHm/ldXxkPDfeeSM9zu3BxHETycnKISg8qOJ53aCBNsXbfffB7Nnw4otw8CA89hg89RTcdBPcc482Sr4MFcrrU5yukRoTFkNqVirHCo7RMLRhqce9kdkVzWtrjpWsLVk8dudjHNx/kGBTMJNfnkz7C9vTNKKp5LUQQtRhFcnrJn3PQen9K1xyCbqdO4nsdwksXIh6ySUlOrDjzo5j4YqFPP3w06xcuhK9SV/72tenCIS8hhOZ/Y/1H+Y+OZcflv0AwGVXXsaj0x/liP1I2W1sux2uvlq7sl6v1zrir7nmv9fWMjurIIudFZjjvT5ntnTCCyHqpaJ55E4N2Pj48i+dOjVgdTodV996Nd3O6UZsXCzGUCNpeWlY061EmaMICwvzvCMvyMqC5GTtrHN0tHZVfGGhduCTlXXKfHhBQdqc8MOGoSxfTvexk/n341kUdOlYYp+hhlAahTViR8YOnG5nqdfMyM8gPiK+VDBXJPQrQ1EUGqgNGDd+HBt+3ABA/8v68+BzD5Kvy8dsNJMYlVjlAzFvLYzj6YBJCCGE93grrwE6dOnAh8s/ZM+uPSQlJhWPsso5mkOzZqUXiivFbNY64seN0+aHf+kl+OsvbZT8zJlwySXaY5dcop0A/0+l8vokp2ukRgZHYjaaOZJ3xGOjviYyW1EUEhskMnvmbN594V1cThfNEpoxddZUopOiJa+FEKKeqFBeW5Jg/XoYPhzWrIHLLqPwmWmkX9G1RF6bI8w8M+sZhl89nI49O5bI66ZNm/qsM74u53XR/rJTs5lw1QQOWw8TZAji7sfvZth1wzhScKTszLbZ4H//g+++086ufPwxDBtWYpOK5jVQrzNbFmYVQtRbRZc79+594ta1a/kLuZQVsG07tSWyQWTxWdt7xt/DmWeeydq1a31Su6pqBzg2m3bJX0iI1t4PCdG+t9kgNVXbrlhwMHz2Gc7e52GwHeeMMfdg2pFSYr+KohATGkO4MZw0W5rHhe6q05iujLCgMPZs34Mx2Mj4qeMZ/8J4XAYX8RHxJUK8sk69XLC6C+NUZUS+EEKIivNmXpvDzXTs2rE4r5cuXUpiYiLPPfccroouumo0wnXXwebNsHIlXHqpNgzs22/hssugdWuYPh0OHapaXv/n5EZqWe8xPiKeSFMk1hyr3zLbYrJwbM8xXE4XvS/pzQufvUDsGbGBk9cuF6xYof08hRBCVFmF8jo6Gr7/XpvaTVUxPfo4HR96EdMp478URaFHnx4EBwXjcDs4mnmUnj17MmTIEA4dOuT12utDXgPkZ+dz2HqYZgnNeHHhi/Qd1bd44VaPmX34MPTtq3XAh4TA11+X6oCvTF4D9bqNLZ3wQoh6rejSqago7evpcu90AWt32TmedZzff/2dlJQUzj//fO644w6ysrK8WrfNpo0wiPZ8xRvR0ZCWpm1XQmgo+q+/Ia9LewzHsjlj9J0E795f8j247Zwbdy6to1qTa8/lcN5hcu251W5MV0RBQUFxODdu3JjFny7mtw2/8cxDz9CneR96J/Sma6znxfQqqjJz0CmKQlJUEmaj2e8HTEIIUZ/5Iq8NOgMrlq3AbrfzyCOP0LNnT5KTkytXVP/+8M03sHMnPPCA1tOQmgqPPgrx8TiHDEf9+huiI0tfXQbl5DUVa6QmNUiid0Jv4iLi/JLZoHWUvPv2u8yfP59vPv+GgR0GBkZep6Zqc/u3bAkDB2onToQQQlRLhfLaaIS334YZM1D1euK//JE2V9yKcf/BUpsW5XXyb8kcOXKEr7/+mnbt2vHWW2/hdru9VneV29cETl4DDB48mA8//JAtm7dw02U30Tuhd9mZvX07nHMObNoEjRrB6tVw8cWl9l+ZvAbqdRtbOuGFEKISKhKwZ8SfwZYtW7j55ptRVZW33nqLtm3bsnDhwuIO5upyOLRbsOcr3jAaT2xzKiUyEuc3X5PbpiWG9Axajbod/f4DJULvzNgz6d60e3Eoe6MxfTrr1q2jc+fOfPTRR8X39e7dmzPPPJPw4HCiQqIIDw6vdhhXdg66ooVx/HHAJIQQomoqOsrqvTnvMXfuXCwWC8nJyfTo0YN77rmHnJycyr1gUpI2V7zVqq3D0qsXuFwYvv6Cs6ZcRs8RccS9fD8h//xRYhhduXldwUZqg5AGdIvtVmOZnZGRwVVXXcUVV1xRfFwTHh7OddddR4QponbndVYWvPsuXHih9jObNg3279fm/fe0mqAQQgjfUBRtgfNvv8VpiST8r39oN+haIv5b2LtIUV6PGDKC5ORkzjrrLLKzs7njjjs477zz+PPPP71STrXa17U0r91uN7NmzaJly5bs3bu3+P5rrrmGBg0alN/G/vlnOO882LtXW/Nm/Xro0cPj61Rljvf62sZWVG/1CNVjOTk5REZGkp2dTUREhL/LEUL42KnznRn1RuwuOxn5GZiN5hKhsXr1am6//XZ27NgBwEUXXcT8+fMrNvdsGVQVDh3SptGzWLSz8qdmZn4+5OZqlwCWtWJ89t5/Ce53MabUfdiaN2XDgudp0KJdiRXXa0JWVhaTJk3ijTfeQFVVOnbsyJ9//olO55vzxLmFuazdt5ZwY7jHOejyHfnk2nPpndC7xBx8qqpWavFZb5Kc8Q75HIWoXyqT12lpadx///0sWLAAgKZNm/L2229z2WWXVfn11a3byHvtXYI+/hBT7tHi+/MT23Ps4lFkXjyKrMZtTpvXWQVZpJyy0FnjsMY1nteqqvLRRx8xYcIE0tLS0Ov1bNiwge7du/vk9byW1w4F5dtvYeFC7aoFu13bUFG0EX033QRDh4LJVO2aJWe8Qz5HIeqX7B1/wciRRP61A1VROHjPTey+61oy7Fml8trlcjFr1iwmTpxIbm4uer2eu+++m5deeqlabbOcHG2GOZNJy+PQ0JJt7Iq0r2tLXgNs27aNcePG8dNPPwHw0EMP8dxzz1XsyW+/DePHg9OpjYRfulQbCV+GquY11L82tnTCe4EcJAhR/1QmYAsLC3n++ed5+umnadSoETt27CA0NLRqr5ulzVWXlgb//KN9f8YZ2uCtkw8GrFZtEZyuXcu/ZF/dtw+1Tx90+/bh6tgB3eqfUMq6Bs/LVFXlgw8+4MEHHyQ9PR2A6667jtdeew1LeRP9euF1Nx3ahDXHSlxE6VFv1hwr8RHxdI3tWmsugZOc8Q75HIWofyrbIF65ciV33nknu3bt4rvvvmPAgAFVe92sE3n97zYHDZO/o8/u94n/Yyk6x4kpcrJbdCZv4Ahi7xiG0rlTmaHtz0YqlG7Mt2vXjvnz53P22Wf77DWrldfZ2bBsGSxerM3Vn59/4rEOHeCaa7RbQoJXa5ac8Q75HIWof7Ky07DfPZ6Y9xcDkNGzMwdnTie+Yy+PeX3gwAHuvfdeFi9ezPXXX8+8efOq/tpZsGsXrFunTYHepIk2nc7JbewKt6/9nNc2m40nn3ySV199FafTSUhICNOnT2f8+PGnH+Rmt8M998Bbb2nfjxwJ772nnZEoRyC2r0E64QOWHCQIUT9VNmBTU1PZv38/ffv2RVVVCrMKmfXWLG647gYaNG1Q/Nyy9nvqau12O2zZojXwY2KgUyft8rmMDDCby169vZSUFOjTRxtef/bZ2kI5Pv5btnXrVu68807WrFkDQJs2bXjjjTe46KKLfPq6RSozOrI2kJzxDvkchaifKpvXBQUFfPHFF4wePRpVVXHZXHzy6Sd06NiBzmd3LvFcT/vOzlbKzOv48CzOz/qS2J8/wfL7CnSuk+aKb9FCG5F96aVw/vleGZldXcePH+fxxx/n9ddfL27MT5o0ifvvv5/gsq7Z96JK5XVKirZg3FdfwU8/aSP4iiQmwv/+B1dfDZ07n35RgSqSnPEO+RyFqJ9UVaXgvdmY7r4fJS8PNSoKZc6cUguBnmzlypW0b9+epk2b4rK52L5tO1t3bGXkmJHo9foS+z5dG9to1JYLyc7WnhMZqcWH3V7J9rWffPrpp9x3330cOHAAgGHDhvHKK6/QokWL0z85LQ2uvFK73F5R4Omn4ZFHKpyXgda+BumED1hykCCEf/n7bHNlObIcFKQU8P6C9xn/8ngahDfgnuvv4e6H70ZpqJQasRcTFkNigyRS/7ZgtZacsjQ3Vzsr/++/2nSmbdpoZ+4TEyt5gPD331qDPyND65Bfvvy0Z7yrY+PGjZx99tnFjfkHHngAo9Hos9fzpDZdLng6kjPeIZ+jEP4VqHl9eNdhut7QleOFxxkxYARPTH2CTj06ecyRRqEx2Pa2JvtIxGnzullIJq3//pLQFV/AihVw0sJphIRo85YPGgT9+kH79j7rOC6Py+Wic+fO/P333wwbNoxXX32V5s2b12gNZea1PhrL+j+0z27lSm0Y48natIERI7TO9y5dauTzk5zxDvkchfAvv+f1zp1w1VVa7zjAbbdp666YzR43L8pre7qdm56+iaW/LKV9UnsmT57M/675Hzn2nAq3sYvyOjNT65du0gTOPVdbRqQ2d8ADTJ06lcmTJ9OyZUtef/11Bg8eXLEnrlqlXR2WlqYN/V+wAKowHV8gta9BOuEDlhwkCOE/nv7Qx4TFkBSVVCv/0DuyHNiSbThtTn7Y8QOTZk1i596dAERFRjH4msFcPOZiWjZtSXBQMIXOQjLyM9DZIynY3Z3Y6HBCTplmTVW1g4SsLG2OutjYstuZqqqd5Xc4wGDQjmOKt920SWvoZ2fDwIHw5Zdlr0xTSTt37mTdunVcf/31xffNmjWLyy67jIRTLgUvGnWoOlQUg4LerPfZQZ/fDzArSHLGO+RzFMJ/Ajmv05xpTJw1kaU/LAVAp9MxbOgw+l/fn6ZtmhIdEl2c2daj2ez+syldmrcixnLqvKfl5HVentaR/NVX2onwgwdLPjcmBuWCC6BvX22htI4d4aQRft6Sl5fH3LlzufHGGzH/19mxevVqCgsLGThwYKntayqzVVXFdmgvrF1L8C+/YvjlV5Q//gC3+8RGQUHaQILLLoPLL4fWrb1ex+lIzniHfI5C+E+tyWu7HR5/HF54Qfu+ZUttapS+fUtsdnJeB0UF8dJHLzHjwxnk5uUC0KFDB4bcPITu/bvTOKJxhdrYqgrHj2vt5vx8bfmQ8v4UldvG9hFVVfn+++8JDg7m/PPPB7SpaN5++23uvPNOQk7pNPCY1243TJ2qLVKuqtp0bYsXQ9u21aorENrXIJ3wAUsOEoTwj1MveTo5UGvjJU+qqmLbZKPAWoApTrvE3OVy8el3nzJ99nRS96cCEGwK5rIrL+PBaQ8SZAgCYPu+NI78cwbntU9Cry8dYi6XNn9d797a/HWeFM1Pm55+4gAhJuaUs/rr1sGAAVpnwPDh8MknWqO2ipKTk3nuuedYvHgxQUFBpKamEhdXep64IiePYig6QDDGGDElmTBYDFWuI9BJzniHfI5C+EddyGuAv3b8xbPvPMs3P31TfF+3Xt146KmHaNW2FQDZx/Ss+qmAti0iaRfTtlTDs0J5fUzlwIqt6L/7lqg/vid6+1r0hfklNwoPh549oUcP7fr47t21+c2r2NA9evQoM2fO5PXXXyczM5NXXnmFe++9t9zn+DSz8/K0OXw2boQNG+DXX0uPdAeto33gQK2H5IILfD6d3ulIzniHfI5C+EetzOtVq7QFtPft074fPx6mT4ewsDLz+ljOMd5Y8AazPpqFLd8GQEyTGMZOGMuwq4YVb1djbWwvcrlcfPbZZ0yfPp0//viDs88+mw0bNpTb0e0pr4PdaYQ+ewe6X37WNrrlFnjtNZ9eDV/b+CNrqt6zIoQQfqSqKimZKdjsthKLf4QYQogzxGHNsZKamVqrFv9w2VzY0+0Yok80TPV6PaMvHc3AfgN56bOX+OaLb0jZncLelL3FHfAA0SHhpDqPccx2nIaRYaX2bbdrgW8oo8176nzywcFQWKhdapeVddL8dueeq42AHzwYliyBG2+E+fPhdIu4nKSgoIDPPvuMd955h59//rn4/gEDBnD8+PEyn3fyKAZDtAFdsA53oZsCawHOLCfm7uZ63REvhBCBqK7kNUDnNp1Z+NJC1m5ayzPzn2H9hvX8+dufmMNPujxecdAgzMzh7CyaNzhOmLFkZlcorzcp2EydiL6pE7nBD7EztxD3r7/R7N8fid+3FsPGX7Xr5b//XrsViY7W5jvv2FG7deigdVI3auSxc15VVX777TfeeecdFi1aVJzRSUlJxMbGlvsZeS2z7Xatc/3vv2H7du3r5s2wY4c2Ku9UbdtqoyD79tWm0WvW7PSvIYQQ4rRqbV5fdJF2UnbCBJg9G2bOhG++gZkzcfUZ4DGvG0Q04PHbH+eay67hmQXPsOKHFaQfTseWYyvexul00shsqZk2thccOnSIefPmMXv2bHbv3g1ASEgIvXr1orCwEFMZ68iUymujQtCSDzC99ii6fBuq2Yzy9tvaminC56QTXggRkGx2G+l56USHRHt8PDokmrS8NGx2G+HB4R63qWmqQ0V1qOiCS3doqzqVXhf2YvBZg0lxphAafeIM9JHDR7j64qtof3ZfCnrcytDBAwk6ZXR6Roa2WrunafJUVTs7b7OVnE8+JET73mrVFqApXun9oovg00/hiivgww8hLAzefLNUA97TZXdr165h6NChHDt2DNBOMlx11VU89NBDdOrUqezPRlUpSCnAaXOWGMWgD9Gjj9NTYC2gILWAoK5BtaaTRgghxOnVtbwGaNeuHbeNvY0J0yaw9e+tNGnWpPixiXfeQ55NR0K7fpxxdVPCYko26quS16bIYBjYhy0d+pAVD107u1D+3qZdvbZxo9YDsHWrtvMff9RuJ+83MhJ3YiuczZNQEhIwJCXgataUcx5/nOR//inermvXrjzyyCOMGDGixGJ2peusYGafqUPJytKGER44cOK2d6924JGaqo1sPHlKmZPFxmpzuffsCeeco436b9CgzLqEEEJUXa3O64gIeOcdbY2PW26B3bth8GB0Q65AGTYFXUPPa5VEREdw2eDLuOOxO/jhhx/od0m/4se+/exb3pv5Hu3P7o+p551cdH73Us/3ahu7Asqa1ubpp59m8uTJuFwuAKKiorjrrrsYP348DRs2LGd/JfNaOXII01N3EfTLCgAcbc6icPo7hA3tgrSwa0bAdMI//fTTfPPNN2zevBmj0UhWVtZpn6OqKpMnT2b27NlkZWVx3nnn8eabb9L6pPkBMzMzueuuu/jqq6/Q6XSMGDGC1157rXgORCFE7eRwO3C4HQQHeZ6z3Kg3Fm9TWygGBcWg4C50ow8p2bg16AzoXXrsQXa69ehGUOiJP88rv1pJVmYW6777knXffcmsGY3o23c4ffteTseOfcnPD8ds1hZj9RTwNpt2eVy05+MpoqO1NVhyc1WU4P/mbxtwAeb330e55hp4+23tCOCFF4pfICsLduxw8ssvv3P8eAHdu19ITAwkJHQiPz+fhIQEbr75Zm666aZyp58pUtaow+LPJ9qAPc2Oy+YiKDxgoqtekrwWQpysruU1gN6px2AwEBkbyaA2g4rvP5p+lN/WbMDtdrMl+ReWL3yWs87qT79+V9Ct2wAMhuZeyWtbvh5zp07Y2rTEcf1Ibc5VdxDKtm1aZ3zRbft21P37UbKzsf6RzE9/JHPdf/sKAloA24ArgbEhIZx35AjKU09powwjIrSehJAQMJnAaNSKVhRUJwRZ84lQHOhUFzjtcDwP5bgNJS+XUFsuSlYm2I6V3cF+MrNZW3i2XTvt1qWLdmvc+PTPFdUimS2EKBIQeT1ggHbF1JQp8Oqr6JZ+ToOV31Fww0M4r70TjCVrL8prNVhlyKghJR77dsm37Evdx77UuSz/eC4JCR3o128EffpcSmJid7Kzg7zfxi5njvSiaW327rWxceP3tG59Jp07tyQpCdq3b4/L5aJXr16MHTuWkSNHElqBaWOK29gWHYZP3iF41jQUWzaqwUjhHZMouOIOXMfBJG3sGhMwn7LdbufKK6+kV69ezJkzp0LPef7555kxYwbz58+nZcuWTJo0iYEDB/L3338XX6pxzTXXcOjQIVauXInD4eDGG29k7NixLFiwwJdvRwhRTQadAYPOQKGzkBBDSKnH7S578Ta1hd6sxxhjpMBagD6uZKPerDdjOW7haORRmoQ0KfHYqJtGEREXwR/f/8HP363h2LEjLF36DkuXvoNeH8Rbb62ib9/zsVjA7XajO2XqGIdDu5W1xqrRCFnHbWzcv4tC46ETC/D0PYN2b84g9Pa74KWXcISGsu2KK/juu5/58stV/Pnnao4fz6Fdu7O44ILf/7vszsLKlRvo1atDuaPoTnW6UYc6ow6nw4nqkGVMajvJayHEyepaXgMEZwUTGxNLpppJOCdGAzaMachnP3/Gx4s+ZsN3G9m9cxcbNixnw4blAIwadRdvvTWjOK8VRSnREK9IXjsccDQ3m39zd5VeNK9jKyxnnYWqquzfv5/vv1/P5598xx/J33Pw6H4AWl5yA0lZuYQd28/zWVZmZx6lgd2urTxntWq309ABpX+S5bBYtGGBzZppt/h4bbLcxERtob3yVpQXPiWZLYQoEjB5bTbDiy/Cddeh3n47yvr1hLw5GffS9yi8ayrOi4YWZ0pZeQ3wwrsvsPizxWz6fhO/rfmNffu2MW/eNubNm4rFEsPy5VbatDF4v419yiK3OTk5/PRTMp988iMbN65i587fcLmc3HTTFKKiJv+3mPtlbNmyhY4dO1bqo1IdKvptyYTPeQj9P38C4GrflYLJb+FOaofOpeLMtksbuwYF3MKs8+bN49577z3tWXpVVWnatCkPPPAAEyZMACA7O5vGjRszb948Ro8ezfbt22nfvj2///47Z511FgDLly/n0ksvxWq10rRp0wrVJAvHCFHzVFVl06FNWHOsJeasK2LNsRIfEV+r5pgFT3Oy6XDb3TgyHOSZ8tgRu4MCYwHRIdEY9UbsLnuJhXDC9GH8+ONqPv74M374YSX79+/l6NEMLJZIACZMmMDnn39Ot27daN26Na1ataJp01YcPpxA06bRREeHl/o80rNy2bx3Fy3PPEhsAzP2PDuHDh0iMiESs9FMryUbuXbCI3wN2E95P+HhFs499xKefHI+QUEGrFatbV2Zy+4AnLlOstdmow/Xexx16Mp34cp1Edk7sl6epQ/EnJG8FkJA3czrIHMQzo5O/sr7q3jxOk+ZfWj3YRYsWMyKFd+SnLyBN998i1tvvQWAP/74gwsvvJDu3bvTvn17WrVqRWxsEseOJdKsWQwxMQ1KnczOz4dDGbmYWibjMmQRqoaSfSSb8KhwCg2FmI1mdqzawaRHJpGZmVniuXq9nk6denHffS/TocPZJ/K6i4qSm6MN58vKguxs7WtOjvaCBQXaV7tdu05eVXHnOyg46EIJC0YXYkQNMkJIKGqYGTU0HHdQKM4gC+aLWxDUvHHZk+nWQYGaM7UtswP1cxQikAVkXrvdON96D90Tj6PLOAyAs/M55I+dREHc2RXOawpg6dKv+OyzL/jppx8488yurF79Q3F7tnPnzuj1es4880xatWpFq1ataNIkif37m9K0aTQWS+n52E9uYzeOCCUvK4/jhccJbhiM2WgmThfH4P6DSUlJKfXcZs1aMmrU3Vx99b1Vbl9z4ADuxyahfDAPRVVRzZEUjnsCxxU3wX/HF9LGloVZvWb37t0cPnyY/v37F98XGRlJz549Wb9+PaNHj2b9+vVYLJbigwOA/v37o9Pp2LBhA8OHD/e478LCQgoLC4u/z8nJ8d0bEUJ4pCgKSVFJZBVkYc2xegzUxKjE2nOA8B+DxYC5u7l4dXKnw4liUDDFm7AkWrCYLKRkppQY3RYfEU9iVGLx2fIBAy5mwICLATh48GBxBzzAxo0b2b17d/FiLadat64A43+X6T333Dg2bPiefLsDuz0XR+Fxjudpi7IFm4JZu2stB3IP8M9VF8OcD7Bv30Yk0LJhO2LPvp5zzrmI887risVyopOg+FJ5G4RXYqrA0406dGQ4MMWb0JsrPrpeBAbJayHqtrqY16ZEEwaLge4F3cvNbEs7C9OmPc60aY+Tk5NTYhTdxo0byc7O5ocffuCHH34o9fpPPDGXIUNuBGDduuW8+OLduFw6Cp02CvKzyc/LL54b9vnZz9Pv0n5Yc6wcK7STmZmJXh9Eo0Ydad36Qnr0uIgLL+xDkyYnGpjFeZ2nEB4ZCZGRpWooi6KquDbZKLAWlJgTvkiBtUDL7CSzjHCvY3yV2ZLXQvhfQOa1TkfQnTfjGDoCx5PPYXx/BkF//Ur4+MGE9LwQnpxCUOPzT5vXmOC6667luuuuxeVycfTo0eL4ys3NZevWraiqyubNm0uVcOaZ/ZkzZ2Xx9yNHdsDlcpFXUEhhYTb2/OPFf9/6XdqP52c/jzXHSq45l7S0NAAiI+Np0aIP7dr14+yz+9GtW8vitnSl29fZ2fDcc9p0Pfn5ABRccCXOR59FjY4psam0sWtene2EP3xYOwvW+JS5BBs3blz82OHDh4mJKflLGBQURFRUVPE2njz77LM8+eSTXq5YCFFZFpOF7k1PE6i1kMFiIKhbEC6bC9WhohgU9GY9iqJgwUK32G7Y7KefNw4oNZroiy++YNOmTfz555+kpKSwa9cudu7cyYEDB1CUINLTg4mO1i6PO3TIyr59/3rcrznCTE5WDtHmaFIOZdD/vve58/PZ9Fv+FmT8w+rYZmwKO4t//9Wmby06ICi6VN5RyakCFUXBlGTCmeWkwFrgcdShKdFUuw76hFdIXgtR99XFvAbtfVU0s08dYXXDDTdw9tlnk5yczM6dO9m1axcpKSmkpu4mJycbpzOa/HwtV48dy2Hfvp0eawwNCyUvNw8Aoz0Gu97MU9PX0rHtWezaFUxEhDaofd8+bZ316uY1SGbXZ77KbMlrIWqHgM3rZhbUt5/B9cDtKNOfQffRewRt+BEG/QgDBmB5+GG6XXABNkfeafNar9eX+BtnNpvZs2cPGzduZPv27ezatas4s9PT07FYorBaKW5j7927o/gkeYn9BulxOp2Atsjt7rRjPPnUN4QYO5CdHU2TJuByaRejbd9+oo1d4bzOzoY339Sm6snI0O477zyck54hP6iTdmVfvkvy2s/82gn/yCOP8Nxzz5W7zfbt22nbtm0NVVQxjz76KPfff3/x9zk5OcTHx/uxIiHqr8o0gGsTRVHKvORLUZQqrzhvsVjo168f/fr1K/XYoUP5HDyoXXHucMCYMdO58uo7OKL7i9YJTYiIiMAcYSbMHIYx2AiA0+Vi/x4XMZGtsUybxcGQIJotmUnfeTeguyuMjfHDOXAA2rTRBrvZ7dpV51W58rwiow4rS1XVgPvdqI0kr4UQ1VUX87ro8apktsFgoEuXLnTp0qXUY0eOOEhNhcxMLa/POKMfc+asJSwqm32F22jeuDnh4eGYI8yEhIagKAqqCunWcBxuHX17tyXIFYzBoGVz48baKDpv5TVIZtdmgZjZktdC1B4BnddtmsN7b8PkR+Hpp+G992DFClixAqVLF8InTICRIysVfoqikJCQQEJCQqnH3G436el2Dhw40caePv0nDKE5ZBq20qZFM8IjwjGHmwkLDyueZs6gM2pt7NiuJDQJZ/NmcDq1ddBPzezT5vXRo/Daa/D661pHPEDbtjB9OgwZQpCiYM5ySF7XEn7thH/ggQe44YYbyt0mMTGxSvtu0kRb2DAtLY3Y2Nji+9PS0ooPdps0aUJ6enqJ5zmdTjIzM4uf70lwcDDBZa2+IISocdXptK5PYmNDaNJEu5TN4QCDoR2qIY5f9quEG8M9LsCTnePCdiyUDok6UBQOPfIaBUdtJK2ZR++Zo8i/6yv+NQzk+HFthF1GhjZnndlctRpPN+qwMrIKskqN4jh1IRxRMZLXQghvkLyumEaNDDRseHJeN8RsbojNnsvafYrHzD6ep+PIEWgQ5SZIF0RoMERFaQ15k0lbGzUjA6/lNUhm11aBmNmS10LULgGf1y1awOzZ8Oij8PLLWmf85s0wZgw8+CDceCPccou2OHg16HQ6mjQx0bjxicy+8MLzUA25/LKfCrWxQ0NL5jWUzOxjx8rI640btZHvCxdqa7eA1vn+yCNwzTUQdKK7V/K69vBrJ3yjRo1o1KiRT/bdsmVLmjRpwqpVq4oPCHJyctiwYQN33HEHAL169SIrK4vk5GS6d+8OwA8//IDb7aZnz54+qUsIIfxJUUrOJaeqZmLCYrQFeAylF+BJzz1GeNAZNDCHas/X67BOno36UB6tNn1K/zeGk3XLcnKTzufYMe3gIDGxelPAnm7UYUVkFWSRfDC5eAGe4KBgCp2FWHOsZBVk0b1pdzlIqATJayGEqFmn5jWA2Vh2ZjsdCsfybLRtZCHUEIqiQFwc5OZqDfvwcG00XW4uXstrrU7J7NpGMlsIIf6TmAgzZ8KTT8Jbb2mjxQ8dgmee0W79+8P118OQIVCNhTmr08Y+Na8jI7V1U/PytKnkYmNPyutjx2DxYnjnHa0Tvkj37vDYYzBsGJy0/kzJGiWvawPPP51aaN++fWzevJl9+/bhcrnYvHkzmzdvxmazFW/Ttm1blixZAmi/YPfeey9PPfUUS5cuZcuWLVx33XU0bdqUYcOGAdCuXTsGDRrErbfeym+//cYvv/zC+PHjGT16dIVWbRdCiLKoqooz14kj04Ez14mqqv4uyaOiBXjMRjPWHCv5jnxcbhf5jnysOVYiQ0OJa9AYu/1EK91sCeLA9A+xdhlMkCOfYXMuI2Tr78THa/lvsfjv/YD22adkpmCz24iLiCPEEIJO0RFiCCEuIg6b3UZqZmqt/ZkEOslrIUSgqQuZnV5wALMpmIbBccUj28LDtTllGzfW5oXPzYWCAmpNXoNktr9JZgshAkmV8zo6GiZO1Hq1P/kELr5Yu//77+HaayEmRuvAXrBA6+iupsq2sU/O6+PHtc54hwOaN4furXOwLFsAl1+ubTB2rNYBbzRqI97XroXff4crriizA94bJK+9I2AWZn3iiSeYP39+8fddu3YF4Mcff+SCCy4AYMeOHWQXzYEEPPTQQ+Tl5TF27FiysrLo3bs3y5cvx1R0jQfw0UcfMX78eC666CJ0Oh0jRoxgxowZNfOmhBB1kuOkOdeKLvcyxhgxJVVtzjVfK28BnpYNEkl1hGO1amfoi5ijjKS9/imG2wbT+O8fuXD6QLjkJxRLJ/+9kf/Y7DbS89KJDon2+Hh0SDRpeWnY7LbAvsyylpK8FkIEkrqS2a2bxNKkMInsI+FgObF9eLh2dXpQkNZ2795du6+2TN0qme1fktlCiEDhlbw2GuHKK7Xb7t0wbx58/DHs2AFffqnddDro0QMGDYIBA6BbN6jCdFmVbWMX5fXxXBe5v/xF+wPf0WLScpRfftEmjC/SubPW+X7jjeCjq548kbz2DkWV0xTVlpOTQ2RkJNnZ2URU4xIWIUTgc2Q5sCXbtNXHow3ognW4C0+sPm7ubq6VjXooe4GVrCxITtbmuSta9d1u1+api9Tb6D31YoJ+/1Vr3f/8M5xxhl/fR2Z+Jmv3rSXWHItOKT0awOV2cTjvML0TehMVEuWHCitPcsY75HMUQpysrmV2drZSZl6bzbVn9PvJ6lpmS854h3yOQoiT+TSvVRW2bIFPP4XPP4e//y75uNEIXbvCOefAWWdpQ9bbtKnwoirltbE3bXCg7kqhafZ2Iv/9ndAtGwjb/juG/NySOznjDBg1CkaPhvbtq/Y+q6mu5TX4J2sCZiS8EELUdqqqUpBSgNPmxBR3YjSQPkSPPk5PgbWAgtQCgroG1crVw8tagMdi0RruKSknVn03GLTL2RMTzQR9twz69dMWu+nfH9as0a6d8xFVPXmxOu345+SP06AzYNAZKHQWelwIx+6yF28jhBCifqqLmV1+Xtd8B/zp8hoks4UQQpTP53mtKNro8s6dYdo02L8fVqyA776DH3+Eo0dhwwbtdrL4eG0B2NjYEzezGUJCtJvRCA4HSmEh4Xa7Ni9cWpoW0GlpWFJSuDA1FcXlKv2ew8JQ+vXTRuMPHAhJSZV/X5UkbeyaIZ3wQgjhJS6bC3u6HUO05+AxRBuwp9lx2VzVXhSlplks2pV4noO5gXaQ0rcv/PMPXHQR6s9rsIXHltvwroqsrNKdCzEx2nFJUedCeQvXAWTkZxAfEY/ZWLHRC0IIIeqeuprZ5ee1ZxXpLK+siuQ1SGYLIYQoX43ndXw83HyzdlNVbdqa9eu125YtsH07HDmiddbv31+tl1LQOtzdrc7A2bEras9zCD6/J0qH9to8cqfwRV6DtLFrUuAcUQohRC2nOlRUh4ou2POCKDqjDqfDieoIzFnATl31vYSYGG1hmz59ICWFgj792fD0TxwPbVhmw7uyTp0WJzgYCgvBatUeK7rMvmghnKyCLKw5VqJDojHqjdhddjLyMzAbzSRGJdbKkY1CCCFqRl3O7HLz+hQV7SyvjIrmtVarZLYQQoiy+TWvFUW7lCwxUZuHvUhGhjaP/P79cOiQdktLg7w8yM/XVle127XR8EajFoRhYdr0rUW3hARo0walWTP0ioL+NKX4Iq+L9itt7JojnfBCCOElikFBMSi4C93oQ0rHqNvuLt6mTmrWjJwlqzD270NI6t+cM3kg/771A8cNkR4b3pWhqtpBh81WcoHYkBDte6sVUlO16foUpfyFcBKjErGYqlCEEEKIOqPeZzaV6yyvqMrmNUhmCyGEKFutzOvoaDj33Bp7OV/kNUgb2x+kE14IIbxEb9ZjjDFSYC1AH1f6AMGR4cAUb0JvPt157sCkqrDT2ZKsKd9z/qTzMf+7iTPuG8zOmd8REhfmseFdUTabdtY/2vNi7ERHa4MPbLYTo/8sJgvdYrt5XAhHCCFE/SaZXfnO8oqoSl6DZLYQQgjPJK99k9cgbWx/8Hw9hxBCiEpTFAVTkokgcxAF1gJc+S5Ul4or30WBtYAgcxCmRJPHgFJVyM2FzEztqxp4V78Xh3jwmW3ZOXMFznAL5j9/IemBYSiFBSVCvLIcDu0WHOz58f/WvcHhKHl/0cJ1USFRhAeHl3twoKoquYW5ZOZnkluYixqIPwQhhBAVUtXMrgt5DZVreFdGVfMaJLOFEEKUJnntm7wGaWP7g4yEF0IILzJYDJi7mylIKcCebsfpcKIYFEzxJkyJJgyW0gvK+Gp+t5p2cojnt+nCrhnf0vrO/kT89j2Jj45i57OLyXQYPDa8T8dg0G6FhdpZ/1PZ7Se2qYqsgqxSl9XFhMWQFJUkl9UJIUQdVdnMrit5DdXrLC+Pr/MaJLOFEKK+kbz2fl6DtLH9QTrhhRDCywwWA0HdgnDZXKgOFcWgoDfrPZ4h9tX8bv5waojndTqHXa98Ret7LsXy81JaPHEdR+/9EIOh8pcKms3agZPVWvIyvCIZGdpC9uYqLMaeVZBF8sFkbHYb0SHRBAcFU+gsxJpjJasgi+5Nu9fbgwQhhKjrKprZdSmvwXcNb1/mNUhmCyFEfSV57f2Ocmlj1zyZjkYIIXxAURSCwoMwRBkICg8qcwqak+d3CwkBne7E/G42mza/W6BcsVUU4hkZJ+6znXUhKc8tRtUH0WjVIs5+9zbMYZV/Q4qijVwwm7WDhPx8cLm0r1ardn9iYuXnwVNVlZTMFGx2G3ERcYQYQtApOkIMIcRFxGGz20jNTK33l80JIURddrrMrmt5DZ4z+2QZGdC4ceUb3r7Ka5DMFkKI+k7yurSq5jVIG9sfpBNeCCH8xBfzu/lz7ruyQjyt+2A23r8AVaej4ZdzUO6/r0qFWSzayIW4OO29HT6sfY2Pr/qIBpvdRnpeOtEhnn8I0SHRpOWlYbNXYZI9IYQQdYKv5mOtjZntjc5yX+Q1SGYLIYQon+R15Ukbu2bJdDRCCOEn3p7frTbMfVcU4qfWETr6So63PE7YnTfAa69py6tPm1al/Xfrph04Fe3bbK76QYfD7cDhdhAc5PmHYNQbi7cRQghRP/liPtbanNnx8VqDvjp1eDuvQTJbCCFE+SSvq75/aWPXDOmEF0IIP/Hm/G61ae67MkO82/XgtsH48fDUU1pH/EMPVXr/iqI91RsMOgMGnYFCZyEhhtI/BLvLXryNEEKI+snb87EGRGZXo7O8iDfzGiSzhRBClE/yuuqkjV0zZDoaIYTwE2/N71Yb574rCvGoKO1r8cHBuHEwfbr274cfhjfeqLmiPDAbzcSExZCR7/mHkJGfQeOwxpiNVVxBTgghRMDz5nysAZXZtYxkthBCiPJIXtcOktdlk054IYTwE2/N7+arue985uGHYeJE7d/jx8P8+X4rRVEUkqKSMBvNWHOs5Dvycbld5DvyseZYMRvNJEYlelxYVwghRP3gzflYAy6zaxHJbCGEEOWRvK4dJK/LJtPRCCGEH3ljfjdfzH3nc9OmaUcsr70GN90EYWHwv//5pRSLyUL3pt1JyUwhPS8dh9uBQWcgPiKexKhELCaLX+oSQghRe3hrPtaAzOxaRDJbCCFEeSSvawfJa8+kE14IIfysuvO7eXvuuxqhKPDKK9qbnjMHrroKQkPh0kv9Uo7FZKFbbDdsdlvxAYLZaK6XZ+eFEEJ45o35WAMys2sZyWwhhBDlkbyuHSSvS5NOeCGEqAWqsxBK0dx3Vqs2P92pMjK0M/8VmfuuRikKvP025OXBokUwYgQsWwYXXuinchTCg724gpwQQog6p7oLlwVsZtcyktlCCCHKI3ldO0helyRzwgshRIDz5tx3NU6vh/ffhyFDoKAALr8cfv3V31UJIYQQPhHQmS2EEELUE5LXwhekE14IIeqAornv4uIgNxcOH9a+xsdr91d07ju/MBjg44+hf39tVPwll8Dmzf6uSgghhPCJgM5sIYQQop6QvBbeJtPRCCFEHeGNue/8xmSCL76AgQPhl19gwAD4+Wdo29bflQkhhBBeF9CZLYQQQtQTktfCm2QkvBBC1CFFc99FRWlfA+rgICwMvvlGO8o5ckQbGb97t7+rEkIIIXwioDNbCCGEqCckr4W3SCe8EEKI2iMyEr77Dtq3hwMH4KKLtK9CCCGEEEIIIYQQAUo64YUQopZTVZXcwlwy8zPJLcxFVVV/l+RbDRvCypXaSji7d2sj4o8c8XdVQgghRLnqXV4LIYQQAUoyW/iDzAkvhBC1WFZBFimZKaTnpeNwOzDoDMSExZAUlYTFZPF3eb7TtCmsWgW9e8M//2hzxP/4o6x+I4QQolaqt3kthBBCBBjJbOEvMhJeCCFqqayCLJIPJmPNsRJuDCfWHEu4MRxrjpXkg8lkFWT5u0Tfat5c64hv3Bg2b4ZLLtFWxBFCCCFqkXqf10IIIUSAkMwW/iSd8EIIUQupqkpKZgo2u424iDhCDCHoFB0hhhDiIuKw2W2kZqbW/cvmzjhDm5qmQQP49VcYMgTy8/1dlRBCCAFIXgshhBCBQjJb+Jt0wgshRC1ks9tIz0snOiTa4+PRIdGk5aVhs9eDkeGdOsHy5WA2a1PSXHkl2O3+rkoIIYSQvBZCCCEChGS28DfphBdCiFrI4XbgcDsIDgr2+LhRbyzepjyqCrm5kJmpfQ3Yk/o9esA330BIiPZ1zBhwufxdlRBCiHpO8loIIYQIDJLZwt9kYVYhhKiFDDoDBp2BQmchIYaQUo/bXfbibcqSlQUpKZCeDg4HGAwQEwNJSQG6vun558OSJXD55fDppxAWBnPmgE7OJwshhPAPyWshhBAiMEhmC3+TngshhKiFzEYzMWExZORneHw8Iz+DxmGNMRvNHh/PyoLkZLBaITwcYmO1r1ardn9Wlu9q96mBA+Hjj0Gvh3nz4J57ZOiBEEIIv5G8FkIIIQKDZLbwN+mEF0KIWkhRFJKikjAbzVhzrOQ78nG5XeQ78rHmWDEbzSRGJaIoSqnnqqp2dt5mg7g4bQYXnU77Ghen3Z+aGsB918OHax3wigIzZ8LEif6uSAghRD0leS2EEEIEBsls4W8yHY0QQtRSFpOF7k27k5KZQnpeOg63A4POQHxEPIlRiVhMFo/Ps9m0y+OiPa83Q3Q0pKVp24WH+65+nxozBvLy4Pbb4dlntUVbH3vM31UJIYSohySvhRBCiMAgmS38STrhhRCiFrOYLHSL7YbNbis+QDAbzR7PzhdxOLRbsOf1ZjAaT2wT0G67TTvKmTBBGw1vNsPdd/u7KiGEEPWQ5LUQQggRGCSzhb9IJ7wQQtRyiqIQHlzx0+kGg3YrLNQujzuV3X5im4D3wAPakvRPPqnND282w003+bsqIYQQ9ZDktRBCCBEYJLOFP8ic8EIIUceYzdoK7Rme15shIwMaN9a2qxMmT4b779f+fcst2sKtQgghRC1X7/JaCCGECFCS2cIbpBNeCCHqGEWBpCTtAMBqhfx8cLm0r1ardn9iorZdnaAo8OKLMHasthLOmDHw1Vf+rkoIIYQoV73LayGEECJASWYLb5DpaIQQog6yWKB7d20F9/R0bW46gwHi47WDA4vF3xV6maLArFnaHPELFsCVV8I338BFF/m7MiGEEKJM9S6vhRBCiAAlmS2qSzrhhRCijrJYoFs3rV+66ADBbK7DZ+f1epg3D44fhy++gCFDYOVKOPdcf1cmhBBClKne5bUQQggRoCSzRXXIdDRCCFGHKQqEh0NUlPa1zh8cGAywaBEMGKB1xl96KWza5O+qhBBCiHLVu7wWQgghApRktqgq6YQXQghRtwQHw5Il0KcPZGfDwIHw99/+rkoIIYQQQgghhBD1lHTCCyGEqHtCQ+Hrr+Gss+DoUejfX5u8TwghhBBCCCGEEKKGSSe8EEKIuikiAr77Djp1gkOHtEVarVZ/VyWEEEIIIYQQQoh6JmA64Z9++mnOPfdcQkNDsVRgyWGHw8HDDz9Mp06dCAsLo2nTplx33XUcPHiwxHYtWrRAUZQSt+nTp/voXQghhKhRUVGwYgW0bg1792od8Wlp/q6qTpO8FkIIIQKDZLYQQghRcwKmE95ut3PllVdyxx13VGj748ePs2nTJiZNmsSmTZv4/PPP2bFjB0OGDCm17dSpUzl06FDx7a677vJ2+UIIIfylSRP4/ntISIB//9UWbc3M9HdVdZbktRBCCBEYJLOFEEKImhPk7wIq6sknnwRg3rx5Fdo+MjKSlStXlrhv5syZ9OjRg3379pGQkFB8f3h4OE2aNPFarUIIIWqZhAStI75PH/jrL7jkEu378HB/V1bnSF4LIYQQgUEyWwghhKg5AdMJ7w3Z2dkoilLqUrvp06czbdo0EhISuPrqq7nvvvsICir7oyksLKSwsLDEfgFycnJ8UrcQQggvaNwYvvgCLr0UfvsNBg2Czz7TFnGt5YryRVVVP1dSMySvhRBCBKL6ltfgncyWvBZCCFHT/JHZ9aYTvqCggIcffpirrrqKiIiI4vvvvvtuunXrRlRUFOvWrePRRx/l0KFDvPzyy2Xu69lnny0eNXCy+Ph4n9QuhBDCB9atg9hYf1dRKbm5uURGRvq7DJ+SvBZCCBHo6kNeg/cyW/JaCCGEv9RkZiuqH0/TP/LIIzz33HPlbrN9+3batm1b/P28efO49957ycrKqvDrOBwORowYgdVqZfXq1SUOEE41d+5cbrvtNmw2G8HBwR63OfVMvdvtJjMzk+joaBRFqXBdp8rJySE+Pp79+/eXW2NtFcj1B3LtENj1B3LtENj1B3LtENj1V7Z2VVXJzc2ladOm6HQ1v5yL5HVp9en3r7YJ5PoDuXYI7PoDuXYI7PoDuXaoXP3+zmsIzMyWvPYskGuHwK4/kGuHwK4/kGuHwK4/kGuHwGhj+3Uk/AMPPMANN9xQ7jaJiYnVeg2Hw8HIkSPZu3cvP/zww2l/ED179sTpdLJnzx7atGnjcZvg4OBSBw8VWU2+oiIiIgLyF75IINcfyLVDYNcfyLVDYNcfyLVDYNdfmdr9OaJO8rps9eX3rzYK5PoDuXYI7PoDuXYI7PoDuXaoeP3+HgEfiJkteV2+QK4dArv+QK4dArv+QK4dArv+QK4dancb26+d8I0aNaJRo0Y+23/RwcHOnTv58ccfiY6OPu1zNm/ejE6nIyYmxmd1CSGEEIFE8loIIYQIDJLZQgghRO0UMHPC79u3j8zMTPbt24fL5WLz5s0AtGrVCrPZDEDbtm159tlnGT58OA6Hg//9739s2rSJr7/+GpfLxeHDhwGIiorCaDSyfv16NmzYwIUXXkh4eDjr16/nvvvuY8yYMTRo0MBfb1UIIYQIWJLXQgghRGCQzBZCCCFqTsB0wj/xxBPMnz+/+PuuXbsC8OOPP3LBBRcAsGPHjuKV1A8cOMDSpUsB6NKlS4l9FT0nODiYRYsWMWXKFAoLC2nZsiX33Xcf999/v+/fkAfBwcFMnjy5zLlta7tArj+Qa4fArj+Qa4fArj+Qa4fArj+Qaz+d+pDXENg/w0CuHQK7/kCuHQK7/kCuHQK7/kCuHQK//vLUh8wO5J9fINcOgV1/INcOgV1/INcOgV1/INcOgVG/XxdmFUIIIYQQQgghhBBCCCHqMv8s2S6EEEIIIYQQQgghhBBC1APSCS+EEEIIIYQQQgghhBBC+Ih0wgshhBBCCCGEEEIIIYQQPiKd8EIIIYQQQgghhBBCCCGEj0gnfA174403aNGiBSaTiZ49e/Lbb7+Vu/2nn35K27ZtMZlMdOrUiWXLltVQpZ5Vpv5t27YxYsQIWrRogaIovPrqqzVXqAeVqX327Nn06dOHBg0a0KBBA/r373/an5WvVab+zz//nLPOOguLxUJYWBhdunThgw8+qMFqS6rs732RRYsWoSgKw4YN822Bp1GZ+ufNm4eiKCVuJpOpBqstqbKffVZWFuPGjSM2Npbg4GDOOOMMv/7dqUz9F1xwQanPXlEUBg8eXIMVn1DZz/7VV1+lTZs2hISEEB8fz3333UdBQUENVSs8CeTMDuS8hsDO7EDOawjszJa8Doy/OZLXwtskr/1H8tp/JK/9J5AzO5DzGupAZquixixatEg1Go3q3Llz1W3btqm33nqrarFY1LS0NI/b//LLL6per1eff/559e+//1Yff/xx1WAwqFu2bKnhyjWVrf+3335TJ0yYoC5cuFBt0qSJ+sorr9RswSepbO1XX321+sYbb6h//PGHun37dvWGG25QIyMjVavVWsOVaypb/48//qh+/vnn6t9//63u2rVLffXVV1W9Xq8uX768hiuvfO1Fdu/erTZr1kzt06ePOnTo0Jop1oPK1v/ee++pERER6qFDh4pvhw8fruGqNZWtvbCwUD3rrLPUSy+9VF27dq26e/dudfXq1ermzZtruHJNZevPyMgo8blv3bpV1ev16nvvvVezhauVr/2jjz5Sg4OD1Y8++kjdvXu3+t1336mxsbHqfffdV8OViyKBnNmBnNeqGtiZHch5raqBndmS15LXVSF5Hfgkr/1H8lryuioCOa9VNbAzO5DzWlXrRmZLJ3wN6tGjhzpu3Lji710ul9q0aVP12Wef9bj9yJEj1cGDB5e4r2fPnuptt93m0zrLUtn6T9a8eXO/HiRUp3ZVVVWn06mGh4er8+fP91WJ5apu/aqqql27dlUff/xxX5RXrqrU7nQ61XPPPVd999131euvv96vnfCVrf+9995TIyMja6i68lW29jfffFNNTExU7XZ7TZVYrur+3r/yyitqeHi4arPZfFVimSpb+7hx49R+/fqVuO/+++9XzzvvPJ/WKcoWyJkdyHmtqoGd2YGc16oa2Jktee0/kteS1/4kee0/kteS11URyHmtqoGd2YGc16paNzJbpqOpIXa7neTkZPr37198n06no3///qxfv97jc9avX19ie4CBAweWub0vVaX+2sIbtR8/fhyHw0FUVJSvyixTdetXVZVVq1axY8cOzj//fF+WWkpVa586dSoxMTHcfPPNNVFmmapav81mo3nz5sTHxzN06FC2bdtWE+WWUJXaly5dSq9evRg3bhyNGzemY8eOPPPMM7hcrpoqu5g3/t/OmTOH0aNHExYW5qsyPapK7eeeey7JycnFl9OlpqaybNkyLr300hqpWZQUyJkdyHkNgZ3ZgZzXENiZLXkteV0VkteBT/LafySvJa+rIpDzGgI7swM5r6HuZHaQ3165njl69Cgul4vGjRuXuL9x48b8888/Hp9z+PBhj9sfPnzYZ3WWpSr11xbeqP3hhx+madOmpQ7YakJV68/OzqZZs2YUFhai1+uZNWsWF198sa/LLaEqta9du5Y5c+awefPmGqiwfFWpv02bNsydO5fOnTuTnZ3Niy++yLnnnsu2bduIi4uribKBqtWemprKDz/8wDXXXMOyZcvYtWsXd955Jw6Hg8mTJ9dE2cWq+//2t99+Y+vWrcyZM8dXJZapKrVfffXVHD16lN69e6OqKk6nk9tvv53HHnusJkoWpwjkzA7kvIbAzuxAzmsI7MyWvJa8rgrJ68Anee0/kteS11URyHkNgZ3ZgZzXUHcyWzrhhTiN6dOns2jRIlavXu33BUAqIzw8nM2bN2Oz2Vi1ahX3338/iYmJXHDBBf4urUy5ublce+21zJ49m4YNG/q7nCrp1asXvXr1Kv7+3HPPpV27drz99ttMmzbNj5WdntvtJiYmhnfeeQe9Xk/37t05cOAAL7zwQo036qtrzpw5dOrUiR49evi7lApZvXo1zzzzDLNmzaJnz57s2rWLe+65h2nTpjFp0iR/lydEwAjEzA7EvIbAz2zJ69pB8lqI+knyuuZIXvtXXcnsQMtrqJ2ZLZ3wNaRhw4bo9XrS0tJK3J+WlkaTJk08PqdJkyaV2t6XqlJ/bVGd2l988UWmT5/O999/T+fOnX1ZZpmqWr9Op6NVq1YAdOnShe3bt/Pss8/W6EFCZWtPSUlhz549XH755cX3ud1uAIKCgtixYwdJSUm+Lfok3vi9NxgMdO3alV27dvmixDJVpfbY2FgMBgN6vb74vnbt2nH48GHsdjtGo9GnNZ+sOp99Xl4eixYtYurUqb4ssUxVqX3SpElce+213HLLLQB06tSJvLw8xo4dy8SJE9HpZPa4mhTImR3IeQ2BndmBnNcQ2JkteS15XRWS14FP8tp/JK8lr6sikPMaAjuzAzmvoe5kthwl1BCj0Uj37t1ZtWpV8X1ut5tVq1aVOKt3sl69epXYHmDlypVlbu9LVam/tqhq7c8//zzTpk1j+fLlnHXWWTVRqkfe+uzdbjeFhYW+KLFMla29bdu2bNmyhc2bNxffhgwZwoUXXsjmzZuJj4+vyfK98tm7XC62bNlCbGysr8r0qCq1n3feeezatav4oAzg33//JTY2tkYb9FC9z/7TTz+lsLCQMWPG+LpMj6pS+/Hjx0sdBBQdqKmq6rtihUeBnNmBnNcQ2JkdyHkNgZ3ZkteS11UheR34JK/9R/Ja8romavfEX3kNgZ3ZgZzXUIcy229LwtZDixYtUoODg9V58+apf//9tzp27FjVYrGohw8fVlVVVa+99lr1kUceKd7+l19+UYOCgtQXX3xR3b59uzp58mTVYDCoW7ZsCYj6CwsL1T/++EP9448/1NjYWHXChAnqH3/8oe7cubPW1z59+nTVaDSqixcvVg8dOlR8y83NrfHaq1L/M888o65YsUJNSUlR//77b/XFF19Ug4KC1NmzZ9f62k/lz5XbVbXy9T/55JPqd999p6akpKjJycnq6NGjVZPJpG7btq3W175v3z41PDxcHT9+vLpjxw7166+/VmNiYtSnnnqqxmuvSv1FevfurY4aNaqmyy2hsrVPnjxZDQ8PVxcuXKimpqaqK1asUJOSktSRI0f66y3Ue4Gc2YGc11WpvzZldiDndVXqP5U/M1vyWvK6KiSvA5/kteR1TdQuee09gZzXVam/NmV2IOe1qtaNzJZO+Br2+uuvqwkJCarRaFR79Oih/vrrr8WP9e3bV73++utLbP/JJ5+oZ5xxhmo0GtUOHTqo33zzTQ1XXFJl6t+9e7cKlLr17du35gtXK1d78+bNPdY+efLkmi/8P5Wpf+LEiWqrVq1Uk8mkNmjQQO3Vq5e6aNEiP1Stqezv/cn83QmvqpWr/9577y3etnHjxuqll16qbtq0yQ9Vayr72a9bt07t2bOnGhwcrCYmJqpPP/206nQ6a7jqEypb/z///KMC6ooVK2q40tIqU7vD4VCnTJmiJiUlqSaTSY2Pj1fvvPNO9dixYzVfuCgWyJkdyHmtqoGd2YGc16oa2JkteS15XRWS14FP8rpvzRf+H8lr/5G89p9AzuxAzmtVDfzMVlRVrpsTQgghhBBCCCGEEEIIIXxB5oQXQgghhBBCCCGEEEIIIXxEOuGFEEIIIYQQQgghhBBCCB+RTnghhBBCCCGEEEIIIYQQwkekE14IIYQQQgghhBBCCCGE8BHphBdCCCGEEEIIIYQQQgghfEQ64YUQQgghhBBCCCGEEEIIH5FOeCGEEEIIIYQQQgghhBDCR6QTXgghhBBCCCGEEEIIIYTwEemEF0IIIYQQQgghhBBCCCF8RDrhhRBCCCGEEEIIIYQQQggfkU54IYQQQgghhBBCCCGEEMJHpBNeCFEjjhw5QpMmTXjmmWeK71u3bh1Go5FVq1b5sTIhhBBCFJG8FkIIIQKDZLYQgUVRVVX1dxFCiPph2bJlDBs2jHXr1tGmTRu6dOnC0KFDefnll/1dmhBCCCH+I3kthBBCBAbJbCECh3TCCyFq1Lhx4/j+++8566yz2LJlC7///jvBwcH+LksIIYQQJ5G8FkIIIQKDZLYQgUE64YUQNSo/P5+OHTuyf/9+kpOT6dSpk79LEkIIIcQpJK+FEEKIwCCZLURgkDnhhRA1KiUlhYMHD+J2u9mzZ4+/yxFCCCGEB5LXQgghRGCQzBYiMMhIeCFEjbHb7fTo0YMuXbrQpk0bXn31VbZs2UJMTIy/SxNCCCHEfySvhRBCiMAgmS1E4JBOeCFEjXnwwQdZvHgxf/75J2azmb59+xIZGcnXX3/t79KEEEII8R/JayGEECIwSGYLEThkOhohRI1YvXo1r776Kh988AERERHodDo++OAD1qxZw5tvvunv8oQQQgiB5LUQQggRKCSzhQgsMhJeCCGEEEIIIYQQQgghhPARGQkvhBBCCCGEEEIIIYQQQviIdMILIYQQQgghhBBCCCGEED4infBCCCGEEEIIIYQQQgghhI9IJ7wQQgghhBBCCCGEEEII4SPSCS+EEEIIIYQQQgghhBBC+Ih0wgshhBBCCCGEEEIIIYQQPiKd8EIIIYQQQgghhBBCCCGEj0gnvBBCCCGEEEIIIYQQQgjhI9IJL4QQQgghhBBCCCGEEEL4iHTCCyGEEEIIIYQQQgghhBA+Ip3wQgghhBBCCCGEEEIIIYSPSCe8EEIIIYQQQgghhBBCCOEj0gkvhBBCCCGEEEIIIYQQQviIdMILIYQQQgghhBBCCCGEED4infBCCCGEEEIIIYQQQgghhI9IJ7wQQgghhBBCCCGEEEII4SPSCS+EEEIIIYQQQgghhBBC+Ih0wgshhBBCCCGEEEIIIYQQPiKd8EIIIYQQQgghhBBCCCGEj0gnvBBCCCGEEEIIIYQQQgjhI9IJ70ctWrTghhtu8HcZogzPP/88bdu2xe1218jrTZkyBUVRauS1qkpRFKZMmeLvMsqVkZFBWFgYy5Yt81sNv/32G0ajkb179/qtBlG//P333wQFBbF161Z/lxLwJJvrBrfbTceOHXn66adr7DVr++/OvHnzUBSFPXv2+LuUcr311lskJCRQWFjotxruvPNOLr74Yr+9vqh/HnnkEXr27OnvMgJObf+7KypGMrs0yeyKk8wWNa06mS2d8OXYtm0bY8aMoVmzZgQHB9O0aVOuueYatm3b5u/S/O6TTz7hnHPOwWKxEB0dTd++ffnmm2+qvL8bbrgBRVGIiIggPz+/1OM7d+5EURQUReHFF18s8diePXu48cYbSUpKwmQy0aRJE84//3wmT55cYrsLLrigeB+n3tq2bVti25ycHJ577jkefvhhdDrtv8nx48eZMmUKq1evrvL7rA9q6nNatmyZxxMC0dHR3HLLLUyaNMmnr1+eiRMnctVVV9G8efMS92/fvp1BgwZhNpuJiori2muv5ciRIxXe79KlS+nWrRsmk4mEhAQmT56M0+kstV1WVhZjx46lUaNGhIWFceGFF7Jp06Zq7bMsc+bMoV27dphMJlq3bs3rr79e4ecWFhby8MMP07RpU0JCQujZsycrV670uO26devo3bs3oaGhNGnShLvvvhubzVZiG5vNxuTJkxk0aBBRUVEoisK8efMqXE9la/LkwIEDjBw5EovFQkREBEOHDiU1NdXjthX97Cqyz/bt2zN48GCeeOKJir/ZACXZ7Nlvv/3GnXfeSffu3TEYDKc9qVud/7ueFOXpLbfc4vHxiRMnFm9z9OjREo999dVX9O3bl5iYGEJDQ0lMTGTkyJEsX768eJs9e/aUmeGKojB9+vQS+1y4cCH79+9n/PjxxfetW7eOKVOmkJWVVa33WtfV1Of0zDPP8MUXX5S6/4YbbsBut/P222/79PXLsnv3bt59910ee+yxUo/Vpsyr7D49qczxgicVPa5xu908//zztGzZEpPJROfOnVm4cGGp7Sr7d6w6NZXFX8da9957L3/++SdLly6t3Buu5SSzPavM73pFc68yJLPrDslsyeyKksyuJZmtCo8+++wz1Wg0qk2aNFEnTpyovvvuu+rjjz+uxsbGqkajUf3888+r/RrNmzdXr7/++uoXW8NmzJihAurgwYPVN998U33llVfUM888UwXUzz77rEr7vP7669WgoCBVr9erH3/8canHJ0+erJpMJhVQX3jhheL7d+7cqVosFjU2NladOHGiOnv2bHXq1KnqsGHD1ODg4BL76Nu3rxoXF6d+8MEHpW5Lly4tse0rr7yiRkREqPn5+cX3HTlyRAXUyZMnV+k9no7D4SjxerVRRd6/rz+nIuPGjVPL+hP2999/q4C6atUqn9bgyR9//KEC6rp160rcv3//frVhw4ZqUlKS+tprr6lPP/202qBBA/XMM89UCwsLT7vfZcuWqYqiqBdeeKH6zjvvqHfddZeq0+nU22+/vcR2LpdLPffcc9WwsDB1ypQp6syZM9X27dur4eHh6r///lulfZblrbfeUgF1xIgR6jvvvKNee+21KqBOnz69Qs8fPXq0GhQUpE6YMEF9++231V69eqlBQUHqmjVrSmz3xx9/qCaTSe3atav65ptvqhMnTlSDg4PVQYMGldhu9+7dKqAmJCSoF1xwgQqo7733XoVqqWxNnuTm5qqtW7dWY2Ji1Oeee059+eWX1fj4eDUuLk49evRoiW0r+tlVZp/Lli1TAXXXrl2Ves+BRLK5bJMnT1YNBoPavXt39Ywzzijz76OqVv//rieAajKZVIvF4vFvWsuWLYtz/MiRI8X3v/DCCyqg9u3bV3355ZfVt956S50wYYLapUuXEj+Hov/fV111lccc37p1a4nXO/PMM9WxY8eWuK/otXbv3l3l91megoIC1W63+2Tf3vDee+9V6P37+nMqEhYWVub/tYceekht3ry56na7fVqDJ/fcc496xhlnlLq/tmVeZfbpSWWOFzypzHHNI488ogLqrbfeqr7zzjvq4MGDVUBduHBhie0q83esujV54u9jrZEjR6p9+vSp1HuuzSSzy1aZ33VAvfjii0+be5UhmS2ZXVmS2ZLZktklVTWzpRPeg127dqmhoaFq27Zt1fT09BKPHTlyRG3btq0aFhampqSklLsfm81W7uPePGhwOBwV+kX1htatW6tnn312iT+y2dnZqtlsVocMGVKlfV5//fVqWFiYOmDAAHXYsGEeX3PEiBGlOuHvvPNONSgoSN2zZ0+p56SlpZX4vm/fvmqHDh0qVE/nzp3VMWPGlLivsp3Lp/v5B6JA6YRXVVX9P3v3Hd5U9cdx/J20SVe6S2mhzLL3VEAUZIsiiExBBH8C4gZBRUEEFHAgKCJLWQ5EUVwIDhAFRNCykVlAKJQWWjrSlbY5vz9iAyHpbklbvq/nydP2znPT5H7uPffcc5s0aaIefPDBUi2DI0899ZSqXr263UHIuHHjlIeHh/r333+tw37++WcFqCVLluS73EaNGqnmzZurzMxM67CXXnpJaTQadeTIEeuwtWvXKkB98cUX1mGxsbHKz89PDR06tEjLdCQ1NVUFBgaqu+++22b4sGHDlJeXl4qPj89z/l27dtl9n9PS0lR4eLhq3769zbR33XWXCg0NVYmJidZhy5YtU4D68ccfrcPS09NVdHS0Ukqpv/76q9CV8IUpkyOvv/66AtTu3butw44cOaJcXFzU5MmTrcMK894VdJlKKWUymZS/v7+aOnVqgbe5PJFsztvFixdVamqqUirv/WNxv7u5AVS/fv2UVqtVX3/9tc24HTt2WE+Erj2hz8zMVD4+Pqp79+4Ol3ltjuec0F/7/czNnj17FKB++eUXm+GFOVHNzs4u8xfGC6s8ndD//fffTrmYbjKZVFBQkJoyZYrN8LKYecXNrMIcLzhS0OOaqKgopdPp1OOPP24dZjab1e23367CwsJUVlaWdXhB92PFLVNunH2stW7dOqXRaPLNsfJAMjtvhfmsAzbfn5IgmV32SWbnTzJbMrs8ZrZUwjswduxYBajff//d4fjffvtNAWrs2LHWYdOmTVOAOnz4sBo6dKjy8/NTLVq0UEpZPrQzZ85UVatWVR4eHqpz587q0KFDDg8arly5op5++mkVFham9Hq9Cg8PV3PmzFHZ2dnWaa4NtXnz5qnatWsrrVar9u7dW+LvhSOVK1e226EppVRISIgaPHhwkZaZUwm/cuVK5ebmpq5cuWIdt3v3bmsr++t3XD179lQ1a9Ys0DoKWgl/6tQpBaiVK1dah+W859e/ciqac8p/8uRJdddddymDwaD69u2rlFLq999/VwMGDFDVqlVTer1ehYWFqWeeeca6w8qR8xm6Vs5B1/r161Xjxo2VXq9XjRo1Uhs3bsxzG3Iq40aOHGk3LjExUbm5ualnn31WKaVURkaGmjp1qmrVqpXy8fFRnp6eqmPHjmrLli128+ZXuZ7f+6SUpQLx/vvvV/7+/srNzU21bt1affPNN3blf+WVV1SdOnWUm5ubCggIULfddpv66aeflFKW99vReq41fvx45efnd8OvyFevXt3h+x4cHKwGDhxoN7xevXqqa9eueS7z8OHDClALFy60GX7+/HkFqJkzZ1qHDRw4UFWuXNlmn6GUUmPGjFGenp4qPT290Mt0ZMOGDQpQGzZssBn+xx9/KEB99NFHec4/adIk5eLiYnPAopRSs2bNUoA6e/asUsryeXV1dVWTJk2ymS4jI0MZDAb1v//9z+Hyi1IJX9Ay5aZt27aqbdu2dsN79OihwsPDrX8X5r0r6DJz3HfffapZs2Z5lrO8kmwuuLwOhIv73c1NTl517txZDRo0yGbcY489ppo2bWr9f+Sc0EdHRytAvfLKK/kuvzAn9C+//LLS6/U2Ldxy1n39K+ekNaf8H3/8sWrUqJFydXVV69evV0pZTnDbt2+vAgIClLu7u2rVqpXNgXyO6z87OSfQ27dvV+PHj1dBQUHK09NT9evXz65S6npffPGFAtTWrVvtxuW07jp48KBSSqn9+/erhx56SNWqVUu5ubmpypUrq1GjRtndLVOQE/r83iellProo49Uq1atlLu7u/L391eDBw+22z8eP35c9e/fX1WuXFm5ubmpqlWrqsGDB6uEhASllHK4juu/dwEBAeqpp57K830qaVu2bHH4vpfFzCtuZhX0eCE3BT2uWbhwoXU/fK1PP/1UAbm2ACzKCX15P9ZKSEhQGo1Gvf322/lvbBknmV1wBa2ET01NLbGKZslsyexrSWbbksyWzM5vmUoVPbNdEXa+++47atasye233+5w/B133EHNmjUd9oE+cOBA6taty6xZs1BKAfDyyy/z6quv0rt3b3r37s2ePXvo0aMHJpPJZt7U1FQ6derE+fPnGTt2LNWrV+ePP/5g8uTJREdHM3/+fJvpV6xYQXp6OmPGjMHNzY2AgIBctykxMZHMzMx8t93d3R2DwZDnNJ07d2bdunUsWLCAPn36kJ6ezoIFC0hMTOTpp5/Odx156d+/P48++ihfffUVDz/8MACffvopDRo0oFWrVnbT16hRg19++YUtW7bQpUuXfJefnZ1t168dgIeHB15eXoClTy/AZn2VKlVi0aJFjBs3jvvuu4/+/fsD0KxZM+s0WVlZ9OzZk44dO/LWW2/h6ekJwBdffEFqairjxo0jMDCQ3bt3s2DBAqKiovjiiy/yLfP27dv56quveOyxx/D29ubdd9/l/vvv5+zZswQGBjqcR6fTcd999/HVV1+xZMkS9Hq9ddzXX39NRkYGQ4YMASz933/wwQcMHTqU0aNHk5yczIcffkjPnj3ZvXs3LVq0yLeMBX2fDh8+zG233UbVqlV54YUX8PLy4vPPP6dfv358+eWX3HfffYDlIbWzZ8/mkUce4ZZbbiEpKYm///6bPXv20L17d8aOHcuFCxf4+eef+eijjxyWpXXr1sybN4/Dhw/TpEmTXMtsNpuJj48v0Pb5+vqi0+lyHX/+/HnOnj1r91k9f/48sbGxtGnTxm6eW265Jd+HyO7duxfAbv4qVaoQFhZmHZ8zbatWrazPMrh2PUuXLuX48eM0bdq0UMssTJlat26NVqtl7969DB8+PM/569Wrh4+Pj105Afbt20e1atU4ePAgWVlZduvR6/W0aNEi33IWRkHL5IjZbObAgQPW/db18//0008kJyfj7e1d4PeuMMu8dhnffPMNSUlJdttR3kk2553NBVXc725+HnjgAZ5++mmMRiMGg4GsrCy++OILJkyYQHp6us20wcHBeHh48N133/Hkk0/m+V7lSE1NdZjjfn5+uLpaDmv/+OMPmjRpYrO/7t+/P8ePH2fNmjXMmzePoKAgwJJbObZs2cLnn3/OE088QVBQEDVr1gTgnXfe4d5772XYsGGYTCY+++wzBg4cyPfff8/dd9+db5mffPJJ/P39mTZtGmfOnGH+/Pk88cQTrF27Ntd57r77bgwGA59//jmdOnWyGbd27VoaN25szbaff/6ZU6dOMWrUKEJCQjh8+DBLly7l8OHD/Pnnn4XqozO/9+m1115j6tSpDBo0iEceeYRLly6xYMEC7rjjDvbu3Yufnx8mk4mePXuSkZHBk08+SUhICOfPn+f7778nISEBX19fPvroI2vGjxkzBoDw8HCbsrRq1YodO3bkW+bU1FRSU1Pznc7FxQV/f/88p/njjz/QaDS0bNnSZnhZzLziZFbO/AU5XnCkMMc1e/fuxcvLi4YNGzos5969e+nYsWOu5SyoinCs5evrS3h4ODt27GD8+PH5bHHZJpldMpmdY+XKlbz//vsopWjYsCFTpkzhgQceKPZyJbPtSWZLZktmS2bnt0woRmYXqsr+JpCQkKAAayvm3Nx7770KUElJSUqpq1chr7+dITY2Vun1enX33XfbtMh98cUX7a4gzpw5U3l5edn1S/TCCy8oFxcX69WxnCvLPj4++V6VzdGpUyeHVzCvfxXkdr6YmBjVtWtXm/mCgoLs+sAujJyW5EopNWDAAOuVr+zsbBUSEqKmT5/u8Ir6oUOHlIeHhwJUixYt1NNPP62+/vprlZKSUqj34NpWGFOmTFGASk5Otpk/r25Wclpmv/DCC3bjrm/xrpRSs2fPVhqNxubWm9xawuv1eps+nvfv368AtWDBArvlXuvHH39UgPruu+9shvfu3VvVrl3b+ndWVpbdrZdXrlxRlStXVg8//LBdeYrTHU3Xrl1V06ZNba7Ums1m1aFDB1W3bl3rsObNmzu82+Ja+V1tzbnS7egZA9fKrfW+o9evv/6a57J++eUXh+95Tqvs1atX280zadIkBeR59TrnNkNHV8jbtm2r2rVrZ/3by8vL7v+m1NUWAZs2bSr0Mh15/PHHlYuLi8NxlSpVUkOGDMlz/saNG6suXbrYDc+5Ar148WKl1NWWJY5aUg0cOFCFhIQ4XH5RWsIXtEyO5HzuZ8yYYTcup0XB0aNHlVIFf+8Ks8wcOa0Udu3alfuGlkOSzQ/lu6xr5bV/LO53Nzf81yotPj5e6fV6ayujDRs2KI1Go86cOWPXqk4pSws4QHl5eam77rpLvfbaayoiIsJu+fntq3fu3GmdNiwsTN1///12y8jrlm1AabVau5Y/StnnuMlkUk2aNLHbX+TWqq5bt242n7Px48crFxcXawuz3AwdOlQFBwfb3PobHR2ttFqtzX7B0XHGmjVr7Padxb21/cyZM8rFxUW99tprNsMPHjyoXF1drcNzno3iqOXhtfK6tV0pSwslDw+PPJehVO4tAa9/1ahRI99lDR8+XAUGBtoNL4uZV5zMUqrgxwuOFOa45u6777Y57syRkpKS67GzUoVvVVdRjrV69OihGjZsmGs5ywPJ7IfyXda18vusd+jQQc2fP1998803atGiRapJkyYKUO+//36h1nMtyWzJbMns3ElmS2bnt8wcRclsaQl/neTkZACbloWO5IxPSkqymfbRRx+1me6XX37BZDLx5JNP2lzVfOaZZ5g1a5bNtF988QW33347/v7+NleMu3Xrxpw5c/j9998ZNmyYdfj9999vczU4L3PnzuXKlSv5TlelSpV8p/H09KR+/fqEhYVxzz33kJyczLx58+jfvz/btm2jTp06BSpTbh544AEGDhzIxYsXOXToEBcvXsz1Sn/jxo3Zt28fM2fO5Pvvv2ffvn288847GAwG3n77bUaPHm0zfc2aNVm2bJndcsLCwqy/x8XF4erqWqQWDOPGjbMb5uHhYf09JSWFtLQ0OnTogFKKvXv3Ur169TyX2a1bN5srzc2aNcPHx4dTp07lOV+XLl0ICgpi7dq13HPPPQBcuXKFn3/+mYkTJ1qnc3FxwcXFBbC05k1ISMBsNtOmTZtCPW07P/Hx8WzZsoUZM2aQnJxs/a4B9OzZk2nTpnH+/HmqVq2Kn58fhw8f5sSJE9StW7dI68u5cu6o9cW1QkJCCvxU8ubNm+c5Pi4uzmbdOdLS0gBwc3Ozm8fd3d06jaPxBZk/KSnJZtr81lPYZeZWpmvvsLh+/pzl5zV/SZQzv/UURkHLlNu8kP//OOdnQd67wiwzR0E/9+WNZHP+2VxQxf3u5sff359evXqxZs0ahg8fzqeffkqHDh2oUaOGw+mnT59OgwYNeP/99/nxxx/ZuHEjL730Ei1btuSTTz6xa4kzZswYBg4caLecRo0aWX+Pi4vLt/WUI506dbJZTo5rc/zKlStkZ2dz++23s2bNmgItd8yYMTafs9tvv5158+bx77//2txRd73BgwezZs0atm7dSteuXQFYt24dZrOZwYMHOyxfeno6RqORdu3aAbBnz55cW6IW1ldffYXZbGbQoEE234WQkBDq1q3Lr7/+yosvvoivry8AP/74I71797beGVhY/v7+pKWlkZqamucyRowYUaBWWde+T7nJ7bNTFjOvOJlV3PkLc1xT3HIWVEU51vL39y/Ru/ycQTK75DIbsGtd/PDDD9O6dWtefPFFRo4cWaB9W24ks+1JZktmS2ZLZue3zBxFyWyphL9OzgHAtRWEjuR2cFGrVi2bv//9918Au4rESpUq2e0wTpw4wYEDB3I9EIiNjc1zXXlp3bp1gafNz8CBA3F1deW7776zDuvbty9169blpZdeyvNWrYLo3bs33t7erF27ln379tG2bVvq1KnDmTNnHE5fr149PvroI7Kzs/nnn3/4/vvveeONNxgzZgy1atWiW7du1mm9vLxs/i5Jrq6uNpX5Oc6ePcvLL7/Mt99+a3fglpiYmO9yHVXS+/v753sQ6Orqyv3338+nn35KRkYGbm5ufPXVV2RmZtocCACsWrWKuXPncvToUZvbLAvzGcvPyZMnUUoxdepUpk6d6nCa2NhYqlatyowZM+jbty/16tWjSZMm9OrViwcffDDPA5/rqf9uX83vlj53d/cS/0zkrDtHzkFERkaG3bQ5t3rmdaCR3/zXzuvh4VGg9RRmmbmV6fpbgAs7/40oZ2EUtEy5zQsF+x8X9L0ryuemoJ/78kayueQU97tbEA888AAPPvggZ8+e5euvv+aNN97Ic/qhQ4cydOhQkpKS2LVrFytXruTTTz+lT58+HDp0yHqQDJb/WUH22dfvhwsit//d999/z6uvvsq+fftsvo8F/Z5dn+M5n7H8crxXr174+vqydu1a6wn92rVradGiBfXq1bNOFx8fz/Tp0/nss8/sPo8FOc4oqBMnTqCUyvXieE5XArVq1WLChAm8/fbbfPLJJ9x+++3ce++9DB8+3HqyXxAF3Z/Vrl2b2rVrF3i5BV3vtcpi5hUns4o7f2EzrzjlLKiKcqyllCr3GS6ZXbr0ej1PPPEEjz76KBEREcXuGkIy25ZktmS2ZLZkdn7LzFGUzJZK+Ov4+voSGhrKgQMH8pzuwIEDVK1a1a5Pp+J8KM1mM927d+e5555zOP7anXdh1xUfH5/rjuj6Zea1sz116hSbNm1i6dKlNsMDAgLo2LFjgfoBy4+bmxv9+/dn1apVnDp1ildeeaVA87m4uNC0aVOaNm1K+/btufPOO/nkk08KXcEaGBhIVlaWXV/LBSn39f1MZWdn0717d+Lj43n++edp0KABXl5enD9/npEjR2I2mwu0XY4U5GBlyJAhLFmyhI0bN9KvXz8+//xzGjRoYNOi++OPP2bkyJH069ePSZMmERwcjIuLC7NnzyYyMjLfdRRUzrZOnDiRnj17Opwm5y6KO+64g8jISL755ht++uknPvjgA+bNm8fixYt55JFHCrS+nAOlnL7xcpOdnc2lS5cKtMyAgIBcr6oD1j76rz9ICw0NBSA6OtpunujoaAICAnK9ynv9/Nf3FRcdHW3toy1n2tzWA1db5xRmmbmVKTs7m9jYWIKDg63DTSYTcXFx+bYCCg0N5fz584Uqp6NpS7K1UUHL5EjO/7Cg731B3rvCLDNHQT/35Y1kc97ZXBjF/e4WxL333oubmxsPPfQQGRkZDBo0qEDz+fj40L17d7p3745Op2PVqlXs2rXLrn/V/AQGBhaoteL1HP3vtm3bxr333ssdd9zB+++/T2hoKDqdjhUrVvDpp58WaLlFzXE3Nzf69evH+vXref/994mJiWHHjh12LT8HDRrEH3/8waRJk2jRogUGgwGz2UyvXr0KdJxRUGazGY1Gw8aNGx1u07V3EM6dO5eRI0dac/ypp55i9uzZ/Pnnnw4bLDhy5coVPD098/1OGY1GjEZjvstzcXHJt8Vrbp+dsph5xcmsnPkLky/Xz5tXOa89rgkNDeXXX3+1O1EtaDkLqqIca125cqXcZ7hkdslldm5yPk8Ffa5VXiSzbUlmS2ZLZktml2Zma/Of5OZzzz33cPr0abZv3+5w/LZt2zhz5oy1i4+85NzKdeLECZvhly5dstthhIeHYzQa6datm8NXft2W5KV///6Ehobm+8rvwaoxMTGApeLyepmZmWRlZRW5jNd64IEH2Lt3L8nJydYHiBZGzsMUHH3Z8tOgQQMATp8+bTO8KK1SDh48yPHjx5k7dy7PP/88ffv2pVu3biV+m2Ju7rjjDkJDQ1m7di2XL19my5Ytdq3g161bR+3atfnqq6948MEH6dmzJ926dbN7GE9B5fY+5Vzx1ul0uX7Gr73oERAQwKhRo1izZg3nzp2jWbNmNhdk8vt/5Pz/rr8t8nrnzp0r0HcjNDTU+tDe3OT22alatSqVKlXi77//tpunIA+/zRl//fwXLlwgKirKZv4WLVqwZ88eu4O4Xbt24enpaT35KMwyC1Omv//+G7PZXKD5jx8/bndb165du2yW36RJE1xdXe3WYzKZ2LdvX6EeHJyfgpbJEa1WS9OmTR3+j3ft2kXt2rWtn++CvneFWWaO06dPo9Vq7U4yKwLJ5pJR3O9uQXh4eNCvXz+2bt1K9+7di1ShVNwcv34/DEXL8S+//BJ3d3d+/PFHHn74Ye66665Su6POkcGDB3P58mU2b97MF198gVLKJsevXLnC5s2beeGFF5g+fTr33Xcf3bt3L1Yrs9zep/DwcJRS1rsMr3/l3E6fo2nTpkyZMoXff/+dbdu2cf78eRYvXpzvenKcPn063wwHeOuttwr0PWrbtm2+y2rQoAFXrlyxa41YFjOvOJmVM74gxwuOFOa4pkWLFqSmpnLkyJEilbOgKsqxVkE/92WdZHbpyumWtKBd6eRFMrvkSGZLZoNkdkHczJktlfAOTJo0CQ8PD8aOHWvt4zlHfHw8jz76KJ6enkyaNCnfZXXr1g2dTseCBQtsrp5e/2R2sFwV3blzJz/++KPduISEhGJVcM+dO5eff/4531durQZy1KlTB61Wy9q1a222Jyoqim3bttk9mbqo7rzzTmbOnMl7771HSEhIrtNt27bN4VPqc56mXL9+/UKvu3379oD9ly+nb7OEhIQCLyvnqvO175VSinfeeafQ5SoKrVbLgAED+O677/joo4/Iysqyq4R3VMZdu3axc+fOIq0zt/cpODiYzp07s2TJEocHaNe2Rr/+e2cwGKhTp47NrUFeXl4O15MjIiICX19fGjdunGd5c/qEL8grvz7hq1atSrVq1RyGyf3338/333/PuXPnrMM2b97M8ePHbfpKzMzM5OjRozbvUePGjWnQoAFLly61uQC2aNEiNBoNAwYMsA4bMGAAMTExfPXVV9Zhly9f5osvvqBPnz7WK8qFWaYjXbp0ISAggEWLFtkMX7RoEZ6entx999026z969Cipqak25czOzra5qyYjI4MVK1Zw6623Wq8++/r60q1bNz7++GOb25o/+ugjjEajw34mi6qgZQJLN1NHjx61m/+vv/6y+f8fO3aMLVu22JSzMO9dQZeZIyIigsaNG5d6CyxnkGwuGYX5/BXHxIkTmTZtWq7djwGkpqbmmjUbN24Eip7jhw4dsrudNL/ccMTFxQWNRmOznzxz5gxff/11octVFN26dSMgIIC1a9eydu1abrnlFptb8B1lODj+LBdUbu9T//79cXFxYfr06XbrU0pZv5dJSUl234umTZui1Wrtcjyv/8WePXvo0KFDvuUdMWJEgb5Hn3zySb7Lat++PUopIiIibIaXxcwrTGY5UtDjBYDIyEi7uyMLelzTt29fdDod77//vnWYUorFixdTtWrVAv2PC6q8H2slJiYSGRlZou+Js0hmlwxHd+smJyczf/58goKCSqyLHMnskiGZLZkNktkFddNmdqEe43oT+fzzz5VOp1OhoaFqypQp6sMPP1RTp05VVapUUXq9Xn355Zc20zt6eniOyZMnK0D17t1bvffee+p///ufqlKligoKCrJ5wnRKSopq1aqVcnV1VY888ohatGiReuutt9RDDz2kvLy8rMvOedr4m2++WarvQW4eeeQRBag777xTLViwQM2aNUuFhYUpFxcX9dtvv9lMW6NGjQI92TpnG/PiaLvvvvtuFRISoh577DG1ePFitXjxYjVmzBjl7u6uAgIC1KlTp6zTdurUSYWFhamPPvrI4etaTZo0UUOHDrUrQ6NGjVRISIhauHChWrNmjTp48GCe5TeZTCo8PFwFBQWp1157TS1YsEB17txZNW/eXAFqxYoV1mlzPkPX4r8n11/v+qe550zbqVMnu2m3b9+uAOXt7a2aNm1qN3758uUKUPfee69asmSJeuGFF5Sfn59q3Lix3f8OUNOmTct3vbm9T4cPH1b+/v4qMDBQvfDCC2rp0qVq5syZqnfv3qpZs2bW+YODg9WgQYPU66+/rpYtW6bGjh2rNBqNevLJJ63TfP755wpQDz74oPr444/VmjVrbMrQpEkTNXz4cLvtLW1PPPGEqlq1qjKbzTbDz549qwIDA1V4eLh699131axZs5S/v79q2rSpzZO/cz7n1/9/v/vuO6XRaFSXLl3U0qVL1VNPPaW0Wq0aPXq0zXRZWVmqXbt2ymAwqOnTp6uFCxeqxo0bK29vb3X06NEiLTO3Mi1cuFABasCAAWrZsmVqxIgRClCvvfaazXQ5n+1ff/3VZvjAgQOVq6urmjRpklqyZInq0KGDcnV1tduPREREKDc3N9WyZUu1aNEi9dJLLyl3d3fVo0cPu/d/wYIFaubMmWrcuHEKUP3791czZ85UM2fOVAkJCdbpVqxYYfcdLEyZOnXqZPd9TUpKUuHh4So4OFi98cYbat68eapatWqqSpUqKjY2tkjvXWGWaTKZVEBAgJoyZYrd+1JRSDbn7syZM9bP+q233qoA69+rV6+2mbagn79ff/3V4X7fkdzy6lrX/z8uXbqkANWuXTv1yiuvqA8//FDNnTtX3X777QpQ/fr1s86b8/4OHTrUYYb/8ccf1mn//vtvBagff/zRZv27d++2/s9Xr16t1qxZo4xGY57l37x5swLU7bffrhYtWqSmT5+ugoODVbNmzez2Addnc85+5q+//rKZLud9vXafmNs+SSnLcZfBYFAajUbNnTvXbvwdd9yhPD091UsvvaTef/991a9fP+txxrX/u5x1nD59Os/15vU+zZ49WwGqQ4cO6o033lCLFi1Szz33nKpbt671s79+/XpVtWpV9cwzz6j3339fvfvuu6pt27ZKp9OpnTt3WtfTu3dv5eXlpebOnavWrFmj/vzzT+u4nP/hL7/8Yre9pSkjI0MFBgaqyZMn240ri5lX0GU6KlNhjhccHc8X9LhGKaUmTZqkADVmzBi1bNkydffddytAffLJJzbTFWY/5iiHy/OxllJKrVu3TgHq5MmTduPKI8ns3BX0sz5t2jTVvHlzNWXKFLV06VI1ffp0VaNGDaXRaNTHH39ss0zJbMlsyeyrJLNr2AyTzC47mS2V8Hk4cOCAGjp0qAoNDVU6nU6FhISooUOHWisUr5XXQUN2draaPn26Cg0NVR4eHqpz587q0KFDDitSk5OT1eTJk1WdOnWUXq9XQUFBqkOHDuqtt95SJpNJKeX8g4bMzEy1YMEC1aJFC2UwGJTBYFB33nmn2rJli920QUFBql27dvkus6iV8Dt27FCPP/64atKkifL19VU6nU5Vr15djRw5UkVGRtrMn/PFz+11rbffflsZDAaVmppqM/yPP/5QrVu3Vnq93iYo8yr/P//8o7p166YMBoMKCgpSo0ePVvv37y/RSvjk5GQFqCFDhthNazabVbVq1RSgXn31VYfjZ82apWrUqGENkO+//1499NBD+VbC57be3N4npZSKjIxUI0aMUCEhIUqn06mqVauqe+65R61bt846zauvvqpuueUW5efnpzw8PFSDBg3Ua6+9Zv0OKGXZmT755JOqUqVKSqPR2Lx3R44cccqBgFJK7dmzRwFq27ZtduMOHTqkevTooTw9PZWfn58aNmyYunjxos00uYWMUpaDpBYtWig3NzcVFhampkyZYvOe5IiPj1f/+9//VGBgoPL09FSdOnWyO6AszDIPHjyoAPXCCy/Yzb906VJVv359pdfrVXh4uJo3b57dBYjcDm7S0tLUxIkTVUhIiHJzc1Nt27ZVmzZtcljObdu2qQ4dOih3d3dVqVIl9fjjj6ukpCS76WrUqJHrd/zag9gFCxYowG59BS2TowMJpZQ6d+6cGjBggPLx8VEGg0Hdc8896sSJEw63qSDvXWGWuXHjRgXkur6KQrLZsZyTREcvRxdoC/L5++677xSgFi9enO/6i3JCn5mZqZYtW6b69etnzSBPT0/VsmVL9eabb6qMjAzrvDnvb26v6/9nzZo1U//73//syjBz5kxVtWpVpdVqbfYLeZX/ww8/VHXr1lVubm6qQYMGasWKFQ4zuzgn9Lntk5RS6ueff1aA0mg06ty5c3bjo6Ki1H333af8/PyUr6+vGjhwoLpw4UKBTuhzW29u75NSSn355ZeqY8eOysvLS3l5eakGDRqoxx9/XB07dkwppdSpU6fUww8/rMLDw62NIu688067TD569Ki64447lIeHh93/8Pnnn1fVq1d3uE8sbU899ZSqU6eOw3FlLfMKusxnn31WaTQadeTIEZvhBT1eyK1RTUGOa5Sy7G9zjjX1er1q3LixXQWiUoXbj7Vu3VqFhIQUqUxl8VhLKaUGDx6sOnbs6HAZ5ZVktmMF/az/9NNPqnv37tbzJj8/P9WjRw+1efNmu2VKZltIZktm55DMtiWZXTYyWyrhRak5fPiwAtT333/v7KIUWkJCggoICFAffPCBs4tSIBs2bFAajUYdOHDgplhvfp5++mnVsmVLpxwIKKVUly5dnNIKv7QsXLhQeXl5OQzp8mrgwIGqbdu2zi5Gierbt69NKyQhimvSpEkqLCzMroVMebB69Wrl7e2trly54uyiFIiz9kllcV+Ynp6uQkJC1Pz5852y/sjISKXT6ZxyIb+0tG3bVg0YMMDZxSgxSUlJytXVVb333nvOLkqJiY6OVu7u7urrr792dlFEOSWZfeNIZl8lmV3yJLPLvuJktlTCi1Lz3nvvqfbt2zu7GEU2Z84cVb9+fZWdne3souRr4sSJDrvPqajrzcvly5eVl5eX2rBhg9PK8OeffyqdTqfOnDnjtDKUpAEDBji8za+8MpvNqlKlSna3vZZn//zzj3JxcXHYskyIomrTpo1asmSJs4tRJNnZ2apx48YO7wAra5y1Tyqr+8JFixapatWqObUi6dFHH1XdunVz2vpLUmJiotLr9eqff/5xdlFKzPfff69q1Khh0/K2vHv++efLXOWaKF8ks28MyWxbktklSzK7fChOZmuUuu4pDUIIIYQQQgghhBBCCCGEKBFaZxdACCGEEEIIIYQQQgghhKioyl0l/MKFC6lZsybu7u7ceuut7N69O9dpO3fujEajsXvdfffd1mlGjhxpN75Xr143YlOEEEKICk0yWwghhCj7JK+FEEKI0ufq7AIUxtq1a5kwYQKLFy/m1ltvZf78+fTs2ZNjx44RHBxsN/1XX32FyWSy/h0XF0fz5s0ZOHCgzXS9evVixYoV1r/d3NxKbyOEEEKIm4BkthBCCFH2SV4LIYQQN0a5agn/9ttvM3r0aEaNGkWjRo1YvHgxnp6eLF++3OH0AQEBhISEWF8///wznp6edgcIbm5uNtP5+/vfiM0RQgghKizJbCGEEKLsk7wWQgghboxy0xLeZDIRERHB5MmTrcO0Wi3dunVj586dBVrGhx9+yJAhQ/Dy8rIZvnXrVoKDg/H396dLly68+uqrBAYG5rqcjIwMMjIyrH+bzWbi4+MJDAxEo9EUcsuEEEKIvCmlSE5OpkqVKmi1Zf/6eVnJbMlrIYQQN5Lk9VWS10IIIcoyZ2R2uamEv3z5MtnZ2VSuXNlmeOXKlTl69Gi+8+/evZtDhw7x4Ycf2gzv1asX/fv3p1atWkRGRvLiiy9y1113sXPnTlxcXBwua/bs2UyfPr3oGyOEEEIUwblz5wgLC3N2MfJVVjJb8loIIYQzSF5LXgshhCgfbmRml5tK+OL68MMPadq0KbfccovN8CFDhlh/b9q0Kc2aNSM8PJytW7fStWtXh8uaPHkyEyZMsP6dmJhI9erVOXfuHD4+PqWzAUWQkAD79kFKCgQEgF4PJhPEx4OXF7RoAX5+zi2jEEKI/CUlJVGtWjW8vb2dXZQboqQyW/JaCCHEjSR5bVFR8xoks4UQoqJwRmaXm0r4oKAgXFxciImJsRkeExNDSEhInvOmpKTw2WefMWPGjHzXU7t2bYKCgjh58mSulfBubm4OHyzj4+NTZg4SlIITJyw/69WzHRcUBFFRcPkyVKsGcoefEEKUD+XlluyyktmS10IIIZxB8tpWRchrkMwWQoiK6EZmdtnvqO4/er2e1q1bs3nzZusws9nM5s2bad++fZ7zfvHFF2RkZDB8+PB81xMVFUVcXByhoaHFLrMzGY0QGwu5dW0fGAgxMZbphBBCiJIkmV1wktdCCCGcRfK6cCSzhRBCFEe5qYQHmDBhAsuWLWPVqlUcOXKEcePGkZKSwqhRowAYMWKEzUNlcnz44Yf069fP7kEwRqORSZMm8eeff3LmzBk2b95M3759qVOnDj179rwh21RaMjMtLwcNCgDLbXM50wghhBAlTTK7YCSvhRBCOFOFzuvsbDh5ErZsKZHFSWYLIYQojnLTHQ3A4MGDuXTpEi+//DIXL16kRYsWbNq0yfogmbNnz9o90fbYsWNs376dn376yW55Li4uHDhwgFWrVpGQkECVKlXo0aMHM2fOdHg7XHmi01leGRng4WE/3mS6Oo0QQghR0iSzC0byWgghhDNV6LyOjYW6dUGrhbQ0Sy15MUhmCyGEKA6NUko5uxDlXVJSEr6+viQmJpaZPuuUgj17LP3SOXrIb1SUpa+6li2lvzohyhulFFlZWWRnZzu7KKKEuLi44Orqmmt/dGUxZ8qjsvg+Sl4LUXFJXldMOp0OFxcXh+PKYs6URyX2PioFPj6W/mGOHIEGDYpVLslsISouyeyKpyyeY5erlvCi4DQaCA+3PL09KsrSP13Ok9vj4sBggNq15eBAiPLGZDIRHR1Namqqs4siSpinpyehoaHoi9lKS5QvktdCVEyS1xWXRqMhLCwMg8Hg7KKI/Gg0lpbwe/fC8ePFroSXzBaiYpLMrrjK2jm2VMJXYH5+0Lo1REZa7sTLzLTcGletmuXgwM/P2SUUQhSG2Wzm9OnTuLi4UKVKFfR6/Q19krcoHUopTCYTly5d4vTp09StW9futm9RsUleC1GxSF5XXEopLl26RFRUFHXr1s21RbwoQ+rVu1oJXwIks4WoWCSzK6ayeo4tlfAVnJ8ftGpluQMv5wDBYJCr80KURyaTCbPZTLVq1fD09HR2cUQJ8vDwQKfT8e+//2IymXB3d3d2kcQNJnktRMUheV2xVapUiTNnzpCZmSmV8OVBvXqWnydOlNgiJbOFqDgksyuusniOLZXwNwGNBry9nV0KIURJKQtXcEXJk/+rkLwWomKR/XrFJC0ky5m6dS0/S6glfA7JbCEqFsnsiqms/V/LVmmEEEIIIYQQQgghSkJOS/gSroQXQgghCksq4YUQQgghhBBCCFHx5LSEv3DB0n+MEEII4SRSCS+EEKLMq1mzJvPnz3d2MYQQQgiRB8lrUeYEBEBQkOX3kyedWxYhhChDJLNvPKmEL6eUguRkiI+3/FTK2SUSQgghxPUkr4UQQggnK0C/8JLXQgghSps8mLUcSkiAyEiIjb36NPbgYAgPtzypXQgh8qOUItuYjcpUaHQaXAwu8qAxIUqY5LUQorgkr4UoAfXqwc6dcOKEw9GS10KI4pK8FgUhLeHLmYQEiIiAqCjL09hDQy0/o6IswxMSnF1CIURZl5mQiXGPkcTtidaXcY+RzITMUlnf0qVLqVKlCmaz2WZ43759efjhh4mMjKRv375UrlwZg8FA27Zt+eWXX0qlLELcKJLXQojikrwWooTk8XBWyWshRHHd6LwGyezySirhyxGlLFfojUYICwMPD9BqLT/DwizDT52SW+eEELnLTMjEGGEkPSodF28X9KF6XLxdSI9KxxhROgcKAwcOJC4ujl9//dU6LD4+nk2bNjFs2DCMRiO9e/dm8+bN7N27l169etGnTx/Onj1b4mUR4kaQvBZCFJfktRAlKJdKeMlrIURxOSOvQTK7vJJK+HLEaLTcIhcY6Hh8YCDExMhD34UQjimlSI9MJ8uYhXuYOy4eLmi0Glw8XHAPcyfLmEX6qXRUCZ9p+Pv7c9ddd/Hpp59ah61bt46goCDuvPNOmjdvztixY2nSpAl169Zl5syZhIeH8+2335ZoOYS4USSvhRDFIXktRAnLpU94yWshRHE4K69BMru8kkr4ciQz0/Jyc3M8Xq+/Oo0QQlwv25iNKdaELlDncLwuUIcpxkS2MbvE1z1s2DC+/PJLMjIyAPjkk08YMmQIWq0Wo9HIxIkTadiwIX5+fhgMBo4cOSJX6UW5JXkthCgOyWshSlidOpaf8fEQF2cdLHkthCgOZ+Y1SGaXR1IJX47odJbXf98vOybT1WmEEOJ6KlOhMhVaN8e7fq1ea52mpPXp0welFBs2bODcuXNs27aNYcOGATBx4kTWr1/PrFmz2LZtG/v27aNp06aYTKYSL4cQN4LktRCiOCSvhShhXl6W/mXA5uGsJZrXu3fDk0/C5s3Sf40QNwln5jVIZpdHrs4ugCg4g8HylPaoqKvHENeKi4Nq1SzTCSHE9TQ6DRqdBnOGGRcPF7vxZpPZOk1Jc3d3p3///nzyySecPHmS+vXr06pVKwB27NjByJEjue+++wAwGo2cOXOmxMsgxI0ieS2EKA7JayFKQd26lmA+fhzatQNKMK9//x1694aUFHjvPWjYEJ54AkaMkLAXogJzZl6DZHZ5JC3hyxGNBsLDLTkeFQVpaZCdbfkZFWUZXru2ZTohhLiei8EFfbCezDjH99RmxmWir6zHxWB/AFEShg0bxoYNG1i+fLn1Cj1A3bp1+eqrr9i3bx/79+/ngQcesHvKuxDlieS1EKI4JK+FKAU5D2e9piV8ieT1tm1XK+CbNLG0uj9yBB5/HOrXh/PnS3e7hBBO4+y8Bsns8kYq4csZPz9o3dpypT45GS5etPysVs0y3M/P2SUUQpRVGo0G93B3XA2upEelk52WjcpWZKdlkx6VjqvBFffa7mhKqWawS5cuBAQEcOzYMR544AHr8Lfffht/f386dOhAnz596Nmzp/UKvhDlleS1EKKoJK+FKAU5lfDXPZy1WHm9bRvcdZelAr5HD0uXNOfPw7vvQvXqcOECvPxyaW2REMLJnJ3XIJld3mhUaTym9yaTlJSEr68viYmJ+Pj43JB1KmV5SntmpqWPOoNBWtQJUdGlp6dz+vRpatWqhbu7e5GXk5mQSXpkOqZYEypTodFp0FfW417bHZ2fdFLtLHn9f52RMxWR5LUQ4kaQvK7YJK9LX6m8j99/D336QIsWsHev3ehC5/WBA9Chg6UCvnt3+OYb8PC4Ov7PP6F9e8tC9u+Hpk1LZjuEECWqJDJb8rrsKmuZLX3ClzEnTpzAaDTSsmXLPKfTaMDb+wYVSghRoej8dLi2ciXbmG09SHAxuJTqFXohKhqTycQPP/xAv3798pxO8loIUVSS10KUjI0bN9IxNBRvsHRHo5RdDXuh8/qllywV8F262FfAg6Xf+QEDYN06eP55+OGH4m6GEKKMkrwWBSXd0ZQhhw8f5rbbbqNXr16cPHnS2cURQlRgGo0GV29XdAE6XL1d5QBBiELIysqib9++3HfffSxevNjZxRFCVGCS10IUz4cffsjdd99N/+eeI0OrtVScR0cXb6H791ta1mu1sHixfQV8jtmzwdUVNm6EzZuLt04hRJkmeS0KQirhy5Bq1aoRFhZGbGwsPXr0ILq4BwdCCCGEKHGurq7ccsstADz22GN8+eWXTi6REEIIIRxp3rw5Xl5e/LJlCw95emIGu37hC232bMvPgQOhbt3cp6tTB8aNs/w+aRLIQxGFEOKmJpXwZYiPjw8bN24kPDyc06dP07PnXZw5k0hysuWOOSGEEEKUDa+88gpjx45FKcUDDzzAN9/8KnkthBBClDFt2rRh/fr16HQ61hqNPA0Y9xwremYfPw6ff275/cUX859+6lTw8bH0Q79mTRFWKIQQoqKQSvgypnLlyqxb9xOBgZU5eHA/ffr0ZcuWdPbsgYQEZ5dOCCGEEGC55fS11xbSpcv9mEwmhg7ty6pVeyWvhRBCiDKmW7duLF78ERrgPWDqBx+xfTtFy+zXX7fU3t9zDzRrlv/0lSrBCy9Yfp86VVrDCyHETUwq4cuYhASIi6vNSy9twsvLh0OHfuOdd0Zw9qyZiAg5sRdCCCHKgoQE2LfPhUcf/ZiWLTuTlpbMtGm9iYg4I3kthBBClCEJCVCjxmCe7zAQgPlHdvD77yuIiqJwmX32LKxebfn9pZcKXoCnn7a0hj99GnbuLEzRhRBCVCBSCV+GKAWRkWA0wh13tGDu3K9xddVx6dJZAgKSMRrh1Cm51V0IIYRwpmvzunZtd+bN+5o6dZqSkZEC/Ct5LYQQQpQR12b2qAcfZfJ/w89HHSYsjMJl9ltvQVYW3HkntGtX8EJ4ekLfvpbfc7qyEUIIcdNxdXYBxFVGI8TGQmCg5e82be7kvfd+okmTW3B398TFBWJiLNN5ezu3rEIIIcTN6vq8Nhh8effdjVy5con69VuQliZ5LYQQQpQF12Z2SuCtzHRx5fbsLMIGjMOEZXiBMvvSJVi2zPJ7YVrB5xg8GD76CL74At5+G1xcirI5QgghyjFpCV+GZGZaXm5uV4e1adMZd3dPAPR6iIo6TWamkwoohBBCCId5HRxclfr1WwCWvD5//l/S07OdU0AhhBBCALaZbfbwIrVZe+4CfHZv/m+KDC5ePJ//OfaHH0J6OrRpA126FL4g3buDnx9ER8P27YWfXwghRLknlfBlhFKKdHMyaeYk4pNTUNfdD6eUYtGiaTz2WAN27/7dSaUUQgghhKurIlOlEpuYSIrJPrMjIv5gwoRWTJv2rJNKKIQQQghH59jJbbsC4P3XZozGRJ5++i6mTu1CUlJc7gvKzobFiy2/P/EEaDSFL4xeD/fdZ/lduqQRQoibklTClwEJ6Qnsid7DvvjtnM/ey45jRzl6+SjJGcnWaZRSHD16iKwsEw880I9jx445scRCCFE4nTt35plnnimx5Y0cOZJ+/fqV2PKEKKiE9ASOJ+/hvNmS1/su7rPL7FOnokhOjmfRond4Z/ZseO89ePllWLQI1q+HXbssremEEKKMkbwWFUVu59gxLdoD4P3XFtJTjZw7F8n588d58MF+pOeWzRs3wr//QkAADBpU9EINHmz5uW6dpW95IYQoBsns8kcq4Z0sIT2BiAsRRCVF4ePmTYuG3gT66vnnZBL7zh0jITWZtDS4cEHL1Kkf07ZtO65cuULvdu2IrVMHqlaF4GDLAUFICAwfbgl1o9HZmyaEKMOUUiRnJBOfFk9yRrJdS14hhL2czD6fHEXdcC1Vg3wwXvbjbNwlDl88QmxCMlFR0KvXIGY8+jQA4198ka+ffBJmzoTHHoP+/S0Pc6tZE954A5KSnLtRQogyTfJaiMLL6xx7m483WR5e6BIuoz92mVmzNuDt7cP27dsZNWoUZrPZfoHvv2/5+fDD4OFR9IJ16WLphD42Fn77rejLEUKUOZLXoiCkEt6JlFJExkdiNBkJ8wnDQ+eBr5+iectsGoV7E5+YyYHIGJKSFNXCFJ0u/8D3ehdqA6cSErg3MpK0CxcsD4m5csXyRJlPPoGBAyEoCAYMgBMnnL2ZQogyJqdl0Paz262vPdF7SEhPKJX1jRw5kt9++4133nkHjUaDRqPhzJkzHDp0iLvuuguDwUDlypV58MEHuXz5snW+devW0bRpUzw8PAgMDKRbt26kpKTwyiuvsGrVKr755hvr8rZu3VoqZRcix/WZHRykp3GzDKqHaTCoUC5cNHMy+iJhoVncvmQ4Uxa/w1hAAQ9oNOy+7z7o1w9uvdWS0TEx8PzzUKMGTJ0qlfFCCDuS10IUXn7n2JdT4FydNgDUPbuZAQOasH79V7i6uvLZZ58xdepU2wVGRsKmTZbfH320eIXT6SwX40G6pBGiArnReQ2S2eWVVMI7kdFkJDYllkCPQJvh3r7ZNGiWRsfboGrjM7RoHkfL90fj9dAAgnfsYCMQoNOxC3iwa1fM+/fDkSOWq+kTJ0J4OGRkwJdfQpMmMGUKpKY6ZRuFEGXLtS2DvPXehBpC8dZ7E5UURcSFiFI5UHjnnXdo3749o0ePJjo6mujoaLy9venSpQstW7bk77//ZtOmTcTExDDov1t8o6OjGTp0KA8//DBHjhxh69at9O/fH6UUEydOZNCgQfTq1cu6vA4dOpR4uYW4lqPMzsnrFrcYue02qNLoFE2Xj0P/xSdoXFx4b9Ag7mrXjjSl6LNjB2fmzYM//4QLF2DlSmjQABIS4NVXoXVr2LfPWZsnhChjJK+FKJqCnGMndqkPQNVjm/Hzg65du7Js2TIAZs2axYcffnh1xiVLQCno1ctynl1cOV3SfPkl+T8NVghR1jkjr0Eyu7xydXYBbmaZ5kwyzZm4ubrZjdNowM/XBXPiBSoNnIJm5y7QamHSJOo99hhf//sv3bp148vNm9kcE0P37t0tJ/N33GG5vX3/fpg82XLV/rXX4KOPLLfR3X23E7ZUCFEWXN8yKIeHzoMwXRhRSVGcij9Fy9CWaIrywKlc+Pr6otfr8fT0JCQkBIBXX32Vli1bMmvWLOt0y5cvp1q1ahw/fhyj0UhWVhb9+/enRo0aADRt2vRqmT08yMjIsC5PiNKWW2ZrNOBlMOPuqcUw7xP0Sz6yDPzsM1wHDGBtcjJ33HEH+/btY/r06axYscLSEu6hh+DBB+Hrr2H8eDh50tJNzTvvwJgxRXvomxCiQpC8FqLoCnKOndC5IbwDmt9/t1SE63SMHDmSU6dOMXPmTJ5//nkGDhyIj04HORXyjz1WMgXs1MnSnWxsLGzZAj17lsxyhRA3nLPyGiSzyytpCe9EOq0OnVZHRlaG4/EH/6HTwInodu4CX1/YsAHmzIHq1bn99ttZvnw5q1evtlTAX0ujgRYt4IcfLA+Aq14dzp6Fe+6B2bMtV/JzoZQiKzmLzPhMspKzpB8rISqQ3FoG5Qj0CCQmJQajqfSfKbF//35+/fVXDAaD9dWgQQMAIiMjad68OV27dqVp06YMHDiQZcuWceXKlVIvlxC5yS+zfb/4lkZvf2T5Y/58S5dwgLe3N9999x1PPPEE7+f0KZtDq7Xclr53L/TpY7mL7dFHYdiwAt3BJpktRMUkeS1E0eWX16ZsE2kN62IOCrQ8R233buu46dOn8+yzz/Lbb7/h4+MDX3wB8fGW8+nevYtcJpu8TgMlXdIIUSGUpbwGyezyQCrhncigNxDsFUxcWpzdOP3Z8zQe8gQeFy6h6tWDXbsst8BdY9iwYTz44IO5r0CjsfQ/e+QIPP64ZdiLL8KoUWAy2U2emZCJcY+RxO2J1pdxj5HMBLlNToiKIK+WQQB6F711mtJmNBrp06cP+/bts3mdOHGCO+64AxcXF37++Wc2btxIo0aNWLBgAfXr1+f06dOlXjYhHMkrsw07/qbuc3MAUBMnwlNP2YwPCwtjwYIFeOT2MLeAAPjmG3jzTXBxgTVrLHeuJSfnWh7JbCEqLslrIYour7wGiEuLo7J3KJo7u1gGbN5sHafRaHjrrbdo3LixpeHaggWWEY8+asnnInCU12nN/qvQ37gxzwZyQoiyrSzlNUhmlwdSCe9EGo2G8IBwDHoDUUlRpGWmkW3OJj05gWqPTECflEJW61Zo/vwT6tfPc1kXL16kd+/eHD9+3H6kpye89x4sXGg5eFi1iqyuXbgSdZKk9CSS0pOIuRhD9K5o0s6l4eLtgj5Uj4u3C+lR6Rgj5KReiIqgIC2DcqYpaXq9nuzsbOvfrVq14vDhw9SsWZM6derYvLy8vADLPvK2225j+vTp7N27F71ez/r16x0uT4jSlltmp2WkEPrSLLRZ2ZgG3Y/m9dfzXI7ZbGbKlCksyDmxv7oCy3NdtmwBb2/YuhXVowfJMeeIT4snOSMZs9lMckayZLYQFZzktRBFl2teZ6YRlRSFQW+gdkBtNF27Wma4phLexsqV/P733/TXajHl1fANS0v35IzkAud1SqWWKDcPiI6Gw4dL+B0QQtwozsxrkMwuj6QS3sn83P1oXaU1YT5hJJuSuZhykbAZ8/A7HIk5MADXr9aDv3++y3nqqafYuHEjffr0yf12kscew7h+LdneXrhu3wFdu7Jm2/us2LuCDbs28EfMHxz1PkqyazIarQYXDxfcw9zJMmaRfipdbnMXopwrUMsgr8oY9IYSX3fNmjXZtWsXZ86c4fLlyzz++OPEx8czdOhQ/vrrLyIjI/nxxx8ZNWoU2dnZ7Nq1i1mzZvH3339z9uxZvvrqKy5dukTDhg2tyztw4ADHjh3j8uXLZMqDrcQN4CizPTb9gs+Jsyhvb/SLl1m6mMnDd999x2uvvcYzzzzDjz/+aD/BHXfA5s2Y/f3Q/Pkn5i53snv/D2w6uYlPD37KxhMb2RqxVTJbiApM8lqI4nGU18mmZKr5VKN1ldb4uftBTiX8zp2QkmK7gJgYUiZMYACw3mxm3LRpueZqQnoCe6L3sP3sdraf3V6wvK7lS2bj9gAoR8cCQohywZl5DZLZ5ZFUwpcBfu5+tAptRcfqHemy8yI1Pt2A0mjQfvyJpf85LHepJSdbuqRLTra/a+3dd9+1Pmxh8ODBZGVl2a0nIT2BXY39+O2T2aRX8sf/+FnuHv8+6Zcvczn+Mi7eLpxPP8++xH0kZCZY59MF6jDFmMg2yhUxIcqzArcMKoUHQk6cOBEXFxcaNWpEpUqVMJlM7Nixg+zsbHr06EHTpk155pln8PPzQ6vV4uPjw++//07v3r2pV68eU6ZMYe7cudx1110AjB49mvr169OmTRsqVarEjh07SrzMQjhybWZ3rHYbLZZvAEDzxBPg759vXt97772MGjUKs9nM4MGDOXr0qN06EprW5a+P3yA90BfffyLp+NBU4s4d559L/3Au7hz6ZD2+/r6S2UJUUJLXQhSfTV7/92oZ2tJSAQ8QHo6qXh0yM0neuN02s8ePxyshgdXh4Wi1WpYvX868efPs1pGQnkDEhQiikqLw1ntj0Bs4n3S+QHmd3cFyEUBt/Kl03wghRKlxZl6DZHZ5pFHSVKrYkpKS8PX1JTEx0fIAl6I6cgTatrVciZ8yBWbOBCAhASIjLQ9Q/+/h7QQHQ3g4+PldnX3fvn3cdtttpKam8uSTT/Luu+9axyml2BO9h6ikKKp6V+Xizp/p+vBMPJLTiG7dkOUP30+lKtWob6jPhYwLhLmH0dy3ORqNBpWtMF004dvRF11A6dxGI4TIX3p6OqdPn6ZWrVq4u7sXeTkJ6QlExkcSmxJLpjkTnVZHZa/K1A6offXERNxwef1/SyxnbnIl/j7+/DP06AEeHvDvvyToKhUorzMyMujWrRvbt2+nTp067Nq1i4CAAMA2r8Njs6g3aBz6mEtcaFKD35ZN5ZwxDu9z3jQMa4hWq+V8+nnJbCHKGMnrik3yuvTdiPcxIQGyRjxM0HcrSKrWiMNPLUV/523UP7URw6Deljvbdu9m/rZtjB8/Hq1Wy3fffUfv/x7Qem1eh/mEoZTi6OWjxKTEUNmrMhcuXcgzrzUn/sEwtB3K3R3NlStQjH2FEKLoSiKzJa/LrrKW2dISvqzIyIABAywV8F26wCuvAJaDg4gIiIqydBEbGmr5GRVlGZ6QcHURLVq04KOPPgJgwYIFLFmyxDru2qc2p2alcqqaFz8tGE+mpzuhEUcY8sHXJCZdJi07jQBdALEZsRizLU9wNpvMaHQaNLrSuXonhLix8m0ZJIQomNdes/wcM4YEXaUC57WbmxtffvklNWrU4OTJkwwcONB6u+e1eZ1RpyYHPnqTdG8Pqhz6l46T38df500CCaSmpwJIZgtRgUleC1E6cs6xD3Z9hkyfAHzO/UP7SR2p9NwoXJ4cZ5nomWegdWuefvppHnnkEcxmM0OGDOHwf324X5vXAKlZqcSnx+Pn5geAn4dfnnmdVbUe5sAQNOnpsH37jdx8IUQJk7wWBSWV8GWFmxtMmmRpLvfpp+DiglKWFvBGI4SFWRraabWWn2FhluGnTtne6t6/f39effVVAJ544gm2bt0K2D61OcucRZY5i8QW9dn6zgSy9TrC9x7izuXryVJZ6LV6slSW9QnOmXGZ6CvrcTEU7YnwQoiyR6PR4O3mTYBHAN5u3qV2i5wQFdb27fDbb6DXo56dWOi8Dg4O5ttvv8XLy4stW7Ywfvx4wDavAZLqVOOb1x8mW6+j2tY93LHgc/BUpCemA0hmC1HBSV4LUbKuPcf26diMw18d41K/RwCovmUlHjH/khFaA/XKdMDyHVy4cCGdOnUiOTmZe++9l7i4OLu8zjnH1rla7kJz83IDL3LP6/gsa5c0/CRd0ghR3klei4Iod5XwCxcupGbNmri7u3Prrbeye/fuXKdduXKl5Vava17X336glOLll18mNDQUDw8PunXrxokTJ0p7MxwbOdLSJU3lyoDlwCA2FgIDHU8eGAgxMZbprvXiiy8ydOhQ6tatS9WqVQHbpza7al1x1bqSmZVJTNuGbHv9cZRGQ5vf/iZs3SbS09JxxRVthpb0qHRcDa6413aXnYgQQohCqdCZndMKfuRIjH5hRcrrZs2a8emnn+Lh4cGtt94K2OY1gKvWlZhW9fj1tdGYtRrqf7mVTpt+x83TDVOsSTJbCCFEsVXovL7O9efY2X5BnJ2yjKMrdpJavyVmvRsHHl+KkasPUtTr9axbt45atWpx66234uHh4TCvc86xATKzM3Gv5J5nXmv69LCs4Oefb+h7IIQQwjnKVSX82rVrmTBhAtOmTWPPnj00b96cnj17Ehsbm+s8Pj4+REdHW1///vuvzfg33niDd999l8WLF7Nr1y68vLzo2bMn6enppb05jumu9t+amWl5ubk5nlSvvzrNtTQaDR9++CE7d+6kbt26gO1Tmz1dPQlwDyAhIwGAqDtbs2N0TwCarVqC5u+d+CX54ZHqgXs1dwytDej8pF9ZIYQQBVehMzsiAjZtAhcXeP75Iuc1WB7UeurUKR588EHANq8Ba2bv71CbvyY/BECHlT9SJ+og+mA9l5MuS2YLIYQosgqd1w7kltkpTdtx5OMI9vwUR3TTHnaZHRQUxM6dO/nkk0/w9PTMNa9zzrETMxKpFFiJwEaBuea1a99eloXv22e5Wi+EEKJCK1eV8G+//TajR49m1KhRNGrUiMWLF+Pp6cny5ctznUej0RASEmJ9Vf6vlTlYrtDPnz+fKVOm0LdvX5o1a8bq1au5cOECX3/99Q3YorzpdJZXRobj8SbT1Wmu5+Hhga+vr/Xvffv2Udu/tuWJ7cnnCfQMxN3VnbNJZzmbdJb9o+7mYs/b0GZlcef7C2nRIBi/2/0wtJSTeSGEEIVXoTP7++8tP4cOhdq1i5XXACEhIdbfY2NjcU91x6A3EJUURXpWOqHeobhoXPimcyh7B3cCoM7kGWSm7KVyi8o069xMMlsIIUSRVOi8diDPzNZoSHfxyjWzK1eubL3TTClFytkUh3n9z6V/cNW4EuoVSpZHFvFV4h3ndXAwtGxpWfgvv5TeRgshhCgTyk0lvMlkIiIigm7dulmHabVaunXrxs6dO3Odz2g0UqNGDapVq0bfvn2tD1IBOH36NBcvXrRZpq+vL7feemuey8zIyCApKcnmVRoMBksux8U5Hh8XZ+m5xmBwPD7Hu+++S5s2bVg4dyGtq7QmzCcMgACPAAx6A946b/y9AjgwZwJpDcJxuxxP4LjRuOqz5XZ2IYQQhVZWMrvU8nraNNi50/oQ9ZLK6wMHDtC2bVtGDB5BQ7+GhPmEkWxKJiUzhao+VWkU3IjIyY9yqX0zXFLT6PjUm9zqX5dKoZVw9XaVzBZCCFEoFT6vHSiJzE5PT2fgwIF079Sd7LPZDvO6ik8VUrJSSDYlU923OreE3+I4r3v81yWN9AsvhBAVnquzC1BQly9fJjs72+YqO1iuRh89etThPPXr12f58uU0a9aMxMRE3nrrLTp06MDhw4cJCwvj4sWL1mVcv8yccY7Mnj2b6dOnF3OL8qfRWJ7TmpAAUVGWfuv0ekuLurg4y4FB7dqW6fLi4eGB2Wzm5ZdfpkWLFtx9990YTUYyzZm4aiwfgSyVhU6rw/27TdC2LezaBS+9BG+9VerbKYQQomIpK5ldqnndrp3115LKa19fX9LS0tizZw/PPfUcq1evJiUzhUxzJjqtDi+dFymZKWR93gZzx264/fsvbiPHwg8/gGu5OaQTQghRRtwUeX2dkshsvV6PUgqTycTIB0by999/U696Pbu8zvnboDfkfqG8Rw94/XVLJbxS+R8sCCGEKLfKTUv4omjfvj0jRoygRYsWdOrUia+++opKlSqxZMmSYi138uTJJCYmWl/nzp0roRLb8/OD1q0hLAySk+HiRcvPatUsw/387OdRSpGckUx8WjzJGck88sgjjBs3DqUUw4YN48SJE9anNvu4++Dj7nP1Cc516sCqVZYFzZ0rV+SFEELcEKWR2eUtr6tXr84XX3yBi4sLn3zyCe+++641r73dvNFqtXi7eeMfVgftt9+Cp6flYW5TppTadgkhhBDXKu95DcXP7JTMFFatWkXjxo2Jjo5m4MCBuGnc7PLaeo6dV8X6bbeBh4elEIcOldYmCyGEKAPKTbOpoKAgXFxciLnugSUxMTE2fanmRafT0bJlS06ePAlc7YM1JiaG0NBQm2W2aNEi1+W4ubnhltvT10qBnx+0amV5kntmpqV/OoPB8UXyhPQEIuMjiU2JtV55D/YK5pU5r3DgwAF27NjBfffdx59//om3t7fjFd57L4wbB4sWwUMPwYEDUKlSqW6jEEKIiqOsZHZ5zOsW7Vowd+5cnnnmGSZOnEjz5s2588477RfQrBmsWAGDB1ta0HXqBHfdVerbKIQQouK4WfMaSiazV322iq4du/LHH3/w9NNPs2jRosIXxM3NkuGbNlkawDVtWuxtE0IIUTaVm5bwer2e1q1bs3nzZusws9nM5s2bad++fYGWkZ2dzcGDB60HA7Vq1SIkJMRmmUlJSezatavAy7xRNBrw9oaAAMvP3A4OIi5EEJUUhbfem1BDKN56b6KSojh4+SAffvwhVapU4Z9//uGhhx7CbDbnvsK33oJGjSxX5B9+2HJrnBBClAM1a9Zk/vz51r81Gk2xHwRWEsu4mdzMmV3cvI64EMGIMSMYPnw42dnZDBo0iH///dfxygYNgscft/w+YgScP196GyaEECVM8tr5bua8huJndoJnAktXLkWj0bB48WI++OCDohUkp//8X38t+sYIIUQpkswuGeWmEh5gwoQJLFu2jFWrVnHkyBHGjRtHSkoKo0aNAmDEiBFMnjzZOv2MGTP46aefOHXqFHv27GH48OH8+++/PPLII4DlH/7MM8/w6quv8u2333Lw4EFGjBhBlSpV6NevnzM2sciUUkTGR2I0GQnzCcND54FWo8VD50GYTxhGk5EUfQrr1q1Dr9ezfv16vvvuu9wX6OkJa9ZYOsj7/ntLq3ghhCiHoqOjuauALYRfeeUVh620CrMMYSGZ7VhB8vr0ldMsWbKEli1bcvnyZSZNmpT7At96C1q2hMuXYehQyMq6cRsjhBAlSPLaOSSvc1eQzK5zSx1mzJgBWN7L+Pj4wq8o546333+XHBdClAuS2UVTbrqjARg8eDCXLl3i5Zdf5uLFi7Ro0YJNmzZZH/py9uxZtNqr1xWuXLnC6NGjuXjxIv7+/rRu3Zo//viDRo0aWad57rnnSElJYcyYMSQkJNCxY0c2bdqEu7v7Dd++4jCajMSmxBLoEehwfKBHIDEpMXRs1ZFFixaRlpbGvffem/dCmzWz3OI+fjw8+yx07w5165ZC6YUQwpbJZEKv15fIsgp6O3VpL+NmI5ntWEHzum5gXdavX8+0adN45513cl+guzt8/rnlnvpt2+CVV+DVV0un8EIIcR3J6/JP8jp3Bc3sJ599kujoaEaMGEFAQEDhV9S8uaV/nIQE2LMHbrmlWOUWQghHJLPLACWKLTExUQEqMTHRaWWIS41T3xz9Ru2O2q3+Pv+33WvXuV3qm6PfqLjUuMItODtbqW7dlAKlbr/d8rcQwinS0tLUP//8o9LS0q4ONJuVMhpv/MtsLlTZO3XqpB5//HH1+OOPKx8fHxUYGKimTJmizP8tp0aNGmrGjBnqwQcfVN7e3uqhhx5SSim1bds21bFjR+Xu7q7CwsLUk08+qYxGo3W5MTEx6p577lHu7u6qZs2a6uOPP1Y1atRQ8+bNs04DqPXr11v/PnfunBoyZIjy9/dXnp6eqnXr1urPP/9UK1asUIDNa8WKFQ6XceDAAXXnnXcqd3d3FRAQoEaPHq2Sk5Ot4x966CHVt29f9eabb6qQkBAVEBCgHnvsMWUymQr3//1PWciZiqAsvI+lltdr11qyWqNR6pdfSqfwQogCKVN5XcjMlryWvC4Lysr7WGqZ7UjfvpYcnzOn+MsSQhSY3T69nOS1UpLZ5TGzy1V3NCJ3Oq0OnVZHRlaGw/GmbJN1mmslJCTw3HPPkZ6e7njBWi0sXQpeXpYWdosXl3TRhRDFkZpqeYrUjX6lpha6qKtWrcLV1ZXdu3fzzjvv8Pbbb9v0nfnWW2/RvHlz9u7dy9SpU4mMjKRXr17cf//9HDhwgLVr17J9+3aeeOIJ6zwjR47k3Llz/Prrr6xbt47333+f2NjYXMtgNBrp1KkT58+f59tvv2X//v0899xzmM1mBg8ezLPPPkvjxo2Jjo4mOjqawYMH2y0jJSWFnj174u/vz19//cUXX3zBL7/8YlMugF9//ZXIyEh+/fVXVq1axcqVK1m5cmWh3zdRsRQ1r5VSvPfee+zatcvxggcNgrFjLc9weeghKMrt8EKI0uOsvC5CZkteS14Li6Jm9v79+5k7d27hVpbTJY30Cy+Ec5WjvAbJ7HKX2Tesur8CKwtX6s1ms/r7/N/q6yNfO7xK//WRr1XE+QjrFbGceTp06KAA9fDDD9uMs7NggeXKvJeXUqdPl/4GCSHsOLyKazRavps3+nXNlfKC6NSpk2rYsKHNfub5559XDRs2VEpZrtL369fPZp7//e9/asyYMTbDtm3bprRarUpLS1PHjh1TgNq9e7d1/JEjRxSQ61X6JUuWKG9vbxUX57jF0rRp01Tz5s3thl+7jKVLlyp/f3+b1gIbNmxQWq1WXbx4USlluUpfo0YNlZWVZZ1m4MCBavDgwbm8Q2XvKn1FVBbex6LktVJKLViwQAEqLCxMxcTEOF54SopS9epZvqODBxe6NY0QomSUqbwuZGZLXktelwVl5X0sSmafO3dOeXh4KECtW7eu4Cvbv//q+XYerTqFECXLbp9eTvJaKclspcpfZktL+ApCo9EQHhCOQW8gKimKtMw0ss3ZpGWmEZUUhUFvoHZAbTTXPPJdo9EwY8YMtFoty5cvz/tp7o89Bh07QkoKjBlj2UUIIZzP0xOMxhv/8vQsdFHbtWtnsw9q3749J06cIDs7G4A2bdrYTL9//35WrlyJwWCwvnr27InZbOb06dMcOXIEV1dXWrdubZ2nQYMG+Pn55VqGffv20bJly6L11/mfI0eO0Lx5c7y8vKzDbrvtNsxmM8eOHbMOa9y4MS4uLta/Q0ND82xBIG4ORclrsDwYr169ekRFRTF06FDr98aGpyd8/DG4usLatfDppzdoq4QQ+XJWXhchsyWvJa+FRVEyOywsjMceewywtCY9evRowVbWpAkEBlrOt//6qzQ2RwhREOUor0Eyu7xldrl6MKvIm5+7H62rtCYyPpLYlFgyzZnotDqq+VSjdkBt/Nz97Obp2rUrr732GpMnT+bJJ5+kdevWtGrVyn7hWi18+KHloTE//wwrVsDDD5f+Rgkh8qbRWLqLqgC8rtsOo9HI2LFjeeqpp+ymrV69OsePHy/0Ojw8PIpcvsLS6WxvTdZoNJjN5hu2flF2FSWvfXx8WL9+Pbfccgtbtmzh5Zdf5rXXXrNfeNu28PLLltfjj8Ptt0P16qW/UUKIvEleF4rktSgripLZc+bMISIigq1btzJgwAB27dpl972xo9VC587w5ZeWLmk6dCiV7RFC5KMC5TVIZpc10hK+gvFz96NVaCs6Vu9ofbUMbenw4CDHc889R58+fcjIyOD+++/nypUrjiesVw9mzLD8PnEilKOrTUII57u+L+s///yTunXr2lzJvlarVq34559/qFOnjt1Lr9fToEEDsrKyiIiIsM5z7NgxEhISci1Ds2bN2LdvH/G59Jet1+sdtzC+RsOGDdm/fz8pKSnWYTt27ECr1VK/fv085xUiR1HyulGjRta71mbNmsX333/veMLJk6FdO0hMhBEjoBwdmAohnE/yWghbhc1sV1dX1qxZQ2hoKIcPH2bs2LGogtxJ3rmz5af0Cy+EKCDJ7PJFKuErII1Gg7ebNwEeAXi7edvd0n49rVbLqlWrqFWrFmfOnGHEiBG5X0kaPx5atIArV+C552xGKQXJyZZnwSUnS481QghbZ8+eZcKECRw7dow1a9awYMECnn766Vynf/755/njjz944okn2LdvHydOnOCbb76xPpylfv369OrVi7Fjx7Jr1y4iIiJ45JFH8rwSP3ToUEJCQujXrx87duzg1KlTfPnll+zcuROAmjVrcvr0afbt28fly5fJyLB/ENewYcNwd3fnoYce4tChQ/z66688+eSTPPjgg1SuXLmY75K4mRQ2rwGGDBli/Q48+OCDnD592n4iV1dLtzReXvDbb/Dee3aTSGYLIXIjeS2EvcJmdkhICGvXrsXFxYVPPvmExYsX57+SnIez7tgB/32mJa+FEHmRzC5fpBJeAODv78+XX36Jm5sb+/fv5/z5844ndHWFRYsst+isWoX67XeSk+H0adi2zfLavt3y2rMH8rhYJoS4yYwYMYK0tDRuueUWHn/8cZ5++mnGjBmT6/TNmjXjt99+4/jx49x+++20bNmSl19+mSpVqlinWbFiBVWqVKFTp07079+fMWPGEBwcnOsy9Xo9P/30E8HBwfTu3ZumTZsyZ84ca0uB+++/n169enHnnXdSqVIl1qxZY7cMT09PfvzxR+Lj42nbti0DBgyga9euvOegolOI0jB37lxuvfVWkpKS2L59u+OJwsPhzTctv0+ejDoZaT2JP3cOIiKu5rVkthDiWpLXQpSM22+/nTlz5gCwYcOG/FvDN2qECg6G9HSSft4leS2EyJdkdvmiUQW6L0rkJSkpCV9fXxITE/Hx8XF2cYpl48aNtG3blqCgIACUUhhNRmvfd146AykpGnRPjsV91VLSajViw2v7OHJSR2ampdvZ2rVBr4e4ODAYoHVryOMZDkKIAkpPT+f06dPUqlULd3d3ZxenUDp37kyLFi2YP3++s4tSZuX1/61IOeNMFel9PHfuHJGRkXT+79Z1h3mdrHC/pyu67VtJat2ZHdM3k5Ck5cwZS043agRBQZbGdpLZQpQcyeuKTfK69FWk91EpxWeffcagQYOsFVLXZrarRgcmA1lZGlJSwOvhwQT88jkHBkxnQ6uXJa+FKGWS2RVbWctseTCrsHHXXXdZf09IT+Bk3EkupV4i05xJhtGDjNiquJmqob1tNr3Wrcfr9D+EfDaP0x2fIzTU0v3ssWPQsCGEhUFUFJw6BS1bWhrPCyGEEKL4qlWrRrVq1YC889rt/g/ptaspPhFbqfbDEi7dOs56K/uZM+DhAd7ektlCCCFEadBoNAwdOtT697WZfSVBcTnKF1KC8coOJfaCgTY+d9Kdzwk+9Cuq5cuA5LUQQlQU0h2NcCghPYHZC2Yzbvg4PF08MWSHceFYCP9EJhOVfoxYjZ4tvSy3ubf9YTqVUv/F3R0qV4bUVMuBgVIQGAgxMWA0OnmDhBBCiAooIT2B9dvWM/ye4cSfjbfL6/OGYLb2mA1AvQ8mkXL4DJUr2+c1SGYLIYQQpeliwkWGjxrOe/PfgzQ/rpyqhfGyH0aiOR57mrSsVM7VsfQLH3RyJ1UC0iWvhRCiApFKeGFHKcWuI7t495V3+Xvr33z07sdc+NedrAx3GtXxIS0zjVPR8cT0fJALde/ALSuVW9dOsB4U+Ppa+pxNTbXc7p6ZaXkJIW5eW7duldvkhChhSiki4yNZNHsRx/YdY9rj0zh9TNnl9dl7Hye2Xkf0phS6fDYaVxdLYF+b1yCZLYSQvBaitCilWL5mORs+28DH8z7mj59Okp7qSvVqWip5BhOfoFCeMega1yXJuwquWRmEnv4DkLwWQjgmmV3+SCW8sGM0GTEbzDw3+zkAlr/7IX9s3YWvfzYAXi5+JKQaydZm8McDC8nWuNDwyFcE7NsCWA4KsrIsL5MJdDrLSwghhBAlx2gyEpsSy0uvv0RgpUAij0WybP5s+7x2MbFz9HKydO7UP/sLVX79GLDNa5DMFkIIIUqL0WSkRdcWdO/bnezsbBbMmohWewmA7CwN7lovUrMTSc/O4EKDLgAE7tsMSF4LIURFIZXwwk6mOZNMcyb33H8P/Yf3RynF6vefxZh0EQB3vQu4ZJGekUVaeBP+bvsYAO0+expNdhYmE7i6Wl5xcZZb3g0GZ26REEIIUfHk5HWVKlV4beFraLVadv3+Jbt/Xw/Y5nVySF3297X0Ldth3QTcki/b5DVIZgshhBClJdOcSZbK4qU3XqJ6rVokXollxbvPYzabcXFV6F21ZJgU2eYsLjfrCkDIP5ZKeMlrIYSoGKQSXtjRaXXotDoysjJ4dvqz1GlYnxTjFRa9Pons7Cxc9Bn4+ZkxJrui0cC++6ZjdA8k8MIhav20mCtXwMvLcsucwQC1a8sDY4QQQoiSdm1et7mtDaOefBSAVe/P5PzZSJu8BtjXdSKXKjfBK/UyDZdPIjYW/PwsGR0VJZkthBBClJaczHZxc2H6u6+j07tzcM92fli3HHcPhadPBhkp7rhoXTlXz1IJX+X8X1w5kyh5LYQQFYRUwgs7Br2BYK9g4tLicHN34/Uls3H38OT4P3/z9aeLSDQlUremJwE+7sTEQJzZn4h+rwLQ4quX0cRdxscHqleH1q0tBwxCCCGEKFnX5jXA6AkP0bhFe0wZabw3ewKXk2Nt8jomXsdfY5aiNBqa/L2Smqe24OpqebBbtWqS2UIIIURpuTazm7SszYhxLwLwxap3OPHPHtwCLhHk40lSvDuns6qRGFIPrTJTLXIrGg2S10IIUQFIJbywo9FoCA8Ix6A3EJUURXD1SkyY/iIajYZL8Rm4ZBkIrxxKzZqa/6aHC3ePJqlWczzTrzDm3FR69YKWLeXgQAghhCgt1+d1pjIxbf40vH0DQetBZjJ2eZ3QoD1ne1tazA/c8ii9OqfTsaNkthBCCFGars3s88lR9B/VlbYd78HN3YtzsdH4e7vRulEAoEGjgZgmltbwHdI2M3w49OqF5LUQQpRzrs4ugCib/Nz9aF2lNZHxkcSmxHLrvU2ZW3MplQy34WYKI+WKNzoddO4MwcHg5eWCa9C7cFcnfD5bCs89Cs2bO3szhBBCiArt+rx2C8lk5vI38dO3wTO7poO8Bt0ds1G3fI3u9AkCFs+CGTOcvRlCCCFEhXd9Zo+d+RDnjo8k0LMZASoUL73Bmtd+oV3hl0VUOrgZTTVnl1wIIURJkEp4kSs/dz9ahbbCaDKSac7kzpo6vHQGUlI0pKSY8PBwxcdHe7Uvul53wKBB8Pnn8Oyz8PPP0lGdEKLE1axZk2eeeYZnnnnG2UURokzIK68zMyE7O52gIPerkRzgC+++CwMHwuuvw4gRUKeOU7dBCFHxSF4LYc8ms8MycW2nA5OBrCyNbV7feydoNGj++QcuXIAqVZxddCFEBSaZfWNIdzQVgFKQnGx5EGpysuXvkqLRaPB28ybAIwBvN2+0Wg0xMSfp0+c2Fi9+076Ofc4c0Oth82b44YeSK4gQokSV5n7Dkc6dO5dYoP/111+MGTOmRJYlxI1WWt89R3mt12cwc+Z4eve+HZMpw3aG+++HHj3AZIKnnir9nYAQokgkr4Vwjht1ju3j7o2Pj4YdO76jefPa7NkTYZkoIABatbL8vmVLya1cCFEqbnReg2R2eSQt4cu5hASIjITYWMjMBJ3OcvtaeHjp9RW3bds2/v77b/bu3UunTp1o167d1ZG1asHTT8Obb8KkSdCzp+UpMkKIMsMZ+438KKXIzs7GtQD7i0qVKt2AEglR8m70d+/y5cusXr2a+Ph4Jk+ezNtvv311pEYDCxZAkyawcSN88w3061fyhRBCFJnktRDO4Yzv3qpVq4iOjmbIkCHs2bMHb29v6NoVIiIsDdyGDy+dFQshiq0s5jVIZpdF0hK+HEtIsGRyVBR4e0NoqOVnVJRleEJC6ax35MiRDBkyhOzsbIYOHUrC9St68UUICoIjR2DZstIphBCiSJyx3xg5ciS//fYb77zzDhqNBo1Gw8qVK9FoNGzcuJHWrVvj5ubG9u3biYyMpG/fvlSuXBmDwUDbtm355ZdfbJZXs2ZN5s+fb/1bo9HwwQcfcN999+Hp6UndunX59ttvS35DhCgGZ3z3qlatyooVKwCYN28eGzZssJ2gXj3LBXOwXEBPTS35QgghikTyWgjncNY59rJly6hevTonT55k3LhxKKUslfAAv/wid6wJUUY5s15OMrv8kUr4ckopy5U2oxHCwsDDA7Ray8+wMMvwU6dKJ6s1Gg2LFy+mdu3anDlzhjFjxlgOEnL4+cErr1h+f/llSEws+UIIIQrNWfuNd955h/bt2zN69Giio6OJjo6mWjXLE6ZeeOEF5syZw5EjR2jWrBlGo5HevXuzefNm9u7dS69evejTpw9nz57Ncx3Tp09n0KBBHDhwgN69ezNs2DDi4+NLdkOEKCJnZva9997LU089BVgO1i9cuGA7wYsvQvXqcPYszJpV8gUQQhSa5LUQzuHMvPb39+fTTz/FxcWFTz75hNWrV0PHjpauXqOi4MSJkl+pEKJYnLnPkMwun6QSvpwyGi23ugQGOh4fGAgxMZbpSoOvry9r1qzB1dWVL774gg8++MB2gjFjoH59uHwZZs8unUIIIQrFWfsNX19f9Ho9np6ehISEEBISgouLCwAzZsyge/fuhIeHExAQQPPmzRk7dixNmjShbt26zJw5k/Dw8Hyvuo8cOZKhQ4dSp04dZs2ahdFoZPfu3SW7IUIUkbMz+4033qBFixZcvnyZ4cOHk52dfXWklxfktHp58004frx0CiGEKDDJayGcw9l5fdtttzF9+nQAHn/8cY5HRUGHDpaRmzeXzkqFEEXmzH2GZHb5JJXw5VRmpuXl5uZ4vF5/dZrScssttzD7vwr2p59+miNHjlwdqdNZTubBcnL/77+lVxAhRIGUhf3G9dq0aWPzt9FoZOLEiTRs2BA/Pz8MBgNHjhzJ9yp9s2bNrL97eXnh4+NDbGxsqZRZiMJy9nfPzc2NtWvX4uXlxa+//sobb7xhO0G/ftCrl+UhrRMmlE4hhBAF5ux9hiOS1+JmUBa+ey+88AJdunQhJSWFoUOHktGpk2XEdV1HCCGcryzsMxyRzC67pBK+nNLpLK+MDMfjTaar05SmCRMm0L17dxo3boxer7cdec89cOedlkJOnVq6BRFC5Kus7Deu5eXlZfP3xIkTWb9+PbNmzWLbtm3s27ePpk2bYjKZ8lyO7rpCazQazGZziZdXiKIoC9+9evXqsWDBAnx8fKhdu7btSI3GcsHc1RU2bIBNm0qvIEKIfJWFfcb1JK/FzaAsfPdcXFxYvXo1gYGBtGnTBnPnzpYRv/4K197JJoRwurKwz3BEMrvskkr4cspgsDxtOS7O8fi4OKhc2TJdadJqtXz22Wfs2LGD8PBw25EaDeS0tvv4Y9i/v3QLI4TIkzP3G3q93rYLjFzs2LGDkSNHct9999G0aVNCQkI4c+ZMyRdIiBuorGT2yJEjOX78OIMHD7YfWb8+/Nd3POPH3/gmO0IIK8lrIZyjrOR11apVOXz4MEuWLMGjY0fLM9euXIFdu0p3xUKIQnH2PkMyu/yRSvhySqOB8HDLlzkqCtLSLBfG09IsfxsMULu2ZbrSFhAQYNMKPikp6erINm1g8GDLkyief770CyOEyJUz9xs1a9Zk165dnDlzhsuXL+d6Bb1u3bp89dVX7Nu3j/379/PAAw/I1XZR7pWVzNZoNFSuXNn6t01eg+WutaAgOHoU3n+/dAsjhMiV5LUQzlFW8hq4mteurph79iQZ4PvvS3/FQogCc/Y+QzK7/JFK+HLMzw9at7Y8dTk5GS5etPysVs0y3M/vxpYnMzOTF198kfr163Px4sWrI157zXL/zY8/Sl92QjiZs/YbEydOxMXFhUaNGlGpUqVc+597++238ff3p0OHDvTp04eePXvSqlWr0imUEDdQWcvsn376iXr16vHJJ5/YFvK11yy/v/KK5eHqQginkLwWwjnKWl5HR0fT8/BhhgDqu+9u7MqFEPly5j5DMrv80SillLMLUd4lJSXh6+tLYmIiPj4+N3z9SlmetpyZaanrNhhuzNX566Wnp3Prrbdy4MABevXqxQ8//IAmpyBPPw3vvgstW8Lff4NWrv8IUVjp6emcPn2aWrVq4e7uXqxllZX9hrgqr/+vs3OmoigL72NZ+e7NmDGDadOm4e3tzf79+6lVq5ZlRHa25Yxh/34YN05axAtRBJLXFZvkdekrC+9jWfnuHTx4kLZt25KRkcEC4IkzZ6BGjRtfECEqqJLK7LKyzxC2ylpmS01oBaDRgLc3BARYfjrri+7u7s6nn36Ku7s7mzZt4r333rs6csoUS+H27oXPPnNOAYUQVmVlvyHEzaasfPdefPFFbrvtNpKTkxk+fDhZWVmWES4u8M47lt+XLIGDB51TQCEEUHb2GULcbMrKd69p06a8+eabAEwEDi9b5pyCCCHyVFb2GaJsk0p4UaIaN25sPUiYNGkShw4dsoyoVOlqn/AvvWR5TLQQQgghnMLV1ZWPP/4YHx9lD22FAAEAAElEQVQf/vjjD2bNmnV1ZKdOcP/9YDbDpEnOK6QQQggheOKJJ7irfn0ygAfefZf09HRnF0kIIUQRSCW8KHGPP/44vXv3JiMjgwceeODqQcL48RAaCmfOwNKlTi2jEEIIcbOrWbMm7//X3cyMGTPYuXPn1ZGvv371eS4//uikEgohhBBCo9GwYskSKgEHkpN5US6QCyFEuSSV8KLEaTQali9fTnBwMAcPHuSFF16wjPD0hJdftvw+c6alwywhhBBCOM2wYcN44IEHyM7OZtiwYSQlJVlGhIfDE09Yfp80ydJXvBBCCCGcovIdd7AiOBiAee+9x08//eTkEgkhhCgsqYQXpaJy5cqsWLECg8FA8+bNr4743/+gTh2IjYV585xXQCGEEEIAsHDhQmrUqMHtt99uO2LKFPD3t/QLv3KlU8omhBBCCECj4e5Bg3gcaODnR1BQkLNLJIQQopCkEl6Umt69e3PmzBlGjRp1daBOB6++avn9zTfh8mXnFE4IIYQQAPj5+REREcGqVavw8fG5OiIgAKZOtfw+ZYrcwSaEEEI4U58+vAlEuLvTqmVLZ5dGCCFEIUklvChVgYGB1t+NRiNKKRg4EFq2hORk+O9BcEopkjOSiU+LJzkj2TKdEEIIIW6Ia/NaKYUxp8L9scegdm24eBHeess6XjJbCCGEuME6dcLDywvPixdh714AkpOTc51c8loIIcoWqYQXN8Svv/5Kw4YNWbVqFWi1MGeOZcTChSQeP8ie6D1sP7vd+toTvYeE9ASnllkIIYS42cTExNCnTx/69++P2WwGNzfLQ1oB3nyTxNNHJbOFEEIIZ3Bzgx49ADB/+y1vvfUWtWrVIjIy0m7ShPQEyWshhChjpBJe3BC7du0iKiqKJ598kj3/7CH5jnaoO+8Ek4mUFycRlRSFt96bUEMo3npvopKiiLgQIQcJQgghxA105coVtmzZws8//8zr8163tJzr3x/atYPUVJKnSGYLIYQQTnPPPQCor7/mu+++Iy4ujgeGP0Bscqy1tXtCegIRFyIkr4UQooyRSnhxQ4x+cjQtb22J0Whk2PBh/Hbmd46OHwFA6PqfCY/NwkPngVajxUPnQZhPGEaTkVPxp+S2OSGEEOIGCakZwlNTngJg2ovT+GTzJ+y5uJfkGVMAqLL2B8IvZUtmCyGEEM5w773g6orL/v0sfO5pvLy92P3nbsZPGc/2s9uJuBDBvuh9GE1GwnzCJK+FEKIMkUp4UeoS0hPYF7OPR197FE+DJ0f3HuW75d+xr6Ybxzs2RGM2U/WNRXbzBXoEEpMSg9EkD4ITojzTaDR5vl555RVnF1EIAdaWc+3ua0e7zu3INGXy9nNvc/ryabZWN3OhUyu02WaqSGYLUSFJXgtRDgQFwd13A2D47nNGTxkNwNr313Lh2AVOxJ9gZ9RO9Fq9w9klr4Uo/ySvyy+phBelSilFZHwkRpOR1g1bM2nGJACWz19O8tlkNj50G0qjwX/DZjwPHLGZV++iJ9OcSaY50xlFF0KUkOjoaOtr/vz5+Pj42AybOHGidVqlFFlZWU4srRA3p2vzuppvNV55+xV8/X05cfgEP3zwA4npifzySFeURkPA97/gufeQzfyS2UKUf5LXQpQP6sEHAaj89S8MGzKErnd3JTsrm1fHv4qfqx/JpmQup1122Npd8lqI8k/yuvySSnhRqowmI7EpsQR6BAJwz6B7uPOuO8nKzGLOhDmk1K7FPz1aAti1rDNlm9Bpdei0uhtebiHKm5SUlFxf6enpBZ42LS0t32kLKyQkxPry9fVFo9FY/z569Cje3t5s3LiR1q1b4+bmxvbt2xk5ciT9+vWzWc4zzzxD586drX+bzWZmz55NrVq18PDwoHnz5qxbt67Q5RNC2Od1UOUgJs+ZDMCqhau4dOwSZ6oZuNCvGwBhry2Aa07uJbOFKJgbmdeFzWzJayHKB2P3Tph8DXjExOHzRwST50wmqHIQZ06eYfmby/F39yfGGENqZqrdvJLXQhSM5LXkdWkod5XwCxcupGbNmri7u3Prrbeye/fuXKddtmwZt99+O/7+/vj7+9OtWze76UeOHGl360avXr1KezNuGjlX2d1c3QDLbTMvvv4igZUCCa8XToAugI3DbsXs6oLvr39g+HOPdd64tDgqe1XGoDc4q/hClBsGgyHX1/33328zbXBwcK7T3nXXXTbT1qxZ026a0vDCCy8wZ84cjhw5QrNmzQo0z+zZs1m9ejWLFy/m8OHDjB8/nuHDh/Pbb7+VShlF4Ulmlx/X5zVAt3u60fv+3oRWC8XH3QeDzsCuMb0xu+nx3hmBz9ad1mkls4UomBuZ16WR2ZLXFZPkdfmSqdNy4a6OAAR++QN+AX5MfWsqOr2OKlWrUNmrMlfSr5Bltm/9KnktRMFIXktelwZXZxegMNauXcuECRNYvHgxt956K/Pnz6dnz54cO3aM4OBgu+m3bt3K0KFD6dChA+7u7rz++uv06NGDw4cPU7VqVet0vXr1YsWKFda/3dzc7JYliibnKntGVgYeOg8A/AP9+XjTxwRVDuJS6iX2cYXI/ndS9/NfqDLnPfZ//h5x6fEY9AZqB9RGo9E4eSuEEKVtxowZdO/evcDTZ2RkMGvWLH755Rfat28PQO3atdm+fTtLliyhU6dOpVVUUUCS2eWLo7wGeO6159BqtWj0GqKN0egC3Tn1wF3UWfENVWYtIKZDc+IyrkhmC3GTkLyueCSvyx+dVkd0v27U/GwTfj9sQTv7BW7rchvf7vyWSiGViE2J5XzyeWJTYtG76NG76DFlm4hLi5O8FuImIXldNpWrSvi3336b0aNHM2rUKAAWL17Mhg0bWL58OS+88ILd9J988onN3x988AFffvklmzdvZsSIEdbhbm5uhISElG7hb1IGvYFgr2CikqII04VZh1cKqQRYbodrF9aOxAlNyP52G95/HcD9py1Uu6cPtQNq4+fu56SSC1G+GI25P1zJxcXF5u/Y2Nhcp9VqbW+QOnPmTLHKVVBt2rQp1PQnT54kNTXV7sDCZDLRsmXLkiyaKCLJ7PIlt7w2eFta5kQlRRHuH06YIYwLEzzJ/OJnvP45gdc3P+A5aJBkthAFJHltIXlddkhelz8GvQF9x04Yq4dgOHsRv42/En9/b5tz7LYhbfHz9ONS6iUyzZnotDqq+VSTvBaigCSvLSSvS1a5qYQ3mUxEREQwefJk6zCtVku3bt3YuXNnHnNelZqaSmZmJgEBATbDt27dSnBwMP7+/nTp0oVXX32VwMDAXJeTkZFBRkaG9e+kpKRCbs3NQ6PREB4QTkJ6AlFJUQR6BNpcic82ZvPOi+/g7+vPkscexeXtd2j5/ldo/zcFzXU7NiFE7ry8vJw+bXFcvx6tVmv3MKnMzKsPkMo5KNqwYYNNqyuQllZlQVnJbMnrgssvrz1dPfl5zc8sW7SMXbt2YZ4wHma8RvOF69A8PhONTvqWFaIgJK+vkrx2Psnr8kmj0RAeWIfY/j0xzF+F3xffcem+ntbMPn/0PO9OfpdXZ75Kzz49rZXwBr1BWsALUUCS11dJXpecctMn/OXLl8nOzqZy5co2wytXrszFixcLtIznn3+eKlWq0K1bN+uwXr16sXr1ajZv3szrr7/Ob7/9xl133UV2dnauy5k9eza+vr7WV7Vq1Yq2UTcJP3c/WldpTZhPGMmmZC6mXCTZlEw1n2p4JHrw7dffsnLlSja1bAPe3rjsP4Dmq6+cXWwhhBNVqlSJ6Ohom2H79u2z/t6oUSPc3Nw4e/YsderUsXnJPtn5ykpmS14XTl553TSoKSs/WElkZCRPPPEEbhOfh6AgtCcj0axe7eyiCyGcRPK6fJO8Lr/83P0IGvOM5fcdESScOmzN7FN/nuLY0WM8+uijpCakEuARgLebt1TAC3ETk7wuG8pNS/jimjNnDp999hlbt27F3d3dOnzIkCHW35s2bUqzZs0IDw9n69atdO3a1eGyJk+ezIQJE6x/JyUlyYcyH37ufrQKbYXRZLS9El9Fw8SJE3nzzTcZ/eyztH/0USq9+Sa8/DL07w/SGl6Im1KXLl148803Wb16Ne3bt+fjjz/m0KFD1lvhvL29mThxIuPHj8dsNtOxY0cSExPZsWMHPj4+PPTQQ07eAlEcJZXZkteFl2teazTW7+Nnn31Gv379GPziizBhArzyCgwbBtf8r4QQNwfJ65ub5LVz+TRsgerYEc327XTceors5wdg0BtoMqMJv2z6hf379zN69Gi++eYbqYAX4iYneV02lJuW8EFBQbi4uBATE2MzPCYmJt++5t566y3mzJnDTz/9lO9TgWvXrk1QUBAnT57MdRo3Nzd8fHxsXiJ/Go0GbzdvuyvxM2bMoHHjxsTGxvLo0aOogAA4ehQ+/tjJJRZCOEvPnj2ZOnUqzz33HG3btiU5Odmmn1GAmTNnMnXqVGbPnk3Dhg3p1asXGzZsoFatWk4qtchRVjJb8rpocsvrtm3b8tJLLwHw2GOPcaFvXwgLg6goWLzYmUUWQjiJ5HX5Jnld/mkeeQQAz/eX4Z3tgkajQa/Xs3r1avR6Pd999x0rV650biGFEE4neV1GqHLklltuUU888YT17+zsbFW1alU1e/bsXOd5/fXXlY+Pj9q5c2eB1nHu3Dml0WjUN998U+ByJSYmKkAlJiYWeB6hlNlsVknpSSouNU5t+3ObcnV1VYD6eMgQpUCpmjWVyshwdjGFKDPS0tLUP//8o9LS0pxdFFEK8vr/lsecKYuZXR7fx7Lg2ryOS45TrVq1UoDq3bu3Mi9ZYsnsSpWUSkpydlGFKBMkrys2yWvJ6zLFZLKcN4Myz5tnzeuk9CQ1e/ZsBShvb2915swZZ5dUiDJJMrtiK2uZXW5awgNMmDCBZcuWsWrVKo4cOcK4ceNISUmxPsl9xIgRNg+Vef3115k6dSrLly+nZs2aXLx4kYsXL1ofOGA0Gpk0aRJ//vknZ86cYfPmzfTt25c6derQs2dPp2xjRaKUIjkjmfi0eJIzkm0eApGQnsCe6D1sP7ud7We3kxyQzCPjLVfxn9i0iQuVKsGZM/DBB04qvRBCiOKQzC4/CpPXu6J38cLcF3Bzc+OHH35gOUCdOnDpErzzjtO2QQghRNFIXpcvdpnt6govvghA5uuz+OPEFmtmdxnWhVva3UJycjL/+9//MJvNTi69EELc3MpVn/CDBw/m0qVLvPzyy1y8eJEWLVqwadMm64Nkzp49i1Z79brCokWLMJlMDBgwwGY506ZN45VXXsHFxYUDBw6watUqEhISqFKlCj169GDmzJny9N9iSkhPIDI+ktiUWGufssFewYQHhAMQcSECo8lIoEcgbq5uZGRl0H1Ed7Zs2kLKlRQuDH2AKm++Ca++CiNHgqenczdICCFEoUhmlw9FyWtTiIkRz4xgxdwVxCcmwvTplj7h586FJ54APz/nbpQQQogCk7wuP3LL7KC+nak8rRLu0ZcI//p3rowaQkZWBtEp0Tz26mMc7HMQgOTkZHx9fZ28FUIIcfPSqGubO4kiSUpKwtfXl8TEROm/DsvBgaOT9ri0OAw6Ay5aFxIzEgnzCbObN+JIBPWr1ueOWu3Q1K8P//4Lb70Fzz5b5PIoBUYjZGaCTgcGA8hzaUR5lJ6ezunTp6lVq5bNw69ExZDX/1dypmTI+2irOHn975V/yY7NZkDnAWjMZmjWDP75B6ZOhRkzilQeyWtRUUheV2yS16VP3kd7uWX25dTLRBujaf3Nbm55bSWm0Moc2rEe5aYHICopivTz6QzoPAAXF5cSK49ktqgoJLMrtrKW2eWqOxpR9imliIyPxGgyEuYThofOA61Gi4fOgzCfMGJTYzkYc5AA9wCH8zeq04hUl1SMmGDaNBTAnDmQnFyk8iQkwJ49sH371deePZbhQgghxM2quHkdbAjGEGbAaDKCiwtq+nTLiPnzIS6u0OWRvBZCCCEcyyuzAzwDiE6O5vDdt2IKCUYfHUPgF99b5w30CMSnug+pWak2yysOyWwhhCgaqYQXJcpoMhKbEkugR6DD8T5uPlxOu0y2ynY4Xu+iJ9OciSnbxNL0dO7z8sJ8+bLlpL6QEhIgIgKiosDbG0JDLT+joizD5SBBlFdyA1PFJP9XcSOVVF5nmjPZv38/HefN42TDhpaL5m++WaiySF6Likr26xWT/F/FjZZXZmeZs/DQeZCkyeDsmMEAhCxYAZlZgG1eJycnM3bsWObNm1fkskhmi4pK9u0VU1n7v0olvChROQHv5uq4vz9PnaVv99TMVIfjTdkmdFodsRcuMX7iRL5JSWExoN56C+LjC1wOpSAy0nKLXFgYeHiAVmv5GRZmGX7qlGU6IcoLnU4HQGqq4++PKN9y/q85/2chSlNJ5bWrRsfEiS/wxx9/8JDSYAZYsABiYgpUDslrURFJXldsJpMJoES79hAiL3lltqvWFQ+dB2mZaUQNvovMSoG4RUUTsnAlcDWvdVod69d/zdKlS3nppZeIiDha6GyVzBYVkWR2xVbWzrHL1YNZRdmXE/AZWRl46DzsxrtqXAn0DCQpI4nKhsp24+PS4vBTNUlJqc9DD73OokVPMkmjoVdSElVefQv3t2cB+fdBZzRCbCwEOm7gR2CgpX7AaLRcuReiPHBxccHPz4/Y2FgAPD090Ujni+WeUorU1FRiY2Px8/OTk3pxQ5RUXh8/ZGDYsEVs396UP47+w1sh1Xnu4ll4/XV4+23Ja3FTkryuuMxmM5cuXcLT0xNXVzmVFjdGXpnt6eqJQWcgPjUeracXUVOeotbT06jy9jKSb2tDVP0gqvlUIyvVQKNGw2nd+lMiIjYxbNhIVq/eQb16Lvj5FayPd8lsURFJZldMZfUcW44cRIky6A0EewUTlRRFmM7+QW7x6fE0q9yMrOwsopKiCPQIRO+ix5RtIi4tDtL9SIiuTYJJw5Ahj7F795dERGxlFPDL+/NJHPcMqlIwkZGWA4Ccg4TgYAgPBz8/y3oyMy0vN8cN/NDrr04jRHkSEhICYD1IEBWHn5+f9f8rRGkrybyuU6cm48fPZfbssUy9fJF+QN333yfpkWc5mVZV8lrclCSvKy6tVkv16tWlkkbcMHlltkajwUPnQah3KPFp8WjvvRPvrTsJWr+J6uMmE7NhKYF+4ezZo8FohBdfXMZDDzXh2LFdLFw4lxEjnqNOHbh8Oe/za5DMFhWXZHbFVdbOsaUSXpQojUZDeEA4CekJDk/aDXoDLUJaABAZH0lsSiyZ5kx0Wh1h3tVIjq9DosmbsDAALS+/vJwhQ5rye1oKizLS6P/ibI49Og+j0XKl3c0NMjIsfdAlJEDr1pYDBZ3O8srIsNwedz2T6eo0QpQnGo2G0NBQgoODyZQj3ApDp9OVmavz4uZQsnkN/fuPZsuWdeza9TPDPbzZmZZM0otziBq1QPJa3JQkrysuvV6PViu9uoobJ7/MDjGE0LF6Ry6nXiY2JZZdLz1E54j9eJ2Npv2MFRx8qa+1CxkI49ln5zN9+ijWrJlK48b3cOJEI0JCICgo97wGyWxRcUlmV0xl8Rxbo8paL/XlUFJSEr6+viQmJuLj4+Ps4pQJCekJdiftlb0qUzugNn7ufoDl9hCjyWgdrzIM7NihwdvbNtTXrVvEnDmP4QHscdFzdH4k1drbt9qLioJq1aBlS8vfe/ZYhoXZT2ozrTRiEUKUdZIzJUPeR3slmdcXL55l8OAmpKQk8xbwjKuew99EklnZNoglr4UQFZXkTMmQ99Gx/DL72rx223sQz07d0GRlceiJxSQMHmvNbKUU48f3Yfv2DdSo0Ybhw3fSo4crXl6267s+g5WSzBZCVBzOyBq5hC9KhZ+7H61CW9Gxekfrq2VoS+sJPViuNnq7eRPgEYC3mzdZWRqHt7f17z+WW9p2JQPYlm2i5YZXHa7z2j7oNBrL7XMGg+VgIC0NsrMtP6OiLMNr15aDAyGEEDe3kszrkJDqjB8/D4D17n5os0yErJxjt07JayGEEKLw8svsa/Paq0MnNLNnA9Bw8VNU2fyRdTkajYaXXlqKweDH5cunMRqPkZVlv75r89oyn2S2EEIUh3RHI0pNzkFAQeV2e5tWq2Xqyx8SvXEjo98fh/nnD0l69DlMYbVt5r++Dzo/P8vtc9f3H1+tmuXg4Nr+7YQQQoibVUnlNUDfvg+Tne1L+Dl/NB93I+jrZVx86HkyQ6pZp5G8FkIIIYqmUJk9YQKZO/9C99Xn1H5lBBdPH+b847NAq6VSpSpMn76euLiGVKpUGUfPGXbUx7tkthBCFJ20hBdlhsFgeQBMXJz9uNDQGnjf/ij/NuiJNjuLKsum203jqA86Pz9o1Qo6drz6atFC4eKRTHxaPMkZyUiPTEIIIUTB5ZXXGo2GZs0GkHpLVxJadkabaSJk5WybaSSvhRBCiBtAq8X18zVEj5oMQMiq1wmf1B9tqqVpe5s2nXFxqYy3N3h62s+eWx/v12f2bbcp6jRKxuwmeS2EEHmRlvCizMi5vS0hwXI7W2Cg5eq7yWQ50Q8KgsvPvErqoz/y/obVjBnxHKbwxtb54+IsV+ANBvvlev/XWCAhPYG9F2370Qv2CiY8INzm1nshhBBCOFaQvA4Jgb/vncymvVv53/pl6Ea+QGZIdUDyWgghhLhRNC5aPN6exaGQxjR863/4/fYNjQY05PyQiVxo/wghIV64u8OWLV9y5UosAwaMs86bW17D1cxOSE/gRLzktRBCFIRUwosyJb/b21IbNaLZE3riskxUmTKcrh/vtZ7059cHXUJ6AhEXIjCajAR6BOLm6kZGVgZRSVEkpCfQukprfN18bR4+Z9Ab0EindkIIIYSN/PIa4IE3vmAjsDM7i3UfvErks0tLLK+vfwCdZLYQQgjhmJ8f8NwwTtQLp8akgXjERlH73WeovmoGxlFPsdqrAc+/NgSdTk/z5p0IC2skeS2EEKVAo+ReoWKTp7eXPKUsD4DJOak3GK6G/9sTp/Ds3NfwBJa+9C3+He7BOyCVsBomggJcHYa6Uoo90XuISooizMf+Ue5RSVH4ufnhpffiUuoluYovhChTJGdKhryPJS+vvD548Cztb2lISnoqc7VaWn54Cp+m1QkOM+Ll4/hEvCB5Xc2nGrX8a3HqyilpeSeEKFMkZ0qGvI+lQykwXk5H+/FqPBa8gfZ0pGU4cJeXDz+mJNGgRhPeXLCH0CquktdCiArNGVkjlfAlQA4Sbiyz2UzX0FC2xsZyu58/M3b+TKo2liyVe6gnZySz/ex2vPXeeOg87JYZa4xlX8w+avrVpJpPNetV/Li0OAx6g/UqvhBCOIPkTMmQ9/HGW7p0GWPHjsEd2NmvP1nvvcil1NxPxPPL67TMNKKN0bi7umNWZpuWd5LZQghnk5wpGfI+3gBZWfDll7BwIWzfznmlaAwkArOCghgxcgAne7YhsVolyWshRIXkjKyRB7OKcker1fLhp5/iCWxLuMK3b76Kj5s3oYZQvPXeRCVFEXEhgoT0BOs8meZMMs2ZuLm62S1PKUVsaizJpmQqGyrjofNAq9HiofMgzCcMo8nIqfhT8oAZIYQQopBGj36Ebm3akA489c1XXD4Sgbc+98zOK68BdFod55LOkZieSJhPmGS2EEIIURSurjB4MPz+O1y8SNUPP2ReixYATL98GeNbi+nU/RHufPBlqu47JXkthBAlQCrhRblUq0sXXmrVBIBlK78lISYhz1DXaXXotDoysjLslpWamcqllEv4u/vjqrV/TEKgRyAxKTEYTcbS3SghhBCigtFoNCz9/HO8tFq2Kdj70qI8T8TzymuAxIxEjKb/s3fn4U1UixvHv5OtSZu2oYVCsUUsqIiKQMHliitu133fFRFBFBc2BWQRFdnEDVxAFFdc8brrdb36E/WiFhVQ8EqRpUJbaUnblLRJk/n9ERopLUihNLR9P8+TJyFzZuZMRN6ZM2fO8dEmoU2dy5XZIiIi9ZSWBtdeS7+cHI7q05tKoF+SmyqLhcTvfqLbxTdx7IiZhFf+prwWEdkNaoSXJskX8HHEjOH0MQx84TCvTnygxvJtQ93tcJOWkEaRv6jWtqrCVWyq2ES7hHbE2+JrLXdYHdE7/SIiIlI/rdu35oarzwbgkW9/xPx9XY3lW2f2jvIaoLC8kER7Iq2crepcrswWERHZNeXBcq6fNIR4dzyLSn3MnXUPf151AabFQqv3P6PvmTeTOPl+fBWlymsRkV2gRnhpkoLhIOXtU5l+3mlMAWbm/xmZaWaLbUPdMAw6pXTC7XCTV5qHP+gnFA7hD/opLC/E7XDTOqF1nbO0B0KB6J1+ERERqZ9gOMjRt/djZEY7vgU6zH2xxvKtM3tHeZ1XmkeyM5mM5AwCoUCd+1Jmi4iI7JpgOEirdq0YM3UMM1+YyeHnnsraqWP45eMXKTnuSCzBKvZ/9EUcAwZiVFUpr0VE6kmN8NIkVQe2ZfT13O6Mw/PDMpI/WRhdXleoe5westtnk5GUQVmgjPzyfMoCZeyfsj9HZRy13ROEIn8RbRPa4na49/hxiYiINDd2i504WxxXzbiDfYDWL72JfX1BdPm2mb29vM5MyqRPhz5ktcrabs87ZbaIiMiuqc7i4888nn+c8I/o9xVdOrPyxUf4331jCFstxL30Gpx9Np6QXXktIlIPtQfAFmkCqh9/ywvlUTjgUto9+iypUx9l/iYvZ1x0JkX+IjKTMmuFusfpoWd6T3wBH8FwELvFjtvhpqSyhJz1OeSV5pHqSsVhdRAIBaIzt2elZNXZS15ERER2rDqzfz8swH5H9STxm8X8MmYqiZNH0W6fdnVm9vby2jAMOhmd8FZ4ldkiIiINKHqNXZpHhj0DgIL1BaxcsZKjTzya5WcegaXtg3S6fjTGv/8Nffviee895bWIyE5SI7w0SdWPq3srvCy+8iROfPY1+q5YyQ/D7qIkWMoJZ59AK1er6PiyW4e7YRgkxiXW2F51r7vc4lwKywujJxCZSZlkpWThcXoa+QhFRESah60z+6fB57Hwm8WM+eRL/rG5nJFzx2Gz2urM7LryGpTZIiIie8LWeZ1XmkfJ2hJuuOAGAB568yHaZbTDeuZZbP6gK/HnXYyxaBGcfTbG558rr0VEdoJhmlsNpC27pLS0lOTkZEpKSkhKSop1dVoUb4WX3OJckqY9xKszX2Ac4E528+DbD5LWNg27xU5aQhqdUjrtVMibplnnXXwRkVhSzjQM/Y6xVZ3ZgVMv5fhlKwkAg+8dzInnnEicLU6ZLSJNnnKmYeh3jK3qvM4vy2fkZSNZ8cMKuh3djbGzx+K0O7Fb7HT4w0fXc6/DKCmF22+HadO2uz3ltYjsjWKRNRoTXpq06sfV242fxoiUVnQHfCU+Xpr+EunudBIdieSV5pGzPgdvhfdvt1fd6y7FlUJiXKJODkRERBpIdWYfNv0B7tzy3fxpzxPnj1Nmi4iI7CWq8/rYjscy6/FZ2B12lny1hCUfLYnm9cp2DpZOGRZZYfp0eO+97W5PeS0iEqFGeGnyDMPAnZrOn0P6MQ+wAp+99xlf/PsLXHYXGUkZ+AI+VhWvQg9+iIiIxI5hGLhOPYMbsrvRAygrLWfmxJlYDIsyW0REZC9hGAZuh5tWma249KZLAZh1zyyK/yyO5vXvJ/Sg8NpLIitcfTWsWxfDGouI7P3UCC/Ngi/g45eLjqNr29bcvuW7qXdMpdRbCkCqK5WC8gJ8AV/sKikiIiL4guWsHHIx84hMTvTpe5/y6XufRpcrs0VERGLPF/BRWF7ItTdeS5dDu1DqLWXa2L+GnUl1pfLD8MsJ9ewBxcVw6aUQDMawxiIiezc1wkuzEAwHqXRY2DDsOiYAB1otFBUWMWvyLAAcVgfBcJBgWCcFIiIisRQMB9lw1CF07nkIo7Z8N33sdDaXbwaU2SIiInuD6ixOcCYw4f4JWG1W/vP+f/i/j/4PiOR1pQ3KnpsLSUnw9dcwY0aMay0isvdSI7w0C3aLHbvFzh8XnIqx7z7MC4U5br9MrrnpGgACoUC0jIiIiMSO3WLHbnWw+pZrGA/0tRiMHTOE+IR4QJktIiKyN6jO4sqqSg44+ACuveVarhp8FYcfczjwV15bOx8AsyKd35g8GQoKYlhrEZG9lxrhpVlwO9ykJaSxsaqE9SMH8w/gk2IvHZISASjyF9E2oS1uhzu2FRUREWnhqjM79/BOVHXvyidhk8t++z26XJktIiISe9V5XeQvAuD6Eddz6/hbcbqcwDZ5feWV0KsX+Hxw55072qyISIulRnhpFgzDoFNKJ9wON0tO6Er5gVnYSspIfexp8krzKM0vJSslSzOxi4iIxFg0s+MSWXr9+QC0eeY1gvnrWbZqGdagVZktIiISY1tfY+eV5uEP+gmFQ/iDftZsWoOv0PdXXlss8MADkRXnzoWff45t5UVE9kJqhJdmw+P0kN0+m4xW+7Li1isAaPvUK8wfP5dr+l7D8h+W11rHNE3KKsso9hdTVlmGaZqNXW0REZEWpzqz7WedQ8khnbH6K/hh9FRuPetW3pvzHh6np9Y6ymwREZHGFb3GTsqgLFBGfnk+q9as4q5+dzHmqjHYqmx/FT7mGDj/fAiHqRo+VHktIrINw9S/iLuttLSU5ORkSkpKSEpKinV1miXTjDzZFgyC3Q5uN2yvg5xpmvgqy3AdeyK273K4pksXnl2xgoMOOogffviBuLg4ALwVXnKLcyksLyQYDmK32ElLSKNTSqc6L/5FRGJFOdMw9DvuefXJ60h5E/+/XiX+wkv50OnktIoKDMNg4cKF/OMf/4iWU2aLSFOgnGkY+h0bR72vsQM+guEglZsrOSr7KNasWcMtt9zCww8/HC1X+vNi3D2OwBKs4psnJ+I99nDltYjslWKRNeoJL3s9rxcWL4aFC/96LV4c+b4uhmGQ6EzCNnU6AA+sXElaairLly9n8uTJkW1WeMlZn0NeaR6JjkTS3ekkOhLJK80jZ30O3ortbFxERETqVN+8hkhmx59/MfTowakVFfTr1g3TNLnuuuuorKyMbFeZLSIi0qB26Ro7LpEUVwrpqek88cQTAMyaNYtvvvkmss0KL9+5NrHq8tMBOOy+50m0xiuvRUS2UCO87NW8XsjJgbw8SEyE9PTIe15e5PsdXdhz4olw0kmkVFUx65BDAJgyZQpLly4ltzgXX8BHRlIGLrsLi2HBZXeRkZSBL+BjVfEqPTYnIiKyk3Yrrw0DJkwA4IFVq0hr04bly5czZcoUTNNUZouIiDSg3crsLU455RSuvvrqGjfOq/Pad/tQqjxJxP+aS/sPv1Jei4hsoUZ42WuZJuTmRh6Ry8gAlysy34vLFfmzzwerVkXKbdeWnu8X/d//cfYJJxAMBrn2umvZULqBVFdqnaukulIpKC/AF/DtRB1NqsqqCBYHqSqr0kmFiIi0OA2S12efDd26keLzMevYYwGYPHky3/34HYXlhbud2cprERGRBsrsLR544AHatGnDL7/8wl2T7ormdciTROF1lwHQds58ME3ltYgIaoSXvZjPB4WFkFr3dTepqVBQECm3Xb17w/nnY5gmj8XFkZSUxPfffs+bz71JnC2uzlUcVgfBcJBgOLjD+gW9QXyLfZQsLIm+fIt9BL07Xk9ERKQ5aZC8tliiveEv+vhjzv7nPwkGg9x4/Y1UBCt2K7OV1yIiIhENktnRsqnMmjULgBnTZpD7a240r/+8+kLCzjgSfvoF96IflNciIqgRXvZiwWDkFVf3dTcOx19ldmjSJLBY2Off/2b6DTeQkppC6zatqayqrLN4IBTAbrFjt9i3XzdvEF+Oj4q8CqyJVhzpDqyJViryKvDl6ERBRERajgbL6/POg0MOwSgt5bGDDsLj8dC9R3eMkLHLma28FhER+UuDZfYWF198MWeddRYHH3IwNostmtdVqa0ouuhMANrOfl55LSKCGuFlL2a3R16VdV93Ewj8VWaHDjoI+vUDYOCiRfy6fAUXXXIRRf6iOosX+Ytom9AWt8Nd53LTNKnIraDKV4Uzw4nVZcWwGFhdVpwZTqp8VVSsqtCjcyIi0iI0WF5v1Rt+n3nz+O3775k7ey6ZqZm7lNnKaxERkZoaLLO3MAyDZ599lm8XfUvv7r1r5HXBwMsxDQPPx19S+fNPymsRafHUCC97Lbcb0tKgqO7rboqKoG3bSLm/NXEiOBxYPv+c1j/8QKeUTrgdbtaVrMMf9BMKh/AH/eSV5uF2uMlKycIwjDo3FfKFCBQGsKfWfWZiT7UTKAgQ8oV27kBFRESasAbN6wsugIMPBq+X1vPnYxgGnVI6kWBPqHdmK69FRERqatDM3qJVq1bY7fZa19ib98ug+KSjAejy/AfKaxFp8dQIL3stw4BOnSInAHl54PdDKBR5z8uLfJ+VFSn3tzp0gCFDIp/HjCHZnsgfi/5g5PkjWbdhHfnl+ZQFyshMyiS7fTYep2e7mzKDJmbQxBJX9/8+FoclWkZERKS5a9C8tlhg/PjI5wcfhJISiv4o4p7r7mHpJ0spC5TtdGYrr0VERGpq0MzehhMnHzzxAQ8OfZDSylLyy/P57ZqzAWj/xid4SgN1rqe8FpGWwhbrCojsiMcD2dmRGdwLCyNj09ntkJkZOTnweOqxsTvugCefhMWLCb36Kg9Me4DcFbm88dAbzH56NnaLHbfDvd0e8NUMu4FhNwhXhrG6rLWWhwPhaBkREZGWoEHz+sILoWtX+OUXmDmT1+x2/u/z/+PnpT/z3XnfkZyavFOZrbwWERGprUEzeytr165l1oOzCAQCXP3N1Zx38XnY9z0e8/AFGN9+C489FnlCfRvKaxFpKdQTXvZ6Hg/07Al9+vz16tFjF04OWreG224DwDZhAk/Ono3FYuG1V17jm8++ITEu8W8b4AGsbiuONAfBoronhwkWBXG0dWB11z6BEBERaa4aLK+t1hq94UcMHEi3bt0oKipi/OjxpLhSdiqzldciIiJ1a7DM3soBBxzA+C35PXrkaMLlYRKdSRgjR0YKPPponYPRK69FpKVoco3wjz76KB07dsTpdHLEEUfw7bff7rD8a6+9RpcuXXA6nRx66KG8//77NZabpsmECRNIT0/H5XJx0kkn8dtvv+3JQ5BdYBiQmAgpKZH3XXk8DoBhw6BNG1i5kl4//siwYcMAuOGGGygrK9vJuhg4OzmxuW1U5FUQ8ocwQyYhf4iKvApsbhvOLOdONeiLiDRnyuyWp8Hy+qKLoEsX2LQJ++zZzJ07F4vFwvz58/nggw92si7KaxGRnaG8bpkaLLO3cvvtt3PIIYewcePG6LU2550HGRmwcSO89VYd9VBei0jL0KQa4V955RWGDx/OnXfeyeLFiznssMM49dRTKSwsrLP8119/zWWXXcaAAQP44YcfOPfcczn33HNZtmxZtMz06dOZOXMms2fPZtGiRSQkJHDqqadSUVHRWIcljcnt/qt33d13c9ftt7Pffvuxbt06xo4du9ObsXvsuLPdODOchMpCBPIDhMpCODOduLPd2D07OZ28iEgzpcyW3WK1woQJkc/338/hXbpw6623AjB48GB8Pt9ObUZ5LSKyY8praUgOh4Mnn3wSwzB44YUX+Pe//w02G/TvHynw5JN1rqe8FpEWwWxCDj/8cHPIkCHRP4dCIbN9+/bmlClT6ix/8cUXm2eccUaN74444gjz+uuvN03TNMPhsNmuXTvzvvvuiy73er1mXFyc+dJLL+10vUpKSkzALCkpqc/hSKxUVprmfvuZJpjmvfeaH330kQmYhmGY33zzTb02FQ6HzWBp0AwUBcxgadAMh8N7qNIi0pI1xZzZGzO7Kf6OLVpVlWl26RLJ60mTTJ/PZ3bs2NEEzKFDh9ZrU8prEWkMTTFnlNeyJ9x6660mYHbs2NH0+XymuWpVJM/BNH//fbvrKa9FpLHEImuaTE/4QCBATk4OJ510UvQ7i8XCSSedxDfffFPnOt98802N8gCnnnpqtPzvv/9Ofn5+jTLJyckcccQR290mQGVlJaWlpTVe0oQ4HDBpUuTztGmc3KMHV199NaZpRu7U14NhGNgSbdhT7NgSbXpETkSEvSezlddN3Da94ROqqpg9ezYAn376KZV1jCu7PcprEZHalNeyp0yaNIkOHTpQWFjI999/D/vtB9V/J55+ervrKa9FpDlrMo3wGzduJBQK0bZt2xrft23blvz8/DrXyc/P32H56vf6bBNgypQpJCcnR1+ZmZn1Ph6JsUsvhe7dobQUJk/m/vvv56OPPmJiHbO1i4hI/ewtma28bgYuvhgOOgg2bYKZMzn11FN5/fXX+e6774iLi4t17UREmjTltewpbrebV155hWXLlnHcccdFvhwwIPI+bx6EQrGrnIhIjDSZRvi9yZgxYygpKYm+1q1bF+sqSX1ZLDBtWuTzo4/S2ufj5JNPjm2dRESkQSmvm4Gte8M/8ACUlHD++eerAV5EpBlRXjdPRx55JPvtt99fX5x7bmQW2Lw8+PjjmNVLRCRWmkwjfOvWrbFarRQUFNT4vqCggHbt2tW5Trt27XZYvvq9PtsEiIuLIykpqcZLmqCTT4a+fSEQ+OsCH1i3bh3jxo0jHA7HsHIiIk3X3pLZyutm4qKLoGtX8Hrh4YejXweDQaZNm8b//ve/2NVNRKQJU15LY/n888+Z9+KLcOWVkS+2M0GriEhz1mQa4R0OB9nZ2Xz66afR78LhMJ9++ilHHXVUnescddRRNcoDfPzxx9Hy++23H+3atatRprS0lEWLFm13m9KMGAZMnRr5/MIL8NNPVFRUcPjhh3PvvffypE4MRER2iTJbGpTVCnfeGfn84IORxnhg+PDhjB49muuvvx7TNGNXPxGRJkp5LY3h66+/5oQTTmDIkCHknnJK5Mu334bCwthWTESksTXaFLAN4OWXXzbj4uLMZ555xvzll1/MQYMGmR6Px8zPzzdN0zSvuuoqc/To0dHyX331lWmz2cwZM2aYy5cvN++8807TbrebS5cujZaZOnWq6fF4zLfeestcsmSJec4555j77bef6ff7d7pemr29ibvkksgs7aedZpqmaT7wwAMmYCYnJ5vr16+PceVERJpmzuyNmd0Uf0fZIhQyzYMPjuT1xImmaZrmqlWrTJfLZQLmU089FeMKiog0zZxRXsueFg6Hzb59+5qA2bdvXzPcq1ckz2fMiHXVRKQFi0XWNKlGeNM0zVmzZpkdOnQwHQ6Hefjhh5v//e9/o8uOO+44s1+/fjXKv/rqq+YBBxxgOhwO8+CDDzbfe++9GsvD4bA5fvx4s23btmZcXJzZt29f89dff61XnXSS0MStXGmadnvkROCTT8yqqiqzV69eJmBeeOGFsa6diEiTzZm9LbOb6u8oW7z6aiSrk5JMs7jYNE3TvO+++0zAbNWqVbTBSEQkVppqziivZU/77bffTKfTaQLmM9dcE8nzgw+OdbVEpAWLRdYYpqnnd3dXaWkpycnJlJSUaPy6puqWW2DWLOjZE777jh+XLKFXr16EQiHeeustzj777FjXUERaMOVMw9Dv2MSFw9C9OyxdCuPGwT33UFVVxRFHHMHixYu59NJLeemll2JdSxFpwZQzDUO/Y/M0bdo0Ro8eTUqrVqzw+WgTDMJPP0G3brGumoi0QLHImiYzJrzIHjV+PCQmwuLF8PLLdO/enREjRgAwZMgQSktLY1xBERGRFs5igbvuinx+6CHYuBGbzcbcuXOxWCy8/PLLvP/++zGtooiIiNRt+PDhHHbYYRRv2sSw6kl658+PbaVERBqRGuFFANq0gdGjI5/HjoXKSu68806ysrLIy8tjxowZsa2fiIiIwLnnRp5a8/ngvvsA6NmzJ8OGDQNg6NChhEKhGFZQRERE6mK326M3zuevW8e3AC+9FHnSTUSkBVAjvEi1oUOhfXtYvRoee4z4+HjmzJnD7bffzujqBnoRERGJHcOAu++OfH7kESgoAOCuu+7i8ssv5+2338ZqtcawgiIiIrI9vXv3ZuLEibz4zDP0TkyEdetg4cJYV0tEpFFoTPgGoDHrmpF582DAAGjVCnJzI+8iIjGmnGkY+h2bCdOEo46CRYsiN9AffDDWNRIRAZQzDUW/Ywtx7bXw9NNw/fUwe3asayMiLYzGhBeJtX794OCDYdMmmDIF04SyMiguBq83RE7O4ljXUEREpGXbujf844/D+vU18rqsDH744UeCwWBs6ykiIiK1VGd26ZmXswn47eWXIRCIdbVERPY4NcKLbM1qjY4xaz78MMveXc3ChfDvf2/iqKP6cPTRR7N48coYV1JERKSFO/lk6NMHKiupnHAvixdHnmZfuBAGD76TXr2ymTLloVjXUkRERLbi9RLN7MdXODjIsHBZSQneVzWxuog0f2qEF9nWaacRPK4vRiBAq/vuIDEROnf24Ha7qays4LrrBrNpk0ZxEhERiRnDgHvuAcD+7FyKclaTmAjp6dChQ0fC4TCTJ9/Jjz+uinFFRUREBCIN8Dk5kJcHiYnQrccBVNjs5AAzJ96F1xvjCoqI7GFqhBfZhonBb4NmYBoGGV++RGrut1itBuPGzSYuzskPP3zKzJnPodkUREREYsc87nhKDz8JS1WQnu/ehcsFFgtccME19Op1ApWVfgYPHkw4rMAWERGJJdOMTLnm80FGBrhckJbWjhFXjQRgWu6PfP3RMl1ji0izpkZ4kW34fLCmVXcKT70agIyHR4JpkpHRiYEDJwJw//3DWb36zxjWUkREpGXz+WDZZfcCkPreczh/Xw6AYRjcccccHI44Fi36mHnzXoxlNUVERFo8nw8KCyE1teb3p11/F33iXGwGJo++grIytcKLSPOlRniRbQSDkdeGIZMIxzlJ/OFLkr94C4ArrxxO587dKCsrZvToETGuqYiISMsVDMLGrMPZdNy5GOEw6XPujC7r0GF/BgyYAMCYMcMoKiqKVTVFRERavOpr7Li4mt9brFbuPftaHMBXvy/htddejUn9REQagxrhRbZht0dePk8GBVdEGtozZt6OEQxgs9m57ba5GIbBq68+z8cffxzj2oqIiLRM1Xn9+7X3YBoGKZ+8hmvFD9HlF100kn33PZiNG//ktttui2FNRUREWrbqzK6srL0s9aIbuWPL5zGjb2bTpk2NWjcRkcaiRniRbbjdkJYGRUWQ328UwZQ0nGt/o/XrswFo2/ZwLrnkZrKzs0lLS4txbUVERFqm6rxel3wIxaddDsA+j4+LLi8tdTBx4lxSUlI48sgjY1VNERGRFm/ra+xtVWR15cbMrhwEnHHgAY1eNxGRxqJGeJFtGAZ06hQ5UVi7KZE1194NQPqciRQsL8bthgcemMqiRYs47LDDYlxbERGRlmnrvP7h7ImYVivJX72PfdFC8vIi35977lGsWbOGQYMGxbq6IiIiLdbWmZ2XB34/hEKR97w8KO17Gd8CT7vdtGrVKtbVFRHZI9QIL1IHjweysyMzt688bgCl+x6CvWwT2R/cQ3Y2pKe7sFqt0fKhUCh2lRUREWmhqvO6Ve/OrDtlAAAZj40hM8MkOzuy3O12R8srr0VERGJj62vssjLIz4+8Z2ZCmxsvwg3wySdQVIRpmspsEWl21Agvsh0eD/TsCUcfZ4P77wcg7dVH8BT+L1rG7/czduxYjj/+eJ0kiIiIxEB1Xqc8OAHT6STl54X0WP8eHk/Ncu+99x4HHnggP//8cyyqKSIi0uJVZ3afPn+9evSApN4HwmGHQSjEmief5KyzzmLSpEmxrq6ISINSI7zIDhgGJCZC0gWnwD//iVFVBaNGRZdv2rSJRx55hIULF/LYY49RVVZFsDhIVVkVpmnGsOYiIiIth2GA+8B9MG69NfLnO8ZEnnPfyty5c8nNzWXQoEGEQiFltoiISAxUX2OnpETeDWPLgksuAWDR/Pm89957TJ48meXLlyuvRaTZUCO8yM6aMQOsVnjzTfjPfwBo3749U6dOBeCO0Xew/M3llCwsoWRhCb7FPoLeYAwrLCIi0sKMGhXpZrdsGcyfX2PRrFmzcLvdfP3118waNyua18psERGRvcBFF0Xeli3j9JNOIhAIMPDKgWz6v03KaxFpFtQIL7KzunaF66+PfB4+PNrD7tpLrqV31974NvsYM3cMjnQH1kQrFXkV+HJ0kiAiItJoWrWCMWMinydMgMrK6KLMzEzuGX9PZNHMCRRWFiqzRURE9hadO0PPnhimyawjjyXeGc9Xi7/i5S9fVl6LSLOgRniR+pg4EZKT4ccf4ZlnME2TwO8BZlw/A5vVxntfvse7X7yL1WXFmeGkyldFxaoKPTYnIiLSWG6+GfbZB9asgccfj35tmibXHH8NPffvSdnmMu545A4Mi6HMFhER2VtsGZKmw4efMuqyyDCwEx6bwJ+b/lRei0iTp0Z4kfpo0ybSsw5g7FhC6zcRKAzQrWc3hl49FICR00dS6isFwJ5qJ1AQIOTTpK0iIiKNwuWK3DQHmDQJSiOZHPKFCBWFeOiOh7Barbz56Zt88H8fRFdTZouIiMTYliFprDlfMuSsC+nepTveMi+j7v9rXjbltYg0VWqEF6mvm26C/feHggKM6VMwgyaWOAu3DbiNrMwsSspK+GH5DwBYHBbMoIkZ1F16ERGRRnPNNdClCxQVwbRpANE8Puzgw7j5ipsB+M+3/4muoswWERGJsf32I9yjF0Y4TPw3HzBz3EwsFguLf1mMt8wLKK9FpOlSI7xIfTkccP/9AFhmz8S6cQ3hyjAup4unJz/NolcXcVzv4wAIB8IYdgPDbuxoiyIiItKQbDbYMnE6DzwAeXnRPA5Xhhk9aDQLHl7A9JHTo6sos0VERGLPvPBiAOwfv0H3Lt155YFX+O/L/8WT6AGU1yLSdKkRXmRXnHkmnHwyRiCA+4W7CRZFJobpcVAP9m2/b7RYsCiIo60Dq9saq5qKiIi0TGefDcccAxUVMH48VrcVR5qDYFGQeGc8pxx9So3iymwREZHYs1y+ZUian77G2JjPqX1OxeV0RZcrr0WkqVIjvMiuMIxIzzqLBft/3sa58r9U5FUQ8ocwQyYhf4hPP/iUl798GWeWE8PQXXoREZFGZRgwY0bk87PPYixZgrOTE5vbViOz1+etZ9yUceBCmS0iIhJjRseOhHsfgWGamK+/Hs3rgC/AzMdn8suGX5TXItIkqRFeZFcdcggMHgyA++mxONvZCJWFCOQH+Pq/X3Pe+PO4/dHbWVu0NsYVFRERaaEOPxwuuQRME26/HbvHjjvbjTPDSagshP8PP6cNPo2Zr8/k6W+fxu6xx7rGIiIiLZ7lsksAcH3/TvQae/Ljkxn31DiGzxmOJVFNWSLS9OhfLpHdcffd0KoVxs9Lcee8RHKfZJL7JHPyoJPp27cvFRUVDB48GNPUpDEiIiIxMXky2O3w0Ufw0UeRhviebpL7JJNyXAp3jL8DgLum3MXq1atjW1cRERGBCy8EwPrjNyRn+Ujuk8ywScNITk5m8Y+LmTVrVowrKCJSf2qEF9kdqamRhnjAGD8eW7AUe4ode5Kd2bNn43Q6+eSTT5g/f36MKyoiItJCZWXBTTdFPt92G4RCGIaBLdGGPcXOdTdcx3HHHcfmzZu54YYbdONcREQk1jIz4R//wDBNbP9+E3uKnYzOGUybNg2AcePGsXatnjgXaVHCYRgzBu65B/z+WNdml6gRXmR3DR4cGZqmuBgmTIh+3blzZ8aPHw/AsGHDKCoqilUNRUREWrZx48DjgSVL4OmnaywyDIM5c+bgcDj497//zSuvvBKbOoqIiMhfLr448v7qq9GvBg4cyNFHH015eTlDhgzRjXORlsTvh6lTI+1uoVCsa7NL1AgvsrtsNnj44cjnxx+HpUsBME2T62++noMOPoiNGzcycuTIGFZSRESkBUtJgYkTI5/HjoXS0ugi0zRp37E9w28fDsCtt97Kpk2bYlBJERERibrwwsgk619/DevWAZEb5w8+8iB2u513332XBQsWxLiSItJotu797nLFrh67QY3wIg3hxBPhggsij8fccgte/yYWb1jMt/nfcs24azAMg2eeeYYvvvki1jUVERFpmW68EQ44AAoLI+PEA94KL4s3LGbh2oX0urgXmZ0yKSwsZMJdE/5mYyIiIrJH7bMP9OkT+bxgQTSzNyZs5LyB5wFw89Cb+bPszxhWUkQazebNkXeHA6zW2NZlF6kRXqShzJgBTid8/jnrnnqQvNI8Eh2JnHDMCVx909WMmDGCYFoQb4U31jUVERFpeex2uP/+yOcHH6R0xU/krM+J5nWHlA6MnjqaM648g5P7n6y8FhERibUtQ9JUvfxSjcy+efjNnHT2SYx5bAxL/lyizBZpCap7wsfHx7Yeu0GN8CINpWNHzNtuA6DT5MfpYEvFZXdhMSzcPPpmLrvsMsqD5awqXqWx60RERGLhjDPgpJMgECA0cgS+gI+MpIxoXh/xjyO4a9pdmHGm8lpERCTWLrgA0zCwffsdod9zo5ntcrmY+vhU+vTugy/gU2aLtATVjfBNdCgaUCO8SIPyDRvC5n3SiN+wkXaznq61PNWVysr1K/n5fz/HoHYiIiItnGHAAw9gWiy0eu9T9luyrs5iqa5U8n35fP3d141cQREREYlKTyd07DEAHPDR4jqLpLpSWfTDIop9xY1ZMxFpbNXD0agnvEjLYJomZZVlFPuLKassq3W3Pei0s2z0tQC0nf08cb/XvLj/+bufGXTaIAZcM4BwONxo9RYREWlJdpjXhx5KZf+rAeh09ywIhWqtH/QHGXXlKE485kRWrFjRWNUWERFpcf7uGrvyosj472nvfFrn+i/NfombzrmJBx94cI/XVURiSD3hRVqOrSdvq34t3rC4xvhzdoudolOOYdMxvbEEgmRMfKDGNlrv05pARYBv//stTzzxRCMfgYiISPO3M3ldNXECwcQEEn7+H63nv1FrGzanDVe8i0AgwKBBg3TjXEREZA/YmcwOn38eYbuN+OUrca5YWWsbqe1SCYfCzJgyg99++60Ray8ijaq6J7wa4UWaN2+Ft8ZEMOnudBIdieSV5pGzPid6kuB2uElzt2XxmGsI2214PvmS5I+/jG7H1srGkFFDABg1ahTr16+PxeGIiIg0Szub1wn7dGTDbTcAsM+0x7FuKqmxneKKYiZMm0B8fDxffvkl8+bNa+xDERERadZ2+hq7XQdKjz8KgJQ3P6y1nZ6n9OTI446ksrKS66+/XmPDizRXmphVpPkzTZPc4txak7e57C4ykjJqTARjGAadUjrBgQeSe/VZAGTceT8VZV7ySvNwO9yMHj6a3r17U1payq233hrjoxMREWke6pvXScNG4TugIzZvCWnTHiEUDuEP+qN53eewPtxzzz0A3HbbbRQUFMT4CEVERJqH+ma2/cp+ACS98T7+wOYamZ0Yl8jjjz+Oy+XiP//5D88991yMj05E9gj1hBdp/nwBH4XlhaS6UutcnupKpaC8AF/AB4DH6SG7fTa+24dSkZaKc00ebR5/hsykTLLbZ5OakMrcuXOxWq0sWLCAt99+uzEPR0REpFmqd167W8OsWQCkz3+LzTnfUBYoi+a1x+nhlltuoWfPnni9XoYOHdpYhyIiItKs1TezEy64FDM+noS8AqzffU9+eX6NzO5+UHcmTpwIwPDhw/nzzz8b61BEpLGoJ7xI8xcMBwmGg8TZ4upc7rA6omWqeZweuu9/DOb9MwDYf84CelR48Dg9ABx22GGMGDECgJtuuomysrI9exAiIiLN3K7ktfuUMzEvvhgjHObo+16hT+bR9EjvEc1rm83GE088gcVi4eWXX+aDDz5ojEMRERFp1uqd2QkJGOeeC0D2F/+jT4c+9OnQp0ZmDxs2jMMOO4zi4mKGDx/eCEchIo1KPeFFmj+7xY7dYqeyqrLO5YFQIFpma4Zh4LqiH5x4IkZFBcY2Q8/ceeedZGVlcfLJJxMKhfZY/UVERFqCXc7rGTMgPh77V9+Q+Po7GIZRY3l2djZDhw7l0EMPpU2bNnus/iIiIi3FLmX25ZcD4FjwBin2JBLjEmtktt1uZ+7cuSQnJ9O7d2+NDS/S3KgnvEjz53a4SUtIo8hfVOfyIn8RbRPa4na4ay80DHj0UbDb4d13YauhZ+Lj4/nhhx946qmn8Hg8e6j2IiIiLcMu53VmJtxxR+TziBFQUlJr3UmTJpGTk0OvXr0autoiIiItzi5l9sknQ0oKFBTA55/XuV7v3r1Zu3Ytt9xyS62b6iLSxFU3wqsnvEjzVT3ZqtvhJq80D3/QX2vytqyUrO2HfJcukYt6gFtu+esRGiApKSn62TRNwuFw9HNZZRnF/mLKKst0F19ERORv7FZejxwJBxwQubAfN67WYpfLhd3+V2+86rwGZbaIiEh97VJmOxxw0UWRz/Pnb3fbW19jK69FmpHqtjT1hN/ziouLueKKK0hKSsLj8TBgwAB8Pt8Oy998880ceOCBuFwuOnTowC233ELJNr2bDMOo9Xr55Zf39OFIE1M92WpGUgZlgbJaE8FUj0O3XePGRXrarVkDU6YANU8Cfv7fz5x11lncf//9eCu8LN6wmIVrF0Zfizcsxlvh3ePHKSLSEJTZEiu7nNdxcfDYY5HPjz0GOTnRRVvndVFZEZMmTeKYY46hqqpKmS0iTZryWmJplzJ7y5A0vP46lJfXWLRtI/snn3zCwQcfzE8//aS8FmkOmkFPeFt9V+jXrx8DBgzg2GOP3RP12a4rrriCDRs28PHHHxMMBunfvz+DBg3ixRdfrLP8+vXrWb9+PTNmzKBr166sWbOGwYMHs379ehYsWFCj7NNPP81pp50W/bOGBpG6eJweeqb3xBfwEQwHsVvsuB3unXvMLSEBHnoILrgApk2j9KKz+a21hcLyQoLhIF+8+QXvvfcen372Ke16tyOpXRKprlTibHFUVlWSV5qHt8K7cw3+IiJbKLOlJdrlvO7bFy67DF56CW64Ab75Bm+wjNzi3Ghe+4p9TJ8xnbKSMqbdP40jLzoSX8CnzBaR3aK8lpaq3pndpw/stx/8/jv8619w1VUAeCu8NfLabrFz/0P3s2LFCq4dcC1TXpqCP+RXXos0Zc1gYlbDrOczOOeeey7vv/8+++67L/3796dfv37ss88+e6p+ACxfvpyuXbvy3XffRcfi/Pe//83pp59OXl4e7du336ntvPbaa1x55ZWUl5djs0XuPxiGwRtvvMG5W2ba3hWlpaUkJydTUlJS49EnkRpME848E95/n+KjevDlUxNIjW9NnC2OimAFQy4dwtJFSznkyEN4esHTtU488krzyEzKpEd6D41vJ9LC7GrOKLNrUl7L39qwITKMXGkpm2fezzdnHFarkf3l51/m0fGP4nQ5efidh8k+KLvWZpTZIi2T8lp5LY3g7rvhzjvhhBPgs8/wVnjJWZ9TK69/W/MbN595M+Vl5QwYM4Abbrqh1qaU1yJNyEUXwYIF8MgjMGTIbm8uFllT7+Fo3nzzTf744w9uuOEGXnnlFTp27Mg///lPFixYQDAY3BN15JtvvsHj8dSYDOukk07CYrGwaNGind5O9Q9bfXJQbciQIbRu3ZrDDz+cefPm/e3YYJWVlZSWltZ4ifwdEwhOfoBwXBwp3/zAoZ8sxWV3YTEsxDviGT1tNDaHjWX/Xcb7C96vtX6qK5WC8gJ8ge0/IioisrWWntnKa6m39HTMe+4BwDFuIv5Vq9kncZ9oXrvsLq7pfw0H9TqICn8F8+6p+++gMltE6kN5rbyWeujXDwwD/vMfwrm5/LruV7xFXtrZ2uG0OaN53a1zNy4deikALz78Ivl/5NfalPJapAlpBj3hd2lM+DZt2jB8+HB++uknFi1aROfOnbnqqqto3749w4YN47fffmvQSubn55OWllbjO5vNRkpKCvn5tf8hrcvGjRu55557GDRoUI3v7777bl599VU+/vhjLrjgAm688UZmzZq1w21NmTKF5OTk6CszM7N+ByQtTtAbxLfYxx/r4lh21rkAZEx4EDOvOFqmXYd2nHjNiQA8cNcDeIu9NbbhsDoIhoMEw3vmRFxEmqeWnNnKa6mvoDeI74irqMw6GFtpGT0mPsfmFZupKquKljEMg1vvuRWr3cqiLxbx4Vsf1tqOMltE6kt5rbyWnbTvvnBi5Lq5fMpjrP5+NXG/xeH70Vcrs8+5/BwyD83Ev9nP1DFTa90MUl6LNCHVY8K31IlZq8eP+/jjj7FarZx++uksXbqUrl278uCDD/7t+qNHj65z0patXytWrNidKgKRRwzOOOMMunbtysSJE2ssGz9+PEcffTQ9evRg1KhR3H777dx333073N6YMWMoKSmJvtatW7fbdZTmK+gN4svxUZFXgZlgsuLyMynP7IDDu4n0O2dFTxJsFhunXHUK7bLaUbKphAcmPlBjO4FQALvFjt1ij8VhiEgT1xIzW3kt9RHN6/wqNt4+mbDFYJ+v/o/EjxbWuqg/4MADOObKYwC4f8L9tW6cK7NFZFcpr5XX8veqLo6MBe98+xXCjioS2iRgjbcSKAzUyGx3nJszh5+JzW5j4acL+eSdT2psR3kt0oS0xJ7wwWCQ119/nTPPPJN9992X1157jaFDh7J+/XqeffZZPvnkE1599VXuvvvuv93WiBEjWL58+Q5fWVlZtGvXjsLCwhrrVlVVUVxcTLt27Xa4j7KyMk477TQSExN54403sNt3/I/rEUccQV5eHpWVldstExcXR1JSUo2XSF1M06Qit4IqXxXODCdx8XFY41z8fMtNALT/8F0cn/yAaZrE2+JJdiVz+vDTMQyDpTlL8ZX+9Vhckb+ItgltcTvcsTocEWliWnpmK69lZ22b10b3Xqw850wADnp2FhT7qPyjMtqDzmbYOOvas8jolEG5r5xli5fV2J4yW0TqQ3mtvJadZ5om/oNPIxyfiP3PP9jnf78RMANY4iw40hyENoeimW0zbHQ5qAvnDDgHgG+++KbGtpTXIk1IM+gJb/v7IjWlp6cTDoe57LLL+Pbbb+nevXutMieccMJOzX7epk0b2rRp87fljjrqKLxeLzk5OWRnRya/+uyzzwiHwxxxxBHbXa+0tJRTTz2VuLg43n77bZxO59/u68cff6RVq1bExcX9bVmRvxPyhQgUBrCnRk5M3VY3beLakHtQgH1PPpW2H39I5/tmsPzEZ7EmO3HZXfQ6vBftHmnHiX1PxJXgwh/0U+Qvwu1wk5WSpQljRGSnKbNFdk5deb3q2htp/9U3uAvy6fz2c/zvisGE/CFs8TaKK4rpmdGTsQ+OJWwL061rN0LhEIFQQJktIvWmvBbZeSFfiECpDcdJ5xP39rMc+NnXfNbtQPaxRiYztiXbCBYHCflDFFcV061tNzrf3JkDDz2Q004/TXkt0lQ1g57w9W6Ef/DBB7nooot2GLYej4fff/99tyq2tYMOOojTTjuNgQMHMnv2bILBIDfddBOXXnppdNb2P/74g759+/Lcc89x+OGHU1payimnnMLmzZt54YUXakzw0qZNG6xWK++88w4FBQUceeSROJ1OPv74YyZPnszIkSMbrO7SsplBEzNoYomLPHRiGAb7JexHSVUJX11zHmf+92sS1+SS+uTzLBv4T9q529GnQx827rORwvJC8svzsVvsZCZlkpWShcfpie0BiUiToswW2Tl15fW+rQ9m2S1DOHLcXWS8/S/+6HUc/i6HUFJVgtvhpnu77nRv153c4lwKywsJhoPKbBHZJcprkZ1XndlV51xF3NvP0ubLL/HccC1/8Acp9hTsNjv+gB/vJi+eVA/d23UHoK2nLYXlhWyq3KS8FmmKWmJP+KuuumpP1ONvzZ8/n5tuuom+fftisVi44IILmDlzZnR5MBjk119/ZfOWOyOLFy+OzureuXPnGtv6/fff6dixI3a7nUcffZRhw4ZhmiadO3fmgQceYODAgY13YNKsGXYDw24QrgxjdVkB8Ng9dE/uzu+2ZH7qdyW9H3mcjo89jf/iM8k4LBuP00OH5A74Aj4qghU8NfspTjnxFDztPbE9GBFpcpTZIjtne3lN3wEUfvYVaZ99wgFzZ/DNqQ+R2b5DjYv2nuk98QV8fP3N1yz7aRmn3XKaetSJSL0or0V2XnVmB/fvSajjAVhX/48jvlvDspOO4s/KPwlUBrAYFvZrtR8HtD+gVl4X/FnAow89yuR7JuNyNt0etSItTnUjfBPuCW+Y204PLfVWWlpKcnIyJSUlGr9OajBNE9/iyKSszgxnrWVFazaSfu/lOH9YhPnPf2K89x5sdeE+duxYJk+eTHZ2Nv/973+x2ep93yxSh4Av2kPP7XCrcUCkiVHONAz9jrI9O8prigqJv6AXVp+XionjiJtwd60cXbp0KYcddhgWi4WcnBwOO+ywXauD8lqkSVPONAz9jrIjW2d24mdzcM4cT+jAwyh//gt84XJ8eT7cmW7a9WqHxWKptW6PHj346aefGDt2LJMmTdr1OiizRRqXywUVFfD779Cx425vLhZZU++JWUVk5xmGgbOTE5vbRkVeBSF/CDNkEvJHJovxeFphnfMkOBwYH3wAr75aY/2bb74Zj8dDTk4ODz/8cL33763wsnjDYhauXRh9Ld6wGG+Ft4GOUEREpOnbUV5X+JOouHkaAM7J0zF++aXW+oceeijnn38+oVCIgQMHEgqF6rV/5bWIiMjO2Tqzfb0uwnQ4sf76E8Z332DPt9PG04Y2B7Sp1QBfve6ECRMAmDZtGkuXLq33/pXZIjEQDkca4KFJD0ejRniRPczusePOduPMcBIqCxHIDxAqC+HMdOLOdmPvfQjccUek8K23wqZN0XXbtWvHfffdB8CECRPqNQ6kt8JLzvoc8krzSHQkku5OJ9GRSF5pHjnrc3SSICIispUd5bXjtmvgzDMhEID+/aGqqtb6s2bNIjk5me+++45Zs2bt9H6V1yIiIvVTndlxXdtTefwFADhemfPXNbbHvt11zz//fM4991yqqqrqfeNcmS0SI9UN8NCkh6NRI7xII7B77Lh7uknukxx9uXtsdXIwejR06QIFBTBqVI11BwwYwPHHH8/mzZsZPHgwOzOClGma5Bbn4gv4yEjKwGV3YTEsuOwuMpIy8AV8rCpetVPbEhERaSm2m9etHDB7NiQnw3ffwYMP1lo3PT2d6dOnAzBu3DhWr179t/tTXouIiOya6sy23TkMAMdX7+Bu491hA3y1Rx55hKSkJBYtWsSjjz66U/tTZovEUPV48KBGeBH5e4ZhYEu0YU+xY0u01RwzLi4Onngi8nnuXPjiixrrPfHEE8TFxfHRRx/xwgsv/O2+fAEfheWFpLpS61ye6kqloLwAX8C3W8ckIiLS3Gw3r/fZBx54IPJ5/Hj49dda61533XUcc8wxlJeX79SNc+W1iIjIrjMMA9s/suHYYzFCIYw5c3ZqvX322Ydp0yJDzd1xxx2sXbv2b9dRZovE0JYJwrHbYRfmStxbqBFeZG9xzDFw/fWRzwMH1njcZv/99+fOO+8EYNSoUVRWVu5wU8FwkGA4SJwtrs7lDqsjWkZERER2Uv/+cOqpUFkZ+bzNI+wWi4W5c+ficDj48MMP+fDDD3e4OeW1iIhIA7j55sj7E0/UHLZiBwYNGkSfPn0oLy9n3Lhxf1temS0SQ9U94ZvwePCgRniRvcu0aZCeDr/9BvfcU2PRyJEjueaaa/jwww+Ji6s7+KvZLXbsFjuVVXU31gdCgWgZERER2UmGEbnAT0yEb76BGTNqFTnwwAOZPn068+bN49RTT93h5pTXIiIiDeDccyEjA/78E155ZadWqb5xfv311/Pwww//bXlltkgMVfeEb8JD0YAa4UX2LsnJUD0m3fTp8NNP0UV2u52nn36aQw899G8343a4SUtIo8hfVOfyIn8RbRPa4na4G6TaIiIiLUaHDlB9sT5hAixdWqvIrbfeSv/+/WsOPVcH5bWIiEgDsNngxhsjn2fNgp0cl71Lly7Mnj2bVq1a/W1ZZbZIDKknvIjsEeedB+efD1VVcN11tR51r/bjjz/i89U93pxhGHRK6YTb4SavNA9/0E8oHMIf9LOuZB0Ww0IrVyt8AZ8mjhEREamva66Bs86CQACuuiryvh2lpaUsWbKkzmXKaxERkQYycGBkrrWcHPjqq3qvbpomX+1gve1l9ubAZn4r+o2wGaZNQpvdOQIR2R71hBeRPWbWrEiv+O+/h4ceqrX4wQcfpFevXowdOxbTNCmrLKPYX0xZZVn0It3j9JDdPpuMpAzKAmXkl+ezwbcBX8BHRVUFSwuXsnDtQhZvWIy3wtu4xyciItKUVQ9Lk5oaeWrt7rvrLLZkyRK6du3K2Wefjc/nqzOzldciIiINoHXryI1xgEmT6rVqKBTizDPPpE+fPnz00Uc7fY29ctNKfsj/gT83/0lFVQXLCpcpr0X2hGbSE77pTikr0py1bx8ZZ3bgQBg3Ds45Bzp3ji4++OCDCYVCzJo1ix4n9aBtl7YEw0HsFjtpCWl0SumEx+nB4/TQM70nvoCPjZs3sqxwGXaLndbxrYmzxVFZVUleaR7eCi/Z7bPxOD2xO2YREZGmpF07mD0bLroIpkyBM8+EI4+sUSQrKwubzcaaNWu4fcztDBgzgMLywjozW3ktIiKym8aMgWeegQ8/jMzdctRRO7Wa1Wql85br7YGDBvLCxy/gw7fDa+y80jxyNuTQJqENGYkZOO1O5bXInlLdCK+e8CKyRwwYAH37RmZ3v+46CIeji0455RQuveJSTNPkzuF34sRJujudREdi5GRgfU707rthGLgdbor9xYTNMJnJmbjsLiyGBZfdRUZSBr6Aj1XFq/Sou4iISH1ceCFcfnkko6+6CrYZJs7tdjNnzhwAZj86m8++/IxER2Kdma28FhER2U1ZWdCvX+TznXfWa9V7772XjMwM1q5Zy32T7ttuXlcrLC/EwOCA1AOId8Qrr0X2JA1HIyJ7lGHA3LmRx22++CLy2PsWpmly3ejrSE5JZu3Ktbw85+Udhr4v4KOwvJBUV2qdu0p1pVJQXoAvUPcY8yIiIrIdjzwCmZmwciUMHVpr8SmnnMLpF5yOaZrMmTgHm2nbbmYrr0VERHbTuHGRiVo//rheY8MnJCRw+5TbAXj3+XfJXZqrvBbZWzST4WjUCC+yN9tvP5g8OfL59tth3Tog0qgeiAswdOJQAObNnEfur7nR1bYN/WA4SDAcJM4WV+duHFZHtIyIiIjUQ6tW8NxzkZvnTz0Fb7xRY7Ev4OPq26/Gk+ohd0Uuzzz6TI3lW2e28lpERGQ3dewI/ftHPtejN7wv4KPz4Z055bxTME2Te267h2Dgr7xVXovEkHrCi0ijuOmmyFh2ZWVw/fVgmtFAP/280znmpGOoClYxaeQkQqEQUDv07RY7doudyqrKOncRCAWiZURERKSejj8+crMcIkPIrV8fXRQMB3Eluxh590gAnnr4KVb9b1V0+daZrbwWERFpAGPHgt0On34KX365U6tUZ/HIu0biSal941x5LRJD6gkvIg3FNCNt7MXFkfcaQ8dZrZGedXFx8MEH8Oyz0UAPhAKMnjKaNu3acNr5p2EYBlA79N0ON2kJaRT5i+rcf5G/iLYJbXE73Hv6UEVERJq07Wb23XdDz56RBddcE53LpTqPjz39WPr07UPfM/rSKrVVdHtbZ7byWkREpAHsuy9m/2sBCN5xZ+1r7DpUZ7ErycXIe0bSIasD2UdlR5crr0ViqJn0hLfFugIiLZ3XC7m5UFgIwWDkhn1aGnTqBB7PlkIHHQR33QWjR8PQobhPOom0hDTySvPIaJ/BW1+/hSPOEd1mkb+IzKTMaOgbhkGnlE54K7zkleaR6krFYXUQCAUo8hfhdrjJSsmKNuKLiIhIbTvObAfMnx9piP/4Y3jwQRgxInqhnleax/S502vkNdTMbOW1iIjI7vN6Ye3Zd3DIvHnYF/6HJfe/A2edVfMaextb5/Wp55zKif88cbvX2MprkUamnvAisru8XsjJgbw8SEyE9PTIe15e5Huvd6vCI0ZA795QUgKDB5NmyyK82cNvG/KpMkKEwiH8QT+5hbkk2BNqhb7H6SG7fTYZSRmUBcrIL8+nLFBGZlIm2e2z8Tg9jXz0IiIiTcdOZXaXLpHGd4AxYzC/z8HnM0ihM5ZAMgUVhfiD/r8yuyC31oW68lpERGTXVef171Ud+OOS4QAcPPsmNqwsr32NvYVpUiOv80r/IGSpeY2tvBaJIfWEF5HdYZqR3nQ+H2Rk/PW9yxX5c14erFoFPXpE5nrDZoOnn8bs2RPjvfconv4OFUedz5/+DRQmFNI6YyNrlv/EoxMeZey4sZx03Um19ulxeuiZ3jM6mUz1o3S6Qy8iIrJ99crsQYMiPeFff53K8y/lmwcXU2FPptLMptKxjmDaH2z25/LEPU8Qrgzz/gfv17pQV16LiIjU37Z5vXHweNI+exnnhjX0eu8uFl0wveY1Nts+5VYzr22uP3n/+fd5fe7rfP7V58prkVhRT3gR2R0+XyToU1PrXp6aCgUFkXLVvPscTO6VEwE4eM6tHOQqpce+nWlT1YP4P/tQ+r8gf6z5g7G3jyU/P7/O7RqGQWJcIimuFBLjEnWCICIi8jfqldmGQcmMufjTOuBct5LuT9xIejqkpybirjwI55//IIOu5HyRw3+/+C9vvfJWndtUXouIiNTPtnkddiWwdtSjALR98QEyvUtrXGPX9ZTb1nndLflYli9czqaiTYy8eSRmHQPLK69FGkF1I3wT7wmvRniRGAkGI6+4uLqXOxx/lYG/7ur/csZtlHfthc3npeOUQcS74ICseIxgEuedfQc9e/Zk06ZN3HTTTY13MCIiIs1YfTLbNGFlUSu+H/YiptVK2kcv0Pr953C5IDPTIFyZQKv43kyceBcAw4YN2+6NcxEREdl5deV1aZ8z2HTC+RihEPvffz3BynA0r7fuNe9ygcVCjbwuKUhl3lNP43Q6+fjjj3nmmWdidmwiLVozGY5GjfAiMWK3R16VlXUvDwT+KgN/3dVPSbOx+s5nCNsdeBa+R+o7zwCRu/1FRTZmzZqHzWbj9ddf5/XXX2+cgxEREWnG6pPZ1Xlt9Dma9QMnAtBh2o3Erf4V+KvX/PXXj6Bnz554vV6GDBnSSEciIiLSfG0vr9eNfJhQvJvEpd+Q9dmTNfL6755yS0/fn7vvvhuA4cOHs2HDhj18FCJSi4ajEZHd4XZDWhoUFdW9vKgI2raNlIOad/UrOh3M+usjJwKZ99+KPX9ttBdely6HMWrUKACGDBlCcXFxYxyOiIhIs1WfzN46r/P7j6G01wlY/eVkjb4Io8IfzWvTtDFvXuTG+b/+9S8WLFjQuAclIiLSzGwvr4NtM1g/+B4ADpo3Enfeino95TZs2DB69eqF1+vlxhtvrHNYGhHZg9QTXkR2h2FAp06RE4W8vMiNvVAo8p6XF/k+K+uvCWO2vatfcNVIfIceibW8jI53DyBQEY6WGT9+PAcddBAFBQUMGzYsdgcpIiLSDNQns2vktdXK75PmE0xtS/zKpWTOuKVGr/nDDjuMMWPGAJEb50Xba+UXERGRv7WjvP7h6JvY1O1YrOVlGOedi91futNPudlsNp566ilsNhtvvvkmr732WuMemEhLp57wIrK7PB7Izo6MQVdWBvn5kffMzMj3Hs9fZWvd1bdaWT3xWcJxLpK+/YTE+bOjvfDi4uJ46qmnMAyDkpISAoFADI5ORESk+djZzN42r6tap/P7PfMxDYM2bz6J6/UXajzpNnbsWLp27YrL5WLdunWxODQREZFmY3t5ndHRhuW1VyMLfv0V95CrSWsd3ukn07t168Ydd9yB3W5n/fr1jXY8IkKz6QlvmHqOZreVlpaSnJxMSUkJSUlJsa6ONEGmGRmTLhiM3Gl3u//qAb+16tnbfb7IGHUOB6S+OJNOD99KyBlP+ddLSOrRKVr+xx9/5LDDDtMM7SJNnHKmYeh3lIawM5ldV163mz2RDk/fRZUzgc1ffE/S4V2i5VeuXEm7du1wV1/pi0iTpJxpGPodpSFsN6+/+w6OOQYqK/GPvYevTxhXI68DgUgDvNtdu2NcIBBg5cqVdO3aNVaHJdIyZWZGHm/5/vvI/5gNIBZZo57wInsBw4DEREhJibxvr828rrv6/zv5Jsqyj8dasZmkm/tFnrfbonv37mqAFxERaUA7k9l15fXP54+ntPeJ2CrKSRpwEZSXR8t37txZDfAiIiINaLt53bs3PPYYAK7JEzii4K2dejIdwOFwqAFeJBaaSU94NcKLNDEeD/TsCX36bHkda8G94JnImcVXX2FOv4+yMigujpxAmCYUFRVx5ZVX8tlnn8W6+iIiIi1Crbw+zkriW/OhXTtYtgxuuAEzbNbI7FAozOOPP87w4cNjXX0REZHm69pr4YYbwDRxX3MRPVct+Cuv+0CPHjUb4E2TWtfYixcv5vTTT8fr9cbqKERajmYyJrwt1hUQkfqrvqsflbgvzJwJ/ftjTpjAT4mnUdyhO3Z7ZFzaZ56Zyvz58/n6669ZsmSJetuJiIg0gtp53Q5efhn69oXnn2dtZh9+6TMo+qh8cfGP3HjjjQCcfvrpnHTSSbGpuIiISHP38MORVvVXXsG49BISn3wS+vevVczrhdxcKCz8a2ib1q3DXH311axY8TMjRozgqaeeavz6i7QUpvlXI7x6wovInmaaJmWVZRT7iymrLKOuqRy85/Sj8OhzsVQF6fHgVbRPrSQxMTJs1imnTCAjowO///47d9xxRwyOQEREpPnbmbzmuOPwj58MQMb0m2m3Pof09Ehjvdvdk3POuQmA6667jrKyssasvoiISIth2myUzZtNxTVXQTgc6R3/8MM1ylTP8ZKXF8np6rxev97C4MFzMAyDefPm8eGHH8bmIERagoqKvz6rEV5E9iRvhZfFGxazcO3C6GvxhsV4K7zRMqYJuasMcgY9QTAljYRVy8iYMx6XKzIebTicyOjRcwGYNWsWX375ZYyORkREpHnambyGSGb/csZtbDj8HKxVAbpOuBB7WXE0sy+9dAr77LMfa9asYfTo0bE5GBERkWYsmtl/fMNHoy5g1bXnRxYMHQqDBoHPF7nGzo1M7pqREWn7s1iI5nXHjkdz6aW3ADBw4EBKS0tjd0AizVl1L3hQI7yI7DneCi8563PIK80j0ZFIujudREcieaV55KzPiV7Y+3yRx+MSs9qwZmyksb3tCzNw53wBRGZ6z8o6hauvHgDAtddey+bqiS1ERERkt+xsXsOWzP7TYPXEZ6jcJ4u49avZb8KWXnhARoabIUMiWf7YY4/x+eefx+CIREREmqdamZ3YnvXjh7L81iswDQPmzoXDDsP/yVcUFkaupeuSmgoXXXQvHTtmsW7dOm6//fbGPRCRlqK67cpmi4wH1YSpEV5kL2WaJrnFufgCPjKSMnDZXVgMCy67i4ykDHwBH6uKV2GaJsFgZHy6uDgoOe5sNp4zAMM06Xjn1VjLvDgckeUTJ86gffv2rFy5kvHjx0f387ePzouIiEid6pPXQDSzba095E5/nXCck+Sv3if9qUkAOBxw8MF96ddvEAADBgygvLxceS0iIrKbtpvZjng23z6Mr565m8p92sGqVbhOO5bOT47CFay7h7vDAVZrAg8/HBkPfs6cOXz22WfKa5GG1kwmZQU1wovstXwBH4XlhaS66r71nupKpaC8AF/Ah90euSFYWRlZtm7EQ1RkdCIufy2Z028iEKieQMbDE088AcCrr75K3sa8HT46rxMIERGRHatPXgM1Mtt/YHfWjJkNQPoTE0n66oNoZt97731kZmayevVq3vnwHeW1iIjIbvq7zOa44/m/t2cRvOoKjHCY/f81nW7nZdH2+RkYFf4aRavz+oQTjo9Oqj7nyTk7MZSsMlukXqp7wjfxoWgAbLGugIjULRgOEgwHibPF1bncYXVEy7RyQ1paZMKYjAwIx7tZfc8LHHhdH1I/mI/zoDOIv+Iy3G4444wzePLJJ+l7el9+Lf0VX8BHqiuVOFsclVWV5JXm4a3w0jmlMxs3b6SwvJBgOIjdYictIY1OKZ3wOD2N+2OIiIjspeqT1wDubTK7+Mx+uJf+lzavz2a/cZez+r4c2vbOon37JF544QWqLFWY7U3ySvOU1yIiIrthZzK7OMFB2ZyZtLrgYipvvR3nml/JePg20uY/QP41Yyg6uz/heDdFRZCZGcn1adOmccDBB9D1lK7bzevs9tkA5BbnKrNF6kM94UVkT7Nb7NgtdiqrKutcHggFomUMAzp1ipwA5OVF/o0q7Xoka/tFhpw5bM4NdLKvxTAi61577bUUmUXbfXQ+35fPB799wLqSdX87tq2IiEhLVp+8BurM7NVDH6K06xHYyrwced8FZLXbjGHAMcccQ3JWsvJaRESkAdTrGvucs6n4fhm/jJzH5jb74ti4gQ4zbuHQ0zNImnQbqeVrycqK5HpCQgJ9zu3D5qrN2x2a7qcNP5Hzx87NHyMiW2lGPeHVCC+yl3I73KQlpFHkL6pzeZG/iLYJbXE73AB4PJCdHelVV1YG+fmw/Lyx+A49Ent5Cck3Xw2hEPDXY3gpzhTeeeUdlny/JLpd0zTxB/2sL1tPSnzK345tKyIi0pLVN6+hdmZvKI4jZ/QCgq3akJj7I57Rg8E0azw2n/trLi89+VJ0G8prERGR+qn3NXZrG+3H9mfFW7+ybMjj+Nrvj81Xwv5vzuDoq7PwXH8JLFpUI6/9m/3Mvm825b7y6HZTnCn8VPAThZsLd2r+GBHZinrCi8ieZhgGnVI64Xa4ySvNwx/0EwqH8Af95JXm4Xa4yUrJwqju3k7kor5nT+jTJ/I6+jgbCf96IdLd7osvYPp04K/H8N549g3uGn4XE4dNpMJfAcDm4GZ8AR8uu4uqcFWtem07tq2IiEhLtit5DbUzu9e5GdgWvAJWKzz/PDzySDSvNxVs4qp/XsX9d95Pzjc5gPJaRESkvnb1GrvHkXHsO2UwgZ9WsPnVdzH79sUIheDVV+HII3GecDKt//1/xFnsjOg/gicfepKZk2ZGt1EVrqLIX0RSXFKd9VJmi+yAesKLSGPwOD1kt88mIymDskAZ+eX5lAXKyEzKJLt9dp3jxhkGJCZCSkrk3ejcCWbNiiycMAG+/Tb6iN3J551Mm3ZtWLtqLY9PfxyInCBUVFXgsruwWWpPG7Ht2LYiIiIt3a7kNdSR2SeeEL1hzvDhOL+KZHartq04/YLTAbh7xN1sLt+svBYREdkFu3WN3dpC/EVnYHzyCfz0E1xzDdjt2L9ZRO9bptL1lCsY0qcXAK8//zqL/m8RAP6qSE/eBEdCnXVSZovsQHVPeDXCi8ie5nF66Jnekz4d+kRfPdJ71G/iln794JJLoKoKLr8cd6VJWkIaAUeAsdPGAvDi3Bf5YdEP2Cw2Ngc3k2hPJN5W+3Gfbce2FRERkQbKa4Bhw+Cyy6CqCtcV/dinxKTIX8TQCUNp274tf6z5g1n3zlJei4iI7KIGyexu3eDpp2HNGsw77qAqyU3CilyunvoYA9q2BuCekffgK/NRWllK6/jWWLHWuSlltsgOaDgaEWlMhmGQGJdIiiuFxLjEWo+078QGYPZs6NABcnMxbrkl+hhex8M7cvpFp2OaJhOHTWR90XraJbbDaXfWuZ+6xrYVkZpM06SssoxifzFllWUa31GkhdjtvI5sBJ58Erp1wygspOsNE0g0HXhNL6OnjwbgtWdf4/PPPldeizQAZbZIy9QgmQ2Qno5x772UL1/CmusuIuSw81DBRrKA/D/ymTzmblrHt+bQtEMpriiucxPKbJEd2DIcjelyNfm8ViO8SEvh8cALL4DFAs8+i+fNf0cfw+s/uj+p7VL5Y80fvPHIG5yx/xm0c7er19i2IhLhrfCyeMNiFq5dGH0t3rAYb4U31lUTkaYiPh7eeANatcL2fQ5HT3+JjMR9OPDwA/nnZf8E4PEJj3Ns22OV1yK7QZktIg0luf1+JM96gp8XvoH3/JN4esv3H73xGSVvfE/39O71nj9GRIj2hC9ic5PP6ybTCF9cXMwVV1xBUlISHo+HAQMG4PPteNKK448/HsMwarwGDx5co8zatWs544wziI+PJy0tjdtuu42qqtqTW4k0C8ccA2Mjw89w/fV4NmyiZ3pPTj34VOY8MQeABc8toKqoapfGthVp6bwVXnLW55BXmkeiI5F0dzqJjkTySvPIWZ/T5E4SdpUyW6QBZGXBSy+BxULcM8/T8+3v6NOhD7Mfnk3Hjh3J/yOft194W3ktsouU2cprkYbmcXo4tNfpJL/4L3q8+Sq3bBk+Y+JtY0ie8QjZ6T2V2SL1VFEaeYKk1BJs8nldexanvdQVV1zBhg0b+PjjjwkGg/Tv359Bgwbx4osv7nC9gQMHcvfdd0f/HL/VGEKhUIgzzjiDdu3a8fXXX7Nhwwauvvpq7HY7kydP3mPHIhJTEybAp5/C11/DZZdhfPkliXGJXHDWBdx9990cf/zxdOrUCYCe6T3xBXwEw0HsFjtuh1t350W2wzRNcotz8QV8ZCRlRL932V1k2DPIK81jVfEqeqT3aPb/HymzRRrIqafC5MkwejTGrbeS2K0biUcfzTPPPMN///tfRo4cidVqVV6L1JMyO0J5LdLwqoe54ZyLmLLiSIInnMC43FyM8ePx5ObSc84cfKmVymyRnWCaJiWb8nEC8cmtcdkjk7M21bw2zCYwiM7y5cvp2rUr3333Hb16RWaa/ve//83pp59OXl4e7du3r3O9448/nu7du/PQQw/VufyDDz7gzDPPZP369bRt2xaA2bNnM2rUKP78808cDsdO1a+0tJTk5GRKSkpISkqq/wGKNLY1a6B7d/B6YdQomDo11jUSafLKKstYuHYhiY7E6MnB1vxBP2WBMvp06BM5Ma+HppQze3NmN6XfUSTKNOHSS+HVV6FtW8jJgX32iXWtRJq0PZXZTSlnlNcijcQ0I3O93HADhELwz39GMt2t8d9F/k5ZZRmb+l9Kh5feZ/3wgWwYcX2N5U3tGrtJDEfzzTff4PF4oicHACeddBIWi4VFixbtcN358+fTunVrDjnkEMaMGcPmLQP6V2/30EMPjZ4cAJx66qmUlpby888/b3eblZWVlJaW1niJNCn77hs5EQCYNg0++qhWkf/97398+eWXNb4zTSgrg+LiyPvefwtPpPEEw0GC4SBxtrg6lzusjmiZ5mxvymzltTQLhgHz5sGhh0JBAZx/PlRURBdXVFQwf/78Gqsor0V2TJmtvBZpNIYBAwfCW2/xjsNB4QcfwIknwp9/AspskR0JhoPgj5z3hl3OWsubWl43ieFo8vPzSUtLq/GdzWYjJSWF/Pz87a53+eWXs++++9K+fXuWLFnCqFGj+PXXX/nXv/4V3e7WJwdA9M872u6UKVO46667dvVwRPYOF1wAgwfD7Nlw9dXw00+RHnbAl19+yamnnkpycjLLli0jNTUVrxdyc6GwEIJBsNshLQ06dYrM+SrS0tktduwWO5VVlXX2qguEAtEyzdnelNnKa2k2EhLgzTehVy/49lsYMgSefJJAMMjhhx/O0qVLiYuL48ILL1Rei+wEZbbyWqSx3bN4MRMCAc5zOHj9u+8wTjiBkvcWsnKjR5ktsh12ix17ZQCAsLP2jfOmltcx7Qk/evToWpO6bPtasWLFLm9/0KBBnHrqqRx66KFcccUVPPfcc7zxxhvk5ubuVr3HjBlDSUlJ9LVu3brd2p5IzDzwABxySKRn3ZVXQjgMQK9evSKTvuXnM2TIELzeyNPveXmQmAjp6ZH3vLzI915vTI9CZK/gdrhJS0ijyF9U5/IifxFtE9ridjTNR0+bYmYrr6VZycqCl18GiyXSM/6xx3A4HJx99tkADB48mF9/zVdei+yE5pzZymuRvdNZZ52F3W7njUCAF5KT4eefCZ99Lut/r1Rmi2yH2+HGFYyM9R521u4J39TyOqaN8CNGjGD58uU7fGVlZdGuXTsKCwtrrFtVVUVxcTHt2rXb6f0dccQRAKxcuRKAdu3aUVBQUKNM9Z93tN24uDiSkpJqvESaJJcLXnkl8v7JJzBlypavXTz33HNYrVZeeeUVHnvsZXw+yMiIFLVYIu8ZGeDzwapVEA6bVJVVESwOUlVWRROYbkKkQRmGQaeUTrgdbvJK8/AH/YTCIfxBP3mlebgdbrJSsprEhDF1aYqZrbyWZueUUyLDyAEMHQpffMGECRPo3r07RUVFDBw4iLIyc4d5bZqRSa6U2dKSNefMVl6L7J26d+/OnXfeCcDNoRCrXQm0WvIFR8+9BldcWNfYInUwDIOEqkgWb6S8yed1TIejadOmDW3atPnbckcddRRer5ecnByys7MB+OyzzwiHw9HQ3xk//vgjAOnp6dHt3nvvvRQWFkYfxfv4449JSkqia9eu9TwakSaqa1d49FG49lrMCRPwZx9DxeHHcuCBvbjjjrHcc8/dTJlyI88/fyxQe4Km1FT4IzdIO18FceUBzKCJYTdwpDlwdnJi9zSNx4JEGoLH6SG7fTa5xbkUlhcSDAexW+xkJmWSlZKFx+mJdRV3mTJbZC8xYgQsXgwvvUT4wovY/On3PP74cxx3XC++/PIdjj76GTIz+9daLTU18uDbprwg9sIKAoXKbGnZmmtmK69F9i6mGWlUDwbhxhtH8c4777Bo0SIu6dyTr1b9RMpHLxNom8Eft94XXUfX2CJ/sVdGxntv1ao9/wuUNem8Nswmcivtn//8JwUFBcyePZtgMEj//v3p1asXL774IgB//PEHffv25bnnnuPwww8nNzeXF198kdNPP53U1FSWLFnCsGHDyMjI4IsvvgAgFArRvXt32rdvz/Tp08nPz+eqq67iuuuuY/LkyTtdN83eLk2eaRK4rB+OV56nIrU9nz/4I2brNqSkBLnuuiNZtmwxRx55KrNmfVDrDmOlN8jqryvotV8laR1tWOIshCvDBIuC2Nw23NlunSRIi2OaJr6AL3qC4Ha4d+vufFPLmb01s5va7yiyPd71m3GccDTx//sRb6eeLJqxkNffn8XcuaNISEjkxRd/Yp999quxTigEeblBujvLSbQEsafaldkiNGxmN7WcUV6L7Fl1zdOyefOvXHllDyoq/Nz5z6uY+MHzAKwZ/TgbLxwM6BpbpIYePeDHHzE/+ADfCUc36WvsmA5HUx/z58+nS5cu9O3bl9NPP50+ffrwxBNPRJcHg0F+/fXX6MzsDoeDTz75hFNOOYUuXbowYsQILrjgAt55553oOlarlXfffRer1cpRRx3FlVdeydVXX83dd9/d6McnEkveEoOvr3yMsowuOIvWc+TjV5OYECY/387gwc9jtzv5738/5MMPX66xnmmalP0ewBIM4e4Qh9VlxbAYWF1WnBlOqnxVVKyq0GNz0uIYhkFiXCIprhQS4xKbzONxDUWZLbLneL2QszyehSPfJJjcGk/uYno8PojjjxvOvvv2oby8jPvuu7nWepWVJuafQYzKKpwZTmW2yBYtObOV1yJ7zvbmVbPZDqRfv0iv96mfLeCHa0YDkPnAUFz/+0nX2CLb2pJBRnx8k8/rJtMTfm+mO/XSlJlm5Kn2vDzoXLGUg/odjqWygj+GTCa//xjWrYM33niUyso/GTZsLDbbX3fcq8qr+N8nm8ncF3oeZrDtv4Ehf4hQWYjkPsnYEmM6+pVIk6acaRj6HaWp2zqzMzLA/f1/OGDIyRihEGuHPchs59m89dZQpk17hPT0DjXWXf2/Klpt9NGjO9jirbW2rcwW2X3KmYah31Gaum3zeltr15rcf38/jjvuIs4/70w6DT8bz5fv4u/YhWWz/8uKrwxdY4tU69AB1q2D776DXr0abLPqCS8ijc7nizwel5oKFZ0PZe1tswBo//g43Dlf0Lo1nHnmEK64YiL5+Xb8/sgj7X4/5K01SbCHydqPWicHABaHBTNoYgZ1r09ERGR3bZ3ZAL5eJ5A39H4AMmeO5JzE1Vx55duUlXWomdd54HaZ7Jsawuqs+/RfmS0iItIwts3rbbVpY3Drrc9x5JFnkfeHwYrbnybQpj2u1StoPXmorrFFtralJzwuV2zr0QDUCC/SwgWDkVdcXOTPRecMoOiMqzHCYbLuuJT4sgLi4uCQQyJ38YuLA3z44aeUlUHmvgbdu4RJcoTr3HY4EMawGxj2pveYkIiIyN5m28wGKLz0lkhuh0L0nHYxXeNX07YtlJXBRx/9h+LiSjIzITvbwNMKwpXKbBERkT2prrzemsNBjWvs3zZV8tIld2MaBvv93zMcvfE1XWOLVPP7I+/x8bGtRwNQI7xIC2e3R16VlVu+MAzWjn4Mf9bB2IvyyRp3OXZLiNatoVOnEsaPP4K77joVp/Nbeh1tpU2WnWBRsM5tB4uCONo6sLprP/YuIiIi9VMrswEMgzVjZlPetRf2kiJOmHkevbpu5j//Gc/48SfyySdj6dEDUjOsONIcymwREZE9rM683kogEFneujVUVHzNLbccyt3vT6V46CgA0p4aQeiXlXWuq7yWFsU01RNeRJoPtxvS0qCo6K/vwq4EVk17jZArAc/iz+j+5kTcbvB4kjn44IMIhUIMGnQF5eU+bGk2CEP5b+VUba7CDJmE/CEq8iqwuW04s5xNcsIMERGRvU1dmQ1gOl3kTv8XFclpJK36kcTh13FMn94AzJp1P59++gkhXwhrSmRyN/86PyF/SJktIiKyB2wvr6sVFUHbtpFyBx/clcREN6tWrWRUSSHmUUdjlJeROPs2/Gs3K6+lZdv6TpYa4UWkqTMM6NQpcgKQl0d0DNlN7Q7ih8FPAJD+1CSMD94H4NFHHyUzM5OVK1dyS79b2LxsM6GKEFWFVfh+8OFf6SdUFsKZ6cSd7cbuiUzkapomZZVlFPuLKass02zuIiIi9bS9zPb74feqTH6+8zVMmw3jpZc467ffuP766wHod0U/Vn+wms1LI5kd9oUJbAgQyA/UymzltYiIyO7ZUV7n5UW+z8qKlPN4PDz33HMYhsFT8+Yxv8c5mPY4HD98juOjBdvNa9A1trQA1b3goVkMR2OY+r90t2n2dmkOvF7IzY1MIBMMRh6Pa9sWDn70RuLmPQ6tWkWmeO/YkU/e/YRTzj4F0zR54d4XOOvkswhVhAjkBbC4LCRmJxKXERe9O++t8JJbnEtheSHBcBC7xU5aQhqdUjrhcXpietwiTYFypmHod5TmYnuZnZUFnvmPwk03gcVCyQsL6HX77azMW8m5J5zLM1OfwQyYBDYGsFgtJBySgL21HavbimEYymuR3aScaRj6HaW52GFee/4qF/QGGTl4JDNfmUlKcgrfn3M1+z33EOGkVDY99jXx/8iskdega2xpIf74IzJxgtUKVVUNuulYZI16wosIEDkJ6NkT+vT569WjB8Q99iD07g2bNsGFF2L6/RyRfgRDzh0CwC3Tb6GguABbvI34A+LBgOCff403663wkrM+h7zSPBIdiaS700l0JJJXmkfO+hy8Fd7YHLCIiEgTtb3M9niAG2+E/v0hHCbphgE8ftU4bFYbb/7nTV7+4GWsLiuuTBdm2KRqU1WNBnjltYiISMPZYV5vYZomFbkV3HbhbXQ7oBvFJcUM/HUJVVkHYSktImHenTXyGnSNLS1IdU/4ZtALHtQILyJbMQxITISUlMi7YRCZtn3BAkhNhZwczBtvJlAYYNxN46InCbffd3t0G/ZUO4GCACFfCNM0yS3OxRfwkZGUgcvuwmJYcNldZCRl4Av4WFW8So/NiYiI1FOdmV294LHHMLN7Y5Rs4oRX72PMtSMAuO2+29i4aSOgvBYREWkM283rLUK+EIHCAO52bp6c9CTOOCefLvqMp44/A9MwcH72MuEPI3O7AMpsaVn8/sh7MxgPHtQILyI7o0MHePFFMAwszzyF44P5uBJdPDnpSY7rfRx33XxXtKjFYcEMmphBE1/AR2F5Iamu1Do3m+pKpaC8AF/A11hHIiIi0vw5nVQ9/Qrh5DZYc3/mjjUrOf3Y03l0/KO0btUaUF6LiIjsDaqz2BJnoUtWFybdOomBFw3kvGtvI3jhdQC4Z43ALIs0RiqzpUWpboRXT3gRaVFOOQXuijS2u2ffjrHkB7pkdeGdx99hv4z9osXCgTCG3cCwGwTDQYLhIHG2uDo36bA6omVERESk4RgdMykbOw/TasP50eu83rMP5550bnS58lpERCT2qrM4XBkGYNDFg7h/1P24nC4qh9xJuHU61g2/Y3nyEQBltrQs1cPRqCe8iLQ4Y8dinnEGRrCS+DFXYXiLaixemLOQkvUlONo6sLqt2C127BY7lVWVdW4uEApEy4iIiEjDsbqtWE48Dt+AewCImzkO63dfAFCwsYDF3y1WXouIiMSY1W3FkeYgWFS70TzkSuCtPucDYJkxBQoKlNnSsqgnvIi0WBYLxvPPY+7XCeuf63CM6EfIF8AMmcyYO4PTrz+du1+4G2eWE8MwcDvcpCWkUeQvqnNzRf4i2ia0xe1wN/KBiDQ80zSpKqsiWBykqqxK4zCKSEwZhoGzk5OqiwZRceKlGOEwztH9WPzJexx1yVFcPeVq/Cl+5bW0OMprEdmbVOe1zW2jIq+CkD+EGTKpKKvg7OvO5vw3H+XtrE4YZWUwfrwyW1oM0zQJFZVFPjuczSKv1QgvIvXTqhXGm//CjI/H8dP/4XhsEoH8AN0yuwEw7515vPf5e0DkhKJTSifcDjd5pXn4g35C4RD+oJ+80jzcDjdZKVnRWd4bg2malFWWUewvpqyyrFn8Qy6xF/QG8S32UbKwJPryLfYR9OoxUBGJHbvHjrtXIsF7ZlLV+TAsJcV0m3MPiW43f/z5BzfdfhOmaSqvpcVQXovI3sjusePOduPMcBIqCxHID2DxW+jWLXKNPaC4iA0ATz6JsWSJMluaveq83vxTceTPlY5mkdeGqf87dltpaSnJycmUlJSQlJQU6+qINI6XXoLLLweg6plX4PzzGX3XaO6//35atWrFTz/9RGZmJgDeCi+5xbkUlhcSDAexW+y0TWhLVkoWHqen0apcVz3SEtLolNKpUeshzUvQG8SX46PKV4U91Y4lzkK4MkywKIjNbcOd7cbu2b3HQZUzDUO/o7RUpmkSWv471mOPwCjayKLTT6fPRx9RVVXF3Llzue66yMRvymtpzpTXTYd+R2mpTNMk5AthBk0Mu0GVvYqjjjqKH3/8kb5paXxUWIjlhBPg00/xVpYos6VZ2jqvExa+QPyM4QT7nI535DMNltcQm6xRI3wD0EmCtFjDh8ODD0JCAixaRGD//Tn66KP5/vvvOeaYY/jss8+w2WxA5ITCF/BFg9ntcDfq3XlvhZec9Tn4Aj5SXanE2eKorKqkyF+E2+Emu322ThKk3kzTxLfYR0VeBc4MZ63lFXkVODOduHvs3t935UzD0O8oLd5nn8HJJ0M4zPRzzmHUW2/hcrn4/vvv6dq1K6C8luZJed206HcU+cuvv/5Kz5492bx5M5OtVsaEQvDmm3DOOcpsaXa2zWv7i4/ifGAMwVMuoGLy0w2W1xCbrNFwNCKy66ZPhxNOgPJyOPdcHOXlvPTSS7jdbr788ksmTZoULWoYBolxiaS4UkiMS2z0x+Nyi3PxBXxkJGXgsruwGBZcdhcZSRn4Aj5WFa/SY3NSbyFfiEBhAHtq3Xfi7al2AgUBQr5QI9dMRKQOJ54YyW5g5LvvcnKvXvj9fi699FL8Wya+Ul5Lc6S8FpGm6sADD+SRRx4BYHw4zDcAt90GwaAyW5qdbfPaqIicn5rOyMSsTT2v1QgvIrvOZoNXXoF994WVK+Hyy+m8337Mnj0bgHvuuYfly5fHuJLgC/goLC8k1ZVa5/JUVyoF5QX4Ar5Grpk0dWbQxAyaWOLqjlOLwxItIyKyVxg+HC69FEsoxHNr1pDWujVLly5l+pbG+VhSXsueorwWkabsmmuu4bLLLiNkmlxrtRL67Td4+umY1kmZLXtCrbyujDTCExd5iq2p57Ua4UVk97RpA2+8AS4X/PvfMG4cV1xxBUOGDGHe7Hl0btuZqrKqmN4BD4aDBMNB4mxxdS53WB3RMiL1YdgNDLtBuDJc5/JwIBwtIyKyVzAMePJJOPRQ2v35J8+1aUP/fv0Yev1QgsXBmGa28lr2FOW1iDRlhmEwe/ZszjzzTF68ZThWwJx4F2Z5eczqpMyWPWHbvDYqKyILtvSEb+p5rUZ4Edl9PXrAU09FPk+dStW8+UzpP4UzM86kZGEJJQtLYjqTtd1ix26xU1lVWefyQCgQLSNSH1a3FUeag2BR3X+3g0VBHG0dWN3WRq6ZiMgOJCTAv/4Fycmcunw5szc7qPqhKuaZrbyWPUV5LSJNnSvs4sWJL9Lh+KGE0jpgbFhPYMwDusaWZqVWXldsBsB0RnrCN/W8ViO8iDSMyy6LjE0HWG8cSNUX32JNtOJId7CpahOvL3gdX05sLurdDjdpCWkU+YvqXF7kL6JtQlvcDncj10yaOsMwcHZyYnPbqMirIOQPYYZMQv4QFXkV2Nw2nFnORh2fUURkp3TuTNXsZwBwvDYX51evYWtr49WFr1L6e2lMMlt5LXuK8lpEmrKgN4gvJzJZpTUlnsCNY1kE/DJ3OuWf5+kaW5qNbfPaLI8MRxO2OptFXqsRXkQajDl5MlX/OBmj0k/y9H7YNheRX5TPsQOOZeB9A1m0eBEVqyoa/TF3wzDolNIJt8NNXmke/qCfUDiEP+gnrzQPt8NNVkpWk/2HXGLL7rHjznbjzHASKgsRyA8QKgtFZm3PdmP3qPeHiOx9TNPEv39fyi8ZCUD8jGEMHn4xN06+kWlvTaPKV9Xoma28lj1JeS0iTZFpmlTkVlDlq8KZ4cTqsvJWvJs+wCUVPiqfvk/X2NKsbJ3X+CJDLoXNuGaR12qEF5EGE/JD6bA5hDrsj6XgD1y3XUG7pFYcediRVIWqGPTAIApXFu7RmaxN06SssoxifzFllWXRkxGP00N2+2wykjIoC5SRX55PWaCMzKRMsttn43F69lidpPmze+y4e7pJ7pMcfbl7NO0TBBFp3kK+EIHCAMEbx1B19CkYlRVcvOJHAGa9MItPV3xKoCDQ6JmtvJY9SXktIk1NdV7bU//6d+rInv+gnSeV34Dh7z5B4Jc1usaWZqU6r+3uyN9r5yEpzSKvbbGugIg0H2bQJOxIxH//yyRc2xfrkkU4p41g5tiH+WH5D6z+YzW3PHALb/R9Y4/s31vhJbc4l8LyQoLhIHaLnbSENDqldMLj9OBxeuiZ3hNfwBdd7na4dXdeGoRhGNgSFasi0jSYQRMzaGJx2fHfM5eEq47j/D9Wc3N6JrM2rOPGyTfy2QOfkRRM2iP7/7vMVl7LnqK8FpGmJJrXcX/1oU31pDJvxov887pTeTEc4uhpgxl4+n/2yP51jS2xYhgGRiAyHI21lRuawd8p9YQXkQZTPUt1Vbss/FOexrRYcLz9PK3ffoFnpz6Lw+7g/UXvM/OJmQ2+b2+Fl5z1OeSV5pHoSCTdnU6iI5G80jxy1ufgrfBG6mgYJMYlkuJKITEuUScHIiLSIlVndrgyDEmt8N83HzPOxX0b1pHduh2bSjcxcMZAgmbDjzO7M5mtvBYREdkmr7dyZPejmHBefwBGLPuKnz59v8H3rWtsiTl/pBEelyu29WggaoQXkQaz9UzWoSP7Ujn0XgDiHh5Hr6IC7u5/NwBjJozh66+/brD9mqZJbnEuvoCPjKQMXHYXFsOCy+4iIykDX8DHquJVjT5OnoiIyN5q68wGCB9wKBVjHyYOeG1jPsnOeL5f8T1j7h7ToPtVZouIiOy8bfN6a7eOeZDTklKoAC4dcBUlJSUNtl/ltewVysoi7/Hxsa1HA1EjvIg0mG1nsq4493oC5/TDCIdxjrmW63sdzcXnX0xVVRXjxo1rsP36Aj4KywtJdaXWuTzVlUpBeQG+gK/B9ikiItKUbZvZIX+I4KmXUHn+dewHPLPlonr27NmsXr26wfarzBYREdl5deW1GTIJ+UME1gd4/I65dAByy8p4csqUBtuv8lpizjRhzZrI58zM2NalgWgwPBFpUNUzWVfkVhAoDFB61WSSf1+JfclXJE+6iic//4x99t2HiRMnNtg+g+EgwXCQOFtcncsdVke0jIiIiERsm9lVwSqC/e7GlruUc39axH3p6Rz3yit07NixwfapzBYREamfuvLasBs4M514jjuL1947hoVffsmwBrxprryWmCsuhtLSyOf99ottXRqIGuFFpMHZPXZsPW2EfCHMoImR/TrmSUdj5OaSeNVVPPDppxBXd5jv0v4sduwWO5VVlbjstccKC4QC0TIijSUcDmOx6IEzEdm71cpsu4Hl3QWQnc3IDRvgiSegT58GmwxLmS17G+W1iDQFdeW11W3FMAwOnzWLw7t3h1degTvugG7ddn9/ymuJtdzcyHt6enQ4mqae2U235iKyVzMMA1uiDXuKHVvHthjvvgvJyfDVV3DddWCamKbJww8/zAcffLBb+3I73KQlpFHkL6pzeZG/iLYJbXE73Lu1H5Gd5fV66d69Oy+88ILGSRSRvV6NzE60YWRkRC7krVZ44QV4/HEWL17MmDFjdvvfNGW27G2GDBnC4MGDKa3ubScispeqldfVN8gPOwwuvhiAsjvuYMiQIRQUFOzWvpTXEnOrVkXeO3UC4PPPP6d37978+OOPsavTblIjvIg0ji5dYMGCvy7o77mHp59+mqFDh3LFFVfw+++/7/KmDcOgU0on3A43eaV5+IN+QuEQ/qCfvNI83A43WSlZmqVdGs1tt93G0qVLuWv0aCorKmJdHRGR+jv+eJg2DYA/b72VY/v0YerUqcyZM2e3NqvMlr3JZ599xuzZs5kzZ06TvqgXEWHiRLBYuOa993jssce49NJLqaqq2uXNKa8l5qob4bOyKC8vZ8CAASxevHi3z0VjSY3wItJ4TjoJHn888vnOO7nCaqV3795s2rSJCy+8EL/fv8ub9jg9ZLfPJiMpg7JAGfnl+ZQFyshMyiS7fTYep6dhjkHkb3z88cc8+eSTAMz74w+cDz0U2wqJiOyq4cPhwgtpU1XFBFtkFMtbbrmFRYsW7dZmldmyN/D5fFx33XUA3HjjjRx77LExrpGIyG446CC48komAW6rlc8//5yxY8fu1iaV1xJT1cPRdOrEuHHjWLVqFRkZGUzb0kmkKTJMPSe/20pLS0lOTqakpISkpKRYV0dk73fbbTBjBjgcrH3xRbIHD2bjxo3079+fp556arfuppumiS/gIxgOYrfYcTvcujsvjaasrIxDDz2UNWvWcBMwy2KB336DrKzd2q5ypmHodxTZBWVlcPjhmCtWcEHr1ryxcSMZGRksXryYNm3a7NamldkSS7feeiszZ86kQ4cOLFu2jMTExN3epnKmYeh3FNlFq1bBgQeyoKqKi7Z8tWDBAi644ILd2qzyWmLihBPg88/5evx4+kyahGmavP/++/zzn/9skM3HImvUE15EGt/UqXDuuRAI0OH663lpxgwsFgtPP/00TzzxBKYZueYvLo681+dWoWEYJMYlkuJKITEuUScH0qjGjBnDmjVr6JiQwBSAiy7a7QZ4EZGYSkyEf/0Lw+3mmY0bOaBVK/Ly8qKPuSuzpSlauHAhs2bNAmDu3LkN0gAvIhJzWVkwYAAXAiP22QeA/v37s3z5cuW1ND25uVQA1z77LKZp0q9fvwZrgI8V9YRvALpTL7ILyssj481+/z107syUSy7hjnvvxW63M3v256Sn/4NgEOx2SEuLzMXh8cS60iLb98UXX3D88ccD8InFQt9wGBYvhh49dnvbypmGod9RZDcsWAAXXcTPwBFOJ+UVFQwZMpz+/e+nsBBltjQZmzdvpnv37vz2228MGDAgOoRcQ1DONAz9jiK7IS8POnemqrKSk7p144slS+jc+QCefPJbNm9OVl5L01BZCS4Xo02TaUC7du345ZdfaNWqVYPtQj3hRaTlSEiAd96BffeFlSsZ/dlnnH3GuYRCYRYv/oXEREhPj3TAy8uDnBzwemNdaZHti4+PZ//992dg166RBviTT26QBngRkb3ChRfCiBEcDDy75avvvlvO6tVBZbY0KcFgkN69e9O+fXtmzJgR6+qIiDSsjAy44QZswKuGwT77ZFJcXMqPP65VXkvTsXo1mCZZDgcJCQk8/vjjDdoAHyvqCd8AdKdeZDcsX475j39geL2s6nMez504lDPPOpZtn3DLy4PMzEibpp5+k73V5jVrCHfpgruiAj75BPr2bZDtKmcahn5Hkd1UVYV50kkYX3zBO20y2Tx1KZ26JSuzpUkqLCwkLS2tQbepnGkY+h1FdlNhIWZWFkZ5OQtufIjCgy/i8MPbK6+l6fjgAzj9dDj0UAo/+aTB8xrUE15EWiBv+kH8b+q/CNvsZC18gzM+f5sVKyLj1FVU+KPlUlOhoAB8vhhWVqQOgUAg+jl+3rxIA3yvXnDiiTGslYhIw/P6bCy54xX8Ke056891HDZzECuWm5SWmsps2esFAgG27n+2Jy7oRUT2Bl5HGvkX3wrAMQueZLOvna6xpUkJ/Ppr5EOnTs0qr9UILyIx4/VGHoFb0e4Eltw6D4De/3c/7Rc8zH/+s4LLLuvBggWPA+BwRMabDQZjWGGRbRQXF3PQQQfx4IMPEi4thUceiSwYNUrdSUSkWanO7NX+tvww5jVCVjtdfnqVNq/cx9ixA7jpptOpqoqEtDJb9kY33HAD559/PoWFhbGuiojIHlOd1z/0HUkwwUPbwmVk//oiBQXw/POvcNZZ+7Fy5TJAeS17p08//ZQud97J5xCZbLgZUSO8iMSEaUJubuSue0YGlJ59JV+dOQWAE94exrr3prBu3a/cd98tfP/9fwgEIhPI2O0xrrjs1UzTpKyyjGJ/MWWVZezpEdduuukmVq1axZw5c6icPRuKi2H//eG88/bofkVEGtO2mV11+D/48rwHAejw/hh++P5lfvzxc+67L9LrTpktO6MxM/udd95h3rx5vPXWW6xYsWKP7UdEJJa2zuu2XVqRd8UoAHq9NY62Hj//939PsGlTAcOHn43XW6S8lp3SmHnt9Xq55ppr+L20lFchMntwM6JGeBGJCZ8PCgsjj8ABxMfD7xeP4sd/3Ihhmsz58WWOOfBkQqEqRo26kJ9/XkXbtuB2x7besvfyVnhZvGExC9cujL4Wb1iMt8K7R/b38ssv89JLL2G1Wnlu7lxcDz0UWXDbbWC17pF9iojEQl2ZnXf2jfzS80oOMsM8b3NgGAavv/44CxY8TlERymzZocbM7MLCQgYOHAjA8OHDOfbYYxt8HyIie4Nt83rTVbdQ3mofEovW0OWz2QwZ8iqpqVmsX/87o0ZdSEFBUHktO9TY19g333wzeXl5dHI4uA/UE15EpCFUP/YWFxf5s2FARqbBfy+fyW+HnIs9FOCtNd/SZd9DKCkpZurUs2ndulQjfEidvBVectbnkFeaR6IjkXR3OomORPJK88hZn9PgJwlr1qxh8ODBANxxxx0cvmQJbNgQmdmoX78G3ZeISKxtL7O/unoOhenduNBfwujkTACmT7+ZlSv/Q1aWRuWSujVmZpumyYABAygoKODggw9m0qRJDbZtEZG9zbZ5bbriWTfgLgAOfnMSHsNG//5v43K5ycn5nGefvVV5LdvV2NfYL774Ii+88AIWi4XnDIMEUE94EZGGUP3YW2XlX98lJkKXg618P+xF/tj3H7SqKOGdko20SUlj9eqfuemmKwmFQvXaT2MPTyKNzzRNcotz8QV8ZCRl4LK7sBgWXHYXGUkZ+AI+VhWvarD/9qFQiCuvvJKSkhKOPPJIJowaBVOnRhaOHh0ZXFFEpBnZXmbvf1g8X4/4FxUuD/d613J2+v6EwyHuvfdCiopy67UP5XXL0NiZ/dhjj/Huu+8SFxfHSy+9hNPpbJDtiojsjerK6/IL+1G+70G4Nhdz4NvTiY8/mFtvfRHDMHjnncd56aXH670fZXbz19h5vXr1am644QYAJgwfzj8qK8FigX33bZDt7y2aTCN8cXExV1xxBUlJSXg8HgYMGIBvB1M4r169GsMw6ny99tpr0XJ1LX/55Zcb45BEWjS3G9LSoKio5veJibB/Nxf/HfsO5fseRGdvPu8kuoiLi+Odd95hanVj505ozEenTNOkqqyKYHGQqrIqnYg0Il/AR2F5Iamu1DqXp7pSKSgvwBfYfmbUx9SpU1m4cCFut5sXXngB2/z5kJcH7dvDtdc2yD6aOmW2SPOyo8zOOK4T/71pPhgGL2/4jd777cemTcWcd955O33jvLEfdVZmx05jZvbPP//MyJEjAZg2bRqHHnrobm+zuVFeizQv/9/efcdVVf9xHH+de7kLLnABBVFwgHuUK03Tpi0ryyxtmu2hTStbZmqlbbNsmJr9bGeZZWaaZmlaJmZpmSm4UAEFGZd11/n9ceIqckHGZVz4PB+P+wDuPffcz70o73O+5zt85nVQEAfv1tZeO2XtK5zXbT+PPnoJzzzzLKBN/7Fx48ZKv4acYzcNdZnXLpeL6667jtzcXAYMGMDjl1yiPRAf3+g6uAXVdwGVde2113Lw4EFWrFiB0+nkxhtv5LbbbuPDDz/0uX18fDwHDx4sdd/s2bN54YUXuPDCC0vd/+6773LBBRd4f7bZbH6vXwhRmqJoI4uys7X2y6go7e+rw6EdNNgSInEt+Q4uHEj/PXt4r317Xm/enNtuu61S+y8ZOmV32ImyRGEKMlHsKiY1N5Xsomz6tOyDzWzzy3txZjspSi7CkeFAdaooBgVjtBFzohmDTVa5qW1OjxOnx4kpyOTzcaPe6N3GH8xmM0FBQcyaNYvE1q3hWe0AlgkTQHrYAZLZQjQ2J8ps6/lDKQp6Csu0SXy5fz8XtG/PK6+8gr4S62PUZV6DZHZ9q8vMLiwspEWLFnTq1Im77767xvtrjCSvhWhcysvrtH7DiOg8kKh/1tH3m6cwjXyHRx6ZwD//bCM6OppevXpVav9yjt101GVeFxUV0aJFC0JDQ/nggw8IWrtWe6CRzQcPAdIIv23bNpYtW8Zvv/1G3759AXjttdcYOnQoL774Ii1btizzHL1eT4sWLUrdt2jRIkaOHIn1uFUnbDZbmW2FELXPZoM+fbQV3DMytPnrDAbtgmdCAoTb4uG772DQIEbt3MmVHTqgq8QB/PFDp0pYDBbiDHGk5qaSkpVCr9heKFWYAE9VVewOO06PE4POgNVoxZXjwp5kx2V3YYgyoDPp8BR7KEotwpXtwtrHKgcJtcygM2DQGSh2FWMxWMo87nA7vNv4w/jx47nssstISEiAd9+FPXu0FQj/W/StqZPMFqJxOlFmW856Arb8RsslS9hcXIzu5JNPuM+6zGtFUXBmOyWz61ldZnbfvn3ZvHkzDocDnS5gBoDXGclrIRon33mtcPih54m6eRCm9+fBA+NQTj6Zd999t9J/H+Ucu2mpy7y2Wq189tlnpKSk0K5dO/jf/7QHGtl88BAg09GsX78em83mPTgAGDJkCDqdjl9//bVS+0hKSmLz5s3cfPPNZR4bO3YszZo1o1+/fsybN++EQ1yKi4vJzc0tdRNCVI/NBr17w6BBR2+9emn3A9C1K3zzDVgs6L79FsaMAY+H+fPns23bNp/7rI2hU76G3SUdSCLtnzRcdhfmODN6ix5Fp6C36DHHmXHZXRSlFMmwuVpmNVqJDokmszDT5+OZhZnEhMRgNVp9Pl4eVYW8PMjKgtxclYKCQu9jiYmJKG43PPOMdsdDD4Gl7MFJU9SQMlvyWgj/qjCzdTpYsADat0e3bx+MGgUuF9u3b2fevHk+91dXeb3p4CaOFB6hKLlIMrue1UVmZ2QUUvJrDA8Pp3nz5jUtu1GSvBai8fKV1x1vPA1GjgSPB+65B1S1VAN8cXExzzzzDEVFRT73KefYTUtd5bXHo/0eFUUhsaTRPfm/dYUaYU/4gGiET0tLIzo6utR9QUFBREZGkpaWVql9zJ07ly5dujBw4MBS90+ZMoVPP/2UFStWMGLECO666y5ee+21Cvc1bdo0wsPDvbf4+PiqvSEhRCmKos0rGxmpfS1z4XzAAFi4EIKC4MMPmX3OOdx4440MHTqU9PT0Mvvz99Cp8lYF35Oxh427N1IQVuDzeYYoA450B2571RaTFVWjKAqJkYlYjVZSc1MpdBbi9rgpdBaSmpuK1WglITKhSj0ysrNh0yZYu1a7Pf74bLp1683atX8e3ej99yElBZo1gzvu8P8bC1ANKbMlr4Xwvwoz22aDRYsgJARWrWLfXXdx6qmncsstt/DFF1+U2Vdd5XVqbiq/pfzGoQOHMET57rElmV03ajuzv/hiD127tufxx9/myBFpoKmI5LUQjZvPvH7hBa3j0E8/waefltp+5MiRPPHEE9xwww14PJ4y+5Nz7KaltvN6zRqVSy+9ivPPH8WePTmlN0xJ0b5KT3j/euSRR8pd2KXk9s8//9T4dQoLC/nwww99XqGfOHEip512Gr169WLChAk8/PDDvPDCCxXu79FHHyUnJ8d727dvX41rFEKcwNCh8N57oCgMX72axIgIdu/ezcUXX0x+fn6pTY8dOuVLVYZOVbgquCWOPEcee1x7fF6J1xl1qE4V1SkngbXNZrbRp2Uf4sK030lafhp5jjziw+KrPDdhdjYkJWnzKIaGQl7eH8yefS+7d//D+++vIDsbKC6Gp57SnvDww1qDUyMXiJkteS1EPejeHebPByDunXe4um9fVFXl2muvZf369aU2rbO8DosjryCPXfZdKEbfJ4uS2XWntjLbYnHy6qtXkZl5gIUL57Fhg0vL7CZG8loIUa7WreGRR7TvH3oIjjmPvu+++zAYDHz66ac8UrLNMeQcu+mpzXPs1atn8MsvX7F69WKWLdtVOq8bcU/4ep0Tfvz48YwZM6bCbRISEmjRogUZGRml7ne5XGRlZVVqnrmFCxdSUFDA6NGjT7ht//79mTp1KsXFxZhMvq/wmUymch8TQlROefO1Vuiaa+DIEZqPG8e3R44wMCSEjRs3ctVVV7Fo0SKCgrQ/aSVDp1JzU4kzxJXZTWZhJvFh8ZUaOlXhsLsgiDRHasPuwuyEBoWWetjj8KAYFBRD5a8Oi+qzmW30ju1d9X9Xx1BVLfPtdoiLg/z8PB57bCQORzGDBl3E+effT0oK9Fo3B2XPHjwtYsm+ZhyGPLBafYziaEQCMbMlr4WouWrl9RVXwKOPokybxsy1a9l3+uks+eknLrnkEtavX0+HDh2AOsxrICo0inTSyS3IxRZqK/O4ZHbdqo3MfvXVx9i69Res1nBeeukTiooMpKRAz56Qvz8bV6GToNjmktdIXgvRGFU6rx96CObN09a1eu45mDIFgLPOOot58+Zx/fXX88ILL9CmTRvGjh3rfZqcYzdNtZHXW7du4PXXJwAwfvwrtGjR82heHyog9L/RWGpCIo3tt1yvjfDNmzev1Bx9AwYMIDs7m6SkJPr06QPAqlWr8Hg89O/f/4TPnzt3LsOGDavUa23evJmIiAg5CBCiFmUXZZOclUxGfob3D3l0SDSJkYknvpo6dixkZtJh0iS+ys/nbIOBJUuWcM899zBr1ixvD5/EyESyi7JJzU0lyhKFUW/E4XaQWZhZpaFTFQ2701v0hESGcGT/EZwxZYfdOTOdmOPN6K36yn40ooYURSHUFHriDctht2sLGEVFaQey06bdwd69/xId3YqnnpqPyaTj0J4CPFOeRg9sGzGR5CQLBgNER2sj5iqxdnBAkswWoumpUV5PnQq//07QsmV8vHs3Z/bsycbNm7nwwgtZv349zZs3r7O8BrCEWCAMCjMLfTbCS2bXPX9m9po1S1iw4EUAJk16l5Yt2+I4lINr7pdkJ32CbeMKVH0Qm55YhG7oBZLXSF4L0ZhUKa8tFnj5ZRgxAp5/Hm68Edq1A+C6665jz549PPHEE9xzzz3Ex8czbNgwADnHbsL8mdc5OVk89tgoXC4n55xzBVdccSdFRUcb6ZW/UhgMOK02/twVQaKuceV1QMwJ36VLFy644AJuvfVWNmzYwM8//8y4ceO46qqrvKu279+/n86dO7Nhw4ZSz925cyc//fQTt9xyS5n9fv3118yZM4etW7eyc+dO3nzzTZ599lnuvvvuOnlfQjRFFc3XmnQgieyi7BPvZOJEuP9+BgAfulwoisKbb77J9OnTvZv4a+hURcPuFEVBiVUwBZvwHPTgLnSjulXchW6KUosIsgZhTjBX6SqxqF9Op3YzmeCTT15n2bIP0ev1PPvsx9hszTAaIeaz19EfSiM/ui3ZI24mNlYbUpeaqg2xa4pD348lmS1E41DjvNbr4cMPITGRkL17WRIcTLt27UhOTi41lVxd5DVoJ/zBrYIxW80UpRZJZjcCJZmdkbGTiROvA2DUqLs566zhRH/wCv2HRdPvjTFE/votOrcLvaOIPlMvxfHlUslrJK+FaCyqldfDh8M552hTbN57Lxwz7ctjjz3GLbfcgsfj4aqrruKXX37xPibn2KI6SvLaYPAw+e4LOHBgN23MwTx1+2QURaG4GP75B/buhagcbT74olaJjfL8ul57wlfFBx98wLhx4zjnnHPQ6XSMGDGCmTNneh93Op1s376dgoLSizfMmzePuLg4zjvvvDL7NBgMzJo1i/vvvx9VVWnfvj0vv/wyt956a62/HyGaouPnfithMViIM8SRmptKSlYKvWJ7VRyqigIvvQR5eQyfM4cZOh33Hre6O/hn6NSJht3l6HNoe1JbovKicB5y4nK6UAwK5ngz5gQzBtuJ58QTDYfBoN02blzHK688AMA997xAz56DAHBl5tBj8XMAZNz1FOYwI6B1KImL0xriU1KgV6/GPdT9RCSzhQhsfsvriAhYvBhOPZWYdev49tprGZiTg8lkwuk82rutLvI6szCT+Oh4WrRpQXFKMY4Mh2R2gDMYwOMp5OGHR2C353DSSQO4774XiVjxKfH/ZXhGs64UXDKK/PMvp+Xbk4j44Qv6PzecDernpERcLHkteS1EQKt2XisKzJypzf/x9dfwySdw1VX/PaR1cNu/fz/r16/H5XKVek05xxZVZTBA5L4/WHTXCH7an4wZ+LKogO63Dmb343P4PWI4Tie0jlex/bQJAGd8QqM8v1ZUXysdiCrJzc0lPDycnJwcwsLC6rscIRqsvOI81u5dS6gxFIvBUubxQmcheY48BrUeVLnhTm43XH89fPQRSUYjfZYtg7PO8nvdJb0L7A67z2F3fVr2IdwUjtvuRnWqKAYFvVUvV+cDkKpqK7Zv3ZrBa6+NIjIyhmef/cj7uzQ++xQ9vphMQZsubPt0i9bT8xiFhZCXB4MGab3j/UVyxj/kcxSicvye14sXw2WXAfDXU0+R8PDDWCxl91tTlclrm9mGqqqS2Y2AqsLGjR5efXUa3303i//97zfaHjpAp9tOR1dcxM+nPsA/t7zEySf/d+LucpLw+DVErFyIJ8jA749/Tsfxl0heN0DyOQpROTXO66lT4cknoVkz+PtvOGZ6qfz8fPbu3UuXLl1qpXY5x2461Kcmw5TJrFdVrgAeO+Ucbsw7Qsg/WoN7Us+bMMRE0mnLQkwHdgNw8MbHODD2mVo7v4b6yZqAmI5GCNE4nGi+VqPe6N2mIqqqklecR5Yjh7zZr6MOG0YfhwMuuQR+/pm8vDw2b97st7orM+xOURSCQoMwRBoICg2Sg4MApSjavO5xcdE89tgKHn54Hh6PQmEhZGzNoPO3LwNw4I4pZRrgAYzGo8PthBAiUPk9r88bTPGTjwPQ7ZlnsGza5N1mzZo1fqu7ssPkJbMbB0WBDh103Hjj48yc+Q9RhSqJ4y9FV1xEas+L+OGC52nX7piec0EGUp75kKxzR6JzOenx8hic+Y56fQ9CCFETNc7rRx6Bk0+Gw4dxjr2DrMIs8orzUFWVkJCQUg3wW7duJSsry2+1yzl2E7FjB8rUKSiqSuIZI3nj5d/p+fL3/D1nPfuunYCqKPTZPI+TvnsR04HdeEwWsoZcyaEr7wIa3/l1wExHI4QIfMfO/ebrSr3D7fBuUx5fi87EvDKBHgV2DN+v4vD553NBfDzJaWn89NNP9OjRo9L1VbSivD+G3YmG75dffuHUU0+lTx9ITg4iIyOItDRtCF3fJU9hKMwju0Nf0gZejq8+nA7H0SlthBAiUNVKXl87kFOTziHim5Vw+eWwYQOPvf0206ZN4/nnn+ehhx6qUo3lZbbkddOwZcsWEhISsNlC6NMHdm3VkzBmGMbDB8lr05290z6kU54eo/G4JwYZ2DX1A0J+X4vp8AHMPy2HkRfXy3sQQoiaqnFeGwzkvfkq1sHnYPjsC3ae3pHM808vs6jr2rVrufjii+natSsrVqwgJCSk0jXKOXbTlj9tGikeDz2GDsX0wSfEJ2uLtGY5jRy+djpHTjmfVrMexdO6HbnnXUHuwAvwWI7++2ps59fSE14IUWdK5n7LLMz0+XhmYSYxITFYjVafj5e36Mw+xyHWzngA5+mDCM7Px7RjB9nZ2Zx77rns2LGjUrVlF2Wz6eAm1u5d671tOrip1EI2JauCR1oiCTWFysFBIzN37lwGDBjA/fffT3i4Su/e2rC3QYPg9ObbaLZoNgDpD75I5hHf8ZmZCTExYPX9T1gIIQJCreS1KYyfJ99CXpdE7ezrkkuI/O8k/uGHH2b27NmVru9EmS153bjt2bOHc845h9NOO40DBw5gs0HPzx4nPPl3PM2aoyz5mlPPCyMhQcvlMoKCSD31SgAsX31cp7ULIYQ/+SOvN8S42HHLcAB6Tn2HiAK1zKKuNpvWK339+vUMHz6c4mLfi6D72r+cYzddnv37GT1/PqcCi087DZuNUufYgwZB97vPYvdHv7Du7o/IPmdEqQZ4aHzn19IIL4SoM4qikBiZiNVoJTU3lUJnIW6Pm0JnIam5qViNVhIiE3wG7/GLzlgMFnSKTlt0JiyOXL2Lv+ZMwzJwIEvcbk7S60lPT2fIkCHs27evwrqqtaK8aFTWrl3LnXfeCUBERASKoqAo2rxzkZEQMmUCitsNl15KzMgzsFq1RWIKC7WlCQoLtZ+tVkhIaByLxgghmq7ayuvY2A6sf/0RnM2jYMsWHtywgUcfeQSAO+64g48++uiEtUlmN212u51hw4Zx6NAhFEUhPDwctmxBmfU6ALoP3sfavS06nTa9XHl5nXXeKACUxYu1O4UQIgD5K6/tD99PYYd2GDMy6fToi8SFtsLusJOSlYKqqnTv3p2lS5cSEhLCihUruPrqq8ss2Ho8yWsxeeRIvlBVXIpC8zPPBCh1jh0aygnzurGdX0sjvBCiTlV2vtbj2R12MvIziLJE+Xw8yhLFQfKwL/qEiFNOYbnbTUe9nr179zJkyBAyMjJ8Pu9EjfvHHnyIhklVVVx5LpxZTlx5rir/rvbs2cPll1+O0+nkyiuvZOLEiaU3+OEH+PprCAqC55/HZoM+fSAuTlskJi1N+xofr91vs/ntrQkhRL2prbwOTuzMxlmPo5pM8NVXPOPxMHbsWFRV5frrr+err74qtybJ7MBW07z2eDyMHj2aP//8k+joaBYvXkxIcDDcfbd2xj5iBJx3nnf7ivK6w3WnQps2YLfD0qV+fqdCCFF3/JHXqtnE7lcn4zEaiPj2B6Lf+ZAoSxTp+enYHXYABgwYwOLFizEajSxatIibbroJj8fjc9+S14GtpnkN8Nn8+UxZtw6At++5h4EDB5a7bVM6v5Y54YUQda46c79VetGZ0GD47jtizj2XFUlJDNLp+PfffznvvPNYtWoVkZGRpZ5Xmcb9koMPnyvKi3rlzHZSlFyEI8OB6lRRDArGaCPmRDMG24knjju2R12vXr149913S/879Hhg/Hjt+zvugI4dAbxD6ex2bZEYg0G7St9YrtALIQTUXl6nnZRI/lszsd54O8rzzzNz7lxyr7+eBQsWMHLkSJYsWcKQIUPKPFcyO3DVNK8BnnrqKRYtWuRtAGrdujV8/DH8+CNYLPDSS2WeU35eKzByJLzwAnzyidaAL4QQAcofeV1wclf2PTWeNo9NJ+6ZmeSd3IWsrjGlFnU955xz+PTTTxkxYgQLFizAarUya9asMq8jeR24/JHXmzZt4obbbgPggagoxrz88gmf01TOr6UnvBCiXlR17rdjF53xpdSiMxERsGIFrXv3ZqXHQ4xOR8aBA2T6mBi0xivKi3rjzHZiT7JTlFqEPlSPMdaIPlRPUWoR9iQ7zuyKf2cul4tRo0Z5e9R9+eWXZRcZev99+P13CAuDJ58s9dDxQ+ka2wGCEEJA7eW1evXV8MQTAOjuuIN5o0d755lNSUnx+VzJ7MBU07wG+N///sfUqVMBePvtt7UedXY7PPigtsGjj2o9230oN6+vukr7umSJti8hhAhg/sjrw6NHkDn8AhSXm8Q7HyPkSH6ZRV0vvfRS/ve//6EoCsnJyTgcjjL7lrwOTP7I671793LxRRdR6HRyAfD8yy9rc85UQlM4v5ZGeCFEQKjyojP/NcR36NWLlR4PP7rddPBxgFClxn3RYKiqSlFyES67C3OcGb1Fj6JT0Fv0mOPMuOwuilKKKhw69+OPP/Ltt99iNptZvHix1qPuWHl52kk9wOOPQ/PmtfiOhBCicahSXk+eDKNGgdNJ0JVX8tGkSSxdupTb/us9dTzJ7MDjj7wuLi5m0qRJgLaI75gxY7QHnnkG9u/XJot96KGqF9erF7Rvr008+/XX1Xh3QggRuHzmtaKw97nHKOzQDlP6YU55aAZWvaXMc6+55hqWLl3K4sWLMZnKNrRLXgcef+Q1wMyZMzmYlkY34OP4ePRXX103byBASCO8EKLBU1UVt91Na6U1FreFfTn7KrfoTGQkfP893Xr1okNWFpx5Jvz5Jz///DN5eXlAzVeUF/XDbXfjyHBgiPJ94GaIMuBId+C2u8vdxznnnMNnn33GBx98wKmnnlp2g6lT4cAB7eT+nnv8VboQQjRaVc5rnQ7mz4eBAyE7G9Pw4VzYp493f5mZmfz222/enyWzA48/8tpkMvHTTz/x6KOPMm3aNO3O5OSj08/MmAFmc9WLU5SjveE//rjqzxdCiADXxtAGc7GZ3em7KXAU4Pa4yTcqrHvlAVzBZsLWbkC54w7w0fB6wQUXYP7vb6+qqixbtszbQCt5HXj8kdcAzz33HE+0bMlSIHz8eG1eGeEljfBCiAbNme3EvslOztoclN8U2qe0J/JAJEeOHKncojP/NcTTpw8cPsx3p53GOWefzQUXXEBubm6NVpQX9Ud1qqhOFZ3Jd4zpjDrvNmWee8xB5IgRI7j88svL7uCff+CVV7TvZ86s3sm9EEI0IdXOa7MZFi+GxETYtQuGDYPCQg4fPszZZ5/NOeecw9q1awEkswOQv/I6Pj6eZ599Fl3JkPZJk7RJY887Dy6+uPoFjhqlfV22DLKzq78fIYQIICWZrWxUaJ/cHttOGxl/Z5CankqeI4+IXgMpfneOdrF87lyYMKHC/U2YMIELL7yQxx57DFVVJa8DUE3zuiSz9WlpTD1wgNYla6+IUqQRXgjRYPmakywyIpLOeZ05Of1k+of3Z1DrQfSK7VXuqu/A0Yb4/v1pZrdjcTpZt24d5557LkeOHKn2ivKi/igGBcWg4Cn2+Hzc4/B4tznW6tWr6devH/v27St/56oKd98NLhdccglcdJE/SxdCiEanxnndrBksXapNJffrr3D11QQbjURFRZGXl8cFF1zA6tWrASSzA0x18zonJ4dBgwbx+eefl33S1q3w4Yfa99Om1WzS2O7doWtXcDjgyy+rvx8hhAgQx2d28/jm9G7Rm95Fvel5qCf9w/vTK7YXISOvhXfe0Z70wgvw3HPl7jM+Ph6A6dOnM378eFRVlbwOMNXNa4BJkyZx0003aesDLF6s3XnqqRAbW5slByRphBdCNEgVzUlmibdgKbIQfCD4hKu+e9lssHw5fQYOZKWqEqkobNiwgSFDhpCZmeldUX5Q60He2wkb90W90Vv1GKONODN9Lw7jzHRijDGit+q99yUlJTFs2DA2btzI008/Xf7OP/9cu2hjMmlD3IUQQpTLb3ndsaN24mYyweLFBD/0EEu+/ppzzz2X/Px8hg4dyooVKwAkswNIdfK6sLCQSy65hHXr1jFu3DjvFIJeEydqF8yvvBJ69655kSVT0nzySc33JYQQDVh5mR0UHESzNs0ILQ7FkHrM9CE33QQvvqh9/8gj8PbbPvd79913M2vWLABeeeUV7r77bjwej+R1AKlOXgO8+uqrTJ06lfnz57Ns2TJYtEh74LLLarniwCSN8EKIBslfc5KVEhYGy5bR+4wzWK2qNAc2bdrE2WefTUZGRpVXlBf1R1EUzIlmgqxBFKUW4S50o7pV3IVuilKLCLIGYU4we3+H27dv54ILLiAvL48zzzyTV1991feO8/PhgQe07ydM0OaDF0IIUS6/5vXgwVoPZ0WB2bMJfuklvvrqK4YOHeptmF26dCmAZHaAqGpeO51ORo0axZo1awgLC+Pbb78lNDT06A43bNB6rOt0MGWKf4ocNQrOOANGjPDP/oQQooGqVmaPHw+PPqp9f8cd8PTTPueIv+uuu3jnnXdQFIVZs2Zxxx134PF4JK8DRFXzGmDBggXcd999ADz99NMMGzwY/hu5yPDhdf8mAoA0wgshGqSazElWodBQWLqUHhdcwGqgBfDnn38yePBgDh06VNOyRR0y2AxY+1gxx5lx57lxpDlw57kxx5ux9rFisGkHl/v27eO8887j8OHD9OnTh8WLF3sXESpj6lTYtw/attV6ewghhKiQ3/P68svhv950TJqEecECvvjiCy699FKKi4u57LLL+Prrr/1UvagLlc1rj8fDzTffzNdff43ZbGbJkiX07Nmz9M4ef1z7Ono0dO7snwI7dtQaDW65xT/7E0KIBqramf3MM/Dgg9r3EyfCmDFQXFzm+bfccgvz589Hp9PxzjvvMGbMGP++AVGrKpvXAF9//TU33ngjAPfddx+PPfYYfPONNqVrt27QoUN9vY0GLai+CxBCCF+OnZNMb9GXebyiOclOKDgYvvySrldfzY+LFnEu0Ld5c6KiompeuKhTBpuBoN5BuO1uVKeKYlDQW/XeK/RpaWmce+657N27l44dO/Ltt98SFhbme2ebNh0dbjlzJlgsdfQuhBAicNVKXt95J+zfr53033EHpqgoPvvsM66//np+/vlnTj75ZD++A1EXTpTXqqpyzz33sGDBAvR6PZ999hmDBw8uvZMfftCmizMYtIVZhRBCVEm1M1tRtHnhExNh3Dj43/9g925t6pHIyFKbjh49GpPJxOjRozn33HNr8d2I2nCivAZYuXIlI0eOxO12M3r0aF566SXt8ZK1VWQqmnJJT3ghRINU3TnJKs1kgk8/peO11/ILMP/nn9HNnl39gkW9URSFoNAgDJEGgkKDSh0g3HnnnWzfvp34+HhWrFhB8+bNfe/E5dJ6wLnd2irul1xSR9ULIURgq7W8njoVbr4ZPB646ioMq1bxwQcf8Msvv9C6dWs/VC7qWkV5vXDhQmbNmoWiKMyfP5+LL7649JNV9Wgv+Ntv10asCSGEqJIaZ/Ydd2i9nUND4aef4OST4dtvy2w2atQodu7cyfXXX+/P8kUdqSivc3NzGTlyJEVFRQwbNow5c+ag0+mgsPDovwWZiqZc0ggvhGiQqjMnWZUFBcH//kfsXXdhALjzTtxPP81tt97KypUr/fVWAO3cMS8PsrK0rz6m0WvUVFXFlefCmeXEledCPe4DUFWVvOI8sgqzyCvOK/N4db3xxhsMGTKEH374oeJGm5degt9/h4gIrRe8EEKISqm1vFYUbQG4K68EpxOGD0e/fj2tWrXybvLFF1/w0EMP4fF4/PZ+JK/rJ69HjBjBuHHjmDNnDtddd13ZDb79Ftav10apPfaYX15TCCGaGr9k9vnnw7p10L49pKbC0KHa9DRHjpTaLD4+3vt9WloaI0aM4MCBA359P5LZ5Wd2beV1WFgYH330EVdccQWffvopBsN/U9R8/z0UFEB8vH8WTW+kFNVfv4kmLDc3l/DwcHJycsqf5kAIUS3ObCdFyUU4Mhze4VDGGCPmBHOpOclqRFXhySfh6aeZCdwLGAwG5syZw/BRw3F6nBh0BqxGa7Ua/bOzITkZMjK0dgSDAaKjtdF8Npt/3kJD5ut3aGhuwNXaBaGQ78gn3Z7OoYJD3s86OiSaxMhEbGZblV/P7Xaj1/vuvaGqYLcf/T1YraDs3AEnnQRFRTB/PtxwQ83ecC2QnPEP+RyFqD21ltcOhzas+dtvtQXWf/gBevcmNTWV9u3bU1xczMiRI3l99uvojXrJ6xqo67xWVRWPx+Mzs0vldZCK9ay+KJs2wUMPwfPP++Hd1g7JGf+Qz1GI2uWXzC4ogCeegBkztD/aLVrAtGlw3XVaZ7djnH/++SxfvpzWrVvzzTff0KZDGznHrqHjf4cEgSPKgb6NHofF4de8hhOfY7tG34Th/Xdx3H43hjdnEgjr79ZH1kgjvB/IQYIQtUtV1QrnJPObGTMouv9+bgA+/e+uG+6/geG3DceoN1YruLKzISlJO5GMitJmwSkuhsxMrQG4T5/GcZCgqip2h73MwZQz24k9yY7L7sIQZUBn0nHEfoR/D/7LEcMRiuOLSXWmYtQb6dq8K82Cm1HsKiazMBOr0Uqfln2q9Hmnp6dz4YUXMn78eK699tpSj/k8UGvm4eT7zybo5x/hvPNg2TIa4hGD5Ix/yOcoRO2qtbwuKIALLoA1a7QwXbUKTjqJDz74gBtvvBGn00m3vt149PVHiYyMlLw+AV+Z7cpx1Wleq6rKgw8+yO7du/noo48wGo3ex47P67jfFtH76ctRrVaUXbugWTP/fyh+IjnjH/I5ClH7/JbZ69bBTTfB9u3az+3ba4u3XnONtzE+JSWFCy+8kH///RdrmJUnZj1Bl1O6VLtxuKlkdmXPsXN1uaRkp5B2OI08Qx7pzdKxhFj8ktcAq1ev5vbbb+err76iU6dOpR7Lzobk7S56nNcCY24mvz67kqDzzg6IiyH1kTUyHY0QosGraE4yv7rvPszz5/OhTsd/a7/z3ivv8d7T72FRLKTmppJ0IInsouxK7U5VtZNIux3i4rQR1Dqd9jUuTrs/JSXwh81lF2Wz6eAm1u5d671tOriJI4VHKEouwmV3YY4zo7foyXHn8KfjTw6HH8ZcbKYgrcA7NG539m7ynflYDBbiwuKwO+ykZKVUeujcvn37OP300/n999+ZMGECdrv9aI3Z2oFaaqo2hWFsrPbVMOdNgn7+ETU4WJv2oAE2wAshRKCotbwODoYlS6BvX+0M+5xzYMsWLhpxEc/Oe5ZgazB/bfyLJ657grz0PMnrCvjK7KQDSaT9k1Znee12u7n99tt5+eWX+eKLL1i+fPnR+rKPy+sYD50+fFJ73UvvIzuo4TbACyFEIPFbZg8cqE3r+fzz2kXSnTu1kcVdumi95LOySEhI4NtV39KtdzfsuXYm3jyRP7//k1BjqGR2OSp7jp0XlMcfeX9wUD2ILcZGcUGxNue/WvO8Bli6dKn3AsqUKVNK15itZXbh9z9jzM3EFRaJc8DppKZq92dn+/czaQykEV4I0aQdP4+c5/rRpLz3CtMsJl4DFGDRB4uYcOMEwjxhVQouu13rxRUV5fvxqChIT9e2C1TZRdkkHUgiNTeVUGMosdZY78HUbym/cejAIQxR2pBGVVXZlb8Lu8tOK3MrgsKDyDqSRTN9M2JCYihwFrA/Z7/3s42yRJGen47dceIPaOfOnQwePJh///2X1q1bs3r1aqxW63+v6/tALSJtG93f0y63pI6djtqmbe18SEIIIWpMDQ0j7/PluE7uA4cPo559NvvXfUeHvh2Yt3geMbEx7N65m9svvZ1D2w5JXvtQXmbvydjDxt0bKQgrAGo3r51OJ6NHj+add95BURTmzp3rXYTVV15HrfyUkJStuKzhbLvwgUbRsCKEEI2OxaJNF7ZrF+q06Xgio7TG+PvvR23ZEvX663H+8j1PvvMEZw89G6fDycRxE3lvxnu0tLaUzD5OZc+xj89rgHxLPhHFETQLalajvAZt0fTLLruMoqIiLrnkEubOnet97NjMbr99CQA5gy7CEhrUqC6G+Js0wgshmqzsbNi0CdauPeb2awGbu3Rh60czuT3SxiIgRFH4Y8NmUvekVvFEU7uZTL4fNxqPbhOIVFUlOSsZu8NOXFgcFoMFnaLzXmnPK8hjl30XilHrVWF32zlUfIhIQyQAbr0bl8uFQVsWF5vJRmZRJgUurRHAqDfi9DhxuB0VLiqzZcsWTj/9dPbs2UOHDh1Ys2YN7du39z7u60BNcTpoO/E6dMVFHDnlPLaeMTagD9SEEKIx8+b1XxGseHgFOe37oBw+TOIVtxO/N4f2ndvz7tfv0rlHZ7Kzslm3ap3k9XEqzGxLHHmOPPa49mhD32sprwsLC7nyyiv58MMPCQoK4qOPPuKmm27yPl4mr10uWs5+CoD068YT1iYi4BtWhBCiMct2Wdl07gS+n72LP+54k9yEnijFxSjvv0+nK25n2LD7+F+bVoy54iIAVn27iqLCIsnsY1TlHPv4vHapLtx6NwaPAdzl57XT4zzhwq3z5s1j1KhROJ1ORo0axeeff47ZbPY+fmxmh/+8FICcwRd7H28MF0NqQ9CJNxFCiManvHnkdu/zsKsgmKh+fdn+5VwuuO4e1u3dzw5DEN0cDnKPCa4TMRi0W3Gx1jngeA7H0W0aovLmoCthd9jJyM8gyuK7G0JUaBTppJNbkIst1IbT48SlujDptCMmvVtPUFAQTpwYMBCkD8LlcOHyuABwuB0Uu4r5K+Mv8p35PheVWbVqFcOHDyc3N5cePXqwfPlyWrRoUaoOXwdqsbMnE/LPJlzhkeye9C5Oty5gD9SEEKIxK5PXzSL4e+YKOo47h6iU3+k+6h6SP3qd6JO6MGfRHBa+t5BrbrsGFbXJ5DXUMLODINIcqTWAhNlrJa8PHz7MsGHDWL9+PSaTiYULF3p7wJc4Pq8jl32Iec92XOFRZFx1b8A3rAghRGNWKq9jQnHcdAd/XnM77l830ub712m5diHm/em0enMB7wKntYymy5DBhOblUxQd2WQy25/n2B6Tp1ReBylB6N16nDon6PGZ1wadgXxHPruO7CIjP6NMZoebwpk6dSqTJk0C4Oabb+btt98usyhrSR6HZu7GkvI3qk5Hbv9zvY9LZvsmPeGFEE1ORfPItY7X4Sw0sytFoSihDf98NY/Enl0ZkV9Ax1F3Efblt6RsSWHmizPxeDwVvo7Vqq3Qnpnp+/HMTIiJ0bZraMqbg+7YufpKDpRMQb67IVhCLBAGhZmFABh0BoKUIIo9xdrPeQaaRTYjjzwAXG4XQboggnTa9eE9OXs4XHCYrMKsMsPwSuYNXLNmDbm5uZx++un8+OOPZRrgofSBGkDI5rW0eG+69hqPvk1+eMtKHaidqLeAEEII/yovr43REWx/4ytS23bDmJ1DxyvvwPrLJswWM9fdcR06nQ6H24HqVHnswcfIyMio8HUCOa+h5pmtt+gJiQyhKKfIezLu77zet28ff/75JzabjeXLl5dpgIfSea04imk5W2sASBv9MB5rWKUbViSvhRCibpV7fh2sYD3rFNbf/CZz5n7N329M5ciFZ+ExGrjlQAanzXqPHqdcRIdrxvHz46+zbtWaE75WIGe2v8+xj89ri95CaFEoBcEF6My6MnmdWZiJxWBh++HtPqe6STqQxKG8Q961Wh599FFmz55dpgEejuZxyE/fAmA/aSDusAjv45LZvklPeCFEk1PRPHLBhmBax4aw58AROnQ0E9I8iu0LZ5Mw9nFs3/1Iq7uf4oUwKwdy7WxO2sx7771HeHi4z9dRFEhM1HoFpKZqr2c0aoFUsnJ7QkL9rgXq60p8TnEOSQeSsDvsRFmiMAWZKHYVk5qbSnZRtndFdYPOgEFnoNhVjMVQthuC0+MkuFUw5nQzRalFWCItNAtqRqo9lZjiGIJCgmiX0I4dRTtIz0+n2F1MfGg8iqqwL2cfucW5hJnCiA+P9+7TYrAQZ4gjNTeVlKwUJk6cSGxsLDfccAOmcsYklhyopaZCm/Bs2j15PYrHw+GLbyB7yBVkpkJ8fMUHatlF2SRnJfvsLVDV1eWFEEJUTkV5bYxqxcpn3+P0p26j3b+b6HDt3SS/8zy5Z58GaCeaH770IZ/O/5RvvvqGhQsX0r9/f5+vE6h5rSiKd97YmmS2oigosQqmIyY8Bz1Ymvs/r3v17MWiRYto1aoVXbt29fkeS+X1mrcwHdiNo1ksGaPGAdrvQvJaCCEanhPN0x7XwsKhPfH82a8XhZdeiD47l4gl3xO18Busv/3B1jW/8QLw4ucrmHb++Tz0v/+hREf73FdDz+zazGsofY4ddDCIKGMUB4oO0DKoJa4cF/Hh8ajNVDLyM0rldWpuKlaDFVTId+YTFxbn3eexmZ1qT+XLL79k2bJlXHfddeW+z5LMDlmjNcLnnja01OOS2b5JT3ghRJNT0TxyiqLQLqoVBizszTpIobMQl8nA1jcmk3z9xYQCk3PtGHU6Fi9eTO8+vVmzYU25V21tNujTR+sRkJcHaWna1/h47X6brbbfbfl8XYlPOpDE5oOby52D7thFc6xGK9Eh0WQW+u6GkFmYSavoVrTo1wJznBmP3UOcPY5gRzCHwg6htFcIiwijbXhbABQUgvRB2J3agUmz4Ga0CW9Tap9FhUW8+fybBKvBpOenk+/M57bbbiu3AR6OHqhZQ1RiJozBdGA3xbFt2TFuJqmpJz5Qq2hhnJIefkIIIfzvRHkdF9eRj++eRepp/dAVFZN403hCFn6tnWgardx/z/107NiR1NRUBg8ezIuvvkhuUW6jyOtNBzdxpPBIhfPGViWzc/Q5tD2pLVGto/yS1wDLFi1j/9b93nl+zz333HIb4OFoXoeTQ/TsqQDsv3UyBWqw5LUQQjRgJ5qn3WRSaG6JxaRYSc1NxR5iIP2aS9n82eusWP4WzW4fxfVmEx5gwnffMSI2lkN33Ipazki2hprZdZHXx55jW+IttHa3xpxnZt+RfbibuYnqGkVCbAJQOq/jw+Lp2Kwjha7CMlPdpO5O5f233vfOzW8KNVXYAA//ZXarIqK3rAQgo+9Q3G4oLEQyuwLSE14I0eScaB45kxJK55hEYiJV8hxp3quywdMnU9BrMLc89Bgnu92MMBpISU5hyOlDuPXRWxlzyxjaR7Uvc9XWZoPevbUeAk6n9tpWa/32qCvvSvzOrJ3syt5FzxY9fT7v2EVzQk2hJEYmkl2UTWqutmitUW/E4XaQWZiJ1WglITIBo9mIobcBt91NmDOMcHc4ux27OVRwiNz8XAw6A2e2OZNoazQhxhAMOgMOt4Mj+46UGoaXfiCdh255iL//+Jt9u/cx9rmxlZo3ELTfwcB1L2LZsBhPkJFfxn9GgSeM+Hjt4KC8A7XjF8YpUaaHX2yvUnP5CSGEqLnK5HX7+G7sevs1dI88TMslP9L53smEPnY3IU9MxpYQwYo1KxgzZgw/fPsDD933EIuXLWbKS1PoldAroPM6NTeVA3kHKHIVEWuN9fncqmZ2x5YdCTWF1jiv3W43r097nQVvLiCiWQSvLHoFZ1zl8/rUNS9gysvEHt+ZrafcSNB/DSuS10II0TBVZp52W7CV7vEnk+Es3fM5ptspxA4exYzpM+h4+61M+ewbFnk8/P72HN5/bwF9xt+H+eHHICys1D4bWmbXZV4fe45t6Wgh1B5Kij2FTDWTw+phDErZvLYarRwpOlJmqptff/qVR+98lNzsXCKaR9DzvJ6VP8f+8ycoKsDRvCVp0SfhTNN+D5LZ5ZNGeCFEk3PscOe4uLKPZ2ZCYnwoPdv3JN953FCy+3tj79CenteMZlNePteZTXxXVMysp2axcc1Gnpz5JAMTBpY5sVcUCA2tnfejqlU7+Kgo9KJDotmSsYXD+YdpHty8TOgZj1uY1ma20adlnzLDyOLD4kmITPB+DoqiEBSqRU4zmhGlRlW4IE1ecV6pYXh//PYHD9/6MJmHMgmPCOeiURd5h+pVyk8/YZnyKACOF16lx+i+2hx2ISr5TjtZhdVcGOe4AyYhhBD+U+m87nIK+Z8upvCRx7DMfINWz74GmQ6yX3yaHfYd3PPSPXTt3ZW3nnuLtcvWMuqPUUx5awpXnXdVwOZ1nCGObYe2cSj/kM9e6FD9zK5JXufl5PH42MdZ98M6AC4aeRFRzaIqn9cHD2J+42UA9M9N47QzgiSvhRCigatMXsfHQ1wzG3H09jkd6qasv+g++RZeu/piptz2GLsPZXFGUTHPP/Mc982ei27mazBqVKngrK3MDpS8LjnHbh7anGZqswrzGig11Y05yMxHcz5ixpQZeDweuvfqzkn9T6raOfbSpdp+hw1l0GAFpxOCglQw2nGpTvKKfdfRlDNbGuGFEE1OZeeR0+mUMn/0VVVle+82ZH80ndPGPcfS3anMMBh4xOPBYrDgUBx1etU2O1tbBCcj4+hBQnS09v7Ku/JcUegF6YKIMEeQlp9Gm4g2hBhCSj1esqL6scFsM9voHVv2YKqi968oZT/bY5UMw9ubvZcfP/6R16e9jtvlpn2X9rw07yVUm0pMSAxWYyVW3ElL0w7Y3G649lrM996OWdF6K/yeVvEcdCdaGOf4AyYhhBD+U6W8toTDq7MgsRPcdx+8/TbKjq0UPT+O+NgO3HjXjfQb2I/Hxz5ObnYuQaFBAZ3XANEh0aRkp3Ck6AjNgpuVedwfmV3ZvE7NTSV7SzaP3fUYB/YdwGQ2MenlSXQ9qystw1pWLq8BnnpKG8s+YACWqy7FInkthBANXtXmaS+dK8c3YMf1i+ODn77gmQnPsOKrFRib2dAdOgxXXw0ffQRvvgktW9bae2mseQ1HM/uf1H+YN3keq5auAuDiKy/m0emPcshxqPLn2OBthFcuGkpoqJbXOyoxx3tTzmxphBdCNEkl88gdH7AnGjpVErCh3Xvyz9fzSbjjUR74+TfOBMytW5FljiQ9P53UjFQirZGEhIT43pEfZGdDUpJ2lT4qSpuDr7hYO/DJzi5/PryKQi/YEEzzkOZsz9yOy+Mq83hmYSbxYfFlgrkyoV8ViqIQoUYwdtxYfv3hVwCGXDyEh557iEJdoXcY3gkbThwOuOoqrSG+Wzd4+23w48I4vg6YhBBC+E+V8/qeeyA+HvWaawhf9TNnXr2fXfNepjihNd16duP9Ze+ze+duEhMSvb2scg/n0qpVq1p7D7WR1wDhpnCsRiuH8g/5PKmvi8xWFIWEiATeef0d5rwwB7fLTavWrZjyxhSiEqMqn9cA//wDc+dq3z//vOS1EEIEkJqeXx/bgG0Ns/LsG88y/Jrh9OjViR2z3qX9m59w4KuvaLl6Ncqrr8KYMX5/D405r0v2l5OSw4NXP0haahpBhiDueeIeLht9GYeKDlUts3fuhB07ICgIzjmn0nkNNOnMloVZhRBNVsk8coMGHb316lXxQi7HBqw70saOD18j/dZr6A10nf0B3W99DDX7CPeOu5eTTz6ZtWvX1krtqqod4Njt2pA/iwV0Ou1rXJx2f0qKtt3xjg294ymKQnRwNKHGUNLt6RQ6C3F73BQ6C70L3VU6mGsoJCiE3dt2YzQZGTdlHONeGIfb4CY+LL5UiJdLVeHOO+HHH7XuFwsXQkhImd4WNV0Yp0q9BYQQQlRZlfN6+HByv/uKwuhIQnbspvNFowlb9TMA1lAr3Xt19/ay+uqrr0hISOC5557D7Xb7vfbaymvQjkniw+IJN4eTmptab5ltM9s4svsIbpebQRcO4oXPXyC2Y2zl8xq0D2D8eG3U2rBhMGiQ5LUQQgSYmp5fH0tRFPoN7ocx2Mq2u65k73df0d9gYFhuLgdvvBFuvlkbOeUnTSGvAQpzCklLTaNV61a8+NGLnDHqDO/CrZXObIBvv9W+Dh6MGhpa6bwGmnRmS094IUSTVtV55MpctQ0KIvWpByjo0Zk2Dz+DbeXPdB2+g99ckJqewemnn87tt9/OtGnTsPlxmXa7XethEOV7xBtRUZCerm13/Ps7duh4nKHspH0Oj4OBcQMJMYZwqOBQuXPQ1YaioiJMJhOKohATE8PCzxYSGhpKQueESk914/XiizBvnnb09Mkn0LkzUPU56CqzME5jWzBGCCEamqrmta7/qaz/YiZ975lO2KattB99Hwcm3EXa2BtAp/P2slq+dDkOh4NHHnmEzz77jLfffps+ffr4re7azOvMwkwSIxJpF9GOlCMpFc4bWxuKioowm80oisKct+dw0QUXcdnIy3CprqrlNcDXX2vD2g0GrRc8ktdCCBGIanx+fZySvP4t184hRWEJ0AWYPm8et23ahO7zz7Wu9jXUFPIa4KKLLuL9999n6NChBAUHVf0cu8R/U9EwdGiV81pRlCab2dITXgghqqC8q7ZZI4ayfdEcClo2p+3+DLZk53Dz4MGoqspbb71F586d+eijj7xXf2vK6dRuJt8j3jAaj25zvJLQsxqt5V6JPzn2ZPq07MOg1oO8t16xvWr14GDdunWcdNJJfPDBB977Bg0axMknn0yoKZRIS6Q3tE/oyy9hwgTt+1degaFDvQ9VdQ66koVx4sLiyHPkkZafRp4jr+q9BYQQQtQZq9FKeLvO/PjuJA5dOxxFVWk1fRbtR99H0OEsby+rd+e+y7x587DZbCQlJdGvXz/uvfdecnNz/VJHbed1QmQCEZYIesf2rrPMzszM5Oqrr+byyy/3HteEhoYyevRowsxhVctr0Hoy3nuv9v348dCpEyB5LYQQTUFle0WPGDaCpKQk+vbtSw5wJ3Da5s380bMnLFtW4zoaY157PB7eeOMN2rVrx549e7z3X3vttURERFT9HLtEQQH88IP2/dCh1ZrjvalmtjTCCyFEFVQUsP+2DeW3r9/GecG52IqLmbNmDT8MHUqnjh1JT0/nmmuu4dxzz2X//v01qkFVoahIO2fNyvI9JM7h0DqTGcqZRq0yoVcyB121grkKsrOzufvuuxk0aBA7duzgueeew+PxVH+HmzbBtddqH8xdd8Hdd5d6+ETDBStaGKcuL0oIIYSovpK8DrZGsO7x0eyY9hAek4nwH9bR6ZxRxP/2LwmRCeh0Om688Ub++ecfrrnmGjweDzNnzqRLly4sWbKkRjXUVV6XvN/azmxVVXn//ffp1q0bH3/8McuXL2fTpk013/Fzz8Hu3dp4/yee8N4teS2EEI1fZRuwFUWhe/fu/PLLL8ycOZNQq5VfgD55eTwwdCjqnDk1qiMoSGtgz8iA/PyymR1IeQ3w119/cfbZZzN27FjS0tJ44403/LfzFSu0yfLbtIEuXaqV19A0M1umoxFCiCoqCdjk41b+jg+LJ6FtAoZvLoVp02DiRM5cupQ/unTh+XHjeOadd9i+fTsRERHVfu2S1drT02H/fvjrL+jYUTtvPXZYXGamtgiOtYJp1Kq64rq/qarKggULeOihh8jIyABg9OjRvPrqq+h01bxGvH07XHCBdnX+vPPg1Ve1MZHHqMxwwbpYGEcIIUTtOjavd444i9Ru8fR94EVCd+6l1w0TUP7OgqeeApOJmJgYPvjgA8aMGcNdd93Fzp07MRqN1X7txpTXoJ3Mjx07lh9//BGALl268N5779V86p7kZJg+Xfv+5ZfhmAXtJa+FEKJpqPD8+ripWvR6PXfffTeXX345991zDwu/+IIsVUW59VZtBdVJk8qc/51Idra2zuj+/ZCWBi1aQGRk6cwOlLy22+1MnjyZGTNm4HK5sFgsTJ8+nXHjxvnvRT7/XPt6+eWgKNXOa2h6ma2o/poboQnLzc0lPDycnJwcwsLC6rscIUQdUVW14oBduRKuu05LcrOZlCeeYN9pp3HGmWeiqirF2cW88dYbjBk9hoiWEd7nlrff41drdzhgyxbtBD86Gnr00IbPZWZqBwflrd7eEGzdupW77rqLNWvWANCpUydmzZrFOeecU/2d7tmjrf6TmqqtAPTDDxAe7nPT41dvP34OuoY2BE5yxj/kcxSiaSqVq0VOrA89jjJ3rvZgt24wfz707evdvqioiC+//JKrrroKVVVx2918+tmndOvejZNOOalU1vvK7JwcpdHkdUFBAU888QSvvfaa92R+4sSJPPDAA5jKG7NfFZdcAkuWwJAhsHx5mYYTyeumST5HIZqmE55f+7Bi+XK6fvMNrWbOBODviy/jj+EjGHnD1ej1+hPu+9hzbKNRW3w1J0d7Tni4Nt28w9Hw8xrgs88+4/777/eOvL/ssst45ZVXaNu2rf9exOGAmBjtysWaNdr5N4GX11A/WSON8H4gBwlC1K/qhHWdyciA0aPhu++0n6+4Audzr1F0JIT/ffg/xr08jojQCO694V7umXAPSjOlTA+A6JBoEiISSfnbRmqqdkW+RF6e1ub8778QEaFNo9qihXaw0JAPEDZu3Mgpp5ziPZkfP358jXockpYGgwdrXRg6d4affoLmzSt8SnZRdpnPOiYkptYXxqkOyRn/kM9RiPrVoPJ60SK44w4tp/V6ePhhePJJ+G/hMgBntpOi5CLSdqbRa0wvCooLGHHeCJ6c8iQ9+vXwmSPNg6Ox7+lAzqGwRpHXbrebk046ib///pvLLruMGTNm0KZNG//s/PPP4YortLH9f/7pXUD9eJLXTY98jkLUrwaV15XgzHbifv4NTM89wCiPh8+ArgldmPTUU1xx7RXkOnIrfY5dktdZWdrF8xYtYOBASExs2HkNMGXKFCZNmkS7du147bXXuOiii/z/IsuXw/nnaw3x+/drx1D/CaS8BmmED1hykCBE/fH1hz46JJrEyMSG84fe49GGWD/6KLhceKJakDtuBt8Fw8Q3JrJjzw4AIsMjuejaizj3unNp17IdpiATxa5iMgsz0TnCKdrVh9ioUCzHLRqvqtpBQna2diE6Nrb8EXiqql3ldzq1c16rtcqj9aplx44drFu3jhtuuMF73xtvvMHFF19M69atj6tR63WoOlUUg4Leqq/4oC8rC848U+tm2KYNrF1b+kpFBQLlAFNyxj/kcxSi/jTIvD58GO65Bz76SPu5fXuYORMuvBBnthN7kh2X3UW6K53H33icr1Z9BYBOp+OySy9jyA1DaNmpJVGWKG9mpx7OYdcfLenZpj3RttLDqwMhr/Pz85k3bx433ngj1v/G3K9evZri4mLOP/98H3VWMbNLpKVB9+7acIDHH4enn65wc8nrpkU+RyHqT4PM6wocm9fmbSt45YnRvOR2U7K8erdu3Rh28zD6DOlDTFhMpc6xVVWb3dRu19Z1OfdcqOhPUX1ktqqqfP/995hMJk4//XRAm4rm7bff5q677sJyXKNBtfP6eLffDrNna1/festnXYGQ1yCN8AFLDhKEqB/HD3k6NlAb4pAn9bff8Fx5Lfr/Gt0dV95Kwbin+OzHb5j+znRS9qUAYDKbuPjKi3lo6kMEGbSlO7btTefQPx05rWsien3ZEHO7tfPZQYO0+et8KZmfNiPj6AFCdHTtXtVPSkriueeeY+HChQQFBZGSkkJcBQ3kJb0OHRkO7wGCMdqIOdGMweZjFZy0NO2oaOtWrZvCmjVaI0ojIznjH/I5ClE/GnxeL1oEY8fCwYMAqJddRv5NUyn0xGCOO9oz/s/tfzJt9jS++fEb7329B/Tm4acfpn1nLXtyjuhZ+WMRnduG0yW6c5kTz4aa14cPH+b111/ntddeIysri1deeYX77ruvwudUObNLqCpcfDEsXapNH/fLL9ocAI2A5Ix/yOcoRP1o8Hl9HFVVsW+yU5Ra5M1r/W8/UnT/KGYUFTBDpyfP4wYgukU0tz14G5ddfZn3+YF4ju12u/n888+ZPn06v//+O6eccgq//vprhQ3d1c7rsi8OLVtqb3b5cu08PIDVR9ZUc+U7IYSoX6qqkpyVjN1hJy4sDovBgk7RYTFYiAuLw+6wk5KVQkO6zuju3IvsV1ZSPOI2AIyfvUPYdYO5tkU8P3z0A/fcfw+J7RIpLipmT/IebwM8QJQllDzXEY7YC3zu+0SrtZfMdZeaqi0uExurfU1N1e7Pzvbf+ywqKuKDDz7gjDPOoG/fvnz22Weoqsp5551HQYHv+uFoL4ai1CL0oXqMsUb0oXqKUouwJ9lxZjtLP2HPHm0Kmq1btTe0cmWjbIAXQohAFhB5PXw4/PMPjB8Pej3Kl18ScsUphH72LORlezc7qdNJfPTSRyydvZRBpw1CH6Tnjw1/YA09ZqExxUlEiJW0nGwKnGUzryHltaqq/Prrr9x88820adOGyZMnk5WVRWJiIrGxsRU+t8qZfazZs7UGeJMJFixoNA3wQggRyAIir4/jtrtxZDgwRB0NVfcpZ2CatZjJIWHs8rh5LDKSyEgbGWkZ2HPt3u1cLhfNrbaAOcc+ePAg06ZNo0OHDowaNYrff/8di8XCgAEDKC4uLvd5Ncrr4/38s9YAb7NpI9FFlQWdeBMhhGh47A47GfkZRFmifD4eZYkiPT8du8PeYFbbVp0qqt5C8YQXcJ91IeYpY9HtSyH4tguJuPx6Bo88i4v6XkSyK5ngqGDv8w6lHeKac6+m6ylnUNTvVi696HyCgkr/+a5otXZV1a7O2+2lZ2mxWLSfU1O1BWh69arasDlfw+7Wrl3DpZdeypEjRwBt9fqrr76ahx9+mB49elSwL5Wi5CJtGOExvQ71Fj36OO0goSiliKBeQdpV/n//1RZx27cP2raF77/XuhsIIYRoUAImr8PC4MUX4cYb8dwxFt3aHzF/MAPT1/MpHjMe58jbwKwN7e7SpQu333Y7D059kK1/b6VFqxbe3Tx+173k23W07nI2Ha9pSUh0SKmXaSh57Xa7OPXUU0lKSvJu16tXLx555BFGjBhRajG7svurYmYfa+dOeOAB7ftp07SFcYUQQtS7gMnrY6hOFdWpojOV7l/sObk/BW8vwTb2Up7JyuKBzh14/b5bOPPKi73bfPv5t7z7+rt0PWUI5v53cc7pfcrsv64zu7xpbZ555hkmTZqE26316o+MjOTuu+9m3LhxNGvWrIL91SCvffniC+3rsGHlX5kQFQqYnvDPPPMMAwcOJDg4GFslx3SoqsqTTz5JbGwsFouFIUOGsGPHjlLbZGVlce211xIWFobNZuPmm2/GbreXs0chREPh9DhxepyYgkw+Hzfqjd5tGgrFoKAYFDzFHtynnkP+p7/iGD4GgNAvFnDh3Q9j27KO3gN7071Xd+/zVny9guysbNZ9t5hpUy/m/PNbMmXK7fz44xIyM/NITdUCOiHBd8Db7doF6yjfx1NERWmLzuTlqeQV55FVmEVecV6FvRyys2HDBhfvvLOeN974gbVrYdMmaN26B4WFhbRu3ZrJkyeze/duFixYUGEDPPjuxXAsQ5QBR7oDt90Nv/6q9YDft09b2W7NGmmAb0Akr4UQxwq4vO7WDc83K8id9D7udp1RcrMxz5xIyPCeGD54HQrs6F16DAYD4bHhXDD8Au9TD2ccZsOaX9mS9DPfvD+VEZe0Z+zYC/n883fYtWuP3/Labtf+blYms7OztXz+/PM9TJnyP29e2+1BtG3bFrPZzPXXX8+aNWtISkpi5MiRFTbAQxUz+1gOB1x/vTbR7llnwb33Vvg6ovZJZgshSgRcXlP6/Pp4ns49OfTKpxSFhRP1zw4e+mgxNofD+/i3i75lb8peln0yjwkP9OXyy7vz+uuT+OOPX8nLc9X5OXZJXq9YYefFF79k4cJdbNqk3d+1a1fcbjcDBgzg3XffZd++fTz11FMVNsBDDfLaF1U92gg/YsSJtxc+Bcyc8JMmTcJms5GamsrcuXPJrsS4jueee45p06bx3nvv0a5dOyZOnMiWLVv4+++/MZu1q0AXXnghBw8e5O2338bpdHLjjTdyyimn8OGHH1a6NpmzToi6l1ecx9q9awk1hmIxWMo8XugsJM+Rx6DWgxrOlXofc9YB6Desxvz0OHQH9gJw5IIz2TflQZz/9axzu918u/xbfv/+d376bg1HjmQdfa4+iLfeWskVV5yOzQYejwedrvT11awsba3S2FjQ+bj06nZD8j47MZ13Umw8WO4CPE6nk7/++ovvvvuJxYtX8scfqykoyKVLl77Mnv0bmZnagYrJ9CcDBnQ74Un8sZxZTnLW5mCMNaLoyh7lqG4VR5oDW9pSgu65DYqLoWdP+O47bdK9Ri6QckbyWghxrIDO6z35WLd8iemtZ9Gl7dMeC48g/8Jb+XPkYDI6u4gPjy/13H279vHJx5/w63cb2bVjZ6nHRo26m7femunNa0VRSvU8q0xep6VBj745ZLGz3EXzVFVl3759fP/9ej7/fCWbNq0iLS0ZgA8//Jfg4A5YrdC8+W7i48OJiIio0udT2cwOHxSOIdJQ8qHCLbfAvHnaqIMtW+C4hdkbg0DLmYaa2YH2OQrRGAR0Xh93fl2icF8he7KW0WPCfZgPH6GwYwL/fvIGruhm5NvzWfj5QjZ9v4kNazbgdB69uGCzRbNsWSqdOhlq/Rw7NzeXH39M4tNPf2DjxpXs2LEBt9vFTTc9xbBhk7Ba4aSTnKSnb6d79+5lX6gC1crr8vz2G/TrByEhcOgQWMr+Gwk0sjBrJcyfP5/77rvvhAcIqqrSsmVLxo8fz4MPPghATk4OMTExzJ8/n6uuuopt27bRtWtXfvvtN/r27QvAsmXLGDp0KKmpqbRs2bJSNclBghB1T1VVNh3cRGpuKnFhZRf6TM1NJT4snl6xvRrUatzHrt5uiDKgM+rwODw4U49gXDiN0C/nonN7cAdb2H//Ley7YTiH3bnehXBC9CH88MNqPvnkc1atWsG+fXs4fDgTmy0cgAcffJAvvviC3r1706FDB9q3b0/Llu1JS2tNy5ZRREWFlvk8MrLz2LxnJ+1OPkBshBVHvoODBw8S3jrc+7o3X3szS5YswXFM7wGA0FAbAwdeyOTJ7xEUZCA1VRuyV9Wh8q48Fzlrc9CH6tFbyjbeu/OdGN94muBPXtHuGDYM3n9fm3SvCQjEnJG8FkJAI8nrUA+mlZ9ifO8V9Pt3AaBaLBwYdhb/Xn0ehp59MOqNONyOUovXHdyVxocfLmT58m9JSvqVN998i1tvvQWA33//nbPOOos+ffrQtWtX2rdvT2xsIkeOJNCqVTTR0RFlLmYXFsLBzDzM7ZJwG7IJVoPJOZRDaGQoxYZirEYr21duZ+IjE8nKyir1XL1eT48eA7j//pfp1u2Uauc1VCKzC92489yEDwonKPS/6fNeegkefFBrqViyBC68sGovGiACNWcaWmYH6ucoRCBrFHl97Pl1ppMgaxCu7i52bF1Kr2vHY0nPpDChNVsXvMyByCBvXlMEX331NZ9//iU//riKk0/uxerVq7z5eNJJJ6HX6zn55JNp37497du3p0WLRPbta0nLllHYbGUvABx7jh0TFkx+dj4FxQWYmpmwGq3E6eK4aMhFJCcnl3luq1btGDXqHq655r66z+vyPPooTJ8OV14Jn35atUIaqPrImkY7J/yuXbtIS0tjyJAh3vvCw8Pp378/69ev56qrrmL9+vXYbDbvwQHAkCFD0Ol0/PrrrwwfPtznvouLi0stfJCbm1t7b0QI4ZOiKCRGJpJdlE1qbipRlqgyJ8AJkQkN6gABwGAzYO1j9a5O7nK6UAwK5o7NMM+Zhf2RG9DdNRbrb3/Q+pnXiPrgc9ImPUjUqDHeq+XnnXcu552nrUR+4MABbwM8wMaNG9m1axe7du3y+frr1hVhNGpDDJ97biy//vo9hQ4nDkcezuICCvK1RWlMZhNrd65lf95+UrJScLv1OBwOgoPDadGiH506ncOpp57Daaf1wmY7GujHDpWvSvu43qrHGG3UFoyJO+4AITsTy2N3YtqwTPv5kUfgmWd8dzkQAUfyWojGrbHkdX7/qykYMJLgLUsxfzgDZeuftPpkKa0+WUrWKd3ZNfI88s8fTHxUaxIiE7CZbdi62Jg69QmmTn2C3NzcUr3oNm7cSE5ODqtWrWLVqlVlXv/JJ+cxbNiNAKxbt4wXX7wHt1tHsctOUWEOhfmF3rlhn3/nec4eejapuakcKXaQlZWFXh9E8+bd6dDhLPr1O4ezzhpMixZHTzCrm9dwgswGnJlOzPFm9Nb/HluyBB56SPv+5ZcbbQN8U1BbmS15LUT9ayx57T2/jjdjTjBjsBkwhF/Kzi9stL/yViwpe+l+xZ0Ef/I2rU7po51jm2H06OsZPfp63G43hw8f9jZ45+XlsXXrVlRVZfPmzWVe/+SThzB37grvzyNHdsPtdpNfVExxcQ6OwgLv37ezh57N8+88T2puKnnWPNLT0wEID4+nbdvBdOlyNqeccja9e7fzZnOd5nV5VBUWLtS+l6loaqTRNsKnpaUBEBMTU+r+mJgY72NpaWlEHzeNQVBQEJGRkd5tfJk2bRqTJ0/2c8VCiKqymW30admH5KzkUkOy48PivSfADZHBZiCodxBuuxvVqaIYFPRWPYqiYOh7Gur6JArnvI3pyacI2X2AxBsfgAVLtBPXk08uta/jexN9+eWXbNq0iT/++IPk5GR27tzJjh072L9/P4oSREaGiagoMBrh4MFU9u7912eN1jArudm5RFmjSD6YyfkXP8rQoc/RqlVb/vlHISwMcnO19VG7dDl6QGA0agvJOKs4VaCiKJgTzbiyXRSlFnl7Meh+/QnL5NvQZx5ENRpR5szR5pMVjYbktRCNX6PK64vGoDwyRhuD/tprqF98QeRvW4n8bSvq1DkwahTKTTdB//6luqwd38NqzJgxnHLKKSQlJbFjxw527txJcnIyKSm7yM3NweWKorBQy9UjR3LZu3cHvgSHBJOflw+A0RGNQ2/l6elr6d65Lzt3mrx5vXevNoK8pnkN5Wf2sT0PzQlmraFmyxa4+mrtBP622+Cee6r+gqLBqK3MlrwWomFoVHn93/k1aO8rfMAw8ld3wH3RMCw7kul6xR0o332nTXF6DL1eX+pvnNVqZffu3WzcuJFt27axc+dOb2ZnZGRgs0WSmor3HHvPnu3ei+Sl9hukx+VyAdoit7vSjzD56W+wGLuRkxNFixbaFDbZ2bBt29Fz7DrL64qsXKktrG61wtChVS9EeNVrI/wjjzzCc889V+E227Zto3PnznVUUeU8+uijPPDAA96fc3NziY+Pr+AZQojaYjPb6B3bG7vD7j1IsBqtDe4K/fEURSl3yJei12O5/S64+jqYNg1eeQVWrdLGoI0aBZMnQ8eOPp9rs9k4++yzOfvss8s8dvBgIQcOaAvIOJ1w3XXTufKaOzmk+5MOrVsQFhaGNcxKiDUEo8kIgMvtZt9uN9Fh7emSGEp+vrYQuqJATIx2VX7/fm19VEXR1lwzGKq3WHqpXgwH8jH+7zksn7+Koqqo7TugfPIx9O5dpX2qqhpw/zYaIslrIURNNbq8HjwYBg9G2b8f3nkH5s9H2bNH+/6dd6BdOxg5Usvtnj3LjCE3GAz07NmTnsed/AMcOuQkJUWbb9bphI4dz2bu3LWEROawt/gv2sS0ITQ0FGuYFUuwBUVRUFXISA3F6dFxxqDOBLlNtZbXULmeh/z1F5x/vtZ97+yz4fXXKxxLL5ntH4GY2ZLXQjQcjS6vj3nc2qErrF0H55+PsnkznHmmNlpr0KAKn9e6dWta+1jHxOPxkJHhYP/+o+fY06f/iCE4lyzDVjq1bUVoWCjWUCshoSHeaeYMOqN2jh3bi9YtQtm8GVwuMJvLZnad5PWJvPaa9nXMGAgNlbyugXpthB8/fjxjxoypcJuEhIRq7btFC21Bw/T0dGJjY733p6enew92W7RoQUZGRqnnuVwusrKyvM/3xWQyYTL5XjFaCFH3FEVpMIvD+FVYmNYIf9tt2hxsn3wCH38Mn30GN9wAEydC27aV3l1srIUWLbRzYacTDIYuqIY4ft6nlrsAT06uG/uRYLolaEPog4MhMlI7MDCbwWaDzEwoKNB62GVmanPWWa3Ve8sGm4EgZxI8cQfKn38AoN54I8rMmVXeaXZRdpleHMcvhCMqR/JaCOEPjTKvW7WCp56CJ5+EH3+Ed9+Fzz+HXbvguee0W/v2cNllcOmlMGAAnGDh8ubNDTRrdmxeN8NqbYbdkcfavYrPzC7I13HoEEREegjSBRFsqt28hhP0PNy4UWuAz8qCHj20Y5cKWhAks/0nEDNb8lqIhqVR5nWJ6Gj44Qe45BJtVNs552gXz0ePrvKudDodLVqYiYk5mtlnnXUaqiGPn/dRqXPs48+voXRmHzlSy3l9Irt2wddfa9+PGyd5XUP12gjfvHlzmjdvXiv7bteuHS1atGDlypXeA4Lc3Fx+/fVX7rzzTgAGDBhAdnY2SUlJ9OnTB4BVq1bh8Xjo379/rdQlhBBV1q6d1vg+YYLW8P7NNzBvHrz3HlxzDTz8MFRypXRFKT2XnKpaiQ6J1hbgMZRdgCcj7wihQR2JsAZ7nx8XB3l52oFCaKh2dT4vTztAsFohIaHqi8YA2g4eewzl7be1Yes2G7z9NsrIkVXeVXZRNkkHkrA77ERZojAFmSh2FZOam0p2UTZ9WvaRg4QqkLwWQogT0OngrLO025tvwtKl2sXzb77RhnC/+KJ2a94cLrpImxf93HMhIsLn7o7PawCrsfzMdjkVjuTb6dzcRrAhuHbzulSdPnoerlmjvce8POjXD779VmthKIdktn9JZgshxAnYbPDdd3DddbBokdbB7a+/4NlnT3ih3JeanGMfn9fNDDk0P7wDXZZCrt1ATIsgErtEoSgxZfZTtRorHilQrjfe0M7NzzuP7DYxktc1FDCr2u3du5fNmzezd+9e3G43mzdvZvPmzdjtdu82nTt3ZtGiRYD2D+y+++7j6aef5quvvmLLli2MHj2ali1bctlllwHQpUsXLrjgAm699VY2bNjAzz//zLhx47jqqqsqtWq7EEKUR1VVXHkunFlOXHkuVFWt+U579dKGy61bB0OGaJPGLVig9TC75BJtypoqvk7JAjxWo5XU3FQKnYW4PW4KnYWk5qYSHhxMXEQMDsfRs/TQUG2OupgYbZ7ZvDwoKtKu0Pfpox3TVElxsRbunTvDW29p72H0aNi+XRvKX0WqqpKclYzdYScuLA6LwYJO0WExWIgLi8PusJOSleKf34koQ/JaCBFo/J7ZISFw5ZXaImYZGfDpp3DttVpAHjoE8+dr09Q0b65Na/P00/DLL9pY9ApUlNkZRfuxmk00M8V5e7b5Pa8r44svtB7weXnaMP/vv6+wAV4yu35JZgshAolf8zo4WMvpxx/Xfn7+eW3EWk5Ojeusyjl20OGDtPvuTYYvGs0tL3fhhnttDJt6CjfO6svFj5/MqTd3I7xTC21tuEcf1S50n+B4wW/y82HOHADUceMkr/1AUQPkExozZgzvvfdemft/+OEHzjzzTED7h/7uu+96h9+pqsqkSZOYPXs22dnZDBo0iDfeeIOOx8ylnJWVxbhx4/j666/R6XSMGDGCmTNnYq3CWI/c3FzCw8PJyckps+iSEKLpcWY7vXOulQz3MkYbMSdWcs61ytq4URvm/vnnRxvfO3eGu+7SGrHDwyu9K1/DymJCYmgXkUDK3zZSU7Ur9MdSVa1zX0yMdjIfGlrFHnVOp9YQ8fTT2opxoLUWvPGGduJeTXnFeazdu7bc4X+FzkLyHHkMaj0oYIZZBlLOSF4LIQJJnWU2aLn3009aL/lvv9VWXjtWeLjWk/7ss7Vb164+g9XnUPDgGPL2tCfnUJj/87oy8vPhgQdg9mzt5wsv1I5PLGVz+FiNLbMDLWcaamYH2ucohKh9tZrXH34IN92kdQ6Li9Omp7ngghrXXO45ti6KnDdXEfLlBzTb+gOKx1PqeYXhLdAZgzDqnCgulza127FNt/Hx2jn0tddWq+d+pc2eDbffDgkJ5G1JYu3+9Y0mr6F+siZgGuEbMjlIEEKUcGY7sSfZcdld2urjJh2e4qOrj1v7WP1/Uv/vvzBjhtYrvqTnUnAwXH65FsxDhkDQiYeelbfASnY2JCVpuy5Z9d3h0Oaps1qr0ZsuM1ObM3fWLNi9W7uvZUutF8Itt2gvUANZhVms3buWWGssOqXsgC+3x01afhqDWg8i0lJ+77yGRHLGP+RzFEIcq14y+1i7d8OyZVpv8ZUrITu79OPR0dpF6TPO0G5dumjT3uA7s3NyFP/mdWVt2qRNj7d9u9a6/9BDMHVqpfK8sWW25Ix/yOcohDhWneT1b7/B1VdDcrL28003wUsv1Tg4vXntdmBK+oPgeQtQPvkECgu92+R2H0DeqeeR3bEfe6P7YoyLLp3Zhw9r0+d8+612y8rS7j/5ZK0H/3nn1ajGcgqHk06CrVvhpZfIunNMo8prkEb4gCUHCUII+C9gN9kpSi3CHGcu83hRahHmeDPWXrW0enhuLrz/vta4/fffR++PjtamdRk2DE4/Haqx8FV2tnY8UrLqu8Gg9ahLSKjkcYnHo02j88472hy5xcVHa3v0Ue0K+wl6y5VQ1WMXq9MaFo79OBtbrzqQnPEX+RyFECXqPbOP53Zrjdnff68tGLd2bakTdEBrWR88GAYN0m69epVp6K5xXlfF3r3aAvJz5mhD41u1gv/9T+vFz4nzGhpfZkvO+Id8jkKIEnWa1/n5WsewmTO1EGvZUruwfPPNZRdqqaySaenmzIE//jh6f+fOFI64jp39riHV0K7ymV1YCK+9ps1fXzJ1zvDh2nl2VFT1asRHZm9cjXL2WVrnvv37ybPoG1VegzTCByw5SBBCALjyXOSszUEfqkdvKTsszF3oxp3nJnxQePUWRaksVYUNG7QG+Y8/1q6cl7BatblazztPO4Hv3Nnbq64yuz3RyXSpbQ8XwerVmL5dhGHpYpT09KMb9OqlTZtzzTVasFeSr8aF6GhITDx6oKKqKpsObtIWwgkruxBOam4q8WHx9IrtVTcNK34gOeMf8jkKIUo0mMwuT3GxluWrV8OPP2oXso9vlLdY4JRT4NRTtduAAdCiRZXyGqqW7wDs2wfTp2sn/E6ndt+IEfD2294GgMrktfbajSuzJWf8Qz5HIUSJesnrtWu1nvA7dmg/h4drncZuvx3atTvxnG7p6bB8uTbNzYoV2oV20DrDjRwJd9yhZbaiVP0cu2Tb3Eysrz6DMut17Y5WrbTz/2pM61oms/UeTpt8LmG/rdLe81tvNbq8BmmED1hykCCEAHBmOclZm4Mx1oiiKxs8qlvFkeYgfFA4hshaHN5eqiindgCwaBF88w2kpZV+PCoKBg7UGsW7ddPmn+3YsepTwhQWQkoK/P03RT/+guundQRvS0Lncno3UcPCUS4frh109OtX5Qlpj58Wx2TS2ih8DbPPLsoutXK7UW/E4XaQWZiJ1WgNuJXbJWf8Qz5HIUSJBpnZFXE4tBBcu/borWQ4+rFatYLevbVbSba3a1funLGVbSxn717tWOLzz7XXLjmFPOsseOopbaTdMfusbF5D48psyRn/kM9RCFGi3vK6qEib7vWll7Tp1krExkL//tqteXNtJJjLpfWi37RJW2h9z57S+zrlFG2a2Ouvr3Cx8oqUl9cd838n9NartClqFQUee0zL5UpMR1uy3+MzO+r9V0mYeR9uk4X8dX8S1ru9tm0jymuQRviAJQcJQggIgF51Ho92YLBkibYw3C+/lO1VB1rP+Oho7QAjNvZoGhsMRyeYzcnRbtnZ2py2+/f7fElH85ZkDhzGrp7DKTr1THqfaqzWcHhV1Ur3tUAsaPfHx2vtDSVt++UthJMQmRBQBwcgOeMv8jkKIUo0+Mw+EY9HaxT45Rfttn69Nm+rr1M7k0kb+daxoxaWrVtDfDx5pii27QkhT7USFmPBrBbizrGTn5ZHWPEhOjj+wrxzq7bff/8tvc+zzoJJk7S56o9RnbyGxpPZkjP+IZ+jEKJEvee1x6MtqP7yy7BmjdbgfiKKol0Ev+IKbZ75Yxauro4TXtzuZMc26V6YN097wqBB2oj4Vq0q3K+vzDYn/0WX6/ugcxTzx+1v4L7tTjnH9iNphPcDOUgQQkADnF/2RJxO+P13bYj71q3w11/aLS+vWrtTw8IoaNWBjDb9YOBA7CcNxNHq6HC98k68KyMvT+t4Fxrqe+r4wkJtm0GDSk/XV95is4FGcsY/5HMUQpQIuMyuDLtdm2920ybtbH3zZq2hvqio5vtWFC1kR4zQ5p5t3drnZtXNa2gcmS054x/yOQohSjSovC4o0DL211+1hVzz87Ue5yWd1bp21XrIn3IK+OlvV5Uubn/yMdx2mxa0zZpp09Ocf365+z4+sxVHMZ3H9Cf43z/IOW0oW6YtIc+uyDm2HzXAbh1CCBGYFEXBnGjGle2iKLVIW7ndqMPjOLpyuznB7DOgqjwfqz8YDNq0MP36lS4kPR0OHICDB7XbkSNaYQ6HdjMatXnxwsK0r/HxkJiI3RjF2p+Vck+8o6K0XdvtVV/XxunUbuWtKWs0Ht3mWIqiVHphmMZyMCGEEOLEqpvZ9ZLXlWW1wmmnabcSbrc2Yu2vv7Rp4/btg337cO/eR2FaNoZiO/qifHRFBXhMFjzBobiDrThDIshp2YXmZ3XH3Lc79OypndCfQHXzGiSzhRBClNWg8jo4+Oji6HXEbtemoClvzdVS59hXXaXN+TZypHYh/sILtelpJk70GczHZ3bLNycS/O8fOG3N2D1xLkaTgvOInGP7kzTCCyGEHxlsBqx9rBQlF+HIcOByulAMCuZ4M+YEMwZb2XnqKj0fa11QFGjRQrtVkTOr+ifeJ2IwaLfiYt8N/A7H0W2qw9ewuuiQaBIjEwNuWJ0QQojKqWpmN6i8riy9XiswMbHU3TlZWu+32Fjf67O73doyMoMGgbkK09fWdl6DZLYQQjQ1TSKvy1Hli9sdOmhT1N1/P7z1FjzzjDY1zUsvwbBhpa5ElOSxw+6g9deziHn/RQD2PDEHV7MWOArlHNvfpBFeCCH8zGAzENQ7CLfdjepUUQwKeqve5xXf8uZ3S03VHjt+8bKGrDZPvK1W7cCpvGF4mZlah3yrter7Pn6BGVOQiWJXMam5qWQXZQfcAjNCCCEqr7KZ3ZjyGmovs2szr0EyWwghmirJ6yrktdkMb76prd9y773aFYnLLoOzz4bHH4cuXaBFC6wh0HHLF8TMeATrwZ0AHLr8dnLOKF2uZAAAGmtJREFUvBSQc+za4KPfgxBCiJpSFIWg0CAMkQaCQoPKnYImOVk7QIiL00JVp9O+xsVp96ek+F5jrSEqOfHOzPT9eGYmxMRUL8QVReu5YLVqB1CFhVovvcJC7WerFRISqj7EUFVVkrOSsTvsxIXFYTFY0Ck6LAYLcWFx2B12UrJSkOVThBCi8TpRZje2vIbay+zaymuQzBZCiKZO8rqsCvN65EhtYfXHH9euRqxaBeecAy1bQkgISpvWJE64AuvBnRTZYtjx0NvsenCWnGPXImmEF0KIelKV+d0qS1W1BVaysrSvdZlrtXniDVqPhT59tAOovDxtmHxennZ1vro9GuwOOxn5GURZfP8SoixRpOenY3dU4ZcghBCiUamNvIbGm9m1kdcgmS2EEKJiktc+hIbC00/DP//A9ddD27balYmSHQQHU/Twk2xbvIOdZ91G2iG9nGPXIpmORggh6klNFi/zpSHMfVdy4n18HfHx2sFBTeuw2aB3b/8tsuP0OHF6nJiCfP8SjHqjdxshhBBNk7/zGhp/Zvs7r0EyWwghRMUkryvQti3873/a904n7N2r3bp1wxwdTU8/LmQreV0+aYQXQoh64s/5WBvS3He1ceJ9LEXRLuj7g0FnwKAzUOwqxmIo+0twuB3ebYQQQjRN/p4/valktj/zGiSzhRBCVEzyupIMhjKLtss5dt2Q6WiEEKKe+Gs+1oY4911JiEdGal/91QDvb1ajleiQaDILff8SMgsziQmJwWqs5gpyQgghAp4/50+XzK4+yWwhhBAVkbxuGCSvyyeN8EIIUU/8NR9rbc191xQoikJiZCJWo5XU3FQKnYW4PW4KnYWk5qZiNVpJiEzwubCuEEKIpsGf86dLZlefZLYQQoiKSF43DJLX5ZPpaIQQoh75Y3632pj7rimxmW30admH5KxkMvIzcHqcGHQG4sPiSYhMwGa21XeJQggh6pm/5k+XzK4ZyWwhhBAVkbxuGCSvfZNGeCGEqGc1nd/N33PfNUU2s43esb2xO+zeAwSr0dokr84LIYTwzR/zsUpm15xkthBCiIpIXjcMktdlSSO8EEI0ADVZCKVk7rvUVG1+uuNlZmpX/isz911TpigKoSY/riAnhBCi0anpwmWS2f4hmS2EEKIiktcNg+R1aTInvBBCBDh/zn0nhBBCiNojmS2EEEI0fJLXojZIT3ghhGgE/DX3nRBCCCFql2S2EEII0fBJXgt/k0Z4IYRoJPwx950QQgghap9kthBCCNHwSV4Lf5JGeCGEaERqOvedEEIIIeqGZLYQQgjR8EleC3+ROeGFEEIIIYQQQgghhBBCiFoiPeGFEKKBU1UVu8OO0+PEoDNgNVpRZPybEEII0aBIXgshhBCBQTJb1AdphBdCiAYsuyib5KxkMvIzvAcI0SHRJEYmYjPb6rs8IYQQQiB5LYQQQgQKyWxRX6QRXgghGqjsomySDiRhd9iJskRhCjJR7ComNTeV7KJs+rTsIwcJQgghRD2TvBZCCCECg2S2qE8yJ7wQQjRAqqqSnJWM3WEnLiwOi8GCTtFhMViIC4vD7rCTkpWCqqr1XaoQQgjRZEleCyGEEIFBMlvUN2mEF0KIBsjusJORn0GUJcrn41GWKNLz07E77HVcmRBCCCFKSF4LIYQQgUEyW9Q3mY5GCCEaIKfHidPjxBRk8vm4UW/0blMRVQW7HZxOMBjAagVZb0YIIYTwD8lrIYQQIjBIZov6Jo3wQgjRABl0Bgw6A8WuYiwGS5nHHW6Hd5vyZGdDcjJkZBw9QIiOhsREsNlqr3YhhBCiqZC8FkIIIQKDZLaobzIdjRBCNEBWo5XokGgyCzN9Pp5ZmElMSAxWo9Xn49nZkJQEqakQGgqxsdrX1FTt/uzs2qtdCCGEaCokr4UQQojAIJkt6ps0wgshRAOkKAqJkYlYjVZSc1MpdBbi9rgpdBaSmpuK1WglITIBxce4N1XVrs7b7RAXBxYL6HTa17g47f6UFG07IYQQQlSf5LUQQggRGCSzRX2T6WiEEKKBsplt9GnZh+SsZDLyM3B6nBh0BuLD4kmITMBmtvl8nt2uDY+L8r3eDFFRkJ6ubRcaWnv1CyGEEE2B5LUQQggRGCSzRX2SRnghhGjAbGYbvWN7Y3fYvQcIVqPV59X5Ek6ndjP5Xm8Go/HoNkIIIYSoOclrIYQQIjBIZov6Io3wQgjRwCmKQqip8pfTDQbtVlysDY87nsNxdBshhBBC+IfktRBCCBEYJLNFfZA54YUQopGxWrUV2jN9rzdDZibExGjbCSGEEKJ+SF4LIYQQgUEyW/iDNMILIUQjoyiQmKgdAKSmQmEhuN3a19RU7f6EBG07IYQQQtQPyWshhBAiMEhmC3+Q6WiEEKIRstmgTx9tBfeMDG1uOoMB4uO1gwObrb4rFEIIIYTktRBCCBEYJLNFTUkjvBBCNFI2G/Tura3QXnKAYLXK1XkhhBCiIZG8FkIIIQKDZLaoCWmEF0KIRkxRILTy680IIYQQoh5IXgshhBCBQTJbVJfMCS+EEEIIIYQQQgghhBBC1BJphBdCCCGEEEIIIYQQQgghaok0wgshhBBCCCGEEEIIIYQQtSRgGuGfeeYZBg4cSHBwMLZKLDnsdDqZMGECPXr0ICQkhJYtWzJ69GgOHDhQaru2bduiKEqp2/Tp02vpXQghhBCNm+S1EEIIERgks4UQQoi6EzCN8A6HgyuvvJI777yzUtsXFBSwadMmJk6cyKZNm/jiiy/Yvn07w4YNK7PtlClTOHjwoPd29913+7t8IYQQokmQvBZCCCECg2S2EEIIUXeC6ruAypo8eTIA8+fPr9T24eHhrFixotR9r7/+Ov369WPv3r20bt3ae39oaCgtWrTwW61CCCFEUyV5LYQQQgQGyWwhhBCi7gRMI7w/5OTkoChKmaF206dPZ+rUqbRu3ZprrrmG+++/n6Cg8j+a4uJiiouLS+0XIDc3t1bqFkII0bSV5IuqqvVcSd2QvBZCCBGImlpeg38yW/JaCCFEXauPzG4yjfBFRUVMmDCBq6++mrCwMO/999xzD7179yYyMpJ169bx6KOPcvDgQV5++eVy9zVt2jRvr4FjxcfH10rtQgghBEBeXh7h4eH1XUatkrwWQggR6JpCXoP/MlvyWgghRH2py8xW1Hq8TP/II4/w3HPPVbjNtm3b6Ny5s/fn+fPnc99995GdnV3p13E6nYwYMYLU1FRWr15d6gDhePPmzeP222/HbrdjMpl8bnP8lXqPx0NWVhZRUVEoilLpuo6Xm5tLfHw8+/btq7DGhiqQ6w/k2iGw6w/k2iGw6w/k2iGw669q7aqqkpeXR8uWLdHp6n45F8nrsprSv7+GJpDrD+TaIbDrD+TaIbDrD+TaoWr113deQ2BmtuS1b4FcOwR2/YFcOwR2/YFcOwR2/YFcOwTGOXa99oQfP348Y8aMqXCbhISEGr2G0+lk5MiR7Nmzh1WrVp3wF9G/f39cLhe7d++mU6dOPrcxmUxlDh4qs5p8ZYWFhQXkP/gSgVx/INcOgV1/INcOgV1/INcOgV1/VWqvzx51ktflayr//hqiQK4/kGuHwK4/kGuHwK4/kGuHytdf3z3gAzGzJa8rFsi1Q2DXH8i1Q2DXH8i1Q2DXH8i1Q8M+x67XRvjmzZvTvHnzWtt/ycHBjh07+OGHH4iKijrhczZv3oxOpyM6OrrW6hJCCCECieS1EEIIERgks4UQQoiGKWDmhN+7dy9ZWVns3bsXt9vN5s2bAWjfvj1WqxWAzp07M23aNIYPH47T6eSKK65g06ZNLFmyBLfbTVpaGgCRkZEYjUbWr1/Pr7/+yllnnUVoaCjr16/n/vvv57rrriMiIqK+3qoQQggRsCSvhRBCiMAgmS2EEELUnYBphH/yySd57733vD/36tULgB9++IEzzzwTgO3bt3tXUt+/fz9fffUVAD179iy1r5LnmEwmPv74Y5566imKi4tp164d999/Pw888EDtvyEfTCYTkyZNKndu24YukOsP5NohsOsP5NohsOsP5NohsOsP5NpPpCnkNQT27zCQa4fArj+Qa4fArj+Qa4fArj+Qa4fAr78iTSGzA/n3F8i1Q2DXH8i1Q2DXH8i1Q2DXH8i1Q2DUX68LswohhBBCCCGEEEIIIYQQjVn9LNkuhBBCCCGEEEIIIYQQQjQB0ggvhBBCCCGEEEIIIYQQQtQSaYQXQgghhBBCCCGEEEIIIWqJNMILIYQQQgghhBBCCCGEELVEGuHr2KxZs2jbti1ms5n+/fuzYcOGCrf/7LPP6Ny5M2azmR49erB06dI6qtS3qtT/119/MWLECNq2bYuiKMyYMaPuCvWhKrW/8847DB48mIiICCIiIhgyZMgJf1e1rSr1f/HFF/Tt2xebzUZISAg9e/ZkwYIFdVhtaVX9d1/i448/RlEULrvsstot8ASqUv/8+fNRFKXUzWw212G1pVX1s8/Ozmbs2LHExsZiMpno2LFjvf7dqUr9Z555ZpnPXlEULrroojqs+KiqfvYzZsygU6dOWCwW4uPjuf/++ykqKqqjaoUvgZzZgZzXENiZHch5DYGd2ZLXgfE3R/Ja+Jvkdf2RvK4/ktf1J5AzO5DzGhpBZquiznz88ceq0WhU582bp/7111/qrbfeqtpsNjU9Pd3n9j///LOq1+vV559/Xv3777/VJ554QjUYDOqWLVvquHJNVevfsGGD+uCDD6offfSR2qJFC/WVV16p24KPUdXar7nmGnXWrFnq77//rm7btk0dM2aMGh4erqamptZx5Zqq1v/DDz+oX3zxhfr333+rO3fuVGfMmKHq9Xp12bJldVx51WsvsWvXLrVVq1bq4MGD1UsvvbRuivWhqvW/++67alhYmHrw4EHvLS0trY6r1lS19uLiYrVv377q0KFD1bVr16q7du1SV69erW7evLmOK9dUtf7MzMxSn/vWrVtVvV6vvvvuu3VbuFr12j/44APVZDKpH3zwgbpr1y71u+++U2NjY9X777+/jisXJQI5swM5r1U1sDM7kPNaVQM7syWvJa+rQ/I68Ele1x/Ja8nr6gjkvFbVwM7sQM5rVW0cmS2N8HWoX79+6tixY70/u91utWXLluq0adN8bj9y5Ej1oosuKnVf//791dtvv71W6yxPVes/Vps2ber1IKEmtauqqrpcLjU0NFR97733aqvECtW0flVV1V69eqlPPPFEbZRXoerU7nK51IEDB6pz5sxRb7jhhnpthK9q/e+++64aHh5eR9VVrKq1v/nmm2pCQoLqcDjqqsQK1fTf/SuvvKKGhoaqdru9tkosV1VrHzt2rHr22WeXuu+BBx5QTzvttFqtU5QvkDM7kPNaVQM7swM5r1U1sDNb8rr+SF5LXtcnyev6I3kteV0dgZzXqhrYmR3Iea2qjSOzZTqaOuJwOEhKSmLIkCHe+3Q6HUOGDGH9+vU+n7N+/fpS2wOcf/755W5fm6pTf0Phj9oLCgpwOp1ERkbWVpnlqmn9qqqycuVKtm/fzumnn16bpZZR3dqnTJlCdHQ0N998c12UWa7q1m+322nTpg3x8fFceuml/PXXX3VRbinVqf2rr75iwIABjB07lpiYGLp3786zzz6L2+2uq7K9/PH/du7cuVx11VWEhITUVpk+Vaf2gQMHkpSU5B1Ol5KSwtKlSxk6dGid1CxKC+TMDuS8hsDO7EDOawjszJa8lryuDsnrwCd5XX8kryWvqyOQ8xoCO7MDOa+h8WR2UL29chNz+PBh3G43MTExpe6PiYnhn3/+8fmctLQ0n9unpaXVWp3lqU79DYU/ap8wYQItW7Ysc8BWF6pbf05ODq1ataK4uBi9Xs8bb7zBueeeW9vlllKd2teuXcvcuXPZvHlzHVRYserU36lTJ+bNm8dJJ51ETk4OL774IgMHDuSvv/4iLi6uLsoGqld7SkoKq1at4tprr2Xp0qXs3LmTu+66C6fTyaRJk+qibK+a/r/dsGEDW7duZe7cubVVYrmqU/s111zD4cOHGTRoEKqq4nK5uOOOO3jsscfqomRxnEDO7EDOawjszA7kvIbAzmzJa8nr6pC8DnyS1/VH8lryujoCOa8hsDM7kPMaGk9mSyO8ECcwffp0Pv74Y1avXl3vC4BURWhoKJs3b8Zut7Ny5UoeeOABEhISOPPMM+u7tHLl5eVx/fXX884779CsWbP6LqdaBgwYwIABA7w/Dxw4kC5duvD2228zderUeqzsxDweD9HR0cyePRu9Xk+fPn3Yv38/L7zwQp2f1NfU3Llz6dGjB/369avvUipl9erVPPvss7zxxhv079+fnTt3cu+99zJ16lQmTpxY3+UJETACMbMDMa8h8DNb8rphkLwWommSvK47ktf1q7FkdqDlNTTMzJZG+DrSrFkz9Ho96enppe5PT0+nRYsWPp/TokWLKm1fm6pTf0NRk9pffPFFpk+fzvfff89JJ51Um2WWq7r163Q62rdvD0DPnj3Ztm0b06ZNq9ODhKrWnpyczO7du7nkkku893k8HgCCgoLYvn07iYmJtVv0Mfzx795gMNCrVy927txZGyWWqzq1x8bGYjAY0Ov13vu6dOlCWloaDocDo9FYqzUfqyaffX5+Ph9//DFTpkypzRLLVZ3aJ06cyPXXX88tt9wCQI8ePcjPz+e2227j8ccfR6eT2ePqUiBndiDnNQR2ZgdyXkNgZ7bkteR1dUheBz7J6/ojeS15XR2BnNcQ2JkdyHkNjSez5SihjhiNRvr06cPKlSu993k8HlauXFnqqt6xBgwYUGp7gBUrVpS7fW2qTv0NRXVrf/7555k6dSrLli2jb9++dVGqT/767D0eD8XFxbVRYrmqWnvnzp3ZsmULmzdv9t6GDRvGWWedxebNm4mPj6/L8v3y2bvdbrZs2UJsbGxtlelTdWo/7bTT2Llzp/egDODff/8lNja2Tk/ooWaf/WeffUZxcTHXXXddbZfpU3VqLygoKHMQUHKgpqpq7RUrfArkzA7kvIbAzuxAzmsI7MyWvJa8rg7J68AneV1/JK8lr+uidl/qK68hsDM7kPMaGlFm19uSsE3Qxx9/rJpMJnX+/Pnq33//rd52222qzWZT09LSVFVV1euvv1595JFHvNv//PPPalBQkPriiy+q27ZtUydNmqQaDAZ1y5YtAVF/cXGx+vvvv6u///67Ghsbqz744IPq77//ru7YsaPB1z59+nTVaDSqCxcuVA8ePOi95eXl1Xnt1an/2WefVZcvX64mJyerf//9t/riiy+qQUFB6jvvvNPgaz9efa7crqpVr3/y5Mnqd999pyYnJ6tJSUnqVVddpZrNZvWvv/5q8LXv3btXDQ0NVceNG6du375dXbJkiRodHa0+/fTTdV57deovMWjQIHXUqFF1XW4pVa190qRJamhoqPrRRx+pKSkp6vLly9XExER15MiR9fUWmrxAzuxAzuvq1N+QMjuQ87o69R+vPjNb8lryujokrwOf5LXkdV3ULnntP4Gc19WpvyFldiDntao2jsyWRvg69tprr6mtW7dWjUaj2q9fP/WXX37xPnbGGWeoN9xwQ6ntP/30U7Vjx46q0WhUu3Xrpn7zzTd1XHFpVal/165dKlDmdsYZZ9R94WrVam/Tpo3P2idNmlT3hf+nKvU//vjjavv27VWz2axGRESoAwYMUD/++ON6qFpT1X/3x6rvRnhVrVr99913n3fbmJgYdejQoeqmTZvqoWpNVT/7devWqf3791dNJpOakJCgPvPMM6rL5arjqo+qav3//POPCqjLly+v40rLqkrtTqdTfeqpp9TExETVbDar8fHx6l133aUeOXKk7gsXXoGc2YGc16oa2JkdyHmtqoGd2ZLXktfVIXkd+CSvz6j7wv8jeV1/JK/rTyBndiDntaoGfmYrqirj5oQQQgghhBBCCCGEEEKI2iBzwgshhBBCCCGEEEIIIYQQtUQa4YUQQgghhBBCCCGEEEKIWiKN8EIIIYQQQgghhBBCCCFELZFGeCGEEEIIIYQQQgghhBCilkgjvBBCCCGEEEIIIYQQQghRS6QRXgghhBBCCCGEEEIIIYSoJdIIL4QQQgghhBBCCCGEEELUEmmEF0IIIYQQQgghhBBCCCFqiTTCCyGEEEIIIYQQQgghhBC1RBrhhRBCCCGEEEIIIYQQQohaIo3wQgghhBBCCCGEEEIIIUQtkUZ4IUSdOHToEC1atODZZ5/13rdu3TqMRiMrV66sx8qEEEIIUULyWgghhAgMktlCBBZFVVW1vosQQjQNS5cu5bLLLmPdunV06tSJnj17cumll/Lyyy/Xd2lCCCGE+I/ktRBCCBEYJLOFCBzSCC+EqFNjx47l+++/p2/fvmzZsoXffvsNk8lU32UJIYQQ4hiS10IIIURgkMwWIjBII7wQok4VFhbSvXt39u3bR1JSEj169KjvkoQQQghxHMlrIYQQIjBIZgsRGGROeCFEnUpOTubAgQN4PB52795d3+UIIYQQwgfJayGEECIwSGYLERikJ7wQos44HA769etHz5496dSpEzNmzGDLli1ER0fXd2lCCCGE+I/ktRBCCBEYJLOFCBzSCC+EqDMPPfQQCxcu5I8//sBqtXLGGWcQHh7OkiVL6rs0IYQQQvxH8loIIYQIDJLZQgQOmY5GCFEnVq9ezYwZM1iwYAFhYWHodDoWLFjAmjVrePPNN+u7PCGEEEIgeS2EEEIECslsIQKL9IQXQgghhBBCCCGEEEIIIWqJ9IQXQgghhBBCCCGEEEIIIWqJNMILIYQQQgghhBBCCCGEELVEGuGFEEIIIYQQQgghhBBCiFoijfBCCCGEEEIIIYQQQgghRC2RRnghhBBCCCGEEEIIIYQQopZII7wQQgghhBBCCCGEEEIIUUukEV4IIYQQQgghhBBCCCGEqCXSCC+EEEIIIYQQQgghhBBC1BJphBdCCCGEEEIIIYQQQgghaok0wgshhBBCCCGEEEIIIYQQtUQa4YUQQgghhBBCCCGEEEKIWvJ/2m82Je10CPYAAAAASUVORK5CYII=\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["
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rArOIBERERFZYUAiIiIissKARERERGRF8oC0cuVKBAUFwcnJCZGRkTh48OB9+2/atAmtW7eGk5MT2rVrh+3bt1tsF0URs2fPhr+/P5ydnREVFYVz585Z9Dl79iwGDx4MX19feHh4oEePHtizZ0+1j42IiIjqJkkD0saNGxEXF4c5c+YgNTUVHTp0QHR0dIWrYx44cABDhw7F2LFjcfToUcTExCAmJgYnTpww91mwYAGWL1+OhIQEpKSkwNXVFdHR0SgsLDT3efrpp1FcXIzdu3fjyJEj6NChA55++mlotdoaHzMREdH9VPYZaFSx6jiHkgakJUuWYNy4cRg9ejTatGmDhIQEuLi4YM2aNTb7L1u2DP369cPUqVMRGhqKefPmITw8HCtWrABgOiFLly7FzJkzMXjwYLRv3x7r1q3D9evXsXXrVgBAZmYmzp07h+nTp6N9+/YICQnBBx98gIKCAougRUREZE+lq0UXFBRIXEndV3oOrVfgrgrJPuZfVFSEI0eOID4+3twmk8kQFRVV7qOCpZKTkxEXF2fRFh0dbQ4/Fy9ehFarRVRUlHm7p6cnIiMjkZycjCFDhsDHxwetWrXCunXrEB4eDrVajVWrVqFRo0bo1KlThfXqdDrodDrz65wc0wqjer0eev2jL8dem5SOp76Nq7I4fsceP8Bz4OjjB6Q7B+7u7khPT4fRaISLiwsEQbDr8UuJooiioiLcvXtXshoehiiKKCgowM2bN+Hh4QGj0VhuIcrK/jeVLCBlZmbCYDDAz8/Pot3Pz8/8FGBrWq3WZv/SS2Ol3+/XRxAE7Nq1CzExMXB3d4dMJkOjRo2wY8cOeHl5VVjv/Pnz8c4775Rr37lzJ1xc7L8MvD0kJiZKXYKkOH7HHj/Ac+Do4wekOQfu7u7Iz8+HTCb5bcJ1ktFoRG5ubrn7j0tVdobO4RaKFEUREyZMQKNGjfDzzz/D2dkZn332GQYNGoRDhw7B39/f5vvi4+MtZq9ycnIQEBCAvn37wsPDw17l24Ver0diYiL69OnzSNOTdRXH79jjB3gOHH38gPTnwGAwoLi4WLL7kYqLi3HgwAF069YNCkXdiQqCIEChUEAul1fYp/QK0ININmpfX1/I5XKkp6dbtKenp0Oj0dh8j0ajuW//0u/p6ekWQSc9PR0dO3YEAOzevRvff/897ty5Yw42//znP5GYmIjPP/8c06dPt3lstVoNtVpdrl2pVNbbP0Dq89gqg+N37PEDPAeOPn5AunMg9XnX6/UoLi6Gm5ub5LVUt8qOR7L5O5VKhU6dOiEpKcncZjQakZSUhK5du9p8T9euXS36A6bpz9L+wcHB0Gg0Fn1ycnKQkpJi7lM6tWY9dSmTyWrtA/OIiIjIviSdN4uLi8PIkSMRERGBLl26YOnSpcjPz8fo0aMBACNGjECTJk0wf/58AMCkSZPQs2dPLF68GAMHDsSGDRtw+PBhrF69GoBpam3y5Ml49913ERISguDgYMyaNQuNGzdGTEwMAFPI8vLywsiRIzF79mw4Ozvj008/xcWLFzFw4EBJzgMRERHVLpIGpBdffBE3b97E7NmzodVq0bFjR+zYscN8k3VaWprFTE+3bt2wfv16zJw5EzNmzEBISAi2bt2Ktm3bmvtMmzYN+fn5GD9+PLKystCjRw/s2LEDTk5OAEyX9nbs2IG33noLf/7zn6HX6/H444/j22+/RYcOHex7AoiIiKhWkvzOq4kTJ2LixIk2t+3du7dcW2xsLGJjYyvcnyAImDt3LubOnVthn4iICPz4449VrpWIiIgcAz9DSERERGSFAYmIiIjICgMSERERkRUGJCIiIiIrDEhEREREVhiQiIiIiKwwIBERERFZYUAiIiIissKARERERGSFAYmIiIjICgMSERERkRUGJCIiIiIrDEhEREREVhiQiIiIiKwwIBERERFZYUAiIiIissKARERERGSFAYmIiIjICgMSERERkRUGJCIiIiIrDEhEREREVhiQiIiIiKwwIBERERFZYUAiIiIissKARERERGSFAYmIiIjICgMSERERkRUGJCIiIiIrDEhEREREVhiQiIiIiKwwIBERERFZYUAiIiIissKARERERGSFAYmIiIjICgMSERERkRUGJCIiIiIrDEhEREREVhiQiIiIiKwwIBERERFZYUAiIiIissKARERERGSFAYmIiIjICgMSERERkRUGJCIiIiIrDEhEREREVhiQiIiIiKwwIBERERFZYUAiIiIissKARERERGSFAYmIiIjICgMSERERkRUGJCIiIiIrDEhEREREVhiQiIiIiKwwIBERERFZYUAiIiIissKARERERGSFAYmIiIjICgMSERERkRUGJCIiIiIrDEhEREREVhiQiIiIiKwwIBERERFZkTwgrVy5EkFBQXByckJkZCQOHjx43/6bNm1C69at4eTkhHbt2mH79u0W20VRxOzZs+Hv7w9nZ2dERUXh3Llz5fbz3//+F5GRkXB2doaXlxdiYmKqc1hERERUh0kakDZu3Ii4uDjMmTMHqamp6NChA6Kjo5GRkWGz/4EDBzB06FCMHTsWR48eRUxMDGJiYnDixAlznwULFmD58uVISEhASkoKXF1dER0djcLCQnOfb775BsOHD8fo0aPx22+/Yf/+/XjppZdqfLxERERUN0gakJYsWYJx48Zh9OjRaNOmDRISEuDi4oI1a9bY7L9s2TL069cPU6dORWhoKObNm4fw8HCsWLECgGn2aOnSpZg5cyYGDx6M9u3bY926dbh+/Tq2bt0KACguLsakSZOwcOFCvPrqq2jZsiXatGmDF154wV7DJiIiolpOIdWBi4qKcOTIEcTHx5vbZDIZoqKikJycbPM9ycnJiIuLs2iLjo42h5+LFy9Cq9UiKirKvN3T0xORkZFITk7GkCFDkJqaimvXrkEmkyEsLAxarRYdO3bEwoUL0bZt2wrr1el00Ol05tc5OTkAAL1eD71eX+Xx12al46lv46osjt+xxw/wHDj6+AGeg/o8/sqOSbKAlJmZCYPBAD8/P4t2Pz8/nD592uZ7tFqtzf5arda8vbStoj7/+9//AABvv/02lixZgqCgICxevBi9evXC2bNn4e3tbfPY8+fPxzvvvFOufefOnXBxcXnQcOukxMREqUuQFMfv2OMHeA4cffwAz0F9HH9BQUGl+kkWkKRiNBoBAG+99Raee+45AMDatWvRtGlTbNq0Ca+88orN98XHx1vMXuXk5CAgIAB9+/aFh4dHzRduR3q9HomJiejTpw+USqXU5dgdx+/Y4wd4Dhx9/ADPQX0ef+kVoAeRLCD5+vpCLpcjPT3doj09PR0ajcbmezQazX37l35PT0+Hv7+/RZ+OHTsCgLm9TZs25u1qtRrNmzdHWlpahfWq1Wqo1epy7Uqlst798pSqz2OrDI7fsccP8Bw4+vgBnoP6OP7Kjkeym7RVKhU6deqEpKQkc5vRaERSUhK6du1q8z1du3a16A+Ypv9K+wcHB0Oj0Vj0ycnJQUpKirlPp06doFarcebMGXMfvV6PS5cuoVmzZtU2PiIiIqq7JL3EFhcXh5EjRyIiIgJdunTB0qVLkZ+fj9GjRwMARowYgSZNmmD+/PkAgEmTJqFnz55YvHgxBg4ciA0bNuDw4cNYvXo1AEAQBEyePBnvvvsuQkJCEBwcjFmzZqFx48bmdY48PDzw6quvYs6cOQgICECzZs2wcOFCAEBsbKz9TwIRERHVOpIGpBdffBE3b97E7NmzzZ8m27Fjh/km67S0NMhk9ya5unXrhvXr12PmzJmYMWMGQkJCsHXrVotPn02bNg35+fkYP348srKy0KNHD+zYsQNOTk7mPgsXLoRCocDw4cNx9+5dREZGYvfu3fDy8rLf4ImIiKjWkvwm7YkTJ2LixIk2t+3du7dcW2xs7H1negRBwNy5czF37twK+yiVSixatAiLFi2qcr1ERERU/0n+qBEiIiKi2oYBiYiIiMgKAxIRERGRFQYkIiIiIisMSERERERWGJCIiIiIrDAgEREREVlhQCIiIiKywoBEREREZIUBiYiIiMgKAxIRERGRFQYkIiIiIisMSERERERWGJCIiIiIrDAgEREREVlhQCIiIiKywoBEREREZIUBiYiIiMgKAxIRERGRlSoFpAULFuDu3bvm1/v374dOpzO/zs3Nxd/+9rfqq84Bvb3tJJ5csBtHLt+RuhQiIiKHVaWAFB8fj9zcXPPr/v3749q1a+bXBQUFWLVqVfVV54CuZd3Fldt3cTSNAYmIiEgqVQpIoije9zU9uvBALwBAKgMSERGRZHgPUi0TFtgAAJB6OUvSOoiIiBwZA1It076pJ+QyAdqcQtzIvvvgNxAREVG1U1T1DZ999hnc3NwAAMXFxfj3v/8NX19fALC4P4kejotKgVB/d5y4loPUy1kY2N5Z6pKIiIgcTpUCUmBgID799FPza41Ggy+++KJcH3o04YFepoCUdgcD2/tLXQ4REZHDqVJAunTpUg2VQWWFBTbAuuTLvFGbiIhIIrwHqRYq/STbyWs50BUbJK6GiIjI8VQpICUnJ+P777+3aFu3bh2Cg4PRqFEjjB8/3mLhSHo4gd4u8HFVochgxMnrOVKXQ0RE5HCqFJDmzp2LkydPml8fP34cY8eORVRUFKZPn47vvvsO8+fPr/YiHY0gCAgrXQ+JK2oTERHZXZUC0rFjx9C7d2/z6w0bNiAyMhKffvop4uLisHz5cnz99dfVXqQjKl0P6WhalqR1EBEROaIqBaQ7d+7Az8/P/Hrfvn3o37+/+XXnzp1x5cqV6qvOgZXeh8RHjhAREdlflQKSn58fLl68CAAoKipCamoqnnjiCfP23NxcKJXK6q3QQXUIMC0YeT27ENrsQqnLISIicihVCkgDBgzA9OnT8fPPPyM+Ph4uLi548sknzdt///13tGjRotqLdEQuKgVaa9wB8LlsRERE9lalgDRv3jwoFAr07NkTn376KVavXg2VSmXevmbNGvTt27fai3RU957LxoBERERkT1VaKNLX1xc//fQTsrOz4ebmBrlcbrF906ZNcHd3r9YCHVl4oBf+79c0HL2SJXUpREREDqVKAWnMmDGV6rdmzZqHKoYsld6offxaNoqKjVApuK4nERGRPVQpIP373/9Gs2bNEBYWBlEUa6omKtHMxwXerirczi/CyevZ5rWRiIiIqGZVKSC99tpr+Oqrr3Dx4kWMHj0af/3rX+Ht7V1TtTk8QRAQFtAASaczkJqWxYBERERkJ1W6ZrNy5UrcuHED06ZNw3fffYeAgAC88MIL+PHHHzmjVEPCm3E9JCIiInur8k0tarUaQ4cORWJiIv744w88/vjj+Nvf/oagoCDk5eXVRI0OjStqExER2d8j3fUrk8kgCAJEUYTBwKfO14QOTRtAJgDXsu4iPYcLRhIREdlDlQOSTqfDV199hT59+qBly5Y4fvw4VqxYgbS0NLi5udVEjQ7NVa1AK40HAK6HREREZC9Vukn7b3/7GzZs2ICAgACMGTMGX331FXx9fWuqNioRHtgAp27k4OiVLPRv5y91OURERPVelQJSQkICAgMD0bx5c+zbtw/79u2z2W/z5s3VUhyZhAd64cuUNM4gERER2UmVAtKIESMgCEJN1UIVKP0k2+9cMJKIiMguqrxQJNlfkI8LvFyUuFOgxx83ctAxoIHUJREREdVrnIqoAwRBMC8SyfWQiIiIah4DUh0RXrIeUirXQyIiIqpxDEh1ROmDa3mjNhERUc1jQKoj2gfcWzAygwtGEhER1SgGpDrCTa1ASz93AEAq70MiIiKqUQxIdci9B9dmSVsIERFRPceAVIeY70PiDBIREVGNYkCqQ8JKPsn2+1XTgpFERERUMxiQ6pDmvq5o4KKErtiIUzdypC6HiIio3mJAqkMEQUBYySraXDCSiIio5jAg1TH37kPKkrYQIiKieowBqY4J443aRERENY4BqY7pEOAJQQCu3rmLjFwuGElERFQTGJDqGHcnJVqVLBjJ9ZCIiIhqBgNSHcTLbERERDWLAakOCi9ZD+no5SxJ6yAiIqqvakVAWrlyJYKCguDk5ITIyEgcPHjwvv03bdqE1q1bw8nJCe3atcP27dsttouiiNmzZ8Pf3x/Ozs6IiorCuXPnbO5Lp9OhY8eOEAQBx44dq64h1ajSGaTfr2VBb+CCkURERNVN8oC0ceNGxMXFYc6cOUhNTUWHDh0QHR2NjIwMm/0PHDiAoUOHYuzYsTh69ChiYmIQExODEydOmPssWLAAy5cvR0JCAlJSUuDq6oro6GgUFpa/qXnatGlo3LhxjY2vJjT3dYWnsxKFeiNO38iVuhwiIqJ6R/KAtGTJEowbNw6jR49GmzZtkJCQABcXF6xZs8Zm/2XLlqFfv36YOnUqQkNDMW/ePISHh2PFihUATLNHS5cuxcyZMzF48GC0b98e69atw/Xr17F161aLff3www/YuXMnFi1aVNPDrFYymWB+7AjvQyIiIqp+CikPXlRUhCNHjiA+Pt7cJpPJEBUVheTkZJvvSU5ORlxcnEVbdHS0OfxcvHgRWq0WUVFR5u2enp6IjIxEcnIyhgwZAgBIT0/HuHHjsHXrVri4uDywVp1OB51OZ36dk2N61Ider4der6/cgKtRhyYe2HvmJg5fuoWXOjep1n2XjkeKcdUGHL9jjx/gOXD08QM8B/V5/JUdk6QBKTMzEwaDAX5+fhbtfn5+OH36tM33aLVam/21Wq15e2lbRX1EUcSoUaPw6quvIiIiApcuXXpgrfPnz8c777xTrn3nzp2VCljVrShLACDHgTM3sH371Ro5RmJiYo3st67g+B17/ADPgaOPH+A5qI/jLygoqFQ/SQOSVD7++GPk5uZazFw9SHx8vMXMVU5ODgICAtC3b194eHjURJn39WRhMRLe341bOgFd/tQbvm7qatu3Xq9HYmIi+vTpA6VSWW37rSs4fsceP8Bz4OjjB3gO6vP4S68APYikAcnX1xdyuRzp6ekW7enp6dBoNDbfo9Fo7tu/9Ht6ejr8/f0t+nTs2BEAsHv3biQnJ0OttgwVERERGDZsGD7//PNyx1Wr1eX6A4BSqZTkl8dbqUTLRu44k56L49fz0Pdxt2o/hlRjqy04fsceP8Bz4OjjB3gO6uP4KzseSW/SVqlU6NSpE5KSksxtRqMRSUlJ6Nq1q833dO3a1aI/YJoCLO0fHBwMjUZj0ScnJwcpKSnmPsuXL8dvv/2GY8eO4dixY+ZlAjZu3Ij33nuvWsdYk8KbNQDAB9cSERFVN8kvscXFxWHkyJGIiIhAly5dsHTpUuTn52P06NEAgBEjRqBJkyaYP38+AGDSpEno2bMnFi9ejIEDB2LDhg04fPgwVq9eDQAQBAGTJ0/Gu+++i5CQEAQHB2PWrFlo3LgxYmJiAACBgYEWNbi5mWZfWrRogaZNm9pp5I8uLMALXx28wk+yERERVTPJA9KLL76ImzdvYvbs2dBqtejYsSN27Nhhvsk6LS0NMtm9ia5u3bph/fr1mDlzJmbMmIGQkBBs3boVbdu2NfeZNm0a8vPzMX78eGRlZaFHjx7YsWMHnJyc7D6+mlQ6g/T71SwUG4xQyCVftYGIiKhekDwgAcDEiRMxceJEm9v27t1bri02NhaxsbEV7k8QBMydOxdz586t1PGDgoIgimKl+tYmzX3d4OGkQE5hMU5rc9G2iafUJREREdULnHKow0wLRvLBtURERNWNAamOM6+ofZkBiYiIqLowINVx4SUzSEevZElbCBERUT3CgFTHdQxsAEEALt8qQGae7sFvICIiogdiQKrjPJyUCGlkWqbgKNdDIiIiqhYMSPVAWABv1CYiIqpODEj1QOl6SEcZkIiIiKoFA1I9UHqj9m9XslFsMEpcDRERUd3HgFQPtGjoBncnBe7qDTitzZW6HCIiojqPAakekMkEdAxoAICX2YiIiKoDA1I9EW5eUTtL2kKIiIjqAQakeiK8WcmCkZxBIiIiemQMSPVE6SW2S7cKcIsLRhIRET0SBqR6wtNZice4YCQREVG1YECqR8JLH1zLy2xERESPhAGpHjE/uJYzSERERI+EAakeKb1R+7erWVwwkoiI6BEwINUjjzV0g7tagYIiA86kc8FIIiKih8WAVI/IZAI6mu9DypK0FiIiorqMAameCQvkekhERESPigGpnin9JBtv1CYiInp4DEj1TFiAaQbpYmY+bucXSVwNERFR3cSAVM94uijRoqErAF5mIyIielgMSPUQ10MiIiJ6NAxI9VDpekhcUZuIiOjhMCDVQ2ElN2r/diULBqMobTFERER1EANSPRTSyB1uagXyiww4o+WCkURERFXFgFQPyWUCOgY0AAAcvcLLbERERFXFgFRPla6HlHo5S9I6iIiI6iIGpHoqrBlX1CYiInpYDEj1VFjJJbb/ZebjDheMJCIiqhIGpHqqgYsKzUsWjDx2JUvaYoiIiOoYBqR6rHTBSK6HREREVDUMSPUYAxIREdHDYUCqx0oXjDyWxgUjiYiIqoIBqR5r6XdvwchzGVwwkoiIqLIYkOoxuUxAhwBPAFwPiYiIqCoYkOo53odERERUdQxI9VzpfUgMSERERJXHgFTPhQWYZpD+dzMfWQVcMJKIiKgyGJDqOS9XFZr7mhaMPMoFI4mIiCqFAckBhJXch3T0Mi+zERERVQYDkgO4dx9SlqR1EBER1RUMSA6g9JNsx65wwUgiIqLKYEByAK007nBVyZGnK8b5jDypyyEiIqr1GJAcgGnByAYA+HF/IiKiymBAchDm+5B4ozYREdEDMSA5CK6oTUREVHkMSA6i9KP+F27mI7tAL3E1REREtRsDkoPwdlUh2LxgJGeRiIiI7ocByYGEmW/UzpK0DiIiotqOAcmBhDUrWVGb9yERERHdFwOSAwkv+STbsbQsGLlgJBERUYUYkBxIKz93uKjkyNUV4/xNLhhJRERUEQYkB6KQy9C+qScArodERER0PwxIDobrIRERET0YA5KDKQ1IR/lJNiIiogoxIDmY0keOnMvIQ/ZdLhhJRERkCwOSg/FxU6OZjwsA4NiVLGmLISIiqqUYkByQ+T4k3qhNRERkEwOSAypdD+koZ5CIiIhsYkByQGGB91bU5oKRRERE5TEgOaDWGnc4K+XILSzGBS4YSUREVE6tCEgrV65EUFAQnJycEBkZiYMHD963/6ZNm9C6dWs4OTmhXbt22L59u8V2URQxe/Zs+Pv7w9nZGVFRUTh37px5+6VLlzB27FgEBwfD2dkZLVq0wJw5c1BUVFQj46ttLBaM5HpIRERE5UgekDZu3Ii4uDjMmTMHqamp6NChA6Kjo5GRkWGz/4EDBzB06FCMHTsWR48eRUxMDGJiYnDixAlznwULFmD58uVISEhASkoKXF1dER0djcLCQgDA6dOnYTQasWrVKpw8eRIfffQREhISMGPGDLuMuTYIb8b1kIiIiCoieUBasmQJxo0bh9GjR6NNmzZISEiAi4sL1qxZY7P/smXL0K9fP0ydOhWhoaGYN28ewsPDsWLFCgCm2aOlS5di5syZGDx4MNq3b49169bh+vXr2Lp1KwCgX79+WLt2Lfr27YvmzZvjL3/5C6ZMmYLNmzfba9iS44raREREFVNIefCioiIcOXIE8fHx5jaZTIaoqCgkJyfbfE9ycjLi4uIs2qKjo83h5+LFi9BqtYiKijJv9/T0RGRkJJKTkzFkyBCb+83Ozoa3t3eFtep0Ouh0OvPrnJwcAIBer4deX/cWXGzn7wrAtGDk7dwCuDspzdtKx1MXx1UdOH7HHj/Ac+Do4wd4Durz+Cs7JkkDUmZmJgwGA/z8/Cza/fz8cPr0aZvv0Wq1NvtrtVrz9tK2ivpYO3/+PD7++GMsWrSowlrnz5+Pd955p1z7zp074eLiUuH7ajMftRy3dAI+3bwLrRuU/zRbYmKiBFXVHhy/Y48f4Dlw9PEDPAf1cfwFBQWV6idpQKoNrl27hn79+iE2Nhbjxo2rsF98fLzFzFVOTg4CAgLQt29feHh42KPUapeUfxzbfr8BpX9LDHiqhbldr9cjMTERffr0gVKpvM8e6ieO37HHD/AcOPr4AZ6D+jz+0itADyJpQPL19YVcLkd6erpFe3p6OjQajc33aDSa+/Yv/Z6eng5/f3+LPh07drR43/Xr1/HUU0+hW7duWL169X1rVavVUKvV5dqVSmWd/eWJCPbGtt9v4LerOTbHUJfHVh04fsceP8Bz4OjjB3gO6uP4KzseSW/SVqlU6NSpE5KSksxtRqMRSUlJ6Nq1q833dO3a1aI/YJoCLO0fHBwMjUZj0ScnJwcpKSkW+7x27Rp69eqFTp06Ye3atZDJJL9f3e7CuWAkERGRTZJfYouLi8PIkSMRERGBLl26YOnSpcjPz8fo0aMBACNGjECTJk0wf/58AMCkSZPQs2dPLF68GAMHDsSGDRtw+PBh8wyQIAiYPHky3n33XYSEhCA4OBizZs1C48aNERMTA+BeOGrWrBkWLVqEmzdvmuupaOaqPmqlcYeTUoacwmL8LzMPjzVyl7okIiKiWkHygPTiiy/i5s2bmD17NrRaLTp27IgdO3aYb7JOS0uzmN3p1q0b1q9fj5kzZ2LGjBkICQnB1q1b0bZtW3OfadOmIT8/H+PHj0dWVhZ69OiBHTt2wMnJCYBpxun8+fM4f/48mjZtalGPKDrOTIpSLkP7pg1w8OJtpKZlMSARERGVkDwgAcDEiRMxceJEm9v27t1bri02NhaxsbEV7k8QBMydOxdz5861uX3UqFEYNWrUw5Ra74QHeuHgxds4mnYHL0QESF0OERFRreB4N96QhfDABgCA1MtZktZBRERUmzAgObiwkhu1z2bkIqew/i0IRkRE9DAYkBxcQ3c1ArydIYrAb1eypC6HiIioVmBAojIf98+SthAiIqJaggGJ+OBaIiIiKwxIhLCSG7WPpmVxwUgiIiIwIBGAUH8POCllyL6rx/8y86Uuh4iISHIMSGRaMLJJAwCmx44QERE5OgYkAgCENWsAAEjljdpEREQMSGQSFnDvwbVERESOjgGJAADhJTNIZ9JzkVtYLG0xREREEmNAIgBAI3cnNPUyLRh5/Fq21OUQERFJigGJzMwLRl5hQCIiIsfGgERm5vWQ+MgRIiJycAxIZFY6g/TblWyIXC+SiIgcGANSLVNsLMYh7SFJjh3q7wG1Qoasu3rcLJSkBCIiolqBAakW0Rv0+Mfef+DlnS8j8XKi3Y+vUsjQvqknAODEHQEip5GIiMhBMSDVIgqZAl5OXjCKRrz505s4eOOg3Wvo1MwbAPDtZTmil+3Hyj3noc3mdBIRETkWBqRaRBAEzHpiFqICo6A36vHGnjdw6tYpu9bw8pPBeD68CVQyERdvFWDhj2fQ7YMkjFp7EP/9/QZ0xQa71kNERCQFBqRaRi6T44M/fYDOms7I1+fj1V2vIi0nzW7H93VTY/4zj+PdCAPmP/M4ugR5wygCe8/cxIT1qYh8Pwlzvj2BE1wriYiI6jEGpFpILVdj2VPL0Nq7NW4X3sb4xPG4WXDTzjUAz4c3wdevdsXeKb0w8anHoPFwQlaBHp8nX8bTH/+C/st+xppfLuJ2fpFdayMiIqppDEi1lLvKHZ9EfYIA9wBcy7uGV3e9ipyiHElqCfJ1xZToVtg//c/4fEwXPN3eHyqFDKdu5GDu938g8v1deO3/jmD36XQUG4yS1EhERFSdFFIXQBXzdfbFqj6rMOKHETh75yze2P0GEqIS4KRwkqQeuUxAz5YN0bNlQ2QVFGHbb9ex6fBVHL+WjR9OaPHDCS0auavxbHhTxEY0RYuGbpLUSURE9Kg4g1TLBbgHICEqAW5KNxxJP4JpP01DsVH6h8k2cFFhRNcgfPd6D/ww6UmM6R4Mb1cVMnJ1SNh3Ab0X78Oz/9yPrw6mIbdQL3W5REREVcKAVAe08m6F5X9eDpVMhT1X9mBu8txatUZRqL8HZg9qg1/jeyPhr50QFdoIcpmA1LQsxG8+js7v7ULcxmM4cCETRmPtqZuIiKgivMRWR3TWdMaCngsQtzcOW85vgbeTNyZ3mix1WRZUChn6tdWgX1sNMnILsSX1GjYduYrzGXnYfPQaNh+9hgBvZzwfHoDnOjVBUy8XqUsmIiKyiTNIdUjvwN6Y/cRsAMC/TvwL606uk7iiijVyd8IrPVsg8e9/wua/dcPQLoFwVytw5fZdfLTrLJ5csAfDPvsVW49eQ6GeaysREVHtwhmk2iY3HfjfHqDDEJubn2v5HO7o7mBZ6jIsPLwQXk5eGNRikJ2LrDxBEBAe6IXwQC/MfroNfjypxdeHr+DAhVvYf9705f6tAoM6NEZsp6boGNAAgiBIXTYRETk4BqTaxFAM/GcMcPkX4NLPwIBFgNK5XLexbcfi1t1b+L9T/4fZ+2ejgboBnmz6pAQFV42zSo6YsCaICWuCK7cL8E3qVfznyFVcvXMX61PSsD4lDSGN3BAb0RTPhDVFQ3e11CUTEZGD4iW22kSQAS16ARCAo/8H/KsPcPti+W6CgKmdp2Jg84EoFosRtzcOxzKO2bvaRxLg7YLJUS3x09SnsP7lSDwT1gROShnOZeTh/e2n8cT8JLz8+WH8eFILPddWIiIiO2NAqk1kMuBPU4HhWwAXH0B7HFjVEzi9vXxXQYZ53eehe5PuKDQUYkLSBJy/c16Coh+NTCag22O++OjFjjj4VhTef6YdwgIbwGAUsetUOl754gieeD8J877/A6e10iyUSUREjocBqTZq8RTwys9A0y6ALhvYMBTY9bbpElwZSpkSS3ouQXvf9sgpysEru17Bjbwb0tRcDTyclHgpMhBb/tYdu+L+hFd6NkdDdzVu5RfhX79cRL+lP+MvK37BF8mXkF3AtZWIiKjmMCDVVp5NgFH/BSJfNb3+5SPgixggL8Oim4vSBSt7r0Rzz+bIKMjA+MTxuFN4x/71VrPHGrkjvn8okqf/Gf8aGYF+j2uglAv4/Wo2Zn17Ep3f34WJ61Px09mbMHBtJSIiqmYMSLWZQgX0/xB4fg2gdDXduJ3wJHA52aJbA6cGWNVnFTSuGlzKuYQJSRNQoC+QqOjqpZDL0DvUDwnDO+HX+N6Y9XQbtNa4o6jYiO9/v4ERaw6ix4e7sejHM7iUmS91uUR1WrHBCG12IY5fy8bZbNNiryeuZeN8Rh6u3ilAZp4OebpiPnORHAI/xVYXtH0O8GsLbBwOZJ4B/j0Q6DsPeOJvQMlH4jWuGqyKWoURO0bgeOZx/H3v37HizyuglCslLr76+LipMbZHMMZ0D8LJ6zn4+vAVfHvsOm5kF2LFnvNYsec8ugR7I7ZTUwxo5w9XNX+9iQDAYBRxK0+HjFwd0nMKkZ5j+p6RW4iMHB3Sc01tmXk63FukX46VfxyscJ8KmQAnpRxOShnUCtN30+uSnxWmn9Wl7YqSny36mr7f7/33+si4BAjZFf8GqSsatgLG7Qa+mwSc+A/w4wzgSgrwlxWAkwcAoHmD5vhn73/i5Z0v48D1A3hr/1v44MkPIBPq10ShIAho28QTbZt4YsaAUOw6lY5Nh6/ip3M3cfDibRy8eBtvbzuJge39ERsRgIhmXvyDleolo1HE7YIiU9jJKRN+SoJPRm4h0nMKcTNXh8peiZbLBDR0UwH6QqicXaArNqJQb0Sh3gBd8b2Zo2KjiDxdMfJ0NTQ4G9QKy2BVNnSpywYs634lAet+Aexe0DPtSy4aUYue6EQSYECqS9RuwHOfAQGRpoD0x7dA+knghS8AvzYAgPYN2+OjXh9hYtJE/HDxB3ipvTC9y/R6GxCclHI83b4xnm7fGDey72Jz6jVsOnwFl24V4OvDV/H14asI9nXF852a4tnwJvD3LL+uFFFtI4oi7hToSwLPvfBjngHK1SGjJPgUVzL5yASgobsajdyd4OehRiMPJ/iZfy5td4K3qwpGQzG2b9+OAQOehFJ5bxbaaBRRZDCFpdLQVFhc5ueSdl2xwbKP3ljSz1ASuAzQPfD9pray49MVG6ErNiL7brWfcpsEyDEjNckidKktApZl6FJbhy5F+YBWdkbN1qyZTFY//6yuixiQ6hpBACLHA43DgE0jgVvngc96A4OWAe1fAAB0b9Id7/Z4F9N/no71p9fDx9kH49uPl7jwmufv6YwJTz2Gv/VqgcOX7+DrQ1fw3+M3cDEzHwt/PIPFO8/gyZCGiI1oij5t/KBWyKUumRyMKIrIvqs3X+IqDT0ZNmZ+9IbKBR9BAHxc1fDzUMPPoyTwuDuhkYe6JACZ2nzc1JBX8i9fYwVP/5HJBDjJTH+h20uxwYjCYssAZQpaVgGsTPgqDV26su+xDm3FFW8vJUJAQZEBBUX2exySSi4rMxtm61Kj5WVHW/3U5WbSLGfd7vWRQSXnpcuKMCDVVQGdgVd+Ar552fRoks3jgLRfgX7zAYUaA5sPRJYuCx8c/AAfH/0YXk5eiG0ZK3XVdiEIAjoHeaNzkDfe/svj2H78BjYdvoqDl25j39mb2Hf2Jhq4KDG4Q2PERgTg8cYe/AOCHokoisgpLL4XdHIKrS5z3ZsBKiqu/A3OPq4q00yPOeyo0dDDCX7upWHICb5uKijk9esyelkKuQxuchnc7HRPoSiK0BUbkXdXh+0/JqLbn3rBIMqsApnBHNp0Fc6mmULX/bbrStrKhuEigxFFBiNyC4vvU2X1EQRYzGaVhi6VQkBBjhzfZB6Bs0pRbtZLXUGAczJf8rQV5Eyhra78vjIg1WWuvsBfvwH2fWj6Ovwv4PpR4IXPgQaBGBY6DLfu3sKnxz/Fu7++Cy+1F6KaRUldtV25qhWIjQhAbEQALmXm4z9HruKb1Ku4kV2Iz5Mv4/Pky2itcccLEQGICWsCb1eV1CVTLSKKInILTTM+GSWhx/Rz6WzPvfCjq0Lw8XJRws/DqeQyl+kSl5+Hk/nylyn4qKFS1I2/SOoTQTDdfC6HEp4qoJm3i8VlxppgMIrlA1jZy5IVBbCSNl1F7yu5f0xnFeoK9QbzPWmiCNzVG3BXbwBgvb6cgPM5t6p9vFW5wX/ck80R6u9R7TVUqk5JjkrVRyYHnpoBNO1smkW6ngqs+hPw7GdASBReD3sdtwtv45tz32DaT9OQEJWALv5dpK5aEkG+rpgS3Qp/79MSv5zPxKbDV7Dzj3Sc1uZi7vd/YP4Pp9C7tR+eCfPH3WIg564eCj1gFEWIMP1laRQBESJE0fQHS+k2Y8mfNhZtYmk/69emn1Gm7d4xyvQ33nsfRFgcu2xNYuk2W20Q722zeL9lm7FMXcUGA05oBdz6NQ0ymaxkPxX3h1WtolX/sucDJdvK9bc+R9bvLzMeWOzTqi6j5RhRZvw2x2G8N56y+zUYjbh6U474I7urdHnF01lpDjgNS2d5Sr6XzgQ1dFfz8i5ZkMsEuKgUcLHTv89EUYTeIJYPYGXCVf7dIiQfOoLQtu2hFwXLy5EWlzPvhS6drUuZJX2KHvIG/2fCmtTgmbg/BqT6IqQPMH6f6b6k60eBL58Her4Joec0zHpiFrJ0WUhKS8Ibe97A2ui1CPUJlbpiychlAnq2bIieLRsiu0CPbb9dw9eHr+L4tWzsOKnFjpNaAApMP7RH6lIlJAcunpa6CIkJAEzhyN1JUTLDUxp2LO/vKb3nx5735hA9LEEQoFIIUClk8HCyPTum1+uhuyhiQHiTaplBMxrFcveIWc96lV6OLDubFuzr+sjHflgMSPWJVzNgzI/AjunA4TXAvg+Aqwchf/YzfPinD/Fq4qs4nH4Yr+56FV/0/wKBHoFSVyw5TxclhncNwvCuQTitzcGmw1ex5ehV3M63/SgTQTD9tSkIAmQCIEAwtQmATBAgwPQdJf1ksnttpn5Cyfvv9RdKtsnKfgcAq33afH+ZNpnFz0LJ+001ymRla7XsLys5mKxkHKIoIkOrhb+/P+QlN3DKSsdjHtu9/pUeW5ltlRpbyflD2T42+luMw2qflv+NSvdp2SazGg8gQDQa8MdvhzG4Ty809naFi4p/VBI9CplMgLNKDmdV3flHBP9fX98o1MDTH5mWAvhuMnBhN7DqT1C/sA7L/7wcY34cg9O3T+OVxFewrv86NHRpKHXFtUZrjQdmPd0G0/o8hu+3/4B+/fpBrVLe+0vUQW7k1uv1JR/x7lDj917UVnq9HkUXgWY+LlAq+cckkSPiHYD1VYchwLgkwLsFkHMVWBMN92Mb8Envf6KpW1NczbuK13a9hpyiHKkrrXVkMgEKGaAq+bSFXCY4TDgiIiITBqT6zO9xYPxeIHQQYNQD26fA94d4rO61FD5OPjhz5wze2P0GCosLpa6UiIioVmFAqu+cPEwrbfd9DxDkwPFNCNgwAgkR8XBTuuFI+hFM+2kaio32WXODiIioLmBAcgSCAHSbCIz6HnDTADdPo/XGMVjePBYqmQp7ruzBvF/nQeSDh4iIiAAwIDmWZt1Mq28HPQkU5aHzjnewwL09ZIIMm89txvKjy6WukIiIqFZgQHI07n7A8K1A98kAgN7HNmN2sTsA4LPjn+GLP76QrjYiIqJagp9fdURyBdDnHdNSAFtexXNpx3HHV4Nl7iosOLQAHgpplnUnIiKqLRiQHFnrAcAre4GNIzA2/ThuGb3wf57uePvXOXhMHoLfD/2OJh5N4O/qD42rBv6u/vB19oVCxl8bIiKq3/g3naPzbg68nAhh+xRMPfp/uCOX4b9urjhdfBqnz5V/1IRckKORSyP4u/rDz9UP/q7+5i+NqwYaVw08VB5cN4iIiOo0BiQClM7A4JWQBUTi/f9OwbO5ebikVEKrkOOGQoEbcjm0CgXSFXIUw4Ab+TdwI/9GhbtzkSnhr/KERu0NTUmY8ncPhH+DZtB4toCfmwYquZ2eykhE0it9SrNohOmJxcYyX1avgQdsF63aRRvbyr73QdvL/Fxmu6AvgibrCITTRtMza8zvt3HcRzq2rfNia98P2l7BcSvc9/3/e8iNBnS/lQn5F59Y/TepQm1VqssI09Okrba/tBFo3stOv6iWGJDonvARkPl3QMQvyxB8+RR81QoIulwgLxsovAWDaMAtuRw3SoJTurwkQJW81irkuCOXo8Cox4XCTFwozASyz9o8lK8R8Bfl0MhU8Je7QqN0h7/aC/7OvtC4+sPb1Q+Ckydg/aX2MN1DReRoRBEwFgPFhUCx7t53/d0yrwutfrbqW1wI6CtoL9Nfob+LqLxsKC7MQPm/AB/iL746SAEgEgAuSlyIRGQAfAEgT+JCjAbJDs2/aciSfwcYYlbhwPbtGDBgwL1ncYki5EX5aKTLQaPCbHQozAYKs4HCHKAwq+TnbNwtvIP0u5m4obsDrT4HNwx3oTXqcAMGaOUy3FDIoZPJkCkDMmHAcdwFjHcBXSaguwiUPPlEZRShMRTDv9gATbHpu39xMTQGAzSCChqFO1zUHlYByqN8mHLyBJwaWG5XqKU6u1TXiaKNYPGgQHK3gvdU0H6//nYKGwIAVwAossvhKq5CEABBdu8LZV9bbYdVX/M24QHbS3622rcRAu5kZcPL2weyivZZmboqPHZl6ir5oPl9t1vX9KBzUplzJkOx0YijR48hLLwTFArlfY5dmXMiM/1SPfCc2Pjv5epr59+7exiQqHIEAVC7mb48GlfYzRlAUMlXOfpCiIXZuJNzBdrsS7iRewXa/Bu4UZCBG4W3oS3KhtaQj5tGHYpkAtJkSqTd52GpDQw58C++A7/sYvjfMsC/TKDSFBvQ0GCAzedGK5ysApRlwJIp3dEi4wJkv140PfodgPlf0ShZTNM8HS+W2Y4HbLf++UF9y27Hg99f6X3dv2650YCwa1ch3/a96b/7o9b90HXdb4yVOB9V3n7vfChEI/6cfRuK/80EDFZhpbaQq02/y4oy35VOJT9btSucrV6X9rfdXiwoceDXQ+jWvQcUSmUl/mKrib/spb2P0aDX45eSfyjKHPChzaJej+uX1OgYOgBwwPEDDEhkT0onCEoneLv7wbtJBNpU0E1v0CO9IB038m9Am6+FNl9ruu8p7zq0eddxo0CL/OK7yJLLkSWX45Ta9v1MChFoJArQGET464ugKSqEf3GxaSZKdxv++Rlwt7F6uBxAWwC4Vl0Dr1tkAAIB4LbEhUhIAOAOALoH9KogYFQtkFQUapzKBB6rdrm6THivfqJejzvHb0NsHOawfzkSMSBRraOUK9HUvSmaujetsE9uUa45QN3IM900ri0w/azN1yK9IB3FMOC6IOK6DIBSBbiUD1KuMjX8Ve7QyF3gL6ihgRx+xUboM2/Bx8cHcpnpX7UyQWaaIS79X8EUJAQIJZ/YEyBAgEwQSn4CIJS2lXmvYNnP9BoQBAEyyMyf/ivdrwyCxfvKtZXZHyAz76v0uKYyZPfaIJj+kV5yrHt1mPcK0Sji9JmzCA1tDblcAfM0ekll5ssRJWO03A7b2232fdC+bG1HNe7Luq955yg2GPHroVQ80aMnFE6utgOPXCn5LAcR1RwGJKqT3FXucFe5o6VXS5vbDUYDbt69aTkDVfJV2paly0K+UYfzhTqct96BGwDdrZoeRu2lBvC/A2VCmawkQ5QJaqUBDPeCWrnv92u7X58K3gOgJHDe22arzfq7uU+Z/UGAOZSWvi4NlqJRxE3hJr46n1Zy/8m9UyOUeWHxs/Dg9rIe9F7B8qBVO+YjHt9oNOJqwVUcSTkCpVwJQRAgF+TmcygX5Pe+l5wzi7ay/SFALjP1K91mq78MMshkMsggs+hX7gs22mz1kVWi7336GUUjn0/p4BiQqF6Sy+TmdZkqUqAvgLZAC22e1mIG6nreddzIvAFPT09AAESIEEXR8nvpz1avAZj+YC3T12abCBhhtOgjiqJlm2g6dul7S/tYtNnoU51KazbCiBrYfa13+lr5tcAcyZELR6QuQXJzvppjEaAqDIEVBcRKBspKh7vKhr/7hMmy9ZX2s65TNIo4qTuJogtFUMgV5pBbUbi1DsEPDMMlx7YVhsueJ0+1p2TLwjAgkcNyUbqguWdzNPdsbtGu1+uxfft2DOhX5lN8dUhFIcrcVhLkyoYfc5sookhfhMRdiejduzcUSoXF/sru39xWZv9lw1TZQGh+r62waR06K9PnYd5ThW3FhmL8/vvvaN++PWRl7vUpG0LLhtaK/jtU9n0VhVtbfR76fWVreMA+DAYDTp85jZCQEAgyAQbRYP59MogGiOK970bRaNlW8t+79KtsP4svGMu3WW83Gs2/n6U1lH6JEGEwGsw1lf5ul6sPtmup7D8oSmtxxH8gAMC3Kd9KevyEqAR0b9JdkmMzIBHVM9b3IFWVXq6Hm8wNPs4+dTIgVge9Xg/VGRUGtKibIflR6fV6bL+8HQPa1d/xW4Q2G2FNV6RD4q5EPNX7Kcjl8uoJdWVCpMFosOhXtr91+LMZRO8T/qocRm30KTYUQ6vVoqFfQ1PotTE2m0HZquZy9ZXZT2XqkfKpDLUiIK1cuRILFy6EVqtFhw4d8PHHH6NLly4V9t+0aRNmzZqFS5cuISQkBB9++CEGDBhg3i6KIubMmYNPP/0UWVlZ6N69Oz755BOEhISY+9y+fRuvv/46vvvuO8hkMjz33HNYtmwZ3NzcanSsREQkvdJLPnLbi4FALzP9Q6Ghc8N6GxLvxzyT3rP+huQHqbnPiVbSxo0bERcXhzlz5iA1NRUdOnRAdHQ0MjIybPY/cOAAhg4dirFjx+Lo0aOIiYlBTEwMTpw4Ye6zYMECLF++HAkJCUhJSYGrqyuio6NRWHhvDZNhw4bh5MmTSExMxPfff4+ffvoJ48ePr/HxEhERUe0neUBasmQJxo0bh9GjR6NNmzZISEiAi4sL1qxZY7P/smXL0K9fP0ydOhWhoaGYN28ewsPDsWLFCgCm2aOlS5di5syZGDx4MNq3b49169bh+vXr2Lp1KwDg1KlT2LFjBz777DNERkaiR48e+Pjjj7FhwwZcv37dXkMnIiKiWkrSS2xFRUU4cuQI4uPjzW0ymQxRUVFITk62+Z7k5GTExcVZtEVHR5vDz8WLF6HVahEVFWXe7unpicjISCQnJ2PIkCFITk5GgwYNEBERYe4TFRUFmUyGlJQUPPPMM+WOq9PpoNPdWzUuOzsbgOlSnV6vr/rgazG9Xo+CggLcunXLIadWOX7HHj/Ac+Do4wd4Durz+HNzcwFU/AGLUpIGpMzMTBgMBvj5+Vm0+/n54fRp2x+v1Wq1NvtrtVrz9tK2+/Vp1KiRxXaFQgFvb29zH2vz58/HO++8U649ODi4ouERERFRLZWbm2tazqUCteIm7bogPj7eYubKaDTi9u3b8PHxkfQu+5qQk5ODgIAAXLlyBR4eHlKXY3ccv2OPH+A5cPTxAzwH9Xn8oigiNzcXjRtX/FxRQOKA5OvrC7lcjvT0dIv29PR0aDS2F/jTaDT37V/6PT09Hf7+/hZ9OnbsaO5jfRN4cXExbt++XeFx1Wo11GrLp8A3aNDg/gOs4zw8POrd/zGqguN37PEDPAeOPn6A56C+jv9+M0elJL1JW6VSoVOnTkhKSjK3GY1GJCUloWvXrjbf07VrV4v+AJCYmGjuHxwcDI1GY9EnJycHKSkp5j5du3ZFVlYWjhy5t0rs7t27YTQaERkZWW3jIyIiorpJ8ktscXFxGDlyJCIiItClSxcsXboU+fn5GD16NABgxIgRaNKkCebPnw8AmDRpEnr27InFixdj4MCB2LBhAw4fPozVq1cDMK1tMXnyZLz77rsICQlBcHAwZs2ahcaNGyMmJgYAEBoain79+mHcuHFISEiAXq/HxIkTMWTIkAdOuREREVH9J3lAevHFF3Hz5k3Mnj0bWq0WHTt2xI4dO8w3WaelpVks9d+tWzesX78eM2fOxIwZMxASEoKtW7eibdu25j7Tpk1Dfn4+xo8fj6ysLPTo0QM7duyAk5OTuc+XX36JiRMnonfv3uaFIpcvX26/gddiarUac+bMKXdJ0VFw/I49foDnwNHHD/AcOPr4AUAQ+bhiIiIiIguSLxRJREREVNswIBERERFZYUAiIiIissKARERERGSFAYkAmB6l0rlzZ7i7u6NRo0aIiYnBmTNnpC5LMh988IF5yQhHcu3aNfz1r3+Fj48PnJ2d0a5dOxw+fFjqsuzCYDBg1qxZCA4OhrOzM1q0aIF58+Y98HlNddlPP/2EQYMGoXHjxhAEwfxMy1KiKGL27Nnw9/eHs7MzoqKicO7cOWmKrQH3G79er8ebb76Jdu3awdXVFY0bN8aIESPq3QPNH/Q7UNarr74KQRCwdOlSu9UnJQYkAgDs27cPEyZMwK+//orExETo9Xr07dsX+fn5Updmd4cOHcKqVavQvn17qUuxqzt37qB79+5QKpX44Ycf8Mcff2Dx4sXw8vKSujS7+PDDD/HJJ59gxYoVOHXqFD788EMsWLAAH3/8sdSl1Zj8/Hx06NABK1eutLl9wYIFWL58ORISEpCSkgJXV1dER0ejsLDQzpXWjPuNv6CgAKmpqZg1axZSU1OxefNmnDlzBn/5y18kqLTmPOh3oNSWLVvw66+/OtZagSKRDRkZGSIAcd++fVKXYle5ubliSEiImJiYKPbs2VOcNGmS1CXZzZtvvin26NFD6jIkM3DgQHHMmDEWbc8++6w4bNgwiSqyLwDili1bzK+NRqOo0WjEhQsXmtuysrJEtVotfvXVVxJUWLOsx2/LwYMHRQDi5cuX7VOUnVV0Dq5evSo2adJEPHHihNisWTPxo48+snttUuAMEtmUnZ0NAPD29pa4EvuaMGECBg4ciKioKKlLsbtt27YhIiICsbGxaNSoEcLCwvDpp59KXZbddOvWDUlJSTh79iwA4LfffsMvv/yC/v37S1yZNC5evAitVmvx/wVPT09ERkYiOTlZwsqkk52dDUEQ6v1zOMsyGo0YPnw4pk6discff1zqcuxK8pW0qfYxGo2YPHkyunfvbrFCeX23YcMGpKam4tChQ1KXIon//e9/+OSTTxAXF4cZM2bg0KFDeOONN6BSqTBy5Eipy6tx06dPR05ODlq3bg25XA6DwYD33nsPw4YNk7o0SWi1WgAwP9WglJ+fn3mbIyksLMSbb76JoUOH1suHt1bkww8/hEKhwBtvvCF1KXbHgETlTJgwASdOnMAvv/widSl2c+XKFUyaNAmJiYkWj6RxJEajEREREXj//fcBAGFhYThx4gQSEhIcIiB9/fXX+PLLL7F+/Xo8/vjjOHbsGCZPnozGjRs7xPipYnq9Hi+88AJEUcQnn3widTl2c+TIESxbtgypqakQBEHqcuyOl9jIwsSJE/H9999jz549aNq0qdTl2M2RI0eQkZGB8PBwKBQKKBQK7Nu3D8uXL4dCoYDBYJC6xBrn7++PNm3aWLSFhoYiLS1Noorsa+rUqZg+fTqGDBmCdu3aYfjw4fj73/9uflC2o9FoNACA9PR0i/b09HTzNkdQGo4uX76MxMREh5o9+vnnn5GRkYHAwEDzn4uXL1/GP/7xDwQFBUldXo3jDBIBMH2c9/XXX8eWLVuwd+9eBAcHS12SXfXu3RvHjx+3aBs9ejRat26NN998E3K5XKLK7Kd79+7llnY4e/YsmjVrJlFF9lVQUGDxYGwAkMvlMBqNElUkreDgYGg0GiQlJaFjx44AgJycHKSkpOC1116Ttjg7KQ1H586dw549e+Dj4yN1SXY1fPjwcvdjRkdHY/jw4Rg9erREVdkPAxIBMF1WW79+Pb799lu4u7ub7zHw9PSEs7OzxNXVPHd393L3W7m6usLHx8dh7sP6+9//jm7duuH999/HCy+8gIMHD2L16tVYvXq11KXZxaBBg/Dee+8hMDAQjz/+OI4ePYolS5ZgzJgxUpdWY/Ly8nD+/Hnz64sXL+LYsWPw9vZGYGAgJk+ejHfffRchISEIDg7GrFmz0LhxY8TExEhXdDW63/j9/f3x/PPPIzU1Fd9//z0MBoP5z0Vvb2+oVCqpyq5WD/odsA6FSqUSGo0GrVq1snep9if1x+iodgBg82vt2rVSlyYZR/uYvyiK4nfffSe2bdtWVKvVYuvWrcXVq1dLXZLd5OTkiJMmTRIDAwNFJycnsXnz5uJbb70l6nQ6qUurMXv27LH5//uRI0eKomj6qP+sWbNEPz8/Ua1Wi7179xbPnDkjbdHV6H7jv3jxYoV/Lu7Zs0fq0qvNg34HrDnSx/wFUazHy8QSERERPQTepE1ERERkhQGJiIiIyAoDEhEREZEVBiQiIiIiKwxIRERERFYYkIiIiIisMCARERERWWFAIiK7+ve//40GDRpIXUalvP322+bHbFSWIAjYunVrjdRjrVevXpg8ebJdjkXkaBiQiKhKRo0aBUEQIAgCVCoVHnvsMcydOxfFxcVSl1btpkyZgqSkJKnLICIJ8FlsRFRl/fr1w9q1a6HT6bB9+3ZMmDABSqUS8fHxUpdWrdzc3ODm5iZpDaIowmAwQKGo/j+uDQYDBEEo95BeIuIMEhE9BLVaDY1Gg2bNmuG1115DVFQUtm3bBgC4c+cORowYAS8vL7i4uKB///44d+6czf1cunQJMpkMhw8ftmhfunQpmjVrBqPRiL1790IQBCQlJSEiIgIuLi7o1q0bzpw5Y/GeTz75BC1atIBKpUKrVq3wxRdfWGwXBAGrVq3C008/DRcXF4SGhiI5ORnnz59Hr1694Orqim7duuHChQvm91hfYjt06BD69OkDX19feHp6omfPnkhNTa3SudPpdHjjjTfQqFEjODk5oUePHjh06JB5e+l4f/jhB3Tq1AlqtRq//PIL8vPzMWLECLi5ucHf3x+LFy+2ue8pU6agSZMmcHV1RWRkJPbu3WveXnp5c9u2bWjTpg3UajXS0tKqVD+Ro2BAIqJH5uzsjKKiIgCmS3CHDx/Gtm3bkJycDFEUMWDAAOj1+nLvCwoKQlRUFNauXWvRvnbtWowaNcpiZuOtt97C4sWLcfjwYSgUCowZM8a8bcuWLZg0aRL+8Y9/4MSJE3jllVcwevRo7Nmzx2K/8+bNw4gRI3Ds2DG0bt0aL730El555RXEx8fj8OHDEEUREydOrHCcubm5GDlyJH755Rf8+uuvCAkJwYABA5Cbm1vpczVt2jR88803+Pzzz5GamorHHnsM0dHRuH37tkW/6dOn44MPPsCpU6fQvn17TJ06Ffv27cO3336LnTt3Yu/eveXC2cSJE5GcnIwNGzbg999/R2xsLPr162cRUAsKCvDhhx/is88+w8mTJ9GoUaNK107kUCR9VC4R1TkjR44UBw8eLIqi6WnviYmJolqtFqdMmSKePXtWBCDu37/f3D8zM1N0dnYWv/76a1EURXHt2rWip6enefvGjRtFLy8vsbCwUBRFUTxy5IgoCIJ48eJFURTvPW18165d5vf897//FQGId+/eFUVRFLt16yaOGzfOos7Y2FhxwIAB5tcAxJkzZ5pfJycniwDEf/3rX+a2r776SnRycjK/njNnjtihQ4cKz4XBYBDd3d3F7777zuI4W7Zssdk/Ly9PVCqV4pdffmluKyoqEhs3biwuWLDAYrxbt24198nNzRVVKpX5HIqiKN66dUt0dnYWJ02aJIqiKF6+fFmUy+XitWvXLI7Zu3dvMT4+XhRF07kHIB47dqzCMRGRCWeQiKjKvv/+e7i5ucHJyQn9+/fHiy++iLfffhunTp2CQqFAZGSkua+Pjw9atWqFU6dO2dxXTEwM5HI5tmzZAsB0Geipp55CUFCQRb/27dubf/b39wcAZGRkAABOnTqF7t27W/Tv3r17uWOW3Yefnx8AoF27dhZthYWFyMnJsVlreno6xo0bh5CQEHh6esLDwwN5eXmVvkx14cIF6PV6i1qVSiW6dOlSrtaIiAiL9xUVFVmcV29vb7Rq1cr8+vjx4zAYDGjZsqX53ik3Nzfs27fP4rKhSqWyOA9EZBtv0iaiKnvqqafwySefQKVSoXHjxo90A7FKpcKIESOwdu1aPPvss1i/fj2WLVtWrp9SqTT/LAgCAMBoNFbpWLb2UZX9jhw5Erdu3cKyZcvQrFkzqNVqdO3a1Xx5sTq5urpWqX9eXh7kcjmOHDkCuVxusa3sjebOzs7mcRJRxTiDRERV5urqisceewyBgYEW4Sg0NBTFxcVISUkxt926dQtnzpxBmzZtKtzfyy+/jF27duGf//wniouL8eyzz1apntDQUOzfv9+ibf/+/fc95sPYv38/3njjDQwYMACPP/441Go1MjMzK/3+0pvIy9aq1+tx6NCh+9baokULKJVKi/N6584dnD171vw6LCwMBoMBGRkZeOyxxyy+NBpNFUdKRJxBIqJqExISgsGDB2PcuHFYtWoV3N3dMX36dDRp0gSDBw+u8H2hoaF44okn8Oabb2LMmDFwdnau0nGnTp2KF154AWFhYYiKisJ3332HzZs3Y9euXY86JAshISH44osvEBERgZycHEydOrVKtbq6uuK1117D1KlT4e3tjcDAQCxYsAAFBQUYO3Zshe9zc3PD2LFjMXXqVPj4+KBRo0Z46623LG5ib9myJYYNG4YRI0Zg8eLFCAsLw82bN5GUlIT27dtj4MCBjzR2IkfDGSQiqlZr165Fp06d8PTTT6Nr164QRRHbt2+3uJRly9ixY1FUVGTx6bTKiomJwbJly7Bo0SI8/vjjWLVqFdauXYtevXo95Chs+9e//oU7d+4gPDwcw4cPN39cvyo++OADPPfccxg+fDjCw8Nx/vx5/Pjjj/Dy8rrv+xYuXIgnn3wSgwYNQlRUFHr06IFOnTpZ9Fm7di1GjBiBf/zjH2jVqhViYmJw6NAhBAYGVnmsRI5OEEVRlLoIIqJ58+Zh06ZN+P3336UuhYiIM0hEJK28vDycOHECK1aswOuvvy51OUREABiQiEhiEydORKdOndCrV6+HurxGRFQTeImNiIiIyApnkIiIiIisMCARERERWWFAIiIiIrLCgERERERkhQGJiIiIyAoDEhEREZEVBiQiIiIiKwxIRERERFYYkIiIiIis/D9LpZPBHsxFVwAAAABJRU5ErkJggg==\n"},"metadata":{}}],"source":["# สร้าง x_test_dict และ y_test_dict มาเก็บข้อมูลที่เราอยากจะให้โมเดลลองทำนายดู\n","x_test_dict = {'val': x_val, 'test': x_test, 'all': x_whole_line}\n","y_test_dict = {'val': y_val_noisy, 'test': y_test_noisy, 'all': y_true_whole_line}\n","\n","# ลองทดสอบเปลี่ยนค่า polynomial order\n","poly_order_list = [1, 2, 4, 8, 10, 15]\n","\n","# สร้างตัวแปรประเภท dictionary สำหรับเก็บค่า mse ของแต่ละชุดข้อมูล (เช่น train, val และ test)\n","mse_dict = {}\n","\n","fig, ax = plt.subplots(2, 3, figsize=(18, 12))\n","fig_row, fig_col = 0, 0\n","\n","# ใช้ for-loop สำหรับทดลองนำเอา polymonial ที่มีค่า order ต่างๆ มา fit กับข้อมูล\n","for idx, curr_poly_order in enumerate(poly_order_list):\n","\n"," # fit โมเดล และให้โมเดลทำนายค่า y ออกมา\n"," curr_outputs = fit_and_predict_polynomial(x_train,\n"," y_train_noisy,\n"," poly_order = poly_order_list[idx],\n"," x_test_dict = x_test_dict,\n"," y_test_dict = y_test_dict)\n","\n"," out_x = curr_outputs[0] # ค่า x ที่ถูกใช้ทดสอบโมเดล\n"," out_y_hat = curr_outputs[1] # ค่า y ที่โมเดลทำนายออกมา\n"," out_y = curr_outputs[2] # ค่า y ที่เป็นผลเฉลย\n","\n"," # เก็บค่า mse ของแต่ละชุดข้อมูลที่นำมาทดสอบที่มีค่า order ของ polynomial ที่แตกต่างกัน\n"," for curr_mode in out_x.keys():\n"," if idx == 0:\n"," mse_dict[curr_mode] = [curr_outputs[3][curr_mode]]\n"," else:\n"," mse_dict[curr_mode].append(curr_outputs[3][curr_mode])\n","\n"," # แสดงผล\n"," if idx % 3 == 0 and idx != 0:\n"," fig_col = 0\n"," fig_row += 1\n","\n"," for curr_mode in out_x.keys():\n"," if curr_mode == 'all':\n"," # Plot สิ่งที่โมเดลทำนายมาทุกจุด\n"," ax[fig_row, fig_col].plot(out_x[curr_mode], out_y_hat[curr_mode], 'r', label='prediction')\n","\n"," else:\n"," # Plot ข้อมูล \"ผลเฉลย\" (ในที่นี้เราใช้ข้อมูลที่มีสัญญาณรบกวนเป็นผลเฉลยสำหรับสอน/วัดผลโมเดล เนื่องจากในสถานการณ์จริง บ่อยครั้ง เราไม่สามารถเข้าถึงข้อมูลที่ไม่มีสัญญาณรบกวนได้)\n"," ax[fig_row, fig_col].scatter(out_x[curr_mode], out_y[curr_mode], c=mode2color_dict[curr_mode], label=curr_mode, alpha=0.2)\n","\n"," # Plot ข้อมูลที่ไม่มี noise สำหรับเป็น reference ไว้ดู\n"," ax[fig_row, fig_col].plot(x_whole_line, y_true_whole_line, 'k--', label='True')\n"," ax[fig_row, fig_col].set(xlabel='x', ylabel='y')\n"," ax[fig_row, fig_col].set_title(f\"Order = {curr_poly_order}, MSE(train,val,test) = ({mse_dict['train'][idx]:0.3f},{mse_dict['val'][idx]:0.3f},{mse_dict['test'][idx]:0.3f})\")\n"," ax[fig_row, fig_col].set_ylim(-1.25, 0.75)\n"," ax[fig_row, fig_col].legend()\n","\n"," fig_col += 1\n","\n","# แสดงผล mse ที่มีค่า order ของ polynomial แตกต่างกัน\n","plt.figure()\n","for curr_mode in mse_dict.keys():\n"," if curr_mode in ['train','val','test']:\n"," plt.plot(poly_order_list, mse_dict[curr_mode], label=curr_mode)\n","\n","plt.xlabel('Polynomial order')\n","plt.ylabel('MSE')\n","plt.grid()\n","plt.ylim([0,0.01])\n","plt.legend()\n","plt.show()"]},{"cell_type":"code","execution_count":6,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"x4neTc2ks3gV","outputId":"1b722acb-fb5d-4622-b64c-0e4cdb8a448b","executionInfo":{"status":"ok","timestamp":1785421141982,"user_tz":-420,"elapsed":5,"user":{"displayName":"Itthi Chatnuntawech","userId":"17962565951292608186"}}},"outputs":[{"output_type":"stream","name":"stdout","text":["The lowest training MSE was achieved with the polynomial of order 15\n","The lowest validation MSE was achieved with the polynomial of order 4\n","The lowest test MSE was achieved with the polynomial of order 4\n"]}],"source":["print(f\"The lowest training MSE was achieved with the polynomial of order {poly_order_list[np.argmin(mse_dict['train'])]}\")\n","print(f\"The lowest validation MSE was achieved with the polynomial of order {poly_order_list[np.argmin(mse_dict['val'])]}\")\n","print(f\"The lowest test MSE was achieved with the polynomial of order {poly_order_list[np.argmin(mse_dict['test'])]}\")"]},{"cell_type":"markdown","metadata":{"id":"AklZTCImb90E"},"source":["จากตัวอย่างด้านบน เราสังเกตเห็นว่า\n","\n","\n","* order $p$ ที่ให้ค่า MSE บน validation data ต่ำที่สุด ให้ค่าทำนายบน test data ที่ใกล้เคียงกับค่าที่ถูกต้องมากกว่าค่า $p$ อื่นๆ ที่เราลองทดสอบทั้งหมด\n","\n","* order $p$ ที่ต่ำกว่าค่าที่เราเลือกมาก ๆ จะมีปัญหา underfitting อย่างชัดเจน\n","\n","* order $p$ ที่สูงกว่าค่าที่เราเลือกมาก ๆ จะมีปัญหา overfitting อย่างชัดเจน\n","\n","---\n","นอกจากการแบ่งข้อมูลเป็นส่วน ๆ โดยการเขียนโค้ดเอง เราสามารถแบ่งข้อมูลผ่านการเรียกใช้ `train_test_split` ของ `sklearn.model_selection` ได้เช่นกัน ซึ่งสัดส่วนของการแบ่งข้อมูลออกเป็นแต่ละประเภท (training, validation หรือ test) ไม่มีกฎที่ตายตัว ขึ้นอยู่กับสถานการณ์\n","\n","นอกจากการแบ่งแบบสุ่มที่เราได้ลองใช้ในตัวอย่างด้านบนแล้ว ยังมีอีกหลายวิธี โดยหนึ่งในวิธีที่ได้รับความนิยมมาก คือ การทำ k-fold cross-validation ซึ่งมีขั้นตอนโดยสังเขปดังนี้\n","\n","\n","1. แบ่งชุดข้อมูลออกเป็น k ส่วน (เรียกว่า fold)\n","\n","2. นำเอา 1 fold มาเป็นตัวสำหรับทดสอบโมเดล และนำเอา fold ที่เหลือ (ซึ่งมีทั้งหมด k-1 folds) มาใช้ fit โมเดล และเก็บค่า evaluation metric ไว้\n","\n","3. ทำขั้นตอนที่ 2 ซ้ำ แต่จะเลือก fold ใหม่มาใช้สำหรับทดสอบโมเดล (และจะใช้อีก k-1 folds ที่เหลือสำหรับสอนโมเดล)\n","\n","ด้วยวิธีนี้ เราจะทำขั้นตอนที่ 2 ทั้งหมด k รอบ (ทุก fold ถูกนำเอามาใช้เป็น fold สำหรับทดสอบ 1 ครั้ง) และเราสามารถนำเอาค่า evaluation metric จากทุก fold มารวมกันเป็นตัวเลขหนึ่งตัว ซึ่งสามารถนำเอาไปใช้ในการเลือก hyperparameter เช่น order ของ polynomial ได้เช่นกัน\n","\n","\n","ถ้าหากเราเลือก k ที่มีค่าเท่ากับจำนวนจุดข้อมูลที่เรามี เราจะเรียกว่าเราใช้ Leave One Out Cross Validation (LOOCV)\n","\n","เราสามารถใช้เทคนิค cross validation ผ่านการเรียกใช้ `sklearn.model_selection.cross_val_score` ได้อย่างง่ายดาย\n","\n","นอกจาก cross validation แล้ว ยังมีเทคนิคอีกหลายแบบที่ถูกใช้งานอย่างแพร่หลาย เช่น bootstrapping\n"]},{"cell_type":"markdown","metadata":{"id":"WxxpTg2LYrKW"},"source":["**ผู้จัดเตรียม code ใน tutorial**: ดร. อิทธิ ฉัตรนันทเวช"]}],"metadata":{"colab":{"provenance":[]},"kernelspec":{"display_name":"Python 3","name":"python3"},"language_info":{"name":"python"}},"nbformat":4,"nbformat_minor":0}