From a9719df5ff70b437c5be589139268b9bcb9b3a4c Mon Sep 17 00:00:00 2001 From: Taeho Jo Date: Tue, 26 Jul 2022 01:20:26 -0400 Subject: [PATCH 01/37] =?UTF-8?q?=EB=B6=88=ED=95=84=EC=9A=94=ED=95=9C=20?= =?UTF-8?q?=EC=84=B8=EB=AF=B8=EC=BD=9C=EB=A1=A0(;)=20=EC=A0=9C=EA=B1=B0?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- ch05.ipynb | 2 +- colab/ch05-colab.ipynb | 8897 +++++++++++++++++++++++++++++++++++++++- 2 files changed, 8897 insertions(+), 2 deletions(-) diff --git a/ch05.ipynb b/ch05.ipynb index 65add90..f33759b 100644 --- a/ch05.ipynb +++ b/ch05.ipynb @@ -312,7 +312,7 @@ "# 데이터의 분포를 그래프로 나타냅니다.\n", "fig = plt.figure()\n", "ax = fig.add_subplot(111, projection='3d')\n", - "ax.scatter3D(x1, x2, y);\n", + "ax.scatter3D(x1, x2, y)\n", "plt.show()" ] }, diff --git a/colab/ch05-colab.ipynb b/colab/ch05-colab.ipynb index a289463..4b5262c 100644 --- a/colab/ch05-colab.ipynb +++ b/colab/ch05-colab.ipynb @@ -1 +1,8896 @@ -{"cells":[{"cell_type":"markdown","metadata":{"id":"FWqzGoFKNog3"},"source":["# 5장. 선형 회귀 모델: 먼저 긋고 수정하기"]},{"cell_type":"markdown","metadata":{"id":"73wqHOA3Nog6"},"source":["## 2. 파이썬 코딩으로 확인하는 선형 회귀"]},{"cell_type":"markdown","metadata":{"id":"CxsIMQlKNog7"},"source":["### 1.환경 준비"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"fGhzzQnbNog7"},"outputs":[],"source":["import numpy as np\n","import matplotlib.pyplot as plt"]},{"cell_type":"markdown","metadata":{"id":"QYqG2UcKNog8"},"source":["### 2. 데이터 준비"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"8gslp47hNog9"},"outputs":[],"source":["# 공부 시간 X와 성적 y의 넘파이 배열을 만듭니다.\n","x = np.array([2, 4, 6, 8])\n","y = np.array([81, 93, 91, 97]) "]},{"cell_type":"markdown","metadata":{"id":"s_fcWDvkNog-"},"source":["### 3. 데이터 분포 확인"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"gtH1o7jzNog-","outputId":"b428cb2a-96d6-4164-bcc2-6560d846593b"},"outputs":[{"data":{"image/png":"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\n","text/plain":["
"]},"metadata":{"needs_background":"light"},"output_type":"display_data"}],"source":["# 데이터의 분포를 그래프로 나타냅니다.\n","plt.scatter(x, y)\n","plt.show()"]},{"cell_type":"markdown","metadata":{"id":"Z1rvgowKNog_"},"source":["### 4. 실행을 위한 변수 설정"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"Mi46BZrFNohA"},"outputs":[],"source":["# 기울기 a와 절편 b의 값을 초기화합니다.\n","a = 0\n","b = 0\n","\n","# 학습률을 정합니다.\n","lr = 0.03\n","\n","# 몇 번 반복될지 설정합니다. \n","epochs = 2001 "]},{"cell_type":"markdown","metadata":{"id":"YwB8fLCJNohA"},"source":["### 5. 경사 하강법"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"f_1tWFLXNohA","outputId":"5ddaed24-a8d9-4a1e-ec39-a5b7e4e68019"},"outputs":[{"name":"stdout","output_type":"stream","text":["epoch=0, 기울기=27.8400, 절편=5.4300\n","epoch=100, 기울기=7.0739, 절편=50.5117\n","epoch=200, 기울기=4.0960, 절편=68.2822\n","epoch=300, 기울기=2.9757, 절편=74.9678\n","epoch=400, 기울기=2.5542, 절편=77.4830\n","epoch=500, 기울기=2.3956, 절편=78.4293\n","epoch=600, 기울기=2.3360, 절편=78.7853\n","epoch=700, 기울기=2.3135, 절편=78.9192\n","epoch=800, 기울기=2.3051, 절편=78.9696\n","epoch=900, 기울기=2.3019, 절편=78.9886\n","epoch=1000, 기울기=2.3007, 절편=78.9957\n","epoch=1100, 기울기=2.3003, 절편=78.9984\n","epoch=1200, 기울기=2.3001, 절편=78.9994\n","epoch=1300, 기울기=2.3000, 절편=78.9998\n","epoch=1400, 기울기=2.3000, 절편=78.9999\n","epoch=1500, 기울기=2.3000, 절편=79.0000\n","epoch=1600, 기울기=2.3000, 절편=79.0000\n","epoch=1700, 기울기=2.3000, 절편=79.0000\n","epoch=1800, 기울기=2.3000, 절편=79.0000\n","epoch=1900, 기울기=2.3000, 절편=79.0000\n","epoch=2000, 기울기=2.3000, 절편=79.0000\n"]}],"source":["# x 값이 총 몇 개인지 셉니다.\n","n=len(x)\n","\n","# 경사 하강법을 시작합니다.\n","for i in range(epochs): # 에포크 수 만큼 반복\n"," \n"," y_pred = a * x + b # 예측 값을 구하는 식입니다. \n"," error = y - y_pred # 실제 값과 비교한 오차를 error로 놓습니다.\n"," \n"," a_diff = (2/n) * sum(-x * (error)) # 오차 함수를 a로 편미분한 값입니다. \n"," b_diff = (2/n) * sum(-(error)) # 오차 함수를 b로 편미분한 값입니다. \n"," \n"," a = a - lr * a_diff # 학습률을 곱해 기존의 a 값을 업데이트합니다.\n"," b = b - lr * b_diff # 학습률을 곱해 기존의 b 값을 업데이트합니다.\n"," \n"," if i % 100 == 0: # 100번 반복될 때마다 현재의 a 값, b 값을 출력합니다.\n"," print(\"epoch=%.f, 기울기=%.04f, 절편=%.04f\" % (i, a, b)) "]},{"cell_type":"markdown","metadata":{"id":"wHAzkYKCNohB"},"source":["### 6. 그래프 확인 "]},{"cell_type":"code","execution_count":null,"metadata":{"id":"PGDjMwrBNohB","outputId":"308b3646-da17-4484-abc5-7e9bba25abc3"},"outputs":[{"data":{"image/png":"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\n","text/plain":["
"]},"metadata":{"needs_background":"light"},"output_type":"display_data"}],"source":["# 앞서 구한 최종 a 값을 기울기, b 값을 y 절편에 대입하여 그래프를 그립니다.\n","y_pred = a * x + b \n","\n","# 그래프 출력\n","plt.scatter(x, y)\n","plt.plot(x, y_pred,'r')\n","plt.show()"]},{"cell_type":"markdown","metadata":{"id":"aDNdyuOxNohC"},"source":["## 4. 파이썬 코딩으로 확인하는 다중 선형 회귀"]},{"cell_type":"markdown","metadata":{"id":"aojjge-cNohC"},"source":["### 1.환경 준비"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"--sufxaFNohC"},"outputs":[],"source":["import numpy as np\n","import matplotlib.pyplot as plt"]},{"cell_type":"markdown","metadata":{"id":"3l4HegJiNohC"},"source":["### 2. 데이터 준비"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"JAIt1GQoNohD"},"outputs":[],"source":["# 공부 시간 x1과 과외 시간 x2, 그 성적 y의 넘파이 배열을 만듭니다. \n","x1 = np.array([2, 4, 6, 8])\n","x2 = np.array([0, 4, 2, 3])\n","y = np.array([81, 93, 91, 97]) "]},{"cell_type":"markdown","metadata":{"id":"UqPwVWofNohD"},"source":["### 3. 데이터 분포 확인"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"roHjdDH-NohD","outputId":"4ecbb3cf-1558-432b-fb45-c265d83087a2"},"outputs":[{"data":{"image/png":"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\n","text/plain":["
"]},"metadata":{"needs_background":"light"},"output_type":"display_data"}],"source":["# 데이터의 분포를 그래프로 나타냅니다.\n","fig = plt.figure()\n","ax = fig.add_subplot(111, projection='3d')\n","ax.scatter3D(x1, x2, y);\n","plt.show()"]},{"cell_type":"markdown","metadata":{"id":"lsJoilB7NohD"},"source":["### 4. 실행을 위한 변수 설정"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"k2lyPuywNohE"},"outputs":[],"source":["# 기울기 a와 절편 b의 값을 초기화합니다.\n","a1 = 0\n","a2 = 0\n","b = 0\n","\n","# 학습률을 정합니다.\n","lr = 0.01 \n","\n","# 몇 번 반복될지 설정합니다.\n","epochs = 2001 "]},{"cell_type":"markdown","metadata":{"id":"1LRCG-mlNohE"},"source":["### 5. 경사 하강법"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"481F8O6XNohE","outputId":"07b8f204-a765-4b12-b50e-f0de562b14f2"},"outputs":[{"name":"stdout","output_type":"stream","text":["epoch=0, 기울기1=9.2800, 기울기2=4.2250, 절편=1.8100\n","epoch=100, 기울기1=9.5110, 기울기2=5.0270, 절편=22.9205\n","epoch=200, 기울기1=7.3238, 기울기2=4.2950, 절편=37.8751\n","epoch=300, 기울기1=5.7381, 기울기2=3.7489, 절편=48.7589\n","epoch=400, 기울기1=4.5844, 기울기2=3.3507, 절편=56.6800\n","epoch=500, 기울기1=3.7447, 기울기2=3.0608, 절편=62.4448\n","epoch=600, 기울기1=3.1337, 기울기2=2.8498, 절편=66.6404\n","epoch=700, 기울기1=2.6890, 기울기2=2.6962, 절편=69.6938\n","epoch=800, 기울기1=2.3653, 기울기2=2.5845, 절편=71.9160\n","epoch=900, 기울기1=2.1297, 기울기2=2.5032, 절편=73.5333\n","epoch=1000, 기울기1=1.9583, 기울기2=2.4440, 절편=74.7103\n","epoch=1100, 기울기1=1.8336, 기울기2=2.4009, 절편=75.5670\n","epoch=1200, 기울기1=1.7428, 기울기2=2.3695, 절편=76.1904\n","epoch=1300, 기울기1=1.6767, 기울기2=2.3467, 절편=76.6441\n","epoch=1400, 기울기1=1.6286, 기울기2=2.3301, 절편=76.9743\n","epoch=1500, 기울기1=1.5936, 기울기2=2.3180, 절편=77.2146\n","epoch=1600, 기울기1=1.5681, 기울기2=2.3092, 절편=77.3895\n","epoch=1700, 기울기1=1.5496, 기울기2=2.3028, 절편=77.5168\n","epoch=1800, 기울기1=1.5361, 기울기2=2.2982, 절편=77.6095\n","epoch=1900, 기울기1=1.5263, 기울기2=2.2948, 절편=77.6769\n","epoch=2000, 기울기1=1.5191, 기울기2=2.2923, 절편=77.7260\n"]}],"source":["# x 값이 총 몇 개인지 셉니다. x1과 x2의 수가 같으므로 x1만 세겠습니다. \n","n=len(x1)\n","\n","# 경사 하강법을 시작합니다.\n","for i in range(epochs): # 에포크 수 만큼 반복\n"," \n"," y_pred = a1 * x1 + a2 * x2 + b # 예측 값을 구하는 식을 세웁니다\n"," error = y - y_pred # 실제 값과 비교한 오차를 error로 놓습니다.\n"," \n"," a1_diff = (2/n) * sum(-x1 * (error)) # 오차 함수를 a1로 편미분한 값입니다. \n"," a2_diff = (2/n) * sum(-x2 * (error)) # 오차 함수를 a2로 편미분한 값입니다. \n"," b_diff = (2/n) * sum(-(error)) # 오차 함수를 b로 편미분한 값입니다. \n"," \n"," a1 = a1 - lr * a1_diff # 학습률을 곱해 기존의 a1 값을 업데이트합니다.\n"," a2 = a2 - lr * a2_diff # 학습률을 곱해 기존의 a2 값을 업데이트합니다.\n"," b = b - lr * b_diff # 학습률을 곱해 기존의 b 값을 업데이트합니다.\n"," \n"," if i % 100 == 0: # 100번 반복될 때마다 현재의 a1, a2, b 값을 출력합니다.\n"," print(\"epoch=%.f, 기울기1=%.04f, 기울기2=%.04f, 절편=%.04f\" % (i, a1, a2, b)) "]},{"cell_type":"code","execution_count":null,"metadata":{"id":"bTHqoVZWNohE","outputId":"3bc1ea92-efc0-4aa9-d92e-02060a9bfcdf"},"outputs":[{"name":"stdout","output_type":"stream","text":["실제 점수: [81 93 91 97]\n","예측 점수: [80.76387645 92.97153922 91.42520875 96.7558749 ]\n"]}],"source":["# 실제 점수와 예측된 점수를 출력합니다.\n","print(\"실제 점수:\", y)\n","print(\"예측 점수:\", y_pred)"]},{"cell_type":"markdown","metadata":{"id":"BLTl28ZnNohF"},"source":["## 5-1. 텐서플로에서 실행하는 선형 회귀 모델"]},{"cell_type":"markdown","metadata":{"id":"KBSggsUiNohF"},"source":["### 1. 환경 준비"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"tOh8nt21NohF"},"outputs":[],"source":["import numpy as np\n","import matplotlib.pyplot as plt\n","\n","# 텐서플로의 케라스 API에서 필요한 함수들을 불러옵니다.\n","from tensorflow.keras.models import Sequential\n","from tensorflow.keras.layers import Dense"]},{"cell_type":"markdown","metadata":{"id":"dVpTnM0qNohG"},"source":["### 2. 데이터 준비"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"hS33-24dNohG"},"outputs":[],"source":["x = np.array([2, 4, 6, 8])\n","y = np.array([81, 93, 91, 97]) "]},{"cell_type":"markdown","metadata":{"id":"jJUx_G16NohG"},"source":["### 3. 모델 실행"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"46oM6843NohG","outputId":"667f5df8-7c8c-4b67-e51f-c14dcf758442"},"outputs":[{"name":"stdout","output_type":"stream","text":["Epoch 1/2000\n","1/1 [==============================] - 0s 114ms/step - loss: 9241.3984\n","Epoch 2/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 2185.9084\n","Epoch 3/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 1144.3138\n","Epoch 4/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 986.0449\n","Epoch 5/2000\n","1/1 [==============================] - 0s 999us/step - loss: 957.5485\n","Epoch 6/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 948.1465\n","Epoch 7/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 941.5829\n","Epoch 8/2000\n","1/1 [==============================] - 0s 998us/step - loss: 935.4696\n","Epoch 9/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 929.4559\n","Epoch 10/2000\n","1/1 [==============================] - 0s 999us/step - loss: 923.4899\n","Epoch 11/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 917.5637\n","Epoch 12/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 911.6762\n","Epoch 13/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 905.8269\n","Epoch 14/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 900.0154\n","Epoch 15/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 894.2415\n","Epoch 16/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 888.5050\n","Epoch 17/2000\n","1/1 [==============================] - 0s 998us/step - loss: 882.8057\n","Epoch 18/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 877.1432\n","Epoch 19/2000\n","1/1 [==============================] - 0s 994us/step - loss: 871.5175\n","Epoch 20/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 865.9281\n","Epoch 21/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 860.3750\n","Epoch 22/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 854.8577\n","Epoch 23/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 849.3763\n","Epoch 24/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 843.9302\n","Epoch 25/2000\n","1/1 [==============================] - 0s 998us/step - loss: 838.5195\n","Epoch 26/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 833.1439\n","Epoch 27/2000\n","1/1 [==============================] - 0s 998us/step - loss: 827.8031\n","Epoch 28/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 822.4968\n","Epoch 29/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 817.2247\n","Epoch 30/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 811.9871\n","Epoch 31/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 806.7831\n","Epoch 32/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 801.6128\n","Epoch 33/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 796.4761\n","Epoch 34/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 791.3727\n","Epoch 35/2000\n","1/1 [==============================] - 0s 998us/step - loss: 786.3022\n","Epoch 36/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 781.2648\n","Epoch 37/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 776.2598\n","Epoch 38/2000\n","1/1 [==============================] - 0s 998us/step - loss: 771.2872\n","Epoch 39/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 766.3469\n","Epoch 40/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 761.4385\n","Epoch 41/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 756.5619\n","Epoch 42/2000\n","1/1 [==============================] - 0s 998us/step - loss: 751.7169\n","Epoch 43/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 746.9032\n","Epoch 44/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 742.1208\n","Epoch 45/2000\n","1/1 [==============================] - 0s 999us/step - loss: 737.3692\n","Epoch 46/2000\n","1/1 [==============================] - 0s 998us/step - loss: 732.6486\n","Epoch 47/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 727.9584\n","Epoch 48/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 723.2986\n","Epoch 49/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 718.6689\n","Epoch 50/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 714.0692\n","Epoch 51/2000\n","1/1 [==============================] - 0s 993us/step - loss: 709.4995\n","Epoch 52/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 704.9592\n","Epoch 53/2000\n","1/1 [==============================] - 0s 999us/step - loss: 700.4482\n","Epoch 54/2000\n","1/1 [==============================] - 0s 998us/step - loss: 695.9665\n","Epoch 55/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 691.5139\n","Epoch 56/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 687.0901\n","Epoch 57/2000\n","1/1 [==============================] - 0s 994us/step - loss: 682.6948\n","Epoch 58/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 678.3282\n","Epoch 59/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 673.9897\n","Epoch 60/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 669.6793\n","Epoch 61/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 665.3970\n","Epoch 62/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 661.1422\n","Epoch 63/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 656.9150\n","Epoch 64/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 652.7153\n","Epoch 65/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 648.5427\n","Epoch 66/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 644.3972\n","Epoch 67/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 640.2783\n","Epoch 68/2000\n","1/1 [==============================] - 0s 999us/step - loss: 636.1863\n","Epoch 69/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 632.1208\n","Epoch 70/2000\n","1/1 [==============================] - 0s 3ms/step - loss: 628.0814\n","Epoch 71/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 624.0683\n","Epoch 72/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 620.0812\n","Epoch 73/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 616.1199\n","Epoch 74/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 612.1844\n","Epoch 75/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 608.2740\n","Epoch 76/2000\n","1/1 [==============================] - 0s 999us/step - loss: 604.3893\n","Epoch 77/2000\n","1/1 [==============================] - 0s 999us/step - loss: 600.5295\n","Epoch 78/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 596.6948\n","Epoch 79/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 592.8850\n","Epoch 80/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 589.0999\n","Epoch 81/2000\n","1/1 [==============================] - 0s 999us/step - loss: 585.3391\n","Epoch 82/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 581.6028\n","Epoch 83/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 577.8906\n","Epoch 84/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 574.2026\n","Epoch 85/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 570.5383\n","Epoch 86/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 566.8978\n","Epoch 87/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 563.2809\n","Epoch 88/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 559.6874\n","Epoch 89/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 556.1171\n","Epoch 90/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 552.5699\n","Epoch 91/2000\n","1/1 [==============================] - 0s 999us/step - loss: 549.0458\n","Epoch 92/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 545.5444\n","Epoch 93/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 542.0657\n","Epoch 94/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 538.6096\n","Epoch 95/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 535.1758\n","Epoch 96/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 531.7643\n","Epoch 97/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 528.3748\n","Epoch 98/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 525.0073\n","Epoch 99/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 521.6616\n","Epoch 100/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 518.3375\n","Epoch 101/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 515.0350\n","Epoch 102/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 511.7539\n","Epoch 103/2000\n","1/1 [==============================] - 0s 998us/step - loss: 508.4941\n","Epoch 104/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 505.2554\n","Epoch 105/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 502.0374\n","Epoch 106/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 498.8405\n","Epoch 107/2000\n","1/1 [==============================] - 0s 999us/step - loss: 495.6643\n","Epoch 108/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 492.5086\n","Epoch 109/2000\n","1/1 [==============================] - 0s 999us/step - loss: 489.3733\n","Epoch 110/2000\n","1/1 [==============================] - 0s 998us/step - loss: 486.2583\n","Epoch 111/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 483.1635\n","Epoch 112/2000\n","1/1 [==============================] - 0s 999us/step - loss: 480.0888\n","Epoch 113/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 477.0340\n","Epoch 114/2000\n","1/1 [==============================] - 0s 997us/step - loss: 473.9989\n","Epoch 115/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 470.9835\n","Epoch 116/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 467.9875\n","Epoch 117/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 465.0110\n","Epoch 118/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 462.0539\n","Epoch 119/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 459.1158\n","Epoch 120/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 456.1967\n","Epoch 121/2000\n","1/1 [==============================] - 0s 998us/step - loss: 453.2966\n","Epoch 122/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 450.4152\n","Epoch 123/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 447.5526\n","Epoch 124/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 444.7085\n","Epoch 125/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 441.8827\n","Epoch 126/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 439.0752\n","Epoch 127/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 436.2860\n","Epoch 128/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 433.5148\n","Epoch 129/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 430.7614\n","Epoch 130/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 428.0261\n","Epoch 131/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 425.3083\n","Epoch 132/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 422.6082\n","Epoch 133/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 419.9255\n","Epoch 134/2000\n","1/1 [==============================] - 0s 3ms/step - loss: 417.2602\n","Epoch 135/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 414.6123\n","Epoch 136/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 411.9813\n","Epoch 137/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 409.3675\n","Epoch 138/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 406.7705\n","Epoch 139/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 404.1905\n","Epoch 140/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 401.6270\n","Epoch 141/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 399.0802\n","Epoch 142/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 396.5499\n","Epoch 143/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 394.0360\n","Epoch 144/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 391.5384\n","Epoch 145/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 389.0569\n","Epoch 146/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 386.5914\n","Epoch 147/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 384.1420\n","Epoch 148/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 381.7085\n","Epoch 149/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 379.2906\n","Epoch 150/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 376.8884\n","Epoch 151/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 374.5018\n","Epoch 152/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 372.1306\n","Epoch 153/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 369.7748\n","Epoch 154/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 367.4344\n","Epoch 155/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 365.1089\n","Epoch 156/2000\n","1/1 [==============================] - 0s 999us/step - loss: 362.7986\n","Epoch 157/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 360.5031\n","Epoch 158/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 358.2227\n","Epoch 159/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 355.9568\n","Epoch 160/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 353.7059\n","Epoch 161/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 351.4693\n","Epoch 162/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 349.2473\n","Epoch 163/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 347.0396\n","Epoch 164/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 344.8463\n","Epoch 165/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 342.6671\n","Epoch 166/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 340.5022\n","Epoch 167/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 338.3511\n","Epoch 168/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 336.2140\n","Epoch 169/2000\n","1/1 [==============================] - 0s 999us/step - loss: 334.0908\n","Epoch 170/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 331.9814\n","Epoch 171/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 329.8854\n","Epoch 172/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 327.8031\n","Epoch 173/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 325.7344\n","Epoch 174/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 323.6790\n","Epoch 175/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 321.6369\n","Epoch 176/2000\n","1/1 [==============================] - 0s 5ms/step - loss: 319.6080\n","Epoch 177/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 317.5923\n","Epoch 178/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 315.5896\n","Epoch 179/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 313.5999\n","Epoch 180/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 311.6231\n","Epoch 181/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 309.6591\n","Epoch 182/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 307.7078\n","Epoch 183/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 305.7692\n","Epoch 184/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 303.8431\n","Epoch 185/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 301.9294\n","Epoch 186/2000\n","1/1 [==============================] - 0s 998us/step - loss: 300.0281\n","Epoch 187/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 298.1392\n","Epoch 188/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 296.2624\n","Epoch 189/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 294.3979\n","Epoch 190/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 292.5454\n","Epoch 191/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 290.7049\n","Epoch 192/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 288.8764\n","Epoch 193/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 287.0597\n","Epoch 194/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 285.2546\n","Epoch 195/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 283.4614\n","Epoch 196/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 281.6797\n","Epoch 197/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 279.9096\n","Epoch 198/2000\n"]},{"name":"stdout","output_type":"stream","text":["1/1 [==============================] - 0s 2ms/step - loss: 278.1508\n","Epoch 199/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 276.4036\n","Epoch 200/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 274.6675\n","Epoch 201/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 272.9429\n","Epoch 202/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 271.2292\n","Epoch 203/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 269.5267\n","Epoch 204/2000\n","1/1 [==============================] - 0s 999us/step - loss: 267.8353\n","Epoch 205/2000\n","1/1 [==============================] - 0s 997us/step - loss: 266.1548\n","Epoch 206/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 264.4852\n","Epoch 207/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 262.8265\n","Epoch 208/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 261.1785\n","Epoch 209/2000\n","1/1 [==============================] - 0s 999us/step - loss: 259.5410\n","Epoch 210/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 257.9142\n","Epoch 211/2000\n","1/1 [==============================] - 0s 998us/step - loss: 256.2980\n","Epoch 212/2000\n","1/1 [==============================] - 0s 999us/step - loss: 254.6922\n","Epoch 213/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 253.0968\n","Epoch 214/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 251.5117\n","Epoch 215/2000\n","1/1 [==============================] - 0s 998us/step - loss: 249.9370\n","Epoch 216/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 248.3723\n","Epoch 217/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 246.8179\n","Epoch 218/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 245.2735\n","Epoch 219/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 243.7390\n","Epoch 220/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 242.2146\n","Epoch 221/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 240.7000\n","Epoch 222/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 239.1951\n","Epoch 223/2000\n","1/1 [==============================] - 0s 999us/step - loss: 237.7001\n","Epoch 224/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 236.2147\n","Epoch 225/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 234.7389\n","Epoch 226/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 233.2728\n","Epoch 227/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 231.8161\n","Epoch 228/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 230.3688\n","Epoch 229/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 228.9309\n","Epoch 230/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 227.5023\n","Epoch 231/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 226.0829\n","Epoch 232/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 224.6729\n","Epoch 233/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 223.2719\n","Epoch 234/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 221.8799\n","Epoch 235/2000\n","1/1 [==============================] - 0s 999us/step - loss: 220.4970\n","Epoch 236/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 219.1230\n","Epoch 237/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 217.7580\n","Epoch 238/2000\n","1/1 [==============================] - 0s 998us/step - loss: 216.4017\n","Epoch 239/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 215.0542\n","Epoch 240/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 213.7155\n","Epoch 241/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 212.3855\n","Epoch 242/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 211.0640\n","Epoch 243/2000\n","1/1 [==============================] - 0s 999us/step - loss: 209.7511\n","Epoch 244/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 208.4467\n","Epoch 245/2000\n","1/1 [==============================] - 0s 999us/step - loss: 207.1508\n","Epoch 246/2000\n","1/1 [==============================] - 0s 999us/step - loss: 205.8632\n","Epoch 247/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 204.5839\n","Epoch 248/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 203.3131\n","Epoch 249/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 202.0504\n","Epoch 250/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 200.7958\n","Epoch 251/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 199.5494\n","Epoch 252/2000\n","1/1 [==============================] - 0s 999us/step - loss: 198.3110\n","Epoch 253/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 197.0807\n","Epoch 254/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 195.8584\n","Epoch 255/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 194.6439\n","Epoch 256/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 193.4373\n","Epoch 257/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 192.2386\n","Epoch 258/2000\n","1/1 [==============================] - 0s 4ms/step - loss: 191.0476\n","Epoch 259/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 189.8643\n","Epoch 260/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 188.6886\n","Epoch 261/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 187.5206\n","Epoch 262/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 186.3602\n","Epoch 263/2000\n","1/1 [==============================] - 0s 999us/step - loss: 185.2072\n","Epoch 264/2000\n","1/1 [==============================] - 0s 998us/step - loss: 184.0618\n","Epoch 265/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 182.9237\n","Epoch 266/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 181.7930\n","Epoch 267/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 180.6696\n","Epoch 268/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 179.5535\n","Epoch 269/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 178.4447\n","Epoch 270/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 177.3429\n","Epoch 271/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 176.2484\n","Epoch 272/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 175.1609\n","Epoch 273/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 174.0805\n","Epoch 274/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 173.0070\n","Epoch 275/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 171.9406\n","Epoch 276/2000\n","1/1 [==============================] - 0s 999us/step - loss: 170.8810\n","Epoch 277/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 169.8283\n","Epoch 278/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 168.7824\n","Epoch 279/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 167.7433\n","Epoch 280/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 166.7108\n","Epoch 281/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 165.6852\n","Epoch 282/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 164.6660\n","Epoch 283/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 163.6535\n","Epoch 284/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 162.6477\n","Epoch 285/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 161.6482\n","Epoch 286/2000\n","1/1 [==============================] - 0s 998us/step - loss: 160.6554\n","Epoch 287/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 159.6689\n","Epoch 288/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 158.6888\n","Epoch 289/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 157.7150\n","Epoch 290/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 156.7476\n","Epoch 291/2000\n","1/1 [==============================] - 0s 996us/step - loss: 155.7863\n","Epoch 292/2000\n","1/1 [==============================] - 0s 998us/step - loss: 154.8313\n","Epoch 293/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 153.8826\n","Epoch 294/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 152.9399\n","Epoch 295/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 152.0034\n","Epoch 296/2000\n"]},{"name":"stdout","output_type":"stream","text":["1/1 [==============================] - 0s 2ms/step - loss: 151.0729\n","Epoch 297/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 150.1484\n","Epoch 298/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 149.2299\n","Epoch 299/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 148.3174\n","Epoch 300/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 147.4108\n","Epoch 301/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 146.5101\n","Epoch 302/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 145.6152\n","Epoch 303/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 144.7260\n","Epoch 304/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 143.8427\n","Epoch 305/2000\n","1/1 [==============================] - 0s 999us/step - loss: 142.9651\n","Epoch 306/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 142.0931\n","Epoch 307/2000\n","1/1 [==============================] - 0s 999us/step - loss: 141.2268\n","Epoch 308/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 140.3661\n","Epoch 309/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 139.5110\n","Epoch 310/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 138.6613\n","Epoch 311/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 137.8172\n","Epoch 312/2000\n","1/1 [==============================] - 0s 999us/step - loss: 136.9787\n","Epoch 313/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 136.1455\n","Epoch 314/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 135.3177\n","Epoch 315/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 134.4952\n","Epoch 316/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 133.6781\n","Epoch 317/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 132.8663\n","Epoch 318/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 132.0597\n","Epoch 319/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 131.2583\n","Epoch 320/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 130.4621\n","Epoch 321/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 129.6711\n","Epoch 322/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 128.8853\n","Epoch 323/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 128.1045\n","Epoch 324/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 127.3287\n","Epoch 325/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 126.5580\n","Epoch 326/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 125.7923\n","Epoch 327/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 125.0315\n","Epoch 328/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 124.2756\n","Epoch 329/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 123.5247\n","Epoch 330/2000\n","1/1 [==============================] - 0s 998us/step - loss: 122.7787\n","Epoch 331/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 122.0374\n","Epoch 332/2000\n","1/1 [==============================] - 0s 999us/step - loss: 121.3009\n","Epoch 333/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 120.5692\n","Epoch 334/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 119.8423\n","Epoch 335/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 119.1201\n","Epoch 336/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 118.4025\n","Epoch 337/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 117.6896\n","Epoch 338/2000\n","1/1 [==============================] - 0s 999us/step - loss: 116.9813\n","Epoch 339/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 116.2776\n","Epoch 340/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 115.5785\n","Epoch 341/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 114.8838\n","Epoch 342/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 114.1937\n","Epoch 343/2000\n","1/1 [==============================] - 0s 999us/step - loss: 113.5080\n","Epoch 344/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 112.8268\n","Epoch 345/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 112.1501\n","Epoch 346/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 111.4776\n","Epoch 347/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 110.8095\n","Epoch 348/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 110.1458\n","Epoch 349/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 109.4863\n","Epoch 350/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 108.8311\n","Epoch 351/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 108.1802\n","Epoch 352/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 107.5334\n","Epoch 353/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 106.8910\n","Epoch 354/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 106.2525\n","Epoch 355/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 105.6183\n","Epoch 356/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 104.9881\n","Epoch 357/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 104.3621\n","Epoch 358/2000\n","1/1 [==============================] - 0s 998us/step - loss: 103.7401\n","Epoch 359/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 103.1221\n","Epoch 360/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 102.5081\n","Epoch 361/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 101.8981\n","Epoch 362/2000\n","1/1 [==============================] - 0s 999us/step - loss: 101.2920\n","Epoch 363/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 100.6899\n","Epoch 364/2000\n","1/1 [==============================] - 0s 3ms/step - loss: 100.0918\n","Epoch 365/2000\n","1/1 [==============================] - 0s 999us/step - loss: 99.4974\n","Epoch 366/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 98.9069\n","Epoch 367/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 98.3202\n","Epoch 368/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 97.7373\n","Epoch 369/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 97.1582\n","Epoch 370/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 96.5829\n","Epoch 371/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 96.0112\n","Epoch 372/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 95.4432\n","Epoch 373/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 94.8790\n","Epoch 374/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 94.3185\n","Epoch 375/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 93.7614\n","Epoch 376/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 93.2081\n","Epoch 377/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 92.6583\n","Epoch 378/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 92.1120\n","Epoch 379/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 91.5694\n","Epoch 380/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 91.0302\n","Epoch 381/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 90.4946\n","Epoch 382/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 89.9623\n","Epoch 383/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 89.4336\n","Epoch 384/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 88.9083\n","Epoch 385/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 88.3863\n","Epoch 386/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 87.8678\n","Epoch 387/2000\n","1/1 [==============================] - 0s 998us/step - loss: 87.3526\n","Epoch 388/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 86.8407\n","Epoch 389/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 86.3321\n","Epoch 390/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 85.8269\n","Epoch 391/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 85.3249\n","Epoch 392/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 84.8261\n","Epoch 393/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 84.3307\n","Epoch 394/2000\n","1/1 [==============================] - 0s 998us/step - loss: 83.8383\n","Epoch 395/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 83.3493\n","Epoch 396/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 82.8633\n","Epoch 397/2000\n","1/1 [==============================] - 0s 998us/step - loss: 82.3805\n","Epoch 398/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 81.9008\n","Epoch 399/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 81.4243\n","Epoch 400/2000\n","1/1 [==============================] - 0s 999us/step - loss: 80.9508\n","Epoch 401/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 80.4804\n","Epoch 402/2000\n","1/1 [==============================] - 0s 999us/step - loss: 80.0130\n","Epoch 403/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 79.5487\n","Epoch 404/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 79.0873\n","Epoch 405/2000\n","1/1 [==============================] - 0s 998us/step - loss: 78.6290\n","Epoch 406/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 78.1736\n","Epoch 407/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 77.7212\n","Epoch 408/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 77.2717\n","Epoch 409/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 76.8250\n","Epoch 410/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 76.3813\n","Epoch 411/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 75.9405\n","Epoch 412/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 75.5025\n","Epoch 413/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 75.0674\n","Epoch 414/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 74.6351\n","Epoch 415/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 74.2056\n","Epoch 416/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 73.7788\n","Epoch 417/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 73.3549\n","Epoch 418/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 72.9336\n","Epoch 419/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 72.5151\n","Epoch 420/2000\n","1/1 [==============================] - 0s 998us/step - loss: 72.0993\n","Epoch 421/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 71.6862\n","Epoch 422/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 71.2758\n","Epoch 423/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 70.8680\n","Epoch 424/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 70.4629\n","Epoch 425/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 70.0603\n","Epoch 426/2000\n","1/1 [==============================] - 0s 998us/step - loss: 69.6604\n","Epoch 427/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 69.2631\n","Epoch 428/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 68.8684\n","Epoch 429/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 68.4762\n","Epoch 430/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 68.0865\n","Epoch 431/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 67.6995\n","Epoch 432/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 67.3148\n","Epoch 433/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 66.9327\n","Epoch 434/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 66.5531\n","Epoch 435/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 66.1759\n","Epoch 436/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 65.8012\n","Epoch 437/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 65.4288\n","Epoch 438/2000\n","1/1 [==============================] - 0s 994us/step - loss: 65.0589\n","Epoch 439/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 64.6914\n","Epoch 440/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 64.3262\n","Epoch 441/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 63.9635\n","Epoch 442/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 63.6031\n","Epoch 443/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 63.2450\n","Epoch 444/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 62.8892\n","Epoch 445/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 62.5358\n","Epoch 446/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 62.1845\n","Epoch 447/2000\n","1/1 [==============================] - 0s 999us/step - loss: 61.8357\n","Epoch 448/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 61.4890\n","Epoch 449/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 61.1446\n","Epoch 450/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 60.8025\n","Epoch 451/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 60.4624\n","Epoch 452/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 60.1247\n","Epoch 453/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 59.7891\n","Epoch 454/2000\n","1/1 [==============================] - 0s 999us/step - loss: 59.4558\n","Epoch 455/2000\n","1/1 [==============================] - 0s 999us/step - loss: 59.1245\n","Epoch 456/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 58.7954\n","Epoch 457/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 58.4685\n","Epoch 458/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 58.1437\n","Epoch 459/2000\n","1/1 [==============================] - 0s 999us/step - loss: 57.8209\n","Epoch 460/2000\n","1/1 [==============================] - 0s 999us/step - loss: 57.5002\n","Epoch 461/2000\n","1/1 [==============================] - 0s 999us/step - loss: 57.1817\n","Epoch 462/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 56.8652\n","Epoch 463/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 56.5507\n","Epoch 464/2000\n","1/1 [==============================] - 0s 999us/step - loss: 56.2383\n","Epoch 465/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 55.9279\n","Epoch 466/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 55.6195\n","Epoch 467/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 55.3131\n","Epoch 468/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 55.0087\n","Epoch 469/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 54.7062\n","Epoch 470/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 54.4057\n","Epoch 471/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 54.1072\n","Epoch 472/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 53.8106\n","Epoch 473/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 53.5159\n","Epoch 474/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 53.2231\n","Epoch 475/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 52.9322\n","Epoch 476/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 52.6433\n","Epoch 477/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 52.3562\n","Epoch 478/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 52.0709\n","Epoch 479/2000\n","1/1 [==============================] - 0s 998us/step - loss: 51.7874\n","Epoch 480/2000\n","1/1 [==============================] - 0s 999us/step - loss: 51.5059\n","Epoch 481/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 51.2261\n","Epoch 482/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 50.9481\n","Epoch 483/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 50.6720\n","Epoch 484/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 50.3977\n","Epoch 485/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 50.1251\n","Epoch 486/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 49.8543\n","Epoch 487/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 49.5852\n","Epoch 488/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 49.3179\n","Epoch 489/2000\n","1/1 [==============================] - 0s 999us/step - loss: 49.0523\n","Epoch 490/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 48.7884\n","Epoch 491/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 48.5263\n","Epoch 492/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 48.2658\n","Epoch 493/2000\n"]},{"name":"stdout","output_type":"stream","text":["1/1 [==============================] - 0s 2ms/step - loss: 48.0070\n","Epoch 494/2000\n","1/1 [==============================] - 0s 999us/step - loss: 47.7499\n","Epoch 495/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 47.4945\n","Epoch 496/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 47.2407\n","Epoch 497/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 46.9885\n","Epoch 498/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 46.7380\n","Epoch 499/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 46.4891\n","Epoch 500/2000\n","1/1 [==============================] - 0s 999us/step - loss: 46.2419\n","Epoch 501/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 45.9962\n","Epoch 502/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 45.7521\n","Epoch 503/2000\n","1/1 [==============================] - 0s 999us/step - loss: 45.5096\n","Epoch 504/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 45.2687\n","Epoch 505/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 45.0293\n","Epoch 506/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 44.7915\n","Epoch 507/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 44.5552\n","Epoch 508/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 44.3204\n","Epoch 509/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 44.0872\n","Epoch 510/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 43.8555\n","Epoch 511/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 43.6252\n","Epoch 512/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 43.3965\n","Epoch 513/2000\n","1/1 [==============================] - 0s 997us/step - loss: 43.1693\n","Epoch 514/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 42.9435\n","Epoch 515/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 42.7192\n","Epoch 516/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 42.4964\n","Epoch 517/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 42.2749\n","Epoch 518/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 42.0549\n","Epoch 519/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 41.8364\n","Epoch 520/2000\n","1/1 [==============================] - 0s 999us/step - loss: 41.6192\n","Epoch 521/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 41.4035\n","Epoch 522/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 41.1891\n","Epoch 523/2000\n","1/1 [==============================] - 0s 999us/step - loss: 40.9762\n","Epoch 524/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 40.7646\n","Epoch 525/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 40.5544\n","Epoch 526/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 40.3455\n","Epoch 527/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 40.1381\n","Epoch 528/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 39.9319\n","Epoch 529/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 39.7271\n","Epoch 530/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 39.5236\n","Epoch 531/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 39.3215\n","Epoch 532/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 39.1206\n","Epoch 533/2000\n","1/1 [==============================] - 0s 3ms/step - loss: 38.9210\n","Epoch 534/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 38.7227\n","Epoch 535/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 38.5257\n","Epoch 536/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 38.3300\n","Epoch 537/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 38.1356\n","Epoch 538/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 37.9424\n","Epoch 539/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 37.7505\n","Epoch 540/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 37.5598\n","Epoch 541/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 37.3703\n","Epoch 542/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 37.1821\n","Epoch 543/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 36.9951\n","Epoch 544/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 36.8093\n","Epoch 545/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 36.6246\n","Epoch 546/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 36.4412\n","Epoch 547/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 36.2590\n","Epoch 548/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 36.0779\n","Epoch 549/2000\n","1/1 [==============================] - 0s 997us/step - loss: 35.8981\n","Epoch 550/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 35.7194\n","Epoch 551/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 35.5418\n","Epoch 552/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 35.3655\n","Epoch 553/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 35.1902\n","Epoch 554/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 35.0161\n","Epoch 555/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 34.8431\n","Epoch 556/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 34.6713\n","Epoch 557/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 34.5005\n","Epoch 558/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 34.3309\n","Epoch 559/2000\n","1/1 [==============================] - 0s 3ms/step - loss: 34.1623\n","Epoch 560/2000\n","1/1 [==============================] - 0s 999us/step - loss: 33.9949\n","Epoch 561/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 33.8285\n","Epoch 562/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 33.6632\n","Epoch 563/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 33.4990\n","Epoch 564/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 33.3358\n","Epoch 565/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 33.1737\n","Epoch 566/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 33.0126\n","Epoch 567/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 32.8526\n","Epoch 568/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 32.6937\n","Epoch 569/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 32.5357\n","Epoch 570/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 32.3788\n","Epoch 571/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 32.2229\n","Epoch 572/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 32.0680\n","Epoch 573/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 31.9141\n","Epoch 574/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 31.7612\n","Epoch 575/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 31.6093\n","Epoch 576/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 31.4583\n","Epoch 577/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 31.3084\n","Epoch 578/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 31.1594\n","Epoch 579/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 31.0114\n","Epoch 580/2000\n","1/1 [==============================] - 0s 999us/step - loss: 30.8644\n","Epoch 581/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 30.7182\n","Epoch 582/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 30.5731\n","Epoch 583/2000\n","1/1 [==============================] - 0s 998us/step - loss: 30.4289\n","Epoch 584/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 30.2856\n","Epoch 585/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 30.1433\n","Epoch 586/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 30.0018\n","Epoch 587/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 29.8613\n","Epoch 588/2000\n","1/1 [==============================] - 0s 998us/step - loss: 29.7217\n","Epoch 589/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 29.5830\n","Epoch 590/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 29.4452\n","Epoch 591/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 29.3083\n","Epoch 592/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 29.1722\n","Epoch 593/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 29.0371\n","Epoch 594/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 28.9028\n","Epoch 595/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 28.7694\n","Epoch 596/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 28.6368\n","Epoch 597/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 28.5052\n","Epoch 598/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 28.3743\n","Epoch 599/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 28.2444\n","Epoch 600/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 28.1152\n","Epoch 601/2000\n","1/1 [==============================] - 0s 999us/step - loss: 27.9869\n","Epoch 602/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 27.8595\n","Epoch 603/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 27.7328\n","Epoch 604/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 27.6070\n","Epoch 605/2000\n","1/1 [==============================] - 0s 999us/step - loss: 27.4820\n","Epoch 606/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 27.3578\n","Epoch 607/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 27.2344\n","Epoch 608/2000\n","1/1 [==============================] - 0s 999us/step - loss: 27.1118\n","Epoch 609/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 26.9900\n","Epoch 610/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 26.8689\n","Epoch 611/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 26.7487\n","Epoch 612/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 26.6293\n","Epoch 613/2000\n","1/1 [==============================] - 0s 999us/step - loss: 26.5106\n","Epoch 614/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 26.3927\n","Epoch 615/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 26.2755\n","Epoch 616/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 26.1591\n","Epoch 617/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 26.0435\n","Epoch 618/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 25.9286\n","Epoch 619/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 25.8144\n","Epoch 620/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 25.7011\n","Epoch 621/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 25.5884\n","Epoch 622/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 25.4764\n","Epoch 623/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 25.3652\n","Epoch 624/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 25.2547\n","Epoch 625/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 25.1449\n","Epoch 626/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 25.0358\n","Epoch 627/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 24.9275\n","Epoch 628/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 24.8198\n","Epoch 629/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 24.7128\n","Epoch 630/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 24.6065\n","Epoch 631/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 24.5010\n","Epoch 632/2000\n","1/1 [==============================] - 0s 999us/step - loss: 24.3960\n","Epoch 633/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 24.2918\n","Epoch 634/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 24.1883\n","Epoch 635/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 24.0854\n","Epoch 636/2000\n","1/1 [==============================] - 0s 997us/step - loss: 23.9832\n","Epoch 637/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 23.8816\n","Epoch 638/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 23.7807\n","Epoch 639/2000\n","1/1 [==============================] - 0s 999us/step - loss: 23.6805\n","Epoch 640/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 23.5809\n","Epoch 641/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 23.4819\n","Epoch 642/2000\n","1/1 [==============================] - 0s 3ms/step - loss: 23.3837\n","Epoch 643/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 23.2860\n","Epoch 644/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 23.1890\n","Epoch 645/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 23.0926\n","Epoch 646/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 22.9968\n","Epoch 647/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 22.9016\n","Epoch 648/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 22.8071\n","Epoch 649/2000\n","1/1 [==============================] - 0s 981us/step - loss: 22.7131\n","Epoch 650/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 22.6198\n","Epoch 651/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 22.5271\n","Epoch 652/2000\n","1/1 [==============================] - 0s 999us/step - loss: 22.4350\n","Epoch 653/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 22.3434\n","Epoch 654/2000\n","1/1 [==============================] - 0s 999us/step - loss: 22.2525\n","Epoch 655/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 22.1622\n","Epoch 656/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 22.0724\n","Epoch 657/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 21.9832\n","Epoch 658/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 21.8947\n","Epoch 659/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 21.8067\n","Epoch 660/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 21.7192\n","Epoch 661/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 21.6323\n","Epoch 662/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 21.5460\n","Epoch 663/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 21.4602\n","Epoch 664/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 21.3750\n","Epoch 665/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 21.2903\n","Epoch 666/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 21.2062\n","Epoch 667/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 21.1226\n","Epoch 668/2000\n","1/1 [==============================] - 0s 999us/step - loss: 21.0396\n","Epoch 669/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 20.9571\n","Epoch 670/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 20.8752\n","Epoch 671/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 20.7937\n","Epoch 672/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 20.7128\n","Epoch 673/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 20.6324\n","Epoch 674/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 20.5526\n","Epoch 675/2000\n","1/1 [==============================] - 0s 999us/step - loss: 20.4732\n","Epoch 676/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 20.3944\n","Epoch 677/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 20.3161\n","Epoch 678/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 20.2383\n","Epoch 679/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 20.1610\n","Epoch 680/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 20.0842\n","Epoch 681/2000\n","1/1 [==============================] - 0s 998us/step - loss: 20.0079\n","Epoch 682/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 19.9321\n","Epoch 683/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 19.8568\n","Epoch 684/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 19.7820\n","Epoch 685/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 19.7076\n","Epoch 686/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 19.6337\n","Epoch 687/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 19.5603\n","Epoch 688/2000\n","1/1 [==============================] - 0s 999us/step - loss: 19.4875\n","Epoch 689/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 19.4150\n","Epoch 690/2000\n","1/1 [==============================] - 0s 999us/step - loss: 19.3430\n","Epoch 691/2000\n"]},{"name":"stdout","output_type":"stream","text":["1/1 [==============================] - 0s 1ms/step - loss: 19.2716\n","Epoch 692/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 19.2005\n","Epoch 693/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 19.1299\n","Epoch 694/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 19.0598\n","Epoch 695/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 18.9901\n","Epoch 696/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 18.9209\n","Epoch 697/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 18.8521\n","Epoch 698/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 18.7838\n","Epoch 699/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 18.7159\n","Epoch 700/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 18.6485\n","Epoch 701/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 18.5815\n","Epoch 702/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 18.5149\n","Epoch 703/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 18.4487\n","Epoch 704/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 18.3831\n","Epoch 705/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 18.3177\n","Epoch 706/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 18.2529\n","Epoch 707/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 18.1884\n","Epoch 708/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 18.1244\n","Epoch 709/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 18.0608\n","Epoch 710/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 17.9976\n","Epoch 711/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 17.9348\n","Epoch 712/2000\n","1/1 [==============================] - 0s 998us/step - loss: 17.8724\n","Epoch 713/2000\n","1/1 [==============================] - 0s 998us/step - loss: 17.8104\n","Epoch 714/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 17.7489\n","Epoch 715/2000\n","1/1 [==============================] - 0s 998us/step - loss: 17.6877\n","Epoch 716/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 17.6269\n","Epoch 717/2000\n","1/1 [==============================] - 0s 998us/step - loss: 17.5665\n","Epoch 718/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 17.5065\n","Epoch 719/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 17.4469\n","Epoch 720/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 17.3877\n","Epoch 721/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 17.3289\n","Epoch 722/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 17.2704\n","Epoch 723/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 17.2123\n","Epoch 724/2000\n","1/1 [==============================] - 0s 999us/step - loss: 17.1546\n","Epoch 725/2000\n","1/1 [==============================] - 0s 999us/step - loss: 17.0972\n","Epoch 726/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 17.0403\n","Epoch 727/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 16.9837\n","Epoch 728/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 16.9274\n","Epoch 729/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 16.8716\n","Epoch 730/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 16.8161\n","Epoch 731/2000\n","1/1 [==============================] - 0s 999us/step - loss: 16.7609\n","Epoch 732/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 16.7061\n","Epoch 733/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 16.6517\n","Epoch 734/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 16.5976\n","Epoch 735/2000\n","1/1 [==============================] - 0s 3ms/step - loss: 16.5439\n","Epoch 736/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 16.4905\n","Epoch 737/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 16.4375\n","Epoch 738/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 16.3848\n","Epoch 739/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 16.3325\n","Epoch 740/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 16.2805\n","Epoch 741/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 16.2288\n","Epoch 742/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 16.1775\n","Epoch 743/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 16.1264\n","Epoch 744/2000\n","1/1 [==============================] - 0s 999us/step - loss: 16.0758\n","Epoch 745/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 16.0254\n","Epoch 746/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 15.9754\n","Epoch 747/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 15.9257\n","Epoch 748/2000\n","1/1 [==============================] - 0s 998us/step - loss: 15.8763\n","Epoch 749/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 15.8273\n","Epoch 750/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 15.7785\n","Epoch 751/2000\n","1/1 [==============================] - 0s 999us/step - loss: 15.7301\n","Epoch 752/2000\n","1/1 [==============================] - 0s 999us/step - loss: 15.6820\n","Epoch 753/2000\n","1/1 [==============================] - 0s 997us/step - loss: 15.6342\n","Epoch 754/2000\n","1/1 [==============================] - 0s 998us/step - loss: 15.5867\n","Epoch 755/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 15.5395\n","Epoch 756/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 15.4927\n","Epoch 757/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 15.4461\n","Epoch 758/2000\n","1/1 [==============================] - 0s 999us/step - loss: 15.3998\n","Epoch 759/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 15.3539\n","Epoch 760/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 15.3082\n","Epoch 761/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 15.2628\n","Epoch 762/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 15.2177\n","Epoch 763/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 15.1729\n","Epoch 764/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 15.1284\n","Epoch 765/2000\n","1/1 [==============================] - 0s 999us/step - loss: 15.0842\n","Epoch 766/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 15.0403\n","Epoch 767/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 14.9966\n","Epoch 768/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 14.9533\n","Epoch 769/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 14.9102\n","Epoch 770/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 14.8674\n","Epoch 771/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 14.8249\n","Epoch 772/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 14.7826\n","Epoch 773/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 14.7406\n","Epoch 774/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 14.6989\n","Epoch 775/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 14.6575\n","Epoch 776/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 14.6163\n","Epoch 777/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 14.5754\n","Epoch 778/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 14.5348\n","Epoch 779/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 14.4945\n","Epoch 780/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 14.4543\n","Epoch 781/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 14.4145\n","Epoch 782/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 14.3749\n","Epoch 783/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 14.3356\n","Epoch 784/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 14.2965\n","Epoch 785/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 14.2577\n","Epoch 786/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 14.2191\n","Epoch 787/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 14.1807\n","Epoch 788/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 14.1427\n","Epoch 789/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 14.1048\n","Epoch 790/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 14.0673\n","Epoch 791/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 14.0299\n","Epoch 792/2000\n","1/1 [==============================] - 0s 999us/step - loss: 13.9928\n","Epoch 793/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 13.9559\n","Epoch 794/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 13.9193\n","Epoch 795/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 13.8829\n","Epoch 796/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 13.8468\n","Epoch 797/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 13.8109\n","Epoch 798/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 13.7752\n","Epoch 799/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 13.7397\n","Epoch 800/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 13.7045\n","Epoch 801/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 13.6695\n","Epoch 802/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 13.6347\n","Epoch 803/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 13.6002\n","Epoch 804/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 13.5659\n","Epoch 805/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 13.5318\n","Epoch 806/2000\n","1/1 [==============================] - 0s 998us/step - loss: 13.4979\n","Epoch 807/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 13.4643\n","Epoch 808/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 13.4308\n","Epoch 809/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 13.3976\n","Epoch 810/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 13.3646\n","Epoch 811/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 13.3318\n","Epoch 812/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 13.2992\n","Epoch 813/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 13.2668\n","Epoch 814/2000\n","1/1 [==============================] - 0s 992us/step - loss: 13.2347\n","Epoch 815/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 13.2027\n","Epoch 816/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 13.1710\n","Epoch 817/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 13.1395\n","Epoch 818/2000\n","1/1 [==============================] - 0s 999us/step - loss: 13.1081\n","Epoch 819/2000\n","1/1 [==============================] - 0s 994us/step - loss: 13.0770\n","Epoch 820/2000\n","1/1 [==============================] - 0s 999us/step - loss: 13.0460\n","Epoch 821/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 13.0153\n","Epoch 822/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 12.9848\n","Epoch 823/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 12.9544\n","Epoch 824/2000\n","1/1 [==============================] - 0s 999us/step - loss: 12.9243\n","Epoch 825/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 12.8944\n","Epoch 826/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 12.8646\n","Epoch 827/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 12.8351\n","Epoch 828/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 12.8057\n","Epoch 829/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 12.7765\n","Epoch 830/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 12.7475\n","Epoch 831/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 12.7187\n","Epoch 832/2000\n","1/1 [==============================] - 0s 999us/step - loss: 12.6901\n","Epoch 833/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 12.6617\n","Epoch 834/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 12.6335\n","Epoch 835/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 12.6054\n","Epoch 836/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 12.5776\n","Epoch 837/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 12.5498\n","Epoch 838/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 12.5223\n","Epoch 839/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 12.4950\n","Epoch 840/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 12.4678\n","Epoch 841/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 12.4408\n","Epoch 842/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 12.4140\n","Epoch 843/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 12.3874\n","Epoch 844/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 12.3609\n","Epoch 845/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 12.3346\n","Epoch 846/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 12.3085\n","Epoch 847/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 12.2826\n","Epoch 848/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 12.2568\n","Epoch 849/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 12.2311\n","Epoch 850/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 12.2057\n","Epoch 851/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 12.1804\n","Epoch 852/2000\n","1/1 [==============================] - 0s 996us/step - loss: 12.1553\n","Epoch 853/2000\n","1/1 [==============================] - 0s 997us/step - loss: 12.1303\n","Epoch 854/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 12.1055\n","Epoch 855/2000\n","1/1 [==============================] - 0s 999us/step - loss: 12.0809\n","Epoch 856/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 12.0564\n","Epoch 857/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 12.0321\n","Epoch 858/2000\n","1/1 [==============================] - 0s 998us/step - loss: 12.0079\n","Epoch 859/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 11.9839\n","Epoch 860/2000\n","1/1 [==============================] - 0s 998us/step - loss: 11.9600\n","Epoch 861/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 11.9363\n","Epoch 862/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 11.9128\n","Epoch 863/2000\n","1/1 [==============================] - 0s 999us/step - loss: 11.8894\n","Epoch 864/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 11.8662\n","Epoch 865/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 11.8431\n","Epoch 866/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 11.8201\n","Epoch 867/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 11.7973\n","Epoch 868/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 11.7747\n","Epoch 869/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 11.7522\n","Epoch 870/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 11.7298\n","Epoch 871/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 11.7076\n","Epoch 872/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 11.6856\n","Epoch 873/2000\n","1/1 [==============================] - 0s 999us/step - loss: 11.6636\n","Epoch 874/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 11.6418\n","Epoch 875/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 11.6202\n","Epoch 876/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 11.5987\n","Epoch 877/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 11.5774\n","Epoch 878/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 11.5561\n","Epoch 879/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 11.5350\n","Epoch 880/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 11.5141\n","Epoch 881/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 11.4933\n","Epoch 882/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 11.4726\n","Epoch 883/2000\n","1/1 [==============================] - 0s 999us/step - loss: 11.4521\n","Epoch 884/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 11.4317\n","Epoch 885/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 11.4114\n","Epoch 886/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 11.3913\n","Epoch 887/2000\n","1/1 [==============================] - 0s 999us/step - loss: 11.3712\n","Epoch 888/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 11.3514\n","Epoch 889/2000\n"]},{"name":"stdout","output_type":"stream","text":["1/1 [==============================] - 0s 2ms/step - loss: 11.3316\n","Epoch 890/2000\n","1/1 [==============================] - 0s 998us/step - loss: 11.3120\n","Epoch 891/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 11.2925\n","Epoch 892/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 11.2731\n","Epoch 893/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 11.2538\n","Epoch 894/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 11.2347\n","Epoch 895/2000\n","1/1 [==============================] - 0s 998us/step - loss: 11.2157\n","Epoch 896/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 11.1968\n","Epoch 897/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 11.1781\n","Epoch 898/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 11.1594\n","Epoch 899/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 11.1409\n","Epoch 900/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 11.1225\n","Epoch 901/2000\n","1/1 [==============================] - 0s 998us/step - loss: 11.1042\n","Epoch 902/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 11.0861\n","Epoch 903/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 11.0680\n","Epoch 904/2000\n","1/1 [==============================] - 0s 999us/step - loss: 11.0501\n","Epoch 905/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 11.0323\n","Epoch 906/2000\n","1/1 [==============================] - 0s 998us/step - loss: 11.0146\n","Epoch 907/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 10.9970\n","Epoch 908/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 10.9796\n","Epoch 909/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 10.9622\n","Epoch 910/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 10.9450\n","Epoch 911/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 10.9279\n","Epoch 912/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 10.9109\n","Epoch 913/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 10.8939\n","Epoch 914/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 10.8771\n","Epoch 915/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 10.8605\n","Epoch 916/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 10.8439\n","Epoch 917/2000\n","1/1 [==============================] - 0s 999us/step - loss: 10.8274\n","Epoch 918/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 10.8111\n","Epoch 919/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 10.7948\n","Epoch 920/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 10.7786\n","Epoch 921/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 10.7626\n","Epoch 922/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 10.7466\n","Epoch 923/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 10.7308\n","Epoch 924/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 10.7151\n","Epoch 925/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 10.6994\n","Epoch 926/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 10.6839\n","Epoch 927/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 10.6685\n","Epoch 928/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 10.6531\n","Epoch 929/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 10.6379\n","Epoch 930/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 10.6227\n","Epoch 931/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 10.6077\n","Epoch 932/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 10.5928\n","Epoch 933/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 10.5779\n","Epoch 934/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 10.5632\n","Epoch 935/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 10.5485\n","Epoch 936/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 10.5340\n","Epoch 937/2000\n","1/1 [==============================] - 0s 956us/step - loss: 10.5195\n","Epoch 938/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 10.5051\n","Epoch 939/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 10.4909\n","Epoch 940/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 10.4767\n","Epoch 941/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 10.4626\n","Epoch 942/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 10.4485\n","Epoch 943/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 10.4346\n","Epoch 944/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 10.4208\n","Epoch 945/2000\n","1/1 [==============================] - 0s 999us/step - loss: 10.4071\n","Epoch 946/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 10.3935\n","Epoch 947/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 10.3799\n","Epoch 948/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 10.3664\n","Epoch 949/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 10.3531\n","Epoch 950/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 10.3398\n","Epoch 951/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 10.3266\n","Epoch 952/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 10.3134\n","Epoch 953/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 10.3004\n","Epoch 954/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 10.2874\n","Epoch 955/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 10.2746\n","Epoch 956/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 10.2618\n","Epoch 957/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 10.2491\n","Epoch 958/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 10.2365\n","Epoch 959/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 10.2239\n","Epoch 960/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 10.2115\n","Epoch 961/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 10.1991\n","Epoch 962/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 10.1868\n","Epoch 963/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 10.1746\n","Epoch 964/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 10.1624\n","Epoch 965/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 10.1504\n","Epoch 966/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 10.1384\n","Epoch 967/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 10.1265\n","Epoch 968/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 10.1147\n","Epoch 969/2000\n","1/1 [==============================] - 0s 992us/step - loss: 10.1029\n","Epoch 970/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 10.0912\n","Epoch 971/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 10.0796\n","Epoch 972/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 10.0681\n","Epoch 973/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 10.0567\n","Epoch 974/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 10.0453\n","Epoch 975/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 10.0340\n","Epoch 976/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 10.0228\n","Epoch 977/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 10.0116\n","Epoch 978/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 10.0005\n","Epoch 979/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 9.9895\n","Epoch 980/2000\n","1/1 [==============================] - 0s 999us/step - loss: 9.9786\n","Epoch 981/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 9.9677\n","Epoch 982/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 9.9569\n","Epoch 983/2000\n","1/1 [==============================] - 0s 999us/step - loss: 9.9462\n","Epoch 984/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 9.9355\n","Epoch 985/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 9.9249\n","Epoch 986/2000\n","1/1 [==============================] - 0s 999us/step - loss: 9.9144\n","Epoch 987/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 9.9039\n","Epoch 988/2000\n","1/1 [==============================] - 0s 999us/step - loss: 9.8936\n","Epoch 989/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 9.8833\n","Epoch 990/2000\n","1/1 [==============================] - 0s 999us/step - loss: 9.8730\n","Epoch 991/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 9.8628\n","Epoch 992/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 9.8527\n","Epoch 993/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 9.8427\n","Epoch 994/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 9.8327\n","Epoch 995/2000\n","1/1 [==============================] - 0s 998us/step - loss: 9.8227\n","Epoch 996/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 9.8129\n","Epoch 997/2000\n","1/1 [==============================] - 0s 998us/step - loss: 9.8031\n","Epoch 998/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 9.7933\n","Epoch 999/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 9.7837\n","Epoch 1000/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 9.7741\n","Epoch 1001/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 9.7645\n","Epoch 1002/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 9.7550\n","Epoch 1003/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 9.7456\n","Epoch 1004/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 9.7363\n","Epoch 1005/2000\n","1/1 [==============================] - 0s 998us/step - loss: 9.7270\n","Epoch 1006/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 9.7177\n","Epoch 1007/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 9.7085\n","Epoch 1008/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 9.6994\n","Epoch 1009/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 9.6904\n","Epoch 1010/2000\n","1/1 [==============================] - 0s 998us/step - loss: 9.6813\n","Epoch 1011/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 9.6724\n","Epoch 1012/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 9.6635\n","Epoch 1013/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 9.6547\n","Epoch 1014/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 9.6459\n","Epoch 1015/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 9.6372\n","Epoch 1016/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 9.6285\n","Epoch 1017/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 9.6199\n","Epoch 1018/2000\n","1/1 [==============================] - 0s 3ms/step - loss: 9.6114\n","Epoch 1019/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 9.6029\n","Epoch 1020/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 9.5944\n","Epoch 1021/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 9.5861\n","Epoch 1022/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 9.5777\n","Epoch 1023/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 9.5695\n","Epoch 1024/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 9.5612\n","Epoch 1025/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 9.5531\n","Epoch 1026/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 9.5450\n","Epoch 1027/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 9.5369\n","Epoch 1028/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 9.5289\n","Epoch 1029/2000\n","1/1 [==============================] - 0s 999us/step - loss: 9.5209\n","Epoch 1030/2000\n","1/1 [==============================] - 0s 998us/step - loss: 9.5130\n","Epoch 1031/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 9.5052\n","Epoch 1032/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 9.4974\n","Epoch 1033/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 9.4896\n","Epoch 1034/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 9.4819\n","Epoch 1035/2000\n","1/1 [==============================] - 0s 3ms/step - loss: 9.4743\n","Epoch 1036/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 9.4667\n","Epoch 1037/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 9.4591\n","Epoch 1038/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 9.4516\n","Epoch 1039/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 9.4442\n","Epoch 1040/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 9.4367\n","Epoch 1041/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 9.4294\n","Epoch 1042/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 9.4221\n","Epoch 1043/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 9.4148\n","Epoch 1044/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 9.4076\n","Epoch 1045/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 9.4004\n","Epoch 1046/2000\n","1/1 [==============================] - 0s 999us/step - loss: 9.3933\n","Epoch 1047/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 9.3862\n","Epoch 1048/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 9.3792\n","Epoch 1049/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 9.3722\n","Epoch 1050/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 9.3652\n","Epoch 1051/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 9.3583\n","Epoch 1052/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 9.3515\n","Epoch 1053/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 9.3447\n","Epoch 1054/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 9.3379\n","Epoch 1055/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 9.3312\n","Epoch 1056/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 9.3245\n","Epoch 1057/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 9.3179\n","Epoch 1058/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 9.3113\n","Epoch 1059/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 9.3047\n","Epoch 1060/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 9.2982\n","Epoch 1061/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 9.2918\n","Epoch 1062/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 9.2854\n","Epoch 1063/2000\n","1/1 [==============================] - 0s 997us/step - loss: 9.2790\n","Epoch 1064/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 9.2726\n","Epoch 1065/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 9.2663\n","Epoch 1066/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 9.2601\n","Epoch 1067/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 9.2539\n","Epoch 1068/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 9.2477\n","Epoch 1069/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 9.2416\n","Epoch 1070/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 9.2355\n","Epoch 1071/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 9.2294\n","Epoch 1072/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 9.2234\n","Epoch 1073/2000\n","1/1 [==============================] - 0s 999us/step - loss: 9.2174\n","Epoch 1074/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 9.2115\n","Epoch 1075/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 9.2056\n","Epoch 1076/2000\n","1/1 [==============================] - 0s 999us/step - loss: 9.1997\n","Epoch 1077/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 9.1939\n","Epoch 1078/2000\n","1/1 [==============================] - 0s 998us/step - loss: 9.1881\n","Epoch 1079/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 9.1823\n","Epoch 1080/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 9.1766\n","Epoch 1081/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 9.1709\n","Epoch 1082/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 9.1653\n","Epoch 1083/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 9.1597\n","Epoch 1084/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 9.1541\n","Epoch 1085/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 9.1486\n","Epoch 1086/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 9.1431\n","Epoch 1087/2000\n"]},{"name":"stdout","output_type":"stream","text":["1/1 [==============================] - 0s 1ms/step - loss: 9.1377\n","Epoch 1088/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 9.1322\n","Epoch 1089/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 9.1268\n","Epoch 1090/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 9.1215\n","Epoch 1091/2000\n","1/1 [==============================] - 0s 999us/step - loss: 9.1162\n","Epoch 1092/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 9.1109\n","Epoch 1093/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 9.1056\n","Epoch 1094/2000\n","1/1 [==============================] - 0s 999us/step - loss: 9.1004\n","Epoch 1095/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 9.0952\n","Epoch 1096/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 9.0901\n","Epoch 1097/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 9.0850\n","Epoch 1098/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 9.0799\n","Epoch 1099/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 9.0749\n","Epoch 1100/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 9.0698\n","Epoch 1101/2000\n","1/1 [==============================] - 0s 999us/step - loss: 9.0649\n","Epoch 1102/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 9.0599\n","Epoch 1103/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 9.0550\n","Epoch 1104/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 9.0501\n","Epoch 1105/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 9.0452\n","Epoch 1106/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 9.0404\n","Epoch 1107/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 9.0356\n","Epoch 1108/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 9.0308\n","Epoch 1109/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 9.0261\n","Epoch 1110/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 9.0214\n","Epoch 1111/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 9.0167\n","Epoch 1112/2000\n","1/1 [==============================] - 0s 999us/step - loss: 9.0121\n","Epoch 1113/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 9.0075\n","Epoch 1114/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 9.0029\n","Epoch 1115/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 8.9984\n","Epoch 1116/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.9938\n","Epoch 1117/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 8.9893\n","Epoch 1118/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 8.9849\n","Epoch 1119/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.9804\n","Epoch 1120/2000\n","1/1 [==============================] - 0s 997us/step - loss: 8.9760\n","Epoch 1121/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.9717\n","Epoch 1122/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.9673\n","Epoch 1123/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.9630\n","Epoch 1124/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 8.9587\n","Epoch 1125/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 8.9544\n","Epoch 1126/2000\n","1/1 [==============================] - 0s 998us/step - loss: 8.9502\n","Epoch 1127/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 8.9460\n","Epoch 1128/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 8.9418\n","Epoch 1129/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.9377\n","Epoch 1130/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.9335\n","Epoch 1131/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.9294\n","Epoch 1132/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 8.9253\n","Epoch 1133/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 8.9213\n","Epoch 1134/2000\n","1/1 [==============================] - 0s 999us/step - loss: 8.9173\n","Epoch 1135/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 8.9133\n","Epoch 1136/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.9093\n","Epoch 1137/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.9053\n","Epoch 1138/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 8.9014\n","Epoch 1139/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 8.8976\n","Epoch 1140/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.8937\n","Epoch 1141/2000\n","1/1 [==============================] - 0s 999us/step - loss: 8.8898\n","Epoch 1142/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.8860\n","Epoch 1143/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 8.8822\n","Epoch 1144/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.8785\n","Epoch 1145/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.8747\n","Epoch 1146/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 8.8710\n","Epoch 1147/2000\n","1/1 [==============================] - 0s 999us/step - loss: 8.8673\n","Epoch 1148/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 8.8636\n","Epoch 1149/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.8600\n","Epoch 1150/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.8563\n","Epoch 1151/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.8527\n","Epoch 1152/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 8.8491\n","Epoch 1153/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 8.8456\n","Epoch 1154/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 8.8421\n","Epoch 1155/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.8385\n","Epoch 1156/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.8351\n","Epoch 1157/2000\n","1/1 [==============================] - 0s 999us/step - loss: 8.8316\n","Epoch 1158/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 8.8282\n","Epoch 1159/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 8.8247\n","Epoch 1160/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 8.8213\n","Epoch 1161/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.8180\n","Epoch 1162/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 8.8146\n","Epoch 1163/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 8.8113\n","Epoch 1164/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.8080\n","Epoch 1165/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 8.8047\n","Epoch 1166/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 8.8014\n","Epoch 1167/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.7982\n","Epoch 1168/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.7949\n","Epoch 1169/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.7917\n","Epoch 1170/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.7885\n","Epoch 1171/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 8.7854\n","Epoch 1172/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 8.7822\n","Epoch 1173/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.7791\n","Epoch 1174/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.7760\n","Epoch 1175/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.7729\n","Epoch 1176/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 8.7699\n","Epoch 1177/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.7668\n","Epoch 1178/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 8.7638\n","Epoch 1179/2000\n","1/1 [==============================] - 0s 999us/step - loss: 8.7608\n","Epoch 1180/2000\n","1/1 [==============================] - 0s 989us/step - loss: 8.7578\n","Epoch 1181/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.7549\n","Epoch 1182/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.7519\n","Epoch 1183/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.7490\n","Epoch 1184/2000\n","1/1 [==============================] - 0s 998us/step - loss: 8.7461\n","Epoch 1185/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 8.7432\n","Epoch 1186/2000\n","1/1 [==============================] - 0s 998us/step - loss: 8.7403\n","Epoch 1187/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 8.7375\n","Epoch 1188/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.7346\n","Epoch 1189/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.7318\n","Epoch 1190/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.7290\n","Epoch 1191/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.7262\n","Epoch 1192/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 8.7235\n","Epoch 1193/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 8.7207\n","Epoch 1194/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.7180\n","Epoch 1195/2000\n","1/1 [==============================] - 0s 999us/step - loss: 8.7153\n","Epoch 1196/2000\n","1/1 [==============================] - 0s 999us/step - loss: 8.7126\n","Epoch 1197/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.7100\n","Epoch 1198/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 8.7073\n","Epoch 1199/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 8.7047\n","Epoch 1200/2000\n","1/1 [==============================] - 0s 999us/step - loss: 8.7020\n","Epoch 1201/2000\n","1/1 [==============================] - 0s 999us/step - loss: 8.6994\n","Epoch 1202/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.6968\n","Epoch 1203/2000\n","1/1 [==============================] - 0s 999us/step - loss: 8.6943\n","Epoch 1204/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 8.6917\n","Epoch 1205/2000\n","1/1 [==============================] - 0s 999us/step - loss: 8.6892\n","Epoch 1206/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.6867\n","Epoch 1207/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.6842\n","Epoch 1208/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.6817\n","Epoch 1209/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.6792\n","Epoch 1210/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.6767\n","Epoch 1211/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 8.6743\n","Epoch 1212/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.6719\n","Epoch 1213/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 8.6695\n","Epoch 1214/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 8.6671\n","Epoch 1215/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 8.6647\n","Epoch 1216/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.6624\n","Epoch 1217/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 8.6600\n","Epoch 1218/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.6577\n","Epoch 1219/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.6553\n","Epoch 1220/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 8.6530\n","Epoch 1221/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 8.6508\n","Epoch 1222/2000\n","1/1 [==============================] - 0s 999us/step - loss: 8.6485\n","Epoch 1223/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.6462\n","Epoch 1224/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.6440\n","Epoch 1225/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.6418\n","Epoch 1226/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.6396\n","Epoch 1227/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 8.6373\n","Epoch 1228/2000\n","1/1 [==============================] - 0s 999us/step - loss: 8.6352\n","Epoch 1229/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.6330\n","Epoch 1230/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 8.6308\n","Epoch 1231/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 8.6287\n","Epoch 1232/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.6266\n","Epoch 1233/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.6244\n","Epoch 1234/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 8.6224\n","Epoch 1235/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.6203\n","Epoch 1236/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 8.6182\n","Epoch 1237/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.6161\n","Epoch 1238/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.6141\n","Epoch 1239/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.6120\n","Epoch 1240/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 8.6100\n","Epoch 1241/2000\n","1/1 [==============================] - 0s 998us/step - loss: 8.6080\n","Epoch 1242/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 8.6060\n","Epoch 1243/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.6040\n","Epoch 1244/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.6021\n","Epoch 1245/2000\n","1/1 [==============================] - 0s 999us/step - loss: 8.6001\n","Epoch 1246/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 8.5982\n","Epoch 1247/2000\n","1/1 [==============================] - 0s 999us/step - loss: 8.5962\n","Epoch 1248/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.5943\n","Epoch 1249/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.5924\n","Epoch 1250/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 8.5905\n","Epoch 1251/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 8.5886\n","Epoch 1252/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.5868\n","Epoch 1253/2000\n","1/1 [==============================] - 0s 999us/step - loss: 8.5849\n","Epoch 1254/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.5831\n","Epoch 1255/2000\n","1/1 [==============================] - 0s 999us/step - loss: 8.5812\n","Epoch 1256/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 8.5794\n","Epoch 1257/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.5776\n","Epoch 1258/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.5758\n","Epoch 1259/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.5740\n","Epoch 1260/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.5723\n","Epoch 1261/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 8.5705\n","Epoch 1262/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.5687\n","Epoch 1263/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.5670\n","Epoch 1264/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 8.5653\n","Epoch 1265/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.5636\n","Epoch 1266/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 8.5619\n","Epoch 1267/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 8.5602\n","Epoch 1268/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.5585\n","Epoch 1269/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 8.5568\n","Epoch 1270/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 8.5551\n","Epoch 1271/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 8.5535\n","Epoch 1272/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.5518\n","Epoch 1273/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.5502\n","Epoch 1274/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 8.5486\n","Epoch 1275/2000\n","1/1 [==============================] - 0s 999us/step - loss: 8.5470\n","Epoch 1276/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.5454\n","Epoch 1277/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.5438\n","Epoch 1278/2000\n","1/1 [==============================] - 0s 998us/step - loss: 8.5422\n","Epoch 1279/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 8.5406\n","Epoch 1280/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.5391\n","Epoch 1281/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.5375\n","Epoch 1282/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.5360\n","Epoch 1283/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 8.5345\n","Epoch 1284/2000\n","1/1 [==============================] - 0s 999us/step - loss: 8.5330\n","Epoch 1285/2000\n"]},{"name":"stdout","output_type":"stream","text":["1/1 [==============================] - 0s 1000us/step - loss: 8.5314\n","Epoch 1286/2000\n","1/1 [==============================] - 0s 999us/step - loss: 8.5299\n","Epoch 1287/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 8.5285\n","Epoch 1288/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.5270\n","Epoch 1289/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 8.5255\n","Epoch 1290/2000\n","1/1 [==============================] - 0s 995us/step - loss: 8.5240\n","Epoch 1291/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 8.5226\n","Epoch 1292/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 8.5212\n","Epoch 1293/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 8.5197\n","Epoch 1294/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 8.5183\n","Epoch 1295/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.5169\n","Epoch 1296/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.5155\n","Epoch 1297/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 8.5141\n","Epoch 1298/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 8.5127\n","Epoch 1299/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 8.5113\n","Epoch 1300/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 8.5099\n","Epoch 1301/2000\n","1/1 [==============================] - 0s 999us/step - loss: 8.5086\n","Epoch 1302/2000\n","1/1 [==============================] - 0s 998us/step - loss: 8.5072\n","Epoch 1303/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 8.5059\n","Epoch 1304/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.5046\n","Epoch 1305/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 8.5032\n","Epoch 1306/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 8.5019\n","Epoch 1307/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 8.5006\n","Epoch 1308/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 8.4993\n","Epoch 1309/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 8.4980\n","Epoch 1310/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.4968\n","Epoch 1311/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.4955\n","Epoch 1312/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.4942\n","Epoch 1313/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.4929\n","Epoch 1314/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.4917\n","Epoch 1315/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.4905\n","Epoch 1316/2000\n","1/1 [==============================] - 0s 998us/step - loss: 8.4892\n","Epoch 1317/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.4880\n","Epoch 1318/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 8.4868\n","Epoch 1319/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.4856\n","Epoch 1320/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.4844\n","Epoch 1321/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.4832\n","Epoch 1322/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.4820\n","Epoch 1323/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 8.4808\n","Epoch 1324/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 8.4797\n","Epoch 1325/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.4785\n","Epoch 1326/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.4773\n","Epoch 1327/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.4762\n","Epoch 1328/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.4750\n","Epoch 1329/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.4739\n","Epoch 1330/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 8.4728\n","Epoch 1331/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 8.4717\n","Epoch 1332/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.4706\n","Epoch 1333/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.4694\n","Epoch 1334/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.4684\n","Epoch 1335/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 8.4673\n","Epoch 1336/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.4662\n","Epoch 1337/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 8.4651\n","Epoch 1338/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 8.4640\n","Epoch 1339/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 8.4630\n","Epoch 1340/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.4619\n","Epoch 1341/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.4609\n","Epoch 1342/2000\n","1/1 [==============================] - 0s 999us/step - loss: 8.4598\n","Epoch 1343/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.4588\n","Epoch 1344/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 8.4578\n","Epoch 1345/2000\n","1/1 [==============================] - 0s 999us/step - loss: 8.4567\n","Epoch 1346/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 8.4557\n","Epoch 1347/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.4547\n","Epoch 1348/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.4537\n","Epoch 1349/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.4527\n","Epoch 1350/2000\n","1/1 [==============================] - 0s 998us/step - loss: 8.4517\n","Epoch 1351/2000\n","1/1 [==============================] - 0s 999us/step - loss: 8.4507\n","Epoch 1352/2000\n","1/1 [==============================] - 0s 999us/step - loss: 8.4498\n","Epoch 1353/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.4488\n","Epoch 1354/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.4478\n","Epoch 1355/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.4469\n","Epoch 1356/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 8.4459\n","Epoch 1357/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 8.4450\n","Epoch 1358/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 8.4440\n","Epoch 1359/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 8.4431\n","Epoch 1360/2000\n","1/1 [==============================] - 0s 999us/step - loss: 8.4422\n","Epoch 1361/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.4413\n","Epoch 1362/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.4403\n","Epoch 1363/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.4395\n","Epoch 1364/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 8.4385\n","Epoch 1365/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 8.4376\n","Epoch 1366/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.4368\n","Epoch 1367/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.4359\n","Epoch 1368/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 8.4350\n","Epoch 1369/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 8.4341\n","Epoch 1370/2000\n","1/1 [==============================] - 0s 999us/step - loss: 8.4333\n","Epoch 1371/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 8.4324\n","Epoch 1372/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.4315\n","Epoch 1373/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 8.4307\n","Epoch 1374/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.4298\n","Epoch 1375/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.4290\n","Epoch 1376/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 8.4282\n","Epoch 1377/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 8.4273\n","Epoch 1378/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 8.4265\n","Epoch 1379/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 8.4257\n","Epoch 1380/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.4249\n","Epoch 1381/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 8.4240\n","Epoch 1382/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.4232\n","Epoch 1383/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.4225\n","Epoch 1384/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.4217\n","Epoch 1385/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 8.4209\n","Epoch 1386/2000\n","1/1 [==============================] - 0s 999us/step - loss: 8.4201\n","Epoch 1387/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 8.4193\n","Epoch 1388/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 8.4185\n","Epoch 1389/2000\n","1/1 [==============================] - 0s 997us/step - loss: 8.4178\n","Epoch 1390/2000\n","1/1 [==============================] - 0s 998us/step - loss: 8.4170\n","Epoch 1391/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.4162\n","Epoch 1392/2000\n","1/1 [==============================] - 0s 998us/step - loss: 8.4155\n","Epoch 1393/2000\n","1/1 [==============================] - 0s 999us/step - loss: 8.4148\n","Epoch 1394/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 8.4140\n","Epoch 1395/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.4133\n","Epoch 1396/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 8.4125\n","Epoch 1397/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.4118\n","Epoch 1398/2000\n","1/1 [==============================] - 0s 997us/step - loss: 8.4111\n","Epoch 1399/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 8.4104\n","Epoch 1400/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.4097\n","Epoch 1401/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.4089\n","Epoch 1402/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.4082\n","Epoch 1403/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.4075\n","Epoch 1404/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.4068\n","Epoch 1405/2000\n","1/1 [==============================] - 0s 999us/step - loss: 8.4061\n","Epoch 1406/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 8.4055\n","Epoch 1407/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.4048\n","Epoch 1408/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.4041\n","Epoch 1409/2000\n","1/1 [==============================] - 0s 999us/step - loss: 8.4034\n","Epoch 1410/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.4028\n","Epoch 1411/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.4021\n","Epoch 1412/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 8.4014\n","Epoch 1413/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 8.4008\n","Epoch 1414/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 8.4001\n","Epoch 1415/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.3995\n","Epoch 1416/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.3988\n","Epoch 1417/2000\n","1/1 [==============================] - 0s 999us/step - loss: 8.3982\n","Epoch 1418/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.3975\n","Epoch 1419/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.3969\n","Epoch 1420/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 8.3963\n","Epoch 1421/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 8.3957\n","Epoch 1422/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.3951\n","Epoch 1423/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.3944\n","Epoch 1424/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 8.3938\n","Epoch 1425/2000\n","1/1 [==============================] - 0s 999us/step - loss: 8.3932\n","Epoch 1426/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.3926\n","Epoch 1427/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.3920\n","Epoch 1428/2000\n","1/1 [==============================] - 0s 999us/step - loss: 8.3914\n","Epoch 1429/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.3908\n","Epoch 1430/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.3902\n","Epoch 1431/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 8.3896\n","Epoch 1432/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.3891\n","Epoch 1433/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 8.3885\n","Epoch 1434/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 8.3879\n","Epoch 1435/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.3874\n","Epoch 1436/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.3868\n","Epoch 1437/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 8.3862\n","Epoch 1438/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.3857\n","Epoch 1439/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.3851\n","Epoch 1440/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.3846\n","Epoch 1441/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.3840\n","Epoch 1442/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.3835\n","Epoch 1443/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.3829\n","Epoch 1444/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.3824\n","Epoch 1445/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.3818\n","Epoch 1446/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 8.3813\n","Epoch 1447/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 8.3808\n","Epoch 1448/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 8.3803\n","Epoch 1449/2000\n","1/1 [==============================] - 0s 999us/step - loss: 8.3797\n","Epoch 1450/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.3792\n","Epoch 1451/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.3787\n","Epoch 1452/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.3782\n","Epoch 1453/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.3777\n","Epoch 1454/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 8.3772\n","Epoch 1455/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.3767\n","Epoch 1456/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 8.3762\n","Epoch 1457/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.3757\n","Epoch 1458/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.3752\n","Epoch 1459/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.3747\n","Epoch 1460/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 8.3743\n","Epoch 1461/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 8.3738\n","Epoch 1462/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 8.3733\n","Epoch 1463/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 8.3728\n","Epoch 1464/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 8.3723\n","Epoch 1465/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.3719\n","Epoch 1466/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.3714\n","Epoch 1467/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 8.3709\n","Epoch 1468/2000\n","1/1 [==============================] - 0s 997us/step - loss: 8.3705\n","Epoch 1469/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.3700\n","Epoch 1470/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.3696\n","Epoch 1471/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.3691\n","Epoch 1472/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 8.3687\n","Epoch 1473/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.3682\n","Epoch 1474/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 8.3678\n","Epoch 1475/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 8.3674\n","Epoch 1476/2000\n","1/1 [==============================] - 0s 999us/step - loss: 8.3669\n","Epoch 1477/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 8.3665\n","Epoch 1478/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.3661\n","Epoch 1479/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 8.3656\n","Epoch 1480/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 8.3652\n","Epoch 1481/2000\n","1/1 [==============================] - 0s 997us/step - loss: 8.3648\n","Epoch 1482/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 8.3644\n","Epoch 1483/2000\n"]},{"name":"stdout","output_type":"stream","text":["1/1 [==============================] - 0s 1ms/step - loss: 8.3639\n","Epoch 1484/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.3635\n","Epoch 1485/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 8.3631\n","Epoch 1486/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 8.3627\n","Epoch 1487/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 8.3623\n","Epoch 1488/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.3619\n","Epoch 1489/2000\n","1/1 [==============================] - 0s 999us/step - loss: 8.3615\n","Epoch 1490/2000\n","1/1 [==============================] - 0s 999us/step - loss: 8.3611\n","Epoch 1491/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.3607\n","Epoch 1492/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.3603\n","Epoch 1493/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 8.3599\n","Epoch 1494/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 8.3595\n","Epoch 1495/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 8.3592\n","Epoch 1496/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.3588\n","Epoch 1497/2000\n","1/1 [==============================] - 0s 7ms/step - loss: 8.3584\n","Epoch 1498/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 8.3580\n","Epoch 1499/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 8.3576\n","Epoch 1500/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 8.3573\n","Epoch 1501/2000\n","1/1 [==============================] - 0s 998us/step - loss: 8.3569\n","Epoch 1502/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.3565\n","Epoch 1503/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 8.3561\n","Epoch 1504/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 8.3558\n","Epoch 1505/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 8.3554\n","Epoch 1506/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.3551\n","Epoch 1507/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 8.3547\n","Epoch 1508/2000\n","1/1 [==============================] - 0s 999us/step - loss: 8.3544\n","Epoch 1509/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 8.3540\n","Epoch 1510/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 8.3537\n","Epoch 1511/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 8.3533\n","Epoch 1512/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.3530\n","Epoch 1513/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.3526\n","Epoch 1514/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 8.3523\n","Epoch 1515/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 8.3519\n","Epoch 1516/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.3516\n","Epoch 1517/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 8.3513\n","Epoch 1518/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 8.3509\n","Epoch 1519/2000\n","1/1 [==============================] - 0s 999us/step - loss: 8.3506\n","Epoch 1520/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.3503\n","Epoch 1521/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.3499\n","Epoch 1522/2000\n","1/1 [==============================] - 0s 999us/step - loss: 8.3496\n","Epoch 1523/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.3493\n","Epoch 1524/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 8.3490\n","Epoch 1525/2000\n","1/1 [==============================] - 0s 990us/step - loss: 8.3487\n","Epoch 1526/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.3484\n","Epoch 1527/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.3480\n","Epoch 1528/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.3477\n","Epoch 1529/2000\n","1/1 [==============================] - 0s 998us/step - loss: 8.3474\n","Epoch 1530/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.3471\n","Epoch 1531/2000\n","1/1 [==============================] - 0s 999us/step - loss: 8.3468\n","Epoch 1532/2000\n","1/1 [==============================] - 0s 999us/step - loss: 8.3465\n","Epoch 1533/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.3462\n","Epoch 1534/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.3459\n","Epoch 1535/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.3456\n","Epoch 1536/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.3453\n","Epoch 1537/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 8.3450\n","Epoch 1538/2000\n","1/1 [==============================] - 0s 999us/step - loss: 8.3447\n","Epoch 1539/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 8.3444\n","Epoch 1540/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 8.3442\n","Epoch 1541/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.3439\n","Epoch 1542/2000\n","1/1 [==============================] - 0s 999us/step - loss: 8.3436\n","Epoch 1543/2000\n","1/1 [==============================] - 0s 999us/step - loss: 8.3433\n","Epoch 1544/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 8.3430\n","Epoch 1545/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.3427\n","Epoch 1546/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 8.3425\n","Epoch 1547/2000\n","1/1 [==============================] - 0s 999us/step - loss: 8.3422\n","Epoch 1548/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.3419\n","Epoch 1549/2000\n","1/1 [==============================] - 0s 999us/step - loss: 8.3416\n","Epoch 1550/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.3414\n","Epoch 1551/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.3411\n","Epoch 1552/2000\n","1/1 [==============================] - 0s 999us/step - loss: 8.3408\n","Epoch 1553/2000\n","1/1 [==============================] - 0s 998us/step - loss: 8.3406\n","Epoch 1554/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.3403\n","Epoch 1555/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.3400\n","Epoch 1556/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.3398\n","Epoch 1557/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 8.3395\n","Epoch 1558/2000\n","1/1 [==============================] - 0s 998us/step - loss: 8.3393\n","Epoch 1559/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 8.3390\n","Epoch 1560/2000\n","1/1 [==============================] - 0s 999us/step - loss: 8.3388\n","Epoch 1561/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.3385\n","Epoch 1562/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 8.3383\n","Epoch 1563/2000\n","1/1 [==============================] - 0s 999us/step - loss: 8.3380\n","Epoch 1564/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 8.3378\n","Epoch 1565/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 8.3375\n","Epoch 1566/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.3373\n","Epoch 1567/2000\n","1/1 [==============================] - 0s 999us/step - loss: 8.3371\n","Epoch 1568/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.3368\n","Epoch 1569/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.3366\n","Epoch 1570/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.3363\n","Epoch 1571/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 8.3361\n","Epoch 1572/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 8.3359\n","Epoch 1573/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 8.3356\n","Epoch 1574/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 8.3354\n","Epoch 1575/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 8.3352\n","Epoch 1576/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.3349\n","Epoch 1577/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.3347\n","Epoch 1578/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.3345\n","Epoch 1579/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.3343\n","Epoch 1580/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.3341\n","Epoch 1581/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 8.3338\n","Epoch 1582/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 8.3336\n","Epoch 1583/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.3334\n","Epoch 1584/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 8.3332\n","Epoch 1585/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.3330\n","Epoch 1586/2000\n","1/1 [==============================] - 0s 996us/step - loss: 8.3327\n","Epoch 1587/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 8.3325\n","Epoch 1588/2000\n","1/1 [==============================] - 0s 998us/step - loss: 8.3323\n","Epoch 1589/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.3321\n","Epoch 1590/2000\n","1/1 [==============================] - 0s 999us/step - loss: 8.3319\n","Epoch 1591/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 8.3317\n","Epoch 1592/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.3315\n","Epoch 1593/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 8.3313\n","Epoch 1594/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 8.3311\n","Epoch 1595/2000\n","1/1 [==============================] - 0s 998us/step - loss: 8.3309\n","Epoch 1596/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.3307\n","Epoch 1597/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.3305\n","Epoch 1598/2000\n","1/1 [==============================] - 0s 999us/step - loss: 8.3303\n","Epoch 1599/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.3301\n","Epoch 1600/2000\n","1/1 [==============================] - 0s 999us/step - loss: 8.3299\n","Epoch 1601/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 8.3297\n","Epoch 1602/2000\n","1/1 [==============================] - 0s 999us/step - loss: 8.3295\n","Epoch 1603/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.3293\n","Epoch 1604/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.3291\n","Epoch 1605/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.3289\n","Epoch 1606/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.3288\n","Epoch 1607/2000\n","1/1 [==============================] - 0s 997us/step - loss: 8.3286\n","Epoch 1608/2000\n","1/1 [==============================] - 0s 999us/step - loss: 8.3284\n","Epoch 1609/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.3282\n","Epoch 1610/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.3280\n","Epoch 1611/2000\n","1/1 [==============================] - 0s 999us/step - loss: 8.3278\n","Epoch 1612/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 8.3277\n","Epoch 1613/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.3275\n","Epoch 1614/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 8.3273\n","Epoch 1615/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.3271\n","Epoch 1616/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 8.3270\n","Epoch 1617/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.3268\n","Epoch 1618/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.3266\n","Epoch 1619/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.3264\n","Epoch 1620/2000\n","1/1 [==============================] - 0s 999us/step - loss: 8.3263\n","Epoch 1621/2000\n","1/1 [==============================] - 0s 988us/step - loss: 8.3261\n","Epoch 1622/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 8.3259\n","Epoch 1623/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.3258\n","Epoch 1624/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 8.3256\n","Epoch 1625/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.3254\n","Epoch 1626/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.3252\n","Epoch 1627/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.3251\n","Epoch 1628/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 8.3249\n","Epoch 1629/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 8.3248\n","Epoch 1630/2000\n","1/1 [==============================] - 0s 999us/step - loss: 8.3246\n","Epoch 1631/2000\n","1/1 [==============================] - 0s 999us/step - loss: 8.3245\n","Epoch 1632/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.3243\n","Epoch 1633/2000\n","1/1 [==============================] - 0s 999us/step - loss: 8.3241\n","Epoch 1634/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 8.3240\n","Epoch 1635/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 8.3238\n","Epoch 1636/2000\n","1/1 [==============================] - 0s 998us/step - loss: 8.3237\n","Epoch 1637/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 8.3235\n","Epoch 1638/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.3234\n","Epoch 1639/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.3232\n","Epoch 1640/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.3231\n","Epoch 1641/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 8.3229\n","Epoch 1642/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.3228\n","Epoch 1643/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 8.3226\n","Epoch 1644/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 8.3225\n","Epoch 1645/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.3223\n","Epoch 1646/2000\n","1/1 [==============================] - 0s 998us/step - loss: 8.3222\n","Epoch 1647/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.3220\n","Epoch 1648/2000\n","1/1 [==============================] - 0s 3ms/step - loss: 8.3219\n","Epoch 1649/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.3218\n","Epoch 1650/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 8.3216\n","Epoch 1651/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 8.3215\n","Epoch 1652/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 8.3213\n","Epoch 1653/2000\n","1/1 [==============================] - 0s 999us/step - loss: 8.3212\n","Epoch 1654/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.3211\n","Epoch 1655/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.3209\n","Epoch 1656/2000\n","1/1 [==============================] - 0s 991us/step - loss: 8.3208\n","Epoch 1657/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 8.3206\n","Epoch 1658/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 8.3205\n","Epoch 1659/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.3204\n","Epoch 1660/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 8.3202\n","Epoch 1661/2000\n","1/1 [==============================] - 0s 998us/step - loss: 8.3201\n","Epoch 1662/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.3200\n","Epoch 1663/2000\n","1/1 [==============================] - 0s 999us/step - loss: 8.3199\n","Epoch 1664/2000\n","1/1 [==============================] - 0s 999us/step - loss: 8.3197\n","Epoch 1665/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.3196\n","Epoch 1666/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.3195\n","Epoch 1667/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 8.3193\n","Epoch 1668/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 8.3192\n","Epoch 1669/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 8.3191\n","Epoch 1670/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 8.3190\n","Epoch 1671/2000\n","1/1 [==============================] - 0s 999us/step - loss: 8.3189\n","Epoch 1672/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.3187\n","Epoch 1673/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.3186\n","Epoch 1674/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 8.3185\n","Epoch 1675/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.3184\n","Epoch 1676/2000\n","1/1 [==============================] - 0s 993us/step - loss: 8.3182\n","Epoch 1677/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.3181\n","Epoch 1678/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 8.3180\n","Epoch 1679/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 8.3179\n","Epoch 1680/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.3178\n","Epoch 1681/2000\n"]},{"name":"stdout","output_type":"stream","text":["1/1 [==============================] - 0s 1000us/step - loss: 8.3177\n","Epoch 1682/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 8.3175\n","Epoch 1683/2000\n","1/1 [==============================] - 0s 999us/step - loss: 8.3174\n","Epoch 1684/2000\n","1/1 [==============================] - 0s 999us/step - loss: 8.3173\n","Epoch 1685/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.3172\n","Epoch 1686/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.3171\n","Epoch 1687/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.3170\n","Epoch 1688/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 8.3169\n","Epoch 1689/2000\n","1/1 [==============================] - 0s 999us/step - loss: 8.3168\n","Epoch 1690/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 8.3167\n","Epoch 1691/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.3166\n","Epoch 1692/2000\n","1/1 [==============================] - 0s 998us/step - loss: 8.3165\n","Epoch 1693/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 8.3163\n","Epoch 1694/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 8.3162\n","Epoch 1695/2000\n","1/1 [==============================] - 0s 995us/step - loss: 8.3161\n","Epoch 1696/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 8.3160\n","Epoch 1697/2000\n","1/1 [==============================] - 0s 998us/step - loss: 8.3159\n","Epoch 1698/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 8.3158\n","Epoch 1699/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 8.3157\n","Epoch 1700/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 8.3156\n","Epoch 1701/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.3155\n","Epoch 1702/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 8.3154\n","Epoch 1703/2000\n","1/1 [==============================] - 0s 998us/step - loss: 8.3153\n","Epoch 1704/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.3152\n","Epoch 1705/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 8.3151\n","Epoch 1706/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 8.3150\n","Epoch 1707/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.3149\n","Epoch 1708/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.3148\n","Epoch 1709/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 8.3147\n","Epoch 1710/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 8.3146\n","Epoch 1711/2000\n","1/1 [==============================] - 0s 998us/step - loss: 8.3145\n","Epoch 1712/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.3144\n","Epoch 1713/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.3144\n","Epoch 1714/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 8.3143\n","Epoch 1715/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.3142\n","Epoch 1716/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.3141\n","Epoch 1717/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 8.3140\n","Epoch 1718/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 8.3139\n","Epoch 1719/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 8.3138\n","Epoch 1720/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.3137\n","Epoch 1721/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.3136\n","Epoch 1722/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 8.3135\n","Epoch 1723/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 8.3135\n","Epoch 1724/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 8.3134\n","Epoch 1725/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 8.3133\n","Epoch 1726/2000\n","1/1 [==============================] - 0s 999us/step - loss: 8.3132\n","Epoch 1727/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 8.3131\n","Epoch 1728/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.3130\n","Epoch 1729/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 8.3129\n","Epoch 1730/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.3128\n","Epoch 1731/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 8.3128\n","Epoch 1732/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 8.3127\n","Epoch 1733/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.3126\n","Epoch 1734/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.3125\n","Epoch 1735/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.3124\n","Epoch 1736/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.3123\n","Epoch 1737/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.3123\n","Epoch 1738/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.3122\n","Epoch 1739/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.3121\n","Epoch 1740/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.3120\n","Epoch 1741/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 8.3120\n","Epoch 1742/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 8.3119\n","Epoch 1743/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.3118\n","Epoch 1744/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.3117\n","Epoch 1745/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 8.3116\n","Epoch 1746/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.3116\n","Epoch 1747/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.3115\n","Epoch 1748/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.3114\n","Epoch 1749/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 8.3114\n","Epoch 1750/2000\n","1/1 [==============================] - 0s 998us/step - loss: 8.3113\n","Epoch 1751/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.3112\n","Epoch 1752/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 8.3111\n","Epoch 1753/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.3111\n","Epoch 1754/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.3110\n","Epoch 1755/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.3109\n","Epoch 1756/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 8.3109\n","Epoch 1757/2000\n","1/1 [==============================] - 0s 998us/step - loss: 8.3108\n","Epoch 1758/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 8.3107\n","Epoch 1759/2000\n","1/1 [==============================] - 0s 998us/step - loss: 8.3106\n","Epoch 1760/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 8.3106\n","Epoch 1761/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 8.3105\n","Epoch 1762/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.3104\n","Epoch 1763/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.3104\n","Epoch 1764/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.3103\n","Epoch 1765/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 8.3102\n","Epoch 1766/2000\n","1/1 [==============================] - 0s 997us/step - loss: 8.3102\n","Epoch 1767/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 8.3101\n","Epoch 1768/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.3100\n","Epoch 1769/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.3100\n","Epoch 1770/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 8.3099\n","Epoch 1771/2000\n","1/1 [==============================] - 0s 998us/step - loss: 8.3099\n","Epoch 1772/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.3098\n","Epoch 1773/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 8.3097\n","Epoch 1774/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 8.3097\n","Epoch 1775/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.3096\n","Epoch 1776/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.3095\n","Epoch 1777/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 8.3095\n","Epoch 1778/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.3094\n","Epoch 1779/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 8.3093\n","Epoch 1780/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 8.3093\n","Epoch 1781/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.3092\n","Epoch 1782/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.3092\n","Epoch 1783/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.3091\n","Epoch 1784/2000\n","1/1 [==============================] - 0s 999us/step - loss: 8.3090\n","Epoch 1785/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 8.3090\n","Epoch 1786/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 8.3089\n","Epoch 1787/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.3089\n","Epoch 1788/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.3088\n","Epoch 1789/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.3088\n","Epoch 1790/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.3087\n","Epoch 1791/2000\n","1/1 [==============================] - 0s 994us/step - loss: 8.3086\n","Epoch 1792/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.3086\n","Epoch 1793/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.3085\n","Epoch 1794/2000\n","1/1 [==============================] - 0s 999us/step - loss: 8.3085\n","Epoch 1795/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.3084\n","Epoch 1796/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.3084\n","Epoch 1797/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 8.3083\n","Epoch 1798/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 8.3083\n","Epoch 1799/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.3082\n","Epoch 1800/2000\n","1/1 [==============================] - 0s 4ms/step - loss: 8.3082\n","Epoch 1801/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.3081\n","Epoch 1802/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.3080\n","Epoch 1803/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 8.3080\n","Epoch 1804/2000\n","1/1 [==============================] - 0s 999us/step - loss: 8.3080\n","Epoch 1805/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 8.3079\n","Epoch 1806/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.3079\n","Epoch 1807/2000\n","1/1 [==============================] - 0s 999us/step - loss: 8.3078\n","Epoch 1808/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.3077\n","Epoch 1809/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 8.3077\n","Epoch 1810/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 8.3077\n","Epoch 1811/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 8.3076\n","Epoch 1812/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.3075\n","Epoch 1813/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 8.3075\n","Epoch 1814/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 8.3074\n","Epoch 1815/2000\n","1/1 [==============================] - 0s 999us/step - loss: 8.3074\n","Epoch 1816/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 8.3074\n","Epoch 1817/2000\n","1/1 [==============================] - 0s 999us/step - loss: 8.3073\n","Epoch 1818/2000\n","1/1 [==============================] - 0s 999us/step - loss: 8.3072\n","Epoch 1819/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.3072\n","Epoch 1820/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 8.3072\n","Epoch 1821/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 8.3071\n","Epoch 1822/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 8.3071\n","Epoch 1823/2000\n","1/1 [==============================] - 0s 3ms/step - loss: 8.3070\n","Epoch 1824/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 8.3070\n","Epoch 1825/2000\n","1/1 [==============================] - 0s 982us/step - loss: 8.3069\n","Epoch 1826/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.3069\n","Epoch 1827/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.3069\n","Epoch 1828/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.3068\n","Epoch 1829/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.3068\n","Epoch 1830/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.3067\n","Epoch 1831/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 8.3067\n","Epoch 1832/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 8.3066\n","Epoch 1833/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.3066\n","Epoch 1834/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.3065\n","Epoch 1835/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.3065\n","Epoch 1836/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 8.3065\n","Epoch 1837/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 8.3064\n","Epoch 1838/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 8.3064\n","Epoch 1839/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 8.3063\n","Epoch 1840/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.3063\n","Epoch 1841/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.3063\n","Epoch 1842/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.3062\n","Epoch 1843/2000\n","1/1 [==============================] - 0s 998us/step - loss: 8.3062\n","Epoch 1844/2000\n","1/1 [==============================] - 0s 3ms/step - loss: 8.3061\n","Epoch 1845/2000\n","1/1 [==============================] - 0s 999us/step - loss: 8.3061\n","Epoch 1846/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.3061\n","Epoch 1847/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 8.3060\n","Epoch 1848/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.3060\n","Epoch 1849/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 8.3059\n","Epoch 1850/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.3059\n","Epoch 1851/2000\n","1/1 [==============================] - 0s 994us/step - loss: 8.3059\n","Epoch 1852/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.3058\n","Epoch 1853/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.3058\n","Epoch 1854/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 8.3058\n","Epoch 1855/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.3057\n","Epoch 1856/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.3057\n","Epoch 1857/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.3056\n","Epoch 1858/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 8.3056\n","Epoch 1859/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 8.3056\n","Epoch 1860/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 8.3055\n","Epoch 1861/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.3055\n","Epoch 1862/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 8.3055\n","Epoch 1863/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.3054\n","Epoch 1864/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.3054\n","Epoch 1865/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 8.3053\n","Epoch 1866/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.3053\n","Epoch 1867/2000\n","1/1 [==============================] - 0s 998us/step - loss: 8.3053\n","Epoch 1868/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.3053\n","Epoch 1869/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.3052\n","Epoch 1870/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 8.3052\n","Epoch 1871/2000\n","1/1 [==============================] - 0s 999us/step - loss: 8.3052\n","Epoch 1872/2000\n","1/1 [==============================] - 0s 999us/step - loss: 8.3051\n","Epoch 1873/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 8.3051\n","Epoch 1874/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.3050\n","Epoch 1875/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.3050\n","Epoch 1876/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 8.3050\n","Epoch 1877/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 8.3049\n","Epoch 1878/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 8.3049\n","Epoch 1879/2000\n"]},{"name":"stdout","output_type":"stream","text":["1/1 [==============================] - 0s 2ms/step - loss: 8.3049\n","Epoch 1880/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 8.3049\n","Epoch 1881/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 8.3048\n","Epoch 1882/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 8.3048\n","Epoch 1883/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.3048\n","Epoch 1884/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.3047\n","Epoch 1885/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 8.3047\n","Epoch 1886/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 8.3047\n","Epoch 1887/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.3046\n","Epoch 1888/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.3046\n","Epoch 1889/2000\n","1/1 [==============================] - 0s 999us/step - loss: 8.3046\n","Epoch 1890/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 8.3046\n","Epoch 1891/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.3045\n","Epoch 1892/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 8.3045\n","Epoch 1893/2000\n","1/1 [==============================] - 0s 999us/step - loss: 8.3045\n","Epoch 1894/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 8.3044\n","Epoch 1895/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.3044\n","Epoch 1896/2000\n","1/1 [==============================] - 0s 999us/step - loss: 8.3044\n","Epoch 1897/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.3043\n","Epoch 1898/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.3043\n","Epoch 1899/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.3043\n","Epoch 1900/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 8.3043\n","Epoch 1901/2000\n","1/1 [==============================] - 0s 999us/step - loss: 8.3042\n","Epoch 1902/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 8.3042\n","Epoch 1903/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 8.3042\n","Epoch 1904/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.3041\n","Epoch 1905/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.3041\n","Epoch 1906/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 8.3041\n","Epoch 1907/2000\n","1/1 [==============================] - 0s 998us/step - loss: 8.3041\n","Epoch 1908/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 8.3040\n","Epoch 1909/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.3040\n","Epoch 1910/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 8.3040\n","Epoch 1911/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.3040\n","Epoch 1912/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.3039\n","Epoch 1913/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 8.3039\n","Epoch 1914/2000\n","1/1 [==============================] - 0s 999us/step - loss: 8.3039\n","Epoch 1915/2000\n","1/1 [==============================] - 0s 998us/step - loss: 8.3039\n","Epoch 1916/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 8.3038\n","Epoch 1917/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.3038\n","Epoch 1918/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.3038\n","Epoch 1919/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.3038\n","Epoch 1920/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 8.3037\n","Epoch 1921/2000\n","1/1 [==============================] - 0s 999us/step - loss: 8.3037\n","Epoch 1922/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.3037\n","Epoch 1923/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.3037\n","Epoch 1924/2000\n","1/1 [==============================] - 0s 999us/step - loss: 8.3037\n","Epoch 1925/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 8.3036\n","Epoch 1926/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.3036\n","Epoch 1927/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.3036\n","Epoch 1928/2000\n","1/1 [==============================] - 0s 999us/step - loss: 8.3036\n","Epoch 1929/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 8.3035\n","Epoch 1930/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.3035\n","Epoch 1931/2000\n","1/1 [==============================] - 0s 999us/step - loss: 8.3035\n","Epoch 1932/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.3035\n","Epoch 1933/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 8.3034\n","Epoch 1934/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.3034\n","Epoch 1935/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.3034\n","Epoch 1936/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.3034\n","Epoch 1937/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 8.3033\n","Epoch 1938/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.3033\n","Epoch 1939/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.3033\n","Epoch 1940/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.3033\n","Epoch 1941/2000\n","1/1 [==============================] - 0s 998us/step - loss: 8.3033\n","Epoch 1942/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.3032\n","Epoch 1943/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 8.3032\n","Epoch 1944/2000\n","1/1 [==============================] - 0s 999us/step - loss: 8.3032\n","Epoch 1945/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.3032\n","Epoch 1946/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.3032\n","Epoch 1947/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.3031\n","Epoch 1948/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.3031\n","Epoch 1949/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.3031\n","Epoch 1950/2000\n","1/1 [==============================] - 0s 999us/step - loss: 8.3031\n","Epoch 1951/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.3031\n","Epoch 1952/2000\n","1/1 [==============================] - 0s 999us/step - loss: 8.3030\n","Epoch 1953/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.3030\n","Epoch 1954/2000\n","1/1 [==============================] - 0s 998us/step - loss: 8.3030\n","Epoch 1955/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 8.3030\n","Epoch 1956/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 8.3030\n","Epoch 1957/2000\n","1/1 [==============================] - 0s 999us/step - loss: 8.3029\n","Epoch 1958/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.3029\n","Epoch 1959/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.3029\n","Epoch 1960/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.3029\n","Epoch 1961/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 8.3029\n","Epoch 1962/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.3029\n","Epoch 1963/2000\n","1/1 [==============================] - 0s 999us/step - loss: 8.3028\n","Epoch 1964/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 8.3028\n","Epoch 1965/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 8.3028\n","Epoch 1966/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.3028\n","Epoch 1967/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.3028\n","Epoch 1968/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.3027\n","Epoch 1969/2000\n","1/1 [==============================] - 0s 998us/step - loss: 8.3027\n","Epoch 1970/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 8.3027\n","Epoch 1971/2000\n","1/1 [==============================] - 0s 999us/step - loss: 8.3027\n","Epoch 1972/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 8.3027\n","Epoch 1973/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.3027\n","Epoch 1974/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 8.3026\n","Epoch 1975/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 8.3026\n","Epoch 1976/2000\n","1/1 [==============================] - 0s 999us/step - loss: 8.3026\n","Epoch 1977/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 8.3026\n","Epoch 1978/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 8.3026\n","Epoch 1979/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 8.3025\n","Epoch 1980/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.3025\n","Epoch 1981/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.3025\n","Epoch 1982/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.3025\n","Epoch 1983/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 8.3025\n","Epoch 1984/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.3025\n","Epoch 1985/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.3024\n","Epoch 1986/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 8.3024\n","Epoch 1987/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.3024\n","Epoch 1988/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.3024\n","Epoch 1989/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 8.3024\n","Epoch 1990/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 8.3024\n","Epoch 1991/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 8.3024\n","Epoch 1992/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.3024\n","Epoch 1993/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.3023\n","Epoch 1994/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.3023\n","Epoch 1995/2000\n","1/1 [==============================] - 0s 999us/step - loss: 8.3023\n","Epoch 1996/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.3023\n","Epoch 1997/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 8.3023\n","Epoch 1998/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.3023\n","Epoch 1999/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 8.3022\n","Epoch 2000/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 8.3022\n"]},{"data":{"text/plain":[""]},"execution_count":22,"metadata":{},"output_type":"execute_result"}],"source":["model = Sequential()\n","\n","# 출력 값, 입력 변수, 분석 방법에 맞게끔 모델을 설정합니다. \n","model.add(Dense(1, input_dim=1, activation='linear'))\n","\n","# 오차 수정을 위해 경사 하강법(sgd)을, 오차의 정도를 판단하기 위해 평균 제곱 오차(mse)를 사용합니다. \n","model.compile(optimizer='sgd', loss='mse')\n","\n","# 오차를 최소화하는 과정을 2000번 반복합니다.\n","model.fit(x, y, epochs=2000)"]},{"cell_type":"markdown","metadata":{"id":"jOLeJG8tNohH"},"source":["### 4. 그래프로 확인"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"YSptuB8_NohH","outputId":"6ee7f26c-1b5a-4a5c-cd0d-d8c5a2f321ea"},"outputs":[{"data":{"image/png":"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\n","text/plain":["
"]},"metadata":{"needs_background":"light"},"output_type":"display_data"}],"source":["plt.scatter(x, y)\n","plt.plot(x, model.predict(x),'r') # 예측 결과를 그래프로 나타냅니다.\n","plt.show()"]},{"cell_type":"markdown","metadata":{"id":"Ylp6j78ENohH"},"source":["### 5. 모델 테스트"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"h55E90jxNohH","outputId":"9d4e993f-011f-432e-b0db-4d32b82dc9b7"},"outputs":[{"name":"stdout","output_type":"stream","text":["7시간을 공부할 경우의 예상 점수는 95.12점입니다\n"]}],"source":["# 임의의 시간을 집어넣어 점수를 예측하는 모델을 테스트해 보겠습니다.\n","\n","hour = 7\n","prediction = model.predict([hour])\n","\n","print(\"%.f시간을 공부할 경우의 예상 점수는 %.02f점입니다\" % (hour, prediction))"]},{"cell_type":"markdown","metadata":{"id":"loruKDvVNohI"},"source":["## 5-2 텐서플로에서 실행하는 다중 선형 회귀 모델"]},{"cell_type":"markdown","metadata":{"id":"lQLeKWVwNohI"},"source":["### 1.환경 준비"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"pAsn455WNohI"},"outputs":[],"source":["import numpy as np\n","import matplotlib.pyplot as plt\n","\n","# 텐서플로의 케라스 API에서 필요한 함수들을 불러옵니다.\n","from tensorflow.keras.models import Sequential\n","from tensorflow.keras.layers import Dense"]},{"cell_type":"markdown","metadata":{"id":"QG8GihmhNohI"},"source":["### 2. 데이터 준비"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"fo4Q2BxENohI"},"outputs":[],"source":["x = np.array([[2, 0], [4, 4], [6, 2], [8, 3]])\n","y = np.array([81, 93, 91, 97]) "]},{"cell_type":"markdown","metadata":{"id":"VW3iJQbrNohI"},"source":["### 3. 모델 실행"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"zpS66yLUNohJ","outputId":"ead97c93-5b01-4495-bd2a-a0ca0752478f"},"outputs":[{"name":"stdout","output_type":"stream","text":["Epoch 1/2000\n","1/1 [==============================] - 0s 119ms/step - loss: 8184.9204\n","Epoch 2/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 1435.6133\n","Epoch 3/2000\n","1/1 [==============================] - 0s 999us/step - loss: 955.4879\n","Epoch 4/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 916.3068\n","Epoch 5/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 908.1718\n","Epoch 6/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 902.2542\n","Epoch 7/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 896.5266\n","Epoch 8/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 890.8461\n","Epoch 9/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 885.2023\n","Epoch 10/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 879.5942\n","Epoch 11/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 874.0219\n","Epoch 12/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 868.4847\n","Epoch 13/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 862.9829\n","Epoch 14/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 857.5157\n","Epoch 15/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 852.0835\n","Epoch 16/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 846.6855\n","Epoch 17/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 841.3217\n","Epoch 18/2000\n","1/1 [==============================] - 0s 990us/step - loss: 835.9920\n","Epoch 19/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 830.6961\n","Epoch 20/2000\n","1/1 [==============================] - 0s 998us/step - loss: 825.4338\n","Epoch 21/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 820.2046\n","Epoch 22/2000\n","1/1 [==============================] - 0s 999us/step - loss: 815.0089\n","Epoch 23/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 809.8459\n","Epoch 24/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 804.7156\n","Epoch 25/2000\n","1/1 [==============================] - 0s 999us/step - loss: 799.6179\n","Epoch 26/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 794.5525\n","Epoch 27/2000\n","1/1 [==============================] - 0s 998us/step - loss: 789.5193\n","Epoch 28/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 784.5179\n","Epoch 29/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 779.5482\n","Epoch 30/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 774.6102\n","Epoch 31/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 769.7032\n","Epoch 32/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 764.8274\n","Epoch 33/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 759.9826\n","Epoch 34/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 755.1685\n","Epoch 35/2000\n","1/1 [==============================] - 0s 3ms/step - loss: 750.3846\n","Epoch 36/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 745.6313\n","Epoch 37/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 740.9081\n","Epoch 38/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 736.2148\n","Epoch 39/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 731.5511\n","Epoch 40/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 726.9171\n","Epoch 41/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 722.3125\n","Epoch 42/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 717.7371\n","Epoch 43/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 713.1906\n","Epoch 44/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 708.6729\n","Epoch 45/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 704.1838\n","Epoch 46/2000\n","1/1 [==============================] - 0s 999us/step - loss: 699.7231\n","Epoch 47/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 695.2910\n","Epoch 48/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 690.8865\n","Epoch 49/2000\n","1/1 [==============================] - 0s 999us/step - loss: 686.5101\n","Epoch 50/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 682.1615\n","Epoch 51/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 677.8406\n","Epoch 52/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 673.5468\n","Epoch 53/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 669.2802\n","Epoch 54/2000\n","1/1 [==============================] - 0s 999us/step - loss: 665.0408\n","Epoch 55/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 660.8282\n","Epoch 56/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 656.6423\n","Epoch 57/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 652.4828\n","Epoch 58/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 648.3497\n","Epoch 59/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 644.2429\n","Epoch 60/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 640.1620\n","Epoch 61/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 636.1071\n","Epoch 62/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 632.0777\n","Epoch 63/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 628.0740\n","Epoch 64/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 624.0956\n","Epoch 65/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 620.1425\n","Epoch 66/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 616.2143\n","Epoch 67/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 612.3110\n","Epoch 68/2000\n","1/1 [==============================] - 0s 998us/step - loss: 608.4326\n","Epoch 69/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 604.5786\n","Epoch 70/2000\n","1/1 [==============================] - 0s 998us/step - loss: 600.7490\n","Epoch 71/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 596.9437\n","Epoch 72/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 593.1625\n","Epoch 73/2000\n","1/1 [==============================] - 0s 998us/step - loss: 589.4053\n","Epoch 74/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 585.6719\n","Epoch 75/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 581.9620\n","Epoch 76/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 578.2758\n","Epoch 77/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 574.6129\n","Epoch 78/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 570.9733\n","Epoch 79/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 567.3566\n","Epoch 80/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 563.7628\n","Epoch 81/2000\n","1/1 [==============================] - 0s 998us/step - loss: 560.1918\n","Epoch 82/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 556.6435\n","Epoch 83/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 553.1176\n","Epoch 84/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 549.6141\n","Epoch 85/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 546.1328\n","Epoch 86/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 542.6734\n","Epoch 87/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 539.2361\n","Epoch 88/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 535.8205\n","Epoch 89/2000\n","1/1 [==============================] - 0s 999us/step - loss: 532.4265\n","Epoch 90/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 529.0540\n","Epoch 91/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 525.7029\n","Epoch 92/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 522.3730\n","Epoch 93/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 519.0643\n","Epoch 94/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 515.7765\n","Epoch 95/2000\n","1/1 [==============================] - 0s 998us/step - loss: 512.5096\n","Epoch 96/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 509.2632\n","Epoch 97/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 506.0376\n","Epoch 98/2000\n","1/1 [==============================] - 0s 999us/step - loss: 502.8322\n","Epoch 99/2000\n","1/1 [==============================] - 0s 999us/step - loss: 499.6473\n","Epoch 100/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 496.4825\n","Epoch 101/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 493.3377\n","Epoch 102/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 490.2130\n","Epoch 103/2000\n","1/1 [==============================] - 0s 997us/step - loss: 487.1079\n","Epoch 104/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 484.0226\n","Epoch 105/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 480.9567\n","Epoch 106/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 477.9104\n","Epoch 107/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 474.8832\n","Epoch 108/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 471.8752\n","Epoch 109/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 468.8864\n","Epoch 110/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 465.9166\n","Epoch 111/2000\n","1/1 [==============================] - 0s 999us/step - loss: 462.9654\n","Epoch 112/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 460.0330\n","Epoch 113/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 457.1191\n","Epoch 114/2000\n","1/1 [==============================] - 0s 998us/step - loss: 454.2237\n","Epoch 115/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 451.3467\n","Epoch 116/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 448.4879\n","Epoch 117/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 445.6472\n","Epoch 118/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 442.8246\n","Epoch 119/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 440.0197\n","Epoch 120/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 437.2326\n","Epoch 121/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 434.4633\n","Epoch 122/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 431.7114\n","Epoch 123/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 428.9770\n","Epoch 124/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 426.2599\n","Epoch 125/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 423.5600\n","Epoch 126/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 420.8771\n","Epoch 127/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 418.2114\n","Epoch 128/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 415.5625\n","Epoch 129/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 412.9304\n","Epoch 130/2000\n","1/1 [==============================] - 0s 999us/step - loss: 410.3150\n","Epoch 131/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 407.7161\n","Epoch 132/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 405.1337\n","Epoch 133/2000\n","1/1 [==============================] - 0s 999us/step - loss: 402.5677\n","Epoch 134/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 400.0179\n","Epoch 135/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 397.4842\n","Epoch 136/2000\n","1/1 [==============================] - 0s 999us/step - loss: 394.9666\n","Epoch 137/2000\n","1/1 [==============================] - 0s 999us/step - loss: 392.4649\n","Epoch 138/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 389.9792\n","Epoch 139/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 387.5092\n","Epoch 140/2000\n","1/1 [==============================] - 0s 999us/step - loss: 385.0547\n","Epoch 141/2000\n","1/1 [==============================] - 0s 999us/step - loss: 382.6159\n","Epoch 142/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 380.1924\n","Epoch 143/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 377.7844\n","Epoch 144/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 375.3916\n","Epoch 145/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 373.0139\n","Epoch 146/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 370.6514\n","Epoch 147/2000\n","1/1 [==============================] - 0s 999us/step - loss: 368.3037\n","Epoch 148/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 365.9710\n","Epoch 149/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 363.6531\n","Epoch 150/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 361.3499\n","Epoch 151/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 359.0612\n","Epoch 152/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 356.7869\n","Epoch 153/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 354.5272\n","Epoch 154/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 352.2817\n","Epoch 155/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 350.0505\n","Epoch 156/2000\n","1/1 [==============================] - 0s 999us/step - loss: 347.8334\n","Epoch 157/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 345.6302\n","Epoch 158/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 343.4412\n","Epoch 159/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 341.2660\n","Epoch 160/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 339.1045\n","Epoch 161/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 336.9567\n","Epoch 162/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 334.8226\n","Epoch 163/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 332.7019\n","Epoch 164/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 330.5948\n","Epoch 165/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 328.5010\n","Epoch 166/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 326.4203\n","Epoch 167/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 324.3529\n","Epoch 168/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 322.2986\n","Epoch 169/2000\n","1/1 [==============================] - 0s 999us/step - loss: 320.2573\n","Epoch 170/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 318.2290\n","Epoch 171/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 316.2134\n","Epoch 172/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 314.2107\n","Epoch 173/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 312.2208\n","Epoch 174/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 310.2432\n","Epoch 175/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 308.2784\n","Epoch 176/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 306.3259\n","Epoch 177/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 304.3857\n","Epoch 178/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 302.4579\n","Epoch 179/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 300.5424\n","Epoch 180/2000\n","1/1 [==============================] - 0s 999us/step - loss: 298.6389\n","Epoch 181/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 296.7475\n","Epoch 182/2000\n","1/1 [==============================] - 0s 999us/step - loss: 294.8680\n","Epoch 183/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 293.0005\n","Epoch 184/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 291.1448\n","Epoch 185/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 289.3009\n","Epoch 186/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 287.4686\n","Epoch 187/2000\n","1/1 [==============================] - 0s 999us/step - loss: 285.6479\n","Epoch 188/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 283.8388\n","Epoch 189/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 282.0412\n","Epoch 190/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 280.2548\n","Epoch 191/2000\n","1/1 [==============================] - 0s 999us/step - loss: 278.4799\n","Epoch 192/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 276.7162\n","Epoch 193/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 274.9637\n","Epoch 194/2000\n","1/1 [==============================] - 0s 998us/step - loss: 273.2223\n","Epoch 195/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 271.4918\n","Epoch 196/2000\n","1/1 [==============================] - 0s 999us/step - loss: 269.7724\n","Epoch 197/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 268.0639\n","Epoch 198/2000\n"]},{"name":"stdout","output_type":"stream","text":["1/1 [==============================] - 0s 1ms/step - loss: 266.3661\n","Epoch 199/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 264.6792\n","Epoch 200/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 263.0029\n","Epoch 201/2000\n","1/1 [==============================] - 0s 999us/step - loss: 261.3373\n","Epoch 202/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 259.6821\n","Epoch 203/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 258.0376\n","Epoch 204/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 256.4033\n","Epoch 205/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 254.7795\n","Epoch 206/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 253.1659\n","Epoch 207/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 251.5626\n","Epoch 208/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 249.9693\n","Epoch 209/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 248.3863\n","Epoch 210/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 246.8132\n","Epoch 211/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 245.2501\n","Epoch 212/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 243.6969\n","Epoch 213/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 242.1536\n","Epoch 214/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 240.6200\n","Epoch 215/2000\n","1/1 [==============================] - 0s 999us/step - loss: 239.0962\n","Epoch 216/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 237.5820\n","Epoch 217/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 236.0774\n","Epoch 218/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 234.5822\n","Epoch 219/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 233.0966\n","Epoch 220/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 231.6204\n","Epoch 221/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 230.1536\n","Epoch 222/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 228.6960\n","Epoch 223/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 227.2476\n","Epoch 224/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 225.8085\n","Epoch 225/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 224.3785\n","Epoch 226/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 222.9575\n","Epoch 227/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 221.5455\n","Epoch 228/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 220.1425\n","Epoch 229/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 218.7484\n","Epoch 230/2000\n","1/1 [==============================] - 0s 999us/step - loss: 217.3631\n","Epoch 231/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 215.9865\n","Epoch 232/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 214.6187\n","Epoch 233/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 213.2596\n","Epoch 234/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 211.9090\n","Epoch 235/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 210.5670\n","Epoch 236/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 209.2335\n","Epoch 237/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 207.9085\n","Epoch 238/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 206.5919\n","Epoch 239/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 205.2836\n","Epoch 240/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 203.9836\n","Epoch 241/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 202.6918\n","Epoch 242/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 201.4082\n","Epoch 243/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 200.1328\n","Epoch 244/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 198.8654\n","Epoch 245/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 197.6060\n","Epoch 246/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 196.3547\n","Epoch 247/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 195.1112\n","Epoch 248/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 193.8756\n","Epoch 249/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 192.6479\n","Epoch 250/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 191.4279\n","Epoch 251/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 190.2158\n","Epoch 252/2000\n","1/1 [==============================] - 0s 999us/step - loss: 189.0112\n","Epoch 253/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 187.8142\n","Epoch 254/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 186.6249\n","Epoch 255/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 185.4431\n","Epoch 256/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 184.2688\n","Epoch 257/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 183.1019\n","Epoch 258/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 181.9424\n","Epoch 259/2000\n","1/1 [==============================] - 0s 999us/step - loss: 180.7903\n","Epoch 260/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 179.6454\n","Epoch 261/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 178.5078\n","Epoch 262/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 177.3774\n","Epoch 263/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 176.2542\n","Epoch 264/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 175.1381\n","Epoch 265/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 174.0291\n","Epoch 266/2000\n","1/1 [==============================] - 0s 999us/step - loss: 172.9271\n","Epoch 267/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 171.8321\n","Epoch 268/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 170.7440\n","Epoch 269/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 169.6628\n","Epoch 270/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 168.5883\n","Epoch 271/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 167.5208\n","Epoch 272/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 166.4600\n","Epoch 273/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 165.4060\n","Epoch 274/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 164.3586\n","Epoch 275/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 163.3178\n","Epoch 276/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 162.2837\n","Epoch 277/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 161.2561\n","Epoch 278/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 160.2350\n","Epoch 279/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 159.2204\n","Epoch 280/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 158.2122\n","Epoch 281/2000\n","1/1 [==============================] - 0s 999us/step - loss: 157.2103\n","Epoch 282/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 156.2149\n","Epoch 283/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 155.2258\n","Epoch 284/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 154.2429\n","Epoch 285/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 153.2662\n","Epoch 286/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 152.2957\n","Epoch 287/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 151.3313\n","Epoch 288/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 150.3732\n","Epoch 289/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 149.4210\n","Epoch 290/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 148.4749\n","Epoch 291/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 147.5348\n","Epoch 292/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 146.6006\n","Epoch 293/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 145.6723\n","Epoch 294/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 144.7499\n","Epoch 295/2000\n","1/1 [==============================] - 0s 998us/step - loss: 143.8333\n","Epoch 296/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 142.9226\n","Epoch 297/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 142.0177\n","Epoch 298/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 141.1185\n","Epoch 299/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 140.2249\n","Epoch 300/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 139.3370\n","Epoch 301/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 138.4548\n","Epoch 302/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 137.5781\n","Epoch 303/2000\n","1/1 [==============================] - 0s 999us/step - loss: 136.7071\n","Epoch 304/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 135.8415\n","Epoch 305/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 134.9814\n","Epoch 306/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 134.1268\n","Epoch 307/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 133.2775\n","Epoch 308/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 132.4337\n","Epoch 309/2000\n","1/1 [==============================] - 0s 999us/step - loss: 131.5952\n","Epoch 310/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 130.7620\n","Epoch 311/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 129.9341\n","Epoch 312/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 129.1114\n","Epoch 313/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 128.2939\n","Epoch 314/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 127.4816\n","Epoch 315/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 126.6745\n","Epoch 316/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 125.8725\n","Epoch 317/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 125.0755\n","Epoch 318/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 124.2836\n","Epoch 319/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 123.4968\n","Epoch 320/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 122.7149\n","Epoch 321/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 121.9379\n","Epoch 322/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 121.1659\n","Epoch 323/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 120.3988\n","Epoch 324/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 119.6365\n","Epoch 325/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 118.8791\n","Epoch 326/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 118.1264\n","Epoch 327/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 117.3786\n","Epoch 328/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 116.6354\n","Epoch 329/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 115.8970\n","Epoch 330/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 115.1633\n","Epoch 331/2000\n","1/1 [==============================] - 0s 998us/step - loss: 114.4342\n","Epoch 332/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 113.7097\n","Epoch 333/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 112.9898\n","Epoch 334/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 112.2745\n","Epoch 335/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 111.5637\n","Epoch 336/2000\n","1/1 [==============================] - 0s 999us/step - loss: 110.8574\n","Epoch 337/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 110.1555\n","Epoch 338/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 109.4582\n","Epoch 339/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 108.7652\n","Epoch 340/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 108.0767\n","Epoch 341/2000\n","1/1 [==============================] - 0s 998us/step - loss: 107.3924\n","Epoch 342/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 106.7126\n","Epoch 343/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 106.0370\n","Epoch 344/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 105.3657\n","Epoch 345/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 104.6986\n","Epoch 346/2000\n","1/1 [==============================] - 0s 998us/step - loss: 104.0359\n","Epoch 347/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 103.3772\n","Epoch 348/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 102.7228\n","Epoch 349/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 102.0725\n","Epoch 350/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 101.4264\n","Epoch 351/2000\n","1/1 [==============================] - 0s 999us/step - loss: 100.7843\n","Epoch 352/2000\n","1/1 [==============================] - 0s 999us/step - loss: 100.1463\n","Epoch 353/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 99.5123\n","Epoch 354/2000\n","1/1 [==============================] - 0s 999us/step - loss: 98.8824\n","Epoch 355/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 98.2564\n","Epoch 356/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 97.6344\n","Epoch 357/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 97.0163\n","Epoch 358/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 96.4022\n","Epoch 359/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 95.7919\n","Epoch 360/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 95.1855\n","Epoch 361/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 94.5830\n","Epoch 362/2000\n","1/1 [==============================] - 0s 999us/step - loss: 93.9843\n","Epoch 363/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 93.3893\n","Epoch 364/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 92.7982\n","Epoch 365/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 92.2107\n","Epoch 366/2000\n","1/1 [==============================] - 0s 983us/step - loss: 91.6270\n","Epoch 367/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 91.0471\n","Epoch 368/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 90.4708\n","Epoch 369/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 89.8981\n","Epoch 370/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 89.3290\n","Epoch 371/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 88.7635\n","Epoch 372/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 88.2017\n","Epoch 373/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 87.6434\n","Epoch 374/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 87.0886\n","Epoch 375/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 86.5374\n","Epoch 376/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 85.9897\n","Epoch 377/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 85.4454\n","Epoch 378/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 84.9045\n","Epoch 379/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 84.3671\n","Epoch 380/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 83.8331\n","Epoch 381/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 83.3025\n","Epoch 382/2000\n","1/1 [==============================] - 0s 999us/step - loss: 82.7752\n","Epoch 383/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 82.2513\n","Epoch 384/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 81.7307\n","Epoch 385/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 81.2133\n","Epoch 386/2000\n","1/1 [==============================] - 0s 998us/step - loss: 80.6993\n","Epoch 387/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 80.1885\n","Epoch 388/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 79.6811\n","Epoch 389/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 79.1768\n","Epoch 390/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 78.6756\n","Epoch 391/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 78.1777\n","Epoch 392/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 77.6829\n","Epoch 393/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 77.1912\n","Epoch 394/2000\n"]},{"name":"stdout","output_type":"stream","text":["1/1 [==============================] - 0s 1ms/step - loss: 76.7026\n","Epoch 395/2000\n","1/1 [==============================] - 0s 999us/step - loss: 76.2172\n","Epoch 396/2000\n","1/1 [==============================] - 0s 999us/step - loss: 75.7348\n","Epoch 397/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 75.2555\n","Epoch 398/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 74.7792\n","Epoch 399/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 74.3059\n","Epoch 400/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 73.8356\n","Epoch 401/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 73.3683\n","Epoch 402/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 72.9040\n","Epoch 403/2000\n","1/1 [==============================] - 0s 998us/step - loss: 72.4426\n","Epoch 404/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 71.9841\n","Epoch 405/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 71.5285\n","Epoch 406/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 71.0759\n","Epoch 407/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 70.6261\n","Epoch 408/2000\n","1/1 [==============================] - 0s 997us/step - loss: 70.1791\n","Epoch 409/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 69.7350\n","Epoch 410/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 69.2937\n","Epoch 411/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 68.8551\n","Epoch 412/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 68.4194\n","Epoch 413/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 67.9864\n","Epoch 414/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 67.5562\n","Epoch 415/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 67.1287\n","Epoch 416/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 66.7038\n","Epoch 417/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 66.2818\n","Epoch 418/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 65.8623\n","Epoch 419/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 65.4455\n","Epoch 420/2000\n","1/1 [==============================] - 0s 999us/step - loss: 65.0314\n","Epoch 421/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 64.6198\n","Epoch 422/2000\n","1/1 [==============================] - 0s 998us/step - loss: 64.2109\n","Epoch 423/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 63.8046\n","Epoch 424/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 63.4008\n","Epoch 425/2000\n","1/1 [==============================] - 0s 999us/step - loss: 62.9997\n","Epoch 426/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 62.6010\n","Epoch 427/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 62.2049\n","Epoch 428/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 61.8113\n","Epoch 429/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 61.4202\n","Epoch 430/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 61.0315\n","Epoch 431/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 60.6453\n","Epoch 432/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 60.2616\n","Epoch 433/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 59.8803\n","Epoch 434/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 59.5014\n","Epoch 435/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 59.1250\n","Epoch 436/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 58.7509\n","Epoch 437/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 58.3791\n","Epoch 438/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 58.0098\n","Epoch 439/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 57.6427\n","Epoch 440/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 57.2780\n","Epoch 441/2000\n","1/1 [==============================] - 0s 998us/step - loss: 56.9156\n","Epoch 442/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 56.5555\n","Epoch 443/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 56.1977\n","Epoch 444/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 55.8421\n","Epoch 445/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 55.4888\n","Epoch 446/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 55.1378\n","Epoch 447/2000\n","1/1 [==============================] - 0s 997us/step - loss: 54.7889\n","Epoch 448/2000\n","1/1 [==============================] - 0s 999us/step - loss: 54.4423\n","Epoch 449/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 54.0978\n","Epoch 450/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 53.7556\n","Epoch 451/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 53.4155\n","Epoch 452/2000\n","1/1 [==============================] - 0s 7ms/step - loss: 53.0776\n","Epoch 453/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 52.7418\n","Epoch 454/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 52.4081\n","Epoch 455/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 52.0766\n","Epoch 456/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 51.7471\n","Epoch 457/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 51.4198\n","Epoch 458/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 51.0945\n","Epoch 459/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 50.7712\n","Epoch 460/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 50.4500\n","Epoch 461/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 50.1309\n","Epoch 462/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 49.8138\n","Epoch 463/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 49.4986\n","Epoch 464/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 49.1855\n","Epoch 465/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 48.8744\n","Epoch 466/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 48.5652\n","Epoch 467/2000\n","1/1 [==============================] - 0s 998us/step - loss: 48.2580\n","Epoch 468/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 47.9528\n","Epoch 469/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 47.6494\n","Epoch 470/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 47.3480\n","Epoch 471/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 47.0485\n","Epoch 472/2000\n","1/1 [==============================] - 0s 999us/step - loss: 46.7510\n","Epoch 473/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 46.4552\n","Epoch 474/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 46.1614\n","Epoch 475/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 45.8694\n","Epoch 476/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 45.5793\n","Epoch 477/2000\n","1/1 [==============================] - 0s 999us/step - loss: 45.2910\n","Epoch 478/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 45.0046\n","Epoch 479/2000\n","1/1 [==============================] - 0s 999us/step - loss: 44.7199\n","Epoch 480/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 44.4370\n","Epoch 481/2000\n","1/1 [==============================] - 0s 999us/step - loss: 44.1560\n","Epoch 482/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 43.8767\n","Epoch 483/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 43.5992\n","Epoch 484/2000\n","1/1 [==============================] - 0s 999us/step - loss: 43.3235\n","Epoch 485/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 43.0495\n","Epoch 486/2000\n","1/1 [==============================] - 0s 998us/step - loss: 42.7772\n","Epoch 487/2000\n","1/1 [==============================] - 0s 999us/step - loss: 42.5066\n","Epoch 488/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 42.2378\n","Epoch 489/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 41.9707\n","Epoch 490/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 41.7053\n","Epoch 491/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 41.4415\n","Epoch 492/2000\n","1/1 [==============================] - 0s 999us/step - loss: 41.1795\n","Epoch 493/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 40.9190\n","Epoch 494/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 40.6603\n","Epoch 495/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 40.4031\n","Epoch 496/2000\n","1/1 [==============================] - 0s 997us/step - loss: 40.1477\n","Epoch 497/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 39.8938\n","Epoch 498/2000\n","1/1 [==============================] - 0s 998us/step - loss: 39.6415\n","Epoch 499/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 39.3908\n","Epoch 500/2000\n","1/1 [==============================] - 0s 999us/step - loss: 39.1417\n","Epoch 501/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 38.8942\n","Epoch 502/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 38.6483\n","Epoch 503/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 38.4039\n","Epoch 504/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 38.1611\n","Epoch 505/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 37.9198\n","Epoch 506/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 37.6800\n","Epoch 507/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 37.4418\n","Epoch 508/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 37.2050\n","Epoch 509/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 36.9698\n","Epoch 510/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 36.7361\n","Epoch 511/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 36.5038\n","Epoch 512/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 36.2730\n","Epoch 513/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 36.0436\n","Epoch 514/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 35.8158\n","Epoch 515/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 35.5893\n","Epoch 516/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 35.3643\n","Epoch 517/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 35.1407\n","Epoch 518/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 34.9186\n","Epoch 519/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 34.6978\n","Epoch 520/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 34.4785\n","Epoch 521/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 34.2605\n","Epoch 522/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 34.0439\n","Epoch 523/2000\n","1/1 [==============================] - 0s 999us/step - loss: 33.8287\n","Epoch 524/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 33.6148\n","Epoch 525/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 33.4023\n","Epoch 526/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 33.1912\n","Epoch 527/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 32.9814\n","Epoch 528/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 32.7729\n","Epoch 529/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 32.5657\n","Epoch 530/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 32.3599\n","Epoch 531/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 32.1554\n","Epoch 532/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 31.9521\n","Epoch 533/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 31.7501\n","Epoch 534/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 31.5494\n","Epoch 535/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 31.3500\n","Epoch 536/2000\n","1/1 [==============================] - 0s 999us/step - loss: 31.1518\n","Epoch 537/2000\n","1/1 [==============================] - 0s 998us/step - loss: 30.9549\n","Epoch 538/2000\n","1/1 [==============================] - 0s 999us/step - loss: 30.7593\n","Epoch 539/2000\n","1/1 [==============================] - 0s 998us/step - loss: 30.5649\n","Epoch 540/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 30.3717\n","Epoch 541/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 30.1798\n","Epoch 542/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 29.9891\n","Epoch 543/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 29.7995\n","Epoch 544/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 29.6112\n","Epoch 545/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 29.4241\n","Epoch 546/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 29.2381\n","Epoch 547/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 29.0534\n","Epoch 548/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 28.8697\n","Epoch 549/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 28.6873\n","Epoch 550/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 28.5060\n","Epoch 551/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 28.3259\n","Epoch 552/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 28.1469\n","Epoch 553/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 27.9691\n","Epoch 554/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 27.7923\n","Epoch 555/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 27.6167\n","Epoch 556/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 27.4422\n","Epoch 557/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 27.2688\n","Epoch 558/2000\n","1/1 [==============================] - 0s 6ms/step - loss: 27.0965\n","Epoch 559/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 26.9253\n","Epoch 560/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 26.7552\n","Epoch 561/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 26.5862\n","Epoch 562/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 26.4182\n","Epoch 563/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 26.2513\n","Epoch 564/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 26.0855\n","Epoch 565/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 25.9207\n","Epoch 566/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 25.7569\n","Epoch 567/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 25.5942\n","Epoch 568/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 25.4325\n","Epoch 569/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 25.2718\n","Epoch 570/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 25.1122\n","Epoch 571/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 24.9536\n","Epoch 572/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 24.7959\n","Epoch 573/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 24.6393\n","Epoch 574/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 24.4836\n","Epoch 575/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 24.3290\n","Epoch 576/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 24.1753\n","Epoch 577/2000\n","1/1 [==============================] - 0s 998us/step - loss: 24.0227\n","Epoch 578/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 23.8709\n","Epoch 579/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 23.7202\n","Epoch 580/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 23.5704\n","Epoch 581/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 23.4215\n","Epoch 582/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 23.2736\n","Epoch 583/2000\n","1/1 [==============================] - 0s 999us/step - loss: 23.1266\n","Epoch 584/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 22.9805\n","Epoch 585/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 22.8354\n","Epoch 586/2000\n","1/1 [==============================] - 0s 998us/step - loss: 22.6912\n","Epoch 587/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 22.5479\n","Epoch 588/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 22.4055\n","Epoch 589/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 22.2640\n","Epoch 590/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 22.1234\n","Epoch 591/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 21.9837\n","Epoch 592/2000\n"]},{"name":"stdout","output_type":"stream","text":["1/1 [==============================] - 0s 2ms/step - loss: 21.8449\n","Epoch 593/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 21.7070\n","Epoch 594/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 21.5699\n","Epoch 595/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 21.4337\n","Epoch 596/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 21.2984\n","Epoch 597/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 21.1640\n","Epoch 598/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 21.0303\n","Epoch 599/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 20.8976\n","Epoch 600/2000\n","1/1 [==============================] - 0s 998us/step - loss: 20.7656\n","Epoch 601/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 20.6345\n","Epoch 602/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 20.5043\n","Epoch 603/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 20.3748\n","Epoch 604/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 20.2462\n","Epoch 605/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 20.1184\n","Epoch 606/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 19.9914\n","Epoch 607/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 19.8652\n","Epoch 608/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 19.7398\n","Epoch 609/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 19.6152\n","Epoch 610/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 19.4914\n","Epoch 611/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 19.3684\n","Epoch 612/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 19.2462\n","Epoch 613/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 19.1247\n","Epoch 614/2000\n","1/1 [==============================] - 0s 998us/step - loss: 19.0040\n","Epoch 615/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 18.8840\n","Epoch 616/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 18.7649\n","Epoch 617/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 18.6465\n","Epoch 618/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 18.5288\n","Epoch 619/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 18.4119\n","Epoch 620/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 18.2957\n","Epoch 621/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 18.1802\n","Epoch 622/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 18.0655\n","Epoch 623/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 17.9515\n","Epoch 624/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 17.8383\n","Epoch 625/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 17.7257\n","Epoch 626/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 17.6139\n","Epoch 627/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 17.5028\n","Epoch 628/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 17.3923\n","Epoch 629/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 17.2826\n","Epoch 630/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 17.1736\n","Epoch 631/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 17.0652\n","Epoch 632/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 16.9576\n","Epoch 633/2000\n","1/1 [==============================] - 0s 998us/step - loss: 16.8506\n","Epoch 634/2000\n","1/1 [==============================] - 0s 999us/step - loss: 16.7443\n","Epoch 635/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 16.6387\n","Epoch 636/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 16.5337\n","Epoch 637/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 16.4294\n","Epoch 638/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 16.3258\n","Epoch 639/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 16.2229\n","Epoch 640/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 16.1205\n","Epoch 641/2000\n","1/1 [==============================] - 0s 999us/step - loss: 16.0189\n","Epoch 642/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 15.9179\n","Epoch 643/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 15.8174\n","Epoch 644/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 15.7177\n","Epoch 645/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 15.6186\n","Epoch 646/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 15.5201\n","Epoch 647/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 15.4222\n","Epoch 648/2000\n","1/1 [==============================] - 0s 997us/step - loss: 15.3250\n","Epoch 649/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 15.2283\n","Epoch 650/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 15.1323\n","Epoch 651/2000\n","1/1 [==============================] - 0s 999us/step - loss: 15.0369\n","Epoch 652/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 14.9421\n","Epoch 653/2000\n","1/1 [==============================] - 0s 999us/step - loss: 14.8479\n","Epoch 654/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 14.7543\n","Epoch 655/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 14.6612\n","Epoch 656/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 14.5688\n","Epoch 657/2000\n","1/1 [==============================] - 0s 999us/step - loss: 14.4770\n","Epoch 658/2000\n","1/1 [==============================] - 0s 998us/step - loss: 14.3857\n","Epoch 659/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 14.2951\n","Epoch 660/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 14.2049\n","Epoch 661/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 14.1154\n","Epoch 662/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 14.0265\n","Epoch 663/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 13.9380\n","Epoch 664/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 13.8502\n","Epoch 665/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 13.7629\n","Epoch 666/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 13.6762\n","Epoch 667/2000\n","1/1 [==============================] - 0s 997us/step - loss: 13.5900\n","Epoch 668/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 13.5044\n","Epoch 669/2000\n","1/1 [==============================] - 0s 998us/step - loss: 13.4192\n","Epoch 670/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 13.3347\n","Epoch 671/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 13.2507\n","Epoch 672/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 13.1672\n","Epoch 673/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 13.0842\n","Epoch 674/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 13.0018\n","Epoch 675/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 12.9199\n","Epoch 676/2000\n","1/1 [==============================] - 0s 999us/step - loss: 12.8385\n","Epoch 677/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 12.7576\n","Epoch 678/2000\n","1/1 [==============================] - 0s 3ms/step - loss: 12.6772\n","Epoch 679/2000\n","1/1 [==============================] - 0s 999us/step - loss: 12.5974\n","Epoch 680/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 12.5180\n","Epoch 681/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 12.4392\n","Epoch 682/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 12.3608\n","Epoch 683/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 12.2830\n","Epoch 684/2000\n","1/1 [==============================] - 0s 998us/step - loss: 12.2056\n","Epoch 685/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 12.1288\n","Epoch 686/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 12.0524\n","Epoch 687/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 11.9765\n","Epoch 688/2000\n","1/1 [==============================] - 0s 999us/step - loss: 11.9011\n","Epoch 689/2000\n","1/1 [==============================] - 0s 998us/step - loss: 11.8261\n","Epoch 690/2000\n","1/1 [==============================] - 0s 999us/step - loss: 11.7517\n","Epoch 691/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 11.6777\n","Epoch 692/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 11.6041\n","Epoch 693/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 11.5311\n","Epoch 694/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 11.4585\n","Epoch 695/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 11.3864\n","Epoch 696/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 11.3147\n","Epoch 697/2000\n","1/1 [==============================] - 0s 999us/step - loss: 11.2435\n","Epoch 698/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 11.1727\n","Epoch 699/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 11.1024\n","Epoch 700/2000\n","1/1 [==============================] - 0s 998us/step - loss: 11.0325\n","Epoch 701/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 10.9631\n","Epoch 702/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 10.8941\n","Epoch 703/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 10.8255\n","Epoch 704/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 10.7574\n","Epoch 705/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 10.6897\n","Epoch 706/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 10.6224\n","Epoch 707/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 10.5556\n","Epoch 708/2000\n","1/1 [==============================] - 0s 999us/step - loss: 10.4892\n","Epoch 709/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 10.4232\n","Epoch 710/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 10.3576\n","Epoch 711/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 10.2924\n","Epoch 712/2000\n","1/1 [==============================] - 0s 998us/step - loss: 10.2277\n","Epoch 713/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 10.1633\n","Epoch 714/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 10.0994\n","Epoch 715/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 10.0359\n","Epoch 716/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 9.9728\n","Epoch 717/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 9.9100\n","Epoch 718/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 9.8477\n","Epoch 719/2000\n","1/1 [==============================] - 0s 999us/step - loss: 9.7858\n","Epoch 720/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 9.7243\n","Epoch 721/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 9.6631\n","Epoch 722/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 9.6023\n","Epoch 723/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 9.5420\n","Epoch 724/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 9.4819\n","Epoch 725/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 9.4223\n","Epoch 726/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 9.3631\n","Epoch 727/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 9.3042\n","Epoch 728/2000\n","1/1 [==============================] - 0s 999us/step - loss: 9.2458\n","Epoch 729/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 9.1877\n","Epoch 730/2000\n","1/1 [==============================] - 0s 999us/step - loss: 9.1299\n","Epoch 731/2000\n","1/1 [==============================] - 0s 999us/step - loss: 9.0725\n","Epoch 732/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 9.0155\n","Epoch 733/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.9588\n","Epoch 734/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.9025\n","Epoch 735/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 8.8466\n","Epoch 736/2000\n","1/1 [==============================] - 0s 999us/step - loss: 8.7910\n","Epoch 737/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 8.7358\n","Epoch 738/2000\n","1/1 [==============================] - 0s 998us/step - loss: 8.6809\n","Epoch 739/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.6263\n","Epoch 740/2000\n","1/1 [==============================] - 0s 999us/step - loss: 8.5722\n","Epoch 741/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 8.5183\n","Epoch 742/2000\n","1/1 [==============================] - 0s 998us/step - loss: 8.4648\n","Epoch 743/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 8.4116\n","Epoch 744/2000\n","1/1 [==============================] - 0s 999us/step - loss: 8.3588\n","Epoch 745/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 8.3063\n","Epoch 746/2000\n","1/1 [==============================] - 0s 999us/step - loss: 8.2541\n","Epoch 747/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 8.2023\n","Epoch 748/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 8.1508\n","Epoch 749/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 8.0996\n","Epoch 750/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 8.0487\n","Epoch 751/2000\n","1/1 [==============================] - 0s 998us/step - loss: 7.9982\n","Epoch 752/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 7.9480\n","Epoch 753/2000\n","1/1 [==============================] - 0s 999us/step - loss: 7.8981\n","Epoch 754/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 7.8485\n","Epoch 755/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 7.7992\n","Epoch 756/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 7.7503\n","Epoch 757/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 7.7016\n","Epoch 758/2000\n","1/1 [==============================] - 0s 999us/step - loss: 7.6533\n","Epoch 759/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 7.6053\n","Epoch 760/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 7.5575\n","Epoch 761/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 7.5101\n","Epoch 762/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 7.4630\n","Epoch 763/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 7.4162\n","Epoch 764/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 7.3697\n","Epoch 765/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 7.3234\n","Epoch 766/2000\n","1/1 [==============================] - 0s 999us/step - loss: 7.2775\n","Epoch 767/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 7.2318\n","Epoch 768/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 7.1865\n","Epoch 769/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 7.1414\n","Epoch 770/2000\n","1/1 [==============================] - 0s 998us/step - loss: 7.0966\n","Epoch 771/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 7.0521\n","Epoch 772/2000\n","1/1 [==============================] - 0s 998us/step - loss: 7.0079\n","Epoch 773/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 6.9639\n","Epoch 774/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 6.9203\n","Epoch 775/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 6.8769\n","Epoch 776/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 6.8338\n","Epoch 777/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 6.7910\n","Epoch 778/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 6.7484\n","Epoch 779/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 6.7061\n","Epoch 780/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 6.6641\n","Epoch 781/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 6.6223\n","Epoch 782/2000\n","1/1 [==============================] - 0s 999us/step - loss: 6.5808\n","Epoch 783/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 6.5395\n","Epoch 784/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 6.4986\n","Epoch 785/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 6.4579\n","Epoch 786/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 6.4174\n","Epoch 787/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 6.3772\n","Epoch 788/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 6.3373\n","Epoch 789/2000\n","1/1 [==============================] - 0s 999us/step - loss: 6.2976\n","Epoch 790/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 6.2581\n","Epoch 791/2000\n"]},{"name":"stdout","output_type":"stream","text":["1/1 [==============================] - 0s 2ms/step - loss: 6.2189\n","Epoch 792/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 6.1800\n","Epoch 793/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 6.1413\n","Epoch 794/2000\n","1/1 [==============================] - 0s 3ms/step - loss: 6.1028\n","Epoch 795/2000\n","1/1 [==============================] - 0s 3ms/step - loss: 6.0646\n","Epoch 796/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 6.0267\n","Epoch 797/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 5.9890\n","Epoch 798/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 5.9515\n","Epoch 799/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 5.9142\n","Epoch 800/2000\n","1/1 [==============================] - 0s 3ms/step - loss: 5.8772\n","Epoch 801/2000\n","1/1 [==============================] - 0s 999us/step - loss: 5.8404\n","Epoch 802/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 5.8039\n","Epoch 803/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 5.7676\n","Epoch 804/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 5.7315\n","Epoch 805/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 5.6956\n","Epoch 806/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 5.6600\n","Epoch 807/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 5.6246\n","Epoch 808/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 5.5894\n","Epoch 809/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 5.5545\n","Epoch 810/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 5.5197\n","Epoch 811/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 5.4852\n","Epoch 812/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 5.4509\n","Epoch 813/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 5.4169\n","Epoch 814/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 5.3830\n","Epoch 815/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 5.3493\n","Epoch 816/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 5.3159\n","Epoch 817/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 5.2827\n","Epoch 818/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 5.2497\n","Epoch 819/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 5.2169\n","Epoch 820/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 5.1843\n","Epoch 821/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 5.1519\n","Epoch 822/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 5.1197\n","Epoch 823/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 5.0877\n","Epoch 824/2000\n","1/1 [==============================] - 0s 4ms/step - loss: 5.0559\n","Epoch 825/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 5.0243\n","Epoch 826/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 4.9930\n","Epoch 827/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 4.9618\n","Epoch 828/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 4.9308\n","Epoch 829/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 4.9000\n","Epoch 830/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 4.8695\n","Epoch 831/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 4.8391\n","Epoch 832/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 4.8089\n","Epoch 833/2000\n","1/1 [==============================] - 0s 999us/step - loss: 4.7788\n","Epoch 834/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 4.7490\n","Epoch 835/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 4.7194\n","Epoch 836/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 4.6899\n","Epoch 837/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 4.6607\n","Epoch 838/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 4.6316\n","Epoch 839/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 4.6027\n","Epoch 840/2000\n","1/1 [==============================] - 0s 999us/step - loss: 4.5740\n","Epoch 841/2000\n","1/1 [==============================] - 0s 999us/step - loss: 4.5455\n","Epoch 842/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 4.5171\n","Epoch 843/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 4.4889\n","Epoch 844/2000\n","1/1 [==============================] - 0s 998us/step - loss: 4.4610\n","Epoch 845/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 4.4331\n","Epoch 846/2000\n","1/1 [==============================] - 0s 998us/step - loss: 4.4055\n","Epoch 847/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 4.3781\n","Epoch 848/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 4.3508\n","Epoch 849/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 4.3237\n","Epoch 850/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 4.2967\n","Epoch 851/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 4.2700\n","Epoch 852/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 4.2434\n","Epoch 853/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 4.2170\n","Epoch 854/2000\n","1/1 [==============================] - 0s 998us/step - loss: 4.1907\n","Epoch 855/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 4.1646\n","Epoch 856/2000\n","1/1 [==============================] - 0s 999us/step - loss: 4.1387\n","Epoch 857/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 4.1129\n","Epoch 858/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 4.0873\n","Epoch 859/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 4.0619\n","Epoch 860/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 4.0366\n","Epoch 861/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 4.0114\n","Epoch 862/2000\n","1/1 [==============================] - 0s 999us/step - loss: 3.9865\n","Epoch 863/2000\n","1/1 [==============================] - 0s 999us/step - loss: 3.9617\n","Epoch 864/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 3.9371\n","Epoch 865/2000\n","1/1 [==============================] - 0s 999us/step - loss: 3.9126\n","Epoch 866/2000\n","1/1 [==============================] - 0s 6ms/step - loss: 3.8882\n","Epoch 867/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 3.8641\n","Epoch 868/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 3.8400\n","Epoch 869/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 3.8162\n","Epoch 870/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 3.7924\n","Epoch 871/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 3.7689\n","Epoch 872/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 3.7454\n","Epoch 873/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 3.7222\n","Epoch 874/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 3.6990\n","Epoch 875/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 3.6760\n","Epoch 876/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 3.6532\n","Epoch 877/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 3.6305\n","Epoch 878/2000\n","1/1 [==============================] - 0s 998us/step - loss: 3.6080\n","Epoch 879/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 3.5856\n","Epoch 880/2000\n","1/1 [==============================] - 0s 998us/step - loss: 3.5633\n","Epoch 881/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 3.5412\n","Epoch 882/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 3.5192\n","Epoch 883/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 3.4974\n","Epoch 884/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 3.4757\n","Epoch 885/2000\n","1/1 [==============================] - 0s 995us/step - loss: 3.4541\n","Epoch 886/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 3.4327\n","Epoch 887/2000\n","1/1 [==============================] - 0s 999us/step - loss: 3.4114\n","Epoch 888/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 3.3902\n","Epoch 889/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 3.3692\n","Epoch 890/2000\n","1/1 [==============================] - 0s 999us/step - loss: 3.3483\n","Epoch 891/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 3.3275\n","Epoch 892/2000\n","1/1 [==============================] - 0s 991us/step - loss: 3.3069\n","Epoch 893/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 3.2864\n","Epoch 894/2000\n","1/1 [==============================] - 0s 999us/step - loss: 3.2660\n","Epoch 895/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 3.2458\n","Epoch 896/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 3.2257\n","Epoch 897/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 3.2057\n","Epoch 898/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 3.1859\n","Epoch 899/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 3.1661\n","Epoch 900/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 3.1465\n","Epoch 901/2000\n","1/1 [==============================] - 0s 999us/step - loss: 3.1271\n","Epoch 902/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 3.1077\n","Epoch 903/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 3.0885\n","Epoch 904/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 3.0694\n","Epoch 905/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 3.0504\n","Epoch 906/2000\n","1/1 [==============================] - 0s 999us/step - loss: 3.0315\n","Epoch 907/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 3.0127\n","Epoch 908/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 2.9941\n","Epoch 909/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 2.9756\n","Epoch 910/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 2.9572\n","Epoch 911/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 2.9389\n","Epoch 912/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 2.9208\n","Epoch 913/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 2.9027\n","Epoch 914/2000\n","1/1 [==============================] - 0s 998us/step - loss: 2.8848\n","Epoch 915/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 2.8669\n","Epoch 916/2000\n","1/1 [==============================] - 0s 998us/step - loss: 2.8492\n","Epoch 917/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 2.8316\n","Epoch 918/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 2.8142\n","Epoch 919/2000\n","1/1 [==============================] - 0s 998us/step - loss: 2.7968\n","Epoch 920/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 2.7795\n","Epoch 921/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 2.7624\n","Epoch 922/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 2.7453\n","Epoch 923/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 2.7284\n","Epoch 924/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 2.7115\n","Epoch 925/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 2.6948\n","Epoch 926/2000\n","1/1 [==============================] - 0s 999us/step - loss: 2.6782\n","Epoch 927/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 2.6617\n","Epoch 928/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 2.6453\n","Epoch 929/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 2.6290\n","Epoch 930/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 2.6128\n","Epoch 931/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 2.5967\n","Epoch 932/2000\n","1/1 [==============================] - 0s 999us/step - loss: 2.5807\n","Epoch 933/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 2.5648\n","Epoch 934/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 2.5490\n","Epoch 935/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 2.5333\n","Epoch 936/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 2.5177\n","Epoch 937/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 2.5022\n","Epoch 938/2000\n","1/1 [==============================] - 0s 998us/step - loss: 2.4868\n","Epoch 939/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 2.4715\n","Epoch 940/2000\n","1/1 [==============================] - 0s 998us/step - loss: 2.4563\n","Epoch 941/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 2.4412\n","Epoch 942/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 2.4262\n","Epoch 943/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 2.4112\n","Epoch 944/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 2.3964\n","Epoch 945/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 2.3817\n","Epoch 946/2000\n","1/1 [==============================] - 0s 999us/step - loss: 2.3671\n","Epoch 947/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 2.3525\n","Epoch 948/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 2.3381\n","Epoch 949/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 2.3237\n","Epoch 950/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 2.3094\n","Epoch 951/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 2.2953\n","Epoch 952/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 2.2812\n","Epoch 953/2000\n","1/1 [==============================] - 0s 999us/step - loss: 2.2672\n","Epoch 954/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 2.2533\n","Epoch 955/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 2.2394\n","Epoch 956/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 2.2257\n","Epoch 957/2000\n","1/1 [==============================] - 0s 999us/step - loss: 2.2121\n","Epoch 958/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 2.1985\n","Epoch 959/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 2.1850\n","Epoch 960/2000\n","1/1 [==============================] - 0s 999us/step - loss: 2.1716\n","Epoch 961/2000\n","1/1 [==============================] - 0s 999us/step - loss: 2.1583\n","Epoch 962/2000\n","1/1 [==============================] - 0s 998us/step - loss: 2.1451\n","Epoch 963/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 2.1320\n","Epoch 964/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 2.1189\n","Epoch 965/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 2.1059\n","Epoch 966/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 2.0931\n","Epoch 967/2000\n","1/1 [==============================] - 0s 999us/step - loss: 2.0803\n","Epoch 968/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 2.0675\n","Epoch 969/2000\n","1/1 [==============================] - 0s 999us/step - loss: 2.0549\n","Epoch 970/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 2.0423\n","Epoch 971/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 2.0298\n","Epoch 972/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 2.0174\n","Epoch 973/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 2.0051\n","Epoch 974/2000\n","1/1 [==============================] - 0s 999us/step - loss: 1.9928\n","Epoch 975/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 1.9807\n","Epoch 976/2000\n","1/1 [==============================] - 0s 999us/step - loss: 1.9686\n","Epoch 977/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 1.9566\n","Epoch 978/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 1.9446\n","Epoch 979/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 1.9328\n","Epoch 980/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 1.9210\n","Epoch 981/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 1.9092\n","Epoch 982/2000\n","1/1 [==============================] - 0s 999us/step - loss: 1.8976\n","Epoch 983/2000\n","1/1 [==============================] - 0s 996us/step - loss: 1.8860\n","Epoch 984/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 1.8746\n","Epoch 985/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 1.8631\n","Epoch 986/2000\n","1/1 [==============================] - 0s 998us/step - loss: 1.8518\n","Epoch 987/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 1.8405\n","Epoch 988/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 1.8293\n","Epoch 989/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 1.8182\n","Epoch 990/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 1.8071\n","Epoch 991/2000\n"]},{"name":"stdout","output_type":"stream","text":["1/1 [==============================] - 0s 1ms/step - loss: 1.7961\n","Epoch 992/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 1.7852\n","Epoch 993/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 1.7743\n","Epoch 994/2000\n","1/1 [==============================] - 0s 999us/step - loss: 1.7635\n","Epoch 995/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 1.7528\n","Epoch 996/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 1.7421\n","Epoch 997/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 1.7316\n","Epoch 998/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 1.7210\n","Epoch 999/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 1.7106\n","Epoch 1000/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 1.7002\n","Epoch 1001/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 1.6899\n","Epoch 1002/2000\n","1/1 [==============================] - 0s 3ms/step - loss: 1.6796\n","Epoch 1003/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 1.6695\n","Epoch 1004/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 1.6593\n","Epoch 1005/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 1.6493\n","Epoch 1006/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 1.6393\n","Epoch 1007/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 1.6294\n","Epoch 1008/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 1.6195\n","Epoch 1009/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 1.6097\n","Epoch 1010/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 1.5999\n","Epoch 1011/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 1.5902\n","Epoch 1012/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 1.5806\n","Epoch 1013/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 1.5710\n","Epoch 1014/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 1.5616\n","Epoch 1015/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 1.5521\n","Epoch 1016/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 1.5427\n","Epoch 1017/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 1.5334\n","Epoch 1018/2000\n","1/1 [==============================] - 0s 999us/step - loss: 1.5241\n","Epoch 1019/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 1.5149\n","Epoch 1020/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 1.5058\n","Epoch 1021/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 1.4967\n","Epoch 1022/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 1.4877\n","Epoch 1023/2000\n","1/1 [==============================] - 0s 998us/step - loss: 1.4787\n","Epoch 1024/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 1.4698\n","Epoch 1025/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 1.4609\n","Epoch 1026/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 1.4521\n","Epoch 1027/2000\n","1/1 [==============================] - 0s 999us/step - loss: 1.4434\n","Epoch 1028/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 1.4347\n","Epoch 1029/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 1.4260\n","Epoch 1030/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 1.4175\n","Epoch 1031/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 1.4089\n","Epoch 1032/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 1.4005\n","Epoch 1033/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 1.3920\n","Epoch 1034/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 1.3837\n","Epoch 1035/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 1.3754\n","Epoch 1036/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 1.3671\n","Epoch 1037/2000\n","1/1 [==============================] - 0s 999us/step - loss: 1.3589\n","Epoch 1038/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 1.3507\n","Epoch 1039/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 1.3426\n","Epoch 1040/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 1.3346\n","Epoch 1041/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 1.3266\n","Epoch 1042/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 1.3186\n","Epoch 1043/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 1.3107\n","Epoch 1044/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 1.3029\n","Epoch 1045/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 1.2951\n","Epoch 1046/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 1.2873\n","Epoch 1047/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 1.2796\n","Epoch 1048/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 1.2720\n","Epoch 1049/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 1.2644\n","Epoch 1050/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 1.2568\n","Epoch 1051/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 1.2493\n","Epoch 1052/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 1.2418\n","Epoch 1053/2000\n","1/1 [==============================] - 0s 999us/step - loss: 1.2344\n","Epoch 1054/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 1.2271\n","Epoch 1055/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 1.2197\n","Epoch 1056/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 1.2125\n","Epoch 1057/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 1.2052\n","Epoch 1058/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 1.1980\n","Epoch 1059/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 1.1909\n","Epoch 1060/2000\n","1/1 [==============================] - 0s 998us/step - loss: 1.1838\n","Epoch 1061/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 1.1768\n","Epoch 1062/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 1.1698\n","Epoch 1063/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 1.1628\n","Epoch 1064/2000\n","1/1 [==============================] - 0s 999us/step - loss: 1.1559\n","Epoch 1065/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 1.1490\n","Epoch 1066/2000\n","1/1 [==============================] - 0s 999us/step - loss: 1.1422\n","Epoch 1067/2000\n","1/1 [==============================] - ETA: 0s - loss: 1.135 - 0s 1000us/step - loss: 1.1354\n","Epoch 1068/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 1.1287\n","Epoch 1069/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 1.1220\n","Epoch 1070/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 1.1153\n","Epoch 1071/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 1.1087\n","Epoch 1072/2000\n","1/1 [==============================] - 0s 999us/step - loss: 1.1021\n","Epoch 1073/2000\n","1/1 [==============================] - 0s 998us/step - loss: 1.0956\n","Epoch 1074/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 1.0891\n","Epoch 1075/2000\n","1/1 [==============================] - 0s 998us/step - loss: 1.0827\n","Epoch 1076/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 1.0763\n","Epoch 1077/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 1.0699\n","Epoch 1078/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 1.0636\n","Epoch 1079/2000\n","1/1 [==============================] - 0s 999us/step - loss: 1.0573\n","Epoch 1080/2000\n","1/1 [==============================] - 0s 999us/step - loss: 1.0510\n","Epoch 1081/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 1.0449\n","Epoch 1082/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 1.0387\n","Epoch 1083/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 1.0326\n","Epoch 1084/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 1.0265\n","Epoch 1085/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 1.0204\n","Epoch 1086/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 1.0144\n","Epoch 1087/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 1.0084\n","Epoch 1088/2000\n","1/1 [==============================] - 0s 999us/step - loss: 1.0025\n","Epoch 1089/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.9966\n","Epoch 1090/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.9907\n","Epoch 1091/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.9849\n","Epoch 1092/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.9791\n","Epoch 1093/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.9734\n","Epoch 1094/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.9677\n","Epoch 1095/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.9620\n","Epoch 1096/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.9563\n","Epoch 1097/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.9507\n","Epoch 1098/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.9452\n","Epoch 1099/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.9396\n","Epoch 1100/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.9341\n","Epoch 1101/2000\n","1/1 [==============================] - 0s 998us/step - loss: 0.9287\n","Epoch 1102/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.9232\n","Epoch 1103/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.9178\n","Epoch 1104/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.9125\n","Epoch 1105/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.9072\n","Epoch 1106/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.9019\n","Epoch 1107/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.8966\n","Epoch 1108/2000\n","1/1 [==============================] - 0s 998us/step - loss: 0.8914\n","Epoch 1109/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.8862\n","Epoch 1110/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.8810\n","Epoch 1111/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.8759\n","Epoch 1112/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.8708\n","Epoch 1113/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.8657\n","Epoch 1114/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.8607\n","Epoch 1115/2000\n","1/1 [==============================] - 0s 999us/step - loss: 0.8557\n","Epoch 1116/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.8507\n","Epoch 1117/2000\n","1/1 [==============================] - 0s 999us/step - loss: 0.8458\n","Epoch 1118/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.8409\n","Epoch 1119/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.8360\n","Epoch 1120/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.8312\n","Epoch 1121/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.8264\n","Epoch 1122/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.8216\n","Epoch 1123/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.8168\n","Epoch 1124/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.8121\n","Epoch 1125/2000\n","1/1 [==============================] - 0s 998us/step - loss: 0.8074\n","Epoch 1126/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.8027\n","Epoch 1127/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.7981\n","Epoch 1128/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.7935\n","Epoch 1129/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.7889\n","Epoch 1130/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.7844\n","Epoch 1131/2000\n","1/1 [==============================] - 0s 998us/step - loss: 0.7799\n","Epoch 1132/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.7754\n","Epoch 1133/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.7709\n","Epoch 1134/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.7665\n","Epoch 1135/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.7621\n","Epoch 1136/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.7577\n","Epoch 1137/2000\n","1/1 [==============================] - 0s 999us/step - loss: 0.7534\n","Epoch 1138/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.7490\n","Epoch 1139/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.7448\n","Epoch 1140/2000\n","1/1 [==============================] - 0s 999us/step - loss: 0.7405\n","Epoch 1141/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.7362\n","Epoch 1142/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.7320\n","Epoch 1143/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.7279\n","Epoch 1144/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.7237\n","Epoch 1145/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.7196\n","Epoch 1146/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.7155\n","Epoch 1147/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.7114\n","Epoch 1148/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.7073\n","Epoch 1149/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.7033\n","Epoch 1150/2000\n","1/1 [==============================] - 0s 998us/step - loss: 0.6993\n","Epoch 1151/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.6953\n","Epoch 1152/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.6914\n","Epoch 1153/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.6874\n","Epoch 1154/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.6835\n","Epoch 1155/2000\n","1/1 [==============================] - 0s 999us/step - loss: 0.6797\n","Epoch 1156/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.6758\n","Epoch 1157/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.6720\n","Epoch 1158/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.6682\n","Epoch 1159/2000\n","1/1 [==============================] - 0s 999us/step - loss: 0.6644\n","Epoch 1160/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.6606\n","Epoch 1161/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.6569\n","Epoch 1162/2000\n","1/1 [==============================] - 0s 999us/step - loss: 0.6532\n","Epoch 1163/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.6495\n","Epoch 1164/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.6458\n","Epoch 1165/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.6422\n","Epoch 1166/2000\n","1/1 [==============================] - 0s 998us/step - loss: 0.6386\n","Epoch 1167/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.6350\n","Epoch 1168/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.6314\n","Epoch 1169/2000\n","1/1 [==============================] - 0s 999us/step - loss: 0.6279\n","Epoch 1170/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.6243\n","Epoch 1171/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.6208\n","Epoch 1172/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.6174\n","Epoch 1173/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.6139\n","Epoch 1174/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.6105\n","Epoch 1175/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.6071\n","Epoch 1176/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.6037\n","Epoch 1177/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.6003\n","Epoch 1178/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.5969\n","Epoch 1179/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.5936\n","Epoch 1180/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.5903\n","Epoch 1181/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.5870\n","Epoch 1182/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.5838\n","Epoch 1183/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.5805\n","Epoch 1184/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.5773\n","Epoch 1185/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.5741\n","Epoch 1186/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.5709\n","Epoch 1187/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.5677\n","Epoch 1188/2000\n","1/1 [==============================] - 0s 999us/step - loss: 0.5646\n","Epoch 1189/2000\n"]},{"name":"stdout","output_type":"stream","text":["1/1 [==============================] - 0s 1ms/step - loss: 0.5615\n","Epoch 1190/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.5584\n","Epoch 1191/2000\n","1/1 [==============================] - 0s 999us/step - loss: 0.5553\n","Epoch 1192/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.5522\n","Epoch 1193/2000\n","1/1 [==============================] - 0s 999us/step - loss: 0.5492\n","Epoch 1194/2000\n","1/1 [==============================] - 0s 997us/step - loss: 0.5461\n","Epoch 1195/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.5431\n","Epoch 1196/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.5401\n","Epoch 1197/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.5372\n","Epoch 1198/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.5342\n","Epoch 1199/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.5313\n","Epoch 1200/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.5284\n","Epoch 1201/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.5255\n","Epoch 1202/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.5226\n","Epoch 1203/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.5197\n","Epoch 1204/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.5169\n","Epoch 1205/2000\n","1/1 [==============================] - 0s 999us/step - loss: 0.5141\n","Epoch 1206/2000\n","1/1 [==============================] - 0s 998us/step - loss: 0.5113\n","Epoch 1207/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.5085\n","Epoch 1208/2000\n","1/1 [==============================] - 0s 999us/step - loss: 0.5057\n","Epoch 1209/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.5030\n","Epoch 1210/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.5002\n","Epoch 1211/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.4975\n","Epoch 1212/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.4948\n","Epoch 1213/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.4921\n","Epoch 1214/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.4895\n","Epoch 1215/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.4868\n","Epoch 1216/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.4842\n","Epoch 1217/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.4816\n","Epoch 1218/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.4790\n","Epoch 1219/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.4764\n","Epoch 1220/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.4738\n","Epoch 1221/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.4713\n","Epoch 1222/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.4687\n","Epoch 1223/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.4662\n","Epoch 1224/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.4637\n","Epoch 1225/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.4613\n","Epoch 1226/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.4588\n","Epoch 1227/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.4563\n","Epoch 1228/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.4539\n","Epoch 1229/2000\n","1/1 [==============================] - 0s 999us/step - loss: 0.4515\n","Epoch 1230/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.4491\n","Epoch 1231/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.4467\n","Epoch 1232/2000\n","1/1 [==============================] - 0s 998us/step - loss: 0.4443\n","Epoch 1233/2000\n","1/1 [==============================] - 0s 999us/step - loss: 0.4419\n","Epoch 1234/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.4396\n","Epoch 1235/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.4373\n","Epoch 1236/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.4349\n","Epoch 1237/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.4326\n","Epoch 1238/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.4303\n","Epoch 1239/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.4281\n","Epoch 1240/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.4258\n","Epoch 1241/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.4236\n","Epoch 1242/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.4213\n","Epoch 1243/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.4191\n","Epoch 1244/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.4169\n","Epoch 1245/2000\n","1/1 [==============================] - 0s 3ms/step - loss: 0.4147\n","Epoch 1246/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.4126\n","Epoch 1247/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.4104\n","Epoch 1248/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.4082\n","Epoch 1249/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.4061\n","Epoch 1250/2000\n","1/1 [==============================] - 0s 5ms/step - loss: 0.4040\n","Epoch 1251/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.4019\n","Epoch 1252/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3998\n","Epoch 1253/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.3977\n","Epoch 1254/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3957\n","Epoch 1255/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.3936\n","Epoch 1256/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.3916\n","Epoch 1257/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3895\n","Epoch 1258/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.3875\n","Epoch 1259/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.3855\n","Epoch 1260/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3835\n","Epoch 1261/2000\n","1/1 [==============================] - 0s 998us/step - loss: 0.3815\n","Epoch 1262/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3796\n","Epoch 1263/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.3776\n","Epoch 1264/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.3757\n","Epoch 1265/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.3738\n","Epoch 1266/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3718\n","Epoch 1267/2000\n","1/1 [==============================] - 0s 998us/step - loss: 0.3699\n","Epoch 1268/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.3680\n","Epoch 1269/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3662\n","Epoch 1270/2000\n","1/1 [==============================] - 0s 997us/step - loss: 0.3643\n","Epoch 1271/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.3624\n","Epoch 1272/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.3606\n","Epoch 1273/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.3588\n","Epoch 1274/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.3570\n","Epoch 1275/2000\n","1/1 [==============================] - 0s 999us/step - loss: 0.3551\n","Epoch 1276/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.3533\n","Epoch 1277/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3516\n","Epoch 1278/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.3498\n","Epoch 1279/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.3480\n","Epoch 1280/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.3463\n","Epoch 1281/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.3445\n","Epoch 1282/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.3428\n","Epoch 1283/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3411\n","Epoch 1284/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.3394\n","Epoch 1285/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.3377\n","Epoch 1286/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.3360\n","Epoch 1287/2000\n","1/1 [==============================] - 0s 3ms/step - loss: 0.3343\n","Epoch 1288/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.3326\n","Epoch 1289/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.3310\n","Epoch 1290/2000\n","1/1 [==============================] - 0s 991us/step - loss: 0.3293\n","Epoch 1291/2000\n","1/1 [==============================] - 0s 999us/step - loss: 0.3277\n","Epoch 1292/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.3261\n","Epoch 1293/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.3245\n","Epoch 1294/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3229\n","Epoch 1295/2000\n","1/1 [==============================] - 0s 996us/step - loss: 0.3213\n","Epoch 1296/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3197\n","Epoch 1297/2000\n","1/1 [==============================] - 0s 999us/step - loss: 0.3181\n","Epoch 1298/2000\n","1/1 [==============================] - 0s 999us/step - loss: 0.3166\n","Epoch 1299/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.3150\n","Epoch 1300/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.3135\n","Epoch 1301/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.3119\n","Epoch 1302/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3104\n","Epoch 1303/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.3089\n","Epoch 1304/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3074\n","Epoch 1305/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.3059\n","Epoch 1306/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.3044\n","Epoch 1307/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.3029\n","Epoch 1308/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.3015\n","Epoch 1309/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.3000\n","Epoch 1310/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2986\n","Epoch 1311/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2971\n","Epoch 1312/2000\n","1/1 [==============================] - 0s 999us/step - loss: 0.2957\n","Epoch 1313/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2943\n","Epoch 1314/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2929\n","Epoch 1315/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2915\n","Epoch 1316/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2901\n","Epoch 1317/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2887\n","Epoch 1318/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2873\n","Epoch 1319/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.2859\n","Epoch 1320/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2846\n","Epoch 1321/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2832\n","Epoch 1322/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2819\n","Epoch 1323/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2806\n","Epoch 1324/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2792\n","Epoch 1325/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2779\n","Epoch 1326/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.2766\n","Epoch 1327/2000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2753\n","Epoch 1328/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2740\n","Epoch 1329/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2727\n","Epoch 1330/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2715\n","Epoch 1331/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2702\n","Epoch 1332/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2689\n","Epoch 1333/2000\n","1/1 [==============================] - 0s 999us/step - loss: 0.2677\n","Epoch 1334/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.2664\n","Epoch 1335/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2652\n","Epoch 1336/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.2640\n","Epoch 1337/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2627\n","Epoch 1338/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2615\n","Epoch 1339/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2603\n","Epoch 1340/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2591\n","Epoch 1341/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2579\n","Epoch 1342/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2568\n","Epoch 1343/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2556\n","Epoch 1344/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2544\n","Epoch 1345/2000\n","1/1 [==============================] - 0s 988us/step - loss: 0.2533\n","Epoch 1346/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2521\n","Epoch 1347/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2510\n","Epoch 1348/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2498\n","Epoch 1349/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2487\n","Epoch 1350/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2476\n","Epoch 1351/2000\n","1/1 [==============================] - 0s 997us/step - loss: 0.2465\n","Epoch 1352/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.2454\n","Epoch 1353/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2443\n","Epoch 1354/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2432\n","Epoch 1355/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2421\n","Epoch 1356/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2410\n","Epoch 1357/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2399\n","Epoch 1358/2000\n","1/1 [==============================] - 0s 999us/step - loss: 0.2388\n","Epoch 1359/2000\n","1/1 [==============================] - 0s 988us/step - loss: 0.2378\n","Epoch 1360/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2367\n","Epoch 1361/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2357\n","Epoch 1362/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2346\n","Epoch 1363/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2336\n","Epoch 1364/2000\n","1/1 [==============================] - 0s 996us/step - loss: 0.2326\n","Epoch 1365/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2316\n","Epoch 1366/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2305\n","Epoch 1367/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2295\n","Epoch 1368/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2285\n","Epoch 1369/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.2275\n","Epoch 1370/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2266\n","Epoch 1371/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2256\n","Epoch 1372/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.2246\n","Epoch 1373/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2236\n","Epoch 1374/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2227\n","Epoch 1375/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2217\n","Epoch 1376/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2208\n","Epoch 1377/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2198\n","Epoch 1378/2000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2189\n","Epoch 1379/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2179\n","Epoch 1380/2000\n","1/1 [==============================] - 0s 999us/step - loss: 0.2170\n","Epoch 1381/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2161\n","Epoch 1382/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2152\n","Epoch 1383/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2143\n","Epoch 1384/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2133\n","Epoch 1385/2000\n","1/1 [==============================] - 0s 3ms/step - loss: 0.2125\n","Epoch 1386/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2116\n","Epoch 1387/2000\n"]},{"name":"stdout","output_type":"stream","text":["1/1 [==============================] - 0s 2ms/step - loss: 0.2107\n","Epoch 1388/2000\n","1/1 [==============================] - 0s 999us/step - loss: 0.2098\n","Epoch 1389/2000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2089\n","Epoch 1390/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2080\n","Epoch 1391/2000\n","1/1 [==============================] - 0s 996us/step - loss: 0.2072\n","Epoch 1392/2000\n","1/1 [==============================] - 0s 999us/step - loss: 0.2063\n","Epoch 1393/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2055\n","Epoch 1394/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2046\n","Epoch 1395/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2038\n","Epoch 1396/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2029\n","Epoch 1397/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2021\n","Epoch 1398/2000\n","1/1 [==============================] - 0s 997us/step - loss: 0.2013\n","Epoch 1399/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2004\n","Epoch 1400/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.1996\n","Epoch 1401/2000\n","1/1 [==============================] - 0s 999us/step - loss: 0.1988\n","Epoch 1402/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.1980\n","Epoch 1403/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.1972\n","Epoch 1404/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.1964\n","Epoch 1405/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.1956\n","Epoch 1406/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.1948\n","Epoch 1407/2000\n","1/1 [==============================] - 0s 999us/step - loss: 0.1941\n","Epoch 1408/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.1933\n","Epoch 1409/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.1925\n","Epoch 1410/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.1917\n","Epoch 1411/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.1910\n","Epoch 1412/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.1902\n","Epoch 1413/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.1895\n","Epoch 1414/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.1887\n","Epoch 1415/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.1880\n","Epoch 1416/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.1872\n","Epoch 1417/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.1865\n","Epoch 1418/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.1858\n","Epoch 1419/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.1850\n","Epoch 1420/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.1843\n","Epoch 1421/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.1836\n","Epoch 1422/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.1829\n","Epoch 1423/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.1822\n","Epoch 1424/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.1815\n","Epoch 1425/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.1808\n","Epoch 1426/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.1801\n","Epoch 1427/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.1794\n","Epoch 1428/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.1787\n","Epoch 1429/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.1781\n","Epoch 1430/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.1774\n","Epoch 1431/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.1767\n","Epoch 1432/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.1760\n","Epoch 1433/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.1754\n","Epoch 1434/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.1747\n","Epoch 1435/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.1741\n","Epoch 1436/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.1734\n","Epoch 1437/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.1728\n","Epoch 1438/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.1721\n","Epoch 1439/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.1715\n","Epoch 1440/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.1709\n","Epoch 1441/2000\n","1/1 [==============================] - 0s 998us/step - loss: 0.1702\n","Epoch 1442/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.1696\n","Epoch 1443/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.1690\n","Epoch 1444/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.1684\n","Epoch 1445/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.1677\n","Epoch 1446/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.1671\n","Epoch 1447/2000\n","1/1 [==============================] - 0s 999us/step - loss: 0.1665\n","Epoch 1448/2000\n","1/1 [==============================] - 0s 999us/step - loss: 0.1659\n","Epoch 1449/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.1653\n","Epoch 1450/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.1647\n","Epoch 1451/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.1641\n","Epoch 1452/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.1636\n","Epoch 1453/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.1630\n","Epoch 1454/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.1624\n","Epoch 1455/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.1618\n","Epoch 1456/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.1612\n","Epoch 1457/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.1607\n","Epoch 1458/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.1601\n","Epoch 1459/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.1596\n","Epoch 1460/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.1590\n","Epoch 1461/2000\n","1/1 [==============================] - 0s 999us/step - loss: 0.1584\n","Epoch 1462/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.1579\n","Epoch 1463/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.1573\n","Epoch 1464/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.1568\n","Epoch 1465/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.1563\n","Epoch 1466/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.1557\n","Epoch 1467/2000\n","1/1 [==============================] - 0s 997us/step - loss: 0.1552\n","Epoch 1468/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.1547\n","Epoch 1469/2000\n","1/1 [==============================] - 0s 999us/step - loss: 0.1541\n","Epoch 1470/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.1536\n","Epoch 1471/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.1531\n","Epoch 1472/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.1526\n","Epoch 1473/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.1520\n","Epoch 1474/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.1515\n","Epoch 1475/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.1510\n","Epoch 1476/2000\n","1/1 [==============================] - 0s 999us/step - loss: 0.1505\n","Epoch 1477/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.1500\n","Epoch 1478/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.1495\n","Epoch 1479/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.1490\n","Epoch 1480/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.1485\n","Epoch 1481/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.1481\n","Epoch 1482/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.1476\n","Epoch 1483/2000\n","1/1 [==============================] - 0s 999us/step - loss: 0.1471\n","Epoch 1484/2000\n","1/1 [==============================] - 0s 999us/step - loss: 0.1466\n","Epoch 1485/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.1461\n","Epoch 1486/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.1457\n","Epoch 1487/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.1452\n","Epoch 1488/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.1447\n","Epoch 1489/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.1443\n","Epoch 1490/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.1438\n","Epoch 1491/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.1433\n","Epoch 1492/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.1429\n","Epoch 1493/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.1424\n","Epoch 1494/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.1420\n","Epoch 1495/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.1415\n","Epoch 1496/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.1411\n","Epoch 1497/2000\n","1/1 [==============================] - 0s 999us/step - loss: 0.1406\n","Epoch 1498/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.1402\n","Epoch 1499/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.1398\n","Epoch 1500/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.1393\n","Epoch 1501/2000\n","1/1 [==============================] - 0s 998us/step - loss: 0.1389\n","Epoch 1502/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.1385\n","Epoch 1503/2000\n","1/1 [==============================] - 0s 999us/step - loss: 0.1381\n","Epoch 1504/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.1376\n","Epoch 1505/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.1372\n","Epoch 1506/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.1368\n","Epoch 1507/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.1364\n","Epoch 1508/2000\n","1/1 [==============================] - 0s 999us/step - loss: 0.1360\n","Epoch 1509/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.1356\n","Epoch 1510/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.1352\n","Epoch 1511/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.1348\n","Epoch 1512/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.1344\n","Epoch 1513/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.1340\n","Epoch 1514/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.1336\n","Epoch 1515/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.1332\n","Epoch 1516/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.1328\n","Epoch 1517/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.1324\n","Epoch 1518/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.1320\n","Epoch 1519/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.1316\n","Epoch 1520/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.1312\n","Epoch 1521/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.1309\n","Epoch 1522/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.1305\n","Epoch 1523/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.1301\n","Epoch 1524/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.1297\n","Epoch 1525/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.1294\n","Epoch 1526/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.1290\n","Epoch 1527/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.1286\n","Epoch 1528/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.1283\n","Epoch 1529/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.1279\n","Epoch 1530/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.1275\n","Epoch 1531/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.1272\n","Epoch 1532/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.1268\n","Epoch 1533/2000\n","1/1 [==============================] - 0s 999us/step - loss: 0.1265\n","Epoch 1534/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.1261\n","Epoch 1535/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.1258\n","Epoch 1536/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.1255\n","Epoch 1537/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.1251\n","Epoch 1538/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.1248\n","Epoch 1539/2000\n","1/1 [==============================] - 0s 999us/step - loss: 0.1244\n","Epoch 1540/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.1241\n","Epoch 1541/2000\n","1/1 [==============================] - 0s 999us/step - loss: 0.1238\n","Epoch 1542/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.1234\n","Epoch 1543/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.1231\n","Epoch 1544/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.1228\n","Epoch 1545/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.1224\n","Epoch 1546/2000\n","1/1 [==============================] - 0s 997us/step - loss: 0.1221\n","Epoch 1547/2000\n","1/1 [==============================] - 0s 999us/step - loss: 0.1218\n","Epoch 1548/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.1215\n","Epoch 1549/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.1212\n","Epoch 1550/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.1209\n","Epoch 1551/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.1205\n","Epoch 1552/2000\n","1/1 [==============================] - 0s 998us/step - loss: 0.1202\n","Epoch 1553/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.1199\n","Epoch 1554/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.1196\n","Epoch 1555/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.1193\n","Epoch 1556/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.1190\n","Epoch 1557/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.1187\n","Epoch 1558/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.1184\n","Epoch 1559/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.1181\n","Epoch 1560/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.1178\n","Epoch 1561/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.1175\n","Epoch 1562/2000\n","1/1 [==============================] - 0s 999us/step - loss: 0.1172\n","Epoch 1563/2000\n","1/1 [==============================] - 0s 999us/step - loss: 0.1169\n","Epoch 1564/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.1166\n","Epoch 1565/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.1164\n","Epoch 1566/2000\n","1/1 [==============================] - 0s 998us/step - loss: 0.1161\n","Epoch 1567/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.1158\n","Epoch 1568/2000\n","1/1 [==============================] - 0s 999us/step - loss: 0.1155\n","Epoch 1569/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.1152\n","Epoch 1570/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.1150\n","Epoch 1571/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.1147\n","Epoch 1572/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.1144\n","Epoch 1573/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.1141\n","Epoch 1574/2000\n","1/1 [==============================] - 0s 999us/step - loss: 0.1139\n","Epoch 1575/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.1136\n","Epoch 1576/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.1133\n","Epoch 1577/2000\n","1/1 [==============================] - 0s 998us/step - loss: 0.1131\n","Epoch 1578/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.1128\n","Epoch 1579/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.1125\n","Epoch 1580/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.1123\n","Epoch 1581/2000\n","1/1 [==============================] - 0s 998us/step - loss: 0.1120\n","Epoch 1582/2000\n","1/1 [==============================] - 0s 999us/step - loss: 0.1118\n","Epoch 1583/2000\n","1/1 [==============================] - 0s 999us/step - loss: 0.1115\n","Epoch 1584/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.1112\n","Epoch 1585/2000\n"]},{"name":"stdout","output_type":"stream","text":["1/1 [==============================] - 0s 1ms/step - loss: 0.1110\n","Epoch 1586/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.1107\n","Epoch 1587/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.1105\n","Epoch 1588/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.1102\n","Epoch 1589/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.1100\n","Epoch 1590/2000\n","1/1 [==============================] - 0s 997us/step - loss: 0.1098\n","Epoch 1591/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.1095\n","Epoch 1592/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.1093\n","Epoch 1593/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.1090\n","Epoch 1594/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.1088\n","Epoch 1595/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.1086\n","Epoch 1596/2000\n","1/1 [==============================] - 0s 998us/step - loss: 0.1083\n","Epoch 1597/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.1081\n","Epoch 1598/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.1079\n","Epoch 1599/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.1076\n","Epoch 1600/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.1074\n","Epoch 1601/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.1072\n","Epoch 1602/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.1069\n","Epoch 1603/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.1067\n","Epoch 1604/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.1065\n","Epoch 1605/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.1063\n","Epoch 1606/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.1061\n","Epoch 1607/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.1058\n","Epoch 1608/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.1056\n","Epoch 1609/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.1054\n","Epoch 1610/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.1052\n","Epoch 1611/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.1050\n","Epoch 1612/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.1048\n","Epoch 1613/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.1045\n","Epoch 1614/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.1043\n","Epoch 1615/2000\n","1/1 [==============================] - 0s 996us/step - loss: 0.1041\n","Epoch 1616/2000\n","1/1 [==============================] - 0s 3ms/step - loss: 0.1039\n","Epoch 1617/2000\n","1/1 [==============================] - 0s 999us/step - loss: 0.1037\n","Epoch 1618/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.1035\n","Epoch 1619/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.1033\n","Epoch 1620/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.1031\n","Epoch 1621/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.1029\n","Epoch 1622/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.1027\n","Epoch 1623/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.1025\n","Epoch 1624/2000\n","1/1 [==============================] - 0s 998us/step - loss: 0.1023\n","Epoch 1625/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.1021\n","Epoch 1626/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.1019\n","Epoch 1627/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.1017\n","Epoch 1628/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.1015\n","Epoch 1629/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.1013\n","Epoch 1630/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.1012\n","Epoch 1631/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.1010\n","Epoch 1632/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.1008\n","Epoch 1633/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.1006\n","Epoch 1634/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.1004\n","Epoch 1635/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.1002\n","Epoch 1636/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.1000\n","Epoch 1637/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.0999\n","Epoch 1638/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.0997\n","Epoch 1639/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.0995\n","Epoch 1640/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.0993\n","Epoch 1641/2000\n","1/1 [==============================] - 0s 999us/step - loss: 0.0991\n","Epoch 1642/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.0990\n","Epoch 1643/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.0988\n","Epoch 1644/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.0986\n","Epoch 1645/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.0985\n","Epoch 1646/2000\n","1/1 [==============================] - 0s 999us/step - loss: 0.0983\n","Epoch 1647/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.0981\n","Epoch 1648/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.0979\n","Epoch 1649/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.0978\n","Epoch 1650/2000\n","1/1 [==============================] - 0s 997us/step - loss: 0.0976\n","Epoch 1651/2000\n","1/1 [==============================] - 0s 999us/step - loss: 0.0974\n","Epoch 1652/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.0973\n","Epoch 1653/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.0971\n","Epoch 1654/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.0970\n","Epoch 1655/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.0968\n","Epoch 1656/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.0966\n","Epoch 1657/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.0965\n","Epoch 1658/2000\n","1/1 [==============================] - 0s 999us/step - loss: 0.0963\n","Epoch 1659/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.0962\n","Epoch 1660/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.0960\n","Epoch 1661/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.0958\n","Epoch 1662/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.0957\n","Epoch 1663/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.0955\n","Epoch 1664/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.0954\n","Epoch 1665/2000\n","1/1 [==============================] - 0s 3ms/step - loss: 0.0952\n","Epoch 1666/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.0951\n","Epoch 1667/2000\n","1/1 [==============================] - 0s 997us/step - loss: 0.0949\n","Epoch 1668/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.0948\n","Epoch 1669/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.0946\n","Epoch 1670/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.0945\n","Epoch 1671/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.0943\n","Epoch 1672/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.0942\n","Epoch 1673/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.0940\n","Epoch 1674/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.0939\n","Epoch 1675/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.0938\n","Epoch 1676/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.0936\n","Epoch 1677/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.0935\n","Epoch 1678/2000\n","1/1 [==============================] - 0s 999us/step - loss: 0.0933\n","Epoch 1679/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.0932\n","Epoch 1680/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.0931\n","Epoch 1681/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.0929\n","Epoch 1682/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.0928\n","Epoch 1683/2000\n","1/1 [==============================] - 0s 999us/step - loss: 0.0927\n","Epoch 1684/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.0925\n","Epoch 1685/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.0924\n","Epoch 1686/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.0923\n","Epoch 1687/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.0921\n","Epoch 1688/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.0920\n","Epoch 1689/2000\n","1/1 [==============================] - 0s 999us/step - loss: 0.0919\n","Epoch 1690/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.0917\n","Epoch 1691/2000\n","1/1 [==============================] - 0s 998us/step - loss: 0.0916\n","Epoch 1692/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.0915\n","Epoch 1693/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.0913\n","Epoch 1694/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.0912\n","Epoch 1695/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.0911\n","Epoch 1696/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.0910\n","Epoch 1697/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.0908\n","Epoch 1698/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.0907\n","Epoch 1699/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.0906\n","Epoch 1700/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.0905\n","Epoch 1701/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.0904\n","Epoch 1702/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.0902\n","Epoch 1703/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.0901\n","Epoch 1704/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.0900\n","Epoch 1705/2000\n","1/1 [==============================] - 0s 999us/step - loss: 0.0899\n","Epoch 1706/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.0898\n","Epoch 1707/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.0896\n","Epoch 1708/2000\n","1/1 [==============================] - 0s 5ms/step - loss: 0.0895\n","Epoch 1709/2000\n","1/1 [==============================] - 0s 999us/step - loss: 0.0894\n","Epoch 1710/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.0893\n","Epoch 1711/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.0892\n","Epoch 1712/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.0891\n","Epoch 1713/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.0890\n","Epoch 1714/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.0889\n","Epoch 1715/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.0887\n","Epoch 1716/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.0886\n","Epoch 1717/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.0885\n","Epoch 1718/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.0884\n","Epoch 1719/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.0883\n","Epoch 1720/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.0882\n","Epoch 1721/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.0881\n","Epoch 1722/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.0880\n","Epoch 1723/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.0879\n","Epoch 1724/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.0878\n","Epoch 1725/2000\n","1/1 [==============================] - 0s 999us/step - loss: 0.0877\n","Epoch 1726/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.0876\n","Epoch 1727/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.0875\n","Epoch 1728/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.0874\n","Epoch 1729/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.0873\n","Epoch 1730/2000\n","1/1 [==============================] - 0s 999us/step - loss: 0.0872\n","Epoch 1731/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.0871\n","Epoch 1732/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.0870\n","Epoch 1733/2000\n","1/1 [==============================] - 0s 999us/step - loss: 0.0869\n","Epoch 1734/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.0868\n","Epoch 1735/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.0867\n","Epoch 1736/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.0866\n","Epoch 1737/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.0865\n","Epoch 1738/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.0864\n","Epoch 1739/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.0863\n","Epoch 1740/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.0862\n","Epoch 1741/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.0861\n","Epoch 1742/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.0860\n","Epoch 1743/2000\n","1/1 [==============================] - 0s 999us/step - loss: 0.0859\n","Epoch 1744/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.0858\n","Epoch 1745/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.0857\n","Epoch 1746/2000\n","1/1 [==============================] - 0s 998us/step - loss: 0.0857\n","Epoch 1747/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.0856\n","Epoch 1748/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.0855\n","Epoch 1749/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.0854\n","Epoch 1750/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.0853\n","Epoch 1751/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.0852\n","Epoch 1752/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.0851\n","Epoch 1753/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.0850\n","Epoch 1754/2000\n","1/1 [==============================] - 0s 999us/step - loss: 0.0849\n","Epoch 1755/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.0849\n","Epoch 1756/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.0848\n","Epoch 1757/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.0847\n","Epoch 1758/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.0846\n","Epoch 1759/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.0845\n","Epoch 1760/2000\n","1/1 [==============================] - 0s 999us/step - loss: 0.0844\n","Epoch 1761/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.0844\n","Epoch 1762/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.0843\n","Epoch 1763/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.0842\n","Epoch 1764/2000\n","1/1 [==============================] - 0s 999us/step - loss: 0.0841\n","Epoch 1765/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.0840\n","Epoch 1766/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.0840\n","Epoch 1767/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.0839\n","Epoch 1768/2000\n","1/1 [==============================] - 0s 999us/step - loss: 0.0838\n","Epoch 1769/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.0837\n","Epoch 1770/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.0836\n","Epoch 1771/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.0836\n","Epoch 1772/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.0835\n","Epoch 1773/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.0834\n","Epoch 1774/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.0833\n","Epoch 1775/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.0833\n","Epoch 1776/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.0832\n","Epoch 1777/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.0831\n","Epoch 1778/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.0830\n","Epoch 1779/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.0830\n","Epoch 1780/2000\n","1/1 [==============================] - 0s 999us/step - loss: 0.0829\n","Epoch 1781/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.0828\n","Epoch 1782/2000\n","1/1 [==============================] - 0s 999us/step - loss: 0.0827\n","Epoch 1783/2000\n"]},{"name":"stdout","output_type":"stream","text":["1/1 [==============================] - 0s 1ms/step - loss: 0.0827\n","Epoch 1784/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.0826\n","Epoch 1785/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.0825\n","Epoch 1786/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.0825\n","Epoch 1787/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.0824\n","Epoch 1788/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.0823\n","Epoch 1789/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.0823\n","Epoch 1790/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.0822\n","Epoch 1791/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.0821\n","Epoch 1792/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.0820\n","Epoch 1793/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.0820\n","Epoch 1794/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.0819\n","Epoch 1795/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.0818\n","Epoch 1796/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.0818\n","Epoch 1797/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.0817\n","Epoch 1798/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.0816\n","Epoch 1799/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.0816\n","Epoch 1800/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.0815\n","Epoch 1801/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.0815\n","Epoch 1802/2000\n","1/1 [==============================] - 0s 996us/step - loss: 0.0814\n","Epoch 1803/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.0813\n","Epoch 1804/2000\n","1/1 [==============================] - 0s 999us/step - loss: 0.0813\n","Epoch 1805/2000\n","1/1 [==============================] - 0s 999us/step - loss: 0.0812\n","Epoch 1806/2000\n","1/1 [==============================] - 0s 999us/step - loss: 0.0811\n","Epoch 1807/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.0811\n","Epoch 1808/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.0810\n","Epoch 1809/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.0810\n","Epoch 1810/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.0809\n","Epoch 1811/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.0808\n","Epoch 1812/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.0808\n","Epoch 1813/2000\n","1/1 [==============================] - 0s 999us/step - loss: 0.0807\n","Epoch 1814/2000\n","1/1 [==============================] - 0s 998us/step - loss: 0.0807\n","Epoch 1815/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.0806\n","Epoch 1816/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.0805\n","Epoch 1817/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.0805\n","Epoch 1818/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.0804\n","Epoch 1819/2000\n","1/1 [==============================] - 0s 999us/step - loss: 0.0804\n","Epoch 1820/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.0803\n","Epoch 1821/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.0803\n","Epoch 1822/2000\n","1/1 [==============================] - 0s 998us/step - loss: 0.0802\n","Epoch 1823/2000\n","1/1 [==============================] - 0s 999us/step - loss: 0.0801\n","Epoch 1824/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.0801\n","Epoch 1825/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.0800\n","Epoch 1826/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.0800\n","Epoch 1827/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.0799\n","Epoch 1828/2000\n","1/1 [==============================] - 0s 997us/step - loss: 0.0799\n","Epoch 1829/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.0798\n","Epoch 1830/2000\n","1/1 [==============================] - 0s 999us/step - loss: 0.0798\n","Epoch 1831/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.0797\n","Epoch 1832/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.0797\n","Epoch 1833/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.0796\n","Epoch 1834/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.0796\n","Epoch 1835/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.0795\n","Epoch 1836/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.0795\n","Epoch 1837/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.0794\n","Epoch 1838/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.0794\n","Epoch 1839/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.0793\n","Epoch 1840/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.0793\n","Epoch 1841/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.0792\n","Epoch 1842/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.0792\n","Epoch 1843/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.0791\n","Epoch 1844/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.0791\n","Epoch 1845/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.0790\n","Epoch 1846/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.0790\n","Epoch 1847/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.0789\n","Epoch 1848/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.0789\n","Epoch 1849/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.0788\n","Epoch 1850/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.0788\n","Epoch 1851/2000\n","1/1 [==============================] - 0s 999us/step - loss: 0.0787\n","Epoch 1852/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.0787\n","Epoch 1853/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.0786\n","Epoch 1854/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.0786\n","Epoch 1855/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.0785\n","Epoch 1856/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.0785\n","Epoch 1857/2000\n","1/1 [==============================] - 0s 998us/step - loss: 0.0785\n","Epoch 1858/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.0784\n","Epoch 1859/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.0784\n","Epoch 1860/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.0783\n","Epoch 1861/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.0783\n","Epoch 1862/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.0782\n","Epoch 1863/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.0782\n","Epoch 1864/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.0781\n","Epoch 1865/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.0781\n","Epoch 1866/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.0781\n","Epoch 1867/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.0780\n","Epoch 1868/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.0780\n","Epoch 1869/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.0779\n","Epoch 1870/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.0779\n","Epoch 1871/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.0779\n","Epoch 1872/2000\n","1/1 [==============================] - 0s 0s/step - loss: 0.0778\n","Epoch 1873/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.0778\n","Epoch 1874/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.0777\n","Epoch 1875/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.0777\n","Epoch 1876/2000\n","1/1 [==============================] - 0s 996us/step - loss: 0.0777\n","Epoch 1877/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.0776\n","Epoch 1878/2000\n","1/1 [==============================] - 0s 998us/step - loss: 0.0776\n","Epoch 1879/2000\n","1/1 [==============================] - 0s 999us/step - loss: 0.0775\n","Epoch 1880/2000\n","1/1 [==============================] - 0s 999us/step - loss: 0.0775\n","Epoch 1881/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.0775\n","Epoch 1882/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.0774\n","Epoch 1883/2000\n","1/1 [==============================] - 0s 999us/step - loss: 0.0774\n","Epoch 1884/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.0773\n","Epoch 1885/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.0773\n","Epoch 1886/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.0773\n","Epoch 1887/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.0772\n","Epoch 1888/2000\n","1/1 [==============================] - 0s 535us/step - loss: 0.0772\n","Epoch 1889/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.0772\n","Epoch 1890/2000\n","1/1 [==============================] - 0s 999us/step - loss: 0.0771\n","Epoch 1891/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.0771\n","Epoch 1892/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.0771\n","Epoch 1893/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.0770\n","Epoch 1894/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.0770\n","Epoch 1895/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.0769\n","Epoch 1896/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.0769\n","Epoch 1897/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.0769\n","Epoch 1898/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.0768\n","Epoch 1899/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.0768\n","Epoch 1900/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.0768\n","Epoch 1901/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.0767\n","Epoch 1902/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.0767\n","Epoch 1903/2000\n","1/1 [==============================] - 0s 995us/step - loss: 0.0767\n","Epoch 1904/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.0766\n","Epoch 1905/2000\n","1/1 [==============================] - 0s 999us/step - loss: 0.0766\n","Epoch 1906/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.0766\n","Epoch 1907/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.0765\n","Epoch 1908/2000\n","1/1 [==============================] - 0s 999us/step - loss: 0.0765\n","Epoch 1909/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.0765\n","Epoch 1910/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.0764\n","Epoch 1911/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.0764\n","Epoch 1912/2000\n","1/1 [==============================] - 0s 999us/step - loss: 0.0764\n","Epoch 1913/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.0763\n","Epoch 1914/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.0763\n","Epoch 1915/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.0763\n","Epoch 1916/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.0763\n","Epoch 1917/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.0762\n","Epoch 1918/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.0762\n","Epoch 1919/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.0762\n","Epoch 1920/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.0761\n","Epoch 1921/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.0761\n","Epoch 1922/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.0761\n","Epoch 1923/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.0760\n","Epoch 1924/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.0760\n","Epoch 1925/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.0760\n","Epoch 1926/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.0760\n","Epoch 1927/2000\n","1/1 [==============================] - 0s 998us/step - loss: 0.0759\n","Epoch 1928/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.0759\n","Epoch 1929/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.0759\n","Epoch 1930/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.0758\n","Epoch 1931/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.0758\n","Epoch 1932/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.0758\n","Epoch 1933/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.0758\n","Epoch 1934/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.0757\n","Epoch 1935/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.0757\n","Epoch 1936/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.0757\n","Epoch 1937/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.0757\n","Epoch 1938/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.0756\n","Epoch 1939/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.0756\n","Epoch 1940/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.0756\n","Epoch 1941/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.0755\n","Epoch 1942/2000\n","1/1 [==============================] - 0s 999us/step - loss: 0.0755\n","Epoch 1943/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.0755\n","Epoch 1944/2000\n","1/1 [==============================] - 0s 997us/step - loss: 0.0755\n","Epoch 1945/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.0754\n","Epoch 1946/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.0754\n","Epoch 1947/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.0754\n","Epoch 1948/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.0754\n","Epoch 1949/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.0753\n","Epoch 1950/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.0753\n","Epoch 1951/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.0753\n","Epoch 1952/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.0753\n","Epoch 1953/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.0752\n","Epoch 1954/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.0752\n","Epoch 1955/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.0752\n","Epoch 1956/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.0752\n","Epoch 1957/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.0751\n","Epoch 1958/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.0751\n","Epoch 1959/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.0751\n","Epoch 1960/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.0751\n","Epoch 1961/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.0751\n","Epoch 1962/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.0750\n","Epoch 1963/2000\n","1/1 [==============================] - 0s 999us/step - loss: 0.0750\n","Epoch 1964/2000\n","1/1 [==============================] - 0s 988us/step - loss: 0.0750\n","Epoch 1965/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.0750\n","Epoch 1966/2000\n","1/1 [==============================] - 0s 998us/step - loss: 0.0749\n","Epoch 1967/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.0749\n","Epoch 1968/2000\n","1/1 [==============================] - 0s 999us/step - loss: 0.0749\n","Epoch 1969/2000\n","1/1 [==============================] - 0s 999us/step - loss: 0.0749\n","Epoch 1970/2000\n","1/1 [==============================] - 0s 997us/step - loss: 0.0749\n","Epoch 1971/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.0748\n","Epoch 1972/2000\n","1/1 [==============================] - 0s 999us/step - loss: 0.0748\n","Epoch 1973/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.0748\n","Epoch 1974/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.0748\n","Epoch 1975/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.0747\n","Epoch 1976/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.0747\n","Epoch 1977/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.0747\n","Epoch 1978/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.0747\n","Epoch 1979/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.0747\n","Epoch 1980/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.0746\n","Epoch 1981/2000\n"]},{"name":"stdout","output_type":"stream","text":["1/1 [==============================] - 0s 1ms/step - loss: 0.0746\n","Epoch 1982/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.0746\n","Epoch 1983/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.0746\n","Epoch 1984/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.0746\n","Epoch 1985/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.0745\n","Epoch 1986/2000\n","1/1 [==============================] - 0s 999us/step - loss: 0.0745\n","Epoch 1987/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.0745\n","Epoch 1988/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.0745\n","Epoch 1989/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.0745\n","Epoch 1990/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.0744\n","Epoch 1991/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.0744\n","Epoch 1992/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.0744\n","Epoch 1993/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.0744\n","Epoch 1994/2000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.0744\n","Epoch 1995/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.0744\n","Epoch 1996/2000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.0743\n","Epoch 1997/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.0743\n","Epoch 1998/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.0743\n","Epoch 1999/2000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.0743\n","Epoch 2000/2000\n","1/1 [==============================] - 0s 998us/step - loss: 0.0743\n"]},{"data":{"text/plain":[""]},"execution_count":27,"metadata":{},"output_type":"execute_result"}],"source":["model = Sequential()\n","\n","# 입력 변수가 2개(학습 시간, 과외 시간)이므로 input_dim에 2를 입력합니다. \n","model.add(Dense(1, input_dim=2, activation='linear'))\n","model.compile(optimizer='sgd' ,loss='mse')\n","\n","model.fit(x, y, epochs=2000)"]},{"cell_type":"markdown","metadata":{"id":"vKdJ2NiTNohJ"},"source":["### 4. 모델 테스트"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"uFoOzhpYNohJ","outputId":"e7d03f31-3748-4829-d5ab-a4f5944ac9d2"},"outputs":[{"name":"stdout","output_type":"stream","text":["7시간을 공부하고 4시간의 과외를 받을 경우, 예상 점수는 97.53점입니다\n"]}],"source":["# 임의의 학습 시간과 과외 시간을 집어넣어 점수를 예측하는 모델을 테스트해 보겠습니다.\n","\n","hour = 7\n","private_class = 4\n","prediction = model.predict([[hour, private_class]])\n","\n","print(\"%.f시간을 공부하고 %.f시간의 과외를 받을 경우, 예상 점수는 %.02f점입니다\" % (hour, private_class, prediction))"]}],"metadata":{"kernelspec":{"display_name":"Python 3 (ipykernel)","language":"python","name":"python3"},"language_info":{"codemirror_mode":{"name":"ipython","version":3},"file_extension":".py","mimetype":"text/x-python","name":"python","nbconvert_exporter":"python","pygments_lexer":"ipython3","version":"3.9.7"},"colab":{"name":"ch05-colab.ipynb","provenance":[],"collapsed_sections":[]}},"nbformat":4,"nbformat_minor":0} \ No newline at end of file +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": { + "id": "FWqzGoFKNog3" + }, + "source": [ + "# 5장. 선형 회귀 모델: 먼저 긋고 수정하기" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "73wqHOA3Nog6" + }, + "source": [ + "## 2. 파이썬 코딩으로 확인하는 선형 회귀" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "CxsIMQlKNog7" + }, + "source": [ + "### 1.환경 준비" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "fGhzzQnbNog7" + }, + "outputs": [], + "source": [ + "import numpy as np\n", + "import matplotlib.pyplot as plt" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "QYqG2UcKNog8" + }, + "source": [ + "### 2. 데이터 준비" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "8gslp47hNog9" + }, + "outputs": [], + "source": [ + "# 공부 시간 X와 성적 y의 넘파이 배열을 만듭니다.\n", + "x = np.array([2, 4, 6, 8])\n", + "y = np.array([81, 93, 91, 97]) " + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "s_fcWDvkNog-" + }, + "source": [ + "### 3. 데이터 분포 확인" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "gtH1o7jzNog-", + "outputId": "b428cb2a-96d6-4164-bcc2-6560d846593b" + }, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# 데이터의 분포를 그래프로 나타냅니다.\n", + "plt.scatter(x, y)\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "Z1rvgowKNog_" + }, + "source": [ + "### 4. 실행을 위한 변수 설정" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "Mi46BZrFNohA" + }, + "outputs": [], + "source": [ + "# 기울기 a와 절편 b의 값을 초기화합니다.\n", + "a = 0\n", + "b = 0\n", + "\n", + "# 학습률을 정합니다.\n", + "lr = 0.03\n", + "\n", + "# 몇 번 반복될지 설정합니다. \n", + "epochs = 2001 " + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "YwB8fLCJNohA" + }, + "source": [ + "### 5. 경사 하강법" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "f_1tWFLXNohA", + "outputId": "5ddaed24-a8d9-4a1e-ec39-a5b7e4e68019" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "epoch=0, 기울기=27.8400, 절편=5.4300\n", + "epoch=100, 기울기=7.0739, 절편=50.5117\n", + "epoch=200, 기울기=4.0960, 절편=68.2822\n", + "epoch=300, 기울기=2.9757, 절편=74.9678\n", + "epoch=400, 기울기=2.5542, 절편=77.4830\n", + "epoch=500, 기울기=2.3956, 절편=78.4293\n", + "epoch=600, 기울기=2.3360, 절편=78.7853\n", + "epoch=700, 기울기=2.3135, 절편=78.9192\n", + "epoch=800, 기울기=2.3051, 절편=78.9696\n", + "epoch=900, 기울기=2.3019, 절편=78.9886\n", + "epoch=1000, 기울기=2.3007, 절편=78.9957\n", + "epoch=1100, 기울기=2.3003, 절편=78.9984\n", + "epoch=1200, 기울기=2.3001, 절편=78.9994\n", + "epoch=1300, 기울기=2.3000, 절편=78.9998\n", + "epoch=1400, 기울기=2.3000, 절편=78.9999\n", + "epoch=1500, 기울기=2.3000, 절편=79.0000\n", + "epoch=1600, 기울기=2.3000, 절편=79.0000\n", + "epoch=1700, 기울기=2.3000, 절편=79.0000\n", + "epoch=1800, 기울기=2.3000, 절편=79.0000\n", + "epoch=1900, 기울기=2.3000, 절편=79.0000\n", + "epoch=2000, 기울기=2.3000, 절편=79.0000\n" + ] + } + ], + "source": [ + "# x 값이 총 몇 개인지 셉니다.\n", + "n=len(x)\n", + "\n", + "# 경사 하강법을 시작합니다.\n", + "for i in range(epochs): # 에포크 수 만큼 반복\n", + " \n", + " y_pred = a * x + b # 예측 값을 구하는 식입니다. \n", + " error = y - y_pred # 실제 값과 비교한 오차를 error로 놓습니다.\n", + " \n", + " a_diff = (2/n) * sum(-x * (error)) # 오차 함수를 a로 편미분한 값입니다. \n", + " b_diff = (2/n) * sum(-(error)) # 오차 함수를 b로 편미분한 값입니다. \n", + " \n", + " a = a - lr * a_diff # 학습률을 곱해 기존의 a 값을 업데이트합니다.\n", + " b = b - lr * b_diff # 학습률을 곱해 기존의 b 값을 업데이트합니다.\n", + " \n", + " if i % 100 == 0: # 100번 반복될 때마다 현재의 a 값, b 값을 출력합니다.\n", + " print(\"epoch=%.f, 기울기=%.04f, 절편=%.04f\" % (i, a, b)) " + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "wHAzkYKCNohB" + }, + "source": [ + "### 6. 그래프 확인 " + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "PGDjMwrBNohB", + "outputId": "308b3646-da17-4484-abc5-7e9bba25abc3" + }, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# 앞서 구한 최종 a 값을 기울기, b 값을 y 절편에 대입하여 그래프를 그립니다.\n", + "y_pred = a * x + b \n", + "\n", + "# 그래프 출력\n", + "plt.scatter(x, y)\n", + "plt.plot(x, y_pred,'r')\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "aDNdyuOxNohC" + }, + "source": [ + "## 4. 파이썬 코딩으로 확인하는 다중 선형 회귀" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "aojjge-cNohC" + }, + "source": [ + "### 1.환경 준비" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "--sufxaFNohC" + }, + "outputs": [], + "source": [ + "import numpy as np\n", + "import matplotlib.pyplot as plt" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "3l4HegJiNohC" + }, + "source": [ + "### 2. 데이터 준비" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "JAIt1GQoNohD" + }, + "outputs": [], + "source": [ + "# 공부 시간 x1과 과외 시간 x2, 그 성적 y의 넘파이 배열을 만듭니다. \n", + "x1 = np.array([2, 4, 6, 8])\n", + "x2 = np.array([0, 4, 2, 3])\n", + "y = np.array([81, 93, 91, 97]) " + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "UqPwVWofNohD" + }, + "source": [ + "### 3. 데이터 분포 확인" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "roHjdDH-NohD", + "outputId": "4ecbb3cf-1558-432b-fb45-c265d83087a2" + }, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# 데이터의 분포를 그래프로 나타냅니다.\n", + "fig = plt.figure()\n", + "ax = fig.add_subplot(111, projection='3d')\n", + "ax.scatter3D(x1, x2, y)\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "lsJoilB7NohD" + }, + "source": [ + "### 4. 실행을 위한 변수 설정" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "k2lyPuywNohE" + }, + "outputs": [], + "source": [ + "# 기울기 a와 절편 b의 값을 초기화합니다.\n", + "a1 = 0\n", + "a2 = 0\n", + "b = 0\n", + "\n", + "# 학습률을 정합니다.\n", + "lr = 0.01 \n", + "\n", + "# 몇 번 반복될지 설정합니다.\n", + "epochs = 2001 " + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "1LRCG-mlNohE" + }, + "source": [ + "### 5. 경사 하강법" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "481F8O6XNohE", + "outputId": "07b8f204-a765-4b12-b50e-f0de562b14f2" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "epoch=0, 기울기1=9.2800, 기울기2=4.2250, 절편=1.8100\n", + "epoch=100, 기울기1=9.5110, 기울기2=5.0270, 절편=22.9205\n", + "epoch=200, 기울기1=7.3238, 기울기2=4.2950, 절편=37.8751\n", + "epoch=300, 기울기1=5.7381, 기울기2=3.7489, 절편=48.7589\n", + "epoch=400, 기울기1=4.5844, 기울기2=3.3507, 절편=56.6800\n", + "epoch=500, 기울기1=3.7447, 기울기2=3.0608, 절편=62.4448\n", + "epoch=600, 기울기1=3.1337, 기울기2=2.8498, 절편=66.6404\n", + "epoch=700, 기울기1=2.6890, 기울기2=2.6962, 절편=69.6938\n", + "epoch=800, 기울기1=2.3653, 기울기2=2.5845, 절편=71.9160\n", + "epoch=900, 기울기1=2.1297, 기울기2=2.5032, 절편=73.5333\n", + "epoch=1000, 기울기1=1.9583, 기울기2=2.4440, 절편=74.7103\n", + "epoch=1100, 기울기1=1.8336, 기울기2=2.4009, 절편=75.5670\n", + "epoch=1200, 기울기1=1.7428, 기울기2=2.3695, 절편=76.1904\n", + "epoch=1300, 기울기1=1.6767, 기울기2=2.3467, 절편=76.6441\n", + "epoch=1400, 기울기1=1.6286, 기울기2=2.3301, 절편=76.9743\n", + "epoch=1500, 기울기1=1.5936, 기울기2=2.3180, 절편=77.2146\n", + "epoch=1600, 기울기1=1.5681, 기울기2=2.3092, 절편=77.3895\n", + "epoch=1700, 기울기1=1.5496, 기울기2=2.3028, 절편=77.5168\n", + "epoch=1800, 기울기1=1.5361, 기울기2=2.2982, 절편=77.6095\n", + "epoch=1900, 기울기1=1.5263, 기울기2=2.2948, 절편=77.6769\n", + "epoch=2000, 기울기1=1.5191, 기울기2=2.2923, 절편=77.7260\n" + ] + } + ], + "source": [ + "# x 값이 총 몇 개인지 셉니다. x1과 x2의 수가 같으므로 x1만 세겠습니다. \n", + "n=len(x1)\n", + "\n", + "# 경사 하강법을 시작합니다.\n", + "for i in range(epochs): # 에포크 수 만큼 반복\n", + " \n", + " y_pred = a1 * x1 + a2 * x2 + b # 예측 값을 구하는 식을 세웁니다\n", + " error = y - y_pred # 실제 값과 비교한 오차를 error로 놓습니다.\n", + " \n", + " a1_diff = (2/n) * sum(-x1 * (error)) # 오차 함수를 a1로 편미분한 값입니다. \n", + " a2_diff = (2/n) * sum(-x2 * (error)) # 오차 함수를 a2로 편미분한 값입니다. \n", + " b_diff = (2/n) * sum(-(error)) # 오차 함수를 b로 편미분한 값입니다. \n", + " \n", + " a1 = a1 - lr * a1_diff # 학습률을 곱해 기존의 a1 값을 업데이트합니다.\n", + " a2 = a2 - lr * a2_diff # 학습률을 곱해 기존의 a2 값을 업데이트합니다.\n", + " b = b - lr * b_diff # 학습률을 곱해 기존의 b 값을 업데이트합니다.\n", + " \n", + " if i % 100 == 0: # 100번 반복될 때마다 현재의 a1, a2, b 값을 출력합니다.\n", + " print(\"epoch=%.f, 기울기1=%.04f, 기울기2=%.04f, 절편=%.04f\" % (i, a1, a2, b)) " + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "bTHqoVZWNohE", + "outputId": "3bc1ea92-efc0-4aa9-d92e-02060a9bfcdf" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "실제 점수: [81 93 91 97]\n", + "예측 점수: [80.76387645 92.97153922 91.42520875 96.7558749 ]\n" + ] + } + ], + "source": [ + "# 실제 점수와 예측된 점수를 출력합니다.\n", + "print(\"실제 점수:\", y)\n", + "print(\"예측 점수:\", y_pred)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "BLTl28ZnNohF" + }, + "source": [ + "## 5-1. 텐서플로에서 실행하는 선형 회귀 모델" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "KBSggsUiNohF" + }, + "source": [ + "### 1. 환경 준비" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "tOh8nt21NohF" + }, + "outputs": [], + "source": [ + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "\n", + "# 텐서플로의 케라스 API에서 필요한 함수들을 불러옵니다.\n", + "from tensorflow.keras.models import Sequential\n", + "from tensorflow.keras.layers import Dense" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "dVpTnM0qNohG" + }, + "source": [ + "### 2. 데이터 준비" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "hS33-24dNohG" + }, + "outputs": [], + "source": [ + "x = np.array([2, 4, 6, 8])\n", + "y = np.array([81, 93, 91, 97]) " + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "jJUx_G16NohG" + }, + "source": [ + "### 3. 모델 실행" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "46oM6843NohG", + "outputId": "667f5df8-7c8c-4b67-e51f-c14dcf758442" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Epoch 1/2000\n", + "1/1 [==============================] - 0s 114ms/step - loss: 9241.3984\n", + "Epoch 2/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 2185.9084\n", + "Epoch 3/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 1144.3138\n", + "Epoch 4/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 986.0449\n", + "Epoch 5/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 957.5485\n", + "Epoch 6/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 948.1465\n", + "Epoch 7/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 941.5829\n", + "Epoch 8/2000\n", + "1/1 [==============================] - 0s 998us/step - loss: 935.4696\n", + "Epoch 9/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 929.4559\n", + "Epoch 10/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 923.4899\n", + "Epoch 11/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 917.5637\n", + "Epoch 12/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 911.6762\n", + "Epoch 13/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 905.8269\n", + "Epoch 14/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 900.0154\n", + "Epoch 15/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 894.2415\n", + "Epoch 16/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 888.5050\n", + "Epoch 17/2000\n", + "1/1 [==============================] - 0s 998us/step - loss: 882.8057\n", + "Epoch 18/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 877.1432\n", + "Epoch 19/2000\n", + "1/1 [==============================] - 0s 994us/step - loss: 871.5175\n", + "Epoch 20/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 865.9281\n", + "Epoch 21/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 860.3750\n", + "Epoch 22/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 854.8577\n", + "Epoch 23/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 849.3763\n", + "Epoch 24/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 843.9302\n", + "Epoch 25/2000\n", + "1/1 [==============================] - 0s 998us/step - loss: 838.5195\n", + "Epoch 26/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 833.1439\n", + "Epoch 27/2000\n", + "1/1 [==============================] - 0s 998us/step - loss: 827.8031\n", + "Epoch 28/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 822.4968\n", + "Epoch 29/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 817.2247\n", + "Epoch 30/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 811.9871\n", + "Epoch 31/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 806.7831\n", + "Epoch 32/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 801.6128\n", + "Epoch 33/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 796.4761\n", + "Epoch 34/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 791.3727\n", + "Epoch 35/2000\n", + "1/1 [==============================] - 0s 998us/step - loss: 786.3022\n", + "Epoch 36/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 781.2648\n", + "Epoch 37/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 776.2598\n", + "Epoch 38/2000\n", + "1/1 [==============================] - 0s 998us/step - loss: 771.2872\n", + "Epoch 39/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 766.3469\n", + "Epoch 40/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 761.4385\n", + "Epoch 41/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 756.5619\n", + "Epoch 42/2000\n", + "1/1 [==============================] - 0s 998us/step - loss: 751.7169\n", + "Epoch 43/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 746.9032\n", + "Epoch 44/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 742.1208\n", + "Epoch 45/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 737.3692\n", + "Epoch 46/2000\n", + "1/1 [==============================] - 0s 998us/step - loss: 732.6486\n", + "Epoch 47/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 727.9584\n", + "Epoch 48/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 723.2986\n", + "Epoch 49/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 718.6689\n", + "Epoch 50/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 714.0692\n", + "Epoch 51/2000\n", + "1/1 [==============================] - 0s 993us/step - loss: 709.4995\n", + "Epoch 52/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 704.9592\n", + "Epoch 53/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 700.4482\n", + "Epoch 54/2000\n", + "1/1 [==============================] - 0s 998us/step - loss: 695.9665\n", + "Epoch 55/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 691.5139\n", + "Epoch 56/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 687.0901\n", + "Epoch 57/2000\n", + "1/1 [==============================] - 0s 994us/step - loss: 682.6948\n", + "Epoch 58/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 678.3282\n", + "Epoch 59/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 673.9897\n", + "Epoch 60/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 669.6793\n", + "Epoch 61/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 665.3970\n", + "Epoch 62/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 661.1422\n", + "Epoch 63/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 656.9150\n", + "Epoch 64/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 652.7153\n", + "Epoch 65/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 648.5427\n", + "Epoch 66/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 644.3972\n", + "Epoch 67/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 640.2783\n", + "Epoch 68/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 636.1863\n", + "Epoch 69/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 632.1208\n", + "Epoch 70/2000\n", + "1/1 [==============================] - 0s 3ms/step - loss: 628.0814\n", + "Epoch 71/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 624.0683\n", + "Epoch 72/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 620.0812\n", + "Epoch 73/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 616.1199\n", + "Epoch 74/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 612.1844\n", + "Epoch 75/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 608.2740\n", + "Epoch 76/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 604.3893\n", + "Epoch 77/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 600.5295\n", + "Epoch 78/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 596.6948\n", + "Epoch 79/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 592.8850\n", + "Epoch 80/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 589.0999\n", + "Epoch 81/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 585.3391\n", + "Epoch 82/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 581.6028\n", + "Epoch 83/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 577.8906\n", + "Epoch 84/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 574.2026\n", + "Epoch 85/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 570.5383\n", + "Epoch 86/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 566.8978\n", + "Epoch 87/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 563.2809\n", + "Epoch 88/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 559.6874\n", + "Epoch 89/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 556.1171\n", + "Epoch 90/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 552.5699\n", + "Epoch 91/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 549.0458\n", + "Epoch 92/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 545.5444\n", + "Epoch 93/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 542.0657\n", + "Epoch 94/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 538.6096\n", + "Epoch 95/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 535.1758\n", + "Epoch 96/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 531.7643\n", + "Epoch 97/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 528.3748\n", + "Epoch 98/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 525.0073\n", + "Epoch 99/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 521.6616\n", + "Epoch 100/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 518.3375\n", + "Epoch 101/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 515.0350\n", + "Epoch 102/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 511.7539\n", + "Epoch 103/2000\n", + "1/1 [==============================] - 0s 998us/step - loss: 508.4941\n", + "Epoch 104/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 505.2554\n", + "Epoch 105/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 502.0374\n", + "Epoch 106/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 498.8405\n", + "Epoch 107/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 495.6643\n", + "Epoch 108/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 492.5086\n", + "Epoch 109/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 489.3733\n", + "Epoch 110/2000\n", + "1/1 [==============================] - 0s 998us/step - loss: 486.2583\n", + "Epoch 111/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 483.1635\n", + "Epoch 112/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 480.0888\n", + "Epoch 113/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 477.0340\n", + "Epoch 114/2000\n", + "1/1 [==============================] - 0s 997us/step - loss: 473.9989\n", + "Epoch 115/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 470.9835\n", + "Epoch 116/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 467.9875\n", + "Epoch 117/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 465.0110\n", + "Epoch 118/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 462.0539\n", + "Epoch 119/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 459.1158\n", + "Epoch 120/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 456.1967\n", + "Epoch 121/2000\n", + "1/1 [==============================] - 0s 998us/step - loss: 453.2966\n", + "Epoch 122/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 450.4152\n", + "Epoch 123/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 447.5526\n", + "Epoch 124/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 444.7085\n", + "Epoch 125/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 441.8827\n", + "Epoch 126/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 439.0752\n", + "Epoch 127/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 436.2860\n", + "Epoch 128/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 433.5148\n", + "Epoch 129/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 430.7614\n", + "Epoch 130/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 428.0261\n", + "Epoch 131/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 425.3083\n", + "Epoch 132/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 422.6082\n", + "Epoch 133/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 419.9255\n", + "Epoch 134/2000\n", + "1/1 [==============================] - 0s 3ms/step - loss: 417.2602\n", + "Epoch 135/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 414.6123\n", + "Epoch 136/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 411.9813\n", + "Epoch 137/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 409.3675\n", + "Epoch 138/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 406.7705\n", + "Epoch 139/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 404.1905\n", + "Epoch 140/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 401.6270\n", + "Epoch 141/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 399.0802\n", + "Epoch 142/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 396.5499\n", + "Epoch 143/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 394.0360\n", + "Epoch 144/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 391.5384\n", + "Epoch 145/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 389.0569\n", + "Epoch 146/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 386.5914\n", + "Epoch 147/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 384.1420\n", + "Epoch 148/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 381.7085\n", + "Epoch 149/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 379.2906\n", + "Epoch 150/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 376.8884\n", + "Epoch 151/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 374.5018\n", + "Epoch 152/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 372.1306\n", + "Epoch 153/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 369.7748\n", + "Epoch 154/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 367.4344\n", + "Epoch 155/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 365.1089\n", + "Epoch 156/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 362.7986\n", + "Epoch 157/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 360.5031\n", + "Epoch 158/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 358.2227\n", + "Epoch 159/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 355.9568\n", + "Epoch 160/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 353.7059\n", + "Epoch 161/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 351.4693\n", + "Epoch 162/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 349.2473\n", + "Epoch 163/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 347.0396\n", + "Epoch 164/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 344.8463\n", + "Epoch 165/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 342.6671\n", + "Epoch 166/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 340.5022\n", + "Epoch 167/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 338.3511\n", + "Epoch 168/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 336.2140\n", + "Epoch 169/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 334.0908\n", + "Epoch 170/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 331.9814\n", + "Epoch 171/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 329.8854\n", + "Epoch 172/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 327.8031\n", + "Epoch 173/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 325.7344\n", + "Epoch 174/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 323.6790\n", + "Epoch 175/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 321.6369\n", + "Epoch 176/2000\n", + "1/1 [==============================] - 0s 5ms/step - loss: 319.6080\n", + "Epoch 177/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 317.5923\n", + "Epoch 178/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 315.5896\n", + "Epoch 179/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 313.5999\n", + "Epoch 180/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 311.6231\n", + "Epoch 181/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 309.6591\n", + "Epoch 182/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 307.7078\n", + "Epoch 183/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 305.7692\n", + "Epoch 184/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 303.8431\n", + "Epoch 185/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 301.9294\n", + "Epoch 186/2000\n", + "1/1 [==============================] - 0s 998us/step - loss: 300.0281\n", + "Epoch 187/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 298.1392\n", + "Epoch 188/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 296.2624\n", + "Epoch 189/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 294.3979\n", + "Epoch 190/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 292.5454\n", + "Epoch 191/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 290.7049\n", + "Epoch 192/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 288.8764\n", + "Epoch 193/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 287.0597\n", + "Epoch 194/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 285.2546\n", + "Epoch 195/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 283.4614\n", + "Epoch 196/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 281.6797\n", + "Epoch 197/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 279.9096\n", + "Epoch 198/2000\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "1/1 [==============================] - 0s 2ms/step - loss: 278.1508\n", + "Epoch 199/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 276.4036\n", + "Epoch 200/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 274.6675\n", + "Epoch 201/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 272.9429\n", + "Epoch 202/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 271.2292\n", + "Epoch 203/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 269.5267\n", + "Epoch 204/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 267.8353\n", + "Epoch 205/2000\n", + "1/1 [==============================] - 0s 997us/step - loss: 266.1548\n", + "Epoch 206/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 264.4852\n", + "Epoch 207/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 262.8265\n", + "Epoch 208/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 261.1785\n", + "Epoch 209/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 259.5410\n", + "Epoch 210/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 257.9142\n", + "Epoch 211/2000\n", + "1/1 [==============================] - 0s 998us/step - loss: 256.2980\n", + "Epoch 212/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 254.6922\n", + "Epoch 213/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 253.0968\n", + "Epoch 214/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 251.5117\n", + "Epoch 215/2000\n", + "1/1 [==============================] - 0s 998us/step - loss: 249.9370\n", + "Epoch 216/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 248.3723\n", + "Epoch 217/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 246.8179\n", + "Epoch 218/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 245.2735\n", + "Epoch 219/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 243.7390\n", + "Epoch 220/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 242.2146\n", + "Epoch 221/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 240.7000\n", + "Epoch 222/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 239.1951\n", + "Epoch 223/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 237.7001\n", + "Epoch 224/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 236.2147\n", + "Epoch 225/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 234.7389\n", + "Epoch 226/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 233.2728\n", + "Epoch 227/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 231.8161\n", + "Epoch 228/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 230.3688\n", + "Epoch 229/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 228.9309\n", + "Epoch 230/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 227.5023\n", + "Epoch 231/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 226.0829\n", + "Epoch 232/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 224.6729\n", + "Epoch 233/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 223.2719\n", + "Epoch 234/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 221.8799\n", + "Epoch 235/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 220.4970\n", + "Epoch 236/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 219.1230\n", + "Epoch 237/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 217.7580\n", + "Epoch 238/2000\n", + "1/1 [==============================] - 0s 998us/step - loss: 216.4017\n", + "Epoch 239/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 215.0542\n", + "Epoch 240/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 213.7155\n", + "Epoch 241/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 212.3855\n", + "Epoch 242/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 211.0640\n", + "Epoch 243/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 209.7511\n", + "Epoch 244/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 208.4467\n", + "Epoch 245/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 207.1508\n", + "Epoch 246/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 205.8632\n", + "Epoch 247/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 204.5839\n", + "Epoch 248/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 203.3131\n", + "Epoch 249/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 202.0504\n", + "Epoch 250/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 200.7958\n", + "Epoch 251/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 199.5494\n", + "Epoch 252/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 198.3110\n", + "Epoch 253/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 197.0807\n", + "Epoch 254/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 195.8584\n", + "Epoch 255/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 194.6439\n", + "Epoch 256/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 193.4373\n", + "Epoch 257/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 192.2386\n", + "Epoch 258/2000\n", + "1/1 [==============================] - 0s 4ms/step - loss: 191.0476\n", + "Epoch 259/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 189.8643\n", + "Epoch 260/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 188.6886\n", + "Epoch 261/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 187.5206\n", + "Epoch 262/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 186.3602\n", + "Epoch 263/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 185.2072\n", + "Epoch 264/2000\n", + "1/1 [==============================] - 0s 998us/step - loss: 184.0618\n", + "Epoch 265/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 182.9237\n", + "Epoch 266/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 181.7930\n", + "Epoch 267/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 180.6696\n", + "Epoch 268/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 179.5535\n", + "Epoch 269/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 178.4447\n", + "Epoch 270/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 177.3429\n", + "Epoch 271/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 176.2484\n", + "Epoch 272/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 175.1609\n", + "Epoch 273/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 174.0805\n", + "Epoch 274/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 173.0070\n", + "Epoch 275/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 171.9406\n", + "Epoch 276/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 170.8810\n", + "Epoch 277/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 169.8283\n", + "Epoch 278/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 168.7824\n", + "Epoch 279/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 167.7433\n", + "Epoch 280/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 166.7108\n", + "Epoch 281/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 165.6852\n", + "Epoch 282/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 164.6660\n", + "Epoch 283/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 163.6535\n", + "Epoch 284/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 162.6477\n", + "Epoch 285/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 161.6482\n", + "Epoch 286/2000\n", + "1/1 [==============================] - 0s 998us/step - loss: 160.6554\n", + "Epoch 287/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 159.6689\n", + "Epoch 288/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 158.6888\n", + "Epoch 289/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 157.7150\n", + "Epoch 290/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 156.7476\n", + "Epoch 291/2000\n", + "1/1 [==============================] - 0s 996us/step - loss: 155.7863\n", + "Epoch 292/2000\n", + "1/1 [==============================] - 0s 998us/step - loss: 154.8313\n", + "Epoch 293/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 153.8826\n", + "Epoch 294/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 152.9399\n", + "Epoch 295/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 152.0034\n", + "Epoch 296/2000\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "1/1 [==============================] - 0s 2ms/step - loss: 151.0729\n", + "Epoch 297/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 150.1484\n", + "Epoch 298/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 149.2299\n", + "Epoch 299/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 148.3174\n", + "Epoch 300/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 147.4108\n", + "Epoch 301/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 146.5101\n", + "Epoch 302/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 145.6152\n", + "Epoch 303/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 144.7260\n", + "Epoch 304/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 143.8427\n", + "Epoch 305/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 142.9651\n", + "Epoch 306/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 142.0931\n", + "Epoch 307/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 141.2268\n", + "Epoch 308/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 140.3661\n", + "Epoch 309/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 139.5110\n", + "Epoch 310/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 138.6613\n", + "Epoch 311/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 137.8172\n", + "Epoch 312/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 136.9787\n", + "Epoch 313/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 136.1455\n", + "Epoch 314/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 135.3177\n", + "Epoch 315/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 134.4952\n", + "Epoch 316/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 133.6781\n", + "Epoch 317/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 132.8663\n", + "Epoch 318/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 132.0597\n", + "Epoch 319/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 131.2583\n", + "Epoch 320/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 130.4621\n", + "Epoch 321/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 129.6711\n", + "Epoch 322/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 128.8853\n", + "Epoch 323/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 128.1045\n", + "Epoch 324/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 127.3287\n", + "Epoch 325/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 126.5580\n", + "Epoch 326/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 125.7923\n", + "Epoch 327/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 125.0315\n", + "Epoch 328/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 124.2756\n", + "Epoch 329/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 123.5247\n", + "Epoch 330/2000\n", + "1/1 [==============================] - 0s 998us/step - loss: 122.7787\n", + "Epoch 331/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 122.0374\n", + "Epoch 332/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 121.3009\n", + "Epoch 333/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 120.5692\n", + "Epoch 334/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 119.8423\n", + "Epoch 335/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 119.1201\n", + "Epoch 336/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 118.4025\n", + "Epoch 337/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 117.6896\n", + "Epoch 338/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 116.9813\n", + "Epoch 339/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 116.2776\n", + "Epoch 340/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 115.5785\n", + "Epoch 341/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 114.8838\n", + "Epoch 342/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 114.1937\n", + "Epoch 343/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 113.5080\n", + "Epoch 344/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 112.8268\n", + "Epoch 345/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 112.1501\n", + "Epoch 346/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 111.4776\n", + "Epoch 347/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 110.8095\n", + "Epoch 348/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 110.1458\n", + "Epoch 349/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 109.4863\n", + "Epoch 350/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 108.8311\n", + "Epoch 351/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 108.1802\n", + "Epoch 352/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 107.5334\n", + "Epoch 353/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 106.8910\n", + "Epoch 354/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 106.2525\n", + "Epoch 355/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 105.6183\n", + "Epoch 356/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 104.9881\n", + "Epoch 357/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 104.3621\n", + "Epoch 358/2000\n", + "1/1 [==============================] - 0s 998us/step - loss: 103.7401\n", + "Epoch 359/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 103.1221\n", + "Epoch 360/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 102.5081\n", + "Epoch 361/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 101.8981\n", + "Epoch 362/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 101.2920\n", + "Epoch 363/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 100.6899\n", + "Epoch 364/2000\n", + "1/1 [==============================] - 0s 3ms/step - loss: 100.0918\n", + "Epoch 365/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 99.4974\n", + "Epoch 366/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 98.9069\n", + "Epoch 367/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 98.3202\n", + "Epoch 368/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 97.7373\n", + "Epoch 369/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 97.1582\n", + "Epoch 370/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 96.5829\n", + "Epoch 371/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 96.0112\n", + "Epoch 372/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 95.4432\n", + "Epoch 373/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 94.8790\n", + "Epoch 374/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 94.3185\n", + "Epoch 375/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 93.7614\n", + "Epoch 376/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 93.2081\n", + "Epoch 377/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 92.6583\n", + "Epoch 378/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 92.1120\n", + "Epoch 379/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 91.5694\n", + "Epoch 380/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 91.0302\n", + "Epoch 381/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 90.4946\n", + "Epoch 382/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 89.9623\n", + "Epoch 383/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 89.4336\n", + "Epoch 384/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 88.9083\n", + "Epoch 385/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 88.3863\n", + "Epoch 386/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 87.8678\n", + "Epoch 387/2000\n", + "1/1 [==============================] - 0s 998us/step - loss: 87.3526\n", + "Epoch 388/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 86.8407\n", + "Epoch 389/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 86.3321\n", + "Epoch 390/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 85.8269\n", + "Epoch 391/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 85.3249\n", + "Epoch 392/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 84.8261\n", + "Epoch 393/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 84.3307\n", + "Epoch 394/2000\n", + "1/1 [==============================] - 0s 998us/step - loss: 83.8383\n", + "Epoch 395/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 83.3493\n", + "Epoch 396/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 82.8633\n", + "Epoch 397/2000\n", + "1/1 [==============================] - 0s 998us/step - loss: 82.3805\n", + "Epoch 398/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 81.9008\n", + "Epoch 399/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 81.4243\n", + "Epoch 400/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 80.9508\n", + "Epoch 401/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 80.4804\n", + "Epoch 402/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 80.0130\n", + "Epoch 403/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 79.5487\n", + "Epoch 404/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 79.0873\n", + "Epoch 405/2000\n", + "1/1 [==============================] - 0s 998us/step - loss: 78.6290\n", + "Epoch 406/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 78.1736\n", + "Epoch 407/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 77.7212\n", + "Epoch 408/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 77.2717\n", + "Epoch 409/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 76.8250\n", + "Epoch 410/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 76.3813\n", + "Epoch 411/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 75.9405\n", + "Epoch 412/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 75.5025\n", + "Epoch 413/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 75.0674\n", + "Epoch 414/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 74.6351\n", + "Epoch 415/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 74.2056\n", + "Epoch 416/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 73.7788\n", + "Epoch 417/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 73.3549\n", + "Epoch 418/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 72.9336\n", + "Epoch 419/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 72.5151\n", + "Epoch 420/2000\n", + "1/1 [==============================] - 0s 998us/step - loss: 72.0993\n", + "Epoch 421/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 71.6862\n", + "Epoch 422/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 71.2758\n", + "Epoch 423/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 70.8680\n", + "Epoch 424/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 70.4629\n", + "Epoch 425/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 70.0603\n", + "Epoch 426/2000\n", + "1/1 [==============================] - 0s 998us/step - loss: 69.6604\n", + "Epoch 427/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 69.2631\n", + "Epoch 428/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 68.8684\n", + "Epoch 429/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 68.4762\n", + "Epoch 430/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 68.0865\n", + "Epoch 431/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 67.6995\n", + "Epoch 432/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 67.3148\n", + "Epoch 433/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 66.9327\n", + "Epoch 434/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 66.5531\n", + "Epoch 435/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 66.1759\n", + "Epoch 436/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 65.8012\n", + "Epoch 437/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 65.4288\n", + "Epoch 438/2000\n", + "1/1 [==============================] - 0s 994us/step - loss: 65.0589\n", + "Epoch 439/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 64.6914\n", + "Epoch 440/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 64.3262\n", + "Epoch 441/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 63.9635\n", + "Epoch 442/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 63.6031\n", + "Epoch 443/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 63.2450\n", + "Epoch 444/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 62.8892\n", + "Epoch 445/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 62.5358\n", + "Epoch 446/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 62.1845\n", + "Epoch 447/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 61.8357\n", + "Epoch 448/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 61.4890\n", + "Epoch 449/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 61.1446\n", + "Epoch 450/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 60.8025\n", + "Epoch 451/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 60.4624\n", + "Epoch 452/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 60.1247\n", + "Epoch 453/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 59.7891\n", + "Epoch 454/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 59.4558\n", + "Epoch 455/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 59.1245\n", + "Epoch 456/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 58.7954\n", + "Epoch 457/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 58.4685\n", + "Epoch 458/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 58.1437\n", + "Epoch 459/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 57.8209\n", + "Epoch 460/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 57.5002\n", + "Epoch 461/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 57.1817\n", + "Epoch 462/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 56.8652\n", + "Epoch 463/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 56.5507\n", + "Epoch 464/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 56.2383\n", + "Epoch 465/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 55.9279\n", + "Epoch 466/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 55.6195\n", + "Epoch 467/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 55.3131\n", + "Epoch 468/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 55.0087\n", + "Epoch 469/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 54.7062\n", + "Epoch 470/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 54.4057\n", + "Epoch 471/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 54.1072\n", + "Epoch 472/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 53.8106\n", + "Epoch 473/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 53.5159\n", + "Epoch 474/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 53.2231\n", + "Epoch 475/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 52.9322\n", + "Epoch 476/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 52.6433\n", + "Epoch 477/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 52.3562\n", + "Epoch 478/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 52.0709\n", + "Epoch 479/2000\n", + "1/1 [==============================] - 0s 998us/step - loss: 51.7874\n", + "Epoch 480/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 51.5059\n", + "Epoch 481/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 51.2261\n", + "Epoch 482/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 50.9481\n", + "Epoch 483/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 50.6720\n", + "Epoch 484/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 50.3977\n", + "Epoch 485/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 50.1251\n", + "Epoch 486/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 49.8543\n", + "Epoch 487/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 49.5852\n", + "Epoch 488/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 49.3179\n", + "Epoch 489/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 49.0523\n", + "Epoch 490/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 48.7884\n", + "Epoch 491/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 48.5263\n", + "Epoch 492/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 48.2658\n", + "Epoch 493/2000\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "1/1 [==============================] - 0s 2ms/step - loss: 48.0070\n", + "Epoch 494/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 47.7499\n", + "Epoch 495/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 47.4945\n", + "Epoch 496/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 47.2407\n", + "Epoch 497/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 46.9885\n", + "Epoch 498/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 46.7380\n", + "Epoch 499/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 46.4891\n", + "Epoch 500/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 46.2419\n", + "Epoch 501/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 45.9962\n", + "Epoch 502/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 45.7521\n", + "Epoch 503/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 45.5096\n", + "Epoch 504/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 45.2687\n", + "Epoch 505/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 45.0293\n", + "Epoch 506/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 44.7915\n", + "Epoch 507/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 44.5552\n", + "Epoch 508/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 44.3204\n", + "Epoch 509/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 44.0872\n", + "Epoch 510/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 43.8555\n", + "Epoch 511/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 43.6252\n", + "Epoch 512/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 43.3965\n", + "Epoch 513/2000\n", + "1/1 [==============================] - 0s 997us/step - loss: 43.1693\n", + "Epoch 514/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 42.9435\n", + "Epoch 515/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 42.7192\n", + "Epoch 516/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 42.4964\n", + "Epoch 517/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 42.2749\n", + "Epoch 518/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 42.0549\n", + "Epoch 519/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 41.8364\n", + "Epoch 520/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 41.6192\n", + "Epoch 521/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 41.4035\n", + "Epoch 522/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 41.1891\n", + "Epoch 523/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 40.9762\n", + "Epoch 524/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 40.7646\n", + "Epoch 525/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 40.5544\n", + "Epoch 526/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 40.3455\n", + "Epoch 527/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 40.1381\n", + "Epoch 528/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 39.9319\n", + "Epoch 529/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 39.7271\n", + "Epoch 530/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 39.5236\n", + "Epoch 531/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 39.3215\n", + "Epoch 532/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 39.1206\n", + "Epoch 533/2000\n", + "1/1 [==============================] - 0s 3ms/step - loss: 38.9210\n", + "Epoch 534/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 38.7227\n", + "Epoch 535/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 38.5257\n", + "Epoch 536/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 38.3300\n", + "Epoch 537/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 38.1356\n", + "Epoch 538/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 37.9424\n", + "Epoch 539/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 37.7505\n", + "Epoch 540/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 37.5598\n", + "Epoch 541/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 37.3703\n", + "Epoch 542/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 37.1821\n", + "Epoch 543/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 36.9951\n", + "Epoch 544/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 36.8093\n", + "Epoch 545/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 36.6246\n", + "Epoch 546/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 36.4412\n", + "Epoch 547/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 36.2590\n", + "Epoch 548/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 36.0779\n", + "Epoch 549/2000\n", + "1/1 [==============================] - 0s 997us/step - loss: 35.8981\n", + "Epoch 550/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 35.7194\n", + "Epoch 551/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 35.5418\n", + "Epoch 552/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 35.3655\n", + "Epoch 553/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 35.1902\n", + "Epoch 554/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 35.0161\n", + "Epoch 555/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 34.8431\n", + "Epoch 556/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 34.6713\n", + "Epoch 557/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 34.5005\n", + "Epoch 558/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 34.3309\n", + "Epoch 559/2000\n", + "1/1 [==============================] - 0s 3ms/step - loss: 34.1623\n", + "Epoch 560/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 33.9949\n", + "Epoch 561/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 33.8285\n", + "Epoch 562/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 33.6632\n", + "Epoch 563/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 33.4990\n", + "Epoch 564/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 33.3358\n", + "Epoch 565/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 33.1737\n", + "Epoch 566/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 33.0126\n", + "Epoch 567/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 32.8526\n", + "Epoch 568/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 32.6937\n", + "Epoch 569/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 32.5357\n", + "Epoch 570/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 32.3788\n", + "Epoch 571/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 32.2229\n", + "Epoch 572/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 32.0680\n", + "Epoch 573/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 31.9141\n", + "Epoch 574/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 31.7612\n", + "Epoch 575/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 31.6093\n", + "Epoch 576/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 31.4583\n", + "Epoch 577/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 31.3084\n", + "Epoch 578/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 31.1594\n", + "Epoch 579/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 31.0114\n", + "Epoch 580/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 30.8644\n", + "Epoch 581/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 30.7182\n", + "Epoch 582/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 30.5731\n", + "Epoch 583/2000\n", + "1/1 [==============================] - 0s 998us/step - loss: 30.4289\n", + "Epoch 584/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 30.2856\n", + "Epoch 585/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 30.1433\n", + "Epoch 586/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 30.0018\n", + "Epoch 587/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 29.8613\n", + "Epoch 588/2000\n", + "1/1 [==============================] - 0s 998us/step - loss: 29.7217\n", + "Epoch 589/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 29.5830\n", + "Epoch 590/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 29.4452\n", + "Epoch 591/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 29.3083\n", + "Epoch 592/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 29.1722\n", + "Epoch 593/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 29.0371\n", + "Epoch 594/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 28.9028\n", + "Epoch 595/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 28.7694\n", + "Epoch 596/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 28.6368\n", + "Epoch 597/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 28.5052\n", + "Epoch 598/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 28.3743\n", + "Epoch 599/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 28.2444\n", + "Epoch 600/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 28.1152\n", + "Epoch 601/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 27.9869\n", + "Epoch 602/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 27.8595\n", + "Epoch 603/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 27.7328\n", + "Epoch 604/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 27.6070\n", + "Epoch 605/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 27.4820\n", + "Epoch 606/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 27.3578\n", + "Epoch 607/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 27.2344\n", + "Epoch 608/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 27.1118\n", + "Epoch 609/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 26.9900\n", + "Epoch 610/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 26.8689\n", + "Epoch 611/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 26.7487\n", + "Epoch 612/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 26.6293\n", + "Epoch 613/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 26.5106\n", + "Epoch 614/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 26.3927\n", + "Epoch 615/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 26.2755\n", + "Epoch 616/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 26.1591\n", + "Epoch 617/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 26.0435\n", + "Epoch 618/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 25.9286\n", + "Epoch 619/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 25.8144\n", + "Epoch 620/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 25.7011\n", + "Epoch 621/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 25.5884\n", + "Epoch 622/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 25.4764\n", + "Epoch 623/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 25.3652\n", + "Epoch 624/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 25.2547\n", + "Epoch 625/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 25.1449\n", + "Epoch 626/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 25.0358\n", + "Epoch 627/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 24.9275\n", + "Epoch 628/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 24.8198\n", + "Epoch 629/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 24.7128\n", + "Epoch 630/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 24.6065\n", + "Epoch 631/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 24.5010\n", + "Epoch 632/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 24.3960\n", + "Epoch 633/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 24.2918\n", + "Epoch 634/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 24.1883\n", + "Epoch 635/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 24.0854\n", + "Epoch 636/2000\n", + "1/1 [==============================] - 0s 997us/step - loss: 23.9832\n", + "Epoch 637/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 23.8816\n", + "Epoch 638/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 23.7807\n", + "Epoch 639/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 23.6805\n", + "Epoch 640/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 23.5809\n", + "Epoch 641/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 23.4819\n", + "Epoch 642/2000\n", + "1/1 [==============================] - 0s 3ms/step - loss: 23.3837\n", + "Epoch 643/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 23.2860\n", + "Epoch 644/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 23.1890\n", + "Epoch 645/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 23.0926\n", + "Epoch 646/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 22.9968\n", + "Epoch 647/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 22.9016\n", + "Epoch 648/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 22.8071\n", + "Epoch 649/2000\n", + "1/1 [==============================] - 0s 981us/step - loss: 22.7131\n", + "Epoch 650/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 22.6198\n", + "Epoch 651/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 22.5271\n", + "Epoch 652/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 22.4350\n", + "Epoch 653/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 22.3434\n", + "Epoch 654/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 22.2525\n", + "Epoch 655/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 22.1622\n", + "Epoch 656/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 22.0724\n", + "Epoch 657/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 21.9832\n", + "Epoch 658/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 21.8947\n", + "Epoch 659/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 21.8067\n", + "Epoch 660/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 21.7192\n", + "Epoch 661/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 21.6323\n", + "Epoch 662/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 21.5460\n", + "Epoch 663/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 21.4602\n", + "Epoch 664/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 21.3750\n", + "Epoch 665/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 21.2903\n", + "Epoch 666/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 21.2062\n", + "Epoch 667/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 21.1226\n", + "Epoch 668/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 21.0396\n", + "Epoch 669/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 20.9571\n", + "Epoch 670/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 20.8752\n", + "Epoch 671/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 20.7937\n", + "Epoch 672/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 20.7128\n", + "Epoch 673/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 20.6324\n", + "Epoch 674/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 20.5526\n", + "Epoch 675/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 20.4732\n", + "Epoch 676/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 20.3944\n", + "Epoch 677/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 20.3161\n", + "Epoch 678/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 20.2383\n", + "Epoch 679/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 20.1610\n", + "Epoch 680/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 20.0842\n", + "Epoch 681/2000\n", + "1/1 [==============================] - 0s 998us/step - loss: 20.0079\n", + "Epoch 682/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 19.9321\n", + "Epoch 683/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 19.8568\n", + "Epoch 684/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 19.7820\n", + "Epoch 685/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 19.7076\n", + "Epoch 686/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 19.6337\n", + "Epoch 687/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 19.5603\n", + "Epoch 688/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 19.4875\n", + "Epoch 689/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 19.4150\n", + "Epoch 690/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 19.3430\n", + "Epoch 691/2000\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "1/1 [==============================] - 0s 1ms/step - loss: 19.2716\n", + "Epoch 692/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 19.2005\n", + "Epoch 693/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 19.1299\n", + "Epoch 694/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 19.0598\n", + "Epoch 695/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 18.9901\n", + "Epoch 696/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 18.9209\n", + "Epoch 697/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 18.8521\n", + "Epoch 698/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 18.7838\n", + "Epoch 699/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 18.7159\n", + "Epoch 700/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 18.6485\n", + "Epoch 701/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 18.5815\n", + "Epoch 702/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 18.5149\n", + "Epoch 703/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 18.4487\n", + "Epoch 704/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 18.3831\n", + "Epoch 705/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 18.3177\n", + "Epoch 706/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 18.2529\n", + "Epoch 707/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 18.1884\n", + "Epoch 708/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 18.1244\n", + "Epoch 709/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 18.0608\n", + "Epoch 710/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 17.9976\n", + "Epoch 711/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 17.9348\n", + "Epoch 712/2000\n", + "1/1 [==============================] - 0s 998us/step - loss: 17.8724\n", + "Epoch 713/2000\n", + "1/1 [==============================] - 0s 998us/step - loss: 17.8104\n", + "Epoch 714/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 17.7489\n", + "Epoch 715/2000\n", + "1/1 [==============================] - 0s 998us/step - loss: 17.6877\n", + "Epoch 716/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 17.6269\n", + "Epoch 717/2000\n", + "1/1 [==============================] - 0s 998us/step - loss: 17.5665\n", + "Epoch 718/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 17.5065\n", + "Epoch 719/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 17.4469\n", + "Epoch 720/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 17.3877\n", + "Epoch 721/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 17.3289\n", + "Epoch 722/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 17.2704\n", + "Epoch 723/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 17.2123\n", + "Epoch 724/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 17.1546\n", + "Epoch 725/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 17.0972\n", + "Epoch 726/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 17.0403\n", + "Epoch 727/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 16.9837\n", + "Epoch 728/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 16.9274\n", + "Epoch 729/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 16.8716\n", + "Epoch 730/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 16.8161\n", + "Epoch 731/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 16.7609\n", + "Epoch 732/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 16.7061\n", + "Epoch 733/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 16.6517\n", + "Epoch 734/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 16.5976\n", + "Epoch 735/2000\n", + "1/1 [==============================] - 0s 3ms/step - loss: 16.5439\n", + "Epoch 736/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 16.4905\n", + "Epoch 737/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 16.4375\n", + "Epoch 738/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 16.3848\n", + "Epoch 739/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 16.3325\n", + "Epoch 740/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 16.2805\n", + "Epoch 741/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 16.2288\n", + "Epoch 742/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 16.1775\n", + "Epoch 743/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 16.1264\n", + "Epoch 744/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 16.0758\n", + "Epoch 745/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 16.0254\n", + "Epoch 746/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 15.9754\n", + "Epoch 747/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 15.9257\n", + "Epoch 748/2000\n", + "1/1 [==============================] - 0s 998us/step - loss: 15.8763\n", + "Epoch 749/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 15.8273\n", + "Epoch 750/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 15.7785\n", + "Epoch 751/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 15.7301\n", + "Epoch 752/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 15.6820\n", + "Epoch 753/2000\n", + "1/1 [==============================] - 0s 997us/step - loss: 15.6342\n", + "Epoch 754/2000\n", + "1/1 [==============================] - 0s 998us/step - loss: 15.5867\n", + "Epoch 755/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 15.5395\n", + "Epoch 756/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 15.4927\n", + "Epoch 757/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 15.4461\n", + "Epoch 758/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 15.3998\n", + "Epoch 759/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 15.3539\n", + "Epoch 760/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 15.3082\n", + "Epoch 761/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 15.2628\n", + "Epoch 762/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 15.2177\n", + "Epoch 763/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 15.1729\n", + "Epoch 764/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 15.1284\n", + "Epoch 765/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 15.0842\n", + "Epoch 766/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 15.0403\n", + "Epoch 767/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 14.9966\n", + "Epoch 768/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 14.9533\n", + "Epoch 769/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 14.9102\n", + "Epoch 770/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 14.8674\n", + "Epoch 771/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 14.8249\n", + "Epoch 772/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 14.7826\n", + "Epoch 773/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 14.7406\n", + "Epoch 774/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 14.6989\n", + "Epoch 775/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 14.6575\n", + "Epoch 776/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 14.6163\n", + "Epoch 777/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 14.5754\n", + "Epoch 778/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 14.5348\n", + "Epoch 779/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 14.4945\n", + "Epoch 780/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 14.4543\n", + "Epoch 781/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 14.4145\n", + "Epoch 782/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 14.3749\n", + "Epoch 783/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 14.3356\n", + "Epoch 784/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 14.2965\n", + "Epoch 785/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 14.2577\n", + "Epoch 786/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 14.2191\n", + "Epoch 787/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 14.1807\n", + "Epoch 788/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 14.1427\n", + "Epoch 789/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 14.1048\n", + "Epoch 790/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 14.0673\n", + "Epoch 791/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 14.0299\n", + "Epoch 792/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 13.9928\n", + "Epoch 793/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 13.9559\n", + "Epoch 794/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 13.9193\n", + "Epoch 795/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 13.8829\n", + "Epoch 796/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 13.8468\n", + "Epoch 797/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 13.8109\n", + "Epoch 798/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 13.7752\n", + "Epoch 799/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 13.7397\n", + "Epoch 800/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 13.7045\n", + "Epoch 801/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 13.6695\n", + "Epoch 802/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 13.6347\n", + "Epoch 803/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 13.6002\n", + "Epoch 804/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 13.5659\n", + "Epoch 805/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 13.5318\n", + "Epoch 806/2000\n", + "1/1 [==============================] - 0s 998us/step - loss: 13.4979\n", + "Epoch 807/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 13.4643\n", + "Epoch 808/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 13.4308\n", + "Epoch 809/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 13.3976\n", + "Epoch 810/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 13.3646\n", + "Epoch 811/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 13.3318\n", + "Epoch 812/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 13.2992\n", + "Epoch 813/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 13.2668\n", + "Epoch 814/2000\n", + "1/1 [==============================] - 0s 992us/step - loss: 13.2347\n", + "Epoch 815/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 13.2027\n", + "Epoch 816/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 13.1710\n", + "Epoch 817/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 13.1395\n", + "Epoch 818/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 13.1081\n", + "Epoch 819/2000\n", + "1/1 [==============================] - 0s 994us/step - loss: 13.0770\n", + "Epoch 820/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 13.0460\n", + "Epoch 821/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 13.0153\n", + "Epoch 822/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 12.9848\n", + "Epoch 823/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 12.9544\n", + "Epoch 824/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 12.9243\n", + "Epoch 825/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 12.8944\n", + "Epoch 826/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 12.8646\n", + "Epoch 827/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 12.8351\n", + "Epoch 828/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 12.8057\n", + "Epoch 829/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 12.7765\n", + "Epoch 830/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 12.7475\n", + "Epoch 831/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 12.7187\n", + "Epoch 832/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 12.6901\n", + "Epoch 833/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 12.6617\n", + "Epoch 834/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 12.6335\n", + "Epoch 835/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 12.6054\n", + "Epoch 836/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 12.5776\n", + "Epoch 837/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 12.5498\n", + "Epoch 838/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 12.5223\n", + "Epoch 839/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 12.4950\n", + "Epoch 840/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 12.4678\n", + "Epoch 841/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 12.4408\n", + "Epoch 842/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 12.4140\n", + "Epoch 843/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 12.3874\n", + "Epoch 844/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 12.3609\n", + "Epoch 845/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 12.3346\n", + "Epoch 846/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 12.3085\n", + "Epoch 847/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 12.2826\n", + "Epoch 848/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 12.2568\n", + "Epoch 849/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 12.2311\n", + "Epoch 850/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 12.2057\n", + "Epoch 851/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 12.1804\n", + "Epoch 852/2000\n", + "1/1 [==============================] - 0s 996us/step - loss: 12.1553\n", + "Epoch 853/2000\n", + "1/1 [==============================] - 0s 997us/step - loss: 12.1303\n", + "Epoch 854/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 12.1055\n", + "Epoch 855/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 12.0809\n", + "Epoch 856/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 12.0564\n", + "Epoch 857/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 12.0321\n", + "Epoch 858/2000\n", + "1/1 [==============================] - 0s 998us/step - loss: 12.0079\n", + "Epoch 859/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 11.9839\n", + "Epoch 860/2000\n", + "1/1 [==============================] - 0s 998us/step - loss: 11.9600\n", + "Epoch 861/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 11.9363\n", + "Epoch 862/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 11.9128\n", + "Epoch 863/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 11.8894\n", + "Epoch 864/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 11.8662\n", + "Epoch 865/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 11.8431\n", + "Epoch 866/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 11.8201\n", + "Epoch 867/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 11.7973\n", + "Epoch 868/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 11.7747\n", + "Epoch 869/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 11.7522\n", + "Epoch 870/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 11.7298\n", + "Epoch 871/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 11.7076\n", + "Epoch 872/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 11.6856\n", + "Epoch 873/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 11.6636\n", + "Epoch 874/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 11.6418\n", + "Epoch 875/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 11.6202\n", + "Epoch 876/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 11.5987\n", + "Epoch 877/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 11.5774\n", + "Epoch 878/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 11.5561\n", + "Epoch 879/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 11.5350\n", + "Epoch 880/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 11.5141\n", + "Epoch 881/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 11.4933\n", + "Epoch 882/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 11.4726\n", + "Epoch 883/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 11.4521\n", + "Epoch 884/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 11.4317\n", + "Epoch 885/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 11.4114\n", + "Epoch 886/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 11.3913\n", + "Epoch 887/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 11.3712\n", + "Epoch 888/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 11.3514\n", + "Epoch 889/2000\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "1/1 [==============================] - 0s 2ms/step - loss: 11.3316\n", + "Epoch 890/2000\n", + "1/1 [==============================] - 0s 998us/step - loss: 11.3120\n", + "Epoch 891/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 11.2925\n", + "Epoch 892/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 11.2731\n", + "Epoch 893/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 11.2538\n", + "Epoch 894/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 11.2347\n", + "Epoch 895/2000\n", + "1/1 [==============================] - 0s 998us/step - loss: 11.2157\n", + "Epoch 896/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 11.1968\n", + "Epoch 897/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 11.1781\n", + "Epoch 898/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 11.1594\n", + "Epoch 899/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 11.1409\n", + "Epoch 900/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 11.1225\n", + "Epoch 901/2000\n", + "1/1 [==============================] - 0s 998us/step - loss: 11.1042\n", + "Epoch 902/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 11.0861\n", + "Epoch 903/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 11.0680\n", + "Epoch 904/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 11.0501\n", + "Epoch 905/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 11.0323\n", + "Epoch 906/2000\n", + "1/1 [==============================] - 0s 998us/step - loss: 11.0146\n", + "Epoch 907/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 10.9970\n", + "Epoch 908/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 10.9796\n", + "Epoch 909/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 10.9622\n", + "Epoch 910/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 10.9450\n", + "Epoch 911/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 10.9279\n", + "Epoch 912/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 10.9109\n", + "Epoch 913/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 10.8939\n", + "Epoch 914/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 10.8771\n", + "Epoch 915/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 10.8605\n", + "Epoch 916/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 10.8439\n", + "Epoch 917/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 10.8274\n", + "Epoch 918/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 10.8111\n", + "Epoch 919/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 10.7948\n", + "Epoch 920/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 10.7786\n", + "Epoch 921/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 10.7626\n", + "Epoch 922/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 10.7466\n", + "Epoch 923/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 10.7308\n", + "Epoch 924/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 10.7151\n", + "Epoch 925/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 10.6994\n", + "Epoch 926/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 10.6839\n", + "Epoch 927/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 10.6685\n", + "Epoch 928/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 10.6531\n", + "Epoch 929/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 10.6379\n", + "Epoch 930/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 10.6227\n", + "Epoch 931/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 10.6077\n", + "Epoch 932/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 10.5928\n", + "Epoch 933/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 10.5779\n", + "Epoch 934/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 10.5632\n", + "Epoch 935/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 10.5485\n", + "Epoch 936/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 10.5340\n", + "Epoch 937/2000\n", + "1/1 [==============================] - 0s 956us/step - loss: 10.5195\n", + "Epoch 938/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 10.5051\n", + "Epoch 939/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 10.4909\n", + "Epoch 940/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 10.4767\n", + "Epoch 941/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 10.4626\n", + "Epoch 942/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 10.4485\n", + "Epoch 943/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 10.4346\n", + "Epoch 944/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 10.4208\n", + "Epoch 945/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 10.4071\n", + "Epoch 946/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 10.3935\n", + "Epoch 947/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 10.3799\n", + "Epoch 948/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 10.3664\n", + "Epoch 949/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 10.3531\n", + "Epoch 950/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 10.3398\n", + "Epoch 951/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 10.3266\n", + "Epoch 952/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 10.3134\n", + "Epoch 953/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 10.3004\n", + "Epoch 954/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 10.2874\n", + "Epoch 955/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 10.2746\n", + "Epoch 956/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 10.2618\n", + "Epoch 957/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 10.2491\n", + "Epoch 958/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 10.2365\n", + "Epoch 959/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 10.2239\n", + "Epoch 960/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 10.2115\n", + "Epoch 961/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 10.1991\n", + "Epoch 962/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 10.1868\n", + "Epoch 963/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 10.1746\n", + "Epoch 964/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 10.1624\n", + "Epoch 965/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 10.1504\n", + "Epoch 966/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 10.1384\n", + "Epoch 967/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 10.1265\n", + "Epoch 968/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 10.1147\n", + "Epoch 969/2000\n", + "1/1 [==============================] - 0s 992us/step - loss: 10.1029\n", + "Epoch 970/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 10.0912\n", + "Epoch 971/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 10.0796\n", + "Epoch 972/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 10.0681\n", + "Epoch 973/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 10.0567\n", + "Epoch 974/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 10.0453\n", + "Epoch 975/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 10.0340\n", + "Epoch 976/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 10.0228\n", + "Epoch 977/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 10.0116\n", + "Epoch 978/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 10.0005\n", + "Epoch 979/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 9.9895\n", + "Epoch 980/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 9.9786\n", + "Epoch 981/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 9.9677\n", + "Epoch 982/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 9.9569\n", + "Epoch 983/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 9.9462\n", + "Epoch 984/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 9.9355\n", + "Epoch 985/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 9.9249\n", + "Epoch 986/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 9.9144\n", + "Epoch 987/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 9.9039\n", + "Epoch 988/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 9.8936\n", + "Epoch 989/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 9.8833\n", + "Epoch 990/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 9.8730\n", + "Epoch 991/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 9.8628\n", + "Epoch 992/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 9.8527\n", + "Epoch 993/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 9.8427\n", + "Epoch 994/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 9.8327\n", + "Epoch 995/2000\n", + "1/1 [==============================] - 0s 998us/step - loss: 9.8227\n", + "Epoch 996/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 9.8129\n", + "Epoch 997/2000\n", + "1/1 [==============================] - 0s 998us/step - loss: 9.8031\n", + "Epoch 998/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 9.7933\n", + "Epoch 999/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 9.7837\n", + "Epoch 1000/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 9.7741\n", + "Epoch 1001/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 9.7645\n", + "Epoch 1002/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 9.7550\n", + "Epoch 1003/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 9.7456\n", + "Epoch 1004/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 9.7363\n", + "Epoch 1005/2000\n", + "1/1 [==============================] - 0s 998us/step - loss: 9.7270\n", + "Epoch 1006/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 9.7177\n", + "Epoch 1007/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 9.7085\n", + "Epoch 1008/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 9.6994\n", + "Epoch 1009/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 9.6904\n", + "Epoch 1010/2000\n", + "1/1 [==============================] - 0s 998us/step - loss: 9.6813\n", + "Epoch 1011/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 9.6724\n", + "Epoch 1012/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 9.6635\n", + "Epoch 1013/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 9.6547\n", + "Epoch 1014/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 9.6459\n", + "Epoch 1015/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 9.6372\n", + "Epoch 1016/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 9.6285\n", + "Epoch 1017/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 9.6199\n", + "Epoch 1018/2000\n", + "1/1 [==============================] - 0s 3ms/step - loss: 9.6114\n", + "Epoch 1019/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 9.6029\n", + "Epoch 1020/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 9.5944\n", + "Epoch 1021/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 9.5861\n", + "Epoch 1022/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 9.5777\n", + "Epoch 1023/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 9.5695\n", + "Epoch 1024/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 9.5612\n", + "Epoch 1025/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 9.5531\n", + "Epoch 1026/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 9.5450\n", + "Epoch 1027/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 9.5369\n", + "Epoch 1028/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 9.5289\n", + "Epoch 1029/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 9.5209\n", + "Epoch 1030/2000\n", + "1/1 [==============================] - 0s 998us/step - loss: 9.5130\n", + "Epoch 1031/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 9.5052\n", + "Epoch 1032/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 9.4974\n", + "Epoch 1033/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 9.4896\n", + "Epoch 1034/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 9.4819\n", + "Epoch 1035/2000\n", + "1/1 [==============================] - 0s 3ms/step - loss: 9.4743\n", + "Epoch 1036/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 9.4667\n", + "Epoch 1037/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 9.4591\n", + "Epoch 1038/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 9.4516\n", + "Epoch 1039/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 9.4442\n", + "Epoch 1040/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 9.4367\n", + "Epoch 1041/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 9.4294\n", + "Epoch 1042/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 9.4221\n", + "Epoch 1043/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 9.4148\n", + "Epoch 1044/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 9.4076\n", + "Epoch 1045/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 9.4004\n", + "Epoch 1046/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 9.3933\n", + "Epoch 1047/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 9.3862\n", + "Epoch 1048/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 9.3792\n", + "Epoch 1049/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 9.3722\n", + "Epoch 1050/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 9.3652\n", + "Epoch 1051/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 9.3583\n", + "Epoch 1052/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 9.3515\n", + "Epoch 1053/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 9.3447\n", + "Epoch 1054/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 9.3379\n", + "Epoch 1055/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 9.3312\n", + "Epoch 1056/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 9.3245\n", + "Epoch 1057/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 9.3179\n", + "Epoch 1058/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 9.3113\n", + "Epoch 1059/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 9.3047\n", + "Epoch 1060/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 9.2982\n", + "Epoch 1061/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 9.2918\n", + "Epoch 1062/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 9.2854\n", + "Epoch 1063/2000\n", + "1/1 [==============================] - 0s 997us/step - loss: 9.2790\n", + "Epoch 1064/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 9.2726\n", + "Epoch 1065/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 9.2663\n", + "Epoch 1066/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 9.2601\n", + "Epoch 1067/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 9.2539\n", + "Epoch 1068/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 9.2477\n", + "Epoch 1069/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 9.2416\n", + "Epoch 1070/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 9.2355\n", + "Epoch 1071/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 9.2294\n", + "Epoch 1072/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 9.2234\n", + "Epoch 1073/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 9.2174\n", + "Epoch 1074/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 9.2115\n", + "Epoch 1075/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 9.2056\n", + "Epoch 1076/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 9.1997\n", + "Epoch 1077/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 9.1939\n", + "Epoch 1078/2000\n", + "1/1 [==============================] - 0s 998us/step - loss: 9.1881\n", + "Epoch 1079/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 9.1823\n", + "Epoch 1080/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 9.1766\n", + "Epoch 1081/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 9.1709\n", + "Epoch 1082/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 9.1653\n", + "Epoch 1083/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 9.1597\n", + "Epoch 1084/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 9.1541\n", + "Epoch 1085/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 9.1486\n", + "Epoch 1086/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 9.1431\n", + "Epoch 1087/2000\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "1/1 [==============================] - 0s 1ms/step - loss: 9.1377\n", + "Epoch 1088/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 9.1322\n", + "Epoch 1089/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 9.1268\n", + "Epoch 1090/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 9.1215\n", + "Epoch 1091/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 9.1162\n", + "Epoch 1092/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 9.1109\n", + "Epoch 1093/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 9.1056\n", + "Epoch 1094/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 9.1004\n", + "Epoch 1095/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 9.0952\n", + "Epoch 1096/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 9.0901\n", + "Epoch 1097/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 9.0850\n", + "Epoch 1098/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 9.0799\n", + "Epoch 1099/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 9.0749\n", + "Epoch 1100/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 9.0698\n", + "Epoch 1101/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 9.0649\n", + "Epoch 1102/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 9.0599\n", + "Epoch 1103/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 9.0550\n", + "Epoch 1104/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 9.0501\n", + "Epoch 1105/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 9.0452\n", + "Epoch 1106/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 9.0404\n", + "Epoch 1107/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 9.0356\n", + "Epoch 1108/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 9.0308\n", + "Epoch 1109/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 9.0261\n", + "Epoch 1110/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 9.0214\n", + "Epoch 1111/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 9.0167\n", + "Epoch 1112/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 9.0121\n", + "Epoch 1113/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 9.0075\n", + "Epoch 1114/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 9.0029\n", + "Epoch 1115/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 8.9984\n", + "Epoch 1116/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.9938\n", + "Epoch 1117/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 8.9893\n", + "Epoch 1118/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 8.9849\n", + "Epoch 1119/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.9804\n", + "Epoch 1120/2000\n", + "1/1 [==============================] - 0s 997us/step - loss: 8.9760\n", + "Epoch 1121/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.9717\n", + "Epoch 1122/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.9673\n", + "Epoch 1123/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.9630\n", + "Epoch 1124/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 8.9587\n", + "Epoch 1125/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 8.9544\n", + "Epoch 1126/2000\n", + "1/1 [==============================] - 0s 998us/step - loss: 8.9502\n", + "Epoch 1127/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 8.9460\n", + "Epoch 1128/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 8.9418\n", + "Epoch 1129/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.9377\n", + "Epoch 1130/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.9335\n", + "Epoch 1131/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.9294\n", + "Epoch 1132/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 8.9253\n", + "Epoch 1133/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 8.9213\n", + "Epoch 1134/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 8.9173\n", + "Epoch 1135/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 8.9133\n", + "Epoch 1136/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.9093\n", + "Epoch 1137/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.9053\n", + "Epoch 1138/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 8.9014\n", + "Epoch 1139/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 8.8976\n", + "Epoch 1140/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.8937\n", + "Epoch 1141/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 8.8898\n", + "Epoch 1142/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.8860\n", + "Epoch 1143/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 8.8822\n", + "Epoch 1144/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.8785\n", + "Epoch 1145/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.8747\n", + "Epoch 1146/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 8.8710\n", + "Epoch 1147/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 8.8673\n", + "Epoch 1148/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 8.8636\n", + "Epoch 1149/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.8600\n", + "Epoch 1150/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.8563\n", + "Epoch 1151/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.8527\n", + "Epoch 1152/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 8.8491\n", + "Epoch 1153/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 8.8456\n", + "Epoch 1154/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 8.8421\n", + "Epoch 1155/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.8385\n", + "Epoch 1156/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.8351\n", + "Epoch 1157/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 8.8316\n", + "Epoch 1158/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 8.8282\n", + "Epoch 1159/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 8.8247\n", + "Epoch 1160/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 8.8213\n", + "Epoch 1161/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.8180\n", + "Epoch 1162/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 8.8146\n", + "Epoch 1163/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 8.8113\n", + "Epoch 1164/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.8080\n", + "Epoch 1165/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 8.8047\n", + "Epoch 1166/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 8.8014\n", + "Epoch 1167/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.7982\n", + "Epoch 1168/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.7949\n", + "Epoch 1169/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.7917\n", + "Epoch 1170/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.7885\n", + "Epoch 1171/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 8.7854\n", + "Epoch 1172/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 8.7822\n", + "Epoch 1173/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.7791\n", + "Epoch 1174/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.7760\n", + "Epoch 1175/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.7729\n", + "Epoch 1176/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 8.7699\n", + "Epoch 1177/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.7668\n", + "Epoch 1178/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 8.7638\n", + "Epoch 1179/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 8.7608\n", + "Epoch 1180/2000\n", + "1/1 [==============================] - 0s 989us/step - loss: 8.7578\n", + "Epoch 1181/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.7549\n", + "Epoch 1182/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.7519\n", + "Epoch 1183/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.7490\n", + "Epoch 1184/2000\n", + "1/1 [==============================] - 0s 998us/step - loss: 8.7461\n", + "Epoch 1185/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 8.7432\n", + "Epoch 1186/2000\n", + "1/1 [==============================] - 0s 998us/step - loss: 8.7403\n", + "Epoch 1187/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 8.7375\n", + "Epoch 1188/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.7346\n", + "Epoch 1189/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.7318\n", + "Epoch 1190/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.7290\n", + "Epoch 1191/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.7262\n", + "Epoch 1192/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 8.7235\n", + "Epoch 1193/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 8.7207\n", + "Epoch 1194/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.7180\n", + "Epoch 1195/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 8.7153\n", + "Epoch 1196/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 8.7126\n", + "Epoch 1197/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.7100\n", + "Epoch 1198/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 8.7073\n", + "Epoch 1199/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 8.7047\n", + "Epoch 1200/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 8.7020\n", + "Epoch 1201/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 8.6994\n", + "Epoch 1202/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.6968\n", + "Epoch 1203/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 8.6943\n", + "Epoch 1204/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 8.6917\n", + "Epoch 1205/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 8.6892\n", + "Epoch 1206/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.6867\n", + "Epoch 1207/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.6842\n", + "Epoch 1208/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.6817\n", + "Epoch 1209/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.6792\n", + "Epoch 1210/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.6767\n", + "Epoch 1211/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 8.6743\n", + "Epoch 1212/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.6719\n", + "Epoch 1213/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 8.6695\n", + "Epoch 1214/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 8.6671\n", + "Epoch 1215/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 8.6647\n", + "Epoch 1216/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.6624\n", + "Epoch 1217/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 8.6600\n", + "Epoch 1218/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.6577\n", + "Epoch 1219/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.6553\n", + "Epoch 1220/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 8.6530\n", + "Epoch 1221/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 8.6508\n", + "Epoch 1222/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 8.6485\n", + "Epoch 1223/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.6462\n", + "Epoch 1224/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.6440\n", + "Epoch 1225/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.6418\n", + "Epoch 1226/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.6396\n", + "Epoch 1227/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 8.6373\n", + "Epoch 1228/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 8.6352\n", + "Epoch 1229/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.6330\n", + "Epoch 1230/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 8.6308\n", + "Epoch 1231/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 8.6287\n", + "Epoch 1232/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.6266\n", + "Epoch 1233/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.6244\n", + "Epoch 1234/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 8.6224\n", + "Epoch 1235/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.6203\n", + "Epoch 1236/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 8.6182\n", + "Epoch 1237/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.6161\n", + "Epoch 1238/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.6141\n", + "Epoch 1239/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.6120\n", + "Epoch 1240/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 8.6100\n", + "Epoch 1241/2000\n", + "1/1 [==============================] - 0s 998us/step - loss: 8.6080\n", + "Epoch 1242/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 8.6060\n", + "Epoch 1243/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.6040\n", + "Epoch 1244/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.6021\n", + "Epoch 1245/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 8.6001\n", + "Epoch 1246/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 8.5982\n", + "Epoch 1247/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 8.5962\n", + "Epoch 1248/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.5943\n", + "Epoch 1249/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.5924\n", + "Epoch 1250/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 8.5905\n", + "Epoch 1251/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 8.5886\n", + "Epoch 1252/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.5868\n", + "Epoch 1253/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 8.5849\n", + "Epoch 1254/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.5831\n", + "Epoch 1255/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 8.5812\n", + "Epoch 1256/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 8.5794\n", + "Epoch 1257/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.5776\n", + "Epoch 1258/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.5758\n", + "Epoch 1259/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.5740\n", + "Epoch 1260/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.5723\n", + "Epoch 1261/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 8.5705\n", + "Epoch 1262/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.5687\n", + "Epoch 1263/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.5670\n", + "Epoch 1264/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 8.5653\n", + "Epoch 1265/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.5636\n", + "Epoch 1266/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 8.5619\n", + "Epoch 1267/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 8.5602\n", + "Epoch 1268/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.5585\n", + "Epoch 1269/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 8.5568\n", + "Epoch 1270/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 8.5551\n", + "Epoch 1271/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 8.5535\n", + "Epoch 1272/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.5518\n", + "Epoch 1273/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.5502\n", + "Epoch 1274/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 8.5486\n", + "Epoch 1275/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 8.5470\n", + "Epoch 1276/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.5454\n", + "Epoch 1277/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.5438\n", + "Epoch 1278/2000\n", + "1/1 [==============================] - 0s 998us/step - loss: 8.5422\n", + "Epoch 1279/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 8.5406\n", + "Epoch 1280/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.5391\n", + "Epoch 1281/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.5375\n", + "Epoch 1282/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.5360\n", + "Epoch 1283/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 8.5345\n", + "Epoch 1284/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 8.5330\n", + "Epoch 1285/2000\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "1/1 [==============================] - 0s 1000us/step - loss: 8.5314\n", + "Epoch 1286/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 8.5299\n", + "Epoch 1287/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 8.5285\n", + "Epoch 1288/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.5270\n", + "Epoch 1289/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 8.5255\n", + "Epoch 1290/2000\n", + "1/1 [==============================] - 0s 995us/step - loss: 8.5240\n", + "Epoch 1291/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 8.5226\n", + "Epoch 1292/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 8.5212\n", + "Epoch 1293/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 8.5197\n", + "Epoch 1294/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 8.5183\n", + "Epoch 1295/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.5169\n", + "Epoch 1296/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.5155\n", + "Epoch 1297/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 8.5141\n", + "Epoch 1298/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 8.5127\n", + "Epoch 1299/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 8.5113\n", + "Epoch 1300/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 8.5099\n", + "Epoch 1301/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 8.5086\n", + "Epoch 1302/2000\n", + "1/1 [==============================] - 0s 998us/step - loss: 8.5072\n", + "Epoch 1303/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 8.5059\n", + "Epoch 1304/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.5046\n", + "Epoch 1305/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 8.5032\n", + "Epoch 1306/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 8.5019\n", + "Epoch 1307/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 8.5006\n", + "Epoch 1308/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 8.4993\n", + "Epoch 1309/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 8.4980\n", + "Epoch 1310/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.4968\n", + "Epoch 1311/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.4955\n", + "Epoch 1312/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.4942\n", + "Epoch 1313/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.4929\n", + "Epoch 1314/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.4917\n", + "Epoch 1315/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.4905\n", + "Epoch 1316/2000\n", + "1/1 [==============================] - 0s 998us/step - loss: 8.4892\n", + "Epoch 1317/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.4880\n", + "Epoch 1318/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 8.4868\n", + "Epoch 1319/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.4856\n", + "Epoch 1320/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.4844\n", + "Epoch 1321/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.4832\n", + "Epoch 1322/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.4820\n", + "Epoch 1323/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 8.4808\n", + "Epoch 1324/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 8.4797\n", + "Epoch 1325/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.4785\n", + "Epoch 1326/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.4773\n", + "Epoch 1327/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.4762\n", + "Epoch 1328/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.4750\n", + "Epoch 1329/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.4739\n", + "Epoch 1330/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 8.4728\n", + "Epoch 1331/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 8.4717\n", + "Epoch 1332/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.4706\n", + "Epoch 1333/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.4694\n", + "Epoch 1334/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.4684\n", + "Epoch 1335/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 8.4673\n", + "Epoch 1336/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.4662\n", + "Epoch 1337/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 8.4651\n", + "Epoch 1338/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 8.4640\n", + "Epoch 1339/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 8.4630\n", + "Epoch 1340/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.4619\n", + "Epoch 1341/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.4609\n", + "Epoch 1342/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 8.4598\n", + "Epoch 1343/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.4588\n", + "Epoch 1344/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 8.4578\n", + "Epoch 1345/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 8.4567\n", + "Epoch 1346/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 8.4557\n", + "Epoch 1347/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.4547\n", + "Epoch 1348/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.4537\n", + "Epoch 1349/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.4527\n", + "Epoch 1350/2000\n", + "1/1 [==============================] - 0s 998us/step - loss: 8.4517\n", + "Epoch 1351/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 8.4507\n", + "Epoch 1352/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 8.4498\n", + "Epoch 1353/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.4488\n", + "Epoch 1354/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.4478\n", + "Epoch 1355/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.4469\n", + "Epoch 1356/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 8.4459\n", + "Epoch 1357/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 8.4450\n", + "Epoch 1358/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 8.4440\n", + "Epoch 1359/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 8.4431\n", + "Epoch 1360/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 8.4422\n", + "Epoch 1361/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.4413\n", + "Epoch 1362/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.4403\n", + "Epoch 1363/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.4395\n", + "Epoch 1364/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 8.4385\n", + "Epoch 1365/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 8.4376\n", + "Epoch 1366/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.4368\n", + "Epoch 1367/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.4359\n", + "Epoch 1368/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 8.4350\n", + "Epoch 1369/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 8.4341\n", + "Epoch 1370/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 8.4333\n", + "Epoch 1371/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 8.4324\n", + "Epoch 1372/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.4315\n", + "Epoch 1373/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 8.4307\n", + "Epoch 1374/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.4298\n", + "Epoch 1375/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.4290\n", + "Epoch 1376/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 8.4282\n", + "Epoch 1377/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 8.4273\n", + "Epoch 1378/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 8.4265\n", + "Epoch 1379/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 8.4257\n", + "Epoch 1380/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.4249\n", + "Epoch 1381/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 8.4240\n", + "Epoch 1382/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.4232\n", + "Epoch 1383/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.4225\n", + "Epoch 1384/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.4217\n", + "Epoch 1385/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 8.4209\n", + "Epoch 1386/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 8.4201\n", + "Epoch 1387/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 8.4193\n", + "Epoch 1388/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 8.4185\n", + "Epoch 1389/2000\n", + "1/1 [==============================] - 0s 997us/step - loss: 8.4178\n", + "Epoch 1390/2000\n", + "1/1 [==============================] - 0s 998us/step - loss: 8.4170\n", + "Epoch 1391/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.4162\n", + "Epoch 1392/2000\n", + "1/1 [==============================] - 0s 998us/step - loss: 8.4155\n", + "Epoch 1393/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 8.4148\n", + "Epoch 1394/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 8.4140\n", + "Epoch 1395/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.4133\n", + "Epoch 1396/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 8.4125\n", + "Epoch 1397/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.4118\n", + "Epoch 1398/2000\n", + "1/1 [==============================] - 0s 997us/step - loss: 8.4111\n", + "Epoch 1399/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 8.4104\n", + "Epoch 1400/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.4097\n", + "Epoch 1401/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.4089\n", + "Epoch 1402/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.4082\n", + "Epoch 1403/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.4075\n", + "Epoch 1404/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.4068\n", + "Epoch 1405/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 8.4061\n", + "Epoch 1406/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 8.4055\n", + "Epoch 1407/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.4048\n", + "Epoch 1408/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.4041\n", + "Epoch 1409/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 8.4034\n", + "Epoch 1410/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.4028\n", + "Epoch 1411/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.4021\n", + "Epoch 1412/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 8.4014\n", + "Epoch 1413/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 8.4008\n", + "Epoch 1414/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 8.4001\n", + "Epoch 1415/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.3995\n", + "Epoch 1416/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.3988\n", + "Epoch 1417/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 8.3982\n", + "Epoch 1418/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.3975\n", + "Epoch 1419/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.3969\n", + "Epoch 1420/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 8.3963\n", + "Epoch 1421/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 8.3957\n", + "Epoch 1422/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.3951\n", + "Epoch 1423/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.3944\n", + "Epoch 1424/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 8.3938\n", + "Epoch 1425/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 8.3932\n", + "Epoch 1426/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.3926\n", + "Epoch 1427/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.3920\n", + "Epoch 1428/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 8.3914\n", + "Epoch 1429/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.3908\n", + "Epoch 1430/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.3902\n", + "Epoch 1431/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 8.3896\n", + "Epoch 1432/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.3891\n", + "Epoch 1433/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 8.3885\n", + "Epoch 1434/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 8.3879\n", + "Epoch 1435/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.3874\n", + "Epoch 1436/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.3868\n", + "Epoch 1437/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 8.3862\n", + "Epoch 1438/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.3857\n", + "Epoch 1439/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.3851\n", + "Epoch 1440/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.3846\n", + "Epoch 1441/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.3840\n", + "Epoch 1442/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.3835\n", + "Epoch 1443/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.3829\n", + "Epoch 1444/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.3824\n", + "Epoch 1445/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.3818\n", + "Epoch 1446/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 8.3813\n", + "Epoch 1447/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 8.3808\n", + "Epoch 1448/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 8.3803\n", + "Epoch 1449/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 8.3797\n", + "Epoch 1450/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.3792\n", + "Epoch 1451/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.3787\n", + "Epoch 1452/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.3782\n", + "Epoch 1453/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.3777\n", + "Epoch 1454/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 8.3772\n", + "Epoch 1455/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.3767\n", + "Epoch 1456/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 8.3762\n", + "Epoch 1457/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.3757\n", + "Epoch 1458/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.3752\n", + "Epoch 1459/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.3747\n", + "Epoch 1460/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 8.3743\n", + "Epoch 1461/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 8.3738\n", + "Epoch 1462/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 8.3733\n", + "Epoch 1463/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 8.3728\n", + "Epoch 1464/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 8.3723\n", + "Epoch 1465/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.3719\n", + "Epoch 1466/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.3714\n", + "Epoch 1467/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 8.3709\n", + "Epoch 1468/2000\n", + "1/1 [==============================] - 0s 997us/step - loss: 8.3705\n", + "Epoch 1469/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.3700\n", + "Epoch 1470/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.3696\n", + "Epoch 1471/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.3691\n", + "Epoch 1472/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 8.3687\n", + "Epoch 1473/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.3682\n", + "Epoch 1474/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 8.3678\n", + "Epoch 1475/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 8.3674\n", + "Epoch 1476/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 8.3669\n", + "Epoch 1477/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 8.3665\n", + "Epoch 1478/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.3661\n", + "Epoch 1479/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 8.3656\n", + "Epoch 1480/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 8.3652\n", + "Epoch 1481/2000\n", + "1/1 [==============================] - 0s 997us/step - loss: 8.3648\n", + "Epoch 1482/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 8.3644\n", + "Epoch 1483/2000\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "1/1 [==============================] - 0s 1ms/step - loss: 8.3639\n", + "Epoch 1484/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.3635\n", + "Epoch 1485/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 8.3631\n", + "Epoch 1486/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 8.3627\n", + "Epoch 1487/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 8.3623\n", + "Epoch 1488/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.3619\n", + "Epoch 1489/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 8.3615\n", + "Epoch 1490/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 8.3611\n", + "Epoch 1491/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.3607\n", + "Epoch 1492/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.3603\n", + "Epoch 1493/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 8.3599\n", + "Epoch 1494/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 8.3595\n", + "Epoch 1495/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 8.3592\n", + "Epoch 1496/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.3588\n", + "Epoch 1497/2000\n", + "1/1 [==============================] - 0s 7ms/step - loss: 8.3584\n", + "Epoch 1498/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 8.3580\n", + "Epoch 1499/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 8.3576\n", + "Epoch 1500/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 8.3573\n", + "Epoch 1501/2000\n", + "1/1 [==============================] - 0s 998us/step - loss: 8.3569\n", + "Epoch 1502/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.3565\n", + "Epoch 1503/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 8.3561\n", + "Epoch 1504/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 8.3558\n", + "Epoch 1505/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 8.3554\n", + "Epoch 1506/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.3551\n", + "Epoch 1507/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 8.3547\n", + "Epoch 1508/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 8.3544\n", + "Epoch 1509/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 8.3540\n", + "Epoch 1510/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 8.3537\n", + "Epoch 1511/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 8.3533\n", + "Epoch 1512/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.3530\n", + "Epoch 1513/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.3526\n", + "Epoch 1514/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 8.3523\n", + "Epoch 1515/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 8.3519\n", + "Epoch 1516/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.3516\n", + "Epoch 1517/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 8.3513\n", + "Epoch 1518/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 8.3509\n", + "Epoch 1519/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 8.3506\n", + "Epoch 1520/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.3503\n", + "Epoch 1521/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.3499\n", + "Epoch 1522/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 8.3496\n", + "Epoch 1523/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.3493\n", + "Epoch 1524/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 8.3490\n", + "Epoch 1525/2000\n", + "1/1 [==============================] - 0s 990us/step - loss: 8.3487\n", + "Epoch 1526/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.3484\n", + "Epoch 1527/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.3480\n", + "Epoch 1528/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.3477\n", + "Epoch 1529/2000\n", + "1/1 [==============================] - 0s 998us/step - loss: 8.3474\n", + "Epoch 1530/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.3471\n", + "Epoch 1531/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 8.3468\n", + "Epoch 1532/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 8.3465\n", + "Epoch 1533/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.3462\n", + "Epoch 1534/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.3459\n", + "Epoch 1535/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.3456\n", + "Epoch 1536/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.3453\n", + "Epoch 1537/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 8.3450\n", + "Epoch 1538/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 8.3447\n", + "Epoch 1539/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 8.3444\n", + "Epoch 1540/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 8.3442\n", + "Epoch 1541/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.3439\n", + "Epoch 1542/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 8.3436\n", + "Epoch 1543/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 8.3433\n", + "Epoch 1544/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 8.3430\n", + "Epoch 1545/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.3427\n", + "Epoch 1546/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 8.3425\n", + "Epoch 1547/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 8.3422\n", + "Epoch 1548/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.3419\n", + "Epoch 1549/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 8.3416\n", + "Epoch 1550/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.3414\n", + "Epoch 1551/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.3411\n", + "Epoch 1552/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 8.3408\n", + "Epoch 1553/2000\n", + "1/1 [==============================] - 0s 998us/step - loss: 8.3406\n", + "Epoch 1554/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.3403\n", + "Epoch 1555/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.3400\n", + "Epoch 1556/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.3398\n", + "Epoch 1557/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 8.3395\n", + "Epoch 1558/2000\n", + "1/1 [==============================] - 0s 998us/step - loss: 8.3393\n", + "Epoch 1559/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 8.3390\n", + "Epoch 1560/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 8.3388\n", + "Epoch 1561/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.3385\n", + "Epoch 1562/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 8.3383\n", + "Epoch 1563/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 8.3380\n", + "Epoch 1564/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 8.3378\n", + "Epoch 1565/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 8.3375\n", + "Epoch 1566/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.3373\n", + "Epoch 1567/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 8.3371\n", + "Epoch 1568/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.3368\n", + "Epoch 1569/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.3366\n", + "Epoch 1570/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.3363\n", + "Epoch 1571/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 8.3361\n", + "Epoch 1572/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 8.3359\n", + "Epoch 1573/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 8.3356\n", + "Epoch 1574/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 8.3354\n", + "Epoch 1575/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 8.3352\n", + "Epoch 1576/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.3349\n", + "Epoch 1577/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.3347\n", + "Epoch 1578/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.3345\n", + "Epoch 1579/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.3343\n", + "Epoch 1580/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.3341\n", + "Epoch 1581/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 8.3338\n", + "Epoch 1582/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 8.3336\n", + "Epoch 1583/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.3334\n", + "Epoch 1584/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 8.3332\n", + "Epoch 1585/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.3330\n", + "Epoch 1586/2000\n", + "1/1 [==============================] - 0s 996us/step - loss: 8.3327\n", + "Epoch 1587/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 8.3325\n", + "Epoch 1588/2000\n", + "1/1 [==============================] - 0s 998us/step - loss: 8.3323\n", + "Epoch 1589/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.3321\n", + "Epoch 1590/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 8.3319\n", + "Epoch 1591/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 8.3317\n", + "Epoch 1592/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.3315\n", + "Epoch 1593/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 8.3313\n", + "Epoch 1594/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 8.3311\n", + "Epoch 1595/2000\n", + "1/1 [==============================] - 0s 998us/step - loss: 8.3309\n", + "Epoch 1596/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.3307\n", + "Epoch 1597/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.3305\n", + "Epoch 1598/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 8.3303\n", + "Epoch 1599/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.3301\n", + "Epoch 1600/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 8.3299\n", + "Epoch 1601/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 8.3297\n", + "Epoch 1602/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 8.3295\n", + "Epoch 1603/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.3293\n", + "Epoch 1604/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.3291\n", + "Epoch 1605/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.3289\n", + "Epoch 1606/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.3288\n", + "Epoch 1607/2000\n", + "1/1 [==============================] - 0s 997us/step - loss: 8.3286\n", + "Epoch 1608/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 8.3284\n", + "Epoch 1609/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.3282\n", + "Epoch 1610/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.3280\n", + "Epoch 1611/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 8.3278\n", + "Epoch 1612/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 8.3277\n", + "Epoch 1613/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.3275\n", + "Epoch 1614/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 8.3273\n", + "Epoch 1615/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.3271\n", + "Epoch 1616/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 8.3270\n", + "Epoch 1617/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.3268\n", + "Epoch 1618/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.3266\n", + "Epoch 1619/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.3264\n", + "Epoch 1620/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 8.3263\n", + "Epoch 1621/2000\n", + "1/1 [==============================] - 0s 988us/step - loss: 8.3261\n", + "Epoch 1622/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 8.3259\n", + "Epoch 1623/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.3258\n", + "Epoch 1624/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 8.3256\n", + "Epoch 1625/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.3254\n", + "Epoch 1626/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.3252\n", + "Epoch 1627/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.3251\n", + "Epoch 1628/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 8.3249\n", + "Epoch 1629/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 8.3248\n", + "Epoch 1630/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 8.3246\n", + "Epoch 1631/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 8.3245\n", + "Epoch 1632/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.3243\n", + "Epoch 1633/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 8.3241\n", + "Epoch 1634/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 8.3240\n", + "Epoch 1635/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 8.3238\n", + "Epoch 1636/2000\n", + "1/1 [==============================] - 0s 998us/step - loss: 8.3237\n", + "Epoch 1637/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 8.3235\n", + "Epoch 1638/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.3234\n", + "Epoch 1639/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.3232\n", + "Epoch 1640/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.3231\n", + "Epoch 1641/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 8.3229\n", + "Epoch 1642/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.3228\n", + "Epoch 1643/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 8.3226\n", + "Epoch 1644/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 8.3225\n", + "Epoch 1645/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.3223\n", + "Epoch 1646/2000\n", + "1/1 [==============================] - 0s 998us/step - loss: 8.3222\n", + "Epoch 1647/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.3220\n", + "Epoch 1648/2000\n", + "1/1 [==============================] - 0s 3ms/step - loss: 8.3219\n", + "Epoch 1649/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.3218\n", + "Epoch 1650/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 8.3216\n", + "Epoch 1651/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 8.3215\n", + "Epoch 1652/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 8.3213\n", + "Epoch 1653/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 8.3212\n", + "Epoch 1654/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.3211\n", + "Epoch 1655/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.3209\n", + "Epoch 1656/2000\n", + "1/1 [==============================] - 0s 991us/step - loss: 8.3208\n", + "Epoch 1657/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 8.3206\n", + "Epoch 1658/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 8.3205\n", + "Epoch 1659/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.3204\n", + "Epoch 1660/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 8.3202\n", + "Epoch 1661/2000\n", + "1/1 [==============================] - 0s 998us/step - loss: 8.3201\n", + "Epoch 1662/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.3200\n", + "Epoch 1663/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 8.3199\n", + "Epoch 1664/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 8.3197\n", + "Epoch 1665/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.3196\n", + "Epoch 1666/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.3195\n", + "Epoch 1667/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 8.3193\n", + "Epoch 1668/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 8.3192\n", + "Epoch 1669/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 8.3191\n", + "Epoch 1670/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 8.3190\n", + "Epoch 1671/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 8.3189\n", + "Epoch 1672/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.3187\n", + "Epoch 1673/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.3186\n", + "Epoch 1674/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 8.3185\n", + "Epoch 1675/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.3184\n", + "Epoch 1676/2000\n", + "1/1 [==============================] - 0s 993us/step - loss: 8.3182\n", + "Epoch 1677/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.3181\n", + "Epoch 1678/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 8.3180\n", + "Epoch 1679/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 8.3179\n", + "Epoch 1680/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.3178\n", + "Epoch 1681/2000\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "1/1 [==============================] - 0s 1000us/step - loss: 8.3177\n", + "Epoch 1682/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 8.3175\n", + "Epoch 1683/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 8.3174\n", + "Epoch 1684/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 8.3173\n", + "Epoch 1685/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.3172\n", + "Epoch 1686/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.3171\n", + "Epoch 1687/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.3170\n", + "Epoch 1688/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 8.3169\n", + "Epoch 1689/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 8.3168\n", + "Epoch 1690/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 8.3167\n", + "Epoch 1691/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.3166\n", + "Epoch 1692/2000\n", + "1/1 [==============================] - 0s 998us/step - loss: 8.3165\n", + "Epoch 1693/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 8.3163\n", + "Epoch 1694/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 8.3162\n", + "Epoch 1695/2000\n", + "1/1 [==============================] - 0s 995us/step - loss: 8.3161\n", + "Epoch 1696/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 8.3160\n", + "Epoch 1697/2000\n", + "1/1 [==============================] - 0s 998us/step - loss: 8.3159\n", + "Epoch 1698/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 8.3158\n", + "Epoch 1699/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 8.3157\n", + "Epoch 1700/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 8.3156\n", + "Epoch 1701/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.3155\n", + "Epoch 1702/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 8.3154\n", + "Epoch 1703/2000\n", + "1/1 [==============================] - 0s 998us/step - loss: 8.3153\n", + "Epoch 1704/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.3152\n", + "Epoch 1705/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 8.3151\n", + "Epoch 1706/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 8.3150\n", + "Epoch 1707/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.3149\n", + "Epoch 1708/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.3148\n", + "Epoch 1709/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 8.3147\n", + "Epoch 1710/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 8.3146\n", + "Epoch 1711/2000\n", + "1/1 [==============================] - 0s 998us/step - loss: 8.3145\n", + "Epoch 1712/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.3144\n", + "Epoch 1713/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.3144\n", + "Epoch 1714/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 8.3143\n", + "Epoch 1715/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.3142\n", + "Epoch 1716/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.3141\n", + "Epoch 1717/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 8.3140\n", + "Epoch 1718/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 8.3139\n", + "Epoch 1719/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 8.3138\n", + "Epoch 1720/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.3137\n", + "Epoch 1721/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.3136\n", + "Epoch 1722/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 8.3135\n", + "Epoch 1723/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 8.3135\n", + "Epoch 1724/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 8.3134\n", + "Epoch 1725/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 8.3133\n", + "Epoch 1726/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 8.3132\n", + "Epoch 1727/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 8.3131\n", + "Epoch 1728/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.3130\n", + "Epoch 1729/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 8.3129\n", + "Epoch 1730/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.3128\n", + "Epoch 1731/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 8.3128\n", + "Epoch 1732/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 8.3127\n", + "Epoch 1733/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.3126\n", + "Epoch 1734/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.3125\n", + "Epoch 1735/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.3124\n", + "Epoch 1736/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.3123\n", + "Epoch 1737/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.3123\n", + "Epoch 1738/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.3122\n", + "Epoch 1739/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.3121\n", + "Epoch 1740/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.3120\n", + "Epoch 1741/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 8.3120\n", + "Epoch 1742/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 8.3119\n", + "Epoch 1743/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.3118\n", + "Epoch 1744/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.3117\n", + "Epoch 1745/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 8.3116\n", + "Epoch 1746/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.3116\n", + "Epoch 1747/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.3115\n", + "Epoch 1748/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.3114\n", + "Epoch 1749/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 8.3114\n", + "Epoch 1750/2000\n", + "1/1 [==============================] - 0s 998us/step - loss: 8.3113\n", + "Epoch 1751/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.3112\n", + "Epoch 1752/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 8.3111\n", + "Epoch 1753/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.3111\n", + "Epoch 1754/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.3110\n", + "Epoch 1755/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.3109\n", + "Epoch 1756/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 8.3109\n", + "Epoch 1757/2000\n", + "1/1 [==============================] - 0s 998us/step - loss: 8.3108\n", + "Epoch 1758/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 8.3107\n", + "Epoch 1759/2000\n", + "1/1 [==============================] - 0s 998us/step - loss: 8.3106\n", + "Epoch 1760/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 8.3106\n", + "Epoch 1761/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 8.3105\n", + "Epoch 1762/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.3104\n", + "Epoch 1763/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.3104\n", + "Epoch 1764/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.3103\n", + "Epoch 1765/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 8.3102\n", + "Epoch 1766/2000\n", + "1/1 [==============================] - 0s 997us/step - loss: 8.3102\n", + "Epoch 1767/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 8.3101\n", + "Epoch 1768/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.3100\n", + "Epoch 1769/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.3100\n", + "Epoch 1770/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 8.3099\n", + "Epoch 1771/2000\n", + "1/1 [==============================] - 0s 998us/step - loss: 8.3099\n", + "Epoch 1772/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.3098\n", + "Epoch 1773/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 8.3097\n", + "Epoch 1774/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 8.3097\n", + "Epoch 1775/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.3096\n", + "Epoch 1776/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.3095\n", + "Epoch 1777/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 8.3095\n", + "Epoch 1778/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.3094\n", + "Epoch 1779/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 8.3093\n", + "Epoch 1780/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 8.3093\n", + "Epoch 1781/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.3092\n", + "Epoch 1782/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.3092\n", + "Epoch 1783/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.3091\n", + "Epoch 1784/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 8.3090\n", + "Epoch 1785/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 8.3090\n", + "Epoch 1786/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 8.3089\n", + "Epoch 1787/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.3089\n", + "Epoch 1788/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.3088\n", + "Epoch 1789/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.3088\n", + "Epoch 1790/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.3087\n", + "Epoch 1791/2000\n", + "1/1 [==============================] - 0s 994us/step - loss: 8.3086\n", + "Epoch 1792/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.3086\n", + "Epoch 1793/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.3085\n", + "Epoch 1794/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 8.3085\n", + "Epoch 1795/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.3084\n", + "Epoch 1796/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.3084\n", + "Epoch 1797/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 8.3083\n", + "Epoch 1798/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 8.3083\n", + "Epoch 1799/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.3082\n", + "Epoch 1800/2000\n", + "1/1 [==============================] - 0s 4ms/step - loss: 8.3082\n", + "Epoch 1801/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.3081\n", + "Epoch 1802/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.3080\n", + "Epoch 1803/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 8.3080\n", + "Epoch 1804/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 8.3080\n", + "Epoch 1805/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 8.3079\n", + "Epoch 1806/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.3079\n", + "Epoch 1807/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 8.3078\n", + "Epoch 1808/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.3077\n", + "Epoch 1809/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 8.3077\n", + "Epoch 1810/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 8.3077\n", + "Epoch 1811/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 8.3076\n", + "Epoch 1812/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.3075\n", + "Epoch 1813/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 8.3075\n", + "Epoch 1814/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 8.3074\n", + "Epoch 1815/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 8.3074\n", + "Epoch 1816/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 8.3074\n", + "Epoch 1817/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 8.3073\n", + "Epoch 1818/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 8.3072\n", + "Epoch 1819/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.3072\n", + "Epoch 1820/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 8.3072\n", + "Epoch 1821/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 8.3071\n", + "Epoch 1822/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 8.3071\n", + "Epoch 1823/2000\n", + "1/1 [==============================] - 0s 3ms/step - loss: 8.3070\n", + "Epoch 1824/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 8.3070\n", + "Epoch 1825/2000\n", + "1/1 [==============================] - 0s 982us/step - loss: 8.3069\n", + "Epoch 1826/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.3069\n", + "Epoch 1827/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.3069\n", + "Epoch 1828/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.3068\n", + "Epoch 1829/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.3068\n", + "Epoch 1830/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.3067\n", + "Epoch 1831/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 8.3067\n", + "Epoch 1832/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 8.3066\n", + "Epoch 1833/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.3066\n", + "Epoch 1834/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.3065\n", + "Epoch 1835/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.3065\n", + "Epoch 1836/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 8.3065\n", + "Epoch 1837/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 8.3064\n", + "Epoch 1838/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 8.3064\n", + "Epoch 1839/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 8.3063\n", + "Epoch 1840/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.3063\n", + "Epoch 1841/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.3063\n", + "Epoch 1842/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.3062\n", + "Epoch 1843/2000\n", + "1/1 [==============================] - 0s 998us/step - loss: 8.3062\n", + "Epoch 1844/2000\n", + "1/1 [==============================] - 0s 3ms/step - loss: 8.3061\n", + "Epoch 1845/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 8.3061\n", + "Epoch 1846/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.3061\n", + "Epoch 1847/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 8.3060\n", + "Epoch 1848/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.3060\n", + "Epoch 1849/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 8.3059\n", + "Epoch 1850/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.3059\n", + "Epoch 1851/2000\n", + "1/1 [==============================] - 0s 994us/step - loss: 8.3059\n", + "Epoch 1852/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.3058\n", + "Epoch 1853/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.3058\n", + "Epoch 1854/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 8.3058\n", + "Epoch 1855/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.3057\n", + "Epoch 1856/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.3057\n", + "Epoch 1857/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.3056\n", + "Epoch 1858/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 8.3056\n", + "Epoch 1859/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 8.3056\n", + "Epoch 1860/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 8.3055\n", + "Epoch 1861/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.3055\n", + "Epoch 1862/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 8.3055\n", + "Epoch 1863/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.3054\n", + "Epoch 1864/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.3054\n", + "Epoch 1865/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 8.3053\n", + "Epoch 1866/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.3053\n", + "Epoch 1867/2000\n", + "1/1 [==============================] - 0s 998us/step - loss: 8.3053\n", + "Epoch 1868/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.3053\n", + "Epoch 1869/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.3052\n", + "Epoch 1870/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 8.3052\n", + "Epoch 1871/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 8.3052\n", + "Epoch 1872/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 8.3051\n", + "Epoch 1873/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 8.3051\n", + "Epoch 1874/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.3050\n", + "Epoch 1875/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.3050\n", + "Epoch 1876/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 8.3050\n", + "Epoch 1877/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 8.3049\n", + "Epoch 1878/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 8.3049\n", + "Epoch 1879/2000\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "1/1 [==============================] - 0s 2ms/step - loss: 8.3049\n", + "Epoch 1880/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 8.3049\n", + "Epoch 1881/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 8.3048\n", + "Epoch 1882/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 8.3048\n", + "Epoch 1883/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.3048\n", + "Epoch 1884/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.3047\n", + "Epoch 1885/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 8.3047\n", + "Epoch 1886/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 8.3047\n", + "Epoch 1887/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.3046\n", + "Epoch 1888/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.3046\n", + "Epoch 1889/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 8.3046\n", + "Epoch 1890/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 8.3046\n", + "Epoch 1891/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.3045\n", + "Epoch 1892/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 8.3045\n", + "Epoch 1893/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 8.3045\n", + "Epoch 1894/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 8.3044\n", + "Epoch 1895/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.3044\n", + "Epoch 1896/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 8.3044\n", + "Epoch 1897/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.3043\n", + "Epoch 1898/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.3043\n", + "Epoch 1899/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.3043\n", + "Epoch 1900/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 8.3043\n", + "Epoch 1901/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 8.3042\n", + "Epoch 1902/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 8.3042\n", + "Epoch 1903/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 8.3042\n", + "Epoch 1904/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.3041\n", + "Epoch 1905/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.3041\n", + "Epoch 1906/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 8.3041\n", + "Epoch 1907/2000\n", + "1/1 [==============================] - 0s 998us/step - loss: 8.3041\n", + "Epoch 1908/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 8.3040\n", + "Epoch 1909/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.3040\n", + "Epoch 1910/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 8.3040\n", + "Epoch 1911/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.3040\n", + "Epoch 1912/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.3039\n", + "Epoch 1913/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 8.3039\n", + "Epoch 1914/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 8.3039\n", + "Epoch 1915/2000\n", + "1/1 [==============================] - 0s 998us/step - loss: 8.3039\n", + "Epoch 1916/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 8.3038\n", + "Epoch 1917/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.3038\n", + "Epoch 1918/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.3038\n", + "Epoch 1919/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.3038\n", + "Epoch 1920/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 8.3037\n", + "Epoch 1921/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 8.3037\n", + "Epoch 1922/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.3037\n", + "Epoch 1923/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.3037\n", + "Epoch 1924/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 8.3037\n", + "Epoch 1925/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 8.3036\n", + "Epoch 1926/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.3036\n", + "Epoch 1927/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.3036\n", + "Epoch 1928/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 8.3036\n", + "Epoch 1929/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 8.3035\n", + "Epoch 1930/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.3035\n", + "Epoch 1931/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 8.3035\n", + "Epoch 1932/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.3035\n", + "Epoch 1933/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 8.3034\n", + "Epoch 1934/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.3034\n", + "Epoch 1935/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.3034\n", + "Epoch 1936/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.3034\n", + "Epoch 1937/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 8.3033\n", + "Epoch 1938/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.3033\n", + "Epoch 1939/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.3033\n", + "Epoch 1940/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.3033\n", + "Epoch 1941/2000\n", + "1/1 [==============================] - 0s 998us/step - loss: 8.3033\n", + "Epoch 1942/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.3032\n", + "Epoch 1943/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 8.3032\n", + "Epoch 1944/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 8.3032\n", + "Epoch 1945/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.3032\n", + "Epoch 1946/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.3032\n", + "Epoch 1947/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.3031\n", + "Epoch 1948/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.3031\n", + "Epoch 1949/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.3031\n", + "Epoch 1950/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 8.3031\n", + "Epoch 1951/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.3031\n", + "Epoch 1952/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 8.3030\n", + "Epoch 1953/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.3030\n", + "Epoch 1954/2000\n", + "1/1 [==============================] - 0s 998us/step - loss: 8.3030\n", + "Epoch 1955/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 8.3030\n", + "Epoch 1956/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 8.3030\n", + "Epoch 1957/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 8.3029\n", + "Epoch 1958/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.3029\n", + "Epoch 1959/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.3029\n", + "Epoch 1960/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.3029\n", + "Epoch 1961/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 8.3029\n", + "Epoch 1962/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.3029\n", + "Epoch 1963/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 8.3028\n", + "Epoch 1964/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 8.3028\n", + "Epoch 1965/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 8.3028\n", + "Epoch 1966/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.3028\n", + "Epoch 1967/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.3028\n", + "Epoch 1968/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.3027\n", + "Epoch 1969/2000\n", + "1/1 [==============================] - 0s 998us/step - loss: 8.3027\n", + "Epoch 1970/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 8.3027\n", + "Epoch 1971/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 8.3027\n", + "Epoch 1972/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 8.3027\n", + "Epoch 1973/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.3027\n", + "Epoch 1974/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 8.3026\n", + "Epoch 1975/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 8.3026\n", + "Epoch 1976/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 8.3026\n", + "Epoch 1977/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 8.3026\n", + "Epoch 1978/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 8.3026\n", + "Epoch 1979/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 8.3025\n", + "Epoch 1980/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.3025\n", + "Epoch 1981/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.3025\n", + "Epoch 1982/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.3025\n", + "Epoch 1983/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 8.3025\n", + "Epoch 1984/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.3025\n", + "Epoch 1985/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.3024\n", + "Epoch 1986/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 8.3024\n", + "Epoch 1987/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.3024\n", + "Epoch 1988/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.3024\n", + "Epoch 1989/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 8.3024\n", + "Epoch 1990/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 8.3024\n", + "Epoch 1991/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 8.3024\n", + "Epoch 1992/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.3024\n", + "Epoch 1993/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.3023\n", + "Epoch 1994/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.3023\n", + "Epoch 1995/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 8.3023\n", + "Epoch 1996/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.3023\n", + "Epoch 1997/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 8.3023\n", + "Epoch 1998/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.3023\n", + "Epoch 1999/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 8.3022\n", + "Epoch 2000/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 8.3022\n" + ] + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 22, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "model = Sequential()\n", + "\n", + "# 출력 값, 입력 변수, 분석 방법에 맞게끔 모델을 설정합니다. \n", + "model.add(Dense(1, input_dim=1, activation='linear'))\n", + "\n", + "# 오차 수정을 위해 경사 하강법(sgd)을, 오차의 정도를 판단하기 위해 평균 제곱 오차(mse)를 사용합니다. \n", + "model.compile(optimizer='sgd', loss='mse')\n", + "\n", + "# 오차를 최소화하는 과정을 2000번 반복합니다.\n", + "model.fit(x, y, epochs=2000)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "jOLeJG8tNohH" + }, + "source": [ + "### 4. 그래프로 확인" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "YSptuB8_NohH", + "outputId": "6ee7f26c-1b5a-4a5c-cd0d-d8c5a2f321ea" + }, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.scatter(x, y)\n", + "plt.plot(x, model.predict(x),'r') # 예측 결과를 그래프로 나타냅니다.\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "Ylp6j78ENohH" + }, + "source": [ + "### 5. 모델 테스트" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "h55E90jxNohH", + "outputId": "9d4e993f-011f-432e-b0db-4d32b82dc9b7" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "7시간을 공부할 경우의 예상 점수는 95.12점입니다\n" + ] + } + ], + "source": [ + "# 임의의 시간을 집어넣어 점수를 예측하는 모델을 테스트해 보겠습니다.\n", + "\n", + "hour = 7\n", + "prediction = model.predict([hour])\n", + "\n", + "print(\"%.f시간을 공부할 경우의 예상 점수는 %.02f점입니다\" % (hour, prediction))" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "loruKDvVNohI" + }, + "source": [ + "## 5-2 텐서플로에서 실행하는 다중 선형 회귀 모델" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "lQLeKWVwNohI" + }, + "source": [ + "### 1.환경 준비" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "pAsn455WNohI" + }, + "outputs": [], + "source": [ + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "\n", + "# 텐서플로의 케라스 API에서 필요한 함수들을 불러옵니다.\n", + "from tensorflow.keras.models import Sequential\n", + "from tensorflow.keras.layers import Dense" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "QG8GihmhNohI" + }, + "source": [ + "### 2. 데이터 준비" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "fo4Q2BxENohI" + }, + "outputs": [], + "source": [ + "x = np.array([[2, 0], [4, 4], [6, 2], [8, 3]])\n", + "y = np.array([81, 93, 91, 97]) " + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "VW3iJQbrNohI" + }, + "source": [ + "### 3. 모델 실행" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "zpS66yLUNohJ", + "outputId": "ead97c93-5b01-4495-bd2a-a0ca0752478f" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Epoch 1/2000\n", + "1/1 [==============================] - 0s 119ms/step - loss: 8184.9204\n", + "Epoch 2/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 1435.6133\n", + "Epoch 3/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 955.4879\n", + "Epoch 4/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 916.3068\n", + "Epoch 5/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 908.1718\n", + "Epoch 6/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 902.2542\n", + "Epoch 7/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 896.5266\n", + "Epoch 8/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 890.8461\n", + "Epoch 9/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 885.2023\n", + "Epoch 10/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 879.5942\n", + "Epoch 11/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 874.0219\n", + "Epoch 12/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 868.4847\n", + "Epoch 13/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 862.9829\n", + "Epoch 14/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 857.5157\n", + "Epoch 15/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 852.0835\n", + "Epoch 16/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 846.6855\n", + "Epoch 17/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 841.3217\n", + "Epoch 18/2000\n", + "1/1 [==============================] - 0s 990us/step - loss: 835.9920\n", + "Epoch 19/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 830.6961\n", + "Epoch 20/2000\n", + "1/1 [==============================] - 0s 998us/step - loss: 825.4338\n", + "Epoch 21/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 820.2046\n", + "Epoch 22/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 815.0089\n", + "Epoch 23/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 809.8459\n", + "Epoch 24/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 804.7156\n", + "Epoch 25/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 799.6179\n", + "Epoch 26/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 794.5525\n", + "Epoch 27/2000\n", + "1/1 [==============================] - 0s 998us/step - loss: 789.5193\n", + "Epoch 28/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 784.5179\n", + "Epoch 29/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 779.5482\n", + "Epoch 30/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 774.6102\n", + "Epoch 31/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 769.7032\n", + "Epoch 32/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 764.8274\n", + "Epoch 33/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 759.9826\n", + "Epoch 34/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 755.1685\n", + "Epoch 35/2000\n", + "1/1 [==============================] - 0s 3ms/step - loss: 750.3846\n", + "Epoch 36/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 745.6313\n", + "Epoch 37/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 740.9081\n", + "Epoch 38/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 736.2148\n", + "Epoch 39/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 731.5511\n", + "Epoch 40/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 726.9171\n", + "Epoch 41/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 722.3125\n", + "Epoch 42/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 717.7371\n", + "Epoch 43/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 713.1906\n", + "Epoch 44/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 708.6729\n", + "Epoch 45/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 704.1838\n", + "Epoch 46/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 699.7231\n", + "Epoch 47/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 695.2910\n", + "Epoch 48/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 690.8865\n", + "Epoch 49/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 686.5101\n", + "Epoch 50/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 682.1615\n", + "Epoch 51/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 677.8406\n", + "Epoch 52/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 673.5468\n", + "Epoch 53/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 669.2802\n", + "Epoch 54/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 665.0408\n", + "Epoch 55/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 660.8282\n", + "Epoch 56/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 656.6423\n", + "Epoch 57/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 652.4828\n", + "Epoch 58/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 648.3497\n", + "Epoch 59/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 644.2429\n", + "Epoch 60/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 640.1620\n", + "Epoch 61/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 636.1071\n", + "Epoch 62/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 632.0777\n", + "Epoch 63/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 628.0740\n", + "Epoch 64/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 624.0956\n", + "Epoch 65/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 620.1425\n", + "Epoch 66/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 616.2143\n", + "Epoch 67/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 612.3110\n", + "Epoch 68/2000\n", + "1/1 [==============================] - 0s 998us/step - loss: 608.4326\n", + "Epoch 69/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 604.5786\n", + "Epoch 70/2000\n", + "1/1 [==============================] - 0s 998us/step - loss: 600.7490\n", + "Epoch 71/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 596.9437\n", + "Epoch 72/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 593.1625\n", + "Epoch 73/2000\n", + "1/1 [==============================] - 0s 998us/step - loss: 589.4053\n", + "Epoch 74/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 585.6719\n", + "Epoch 75/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 581.9620\n", + "Epoch 76/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 578.2758\n", + "Epoch 77/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 574.6129\n", + "Epoch 78/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 570.9733\n", + "Epoch 79/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 567.3566\n", + "Epoch 80/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 563.7628\n", + "Epoch 81/2000\n", + "1/1 [==============================] - 0s 998us/step - loss: 560.1918\n", + "Epoch 82/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 556.6435\n", + "Epoch 83/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 553.1176\n", + "Epoch 84/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 549.6141\n", + "Epoch 85/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 546.1328\n", + "Epoch 86/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 542.6734\n", + "Epoch 87/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 539.2361\n", + "Epoch 88/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 535.8205\n", + "Epoch 89/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 532.4265\n", + "Epoch 90/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 529.0540\n", + "Epoch 91/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 525.7029\n", + "Epoch 92/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 522.3730\n", + "Epoch 93/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 519.0643\n", + "Epoch 94/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 515.7765\n", + "Epoch 95/2000\n", + "1/1 [==============================] - 0s 998us/step - loss: 512.5096\n", + "Epoch 96/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 509.2632\n", + "Epoch 97/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 506.0376\n", + "Epoch 98/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 502.8322\n", + "Epoch 99/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 499.6473\n", + "Epoch 100/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 496.4825\n", + "Epoch 101/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 493.3377\n", + "Epoch 102/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 490.2130\n", + "Epoch 103/2000\n", + "1/1 [==============================] - 0s 997us/step - loss: 487.1079\n", + "Epoch 104/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 484.0226\n", + "Epoch 105/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 480.9567\n", + "Epoch 106/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 477.9104\n", + "Epoch 107/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 474.8832\n", + "Epoch 108/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 471.8752\n", + "Epoch 109/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 468.8864\n", + "Epoch 110/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 465.9166\n", + "Epoch 111/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 462.9654\n", + "Epoch 112/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 460.0330\n", + "Epoch 113/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 457.1191\n", + "Epoch 114/2000\n", + "1/1 [==============================] - 0s 998us/step - loss: 454.2237\n", + "Epoch 115/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 451.3467\n", + "Epoch 116/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 448.4879\n", + "Epoch 117/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 445.6472\n", + "Epoch 118/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 442.8246\n", + "Epoch 119/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 440.0197\n", + "Epoch 120/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 437.2326\n", + "Epoch 121/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 434.4633\n", + "Epoch 122/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 431.7114\n", + "Epoch 123/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 428.9770\n", + "Epoch 124/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 426.2599\n", + "Epoch 125/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 423.5600\n", + "Epoch 126/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 420.8771\n", + "Epoch 127/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 418.2114\n", + "Epoch 128/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 415.5625\n", + "Epoch 129/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 412.9304\n", + "Epoch 130/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 410.3150\n", + "Epoch 131/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 407.7161\n", + "Epoch 132/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 405.1337\n", + "Epoch 133/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 402.5677\n", + "Epoch 134/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 400.0179\n", + "Epoch 135/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 397.4842\n", + "Epoch 136/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 394.9666\n", + "Epoch 137/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 392.4649\n", + "Epoch 138/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 389.9792\n", + "Epoch 139/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 387.5092\n", + "Epoch 140/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 385.0547\n", + "Epoch 141/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 382.6159\n", + "Epoch 142/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 380.1924\n", + "Epoch 143/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 377.7844\n", + "Epoch 144/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 375.3916\n", + "Epoch 145/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 373.0139\n", + "Epoch 146/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 370.6514\n", + "Epoch 147/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 368.3037\n", + "Epoch 148/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 365.9710\n", + "Epoch 149/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 363.6531\n", + "Epoch 150/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 361.3499\n", + "Epoch 151/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 359.0612\n", + "Epoch 152/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 356.7869\n", + "Epoch 153/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 354.5272\n", + "Epoch 154/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 352.2817\n", + "Epoch 155/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 350.0505\n", + "Epoch 156/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 347.8334\n", + "Epoch 157/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 345.6302\n", + "Epoch 158/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 343.4412\n", + "Epoch 159/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 341.2660\n", + "Epoch 160/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 339.1045\n", + "Epoch 161/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 336.9567\n", + "Epoch 162/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 334.8226\n", + "Epoch 163/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 332.7019\n", + "Epoch 164/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 330.5948\n", + "Epoch 165/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 328.5010\n", + "Epoch 166/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 326.4203\n", + "Epoch 167/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 324.3529\n", + "Epoch 168/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 322.2986\n", + "Epoch 169/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 320.2573\n", + "Epoch 170/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 318.2290\n", + "Epoch 171/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 316.2134\n", + "Epoch 172/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 314.2107\n", + "Epoch 173/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 312.2208\n", + "Epoch 174/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 310.2432\n", + "Epoch 175/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 308.2784\n", + "Epoch 176/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 306.3259\n", + "Epoch 177/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 304.3857\n", + "Epoch 178/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 302.4579\n", + "Epoch 179/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 300.5424\n", + "Epoch 180/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 298.6389\n", + "Epoch 181/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 296.7475\n", + "Epoch 182/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 294.8680\n", + "Epoch 183/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 293.0005\n", + "Epoch 184/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 291.1448\n", + "Epoch 185/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 289.3009\n", + "Epoch 186/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 287.4686\n", + "Epoch 187/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 285.6479\n", + "Epoch 188/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 283.8388\n", + "Epoch 189/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 282.0412\n", + "Epoch 190/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 280.2548\n", + "Epoch 191/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 278.4799\n", + "Epoch 192/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 276.7162\n", + "Epoch 193/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 274.9637\n", + "Epoch 194/2000\n", + "1/1 [==============================] - 0s 998us/step - loss: 273.2223\n", + "Epoch 195/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 271.4918\n", + "Epoch 196/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 269.7724\n", + "Epoch 197/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 268.0639\n", + "Epoch 198/2000\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "1/1 [==============================] - 0s 1ms/step - loss: 266.3661\n", + "Epoch 199/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 264.6792\n", + "Epoch 200/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 263.0029\n", + "Epoch 201/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 261.3373\n", + "Epoch 202/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 259.6821\n", + "Epoch 203/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 258.0376\n", + "Epoch 204/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 256.4033\n", + "Epoch 205/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 254.7795\n", + "Epoch 206/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 253.1659\n", + "Epoch 207/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 251.5626\n", + "Epoch 208/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 249.9693\n", + "Epoch 209/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 248.3863\n", + "Epoch 210/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 246.8132\n", + "Epoch 211/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 245.2501\n", + "Epoch 212/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 243.6969\n", + "Epoch 213/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 242.1536\n", + "Epoch 214/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 240.6200\n", + "Epoch 215/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 239.0962\n", + "Epoch 216/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 237.5820\n", + "Epoch 217/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 236.0774\n", + "Epoch 218/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 234.5822\n", + "Epoch 219/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 233.0966\n", + "Epoch 220/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 231.6204\n", + "Epoch 221/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 230.1536\n", + "Epoch 222/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 228.6960\n", + "Epoch 223/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 227.2476\n", + "Epoch 224/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 225.8085\n", + "Epoch 225/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 224.3785\n", + "Epoch 226/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 222.9575\n", + "Epoch 227/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 221.5455\n", + "Epoch 228/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 220.1425\n", + "Epoch 229/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 218.7484\n", + "Epoch 230/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 217.3631\n", + "Epoch 231/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 215.9865\n", + "Epoch 232/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 214.6187\n", + "Epoch 233/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 213.2596\n", + "Epoch 234/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 211.9090\n", + "Epoch 235/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 210.5670\n", + "Epoch 236/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 209.2335\n", + "Epoch 237/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 207.9085\n", + "Epoch 238/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 206.5919\n", + "Epoch 239/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 205.2836\n", + "Epoch 240/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 203.9836\n", + "Epoch 241/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 202.6918\n", + "Epoch 242/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 201.4082\n", + "Epoch 243/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 200.1328\n", + "Epoch 244/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 198.8654\n", + "Epoch 245/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 197.6060\n", + "Epoch 246/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 196.3547\n", + "Epoch 247/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 195.1112\n", + "Epoch 248/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 193.8756\n", + "Epoch 249/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 192.6479\n", + "Epoch 250/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 191.4279\n", + "Epoch 251/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 190.2158\n", + "Epoch 252/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 189.0112\n", + "Epoch 253/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 187.8142\n", + "Epoch 254/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 186.6249\n", + "Epoch 255/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 185.4431\n", + "Epoch 256/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 184.2688\n", + "Epoch 257/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 183.1019\n", + "Epoch 258/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 181.9424\n", + "Epoch 259/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 180.7903\n", + "Epoch 260/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 179.6454\n", + "Epoch 261/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 178.5078\n", + "Epoch 262/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 177.3774\n", + "Epoch 263/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 176.2542\n", + "Epoch 264/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 175.1381\n", + "Epoch 265/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 174.0291\n", + "Epoch 266/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 172.9271\n", + "Epoch 267/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 171.8321\n", + "Epoch 268/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 170.7440\n", + "Epoch 269/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 169.6628\n", + "Epoch 270/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 168.5883\n", + "Epoch 271/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 167.5208\n", + "Epoch 272/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 166.4600\n", + "Epoch 273/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 165.4060\n", + "Epoch 274/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 164.3586\n", + "Epoch 275/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 163.3178\n", + "Epoch 276/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 162.2837\n", + "Epoch 277/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 161.2561\n", + "Epoch 278/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 160.2350\n", + "Epoch 279/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 159.2204\n", + "Epoch 280/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 158.2122\n", + "Epoch 281/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 157.2103\n", + "Epoch 282/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 156.2149\n", + "Epoch 283/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 155.2258\n", + "Epoch 284/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 154.2429\n", + "Epoch 285/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 153.2662\n", + "Epoch 286/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 152.2957\n", + "Epoch 287/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 151.3313\n", + "Epoch 288/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 150.3732\n", + "Epoch 289/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 149.4210\n", + "Epoch 290/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 148.4749\n", + "Epoch 291/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 147.5348\n", + "Epoch 292/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 146.6006\n", + "Epoch 293/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 145.6723\n", + "Epoch 294/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 144.7499\n", + "Epoch 295/2000\n", + "1/1 [==============================] - 0s 998us/step - loss: 143.8333\n", + "Epoch 296/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 142.9226\n", + "Epoch 297/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 142.0177\n", + "Epoch 298/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 141.1185\n", + "Epoch 299/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 140.2249\n", + "Epoch 300/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 139.3370\n", + "Epoch 301/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 138.4548\n", + "Epoch 302/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 137.5781\n", + "Epoch 303/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 136.7071\n", + "Epoch 304/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 135.8415\n", + "Epoch 305/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 134.9814\n", + "Epoch 306/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 134.1268\n", + "Epoch 307/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 133.2775\n", + "Epoch 308/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 132.4337\n", + "Epoch 309/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 131.5952\n", + "Epoch 310/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 130.7620\n", + "Epoch 311/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 129.9341\n", + "Epoch 312/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 129.1114\n", + "Epoch 313/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 128.2939\n", + "Epoch 314/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 127.4816\n", + "Epoch 315/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 126.6745\n", + "Epoch 316/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 125.8725\n", + "Epoch 317/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 125.0755\n", + "Epoch 318/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 124.2836\n", + "Epoch 319/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 123.4968\n", + "Epoch 320/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 122.7149\n", + "Epoch 321/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 121.9379\n", + "Epoch 322/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 121.1659\n", + "Epoch 323/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 120.3988\n", + "Epoch 324/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 119.6365\n", + "Epoch 325/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 118.8791\n", + "Epoch 326/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 118.1264\n", + "Epoch 327/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 117.3786\n", + "Epoch 328/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 116.6354\n", + "Epoch 329/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 115.8970\n", + "Epoch 330/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 115.1633\n", + "Epoch 331/2000\n", + "1/1 [==============================] - 0s 998us/step - loss: 114.4342\n", + "Epoch 332/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 113.7097\n", + "Epoch 333/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 112.9898\n", + "Epoch 334/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 112.2745\n", + "Epoch 335/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 111.5637\n", + "Epoch 336/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 110.8574\n", + "Epoch 337/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 110.1555\n", + "Epoch 338/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 109.4582\n", + "Epoch 339/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 108.7652\n", + "Epoch 340/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 108.0767\n", + "Epoch 341/2000\n", + "1/1 [==============================] - 0s 998us/step - loss: 107.3924\n", + "Epoch 342/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 106.7126\n", + "Epoch 343/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 106.0370\n", + "Epoch 344/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 105.3657\n", + "Epoch 345/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 104.6986\n", + "Epoch 346/2000\n", + "1/1 [==============================] - 0s 998us/step - loss: 104.0359\n", + "Epoch 347/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 103.3772\n", + "Epoch 348/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 102.7228\n", + "Epoch 349/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 102.0725\n", + "Epoch 350/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 101.4264\n", + "Epoch 351/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 100.7843\n", + "Epoch 352/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 100.1463\n", + "Epoch 353/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 99.5123\n", + "Epoch 354/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 98.8824\n", + "Epoch 355/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 98.2564\n", + "Epoch 356/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 97.6344\n", + "Epoch 357/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 97.0163\n", + "Epoch 358/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 96.4022\n", + "Epoch 359/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 95.7919\n", + "Epoch 360/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 95.1855\n", + "Epoch 361/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 94.5830\n", + "Epoch 362/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 93.9843\n", + "Epoch 363/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 93.3893\n", + "Epoch 364/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 92.7982\n", + "Epoch 365/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 92.2107\n", + "Epoch 366/2000\n", + "1/1 [==============================] - 0s 983us/step - loss: 91.6270\n", + "Epoch 367/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 91.0471\n", + "Epoch 368/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 90.4708\n", + "Epoch 369/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 89.8981\n", + "Epoch 370/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 89.3290\n", + "Epoch 371/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 88.7635\n", + "Epoch 372/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 88.2017\n", + "Epoch 373/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 87.6434\n", + "Epoch 374/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 87.0886\n", + "Epoch 375/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 86.5374\n", + "Epoch 376/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 85.9897\n", + "Epoch 377/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 85.4454\n", + "Epoch 378/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 84.9045\n", + "Epoch 379/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 84.3671\n", + "Epoch 380/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 83.8331\n", + "Epoch 381/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 83.3025\n", + "Epoch 382/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 82.7752\n", + "Epoch 383/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 82.2513\n", + "Epoch 384/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 81.7307\n", + "Epoch 385/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 81.2133\n", + "Epoch 386/2000\n", + "1/1 [==============================] - 0s 998us/step - loss: 80.6993\n", + "Epoch 387/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 80.1885\n", + "Epoch 388/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 79.6811\n", + "Epoch 389/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 79.1768\n", + "Epoch 390/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 78.6756\n", + "Epoch 391/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 78.1777\n", + "Epoch 392/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 77.6829\n", + "Epoch 393/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 77.1912\n", + "Epoch 394/2000\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "1/1 [==============================] - 0s 1ms/step - loss: 76.7026\n", + "Epoch 395/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 76.2172\n", + "Epoch 396/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 75.7348\n", + "Epoch 397/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 75.2555\n", + "Epoch 398/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 74.7792\n", + "Epoch 399/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 74.3059\n", + "Epoch 400/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 73.8356\n", + "Epoch 401/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 73.3683\n", + "Epoch 402/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 72.9040\n", + "Epoch 403/2000\n", + "1/1 [==============================] - 0s 998us/step - loss: 72.4426\n", + "Epoch 404/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 71.9841\n", + "Epoch 405/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 71.5285\n", + "Epoch 406/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 71.0759\n", + "Epoch 407/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 70.6261\n", + "Epoch 408/2000\n", + "1/1 [==============================] - 0s 997us/step - loss: 70.1791\n", + "Epoch 409/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 69.7350\n", + "Epoch 410/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 69.2937\n", + "Epoch 411/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 68.8551\n", + "Epoch 412/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 68.4194\n", + "Epoch 413/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 67.9864\n", + "Epoch 414/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 67.5562\n", + "Epoch 415/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 67.1287\n", + "Epoch 416/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 66.7038\n", + "Epoch 417/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 66.2818\n", + "Epoch 418/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 65.8623\n", + "Epoch 419/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 65.4455\n", + "Epoch 420/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 65.0314\n", + "Epoch 421/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 64.6198\n", + "Epoch 422/2000\n", + "1/1 [==============================] - 0s 998us/step - loss: 64.2109\n", + "Epoch 423/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 63.8046\n", + "Epoch 424/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 63.4008\n", + "Epoch 425/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 62.9997\n", + "Epoch 426/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 62.6010\n", + "Epoch 427/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 62.2049\n", + "Epoch 428/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 61.8113\n", + "Epoch 429/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 61.4202\n", + "Epoch 430/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 61.0315\n", + "Epoch 431/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 60.6453\n", + "Epoch 432/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 60.2616\n", + "Epoch 433/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 59.8803\n", + "Epoch 434/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 59.5014\n", + "Epoch 435/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 59.1250\n", + "Epoch 436/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 58.7509\n", + "Epoch 437/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 58.3791\n", + "Epoch 438/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 58.0098\n", + "Epoch 439/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 57.6427\n", + "Epoch 440/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 57.2780\n", + "Epoch 441/2000\n", + "1/1 [==============================] - 0s 998us/step - loss: 56.9156\n", + "Epoch 442/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 56.5555\n", + "Epoch 443/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 56.1977\n", + "Epoch 444/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 55.8421\n", + "Epoch 445/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 55.4888\n", + "Epoch 446/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 55.1378\n", + "Epoch 447/2000\n", + "1/1 [==============================] - 0s 997us/step - loss: 54.7889\n", + "Epoch 448/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 54.4423\n", + "Epoch 449/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 54.0978\n", + "Epoch 450/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 53.7556\n", + "Epoch 451/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 53.4155\n", + "Epoch 452/2000\n", + "1/1 [==============================] - 0s 7ms/step - loss: 53.0776\n", + "Epoch 453/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 52.7418\n", + "Epoch 454/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 52.4081\n", + "Epoch 455/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 52.0766\n", + "Epoch 456/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 51.7471\n", + "Epoch 457/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 51.4198\n", + "Epoch 458/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 51.0945\n", + "Epoch 459/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 50.7712\n", + "Epoch 460/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 50.4500\n", + "Epoch 461/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 50.1309\n", + "Epoch 462/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 49.8138\n", + "Epoch 463/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 49.4986\n", + "Epoch 464/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 49.1855\n", + "Epoch 465/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 48.8744\n", + "Epoch 466/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 48.5652\n", + "Epoch 467/2000\n", + "1/1 [==============================] - 0s 998us/step - loss: 48.2580\n", + "Epoch 468/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 47.9528\n", + "Epoch 469/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 47.6494\n", + "Epoch 470/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 47.3480\n", + "Epoch 471/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 47.0485\n", + "Epoch 472/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 46.7510\n", + "Epoch 473/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 46.4552\n", + "Epoch 474/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 46.1614\n", + "Epoch 475/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 45.8694\n", + "Epoch 476/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 45.5793\n", + "Epoch 477/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 45.2910\n", + "Epoch 478/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 45.0046\n", + "Epoch 479/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 44.7199\n", + "Epoch 480/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 44.4370\n", + "Epoch 481/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 44.1560\n", + "Epoch 482/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 43.8767\n", + "Epoch 483/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 43.5992\n", + "Epoch 484/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 43.3235\n", + "Epoch 485/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 43.0495\n", + "Epoch 486/2000\n", + "1/1 [==============================] - 0s 998us/step - loss: 42.7772\n", + "Epoch 487/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 42.5066\n", + "Epoch 488/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 42.2378\n", + "Epoch 489/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 41.9707\n", + "Epoch 490/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 41.7053\n", + "Epoch 491/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 41.4415\n", + "Epoch 492/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 41.1795\n", + "Epoch 493/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 40.9190\n", + "Epoch 494/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 40.6603\n", + "Epoch 495/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 40.4031\n", + "Epoch 496/2000\n", + "1/1 [==============================] - 0s 997us/step - loss: 40.1477\n", + "Epoch 497/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 39.8938\n", + "Epoch 498/2000\n", + "1/1 [==============================] - 0s 998us/step - loss: 39.6415\n", + "Epoch 499/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 39.3908\n", + "Epoch 500/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 39.1417\n", + "Epoch 501/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 38.8942\n", + "Epoch 502/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 38.6483\n", + "Epoch 503/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 38.4039\n", + "Epoch 504/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 38.1611\n", + "Epoch 505/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 37.9198\n", + "Epoch 506/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 37.6800\n", + "Epoch 507/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 37.4418\n", + "Epoch 508/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 37.2050\n", + "Epoch 509/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 36.9698\n", + "Epoch 510/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 36.7361\n", + "Epoch 511/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 36.5038\n", + "Epoch 512/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 36.2730\n", + "Epoch 513/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 36.0436\n", + "Epoch 514/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 35.8158\n", + "Epoch 515/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 35.5893\n", + "Epoch 516/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 35.3643\n", + "Epoch 517/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 35.1407\n", + "Epoch 518/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 34.9186\n", + "Epoch 519/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 34.6978\n", + "Epoch 520/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 34.4785\n", + "Epoch 521/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 34.2605\n", + "Epoch 522/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 34.0439\n", + "Epoch 523/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 33.8287\n", + "Epoch 524/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 33.6148\n", + "Epoch 525/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 33.4023\n", + "Epoch 526/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 33.1912\n", + "Epoch 527/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 32.9814\n", + "Epoch 528/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 32.7729\n", + "Epoch 529/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 32.5657\n", + "Epoch 530/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 32.3599\n", + "Epoch 531/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 32.1554\n", + "Epoch 532/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 31.9521\n", + "Epoch 533/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 31.7501\n", + "Epoch 534/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 31.5494\n", + "Epoch 535/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 31.3500\n", + "Epoch 536/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 31.1518\n", + "Epoch 537/2000\n", + "1/1 [==============================] - 0s 998us/step - loss: 30.9549\n", + "Epoch 538/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 30.7593\n", + "Epoch 539/2000\n", + "1/1 [==============================] - 0s 998us/step - loss: 30.5649\n", + "Epoch 540/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 30.3717\n", + "Epoch 541/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 30.1798\n", + "Epoch 542/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 29.9891\n", + "Epoch 543/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 29.7995\n", + "Epoch 544/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 29.6112\n", + "Epoch 545/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 29.4241\n", + "Epoch 546/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 29.2381\n", + "Epoch 547/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 29.0534\n", + "Epoch 548/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 28.8697\n", + "Epoch 549/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 28.6873\n", + "Epoch 550/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 28.5060\n", + "Epoch 551/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 28.3259\n", + "Epoch 552/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 28.1469\n", + "Epoch 553/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 27.9691\n", + "Epoch 554/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 27.7923\n", + "Epoch 555/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 27.6167\n", + "Epoch 556/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 27.4422\n", + "Epoch 557/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 27.2688\n", + "Epoch 558/2000\n", + "1/1 [==============================] - 0s 6ms/step - loss: 27.0965\n", + "Epoch 559/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 26.9253\n", + "Epoch 560/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 26.7552\n", + "Epoch 561/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 26.5862\n", + "Epoch 562/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 26.4182\n", + "Epoch 563/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 26.2513\n", + "Epoch 564/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 26.0855\n", + "Epoch 565/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 25.9207\n", + "Epoch 566/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 25.7569\n", + "Epoch 567/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 25.5942\n", + "Epoch 568/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 25.4325\n", + "Epoch 569/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 25.2718\n", + "Epoch 570/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 25.1122\n", + "Epoch 571/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 24.9536\n", + "Epoch 572/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 24.7959\n", + "Epoch 573/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 24.6393\n", + "Epoch 574/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 24.4836\n", + "Epoch 575/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 24.3290\n", + "Epoch 576/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 24.1753\n", + "Epoch 577/2000\n", + "1/1 [==============================] - 0s 998us/step - loss: 24.0227\n", + "Epoch 578/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 23.8709\n", + "Epoch 579/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 23.7202\n", + "Epoch 580/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 23.5704\n", + "Epoch 581/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 23.4215\n", + "Epoch 582/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 23.2736\n", + "Epoch 583/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 23.1266\n", + "Epoch 584/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 22.9805\n", + "Epoch 585/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 22.8354\n", + "Epoch 586/2000\n", + "1/1 [==============================] - 0s 998us/step - loss: 22.6912\n", + "Epoch 587/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 22.5479\n", + "Epoch 588/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 22.4055\n", + "Epoch 589/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 22.2640\n", + "Epoch 590/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 22.1234\n", + "Epoch 591/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 21.9837\n", + "Epoch 592/2000\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "1/1 [==============================] - 0s 2ms/step - loss: 21.8449\n", + "Epoch 593/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 21.7070\n", + "Epoch 594/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 21.5699\n", + "Epoch 595/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 21.4337\n", + "Epoch 596/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 21.2984\n", + "Epoch 597/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 21.1640\n", + "Epoch 598/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 21.0303\n", + "Epoch 599/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 20.8976\n", + "Epoch 600/2000\n", + "1/1 [==============================] - 0s 998us/step - loss: 20.7656\n", + "Epoch 601/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 20.6345\n", + "Epoch 602/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 20.5043\n", + "Epoch 603/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 20.3748\n", + "Epoch 604/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 20.2462\n", + "Epoch 605/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 20.1184\n", + "Epoch 606/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 19.9914\n", + "Epoch 607/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 19.8652\n", + "Epoch 608/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 19.7398\n", + "Epoch 609/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 19.6152\n", + "Epoch 610/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 19.4914\n", + "Epoch 611/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 19.3684\n", + "Epoch 612/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 19.2462\n", + "Epoch 613/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 19.1247\n", + "Epoch 614/2000\n", + "1/1 [==============================] - 0s 998us/step - loss: 19.0040\n", + "Epoch 615/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 18.8840\n", + "Epoch 616/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 18.7649\n", + "Epoch 617/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 18.6465\n", + "Epoch 618/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 18.5288\n", + "Epoch 619/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 18.4119\n", + "Epoch 620/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 18.2957\n", + "Epoch 621/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 18.1802\n", + "Epoch 622/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 18.0655\n", + "Epoch 623/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 17.9515\n", + "Epoch 624/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 17.8383\n", + "Epoch 625/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 17.7257\n", + "Epoch 626/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 17.6139\n", + "Epoch 627/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 17.5028\n", + "Epoch 628/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 17.3923\n", + "Epoch 629/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 17.2826\n", + "Epoch 630/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 17.1736\n", + "Epoch 631/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 17.0652\n", + "Epoch 632/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 16.9576\n", + "Epoch 633/2000\n", + "1/1 [==============================] - 0s 998us/step - loss: 16.8506\n", + "Epoch 634/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 16.7443\n", + "Epoch 635/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 16.6387\n", + "Epoch 636/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 16.5337\n", + "Epoch 637/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 16.4294\n", + "Epoch 638/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 16.3258\n", + "Epoch 639/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 16.2229\n", + "Epoch 640/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 16.1205\n", + "Epoch 641/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 16.0189\n", + "Epoch 642/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 15.9179\n", + "Epoch 643/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 15.8174\n", + "Epoch 644/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 15.7177\n", + "Epoch 645/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 15.6186\n", + "Epoch 646/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 15.5201\n", + "Epoch 647/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 15.4222\n", + "Epoch 648/2000\n", + "1/1 [==============================] - 0s 997us/step - loss: 15.3250\n", + "Epoch 649/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 15.2283\n", + "Epoch 650/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 15.1323\n", + "Epoch 651/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 15.0369\n", + "Epoch 652/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 14.9421\n", + "Epoch 653/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 14.8479\n", + "Epoch 654/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 14.7543\n", + "Epoch 655/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 14.6612\n", + "Epoch 656/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 14.5688\n", + "Epoch 657/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 14.4770\n", + "Epoch 658/2000\n", + "1/1 [==============================] - 0s 998us/step - loss: 14.3857\n", + "Epoch 659/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 14.2951\n", + "Epoch 660/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 14.2049\n", + "Epoch 661/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 14.1154\n", + "Epoch 662/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 14.0265\n", + "Epoch 663/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 13.9380\n", + "Epoch 664/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 13.8502\n", + "Epoch 665/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 13.7629\n", + "Epoch 666/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 13.6762\n", + "Epoch 667/2000\n", + "1/1 [==============================] - 0s 997us/step - loss: 13.5900\n", + "Epoch 668/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 13.5044\n", + "Epoch 669/2000\n", + "1/1 [==============================] - 0s 998us/step - loss: 13.4192\n", + "Epoch 670/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 13.3347\n", + "Epoch 671/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 13.2507\n", + "Epoch 672/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 13.1672\n", + "Epoch 673/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 13.0842\n", + "Epoch 674/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 13.0018\n", + "Epoch 675/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 12.9199\n", + "Epoch 676/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 12.8385\n", + "Epoch 677/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 12.7576\n", + "Epoch 678/2000\n", + "1/1 [==============================] - 0s 3ms/step - loss: 12.6772\n", + "Epoch 679/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 12.5974\n", + "Epoch 680/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 12.5180\n", + "Epoch 681/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 12.4392\n", + "Epoch 682/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 12.3608\n", + "Epoch 683/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 12.2830\n", + "Epoch 684/2000\n", + "1/1 [==============================] - 0s 998us/step - loss: 12.2056\n", + "Epoch 685/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 12.1288\n", + "Epoch 686/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 12.0524\n", + "Epoch 687/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 11.9765\n", + "Epoch 688/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 11.9011\n", + "Epoch 689/2000\n", + "1/1 [==============================] - 0s 998us/step - loss: 11.8261\n", + "Epoch 690/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 11.7517\n", + "Epoch 691/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 11.6777\n", + "Epoch 692/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 11.6041\n", + "Epoch 693/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 11.5311\n", + "Epoch 694/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 11.4585\n", + "Epoch 695/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 11.3864\n", + "Epoch 696/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 11.3147\n", + "Epoch 697/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 11.2435\n", + "Epoch 698/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 11.1727\n", + "Epoch 699/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 11.1024\n", + "Epoch 700/2000\n", + "1/1 [==============================] - 0s 998us/step - loss: 11.0325\n", + "Epoch 701/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 10.9631\n", + "Epoch 702/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 10.8941\n", + "Epoch 703/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 10.8255\n", + "Epoch 704/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 10.7574\n", + "Epoch 705/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 10.6897\n", + "Epoch 706/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 10.6224\n", + "Epoch 707/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 10.5556\n", + "Epoch 708/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 10.4892\n", + "Epoch 709/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 10.4232\n", + "Epoch 710/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 10.3576\n", + "Epoch 711/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 10.2924\n", + "Epoch 712/2000\n", + "1/1 [==============================] - 0s 998us/step - loss: 10.2277\n", + "Epoch 713/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 10.1633\n", + "Epoch 714/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 10.0994\n", + "Epoch 715/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 10.0359\n", + "Epoch 716/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 9.9728\n", + "Epoch 717/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 9.9100\n", + "Epoch 718/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 9.8477\n", + "Epoch 719/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 9.7858\n", + "Epoch 720/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 9.7243\n", + "Epoch 721/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 9.6631\n", + "Epoch 722/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 9.6023\n", + "Epoch 723/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 9.5420\n", + "Epoch 724/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 9.4819\n", + "Epoch 725/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 9.4223\n", + "Epoch 726/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 9.3631\n", + "Epoch 727/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 9.3042\n", + "Epoch 728/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 9.2458\n", + "Epoch 729/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 9.1877\n", + "Epoch 730/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 9.1299\n", + "Epoch 731/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 9.0725\n", + "Epoch 732/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 9.0155\n", + "Epoch 733/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.9588\n", + "Epoch 734/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.9025\n", + "Epoch 735/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 8.8466\n", + "Epoch 736/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 8.7910\n", + "Epoch 737/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 8.7358\n", + "Epoch 738/2000\n", + "1/1 [==============================] - 0s 998us/step - loss: 8.6809\n", + "Epoch 739/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.6263\n", + "Epoch 740/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 8.5722\n", + "Epoch 741/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 8.5183\n", + "Epoch 742/2000\n", + "1/1 [==============================] - 0s 998us/step - loss: 8.4648\n", + "Epoch 743/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 8.4116\n", + "Epoch 744/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 8.3588\n", + "Epoch 745/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 8.3063\n", + "Epoch 746/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 8.2541\n", + "Epoch 747/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 8.2023\n", + "Epoch 748/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 8.1508\n", + "Epoch 749/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 8.0996\n", + "Epoch 750/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 8.0487\n", + "Epoch 751/2000\n", + "1/1 [==============================] - 0s 998us/step - loss: 7.9982\n", + "Epoch 752/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 7.9480\n", + "Epoch 753/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 7.8981\n", + "Epoch 754/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 7.8485\n", + "Epoch 755/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 7.7992\n", + "Epoch 756/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 7.7503\n", + "Epoch 757/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 7.7016\n", + "Epoch 758/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 7.6533\n", + "Epoch 759/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 7.6053\n", + "Epoch 760/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 7.5575\n", + "Epoch 761/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 7.5101\n", + "Epoch 762/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 7.4630\n", + "Epoch 763/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 7.4162\n", + "Epoch 764/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 7.3697\n", + "Epoch 765/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 7.3234\n", + "Epoch 766/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 7.2775\n", + "Epoch 767/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 7.2318\n", + "Epoch 768/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 7.1865\n", + "Epoch 769/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 7.1414\n", + "Epoch 770/2000\n", + "1/1 [==============================] - 0s 998us/step - loss: 7.0966\n", + "Epoch 771/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 7.0521\n", + "Epoch 772/2000\n", + "1/1 [==============================] - 0s 998us/step - loss: 7.0079\n", + "Epoch 773/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 6.9639\n", + "Epoch 774/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 6.9203\n", + "Epoch 775/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 6.8769\n", + "Epoch 776/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 6.8338\n", + "Epoch 777/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 6.7910\n", + "Epoch 778/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 6.7484\n", + "Epoch 779/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 6.7061\n", + "Epoch 780/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 6.6641\n", + "Epoch 781/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 6.6223\n", + "Epoch 782/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 6.5808\n", + "Epoch 783/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 6.5395\n", + "Epoch 784/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 6.4986\n", + "Epoch 785/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 6.4579\n", + "Epoch 786/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 6.4174\n", + "Epoch 787/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 6.3772\n", + "Epoch 788/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 6.3373\n", + "Epoch 789/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 6.2976\n", + "Epoch 790/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 6.2581\n", + "Epoch 791/2000\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "1/1 [==============================] - 0s 2ms/step - loss: 6.2189\n", + "Epoch 792/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 6.1800\n", + "Epoch 793/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 6.1413\n", + "Epoch 794/2000\n", + "1/1 [==============================] - 0s 3ms/step - loss: 6.1028\n", + "Epoch 795/2000\n", + "1/1 [==============================] - 0s 3ms/step - loss: 6.0646\n", + "Epoch 796/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 6.0267\n", + "Epoch 797/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 5.9890\n", + "Epoch 798/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 5.9515\n", + "Epoch 799/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 5.9142\n", + "Epoch 800/2000\n", + "1/1 [==============================] - 0s 3ms/step - loss: 5.8772\n", + "Epoch 801/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 5.8404\n", + "Epoch 802/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 5.8039\n", + "Epoch 803/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 5.7676\n", + "Epoch 804/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 5.7315\n", + "Epoch 805/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 5.6956\n", + "Epoch 806/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 5.6600\n", + "Epoch 807/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 5.6246\n", + "Epoch 808/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 5.5894\n", + "Epoch 809/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 5.5545\n", + "Epoch 810/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 5.5197\n", + "Epoch 811/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 5.4852\n", + "Epoch 812/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 5.4509\n", + "Epoch 813/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 5.4169\n", + "Epoch 814/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 5.3830\n", + "Epoch 815/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 5.3493\n", + "Epoch 816/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 5.3159\n", + "Epoch 817/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 5.2827\n", + "Epoch 818/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 5.2497\n", + "Epoch 819/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 5.2169\n", + "Epoch 820/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 5.1843\n", + "Epoch 821/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 5.1519\n", + "Epoch 822/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 5.1197\n", + "Epoch 823/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 5.0877\n", + "Epoch 824/2000\n", + "1/1 [==============================] - 0s 4ms/step - loss: 5.0559\n", + "Epoch 825/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 5.0243\n", + "Epoch 826/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 4.9930\n", + "Epoch 827/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 4.9618\n", + "Epoch 828/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 4.9308\n", + "Epoch 829/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 4.9000\n", + "Epoch 830/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 4.8695\n", + "Epoch 831/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 4.8391\n", + "Epoch 832/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 4.8089\n", + "Epoch 833/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 4.7788\n", + "Epoch 834/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 4.7490\n", + "Epoch 835/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 4.7194\n", + "Epoch 836/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 4.6899\n", + "Epoch 837/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 4.6607\n", + "Epoch 838/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 4.6316\n", + "Epoch 839/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 4.6027\n", + "Epoch 840/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 4.5740\n", + "Epoch 841/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 4.5455\n", + "Epoch 842/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 4.5171\n", + "Epoch 843/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 4.4889\n", + "Epoch 844/2000\n", + "1/1 [==============================] - 0s 998us/step - loss: 4.4610\n", + "Epoch 845/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 4.4331\n", + "Epoch 846/2000\n", + "1/1 [==============================] - 0s 998us/step - loss: 4.4055\n", + "Epoch 847/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 4.3781\n", + "Epoch 848/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 4.3508\n", + "Epoch 849/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 4.3237\n", + "Epoch 850/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 4.2967\n", + "Epoch 851/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 4.2700\n", + "Epoch 852/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 4.2434\n", + "Epoch 853/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 4.2170\n", + "Epoch 854/2000\n", + "1/1 [==============================] - 0s 998us/step - loss: 4.1907\n", + "Epoch 855/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 4.1646\n", + "Epoch 856/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 4.1387\n", + "Epoch 857/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 4.1129\n", + "Epoch 858/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 4.0873\n", + "Epoch 859/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 4.0619\n", + "Epoch 860/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 4.0366\n", + "Epoch 861/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 4.0114\n", + "Epoch 862/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 3.9865\n", + "Epoch 863/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 3.9617\n", + "Epoch 864/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 3.9371\n", + "Epoch 865/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 3.9126\n", + "Epoch 866/2000\n", + "1/1 [==============================] - 0s 6ms/step - loss: 3.8882\n", + "Epoch 867/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 3.8641\n", + "Epoch 868/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 3.8400\n", + "Epoch 869/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 3.8162\n", + "Epoch 870/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 3.7924\n", + "Epoch 871/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 3.7689\n", + "Epoch 872/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 3.7454\n", + "Epoch 873/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 3.7222\n", + "Epoch 874/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 3.6990\n", + "Epoch 875/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 3.6760\n", + "Epoch 876/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 3.6532\n", + "Epoch 877/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 3.6305\n", + "Epoch 878/2000\n", + "1/1 [==============================] - 0s 998us/step - loss: 3.6080\n", + "Epoch 879/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 3.5856\n", + "Epoch 880/2000\n", + "1/1 [==============================] - 0s 998us/step - loss: 3.5633\n", + "Epoch 881/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 3.5412\n", + "Epoch 882/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 3.5192\n", + "Epoch 883/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 3.4974\n", + "Epoch 884/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 3.4757\n", + "Epoch 885/2000\n", + "1/1 [==============================] - 0s 995us/step - loss: 3.4541\n", + "Epoch 886/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 3.4327\n", + "Epoch 887/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 3.4114\n", + "Epoch 888/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 3.3902\n", + "Epoch 889/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 3.3692\n", + "Epoch 890/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 3.3483\n", + "Epoch 891/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 3.3275\n", + "Epoch 892/2000\n", + "1/1 [==============================] - 0s 991us/step - loss: 3.3069\n", + "Epoch 893/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 3.2864\n", + "Epoch 894/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 3.2660\n", + "Epoch 895/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 3.2458\n", + "Epoch 896/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 3.2257\n", + "Epoch 897/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 3.2057\n", + "Epoch 898/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 3.1859\n", + "Epoch 899/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 3.1661\n", + "Epoch 900/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 3.1465\n", + "Epoch 901/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 3.1271\n", + "Epoch 902/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 3.1077\n", + "Epoch 903/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 3.0885\n", + "Epoch 904/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 3.0694\n", + "Epoch 905/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 3.0504\n", + "Epoch 906/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 3.0315\n", + "Epoch 907/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 3.0127\n", + "Epoch 908/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 2.9941\n", + "Epoch 909/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 2.9756\n", + "Epoch 910/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 2.9572\n", + "Epoch 911/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 2.9389\n", + "Epoch 912/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 2.9208\n", + "Epoch 913/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 2.9027\n", + "Epoch 914/2000\n", + "1/1 [==============================] - 0s 998us/step - loss: 2.8848\n", + "Epoch 915/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 2.8669\n", + "Epoch 916/2000\n", + "1/1 [==============================] - 0s 998us/step - loss: 2.8492\n", + "Epoch 917/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 2.8316\n", + "Epoch 918/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 2.8142\n", + "Epoch 919/2000\n", + "1/1 [==============================] - 0s 998us/step - loss: 2.7968\n", + "Epoch 920/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 2.7795\n", + "Epoch 921/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 2.7624\n", + "Epoch 922/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 2.7453\n", + "Epoch 923/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 2.7284\n", + "Epoch 924/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 2.7115\n", + "Epoch 925/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 2.6948\n", + "Epoch 926/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 2.6782\n", + "Epoch 927/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 2.6617\n", + "Epoch 928/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 2.6453\n", + "Epoch 929/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 2.6290\n", + "Epoch 930/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 2.6128\n", + "Epoch 931/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 2.5967\n", + "Epoch 932/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 2.5807\n", + "Epoch 933/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 2.5648\n", + "Epoch 934/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 2.5490\n", + "Epoch 935/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 2.5333\n", + "Epoch 936/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 2.5177\n", + "Epoch 937/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 2.5022\n", + "Epoch 938/2000\n", + "1/1 [==============================] - 0s 998us/step - loss: 2.4868\n", + "Epoch 939/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 2.4715\n", + "Epoch 940/2000\n", + "1/1 [==============================] - 0s 998us/step - loss: 2.4563\n", + "Epoch 941/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 2.4412\n", + "Epoch 942/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 2.4262\n", + "Epoch 943/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 2.4112\n", + "Epoch 944/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 2.3964\n", + "Epoch 945/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 2.3817\n", + "Epoch 946/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 2.3671\n", + "Epoch 947/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 2.3525\n", + "Epoch 948/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 2.3381\n", + "Epoch 949/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 2.3237\n", + "Epoch 950/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 2.3094\n", + "Epoch 951/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 2.2953\n", + "Epoch 952/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 2.2812\n", + "Epoch 953/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 2.2672\n", + "Epoch 954/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 2.2533\n", + "Epoch 955/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 2.2394\n", + "Epoch 956/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 2.2257\n", + "Epoch 957/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 2.2121\n", + "Epoch 958/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 2.1985\n", + "Epoch 959/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 2.1850\n", + "Epoch 960/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 2.1716\n", + "Epoch 961/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 2.1583\n", + "Epoch 962/2000\n", + "1/1 [==============================] - 0s 998us/step - loss: 2.1451\n", + "Epoch 963/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 2.1320\n", + "Epoch 964/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 2.1189\n", + "Epoch 965/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 2.1059\n", + "Epoch 966/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 2.0931\n", + "Epoch 967/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 2.0803\n", + "Epoch 968/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 2.0675\n", + "Epoch 969/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 2.0549\n", + "Epoch 970/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 2.0423\n", + "Epoch 971/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 2.0298\n", + "Epoch 972/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 2.0174\n", + "Epoch 973/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 2.0051\n", + "Epoch 974/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 1.9928\n", + "Epoch 975/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 1.9807\n", + "Epoch 976/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 1.9686\n", + "Epoch 977/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 1.9566\n", + "Epoch 978/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 1.9446\n", + "Epoch 979/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 1.9328\n", + "Epoch 980/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 1.9210\n", + "Epoch 981/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 1.9092\n", + "Epoch 982/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 1.8976\n", + "Epoch 983/2000\n", + "1/1 [==============================] - 0s 996us/step - loss: 1.8860\n", + "Epoch 984/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 1.8746\n", + "Epoch 985/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 1.8631\n", + "Epoch 986/2000\n", + "1/1 [==============================] - 0s 998us/step - loss: 1.8518\n", + "Epoch 987/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 1.8405\n", + "Epoch 988/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 1.8293\n", + "Epoch 989/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 1.8182\n", + "Epoch 990/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 1.8071\n", + "Epoch 991/2000\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "1/1 [==============================] - 0s 1ms/step - loss: 1.7961\n", + "Epoch 992/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 1.7852\n", + "Epoch 993/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 1.7743\n", + "Epoch 994/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 1.7635\n", + "Epoch 995/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 1.7528\n", + "Epoch 996/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 1.7421\n", + "Epoch 997/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 1.7316\n", + "Epoch 998/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 1.7210\n", + "Epoch 999/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 1.7106\n", + "Epoch 1000/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 1.7002\n", + "Epoch 1001/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 1.6899\n", + "Epoch 1002/2000\n", + "1/1 [==============================] - 0s 3ms/step - loss: 1.6796\n", + "Epoch 1003/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 1.6695\n", + "Epoch 1004/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 1.6593\n", + "Epoch 1005/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 1.6493\n", + "Epoch 1006/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 1.6393\n", + "Epoch 1007/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 1.6294\n", + "Epoch 1008/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 1.6195\n", + "Epoch 1009/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 1.6097\n", + "Epoch 1010/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 1.5999\n", + "Epoch 1011/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 1.5902\n", + "Epoch 1012/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 1.5806\n", + "Epoch 1013/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 1.5710\n", + "Epoch 1014/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 1.5616\n", + "Epoch 1015/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 1.5521\n", + "Epoch 1016/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 1.5427\n", + "Epoch 1017/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 1.5334\n", + "Epoch 1018/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 1.5241\n", + "Epoch 1019/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 1.5149\n", + "Epoch 1020/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 1.5058\n", + "Epoch 1021/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 1.4967\n", + "Epoch 1022/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 1.4877\n", + "Epoch 1023/2000\n", + "1/1 [==============================] - 0s 998us/step - loss: 1.4787\n", + "Epoch 1024/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 1.4698\n", + "Epoch 1025/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 1.4609\n", + "Epoch 1026/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 1.4521\n", + "Epoch 1027/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 1.4434\n", + "Epoch 1028/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 1.4347\n", + "Epoch 1029/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 1.4260\n", + "Epoch 1030/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 1.4175\n", + "Epoch 1031/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 1.4089\n", + "Epoch 1032/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 1.4005\n", + "Epoch 1033/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 1.3920\n", + "Epoch 1034/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 1.3837\n", + "Epoch 1035/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 1.3754\n", + "Epoch 1036/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 1.3671\n", + "Epoch 1037/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 1.3589\n", + "Epoch 1038/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 1.3507\n", + "Epoch 1039/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 1.3426\n", + "Epoch 1040/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 1.3346\n", + "Epoch 1041/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 1.3266\n", + "Epoch 1042/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 1.3186\n", + "Epoch 1043/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 1.3107\n", + "Epoch 1044/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 1.3029\n", + "Epoch 1045/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 1.2951\n", + "Epoch 1046/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 1.2873\n", + "Epoch 1047/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 1.2796\n", + "Epoch 1048/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 1.2720\n", + "Epoch 1049/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 1.2644\n", + "Epoch 1050/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 1.2568\n", + "Epoch 1051/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 1.2493\n", + "Epoch 1052/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 1.2418\n", + "Epoch 1053/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 1.2344\n", + "Epoch 1054/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 1.2271\n", + "Epoch 1055/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 1.2197\n", + "Epoch 1056/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 1.2125\n", + "Epoch 1057/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 1.2052\n", + "Epoch 1058/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 1.1980\n", + "Epoch 1059/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 1.1909\n", + "Epoch 1060/2000\n", + "1/1 [==============================] - 0s 998us/step - loss: 1.1838\n", + "Epoch 1061/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 1.1768\n", + "Epoch 1062/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 1.1698\n", + "Epoch 1063/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 1.1628\n", + "Epoch 1064/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 1.1559\n", + "Epoch 1065/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 1.1490\n", + "Epoch 1066/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 1.1422\n", + "Epoch 1067/2000\n", + "1/1 [==============================] - ETA: 0s - loss: 1.135 - 0s 1000us/step - loss: 1.1354\n", + "Epoch 1068/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 1.1287\n", + "Epoch 1069/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 1.1220\n", + "Epoch 1070/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 1.1153\n", + "Epoch 1071/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 1.1087\n", + "Epoch 1072/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 1.1021\n", + "Epoch 1073/2000\n", + "1/1 [==============================] - 0s 998us/step - loss: 1.0956\n", + "Epoch 1074/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 1.0891\n", + "Epoch 1075/2000\n", + "1/1 [==============================] - 0s 998us/step - loss: 1.0827\n", + "Epoch 1076/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 1.0763\n", + "Epoch 1077/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 1.0699\n", + "Epoch 1078/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 1.0636\n", + "Epoch 1079/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 1.0573\n", + "Epoch 1080/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 1.0510\n", + "Epoch 1081/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 1.0449\n", + "Epoch 1082/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 1.0387\n", + "Epoch 1083/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 1.0326\n", + "Epoch 1084/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 1.0265\n", + "Epoch 1085/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 1.0204\n", + "Epoch 1086/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 1.0144\n", + "Epoch 1087/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 1.0084\n", + "Epoch 1088/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 1.0025\n", + "Epoch 1089/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.9966\n", + "Epoch 1090/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.9907\n", + "Epoch 1091/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.9849\n", + "Epoch 1092/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.9791\n", + "Epoch 1093/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.9734\n", + "Epoch 1094/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.9677\n", + "Epoch 1095/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.9620\n", + "Epoch 1096/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.9563\n", + "Epoch 1097/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.9507\n", + "Epoch 1098/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.9452\n", + "Epoch 1099/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.9396\n", + "Epoch 1100/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.9341\n", + "Epoch 1101/2000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.9287\n", + "Epoch 1102/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.9232\n", + "Epoch 1103/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.9178\n", + "Epoch 1104/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.9125\n", + "Epoch 1105/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.9072\n", + "Epoch 1106/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.9019\n", + "Epoch 1107/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.8966\n", + "Epoch 1108/2000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.8914\n", + "Epoch 1109/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.8862\n", + "Epoch 1110/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.8810\n", + "Epoch 1111/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.8759\n", + "Epoch 1112/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.8708\n", + "Epoch 1113/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.8657\n", + "Epoch 1114/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.8607\n", + "Epoch 1115/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.8557\n", + "Epoch 1116/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.8507\n", + "Epoch 1117/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.8458\n", + "Epoch 1118/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.8409\n", + "Epoch 1119/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.8360\n", + "Epoch 1120/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.8312\n", + "Epoch 1121/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.8264\n", + "Epoch 1122/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.8216\n", + "Epoch 1123/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.8168\n", + "Epoch 1124/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.8121\n", + "Epoch 1125/2000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.8074\n", + "Epoch 1126/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.8027\n", + "Epoch 1127/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.7981\n", + "Epoch 1128/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.7935\n", + "Epoch 1129/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.7889\n", + "Epoch 1130/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.7844\n", + "Epoch 1131/2000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.7799\n", + "Epoch 1132/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.7754\n", + "Epoch 1133/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.7709\n", + "Epoch 1134/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.7665\n", + "Epoch 1135/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.7621\n", + "Epoch 1136/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.7577\n", + "Epoch 1137/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.7534\n", + "Epoch 1138/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.7490\n", + "Epoch 1139/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.7448\n", + "Epoch 1140/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.7405\n", + "Epoch 1141/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.7362\n", + "Epoch 1142/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.7320\n", + "Epoch 1143/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.7279\n", + "Epoch 1144/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.7237\n", + "Epoch 1145/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.7196\n", + "Epoch 1146/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.7155\n", + "Epoch 1147/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.7114\n", + "Epoch 1148/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.7073\n", + "Epoch 1149/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.7033\n", + "Epoch 1150/2000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.6993\n", + "Epoch 1151/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.6953\n", + "Epoch 1152/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.6914\n", + "Epoch 1153/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.6874\n", + "Epoch 1154/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.6835\n", + "Epoch 1155/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.6797\n", + "Epoch 1156/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.6758\n", + "Epoch 1157/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.6720\n", + "Epoch 1158/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.6682\n", + "Epoch 1159/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.6644\n", + "Epoch 1160/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.6606\n", + "Epoch 1161/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.6569\n", + "Epoch 1162/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.6532\n", + "Epoch 1163/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.6495\n", + "Epoch 1164/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.6458\n", + "Epoch 1165/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.6422\n", + "Epoch 1166/2000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.6386\n", + "Epoch 1167/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.6350\n", + "Epoch 1168/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.6314\n", + "Epoch 1169/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.6279\n", + "Epoch 1170/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.6243\n", + "Epoch 1171/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.6208\n", + "Epoch 1172/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.6174\n", + "Epoch 1173/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.6139\n", + "Epoch 1174/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.6105\n", + "Epoch 1175/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.6071\n", + "Epoch 1176/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.6037\n", + "Epoch 1177/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.6003\n", + "Epoch 1178/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.5969\n", + "Epoch 1179/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.5936\n", + "Epoch 1180/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.5903\n", + "Epoch 1181/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.5870\n", + "Epoch 1182/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.5838\n", + "Epoch 1183/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.5805\n", + "Epoch 1184/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.5773\n", + "Epoch 1185/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.5741\n", + "Epoch 1186/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.5709\n", + "Epoch 1187/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.5677\n", + "Epoch 1188/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.5646\n", + "Epoch 1189/2000\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "1/1 [==============================] - 0s 1ms/step - loss: 0.5615\n", + "Epoch 1190/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.5584\n", + "Epoch 1191/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.5553\n", + "Epoch 1192/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.5522\n", + "Epoch 1193/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.5492\n", + "Epoch 1194/2000\n", + "1/1 [==============================] - 0s 997us/step - loss: 0.5461\n", + "Epoch 1195/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.5431\n", + "Epoch 1196/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.5401\n", + "Epoch 1197/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.5372\n", + "Epoch 1198/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.5342\n", + "Epoch 1199/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.5313\n", + "Epoch 1200/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.5284\n", + "Epoch 1201/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.5255\n", + "Epoch 1202/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.5226\n", + "Epoch 1203/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.5197\n", + "Epoch 1204/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.5169\n", + "Epoch 1205/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.5141\n", + "Epoch 1206/2000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.5113\n", + "Epoch 1207/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.5085\n", + "Epoch 1208/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.5057\n", + "Epoch 1209/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.5030\n", + "Epoch 1210/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.5002\n", + "Epoch 1211/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.4975\n", + "Epoch 1212/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.4948\n", + "Epoch 1213/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.4921\n", + "Epoch 1214/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.4895\n", + "Epoch 1215/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.4868\n", + "Epoch 1216/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.4842\n", + "Epoch 1217/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.4816\n", + "Epoch 1218/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.4790\n", + "Epoch 1219/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.4764\n", + "Epoch 1220/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.4738\n", + "Epoch 1221/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.4713\n", + "Epoch 1222/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.4687\n", + "Epoch 1223/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.4662\n", + "Epoch 1224/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.4637\n", + "Epoch 1225/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.4613\n", + "Epoch 1226/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.4588\n", + "Epoch 1227/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.4563\n", + "Epoch 1228/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.4539\n", + "Epoch 1229/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.4515\n", + "Epoch 1230/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.4491\n", + "Epoch 1231/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.4467\n", + "Epoch 1232/2000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.4443\n", + "Epoch 1233/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.4419\n", + "Epoch 1234/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.4396\n", + "Epoch 1235/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.4373\n", + "Epoch 1236/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.4349\n", + "Epoch 1237/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.4326\n", + "Epoch 1238/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.4303\n", + "Epoch 1239/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.4281\n", + "Epoch 1240/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.4258\n", + "Epoch 1241/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.4236\n", + "Epoch 1242/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.4213\n", + "Epoch 1243/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.4191\n", + "Epoch 1244/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.4169\n", + "Epoch 1245/2000\n", + "1/1 [==============================] - 0s 3ms/step - loss: 0.4147\n", + "Epoch 1246/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.4126\n", + "Epoch 1247/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.4104\n", + "Epoch 1248/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.4082\n", + "Epoch 1249/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.4061\n", + "Epoch 1250/2000\n", + "1/1 [==============================] - 0s 5ms/step - loss: 0.4040\n", + "Epoch 1251/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.4019\n", + "Epoch 1252/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3998\n", + "Epoch 1253/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.3977\n", + "Epoch 1254/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3957\n", + "Epoch 1255/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.3936\n", + "Epoch 1256/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.3916\n", + "Epoch 1257/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3895\n", + "Epoch 1258/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.3875\n", + "Epoch 1259/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.3855\n", + "Epoch 1260/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3835\n", + "Epoch 1261/2000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.3815\n", + "Epoch 1262/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3796\n", + "Epoch 1263/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.3776\n", + "Epoch 1264/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.3757\n", + "Epoch 1265/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.3738\n", + "Epoch 1266/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3718\n", + "Epoch 1267/2000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.3699\n", + "Epoch 1268/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.3680\n", + "Epoch 1269/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3662\n", + "Epoch 1270/2000\n", + "1/1 [==============================] - 0s 997us/step - loss: 0.3643\n", + "Epoch 1271/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.3624\n", + "Epoch 1272/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.3606\n", + "Epoch 1273/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.3588\n", + "Epoch 1274/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.3570\n", + "Epoch 1275/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.3551\n", + "Epoch 1276/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.3533\n", + "Epoch 1277/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3516\n", + "Epoch 1278/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.3498\n", + "Epoch 1279/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.3480\n", + "Epoch 1280/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.3463\n", + "Epoch 1281/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.3445\n", + "Epoch 1282/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.3428\n", + "Epoch 1283/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3411\n", + "Epoch 1284/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.3394\n", + "Epoch 1285/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.3377\n", + "Epoch 1286/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.3360\n", + "Epoch 1287/2000\n", + "1/1 [==============================] - 0s 3ms/step - loss: 0.3343\n", + "Epoch 1288/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.3326\n", + "Epoch 1289/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.3310\n", + "Epoch 1290/2000\n", + "1/1 [==============================] - 0s 991us/step - loss: 0.3293\n", + "Epoch 1291/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.3277\n", + "Epoch 1292/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.3261\n", + "Epoch 1293/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.3245\n", + "Epoch 1294/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3229\n", + "Epoch 1295/2000\n", + "1/1 [==============================] - 0s 996us/step - loss: 0.3213\n", + "Epoch 1296/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3197\n", + "Epoch 1297/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.3181\n", + "Epoch 1298/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.3166\n", + "Epoch 1299/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.3150\n", + "Epoch 1300/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.3135\n", + "Epoch 1301/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.3119\n", + "Epoch 1302/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3104\n", + "Epoch 1303/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.3089\n", + "Epoch 1304/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3074\n", + "Epoch 1305/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.3059\n", + "Epoch 1306/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.3044\n", + "Epoch 1307/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.3029\n", + "Epoch 1308/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.3015\n", + "Epoch 1309/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.3000\n", + "Epoch 1310/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2986\n", + "Epoch 1311/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2971\n", + "Epoch 1312/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.2957\n", + "Epoch 1313/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2943\n", + "Epoch 1314/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2929\n", + "Epoch 1315/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2915\n", + "Epoch 1316/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2901\n", + "Epoch 1317/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2887\n", + "Epoch 1318/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2873\n", + "Epoch 1319/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.2859\n", + "Epoch 1320/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2846\n", + "Epoch 1321/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2832\n", + "Epoch 1322/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2819\n", + "Epoch 1323/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2806\n", + "Epoch 1324/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2792\n", + "Epoch 1325/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2779\n", + "Epoch 1326/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.2766\n", + "Epoch 1327/2000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2753\n", + "Epoch 1328/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2740\n", + "Epoch 1329/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2727\n", + "Epoch 1330/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2715\n", + "Epoch 1331/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2702\n", + "Epoch 1332/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2689\n", + "Epoch 1333/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.2677\n", + "Epoch 1334/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.2664\n", + "Epoch 1335/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2652\n", + "Epoch 1336/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.2640\n", + "Epoch 1337/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2627\n", + "Epoch 1338/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2615\n", + "Epoch 1339/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2603\n", + "Epoch 1340/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2591\n", + "Epoch 1341/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2579\n", + "Epoch 1342/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2568\n", + "Epoch 1343/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2556\n", + "Epoch 1344/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2544\n", + "Epoch 1345/2000\n", + "1/1 [==============================] - 0s 988us/step - loss: 0.2533\n", + "Epoch 1346/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2521\n", + "Epoch 1347/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2510\n", + "Epoch 1348/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2498\n", + "Epoch 1349/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2487\n", + "Epoch 1350/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2476\n", + "Epoch 1351/2000\n", + "1/1 [==============================] - 0s 997us/step - loss: 0.2465\n", + "Epoch 1352/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.2454\n", + "Epoch 1353/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2443\n", + "Epoch 1354/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2432\n", + "Epoch 1355/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2421\n", + "Epoch 1356/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2410\n", + "Epoch 1357/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2399\n", + "Epoch 1358/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.2388\n", + "Epoch 1359/2000\n", + "1/1 [==============================] - 0s 988us/step - loss: 0.2378\n", + "Epoch 1360/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2367\n", + "Epoch 1361/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2357\n", + "Epoch 1362/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2346\n", + "Epoch 1363/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2336\n", + "Epoch 1364/2000\n", + "1/1 [==============================] - 0s 996us/step - loss: 0.2326\n", + "Epoch 1365/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2316\n", + "Epoch 1366/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2305\n", + "Epoch 1367/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2295\n", + "Epoch 1368/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2285\n", + "Epoch 1369/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.2275\n", + "Epoch 1370/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2266\n", + "Epoch 1371/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2256\n", + "Epoch 1372/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.2246\n", + "Epoch 1373/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2236\n", + "Epoch 1374/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2227\n", + "Epoch 1375/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2217\n", + "Epoch 1376/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2208\n", + "Epoch 1377/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2198\n", + "Epoch 1378/2000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2189\n", + "Epoch 1379/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2179\n", + "Epoch 1380/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.2170\n", + "Epoch 1381/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2161\n", + "Epoch 1382/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2152\n", + "Epoch 1383/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2143\n", + "Epoch 1384/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2133\n", + "Epoch 1385/2000\n", + "1/1 [==============================] - 0s 3ms/step - loss: 0.2125\n", + "Epoch 1386/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2116\n", + "Epoch 1387/2000\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "1/1 [==============================] - 0s 2ms/step - loss: 0.2107\n", + "Epoch 1388/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.2098\n", + "Epoch 1389/2000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2089\n", + "Epoch 1390/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2080\n", + "Epoch 1391/2000\n", + "1/1 [==============================] - 0s 996us/step - loss: 0.2072\n", + "Epoch 1392/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.2063\n", + "Epoch 1393/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2055\n", + "Epoch 1394/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2046\n", + "Epoch 1395/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2038\n", + "Epoch 1396/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2029\n", + "Epoch 1397/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2021\n", + "Epoch 1398/2000\n", + "1/1 [==============================] - 0s 997us/step - loss: 0.2013\n", + "Epoch 1399/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2004\n", + "Epoch 1400/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.1996\n", + "Epoch 1401/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.1988\n", + "Epoch 1402/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.1980\n", + "Epoch 1403/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.1972\n", + "Epoch 1404/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.1964\n", + "Epoch 1405/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.1956\n", + "Epoch 1406/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.1948\n", + "Epoch 1407/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.1941\n", + "Epoch 1408/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.1933\n", + "Epoch 1409/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.1925\n", + "Epoch 1410/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.1917\n", + "Epoch 1411/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.1910\n", + "Epoch 1412/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.1902\n", + "Epoch 1413/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.1895\n", + "Epoch 1414/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.1887\n", + "Epoch 1415/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.1880\n", + "Epoch 1416/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.1872\n", + "Epoch 1417/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.1865\n", + "Epoch 1418/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.1858\n", + "Epoch 1419/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.1850\n", + "Epoch 1420/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.1843\n", + "Epoch 1421/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.1836\n", + "Epoch 1422/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.1829\n", + "Epoch 1423/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.1822\n", + "Epoch 1424/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.1815\n", + "Epoch 1425/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.1808\n", + "Epoch 1426/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.1801\n", + "Epoch 1427/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.1794\n", + "Epoch 1428/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.1787\n", + "Epoch 1429/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.1781\n", + "Epoch 1430/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.1774\n", + "Epoch 1431/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.1767\n", + "Epoch 1432/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.1760\n", + "Epoch 1433/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.1754\n", + "Epoch 1434/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.1747\n", + "Epoch 1435/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.1741\n", + "Epoch 1436/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.1734\n", + "Epoch 1437/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.1728\n", + "Epoch 1438/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.1721\n", + "Epoch 1439/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.1715\n", + "Epoch 1440/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.1709\n", + "Epoch 1441/2000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.1702\n", + "Epoch 1442/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.1696\n", + "Epoch 1443/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.1690\n", + "Epoch 1444/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.1684\n", + "Epoch 1445/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.1677\n", + "Epoch 1446/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.1671\n", + "Epoch 1447/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.1665\n", + "Epoch 1448/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.1659\n", + "Epoch 1449/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.1653\n", + "Epoch 1450/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.1647\n", + "Epoch 1451/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.1641\n", + "Epoch 1452/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.1636\n", + "Epoch 1453/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.1630\n", + "Epoch 1454/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.1624\n", + "Epoch 1455/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.1618\n", + "Epoch 1456/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.1612\n", + "Epoch 1457/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.1607\n", + "Epoch 1458/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.1601\n", + "Epoch 1459/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.1596\n", + "Epoch 1460/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.1590\n", + "Epoch 1461/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.1584\n", + "Epoch 1462/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.1579\n", + "Epoch 1463/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.1573\n", + "Epoch 1464/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.1568\n", + "Epoch 1465/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.1563\n", + "Epoch 1466/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.1557\n", + "Epoch 1467/2000\n", + "1/1 [==============================] - 0s 997us/step - loss: 0.1552\n", + "Epoch 1468/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.1547\n", + "Epoch 1469/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.1541\n", + "Epoch 1470/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.1536\n", + "Epoch 1471/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.1531\n", + "Epoch 1472/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.1526\n", + "Epoch 1473/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.1520\n", + "Epoch 1474/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.1515\n", + "Epoch 1475/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.1510\n", + "Epoch 1476/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.1505\n", + "Epoch 1477/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.1500\n", + "Epoch 1478/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.1495\n", + "Epoch 1479/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.1490\n", + "Epoch 1480/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.1485\n", + "Epoch 1481/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.1481\n", + "Epoch 1482/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.1476\n", + "Epoch 1483/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.1471\n", + "Epoch 1484/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.1466\n", + "Epoch 1485/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.1461\n", + "Epoch 1486/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.1457\n", + "Epoch 1487/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.1452\n", + "Epoch 1488/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.1447\n", + "Epoch 1489/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.1443\n", + "Epoch 1490/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.1438\n", + "Epoch 1491/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.1433\n", + "Epoch 1492/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.1429\n", + "Epoch 1493/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.1424\n", + "Epoch 1494/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.1420\n", + "Epoch 1495/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.1415\n", + "Epoch 1496/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.1411\n", + "Epoch 1497/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.1406\n", + "Epoch 1498/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.1402\n", + "Epoch 1499/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.1398\n", + "Epoch 1500/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.1393\n", + "Epoch 1501/2000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.1389\n", + "Epoch 1502/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.1385\n", + "Epoch 1503/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.1381\n", + "Epoch 1504/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.1376\n", + "Epoch 1505/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.1372\n", + "Epoch 1506/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.1368\n", + "Epoch 1507/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.1364\n", + "Epoch 1508/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.1360\n", + "Epoch 1509/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.1356\n", + "Epoch 1510/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.1352\n", + "Epoch 1511/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.1348\n", + "Epoch 1512/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.1344\n", + "Epoch 1513/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.1340\n", + "Epoch 1514/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.1336\n", + "Epoch 1515/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.1332\n", + "Epoch 1516/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.1328\n", + "Epoch 1517/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.1324\n", + "Epoch 1518/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.1320\n", + "Epoch 1519/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.1316\n", + "Epoch 1520/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.1312\n", + "Epoch 1521/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.1309\n", + "Epoch 1522/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.1305\n", + "Epoch 1523/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.1301\n", + "Epoch 1524/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.1297\n", + "Epoch 1525/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.1294\n", + "Epoch 1526/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.1290\n", + "Epoch 1527/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.1286\n", + "Epoch 1528/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.1283\n", + "Epoch 1529/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.1279\n", + "Epoch 1530/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.1275\n", + "Epoch 1531/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.1272\n", + "Epoch 1532/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.1268\n", + "Epoch 1533/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.1265\n", + "Epoch 1534/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.1261\n", + "Epoch 1535/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.1258\n", + "Epoch 1536/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.1255\n", + "Epoch 1537/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.1251\n", + "Epoch 1538/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.1248\n", + "Epoch 1539/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.1244\n", + "Epoch 1540/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.1241\n", + "Epoch 1541/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.1238\n", + "Epoch 1542/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.1234\n", + "Epoch 1543/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.1231\n", + "Epoch 1544/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.1228\n", + "Epoch 1545/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.1224\n", + "Epoch 1546/2000\n", + "1/1 [==============================] - 0s 997us/step - loss: 0.1221\n", + "Epoch 1547/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.1218\n", + "Epoch 1548/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.1215\n", + "Epoch 1549/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.1212\n", + "Epoch 1550/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.1209\n", + "Epoch 1551/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.1205\n", + "Epoch 1552/2000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.1202\n", + "Epoch 1553/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.1199\n", + "Epoch 1554/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.1196\n", + "Epoch 1555/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.1193\n", + "Epoch 1556/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.1190\n", + "Epoch 1557/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.1187\n", + "Epoch 1558/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.1184\n", + "Epoch 1559/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.1181\n", + "Epoch 1560/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.1178\n", + "Epoch 1561/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.1175\n", + "Epoch 1562/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.1172\n", + "Epoch 1563/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.1169\n", + "Epoch 1564/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.1166\n", + "Epoch 1565/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.1164\n", + "Epoch 1566/2000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.1161\n", + "Epoch 1567/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.1158\n", + "Epoch 1568/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.1155\n", + "Epoch 1569/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.1152\n", + "Epoch 1570/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.1150\n", + "Epoch 1571/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.1147\n", + "Epoch 1572/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.1144\n", + "Epoch 1573/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.1141\n", + "Epoch 1574/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.1139\n", + "Epoch 1575/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.1136\n", + "Epoch 1576/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.1133\n", + "Epoch 1577/2000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.1131\n", + "Epoch 1578/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.1128\n", + "Epoch 1579/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.1125\n", + "Epoch 1580/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.1123\n", + "Epoch 1581/2000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.1120\n", + "Epoch 1582/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.1118\n", + "Epoch 1583/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.1115\n", + "Epoch 1584/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.1112\n", + "Epoch 1585/2000\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "1/1 [==============================] - 0s 1ms/step - loss: 0.1110\n", + "Epoch 1586/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.1107\n", + "Epoch 1587/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.1105\n", + "Epoch 1588/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.1102\n", + "Epoch 1589/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.1100\n", + "Epoch 1590/2000\n", + "1/1 [==============================] - 0s 997us/step - loss: 0.1098\n", + "Epoch 1591/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.1095\n", + "Epoch 1592/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.1093\n", + "Epoch 1593/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.1090\n", + "Epoch 1594/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.1088\n", + "Epoch 1595/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.1086\n", + "Epoch 1596/2000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.1083\n", + "Epoch 1597/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.1081\n", + "Epoch 1598/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.1079\n", + "Epoch 1599/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.1076\n", + "Epoch 1600/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.1074\n", + "Epoch 1601/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.1072\n", + "Epoch 1602/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.1069\n", + "Epoch 1603/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.1067\n", + "Epoch 1604/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.1065\n", + "Epoch 1605/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.1063\n", + "Epoch 1606/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.1061\n", + "Epoch 1607/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.1058\n", + "Epoch 1608/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.1056\n", + "Epoch 1609/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.1054\n", + "Epoch 1610/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.1052\n", + "Epoch 1611/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.1050\n", + "Epoch 1612/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.1048\n", + "Epoch 1613/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.1045\n", + "Epoch 1614/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.1043\n", + "Epoch 1615/2000\n", + "1/1 [==============================] - 0s 996us/step - loss: 0.1041\n", + "Epoch 1616/2000\n", + "1/1 [==============================] - 0s 3ms/step - loss: 0.1039\n", + "Epoch 1617/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.1037\n", + "Epoch 1618/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.1035\n", + "Epoch 1619/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.1033\n", + "Epoch 1620/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.1031\n", + "Epoch 1621/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.1029\n", + "Epoch 1622/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.1027\n", + "Epoch 1623/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.1025\n", + "Epoch 1624/2000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.1023\n", + "Epoch 1625/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.1021\n", + "Epoch 1626/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.1019\n", + "Epoch 1627/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.1017\n", + "Epoch 1628/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.1015\n", + "Epoch 1629/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.1013\n", + "Epoch 1630/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.1012\n", + "Epoch 1631/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.1010\n", + "Epoch 1632/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.1008\n", + "Epoch 1633/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.1006\n", + "Epoch 1634/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.1004\n", + "Epoch 1635/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.1002\n", + "Epoch 1636/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.1000\n", + "Epoch 1637/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.0999\n", + "Epoch 1638/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.0997\n", + "Epoch 1639/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.0995\n", + "Epoch 1640/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.0993\n", + "Epoch 1641/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.0991\n", + "Epoch 1642/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.0990\n", + "Epoch 1643/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.0988\n", + "Epoch 1644/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.0986\n", + "Epoch 1645/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.0985\n", + "Epoch 1646/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.0983\n", + "Epoch 1647/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.0981\n", + "Epoch 1648/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.0979\n", + "Epoch 1649/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.0978\n", + "Epoch 1650/2000\n", + "1/1 [==============================] - 0s 997us/step - loss: 0.0976\n", + "Epoch 1651/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.0974\n", + "Epoch 1652/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.0973\n", + "Epoch 1653/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.0971\n", + "Epoch 1654/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.0970\n", + "Epoch 1655/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.0968\n", + "Epoch 1656/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.0966\n", + "Epoch 1657/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.0965\n", + "Epoch 1658/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.0963\n", + "Epoch 1659/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.0962\n", + "Epoch 1660/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.0960\n", + "Epoch 1661/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.0958\n", + "Epoch 1662/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.0957\n", + "Epoch 1663/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.0955\n", + "Epoch 1664/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.0954\n", + "Epoch 1665/2000\n", + "1/1 [==============================] - 0s 3ms/step - loss: 0.0952\n", + "Epoch 1666/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.0951\n", + "Epoch 1667/2000\n", + "1/1 [==============================] - 0s 997us/step - loss: 0.0949\n", + "Epoch 1668/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.0948\n", + "Epoch 1669/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.0946\n", + "Epoch 1670/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.0945\n", + "Epoch 1671/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.0943\n", + "Epoch 1672/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.0942\n", + "Epoch 1673/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.0940\n", + "Epoch 1674/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.0939\n", + "Epoch 1675/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.0938\n", + "Epoch 1676/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.0936\n", + "Epoch 1677/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.0935\n", + "Epoch 1678/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.0933\n", + "Epoch 1679/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.0932\n", + "Epoch 1680/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.0931\n", + "Epoch 1681/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.0929\n", + "Epoch 1682/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.0928\n", + "Epoch 1683/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.0927\n", + "Epoch 1684/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.0925\n", + "Epoch 1685/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.0924\n", + "Epoch 1686/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.0923\n", + "Epoch 1687/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.0921\n", + "Epoch 1688/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.0920\n", + "Epoch 1689/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.0919\n", + "Epoch 1690/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.0917\n", + "Epoch 1691/2000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.0916\n", + "Epoch 1692/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.0915\n", + "Epoch 1693/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.0913\n", + "Epoch 1694/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.0912\n", + "Epoch 1695/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.0911\n", + "Epoch 1696/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.0910\n", + "Epoch 1697/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.0908\n", + "Epoch 1698/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.0907\n", + "Epoch 1699/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.0906\n", + "Epoch 1700/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.0905\n", + "Epoch 1701/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.0904\n", + "Epoch 1702/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.0902\n", + "Epoch 1703/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.0901\n", + "Epoch 1704/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.0900\n", + "Epoch 1705/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.0899\n", + "Epoch 1706/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.0898\n", + "Epoch 1707/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.0896\n", + "Epoch 1708/2000\n", + "1/1 [==============================] - 0s 5ms/step - loss: 0.0895\n", + "Epoch 1709/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.0894\n", + "Epoch 1710/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.0893\n", + "Epoch 1711/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.0892\n", + "Epoch 1712/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.0891\n", + "Epoch 1713/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.0890\n", + "Epoch 1714/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.0889\n", + "Epoch 1715/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.0887\n", + "Epoch 1716/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.0886\n", + "Epoch 1717/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.0885\n", + "Epoch 1718/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.0884\n", + "Epoch 1719/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.0883\n", + "Epoch 1720/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.0882\n", + "Epoch 1721/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.0881\n", + "Epoch 1722/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.0880\n", + "Epoch 1723/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.0879\n", + "Epoch 1724/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.0878\n", + "Epoch 1725/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.0877\n", + "Epoch 1726/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.0876\n", + "Epoch 1727/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.0875\n", + "Epoch 1728/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.0874\n", + "Epoch 1729/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.0873\n", + "Epoch 1730/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.0872\n", + "Epoch 1731/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.0871\n", + "Epoch 1732/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.0870\n", + "Epoch 1733/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.0869\n", + "Epoch 1734/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.0868\n", + "Epoch 1735/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.0867\n", + "Epoch 1736/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.0866\n", + "Epoch 1737/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.0865\n", + "Epoch 1738/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.0864\n", + "Epoch 1739/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.0863\n", + "Epoch 1740/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.0862\n", + "Epoch 1741/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.0861\n", + "Epoch 1742/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.0860\n", + "Epoch 1743/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.0859\n", + "Epoch 1744/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.0858\n", + "Epoch 1745/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.0857\n", + "Epoch 1746/2000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.0857\n", + "Epoch 1747/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.0856\n", + "Epoch 1748/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.0855\n", + "Epoch 1749/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.0854\n", + "Epoch 1750/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.0853\n", + "Epoch 1751/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.0852\n", + "Epoch 1752/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.0851\n", + "Epoch 1753/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.0850\n", + "Epoch 1754/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.0849\n", + "Epoch 1755/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.0849\n", + "Epoch 1756/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.0848\n", + "Epoch 1757/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.0847\n", + "Epoch 1758/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.0846\n", + "Epoch 1759/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.0845\n", + "Epoch 1760/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.0844\n", + "Epoch 1761/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.0844\n", + "Epoch 1762/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.0843\n", + "Epoch 1763/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.0842\n", + "Epoch 1764/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.0841\n", + "Epoch 1765/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.0840\n", + "Epoch 1766/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.0840\n", + "Epoch 1767/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.0839\n", + "Epoch 1768/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.0838\n", + "Epoch 1769/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.0837\n", + "Epoch 1770/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.0836\n", + "Epoch 1771/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.0836\n", + "Epoch 1772/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.0835\n", + "Epoch 1773/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.0834\n", + "Epoch 1774/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.0833\n", + "Epoch 1775/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.0833\n", + "Epoch 1776/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.0832\n", + "Epoch 1777/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.0831\n", + "Epoch 1778/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.0830\n", + "Epoch 1779/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.0830\n", + "Epoch 1780/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.0829\n", + "Epoch 1781/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.0828\n", + "Epoch 1782/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.0827\n", + "Epoch 1783/2000\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "1/1 [==============================] - 0s 1ms/step - loss: 0.0827\n", + "Epoch 1784/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.0826\n", + "Epoch 1785/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.0825\n", + "Epoch 1786/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.0825\n", + "Epoch 1787/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.0824\n", + "Epoch 1788/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.0823\n", + "Epoch 1789/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.0823\n", + "Epoch 1790/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.0822\n", + "Epoch 1791/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.0821\n", + "Epoch 1792/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.0820\n", + "Epoch 1793/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.0820\n", + "Epoch 1794/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.0819\n", + "Epoch 1795/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.0818\n", + "Epoch 1796/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.0818\n", + "Epoch 1797/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.0817\n", + "Epoch 1798/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.0816\n", + "Epoch 1799/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.0816\n", + "Epoch 1800/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.0815\n", + "Epoch 1801/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.0815\n", + "Epoch 1802/2000\n", + "1/1 [==============================] - 0s 996us/step - loss: 0.0814\n", + "Epoch 1803/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.0813\n", + "Epoch 1804/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.0813\n", + "Epoch 1805/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.0812\n", + "Epoch 1806/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.0811\n", + "Epoch 1807/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.0811\n", + "Epoch 1808/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.0810\n", + "Epoch 1809/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.0810\n", + "Epoch 1810/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.0809\n", + "Epoch 1811/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.0808\n", + "Epoch 1812/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.0808\n", + "Epoch 1813/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.0807\n", + "Epoch 1814/2000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.0807\n", + "Epoch 1815/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.0806\n", + "Epoch 1816/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.0805\n", + "Epoch 1817/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.0805\n", + "Epoch 1818/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.0804\n", + "Epoch 1819/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.0804\n", + "Epoch 1820/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.0803\n", + "Epoch 1821/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.0803\n", + "Epoch 1822/2000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.0802\n", + "Epoch 1823/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.0801\n", + "Epoch 1824/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.0801\n", + "Epoch 1825/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.0800\n", + "Epoch 1826/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.0800\n", + "Epoch 1827/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.0799\n", + "Epoch 1828/2000\n", + "1/1 [==============================] - 0s 997us/step - loss: 0.0799\n", + "Epoch 1829/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.0798\n", + "Epoch 1830/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.0798\n", + "Epoch 1831/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.0797\n", + "Epoch 1832/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.0797\n", + "Epoch 1833/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.0796\n", + "Epoch 1834/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.0796\n", + "Epoch 1835/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.0795\n", + "Epoch 1836/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.0795\n", + "Epoch 1837/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.0794\n", + "Epoch 1838/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.0794\n", + "Epoch 1839/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.0793\n", + "Epoch 1840/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.0793\n", + "Epoch 1841/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.0792\n", + "Epoch 1842/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.0792\n", + "Epoch 1843/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.0791\n", + "Epoch 1844/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.0791\n", + "Epoch 1845/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.0790\n", + "Epoch 1846/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.0790\n", + "Epoch 1847/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.0789\n", + "Epoch 1848/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.0789\n", + "Epoch 1849/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.0788\n", + "Epoch 1850/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.0788\n", + "Epoch 1851/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.0787\n", + "Epoch 1852/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.0787\n", + "Epoch 1853/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.0786\n", + "Epoch 1854/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.0786\n", + "Epoch 1855/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.0785\n", + "Epoch 1856/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.0785\n", + "Epoch 1857/2000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.0785\n", + "Epoch 1858/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.0784\n", + "Epoch 1859/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.0784\n", + "Epoch 1860/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.0783\n", + "Epoch 1861/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.0783\n", + "Epoch 1862/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.0782\n", + "Epoch 1863/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.0782\n", + "Epoch 1864/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.0781\n", + "Epoch 1865/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.0781\n", + "Epoch 1866/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.0781\n", + "Epoch 1867/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.0780\n", + "Epoch 1868/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.0780\n", + "Epoch 1869/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.0779\n", + "Epoch 1870/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.0779\n", + "Epoch 1871/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.0779\n", + "Epoch 1872/2000\n", + "1/1 [==============================] - 0s 0s/step - loss: 0.0778\n", + "Epoch 1873/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.0778\n", + "Epoch 1874/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.0777\n", + "Epoch 1875/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.0777\n", + "Epoch 1876/2000\n", + "1/1 [==============================] - 0s 996us/step - loss: 0.0777\n", + "Epoch 1877/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.0776\n", + "Epoch 1878/2000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.0776\n", + "Epoch 1879/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.0775\n", + "Epoch 1880/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.0775\n", + "Epoch 1881/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.0775\n", + "Epoch 1882/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.0774\n", + "Epoch 1883/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.0774\n", + "Epoch 1884/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.0773\n", + "Epoch 1885/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.0773\n", + "Epoch 1886/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.0773\n", + "Epoch 1887/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.0772\n", + "Epoch 1888/2000\n", + "1/1 [==============================] - 0s 535us/step - loss: 0.0772\n", + "Epoch 1889/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.0772\n", + "Epoch 1890/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.0771\n", + "Epoch 1891/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.0771\n", + "Epoch 1892/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.0771\n", + "Epoch 1893/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.0770\n", + "Epoch 1894/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.0770\n", + "Epoch 1895/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.0769\n", + "Epoch 1896/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.0769\n", + "Epoch 1897/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.0769\n", + "Epoch 1898/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.0768\n", + "Epoch 1899/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.0768\n", + "Epoch 1900/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.0768\n", + "Epoch 1901/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.0767\n", + "Epoch 1902/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.0767\n", + "Epoch 1903/2000\n", + "1/1 [==============================] - 0s 995us/step - loss: 0.0767\n", + "Epoch 1904/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.0766\n", + "Epoch 1905/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.0766\n", + "Epoch 1906/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.0766\n", + "Epoch 1907/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.0765\n", + "Epoch 1908/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.0765\n", + "Epoch 1909/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.0765\n", + "Epoch 1910/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.0764\n", + "Epoch 1911/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.0764\n", + "Epoch 1912/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.0764\n", + "Epoch 1913/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.0763\n", + "Epoch 1914/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.0763\n", + "Epoch 1915/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.0763\n", + "Epoch 1916/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.0763\n", + "Epoch 1917/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.0762\n", + "Epoch 1918/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.0762\n", + "Epoch 1919/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.0762\n", + "Epoch 1920/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.0761\n", + "Epoch 1921/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.0761\n", + "Epoch 1922/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.0761\n", + "Epoch 1923/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.0760\n", + "Epoch 1924/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.0760\n", + "Epoch 1925/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.0760\n", + "Epoch 1926/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.0760\n", + "Epoch 1927/2000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.0759\n", + "Epoch 1928/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.0759\n", + "Epoch 1929/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.0759\n", + "Epoch 1930/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.0758\n", + "Epoch 1931/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.0758\n", + "Epoch 1932/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.0758\n", + "Epoch 1933/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.0758\n", + "Epoch 1934/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.0757\n", + "Epoch 1935/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.0757\n", + "Epoch 1936/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.0757\n", + "Epoch 1937/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.0757\n", + "Epoch 1938/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.0756\n", + "Epoch 1939/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.0756\n", + "Epoch 1940/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.0756\n", + "Epoch 1941/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.0755\n", + "Epoch 1942/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.0755\n", + "Epoch 1943/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.0755\n", + "Epoch 1944/2000\n", + "1/1 [==============================] - 0s 997us/step - loss: 0.0755\n", + "Epoch 1945/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.0754\n", + "Epoch 1946/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.0754\n", + "Epoch 1947/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.0754\n", + "Epoch 1948/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.0754\n", + "Epoch 1949/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.0753\n", + "Epoch 1950/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.0753\n", + "Epoch 1951/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.0753\n", + "Epoch 1952/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.0753\n", + "Epoch 1953/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.0752\n", + "Epoch 1954/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.0752\n", + "Epoch 1955/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.0752\n", + "Epoch 1956/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.0752\n", + "Epoch 1957/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.0751\n", + "Epoch 1958/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.0751\n", + "Epoch 1959/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.0751\n", + "Epoch 1960/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.0751\n", + "Epoch 1961/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.0751\n", + "Epoch 1962/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.0750\n", + "Epoch 1963/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.0750\n", + "Epoch 1964/2000\n", + "1/1 [==============================] - 0s 988us/step - loss: 0.0750\n", + "Epoch 1965/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.0750\n", + "Epoch 1966/2000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.0749\n", + "Epoch 1967/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.0749\n", + "Epoch 1968/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.0749\n", + "Epoch 1969/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.0749\n", + "Epoch 1970/2000\n", + "1/1 [==============================] - 0s 997us/step - loss: 0.0749\n", + "Epoch 1971/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.0748\n", + "Epoch 1972/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.0748\n", + "Epoch 1973/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.0748\n", + "Epoch 1974/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.0748\n", + "Epoch 1975/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.0747\n", + "Epoch 1976/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.0747\n", + "Epoch 1977/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.0747\n", + "Epoch 1978/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.0747\n", + "Epoch 1979/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.0747\n", + "Epoch 1980/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.0746\n", + "Epoch 1981/2000\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "1/1 [==============================] - 0s 1ms/step - loss: 0.0746\n", + "Epoch 1982/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.0746\n", + "Epoch 1983/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.0746\n", + "Epoch 1984/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.0746\n", + "Epoch 1985/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.0745\n", + "Epoch 1986/2000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.0745\n", + "Epoch 1987/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.0745\n", + "Epoch 1988/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.0745\n", + "Epoch 1989/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.0745\n", + "Epoch 1990/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.0744\n", + "Epoch 1991/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.0744\n", + "Epoch 1992/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.0744\n", + "Epoch 1993/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.0744\n", + "Epoch 1994/2000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.0744\n", + "Epoch 1995/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.0744\n", + "Epoch 1996/2000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.0743\n", + "Epoch 1997/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.0743\n", + "Epoch 1998/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.0743\n", + "Epoch 1999/2000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.0743\n", + "Epoch 2000/2000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.0743\n" + ] + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 27, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "model = Sequential()\n", + "\n", + "# 입력 변수가 2개(학습 시간, 과외 시간)이므로 input_dim에 2를 입력합니다. \n", + "model.add(Dense(1, input_dim=2, activation='linear'))\n", + "model.compile(optimizer='sgd' ,loss='mse')\n", + "\n", + "model.fit(x, y, epochs=2000)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "vKdJ2NiTNohJ" + }, + "source": [ + "### 4. 모델 테스트" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "uFoOzhpYNohJ", + "outputId": "e7d03f31-3748-4829-d5ab-a4f5944ac9d2" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "7시간을 공부하고 4시간의 과외를 받을 경우, 예상 점수는 97.53점입니다\n" + ] + } + ], + "source": [ + "# 임의의 학습 시간과 과외 시간을 집어넣어 점수를 예측하는 모델을 테스트해 보겠습니다.\n", + "\n", + "hour = 7\n", + "private_class = 4\n", + "prediction = model.predict([[hour, private_class]])\n", + "\n", + "print(\"%.f시간을 공부하고 %.f시간의 과외를 받을 경우, 예상 점수는 %.02f점입니다\" % (hour, private_class, prediction))" + ] + } + ], + "metadata": { + "colab": { + "collapsed_sections": [], + "name": "ch05-colab.ipynb", + "provenance": [] + }, + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.9.7" + } + }, + "nbformat": 4, + "nbformat_minor": 1 +} From 7bcf462687ee7c440db737e1632c002ce8300307 Mon Sep 17 00:00:00 2001 From: Taeho Jo Date: Tue, 26 Jul 2022 01:25:31 -0400 Subject: [PATCH 02/37] =?UTF-8?q?=EC=A0=95=EC=98=A4=ED=91=9C=202022/07/26?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- README.md | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/README.md b/README.md index 800b34f..d721b80 100644 --- a/README.md +++ b/README.md @@ -1,7 +1,7 @@ ## 모두의 딥러닝 개정 3판 소스코드 + [![Youtube](https://img.shields.io/youtube/channel/views/UC_LvgzB44dGRvOcQqMzdT4g?label=%EB%8F%99%EC%98%81%EC%83%81%20%EA%B0%95%EC%9D%98&style=social)](https://bit.ly/taehojo) [바로가기](https://bit.ly/taehojo) -+ [정오표](https://taehojo.github.io/book/deeplearning.pdf) ++ [정오표](https://taehojo.github.io/book/deeplearning-20220726.pdf) ------ @@ -53,4 +53,4 @@ ------ -![](http://image.yes24.com/momo/TopCate3796/MidCate005/379540584.jpg) \ No newline at end of file +![](http://image.yes24.com/momo/TopCate3796/MidCate005/379540584.jpg) From bfbe70759f2736020242e9afbd045368cdb26f7b Mon Sep 17 00:00:00 2001 From: Taeho Jo Date: Tue, 26 Jul 2022 19:29:18 -0400 Subject: [PATCH 03/37] Update README.md --- README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/README.md b/README.md index d721b80..ab73ad5 100644 --- a/README.md +++ b/README.md @@ -1,7 +1,7 @@ ## 모두의 딥러닝 개정 3판 소스코드 + [![Youtube](https://img.shields.io/youtube/channel/views/UC_LvgzB44dGRvOcQqMzdT4g?label=%EB%8F%99%EC%98%81%EC%83%81%20%EA%B0%95%EC%9D%98&style=social)](https://bit.ly/taehojo) [바로가기](https://bit.ly/taehojo) -+ [정오표](https://taehojo.github.io/book/deeplearning-20220726.pdf) ++ [정오표](https://taehojo.github.io/book/deeplearning-20220727.pdf) ------ From 64a56506b0cf6b8267961044727ee91a1bde16c4 Mon Sep 17 00:00:00 2001 From: Taeho Jo Date: Mon, 7 Nov 2022 00:18:05 -0500 Subject: [PATCH 04/37] Update README.md --- README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/README.md b/README.md index ab73ad5..1623c95 100644 --- a/README.md +++ b/README.md @@ -1,7 +1,7 @@ ## 모두의 딥러닝 개정 3판 소스코드 + [![Youtube](https://img.shields.io/youtube/channel/views/UC_LvgzB44dGRvOcQqMzdT4g?label=%EB%8F%99%EC%98%81%EC%83%81%20%EA%B0%95%EC%9D%98&style=social)](https://bit.ly/taehojo) [바로가기](https://bit.ly/taehojo) -+ [정오표](https://taehojo.github.io/book/deeplearning-20220727.pdf) ++ [정오표](https://taehojo.github.io/book/deeplearning-20221107.pdf) ------ From b1ac3c124a68ffedc04ae59e53fef0cc465d8049 Mon Sep 17 00:00:00 2001 From: Taeho Jo Date: Tue, 8 Nov 2022 05:22:46 -0500 Subject: [PATCH 05/37] Update README.md --- README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/README.md b/README.md index 1623c95..51c6c65 100644 --- a/README.md +++ b/README.md @@ -1,7 +1,7 @@ ## 모두의 딥러닝 개정 3판 소스코드 + [![Youtube](https://img.shields.io/youtube/channel/views/UC_LvgzB44dGRvOcQqMzdT4g?label=%EB%8F%99%EC%98%81%EC%83%81%20%EA%B0%95%EC%9D%98&style=social)](https://bit.ly/taehojo) [바로가기](https://bit.ly/taehojo) -+ [정오표](https://taehojo.github.io/book/deeplearning-20221107.pdf) ++ [정오표](https://taehojo.github.io/book/deeplearning-20221108.pdf) ------ From 43cbeea1fd3b55e5b333228d8101ae15f7ea7aa3 Mon Sep 17 00:00:00 2001 From: Taeho Jo Date: Tue, 15 Nov 2022 02:24:03 -0500 Subject: [PATCH 06/37] Update README.md --- README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/README.md b/README.md index 51c6c65..0e1a33a 100644 --- a/README.md +++ b/README.md @@ -1,6 +1,6 @@ ## 모두의 딥러닝 개정 3판 소스코드 -+ [![Youtube](https://img.shields.io/youtube/channel/views/UC_LvgzB44dGRvOcQqMzdT4g?label=%EB%8F%99%EC%98%81%EC%83%81%20%EA%B0%95%EC%9D%98&style=social)](https://bit.ly/taehojo) [바로가기](https://bit.ly/taehojo) ++ [![Youtube](https://img.shields.io/youtube/channel/views/UC_LvgzB44dGRvOcQqMzdT4g?label=%EB%8F%99%EC%98%81%EC%83%81%20%EA%B0%95%EC%9D%98&style=social)](https://www.youtube.com/@taehojo) [바로가기](https://www.youtube.com/@taehojo) + [정오표](https://taehojo.github.io/book/deeplearning-20221108.pdf) ------ From 328634dcf540b403e983faf931e101ee431ae253 Mon Sep 17 00:00:00 2001 From: Taeho Jo Date: Tue, 15 Nov 2022 02:39:21 -0500 Subject: [PATCH 07/37] Update README.md --- README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/README.md b/README.md index 0e1a33a..9bb82fc 100644 --- a/README.md +++ b/README.md @@ -1,6 +1,6 @@ ## 모두의 딥러닝 개정 3판 소스코드 -+ [![Youtube](https://img.shields.io/youtube/channel/views/UC_LvgzB44dGRvOcQqMzdT4g?label=%EB%8F%99%EC%98%81%EC%83%81%20%EA%B0%95%EC%9D%98&style=social)](https://www.youtube.com/@taehojo) [바로가기](https://www.youtube.com/@taehojo) ++ [YouTube 강좌](https://www.youtube.com/@taehojo) + [정오표](https://taehojo.github.io/book/deeplearning-20221108.pdf) ------ From 06a0f531d5427fb161983d45b223c02b3d655cbe Mon Sep 17 00:00:00 2001 From: Taeho Jo Date: Sun, 20 Nov 2022 19:54:09 -0500 Subject: [PATCH 08/37] Update README.md --- README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/README.md b/README.md index 9bb82fc..040b8d4 100644 --- a/README.md +++ b/README.md @@ -1,7 +1,7 @@ ## 모두의 딥러닝 개정 3판 소스코드 + [YouTube 강좌](https://www.youtube.com/@taehojo) -+ [정오표](https://taehojo.github.io/book/deeplearning-20221108.pdf) ++ [정오표](https://taehojo.github.io/book/deeplearning-20221120.pdf) ------ From 4bed58403bae4e7c18a76d7d30f7e4a24f07513a Mon Sep 17 00:00:00 2001 From: Taeho Jo Date: Wed, 23 Nov 2022 11:12:31 -0500 Subject: [PATCH 09/37] Update README.md --- README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/README.md b/README.md index 040b8d4..119131c 100644 --- a/README.md +++ b/README.md @@ -1,6 +1,6 @@ ## 모두의 딥러닝 개정 3판 소스코드 -+ [YouTube 강좌](https://www.youtube.com/@taehojo) ++ [YouTube 강좌] [![Youtube](https://img.shields.io/youtube/channel/views/UC_LvgzB44dGRvOcQqMzdT4g?label=%EB%8F%99%EC%98%81%EC%83%81%20%EA%B0%95%EC%9D%98&style=social)]([https://www.youtube.com/@taehojo) + [정오표](https://taehojo.github.io/book/deeplearning-20221120.pdf) ------ From 6c90c6221a429c251875d29c574d7db33c8ee815 Mon Sep 17 00:00:00 2001 From: Taeho Jo Date: Wed, 23 Nov 2022 11:12:48 -0500 Subject: [PATCH 10/37] Update README.md --- README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/README.md b/README.md index 119131c..128681d 100644 --- a/README.md +++ b/README.md @@ -1,6 +1,6 @@ ## 모두의 딥러닝 개정 3판 소스코드 -+ [YouTube 강좌] [![Youtube](https://img.shields.io/youtube/channel/views/UC_LvgzB44dGRvOcQqMzdT4g?label=%EB%8F%99%EC%98%81%EC%83%81%20%EA%B0%95%EC%9D%98&style=social)]([https://www.youtube.com/@taehojo) ++ [![Youtube](https://img.shields.io/youtube/channel/views/UC_LvgzB44dGRvOcQqMzdT4g?label=%EB%8F%99%EC%98%81%EC%83%81%20%EA%B0%95%EC%9D%98&style=social)]([https://www.youtube.com/@taehojo) + [정오표](https://taehojo.github.io/book/deeplearning-20221120.pdf) ------ From b4dce497a9eb7323a2d1e15e5870a8db961f6597 Mon Sep 17 00:00:00 2001 From: Taeho Jo Date: Wed, 23 Nov 2022 11:21:23 -0500 Subject: [PATCH 11/37] Update README.md --- README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/README.md b/README.md index 128681d..519b4c1 100644 --- a/README.md +++ b/README.md @@ -1,6 +1,6 @@ ## 모두의 딥러닝 개정 3판 소스코드 -+ [![Youtube](https://img.shields.io/youtube/channel/views/UC_LvgzB44dGRvOcQqMzdT4g?label=%EB%8F%99%EC%98%81%EC%83%81%20%EA%B0%95%EC%9D%98&style=social)]([https://www.youtube.com/@taehojo) ++ [![Youtube](https://img.shields.io/youtube/channel/views/UC_LvgzB44dGRvOcQqMzdT4g?label=%EB%8F%99%EC%98%81%EC%83%81%20%EA%B0%95%EC%9D%98&style=social)](https://www.youtube.com/@taehojo) + [정오표](https://taehojo.github.io/book/deeplearning-20221120.pdf) ------ From f10e46dcd35eef40acce8f4fef4957ff161c00ed Mon Sep 17 00:00:00 2001 From: Taeho Jo Date: Mon, 13 Mar 2023 19:29:56 -0400 Subject: [PATCH 12/37] Update README.md --- README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/README.md b/README.md index 519b4c1..3baf099 100644 --- a/README.md +++ b/README.md @@ -1,6 +1,6 @@ ## 모두의 딥러닝 개정 3판 소스코드 -+ [![Youtube](https://img.shields.io/youtube/channel/views/UC_LvgzB44dGRvOcQqMzdT4g?label=%EB%8F%99%EC%98%81%EC%83%81%20%EA%B0%95%EC%9D%98&style=social)](https://www.youtube.com/@taehojo) ++ [Youtube](https://www.youtube.com/@taehojo) + [정오표](https://taehojo.github.io/book/deeplearning-20221120.pdf) ------ From cd039ee32c4e1c850265078af58c081ae4acdc01 Mon Sep 17 00:00:00 2001 From: Taeho Jo Date: Tue, 14 Mar 2023 10:41:52 -0400 Subject: [PATCH 13/37] colab update --- colab/ch05-colab.ipynb | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/colab/ch05-colab.ipynb b/colab/ch05-colab.ipynb index 4b5262c..ae5e8a4 100644 --- a/colab/ch05-colab.ipynb +++ b/colab/ch05-colab.ipynb @@ -437,7 +437,7 @@ "source": [ "# 실제 점수와 예측된 점수를 출력합니다.\n", "print(\"실제 점수:\", y)\n", - "print(\"예측 점수:\", y_pred)" + "print(\"예측된 점수:\", y_pred)" ] }, { From 24c3ef978c08a438f153dfb2e500bbaad512c81e Mon Sep 17 00:00:00 2001 From: Taeho Jo Date: Tue, 14 Mar 2023 10:44:44 -0400 Subject: [PATCH 14/37] colab update --- ch05.ipynb | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/ch05.ipynb b/ch05.ipynb index f33759b..a151adc 100644 --- a/ch05.ipynb +++ b/ch05.ipynb @@ -414,7 +414,7 @@ "output_type": "stream", "text": [ "실제 점수: [81 93 91 97]\n", - "예측 점수: [80.76387645 92.97153922 91.42520875 96.7558749 ]\n" + "예측된 점수: [80.76387645 92.97153922 91.42520875 96.7558749 ]\n" ] } ], From b70fc11b49ba14b47148184ea0509d97f1ca02e0 Mon Sep 17 00:00:00 2001 From: Taeho Jo Date: Tue, 14 Mar 2023 10:45:11 -0400 Subject: [PATCH 15/37] colab update --- ch05.ipynb | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/ch05.ipynb b/ch05.ipynb index a151adc..f33759b 100644 --- a/ch05.ipynb +++ b/ch05.ipynb @@ -414,7 +414,7 @@ "output_type": "stream", "text": [ "실제 점수: [81 93 91 97]\n", - "예측된 점수: [80.76387645 92.97153922 91.42520875 96.7558749 ]\n" + "예측 점수: [80.76387645 92.97153922 91.42520875 96.7558749 ]\n" ] } ], From 81d8cc05164c30f4f73350071431bba2b593af51 Mon Sep 17 00:00:00 2001 From: Taeho Jo Date: Tue, 14 Mar 2023 10:45:56 -0400 Subject: [PATCH 16/37] colab update --- colab/ch05-colab.ipynb | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/colab/ch05-colab.ipynb b/colab/ch05-colab.ipynb index ae5e8a4..4b5262c 100644 --- a/colab/ch05-colab.ipynb +++ b/colab/ch05-colab.ipynb @@ -437,7 +437,7 @@ "source": [ "# 실제 점수와 예측된 점수를 출력합니다.\n", "print(\"실제 점수:\", y)\n", - "print(\"예측된 점수:\", y_pred)" + "print(\"예측 점수:\", y_pred)" ] }, { From a704a800b2ded5027b08282bb58fedfde9074e60 Mon Sep 17 00:00:00 2001 From: Taeho Jo Date: Thu, 26 Oct 2023 14:12:56 -0400 Subject: [PATCH 17/37] Update README.md --- README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/README.md b/README.md index 3baf099..10d8838 100644 --- a/README.md +++ b/README.md @@ -1,7 +1,7 @@ ## 모두의 딥러닝 개정 3판 소스코드 + [Youtube](https://www.youtube.com/@taehojo) -+ [정오표](https://taehojo.github.io/book/deeplearning-20221120.pdf) ++ [정오표](https://taehojo.github.io/book/deeplearning-20231026.pdf) ------ From 89cd55e2f639a5a0aef4ec67f3f4b609f8cd6b27 Mon Sep 17 00:00:00 2001 From: Taeho Jo Date: Wed, 29 Nov 2023 17:38:57 -0500 Subject: [PATCH 18/37] Update README.md --- README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/README.md b/README.md index 10d8838..27da903 100644 --- a/README.md +++ b/README.md @@ -1,7 +1,7 @@ ## 모두의 딥러닝 개정 3판 소스코드 + [Youtube](https://www.youtube.com/@taehojo) -+ [정오표](https://taehojo.github.io/book/deeplearning-20231026.pdf) ++ [정오표](https://taehojo.github.io/book/deeplearning-20231129.pdf) ------ From 4f5b12c8fa470bd968cdf69437b8499b7c23ffd5 Mon Sep 17 00:00:00 2001 From: Taeho Jo Date: Tue, 18 Jun 2024 01:29:47 -0400 Subject: [PATCH 19/37] Add files via upload --- data/sentiment_data.csv | 2000 +++++++++++++++++++++++++++++++++++++++ 1 file changed, 2000 insertions(+) create mode 100644 data/sentiment_data.csv diff --git a/data/sentiment_data.csv b/data/sentiment_data.csv new file mode 100644 index 0000000..d89e6db --- /dev/null +++ b/data/sentiment_data.csv @@ -0,0 +1,2000 @@ +sentence,label +I love this product,1 +Absolutely fantastic!,1 +Would definitely recommend,1 +Great value for money,1 +I will buy this again,1 +Excellent quality,1 +Highly recommend,1 +Very satisfied,1 +Works perfectly,1 +Exceeded expectations,1 +Amazing experience,1 +This product is wonderful,1 +I am very happy with this,1 +Top-notch quality,1 +I am delighted,1 +Best purchase ever,1 +Superb!,1 +I am thrilled,1 +Fantastic performance,1 +Perfect for my needs,1 +Absolutely love it,1 +Exceptional quality,1 +Beyond my expectations,1 +Highly efficient,1 +Well worth the money,1 +Simply the best,1 +Fantastic build quality,1 +Love the design,1 +Performs flawlessly,1 +Will purchase again,1 +Great purchase,1 +Couldn't be happier,1 +Top-notch service,1 +Very impressive,1 +High-quality product,1 +Remarkable performance,1 +Extremely pleased,1 +Very high quality,1 +Unmatched quality,1 +Very user-friendly,1 +Superb craftsmanship,1 +Absolutely the best,1 +Top-tier quality,1 +Very reliable,1 +Outstanding product,1 +Love it!,1 +Great experience,1 +Very durable,1 +Highly functional,1 +Fantastic value,1 +Superb product,1 +Highly durable,1 +Very comfortable,1 +Absolutely satisfied,1 +Fantastic design,1 +Great build,1 +Love the performance,1 +Highly effective,1 +Simply amazing,1 +Incredibly pleased,1 +Outstanding performance,1 +Extremely satisfied,1 +Very stylish,1 +Highly recommendable,1 +Fantastic product,1 +Super satisfied,1 +Very efficient,1 +Exceptional service,1 +Highly stylish,1 +Absolutely perfect,1 +Superb value,1 +Exceeds all expectations,1 +Very happy,1 +Love this!,1 +High performance,1 +Remarkably good,1 +Excellent experience,1 +Simply superb,1 +Well made,1 +Very high-performance,1 +High-quality build,1 +Love the quality,1 +Fantastic experience,1 +Superb performance,1 +Top-notch build,1 +Very reliable product,1 +Highly functional,1 +Greatly exceeded expectations,1 +Very sleek,1 +Perfect product,1 +Absolutely delighted,1 +Exceptionally good,1 +Highly recommend,1 +Fantastic build,1 +Superb design,1 +Love it to bits,1 +Excellent choice,1 +Extremely efficient,1 +Absolutely amazing,1 +Couldn't ask for more,1 +Highly efficient product,1 +Very well designed,1 +Incredible value,1 +Love the features,1 +Superb customer service,1 +Extremely happy,1 +Will buy again,1 +Works like a charm,1 +Very effective,1 +Amazing build quality,1 +Top quality,1 +Superb functionality,1 +Amazing quality,1 +Love everything about it,1 +Would buy again,1 +Extremely well made,1 +Works flawlessly,1 +Perfect choice,1 +Fantastic product design,1 +Couldn't be happier with it,1 +Extremely satisfied with the purchase,1 +Worth every penny,1 +Simply outstanding,1 +Love the look and feel,1 +Fantastic!,1 +Highly recommend this product,1 +Great quality,1 +Absolutely love the product,1 +Exceeded my expectations,1 +Very happy with the purchase,1 +Top notch!,1 +Amazing value,1 +Superb product quality,1 +Extremely happy with this,1 +Highly recommend to everyone,1 +Works perfectly as described,1 +Will definitely buy again,1 +Excellent craftsmanship,1 +Very pleased with this product,1 +Remarkable quality,1 +Fantastic service,1 +Superb experience,1 +Highly satisfied,1 +Absolutely perfect purchase,1 +Great product quality,1 +Incredible performance,1 +Perfectly satisfied,1 +Absolutely amazing product,1 +Incredibly pleased with this,1 +Superb choice,1 +Top-notch functionality,1 +Outstanding build,1 +Couldn't be better,1 +Simply love it,1 +Absolutely top quality,1 +Very high quality product,1 +Highly recommend this to everyone,1 +Superb value for money,1 +Incredible experience,1 +Very durable product,1 +Love the design and build,1 +Extremely reliable,1 +Amazing product quality,1 +Highly recommend this purchase,1 +Top-notch product,1 +Very pleased with my purchase,1 +Exceptional build quality,1 +Perfect product for my needs,1 +Highly effective and reliable,1 +Absolutely love the design,1 +Superb value and quality,1 +Very efficient product,1 +Remarkable performance and quality,1 +Very happy with the service,1 +Love the features and design,1 +Highly recommend this brand,1 +Superb product experience,1 +Extremely well designed,1 +Perfect for what I needed,1 +Top-quality product,1 +Remarkable craftsmanship,1 +Incredible functionality,1 +Absolutely perfect for my needs,1 +Highly recommend this item,1 +Superb value and performance,1 +Extremely happy with the quality,1 +Very reliable and effective,1 +Love the build and features,1 +Outstanding product experience,1 +Top-notch quality and service,1 +Remarkable build and functionality,1 +Extremely satisfied with my purchase,1 +Couldn't ask for more,1 +Superb design and build,1 +Absolutely love the quality,1 +Very efficient and reliable,1 +Highly recommend this product to all,1 +Great value and quality,1 +Incredible build and performance,1 +Perfect choice for my needs,1 +Fantastic quality and service,1 +Superb design and performance,1 +Love the functionality and build,1 +Extremely pleased with this item,1 +Top-notch value and quality,1 +Outstanding craftsmanship and design,1 +Absolutely recommend this product,1 +Superb product and service,1 +Very happy with the quality and service,1 +Highly recommend this to everyone,1 +Incredible product and value,1 +Perfect for my requirements,1 +Fantastic build and performance,1 +Remarkable quality and service,1 +Top-notch product and value,1 +Extremely satisfied with this purchase,1 +Absolutely top-notch quality,1 +Superb build and functionality,1 +Very pleased with the product and service,1 +Highly recommend this item to all,1 +Incredible design and build,1 +Love the quality and performance,1 +Outstanding value and service,1 +Top-quality build and functionality,1 +Very satisfied with my purchase,1 +Superb product and value,1 +Extremely pleased with the quality,1 +Highly recommend this brand to everyone,1 +Fantastic value and performance,1 +Perfect for my needs and requirements,1 +Remarkable design and build,1 +Top-notch quality and performance,1 +Absolutely love this item,1 +Superb functionality and design,1 +Very reliable and effective product,1 +Highly recommend this product to all,1 +Great build and performance,1 +Incredible value and quality,1 +Perfect choice for my needs,1 +Fantastic product and service,1 +Superb design and build quality,1 +Love the quality and functionality,1 +Extremely satisfied with this item,1 +Top-notch value and performance,1 +Outstanding quality and service,1 +Absolutely recommend this item,1 +Superb value and functionality,1 +Very pleased with the product,1 +Highly recommend this to everyone,1 +Incredible quality and performance,1 +Perfect product for my needs,1 +Fantastic build and quality,1 +Remarkable value and service,1 +Top-quality product and functionality,1 +Extremely satisfied with the purchase,1 +Absolutely love the product,1 +Superb performance and build,1 +Very efficient and reliable,1 +Highly recommend this item to all,1 +Great product and value,1 +Incredible build and quality,1 +Perfect for my requirements,1 +Fantastic design and functionality,1 +Superb quality and service,1 +Love the product and value,1 +Extremely pleased with the item,1 +Top-notch build and functionality,1 +Outstanding value and quality,1 +Absolutely recommend this purchase,1 +Superb product and quality,1 +Very satisfied with the item,1 +Highly recommend this product to all,1 +Great value and performance,1 +Incredible design and functionality,1 +Perfect choice for my needs,1 +Fantastic product and quality,1 +Superb build and performance,1 +Love the quality and design,1 +Extremely satisfied with the product,1 +Top-notch value and functionality,1 +Outstanding quality and performance,1 +Absolutely recommend this item to all,1 +Superb product and service,1 +Very happy with the product,1 +Highly recommend this item to everyone,1 +Incredible quality and value,1 +Perfect for my needs,1 +Fantastic build and performance,1 +Remarkable design and quality,1 +Top-quality product and value,1 +Extremely pleased with this purchase,1 +Absolutely top-notch item,1 +Superb functionality and quality,1 +Very reliable and effective product,1 +Highly recommend this product to everyone,1 +Great value and service,1 +Incredible build and performance,1 +Perfect choice for my requirements,1 +Fantastic product and service,1 +Superb design and build,1 +Love the product and functionality,1 +Extremely satisfied with the item,1 +Top-notch value and quality,1 +Outstanding build and functionality,1 +Absolutely recommend this product to all,1 +Superb product and value,1 +Very happy with the quality,1 +Highly recommend this brand to everyone,1 +Fantastic value and functionality,1 +Perfect for my needs and requirements,1 +Remarkable design and build quality,1 +Top-notch product and value,1 +Extremely pleased with the quality,1 +Absolutely love the item,1 +Superb functionality and design,1 +Very reliable and effective product,1 +Highly recommend this item to all,1 +Great build and functionality,1 +Incredible value and quality,1 +Perfect choice for my needs,1 +Fantastic quality and service,1 +Superb design and performance,1 +Love the product and build,1 +Extremely satisfied with this item,1 +Top-notch value and quality,1 +Outstanding quality and functionality,1 +Absolutely recommend this product,1 +Superb product and performance,1 +Very pleased with the quality,1 +Highly recommend this to everyone,1 +Incredible design and build quality,1 +Perfect product for my needs,1 +Fantastic build and quality,1 +Remarkable value and functionality,1 +Top-quality product and service,1 +Extremely pleased with the purchase,1 +Absolutely top-notch quality,1 +Superb functionality and build,1 +Very reliable and effective item,1 +Highly recommend this product to everyone,1 +Great value and performance,1 +Incredible quality and functionality,1 +Perfect choice for my requirements,1 +Fantastic product and service,1 +Superb design and quality,1 +Love the product and value,1 +Extremely satisfied with the item,1 +Top-notch build and functionality,1 +Outstanding value and quality,1 +Absolutely recommend this item to all,1 +Superb product and service,1 +Very happy with the product,1 +Highly recommend this item to everyone,1 +Incredible quality and value,1 +Perfect for my needs,1 +Fantastic build and performance,1 +Remarkable design and quality,1 +Top-quality product and value,1 +Extremely pleased with this purchase,1 +Absolutely top-notch item,1 +Superb functionality and quality,1 +Very reliable and effective product,1 +Highly recommend this product to everyone,1 +Great value and service,1 +Incredible build and performance,1 +Perfect choice for my requirements,1 +Fantastic product and service,1 +Superb design and build,1 +Love the product and functionality,1 +Extremely satisfied with the item,1 +Top-notch value and quality,1 +Outstanding build and functionality,1 +Absolutely recommend this product to all,1 +Superb product and value,1 +Very happy with the quality,1 +Highly recommend this brand to everyone,1 +Fantastic value and functionality,1 +Perfect for my needs and requirements,1 +Remarkable design and build quality,1 +Top-notch product and value,1 +Extremely pleased with the quality,1 +Absolutely love the item,1 +Superb functionality and design,1 +Very reliable and effective product,1 +Highly recommend this item to all,1 +Great build and functionality,1 +Incredible value and quality,1 +Perfect choice for my needs,1 +Fantastic quality and service,1 +Superb design and performance,1 +Love the product and build,1 +Extremely satisfied with this item,1 +Top-notch value and quality,1 +Outstanding quality and functionality,1 +Absolutely recommend this product to all,1 +Superb product and performance,1 +Very pleased with the quality,1 +Highly recommend this to everyone,1 +Incredible design and build quality,1 +Perfect product for my needs,1 +Fantastic build and quality,1 +Remarkable value and functionality,1 +Top-quality product and service,1 +Extremely pleased with the purchase,1 +Absolutely top-notch quality,1 +Superb functionality and build,1 +Very reliable and effective item,1 +Highly recommend this product to everyone,1 +Great value and performance,1 +Incredible quality and functionality,1 +Perfect choice for my requirements,1 +Fantastic product and service,1 +Superb design and quality,1 +Love the product and value,1 +Extremely satisfied with the item,1 +Top-notch build and functionality,1 +Outstanding value and quality,1 +Absolutely recommend this item to all,1 +Superb product and service,1 +Very happy with the product,1 +Highly recommend this item to everyone,1 +Incredible quality and value,1 +Perfect for my needs,1 +Fantastic build and performance,1 +Remarkable design and quality,1 +Top-quality product and value,1 +Extremely pleased with this purchase,1 +Absolutely top-notch item,1 +Superb functionality and quality,1 +Very reliable and effective product,1 +Highly recommend this product to everyone,1 +Great value and service,1 +Incredible build and performance,1 +Perfect choice for my requirements,1 +Fantastic product and service,1 +Superb design and build,1 +Love the product and functionality,1 +Extremely satisfied with the item,1 +Top-notch value and quality,1 +Outstanding build and functionality,1 +Absolutely recommend this product to all,1 +Superb product and value,1 +Very happy with the quality,1 +Highly recommend this brand to everyone,1 +Fantastic value and functionality,1 +Perfect for my needs and requirements,1 +Remarkable design and build quality,1 +Top-notch product and value,1 +Extremely pleased with the quality,1 +Absolutely love the item,1 +Superb functionality and design,1 +Very reliable and effective product,1 +Highly recommend this item to all,1 +Great build and functionality,1 +Incredible value and quality,1 +Perfect choice for my needs,1 +Fantastic quality and service,1 +Superb design and performance,1 +Love the product and build,1 +Extremely satisfied with this item,1 +Top-notch value and quality,1 +Outstanding quality and functionality,1 +Absolutely recommend this product to all,1 +Superb product and performance,1 +Very pleased with the quality,1 +Highly recommend this to everyone,1 +Incredible design and build quality,1 +Perfect product for my needs,1 +Fantastic build and quality,1 +Remarkable value and functionality,1 +Top-quality product and service,1 +Extremely pleased with the purchase,1 +Absolutely top-notch quality,1 +Superb functionality and build,1 +Very reliable and effective item,1 +Highly recommend this product to everyone,1 +Great value and performance,1 +Incredible quality and functionality,1 +Perfect choice for my requirements,1 +Fantastic product and service,1 +Superb design and quality,1 +Love the product and value,1 +Extremely satisfied with the item,1 +Top-notch build and functionality,1 +Outstanding value and quality,1 +Absolutely recommend this item to all,1 +Superb product and service,1 +Very happy with the product,1 +Highly recommend this item to everyone,1 +Incredible quality and value,1 +Perfect for my needs,1 +Fantastic build and performance,1 +Remarkable design and quality,1 +Top-quality product and value,1 +Extremely pleased with this purchase,1 +Absolutely top-notch item,1 +Superb functionality and quality,1 +Very reliable and effective product,1 +Highly recommend this product to everyone,1 +Great value and service,1 +Incredible build and performance,1 +Perfect choice for my requirements,1 +Fantastic product and service,1 +Superb design and build,1 +Love the product and functionality,1 +Extremely satisfied with the item,1 +Top-notch value and quality,1 +Outstanding build and functionality,1 +Absolutely recommend this product to all,1 +Superb product and value,1 +Very happy with the quality,1 +Highly recommend this brand to everyone,1 +Fantastic value and functionality,1 +Perfect for my needs and requirements,1 +Remarkable design and build quality,1 +Top-notch product and value,1 +Extremely pleased with the quality,1 +Absolutely love the item,1 +Superb functionality and design,1 +Very reliable and effective product,1 +Highly recommend this item to all,1 +Great build and functionality,1 +Incredible value and quality,1 +Perfect choice for my needs,1 +Fantastic quality and service,1 +Superb design and performance,1 +Love the product and build,1 +Extremely satisfied with this item,1 +Top-notch value and quality,1 +Outstanding quality and functionality,1 +Absolutely recommend this product to all,1 +Superb product and performance,1 +Very pleased with the quality,1 +Highly recommend this to everyone,1 +Incredible design and build quality,1 +Perfect product for my needs,1 +Fantastic build and quality,1 +Remarkable value and functionality,1 +Top-quality product and service,1 +Extremely pleased with the purchase,1 +Absolutely top-notch quality,1 +Superb functionality and build,1 +Very reliable and effective item,1 +Highly recommend this product to everyone,1 +Great value and performance,1 +Incredible quality and functionality,1 +Perfect choice for my requirements,1 +Fantastic product and service,1 +Superb design and quality,1 +Love the product and value,1 +Extremely satisfied with the item,1 +Top-notch build and functionality,1 +Outstanding value and quality,1 +Absolutely recommend this item to all,1 +Superb product and service,1 +Very happy with the product,1 +Highly recommend this item to everyone,1 +Incredible quality and value,1 +Perfect for my needs,1 +Fantastic build and performance,1 +Remarkable design and quality,1 +Top-quality product and value,1 +Extremely pleased with this purchase,1 +Absolutely top-notch item,1 +Superb functionality and quality,1 +Very reliable and effective product,1 +Highly recommend this product to everyone,1 +Great value and service,1 +Incredible build and performance,1 +Perfect choice for my requirements,1 +Fantastic product and service,1 +Superb design and build,1 +Love the product and functionality,1 +Extremely satisfied with the item,1 +Top-notch value and quality,1 +Outstanding build and functionality,1 +Absolutely recommend this product to all,1 +Superb product and value,1 +Very happy with the quality,1 +Highly recommend this brand to everyone,1 +Fantastic value and functionality,1 +Perfect for my needs and requirements,1 +Remarkable design and build quality,1 +Top-notch product and value,1 +Extremely pleased with the quality,1 +Absolutely love the item,1 +Superb functionality and design,1 +Very reliable and effective product,1 +Highly recommend this item to all,1 +Great build and functionality,1 +Incredible value and quality,1 +Perfect choice for my needs,1 +Fantastic quality and service,1 +Superb design and performance,1 +Love the product and build,1 +Extremely satisfied with this item,1 +Top-notch value and quality,1 +Outstanding quality and functionality,1 +Absolutely recommend this product to all,1 +Superb product and performance,1 +Very pleased with the quality,1 +Highly recommend this to everyone,1 +Incredible design and build quality,1 +Perfect product for my needs,1 +Fantastic build and quality,1 +Remarkable value and functionality,1 +Top-quality product and service,1 +Extremely pleased with the purchase,1 +Absolutely top-notch quality,1 +Superb functionality and build,1 +Very reliable and effective item,1 +Highly recommend this product to everyone,1 +Great value and performance,1 +Incredible quality and functionality,1 +Perfect choice for my requirements,1 +Fantastic product and service,1 +Superb design and quality,1 +Love the product and value,1 +Extremely satisfied with the item,1 +Top-notch build and functionality,1 +Outstanding value and quality,1 +Absolutely recommend this item to all,1 +Superb product and service,1 +Very happy with the product,1 +Highly recommend this item to everyone,1 +Incredible quality and value,1 +Perfect for my needs,1 +Fantastic build and performance,1 +Remarkable design and quality,1 +Top-quality product and value,1 +Extremely pleased with this purchase,1 +Absolutely top-notch item,1 +Superb functionality and quality,1 +Very reliable and effective product,1 +Highly recommend this product to everyone,1 +Great value and service,1 +Incredible build and performance,1 +Perfect choice for my requirements,1 +Fantastic product and service,1 +Superb design and build,1 +Love the product and functionality,1 +Extremely satisfied with the item,1 +Top-notch value and quality,1 +Outstanding build and functionality,1 +Absolutely recommend this product to all,1 +Superb product and value,1 +Very happy with the quality,1 +Highly recommend this brand to everyone,1 +Fantastic value and functionality,1 +Perfect for my needs and requirements,1 +Remarkable design and build quality,1 +Top-notch product and value,1 +Extremely pleased with the quality,1 +Absolutely love the item,1 +Superb functionality and design,1 +Very reliable and effective product,1 +Highly recommend this item to all,1 +Great build and functionality,1 +Incredible value and quality,1 +Perfect choice for my needs,1 +Fantastic quality and service,1 +Superb design and performance,1 +Love the product and build,1 +Extremely satisfied with this item,1 +Top-notch value and quality,1 +Outstanding quality and functionality,1 +Absolutely recommend this product to all,1 +Superb product and performance,1 +Very pleased with the quality,1 +Highly recommend this to everyone,1 +Incredible design and build quality,1 +Perfect product for my needs,1 +Fantastic build and quality,1 +Remarkable value and functionality,1 +Top-quality product and service,1 +Extremely pleased with the purchase,1 +Absolutely top-notch quality,1 +Superb functionality and build,1 +Very reliable and effective item,1 +Highly recommend this product to everyone,1 +Great value and performance,1 +Incredible quality and functionality,1 +Perfect choice for my requirements,1 +Fantastic product and service,1 +Superb design and quality,1 +Love the product and value,1 +Extremely satisfied with the item,1 +Top-notch build and functionality,1 +Outstanding value and quality,1 +Absolutely recommend this item to all,1 +Superb product and service,1 +Very happy with the product,1 +Highly recommend this item to everyone,1 +Incredible quality and value,1 +Perfect for my needs,1 +Fantastic build and performance,1 +Remarkable design and quality,1 +Top-quality product and value,1 +Extremely pleased with this purchase,1 +Absolutely top-notch item,1 +Superb functionality and quality,1 +Very reliable and effective product,1 +Highly recommend this product to everyone,1 +Great value and service,1 +Incredible build and performance,1 +Perfect choice for my requirements,1 +Fantastic product and service,1 +Superb design and build,1 +Love the product and functionality,1 +Extremely satisfied with the item,1 +Top-notch value and quality,1 +Outstanding build and functionality,1 +Absolutely recommend this product to all,1 +Superb product and value,1 +Very happy with the quality,1 +Highly recommend this brand to everyone,1 +Fantastic value and functionality,1 +Perfect for my needs and requirements,1 +Remarkable design and build quality,1 +Top-notch product and value,1 +Extremely pleased with the quality,1 +Absolutely love the item,1 +Superb functionality and design,1 +Very reliable and effective product,1 +Highly recommend this item to all,1 +Great build and functionality,1 +Incredible value and quality,1 +Perfect choice for my needs,1 +Fantastic quality and service,1 +Superb design and performance,1 +Love the product and build,1 +Extremely satisfied with this item,1 +Top-notch value and quality,1 +Outstanding quality and functionality,1 +Absolutely recommend this product to all,1 +Superb product and performance,1 +Very pleased with the quality,1 +Highly recommend this to everyone,1 +Incredible design and build quality,1 +Perfect product for my needs,1 +Fantastic build and quality,1 +Remarkable value and functionality,1 +Top-quality product and service,1 +Extremely pleased with the purchase,1 +Absolutely top-notch quality,1 +Superb functionality and build,1 +Very reliable and effective item,1 +Highly recommend this product to everyone,1 +Great value and performance,1 +Incredible quality and functionality,1 +Perfect choice for my requirements,1 +Fantastic product and service,1 +Superb design and quality,1 +Love the product and value,1 +Extremely satisfied with the item,1 +Top-notch build and functionality,1 +Outstanding value and quality,1 +Absolutely recommend this item to all,1 +Superb product and service,1 +Very happy with the product,1 +Highly recommend this item to everyone,1 +Incredible quality and value,1 +Perfect for my needs,1 +Fantastic build and performance,1 +Remarkable design and quality,1 +Top-quality product and value,1 +Extremely pleased with this purchase,1 +Absolutely top-notch item,1 +Superb functionality and quality,1 +Very reliable and effective product,1 +Highly recommend this product to everyone,1 +Great value and service,1 +Incredible build and performance,1 +Perfect choice for my requirements,1 +Fantastic product and service,1 +Superb design and build,1 +Love the product and functionality,1 +Extremely satisfied with the item,1 +Top-notch value and quality,1 +Outstanding build and functionality,1 +Absolutely recommend this product to all,1 +Superb product and value,1 +Very happy with the quality,1 +Highly recommend this brand to everyone,1 +Fantastic value and functionality,1 +Perfect for my needs and requirements,1 +Remarkable design and build quality,1 +Top-notch product and value,1 +Extremely pleased with the quality,1 +Absolutely love the item,1 +Superb functionality and design,1 +Very reliable and effective product,1 +Highly recommend this item to all,1 +Great build and functionality,1 +Incredible value and quality,1 +Perfect choice for my needs,1 +Fantastic quality and service,1 +Superb design and performance,1 +Love the product and build,1 +Extremely satisfied with this item,1 +Top-notch value and quality,1 +Outstanding quality and functionality,1 +Absolutely recommend this product to all,1 +Superb product and performance,1 +Very pleased with the quality,1 +Highly recommend this to everyone,1 +Incredible design and build quality,1 +Perfect product for my needs,1 +Fantastic build and quality,1 +Remarkable value and functionality,1 +Top-quality product and service,1 +Extremely pleased with the purchase,1 +Absolutely top-notch quality,1 +Superb functionality and build,1 +Very reliable and effective item,1 +Highly recommend this product to everyone,1 +Great value and performance,1 +Incredible quality and functionality,1 +Perfect choice for my requirements,1 +Fantastic product and service,1 +Superb design and quality,1 +Love the product and value,1 +Extremely satisfied with the item,1 +Top-notch build and functionality,1 +Outstanding value and quality,1 +Absolutely recommend this item to all,1 +Superb product and service,1 +Very happy with the product,1 +Highly recommend this item to everyone,1 +Incredible quality and value,1 +Perfect for my needs,1 +Fantastic build and performance,1 +Remarkable design and quality,1 +Top-quality product and value,1 +Extremely pleased with this purchase,1 +Absolutely top-notch item,1 +Superb functionality and quality,1 +Very reliable and effective product,1 +Highly recommend this product to everyone,1 +Great value and service,1 +Incredible build and performance,1 +Perfect choice for my requirements,1 +Fantastic product and service,1 +Superb design and build,1 +Love the product and functionality,1 +Extremely satisfied with the item,1 +Top-notch value and quality,1 +Outstanding build and functionality,1 +Absolutely recommend this product to all,1 +Superb product and value,1 +Very happy with the quality,1 +Highly recommend this brand to everyone,1 +Fantastic value and functionality,1 +Perfect for my needs and requirements,1 +Remarkable design and build quality,1 +Top-notch product and value,1 +Extremely pleased with the quality,1 +Absolutely love the item,1 +Superb functionality and design,1 +Very reliable and effective product,1 +Highly recommend this item to all,1 +Great build and functionality,1 +Incredible value and quality,1 +Perfect choice for my needs,1 +Fantastic quality and service,1 +Superb design and performance,1 +Love the product and build,1 +Extremely satisfied with this item,1 +Top-notch value and quality,1 +Outstanding quality and functionality,1 +Absolutely recommend this product to all,1 +Superb product and performance,1 +Very pleased with the quality,1 +Highly recommend this to everyone,1 +Incredible design and build quality,1 +Perfect product for my needs,1 +Fantastic build and quality,1 +Remarkable value and functionality,1 +Top-quality product and service,1 +Extremely pleased with the purchase,1 +Absolutely top-notch quality,1 +Superb functionality and build,1 +Very reliable and effective item,1 +Highly recommend this product to everyone,1 +Great value and performance,1 +Incredible quality and functionality,1 +Perfect choice for my requirements,1 +Fantastic product and service,1 +Superb design and quality,1 +Love the product and value,1 +Extremely satisfied with the item,1 +Top-notch build and functionality,1 +Outstanding value and quality,1 +Absolutely recommend this item to all,1 +Superb product and service,1 +Very happy with the product,1 +Highly recommend this item to everyone,1 +Incredible quality and value,1 +Perfect for my needs,1 +Fantastic build and performance,1 +Remarkable design and quality,1 +Top-quality product and value,1 +Extremely pleased with this purchase,1 +Absolutely top-notch item,1 +Superb functionality and quality,1 +Very reliable and effective product,1 +Highly recommend this product to everyone,1 +Great value and service,1 +Incredible build and performance,1 +Perfect choice for my requirements,1 +Fantastic product and service,1 +Superb design and build,1 +Love the product and functionality,1 +Extremely satisfied with the item,1 +Top-notch value and quality,1 +Outstanding build and functionality,1 +Absolutely recommend this product to all,1 +Superb product and value,1 +Very happy with the quality,1 +Highly recommend this brand to everyone,1 +Fantastic value and functionality,1 +Perfect for my needs and requirements,1 +Remarkable design and build quality,1 +Top-notch product and value,1 +Extremely pleased with the quality,1 +Absolutely love the item,1 +Superb functionality and design,1 +Very reliable and effective product,1 +Highly recommend this item to all,1 +Great build and functionality,1 +Incredible value and quality,1 +Perfect choice for my needs,1 +Fantastic quality and service,1 +Superb design and performance,1 +Love the product and build,1 +Extremely satisfied with this item,1 +Top-notch value and quality,1 +Outstanding quality and functionality,1 +Absolutely recommend this product to all,1 +Superb product and performance,1 +Very pleased with the quality,1 +Highly recommend this to everyone,1 +Incredible design and build quality,1 +Perfect product for my needs,1 +Fantastic build and quality,1 +Remarkable value and functionality,1 +Top-quality product and service,1 +Extremely pleased with the purchase,1 +Absolutely top-notch quality,1 +Superb functionality and build,1 +Very reliable and effective item,1 +Highly recommend this product to everyone,1 +Great value and performance,1 +Incredible quality and functionality,1 +Perfect choice for my requirements,1 +Fantastic product and service,1 +Superb design and quality,1 +Love the product and value,1 +Extremely satisfied with the item,1 +Top-notch build and functionality,1 +Outstanding value and quality,1 +Absolutely recommend this item to all,1 +Superb product and service,1 +Very happy with the product,1 +Highly recommend this item to everyone,1 +Incredible quality and value,1 +Perfect for my needs,1 +Fantastic build and performance,1 +Remarkable design and quality,1 +Top-quality product and value,1 +Extremely pleased with this purchase,1 +Absolutely top-notch item,1 +Superb functionality and quality,1 +Very reliable and effective product,1 +Highly recommend this product to everyone,1 +Great value and service,1 +Incredible build and performance,1 +Perfect choice for my requirements,1 +Fantastic product and service,1 +Superb design and build,1 +Love the product and functionality,1 +Extremely satisfied with the item,1 +Top-notch value and quality,1 +Outstanding build and functionality,1 +Absolutely recommend this product to all,1 +Superb product and value,1 +Very happy with the quality,1 +Highly recommend this brand to everyone,1 +Fantastic value and functionality,1 +Perfect for my needs and requirements,1 +Remarkable design and build quality,1 +Top-notch product and value,1 +Extremely pleased with the quality,1 +Absolutely love the item,1 +Superb functionality and design,1 +Very reliable and effective product,1 +Highly recommend this item to all,1 +Great build and functionality,1 +Incredible value and quality,1 +I hate this product.,0 +This is the worst purchase I have ever made.,0 +I am extremely disappointed with this item.,0 +The quality is terrible.,0 +I would never recommend this to anyone.,0 +This product broke after one use.,0 +I can't believe I wasted money on this.,0 +Absolutely awful experience.,0 +This item is a complete waste of money.,0 +I regret buying this product.,0 +This is the most useless item I have ever bought.,0 +The product arrived damaged.,0 +Very poor quality and performance.,0 +I will never buy from this brand again.,0 +This is a total scam.,0 +Extremely dissatisfied with the quality.,0 +It didn't work as advertised.,0 +I had to return this product.,0 +The worst customer service ever.,0 +The product stopped working after a week.,0 +Completely useless and a waste of time.,0 +Not worth the price at all.,0 +I am very unhappy with this purchase.,0 +The product description is misleading.,0 +I wouldn't give this product even one star.,0 +This item is defective.,0 +It failed to meet my expectations.,0 +I am very frustrated with this product.,0 +The quality is far below average.,0 +This product is not as described.,0 +Very disappointing and poor value.,0 +I wish I could get a refund.,0 +It was a waste of money and effort.,0 +Not at all satisfied with this purchase.,0 +This product is a rip-off.,0 +The worst item I have ever bought.,0 +The item broke after a few days.,0 +Customer service was unhelpful.,0 +I am very disappointed.,0 +The quality is very poor.,0 +It didn't last long.,0 +I do not recommend this at all.,0 +This is not worth your money.,0 +The product arrived late.,0 +The item was not as advertised.,0 +I had a terrible experience.,0 +This is a low-quality product.,0 +I had to return it immediately.,0 +The product does not work well.,0 +The item is very fragile.,0 +The design is awful.,0 +I am very unhappy with this.,0 +This product is unreliable.,0 +The material is cheap.,0 +I am very dissatisfied.,0 +The product malfunctioned.,0 +This is the worst item I've ever purchased.,0 +The packaging was damaged.,0 +I feel cheated.,0 +The item is defective.,0 +The product stopped working soon.,0 +Very poor customer service.,0 +I had a bad experience.,0 +This product is not durable.,0 +I do not like this product.,0 +The product is overpriced.,0 +This is not a good purchase.,0 +The quality is subpar.,0 +I had issues with this product.,0 +I am very upset with this purchase.,0 +The product does not meet expectations.,0 +The item is poorly made.,0 +This is not worth buying.,0 +The product is not functional.,0 +I had to return it.,0 +The item was broken.,0 +I am very unsatisfied.,0 +The product is not good.,0 +This is a bad purchase.,0 +The quality is unacceptable.,0 +I am very displeased.,0 +The product is not what I expected.,0 +The item is faulty.,0 +I do not like this at all.,0 +The product is very disappointing.,0 +The item is not worth the price.,0 +This is a waste of money.,0 +I am very unhappy with my purchase.,0 +The product quality is bad.,0 +The item does not work as described.,0 +I am very frustrated with this.,0 +The product is of low quality.,0 +This is a poor-quality item.,0 +I am very disappointed with my purchase.,0 +The product is defective.,0 +The item is not reliable.,0 +I do not recommend this product.,0 +The product is not worth it.,0 +I had a bad experience with this product.,0 +The quality is very low.,0 +The product did not meet my expectations.,0 +The item is not durable.,0 +I am very unhappy with this item.,0 +The product is not satisfactory.,0 +The item arrived damaged.,0 +I am very dissatisfied with this purchase.,0 +The product is of poor quality.,0 +The item does not work properly.,0 +I had to return the product.,0 +The quality is very bad.,0 +I am very frustrated with my purchase.,0 +The product is not good quality.,0 +The item is not worth the money.,0 +I am very unhappy with the quality.,0 +The product did not work as expected.,0 +The item is very poor quality.,0 +I do not recommend this purchase.,0 +The product is not reliable.,0 +The item is very disappointing.,0 +I am very dissatisfied with this item.,0 +The product is not functional.,0 +The item arrived broken.,0 +I am very displeased with this purchase.,0 +The product is of low quality.,0 +The item does not meet expectations.,0 +I had a bad experience with this item.,0 +The quality is not good.,0 +The product is very cheap.,0 +I am very unhappy with this product.,0 +The item is not satisfactory.,0 +The product did not work properly.,0 +The quality is very poor.,0 +I am very dissatisfied with my purchase.,0 +The product is not worth the cost.,0 +The item is very unreliable.,0 +I do not recommend this item.,0 +The product is not good value.,0 +I am very disappointed with this product.,0 +The item is not durable.,0 +The product quality is very bad.,0 +The item is not worth buying.,0 +I had a terrible experience with this.,0 +The product did not meet my expectations.,0 +The item arrived late and damaged.,0 +The product is not what I expected.,0 +The item is very poor quality.,0 +I am very unhappy with my purchase.,0 +The product is not reliable.,0 +The item does not work well.,0 +I had a bad experience with this product.,0 +The quality is very disappointing.,0 +The product is not good quality.,0 +I am very dissatisfied with the item.,0 +The product is not worth the price.,0 +The item is not durable.,0 +The product quality is very poor.,0 +I am very frustrated with this purchase.,0 +The product is not functional.,0 +The item arrived broken and late.,0 +The product is not reliable at all.,0 +I am very unhappy with the quality.,0 +The item does not work as described.,0 +I had to return this product.,0 +The quality is very low.,0 +The product is not worth the money.,0 +The item is very disappointing.,0 +I am very displeased with this product.,0 +The product is of low quality.,0 +The item does not meet my expectations.,0 +The product is not functional.,0 +The item arrived damaged.,0 +The product is not reliable.,0 +I am very dissatisfied with this purchase.,0 +The item is not worth buying.,0 +The quality is very bad.,0 +The product is not good value.,0 +The item does not work properly.,0 +I had a bad experience with this product.,0 +The quality is very poor.,0 +The product is not worth the cost.,0 +The item is very unreliable.,0 +I do not recommend this item.,0 +The product is not good quality.,0 +The item is very disappointing.,0 +I am very unhappy with this purchase.,0 +The product did not work as expected.,0 +The item is very poor quality.,0 +I do not recommend this purchase.,0 +The product is not reliable.,0 +The item is very disappointing.,0 +I am very dissatisfied with this item.,0 +The product is not functional.,0 +The item arrived broken.,0 +I am very displeased with this purchase.,0 +The product is of low quality.,0 +The item does not meet expectations.,0 +I had a bad experience with this item.,0 +The quality is not good.,0 +The product is very cheap.,0 +I am very unhappy with this product.,0 +The item is not satisfactory.,0 +The product did not work properly.,0 +The quality is very poor.,0 +I am very dissatisfied with my purchase.,0 +The product is not worth the cost.,0 +The item is very unreliable.,0 +I do not recommend this item.,0 +The product is not good value.,0 +I am very disappointed with this product.,0 +The item is not durable.,0 +The product quality is very bad.,0 +The item is not worth buying.,0 +I had a terrible experience with this.,0 +The product did not meet my expectations.,0 +The item arrived late and damaged.,0 +The product is not what I expected.,0 +The item is very poor quality.,0 +I am very unhappy with my purchase.,0 +The product is not reliable.,0 +The item does not work well.,0 +I had a bad experience with this product.,0 +The quality is very disappointing.,0 +The product is not good quality.,0 +I am very dissatisfied with the item.,0 +The product is not worth the price.,0 +The item is not durable.,0 +The product quality is very poor.,0 +I am very frustrated with this purchase.,0 +The product is not functional.,0 +The item arrived broken and late.,0 +The product is not reliable at all.,0 +I am very unhappy with the quality.,0 +The item does not work as described.,0 +I had to return this product.,0 +The quality is very low.,0 +The product is not worth the money.,0 +The item is very disappointing.,0 +I am very displeased with this product.,0 +The product is of low quality.,0 +The item does not meet my expectations.,0 +The product is not functional.,0 +The item arrived damaged.,0 +The product is not reliable.,0 +I am very dissatisfied with this purchase.,0 +The item is not worth buying.,0 +The quality is very bad.,0 +The product is not good value.,0 +The item does not work properly.,0 +I had a bad experience with this product.,0 +The quality is very poor.,0 +The product is not worth the cost.,0 +The item is very unreliable.,0 +I do not recommend this item.,0 +The product is not good quality.,0 +The item is very disappointing.,0 +I am very unhappy with this purchase.,0 +The product did not work as expected.,0 +The item is very poor quality.,0 +I do not recommend this purchase.,0 +The product is not reliable.,0 +The item is very disappointing.,0 +I am very dissatisfied with this item.,0 +The product is not functional.,0 +The item arrived broken.,0 +I am very displeased with this purchase.,0 +The product is of low quality.,0 +The item does not meet expectations.,0 +I had a bad experience with this item.,0 +The quality is not good.,0 +The product is very cheap.,0 +I am very unhappy with this product.,0 +The item is not satisfactory.,0 +The product did not work properly.,0 +The quality is very poor.,0 +I am very dissatisfied with my purchase.,0 +The product is not worth the cost.,0 +The item is very unreliable.,0 +I do not recommend this item.,0 +The product is not good value.,0 +I am very disappointed with this product.,0 +The item is not durable.,0 +The product quality is very bad.,0 +The item is not worth buying.,0 +I had a terrible experience with this.,0 +The product did not meet my expectations.,0 +The item arrived late and damaged.,0 +The product is not what I expected.,0 +The item is very poor quality.,0 +I am very unhappy with my purchase.,0 +The product is not reliable.,0 +The item does not work well.,0 +I had a bad experience with this product.,0 +The quality is very disappointing.,0 +The product is not good quality.,0 +I am very dissatisfied with the item.,0 +The product is not worth the price.,0 +The item is not durable.,0 +The product quality is very poor.,0 +I am very frustrated with this purchase.,0 +The product is not functional.,0 +The item arrived broken and late.,0 +The product is not reliable at all.,0 +I am very unhappy with the quality.,0 +The item does not work as described.,0 +I had to return this product.,0 +The quality is very low.,0 +The product is not worth the money.,0 +The item is very disappointing.,0 +I am very displeased with this product.,0 +The product is of low quality.,0 +The item does not meet my expectations.,0 +The product is not functional.,0 +The item arrived damaged.,0 +The product is not reliable.,0 +I am very dissatisfied with this purchase.,0 +The item is not worth buying.,0 +The quality is very bad.,0 +The product is not good value.,0 +The item does not work properly.,0 +I had a bad experience with this product.,0 +The quality is very poor.,0 +The product is not worth the cost.,0 +The item is very unreliable.,0 +I do not recommend this item.,0 +The product is not good quality.,0 +The item is very disappointing.,0 +I am very unhappy with this purchase.,0 +The product did not work as expected.,0 +The item is very poor quality.,0 +I do not recommend this purchase.,0 +The product is not reliable.,0 +The item is very disappointing.,0 +I am very dissatisfied with this item.,0 +The product is not functional.,0 +The item arrived broken.,0 +I am very displeased with this purchase.,0 +The product is of low quality.,0 +The item does not meet expectations.,0 +I had a bad experience with this item.,0 +The quality is not good.,0 +The product is very cheap.,0 +I am very unhappy with this product.,0 +The item is not satisfactory.,0 +The product did not work properly.,0 +The quality is very poor.,0 +I am very dissatisfied with my purchase.,0 +The product is not worth the cost.,0 +The item is very unreliable.,0 +I do not recommend this item.,0 +The product is not good value.,0 +I am very disappointed with this product.,0 +The item is not durable.,0 +The product quality is very bad.,0 +The item is not worth buying.,0 +I had a terrible experience with this.,0 +The product did not meet my expectations.,0 +The item arrived late and damaged.,0 +The product is not what I expected.,0 +The item is very poor quality.,0 +I am very unhappy with my purchase.,0 +The product is not reliable.,0 +The item does not work well.,0 +I had a bad experience with this product.,0 +The quality is very disappointing.,0 +The product is not good quality.,0 +I am very dissatisfied with the item.,0 +The product is not worth the price.,0 +The item is not durable.,0 +The product quality is very poor.,0 +I am very frustrated with this purchase.,0 +The product is not functional.,0 +The item arrived broken and late.,0 +The product is not reliable at all.,0 +I am very unhappy with the quality.,0 +The item does not work as described.,0 +I had to return this product.,0 +The quality is very low.,0 +The product is not worth the money.,0 +The item is very disappointing.,0 +I am very displeased with this product.,0 +The product is of low quality.,0 +The item does not meet my expectations.,0 +The product is not functional.,0 +The item arrived damaged.,0 +The product is not reliable.,0 +I am very dissatisfied with this purchase.,0 +The item is not worth buying.,0 +The quality is very bad.,0 +The product is not good value.,0 +The item does not work properly.,0 +I had a bad experience with this product.,0 +The quality is very poor.,0 +The product is not worth the cost.,0 +The item is very unreliable.,0 +I do not recommend this item.,0 +The product is not good quality.,0 +The item is very disappointing.,0 +I am very unhappy with this purchase.,0 +The product did not work as expected.,0 +The item is very poor quality.,0 +I do not recommend this purchase.,0 +The product is not reliable.,0 +The item is very disappointing.,0 +I am very dissatisfied with this item.,0 +The product is not functional.,0 +The item arrived broken.,0 +I am very displeased with this purchase.,0 +The product is of low quality.,0 +The item does not meet expectations.,0 +I had a bad experience with this item.,0 +The quality is not good.,0 +The product is very cheap.,0 +I am very unhappy with this product.,0 +The item is not satisfactory.,0 +The product did not work properly.,0 +The quality is very poor.,0 +I am very dissatisfied with my purchase.,0 +The product is not worth the cost.,0 +The item is very unreliable.,0 +I do not recommend this item.,0 +The product is not good value.,0 +I am very disappointed with this product.,0 +The item is not durable.,0 +The product quality is very bad.,0 +The item is not worth buying.,0 +I had a terrible experience with this.,0 +The product did not meet my expectations.,0 +The item arrived late and damaged.,0 +The product is not what I expected.,0 +The item is very poor quality.,0 +I am very unhappy with my purchase.,0 +The product is not reliable.,0 +The item does not work well.,0 +I had a bad experience with this product.,0 +The quality is very disappointing.,0 +The product is not good quality.,0 +I am very dissatisfied with the item.,0 +The product is not worth the price.,0 +The item is not durable.,0 +The product quality is very poor.,0 +I am very frustrated with this purchase.,0 +The product is not functional.,0 +The item arrived broken and late.,0 +The product is not reliable at all.,0 +I am very unhappy with the quality.,0 +The item does not work as described.,0 +I had to return this product.,0 +The quality is very low.,0 +The product is not worth the money.,0 +The item is very disappointing.,0 +I am very displeased with this product.,0 +The product is of low quality.,0 +The item does not meet my expectations.,0 +The product is not functional.,0 +The item arrived damaged.,0 +The product is not reliable.,0 +I am very dissatisfied with this purchase.,0 +The item is not worth buying.,0 +The quality is very bad.,0 +The product is not good value.,0 +The item does not work properly.,0 +I had a bad experience with this product.,0 +The quality is very poor.,0 +The product is not worth the cost.,0 +The item is very unreliable.,0 +I do not recommend this item.,0 +The product is not good quality.,0 +The item is very disappointing.,0 +I am very unhappy with this purchase.,0 +The product did not work as expected.,0 +The item is very poor quality.,0 +I do not recommend this purchase.,0 +The product is not reliable.,0 +The item is very disappointing.,0 +I am very dissatisfied with this item.,0 +The product is not functional.,0 +The item arrived broken.,0 +I am very displeased with this purchase.,0 +The product is of low quality.,0 +The item does not meet expectations.,0 +I had a bad experience with this item.,0 +The quality is not good.,0 +The product is very cheap.,0 +I am very unhappy with this product.,0 +The item is not satisfactory.,0 +The product did not work properly.,0 +The quality is very poor.,0 +I am very dissatisfied with my purchase.,0 +The product is not worth the cost.,0 +The item is very unreliable.,0 +I do not recommend this item.,0 +The product is not good value.,0 +I am very disappointed with this product.,0 +The item is not durable.,0 +The product quality is very bad.,0 +The item is not worth buying.,0 +I had a terrible experience with this.,0 +The product did not meet my expectations.,0 +The item arrived late and damaged.,0 +The product is not what I expected.,0 +The item is very poor quality.,0 +I am very unhappy with my purchase.,0 +The product is not reliable.,0 +The item does not work well.,0 +I had a bad experience with this product.,0 +The quality is very disappointing.,0 +The product is not good quality.,0 +I am very dissatisfied with the item.,0 +The product is not worth the price.,0 +The item is not durable.,0 +The product quality is very poor.,0 +I am very frustrated with this purchase.,0 +The product is not functional.,0 +The item arrived broken and late.,0 +The product is not reliable at all.,0 +I am very unhappy with the quality.,0 +The item does not work as described.,0 +I had to return this product.,0 +The quality is very low.,0 +The product is not worth the money.,0 +The item is very disappointing.,0 +I am very displeased with this product.,0 +The product is of low quality.,0 +The item does not meet my expectations.,0 +The product is not functional.,0 +The item arrived damaged.,0 +The product is not reliable.,0 +I am very dissatisfied with this purchase.,0 +The item is not worth buying.,0 +The quality is very bad.,0 +The product is not good value.,0 +The item does not work properly.,0 +I had a bad experience with this product.,0 +The quality is very poor.,0 +The product is not worth the cost.,0 +The item is very unreliable.,0 +I do not recommend this item.,0 +The product is not good quality.,0 +The item is very disappointing.,0 +I am very unhappy with this purchase.,0 +The product did not work as expected.,0 +The item is very poor quality.,0 +I do not recommend this purchase.,0 +The product is not reliable.,0 +The item is very disappointing.,0 +I am very dissatisfied with this item.,0 +The product is not functional.,0 +The item arrived broken.,0 +I am very displeased with this purchase.,0 +The product is of low quality.,0 +The item does not meet expectations.,0 +I had a bad experience with this item.,0 +The quality is not good.,0 +The product is very cheap.,0 +I am very unhappy with this product.,0 +The item is not satisfactory.,0 +The product did not work properly.,0 +The quality is very poor.,0 +I am very dissatisfied with my purchase.,0 +The product is not worth the cost.,0 +The item is very unreliable.,0 +I do not recommend this item.,0 +The product is not good value.,0 +I am very disappointed with this product.,0 +The item is not durable.,0 +The product quality is very bad.,0 +The item is not worth buying.,0 +I had a terrible experience with this.,0 +The product did not meet my expectations.,0 +The item arrived late and damaged.,0 +The product is not what I expected.,0 +The item is very poor quality.,0 +I am very unhappy with my purchase.,0 +The product is not reliable.,0 +The item does not work well.,0 +I had a bad experience with this product.,0 +The quality is very disappointing.,0 +The product is not good quality.,0 +I am very dissatisfied with the item.,0 +The product is not worth the price.,0 +The item is not durable.,0 +The product quality is very poor.,0 +I am very frustrated with this purchase.,0 +The product is not functional.,0 +The item arrived broken and late.,0 +The product is not reliable at all.,0 +I am very unhappy with the quality.,0 +The item does not work as described.,0 +I had to return this product.,0 +The quality is very low.,0 +The product is not worth the money.,0 +The item is very disappointing.,0 +I am very displeased with this product.,0 +The product is of low quality.,0 +The item does not meet my expectations.,0 +The product is not functional.,0 +The item arrived damaged.,0 +The product is not reliable.,0 +I am very dissatisfied with this purchase.,0 +The item is not worth buying.,0 +The quality is very bad.,0 +The product is not good value.,0 +The item does not work properly.,0 +I had a bad experience with this product.,0 +The quality is very poor.,0 +The product is not worth the cost.,0 +The item is very unreliable.,0 +I do not recommend this item.,0 +The product is not good quality.,0 +The item is very disappointing.,0 +I am very unhappy with this purchase.,0 +The product did not work as expected.,0 +The item is very poor quality.,0 +I do not recommend this purchase.,0 +The product is not reliable.,0 +The item is very disappointing.,0 +I am very dissatisfied with this item.,0 +The product is not functional.,0 +The item arrived broken.,0 +I am very displeased with this purchase.,0 +The product is of low quality.,0 +The item does not meet expectations.,0 +I had a bad experience with this item.,0 +The quality is not good.,0 +The product is very cheap.,0 +I am very unhappy with this product.,0 +The item is not satisfactory.,0 +The product did not work properly.,0 +The quality is very poor.,0 +I am very dissatisfied with my purchase.,0 +The product is not worth the cost.,0 +The item is very unreliable.,0 +I do not recommend this item.,0 +The product is not good value.,0 +I am very disappointed with this product.,0 +The item is not durable.,0 +The product quality is very bad.,0 +The item is not worth buying.,0 +I had a terrible experience with this.,0 +The product did not meet my expectations.,0 +The item arrived late and damaged.,0 +The product is not what I expected.,0 +The item is very poor quality.,0 +I am very unhappy with my purchase.,0 +The product is not reliable.,0 +The item does not work well.,0 +I had a bad experience with this product.,0 +The quality is very disappointing.,0 +The product is not good quality.,0 +I am very dissatisfied with the item.,0 +The product is not worth the price.,0 +The item is not durable.,0 +The product quality is very poor.,0 +I am very frustrated with this purchase.,0 +The product is not functional.,0 +The item arrived broken and late.,0 +The product is not reliable at all.,0 +I am very unhappy with the quality.,0 +The item does not work as described.,0 +I had to return this product.,0 +The quality is very low.,0 +The product is not worth the money.,0 +The item is very disappointing.,0 +I am very displeased with this product.,0 +The product is of low quality.,0 +The item does not meet my expectations.,0 +The product is not functional.,0 +The item arrived damaged.,0 +The product is not reliable.,0 +I am very dissatisfied with this purchase.,0 +The item is not worth buying.,0 +The quality is very bad.,0 +The product is not good value.,0 +The item does not work properly.,0 +I had a bad experience with this product.,0 +The quality is very poor.,0 +The product is not worth the cost.,0 +The item is very unreliable.,0 +I do not recommend this item.,0 +The product is not good quality.,0 +The item is very disappointing.,0 +I am very unhappy with this purchase.,0 +The product did not work as expected.,0 +The item is very poor quality.,0 +I do not recommend this purchase.,0 +The product is not reliable.,0 +The item is very disappointing.,0 +I am very dissatisfied with this item.,0 +The product is not functional.,0 +The item arrived broken.,0 +I am very displeased with this purchase.,0 +The product is of low quality.,0 +The item does not meet expectations.,0 +I had a bad experience with this item.,0 +The quality is not good.,0 +The product is very cheap.,0 +I am very unhappy with this product.,0 +The item is not satisfactory.,0 +The product did not work properly.,0 +The quality is very poor.,0 +I am very dissatisfied with my purchase.,0 +The product is not worth the cost.,0 +The item is very unreliable.,0 +I do not recommend this item.,0 +The product is not good value.,0 +I am very disappointed with this product.,0 +The item is not durable.,0 +The product quality is very bad.,0 +The item is not worth buying.,0 +I had a terrible experience with this.,0 +The product did not meet my expectations.,0 +The item arrived late and damaged.,0 +The product is not what I expected.,0 +The item is very poor quality.,0 +I am very unhappy with my purchase.,0 +The product is not reliable.,0 +The item does not work well.,0 +I had a bad experience with this product.,0 +The quality is very disappointing.,0 +The product is not good quality.,0 +I am very dissatisfied with the item.,0 +The product is not worth the price.,0 +The item is not durable.,0 +The product quality is very poor.,0 +I am very frustrated with this purchase.,0 +The product is not functional.,0 +The item arrived broken and late.,0 +The product is not reliable at all.,0 +I am very unhappy with the quality.,0 +The item does not work as described.,0 +I had to return this product.,0 +The quality is very low.,0 +The product is not worth the money.,0 +The item is very disappointing.,0 +I am very displeased with this product.,0 +The product is of low quality.,0 +The item does not meet my expectations.,0 +The product is not functional.,0 +The item arrived damaged.,0 +The product is not reliable.,0 +I am very dissatisfied with this purchase.,0 +The item is not worth buying.,0 +The quality is very bad.,0 +The product is not good value.,0 +The item does not work properly.,0 +I had a bad experience with this product.,0 +The quality is very poor.,0 +The product is not worth the cost.,0 +The item is very unreliable.,0 +I do not recommend this item.,0 +The product is not good quality.,0 +The item is very disappointing.,0 +I am very unhappy with this purchase.,0 +The product did not work as expected.,0 +The item is very poor quality.,0 +I do not recommend this purchase.,0 +The product is not reliable.,0 +The item is very disappointing.,0 +I am very dissatisfied with this item.,0 +The product is not functional.,0 +The item arrived broken.,0 +I am very displeased with this purchase.,0 +The product is of low quality.,0 +The item does not meet expectations.,0 +I had a bad experience with this item.,0 +The quality is not good.,0 +The product is very cheap.,0 +I am very unhappy with this product.,0 +The item is not satisfactory.,0 +The product did not work properly.,0 +The quality is very poor.,0 +I am very dissatisfied with my purchase.,0 +The product is not worth the cost.,0 +The item is very unreliable.,0 +I do not recommend this item.,0 +The product is not good value.,0 +I am very disappointed with this product.,0 +The item is not durable.,0 +The product quality is very bad.,0 +The item is not worth buying.,0 +I had a terrible experience with this.,0 +The product did not meet my expectations.,0 +The item arrived late and damaged.,0 +The product is not what I expected.,0 +The item is very poor quality.,0 +I am very unhappy with my purchase.,0 +The product is not reliable.,0 +The item does not work well.,0 +I had a bad experience with this product.,0 +The quality is very disappointing.,0 +The product is not good quality.,0 +I am very dissatisfied with the item.,0 +The product is not worth the price.,0 +The item is not durable.,0 +The product quality is very poor.,0 +I am very frustrated with this purchase.,0 +The product is not functional.,0 +The item arrived broken and late.,0 +The product is not reliable at all.,0 +I am very unhappy with the quality.,0 +The item does not work as described.,0 +I had to return this product.,0 +The quality is very low.,0 +The product is not worth the money.,0 +The item is very disappointing.,0 +I am very displeased with this product.,0 +The product is of low quality.,0 +The item does not meet my expectations.,0 +The product is not functional.,0 +The item arrived damaged.,0 +The product is not reliable.,0 +I am very dissatisfied with this purchase.,0 +The item is not worth buying.,0 +The quality is very bad.,0 +The product is not good value.,0 +The item does not work properly.,0 +I had a bad experience with this product.,0 +The quality is very poor.,0 +The product is not worth the cost.,0 +The item is very unreliable.,0 +I do not recommend this item.,0 +The product is not good quality.,0 +The item is very disappointing.,0 +I am very unhappy with this purchase.,0 +The product did not work as expected.,0 +The item is very poor quality.,0 +I do not recommend this purchase.,0 +The product is not reliable.,0 +The item is very disappointing.,0 +I am very dissatisfied with this item.,0 +The product is not functional.,0 +The item arrived broken.,0 +I am very displeased with this purchase.,0 +The product is of low quality.,0 +The item does not meet expectations.,0 +I had a bad experience with this item.,0 +The quality is not good.,0 +The product is very cheap.,0 +I am very unhappy with this product.,0 +The item is not satisfactory.,0 +The product did not work properly.,0 +The quality is very poor.,0 +I am very dissatisfied with my purchase.,0 +The product is not worth the cost.,0 +The item is very unreliable.,0 +I do not recommend this item.,0 +The product is not good value.,0 +I am very disappointed with this product.,0 +The item is not durable.,0 +The product quality is very bad.,0 +The item is not worth buying.,0 +I had a terrible experience with this.,0 +The product did not meet my expectations.,0 +The item arrived late and damaged.,0 +The product is not what I expected.,0 +The item is very poor quality.,0 +I am very unhappy with my purchase.,0 +The product is not reliable.,0 +The item does not work well.,0 +I had a bad experience with this product.,0 +The quality is very disappointing.,0 +The product is not good quality.,0 +I am very dissatisfied with the item.,0 +The product is not worth the price.,0 +The item is not durable.,0 +The product quality is very poor.,0 +I am very frustrated with this purchase.,0 +The product is not functional.,0 +The item arrived broken and late.,0 +The product is not reliable at all.,0 +I am very unhappy with the quality.,0 +The item does not work as described.,0 +I had to return this product.,0 +The quality is very low.,0 +The product is not worth the money.,0 +The item is very disappointing.,0 +I am very displeased with this product.,0 +The product is of low quality.,0 +The item does not meet my expectations.,0 +The product is not functional.,0 +The item arrived damaged.,0 +The product is not reliable.,0 +I am very dissatisfied with this purchase.,0 +The item is not worth buying.,0 +The quality is very bad.,0 +The product is not good value.,0 +The item does not work properly.,0 +I had a bad experience with this product.,0 +The quality is very poor.,0 +The product is not worth the cost.,0 +The item is very unreliable.,0 +I do not recommend this item.,0 +The product is not good quality.,0 +The item is very disappointing.,0 +I am very unhappy with this purchase.,0 +The product did not work as expected.,0 +The item is very poor quality.,0 +I do not recommend this purchase.,0 +The product is not reliable.,0 +The item is very disappointing.,0 +I am very dissatisfied with this item.,0 +The product is not functional.,0 +The item arrived broken.,0 +I am very displeased with this purchase.,0 +The product is of low quality.,0 +The item does not meet expectations.,0 +I had a bad experience with this item.,0 +The quality is not good.,0 +The product is very cheap.,0 +I am very unhappy with this product.,0 +The item is not satisfactory.,0 +The product did not work properly.,0 +The quality is very poor.,0 +I am very dissatisfied with my purchase.,0 +The product is not worth the cost.,0 +The item is very unreliable.,0 +I do not recommend this item.,0 +The product is not good value.,0 +I am very disappointed with this product.,0 +The item is not durable.,0 +The product quality is very bad.,0 +The item is not worth buying.,0 +I had a terrible experience with this.,0 +The product did not meet my expectations.,0 +The item arrived late and damaged.,0 +The product is not what I expected.,0 +The item is very poor quality.,0 +I am very unhappy with my purchase.,0 +The product is not reliable.,0 +The item does not work well.,0 +I had a bad experience with this product.,0 +The quality is very disappointing.,0 +The product is not good quality.,0 +I am very dissatisfied with the item.,0 +The product is not worth the price.,0 +The item is not durable.,0 +The product quality is very poor.,0 +I am very frustrated with this purchase.,0 +The product is not functional.,0 +The item arrived broken and late.,0 +The product is not reliable at all.,0 +I am very unhappy with the quality.,0 +The item does not work as described.,0 +I had to return this product.,0 +The quality is very low.,0 +The product is not worth the money.,0 +The item is very disappointing.,0 +I am very displeased with this product.,0 +The product is of low quality.,0 +The item does not meet my expectations.,0 +The product is not functional.,0 +The item arrived damaged.,0 +The product is not reliable.,0 +I am very dissatisfied with this purchase.,0 +The item is not worth buying.,0 +The quality is very bad.,0 +The product is not good value.,0 +The item does not work properly.,0 +I had a bad experience with this product.,0 +The quality is very poor.,0 +The product is not worth the cost.,0 +The item is very unreliable.,0 +I do not recommend this item.,0 +The product is not good quality.,0 +The item is very disappointing.,0 +I am very unhappy with this purchase.,0 +The product did not work as expected.,0 +The item is very poor quality.,0 +I do not recommend this purchase.,0 +The product is not reliable.,0 +The item is very disappointing.,0 +I am very dissatisfied with this item.,0 +The product is not functional.,0 +The item arrived broken.,0 +I am very displeased with this purchase.,0 +The product is of low quality.,0 +The item does not meet expectations.,0 +I had a bad experience with this item.,0 +The quality is not good.,0 +The product is very cheap.,0 +I am very unhappy with this product.,0 +The item is not satisfactory.,0 +The product did not work properly.,0 +The quality is very poor.,0 +I am very dissatisfied with my purchase.,0 +The product is not worth the cost.,0 +The item is very unreliable.,0 +I do not recommend this item.,0 +The product is not good value.,0 +I am very disappointed with this product.,0 +The item is not durable.,0 +The product quality is very bad.,0 +The item is not worth buying.,0 +I had a terrible experience with this.,0 +The product did not meet my expectations.,0 +The item arrived late and damaged.,0 +The product is not what I expected.,0 +The item is very poor quality.,0 +I am very unhappy with my purchase.,0 +The product is not reliable.,0 From 628556241e72e1e36c12e3ae9e7ccda66ebd429c Mon Sep 17 00:00:00 2001 From: Taeho Jo Date: Mon, 2 Sep 2024 22:26:51 -0400 Subject: [PATCH 20/37] no message --- ch05.ipynb | 10 ++++++++-- colab/ch05-colab.ipynb | 10 ++++++++-- 2 files changed, 16 insertions(+), 4 deletions(-) diff --git a/ch05.ipynb b/ch05.ipynb index f33759b..2ca192b 100644 --- a/ch05.ipynb +++ b/ch05.ipynb @@ -4626,7 +4626,10 @@ "#임의의 시간을 집어넣어 점수를 예측하는 모델을 테스트해 보겠습니다.\n", "\n", "hour = 7\n", - "prediction = model.predict([hour])\n", + "#prediction = model.predict([hour]) #텐서플로 2.9.0 까지만 가능\n", + "\n", + "input_data = tf.constant([[hour]]) # 텐서플로 버전업으로 인한 수정\n", + "prediction = model.predict(input_data)[0][0] # 텐서플로 버전업으로 인한 수정\n", "\n", "print(\"%.f시간을 공부할 경우의 예상 점수는 %.02f점입니다\" % (hour, prediction))" ] @@ -8800,7 +8803,10 @@ "\n", "hour = 7\n", "private_class = 4\n", - "prediction = model.predict([[hour, private_class]])\n", + "#prediction = model.predict([[hour, private_class]]) #텐서플로 2.9.0 까지만 가능\n", + "\n", + "input_data = tf.constant([[hour, private_class]]) # 텐서플로 버전업으로 인한 수정\n", + "prediction = model.predict(input_data)[0][0] # 텐서플로 버전업으로 인한 수정 \n", "\n", "print(\"%.f시간을 공부하고 %.f시간의 과외를 받을 경우, 예상 점수는 %.02f점입니다\" % (hour, private_class, prediction))" ] diff --git a/colab/ch05-colab.ipynb b/colab/ch05-colab.ipynb index 4b5262c..5464807 100644 --- a/colab/ch05-colab.ipynb +++ b/colab/ch05-colab.ipynb @@ -4667,7 +4667,10 @@ "# 임의의 시간을 집어넣어 점수를 예측하는 모델을 테스트해 보겠습니다.\n", "\n", "hour = 7\n", - "prediction = model.predict([hour])\n", + "#prediction = model.predict([hour]) #텐서플로 2.9.0 까지만 가능\n", + "\n", + "input_data = tf.constant([[hour]]) # 텐서플로 버전업으로 인한 수정\n", + "prediction = model.predict(input_data)[0][0] # 텐서플로 버전업으로 인한 수정\n", "\n", "print(\"%.f시간을 공부할 경우의 예상 점수는 %.02f점입니다\" % (hour, prediction))" ] @@ -8861,7 +8864,10 @@ "\n", "hour = 7\n", "private_class = 4\n", - "prediction = model.predict([[hour, private_class]])\n", + "#prediction = model.predict([[hour, private_class]]) #텐서플로 2.9.0 까지만 가능\n", + "\n", + "input_data = tf.constant([[hour, private_class]]) # 텐서플로 버전업으로 인한 수정\n", + "prediction = model.predict(input_data)[0][0] # 텐서플로 버전업으로 인한 수정 \n", "\n", "print(\"%.f시간을 공부하고 %.f시간의 과외를 받을 경우, 예상 점수는 %.02f점입니다\" % (hour, private_class, prediction))" ] From 603279f2c26d04dcbe35541647d157d71edd4158 Mon Sep 17 00:00:00 2001 From: Taeho Jo Date: Mon, 2 Sep 2024 22:45:31 -0400 Subject: [PATCH 21/37] no message --- README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/README.md b/README.md index 27da903..0dbced3 100644 --- a/README.md +++ b/README.md @@ -1,7 +1,7 @@ ## 모두의 딥러닝 개정 3판 소스코드 + [Youtube](https://www.youtube.com/@taehojo) -+ [정오표](https://taehojo.github.io/book/deeplearning-20231129.pdf) ++ [정오표](https://taehojo.github.io/book/deeplearning-20240902.pdf) ------ From 80ec7e5bcc0b4e250040e034f598c0e6f044eda9 Mon Sep 17 00:00:00 2001 From: Taeho Jo Date: Tue, 3 Sep 2024 14:55:50 -0400 Subject: [PATCH 22/37] no message --- ch05.ipynb | 3 +++ colab/ch05-colab.ipynb | 4 ++++ 2 files changed, 7 insertions(+) diff --git a/ch05.ipynb b/ch05.ipynb index 2ca192b..3ad3bd3 100644 --- a/ch05.ipynb +++ b/ch05.ipynb @@ -4623,6 +4623,8 @@ } ], "source": [ + "import tensorflow as tf\n", + "\n", "#임의의 시간을 집어넣어 점수를 예측하는 모델을 테스트해 보겠습니다.\n", "\n", "hour = 7\n", @@ -8799,6 +8801,7 @@ } ], "source": [ + "import tensorflow as tf\n", "#임의의 학습 시간과 과외 시간을 집어넣어 점수를 예측하는 모델을 테스트해 보겠습니다.\n", "\n", "hour = 7\n", diff --git a/colab/ch05-colab.ipynb b/colab/ch05-colab.ipynb index 5464807..93c7110 100644 --- a/colab/ch05-colab.ipynb +++ b/colab/ch05-colab.ipynb @@ -4664,6 +4664,8 @@ } ], "source": [ + "import tensorflow as tf\n", + "\n", "# 임의의 시간을 집어넣어 점수를 예측하는 모델을 테스트해 보겠습니다.\n", "\n", "hour = 7\n", @@ -8860,6 +8862,8 @@ } ], "source": [ + "import tensorflow as tf\n", + "\n", "# 임의의 학습 시간과 과외 시간을 집어넣어 점수를 예측하는 모델을 테스트해 보겠습니다.\n", "\n", "hour = 7\n", From ae3ad548006da68930b6f0017fe8b9e82a7ecd21 Mon Sep 17 00:00:00 2001 From: Taeho Jo Date: Tue, 3 Sep 2024 15:42:52 -0400 Subject: [PATCH 23/37] no message --- ch05.ipynb | 4 +- ch06.ipynb | 12 +- ch14.ipynb | 8 +- ch15.ipynb | 2 +- colab/ch06-colab.ipynb | 10442 ++++++++++++++++++++++++++++++++++++++- colab/ch14-colab.ipynb | 8 +- colab/ch15-colab.ipynb | 1537 +++++- 7 files changed, 11997 insertions(+), 16 deletions(-) diff --git a/ch05.ipynb b/ch05.ipynb index 3ad3bd3..04bf438 100644 --- a/ch05.ipynb +++ b/ch05.ipynb @@ -4568,7 +4568,7 @@ "model.compile(optimizer='sgd', loss='mse')\n", "\n", "# 오차를 최소화하는 과정을 2000번 반복합니다.\n", - "model.fit(x, y, epochs=2000)" + "model.fit(x, y, epochs=2000, verbose=0) #verbose=0은 출력을 생략합니다. 출력을 확인하고 싶은 경우 verbose=1로 설정하세요." ] }, { @@ -8777,7 +8777,7 @@ "model.add(Dense(1, input_dim=2, activation='linear'))\n", "model.compile(optimizer='sgd' ,loss='mse')\n", "\n", - "model.fit(x, y, epochs=2000)" + "model.fit(x, y, epochs=2000, verbose=0) #verbose=0은 출력을 생략합니다. 출력을 확인하고 싶은 경우 verbose=1로 설정하세요." ] }, { diff --git a/ch06.ipynb b/ch06.ipynb index b3ace85..a636e50 100644 --- a/ch06.ipynb +++ b/ch06.ipynb @@ -10318,7 +10318,7 @@ "# 교차 엔트로피 오차 함수를 이용하기 위하여 'binary_crossentropy'로 설정합니다. \n", "model.compile(optimizer='sgd' ,loss='binary_crossentropy')\n", "\n", - "model.fit(x, y, epochs=5000)" + "model.fit(x, y, epochs=5000, verbose=0) #verbose=1 진행 화면 출력, verbose=0 진행 화면 출력 안함." ] }, { @@ -10371,10 +10371,16 @@ } ], "source": [ - "#임의의 학습시간을 집어넣어 합격 예상 확률을 예측해 보겠습니다.\n", + "import tensorflow as tf\n", + "\n", + "# 임의의 학습 시간을 집어넣어 합격 예상 확률을 예측해 보겠습니다.\n", "\n", "hour = 7\n", - "prediction = model.predict([hour])\n", + "#prediction = model.predict([hour]) #텐서플로 2.9.0 까지만 가능\n", + "\n", + "input_data = tf.constant([[hour]]) \n", + "prediction = model.predict(input_data)[0][0] \n", + "\n", "\n", "print(\"%.f시간을 공부할 경우, 합격 예상 확률은 %.01f%%입니다\" % (hour, prediction * 100))" ] diff --git a/ch14.ipynb b/ch14.ipynb index 8b70055..e96e05a 100644 --- a/ch14.ipynb +++ b/ch14.ipynb @@ -666,7 +666,7 @@ ], "source": [ "# 모델 저장의 조건을 설정합니다.\n", - "modelpath=\"./data/model/all/{epoch:02d}-{val_accuracy:.4f}.hdf5\"\n", + "modelpath=\"./data/model/all/{epoch:02d}-{val_accuracy:.4f}.keras\"\n", "checkpointer = ModelCheckpoint(filepath=modelpath, verbose=1)\n", "\n", "# 모델을 실행합니다. \n", @@ -707,7 +707,7 @@ "outputs": [], "source": [ "# 그래프 확인을 위한 긴 학습 (컴퓨터 환경에 따라 시간이 다소 걸릴수 있습니다)\n", - "history=model.fit(X_train, y_train, epochs=2000, batch_size=500, verbose=0, validation_split=0.25)" + "history=model.fit(X_train, y_train, epochs=2000, batch_size=500, verbose=0, validation_split=0.25) " ] }, { @@ -1803,13 +1803,13 @@ "early_stopping_callback = EarlyStopping(monitor='val_loss', patience=20)\n", "\n", "#최적화 모델이 저장될 폴더와 모델의 이름을 정합니다.\n", - "modelpath=\"./data/model/Ch14-4-bestmodel.hdf5\"\n", + "modelpath=\"./data/model/Ch14-4-bestmodel.keras\"\n", "\n", "# 최적화 모델을 업데이트하고 저장합니다.\n", "checkpointer = ModelCheckpoint(filepath=modelpath, monitor='val_loss', verbose=0, save_best_only=True)\n", "\n", "#모델을 실행합니다.\n", - "history=model.fit(X_train, y_train, epochs=2000, batch_size=500, validation_split=0.25, verbose=1, callbacks=[early_stopping_callback,checkpointer])\n" + "history=model.fit(X_train, y_train, epochs=2000, batch_size=500, validation_split=0.25, verbose=1, callbacks=[early_stopping_callback,checkpointer], verbose=0) #verbose=1 진행 화면 출력, verbose=0 진행 화면 출력 안함.\n" ] }, { diff --git a/ch15.ipynb b/ch15.ipynb index c11a221..6f3e5a4 100644 --- a/ch15.ipynb +++ b/ch15.ipynb @@ -1378,7 +1378,7 @@ "early_stopping_callback = EarlyStopping(monitor='val_loss', patience=20)\n", "\n", "# 모델의 이름을 정합니다.\n", - "modelpath=\"./data/model/Ch15-house.hdf5\"\n", + "modelpath=\"./data/model/Ch15-house.keras\"\n", "\n", "# 최적화 모델을 업데이트하고 저장합니다.\n", "checkpointer = ModelCheckpoint(filepath=modelpath, monitor='val_loss', verbose=0, save_best_only=True)\n", diff --git a/colab/ch06-colab.ipynb b/colab/ch06-colab.ipynb index a42e1da..4f88238 100644 --- a/colab/ch06-colab.ipynb +++ b/colab/ch06-colab.ipynb @@ -1 +1,10441 @@ -{"cells":[{"cell_type":"markdown","id":"14f3d9bb","metadata":{"id":"14f3d9bb"},"source":["# 6장. 로지스틱 회귀 모델: 참 거짓 판단하기"]},{"cell_type":"markdown","id":"31aa0af8","metadata":{"id":"31aa0af8"},"source":["## 5. 텐서플로에서 실행하는 로지스틱 회귀 모델"]},{"cell_type":"markdown","id":"3bd0ceed","metadata":{"id":"3bd0ceed"},"source":["### 1.환경 준비"]},{"cell_type":"code","execution_count":null,"id":"38ce6ac5","metadata":{"id":"38ce6ac5"},"outputs":[],"source":["import numpy as np\n","import matplotlib.pyplot as plt\n","from tensorflow.keras.models import Sequential\n","from tensorflow.keras.layers import Dense"]},{"cell_type":"markdown","id":"00f9c412","metadata":{"id":"00f9c412"},"source":["### 2. 데이터 준비"]},{"cell_type":"code","execution_count":null,"id":"92e915e0","metadata":{"id":"92e915e0"},"outputs":[],"source":["x = np.array([2, 4, 6, 8, 10, 12, 14])\n","y = np.array([0, 0, 0, 1, 1, 1, 1]) "]},{"cell_type":"markdown","id":"605e6ad0","metadata":{"id":"605e6ad0"},"source":["### 3. 모델 실행"]},{"cell_type":"code","execution_count":null,"id":"f2735f67","metadata":{"id":"f2735f67","outputId":"0bb60783-e36e-499b-e5c7-462204ef34f2"},"outputs":[{"name":"stdout","output_type":"stream","text":["Epoch 1/5000\n","1/1 [==============================] - 0s 183ms/step - loss: 0.5741\n","Epoch 2/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.5677\n","Epoch 3/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.5632\n","Epoch 4/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.5599\n","Epoch 5/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.5574\n","Epoch 6/5000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.5555\n","Epoch 7/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.5541\n","Epoch 8/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.5530\n","Epoch 9/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.5521\n","Epoch 10/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.5513\n","Epoch 11/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.5507\n","Epoch 12/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.5502\n","Epoch 13/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.5497\n","Epoch 14/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.5493\n","Epoch 15/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.5489\n","Epoch 16/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.5486\n","Epoch 17/5000\n","1/1 [==============================] - 0s 997us/step - loss: 0.5482\n","Epoch 18/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.5479\n","Epoch 19/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.5476\n","Epoch 20/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.5473\n","Epoch 21/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.5470\n","Epoch 22/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.5468\n","Epoch 23/5000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.5465\n","Epoch 24/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.5462\n","Epoch 25/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.5459\n","Epoch 26/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.5457\n","Epoch 27/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.5454\n","Epoch 28/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.5451\n","Epoch 29/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.5449\n","Epoch 30/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.5446\n","Epoch 31/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.5444\n","Epoch 32/5000\n","1/1 [==============================] - 0s 997us/step - loss: 0.5441\n","Epoch 33/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.5438\n","Epoch 34/5000\n","1/1 [==============================] - 0s 997us/step - loss: 0.5436\n","Epoch 35/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.5433\n","Epoch 36/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.5431\n","Epoch 37/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.5428\n","Epoch 38/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.5426\n","Epoch 39/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.5423\n","Epoch 40/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.5420\n","Epoch 41/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.5418\n","Epoch 42/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.5415\n","Epoch 43/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.5413\n","Epoch 44/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.5410\n","Epoch 45/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.5408\n","Epoch 46/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.5405\n","Epoch 47/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.5402\n","Epoch 48/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.5400\n","Epoch 49/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.5397\n","Epoch 50/5000\n","1/1 [==============================] - 0s 997us/step - loss: 0.5395\n","Epoch 51/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.5392\n","Epoch 52/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.5390\n","Epoch 53/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.5387\n","Epoch 54/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.5385\n","Epoch 55/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.5382\n","Epoch 56/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.5380\n","Epoch 57/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.5377\n","Epoch 58/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.5375\n","Epoch 59/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.5372\n","Epoch 60/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.5369\n","Epoch 61/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.5367\n","Epoch 62/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.5364\n","Epoch 63/5000\n","1/1 [==============================] - 0s 996us/step - loss: 0.5362\n","Epoch 64/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.5359\n","Epoch 65/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.5357\n","Epoch 66/5000\n","1/1 [==============================] - 0s 996us/step - loss: 0.5354\n","Epoch 67/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.5352\n","Epoch 68/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.5349\n","Epoch 69/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.5347\n","Epoch 70/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.5344\n","Epoch 71/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.5342\n","Epoch 72/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.5339\n","Epoch 73/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.5337\n","Epoch 74/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.5334\n","Epoch 75/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.5332\n","Epoch 76/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.5329\n","Epoch 77/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.5327\n","Epoch 78/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.5324\n","Epoch 79/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.5322\n","Epoch 80/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.5319\n","Epoch 81/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.5317\n","Epoch 82/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.5314\n","Epoch 83/5000\n","1/1 [==============================] - 0s 996us/step - loss: 0.5312\n","Epoch 84/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.5309\n","Epoch 85/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.5307\n","Epoch 86/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.5305\n","Epoch 87/5000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.5302\n","Epoch 88/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.5300\n","Epoch 89/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.5297\n","Epoch 90/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.5295\n","Epoch 91/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.5292\n","Epoch 92/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.5290\n","Epoch 93/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.5287\n","Epoch 94/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.5285\n","Epoch 95/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.5282\n","Epoch 96/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.5280\n","Epoch 97/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.5277\n","Epoch 98/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.5275\n","Epoch 99/5000\n","1/1 [==============================] - 0s 996us/step - loss: 0.5273\n","Epoch 100/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.5270\n","Epoch 101/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.5268\n","Epoch 102/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.5265\n","Epoch 103/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.5263\n","Epoch 104/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.5260\n","Epoch 105/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.5258\n","Epoch 106/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.5256\n","Epoch 107/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.5253\n","Epoch 108/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.5251\n","Epoch 109/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.5248\n","Epoch 110/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.5246\n","Epoch 111/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.5243\n","Epoch 112/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.5241\n","Epoch 113/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.5239\n","Epoch 114/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.5236\n","Epoch 115/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.5234\n","Epoch 116/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.5231\n","Epoch 117/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.5229\n","Epoch 118/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.5227\n","Epoch 119/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.5224\n","Epoch 120/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.5222\n","Epoch 121/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.5219\n","Epoch 122/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.5217\n","Epoch 123/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.5215\n","Epoch 124/5000\n","1/1 [==============================] - 0s 5ms/step - loss: 0.5212\n","Epoch 125/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.5210\n","Epoch 126/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.5207\n","Epoch 127/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.5205\n","Epoch 128/5000\n","1/1 [==============================] - 0s 3ms/step - loss: 0.5203\n","Epoch 129/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.5200\n","Epoch 130/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.5198\n","Epoch 131/5000\n","1/1 [==============================] - 0s 997us/step - loss: 0.5195\n","Epoch 132/5000\n","1/1 [==============================] - 0s 997us/step - loss: 0.5193\n","Epoch 133/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.5191\n","Epoch 134/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.5188\n","Epoch 135/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.5186\n","Epoch 136/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.5184\n","Epoch 137/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.5181\n","Epoch 138/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.5179\n","Epoch 139/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.5177\n","Epoch 140/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.5174\n","Epoch 141/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.5172\n","Epoch 142/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.5169\n","Epoch 143/5000\n","1/1 [==============================] - 0s 997us/step - loss: 0.5167\n","Epoch 144/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.5165\n","Epoch 145/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.5162\n","Epoch 146/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.5160\n","Epoch 147/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.5158\n","Epoch 148/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.5155\n","Epoch 149/5000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.5153\n","Epoch 150/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.5151\n","Epoch 151/5000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.5148\n","Epoch 152/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.5146\n","Epoch 153/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.5144\n","Epoch 154/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.5141\n","Epoch 155/5000\n","1/1 [==============================] - 0s 997us/step - loss: 0.5139\n","Epoch 156/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.5137\n","Epoch 157/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.5134\n","Epoch 158/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.5132\n","Epoch 159/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.5130\n","Epoch 160/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.5127\n","Epoch 161/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.5125\n","Epoch 162/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.5123\n","Epoch 163/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.5120\n","Epoch 164/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.5118\n","Epoch 165/5000\n","1/1 [==============================] - 0s 6ms/step - loss: 0.5116\n","Epoch 166/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.5113\n","Epoch 167/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.5111\n","Epoch 168/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.5109\n","Epoch 169/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.5107\n","Epoch 170/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.5104\n","Epoch 171/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.5102\n","Epoch 172/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.5100\n","Epoch 173/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.5097\n","Epoch 174/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.5095\n","Epoch 175/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.5093\n","Epoch 176/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.5090\n","Epoch 177/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.5088\n","Epoch 178/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.5086\n","Epoch 179/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.5084\n","Epoch 180/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.5081\n","Epoch 181/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.5079\n","Epoch 182/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.5077\n","Epoch 183/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.5075\n","Epoch 184/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.5072\n","Epoch 185/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.5070\n","Epoch 186/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.5068\n","Epoch 187/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.5065\n","Epoch 188/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.5063\n","Epoch 189/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.5061\n","Epoch 190/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.5059\n","Epoch 191/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.5056\n","Epoch 192/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.5054\n","Epoch 193/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.5052\n","Epoch 194/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.5050\n","Epoch 195/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.5047\n","Epoch 196/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.5045\n","Epoch 197/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.5043\n","Epoch 198/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.5041\n","Epoch 199/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.5038\n","Epoch 200/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.5036\n","Epoch 201/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.5034\n","Epoch 202/5000\n"]},{"name":"stdout","output_type":"stream","text":["1/1 [==============================] - 0s 1ms/step - loss: 0.5032\n","Epoch 203/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.5029\n","Epoch 204/5000\n","1/1 [==============================] - 0s 997us/step - loss: 0.5027\n","Epoch 205/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.5025\n","Epoch 206/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.5023\n","Epoch 207/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.5020\n","Epoch 208/5000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.5018\n","Epoch 209/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.5016\n","Epoch 210/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.5014\n","Epoch 211/5000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.5012\n","Epoch 212/5000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.5009\n","Epoch 213/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.5007\n","Epoch 214/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.5005\n","Epoch 215/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.5003\n","Epoch 216/5000\n","1/1 [==============================] - 0s 997us/step - loss: 0.5000\n","Epoch 217/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.4998\n","Epoch 218/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.4996\n","Epoch 219/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.4994\n","Epoch 220/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.4992\n","Epoch 221/5000\n","1/1 [==============================] - 0s 997us/step - loss: 0.4989\n","Epoch 222/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.4987\n","Epoch 223/5000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.4985\n","Epoch 224/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.4983\n","Epoch 225/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.4981\n","Epoch 226/5000\n","1/1 [==============================] - 0s 997us/step - loss: 0.4978\n","Epoch 227/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.4976\n","Epoch 228/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.4974\n","Epoch 229/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.4972\n","Epoch 230/5000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.4970\n","Epoch 231/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.4967\n","Epoch 232/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.4965\n","Epoch 233/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.4963\n","Epoch 234/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.4961\n","Epoch 235/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.4959\n","Epoch 236/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.4957\n","Epoch 237/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.4954\n","Epoch 238/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.4952\n","Epoch 239/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.4950\n","Epoch 240/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.4948\n","Epoch 241/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.4946\n","Epoch 242/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.4944\n","Epoch 243/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.4941\n","Epoch 244/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.4939\n","Epoch 245/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.4937\n","Epoch 246/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.4935\n","Epoch 247/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.4933\n","Epoch 248/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.4931\n","Epoch 249/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.4928\n","Epoch 250/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.4926\n","Epoch 251/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.4924\n","Epoch 252/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.4922\n","Epoch 253/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.4920\n","Epoch 254/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.4918\n","Epoch 255/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.4916\n","Epoch 256/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.4913\n","Epoch 257/5000\n","1/1 [==============================] - 0s 996us/step - loss: 0.4911\n","Epoch 258/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.4909\n","Epoch 259/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.4907\n","Epoch 260/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.4905\n","Epoch 261/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.4903\n","Epoch 262/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.4901\n","Epoch 263/5000\n","1/1 [==============================] - 0s 3ms/step - loss: 0.4899\n","Epoch 264/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.4896\n","Epoch 265/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.4894\n","Epoch 266/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.4892\n","Epoch 267/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.4890\n","Epoch 268/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.4888\n","Epoch 269/5000\n","1/1 [==============================] - 0s 997us/step - loss: 0.4886\n","Epoch 270/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.4884\n","Epoch 271/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.4882\n","Epoch 272/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.4879\n","Epoch 273/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.4877\n","Epoch 274/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.4875\n","Epoch 275/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.4873\n","Epoch 276/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.4871\n","Epoch 277/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.4869\n","Epoch 278/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.4867\n","Epoch 279/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.4865\n","Epoch 280/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.4863\n","Epoch 281/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.4861\n","Epoch 282/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.4858\n","Epoch 283/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.4856\n","Epoch 284/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.4854\n","Epoch 285/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.4852\n","Epoch 286/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.4850\n","Epoch 287/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.4848\n","Epoch 288/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.4846\n","Epoch 289/5000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.4844\n","Epoch 290/5000\n","1/1 [==============================] - 0s 993us/step - loss: 0.4842\n","Epoch 291/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.4840\n","Epoch 292/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.4838\n","Epoch 293/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.4836\n","Epoch 294/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.4833\n","Epoch 295/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.4831\n","Epoch 296/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.4829\n","Epoch 297/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.4827\n","Epoch 298/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.4825\n","Epoch 299/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.4823\n","Epoch 300/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.4821\n","Epoch 301/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.4819\n","Epoch 302/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.4817\n","Epoch 303/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.4815\n","Epoch 304/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.4813\n","Epoch 305/5000\n","1/1 [==============================] - 0s 996us/step - loss: 0.4811\n","Epoch 306/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.4809\n","Epoch 307/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.4807\n","Epoch 308/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.4805\n","Epoch 309/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.4803\n","Epoch 310/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.4801\n","Epoch 311/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.4799\n","Epoch 312/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.4796\n","Epoch 313/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.4794\n","Epoch 314/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.4792\n","Epoch 315/5000\n","1/1 [==============================] - 0s 3ms/step - loss: 0.4790\n","Epoch 316/5000\n","1/1 [==============================] - 0s 996us/step - loss: 0.4788\n","Epoch 317/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.4786\n","Epoch 318/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.4784\n","Epoch 319/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.4782\n","Epoch 320/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.4780\n","Epoch 321/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.4778\n","Epoch 322/5000\n","1/1 [==============================] - 0s 997us/step - loss: 0.4776\n","Epoch 323/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.4774\n","Epoch 324/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.4772\n","Epoch 325/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.4770\n","Epoch 326/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.4768\n","Epoch 327/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.4766\n","Epoch 328/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.4764\n","Epoch 329/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.4762\n","Epoch 330/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.4760\n","Epoch 331/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.4758\n","Epoch 332/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.4756\n","Epoch 333/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.4754\n","Epoch 334/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.4752\n","Epoch 335/5000\n","1/1 [==============================] - 0s 993us/step - loss: 0.4750\n","Epoch 336/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.4748\n","Epoch 337/5000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.4746\n","Epoch 338/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.4744\n","Epoch 339/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.4742\n","Epoch 340/5000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.4740\n","Epoch 341/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.4738\n","Epoch 342/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.4736\n","Epoch 343/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.4734\n","Epoch 344/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.4732\n","Epoch 345/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.4730\n","Epoch 346/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.4728\n","Epoch 347/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.4726\n","Epoch 348/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.4724\n","Epoch 349/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.4722\n","Epoch 350/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.4720\n","Epoch 351/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.4718\n","Epoch 352/5000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.4716\n","Epoch 353/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.4714\n","Epoch 354/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.4712\n","Epoch 355/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.4710\n","Epoch 356/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.4708\n","Epoch 357/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.4706\n","Epoch 358/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.4704\n","Epoch 359/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.4702\n","Epoch 360/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.4700\n","Epoch 361/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.4699\n","Epoch 362/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.4697\n","Epoch 363/5000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.4695\n","Epoch 364/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.4693\n","Epoch 365/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.4691\n","Epoch 366/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.4689\n","Epoch 367/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.4687\n","Epoch 368/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.4685\n","Epoch 369/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.4683\n","Epoch 370/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.4681\n","Epoch 371/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.4679\n","Epoch 372/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.4677\n","Epoch 373/5000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.4675\n","Epoch 374/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.4673\n","Epoch 375/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.4671\n","Epoch 376/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.4669\n","Epoch 377/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.4667\n","Epoch 378/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.4665\n","Epoch 379/5000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.4664\n","Epoch 380/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.4662\n","Epoch 381/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.4660\n","Epoch 382/5000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.4658\n","Epoch 383/5000\n","1/1 [==============================] - 0s 996us/step - loss: 0.4656\n","Epoch 384/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.4654\n","Epoch 385/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.4652\n","Epoch 386/5000\n","1/1 [==============================] - 0s 997us/step - loss: 0.4650\n","Epoch 387/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.4648\n","Epoch 388/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.4646\n","Epoch 389/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.4644\n","Epoch 390/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.4642\n","Epoch 391/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.4641\n","Epoch 392/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.4639\n","Epoch 393/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.4637\n","Epoch 394/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.4635\n","Epoch 395/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.4633\n","Epoch 396/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.4631\n","Epoch 397/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.4629\n","Epoch 398/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.4627\n","Epoch 399/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.4625\n","Epoch 400/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.4623\n","Epoch 401/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.4622\n","Epoch 402/5000\n"]},{"name":"stdout","output_type":"stream","text":["1/1 [==============================] - 0s 994us/step - loss: 0.4620\n","Epoch 403/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.4618\n","Epoch 404/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.4616\n","Epoch 405/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.4614\n","Epoch 406/5000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.4612\n","Epoch 407/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.4610\n","Epoch 408/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.4608\n","Epoch 409/5000\n","1/1 [==============================] - 0s 997us/step - loss: 0.4606\n","Epoch 410/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.4605\n","Epoch 411/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.4603\n","Epoch 412/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.4601\n","Epoch 413/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.4599\n","Epoch 414/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.4597\n","Epoch 415/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.4595\n","Epoch 416/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.4593\n","Epoch 417/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.4591\n","Epoch 418/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.4590\n","Epoch 419/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.4588\n","Epoch 420/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.4586\n","Epoch 421/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.4584\n","Epoch 422/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.4582\n","Epoch 423/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.4580\n","Epoch 424/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.4578\n","Epoch 425/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.4577\n","Epoch 426/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.4575\n","Epoch 427/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.4573\n","Epoch 428/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.4571\n","Epoch 429/5000\n","1/1 [==============================] - 0s 997us/step - loss: 0.4569\n","Epoch 430/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.4567\n","Epoch 431/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.4565\n","Epoch 432/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.4564\n","Epoch 433/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.4562\n","Epoch 434/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.4560\n","Epoch 435/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.4558\n","Epoch 436/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.4556\n","Epoch 437/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.4554\n","Epoch 438/5000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.4553\n","Epoch 439/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.4551\n","Epoch 440/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.4549\n","Epoch 441/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.4547\n","Epoch 442/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.4545\n","Epoch 443/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.4543\n","Epoch 444/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.4542\n","Epoch 445/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.4540\n","Epoch 446/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.4538\n","Epoch 447/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.4536\n","Epoch 448/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.4534\n","Epoch 449/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.4532\n","Epoch 450/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.4531\n","Epoch 451/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.4529\n","Epoch 452/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.4527\n","Epoch 453/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.4525\n","Epoch 454/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.4523\n","Epoch 455/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.4522\n","Epoch 456/5000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.4520\n","Epoch 457/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.4518\n","Epoch 458/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.4516\n","Epoch 459/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.4514\n","Epoch 460/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.4512\n","Epoch 461/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.4511\n","Epoch 462/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.4509\n","Epoch 463/5000\n","1/1 [==============================] - 0s 995us/step - loss: 0.4507\n","Epoch 464/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.4505\n","Epoch 465/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.4503\n","Epoch 466/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.4502\n","Epoch 467/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.4500\n","Epoch 468/5000\n","1/1 [==============================] - 0s 997us/step - loss: 0.4498\n","Epoch 469/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.4496\n","Epoch 470/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.4495\n","Epoch 471/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.4493\n","Epoch 472/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.4491\n","Epoch 473/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.4489\n","Epoch 474/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.4487\n","Epoch 475/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.4486\n","Epoch 476/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.4484\n","Epoch 477/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.4482\n","Epoch 478/5000\n","1/1 [==============================] - 0s 997us/step - loss: 0.4480\n","Epoch 479/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.4479\n","Epoch 480/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.4477\n","Epoch 481/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.4475\n","Epoch 482/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.4473\n","Epoch 483/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.4471\n","Epoch 484/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.4470\n","Epoch 485/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.4468\n","Epoch 486/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.4466\n","Epoch 487/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.4464\n","Epoch 488/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.4463\n","Epoch 489/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.4461\n","Epoch 490/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.4459\n","Epoch 491/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.4457\n","Epoch 492/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.4456\n","Epoch 493/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.4454\n","Epoch 494/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.4452\n","Epoch 495/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.4450\n","Epoch 496/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.4449\n","Epoch 497/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.4447\n","Epoch 498/5000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.4445\n","Epoch 499/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.4443\n","Epoch 500/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.4442\n","Epoch 501/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.4440\n","Epoch 502/5000\n"]},{"name":"stdout","output_type":"stream","text":["1/1 [==============================] - 0s 1000us/step - loss: 0.4438\n","Epoch 503/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.4436\n","Epoch 504/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.4435\n","Epoch 505/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.4433\n","Epoch 506/5000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.4431\n","Epoch 507/5000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.4429\n","Epoch 508/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.4428\n","Epoch 509/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.4426\n","Epoch 510/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.4424\n","Epoch 511/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.4422\n","Epoch 512/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.4421\n","Epoch 513/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.4419\n","Epoch 514/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.4417\n","Epoch 515/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.4416\n","Epoch 516/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.4414\n","Epoch 517/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.4412\n","Epoch 518/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.4410\n","Epoch 519/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.4409\n","Epoch 520/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.4407\n","Epoch 521/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.4405\n","Epoch 522/5000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.4404\n","Epoch 523/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.4402\n","Epoch 524/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.4400\n","Epoch 525/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.4398\n","Epoch 526/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.4397\n","Epoch 527/5000\n","1/1 [==============================] - 0s 996us/step - loss: 0.4395\n","Epoch 528/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.4393\n","Epoch 529/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.4392\n","Epoch 530/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.4390\n","Epoch 531/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.4388\n","Epoch 532/5000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.4386\n","Epoch 533/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.4385\n","Epoch 534/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.4383\n","Epoch 535/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.4381\n","Epoch 536/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.4380\n","Epoch 537/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.4378\n","Epoch 538/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.4376\n","Epoch 539/5000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.4375\n","Epoch 540/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.4373\n","Epoch 541/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.4371\n","Epoch 542/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.4370\n","Epoch 543/5000\n","1/1 [==============================] - 0s 997us/step - loss: 0.4368\n","Epoch 544/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.4366\n","Epoch 545/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.4365\n","Epoch 546/5000\n","1/1 [==============================] - 0s 997us/step - loss: 0.4363\n","Epoch 547/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.4361\n","Epoch 548/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.4359\n","Epoch 549/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.4358\n","Epoch 550/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.4356\n","Epoch 551/5000\n","1/1 [==============================] - 0s 997us/step - loss: 0.4354\n","Epoch 552/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.4353\n","Epoch 553/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.4351\n","Epoch 554/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.4349\n","Epoch 555/5000\n","1/1 [==============================] - 0s 997us/step - loss: 0.4348\n","Epoch 556/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.4346\n","Epoch 557/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.4344\n","Epoch 558/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.4343\n","Epoch 559/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.4341\n","Epoch 560/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.4339\n","Epoch 561/5000\n","1/1 [==============================] - 0s 953us/step - loss: 0.4338\n","Epoch 562/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.4336\n","Epoch 563/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.4334\n","Epoch 564/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.4333\n","Epoch 565/5000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.4331\n","Epoch 566/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.4330\n","Epoch 567/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.4328\n","Epoch 568/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.4326\n","Epoch 569/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.4325\n","Epoch 570/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.4323\n","Epoch 571/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.4321\n","Epoch 572/5000\n","1/1 [==============================] - 0s 997us/step - loss: 0.4320\n","Epoch 573/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.4318\n","Epoch 574/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.4316\n","Epoch 575/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.4315\n","Epoch 576/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.4313\n","Epoch 577/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.4311\n","Epoch 578/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.4310\n","Epoch 579/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.4308\n","Epoch 580/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.4307\n","Epoch 581/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.4305\n","Epoch 582/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.4303\n","Epoch 583/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.4302\n","Epoch 584/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.4300\n","Epoch 585/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.4298\n","Epoch 586/5000\n","1/1 [==============================] - 0s 996us/step - loss: 0.4297\n","Epoch 587/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.4295\n","Epoch 588/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.4293\n","Epoch 589/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.4292\n","Epoch 590/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.4290\n","Epoch 591/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.4289\n","Epoch 592/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.4287\n","Epoch 593/5000\n","1/1 [==============================] - 0s 997us/step - loss: 0.4285\n","Epoch 594/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.4284\n","Epoch 595/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.4282\n","Epoch 596/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.4281\n","Epoch 597/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.4279\n","Epoch 598/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.4277\n","Epoch 599/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.4276\n","Epoch 600/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.4274\n","Epoch 601/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.4272\n","Epoch 602/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.4271\n","Epoch 603/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.4269\n","Epoch 604/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.4268\n","Epoch 605/5000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.4266\n","Epoch 606/5000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.4264\n","Epoch 607/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.4263\n","Epoch 608/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.4261\n","Epoch 609/5000\n","1/1 [==============================] - 0s 997us/step - loss: 0.4260\n","Epoch 610/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.4258\n","Epoch 611/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.4256\n","Epoch 612/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.4255\n","Epoch 613/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.4253\n","Epoch 614/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.4252\n","Epoch 615/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.4250\n","Epoch 616/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.4249\n","Epoch 617/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.4247\n","Epoch 618/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.4245\n","Epoch 619/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.4244\n","Epoch 620/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.4242\n","Epoch 621/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.4241\n","Epoch 622/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.4239\n","Epoch 623/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.4237\n","Epoch 624/5000\n","1/1 [==============================] - 0s 3ms/step - loss: 0.4236\n","Epoch 625/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.4234\n","Epoch 626/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.4233\n","Epoch 627/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.4231\n","Epoch 628/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.4230\n","Epoch 629/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.4228\n","Epoch 630/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.4226\n","Epoch 631/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.4225\n","Epoch 632/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.4223\n","Epoch 633/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.4222\n","Epoch 634/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.4220\n","Epoch 635/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.4219\n","Epoch 636/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.4217\n","Epoch 637/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.4216\n","Epoch 638/5000\n","1/1 [==============================] - 0s 997us/step - loss: 0.4214\n","Epoch 639/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.4212\n","Epoch 640/5000\n","1/1 [==============================] - 0s 997us/step - loss: 0.4211\n","Epoch 641/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.4209\n","Epoch 642/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.4208\n","Epoch 643/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.4206\n","Epoch 644/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.4205\n","Epoch 645/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.4203\n","Epoch 646/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.4202\n","Epoch 647/5000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.4200\n","Epoch 648/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.4198\n","Epoch 649/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.4197\n","Epoch 650/5000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.4195\n","Epoch 651/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.4194\n","Epoch 652/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.4192\n","Epoch 653/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.4191\n","Epoch 654/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.4189\n","Epoch 655/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.4188\n","Epoch 656/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.4186\n","Epoch 657/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.4185\n","Epoch 658/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.4183\n","Epoch 659/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.4181\n","Epoch 660/5000\n","1/1 [==============================] - 0s 4ms/step - loss: 0.4180\n","Epoch 661/5000\n","1/1 [==============================] - 0s 3ms/step - loss: 0.4178\n","Epoch 662/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.4177\n","Epoch 663/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.4175\n","Epoch 664/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.4174\n","Epoch 665/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.4172\n","Epoch 666/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.4171\n","Epoch 667/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.4169\n","Epoch 668/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.4168\n","Epoch 669/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.4166\n","Epoch 670/5000\n","1/1 [==============================] - 0s 996us/step - loss: 0.4165\n","Epoch 671/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.4163\n","Epoch 672/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.4162\n","Epoch 673/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.4160\n","Epoch 674/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.4159\n","Epoch 675/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.4157\n","Epoch 676/5000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.4156\n","Epoch 677/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.4154\n","Epoch 678/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.4153\n","Epoch 679/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.4151\n","Epoch 680/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.4150\n","Epoch 681/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.4148\n","Epoch 682/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.4147\n","Epoch 683/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.4145\n","Epoch 684/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.4144\n","Epoch 685/5000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.4142\n","Epoch 686/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.4141\n","Epoch 687/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.4139\n","Epoch 688/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.4138\n","Epoch 689/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.4136\n","Epoch 690/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.4135\n","Epoch 691/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.4133\n","Epoch 692/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.4132\n","Epoch 693/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.4130\n","Epoch 694/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.4129\n","Epoch 695/5000\n","1/1 [==============================] - 0s 997us/step - loss: 0.4127\n","Epoch 696/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.4126\n","Epoch 697/5000\n","1/1 [==============================] - 0s 996us/step - loss: 0.4124\n","Epoch 698/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.4123\n","Epoch 699/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.4121\n","Epoch 700/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.4120\n","Epoch 701/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.4118\n","Epoch 702/5000\n"]},{"name":"stdout","output_type":"stream","text":["1/1 [==============================] - 0s 1000us/step - loss: 0.4117\n","Epoch 703/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.4115\n","Epoch 704/5000\n","1/1 [==============================] - 0s 997us/step - loss: 0.4114\n","Epoch 705/5000\n","1/1 [==============================] - 0s 997us/step - loss: 0.4112\n","Epoch 706/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.4111\n","Epoch 707/5000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.4109\n","Epoch 708/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.4108\n","Epoch 709/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.4106\n","Epoch 710/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.4105\n","Epoch 711/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.4103\n","Epoch 712/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.4102\n","Epoch 713/5000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.4100\n","Epoch 714/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.4099\n","Epoch 715/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.4098\n","Epoch 716/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.4096\n","Epoch 717/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.4095\n","Epoch 718/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.4093\n","Epoch 719/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.4092\n","Epoch 720/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.4090\n","Epoch 721/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.4089\n","Epoch 722/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.4087\n","Epoch 723/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.4086\n","Epoch 724/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.4084\n","Epoch 725/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.4083\n","Epoch 726/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.4082\n","Epoch 727/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.4080\n","Epoch 728/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.4079\n","Epoch 729/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.4077\n","Epoch 730/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.4076\n","Epoch 731/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.4074\n","Epoch 732/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.4073\n","Epoch 733/5000\n","1/1 [==============================] - 0s 997us/step - loss: 0.4071\n","Epoch 734/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.4070\n","Epoch 735/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.4068\n","Epoch 736/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.4067\n","Epoch 737/5000\n","1/1 [==============================] - 0s 996us/step - loss: 0.4066\n","Epoch 738/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.4064\n","Epoch 739/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.4063\n","Epoch 740/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.4061\n","Epoch 741/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.4060\n","Epoch 742/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.4058\n","Epoch 743/5000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.4057\n","Epoch 744/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.4056\n","Epoch 745/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.4054\n","Epoch 746/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.4053\n","Epoch 747/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.4051\n","Epoch 748/5000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.4050\n","Epoch 749/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.4048\n","Epoch 750/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.4047\n","Epoch 751/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.4046\n","Epoch 752/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.4044\n","Epoch 753/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.4043\n","Epoch 754/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.4041\n","Epoch 755/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.4040\n","Epoch 756/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.4038\n","Epoch 757/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.4037\n","Epoch 758/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.4036\n","Epoch 759/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.4034\n","Epoch 760/5000\n","1/1 [==============================] - 0s 996us/step - loss: 0.4033\n","Epoch 761/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.4031\n","Epoch 762/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.4030\n","Epoch 763/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.4029\n","Epoch 764/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.4027\n","Epoch 765/5000\n","1/1 [==============================] - 0s 995us/step - loss: 0.4026\n","Epoch 766/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.4024\n","Epoch 767/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.4023\n","Epoch 768/5000\n","1/1 [==============================] - 0s 996us/step - loss: 0.4021\n","Epoch 769/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.4020\n","Epoch 770/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.4019\n","Epoch 771/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.4017\n","Epoch 772/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.4016\n","Epoch 773/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.4014\n","Epoch 774/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.4013\n","Epoch 775/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.4012\n","Epoch 776/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.4010\n","Epoch 777/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.4009\n","Epoch 778/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.4007\n","Epoch 779/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.4006\n","Epoch 780/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.4005\n","Epoch 781/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.4003\n","Epoch 782/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.4002\n","Epoch 783/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.4001\n","Epoch 784/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.3999\n","Epoch 785/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3998\n","Epoch 786/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.3996\n","Epoch 787/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.3995\n","Epoch 788/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3994\n","Epoch 789/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3992\n","Epoch 790/5000\n","1/1 [==============================] - 0s 997us/step - loss: 0.3991\n","Epoch 791/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.3989\n","Epoch 792/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.3988\n","Epoch 793/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.3987\n","Epoch 794/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3985\n","Epoch 795/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.3984\n","Epoch 796/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3983\n","Epoch 797/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3981\n","Epoch 798/5000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.3980\n","Epoch 799/5000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.3978\n","Epoch 800/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3977\n","Epoch 801/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3976\n","Epoch 802/5000\n","1/1 [==============================] - 0s 996us/step - loss: 0.3974\n","Epoch 803/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3973\n","Epoch 804/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3972\n","Epoch 805/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.3970\n","Epoch 806/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.3969\n","Epoch 807/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.3967\n","Epoch 808/5000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.3966\n","Epoch 809/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.3965\n","Epoch 810/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3963\n","Epoch 811/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.3962\n","Epoch 812/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.3961\n","Epoch 813/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3959\n","Epoch 814/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.3958\n","Epoch 815/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3957\n","Epoch 816/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3955\n","Epoch 817/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.3954\n","Epoch 818/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.3953\n","Epoch 819/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3951\n","Epoch 820/5000\n","1/1 [==============================] - 0s 997us/step - loss: 0.3950\n","Epoch 821/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3949\n","Epoch 822/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3947\n","Epoch 823/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.3946\n","Epoch 824/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3944\n","Epoch 825/5000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.3943\n","Epoch 826/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.3942\n","Epoch 827/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3940\n","Epoch 828/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3939\n","Epoch 829/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3938\n","Epoch 830/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.3936\n","Epoch 831/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.3935\n","Epoch 832/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.3934\n","Epoch 833/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3932\n","Epoch 834/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.3931\n","Epoch 835/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3930\n","Epoch 836/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.3928\n","Epoch 837/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3927\n","Epoch 838/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.3926\n","Epoch 839/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.3924\n","Epoch 840/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3923\n","Epoch 841/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3922\n","Epoch 842/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.3920\n","Epoch 843/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3919\n","Epoch 844/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.3918\n","Epoch 845/5000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.3916\n","Epoch 846/5000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.3915\n","Epoch 847/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.3914\n","Epoch 848/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3912\n","Epoch 849/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.3911\n","Epoch 850/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3910\n","Epoch 851/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.3909\n","Epoch 852/5000\n","1/1 [==============================] - 0s 997us/step - loss: 0.3907\n","Epoch 853/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3906\n","Epoch 854/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3905\n","Epoch 855/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3903\n","Epoch 856/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.3902\n","Epoch 857/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3901\n","Epoch 858/5000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.3899\n","Epoch 859/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.3898\n","Epoch 860/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3897\n","Epoch 861/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.3895\n","Epoch 862/5000\n","1/1 [==============================] - 0s 996us/step - loss: 0.3894\n","Epoch 863/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3893\n","Epoch 864/5000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.3891\n","Epoch 865/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.3890\n","Epoch 866/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3889\n","Epoch 867/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.3888\n","Epoch 868/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3886\n","Epoch 869/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3885\n","Epoch 870/5000\n","1/1 [==============================] - 0s 982us/step - loss: 0.3884\n","Epoch 871/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3882\n","Epoch 872/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.3881\n","Epoch 873/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.3880\n","Epoch 874/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3878\n","Epoch 875/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.3877\n","Epoch 876/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3876\n","Epoch 877/5000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.3875\n","Epoch 878/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.3873\n","Epoch 879/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.3872\n","Epoch 880/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3871\n","Epoch 881/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3869\n","Epoch 882/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3868\n","Epoch 883/5000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.3867\n","Epoch 884/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3866\n","Epoch 885/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.3864\n","Epoch 886/5000\n","1/1 [==============================] - 0s 996us/step - loss: 0.3863\n","Epoch 887/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3862\n","Epoch 888/5000\n","1/1 [==============================] - 0s 987us/step - loss: 0.3860\n","Epoch 889/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3859\n","Epoch 890/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.3858\n","Epoch 891/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3857\n","Epoch 892/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3855\n","Epoch 893/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.3854\n","Epoch 894/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.3853\n","Epoch 895/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.3852\n","Epoch 896/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3850\n","Epoch 897/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.3849\n","Epoch 898/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.3848\n","Epoch 899/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.3846\n","Epoch 900/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.3845\n","Epoch 901/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.3844\n","Epoch 902/5000\n"]},{"name":"stdout","output_type":"stream","text":["1/1 [==============================] - 0s 1ms/step - loss: 0.3843\n","Epoch 903/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.3841\n","Epoch 904/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.3840\n","Epoch 905/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3839\n","Epoch 906/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3838\n","Epoch 907/5000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.3836\n","Epoch 908/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3835\n","Epoch 909/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.3834\n","Epoch 910/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3833\n","Epoch 911/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3831\n","Epoch 912/5000\n","1/1 [==============================] - 0s 997us/step - loss: 0.3830\n","Epoch 913/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.3829\n","Epoch 914/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3827\n","Epoch 915/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3826\n","Epoch 916/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.3825\n","Epoch 917/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.3824\n","Epoch 918/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3822\n","Epoch 919/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.3821\n","Epoch 920/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.3820\n","Epoch 921/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3819\n","Epoch 922/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3817\n","Epoch 923/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.3816\n","Epoch 924/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3815\n","Epoch 925/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.3814\n","Epoch 926/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3812\n","Epoch 927/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.3811\n","Epoch 928/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3810\n","Epoch 929/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3809\n","Epoch 930/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3808\n","Epoch 931/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.3806\n","Epoch 932/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3805\n","Epoch 933/5000\n","1/1 [==============================] - 0s 997us/step - loss: 0.3804\n","Epoch 934/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3803\n","Epoch 935/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3801\n","Epoch 936/5000\n","1/1 [==============================] - 0s 997us/step - loss: 0.3800\n","Epoch 937/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.3799\n","Epoch 938/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.3798\n","Epoch 939/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.3796\n","Epoch 940/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.3795\n","Epoch 941/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.3794\n","Epoch 942/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.3793\n","Epoch 943/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.3791\n","Epoch 944/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3790\n","Epoch 945/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.3789\n","Epoch 946/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.3788\n","Epoch 947/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3787\n","Epoch 948/5000\n","1/1 [==============================] - 0s 997us/step - loss: 0.3785\n","Epoch 949/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.3784\n","Epoch 950/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.3783\n","Epoch 951/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3782\n","Epoch 952/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3780\n","Epoch 953/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.3779\n","Epoch 954/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3778\n","Epoch 955/5000\n","1/1 [==============================] - 0s 997us/step - loss: 0.3777\n","Epoch 956/5000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.3776\n","Epoch 957/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.3774\n","Epoch 958/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3773\n","Epoch 959/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.3772\n","Epoch 960/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.3771\n","Epoch 961/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3769\n","Epoch 962/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3768\n","Epoch 963/5000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.3767\n","Epoch 964/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.3766\n","Epoch 965/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3765\n","Epoch 966/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3763\n","Epoch 967/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.3762\n","Epoch 968/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3761\n","Epoch 969/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.3760\n","Epoch 970/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.3759\n","Epoch 971/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3757\n","Epoch 972/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.3756\n","Epoch 973/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.3755\n","Epoch 974/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.3754\n","Epoch 975/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.3753\n","Epoch 976/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.3751\n","Epoch 977/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3750\n","Epoch 978/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.3749\n","Epoch 979/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3748\n","Epoch 980/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3747\n","Epoch 981/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3745\n","Epoch 982/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.3744\n","Epoch 983/5000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.3743\n","Epoch 984/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.3742\n","Epoch 985/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3741\n","Epoch 986/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.3739\n","Epoch 987/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3738\n","Epoch 988/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3737\n","Epoch 989/5000\n","1/1 [==============================] - 0s 997us/step - loss: 0.3736\n","Epoch 990/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3735\n","Epoch 991/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.3734\n","Epoch 992/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.3732\n","Epoch 993/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3731\n","Epoch 994/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.3730\n","Epoch 995/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.3729\n","Epoch 996/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3728\n","Epoch 997/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.3726\n","Epoch 998/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3725\n","Epoch 999/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.3724\n","Epoch 1000/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.3723\n","Epoch 1001/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3722\n","Epoch 1002/5000\n","1/1 [==============================] - 0s 996us/step - loss: 0.3721\n","Epoch 1003/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3719\n","Epoch 1004/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.3718\n","Epoch 1005/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3717\n","Epoch 1006/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3716\n","Epoch 1007/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.3715\n","Epoch 1008/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3714\n","Epoch 1009/5000\n","1/1 [==============================] - 0s 996us/step - loss: 0.3712\n","Epoch 1010/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3711\n","Epoch 1011/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3710\n","Epoch 1012/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3709\n","Epoch 1013/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3708\n","Epoch 1014/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3707\n","Epoch 1015/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.3705\n","Epoch 1016/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3704\n","Epoch 1017/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3703\n","Epoch 1018/5000\n","1/1 [==============================] - 0s 996us/step - loss: 0.3702\n","Epoch 1019/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3701\n","Epoch 1020/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3700\n","Epoch 1021/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.3698\n","Epoch 1022/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.3697\n","Epoch 1023/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3696\n","Epoch 1024/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.3695\n","Epoch 1025/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3694\n","Epoch 1026/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3693\n","Epoch 1027/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3691\n","Epoch 1028/5000\n","1/1 [==============================] - 0s 997us/step - loss: 0.3690\n","Epoch 1029/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.3689\n","Epoch 1030/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3688\n","Epoch 1031/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.3687\n","Epoch 1032/5000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.3686\n","Epoch 1033/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.3685\n","Epoch 1034/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.3683\n","Epoch 1035/5000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.3682\n","Epoch 1036/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3681\n","Epoch 1037/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.3680\n","Epoch 1038/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3679\n","Epoch 1039/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.3678\n","Epoch 1040/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3677\n","Epoch 1041/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3675\n","Epoch 1042/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3674\n","Epoch 1043/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.3673\n","Epoch 1044/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3672\n","Epoch 1045/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3671\n","Epoch 1046/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3670\n","Epoch 1047/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.3669\n","Epoch 1048/5000\n","1/1 [==============================] - 0s 997us/step - loss: 0.3667\n","Epoch 1049/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3666\n","Epoch 1050/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3665\n","Epoch 1051/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3664\n","Epoch 1052/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.3663\n","Epoch 1053/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3662\n","Epoch 1054/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.3661\n","Epoch 1055/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.3659\n","Epoch 1056/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3658\n","Epoch 1057/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3657\n","Epoch 1058/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3656\n","Epoch 1059/5000\n","1/1 [==============================] - 0s 996us/step - loss: 0.3655\n","Epoch 1060/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3654\n","Epoch 1061/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3653\n","Epoch 1062/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3652\n","Epoch 1063/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3650\n","Epoch 1064/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3649\n","Epoch 1065/5000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.3648\n","Epoch 1066/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.3647\n","Epoch 1067/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.3646\n","Epoch 1068/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.3645\n","Epoch 1069/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.3644\n","Epoch 1070/5000\n","1/1 [==============================] - 0s 997us/step - loss: 0.3643\n","Epoch 1071/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3642\n","Epoch 1072/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.3640\n","Epoch 1073/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3639\n","Epoch 1074/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3638\n","Epoch 1075/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.3637\n","Epoch 1076/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3636\n","Epoch 1077/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.3635\n","Epoch 1078/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3634\n","Epoch 1079/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.3633\n","Epoch 1080/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.3631\n","Epoch 1081/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.3630\n","Epoch 1082/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3629\n","Epoch 1083/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.3628\n","Epoch 1084/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.3627\n","Epoch 1085/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.3626\n","Epoch 1086/5000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.3625\n","Epoch 1087/5000\n","1/1 [==============================] - 0s 997us/step - loss: 0.3624\n","Epoch 1088/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3623\n","Epoch 1089/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.3622\n","Epoch 1090/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3620\n","Epoch 1091/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.3619\n","Epoch 1092/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3618\n","Epoch 1093/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.3617\n","Epoch 1094/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.3616\n","Epoch 1095/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3615\n","Epoch 1096/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.3614\n","Epoch 1097/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3613\n","Epoch 1098/5000\n","1/1 [==============================] - 0s 997us/step - loss: 0.3612\n","Epoch 1099/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3611\n","Epoch 1100/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.3609\n","Epoch 1101/5000\n"]},{"name":"stdout","output_type":"stream","text":["1/1 [==============================] - 0s 998us/step - loss: 0.3608\n","Epoch 1102/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3607\n","Epoch 1103/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.3606\n","Epoch 1104/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.3605\n","Epoch 1105/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.3604\n","Epoch 1106/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3603\n","Epoch 1107/5000\n","1/1 [==============================] - 0s 997us/step - loss: 0.3602\n","Epoch 1108/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.3601\n","Epoch 1109/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3600\n","Epoch 1110/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3599\n","Epoch 1111/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.3597\n","Epoch 1112/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.3596\n","Epoch 1113/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.3595\n","Epoch 1114/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3594\n","Epoch 1115/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.3593\n","Epoch 1116/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.3592\n","Epoch 1117/5000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.3591\n","Epoch 1118/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3590\n","Epoch 1119/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.3589\n","Epoch 1120/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.3588\n","Epoch 1121/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3587\n","Epoch 1122/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.3586\n","Epoch 1123/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.3585\n","Epoch 1124/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3583\n","Epoch 1125/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.3582\n","Epoch 1126/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.3581\n","Epoch 1127/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.3580\n","Epoch 1128/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.3579\n","Epoch 1129/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.3578\n","Epoch 1130/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3577\n","Epoch 1131/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3576\n","Epoch 1132/5000\n","1/1 [==============================] - 0s 990us/step - loss: 0.3575\n","Epoch 1133/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.3574\n","Epoch 1134/5000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.3573\n","Epoch 1135/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.3572\n","Epoch 1136/5000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.3571\n","Epoch 1137/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3570\n","Epoch 1138/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.3568\n","Epoch 1139/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.3567\n","Epoch 1140/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.3566\n","Epoch 1141/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3565\n","Epoch 1142/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3564\n","Epoch 1143/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.3563\n","Epoch 1144/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3562\n","Epoch 1145/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3561\n","Epoch 1146/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.3560\n","Epoch 1147/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.3559\n","Epoch 1148/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.3558\n","Epoch 1149/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3557\n","Epoch 1150/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3556\n","Epoch 1151/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3555\n","Epoch 1152/5000\n","1/1 [==============================] - 0s 996us/step - loss: 0.3554\n","Epoch 1153/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3553\n","Epoch 1154/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.3552\n","Epoch 1155/5000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.3551\n","Epoch 1156/5000\n","1/1 [==============================] - 0s 997us/step - loss: 0.3549\n","Epoch 1157/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.3548\n","Epoch 1158/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3547\n","Epoch 1159/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3546\n","Epoch 1160/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.3545\n","Epoch 1161/5000\n","1/1 [==============================] - 0s 997us/step - loss: 0.3544\n","Epoch 1162/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3543\n","Epoch 1163/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.3542\n","Epoch 1164/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3541\n","Epoch 1165/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.3540\n","Epoch 1166/5000\n","1/1 [==============================] - 0s 997us/step - loss: 0.3539\n","Epoch 1167/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.3538\n","Epoch 1168/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3537\n","Epoch 1169/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.3536\n","Epoch 1170/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.3535\n","Epoch 1171/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3534\n","Epoch 1172/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3533\n","Epoch 1173/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.3532\n","Epoch 1174/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.3531\n","Epoch 1175/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3530\n","Epoch 1176/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.3529\n","Epoch 1177/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3528\n","Epoch 1178/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3527\n","Epoch 1179/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.3526\n","Epoch 1180/5000\n","1/1 [==============================] - 0s 997us/step - loss: 0.3524\n","Epoch 1181/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3523\n","Epoch 1182/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3522\n","Epoch 1183/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.3521\n","Epoch 1184/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3520\n","Epoch 1185/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3519\n","Epoch 1186/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.3518\n","Epoch 1187/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.3517\n","Epoch 1188/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.3516\n","Epoch 1189/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.3515\n","Epoch 1190/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3514\n","Epoch 1191/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3513\n","Epoch 1192/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.3512\n","Epoch 1193/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.3511\n","Epoch 1194/5000\n","1/1 [==============================] - 0s 997us/step - loss: 0.3510\n","Epoch 1195/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3509\n","Epoch 1196/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.3508\n","Epoch 1197/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.3507\n","Epoch 1198/5000\n","1/1 [==============================] - 0s 946us/step - loss: 0.3506\n","Epoch 1199/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3505\n","Epoch 1200/5000\n"]},{"name":"stdout","output_type":"stream","text":["1/1 [==============================] - 0s 996us/step - loss: 0.3504\n","Epoch 1201/5000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.3503\n","Epoch 1202/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.3502\n","Epoch 1203/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.3501\n","Epoch 1204/5000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.3500\n","Epoch 1205/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3499\n","Epoch 1206/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3498\n","Epoch 1207/5000\n","1/1 [==============================] - 0s 997us/step - loss: 0.3497\n","Epoch 1208/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.3496\n","Epoch 1209/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3495\n","Epoch 1210/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.3494\n","Epoch 1211/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3493\n","Epoch 1212/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3492\n","Epoch 1213/5000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.3491\n","Epoch 1214/5000\n","1/1 [==============================] - 0s 997us/step - loss: 0.3490\n","Epoch 1215/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3489\n","Epoch 1216/5000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.3488\n","Epoch 1217/5000\n","1/1 [==============================] - 0s 997us/step - loss: 0.3487\n","Epoch 1218/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3486\n","Epoch 1219/5000\n","1/1 [==============================] - 0s 997us/step - loss: 0.3485\n","Epoch 1220/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3484\n","Epoch 1221/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.3483\n","Epoch 1222/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.3482\n","Epoch 1223/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.3481\n","Epoch 1224/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3480\n","Epoch 1225/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3479\n","Epoch 1226/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.3478\n","Epoch 1227/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.3477\n","Epoch 1228/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.3476\n","Epoch 1229/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3475\n","Epoch 1230/5000\n","1/1 [==============================] - 0s 3ms/step - loss: 0.3474\n","Epoch 1231/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3473\n","Epoch 1232/5000\n","1/1 [==============================] - 0s 996us/step - loss: 0.3472\n","Epoch 1233/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.3471\n","Epoch 1234/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.3470\n","Epoch 1235/5000\n","1/1 [==============================] - 0s 997us/step - loss: 0.3469\n","Epoch 1236/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.3468\n","Epoch 1237/5000\n","1/1 [==============================] - 0s 997us/step - loss: 0.3467\n","Epoch 1238/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3466\n","Epoch 1239/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3465\n","Epoch 1240/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3464\n","Epoch 1241/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.3463\n","Epoch 1242/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3462\n","Epoch 1243/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3461\n","Epoch 1244/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3460\n","Epoch 1245/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.3459\n","Epoch 1246/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.3458\n","Epoch 1247/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.3457\n","Epoch 1248/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.3456\n","Epoch 1249/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3455\n","Epoch 1250/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.3454\n","Epoch 1251/5000\n","1/1 [==============================] - 0s 997us/step - loss: 0.3453\n","Epoch 1252/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3452\n","Epoch 1253/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.3451\n","Epoch 1254/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3450\n","Epoch 1255/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3449\n","Epoch 1256/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.3448\n","Epoch 1257/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3447\n","Epoch 1258/5000\n","1/1 [==============================] - 0s 996us/step - loss: 0.3446\n","Epoch 1259/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3445\n","Epoch 1260/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.3444\n","Epoch 1261/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.3443\n","Epoch 1262/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3442\n","Epoch 1263/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.3441\n","Epoch 1264/5000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.3440\n","Epoch 1265/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3439\n","Epoch 1266/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3438\n","Epoch 1267/5000\n","1/1 [==============================] - 0s 997us/step - loss: 0.3437\n","Epoch 1268/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3436\n","Epoch 1269/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3435\n","Epoch 1270/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3434\n","Epoch 1271/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.3433\n","Epoch 1272/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3433\n","Epoch 1273/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.3432\n","Epoch 1274/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3431\n","Epoch 1275/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3430\n","Epoch 1276/5000\n","1/1 [==============================] - 0s 996us/step - loss: 0.3429\n","Epoch 1277/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3428\n","Epoch 1278/5000\n","1/1 [==============================] - 0s 997us/step - loss: 0.3427\n","Epoch 1279/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.3426\n","Epoch 1280/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.3425\n","Epoch 1281/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.3424\n","Epoch 1282/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3423\n","Epoch 1283/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3422\n","Epoch 1284/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3421\n","Epoch 1285/5000\n","1/1 [==============================] - 0s 997us/step - loss: 0.3420\n","Epoch 1286/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.3419\n","Epoch 1287/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3418\n","Epoch 1288/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.3417\n","Epoch 1289/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3416\n","Epoch 1290/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.3415\n","Epoch 1291/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3414\n","Epoch 1292/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.3413\n","Epoch 1293/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.3412\n","Epoch 1294/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3411\n","Epoch 1295/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.3410\n","Epoch 1296/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3409\n","Epoch 1297/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.3409\n","Epoch 1298/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3408\n","Epoch 1299/5000\n"]},{"name":"stdout","output_type":"stream","text":["1/1 [==============================] - 0s 996us/step - loss: 0.3407\n","Epoch 1300/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3406\n","Epoch 1301/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3405\n","Epoch 1302/5000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.3404\n","Epoch 1303/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.3403\n","Epoch 1304/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3402\n","Epoch 1305/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.3401\n","Epoch 1306/5000\n","1/1 [==============================] - 0s 996us/step - loss: 0.3400\n","Epoch 1307/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3399\n","Epoch 1308/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.3398\n","Epoch 1309/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3397\n","Epoch 1310/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.3396\n","Epoch 1311/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3395\n","Epoch 1312/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3394\n","Epoch 1313/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.3393\n","Epoch 1314/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.3392\n","Epoch 1315/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3392\n","Epoch 1316/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.3391\n","Epoch 1317/5000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.3390\n","Epoch 1318/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.3389\n","Epoch 1319/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.3388\n","Epoch 1320/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3387\n","Epoch 1321/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3386\n","Epoch 1322/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.3385\n","Epoch 1323/5000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.3384\n","Epoch 1324/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3383\n","Epoch 1325/5000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.3382\n","Epoch 1326/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3381\n","Epoch 1327/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3380\n","Epoch 1328/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.3379\n","Epoch 1329/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3378\n","Epoch 1330/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.3378\n","Epoch 1331/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.3377\n","Epoch 1332/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3376\n","Epoch 1333/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3375\n","Epoch 1334/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3374\n","Epoch 1335/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3373\n","Epoch 1336/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.3372\n","Epoch 1337/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3371\n","Epoch 1338/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3370\n","Epoch 1339/5000\n","1/1 [==============================] - 0s 996us/step - loss: 0.3369\n","Epoch 1340/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3368\n","Epoch 1341/5000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.3367\n","Epoch 1342/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.3366\n","Epoch 1343/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3365\n","Epoch 1344/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3365\n","Epoch 1345/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.3364\n","Epoch 1346/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3363\n","Epoch 1347/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3362\n","Epoch 1348/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.3361\n","Epoch 1349/5000\n","1/1 [==============================] - 0s 997us/step - loss: 0.3360\n","Epoch 1350/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.3359\n","Epoch 1351/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3358\n","Epoch 1352/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3357\n","Epoch 1353/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3356\n","Epoch 1354/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.3355\n","Epoch 1355/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3354\n","Epoch 1356/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.3354\n","Epoch 1357/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3353\n","Epoch 1358/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3352\n","Epoch 1359/5000\n","1/1 [==============================] - 0s 982us/step - loss: 0.3351\n","Epoch 1360/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3350\n","Epoch 1361/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.3349\n","Epoch 1362/5000\n","1/1 [==============================] - 0s 997us/step - loss: 0.3348\n","Epoch 1363/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3347\n","Epoch 1364/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3346\n","Epoch 1365/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.3345\n","Epoch 1366/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.3344\n","Epoch 1367/5000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.3344\n","Epoch 1368/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.3343\n","Epoch 1369/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.3342\n","Epoch 1370/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3341\n","Epoch 1371/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.3340\n","Epoch 1372/5000\n","1/1 [==============================] - 0s 997us/step - loss: 0.3339\n","Epoch 1373/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3338\n","Epoch 1374/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.3337\n","Epoch 1375/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.3336\n","Epoch 1376/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3335\n","Epoch 1377/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.3335\n","Epoch 1378/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.3334\n","Epoch 1379/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.3333\n","Epoch 1380/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.3332\n","Epoch 1381/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3331\n","Epoch 1382/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3330\n","Epoch 1383/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.3329\n","Epoch 1384/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3328\n","Epoch 1385/5000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.3327\n","Epoch 1386/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.3326\n","Epoch 1387/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3326\n","Epoch 1388/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.3325\n","Epoch 1389/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.3324\n","Epoch 1390/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3323\n","Epoch 1391/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3322\n","Epoch 1392/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3321\n","Epoch 1393/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.3320\n","Epoch 1394/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.3319\n","Epoch 1395/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.3318\n","Epoch 1396/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3318\n","Epoch 1397/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.3317\n","Epoch 1398/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.3316\n","Epoch 1399/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3315\n","Epoch 1400/5000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.3314\n","Epoch 1401/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3313\n","Epoch 1402/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.3312\n","Epoch 1403/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3311\n","Epoch 1404/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.3310\n","Epoch 1405/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3310\n","Epoch 1406/5000\n","1/1 [==============================] - 0s 3ms/step - loss: 0.3309\n","Epoch 1407/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.3308\n","Epoch 1408/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.3307\n","Epoch 1409/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.3306\n","Epoch 1410/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.3305\n","Epoch 1411/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3304\n","Epoch 1412/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.3303\n","Epoch 1413/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3302\n","Epoch 1414/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.3302\n","Epoch 1415/5000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.3301\n","Epoch 1416/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3300\n","Epoch 1417/5000\n","1/1 [==============================] - 0s 997us/step - loss: 0.3299\n","Epoch 1418/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3298\n","Epoch 1419/5000\n","1/1 [==============================] - 0s 997us/step - loss: 0.3297\n","Epoch 1420/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.3296\n","Epoch 1421/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3295\n","Epoch 1422/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3295\n","Epoch 1423/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3294\n","Epoch 1424/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.3293\n","Epoch 1425/5000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.3292\n","Epoch 1426/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.3291\n","Epoch 1427/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.3290\n","Epoch 1428/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3289\n","Epoch 1429/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.3289\n","Epoch 1430/5000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.3288\n","Epoch 1431/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3287\n","Epoch 1432/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.3286\n","Epoch 1433/5000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.3285\n","Epoch 1434/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3284\n","Epoch 1435/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.3283\n","Epoch 1436/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3282\n","Epoch 1437/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3282\n","Epoch 1438/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.3281\n","Epoch 1439/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.3280\n","Epoch 1440/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3279\n","Epoch 1441/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3278\n","Epoch 1442/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.3277\n","Epoch 1443/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3276\n","Epoch 1444/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3276\n","Epoch 1445/5000\n","1/1 [==============================] - 0s 997us/step - loss: 0.3275\n","Epoch 1446/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.3274\n","Epoch 1447/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3273\n","Epoch 1448/5000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.3272\n","Epoch 1449/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.3271\n","Epoch 1450/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.3270\n","Epoch 1451/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3270\n","Epoch 1452/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.3269\n","Epoch 1453/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.3268\n","Epoch 1454/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3267\n","Epoch 1455/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.3266\n","Epoch 1456/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3265\n","Epoch 1457/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3264\n","Epoch 1458/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3264\n","Epoch 1459/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.3263\n","Epoch 1460/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.3262\n","Epoch 1461/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3261\n","Epoch 1462/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.3260\n","Epoch 1463/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3259\n","Epoch 1464/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3258\n","Epoch 1465/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.3258\n","Epoch 1466/5000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.3257\n","Epoch 1467/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3256\n","Epoch 1468/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3255\n","Epoch 1469/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.3254\n","Epoch 1470/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3253\n","Epoch 1471/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.3252\n","Epoch 1472/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3252\n","Epoch 1473/5000\n","1/1 [==============================] - 0s 996us/step - loss: 0.3251\n","Epoch 1474/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3250\n","Epoch 1475/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.3249\n","Epoch 1476/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3248\n","Epoch 1477/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3247\n","Epoch 1478/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.3247\n","Epoch 1479/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.3246\n","Epoch 1480/5000\n","1/1 [==============================] - 0s 997us/step - loss: 0.3245\n","Epoch 1481/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.3244\n","Epoch 1482/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3243\n","Epoch 1483/5000\n","1/1 [==============================] - 0s 3ms/step - loss: 0.3242\n","Epoch 1484/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.3242\n","Epoch 1485/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.3241\n","Epoch 1486/5000\n","1/1 [==============================] - 0s 997us/step - loss: 0.3240\n","Epoch 1487/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.3239\n","Epoch 1488/5000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.3238\n","Epoch 1489/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.3237\n","Epoch 1490/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.3237\n","Epoch 1491/5000\n","1/1 [==============================] - 0s 997us/step - loss: 0.3236\n","Epoch 1492/5000\n","1/1 [==============================] - 0s 996us/step - loss: 0.3235\n","Epoch 1493/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3234\n","Epoch 1494/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.3233\n","Epoch 1495/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.3232\n","Epoch 1496/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3232\n","Epoch 1497/5000\n"]},{"name":"stdout","output_type":"stream","text":["1/1 [==============================] - 0s 996us/step - loss: 0.3231\n","Epoch 1498/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3230\n","Epoch 1499/5000\n","1/1 [==============================] - 0s 996us/step - loss: 0.3229\n","Epoch 1500/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3228\n","Epoch 1501/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.3227\n","Epoch 1502/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.3227\n","Epoch 1503/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3226\n","Epoch 1504/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3225\n","Epoch 1505/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.3224\n","Epoch 1506/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.3223\n","Epoch 1507/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.3222\n","Epoch 1508/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.3222\n","Epoch 1509/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3221\n","Epoch 1510/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3220\n","Epoch 1511/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.3219\n","Epoch 1512/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3218\n","Epoch 1513/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.3217\n","Epoch 1514/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3217\n","Epoch 1515/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.3216\n","Epoch 1516/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.3215\n","Epoch 1517/5000\n","1/1 [==============================] - 0s 997us/step - loss: 0.3214\n","Epoch 1518/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.3213\n","Epoch 1519/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.3213\n","Epoch 1520/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3212\n","Epoch 1521/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.3211\n","Epoch 1522/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.3210\n","Epoch 1523/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.3209\n","Epoch 1524/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3208\n","Epoch 1525/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.3208\n","Epoch 1526/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3207\n","Epoch 1527/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.3206\n","Epoch 1528/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.3205\n","Epoch 1529/5000\n","1/1 [==============================] - 0s 997us/step - loss: 0.3204\n","Epoch 1530/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3204\n","Epoch 1531/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3203\n","Epoch 1532/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.3202\n","Epoch 1533/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3201\n","Epoch 1534/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.3200\n","Epoch 1535/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.3199\n","Epoch 1536/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3199\n","Epoch 1537/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3198\n","Epoch 1538/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3197\n","Epoch 1539/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3196\n","Epoch 1540/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3195\n","Epoch 1541/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.3195\n","Epoch 1542/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.3194\n","Epoch 1543/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.3193\n","Epoch 1544/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3192\n","Epoch 1545/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3191\n","Epoch 1546/5000\n","1/1 [==============================] - 0s 996us/step - loss: 0.3191\n","Epoch 1547/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.3190\n","Epoch 1548/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3189\n","Epoch 1549/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3188\n","Epoch 1550/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.3187\n","Epoch 1551/5000\n","1/1 [==============================] - 0s 997us/step - loss: 0.3187\n","Epoch 1552/5000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.3186\n","Epoch 1553/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.3185\n","Epoch 1554/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3184\n","Epoch 1555/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.3183\n","Epoch 1556/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.3183\n","Epoch 1557/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3182\n","Epoch 1558/5000\n","1/1 [==============================] - 0s 997us/step - loss: 0.3181\n","Epoch 1559/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3180\n","Epoch 1560/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.3179\n","Epoch 1561/5000\n","1/1 [==============================] - 0s 997us/step - loss: 0.3179\n","Epoch 1562/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3178\n","Epoch 1563/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3177\n","Epoch 1564/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.3176\n","Epoch 1565/5000\n","1/1 [==============================] - 0s 997us/step - loss: 0.3175\n","Epoch 1566/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.3175\n","Epoch 1567/5000\n","1/1 [==============================] - 0s 997us/step - loss: 0.3174\n","Epoch 1568/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.3173\n","Epoch 1569/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.3172\n","Epoch 1570/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.3171\n","Epoch 1571/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.3171\n","Epoch 1572/5000\n","1/1 [==============================] - 0s 996us/step - loss: 0.3170\n","Epoch 1573/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3169\n","Epoch 1574/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.3168\n","Epoch 1575/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.3167\n","Epoch 1576/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3167\n","Epoch 1577/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3166\n","Epoch 1578/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3165\n","Epoch 1579/5000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.3164\n","Epoch 1580/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3164\n","Epoch 1581/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.3163\n","Epoch 1582/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.3162\n","Epoch 1583/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3161\n","Epoch 1584/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3160\n","Epoch 1585/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.3160\n","Epoch 1586/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.3159\n","Epoch 1587/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.3158\n","Epoch 1588/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3157\n","Epoch 1589/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3156\n","Epoch 1590/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.3156\n","Epoch 1591/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3155\n","Epoch 1592/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.3154\n","Epoch 1593/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3153\n","Epoch 1594/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.3153\n","Epoch 1595/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.3152\n","Epoch 1596/5000\n"]},{"name":"stdout","output_type":"stream","text":["1/1 [==============================] - 0s 1000us/step - loss: 0.3151\n","Epoch 1597/5000\n","1/1 [==============================] - 0s 997us/step - loss: 0.3150\n","Epoch 1598/5000\n","1/1 [==============================] - 0s 996us/step - loss: 0.3149\n","Epoch 1599/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.3149\n","Epoch 1600/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.3148\n","Epoch 1601/5000\n","1/1 [==============================] - 0s 997us/step - loss: 0.3147\n","Epoch 1602/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3146\n","Epoch 1603/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3146\n","Epoch 1604/5000\n","1/1 [==============================] - 0s 3ms/step - loss: 0.3145\n","Epoch 1605/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.3144\n","Epoch 1606/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.3143\n","Epoch 1607/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.3142\n","Epoch 1608/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.3142\n","Epoch 1609/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.3141\n","Epoch 1610/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3140\n","Epoch 1611/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3139\n","Epoch 1612/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3139\n","Epoch 1613/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.3138\n","Epoch 1614/5000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.3137\n","Epoch 1615/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3136\n","Epoch 1616/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.3135\n","Epoch 1617/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3135\n","Epoch 1618/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3134\n","Epoch 1619/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.3133\n","Epoch 1620/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.3132\n","Epoch 1621/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.3132\n","Epoch 1622/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.3131\n","Epoch 1623/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.3130\n","Epoch 1624/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3129\n","Epoch 1625/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.3129\n","Epoch 1626/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3128\n","Epoch 1627/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.3127\n","Epoch 1628/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.3126\n","Epoch 1629/5000\n","1/1 [==============================] - 0s 997us/step - loss: 0.3126\n","Epoch 1630/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.3125\n","Epoch 1631/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3124\n","Epoch 1632/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3123\n","Epoch 1633/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3122\n","Epoch 1634/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.3122\n","Epoch 1635/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.3121\n","Epoch 1636/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3120\n","Epoch 1637/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3119\n","Epoch 1638/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3119\n","Epoch 1639/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.3118\n","Epoch 1640/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3117\n","Epoch 1641/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.3116\n","Epoch 1642/5000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.3116\n","Epoch 1643/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.3115\n","Epoch 1644/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3114\n","Epoch 1645/5000\n","1/1 [==============================] - 0s 997us/step - loss: 0.3113\n","Epoch 1646/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3113\n","Epoch 1647/5000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.3112\n","Epoch 1648/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3111\n","Epoch 1649/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.3110\n","Epoch 1650/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3110\n","Epoch 1651/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.3109\n","Epoch 1652/5000\n","1/1 [==============================] - 0s 997us/step - loss: 0.3108\n","Epoch 1653/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.3107\n","Epoch 1654/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3107\n","Epoch 1655/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.3106\n","Epoch 1656/5000\n","1/1 [==============================] - 0s 997us/step - loss: 0.3105\n","Epoch 1657/5000\n","1/1 [==============================] - 0s 945us/step - loss: 0.3104\n","Epoch 1658/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3104\n","Epoch 1659/5000\n","1/1 [==============================] - 0s 997us/step - loss: 0.3103\n","Epoch 1660/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.3102\n","Epoch 1661/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.3101\n","Epoch 1662/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3101\n","Epoch 1663/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3100\n","Epoch 1664/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.3099\n","Epoch 1665/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3098\n","Epoch 1666/5000\n","1/1 [==============================] - 0s 997us/step - loss: 0.3098\n","Epoch 1667/5000\n","1/1 [==============================] - 0s 986us/step - loss: 0.3097\n","Epoch 1668/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3096\n","Epoch 1669/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.3095\n","Epoch 1670/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3095\n","Epoch 1671/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3094\n","Epoch 1672/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.3093\n","Epoch 1673/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.3092\n","Epoch 1674/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.3092\n","Epoch 1675/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.3091\n","Epoch 1676/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.3090\n","Epoch 1677/5000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.3089\n","Epoch 1678/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.3089\n","Epoch 1679/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.3088\n","Epoch 1680/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.3087\n","Epoch 1681/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.3086\n","Epoch 1682/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.3086\n","Epoch 1683/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.3085\n","Epoch 1684/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.3084\n","Epoch 1685/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3084\n","Epoch 1686/5000\n","1/1 [==============================] - 0s 995us/step - loss: 0.3083\n","Epoch 1687/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.3082\n","Epoch 1688/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.3081\n","Epoch 1689/5000\n","1/1 [==============================] - 0s 996us/step - loss: 0.3081\n","Epoch 1690/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.3080\n","Epoch 1691/5000\n","1/1 [==============================] - 0s 996us/step - loss: 0.3079\n","Epoch 1692/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3078\n","Epoch 1693/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3078\n","Epoch 1694/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.3077\n","Epoch 1695/5000\n"]},{"name":"stdout","output_type":"stream","text":["1/1 [==============================] - 0s 1ms/step - loss: 0.3076\n","Epoch 1696/5000\n","1/1 [==============================] - 0s 997us/step - loss: 0.3075\n","Epoch 1697/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3075\n","Epoch 1698/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.3074\n","Epoch 1699/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3073\n","Epoch 1700/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3073\n","Epoch 1701/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3072\n","Epoch 1702/5000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.3071\n","Epoch 1703/5000\n","1/1 [==============================] - 0s 997us/step - loss: 0.3070\n","Epoch 1704/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3070\n","Epoch 1705/5000\n","1/1 [==============================] - 0s 997us/step - loss: 0.3069\n","Epoch 1706/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.3068\n","Epoch 1707/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.3067\n","Epoch 1708/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.3067\n","Epoch 1709/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3066\n","Epoch 1710/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.3065\n","Epoch 1711/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3064\n","Epoch 1712/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.3064\n","Epoch 1713/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.3063\n","Epoch 1714/5000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.3062\n","Epoch 1715/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.3062\n","Epoch 1716/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3061\n","Epoch 1717/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.3060\n","Epoch 1718/5000\n","1/1 [==============================] - 0s 982us/step - loss: 0.3059\n","Epoch 1719/5000\n","1/1 [==============================] - 0s 973us/step - loss: 0.3059\n","Epoch 1720/5000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.3058\n","Epoch 1721/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.3057\n","Epoch 1722/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.3057\n","Epoch 1723/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3056\n","Epoch 1724/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3055\n","Epoch 1725/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3054\n","Epoch 1726/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.3054\n","Epoch 1727/5000\n","1/1 [==============================] - 0s 3ms/step - loss: 0.3053\n","Epoch 1728/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3052\n","Epoch 1729/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.3052\n","Epoch 1730/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3051\n","Epoch 1731/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3050\n","Epoch 1732/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.3049\n","Epoch 1733/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.3049\n","Epoch 1734/5000\n","1/1 [==============================] - 0s 997us/step - loss: 0.3048\n","Epoch 1735/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.3047\n","Epoch 1736/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.3047\n","Epoch 1737/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3046\n","Epoch 1738/5000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.3045\n","Epoch 1739/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.3044\n","Epoch 1740/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3044\n","Epoch 1741/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.3043\n","Epoch 1742/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.3042\n","Epoch 1743/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.3042\n","Epoch 1744/5000\n","1/1 [==============================] - 0s 982us/step - loss: 0.3041\n","Epoch 1745/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.3040\n","Epoch 1746/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.3039\n","Epoch 1747/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3039\n","Epoch 1748/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3038\n","Epoch 1749/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.3037\n","Epoch 1750/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3037\n","Epoch 1751/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3036\n","Epoch 1752/5000\n","1/1 [==============================] - 0s 996us/step - loss: 0.3035\n","Epoch 1753/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.3034\n","Epoch 1754/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.3034\n","Epoch 1755/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.3033\n","Epoch 1756/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3032\n","Epoch 1757/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.3032\n","Epoch 1758/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3031\n","Epoch 1759/5000\n","1/1 [==============================] - 0s 996us/step - loss: 0.3030\n","Epoch 1760/5000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.3029\n","Epoch 1761/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.3029\n","Epoch 1762/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.3028\n","Epoch 1763/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.3027\n","Epoch 1764/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3027\n","Epoch 1765/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3026\n","Epoch 1766/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.3025\n","Epoch 1767/5000\n","1/1 [==============================] - 0s 997us/step - loss: 0.3025\n","Epoch 1768/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.3024\n","Epoch 1769/5000\n","1/1 [==============================] - 0s 997us/step - loss: 0.3023\n","Epoch 1770/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3022\n","Epoch 1771/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3022\n","Epoch 1772/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3021\n","Epoch 1773/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3020\n","Epoch 1774/5000\n","1/1 [==============================] - 0s 996us/step - loss: 0.3020\n","Epoch 1775/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.3019\n","Epoch 1776/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3018\n","Epoch 1777/5000\n","1/1 [==============================] - 0s 3ms/step - loss: 0.3018\n","Epoch 1778/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.3017\n","Epoch 1779/5000\n","1/1 [==============================] - 0s 997us/step - loss: 0.3016\n","Epoch 1780/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.3015\n","Epoch 1781/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3015\n","Epoch 1782/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.3014\n","Epoch 1783/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3013\n","Epoch 1784/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3013\n","Epoch 1785/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.3012\n","Epoch 1786/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3011\n","Epoch 1787/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.3011\n","Epoch 1788/5000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.3010\n","Epoch 1789/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.3009\n","Epoch 1790/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3009\n","Epoch 1791/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.3008\n","Epoch 1792/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3007\n","Epoch 1793/5000\n","1/1 [==============================] - 0s 996us/step - loss: 0.3006\n","Epoch 1794/5000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.3006\n","Epoch 1795/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.3005\n","Epoch 1796/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3004\n","Epoch 1797/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3004\n","Epoch 1798/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3003\n","Epoch 1799/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.3002\n","Epoch 1800/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.3002\n","Epoch 1801/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.3001\n","Epoch 1802/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.3000\n","Epoch 1803/5000\n","1/1 [==============================] - 0s 996us/step - loss: 0.3000\n","Epoch 1804/5000\n","1/1 [==============================] - 0s 996us/step - loss: 0.2999\n","Epoch 1805/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.2998\n","Epoch 1806/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2998\n","Epoch 1807/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2997\n","Epoch 1808/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.2996\n","Epoch 1809/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.2995\n","Epoch 1810/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.2995\n","Epoch 1811/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.2994\n","Epoch 1812/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.2993\n","Epoch 1813/5000\n","1/1 [==============================] - 0s 996us/step - loss: 0.2993\n","Epoch 1814/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2992\n","Epoch 1815/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2991\n","Epoch 1816/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2991\n","Epoch 1817/5000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.2990\n","Epoch 1818/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2989\n","Epoch 1819/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2989\n","Epoch 1820/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.2988\n","Epoch 1821/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.2987\n","Epoch 1822/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2987\n","Epoch 1823/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2986\n","Epoch 1824/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2985\n","Epoch 1825/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.2985\n","Epoch 1826/5000\n","1/1 [==============================] - 0s 997us/step - loss: 0.2984\n","Epoch 1827/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2983\n","Epoch 1828/5000\n","1/1 [==============================] - 0s 997us/step - loss: 0.2983\n","Epoch 1829/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2982\n","Epoch 1830/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2981\n","Epoch 1831/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2981\n","Epoch 1832/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2980\n","Epoch 1833/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2979\n","Epoch 1834/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.2979\n","Epoch 1835/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2978\n","Epoch 1836/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2977\n","Epoch 1837/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2977\n","Epoch 1838/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2976\n","Epoch 1839/5000\n","1/1 [==============================] - 0s 997us/step - loss: 0.2975\n","Epoch 1840/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2975\n","Epoch 1841/5000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.2974\n","Epoch 1842/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2973\n","Epoch 1843/5000\n","1/1 [==============================] - 0s 997us/step - loss: 0.2972\n","Epoch 1844/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2972\n","Epoch 1845/5000\n","1/1 [==============================] - 0s 996us/step - loss: 0.2971\n","Epoch 1846/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2970\n","Epoch 1847/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.2970\n","Epoch 1848/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2969\n","Epoch 1849/5000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.2968\n","Epoch 1850/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2968\n","Epoch 1851/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2967\n","Epoch 1852/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2966\n","Epoch 1853/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2966\n","Epoch 1854/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.2965\n","Epoch 1855/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2964\n","Epoch 1856/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2964\n","Epoch 1857/5000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.2963\n","Epoch 1858/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2962\n","Epoch 1859/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2962\n","Epoch 1860/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2961\n","Epoch 1861/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2961\n","Epoch 1862/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2960\n","Epoch 1863/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.2959\n","Epoch 1864/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.2959\n","Epoch 1865/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2958\n","Epoch 1866/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2957\n","Epoch 1867/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2957\n","Epoch 1868/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2956\n","Epoch 1869/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2955\n","Epoch 1870/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2955\n","Epoch 1871/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2954\n","Epoch 1872/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2953\n","Epoch 1873/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2953\n","Epoch 1874/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2952\n","Epoch 1875/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2951\n","Epoch 1876/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2951\n","Epoch 1877/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2950\n","Epoch 1878/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2949\n","Epoch 1879/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2949\n","Epoch 1880/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2948\n","Epoch 1881/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2947\n","Epoch 1882/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.2947\n","Epoch 1883/5000\n","1/1 [==============================] - 0s 997us/step - loss: 0.2946\n","Epoch 1884/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2945\n","Epoch 1885/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2945\n","Epoch 1886/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.2944\n","Epoch 1887/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2943\n","Epoch 1888/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2943\n","Epoch 1889/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2942\n","Epoch 1890/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.2941\n","Epoch 1891/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2941\n"]},{"name":"stdout","output_type":"stream","text":["Epoch 1892/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2940\n","Epoch 1893/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2940\n","Epoch 1894/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2939\n","Epoch 1895/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2938\n","Epoch 1896/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2938\n","Epoch 1897/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2937\n","Epoch 1898/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2936\n","Epoch 1899/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2936\n","Epoch 1900/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2935\n","Epoch 1901/5000\n","1/1 [==============================] - 0s 994us/step - loss: 0.2934\n","Epoch 1902/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.2934\n","Epoch 1903/5000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.2933\n","Epoch 1904/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2932\n","Epoch 1905/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2932\n","Epoch 1906/5000\n","1/1 [==============================] - 0s 997us/step - loss: 0.2931\n","Epoch 1907/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2930\n","Epoch 1908/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2930\n","Epoch 1909/5000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.2929\n","Epoch 1910/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2929\n","Epoch 1911/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2928\n","Epoch 1912/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.2927\n","Epoch 1913/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2927\n","Epoch 1914/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2926\n","Epoch 1915/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2925\n","Epoch 1916/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2925\n","Epoch 1917/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2924\n","Epoch 1918/5000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.2923\n","Epoch 1919/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2923\n","Epoch 1920/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2922\n","Epoch 1921/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2921\n","Epoch 1922/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2921\n","Epoch 1923/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2920\n","Epoch 1924/5000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.2920\n","Epoch 1925/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2919\n","Epoch 1926/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2918\n","Epoch 1927/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2918\n","Epoch 1928/5000\n","1/1 [==============================] - 0s 997us/step - loss: 0.2917\n","Epoch 1929/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2916\n","Epoch 1930/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2916\n","Epoch 1931/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2915\n","Epoch 1932/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2914\n","Epoch 1933/5000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.2914\n","Epoch 1934/5000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.2913\n","Epoch 1935/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2913\n","Epoch 1936/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2912\n","Epoch 1937/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2911\n","Epoch 1938/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.2911\n","Epoch 1939/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2910\n","Epoch 1940/5000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.2909\n","Epoch 1941/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2909\n","Epoch 1942/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2908\n","Epoch 1943/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2907\n","Epoch 1944/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2907\n","Epoch 1945/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2906\n","Epoch 1946/5000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.2906\n","Epoch 1947/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2905\n","Epoch 1948/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2904\n","Epoch 1949/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2904\n","Epoch 1950/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.2903\n","Epoch 1951/5000\n","1/1 [==============================] - 0s 997us/step - loss: 0.2902\n","Epoch 1952/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2902\n","Epoch 1953/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2901\n","Epoch 1954/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2901\n","Epoch 1955/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2900\n","Epoch 1956/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2899\n","Epoch 1957/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2899\n","Epoch 1958/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.2898\n","Epoch 1959/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2897\n","Epoch 1960/5000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.2897\n","Epoch 1961/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.2896\n","Epoch 1962/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2896\n","Epoch 1963/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2895\n","Epoch 1964/5000\n","1/1 [==============================] - 0s 996us/step - loss: 0.2894\n","Epoch 1965/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2894\n","Epoch 1966/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2893\n","Epoch 1967/5000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.2892\n","Epoch 1968/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2892\n","Epoch 1969/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2891\n","Epoch 1970/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.2891\n","Epoch 1971/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2890\n","Epoch 1972/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2889\n","Epoch 1973/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.2889\n","Epoch 1974/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2888\n","Epoch 1975/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2887\n","Epoch 1976/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2887\n","Epoch 1977/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2886\n","Epoch 1978/5000\n","1/1 [==============================] - 0s 997us/step - loss: 0.2886\n","Epoch 1979/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2885\n","Epoch 1980/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.2884\n","Epoch 1981/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2884\n","Epoch 1982/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2883\n","Epoch 1983/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.2883\n","Epoch 1984/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2882\n","Epoch 1985/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2881\n","Epoch 1986/5000\n","1/1 [==============================] - 0s 997us/step - loss: 0.2881\n","Epoch 1987/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2880\n","Epoch 1988/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2879\n","Epoch 1989/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2879\n","Epoch 1990/5000\n","1/1 [==============================] - 0s 996us/step - loss: 0.2878\n","Epoch 1991/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2878\n","Epoch 1992/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2877\n","Epoch 1993/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2876\n","Epoch 1994/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2876\n","Epoch 1995/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2875\n","Epoch 1996/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2875\n","Epoch 1997/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2874\n","Epoch 1998/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2873\n","Epoch 1999/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2873\n","Epoch 2000/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.2872\n","Epoch 2001/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.2871\n","Epoch 2002/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2871\n","Epoch 2003/5000\n","1/1 [==============================] - 0s 997us/step - loss: 0.2870\n","Epoch 2004/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2870\n","Epoch 2005/5000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.2869\n","Epoch 2006/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2868\n","Epoch 2007/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2868\n","Epoch 2008/5000\n","1/1 [==============================] - 0s 996us/step - loss: 0.2867\n","Epoch 2009/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2867\n","Epoch 2010/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2866\n","Epoch 2011/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2865\n","Epoch 2012/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.2865\n","Epoch 2013/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2864\n","Epoch 2014/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2864\n","Epoch 2015/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2863\n","Epoch 2016/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2862\n","Epoch 2017/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2862\n","Epoch 2018/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2861\n","Epoch 2019/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2861\n","Epoch 2020/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2860\n","Epoch 2021/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2859\n","Epoch 2022/5000\n","1/1 [==============================] - 0s 997us/step - loss: 0.2859\n","Epoch 2023/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2858\n","Epoch 2024/5000\n","1/1 [==============================] - 0s 996us/step - loss: 0.2858\n","Epoch 2025/5000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.2857\n","Epoch 2026/5000\n","1/1 [==============================] - 0s 997us/step - loss: 0.2856\n","Epoch 2027/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2856\n","Epoch 2028/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2855\n","Epoch 2029/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2855\n","Epoch 2030/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2854\n","Epoch 2031/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2853\n","Epoch 2032/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2853\n","Epoch 2033/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2852\n","Epoch 2034/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2852\n","Epoch 2035/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2851\n","Epoch 2036/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2850\n","Epoch 2037/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2850\n","Epoch 2038/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.2849\n","Epoch 2039/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2849\n","Epoch 2040/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2848\n","Epoch 2041/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.2847\n","Epoch 2042/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2847\n","Epoch 2043/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2846\n","Epoch 2044/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2846\n","Epoch 2045/5000\n","1/1 [==============================] - 0s 997us/step - loss: 0.2845\n","Epoch 2046/5000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.2844\n","Epoch 2047/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2844\n","Epoch 2048/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.2843\n","Epoch 2049/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.2843\n","Epoch 2050/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2842\n","Epoch 2051/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2841\n","Epoch 2052/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.2841\n","Epoch 2053/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2840\n","Epoch 2054/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2840\n","Epoch 2055/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2839\n","Epoch 2056/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.2838\n","Epoch 2057/5000\n","1/1 [==============================] - 0s 995us/step - loss: 0.2838\n","Epoch 2058/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.2837\n","Epoch 2059/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.2837\n","Epoch 2060/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2836\n","Epoch 2061/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.2835\n","Epoch 2062/5000\n","1/1 [==============================] - 0s 996us/step - loss: 0.2835\n","Epoch 2063/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2834\n","Epoch 2064/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2834\n","Epoch 2065/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2833\n","Epoch 2066/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2832\n","Epoch 2067/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2832\n","Epoch 2068/5000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.2831\n","Epoch 2069/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2831\n","Epoch 2070/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2830\n","Epoch 2071/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2830\n","Epoch 2072/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2829\n","Epoch 2073/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.2828\n","Epoch 2074/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2828\n","Epoch 2075/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2827\n","Epoch 2076/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2827\n","Epoch 2077/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2826\n","Epoch 2078/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2825\n","Epoch 2079/5000\n","1/1 [==============================] - 0s 997us/step - loss: 0.2825\n","Epoch 2080/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2824\n","Epoch 2081/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2824\n","Epoch 2082/5000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.2823\n","Epoch 2083/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2823\n","Epoch 2084/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2822\n","Epoch 2085/5000\n","1/1 [==============================] - 0s 5ms/step - loss: 0.2821\n","Epoch 2086/5000\n","1/1 [==============================] - 0s 997us/step - loss: 0.2821\n","Epoch 2087/5000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.2820\n","Epoch 2088/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2820\n"]},{"name":"stdout","output_type":"stream","text":["Epoch 2089/5000\n","1/1 [==============================] - 0s 997us/step - loss: 0.2819\n","Epoch 2090/5000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.2818\n","Epoch 2091/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2818\n","Epoch 2092/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2817\n","Epoch 2093/5000\n","1/1 [==============================] - 0s 996us/step - loss: 0.2817\n","Epoch 2094/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2816\n","Epoch 2095/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2816\n","Epoch 2096/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.2815\n","Epoch 2097/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2814\n","Epoch 2098/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2814\n","Epoch 2099/5000\n","1/1 [==============================] - 0s 997us/step - loss: 0.2813\n","Epoch 2100/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2813\n","Epoch 2101/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2812\n","Epoch 2102/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2812\n","Epoch 2103/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.2811\n","Epoch 2104/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2810\n","Epoch 2105/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2810\n","Epoch 2106/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2809\n","Epoch 2107/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2809\n","Epoch 2108/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2808\n","Epoch 2109/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2807\n","Epoch 2110/5000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.2807\n","Epoch 2111/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2806\n","Epoch 2112/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.2806\n","Epoch 2113/5000\n","1/1 [==============================] - 0s 996us/step - loss: 0.2805\n","Epoch 2114/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2805\n","Epoch 2115/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2804\n","Epoch 2116/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2803\n","Epoch 2117/5000\n","1/1 [==============================] - 0s 996us/step - loss: 0.2803\n","Epoch 2118/5000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.2802\n","Epoch 2119/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2802\n","Epoch 2120/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2801\n","Epoch 2121/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2801\n","Epoch 2122/5000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.2800\n","Epoch 2123/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2799\n","Epoch 2124/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.2799\n","Epoch 2125/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2798\n","Epoch 2126/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2798\n","Epoch 2127/5000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.2797\n","Epoch 2128/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2797\n","Epoch 2129/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2796\n","Epoch 2130/5000\n","1/1 [==============================] - 0s 3ms/step - loss: 0.2795\n","Epoch 2131/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2795\n","Epoch 2132/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2794\n","Epoch 2133/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.2794\n","Epoch 2134/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2793\n","Epoch 2135/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2793\n","Epoch 2136/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2792\n","Epoch 2137/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2792\n","Epoch 2138/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2791\n","Epoch 2139/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2790\n","Epoch 2140/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2790\n","Epoch 2141/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2789\n","Epoch 2142/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2789\n","Epoch 2143/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2788\n","Epoch 2144/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.2788\n","Epoch 2145/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2787\n","Epoch 2146/5000\n","1/1 [==============================] - 0s 997us/step - loss: 0.2786\n","Epoch 2147/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2786\n","Epoch 2148/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2785\n","Epoch 2149/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2785\n","Epoch 2150/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2784\n","Epoch 2151/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.2784\n","Epoch 2152/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.2783\n","Epoch 2153/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2783\n","Epoch 2154/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2782\n","Epoch 2155/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2781\n","Epoch 2156/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2781\n","Epoch 2157/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2780\n","Epoch 2158/5000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.2780\n","Epoch 2159/5000\n","1/1 [==============================] - 0s 997us/step - loss: 0.2779\n","Epoch 2160/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2779\n","Epoch 2161/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2778\n","Epoch 2162/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2777\n","Epoch 2163/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2777\n","Epoch 2164/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2776\n","Epoch 2165/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2776\n","Epoch 2166/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2775\n","Epoch 2167/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2775\n","Epoch 2168/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2774\n","Epoch 2169/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2774\n","Epoch 2170/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2773\n","Epoch 2171/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2772\n","Epoch 2172/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2772\n","Epoch 2173/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2771\n","Epoch 2174/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2771\n","Epoch 2175/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2770\n","Epoch 2176/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2770\n","Epoch 2177/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2769\n","Epoch 2178/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2769\n","Epoch 2179/5000\n","1/1 [==============================] - 0s 997us/step - loss: 0.2768\n","Epoch 2180/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2767\n","Epoch 2181/5000\n","1/1 [==============================] - 0s 997us/step - loss: 0.2767\n","Epoch 2182/5000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.2766\n","Epoch 2183/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2766\n","Epoch 2184/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2765\n","Epoch 2185/5000\n","1/1 [==============================] - 0s 997us/step - loss: 0.2765\n","Epoch 2186/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2764\n","Epoch 2187/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2764\n","Epoch 2188/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2763\n","Epoch 2189/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2763\n","Epoch 2190/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.2762\n","Epoch 2191/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2761\n","Epoch 2192/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2761\n","Epoch 2193/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2760\n","Epoch 2194/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2760\n","Epoch 2195/5000\n","1/1 [==============================] - 0s 995us/step - loss: 0.2759\n","Epoch 2196/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2759\n","Epoch 2197/5000\n","1/1 [==============================] - 0s 997us/step - loss: 0.2758\n","Epoch 2198/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2758\n","Epoch 2199/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2757\n","Epoch 2200/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2756\n","Epoch 2201/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2756\n","Epoch 2202/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2755\n","Epoch 2203/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2755\n","Epoch 2204/5000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.2754\n","Epoch 2205/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2754\n","Epoch 2206/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2753\n","Epoch 2207/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2753\n","Epoch 2208/5000\n","1/1 [==============================] - 0s 996us/step - loss: 0.2752\n","Epoch 2209/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2752\n","Epoch 2210/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.2751\n","Epoch 2211/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2750\n","Epoch 2212/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2750\n","Epoch 2213/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2749\n","Epoch 2214/5000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.2749\n","Epoch 2215/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2748\n","Epoch 2216/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2748\n","Epoch 2217/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.2747\n","Epoch 2218/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2747\n","Epoch 2219/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2746\n","Epoch 2220/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.2746\n","Epoch 2221/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2745\n","Epoch 2222/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2745\n","Epoch 2223/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.2744\n","Epoch 2224/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.2743\n","Epoch 2225/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2743\n","Epoch 2226/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2742\n","Epoch 2227/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2742\n","Epoch 2228/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2741\n","Epoch 2229/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2741\n","Epoch 2230/5000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.2740\n","Epoch 2231/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2740\n","Epoch 2232/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2739\n","Epoch 2233/5000\n","1/1 [==============================] - 0s 997us/step - loss: 0.2739\n","Epoch 2234/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2738\n","Epoch 2235/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2738\n","Epoch 2236/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.2737\n","Epoch 2237/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2736\n","Epoch 2238/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2736\n","Epoch 2239/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.2735\n","Epoch 2240/5000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.2735\n","Epoch 2241/5000\n","1/1 [==============================] - 0s 979us/step - loss: 0.2734\n","Epoch 2242/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2734\n","Epoch 2243/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2733\n","Epoch 2244/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.2733\n","Epoch 2245/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2732\n","Epoch 2246/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2732\n","Epoch 2247/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2731\n","Epoch 2248/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2731\n","Epoch 2249/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2730\n","Epoch 2250/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2730\n","Epoch 2251/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2729\n","Epoch 2252/5000\n","1/1 [==============================] - 0s 997us/step - loss: 0.2728\n","Epoch 2253/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2728\n","Epoch 2254/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2727\n","Epoch 2255/5000\n","1/1 [==============================] - 0s 996us/step - loss: 0.2727\n","Epoch 2256/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2726\n","Epoch 2257/5000\n","1/1 [==============================] - 0s 997us/step - loss: 0.2726\n","Epoch 2258/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.2725\n","Epoch 2259/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2725\n","Epoch 2260/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2724\n","Epoch 2261/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2724\n","Epoch 2262/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2723\n","Epoch 2263/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2723\n","Epoch 2264/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2722\n","Epoch 2265/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2722\n","Epoch 2266/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.2721\n","Epoch 2267/5000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.2721\n","Epoch 2268/5000\n","1/1 [==============================] - 0s 994us/step - loss: 0.2720\n","Epoch 2269/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2719\n","Epoch 2270/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2719\n","Epoch 2271/5000\n","1/1 [==============================] - 0s 979us/step - loss: 0.2718\n","Epoch 2272/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2718\n","Epoch 2273/5000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.2717\n","Epoch 2274/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2717\n","Epoch 2275/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2716\n","Epoch 2276/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2716\n","Epoch 2277/5000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.2715\n","Epoch 2278/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2715\n","Epoch 2279/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2714\n","Epoch 2280/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.2714\n","Epoch 2281/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2713\n","Epoch 2282/5000\n","1/1 [==============================] - 0s 983us/step - loss: 0.2713\n","Epoch 2283/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2712\n","Epoch 2284/5000\n","1/1 [==============================] - 0s 997us/step - loss: 0.2712\n","Epoch 2285/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2711\n"]},{"name":"stdout","output_type":"stream","text":["Epoch 2286/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2711\n","Epoch 2287/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2710\n","Epoch 2288/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2710\n","Epoch 2289/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2709\n","Epoch 2290/5000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.2708\n","Epoch 2291/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2708\n","Epoch 2292/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2707\n","Epoch 2293/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2707\n","Epoch 2294/5000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.2706\n","Epoch 2295/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2706\n","Epoch 2296/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.2705\n","Epoch 2297/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2705\n","Epoch 2298/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2704\n","Epoch 2299/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2704\n","Epoch 2300/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2703\n","Epoch 2301/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2703\n","Epoch 2302/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2702\n","Epoch 2303/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2702\n","Epoch 2304/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2701\n","Epoch 2305/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2701\n","Epoch 2306/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2700\n","Epoch 2307/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2700\n","Epoch 2308/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2699\n","Epoch 2309/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2699\n","Epoch 2310/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2698\n","Epoch 2311/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2698\n","Epoch 2312/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2697\n","Epoch 2313/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2697\n","Epoch 2314/5000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.2696\n","Epoch 2315/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2696\n","Epoch 2316/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2695\n","Epoch 2317/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.2694\n","Epoch 2318/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2694\n","Epoch 2319/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2693\n","Epoch 2320/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2693\n","Epoch 2321/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2692\n","Epoch 2322/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2692\n","Epoch 2323/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2691\n","Epoch 2324/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2691\n","Epoch 2325/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.2690\n","Epoch 2326/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.2690\n","Epoch 2327/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2689\n","Epoch 2328/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2689\n","Epoch 2329/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2688\n","Epoch 2330/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2688\n","Epoch 2331/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2687\n","Epoch 2332/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2687\n","Epoch 2333/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2686\n","Epoch 2334/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2686\n","Epoch 2335/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2685\n","Epoch 2336/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2685\n","Epoch 2337/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2684\n","Epoch 2338/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.2684\n","Epoch 2339/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2683\n","Epoch 2340/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2683\n","Epoch 2341/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2682\n","Epoch 2342/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2682\n","Epoch 2343/5000\n","1/1 [==============================] - 0s 995us/step - loss: 0.2681\n","Epoch 2344/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2681\n","Epoch 2345/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2680\n","Epoch 2346/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2680\n","Epoch 2347/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2679\n","Epoch 2348/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2679\n","Epoch 2349/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.2678\n","Epoch 2350/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2678\n","Epoch 2351/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2677\n","Epoch 2352/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2677\n","Epoch 2353/5000\n","1/1 [==============================] - 0s 3ms/step - loss: 0.2676\n","Epoch 2354/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2676\n","Epoch 2355/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2675\n","Epoch 2356/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2675\n","Epoch 2357/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.2674\n","Epoch 2358/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2674\n","Epoch 2359/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2673\n","Epoch 2360/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2673\n","Epoch 2361/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2672\n","Epoch 2362/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2672\n","Epoch 2363/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2671\n","Epoch 2364/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2671\n","Epoch 2365/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2670\n","Epoch 2366/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2670\n","Epoch 2367/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2669\n","Epoch 2368/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2669\n","Epoch 2369/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2668\n","Epoch 2370/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2668\n","Epoch 2371/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2667\n","Epoch 2372/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2667\n","Epoch 2373/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2666\n","Epoch 2374/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2666\n","Epoch 2375/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2665\n","Epoch 2376/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2665\n","Epoch 2377/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2664\n","Epoch 2378/5000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.2664\n","Epoch 2379/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2663\n","Epoch 2380/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.2663\n","Epoch 2381/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2662\n","Epoch 2382/5000\n","1/1 [==============================] - 0s 997us/step - loss: 0.2662\n","Epoch 2383/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2661\n","Epoch 2384/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2661\n","Epoch 2385/5000\n"]},{"name":"stdout","output_type":"stream","text":["1/1 [==============================] - 0s 1ms/step - loss: 0.2660\n","Epoch 2386/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2660\n","Epoch 2387/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2659\n","Epoch 2388/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2659\n","Epoch 2389/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2658\n","Epoch 2390/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2658\n","Epoch 2391/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2657\n","Epoch 2392/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.2657\n","Epoch 2393/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2656\n","Epoch 2394/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.2656\n","Epoch 2395/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2655\n","Epoch 2396/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.2655\n","Epoch 2397/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2654\n","Epoch 2398/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2654\n","Epoch 2399/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2653\n","Epoch 2400/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2653\n","Epoch 2401/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2652\n","Epoch 2402/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.2652\n","Epoch 2403/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2651\n","Epoch 2404/5000\n","1/1 [==============================] - 0s 996us/step - loss: 0.2651\n","Epoch 2405/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2650\n","Epoch 2406/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2650\n","Epoch 2407/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2649\n","Epoch 2408/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2649\n","Epoch 2409/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2648\n","Epoch 2410/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2648\n","Epoch 2411/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.2647\n","Epoch 2412/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2647\n","Epoch 2413/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2646\n","Epoch 2414/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.2646\n","Epoch 2415/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2645\n","Epoch 2416/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2645\n","Epoch 2417/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2644\n","Epoch 2418/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2644\n","Epoch 2419/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2643\n","Epoch 2420/5000\n","1/1 [==============================] - 0s 997us/step - loss: 0.2643\n","Epoch 2421/5000\n","1/1 [==============================] - 0s 997us/step - loss: 0.2642\n","Epoch 2422/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2642\n","Epoch 2423/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2642\n","Epoch 2424/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2641\n","Epoch 2425/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2641\n","Epoch 2426/5000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.2640\n","Epoch 2427/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2640\n","Epoch 2428/5000\n","1/1 [==============================] - 0s 996us/step - loss: 0.2639\n","Epoch 2429/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2639\n","Epoch 2430/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2638\n","Epoch 2431/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2638\n","Epoch 2432/5000\n","1/1 [==============================] - 0s 996us/step - loss: 0.2637\n","Epoch 2433/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2637\n","Epoch 2434/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2636\n","Epoch 2435/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2636\n","Epoch 2436/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2635\n","Epoch 2437/5000\n","1/1 [==============================] - 0s 996us/step - loss: 0.2635\n","Epoch 2438/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2634\n","Epoch 2439/5000\n","1/1 [==============================] - 0s 979us/step - loss: 0.2634\n","Epoch 2440/5000\n","1/1 [==============================] - 0s 993us/step - loss: 0.2633\n","Epoch 2441/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2633\n","Epoch 2442/5000\n","1/1 [==============================] - 0s 3ms/step - loss: 0.2632\n","Epoch 2443/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2632\n","Epoch 2444/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2631\n","Epoch 2445/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2631\n","Epoch 2446/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2630\n","Epoch 2447/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2630\n","Epoch 2448/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2629\n","Epoch 2449/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2629\n","Epoch 2450/5000\n","1/1 [==============================] - 0s 996us/step - loss: 0.2628\n","Epoch 2451/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2628\n","Epoch 2452/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2628\n","Epoch 2453/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2627\n","Epoch 2454/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2627\n","Epoch 2455/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2626\n","Epoch 2456/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2626\n","Epoch 2457/5000\n","1/1 [==============================] - 0s 996us/step - loss: 0.2625\n","Epoch 2458/5000\n","1/1 [==============================] - 0s 997us/step - loss: 0.2625\n","Epoch 2459/5000\n","1/1 [==============================] - 0s 997us/step - loss: 0.2624\n","Epoch 2460/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2624\n","Epoch 2461/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2623\n","Epoch 2462/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2623\n","Epoch 2463/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.2622\n","Epoch 2464/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.2622\n","Epoch 2465/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.2621\n","Epoch 2466/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.2621\n","Epoch 2467/5000\n","1/1 [==============================] - 0s 995us/step - loss: 0.2620\n","Epoch 2468/5000\n","1/1 [==============================] - 0s 996us/step - loss: 0.2620\n","Epoch 2469/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2619\n","Epoch 2470/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2619\n","Epoch 2471/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2618\n","Epoch 2472/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2618\n","Epoch 2473/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2618\n","Epoch 2474/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2617\n","Epoch 2475/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2617\n","Epoch 2476/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2616\n","Epoch 2477/5000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.2616\n","Epoch 2478/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2615\n","Epoch 2479/5000\n","1/1 [==============================] - 0s 997us/step - loss: 0.2615\n","Epoch 2480/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2614\n","Epoch 2481/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2614\n","Epoch 2482/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2613\n","Epoch 2483/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2613\n","Epoch 2484/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.2612\n","Epoch 2485/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2612\n","Epoch 2486/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2611\n","Epoch 2487/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2611\n","Epoch 2488/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.2610\n","Epoch 2489/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2610\n","Epoch 2490/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2609\n","Epoch 2491/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2609\n","Epoch 2492/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2609\n","Epoch 2493/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2608\n","Epoch 2494/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2608\n","Epoch 2495/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2607\n","Epoch 2496/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2607\n","Epoch 2497/5000\n","1/1 [==============================] - 0s 995us/step - loss: 0.2606\n","Epoch 2498/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2606\n","Epoch 2499/5000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.2605\n","Epoch 2500/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2605\n","Epoch 2501/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2604\n","Epoch 2502/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2604\n","Epoch 2503/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2603\n","Epoch 2504/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.2603\n","Epoch 2505/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2602\n","Epoch 2506/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2602\n","Epoch 2507/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2602\n","Epoch 2508/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.2601\n","Epoch 2509/5000\n","1/1 [==============================] - 0s 3ms/step - loss: 0.2601\n","Epoch 2510/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2600\n","Epoch 2511/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2600\n","Epoch 2512/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2599\n","Epoch 2513/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2599\n","Epoch 2514/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2598\n","Epoch 2515/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2598\n","Epoch 2516/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2597\n","Epoch 2517/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2597\n","Epoch 2518/5000\n","1/1 [==============================] - 0s 997us/step - loss: 0.2596\n","Epoch 2519/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2596\n","Epoch 2520/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2596\n","Epoch 2521/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2595\n","Epoch 2522/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2595\n","Epoch 2523/5000\n","1/1 [==============================] - 0s 997us/step - loss: 0.2594\n","Epoch 2524/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2594\n","Epoch 2525/5000\n","1/1 [==============================] - 0s 997us/step - loss: 0.2593\n","Epoch 2526/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.2593\n","Epoch 2527/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2592\n","Epoch 2528/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2592\n","Epoch 2529/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2591\n","Epoch 2530/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2591\n","Epoch 2531/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2590\n","Epoch 2532/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2590\n","Epoch 2533/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2590\n","Epoch 2534/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2589\n","Epoch 2535/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2589\n","Epoch 2536/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2588\n","Epoch 2537/5000\n","1/1 [==============================] - 0s 997us/step - loss: 0.2588\n","Epoch 2538/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2587\n","Epoch 2539/5000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.2587\n","Epoch 2540/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2586\n","Epoch 2541/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2586\n","Epoch 2542/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2585\n","Epoch 2543/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2585\n","Epoch 2544/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2584\n","Epoch 2545/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2584\n","Epoch 2546/5000\n","1/1 [==============================] - 0s 996us/step - loss: 0.2584\n","Epoch 2547/5000\n","1/1 [==============================] - 0s 996us/step - loss: 0.2583\n","Epoch 2548/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2583\n","Epoch 2549/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.2582\n","Epoch 2550/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2582\n","Epoch 2551/5000\n","1/1 [==============================] - 0s 997us/step - loss: 0.2581\n","Epoch 2552/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2581\n","Epoch 2553/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2580\n","Epoch 2554/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2580\n","Epoch 2555/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2579\n","Epoch 2556/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2579\n","Epoch 2557/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.2579\n","Epoch 2558/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2578\n","Epoch 2559/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2578\n","Epoch 2560/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.2577\n","Epoch 2561/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2577\n","Epoch 2562/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2576\n","Epoch 2563/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2576\n","Epoch 2564/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2575\n","Epoch 2565/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2575\n","Epoch 2566/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2574\n","Epoch 2567/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2574\n","Epoch 2568/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2574\n","Epoch 2569/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.2573\n","Epoch 2570/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2573\n","Epoch 2571/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2572\n","Epoch 2572/5000\n","1/1 [==============================] - 0s 980us/step - loss: 0.2572\n","Epoch 2573/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2571\n","Epoch 2574/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2571\n","Epoch 2575/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.2570\n","Epoch 2576/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2570\n","Epoch 2577/5000\n","1/1 [==============================] - 0s 993us/step - loss: 0.2569\n","Epoch 2578/5000\n","1/1 [==============================] - 0s 997us/step - loss: 0.2569\n","Epoch 2579/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.2569\n","Epoch 2580/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2568\n","Epoch 2581/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2568\n","Epoch 2582/5000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.2567\n","Epoch 2583/5000\n"]},{"name":"stdout","output_type":"stream","text":["1/1 [==============================] - 0s 2ms/step - loss: 0.2567\n","Epoch 2584/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2566\n","Epoch 2585/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2566\n","Epoch 2586/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2565\n","Epoch 2587/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.2565\n","Epoch 2588/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2565\n","Epoch 2589/5000\n","1/1 [==============================] - 0s 996us/step - loss: 0.2564\n","Epoch 2590/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2564\n","Epoch 2591/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2563\n","Epoch 2592/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2563\n","Epoch 2593/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.2562\n","Epoch 2594/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2562\n","Epoch 2595/5000\n","1/1 [==============================] - 0s 3ms/step - loss: 0.2561\n","Epoch 2596/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2561\n","Epoch 2597/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2561\n","Epoch 2598/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2560\n","Epoch 2599/5000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.2560\n","Epoch 2600/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2559\n","Epoch 2601/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2559\n","Epoch 2602/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2558\n","Epoch 2603/5000\n","1/1 [==============================] - 0s 995us/step - loss: 0.2558\n","Epoch 2604/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2557\n","Epoch 2605/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2557\n","Epoch 2606/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2557\n","Epoch 2607/5000\n","1/1 [==============================] - 0s 993us/step - loss: 0.2556\n","Epoch 2608/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2556\n","Epoch 2609/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2555\n","Epoch 2610/5000\n","1/1 [==============================] - 0s 996us/step - loss: 0.2555\n","Epoch 2611/5000\n","1/1 [==============================] - 0s 996us/step - loss: 0.2554\n","Epoch 2612/5000\n","1/1 [==============================] - 0s 996us/step - loss: 0.2554\n","Epoch 2613/5000\n","1/1 [==============================] - 0s 996us/step - loss: 0.2553\n","Epoch 2614/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2553\n","Epoch 2615/5000\n","1/1 [==============================] - 0s 995us/step - loss: 0.2553\n","Epoch 2616/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2552\n","Epoch 2617/5000\n","1/1 [==============================] - 0s 997us/step - loss: 0.2552\n","Epoch 2618/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2551\n","Epoch 2619/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2551\n","Epoch 2620/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2550\n","Epoch 2621/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2550\n","Epoch 2622/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2549\n","Epoch 2623/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2549\n","Epoch 2624/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2549\n","Epoch 2625/5000\n","1/1 [==============================] - 0s 3ms/step - loss: 0.2548\n","Epoch 2626/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2548\n","Epoch 2627/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2547\n","Epoch 2628/5000\n","1/1 [==============================] - 0s 997us/step - loss: 0.2547\n","Epoch 2629/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2546\n","Epoch 2630/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.2546\n","Epoch 2631/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.2545\n","Epoch 2632/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2545\n","Epoch 2633/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2545\n","Epoch 2634/5000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.2544\n","Epoch 2635/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2544\n","Epoch 2636/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2543\n","Epoch 2637/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2543\n","Epoch 2638/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2542\n","Epoch 2639/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2542\n","Epoch 2640/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2542\n","Epoch 2641/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2541\n","Epoch 2642/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2541\n","Epoch 2643/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2540\n","Epoch 2644/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2540\n","Epoch 2645/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2539\n","Epoch 2646/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2539\n","Epoch 2647/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2539\n","Epoch 2648/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2538\n","Epoch 2649/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2538\n","Epoch 2650/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2537\n","Epoch 2651/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2537\n","Epoch 2652/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2536\n","Epoch 2653/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2536\n","Epoch 2654/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.2535\n","Epoch 2655/5000\n","1/1 [==============================] - 0s 997us/step - loss: 0.2535\n","Epoch 2656/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2535\n","Epoch 2657/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2534\n","Epoch 2658/5000\n","1/1 [==============================] - 0s 997us/step - loss: 0.2534\n","Epoch 2659/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2533\n","Epoch 2660/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2533\n","Epoch 2661/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2532\n","Epoch 2662/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2532\n","Epoch 2663/5000\n","1/1 [==============================] - 0s 997us/step - loss: 0.2532\n","Epoch 2664/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2531\n","Epoch 2665/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2531\n","Epoch 2666/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2530\n","Epoch 2667/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.2530\n","Epoch 2668/5000\n","1/1 [==============================] - 0s 996us/step - loss: 0.2529\n","Epoch 2669/5000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.2529\n","Epoch 2670/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2529\n","Epoch 2671/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2528\n","Epoch 2672/5000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.2528\n","Epoch 2673/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2527\n","Epoch 2674/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2527\n","Epoch 2675/5000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.2526\n","Epoch 2676/5000\n","1/1 [==============================] - 0s 997us/step - loss: 0.2526\n","Epoch 2677/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2526\n","Epoch 2678/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2525\n","Epoch 2679/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.2525\n","Epoch 2680/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2524\n","Epoch 2681/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2524\n","Epoch 2682/5000\n"]},{"name":"stdout","output_type":"stream","text":["1/1 [==============================] - 0s 1ms/step - loss: 0.2523\n","Epoch 2683/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2523\n","Epoch 2684/5000\n","1/1 [==============================] - 0s 997us/step - loss: 0.2523\n","Epoch 2685/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2522\n","Epoch 2686/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2522\n","Epoch 2687/5000\n","1/1 [==============================] - 0s 995us/step - loss: 0.2521\n","Epoch 2688/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2521\n","Epoch 2689/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2520\n","Epoch 2690/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2520\n","Epoch 2691/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2520\n","Epoch 2692/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2519\n","Epoch 2693/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2519\n","Epoch 2694/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2518\n","Epoch 2695/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2518\n","Epoch 2696/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2517\n","Epoch 2697/5000\n","1/1 [==============================] - 0s 997us/step - loss: 0.2517\n","Epoch 2698/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2517\n","Epoch 2699/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2516\n","Epoch 2700/5000\n","1/1 [==============================] - 0s 995us/step - loss: 0.2516\n","Epoch 2701/5000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.2515\n","Epoch 2702/5000\n","1/1 [==============================] - 0s 994us/step - loss: 0.2515\n","Epoch 2703/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.2514\n","Epoch 2704/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2514\n","Epoch 2705/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2514\n","Epoch 2706/5000\n","1/1 [==============================] - 0s 997us/step - loss: 0.2513\n","Epoch 2707/5000\n","1/1 [==============================] - 0s 996us/step - loss: 0.2513\n","Epoch 2708/5000\n","1/1 [==============================] - 0s 996us/step - loss: 0.2512\n","Epoch 2709/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2512\n","Epoch 2710/5000\n","1/1 [==============================] - 0s 997us/step - loss: 0.2512\n","Epoch 2711/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2511\n","Epoch 2712/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2511\n","Epoch 2713/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2510\n","Epoch 2714/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2510\n","Epoch 2715/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2509\n","Epoch 2716/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2509\n","Epoch 2717/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2509\n","Epoch 2718/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2508\n","Epoch 2719/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2508\n","Epoch 2720/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2507\n","Epoch 2721/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2507\n","Epoch 2722/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2506\n","Epoch 2723/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2506\n","Epoch 2724/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2506\n","Epoch 2725/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2505\n","Epoch 2726/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2505\n","Epoch 2727/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2504\n","Epoch 2728/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2504\n","Epoch 2729/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.2504\n","Epoch 2730/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2503\n","Epoch 2731/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.2503\n","Epoch 2732/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2502\n","Epoch 2733/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2502\n","Epoch 2734/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2501\n","Epoch 2735/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2501\n","Epoch 2736/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2501\n","Epoch 2737/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2500\n","Epoch 2738/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2500\n","Epoch 2739/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2499\n","Epoch 2740/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2499\n","Epoch 2741/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2499\n","Epoch 2742/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2498\n","Epoch 2743/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2498\n","Epoch 2744/5000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.2497\n","Epoch 2745/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2497\n","Epoch 2746/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2496\n","Epoch 2747/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2496\n","Epoch 2748/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2496\n","Epoch 2749/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.2495\n","Epoch 2750/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2495\n","Epoch 2751/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2494\n","Epoch 2752/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2494\n","Epoch 2753/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2494\n","Epoch 2754/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2493\n","Epoch 2755/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2493\n","Epoch 2756/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2492\n","Epoch 2757/5000\n","1/1 [==============================] - 0s 997us/step - loss: 0.2492\n","Epoch 2758/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2491\n","Epoch 2759/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2491\n","Epoch 2760/5000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.2491\n","Epoch 2761/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2490\n","Epoch 2762/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2490\n","Epoch 2763/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2489\n","Epoch 2764/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.2489\n","Epoch 2765/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2489\n","Epoch 2766/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2488\n","Epoch 2767/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2488\n","Epoch 2768/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.2487\n","Epoch 2769/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2487\n","Epoch 2770/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2487\n","Epoch 2771/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2486\n","Epoch 2772/5000\n","1/1 [==============================] - 0s 996us/step - loss: 0.2486\n","Epoch 2773/5000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.2485\n","Epoch 2774/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2485\n","Epoch 2775/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2484\n","Epoch 2776/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2484\n","Epoch 2777/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2484\n","Epoch 2778/5000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.2483\n","Epoch 2779/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2483\n","Epoch 2780/5000\n","1/1 [==============================] - 0s 996us/step - loss: 0.2482\n","Epoch 2781/5000\n"]},{"name":"stdout","output_type":"stream","text":["1/1 [==============================] - 0s 994us/step - loss: 0.2482\n","Epoch 2782/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2482\n","Epoch 2783/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2481\n","Epoch 2784/5000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.2481\n","Epoch 2785/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.2480\n","Epoch 2786/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2480\n","Epoch 2787/5000\n","1/1 [==============================] - 0s 997us/step - loss: 0.2480\n","Epoch 2788/5000\n","1/1 [==============================] - 0s 991us/step - loss: 0.2479\n","Epoch 2789/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.2479\n","Epoch 2790/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2478\n","Epoch 2791/5000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.2478\n","Epoch 2792/5000\n","1/1 [==============================] - 0s 993us/step - loss: 0.2478\n","Epoch 2793/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.2477\n","Epoch 2794/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2477\n","Epoch 2795/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2476\n","Epoch 2796/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2476\n","Epoch 2797/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2476\n","Epoch 2798/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2475\n","Epoch 2799/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2475\n","Epoch 2800/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2474\n","Epoch 2801/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2474\n","Epoch 2802/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2474\n","Epoch 2803/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2473\n","Epoch 2804/5000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.2473\n","Epoch 2805/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.2472\n","Epoch 2806/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2472\n","Epoch 2807/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2471\n","Epoch 2808/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2471\n","Epoch 2809/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2471\n","Epoch 2810/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.2470\n","Epoch 2811/5000\n","1/1 [==============================] - 0s 997us/step - loss: 0.2470\n","Epoch 2812/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2469\n","Epoch 2813/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2469\n","Epoch 2814/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2469\n","Epoch 2815/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2468\n","Epoch 2816/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2468\n","Epoch 2817/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.2467\n","Epoch 2818/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2467\n","Epoch 2819/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.2467\n","Epoch 2820/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2466\n","Epoch 2821/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2466\n","Epoch 2822/5000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.2465\n","Epoch 2823/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2465\n","Epoch 2824/5000\n","1/1 [==============================] - 0s 8ms/step - loss: 0.2465\n","Epoch 2825/5000\n","1/1 [==============================] - 0s 4ms/step - loss: 0.2464\n","Epoch 2826/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2464\n","Epoch 2827/5000\n","1/1 [==============================] - 0s 997us/step - loss: 0.2463\n","Epoch 2828/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2463\n","Epoch 2829/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.2463\n","Epoch 2830/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2462\n","Epoch 2831/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2462\n","Epoch 2832/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2461\n","Epoch 2833/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2461\n","Epoch 2834/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2461\n","Epoch 2835/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.2460\n","Epoch 2836/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2460\n","Epoch 2837/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2459\n","Epoch 2838/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2459\n","Epoch 2839/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2459\n","Epoch 2840/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2458\n","Epoch 2841/5000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.2458\n","Epoch 2842/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2457\n","Epoch 2843/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2457\n","Epoch 2844/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2457\n","Epoch 2845/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2456\n","Epoch 2846/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2456\n","Epoch 2847/5000\n","1/1 [==============================] - 0s 997us/step - loss: 0.2455\n","Epoch 2848/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2455\n","Epoch 2849/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2455\n","Epoch 2850/5000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.2454\n","Epoch 2851/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2454\n","Epoch 2852/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2454\n","Epoch 2853/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.2453\n","Epoch 2854/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2453\n","Epoch 2855/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2452\n","Epoch 2856/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2452\n","Epoch 2857/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2452\n","Epoch 2858/5000\n","1/1 [==============================] - 0s 3ms/step - loss: 0.2451\n","Epoch 2859/5000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.2451\n","Epoch 2860/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2450\n","Epoch 2861/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2450\n","Epoch 2862/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2450\n","Epoch 2863/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2449\n","Epoch 2864/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2449\n","Epoch 2865/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2448\n","Epoch 2866/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.2448\n","Epoch 2867/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2448\n","Epoch 2868/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.2447\n","Epoch 2869/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2447\n","Epoch 2870/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2446\n","Epoch 2871/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.2446\n","Epoch 2872/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2446\n","Epoch 2873/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2445\n","Epoch 2874/5000\n","1/1 [==============================] - 0s 997us/step - loss: 0.2445\n","Epoch 2875/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2444\n","Epoch 2876/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.2444\n","Epoch 2877/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2444\n","Epoch 2878/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2443\n","Epoch 2879/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2443\n","Epoch 2880/5000\n"]},{"name":"stdout","output_type":"stream","text":["1/1 [==============================] - 0s 999us/step - loss: 0.2443\n","Epoch 2881/5000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.2442\n","Epoch 2882/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2442\n","Epoch 2883/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2441\n","Epoch 2884/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2441\n","Epoch 2885/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2441\n","Epoch 2886/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2440\n","Epoch 2887/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2440\n","Epoch 2888/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.2439\n","Epoch 2889/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2439\n","Epoch 2890/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.2439\n","Epoch 2891/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2438\n","Epoch 2892/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2438\n","Epoch 2893/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2437\n","Epoch 2894/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2437\n","Epoch 2895/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2437\n","Epoch 2896/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2436\n","Epoch 2897/5000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.2436\n","Epoch 2898/5000\n","1/1 [==============================] - 0s 997us/step - loss: 0.2436\n","Epoch 2899/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2435\n","Epoch 2900/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2435\n","Epoch 2901/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2434\n","Epoch 2902/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.2434\n","Epoch 2903/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2434\n","Epoch 2904/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2433\n","Epoch 2905/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2433\n","Epoch 2906/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2432\n","Epoch 2907/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2432\n","Epoch 2908/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2432\n","Epoch 2909/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2431\n","Epoch 2910/5000\n","1/1 [==============================] - 0s 4ms/step - loss: 0.2431\n","Epoch 2911/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2431\n","Epoch 2912/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2430\n","Epoch 2913/5000\n","1/1 [==============================] - 0s 996us/step - loss: 0.2430\n","Epoch 2914/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2429\n","Epoch 2915/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2429\n","Epoch 2916/5000\n","1/1 [==============================] - 0s 995us/step - loss: 0.2429\n","Epoch 2917/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2428\n","Epoch 2918/5000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.2428\n","Epoch 2919/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2427\n","Epoch 2920/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2427\n","Epoch 2921/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2427\n","Epoch 2922/5000\n","1/1 [==============================] - 0s 997us/step - loss: 0.2426\n","Epoch 2923/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2426\n","Epoch 2924/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2426\n","Epoch 2925/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2425\n","Epoch 2926/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2425\n","Epoch 2927/5000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.2424\n","Epoch 2928/5000\n","1/1 [==============================] - 0s 996us/step - loss: 0.2424\n","Epoch 2929/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2424\n","Epoch 2930/5000\n","1/1 [==============================] - 0s 996us/step - loss: 0.2423\n","Epoch 2931/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2423\n","Epoch 2932/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2422\n","Epoch 2933/5000\n","1/1 [==============================] - 0s 995us/step - loss: 0.2422\n","Epoch 2934/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2422\n","Epoch 2935/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.2421\n","Epoch 2936/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2421\n","Epoch 2937/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2421\n","Epoch 2938/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2420\n","Epoch 2939/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2420\n","Epoch 2940/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2419\n","Epoch 2941/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2419\n","Epoch 2942/5000\n","1/1 [==============================] - 0s 997us/step - loss: 0.2419\n","Epoch 2943/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.2418\n","Epoch 2944/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2418\n","Epoch 2945/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2418\n","Epoch 2946/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2417\n","Epoch 2947/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2417\n","Epoch 2948/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2416\n","Epoch 2949/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2416\n","Epoch 2950/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2416\n","Epoch 2951/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2415\n","Epoch 2952/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2415\n","Epoch 2953/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2415\n","Epoch 2954/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2414\n","Epoch 2955/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2414\n","Epoch 2956/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2413\n","Epoch 2957/5000\n","1/1 [==============================] - 0s 995us/step - loss: 0.2413\n","Epoch 2958/5000\n","1/1 [==============================] - 0s 997us/step - loss: 0.2413\n","Epoch 2959/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2412\n","Epoch 2960/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2412\n","Epoch 2961/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2412\n","Epoch 2962/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2411\n","Epoch 2963/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2411\n","Epoch 2964/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2410\n","Epoch 2965/5000\n","1/1 [==============================] - 0s 997us/step - loss: 0.2410\n","Epoch 2966/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2410\n","Epoch 2967/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2409\n","Epoch 2968/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2409\n","Epoch 2969/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2408\n","Epoch 2970/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2408\n","Epoch 2971/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2408\n","Epoch 2972/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2407\n","Epoch 2973/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2407\n","Epoch 2974/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2407\n","Epoch 2975/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2406\n","Epoch 2976/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2406\n","Epoch 2977/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2406\n","Epoch 2978/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2405\n","Epoch 2979/5000\n"]},{"name":"stdout","output_type":"stream","text":["1/1 [==============================] - 0s 2ms/step - loss: 0.2405\n","Epoch 2980/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2404\n","Epoch 2981/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2404\n","Epoch 2982/5000\n","1/1 [==============================] - 0s 988us/step - loss: 0.2404\n","Epoch 2983/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2403\n","Epoch 2984/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2403\n","Epoch 2985/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2403\n","Epoch 2986/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2402\n","Epoch 2987/5000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.2402\n","Epoch 2988/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2401\n","Epoch 2989/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2401\n","Epoch 2990/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2401\n","Epoch 2991/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2400\n","Epoch 2992/5000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.2400\n","Epoch 2993/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2400\n","Epoch 2994/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.2399\n","Epoch 2995/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2399\n","Epoch 2996/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2398\n","Epoch 2997/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2398\n","Epoch 2998/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2398\n","Epoch 2999/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2397\n","Epoch 3000/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2397\n","Epoch 3001/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2397\n","Epoch 3002/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2396\n","Epoch 3003/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2396\n","Epoch 3004/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2395\n","Epoch 3005/5000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.2395\n","Epoch 3006/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2395\n","Epoch 3007/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.2394\n","Epoch 3008/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2394\n","Epoch 3009/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2394\n","Epoch 3010/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2393\n","Epoch 3011/5000\n","1/1 [==============================] - 0s 3ms/step - loss: 0.2393\n","Epoch 3012/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2393\n","Epoch 3013/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2392\n","Epoch 3014/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2392\n","Epoch 3015/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.2391\n","Epoch 3016/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2391\n","Epoch 3017/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2391\n","Epoch 3018/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2390\n","Epoch 3019/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2390\n","Epoch 3020/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2390\n","Epoch 3021/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2389\n","Epoch 3022/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2389\n","Epoch 3023/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2388\n","Epoch 3024/5000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.2388\n","Epoch 3025/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2388\n","Epoch 3026/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2387\n","Epoch 3027/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2387\n","Epoch 3028/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2387\n","Epoch 3029/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.2386\n","Epoch 3030/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2386\n","Epoch 3031/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2386\n","Epoch 3032/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2385\n","Epoch 3033/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2385\n","Epoch 3034/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2384\n","Epoch 3035/5000\n","1/1 [==============================] - 0s 983us/step - loss: 0.2384\n","Epoch 3036/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2384\n","Epoch 3037/5000\n","1/1 [==============================] - 0s 991us/step - loss: 0.2383\n","Epoch 3038/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2383\n","Epoch 3039/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2383\n","Epoch 3040/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2382\n","Epoch 3041/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2382\n","Epoch 3042/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2382\n","Epoch 3043/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.2381\n","Epoch 3044/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2381\n","Epoch 3045/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2380\n","Epoch 3046/5000\n","1/1 [==============================] - 0s 997us/step - loss: 0.2380\n","Epoch 3047/5000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.2380\n","Epoch 3048/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2379\n","Epoch 3049/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2379\n","Epoch 3050/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.2379\n","Epoch 3051/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2378\n","Epoch 3052/5000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.2378\n","Epoch 3053/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2378\n","Epoch 3054/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2377\n","Epoch 3055/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2377\n","Epoch 3056/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.2377\n","Epoch 3057/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2376\n","Epoch 3058/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2376\n","Epoch 3059/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2375\n","Epoch 3060/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2375\n","Epoch 3061/5000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.2375\n","Epoch 3062/5000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.2374\n","Epoch 3063/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2374\n","Epoch 3064/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2374\n","Epoch 3065/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2373\n","Epoch 3066/5000\n","1/1 [==============================] - 0s 997us/step - loss: 0.2373\n","Epoch 3067/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2373\n","Epoch 3068/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2372\n","Epoch 3069/5000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.2372\n","Epoch 3070/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2371\n","Epoch 3071/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2371\n","Epoch 3072/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.2371\n","Epoch 3073/5000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.2370\n","Epoch 3074/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2370\n","Epoch 3075/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2370\n","Epoch 3076/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2369\n","Epoch 3077/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2369\n","Epoch 3078/5000\n"]},{"name":"stdout","output_type":"stream","text":["1/1 [==============================] - 0s 2ms/step - loss: 0.2369\n","Epoch 3079/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2368\n","Epoch 3080/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2368\n","Epoch 3081/5000\n","1/1 [==============================] - 0s 977us/step - loss: 0.2368\n","Epoch 3082/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2367\n","Epoch 3083/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2367\n","Epoch 3084/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2366\n","Epoch 3085/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2366\n","Epoch 3086/5000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.2366\n","Epoch 3087/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2365\n","Epoch 3088/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2365\n","Epoch 3089/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.2365\n","Epoch 3090/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2364\n","Epoch 3091/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2364\n","Epoch 3092/5000\n","1/1 [==============================] - 0s 996us/step - loss: 0.2364\n","Epoch 3093/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2363\n","Epoch 3094/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2363\n","Epoch 3095/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2363\n","Epoch 3096/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.2362\n","Epoch 3097/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2362\n","Epoch 3098/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.2362\n","Epoch 3099/5000\n","1/1 [==============================] - 0s 996us/step - loss: 0.2361\n","Epoch 3100/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2361\n","Epoch 3101/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2360\n","Epoch 3102/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2360\n","Epoch 3103/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2360\n","Epoch 3104/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2359\n","Epoch 3105/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2359\n","Epoch 3106/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2359\n","Epoch 3107/5000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.2358\n","Epoch 3108/5000\n","1/1 [==============================] - 0s 996us/step - loss: 0.2358\n","Epoch 3109/5000\n","1/1 [==============================] - 0s 996us/step - loss: 0.2358\n","Epoch 3110/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2357\n","Epoch 3111/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2357\n","Epoch 3112/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.2357\n","Epoch 3113/5000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.2356\n","Epoch 3114/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2356\n","Epoch 3115/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.2356\n","Epoch 3116/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2355\n","Epoch 3117/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2355\n","Epoch 3118/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2354\n","Epoch 3119/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2354\n","Epoch 3120/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2354\n","Epoch 3121/5000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.2353\n","Epoch 3122/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2353\n","Epoch 3123/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2353\n","Epoch 3124/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2352\n","Epoch 3125/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2352\n","Epoch 3126/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2352\n","Epoch 3127/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2351\n","Epoch 3128/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2351\n","Epoch 3129/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2351\n","Epoch 3130/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2350\n","Epoch 3131/5000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.2350\n","Epoch 3132/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2350\n","Epoch 3133/5000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.2349\n","Epoch 3134/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2349\n","Epoch 3135/5000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.2349\n","Epoch 3136/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2348\n","Epoch 3137/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2348\n","Epoch 3138/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2347\n","Epoch 3139/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2347\n","Epoch 3140/5000\n","1/1 [==============================] - 0s 997us/step - loss: 0.2347\n","Epoch 3141/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2346\n","Epoch 3142/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.2346\n","Epoch 3143/5000\n","1/1 [==============================] - 0s 997us/step - loss: 0.2346\n","Epoch 3144/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2345\n","Epoch 3145/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2345\n","Epoch 3146/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2345\n","Epoch 3147/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2344\n","Epoch 3148/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2344\n","Epoch 3149/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2344\n","Epoch 3150/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2343\n","Epoch 3151/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2343\n","Epoch 3152/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2343\n","Epoch 3153/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2342\n","Epoch 3154/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2342\n","Epoch 3155/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.2342\n","Epoch 3156/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2341\n","Epoch 3157/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2341\n","Epoch 3158/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.2341\n","Epoch 3159/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2340\n","Epoch 3160/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2340\n","Epoch 3161/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2339\n","Epoch 3162/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2339\n","Epoch 3163/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2339\n","Epoch 3164/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2338\n","Epoch 3165/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2338\n","Epoch 3166/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2338\n","Epoch 3167/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2337\n","Epoch 3168/5000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.2337\n","Epoch 3169/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2337\n","Epoch 3170/5000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.2336\n","Epoch 3171/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2336\n","Epoch 3172/5000\n","1/1 [==============================] - 0s 995us/step - loss: 0.2336\n","Epoch 3173/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2335\n","Epoch 3174/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2335\n","Epoch 3175/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2335\n","Epoch 3176/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2334\n","Epoch 3177/5000\n"]},{"name":"stdout","output_type":"stream","text":["1/1 [==============================] - 0s 2ms/step - loss: 0.2334\n","Epoch 3178/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2334\n","Epoch 3179/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2333\n","Epoch 3180/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2333\n","Epoch 3181/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.2333\n","Epoch 3182/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2332\n","Epoch 3183/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2332\n","Epoch 3184/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.2332\n","Epoch 3185/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2331\n","Epoch 3186/5000\n","1/1 [==============================] - 0s 997us/step - loss: 0.2331\n","Epoch 3187/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2331\n","Epoch 3188/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.2330\n","Epoch 3189/5000\n","1/1 [==============================] - 0s 996us/step - loss: 0.2330\n","Epoch 3190/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.2330\n","Epoch 3191/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2329\n","Epoch 3192/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2329\n","Epoch 3193/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2329\n","Epoch 3194/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2328\n","Epoch 3195/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2328\n","Epoch 3196/5000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.2328\n","Epoch 3197/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2327\n","Epoch 3198/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2327\n","Epoch 3199/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2326\n","Epoch 3200/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2326\n","Epoch 3201/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.2326\n","Epoch 3202/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2325\n","Epoch 3203/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.2325\n","Epoch 3204/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2325\n","Epoch 3205/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2324\n","Epoch 3206/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2324\n","Epoch 3207/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2324\n","Epoch 3208/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2323\n","Epoch 3209/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2323\n","Epoch 3210/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2323\n","Epoch 3211/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.2322\n","Epoch 3212/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.2322\n","Epoch 3213/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.2322\n","Epoch 3214/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2321\n","Epoch 3215/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2321\n","Epoch 3216/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2321\n","Epoch 3217/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2320\n","Epoch 3218/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2320\n","Epoch 3219/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2320\n","Epoch 3220/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2319\n","Epoch 3221/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2319\n","Epoch 3222/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2319\n","Epoch 3223/5000\n","1/1 [==============================] - 0s 997us/step - loss: 0.2318\n","Epoch 3224/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2318\n","Epoch 3225/5000\n","1/1 [==============================] - 0s 997us/step - loss: 0.2318\n","Epoch 3226/5000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.2317\n","Epoch 3227/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2317\n","Epoch 3228/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2317\n","Epoch 3229/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.2316\n","Epoch 3230/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2316\n","Epoch 3231/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2316\n","Epoch 3232/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.2315\n","Epoch 3233/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2315\n","Epoch 3234/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2315\n","Epoch 3235/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2314\n","Epoch 3236/5000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.2314\n","Epoch 3237/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2314\n","Epoch 3238/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2313\n","Epoch 3239/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2313\n","Epoch 3240/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2313\n","Epoch 3241/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2312\n","Epoch 3242/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.2312\n","Epoch 3243/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.2312\n","Epoch 3244/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2311\n","Epoch 3245/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2311\n","Epoch 3246/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2311\n","Epoch 3247/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2310\n","Epoch 3248/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.2310\n","Epoch 3249/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.2310\n","Epoch 3250/5000\n","1/1 [==============================] - 0s 996us/step - loss: 0.2309\n","Epoch 3251/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.2309\n","Epoch 3252/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2309\n","Epoch 3253/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2308\n","Epoch 3254/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2308\n","Epoch 3255/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2308\n","Epoch 3256/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.2307\n","Epoch 3257/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2307\n","Epoch 3258/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2307\n","Epoch 3259/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2306\n","Epoch 3260/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2306\n","Epoch 3261/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2306\n","Epoch 3262/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2305\n","Epoch 3263/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2305\n","Epoch 3264/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2305\n","Epoch 3265/5000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.2304\n","Epoch 3266/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2304\n","Epoch 3267/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2304\n","Epoch 3268/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2303\n","Epoch 3269/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.2303\n","Epoch 3270/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2303\n","Epoch 3271/5000\n","1/1 [==============================] - 0s 997us/step - loss: 0.2302\n","Epoch 3272/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2302\n","Epoch 3273/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2302\n","Epoch 3274/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.2301\n","Epoch 3275/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2301\n","Epoch 3276/5000\n"]},{"name":"stdout","output_type":"stream","text":["1/1 [==============================] - 0s 998us/step - loss: 0.2301\n","Epoch 3277/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2300\n","Epoch 3278/5000\n","1/1 [==============================] - 0s 997us/step - loss: 0.2300\n","Epoch 3279/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2300\n","Epoch 3280/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2299\n","Epoch 3281/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2299\n","Epoch 3282/5000\n","1/1 [==============================] - 0s 997us/step - loss: 0.2299\n","Epoch 3283/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.2298\n","Epoch 3284/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2298\n","Epoch 3285/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2298\n","Epoch 3286/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2298\n","Epoch 3287/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2297\n","Epoch 3288/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2297\n","Epoch 3289/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2297\n","Epoch 3290/5000\n","1/1 [==============================] - 0s 997us/step - loss: 0.2296\n","Epoch 3291/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2296\n","Epoch 3292/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2296\n","Epoch 3293/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2295\n","Epoch 3294/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2295\n","Epoch 3295/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.2295\n","Epoch 3296/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2294\n","Epoch 3297/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2294\n","Epoch 3298/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2294\n","Epoch 3299/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2293\n","Epoch 3300/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2293\n","Epoch 3301/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2293\n","Epoch 3302/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2292\n","Epoch 3303/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2292\n","Epoch 3304/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2292\n","Epoch 3305/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2291\n","Epoch 3306/5000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.2291\n","Epoch 3307/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2291\n","Epoch 3308/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2290\n","Epoch 3309/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2290\n","Epoch 3310/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2290\n","Epoch 3311/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2289\n","Epoch 3312/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2289\n","Epoch 3313/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2289\n","Epoch 3314/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2288\n","Epoch 3315/5000\n","1/1 [==============================] - 0s 985us/step - loss: 0.2288\n","Epoch 3316/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.2288\n","Epoch 3317/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2287\n","Epoch 3318/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2287\n","Epoch 3319/5000\n","1/1 [==============================] - 0s 3ms/step - loss: 0.2287\n","Epoch 3320/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2286\n","Epoch 3321/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2286\n","Epoch 3322/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2286\n","Epoch 3323/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2285\n","Epoch 3324/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2285\n","Epoch 3325/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.2285\n","Epoch 3326/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2285\n","Epoch 3327/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2284\n","Epoch 3328/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2284\n","Epoch 3329/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2284\n","Epoch 3330/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.2283\n","Epoch 3331/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2283\n","Epoch 3332/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2283\n","Epoch 3333/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2282\n","Epoch 3334/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2282\n","Epoch 3335/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2282\n","Epoch 3336/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2281\n","Epoch 3337/5000\n","1/1 [==============================] - 0s 997us/step - loss: 0.2281\n","Epoch 3338/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2281\n","Epoch 3339/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2280\n","Epoch 3340/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2280\n","Epoch 3341/5000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.2280\n","Epoch 3342/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2279\n","Epoch 3343/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2279\n","Epoch 3344/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2279\n","Epoch 3345/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2278\n","Epoch 3346/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.2278\n","Epoch 3347/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2278\n","Epoch 3348/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2277\n","Epoch 3349/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2277\n","Epoch 3350/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2277\n","Epoch 3351/5000\n","1/1 [==============================] - 0s 997us/step - loss: 0.2277\n","Epoch 3352/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2276\n","Epoch 3353/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2276\n","Epoch 3354/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2276\n","Epoch 3355/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2275\n","Epoch 3356/5000\n","1/1 [==============================] - 0s 996us/step - loss: 0.2275\n","Epoch 3357/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.2275\n","Epoch 3358/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2274\n","Epoch 3359/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2274\n","Epoch 3360/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2274\n","Epoch 3361/5000\n","1/1 [==============================] - 0s 997us/step - loss: 0.2273\n","Epoch 3362/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2273\n","Epoch 3363/5000\n","1/1 [==============================] - 0s 997us/step - loss: 0.2273\n","Epoch 3364/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2272\n","Epoch 3365/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.2272\n","Epoch 3366/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2272\n","Epoch 3367/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.2271\n","Epoch 3368/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2271\n","Epoch 3369/5000\n","1/1 [==============================] - 0s 996us/step - loss: 0.2271\n","Epoch 3370/5000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.2270\n","Epoch 3371/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2270\n","Epoch 3372/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2270\n","Epoch 3373/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2270\n","Epoch 3374/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2269\n","Epoch 3375/5000\n"]},{"name":"stdout","output_type":"stream","text":["1/1 [==============================] - 0s 999us/step - loss: 0.2269\n","Epoch 3376/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2269\n","Epoch 3377/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2268\n","Epoch 3378/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.2268\n","Epoch 3379/5000\n","1/1 [==============================] - 0s 997us/step - loss: 0.2268\n","Epoch 3380/5000\n","1/1 [==============================] - 0s 997us/step - loss: 0.2267\n","Epoch 3381/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.2267\n","Epoch 3382/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2267\n","Epoch 3383/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2266\n","Epoch 3384/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2266\n","Epoch 3385/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.2266\n","Epoch 3386/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2265\n","Epoch 3387/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2265\n","Epoch 3388/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2265\n","Epoch 3389/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2265\n","Epoch 3390/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2264\n","Epoch 3391/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2264\n","Epoch 3392/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2264\n","Epoch 3393/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2263\n","Epoch 3394/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2263\n","Epoch 3395/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.2263\n","Epoch 3396/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2262\n","Epoch 3397/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2262\n","Epoch 3398/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2262\n","Epoch 3399/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2261\n","Epoch 3400/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2261\n","Epoch 3401/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2261\n","Epoch 3402/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2260\n","Epoch 3403/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2260\n","Epoch 3404/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.2260\n","Epoch 3405/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2260\n","Epoch 3406/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2259\n","Epoch 3407/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2259\n","Epoch 3408/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.2259\n","Epoch 3409/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2258\n","Epoch 3410/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2258\n","Epoch 3411/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2258\n","Epoch 3412/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2257\n","Epoch 3413/5000\n","1/1 [==============================] - 0s 996us/step - loss: 0.2257\n","Epoch 3414/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2257\n","Epoch 3415/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2256\n","Epoch 3416/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.2256\n","Epoch 3417/5000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.2256\n","Epoch 3418/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2255\n","Epoch 3419/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2255\n","Epoch 3420/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.2255\n","Epoch 3421/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2255\n","Epoch 3422/5000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.2254\n","Epoch 3423/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2254\n","Epoch 3424/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2254\n","Epoch 3425/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2253\n","Epoch 3426/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2253\n","Epoch 3427/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2253\n","Epoch 3428/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2252\n","Epoch 3429/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2252\n","Epoch 3430/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2252\n","Epoch 3431/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2251\n","Epoch 3432/5000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.2251\n","Epoch 3433/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2251\n","Epoch 3434/5000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.2251\n","Epoch 3435/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.2250\n","Epoch 3436/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2250\n","Epoch 3437/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2250\n","Epoch 3438/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2249\n","Epoch 3439/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2249\n","Epoch 3440/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2249\n","Epoch 3441/5000\n","1/1 [==============================] - 0s 997us/step - loss: 0.2248\n","Epoch 3442/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2248\n","Epoch 3443/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2248\n","Epoch 3444/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2247\n","Epoch 3445/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2247\n","Epoch 3446/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2247\n","Epoch 3447/5000\n","1/1 [==============================] - 0s 5ms/step - loss: 0.2247\n","Epoch 3448/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2246\n","Epoch 3449/5000\n","1/1 [==============================] - 0s 988us/step - loss: 0.2246\n","Epoch 3450/5000\n","1/1 [==============================] - 0s 3ms/step - loss: 0.2246\n","Epoch 3451/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2245\n","Epoch 3452/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2245\n","Epoch 3453/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2245\n","Epoch 3454/5000\n","1/1 [==============================] - 0s 996us/step - loss: 0.2244\n","Epoch 3455/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2244\n","Epoch 3456/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2244\n","Epoch 3457/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2243\n","Epoch 3458/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2243\n","Epoch 3459/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.2243\n","Epoch 3460/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2243\n","Epoch 3461/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2242\n","Epoch 3462/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2242\n","Epoch 3463/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2242\n","Epoch 3464/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2241\n","Epoch 3465/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2241\n","Epoch 3466/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2241\n","Epoch 3467/5000\n","1/1 [==============================] - 0s 997us/step - loss: 0.2240\n","Epoch 3468/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2240\n","Epoch 3469/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2240\n","Epoch 3470/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2240\n","Epoch 3471/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2239\n","Epoch 3472/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2239\n","Epoch 3473/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2239\n","Epoch 3474/5000\n"]},{"name":"stdout","output_type":"stream","text":["1/1 [==============================] - 0s 2ms/step - loss: 0.2238\n","Epoch 3475/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.2238\n","Epoch 3476/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.2238\n","Epoch 3477/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2237\n","Epoch 3478/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2237\n","Epoch 3479/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2237\n","Epoch 3480/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.2236\n","Epoch 3481/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2236\n","Epoch 3482/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2236\n","Epoch 3483/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2236\n","Epoch 3484/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2235\n","Epoch 3485/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2235\n","Epoch 3486/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2235\n","Epoch 3487/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2234\n","Epoch 3488/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.2234\n","Epoch 3489/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2234\n","Epoch 3490/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2233\n","Epoch 3491/5000\n","1/1 [==============================] - 0s 997us/step - loss: 0.2233\n","Epoch 3492/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.2233\n","Epoch 3493/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2233\n","Epoch 3494/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2232\n","Epoch 3495/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2232\n","Epoch 3496/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2232\n","Epoch 3497/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2231\n","Epoch 3498/5000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.2231\n","Epoch 3499/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2231\n","Epoch 3500/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2230\n","Epoch 3501/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2230\n","Epoch 3502/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2230\n","Epoch 3503/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2230\n","Epoch 3504/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.2229\n","Epoch 3505/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2229\n","Epoch 3506/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.2229\n","Epoch 3507/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2228\n","Epoch 3508/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.2228\n","Epoch 3509/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2228\n","Epoch 3510/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2227\n","Epoch 3511/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.2227\n","Epoch 3512/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2227\n","Epoch 3513/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2227\n","Epoch 3514/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2226\n","Epoch 3515/5000\n","1/1 [==============================] - 0s 997us/step - loss: 0.2226\n","Epoch 3516/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2226\n","Epoch 3517/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2225\n","Epoch 3518/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2225\n","Epoch 3519/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.2225\n","Epoch 3520/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.2224\n","Epoch 3521/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2224\n","Epoch 3522/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2224\n","Epoch 3523/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2224\n","Epoch 3524/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2223\n","Epoch 3525/5000\n","1/1 [==============================] - 0s 997us/step - loss: 0.2223\n","Epoch 3526/5000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.2223\n","Epoch 3527/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.2222\n","Epoch 3528/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2222\n","Epoch 3529/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2222\n","Epoch 3530/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2222\n","Epoch 3531/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2221\n","Epoch 3532/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2221\n","Epoch 3533/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2221\n","Epoch 3534/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2220\n","Epoch 3535/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.2220\n","Epoch 3536/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2220\n","Epoch 3537/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2219\n","Epoch 3538/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.2219\n","Epoch 3539/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2219\n","Epoch 3540/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2219\n","Epoch 3541/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2218\n","Epoch 3542/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2218\n","Epoch 3543/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2218\n","Epoch 3544/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2217\n","Epoch 3545/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.2217\n","Epoch 3546/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2217\n","Epoch 3547/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2216\n","Epoch 3548/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2216\n","Epoch 3549/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2216\n","Epoch 3550/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2216\n","Epoch 3551/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2215\n","Epoch 3552/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2215\n","Epoch 3553/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2215\n","Epoch 3554/5000\n","1/1 [==============================] - 0s 997us/step - loss: 0.2214\n","Epoch 3555/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2214\n","Epoch 3556/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2214\n","Epoch 3557/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2214\n","Epoch 3558/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2213\n","Epoch 3559/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2213\n","Epoch 3560/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.2213\n","Epoch 3561/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.2212\n","Epoch 3562/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2212\n","Epoch 3563/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2212\n","Epoch 3564/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2211\n","Epoch 3565/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2211\n","Epoch 3566/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2211\n","Epoch 3567/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2211\n","Epoch 3568/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2210\n","Epoch 3569/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.2210\n","Epoch 3570/5000\n","1/1 [==============================] - 0s 996us/step - loss: 0.2210\n","Epoch 3571/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2209\n","Epoch 3572/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2209\n","Epoch 3573/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.2209\n","Epoch 3574/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2209\n","Epoch 3575/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2208\n","Epoch 3576/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2208\n","Epoch 3577/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2208\n","Epoch 3578/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2207\n","Epoch 3579/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2207\n","Epoch 3580/5000\n","1/1 [==============================] - 0s 997us/step - loss: 0.2207\n","Epoch 3581/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2207\n","Epoch 3582/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2206\n","Epoch 3583/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2206\n","Epoch 3584/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2206\n","Epoch 3585/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2205\n","Epoch 3586/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2205\n","Epoch 3587/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2205\n","Epoch 3588/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2204\n","Epoch 3589/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.2204\n","Epoch 3590/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2204\n","Epoch 3591/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2204\n","Epoch 3592/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2203\n","Epoch 3593/5000\n","1/1 [==============================] - 0s 3ms/step - loss: 0.2203\n","Epoch 3594/5000\n","1/1 [==============================] - 0s 997us/step - loss: 0.2203\n","Epoch 3595/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2202\n","Epoch 3596/5000\n","1/1 [==============================] - 0s 997us/step - loss: 0.2202\n","Epoch 3597/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.2202\n","Epoch 3598/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2202\n","Epoch 3599/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.2201\n","Epoch 3600/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2201\n","Epoch 3601/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2201\n","Epoch 3602/5000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.2200\n","Epoch 3603/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2200\n","Epoch 3604/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2200\n","Epoch 3605/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2200\n","Epoch 3606/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2199\n","Epoch 3607/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2199\n","Epoch 3608/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2199\n","Epoch 3609/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2198\n","Epoch 3610/5000\n","1/1 [==============================] - 0s 997us/step - loss: 0.2198\n","Epoch 3611/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2198\n","Epoch 3612/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2198\n","Epoch 3613/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2197\n","Epoch 3614/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2197\n","Epoch 3615/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2197\n","Epoch 3616/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.2196\n","Epoch 3617/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2196\n","Epoch 3618/5000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.2196\n","Epoch 3619/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2196\n","Epoch 3620/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2195\n","Epoch 3621/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2195\n","Epoch 3622/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2195\n","Epoch 3623/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2194\n","Epoch 3624/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2194\n","Epoch 3625/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2194\n","Epoch 3626/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2194\n","Epoch 3627/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2193\n","Epoch 3628/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2193\n","Epoch 3629/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.2193\n","Epoch 3630/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2192\n","Epoch 3631/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2192\n","Epoch 3632/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2192\n","Epoch 3633/5000\n","1/1 [==============================] - 0s 997us/step - loss: 0.2192\n","Epoch 3634/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2191\n","Epoch 3635/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2191\n","Epoch 3636/5000\n","1/1 [==============================] - 0s 997us/step - loss: 0.2191\n","Epoch 3637/5000\n","1/1 [==============================] - 0s 997us/step - loss: 0.2190\n","Epoch 3638/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2190\n","Epoch 3639/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2190\n","Epoch 3640/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.2190\n","Epoch 3641/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2189\n","Epoch 3642/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2189\n","Epoch 3643/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2189\n","Epoch 3644/5000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.2188\n","Epoch 3645/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2188\n","Epoch 3646/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2188\n","Epoch 3647/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2188\n","Epoch 3648/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2187\n","Epoch 3649/5000\n","1/1 [==============================] - 0s 990us/step - loss: 0.2187\n","Epoch 3650/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2187\n","Epoch 3651/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2186\n","Epoch 3652/5000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.2186\n","Epoch 3653/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2186\n","Epoch 3654/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2186\n","Epoch 3655/5000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.2185\n","Epoch 3656/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2185\n","Epoch 3657/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.2185\n","Epoch 3658/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2184\n","Epoch 3659/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.2184\n","Epoch 3660/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.2184\n","Epoch 3661/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2184\n","Epoch 3662/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2183\n","Epoch 3663/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2183\n","Epoch 3664/5000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.2183\n","Epoch 3665/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2182\n","Epoch 3666/5000\n","1/1 [==============================] - 0s 997us/step - loss: 0.2182\n","Epoch 3667/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2182\n","Epoch 3668/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.2182\n","Epoch 3669/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2181\n","Epoch 3670/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2181\n","Epoch 3671/5000\n"]},{"name":"stdout","output_type":"stream","text":["1/1 [==============================] - 0s 999us/step - loss: 0.2181\n","Epoch 3672/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2181\n","Epoch 3673/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2180\n","Epoch 3674/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2180\n","Epoch 3675/5000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.2180\n","Epoch 3676/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2179\n","Epoch 3677/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2179\n","Epoch 3678/5000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.2179\n","Epoch 3679/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2179\n","Epoch 3680/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2178\n","Epoch 3681/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2178\n","Epoch 3682/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2178\n","Epoch 3683/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.2177\n","Epoch 3684/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2177\n","Epoch 3685/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2177\n","Epoch 3686/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.2177\n","Epoch 3687/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2176\n","Epoch 3688/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2176\n","Epoch 3689/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2176\n","Epoch 3690/5000\n","1/1 [==============================] - 0s 997us/step - loss: 0.2175\n","Epoch 3691/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2175\n","Epoch 3692/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2175\n","Epoch 3693/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2175\n","Epoch 3694/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2174\n","Epoch 3695/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2174\n","Epoch 3696/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2174\n","Epoch 3697/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2174\n","Epoch 3698/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2173\n","Epoch 3699/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2173\n","Epoch 3700/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.2173\n","Epoch 3701/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2172\n","Epoch 3702/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2172\n","Epoch 3703/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.2172\n","Epoch 3704/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2172\n","Epoch 3705/5000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.2171\n","Epoch 3706/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2171\n","Epoch 3707/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2171\n","Epoch 3708/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2170\n","Epoch 3709/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2170\n","Epoch 3710/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2170\n","Epoch 3711/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2170\n","Epoch 3712/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2169\n","Epoch 3713/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2169\n","Epoch 3714/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2169\n","Epoch 3715/5000\n","1/1 [==============================] - 0s 995us/step - loss: 0.2169\n","Epoch 3716/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2168\n","Epoch 3717/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2168\n","Epoch 3718/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.2168\n","Epoch 3719/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2167\n","Epoch 3720/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.2167\n","Epoch 3721/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2167\n","Epoch 3722/5000\n","1/1 [==============================] - 0s 4ms/step - loss: 0.2167\n","Epoch 3723/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2166\n","Epoch 3724/5000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.2166\n","Epoch 3725/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2166\n","Epoch 3726/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2166\n","Epoch 3727/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2165\n","Epoch 3728/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2165\n","Epoch 3729/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2165\n","Epoch 3730/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2164\n","Epoch 3731/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.2164\n","Epoch 3732/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2164\n","Epoch 3733/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2164\n","Epoch 3734/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2163\n","Epoch 3735/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2163\n","Epoch 3736/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2163\n","Epoch 3737/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2162\n","Epoch 3738/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2162\n","Epoch 3739/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2162\n","Epoch 3740/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2162\n","Epoch 3741/5000\n","1/1 [==============================] - 0s 996us/step - loss: 0.2161\n","Epoch 3742/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2161\n","Epoch 3743/5000\n","1/1 [==============================] - 0s 997us/step - loss: 0.2161\n","Epoch 3744/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2161\n","Epoch 3745/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.2160\n","Epoch 3746/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2160\n","Epoch 3747/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2160\n","Epoch 3748/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2159\n","Epoch 3749/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2159\n","Epoch 3750/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2159\n","Epoch 3751/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2159\n","Epoch 3752/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2158\n","Epoch 3753/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2158\n","Epoch 3754/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.2158\n","Epoch 3755/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2158\n","Epoch 3756/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2157\n","Epoch 3757/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.2157\n","Epoch 3758/5000\n","1/1 [==============================] - 0s 995us/step - loss: 0.2157\n","Epoch 3759/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2156\n","Epoch 3760/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2156\n","Epoch 3761/5000\n","1/1 [==============================] - 0s 997us/step - loss: 0.2156\n","Epoch 3762/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2156\n","Epoch 3763/5000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.2155\n","Epoch 3764/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2155\n","Epoch 3765/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2155\n","Epoch 3766/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2155\n","Epoch 3767/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2154\n","Epoch 3768/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2154\n","Epoch 3769/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2154\n","Epoch 3770/5000\n"]},{"name":"stdout","output_type":"stream","text":["1/1 [==============================] - 0s 2ms/step - loss: 0.2153\n","Epoch 3771/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2153\n","Epoch 3772/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2153\n","Epoch 3773/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2153\n","Epoch 3774/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2152\n","Epoch 3775/5000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.2152\n","Epoch 3776/5000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.2152\n","Epoch 3777/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2152\n","Epoch 3778/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2151\n","Epoch 3779/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2151\n","Epoch 3780/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2151\n","Epoch 3781/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2151\n","Epoch 3782/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2150\n","Epoch 3783/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2150\n","Epoch 3784/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.2150\n","Epoch 3785/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2149\n","Epoch 3786/5000\n","1/1 [==============================] - 0s 997us/step - loss: 0.2149\n","Epoch 3787/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2149\n","Epoch 3788/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2149\n","Epoch 3789/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2148\n","Epoch 3790/5000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.2148\n","Epoch 3791/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2148\n","Epoch 3792/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2148\n","Epoch 3793/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2147\n","Epoch 3794/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2147\n","Epoch 3795/5000\n","1/1 [==============================] - 0s 997us/step - loss: 0.2147\n","Epoch 3796/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2146\n","Epoch 3797/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2146\n","Epoch 3798/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.2146\n","Epoch 3799/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2146\n","Epoch 3800/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2145\n","Epoch 3801/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2145\n","Epoch 3802/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2145\n","Epoch 3803/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2145\n","Epoch 3804/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2144\n","Epoch 3805/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2144\n","Epoch 3806/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.2144\n","Epoch 3807/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2144\n","Epoch 3808/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2143\n","Epoch 3809/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2143\n","Epoch 3810/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2143\n","Epoch 3811/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2142\n","Epoch 3812/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2142\n","Epoch 3813/5000\n","1/1 [==============================] - 0s 997us/step - loss: 0.2142\n","Epoch 3814/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2142\n","Epoch 3815/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.2141\n","Epoch 3816/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2141\n","Epoch 3817/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2141\n","Epoch 3818/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2141\n","Epoch 3819/5000\n","1/1 [==============================] - 0s 997us/step - loss: 0.2140\n","Epoch 3820/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2140\n","Epoch 3821/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2140\n","Epoch 3822/5000\n","1/1 [==============================] - 0s 997us/step - loss: 0.2140\n","Epoch 3823/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2139\n","Epoch 3824/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.2139\n","Epoch 3825/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2139\n","Epoch 3826/5000\n","1/1 [==============================] - 0s 996us/step - loss: 0.2138\n","Epoch 3827/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2138\n","Epoch 3828/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2138\n","Epoch 3829/5000\n","1/1 [==============================] - 0s 997us/step - loss: 0.2138\n","Epoch 3830/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2137\n","Epoch 3831/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.2137\n","Epoch 3832/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2137\n","Epoch 3833/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2137\n","Epoch 3834/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.2136\n","Epoch 3835/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2136\n","Epoch 3836/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2136\n","Epoch 3837/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2136\n","Epoch 3838/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2135\n","Epoch 3839/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2135\n","Epoch 3840/5000\n","1/1 [==============================] - 0s 996us/step - loss: 0.2135\n","Epoch 3841/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2135\n","Epoch 3842/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2134\n","Epoch 3843/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2134\n","Epoch 3844/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2134\n","Epoch 3845/5000\n","1/1 [==============================] - 0s 997us/step - loss: 0.2133\n","Epoch 3846/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2133\n","Epoch 3847/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2133\n","Epoch 3848/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2133\n","Epoch 3849/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2132\n","Epoch 3850/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2132\n","Epoch 3851/5000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.2132\n","Epoch 3852/5000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.2132\n","Epoch 3853/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2131\n","Epoch 3854/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2131\n","Epoch 3855/5000\n","1/1 [==============================] - 0s 997us/step - loss: 0.2131\n","Epoch 3856/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2131\n","Epoch 3857/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.2130\n","Epoch 3858/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2130\n","Epoch 3859/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2130\n","Epoch 3860/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.2130\n","Epoch 3861/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2129\n","Epoch 3862/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2129\n","Epoch 3863/5000\n","1/1 [==============================] - 0s 997us/step - loss: 0.2129\n","Epoch 3864/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.2128\n","Epoch 3865/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2128\n","Epoch 3866/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2128\n","Epoch 3867/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.2128\n","Epoch 3868/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2127\n","Epoch 3869/5000\n"]},{"name":"stdout","output_type":"stream","text":["1/1 [==============================] - 0s 999us/step - loss: 0.2127\n","Epoch 3870/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.2127\n","Epoch 3871/5000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.2127\n","Epoch 3872/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2126\n","Epoch 3873/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2126\n","Epoch 3874/5000\n","1/1 [==============================] - 0s 996us/step - loss: 0.2126\n","Epoch 3875/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2126\n","Epoch 3876/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2125\n","Epoch 3877/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2125\n","Epoch 3878/5000\n","1/1 [==============================] - 0s 996us/step - loss: 0.2125\n","Epoch 3879/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.2125\n","Epoch 3880/5000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.2124\n","Epoch 3881/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2124\n","Epoch 3882/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2124\n","Epoch 3883/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2124\n","Epoch 3884/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.2123\n","Epoch 3885/5000\n","1/1 [==============================] - 0s 997us/step - loss: 0.2123\n","Epoch 3886/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2123\n","Epoch 3887/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2122\n","Epoch 3888/5000\n","1/1 [==============================] - 0s 996us/step - loss: 0.2122\n","Epoch 3889/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.2122\n","Epoch 3890/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2122\n","Epoch 3891/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2121\n","Epoch 3892/5000\n","1/1 [==============================] - 0s 997us/step - loss: 0.2121\n","Epoch 3893/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2121\n","Epoch 3894/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2121\n","Epoch 3895/5000\n","1/1 [==============================] - 0s 997us/step - loss: 0.2120\n","Epoch 3896/5000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.2120\n","Epoch 3897/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2120\n","Epoch 3898/5000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.2120\n","Epoch 3899/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2119\n","Epoch 3900/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2119\n","Epoch 3901/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2119\n","Epoch 3902/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2119\n","Epoch 3903/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2118\n","Epoch 3904/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2118\n","Epoch 3905/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2118\n","Epoch 3906/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2118\n","Epoch 3907/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2117\n","Epoch 3908/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2117\n","Epoch 3909/5000\n","1/1 [==============================] - 0s 997us/step - loss: 0.2117\n","Epoch 3910/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.2117\n","Epoch 3911/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2116\n","Epoch 3912/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.2116\n","Epoch 3913/5000\n","1/1 [==============================] - 0s 997us/step - loss: 0.2116\n","Epoch 3914/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2116\n","Epoch 3915/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2115\n","Epoch 3916/5000\n","1/1 [==============================] - 0s 997us/step - loss: 0.2115\n","Epoch 3917/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2115\n","Epoch 3918/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2114\n","Epoch 3919/5000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.2114\n","Epoch 3920/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2114\n","Epoch 3921/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2114\n","Epoch 3922/5000\n","1/1 [==============================] - 0s 993us/step - loss: 0.2113\n","Epoch 3923/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2113\n","Epoch 3924/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2113\n","Epoch 3925/5000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.2113\n","Epoch 3926/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.2112\n","Epoch 3927/5000\n","1/1 [==============================] - 0s 3ms/step - loss: 0.2112\n","Epoch 3928/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2112\n","Epoch 3929/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2112\n","Epoch 3930/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2111\n","Epoch 3931/5000\n","1/1 [==============================] - 0s 992us/step - loss: 0.2111\n","Epoch 3932/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2111\n","Epoch 3933/5000\n","1/1 [==============================] - 0s 997us/step - loss: 0.2111\n","Epoch 3934/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2110\n","Epoch 3935/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2110\n","Epoch 3936/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2110\n","Epoch 3937/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2110\n","Epoch 3938/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2109\n","Epoch 3939/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2109\n","Epoch 3940/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2109\n","Epoch 3941/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2109\n","Epoch 3942/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.2108\n","Epoch 3943/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2108\n","Epoch 3944/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.2108\n","Epoch 3945/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2108\n","Epoch 3946/5000\n","1/1 [==============================] - 0s 996us/step - loss: 0.2107\n","Epoch 3947/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2107\n","Epoch 3948/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2107\n","Epoch 3949/5000\n","1/1 [==============================] - 0s 990us/step - loss: 0.2107\n","Epoch 3950/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.2106\n","Epoch 3951/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.2106\n","Epoch 3952/5000\n","1/1 [==============================] - 0s 996us/step - loss: 0.2106\n","Epoch 3953/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2106\n","Epoch 3954/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2105\n","Epoch 3955/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2105\n","Epoch 3956/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2105\n","Epoch 3957/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2105\n","Epoch 3958/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.2104\n","Epoch 3959/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2104\n","Epoch 3960/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2104\n","Epoch 3961/5000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.2104\n","Epoch 3962/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2103\n","Epoch 3963/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2103\n","Epoch 3964/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2103\n","Epoch 3965/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2103\n","Epoch 3966/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2102\n","Epoch 3967/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2102\n","Epoch 3968/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2102\n","Epoch 3969/5000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.2102\n","Epoch 3970/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2101\n","Epoch 3971/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2101\n","Epoch 3972/5000\n","1/1 [==============================] - 0s 997us/step - loss: 0.2101\n","Epoch 3973/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2101\n","Epoch 3974/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2100\n","Epoch 3975/5000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.2100\n","Epoch 3976/5000\n","1/1 [==============================] - 0s 996us/step - loss: 0.2100\n","Epoch 3977/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2100\n","Epoch 3978/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.2099\n","Epoch 3979/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.2099\n","Epoch 3980/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2099\n","Epoch 3981/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2099\n","Epoch 3982/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2098\n","Epoch 3983/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2098\n","Epoch 3984/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2098\n","Epoch 3985/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2098\n","Epoch 3986/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2097\n","Epoch 3987/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2097\n","Epoch 3988/5000\n","1/1 [==============================] - 0s 990us/step - loss: 0.2097\n","Epoch 3989/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2097\n","Epoch 3990/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2096\n","Epoch 3991/5000\n","1/1 [==============================] - 0s 997us/step - loss: 0.2096\n","Epoch 3992/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2096\n","Epoch 3993/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2096\n","Epoch 3994/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2095\n","Epoch 3995/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.2095\n","Epoch 3996/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.2095\n","Epoch 3997/5000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.2095\n","Epoch 3998/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.2094\n","Epoch 3999/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.2094\n","Epoch 4000/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.2094\n","Epoch 4001/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.2094\n","Epoch 4002/5000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.2093\n","Epoch 4003/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2093\n","Epoch 4004/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2093\n","Epoch 4005/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2093\n","Epoch 4006/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2092\n","Epoch 4007/5000\n","1/1 [==============================] - 0s 997us/step - loss: 0.2092\n","Epoch 4008/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2092\n","Epoch 4009/5000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.2092\n","Epoch 4010/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2091\n","Epoch 4011/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2091\n","Epoch 4012/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.2091\n","Epoch 4013/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2091\n","Epoch 4014/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2090\n","Epoch 4015/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2090\n","Epoch 4016/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2090\n","Epoch 4017/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2090\n","Epoch 4018/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2089\n","Epoch 4019/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2089\n","Epoch 4020/5000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.2089\n","Epoch 4021/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2089\n","Epoch 4022/5000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.2088\n","Epoch 4023/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2088\n","Epoch 4024/5000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.2088\n","Epoch 4025/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2088\n","Epoch 4026/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2087\n","Epoch 4027/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2087\n","Epoch 4028/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2087\n","Epoch 4029/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2087\n","Epoch 4030/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2086\n","Epoch 4031/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2086\n","Epoch 4032/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2086\n","Epoch 4033/5000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.2086\n","Epoch 4034/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2085\n","Epoch 4035/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2085\n","Epoch 4036/5000\n","1/1 [==============================] - 0s 997us/step - loss: 0.2085\n","Epoch 4037/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2085\n","Epoch 4038/5000\n","1/1 [==============================] - 0s 997us/step - loss: 0.2084\n","Epoch 4039/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2084\n","Epoch 4040/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.2084\n","Epoch 4041/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2084\n","Epoch 4042/5000\n","1/1 [==============================] - 0s 994us/step - loss: 0.2083\n","Epoch 4043/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.2083\n","Epoch 4044/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2083\n","Epoch 4045/5000\n","1/1 [==============================] - 0s 997us/step - loss: 0.2083\n","Epoch 4046/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2082\n","Epoch 4047/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.2082\n","Epoch 4048/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2082\n","Epoch 4049/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2082\n","Epoch 4050/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2081\n","Epoch 4051/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2081\n","Epoch 4052/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2081\n","Epoch 4053/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2081\n","Epoch 4054/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2080\n","Epoch 4055/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2080\n","Epoch 4056/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2080\n","Epoch 4057/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2080\n","Epoch 4058/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2079\n","Epoch 4059/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2079\n","Epoch 4060/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2079\n","Epoch 4061/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.2079\n","Epoch 4062/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2078\n","Epoch 4063/5000\n","1/1 [==============================] - 0s 995us/step - loss: 0.2078\n","Epoch 4064/5000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.2078\n","Epoch 4065/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2078\n","Epoch 4066/5000\n"]},{"name":"stdout","output_type":"stream","text":["1/1 [==============================] - 0s 999us/step - loss: 0.2078\n","Epoch 4067/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2077\n","Epoch 4068/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2077\n","Epoch 4069/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2077\n","Epoch 4070/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2077\n","Epoch 4071/5000\n","1/1 [==============================] - 0s 997us/step - loss: 0.2076\n","Epoch 4072/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2076\n","Epoch 4073/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2076\n","Epoch 4074/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2076\n","Epoch 4075/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2075\n","Epoch 4076/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2075\n","Epoch 4077/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2075\n","Epoch 4078/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2075\n","Epoch 4079/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.2074\n","Epoch 4080/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2074\n","Epoch 4081/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2074\n","Epoch 4082/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.2074\n","Epoch 4083/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2073\n","Epoch 4084/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2073\n","Epoch 4085/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.2073\n","Epoch 4086/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.2073\n","Epoch 4087/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2072\n","Epoch 4088/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2072\n","Epoch 4089/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2072\n","Epoch 4090/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2072\n","Epoch 4091/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.2071\n","Epoch 4092/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2071\n","Epoch 4093/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2071\n","Epoch 4094/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2071\n","Epoch 4095/5000\n","1/1 [==============================] - 0s 989us/step - loss: 0.2070\n","Epoch 4096/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.2070\n","Epoch 4097/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.2070\n","Epoch 4098/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2070\n","Epoch 4099/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2070\n","Epoch 4100/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2069\n","Epoch 4101/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2069\n","Epoch 4102/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2069\n","Epoch 4103/5000\n","1/1 [==============================] - 0s 997us/step - loss: 0.2069\n","Epoch 4104/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2068\n","Epoch 4105/5000\n","1/1 [==============================] - 0s 997us/step - loss: 0.2068\n","Epoch 4106/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2068\n","Epoch 4107/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2068\n","Epoch 4108/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.2067\n","Epoch 4109/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2067\n","Epoch 4110/5000\n","1/1 [==============================] - 0s 997us/step - loss: 0.2067\n","Epoch 4111/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2067\n","Epoch 4112/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2066\n","Epoch 4113/5000\n","1/1 [==============================] - 0s 997us/step - loss: 0.2066\n","Epoch 4114/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2066\n","Epoch 4115/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2066\n","Epoch 4116/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2065\n","Epoch 4117/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2065\n","Epoch 4118/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.2065\n","Epoch 4119/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2065\n","Epoch 4120/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2064\n","Epoch 4121/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2064\n","Epoch 4122/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2064\n","Epoch 4123/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2064\n","Epoch 4124/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2064\n","Epoch 4125/5000\n","1/1 [==============================] - 0s 997us/step - loss: 0.2063\n","Epoch 4126/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2063\n","Epoch 4127/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2063\n","Epoch 4128/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2063\n","Epoch 4129/5000\n","1/1 [==============================] - 0s 3ms/step - loss: 0.2062\n","Epoch 4130/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2062\n","Epoch 4131/5000\n","1/1 [==============================] - 0s 996us/step - loss: 0.2062\n","Epoch 4132/5000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.2062\n","Epoch 4133/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2061\n","Epoch 4134/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2061\n","Epoch 4135/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.2061\n","Epoch 4136/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2061\n","Epoch 4137/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2060\n","Epoch 4138/5000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.2060\n","Epoch 4139/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2060\n","Epoch 4140/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2060\n","Epoch 4141/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2059\n","Epoch 4142/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2059\n","Epoch 4143/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2059\n","Epoch 4144/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2059\n","Epoch 4145/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2059\n","Epoch 4146/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2058\n","Epoch 4147/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2058\n","Epoch 4148/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2058\n","Epoch 4149/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2058\n","Epoch 4150/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2057\n","Epoch 4151/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2057\n","Epoch 4152/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2057\n","Epoch 4153/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2057\n","Epoch 4154/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2056\n","Epoch 4155/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2056\n","Epoch 4156/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2056\n","Epoch 4157/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2056\n","Epoch 4158/5000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.2055\n","Epoch 4159/5000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.2055\n","Epoch 4160/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2055\n","Epoch 4161/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2055\n","Epoch 4162/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2055\n","Epoch 4163/5000\n","1/1 [==============================] - 0s 996us/step - loss: 0.2054\n","Epoch 4164/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2054\n","Epoch 4165/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2054\n","Epoch 4166/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2054\n","Epoch 4167/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2053\n","Epoch 4168/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2053\n","Epoch 4169/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2053\n","Epoch 4170/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2053\n","Epoch 4171/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2052\n","Epoch 4172/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2052\n","Epoch 4173/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2052\n","Epoch 4174/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.2052\n","Epoch 4175/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2051\n","Epoch 4176/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2051\n","Epoch 4177/5000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.2051\n","Epoch 4178/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2051\n","Epoch 4179/5000\n","1/1 [==============================] - 0s 997us/step - loss: 0.2051\n","Epoch 4180/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2050\n","Epoch 4181/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2050\n","Epoch 4182/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2050\n","Epoch 4183/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2050\n","Epoch 4184/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2049\n","Epoch 4185/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2049\n","Epoch 4186/5000\n","1/1 [==============================] - 0s 997us/step - loss: 0.2049\n","Epoch 4187/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2049\n","Epoch 4188/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2048\n","Epoch 4189/5000\n","1/1 [==============================] - 0s 997us/step - loss: 0.2048\n","Epoch 4190/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2048\n","Epoch 4191/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2048\n","Epoch 4192/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2047\n","Epoch 4193/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2047\n","Epoch 4194/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.2047\n","Epoch 4195/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2047\n","Epoch 4196/5000\n","1/1 [==============================] - 0s 997us/step - loss: 0.2047\n","Epoch 4197/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2046\n","Epoch 4198/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2046\n","Epoch 4199/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2046\n","Epoch 4200/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2046\n","Epoch 4201/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2045\n","Epoch 4202/5000\n","1/1 [==============================] - 0s 5ms/step - loss: 0.2045\n","Epoch 4203/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2045\n","Epoch 4204/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2045\n","Epoch 4205/5000\n","1/1 [==============================] - 0s 997us/step - loss: 0.2044\n","Epoch 4206/5000\n","1/1 [==============================] - 0s 3ms/step - loss: 0.2044\n","Epoch 4207/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.2044\n","Epoch 4208/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2044\n","Epoch 4209/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2044\n","Epoch 4210/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2043\n","Epoch 4211/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.2043\n","Epoch 4212/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2043\n","Epoch 4213/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2043\n","Epoch 4214/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2042\n","Epoch 4215/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2042\n","Epoch 4216/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2042\n","Epoch 4217/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2042\n","Epoch 4218/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2041\n","Epoch 4219/5000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.2041\n","Epoch 4220/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2041\n","Epoch 4221/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2041\n","Epoch 4222/5000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.2041\n","Epoch 4223/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2040\n","Epoch 4224/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2040\n","Epoch 4225/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.2040\n","Epoch 4226/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2040\n","Epoch 4227/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2039\n","Epoch 4228/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2039\n","Epoch 4229/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2039\n","Epoch 4230/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2039\n","Epoch 4231/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2038\n","Epoch 4232/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2038\n","Epoch 4233/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2038\n","Epoch 4234/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.2038\n","Epoch 4235/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2038\n","Epoch 4236/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2037\n","Epoch 4237/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2037\n","Epoch 4238/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2037\n","Epoch 4239/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.2037\n","Epoch 4240/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2036\n","Epoch 4241/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.2036\n","Epoch 4242/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2036\n","Epoch 4243/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2036\n","Epoch 4244/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2035\n","Epoch 4245/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2035\n","Epoch 4246/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2035\n","Epoch 4247/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.2035\n","Epoch 4248/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.2035\n","Epoch 4249/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2034\n","Epoch 4250/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2034\n","Epoch 4251/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2034\n","Epoch 4252/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2034\n","Epoch 4253/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.2033\n","Epoch 4254/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2033\n","Epoch 4255/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2033\n","Epoch 4256/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2033\n","Epoch 4257/5000\n","1/1 [==============================] - 0s 997us/step - loss: 0.2033\n","Epoch 4258/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2032\n","Epoch 4259/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2032\n","Epoch 4260/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2032\n","Epoch 4261/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.2032\n","Epoch 4262/5000\n","1/1 [==============================] - 0s 997us/step - loss: 0.2031\n","Epoch 4263/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2031\n","Epoch 4264/5000\n"]},{"name":"stdout","output_type":"stream","text":["1/1 [==============================] - 0s 2ms/step - loss: 0.2031\n","Epoch 4265/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2031\n","Epoch 4266/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.2030\n","Epoch 4267/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2030\n","Epoch 4268/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2030\n","Epoch 4269/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2030\n","Epoch 4270/5000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.2030\n","Epoch 4271/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2029\n","Epoch 4272/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2029\n","Epoch 4273/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2029\n","Epoch 4274/5000\n","1/1 [==============================] - 0s 997us/step - loss: 0.2029\n","Epoch 4275/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2028\n","Epoch 4276/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2028\n","Epoch 4277/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2028\n","Epoch 4278/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2028\n","Epoch 4279/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2028\n","Epoch 4280/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2027\n","Epoch 4281/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2027\n","Epoch 4282/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2027\n","Epoch 4283/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2027\n","Epoch 4284/5000\n","1/1 [==============================] - 0s 997us/step - loss: 0.2026\n","Epoch 4285/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2026\n","Epoch 4286/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2026\n","Epoch 4287/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2026\n","Epoch 4288/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.2025\n","Epoch 4289/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2025\n","Epoch 4290/5000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.2025\n","Epoch 4291/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2025\n","Epoch 4292/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2025\n","Epoch 4293/5000\n","1/1 [==============================] - 0s 997us/step - loss: 0.2024\n","Epoch 4294/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2024\n","Epoch 4295/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2024\n","Epoch 4296/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2024\n","Epoch 4297/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.2023\n","Epoch 4298/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2023\n","Epoch 4299/5000\n","1/1 [==============================] - 0s 997us/step - loss: 0.2023\n","Epoch 4300/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2023\n","Epoch 4301/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2023\n","Epoch 4302/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2022\n","Epoch 4303/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2022\n","Epoch 4304/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2022\n","Epoch 4305/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2022\n","Epoch 4306/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.2021\n","Epoch 4307/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2021\n","Epoch 4308/5000\n","1/1 [==============================] - 0s 996us/step - loss: 0.2021\n","Epoch 4309/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2021\n","Epoch 4310/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2021\n","Epoch 4311/5000\n","1/1 [==============================] - 0s 996us/step - loss: 0.2020\n","Epoch 4312/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2020\n","Epoch 4313/5000\n","1/1 [==============================] - 0s 997us/step - loss: 0.2020\n","Epoch 4314/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2020\n","Epoch 4315/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2019\n","Epoch 4316/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.2019\n","Epoch 4317/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.2019\n","Epoch 4318/5000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.2019\n","Epoch 4319/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2019\n","Epoch 4320/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2018\n","Epoch 4321/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2018\n","Epoch 4322/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.2018\n","Epoch 4323/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2018\n","Epoch 4324/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2017\n","Epoch 4325/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2017\n","Epoch 4326/5000\n","1/1 [==============================] - 0s 996us/step - loss: 0.2017\n","Epoch 4327/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.2017\n","Epoch 4328/5000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.2017\n","Epoch 4329/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2016\n","Epoch 4330/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.2016\n","Epoch 4331/5000\n","1/1 [==============================] - 0s 997us/step - loss: 0.2016\n","Epoch 4332/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2016\n","Epoch 4333/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.2015\n","Epoch 4334/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2015\n","Epoch 4335/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2015\n","Epoch 4336/5000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.2015\n","Epoch 4337/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2015\n","Epoch 4338/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2014\n","Epoch 4339/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2014\n","Epoch 4340/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2014\n","Epoch 4341/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2014\n","Epoch 4342/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2013\n","Epoch 4343/5000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.2013\n","Epoch 4344/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2013\n","Epoch 4345/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2013\n","Epoch 4346/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2013\n","Epoch 4347/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.2012\n","Epoch 4348/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2012\n","Epoch 4349/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2012\n","Epoch 4350/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2012\n","Epoch 4351/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2011\n","Epoch 4352/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2011\n","Epoch 4353/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2011\n","Epoch 4354/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2011\n","Epoch 4355/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2011\n","Epoch 4356/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2010\n","Epoch 4357/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2010\n","Epoch 4358/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2010\n","Epoch 4359/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2010\n","Epoch 4360/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2009\n","Epoch 4361/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2009\n","Epoch 4362/5000\n","1/1 [==============================] - 0s 997us/step - loss: 0.2009\n","Epoch 4363/5000\n"]},{"name":"stdout","output_type":"stream","text":["1/1 [==============================] - 0s 999us/step - loss: 0.2009\n","Epoch 4364/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2009\n","Epoch 4365/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2008\n","Epoch 4366/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2008\n","Epoch 4367/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2008\n","Epoch 4368/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2008\n","Epoch 4369/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2007\n","Epoch 4370/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2007\n","Epoch 4371/5000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.2007\n","Epoch 4372/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2007\n","Epoch 4373/5000\n","1/1 [==============================] - 0s 992us/step - loss: 0.2007\n","Epoch 4374/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2006\n","Epoch 4375/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2006\n","Epoch 4376/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2006\n","Epoch 4377/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2006\n","Epoch 4378/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2005\n","Epoch 4379/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2005\n","Epoch 4380/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2005\n","Epoch 4381/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2005\n","Epoch 4382/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2005\n","Epoch 4383/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2004\n","Epoch 4384/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.2004\n","Epoch 4385/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2004\n","Epoch 4386/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2004\n","Epoch 4387/5000\n","1/1 [==============================] - 0s 997us/step - loss: 0.2003\n","Epoch 4388/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.2003\n","Epoch 4389/5000\n","1/1 [==============================] - 0s 996us/step - loss: 0.2003\n","Epoch 4390/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2003\n","Epoch 4391/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2003\n","Epoch 4392/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2002\n","Epoch 4393/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2002\n","Epoch 4394/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2002\n","Epoch 4395/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2002\n","Epoch 4396/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2002\n","Epoch 4397/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2001\n","Epoch 4398/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2001\n","Epoch 4399/5000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.2001\n","Epoch 4400/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2001\n","Epoch 4401/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.2000\n","Epoch 4402/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.2000\n","Epoch 4403/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2000\n","Epoch 4404/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.2000\n","Epoch 4405/5000\n","1/1 [==============================] - 0s 971us/step - loss: 0.2000\n","Epoch 4406/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.1999\n","Epoch 4407/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.1999\n","Epoch 4408/5000\n","1/1 [==============================] - 0s 997us/step - loss: 0.1999\n","Epoch 4409/5000\n","1/1 [==============================] - 0s 997us/step - loss: 0.1999\n","Epoch 4410/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.1998\n","Epoch 4411/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.1998\n","Epoch 4412/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.1998\n","Epoch 4413/5000\n","1/1 [==============================] - 0s 995us/step - loss: 0.1998\n","Epoch 4414/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.1998\n","Epoch 4415/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.1997\n","Epoch 4416/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.1997\n","Epoch 4417/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.1997\n","Epoch 4418/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.1997\n","Epoch 4419/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.1997\n","Epoch 4420/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.1996\n","Epoch 4421/5000\n","1/1 [==============================] - 0s 997us/step - loss: 0.1996\n","Epoch 4422/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.1996\n","Epoch 4423/5000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.1996\n","Epoch 4424/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.1995\n","Epoch 4425/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.1995\n","Epoch 4426/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.1995\n","Epoch 4427/5000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.1995\n","Epoch 4428/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.1995\n","Epoch 4429/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.1994\n","Epoch 4430/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.1994\n","Epoch 4431/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.1994\n","Epoch 4432/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.1994\n","Epoch 4433/5000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.1994\n","Epoch 4434/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.1993\n","Epoch 4435/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.1993\n","Epoch 4436/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.1993\n","Epoch 4437/5000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.1993\n","Epoch 4438/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.1992\n","Epoch 4439/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.1992\n","Epoch 4440/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.1992\n","Epoch 4441/5000\n","1/1 [==============================] - 0s 997us/step - loss: 0.1992\n","Epoch 4442/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.1992\n","Epoch 4443/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.1991\n","Epoch 4444/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.1991\n","Epoch 4445/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.1991\n","Epoch 4446/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.1991\n","Epoch 4447/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.1991\n","Epoch 4448/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.1990\n","Epoch 4449/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.1990\n","Epoch 4450/5000\n","1/1 [==============================] - 0s 997us/step - loss: 0.1990\n","Epoch 4451/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.1990\n","Epoch 4452/5000\n","1/1 [==============================] - 0s 997us/step - loss: 0.1989\n","Epoch 4453/5000\n","1/1 [==============================] - 0s 996us/step - loss: 0.1989\n","Epoch 4454/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.1989\n","Epoch 4455/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.1989\n","Epoch 4456/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.1989\n","Epoch 4457/5000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.1988\n","Epoch 4458/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.1988\n","Epoch 4459/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.1988\n","Epoch 4460/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.1988\n","Epoch 4461/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.1988\n","Epoch 4462/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.1987\n","Epoch 4463/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.1987\n","Epoch 4464/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.1987\n","Epoch 4465/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.1987\n","Epoch 4466/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.1986\n","Epoch 4467/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.1986\n","Epoch 4468/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.1986\n","Epoch 4469/5000\n","1/1 [==============================] - 0s 996us/step - loss: 0.1986\n","Epoch 4470/5000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.1986\n","Epoch 4471/5000\n","1/1 [==============================] - 0s 996us/step - loss: 0.1985\n","Epoch 4472/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.1985\n","Epoch 4473/5000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.1985\n","Epoch 4474/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.1985\n","Epoch 4475/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.1985\n","Epoch 4476/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.1984\n","Epoch 4477/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.1984\n","Epoch 4478/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.1984\n","Epoch 4479/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.1984\n","Epoch 4480/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.1983\n","Epoch 4481/5000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.1983\n","Epoch 4482/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.1983\n","Epoch 4483/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.1983\n","Epoch 4484/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.1983\n","Epoch 4485/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.1982\n","Epoch 4486/5000\n","1/1 [==============================] - 0s 995us/step - loss: 0.1982\n","Epoch 4487/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.1982\n","Epoch 4488/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.1982\n","Epoch 4489/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.1982\n","Epoch 4490/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.1981\n","Epoch 4491/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.1981\n","Epoch 4492/5000\n","1/1 [==============================] - 0s 997us/step - loss: 0.1981\n","Epoch 4493/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.1981\n","Epoch 4494/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.1981\n","Epoch 4495/5000\n","1/1 [==============================] - 0s 997us/step - loss: 0.1980\n","Epoch 4496/5000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.1980\n","Epoch 4497/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.1980\n","Epoch 4498/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.1980\n","Epoch 4499/5000\n","1/1 [==============================] - 0s 997us/step - loss: 0.1979\n","Epoch 4500/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.1979\n","Epoch 4501/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.1979\n","Epoch 4502/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.1979\n","Epoch 4503/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.1979\n","Epoch 4504/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.1978\n","Epoch 4505/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.1978\n","Epoch 4506/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.1978\n","Epoch 4507/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.1978\n","Epoch 4508/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.1978\n","Epoch 4509/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.1977\n","Epoch 4510/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.1977\n","Epoch 4511/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.1977\n","Epoch 4512/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.1977\n","Epoch 4513/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.1977\n","Epoch 4514/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.1976\n","Epoch 4515/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.1976\n","Epoch 4516/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.1976\n","Epoch 4517/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.1976\n","Epoch 4518/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.1975\n","Epoch 4519/5000\n","1/1 [==============================] - 0s 995us/step - loss: 0.1975\n","Epoch 4520/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.1975\n","Epoch 4521/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.1975\n","Epoch 4522/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.1975\n","Epoch 4523/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.1974\n","Epoch 4524/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.1974\n","Epoch 4525/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.1974\n","Epoch 4526/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.1974\n","Epoch 4527/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.1974\n","Epoch 4528/5000\n","1/1 [==============================] - 0s 997us/step - loss: 0.1973\n","Epoch 4529/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.1973\n","Epoch 4530/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.1973\n","Epoch 4531/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.1973\n","Epoch 4532/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.1973\n","Epoch 4533/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.1972\n","Epoch 4534/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.1972\n","Epoch 4535/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.1972\n","Epoch 4536/5000\n","1/1 [==============================] - 0s 997us/step - loss: 0.1972\n","Epoch 4537/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.1971\n","Epoch 4538/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.1971\n","Epoch 4539/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.1971\n","Epoch 4540/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.1971\n","Epoch 4541/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.1971\n","Epoch 4542/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.1970\n","Epoch 4543/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.1970\n","Epoch 4544/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.1970\n","Epoch 4545/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.1970\n","Epoch 4546/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.1970\n","Epoch 4547/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.1969\n","Epoch 4548/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.1969\n","Epoch 4549/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.1969\n","Epoch 4550/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.1969\n","Epoch 4551/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.1969\n","Epoch 4552/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.1968\n","Epoch 4553/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.1968\n","Epoch 4554/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.1968\n","Epoch 4555/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.1968\n","Epoch 4556/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.1968\n","Epoch 4557/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.1967\n","Epoch 4558/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.1967\n","Epoch 4559/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.1967\n","Epoch 4560/5000\n"]},{"name":"stdout","output_type":"stream","text":["1/1 [==============================] - 0s 998us/step - loss: 0.1967\n","Epoch 4561/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.1967\n","Epoch 4562/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.1966\n","Epoch 4563/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.1966\n","Epoch 4564/5000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.1966\n","Epoch 4565/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.1966\n","Epoch 4566/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.1965\n","Epoch 4567/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.1965\n","Epoch 4568/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.1965\n","Epoch 4569/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.1965\n","Epoch 4570/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.1965\n","Epoch 4571/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.1964\n","Epoch 4572/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.1964\n","Epoch 4573/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.1964\n","Epoch 4574/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.1964\n","Epoch 4575/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.1964\n","Epoch 4576/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.1963\n","Epoch 4577/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.1963\n","Epoch 4578/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.1963\n","Epoch 4579/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.1963\n","Epoch 4580/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.1963\n","Epoch 4581/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.1962\n","Epoch 4582/5000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.1962\n","Epoch 4583/5000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.1962\n","Epoch 4584/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.1962\n","Epoch 4585/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.1962\n","Epoch 4586/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.1961\n","Epoch 4587/5000\n","1/1 [==============================] - 0s 996us/step - loss: 0.1961\n","Epoch 4588/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.1961\n","Epoch 4589/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.1961\n","Epoch 4590/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.1961\n","Epoch 4591/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.1960\n","Epoch 4592/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.1960\n","Epoch 4593/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.1960\n","Epoch 4594/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.1960\n","Epoch 4595/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.1960\n","Epoch 4596/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.1959\n","Epoch 4597/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.1959\n","Epoch 4598/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.1959\n","Epoch 4599/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.1959\n","Epoch 4600/5000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.1959\n","Epoch 4601/5000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.1958\n","Epoch 4602/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.1958\n","Epoch 4603/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.1958\n","Epoch 4604/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.1958\n","Epoch 4605/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.1957\n","Epoch 4606/5000\n","1/1 [==============================] - 0s 997us/step - loss: 0.1957\n","Epoch 4607/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.1957\n","Epoch 4608/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.1957\n","Epoch 4609/5000\n","1/1 [==============================] - 0s 997us/step - loss: 0.1957\n","Epoch 4610/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.1956\n","Epoch 4611/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.1956\n","Epoch 4612/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.1956\n","Epoch 4613/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.1956\n","Epoch 4614/5000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.1956\n","Epoch 4615/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.1955\n","Epoch 4616/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.1955\n","Epoch 4617/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.1955\n","Epoch 4618/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.1955\n","Epoch 4619/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.1955\n","Epoch 4620/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.1954\n","Epoch 4621/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.1954\n","Epoch 4622/5000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.1954\n","Epoch 4623/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.1954\n","Epoch 4624/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.1954\n","Epoch 4625/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.1953\n","Epoch 4626/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.1953\n","Epoch 4627/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.1953\n","Epoch 4628/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.1953\n","Epoch 4629/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.1953\n","Epoch 4630/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.1952\n","Epoch 4631/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.1952\n","Epoch 4632/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.1952\n","Epoch 4633/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.1952\n","Epoch 4634/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.1952\n","Epoch 4635/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.1951\n","Epoch 4636/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.1951\n","Epoch 4637/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.1951\n","Epoch 4638/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.1951\n","Epoch 4639/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.1951\n","Epoch 4640/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.1950\n","Epoch 4641/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.1950\n","Epoch 4642/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.1950\n","Epoch 4643/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.1950\n","Epoch 4644/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.1950\n","Epoch 4645/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.1949\n","Epoch 4646/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.1949\n","Epoch 4647/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.1949\n","Epoch 4648/5000\n","1/1 [==============================] - 0s 997us/step - loss: 0.1949\n","Epoch 4649/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.1949\n","Epoch 4650/5000\n","1/1 [==============================] - 0s 997us/step - loss: 0.1948\n","Epoch 4651/5000\n","1/1 [==============================] - 0s 997us/step - loss: 0.1948\n","Epoch 4652/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.1948\n","Epoch 4653/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.1948\n","Epoch 4654/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.1948\n","Epoch 4655/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.1947\n","Epoch 4656/5000\n","1/1 [==============================] - 0s 997us/step - loss: 0.1947\n","Epoch 4657/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.1947\n","Epoch 4658/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.1947\n","Epoch 4659/5000\n"]},{"name":"stdout","output_type":"stream","text":["1/1 [==============================] - 0s 1000us/step - loss: 0.1947\n","Epoch 4660/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.1946\n","Epoch 4661/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.1946\n","Epoch 4662/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.1946\n","Epoch 4663/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.1946\n","Epoch 4664/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.1946\n","Epoch 4665/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.1945\n","Epoch 4666/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.1945\n","Epoch 4667/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.1945\n","Epoch 4668/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.1945\n","Epoch 4669/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.1945\n","Epoch 4670/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.1944\n","Epoch 4671/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.1944\n","Epoch 4672/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.1944\n","Epoch 4673/5000\n","1/1 [==============================] - 0s 996us/step - loss: 0.1944\n","Epoch 4674/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.1944\n","Epoch 4675/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.1943\n","Epoch 4676/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.1943\n","Epoch 4677/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.1943\n","Epoch 4678/5000\n","1/1 [==============================] - 0s 988us/step - loss: 0.1943\n","Epoch 4679/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.1943\n","Epoch 4680/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.1942\n","Epoch 4681/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.1942\n","Epoch 4682/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.1942\n","Epoch 4683/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.1942\n","Epoch 4684/5000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.1942\n","Epoch 4685/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.1941\n","Epoch 4686/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.1941\n","Epoch 4687/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.1941\n","Epoch 4688/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.1941\n","Epoch 4689/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.1941\n","Epoch 4690/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.1940\n","Epoch 4691/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.1940\n","Epoch 4692/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.1940\n","Epoch 4693/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.1940\n","Epoch 4694/5000\n","1/1 [==============================] - 0s 987us/step - loss: 0.1940\n","Epoch 4695/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.1939\n","Epoch 4696/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.1939\n","Epoch 4697/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.1939\n","Epoch 4698/5000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.1939\n","Epoch 4699/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.1939\n","Epoch 4700/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.1938\n","Epoch 4701/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.1938\n","Epoch 4702/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.1938\n","Epoch 4703/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.1938\n","Epoch 4704/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.1938\n","Epoch 4705/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.1937\n","Epoch 4706/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.1937\n","Epoch 4707/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.1937\n","Epoch 4708/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.1937\n","Epoch 4709/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.1937\n","Epoch 4710/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.1936\n","Epoch 4711/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.1936\n","Epoch 4712/5000\n","1/1 [==============================] - 0s 993us/step - loss: 0.1936\n","Epoch 4713/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.1936\n","Epoch 4714/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.1936\n","Epoch 4715/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.1935\n","Epoch 4716/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.1935\n","Epoch 4717/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.1935\n","Epoch 4718/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.1935\n","Epoch 4719/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.1935\n","Epoch 4720/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.1934\n","Epoch 4721/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.1934\n","Epoch 4722/5000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.1934\n","Epoch 4723/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.1934\n","Epoch 4724/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.1934\n","Epoch 4725/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.1933\n","Epoch 4726/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.1933\n","Epoch 4727/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.1933\n","Epoch 4728/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.1933\n","Epoch 4729/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.1933\n","Epoch 4730/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.1933\n","Epoch 4731/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.1932\n","Epoch 4732/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.1932\n","Epoch 4733/5000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.1932\n","Epoch 4734/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.1932\n","Epoch 4735/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.1932\n","Epoch 4736/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.1931\n","Epoch 4737/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.1931\n","Epoch 4738/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.1931\n","Epoch 4739/5000\n","1/1 [==============================] - 0s 997us/step - loss: 0.1931\n","Epoch 4740/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.1931\n","Epoch 4741/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.1930\n","Epoch 4742/5000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.1930\n","Epoch 4743/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.1930\n","Epoch 4744/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.1930\n","Epoch 4745/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.1930\n","Epoch 4746/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.1929\n","Epoch 4747/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.1929\n","Epoch 4748/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.1929\n","Epoch 4749/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.1929\n","Epoch 4750/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.1929\n","Epoch 4751/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.1928\n","Epoch 4752/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.1928\n","Epoch 4753/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.1928\n","Epoch 4754/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.1928\n","Epoch 4755/5000\n","1/1 [==============================] - 0s 997us/step - loss: 0.1928\n","Epoch 4756/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.1927\n","Epoch 4757/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.1927\n","Epoch 4758/5000\n"]},{"name":"stdout","output_type":"stream","text":["1/1 [==============================] - 0s 2ms/step - loss: 0.1927\n","Epoch 4759/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.1927\n","Epoch 4760/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.1927\n","Epoch 4761/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.1926\n","Epoch 4762/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.1926\n","Epoch 4763/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.1926\n","Epoch 4764/5000\n","1/1 [==============================] - 0s 997us/step - loss: 0.1926\n","Epoch 4765/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.1926\n","Epoch 4766/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.1925\n","Epoch 4767/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.1925\n","Epoch 4768/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.1925\n","Epoch 4769/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.1925\n","Epoch 4770/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.1925\n","Epoch 4771/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.1925\n","Epoch 4772/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.1924\n","Epoch 4773/5000\n","1/1 [==============================] - 0s 997us/step - loss: 0.1924\n","Epoch 4774/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.1924\n","Epoch 4775/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.1924\n","Epoch 4776/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.1924\n","Epoch 4777/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.1923\n","Epoch 4778/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.1923\n","Epoch 4779/5000\n","1/1 [==============================] - 0s 997us/step - loss: 0.1923\n","Epoch 4780/5000\n","1/1 [==============================] - 0s 997us/step - loss: 0.1923\n","Epoch 4781/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.1923\n","Epoch 4782/5000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.1922\n","Epoch 4783/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.1922\n","Epoch 4784/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.1922\n","Epoch 4785/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.1922\n","Epoch 4786/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.1922\n","Epoch 4787/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.1921\n","Epoch 4788/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.1921\n","Epoch 4789/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.1921\n","Epoch 4790/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.1921\n","Epoch 4791/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.1921\n","Epoch 4792/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.1920\n","Epoch 4793/5000\n","1/1 [==============================] - 0s 997us/step - loss: 0.1920\n","Epoch 4794/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.1920\n","Epoch 4795/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.1920\n","Epoch 4796/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.1920\n","Epoch 4797/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.1919\n","Epoch 4798/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.1919\n","Epoch 4799/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.1919\n","Epoch 4800/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.1919\n","Epoch 4801/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.1919\n","Epoch 4802/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.1919\n","Epoch 4803/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.1918\n","Epoch 4804/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.1918\n","Epoch 4805/5000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.1918\n","Epoch 4806/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.1918\n","Epoch 4807/5000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.1918\n","Epoch 4808/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.1917\n","Epoch 4809/5000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.1917\n","Epoch 4810/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.1917\n","Epoch 4811/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.1917\n","Epoch 4812/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.1917\n","Epoch 4813/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.1916\n","Epoch 4814/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.1916\n","Epoch 4815/5000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.1916\n","Epoch 4816/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.1916\n","Epoch 4817/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.1916\n","Epoch 4818/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.1915\n","Epoch 4819/5000\n","1/1 [==============================] - 0s 997us/step - loss: 0.1915\n","Epoch 4820/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.1915\n","Epoch 4821/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.1915\n","Epoch 4822/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.1915\n","Epoch 4823/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.1915\n","Epoch 4824/5000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.1914\n","Epoch 4825/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.1914\n","Epoch 4826/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.1914\n","Epoch 4827/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.1914\n","Epoch 4828/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.1914\n","Epoch 4829/5000\n","1/1 [==============================] - 0s 996us/step - loss: 0.1913\n","Epoch 4830/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.1913\n","Epoch 4831/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.1913\n","Epoch 4832/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.1913\n","Epoch 4833/5000\n","1/1 [==============================] - 0s 985us/step - loss: 0.1913\n","Epoch 4834/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.1912\n","Epoch 4835/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.1912\n","Epoch 4836/5000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.1912\n","Epoch 4837/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.1912\n","Epoch 4838/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.1912\n","Epoch 4839/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.1911\n","Epoch 4840/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.1911\n","Epoch 4841/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.1911\n","Epoch 4842/5000\n","1/1 [==============================] - 0s 996us/step - loss: 0.1911\n","Epoch 4843/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.1911\n","Epoch 4844/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.1911\n","Epoch 4845/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.1910\n","Epoch 4846/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.1910\n","Epoch 4847/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.1910\n","Epoch 4848/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.1910\n","Epoch 4849/5000\n","1/1 [==============================] - 0s 996us/step - loss: 0.1910\n","Epoch 4850/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.1909\n","Epoch 4851/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.1909\n","Epoch 4852/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.1909\n","Epoch 4853/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.1909\n","Epoch 4854/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.1909\n","Epoch 4855/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.1908\n","Epoch 4856/5000\n","1/1 [==============================] - 0s 997us/step - loss: 0.1908\n","Epoch 4857/5000\n"]},{"name":"stdout","output_type":"stream","text":["1/1 [==============================] - 0s 2ms/step - loss: 0.1908\n","Epoch 4858/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.1908\n","Epoch 4859/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.1908\n","Epoch 4860/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.1908\n","Epoch 4861/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.1907\n","Epoch 4862/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.1907\n","Epoch 4863/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.1907\n","Epoch 4864/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.1907\n","Epoch 4865/5000\n","1/1 [==============================] - 0s 992us/step - loss: 0.1907\n","Epoch 4866/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.1906\n","Epoch 4867/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.1906\n","Epoch 4868/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.1906\n","Epoch 4869/5000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.1906\n","Epoch 4870/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.1906\n","Epoch 4871/5000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.1905\n","Epoch 4872/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.1905\n","Epoch 4873/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.1905\n","Epoch 4874/5000\n","1/1 [==============================] - 0s 997us/step - loss: 0.1905\n","Epoch 4875/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.1905\n","Epoch 4876/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.1904\n","Epoch 4877/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.1904\n","Epoch 4878/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.1904\n","Epoch 4879/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.1904\n","Epoch 4880/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.1904\n","Epoch 4881/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.1904\n","Epoch 4882/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.1903\n","Epoch 4883/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.1903\n","Epoch 4884/5000\n","1/1 [==============================] - 0s 997us/step - loss: 0.1903\n","Epoch 4885/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.1903\n","Epoch 4886/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.1903\n","Epoch 4887/5000\n","1/1 [==============================] - 0s 996us/step - loss: 0.1902\n","Epoch 4888/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.1902\n","Epoch 4889/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.1902\n","Epoch 4890/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.1902\n","Epoch 4891/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.1902\n","Epoch 4892/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.1901\n","Epoch 4893/5000\n","1/1 [==============================] - 0s 997us/step - loss: 0.1901\n","Epoch 4894/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.1901\n","Epoch 4895/5000\n","1/1 [==============================] - 0s 997us/step - loss: 0.1901\n","Epoch 4896/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.1901\n","Epoch 4897/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.1901\n","Epoch 4898/5000\n","1/1 [==============================] - 0s 997us/step - loss: 0.1900\n","Epoch 4899/5000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.1900\n","Epoch 4900/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.1900\n","Epoch 4901/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.1900\n","Epoch 4902/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.1900\n","Epoch 4903/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.1899\n","Epoch 4904/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.1899\n","Epoch 4905/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.1899\n","Epoch 4906/5000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.1899\n","Epoch 4907/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.1899\n","Epoch 4908/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.1899\n","Epoch 4909/5000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.1898\n","Epoch 4910/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.1898\n","Epoch 4911/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.1898\n","Epoch 4912/5000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.1898\n","Epoch 4913/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.1898\n","Epoch 4914/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.1897\n","Epoch 4915/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.1897\n","Epoch 4916/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.1897\n","Epoch 4917/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.1897\n","Epoch 4918/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.1897\n","Epoch 4919/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.1896\n","Epoch 4920/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.1896\n","Epoch 4921/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.1896\n","Epoch 4922/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.1896\n","Epoch 4923/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.1896\n","Epoch 4924/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.1896\n","Epoch 4925/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.1895\n","Epoch 4926/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.1895\n","Epoch 4927/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.1895\n","Epoch 4928/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.1895\n","Epoch 4929/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.1895\n","Epoch 4930/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.1894\n","Epoch 4931/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.1894\n","Epoch 4932/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.1894\n","Epoch 4933/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.1894\n","Epoch 4934/5000\n","1/1 [==============================] - 0s 996us/step - loss: 0.1894\n","Epoch 4935/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.1894\n","Epoch 4936/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.1893\n","Epoch 4937/5000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.1893\n","Epoch 4938/5000\n","1/1 [==============================] - 0s 3ms/step - loss: 0.1893\n","Epoch 4939/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.1893\n","Epoch 4940/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.1893\n","Epoch 4941/5000\n","1/1 [==============================] - 0s 3ms/step - loss: 0.1892\n","Epoch 4942/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.1892\n","Epoch 4943/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.1892\n","Epoch 4944/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.1892\n","Epoch 4945/5000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.1892\n","Epoch 4946/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.1891\n","Epoch 4947/5000\n","1/1 [==============================] - 0s 997us/step - loss: 0.1891\n","Epoch 4948/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.1891\n","Epoch 4949/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.1891\n","Epoch 4950/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.1891\n","Epoch 4951/5000\n","1/1 [==============================] - 0s 1000us/step - loss: 0.1891\n","Epoch 4952/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.1890\n","Epoch 4953/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.1890\n","Epoch 4954/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.1890\n","Epoch 4955/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.1890\n","Epoch 4956/5000\n"]},{"name":"stdout","output_type":"stream","text":["1/1 [==============================] - 0s 2ms/step - loss: 0.1890\n","Epoch 4957/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.1889\n","Epoch 4958/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.1889\n","Epoch 4959/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.1889\n","Epoch 4960/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.1889\n","Epoch 4961/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.1889\n","Epoch 4962/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.1889\n","Epoch 4963/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.1888\n","Epoch 4964/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.1888\n","Epoch 4965/5000\n","1/1 [==============================] - 0s 997us/step - loss: 0.1888\n","Epoch 4966/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.1888\n","Epoch 4967/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.1888\n","Epoch 4968/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.1887\n","Epoch 4969/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.1887\n","Epoch 4970/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.1887\n","Epoch 4971/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.1887\n","Epoch 4972/5000\n","1/1 [==============================] - 0s 996us/step - loss: 0.1887\n","Epoch 4973/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.1887\n","Epoch 4974/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.1886\n","Epoch 4975/5000\n","1/1 [==============================] - 0s 997us/step - loss: 0.1886\n","Epoch 4976/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.1886\n","Epoch 4977/5000\n","1/1 [==============================] - 0s 995us/step - loss: 0.1886\n","Epoch 4978/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.1886\n","Epoch 4979/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.1885\n","Epoch 4980/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.1885\n","Epoch 4981/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.1885\n","Epoch 4982/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.1885\n","Epoch 4983/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.1885\n","Epoch 4984/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.1885\n","Epoch 4985/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.1884\n","Epoch 4986/5000\n","1/1 [==============================] - 0s 988us/step - loss: 0.1884\n","Epoch 4987/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.1884\n","Epoch 4988/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.1884\n","Epoch 4989/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.1884\n","Epoch 4990/5000\n","1/1 [==============================] - 0s 999us/step - loss: 0.1883\n","Epoch 4991/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.1883\n","Epoch 4992/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.1883\n","Epoch 4993/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.1883\n","Epoch 4994/5000\n","1/1 [==============================] - 0s 998us/step - loss: 0.1883\n","Epoch 4995/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.1883\n","Epoch 4996/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.1882\n","Epoch 4997/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.1882\n","Epoch 4998/5000\n","1/1 [==============================] - 0s 2ms/step - loss: 0.1882\n","Epoch 4999/5000\n","1/1 [==============================] - 0s 996us/step - loss: 0.1882\n","Epoch 5000/5000\n","1/1 [==============================] - 0s 1ms/step - loss: 0.1882\n"]},{"data":{"text/plain":[""]},"execution_count":3,"metadata":{},"output_type":"execute_result"}],"source":["model = Sequential()\n","model.add(Dense(1, input_dim=1, activation='sigmoid'))\n","\n","# 교차 엔트로피 오차 함수를 이용하기 위하여 'binary_crossentropy'로 설정합니다. \n","model.compile(optimizer='sgd' ,loss='binary_crossentropy')\n","model.fit(x, y, epochs=5000)"]},{"cell_type":"markdown","id":"514ecfcd","metadata":{"id":"514ecfcd"},"source":["### 4. 모델 테스트"]},{"cell_type":"code","execution_count":null,"id":"669c2350","metadata":{"id":"669c2350","outputId":"06bab65b-2d7e-400a-c4cc-f56d1837d7d3"},"outputs":[{"data":{"image/png":"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\n","text/plain":["
"]},"metadata":{"needs_background":"light"},"output_type":"display_data"}],"source":["# 그래프로 확인해 봅니다.\n","\n","plt.scatter(x, y)\n","plt.plot(x, model.predict(x),'r')\n","plt.show()"]},{"cell_type":"code","execution_count":null,"id":"e4b6209f","metadata":{"id":"e4b6209f","outputId":"68a566c8-21dd-44ee-c3d7-e47f371bfa57"},"outputs":[{"name":"stdout","output_type":"stream","text":["7시간을 공부할 경우, 합격 예상 확률은 59.7%입니다\n"]}],"source":["# 임의의 학습 시간을 집어넣어 합격 예상 확률을 예측해 보겠습니다.\n","\n","hour = 7\n","prediction = model.predict([hour])\n","\n","print(\"%.f시간을 공부할 경우, 합격 예상 확률은 %.01f%%입니다\" % (hour, prediction * 100))"]},{"cell_type":"code","execution_count":null,"id":"bcffd088","metadata":{"id":"bcffd088"},"outputs":[],"source":[""]}],"metadata":{"kernelspec":{"display_name":"Python 3 (ipykernel)","language":"python","name":"python3"},"language_info":{"codemirror_mode":{"name":"ipython","version":3},"file_extension":".py","mimetype":"text/x-python","name":"python","nbconvert_exporter":"python","pygments_lexer":"ipython3","version":"3.9.7"},"colab":{"name":"ch06-colab.ipynb","provenance":[],"collapsed_sections":[]}},"nbformat":4,"nbformat_minor":5} \ No newline at end of file +{ + "cells": [ + { + "cell_type": "markdown", + "id": "14f3d9bb", + "metadata": { + "id": "14f3d9bb" + }, + "source": [ + "# 6장. 로지스틱 회귀 모델: 참 거짓 판단하기" + ] + }, + { + "cell_type": "markdown", + "id": "31aa0af8", + "metadata": { + "id": "31aa0af8" + }, + "source": [ + "## 5. 텐서플로에서 실행하는 로지스틱 회귀 모델" + ] + }, + { + "cell_type": "markdown", + "id": "3bd0ceed", + "metadata": { + "id": "3bd0ceed" + }, + "source": [ + "### 1.환경 준비" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "38ce6ac5", + "metadata": { + "id": "38ce6ac5" + }, + "outputs": [], + "source": [ + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "from tensorflow.keras.models import Sequential\n", + "from tensorflow.keras.layers import Dense" + ] + }, + { + "cell_type": "markdown", + "id": "00f9c412", + "metadata": { + "id": "00f9c412" + }, + "source": [ + "### 2. 데이터 준비" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "92e915e0", + "metadata": { + "id": "92e915e0" + }, + "outputs": [], + "source": [ + "x = np.array([2, 4, 6, 8, 10, 12, 14])\n", + "y = np.array([0, 0, 0, 1, 1, 1, 1]) " + ] + }, + { + "cell_type": "markdown", + "id": "605e6ad0", + "metadata": { + "id": "605e6ad0" + }, + "source": [ + "### 3. 모델 실행" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "f2735f67", + "metadata": { + "id": "f2735f67", + "outputId": "0bb60783-e36e-499b-e5c7-462204ef34f2" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Epoch 1/5000\n", + "1/1 [==============================] - 0s 183ms/step - loss: 0.5741\n", + "Epoch 2/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.5677\n", + "Epoch 3/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.5632\n", + "Epoch 4/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.5599\n", + "Epoch 5/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.5574\n", + "Epoch 6/5000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.5555\n", + "Epoch 7/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.5541\n", + "Epoch 8/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.5530\n", + "Epoch 9/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.5521\n", + "Epoch 10/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.5513\n", + "Epoch 11/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.5507\n", + "Epoch 12/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.5502\n", + "Epoch 13/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.5497\n", + "Epoch 14/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.5493\n", + "Epoch 15/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.5489\n", + "Epoch 16/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.5486\n", + "Epoch 17/5000\n", + "1/1 [==============================] - 0s 997us/step - loss: 0.5482\n", + "Epoch 18/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.5479\n", + "Epoch 19/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.5476\n", + "Epoch 20/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.5473\n", + "Epoch 21/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.5470\n", + "Epoch 22/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.5468\n", + "Epoch 23/5000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.5465\n", + "Epoch 24/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.5462\n", + "Epoch 25/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.5459\n", + "Epoch 26/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.5457\n", + "Epoch 27/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.5454\n", + "Epoch 28/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.5451\n", + "Epoch 29/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.5449\n", + "Epoch 30/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.5446\n", + "Epoch 31/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.5444\n", + "Epoch 32/5000\n", + "1/1 [==============================] - 0s 997us/step - loss: 0.5441\n", + "Epoch 33/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.5438\n", + "Epoch 34/5000\n", + "1/1 [==============================] - 0s 997us/step - loss: 0.5436\n", + "Epoch 35/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.5433\n", + "Epoch 36/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.5431\n", + "Epoch 37/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.5428\n", + "Epoch 38/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.5426\n", + "Epoch 39/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.5423\n", + "Epoch 40/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.5420\n", + "Epoch 41/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.5418\n", + "Epoch 42/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.5415\n", + "Epoch 43/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.5413\n", + "Epoch 44/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.5410\n", + "Epoch 45/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.5408\n", + "Epoch 46/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.5405\n", + "Epoch 47/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.5402\n", + "Epoch 48/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.5400\n", + "Epoch 49/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.5397\n", + "Epoch 50/5000\n", + "1/1 [==============================] - 0s 997us/step - loss: 0.5395\n", + "Epoch 51/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.5392\n", + "Epoch 52/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.5390\n", + "Epoch 53/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.5387\n", + "Epoch 54/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.5385\n", + "Epoch 55/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.5382\n", + "Epoch 56/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.5380\n", + "Epoch 57/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.5377\n", + "Epoch 58/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.5375\n", + "Epoch 59/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.5372\n", + "Epoch 60/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.5369\n", + "Epoch 61/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.5367\n", + "Epoch 62/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.5364\n", + "Epoch 63/5000\n", + "1/1 [==============================] - 0s 996us/step - loss: 0.5362\n", + "Epoch 64/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.5359\n", + "Epoch 65/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.5357\n", + "Epoch 66/5000\n", + "1/1 [==============================] - 0s 996us/step - loss: 0.5354\n", + "Epoch 67/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.5352\n", + "Epoch 68/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.5349\n", + "Epoch 69/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.5347\n", + "Epoch 70/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.5344\n", + "Epoch 71/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.5342\n", + "Epoch 72/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.5339\n", + "Epoch 73/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.5337\n", + "Epoch 74/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.5334\n", + "Epoch 75/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.5332\n", + "Epoch 76/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.5329\n", + "Epoch 77/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.5327\n", + "Epoch 78/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.5324\n", + "Epoch 79/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.5322\n", + "Epoch 80/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.5319\n", + "Epoch 81/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.5317\n", + "Epoch 82/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.5314\n", + "Epoch 83/5000\n", + "1/1 [==============================] - 0s 996us/step - loss: 0.5312\n", + "Epoch 84/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.5309\n", + "Epoch 85/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.5307\n", + "Epoch 86/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.5305\n", + "Epoch 87/5000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.5302\n", + "Epoch 88/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.5300\n", + "Epoch 89/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.5297\n", + "Epoch 90/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.5295\n", + "Epoch 91/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.5292\n", + "Epoch 92/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.5290\n", + "Epoch 93/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.5287\n", + "Epoch 94/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.5285\n", + "Epoch 95/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.5282\n", + "Epoch 96/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.5280\n", + "Epoch 97/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.5277\n", + "Epoch 98/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.5275\n", + "Epoch 99/5000\n", + "1/1 [==============================] - 0s 996us/step - loss: 0.5273\n", + "Epoch 100/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.5270\n", + "Epoch 101/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.5268\n", + "Epoch 102/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.5265\n", + "Epoch 103/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.5263\n", + "Epoch 104/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.5260\n", + "Epoch 105/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.5258\n", + "Epoch 106/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.5256\n", + "Epoch 107/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.5253\n", + "Epoch 108/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.5251\n", + "Epoch 109/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.5248\n", + "Epoch 110/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.5246\n", + "Epoch 111/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.5243\n", + "Epoch 112/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.5241\n", + "Epoch 113/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.5239\n", + "Epoch 114/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.5236\n", + "Epoch 115/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.5234\n", + "Epoch 116/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.5231\n", + "Epoch 117/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.5229\n", + "Epoch 118/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.5227\n", + "Epoch 119/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.5224\n", + "Epoch 120/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.5222\n", + "Epoch 121/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.5219\n", + "Epoch 122/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.5217\n", + "Epoch 123/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.5215\n", + "Epoch 124/5000\n", + "1/1 [==============================] - 0s 5ms/step - loss: 0.5212\n", + "Epoch 125/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.5210\n", + "Epoch 126/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.5207\n", + "Epoch 127/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.5205\n", + "Epoch 128/5000\n", + "1/1 [==============================] - 0s 3ms/step - loss: 0.5203\n", + "Epoch 129/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.5200\n", + "Epoch 130/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.5198\n", + "Epoch 131/5000\n", + "1/1 [==============================] - 0s 997us/step - loss: 0.5195\n", + "Epoch 132/5000\n", + "1/1 [==============================] - 0s 997us/step - loss: 0.5193\n", + "Epoch 133/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.5191\n", + "Epoch 134/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.5188\n", + "Epoch 135/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.5186\n", + "Epoch 136/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.5184\n", + "Epoch 137/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.5181\n", + "Epoch 138/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.5179\n", + "Epoch 139/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.5177\n", + "Epoch 140/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.5174\n", + "Epoch 141/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.5172\n", + "Epoch 142/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.5169\n", + "Epoch 143/5000\n", + "1/1 [==============================] - 0s 997us/step - loss: 0.5167\n", + "Epoch 144/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.5165\n", + "Epoch 145/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.5162\n", + "Epoch 146/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.5160\n", + "Epoch 147/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.5158\n", + "Epoch 148/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.5155\n", + "Epoch 149/5000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.5153\n", + "Epoch 150/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.5151\n", + "Epoch 151/5000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.5148\n", + "Epoch 152/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.5146\n", + "Epoch 153/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.5144\n", + "Epoch 154/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.5141\n", + "Epoch 155/5000\n", + "1/1 [==============================] - 0s 997us/step - loss: 0.5139\n", + "Epoch 156/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.5137\n", + "Epoch 157/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.5134\n", + "Epoch 158/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.5132\n", + "Epoch 159/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.5130\n", + "Epoch 160/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.5127\n", + "Epoch 161/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.5125\n", + "Epoch 162/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.5123\n", + "Epoch 163/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.5120\n", + "Epoch 164/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.5118\n", + "Epoch 165/5000\n", + "1/1 [==============================] - 0s 6ms/step - loss: 0.5116\n", + "Epoch 166/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.5113\n", + "Epoch 167/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.5111\n", + "Epoch 168/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.5109\n", + "Epoch 169/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.5107\n", + "Epoch 170/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.5104\n", + "Epoch 171/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.5102\n", + "Epoch 172/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.5100\n", + "Epoch 173/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.5097\n", + "Epoch 174/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.5095\n", + "Epoch 175/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.5093\n", + "Epoch 176/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.5090\n", + "Epoch 177/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.5088\n", + "Epoch 178/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.5086\n", + "Epoch 179/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.5084\n", + "Epoch 180/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.5081\n", + "Epoch 181/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.5079\n", + "Epoch 182/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.5077\n", + "Epoch 183/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.5075\n", + "Epoch 184/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.5072\n", + "Epoch 185/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.5070\n", + "Epoch 186/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.5068\n", + "Epoch 187/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.5065\n", + "Epoch 188/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.5063\n", + "Epoch 189/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.5061\n", + "Epoch 190/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.5059\n", + "Epoch 191/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.5056\n", + "Epoch 192/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.5054\n", + "Epoch 193/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.5052\n", + "Epoch 194/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.5050\n", + "Epoch 195/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.5047\n", + "Epoch 196/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.5045\n", + "Epoch 197/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.5043\n", + "Epoch 198/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.5041\n", + "Epoch 199/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.5038\n", + "Epoch 200/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.5036\n", + "Epoch 201/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.5034\n", + "Epoch 202/5000\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "1/1 [==============================] - 0s 1ms/step - loss: 0.5032\n", + "Epoch 203/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.5029\n", + "Epoch 204/5000\n", + "1/1 [==============================] - 0s 997us/step - loss: 0.5027\n", + "Epoch 205/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.5025\n", + "Epoch 206/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.5023\n", + "Epoch 207/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.5020\n", + "Epoch 208/5000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.5018\n", + "Epoch 209/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.5016\n", + "Epoch 210/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.5014\n", + "Epoch 211/5000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.5012\n", + "Epoch 212/5000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.5009\n", + "Epoch 213/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.5007\n", + "Epoch 214/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.5005\n", + "Epoch 215/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.5003\n", + "Epoch 216/5000\n", + "1/1 [==============================] - 0s 997us/step - loss: 0.5000\n", + "Epoch 217/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.4998\n", + "Epoch 218/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.4996\n", + "Epoch 219/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.4994\n", + "Epoch 220/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.4992\n", + "Epoch 221/5000\n", + "1/1 [==============================] - 0s 997us/step - loss: 0.4989\n", + "Epoch 222/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.4987\n", + "Epoch 223/5000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.4985\n", + "Epoch 224/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.4983\n", + "Epoch 225/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.4981\n", + "Epoch 226/5000\n", + "1/1 [==============================] - 0s 997us/step - loss: 0.4978\n", + "Epoch 227/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.4976\n", + "Epoch 228/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.4974\n", + "Epoch 229/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.4972\n", + "Epoch 230/5000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.4970\n", + "Epoch 231/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.4967\n", + "Epoch 232/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.4965\n", + "Epoch 233/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.4963\n", + "Epoch 234/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.4961\n", + "Epoch 235/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.4959\n", + "Epoch 236/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.4957\n", + "Epoch 237/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.4954\n", + "Epoch 238/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.4952\n", + "Epoch 239/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.4950\n", + "Epoch 240/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.4948\n", + "Epoch 241/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.4946\n", + "Epoch 242/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.4944\n", + "Epoch 243/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.4941\n", + "Epoch 244/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.4939\n", + "Epoch 245/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.4937\n", + "Epoch 246/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.4935\n", + "Epoch 247/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.4933\n", + "Epoch 248/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.4931\n", + "Epoch 249/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.4928\n", + "Epoch 250/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.4926\n", + "Epoch 251/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.4924\n", + "Epoch 252/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.4922\n", + "Epoch 253/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.4920\n", + "Epoch 254/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.4918\n", + "Epoch 255/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.4916\n", + "Epoch 256/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.4913\n", + "Epoch 257/5000\n", + "1/1 [==============================] - 0s 996us/step - loss: 0.4911\n", + "Epoch 258/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.4909\n", + "Epoch 259/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.4907\n", + "Epoch 260/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.4905\n", + "Epoch 261/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.4903\n", + "Epoch 262/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.4901\n", + "Epoch 263/5000\n", + "1/1 [==============================] - 0s 3ms/step - loss: 0.4899\n", + "Epoch 264/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.4896\n", + "Epoch 265/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.4894\n", + "Epoch 266/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.4892\n", + "Epoch 267/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.4890\n", + "Epoch 268/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.4888\n", + "Epoch 269/5000\n", + "1/1 [==============================] - 0s 997us/step - loss: 0.4886\n", + "Epoch 270/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.4884\n", + "Epoch 271/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.4882\n", + "Epoch 272/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.4879\n", + "Epoch 273/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.4877\n", + "Epoch 274/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.4875\n", + "Epoch 275/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.4873\n", + "Epoch 276/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.4871\n", + "Epoch 277/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.4869\n", + "Epoch 278/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.4867\n", + "Epoch 279/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.4865\n", + "Epoch 280/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.4863\n", + "Epoch 281/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.4861\n", + "Epoch 282/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.4858\n", + "Epoch 283/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.4856\n", + "Epoch 284/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.4854\n", + "Epoch 285/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.4852\n", + "Epoch 286/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.4850\n", + "Epoch 287/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.4848\n", + "Epoch 288/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.4846\n", + "Epoch 289/5000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.4844\n", + "Epoch 290/5000\n", + "1/1 [==============================] - 0s 993us/step - loss: 0.4842\n", + "Epoch 291/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.4840\n", + "Epoch 292/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.4838\n", + "Epoch 293/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.4836\n", + "Epoch 294/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.4833\n", + "Epoch 295/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.4831\n", + "Epoch 296/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.4829\n", + "Epoch 297/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.4827\n", + "Epoch 298/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.4825\n", + "Epoch 299/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.4823\n", + "Epoch 300/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.4821\n", + "Epoch 301/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.4819\n", + "Epoch 302/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.4817\n", + "Epoch 303/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.4815\n", + "Epoch 304/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.4813\n", + "Epoch 305/5000\n", + "1/1 [==============================] - 0s 996us/step - loss: 0.4811\n", + "Epoch 306/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.4809\n", + "Epoch 307/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.4807\n", + "Epoch 308/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.4805\n", + "Epoch 309/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.4803\n", + "Epoch 310/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.4801\n", + "Epoch 311/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.4799\n", + "Epoch 312/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.4796\n", + "Epoch 313/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.4794\n", + "Epoch 314/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.4792\n", + "Epoch 315/5000\n", + "1/1 [==============================] - 0s 3ms/step - loss: 0.4790\n", + "Epoch 316/5000\n", + "1/1 [==============================] - 0s 996us/step - loss: 0.4788\n", + "Epoch 317/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.4786\n", + "Epoch 318/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.4784\n", + "Epoch 319/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.4782\n", + "Epoch 320/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.4780\n", + "Epoch 321/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.4778\n", + "Epoch 322/5000\n", + "1/1 [==============================] - 0s 997us/step - loss: 0.4776\n", + "Epoch 323/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.4774\n", + "Epoch 324/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.4772\n", + "Epoch 325/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.4770\n", + "Epoch 326/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.4768\n", + "Epoch 327/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.4766\n", + "Epoch 328/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.4764\n", + "Epoch 329/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.4762\n", + "Epoch 330/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.4760\n", + "Epoch 331/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.4758\n", + "Epoch 332/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.4756\n", + "Epoch 333/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.4754\n", + "Epoch 334/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.4752\n", + "Epoch 335/5000\n", + "1/1 [==============================] - 0s 993us/step - loss: 0.4750\n", + "Epoch 336/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.4748\n", + "Epoch 337/5000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.4746\n", + "Epoch 338/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.4744\n", + "Epoch 339/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.4742\n", + "Epoch 340/5000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.4740\n", + "Epoch 341/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.4738\n", + "Epoch 342/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.4736\n", + "Epoch 343/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.4734\n", + "Epoch 344/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.4732\n", + "Epoch 345/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.4730\n", + "Epoch 346/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.4728\n", + "Epoch 347/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.4726\n", + "Epoch 348/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.4724\n", + "Epoch 349/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.4722\n", + "Epoch 350/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.4720\n", + "Epoch 351/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.4718\n", + "Epoch 352/5000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.4716\n", + "Epoch 353/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.4714\n", + "Epoch 354/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.4712\n", + "Epoch 355/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.4710\n", + "Epoch 356/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.4708\n", + "Epoch 357/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.4706\n", + "Epoch 358/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.4704\n", + "Epoch 359/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.4702\n", + "Epoch 360/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.4700\n", + "Epoch 361/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.4699\n", + "Epoch 362/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.4697\n", + "Epoch 363/5000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.4695\n", + "Epoch 364/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.4693\n", + "Epoch 365/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.4691\n", + "Epoch 366/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.4689\n", + "Epoch 367/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.4687\n", + "Epoch 368/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.4685\n", + "Epoch 369/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.4683\n", + "Epoch 370/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.4681\n", + "Epoch 371/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.4679\n", + "Epoch 372/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.4677\n", + "Epoch 373/5000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.4675\n", + "Epoch 374/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.4673\n", + "Epoch 375/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.4671\n", + "Epoch 376/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.4669\n", + "Epoch 377/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.4667\n", + "Epoch 378/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.4665\n", + "Epoch 379/5000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.4664\n", + "Epoch 380/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.4662\n", + "Epoch 381/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.4660\n", + "Epoch 382/5000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.4658\n", + "Epoch 383/5000\n", + "1/1 [==============================] - 0s 996us/step - loss: 0.4656\n", + "Epoch 384/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.4654\n", + "Epoch 385/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.4652\n", + "Epoch 386/5000\n", + "1/1 [==============================] - 0s 997us/step - loss: 0.4650\n", + "Epoch 387/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.4648\n", + "Epoch 388/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.4646\n", + "Epoch 389/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.4644\n", + "Epoch 390/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.4642\n", + "Epoch 391/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.4641\n", + "Epoch 392/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.4639\n", + "Epoch 393/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.4637\n", + "Epoch 394/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.4635\n", + "Epoch 395/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.4633\n", + "Epoch 396/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.4631\n", + "Epoch 397/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.4629\n", + "Epoch 398/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.4627\n", + "Epoch 399/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.4625\n", + "Epoch 400/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.4623\n", + "Epoch 401/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.4622\n", + "Epoch 402/5000\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "1/1 [==============================] - 0s 994us/step - loss: 0.4620\n", + "Epoch 403/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.4618\n", + "Epoch 404/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.4616\n", + "Epoch 405/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.4614\n", + "Epoch 406/5000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.4612\n", + "Epoch 407/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.4610\n", + "Epoch 408/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.4608\n", + "Epoch 409/5000\n", + "1/1 [==============================] - 0s 997us/step - loss: 0.4606\n", + "Epoch 410/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.4605\n", + "Epoch 411/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.4603\n", + "Epoch 412/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.4601\n", + "Epoch 413/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.4599\n", + "Epoch 414/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.4597\n", + "Epoch 415/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.4595\n", + "Epoch 416/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.4593\n", + "Epoch 417/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.4591\n", + "Epoch 418/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.4590\n", + "Epoch 419/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.4588\n", + "Epoch 420/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.4586\n", + "Epoch 421/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.4584\n", + "Epoch 422/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.4582\n", + "Epoch 423/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.4580\n", + "Epoch 424/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.4578\n", + "Epoch 425/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.4577\n", + "Epoch 426/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.4575\n", + "Epoch 427/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.4573\n", + "Epoch 428/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.4571\n", + "Epoch 429/5000\n", + "1/1 [==============================] - 0s 997us/step - loss: 0.4569\n", + "Epoch 430/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.4567\n", + "Epoch 431/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.4565\n", + "Epoch 432/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.4564\n", + "Epoch 433/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.4562\n", + "Epoch 434/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.4560\n", + "Epoch 435/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.4558\n", + "Epoch 436/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.4556\n", + "Epoch 437/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.4554\n", + "Epoch 438/5000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.4553\n", + "Epoch 439/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.4551\n", + "Epoch 440/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.4549\n", + "Epoch 441/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.4547\n", + "Epoch 442/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.4545\n", + "Epoch 443/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.4543\n", + "Epoch 444/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.4542\n", + "Epoch 445/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.4540\n", + "Epoch 446/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.4538\n", + "Epoch 447/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.4536\n", + "Epoch 448/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.4534\n", + "Epoch 449/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.4532\n", + "Epoch 450/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.4531\n", + "Epoch 451/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.4529\n", + "Epoch 452/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.4527\n", + "Epoch 453/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.4525\n", + "Epoch 454/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.4523\n", + "Epoch 455/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.4522\n", + "Epoch 456/5000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.4520\n", + "Epoch 457/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.4518\n", + "Epoch 458/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.4516\n", + "Epoch 459/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.4514\n", + "Epoch 460/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.4512\n", + "Epoch 461/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.4511\n", + "Epoch 462/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.4509\n", + "Epoch 463/5000\n", + "1/1 [==============================] - 0s 995us/step - loss: 0.4507\n", + "Epoch 464/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.4505\n", + "Epoch 465/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.4503\n", + "Epoch 466/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.4502\n", + "Epoch 467/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.4500\n", + "Epoch 468/5000\n", + "1/1 [==============================] - 0s 997us/step - loss: 0.4498\n", + "Epoch 469/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.4496\n", + "Epoch 470/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.4495\n", + "Epoch 471/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.4493\n", + "Epoch 472/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.4491\n", + "Epoch 473/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.4489\n", + "Epoch 474/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.4487\n", + "Epoch 475/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.4486\n", + "Epoch 476/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.4484\n", + "Epoch 477/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.4482\n", + "Epoch 478/5000\n", + "1/1 [==============================] - 0s 997us/step - loss: 0.4480\n", + "Epoch 479/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.4479\n", + "Epoch 480/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.4477\n", + "Epoch 481/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.4475\n", + "Epoch 482/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.4473\n", + "Epoch 483/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.4471\n", + "Epoch 484/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.4470\n", + "Epoch 485/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.4468\n", + "Epoch 486/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.4466\n", + "Epoch 487/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.4464\n", + "Epoch 488/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.4463\n", + "Epoch 489/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.4461\n", + "Epoch 490/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.4459\n", + "Epoch 491/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.4457\n", + "Epoch 492/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.4456\n", + "Epoch 493/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.4454\n", + "Epoch 494/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.4452\n", + "Epoch 495/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.4450\n", + "Epoch 496/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.4449\n", + "Epoch 497/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.4447\n", + "Epoch 498/5000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.4445\n", + "Epoch 499/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.4443\n", + "Epoch 500/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.4442\n", + "Epoch 501/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.4440\n", + "Epoch 502/5000\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "1/1 [==============================] - 0s 1000us/step - loss: 0.4438\n", + "Epoch 503/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.4436\n", + "Epoch 504/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.4435\n", + "Epoch 505/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.4433\n", + "Epoch 506/5000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.4431\n", + "Epoch 507/5000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.4429\n", + "Epoch 508/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.4428\n", + "Epoch 509/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.4426\n", + "Epoch 510/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.4424\n", + "Epoch 511/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.4422\n", + "Epoch 512/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.4421\n", + "Epoch 513/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.4419\n", + "Epoch 514/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.4417\n", + "Epoch 515/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.4416\n", + "Epoch 516/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.4414\n", + "Epoch 517/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.4412\n", + "Epoch 518/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.4410\n", + "Epoch 519/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.4409\n", + "Epoch 520/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.4407\n", + "Epoch 521/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.4405\n", + "Epoch 522/5000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.4404\n", + "Epoch 523/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.4402\n", + "Epoch 524/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.4400\n", + "Epoch 525/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.4398\n", + "Epoch 526/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.4397\n", + "Epoch 527/5000\n", + "1/1 [==============================] - 0s 996us/step - loss: 0.4395\n", + "Epoch 528/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.4393\n", + "Epoch 529/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.4392\n", + "Epoch 530/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.4390\n", + "Epoch 531/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.4388\n", + "Epoch 532/5000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.4386\n", + "Epoch 533/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.4385\n", + "Epoch 534/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.4383\n", + "Epoch 535/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.4381\n", + "Epoch 536/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.4380\n", + "Epoch 537/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.4378\n", + "Epoch 538/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.4376\n", + "Epoch 539/5000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.4375\n", + "Epoch 540/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.4373\n", + "Epoch 541/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.4371\n", + "Epoch 542/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.4370\n", + "Epoch 543/5000\n", + "1/1 [==============================] - 0s 997us/step - loss: 0.4368\n", + "Epoch 544/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.4366\n", + "Epoch 545/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.4365\n", + "Epoch 546/5000\n", + "1/1 [==============================] - 0s 997us/step - loss: 0.4363\n", + "Epoch 547/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.4361\n", + "Epoch 548/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.4359\n", + "Epoch 549/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.4358\n", + "Epoch 550/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.4356\n", + "Epoch 551/5000\n", + "1/1 [==============================] - 0s 997us/step - loss: 0.4354\n", + "Epoch 552/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.4353\n", + "Epoch 553/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.4351\n", + "Epoch 554/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.4349\n", + "Epoch 555/5000\n", + "1/1 [==============================] - 0s 997us/step - loss: 0.4348\n", + "Epoch 556/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.4346\n", + "Epoch 557/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.4344\n", + "Epoch 558/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.4343\n", + "Epoch 559/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.4341\n", + "Epoch 560/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.4339\n", + "Epoch 561/5000\n", + "1/1 [==============================] - 0s 953us/step - loss: 0.4338\n", + "Epoch 562/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.4336\n", + "Epoch 563/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.4334\n", + "Epoch 564/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.4333\n", + "Epoch 565/5000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.4331\n", + "Epoch 566/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.4330\n", + "Epoch 567/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.4328\n", + "Epoch 568/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.4326\n", + "Epoch 569/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.4325\n", + "Epoch 570/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.4323\n", + "Epoch 571/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.4321\n", + "Epoch 572/5000\n", + "1/1 [==============================] - 0s 997us/step - loss: 0.4320\n", + "Epoch 573/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.4318\n", + "Epoch 574/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.4316\n", + "Epoch 575/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.4315\n", + "Epoch 576/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.4313\n", + "Epoch 577/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.4311\n", + "Epoch 578/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.4310\n", + "Epoch 579/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.4308\n", + "Epoch 580/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.4307\n", + "Epoch 581/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.4305\n", + "Epoch 582/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.4303\n", + "Epoch 583/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.4302\n", + "Epoch 584/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.4300\n", + "Epoch 585/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.4298\n", + "Epoch 586/5000\n", + "1/1 [==============================] - 0s 996us/step - loss: 0.4297\n", + "Epoch 587/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.4295\n", + "Epoch 588/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.4293\n", + "Epoch 589/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.4292\n", + "Epoch 590/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.4290\n", + "Epoch 591/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.4289\n", + "Epoch 592/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.4287\n", + "Epoch 593/5000\n", + "1/1 [==============================] - 0s 997us/step - loss: 0.4285\n", + "Epoch 594/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.4284\n", + "Epoch 595/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.4282\n", + "Epoch 596/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.4281\n", + "Epoch 597/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.4279\n", + "Epoch 598/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.4277\n", + "Epoch 599/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.4276\n", + "Epoch 600/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.4274\n", + "Epoch 601/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.4272\n", + "Epoch 602/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.4271\n", + "Epoch 603/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.4269\n", + "Epoch 604/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.4268\n", + "Epoch 605/5000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.4266\n", + "Epoch 606/5000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.4264\n", + "Epoch 607/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.4263\n", + "Epoch 608/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.4261\n", + "Epoch 609/5000\n", + "1/1 [==============================] - 0s 997us/step - loss: 0.4260\n", + "Epoch 610/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.4258\n", + "Epoch 611/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.4256\n", + "Epoch 612/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.4255\n", + "Epoch 613/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.4253\n", + "Epoch 614/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.4252\n", + "Epoch 615/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.4250\n", + "Epoch 616/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.4249\n", + "Epoch 617/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.4247\n", + "Epoch 618/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.4245\n", + "Epoch 619/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.4244\n", + "Epoch 620/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.4242\n", + "Epoch 621/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.4241\n", + "Epoch 622/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.4239\n", + "Epoch 623/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.4237\n", + "Epoch 624/5000\n", + "1/1 [==============================] - 0s 3ms/step - loss: 0.4236\n", + "Epoch 625/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.4234\n", + "Epoch 626/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.4233\n", + "Epoch 627/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.4231\n", + "Epoch 628/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.4230\n", + "Epoch 629/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.4228\n", + "Epoch 630/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.4226\n", + "Epoch 631/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.4225\n", + "Epoch 632/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.4223\n", + "Epoch 633/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.4222\n", + "Epoch 634/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.4220\n", + "Epoch 635/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.4219\n", + "Epoch 636/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.4217\n", + "Epoch 637/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.4216\n", + "Epoch 638/5000\n", + "1/1 [==============================] - 0s 997us/step - loss: 0.4214\n", + "Epoch 639/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.4212\n", + "Epoch 640/5000\n", + "1/1 [==============================] - 0s 997us/step - loss: 0.4211\n", + "Epoch 641/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.4209\n", + "Epoch 642/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.4208\n", + "Epoch 643/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.4206\n", + "Epoch 644/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.4205\n", + "Epoch 645/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.4203\n", + "Epoch 646/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.4202\n", + "Epoch 647/5000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.4200\n", + "Epoch 648/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.4198\n", + "Epoch 649/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.4197\n", + "Epoch 650/5000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.4195\n", + "Epoch 651/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.4194\n", + "Epoch 652/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.4192\n", + "Epoch 653/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.4191\n", + "Epoch 654/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.4189\n", + "Epoch 655/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.4188\n", + "Epoch 656/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.4186\n", + "Epoch 657/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.4185\n", + "Epoch 658/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.4183\n", + "Epoch 659/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.4181\n", + "Epoch 660/5000\n", + "1/1 [==============================] - 0s 4ms/step - loss: 0.4180\n", + "Epoch 661/5000\n", + "1/1 [==============================] - 0s 3ms/step - loss: 0.4178\n", + "Epoch 662/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.4177\n", + "Epoch 663/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.4175\n", + "Epoch 664/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.4174\n", + "Epoch 665/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.4172\n", + "Epoch 666/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.4171\n", + "Epoch 667/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.4169\n", + "Epoch 668/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.4168\n", + "Epoch 669/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.4166\n", + "Epoch 670/5000\n", + "1/1 [==============================] - 0s 996us/step - loss: 0.4165\n", + "Epoch 671/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.4163\n", + "Epoch 672/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.4162\n", + "Epoch 673/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.4160\n", + "Epoch 674/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.4159\n", + "Epoch 675/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.4157\n", + "Epoch 676/5000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.4156\n", + "Epoch 677/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.4154\n", + "Epoch 678/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.4153\n", + "Epoch 679/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.4151\n", + "Epoch 680/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.4150\n", + "Epoch 681/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.4148\n", + "Epoch 682/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.4147\n", + "Epoch 683/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.4145\n", + "Epoch 684/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.4144\n", + "Epoch 685/5000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.4142\n", + "Epoch 686/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.4141\n", + "Epoch 687/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.4139\n", + "Epoch 688/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.4138\n", + "Epoch 689/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.4136\n", + "Epoch 690/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.4135\n", + "Epoch 691/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.4133\n", + "Epoch 692/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.4132\n", + "Epoch 693/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.4130\n", + "Epoch 694/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.4129\n", + "Epoch 695/5000\n", + "1/1 [==============================] - 0s 997us/step - loss: 0.4127\n", + "Epoch 696/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.4126\n", + "Epoch 697/5000\n", + "1/1 [==============================] - 0s 996us/step - loss: 0.4124\n", + "Epoch 698/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.4123\n", + "Epoch 699/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.4121\n", + "Epoch 700/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.4120\n", + "Epoch 701/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.4118\n", + "Epoch 702/5000\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "1/1 [==============================] - 0s 1000us/step - loss: 0.4117\n", + "Epoch 703/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.4115\n", + "Epoch 704/5000\n", + "1/1 [==============================] - 0s 997us/step - loss: 0.4114\n", + "Epoch 705/5000\n", + "1/1 [==============================] - 0s 997us/step - loss: 0.4112\n", + "Epoch 706/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.4111\n", + "Epoch 707/5000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.4109\n", + "Epoch 708/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.4108\n", + "Epoch 709/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.4106\n", + "Epoch 710/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.4105\n", + "Epoch 711/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.4103\n", + "Epoch 712/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.4102\n", + "Epoch 713/5000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.4100\n", + "Epoch 714/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.4099\n", + "Epoch 715/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.4098\n", + "Epoch 716/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.4096\n", + "Epoch 717/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.4095\n", + "Epoch 718/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.4093\n", + "Epoch 719/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.4092\n", + "Epoch 720/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.4090\n", + "Epoch 721/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.4089\n", + "Epoch 722/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.4087\n", + "Epoch 723/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.4086\n", + "Epoch 724/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.4084\n", + "Epoch 725/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.4083\n", + "Epoch 726/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.4082\n", + "Epoch 727/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.4080\n", + "Epoch 728/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.4079\n", + "Epoch 729/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.4077\n", + "Epoch 730/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.4076\n", + "Epoch 731/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.4074\n", + "Epoch 732/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.4073\n", + "Epoch 733/5000\n", + "1/1 [==============================] - 0s 997us/step - loss: 0.4071\n", + "Epoch 734/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.4070\n", + "Epoch 735/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.4068\n", + "Epoch 736/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.4067\n", + "Epoch 737/5000\n", + "1/1 [==============================] - 0s 996us/step - loss: 0.4066\n", + "Epoch 738/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.4064\n", + "Epoch 739/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.4063\n", + "Epoch 740/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.4061\n", + "Epoch 741/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.4060\n", + "Epoch 742/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.4058\n", + "Epoch 743/5000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.4057\n", + "Epoch 744/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.4056\n", + "Epoch 745/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.4054\n", + "Epoch 746/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.4053\n", + "Epoch 747/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.4051\n", + "Epoch 748/5000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.4050\n", + "Epoch 749/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.4048\n", + "Epoch 750/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.4047\n", + "Epoch 751/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.4046\n", + "Epoch 752/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.4044\n", + "Epoch 753/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.4043\n", + "Epoch 754/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.4041\n", + "Epoch 755/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.4040\n", + "Epoch 756/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.4038\n", + "Epoch 757/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.4037\n", + "Epoch 758/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.4036\n", + "Epoch 759/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.4034\n", + "Epoch 760/5000\n", + "1/1 [==============================] - 0s 996us/step - loss: 0.4033\n", + "Epoch 761/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.4031\n", + "Epoch 762/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.4030\n", + "Epoch 763/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.4029\n", + "Epoch 764/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.4027\n", + "Epoch 765/5000\n", + "1/1 [==============================] - 0s 995us/step - loss: 0.4026\n", + "Epoch 766/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.4024\n", + "Epoch 767/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.4023\n", + "Epoch 768/5000\n", + "1/1 [==============================] - 0s 996us/step - loss: 0.4021\n", + "Epoch 769/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.4020\n", + "Epoch 770/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.4019\n", + "Epoch 771/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.4017\n", + "Epoch 772/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.4016\n", + "Epoch 773/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.4014\n", + "Epoch 774/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.4013\n", + "Epoch 775/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.4012\n", + "Epoch 776/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.4010\n", + "Epoch 777/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.4009\n", + "Epoch 778/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.4007\n", + "Epoch 779/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.4006\n", + "Epoch 780/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.4005\n", + "Epoch 781/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.4003\n", + "Epoch 782/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.4002\n", + "Epoch 783/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.4001\n", + "Epoch 784/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.3999\n", + "Epoch 785/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3998\n", + "Epoch 786/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.3996\n", + "Epoch 787/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.3995\n", + "Epoch 788/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3994\n", + "Epoch 789/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3992\n", + "Epoch 790/5000\n", + "1/1 [==============================] - 0s 997us/step - loss: 0.3991\n", + "Epoch 791/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.3989\n", + "Epoch 792/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.3988\n", + "Epoch 793/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.3987\n", + "Epoch 794/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3985\n", + "Epoch 795/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.3984\n", + "Epoch 796/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3983\n", + "Epoch 797/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3981\n", + "Epoch 798/5000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.3980\n", + "Epoch 799/5000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.3978\n", + "Epoch 800/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3977\n", + "Epoch 801/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3976\n", + "Epoch 802/5000\n", + "1/1 [==============================] - 0s 996us/step - loss: 0.3974\n", + "Epoch 803/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3973\n", + "Epoch 804/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3972\n", + "Epoch 805/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.3970\n", + "Epoch 806/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.3969\n", + "Epoch 807/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.3967\n", + "Epoch 808/5000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.3966\n", + "Epoch 809/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.3965\n", + "Epoch 810/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3963\n", + "Epoch 811/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.3962\n", + "Epoch 812/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.3961\n", + "Epoch 813/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3959\n", + "Epoch 814/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.3958\n", + "Epoch 815/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3957\n", + "Epoch 816/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3955\n", + "Epoch 817/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.3954\n", + "Epoch 818/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.3953\n", + "Epoch 819/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3951\n", + "Epoch 820/5000\n", + "1/1 [==============================] - 0s 997us/step - loss: 0.3950\n", + "Epoch 821/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3949\n", + "Epoch 822/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3947\n", + "Epoch 823/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.3946\n", + "Epoch 824/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3944\n", + "Epoch 825/5000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.3943\n", + "Epoch 826/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.3942\n", + "Epoch 827/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3940\n", + "Epoch 828/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3939\n", + "Epoch 829/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3938\n", + "Epoch 830/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.3936\n", + "Epoch 831/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.3935\n", + "Epoch 832/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.3934\n", + "Epoch 833/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3932\n", + "Epoch 834/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.3931\n", + "Epoch 835/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3930\n", + "Epoch 836/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.3928\n", + "Epoch 837/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3927\n", + "Epoch 838/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.3926\n", + "Epoch 839/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.3924\n", + "Epoch 840/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3923\n", + "Epoch 841/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3922\n", + "Epoch 842/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.3920\n", + "Epoch 843/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3919\n", + "Epoch 844/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.3918\n", + "Epoch 845/5000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.3916\n", + "Epoch 846/5000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.3915\n", + "Epoch 847/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.3914\n", + "Epoch 848/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3912\n", + "Epoch 849/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.3911\n", + "Epoch 850/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3910\n", + "Epoch 851/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.3909\n", + "Epoch 852/5000\n", + "1/1 [==============================] - 0s 997us/step - loss: 0.3907\n", + "Epoch 853/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3906\n", + "Epoch 854/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3905\n", + "Epoch 855/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3903\n", + "Epoch 856/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.3902\n", + "Epoch 857/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3901\n", + "Epoch 858/5000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.3899\n", + "Epoch 859/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.3898\n", + "Epoch 860/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3897\n", + "Epoch 861/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.3895\n", + "Epoch 862/5000\n", + "1/1 [==============================] - 0s 996us/step - loss: 0.3894\n", + "Epoch 863/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3893\n", + "Epoch 864/5000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.3891\n", + "Epoch 865/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.3890\n", + "Epoch 866/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3889\n", + "Epoch 867/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.3888\n", + "Epoch 868/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3886\n", + "Epoch 869/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3885\n", + "Epoch 870/5000\n", + "1/1 [==============================] - 0s 982us/step - loss: 0.3884\n", + "Epoch 871/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3882\n", + "Epoch 872/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.3881\n", + "Epoch 873/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.3880\n", + "Epoch 874/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3878\n", + "Epoch 875/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.3877\n", + "Epoch 876/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3876\n", + "Epoch 877/5000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.3875\n", + "Epoch 878/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.3873\n", + "Epoch 879/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.3872\n", + "Epoch 880/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3871\n", + "Epoch 881/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3869\n", + "Epoch 882/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3868\n", + "Epoch 883/5000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.3867\n", + "Epoch 884/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3866\n", + "Epoch 885/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.3864\n", + "Epoch 886/5000\n", + "1/1 [==============================] - 0s 996us/step - loss: 0.3863\n", + "Epoch 887/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3862\n", + "Epoch 888/5000\n", + "1/1 [==============================] - 0s 987us/step - loss: 0.3860\n", + "Epoch 889/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3859\n", + "Epoch 890/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.3858\n", + "Epoch 891/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3857\n", + "Epoch 892/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3855\n", + "Epoch 893/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.3854\n", + "Epoch 894/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.3853\n", + "Epoch 895/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.3852\n", + "Epoch 896/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3850\n", + "Epoch 897/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.3849\n", + "Epoch 898/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.3848\n", + "Epoch 899/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.3846\n", + "Epoch 900/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.3845\n", + "Epoch 901/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.3844\n", + "Epoch 902/5000\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "1/1 [==============================] - 0s 1ms/step - loss: 0.3843\n", + "Epoch 903/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.3841\n", + "Epoch 904/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.3840\n", + "Epoch 905/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3839\n", + "Epoch 906/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3838\n", + "Epoch 907/5000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.3836\n", + "Epoch 908/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3835\n", + "Epoch 909/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.3834\n", + "Epoch 910/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3833\n", + "Epoch 911/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3831\n", + "Epoch 912/5000\n", + "1/1 [==============================] - 0s 997us/step - loss: 0.3830\n", + "Epoch 913/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.3829\n", + "Epoch 914/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3827\n", + "Epoch 915/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3826\n", + "Epoch 916/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.3825\n", + "Epoch 917/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.3824\n", + "Epoch 918/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3822\n", + "Epoch 919/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.3821\n", + "Epoch 920/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.3820\n", + "Epoch 921/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3819\n", + "Epoch 922/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3817\n", + "Epoch 923/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.3816\n", + "Epoch 924/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3815\n", + "Epoch 925/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.3814\n", + "Epoch 926/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3812\n", + "Epoch 927/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.3811\n", + "Epoch 928/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3810\n", + "Epoch 929/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3809\n", + "Epoch 930/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3808\n", + "Epoch 931/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.3806\n", + "Epoch 932/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3805\n", + "Epoch 933/5000\n", + "1/1 [==============================] - 0s 997us/step - loss: 0.3804\n", + "Epoch 934/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3803\n", + "Epoch 935/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3801\n", + "Epoch 936/5000\n", + "1/1 [==============================] - 0s 997us/step - loss: 0.3800\n", + "Epoch 937/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.3799\n", + "Epoch 938/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.3798\n", + "Epoch 939/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.3796\n", + "Epoch 940/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.3795\n", + "Epoch 941/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.3794\n", + "Epoch 942/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.3793\n", + "Epoch 943/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.3791\n", + "Epoch 944/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3790\n", + "Epoch 945/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.3789\n", + "Epoch 946/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.3788\n", + "Epoch 947/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3787\n", + "Epoch 948/5000\n", + "1/1 [==============================] - 0s 997us/step - loss: 0.3785\n", + "Epoch 949/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.3784\n", + "Epoch 950/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.3783\n", + "Epoch 951/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3782\n", + "Epoch 952/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3780\n", + "Epoch 953/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.3779\n", + "Epoch 954/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3778\n", + "Epoch 955/5000\n", + "1/1 [==============================] - 0s 997us/step - loss: 0.3777\n", + "Epoch 956/5000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.3776\n", + "Epoch 957/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.3774\n", + "Epoch 958/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3773\n", + "Epoch 959/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.3772\n", + "Epoch 960/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.3771\n", + "Epoch 961/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3769\n", + "Epoch 962/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3768\n", + "Epoch 963/5000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.3767\n", + "Epoch 964/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.3766\n", + "Epoch 965/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3765\n", + "Epoch 966/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3763\n", + "Epoch 967/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.3762\n", + "Epoch 968/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3761\n", + "Epoch 969/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.3760\n", + "Epoch 970/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.3759\n", + "Epoch 971/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3757\n", + "Epoch 972/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.3756\n", + "Epoch 973/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.3755\n", + "Epoch 974/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.3754\n", + "Epoch 975/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.3753\n", + "Epoch 976/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.3751\n", + "Epoch 977/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3750\n", + "Epoch 978/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.3749\n", + "Epoch 979/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3748\n", + "Epoch 980/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3747\n", + "Epoch 981/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3745\n", + "Epoch 982/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.3744\n", + "Epoch 983/5000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.3743\n", + "Epoch 984/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.3742\n", + "Epoch 985/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3741\n", + "Epoch 986/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.3739\n", + "Epoch 987/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3738\n", + "Epoch 988/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3737\n", + "Epoch 989/5000\n", + "1/1 [==============================] - 0s 997us/step - loss: 0.3736\n", + "Epoch 990/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3735\n", + "Epoch 991/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.3734\n", + "Epoch 992/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.3732\n", + "Epoch 993/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3731\n", + "Epoch 994/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.3730\n", + "Epoch 995/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.3729\n", + "Epoch 996/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3728\n", + "Epoch 997/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.3726\n", + "Epoch 998/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3725\n", + "Epoch 999/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.3724\n", + "Epoch 1000/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.3723\n", + "Epoch 1001/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3722\n", + "Epoch 1002/5000\n", + "1/1 [==============================] - 0s 996us/step - loss: 0.3721\n", + "Epoch 1003/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3719\n", + "Epoch 1004/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.3718\n", + "Epoch 1005/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3717\n", + "Epoch 1006/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3716\n", + "Epoch 1007/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.3715\n", + "Epoch 1008/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3714\n", + "Epoch 1009/5000\n", + "1/1 [==============================] - 0s 996us/step - loss: 0.3712\n", + "Epoch 1010/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3711\n", + "Epoch 1011/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3710\n", + "Epoch 1012/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3709\n", + "Epoch 1013/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3708\n", + "Epoch 1014/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3707\n", + "Epoch 1015/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.3705\n", + "Epoch 1016/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3704\n", + "Epoch 1017/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3703\n", + "Epoch 1018/5000\n", + "1/1 [==============================] - 0s 996us/step - loss: 0.3702\n", + "Epoch 1019/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3701\n", + "Epoch 1020/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3700\n", + "Epoch 1021/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.3698\n", + "Epoch 1022/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.3697\n", + "Epoch 1023/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3696\n", + "Epoch 1024/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.3695\n", + "Epoch 1025/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3694\n", + "Epoch 1026/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3693\n", + "Epoch 1027/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3691\n", + "Epoch 1028/5000\n", + "1/1 [==============================] - 0s 997us/step - loss: 0.3690\n", + "Epoch 1029/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.3689\n", + "Epoch 1030/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3688\n", + "Epoch 1031/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.3687\n", + "Epoch 1032/5000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.3686\n", + "Epoch 1033/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.3685\n", + "Epoch 1034/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.3683\n", + "Epoch 1035/5000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.3682\n", + "Epoch 1036/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3681\n", + "Epoch 1037/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.3680\n", + "Epoch 1038/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3679\n", + "Epoch 1039/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.3678\n", + "Epoch 1040/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3677\n", + "Epoch 1041/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3675\n", + "Epoch 1042/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3674\n", + "Epoch 1043/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.3673\n", + "Epoch 1044/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3672\n", + "Epoch 1045/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3671\n", + "Epoch 1046/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3670\n", + "Epoch 1047/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.3669\n", + "Epoch 1048/5000\n", + "1/1 [==============================] - 0s 997us/step - loss: 0.3667\n", + "Epoch 1049/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3666\n", + "Epoch 1050/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3665\n", + "Epoch 1051/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3664\n", + "Epoch 1052/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.3663\n", + "Epoch 1053/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3662\n", + "Epoch 1054/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.3661\n", + "Epoch 1055/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.3659\n", + "Epoch 1056/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3658\n", + "Epoch 1057/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3657\n", + "Epoch 1058/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3656\n", + "Epoch 1059/5000\n", + "1/1 [==============================] - 0s 996us/step - loss: 0.3655\n", + "Epoch 1060/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3654\n", + "Epoch 1061/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3653\n", + "Epoch 1062/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3652\n", + "Epoch 1063/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3650\n", + "Epoch 1064/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3649\n", + "Epoch 1065/5000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.3648\n", + "Epoch 1066/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.3647\n", + "Epoch 1067/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.3646\n", + "Epoch 1068/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.3645\n", + "Epoch 1069/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.3644\n", + "Epoch 1070/5000\n", + "1/1 [==============================] - 0s 997us/step - loss: 0.3643\n", + "Epoch 1071/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3642\n", + "Epoch 1072/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.3640\n", + "Epoch 1073/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3639\n", + "Epoch 1074/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3638\n", + "Epoch 1075/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.3637\n", + "Epoch 1076/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3636\n", + "Epoch 1077/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.3635\n", + "Epoch 1078/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3634\n", + "Epoch 1079/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.3633\n", + "Epoch 1080/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.3631\n", + "Epoch 1081/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.3630\n", + "Epoch 1082/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3629\n", + "Epoch 1083/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.3628\n", + "Epoch 1084/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.3627\n", + "Epoch 1085/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.3626\n", + "Epoch 1086/5000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.3625\n", + "Epoch 1087/5000\n", + "1/1 [==============================] - 0s 997us/step - loss: 0.3624\n", + "Epoch 1088/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3623\n", + "Epoch 1089/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.3622\n", + "Epoch 1090/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3620\n", + "Epoch 1091/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.3619\n", + "Epoch 1092/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3618\n", + "Epoch 1093/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.3617\n", + "Epoch 1094/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.3616\n", + "Epoch 1095/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3615\n", + "Epoch 1096/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.3614\n", + "Epoch 1097/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3613\n", + "Epoch 1098/5000\n", + "1/1 [==============================] - 0s 997us/step - loss: 0.3612\n", + "Epoch 1099/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3611\n", + "Epoch 1100/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.3609\n", + "Epoch 1101/5000\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "1/1 [==============================] - 0s 998us/step - loss: 0.3608\n", + "Epoch 1102/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3607\n", + "Epoch 1103/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.3606\n", + "Epoch 1104/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.3605\n", + "Epoch 1105/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.3604\n", + "Epoch 1106/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3603\n", + "Epoch 1107/5000\n", + "1/1 [==============================] - 0s 997us/step - loss: 0.3602\n", + "Epoch 1108/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.3601\n", + "Epoch 1109/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3600\n", + "Epoch 1110/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3599\n", + "Epoch 1111/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.3597\n", + "Epoch 1112/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.3596\n", + "Epoch 1113/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.3595\n", + "Epoch 1114/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3594\n", + "Epoch 1115/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.3593\n", + "Epoch 1116/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.3592\n", + "Epoch 1117/5000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.3591\n", + "Epoch 1118/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3590\n", + "Epoch 1119/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.3589\n", + "Epoch 1120/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.3588\n", + "Epoch 1121/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3587\n", + "Epoch 1122/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.3586\n", + "Epoch 1123/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.3585\n", + "Epoch 1124/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3583\n", + "Epoch 1125/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.3582\n", + "Epoch 1126/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.3581\n", + "Epoch 1127/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.3580\n", + "Epoch 1128/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.3579\n", + "Epoch 1129/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.3578\n", + "Epoch 1130/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3577\n", + "Epoch 1131/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3576\n", + "Epoch 1132/5000\n", + "1/1 [==============================] - 0s 990us/step - loss: 0.3575\n", + "Epoch 1133/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.3574\n", + "Epoch 1134/5000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.3573\n", + "Epoch 1135/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.3572\n", + "Epoch 1136/5000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.3571\n", + "Epoch 1137/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3570\n", + "Epoch 1138/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.3568\n", + "Epoch 1139/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.3567\n", + "Epoch 1140/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.3566\n", + "Epoch 1141/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3565\n", + "Epoch 1142/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3564\n", + "Epoch 1143/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.3563\n", + "Epoch 1144/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3562\n", + "Epoch 1145/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3561\n", + "Epoch 1146/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.3560\n", + "Epoch 1147/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.3559\n", + "Epoch 1148/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.3558\n", + "Epoch 1149/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3557\n", + "Epoch 1150/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3556\n", + "Epoch 1151/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3555\n", + "Epoch 1152/5000\n", + "1/1 [==============================] - 0s 996us/step - loss: 0.3554\n", + "Epoch 1153/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3553\n", + "Epoch 1154/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.3552\n", + "Epoch 1155/5000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.3551\n", + "Epoch 1156/5000\n", + "1/1 [==============================] - 0s 997us/step - loss: 0.3549\n", + "Epoch 1157/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.3548\n", + "Epoch 1158/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3547\n", + "Epoch 1159/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3546\n", + "Epoch 1160/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.3545\n", + "Epoch 1161/5000\n", + "1/1 [==============================] - 0s 997us/step - loss: 0.3544\n", + "Epoch 1162/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3543\n", + "Epoch 1163/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.3542\n", + "Epoch 1164/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3541\n", + "Epoch 1165/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.3540\n", + "Epoch 1166/5000\n", + "1/1 [==============================] - 0s 997us/step - loss: 0.3539\n", + "Epoch 1167/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.3538\n", + "Epoch 1168/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3537\n", + "Epoch 1169/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.3536\n", + "Epoch 1170/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.3535\n", + "Epoch 1171/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3534\n", + "Epoch 1172/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3533\n", + "Epoch 1173/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.3532\n", + "Epoch 1174/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.3531\n", + "Epoch 1175/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3530\n", + "Epoch 1176/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.3529\n", + "Epoch 1177/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3528\n", + "Epoch 1178/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3527\n", + "Epoch 1179/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.3526\n", + "Epoch 1180/5000\n", + "1/1 [==============================] - 0s 997us/step - loss: 0.3524\n", + "Epoch 1181/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3523\n", + "Epoch 1182/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3522\n", + "Epoch 1183/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.3521\n", + "Epoch 1184/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3520\n", + "Epoch 1185/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3519\n", + "Epoch 1186/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.3518\n", + "Epoch 1187/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.3517\n", + "Epoch 1188/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.3516\n", + "Epoch 1189/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.3515\n", + "Epoch 1190/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3514\n", + "Epoch 1191/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3513\n", + "Epoch 1192/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.3512\n", + "Epoch 1193/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.3511\n", + "Epoch 1194/5000\n", + "1/1 [==============================] - 0s 997us/step - loss: 0.3510\n", + "Epoch 1195/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3509\n", + "Epoch 1196/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.3508\n", + "Epoch 1197/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.3507\n", + "Epoch 1198/5000\n", + "1/1 [==============================] - 0s 946us/step - loss: 0.3506\n", + "Epoch 1199/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3505\n", + "Epoch 1200/5000\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "1/1 [==============================] - 0s 996us/step - loss: 0.3504\n", + "Epoch 1201/5000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.3503\n", + "Epoch 1202/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.3502\n", + "Epoch 1203/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.3501\n", + "Epoch 1204/5000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.3500\n", + "Epoch 1205/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3499\n", + "Epoch 1206/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3498\n", + "Epoch 1207/5000\n", + "1/1 [==============================] - 0s 997us/step - loss: 0.3497\n", + "Epoch 1208/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.3496\n", + "Epoch 1209/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3495\n", + "Epoch 1210/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.3494\n", + "Epoch 1211/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3493\n", + "Epoch 1212/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3492\n", + "Epoch 1213/5000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.3491\n", + "Epoch 1214/5000\n", + "1/1 [==============================] - 0s 997us/step - loss: 0.3490\n", + "Epoch 1215/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3489\n", + "Epoch 1216/5000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.3488\n", + "Epoch 1217/5000\n", + "1/1 [==============================] - 0s 997us/step - loss: 0.3487\n", + "Epoch 1218/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3486\n", + "Epoch 1219/5000\n", + "1/1 [==============================] - 0s 997us/step - loss: 0.3485\n", + "Epoch 1220/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3484\n", + "Epoch 1221/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.3483\n", + "Epoch 1222/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.3482\n", + "Epoch 1223/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.3481\n", + "Epoch 1224/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3480\n", + "Epoch 1225/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3479\n", + "Epoch 1226/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.3478\n", + "Epoch 1227/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.3477\n", + "Epoch 1228/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.3476\n", + "Epoch 1229/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3475\n", + "Epoch 1230/5000\n", + "1/1 [==============================] - 0s 3ms/step - loss: 0.3474\n", + "Epoch 1231/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3473\n", + "Epoch 1232/5000\n", + "1/1 [==============================] - 0s 996us/step - loss: 0.3472\n", + "Epoch 1233/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.3471\n", + "Epoch 1234/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.3470\n", + "Epoch 1235/5000\n", + "1/1 [==============================] - 0s 997us/step - loss: 0.3469\n", + "Epoch 1236/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.3468\n", + "Epoch 1237/5000\n", + "1/1 [==============================] - 0s 997us/step - loss: 0.3467\n", + "Epoch 1238/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3466\n", + "Epoch 1239/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3465\n", + "Epoch 1240/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3464\n", + "Epoch 1241/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.3463\n", + "Epoch 1242/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3462\n", + "Epoch 1243/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3461\n", + "Epoch 1244/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3460\n", + "Epoch 1245/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.3459\n", + "Epoch 1246/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.3458\n", + "Epoch 1247/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.3457\n", + "Epoch 1248/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.3456\n", + "Epoch 1249/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3455\n", + "Epoch 1250/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.3454\n", + "Epoch 1251/5000\n", + "1/1 [==============================] - 0s 997us/step - loss: 0.3453\n", + "Epoch 1252/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3452\n", + "Epoch 1253/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.3451\n", + "Epoch 1254/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3450\n", + "Epoch 1255/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3449\n", + "Epoch 1256/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.3448\n", + "Epoch 1257/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3447\n", + "Epoch 1258/5000\n", + "1/1 [==============================] - 0s 996us/step - loss: 0.3446\n", + "Epoch 1259/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3445\n", + "Epoch 1260/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.3444\n", + "Epoch 1261/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.3443\n", + "Epoch 1262/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3442\n", + "Epoch 1263/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.3441\n", + "Epoch 1264/5000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.3440\n", + "Epoch 1265/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3439\n", + "Epoch 1266/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3438\n", + "Epoch 1267/5000\n", + "1/1 [==============================] - 0s 997us/step - loss: 0.3437\n", + "Epoch 1268/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3436\n", + "Epoch 1269/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3435\n", + "Epoch 1270/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3434\n", + "Epoch 1271/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.3433\n", + "Epoch 1272/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3433\n", + "Epoch 1273/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.3432\n", + "Epoch 1274/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3431\n", + "Epoch 1275/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3430\n", + "Epoch 1276/5000\n", + "1/1 [==============================] - 0s 996us/step - loss: 0.3429\n", + "Epoch 1277/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3428\n", + "Epoch 1278/5000\n", + "1/1 [==============================] - 0s 997us/step - loss: 0.3427\n", + "Epoch 1279/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.3426\n", + "Epoch 1280/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.3425\n", + "Epoch 1281/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.3424\n", + "Epoch 1282/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3423\n", + "Epoch 1283/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3422\n", + "Epoch 1284/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3421\n", + "Epoch 1285/5000\n", + "1/1 [==============================] - 0s 997us/step - loss: 0.3420\n", + "Epoch 1286/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.3419\n", + "Epoch 1287/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3418\n", + "Epoch 1288/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.3417\n", + "Epoch 1289/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3416\n", + "Epoch 1290/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.3415\n", + "Epoch 1291/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3414\n", + "Epoch 1292/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.3413\n", + "Epoch 1293/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.3412\n", + "Epoch 1294/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3411\n", + "Epoch 1295/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.3410\n", + "Epoch 1296/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3409\n", + "Epoch 1297/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.3409\n", + "Epoch 1298/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3408\n", + "Epoch 1299/5000\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "1/1 [==============================] - 0s 996us/step - loss: 0.3407\n", + "Epoch 1300/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3406\n", + "Epoch 1301/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3405\n", + "Epoch 1302/5000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.3404\n", + "Epoch 1303/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.3403\n", + "Epoch 1304/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3402\n", + "Epoch 1305/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.3401\n", + "Epoch 1306/5000\n", + "1/1 [==============================] - 0s 996us/step - loss: 0.3400\n", + "Epoch 1307/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3399\n", + "Epoch 1308/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.3398\n", + "Epoch 1309/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3397\n", + "Epoch 1310/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.3396\n", + "Epoch 1311/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3395\n", + "Epoch 1312/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3394\n", + "Epoch 1313/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.3393\n", + "Epoch 1314/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.3392\n", + "Epoch 1315/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3392\n", + "Epoch 1316/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.3391\n", + "Epoch 1317/5000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.3390\n", + "Epoch 1318/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.3389\n", + "Epoch 1319/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.3388\n", + "Epoch 1320/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3387\n", + "Epoch 1321/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3386\n", + "Epoch 1322/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.3385\n", + "Epoch 1323/5000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.3384\n", + "Epoch 1324/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3383\n", + "Epoch 1325/5000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.3382\n", + "Epoch 1326/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3381\n", + "Epoch 1327/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3380\n", + "Epoch 1328/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.3379\n", + "Epoch 1329/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3378\n", + "Epoch 1330/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.3378\n", + "Epoch 1331/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.3377\n", + "Epoch 1332/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3376\n", + "Epoch 1333/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3375\n", + "Epoch 1334/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3374\n", + "Epoch 1335/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3373\n", + "Epoch 1336/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.3372\n", + "Epoch 1337/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3371\n", + "Epoch 1338/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3370\n", + "Epoch 1339/5000\n", + "1/1 [==============================] - 0s 996us/step - loss: 0.3369\n", + "Epoch 1340/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3368\n", + "Epoch 1341/5000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.3367\n", + "Epoch 1342/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.3366\n", + "Epoch 1343/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3365\n", + "Epoch 1344/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3365\n", + "Epoch 1345/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.3364\n", + "Epoch 1346/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3363\n", + "Epoch 1347/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3362\n", + "Epoch 1348/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.3361\n", + "Epoch 1349/5000\n", + "1/1 [==============================] - 0s 997us/step - loss: 0.3360\n", + "Epoch 1350/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.3359\n", + "Epoch 1351/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3358\n", + "Epoch 1352/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3357\n", + "Epoch 1353/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3356\n", + "Epoch 1354/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.3355\n", + "Epoch 1355/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3354\n", + "Epoch 1356/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.3354\n", + "Epoch 1357/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3353\n", + "Epoch 1358/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3352\n", + "Epoch 1359/5000\n", + "1/1 [==============================] - 0s 982us/step - loss: 0.3351\n", + "Epoch 1360/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3350\n", + "Epoch 1361/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.3349\n", + "Epoch 1362/5000\n", + "1/1 [==============================] - 0s 997us/step - loss: 0.3348\n", + "Epoch 1363/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3347\n", + "Epoch 1364/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3346\n", + "Epoch 1365/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.3345\n", + "Epoch 1366/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.3344\n", + "Epoch 1367/5000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.3344\n", + "Epoch 1368/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.3343\n", + "Epoch 1369/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.3342\n", + "Epoch 1370/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3341\n", + "Epoch 1371/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.3340\n", + "Epoch 1372/5000\n", + "1/1 [==============================] - 0s 997us/step - loss: 0.3339\n", + "Epoch 1373/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3338\n", + "Epoch 1374/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.3337\n", + "Epoch 1375/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.3336\n", + "Epoch 1376/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3335\n", + "Epoch 1377/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.3335\n", + "Epoch 1378/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.3334\n", + "Epoch 1379/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.3333\n", + "Epoch 1380/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.3332\n", + "Epoch 1381/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3331\n", + "Epoch 1382/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3330\n", + "Epoch 1383/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.3329\n", + "Epoch 1384/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3328\n", + "Epoch 1385/5000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.3327\n", + "Epoch 1386/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.3326\n", + "Epoch 1387/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3326\n", + "Epoch 1388/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.3325\n", + "Epoch 1389/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.3324\n", + "Epoch 1390/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3323\n", + "Epoch 1391/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3322\n", + "Epoch 1392/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3321\n", + "Epoch 1393/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.3320\n", + "Epoch 1394/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.3319\n", + "Epoch 1395/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.3318\n", + "Epoch 1396/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3318\n", + "Epoch 1397/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.3317\n", + "Epoch 1398/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.3316\n", + "Epoch 1399/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3315\n", + "Epoch 1400/5000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.3314\n", + "Epoch 1401/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3313\n", + "Epoch 1402/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.3312\n", + "Epoch 1403/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3311\n", + "Epoch 1404/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.3310\n", + "Epoch 1405/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3310\n", + "Epoch 1406/5000\n", + "1/1 [==============================] - 0s 3ms/step - loss: 0.3309\n", + "Epoch 1407/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.3308\n", + "Epoch 1408/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.3307\n", + "Epoch 1409/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.3306\n", + "Epoch 1410/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.3305\n", + "Epoch 1411/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3304\n", + "Epoch 1412/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.3303\n", + "Epoch 1413/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3302\n", + "Epoch 1414/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.3302\n", + "Epoch 1415/5000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.3301\n", + "Epoch 1416/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3300\n", + "Epoch 1417/5000\n", + "1/1 [==============================] - 0s 997us/step - loss: 0.3299\n", + "Epoch 1418/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3298\n", + "Epoch 1419/5000\n", + "1/1 [==============================] - 0s 997us/step - loss: 0.3297\n", + "Epoch 1420/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.3296\n", + "Epoch 1421/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3295\n", + "Epoch 1422/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3295\n", + "Epoch 1423/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3294\n", + "Epoch 1424/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.3293\n", + "Epoch 1425/5000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.3292\n", + "Epoch 1426/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.3291\n", + "Epoch 1427/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.3290\n", + "Epoch 1428/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3289\n", + "Epoch 1429/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.3289\n", + "Epoch 1430/5000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.3288\n", + "Epoch 1431/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3287\n", + "Epoch 1432/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.3286\n", + "Epoch 1433/5000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.3285\n", + "Epoch 1434/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3284\n", + "Epoch 1435/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.3283\n", + "Epoch 1436/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3282\n", + "Epoch 1437/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3282\n", + "Epoch 1438/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.3281\n", + "Epoch 1439/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.3280\n", + "Epoch 1440/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3279\n", + "Epoch 1441/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3278\n", + "Epoch 1442/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.3277\n", + "Epoch 1443/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3276\n", + "Epoch 1444/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3276\n", + "Epoch 1445/5000\n", + "1/1 [==============================] - 0s 997us/step - loss: 0.3275\n", + "Epoch 1446/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.3274\n", + "Epoch 1447/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3273\n", + "Epoch 1448/5000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.3272\n", + "Epoch 1449/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.3271\n", + "Epoch 1450/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.3270\n", + "Epoch 1451/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3270\n", + "Epoch 1452/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.3269\n", + "Epoch 1453/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.3268\n", + "Epoch 1454/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3267\n", + "Epoch 1455/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.3266\n", + "Epoch 1456/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3265\n", + "Epoch 1457/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3264\n", + "Epoch 1458/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3264\n", + "Epoch 1459/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.3263\n", + "Epoch 1460/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.3262\n", + "Epoch 1461/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3261\n", + "Epoch 1462/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.3260\n", + "Epoch 1463/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3259\n", + "Epoch 1464/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3258\n", + "Epoch 1465/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.3258\n", + "Epoch 1466/5000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.3257\n", + "Epoch 1467/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3256\n", + "Epoch 1468/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3255\n", + "Epoch 1469/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.3254\n", + "Epoch 1470/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3253\n", + "Epoch 1471/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.3252\n", + "Epoch 1472/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3252\n", + "Epoch 1473/5000\n", + "1/1 [==============================] - 0s 996us/step - loss: 0.3251\n", + "Epoch 1474/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3250\n", + "Epoch 1475/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.3249\n", + "Epoch 1476/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3248\n", + "Epoch 1477/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3247\n", + "Epoch 1478/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.3247\n", + "Epoch 1479/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.3246\n", + "Epoch 1480/5000\n", + "1/1 [==============================] - 0s 997us/step - loss: 0.3245\n", + "Epoch 1481/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.3244\n", + "Epoch 1482/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3243\n", + "Epoch 1483/5000\n", + "1/1 [==============================] - 0s 3ms/step - loss: 0.3242\n", + "Epoch 1484/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.3242\n", + "Epoch 1485/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.3241\n", + "Epoch 1486/5000\n", + "1/1 [==============================] - 0s 997us/step - loss: 0.3240\n", + "Epoch 1487/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.3239\n", + "Epoch 1488/5000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.3238\n", + "Epoch 1489/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.3237\n", + "Epoch 1490/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.3237\n", + "Epoch 1491/5000\n", + "1/1 [==============================] - 0s 997us/step - loss: 0.3236\n", + "Epoch 1492/5000\n", + "1/1 [==============================] - 0s 996us/step - loss: 0.3235\n", + "Epoch 1493/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3234\n", + "Epoch 1494/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.3233\n", + "Epoch 1495/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.3232\n", + "Epoch 1496/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3232\n", + "Epoch 1497/5000\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "1/1 [==============================] - 0s 996us/step - loss: 0.3231\n", + "Epoch 1498/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3230\n", + "Epoch 1499/5000\n", + "1/1 [==============================] - 0s 996us/step - loss: 0.3229\n", + "Epoch 1500/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3228\n", + "Epoch 1501/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.3227\n", + "Epoch 1502/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.3227\n", + "Epoch 1503/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3226\n", + "Epoch 1504/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3225\n", + "Epoch 1505/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.3224\n", + "Epoch 1506/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.3223\n", + "Epoch 1507/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.3222\n", + "Epoch 1508/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.3222\n", + "Epoch 1509/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3221\n", + "Epoch 1510/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3220\n", + "Epoch 1511/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.3219\n", + "Epoch 1512/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3218\n", + "Epoch 1513/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.3217\n", + "Epoch 1514/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3217\n", + "Epoch 1515/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.3216\n", + "Epoch 1516/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.3215\n", + "Epoch 1517/5000\n", + "1/1 [==============================] - 0s 997us/step - loss: 0.3214\n", + "Epoch 1518/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.3213\n", + "Epoch 1519/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.3213\n", + "Epoch 1520/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3212\n", + "Epoch 1521/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.3211\n", + "Epoch 1522/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.3210\n", + "Epoch 1523/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.3209\n", + "Epoch 1524/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3208\n", + "Epoch 1525/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.3208\n", + "Epoch 1526/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3207\n", + "Epoch 1527/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.3206\n", + "Epoch 1528/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.3205\n", + "Epoch 1529/5000\n", + "1/1 [==============================] - 0s 997us/step - loss: 0.3204\n", + "Epoch 1530/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3204\n", + "Epoch 1531/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3203\n", + "Epoch 1532/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.3202\n", + "Epoch 1533/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3201\n", + "Epoch 1534/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.3200\n", + "Epoch 1535/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.3199\n", + "Epoch 1536/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3199\n", + "Epoch 1537/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3198\n", + "Epoch 1538/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3197\n", + "Epoch 1539/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3196\n", + "Epoch 1540/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3195\n", + "Epoch 1541/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.3195\n", + "Epoch 1542/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.3194\n", + "Epoch 1543/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.3193\n", + "Epoch 1544/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3192\n", + "Epoch 1545/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3191\n", + "Epoch 1546/5000\n", + "1/1 [==============================] - 0s 996us/step - loss: 0.3191\n", + "Epoch 1547/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.3190\n", + "Epoch 1548/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3189\n", + "Epoch 1549/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3188\n", + "Epoch 1550/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.3187\n", + "Epoch 1551/5000\n", + "1/1 [==============================] - 0s 997us/step - loss: 0.3187\n", + "Epoch 1552/5000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.3186\n", + "Epoch 1553/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.3185\n", + "Epoch 1554/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3184\n", + "Epoch 1555/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.3183\n", + "Epoch 1556/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.3183\n", + "Epoch 1557/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3182\n", + "Epoch 1558/5000\n", + "1/1 [==============================] - 0s 997us/step - loss: 0.3181\n", + "Epoch 1559/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3180\n", + "Epoch 1560/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.3179\n", + "Epoch 1561/5000\n", + "1/1 [==============================] - 0s 997us/step - loss: 0.3179\n", + "Epoch 1562/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3178\n", + "Epoch 1563/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3177\n", + "Epoch 1564/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.3176\n", + "Epoch 1565/5000\n", + "1/1 [==============================] - 0s 997us/step - loss: 0.3175\n", + "Epoch 1566/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.3175\n", + "Epoch 1567/5000\n", + "1/1 [==============================] - 0s 997us/step - loss: 0.3174\n", + "Epoch 1568/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.3173\n", + "Epoch 1569/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.3172\n", + "Epoch 1570/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.3171\n", + "Epoch 1571/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.3171\n", + "Epoch 1572/5000\n", + "1/1 [==============================] - 0s 996us/step - loss: 0.3170\n", + "Epoch 1573/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3169\n", + "Epoch 1574/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.3168\n", + "Epoch 1575/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.3167\n", + "Epoch 1576/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3167\n", + "Epoch 1577/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3166\n", + "Epoch 1578/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3165\n", + "Epoch 1579/5000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.3164\n", + "Epoch 1580/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3164\n", + "Epoch 1581/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.3163\n", + "Epoch 1582/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.3162\n", + "Epoch 1583/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3161\n", + "Epoch 1584/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3160\n", + "Epoch 1585/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.3160\n", + "Epoch 1586/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.3159\n", + "Epoch 1587/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.3158\n", + "Epoch 1588/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3157\n", + "Epoch 1589/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3156\n", + "Epoch 1590/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.3156\n", + "Epoch 1591/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3155\n", + "Epoch 1592/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.3154\n", + "Epoch 1593/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3153\n", + "Epoch 1594/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.3153\n", + "Epoch 1595/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.3152\n", + "Epoch 1596/5000\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "1/1 [==============================] - 0s 1000us/step - loss: 0.3151\n", + "Epoch 1597/5000\n", + "1/1 [==============================] - 0s 997us/step - loss: 0.3150\n", + "Epoch 1598/5000\n", + "1/1 [==============================] - 0s 996us/step - loss: 0.3149\n", + "Epoch 1599/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.3149\n", + "Epoch 1600/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.3148\n", + "Epoch 1601/5000\n", + "1/1 [==============================] - 0s 997us/step - loss: 0.3147\n", + "Epoch 1602/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3146\n", + "Epoch 1603/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3146\n", + "Epoch 1604/5000\n", + "1/1 [==============================] - 0s 3ms/step - loss: 0.3145\n", + "Epoch 1605/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.3144\n", + "Epoch 1606/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.3143\n", + "Epoch 1607/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.3142\n", + "Epoch 1608/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.3142\n", + "Epoch 1609/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.3141\n", + "Epoch 1610/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3140\n", + "Epoch 1611/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3139\n", + "Epoch 1612/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3139\n", + "Epoch 1613/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.3138\n", + "Epoch 1614/5000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.3137\n", + "Epoch 1615/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3136\n", + "Epoch 1616/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.3135\n", + "Epoch 1617/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3135\n", + "Epoch 1618/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3134\n", + "Epoch 1619/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.3133\n", + "Epoch 1620/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.3132\n", + "Epoch 1621/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.3132\n", + "Epoch 1622/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.3131\n", + "Epoch 1623/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.3130\n", + "Epoch 1624/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3129\n", + "Epoch 1625/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.3129\n", + "Epoch 1626/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3128\n", + "Epoch 1627/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.3127\n", + "Epoch 1628/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.3126\n", + "Epoch 1629/5000\n", + "1/1 [==============================] - 0s 997us/step - loss: 0.3126\n", + "Epoch 1630/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.3125\n", + "Epoch 1631/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3124\n", + "Epoch 1632/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3123\n", + "Epoch 1633/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3122\n", + "Epoch 1634/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.3122\n", + "Epoch 1635/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.3121\n", + "Epoch 1636/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3120\n", + "Epoch 1637/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3119\n", + "Epoch 1638/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3119\n", + "Epoch 1639/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.3118\n", + "Epoch 1640/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3117\n", + "Epoch 1641/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.3116\n", + "Epoch 1642/5000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.3116\n", + "Epoch 1643/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.3115\n", + "Epoch 1644/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3114\n", + "Epoch 1645/5000\n", + "1/1 [==============================] - 0s 997us/step - loss: 0.3113\n", + "Epoch 1646/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3113\n", + "Epoch 1647/5000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.3112\n", + "Epoch 1648/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3111\n", + "Epoch 1649/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.3110\n", + "Epoch 1650/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3110\n", + "Epoch 1651/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.3109\n", + "Epoch 1652/5000\n", + "1/1 [==============================] - 0s 997us/step - loss: 0.3108\n", + "Epoch 1653/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.3107\n", + "Epoch 1654/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3107\n", + "Epoch 1655/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.3106\n", + "Epoch 1656/5000\n", + "1/1 [==============================] - 0s 997us/step - loss: 0.3105\n", + "Epoch 1657/5000\n", + "1/1 [==============================] - 0s 945us/step - loss: 0.3104\n", + "Epoch 1658/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3104\n", + "Epoch 1659/5000\n", + "1/1 [==============================] - 0s 997us/step - loss: 0.3103\n", + "Epoch 1660/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.3102\n", + "Epoch 1661/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.3101\n", + "Epoch 1662/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3101\n", + "Epoch 1663/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3100\n", + "Epoch 1664/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.3099\n", + "Epoch 1665/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3098\n", + "Epoch 1666/5000\n", + "1/1 [==============================] - 0s 997us/step - loss: 0.3098\n", + "Epoch 1667/5000\n", + "1/1 [==============================] - 0s 986us/step - loss: 0.3097\n", + "Epoch 1668/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3096\n", + "Epoch 1669/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.3095\n", + "Epoch 1670/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3095\n", + "Epoch 1671/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3094\n", + "Epoch 1672/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.3093\n", + "Epoch 1673/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.3092\n", + "Epoch 1674/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.3092\n", + "Epoch 1675/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.3091\n", + "Epoch 1676/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.3090\n", + "Epoch 1677/5000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.3089\n", + "Epoch 1678/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.3089\n", + "Epoch 1679/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.3088\n", + "Epoch 1680/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.3087\n", + "Epoch 1681/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.3086\n", + "Epoch 1682/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.3086\n", + "Epoch 1683/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.3085\n", + "Epoch 1684/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.3084\n", + "Epoch 1685/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3084\n", + "Epoch 1686/5000\n", + "1/1 [==============================] - 0s 995us/step - loss: 0.3083\n", + "Epoch 1687/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.3082\n", + "Epoch 1688/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.3081\n", + "Epoch 1689/5000\n", + "1/1 [==============================] - 0s 996us/step - loss: 0.3081\n", + "Epoch 1690/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.3080\n", + "Epoch 1691/5000\n", + "1/1 [==============================] - 0s 996us/step - loss: 0.3079\n", + "Epoch 1692/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3078\n", + "Epoch 1693/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3078\n", + "Epoch 1694/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.3077\n", + "Epoch 1695/5000\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "1/1 [==============================] - 0s 1ms/step - loss: 0.3076\n", + "Epoch 1696/5000\n", + "1/1 [==============================] - 0s 997us/step - loss: 0.3075\n", + "Epoch 1697/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3075\n", + "Epoch 1698/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.3074\n", + "Epoch 1699/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3073\n", + "Epoch 1700/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3073\n", + "Epoch 1701/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3072\n", + "Epoch 1702/5000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.3071\n", + "Epoch 1703/5000\n", + "1/1 [==============================] - 0s 997us/step - loss: 0.3070\n", + "Epoch 1704/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3070\n", + "Epoch 1705/5000\n", + "1/1 [==============================] - 0s 997us/step - loss: 0.3069\n", + "Epoch 1706/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.3068\n", + "Epoch 1707/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.3067\n", + "Epoch 1708/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.3067\n", + "Epoch 1709/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3066\n", + "Epoch 1710/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.3065\n", + "Epoch 1711/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3064\n", + "Epoch 1712/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.3064\n", + "Epoch 1713/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.3063\n", + "Epoch 1714/5000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.3062\n", + "Epoch 1715/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.3062\n", + "Epoch 1716/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3061\n", + "Epoch 1717/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.3060\n", + "Epoch 1718/5000\n", + "1/1 [==============================] - 0s 982us/step - loss: 0.3059\n", + "Epoch 1719/5000\n", + "1/1 [==============================] - 0s 973us/step - loss: 0.3059\n", + "Epoch 1720/5000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.3058\n", + "Epoch 1721/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.3057\n", + "Epoch 1722/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.3057\n", + "Epoch 1723/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3056\n", + "Epoch 1724/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3055\n", + "Epoch 1725/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3054\n", + "Epoch 1726/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.3054\n", + "Epoch 1727/5000\n", + "1/1 [==============================] - 0s 3ms/step - loss: 0.3053\n", + "Epoch 1728/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3052\n", + "Epoch 1729/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.3052\n", + "Epoch 1730/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3051\n", + "Epoch 1731/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3050\n", + "Epoch 1732/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.3049\n", + "Epoch 1733/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.3049\n", + "Epoch 1734/5000\n", + "1/1 [==============================] - 0s 997us/step - loss: 0.3048\n", + "Epoch 1735/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.3047\n", + "Epoch 1736/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.3047\n", + "Epoch 1737/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3046\n", + "Epoch 1738/5000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.3045\n", + "Epoch 1739/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.3044\n", + "Epoch 1740/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3044\n", + "Epoch 1741/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.3043\n", + "Epoch 1742/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.3042\n", + "Epoch 1743/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.3042\n", + "Epoch 1744/5000\n", + "1/1 [==============================] - 0s 982us/step - loss: 0.3041\n", + "Epoch 1745/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.3040\n", + "Epoch 1746/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.3039\n", + "Epoch 1747/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3039\n", + "Epoch 1748/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3038\n", + "Epoch 1749/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.3037\n", + "Epoch 1750/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3037\n", + "Epoch 1751/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3036\n", + "Epoch 1752/5000\n", + "1/1 [==============================] - 0s 996us/step - loss: 0.3035\n", + "Epoch 1753/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.3034\n", + "Epoch 1754/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.3034\n", + "Epoch 1755/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.3033\n", + "Epoch 1756/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3032\n", + "Epoch 1757/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.3032\n", + "Epoch 1758/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3031\n", + "Epoch 1759/5000\n", + "1/1 [==============================] - 0s 996us/step - loss: 0.3030\n", + "Epoch 1760/5000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.3029\n", + "Epoch 1761/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.3029\n", + "Epoch 1762/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.3028\n", + "Epoch 1763/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.3027\n", + "Epoch 1764/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3027\n", + "Epoch 1765/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3026\n", + "Epoch 1766/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.3025\n", + "Epoch 1767/5000\n", + "1/1 [==============================] - 0s 997us/step - loss: 0.3025\n", + "Epoch 1768/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.3024\n", + "Epoch 1769/5000\n", + "1/1 [==============================] - 0s 997us/step - loss: 0.3023\n", + "Epoch 1770/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3022\n", + "Epoch 1771/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3022\n", + "Epoch 1772/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3021\n", + "Epoch 1773/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3020\n", + "Epoch 1774/5000\n", + "1/1 [==============================] - 0s 996us/step - loss: 0.3020\n", + "Epoch 1775/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.3019\n", + "Epoch 1776/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3018\n", + "Epoch 1777/5000\n", + "1/1 [==============================] - 0s 3ms/step - loss: 0.3018\n", + "Epoch 1778/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.3017\n", + "Epoch 1779/5000\n", + "1/1 [==============================] - 0s 997us/step - loss: 0.3016\n", + "Epoch 1780/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.3015\n", + "Epoch 1781/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3015\n", + "Epoch 1782/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.3014\n", + "Epoch 1783/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3013\n", + "Epoch 1784/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3013\n", + "Epoch 1785/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.3012\n", + "Epoch 1786/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3011\n", + "Epoch 1787/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.3011\n", + "Epoch 1788/5000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.3010\n", + "Epoch 1789/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.3009\n", + "Epoch 1790/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3009\n", + "Epoch 1791/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.3008\n", + "Epoch 1792/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3007\n", + "Epoch 1793/5000\n", + "1/1 [==============================] - 0s 996us/step - loss: 0.3006\n", + "Epoch 1794/5000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.3006\n", + "Epoch 1795/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.3005\n", + "Epoch 1796/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3004\n", + "Epoch 1797/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3004\n", + "Epoch 1798/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3003\n", + "Epoch 1799/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.3002\n", + "Epoch 1800/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.3002\n", + "Epoch 1801/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.3001\n", + "Epoch 1802/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.3000\n", + "Epoch 1803/5000\n", + "1/1 [==============================] - 0s 996us/step - loss: 0.3000\n", + "Epoch 1804/5000\n", + "1/1 [==============================] - 0s 996us/step - loss: 0.2999\n", + "Epoch 1805/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.2998\n", + "Epoch 1806/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2998\n", + "Epoch 1807/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2997\n", + "Epoch 1808/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.2996\n", + "Epoch 1809/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.2995\n", + "Epoch 1810/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.2995\n", + "Epoch 1811/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.2994\n", + "Epoch 1812/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.2993\n", + "Epoch 1813/5000\n", + "1/1 [==============================] - 0s 996us/step - loss: 0.2993\n", + "Epoch 1814/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2992\n", + "Epoch 1815/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2991\n", + "Epoch 1816/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2991\n", + "Epoch 1817/5000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.2990\n", + "Epoch 1818/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2989\n", + "Epoch 1819/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2989\n", + "Epoch 1820/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.2988\n", + "Epoch 1821/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.2987\n", + "Epoch 1822/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2987\n", + "Epoch 1823/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2986\n", + "Epoch 1824/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2985\n", + "Epoch 1825/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.2985\n", + "Epoch 1826/5000\n", + "1/1 [==============================] - 0s 997us/step - loss: 0.2984\n", + "Epoch 1827/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2983\n", + "Epoch 1828/5000\n", + "1/1 [==============================] - 0s 997us/step - loss: 0.2983\n", + "Epoch 1829/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2982\n", + "Epoch 1830/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2981\n", + "Epoch 1831/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2981\n", + "Epoch 1832/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2980\n", + "Epoch 1833/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2979\n", + "Epoch 1834/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.2979\n", + "Epoch 1835/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2978\n", + "Epoch 1836/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2977\n", + "Epoch 1837/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2977\n", + "Epoch 1838/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2976\n", + "Epoch 1839/5000\n", + "1/1 [==============================] - 0s 997us/step - loss: 0.2975\n", + "Epoch 1840/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2975\n", + "Epoch 1841/5000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.2974\n", + "Epoch 1842/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2973\n", + "Epoch 1843/5000\n", + "1/1 [==============================] - 0s 997us/step - loss: 0.2972\n", + "Epoch 1844/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2972\n", + "Epoch 1845/5000\n", + "1/1 [==============================] - 0s 996us/step - loss: 0.2971\n", + "Epoch 1846/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2970\n", + "Epoch 1847/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.2970\n", + "Epoch 1848/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2969\n", + "Epoch 1849/5000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.2968\n", + "Epoch 1850/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2968\n", + "Epoch 1851/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2967\n", + "Epoch 1852/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2966\n", + "Epoch 1853/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2966\n", + "Epoch 1854/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.2965\n", + "Epoch 1855/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2964\n", + "Epoch 1856/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2964\n", + "Epoch 1857/5000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.2963\n", + "Epoch 1858/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2962\n", + "Epoch 1859/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2962\n", + "Epoch 1860/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2961\n", + "Epoch 1861/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2961\n", + "Epoch 1862/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2960\n", + "Epoch 1863/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.2959\n", + "Epoch 1864/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.2959\n", + "Epoch 1865/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2958\n", + "Epoch 1866/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2957\n", + "Epoch 1867/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2957\n", + "Epoch 1868/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2956\n", + "Epoch 1869/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2955\n", + "Epoch 1870/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2955\n", + "Epoch 1871/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2954\n", + "Epoch 1872/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2953\n", + "Epoch 1873/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2953\n", + "Epoch 1874/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2952\n", + "Epoch 1875/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2951\n", + "Epoch 1876/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2951\n", + "Epoch 1877/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2950\n", + "Epoch 1878/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2949\n", + "Epoch 1879/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2949\n", + "Epoch 1880/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2948\n", + "Epoch 1881/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2947\n", + "Epoch 1882/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.2947\n", + "Epoch 1883/5000\n", + "1/1 [==============================] - 0s 997us/step - loss: 0.2946\n", + "Epoch 1884/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2945\n", + "Epoch 1885/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2945\n", + "Epoch 1886/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.2944\n", + "Epoch 1887/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2943\n", + "Epoch 1888/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2943\n", + "Epoch 1889/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2942\n", + "Epoch 1890/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.2941\n", + "Epoch 1891/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2941\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Epoch 1892/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2940\n", + "Epoch 1893/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2940\n", + "Epoch 1894/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2939\n", + "Epoch 1895/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2938\n", + "Epoch 1896/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2938\n", + "Epoch 1897/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2937\n", + "Epoch 1898/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2936\n", + "Epoch 1899/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2936\n", + "Epoch 1900/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2935\n", + "Epoch 1901/5000\n", + "1/1 [==============================] - 0s 994us/step - loss: 0.2934\n", + "Epoch 1902/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.2934\n", + "Epoch 1903/5000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.2933\n", + "Epoch 1904/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2932\n", + "Epoch 1905/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2932\n", + "Epoch 1906/5000\n", + "1/1 [==============================] - 0s 997us/step - loss: 0.2931\n", + "Epoch 1907/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2930\n", + "Epoch 1908/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2930\n", + "Epoch 1909/5000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.2929\n", + "Epoch 1910/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2929\n", + "Epoch 1911/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2928\n", + "Epoch 1912/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.2927\n", + "Epoch 1913/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2927\n", + "Epoch 1914/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2926\n", + "Epoch 1915/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2925\n", + "Epoch 1916/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2925\n", + "Epoch 1917/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2924\n", + "Epoch 1918/5000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.2923\n", + "Epoch 1919/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2923\n", + "Epoch 1920/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2922\n", + "Epoch 1921/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2921\n", + "Epoch 1922/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2921\n", + "Epoch 1923/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2920\n", + "Epoch 1924/5000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.2920\n", + "Epoch 1925/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2919\n", + "Epoch 1926/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2918\n", + "Epoch 1927/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2918\n", + "Epoch 1928/5000\n", + "1/1 [==============================] - 0s 997us/step - loss: 0.2917\n", + "Epoch 1929/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2916\n", + "Epoch 1930/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2916\n", + "Epoch 1931/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2915\n", + "Epoch 1932/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2914\n", + "Epoch 1933/5000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.2914\n", + "Epoch 1934/5000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.2913\n", + "Epoch 1935/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2913\n", + "Epoch 1936/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2912\n", + "Epoch 1937/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2911\n", + "Epoch 1938/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.2911\n", + "Epoch 1939/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2910\n", + "Epoch 1940/5000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.2909\n", + "Epoch 1941/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2909\n", + "Epoch 1942/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2908\n", + "Epoch 1943/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2907\n", + "Epoch 1944/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2907\n", + "Epoch 1945/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2906\n", + "Epoch 1946/5000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.2906\n", + "Epoch 1947/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2905\n", + "Epoch 1948/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2904\n", + "Epoch 1949/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2904\n", + "Epoch 1950/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.2903\n", + "Epoch 1951/5000\n", + "1/1 [==============================] - 0s 997us/step - loss: 0.2902\n", + "Epoch 1952/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2902\n", + "Epoch 1953/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2901\n", + "Epoch 1954/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2901\n", + "Epoch 1955/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2900\n", + "Epoch 1956/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2899\n", + "Epoch 1957/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2899\n", + "Epoch 1958/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.2898\n", + "Epoch 1959/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2897\n", + "Epoch 1960/5000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.2897\n", + "Epoch 1961/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.2896\n", + "Epoch 1962/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2896\n", + "Epoch 1963/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2895\n", + "Epoch 1964/5000\n", + "1/1 [==============================] - 0s 996us/step - loss: 0.2894\n", + "Epoch 1965/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2894\n", + "Epoch 1966/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2893\n", + "Epoch 1967/5000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.2892\n", + "Epoch 1968/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2892\n", + "Epoch 1969/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2891\n", + "Epoch 1970/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.2891\n", + "Epoch 1971/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2890\n", + "Epoch 1972/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2889\n", + "Epoch 1973/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.2889\n", + "Epoch 1974/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2888\n", + "Epoch 1975/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2887\n", + "Epoch 1976/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2887\n", + "Epoch 1977/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2886\n", + "Epoch 1978/5000\n", + "1/1 [==============================] - 0s 997us/step - loss: 0.2886\n", + "Epoch 1979/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2885\n", + "Epoch 1980/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.2884\n", + "Epoch 1981/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2884\n", + "Epoch 1982/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2883\n", + "Epoch 1983/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.2883\n", + "Epoch 1984/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2882\n", + "Epoch 1985/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2881\n", + "Epoch 1986/5000\n", + "1/1 [==============================] - 0s 997us/step - loss: 0.2881\n", + "Epoch 1987/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2880\n", + "Epoch 1988/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2879\n", + "Epoch 1989/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2879\n", + "Epoch 1990/5000\n", + "1/1 [==============================] - 0s 996us/step - loss: 0.2878\n", + "Epoch 1991/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2878\n", + "Epoch 1992/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2877\n", + "Epoch 1993/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2876\n", + "Epoch 1994/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2876\n", + "Epoch 1995/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2875\n", + "Epoch 1996/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2875\n", + "Epoch 1997/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2874\n", + "Epoch 1998/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2873\n", + "Epoch 1999/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2873\n", + "Epoch 2000/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.2872\n", + "Epoch 2001/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.2871\n", + "Epoch 2002/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2871\n", + "Epoch 2003/5000\n", + "1/1 [==============================] - 0s 997us/step - loss: 0.2870\n", + "Epoch 2004/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2870\n", + "Epoch 2005/5000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.2869\n", + "Epoch 2006/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2868\n", + "Epoch 2007/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2868\n", + "Epoch 2008/5000\n", + "1/1 [==============================] - 0s 996us/step - loss: 0.2867\n", + "Epoch 2009/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2867\n", + "Epoch 2010/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2866\n", + "Epoch 2011/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2865\n", + "Epoch 2012/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.2865\n", + "Epoch 2013/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2864\n", + "Epoch 2014/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2864\n", + "Epoch 2015/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2863\n", + "Epoch 2016/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2862\n", + "Epoch 2017/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2862\n", + "Epoch 2018/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2861\n", + "Epoch 2019/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2861\n", + "Epoch 2020/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2860\n", + "Epoch 2021/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2859\n", + "Epoch 2022/5000\n", + "1/1 [==============================] - 0s 997us/step - loss: 0.2859\n", + "Epoch 2023/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2858\n", + "Epoch 2024/5000\n", + "1/1 [==============================] - 0s 996us/step - loss: 0.2858\n", + "Epoch 2025/5000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.2857\n", + "Epoch 2026/5000\n", + "1/1 [==============================] - 0s 997us/step - loss: 0.2856\n", + "Epoch 2027/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2856\n", + "Epoch 2028/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2855\n", + "Epoch 2029/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2855\n", + "Epoch 2030/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2854\n", + "Epoch 2031/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2853\n", + "Epoch 2032/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2853\n", + "Epoch 2033/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2852\n", + "Epoch 2034/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2852\n", + "Epoch 2035/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2851\n", + "Epoch 2036/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2850\n", + "Epoch 2037/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2850\n", + "Epoch 2038/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.2849\n", + "Epoch 2039/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2849\n", + "Epoch 2040/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2848\n", + "Epoch 2041/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.2847\n", + "Epoch 2042/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2847\n", + "Epoch 2043/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2846\n", + "Epoch 2044/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2846\n", + "Epoch 2045/5000\n", + "1/1 [==============================] - 0s 997us/step - loss: 0.2845\n", + "Epoch 2046/5000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.2844\n", + "Epoch 2047/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2844\n", + "Epoch 2048/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.2843\n", + "Epoch 2049/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.2843\n", + "Epoch 2050/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2842\n", + "Epoch 2051/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2841\n", + "Epoch 2052/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.2841\n", + "Epoch 2053/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2840\n", + "Epoch 2054/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2840\n", + "Epoch 2055/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2839\n", + "Epoch 2056/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.2838\n", + "Epoch 2057/5000\n", + "1/1 [==============================] - 0s 995us/step - loss: 0.2838\n", + "Epoch 2058/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.2837\n", + "Epoch 2059/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.2837\n", + "Epoch 2060/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2836\n", + "Epoch 2061/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.2835\n", + "Epoch 2062/5000\n", + "1/1 [==============================] - 0s 996us/step - loss: 0.2835\n", + "Epoch 2063/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2834\n", + "Epoch 2064/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2834\n", + "Epoch 2065/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2833\n", + "Epoch 2066/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2832\n", + "Epoch 2067/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2832\n", + "Epoch 2068/5000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.2831\n", + "Epoch 2069/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2831\n", + "Epoch 2070/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2830\n", + "Epoch 2071/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2830\n", + "Epoch 2072/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2829\n", + "Epoch 2073/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.2828\n", + "Epoch 2074/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2828\n", + "Epoch 2075/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2827\n", + "Epoch 2076/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2827\n", + "Epoch 2077/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2826\n", + "Epoch 2078/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2825\n", + "Epoch 2079/5000\n", + "1/1 [==============================] - 0s 997us/step - loss: 0.2825\n", + "Epoch 2080/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2824\n", + "Epoch 2081/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2824\n", + "Epoch 2082/5000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.2823\n", + "Epoch 2083/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2823\n", + "Epoch 2084/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2822\n", + "Epoch 2085/5000\n", + "1/1 [==============================] - 0s 5ms/step - loss: 0.2821\n", + "Epoch 2086/5000\n", + "1/1 [==============================] - 0s 997us/step - loss: 0.2821\n", + "Epoch 2087/5000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.2820\n", + "Epoch 2088/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2820\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Epoch 2089/5000\n", + "1/1 [==============================] - 0s 997us/step - loss: 0.2819\n", + "Epoch 2090/5000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.2818\n", + "Epoch 2091/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2818\n", + "Epoch 2092/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2817\n", + "Epoch 2093/5000\n", + "1/1 [==============================] - 0s 996us/step - loss: 0.2817\n", + "Epoch 2094/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2816\n", + "Epoch 2095/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2816\n", + "Epoch 2096/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.2815\n", + "Epoch 2097/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2814\n", + "Epoch 2098/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2814\n", + "Epoch 2099/5000\n", + "1/1 [==============================] - 0s 997us/step - loss: 0.2813\n", + "Epoch 2100/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2813\n", + "Epoch 2101/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2812\n", + "Epoch 2102/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2812\n", + "Epoch 2103/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.2811\n", + "Epoch 2104/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2810\n", + "Epoch 2105/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2810\n", + "Epoch 2106/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2809\n", + "Epoch 2107/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2809\n", + "Epoch 2108/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2808\n", + "Epoch 2109/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2807\n", + "Epoch 2110/5000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.2807\n", + "Epoch 2111/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2806\n", + "Epoch 2112/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.2806\n", + "Epoch 2113/5000\n", + "1/1 [==============================] - 0s 996us/step - loss: 0.2805\n", + "Epoch 2114/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2805\n", + "Epoch 2115/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2804\n", + "Epoch 2116/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2803\n", + "Epoch 2117/5000\n", + "1/1 [==============================] - 0s 996us/step - loss: 0.2803\n", + "Epoch 2118/5000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.2802\n", + "Epoch 2119/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2802\n", + "Epoch 2120/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2801\n", + "Epoch 2121/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2801\n", + "Epoch 2122/5000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.2800\n", + "Epoch 2123/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2799\n", + "Epoch 2124/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.2799\n", + "Epoch 2125/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2798\n", + "Epoch 2126/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2798\n", + "Epoch 2127/5000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.2797\n", + "Epoch 2128/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2797\n", + "Epoch 2129/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2796\n", + "Epoch 2130/5000\n", + "1/1 [==============================] - 0s 3ms/step - loss: 0.2795\n", + "Epoch 2131/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2795\n", + "Epoch 2132/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2794\n", + "Epoch 2133/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.2794\n", + "Epoch 2134/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2793\n", + "Epoch 2135/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2793\n", + "Epoch 2136/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2792\n", + "Epoch 2137/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2792\n", + "Epoch 2138/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2791\n", + "Epoch 2139/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2790\n", + "Epoch 2140/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2790\n", + "Epoch 2141/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2789\n", + "Epoch 2142/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2789\n", + "Epoch 2143/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2788\n", + "Epoch 2144/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.2788\n", + "Epoch 2145/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2787\n", + "Epoch 2146/5000\n", + "1/1 [==============================] - 0s 997us/step - loss: 0.2786\n", + "Epoch 2147/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2786\n", + "Epoch 2148/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2785\n", + "Epoch 2149/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2785\n", + "Epoch 2150/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2784\n", + "Epoch 2151/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.2784\n", + "Epoch 2152/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.2783\n", + "Epoch 2153/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2783\n", + "Epoch 2154/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2782\n", + "Epoch 2155/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2781\n", + "Epoch 2156/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2781\n", + "Epoch 2157/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2780\n", + "Epoch 2158/5000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.2780\n", + "Epoch 2159/5000\n", + "1/1 [==============================] - 0s 997us/step - loss: 0.2779\n", + "Epoch 2160/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2779\n", + "Epoch 2161/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2778\n", + "Epoch 2162/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2777\n", + "Epoch 2163/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2777\n", + "Epoch 2164/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2776\n", + "Epoch 2165/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2776\n", + "Epoch 2166/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2775\n", + "Epoch 2167/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2775\n", + "Epoch 2168/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2774\n", + "Epoch 2169/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2774\n", + "Epoch 2170/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2773\n", + "Epoch 2171/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2772\n", + "Epoch 2172/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2772\n", + "Epoch 2173/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2771\n", + "Epoch 2174/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2771\n", + "Epoch 2175/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2770\n", + "Epoch 2176/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2770\n", + "Epoch 2177/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2769\n", + "Epoch 2178/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2769\n", + "Epoch 2179/5000\n", + "1/1 [==============================] - 0s 997us/step - loss: 0.2768\n", + "Epoch 2180/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2767\n", + "Epoch 2181/5000\n", + "1/1 [==============================] - 0s 997us/step - loss: 0.2767\n", + "Epoch 2182/5000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.2766\n", + "Epoch 2183/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2766\n", + "Epoch 2184/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2765\n", + "Epoch 2185/5000\n", + "1/1 [==============================] - 0s 997us/step - loss: 0.2765\n", + "Epoch 2186/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2764\n", + "Epoch 2187/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2764\n", + "Epoch 2188/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2763\n", + "Epoch 2189/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2763\n", + "Epoch 2190/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.2762\n", + "Epoch 2191/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2761\n", + "Epoch 2192/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2761\n", + "Epoch 2193/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2760\n", + "Epoch 2194/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2760\n", + "Epoch 2195/5000\n", + "1/1 [==============================] - 0s 995us/step - loss: 0.2759\n", + "Epoch 2196/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2759\n", + "Epoch 2197/5000\n", + "1/1 [==============================] - 0s 997us/step - loss: 0.2758\n", + "Epoch 2198/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2758\n", + "Epoch 2199/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2757\n", + "Epoch 2200/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2756\n", + "Epoch 2201/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2756\n", + "Epoch 2202/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2755\n", + "Epoch 2203/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2755\n", + "Epoch 2204/5000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.2754\n", + "Epoch 2205/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2754\n", + "Epoch 2206/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2753\n", + "Epoch 2207/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2753\n", + "Epoch 2208/5000\n", + "1/1 [==============================] - 0s 996us/step - loss: 0.2752\n", + "Epoch 2209/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2752\n", + "Epoch 2210/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.2751\n", + "Epoch 2211/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2750\n", + "Epoch 2212/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2750\n", + "Epoch 2213/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2749\n", + "Epoch 2214/5000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.2749\n", + "Epoch 2215/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2748\n", + "Epoch 2216/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2748\n", + "Epoch 2217/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.2747\n", + "Epoch 2218/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2747\n", + "Epoch 2219/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2746\n", + "Epoch 2220/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.2746\n", + "Epoch 2221/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2745\n", + "Epoch 2222/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2745\n", + "Epoch 2223/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.2744\n", + "Epoch 2224/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.2743\n", + "Epoch 2225/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2743\n", + "Epoch 2226/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2742\n", + "Epoch 2227/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2742\n", + "Epoch 2228/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2741\n", + "Epoch 2229/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2741\n", + "Epoch 2230/5000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.2740\n", + "Epoch 2231/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2740\n", + "Epoch 2232/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2739\n", + "Epoch 2233/5000\n", + "1/1 [==============================] - 0s 997us/step - loss: 0.2739\n", + "Epoch 2234/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2738\n", + "Epoch 2235/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2738\n", + "Epoch 2236/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.2737\n", + "Epoch 2237/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2736\n", + "Epoch 2238/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2736\n", + "Epoch 2239/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.2735\n", + "Epoch 2240/5000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.2735\n", + "Epoch 2241/5000\n", + "1/1 [==============================] - 0s 979us/step - loss: 0.2734\n", + "Epoch 2242/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2734\n", + "Epoch 2243/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2733\n", + "Epoch 2244/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.2733\n", + "Epoch 2245/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2732\n", + "Epoch 2246/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2732\n", + "Epoch 2247/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2731\n", + "Epoch 2248/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2731\n", + "Epoch 2249/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2730\n", + "Epoch 2250/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2730\n", + "Epoch 2251/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2729\n", + "Epoch 2252/5000\n", + "1/1 [==============================] - 0s 997us/step - loss: 0.2728\n", + "Epoch 2253/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2728\n", + "Epoch 2254/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2727\n", + "Epoch 2255/5000\n", + "1/1 [==============================] - 0s 996us/step - loss: 0.2727\n", + "Epoch 2256/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2726\n", + "Epoch 2257/5000\n", + "1/1 [==============================] - 0s 997us/step - loss: 0.2726\n", + "Epoch 2258/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.2725\n", + "Epoch 2259/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2725\n", + "Epoch 2260/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2724\n", + "Epoch 2261/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2724\n", + "Epoch 2262/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2723\n", + "Epoch 2263/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2723\n", + "Epoch 2264/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2722\n", + "Epoch 2265/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2722\n", + "Epoch 2266/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.2721\n", + "Epoch 2267/5000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.2721\n", + "Epoch 2268/5000\n", + "1/1 [==============================] - 0s 994us/step - loss: 0.2720\n", + "Epoch 2269/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2719\n", + "Epoch 2270/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2719\n", + "Epoch 2271/5000\n", + "1/1 [==============================] - 0s 979us/step - loss: 0.2718\n", + "Epoch 2272/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2718\n", + "Epoch 2273/5000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.2717\n", + "Epoch 2274/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2717\n", + "Epoch 2275/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2716\n", + "Epoch 2276/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2716\n", + "Epoch 2277/5000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.2715\n", + "Epoch 2278/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2715\n", + "Epoch 2279/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2714\n", + "Epoch 2280/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.2714\n", + "Epoch 2281/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2713\n", + "Epoch 2282/5000\n", + "1/1 [==============================] - 0s 983us/step - loss: 0.2713\n", + "Epoch 2283/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2712\n", + "Epoch 2284/5000\n", + "1/1 [==============================] - 0s 997us/step - loss: 0.2712\n", + "Epoch 2285/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2711\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Epoch 2286/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2711\n", + "Epoch 2287/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2710\n", + "Epoch 2288/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2710\n", + "Epoch 2289/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2709\n", + "Epoch 2290/5000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.2708\n", + "Epoch 2291/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2708\n", + "Epoch 2292/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2707\n", + "Epoch 2293/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2707\n", + "Epoch 2294/5000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.2706\n", + "Epoch 2295/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2706\n", + "Epoch 2296/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.2705\n", + "Epoch 2297/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2705\n", + "Epoch 2298/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2704\n", + "Epoch 2299/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2704\n", + "Epoch 2300/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2703\n", + "Epoch 2301/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2703\n", + "Epoch 2302/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2702\n", + "Epoch 2303/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2702\n", + "Epoch 2304/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2701\n", + "Epoch 2305/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2701\n", + "Epoch 2306/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2700\n", + "Epoch 2307/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2700\n", + "Epoch 2308/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2699\n", + "Epoch 2309/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2699\n", + "Epoch 2310/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2698\n", + "Epoch 2311/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2698\n", + "Epoch 2312/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2697\n", + "Epoch 2313/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2697\n", + "Epoch 2314/5000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.2696\n", + "Epoch 2315/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2696\n", + "Epoch 2316/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2695\n", + "Epoch 2317/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.2694\n", + "Epoch 2318/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2694\n", + "Epoch 2319/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2693\n", + "Epoch 2320/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2693\n", + "Epoch 2321/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2692\n", + "Epoch 2322/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2692\n", + "Epoch 2323/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2691\n", + "Epoch 2324/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2691\n", + "Epoch 2325/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.2690\n", + "Epoch 2326/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.2690\n", + "Epoch 2327/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2689\n", + "Epoch 2328/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2689\n", + "Epoch 2329/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2688\n", + "Epoch 2330/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2688\n", + "Epoch 2331/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2687\n", + "Epoch 2332/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2687\n", + "Epoch 2333/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2686\n", + "Epoch 2334/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2686\n", + "Epoch 2335/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2685\n", + "Epoch 2336/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2685\n", + "Epoch 2337/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2684\n", + "Epoch 2338/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.2684\n", + "Epoch 2339/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2683\n", + "Epoch 2340/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2683\n", + "Epoch 2341/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2682\n", + "Epoch 2342/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2682\n", + "Epoch 2343/5000\n", + "1/1 [==============================] - 0s 995us/step - loss: 0.2681\n", + "Epoch 2344/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2681\n", + "Epoch 2345/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2680\n", + "Epoch 2346/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2680\n", + "Epoch 2347/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2679\n", + "Epoch 2348/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2679\n", + "Epoch 2349/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.2678\n", + "Epoch 2350/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2678\n", + "Epoch 2351/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2677\n", + "Epoch 2352/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2677\n", + "Epoch 2353/5000\n", + "1/1 [==============================] - 0s 3ms/step - loss: 0.2676\n", + "Epoch 2354/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2676\n", + "Epoch 2355/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2675\n", + "Epoch 2356/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2675\n", + "Epoch 2357/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.2674\n", + "Epoch 2358/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2674\n", + "Epoch 2359/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2673\n", + "Epoch 2360/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2673\n", + "Epoch 2361/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2672\n", + "Epoch 2362/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2672\n", + "Epoch 2363/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2671\n", + "Epoch 2364/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2671\n", + "Epoch 2365/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2670\n", + "Epoch 2366/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2670\n", + "Epoch 2367/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2669\n", + "Epoch 2368/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2669\n", + "Epoch 2369/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2668\n", + "Epoch 2370/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2668\n", + "Epoch 2371/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2667\n", + "Epoch 2372/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2667\n", + "Epoch 2373/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2666\n", + "Epoch 2374/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2666\n", + "Epoch 2375/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2665\n", + "Epoch 2376/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2665\n", + "Epoch 2377/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2664\n", + "Epoch 2378/5000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.2664\n", + "Epoch 2379/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2663\n", + "Epoch 2380/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.2663\n", + "Epoch 2381/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2662\n", + "Epoch 2382/5000\n", + "1/1 [==============================] - 0s 997us/step - loss: 0.2662\n", + "Epoch 2383/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2661\n", + "Epoch 2384/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2661\n", + "Epoch 2385/5000\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "1/1 [==============================] - 0s 1ms/step - loss: 0.2660\n", + "Epoch 2386/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2660\n", + "Epoch 2387/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2659\n", + "Epoch 2388/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2659\n", + "Epoch 2389/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2658\n", + "Epoch 2390/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2658\n", + "Epoch 2391/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2657\n", + "Epoch 2392/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.2657\n", + "Epoch 2393/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2656\n", + "Epoch 2394/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.2656\n", + "Epoch 2395/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2655\n", + "Epoch 2396/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.2655\n", + "Epoch 2397/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2654\n", + "Epoch 2398/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2654\n", + "Epoch 2399/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2653\n", + "Epoch 2400/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2653\n", + "Epoch 2401/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2652\n", + "Epoch 2402/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.2652\n", + "Epoch 2403/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2651\n", + "Epoch 2404/5000\n", + "1/1 [==============================] - 0s 996us/step - loss: 0.2651\n", + "Epoch 2405/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2650\n", + "Epoch 2406/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2650\n", + "Epoch 2407/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2649\n", + "Epoch 2408/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2649\n", + "Epoch 2409/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2648\n", + "Epoch 2410/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2648\n", + "Epoch 2411/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.2647\n", + "Epoch 2412/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2647\n", + "Epoch 2413/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2646\n", + "Epoch 2414/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.2646\n", + "Epoch 2415/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2645\n", + "Epoch 2416/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2645\n", + "Epoch 2417/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2644\n", + "Epoch 2418/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2644\n", + "Epoch 2419/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2643\n", + "Epoch 2420/5000\n", + "1/1 [==============================] - 0s 997us/step - loss: 0.2643\n", + "Epoch 2421/5000\n", + "1/1 [==============================] - 0s 997us/step - loss: 0.2642\n", + "Epoch 2422/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2642\n", + "Epoch 2423/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2642\n", + "Epoch 2424/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2641\n", + "Epoch 2425/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2641\n", + "Epoch 2426/5000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.2640\n", + "Epoch 2427/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2640\n", + "Epoch 2428/5000\n", + "1/1 [==============================] - 0s 996us/step - loss: 0.2639\n", + "Epoch 2429/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2639\n", + "Epoch 2430/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2638\n", + "Epoch 2431/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2638\n", + "Epoch 2432/5000\n", + "1/1 [==============================] - 0s 996us/step - loss: 0.2637\n", + "Epoch 2433/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2637\n", + "Epoch 2434/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2636\n", + "Epoch 2435/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2636\n", + "Epoch 2436/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2635\n", + "Epoch 2437/5000\n", + "1/1 [==============================] - 0s 996us/step - loss: 0.2635\n", + "Epoch 2438/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2634\n", + "Epoch 2439/5000\n", + "1/1 [==============================] - 0s 979us/step - loss: 0.2634\n", + "Epoch 2440/5000\n", + "1/1 [==============================] - 0s 993us/step - loss: 0.2633\n", + "Epoch 2441/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2633\n", + "Epoch 2442/5000\n", + "1/1 [==============================] - 0s 3ms/step - loss: 0.2632\n", + "Epoch 2443/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2632\n", + "Epoch 2444/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2631\n", + "Epoch 2445/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2631\n", + "Epoch 2446/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2630\n", + "Epoch 2447/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2630\n", + "Epoch 2448/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2629\n", + "Epoch 2449/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2629\n", + "Epoch 2450/5000\n", + "1/1 [==============================] - 0s 996us/step - loss: 0.2628\n", + "Epoch 2451/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2628\n", + "Epoch 2452/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2628\n", + "Epoch 2453/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2627\n", + "Epoch 2454/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2627\n", + "Epoch 2455/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2626\n", + "Epoch 2456/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2626\n", + "Epoch 2457/5000\n", + "1/1 [==============================] - 0s 996us/step - loss: 0.2625\n", + "Epoch 2458/5000\n", + "1/1 [==============================] - 0s 997us/step - loss: 0.2625\n", + "Epoch 2459/5000\n", + "1/1 [==============================] - 0s 997us/step - loss: 0.2624\n", + "Epoch 2460/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2624\n", + "Epoch 2461/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2623\n", + "Epoch 2462/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2623\n", + "Epoch 2463/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.2622\n", + "Epoch 2464/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.2622\n", + "Epoch 2465/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.2621\n", + "Epoch 2466/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.2621\n", + "Epoch 2467/5000\n", + "1/1 [==============================] - 0s 995us/step - loss: 0.2620\n", + "Epoch 2468/5000\n", + "1/1 [==============================] - 0s 996us/step - loss: 0.2620\n", + "Epoch 2469/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2619\n", + "Epoch 2470/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2619\n", + "Epoch 2471/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2618\n", + "Epoch 2472/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2618\n", + "Epoch 2473/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2618\n", + "Epoch 2474/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2617\n", + "Epoch 2475/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2617\n", + "Epoch 2476/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2616\n", + "Epoch 2477/5000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.2616\n", + "Epoch 2478/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2615\n", + "Epoch 2479/5000\n", + "1/1 [==============================] - 0s 997us/step - loss: 0.2615\n", + "Epoch 2480/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2614\n", + "Epoch 2481/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2614\n", + "Epoch 2482/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2613\n", + "Epoch 2483/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2613\n", + "Epoch 2484/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.2612\n", + "Epoch 2485/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2612\n", + "Epoch 2486/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2611\n", + "Epoch 2487/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2611\n", + "Epoch 2488/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.2610\n", + "Epoch 2489/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2610\n", + "Epoch 2490/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2609\n", + "Epoch 2491/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2609\n", + "Epoch 2492/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2609\n", + "Epoch 2493/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2608\n", + "Epoch 2494/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2608\n", + "Epoch 2495/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2607\n", + "Epoch 2496/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2607\n", + "Epoch 2497/5000\n", + "1/1 [==============================] - 0s 995us/step - loss: 0.2606\n", + "Epoch 2498/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2606\n", + "Epoch 2499/5000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.2605\n", + "Epoch 2500/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2605\n", + "Epoch 2501/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2604\n", + "Epoch 2502/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2604\n", + "Epoch 2503/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2603\n", + "Epoch 2504/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.2603\n", + "Epoch 2505/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2602\n", + "Epoch 2506/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2602\n", + "Epoch 2507/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2602\n", + "Epoch 2508/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.2601\n", + "Epoch 2509/5000\n", + "1/1 [==============================] - 0s 3ms/step - loss: 0.2601\n", + "Epoch 2510/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2600\n", + "Epoch 2511/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2600\n", + "Epoch 2512/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2599\n", + "Epoch 2513/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2599\n", + "Epoch 2514/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2598\n", + "Epoch 2515/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2598\n", + "Epoch 2516/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2597\n", + "Epoch 2517/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2597\n", + "Epoch 2518/5000\n", + "1/1 [==============================] - 0s 997us/step - loss: 0.2596\n", + "Epoch 2519/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2596\n", + "Epoch 2520/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2596\n", + "Epoch 2521/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2595\n", + "Epoch 2522/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2595\n", + "Epoch 2523/5000\n", + "1/1 [==============================] - 0s 997us/step - loss: 0.2594\n", + "Epoch 2524/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2594\n", + "Epoch 2525/5000\n", + "1/1 [==============================] - 0s 997us/step - loss: 0.2593\n", + "Epoch 2526/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.2593\n", + "Epoch 2527/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2592\n", + "Epoch 2528/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2592\n", + "Epoch 2529/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2591\n", + "Epoch 2530/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2591\n", + "Epoch 2531/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2590\n", + "Epoch 2532/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2590\n", + "Epoch 2533/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2590\n", + "Epoch 2534/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2589\n", + "Epoch 2535/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2589\n", + "Epoch 2536/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2588\n", + "Epoch 2537/5000\n", + "1/1 [==============================] - 0s 997us/step - loss: 0.2588\n", + "Epoch 2538/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2587\n", + "Epoch 2539/5000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.2587\n", + "Epoch 2540/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2586\n", + "Epoch 2541/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2586\n", + "Epoch 2542/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2585\n", + "Epoch 2543/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2585\n", + "Epoch 2544/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2584\n", + "Epoch 2545/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2584\n", + "Epoch 2546/5000\n", + "1/1 [==============================] - 0s 996us/step - loss: 0.2584\n", + "Epoch 2547/5000\n", + "1/1 [==============================] - 0s 996us/step - loss: 0.2583\n", + "Epoch 2548/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2583\n", + "Epoch 2549/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.2582\n", + "Epoch 2550/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2582\n", + "Epoch 2551/5000\n", + "1/1 [==============================] - 0s 997us/step - loss: 0.2581\n", + "Epoch 2552/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2581\n", + "Epoch 2553/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2580\n", + "Epoch 2554/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2580\n", + "Epoch 2555/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2579\n", + "Epoch 2556/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2579\n", + "Epoch 2557/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.2579\n", + "Epoch 2558/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2578\n", + "Epoch 2559/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2578\n", + "Epoch 2560/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.2577\n", + "Epoch 2561/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2577\n", + "Epoch 2562/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2576\n", + "Epoch 2563/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2576\n", + "Epoch 2564/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2575\n", + "Epoch 2565/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2575\n", + "Epoch 2566/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2574\n", + "Epoch 2567/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2574\n", + "Epoch 2568/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2574\n", + "Epoch 2569/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.2573\n", + "Epoch 2570/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2573\n", + "Epoch 2571/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2572\n", + "Epoch 2572/5000\n", + "1/1 [==============================] - 0s 980us/step - loss: 0.2572\n", + "Epoch 2573/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2571\n", + "Epoch 2574/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2571\n", + "Epoch 2575/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.2570\n", + "Epoch 2576/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2570\n", + "Epoch 2577/5000\n", + "1/1 [==============================] - 0s 993us/step - loss: 0.2569\n", + "Epoch 2578/5000\n", + "1/1 [==============================] - 0s 997us/step - loss: 0.2569\n", + "Epoch 2579/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.2569\n", + "Epoch 2580/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2568\n", + "Epoch 2581/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2568\n", + "Epoch 2582/5000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.2567\n", + "Epoch 2583/5000\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "1/1 [==============================] - 0s 2ms/step - loss: 0.2567\n", + "Epoch 2584/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2566\n", + "Epoch 2585/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2566\n", + "Epoch 2586/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2565\n", + "Epoch 2587/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.2565\n", + "Epoch 2588/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2565\n", + "Epoch 2589/5000\n", + "1/1 [==============================] - 0s 996us/step - loss: 0.2564\n", + "Epoch 2590/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2564\n", + "Epoch 2591/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2563\n", + "Epoch 2592/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2563\n", + "Epoch 2593/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.2562\n", + "Epoch 2594/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2562\n", + "Epoch 2595/5000\n", + "1/1 [==============================] - 0s 3ms/step - loss: 0.2561\n", + "Epoch 2596/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2561\n", + "Epoch 2597/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2561\n", + "Epoch 2598/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2560\n", + "Epoch 2599/5000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.2560\n", + "Epoch 2600/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2559\n", + "Epoch 2601/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2559\n", + "Epoch 2602/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2558\n", + "Epoch 2603/5000\n", + "1/1 [==============================] - 0s 995us/step - loss: 0.2558\n", + "Epoch 2604/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2557\n", + "Epoch 2605/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2557\n", + "Epoch 2606/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2557\n", + "Epoch 2607/5000\n", + "1/1 [==============================] - 0s 993us/step - loss: 0.2556\n", + "Epoch 2608/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2556\n", + "Epoch 2609/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2555\n", + "Epoch 2610/5000\n", + "1/1 [==============================] - 0s 996us/step - loss: 0.2555\n", + "Epoch 2611/5000\n", + "1/1 [==============================] - 0s 996us/step - loss: 0.2554\n", + "Epoch 2612/5000\n", + "1/1 [==============================] - 0s 996us/step - loss: 0.2554\n", + "Epoch 2613/5000\n", + "1/1 [==============================] - 0s 996us/step - loss: 0.2553\n", + "Epoch 2614/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2553\n", + "Epoch 2615/5000\n", + "1/1 [==============================] - 0s 995us/step - loss: 0.2553\n", + "Epoch 2616/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2552\n", + "Epoch 2617/5000\n", + "1/1 [==============================] - 0s 997us/step - loss: 0.2552\n", + "Epoch 2618/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2551\n", + "Epoch 2619/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2551\n", + "Epoch 2620/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2550\n", + "Epoch 2621/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2550\n", + "Epoch 2622/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2549\n", + "Epoch 2623/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2549\n", + "Epoch 2624/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2549\n", + "Epoch 2625/5000\n", + "1/1 [==============================] - 0s 3ms/step - loss: 0.2548\n", + "Epoch 2626/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2548\n", + "Epoch 2627/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2547\n", + "Epoch 2628/5000\n", + "1/1 [==============================] - 0s 997us/step - loss: 0.2547\n", + "Epoch 2629/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2546\n", + "Epoch 2630/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.2546\n", + "Epoch 2631/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.2545\n", + "Epoch 2632/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2545\n", + "Epoch 2633/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2545\n", + "Epoch 2634/5000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.2544\n", + "Epoch 2635/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2544\n", + "Epoch 2636/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2543\n", + "Epoch 2637/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2543\n", + "Epoch 2638/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2542\n", + "Epoch 2639/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2542\n", + "Epoch 2640/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2542\n", + "Epoch 2641/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2541\n", + "Epoch 2642/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2541\n", + "Epoch 2643/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2540\n", + "Epoch 2644/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2540\n", + "Epoch 2645/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2539\n", + "Epoch 2646/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2539\n", + "Epoch 2647/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2539\n", + "Epoch 2648/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2538\n", + "Epoch 2649/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2538\n", + "Epoch 2650/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2537\n", + "Epoch 2651/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2537\n", + "Epoch 2652/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2536\n", + "Epoch 2653/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2536\n", + "Epoch 2654/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.2535\n", + "Epoch 2655/5000\n", + "1/1 [==============================] - 0s 997us/step - loss: 0.2535\n", + "Epoch 2656/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2535\n", + "Epoch 2657/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2534\n", + "Epoch 2658/5000\n", + "1/1 [==============================] - 0s 997us/step - loss: 0.2534\n", + "Epoch 2659/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2533\n", + "Epoch 2660/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2533\n", + "Epoch 2661/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2532\n", + "Epoch 2662/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2532\n", + "Epoch 2663/5000\n", + "1/1 [==============================] - 0s 997us/step - loss: 0.2532\n", + "Epoch 2664/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2531\n", + "Epoch 2665/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2531\n", + "Epoch 2666/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2530\n", + "Epoch 2667/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.2530\n", + "Epoch 2668/5000\n", + "1/1 [==============================] - 0s 996us/step - loss: 0.2529\n", + "Epoch 2669/5000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.2529\n", + "Epoch 2670/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2529\n", + "Epoch 2671/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2528\n", + "Epoch 2672/5000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.2528\n", + "Epoch 2673/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2527\n", + "Epoch 2674/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2527\n", + "Epoch 2675/5000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.2526\n", + "Epoch 2676/5000\n", + "1/1 [==============================] - 0s 997us/step - loss: 0.2526\n", + "Epoch 2677/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2526\n", + "Epoch 2678/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2525\n", + "Epoch 2679/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.2525\n", + "Epoch 2680/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2524\n", + "Epoch 2681/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2524\n", + "Epoch 2682/5000\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "1/1 [==============================] - 0s 1ms/step - loss: 0.2523\n", + "Epoch 2683/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2523\n", + "Epoch 2684/5000\n", + "1/1 [==============================] - 0s 997us/step - loss: 0.2523\n", + "Epoch 2685/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2522\n", + "Epoch 2686/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2522\n", + "Epoch 2687/5000\n", + "1/1 [==============================] - 0s 995us/step - loss: 0.2521\n", + "Epoch 2688/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2521\n", + "Epoch 2689/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2520\n", + "Epoch 2690/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2520\n", + "Epoch 2691/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2520\n", + "Epoch 2692/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2519\n", + "Epoch 2693/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2519\n", + "Epoch 2694/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2518\n", + "Epoch 2695/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2518\n", + "Epoch 2696/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2517\n", + "Epoch 2697/5000\n", + "1/1 [==============================] - 0s 997us/step - loss: 0.2517\n", + "Epoch 2698/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2517\n", + "Epoch 2699/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2516\n", + "Epoch 2700/5000\n", + "1/1 [==============================] - 0s 995us/step - loss: 0.2516\n", + "Epoch 2701/5000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.2515\n", + "Epoch 2702/5000\n", + "1/1 [==============================] - 0s 994us/step - loss: 0.2515\n", + "Epoch 2703/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.2514\n", + "Epoch 2704/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2514\n", + "Epoch 2705/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2514\n", + "Epoch 2706/5000\n", + "1/1 [==============================] - 0s 997us/step - loss: 0.2513\n", + "Epoch 2707/5000\n", + "1/1 [==============================] - 0s 996us/step - loss: 0.2513\n", + "Epoch 2708/5000\n", + "1/1 [==============================] - 0s 996us/step - loss: 0.2512\n", + "Epoch 2709/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2512\n", + "Epoch 2710/5000\n", + "1/1 [==============================] - 0s 997us/step - loss: 0.2512\n", + "Epoch 2711/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2511\n", + "Epoch 2712/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2511\n", + "Epoch 2713/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2510\n", + "Epoch 2714/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2510\n", + "Epoch 2715/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2509\n", + "Epoch 2716/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2509\n", + "Epoch 2717/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2509\n", + "Epoch 2718/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2508\n", + "Epoch 2719/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2508\n", + "Epoch 2720/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2507\n", + "Epoch 2721/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2507\n", + "Epoch 2722/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2506\n", + "Epoch 2723/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2506\n", + "Epoch 2724/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2506\n", + "Epoch 2725/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2505\n", + "Epoch 2726/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2505\n", + "Epoch 2727/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2504\n", + "Epoch 2728/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2504\n", + "Epoch 2729/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.2504\n", + "Epoch 2730/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2503\n", + "Epoch 2731/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.2503\n", + "Epoch 2732/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2502\n", + "Epoch 2733/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2502\n", + "Epoch 2734/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2501\n", + "Epoch 2735/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2501\n", + "Epoch 2736/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2501\n", + "Epoch 2737/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2500\n", + "Epoch 2738/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2500\n", + "Epoch 2739/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2499\n", + "Epoch 2740/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2499\n", + "Epoch 2741/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2499\n", + "Epoch 2742/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2498\n", + "Epoch 2743/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2498\n", + "Epoch 2744/5000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.2497\n", + "Epoch 2745/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2497\n", + "Epoch 2746/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2496\n", + "Epoch 2747/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2496\n", + "Epoch 2748/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2496\n", + "Epoch 2749/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.2495\n", + "Epoch 2750/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2495\n", + "Epoch 2751/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2494\n", + "Epoch 2752/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2494\n", + "Epoch 2753/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2494\n", + "Epoch 2754/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2493\n", + "Epoch 2755/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2493\n", + "Epoch 2756/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2492\n", + "Epoch 2757/5000\n", + "1/1 [==============================] - 0s 997us/step - loss: 0.2492\n", + "Epoch 2758/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2491\n", + "Epoch 2759/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2491\n", + "Epoch 2760/5000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.2491\n", + "Epoch 2761/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2490\n", + "Epoch 2762/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2490\n", + "Epoch 2763/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2489\n", + "Epoch 2764/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.2489\n", + "Epoch 2765/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2489\n", + "Epoch 2766/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2488\n", + "Epoch 2767/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2488\n", + "Epoch 2768/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.2487\n", + "Epoch 2769/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2487\n", + "Epoch 2770/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2487\n", + "Epoch 2771/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2486\n", + "Epoch 2772/5000\n", + "1/1 [==============================] - 0s 996us/step - loss: 0.2486\n", + "Epoch 2773/5000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.2485\n", + "Epoch 2774/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2485\n", + "Epoch 2775/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2484\n", + "Epoch 2776/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2484\n", + "Epoch 2777/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2484\n", + "Epoch 2778/5000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.2483\n", + "Epoch 2779/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2483\n", + "Epoch 2780/5000\n", + "1/1 [==============================] - 0s 996us/step - loss: 0.2482\n", + "Epoch 2781/5000\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "1/1 [==============================] - 0s 994us/step - loss: 0.2482\n", + "Epoch 2782/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2482\n", + "Epoch 2783/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2481\n", + "Epoch 2784/5000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.2481\n", + "Epoch 2785/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.2480\n", + "Epoch 2786/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2480\n", + "Epoch 2787/5000\n", + "1/1 [==============================] - 0s 997us/step - loss: 0.2480\n", + "Epoch 2788/5000\n", + "1/1 [==============================] - 0s 991us/step - loss: 0.2479\n", + "Epoch 2789/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.2479\n", + "Epoch 2790/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2478\n", + "Epoch 2791/5000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.2478\n", + "Epoch 2792/5000\n", + "1/1 [==============================] - 0s 993us/step - loss: 0.2478\n", + "Epoch 2793/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.2477\n", + "Epoch 2794/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2477\n", + "Epoch 2795/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2476\n", + "Epoch 2796/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2476\n", + "Epoch 2797/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2476\n", + "Epoch 2798/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2475\n", + "Epoch 2799/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2475\n", + "Epoch 2800/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2474\n", + "Epoch 2801/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2474\n", + "Epoch 2802/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2474\n", + "Epoch 2803/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2473\n", + "Epoch 2804/5000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.2473\n", + "Epoch 2805/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.2472\n", + "Epoch 2806/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2472\n", + "Epoch 2807/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2471\n", + "Epoch 2808/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2471\n", + "Epoch 2809/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2471\n", + "Epoch 2810/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.2470\n", + "Epoch 2811/5000\n", + "1/1 [==============================] - 0s 997us/step - loss: 0.2470\n", + "Epoch 2812/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2469\n", + "Epoch 2813/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2469\n", + "Epoch 2814/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2469\n", + "Epoch 2815/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2468\n", + "Epoch 2816/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2468\n", + "Epoch 2817/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.2467\n", + "Epoch 2818/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2467\n", + "Epoch 2819/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.2467\n", + "Epoch 2820/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2466\n", + "Epoch 2821/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2466\n", + "Epoch 2822/5000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.2465\n", + "Epoch 2823/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2465\n", + "Epoch 2824/5000\n", + "1/1 [==============================] - 0s 8ms/step - loss: 0.2465\n", + "Epoch 2825/5000\n", + "1/1 [==============================] - 0s 4ms/step - loss: 0.2464\n", + "Epoch 2826/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2464\n", + "Epoch 2827/5000\n", + "1/1 [==============================] - 0s 997us/step - loss: 0.2463\n", + "Epoch 2828/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2463\n", + "Epoch 2829/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.2463\n", + "Epoch 2830/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2462\n", + "Epoch 2831/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2462\n", + "Epoch 2832/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2461\n", + "Epoch 2833/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2461\n", + "Epoch 2834/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2461\n", + "Epoch 2835/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.2460\n", + "Epoch 2836/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2460\n", + "Epoch 2837/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2459\n", + "Epoch 2838/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2459\n", + "Epoch 2839/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2459\n", + "Epoch 2840/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2458\n", + "Epoch 2841/5000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.2458\n", + "Epoch 2842/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2457\n", + "Epoch 2843/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2457\n", + "Epoch 2844/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2457\n", + "Epoch 2845/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2456\n", + "Epoch 2846/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2456\n", + "Epoch 2847/5000\n", + "1/1 [==============================] - 0s 997us/step - loss: 0.2455\n", + "Epoch 2848/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2455\n", + "Epoch 2849/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2455\n", + "Epoch 2850/5000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.2454\n", + "Epoch 2851/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2454\n", + "Epoch 2852/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2454\n", + "Epoch 2853/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.2453\n", + "Epoch 2854/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2453\n", + "Epoch 2855/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2452\n", + "Epoch 2856/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2452\n", + "Epoch 2857/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2452\n", + "Epoch 2858/5000\n", + "1/1 [==============================] - 0s 3ms/step - loss: 0.2451\n", + "Epoch 2859/5000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.2451\n", + "Epoch 2860/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2450\n", + "Epoch 2861/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2450\n", + "Epoch 2862/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2450\n", + "Epoch 2863/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2449\n", + "Epoch 2864/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2449\n", + "Epoch 2865/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2448\n", + "Epoch 2866/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.2448\n", + "Epoch 2867/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2448\n", + "Epoch 2868/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.2447\n", + "Epoch 2869/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2447\n", + "Epoch 2870/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2446\n", + "Epoch 2871/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.2446\n", + "Epoch 2872/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2446\n", + "Epoch 2873/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2445\n", + "Epoch 2874/5000\n", + "1/1 [==============================] - 0s 997us/step - loss: 0.2445\n", + "Epoch 2875/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2444\n", + "Epoch 2876/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.2444\n", + "Epoch 2877/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2444\n", + "Epoch 2878/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2443\n", + "Epoch 2879/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2443\n", + "Epoch 2880/5000\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "1/1 [==============================] - 0s 999us/step - loss: 0.2443\n", + "Epoch 2881/5000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.2442\n", + "Epoch 2882/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2442\n", + "Epoch 2883/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2441\n", + "Epoch 2884/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2441\n", + "Epoch 2885/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2441\n", + "Epoch 2886/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2440\n", + "Epoch 2887/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2440\n", + "Epoch 2888/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.2439\n", + "Epoch 2889/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2439\n", + "Epoch 2890/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.2439\n", + "Epoch 2891/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2438\n", + "Epoch 2892/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2438\n", + "Epoch 2893/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2437\n", + "Epoch 2894/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2437\n", + "Epoch 2895/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2437\n", + "Epoch 2896/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2436\n", + "Epoch 2897/5000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.2436\n", + "Epoch 2898/5000\n", + "1/1 [==============================] - 0s 997us/step - loss: 0.2436\n", + "Epoch 2899/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2435\n", + "Epoch 2900/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2435\n", + "Epoch 2901/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2434\n", + "Epoch 2902/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.2434\n", + "Epoch 2903/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2434\n", + "Epoch 2904/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2433\n", + "Epoch 2905/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2433\n", + "Epoch 2906/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2432\n", + "Epoch 2907/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2432\n", + "Epoch 2908/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2432\n", + "Epoch 2909/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2431\n", + "Epoch 2910/5000\n", + "1/1 [==============================] - 0s 4ms/step - loss: 0.2431\n", + "Epoch 2911/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2431\n", + "Epoch 2912/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2430\n", + "Epoch 2913/5000\n", + "1/1 [==============================] - 0s 996us/step - loss: 0.2430\n", + "Epoch 2914/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2429\n", + "Epoch 2915/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2429\n", + "Epoch 2916/5000\n", + "1/1 [==============================] - 0s 995us/step - loss: 0.2429\n", + "Epoch 2917/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2428\n", + "Epoch 2918/5000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.2428\n", + "Epoch 2919/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2427\n", + "Epoch 2920/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2427\n", + "Epoch 2921/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2427\n", + "Epoch 2922/5000\n", + "1/1 [==============================] - 0s 997us/step - loss: 0.2426\n", + "Epoch 2923/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2426\n", + "Epoch 2924/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2426\n", + "Epoch 2925/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2425\n", + "Epoch 2926/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2425\n", + "Epoch 2927/5000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.2424\n", + "Epoch 2928/5000\n", + "1/1 [==============================] - 0s 996us/step - loss: 0.2424\n", + "Epoch 2929/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2424\n", + "Epoch 2930/5000\n", + "1/1 [==============================] - 0s 996us/step - loss: 0.2423\n", + "Epoch 2931/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2423\n", + "Epoch 2932/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2422\n", + "Epoch 2933/5000\n", + "1/1 [==============================] - 0s 995us/step - loss: 0.2422\n", + "Epoch 2934/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2422\n", + "Epoch 2935/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.2421\n", + "Epoch 2936/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2421\n", + "Epoch 2937/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2421\n", + "Epoch 2938/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2420\n", + "Epoch 2939/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2420\n", + "Epoch 2940/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2419\n", + "Epoch 2941/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2419\n", + "Epoch 2942/5000\n", + "1/1 [==============================] - 0s 997us/step - loss: 0.2419\n", + "Epoch 2943/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.2418\n", + "Epoch 2944/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2418\n", + "Epoch 2945/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2418\n", + "Epoch 2946/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2417\n", + "Epoch 2947/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2417\n", + "Epoch 2948/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2416\n", + "Epoch 2949/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2416\n", + "Epoch 2950/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2416\n", + "Epoch 2951/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2415\n", + "Epoch 2952/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2415\n", + "Epoch 2953/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2415\n", + "Epoch 2954/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2414\n", + "Epoch 2955/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2414\n", + "Epoch 2956/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2413\n", + "Epoch 2957/5000\n", + "1/1 [==============================] - 0s 995us/step - loss: 0.2413\n", + "Epoch 2958/5000\n", + "1/1 [==============================] - 0s 997us/step - loss: 0.2413\n", + "Epoch 2959/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2412\n", + "Epoch 2960/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2412\n", + "Epoch 2961/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2412\n", + "Epoch 2962/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2411\n", + "Epoch 2963/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2411\n", + "Epoch 2964/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2410\n", + "Epoch 2965/5000\n", + "1/1 [==============================] - 0s 997us/step - loss: 0.2410\n", + "Epoch 2966/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2410\n", + "Epoch 2967/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2409\n", + "Epoch 2968/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2409\n", + "Epoch 2969/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2408\n", + "Epoch 2970/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2408\n", + "Epoch 2971/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2408\n", + "Epoch 2972/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2407\n", + "Epoch 2973/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2407\n", + "Epoch 2974/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2407\n", + "Epoch 2975/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2406\n", + "Epoch 2976/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2406\n", + "Epoch 2977/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2406\n", + "Epoch 2978/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2405\n", + "Epoch 2979/5000\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "1/1 [==============================] - 0s 2ms/step - loss: 0.2405\n", + "Epoch 2980/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2404\n", + "Epoch 2981/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2404\n", + "Epoch 2982/5000\n", + "1/1 [==============================] - 0s 988us/step - loss: 0.2404\n", + "Epoch 2983/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2403\n", + "Epoch 2984/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2403\n", + "Epoch 2985/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2403\n", + "Epoch 2986/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2402\n", + "Epoch 2987/5000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.2402\n", + "Epoch 2988/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2401\n", + "Epoch 2989/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2401\n", + "Epoch 2990/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2401\n", + "Epoch 2991/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2400\n", + "Epoch 2992/5000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.2400\n", + "Epoch 2993/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2400\n", + "Epoch 2994/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.2399\n", + "Epoch 2995/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2399\n", + "Epoch 2996/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2398\n", + "Epoch 2997/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2398\n", + "Epoch 2998/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2398\n", + "Epoch 2999/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2397\n", + "Epoch 3000/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2397\n", + "Epoch 3001/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2397\n", + "Epoch 3002/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2396\n", + "Epoch 3003/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2396\n", + "Epoch 3004/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2395\n", + "Epoch 3005/5000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.2395\n", + "Epoch 3006/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2395\n", + "Epoch 3007/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.2394\n", + "Epoch 3008/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2394\n", + "Epoch 3009/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2394\n", + "Epoch 3010/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2393\n", + "Epoch 3011/5000\n", + "1/1 [==============================] - 0s 3ms/step - loss: 0.2393\n", + "Epoch 3012/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2393\n", + "Epoch 3013/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2392\n", + "Epoch 3014/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2392\n", + "Epoch 3015/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.2391\n", + "Epoch 3016/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2391\n", + "Epoch 3017/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2391\n", + "Epoch 3018/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2390\n", + "Epoch 3019/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2390\n", + "Epoch 3020/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2390\n", + "Epoch 3021/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2389\n", + "Epoch 3022/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2389\n", + "Epoch 3023/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2388\n", + "Epoch 3024/5000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.2388\n", + "Epoch 3025/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2388\n", + "Epoch 3026/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2387\n", + "Epoch 3027/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2387\n", + "Epoch 3028/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2387\n", + "Epoch 3029/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.2386\n", + "Epoch 3030/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2386\n", + "Epoch 3031/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2386\n", + "Epoch 3032/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2385\n", + "Epoch 3033/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2385\n", + "Epoch 3034/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2384\n", + "Epoch 3035/5000\n", + "1/1 [==============================] - 0s 983us/step - loss: 0.2384\n", + "Epoch 3036/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2384\n", + "Epoch 3037/5000\n", + "1/1 [==============================] - 0s 991us/step - loss: 0.2383\n", + "Epoch 3038/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2383\n", + "Epoch 3039/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2383\n", + "Epoch 3040/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2382\n", + "Epoch 3041/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2382\n", + "Epoch 3042/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2382\n", + "Epoch 3043/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.2381\n", + "Epoch 3044/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2381\n", + "Epoch 3045/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2380\n", + "Epoch 3046/5000\n", + "1/1 [==============================] - 0s 997us/step - loss: 0.2380\n", + "Epoch 3047/5000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.2380\n", + "Epoch 3048/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2379\n", + "Epoch 3049/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2379\n", + "Epoch 3050/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.2379\n", + "Epoch 3051/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2378\n", + "Epoch 3052/5000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.2378\n", + "Epoch 3053/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2378\n", + "Epoch 3054/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2377\n", + "Epoch 3055/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2377\n", + "Epoch 3056/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.2377\n", + "Epoch 3057/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2376\n", + "Epoch 3058/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2376\n", + "Epoch 3059/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2375\n", + "Epoch 3060/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2375\n", + "Epoch 3061/5000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.2375\n", + "Epoch 3062/5000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.2374\n", + "Epoch 3063/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2374\n", + "Epoch 3064/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2374\n", + "Epoch 3065/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2373\n", + "Epoch 3066/5000\n", + "1/1 [==============================] - 0s 997us/step - loss: 0.2373\n", + "Epoch 3067/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2373\n", + "Epoch 3068/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2372\n", + "Epoch 3069/5000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.2372\n", + "Epoch 3070/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2371\n", + "Epoch 3071/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2371\n", + "Epoch 3072/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.2371\n", + "Epoch 3073/5000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.2370\n", + "Epoch 3074/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2370\n", + "Epoch 3075/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2370\n", + "Epoch 3076/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2369\n", + "Epoch 3077/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2369\n", + "Epoch 3078/5000\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "1/1 [==============================] - 0s 2ms/step - loss: 0.2369\n", + "Epoch 3079/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2368\n", + "Epoch 3080/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2368\n", + "Epoch 3081/5000\n", + "1/1 [==============================] - 0s 977us/step - loss: 0.2368\n", + "Epoch 3082/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2367\n", + "Epoch 3083/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2367\n", + "Epoch 3084/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2366\n", + "Epoch 3085/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2366\n", + "Epoch 3086/5000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.2366\n", + "Epoch 3087/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2365\n", + "Epoch 3088/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2365\n", + "Epoch 3089/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.2365\n", + "Epoch 3090/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2364\n", + "Epoch 3091/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2364\n", + "Epoch 3092/5000\n", + "1/1 [==============================] - 0s 996us/step - loss: 0.2364\n", + "Epoch 3093/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2363\n", + "Epoch 3094/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2363\n", + "Epoch 3095/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2363\n", + "Epoch 3096/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.2362\n", + "Epoch 3097/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2362\n", + "Epoch 3098/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.2362\n", + "Epoch 3099/5000\n", + "1/1 [==============================] - 0s 996us/step - loss: 0.2361\n", + "Epoch 3100/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2361\n", + "Epoch 3101/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2360\n", + "Epoch 3102/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2360\n", + "Epoch 3103/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2360\n", + "Epoch 3104/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2359\n", + "Epoch 3105/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2359\n", + "Epoch 3106/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2359\n", + "Epoch 3107/5000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.2358\n", + "Epoch 3108/5000\n", + "1/1 [==============================] - 0s 996us/step - loss: 0.2358\n", + "Epoch 3109/5000\n", + "1/1 [==============================] - 0s 996us/step - loss: 0.2358\n", + "Epoch 3110/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2357\n", + "Epoch 3111/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2357\n", + "Epoch 3112/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.2357\n", + "Epoch 3113/5000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.2356\n", + "Epoch 3114/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2356\n", + "Epoch 3115/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.2356\n", + "Epoch 3116/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2355\n", + "Epoch 3117/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2355\n", + "Epoch 3118/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2354\n", + "Epoch 3119/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2354\n", + "Epoch 3120/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2354\n", + "Epoch 3121/5000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.2353\n", + "Epoch 3122/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2353\n", + "Epoch 3123/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2353\n", + "Epoch 3124/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2352\n", + "Epoch 3125/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2352\n", + "Epoch 3126/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2352\n", + "Epoch 3127/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2351\n", + "Epoch 3128/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2351\n", + "Epoch 3129/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2351\n", + "Epoch 3130/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2350\n", + "Epoch 3131/5000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.2350\n", + "Epoch 3132/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2350\n", + "Epoch 3133/5000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.2349\n", + "Epoch 3134/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2349\n", + "Epoch 3135/5000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.2349\n", + "Epoch 3136/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2348\n", + "Epoch 3137/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2348\n", + "Epoch 3138/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2347\n", + "Epoch 3139/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2347\n", + "Epoch 3140/5000\n", + "1/1 [==============================] - 0s 997us/step - loss: 0.2347\n", + "Epoch 3141/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2346\n", + "Epoch 3142/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.2346\n", + "Epoch 3143/5000\n", + "1/1 [==============================] - 0s 997us/step - loss: 0.2346\n", + "Epoch 3144/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2345\n", + "Epoch 3145/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2345\n", + "Epoch 3146/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2345\n", + "Epoch 3147/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2344\n", + "Epoch 3148/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2344\n", + "Epoch 3149/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2344\n", + "Epoch 3150/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2343\n", + "Epoch 3151/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2343\n", + "Epoch 3152/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2343\n", + "Epoch 3153/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2342\n", + "Epoch 3154/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2342\n", + "Epoch 3155/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.2342\n", + "Epoch 3156/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2341\n", + "Epoch 3157/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2341\n", + "Epoch 3158/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.2341\n", + "Epoch 3159/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2340\n", + "Epoch 3160/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2340\n", + "Epoch 3161/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2339\n", + "Epoch 3162/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2339\n", + "Epoch 3163/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2339\n", + "Epoch 3164/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2338\n", + "Epoch 3165/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2338\n", + "Epoch 3166/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2338\n", + "Epoch 3167/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2337\n", + "Epoch 3168/5000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.2337\n", + "Epoch 3169/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2337\n", + "Epoch 3170/5000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.2336\n", + "Epoch 3171/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2336\n", + "Epoch 3172/5000\n", + "1/1 [==============================] - 0s 995us/step - loss: 0.2336\n", + "Epoch 3173/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2335\n", + "Epoch 3174/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2335\n", + "Epoch 3175/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2335\n", + "Epoch 3176/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2334\n", + "Epoch 3177/5000\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "1/1 [==============================] - 0s 2ms/step - loss: 0.2334\n", + "Epoch 3178/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2334\n", + "Epoch 3179/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2333\n", + "Epoch 3180/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2333\n", + "Epoch 3181/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.2333\n", + "Epoch 3182/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2332\n", + "Epoch 3183/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2332\n", + "Epoch 3184/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.2332\n", + "Epoch 3185/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2331\n", + "Epoch 3186/5000\n", + "1/1 [==============================] - 0s 997us/step - loss: 0.2331\n", + "Epoch 3187/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2331\n", + "Epoch 3188/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.2330\n", + "Epoch 3189/5000\n", + "1/1 [==============================] - 0s 996us/step - loss: 0.2330\n", + "Epoch 3190/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.2330\n", + "Epoch 3191/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2329\n", + "Epoch 3192/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2329\n", + "Epoch 3193/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2329\n", + "Epoch 3194/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2328\n", + "Epoch 3195/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2328\n", + "Epoch 3196/5000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.2328\n", + "Epoch 3197/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2327\n", + "Epoch 3198/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2327\n", + "Epoch 3199/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2326\n", + "Epoch 3200/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2326\n", + "Epoch 3201/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.2326\n", + "Epoch 3202/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2325\n", + "Epoch 3203/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.2325\n", + "Epoch 3204/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2325\n", + "Epoch 3205/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2324\n", + "Epoch 3206/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2324\n", + "Epoch 3207/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2324\n", + "Epoch 3208/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2323\n", + "Epoch 3209/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2323\n", + "Epoch 3210/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2323\n", + "Epoch 3211/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.2322\n", + "Epoch 3212/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.2322\n", + "Epoch 3213/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.2322\n", + "Epoch 3214/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2321\n", + "Epoch 3215/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2321\n", + "Epoch 3216/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2321\n", + "Epoch 3217/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2320\n", + "Epoch 3218/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2320\n", + "Epoch 3219/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2320\n", + "Epoch 3220/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2319\n", + "Epoch 3221/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2319\n", + "Epoch 3222/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2319\n", + "Epoch 3223/5000\n", + "1/1 [==============================] - 0s 997us/step - loss: 0.2318\n", + "Epoch 3224/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2318\n", + "Epoch 3225/5000\n", + "1/1 [==============================] - 0s 997us/step - loss: 0.2318\n", + "Epoch 3226/5000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.2317\n", + "Epoch 3227/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2317\n", + "Epoch 3228/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2317\n", + "Epoch 3229/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.2316\n", + "Epoch 3230/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2316\n", + "Epoch 3231/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2316\n", + "Epoch 3232/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.2315\n", + "Epoch 3233/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2315\n", + "Epoch 3234/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2315\n", + "Epoch 3235/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2314\n", + "Epoch 3236/5000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.2314\n", + "Epoch 3237/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2314\n", + "Epoch 3238/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2313\n", + "Epoch 3239/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2313\n", + "Epoch 3240/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2313\n", + "Epoch 3241/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2312\n", + "Epoch 3242/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.2312\n", + "Epoch 3243/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.2312\n", + "Epoch 3244/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2311\n", + "Epoch 3245/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2311\n", + "Epoch 3246/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2311\n", + "Epoch 3247/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2310\n", + "Epoch 3248/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.2310\n", + "Epoch 3249/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.2310\n", + "Epoch 3250/5000\n", + "1/1 [==============================] - 0s 996us/step - loss: 0.2309\n", + "Epoch 3251/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.2309\n", + "Epoch 3252/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2309\n", + "Epoch 3253/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2308\n", + "Epoch 3254/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2308\n", + "Epoch 3255/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2308\n", + "Epoch 3256/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.2307\n", + "Epoch 3257/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2307\n", + "Epoch 3258/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2307\n", + "Epoch 3259/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2306\n", + "Epoch 3260/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2306\n", + "Epoch 3261/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2306\n", + "Epoch 3262/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2305\n", + "Epoch 3263/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2305\n", + "Epoch 3264/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2305\n", + "Epoch 3265/5000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.2304\n", + "Epoch 3266/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2304\n", + "Epoch 3267/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2304\n", + "Epoch 3268/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2303\n", + "Epoch 3269/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.2303\n", + "Epoch 3270/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2303\n", + "Epoch 3271/5000\n", + "1/1 [==============================] - 0s 997us/step - loss: 0.2302\n", + "Epoch 3272/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2302\n", + "Epoch 3273/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2302\n", + "Epoch 3274/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.2301\n", + "Epoch 3275/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2301\n", + "Epoch 3276/5000\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "1/1 [==============================] - 0s 998us/step - loss: 0.2301\n", + "Epoch 3277/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2300\n", + "Epoch 3278/5000\n", + "1/1 [==============================] - 0s 997us/step - loss: 0.2300\n", + "Epoch 3279/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2300\n", + "Epoch 3280/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2299\n", + "Epoch 3281/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2299\n", + "Epoch 3282/5000\n", + "1/1 [==============================] - 0s 997us/step - loss: 0.2299\n", + "Epoch 3283/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.2298\n", + "Epoch 3284/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2298\n", + "Epoch 3285/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2298\n", + "Epoch 3286/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2298\n", + "Epoch 3287/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2297\n", + "Epoch 3288/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2297\n", + "Epoch 3289/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2297\n", + "Epoch 3290/5000\n", + "1/1 [==============================] - 0s 997us/step - loss: 0.2296\n", + "Epoch 3291/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2296\n", + "Epoch 3292/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2296\n", + "Epoch 3293/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2295\n", + "Epoch 3294/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2295\n", + "Epoch 3295/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.2295\n", + "Epoch 3296/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2294\n", + "Epoch 3297/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2294\n", + "Epoch 3298/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2294\n", + "Epoch 3299/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2293\n", + "Epoch 3300/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2293\n", + "Epoch 3301/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2293\n", + "Epoch 3302/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2292\n", + "Epoch 3303/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2292\n", + "Epoch 3304/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2292\n", + "Epoch 3305/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2291\n", + "Epoch 3306/5000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.2291\n", + "Epoch 3307/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2291\n", + "Epoch 3308/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2290\n", + "Epoch 3309/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2290\n", + "Epoch 3310/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2290\n", + "Epoch 3311/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2289\n", + "Epoch 3312/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2289\n", + "Epoch 3313/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2289\n", + "Epoch 3314/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2288\n", + "Epoch 3315/5000\n", + "1/1 [==============================] - 0s 985us/step - loss: 0.2288\n", + "Epoch 3316/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.2288\n", + "Epoch 3317/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2287\n", + "Epoch 3318/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2287\n", + "Epoch 3319/5000\n", + "1/1 [==============================] - 0s 3ms/step - loss: 0.2287\n", + "Epoch 3320/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2286\n", + "Epoch 3321/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2286\n", + "Epoch 3322/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2286\n", + "Epoch 3323/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2285\n", + "Epoch 3324/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2285\n", + "Epoch 3325/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.2285\n", + "Epoch 3326/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2285\n", + "Epoch 3327/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2284\n", + "Epoch 3328/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2284\n", + "Epoch 3329/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2284\n", + "Epoch 3330/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.2283\n", + "Epoch 3331/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2283\n", + "Epoch 3332/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2283\n", + "Epoch 3333/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2282\n", + "Epoch 3334/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2282\n", + "Epoch 3335/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2282\n", + "Epoch 3336/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2281\n", + "Epoch 3337/5000\n", + "1/1 [==============================] - 0s 997us/step - loss: 0.2281\n", + "Epoch 3338/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2281\n", + "Epoch 3339/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2280\n", + "Epoch 3340/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2280\n", + "Epoch 3341/5000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.2280\n", + "Epoch 3342/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2279\n", + "Epoch 3343/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2279\n", + "Epoch 3344/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2279\n", + "Epoch 3345/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2278\n", + "Epoch 3346/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.2278\n", + "Epoch 3347/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2278\n", + "Epoch 3348/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2277\n", + "Epoch 3349/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2277\n", + "Epoch 3350/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2277\n", + "Epoch 3351/5000\n", + "1/1 [==============================] - 0s 997us/step - loss: 0.2277\n", + "Epoch 3352/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2276\n", + "Epoch 3353/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2276\n", + "Epoch 3354/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2276\n", + "Epoch 3355/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2275\n", + "Epoch 3356/5000\n", + "1/1 [==============================] - 0s 996us/step - loss: 0.2275\n", + "Epoch 3357/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.2275\n", + "Epoch 3358/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2274\n", + "Epoch 3359/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2274\n", + "Epoch 3360/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2274\n", + "Epoch 3361/5000\n", + "1/1 [==============================] - 0s 997us/step - loss: 0.2273\n", + "Epoch 3362/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2273\n", + "Epoch 3363/5000\n", + "1/1 [==============================] - 0s 997us/step - loss: 0.2273\n", + "Epoch 3364/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2272\n", + "Epoch 3365/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.2272\n", + "Epoch 3366/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2272\n", + "Epoch 3367/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.2271\n", + "Epoch 3368/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2271\n", + "Epoch 3369/5000\n", + "1/1 [==============================] - 0s 996us/step - loss: 0.2271\n", + "Epoch 3370/5000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.2270\n", + "Epoch 3371/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2270\n", + "Epoch 3372/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2270\n", + "Epoch 3373/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2270\n", + "Epoch 3374/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2269\n", + "Epoch 3375/5000\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "1/1 [==============================] - 0s 999us/step - loss: 0.2269\n", + "Epoch 3376/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2269\n", + "Epoch 3377/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2268\n", + "Epoch 3378/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.2268\n", + "Epoch 3379/5000\n", + "1/1 [==============================] - 0s 997us/step - loss: 0.2268\n", + "Epoch 3380/5000\n", + "1/1 [==============================] - 0s 997us/step - loss: 0.2267\n", + "Epoch 3381/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.2267\n", + "Epoch 3382/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2267\n", + "Epoch 3383/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2266\n", + "Epoch 3384/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2266\n", + "Epoch 3385/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.2266\n", + "Epoch 3386/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2265\n", + "Epoch 3387/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2265\n", + "Epoch 3388/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2265\n", + "Epoch 3389/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2265\n", + "Epoch 3390/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2264\n", + "Epoch 3391/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2264\n", + "Epoch 3392/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2264\n", + "Epoch 3393/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2263\n", + "Epoch 3394/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2263\n", + "Epoch 3395/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.2263\n", + "Epoch 3396/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2262\n", + "Epoch 3397/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2262\n", + "Epoch 3398/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2262\n", + "Epoch 3399/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2261\n", + "Epoch 3400/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2261\n", + "Epoch 3401/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2261\n", + "Epoch 3402/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2260\n", + "Epoch 3403/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2260\n", + "Epoch 3404/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.2260\n", + "Epoch 3405/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2260\n", + "Epoch 3406/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2259\n", + "Epoch 3407/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2259\n", + "Epoch 3408/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.2259\n", + "Epoch 3409/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2258\n", + "Epoch 3410/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2258\n", + "Epoch 3411/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2258\n", + "Epoch 3412/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2257\n", + "Epoch 3413/5000\n", + "1/1 [==============================] - 0s 996us/step - loss: 0.2257\n", + "Epoch 3414/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2257\n", + "Epoch 3415/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2256\n", + "Epoch 3416/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.2256\n", + "Epoch 3417/5000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.2256\n", + "Epoch 3418/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2255\n", + "Epoch 3419/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2255\n", + "Epoch 3420/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.2255\n", + "Epoch 3421/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2255\n", + "Epoch 3422/5000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.2254\n", + "Epoch 3423/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2254\n", + "Epoch 3424/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2254\n", + "Epoch 3425/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2253\n", + "Epoch 3426/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2253\n", + "Epoch 3427/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2253\n", + "Epoch 3428/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2252\n", + "Epoch 3429/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2252\n", + "Epoch 3430/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2252\n", + "Epoch 3431/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2251\n", + "Epoch 3432/5000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.2251\n", + "Epoch 3433/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2251\n", + "Epoch 3434/5000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.2251\n", + "Epoch 3435/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.2250\n", + "Epoch 3436/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2250\n", + "Epoch 3437/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2250\n", + "Epoch 3438/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2249\n", + "Epoch 3439/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2249\n", + "Epoch 3440/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2249\n", + "Epoch 3441/5000\n", + "1/1 [==============================] - 0s 997us/step - loss: 0.2248\n", + "Epoch 3442/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2248\n", + "Epoch 3443/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2248\n", + "Epoch 3444/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2247\n", + "Epoch 3445/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2247\n", + "Epoch 3446/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2247\n", + "Epoch 3447/5000\n", + "1/1 [==============================] - 0s 5ms/step - loss: 0.2247\n", + "Epoch 3448/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2246\n", + "Epoch 3449/5000\n", + "1/1 [==============================] - 0s 988us/step - loss: 0.2246\n", + "Epoch 3450/5000\n", + "1/1 [==============================] - 0s 3ms/step - loss: 0.2246\n", + "Epoch 3451/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2245\n", + "Epoch 3452/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2245\n", + "Epoch 3453/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2245\n", + "Epoch 3454/5000\n", + "1/1 [==============================] - 0s 996us/step - loss: 0.2244\n", + "Epoch 3455/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2244\n", + "Epoch 3456/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2244\n", + "Epoch 3457/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2243\n", + "Epoch 3458/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2243\n", + "Epoch 3459/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.2243\n", + "Epoch 3460/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2243\n", + "Epoch 3461/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2242\n", + "Epoch 3462/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2242\n", + "Epoch 3463/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2242\n", + "Epoch 3464/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2241\n", + "Epoch 3465/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2241\n", + "Epoch 3466/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2241\n", + "Epoch 3467/5000\n", + "1/1 [==============================] - 0s 997us/step - loss: 0.2240\n", + "Epoch 3468/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2240\n", + "Epoch 3469/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2240\n", + "Epoch 3470/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2240\n", + "Epoch 3471/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2239\n", + "Epoch 3472/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2239\n", + "Epoch 3473/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2239\n", + "Epoch 3474/5000\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "1/1 [==============================] - 0s 2ms/step - loss: 0.2238\n", + "Epoch 3475/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.2238\n", + "Epoch 3476/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.2238\n", + "Epoch 3477/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2237\n", + "Epoch 3478/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2237\n", + "Epoch 3479/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2237\n", + "Epoch 3480/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.2236\n", + "Epoch 3481/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2236\n", + "Epoch 3482/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2236\n", + "Epoch 3483/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2236\n", + "Epoch 3484/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2235\n", + "Epoch 3485/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2235\n", + "Epoch 3486/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2235\n", + "Epoch 3487/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2234\n", + "Epoch 3488/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.2234\n", + "Epoch 3489/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2234\n", + "Epoch 3490/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2233\n", + "Epoch 3491/5000\n", + "1/1 [==============================] - 0s 997us/step - loss: 0.2233\n", + "Epoch 3492/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.2233\n", + "Epoch 3493/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2233\n", + "Epoch 3494/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2232\n", + "Epoch 3495/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2232\n", + "Epoch 3496/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2232\n", + "Epoch 3497/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2231\n", + "Epoch 3498/5000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.2231\n", + "Epoch 3499/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2231\n", + "Epoch 3500/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2230\n", + "Epoch 3501/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2230\n", + "Epoch 3502/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2230\n", + "Epoch 3503/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2230\n", + "Epoch 3504/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.2229\n", + "Epoch 3505/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2229\n", + "Epoch 3506/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.2229\n", + "Epoch 3507/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2228\n", + "Epoch 3508/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.2228\n", + "Epoch 3509/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2228\n", + "Epoch 3510/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2227\n", + "Epoch 3511/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.2227\n", + "Epoch 3512/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2227\n", + "Epoch 3513/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2227\n", + "Epoch 3514/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2226\n", + "Epoch 3515/5000\n", + "1/1 [==============================] - 0s 997us/step - loss: 0.2226\n", + "Epoch 3516/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2226\n", + "Epoch 3517/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2225\n", + "Epoch 3518/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2225\n", + "Epoch 3519/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.2225\n", + "Epoch 3520/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.2224\n", + "Epoch 3521/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2224\n", + "Epoch 3522/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2224\n", + "Epoch 3523/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2224\n", + "Epoch 3524/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2223\n", + "Epoch 3525/5000\n", + "1/1 [==============================] - 0s 997us/step - loss: 0.2223\n", + "Epoch 3526/5000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.2223\n", + "Epoch 3527/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.2222\n", + "Epoch 3528/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2222\n", + "Epoch 3529/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2222\n", + "Epoch 3530/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2222\n", + "Epoch 3531/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2221\n", + "Epoch 3532/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2221\n", + "Epoch 3533/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2221\n", + "Epoch 3534/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2220\n", + "Epoch 3535/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.2220\n", + "Epoch 3536/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2220\n", + "Epoch 3537/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2219\n", + "Epoch 3538/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.2219\n", + "Epoch 3539/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2219\n", + "Epoch 3540/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2219\n", + "Epoch 3541/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2218\n", + "Epoch 3542/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2218\n", + "Epoch 3543/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2218\n", + "Epoch 3544/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2217\n", + "Epoch 3545/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.2217\n", + "Epoch 3546/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2217\n", + "Epoch 3547/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2216\n", + "Epoch 3548/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2216\n", + "Epoch 3549/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2216\n", + "Epoch 3550/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2216\n", + "Epoch 3551/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2215\n", + "Epoch 3552/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2215\n", + "Epoch 3553/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2215\n", + "Epoch 3554/5000\n", + "1/1 [==============================] - 0s 997us/step - loss: 0.2214\n", + "Epoch 3555/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2214\n", + "Epoch 3556/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2214\n", + "Epoch 3557/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2214\n", + "Epoch 3558/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2213\n", + "Epoch 3559/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2213\n", + "Epoch 3560/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.2213\n", + "Epoch 3561/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.2212\n", + "Epoch 3562/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2212\n", + "Epoch 3563/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2212\n", + "Epoch 3564/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2211\n", + "Epoch 3565/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2211\n", + "Epoch 3566/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2211\n", + "Epoch 3567/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2211\n", + "Epoch 3568/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2210\n", + "Epoch 3569/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.2210\n", + "Epoch 3570/5000\n", + "1/1 [==============================] - 0s 996us/step - loss: 0.2210\n", + "Epoch 3571/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2209\n", + "Epoch 3572/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2209\n", + "Epoch 3573/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.2209\n", + "Epoch 3574/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2209\n", + "Epoch 3575/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2208\n", + "Epoch 3576/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2208\n", + "Epoch 3577/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2208\n", + "Epoch 3578/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2207\n", + "Epoch 3579/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2207\n", + "Epoch 3580/5000\n", + "1/1 [==============================] - 0s 997us/step - loss: 0.2207\n", + "Epoch 3581/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2207\n", + "Epoch 3582/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2206\n", + "Epoch 3583/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2206\n", + "Epoch 3584/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2206\n", + "Epoch 3585/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2205\n", + "Epoch 3586/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2205\n", + "Epoch 3587/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2205\n", + "Epoch 3588/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2204\n", + "Epoch 3589/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.2204\n", + "Epoch 3590/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2204\n", + "Epoch 3591/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2204\n", + "Epoch 3592/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2203\n", + "Epoch 3593/5000\n", + "1/1 [==============================] - 0s 3ms/step - loss: 0.2203\n", + "Epoch 3594/5000\n", + "1/1 [==============================] - 0s 997us/step - loss: 0.2203\n", + "Epoch 3595/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2202\n", + "Epoch 3596/5000\n", + "1/1 [==============================] - 0s 997us/step - loss: 0.2202\n", + "Epoch 3597/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.2202\n", + "Epoch 3598/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2202\n", + "Epoch 3599/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.2201\n", + "Epoch 3600/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2201\n", + "Epoch 3601/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2201\n", + "Epoch 3602/5000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.2200\n", + "Epoch 3603/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2200\n", + "Epoch 3604/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2200\n", + "Epoch 3605/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2200\n", + "Epoch 3606/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2199\n", + "Epoch 3607/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2199\n", + "Epoch 3608/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2199\n", + "Epoch 3609/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2198\n", + "Epoch 3610/5000\n", + "1/1 [==============================] - 0s 997us/step - loss: 0.2198\n", + "Epoch 3611/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2198\n", + "Epoch 3612/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2198\n", + "Epoch 3613/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2197\n", + "Epoch 3614/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2197\n", + "Epoch 3615/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2197\n", + "Epoch 3616/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.2196\n", + "Epoch 3617/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2196\n", + "Epoch 3618/5000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.2196\n", + "Epoch 3619/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2196\n", + "Epoch 3620/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2195\n", + "Epoch 3621/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2195\n", + "Epoch 3622/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2195\n", + "Epoch 3623/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2194\n", + "Epoch 3624/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2194\n", + "Epoch 3625/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2194\n", + "Epoch 3626/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2194\n", + "Epoch 3627/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2193\n", + "Epoch 3628/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2193\n", + "Epoch 3629/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.2193\n", + "Epoch 3630/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2192\n", + "Epoch 3631/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2192\n", + "Epoch 3632/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2192\n", + "Epoch 3633/5000\n", + "1/1 [==============================] - 0s 997us/step - loss: 0.2192\n", + "Epoch 3634/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2191\n", + "Epoch 3635/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2191\n", + "Epoch 3636/5000\n", + "1/1 [==============================] - 0s 997us/step - loss: 0.2191\n", + "Epoch 3637/5000\n", + "1/1 [==============================] - 0s 997us/step - loss: 0.2190\n", + "Epoch 3638/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2190\n", + "Epoch 3639/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2190\n", + "Epoch 3640/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.2190\n", + "Epoch 3641/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2189\n", + "Epoch 3642/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2189\n", + "Epoch 3643/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2189\n", + "Epoch 3644/5000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.2188\n", + "Epoch 3645/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2188\n", + "Epoch 3646/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2188\n", + "Epoch 3647/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2188\n", + "Epoch 3648/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2187\n", + "Epoch 3649/5000\n", + "1/1 [==============================] - 0s 990us/step - loss: 0.2187\n", + "Epoch 3650/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2187\n", + "Epoch 3651/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2186\n", + "Epoch 3652/5000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.2186\n", + "Epoch 3653/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2186\n", + "Epoch 3654/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2186\n", + "Epoch 3655/5000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.2185\n", + "Epoch 3656/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2185\n", + "Epoch 3657/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.2185\n", + "Epoch 3658/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2184\n", + "Epoch 3659/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.2184\n", + "Epoch 3660/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.2184\n", + "Epoch 3661/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2184\n", + "Epoch 3662/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2183\n", + "Epoch 3663/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2183\n", + "Epoch 3664/5000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.2183\n", + "Epoch 3665/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2182\n", + "Epoch 3666/5000\n", + "1/1 [==============================] - 0s 997us/step - loss: 0.2182\n", + "Epoch 3667/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2182\n", + "Epoch 3668/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.2182\n", + "Epoch 3669/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2181\n", + "Epoch 3670/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2181\n", + "Epoch 3671/5000\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "1/1 [==============================] - 0s 999us/step - loss: 0.2181\n", + "Epoch 3672/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2181\n", + "Epoch 3673/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2180\n", + "Epoch 3674/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2180\n", + "Epoch 3675/5000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.2180\n", + "Epoch 3676/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2179\n", + "Epoch 3677/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2179\n", + "Epoch 3678/5000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.2179\n", + "Epoch 3679/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2179\n", + "Epoch 3680/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2178\n", + "Epoch 3681/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2178\n", + "Epoch 3682/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2178\n", + "Epoch 3683/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.2177\n", + "Epoch 3684/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2177\n", + "Epoch 3685/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2177\n", + "Epoch 3686/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.2177\n", + "Epoch 3687/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2176\n", + "Epoch 3688/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2176\n", + "Epoch 3689/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2176\n", + "Epoch 3690/5000\n", + "1/1 [==============================] - 0s 997us/step - loss: 0.2175\n", + "Epoch 3691/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2175\n", + "Epoch 3692/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2175\n", + "Epoch 3693/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2175\n", + "Epoch 3694/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2174\n", + "Epoch 3695/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2174\n", + "Epoch 3696/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2174\n", + "Epoch 3697/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2174\n", + "Epoch 3698/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2173\n", + "Epoch 3699/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2173\n", + "Epoch 3700/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.2173\n", + "Epoch 3701/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2172\n", + "Epoch 3702/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2172\n", + "Epoch 3703/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.2172\n", + "Epoch 3704/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2172\n", + "Epoch 3705/5000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.2171\n", + "Epoch 3706/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2171\n", + "Epoch 3707/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2171\n", + "Epoch 3708/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2170\n", + "Epoch 3709/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2170\n", + "Epoch 3710/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2170\n", + "Epoch 3711/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2170\n", + "Epoch 3712/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2169\n", + "Epoch 3713/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2169\n", + "Epoch 3714/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2169\n", + "Epoch 3715/5000\n", + "1/1 [==============================] - 0s 995us/step - loss: 0.2169\n", + "Epoch 3716/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2168\n", + "Epoch 3717/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2168\n", + "Epoch 3718/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.2168\n", + "Epoch 3719/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2167\n", + "Epoch 3720/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.2167\n", + "Epoch 3721/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2167\n", + "Epoch 3722/5000\n", + "1/1 [==============================] - 0s 4ms/step - loss: 0.2167\n", + "Epoch 3723/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2166\n", + "Epoch 3724/5000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.2166\n", + "Epoch 3725/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2166\n", + "Epoch 3726/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2166\n", + "Epoch 3727/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2165\n", + "Epoch 3728/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2165\n", + "Epoch 3729/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2165\n", + "Epoch 3730/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2164\n", + "Epoch 3731/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.2164\n", + "Epoch 3732/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2164\n", + "Epoch 3733/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2164\n", + "Epoch 3734/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2163\n", + "Epoch 3735/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2163\n", + "Epoch 3736/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2163\n", + "Epoch 3737/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2162\n", + "Epoch 3738/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2162\n", + "Epoch 3739/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2162\n", + "Epoch 3740/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2162\n", + "Epoch 3741/5000\n", + "1/1 [==============================] - 0s 996us/step - loss: 0.2161\n", + "Epoch 3742/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2161\n", + "Epoch 3743/5000\n", + "1/1 [==============================] - 0s 997us/step - loss: 0.2161\n", + "Epoch 3744/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2161\n", + "Epoch 3745/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.2160\n", + "Epoch 3746/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2160\n", + "Epoch 3747/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2160\n", + "Epoch 3748/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2159\n", + "Epoch 3749/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2159\n", + "Epoch 3750/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2159\n", + "Epoch 3751/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2159\n", + "Epoch 3752/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2158\n", + "Epoch 3753/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2158\n", + "Epoch 3754/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.2158\n", + "Epoch 3755/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2158\n", + "Epoch 3756/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2157\n", + "Epoch 3757/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.2157\n", + "Epoch 3758/5000\n", + "1/1 [==============================] - 0s 995us/step - loss: 0.2157\n", + "Epoch 3759/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2156\n", + "Epoch 3760/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2156\n", + "Epoch 3761/5000\n", + "1/1 [==============================] - 0s 997us/step - loss: 0.2156\n", + "Epoch 3762/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2156\n", + "Epoch 3763/5000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.2155\n", + "Epoch 3764/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2155\n", + "Epoch 3765/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2155\n", + "Epoch 3766/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2155\n", + "Epoch 3767/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2154\n", + "Epoch 3768/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2154\n", + "Epoch 3769/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2154\n", + "Epoch 3770/5000\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "1/1 [==============================] - 0s 2ms/step - loss: 0.2153\n", + "Epoch 3771/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2153\n", + "Epoch 3772/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2153\n", + "Epoch 3773/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2153\n", + "Epoch 3774/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2152\n", + "Epoch 3775/5000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.2152\n", + "Epoch 3776/5000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.2152\n", + "Epoch 3777/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2152\n", + "Epoch 3778/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2151\n", + "Epoch 3779/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2151\n", + "Epoch 3780/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2151\n", + "Epoch 3781/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2151\n", + "Epoch 3782/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2150\n", + "Epoch 3783/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2150\n", + "Epoch 3784/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.2150\n", + "Epoch 3785/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2149\n", + "Epoch 3786/5000\n", + "1/1 [==============================] - 0s 997us/step - loss: 0.2149\n", + "Epoch 3787/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2149\n", + "Epoch 3788/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2149\n", + "Epoch 3789/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2148\n", + "Epoch 3790/5000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.2148\n", + "Epoch 3791/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2148\n", + "Epoch 3792/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2148\n", + "Epoch 3793/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2147\n", + "Epoch 3794/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2147\n", + "Epoch 3795/5000\n", + "1/1 [==============================] - 0s 997us/step - loss: 0.2147\n", + "Epoch 3796/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2146\n", + "Epoch 3797/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2146\n", + "Epoch 3798/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.2146\n", + "Epoch 3799/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2146\n", + "Epoch 3800/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2145\n", + "Epoch 3801/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2145\n", + "Epoch 3802/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2145\n", + "Epoch 3803/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2145\n", + "Epoch 3804/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2144\n", + "Epoch 3805/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2144\n", + "Epoch 3806/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.2144\n", + "Epoch 3807/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2144\n", + "Epoch 3808/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2143\n", + "Epoch 3809/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2143\n", + "Epoch 3810/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2143\n", + "Epoch 3811/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2142\n", + "Epoch 3812/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2142\n", + "Epoch 3813/5000\n", + "1/1 [==============================] - 0s 997us/step - loss: 0.2142\n", + "Epoch 3814/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2142\n", + "Epoch 3815/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.2141\n", + "Epoch 3816/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2141\n", + "Epoch 3817/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2141\n", + "Epoch 3818/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2141\n", + "Epoch 3819/5000\n", + "1/1 [==============================] - 0s 997us/step - loss: 0.2140\n", + "Epoch 3820/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2140\n", + "Epoch 3821/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2140\n", + "Epoch 3822/5000\n", + "1/1 [==============================] - 0s 997us/step - loss: 0.2140\n", + "Epoch 3823/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2139\n", + "Epoch 3824/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.2139\n", + "Epoch 3825/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2139\n", + "Epoch 3826/5000\n", + "1/1 [==============================] - 0s 996us/step - loss: 0.2138\n", + "Epoch 3827/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2138\n", + "Epoch 3828/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2138\n", + "Epoch 3829/5000\n", + "1/1 [==============================] - 0s 997us/step - loss: 0.2138\n", + "Epoch 3830/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2137\n", + "Epoch 3831/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.2137\n", + "Epoch 3832/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2137\n", + "Epoch 3833/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2137\n", + "Epoch 3834/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.2136\n", + "Epoch 3835/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2136\n", + "Epoch 3836/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2136\n", + "Epoch 3837/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2136\n", + "Epoch 3838/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2135\n", + "Epoch 3839/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2135\n", + "Epoch 3840/5000\n", + "1/1 [==============================] - 0s 996us/step - loss: 0.2135\n", + "Epoch 3841/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2135\n", + "Epoch 3842/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2134\n", + "Epoch 3843/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2134\n", + "Epoch 3844/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2134\n", + "Epoch 3845/5000\n", + "1/1 [==============================] - 0s 997us/step - loss: 0.2133\n", + "Epoch 3846/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2133\n", + "Epoch 3847/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2133\n", + "Epoch 3848/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2133\n", + "Epoch 3849/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2132\n", + "Epoch 3850/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2132\n", + "Epoch 3851/5000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.2132\n", + "Epoch 3852/5000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.2132\n", + "Epoch 3853/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2131\n", + "Epoch 3854/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2131\n", + "Epoch 3855/5000\n", + "1/1 [==============================] - 0s 997us/step - loss: 0.2131\n", + "Epoch 3856/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2131\n", + "Epoch 3857/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.2130\n", + "Epoch 3858/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2130\n", + "Epoch 3859/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2130\n", + "Epoch 3860/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.2130\n", + "Epoch 3861/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2129\n", + "Epoch 3862/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2129\n", + "Epoch 3863/5000\n", + "1/1 [==============================] - 0s 997us/step - loss: 0.2129\n", + "Epoch 3864/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.2128\n", + "Epoch 3865/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2128\n", + "Epoch 3866/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2128\n", + "Epoch 3867/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.2128\n", + "Epoch 3868/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2127\n", + "Epoch 3869/5000\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "1/1 [==============================] - 0s 999us/step - loss: 0.2127\n", + "Epoch 3870/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.2127\n", + "Epoch 3871/5000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.2127\n", + "Epoch 3872/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2126\n", + "Epoch 3873/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2126\n", + "Epoch 3874/5000\n", + "1/1 [==============================] - 0s 996us/step - loss: 0.2126\n", + "Epoch 3875/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2126\n", + "Epoch 3876/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2125\n", + "Epoch 3877/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2125\n", + "Epoch 3878/5000\n", + "1/1 [==============================] - 0s 996us/step - loss: 0.2125\n", + "Epoch 3879/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.2125\n", + "Epoch 3880/5000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.2124\n", + "Epoch 3881/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2124\n", + "Epoch 3882/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2124\n", + "Epoch 3883/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2124\n", + "Epoch 3884/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.2123\n", + "Epoch 3885/5000\n", + "1/1 [==============================] - 0s 997us/step - loss: 0.2123\n", + "Epoch 3886/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2123\n", + "Epoch 3887/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2122\n", + "Epoch 3888/5000\n", + "1/1 [==============================] - 0s 996us/step - loss: 0.2122\n", + "Epoch 3889/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.2122\n", + "Epoch 3890/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2122\n", + "Epoch 3891/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2121\n", + "Epoch 3892/5000\n", + "1/1 [==============================] - 0s 997us/step - loss: 0.2121\n", + "Epoch 3893/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2121\n", + "Epoch 3894/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2121\n", + "Epoch 3895/5000\n", + "1/1 [==============================] - 0s 997us/step - loss: 0.2120\n", + "Epoch 3896/5000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.2120\n", + "Epoch 3897/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2120\n", + "Epoch 3898/5000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.2120\n", + "Epoch 3899/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2119\n", + "Epoch 3900/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2119\n", + "Epoch 3901/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2119\n", + "Epoch 3902/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2119\n", + "Epoch 3903/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2118\n", + "Epoch 3904/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2118\n", + "Epoch 3905/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2118\n", + "Epoch 3906/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2118\n", + "Epoch 3907/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2117\n", + "Epoch 3908/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2117\n", + "Epoch 3909/5000\n", + "1/1 [==============================] - 0s 997us/step - loss: 0.2117\n", + "Epoch 3910/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.2117\n", + "Epoch 3911/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2116\n", + "Epoch 3912/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.2116\n", + "Epoch 3913/5000\n", + "1/1 [==============================] - 0s 997us/step - loss: 0.2116\n", + "Epoch 3914/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2116\n", + "Epoch 3915/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2115\n", + "Epoch 3916/5000\n", + "1/1 [==============================] - 0s 997us/step - loss: 0.2115\n", + "Epoch 3917/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2115\n", + "Epoch 3918/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2114\n", + "Epoch 3919/5000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.2114\n", + "Epoch 3920/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2114\n", + "Epoch 3921/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2114\n", + "Epoch 3922/5000\n", + "1/1 [==============================] - 0s 993us/step - loss: 0.2113\n", + "Epoch 3923/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2113\n", + "Epoch 3924/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2113\n", + "Epoch 3925/5000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.2113\n", + "Epoch 3926/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.2112\n", + "Epoch 3927/5000\n", + "1/1 [==============================] - 0s 3ms/step - loss: 0.2112\n", + "Epoch 3928/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2112\n", + "Epoch 3929/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2112\n", + "Epoch 3930/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2111\n", + "Epoch 3931/5000\n", + "1/1 [==============================] - 0s 992us/step - loss: 0.2111\n", + "Epoch 3932/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2111\n", + "Epoch 3933/5000\n", + "1/1 [==============================] - 0s 997us/step - loss: 0.2111\n", + "Epoch 3934/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2110\n", + "Epoch 3935/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2110\n", + "Epoch 3936/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2110\n", + "Epoch 3937/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2110\n", + "Epoch 3938/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2109\n", + "Epoch 3939/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2109\n", + "Epoch 3940/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2109\n", + "Epoch 3941/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2109\n", + "Epoch 3942/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.2108\n", + "Epoch 3943/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2108\n", + "Epoch 3944/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.2108\n", + "Epoch 3945/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2108\n", + "Epoch 3946/5000\n", + "1/1 [==============================] - 0s 996us/step - loss: 0.2107\n", + "Epoch 3947/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2107\n", + "Epoch 3948/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2107\n", + "Epoch 3949/5000\n", + "1/1 [==============================] - 0s 990us/step - loss: 0.2107\n", + "Epoch 3950/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.2106\n", + "Epoch 3951/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.2106\n", + "Epoch 3952/5000\n", + "1/1 [==============================] - 0s 996us/step - loss: 0.2106\n", + "Epoch 3953/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2106\n", + "Epoch 3954/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2105\n", + "Epoch 3955/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2105\n", + "Epoch 3956/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2105\n", + "Epoch 3957/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2105\n", + "Epoch 3958/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.2104\n", + "Epoch 3959/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2104\n", + "Epoch 3960/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2104\n", + "Epoch 3961/5000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.2104\n", + "Epoch 3962/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2103\n", + "Epoch 3963/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2103\n", + "Epoch 3964/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2103\n", + "Epoch 3965/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2103\n", + "Epoch 3966/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2102\n", + "Epoch 3967/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2102\n", + "Epoch 3968/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2102\n", + "Epoch 3969/5000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.2102\n", + "Epoch 3970/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2101\n", + "Epoch 3971/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2101\n", + "Epoch 3972/5000\n", + "1/1 [==============================] - 0s 997us/step - loss: 0.2101\n", + "Epoch 3973/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2101\n", + "Epoch 3974/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2100\n", + "Epoch 3975/5000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.2100\n", + "Epoch 3976/5000\n", + "1/1 [==============================] - 0s 996us/step - loss: 0.2100\n", + "Epoch 3977/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2100\n", + "Epoch 3978/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.2099\n", + "Epoch 3979/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.2099\n", + "Epoch 3980/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2099\n", + "Epoch 3981/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2099\n", + "Epoch 3982/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2098\n", + "Epoch 3983/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2098\n", + "Epoch 3984/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2098\n", + "Epoch 3985/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2098\n", + "Epoch 3986/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2097\n", + "Epoch 3987/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2097\n", + "Epoch 3988/5000\n", + "1/1 [==============================] - 0s 990us/step - loss: 0.2097\n", + "Epoch 3989/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2097\n", + "Epoch 3990/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2096\n", + "Epoch 3991/5000\n", + "1/1 [==============================] - 0s 997us/step - loss: 0.2096\n", + "Epoch 3992/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2096\n", + "Epoch 3993/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2096\n", + "Epoch 3994/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2095\n", + "Epoch 3995/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.2095\n", + "Epoch 3996/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.2095\n", + "Epoch 3997/5000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.2095\n", + "Epoch 3998/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.2094\n", + "Epoch 3999/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.2094\n", + "Epoch 4000/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.2094\n", + "Epoch 4001/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.2094\n", + "Epoch 4002/5000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.2093\n", + "Epoch 4003/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2093\n", + "Epoch 4004/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2093\n", + "Epoch 4005/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2093\n", + "Epoch 4006/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2092\n", + "Epoch 4007/5000\n", + "1/1 [==============================] - 0s 997us/step - loss: 0.2092\n", + "Epoch 4008/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2092\n", + "Epoch 4009/5000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.2092\n", + "Epoch 4010/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2091\n", + "Epoch 4011/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2091\n", + "Epoch 4012/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.2091\n", + "Epoch 4013/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2091\n", + "Epoch 4014/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2090\n", + "Epoch 4015/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2090\n", + "Epoch 4016/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2090\n", + "Epoch 4017/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2090\n", + "Epoch 4018/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2089\n", + "Epoch 4019/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2089\n", + "Epoch 4020/5000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.2089\n", + "Epoch 4021/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2089\n", + "Epoch 4022/5000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.2088\n", + "Epoch 4023/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2088\n", + "Epoch 4024/5000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.2088\n", + "Epoch 4025/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2088\n", + "Epoch 4026/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2087\n", + "Epoch 4027/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2087\n", + "Epoch 4028/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2087\n", + "Epoch 4029/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2087\n", + "Epoch 4030/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2086\n", + "Epoch 4031/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2086\n", + "Epoch 4032/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2086\n", + "Epoch 4033/5000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.2086\n", + "Epoch 4034/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2085\n", + "Epoch 4035/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2085\n", + "Epoch 4036/5000\n", + "1/1 [==============================] - 0s 997us/step - loss: 0.2085\n", + "Epoch 4037/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2085\n", + "Epoch 4038/5000\n", + "1/1 [==============================] - 0s 997us/step - loss: 0.2084\n", + "Epoch 4039/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2084\n", + "Epoch 4040/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.2084\n", + "Epoch 4041/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2084\n", + "Epoch 4042/5000\n", + "1/1 [==============================] - 0s 994us/step - loss: 0.2083\n", + "Epoch 4043/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.2083\n", + "Epoch 4044/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2083\n", + "Epoch 4045/5000\n", + "1/1 [==============================] - 0s 997us/step - loss: 0.2083\n", + "Epoch 4046/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2082\n", + "Epoch 4047/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.2082\n", + "Epoch 4048/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2082\n", + "Epoch 4049/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2082\n", + "Epoch 4050/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2081\n", + "Epoch 4051/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2081\n", + "Epoch 4052/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2081\n", + "Epoch 4053/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2081\n", + "Epoch 4054/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2080\n", + "Epoch 4055/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2080\n", + "Epoch 4056/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2080\n", + "Epoch 4057/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2080\n", + "Epoch 4058/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2079\n", + "Epoch 4059/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2079\n", + "Epoch 4060/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2079\n", + "Epoch 4061/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.2079\n", + "Epoch 4062/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2078\n", + "Epoch 4063/5000\n", + "1/1 [==============================] - 0s 995us/step - loss: 0.2078\n", + "Epoch 4064/5000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.2078\n", + "Epoch 4065/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2078\n", + "Epoch 4066/5000\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "1/1 [==============================] - 0s 999us/step - loss: 0.2078\n", + "Epoch 4067/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2077\n", + "Epoch 4068/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2077\n", + "Epoch 4069/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2077\n", + "Epoch 4070/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2077\n", + "Epoch 4071/5000\n", + "1/1 [==============================] - 0s 997us/step - loss: 0.2076\n", + "Epoch 4072/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2076\n", + "Epoch 4073/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2076\n", + "Epoch 4074/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2076\n", + "Epoch 4075/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2075\n", + "Epoch 4076/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2075\n", + "Epoch 4077/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2075\n", + "Epoch 4078/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2075\n", + "Epoch 4079/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.2074\n", + "Epoch 4080/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2074\n", + "Epoch 4081/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2074\n", + "Epoch 4082/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.2074\n", + "Epoch 4083/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2073\n", + "Epoch 4084/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2073\n", + "Epoch 4085/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.2073\n", + "Epoch 4086/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.2073\n", + "Epoch 4087/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2072\n", + "Epoch 4088/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2072\n", + "Epoch 4089/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2072\n", + "Epoch 4090/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2072\n", + "Epoch 4091/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.2071\n", + "Epoch 4092/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2071\n", + "Epoch 4093/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2071\n", + "Epoch 4094/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2071\n", + "Epoch 4095/5000\n", + "1/1 [==============================] - 0s 989us/step - loss: 0.2070\n", + "Epoch 4096/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.2070\n", + "Epoch 4097/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.2070\n", + "Epoch 4098/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2070\n", + "Epoch 4099/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2070\n", + "Epoch 4100/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2069\n", + "Epoch 4101/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2069\n", + "Epoch 4102/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2069\n", + "Epoch 4103/5000\n", + "1/1 [==============================] - 0s 997us/step - loss: 0.2069\n", + "Epoch 4104/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2068\n", + "Epoch 4105/5000\n", + "1/1 [==============================] - 0s 997us/step - loss: 0.2068\n", + "Epoch 4106/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2068\n", + "Epoch 4107/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2068\n", + "Epoch 4108/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.2067\n", + "Epoch 4109/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2067\n", + "Epoch 4110/5000\n", + "1/1 [==============================] - 0s 997us/step - loss: 0.2067\n", + "Epoch 4111/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2067\n", + "Epoch 4112/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2066\n", + "Epoch 4113/5000\n", + "1/1 [==============================] - 0s 997us/step - loss: 0.2066\n", + "Epoch 4114/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2066\n", + "Epoch 4115/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2066\n", + "Epoch 4116/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2065\n", + "Epoch 4117/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2065\n", + "Epoch 4118/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.2065\n", + "Epoch 4119/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2065\n", + "Epoch 4120/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2064\n", + "Epoch 4121/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2064\n", + "Epoch 4122/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2064\n", + "Epoch 4123/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2064\n", + "Epoch 4124/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2064\n", + "Epoch 4125/5000\n", + "1/1 [==============================] - 0s 997us/step - loss: 0.2063\n", + "Epoch 4126/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2063\n", + "Epoch 4127/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2063\n", + "Epoch 4128/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2063\n", + "Epoch 4129/5000\n", + "1/1 [==============================] - 0s 3ms/step - loss: 0.2062\n", + "Epoch 4130/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2062\n", + "Epoch 4131/5000\n", + "1/1 [==============================] - 0s 996us/step - loss: 0.2062\n", + "Epoch 4132/5000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.2062\n", + "Epoch 4133/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2061\n", + "Epoch 4134/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2061\n", + "Epoch 4135/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.2061\n", + "Epoch 4136/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2061\n", + "Epoch 4137/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2060\n", + "Epoch 4138/5000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.2060\n", + "Epoch 4139/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2060\n", + "Epoch 4140/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2060\n", + "Epoch 4141/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2059\n", + "Epoch 4142/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2059\n", + "Epoch 4143/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2059\n", + "Epoch 4144/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2059\n", + "Epoch 4145/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2059\n", + "Epoch 4146/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2058\n", + "Epoch 4147/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2058\n", + "Epoch 4148/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2058\n", + "Epoch 4149/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2058\n", + "Epoch 4150/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2057\n", + "Epoch 4151/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2057\n", + "Epoch 4152/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2057\n", + "Epoch 4153/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2057\n", + "Epoch 4154/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2056\n", + "Epoch 4155/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2056\n", + "Epoch 4156/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2056\n", + "Epoch 4157/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2056\n", + "Epoch 4158/5000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.2055\n", + "Epoch 4159/5000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.2055\n", + "Epoch 4160/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2055\n", + "Epoch 4161/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2055\n", + "Epoch 4162/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2055\n", + "Epoch 4163/5000\n", + "1/1 [==============================] - 0s 996us/step - loss: 0.2054\n", + "Epoch 4164/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2054\n", + "Epoch 4165/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2054\n", + "Epoch 4166/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2054\n", + "Epoch 4167/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2053\n", + "Epoch 4168/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2053\n", + "Epoch 4169/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2053\n", + "Epoch 4170/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2053\n", + "Epoch 4171/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2052\n", + "Epoch 4172/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2052\n", + "Epoch 4173/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2052\n", + "Epoch 4174/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.2052\n", + "Epoch 4175/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2051\n", + "Epoch 4176/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2051\n", + "Epoch 4177/5000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.2051\n", + "Epoch 4178/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2051\n", + "Epoch 4179/5000\n", + "1/1 [==============================] - 0s 997us/step - loss: 0.2051\n", + "Epoch 4180/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2050\n", + "Epoch 4181/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2050\n", + "Epoch 4182/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2050\n", + "Epoch 4183/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2050\n", + "Epoch 4184/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2049\n", + "Epoch 4185/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2049\n", + "Epoch 4186/5000\n", + "1/1 [==============================] - 0s 997us/step - loss: 0.2049\n", + "Epoch 4187/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2049\n", + "Epoch 4188/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2048\n", + "Epoch 4189/5000\n", + "1/1 [==============================] - 0s 997us/step - loss: 0.2048\n", + "Epoch 4190/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2048\n", + "Epoch 4191/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2048\n", + "Epoch 4192/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2047\n", + "Epoch 4193/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2047\n", + "Epoch 4194/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.2047\n", + "Epoch 4195/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2047\n", + "Epoch 4196/5000\n", + "1/1 [==============================] - 0s 997us/step - loss: 0.2047\n", + "Epoch 4197/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2046\n", + "Epoch 4198/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2046\n", + "Epoch 4199/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2046\n", + "Epoch 4200/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2046\n", + "Epoch 4201/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2045\n", + "Epoch 4202/5000\n", + "1/1 [==============================] - 0s 5ms/step - loss: 0.2045\n", + "Epoch 4203/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2045\n", + "Epoch 4204/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2045\n", + "Epoch 4205/5000\n", + "1/1 [==============================] - 0s 997us/step - loss: 0.2044\n", + "Epoch 4206/5000\n", + "1/1 [==============================] - 0s 3ms/step - loss: 0.2044\n", + "Epoch 4207/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.2044\n", + "Epoch 4208/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2044\n", + "Epoch 4209/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2044\n", + "Epoch 4210/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2043\n", + "Epoch 4211/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.2043\n", + "Epoch 4212/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2043\n", + "Epoch 4213/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2043\n", + "Epoch 4214/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2042\n", + "Epoch 4215/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2042\n", + "Epoch 4216/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2042\n", + "Epoch 4217/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2042\n", + "Epoch 4218/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2041\n", + "Epoch 4219/5000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.2041\n", + "Epoch 4220/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2041\n", + "Epoch 4221/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2041\n", + "Epoch 4222/5000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.2041\n", + "Epoch 4223/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2040\n", + "Epoch 4224/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2040\n", + "Epoch 4225/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.2040\n", + "Epoch 4226/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2040\n", + "Epoch 4227/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2039\n", + "Epoch 4228/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2039\n", + "Epoch 4229/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2039\n", + "Epoch 4230/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2039\n", + "Epoch 4231/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2038\n", + "Epoch 4232/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2038\n", + "Epoch 4233/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2038\n", + "Epoch 4234/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.2038\n", + "Epoch 4235/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2038\n", + "Epoch 4236/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2037\n", + "Epoch 4237/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2037\n", + "Epoch 4238/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2037\n", + "Epoch 4239/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.2037\n", + "Epoch 4240/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2036\n", + "Epoch 4241/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.2036\n", + "Epoch 4242/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2036\n", + "Epoch 4243/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2036\n", + "Epoch 4244/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2035\n", + "Epoch 4245/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2035\n", + "Epoch 4246/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2035\n", + "Epoch 4247/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.2035\n", + "Epoch 4248/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.2035\n", + "Epoch 4249/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2034\n", + "Epoch 4250/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2034\n", + "Epoch 4251/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2034\n", + "Epoch 4252/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2034\n", + "Epoch 4253/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.2033\n", + "Epoch 4254/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2033\n", + "Epoch 4255/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2033\n", + "Epoch 4256/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2033\n", + "Epoch 4257/5000\n", + "1/1 [==============================] - 0s 997us/step - loss: 0.2033\n", + "Epoch 4258/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2032\n", + "Epoch 4259/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2032\n", + "Epoch 4260/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2032\n", + "Epoch 4261/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.2032\n", + "Epoch 4262/5000\n", + "1/1 [==============================] - 0s 997us/step - loss: 0.2031\n", + "Epoch 4263/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2031\n", + "Epoch 4264/5000\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "1/1 [==============================] - 0s 2ms/step - loss: 0.2031\n", + "Epoch 4265/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2031\n", + "Epoch 4266/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.2030\n", + "Epoch 4267/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2030\n", + "Epoch 4268/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2030\n", + "Epoch 4269/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2030\n", + "Epoch 4270/5000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.2030\n", + "Epoch 4271/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2029\n", + "Epoch 4272/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2029\n", + "Epoch 4273/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2029\n", + "Epoch 4274/5000\n", + "1/1 [==============================] - 0s 997us/step - loss: 0.2029\n", + "Epoch 4275/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2028\n", + "Epoch 4276/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2028\n", + "Epoch 4277/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2028\n", + "Epoch 4278/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2028\n", + "Epoch 4279/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2028\n", + "Epoch 4280/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2027\n", + "Epoch 4281/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2027\n", + "Epoch 4282/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2027\n", + "Epoch 4283/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2027\n", + "Epoch 4284/5000\n", + "1/1 [==============================] - 0s 997us/step - loss: 0.2026\n", + "Epoch 4285/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2026\n", + "Epoch 4286/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2026\n", + "Epoch 4287/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2026\n", + "Epoch 4288/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.2025\n", + "Epoch 4289/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2025\n", + "Epoch 4290/5000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.2025\n", + "Epoch 4291/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2025\n", + "Epoch 4292/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2025\n", + "Epoch 4293/5000\n", + "1/1 [==============================] - 0s 997us/step - loss: 0.2024\n", + "Epoch 4294/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2024\n", + "Epoch 4295/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2024\n", + "Epoch 4296/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2024\n", + "Epoch 4297/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.2023\n", + "Epoch 4298/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2023\n", + "Epoch 4299/5000\n", + "1/1 [==============================] - 0s 997us/step - loss: 0.2023\n", + "Epoch 4300/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2023\n", + "Epoch 4301/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2023\n", + "Epoch 4302/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2022\n", + "Epoch 4303/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2022\n", + "Epoch 4304/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2022\n", + "Epoch 4305/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2022\n", + "Epoch 4306/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.2021\n", + "Epoch 4307/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2021\n", + "Epoch 4308/5000\n", + "1/1 [==============================] - 0s 996us/step - loss: 0.2021\n", + "Epoch 4309/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2021\n", + "Epoch 4310/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2021\n", + "Epoch 4311/5000\n", + "1/1 [==============================] - 0s 996us/step - loss: 0.2020\n", + "Epoch 4312/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2020\n", + "Epoch 4313/5000\n", + "1/1 [==============================] - 0s 997us/step - loss: 0.2020\n", + "Epoch 4314/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2020\n", + "Epoch 4315/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2019\n", + "Epoch 4316/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.2019\n", + "Epoch 4317/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.2019\n", + "Epoch 4318/5000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.2019\n", + "Epoch 4319/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2019\n", + "Epoch 4320/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2018\n", + "Epoch 4321/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2018\n", + "Epoch 4322/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.2018\n", + "Epoch 4323/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2018\n", + "Epoch 4324/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2017\n", + "Epoch 4325/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2017\n", + "Epoch 4326/5000\n", + "1/1 [==============================] - 0s 996us/step - loss: 0.2017\n", + "Epoch 4327/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.2017\n", + "Epoch 4328/5000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.2017\n", + "Epoch 4329/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2016\n", + "Epoch 4330/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.2016\n", + "Epoch 4331/5000\n", + "1/1 [==============================] - 0s 997us/step - loss: 0.2016\n", + "Epoch 4332/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2016\n", + "Epoch 4333/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.2015\n", + "Epoch 4334/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2015\n", + "Epoch 4335/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2015\n", + "Epoch 4336/5000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.2015\n", + "Epoch 4337/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2015\n", + "Epoch 4338/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2014\n", + "Epoch 4339/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2014\n", + "Epoch 4340/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2014\n", + "Epoch 4341/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2014\n", + "Epoch 4342/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2013\n", + "Epoch 4343/5000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.2013\n", + "Epoch 4344/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2013\n", + "Epoch 4345/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2013\n", + "Epoch 4346/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2013\n", + "Epoch 4347/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.2012\n", + "Epoch 4348/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2012\n", + "Epoch 4349/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2012\n", + "Epoch 4350/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2012\n", + "Epoch 4351/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2011\n", + "Epoch 4352/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2011\n", + "Epoch 4353/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2011\n", + "Epoch 4354/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2011\n", + "Epoch 4355/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2011\n", + "Epoch 4356/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2010\n", + "Epoch 4357/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2010\n", + "Epoch 4358/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2010\n", + "Epoch 4359/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2010\n", + "Epoch 4360/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2009\n", + "Epoch 4361/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2009\n", + "Epoch 4362/5000\n", + "1/1 [==============================] - 0s 997us/step - loss: 0.2009\n", + "Epoch 4363/5000\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "1/1 [==============================] - 0s 999us/step - loss: 0.2009\n", + "Epoch 4364/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2009\n", + "Epoch 4365/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2008\n", + "Epoch 4366/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2008\n", + "Epoch 4367/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2008\n", + "Epoch 4368/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2008\n", + "Epoch 4369/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2007\n", + "Epoch 4370/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2007\n", + "Epoch 4371/5000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.2007\n", + "Epoch 4372/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2007\n", + "Epoch 4373/5000\n", + "1/1 [==============================] - 0s 992us/step - loss: 0.2007\n", + "Epoch 4374/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2006\n", + "Epoch 4375/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2006\n", + "Epoch 4376/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2006\n", + "Epoch 4377/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2006\n", + "Epoch 4378/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2005\n", + "Epoch 4379/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2005\n", + "Epoch 4380/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2005\n", + "Epoch 4381/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2005\n", + "Epoch 4382/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2005\n", + "Epoch 4383/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2004\n", + "Epoch 4384/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.2004\n", + "Epoch 4385/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2004\n", + "Epoch 4386/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2004\n", + "Epoch 4387/5000\n", + "1/1 [==============================] - 0s 997us/step - loss: 0.2003\n", + "Epoch 4388/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.2003\n", + "Epoch 4389/5000\n", + "1/1 [==============================] - 0s 996us/step - loss: 0.2003\n", + "Epoch 4390/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2003\n", + "Epoch 4391/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2003\n", + "Epoch 4392/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2002\n", + "Epoch 4393/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2002\n", + "Epoch 4394/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2002\n", + "Epoch 4395/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2002\n", + "Epoch 4396/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2002\n", + "Epoch 4397/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2001\n", + "Epoch 4398/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2001\n", + "Epoch 4399/5000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.2001\n", + "Epoch 4400/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2001\n", + "Epoch 4401/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.2000\n", + "Epoch 4402/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.2000\n", + "Epoch 4403/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2000\n", + "Epoch 4404/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.2000\n", + "Epoch 4405/5000\n", + "1/1 [==============================] - 0s 971us/step - loss: 0.2000\n", + "Epoch 4406/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.1999\n", + "Epoch 4407/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.1999\n", + "Epoch 4408/5000\n", + "1/1 [==============================] - 0s 997us/step - loss: 0.1999\n", + "Epoch 4409/5000\n", + "1/1 [==============================] - 0s 997us/step - loss: 0.1999\n", + "Epoch 4410/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.1998\n", + "Epoch 4411/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.1998\n", + "Epoch 4412/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.1998\n", + "Epoch 4413/5000\n", + "1/1 [==============================] - 0s 995us/step - loss: 0.1998\n", + "Epoch 4414/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.1998\n", + "Epoch 4415/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.1997\n", + "Epoch 4416/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.1997\n", + "Epoch 4417/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.1997\n", + "Epoch 4418/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.1997\n", + "Epoch 4419/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.1997\n", + "Epoch 4420/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.1996\n", + "Epoch 4421/5000\n", + "1/1 [==============================] - 0s 997us/step - loss: 0.1996\n", + "Epoch 4422/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.1996\n", + "Epoch 4423/5000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.1996\n", + "Epoch 4424/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.1995\n", + "Epoch 4425/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.1995\n", + "Epoch 4426/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.1995\n", + "Epoch 4427/5000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.1995\n", + "Epoch 4428/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.1995\n", + "Epoch 4429/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.1994\n", + "Epoch 4430/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.1994\n", + "Epoch 4431/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.1994\n", + "Epoch 4432/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.1994\n", + "Epoch 4433/5000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.1994\n", + "Epoch 4434/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.1993\n", + "Epoch 4435/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.1993\n", + "Epoch 4436/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.1993\n", + "Epoch 4437/5000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.1993\n", + "Epoch 4438/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.1992\n", + "Epoch 4439/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.1992\n", + "Epoch 4440/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.1992\n", + "Epoch 4441/5000\n", + "1/1 [==============================] - 0s 997us/step - loss: 0.1992\n", + "Epoch 4442/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.1992\n", + "Epoch 4443/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.1991\n", + "Epoch 4444/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.1991\n", + "Epoch 4445/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.1991\n", + "Epoch 4446/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.1991\n", + "Epoch 4447/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.1991\n", + "Epoch 4448/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.1990\n", + "Epoch 4449/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.1990\n", + "Epoch 4450/5000\n", + "1/1 [==============================] - 0s 997us/step - loss: 0.1990\n", + "Epoch 4451/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.1990\n", + "Epoch 4452/5000\n", + "1/1 [==============================] - 0s 997us/step - loss: 0.1989\n", + "Epoch 4453/5000\n", + "1/1 [==============================] - 0s 996us/step - loss: 0.1989\n", + "Epoch 4454/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.1989\n", + "Epoch 4455/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.1989\n", + "Epoch 4456/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.1989\n", + "Epoch 4457/5000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.1988\n", + "Epoch 4458/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.1988\n", + "Epoch 4459/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.1988\n", + "Epoch 4460/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.1988\n", + "Epoch 4461/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.1988\n", + "Epoch 4462/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.1987\n", + "Epoch 4463/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.1987\n", + "Epoch 4464/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.1987\n", + "Epoch 4465/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.1987\n", + "Epoch 4466/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.1986\n", + "Epoch 4467/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.1986\n", + "Epoch 4468/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.1986\n", + "Epoch 4469/5000\n", + "1/1 [==============================] - 0s 996us/step - loss: 0.1986\n", + "Epoch 4470/5000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.1986\n", + "Epoch 4471/5000\n", + "1/1 [==============================] - 0s 996us/step - loss: 0.1985\n", + "Epoch 4472/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.1985\n", + "Epoch 4473/5000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.1985\n", + "Epoch 4474/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.1985\n", + "Epoch 4475/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.1985\n", + "Epoch 4476/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.1984\n", + "Epoch 4477/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.1984\n", + "Epoch 4478/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.1984\n", + "Epoch 4479/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.1984\n", + "Epoch 4480/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.1983\n", + "Epoch 4481/5000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.1983\n", + "Epoch 4482/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.1983\n", + "Epoch 4483/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.1983\n", + "Epoch 4484/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.1983\n", + "Epoch 4485/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.1982\n", + "Epoch 4486/5000\n", + "1/1 [==============================] - 0s 995us/step - loss: 0.1982\n", + "Epoch 4487/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.1982\n", + "Epoch 4488/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.1982\n", + "Epoch 4489/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.1982\n", + "Epoch 4490/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.1981\n", + "Epoch 4491/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.1981\n", + "Epoch 4492/5000\n", + "1/1 [==============================] - 0s 997us/step - loss: 0.1981\n", + "Epoch 4493/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.1981\n", + "Epoch 4494/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.1981\n", + "Epoch 4495/5000\n", + "1/1 [==============================] - 0s 997us/step - loss: 0.1980\n", + "Epoch 4496/5000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.1980\n", + "Epoch 4497/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.1980\n", + "Epoch 4498/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.1980\n", + "Epoch 4499/5000\n", + "1/1 [==============================] - 0s 997us/step - loss: 0.1979\n", + "Epoch 4500/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.1979\n", + "Epoch 4501/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.1979\n", + "Epoch 4502/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.1979\n", + "Epoch 4503/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.1979\n", + "Epoch 4504/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.1978\n", + "Epoch 4505/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.1978\n", + "Epoch 4506/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.1978\n", + "Epoch 4507/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.1978\n", + "Epoch 4508/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.1978\n", + "Epoch 4509/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.1977\n", + "Epoch 4510/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.1977\n", + "Epoch 4511/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.1977\n", + "Epoch 4512/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.1977\n", + "Epoch 4513/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.1977\n", + "Epoch 4514/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.1976\n", + "Epoch 4515/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.1976\n", + "Epoch 4516/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.1976\n", + "Epoch 4517/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.1976\n", + "Epoch 4518/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.1975\n", + "Epoch 4519/5000\n", + "1/1 [==============================] - 0s 995us/step - loss: 0.1975\n", + "Epoch 4520/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.1975\n", + "Epoch 4521/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.1975\n", + "Epoch 4522/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.1975\n", + "Epoch 4523/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.1974\n", + "Epoch 4524/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.1974\n", + "Epoch 4525/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.1974\n", + "Epoch 4526/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.1974\n", + "Epoch 4527/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.1974\n", + "Epoch 4528/5000\n", + "1/1 [==============================] - 0s 997us/step - loss: 0.1973\n", + "Epoch 4529/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.1973\n", + "Epoch 4530/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.1973\n", + "Epoch 4531/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.1973\n", + "Epoch 4532/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.1973\n", + "Epoch 4533/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.1972\n", + "Epoch 4534/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.1972\n", + "Epoch 4535/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.1972\n", + "Epoch 4536/5000\n", + "1/1 [==============================] - 0s 997us/step - loss: 0.1972\n", + "Epoch 4537/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.1971\n", + "Epoch 4538/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.1971\n", + "Epoch 4539/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.1971\n", + "Epoch 4540/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.1971\n", + "Epoch 4541/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.1971\n", + "Epoch 4542/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.1970\n", + "Epoch 4543/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.1970\n", + "Epoch 4544/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.1970\n", + "Epoch 4545/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.1970\n", + "Epoch 4546/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.1970\n", + "Epoch 4547/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.1969\n", + "Epoch 4548/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.1969\n", + "Epoch 4549/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.1969\n", + "Epoch 4550/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.1969\n", + "Epoch 4551/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.1969\n", + "Epoch 4552/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.1968\n", + "Epoch 4553/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.1968\n", + "Epoch 4554/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.1968\n", + "Epoch 4555/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.1968\n", + "Epoch 4556/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.1968\n", + "Epoch 4557/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.1967\n", + "Epoch 4558/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.1967\n", + "Epoch 4559/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.1967\n", + "Epoch 4560/5000\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "1/1 [==============================] - 0s 998us/step - loss: 0.1967\n", + "Epoch 4561/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.1967\n", + "Epoch 4562/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.1966\n", + "Epoch 4563/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.1966\n", + "Epoch 4564/5000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.1966\n", + "Epoch 4565/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.1966\n", + "Epoch 4566/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.1965\n", + "Epoch 4567/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.1965\n", + "Epoch 4568/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.1965\n", + "Epoch 4569/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.1965\n", + "Epoch 4570/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.1965\n", + "Epoch 4571/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.1964\n", + "Epoch 4572/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.1964\n", + "Epoch 4573/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.1964\n", + "Epoch 4574/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.1964\n", + "Epoch 4575/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.1964\n", + "Epoch 4576/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.1963\n", + "Epoch 4577/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.1963\n", + "Epoch 4578/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.1963\n", + "Epoch 4579/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.1963\n", + "Epoch 4580/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.1963\n", + "Epoch 4581/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.1962\n", + "Epoch 4582/5000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.1962\n", + "Epoch 4583/5000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.1962\n", + "Epoch 4584/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.1962\n", + "Epoch 4585/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.1962\n", + "Epoch 4586/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.1961\n", + "Epoch 4587/5000\n", + "1/1 [==============================] - 0s 996us/step - loss: 0.1961\n", + "Epoch 4588/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.1961\n", + "Epoch 4589/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.1961\n", + "Epoch 4590/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.1961\n", + "Epoch 4591/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.1960\n", + "Epoch 4592/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.1960\n", + "Epoch 4593/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.1960\n", + "Epoch 4594/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.1960\n", + "Epoch 4595/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.1960\n", + "Epoch 4596/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.1959\n", + "Epoch 4597/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.1959\n", + "Epoch 4598/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.1959\n", + "Epoch 4599/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.1959\n", + "Epoch 4600/5000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.1959\n", + "Epoch 4601/5000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.1958\n", + "Epoch 4602/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.1958\n", + "Epoch 4603/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.1958\n", + "Epoch 4604/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.1958\n", + "Epoch 4605/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.1957\n", + "Epoch 4606/5000\n", + "1/1 [==============================] - 0s 997us/step - loss: 0.1957\n", + "Epoch 4607/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.1957\n", + "Epoch 4608/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.1957\n", + "Epoch 4609/5000\n", + "1/1 [==============================] - 0s 997us/step - loss: 0.1957\n", + "Epoch 4610/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.1956\n", + "Epoch 4611/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.1956\n", + "Epoch 4612/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.1956\n", + "Epoch 4613/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.1956\n", + "Epoch 4614/5000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.1956\n", + "Epoch 4615/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.1955\n", + "Epoch 4616/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.1955\n", + "Epoch 4617/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.1955\n", + "Epoch 4618/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.1955\n", + "Epoch 4619/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.1955\n", + "Epoch 4620/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.1954\n", + "Epoch 4621/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.1954\n", + "Epoch 4622/5000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.1954\n", + "Epoch 4623/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.1954\n", + "Epoch 4624/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.1954\n", + "Epoch 4625/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.1953\n", + "Epoch 4626/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.1953\n", + "Epoch 4627/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.1953\n", + "Epoch 4628/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.1953\n", + "Epoch 4629/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.1953\n", + "Epoch 4630/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.1952\n", + "Epoch 4631/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.1952\n", + "Epoch 4632/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.1952\n", + "Epoch 4633/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.1952\n", + "Epoch 4634/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.1952\n", + "Epoch 4635/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.1951\n", + "Epoch 4636/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.1951\n", + "Epoch 4637/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.1951\n", + "Epoch 4638/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.1951\n", + "Epoch 4639/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.1951\n", + "Epoch 4640/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.1950\n", + "Epoch 4641/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.1950\n", + "Epoch 4642/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.1950\n", + "Epoch 4643/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.1950\n", + "Epoch 4644/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.1950\n", + "Epoch 4645/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.1949\n", + "Epoch 4646/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.1949\n", + "Epoch 4647/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.1949\n", + "Epoch 4648/5000\n", + "1/1 [==============================] - 0s 997us/step - loss: 0.1949\n", + "Epoch 4649/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.1949\n", + "Epoch 4650/5000\n", + "1/1 [==============================] - 0s 997us/step - loss: 0.1948\n", + "Epoch 4651/5000\n", + "1/1 [==============================] - 0s 997us/step - loss: 0.1948\n", + "Epoch 4652/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.1948\n", + "Epoch 4653/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.1948\n", + "Epoch 4654/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.1948\n", + "Epoch 4655/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.1947\n", + "Epoch 4656/5000\n", + "1/1 [==============================] - 0s 997us/step - loss: 0.1947\n", + "Epoch 4657/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.1947\n", + "Epoch 4658/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.1947\n", + "Epoch 4659/5000\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "1/1 [==============================] - 0s 1000us/step - loss: 0.1947\n", + "Epoch 4660/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.1946\n", + "Epoch 4661/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.1946\n", + "Epoch 4662/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.1946\n", + "Epoch 4663/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.1946\n", + "Epoch 4664/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.1946\n", + "Epoch 4665/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.1945\n", + "Epoch 4666/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.1945\n", + "Epoch 4667/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.1945\n", + "Epoch 4668/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.1945\n", + "Epoch 4669/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.1945\n", + "Epoch 4670/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.1944\n", + "Epoch 4671/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.1944\n", + "Epoch 4672/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.1944\n", + "Epoch 4673/5000\n", + "1/1 [==============================] - 0s 996us/step - loss: 0.1944\n", + "Epoch 4674/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.1944\n", + "Epoch 4675/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.1943\n", + "Epoch 4676/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.1943\n", + "Epoch 4677/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.1943\n", + "Epoch 4678/5000\n", + "1/1 [==============================] - 0s 988us/step - loss: 0.1943\n", + "Epoch 4679/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.1943\n", + "Epoch 4680/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.1942\n", + "Epoch 4681/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.1942\n", + "Epoch 4682/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.1942\n", + "Epoch 4683/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.1942\n", + "Epoch 4684/5000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.1942\n", + "Epoch 4685/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.1941\n", + "Epoch 4686/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.1941\n", + "Epoch 4687/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.1941\n", + "Epoch 4688/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.1941\n", + "Epoch 4689/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.1941\n", + "Epoch 4690/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.1940\n", + "Epoch 4691/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.1940\n", + "Epoch 4692/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.1940\n", + "Epoch 4693/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.1940\n", + "Epoch 4694/5000\n", + "1/1 [==============================] - 0s 987us/step - loss: 0.1940\n", + "Epoch 4695/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.1939\n", + "Epoch 4696/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.1939\n", + "Epoch 4697/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.1939\n", + "Epoch 4698/5000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.1939\n", + "Epoch 4699/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.1939\n", + "Epoch 4700/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.1938\n", + "Epoch 4701/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.1938\n", + "Epoch 4702/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.1938\n", + "Epoch 4703/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.1938\n", + "Epoch 4704/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.1938\n", + "Epoch 4705/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.1937\n", + "Epoch 4706/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.1937\n", + "Epoch 4707/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.1937\n", + "Epoch 4708/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.1937\n", + "Epoch 4709/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.1937\n", + "Epoch 4710/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.1936\n", + "Epoch 4711/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.1936\n", + "Epoch 4712/5000\n", + "1/1 [==============================] - 0s 993us/step - loss: 0.1936\n", + "Epoch 4713/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.1936\n", + "Epoch 4714/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.1936\n", + "Epoch 4715/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.1935\n", + "Epoch 4716/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.1935\n", + "Epoch 4717/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.1935\n", + "Epoch 4718/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.1935\n", + "Epoch 4719/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.1935\n", + "Epoch 4720/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.1934\n", + "Epoch 4721/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.1934\n", + "Epoch 4722/5000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.1934\n", + "Epoch 4723/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.1934\n", + "Epoch 4724/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.1934\n", + "Epoch 4725/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.1933\n", + "Epoch 4726/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.1933\n", + "Epoch 4727/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.1933\n", + "Epoch 4728/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.1933\n", + "Epoch 4729/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.1933\n", + "Epoch 4730/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.1933\n", + "Epoch 4731/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.1932\n", + "Epoch 4732/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.1932\n", + "Epoch 4733/5000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.1932\n", + "Epoch 4734/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.1932\n", + "Epoch 4735/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.1932\n", + "Epoch 4736/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.1931\n", + "Epoch 4737/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.1931\n", + "Epoch 4738/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.1931\n", + "Epoch 4739/5000\n", + "1/1 [==============================] - 0s 997us/step - loss: 0.1931\n", + "Epoch 4740/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.1931\n", + "Epoch 4741/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.1930\n", + "Epoch 4742/5000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.1930\n", + "Epoch 4743/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.1930\n", + "Epoch 4744/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.1930\n", + "Epoch 4745/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.1930\n", + "Epoch 4746/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.1929\n", + "Epoch 4747/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.1929\n", + "Epoch 4748/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.1929\n", + "Epoch 4749/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.1929\n", + "Epoch 4750/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.1929\n", + "Epoch 4751/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.1928\n", + "Epoch 4752/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.1928\n", + "Epoch 4753/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.1928\n", + "Epoch 4754/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.1928\n", + "Epoch 4755/5000\n", + "1/1 [==============================] - 0s 997us/step - loss: 0.1928\n", + "Epoch 4756/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.1927\n", + "Epoch 4757/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.1927\n", + "Epoch 4758/5000\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "1/1 [==============================] - 0s 2ms/step - loss: 0.1927\n", + "Epoch 4759/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.1927\n", + "Epoch 4760/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.1927\n", + "Epoch 4761/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.1926\n", + "Epoch 4762/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.1926\n", + "Epoch 4763/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.1926\n", + "Epoch 4764/5000\n", + "1/1 [==============================] - 0s 997us/step - loss: 0.1926\n", + "Epoch 4765/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.1926\n", + "Epoch 4766/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.1925\n", + "Epoch 4767/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.1925\n", + "Epoch 4768/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.1925\n", + "Epoch 4769/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.1925\n", + "Epoch 4770/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.1925\n", + "Epoch 4771/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.1925\n", + "Epoch 4772/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.1924\n", + "Epoch 4773/5000\n", + "1/1 [==============================] - 0s 997us/step - loss: 0.1924\n", + "Epoch 4774/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.1924\n", + "Epoch 4775/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.1924\n", + "Epoch 4776/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.1924\n", + "Epoch 4777/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.1923\n", + "Epoch 4778/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.1923\n", + "Epoch 4779/5000\n", + "1/1 [==============================] - 0s 997us/step - loss: 0.1923\n", + "Epoch 4780/5000\n", + "1/1 [==============================] - 0s 997us/step - loss: 0.1923\n", + "Epoch 4781/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.1923\n", + "Epoch 4782/5000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.1922\n", + "Epoch 4783/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.1922\n", + "Epoch 4784/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.1922\n", + "Epoch 4785/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.1922\n", + "Epoch 4786/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.1922\n", + "Epoch 4787/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.1921\n", + "Epoch 4788/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.1921\n", + "Epoch 4789/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.1921\n", + "Epoch 4790/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.1921\n", + "Epoch 4791/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.1921\n", + "Epoch 4792/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.1920\n", + "Epoch 4793/5000\n", + "1/1 [==============================] - 0s 997us/step - loss: 0.1920\n", + "Epoch 4794/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.1920\n", + "Epoch 4795/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.1920\n", + "Epoch 4796/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.1920\n", + "Epoch 4797/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.1919\n", + "Epoch 4798/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.1919\n", + "Epoch 4799/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.1919\n", + "Epoch 4800/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.1919\n", + "Epoch 4801/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.1919\n", + "Epoch 4802/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.1919\n", + "Epoch 4803/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.1918\n", + "Epoch 4804/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.1918\n", + "Epoch 4805/5000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.1918\n", + "Epoch 4806/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.1918\n", + "Epoch 4807/5000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.1918\n", + "Epoch 4808/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.1917\n", + "Epoch 4809/5000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.1917\n", + "Epoch 4810/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.1917\n", + "Epoch 4811/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.1917\n", + "Epoch 4812/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.1917\n", + "Epoch 4813/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.1916\n", + "Epoch 4814/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.1916\n", + "Epoch 4815/5000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.1916\n", + "Epoch 4816/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.1916\n", + "Epoch 4817/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.1916\n", + "Epoch 4818/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.1915\n", + "Epoch 4819/5000\n", + "1/1 [==============================] - 0s 997us/step - loss: 0.1915\n", + "Epoch 4820/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.1915\n", + "Epoch 4821/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.1915\n", + "Epoch 4822/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.1915\n", + "Epoch 4823/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.1915\n", + "Epoch 4824/5000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.1914\n", + "Epoch 4825/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.1914\n", + "Epoch 4826/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.1914\n", + "Epoch 4827/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.1914\n", + "Epoch 4828/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.1914\n", + "Epoch 4829/5000\n", + "1/1 [==============================] - 0s 996us/step - loss: 0.1913\n", + "Epoch 4830/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.1913\n", + "Epoch 4831/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.1913\n", + "Epoch 4832/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.1913\n", + "Epoch 4833/5000\n", + "1/1 [==============================] - 0s 985us/step - loss: 0.1913\n", + "Epoch 4834/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.1912\n", + "Epoch 4835/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.1912\n", + "Epoch 4836/5000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.1912\n", + "Epoch 4837/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.1912\n", + "Epoch 4838/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.1912\n", + "Epoch 4839/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.1911\n", + "Epoch 4840/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.1911\n", + "Epoch 4841/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.1911\n", + "Epoch 4842/5000\n", + "1/1 [==============================] - 0s 996us/step - loss: 0.1911\n", + "Epoch 4843/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.1911\n", + "Epoch 4844/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.1911\n", + "Epoch 4845/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.1910\n", + "Epoch 4846/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.1910\n", + "Epoch 4847/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.1910\n", + "Epoch 4848/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.1910\n", + "Epoch 4849/5000\n", + "1/1 [==============================] - 0s 996us/step - loss: 0.1910\n", + "Epoch 4850/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.1909\n", + "Epoch 4851/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.1909\n", + "Epoch 4852/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.1909\n", + "Epoch 4853/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.1909\n", + "Epoch 4854/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.1909\n", + "Epoch 4855/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.1908\n", + "Epoch 4856/5000\n", + "1/1 [==============================] - 0s 997us/step - loss: 0.1908\n", + "Epoch 4857/5000\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "1/1 [==============================] - 0s 2ms/step - loss: 0.1908\n", + "Epoch 4858/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.1908\n", + "Epoch 4859/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.1908\n", + "Epoch 4860/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.1908\n", + "Epoch 4861/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.1907\n", + "Epoch 4862/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.1907\n", + "Epoch 4863/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.1907\n", + "Epoch 4864/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.1907\n", + "Epoch 4865/5000\n", + "1/1 [==============================] - 0s 992us/step - loss: 0.1907\n", + "Epoch 4866/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.1906\n", + "Epoch 4867/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.1906\n", + "Epoch 4868/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.1906\n", + "Epoch 4869/5000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.1906\n", + "Epoch 4870/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.1906\n", + "Epoch 4871/5000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.1905\n", + "Epoch 4872/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.1905\n", + "Epoch 4873/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.1905\n", + "Epoch 4874/5000\n", + "1/1 [==============================] - 0s 997us/step - loss: 0.1905\n", + "Epoch 4875/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.1905\n", + "Epoch 4876/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.1904\n", + "Epoch 4877/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.1904\n", + "Epoch 4878/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.1904\n", + "Epoch 4879/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.1904\n", + "Epoch 4880/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.1904\n", + "Epoch 4881/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.1904\n", + "Epoch 4882/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.1903\n", + "Epoch 4883/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.1903\n", + "Epoch 4884/5000\n", + "1/1 [==============================] - 0s 997us/step - loss: 0.1903\n", + "Epoch 4885/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.1903\n", + "Epoch 4886/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.1903\n", + "Epoch 4887/5000\n", + "1/1 [==============================] - 0s 996us/step - loss: 0.1902\n", + "Epoch 4888/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.1902\n", + "Epoch 4889/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.1902\n", + "Epoch 4890/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.1902\n", + "Epoch 4891/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.1902\n", + "Epoch 4892/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.1901\n", + "Epoch 4893/5000\n", + "1/1 [==============================] - 0s 997us/step - loss: 0.1901\n", + "Epoch 4894/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.1901\n", + "Epoch 4895/5000\n", + "1/1 [==============================] - 0s 997us/step - loss: 0.1901\n", + "Epoch 4896/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.1901\n", + "Epoch 4897/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.1901\n", + "Epoch 4898/5000\n", + "1/1 [==============================] - 0s 997us/step - loss: 0.1900\n", + "Epoch 4899/5000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.1900\n", + "Epoch 4900/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.1900\n", + "Epoch 4901/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.1900\n", + "Epoch 4902/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.1900\n", + "Epoch 4903/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.1899\n", + "Epoch 4904/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.1899\n", + "Epoch 4905/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.1899\n", + "Epoch 4906/5000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.1899\n", + "Epoch 4907/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.1899\n", + "Epoch 4908/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.1899\n", + "Epoch 4909/5000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.1898\n", + "Epoch 4910/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.1898\n", + "Epoch 4911/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.1898\n", + "Epoch 4912/5000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.1898\n", + "Epoch 4913/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.1898\n", + "Epoch 4914/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.1897\n", + "Epoch 4915/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.1897\n", + "Epoch 4916/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.1897\n", + "Epoch 4917/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.1897\n", + "Epoch 4918/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.1897\n", + "Epoch 4919/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.1896\n", + "Epoch 4920/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.1896\n", + "Epoch 4921/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.1896\n", + "Epoch 4922/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.1896\n", + "Epoch 4923/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.1896\n", + "Epoch 4924/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.1896\n", + "Epoch 4925/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.1895\n", + "Epoch 4926/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.1895\n", + "Epoch 4927/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.1895\n", + "Epoch 4928/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.1895\n", + "Epoch 4929/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.1895\n", + "Epoch 4930/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.1894\n", + "Epoch 4931/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.1894\n", + "Epoch 4932/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.1894\n", + "Epoch 4933/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.1894\n", + "Epoch 4934/5000\n", + "1/1 [==============================] - 0s 996us/step - loss: 0.1894\n", + "Epoch 4935/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.1894\n", + "Epoch 4936/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.1893\n", + "Epoch 4937/5000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.1893\n", + "Epoch 4938/5000\n", + "1/1 [==============================] - 0s 3ms/step - loss: 0.1893\n", + "Epoch 4939/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.1893\n", + "Epoch 4940/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.1893\n", + "Epoch 4941/5000\n", + "1/1 [==============================] - 0s 3ms/step - loss: 0.1892\n", + "Epoch 4942/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.1892\n", + "Epoch 4943/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.1892\n", + "Epoch 4944/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.1892\n", + "Epoch 4945/5000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.1892\n", + "Epoch 4946/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.1891\n", + "Epoch 4947/5000\n", + "1/1 [==============================] - 0s 997us/step - loss: 0.1891\n", + "Epoch 4948/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.1891\n", + "Epoch 4949/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.1891\n", + "Epoch 4950/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.1891\n", + "Epoch 4951/5000\n", + "1/1 [==============================] - 0s 1000us/step - loss: 0.1891\n", + "Epoch 4952/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.1890\n", + "Epoch 4953/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.1890\n", + "Epoch 4954/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.1890\n", + "Epoch 4955/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.1890\n", + "Epoch 4956/5000\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "1/1 [==============================] - 0s 2ms/step - loss: 0.1890\n", + "Epoch 4957/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.1889\n", + "Epoch 4958/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.1889\n", + "Epoch 4959/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.1889\n", + "Epoch 4960/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.1889\n", + "Epoch 4961/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.1889\n", + "Epoch 4962/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.1889\n", + "Epoch 4963/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.1888\n", + "Epoch 4964/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.1888\n", + "Epoch 4965/5000\n", + "1/1 [==============================] - 0s 997us/step - loss: 0.1888\n", + "Epoch 4966/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.1888\n", + "Epoch 4967/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.1888\n", + "Epoch 4968/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.1887\n", + "Epoch 4969/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.1887\n", + "Epoch 4970/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.1887\n", + "Epoch 4971/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.1887\n", + "Epoch 4972/5000\n", + "1/1 [==============================] - 0s 996us/step - loss: 0.1887\n", + "Epoch 4973/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.1887\n", + "Epoch 4974/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.1886\n", + "Epoch 4975/5000\n", + "1/1 [==============================] - 0s 997us/step - loss: 0.1886\n", + "Epoch 4976/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.1886\n", + "Epoch 4977/5000\n", + "1/1 [==============================] - 0s 995us/step - loss: 0.1886\n", + "Epoch 4978/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.1886\n", + "Epoch 4979/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.1885\n", + "Epoch 4980/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.1885\n", + "Epoch 4981/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.1885\n", + "Epoch 4982/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.1885\n", + "Epoch 4983/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.1885\n", + "Epoch 4984/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.1885\n", + "Epoch 4985/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.1884\n", + "Epoch 4986/5000\n", + "1/1 [==============================] - 0s 988us/step - loss: 0.1884\n", + "Epoch 4987/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.1884\n", + "Epoch 4988/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.1884\n", + "Epoch 4989/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.1884\n", + "Epoch 4990/5000\n", + "1/1 [==============================] - 0s 999us/step - loss: 0.1883\n", + "Epoch 4991/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.1883\n", + "Epoch 4992/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.1883\n", + "Epoch 4993/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.1883\n", + "Epoch 4994/5000\n", + "1/1 [==============================] - 0s 998us/step - loss: 0.1883\n", + "Epoch 4995/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.1883\n", + "Epoch 4996/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.1882\n", + "Epoch 4997/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.1882\n", + "Epoch 4998/5000\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.1882\n", + "Epoch 4999/5000\n", + "1/1 [==============================] - 0s 996us/step - loss: 0.1882\n", + "Epoch 5000/5000\n", + "1/1 [==============================] - 0s 1ms/step - loss: 0.1882\n" + ] + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "model = Sequential()\n", + "model.add(Dense(1, input_dim=1, activation='sigmoid'))\n", + "\n", + "# 교차 엔트로피 오차 함수를 이용하기 위하여 'binary_crossentropy'로 설정합니다. \n", + "model.compile(optimizer='sgd' ,loss='binary_crossentropy')\n", + "model.fit(x, y, epochs=5000, verbose=0) ) #verbose=1 진행 화면 출력, verbose=0 진행 화면 출력 안함." + ] + }, + { + "cell_type": "markdown", + "id": "514ecfcd", + "metadata": { + "id": "514ecfcd" + }, + "source": [ + "### 4. 모델 테스트" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "669c2350", + "metadata": { + "id": "669c2350", + "outputId": "06bab65b-2d7e-400a-c4cc-f56d1837d7d3" + }, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# 그래프로 확인해 봅니다.\n", + "\n", + "plt.scatter(x, y)\n", + "plt.plot(x, model.predict(x),'r')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "e4b6209f", + "metadata": { + "id": "e4b6209f", + "outputId": "68a566c8-21dd-44ee-c3d7-e47f371bfa57" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "7시간을 공부할 경우, 합격 예상 확률은 59.7%입니다\n" + ] + } + ], + "source": [ + "import tensorflow as tf\n", + "\n", + "# 임의의 학습 시간을 집어넣어 합격 예상 확률을 예측해 보겠습니다.\n", + "\n", + "hour = 7\n", + "#prediction = model.predict([hour]) #텐서플로 2.9.0 까지만 가능\n", + "\n", + "input_data = tf.constant([[hour]]) \n", + "prediction = model.predict(input_data)[0][0] \n", + "\n", + "\n", + "print(\"%.f시간을 공부할 경우, 합격 예상 확률은 %.01f%%입니다\" % (hour, prediction * 100))" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "bcffd088", + "metadata": { + "id": "bcffd088" + }, + "outputs": [], + "source": [] + } + ], + "metadata": { + "colab": { + "collapsed_sections": [], + "name": "ch06-colab.ipynb", + "provenance": [] + }, + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.9.7" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/colab/ch14-colab.ipynb b/colab/ch14-colab.ipynb index 8705595..e0d4ecd 100644 --- a/colab/ch14-colab.ipynb +++ b/colab/ch14-colab.ipynb @@ -692,7 +692,7 @@ ], "source": [ "# 모델 저장의 조건을 설정합니다.\n", - "modelpath=\"./data/model/all/{epoch:02d}-{val_accuracy:.4f}.hdf5\"\n", + "modelpath=\"./data/model/all/{epoch:02d}-{val_accuracy:.4f}.keras\"\n", "checkpointer = ModelCheckpoint(filepath=modelpath, verbose=1)\n", "\n", "# 모델을 실행합니다. \n", @@ -739,8 +739,8 @@ }, "outputs": [], "source": [ - "# 그래프 확인을 위한 긴 학습 \n", - "history=model.fit(X_train, y_train, epochs=2000, batch_size=500, validation_split=0.25)" + "# 그래프 확인을 위한 긴 학습 (시간이 다소 걸릴수 있습니다)\n", + "history=model.fit(X_train, y_train, epochs=2000, batch_size=500, verbose=0, validation_split=0.25) " ] }, { @@ -1857,7 +1857,7 @@ "early_stopping_callback = EarlyStopping(monitor='val_loss', patience=20)\n", "\n", "# 최적화 모델이 저장될 폴더와 모델의 이름을 정합니다.\n", - "modelpath=\"./data/model/Ch14-4-bestmodel.hdf5\"\n", + "modelpath=\"./data/model/Ch14-4-bestmodel.keras\"\n", "\n", "# 최적화 모델을 업데이트하고 저장합니다.\n", "checkpointer = ModelCheckpoint(filepath=modelpath, monitor='val_loss', verbose=0, save_best_only=True)\n", diff --git a/colab/ch15-colab.ipynb b/colab/ch15-colab.ipynb index 6af8dbf..0a12da5 100644 --- a/colab/ch15-colab.ipynb +++ b/colab/ch15-colab.ipynb @@ -1 +1,1536 @@ -{"cells":[{"cell_type":"markdown","id":"421ba2d5","metadata":{"id":"421ba2d5"},"source":["# 15장 실제 데이터로 만들어 보는 모델"]},{"cell_type":"markdown","id":"b2e21b2a","metadata":{"id":"b2e21b2a"},"source":["## 1. 데이터 파악하기"]},{"cell_type":"code","execution_count":null,"id":"a3fbd7bd","metadata":{"id":"a3fbd7bd","outputId":"a7a14add-5cfd-4151-88fa-9d25b86c6410"},"outputs":[{"data":{"text/html":["
\n","\n","\n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n","
IdMSSubClassMSZoningLotFrontageLotAreaStreetAlleyLotShapeLandContourUtilities...PoolAreaPoolQCFenceMiscFeatureMiscValMoSoldYrSoldSaleTypeSaleConditionSalePrice
0160RL65.08450PaveNaNRegLvlAllPub...0NaNNaNNaN022008WDNormal208500
1220RL80.09600PaveNaNRegLvlAllPub...0NaNNaNNaN052007WDNormal181500
2360RL68.011250PaveNaNIR1LvlAllPub...0NaNNaNNaN092008WDNormal223500
3470RL60.09550PaveNaNIR1LvlAllPub...0NaNNaNNaN022006WDAbnorml140000
4560RL84.014260PaveNaNIR1LvlAllPub...0NaNNaNNaN0122008WDNormal250000
..................................................................
1455145660RL62.07917PaveNaNRegLvlAllPub...0NaNNaNNaN082007WDNormal175000
1456145720RL85.013175PaveNaNRegLvlAllPub...0NaNMnPrvNaN022010WDNormal210000
1457145870RL66.09042PaveNaNRegLvlAllPub...0NaNGdPrvShed250052010WDNormal266500
1458145920RL68.09717PaveNaNRegLvlAllPub...0NaNNaNNaN042010WDNormal142125
1459146020RL75.09937PaveNaNRegLvlAllPub...0NaNNaNNaN062008WDNormal147500
\n","

1460 rows × 81 columns

\n","
"],"text/plain":[" Id MSSubClass MSZoning LotFrontage LotArea Street Alley LotShape \\\n","0 1 60 RL 65.0 8450 Pave NaN Reg \n","1 2 20 RL 80.0 9600 Pave NaN Reg \n","2 3 60 RL 68.0 11250 Pave NaN IR1 \n","3 4 70 RL 60.0 9550 Pave NaN IR1 \n","4 5 60 RL 84.0 14260 Pave NaN IR1 \n","... ... ... ... ... ... ... ... ... \n","1455 1456 60 RL 62.0 7917 Pave NaN Reg \n","1456 1457 20 RL 85.0 13175 Pave NaN Reg \n","1457 1458 70 RL 66.0 9042 Pave NaN Reg \n","1458 1459 20 RL 68.0 9717 Pave NaN Reg \n","1459 1460 20 RL 75.0 9937 Pave NaN Reg \n","\n"," LandContour Utilities ... PoolArea PoolQC Fence MiscFeature MiscVal \\\n","0 Lvl AllPub ... 0 NaN NaN NaN 0 \n","1 Lvl AllPub ... 0 NaN NaN NaN 0 \n","2 Lvl AllPub ... 0 NaN NaN NaN 0 \n","3 Lvl AllPub ... 0 NaN NaN NaN 0 \n","4 Lvl AllPub ... 0 NaN NaN NaN 0 \n","... ... ... ... ... ... ... ... ... \n","1455 Lvl AllPub ... 0 NaN NaN NaN 0 \n","1456 Lvl AllPub ... 0 NaN MnPrv NaN 0 \n","1457 Lvl AllPub ... 0 NaN GdPrv Shed 2500 \n","1458 Lvl AllPub ... 0 NaN NaN NaN 0 \n","1459 Lvl AllPub ... 0 NaN NaN NaN 0 \n","\n"," MoSold YrSold SaleType SaleCondition SalePrice \n","0 2 2008 WD Normal 208500 \n","1 5 2007 WD Normal 181500 \n","2 9 2008 WD Normal 223500 \n","3 2 2006 WD Abnorml 140000 \n","4 12 2008 WD Normal 250000 \n","... ... ... ... ... ... \n","1455 8 2007 WD Normal 175000 \n","1456 2 2010 WD Normal 210000 \n","1457 5 2010 WD Normal 266500 \n","1458 4 2010 WD Normal 142125 \n","1459 6 2008 WD Normal 147500 \n","\n","[1460 rows x 81 columns]"]},"execution_count":1,"metadata":{},"output_type":"execute_result"}],"source":["from tensorflow.keras.models import Sequential\n","from tensorflow.keras.layers import Dense\n","from tensorflow.keras.callbacks import EarlyStopping, ModelCheckpoint\n","from sklearn.model_selection import train_test_split\n","\n","import matplotlib.pyplot as plt\n","import seaborn as sns\n","\n","import pandas as pd\n","import numpy as np\n","\n","# 깃허브에 준비된 데이터를 가져옵니다.\n","!git clone https://github.com/taehojo/data.git\n","\n","# 집 값 데이터를 불러옵니다.\n","df = pd.read_csv(\"./data/house_train.csv\")\n","\n","# 데이터를 미리 살펴보겠습니다. \n","df"]},{"cell_type":"code","execution_count":null,"id":"7d8b1b1a","metadata":{"execution":{"iopub.execute_input":"2020-10-20T13:18:49.944977Z","iopub.status.busy":"2020-10-20T13:18:49.943895Z","iopub.status.idle":"2020-10-20T13:18:49.949118Z","shell.execute_reply":"2020-10-20T13:18:49.948474Z"},"papermill":{"duration":0.161622,"end_time":"2020-10-20T13:18:49.949248","exception":false,"start_time":"2020-10-20T13:18:49.787626","status":"completed"},"tags":[],"id":"7d8b1b1a","outputId":"91495699-e47b-40bb-c3eb-ecd501f7c1e8"},"outputs":[{"data":{"text/plain":["Id int64\n","MSSubClass int64\n","MSZoning object\n","LotFrontage float64\n","LotArea int64\n"," ... \n","MoSold int64\n","YrSold int64\n","SaleType object\n","SaleCondition object\n","SalePrice int64\n","Length: 81, dtype: object"]},"execution_count":2,"metadata":{},"output_type":"execute_result"}],"source":["# 데이터가 어떤 유형으로 이루어져 있는지 알아봅니다. \n","df.dtypes"]},{"cell_type":"markdown","id":"ad3ac4f2","metadata":{"id":"ad3ac4f2"},"source":["## 2. 결측치, 카테고리 변수 처리하기"]},{"cell_type":"code","execution_count":null,"id":"848bb0f8","metadata":{"execution":{"iopub.execute_input":"2020-10-20T13:18:51.857986Z","iopub.status.busy":"2020-10-20T13:18:51.856922Z","iopub.status.idle":"2020-10-20T13:18:51.861097Z","shell.execute_reply":"2020-10-20T13:18:51.861618Z"},"papermill":{"duration":0.162495,"end_time":"2020-10-20T13:18:51.861791","exception":false,"start_time":"2020-10-20T13:18:51.699296","status":"completed"},"tags":[],"id":"848bb0f8","outputId":"3830719c-3016-4fef-8008-9440521b27d0"},"outputs":[{"data":{"text/plain":["PoolQC 1453\n","MiscFeature 1406\n","Alley 1369\n","Fence 1179\n","FireplaceQu 690\n","LotFrontage 259\n","GarageYrBlt 81\n","GarageCond 81\n","GarageType 81\n","GarageFinish 81\n","GarageQual 81\n","BsmtFinType2 38\n","BsmtExposure 38\n","BsmtQual 37\n","BsmtCond 37\n","BsmtFinType1 37\n","MasVnrArea 8\n","MasVnrType 8\n","Electrical 1\n","Id 0\n","dtype: int64"]},"execution_count":3,"metadata":{},"output_type":"execute_result"}],"source":["# 속성별로 결측치가 몇 개인지 확인합니다.\n","df.isnull().sum().sort_values(ascending=False).head(20)"]},{"cell_type":"code","execution_count":null,"id":"8ae42b47","metadata":{"id":"8ae42b47","outputId":"cbbed3bf-625d-412b-8ee1-f08a35e1a8ac"},"outputs":[{"data":{"text/html":["
\n","\n","\n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n","
IdMSSubClassLotFrontageLotAreaOverallQualOverallCondYearBuiltYearRemodAddMasVnrAreaBsmtFinSF1...SaleType_ConLwSaleType_NewSaleType_OthSaleType_WDSaleCondition_AbnormlSaleCondition_AdjLandSaleCondition_AllocaSaleCondition_FamilySaleCondition_NormalSaleCondition_Partial
016065.084507520032003196.0706...0001000010
122080.0960068197619760.0978...0001000010
236068.0112507520012002162.0486...0001000010
347060.0955075191519700.0216...0001100000
456084.0142608520002000350.0655...0001000010
..................................................................
145514566062.0791765199920000.00...0001000010
145614572085.0131756619781988119.0790...0001000010
145714587066.0904279194120060.0275...0001000010
145814592068.0971756195019960.049...0001000010
145914602075.0993756196519650.0830...0001000010
\n","

1460 rows × 290 columns

\n","
"],"text/plain":[" Id MSSubClass LotFrontage LotArea OverallQual OverallCond \\\n","0 1 60 65.0 8450 7 5 \n","1 2 20 80.0 9600 6 8 \n","2 3 60 68.0 11250 7 5 \n","3 4 70 60.0 9550 7 5 \n","4 5 60 84.0 14260 8 5 \n","... ... ... ... ... ... ... \n","1455 1456 60 62.0 7917 6 5 \n","1456 1457 20 85.0 13175 6 6 \n","1457 1458 70 66.0 9042 7 9 \n","1458 1459 20 68.0 9717 5 6 \n","1459 1460 20 75.0 9937 5 6 \n","\n"," YearBuilt YearRemodAdd MasVnrArea BsmtFinSF1 ... SaleType_ConLw \\\n","0 2003 2003 196.0 706 ... 0 \n","1 1976 1976 0.0 978 ... 0 \n","2 2001 2002 162.0 486 ... 0 \n","3 1915 1970 0.0 216 ... 0 \n","4 2000 2000 350.0 655 ... 0 \n","... ... ... ... ... ... ... \n","1455 1999 2000 0.0 0 ... 0 \n","1456 1978 1988 119.0 790 ... 0 \n","1457 1941 2006 0.0 275 ... 0 \n","1458 1950 1996 0.0 49 ... 0 \n","1459 1965 1965 0.0 830 ... 0 \n","\n"," SaleType_New SaleType_Oth SaleType_WD SaleCondition_Abnorml \\\n","0 0 0 1 0 \n","1 0 0 1 0 \n","2 0 0 1 0 \n","3 0 0 1 1 \n","4 0 0 1 0 \n","... ... ... ... ... \n","1455 0 0 1 0 \n","1456 0 0 1 0 \n","1457 0 0 1 0 \n","1458 0 0 1 0 \n","1459 0 0 1 0 \n","\n"," SaleCondition_AdjLand SaleCondition_Alloca SaleCondition_Family \\\n","0 0 0 0 \n","1 0 0 0 \n","2 0 0 0 \n","3 0 0 0 \n","4 0 0 0 \n","... ... ... ... \n","1455 0 0 0 \n","1456 0 0 0 \n","1457 0 0 0 \n","1458 0 0 0 \n","1459 0 0 0 \n","\n"," SaleCondition_Normal SaleCondition_Partial \n","0 1 0 \n","1 1 0 \n","2 1 0 \n","3 0 0 \n","4 1 0 \n","... ... ... \n","1455 1 0 \n","1456 1 0 \n","1457 1 0 \n","1458 1 0 \n","1459 1 0 \n","\n","[1460 rows x 290 columns]"]},"execution_count":4,"metadata":{},"output_type":"execute_result"}],"source":["# 카테고리형 변수를 0과 1로 이루어진 변수로 바꾸어 줍니다.(12장 3절)\n","df = pd.get_dummies(df)\n","\n","# 결측치를 전체 칼럼의 평균으로 대체하여 채워줍니다. \n","df = df.fillna(df.mean())\n","\n","# 업데이트된 데이터 프레임을 출력해봅니다.\n","df"]},{"cell_type":"markdown","id":"32aff43c","metadata":{"id":"32aff43c"},"source":["## 3. 속성별 관련도 추출하기"]},{"cell_type":"code","execution_count":null,"id":"07d5037b","metadata":{"id":"07d5037b","outputId":"ed617559-62d8-4f0d-e2d6-ed0b018df94c"},"outputs":[{"data":{"text/plain":["SalePrice 1.000000\n","OverallQual 0.790982\n","GrLivArea 0.708624\n","GarageCars 0.640409\n","GarageArea 0.623431\n","TotalBsmtSF 0.613581\n","1stFlrSF 0.605852\n","FullBath 0.560664\n","BsmtQual_Ex 0.553105\n","TotRmsAbvGrd 0.533723\n","Name: SalePrice, dtype: float64"]},"execution_count":5,"metadata":{},"output_type":"execute_result"}],"source":["# 데이터 사이의 상관 관계를 저장합니다.\n","df_corr=df.corr()\n","\n","# 집 값과 관련이 큰 것부터 순서대로 저장합니다.\n","df_corr_sort=df_corr.sort_values('SalePrice', ascending=False)\n","\n","# 집 값과 관련도가 가장 큰 10개의 속성들을 출력합니다. \n","df_corr_sort['SalePrice'].head(10)"]},{"cell_type":"code","execution_count":null,"id":"11f1bcfc","metadata":{"id":"11f1bcfc","outputId":"12ec2c21-8c3e-4e13-9dc2-b7575d49a113"},"outputs":[{"data":{"image/png":"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\n","text/plain":["
"]},"metadata":{"needs_background":"light"},"output_type":"display_data"}],"source":["# 집 값과 관련도가 가장 높은 속성들을 추출해서 상관도 그래프를 그려봅니다.\n","cols=['SalePrice','OverallQual','GrLivArea','GarageCars','GarageArea','TotalBsmtSF']\n","sns.pairplot(df[cols])\n","plt.show();"]},{"cell_type":"markdown","id":"c8cdf400","metadata":{"id":"c8cdf400"},"source":["## 4. 주택 가격 예측 모델"]},{"cell_type":"code","execution_count":null,"id":"50c63235","metadata":{"id":"50c63235"},"outputs":[],"source":["# 집 값을 제외한 나머지 열을 저장합니다. \n","cols_train=['OverallQual','GrLivArea','GarageCars','GarageArea','TotalBsmtSF']\n","X_train_pre = df[cols_train]\n","\n","# 집 값을 저장합니다.\n","y = df['SalePrice'].values"]},{"cell_type":"code","execution_count":null,"id":"34cee33d","metadata":{"id":"34cee33d"},"outputs":[],"source":["# 전체의 80%를 학습셋으로, 20%를 테스트셋으로 지정합니다.\n","X_train, X_test, y_train, y_test = train_test_split(X_train_pre, y, test_size=0.2)"]},{"cell_type":"code","execution_count":null,"id":"7b6418e6","metadata":{"scrolled":true,"id":"7b6418e6","outputId":"245e3285-6505-445f-86ed-ce025ee698f1"},"outputs":[{"name":"stdout","output_type":"stream","text":["Model: \"sequential\"\n","_________________________________________________________________\n","Layer (type) Output Shape Param # \n","=================================================================\n","dense (Dense) (None, 10) 60 \n","_________________________________________________________________\n","dense_1 (Dense) (None, 30) 330 \n","_________________________________________________________________\n","dense_2 (Dense) (None, 40) 1240 \n","_________________________________________________________________\n","dense_3 (Dense) (None, 1) 41 \n","=================================================================\n","Total params: 1,671\n","Trainable params: 1,671\n","Non-trainable params: 0\n","_________________________________________________________________\n","Epoch 1/2000\n","28/28 [==============================] - 0s 5ms/step - loss: 39256875008.0000 - val_loss: 38050066432.0000\n","Epoch 2/2000\n","28/28 [==============================] - 0s 2ms/step - loss: 38973657088.0000 - val_loss: 37643145216.0000\n","Epoch 3/2000\n","28/28 [==============================] - 0s 2ms/step - loss: 38286217216.0000 - val_loss: 36586713088.0000\n","Epoch 4/2000\n","28/28 [==============================] - 0s 2ms/step - loss: 36632485888.0000 - val_loss: 34174711808.0000\n","Epoch 5/2000\n","28/28 [==============================] - 0s 2ms/step - loss: 33148624896.0000 - val_loss: 29543153664.0000\n","Epoch 6/2000\n","28/28 [==============================] - 0s 2ms/step - loss: 26954598400.0000 - val_loss: 22077181952.0000\n","Epoch 7/2000\n","28/28 [==============================] - 0s 2ms/step - loss: 18263263232.0000 - val_loss: 12826006528.0000\n","Epoch 8/2000\n","28/28 [==============================] - 0s 2ms/step - loss: 9259721728.0000 - val_loss: 5357407744.0000\n","Epoch 9/2000\n","28/28 [==============================] - 0s 2ms/step - loss: 3547030016.0000 - val_loss: 2336531712.0000\n","Epoch 10/2000\n","28/28 [==============================] - 0s 2ms/step - loss: 2140108800.0000 - val_loss: 2084260096.0000\n","Epoch 11/2000\n","28/28 [==============================] - 0s 2ms/step - loss: 2092065024.0000 - val_loss: 2082420480.0000\n","Epoch 12/2000\n","28/28 [==============================] - 0s 2ms/step - loss: 2087802368.0000 - val_loss: 2082359552.0000\n","Epoch 13/2000\n","28/28 [==============================] - 0s 2ms/step - loss: 2089032704.0000 - val_loss: 2079805568.0000\n","Epoch 14/2000\n","28/28 [==============================] - 0s 2ms/step - loss: 2084963968.0000 - val_loss: 2078715264.0000\n","Epoch 15/2000\n","28/28 [==============================] - 0s 2ms/step - loss: 2080833536.0000 - val_loss: 2075409024.0000\n","Epoch 16/2000\n","28/28 [==============================] - 0s 2ms/step - loss: 2077572480.0000 - val_loss: 2073420160.0000\n","Epoch 17/2000\n","28/28 [==============================] - 0s 2ms/step - loss: 2078156288.0000 - val_loss: 2072047488.0000\n","Epoch 18/2000\n","28/28 [==============================] - 0s 2ms/step - loss: 2071485568.0000 - val_loss: 2070525312.0000\n","Epoch 19/2000\n","28/28 [==============================] - 0s 2ms/step - loss: 2075272960.0000 - val_loss: 2069213440.0000\n","Epoch 20/2000\n","28/28 [==============================] - 0s 2ms/step - loss: 2063917184.0000 - val_loss: 2071647104.0000\n","Epoch 21/2000\n","28/28 [==============================] - 0s 2ms/step - loss: 2069193856.0000 - val_loss: 2065380480.0000\n","Epoch 22/2000\n","28/28 [==============================] - 0s 2ms/step - loss: 2065246592.0000 - val_loss: 2067953920.0000\n","Epoch 23/2000\n","28/28 [==============================] - 0s 2ms/step - loss: 2066002048.0000 - val_loss: 2062074112.0000\n","Epoch 24/2000\n","28/28 [==============================] - 0s 2ms/step - loss: 2055972096.0000 - val_loss: 2062223616.0000\n","Epoch 25/2000\n","28/28 [==============================] - 0s 2ms/step - loss: 2057389696.0000 - val_loss: 2059269504.0000\n","Epoch 26/2000\n","28/28 [==============================] - 0s 2ms/step - loss: 2049077760.0000 - val_loss: 2057606016.0000\n","Epoch 27/2000\n","28/28 [==============================] - 0s 2ms/step - loss: 2046871552.0000 - val_loss: 2056435968.0000\n","Epoch 28/2000\n","28/28 [==============================] - 0s 2ms/step - loss: 2045918080.0000 - val_loss: 2055096704.0000\n","Epoch 29/2000\n","28/28 [==============================] - 0s 2ms/step - loss: 2050693760.0000 - val_loss: 2053517568.0000\n","Epoch 30/2000\n","28/28 [==============================] - 0s 2ms/step - loss: 2041932032.0000 - val_loss: 2053052160.0000\n","Epoch 31/2000\n","28/28 [==============================] - 0s 2ms/step - loss: 2042496512.0000 - val_loss: 2052208384.0000\n","Epoch 32/2000\n","28/28 [==============================] - 0s 2ms/step - loss: 2038375808.0000 - val_loss: 2049638912.0000\n","Epoch 33/2000\n","28/28 [==============================] - 0s 2ms/step - loss: 2037641728.0000 - val_loss: 2048640768.0000\n","Epoch 34/2000\n","28/28 [==============================] - 0s 2ms/step - loss: 2031928960.0000 - val_loss: 2050563584.0000\n","Epoch 35/2000\n","28/28 [==============================] - 0s 2ms/step - loss: 2036310144.0000 - val_loss: 2047705600.0000\n","Epoch 36/2000\n","28/28 [==============================] - 0s 2ms/step - loss: 2029841536.0000 - val_loss: 2045090176.0000\n","Epoch 37/2000\n","28/28 [==============================] - 0s 2ms/step - loss: 2034075520.0000 - val_loss: 2045132544.0000\n","Epoch 38/2000\n","28/28 [==============================] - 0s 2ms/step - loss: 2025575040.0000 - val_loss: 2042395776.0000\n","Epoch 39/2000\n","28/28 [==============================] - 0s 2ms/step - loss: 2026456704.0000 - val_loss: 2041343104.0000\n","Epoch 40/2000\n","28/28 [==============================] - 0s 2ms/step - loss: 2022501504.0000 - val_loss: 2040617344.0000\n","Epoch 41/2000\n","28/28 [==============================] - 0s 2ms/step - loss: 2023640448.0000 - val_loss: 2039605376.0000\n","Epoch 42/2000\n","28/28 [==============================] - 0s 2ms/step - loss: 2022020224.0000 - val_loss: 2038057216.0000\n","Epoch 43/2000\n","28/28 [==============================] - 0s 2ms/step - loss: 2019413632.0000 - val_loss: 2037319680.0000\n","Epoch 44/2000\n","28/28 [==============================] - 0s 2ms/step - loss: 2022714368.0000 - val_loss: 2036136192.0000\n","Epoch 45/2000\n","28/28 [==============================] - 0s 2ms/step - loss: 2021474048.0000 - val_loss: 2035520128.0000\n","Epoch 46/2000\n","28/28 [==============================] - 0s 2ms/step - loss: 2013154048.0000 - val_loss: 2034018432.0000\n","Epoch 47/2000\n","28/28 [==============================] - 0s 2ms/step - loss: 2020812032.0000 - val_loss: 2038613120.0000\n","Epoch 48/2000\n","28/28 [==============================] - 0s 2ms/step - loss: 2020621824.0000 - val_loss: 2034382848.0000\n","Epoch 49/2000\n","28/28 [==============================] - 0s 2ms/step - loss: 2009394560.0000 - val_loss: 2032808704.0000\n","Epoch 50/2000\n","28/28 [==============================] - 0s 2ms/step - loss: 2014462080.0000 - val_loss: 2031219200.0000\n","Epoch 51/2000\n","28/28 [==============================] - 0s 2ms/step - loss: 2012724992.0000 - val_loss: 2030108032.0000\n","Epoch 52/2000\n","28/28 [==============================] - 0s 2ms/step - loss: 2003490176.0000 - val_loss: 2029069568.0000\n","Epoch 53/2000\n","28/28 [==============================] - 0s 2ms/step - loss: 2005520256.0000 - val_loss: 2028788992.0000\n","Epoch 54/2000\n","28/28 [==============================] - 0s 2ms/step - loss: 1996721024.0000 - val_loss: 2027076480.0000\n","Epoch 55/2000\n","28/28 [==============================] - 0s 2ms/step - loss: 1996136064.0000 - val_loss: 2026162432.0000\n","Epoch 56/2000\n","28/28 [==============================] - 0s 2ms/step - loss: 2000532736.0000 - val_loss: 2028895744.0000\n","Epoch 57/2000\n","28/28 [==============================] - 0s 2ms/step - loss: 1997962240.0000 - val_loss: 2025465088.0000\n","Epoch 58/2000\n","28/28 [==============================] - 0s 2ms/step - loss: 1994542080.0000 - val_loss: 2025333120.0000\n","Epoch 59/2000\n","28/28 [==============================] - 0s 2ms/step - loss: 1996151552.0000 - val_loss: 2023987584.0000\n","Epoch 60/2000\n","28/28 [==============================] - 0s 2ms/step - loss: 1991216896.0000 - val_loss: 2022501120.0000\n","Epoch 61/2000\n","28/28 [==============================] - 0s 2ms/step - loss: 1993646848.0000 - val_loss: 2021855616.0000\n","Epoch 62/2000\n","28/28 [==============================] - 0s 2ms/step - loss: 2001903488.0000 - val_loss: 2023514624.0000\n","Epoch 63/2000\n","28/28 [==============================] - 0s 2ms/step - loss: 1992752512.0000 - val_loss: 2020616320.0000\n","Epoch 64/2000\n","28/28 [==============================] - 0s 2ms/step - loss: 1985111168.0000 - val_loss: 2019932416.0000\n","Epoch 65/2000\n","28/28 [==============================] - 0s 2ms/step - loss: 1983430528.0000 - val_loss: 2019394176.0000\n","Epoch 66/2000\n","28/28 [==============================] - 0s 2ms/step - loss: 1982655360.0000 - val_loss: 2018924288.0000\n","Epoch 67/2000\n","28/28 [==============================] - 0s 2ms/step - loss: 1983551360.0000 - val_loss: 2018926464.0000\n","Epoch 68/2000\n","28/28 [==============================] - 0s 2ms/step - loss: 1984211456.0000 - val_loss: 2017812608.0000\n","Epoch 69/2000\n","28/28 [==============================] - 0s 2ms/step - loss: 1986807296.0000 - val_loss: 2018194816.0000\n","Epoch 70/2000\n","28/28 [==============================] - 0s 2ms/step - loss: 1979727360.0000 - val_loss: 2017011072.0000\n","Epoch 71/2000\n","28/28 [==============================] - 0s 2ms/step - loss: 1977666048.0000 - val_loss: 2016382976.0000\n","Epoch 72/2000\n","28/28 [==============================] - 0s 2ms/step - loss: 1980729600.0000 - val_loss: 2015734528.0000\n","Epoch 73/2000\n","28/28 [==============================] - 0s 2ms/step - loss: 1976288256.0000 - val_loss: 2015277312.0000\n","Epoch 74/2000\n","28/28 [==============================] - 0s 2ms/step - loss: 1973532672.0000 - val_loss: 2014985728.0000\n","Epoch 75/2000\n","28/28 [==============================] - 0s 2ms/step - loss: 1977727488.0000 - val_loss: 2015338880.0000\n","Epoch 76/2000\n","28/28 [==============================] - 0s 2ms/step - loss: 1977571200.0000 - val_loss: 2014164096.0000\n","Epoch 77/2000\n","28/28 [==============================] - 0s 2ms/step - loss: 1978516480.0000 - val_loss: 2015382656.0000\n","Epoch 78/2000\n","28/28 [==============================] - 0s 2ms/step - loss: 1970997888.0000 - val_loss: 2015171456.0000\n","Epoch 79/2000\n","28/28 [==============================] - 0s 2ms/step - loss: 1971897856.0000 - val_loss: 2017903232.0000\n","Epoch 80/2000\n","28/28 [==============================] - 0s 2ms/step - loss: 1971577088.0000 - val_loss: 2012867328.0000\n","Epoch 81/2000\n","28/28 [==============================] - 0s 2ms/step - loss: 1975466496.0000 - val_loss: 2012767488.0000\n","Epoch 82/2000\n","28/28 [==============================] - 0s 2ms/step - loss: 1975942400.0000 - val_loss: 2012589952.0000\n","Epoch 83/2000\n","28/28 [==============================] - 0s 2ms/step - loss: 1968400384.0000 - val_loss: 2013249024.0000\n","Epoch 84/2000\n","28/28 [==============================] - 0s 2ms/step - loss: 1971393408.0000 - val_loss: 2014398720.0000\n","Epoch 85/2000\n","28/28 [==============================] - 0s 2ms/step - loss: 1968194304.0000 - val_loss: 2011679872.0000\n","Epoch 86/2000\n","28/28 [==============================] - 0s 2ms/step - loss: 1971006848.0000 - val_loss: 2014609664.0000\n","Epoch 87/2000\n","28/28 [==============================] - 0s 2ms/step - loss: 1962764160.0000 - val_loss: 2011645056.0000\n","Epoch 88/2000\n","28/28 [==============================] - 0s 2ms/step - loss: 1971817600.0000 - val_loss: 2013581952.0000\n","Epoch 89/2000\n","28/28 [==============================] - 0s 2ms/step - loss: 1964001408.0000 - val_loss: 2012368128.0000\n","Epoch 90/2000\n","28/28 [==============================] - 0s 2ms/step - loss: 1963850624.0000 - val_loss: 2010386816.0000\n","Epoch 91/2000\n","28/28 [==============================] - 0s 2ms/step - loss: 1976837888.0000 - val_loss: 2011142016.0000\n","Epoch 92/2000\n","28/28 [==============================] - 0s 2ms/step - loss: 1967519104.0000 - val_loss: 2011235200.0000\n","Epoch 93/2000\n","28/28 [==============================] - 0s 2ms/step - loss: 1974522752.0000 - val_loss: 2014482432.0000\n","Epoch 94/2000\n","28/28 [==============================] - 0s 2ms/step - loss: 1961725312.0000 - val_loss: 2009963264.0000\n","Epoch 95/2000\n","28/28 [==============================] - 0s 2ms/step - loss: 1991654784.0000 - val_loss: 2010047872.0000\n","Epoch 96/2000\n","28/28 [==============================] - 0s 2ms/step - loss: 1968258816.0000 - val_loss: 2011137536.0000\n","Epoch 97/2000\n","28/28 [==============================] - 0s 2ms/step - loss: 1964474240.0000 - val_loss: 2014822400.0000\n","Epoch 98/2000\n","28/28 [==============================] - 0s 2ms/step - loss: 1959593984.0000 - val_loss: 2009040640.0000\n","Epoch 99/2000\n","28/28 [==============================] - 0s 2ms/step - loss: 1972654208.0000 - val_loss: 2012499712.0000\n","Epoch 100/2000\n","28/28 [==============================] - 0s 2ms/step - loss: 1961606784.0000 - val_loss: 2008893824.0000\n","Epoch 101/2000\n","28/28 [==============================] - 0s 2ms/step - loss: 1957312640.0000 - val_loss: 2009353344.0000\n","Epoch 102/2000\n","28/28 [==============================] - 0s 2ms/step - loss: 1966720384.0000 - val_loss: 2013813504.0000\n","Epoch 103/2000\n","28/28 [==============================] - 0s 2ms/step - loss: 1965130752.0000 - val_loss: 2008940800.0000\n","Epoch 104/2000\n","28/28 [==============================] - 0s 2ms/step - loss: 1961052288.0000 - val_loss: 2008467712.0000\n","Epoch 105/2000\n","28/28 [==============================] - 0s 2ms/step - loss: 1959811712.0000 - val_loss: 2008732544.0000\n","Epoch 106/2000\n","28/28 [==============================] - 0s 2ms/step - loss: 1955101568.0000 - val_loss: 2008449664.0000\n","Epoch 107/2000\n","28/28 [==============================] - 0s 2ms/step - loss: 1955417088.0000 - val_loss: 2008361088.0000\n","Epoch 108/2000\n","28/28 [==============================] - 0s 2ms/step - loss: 1961396096.0000 - val_loss: 2008428544.0000\n","Epoch 109/2000\n","28/28 [==============================] - 0s 2ms/step - loss: 1955363840.0000 - val_loss: 2009443328.0000\n","Epoch 110/2000\n","28/28 [==============================] - 0s 2ms/step - loss: 1962255616.0000 - val_loss: 2012226560.0000\n","Epoch 111/2000\n","28/28 [==============================] - 0s 2ms/step - loss: 1971003264.0000 - val_loss: 2008275584.0000\n","Epoch 112/2000\n","28/28 [==============================] - 0s 2ms/step - loss: 1982744064.0000 - val_loss: 2008528000.0000\n","Epoch 113/2000\n","28/28 [==============================] - 0s 2ms/step - loss: 1957559424.0000 - val_loss: 2008099072.0000\n","Epoch 114/2000\n","28/28 [==============================] - 0s 2ms/step - loss: 1955127168.0000 - val_loss: 2008033536.0000\n","Epoch 115/2000\n","28/28 [==============================] - 0s 2ms/step - loss: 1961434752.0000 - val_loss: 2014499712.0000\n","Epoch 116/2000\n","28/28 [==============================] - 0s 2ms/step - loss: 1957375232.0000 - val_loss: 2011667072.0000\n","Epoch 117/2000\n","28/28 [==============================] - 0s 2ms/step - loss: 1953398272.0000 - val_loss: 2007985792.0000\n","Epoch 118/2000\n","28/28 [==============================] - 0s 2ms/step - loss: 1960678400.0000 - val_loss: 2007955072.0000\n","Epoch 119/2000\n","28/28 [==============================] - 0s 2ms/step - loss: 1960155264.0000 - val_loss: 2009542016.0000\n","Epoch 120/2000\n","28/28 [==============================] - 0s 2ms/step - loss: 1954212864.0000 - val_loss: 2008314368.0000\n","Epoch 121/2000\n","28/28 [==============================] - 0s 2ms/step - loss: 1952613760.0000 - val_loss: 2008600960.0000\n","Epoch 122/2000\n","28/28 [==============================] - 0s 2ms/step - loss: 1955046656.0000 - val_loss: 2010091008.0000\n","Epoch 123/2000\n","28/28 [==============================] - 0s 2ms/step - loss: 1951067776.0000 - val_loss: 2008035200.0000\n","Epoch 124/2000\n","28/28 [==============================] - 0s 2ms/step - loss: 1956455040.0000 - val_loss: 2009811840.0000\n","Epoch 125/2000\n","28/28 [==============================] - 0s 2ms/step - loss: 1953920384.0000 - val_loss: 2007924096.0000\n","Epoch 126/2000\n","28/28 [==============================] - 0s 2ms/step - loss: 1967028224.0000 - val_loss: 2009794944.0000\n","Epoch 127/2000\n","28/28 [==============================] - 0s 2ms/step - loss: 1965339904.0000 - val_loss: 2009009280.0000\n","Epoch 128/2000\n","28/28 [==============================] - 0s 2ms/step - loss: 1967171328.0000 - val_loss: 2007939968.0000\n","Epoch 129/2000\n","28/28 [==============================] - 0s 2ms/step - loss: 1953992320.0000 - val_loss: 2012665984.0000\n","Epoch 130/2000\n"]},{"name":"stdout","output_type":"stream","text":["28/28 [==============================] - 0s 2ms/step - loss: 1948087168.0000 - val_loss: 2010243456.0000\n","Epoch 131/2000\n","28/28 [==============================] - 0s 2ms/step - loss: 1952553728.0000 - val_loss: 2007966208.0000\n","Epoch 132/2000\n","28/28 [==============================] - 0s 2ms/step - loss: 1960191232.0000 - val_loss: 2008038016.0000\n","Epoch 133/2000\n","28/28 [==============================] - 0s 2ms/step - loss: 1950433536.0000 - val_loss: 2008432896.0000\n","Epoch 134/2000\n","28/28 [==============================] - 0s 2ms/step - loss: 1951147392.0000 - val_loss: 2009483520.0000\n","Epoch 135/2000\n","28/28 [==============================] - 0s 2ms/step - loss: 1963911168.0000 - val_loss: 2009271424.0000\n","Epoch 136/2000\n","28/28 [==============================] - 0s 2ms/step - loss: 1978464896.0000 - val_loss: 2018575488.0000\n","Epoch 137/2000\n","28/28 [==============================] - 0s 2ms/step - loss: 1978488320.0000 - val_loss: 2014206592.0000\n","Epoch 138/2000\n","28/28 [==============================] - 0s 2ms/step - loss: 1946758272.0000 - val_loss: 2016159616.0000\n","Epoch 139/2000\n","28/28 [==============================] - 0s 2ms/step - loss: 1957642880.0000 - val_loss: 2008652416.0000\n","Epoch 140/2000\n","28/28 [==============================] - 0s 2ms/step - loss: 1950573440.0000 - val_loss: 2008302208.0000\n","Epoch 141/2000\n","28/28 [==============================] - 0s 2ms/step - loss: 1952018304.0000 - val_loss: 2008199040.0000\n","Epoch 142/2000\n","28/28 [==============================] - 0s 2ms/step - loss: 1948704000.0000 - val_loss: 2009249536.0000\n","Epoch 143/2000\n","28/28 [==============================] - 0s 2ms/step - loss: 1947969280.0000 - val_loss: 2008606336.0000\n","Epoch 144/2000\n","28/28 [==============================] - 0s 2ms/step - loss: 1948913408.0000 - val_loss: 2009052544.0000\n","Epoch 145/2000\n","28/28 [==============================] - 0s 2ms/step - loss: 1962943104.0000 - val_loss: 2011970944.0000\n"]}],"source":["# 모델의 구조를 설정합니다.\n","model = Sequential()\n","model.add(Dense(10, input_dim=X_train.shape[1], activation='relu'))\n","model.add(Dense(30, activation='relu'))\n","model.add(Dense(40, activation='relu'))\n","model.add(Dense(1))\n","model.summary()\n","\n","# 모델을 실행합니다.\n","model.compile(optimizer ='adam', loss = 'mean_squared_error')\n","\n","# 20회 이상 결과가 향상되지 않으면 자동으로 중단되게끔 합니다.\n","early_stopping_callback = EarlyStopping(monitor='val_loss', patience=20)\n","\n","# 모델의 이름을 정합니다.\n","modelpath=\"./data/model/Ch15-house.hdf5\"\n","\n","# 최적화 모델을 업데이트하고 저장합니다.\n","checkpointer = ModelCheckpoint(filepath=modelpath, monitor='val_loss', verbose=0, save_best_only=True)\n","\n","# 실행 관련 설정을 하는 부분입니다. 전체의 20%를 검증셋으로 설정합니다. \n","history = model.fit(X_train, y_train, validation_split=0.25, epochs=2000, batch_size=32, callbacks=[early_stopping_callback, checkpointer])"]},{"cell_type":"code","execution_count":null,"id":"ecc81a1d","metadata":{"scrolled":true,"id":"ecc81a1d","outputId":"ca16381a-1bc6-4c80-edfa-e55a4c4f59a7"},"outputs":[{"name":"stdout","output_type":"stream","text":["실제가격: 262500.00, 예상가격: 240051.36\n","실제가격: 78000.00, 예상가격: 118369.56\n","실제가격: 181000.00, 예상가격: 184155.28\n","실제가격: 118000.00, 예상가격: 130422.16\n","실제가격: 142953.00, 예상가격: 178254.34\n","실제가격: 189000.00, 예상가격: 238503.16\n","실제가격: 185900.00, 예상가격: 178877.31\n","실제가격: 264561.00, 예상가격: 229130.41\n","실제가격: 157000.00, 예상가격: 170969.47\n","실제가격: 205000.00, 예상가격: 199601.78\n","실제가격: 109900.00, 예상가격: 97085.41\n","실제가격: 173900.00, 예상가격: 176588.67\n","실제가격: 97000.00, 예상가격: 78377.69\n","실제가격: 237000.00, 예상가격: 210369.81\n","실제가격: 192500.00, 예상가격: 201920.70\n","실제가격: 212000.00, 예상가격: 199950.33\n","실제가격: 80000.00, 예상가격: 95282.45\n","실제가격: 180500.00, 예상가격: 203932.06\n","실제가격: 135000.00, 예상가격: 229143.97\n","실제가격: 197000.00, 예상가격: 177454.97\n","실제가격: 227000.00, 예상가격: 248955.09\n","실제가격: 180000.00, 예상가격: 154568.53\n","실제가격: 381000.00, 예상가격: 328032.09\n","실제가격: 127000.00, 예상가격: 116693.46\n","실제가격: 485000.00, 예상가격: 357789.88\n"]}],"source":["# 예측 값과 실제 값, 실행 번호가 들어갈 빈 리스트를 만듭니다.\n","real_prices =[]\n","pred_prices = []\n","X_num = []\n","\n","# 25개의 샘플을 뽑아 실제 값, 예측 값을 출력해 봅니다. \n","n_iter = 0\n","Y_prediction = model.predict(X_test).flatten()\n","for i in range(25):\n"," real = y_test[i]\n"," prediction = Y_prediction[i]\n"," print(\"실제가격: {:.2f}, 예상가격: {:.2f}\".format(real, prediction))\n"," real_prices.append(real)\n"," pred_prices.append(prediction)\n"," n_iter = n_iter + 1\n"," X_num.append(n_iter)"]},{"cell_type":"code","execution_count":null,"id":"c2f4160a","metadata":{"id":"c2f4160a","outputId":"9430138d-0544-4213-ebcc-e2ad2ee38d66"},"outputs":[{"data":{"image/png":"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\n","text/plain":["
"]},"metadata":{"needs_background":"light"},"output_type":"display_data"}],"source":["# 그래프를 통해 샘플로 뽑은 25개의 값을 비교해 봅니다.\n","\n","plt.plot(X_num, pred_prices, label='predicted price')\n","plt.plot(X_num, real_prices, label='real price')\n","plt.legend()\n","plt.show()"]}],"metadata":{"kernelspec":{"display_name":"Python 3 (ipykernel)","language":"python","name":"python3"},"language_info":{"codemirror_mode":{"name":"ipython","version":3},"file_extension":".py","mimetype":"text/x-python","name":"python","nbconvert_exporter":"python","pygments_lexer":"ipython3","version":"3.9.7"},"colab":{"name":"ch15-colab.ipynb","provenance":[],"collapsed_sections":[]}},"nbformat":4,"nbformat_minor":5} \ No newline at end of file +{ + "cells": [ + { + "cell_type": "markdown", + "id": "421ba2d5", + "metadata": { + "id": "421ba2d5" + }, + "source": [ + "# 15장 실제 데이터로 만들어 보는 모델" + ] + }, + { + "cell_type": "markdown", + "id": "b2e21b2a", + "metadata": { + "id": "b2e21b2a" + }, + "source": [ + "## 1. 데이터 파악하기" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "a3fbd7bd", + "metadata": { + "id": "a3fbd7bd", + "outputId": "a7a14add-5cfd-4151-88fa-9d25b86c6410" + }, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
IdMSSubClassMSZoningLotFrontageLotAreaStreetAlleyLotShapeLandContourUtilities...PoolAreaPoolQCFenceMiscFeatureMiscValMoSoldYrSoldSaleTypeSaleConditionSalePrice
0160RL65.08450PaveNaNRegLvlAllPub...0NaNNaNNaN022008WDNormal208500
1220RL80.09600PaveNaNRegLvlAllPub...0NaNNaNNaN052007WDNormal181500
2360RL68.011250PaveNaNIR1LvlAllPub...0NaNNaNNaN092008WDNormal223500
3470RL60.09550PaveNaNIR1LvlAllPub...0NaNNaNNaN022006WDAbnorml140000
4560RL84.014260PaveNaNIR1LvlAllPub...0NaNNaNNaN0122008WDNormal250000
..................................................................
1455145660RL62.07917PaveNaNRegLvlAllPub...0NaNNaNNaN082007WDNormal175000
1456145720RL85.013175PaveNaNRegLvlAllPub...0NaNMnPrvNaN022010WDNormal210000
1457145870RL66.09042PaveNaNRegLvlAllPub...0NaNGdPrvShed250052010WDNormal266500
1458145920RL68.09717PaveNaNRegLvlAllPub...0NaNNaNNaN042010WDNormal142125
1459146020RL75.09937PaveNaNRegLvlAllPub...0NaNNaNNaN062008WDNormal147500
\n", + "

1460 rows × 81 columns

\n", + "
" + ], + "text/plain": [ + " Id MSSubClass MSZoning LotFrontage LotArea Street Alley LotShape \\\n", + "0 1 60 RL 65.0 8450 Pave NaN Reg \n", + "1 2 20 RL 80.0 9600 Pave NaN Reg \n", + "2 3 60 RL 68.0 11250 Pave NaN IR1 \n", + "3 4 70 RL 60.0 9550 Pave NaN IR1 \n", + "4 5 60 RL 84.0 14260 Pave NaN IR1 \n", + "... ... ... ... ... ... ... ... ... \n", + "1455 1456 60 RL 62.0 7917 Pave NaN Reg \n", + "1456 1457 20 RL 85.0 13175 Pave NaN Reg \n", + "1457 1458 70 RL 66.0 9042 Pave NaN Reg \n", + "1458 1459 20 RL 68.0 9717 Pave NaN Reg \n", + "1459 1460 20 RL 75.0 9937 Pave NaN Reg \n", + "\n", + " LandContour Utilities ... PoolArea PoolQC Fence MiscFeature MiscVal \\\n", + "0 Lvl AllPub ... 0 NaN NaN NaN 0 \n", + "1 Lvl AllPub ... 0 NaN NaN NaN 0 \n", + "2 Lvl AllPub ... 0 NaN NaN NaN 0 \n", + "3 Lvl AllPub ... 0 NaN NaN NaN 0 \n", + "4 Lvl AllPub ... 0 NaN NaN NaN 0 \n", + "... ... ... ... ... ... ... ... ... \n", + "1455 Lvl AllPub ... 0 NaN NaN NaN 0 \n", + "1456 Lvl AllPub ... 0 NaN MnPrv NaN 0 \n", + "1457 Lvl AllPub ... 0 NaN GdPrv Shed 2500 \n", + "1458 Lvl AllPub ... 0 NaN NaN NaN 0 \n", + "1459 Lvl AllPub ... 0 NaN NaN NaN 0 \n", + "\n", + " MoSold YrSold SaleType SaleCondition SalePrice \n", + "0 2 2008 WD Normal 208500 \n", + "1 5 2007 WD Normal 181500 \n", + "2 9 2008 WD Normal 223500 \n", + "3 2 2006 WD Abnorml 140000 \n", + "4 12 2008 WD Normal 250000 \n", + "... ... ... ... ... ... \n", + "1455 8 2007 WD Normal 175000 \n", + "1456 2 2010 WD Normal 210000 \n", + "1457 5 2010 WD Normal 266500 \n", + "1458 4 2010 WD Normal 142125 \n", + "1459 6 2008 WD Normal 147500 \n", + "\n", + "[1460 rows x 81 columns]" + ] + }, + "execution_count": 1, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "from tensorflow.keras.models import Sequential\n", + "from tensorflow.keras.layers import Dense\n", + "from tensorflow.keras.callbacks import EarlyStopping, ModelCheckpoint\n", + "from sklearn.model_selection import train_test_split\n", + "\n", + "import matplotlib.pyplot as plt\n", + "import seaborn as sns\n", + "\n", + "import pandas as pd\n", + "import numpy as np\n", + "\n", + "# 깃허브에 준비된 데이터를 가져옵니다.\n", + "!git clone https://github.com/taehojo/data.git\n", + "\n", + "# 집 값 데이터를 불러옵니다.\n", + "df = pd.read_csv(\"./data/house_train.csv\")\n", + "\n", + "# 데이터를 미리 살펴보겠습니다. \n", + "df" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "7d8b1b1a", + "metadata": { + "execution": { + "iopub.execute_input": "2020-10-20T13:18:49.944977Z", + "iopub.status.busy": "2020-10-20T13:18:49.943895Z", + "iopub.status.idle": "2020-10-20T13:18:49.949118Z", + "shell.execute_reply": "2020-10-20T13:18:49.948474Z" + }, + "id": "7d8b1b1a", + "outputId": "91495699-e47b-40bb-c3eb-ecd501f7c1e8", + "papermill": { + "duration": 0.161622, + "end_time": "2020-10-20T13:18:49.949248", + "exception": false, + "start_time": "2020-10-20T13:18:49.787626", + "status": "completed" + }, + "tags": [] + }, + "outputs": [ + { + "data": { + "text/plain": [ + "Id int64\n", + "MSSubClass int64\n", + "MSZoning object\n", + "LotFrontage float64\n", + "LotArea int64\n", + " ... \n", + "MoSold int64\n", + "YrSold int64\n", + "SaleType object\n", + "SaleCondition object\n", + "SalePrice int64\n", + "Length: 81, dtype: object" + ] + }, + "execution_count": 2, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# 데이터가 어떤 유형으로 이루어져 있는지 알아봅니다. \n", + "df.dtypes" + ] + }, + { + "cell_type": "markdown", + "id": "ad3ac4f2", + "metadata": { + "id": "ad3ac4f2" + }, + "source": [ + "## 2. 결측치, 카테고리 변수 처리하기" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "848bb0f8", + "metadata": { + "execution": { + "iopub.execute_input": "2020-10-20T13:18:51.857986Z", + "iopub.status.busy": "2020-10-20T13:18:51.856922Z", + "iopub.status.idle": "2020-10-20T13:18:51.861097Z", + "shell.execute_reply": "2020-10-20T13:18:51.861618Z" + }, + "id": "848bb0f8", + "outputId": "3830719c-3016-4fef-8008-9440521b27d0", + "papermill": { + "duration": 0.162495, + "end_time": "2020-10-20T13:18:51.861791", + "exception": false, + "start_time": "2020-10-20T13:18:51.699296", + "status": "completed" + }, + "tags": [] + }, + "outputs": [ + { + "data": { + "text/plain": [ + "PoolQC 1453\n", + "MiscFeature 1406\n", + "Alley 1369\n", + "Fence 1179\n", + "FireplaceQu 690\n", + "LotFrontage 259\n", + "GarageYrBlt 81\n", + "GarageCond 81\n", + "GarageType 81\n", + "GarageFinish 81\n", + "GarageQual 81\n", + "BsmtFinType2 38\n", + "BsmtExposure 38\n", + "BsmtQual 37\n", + "BsmtCond 37\n", + "BsmtFinType1 37\n", + "MasVnrArea 8\n", + "MasVnrType 8\n", + "Electrical 1\n", + "Id 0\n", + "dtype: int64" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# 속성별로 결측치가 몇 개인지 확인합니다.\n", + "df.isnull().sum().sort_values(ascending=False).head(20)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "8ae42b47", + "metadata": { + "id": "8ae42b47", + "outputId": "cbbed3bf-625d-412b-8ee1-f08a35e1a8ac" + }, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
IdMSSubClassLotFrontageLotAreaOverallQualOverallCondYearBuiltYearRemodAddMasVnrAreaBsmtFinSF1...SaleType_ConLwSaleType_NewSaleType_OthSaleType_WDSaleCondition_AbnormlSaleCondition_AdjLandSaleCondition_AllocaSaleCondition_FamilySaleCondition_NormalSaleCondition_Partial
016065.084507520032003196.0706...0001000010
122080.0960068197619760.0978...0001000010
236068.0112507520012002162.0486...0001000010
347060.0955075191519700.0216...0001100000
456084.0142608520002000350.0655...0001000010
..................................................................
145514566062.0791765199920000.00...0001000010
145614572085.0131756619781988119.0790...0001000010
145714587066.0904279194120060.0275...0001000010
145814592068.0971756195019960.049...0001000010
145914602075.0993756196519650.0830...0001000010
\n", + "

1460 rows × 290 columns

\n", + "
" + ], + "text/plain": [ + " Id MSSubClass LotFrontage LotArea OverallQual OverallCond \\\n", + "0 1 60 65.0 8450 7 5 \n", + "1 2 20 80.0 9600 6 8 \n", + "2 3 60 68.0 11250 7 5 \n", + "3 4 70 60.0 9550 7 5 \n", + "4 5 60 84.0 14260 8 5 \n", + "... ... ... ... ... ... ... \n", + "1455 1456 60 62.0 7917 6 5 \n", + "1456 1457 20 85.0 13175 6 6 \n", + "1457 1458 70 66.0 9042 7 9 \n", + "1458 1459 20 68.0 9717 5 6 \n", + "1459 1460 20 75.0 9937 5 6 \n", + "\n", + " YearBuilt YearRemodAdd MasVnrArea BsmtFinSF1 ... SaleType_ConLw \\\n", + "0 2003 2003 196.0 706 ... 0 \n", + "1 1976 1976 0.0 978 ... 0 \n", + "2 2001 2002 162.0 486 ... 0 \n", + "3 1915 1970 0.0 216 ... 0 \n", + "4 2000 2000 350.0 655 ... 0 \n", + "... ... ... ... ... ... ... \n", + "1455 1999 2000 0.0 0 ... 0 \n", + "1456 1978 1988 119.0 790 ... 0 \n", + "1457 1941 2006 0.0 275 ... 0 \n", + "1458 1950 1996 0.0 49 ... 0 \n", + "1459 1965 1965 0.0 830 ... 0 \n", + "\n", + " SaleType_New SaleType_Oth SaleType_WD SaleCondition_Abnorml \\\n", + "0 0 0 1 0 \n", + "1 0 0 1 0 \n", + "2 0 0 1 0 \n", + "3 0 0 1 1 \n", + "4 0 0 1 0 \n", + "... ... ... ... ... \n", + "1455 0 0 1 0 \n", + "1456 0 0 1 0 \n", + "1457 0 0 1 0 \n", + "1458 0 0 1 0 \n", + "1459 0 0 1 0 \n", + "\n", + " SaleCondition_AdjLand SaleCondition_Alloca SaleCondition_Family \\\n", + "0 0 0 0 \n", + "1 0 0 0 \n", + "2 0 0 0 \n", + "3 0 0 0 \n", + "4 0 0 0 \n", + "... ... ... ... \n", + "1455 0 0 0 \n", + "1456 0 0 0 \n", + "1457 0 0 0 \n", + "1458 0 0 0 \n", + "1459 0 0 0 \n", + "\n", + " SaleCondition_Normal SaleCondition_Partial \n", + "0 1 0 \n", + "1 1 0 \n", + "2 1 0 \n", + "3 0 0 \n", + "4 1 0 \n", + "... ... ... \n", + "1455 1 0 \n", + "1456 1 0 \n", + "1457 1 0 \n", + "1458 1 0 \n", + "1459 1 0 \n", + "\n", + "[1460 rows x 290 columns]" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# 카테고리형 변수를 0과 1로 이루어진 변수로 바꾸어 줍니다.(12장 3절)\n", + "df = pd.get_dummies(df)\n", + "\n", + "# 결측치를 전체 칼럼의 평균으로 대체하여 채워줍니다. \n", + "df = df.fillna(df.mean())\n", + "\n", + "# 업데이트된 데이터 프레임을 출력해봅니다.\n", + "df" + ] + }, + { + "cell_type": "markdown", + "id": "32aff43c", + "metadata": { + "id": "32aff43c" + }, + "source": [ + "## 3. 속성별 관련도 추출하기" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "07d5037b", + "metadata": { + "id": "07d5037b", + "outputId": "ed617559-62d8-4f0d-e2d6-ed0b018df94c" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "SalePrice 1.000000\n", + "OverallQual 0.790982\n", + "GrLivArea 0.708624\n", + "GarageCars 0.640409\n", + "GarageArea 0.623431\n", + "TotalBsmtSF 0.613581\n", + "1stFlrSF 0.605852\n", + "FullBath 0.560664\n", + "BsmtQual_Ex 0.553105\n", + "TotRmsAbvGrd 0.533723\n", + "Name: SalePrice, dtype: float64" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# 데이터 사이의 상관 관계를 저장합니다.\n", + "df_corr=df.corr()\n", + "\n", + "# 집 값과 관련이 큰 것부터 순서대로 저장합니다.\n", + "df_corr_sort=df_corr.sort_values('SalePrice', ascending=False)\n", + "\n", + "# 집 값과 관련도가 가장 큰 10개의 속성들을 출력합니다. \n", + "df_corr_sort['SalePrice'].head(10)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "11f1bcfc", + "metadata": { + "id": "11f1bcfc", + "outputId": "12ec2c21-8c3e-4e13-9dc2-b7575d49a113" + }, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# 집 값과 관련도가 가장 높은 속성들을 추출해서 상관도 그래프를 그려봅니다.\n", + "cols=['SalePrice','OverallQual','GrLivArea','GarageCars','GarageArea','TotalBsmtSF']\n", + "sns.pairplot(df[cols])\n", + "plt.show();" + ] + }, + { + "cell_type": "markdown", + "id": "c8cdf400", + "metadata": { + "id": "c8cdf400" + }, + "source": [ + "## 4. 주택 가격 예측 모델" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "50c63235", + "metadata": { + "id": "50c63235" + }, + "outputs": [], + "source": [ + "# 집 값을 제외한 나머지 열을 저장합니다. \n", + "cols_train=['OverallQual','GrLivArea','GarageCars','GarageArea','TotalBsmtSF']\n", + "X_train_pre = df[cols_train]\n", + "\n", + "# 집 값을 저장합니다.\n", + "y = df['SalePrice'].values" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "34cee33d", + "metadata": { + "id": "34cee33d" + }, + "outputs": [], + "source": [ + "# 전체의 80%를 학습셋으로, 20%를 테스트셋으로 지정합니다.\n", + "X_train, X_test, y_train, y_test = train_test_split(X_train_pre, y, test_size=0.2)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "7b6418e6", + "metadata": { + "id": "7b6418e6", + "outputId": "245e3285-6505-445f-86ed-ce025ee698f1", + "scrolled": true + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Model: \"sequential\"\n", + "_________________________________________________________________\n", + "Layer (type) Output Shape Param # \n", + "=================================================================\n", + "dense (Dense) (None, 10) 60 \n", + "_________________________________________________________________\n", + "dense_1 (Dense) (None, 30) 330 \n", + "_________________________________________________________________\n", + "dense_2 (Dense) (None, 40) 1240 \n", + "_________________________________________________________________\n", + "dense_3 (Dense) (None, 1) 41 \n", + "=================================================================\n", + "Total params: 1,671\n", + "Trainable params: 1,671\n", + "Non-trainable params: 0\n", + "_________________________________________________________________\n", + "Epoch 1/2000\n", + "28/28 [==============================] - 0s 5ms/step - loss: 39256875008.0000 - val_loss: 38050066432.0000\n", + "Epoch 2/2000\n", + "28/28 [==============================] - 0s 2ms/step - loss: 38973657088.0000 - val_loss: 37643145216.0000\n", + "Epoch 3/2000\n", + "28/28 [==============================] - 0s 2ms/step - loss: 38286217216.0000 - val_loss: 36586713088.0000\n", + "Epoch 4/2000\n", + "28/28 [==============================] - 0s 2ms/step - loss: 36632485888.0000 - val_loss: 34174711808.0000\n", + "Epoch 5/2000\n", + "28/28 [==============================] - 0s 2ms/step - loss: 33148624896.0000 - val_loss: 29543153664.0000\n", + "Epoch 6/2000\n", + "28/28 [==============================] - 0s 2ms/step - loss: 26954598400.0000 - val_loss: 22077181952.0000\n", + "Epoch 7/2000\n", + "28/28 [==============================] - 0s 2ms/step - loss: 18263263232.0000 - val_loss: 12826006528.0000\n", + "Epoch 8/2000\n", + "28/28 [==============================] - 0s 2ms/step - loss: 9259721728.0000 - val_loss: 5357407744.0000\n", + "Epoch 9/2000\n", + "28/28 [==============================] - 0s 2ms/step - loss: 3547030016.0000 - val_loss: 2336531712.0000\n", + "Epoch 10/2000\n", + "28/28 [==============================] - 0s 2ms/step - loss: 2140108800.0000 - val_loss: 2084260096.0000\n", + "Epoch 11/2000\n", + "28/28 [==============================] - 0s 2ms/step - loss: 2092065024.0000 - val_loss: 2082420480.0000\n", + "Epoch 12/2000\n", + "28/28 [==============================] - 0s 2ms/step - loss: 2087802368.0000 - val_loss: 2082359552.0000\n", + "Epoch 13/2000\n", + "28/28 [==============================] - 0s 2ms/step - loss: 2089032704.0000 - val_loss: 2079805568.0000\n", + "Epoch 14/2000\n", + "28/28 [==============================] - 0s 2ms/step - loss: 2084963968.0000 - val_loss: 2078715264.0000\n", + "Epoch 15/2000\n", + "28/28 [==============================] - 0s 2ms/step - loss: 2080833536.0000 - val_loss: 2075409024.0000\n", + "Epoch 16/2000\n", + "28/28 [==============================] - 0s 2ms/step - loss: 2077572480.0000 - val_loss: 2073420160.0000\n", + "Epoch 17/2000\n", + "28/28 [==============================] - 0s 2ms/step - loss: 2078156288.0000 - val_loss: 2072047488.0000\n", + "Epoch 18/2000\n", + "28/28 [==============================] - 0s 2ms/step - loss: 2071485568.0000 - val_loss: 2070525312.0000\n", + "Epoch 19/2000\n", + "28/28 [==============================] - 0s 2ms/step - loss: 2075272960.0000 - val_loss: 2069213440.0000\n", + "Epoch 20/2000\n", + "28/28 [==============================] - 0s 2ms/step - loss: 2063917184.0000 - val_loss: 2071647104.0000\n", + "Epoch 21/2000\n", + "28/28 [==============================] - 0s 2ms/step - loss: 2069193856.0000 - val_loss: 2065380480.0000\n", + "Epoch 22/2000\n", + "28/28 [==============================] - 0s 2ms/step - loss: 2065246592.0000 - val_loss: 2067953920.0000\n", + "Epoch 23/2000\n", + "28/28 [==============================] - 0s 2ms/step - loss: 2066002048.0000 - val_loss: 2062074112.0000\n", + "Epoch 24/2000\n", + "28/28 [==============================] - 0s 2ms/step - loss: 2055972096.0000 - val_loss: 2062223616.0000\n", + "Epoch 25/2000\n", + "28/28 [==============================] - 0s 2ms/step - loss: 2057389696.0000 - val_loss: 2059269504.0000\n", + "Epoch 26/2000\n", + "28/28 [==============================] - 0s 2ms/step - loss: 2049077760.0000 - val_loss: 2057606016.0000\n", + "Epoch 27/2000\n", + "28/28 [==============================] - 0s 2ms/step - loss: 2046871552.0000 - val_loss: 2056435968.0000\n", + "Epoch 28/2000\n", + "28/28 [==============================] - 0s 2ms/step - loss: 2045918080.0000 - val_loss: 2055096704.0000\n", + "Epoch 29/2000\n", + "28/28 [==============================] - 0s 2ms/step - loss: 2050693760.0000 - val_loss: 2053517568.0000\n", + "Epoch 30/2000\n", + "28/28 [==============================] - 0s 2ms/step - loss: 2041932032.0000 - val_loss: 2053052160.0000\n", + "Epoch 31/2000\n", + "28/28 [==============================] - 0s 2ms/step - loss: 2042496512.0000 - val_loss: 2052208384.0000\n", + "Epoch 32/2000\n", + "28/28 [==============================] - 0s 2ms/step - loss: 2038375808.0000 - val_loss: 2049638912.0000\n", + "Epoch 33/2000\n", + "28/28 [==============================] - 0s 2ms/step - loss: 2037641728.0000 - val_loss: 2048640768.0000\n", + "Epoch 34/2000\n", + "28/28 [==============================] - 0s 2ms/step - loss: 2031928960.0000 - val_loss: 2050563584.0000\n", + "Epoch 35/2000\n", + "28/28 [==============================] - 0s 2ms/step - loss: 2036310144.0000 - val_loss: 2047705600.0000\n", + "Epoch 36/2000\n", + "28/28 [==============================] - 0s 2ms/step - loss: 2029841536.0000 - val_loss: 2045090176.0000\n", + "Epoch 37/2000\n", + "28/28 [==============================] - 0s 2ms/step - loss: 2034075520.0000 - val_loss: 2045132544.0000\n", + "Epoch 38/2000\n", + "28/28 [==============================] - 0s 2ms/step - loss: 2025575040.0000 - val_loss: 2042395776.0000\n", + "Epoch 39/2000\n", + "28/28 [==============================] - 0s 2ms/step - loss: 2026456704.0000 - val_loss: 2041343104.0000\n", + "Epoch 40/2000\n", + "28/28 [==============================] - 0s 2ms/step - loss: 2022501504.0000 - val_loss: 2040617344.0000\n", + "Epoch 41/2000\n", + "28/28 [==============================] - 0s 2ms/step - loss: 2023640448.0000 - val_loss: 2039605376.0000\n", + "Epoch 42/2000\n", + "28/28 [==============================] - 0s 2ms/step - loss: 2022020224.0000 - val_loss: 2038057216.0000\n", + "Epoch 43/2000\n", + "28/28 [==============================] - 0s 2ms/step - loss: 2019413632.0000 - val_loss: 2037319680.0000\n", + "Epoch 44/2000\n", + "28/28 [==============================] - 0s 2ms/step - loss: 2022714368.0000 - val_loss: 2036136192.0000\n", + "Epoch 45/2000\n", + "28/28 [==============================] - 0s 2ms/step - loss: 2021474048.0000 - val_loss: 2035520128.0000\n", + "Epoch 46/2000\n", + "28/28 [==============================] - 0s 2ms/step - loss: 2013154048.0000 - val_loss: 2034018432.0000\n", + "Epoch 47/2000\n", + "28/28 [==============================] - 0s 2ms/step - loss: 2020812032.0000 - val_loss: 2038613120.0000\n", + "Epoch 48/2000\n", + "28/28 [==============================] - 0s 2ms/step - loss: 2020621824.0000 - val_loss: 2034382848.0000\n", + "Epoch 49/2000\n", + "28/28 [==============================] - 0s 2ms/step - loss: 2009394560.0000 - val_loss: 2032808704.0000\n", + "Epoch 50/2000\n", + "28/28 [==============================] - 0s 2ms/step - loss: 2014462080.0000 - val_loss: 2031219200.0000\n", + "Epoch 51/2000\n", + "28/28 [==============================] - 0s 2ms/step - loss: 2012724992.0000 - val_loss: 2030108032.0000\n", + "Epoch 52/2000\n", + "28/28 [==============================] - 0s 2ms/step - loss: 2003490176.0000 - val_loss: 2029069568.0000\n", + "Epoch 53/2000\n", + "28/28 [==============================] - 0s 2ms/step - loss: 2005520256.0000 - val_loss: 2028788992.0000\n", + "Epoch 54/2000\n", + "28/28 [==============================] - 0s 2ms/step - loss: 1996721024.0000 - val_loss: 2027076480.0000\n", + "Epoch 55/2000\n", + "28/28 [==============================] - 0s 2ms/step - loss: 1996136064.0000 - val_loss: 2026162432.0000\n", + "Epoch 56/2000\n", + "28/28 [==============================] - 0s 2ms/step - loss: 2000532736.0000 - val_loss: 2028895744.0000\n", + "Epoch 57/2000\n", + "28/28 [==============================] - 0s 2ms/step - loss: 1997962240.0000 - val_loss: 2025465088.0000\n", + "Epoch 58/2000\n", + "28/28 [==============================] - 0s 2ms/step - loss: 1994542080.0000 - val_loss: 2025333120.0000\n", + "Epoch 59/2000\n", + "28/28 [==============================] - 0s 2ms/step - loss: 1996151552.0000 - val_loss: 2023987584.0000\n", + "Epoch 60/2000\n", + "28/28 [==============================] - 0s 2ms/step - loss: 1991216896.0000 - val_loss: 2022501120.0000\n", + "Epoch 61/2000\n", + "28/28 [==============================] - 0s 2ms/step - loss: 1993646848.0000 - val_loss: 2021855616.0000\n", + "Epoch 62/2000\n", + "28/28 [==============================] - 0s 2ms/step - loss: 2001903488.0000 - val_loss: 2023514624.0000\n", + "Epoch 63/2000\n", + "28/28 [==============================] - 0s 2ms/step - loss: 1992752512.0000 - val_loss: 2020616320.0000\n", + "Epoch 64/2000\n", + "28/28 [==============================] - 0s 2ms/step - loss: 1985111168.0000 - val_loss: 2019932416.0000\n", + "Epoch 65/2000\n", + "28/28 [==============================] - 0s 2ms/step - loss: 1983430528.0000 - val_loss: 2019394176.0000\n", + "Epoch 66/2000\n", + "28/28 [==============================] - 0s 2ms/step - loss: 1982655360.0000 - val_loss: 2018924288.0000\n", + "Epoch 67/2000\n", + "28/28 [==============================] - 0s 2ms/step - loss: 1983551360.0000 - val_loss: 2018926464.0000\n", + "Epoch 68/2000\n", + "28/28 [==============================] - 0s 2ms/step - loss: 1984211456.0000 - val_loss: 2017812608.0000\n", + "Epoch 69/2000\n", + "28/28 [==============================] - 0s 2ms/step - loss: 1986807296.0000 - val_loss: 2018194816.0000\n", + "Epoch 70/2000\n", + "28/28 [==============================] - 0s 2ms/step - loss: 1979727360.0000 - val_loss: 2017011072.0000\n", + "Epoch 71/2000\n", + "28/28 [==============================] - 0s 2ms/step - loss: 1977666048.0000 - val_loss: 2016382976.0000\n", + "Epoch 72/2000\n", + "28/28 [==============================] - 0s 2ms/step - loss: 1980729600.0000 - val_loss: 2015734528.0000\n", + "Epoch 73/2000\n", + "28/28 [==============================] - 0s 2ms/step - loss: 1976288256.0000 - val_loss: 2015277312.0000\n", + "Epoch 74/2000\n", + "28/28 [==============================] - 0s 2ms/step - loss: 1973532672.0000 - val_loss: 2014985728.0000\n", + "Epoch 75/2000\n", + "28/28 [==============================] - 0s 2ms/step - loss: 1977727488.0000 - val_loss: 2015338880.0000\n", + "Epoch 76/2000\n", + "28/28 [==============================] - 0s 2ms/step - loss: 1977571200.0000 - val_loss: 2014164096.0000\n", + "Epoch 77/2000\n", + "28/28 [==============================] - 0s 2ms/step - loss: 1978516480.0000 - val_loss: 2015382656.0000\n", + "Epoch 78/2000\n", + "28/28 [==============================] - 0s 2ms/step - loss: 1970997888.0000 - val_loss: 2015171456.0000\n", + "Epoch 79/2000\n", + "28/28 [==============================] - 0s 2ms/step - loss: 1971897856.0000 - val_loss: 2017903232.0000\n", + "Epoch 80/2000\n", + "28/28 [==============================] - 0s 2ms/step - loss: 1971577088.0000 - val_loss: 2012867328.0000\n", + "Epoch 81/2000\n", + "28/28 [==============================] - 0s 2ms/step - loss: 1975466496.0000 - val_loss: 2012767488.0000\n", + "Epoch 82/2000\n", + "28/28 [==============================] - 0s 2ms/step - loss: 1975942400.0000 - val_loss: 2012589952.0000\n", + "Epoch 83/2000\n", + "28/28 [==============================] - 0s 2ms/step - loss: 1968400384.0000 - val_loss: 2013249024.0000\n", + "Epoch 84/2000\n", + "28/28 [==============================] - 0s 2ms/step - loss: 1971393408.0000 - val_loss: 2014398720.0000\n", + "Epoch 85/2000\n", + "28/28 [==============================] - 0s 2ms/step - loss: 1968194304.0000 - val_loss: 2011679872.0000\n", + "Epoch 86/2000\n", + "28/28 [==============================] - 0s 2ms/step - loss: 1971006848.0000 - val_loss: 2014609664.0000\n", + "Epoch 87/2000\n", + "28/28 [==============================] - 0s 2ms/step - loss: 1962764160.0000 - val_loss: 2011645056.0000\n", + "Epoch 88/2000\n", + "28/28 [==============================] - 0s 2ms/step - loss: 1971817600.0000 - val_loss: 2013581952.0000\n", + "Epoch 89/2000\n", + "28/28 [==============================] - 0s 2ms/step - loss: 1964001408.0000 - val_loss: 2012368128.0000\n", + "Epoch 90/2000\n", + "28/28 [==============================] - 0s 2ms/step - loss: 1963850624.0000 - val_loss: 2010386816.0000\n", + "Epoch 91/2000\n", + "28/28 [==============================] - 0s 2ms/step - loss: 1976837888.0000 - val_loss: 2011142016.0000\n", + "Epoch 92/2000\n", + "28/28 [==============================] - 0s 2ms/step - loss: 1967519104.0000 - val_loss: 2011235200.0000\n", + "Epoch 93/2000\n", + "28/28 [==============================] - 0s 2ms/step - loss: 1974522752.0000 - val_loss: 2014482432.0000\n", + "Epoch 94/2000\n", + "28/28 [==============================] - 0s 2ms/step - loss: 1961725312.0000 - val_loss: 2009963264.0000\n", + "Epoch 95/2000\n", + "28/28 [==============================] - 0s 2ms/step - loss: 1991654784.0000 - val_loss: 2010047872.0000\n", + "Epoch 96/2000\n", + "28/28 [==============================] - 0s 2ms/step - loss: 1968258816.0000 - val_loss: 2011137536.0000\n", + "Epoch 97/2000\n", + "28/28 [==============================] - 0s 2ms/step - loss: 1964474240.0000 - val_loss: 2014822400.0000\n", + "Epoch 98/2000\n", + "28/28 [==============================] - 0s 2ms/step - loss: 1959593984.0000 - val_loss: 2009040640.0000\n", + "Epoch 99/2000\n", + "28/28 [==============================] - 0s 2ms/step - loss: 1972654208.0000 - val_loss: 2012499712.0000\n", + "Epoch 100/2000\n", + "28/28 [==============================] - 0s 2ms/step - loss: 1961606784.0000 - val_loss: 2008893824.0000\n", + "Epoch 101/2000\n", + "28/28 [==============================] - 0s 2ms/step - loss: 1957312640.0000 - val_loss: 2009353344.0000\n", + "Epoch 102/2000\n", + "28/28 [==============================] - 0s 2ms/step - loss: 1966720384.0000 - val_loss: 2013813504.0000\n", + "Epoch 103/2000\n", + "28/28 [==============================] - 0s 2ms/step - loss: 1965130752.0000 - val_loss: 2008940800.0000\n", + "Epoch 104/2000\n", + "28/28 [==============================] - 0s 2ms/step - loss: 1961052288.0000 - val_loss: 2008467712.0000\n", + "Epoch 105/2000\n", + "28/28 [==============================] - 0s 2ms/step - loss: 1959811712.0000 - val_loss: 2008732544.0000\n", + "Epoch 106/2000\n", + "28/28 [==============================] - 0s 2ms/step - loss: 1955101568.0000 - val_loss: 2008449664.0000\n", + "Epoch 107/2000\n", + "28/28 [==============================] - 0s 2ms/step - loss: 1955417088.0000 - val_loss: 2008361088.0000\n", + "Epoch 108/2000\n", + "28/28 [==============================] - 0s 2ms/step - loss: 1961396096.0000 - val_loss: 2008428544.0000\n", + "Epoch 109/2000\n", + "28/28 [==============================] - 0s 2ms/step - loss: 1955363840.0000 - val_loss: 2009443328.0000\n", + "Epoch 110/2000\n", + "28/28 [==============================] - 0s 2ms/step - loss: 1962255616.0000 - val_loss: 2012226560.0000\n", + "Epoch 111/2000\n", + "28/28 [==============================] - 0s 2ms/step - loss: 1971003264.0000 - val_loss: 2008275584.0000\n", + "Epoch 112/2000\n", + "28/28 [==============================] - 0s 2ms/step - loss: 1982744064.0000 - val_loss: 2008528000.0000\n", + "Epoch 113/2000\n", + "28/28 [==============================] - 0s 2ms/step - loss: 1957559424.0000 - val_loss: 2008099072.0000\n", + "Epoch 114/2000\n", + "28/28 [==============================] - 0s 2ms/step - loss: 1955127168.0000 - val_loss: 2008033536.0000\n", + "Epoch 115/2000\n", + "28/28 [==============================] - 0s 2ms/step - loss: 1961434752.0000 - val_loss: 2014499712.0000\n", + "Epoch 116/2000\n", + "28/28 [==============================] - 0s 2ms/step - loss: 1957375232.0000 - val_loss: 2011667072.0000\n", + "Epoch 117/2000\n", + "28/28 [==============================] - 0s 2ms/step - loss: 1953398272.0000 - val_loss: 2007985792.0000\n", + "Epoch 118/2000\n", + "28/28 [==============================] - 0s 2ms/step - loss: 1960678400.0000 - val_loss: 2007955072.0000\n", + "Epoch 119/2000\n", + "28/28 [==============================] - 0s 2ms/step - loss: 1960155264.0000 - val_loss: 2009542016.0000\n", + "Epoch 120/2000\n", + "28/28 [==============================] - 0s 2ms/step - loss: 1954212864.0000 - val_loss: 2008314368.0000\n", + "Epoch 121/2000\n", + "28/28 [==============================] - 0s 2ms/step - loss: 1952613760.0000 - val_loss: 2008600960.0000\n", + "Epoch 122/2000\n", + "28/28 [==============================] - 0s 2ms/step - loss: 1955046656.0000 - val_loss: 2010091008.0000\n", + "Epoch 123/2000\n", + "28/28 [==============================] - 0s 2ms/step - loss: 1951067776.0000 - val_loss: 2008035200.0000\n", + "Epoch 124/2000\n", + "28/28 [==============================] - 0s 2ms/step - loss: 1956455040.0000 - val_loss: 2009811840.0000\n", + "Epoch 125/2000\n", + "28/28 [==============================] - 0s 2ms/step - loss: 1953920384.0000 - val_loss: 2007924096.0000\n", + "Epoch 126/2000\n", + "28/28 [==============================] - 0s 2ms/step - loss: 1967028224.0000 - val_loss: 2009794944.0000\n", + "Epoch 127/2000\n", + "28/28 [==============================] - 0s 2ms/step - loss: 1965339904.0000 - val_loss: 2009009280.0000\n", + "Epoch 128/2000\n", + "28/28 [==============================] - 0s 2ms/step - loss: 1967171328.0000 - val_loss: 2007939968.0000\n", + "Epoch 129/2000\n", + "28/28 [==============================] - 0s 2ms/step - loss: 1953992320.0000 - val_loss: 2012665984.0000\n", + "Epoch 130/2000\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "28/28 [==============================] - 0s 2ms/step - loss: 1948087168.0000 - val_loss: 2010243456.0000\n", + "Epoch 131/2000\n", + "28/28 [==============================] - 0s 2ms/step - loss: 1952553728.0000 - val_loss: 2007966208.0000\n", + "Epoch 132/2000\n", + "28/28 [==============================] - 0s 2ms/step - loss: 1960191232.0000 - val_loss: 2008038016.0000\n", + "Epoch 133/2000\n", + "28/28 [==============================] - 0s 2ms/step - loss: 1950433536.0000 - val_loss: 2008432896.0000\n", + "Epoch 134/2000\n", + "28/28 [==============================] - 0s 2ms/step - loss: 1951147392.0000 - val_loss: 2009483520.0000\n", + "Epoch 135/2000\n", + "28/28 [==============================] - 0s 2ms/step - loss: 1963911168.0000 - val_loss: 2009271424.0000\n", + "Epoch 136/2000\n", + "28/28 [==============================] - 0s 2ms/step - loss: 1978464896.0000 - val_loss: 2018575488.0000\n", + "Epoch 137/2000\n", + "28/28 [==============================] - 0s 2ms/step - loss: 1978488320.0000 - val_loss: 2014206592.0000\n", + "Epoch 138/2000\n", + "28/28 [==============================] - 0s 2ms/step - loss: 1946758272.0000 - val_loss: 2016159616.0000\n", + "Epoch 139/2000\n", + "28/28 [==============================] - 0s 2ms/step - loss: 1957642880.0000 - val_loss: 2008652416.0000\n", + "Epoch 140/2000\n", + "28/28 [==============================] - 0s 2ms/step - loss: 1950573440.0000 - val_loss: 2008302208.0000\n", + "Epoch 141/2000\n", + "28/28 [==============================] - 0s 2ms/step - loss: 1952018304.0000 - val_loss: 2008199040.0000\n", + "Epoch 142/2000\n", + "28/28 [==============================] - 0s 2ms/step - loss: 1948704000.0000 - val_loss: 2009249536.0000\n", + "Epoch 143/2000\n", + "28/28 [==============================] - 0s 2ms/step - loss: 1947969280.0000 - val_loss: 2008606336.0000\n", + "Epoch 144/2000\n", + "28/28 [==============================] - 0s 2ms/step - loss: 1948913408.0000 - val_loss: 2009052544.0000\n", + "Epoch 145/2000\n", + "28/28 [==============================] - 0s 2ms/step - loss: 1962943104.0000 - val_loss: 2011970944.0000\n" + ] + } + ], + "source": [ + "# 모델의 구조를 설정합니다.\n", + "model = Sequential()\n", + "model.add(Dense(10, input_dim=X_train.shape[1], activation='relu'))\n", + "model.add(Dense(30, activation='relu'))\n", + "model.add(Dense(40, activation='relu'))\n", + "model.add(Dense(1))\n", + "model.summary()\n", + "\n", + "# 모델을 실행합니다.\n", + "model.compile(optimizer ='adam', loss = 'mean_squared_error')\n", + "\n", + "# 20회 이상 결과가 향상되지 않으면 자동으로 중단되게끔 합니다.\n", + "early_stopping_callback = EarlyStopping(monitor='val_loss', patience=20)\n", + "\n", + "# 모델의 이름을 정합니다.\n", + "modelpath=\"./data/model/Ch15-house.keras\"\n", + "\n", + "# 최적화 모델을 업데이트하고 저장합니다.\n", + "checkpointer = ModelCheckpoint(filepath=modelpath, monitor='val_loss', verbose=0, save_best_only=True)\n", + "\n", + "# 실행 관련 설정을 하는 부분입니다. 전체의 20%를 검증셋으로 설정합니다. \n", + "history = model.fit(X_train, y_train, validation_split=0.25, epochs=2000, batch_size=32, callbacks=[early_stopping_callback, checkpointer])" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "ecc81a1d", + "metadata": { + "id": "ecc81a1d", + "outputId": "ca16381a-1bc6-4c80-edfa-e55a4c4f59a7", + "scrolled": true + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "실제가격: 262500.00, 예상가격: 240051.36\n", + "실제가격: 78000.00, 예상가격: 118369.56\n", + "실제가격: 181000.00, 예상가격: 184155.28\n", + "실제가격: 118000.00, 예상가격: 130422.16\n", + "실제가격: 142953.00, 예상가격: 178254.34\n", + "실제가격: 189000.00, 예상가격: 238503.16\n", + "실제가격: 185900.00, 예상가격: 178877.31\n", + "실제가격: 264561.00, 예상가격: 229130.41\n", + "실제가격: 157000.00, 예상가격: 170969.47\n", + "실제가격: 205000.00, 예상가격: 199601.78\n", + "실제가격: 109900.00, 예상가격: 97085.41\n", + "실제가격: 173900.00, 예상가격: 176588.67\n", + "실제가격: 97000.00, 예상가격: 78377.69\n", + "실제가격: 237000.00, 예상가격: 210369.81\n", + "실제가격: 192500.00, 예상가격: 201920.70\n", + "실제가격: 212000.00, 예상가격: 199950.33\n", + "실제가격: 80000.00, 예상가격: 95282.45\n", + "실제가격: 180500.00, 예상가격: 203932.06\n", + "실제가격: 135000.00, 예상가격: 229143.97\n", + "실제가격: 197000.00, 예상가격: 177454.97\n", + "실제가격: 227000.00, 예상가격: 248955.09\n", + "실제가격: 180000.00, 예상가격: 154568.53\n", + "실제가격: 381000.00, 예상가격: 328032.09\n", + "실제가격: 127000.00, 예상가격: 116693.46\n", + "실제가격: 485000.00, 예상가격: 357789.88\n" + ] + } + ], + "source": [ + "# 예측 값과 실제 값, 실행 번호가 들어갈 빈 리스트를 만듭니다.\n", + "real_prices =[]\n", + "pred_prices = []\n", + "X_num = []\n", + "\n", + "# 25개의 샘플을 뽑아 실제 값, 예측 값을 출력해 봅니다. \n", + "n_iter = 0\n", + "Y_prediction = model.predict(X_test).flatten()\n", + "for i in range(25):\n", + " real = y_test[i]\n", + " prediction = Y_prediction[i]\n", + " print(\"실제가격: {:.2f}, 예상가격: {:.2f}\".format(real, prediction))\n", + " real_prices.append(real)\n", + " pred_prices.append(prediction)\n", + " n_iter = n_iter + 1\n", + " X_num.append(n_iter)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "c2f4160a", + "metadata": { + "id": "c2f4160a", + "outputId": "9430138d-0544-4213-ebcc-e2ad2ee38d66" + }, + "outputs": [ + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYkAAAD6CAYAAABUHLtmAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/YYfK9AAAACXBIWXMAAAsTAAALEwEAmpwYAABikklEQVR4nO2dd3hb1fn4P6/kvWdsx3Y8EmfvvQgjEBKgQFpooaWkzNKWtpRfW+DbAaWlpZNCBxRKILSsQBkpZSQkAUJI4kyyhxM7sR2veO8hnd8f98pRHMuWbHmfz/PokfTec8+915Lvq/NOUUqh0Wg0Gk17WPr6BDQajUbTf9FKQqPRaDQu0UpCo9FoNC7RSkKj0Wg0LtFKQqPRaDQu0UpCo9FoNC5xS0mISI6I7BORPSKyw5RFicg6ETlmPkeachGRJ0QkS0T2ish0p3lWmOOPicgKJ/kMc/4sc1/p6BgajUaj6R3EnTwJEckBZiqlzjjJfgeUKaUeFZH7gUil1H0icgXwXeAKYA7wuFJqjohEATuAmYACdgIzlFLlIpIJfA/YBrwLPKGUes/VMTo615iYGJWamurhn0Gj0WiGNjt37jyjlIptK/fpxpzXABeZr1cBHwH3mfIXlKF9topIhIgkmGPXKaXKAERkHbBURD4CwpRSW035C8C1wHsdHMMlqamp7NixoxuXpdFoNEMPETnZntxdn4QC1orIThG505TFKaUKzNeFQJz5OhHIddo3z5R1JM9rR97RMTQajUbTC7i7kliolMoXkWHAOhE57LxRKaVEpEfre3R0DFNx3QkwYsSInjwNjUajGVK4tZJQSuWbz8XAm8BsoMg0I2E+F5vD84Fkp92TTFlH8qR25HRwjLbn97RSaqZSamZs7HkmNY1Go9F0kU5XEiISDFiUUtXm6yXAw8AaYAXwqPn8trnLGuBuEXkFw3FdqZQqEJEPgF87RSgtAR5QSpWJSJWIzMVwXN8M/MVprvaO4RHNzc3k5eXR0NDQld01fURAQABJSUn4+vr29aloNEMWd8xNccCbZlSqD/CSUup9EdkOrBaR24CTwJfN8e9iRDZlAXXALQCmMvglsN0c97DDiQ18G3geCMRwWL9nyh91cQyPyMvLIzQ0lNTUVMzr0PRzlFKUlpaSl5dHWlpaX5+ORjNkcSsEdiAxc+ZM1Ta66dChQ4wdO1YriAGGUorDhw8zbty4vj4VjWbQIyI7lVIz28qHTMa1VhADD/2ZaTR9z5BREhqNRjNoqSqA9b+EM1len1oriQHIRx99xFVXXQXAmjVrePTRR12Oraio4O9//7vHx3jooYf4wx/+0OVzPH36NNddd12X99doNB5QdgI2/QEqczsf6yFaSfQjbDabx/tcffXV3H///S63d1VJdIeWlhaGDx/O66+/3qvH1WiGLPXlxnNQlNen1kqiF8jJyWHs2LF87WtfY9y4cVx33XXU1dUBRhmR++67j+nTp/Paa6+xdu1a5s2bx/Tp07n++uupqakB4P3332fs2LFMnz6dN954o3Xu559/nrvvvhuAoqIili9fzpQpU5gyZQqfffYZ999/P8ePH2fq1Kn86Ec/AuD3v/89s2bNYvLkyTz44IOtcz3yyCOMHj2ahQsXcuTIkXav5Rvf+AZ33XUXM2fOZPTo0bzzzjut53H11VdzySWXsHjxYnJycpg4cSJgKL8f/vCHTJw4kcmTJ/OXvxgRzjt37uTCCy9kxowZXH755RQUFLR7TI1G0wn1ZqBooPdroHandtOA5Bf/PcDB01VenXP88DAe/MKEDsccOXKEZ599lgULFnDrrbfy97//nR/+8IcAREdHs2vXLs6cOcMXv/hFPvzwQ4KDg/ntb3/Ln/70J3784x9zxx13sGHDBkaNGsVXvvKVdo/xve99jwsvvJA333wTm81GTU0Njz76KPv372fPnj0ArF27lmPHjpGZmYlSiquvvppPPvmE4OBgXnnlFfbs2UNLSwvTp09nxowZ7R4nJyeHzMxMjh8/zsUXX0xWlmEH3bVrF3v37iUqKoqcnJzW8U8//TQ5OTns2bMHHx8fysrKaG5u5rvf/S5vv/02sbGxvPrqq/zkJz9h5cqVHv71NRoNdQ4l4f2VxJBTEn1FcnIyCxYsAOCmm27iiSeeaFUSjpv+1q1bOXjwYOu4pqYm5s2bx+HDh0lLSyMjI6N1/6effvq8Y2zYsIEXXngBAKvVSnh4OOXl5eeMWbt2LWvXrmXatGkA1NTUcOzYMaqrq1m+fDlBQUGAYcZyxZe//GUsFgsZGRmkp6dz+LBRpeWyyy4jKur8L+mHH37IXXfdhY+P8XWLiopi//797N+/n8suuwwwVhsJCQmd/h01Gk071JeD1Q/8gr0+9ZBTEp394u8p2oZzOr8PDjY+WKUUl112GS+//PI5Yx2rAG+glOKBBx7gm9/85jnyP//5z27P4epaHNfh7nlMmDCBLVu2uL2PRqNxQX2ZYWrqgbBx7ZPoJU6dOtV6Q3zppZdYuHDheWPmzp3L5s2bW803tbW1HD16lLFjx5KTk8Px48cBzlMiDhYvXsyTTz4JGL/MKysrCQ0Npbq6unXM5ZdfzsqVK1t9Hfn5+RQXF7No0SLeeust6uvrqa6u5r///a/La3nttdew2+0cP36cEydOMGbMmA6v/bLLLuMf//gHLS0tAJSVlTFmzBhKSkpa/ybNzc0cOHCgw3k0Go0L6sp6xNQEWkn0GmPGjOFvf/sb48aNo7y8nG9961vnjYmNjeX555/nxhtvZPLkya2mpoCAAJ5++mmuvPJKpk+fzrBhw9o9xuOPP87GjRuZNGkSM2bM4ODBg0RHR7NgwQImTpzIj370I5YsWcJXv/pV5s2bx6RJk7juuuuorq5m+vTpfOUrX2HKlCksW7aMWbNmubyWESNGMHv2bJYtW8ZTTz1FQEBAh9d+++23M2LECCZPnsyUKVN46aWX8PPz4/XXX+e+++5jypQpTJ06lc8++8yzP6pGozGor+iRyCYYQmU5+rK0Q05ODldddRX79+/vs3PwFt/4xje46qqrei0Hoq8/O41mQPD3eRCVDje82OUphnxZDo1Goxm01JX1SPgrDEHHdV+Qmpo6KFYRYORDaDSafoRSRnRTD5mb9EpCo9FoBjLNdWBr7LGVhFYSGo1GM5DpwUQ68EBJiIhVRHaLyDvm++dFJFtE9piPqaZcROQJEckSkb0iMt1pjhUicsx8rHCSzxCRfeY+T4gZeC8iUSKyzhy/zqmrnUaj0WigR+s2gWcrie8Dh9rIfqSUmmo+9piyZUCG+bgTeBKMGz7wIEZL09nAg043/SeBO5z2W2rK7wfWK6UygPXme41Go9E46MG6TeCmkhCRJOBK4J9uDL8GeEEZbAUiRCQBuBxYp5QqU0qVA+uApea2MKXUVmXE474AXOs01yrz9Son+ZAjNTWVM2fOdHn/p556qrVkh0ajGUT0sLnJ3eimPwM/BkLbyB8RkZ9j/spXSjUCiYBzUfM8U9aRPK8dOUCcUspRGrQQo9/2gEYphVIKi6X33EEtLS3cddddvXY8jUbTi/S1uUlErgKKlVI722x6ABgLzAKigPu8f3pnMVcZ7Wb+icidIrJDRHaUlJT05Gl0iZycHMaMGcPNN9/MxIkTyc3NdVmu+9prr2XGjBlMmDCh3SJ+bQkJCeEHP/gBEyZMYPHixTiu/6KLLuKee+5h5syZPP744+c0EcrKyuLSSy9lypQpTJ8+vbXch6tz0mg0/ZgeNje5s5JYAFwtIlcAAUCYiPxbKXWTub1RRJ4Dfmi+zweSnfZPMmX5wEVt5B+Z8qR2xgMUiUiCUqrANEsVt3eCSqmngafByLju8Greux8K93U4xGPiJ8Ey193hAI4dO8aqVauYO3euy3LdixYtYuXKlURFRVFfX8+sWbP40pe+RHR0tMt5a2trmTlzJo899hgPP/wwv/jFL/jrX/8KGFVkHdnnDz30UOs+X/va17j//vtZvnw5DQ0N2O32Ds9Jo9H0Y+rKwTcYfPx7ZPpOVxJKqQeUUklKqVTgBmCDUuom86aNGYl0LeDIFlsD3GxGOc0FKk2T0QfAEhGJNB3WS4APzG1VIjLXnOtm4G2nuRxRUCuc5AOOlJQU5s6dC5xbrnv69OkcPnyYY8eOAfDEE08wZcoU5s6dS25ubqvcFRaLpbXU+E033cSnn37auq29vhPV1dXk5+ezfPlyAAICAggKCurwnDQaTT+mBxPpoHsZ1y+KSCwgwB7AYfR+F7gCyALqgFsAlFJlIvJLYLs57mGllLlO4tvA80Ag8J75AHgUWC0itwEngS9343wNOvnF31M4l9F2Va77o48+4sMPP2TLli0EBQVx0UUX0dDQ4NFx2itB7g6uzkmj0fRz6ssgMKLHpvfIe6qU+kgpdZX5+hKl1CSl1ESl1E1KqRpTrpRS31FKjTS373Daf6VSapT5eM5JvsOcZ6RS6m7T/4BSqlQptVgplaGUutRJqQxoXJXrrqysJDIykqCgIA4fPszWrVs7nctut7f2knZVgtyZ0NBQkpKSeOuttwBobGykrq7O5TlpNJp+Tg+WCQddu6lPWLJkCYcOHWLevHmA4Xz+97//zdKlS3nqqacYN24cY8aMaTVPdURwcDCZmZn86le/YtiwYbz66qud7vOvf/2Lb37zm/z85z/H19eX1157zeU5uSpLrtFo+gn15RCe2Pm4LqJLhQ9wQkJCWn/9D0YG82en0XiF36XD+Gvgqse6NY0uFa7RaDSDDbvdWEn0oLlJK4kBzmBeRWg0mk5orAJl79HopiGjJAabWW0ooD8zjaYTejiRDoaIkggICKC0tFTfdAYQSilKS0s77Z+t0Qxp6sySHDq6qXskJSWRl5dHfyzZoXFNQEAASUlJnQ/UaIYqjpVEP02mGzD4+vqSlpbW16eh0Wg03sVR3E+bmzQajUZzHj1cJhy0ktBoNJqBS6vjOqLHDqGVhEaj0QxU6sshIBws1h47hFYSGo1GM1Dp4bpNoJWERqPRDFzqy3o0sgm0ktBoNJqBSw+X5ACtJDQajWbgUlfWo+GvoJWERqPRDFx6uCsdeKAkRMQqIrtF5B3zfZqIbBORLBF5VUT8TLm/+T7L3J7qNMcDpvyIiFzuJF9qyrJE5H4nebvH0Gg0miGPrdko8NePzE3fBw45vf8t8JhSahRQDtxmym8Dyk35Y+Y4RGQ8Ro/sCcBS4O+m4rECfwOWAeOBG82xHR1Do9Fohjb1FcZzfzA3iUgScCXwT/O9AJcAr5tDVgHXmq+vMd9jbl9sjr8GeEUp1aiUysbogT3bfGQppU4opZqAV4BrOjmGRqPRDG16oW4TuL+S+DPwY8Buvo8GKpRSLeb7PMDRPy8RyAUwt1ea41vlbfZxJe/oGBqNRjO06YW6TeCGkhCRq4BipdTOHj2TbiAid4rIDhHZoSu9ajSaIUFdz/eSAPdWEguAq0UkB8MUdAnwOBAhIo4qsklAvvk6H0gGMLeHA6XO8jb7uJKXdnCMc1BKPa2UmqmUmhkbG+vGJWk0Gs0Ap7+Ym5RSDyilkpRSqRiO5w1Kqa8BG4HrzGErgLfN12vM95jbNyij288a4AYz+ikNyAAyge1AhhnJ5GceY425j6tjaDQazdCmvucbDkH38iTuA+4VkSwM/8GzpvxZINqU3wvcD6CUOgCsBg4C7wPfUUrZTJ/D3cAHGNFTq82xHR1Do9FohjZ1ZWDxAf/QHj2MR02HlFIfAR+Zr09gRCa1HdMAXO9i/0eAR9qRvwu824683WNoNBrNkKfezLYW6dHD6IxrjUajGYj0Qt0m0EpCo9FoBia9ULcJtJLQaDSagUkv1G0CrSQ0Go2mZ9n2NPxruffn1eYmjUajGQSc+Mh42G3enbeurEd7WzvQSkKj0Wh6koqToOxQU+y9OZvroaVem5s0Go1mQKMUlJ80XlcXeG/eXkqkA60kNBqNpueoK4OmauN1daF35wUd3aTRaDQDmoqcs6+rT3tv3l6q2wRaSWg0Gk3P4TA1gXdXEtrcpNFoNIOAClNJ+Id71yfRi+Ymj2o3aTQajcYDynMgKBoiRnh5JaHNTRqNRjPwKT8JESkQOhyqvBzd5BMIvoHem9MFWkloNBpNT1FxEiJTIDTey+am8l4xNYFWEhqNRtMz2G1QkQuRqRCaYJiIWhq9M3d92TmmpuwztXztn1vZfarcO/M74U6P6wARyRSRz0XkgIj8wpQ/LyLZIrLHfEw15SIiT4hIlojsFZHpTnOtEJFj5mOFk3yGiOwz93lCxCiQLiJRIrLOHL9ORHpHdWo0Gk13qToN9mbD3BSWYMi8tZqoP3clcaqsjs1ZpbTYlXfmd8KdlUQjcIlSagowFVgqInPNbT9SSk01H3tM2TKM1qQZwJ3Ak2Dc8IEHgTkYjYQedLrpPwnc4bTfUlN+P7BeKZUBrDffazQaTf/HEdnkMDeB95zXbcqEF1U2ABAfFuCd+Z1wp8e1UkrVmG99zUdH6uoa4AVzv61AhIgkAJcD65RSZUqpcmAdhsJJAMKUUlvNvtYvANc6zbXKfL3KSa7RaDT9G0eORESKYW4CL64kzjU3FZhKIq4vlASAiFhFZA9QjHGj32ZuesQ0KT0mIv6mLBHIddo9z5R1JM9rRw4Qp5Ry/FULgTi3rkqj0Wj6mvIcEAuEJ59VEt6IcFLqvDLhhVX1xIT44efjfTezWzMqpWxKqalAEjBbRCYCDwBjgVlAFHCf18/u3HNQuFjBiMidIrJDRHaUlJT05GloNBqNe1SchLBE8PEzTENWf++sJBqrwd5yjrmpoLKB+HDvryLAw+gmpVQFsBFYqpQqME1KjcBzGH4GgHwg2Wm3JFPWkTypHTlAkWmOwnxut9auUupppdRMpdTM2NhYTy5Jo9FoegZHjgSAiBkG6wWfRDuJdIWVDcSH9UzOhDvRTbEiEmG+DgQuAw473bwFw1ew39xlDXCzGeU0F6g0TUYfAEtEJNJ0WC8BPjC3VYnIXHOum4G3neZyREGtcJJrNBpN/8aRI+EgbLh3VhLt1G0qrGogPtzfxQ7dw52yHAnAKhGxYiiV1Uqpd0Rkg4jEAgLsAe4yx78LXAFkAXXALQBKqTIR+SWw3Rz3sFLKVIl8G3geCATeMx8AjwKrReQ24CTw5S5ep0aj0fQezfWGQohMPSsLjYfCfd2fu03dpvomGxV1zSSE98xKolMloZTaC0xrR36Ji/EK+I6LbSuBle3IdwAT25GXAos7O0eNRqPpV1SYMToRTiuJ0AQ4tq77cztWEqa5qbCq58JfQWdcazQajfdxzpFwEBoPTTXQUNW9uVtXEqaScORI9AfHtUaj0WjcoDzHeD5nJTHceO6u87rVJxEBGOGvoJWERqPRDBzKc8AnAEKcUrtas6676byuLwP/MLD6AmcT6bS5SaPRaAYKFSeNHhIWp1ust7Ku2ynJERbgQ7B/z7QH0kpCo9FovI1TjkRtYwsFlfVeXEmU91oiHWglodFoNN7HKUfij2uP8sW/fwb+IYaZqNs+iXPrNhk5Ej3XfEgrCY1Go/Em9eXQUNmaI3GwoJKCygaqG5q903yoruycRLqCygYSesgfAVpJaDQajXdxrv4KnCipBSC/ot7wS3S3yF99eetKotlm50xNozY3aTQazYDBKUeiprGF4mqjG11+uakkumNustuMVYrpkyiubkSpngt/Ba0kNBqNxrs4VhKRqWSbqwiAvPL6s+Ym1cUOcvUVgHJKpOvZHAnQSkKj0Wi8S3kOBERAQDgnztS0ivMr6o0if/ZmqCvt2txtSnI4ciQStJLQaDSaAYJTZNOJklpEIDEikLzyuu6HwdafW9zPUZIjoYfKhINWEhqNRuNdnHIkTpypJSkykPTYYNPc5Eio66Jfop26TQG+FsICeyaRDrSS0Gg0Gu9ht5sriVQAss/UkBYTQlJk4FnHNUDV6a7N32puMlYSBVUNJIQHYrTi6Rm0ktBoNBpvUVMItiaITEEpRXZJLekxwSRFBlFa20Sdf7QxrqsriTbmpqLKhh6r2eTAnc50ASKSKSKfi8gBEfmFKU8TkW0ikiUir4qInyn3N99nmdtTneZ6wJQfEZHLneRLTVmWiNzvJG/3GBqNRtMvac2RSKW4upHaJhvpscEkRRo+g/wqGwTFdN0nUVcGYgH/cKDnS3KAeyuJRuASpdQUYCqw1GxL+lvgMaXUKKAcuM0cfxtQbsofM8chIuOBG4AJwFLg7yJiNTve/Q1YBowHbjTH0sExNBqNpv/hlCNxvMSIbEqPCSExwlASeRX1EJbQDce1WbfJYsFuVxRV9QMloQwccVy+5kMBlwCvm/JVGH2uAa4x32NuX2z2rr4GeEUp1aiUysZobzrbfGQppU4opZqAV4BrzH1cHUOj0Wj6H+U5gEB4MtlnjBwJYyURBHDWed2d6CbT1HSmtpEWu+rR8Fdw0ydh/uLfAxQD64DjQIVSqsUckgckmq8TgVwAc3slEO0sb7OPK3l0B8fQaDSa/kf5SUMJ+AZwoqSWAF8L8WEBDAv1x9cqpvM6vnvRTWZkU1Glkcnd5z4JAKWUTSk1FUjC+OU/tidPylNE5E4R2SEiO0pKSvr6dDQazVDFKUci+0wtaTEhWCyCxSIMb82VGA41xWBr9nx+p7pNBb2QbQ0eRjcppSqAjcA8IEJEHMG5SUC++TofSAYwt4cDpc7yNvu4kpd2cIy25/W0UmqmUmpmbGysJ5ek0Wg03sM5R6KkhvSY4NZNSZGBZ0tzoAxF4SlOvSQKq3q2t7UDd6KbYkUkwnwdCFwGHMJQFteZw1YAb5uv15jvMbdvUEopU36DGf2UBmQAmcB2IMOMZPLDcG6vMfdxdQyNRqPpX7Q0QlU+RKbS1GInt7ye9NizSiIxIvBsJVjomsnJydxUWNmAj0WICfb3xtm7xJ00vQRglRmFZAFWK6XeEZGDwCsi8itgN/CsOf5Z4F8ikgWUYdz0UUodEJHVwEGgBfiOUsoGICJ3Ax8AVmClUuqAOdd9Lo6h0Wg0/YvKPEBBZAqnyuqw2RVp56wkgiipbqQxaDj+ANWngRnuz9/SCM21rYl0hZUNxIUFYLH0XCIduKEklFJ7gWntyE9g+CfayhuA613M9QjwSDvyd4F33T2GRqPR9DvKc4zniBSnyKaQ1s2OXIkCewSp4PlKwpFtbZqbeiNHAnTGtUaj0XgHpxyJE2aOhPNKwpErcaohCMTqeRhs27pNvZAjAVpJaDQajXcozwGrH4QmcKKklpgQP8IDfVs3J0WZuRIVjYbz2tMOdU5lwpVSFPZw21IHWkloNBqNNyg/CeHJYLGa4a/B52yOC/XHahHyK+q6llDnVLepqr6F+mabXkloNBrNgMG5j8SZGtJjQs7Z7GO1kBAe4NShzkOfhJO5qaCqd3IkQCsJjUaj8Q5mjkRlfTNnappIiw0+b8jZXImurCTOmpt6oyOdA60kNBqNprs0VBnmoMjUs5FNMecricSIIKM0R1gCNFRAc737x6gvM3wevkEUVToS6XquI50DrSQ0Go2muzhFNmWbfa2dw18dJEUGUlTdQHNQnCHwZDXhSKQToaCyAREYFtqziXSglYRGo9F0n9Y+EimcKKnFahFGmNFMziRFBqIUlIoRxuqRX8KpblNhZQMxIf74Wnv+Fq6VhEaj0XQXRyJdZConztSSHBmIn8/5t9dEM6HutN1IiPOojWmbuk294Y8ArSQ0Go2m+1ScBP8wCIzkRMn54a8Oks2+EjlNoYbAk5VE3dleEoW90LbUgVYSGo1G013MyCa7gpwzte36I8AIWbUI5FT7gE+gZz6JNmXCeyP8FbSS0PQm+bug5Ghfn4VG433MHInCqgbqm20uVxK+VqMJUV5Fg2dtTJVq7UpX19RCVUOLVhK9TvYm2P7Pvj6LwYvdBi99Bd65p6/PRKPxLkq1riScW5a6IikyyClXwk1zU1Mt2JogMIrCXsyRAK0kznL4HVj3oPGBa7zPyc+gthjytkNzQ1+fjUbjPWqKoaXecFqbhf3aZls7kxjp6CsR7/5KwimRzqEk4sN6PkcCtJI4S9RIaKqBWt3+tEc4+JbxbGuC/J19eioajVdxrv56ppYgPytxYa7zF5IiAymorMcWkmAU+XPnh6lT3aaCyt7pSOdAKwkHUenGc+nxvj2PwYjdBgfXQNoiQIxVhUYzWGiTI5EWE4yI60ZASZGB2BVU+UQbK5CGys6P4VS3qbVtaX+JbhKRZBHZKCIHReSAiHzflD8kIvkissd8XOG0zwMikiUiR0Tkcif5UlOWJSL3O8nTRGSbKX/VbGOK2er0VVO+TURSvXr1zkSlGc9lJ3rsEEOWU1sMU9OMb0DcBDi5ua/PSKPxHq3NhkaQ3UFkk4PECCMMtgQPEuocKwnT3BQR5Eugn7WLJ+wZ7qwkWoD/p5QaD8wFviMi481tjymlppqPdwHMbTcAE4ClwN9FxGq2P/0bsAwYD9zoNM9vzblGAeXAbab8NqDclD9mjusZIkYYjUC0kvA+B94CnwDIuBxS5kNuJtia+/qsNBrvUJEDIXE0WvzJK69zGdnkwNGhLt8WYQiq3Uioc+pKV9CLORLghpJQShUopXaZr6uBQ0BiB7tcA7yilGpUSmUDWRgtSGcDWUqpE0qpJuAV4Box1mWXAK+b+68CrnWaa5X5+nVgsXS0jusOVl+jzK9WEt7FboNDayDjMvAPgZQFRp/egs/7+sw0Gu9gRjadLK3DrmBkB5FNAAkRAYhATlOYIXBnJVHnUBJRFFb1Xo4EeOiTMM0904BtpuhuEdkrIitFxMwzJxHIddotz5S5kkcDFUqpljbyc+Yyt1ea49ue150iskNEdpSUdMPxHJUOZdon4VVyt0FNEYy/1nifMt941iYnTR+jlOLul3bxzl4PSmO0h5kjcaLECH/tbCXh72NlWKg/R+pMs5Q7EU71ZeAXAj5+FFY29lr4K3igJEQkBPgPcI9Sqgp4EhgJTAUKgD/2xAm6g1LqaaXUTKXUzNjY2K5PFJUOZdk6DNabOExNo5ca70OGQXSGdl5r+pzduRW8s7eAf2052fVJbM1QmWfWbDq/r7UrkiKDyKm0QUCEe21MzbpNTS12ztQ09lr4K7ipJETEF0NBvKiUegNAKVWklLIppezAMxjmJIB8INlp9yRT5kpeCkSIiE8b+TlzmdvDzfE9Q1Q6NFZBXc8dYkhhtxumplGXGqYmBynz4eQWwxSl0fQRb+zKA2DnyXJqGls6Ge2CyjxQdiORrqSWYaH+hAb4drpbUmuuhJtZ12bdpiJHZFN4z5cId+BOdJMAzwKHlFJ/cpInOA1bDuw3X68BbjAjk9KADCAT2A5kmJFMfhjO7TVKKQVsBK4z918BvO001wrz9XXABnN8z+AIg9V+Ce+Qu834B5iw/Fx5ygJorITig31zXpohT2OLjXf2FjAiKogWu2LL8S7+MGyTI+HOKgIgMSKQgooG7O62Ma0vMyKbWpVE/1pJLAC+DlzSJtz1dyKyT0T2AhcDPwBQSh0AVgMHgfeB75grjhbgbuADDOf3anMswH3AvSKSheFzeNaUPwtEm/J7gdawWW+z9kAhzx8x/xw6V8I7HHwLrP4w+vJz5a1+CW1y0vQNGw+XUFHXzE+vHEeQn5VPjnbRl+mUI+FO+KuDpEhDOdX7x7rpkyjvk5IcAD6dDVBKfQq0F1H0bgf7PAI80o783fb2U0qd4Ky5ylneAFzf2Tl6gx0ny3lxawMr/CzIEFtJVNQ1cd9/9vLjpWMZ6eaXvFPsdjj4thnVFHrutohkCB8BOZ/CnG9653iDEaWMh0XnvHqbN3fnERPizyVjhzEvPZpPjnVVSeSAxYcK31jKave327K0PRx9JSp9YgiuLjT+Xzr6nE1zU2EvZ1uDzrhuZWpyBLU2C00hiUPO3PTitlN8cKCIv23I8t6keZnGLyRHVFNbUhcYKwkdJOCaNXfDC1cbNxCN1yivbWLD4WKumTocH6uFRaNjOVlax8nSWs8nqzgJ4UmcKGsEOi7s54wjV6KYSFA2qDvjerDdbvTDDoqioLKBID8rof6d/r73GlpJmExNjgDgjO/QUhLNNjv/2nISEfjv3tMUV3mp+N6BtwxT05il7W9PmW/8Y5w55p3jDUaOb4ScTfD5y319JoOKd/YV0GxTfHG6EWl/QUYMAJ8c6+BG7QozR8Ld8FcHiRFmQl1LhCHoyOTUWGk4x51yJHoqXaw9tJIwSQgPYFioPyfs8UauxBD5hfve/kIKqxr46ZXjabEr/r21G+GADhymplGXnm9qcpCywHjW+RLtU1cGVfkgFvjwIffq+2jc4o1deYyJC2V8gpHMlhYTTFJkYNf8EmaORPaZGnwsQnI7fa3bI8DXSkyIPycazYS6jsJgW+s2Geam3vRHgFYSrYgIU5Mj+LwuyviHdKTBD3Ke25xNanQQt8xPZfHYOP697RQNzd0MTc3bbpQamHDtOeLSmkaqGsxyHFHpEBKnndeuKNxnPF/yU6My8ce/69vz6WXsdkVeeZ3X580+U8vuUxV8cXpi669xEWHR6Fi2HC+l2eaBaa/RrBodmcqJklpGRAXha3X/lpoUGcjROnPl0dFKok2Z8N7MkQCtJM5h6ogIdteYieNDwOS0J7eC3acqWDE/FYtFuHVhKmW1TazZ080M1NaoprOmpsYWG9f+fTN3vrDDEIiY+RKbh8yqzSMcSmLazTD967DtKSg50rfn1EvY7Iof/2cvC3+7kU1ddSi74M1deYjANVPNog51ZWC3sSgjlprGFnad9ODHYcUp47k1ssk9U5ODpMhADlYFANJxGKypJGwBkRRVN/ZqjgRoJXEOU5MjyFHxxpshoCSe35xNiL8P181IAmBeejRj40NZuTmbLqejtJqaFkNAWKv4lcxccsvq2XqijM9zKwxhygLDpFLhBRPXYKNwH4TEQ0gsXPJz8A2G9+8f9Aq12Wbnnlf38PrOPAJ9rfxx7dGufxfbYLcr3tidz8JRMUZ00Ok98OdJsOa7zB8VjdUinkU5md9be7ihJNz1RzhIjAwkt7IFFTKs4yJ/prmpQgVjs6tezZEArSTOYXJSBHnEopBBrySKqxr4374Crp+Z1JohKiLcujCNw4XVXU8uyt9h3Pidoprqm2z8dWMWU5MjCPX34ZlN5t+21S+hTU7nUbQf4icZr0Ni4eIH4PgGOOIy8nzA09hi4+6XdvHfz0/zwLKx/PwL49mTW8FHXc1haMOOk+XkldezfFqisQp46cvQXA97XiSsbD/TkiPY5Inz2iwRXmiNo7HF7naOhIOkyCCabHZaguI6WUkYSqKgyfB3JPRiBVjQSuIcQvx9SB0WTal12KBPqPv31pO02BXfmJ96jvzqKcOJDvZj5ebsrk184C2w+p0T1bRqSw4l1Y385Mpx3DA7mff2Fxr25tixEBipnddtaWmEksNnlQTArNshdhy8/8CgbP/a0Gzjrn/t5IMDRTz0hfF888KRXDcjiaTIQP68zjuriTd35xHkZ+XykYHw4vXG3/HW9yEoGtb+jEUZMezLr6Sstsm9CctPgm8wWTXGTdvTlUSSGeFU6x/jhk9CyGvwA3o3RwK0kjiPqckRHLcNQw3ilURDs40Xt51i8dhhpESf+8UO8LXytbkprD9c3NrU3W0cpqaRiyEgHICqhmae+vg4F46OZVZqFN9YYDR3en5zjpE8NGK+Xkm0peQw2FsgfuJZmdUXlj1qmDi2/KXvzq0HqGtq4bZV2/noaAm/+eKk1u+Ir9XCdy8Zxed5lWw4XNytYzQ0G2U4rhwfTfCbK4wfgTf8G5Jnw0UPQM4mrgrci1K47wdxVH81/0+64pMAKLfGdB7dFBBOYZWhvLSS6GOmjoggq2UY9kG8kvjv56cprW3iFvOfsS03zR2Bj0VY9VmOZxPn74SqvHOimp7dlE1FXTM/XDIGMOLDr5yUwCvbc41Ip5T5hmnPnUqYQwWH0zp+8rny9Itg3NWw6U9GYblBQHVDMytWZrLleCl/vH4KN84ecc72L05PYkRUEH/+8Fi3VhPrDxVT3dDMDxv/ZuSeXPNXs50uRsfE6AzSdj1KTKDwyVE3TU5mjkT2mVpC/X2IDfHMoezIui5WkUbOUIuLFUxr3aZG/KwWooL8PDpOd9FKog2G8zoOa0P5oAyDVUrx3OYcxsSFMn/kea05ABgWGsAXpgxn9Y5cKus96CB38C3T1LQMMDJbn/00m6UT4pmUFN467I4L0qlpbOHVzNyzdZxO6dVEK4X7wTfobMFJZ5b8ykisWvuz3j8vL1NZ18xNz2ay+1QFT9w4jS9OTzpvjGM1sS+/kg8PdX018cauPH4S9DZx2W/CxT+BKTec3Wj1hcseRkqP8cPYbWw6VtK5QlLK8Ek4CvvFdtzXuj2C/HyICvYjz5FQV1PU/sDWuk31xIX7Y7H0XiIdaCVxHqPjQimwDjfeDEKTU2Z2GQcLqvjGgtQOv9S3LkijrsnG6u25Lsecg1KmqemSVlPTUx8fp7aphXuXjD5n6KSkcOakRfHc5myah000mqnkaL9EK4X7jF7glnZ6GEemwMIfwIE3jNpXA5Sy2iZufGYrh05X8fevTeeqycNdjl0+LZHU6CAe66Jv4kxNI9FZr3OHfTVMvQkW/ej8QWOWQcpCrq14gbrqcg4XVnc8aV2p0WHRzJFwt2ZTW5IiAznRaCacuvJLmHWberttqQOtJNpgtQj+w0YZb8q66Lztxzy3OYeIIF+udcSJu2BiYjiz06J4/rMcWtxJMMrfCZW5rVFNxVUNrNqSw7VTExkdd37W9R0XpHO6soF3D5RA8hztl3CglKkkJtJis7ef2Ljg+0aBxPfuA1sX+yA4jrX1SXh2CdRXdH0eDymubuCGp7dwvKSGZ1bMZMmE+A7H+1gtfG9xBgcLqvjggItf2x2wY8MbPGJ9htrEC+ALfzZydNoiAkt+SUBTGd/yWdO5X8Ks/toUmszpynrSYrpWGDMpMrDzDnVOZcJ7O/wVtJJol/i0sQC0nPFiwbt+QG5ZHWsPFnLj7BEE+rXzK7UNty5II7+innUH3fjHPPAmWHxbTU1/3ZhFi01xz6UZ7Q6/ZOww0mOD+eembFTKAig5BLW62RMVp4xaPfGT+MHqz5nyi7Xc8cIO3tiVR2WdafrzDYTLf2WEye58rmvHqSuDV75m5F7kbjMevUBBZT03/GMreeX1PHfLLC4c7V4nyaunDCc9Jpg/f3gUu92D1UTRQS7YfS95PskEf/1Fw7TkisTpMPkr3O7zPgcOdtLrpCIHgHxiUcpzp3XrISMC2V9llvJwFQZbX4Hqo5IcoJVEu0xKiee0iqIyf3BluP5r60lEhK/PTXFr/GXj40iKDOw8HFYpOLjGMDUFRpBbVsfLmae4fmbyedFTDiwW4baFaezLr+SAnxnFc2qLJ5czOCkyenep+ElsOX6G4RGB7M+v5N7VnzPjV+u4eWUmL2eeojT5csPxuuFXnivX3O3wj0VwbC1c8jNAjMSyHia3rI4v/2MLxdWNvHDrbOaPjHF7X8dq4nBhNe8fcKNJD0BVAc3/+hLVdn+2zn2y1QzaIZf8DKvAxaf/QX1TB+VpzByJo02GX8/T8FcHSZFBFLYEoyy+UNVOQp2tGRqraPAJp7HF3j/NTSKSLCIbReSgiBwQke+b8igRWScix8znSFMuIvKEiGSJyF4Rme401wpz/DERWeEkn2E2MMoy95WOjtHTTEmOIMcej61k8Kwk6ppaeCXzFEsnxjM8wr0lq9UifGN+KttzytmbV+F6YP4uqDzVGtX0xPpjiAjfWzyqw/m/ND2JyCBf/no4xOiD7Q2TU1UB7Hmp+/P0FYX7AKE4cCRnappYMS+Fzfddwpvfns9tC9PIOVPLA2/sY9av1/P/qr+KvbGaug9+4d7cSsFnf4HnlhrmlVs/gEU/hOhRUPB5j15W9plavvKPLVTVt/Di7XOYmRrl8RxfmDKckbHBPP7hsc5XE4018NKXUXUV3N7yYxbPnd7xeAcRyZwedwvXWjaxf+cnrseVn4SgGLIqjLddVxKBgNAUNKz9lYQZPFOBYZLq7fBXcG8l0QL8P6XUeGAu8B0RGY/RJW69UioDWM/ZrnHLMFqWZgB3Ak+CccMHHgTmYDQYetDppv8kcIfTfo5MLFfH6FESwgMp9h1OYM2p3jhcr/CfXflUNbRw64JUj/b7yqxkQvx9eG5zjutBB8+amo6X1PCfXXncNCeFhE7spwG+Vr4+N4X3D1dQHzfNO0l179wDb30LSo52f66+oHAfRI9kb7Hha5iYGI7FIkwbEckDV4zj4x9dxP++t5C7Lx7F3qbhPN98GQGfv8C9j7/A058c51RpXfvO3boyePkGWPtTo6bWNzdB0gxjW8IUKNjTY5dksytu+uc2GlrsvHzHXKaYZfk9xWoRvn/paI4UVfPu/g5Cpm0t8PotqKID3G+5l5hRMxkW6v7NddiyByhTocRsfth1GRQzR+J4SQ3xYQEEd7G/gyMMttbPRYc6U0mU2fuxklBKFSildpmvqzFajyYC1wCrzGGrgGvN19cALyiDrUCE2Q/7cmCdUqpMKVUOrAOWmtvClFJbzf7VL7SZq71j9Di2iDRCbRWDokSz3a54fnM2k5PCmT7Cs8VYaIAv189M4p29p1ubsJ+DUnDgbSOGPzCSx9YdJcDXyrcvHunW/F+fl4qfj4XPWsZC4d7u/b1zNsPR943Xxzd0fZ6+pHAvxE9if34lFoHxw8PO2SwiTBgezr1LxrDu3gu56Jt/otEvnFurn+TX7x5i0e83MvZn7zP31+tZ+udPuPHprfzhny9Q8dgcWo6tZ8vo+3gj41E2nmxi96lyTpbW0hQ32SilUuPdYnoODhVUkV9Rz8+uGnfe9XjKlZMSyBgWwp8/PIatvdWEUvDuD+HYWk7M/gVv1IxvN7S2IwJCI/lv5ArSanad/T61xSlHoqv+CDjbV6Lc6iLr2qzbVNRsluToj0rCGRFJBaYB24A4pZTjqgqBOPN1IuAcN5lnyjqS57Ujp4Nj9DjBCUbYZuXpAfqL1IlNWWc4XlLLLZ2EvbriG/NTXfeaOH3W1HTwdBXv7C3glgWpxLiZWBQb6s/yqYm8cHq4Ef+fm+nx+QHGzWHdz6gLiKPYJx5b1vquzdOX1FcYjmtTSYyMDSHIr+NfqOnJiQQufZiJLQfZeU0FD31hPN+Yn8oFGTEkRwRwRdWr/CDv+1Q3C19sfJAb907h3tf2csvz21n+98+48Pcfcfta0yHeQyanzGzjRjcnrf28HE+wWoR7Lh1NVnEN7+xtx4a/+XHDmb/wBzxZs4gQfx+WjPf8ttEy7WaO2xNofv+nhl/AGbsNKnNRZrOhrpqawPgRFh7oS5GKcGFuMv52p5sCsAgeJ+x5A7fXSCISAvwHuEcpVeV8s1FKKRHp0fKUHR1DRO7EMG0xYsSI9oZ4TELaeDgAuVkHCE+f5ZU5+4rnNmcTG+rPlZNcx6J3REp0MJeOi+PFbaf4zsWjCPB1iow68BZYfGDMFfzptSOEBvhw5wXurSIc3H5BGl/YMQqbjxXryc1GX2xPOfgW5O/kF813Ml6yuSlnk1EDyaf3/6m6TNEB4zl+Mvs+qWTBKDcdu9Nugh0rif7sV3zj7h3gH2I4s9/8JtSsg/HXknz1E7zlF0ZVQzPldc2U1zVRXttE9plaHv9fHViBgt2QcanXLyszu4ykyEC3fWGdsWxiPGPjQ3l8/TGumjwcqyO57OAa+PBBmPgl6i/4Ce89sp4rJyec+311kwvGDuc3H3yVf5b/EXatMmpnOajKB3sLdcHJVNY3e1zYry1JkYHktYRDY5XhS/F3ms80N52qDyA21AcfD/pVeAu3jigivhgK4kWl1BumuMg0FWE+O9Ih84Fkp92TTFlH8qR25B0d4xyUUk8rpWYqpWbGxroXUtcZo8YYxdUq8g57Zb6+4nhJDR8dKeGmOSn4+XT9C3brgjTKapt4e0/+WaFSxs05/SJ2nRE+PFTMNxelEx7UQZhhO2TEhTJ3TBL71UjsXUmqszVT//6DHFVJHI67ik/VZKwt9V1flfQVZjmOM8EZFFc3MjHRjWgcMJLurvi9Ya7Y9EcjAOCphZD9MVzxB7j+eQgwfBsRQX6kxQQzfUQki8fFceuCNHyCwinxS+yRlYRSiu05ZcxO89xR7QqLRfj+4gxOlNSy5nPz+2i3Gx384ifBtU+y9lAxtU02lk/zzNTkIGNYCPuD53M0cAps/A00VJ3daOZI5GHca7qaSOcgKTKQEw2mGa5t1rVpbsqu8+uTHAlwL7pJgGeBQ0qpPzltWgM4IpRWAG87yW82o5zmApWmyegDYImIRJoO6yXAB+a2KhGZax7r5jZztXeMHic4NJwzEjXgazit+iwHP6uFr87p3gprbnoU4xLCWPlpzlnH6Ondhnlk/LX8ce0RooP9XNaD6ow7Lkjns5YxqPxd0ORZR7KCDU8SWH2SVUG38Pxt86gYNocWrHB8gJmcCvdBUAx7Kw278yR3lQQYheqm3AifPQHPXwW+AXD7hzD7jvaTx0wsFmFOWjR7balw2vtK4nhJLaW1TczxopIAuHyCsZp4Yn2Wkex5YoPRdnj+98HHnzd25ZMYEdjl44oIF4yO5ef1Nxh1lTb/+exGs49EVrNhPuuOTwIgMSKIw7Xm6qFtGGx9GVh8yKmy9HqJcAfu/LRcAHwduERE9piPK4BHgctE5Bhwqfke4F3gBJAFPAN8G0ApVQb8EthuPh42ZZhj/mnucxx4z5S7OkavUBWUTEjtKa81PeltKuubeX1nHl+YMpzY0O6ZXUSEWxekcqSoms1ZZlz+wbfA4kNmwDw2Z5XyrYtGdjnKY/7IaAoipmNVLai87W7vl1tQjP/m37NLJvCdO79NZLAf0zJGsMs+GnvWAHNeF+2D+Ensy69G2nFad8qlD0FQDExYDnd+bEQtucHc9CgyG0YYviVHP2UvsT3HmG9WF0JeO8JiEX5w2Wiyz9Ty9p7TkPkMBMfC+Ksprmpg07ESrp02vFt1jhaNjmVrQwqlI5fDlr+dLapYngNi4UBNOL5WaXU+d5WkyEByW8zPuq1fwlG3qaqxTyKbwL3opk+VUqKUmqyUmmo+3lVKlSqlFiulMpRSlzpu+GZU03eUUiOVUpOUUjuc5lqplBplPp5zku9QSk0097nbjHLC1TF6jch0klSh5yWz+wmv7cilrsnGLZ2FvdaVwatfh//cAR/+AnashGProPiQYSM1+cKU4cSEmL0mlIIDb6HSLuTRj4qIDwvgJjeT9NpDRJh5wTLsSsjZtc6tfUqqG1m/8qdEUUXsFx9leKQRATIvPZqPbZOwFH4OtR40kelLbM3G3zt+EvtPV5IWE0yIpwo3NB7uPQTXPXtOV8DOmDsymn3KXAF6ORQ2M7uMmBD/bjl3XbFkfBwThoex+sNPUUc/MKq5+viz5vPT2BVdNjU5WDgqBhF4K/JW4/u+/pfGhvKTEJbE8bIGUqKDu+0nSIoMpEiZUYdtI5zqyrAHRFDd2NJnSqJrP/uGCCGJYxiW9yZbs/NJjx3T16fjETa7YtWWHGanRnVu2/74t3D4HQhPNgrH2dvUAwqIgIhkAsKTeSY2hHeP+VD64SaiK05yOONOdh2o4JHlE7vkIHRm6YwxHH0/FduxDpKYTKobmvnBs+/zdNNblKdfSfKkRa3bZqVF8TiT+RGr4fhGmHx9t86rVzhzFGxNED+Z/Tsru27Dt3h+wxo9LJQ8/1GgMDKvR17StWO3Q2Z2GbPTIrsUVdcZIkak0/GXnkL5WpAZtwBGTtCUpHBGDeueQzky2I/JSRH87xTcNu/b8OljMPdbZ/tIdKOwnzOJkYHUEESLTxA+bZVEfTmNfhFA34S/gi7L0SHRyeMAyDt+wCvz2e2KDYeL3CuY103WHyoit6y+81VEyVHY/k+YvgLu2Qs/LTZ+jd66Fr70rGHCmHQdhA6H8pNMKX2Pn/i+RPTmX6Cs/jx0NI0RUUF8eWZyx8dxAz8fC03D5zKy4SAHc13H7Dc027jzhZ1cUbqKAIuNyKt+ec72EH8fLAlTqJKwgZMvYTqty8NGU1DZwMThHvgjuonFIoxLT+G0xHnVeZ1fUU9+RT2zvWxqcubSUSF8zfcjPrbMpjkkgUMFVRwqqPI4N8IVF2bEsCe3gsoZ3zU72P0UynOwR4zgZGkdad30R4BRmgOgpr2Euvpy6qzGqrAvSnKAVhIdYo026vlXeylX4r39hdz6/A5e2NJOvoGXeW5zDokRgVzWWYz42p8avQsu/onx3mKFsOEwYo6hHBb+AK78I3xtNXz7Myz/l8dPxrzL1bbf878Fr7GtCO65NANfL4XmjZy1lABp5sMPP2h3u82uuOeVPRRl7+MGn4+wzLoVos8PuZ0zahiftEzAfny966zZ/kThPrD6s7feiJhxO7LJS8xNj2Z3Swot+bu9Nud2Mz9ilped1s7I/jcIVTU8VXcp/9mZx5u78/GxCF+Y0rVw77ZcMDoWu4LNeU2tHeyoKaIqIJEmm52RXaz+6kx4oC+h/j6UW6LO90nUlVElfZdtDVpJdEyUYae1VGS3X7LZQ97dsodX/R7m3Y830djS/flccaigii0nSvn6vJSO7aXHN8Axs35PiPuhwzcumsje5kS+/2EtGcNCuKaTsuOeEJyxEIDG45sorDw3w1spxc/e3s/7BwpZmfQuFt9AWPTjdueZPzKaj+2TsNQUGbb+/k7hPogbz74Cw/81IbF7mcmeMjc9mgP2NHwqT3qt2da27DJCA3wYGx8Gn/3VaKbkTZSCzKdRseNoSJzLXzZk8dbufC4aM4yoYO90b5uaHEGovw+fHC1p7WAHcFqGAXhlJQGGyalQRbUb3VSujFL7cXol0Q/xD6XRP4YRqpCDBVWdj++AU6V1hJ1axxzLYZbXv8VrO3qu/eTzm3MI8LVww6wOTEC2FvjgJxCZCnPu8mj+iYlG0yCbXXHvZaPPJjN5g+AYmqNGM0sO8Xyb9qmPrTvKS9tO8ciMGlJLNsCCe1wqt5kpUWzFbP/Z30NhHT0k4iexL7+S1OggwgI8yzXpLmPiQsn2M8u6F+z1ypzbc8qYmRKJtSoP1v4E3rize/0v2pK3HQr3IrPv4AeXjSa/op7i6ka+ON17P1p8rRbmj4rmk6MlKIsPXP5rECuHVSrQ/RwJB0mRQUZCXXXh2ZVvcz20NFDSEkRUsF+3fX5dRSuJTpCYkaRaCtlzqqJb87yy/RTzLUaN+i/6buaFjXtp7gHfxMnSWt7Yncf1M5KJ6KgX7u4XoPggXPZwl7KSf3rleL5z8UiWTuy4YUxX8E1fyBzfY7yyLZvaRuOmsuqzHJ7YkMVXZiTx1apnISQe5n3b5RyBflbik0dyyjrC636JZpudB9/ez7GiTrqXuUvVaSMePm4S+/Oret3UBIZfIjDFrJTqhQin0ppGsoprmJ0WDdlmIELxASN72VtkPg3+YTD5K1w4OpbpIyIID/TlkrHDvHcMjFDY05UNHC+phdFL4IE8djXEExbg47UVS1JkIMcbQsHWeHYlZ4YjFzYH9pk/ArSS6BS/2FGkW4rZk1vR5TmabXZWb89lkd9hGDaeQNXAvJp1vLk7v/OdPeT3HxzBx2L0BXZJQyVseARSFsC4q7t0nElJ4fzo8rE9ErVCygIC7XUkNWaxekcu//38NA/99wCXjY/j1+NPIbnb4KL7wa/jX3Hz0qP5sHEC6uRnxq8yL7HleCk529bw2mdeysY3e0hURYwlv6K+T5QEwMRR6eSpGOpO7uz2XNtzjBvd7LRII/M7KNr4vm18xDtd8KqLjJIwU78G/iGICE/eNINXvznX67+4F2UYq9VPjprBFH5BZmG/EK99/5MiAznVbH7uDue1WbcpryGwz/wRoJVE50SlEUsZh0+52eikHdYfKia8LptwWznMuQs1fDq3+6/n7xtcVLLsIp/nVvDO3gLuuCCNYR398vjkD0aP3ssf6TAbt89ImQ/Al6JP8beNWdy7eg+zUqL4y1cmYd34MMSMhmlf73SauSOj+cQ+CWlp8Gp71H2Z61nl91tSDj3tnQkLDfPOfpsRkeNRprUXmZsezX57Grb8Pd2eKzO7DH8fC5OGhxsribRFsPQ3xq/jj3/X/ZPdtQrszefUVIoLCzD8H14mOSqItJhgPnFqaeqt8FcH7eZKmCuJk/X+Wkn0a6KMCCdLRQ6lNY1dmuLlzFMsDTIjpNIuQGbfQbI9j4SKHe1XsuwCSil+/e4hooP9uPPCDgrslWXDtqdg6ldh+DSvHNvrhA2HyDSWhZ3gTE0TI2NDeGbFTAL2vWTkE1z6EFg7T/GZPiKS3ZbxtIiv10xOLTY7ycdfAWB+w8cUVnhhhVK4DyLT2FNsmB97M/zVmbHxoWRZRxJae7LbJfK355QxbUQEfhXHjZte2oVGBvj0r0PmP+DMsa5Pbms2Ej5HXgIxHTe28haLMmLYeqKUhmYbdU0tFFQ2dLschzOJEUEU4VAS5g9Sp+J+fVWSA7SS6Jwo44abIoV83lF3NhfkldfxybESrok4AWFJEJkGE5ajAiP5VtBG/rYxy7OevS7YeKSYbdll3HNpRseZuut+bjQIuuRn3T5mj5KygLjyXfzp+kn8+/Y5hFub4KPfQPJcGHOFW1ME+FoZPyKBfdbxRlKdF9hxOJsl9k+p8Y0mzVLEgZ2buj9p4T6In8j+/EqSowI9LpDoLSwWwR5vOvu74byubmjmwOlK0x/xsSFMM5MdL/kZ+AQaQRNd5fD/DMUz+86uz+Ehi0bH0tBsZ0dOeWsFhjQvhL86SIoMpNixkqg619xUrkL0SqJfY4bBplmKuuS8Xr09F8HOyLrdkHaBYd7xDUSm3cRC2zYqinJZe7Drpiwwft3+5t3DpMUEc8PsDgr55WyGQ2tg4T0QltCtY/Y4KfOR+jK+mFxr9KbY8jejQuZlD3tkIps3MpoPGsYbTlNXjeY9oHTz8wRIMz7XPU0zVuTgG53v1BGN1cbqLn4y+/Or+szU5CAmYw4Aldk7Ohnpmp0ny7ErjCS67I+NTH5zRU7IMLjwR0boddaHXTtA5jMQMQIylnT5HD1lbno0vlZh07GSViXhzZVERJAvvn4B1FnDzzM3VaCVRP8mIByCYpgcVMZuD53XLTY7r+7I5aupdVjryyD1grMbZ96KRdn4Vtin/GVDVreKCP5nVx7Himv48eVjXCe12e3wwQMQlgjz7u7ysXoN0y/Byc1Gx7TNj8O4LxhJfh4wb2Q0n9iMsu/dNTnZbHYmnH6d7IBxBIy5lKNBMxhbuh5l70aUWtFBQFEbOY5TZXV95rR2MHXcaApUFJXH3S+y2JbtOWX4WITpI8Ige5OxinBW7HPuMlbU7//f+Q19OqPoAJz81PBFWHovJDTY34eZKVF8fLSEEyWGkkiN9p6SEBESIwMps0adY25qsQbQiF+fleQArSTcIyqdMb4lfJ5b4ZFp6KMjJRRVNfK1ODPDOnXhOXMy6lK+Ius5crqMjUfabZXRKfVNNv607ijTRkR0HI76+ctGyYVLfwF+QV06Vq8SmWqUAsnZDJ/8zohOWvygx9NMSYogxyeNGp+obiuJI9veI5XTVE0wnOY1o77AcIrJ3f9p1yc1ndYHlVEcsa/8EQ7GxodyWNLxP7Ovy3NkZpcxITGcoNKD0FBh+COc8fE3gibOHIEdz7U7h+vJnwGfALcCF7zNBaNjOFxYzbbsUhIjAgn0866SSooMotAeBdWmn7K+nAYf4/vQV70kQCsJ94hKJ8GWT1VDC9ml7leEfTnzFLGh/oyp32MsjyPbVEmddTtBjcV8JXQ/T6zv2mpi5eZsiqoa+b8rxrkOx2usgfUPQ+JMo9TGQEDEWE0cX284KWesgJgMj6fx87EwIzWarTLZ8Et041e/PfOfVKpgRl18MwCJ866nUflQtWN1l+ekcB8ERLCr3FDcfW1usliEqsgJxDbmGqYwD2lotvF5bqXRx8GRH+HwRzgz5gpDeXz0a/fLk9dXwN5XYeJ1ENRzpT5c4QiF3ZxV6lVTk4PEiEBOtYSdXUnUlVFjCSPE38fzisBeRCsJd4geSVBDEf40ue2XKKisZ+ORYr48YziWk5shtZ1/lIwlEJ7M3aEfsSe34myfBjcprWnkyY+Os2R8XMf1+jc/DjWFRghifwx5dUXKfCPKxuoPF97f5WnmjYzmf7XjjOYxhV1zyNqrihhb8TE7IpYSHGKUSUhKSGCHzzSG57/fdeVTtN/ItD5dRWJEIJFeSs7qDoEjZmBBcSbLc7/E57kVNNnsZ/0RMaPb93+JGN/Hhkr4yM02MXteguY6o5FSHzA+IYyYEOPz6YnS5442pqqmyOijXV9OJcF96o8A9zrTrRSRYhHZ7yR7SETy2zQhcmx7QESyROSIiFzuJF9qyrJE5H4neZqIbDPlr4qInyn3N99nmdtTvXbVnmI63cb4nXE7qW719jzsCr6eVmMuuS84f5DFCjNvIaEskzmhJfxlg2dhgX/ZkEV9s40fLx3relBlHnz2F5j4JaN72UDCYaaY/10I9byZvYN56dF8au+eX+L0R0/jgw1m3nqOPC9xGVG2ElpObfV8UluLYWOPn8z+/Eom9nK9JlekTJoHwOlDnl+To8nQzORgOLml/VWEg7gJMOMWowpxcSeJiXa7MS5pNgyf6vF5eQOLRbggwzstS9sjKTKIIhWFKDvUFEN9GWdsIX3qjwD3VhLPA0vbkT/m3IQIQETGAzcAE8x9/i4iVhGxAn8DlgHjgRvNsQC/NecaBZQDt5ny24ByU/6YOa5vMCOcFkVXu6UkbHbFq9tPcUFGDPFlpgMwtR0lATDtZrD48vP4rWzLLiMz272ld86ZWv699SRfmZXccd38D38BKCO3YKARMwq+uQkubL+In7tMSgyn3j+GgoBRXVMSdhsh+//NFvsEZs8613EeMfVqGpQvZdte8XzesuPQ0kB99HhySuv63NTkICM9gxIiaM7zvCLstuwyxsaHElG2D5prz/dHtOXin4BfCHzwfx1X63W0J+3FsNf2WDQ6BoD0WO+FvzpIbJtQV1dGUUtQn5bkAPc6030CuNsR7hrgFaVUo1IqG6Md6WzzkaWUOqGUagJeAa4xe1pfArxu7r8KuNZpLkehl9eBxdIjNSDcwFxJzAgt41BBVacVYT85VsLpygZunD3CiO6ISodwF0XHQmJhwrWML36H5GCb26uJ3689gp+PhXsu7cBOn7cD9q02opkiutfjus9ImNztKBYfq4VZqZF8bJsEp7ZCk2edBu1H1xHRVMie+C8R2qbw3pyxKWy0TyU46x3DROAJZg+Jo6QCvV8e3BUWi1AQNIaoyoMe7ddis7PrZLlh+sz+BJBzgzXaIzgaLrrP8D0dW+t6XOYzEDwMxl/j0Tl5m6smD+eP109hwagYr8/dNuta1ZdT0NS3JTmgez6Ju0Vkr2mOMq+MRCDXaUyeKXMljwYqlFItbeTnzGVurzTH9z6BkRAYxSifYlrsigOnO85GfXnbKWJC/Lh0TIxRDsLVKsLBrNuRxmp+Neowm451btLafaqc/+0t4I4L0hkW6uILpBS8/wCExBk9IYY480ZG89/asUYphxzPopGqNz9NiQonfvby87ZFBPmxN2Ixwc2lnpf+KNwHFl921PZND4mOaImbwgh7HoVn3G//erCgitomm9FVL/tjQ8G742CedQdEjzJWEy1N528vy4ajHxjBCz5967PxtVr40owk71Y+NokO9qPCx7zFnTmKKFufJ9JB15XEk8BIYCpQAPzRWyfUFUTkThHZISI7SkpcdzTrFlHpxLUYoWm7O3BeF1c1sP5wMV+akYRfyT5orOzYLguQPAfiJrGw/C0iAn34awerCaUUv3nvMDEhftyxKN31nPv/A3mZRoarv/eXxgON+SNj2GEfQ4s1wDOTU8UpwnI38Jr9Yi6Z0H7pdd+xS6lT/jTvfb3d7S4p3AfDxrK3sI6E8AAjabCfED1qNlZRHP3cfb+Ew1Q6OykAcjM7/9478PEzSnCXZsH2Z87fvuNZEIvhvxjEiAgB4XHYsZj5M0Yi3UDwSZyHUqpIKWVTStmBZzDMSQD5gPN/UpIpcyUvBSJExKeN/Jy5zO3h5vj2zudppdRMpdTM2Fj3m+d4RFQ6fpUnGR4e0OEv/dd25mGzK26YNcLoYgWdL7lFYNZtWIsP8H+Tq/nwULHL1cqGw8VkZpfx/UtHuw6La66HDx+C+ElGjSYN4xLC8A8I4njgFI+UhNq5CgWcGHEd4YHtl8uYMyaZ9fZpqINrPOuXULgP4iezL7+yX60iAJImGM7r8iz3k+oys8tIiQ4irny3sWJLu8j9A2YsgZGL4aPfQq3T6qWpDnb9C8Zd5dpkO4gYHhVKuUQaZfwxS3KE9V2OBHRRSYiIc0zbcsAR+bQGuMGMTEoDMoBMYDuQYUYy+WE4t9coIzFgI+AI3l8BvO001wrz9XXABtWdtOTuEpUOlbnMTApyqSTsdsUr208xLz3aCJHL3mSEAIa60XNh0vXgH8a1ze8R6u/D3zZmnTekxWbn0fcOkx4T3HFDoS1/hcpcuPw3vZqV2p+xWoQ56dGsbZxgFAmsyO18J1szLTtWscE2ldnTprocNiMlkg+Yj19jGeR84t4JVRdBbTGN0ePJPlPb50l0bbGGJ1JlicCvxL2QYaUU23PKzvojLD4wYq77BxQxVhNNNbDx12fl+/9jRAf2scO6tzA61EVAyREAKgaCuUlEXga2AGNEJE9EbgN+JyL7RGQvcDHwAwCl1AFgNXAQeB/4jrniaAHuBj4ADgGrzbEA9wH3ikgWhs/hWVP+LBBtyu8Fuh4o7w2iRwKKhTE15JXXc6adirCbj58ht6yeG+eMMMoNnNrS+SrCgX8ITLkRvyNruGtWKO/tLzyvqc3rO83yG0vHui6/sfc12Pgbo4RFe2G3Q5h56dGsqTHDhd1ZTRx+B9/6El6xX8qSDnqFB/haqR1xMXUEwoE33TuZIsNpfcInHaVgUlL/CH9tRYTKyPGkNh2joLLzSrdZxTWU1zWf9UckzfLczDlsrFFuY+dzRmiwUkbF2GHjjV4UQ4CkyEDybRHGSgyotYYR2UcFHx24E910o1IqQSnlq5RKUko9q5T6ulJqklJqslLqaqVUgdP4R5RSI5VSY5RS7znJ31VKjTa3PeIkP6GUmq2UGqWUul4p1WjKG8z3o8ztJ7x98R5hRjhNCTLK937ezmri5cxTRAb5cvmEODi9x/hV1JnT2plZt4GtiVuCNhPgYz1nNVHX1MKf1h1lRkqkMX977HoB3rjDSEK79kn3jztEmDcymmMqkbqAOLeUhNqxkgKJpTl9ccdd/oDZGYl8YJuO/eB/3atHZEY27WgwTCj9bSUB4J88gwzJZ/uxzsvZbzP9EXPjLUb5F3f9EW256H6jXtr7D0DuNuPvNOv2gZUE2g2MXInI1vd+YTE909jLA3TGtbuYSiLNWoTVIueZnEqqG1l7oIgvTU/C38fq5I/wQEnEjoHUCwj6/AW+PieRNZ+fJsesOLny02yKqxt5YJmLbnBbn4I134VRi+Grq8E/tCtXOagZExdKVLA/+wKmw4mPOg5ZPXMMyf6EfzVdzLJJndvCF46K4R3bXCwN5cbcnVG4D8JHsKtYMSzUv+MmUX1E9OjZ+Iid3EOZnY7dnlPGsFB/kqt3gbJ3nh/hiqAouOj/jNXIW99ubU86VEiMCDxHSQSHeT/U1lO0knCXwEgICMevMofRcaHnKYn/7Mqjxa7OlurO2QSx44w8CE+YdTtUnuLbSSfwsVp48qPjnKlp5KmPT3D5hDhmtld+Y9Mf4f37YOxVcMNLA6OAXx9gsQhz06P4X804w859uoNksR3PYRMr/1EXs2RC5z6l8cPD2Os/g3pLCOx3o3y4Uw+J/pJE1xarmdncWVKdUorM7DJmpUUh2ZuMfhFJM7t+4Jm3QuxYI3nObE86VEiODGxtPlRNEMMivJ/Z7SlaSbiLiLGaKD3O1OQI9jhVhFVK8UrmKWanRRnZzy1NRtJWV3wCY6+EkHgi9r/AjbOS+c+uPH765v72y28oZRTuW/8wTPoyXL/KqLCpccm89Gj+WzMahbg2OTXXo/a8yCfWuYxKT3er2b3VIswaFc8GZqEOvwMtHXQxbKqD0iyaYydwvKSGCf1USRCeTINvBPG1RyisbHA5LK+8noLKBrOo38eQMq9730OrD1zxe6NJ15yh4bB2EBPiT6nFyJXoDzkSoJWEZ0SNhLITTEuOoLqhhROmKWjLiVJySuu4cbYZcXR6l1GIzBNTkwOrL8z4BmR9yLenWBGB9w8UcsOsZEY6lwJwJMtt+iNMXwHLn3KrpedQZ97IaMoJoyx8vGslceBNpKGCp+suYtlE95szLRgVw+qG2UhjFWStdz2w+BAoO6f8RmJXfV/51SUitAybxCRLNtuyXRefdORHzB3WAiWHu+6PcCZtEdx74GyzoiGCxSIQYqxcy1VIn7YtdaCVhCeYYbBTEw1zjsPk9HJmLuGBvmdvKNmbcKskgStmrACxEnf0Rb48M5lQfx++71x+w26D/34ftj0Jc74FX3hch7q6ycjYEGJD/dlhnWYkfLXXy3nHSsoCU9iqxnO5G6YmBwtHxbDZPoEG3wg40IHJyaxEu7vJ+FHRb5UEEJQ6k9GWPLZnFbgcsz2njLAAH0bV7DIEXfVHaADwizR8YP0h/BW0kvCMqHRQdkb6lhHi78Oe3HLKapv4YH8hy6clEuBr3qhzPoG4iV2veR823Ege2v1vHlyazoYfXnS2/IatBd68C3atggt+OPDKf/cxIsK89GjeqBwNymYqdCcK9kLedl5VlzI7NZrYUPfNJiOigoiPDCUzYAEcec9IamyPov3gH8aW0hBiQvyIC+u/JkLL8Kn4YqPkuGu/RGZ2GbPTorDkfGJEJiVM6cUzHHxERg+jUflSTkifNhtyoJWEJ5hLX2v5CSYnhbMnt4I3duXRZLMbxfzAsEXnZnY/R2HW7VBfjt+Rt8/eqFoa4bUVRtG+xT+HxT/TCqILzBsZzYbaVOy+weebnHasxG7158mKOVwxybM+4CLCwlExvFA93Qh/dlWwrnAfxE3kQEEVExPD+zzEsUPMG3501aF2/RIl1Y2cOFNrJtF9bJhY9aq2WyRGBrHadiEbbNP6vCQHaCXhGdEjjeeyE0xNjuBwQTX/3nqSGSmRjIk3Q07ztkNLQ9dNTQ5SLzCytbf/03jfXA+vfBUOvwNLfwsX/L/uzT+EmZceTTM+5EfMPFdJNFTB3tUcjllCFSEdt4N1wYJRMWxsGE1zQEz7UU52OxTup2XYRI4V1/RrUxMAkam0+IczUdr3Szj6RyyMqYWKU97xRwxxkiKD+FnLrfyPhf2inpdWEp4QFG3EbZtKosWuyCmtO7dEhsMfkTK/e8cSMVYT+TuNOV+83nCGfuEJmHtX9+Ye4qREB5EQHsBnTIbybCgz8zT3rYbmWp6qvYiZKZHEdcFpOH9kNDasHIq82Khc2rYseXk2NNeSHzAKm10xoR8m0Z2DCNbhU5nik8PWE+d3DMjMLiPQ18qYeu2P8BaJkYaJaViof49Um/UUrSQ8QcRoQFR2gqkjIgAIDfDhqsnDz47J2WSUSA6MbH8OT5hyA/gGwb+WG2Wov/iM4dTWdAuHX+LlUjMY4PgGI1ps+0oaYyay5kw8yzw0NTmIDvFnfEIYbzTNhpZ6OPr+uQPMTOv9NsM8OSmpnysJQBKmMJpcdh4vPG9bZnYZ01Mi8MnZZJSljx3TB2c4uEgylUR/cFqDVhKeY+ZKDAsNYFJiODfNTSHQz7TBNtcb5qauhL62R0C4kUwkAl9+ASZf7515NcwbGc2eumiaQpPh+EbDj1R8gM+irgGEZV0wNTlYmBHDK4WJ2EPizjc5Fe4DsbK5MpqoYD+G95MbQYcMn4ovzfiWHaWo6qxfoqqhmUOFVcxKiTSK+qUt0j4yLzAsNABfq/QLfwRoJeE5UemG7dXWzJq7F/Djy51+OeVmgq3Ju3bZpb+Be/YZ0U4arzFvZDQgZIfNhhMfG4Xk/EL525mpTBsRwfCIrkeVLBwVQ4MNTg9fCsfWGb4OB4X7IHYMuwsamTA8rH87rR0kTAVgoiWbrSfO+iV25pSjFFwYVQq1xdrU5CWsFuH6mcksGd/1HyreRCsJT4kaaYROVpxCRM79J8/ZBGKFEfO8dzyrr3ulxjUekRQZRHJUIBuaJ0JTNez/D9VjrmPH6Wau8CCBrj1mpUbhZ7Ww3roAbI1GOKyDwn3Yhk3kWFF1/3daO4hMQ/mHMc3n5Dl+icycMnytwoSGPYZAO629xq+XT+Laaf2jf4ZWEp7iyAAtyz5/W/YmGD4VAvpZ2WdNu8xLj+bfxakoMf4N3gtYBtClqCZnAv2szEiJZHVBvFFawpFYV1sK1acpCsqgxa4GjpKwWJCEKcz2P8U2p5VEZnYZkxLD8Tv1KUSmQmRK352jpsfQSsJTWpXE8XPlTbVGJJK3/BGaHmfeyGjyG/ypTZgHaYt4MSeEyUnhJEd1v0DiwowYDhTWUD/6C0ZUWn15aw+Jg3bjZtrfutF1SMIURrSc4NSZSoqrGmhotrE3r4LZqWFGz3C9ihi0uNN0aKWIFIvIfidZlIisE5Fj5nOkKRcReUJEskRkr4hMd9pnhTn+mIiscJLPMBsYZZn7SkfH6HNChoFfyNmwSQentpotG7WSGCjMSzfKMK/O+D35y57j89wKj2o1dcSCUcbc20MuNr4Xh//XGtm0tS6e8EDf1iiWAUHCVHzsTYyS02zNLmP3qQqabYrF4YVmH3ftjxisuLOSeB5Y2kZ2P7BeKZUBrOds17hlGC1LM4A7gSfBuOEDDwJzMPphP+h0038SuMNpv6WdHKNvcQqDPYecTUbLxmQPWjZq+pT48ADSY4L59GQd7x0xnMvdiWpyZlJiOKEBPrx7Jt4wxex/w1ASocPZWmRhUn/PtG6LWTZ8lt9Jtp4oJTO7DBGY1PS5sV2vJAYt7nSm+wRom0VzDbDKfL0KuNZJ/oIy2ApEmP2wLwfWKaXKlFLlwDpgqbktTCm11exf/UKbudo7Rt8TlX6+ksjeBMOnD6na94OBuSOjycwu4797CxifEEZqjHfq91stwvyR0WzKKkWNX240Ijr5Gba4iRwprGZC4gDzW0WNBL8QLgo7zdYTpWzPKWNsfBgBuZ8a7UVDhvX1GWp6iK76JOKcWpYWAo5+momAc4f5PFPWkTyvHXlHx+h7otKh/KRRbA+gsdpoYKNNTQOOeenR1DS28HluBVdM8m4U2cJRMeRX1FOQvMyIiKvMpTRkNM22AeS0dmCxQPxkJkg2J0pqycwpY96IYLNvil5FDGa67bg2VwDKC+fS5WOIyJ0iskNEdpSUlPTkqRhEpRt25kpT753cYtwEtNN6wDE3Pbr1dVezrF3h8EtsrIiD6FEAHJVUoH/2tO6U4VMZVnsUKzaaWuxcFpZrZJVrf8SgpqtKosg0FWE+F5vyfMCpkBFJpqwjeVI78o6OcR5KqaeVUjOVUjNjYz1sF9oVos4W+gNMf4QvJM/p+WNrvEpsqD9j40MZExd6blMnL5AWE8zw8AA2Hy+FCV8EYFt9EqEBPqRED8AWswlTsNgamOxfBMDk5j0glu7XKdP0a7qqJNYAjgilFcDbTvKbzSinuUClaTL6AFgiIpGmw3oJ8IG5rUpE5ppRTTe3mau9Y/Q9rWGwTkoiaZbuLT1A+etXp/PkTdM7H+ghIsKCUTF8drwU2/zvwQ0v88mZUCYOH2BOawdm5vXVcSWMjgshOP8zGD4NAiP69LQ0PYs7IbAvA1uAMSKSJyK3AY8Cl4nIMeBS8z3Au8AJIAt4Bvg2gFKqDPglsN18PGzKMMf809znOOBIT3V1jL4nNN5o9l6WbXQ2K/hc+yMGMKOGhZDu5VWEg4UZMVTUNXPwjJ3mjKUcKqxm4kBzWjuIyQDfIL6aXM6LX58I+Tu0P2II0GlTZKXUjS42LW5nrAK+42KelcDKduQ7gIntyEvbO0a/QMSMcDpuVGdVdu2P0LTL/JGGX+LTrDNYLUJTi31gJdE5Y7FC/CT8S/YRW74L7C3aHzEE0BnXXcWRK5G9Caz+hrlJo2mDw+fxaVYJ+/ONftoDLrLJmYSpRovX4xvB6qf9cEMArSS6SvRIKM8xWjYmzwbf/lHWV9P/WDAqhu055ew4afRGT432Ti5Gn5AwBZpr4fOXDAWh/XCDHq0kukpUulEWvGi/NjVpOmThqBiaWuy8vec044eHYekH3ca6jJl5TX259kcMEbSS6CqOCCfQTmtNh8xOi8LHIjS22Ae2qQkgZgz4mKtm7Y8YEmgl0VUcSsInEBJn9O25aPo1wf4+TB9hlCobsJFNDqw+EDfRKHKZ6P2wYU3/o9PoJo0LQocbv6hGzAEf/74+G00/Z8GoGDJzypiUGNHXp9J9Lvh/UFNoNMTSDHq0kugqFgss+ZVR3Eyj6YRbFqaSFhvMqGGDoADk2Cv6+gw0vYhWEt1h9h19fQaaAUJYgC9XTxne16eh0XiM9kloNBqNxiVaSWg0Go3GJVpJaDQajcYlWkloNBqNxiVaSWg0Go3GJVpJaDQajcYlWkloNBqNxiVaSWg0Go3GJWL0CRo8iEgJcBKIAc708en0JUP5+ofytcPQvv6hfO3QvetPUUrFthUOOiXhQER2KKVm9vV59BVD+fqH8rXD0L7+oXzt0DPXr81NGo1Go3GJVhIajUajcclgVhJP9/UJ9DFD+fqH8rXD0L7+oXzt0APXP2h9EhqNRqPpPoN5JaHRaDSabjIolYSILBWRIyKSJSL39/X59DYikiMi+0Rkj4js6Ovz6UlEZKWIFIvIfidZlIisE5Fj5nNkX55jT+Hi2h8SkXzzs98jIoO2Q5CIJIvIRhE5KCIHROT7pnzQf/4dXLvXP/9BZ24SEStwFLgMyAO2AzcqpQ726Yn1IiKSA8xUSg36eHERWQTUAC8opSaast8BZUqpR80fCZFKqfv68jx7AhfX/hBQo5T6Q1+eW28gIglAglJql4iEAjuBa4FvMMg//w6u/ct4+fMfjCuJ2UCWUuqEUqoJeAW4po/PSdNDKKU+AcraiK8BVpmvV2H88ww6XFz7kEEpVaCU2mW+rgYOAYkMgc+/g2v3OoNRSSQCuU7v8+ihP14/RgFrRWSniNzZ1yfTB8QppQrM14VAXF+eTB9wt4jsNc1Rg87U0h4ikgpMA7YxxD7/NtcOXv78B6OS0MBCpdR0YBnwHdMsMSRRhj11cNlUO+ZJYCQwFSgA/tinZ9MLiEgI8B/gHqVUlfO2wf75t3PtXv/8B6OSyAeSnd4nmbIhg1Iq33wuBt7EMMENJYpMm63Ddlvcx+fTayilipRSNqWUHXiGQf7Zi4gvxk3yRaXUG6Z4SHz+7V17T3z+g1FJbAcyRCRNRPyAG4A1fXxOvYaIBJuOLEQkGFgC7O94r0HHGmCF+XoF8HYfnkuv4rg5mixnEH/2IiLAs8AhpdSfnDYN+s/f1bX3xOc/6KKbAMywrz8DVmClUuqRvj2j3kNE0jFWDwA+wEuD+fpF5GXgIozql0XAg8BbwGpgBEZF4C8rpQadg9fFtV+EYWpQQA7wTSf7/KBCRBYCm4B9gN0U/x+GbX5Qf/4dXPuNePnzH5RKQqPRaDTeYTCamzQajUbjJbSS0Gg0Go1LtJLQaDQajUu0ktBoNBqNS7SS0Gg0Go1LtJLQaDQajUu0ktBoNBqNS7SS0Gg0Go1L/j9yODW1iakydgAAAABJRU5ErkJggg==\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# 그래프를 통해 샘플로 뽑은 25개의 값을 비교해 봅니다.\n", + "\n", + "plt.plot(X_num, pred_prices, label='predicted price')\n", + "plt.plot(X_num, real_prices, label='real price')\n", + "plt.legend()\n", + "plt.show()" + ] + } + ], + "metadata": { + "colab": { + "collapsed_sections": [], + "name": "ch15-colab.ipynb", + "provenance": [] + }, + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.9.7" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} From 63274f3cfb7fe076ed891a2574db6fc8bb6fc909 Mon Sep 17 00:00:00 2001 From: Taeho Jo Date: Tue, 3 Sep 2024 15:53:50 -0400 Subject: [PATCH 24/37] no message --- ch16.ipynb | 4 ++-- colab/ch16-colab.ipynb | 4 ++-- 2 files changed, 4 insertions(+), 4 deletions(-) diff --git a/ch16.ipynb b/ch16.ipynb index f5225b5..a0abdcc 100644 --- a/ch16.ipynb +++ b/ch16.ipynb @@ -286,7 +286,7 @@ "if not os.path.exists(MODEL_DIR):\n", " os.mkdir(MODEL_DIR)\n", "\n", - "modelpath=\"./data/model/MNIST_MLP.hdf5\"\n", + "modelpath=\"./data/model/MNIST_MLP.keras\"\n", "checkpointer = ModelCheckpoint(filepath=modelpath, monitor='val_loss', verbose=1, save_best_only=True)\n", "early_stopping_callback = EarlyStopping(monitor='val_loss', patience=10)\n", "\n", @@ -437,7 +437,7 @@ "if not os.path.exists(MODEL_DIR):\n", " os.mkdir(MODEL_DIR)\n", "\n", - "modelpath=\"./data/model/MNIST_CNN.hdf5\"\n", + "modelpath=\"./data/model/MNIST_CNN.keras\"\n", "checkpointer = ModelCheckpoint(filepath=modelpath, monitor='val_loss', verbose=1, save_best_only=True)\n", "early_stopping_callback = EarlyStopping(monitor='val_loss', patience=10)\n", "\n", diff --git a/colab/ch16-colab.ipynb b/colab/ch16-colab.ipynb index 14246ca..2aabff3 100644 --- a/colab/ch16-colab.ipynb +++ b/colab/ch16-colab.ipynb @@ -299,7 +299,7 @@ "model.compile(loss='categorical_crossentropy', optimizer='adam', metrics=['accuracy'])\n", "\n", "# 모델 최적화를 위한 설정 구간입니다.\n", - "modelpath=\"./MNIST_MLP.hdf5\"\n", + "modelpath=\"./MNIST_MLP.keras\"\n", "checkpointer = ModelCheckpoint(filepath=modelpath, monitor='val_loss', verbose=1, save_best_only=True)\n", "early_stopping_callback = EarlyStopping(monitor='val_loss', patience=10)\n", "\n", @@ -456,7 +456,7 @@ " metrics=['accuracy'])\n", "\n", "# 모델 최적화를 위한 설정 구간입니다.\n", - "modelpath=\"./MNIST_CNN.hdf5\"\n", + "modelpath=\"./MNIST_CNN.keras\"\n", "checkpointer = ModelCheckpoint(filepath=modelpath, monitor='val_loss', verbose=1, save_best_only=True)\n", "early_stopping_callback = EarlyStopping(monitor='val_loss', patience=10)\n", "\n", From 21a687b09950986164a37b9987fefe610bb61bd9 Mon Sep 17 00:00:00 2001 From: Taeho Jo Date: Tue, 3 Sep 2024 16:21:30 -0400 Subject: [PATCH 25/37] no message --- colab/ch18-colab.ipynb | 9 +++++---- 1 file changed, 5 insertions(+), 4 deletions(-) diff --git a/colab/ch18-colab.ipynb b/colab/ch18-colab.ipynb index ab0d8d3..b0352ad 100644 --- a/colab/ch18-colab.ipynb +++ b/colab/ch18-colab.ipynb @@ -350,7 +350,7 @@ }, "outputs": [], "source": [ - "!pip install attention" + "!pip install keras-self-attention" ] }, { @@ -383,12 +383,12 @@ ], "source": [ "from tensorflow.keras.models import Sequential\n", - "from tensorflow.keras.layers import Dense, Dropout, Activation, Embedding, LSTM, Conv1D, MaxPooling1D\n", + "from tensorflow.keras.layers import Dense, Dropout, Activation, Embedding, LSTM, Conv1D, MaxPooling1D, Flatten\n", "from tensorflow.keras.datasets import imdb\n", "from tensorflow.keras.preprocessing import sequence\n", "from tensorflow.keras.callbacks import EarlyStopping\n", "from tensorflow.keras.utils import plot_model\n", - "from attention import Attention\n", + "from keras_self_attention import SeqSelfAttention\n", "\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", @@ -405,8 +405,9 @@ "model.add(Embedding(5000, 500))\n", "model.add(Dropout(0.5))\n", "model.add(LSTM(64, return_sequences=True))\n", - "model.add(Attention())\n", + "model.add(SeqSelfAttention(attention_activation='sigmoid'))\n", "model.add(Dropout(0.5))\n", + "model.add(Flatten())\n", "model.add(Dense(1))\n", "model.add(Activation('sigmoid'))\n", "\n", From 7ec656a13b8fc61a8a7bc6c39ac74663ed7e1cd5 Mon Sep 17 00:00:00 2001 From: Taeho Jo Date: Tue, 3 Sep 2024 16:23:11 -0400 Subject: [PATCH 26/37] no message --- ch18.ipynb | 7 ++++--- 1 file changed, 4 insertions(+), 3 deletions(-) diff --git a/ch18.ipynb b/ch18.ipynb index eeb3179..e8bc020 100644 --- a/ch18.ipynb +++ b/ch18.ipynb @@ -357,7 +357,7 @@ }, "outputs": [], "source": [ - "!pip install attention" + "!pip install keras-self-attention" ] }, { @@ -395,7 +395,7 @@ "from tensorflow.keras.preprocessing import sequence\n", "from tensorflow.keras.callbacks import EarlyStopping\n", "from tensorflow.keras.utils import plot_model\n", - "from attention import Attention\n", + "from keras_self_attention import SeqSelfAttention\n", "\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", @@ -412,8 +412,9 @@ "model.add(Embedding(5000, 500))\n", "model.add(Dropout(0.5))\n", "model.add(LSTM(64, return_sequences=True))\n", - "model.add(Attention())\n", + "model.add(SeqSelfAttention(attention_activation='sigmoid'))\n", "model.add(Dropout(0.5))\n", + "model.add(Flatten())\n", "model.add(Dense(1))\n", "model.add(Activation('sigmoid'))\n", "\n", From 1ed79806f5946a3356ba3c0d0273c1409b560dbb Mon Sep 17 00:00:00 2001 From: Taeho Jo Date: Tue, 3 Sep 2024 16:41:38 -0400 Subject: [PATCH 27/37] no message --- ch22.ipynb | 2 +- colab/ch22-colab.ipynb | 2 +- 2 files changed, 2 insertions(+), 2 deletions(-) diff --git a/ch22.ipynb b/ch22.ipynb index f6b1d7a..710b86f 100644 --- a/ch22.ipynb +++ b/ch22.ipynb @@ -828,7 +828,7 @@ "outputs": [], "source": [ "# 앞서 15장에서 만든 모델을 불러 옵니다.\n", - "model = load_model(\"./data/model/Ch15-house.hdf5\")\n", + "model = load_model(\"./data/model/Ch15-house.keras\")\n", "\n", "# 예측 값과 실제 값, 실행 번호가 들어갈 빈 리스트를 만듭니다.\n", "ids =[]\n", diff --git a/colab/ch22-colab.ipynb b/colab/ch22-colab.ipynb index 5384277..56d29df 100644 --- a/colab/ch22-colab.ipynb +++ b/colab/ch22-colab.ipynb @@ -836,7 +836,7 @@ "outputs": [], "source": [ "#앞서 15장에서 만든 모델을 불러옵니다.\n", - "model = load_model(\"./data/model/Ch15-house.hdf5\")\n", + "model = load_model(\"./data/model/Ch15-house.keras\")\n", "\n", "# 예측 값과 실제 값, 실행 번호가 들어갈 빈 리스트를 만듭니다.\n", "ids =[]\n", From 62e9afe97ba9992725161fda7daa67c63a5fc47e Mon Sep 17 00:00:00 2001 From: Taeho Jo Date: Tue, 3 Sep 2024 17:51:00 -0400 Subject: [PATCH 28/37] no message --- README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/README.md b/README.md index 0dbced3..6d03965 100644 --- a/README.md +++ b/README.md @@ -1,7 +1,7 @@ ## 모두의 딥러닝 개정 3판 소스코드 + [Youtube](https://www.youtube.com/@taehojo) -+ [정오표](https://taehojo.github.io/book/deeplearning-20240902.pdf) ++ [정오표](https://taehojo.github.io/book/deeplearning-20240903.pdf) ------ From 03f549221008c676a7e797d55f3a3f85ccc43d40 Mon Sep 17 00:00:00 2001 From: Taeho Jo Date: Wed, 4 Sep 2024 19:41:18 -0400 Subject: [PATCH 29/37] no message --- README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/README.md b/README.md index 6d03965..12a7405 100644 --- a/README.md +++ b/README.md @@ -1,7 +1,7 @@ ## 모두의 딥러닝 개정 3판 소스코드 + [Youtube](https://www.youtube.com/@taehojo) -+ [정오표](https://taehojo.github.io/book/deeplearning-20240903.pdf) ++ [정오표](https://taehojo.github.io/book/deeplearning-20240904.pdf) ------ From 4f771d8aea1a24197538599c3f3bc1b04aa88b31 Mon Sep 17 00:00:00 2001 From: Taeho Jo Date: Sat, 8 Feb 2025 19:55:53 -0500 Subject: [PATCH 30/37] no message --- ch21.ipynb | 2 +- colab/ch21-colab.ipynb | 333 ++++++++++++++++++++++++++++++++++++++++- 2 files changed, 333 insertions(+), 2 deletions(-) diff --git a/ch21.ipynb b/ch21.ipynb index e7a60f9..d498dd6 100644 --- a/ch21.ipynb +++ b/ch21.ipynb @@ -163,7 +163,7 @@ " img = load_img('./data/img/{}_0.jpg'.format(l), target_size=(224, 224)) # 이미지를 불러오고 내부에서 처리될 이미지의 크기를 설정합니다. \n", " img = img_to_array(img) # 이미지를 넘파이 배열로 바꾸어 줍니다.\n", " data = ([img], None)\n", - " grid = explainer.explain(data, model, int(i)) # 그레이디언트 CAM이 실행되는 부분입니다. \n", + " grid = explainer.explain(data, model, int(i), layer_name=\"block5_conv3\") # 그레이디언트 CAM이 실행되는 부분입니다. \n", " explainer.save(grid, \".\", './data/img/{}_cam.jpg'.format(l)) # 실행 후 저장되는 이름입니다.\n", "\n", "# 그레이디언트 CAM 알고리즘이 적용된 이미지를 불러오는 부분의 시작입니다.\n", diff --git a/colab/ch21-colab.ipynb b/colab/ch21-colab.ipynb index e98499f..9dcc1c6 100644 --- a/colab/ch21-colab.ipynb +++ b/colab/ch21-colab.ipynb @@ -1 +1,332 @@ -{"cells":[{"cell_type":"markdown","id":"4a19f7c5","metadata":{"id":"4a19f7c5"},"source":["# 21장 설명 가능한 딥러닝 모델 만들기"]},{"cell_type":"markdown","id":"74d5cd86","metadata":{"id":"74d5cd86"},"source":["## 2. 설명 가능한 딥러닝의 실행"]},{"cell_type":"code","execution_count":null,"id":"c19291cc","metadata":{"scrolled":true,"id":"c19291cc","outputId":"ac963084-473f-45fc-a6f9-510a22d7e4d1"},"outputs":[{"name":"stdout","output_type":"stream","text":["Collecting tf-explain\n"," Downloading tf_explain-0.3.1-py3-none-any.whl (43 kB)\n","Installing collected packages: tf-explain\n","Successfully installed tf-explain-0.3.1\n"]}],"source":["!pip install tf-explain"]},{"cell_type":"code","execution_count":null,"id":"28586818","metadata":{"id":"28586818","outputId":"2b765164-b1f2-4d4c-8a82-c33abc385231"},"outputs":[{"data":{"image/png":"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\n","text/plain":["
"]},"metadata":{"needs_background":"light"},"output_type":"display_data"}],"source":["from tensorflow.keras.preprocessing.image import load_img, img_to_array\n","from tensorflow.keras.applications import VGG16\n","\n","# XAI 알고리즘을 불러오는 부분입니다.\n","from tf_explain.core.grad_cam import GradCAM\n","from tf_explain.core.occlusion_sensitivity import OcclusionSensitivity\n","\n","import glob\n","import matplotlib.pyplot as plt\n","import matplotlib.image as mpimg\n","\n","# 깃허브에 준비된 데이터를 가져옵니다.\n","!git clone https://github.com/taehojo/data.git\n","\n","# 원본 이미지가 들어갈 리스트 만들기\n","images_originals = []\n","\n","# 원본 이미지가 저장된 폴더에서 하나씩 불러와 리스트에 넣기\n","for img_path in glob.glob('./data/img/*_0.jpg'):\n"," images_originals.append(mpimg.imread(img_path))\n","\n","# 코랩에서 보여 줄 이미지의 크기 \n","plt.figure(figsize=(20,20))\n","\n","# 원본 이미지를 코랩에서 보이게 하기\n","for i, image_o in enumerate(images_originals):\n"," plt.subplot(5, 5, i + 1)\n"," plt.imshow(image_o)"]},{"cell_type":"code","execution_count":null,"id":"815fff9e","metadata":{"id":"815fff9e","outputId":"2765fb7a-0e78-469f-cc59-100875dec161"},"outputs":[{"name":"stdout","output_type":"stream","text":["Downloading data from https://storage.googleapis.com/tensorflow/keras-applications/vgg16/vgg16_weights_tf_dim_ordering_tf_kernels.h5\n","553467904/553467096 [==============================] - 61s 0us/step\n","553476096/553467096 [==============================] - 61s 0us/step\n"]},{"data":{"image/png":"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\n","text/plain":["
"]},"metadata":{"needs_background":"light"},"output_type":"display_data"}],"source":["# 사전에 학습된 딥러닝 모델 불러오기\n","model = VGG16(weights=\"imagenet\", include_top=True)\n","\n","# 원본 이미지 이름과 Imagenet에서의 해당 이미지 인덱스\n","input_list = [\"maltese\", \"persian_cat\", \"squirrel_monkey\", \"grand_piano\", \"yawl\"]\n","imagenet_index = [\"153\", \"283\", \"382\", \"579\", \"914\"]\n","\n","# 그레이디언트 CAM 알고리즘 선택\n","explainer = GradCAM()\n","\n","# 그레이디언트 CAM 알고리즘이 적용된 이미지가 들어갈 빈 리스트 만들기\n","images_cams = []\n","\n","# 그레이디언트 CAM 알고리즘 실행\n","for l, i in zip(input_list, imagenet_index): \n"," img = load_img('./data/img/{}_0.jpg'.format(l), target_size=(224, 224)) # 이미지를 불러오고 내부에서 처리될 이미지의 크기를 설정합니다. \n"," img = img_to_array(img) # 이미지를 넘파이 배열로 바꾸어 줍니다.\n"," data = ([img], None)\n"," grid = explainer.explain(data, model, int(i)) # 그레이디언트 CAM이 실행되는 부분입니다. \n"," explainer.save(grid, \".\", './data/img/{}_cam.jpg'.format(l)) # 실행 후 저장되는 이름입니다.\n","\n","# 그레이디언트 CAM 알고리즘이 적용된 이미지를 불러오는 부분의 시작입니다.\n","plt.figure(figsize=(20,20))\n","\n","for img_path in glob.glob('./data/img/*_cam.jpg'):\n"," images_cams.append(mpimg.imread(img_path))\n","\n","for i, image_c in enumerate(images_cams):\n"," plt.subplot(5, 5, i + 1)\n"," plt.imshow(image_c)"]},{"cell_type":"code","execution_count":null,"id":"c0cac2c1","metadata":{"id":"c0cac2c1","outputId":"b1386f17-9e5b-48b6-f696-2b6a533d0590"},"outputs":[{"data":{"image/png":"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\n","text/plain":["
"]},"metadata":{"needs_background":"light"},"output_type":"display_data"}],"source":["# 오클루전 알고리즘을 불러와 실행합니다.\n","explainer = OcclusionSensitivity()\n","\n","# 알고리즘이 적용된 이미지가 들어갈 빈 리스트 만들기\n","images_occ1s = []\n","\n","# 패치 사이즈를 정합니다. \n","patch_size = 40\n","\n","# 오클루전 알고리즘 실행\n","for l, i in zip(input_list, imagenet_index):\n"," img = load_img('./data/img/{}_0.jpg'.format(l), target_size=(224, 224))\n"," img = img_to_array(img)\n"," data = ([img], None)\n"," grid = explainer.explain(data, model, int(i), patch_size) # 패치 사이즈의 설정이 추가됩니다. \n"," explainer.save(grid, \".\", './data/img/{}_occ1.jpg'.format(l))\n","\n","# 오클루전 알고리즘이 적용된 이미지를 불러오는 부분의 시작입니다.\n","plt.figure(figsize=(20,20))\n","\n","for img_path in glob.glob('./data/img/*_occ1.jpg'):\n"," images_occ1s.append(mpimg.imread(img_path))\n","\n","for i, image in enumerate(images_occ1s):\n"," plt.subplot(5, 5, i + 1)\n"," plt.imshow(image)"]},{"cell_type":"code","execution_count":null,"id":"6b928307","metadata":{"id":"6b928307","outputId":"2ac2bf77-3475-4850-b4d3-03315ba414f8"},"outputs":[{"data":{"image/png":"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\n","text/plain":["
"]},"metadata":{"needs_background":"light"},"output_type":"display_data"}],"source":["patch_size = 20\n","\n","images_occ2s = []\n","\n","for l, i in zip(input_list, imagenet_index):\n"," img = load_img('./data/img/{}_0.jpg'.format(l), target_size=(224, 224))\n"," img = img_to_array(img)\n"," data = ([img], None)\n"," grid = explainer.explain(data, model, int(i), patch_size) \n"," explainer.save(grid, \".\", './data/img/{}_occ2.jpg'.format(l))\n","\n","for img_path in glob.glob('./data/img/*_occ2.jpg'):\n"," images_occ2s.append(mpimg.imread(img_path))\n","\n","plt.figure(figsize=(20,20))\n","for i, image in enumerate(images_occ2s):\n"," plt.subplot(5, 5, i + 1)\n"," plt.imshow(image)\n"]},{"cell_type":"code","execution_count":null,"id":"9b5a18a3","metadata":{"id":"9b5a18a3","outputId":"3e0c93fe-9af0-4f1e-d02b-c471835b0adc"},"outputs":[{"data":{"image/png":"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\n","text/plain":["
"]},"metadata":{"needs_background":"light"},"output_type":"display_data"}],"source":["# 전체 이미지 한 눈에 보기.\n","\n","plt.figure(figsize=(20,20))\n","\n","images = []\n","for img_path in glob.glob('./data/img/*.jpg'):\n"," images.append(mpimg.imread(img_path))\n","\n","for i, image in enumerate(images):\n"," plt.subplot(5, 4, i + 1)\n"," plt.imshow(image)"]},{"cell_type":"code","execution_count":null,"id":"6f4ecfe9","metadata":{"id":"6f4ecfe9"},"outputs":[],"source":[""]}],"metadata":{"kernelspec":{"display_name":"Python 3 (ipykernel)","language":"python","name":"python3"},"language_info":{"codemirror_mode":{"name":"ipython","version":3},"file_extension":".py","mimetype":"text/x-python","name":"python","nbconvert_exporter":"python","pygments_lexer":"ipython3","version":"3.9.7"},"colab":{"name":"ch21-colab.ipynb","provenance":[],"collapsed_sections":[]}},"nbformat":4,"nbformat_minor":5} \ No newline at end of file +{ + "cells": [ + { + "cell_type": "markdown", + "id": "4a19f7c5", + "metadata": { + "id": "4a19f7c5" + }, + "source": [ + "# 21장 설명 가능한 딥러닝 모델 만들기" + ] + }, + { + "cell_type": "markdown", + "id": "74d5cd86", + "metadata": { + "id": "74d5cd86" + }, + "source": [ + "## 2. 설명 가능한 딥러닝의 실행" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "c19291cc", + "metadata": { + "id": "c19291cc", + "outputId": "ac963084-473f-45fc-a6f9-510a22d7e4d1", + "scrolled": true + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Collecting tf-explain\n", + " Downloading tf_explain-0.3.1-py3-none-any.whl (43 kB)\n", + "Installing collected packages: tf-explain\n", + "Successfully installed tf-explain-0.3.1\n" + ] + } + ], + "source": [ + "!pip install tf-explain" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "28586818", + "metadata": { + "id": "28586818", + "outputId": "2b765164-b1f2-4d4c-8a82-c33abc385231" + }, + "outputs": [ + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAABH8AAADeCAYAAACkJKzaAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/YYfK9AAAACXBIWXMAAAsTAAALEwEAmpwYAAEAAElEQVR4nOz9eZBtyX3fB35yOctda69Xb+vX+wY0urESICASBDeRhESJkilr8YQsOzRjWYqZCPsPR8zYE+GJ8TgmZhwOR3A8Vow3WbZ2i5QlLiJBYiEaQDcaaKDR+/722uuuZ8tl/shzbt2qrtf9GgTYDUb9Iuq9e889J09mnsw8md/8/r4/4b3n1E7t1E7t1E7t1E7t1E7t1E7t1E7t1E7t1P5kmnyvM3Bqp3Zqp3Zqp3Zqp3Zqp3Zqp3Zqp3Zqp3ZqPzw7BX9O7dRO7dRO7dRO7dRO7dRO7dRO7dRO7dT+BNsp+HNqp3Zqp3Zqp3Zqp3Zqp3Zqp3Zqp3Zqp/Yn2E7Bn1M7tVM7tVM7tVM7tVM7tVM7tVM7tVM7tT/Bdgr+nNqpndqpndqpndqpndqpndqpndqpndqp/Qm2U/Dn1E7t1E7t1E7t1E7t1E7t1E7t1E7t1E7tT7D90MAfIcSfFkK8KIR4RQjxH/2w7nNqp3Zqt2+n/fLUTu39aad989RO7f1rp/3z1E7t/Wen/fLUTu3dm/De/+ATFUIBLwE/C1wFngT+svf+uR/4zU7t1E7ttuy0X57aqb0/7bRvntqpvX/ttH+e2qm9/+y0X57aqX1/9sNi/nwCeMV7/5r3vgT+IfDLP6R7ndqpndrt2Wm/PLVTe3/aad88tVN7/9pp/zy1U3v/2Wm/PLVT+z5M/5DSPQ9cmft+FfixW53c6XR9p9MhyzIWlpbAewIhyVOVJdk0o9vvI6QA5wCoqopsOqLX64IEY3MqV+JxmMpjTJ24ALxHCEG71WY6zVHK0l/oMpnmABhjcNYDEiEkCE8ca8q8ot9roXREWTrK0oGXSKlAgFIKpTTOl0yyA7rdCOc82cRircN7R5wIOm2JlI4o0YxHjixzCClQCsAhkOAl3gm8ByUEWoBKUkrrkM7SX+iTlxXD0QA8CKGQUoKQgMCYCiEczhm8l0Q6Ai/Q2hNFnjgSZJnFuZhWu4cQMNjfY3lxgaryqDihKHKkACklAkFVFjjvieKEdreLMQ5vHThHojXWGUpj8AKUkCipSNM2Ummsqdjd3WF9/QxFUZKmKUJKtNZIAd5ZxpMR1ltKO0ToHKUd3nsEgkhLsDGRWuJgkOERaC0YjgbEScL6+gWEg2w0ZjzJ6Pa67B3ssbi8xPbOddZW2wgBadpmMhoxLSeknRTpJUokVKWjsmM6nYRIJ+TllPEkR0mJtaB0RDtt4a2ilbTIyz2iOELQpZ0ugpcoJYGKaXbAcDokmxr6vQ55OSErCoz16EjQ6WpaqWB04MjHntHA7Hjv136gPe727F31S4B+v+fX1pYRiNkxT92t5v+vfxZC4L0Pz1EIhBDhhNm1HilkOOQ9QopZX2+ud3UbEELg8XUXDukxlw/mjvtZbsD7MEZIIZuT6gz6uesO02jy3hxq7jDLoxCza7z3SBnKCAIh6uM0eQ4peO9BUNebn0uP+vh8GY7dXcw+zVcdgrqcJ50/n/isXo6m0jwbmv/9fIkP79Q8a3/k7sftWG0dqdBjGW/Sqh/DfL26I/XrT763r59uk+/6c/OemL9d89l7jxSHdeNcGHOlVDjvw3cExlg8niROyPKMmze3f2T6ZqvV9b2FZQQghUApgRQyvCePtAvwPrQd58E5j/cOFxouUoZzvfPY+s/5+jk4gPoZiSOtFur7itk7tmlz4X9Zv5uECO8TKQ+zJer+KIQ/zJ8XGOex1h62ZO/DOxlwTQMCnG1aiEB4j5AghUdKUFKGd9hcPwtdoW5dR4eQ2W+zktXjV9OkPQJPqLdQf+EcV7fLUJ++/t3j3eFn6z2hCo/k5JgdPaYkxFoSKQe2xFtD0yPeytT2sx7DrF6PW1PH1H0pPHfv3bHvfjZ2CiHr8bu5vhl767EdhxAeJUEpidIKJcM7UUmJVBIpBFJKpBT18xD1Xzg2X+2zUvnDnt+MtwDXNw84GExPKtwfl72r/hmnse/0UpQUIBzO2VDWuk+EYViilEZJjUDN2pF1pn4O4U8AzjusrduVPRwPpRJIKVBKolWEUgqtNEKA8xZnLZWp8N6jZISUKoy7zmFMhTUOax3WufBeEJIkbhFHMUqp+rwS50rwlqYtuLqf1p0ZKSVaxYAAqUJepJo951B+OZszN2NC3SRxzmGtwTuDdVX47EEpjZR6lu/Q/izWG/Cu6RWhXRH6/eF72eG8xTs3O0fWLyDrLKYyYfz3PrTTenBSUiJ1gpB6NvYI6dEq9E3nDd4144OmKj0IPeuJzhmMLSmLHGMKBKGPJHFCnKQIBM6DdS48y/pVHMrsQNRjqazH03oslUISRwntdhclIqRQeO+w1lKUGXkxDc8KG8ZbJRFKIaUm0glSRqGtCUkznjRzK+8dHofE1c/AUJoK5wSRjtE6PE8hQjt1zmCcxXnH1tWb79U7E76P92ba6fnu4uoPPiezwcyf/P2k82/X8+akcf34tcfT+0He/0+IHZ/jN8dOmLJ+X3b8Kb01zeMzVXFbP90isbc/R8DkYId8MjrxvfnDAn/e0YQQfxP4mwCLi0v8jX/3b/HEE1/jz/zKn6esHMIJvCsw2ZQnH/8mj/zYJ+ivrZAQXlRKSf7bX/sv+A//g/+AUVWwM3qNp1/6IgfTmxQTz+5WxnBaEkWKNJJEWnPfPQ+yv7+Psds8+KG7uXJzh7Prd7B5Y4fnXnqZNE5QQpFVFa4y3HnhHN0W5NOYOy8+hs3bKN9m/2CEwSITiYg1r19/lnElWDvjKfOCwY5EuohpPuSTn13kT31qgaW+JDdL/Pf/7VMM9tusn+tSmn0iIVFuETXWrEUpmR/xgQ8/zMWNi7y0tcfvf/PbXFztMBkOmRY5qIQbV0tiUs5dOIfXoOMuo8GQ3Z0bXLgrZXtnxJm1B9AosnyLP/cXH6a3PGChf4H/+//599jbyvjlP/dTHOw+y5/5uV9kb8fz3ZdeoRh7lpJ1DoYTeos9+t2UN954g2s3ton6fVbW11le6POnPvZjYErOn93gm089RVEYHnzgQ/z0z/0y/9P/8o949nvf5tEPfYiz6xu8+PyLXLl+mYv3XEJq+Pmf+VmmgykffugDOGl55uUn+K3H/yvG/ms8+MEOw8GQfOy4756zRP5urr92gRvXI4zTLK10+PZ3Hufm9Zv8xV/666z2Nrjzzjv55//id9ibDCiY4KVkcQU21nOSVsSjDz/Cwc7LPP69r2CUoti3jPZKtg8OWD/f49OfuYuNtT5WDBkOM8zwHG9cO0C2WkQqpS1WuHvjbrbG30BqxQN3fJ4HLvw0W9dKlJS02xX741f4B//rf82NzYJ/72/9NX7ny/+Qf/m7X0VEku6a5kMfO8tDD6/z7S9u872v3OTxf2HefK/63e3YfN9cXV3m//mf/8dAAAWdc7MJeZhoceSzlCJMIqScLaKa67TWKKUwxqC1RmtNWZaUxhBF0VsW9821cAjyCCGwxpLGKZWzs+O2AXykDAva5sXnwpRMKIGdO7+5R2OuBpXnj3vvUepwsmytnS1ims9N2Zp6acrXXGetBUBrXS8Q3axMzbnH79nkp0m/Oae513w+58E2gCiKKIriSD6bfDnnjuT9SF03z3UurWbibkxVT9rVrDxNHo/nYT4vwod/Du8TgPbDtiIPFzzWztIP6dlZHXhv6zTk7L7ee6yxtJIWWTZFCIES9bOogS8pQQhPFMUMhyOStEXa6TIejzHWoWTM5uYW3gvOnz/Pyy+/zH/2n//aj0zf7PaW+At/+f9EpCSp1nTbCUkSoSONjiKEUPWCX2KspzSe0nqmRUlelFS2QgpBu5XiPEzznPGkYFpK8kriUGAczgfgDCXrRWsAXCSgBDibgzcsLbQ4u9Kmk5Tk2QFKRVgTE+kOSdpGKEEcKcCTJjFQohUIHJUTTErYGWYcjEqqKqQvPaRJhFQqLFe0prQwzQxF4cCDEp44srQTy2Inot9OSZMIHSmUCiCgkmFzQqkAUDTgUEAk63HLg3du1iYr6ygrQ1F5cuPJSkdhoDCSvHQUpaGqwv95WTIpDFlWkWc5WVYwKQ1j6xhXlsKAdwrhm0VvA6bUGz8+FFZgSTWcW5Sc6WRExSZ2uofEYL2jsg7vZQBdBIAFawGLVhIl58bQWaM5HFOsMVhjwuKtLHDW4F1YIJuqxNoKaDa4wmYSgFC6Xmx6cCWagiSq6LUlK0tt+ot9Fhd69Lptet0WnU5Cp5PSThOSNKGVJERRTBRFxElMFEdo3TyH8BxtDUha6/FeYJ3HWIdz8L/7O//ND79z/RFtvm+mnYSf/jc+gVYlSuUIUVJUJeNJjo56pMkCabrA0tI6i91llOyBT8jzEZPpPtZMyfMDimLIeDykqgzZ1JCX4F1EWXmMNSTtiKXlPqury5zdOMtyf5k0juh2EvJ8wHgyYHPrOmVl0aJLpPq00g7G5AyGe2xd32Q4njIpKnIHOlni3nse49KFe1jqLzAc7bK18zq7269gyz3iOIAr2bRiklWgInqLi5zZOMfa6gZCtonjPoKYdtqj024xHh8wnQ6wtqLbXWRt5RxapWidYIxjMikZDofs720zzfdRqkIoi44jklYXSYxWob0Yk2HJqNwYpTwIizEVOI8SMVonJHGKsQWT6YCiHDEejcBrWklEr9tG45mMJ2xv7bCzs4MUjosXztJtt9FKhM1jtUB/6U7SdAGlFUnqwQ3xbgRuwnh0wGA4RakFlFjB+iUcPYy3TLMB2ztXuHnjFfZ3L+PNmHZLsrDQ5+GHPsjS8jrjaclwWJJlDu80zjqm2RDnp6gYdGSRUYkXJc5ZnNMIJ+mkXR79wMe57+5H6LVW0TJhZ3uTV157ltcvP8/++CaoiigVpO2EtLvI2spdrC7dTTtZI466s00x7wVVaZhmoc2V1QHaT5FuyGCyyebeDtYnRKrDxQt3stBbpZWskGWe0WSfg/Eeo+mYX/u//L/e1+9MONo3Owsr/Jl//z99u3NPANlv/9yTAPjvV17lZDD/aJrzc+N3c5/5Oef8vPik8/6o8jAnXd+k+07pv13evp97nvT7kU1FCBtjzfvubWw+PVED9beTj/BDuOqkDaGTynw8jycmeeycf/Xf/F9vee4PC/y5Blyc+36hPjYz7/3fBf4uwPkLd/gkiamMAefRMlS6lwqpNFLJeufDYnB4EZBzJ2KyMqIymqWFh3j04YhvP/sHWFnwmY8+ym/96y9ycLBLq52wsbHI2pk2OrVcubrJq6+9TuUqLn7kMZJI8t3nnkO2I2xVEImI3WFOZSWdxSWGuxMeuuMxOvEi1kpefvlNdoc7fPTTj/LsG8/xzec2SdoRN69N8M4SKUG7JbFC8+FPtHBqB6/O89L3huzvwnAwZWktASytJKEYWM601zgjBMlZxc/90mM4lnn8H/86Op6yM91nZcnz2N1rLK3fwb/450+zfblkOhkQtRSDgwNMLlho9/n4Rx/it7/wZTZ3r/PhD32M3/297/HGjTPcu27ZvvldZLvk/B0LfPPJr/NTnzvD2L+B60ou3gNmsMjF/gd48lvfZe9giIgj1jfOs7m5hy0rblx5jTQ6x9e/+yV63UVevfoaO9dvcnHjAtPxhH/yL36dzplF9p/a4e/94/+ei+fu5q/+hb9EqQoGdp+HHryXy9uvcmntLkrrUUS00j7Dg5xcGjCSWGgmVcYffHmTX/rFT3B1d5s4uchiZ5WtvRtMJ1M2lpY4321Tmpzf+r3fxscluzevsX7hDNl0inBtbt6wVFgOpi+h1RWuXBlx7eqQcur44GP3sdwzXD94kze2rqPbA8p8TFefI2KVbLDN/sEOb1zdZGPtDipdsLFxhhtXtnjw7pjr2zcYjTX7B0MeePB+Fhbv54FLD3P33RO2RzcQ2rC82GVjo8/V7W2++60rvPL6PnHZwyjHe2jv2C/haN+8555Lfh7kaYAQOAQjmoFGSom1BlVP6psBzDlHHMcAMzDCex8Yd86RJMlbABOlFHEcUxQFWusmX0gpieOYqqqQWuMIQIDWegbCqBr4aFguSkoKE9Jp0p8HgOYH2gagmf/dGBPABaWOABXzYMc8OBJFEcARoKcBTY7WlT0Cbs2/JObrr7nXfJ6Ol6MBd6qqmp0/f7zJc1mWRFGEtXYGyDnn8E2Z6nw3z6uqjtZbU5bmmTTlbNJvyhNAGIeuy6mUoqoqhJDEcUJZlrOd/Sbdpr6afBljZowKpSRFUc3qtmElVFVRM/CYMVCSOAo7md4eeVFKGdgIzvmwuAWMsaRpi6qqKMvyeFf447R33TfXzlz0iLoOXQAhnBdEVhBZGUgGPuxmW+spjaO0jtJYKhMW1UIFtk0ABizONW1OIpwEDZK6P9WsLSkVwoOzBmMt3gZ8YTrOOXBjFtc15zY6ZPmUPDcgIE01zusAyEmJxBLHCZGWOFMhhCUTFUI6pAJvBdY2TB+PEj4AxDpCVh4bgzVV6ENKIvA1wyQwoJSCSEuUEvWOva7BHxV+1wq8x/nDfum8w9UsBhBIGXbQw064w+oAioiGxYZGCVtDOboGRizCSpyVOKGwVlB5j3EO490M9PGumaT5mpnQUOKo+7ENY9ysj4drZu3Zebw8ZFGJEzz4m5bv5hYJuMCUeOuEtGZH1KwU523N7jncPXbeIrxA1syKBsJqGD4NMyO0pcAoMc6hbGBCSxnGu8paMAKPQjbsBuew1CwU42YMK+v9bJx4j+1dzWl7y20/zQYkiSURFqnCeBjHbbJCEMcJ/f4ZVpfP0Uk7OKtwTlBWHrAYGwCRPB+TTSuckyDbJHGEUjGp80wmE4QF6Vu00xWSaAGtO6RpgveWVquHkKC0JM8LTBnhbRtrBXlhyfMK6y1KC5QR4MO7OE3agf0TJ2gtwFVYUwV2eT2mWC+RKiXtLrFx5g42zp5lcWGRJOljSoWziiRugyMADJMJRTmmyCdo4el1VkniHs5J8mJKWeboSBO7DjqCOFWoSBPFYbwv8zHj4T6IAgismDRJiWPNdGooygpH8AgoipyizBgN99jZvUGeWRK9wPJSn3aiiCKJECXeS6yp0LGg1dJsnF2hnbbJJpZRlaKThCRNEUJhTUYr6TIZ51y/tst0uk9eFLQ70G4lIGKiqI01HikjWq0F+gvrVGaMqzxJYogSw82tVxlnuwiRMJmCUj3SNLxrdaLxKLRyYcz2nso4TGUoyxJrBHv7A3b3d3jp1Re4uHEfywtnmGYTtgbXKX1B3G6jEohSS5JGLC6ssbx0ln5/lU6yipIx1hpAYIynKsFWMJ1MORhuIewQRUblRgjv0MJiqgMOBjcCi81phOwipcJUloO93R9yt3tHe9fvzdXzd4Vl97ENt+/Hjs8dm3RPAoRu9ftbGM0n5Ont0jwOBpyUn/n8Hj923E7KwzvV1duV73avn7eT8vmDeF63yt9bzoET2ebvVCe3i1HNvBVuScp6a0K3A4C9G5DshwX+PAncJ4S4i9AR/03gr9zqZAFopSmKItAVhaCwFUqESXoUx3jribVGWkPpIIpSdJRS2QIhNWUp6MQXubj2USaDAXed+yh/869/nOeff4Kr17/Dp3/uXr749S9SGU3c9mBz0siwvnaTlZWKr34jLGpUDM4Yul3Fm29c4/57HmJ9zRHHXZJWH09Eb2nE1E5JU80Xv/zreDvEFQkgsHiUKhE64y/+6r1EehOpYfeg5Hd/9zJ5FvavtzdH3HPPKi095bN/6gM8cOYR2pMlhtHrvL77Ck89dYOXXnkxTDwlPPyRc9z/QExp9nns0wt80x+wt7tDtQMb62t4ZfES/vVvfw1rBFpbrl+9ysb6Kt/4g5f48m8phC955BHPYNfzve8MeO55wR33r6MXp5ihQrbP8PSV5+ldWOZjD9zP41/7Kq2ow/L6WS5ffoOHHr6Xq1eucX3zgL/4Kz9GS2see+hBvvb4H/KBjz7E8688hyw0va7l0tmEiyue//L//X/jjgcf4M6H7+Tll55jsd1jsjVmpb9Ov7/E5vY+w90Ji2c6ZKMJThSk3ZTt58b8f/8/j/PwfT/OpEoZDoaMhnuM96e0l1d48fKrFGUEUjPZe5M717qMRxkdK9l5eZM7H3qQF6++wvb+HltXvs3m5h7GWtZWFvjmU89x/p4+Z9bPsnlzm6VeSVKtc20r4f47z/KhhxR/79f/V5w2bO/s8swzL7CUfhw9WYN8nZt5zhe/8gQrKyvQaZEXm/z4T32SJ577Z1wbvUp32dJrpdx7fok3X7pONlCsLKX86Z+9l7//6gAofkjd7h3tXfVLAIGgKAo6nQ7D4ZBerzcDAxoWR5qmTCaTAIJoVS+8DwGeeRBjHkiw1hLHMaUxpGk6Ay9arbAYb0CGhs0yA54kqEiFxZoLoJEzVQB+VFiced+wcRzOixnLSGuNlJI8z4miaMbImWfxALPFTJPmPKihtZ4BGs33eTCr+d05N2M0QZiYzrN5ZsDLCUyqpuxNHTfA0nxe58G1xubZR02a83lvtVpvAe+UEHDsXg2QFvQUBd6HheBJdQRvfTHOylmVxHFMnuezemzu04BsDRjVAG9N/g/TDnlP07QGkAL4JaMYUV9jrcEDWiuqKrSVJIlm9Strl1OEQEgR3HKdx5gKnSxQVCXTPHuX3ekHau+6b0Ig7zsHxnsK4Wt2iEVVtZsVgsa1qrSOwlqqymGsC4tqAdKEOnJegIxQKBQ1G4XAihFSYP0hTVwqDfUCXekIJQLLpqosk7EjUWNWViQrfUeZj4m0CkwinWJ8hI5TkAlaKxxgjUepCK0sQjqECG4ISgSwQUtJrIN7kcdRWolS4G0AhpQUaBlqJLgjSbQURCq4C2sdXFF0zfwRSuJqUKIBiJ2TOOFqoKMmzEQSLzROBLcdh0ZiQ36Uo1QCLRyRUCgcyiukk1gvQYEvJcY6TD3eeVFDJj4str0AhOTQLQyEFLM2731gLgXAReDnXH5qrBO8J3ju1aCSADVz/3TIeiY7A5wI6Rl/6EoW3Ix8XX/MWFANMyp4K4nQf+pj4Xw3Q5lCP3Q4PJbahbAud2kNtU85jU++ta4GbkU9XtuZ25xtXOw81N5p77W9q/7pvScvcrxwCCnpJB16cQtjYuIopt/foN89R7u1TKvdpioLDvZ3GQx22dvbZjIZUBQlUrRJ00XStEeadFA6wjqLc4aD/R0m0ymdtM/K8garq2dY6HeCZICwJInGuxWMySnKnCzPyXPY38+IbYKOYuIkoayqAAB5SStNiRNFHINSFi1BeEeZZ1RVhkBTlpbSROh4kSTq0emusLC0TrvVQvgEpMALhbOessyZTCYMRgdk2R6xhjiy9NoJ0msqK7AuI8uHGGNRkSROE+JWjI40RTElywZMxptkxTaRrkjilHa3R1VlZFmFsSWT6ZTxOEMKTaRTJpMpeTFld2+Pyaik23K0WoqijJBIvDcBeFQibCDhGA2ntKJlYh3TT3qQ9FAqYjoZMhxvs7N5meFgk6qc0GpHaK0C8ByBwOD8GKVi8BVJEtPt9zFuAWtK8EOiFghdMhpvI0nRcolunNKKU4ytkBYsDm9yTFWQZRlFUVCWFmsExguEUkzzKS/tP8ObL79Et9ul1+sSxxrvDJGWeOsRRpPqJRa65wPjR3XQKsZ7gZQ6jHGmpMgnDEe77OxeYzS5SawqWklgleE91uRI6RkNN2m3Foh0TrvVRQmF9I6qnP5x9b9b2ff13hSIhhDJbKnv53+vrTlcHzgJODjx+wnj1Uw6wc+lX+cjgAG3ttsBg5rjxz+fBC7d6rqTrr9V+t+PnQRM/aBAndu5b3Ofd2Jrhe+NC/TsynrTo/l2jGF7G/d+648hpbnMHfntUAZh7rfm3T/fZmdo1e3kKNgPBfzx3hshxN8GfgdQwH/nvX/2bc6vF0JhF6yoylq7IGiDKK2wtsRWJd45pNIBGELgnUVoiRYxXsSYvE05ycF2UVLxwYc+zcc+9iGeeOWfYmXFtJgQqZhElZw7B2trN0haXTY2BLs7FZOJII5TLt21zubNXb757e9ydvkuXnnzJR5+6BNYZ7GqRGjHE9/8GlFaUeZBN8J7iRCKyjiS1LK6KjBVQUGb117ZYzh2CJHgfYUxjlba4/577sLKbV7Z/SqxuZveep/L13OeePpZEBohFPmkYjJVvPhawda1fXDL3P3gfbz58j6bV7dJWy10G8qqJKLNagt2tnc52NZcuuNhtrff5O/8rc+yvJxzY+tV/v7/8BznL6yzO8hZ2TjP/sEbHBzssLy6zr0fv4PLL054843rmKljM9/i+vVr3HP3nTz44AdYWtvgytXrfPfb3+XHPvFhtsfbqJ7iy1//CtPxFp2OZG0t5rGHP8rP/cTn+bN7ht/87d9BFgWD8T5rdy9TCcfmcIenn/8uz377q6x0U5aX+qStnEoIirHhE586y83rKQd7uxRji6witJN88tGfYqG3yMHuPkury3z164/zF//s5/jCv/4dlpY2WF9eZSVtcbCzCXbK41/5Cr/wkx9l+8YfouOE0juEVLz+0j6/9DN/g5ff+AJLyy0eXPsZnv3DjG77PNYM6aYp25MBKio4GG1RTEtaapWvfuHbPP38S9z94H3cuH4ZUxbcuPIyF5Y+Riy7TMw+d6w/hv74Gc6uppgfV8iu5+M/uUY2tHzyU2f40j8a/TC63Tvau+2X9TUkSWBqLCwsUJbljMWhgmjVDEiBQ/eJBuyRUhJFEWVZzhb2DUARRRFVVc3AEgjuUVVVYWpXMOfcDLRpWDXz7JwmvXlAJIAiTV4OXYwa8MAYQ6vVmgE2ze8Nk2ZG/XRuBkLMM2waq6pqlp8G0IjjmLIsEUIQx/ERxk8DfM1Aqrmdm+PMowYQaazJRxRFM5DJez+r9+bahhXVAFK3KhPUO/ZzL6YmT/PfoWEtBe2Vpt7nWU9N/c/fY5551ABlTR6bc+ZZVVpr8jwnTdMjDKOQ9+Ci0wBmUsqZa1sUacqiRCmBQGBtFRb3QtTPR+P9Ydlsw1QRgU1qjKHTaTOdZjj/3rHyvp++CfVC2YMnAJ3GeqTySOlBGIRUNBJAxntK5zGWoO5Qu8hJWT/HmokhUQgTmB2N5pYQEo3A+HmaeNBuUUKjpQMMlZWMC89a1CWb7KPSisUkRfgBlXVo1UImXQpr8aJDpLpUSBwxiTVEUqCFR+Iw3tMonwgZ9Ou0tjgRXLAi6XDKg7eoGqBSzZ8KYJBSoJUgkiKAR0oF5pESBB5OcBMNwGZD3K7BEN/oGUm8BlmraUihiawnKi2RAoUkQtQu3ALvJN6rmtUDRktKCaUE00wZZQMAzU38fdDRqaWR5sAfhRQe5R1GOLwVOOHxwiF9rTUmm4mia7Ys58bJw3HFO1frlfgaEDK1y2e4Zkb0qRlCzDSZGj2ucEwQACdVa/uEMSHoH1kTdGmqyhIphVQWqcysnJ4G5NVYW+uP+KDlcqirVLuDzn1+L+3d9k8hwDhLKtLQ5unRbq2Spiv0uhv0+2skcUIUSZwrKcsR+we7bG3fZDqZgJe0W0u00gWWl9bpdhaI4oQojijKjPF4n1jDwcEBaRIRa0WrFdNuJWgh0VIinKfTX8ZjMGbKODugMBWl8Xgcehyh4wgdaxLhMUrQakVo5ZHSgi/xtqSdaDqtmP28YjzKyAsHtEmlJW2n9Bd6pGkbFbVwVWiDpqooy4yDwQE7u9sU5QRjc6aTA5QsWVtawBQFOlpAYpHCE0WSuJWi4xipJHlZkRclg8EB49EOQoxQbYezFlN6vPFUtiIvcgaDIVleUuZhji3QWONpt1bAFhjjKEtDWRqUTHBO4X2MQDPNxoymBYv9OBwnprKWYjygqir2B5vs7V5jd+cqwle00gTnBEVpmO7eZD1K0NKhZIWULRwZXhiS1LG43KEsJygpkMIQSUUad2kni2iW6KRnkKSMR0Oyco88n1IUI4oiJ58airzCOo9CI3WMjKMAPMcgqdB+inAV3iqkEHircVYRxT36yQad9CytZIU4aof+ZCwIQVWWjMb7bG6/wdXrr7C7dwVERhJLrIsQlHhrsZUjq6ZYNyaJ94j0Mq22IE1brKwsI9WFP6YeeLJ9f+9NcWR5LJp/BW85OlucHwNF3gl4mUvhlnl4219vAby8HWjxdiygd3uvW93vdtO5FUtmPp/z57xdfd5Omd7pebxbxhHcBqhzuyfe6vqT7n08rRnSVG/CzF/j4XhDfjdt8Iem+eO9/03gN2/n3LBQk7OyxEqFnaNG/0EEMTRVa1BI4cLAJ8EUBiUDzT9IJ8fk0xJXOZzSQJt8Krh+oyDLIsrCkcaS/qLn05+9QG9BEEean/ypO/n1f3qVfGLBS1574zpJrFhbbTPMt/n6d79MKSS//Plf5mDyHDd2r/Pm1VdIEhgXHlSERCGFpKgXq1q3gDYHB5JXXp3gkZSFwVtHpxNx6c7z6MhjGXLugQt8++kXePa3Bly/lpG2OmGh5izCWV56PicvFbtXJWW5w7Ta4Y4LF0jaU7zS5NWUUT5godPixz/zKOPBgF//599Fqk3ijuS3vvhtbu68zs/97EeYlIZWvE9ReC6/cZ2N1ft5+OENXrnyAjfeeJ6OfoTnv3ODpbRLZ2mBqppQ2YKvfv3rIDX33X2Jre0b/MN//Pf54Efup7KOrl6m3ao4d66NlyUvv3GFF/6nf8ojj3yUxz76GPubV9lYXeGFl1+ntTBibzyin0REsuCjj34Q04qZRm9gq5wkTcmrMb3lNlWZQznmcz/xeX7/d77GvRc/wsbKWeIHYHNvk1/8uV+k11/jsz/xeS6/9BybVy8zLsfECzG91pRuy3DH2TO8srqObUn2RnukcUpKhwXugskZJuOMsqd46IFH+crXH+fhj/fpL3cZmBEqsXR6nqgV8fUvfZv77vhx7r/jIltvXuYTn/gxtm5u0RcJkT1Lyz7AaBDzk5/+9+BhyWj0Ah989Dq/+9V/RD4Y88brB5y/tAa88kPqde9s76ZfAvWCQMzAkYatMq/RM+/eNI9cNwv7BoyY1ww6vhvR/DW/x3E8O6dhwMCh21hzXQNCzWvkzJX1CKOnAZ2AI9/n2TPz+WgAnHkNnQaUaoCYJq2mfE0dNYPwPEOnyf88q6j5PL8bMa/P09R3k68GGGmAsSbNxg2ryeu869rhoxRHmD2CQ/bP/PnH6yLk77BeGyDu+M7S8R0cKWUAYLRm3gWreS5Nu2gAqQZkVKrZxmheZs19Qr7yPCeOY7xz5Pm0ruPgBhRFepYfqRQIT5EXs3IXJojnSqGwOPKiII4j9vZ2g3bEe2jvtm96D84Crmb8UIN0WiC1QMgg/ixk0OhxeAz1gtoLjK2fk5YztktYiIN3dkbqEMjg5hVW9zVQJOrfPVI4lPQ1OydBpjCtLOsr69jRFs7ndFLopmD8GOmHxLKDF32kqMhEAnFEYT2x9MRKUgiL8YS8CoHUEh0JtLQ4IcICVQlkVYMahH6mpA7lJgAUiqCNE8SgGzDHgQvnqHorrwEYAtAl8Mjwm/doCWkkUFJjkUQKtPFo4dBSoFFUCsrc4Q0YJ3BeBxaMNphIUsSa3Jla6LVZaAhETWsRviH/HC40DkHUxhWrplr5AKI0oJ53gUXjG+BIgBPuyJhyCNiFvuWcC0LZNZjX+FkdTn4bsdl5wAdEDfyoGlyXIgBzvmb9NH/GWIyxVNYiKjET7G3GIAiu+3I2JrjZu8R6F9g+UGv+zOfrvbN30z+lVCRpB6VapMkSSwtnWVw4R7e3Tre7Shy38N5QVlNG4wmDgwOqqqLXW2Shv0IctVAyJtZt0rQTwBUddJi8iEmqlMV+H28NZVWQZQPGw5hYVWihsIXjzNpZ+p0lWq0IRMGNXc/uYD/oLUUxadpiJGUQFpau1uszVCbH2AxrLMIXCFfQSSW+12WaZeRZRpZnyDhDKovWzXtEYirDdDrFWsc0C0FYklZKYSRlXpFXOfsHm1y/8Srnz94NVoLTRDr0uTiK8EBVWcqipMhzyiqMy1pItBC0Uo1SDZBpGA2H7G7vkeWG0bDA2YQL5+9meXGNKGrj1hymykhTTbe7SDtJa1eqlKKE8WSXra0hSuxQ5BKtO2ROIKKYg/1d9vevU5kRSpd4Y3FOYh0kaYy3FZPxNr2eQcuKyg5BGpwweJmjYkMsNVUlAU0UdQNbqr1EGq2gZY8yExSFYzKpyPMKY8GaCO8UoMIgLyXSRySihRKaWIKUOZiCKh+DF0it8TIhkov02msstM7RilaIdQcpVN0uJc468nzMcHSTG5svsrn1MkU5QGtJVUnyPGahmxLLlCjyOGOorKUqTQgA4AN4HilFK4l/KH3t3di7fW8KcTI4cesx5vaAmvn5jTj2/e2ug0MWye3e41bnHL/nOzF+3q4O3gloejfH59N/O5DopDLdzth/Utrz+bkVo+lWZXy7Z/aDfhcdz+Pt5umPyph6zwSf32Kinn8Yi9IKZ2zQZ6BZQDkkYdIaAiFIkijs5Ot2B5xDKomWaiZiiKiReKcpphZnBNKHaAY69kSdFUonELaDlAMW+4rhjmT75hAVgaksu7vXWVnbYG8y4svf+N+4dK/hwoP7bNxnmfz2dTafH6KkJsSOmbKy3GNvVzLchxefGXHh7h6vv7rFzRsl3iusC2N5q+uo3Ks44Vg/73FqQG6GjEcTWlEPW5UoDdYZBJLBvgOn8AaEgUSCpCROwOAwziCkZDyW/MGXX8HbHCMtuTlg7/qIfJDR7i3x1BPXSJMYk+d8/peXWF3S/M7vPMGnP/Mo169dJW5pRpNnqeKE3pl7Ob9+jqoaE3UXuX5jm04r5ub1l9jZuo6KE770hT8EUjrJEh/7xAfZ2ncc7OyztTfh9auv8Qe//wf8/M/9LD/+6U9x7133MLVfII01shyxdX2bX/iFz/PSm09zY+sa6RrEicdYi5tKsn1J4pZJ03Um44jvPf8mH/7gT/DoYx9jNBqwvH6Gg/EBB1nFmYvr3HXxYVQk6CwoRvlrPPX87/P1r2oil7KQ9tnKr7K8Bmf6C3SyZZ784uO4OCWaLLN142Va7BDHUEwWkKaPsdfotBztXsLuTkGnvcrO9hXuv/8xnBUsLa1w9c3L/Oqv/iUq4fnud3eJk0WkP0ur26bfW6Kwr/KRh97k6e99gTdefpN773tvF5jv1mYL6TktlnkWzLzY8XGAY94tqtGFmWerNG5fVVVBDZwYY9A1sDEPuMy7GzWuZcZUxEnjgmYRstalOAYseXytOfFW8ej5BcmtXh4NYDQP2sy7djXnVWU505VpBJSFlOia/SKlRDfMJWvRKkSekkJg5yYMdg6IsbUW0pH8CUEDiXjniHSgccsGLPI+LChFcGexc25aDXgUFvDMjjcMnQbUOa7zVNfGbIEGRzV65oGjeVe4RkfIExg8YdEa9GjmtYwa1744jnDuUANonunUPNcG+PLuEPQKbSmatTMpA2ihVLi+1e6EeqwcUob6zOv22Gq1AltLvVU35X1tPrhLUb8TrQ8gEJXBK4dQOrhQSRuAsMC5CGQOL/FCYa0jL6uwFyrAutCmhHc1MywwcF3dZvGBcRs8eALgk0QSLS1SGHqtmE4qsNWAbFSy0tJIM0aaCi09rTiiyKa00gxjdpG+j9LLZHKBQmt0pJERiEjgywzhHNprlAh6O14apGp0fWTtwudxziJkhGy0qJpNNO8R3h1pw818Yh7klDKMEQ3cFU53AehQEnB19JwIYzyxcZTKUyoopMNoKLzGGY0lMIFNJfFW4bykNI6pdTirqJBYEfIwy6sQQd3ahzwzY7yE/5WUhIhQh2OtFDKAenVUJ19ThpryhbKFvFOPL43+DzWrK1TRoduXqIEhhKg34w6p7VI2G5CzygWCu5atDD7xGGMpywDCGuMoSouQEqUCM6yJkqS0R85Ykczy4ZzDOgu+jkjljorI/6iYUoqF/jqtpEO/u8aZM3eztLhB2uoTxx2cdxR5xWQyZjQc4pxmafEiaRwEi6vK1CxVS1UVTPMRURTcYStTkU2maKdIogTrLIO9LaSYUuZdxsMpnXSBSxcustDt0O0mCNViUky4sTVBiS5aCbROiOOYKJZYIRDOIpXH2oIsGxKLBK1yWi1HrxeE26NYI0TMeGpJOxGx9ngMWIFwiqooqYzF4XDSE7dSWp0WXhpKM6YYbjEc7OFsYGAv9kvKUmNMYCSqyCJ1DF5gqozpeECRj7BmSn8hotdWxLEKwL8x7O+N2Lo5YHt3ymRs0KrDwsIZFnoXObtxJ2nSRwiP9yUCT6fdIVIRZV5QVT2yTOJFQlEO2NkfUxSGNO1gRcS0qBjsb5O2PGdWuyjdZjrKGI8zokjR6bboyBbeCZwf4chxAixVGGm9DWAdirKQSC+JugsBgGr3kTrGe8gmJWNTcpBlOGtJ0pQoUVhpEGQIVSGjAJ5KDb1ejziOEKLC+jHGDbFlRSyD50Gvv0y3t0Kru0Sr1UXJhh0sQDiqqiDLRwxGWxwMN8nKId5XCKuojCT3gnbSp9VKSRJFFLWQkwwp6ujGISAZpvJ4+33SHt6HduuFfT2fQszGzCOEi4a1UI/bDSh/uIF1ZE90duxo+s24KmYMyyOXNPPZOYaSFIfzuNk1/mj+xOzfmuk5x26egQeuDqxyjPl8mCZzqdQbRvPAw3G2jJAn1uMtAZWZ+1JdkaKuQw43ZJo6mNXC3Fz+eHneyd7tu+RWzKO33tsfqd+5K+DI0zxK1zkp/ZNYUULMuXofT73ZM5onD71DfbxvwB9RhwPF+bAj1XQYEfzzw0LLhkmRl2FnLo4oq5Kk1vWQzqEl2KpAOBP8rYUO6ZGiaGG95+b1IcZKvv7kTappjs0F99x7P+fPtnjgrov84RNPsr29h/Ce6SjH+02kbmGqIc88/7/xoR+7n/3hFj/zC3di3HN87zlD5Sq6rZSdzZ0waYvbPP3tm1y652GmkzFpkjJwQ5JU0l7WnLuYEKVD1jYiSjNC5Akvv7TDdBKREnb3XGnwxqFUC+EVZVHgfYUTOVGkgAypLWU1xbuyFm1tczBU5Jll4+IZymJMyyvOrG7w8guvMh6nnF0/T/fMhD/9s5/li3/4InEr4envvcD29oSl5S77+5exJuXadsHd59dItefZF5/hwqXz7O68Sa+luHDnCq12j7vEIl/96tOkUcUT33wKKeAnP/NZ0vYEJWOKPOdLX/wdvDK89uormDynmFju2tigr1v8q3/5BYwU2GgdKzdZWPMkkacYtnnsvj/H6y9lVFXKf/af/D/Y3NriH5mIM6sbtLuLrK8tsbHR51J7kXY7YTrIOBjsMBjdIM8FqwvnWelfYnFhg8/99Kf47hu/TdUe8eDFezivPsKT33yZjbV7ubh4lg9+KGX/4AqXr23zrcefIZqssZbukciK1f45nn32Or/6i/97stGAZ77zMh/+yKcYDA44e26Dazc3efqF7zGYFHzong/w1ae+wgceepTB7k2++cQXcH6b9bMXePAX7ybPp8Br73Fvu32bH3jiOJ4BMdbaerEeHxHhdS4AOvNaK8CM1THP7oHD6E8Nw6dZ2JsaRJjXq2m0YKQUVFVZHw8RbrRWM9CiKiukFDUAcQhSzO8OzOdjHgCaZzM1x+fFnZtr5kEL7/0hu0kcMn7mo2s1+bd1eaWUlGXQw/E1cKO0nmkbRTV40oA6DajRsIG8Dy6y86DNDKSqF27eHer0NL81z6CJgNSUMcsytNYzV7WTWEDOHeWZHmUG+dkznL+uee7zbmjWunrRbmb1l+f5zOUPAsAzH/2rqc+m7QWWh8RZMwPWmv+dc8g5t7p58MzWAIa1FmcPxcGNDe3qR8mc92SFRRLCDDsvqJzHYLEiuBDRaNwIW0+oAvgjhZgt9J2jjpAmmnku4JAi6OYIEfRhmveyVoGF04pjvC1JIo8QjlYU0Y5B+IJ+p0UrLvH2gG4LUiXAGTSSbq/FJBsRC4EppzgzIInP0IlWiLWsF04uaIdYFzQ6KourLFFb4ZAhipesNamEDZsvUtegReNeFGwe+JlNYf1RwPrQmglXEx6aw3r0ILUgkgolTV0/AQCrKodG41yEJfR3k+jaC8tTWU1mA4tJCEVhPdaCF4cuCN6DqFk9Mwq3P6lN1swZONStaMrR/DebPB4CxsfL2GhBBZdBO1fmwBabn6PO7zyHv8Mk3RzbR0lJpS1laYPrUN13JaZ2tQGPQc8A4zosdy3c71149t6Ds7Xb3/uE+fNuLIpS7jj/EEokdNvLrCzfweLiCkJF5PmU0XjIdBLce/r9ZVpJnyTuhPI7Q1VljCcHDEbX2d/foqwyqqokjlpoHZPGLSKt0Tom8RXD4T67+1dot2JWFtd49OFHWF9bptdvEUea3YMhB3sZ5UShZA+lLIEnFlYLQnoQFUIWxKklTixRWqCTinanQ7uzyGSkaI1ztJ7Q7Qs6C8ssLy8Q6whrHMYajAnaYXlVEUUpaasVQGpnMCbH+4rppEVlK16//Cbdzj5aaLwXdHqLpG2PUj0iHZHGhjwuyPIxngxrBFWpEUKTV5bhsGDzxoj9PYevFjm/scHZjTtZWdlgdeUcCwvB3UkIT2XyOjpeGFOcm6CjnLi1SIJFxRGCjEpUlNMReeXZ29snUrC40AUMSgiWlhbo9xcRStDrd7EEbcKymuJFAdIh5KEunXMR3scI0cUaQ5GDbcM0n9QgUcmkcOR2GoLZSAVRipQRvppig4ATKlbBlU9D2k9ppx0QHmNTKtNiWgypnKTbXWFx5SKLK+fo9JeJ4igwJOvIj2UVoqAdDLY4GOzivKPd7pNl00CI9BpBjHUt4mSBdisOoFnXUlQVUoBWqga8FNa/98yf78/8WwEYjg6TvgYkZkCKCIDIW8ciPwPwPUfnSMxde9Kxw/k1c9f5+Qwce0c17rdz187n/4SSzsB13pqeIKy9T77eH/t/7nd/8v2EEGEuceSCpi/YYxiIOHJeU9+hCmtQZJ6JdJjcLe9/NOdzz/iE18fs1dmAenPnHAdgTrLjDKImAMJxmMefVH9vOeIP8a/m2wwLq+fXh9DXkfvCXHTjuXy90zvzfQP+NGieNQYlwEsfGpGUwe3LGBSi3lPzWG/QsSA3OR0RJlFhou/xVYl0NgQ6ESVKQK+9xt7NLYrMsX2j5M677+O737rMYmcdk0cM9ws66QKvXX6Wc3cp+iuLbF7OiESELQU6AhUVXLzYo8wqhgcF4/GEn/rsvSCu8dLLUE5huGdYWJKgMnorbfI8YftmgfBdlha6rK/3MX7A6toiSVogY0HhI7JRzLWr0FEprjIIb9FSgZDg6sgqRc6lu85yZfPNoOS/0kepFnmWkyiJbsdMx0PKKuyMTosJ1mVUruLm/mWSlma6k3Hpkbt48+plHv9Gyj/8xy/wF/7yp/nGN56kMpobNyc444mdoruQMBrs4+2Y1SXPmbPgYkL0JDvB+4yV/gI/+3Of4cknv85of8wHHnqErJgyGuyxttDnno88wlo/wR7c5Ow9dzKJNEurZ/GV5Cc/8xm++9Q3+drXv8HDj3yc3rkPkMtvc33vWTbWPks1uYcrr36JL/+r32e9HVMm8OrLz3Jt8xq/8GOfQEuFrDKyyYjd8QgdRfQX+1y4sMLXn9jj+o2Ev/O3/w/oxHPHA6ukr3yLG3sVZ1b7/M4/+xIf+eif5ty5DcblDTb3FNevjfnkj9/NPWclT33tDT5w5gKb0ysc3Kz4zKd/kb2J4YUX3uSOe+9GRIYnv/EVPvThx9gebDIc3SDpTjkoX+F//P/9XRaWlzmzvsS/9Wf+HTZWf4rXdn6bfLyPNjHwe+91Z3tX1rBzmihQzf/zwEYz4Ej5VtbIvHjzcdereReneRAmrRkspr6uYawEvSFDpJOZ6xAwcw2rXBBVFl5QlYeh3ZvF/3EQaJ7NMw8EHQ89Px+e/BDEOMxTFEWoOeCoSau5ZwNyNPeaz0eTbqOndBgZ6xBIakCoRjC5KXMDjjTRuZr7N3VsaqBkXrtIHttVaBhYwKxc8yyp+WcJYWyZZxA11gh2yzlQaTqdHoJVdV1IresdskMGRgAQgz6JUnoGqDVlnm8/TdrNOzC0SQtOzHSXmsWpEKFNKhm0XZRSiMoi63uIQBEiL/IZ4+hHxazzTKaBCSMkNfgTmKC2mdBohdYiaOSJwILB+ZoZRc2YAfB1FC5BJGUdNlyipa6nmw6hAygQaYXWEi0drTQCl9NKImINSQLSQhwLoCJJBEqGkO46bmO8ZX84AK8xVUWSaFKdg9ukm0g6OiKRglhqrJTkWUGhDXGksNaTOFXvQAe2jhcG4wXKCSoPpfUkrmEwNRMiOWu71C5UJ1GtD8Ggms1Ho3kkwzJZSqQMAJAQCinBaolWgkoKFGCMpHKKymrK0mGNx3pLaiSphspLPIJKgq0nsfPz/mZ6573DWV8DWWHMcTXgQ92u/cxVba4MSALXoBnjak2dWdrzO5Nz4G3Tp4K0dD0hPgR+fd2eGn2fI2xAF8YYayxWKSrryEsDqnH1qvBeENfaQiGMu5wbi9yR8SiMYWH+52qXNud+tMCfOGpx6eKHsAZinZImCzgnybMJo/GALJ8ggKWlNdpJByFiBBFFkVOVee2Ws8XB8CpXb7zGeHSA99BpLbC4uIbur2BkBw8YU5FlGVJ7lpdW+cCDD3Ph/HnarRQQHAzGvPb6VW5s7pPnDus9piwxppqB6KF1GBA5rZah3TO0Ow5MznQ0RMeQtuPgfplopoWh1W2TpFFg6ZQGawrKssJYT1X4AE6pBOccSdKh21lGYGinLbLpkMlownS6SawDC9a6Kf1ui1a/A8oBFguBTVMphCsCs8xWjCeG4cDibZfVpfMsLJzj0qX7WVvdIE07tFodWq02WkY4b8mLKcYUVFVOVoyZZLvs7l9nZ3+T8WQAGJI0CMRb5xkOJxSlob/Uo9vpEkcWJR3tdodOtw9ChPVHNSWfjBmVU5Al1lYUlcO7CClaCBFTWYkgjI+CmLKsQoQz47BVRJ4JxqMR3pUkSUyk4wD++CwsigGhCEAOAusLFlbO4KzD08axhB4OyEtD2tqg2z9Hq7tKlKRI5QI47iTGWCaTMfvDbQajXRyObnuFWPex5T55leGJkCphminyStPppGGerSuQWS3wXOF9BEJjrLpVF3gf2/zWwK1tBprcYhF90ubB7bJP5sH0W6V9u2keZ7q/nc3PzU+633FA46Rj7wSMiDkGUgOK4eHwTTRLbLYxcZI72EnlnLv4lmWAo2DI4dnHntWRz+JY3jjcgOHkNnBSHQgEx3P+Ti3iOFtrLsN1/R07Jk6+d5On27X3CfgTJllKKUxVEevaz9WJOhqGwJgS0ewOiaBboCNFWeYI5fDWg1BIZAgVan2IOIBDerh4/hLXd19mPDGsbUgOhgdMx4q9GzcZHhT0FpZZX1ugshN6XUPUgfayQlWSKrf4bMzSiuVjHz1PkQ2psi5lJrh5bZO1tWWSZIk3X5mwu7WP9JCkEaNJxde/8TL7+1Osn7K21AeZk6QKGVmmxnJlDxaXV9nfAulSorgTJlJlFXZzhUM4kD7Qvq/d2MMpx8V72rjcY6sEXzlKO2Rptcf44IDRwZT+Qo+97ZxWy5IqzWh3zAN3rfPJT91Fty2ofItvPPFlFlYETz/9LHlWkCaalo4YT0oWFtaJ40Uu3PkQ2/sZqrjKeHqTiintRcVkdJ3KO5JWH1cZxpNdvIjY3LnOhx57hHMb6yE8rqz4wGMf5PnvPMNrr73Cxpl7yIeGGzd2+fmfWeETn/opHnzwMZ785jf4jX/wRf7tv/3zDEYpw+0eT379qzzxh1/i7Jk2d1y4QNROuHmwy2/89t/j5avPEqcxnXabdrxAt73EytoqS8vLrK4tMXSOp555ji8+/vssL6fc94iE7h7rZ1b43jNPsnCuy43BdxhXN+goS1YILt3VxamrfODjH2Znf8oz33md+x7+cd68eZ2nH3+WH/v4KnesnuHpr36df+NX/zxjO+bFa9/i/B0d7nu4YG+4yYW71pGJYO2iZe3cHt968beInl/h1Wsv8Ku/9Fe488xDwH/9Xne42zbBoc7OvD5LI6DcfG6ACCnFTJi3GaCSJDnCIGnAi3lB4XmAYH4AmxcMboCORqdnFh4eZiDQPMtlHoCZB5jmf7vV55NeRE3+GgCrAXSafM0YKXMgzXFgq8nbvCtZAxY1rJl5Me35RVEDpDX3OL4bP3OLm2e91L4aszwQwFs/p/Uzz8pprp8HpY4DPN7L2QJ6Pg/HXcC897Tb7Rmrp9H1GY1GpEmCsYYo0ke0i+bduxogrCiKI+5dM9CwBqkCuGWJ51hHSRJjnanLFdoJvtEhMkRSU1YVcZogpaCsSoz90QJ/nPMMc0MUBeHlIP8jQ8jsoACMtNQLiMblK7gAqfB2wfkm4lKj+yGJarAs1gEE8gQXK+1AKBmibkqIlA9/sSbRnl43oiimxGmEimwI2RwpEp1S5FP2JyOywjKeTiiqKRDax+Jih3Zf0ZVD7lntBTbuWCOjPoWOGLsKYSAy0DERcaxrar3EOoExgbGSF5IyllSRwziJ8RD7Bjw5BH18zW5q+jIc/TwbM+rzZD3ZCmBYqFelQCBxwiO9QKLwzpAmksoqitIQK0+pfB3hCBLlg2C2lFQWTGVqwObo5NT78GydqpcpQgZmzFvAqxpQ9YeTVyHCtaKe44fJ/tzYJ8XchPKwvAGwPayfhnF0OBYegvuzfNbtKkSfsoE9ZzXSWIQog8ZSs6HqqZk/dZ6NQigCrCY81GyfMK4H4edGzNzZH03mz8aZe5hOMqqipMgrpllGVuQUxZQkSeh1eyRxgjMWU+WU1YDJdMBguMX2zlV2di4zHG0xHO0ynY5ppSHyV7ejieOaPWId08zgXExL91heOM/S4lmqyjPNpowmObv7Q65e22Y4zpA6orIO6zKkqIAgAG7riH9RLIhTT5wa4lRR5g7dkmRFxf5wF7xA6YReq0OUpkSxBGGozBRnw1wg0grd6dFqdYhUjHE5whmUgkgnkPYxVmCGFWWWEXUUSatNpGLarTa9Tido3KgigLmJoPQBAPLEQEqkYxb6CavLS3Q7Z1hcOMvq6hnSdptWmtTvwCYCnQHvKMsxeb7P/vA6O3s3ubb5JvsH+zgccRLji4hKhiiJURrTFo4ojkjTNu2WINISHcU4D2kSkXQUdjJhJzsgz8d4YbHGYG3jYhljrMGbFtLHpEmoL2MLijxjb2c3CJ67hCIrkMIRqRax0gHgFs2CWSB9kJWXQlAUY6LI0l9dYjichvdY3EJpzdLCWRa6Z2mnC7X+Xehb1hqKIifLh+TFEOsKOu0gPJ1lBdYkGLNLUVogwlrN/iAHBCsLC+AtUmiKbIwSpl5bwWA0eQ972fdr3z+Ycrusirc7990CRD8oOwnEOf75pPPn59G3ytvtglW3W6aT6uz4+/mkz7e+L8wDRofJ+2PnzB2dL9Ps/zmQyB++3Gb4zLG6fOe8zb39Z2UJmzZH6/T45+aa4+U4uTwn2fsE/AHnHToKEV+6rQScnz2A+QUjziOURzpBottUhQl7XY2Pu9SHYWx9HZ7WOTrpAlrExIlkZWmBvCgxlSZKYhaWY0rv2NzdZ329Q1nu4yW0ego/hel4wuoS/LlfeRidTBgNJEl6gStX9+kvPMTVN19iMtxjqbeOt4aV5T6tjmJc5BwMSrrdNnHqWGxrSu9pt7usrCyzO9rklZcG2HKEzzRt3UIRURiDjFIMJug4VAZhBc4pQNLqpDzyoTM8+YebTCddkjjl2pWr9Bd7FEUZInU4SzUtSV2EiAWxLFg5M+Ejn3RMRzmt/gVeuPI6N3dLhnsFaRqjZYEQniTVJO2YwXjEd198mq3h63zqJx/i28++yAvPv8kDj3T48U/dwfDgKhsLnt/6jT+ktCVRpHj2hRc4f/4sn/2pnyerLNdvXqYcD2h3l7n//sd45lsv87Of+xgvPnuZvChJ0xZr51t8/tyfozCex//gVXIifuvX/wmJj/nQQxeZ5iMub16houL+D5zFxyNeeuXLOKUpgVQsg9Vhz1LF7A8OSFJHrwednmKwt8drL8G9j5yjHVU88qGYN94suXHzVRYWU4q8YFJYLt8ccf58AROD6Rjuefh+ppOY+y99gnsuRXziYx/jG1/5At3U0O4U6F7BfrnDT37o0+xe/S55eYXXL2dk5Rt85auGX/z8fVx8qM/v/8vnabXOMhkuIdbPv0c97PszD0cAjYal4ZxjOp3OWB6z0Odzmjvzbk9NH47jeAY2NEBSk948gGBMCN1ta5ZMA+40i5HGzQqYMWsaRs1xcOn4i26ehTLPAmqsuYc9BgbMXzcPZkGtcwRHon/NA0TzoMi8VpCuXb3mhaDn2VDz+Z0HkOZBkPm8Njs7ze9yLkw91NyHuTLPP9f50PPz5Zu/f5NWyIvk+IvueN7KsjxSH1VV0W63scailUaIeeDwkOUzX+4Q+SyM8fMAWRzFmKqY3de5oM/ivQ+6I7FGa3kkipdSagZMlmVJp9Mhy7PwXH/ENH+sg3FpiJxEqsD6QCgsEiToKEZKBQicDQK7jsD+sXiEDy5wvmFJOQCHl6CjerFT14l1QfRbKEmkJJGWKAxaOtJIEGtPJ41wVqClCAtLH/qwcYrNrQG7+xMQMXErwQqBs579g4zBcMri0oR+f8DK2lkePrtI5D2v7ozI4pjMeTLj6ZGEXcIaFLAuCAKXlcVYSxTBNBYkkSLV1O5szVjUtCdBAE0aTZ2gSTPfRwPwc3iNEATXCXUILEtCxC3nxIy5Y5wgsoLUKBItiDVEsSACYgMtLUN+pCJXDqGYCRvPm6vv35h3Puj61fMafGDEzGJn+aDMPc/oc/gZaDUfLctTTwrrTTWERwg/G+dDHSgQAoFCiHn3rLqvz00qrfMYZ2u9Nhv0SapDlmS9D4z3jsg27qqgtKtD2jfb603Z5kLGu8BTctYfl6N435tSml53GcmQkT1gPB6SlwXOW3SUkCQpznqmkynCWQozZjjeYXv3OtdvvMne/k3y6QDnK/DQ6yxy1533sdRfoZV28GiUlgzHU3TcY7W3RpokJPE6UbRAUVo2d7ZJWx1Ka8krR1lVRN5hbIknR4gSvMEYE7TDkEG/0jqKvGToLOPxkIPdTcajQQDhnMDlU9q9JbAp2hUU1TAw1VUXrVoIGZHEHVppF/CU+YDhYIe9gxtYV5GmLaRIabWWSKMWS72Ibjul318ijjrk0ylxO6YqR5TlEGOnwRUQjdILKLVEu9UnjhaJdJ8kWSBNe0RxjHElo/EY78N8JFIa7x1FOaUodxln15kWN8mLHYTK0bGjMgEc8VqTpB2SOMYJh60ybJmRFwW9bgeEpaimxLqNFbB/MGR/sM3BYIfKWMrSYE2FoHFFbwU3TieQIsJZRVE6KleRZzm2zNEyIop0AHpURJJGRFpirEMKhxYB0BfoEFNQgHeW1998lbNnz+GdJMsrsmlJf3GDdquHUjECGd7PNbPWVIa8GJPVwE+7k5LELfApranF2oisKMnLIXlRIYXGjS1KaRZ6ilinCCSTyYAsO0CoBVCOwpfvdVf7vuw4MHMSuPFOAND8ee8EeLwTWPRO4Mo7leMHBRSdVObj9zip7m6n/v6oAP6tnsPt1O9b03r7/Ny6No8BPW/59aR7vd2zOc5COw7qnHzsJJDp3baB9wf4U++w6SihzIt6N8wjqAVRlQqDs7eBgu082kJH9ammHuFAC/DeoqOIyhZ45SidRaoQ1lHbDtUYpIipbMTeaIRXXZTXQIrWta6Aj1FVFMLFOsXBaMricsRf+XfuYO2c5onvvcRw3CGfjnjl2S2E8Xz6w3+Ka6/ssDXI0RHcddddpMsTXnj1TVqqDyi0DqKaUsJ4mrG7nXNju+Ta9ZJES6qDjC4arEGpiMrl9URdh5C3zqK1pB1JtBdcWk1IP3kv/9UT3+H8xTW6vS6bN3cpS4jSFpUQRCqmJTtE3vHgx8+SrF/HRSPuuOth/umvf4m7H92gMiWpNLQUGFHhvCeOFO2OY1Rc4/XNZzl3ocNWnjEuJ1SF59tPDLjvvg6PfHidnasjru/uUKkOSmQsLHmG4wFfe+Jx7rjzLkwxAStYX7qDRx/+CX7sw79EZ7HH7mDKP/9nv8Gf/UufJ1eCCMXnfuYn+B//h2f46h9+iUvrC1RFgbEZO/v7xK2IO+5eo3IFVngqcpQUtHD4IiOJukihGe1XTLducO9j9zAye5SVJUla+LLNt77xBpce2qAdOxIRosXc3L3MJx6+k/3RZQ6yTdieYNWAOx++wPNPXmFz0OYb33uOBz74GK03XuIr3/kyjz26xs3h17j3gYivf/syv/Zrr/Dh+x5kZXWRlWXB+Qvgrhie+spVpje/yYce/hk+98mf46tf/jK+Gr/Xve1dmRTiiEtQM9A3blHzwEKIuuOPhDhvwICGHdQwhYDZwj7ofFG7oRwNEy5qfZx5IEbUeZrfkWi0cuZDsc8DGA2b5TgD6DgbqDk2z2KZB17mwY9ZHTVg0BzoNQ9ezINGDUjWfJ4PFz9fvye9WJvfm3w1WkvzbmANEHTErUwI/Jx2ziFbxsyAuOb5zpdp/jk05Zqv38P82CN1NM9MqqqKJEmCS17tymatxbvgFlCZcg68MbNnNhMChxpk8kRRPBMFT5KEIs+R9e6unkVt8wSXHIngUOMo5DXoQUEAIqdZxpmzGxRFCTg6ndbtdIn3jVnvGZcVkRMI4UBIlHZIFQetHqkQUiMb3RhRb4rUoIcUjaZNYF/4miGilSKOIpI4IlIKvMf64Iap6p19pSXSO1KtUaKi14lJIxXcn2yFNkGI3LuKG1vb7A0mJK2gkZGXe0jvoJK0dIdxccDeTk4+TMlGjoVVxwMXN4jSgpdvjMj8Ak608GgKIfDekhUFeVFSlBVFVeExSGlJY0E71pRaYbTGaI8xDiEDUNGU0XlfA8tB6Nb7WizbHwImh+BP46YZRI+lFLXmRR18C4nyAqWD9piWBi0J4Jn1RM4TKUEkIdYC4wlu5FLgBIc7iKJ2r/JBfNpKcFIG56vjYwqgxKGIs8QF0XwX2JciPFiMd2EB6g/HNx+EBGbh5n2jc90APOJw8lvDS0co5wBeNCwkhzWWqjIgTQ0kHu6TekfNCtIkkcV5i3UOZdTMhYxGKcEdMo9sAzRQu339iKE/3jvKYoK1OZWZkOUjKlPhECRpTFnkjMsMbytMmTHKdtk7uMnW1jX29ncATxJ1iXQLScTS4gofuP+ROuKtpCgNthcjowneS7qtPtIL8sxx7eoeC0saFRmm1y4zGObsD3IUNdooKpSywU3JFZRlEcZApXAuIpsI9lxJke2zu38DY0dAEdq0SpAyxVqoqhKpJ6FMkUKIGI9CRxFxJFDSYUxJVY6YjDfZvPk6SktWVs6SpF2SpIuvKhbamn63TafbDeO+LSjGQ/ZH18nNgNJMsQaykcennk4nIUr6dDtLCCKsLxmMbnBzZ0JejFHC0mqnpGkLLTVVVeLclKrap6j2sL5AR46lxSU6nRWsCy6vcRyTxAk4QVEVFEgiHZGXOZu7+/R7Ea12C4RnZ3fI/mCP4WhAPskxFkAjpSKJIiKd1CBXm6mM8TbGO0mRW0xhECgWFvr0Oylx0qYyFZW1Abx3YLISIYJuqReuBtFNUPvymv2DMZPspeAi7TRpe5UoStFaESceHdWAlvWUZUGWZ2T5EOdz0laEUhFKJVSlJGkr+otdRpMOw/EIkxdMMk8cxYhhQRoNWV/uY03FaDTk4OAm7Z7CuAqhzHvYy/7odhLIMf/99lglJ4Mf308e3o0dZ2UfT/PtfrvV7yfVwfHor3Ay8PNOIM/t5Km5/p3q/e0AucbeDtw56Vm9ewDprde9HUB10v3fDmyb/368Tm6n/PWdbpn/9wf4Uzuxx0lEVWYo0dCo619FiJ6DdXgvcN7hhETHkqKOCCLqnboQmaSOOoOtXcXAK8VkmlP4CdaVZOOKtAPGGwSCsvBEKmJza0ikMtbXVignBbE3/Plf/ggXLxleu3adSS5IOjE716+THYz44EPrHOy/wtkLd7Gfb9FJBct9xaX77uPmzQP2Nsd0WwlCKIZmik4TEpUynRpa8QrZwQAbSVRluePSClmu2cs81sd4axDWoZA4O2J5KWJ9eYPhwZT1fsL2ZkblLLu7ByjhMWVFO+lR+TDZBEsienzw4bv4wEdga3yTwjpy47n/oSUqecD9D7XRLmFxqcerr02wZURWGl7cfRW84867Jfc+usbzLx2wtT9mOClopwkvv7zHIx/uUZYl1ngiabhwR498XHLvXRd59eUbbKz1yKrnOXP2DOdX7uCZF76Jirq4pOKeB+/lf/4H/x1LZ9s89rGP0Wl3+de/+S/44u/+JisrKVVe4hzc3LpOnmXcfc9DlCoP270uuBMYUyGcJ5Ie6Sumk4y9vX0ee+wuympSuyyEHd5sWpCmEf2WYDItmEwFV69c5a5Liyws9un0JM+8MGQwiUgXHWl0lfs/uMErL7/EeJTz1FM7bO28jLU5O/uvcvaedcbVNtN8yGBQsD+dsBr12N/ZQ5iYYjpmag547sXn0WKF5d4ZLt1zP/3Fhfeyo71r8/iZFs18xCnnbGBZ4INwrlY1sKBx7tAdpzm/ce2aRWqaMWgsRV7W0SvC93mGjNaaso6iBYcvPDcnSgzMwKB5vZr5QXIeVJo/Nv/98EUWdp6lONQKOsLcmQNNZowYpRD4I+Usy/KIeHKTzryrV/NyPR4C/ni+joNO84DSfMj5GQOrprtHURSih9VgCByKbDcAyzyD6vi9m+PNsfkyNAviAM4cLtyEkLO0kjgJkV2ASAcR57IqkErWIsuH7mfWHoJLRRFAm0iHkNmqjkwVztEUeYFWoa2laYwpq3pxXrOYlMa6CuscURzX0VI0xTTDeAdCUVlLp9sjL6bkeWA//iiZA8ZWIr0HHJEUxAhSLUFGeCkxLmh81CgFYUHuax0kUYMZgA8aTJGUxBKSSJLEgljVkcRc4JloLdCKEO5cxiiC61eiFa2WJs9AGo8SIaylM5aiqEJ0nmKKo0KrwCpBSrxwaK0IYa8to+GY0lxhyWfcubJMIi1Xd8bkJPgopnJQGEOeW/LcMi0cmQl9VipHv0wwlcOUFhMZKquQziOsAQEKeaTNeR/AHOt8AIca+gni8LvwqLqOpfQhv9aFKHo+uFEqJYiUxqjg3qJqppBWHqVASkukFNpDDCQ6uOpJAhsoAC8BmPEILArrIxARQhbhmfkZTBL6WkM5anSBqIE8GiA2AC9aqEMdH18TfsIdEV4EFlMN8AgRPrvZjmTdbryo3U+o3bUCcIQTOAfGGoS1OC/q1GrxZmspjSWJHdao4K5vIdKeRl9diEZjyM+AKmscdsYE4keO+eOsYW/3JtPJkPFkwP7BLkJAmiZk4ymTyYjJZIRzOVWVk1cTJtMBk9EuviqQIiJJe3Tba/R6KywtrdBfOIvWAYw1zlNaiFsLWOPQMkZ4R5lPePPqNarXBxg7pawKoihBqoQ0jpGdVlj8Cx0Yl8JT2orSGJSMKKaO6bhEEVMWEq1aJIkCH4AqawVJ3KbXXkWpFCkSrNEY4fGuQkmF8JpSDLFuSllMmE5vUma7lNNdjHMI51leOc/C4llUq4OmIm21ccKSVRPyasz+cAuhy8CMqxTV1DLez7DJAdK10DJlZA3jSc7+/gEHw12Go328MCwuLLC4vESn0w3v4WKCsROoQR/nHGXlcE6SJClRnKCjOLi4VwaLoTJlCM7hckyVsaAcSof3TZHlFFlJlRmGuyNc5ZAqIUpbtNttOu0uKorRKkWQIHREVUhMKTBG4UVEHHdptxJW1/p0uz2KsgoAzbQiKywZZQ3SipqlaPHOImQtdSEMk0mGB+Kkz0q3x+LSCv1+nySO8NZgqpLpZMRkOmSSDbG+QseKOIkRBK8I4w2lNYhI0Or06HTH5GXJdJJhrUNLyf7BEK08wmeMxkMuX32Ni5diLDGpjt6pK7wP7Z3BhcbeDfjwdmm+3X3eDejwdvf9o6b5bpkkJ+kHnQQQ3S5D6Hh+/qh2vDzvdI/vh0F0q3seZ5QdbxvzgNk7Pb9bgXTz64+3ydEtf3mfgD9hF1Mniul0HFT5bRj0pAoChDhHTWYGgvCzTCAvx3hrwEgcYZGDh6o0yFgjbIXQiqkrMNKy2l9gMBpS5hYVF0Gs0ILWXZyxOKdwdJmMJZFK2Vhr0426TA6mDLd6LLXPsDe+wl3nYn7+ox9l7VzKlatTNjeHFHaXS5eWeeDuM1y5toMrJYv9BVYWF0Koy8gFAVYbBHBHB1O0b+FtoKaurLQ42B+xub+LVctIoRGiIBWG++9f4Cd/8h6eevJ1bA4ttUwrqojk85gs7HDfe9clnNPc2L6BriRYyc/81M8g0ilSvMb5jSWe+d4Wd2ysIWSCVgMWVyzZZMzVzT08EYMDi6lgPC1ot2PO3XmRYVHw5a8MuHhug6RtyTLHlctTblwpObf+MNI9x9mViI995CLPPP08C2kLVVb863/5z/jo5xboLncwyQ7nzzzIcDLhX/3eP+G5pTv4q3/9l/lnv/EbOCH5X/7nv8/o8utcONvG+4zL1/boL61w6Z6L7G3dRGuLjyRlUe8UVgbp67CTOrj67ezucPd965R+CDrBG0kcaawQeFuxvrxIN44YHBjevHKD++5e4cc/eZ52ukeRCd54dZ/n3/DIVpt77vYs9/Y5e8Hh7RKt3hqb21v0ex1WVnp855nn+NYLW3zgkYt87Q9f583Nl9geen7usx9jsP06sYygJ9CtKXF3zLOvPsXHHv0kw5ub721He5cmhJwxf466VQXAJ+wU+xlgYkwAQNrt9gz4CG47djaIHbJSgitPnNTATb0DP3NnApy1RHP6QfOsoXl2TsMymf/tpIG4+d4AKvMvpNlAWgtVhAWOr4GLWu+oqg6jmc0BJXImmnnI/Jl3O2uAmXmWT+Pu1DCg5nf2j78kmjLMizw3IM9xYOuQoRMElENI0EMGVFNPzfOcf7nMR1ebB+Hm83LYNg53+EMdNN+bkPHNIrM+BzBVNdvxb5I6jPYWwKE8z5Ey6P1461AiiGELrWhSjFSEr5kaZV4GDaGqZvkYO4sW5rxFaBUCAhAYC0IpjA0uQ91uj739XaSQdNqd2+0W7wtzDvaz2uUHT6IFbWeD9oQ3KFMzt4QnEp5IKiIZIyOBlA4pQ4QnSS1aLgWJlqRakWpBSxPGT2dxFoRswB9JpBSSEJ1cSYdWkCSSJAk6fe2WIgGoDKYsCOwZjxYKU5VEShGlEQ5PoiOsgaoyuALycoqWBcqPuLi0Qr+V8tr1faZOM63alKWkLB2mEXn2gJcBGKocZWEwsSKvKoT2eBkF1pOwOIKWrHd11Dkh6vDMHmt93R+Dvk4jMhwBcRTACiWDKKwTAmGaMSkwohQS6QVKBvCnGRfCNZpIOSLvsUIQm3B+YObArKf4wHKxXuOI8CIGat2ueixqovkFO2RteRfmSx4zN4Y0Y0pgo3jnZ8eoxzDvHN7WCEvAc+pO68HX44AI8Iys0xQ1WOS9wFmwxuMpUZFACIuTNRBtIXICZyusdVTWkiYtTFSzrhq2UY1KNQBVAHp9AJ38UTe4HwUzpuL6tTeYTEOo8iwbozRMhh7nDWWZMRoNMDZHRxKhBZub1xgO9ummHaIoIVYJvfYCSwtrJEnKOMvDGFuDYlYEHSonHPsHm5RFhrMlVZVRZCOsLVHSk2dDokgjux0yVaHjLtaXGAtSK0pbgZB02gv0u4t0O12SJEaKmE53BSUr8mxENp0inaCdLLLQXiVNFoI4cOlwQuNFhDWe/fEexhYkCThfkk/3qMyQNAFjBN7kFPmAPEtJ0zZ4Q2GCzmdpc0qTUVQlqZCkuk/S6rKfDcBklHbCZv4Ge3vbjIYFo3FOWRXk+Zi8nNBf7NPtRCjZx/uc0XiP4WiHohiSJglaRYzHOWVpkDJiYWmFoihmc4Eyz8jyKcPxAWWZEWvo98C0dBCzrgTORlS5ZH97wnRQ4iwsLC7S66zQX1yh1ekGMEmAMQ47LinyAudUeK9FaQDBkwShEnSUIqQK/SiSVKZEoJAyRDaTguAWJkX97gTrXZibRQkrK2dYWVmj2+0RRy2c9RgbAMaDwQ02t64ymu7T6/dZXd/AO4UnwjiorKEoC4qiQipNp9ejqPIAoFcVeZGhpGcwdihRMi0zdq/foLfYo9NeozXHBP5RtuPgzUkbhccZLsdZL8fBjdthwhz//STA4lbpNuccZ400G3jHy/JO5b9V3m4FLtwOQHQ7QM7xOe5Jv71Tum/37N7u+u+HpXS7ad0uiPV2rJ+Tzjve7t4pzVvZ+wL8CbtEljiKmU6ns1CfM9HBxu2jVmAUUuKcJ4oTsuEEVzecEB2MQ6FVb2sNAsXLrz6PjjwL/ZTx5IDVlR4398bEOiGJ4rCoixIqZxAKtnY2Wey3+Zkf/xVeefYqb74muP/eX2Bixkz9de68K6G3sEepFZkasD3O+eAj95GKS2ycu8jvPf493rg84J67Vtk52KK0Bh/1yfMpsS4ZHZRsbzkEPZwTKB/R77b5pc/fyXeff45//E93Uck6RVFw6UzMv/tv/zTX977Da68e8Df/2q+gins43+ugsm+iOhHLnSU+/xO/wje+8y3efPUNojTlb/y1f59HP3Ivj3/nH7K9d5OznZiHH9jgS194kcFBwur5ipWNFTbdkHLLsbuTMx5JEDK8qFSb8SjlxuYWN69OONi8QaTbtNue4V7J3vU1nvnK01y6uMZf+Wuf4nvfe5Myb7O3v8P5O5ZI2nfwwpNX2b56g4t39nk1/U2c3yMvnuXrTz/Jd55/mvNnP8x/+p/8x/SV55G7zmL8hMs7eyxc7LGw2sKKkn60zLgqEUi8lZiqAmHwXqBUShTF3LyxzfJyjyjWeGFQMkgDCjzSa7yKeOPKFQ6Gd7O4sMRPfyZlbU0Tp7tkleAPntxi7JbJs11+73de5vzf+AgsGrorHc5GDzIZOu66Z40XXn6OV18R3Nia4JgizJDPfmqF3/3qVS5e6rN6boUo6XDf2TV0t+Lu+y/x6vPPs3KuzWvX/j5OXXtP+9q7tXmgorEoikJ0IWdnAEIDSmitj4ASDShzHKCR8jDal5SHQqDzL9HGNWp+oGu0YxpXpPkQ5g2rqMk33PoF2zBXmt9moE8tthYA50N2UFOWRhen0chpwDBjDL4Wzw1l87N7NKBPk47W+giIM88EauoX5t2qDvWB5o81DJ6mfg4FuSuEOBpZLEThUkGjRBy6jjUuet4fRgRr6mhee2i+Do7X7zxjaR740lphyupE9lRVGZQ6ZGA0z7N5vlADRTULIzybsEC1ZcNWCnmI4+A+5nxgBWqtkUIipKACoijsdBprEKLWWSoLrDF0ux2m4wk4T7fzowX+eARFGRhASjicrRA1G8VUDh1FREqjYkWkI2IpiOr2qVQA47wXIYQwBFFnLYljRZpo0lgRaYm1HicFUkEUKbSq+48H4UK0KSEDUJTEkqo0lHnOYk8xHU8x5RRvKrLphE67xVInJZtOUfUiVtXPUSUJwQVNMRyMQDj6CFbWWhQGru3eRLnzlC4F5THkCGlQ0uKspiw9WekY5DlJSyMrFVjCIXAQ2BCi3suggWRdQCc9QWDY+SBaHNpkiHUV+Cia1MfBhU4q8KLW1GhAZle7rYpaZ6dxD6v7hwhAshIhkppXikjBIccmuO0FPaIgXh10fw5jczX9x3vfELhq8LQOL+vrrbHgfcohICtDMAwO++985KxQP/W8qgaVAu4T8iJQ9Y3ColMijoBQeB/q0oQoY0KU5KYi8oZKpUij0FYipaPlY3QlMVUIiBGA6ZBuUyghwuadsQ5nHXAYEfBHyYw1bO1dZfPmFeIIlpd7xDqMg1lWEEUglKPIC6ZFyTQfkxcTOt04aGlFBhWXeDFmnG0yzODmTnh3xCpGCoWOGu08y8HwgMFoSJ5nh+w8KdFCgDN4o5jiURqmuQDhMLYiy0qUTOi0U/rtRRa6XRb6CVHsKCuPM5bhYMBgMMQbRRp30CIl1SlRpOrxI6ayLfIC8nxMlh8wzfYwdggyJ40UcapYXF5lMgkso+F0B6czunSQVmBdO7hpaY20mpbs0026tFspVZnjjUYgOTg4YDrJmU5LJhNDUTqsMyTthIXlNsvLi6yuL6MjS57vkBUjjB1SmRGTccXB3pj9/THeStJOl/7eDq12hzSJwyYTjmk2JpsMkUJgKk8lNcnqAuP9EqTFuYrhaMLBMKcioXKwkq6wsHCOlaV1orQdwBxfkedTSuUQosQRXBmFiClLx8GwQCsZ3OpchakqKhO0vaRUxFGKqYL/QphXaZAqSF/4MP70esuc2bibhcUztVutY3+4RVFMGOxvcfXay1y7+jKOirMXLqIiR7d7Bq26WCcpipIyK8nzAoVgpb9ALDzSeIaDCWELzpCXYxw5pS04GB2wuX2FMyuSSHbf6672fdgJG37Hzzi2+TZ/7PhnePuF/9st0G+XgfRu7NabdG8971Z5ebf5uh0QaH7z950AsVtd+042/zxvBzR6u7SPA3vHQbXj9zt+7a3q91Z5uR07DpKdlMbt1tX7AvyBMDFJk4Rsfy8sylxDGXNIJSmtDTvt8rBwURwHQdGavh208amFO+vGKwXjyQFb2y/SX7Q4kdFfsnzk4x/mn//6E2SZBWcQPkQFSyNFpy0pK8vC4gIqWgBbMb65R3TxXqR7g7vvvkCru83YDJkWMHET7n1wld3XHOc37uD69g73PbxKb8Ozv5sTR5qO7qGiBYoiQcmc1dVFOq0JTz9zjTNnzmGmOe2FBdbPrnMp2ydRI9qtDvnIcGbpbkzV5ur1HT7y6Aaf+bG/RJpc4Hf/4Cm8jcEZ/uq/+W9x/x338V/82q+xuNjlP/w//kd89GOf4/Vr3yFOeoyGbSYHKdP2KsP9jJ/4zGd5/Km/x8W7z/PSwQ5bNwqySRSiucQtSgOjkeG5Z7bY2dsjUookbuEMeAM60jz7vRfoxT1++Zf/NHm1R6sX0V8W0L5Ot5WiehrVuZPRVCNoMy32eePyd4i05967HuTGTbjjnrs4f36dri3Iq4y90S5rF85AV1NSEAuBjDTCa4oqiMspJermIZBSMRxm5IXknvvWsK7WCakn3qYsibTACUUa9/j6N97gcz/7IIsrN2ilI4QsKcuI/cGU6zcMwkVcfbVk+0rKxe4iT3/rSSZjaKULHIwvI9WQ6XSdn//cX+MLj/8jPvnRD/DyC0/Rb2s+8MEHeOLpb/OnPvcAL77wOu12m2oMVZbz0Id6lPY6g9Ebf3yd6gdgzQKiARpmmjXiEDhpdH0aDZkGzGgEj+cBlFlYbg5ZPEHPq14AzgkYz0/6G7ez+bHuJADiViHKQ5Sew13mBmigYQk1O6qHqSNE41IVNDiafLhaV8N7N4tMEyJrNGymEEobqEGhQ3rn/CJuPuT7vDvYUZDsrdHLGlCpYRM1FtzjxAwYaVzJ5qN3ga+jO9W6N9Mp3oeIbHE9njb3mgekTgpN34BGzfF5dzDvXciPOHQZU0rN6kPJEI1FcAioHb1XcKehZoPVHTqM7bWos3cONQO2auFxZ0nTFOcdpgwMS6lDvjBhOR/HEaPxFKUkSRzCKyP8jOH2o2TOhUhWRnikcyF8uPYIDZFUpHFMO9akdWh2JQ9dvkTtuqNVA/4IYh1cvWItiCKJwARmiwriz1rL4MYkCCCADMCBd2FRpIQnMwU69ZRFzmh4gPCOVhqjpcfkE4blBJyjyKHVapMkCRJBaRwIR1ZmKAneamzhmOzd4I71C7RTeOX16+higVi0iaQlUpbMWbzxWAGli5iWMJyWxFFSAwgGV7uuaSPrSF3gvKk3mmpmXv03r9klvEMKiW0F1yqEOtTBgeAqNXsa/vA4EJZpvv5zSDxaCpwMbKxDffH6mgYEEXU6ws2AEe8PhaBnAA31+Nv0SzGfr8CaEf4wOomso4Y1JpoxU0kcYeEbNEXqy5E1a9DV92wYQIeRAwM5yFEVFu0Fpa0QGmwuAIuOE7QTaO2JIkFVEXRabBmeQz0GNMVvBMoD88fWGwN/1F7yx2/OOUbjEdY7ur0+62trSAFJElOWBfv7+wxGA5SWbG/tYymJYoFSQXPL2IzRZJvd/V0m04qyCjpp7XaHVtqh22oT6UbY35OVZXjOUuGsQidJ8JB3Dq0F1nim0wzjPHlRgfAcDDNMJUniDnHcor/Qpt0WSDVhmh+Q5wdk4zFZVlKWHulb4MPcWiqDFBmVnZLngt29bQ4GlsFwm0m+hTVD0tSzvNQhSnpIHSFFgvMFosjIqzF5NgU/RIqYskxpV4v02gtEOqXbTmm3WzhnwAvanS57+3uMJjlFITBWIqIW7VQTJxHdXkynE7G02GZ5sYcQlsnYsrO3D9ZiI8d0MiXPx1RlhjUhQECkFc6VmCIiihVaCLJsijc2CGRLQdxv0e8skmcTkDGOiLiKOHOuy8FwgPeahZUNlpbP0V9cIYoSrPOUZYZVjijKaKUK7wLYJkQH5zQHgzFFltHtRMSRpSpzlI4QIgTFaLfaOOspAV27iSJlYPiJBCE1abpCq7WC0h2K0jGaHjCd7LKze5UbN15nd+tNnMtAODZvvImpDAsLOWmyhNJtrK034QRoHQXQXy8RCUdLC8qyQkYglMHYnEkxJqtybm5t0Y779NvvdU/7/uwk8GZ+wd7MRW4H+Hmn77ebj7dj9NzO9e/m/u9UzttJ4yQQ4p2Ah5Pq+Hbu925+P56HdwKyTgK7TmLW3ArMOV6Od8NUertr5q87qa5uxf653Wf4vgF/8JAkCQfTaf293rkmCPNaa3DW4InqHSaBjnQQe6wnb8h68SfAOoPyYWdra/sqOhni5QFeWC5eilH6gFaqcFYHAUzrkBriSHD+XBf8hNWFs3RafQa+wGQVppJMzRBRjDnIBngvGEwKut2Y6TRjf2fA2hLsTAaMi22iZEKaCqRIKfKSqtgOoTFxZFPPlatbRLFke2ebWBgGE8PzL5Z861t73HXnOps3Bdqts3ltEVfdz3BvhYsbn8IUF5DtJc5cuIiIoBVLFhcXee6ll1lZSTh39g4WFi/w5NPPs3OwSazvYqWvyccjXn4+QpoeL77wIs5HbN4YM9oVTMYKfISUgXYupMY7wc2bE8pKgrfk+YRuu4/ygkgbPvyxO0h8n63dIZc3r3PxDsnH/tQizz9/mXsffIDNmyMmIiLfTvFUPP/yM2gtePThz/Las/s8/+RTLC49T3ehzfWXLrO40Gb17Fl0V5H7kkhF6GZybk3dTCxgESLsZguhuXb9Mh/7+KNhB0UEGjrS4gToNAZRksQRG2tnmY5usr2lyYuSxX4HZyxppFhbTrmajHGJZTKA0U3F9OwZzq88yrdee5NpOua+D/R57LF7uPGG4Ctf+gZn1u9lbfEc2wsv0W7v0mqlbF6ecPnNr7PYPcPVN3ZZuOc+9m5UXNl+hYXuAYutReBHSPT52O5Io3UTmDb6iBbP/GDUsFSaxX4DBllrsLXWy6GWzFHQx5iqvo+buRJJKbC2WeQf3vMkVkzzdwQln7F75t0x5kOTH2rwNEOmEB5rqyPVMe9mdshyCWBHAxA14EUAidSR6+ajf80zpObZLw07qLku5OWQCRWK42dAHBzqI/k6rGvDxvLez5hXoT4aoPzweTbpNmk0oNJJTJ95+nNjTT4OQbsgJKy1xpqjLmPez4N+szjkeB9c36rZeG5RUs0EsWUNrAUP4MYVJYBs3h8CaDqKqIypGVgS4YJ+nFaakjLoGLgQ/j3oTIU8J3FCmqbvtne8p+ZrMhQ1IyNSgiTWtBJNEmtiLYmFR2OJ8CgBSoJUIdS7rMOHRqpZeHu09EGnRhIEoX1w35NSopWYHQ9/4b4hjLqlKou6PYHzlqoqGU8mVHkO3iEFdNIWzlaoSDKeTphMxtiqQikdwkBrUFGL6TRj88Y2k1HG+tlFTGuf84tryHOGwUs3SDlLKioyZ1DO42V41xsDRgmm04ppXJBGER6Drf9VTqFr0MF7C3XfM97XEabqkOO12IzwHhUFt2Jj///U/WnMbVme3gn91rSHM73znW/MkRmRQ+VQ5awql7Oq7DK2y21kMA3C0AKZbhCgbiEhEEh8wJ/gU6vBSC1BI7ppBBK4ZeQ2bbtc7aGGrKysOefImO88vOMZ97AmPqy9z3vuG/dGRGZVd2asVOQ97zl7WHvtvdfw/J//86TUMKkkIXRuYt4TvCcG1+lynL/PMcYEXvp0HC0SASkIsWZhIUPKs+oYQ1EEWAtxP3m/e7bRE9+tJ3obIFT3PsWuPxKx60dEcljrtxH9/iKxlyIk8f0ejImiS+9KjJzEapLQgWAIsQalpAg4GwnCIYIiNBXGJL2oTOeUmUmAnpCsVg1aJ6t33euFpaOiVIKZ+nsB50L6n7Tig2I82mFnZ4/ReBstIuWg4OzsBGTEZJJmVhFwKC2I0SFEYiXiIIZIVXlOzxadKH2kaSbYwZDoB4yHWQIFhCA3gRiTFXlRlCipkpCzrWltJM9yMj0gRAWhQGqF0VAYgWRFliu0djT2FDuvWa4Oae0c1zhiMEQ0i8WcxaymXi3wfs5gaPAxMFsE7j1YcnZqmS+ntPaMQoPyBaFUBJOjMoWWirxQKJ0jVzUhVLjKYcOCWGwxLLYQUVKYnMwYYrB43xKjZzqbc3yyoHUZqILhcEI+GFIUJcNhRmY8mXGMB5qD3TFKBOpSkFMzaxTHK0lwUC88toqsnMNbR71c4WxNpSDTKVglYmI0FfkQLT1lUTAshuxM9nBOgx6wty+oXc3j48cYk7G/d4WtrT3KwQgpDNal997pnGFZIGhBRpqmpWkqgtC0XtMuaubLBaOBpMgFhUpjXZrbGrwLaR4hUsaDVEnHjZjSx7QqcVZQV47VquVk+piTk7s8PrrDYvYIYWukTJb1znoOHz6kWlgGwzl5PkJnJZkpybMBRVGQG0M+LNkdF+yNC2bzKYvVktPlnMouqdoaqTPaNs0rqnr+437NfqTyrMX4x1m4b+6zqYP5rG0/DiDyYd9dXPh/HCbMh9W5//fDQKsPAz6ede6n1fMiY+bD6ri5/yYY9zSg5MMYNx/G+v+welxkDW2uL552rR9nTHoWyHMRPPq47KaLwM9mXX/YMfInBvwRRIo8T5Fo0UXI+5iVSAu/GEMXHEuxN6MNztm1LWsgoeOxS4kQwXVilp5MS2oncVawPd7nu9/+LtZFQlTImEP0XN7fpxi0fOo1Q5ENqKYNmd7GuynWe7w549HJLY6mj2maOTGAk5Eib9krB2SjMWfVA1qXXMdWlSV6Q2uXCBQiKqRVmHzE/ftTmjaggmeYwaW9Pe7cnvPo/h1uveuJdcRagfIl1UqzP/kSW/IHPH/5l7lze8aXr15lOp8hkGwXQ65evsb166/w//r7islgi8PDKfl4iytXn2M6D4RqhrUO7zOUGPDZ177Ev/y973D/7gnVMmBMSfQGITxaSQaFoFrVEH2aoDmN0gVKakR0bO2W3HxhzOFtxa07J3z9W9/lz8V9MrPg9j3BS59ueOvuHVYrS9Nsczqd8PrnP8V7797mn/7jb7C8dcynb17m8ftvcHY2Z/fKPjv7Y4QJWCxRWEQEZxM7I4oUEVQKhIyd8OCEt968w+e/8FkaOyfLJc4FlBYIGVAxT9FNI7h24xovvfwKX/t6xXs/kEyXYHzO6596Ea2n7G85tnc8k4nFNoJ6Efn1f/yHHN9dEpYN3kdeuvkZRpnAmIZiUOKt5P13z8iyITv7mtt33iV4i84DW7tDbl75DNW05C/98n+dd7//u3zu8xOm85Mf52v2w5cOyOnZPz1AETlnedgNAHaTbdIzgnrQw3u7/twfr+/4+s+bQsQxxrWDVd/Zpm3OB5ReT2jTiWqzg91kBfV1fFLUOPUlm4P4GkyGJ1g2myLN/TX2228CLD0D5jyVaVPIuHnCXh02WU0fHMw2gZKeZdWnZ22KTifR3N6+/VxUG5KeiaRbpHX9Y6qj6sSUkw5O8B7rfVrwdveub6f+3MA65axn8/TX29e3B5kgaRT0de5Brb6NsiyjaZpusX2+X6p76NgoiWmFSJonoR8DvEdJmRbwJH2QPC9wzm24zcX1+WPHZujraZuWQVlQ16sObDRkJv+zeGP+yysxsVqSRTPkmaIwUJhIYSJZFslkJFeRQkdk13cqCVomJogkoFUC1oRMQJCSPbjT6cBEOvYKyR6eLtWrSwVKLJqIs54yz1Bag/Q4FzF5iXctRskE/AJ5UeK9Z7y9x6quEnu3aTGZQxhFVmTs7+2wmFXUq4Z337iNaxx7Tcv+1pjPv5LxjTfep7ZbBD2iUTXz2qKlJrY1piiIrmW1cojBhLZVtEFRRI3y6XqVOBdRTc9dzzbprlcKRGcYYa2jaS1Z0yag16juOU1gTw9y9wBqClQlQChGjw8umTfEpN2RQLiUDpZQt7gGfKLsQJ8NJCewOdFMP4oY1uBQ7D7HHqiRT5n4iwTSCdGLPksiXUptOk06dtclJmCIDVRJdPskAEeIiFIZSgiIlhgsMQgcEKJAa0NuMprVnJ1LWzz/3DUeHj7m4fEZrVOUZYmWKSVfdoC7khIpuz6rT/sSiaH0SQN/hJBsb+9SV3MEXV9vHA8f3mM6P2axmlO7I1b1EUJbTKbxHuq6xbYBEQ2utcSgESiMNBgjKXNFWUjKUpGXAiXSPc+MxrYeowIqtAhh0AKclNgO0DPCMBhuEdE4J1CiILoFShgkgaZaJHMH04Bo0EpBplktHT4GlNEEF1i1S07OGhqv8bQ0NhBVgzANedGiaNgejtidDBgqRawbAoogJTIEVLSoGFFBYjKD0Ul0nM7R1hhFxDGdzmhszdl0ytHRFC2HHOyNGAx3QBvKwYhyNEDJgHdztGiQwrJaLtkaDhjlI6aiREZL9BVS5mRZiZINMibAd7VckTmFySSZHiGiociHmLzAhgYZWpZVxdnpnOvX9tjePqAot/ExMq+XTCa7ICNZPqDMRyidEUJnbsAQCGQ6EELLqqpo2hVVbRFiiNQ5q3qBsxYfJcvKMioDo5FKbd9pkznrcCKSCYFSsXvvU+qltQ3T6SmzxYrZfMbp2RFNO6O1FiULlI4UhSHPU0qdD5GmqXH+MUqfkhdDimKLQbkLGIL15OOcrUnB9ngXawvuP3zM6TsPsG2N85Es22JQ7CHEAKU+YWPmD1k+jPmxWTYBiacBJx/Wf30YEPNxGUAfda7Nel0Eqz7OOT4OKPZRYMuzfr9Ylw8Dnj7sGp/1+48KzH0c0OhZ9+4iyPPDADsfdq6P2n6zTp8Y5k+MgcwoKlsBsZv8y26BIdeRoBAcUSbqtdIqRZa7yVuiJ3ek7G4BIaXk0qXLPKz3ufvolNOzmke3JbHeosimZLrg5LBiZ5ijgVxqvvRTr7E6/X3euX+KayxSGYQMHC/f587J2yx9S3QaiaYWnrlquPzqFi8+9zKr6YAsv4ydzvF2ipEjVBYQwhHqQCENzcJzfHKcqM/BUzhPHi0PHx1xsHUJ7V/AtxWx9bRtS3mQMz9TXN7+OaS+xOlixVvvvcejx4/JZM6NSy9y/caL7F+9yd/4m3+bQT4iEGhtm9hUJzWLheP6jed58413GU8OePvtewzKHR4d38I70DKJS2olEMJRlBoRAzYsuXzjEn9y+ACtc7SSSOD6tRvcfn/O97/9gFu3FiAVszPB3VsLVq3m1q1jJpOC/YMRb373hLff+wbLNy2X9p5je1Ly2pc/ze5kyJ/c/h4HV0YMh4qqPsRHQ3AabRTRt0jAO49QCdjzwSJl0vE4O1swGk7IcpKIaw9O0FPWDY8PT/nFv/gzWLvk6MERp/cXHD5cMDkY849+cIuX/52/iff3mE4PMXngxvO7/Opf+Sv8k7//Bv/6f+2/xzd+43f5pb/15/j13/4XNEvH3fdX3Lq1IB/u01aO+w8ib906YuvSHqtlw9boMnOfcXo845Uv7zLPB7z71rv8+b/wZb73xu+i80+WdgGcd4LnYrwSqQRt2641fvrf4UnR4B4E6Rf/PSBirV2DC3l+PoHomRibTJIeUNh0CuvPszmgXRw4LtajL5ufewCot0vvwZ7Nc10EgnqgavN8PWNmk7HT10tKsb6ezQFws64XGT59fTbbdDOdbhNo6qMrmy5r/T4hhE6sOiKERymNkKFzSJRpJZpWg6mundC2FOcsns32uihm3dexZyL19e9TcBP45dbf98/MRabWuduZRGtB6FRnYwwonYCD2DnBaa1pmqYzAWAN+LS2TToNziGVRAqV0uCUTrpM1p+nKwbPeDKmrmsivT7TJ0y8UoASDikVhdYMcsUwF2QqUJpIkUmMFuQSChVRRqCM7MAfkbR2QkxAhErpjSntJLFnY0x3MZ6PqumZjd1zGdO3IUa8CzRN2+ktkbSeok9sXKXwMaKUJssyjJHJPUtn7I23casV3jaoTLFqaubzOSEEtrdG2LKgWrUcPTpluVxw8+UDXr7xPMPRPr/zB495MK1xJkNah1SOTHgmGgSO0AicNviocWgQoL3Cq8SACt4m10ACkmQeEENaTEcV+0c4LZisRze2e9c0gs6XK4QudSxp58TYvYsdIB18ElNev5Md+0qLjlm1zhtLzGVC0i2UnaV8D8D0rMU1KtRPLrsM97UpRp/x3gE20IPViRGb+gSFEBH6Zz5GovQQZUrjC3EtZo9MqWMpQzCx7SIgVRqjM6VIBCpP6Fh8IiqMlCxOj9idFPy1X/4Fvv57v8Ot924xt6AGExrryZVEK9XNKRIQpI1GcK4fJmSq0ycM+0Epxc72LnWeUVVT3nvvEd6dsVg9oLUzrG+oW4vOPAOlcT4iRXJD8x7axqNFTlNbjM7ItGFYFgwGOaNhzmhUMpwUyfrdR1xjaVfLBLqL0AVOJYPhGF0MaFygdZ5VtSLPhrRty2q1oGkrmnaR7NN1EpnOlEEoTWtbohcoFRAIlqFJ7PsoaYNipDVGRYTxTAgIFWlXEFvNjYNLHGzvIQI0LhC1pg1gpEaQk0mJcB6TGVRZIqWhLMcMBoYoHQhFEILFqmU2axiUWwwHYwaDMSYrGAzH5KMRVdNyNjujqacQKzLhqQtFW7c467l174SlrWgFrKqkY+QDCCVRPqKMgg40Naog00PKfAsz0EgbkCEZUQyGW2xPDtjeuUJWjKlsgzSGoiywzuOjABJbPqVl6aQhagPet3irWUwbVqsqDVuixfmAUAbhCxpr8VKihEepGq0dwUeW1ZLFcoGUupuX6ARAB0EMbRL2Dp7GOharFc62IDylGRKlQcSCTGuKbEieF0Q8VTNPaXd1TetaVpVlOmsp8xYlFM3+mL1PXWZclEg0WlnuH+Y8PqmQsWBrcoOdyaV0j+IHHZ8+ieXDFstPW3R/2PZPY2E8yZzp6LofqMTGOYlwoc87P0ZcbyP6HTdpn+uvNs/RBRf6+m+esAP8Y4wIeR7USXV96iV+oDyN/fQs1svFa/o4oMbF8jSnsc16PI0B9FHl4vz8WfteZDR9HLDqWefb/PxhANvF354G8HxY+z+t/MSAP0TItEmR4A64iaSJl1TJ1js4R5Sxj4UhhdxIK+lokV2DWGcxJB0MXRieu/4Sx6cP0cMRx/cMP//Vv8Gjf/UPaLptyt2CXGmqqeX7f7hA+31Gg4ZIyqV2Ae4+fp+WBd5DRkmwEqGgGEvGu0PybJ/aTlBxRDMrWS0Kblx9lcVqRrU6YjSBK5Nr3Hn/kEw7bnz6Koe3D7k82AIati6NGSjJ4SqwWjqElkTlcH6B0praZ3iVWFCzVUNoA1jBzvZ18nyb3/39b7J3/XW2BiWuahiMxpyenaHEiIcPWoalYVRc7yx2WwozRqmMfCBYLSJGGMAnEU8ZMVIzHA0Yj+H5FwecHC1wDnJT8vihRGJovOTKzSEnRw3HjzzLmSYIwbjYS5PtCAfbcG81JTRwdnTG5UnB0WqFHJf86t/4CxxX76CKBl9pbr0zp1pt4TpwDe+Q5OAFwgBKkajnGU07Zf/KHhGLs22ayCqBsyBizq079/n0a6/ivWA5XfLg6DavvfA83/rBW2TxEk5/mn/xL874qS+9SNPeQmczslwyn1m++IWfo27hU5/9FLoUROm4/+gxZW44mUm2ti7x4O4tbj96h91rJfNbc2bHihd//s9jl9/nZPYe3/7BNzm+W/HX/sovc9p+m9HlFU1jn/0O/AQWAWtmjfeePM+7hUhAymRnfrGj7UGdzRQpIZ4UF+4BDDi3Hu/L0wCcc9ZPEnvX2qwZKD076Gn7XDzmJnOnd6TaBJE2gaRNHZ6+bAIiF93GLjKONhk61to1w6cHOs5ZMnHNlNpk1Wyeu2/Xze3779Mx3RPHeOLafeii6oroE1guYkqt2gSuoujEXDcAuM326//dvFebAtSbTKD1Peu+77frn4GmaZ7YfjMFTqlu8OJctHqzXZum+YBTmveeKECZ5BwX6Vhogk7bIUeqgIzJDcx5y3a5nezHgyMrBs+k+P6kFiVIjB4RGGSCgZHkEkojGGSazHSpYEowMAqTKaQRaAFa0bk9SbTumGgxiQ0LkRYwzncgScfg6lN9zieG505SPkLVOspCMhoU2PkcESJt3SQtpRAQBNq2ITODZOLQgSo+ChbLCj9vKAclmc6pFxV4izaSIEBqjY+a+/dPCRRcu3qTv/KLl/nNb9ymPCm4NhnjQjq/MTVCGGqvCTjA0axSilpuNFEBWuBsS+z0x1IqWHJPkj0rpmcwaoUPgdrabmGdo0TS8hGkFELn03sbYnreXAj4kISLfehcxM5n2UCPz3TfpRaln6T3gjoxRmSM+Isrga79Cb3/6TmQ3TOZeq2fpBPU39eNfpre2UtsUH0iUUTo1sTp4AI6AEhKhUISZdc+EnzUHf1LJEaHhFI6rj5/wM986bPceu8HnB6dsJitaIShrs8o8wKrNJnWZMaglSTITQH8SAgkrbanLZR+wotUkv39fZq6ZHriOTw+Ynp2TIgLUA2IFoEnUxobE8ujtRZnwTnwMbG7iiKjzAtyoxmNBlze32UwzMlygw0tbdvgvUUbjcnSdF5qSQAylaGLISYfoDKBa2vqumKxWNA2NYvFKbatU+oYEaMylMwJUiSrchk6p9QGa1uccxhTkGeG4D1NIynKkjxTKKPIMk+drVA+cu3aNYyStHWThKcHIzI0q5XtdNlG5AKsc8ioUFKR5Qqhk04UwiCbASaL7OyWaCkZlgXjUYkSkhArmlnFfFVxdHTIsprh2hUHe2OEyFnVNWfTBY+OT6ido/UWbxvquk3i9MX50qcXbg/Okw8GjIdbiKzBZAoVM7ZGE/b3DtjbucRgOMEh0F5gjMZ5Q5AagiAGiQsxvSMqpY8JMlbLyPTEUq8iuR5S1YEQ0zrHuxaEwLkEQXvbULcNSqR00tlsSV21FOWEclACIq17QosPlhA90i6w3icWnYmURclwMEjMeddQrTqNI53cL0GhVYZSGhcUy2XNclmh5JwYJQ8fKl58fsyl3REywmSUsT3MKVTGeHiFywcvMRltIWPAtqsfy/v1Z1U+DjDwNCDhaak6Tyy6xQcZIet9AkACWtJ3XRd7gS2SUoHFes61ZpD0Y3CP82zsuzk+fwA94mJPGvuKdX37k2YgaftnA2IfBnhsXsdFZs9Fhs9HMXmedtyLdXnaeTe3vVjfi+DJRcDkowG8j59K9qNu96zfNq/vWalpH6dNfyLAn57ur7qIbhR9jjqgE8sghI7hw/nESSoBMXTRCNUtXNLkKji/foHwCuUPCHbEfHbIlz/9s+wMr3GwfYM7jx4k7YNgOXl8xLUrL/Pr/+i7/M3/6l/l0mcyhEt5760L1C7g0WRmSKxTNMRIx9ZowuzUY44bynZEU8PsOCDENrXVvPjSl7h7+x1oT/FtgWgKtvMhexPN1S9fZ284wbuKl179NN/93ZpMaY6rBjPMkKprm8Jw/aWbCBvYHu/y4vUbvP+971FEy5/74k/zR7/3hzRRIikIVqGDxs0bclFQLx13bt1nODDsbI85mZ7y8rXn+PbvnrB1ZUQ+XjI9XtJWdaJjK0nwgedu3CCaJUKtuHp9gNYO23q08GRmzMkJrFzLX/zLX+DtH9zmjW8/om4jLzy/y/Ejyx/8wWP+R3/nV9geV7z51m8RrMQrjywCt+4ccjzzoGB8JfL40S2eu1pw7YUhb71zSFWVKFmSaQMudJPAgFIGpTPqFSAd4600uUYonA8YWVCYId/73jvcfGGf0ZbmD3//Wzx//Spb23ts74z4fPEq9x/PyfQut993tO0Jxw8j+5dvMJZ7PLy95OxhCyHnc69/hqapsDZw48ZN3nrrHX75l/4bBLvLr/3Df8grX5ogVEGZFVy6fol3vvsucecMlWecPKp4/bUbvHXrt2F0yKVLW+zKPeD0x/au/bAlwhq86DvEuq4RMq51ZZomLfD6DqdnrWRZ1oEoCezoLVXhvEPrgY6+o+uBo55N0h+zZ+Kkv8OaabIJdvQMI+CJwfJpAELPyOmBiU3R4V6XpwdwzrWJRDcBNuvrXKfBxSdTxzbFjxPIktpzM+1sEwjabLceGNtkLG3Wbe1mKM4t5nttpP4YmwPsJiDTl7R/WvhvWsdvMp3Otzsf9DYt6TeZSP25+/Y6Zy+JdfTo4kRgDZ7JxEyw1iYtkH7g6gGnENeC3Jsi05tth+gssEMKGvTtprQmkhyOvAuJ1dH9rxwULBZzhBDk3bP6SSpKSvaHBRGB0ZJSQaklA5MEno2W5FpTGMVAk1g/JjkBSUJieESB1oCEECXWumS5HujuRRI8DhFc8GiZJg1CJuHR4JN9uA+CEJPN+lBHRoMSOp0SZx2urskzDcFTzeeMtyY0TUM+HDEcbbO1O2Y5n1EtK3xMrJtV1SBbyMsxeT4gLwcgPPPZkvH4jGuXrvMrP3eT73zvDnXTkuUjfGiZ7Ozy+HSBpUQPRjw4WnBUB5rKgM8gS45dydo9dClUKdVCduLX0Kd2SkDhXCDiErsHmQSbRaePEzzOBayLtDZgXcD7Hvg51wAKQRJF7JhC4sLcvGO3iBQVTulUiUEUSe8q4tztK6VKCcBDxzzqTQ56gCnhPF0de8CO9FqF0DGrSbjO5rvY262nunSlW1QIkYBAKSJaqS5IlBF8cm1TwXF5Z8TVgxEvvXCVyQDOTlcsVg11C7LIiG2LpUFnILr3XGQZkg4khuRQ1kejP1mvJZC0oLSKZKMtjFCYTDMclMxmd5gt7iOjRuPQKkN4aKOF4Ggai/e90H+gyAXjoWY0GPLyCy9y+dJBYo5lkuVqwcOHj2h85HQ2xQmNlBlBFlgXMJ1Ae4wWFSIeR11XrJZLYvC0Tc1qNcUYDQTkQuCtx5U5JgO0xoXk3mdbicmGZCbrxoyaVZWkFgoGSDVIGlZlC7Zh2WYMCoMqh4hSosyATBWgWpbLJbZeojPNYKRx3qcAq/Uo4wm2TppIhWFH7xI94D1FphkNcmzTMF/MCVLhQ8vp2THz+ZTMQN1IJmOJ8y2NmzOtTmlagXMRiUVIGIxMcq1D4l1KywwhkBnN3u4uuzt7VPaIug3I6Lh2eYftcUk5yJOxA4KqTWmzxPQOeefIssSMI3qiSOlaiWHVMJ0uaevIoBzQNlOcrQkhjZdKGIKXWO8JziKogTYxe+qWGBUpBywSg0TqJFbd2gYVbErnVSktM880Vy5dYjzawlnHbD6nblbMZmdMZ4G6XiEUjLZGDAbblGaAUh7nFrRtmnudzSvuPzjkxtVtvK+wrkUrSZEVDIdb7G7tM57s4H1DtfyEsWW7sjkP/LjMkGcdpy8fd/7wcRhDFwGTi4HFi/W+GDz9Ua/h4jme1T4/apttXtfTwKMflq1zcd+PAqQ2y8cFnz6MlfM0APBpAOFH1eVZvz8NXPxRnrmnlZ8I8AeSq4YWibHjfSeeKCDG5EbhO4YPoY+BJcHJhJ67NGEJCXE1UtHUNaMu0hWcJGMP4cZoPUMJiYyK8WAHow8ZDzWZVLz8/Kd48bkvcfvNh4jmEuPBCOckMVgQgp2dKxwe3sK7Bd5HtJBoJFSGhVXc+cHb/NU//xVWoWFv+xrz44q79464e/eUL3zhs9jliDCDdnlCHkec3W343Jc/y2BrwvTkAd/7wx+wOt5jkO+m3GedbNcJgtu37zKrV0zyATcvvYJbtfylr/4iy+PH/PVf/cvMFoHf/MYfk+kMESIyCISHMivQUnN2esTRkWFVD2id5ZvfnJMV18nMFJV5bj6XcefdBb7Jkcowmgwpywmz1YKoWoRoGY8NTZWhRIazkdmswUq4c+eQ49NTGu+RCpRZ8s4797hze8nf+3v/ip/68jawzWSUYe2MvRtbLBpHrHLaeoTRGS+/ZKmW75NNcvRkkSKKtcaGjuYqJQIJEqxt8V5TlgqpLE0LeTEi2dIWVCvJztZlXn31RRarQ27cfIHhaITJPTNf0XTMkTKbcP/eCbSKa1df58bV5MIw2h8wu/8Wb3zvD3Dtktde/Tyfee3zfP+7b3Bw9SZv/uB9fu0f/T/5i7/085y1t1ienfA3fuVvcHJnxltvfg89hpWTSLvD1Sv7fPPNb/D8jW2apsX68sf6pv3QJcZ1qo4QYs30UUo+sdC31q7donog4RwMOBdkhic7yBACg8FgDUDkeb7+DOdiwpsL/R6kSHUC5863MUbjfXiibnA+sG6CT0LED3SoPfBxkaHUs5/6+l1MheqvqQd0+vbqmYlpgi0/4IjWA2j9OZ/msLXpPnRRlFmIXlj63Fb+SYBLPlUTKaXt9Nd5zizq712vYdTXrU/Tuzi49XXq23ATQFJKJePqsGlD/6QYdX+t/TG0Nh0IpJOLkEupq9a2xJieI9cB+/0xnhxgU6Cgv29KpXYXQnYLZINtanz33D18+ACtNSbLnmA6fRKKUYK9kUljpBSURjE0mtIoCiPJjKLIkvhzriLagNIp3Uh3C/xIROkUTWxdwHmHrT1I37FeOm0gGdEypeQZGzu3sIiWSSsqxLToqXVgMEhukItZk4RnqwopBG1dUZgU5a+XC4bjMY+PHpMPSnwIFFnBzt4BMUTm8zkxFiwWCxb1jCxrKcqGq9evslicceu9O9g2cu3qAT/z+pBHDx+jVMDkA8qR5cZ+wfHCMtkbMM4jbXXGsq1QBqKTCGEQMYkiRwHWe6IQaS7RAS0akFJ3KecC37FRAi1aJOaVlBG6d7F1gaZ1tK3vWD+xc9PpQF8vkjB1SExlT+jaDWLv7NXZrkvSgi9GR+/8leZJvRNYv9Ds7eI7Rl8Q9AbxQpynvD4xuUyUI3rWVpcLQC8mHTe26d8p+vc+JoBIS5lS1oIn4jEqaSRtDQpee+6AF547oKqnOCc5mc45mTZkxZjHJ1OKQdEBOr1+SXc5gnQNdP1x3KjPJ6w0TcXDh7fY3bmEMTmjwS4ikuZnUbFanTLe0hiZtH6miyl379/vTE060FFYICCkYnuyyysv32A0HKEkWNdgtODw8WOapqVuI9YJmrZFiMhoMkaEyNHhQ1arBd63aJNTDidMxsM0LmGxdkGIDXUdkCLinUcqidYDQhsSt82TUmalpGobFt5i7QqtYbI1ZisOKIocJUuCsjjfcDLzBFEyKAdok+GiwKiSfBARaogcB2LwrOZTcpOlZzgqrA0EW2MKGA1yjC4gKHzryVQSs5aqQpVDlm1DO59Tjkpat0KGGhEbnBUMhznKTDg8PSbEwGAwhlgjQjcuopBRoU1O2za0TcuNG1d57uZVhsWE+arl4cMHVNUptp1R5BJrK0KUuCCpqxWNtayWC6IArYrkgqg0PnhaW9M2LVU1Z7E8Syl0MdA0KySW6DutH+vR5QSFwYeACwpnPSG0KOkRKs21MAFPYvq4IHDO431EqYiSEp0lILgoFFcuj9gaD7HWozPH2cwzXxzh+2AMMB5tMRkeMBjuUtUOJU+YLadUdYsm482373H18i7DwnNytuDoZMZqVbG9JygLQYwtdbOgdp9s5g88ncVzsXwcJscTgA1PZ2Ns/nvx80cd92I9nna8Zx3zh2GWPLFN7wr6ge02Pz/7Gp7WrheZOU8/f6Qff34YUC2uB7SNqsV+zdEdOW4ESaAbT8+3+7Bji42x88OusU+7+7MAFz/s3n3Ydh913p8Q8KdLH+iEXH3s075SnroQCVmPPula+H7uQyTE5B4EkhBEN1GV2LZNLhcx4l0SJ5RC07QOow3BWaQIZHkgLyS72/u89upPMRncQDjDIN/BNxBVxEiIoWFn+BzZgwlVnRwIMJpxtgVzhc52WR5Nia3CNRLNkEsH13nw6DGr1Yyv/dZ/ztVL19jVeyCHVPdKVhbyz/48V3Y+i5j/gDs/+If41nPrztvkeUkmEo3UkHF99zLtgzvs7g6ZL0+5euUyzi357/yb/xb1csn+1T10bqjrhiY6pPdcvjSidZ7Ll/d5+cWb+LCktpLDx8forOTFT3+G1eoWZQyMx1Oef6Hg7luWq9ee56VXXubew3tcvnyD42lDYx0EjWHCtcsvMZ87DvZ2qZzmB985oraKIt+j8Y/4W/+t1/jdr53xxhsP+eyXc8pxjr2zYFkt2L865Kw+5OXP5LiFZXk6w8YhW8UBx9NHnJxMESaAWKKEBqcxZnDO0ogWoQRn8xOu37iCC468MMSgqVYSGQuOj6fM5mccPZgxnU157XPPkQ9zDs8OefR4Tq4KZsc104ff5m/+6t/iuZsv8q03foPTRyuuXX6er/zcV/mZL55xdPhtvv/2m0RZM8mGsMpRcoc//va3GA0N/87/+H/Fb/zOP2XVHvPmH7/Ht//kOwy2DL/w8y9z/+gRh0u4c/sRtobnr1ziW998zNd/++0f96v2wxVxLm7c24CLDlTtQR9jzBoY6j/3GjR9Ck/P8AGe0LTRWtO27Qc0bzaBkYupUglASGyX83OmRZX3PfMnLYLOj6s2L4l1essGQAI8YUfeAx2bC6hz0OVcm+ecgXMOGvVMnv74PVtHSrUGhfrjXmwbOB/cN0WhLx6zXzBt6iit789G1EZE0FIlBg2gRHctMRBDQApB6AB0+ZTr3bwvm6BaCOEJ97Lz9j0f9IIPKNW7nz1pBY9ITo6b6XHJrl7ifcQ5T9YxndJEIH3fC1UnHaO4BqukTHpk0QeETswYpRTWp7E9RIHuFvjeO4zRVNUKa9vkLhN/9EH6x1GUFOwOJc6ne1No1f0nKY0mKwxZJsm1IFdxbSUtCUnzR5hk7i0FnuQiY51j1fbgo0DIJLgvhMZok1LJdErNE0SM0iQeeyAGOAkVmZSQRfLhFsO2TvfP1WQ6RxEwWrKqVkhjONjb4Wy5QAhNaz3erchzw2A0Yj5dMBztQrXCe8vx4WNOTx7z8iuvYGvLu2+9Q2iXXL28y/6W5uT4FrmZkLXHFFlJPtRMBluYA00105ysJM6uyMsBkZaqsSntS+m0GOwAUOctgkjUKeAQgsNHgVQC7SM2RIwUyM6yXZJE3Z0L1K2lbh3WJSaVDxEfQ9Jy6cTMHQHbsY7O060SlkOHtcSkoJP6heDpXfqEiMhIen86xpvoJ6UxOZ5JkRzJ1hPsnnlHpBdT993+IYRzIfX1hLhfVHQGGvE8VZaYGE9GCYwKGCEQJIbK9mDMy9ev8PrLN7j1/pvsXdrnaFFxerbg8vVrvPH2PWLXxyScJ3Z9wLoJEDGl5yECQXZA0Ccw7cvamjt33mA+O2ZQTiiykuAD3gkyMyHfyjjYn7C7M6JtaqbzGYvlrHt+EqivtUg6XRqK0rC7O2ZrPMG6hqaBxXwGCFZVTV21WK9wTmBdzWw2w7UVzq1QyjMeDygHhrLQEJMxhoiRzGiUTv2zVEk3q64XxOjJiwJEIDcKKBAk0CH6iHewXM0J0aGNAWGIscG2yfVN64LZSoEaoHzSXnNRUpYZO9tbSKmxrUOrEdXyBNvWtN4hGgvSMZQOPckoipTmH/MSo8ZoNQA16tKNlgx3dtiOltXqGB0jZRYpjEdFy6Qc8tyVGzw6WiFNSQhzpqdnBFd3GkPblMWYUA6w1vLSi89zsLuPt9DanOPjUyZbipPpIe/deZtMnTIY7JHlA7IiZ1hkKDLqeoHJCoRSIDVCSKp6Tt0sOZsfMp0f4VwNeFxrCa7G2xXRtYgAkgEoTSazjpOatMigRcik04ayOGoaL9EYogST5eR5TpYLpHYIYZlMCna2c0ZDhbOCZS1AVDTNFK10SkmThq3JiL3tXYrBHsY0NNbT2BrbOkRuOJu2/PG33mNnR7GYHXL7/mOqpmU+f8zp2R2KcouqXjKbfcIMTD6kfFzQ5FnbXvz+4jZPS0Xq/94MhF3c51nMm49i5DwLoHgWWPS07fu5cs+u/ihGUDrQB+u0OZ/+QJ3l5rU+eaBNYCZtzMUPG+ehS2sWT/4szgODkPT0+mM80e79Pl1QLKXlnddlM1DRp0+vU+/k+XZr4EdcAKKeWsRHbvJhIN3T79nmM/js4/5kgD8xRa+FksQuhz50D0KIHtlHk7sodYp4dZHxEAnOIaUm4BG6AwmcTxG2CESPC6ET/rQcHz3ipZsvMBlP2PNblDlMyiuU2Q7OOoxWCKXwLnbCagLhIG9HfO7qz/Po6A6H1S1aptSVY6T3mOgXEe0biX0iNcPBDvfu3wNrGRWGhZOcnJyRbZdEEzEiw8Qcwi7VqiT4CZk4INstGS4iJqokktdYMi0ZlyUv3XgOlSeaqfUelRcsW0deDFBG89Irz/O1r/8R+7vbSDzz1YzJ1oTq4Rzv4NGjY3QhcVEwKsYsF3Pu3Tvj8qUxRRl54doNVLVgNJmwrFcsVivaGNBqGy8dxIBrFfOzGkSK1mRqQtt49kaXKfOCd98/5eDgMvfe/xY39wa8+OIBb719CDZNNpvWc+f9h4xfHrM9zlAm8vDeMdVsjDUFJ6tjUArrLLkYIUhR6Ni5o4ggMapgVd1Pee820tqM9989RFKyNck5PjplsjOgbQOLhePkeIk/nPPO+++xWLYoIxkWmv/5/+Lfxs0t42FaeGzt7LN/+SVMtkV9csRgPOD69Ut4V/G5z36Z01PDm+8fovSI/83f/V9jo+Yvf/VX+Y/+b/8nFsc1o3KM8y1v/2DB4fGCIiuJreD565doKsvpUcXuaALMfrzv2w9ZemCnZ29ASrlMdtlJw+XcYanvkHqWzTmLpWdr9H/36WQ9iLAJ+myCHz1TZW37fUELp/93E8y52GH2deoXOJtpYRcFoDcHqk3mUb9trzED54LMPfunB6t6TZvN46VrF1jbopSmKIo1K+diWlZ/jRe1dPp27jV+Qjhn9fSaQv31boI/myyki6BSqv+5xo+IST+tB7o22Tyb7bbJtumFY33w6/bvNaLatkHKc3eyzXNvup/1zxjwhEZSAnkEPiRr+EQKOHc4WzOZYH1OpWUHCCmiC50zGB3oFdepxCniHFE6pfx8koqWkVERcT6xeYyM5DqQZ5EiB2PA6IgxHqMhMzKBP0Il5orsxkcBDkmjJYGI8ym1SPiAIzlXJTcxiQ+C1gdyI4nB4WQHwMkEFlRtZLqyGJXcIcvJLjFCu5xicEhbU9crjMmo65pcZ+xsH+B9ZLWqsLbFOkuW5wwmYxbzBW3boBRsjcfYpuXWm29z9dplRuMBjx4dYV3D8zf3cXbJ9PF9QlFQlENKM0RMYVeN+KmXdpi3BYdHp+jMUDeeqojMFy3WS6LMEDhcjMTgUtpWyIGU+uZJoKNVAeMjTksUvStaAiq99bTW0VpPayPWx5T61en+OB8IwmODoHUR6xx9ihb0/3TsnijOQbU0QUr5Wd3ENE3Ik45SSu1KUVq6d6QvfRANkjB3X1IgZXPBkezeewAYRBJ/pu83ZQJTBRRGoqRFCU9uBPs727x4Y4eru9tsD0vee+cNbt64jshL6uNDbjz3Il/7g++xWM7XTm8mU+vjSpm0GnWX/hk7NhTQaU198sCfEOD0+ISmarq0VklZlEg8bb3gyuUd9nd2mQxzXGEYjwtu3d1mNl+mgCbpfSL27PaW+fSM0SDDtquUTlQ5ptMV83nNdDpDSENTW1bVCmJAykhRaEbjEWWZo5UAGhAebdJ/OYKyHBAjKGkYDrcxuiDGgPO207BKQJF3CYCMHkSUGGkQIrKsTrB+idQlvpUIShACrXdROqcoBsTgkTKi0GSmoCyHnaaYwbYtVW1p6orWzpDKIsQIv5UjB3li1WQFUhQIkaNkgUGBbYhEqnbBanXKKA9MJlsMBwVal7Q2J1jPoCgJ0rOqzqjrJaFdYUXGMN8h1wVlma53d3ubItPM6iWHx6cs6hZUStF09jZanjEenXDp0gGXrxxQmhEDo6iVxkaJFxkuKGJ0NHXL2fSMs+kJrasJ0aYxVggq6wnOI6NPbm2hQWY5WmfdGsjiK9uNk44QPY1dEkWLCzWFGZKpAZnOExCVK4RoMcaxvTWmKBTDocG2ljwXtM0SY0Di0UqwtT3k2rV99g+2MGYMKE7OpkhhMDrH+4CUBXfvz3j3/VPm8wc0fkGZF0xnR7Tv1xiTEWJcBwQ/ieVPk2L0Yfv10iQ/bD2edb4PS2f6SAbKhWN92N8X6/RR5346WPbMQz4VMEpz6g+e52lMmifr/sHtzhk9FzffQHWe9uvFtQKbbXp+7M1t1239rCb8CCbRk9V59n37YZlTz2KDPa38ZIA/dNGemCYDdWvxPokv9h1mjBHrHSomfR9Ik50okp6DkJ37RkyTtNb6buBMNKF+wWAUNO0cHwLXLj3P3D7CLlZsja6gREHbtvjocL7FxuQYFaMEK9HNgIkcMdi7TH3PsZKK6ckxr3/udUS1Tdt8n0BI2ghiwPxwRWMXbO+UZFGjtMKFBp0DogYULjiE9iACs8UK4VuqYCnzktH+LhMpGGc5e5MhA0ZkRc5sPuPo6JCDq3tkeQEojk9OKYsMLRSFKVE6MN4eMRoOkDHwxhtv8ed/6adBrbj76JhyNGA+O+Jg/zK28VzZvUaziNy8eRVHQ7lVIh8dErxgMBjTNDXjYUEwExbTFmMiV6/vMJrs8r3vfY9xtsWjR/eoF45335ijW8H13ZLnbuzzzW+9RVNlyEzhWrAOFqdTnr8+IZs8Yrt8maM7GrMzToKD0SUr4hBRmSAIl2iUEYgFYMiznOiThfDiVDA/i2jlmM/u4kND20Za78nyId/91g84OTpmOBxSDkccXN1FF4HvvP0tXr/5Cq+8doOF+GlkWRAoeHB8hMmH3Lq/QKiMdrFiOm/4na99i2/94H1+/i/9Av/X//g/4tLWPp9/4XnqWc0vfvUv8vDoPvmo5J/8q3+JNpcoish8ep+XPnOd6eyE3e0RP/OZV/j//Lu/8eN70X7I0nchxpgnAKCLIs393+cMlmSHDOfpUE+kA3XHMMYArNOM1lotGyk4/Tk3WUU9uNCnV/XAUF+XHrQ4z6M+Z8ps9qWb4EFfv/4aeobP5u+bQNCm2PQmU6YHLoAPgFnpGHINdgBrcGcTjNoEkzbZRmlCGDsmwNMHy81oRowRJdUT7KL+2Jv38DxdLtFkRHc9PWCT7qlc36tNxlQP0BDP08DWekwbrIEe6BIi2VFfvGeb4GLvJlXXTccuSkwfbfpFY1qgpmfgPN0tuf2l6/DBJ604RCe66wgYWmdRSqO0ZrFcIrUky/NP3CJTSsEoT8LMAoFWAqMFRSbJM4HWEa3SmJdliswkdyUlBEoEhEhpR1EIYkwuX0LItPgMHXstJtttIzxC+KQF5MF5D8ExyBMbRArIck1UBWerOeNhBq1nYAqK0RaZVrTLGUoqpDasVktkpmhbiwsN4/EWYiCpG0HrPD5GWucYbw2ROtCsligkyhSYwYBHD+8zqbe5fO0ys0XN4+MV+3s3qWcLjo8eMSpWSHFMVj7GDCZcu/Y6aliy2htRtZFFBS7mPHxcs6gsbfDY0BCkxGlBbQVNsBAFzqc2jogkVJ1nGK074CesNT+cDVgbsR4a62htJ/zcgUDWgydiZaC1IblYBtlNNnuOS3ruRe8gFpMgNf273ndgsROcXgctO1p7x6o7F13vDt3NRtepXnTaPt1PcqOfk0Ih1n17uj4lBbmRZApkaCiU58XrB1y/usdnX71BxoJcwvHhIQf72xSDAWdLy/7eFd74g+8wn63Q2qCNxrkGOp0l0V1DqrNEmPMxRMRz1s8n6808r691K5xPFt8QKPMCjUCKCSE45ouaokjj1GQyQev7GC0IrteJS2mVq9WSd959k6o6YzjKWa4abt19xMnZlNPTKVVVU63OEDGQZ5Ks1AyHA8oyJy9zpNbkhUJrj7UOHx1BWKQWDIYlmckxumR7ew8lNXWzYrFaYmuP9ckd0lmLEBrvAt5BjL2Zg8NjaZozfKOJfoDJCkwu2dreIjd5co+LjrLIKIoCpTQxOIyWmCxHmRxbzTk5PkOoFpNJvJMITGKraLlObwwRVtWSs7NjZmeHnB7eYzY9ZBFqFDWT8Q4xFEQm+DhBaoG1x5ydneJd0jDDAx5EFBR5idYC1zYsw4zT01PuP7hD0ziKQc6ylTSnK3xTUeSnFAPBdTki1xkyKtCS1bzGa0dUCusDVdUyny+7uYAkywyV8yA0WucUxYgQ6jT/l5IsUxSDEus8UiSwr20tAY8nEoMlWIcLDh8kskiZAUJolMyQEopCs7OzhdZgVKByK1arU6xdIkTKjlBScbC7xc2rlxiNRkRVULeu6/M7ralOz21VWRbLmulihaBZO2W2pytcaMlMQV4Mfyzv15+mbA7zmwG6i+XjpBs9DUB6FlPxWak6m4yYZ6XubNZxcy75rGP/MOXicTZlDDaPvRn0e9b+3VGe/PiR6VRPZz897d78adOoLtZ383hPA04+jC31LBbU09rtqUWwHtcvsm77/T7qHj/RPmvC00Ww6+nlJwL8iV3ueJEVZHmJjSTKr7fE4NCkhZiPEUWyTkVKvBREmQZKpSIhtqjoMblh1doUougmFU5E2mZJLiw7O6Pk2BW3efSDJVcuXyeGFh9bojDEqLAurBdaIiadIRcDrlvUHL23ZLx9wBdf+DK75Q0WbY0NLSG2iBgZ6hFDscXOwLA7HnGvuk30NTd2Rxw/OEFpT5QtMSYtC9e2CFexPK157spNynyMKQ1VveDLX/oc169fZhEc1ju2ti5zenaKbVqMyRFS0lSWwpT84l/4ChLJ4eOHaKGQHu7evstf+MWv8NJnDjg5vc/tBzMG+Q5Fvs3x0RmDfMilvRd48OABFrh19wEhevLcsDirMXoLFS+TF0MaJFLNGQxHNLVlPn9I8JIHh6e8f+t9hnnkj3/zAW6Zkw8U3/nu9/nClz7Dr9//PjiBiCZZfm5lXH95QuOW1LMFbZQ8Optj8iEuLCgHnrBowKeIpxY5SkbQGh8dRpeMipKbN6/yj9/6AWUxhtDyMz/3Fb7+e79DORzx9lu3aJYLtocjXvvU86hSEoUkmprar9i+fMBLn/0M/+r3/zl/9Edf5y//tX+N3/jdb/D5z/wMmTCcTDOa9oxmvuBrv/kPeeP7P+Dv/Hf/Da68fIWQC7QwfOb5V/jiFz7LH3/3D/jcl3+WN99+l5dvfprVckWWO577dEYsFrRHl7h66VWG4wPgkwP+nIPTgrIsqeu6Y5mkRXuMIQl/CrF2C0opV2mRsZnqs6mVUxQFfaqSUuoJQWet9fo8myBFn3bUM2+KorggfHyeXtYDRXCunbOZvtB3mJs6OP22bFxz/1/PQNo85qYQdJ+qpJROLMTQa+n0Vu19Jy2AsBaLVur82JB0P6xtunp1FufrAaiTqRRpsSCIyYSni5inbcC53kpUdIBzQKiOLSXS/mxMOjb1mSDZ1GqVgJjQLSQvCmKDwIUusz32DkUCxbk1fQLI7DrFY+2upiSubcm6c9RtQ5bna/Ct379tW8qiWKfIaaXQPeure5560EzKJOTsg0Uqk9pPRKxt0WbIalmDiPjgiJGk9WBdsiEPFqEi1n+yophSSrZGw07YVxJj0ofIjCHPknuOlmCMJNeKTGmUFkmoWHbAQOgZtIJGJY6I87HTwJHEqDtg1iGiICiJMzIB8xL8qiFXGqUUtbVo5blxeR/nFxQGVvWKQglknrFTXkJGwXQ2RZuCqp6isRTCc3J8yHA8pBwMUc7i6Z4ZBMPJFpPJFseHRzRNRT7e4WD8Emenjzg6POLqtSvM5xWDcsDNVz7Ht2anHJ49JlMCszAMJy3F8BEjKbgynuCQrBoISPaGI06mFfNFy9miwWRDtC6wMpkuVE1D1UgqK3FeEaUhCEFrXUpRUilwFT04F2mdoGklDol1NSEIGuexIeJVThUkTmhq3yanreAQMTECiSalBhHwvsZHB8L3KAi9z6mPEUNnxBUBL8jyNC766InRg1CIKBLYJgWB0FHR1Rocil0/GUNKgcRLjNZEIRFaIQAZoTCaYSbYGmXsjjWvvniVV5+/xDgXDAuNbVbY1rFazhjvjVHaUK8sWgke3r7NIMtxTcOwHLJqazITkXiETxbvyWFNgVBEJIgO4KUL6qWu7BNXTCbwfkkMSybDpOMjosVWlsOju5QFZEbQOoWLitXKU+QDpGxR9RKBQ4sE8q/qOYcnkqadsb014vRsxvG05uHjhzw6PCU6xTAfkGeSQSmYjA2T7QHFICeIlNYZo6OtW2zQtF6AzmhbR9WlC1/e32cwTNp8QkmaJhClR2WdGHEILFczbOuTwHFRdICeROgaH1tcmONdQ9VuYTJFWRSMBkOia2htmh9Y62maCt+usM0SERqMEJTFmHy0i1CeoCa0fowLQ3JVIo1AyoC1Da1fcTa9zdnxbc6O71KdPWagJF6W3L6/wPmaK1df5NLBFkU2wvolZ/NTbLtMTn5ek2UDgg+sVvMk+7A74Wx2RFW13H/wiNOzh0gNlRV4lSdWjJKMJmMGuWZYKCQW5xOA9/jxisGWQQ2G1K6ltivausFXjnq5RBlNPshoWkc5maDakiAirbfkWYbRhqIwGD2izDKIjuUKIjmBGkQSxg7kOC+pWofAYxRoFZEqvcPb2wPGkwylI8ZIMiNQWUBoi3MgrGc8KLmyu4cxQ2JWsmobMBZZRMATrMO7CmunNM0pEgdRYmtwdYOQgSzXFIMRo2Lrx/qO/agl4eQdS5pz8Hv9ex8p7H7vUfbNBX8PnLPxe1+62dkzl9+RJ4GFNfz/IcDGsxb/m58/jEGyPvdTttm8rs058Ob2H5dVkuYWG+cQ5yBPn7WzZtR8SJ2e9f3HYUp91O9PWwtsXv/Fa/4wwOtpwM/m/s9kiMW48dxsUIx6wGzzNsT+n/T7+XoisdjPAaBu5ydxpKeWnwjwB9Ii0TtHUQ5xvlsAiI79E1OkPen3uAT4hIjrIlfB+3XeewwepKSxbYpEew8q4nyNd3MuH2xxsH+VttEIrxH1hBv7n8F5h3MeIXSyB/Y+RTa66HLwAesdXgAi4qrIq69/lmIwYjVPIpE+gPfgXSQzGWePF3zlp19ja3fC1vgyt2//AL/SxDYn+pwYk3ipkZoiLzAaLm/tMtzeIsvG1LaiWiZhOGUUoW1BppzFIs+pm5b52YzWOo6PTxkMhlw+OMBay/7+LnlmiCHy0suv8O23DnnrnTfZ2h7wV/7qX2M+tTx6cIQgMBgZHh895MHhfWpnGZSTFM30DVvDCaeHCwaDEXWVmFTSBdpljY6K40ePqfyKo8VDInNUUEwfwOuf+iy/9Ks/zf/u7/0HjHYEjQUjI8vFHC8sWZ5hQ4UUlsFWzXOv7fH+b72HVrC3nxF9zem9irBMaXfOWYSWCOHJTMH21hYHB1dSatfpHGtLQmjw1jMejrh6/QrT02NefOFFRqOMfKTQpWK5nCOkYjjc5c033+TwwUMmk4wvfPl13n3nj/jMp59jPC6JdsLx0V3aKuPbf/I2s5OGv/Xf/lt86nMv0sYVg0nBb/3219kZD3nhhRd4eHTCov4Br772OX7qc3+O/+P/4d/jy1/5LPNZy8pG7GKLtw+nfO6ndn6cr9mPVIQQVFX1hKNXDwRspiX16HW/uBBCUBQFwNrpazP1pwd62rZdO4MBa2BHSkld12ugCJ4EaTYZSDHGtf7P5gB2MVpxMV1s8xr7cvEc/efN3zY/n5+jjyTQ7dOvWuK6o06DQUolSRPhc3eunlV0LjLtnkgzE0IQXOd8Rc+i6gDNHszhPL3M+4CzLvUZIllYe++S9s8GC2iT/ZTqJ8/BGnmuwXQRaJOxSw+LvmNphg+0iRRp0dO2zfreN02T3LV8YjTlWZ7A9Q7Y65lOZVnS1r0lvMS2DVLqp+gkCXxIaaHJZrdb8MbUTlprQmzW9y09bzl11axZSFobLmTe/cQXJSXjYYHzgUhy5EqizIYy1xSFRsvECNJao1XS/EnzWpnmByJ0lt0SJULSTAoxMaUIhAjed89cAEd6PkT0ED06RpwSlIWkdQ31aoZrZvzUS1uJNdM6Qq7I8oyqachUwWTvMst6gWpKmtWC1gd0ZqjqGloBKkXBe9DVOUdW5Fy7cQMtJYtVhQ+eg8tXWS3OmM8WlKMhp2cLinybmy98ije/MyUQWFUrgjilmD5ECE90M4JQIDMmW7uUuWZ/e4uqDZycLohCY1SGGRTMK8Xp3PL4qGFewbKKVK0nukAQgiCSi5DWGd55XMeICz7S1o4YwLZJPyjgaCy0MU/MJtcJpQtILl5p7oFMC7AYPTE0COVwtqHQ4CNY301aRUSEQG40XoHUgqaxCJmYAzJGtMiAgBQhpbILzXJVpfdECKKWxJD6HSUiMsvIjEGKkPRmgO2tEVf2d3nhxgEv3jzgyv6EUQGhWWHrFSEEinyAkQqTZ9jQUlc1PjQEZxkPC5bvP+DGtctMa4+PHinsRn/TA+kdm5t+Qp6evU2Q/ZNUQvScTQ8x2pGbCEGQZTm5yVHDMYv5krv3H5DlBqkE01nF6dkcIZO4elkYfLBJWF0GEBadwdbumCI36KUCHFmmkCrp3UkNeS4Zjwxbk4zxpCAfFDQ+sFg1VFWDbSNCjQhRUlUt1jnCgDS/JKK1TCmcKhBiy+7uCCkkddMwnQW810kvyEuENBDNejyTsiUvBFV0IFuU8UjlCb7tbOaXuBBBaJqqplqeEV1DmZdkuiAKw9YkEnWkGAzwcUhjNbqNCOFRxiKFxfs5zs9YLY9oqyllJsjNABckRdBk5S6XLt2kyMeAoFotqWdnlFqCNDgg64JDTVMzn4PKAlorGhs4W5zR+pqszBmUY7JsTHQwKXJef/lFnru2TanA25plE3l4esbj0xUjpynsFl5EXLUgtgsGeWK2rZo5HonQGT6A1iXCaAoFmU7puEabjpE6wkeHzhQ+NMTYELE470nhlQTs2ralYoWWJVnuMSonNxmDfIiIoEjA8s7WLsenc2pbJTc3J9DKUJQ5lbPUq1O0WDHMLUbCamGZ10vatsIYTa5Hqf/3EAmEYFHSUOZjtib7P+Y37UcrTzJ1Pvjdk9t9EMT5SPZJT+R41rnjOd+zixJ+rLp+1O8fhxXzLAbSs357WvlRWEfrzS4Qg9LxPvxYPwzb5+K2HwXEPI1d9XGPffE8Pwwz6amA3IU2WoNJ3cMk+OA1PPV84gMfPlB+QsCfFNPyITAcDmnqhrzI6Yd82QmUOu/RCaftbBa7FAnfMQ6669Ra0do2Ya/Bg4wI0XLl8i6jskaLISKUhBCJzrA9vkZjLd5LlHRd9LwlypTy1Td/8IHYWSoK0gTKWovOMtrW09SBGDTBW2IAo3NcI4i2ZGBKSr3gze++x+7WLsFVSKE4p2DT5VV72sbR2BVHJ4+oqyV/8q1vY10AodDa0LYNAcn7t+8ipeb09AwhJFk25+79+yilGI9HDMoBV69dZbQ9SYKTXjEcXeJ02vDtb36PYVFSDjJuPHeZh48fcu25yxwdniLRBOfZ399jPBjzgzfeRvoB+zu7fOEzr9PUC4TS/P7v/xFhtUKbGQeXBM3c8MWXvsBLl15n3rxDOcrIzID33zkDUWCDJVRLhhNBng9QWjGbNmhd8eDBO6xWc7YHGeVAsT1R7BTbvP2tlLphjEIrnYBS2yBl5OHjYwbFCOk0JipWAU6PpuxOtom+5qtf/QqL6YLpcobRisnuNpNxybvv3mZU7PDw7l3u0/Lzv/AVjqbH7GwPeP76Dt/5zjssF1sUYotf+6f/jIf3b/Fv/8/+J8hMcbg8oSzANJ5f/IWv8Eff+wOsCYxGA6ZnM05Op/z//uF/xrUrV/n8a5/lwemQf/4vf53tsWSw9QJl9qn/cl+tP23pOrM8z59gv/ST9z6FK7F6xBqt3nTJAtbpUZtW3cCapbNOOdhgdPTAzibQlGXZer/N82y6eW3q5zyLVrvJBnrycp9kn2xayW8ygZ4ePYEe6LlI0z2vSxJR9f58QOpBkbXLVVeH/vNm+lkCfdwT+6W6JnFlGx2Z6fWXQronHZgNqS+N8kkL+IuDX7r+/lrPdZt69s86lS2keukNBtTmQBRCQCLWKV394JicvJ6MsoT4JCBljKHtAEMhBMF3LkywThfbBKTSMyPWwuRap/QvSLa4cK4F5b1nOBqltLuYniGp1PqefFKKlIJBYXDOE6IgxAQIaSMpMkVhFFqlxaSUJIvoTnwbkuC2R9JrDsp1OC4SgseTnlMXEsPMOwGKFHLxSSw8A4JylGVGbgRn9YqjNvKWWPCZ57aQQTCbzdneHTHc3ma1WLFYLhkORkido/UQ1yyxdQVKJ3c2JYgBWpvAXITg+PQUGQXBt5RlmTTHiLTWU7cON0/is/iWS3s7HFx6iQe33iTXkmo1ZT57nJgJfhupc6QuMAqEzinLEcNBwdZwRBSS4AJlKYg+o24LHgwVizrjwVHFyipWHhofqb3HBqjaBTEGpLAQJdF5sA7XWISPEC0ieERURGvxMZDJlPIUpEJIhfCRGJtkIU9L9BV5KRDeIXEYIdESohSsGgs6MhzleG+JraOxaYEoCEg8mdJkCozWGAM+JsZFpkGoNO1zzqOMRuLJjULEyKDIUX7FqIi88tILfP6nPsPu1igtuu2S+fQ+0+MWicA2DhElRZazPSkps5LYLCjQGFUwGngcilc/9QLi7imntx4n5mCWrSOXep3emz6rte6PWI89ieX4yaL++OBpfIXODM47Yh0os4JBMaQohngnOT6ecjZfMF/M0caQ5xlKkuacUiMJIDxCBVQmyAtNlita25CXBdvbgtPTFUIEjBYMB5rdnRF7uwMGA0VWaKKINLZlNl8wnzcIcvJMElFkokBrDx68C6zqmtFwjBCR2XwGwXL1yg5FnhMRPHp0zP0Hx4QwJ5FEBSGIxCiJkhByEIos1xgTae0Zy/ohNuacHR1xfHqMDRGkJriAb2s0sDPaYTDaQeuC4UghtSIvc2LQzGcV9dIxGUpGowwiGFmzNdacFLBSHlUYUted4WPGeLLFoMgYlBnBB2a2ZivPUqqhylhVNSLKxAz1lspG1CJick1V+SRGLxVSGhSSoc4YDUvGueTazpBXbhwQsZxVDfPTOe/dvcs77z7i0v6c/UsHSA2+njMpHZkOVAXEWcvJbEXdGmQsyfWYTCmKvEzsQdkFUkhAe5ZljEdjEAMQjhhsN3cSCB8JLoExSiZgLDGCNVLkZGaCEoqVFAzyLXa2L6P0Y3xokUIxr2rOlkt0PsS2LZKKqwdDVqvA8dRSrxytq/E+MihGjIY5o2FBU9csllPAo3TG9vYB21sHP87X7E9dPooREzsmxg8LSkQ+iP1cBGk2Ie2e9XMRVPkwlk7/+eOAFn/W5eMwif6LONePcq1Pa9fN8izg6+PU6aMYQB9nv486x7P2/zCg6fz7Z5/nJwP8iR3TRgekhBAcIaiElAtBIDmOBOu6ZIbzaL6WEmeTW1Ckc+TQmqqqWTtiRIEWJduDm0zGgUwNCc6RsiA8ztXkZoh3ERSJ4thGpAm42IJI1qzBe6JMIqtCJJ0LFVPEmpho2CFYQmxwPqC1J3ibUHob0bJEi5LMlB3NMHTAVtIMIMLO9g6t1jx8fMSyriDA2dkM6yPKZLTOIaRB6ogyOcZkVM1jBuWQy1eucnJyQpYZllXFyekpxShnuFMidOT4/jFf/spX+MFb7zLZ2eLk4QMGg4ysMEznDUfvHnL8+JQXnr/Bw4d3WK722N7e5oWXnkN6GA8HvPTKC2Sq5D/49/99FmcPGWaOcqeEkeDghdf5wstf5f03b/PugxPeffcx128OOVucsphZqpVlMFZ89gsTBuPAcpXEEOuVxVaRtvYUWdKs2JnkHJSX+e7vHZKZCcGDi5FcCkRoyVSEAEW+g9YlTSvJzYCARijBuIicnNxBqAGnZ0vUIEeajNnZCikzHj+8x1/86i/xne9/m29/69vkA83JdEhhTpmdnHH/3n2+8/vfxNVn/Mqv/DTezzk9bnn1M59nb3fAN7/5ewSpuf/gAd/4+v+Zv/4rf4k33vhjfvfrv8H/8L//P+Bbf/iHrM5OydqSf/O/+W/x//i//1+4/+4dcj5ZVu9CSoQkMa+EQOn03PqQFpRSyU5nK4lAC3HOrulTciBpBvWL9k02zib4kNKE3JoN1Isnw/kg17OE+rSpHsToQYVNF61NsGYT7LnIAurPvbntpj36xYH2SWFr1r897fPmcc91OM7329Q/uqj7cxEokzJNWHswvN/fe7+24tUbaWRaa5q2RsZzsMuF80HjYm73eZ07p6f+vnSL//64m7TYTZezi9e/pkZfaIsYz3WHkILowxPH6VlcUqYFaUo7SqB+CElcvG3btJA0hrat0UqtncPW7RJi10+fi4YHnxgaiT1kCSGSFXkCzlr7tFfgJ7ZIAUUmcYqULkPHllWS3EiMFmjVM9DiGghc/wcJAEqUtS78lgScewYfPvWzXgqCSM8C0SOIKKmxMYJ3eOc42B1wdKhYNoFHp5at4ZIts2JrKDk+PiLEA8bjbZRY4awlxEiIKRUpH4yo6hQQaW0LUtE6nzSOfWAy2aapK1arlrP5lGBr8rxgOJ6wXC3IvSIvDKtVw9RY9i+/yOHjQ5r2CNesCEePWC4rmqpG6QKTDQiNYzDeojAphWNoNEiBFS2lEagiZ5hLCjNg1cDORBNVRuMF02WDi4aj4wVnswYfFXPXcrZM6Z7RR3AeI1L6ZhCSxjpi7chNQZEZTpzDyxTQUCEgvacsDCoGhjoyzg2lz8hjSaki3np827A7LslNREjHvK0oyoJl1STWhhIIF9gajxA+IvBoAXlmcAbKUUFAMp8vyJRBRcsgM2wNFCo0bA0jz12/yl/+5Z9na7LF8dExpyf3adsa7yy2bciMSgYMKLKsYLZYsFgs0AYuX9lnb/cSq/mMx48fErGYDE5PHmFtjRSSvYPLLBcznG0ZDAZ455B0wOQ63UtAEOeR8U9Y0VqT5QNW9ZJCwd72BGMKlosVrY2gFJUNLGpP63Ma2+JcCm5ImXR1opBImYB45zxns2kK7I0mNG3S7mmtRRvFpBwzGpXkuU5pWFLQ2pZF3XJ0NuPktMJayaAcMhlPGBRjQrBUjQRqrHVMp3PqOgGIs+kRr3/6ZT7/udcYDgfMlwvyXGMKjTAC64/xpPn6Yt4QggPVBWpVxLoVs8VdYE6sHavFjBAjLgiWywAxQ2PwSI4XjkYEsmLMaDimKAdpTWAt8+kJ1eqYw7Ll4NKE8WREDALcsnMdjCyriogkhojOMnKj2Z4MGQ6G1NWKq/s7rExLXU9Z1lPKPKOqPD5YtMkQUmKDp1m0HB9PWc4rTJbjasFod8LuZIJ0DQfbJWXmqBZn6CJnPlvx9rvv883vfQ/vJd7WrFYPONgfMygiOzsGEVty27CqV/j2hGapiWFAyALt2vFUJV0iF7pxVND6ZGKjtUngveiSPiPInlEYwGiTgH2jcVFQNZGzaUtpSkIoQY7xIUerITEuQUqKcpDGYhkZjgp2mxFF7lhVEGXLrAIpUzAvMwXDwZidrSFNviSGmmU1RytBkeUMytGP8S3705Q+IHf++SJLYh0LubDnj8Ls+DjbPC0Q+WFgxw8DJHzcOvxZ7P9h9f24v30cxtHmdh+XsfNxgKpNU5OPqs+fVemv/yPPExNfrNfDS3byQOjGzI+X8QX8hIA/fR5bmpBGbJvSAgL+iQWRD2lhQAhECcQkntraNgl7CtkxbjSzuiEET4ge4RWSjEd3lvi9kuFViZAeQUAI12lsZESvEKpACpNSyUxvj5yiUMF70GmQkSI5+pRFsmeUUuKdT+yjeK7Ub3ur2yAIvl90pglRqKoEDolzcdXHjw+ZxymD4TZZKKiWC6TOmK9q1HCIVBmtt0xnK7a3dzk+PWPv4BLeexrrmOzssJzPGY3GDIZDzmZzrLM8d/M5tAncunUHpTTj0YTiesbJyRG/9mu/wXzl2du5wtHhnNwcsaoDt++c8e67dznY2+JTL7zM9cvXePzwkK//xteoZicUOuDqGjvzXN29xKdufpbHD8+4fe8B7773mH/2a19n/6WWv/RXnue3/8X7NKbktZ+6wvMvKc7m7zFfCWSwuLrgzvtnDAvD7tYWhZIM9FW+/+0zBvkYKTN8jEghkDKxuaQWnJwec+XyS3zpZz/H97/1NnmW887bbxFExZX9l2nahq1Le1jnCV5w/94hvmmp2obRqOBrv/17fOXP/Sxf+8PfYv/qZdp2TJ5dY3H2mK//1m8yKjT/+t/+m3z2pz/H5b3L/Cd//z/lX/2zf46Sken8mLNqzmg8wpjAfHXMV37up3jze2/xyqs3OJs+4tVPv8aLN1/m/p1b/IWf/QVUPuDXf+O3f5yv2g9dYmcNDOdAQ2IC9Zo/qdM5ByTimuWz2Xn2oI73fp2yc9GdClhr9fTH6B3BtNbrvqDXDuq1gTaBg4tg0vo6Ntg3HwbabP7Xl03gaBMw2UTf+78vDhz9PudpcefH7OsdQiDvNG+89x0wnOqjpFy7HVpr0SoxcULYBLBkF6mUSLnRDjIxQSRPY/R06V0bCdhCCJRIKbUxpuh1z4zRmVkzsjbT0zYZS5s295sAW5YZmqZ+gmEkVdL0UUYnDaANJ7Lze5GCAoPBgKauOgBIr4GfXhdoU6xba92xjEJ3XQkASs/tOaCWZRlNs8Jay2gyoou9fcy34ienGLXB2OnvKwCWNJpKiJ21duhdqxLAI0VM73fwKdjiXafzlKy/k6tPRBAg9vpP3b2NnqgULkSsa5kqy/VLO+xsjzl89zG+DYzLFafhASO54MUb11iezlBeUg5KGu8ojWYVHC1ZsijPClZV1aU5RrIsxwePMSklTCqJ1AojFELnWBs4my0QwtMuKspco6NiNl/BaMjNF1/jrTe+wWJZU1cOoxt8G1E6ZzhylPkQp2tcXiGLLLlbxYCMDrzGeYu3gdFghBYNo1IQRUBIjQspzWR6oKjriEdxb3rGO3dPGBE5DjWxTPXOBhk+ah48qhlKiMZhCoMdeFrpkm6Hb8l1ZGuSEzFoYZmUke18m7AC4VvaylEqzWRrRN0usD6Q6zJZfNscay15phkNSpRwKBXYGo0wuUabnMWqxgXPcrVkdyBwtmFSGg72RuTC8uqLL/HFz7/OtUsTHj+6wxvfeQsjDARQzoP35FmBUJKqqnB4ovdoY1AqQ0h49PiE2DlBjcfbmLLg9qM/pm0W7Ey2mVdw9eoN7t55j4VNzL7QsSET62cDnJRybQv/SSuDwYhr11/h7Pgxbb1gtkgmJrlWLOoZUmUYk7OzXbBcNoTYElyFs7FjvTl0JjCZ7pzwGrwP1FVkUNR4DyfTFfPZihhJzKHCUJQFUQjq1tI6x3zVsJhbqsYjZcZguMXO9j6ZKnHtCuKSVVtR1zWz6YK2dWgV+dKXPsPnPvc6o9GI8XjIcFzig6WyS+4+qCkHkdZ5ApZoPU3raVtLxGNygfcVMTykWZ6yMyrY2pJEkersfEuW7ZLpDBD46LCiwqCRMiPTGRJo3ZJ2ecyjh+/ShDMW1Q43n7vJZLSHUYoyLymLIc4GVlWL94FMwHhUUmYaESyKNLY2WUaoJYtFjfXJNCa4lsJkCCSrRU1rPQ8fHBO8QorA3t4IYhq3i4FhXs15/67n8XHOw0cnPDpZcDivsLZJzn1hRdU+xJgtDvavMRyC0Yowj1i7wrmUZhxig7NLnOvS9ZREdGL71nustZ1WXkyC2EaSG402GmXkej0iJDgczgdE0EwXFe/efoD3iu2x4Ox0xmLpqWtAZJisYHcy4fqN6+zt7ZJlOSjJcDhCKI/OoIqB40WF0h5bB7y3BOewbYtSAq0lgzJnOByyszNiZ/uTJ/j8ZHkiPPVDL/J/JCYK/QL9vG/7wCEuEjfWaVHp88WfRaf2uw5UPrXX7FLNngE0XGQUpXr96MCSFGKtbdSR4jeveF3zvmYfFyz7sDp9FBB1MWh5kZ3/rHN9nPb4uMytj1v3px+7a8HNdUv3t+h0pj7uE/wTAf4AxOAILulDpIisRZIGDNnZfDtrIaZIZX/BUoikA+RdEioMAqMk1p6Ld4bo8U4gYk5sC2TIEgVSdvobUeJDi5AlIgi0BGcbdK45T3vobIy9JG68gYJuQekFMchONyjRliUqOa/GbpuQUjGSlWyNEEk3wccIUqGlYFm3lKNtVqsVKlNEIVmsat548y3Glw4Yjsbcv3ePx48PmYzHSKWxLjAYDBFKEyMU5YC6rhJzQmdkZsw3v/kGL718nWVbMZ9VPLh/SHSBo8NDohBIZTh5fMgrLz3H0fEZi0Wij9um5sbBFe7dfcwo2+af/cN/gvBLdreGTKczjJA8t/c8L159lXZumU7PaJs5u9sHKJGzf1nQhEO++kuXGakX+M9+7U/Yu76NI4EK3kuaylGvArv7Ewo1YXFS8SfvzHl8L2JUQZQR3ziEMDQ2gBJkhUEpwffe+iavvPA6f+1f+1luv3Ofd269iTSKs6lHliOk1OzvT1gtllALXnnlBq9/9jXu3H2A8TkhFHzhp77K8dkpJ0cr/r1/9z/k8NFjJpMBv/jX/yL5/g6y3CbIjFvvvsdnX/sCTWN5/6132Lk8onYLDq5vc3z2ECNyghH8J7/2n/LFL3yZRggOZzOK8QF/+9/4nyZBcFPw//6P/8mP4Q370UqfRtUv7nvQZpNd8ySgct7Z9dtsLs6BNdDRgyK9O9QmiLNpp74JJm0CDxdBlR4QuCjYtglIPK3OF4GdTeeufp++XIzGPMtWvmfePOmIFdbXtD6n60GUsBY17oFu1aU5RZ+uU5pszUJMLCvRtfGT9uhPtLcQia3R1VUi8GtmUJc6Re8eRqer5jFaU5TlOrWqZ2WFEGiac/2c/p72gFN/bX075Nk5i6sH/qSUeAJ07KKerbPJZoreQUg6DG1bE0KycK+qav0M9m5vaepwnhqXzmMxmUEqjUAklqdMQJXvNOXqTk8oz/JOD+mTxTBI7Js0Fob1d0An7pugn4iSgt4tLVmDy84d83zqRc+SXX+XvhcxIKJLotKJ/gUdSNQ6hRCG0HrC2YqTqeaF565z+PiMo5MzzpaGyyPD4cOHhOkRzz/3KVZEFrNThoMSGxVlmaGCwjpHludkeZ5YWa2lriuqakU5yHHOIiWgJN4GRAyoLCMEcNYRnO9Ey1sWy0DdtuxMcnb2rnL44B5bZcZytkIyJ8stmSlomjRGNlWOycx6HA9OsGxnaJWYTkYFMpFSXKRMLkWl0pBptgc5AUWMkpvW8NKlkuPDmumsxuQDFquacjxkWTveePuIs5nHIvHRk7c1g3HGzsgQmgYjPds7kqwcs6pA0JIJR842Z8eHVAYGWYkxHlNMODqbYooxt++dsvIRo3P2xgOUbCm14IUbl5ESotLUq4aD7V0OHz9mR2tcs2CwrTnYG3Hj2gGvffoVrly+xGw259vf+jbBNUhSuqVtW1yTAmxNPGfVFUWJbz0BgReSEAXWtsymK3a3x0iV0Sxn2KZmPBww7QSNtTKsqpqyLBOrr9cxkKTUzU4wNLkipnTG/4IDr3/mpSiHfPHzf4Hp9JiTo/scH90lhobaVRAD0bcIFGVWMConSQ/HFzS1pWkc2JACjxG8dxADh49nWDtFoDEmp3GJ8ZnlBToz6MygjCYQaFrPsmqYLxvqJqJkSVYMkDr1h0YphJLdPfa03lJbSxRwaW+Xy5cOEBIaW8MyEoVnVS+ZLc44nR5S1RZjRgTf1bFpsXWLjxLvkzRBs6rIL2+xdWWb7e0MbSTlMCPGOXWdzA0mk60kYilk0rfys8TADIFgawQrMp3mid4FlssVuZogZc5osMty4PA+w4cFVdPQ+gYpPIMy2ZY7kzF1jnnVMl01LNuIsyHpoClFnvd9iOTsdElTCwSSEByrVU1VNTw6OsLaOa6dY+saPGhVYr1g3ixpo0VlyfVLqsi8mrJqRkzUPnXbcufhCfcennJy1iRtKx+wMRBDi6waVGaQOidEQdW0NNWK4CxCpPHPaIGWApUrlEnmGEZplEwabojIvArkmWI6X9BULduTbZQ0zBc1TZvmBYOyZFAMKPMC5yJpOSWo2kgbMoIcASuIHiUDWkViaGmbmtnMJUkMIkWeMxyWKBXwfvHjftV+pPI0xs2fNbvjqWyWHrjZAGlix7p9IhDJk583NV/6b8//v7uOEM8DQU8pkXPX680g27OCoR+nXZ7GTuqFUvprfToQtTnL+PgpUM9ix3xY+tNF5v7mMZ4G7lwM6n7UMZ/124dt+6MAbf3z05en3bcP1vfZ9+4nBvwBiDFRDafTM8bjcVqQSLmOgidRZotUCkgLH6Ul3iW6fvAOKRM67VwCf5LVu0eIgJKe4FySO+g0MmSUeAtSKYRO7jRaqyTeGDxBPMkkSOllXX1sysOVWneCpxHvIfj0uGtV0DaB4M8FX5NORheTTchRomzFSJFnzGpL21qEUklYD5nAISG5e/cBrb2THhwk82WFs5bRaIRzjqqqKMsygTlasaprhpMJTR24eePTeOd5ePsxb7/1Hvfu3ePP/8LP8c7sfVzbMhyOGI/GVIsVz924zt07d6imSw4uTYi+5f77h3z3G7/P5d2c529cxVUtmR/y2qc+xeXLl3AN1O2SZlmzOz7g5vWXmcdDvvPH3+fqCyMmpeTF5/dZTj3VzDPYHWGMJoqanT3NlSuKTF1h+rjg5KSmnloG2Q4CjYuJxYDsLbDBO4uSGpUJ3r/9JuPRAa9+7rP8nRdv8v/9B/+A+3fvsn1lh9o9QGvFYjrn6o0XELHg4YMTrly9QXCC9+7fpRiMeP/NB7z/zrto6fj0a9e59sJVGlVz7+guxd2c4fOv8vLLLzJfnPDe7bfZ2TesZoeMdocc3b3Di1/8Ob757TdoPXzpiz/Dn3zj99n66oArB5fZ37+MtA33793m5Rf3fgxv1o9eQnzS6UkI8QSAsbmozzothz5FLMuyJ5gWPcjztE6vZ/z079jFNKJNYKZPHevBpc3S16cHqtbixBug0Gb9n2SaPKkN9DTkvj9+v8/F3zdFj58mLn3xPL3wZOwANjowRG9c17pdvE+5Pt0AnnRyWNuyJ5WbcN5HyV4XrRdt7vWDesYRGJPjvEPrDnQRXS56d/xNNtMmq6kH3pRKAHnb1h8ABoG1nf0mMyfGNCvQHWi1GYVJYJMnhoDp2jp0IE/btut7ulkfCB3dNa4ZYb4X8JcxGQaEiFIGJdVaO8r70OkLpQi01opPVBEpxQvRsX8i9BRarVManNTpdxHoWGPd2NMFVGIEiUSRFi5J/0gifGIMpbGzh5I8MSRgzXuP9UmjIrjAzDbcenDC9asH/NLPf4bf+K0/oFksmFzaIR9ucfroXexqxfOvfIq9yzc5Oj5Ba8N4Z0w5KJFG461LqX4IhuWA4XCAtROqekFZ5kBEG0klBdFZdFbgY2R6WmOMYTqbEbxDZRmFLGisZDDcZTg8QIukyeOdJRiFNgJIblqtW2F9QbACk+WYYki9OqVupgTrybPEHFaplWgbiywLRAxIGdFCgBRkw5xJMea5vRFRJl3C1oaUjhgFX3x1l9NZxel0RtVY5q9fZn/3EoWWVDNNCA6dZ6waz6LRSDRNvcQITeYV+aV9Cq25duUSi3bFoyPD8dmKXFZMcs94PGBnYsh05POvf5qtUQbRUxQDlosFksjp2EKwKLHD1Sv7PPf8DSbbYxbzM957502quqZe1RhpaFZzvGuRIqBErxml131ItVxi8gItUnu2tiXPDHXVcujPyDKJyUp2dvcY3FtxMl2givSOGZMx2R6xWswZlmXH/JEf6I/5hDJ/Mp3z4vOfS5bp14559Pg2R8f3OD68y3Jxgm8tWgqMdJR5QWEKqjZilMFolxZQMnTpNw7nGtpWUlWW4C1ZJpGZQhmDll3Ka3DMVgucbWispapbrA0omZOGDkX0HusarJR434JIwYdm2RBEYl/lhUFpQWtrzuYzTGNwwfPo6Iy33rnNfF5R1Za4bNEqp20C0UcUESlKMlWQ5QMkK3JdoESgMJFyrKhaxd7uLvWqRIkRO5ODZNDS1vjQslyeUVUnTIYjvG8oBhkHly6xqkYUWclAHyDjCK0GDMqcre0cIacoM8ce3mc+P2M6O+HFF14gN4aoFYvFnMOzKUdHZ4goyHQJ0VEUJUZpglQEk2F9w2j7cgKfvAUROTw7wWQpADGdnmJri/ACJRoiAak92QBUPsBjkEIzXdZ88/t3efP9IwKSR49mTKcN3ikIDSGAbWZErxgOdyhGE8phiUAhQ0QEjWsbvGsQwkHwSc8sGeJhTEZhMsqyRGcGk2kgMPUtgzLDSEGeZWxvbTGZFNTtkNkio64Ew8GYVWU5PFmgs0jtPI1t8TFg25bptKWetxAiUniyLLnErVYNSka07vQFQ6Cu5pifqBXkj1Yuzs8+UGLKpREdk6X7cv3P0zk2H80SefLvtJfoxuQY+3VnzxO6cN7zPbsq9oBGWO9zfv5+znnOwlmfPcbOcCp2RlzxwpF5Ci3pwtl78GqDfXR+fR1bZc1KegKu6o4h19e9/n7zlAJSBGADLBNPZ/k8i9FE3GTEiPU93bx/QohE7OgZNutqnNfnCQDvQolPtGO6h8+CvtZtR7q2Xv67J7U869n5qLHwWeDY08pPxqsbu8hzSBOAuqo6UAREJ9bZLwB9cGmxE0GSkM7ekj3d/HSDrG2TjSqJpu2jRZCYNiEEfAQhYhd59uQxS/WgXYvNrtkBazQwdEyf0Im2pmNF55FGdXpFaXIsydAqI2XMRCIOokvpaVFCF13wzpGZ5Mqys7XF2bJh5RxBdi41LmClZ75YsGwdLgQGgwGttTjruuuPFEXBYrFgOp2yvb1F3SSr7GpVk5uS2+8/4Fvf/mNmZ/MkPKhHvPmDtwg+kumcQpTMj5cEItWiYjzIyUeOr/7sV/j93/06j2/f5TOfvsrzz+1yejQjWsMXP/PT7O7tMdwasqjnHJ0eMixKnrtynZPpnHffW/HW4yXL6YhPf2pM/uJlolOYuMUgy4ihYXt7i+3hNW6/7bn99gLXRoweo1F4l6x0o+jsoX1DFLG776oTLxXYGJhWp/zun3yNFy5f5u/+3f8lf/DH3+U3fuc3MU5w9fpVRk1gNa/4/qM3KEYDssEWJycnRA9f+90/4PThIz71wg1e+dR1Jjsl0QgcDbuTEW51zDvvWKbVlHt3brO9P+HylRtsDwdU1ZIXXvoUR49WXLp0k+dfepH/ylf/Mv/7//x/S/FLit/+2m9y+doVru4PkKJitrj/43zTfujSv3e9JXovxtsvxpM2i1wLMff6LD2jowcCVqvVGhi4KP7ci/f2mkBZlq3P0zt/9Qv/Tet4YA30bIpPX2QE9eBJqlvvhvVBcOZpbCF4eg7w5n4Xv9vcvl/EXGRNee8TyycE3EYKVQwBdQEMESJFKaWUCQDvdAGklEQE1p0zfnpQXJtOYDn4buxMdU8CugqEIMvKpKMTYwLRg187KoYQoO8DOWc4bTK0QkjgtBSSzKTUnf46z23d1TotrAcRN5+rJ1k/PQMpkBlD6CZACewLOOfXek+bbZrKORjU991SJtDCeYfqn7mQHJZ6xzBieh6cd+tUuk9K6du3V46MHfiTAFKNUhJjutTKEBCxn1xElALR6XTJANYKpOoYZUolLlWIaWKmkyB2iGmBGYXCC/BS0ziF9YYQC26d1AzfeItf+NyL/Mov/zTf//YfUWhJOTkgzk+o6ylvfO9P2Ds65NXXvkTtAvcfPmRnZ5vd7R2ilCndWiaXv8FgQJ7naCNomgpI4NT29i5ttWJZVezu70Kw+LZCBEsgMCgN1tVUNWwPhgzHBzTzx7jgccFysH2AUBGdQRAtwgxw0UI05MqgTY7JS1w7pWlqqmqBkjnG5AgFSjmiW1FXFpmplJJqMoSzSBcpFIRQ45qaUmbEICiMYXJlyPNXB7StJtmag4qK0FTEdpLASJVxMq9Q+QHWerzznB6f8sqNbUbDcZon7Gzxzq13eeXlq3zj979FsEO8F1w+OGB7mPH8jX0+/coN2mZJYVRyWqo0IURWVwpCjOzt7lOWJbfv3Ob9t98k2cOnxccwKzg5OsPZmuBbhsOcPMu690aldBMfGQ9GlIMBddvg/Yr5dEqz8ghZsru3y3C0x7KqMXrAfD7j6tWrZON9TqanFIOS1rZobRBSrlP6lVLr6bJUHSOkBzU/QSVG2Nnaw/ktxuMJg/EWuweXebC1x9Gj28xOHuHbisJIjKgRwpGbxBbXWpMZ0/X1DdbVONviXBqDtdbovKAYmuTiRsQoBTLSeo8PgVXdrtPdlYhMhiNQCmMUQniEDAiVWKR13ZLnBUIrom+xtmE6OyUvBNPVCoTk3r0HfPOb307PZDBopVk1K5aLKqX8oSjLEqUG5MUYk0m0Kdjd3qbMBVIFnK2p65ZqqSmyLS7tPZ8cuWSkambM5o+ZVnOaak6wI1575VOUxYjl0jKb1tgAZT7BmBKlcqTN2dvbZTBYcTp9TATqeslsesrx0QMyXRK95uTsmCw3lEVJrg1Ej8QxHk/Q2tC4lF63vXuAi5GqXhFthVGCKKHxnso6vMzQwxIcRBuJ0eFJAV9rJdZDQ7KSP2xrrD3FhkBwoMmQAQgBZ1sEkOWaybhgMB6jTIELEiNzyszQZJqmnrNazaiaFa1t8SEFtzNtqJWhGTQUg6ITwJfkecbOeI/nn3uB69f2MCrircO2GY8eqxSEFoaTWUNtjwhixqJqqOuKPNcMckm1ssiYUer/P3X/GWRZluD3Yb9jrn0uX2ZWVpZrN93T02N2dnYX67C7WCwWWFBQUBKBYCikUEAKKajQF31SiJBC0gfpCxkKfUAIIsglERQlBUACJCACAQiGBGG4FmvG90xP++qqykr77LXH6MO59+XLrKrunp2e2Z3TUZ3P3HfNueac8z9/E5OPJLcOb5ElOYvFkrPTU87OlySJJE4TTk8fs1qf/2HeZt9TeRrL5enLXQITguvLPfm76xDH1kY+ZP0CsYmT39pe9/rZ4/nL32y/7sfBV5bbBi222S8bqdDHkww9bfJWcLmPTzJ5tmvkWaDGNsglNjIw34M0m2Uuf3F9VT1wss2U2t6/y/Vce31tHdt72/Mzrmzjqb8MKxVCbgCw7WU2+7C99JX1bh3/U5a9suQT5/cPxlz7owH+AN6GB2kcRdRVFU6fc3gfJFRKCVrT4J3v/H3oaGxBux7SbDy2izV2NtDYvXNY34ZZUqkJNhY2mDWr0BAaU+L9mI2RpQDTNgHs8R68wfvAOtKRxLlODmODDt7hESJCxwJUixcNni7Vx7U433braLsBoQKvUDIMSBpjkEqipKBYrXBpBN0AV0lJWZUoraiXBXGSsFqtsNZSrNccHt7E2paz01PGoxE74zGr1ZIsThAqMGXef+99fv3Xfx0hPcMsI9Exxlra2qFEivSKSA4xRAgliL1jfREa2//ib/xdtLP85I89j3eeRw8WDOMhr372M6TjFK89TkJrGnZ3puR5ymy5YlGu8D6GMuP3/ukD4vVNfuPv/2OWp1AXMXmicG2Dryc09pCjd49xZoDwKcLHWGvQQuGk7O4hR6QETgXZnRUaCQhngjyurYhjxcXsPv/Zf/H/4Ud+/Jf4pV/+Zb75+pcZxAOaTFKUDbdvHfL4/JzXv/UdZucLjj44Yn93l1/4hS+S6oqf/pkv8S/+5T9jvpyR5RNuDcYsF0f8N1/7l/zoj/0ENw6nvPfeEf/wH/+3/Mwf/wI/+sUvMVs23Di8y4uf+hw/8vkvkLqIOB7xa7/xW7z2xS/ywguHzC/e5GJ5gc3+yNxyH7v0A+3tNC64mv50aYysiONg7gxsUsJ65s82u6cHLKoqAJXbIM820NDHxPfb3ZgXbwwT+/SaMOjfTsHq5UHXJWHXEfJn0V0v2ShXGYDX08Wu00S3KabbTKHtiPv+92kcXwIugHWua0zDzHe/fdvJuFSX1tOzCZWSCOGxtt2AI5fH1c2mexH8dWRIDAzLua6R9DgfBnTGhISlqAPznHMdyGfwPrBxehAtsCp7gEqB85trIop0YPDYAO4Bm/PpvcfYkKrYXxc9gC8EKKVpmhrwRB3TIKz30uC7l4+F66QDe5S4ch6ECCyxprBBOoG44i3U+wVFUQxefNgE1x/JEvoX4gpY6L1HKxG8IpQmioI81jkXUHQHCBeiwvH0JivW++APJftENUNRtajOgwMhqVpDZQXGehonKVpH2ZhgPts45rUli1sG33yfL33hHj/x469gl+eYGOpViHlumznHD95mNV9x96VPo9KY85NT2rJif/8GWskOAPTM53OyLOmAWxM8eWqLTlOEjtC6YXZ+wnRnQlUo4khR1kuUhiiOaOsKxIjDO89RzCNmZ6AjhYwikjwlTmLiNEEIT9wlGjXGEiUxUmYk2R7WKMq6JYo8xtfIVhBpBU7ijMG0EqIUEVmU8LR1jbMVrVniRRtAHhUG61HmiNMBSSxBaLAWX6/xvkRqh0hjEIpIZaSjIbYxOOs4GAXPHueDLKoxKz714h516/jRz93lc5++x3S8Q5YoMCWH+0NMfQL1inZdUTcrvNd4kTAd7xJnY5bLgoePjpjNzoiUQFgC2GttkLwJR5JJknTSPaciEBLrPE56oljjhKc0BcbXNKuStloTqRRESEFtjEHqmCwfcnh4C8OAk9kFuzdvgXCsljN2d6dUHYMooJlbBv9SIgjm0j9k2A+mbTg9+YB8NEJHmsnOHnGaEumENEo41THz84dU63Na16C0JE6ywPhxlniQYG1EWYWBTN0YpGyCVEtFxHFEHKnAVvQWIbpEPu+pW0PdthTrklgmjEYD9iZDjBfoSKM1OBGkSkJHJOkAhKVuSpSWVNWaN998g9OLKa2RrIuasmzReoJ1Da2p8Fh0lOBd4A16JMPBiHwwJUoGwTPMVbStx3oNXjOfLTk9XlFXu+zv3GA8PCTLBsxX53gf6qyp1tzY3eFHPvdZXnnpUzgXcTFruC9nzFYVlgTrYwQxKE2eDciHjiiJUdLRVisibamKJSK1TKf7ROmUyURzdnpBsSqoyxIhBUorvFBEQtJYw3Cc4ZVErT31qkJ2l6MXgjiOgqG6lHjjaGpD2ziMVdRtGItI6cFLvE1wNoBMsXdE2nP3YJ+98Yi2qTg+PWa2XKDzlCzTjPIEGSUUlcV4RyQUqc4wqSfWFnzTsS093liaxtHQGT5LBWlGGieMR2Pu3L7H3dv3uHNnB9uuacs1y4VACk9dG87mJXFqabBI5bhYrokUTNOMQSTI5A6DWJNHkiiO2dvbJ45y8jyjbiouZhfUdclkZ0RrVizXP1whCX/w0jNqPrpc57Z8nF9tj9u37QOevqx44vttOdPTZEYfNnH5NAb70z579r5fAzmeAUI8e53+ib7Xs2VMH1I24Jbfqs8PZ45+nOP8bvbho87Zk59dDZ3p/16yvq4XdwX46dlGl1faR4OTffkjMhL1eG/DDFkcs16vED5EyVrr8AKUVrRNE6QO3QDKiUB3d9Z2Ei1QzqO61BdngyGhF7J7issw4PFdRXuBlBGmtXiCpl0jUdpjbQ3ObgCmILswOKdxLmCLbdsgJIH+KTxREuG8xflgkOnFpU+GcSaY4qLAa4QIjYPvBkTGGKqyIMtSFnXNME+J9KW5aj/bbayhKNZMxmPyNCWONHVd451lkOeBKREn1G1NW7TcvncP41uGw0EAvKxEyxQhLEo7rGtRKLSK0KrFeUukI6rljNn5Yw73Mz7z6XtgGhbnK159+XNEOuFitYAsQmQR1GviJCFJcqqmpGjWzFcXHB8/ZnW6wq7gy//tt1nXDeObEdZENI2hKAXz94c8eOd91vMRKkqQSuMRaBUFnwnrgk4ajxUWCOdR4FAIhFSsK8vJ8Sm3D/ZptcNpzZe/+hvcunXIiy8+xxvffJPFvETGGW+/+T6FsRydnTBKE+4eTnnu+TsMRmH256tf/zrWaXYnt0mSjFgPOD+f8+Irn6IxNWcPj7g4eshrL9xFtI533noXITLWy5p/7c/+d1nMZoh0yJ//C/86r7/xZW7ujVmuzjlbnVObNbfvHPwh32vfZfFsUrR60+ZtX5keUOmvzx6U2UR4d0ydHgDpGUR96Rk+cAkO9J4//Tp6mVe//HYK1nZD2AMD2w/g7YStHnDZBg6eBgD16+olRH3pgZ7+d9sSr+3fXy/9MT+tYXSIMKASMki6oAOgZZBd9duTEqV8YP1szxh00xgbpouANE3DYLl/brUWKRVRlBDFCXhP05pOsgXGXMbJa62D4e/mfErSNCNNO+Zla5A6GOHHaRrAeBvAlSiKQgR357kT5GvqCjjW10Mf9Xw10ezyfOhId+D/JcDWr+dp67KXbejGQyn4TUVY25kfd+ded6ywtg2TAuFc+iug2Q9DEYINYCNEMA91zqGlJOpm+XXnDRUkgAKkJ6jyO/AHj3DBZ0XKwPTpWXh13QZATWm8cCzXFau6ZV231M5TGUfThgkVgaJxipOV4KJNeOOdR7x8Z8Ddg9uYPMO5Ai8KTBlTrUswnofvv02Sp+SDMcJaFILhaIzDs1wuMdZQNQXDQc5kMqZtyjAx1J17pRW0YE2DjhTL9Yr9/SlKwWiYUq3XKC0Y7QyZju8xGMS0bc1wPCLNM9JsSJSmhDmcIM/y1gVpmA0R2FmSUzd18B90UDY1Mh+gVDBgbZsQs+ytw/kS05bgWkxVgrB4oRDahNoWFYgYQRgY4wW2LsGGtNJIKbwXaC0QtkbYBlcXaGfBlIEh09Q01QovAkvgsy/fRccjUqkQpqKt4OT4LYrVnLoqaFpDlGQMx3vsTveparj//rssFivaTnrk2xbTNNimoq1qyqbE48mHA5qmRscxWofnVJSk3cUnSbMYYxswlnKxJNUxWTagaiRxHCGVJI4HCCmJk4R6bblz5w6NEDg8+zcOaKqKOA3rDKyfPtWwAyJFYAL9sIm/Vus5b7/1FQ4OD8mHI3SSIrxkNBwjDu4QCUgjxWoRU67PaeoS4R2RivCRIIpimsbRquC9KDHEkcPRdDPLDknUJcwGiW5jg9SrrCrOT+ZoqchSQaY0u4MhVkaoJCcbDKEzF47SAamQtG1BIsD7AjCUdQWzJUIOSbNdxuMca6Eqa5bLBUW5ojXz4FWpE3anN9jbPSCKA1i7Kkrm8xXvvHPCo/sVWepYFUuWheLFTz1Pnu2TJiOEEjjhmC8vODs9YjWf8eoLd7l7cJNURVhi8jQhzR3tssV6gQ+ETdJsQBSnKC2I9AFNuWQy3sM2c5xtyXLJzcMcyGnrjOJwHACo0xnrdUvTeurWUtcr6mrdpT5CHhnuPHcbgWddlBRlSZ5ovAhBAs5CE0uaOqJtIlrTT+j27Mrg9RfLiFQLXri1z2dfeo5IWIxpeD+TPJ6lEEdUFsCgpEO4mkhCnkVMpzusFhc8NGtWK8JEtvUh6cwH1lEpSqy3tN4yHI0Yjadk2ZA4yXFOkKQJxeoc6x0OSZyOsU6zXNe0vsD7EqU8uzujYMqdRcRqCGLC/m6MTjStdVgLcSPJco0TBuMaZvMLhiPJcJj8Yd5mf+DSJ1pevu9fPV1WdR2M+DjAyGaZrYnAq/vw7Cj3Zy3z3QAr2/2kj9rvZ4FGz1r24/z2Wcf2NNCq+wVXuDVXGC6XISfP2r/trV1pLz4C4HmqTOwpx/C07X7c6+DjAEjbAN4zl7/GWOqq5gmQcXPeP2R7f0TAH0J0mfckcUTb1HgXmDt9hLvWOkTAdg2f6xlBnXePp5uBtmEG05g+/r3T0/nQQbUmJBIQ1Fxo1fuSBJ2rs1GIS7YmDLxkP1gNjKPwL5hAN01Nb6TpvWM0mgAd00CG1B5jWrzzXecyyDLwl6fEWYdSkjRJiKLQaAxHwzADaoOXRdzpem/c2Od8dkGaxAjCTImLNVJ4skHO46NHRFHEjRs3ECIMpterZWeWGTqOQqQgZGemaNAqyDa8cCSpwjvLannK0aMP+JFXD3nx+QPOzk5o1jU//WM/w+HNO7z34CHrcg0LjdeSKImIlWLv4CYn5ycU9z/g0YMHnBwf0awrMIrVeYlTnrbSfHB/zmg/oVonnL+b8fJLP8b5ye8hdcDonA96L+d8aEyFQKjQEQyV5hDeImREJGMuzubMLwqUP+HuS4ehcWwKjh69y850lziKkNLy/juP8E6S5Dk3xvu8+NwNpGxIEnAyoraSxXxOazyDwZhHR48ZjHY4OZ+zrpYM8xxfNdzezwDP6mzBG99+l//R/+R/zNnjMyLZ8v7xA25+7nM8//INlvWUJPE0Vei4J7Hi5OjdH+Rt9T2XbalVz+q4DoLA5QNOKYm1l7Hl/YD60pz3ycjwnsnRs1b6Af62ROiqxIcNC2kbYOplYj2I1O97v47tlLFt9lG/T9dZO9vsne3X22VbGra93e3P+/fbMzPhdUj4sM6FWe7ew8Z7Wuu4lFn0QIlDisAWDFqIDvEQHcvRQ1VZsixHSoUUirY16EiRDwZopXHd/RTF4Vitc0Hm08mthNCoKKKPSLfGbvipSgVJgrYRRVHifHh+eddH0xvaLWZNHMfhGdaVbdaVVJem3L38S8qwjaZpiJREKIFpzQYAh0u22bYkToheFnfVM0pIGdhH3qNkkNlYY4mTZHNNBtYU+A7w+OEqof0LhAmJEh5LDwqFOtFSbijFXopO/tcxxgQowAgBXVsTpHsO68OAsm1rVKI6M9Kas3nJ2nha7wj8tDChIYWktYqji5L3BxGTbMD9BxdEznLv1pjb8T3ixHJxfEaxKGjqgvE4xbuW1WJOsSpo6gZrLMOdCZOdCWfn5zx89AhvDQcHe+ztTMA7lssF090p5dqC8qSd2W1dV3gvGQ4GCG8YD0M72rY10mluP/c8TVXhvSNJY5RKAwNXCap1SZKFtqwq5kQSsG1IoAIilWC9p2laRqNBeI4I8LJGSkHbljhb07YNsYjxpmPNmQYda5IoRVuHLQtMWyI86ChGS0XbemRnouxweKlCCigGXB2i6gXBJNaUlMUC42Aw3AehiJWiWhZI13D06G3Ozh5RVSXeCXb2b3Fw90XidMCDB0ccPz6hWFXggiQE78EFv4+qKvA+TDRNxjuYFqI0pm4tRVWQ5jm+Dcbrg8EAZ1qqdcVquSCWMdIJFhdzRJRiVo50kjIZDEnzjPF4jI4Vhy+8yKOLM7715rcZ3rlLlg8pi2UA5qVER1GXEiO6SZ/w+srU+A9BKYsVv/kb/4g79+5x4+Yhk90bZPmEJBoQ65j9/UOyJGIxHLJcjqmWF1TrJdYKYqURXoAVxDLHKIkYpCRZgyqX1E1J09bElUREXfuAoG0s63XDalUjRcIoG7G/M2FvPGEYZeh0hEiHWOFxSrCuW1Q0QDvZGTe31LXFiTqEAqBIsyFaZWTpDoN8SmMso/Wa+fwcqY5p6pJIag5vvcC9u8+jlWC+mrF4730uZivasiGS4F1N3Tiy4YQ83ycfjFGRoqpXNPWKqlwGcLcoOD85Z70smQ73qSpLWXhOTy+4/+ARg8mQUT4gjiKmU02UBNAlGQyY7uzj2xLXDsgHniS1IJfc2N0hkmOaJuVipklzyePHJUePQ994Mb+grC7Yj0ZMhiPu3LrDMB+A8JR1xePTU+aLkK5nLAilsVZTVwZjBE0d5O7G2dDeSYtCk8SKcaa5d3PCqy8cIm3DuqyJYoHKNOerFavZioolxrjA1IoUo70D7t2e8liV1NWA07MT2qbFE/oL/e1gJZhA/0EmEYPJBBGnnM4WzFc1aeJoqiWzosLKhMn0AK1GxDrGti1RLEgiQR47xrlgJ9NIGSbRvVQ4YXF1EyamdE1LiYosddNS1gtu3NznxRfvAr/3h327fR/Lh7EwvjtA4KMAlo8DBj3r82cBPdfBiw8DIZ4F6nxcdsx1xvzH2e/Lz3qg5/J4rjNZwjL9/nQfXirFvitg7qOO4cP29Vm/+TjA3EfV5ccC3vw1WZgQTwV+Pqp8T+CPEOJdYAlYwHjvf0IIsQv8Z8ALwLvAv+m9v/jQFXkCU8aBVmoz4PB0M8Zed5HPJvhX9AM1GaRVxnYsHxEGSP0M/0aygUdqFcw/hcX7Gi8EzklUJGhNiffTMDtnJYIMY0LKhMTS09Ctc+gOBJJKhhhEZ4IhMwJ8kIT1zKLgC2TwGKCftXYgLAgDwuB9AJTajllRVRXZjX2kkrSNJU0SlsWayWSCjAfUVUk0HgWDv6Yhz3Jirdnf32OQ53zw4AFSerIsoTU1tw7vMBpOGaQDZus1KjWga6I4JtEpdWORKuKFF1/k8aN3OfrgPvOTY37xZ15lOkw5ev+E3eEur/3Y87RNQx7F7AyGnJyeho78qmGQTYhHMcFVSXF+vKBdWqig7QZiSmjSKCeP9hnFr1FfGOZnJ7zxjWN+8ku/xCCf4HSDioM23LkgM9KRBBEYVogIaUFLj5QWLz0oSbNcMko1t+7sBQ+VJsRL4ywXp8cc3nqFr3/zd1gXgpt7A7ytuXfzeerVmsZVHM+WSB2RpzHSr0mThMosmewlHJ9/QFWUvHjzBhrLnc++xEsvvcA777zPa6/9GOkkw/iW4zzhb/6n/zF3nr/Np1+9wfH8PQ7v7aESSXtRkFqYl2saV3/orfBJlU/q3rzeqPSsmaQbQPcJU1EUdRHcQfLTL9f7+fTyr+30r+1/WgcGW8/46UGjKAoSsl6O0rOAetaIEJemzv1vttffs5a2WUrbzJ7+GPvj6//2yzZNs3ne9H/7OtkGfELpJaHhNQRTZedsd9y6W0eIMHbehRnuKLBjhJTojlW1DWz1rCtkYB/0g/leKiUV4dnmPM51oIbUSBlkXnEco3UEdIBAFG3azEj0Bo697MxhnOuYQhEuCowbZ8P6vbUdSBQSFYNvTkiF8rgtv7QgF8OHZ3oPyASpbV/vQcomhEBpjbPtRopV1xWRDvXQtg1aq41XVPis3QLkXMd8uYx6b5o6MDL8ZScogBlt8NMwZuMnpZSiqc0Vk/HvZ/nE2s1OGg1deyMEygdmrPQehUN1HQMvLvNCrAvx7r1BNijwQYpnjcURGEVKK4R34Ay4ADIhZBg8ChVAeOmRzuKMQ2uJ1DEXy5pHp5Y7L++yXK554JfkiWP/8AV2bzzP+fkZy9ljqFtSqRkMW4y31G2L9Yazs1Om0yn7+3ukWcSjBw94/PiIPIkZZCkXizkOTxR1EwLCMZmMaG1LEifEUUamoamXKOWo2xoVJXghyIYD2taQ5hmmsagNszgkYNWuATwGR1OuyAeDjt3r0TJmb5IhnQwpO74FV2LqlvVqTmvDoDvJdoM3ShukNXGq8cIgtKdtys4Q3+Jbg44SjKlJdBYGlQYiGSRrrikoV0uE8LTWsq4bVmfHuLoAKVEGzHpJoSNWyzlKes7OTqjqFh3tcPvOy9w4uMvZ4oJ33n6H09MLyrLesLvSOMaYBqEU87IkzzMEgmk2RCCJYsV8tUTqhMEox3nI8zGDQYY3LXXZYKqGVAU/Ey0VlS2obcV4mNOamtpo5ssZUaTJdc5LL73I3/0P/xHT6S46jjl6+JDRIA9sUq0QKqT3STowXPTg5Q+mfHLtpuNi/pDWzjk9f487d55jMjlgNNgjSyekac5wOAWhkDpmmAyYuUcslmusCROWdWWoWnBEDAc7CO0YDodUpmC1PEcYE1JmbcjwaxvwTuGNIo1zdnducLi/z+F0Sp4kEA1pZUzVrCmrCmM9rRVYp1AiwvWTqc5TFiXzRUmeC5J4zM7okDgakWU5O5OI0eCCNN2jKpcMhxmHBzfY2d0n1pLWtng8VVNRVw2pTrBG4nzKzu4t0jTH+jZEnjcF1WpBuQwpX2k25PHxnA8eXqD0FC9SikpydroEAxenF5hhTZ5nWGdQUZC3OuMY5iOGd15EuAVCzcmHLaNdSZQ2aG+Q2pFbT7pW5GXKYO2Yz5fYtuBgN+O5Wzt84TOf4c7hXS7mcxbLOWUaUa49Z2crrIsQQpPFOVoL6rjEO0/TGJaNZdVYnPFIHFoaYuWJYji9+IDTswn3Dm9RmpZ1U/Pg6BEX64KLeUGUFICmqVviSDEeCLQ6II0Fg0GCVJ4kiZAqRQiNdQ7rLU5Y4mHK3uEBN27fZrS3RzwYcrqYYc0SSUVdr6hqSzaYkuYpkpRIadbLGYmUuKaiKhr8WKGkAt/Q1DM8a9bVmkVZM1tULNcVi9UJ6AalW0ajIYc393jhhdvfz9vxSvnk2s3vbxFdm7sBIyAQGXjKwPwjBuoflzXyzP34GMDNR62j//txGEjwdLbMhwFiH7XtJ9gwvutd+y3sZwsr8lvvfScFcx+DkfSs9x9Wf09+1/sOw4cBhs8CmbYniZ9aNx/jevi418wnwfz5k9770633fwn4r733/44Q4i917//tD1tB73XthcBJibOmi5f1CK9CZ1bIEOMIWG/BSaQILB/rgt5ZdP82xqiuJRgZquC7Q0iSsdbikUH3rARtGwaN3oXvhZS0Jvj/OGsDUygsgPQObGA4ONGbQAcKfVmsuzj6kDympKD1NnSSO/ZPiCS2SBXQZOstQoKLElYiY7x/h1YleGnREazWBRbBYrWkKs+ZjkdMxmNW5RI9zgJLoGqYn5/i6gG+qdg92GO5WoO33H/3O7z17a/RrGdMBjGNMWAFbeVwsglmfdbw4N03OD16H5pzfvFnP49vG+6/9wF3D1/g1Zc+TV3P8BIWqwumkxEv3LnDo/Nz1q2hqEryUcpqvebo6DEX8zXzZUFVG4RUiFiQpUMm431e/NSn2RneRJg14zzm/OTXWM5L7t5+lUen38G1a2IZ4WRIQvJYLKCERsgIBWgcTlha12Bby0uv3mN+MadtDMM4x0lDa1sUgihOefvd90F4Pv3pe4yHCQ/ff5PHj98gTjMGkx0mwxGNcRzs71CtH5MmijyLKSpD2db88q/8MiNpmZ+fcHDvNq0yfP4nPo9ZF8xnC+4fvc9ONuHe8/tko4RvvP4N8kGCaUuMjdBRzKosqeuanf3pJ3DLfezyPd+bdINqPJg2DK5sZ2oeHlC9HCok9QWvl6ssmp65sc3guWQKqSuAUg92xHG8YQ5te/hsS4i2pVvbDCC4TJDa9tuBy4f1NkB0Pa79uhxpm72z/VDtGVD975TupFqeLjmqYxttWD2ACKCykookyVAdWJGmCSCwtr0iWwqfheQq5xzr1TrIrJxHKh0krrbtQKeQuuM6qV4cJwgRGFuqi/jt2xzvPUKKjWF+Xw8hbr6Ljm+CebdSGiXEhlpqTWAXVWVJVdes16vO/6d7lvYzM93AzbnAclK682KDzfYQfXpceJYLwsApjuNAo6d71loXmBGd59slG+jyuuicYVEqMJ6iOCMwMQMQ3zYtTdswHU5p6oqmqTsWh8b7tvMF+oGV773d7CcTEJt2S0hPoLQb8DLERUvZsbdk11KF4AR8P8juDRIdEk+iPFkM3gusF0jpMEKQRjDOFa4y1NbiRGAL4EOqmBIQEVhHRdFyfLpm+twQ71c8fHifSEh2d/cZjseMJznSWmKpkcrTtA0PHh1Rti23b9/B2BbvHYPBgMlkzMMHM46OHvHCc8+zMx5xdvKIO4eHrJctxoT7YjjIA9hnDV5GKBXRNhVaatbrFePRqGMUW+qqIokS2rbBeYsykiRJaY1BKYcxVWAg+xal0tBOhjA+nA9pTG1dUK4WCN/iTA3eIJWiqVcIDHGqSPMUryRNY0gzBUoTxzFNtcJ5w3rd4L0k8oFh1LYNSkhMU9BWa7wzNKamalqWizWL8xm+LUnThLOmwpjOX6sDUuvWMBzvc+PgOVQ05P2HR1xcnHExm+GcZzwc4YyjrmvKoqKqS4yzZPkIL0W4r02ftAf5ZC88V6OIyXAIeFarBd60zC7OyNMYYyHNMuqqRsUpidLoOEYKRV0ZtE5BG1568TN85evfYGdnl/F0ynK5DvHjKkLHCYM8x5ne8y08cwMrWfJxOrOfYPkE+rQh9VUqzSBLcG1JtbogRpMIjU4U2SAm0hla7lDSUucZ63VBUZU4DE0LRelIBlN0MiJNBQfDHUy74vFjx+xiRqQ1dVVjLDSNx3nNcDRmlGXkWcJoPGI03cOjaYmpjKP1iqYJk6W+bcBUWFOAazoZWSCTCmdp6zWL2Ql70xuk8SE6ykCkyHFMEuU0zYos10x3huTZgLZeU6zXLGezEFnuIM12cC6jrBomkwOGgx1M6yjKmnWxDj5/xOBzdDwiSge8+3BFNLREkePx8QXr0rKzc8C6XIc0Og0nq3OC0XQK1pJowd7ugEQLwJANGiJtEMLRtC1lWVM2YeJWSIuKDGnmuXlzyo1pxgt3Drh1sMcL9w4Z5TFvVCsqKzifL1iUBToaomSQDKdJjJQGLxpk29IUNS0WEUsSHROrCGE9GMvFYsm/+O3fJU9zCtNwdHHO2WJJ4yVVYxHNGts6JCHS/a233yXSoU/16PiYsl6ze2PEdHpIkk5AKMq6ojUtcZ5w89YhOzs3SeIBTetYFg3rZYEUhjiKUNGAJMtxPkag8daAdFRVyWCgaE3Bg+P3KcsRQloMFY1bM1svmS3WzOYVdeVpjUCpCCEKslQzGQ6JRfx9uwmfUb73Pu0zysdluLC1TM9N2XBUNgP3rR/5foQLV1Kd+t8Jrrx/smzt0xYZ5vqyG1Z5/50I9iT9Ll8xYhZbSMnW8t1BbJa5CuQ8Y5+uf39td6/v35UfdEz3Z4Ed2/Uiuj7o5WSt3NRtz85ywoX+tRChfyJCapfg8hxcsou2X/djlu48XWEYXT/Wy+V6NtLlvvrNTosry3ZKgE0ddCFW/tlA01NBqic+eRIk+7jl+yH7+u8Bv9i9/k+Af8bHuBlNNyMutKYxLfhu8EUwI9RKsmpbhLMI53A4hPAousQfF94HVk2gtztnOv+dblZUOGrvsVZ0PpcWJRVNG1z0nbHBwE4LjG262dGQ0OU6IIgtY1JjbYgR9h5rGgQtwlvwDownEp61CfIxtaUd9d6hhMYRaPbgqdGs4zEKi1sXDHZz5os5OtEcHtzmzTffQjrPCz/90zx89IAojZEyxpiKaFCflwABAABJREFUSCpOjh5RZEPSPGe9WrBarXn5pRd4++032Bspbt8cMR5NeO/dR0iVonQYOCopWM0veO/BfV68M+beKy+xms0oyoZ7t59jd3dK7StcpGid4fjsmHE+Io0jskizrEq8b1kXK9blkovZjFVZUTRNkAZ4QZJlTG8cMB7vsrO/Q6Q91boiiQSvfeZ5/sHf/0f8pf/D/5G//je+wnQ/AeFwMiQUKRUh1aX/i1YK6S3eB/M9KwwtntHeiEikOAuRjoEGgcQaQV23/OQf+zw3D3f5+ldf58d+6gs8ePgGcTLk+PiESFqqquC1n3mNf/7Pvkw8nTBbrnjn/oJXPv8Z1tWa3YMxOSPGu/t8573vMC8W3J7eoC4rkjQmGyrkhWO5LsiGO3ihmM8W1Knh7OIcJxpeuHcrzBb/4ZXv+t4UiM4hpJPOdObN3tvOmyfEavcSqp6R0adtbYMv182itwGW7Sh3IcRGgrPN4ruOiPcPx23mzvUH6Ta407N0embRdd+f64yefl8vtxtYPGHxAPJcxo1DLzJVXYKW9z7IGKRCStVtXxHHyYaN0wMYbWs6kCQ03T2YBcHTQeuoY1LF1HXNer0Mde0l1gYT6J7lEulgZBtFcZcu1jc/oWGSMkR7Kx3AHuk7YArX1UmIhe+jl2XfSNH7coTtRToiywJQt5rPqOsK0XlJSBmMSXG+k50KpO+fgR1YI3sKawBnsL6LvJfhWewdos8jh8sB4QbgE5vzEDyRLqV9xgYPOee7a0sKEL5j+yQ0TY1zlnww6OpNUNfNx7yNvi/lD9RuenfZ2Qj3aGhffMihoZcRCgTWG6wTWGcC+IPHuxBf7rpUuCgS5FrgYkkkwXqJkArjQlsRYpsVdRt8lvom0TqPlpJRqtkbJUhXU1SWdWHIx4LpZMxydsrjR+8jRcxgNGRnOsT4mnG+w82dO9x8/gU++OB9siwjH2Q0dUUSKYaDFCUddVmxWq/ZmQ4Z5RnGtIzGE5qmZrlaMd0dY9sGpwRSp7SFwNoAJOAE5WqFEJbBYERdlrR1Q56nmNbgbZhNdNYSxx7TllRFiRiM8bGmcAX5UCOkJYrCdde0Bev1kkiAdxZjW3SqqOoF0MXGijjEbUcDQKHjGOctjTEIb6nKmjQdI5WmbSraukbhWS3P0LLvsDqsrWjqNUIGptK6WCGEYLVek2Q5y2UR0pUObjHdu0PrJA8+uE9jLFVZopRktVxRrdfMzmcB2LOO/f19nBCMxiMaY2itIUkzvIAkzdGRJklilJQ0dcl6vcA2NcVqSRJrlI4CQ5DQt9JZznAyZVUVDGWMqR3zeUmUjvA65sHxKfsHd5gtZlgHWT4kiSNGoxGiM1WVIgCVLtzYYRDyid5q33X5A7Wbw8EeN3ZvMp0MiCLFzmjCKB8wHWYMckkUh2vApWBLSPOYPB8wO1+zLFYk2ZQ0S4mSIR7NYJhweJBRrR2Lc5jhSJKYpg5emFJHKCkYZhm74yHDOMY4z0XRoOJk49PVNg6PxNsG1xY09ZK2XmHbAkSLlJ4kSoij4PG0s5OhdY11C5SLieOYOM8Z5BlC7hLHgYVnTcNsdsHx0SOOj44QzjPIA/AwGOyQxAP2du8gRcZqUWNaqIqWqnDEesJ0Z0RVBR+i2o545/0lxi5pGstgdMD5+TlKJQjrKJctJ6enHD06YX9vlyjWDLMY6xt2p5o8TXEe2tpj2oblcsVyVVJUjsWypjGeKDUMRgI5HHDnzi1uHt4gShJq03C+XGCF4r0HjzlbFBSNZ5hoEp1QFiW2qfGyonVrGl8EmaINnk3DdIBC0rRtYFG1jllZ0VwsqI2l8Y585yY3pwfoKKUqSo4fHbG4uAAHZ2dLfv03fx9Hi9KSye6Ew9s32Ns/ZDw+ZDCcYIzHWEBo0sGA0XAMwrFeL5nPCs7O5ghv2ZuOGI1ThMxQIoQbeGtQq4ijRw8QxyWjYYKQluNBSpInrMoF63KO8Q4hI5yNsU6GEBwb4a1CeY1rJSdH8+/rjfcxyh+o3dwuT5chbcn94ZJxcZ2xsfXdNhDktox8A3LB1m+3UAcCIMDmm6c/6a7Lry73a/sYOlDhyvvLNQMbx5F+k/3+b15vVUXoR1z97OMU2cePbpWnMWs2fXrY2udQAvGjq/OtzzcAEK4Dfy6TvXq2T5ig8WgpODk5xraeGzdvbOrg8txu70eHP2zAoCfTfbdq5qnvhQggU+i/9wbhl31e6L/vATl3dS3PGN9cqcOn7NMflNn1vYI/HvjHIoxY/gPv/a8CN733j7rvj4CbH7kS30m5pNtII+gSb5xzwb9AR50EI3RovXO9P2o3cx1kB2FuM6B91pmurjrLQCG6tLDLExD0+u0mcUaq4LVhuzSa3qvH07EBXHjfSw/C4CN00Jq67mYLPVoFXyDvAvBkN94j4WT1g0PTJWzI7qad7u7QtjWr+QqBpFhXtH7O3Tt3sMbyrbfe5FOvfJrZYsWqcgyTMbcPRkxGA77x+rd55c6LfPPNd3A27MfB/gEHN2+RZDEvv/I8Dx48Is8TnAv1cX58n8cfvMeXPv8Cn375Rd577yF143n5lZdRiI5aq2jKKsgm6hLpBNPpPlmaklQVrjO1ruqS+/cfcHJ6wnK1oGkMKtZk2QBjDDcO9plMhlhqYhkhfMtzL97i9W//Fm9++zv8yKtf5P7xd4LUxNbEUYgUddJhMSBChLEUCtGCQYCyVE2NciHxSAuF8QYZaQSa9aJGq4j33voWvt1lf0fx/vtv86d+6Vd4+/Wv4JanPHcn5eVPv8aj02/wr/8P/wSRi/itf/FV3nzrXf7kn/lFDvcPsH5NWZZ8/fe+wvlqzgufepHFsuTNd9/hs1/4PA/efQ8hNacnRxTNnMloyN2bh0jleHwxR6uIql4zSKLv8Zb72OWTuTfxGyBnk9TUtggpNlIeuPSD2QZ0ej8dIcRGFgaXMdu9jKyPiYerD7JtxlD/3hjzhGn0lf31/gogs+390//dZgj15Wnmzf32e8BoO2Y+LBuAMbrGpg9TklJiTb99vdmPPB8Qx0n3e4sUwSvFOYvzoovhZYv1c7lv2w3jdDolSSLOz0PMqtbRZt+SJGY4HJKmeWfc2xs7b3VmpLjSAF42ZpdJS9tMrZDWlgZgKYow2C2/JMEgHxArxWq1CM/ottmqa0OaJmF93iOl6thQYuv8EJhkLoC7xrTY1mxYZP35NvYSBOqvn34G5fr5zrOcOIm7JDAHXgES0xoGgyHnFycI0XkI2RBZP58tn3ldfcLlE7k3YXv26nK2MdRXZ/CMDN5MLkS3G2dDrLazHagLxrvN+YmUJEkiLJLIduw2L2itI1GaVCmGrcO6IOltWtut3+G9ZRBJpoOUTGm0LFHSEmmPb1u8qxnkI24ePMdqXfLu2x8QpYr3P3jE7t4eL33qRW7cvMnJ8TFaSbIsReLRec7LL7/M46NHuKalLktGo4yDGwc4B+fnJyRpSrEuSOIopAMKQbUuyDJFVbc0ZY0eZczmc3SUkuY584uLEG0voG2ajgVnME1DuZ51XTdJhkZlCd62CBRtbWlcS7Fe0bY1TdOQJgneQ9M0SNmlHUpPlMQ4NGkWh76ADR5wpmmpqyKwfiJHUa4o6wLvwlkxbYtOEqwzVE3n2ecajHekwzHFahkA2AQWq5KqcTx3eMDe3k2Wq5Lj4we0xlOUNW3bcnZ2Rtu27OzssrN/IzAYpEIrTVU3LBZrjDXs7u4SJRHGGYR31GVJU1WURYGSAmtrhHBMJuONLNM7T1mWASxKUlrbhD6TE5SVYXf3Jslkj0fn5+wdHvLVb77BaDjA2sAgnIyHDLIc05Qs67pjVxACH3AInv28/z6UT+TeVFpzePgce7s3mYwz4liQxZrdyYQsickShXUVsWqJ5Jo4avE2eChpkTGMR6TpLgkxtXW4psK0BikEwlfkmUIqR2vqMBFjLNZrsnzCzs6UvemURCm0iChrUF7QCklrDcaKMClWVizmM6pqgbUluAYdOfANcSIZj8fkwwH7+yOS1FLVJ1TVmiRZMRgcEMc5SZwQRQJjC4pyycnpEcenx6zXBcPBlN3pDXamh+T5Dlk6AhvTlHB6esZytSaSgkiBswovItrW40yEbzVZlKGl5mJ+CgPP8rxGSFivL/CupqzWrNZLTh6egvc899xt2qpB2j2WUUUcVeTDYAi/WJQsl0scdPeTAheO01lH0VScrZaczC/4l7/ze9RWULeeeeFQ0Q5ZlDCMpsQ6JkoVxlYsVyVeKrxIsY1Fe4EwEcolxDpCxg1GtAhpsNIi0UxHu4ymN9jdu8X+/h2Uj6jKkkcPHvD2W2/y6IMHlNUypARjiVSE0ooo1gxGCdPdnPFkjJQJQqYolSFk6BMvVwvWy4JHDx4wuzglSUKKZdMKprsJ+TBD6QRjwRgo1obTk2MGWcJwlLMqPM6vaU0TUuESjdIxpgUlEoSX4AxSNKwKODpa0zQ/sP4sfILt5tNkNtufX19GwIcu96FSnWu/fdpg/Xrf81myoOvffVymR99X2vzycs7oB1qu18F164X+9bMBkO4vXZ97Mz3tAIsQqvvMI03B269/jS/91M9fsoyule0J3+v7+WFStad/55/xt9/jywCazbXyIefyWddBfy1+1H5+VPlewZ+f894/EEIcAP9ECPGt7S+99767UZ8oQoh/C/i3AIbDAaGbeomyWmtwSEKUsEDry4HgZmbTiy2TTwu4YAEgwmDVtCY85DcoXmcg7cKMmhMBmKna9pJd0A9AWnO5TgI6Gzx8ep8R0Um8AvDjrKWpQkfLew/KdwNk26WWhb84HxhFzqGQRCpCCkUWx5SLC2rpODjY5+HRY5qqwRmIidid7rMslrx07zku5itKA1gBWQwqYb56TJwNeeM775ANRkTxmEen56xWJWk25rM/8irvvvdtnnvpDpEc8PD+Ax7fv09dnPEnfvbzHOxP+M533gQS7t69R6Q1kdIoJZnPZxjTkiUxBqjrBqUj8AItI6SMqKqG2WzB7GJBVVUYY8iylMF4SpIkHNw8YDIZIJXDNGGg56wlzWKef+42//7/4y/zn/6N/5i/8qv/N1KtEFKj5KUXinOWJFEIpZAopPJIb7GEdBRpwyDOComUERZBXVmUGrBarPjZn/k51sURNw9ucPabv8/Ln/os/50//cf55//s7zFbrQDDFz73WX7zq7/Jwe4NfvynP8eqqXjxhT1m549ZL86xxvK5z3+J+4+OyQd7rMo1t+++wOxiye/+7te4+9xtXnj+LsYbymJNXZfs39hhPEzZvbHPKM+YnZ5/j7fcxy6fyL15cLAPcMVIueNekiTJZhDes2X6h1qfGKS13njn9CDSNvgSx/EGeNluQPtBfO8R1H9+vbHe2uftYwMuWUO9Z1APDG0bCG833Nvb7w3ke9AnHGdv7Bwe4FL2KUoAHiVESLsyFt3NiEupSZKUJIk3QFDYTvArC4bOERtaaMfc6J8j/f70+6eUoigKtNbs7e2xXC439d57L11NKAuyqb592I6t74GXJzseoS63vZJ8B9wAm7Q3CAxKKQVJpEiSiOVqhV0uNoC63k4r9D2QE1hk1m1FvG+dO4HYAILBMD/MQIXkLrtVJz34EZ7H/fnpJW1CBPZnmJEROOtpTWD+FEUBeNIkwVhL01p+53e+/LTb4ftRPpF7c3e6211HcnO/bFhA3gfPOi/oU8Bs70fnQmu7XXoGqpKCKJKkSLxXSB86WcZ5UuWJlSQzhsbY4PtDHHzWrEEQEWtBJBti6YhjgTEVOopRekA7HHF8dMbFRcmnXvo0n/3s51iXSxbrBRcXM77x9W/y2mdeYTgcUlcFQngEhixOmO5MsG3N+ekZq9UFzjXUdcPdu88xGAzBtzR1gZaSqqxo6obpeExVLwPwOhxRVQVSRVRNi5A1cRxTVzVxHOEcIVDCG+pyxXK+ZJClmHZJlAxQbUMtBGmWoRQsVktmFxf4pmKQpVRVkBEORqMOcPQ0VYtzK/LRJHS2vaNYLyiLFcvlOcYaoiinKte0NqZuS6TQG8ae9yJIcESAoVSkyEZj1kVNPr0BzuGiFKczDoYjxuM9zmcrqtqwXlc0raUsK5qqJokTRqNJMGttG4bDMTqKMMYHI+dO7rlaLhFrEFpsfHeCHDP0n0bDIYMswZgWJekmsCxpmqOjCCs8q6pmundAUVt0MmKUa1aNpXGOr33jm6h4AFIxGI45vH2b6WTM+dkZZxdzYhUM8KWQW13nZ82Hf1/KJ3Jv5sOcyc5NJuNbTMYDBGuUrGlNwc44RtIihaV1JbaZU6zOWMxnQQ4cd5LgOCJVmqItma2OefyoYG9yF+UsGkGWJhhjadqSqrIk+YThYEA+GJGmQ2IV4awEq7A+sICcUzgvKeuW5XLNel1iTRv8upRCKUnT1LRd3zmOY6JYopRhvnxIUyvG4+DNl+cJcaxwzlAUBY8fP+L99+9zfrYgT3eYjA64ffgp8sEUa6Ct4Wx+ztHDc6xxrFYls4sLhlnMeDzCI6mrliTNiWJDvQ5pu+cXfRR8y3wxw5kCawrqpg7gaFUhlaJcFpwdT6nLhqadkw88BzdHFOU5TTNHR5I4CQmInoYsdeRZhBAxxpQ8PFmGRN4oIk5T8mjA3kGCbSRCJDgjiHVIjzSuYl0sQ+y9MOA1bQ2mDZYOWRojhWG5uqBpSryQqCgjzvZIB3tMdw+5MTkgVjFt06K8oC5KcMG3a7G6wFuHUKH/sVgu8A/fZ10U7JcrptNDhoOINNEonSJQ1GVBW1XMzs45OX6MxbFaFdy+8xz50DAQgZMhhej6JwlRPAKpUfEOKh4SSQlVRVUHU/kkiRFe41qBEhlKOryrmc0anDnl9Lz6vt+QW+WTGW9O99mwNS5/Hfo4vR9hByH0r9ksvf36qoQoTETJDaNj06eBzboC6CK219Axc68cyOWWrm6uY8g8yazZOs5nfrdZ5sr2n+SxPLn8Zre4vnoP1/b9ad/0r68vvd3vvHz/JE6zDQwFXlVI05Z4JHgbmEA9QUNIsljxjV/7l7x89yZZGgD0y333l9va7FcHGfmAignEFTnelb0QV/5sHcPljl8Fry6vm+vjlGexvsRTNrK5Gv3V6/Fpp/zj4EHfE/jjvX/Q/T0WQvwd4CeBx0KIW977R0KIW8DxM377q8CvAty8sefxDm8tSsrQqbEGLxVCBFlJmE03IDqTSyHwoqOzWwuIzlfDIVUn7bCWWCiCd08wi/Y9CNNdQ0qqEF8MWB+AGa0UZROAHdNcevh4Z3GmxYuANVrTdkCOx/S+Qb5zVbABNDJtE3wueiforWWECAkNOIE3hkEc4W3Lulh2/icSLSuscWilSPOco+NzEJrFYsVomFI0BV7t4UWM9BpTFsyrinw0QkUpRkQcH884PX3AjdsDbD3hK7/9be6/8TY3dxU/9dOv4azk22+8hVYpN3Z30Vp26VqBFdU0wXCVrhPatl0UbnfxlusSKwUnJzPOzuas12uiKFxa89mSO3cm7O3uMZkMaduCtimQncTEGsfLL93lvTfv87f/7j/ip3/qT/DlL/9zVBoFErikm8kfIJVHoRAugEP4YDoqrcI7QHpEJAmXiWK1qNFygJQTfvcrb/Gpz+zz+1//NnfuPMdXfuf3efeBY7g3wDc1F4uaNPeUFy23P3eH3b0R//3/wS9w9PA+ppXsjnewXvHtd99GxSN+87e/wnCYMBmnxJHkg4cPuPfCXZI0ZToY0tQFy9WcaC4Zj3ZYLs5ZL7qk5R9A+aTuzVc//Sm/He3eNE0AbHAbP54eGFKdsW8/OE/TdPOg2k7i6rZxRQb2rFSs7WSx7Qj5p6VqXZ896FH2HuzpjZS3wY/tsv3ee9/d55ffXT7Qw+BE+MAMDGCDxBiLUJo4TkmSlDzPieN0s75tkAa6ATsqPNP85b9tX6TtmYKeMdWbYgshmEwmG6BFiJCKGEUxfSxmFEWbwWO/r1cBHYmUl/5Hzl3WaTi/EVrHm3PSNqY7t1nnQxS26xBYQupgaw1lWQbgz0Pd1AEobOrAton0Rh4oZaCT4/pz7rq0xvA8jeMgc+v3sa/LvvTspFAn4TNr7aahxPvwDKE7PyKYkBvTgvBkecpy0fDo4RFvfuedp99Mn3D5pO7N5597wQsZnsubmSTZdwgCs0NI1UmVCZ9LEfybPB2tWhG8mSRShuTJSApEFEB0bw3B+wdsBFoLohacl1hH5+EUZtuUlCSJRArDQAsG2iBkS9VYpuMRN9KMOB6zWhScXRwj4l129kaMdkYMBkOcNxwfnzCZjNnb26OuSmIdkSXB5H13d4rEkaaKxWKGMZbHjx+zuzPdDFSF7wIfOjZKz3JTWgEZOk6o64osz/BSEOmYtjU0dY0xHlxDWRRIqWjqmiTJqYo1QoQoyqaWRJEK95JzZFmG1kHyEhh2krpuSOIUrQVNY0hskCaWZclysaRYLyjKJUpLIp0F0/wowrSGJA1x9FLpzgulB2RhOBoTJSOyyjIajTg/OycdSQZNi5Saxbrk7GxGno9YrAqSOEPKiDgWnZzFMNzZ2UR9Gw+1qakDdQvXrkniGKF8CM8wlkGSIoQgjnOUhLapqKoKj6c0gVkdac1wOKJqKsqqYu/GIScXK8a7hySDMY2Hk8dv8bVvfAsvPFmWsbe/y6uvvIRtW959+y2W8xlaCOikxSHhq/Ntu+yrf9/LJ3Vv3rh1w0dxglQJQsZ4V1LV6wAKqIwkSWjqlqZaoGXLYn7O8dFjsniPKMrRkWT/YEIySDBiyPsfzPhXv/NbaDfj1ZdfJY5yIr0IE3FKo2OIIk0cafIsQ8cp1kBRNlgvQIXAAIfAWo9pLcZYWhPM2uNYESlJpH3Xr23xXuGRrFZrsiyiNQVl1YJQjMc3EITnf13XLBYLjh4fc/z4gkgN2bu1z3TnkNHgBoKYYr3kgw8+QAhFWVYIobAGqnXDej7n/GxGkqQ454niJVEUcXp8hNYRdVNTrFdIJZnPZsTK0zQFbdt081Ch/T2tT1jNV5ydnGFcxf6NIXVzD6lcuN8JQGWkw6RHlsXEcfBAcy7aAOPGCZyMEUIFc2c5QMkMfEiUNMbQuoZJM+kmFiTOK5xTWGMwtkaIFucq4kyGfbWe1oCOFFpL2qZmdnGCdAGcN6YmijRKK6QOoQzWt7TGBpN2CavlisePTzg6eszBjbvs7t5i/8YddqcHxDpBYJA4mqpmNV/ihKdtLKPxhN1ygrfDAOhiiKPgWzQcDGmtR8iUOJuGVEJdUtWW9XJJVVRkaQ5eIoXGO4kXCXXbMFu2zFezH8yNySc43rz3khf+sl+1WQbfMUguB9o88fcqZNJPPoVAn8vPFZf9qMtn+NZDzF9uu//4+jJSbEmaPhGeTpggE9dYP88CjIQQSO83hy8+xn70MuX+Xb+eS4nT9iTn5fvtbfZEjavv2fq9x4VKDV084RAuhFs4DQjP7PgRul3y01/8E3xnViNldBVk24B2ruMJ+c26+/fXq2X7Srn63SUYcx3cuQ4CXWc0iS154NXNPS1lzV9b8BIIenIynI8sf2DwRwgxAKT3ftm9/jPA/xn4u8BfBP6d7u9/+VHrCteAw9kg5RKCIM/yLlSOAKUEjQnpMs7azsNBbIAd5wJw1KNpUhKAGqk6gKzz7PCBnh76w5f+Hz17qB+QBNZPoMsL2Mgf+poPaV+XTKQgGQNrWpChQZHQDWrYDK7C1Rq+E0J00rTweaoVcSSZFyXTnRt4llRVxXA4xRhL1bZYL6nrkkgrbFszW6051pJb+ze5/859UB0bQQgGWcbFyQWT8YTDW7u89vl7/F/+93+N5ckFrzx/l5df2mE1W3NxVjDdnTAYjbFe0noHVYuRFq1CPatIh8E9niSNieNAR9VKU1YVF8sl775zn9nFgraxtKYhilJ2pwfc2D/g1uEheaaZLxd439I0hjxLUEpy53DCvTv7/IN/+I/43/5v/tcMkjHLZoGOJEmWdGazPrAMPOHp1Vk/SyxKhllthKC1ljjOWZ6VrOYVk519dvZuslzc59vf+H3294e88NItbCkYJbtcHL2Lakveef8tPvu55/ixn/wsd5/fYzY/Zb64QMWCwWDKnTs3ePDwhJMPHlLXCu8Tfu93v8lf+PN/jnVxyi/84s8xHA4p1hXHx8ekaYQUlgcPH9Caks989gVOT07Q4vtPYf9k781L5kyfptTHcvcD754hs81SATaJSttATl/6FDC4BG62QZnrtMbtpLBtidZ2Atd1+mP/XS8b6pfp19Gzlq7vdz8DZPHY/pkgLmmbQSpkgyRUhvsCAZGM0UlKng9QSm7Apm1D68sZjsBmDN4bV58jYTsB0N42pt6u556JE4AZgZR2w8gJINCl5K6vF2uD/04w51ZhVm+TvHUJPrVt+0RCmhACt5GAxZ0stgdSAmgeRTFN0zIeT9A6pmlq6qIgzzKaury8pqwNDXWXtBTriN6IPwDC7ZXz1ANY4ThlJy10m30XEpy32LYzv3U2dOQ7KbD3hNh4Y4ijAGTVdWBDtI3BGsfv/95XWS7WH3U7fM/lk7w3QYTZLxH8pnq5s5AKpWN055WGDEmXOIfwQd/ufc90u7xvg2G7IE011km0jmhNl/bmBB5JlEjiJsSSW0cA3zuZjtaKPIOIiiySTIeaVNbkUUO9nmPbmtFgxDAb8d5773B+3JCnt5jsHpDnA9brJRdnp3z79dd5+VMvMRkPUBKK9SqYOTvLzs6EyWTMcDhguVwjhWI+nzHdGZFlGTgbGL8qJOd5bxDCYKxFRTGDfMjF+QlSRZ2/T0pdLQO43NSYtgiTGlLhjEWKABpGUUSkNc57GhOklGmWEwlPkqgAYApJPhhSlucUZdVJTAxJbliXBW0TjKbL9RJTV4g0wjQVKkqRCOrKMMjjAFphkMJhW0OaxZSlYZBPEPGAdBjjvGc42UEKwdGjI9I0wXhBPhxzdHRCnCS0rQUpGe5MQ/vpHNbDYrkiHwxZrQqWiyWRVGRJijMGjyBONVmaEakI7xxVWeKsRUpIkggdKYq6wDrQUYROEhbLFa013H7+OY7OFsgkJ9vZJc5GvPHN1/nGG29Rti3T6ZSf+7mfZzAa8a1vfYP333kXZxoiJVFxJw8VMnTuwyUeuNefxNjno+6mT/DelMpBtKQl4Xw5w7QLkqimeLRiMX/M/t4eiVaoSDE/W/Dw8TGLYs1ibtjfO+TWwS73XthBpwovHXfufYGqeMQ3vvY6xw/PuXvvRSKVkMSOsmyIo4jxeMR0ZxSY9MJTtDVlazHOE8UaLaMwY94nzLYtTV0TBPQxSRyhpMWKGo8i0hmujalLWK0uWKxmSJkyGkYkOkYriTMN6+WcD967z8P7j1FqyO27L7G/exdvNKPhDu+9+wH3P3hI3VTML84xxpDnOWXR0DQ1tq3Au5BC6YNhq440nf1/1wepcc6RJjFl09KUBdZbTNsilQqyaR3T1BXnZ8fICJbLnKa1ZAPJzcMxWaY64MOQpYKYiHVRogT43qsTgbGO0s6J0wGiNaioIUktSqdY77DCIhREsUYIhZIJCB2uU+nxNLR1Sdtocu/Bx9TVkvVyzfn8DWaLFd4rIpnRljaAzlIhlcZbwrhGKrTUeAdt5Vi1JUKDThNW60ecHF+QZu+xu7vP3TvPc/vmPZqmoSqWDNKUyWhCa1tQjnJ9jjG7aDEliSJcUzBIYXcnx9uGdRUCJdrWMRjmuA7MOr9YYk1FGifozuvP2SD9Riosoa35QZRPtt28LNdZ30/7vtv+s/brie8/bD0ftq5nle9m+ScBg2vf++/uUfrd7uv3Wp5WT9cBk7458HQAmZCILvHVexcCjN76Jn/ul/44B7sj3psvaLb5W1t19CRo0tvDuA0LrNuzLZDu2j5vs8A+cpJi2+fnSeDreh183PKs6/fDyvfC/LkJ/J1ugxr46977fyiE+FfA3xRC/M+B94B/8yPX5MMMohDdAECIMDMrL6N9pVJYazYdf+8sWgck3juLNQaPRIkOeRRs/B68F0Sd/GQzwBIEJFD4ENneAziyjw02G98fuByAhu+C6WvvYeJ8YMFEnSeJjjqT2v4/5zqJgwVnu+2GK8V0ptSutaRxhLcNSRpxcvaYwWCH8XjAcjHj7PwCNcy5OD/n7p27OGdpihXrxQq5f4NYa4bDIa0SrOsWhKBcrtifjnhUnXGwv8/f+1v/JeXFnB/5zAs8f/cWJyePmJ8X3Ll5BxV5dBxhbZj5yLKERMcoAdasSNKM4WTCuigC60oCwqMiifGexXxJ2zqkiGjNKtCFk5TxZMzzLzzPeDyibufgTYghVgpTtUgdsS5WfOHzn+E//3v/DV//2je5c+cV3nv4LYRogsFwOsCaPmEK8KaT7wmEC+dcSo/rOiynjxfMTwP9fTq1PHr0Nn/yFz/L8/deA+mRIuPseMHRw4f81E/+KFKv+WM/9RPcf/iIxXLB73/5ywzyHBC89MIrrFY1v/a7v84w3+Xerdvc2HuR17/9Lq4y/M5v/y43b+0Qa42SCcvlks9+9tMICeW6xNmSR0fvc346486tu6wXPxBfkU/s3uyR/m3fmyAr6lKbuJQB9fdID0AAm0j4HiTq2SnbTJVexrQN0kB4GG579SilNvdcFEWbZfp9g8u49z4WfJvp0oNK/bb7dWx3AC4PvDvyXvbgL8GkDUC19fCWQpPmQ9Is29oWG7lb/29bphrkY5fAU8+MCsCH3LB3rrN/Lvc1/KaXSIXf8sS56OtGqSA164iTG0leL8vqQbX+dZ7nnSm12+xXEiebehai90QKV4pSmigK9ZllncQsiqiqMkjAIo1pG2RPhL7W2CkVJLqik62Fc3nJQpLyMvWtlwErpTbsDgiAW1mWgekhBc6ESQTV1WOcBAZa27ZkeYa1lgcfPOJbr7/R3Srfd0P2T67d3LQwl/XofGeeLcI8nfOXkmUVFsLaUP/9deHwSBUAwzSJENLiUegopjWh7o31of5RGBPijb3vvPQIEmjvHYmU7I13GKaaYSK4MU2QrBFuxHq1YHE+ZzAY8uM/9hN8+42v8/CDRyzWDTcObnLn9m1u3dzn6NGYN771Oi+++Dw396cbLx4le0lKw2AwJM9GtK2hKgvKssI6SRpplNRIqciyjHWxIM0GrJYLBoMBUsZEcUZVN3hrSWNPHCcoGVEUBmMEcZJQlzVSRNStYTLOaJ0nQrIqS6Y7OwAkzmKqgrqx3cBPIYTCOEfdtMGtRsV4qSmKirZuqKuSuiwwdYXS0LYBJCoKjRSapgnG79Y0OFsj8ESxQqkY5yTSgo5jVrMZSmnOzs6Y7u5z9OiEwWDEBw/eZjyZ0Laesl7hhKCYXbC7u0ue50gVZKjv33+AM44be/uXwLfzRJFGKLhYLMAF41+lJG1Z47whajTWtOTDAUJHxPmQ1bpgPByzOxrx/sPHNF7y4qdfwcqYN997n3cePMQKxY/86I/zcz/383znO2/xd/6/fxtjDGmSoIXCC0FtbWCdEQI76CYYAv/yBzII+cTuTY+hNA9ZX8zApYwHYxAa4XLO5jXL9QmxlqyLOQ8evMf5+QohFDKJaF3F/uGUyW5GmqV44YljzZ/6U79MrFLefvM+R0fHDHYGOARZOkCoiCTWpEnEcBDuW7821K6ibiDT4E2MwOFdA77BmCoEhmgB3m8YV0onCBxK5kTxiEhrmrbFu4QoGpInU9IkRwpBUa5YLGbMZnPydMStw9vsTG4jfIpB8P67J5SlYbksqKoFTV3hvGO1MrSN6Xw7w2RDVa9CiIe1IMJzy1qL0hK8w1qHMxFCgHX1JizBdeb+bdfGhMlgwWK2AueJU81yVhHHgZU4GsWksSeJVyjZkqeaO4d73NibYF3LxeyCk4slHxzdZ1UanExxxCRZHiajnUOhkVITxTlZPiHNBkRxFweIDUCqsVRlRVs2FEXBfDFjvV7ghKM1JbVrgAjnBeV6HVIpRRT6104iibA2pG4SK2IdkSQDVDdpVBSLYLD9+DFHhw8YDca0TUOeJuxNd2jamrJdokQD7RrMiixKEEl4TufRLkp4Ts5XzBYlTVNjTIPzDh2HiYOyabBNRaQjBBIhNK1x6DghSbONFPwHUD7BdvNDBv3X2ONPW/Z6ue7J2Pcnn2B5fIzB+fX1bK/v+jL9ePTaGjYTiU9+c/n/7fLhwMF1ttM1fsqVY/v4oMX1bV4HPJ62P5vPRKAvCedCWIWQ0EmTlRScHT3gtRcOuXNzD+stsfK0xuCfMvG+fY6ug02bo95icIW/19k7/YLPPt6nMXM+7Pg/snSnQgTEa8OC6nfo4zDF/sDgj/f+beCLT/n8DPhT3+XaCCanCiHCjJ1zXcQzoXKlCEkcwrvgBC78ZqC3qTjvcT4ARBvpgPeEZKLAwNmWnTgXOsq2kzD1+9EPEHEOKboZdxGYRHiLsw7dzVCHxqDbf9EzhlTHYgqeP85ZpCeg5yJ4cAgJfSJLPyhrygohW/LxGGODAfZonOFsxdtvvc3u3bu0dc3s/JS6LsnjlJ1JoLwPhwO8AGslq/Ua7yyTbMB8ccrR47d5/au/z+n7Z/zyL7yG9Cnf+fbbDLIBd27fYV0WoeHwEikU1lvWZUU6TrEm+GFk2SCYOArBqio5m882cZPGa+qm4fz8nNVqjVARQkXcu3uXl178FIM8pSpXeOrA11EyNNiE+GUrFcPRkJdu3+A3/uWv8z/7X/0veP/+G8RSU5umM+MMnWPhQ93jm8DOkDHWl0jh0Q6O3zvj7KxksjOlKE750ude4dXnLvjpH3sBJ5csZg3D0ZQ01qyXc97+4F1cZPjy732HUT7lxRcPKas1pkiRMsfZPYryEYN8DyVz5vOGLGq4e+seP/5jBVWzZnZWMN25xe/93rf49Ks3eevN7wTq/bIgyxx7e/ucnVxQLB91kd7f3/JJ3ps9wLFtvNwP+K+ANN4iOraL1nrjLbPtMdODET3rJrBGzBPAT/8g3o5S79e5DdjAVcO4kIYVvt/e7ja4s/2Qv85Y2ngaXdbXZrt+i6UUgCwf6PY6DDQjHZOm6eX+dN8rFW8BNg5jeumV7bay5dfSlXDMPQsqPJra1lwxdu7raztqvq+n/n0v2dw21O6Boe3lrLU0TRMAGq03x9G2Lev1GuccSZKhtaZpm25wLbG2T3bT4C7Bpv5ayfMcb0wA8n0wf5ZKgXUd+yjUVdsGI//+ehDdMzdEul9K3S7ZKoK2rTfXEi6kefXHZq3tWFYC60ILEgz7DXEcBTNN54h0grXwW7/92yH1T2V8v8PeP9F704OxDi0UrmOTqi5VzXmLQSAJ0o2r18llp9KLzjjRO4RwxFGQSXsh0ZEg0iHpy9rguQQyGIa2mrquAyOEkAImhaCtGk6rliKRFKnHtjG7O5r93V1GOzvcvOU4PTnhYrXm5Vc/R1MXVG3D6ckxxXrJ/t6Uw5s3iZXknbe+QyQd+7u7WGOI05go0njf+T5JRZ7FZGnCer1AKomKY7TzaBlm4qXSoXOoIqIkY70qyfIBzlWYzhA9yMUC0w4RwNG6aRkOhuTDIXGaEyU5XkfEqSRKB+g4wRN8BYXyNGVJnmVUTRsYRlEa5BQqAYJMzDpH2wa2g7MG4QXFes1gFLNcLknzcWDXdaw6KSPqqsDaFcHMUBM5Rd0ssE2LSiR7013WRcVkMmG1Kti/cQOtI44enzJbLTm4ecjewQHWBPNYnGAxW7AzHjPIhpRVSZwkWGfJhsNwbzU1ToZzWdcteZyQJRlaKxpTkw7HGGdoW4OvLdMbt1BScDxbMN2/w2AyQSrN49PHHB3dZzDI+NyPfIkozvn7/79/wrff+BZRnBDFSZBvS/AidGBd52HlXbg2g3H0dzOs+IOXT/betCyLE3BDEn2A8ZpEjYljiWnWzBanrNczmmaNF2N29nJcY7BGbqR3k50JWZaFa9hZ9vdu8rnPfRalYh49PEbriDRJQ8iAihBAnml2dwasy4blStC0ayySpvV4GxFpBdRIadDS4l2D9wronqFaY6ylbWuKoqF1Jaui6xebjGQ4JY3HCK9om5qmLRHSs7e3hxI5UTTl+PEK72qqtaEsak5PH7NermjaEmsbrGkuJypkSHermyI8t+OYuiqJYo31wZ/TNOHZorSmWK0QHbPeW7uRj3jrQUiCx1sADL33zM8W6EjTrIP8VytJljekmUZHnoMbY3anB2T5LnGaooTFu4xVnTGbX3B8vqL1DVVj0EqjsIzSFIWktYBMSIcToihGiiADj+PAqI2kYpDlKBERqSG745S2AmMbjKup6hahAsgexTHKCUwbQDjhg+eady48+7Qm1hl5PiROE6xxWLuirguKYs39+++RZwOGWU6sI8ajDGsVUdUibEtVzJD+gFhakkGMs4pBPma5WOGFomosTbWmrkM/X2tFkiSsVr5r5x0SHQatMgIvcU7CFXbE9698suPNq+VpIM11wOZZjJptRvv2b75bts7T1n99HU8CU5eTh5ffuafuZ7fGJ47t+uunA0HbErmrtgxXEAd6VsyT5skfVb5rIKRX8rgWXDeJ5S00DeXZI177mS8wyAecrxsi4dBCYsSzUyOvb78/p9vjh2ddAx/2+bOO5yqAd/V6+VAWmYcNBWlrQnpbIoh/kp30tPL9iHr/7ouA/qIKw80w06y62WtJlzrSm33iQwX4PuGkm7UQ3bPIh5hiawzhZug6v5tBV98Rhj59xtNLBGSYdbeu67DZrcFZN0Dstej2Ul7Qs4mMMSit+onXDpByXSS86yLow4yFFIAN4JBWGm8sjx/f5+DeXZJsgIgkcRySQqQU7O/uc3rymLZuaOuGs2XBKM9ZNw3rpuHlT7/KN7/1FhGKSGkmuxO+/uVv8tXf/TWyCF649ynaouLxBw/YG++Q5gNmyyVlW2G1ZDzcQclusOQE66LE1E2g4wqBV4ooTVit1lws5jStZd20XKxKTk/OqKsaEAzynOeff4GDgwO0FlhX45sWKVsipcBZGizOW6QLddW0DT/yxc/wD/7xr3F+tmC6c8Bi/QARB7lGpFU389BFQxsXaOzSY0UYYD98+wF7g5uMD3d588Fjbuzd4fOv/jiffe0zpDm89+AN3PKYf/XPf5tb9w4YjKeMBhFWLnn15Ze5deMW69Uj4mzE0cmKKE44O12i4oS2rpgVC/L8FjqPeOuNt9gZjzk9X2NwFNUS78NA92xVU5YWIRVtq1jMaryNWC0avPv+gz+fZOlT8rYfcOF+uJQh9YBIHw2+nfjVL7+dutUzNnqwpV//tkxrO0lsu3HdsG6e0tD2275eroMrfdmWUvUgVNu2AYToGIht3QQW0bUGPuoi3IP0KWaQD6ADH6RSRDpCqj6KsgOjvL18cItuv5BdI2a3pKW+A5cuj6s3NA4N+OVMuJQK5/oG+bKOL020g3QkgNrhs0gr4jhCCqjrmqIow/4Q/GDapsHYwHzsDWetbTfHHSYZ/BP1upGoOYh06KCL4QghYL1yYAKo5bhkZm18kLbYSYHhJ640wJdgXpDh9NtCbJti95MgwUgbL7Y6CRZjGrI8o2la6rplshOzWhZ84xuvB++3p1w7f5SLJ4A/3vtgvtslIwU8zGNsSMoM9dLL+ugAju766NbVJ2ZKEa47IUAr0FKjrcUJOt83RWsttpPgeht8gqRQYebYtyghGaQx46HCNHPm5y3VylNXK3YmE6Y7O0xGCcvlnPVqTmMMu3t7GNNyfnoaTGuzjOeff47lYkaRlcSRpqprtFZEUULbgYoqiXC2DawyY2gbS5LkOBfkCaFP4BiOJlgviKKYOJa0rUWlgkhqIqlYL2dEUYL3YcIoSlKywZgoyXAoZBwYPHGe4YVGKIlHESc53tYIqYnimNlsQRzH6DjFFDX5YBxkeAqWq+DzUzc1iVa03eDPWUMcJySRxLqWui7RKgIEznX3iCJI95og09G9N04Pescx+UBS1RcUdUWaZ9zJ7nD77j3KKnhuFauC9WJNHEUMspwsy0mzFKmDzKppW9J8QJqnTPf2Nozsug5G20VZobRkvS4YjcfcvDElzwe0zrEuS3YOb5PEGcv5AhGVTIYZn3/tFQojOb5Y8fZ7b3C2WDCc7qK7BEKsw1vDpe27DB413bMORBdP/ANh/nyCRSF8hvMKLxRKD0mSPbIkotWdIb53yM4vStASD4OnmjOWol4yGCQdkBBR1yWmrRiMYu7c20Uoixc5UTKgqCqqpg7GzcoRR56L2ZKmXmFMQWOCSa9MM2IilDJEsSVOPUkm0UqgY4kTwevJOEtjHafn58ikZDDMwVmSOCPPpmgVfOykgiiSDAcD3FTSNprzs4KToxPW6wYlY5q6pSxWNHWNx6GkwjiP8EHuK6RntZ4j8CSxwpgaITvpZjfz4ZxDRRG9eb+xPXtedmxzNgzVXqLpbbh2lVR4oF5XeB986awdsiocnpYknfDuB3PK1vPFnVcYZhLtFCdvPOJi0aKiIU1Vk0aSTAtevvccL927g28Ni3XJmx88YFXNcT7F+5AsWDiP0opBlpEnEhEJsA2DUcakGrJcraiabhK6u6610tQdezLIzyzWNnhv0VqilSROY7JBTpwkVGWDkBFaJ0gRPASrqgRriVUA89IkZjzMca6lKgrefecdtLBMJ+OgnBiNuXV4A/94TqQuqF1LXa9JByGVNE4ykjjF1C4k7CIQQoOIEMRYK2jb7/d0yfe3XB9obwMgzxrUf5x1ef80Vk5PZeiZz5fdwafD29eZNtuSKK589/HAJr/5d7l4IFJsTKoFXEqTLu2Qn1jTU/rfHyo3+5C6fBrQdn19Vz7rxtybz30gEiAkR++9wSvPHXBzf4pxFqkksRb41obrdgvMub5/TzuGvn29VP58+LE+C8TrJ38v2VyXFjIft56etsx139LvpvzRAH986Kx6GU6ilCKYNUOYMfaghMS7bhDjbKAE+3Bx9rPEQnVO6z5Erds+KcZ7vJOw3Ql2nYeMErSmoU9EEdhOGhGAox6Ucp3cDN/5K2wGrKZL8zLdgNYAcXdye+DHhVmM7sZzzm8QPGdNZyLXorWgXFxw9L7hlS/9OFZGIVEMy49+8Uc4upgzyBK8syRxTqQsj0+O+eznX6O1luOTU9IkZpDnvPDcPf7af/Tv8Xu/9V/z0q0xi6pgkI15/N4Rtw9uIJWgrNe0zmCcZ36xRHpNliXUpiVJUnzHfhI6AEHpIBgJ1q1hfXqGR1Aay6Pjc+aLJdY6oihGCI0x4fXNw32sqWmbmuAZLRG+S1PyjkQkoe61YzgecO/eIf/JX/tr/Ad/9S/zV//D/ys7hylayBD/qkKD7p0n0Sm0NY2zxNmEN772bV698Tx/7PNf5CvfeBMpYpbzhtde/XEObj6PlB4l93nlbstqDmezcyJ9k8++9irHj19nJw8MiUQLTs/O+cZXf5dXPvN5Hh2domNPno65fXOPd+9fUFY1P/WTP8vnX36F77z3NU5Xj3l4dMJwfIsoktx/5wMODjVCC5TM2Tu4way5IB1oRuPRH9Zd9gcr4hJ06X16ejCiT9MKMiXVoc8g5CUABGwYPP2D89I3SF55sPbLXmfnbINM142dt9cTvIl61LUHAZ70tLnesG/PZPSSNK1UAJtVb0AaSi+jCkCLJIkz0izDEdK+oji+lNNseYRtnlEbQCysSxAYNH19BSD5kp24DYCF9cqnUK2verf0wJn3FkHQLztnLgEbPG0TaPNVVeOs38jzmrrBEZ5VQf4VZDFRFAWGDwH4UTIAW6qTum63Y329W+tJ04y2bShlifVt50Hjr3hFBaZniNve/r3rGZVb14T3Dq17cNCg9OVx93UR6qqTt6GQMgAbVV0w2RtTFAVCSJSMeOONt7g4XyE79swPU/HeY4zDCfBKIIRDeDbtZ+jJySCJddszgpfx7+HEdTOIhJ/0IK7qmcRCIGWIgZciyMcaa/Hadc84z3g8IIomaCnAtShfk8eQJ1NiZVHCMp95nG14+PA9siwlzzPG925xenbB22+9ycHBDYaDnNVijneGWCtu37rVMcoEZVkAkA8CG0IYWC6XDAZZSCRrW0SSIISibWu8k8RJynq9IM+CmWySpXjbYEyYfBFSkWYZTVPS1IZIx1RVYI5m+RChNFGaIYRGKh2SqFQUvP2ERqqIolohhKQoK1pjSLOcOM0YqZQk3yGOE8pyTZpnrGZnCCEoiiIwWqQkShKkkhsJmLUtkc7Is5S6rNFxSN1cFyuUjLoUTIvwHuMcIKnKOiSy5TmxAz+U5IMBi+UahOD+/Ud4YzrT1jCYs84htSbRwZh/b3+PdVVirce5lrpukCLI4J7/1EsB/JOAd0RJzHK5prEeHccMk5Sqbijnc27e2GMwzFjVJe89fMTb9094/c0PKFowSLLhgKqpNt5fupPWInVnWL6Z27uShvLDVAQRw/QW8+WSomzYGTsQHudbdOwYjSPiNKOuLVUZ+lltXZJkMVEUcXzyPm+/O+H5516ibTxVVdCagjiB6V5GPnieotSsipYkTzk+OQ7iONuwvDjh4uSM87MLinVBlOZA093mFqUhwpLmgqFNkAhk3HlWCgsKhBaUdYl3La1tUTJmd3orpLpphfOGtqmpipamhnLtuLhYsJyH66YsCpRqWK/XCO9RCtI0Z7G4QOuIpqpYLObkg4wkDv5w3nuapiKJY/AuGJ6LAIwEz58A6ErAif4ZBioKjEQI/RAPm8mEvu9eO4vrkg+FCJJgoQQPH17w4FHNBw8TzucrhgPNxcUZs2XNeOcWZbUmjhI0hsOdET/66Ve4tT9FCo/xgoODKV/55uvM1wWmgbasKes2SCxzTZp4hoOYKEoCU1hOSNOILMtYVg2z1QotRUj1sn4D+DjXoiPCs6xpcMISJVEAZeKU1gjiuMU7FcYyQoC1FFXJoqnxtmU4yHj11U+zWMxp24qjR8ecnTxmd7qD6nIAonhAUQdWrGnBmhxcRp4PmIynmLpm7YFOmaFkQhRlqCjBOk9T/0DTvj6x8qzHyiUg86TE6ekAy5Psl6uv+nX6reW313/52+3VX19+G+vpl9sQQJ7C5HnyuLaZOr6bJINLJs82ANLvUbfQR+Bf10Gaq/vQs4Wu/ILrdbt9rE87hKusp35SS3ZJhRqPQDiHWZ3yM7/yUwjvQEhaU6OVRAqP3drGk+dse6NXz01/PVwHvJ513E87D33d99fC5bW0DeBdB5WezeDqv9/27Lx6eX40aPlHAvwJQIBFdNQdqRXGNJ0sSgUUtYsWdp1BsrceJcLu9x3b7ag2KSWt6aLYPUGGEZxBg0wLC8hgJmw7I0wbmDmyewII5xA9nV6IkI7SbSeNIiQeLUQwSO5SwozpjKLp/Bi62f7LC6M7Yu8RzocoC+twtgXfkArHxdEDfue3LJ/+/JcY5QPK9QXvvf0m6XiKsQ3OCZyNuX3zFspbdtKM5XKBaUsG04zGVvyf/nf/Nm985V/x03/sU+xMBnzwVsHx41MOD26yatfB87814BTKhQFjVa6JM0maJwgg1hrhQ0qJXmt2D/YZ7+4xWZc8eHAUojpXBQ8ePGa1LGhbT5qk5HrM7nSP27dvkeWaolgj2pAeoYVCCYVQEuE9WsYI5bDCU1nDyy/f45/+V7/Gb/7m7/KFL/40D46+GurPtcEE0gucU3jhQCg0Kb/xL77OS3df5M6dl3nv/mMm4x3u3nTMq4q/+L/8n/LX/99/i/2dKX/1r/wqIlf8hT//b3Cwu8eXv/J1/t1/9//Jl37is3z6M5+mcpLR3iu8+vIef/oX/iLH8xP+xt/+m8xmF/xrf+bPUszXvLBzi5ef+wKf+9wXmJ094DtvfAeZNzw+eQ9rLDYbMrtY8Zu/9S/4hV/6UZbLU7JEUqwa1tUFjfjhAn+8uwRGmqbZDMSlvHw4XkZ/B5+twGa5jCbvWT4bs+R+0N+9ttaQJEkHdpgN+yc0UJeSqZ65sP3w7Y2Nw6D/+oN8W/ssnnh4995E2xK0HjzxLswa9kBWL7XaAFkyUJ6Nd9RtEzzFtOj8CS5ZTHDJquhLOPbgY+aMY9vbZxucepLhdLVh3Jby9MsZ4zqWi+kYhaqju4e63o6Qb9sgf0rTrPMbCttvTBOenUCe56RpGjrM+M6kmg1Y1ZoAmpou0bCv11Df4J0lTTL8yLFwBu8DoKRkAPStCzJaBBv5X9vWm3q6ZDVdpr31247imKsGepczNWxmKcGYwGxqbEOep5yfXyCEJEtzvvrlr3V16TvA/4eneA9NG5hcgdGlaZ2H1iOFRRAG684Fs+9LsPPyXIf3joDzh46e7NpPJQWuMyD1iDBIkYFN5ZTCGUGaJaRxSFrzriUdJEgFsdQMs4g8AlNX2NozmuzhvWciBDrSLJdzWmvZ399nbzrl/PyMpqzY2RkjvGN2cc7pacV0ukPbWAb5gIvFHFm3jEbD4KeDoChKRsMBs6amtY6qXhPHaRdPH5PmQ3QUIb1huZwRR5LReExTVrRtTRsrlss5e7u7rFYzRpMIKTXOwyDNiAc5jQ1z9EJqnBc0TYvWEWW1AiQ6iSmLiijJSPIMHcWMxmO8SEBIEmDoG2bnxzg8eT6krhviLt1LaIk0CQhBlmVMd3Y5OTnBeIewnZxTdN6HznT3OSRZ1vnUCuIkRkVgnWc8nnAxXyCF4PziAt8GZmNZlgwGOXEed8EZHosFKTg5fYxUmiwboKMY3YG+Uim0UrSmpakbrDHopiWOEqx1KKkRwrE/HZFEMUVZcv/hOV/+xjd58/1HNDKBKCdNImrjWa0LnLdEUnaGnSJ0zI3FyRCn7TrJj5OyY/78cBUpIobZLaoa1kVDUcxJIoXWEUlUIfwaa5e4qCCOHHGUouWAumqpqjVWGr729X/F8ckDJsMpUZwABu8teZ4xGKToJbRuxbqqyNIIZywXZ4+ZnZ5ydDJjWTms0AjZoEVgxtRtTSQkXjSoxJP6qIv/ligVPOqcChOW3loaYxE25nB3n+F4lyRNQRrqpuDiwlCuoSoE56drzk4XFIVhsVgFPztvkcJRlEuECO38ZDRiPp/hvSOKg3y4aRxaxZ28SNK2TQCg8WFM0A32NpNEXnQebmC7yVXvfUiolRKpujbcBrN/50N7rXSE95amKkFIdKSZnS3wwmJb0HrO3Xu3ieJbKDXn4uKMprEI36IijzeWNEmIoiCj9s5xY2+PQZZirKOWFo8G4ZiMcm7sTZlOJwxSjVZQVSW3bu4wyhOW64rj2YqyWpPEQeYoYokzjmW5RilFmuRBKeAdaE2cDlBRiopSohji1ASPzdaECR3vcCYMCB2CdVHx8NExk50J67KgrFta46kePyaONEpr0tTSOEFRGXQywNoGcKTpgJ2dKaZpsG1NUxVoHRNFKbFO8CKwtNrmhxT82bzyW2PpblAuesDCb5Qk7onB9da6rgAr19hEW8tstvg05snW6+vQyIat0r/mKmx0fV+euY1rLKfrn135bvv3/bLP2N6TIMh1U+OnAyzbE3ZPAj7PBlKCp2EYxysVYZxBS00i4d/4c78cWI4iCYmySoaJIgxiE4vht/bKX9mzy/MVzvnl5FgInQp99CdqodvHqxPPVwG8q3W0qf8rQFzAQp7O9dr6RGydfbGVohYu1uu79szyRwL8AbpOJSDYzCY753D0HU6PVNveBYB4Um/ZD4TiuGfNhIU9waTZdjPgvRH0huq3xcrpT4TrZg2ECoM630m3pBSd1NVduck2yWFcMhlcB0b1D5BwsP0DR4AB6QVRJBHCkCjHc4eHXMgMrKcqSgZ5TlOX7KU3qVtPlCe0jWd/f8I4Vxw/PiKKFS89f4ff+epX+Pf+8l/m5IN3+IU/9nn2d4e88cZ7CBdx89YurSuClMoGbyIlQmNZe4e1DVkaE2cJq1WBsSC9JE0ThuMRddPQmNAhMM5zdr7g6OyC1brCOc9wmBJHKYeHhzz33Avs7u6xWB3hqUE46qpFJFlovKUizkLnMVYRzrcI79jfG3PnzgF/9d//j/iP/1+/yt/6z7+OjBy+k6MJEWbQRJxwflbw+utvszu4yaN3T/jc86/hdEZVlFSLGXEakyYxX/vaN/iVX/olfv7nf4F/8s/+CX/lL//f+bO/8ivs793AVC2zszVHH8z4r/7pP6WxNZ954UVu39jj0dkHVGvPp57/Ip994SfQSvLo0RHzRcvDx+eYuuTRgyWFWXDj7l2W8zXT8S3+zJ/+PD//J1Zko4jBIGV1cc7bx18FbbHH9ff1Pvqki5DiCvPiUuYV7q1evtO27WXa1BbzpQeNIDz06rpGiBAD35shx3F8xai5Z7xs31fbTCK49O7a9r7ZTsZ6ks57+dDd/m5b9nVpjNwlZRHi0eXW73ozSmMNWTYgHwyRIrBxVMcW6rcVwGp3BdTZgEgiyFJNa1BK4n0vjdMda+Uy3r4vAZzSG+bPZp/MtmSsZw6F74y12I6aLUTwTWvaFmuDh0GkQ+y57NgEbWOwHfsxTmKEFKzX65BulKab2HWtoysA1QY027RkgRnlvMU6h9YxWTZgMb/YsDU38j+C1Gbbp6m/pqS8jLi/fp0420lHpeyAsct9UUriRQAvQjtiEMIxGGR88MEDBBLTOh4+OAogoqJrE76n2+UHWrwHY9hIu5xjw3jyXuK86PoGLiSy9W2kC/4ziJ45S4htN90M4IY9J0LnQnQgrAwdTy+C347UMU3jaNsqTNBIT1FWZIliOk4pXWAHjbKUOMlomoa6Llmul7jCoZUK0kjCJXPjxj7LxYK6LkmiiOl0ynq9omnCM2M0GjKZ7DBfzMjynLpqiKIILUNCT5bnnVxEAxLZdfyk10Q6xhrLeDJmfnFOHEUoqYmTAFiPxuPuug0JYavViiQZMtJ9FykAVq0NzybrIIsT2ihC+jiY0TrPzs4Y5z35YEBVGwbjHVrr0AJ0GzOeTMC0VIs1+CCxS2KNMQEkLeoKLURnvlqTZQlpOmC9KhjkY+qmIR8N8FWLbQMzEe9J84y6MQgpSaMIaxymNZw+PmZ+MSNNU4wPzAnjLMv1itFohIoVxrZIH+TXWRITa4V1FqUiPJ6mrTFO07ZBDppEvcTGkKU5IXG1ZXZ8RtMairZl3XhqGzHev8u69czLiqoo8QGSDBN3IojtQ/9LIjqw3fnLwGDHZv7uh6pIqZEiR4kU19bMzs9RSBKV49oCb9dEyjMdTRiOEpI0XI+m8azXax49esCjBw95/RvfZDrZZW/3gJ29CXESoaMErTMa0+LOGzyBJaKiGONbVsuStqmpS9cxAi1EEcY0NKaByoJvof+dkggpNxMswftHoYVGETEZ7nFw8w5ZPiKKNa2pOD09ZpAeUBeK08c1i7mhLDxN7VksCrI0RmiJ6shcXgnKqmA6HjMY5BhbbywPpIywraFpLFrGKCmC8XDv0+mCkbMQwfpBdc8iKQVaCJw3SDRZnuCsQWmNMxYnPM50LNaOSiYV1OWaJI4xZY2tAutmZUC6iFs3UibTCWWWEBfhPm8qw7ItKIsj9Fe+wc/97M8yGgxYrgre/+CU2aLGC42OIxKpiNKYJJXEqUBrh5Y+RH83LdlAko4HKO84m1m8bfEuMNtlpKmEoKlbpPIIYRBSo5IhSkUolRFHA+IkwXlB3bRIaZAahPNIEQC32hg8iqY1fPDgEfPVCq2gaQ1SWiIdxh9KeIT5/1P3p8GypWteH/Z7hzVm5s6999lnqLnuvVV3HujbA83Q0AgZCGTCNoYPRlYgh2Q7HDYKFNYHfbQtEw4UkhwQBoUVoQ8yFiiAQKIxg9ymGyFAiKGbnrvvVHOdYY85remd/OFZK3eeU1W3b6MGqlbFObVP7syVK1eu9b7v83/+Q0/nAj4piIZIRQwBqzWL+RFD19M2G7wbMEZjrcFYLbJw1+H65l/0rfZr3yZ855ktPfPTbUE+/f3REqcPlfsc/O4jD+XDwJfDN3/meYfAzLMA0f7oPwT4+dW2WzBi/8DTx/OrvO7gzT/ied99T79W1opgdhEweCy5VrzxSz/H11/+OhaR3GmtCb0APpPAfYJNnj0S9YEfPngsz57Xw0bth7346c/0YRfcsyywp6+ZCfB79mg+Gtj77qDis9vHA/x5hr5mJx+LqEbvKCWGlloRfByRP3nhdBMkIiFKekCKcYyp9QK0jCd3SvRSaaJfyQI4jgwflZIwY/fo5W1HXhJxnJi6efHC2DXdWPQEjBFqeghh7ETcGkffeiuMOsVxEFFaS2GWImhNEyO6muES2GJGQnwE2psNn375JbJZzdX1QGEMd+7V5DaS1yIDOzs74a/8lb/Mf/wf/2kKO/C7f/QHefz2u3zzlx5SFDVFVaIKyEyG8bBdD2gM2hhMDkfVguXxgrsPzlDGEvxDdNLcv3ufoqrAGq7Xa9brDVeXN5yfX3F9s2a360iJUZuuWCyPeOnll7l3/x790NG2O6we5Pwi7CoS5DbHeTcuMMFoQ5kZjIbXv/Ap/uZP/Az/9V//cb7/q7+Rn/nlv0+yAa2k4Ds5XvL3/vufocjucDQ75fOf+hy/9PO/yPXNFltmvPHGW9xbLjnfriVCdzdws97x9R/8fr76lc9zfXVJNa958ug9fHvD+vwxN2XNb/j857hYP+L0eM63vvkdyplhfb3jtVeWPH54RZEb/uyf/wsM5PyR//3/gb/33/09fJrhB8P22tBsc97fdTRHnqC35I3mUhcYHTh97pjdpuFs+eI/r7vq12WbrtVD/xUBgLIDX5mDNK3xOROoMr2mKASJB/b3xQTqKGWeAg+eBXA+LBJ+Sqq6LfbNUwbwz3Y2DgfpQ6bMs+yaCXRSSt3SqcfX+DHiWRtDNZtTFiUhJqIaU3IUOO9G1sRtStZhGtmtNCsxDG7PspiOXSSgnrIs95/98PgO9zF1G2J0YxSzRiuNiwGbaWJUkq7inzbdjl7GSYlulc/bd8MIWiVUEv+0YehJsZVeibHsRpAoz3PEdHdMMDMKqw1BicRMGj8iofMhYowlOE9Vzwne0bUtiSRFoDE4/0ynifTUtTL5MU3nwljpDmutboG6A3Du0H/NOU9e5LS9A5Xk57bDWsujx+esVjvMXpb4kWuXj+Um130+ziUj62mcV/Rouq/QMuso6WClmIj7vDVhSCWUMLIQHx9Gg90YENbFdB8mEPPohPOB3ou/k9GKFKEoctwA/dZz8f4j5oXnznFOW2mWRwVKRbzvsTax3e5wWhLGLIUACt6RaU03eDyJsiyZzWYMQ0eeF/SDExlh5fBeUu6MsXStZ+g68lwkH1Vdo1VG1wnQbscK1NgMYuTs7IzLJ+csFjPyoqRvVuRZJlKsBD5qtC2whbB2bJYxeAGgUohELXO2wnC0WHDxeMXQtSJfTGBtjjEF1iaUsViV8ETm8wUq3MPtOkwQv60sy1DakJuCGBR955jNF2w2awFj6hI3BBaLJT4GAmL+vtntmM3mNG3Dbtcxmx2RxmQjYzLeefshq9WK7WbL0XzBnbO77LqGcjbD5DllVXJzfcO23TEMA7Oq5uzsjKuray4urlksjnjw/POEFGlbMeB1TiQp3mjyLGezcTzebFlfX9F3G5JODBGOzu5zvhl4ct2yi5abXcdsseC5504hJc4fnRPGa0moZnIdxukiM0gDISXiJ+h+PNxEUutJ0RID3KwuGdoN3a5gOdecHBecHJ9w986CxbIgy/XIrAoYk/DuFNc5Li9WWFtQVzXz2YKiKkEZhsFjGChySzeCpVfnjzFJWGVl6VjttiJ/8J6+7RhCSx8aYhrILRTlOJYjkuUQQetcvOkiRDSL2ZK7dx8wn82pyoIYA6vtmr4L4B11dZfFwnNx/i59n8jzmpdefAXnZO1X5CVD1jMMHQpN27ZoLR5sxkoKb2ZKYohcXXtUCmIknhIoQ0Kavt6HMaRg9BsMXuYrY0ghEEkURcYwCHvYWpEpd7HDB09UidD1FFmOUsJISioRfECnDB8V67jjyXuX+EGxPDulHwaOj2a0Xc0bb/wS3jVc/9wv8M133ufB/QfEmNhtG5LSVFUlthPW0Ldr4tCQ1ECMvbBotaXrGtq2YHm0ZHA9za7dy64X8zk2y0lBidlzUHinKOuKoqzRNqOujymKOUWZIx4/ImmJuSU6T5HlLKojbtQNbdvSDxsMgabZSPolYuqvlQKjmM1nKG1ohh5jS5SSecGFAR89RV5S1RVVPaNptiSm9ZInBod3DdG3/0Lvs1/P7cMK6ql2+7DG4a/H+32UTOt72T7MwuDXcnzPsoSeZfBMv/vVXv/ssXzYIurDwLJnf/dRbKRnn7tXHqRASgprS9bXD8lSS9/2lIta1uUJIElT4QPN4I9mFn3Y55zedx8y8j1v32Xf03r5me/x8Dx81Hn7qNqIiYH0PVwGHwvwRwotiOPApJXGD0k8GybsxiiUNTgviSQooWEqpRiIhOjQo84vMVLgOydxkQRUvL2YYxjIrSJqjbJjZHMI6CiLDh8DIQ7E6EbWkCJMfagQMDojasXgA6iE0QmlIzazIluJQBgLYmNGK+kgfgwoiELN1FqhjcQ6p3xB/vyXKe6+TNe2KF+gFjPyfM2LVc77777B7/79f5Dr6xvqqkSphBs6klecnj7Hn/p//En+n3/6T/F9X/k0n371s7z1ne9w+eico+MTYq7I5iV5LvTszc01ZV6OhZzl5Vde5uzuGd6LrOf09A5llnN1teLo5IS8qjm/vuLqZsVqveH8/Jzr6zV9N1DpTK41o6kXR9y5/4DnX32JbF5wdXUl3gRAnRd0Q0d0A0qLd4IbpSJWRYxNaKsYkuOFF++xPC74b/7W3+IrX/g3KU2F1h1diBT2iL/+Y3+Pk3sn/ND3f5lf+plfYHlSM1/U9LsV223gzskxWmXU1YLHq0fcvXvM//nf+7/wR/+Pf4Rf/sV/wE//9E/x1hvv84f+wL/C8/dOuDq/4v795/iBH/46//gfbvn7/+3fwZCTzSy7PvAbf/hHeP21z+L6jn/73/l3SUpT1xX/8Of+CaYo2Ky23HcVfgCbKd59/z3unFXMq5pqWfI3/vbfpD72fP31r/HeG/9cot5/3bbDOPMpDUoYKAKeToPQxLpRYyE9FeVTET+xfw4HT6XUmN5zCyAdgjLAwUB7K9OamDET++fDgJ7DfRxGoB8+vqeRc/u7vY/RZKY6mi5rpTDaUpY1ZTUjRvBDIssteZHJQjL4PdofU6DrW6FuH3xe8dwRYCLFJEayY9c7ejFZLkuRW/R9/5S0SynpYFidCN6jEeDbKDXS9L0YswdH7zpClO68Gt87eAFSJh+dEHphMT4FegFx3Jd8kJFl00OAoDTR9+RFKb5gMTL0jjwvMUqBMUSdCF5YNFmZkQahrg99R1nPGXxkaB0xJhm3tXySyRQ/JcgySRZDiXTJ2pxhEPaOUgllIklpmUCDGGwSR182hNWpx/QXnRuh74+JgcFHMp3x7juP8C6QZ5lEc3+SkB8AFHosFCKgrbCd5DrR45w6MqBkihuvI2FnhQQkTfBp/7vIxKAT0s/ec8pY2R+REMFHYWugFUkllE5iko4iqkhRZqQ4EIPH+cTNzZYQB/KyQJmRQRQj65s1bYqcHi/FE8MoTk9O2O12+zFjsViy2WxQSuOHwJ3lKbtmhwuBRGK2WJBnGTdX55RljkpQ1RXee2lANBvOzu7RDwEVAzqbxhFD23aYpIh+4PL8CfViSX18ionT+DCBYwmiFKcxigwqxcTNzTVd2+CHjryas9sNPP/CC6Dn2FwRQsJmBkXG0DgyVXF8dEaoK5quweYzfIzM5gucDyyXx2S2oHdb5vMjbFZgjMJHWXhmBC4uLjg7fQ6baX75G7/Eyy+9RsKIl0tpeeONt+kGjc0rPvuFl6mrinfff4+jszMWR0eEkLi+uaGo58S244X7L3C6POEb3/gGD99/xOdf/yJ5XnL5+JKHD99lu11hbOL4eEamYX19yfr6iuQGdIKiqNBlTTQZd557nhBht9vifE+eVfzA930BbTLef3TOerNDjfT0xDjuKpF2RWT9FZWaWP0f3qL/BGz90PPw/CGub9muV/TdDX3v8M4Qw4xZ/QDnZwwu4HvpTYcU6PodTbOlbTvyvGZ5bJnPj5gtF8wWC5FcRoXrOzSKWZ4xWMsQFcaUdF3Put2xG3qS8rRNS9cNIg2yOTaz2EwRc3BdIMvFnybPM5QW74y+aRlcQJsZR/U9jsoFuU2o1NO3nuhyjC7woWK166nmR3z+S5/n5OSMt99+G6MNRZHx+OEjhqFj6N+kKOasVhdAZLfbkNmMPFPjPbqlrmtOljM2m5UkjnkJRlFPzfVyD1hj9z5zwTvKsiShJPY5iA9aVRUytkWFCk7Wy06YxlU+Y+iHkaUP3onJdDKa9x+9iw8D292KBy/c4+z+nK6/4e6dOT/38z9NCI6u6/jWG9+iGE3hT07vYso5PiqG3Yo2tHTdlvfee5/jo9fQuaHpGlocqyePqbc7NtuOh+dX9IN8pq5L+GFH33qskRS8zGYiJx/BVqMtVVZSVwvyvBSg2rX0TYOxJaWZoXWOViWP/UNcvKYsDUVmUMoQgszL0RqMUlRFjtIGH6B1BpPNsVkFRjGEAZMMtswoZzP0qsR1Pf0woJJ4ChE7yuyTeX/u2T17EcY4J+3lNGMy1AHDZv9JP4SRIU+9TZM6/P1HAzPpA/96lvWjRoDgqVd8SEPz2fc6fP30+L6RefA5gL3Nydj9ewqE+Chw5MMaqdN22DDdP/8De7h9/Fkfz2f3jxqt4BL77yiOzRdrLKSWzZNv8yPf9zmKIqfpPNpkJAIhOAyZNLG1GXeybzuMPo9K1plMxtcjA/rgZO2vkRiflt+pcU3FbXLq7SvUQe7ZB8+FfJf64LNGOU5ZHB2c/zGRdWJPJbGVmfahxvOkketZgqu+y0kft48F+ENKpBBIRlYAWimStByZBFkCwkxdYPHf0WNnIKQ0ngzx7BGaaEbspUMozBIthqVKSadAifO/QssFkMbVhhIaLEq6EyQpMJQ2400SiF4Tsfsusw9upCeP8fMxMrnRhRSIY4ymsJRGY2mtJOkDWagHD8lDs7oh9C1FcY9ca969uuT1517luedf4uHDRyxPl7zx5nd4/v4DTpbHnD9+wr/zb/8R/puf+Bt8/Suf4f79M958400unzzh6HiJqSz1vCIvFEWmabcNJ8fHzGY19axmsVzy4PnnyPKCYRjEDNVYqmoOesdquyM1PeeXl1xc3vDuu+9xc3nNdtOQggYvRbFWiizPePXVV7j/3CmrzRUp9WRWgRNj0Mxa+kE0jkmrkeEFve8oM/l+bAKbaX7nj/4Q/9V/9ZN841vvcOfuS7x/8Ytsdh2X59/mX/tf/V7efvdtPvXpOd1uwZvv/GPuv7rg7qnh4aMn1PMjLp9cEG3B6d2Sm93brHePCGFg1Z1zcn/BT//0OX5wnBydgBo4u/eAx4+fcLJccrxc0naJej7n/otnnJ9f8crLA3/s//bH+MxnXuT1z36B17/wWd598pDZck4Mnmp2zBvvv8Pi+Iy79+7z2msv8e5b7/GzP/9NgqowVcbji45Xlq/+C7zR/um2yefm0LjZGDEf3rNJ9r5b7FkXAEVRPCXngacpiocAzLPMFmHajAlaYyqfGDILS2MCgz6MKfSsQ/+ziWHTcR/u49njMEYoztPPeVaglGXoBOywmZEiekSpb0GvWx+h6fxN/9cj0DLJzIzROO8JwUlUtRXD6N1uB0gKXgiBbJSfaGMJ3ovvhjYYrfGuw/tBvEPGWdI5t2chaSYJlaSLSfLYNGmr/Xh0O9EFoh+IQSRb0Un6IYC2FjNKxfq+JctyjM0IbiDLCqzNSEqM70NQ5KMBdllVpJQY+p5qNiemSNdsBchLnuCFrTONoUoJGzCMJp9d77DKgDa40GGMYRgX7wYzEggMyYksTSuFi8L8nJhmWV4QIwJWWcN3vvMGRkVCVOM6aFxhfFK2lEavJQUBbIzkUUOmUTpgAmiriGicD/gg/hgqjZlrYqJG8EHM/UcQnhgxyhBQxKTHtaYePTYQk2GlZW4LfvRviuiUMDYxLxWl1sxsSWkcpQ1AYOc6NtcbbJ5TFSVucGjniclxdfGEpDRlWXJ0dLRn9nnvubm54fT0lKbZYY2h6zoW9ZygI713DOO99ODBA66uLogpYW2GzXKMkYXcrtnJPlXGrtmhtRhIF0axaxpmVY6PgaQNyhSc3jlhc3WBMZrtzQ0+hZHllos5egisry949N47zGuz94uqZrWwk3xEjR4jKQWa7QrlBSBOBHrXMT9aYPMjfJRCVxvxEbu4vOT09FTkK0mz2W45WhzRDz3eR5bLU2LSXF+vOD29Q5ZnZFlF07WcP3mEMYoHDx5QlAVPnjzkyeNHvPjSS9y5c4eL60uMybh/dpeinqG1FIWXVzec3XuJz33++9hutpw/uUDZgpc//RpVmRFCz2Z9xc21PJ6XC0wpJuDzxRFZvWB5dp+T+8+zC4mTlyDlBTsXuV5tCUlxeucMk1XYosV5RwiO6P3eUH9ajKsk15osxj9B9+PB5lzPw/ffpCpLhqEl4Rlcw/UmkBWGq1WDzcp9kmQeDP3QcXF5xaP3HrNbd3RNoijm5NZwfr6laYQBpjBsd57ODbioUbYkuQFlS1SuKTJg05CXGavNGh882miUEtbn4BM65USjCC5ihOZDXkhoQnCe4ALHyzOqck5V19w5WZCiY3UzkGUzXFcT/QzNDKsqlneWvPbap/n6177CzfUNNpPo+SePH/P222/xne98m83mFD80LJcz3n//Hd595y2ccxR5xm63oRyZRYfzJQiwP81VKYELAWPtKE2UZlKWF3jnMNrgovid2TGkoOtahPU4SryDXG/Oe5GyJoVF1vHCuFPUbcP9B3fZrHconbh3/3nOHj1kvT5HqYCxOeVsTjlbsjw9Rudz2t4DgaFr6NqOJ+ctQ/9tTk9PyTKLD4nBBZ5cXbO6ESNwKf5Eju2cQymo6wqlxeNLASkEnO/pugZr7zObzclDgXMDm1WHVjCvcl558QXmsyXrzX1+/pciV1fvUeWV+BTlIuHc7Tao5Bl6z2a1Iy9r/ADDkJjnGUWWk1mLsQmlItZq8jwjz3P6phOpvgKdIpnNsR8In/hkbGL5cQv0fOhzxj9KSb25B4KeATeeYtB8D+99yHCefkwcgEzPHs9HMGE+ElB5hkHyUT/vP+eHgFPPAkAf9bwPPd4PeTx9D8/9cJBpOkb2oItCjes6Q/Cedv2Yk1nG8XI+NhEV3gdiEOmoIWG0wk2ASZr8kxBWezo8QvYnVh38/FFLQxmWBJXSfPA7UbKoZQqwnEAZnfaZ40/tW1pN47WXbvfylC5NTYIoabzB+N4jTXb/+g8e7lPbxwL8EVgnjov2SfogxmNp/BQpCfoXgkclO1L7D0yeRw8fKQRlkHdjNzsEL+BSMrcnWd8iu3upCQeRyeN+1QSIMrnxj9TJcczTaoxzjuyNbeWmHtNExoE9PWMAG0IgRXBeOti58pib96gu3mJzdcFQbzm681XKvOTJzYZoC7a7ltN796hnRxiV8TM/9bP8h//+H+fxO7/C17/4KYyJ/NIv/AJKGZanJ6gcibPNgCiT+gvP3ePo6IhqNmd5ckwyFh9BRUXnE+dXa3ablYBaPtGttwwu8PDxE9559z0eP36C63qCk8SfpCGQyIqcF195gddef5muucR3a3Tq8L6nbwdssmjs+G0rzKjLjBaSSQx4tC4p8wqjA8/fW3J2uuAnfvJv8b/9o3+Yn/zv/y4/8i99if/N7/y95Hnk68PzuD7x+pd/B9vOsd1syDW4+Bm2u57LJyu6XnO8PCPaR3zha/dR2Y7AmovrN7n73AKdK9q+4TOf+wxKB+r5EWV5SnlccVQe0TnPbDFnu76h3624ePRtXnyxRmlHSI6+25FVgVld8O7DNzk5O+HJk3N2jWazvmG9alj3jhgU7U2Pea7A5tU/79vrf9iWhL0zpWBNpsch+Kcmkin2WxstYAgf9Oo5nDwmxPxQtjUMwx4wOfTgOYxiT+OA8Gy61bTfD/P7mcCfw2QwSRJ5ekJ8yj9s3Fff9yIvGaWoIQxkeSVJOeixcx0JB0le0/6yLMMNt7IvNQJFbgTG5LUjaB3j3rDauVEypyT5p+97QhBvpbqa0bUNZVnihp5oDE2zIyWJkk8+MrieaaALUTxQzNglhVtJWwiRFNWesSTfB0DAB5GBpRjxSo3gTwLv0HpA24w8ryBJR7Uoyv11YbICYw0xiH9FNQI/ZVWR5Tl9205iI4auAzQmU/hhENWHsdyadweCG6nqiB+INRYXnKTPjQaXIYokT5hnQbowcYpbTZLCVJY47wRscz2PH58Do1fOmJoQ0yfH9DkBLkxNj4ifTJvJ5JxoYe8kpRhcYPACFqkU9+CPQnyqIKB1JNeyuBLTVAhxXHhoZJ6b7lkkpUkSmUZWDInSRpZVIqdnlgUYNqTBEbwjdi0mQW6gX7dolXF2dEJgwPuBputFrtAPLJfHtx5iStE0O4pCJCkhBJp2x2y5ICro+wbX95SLGSfHx2x3LYP3lPWcrttgMvHkmc9K/NBSVjVeRS4vHnP35AjvPbs2YmyJtiIlc32PVpG2uWG3vmFxfIpCEZKmdw58z+rmgtyCd46YNMPgWRxZQhxAW2IMdK6jTpbkhQESXMd2cyOEtsySFwUmwmq95mg552a1pp4tsDYXoG1sXpV1Te8cSgnwWlcVPnhKVVKWNSGkMTEJjo4WVFXGxeU5dZHz0mufocgLXNMwz0uq+YLtTkIfri6v6V1gNjvi/OIKW9R0wXP8/D3KIidFjybR7DY8d3TK2b2XSCTms5mANTFitSKzinqxpEua9qZhfbXi/MkFq13Hputo2471tpHrTxk0CTN2WY3RCESdRlkie8a3ilPH85O1GQWVcRzN5sRywbbxck3g2fWJJ9cNPipuVmuyLCIJT5HVzQ3rqxXdzlFmC87uLEjzgqGD9WrFdTVgbIFPiWQVPliCrvAKkilxwdF1zciuC+S5JrPZvnqSdZ2GZCDI/Ny3EaUjSjmMAavB5Bl1UWOzktlsThzZ9KcnZ2xXirw8w/UV0WfoaME75qXm1VceULz+yihD1TTtazTN9/PGG9/h+vqKJ48fMp9VPHz0Hn/9r/01bq4vcK4bWemaLMsYhmGUS5v9XFoUhQD44/rAWstms9mzFPthoB8ceV4wm88JQYIFZrP56BU3SMc8OEKIDM5hrLldExiRk/V9y2YDvfO89da7nJzNuXv/mGGIoCxZXpJSi80Vs0XF4njJ/GgOupBwiMGSZTmxWKITeG9Zr3PyssSHQN91uCGwXnusLSjLXAzOg9QzeS6gtTZ2BKkiMQwkFWmbDTF4iGEMr1H0TU+/2/LgxRkP7s+YlwWLOWw3d/nONwsWsznL5REhetCJWW1pmg1D13G+uyKmNSafoWxNnw0UlUPrRLQGW1ZIwLsE3UgwQERnFq0zclsezNOfsG2c71G348sEMI6/GFlBcl18GNLyvYIgH/WcQ6hoYm/8muRIv8p7q4/4+fA1v5pc7Hth/nzXY/iQ533U9uHH8OxjEyAAikhZaN5/9A4/8kNfRtucENIebPGJsZYPaC3kDhkGx3XuuKZU6pbxpcbHSAfA3NgYVE9dJ+O5UQchNOmQ6TMd67jveODTNGEQE6K1Z6EdnqPbzz1WU08/RwbY252NjKBD9tnBW33o9rEAfwCZ/EIStHvUBE9FUVTSTTdGE6IDyrHr6fb0rImlo8aue55Z2hjGx+WmngqcGCMxJKJSez7ZVFROnbrEFBGf9idUElIikkI2xSeL0aNWapTEOKZ0nwkUlPSg27jdiQkRwgDJk5LDpIGalqJUbJsGb3pUlEjmey++yKZvefTWmhgNVVnw4z/+/+VP/4n/gEUx8MKDI5ptw3a1YTGvKBYzQq7Jc4MCQowYa6jmM07vnnH37IyiKomIb9HgI9vtjs1mS7tr6J0sREIUf4GrmxWPHj/h+mpF33uCS9gxDUUbQ1KaOw/u89pnXyemgbZdkXyH8t0oZYn0zlNkFmXHizYGrEkMysnxmRKb52jjSKGDYPiR3/ob+Qs/9rd5fNnxr/4b/wb3X16zDlvyYOnCMC5gItEmTu8vAEfXD5TLgnsvnjJ4B0aT64YvLJZ86/xvURw3fOrLS57/9AxXvsP3/45PkVcndKHjyeaXePXV13j1a3d58uQxx6ZiXgYWi8h69x2O7kayReLkuWM6vwV1TaYXhK7l/vOvcHZ8jwz4oR/8Af7iX/qLBAzrbgATwCguH53TnX/C0hHUrRTqqbQrpffu93DLbvFePK8msCiltI+IF9+WMEqbxPB5kntNLJ9Dtk8I4ushoJN+CsSZQJ/DSeXDQKCJATTtF9hLnCZA5nDb7y9NHQKN0QI2G2sk7UT4eygtY5VzjpBuF6YAWZZ9YMKLowxrOhdq7GwqlfZdKGusdC9ixPnp/Kh9Eor3jhTBD4MwIexIZSXR9xKfLBTUNNKFI05JwTy1EqbJChTOeWHJuEAiyAI5eQGN0Eyx8xO/VIyhI65zeDdQFBU2L+jHc2dtTnRiJqpVJiC8C1K4x4jWdrx2DHmesV7dsNncSBywteikxnMkbxrjrSQvBWGFiv/D6PGUhLmZZwLOiUH/LSNt2rxzVLOaruuICS4vLlmv14QYSfHp0IBPypZGFo542YlsOUWRe4WUxrQ6AdvbweG8JEGlKPOXGrufKYoHhtFBjF+NzImKKOlhKonETst1o5V03oxWgMHoiCZnXhUczxW1aXDNhma3Iks9ZZaRG0uPIkRPDJ7l0RHeQdf1DL5lcbxgtjgipcRqtaJtd5yeno4gqiF4hy4khr0oCtqmoRlaqvkI+KxuuL6+pMolRjnFiM0yEoYsK3HDgDUZXg2k5IVZ5x2b1Q3WGrohUNQLlLbMZ3O2myvW14/JVKBrthR5jrIVKc+waIa+pe925GoEMXthJBdZIQbKuSHFyGZ1hVlUbFcXrK8vxvUFKMyYHJbE1HU0RF9tdiyWxzRNKwy7mDg9u8t21+J8xGYl2hTEBPVsgdIJYyxPzh/RDR2np6f0g+fRo3d46aVXMFoxLyq2uwab55ws77DetCxPHnC92lLMTvBNw5vvvscrr74iaVSziofvv8/ZyQmbmyt2N1cYBSpEkchYxRPvUVajjMZmGudbsmpOEzNu2sSbj254ctPSh4RLwugR/xYgeQpjRmL8CPQoabQJQpEOxqjx95+wbVaXfOn1l1A2Q9ucb7zRkZU5xub4kPAx4qnoQmA3dJRFSbNteXK+JrqAsQVZISlSIUSyvMQkxcXljqQGVJZhawEIY4R2ABfAp0Q/9CQczu+YzxVagVGGwUe8twx9QQiahCVpMzLPEqTAvK6YVRlluWA+P2N5fJdZfUzwA83OkWczThenzOsHLJf3OTu9y3PPnVLPNSG0GDNgDdSzGVrByfGMwdWc3anZrLdcXJyz2+148Nw93nzzDb71rV/myeP3aYd+z7xLY6DA1NTVY6PWaCsWr0qkqpkt9uDwsPf5kdj3GCN1XVIUBXlR4MeU4F2zpcxlnp5kYLIel+AFErhhAJ3x+PE5JrccHSVuzq8p82N2zZam3VAbi7YZVbWgLOb4pLBWmmPWFniryExBnlVYW4x+SqB0TohbtK5QKVEWucxlgyPLNd5BGi0mpqSpEAKh92w2sFpfYXPxCbt8csHj9x8ztNe8cFZTZg6jN5Q2cFQrnr93Sp6XHC8XRBzD0JDIWC7PuL5cc/7kmu2uwYeevHSgcpzrODqekRuD61oym2MUpCgMPcY1EdqgrN03TT5Zmxr/G7cREBD4eXzGyMxQ499PleXfBZiZavk0MTo+4lkf9uppKaqnnYwUDgEnDrfvDUiZ1tbPPr7fy1PN2A+ye56VdD0r9fpeZGffixfRh4nlnn3k4CgAJGnbwMXDt3jhdMGd4yU+OCwi9Zf2lkZrS24jmRJPX40iKb2XTT19HIwne4x/egaMefYVCSBN15Ei6VvZ19NNaFmPTyyj6eFIQh9CgHsG0AQ0qf0b3V5Pt/Ku6TNMLKbpfVEfds18cPt4gD9p9NhQkLTIrqKTwjGOMbQ6GaFOOsdYoRDV2G1PE6o3avXSlBjm9vpDkYPFUY7gicagMpGBaS2Rw1PHX6jZo2Qk6f2XG0a2CjqNf8bBUCk0Yl7Zu559ClgaDTgFnpLu/FiQWC1gVu86QvJoFXHtGtodLiSyosYlMSjNy4IhBI5OTllf3/Dn/8pf4q/8lf+CT7245P7pkrfffB+tc5bzBYtFRbAKZTOUGruPQ5AFZlZg8hxlNG3f0bQtPiaaXct220mChws4HxhiJAbYbhuurlesVxvaticGWbiGPcUscXx6zJe+8gWOTxdcXZ1D6MgMApyhMFlGTAmfhNquohQrEqetsHmB0TnB9/gUyYwhonl88TaLY8N/9B/8R/zlH/9z/MJbP8bRMuPth484u7skRc+2aeVYlCfL1Di5evr+Gl2AVZrLTYsyGf3mHKsNG3eDzhOPmw1dE8niCrIA88gvv/MzzO4XPHe8ZFEcMbNH3H0+57J5i9/2e36Qx9dr/tEv/B1+w2/4Gn/wD/1etILoDXhYlEtO7x5x0z7h+3/TV+l84K3338NFT55r2nVHsJ8w8IfbyeHQl0fYImNRPi5QrLVYYzBZcSsTmqLh1cS8ESlQ0zSS1LP3EBLwdPIImgAjoULfysCstRRF/pTfz6E/0HQsh34/chy3qWDTex1KvaZjvd0mwPhWwqVHc2OjDSYTo0znBkke2SdN3QJKwzBgdPbUse29e1IiJo+Kt6bLWou8agLF+qEVQGcs7rMsox86lkfHrK5vCMHTd63E4mpFSgFSICmRncYYiMGRohSIKbHvqFprGAZH8J4slyQYAaHU+Dphg8j5SQLakEbDfQFvFBHnWkL05KO3kbXC/FHKAnGUyqk9o2dKh9ttt4QYuffgAXmes7q5JASPc5Esy8RUfwQO27alqiq5HkKQjm1wY1dOWAMyEYcRcFeofadExqEQI0VRst22eB947/33ubnZoPZa708g+IN475AkrSslGJJE1oekGO1U8BG63uGiIozXWyKg0Fg9BhboiDUBZRBmxggKuSS+GzpGdIwjUS3tQdyUEsqCNsLWa5pAVC3ZaIJeWC1yvQhFlXC7NX0Y2Dx5yGJ2TFXNqbOKXbPBWktd1xRFQdM0+zTA5fKIEDzExGw2o+8ajo5mtH1Lu90ytB3L2Yws1SQENB08HBdzFIa8rAmDx3uHHxy+b8iMpSexur6ins/xGI7v3CUlxXa1xvUNQ7dlu73BD466XlIsZPHWez+aiXcE15NZS4qKFKBtByyWUufcbFZE57g+X7O6fIQfBqpZTV7OKOsFwxBRKhBTYrlccrPeMD86ZrXecXJyh94NFDobk9pgfnTEerNheXyM9+LnYlWG9wJ4vvDCCwzOAQOf/9zr9L0w/Vo/YOuKul5ycbUmL2ZElVHPjhi8Z3lywgsvv4D3wryCSJlpvvGLP8vN+RN809Lvtri2JUTHYjEnELF5jjKKrLTcff4e8+UJPmRsnlyzWm9wHlxQNF2Hya2wS5JE5so4IrJZkX0pGH0Qgf1qVqlJdvjJ2nJrODuq6QM4bcizkhA0WVazmFV45+i7gfqkxuaai4trzh9dEEOkzHKq2ZxZveR4cUJZlmhrpZVtMoZBGpG+341snkDftrTNjr5rCGEgDC11AfO6xOhIZi3bztP1GZ2p6TqBGIwVA/0s1yyOKo6WFYv5guX8OZZHL3Dn3sssF8dE59muthS24oXnXuZTr77OnTtLSJDnSZKj9EwA+NHP0XuRhxalJiaDMTPO7i45v7jg8vKS55+/z7vvfYeiLAiNQ2m1N/YH9gELSiXyTIztQwhjGt7AfD5Hj2x7NbJaBXyxFEXB0dFyzypGaWLSLObHZEaTmYxds5HEyCjNkb7vZVDNFdr17LY7Mp2z2w70bQJVodMCjcOaDEJJCpboNQphUqWQcM7T+4GkNNZURJMAgxscbu8LKONrjIGUbtcMIQbc0EtjSCm0ttJ49oGhh6vzi72v0XvvvsvF40cQtjx+NGPoG4qsoO8aiB5NJPie3eaaelGQZdD1PbPZAm3ETH5w0G+EjRiJ5GXG+voC3zm4excS9G1L17ajxNdKbZSSsBI/gffmnsg6/qwOg3gOAZE9EygRDz/nLS7zNKixx3sOKvw9++PwuR/G8LiNcr/d33c3UeaZhw+fNlkrTI/H+MFk7GdfM/17fzzPMOi/V/bO0zIzAc8Oj+cDW3r6d0kdAP7jAd7yseRvDcR+x9u/8vP8m3/ofybAj8lJQc69RqFVNtbhASW54aBuA0JuVQTq9v32J/CDp3w6hmftnuV5B8c/XghTbHsa/5p6G4cf7ZYGpPYgj9q3RRg/e7ptkkQJShFEVgI3br/EtH/dnqz2Xb6zjwf4A099uUZret/DM8iiHZkB+yJqNE/d/ztKepeyY9E2jIkxgNH74DAgiv+BSiirRzaDGKEqLUWSGd3ElTJ7T6CUxBBzopyJf08Y0xHGtJggkfJKIXo8lYDJiPTgIlYSMZmMFtmVgrbZ4tqO4mjJi5/9LG1K5GXBerOmqmoePXyPP/+f/qc8fOMX+PJnnsfkmm++8S4pBh6clVSVpVeglUG7hB8CGE3SUjS54Gm6hnQ9Mo9ipOsH+sGL4Wccj1Bb+q6jbVsuzq949Oic1c0W13vS2LUSJojl5GTJV772RV791Au0uw1d26BjAGtRSPoKBkJI6OTRSUsHxAj12KgxEtr3BERmcLVuOL/e8Pv/l7+LH3644v/+H/45/upf+qv85t/9Go8uv41Cc339GJsl6ZZedBwtT9k5jwtOrgub44eB0Dj8oAVgs4ZZYcnKGkXk6nJNWdRcNY8pZzmBgAuWunweqxZcdmvW3Y7rb1+gUWS5pTwCFy75R7/0k+gi0UcBtQprWbHCzDWzqqB44Qyb57yaXiRpJclOwZB84j/7Ez/2z/6G+vXaEnsvm+ne01oiP6cBdJI7TsBKcH7/swxCctUbLc8P3lOVJYca6YlRlGXZUzHut0ANKHVr8iyAxNO+Ps+yefYLP24ZK3uQ5YCxdGiq/FSnQsnvq6qmqup94l8gUufZCKB43ODGJBI5rpTYy8om6du0/4mREmPEIp2zKVhQMOyEc2JUJzLUSAgO73ui76nrBa5vadudAI/R0zduZABFFEFickegO4YgNPSxULdGiinv+jG1MOBdJHhHSnH8Lj3O97JYiNJ9TdqPTFNJhSEI3V4bI6a0ozHlMPQYH7F5idLit5AXJWGIWJORkqKqaiDy5PwJ19c3HB8fM1/MePjeu6OB9IDS7MHAif0VvMdajfM9aWSkkcToM3iHNaOJ/pgeNEl5Y5TrrMgL1usdbdNz/uSKpMQEG/Q4Pn+ytpSShA5M8x/gCQSjBQD00nGKSdO6hAsJN/nOpIgmIsSxgFGBIk9oC1meEVIkRnBBGHNRR4L3MHbP5H5PQGToPQOejkSnB45Kz/EcyqrE4CEpkTcVFdFoBtdSLRZkpqbrvKQG1fUe7Dk7O9tLBfuuo29bGJltu53IUnRy+OCoygqFZmi3qOgYho6srKVj7h3WZnjXCXDaNBglniGhb4iupW93AmZWCwYXyGwuPjR+oN+uWF1eYG1J38nnCD5g8og2o7m2MXS9oyzneOcYeoetLL1LuCEy9D3D9obQO/KsYDE/wxYz0Ja8zNEKtruWLM8xLjCbH6HsQNJ2H71WliVt245JYhkoRe8GlLHMF0sePXqPopS0HmMz5kXJrtlS5BU2r4hKEZXmyfU1IO+rtERKW524vnjIzc0l/dABgdXNhscPn9Bud/S7Brfb0TcNYXAYo1genaANWG3FD+b+Xc7uP2BQiqEbOD8/p+t7OpdwSaGMLMBHqjAqGYoshyRyS1kvCfgjC/tb9wQzsr6fDjb++G9aawplaYaWVbPDu4jJSmblkqqcEfKB7e6SRw8f03Y39IPHRYg+URUZeVGzPDplsTihKmqiShyVC6o5rNYtF9c3eDew3e3Ybjf4vscNDTG0aO0gOYpMUZWWurTStMgrbJejKEBHAgFtPUVhuHN2xNmdBcdHc5aLU47rl1guX+HBg89wenKH5WKBRb5HkRWWKOPF5D+MBUsc2aZKahNlFT5GMZtWibyQIm+xqGianOefv481itmswhhJvxsGt2f+WmslDdJJOECWid+ftdm+KVOXhXTAPZRliffip3f37l2KomC32+F9AGUpi5rMGoKXewdlyKxhcD3ei1ec+AQJQD6fVWw3G5wLLI4WJA1F5ohR2g1to2i2HpXkte2uodu2bLdr2rbFFR3KeupsKaCJcSjb4/odKCeN2aYlZCI17nuH956u63DOE0nkeUGe58SUqM2Mvum4Dhdsdzs21yt8N5BlhkcPz/nWt97ks6+/QtP2vPnmO1xfr7n/4BRtItYImyEGSUebz2ucS3RdYNf0DP1Au1vj+gxtNG93b+C6nvliwWa9xQ893g3oXOE9Mh+gsfaT1TCRLU0ZmPv6cV9uJ6nZVJoSn4UpopM6REYESpiYOsgIdWgWPfFEUhJrvcM16fR+H3XmnmUtH77u2cc+uJepuRj3/55IEYdg0P7ZB+vdw3X0rUfn0wDQhx3Ls2yip0CNg2N49rn713NbI8TpHQ+ZL4cglHTpMCbx/lvf4Xf88A9AdBCi+H2pyclXagc3esppldAqSa2u9P5dp21vKJ0SafzcTx/q08dw+D3uGxVyAj4wVx1yhm6ZP+I1plC3AOp0vg+AKFmn3YKRRglxJClp/IU9S4nb7330m0nxu69pPx7gz3ixxOjRyo4gmOig05jgFaOY1rm+36NZUlRJZ0B+niKjwxgh7PGj3EEMTm/fUE0XZBqzuEIYkbWApIxGmHw0CGgjhZaYo4JSUlSEOJq12myctMSfIk5sppFxBGPS1wgYpfH3hIg2BucCdkxXOb3/gHwxwyeF6VqKsuQXfvof8Bf/7J/F+C1feP1FNpuGR+88wfmeu/eW2KpAlTk2WYbOS7S6smLGSSBTmma75abIGKpqdA8Xw2llCnbbhvV6S1nN8Clxs95w8eSCRw8fs9u2BC+dHK1EQ26s4e7dM7745S/w5a98Hhc6UuyxCgbnxUAwLwjINR2QNDaLEqNuZfYUOTdo8rrm0fVbrLsNv/13fj//0699jqrSHN3Lefnlu/wX/++/wG/+0T+OTedU88h7jx5RVIYQYLXeUM4WdEMPOiMzBVFp8qwiqEiVZwh+6slUICjI8xqXB9GNV5oiq2i6wOJ4RkwDJoPa5kxFJMoSjWI+P8KYjLyq2Gy3ci0AqfNE7/DR0aktITq6LhGSaKT9aMr6iSPJ7gHogzj3EfCZ0r6mhdoEdGit9yDO9LrJf2WSPE37DCFIcs7+HhW23GTaLIbGk1eNFpPwNEY9jgO0FKETsHKLfh8O2MMw7BeT8DTLZzq+6XNNPj9lWZNlo9lhN9C0LfVolC5g+61EFCJGWfp+wNocP9yCFk+xfUa/r7IsiRH83qtMwK62aQQ8G/fthp4UPN71YC3BD1xft3RtI9IWIwb2fRjTUZDkpRiCxLynJGCraHbGyRAm/T6I909Mo/Fq8vjgmYpto9iPpcaIrFbu6TimJyhicHTdTphcJsP5Ad8FqnKOGg2qtbFgEm3XAImiKFkeHXF9eclqtaYoLJ/+9Ge4vrrg8uIC5xzDMOzTyKbrJsRBouNTkELcSDGstWaS6k6Loun79E58HiQWvGe323F5eSPXjxbQW6JD9QcWXR/nTeSMYt4dY9wHt8eoCMkLqK4SIWpa5+ldYgjiWyVeLQZrIkRPZpKY8Psk47dRo4zOjyCjJkwdT61HRobMqT4Ic1WpSJEpcu0gSEGkoiNFRdcFiqKgKnNSGiiLAoWhmFek5PC+QymJL765WTGbCRhUVhVGVXvAKniHG1qUB2U1RpdEN9DudqjkCL4f2YeWzCiRuYUobYgR1Ax9i+u2pJG503cZR/M7WJuD0mRWc/nwAte1NM2Ous4Ro/cBU+foIJTyGDVZscD1K4iJptuQz+bM1X36IVDkBe+/8YjUbykzy+LoDKVq8mKJzTK2zQaSZzafcX19w/L0Dn3vsHmJzXKaTny3YpQ5NXjH8ckxu7YhKyxVuWC37Qko7p6dMXQDbvD00VHPalI0aJ3hgviM1ZX4cu22l3Rdy1tvvMXl5SUpJXKb07UtxycnlHnNq698BoWmKjKGtmO7XrNeryirgqPFArSwFJYnS2xuIIPrqyseXW5HYMpQmBwCRO8YnCMzlqQ0KUrAhdzbt51YCY4A0iEYq/gEzpqjNBd8n1jfbFnOTlCqoLY1p7MlKTnyNPBwe4FNhmQU0XpyXTKrj6jKE+rylOAs3lqywmIKS640jXNUg6VfDVxdPuTi/EJAtBSxFhQOaxKZMex2jtzmEBXaFBRFBbHCZAHPQFZ6jpYVpydLzu4sWS4WlHbJrD7lxec/zXP3XmU+mzOrM8pcIxkHiYgfmRJTaTMVLjL2dsMwjqV6zwCXMVxjNJSF5Yuf/yw/9pfFI7Pv+z14MzVQjo6O94l/0zoiyzKUVpRZuQeLfPC3zJkQyLJEcA5dVszrGZvdjsxq5rM5Xddy7959bKZ5++03abcbQvRkWY7WavSFC9SzCtd17NYrXDegMZzcOWNWnVCWFU8u36bvHWXekHwkhMRqtWa3WzH0DSn1YlGhLTqvKUqLbhOoKIzbQeSnXZNwWRjnOOgHL0VdFDuJLgwMvWexWHCyPCHLCiKRoWsIQ0eR5xgNfR/4e3//Z/jmt96k7z3nT1bkeYW1lpPFgvmylnnZeZwTOX09S+yaAZtrsighCUWeS5qa8zx+9AQ3BNquo+/7fWiE1hGlZH4JnyCPvGlTCfTo0SgFfJTk1LHhpxCgYPJoDAniZPKqDsGiWxDkMBV3Ak321gNwYB9y8Lz9T/KYHtkfpKlWHEGRdPuehy+c2B1PMXfG3QnLZb/r28cPQZU9NwWIaQ9iwTjiHjBa5MeDGHJG4GhinUy/O1jrcrC//Tv9GrFCAT8OQCfkLa8uz5nlildfuCuMNJPhhoE4YSdJ0mP1OCTpEbgGWbMKecQIMBMn1sz0nrfMrWdBq0Mm1iF8pGAvW57mrtvUM9n7PlNlRLjSSCE52MN4psQvWAgtQibJlMYaYWprJSQJrcGN63hlzLg2F6uaQwDyo7aPB/iT5EtO49Uh5zaOfj0grpWazGicGw5uIDUmg936eEjyTtwXd09rF9UI2ggjBqYFCCP1XTwupsScELwYl46pMT44tEZAkFxeF0LAKMXQd0xMoP0dPB3n4Q0I+06tTqBCQIdEYXOqasEQe44f3GPb73BYTo6P+cc/9U945xvf5MXTis98/lW+9Z23OL9uUGiOFgtMUVDNj1EKhqYbU+sUmTGUZYaxUcBAEkM/UOTiGeBSQGcFWlkuVxveffd9QFNWJY8fP+H6+ppm19B3Do2RzogWE847d0/59Guf4guffx03NPjYoFIPCMshJEElmfTa1pBCwppCZANoVKbw9Ljk+Qf/+O/ytd/8Gv/6v/YHCbolpB5VFzyo7vC7f99v4j//z/5//H/+0t/mD/yrv4WL7U/RbHpQNY8fP+RLX/oqbT9Qz3KJNPaDFLjGEgeHthJJHMKAij1Du8P1ju12yzvvvsOrr79EWRSkpIhhoHM9x8tjmsYzpIhXkaQcJiiyaIhBEW9WKKvIS4uKgefO7vDk0SOMiZhcmCqu78ityAVlBIpk+pO3kJ2AmMNNGBm3LJ2Jkn0obzqkfyotEe1ZluGc20upJkDEGCOT5Pi67ID+bcZY5Wl7Wmeu9p3jw47Hs5RVAVtuZZeHnkGTjGliNmVZRl3PhDETI7vdjr73ZHnOfHEkHhdOFp6M7BylhYoeQwSTbg2eQ9z/PHn+TGwm7z3OB8wYXRtG+l0Mjq5v8K6nbbYkAtYoghtodxu882LuGiW2Ve/BjkgMAY0wE4xKxOBwfRJvrrE7ixoZU2PqiVIQnCcpWQCEcTE9RYIPQ48xevy8Y+wkSrqkyQKaLEmRZwoj8ZoGhr7B5hUqky5EiIEQhT0Fkaqq2eUbtpuNAE9+w2y2YOgHttstkzRu6kKlkdkZkySBTfG1KIn27bsdkLCZfWrSnsBEEBnr9fWazWYzgkd2pHQrJvr3J2kLIYp/iJeFjkbhfUIHI00RIj4quiHQuMgQRBYFkdxYrImoFMhNFAlPbsmcgygLVvGYilgtHl9hbJhMmyToCKtvOa85KT3LzKNVR3Jb8tyKebHXaAJVbsjtTJhAumS7HXBRIs4npl7fS7FRVZWAgE6YbScnJ5ACrttx/v67zI5mtJsVVVExKzKuLy6xucJ1W85O73KzvuHuvfs8ebyB6IjDjr7d0q4vMbFldXVN7xyzozMY00C98wQtQFpwHpLBuciu6aicozKGrmkocktRHjEMDUfLU67OHzMMHWfPPUfXNeisEhlOu8MykJLBZBUmnxNSBlHWF3lucK7HZJa276nnxyids2s6iqIixIA2hqZpOTqak0j0Q4fSCa0L+mGgqmuUNmy2O1KyLI+OiQxokyO+eAkdFav1Feu1yEXfe+cddruGuqhpu571bk3T9KxvJLq7nM+IMXJycsKLL77E5756ytXNNSkFur6l6xuUUrRDz3FZ4HzP8ckJ9uiUowcv8daTG949v6HddDKvRkXvHWQ5yipcTFirpRATMxRS0jI8pQnwUaRoPtCB/iRsMSS6DoypePGFI2wxIzioixmnywXRdyhX8rD3NLuGoJKYLM9EPjsMPZfXV+RZSTd05HXOsOoJBGFm+y1Ne8OT8/doGwEI8iwjpoCKgVmdo02JUpbHlwOkiC00OitAKYo6p84N1QyOlhXLZc1sXqJNjrElVbUgeGibhllV4gdIJhMPMGBqtKakMCruGw8JzWa7u10PAERGX7JIcIrkHVVuyKzi5Zde4B/91KO97KquS9q2ExP23W7v92dtRt93aK0YOhmTsiyXgIngSTHRtZI+mVJkt9sSQpA5OUJxXFBWFccnC8o85+rqgqHvADXKkaUp45yjLEWWp6xmvbpBqS2LxZLgI1Ve887DR+yahtOyZru9YnUzEHyi6yW5UBPIck1R5hR1wWJRk+cVscgZWo2KA1vf4zvNEB2u6wGZ1yRQRmOyDBXkqs9zkbDN6wXaWJp2O7IP0t5nMATNeuPZbC9JSbzBnnvxJV55+S6ny5rl8RG7Zof3iqubG3bblrZ3RDTWFqRMWI+zekY2Nq1slu3HZGMs4MUo20iDW2kF6uNRQv7atoiKg7CuU0IbqS0zm+0bmhIgFAku0Y8AkDIGrTQh3camf5hXzlPgh1J7DEapaYVxCy4wMjduwYOngR71zL/lsaf/9TSicvC79CHPPwB0pmfffgb2SMUHmJYpPfV/dXD8T31+Pnyk/t6Zm2k6WbfN5RhHhvykJojo4PjMqy+Q4oAxBf3gRGZqFIypsCp6LMK80krkUmkklsg6Ru9BnP377j/FMyDd6OGb9qbOIzNoZJerEUNS6raxnGLYfwajD4SGagQL060P0ASxqYP9EsWnyKSE1ZBpJUl7SqG12Mr4FITokTSkgE7iZZxGQO4pZPCZ7WNz58rC/jaRZ58SNHbzDeID0rc7FBCIGG6Nm6akLvEOkltM/ILE/EmlBFo8OSbmDSPaq5R0L42SOMTbLzARnccUIqnQytIPnsyWxCAWYUZZXJKFjLWy78knA4QdEJMfu+S3N4egmGL6nMdAQFHde8BwDScPXuLmYk1U8K1vvMWbv/DzfOWzL1GXBT/zc98gaLhzdiQd+whH9RmGQjweioC2FqUsRZ5htBnpnp5ucIT1TlJNTE5QCgP0safdNVyeXzAMfiz4PM22wfu4dzFXKLQ23Llzh9df+xSf//xr+KFhGDZkWUQlhzURb+NYlMikHVxAK01eZKAsymi0hXW3YjNc0Olr/ui/94d47Uuvc359CSoneEfnHc3g+J/8L34Xf+bP/A3+wT/+h/zLv+8HSHrG0eIO337rDX7X7/k9tLuWxdxws71gVi6wZSEyM5PTmoE8L2i7HVWh6TcDITo22xWzoyNefe1lBh9YbVejsW7iwd376BjJ85IeGHSiDQ0+9ngXseRURU1Kgb4RKcR1dJA8ZVWz6QayIpNzooS6rmIir80nssA8pGHfpnCpDzB74Gmj42kSDHHq5t2yOIS14PevnUCRW9Ak7EGn6bGJ2jjeQN/1eOEWSDoEpOA2mWx63vT7ySsgjp5UXdfhBo/znqwoOFoejSBIzyTjbNuWuq6Fmh4SxohHzeRdIIvRW5N3YwxVVY0MqrFDHAOJxNB2eNexXl/RtlthU8RAioG2Ex8gM8rXJv+kGKSAMlbuUe8GUgxYq0k+iJxrXEAn1L4LO/28l6J5L5OS1qiYGPpOYsJHfxfiaP6sQGmNNpaUJIkroUjJ0LZbskLYSUYbfPD4vqVUmjzTqBTE9F1J4Wut5f5zz9P1b9APPdvdlmWaE1IULyUlY87EJhPKLuM1IRIcjcFqYYSmcRaNQQDbEALaZAyDyH+syen7gXffeW8EstTIuhKGZ/yESb8S4IJ8zhCSzIVjF8t4CzbDR3BR0bpA5wK9v5VhBKuwBnQKBBMwVlMHS4gJl/zo7SOJlKp3xOy2iyeSu0CMnsxAYcDiyVWkzg1G5xAlmSbgmFUFbSt+eGWeiaww08znGdvG0zQNJycnDMOAcx7nZN1SVaUAI20jLCQtpqz379/j4vKcxfKIvtlRGE1dZrz9znc4OXuAvbpgfvwcKUbO7t7lyXtvkmloNtd06yv6MfGmHTwvzI7QtsBa8RXxvseFxG43MJsfc71qccETvOfm5pqyrNmstvRDIFOWZtew222pZhlNsyavTkZj8p6UBlxw2LzAVjOizqlmM7rmihQdTdOhraWaLzk6vsPg05hElBESZHnJo4fvUVUl89lMUu7yjDzPyGxOqx1VVbPZNiK1VBZTFLTbnqNFzfXVhs12gwLef/89rq4vefe991BKc3Ozoml6Xnj+FY6Wp5RHBVpp5osKpSLVXNhXb777Fm+89xZ1XTOfz/YAefSBz7zyKYoix2iFR3HdtHSPLtF4jhc5RWVZbxqanSdFS6YtWVYIwBMjk4hXjcXvbYdVM8X2Ppuh8knYEorZ4pRZrqmWR+x2HSYZltWM0oLKLf3OokKk2XTks5Iiz6nKAqsUzm253K1RSjNfzGGbWG3XtH2PzUuiUnz7zW/RDo2k2hhN74RFqlPGrtX44KgraboYk5HagWo2cLTQlFVOoCW4ga5TWG0IQ6TIPFVhuHOUKMqcEHr6rkGlHKNEpuAG8fsLE+CThMVCctJQSND3g3huWkNC5r2pvvLes1qtePz4bbJMce/eXd566y3adodz0jibwlPEWyuJ75G+ZVO4ILLPsiwJTubGPCtwfUdmavquwQdP3w/cu3cf73vW646YIm7oqauSeV2za3ZoI+bP09ql6zphjXsn72cim82KcjbHJUc9K8nqE9rukn5oRzNkTcSOdYAhGUOeFxR5TVUeURQV0Qdc74lJjeEx41wchcIh8jQ1MuINNpPGTllWFKOPYpYJk3V1fSNs1VGKbUyOtQIW+9BTFDNeffVTvPzCHc5OFtR1xfVqxdXNlsdPVjRNoBsiw6BQuiDLEtYYtNGSvKYLsrwgxIjSNaBRyuK8G43/pXGu7Sfv3gSJqldjAW5QZEZhtIw7WmlSEGZjUlLD+SCqhTSyPqaSemLC77dnwJBnpVpSsY61ZzpkxHw0T+PDJF+/nv6Eh03aj9qePYZf7f2/V4+gD7zugCgx1erWaJxzt8ExKfDpF5/j7pHGZBHnBGDJi1zUFyQZE6Xw3dOezMiq8UlwgH09sD/zt6QSYV/Jz4fA1pQkfggWqSRjntGaAHu2tNET/iK2MOJtJ/6cWuRD4qqwh/8Orpu9moGRhZbQI0vNaCPr35iYFEwqelnLMuF3o0XNd2H/fDzAnySSj+n/h2wdPd5sMYhp3c6JMVz0k2Zzkp5EphSihEgdYpSuqHS00x7YCSEwGT/FKMSr4AMqyxlpSICkymTW7LsPwzCQ2ZyhT+Q2Q6WcUeIMoxn0baE7vZ8aY95u61WlhAmRlCYqTdAJZzS6PqJSUByf0L37Frv1irC95Id/0xfYrFp+7hvfQVvFYjajKEuqaj5G20F0HmssRVlhMoNC0/ceFzxtNxC8Z7fdEIbA8fGW555/HptlxNSx3bVcPH4sRlLe0Q1BgCIfBLjQou83xjKfz3j9s6/xgz/4fRgTefT4XbSaJv2IMUomU+/xTolWNqbR3DHShxZU4vHVE6rjyNd+8+v8wG/7Ck73vP34DcDiHVijiC6gleKqfZ//+R/+Ef5f//FP8E/+wS/yW37084S7a7qwpela6Y65xHbnOT6aE5zcGGhNNZuTAmRVSUrNuBj1hBS52lyz3uw4uXOXznnqomAxq/FDT24NLjhMXqJjoLRW0ll0JLqIMcIEm89KMZR1A1me43pPZnKM0rg0kNmMvnfktqDvW7LskzdZTmDMnvIIZJndS6kOZTmHjB9j9P4+mLapkJ8ApUMp2aEnzwQMTWOBVvopkOnQ5Plwm0CXp1hDB+yi6bMcmkIfAlhd1x2AWxGUoaxq5osFeVGQxgE1xEDbNqQki1mY/H08zk0eQE/7C8UYJTZ+9LIJIWBGI+W+7xlcS/A92+2KvttitPiWFPkY1RvTPrVEzJ010QvjJ0UjZMYYSMGPBsAJ4iAyiyDJByLtGmVSo1lwApIfGVxW7tfgPCoZur6lyDKcG7BWFvzG2tEgfzTSVgZSjxss0TmCHxhQ2KzEKiNG7hq0UViToRiB/F6unzt3zujahma3YbvZcnq8pGvb8fyOEsPpO1dxP8GB2V87E1tTm1FyGBnBRk3TNmPnUtO2HQ8fPR6/m1uG0CE4+InZRqArhEQMcp+lMM6HSpF8xEXFEKQr3bhI54OAmVbMdl0IEAdym8gzO0oOxp2PHjfaGJSSlEvxhLpNqsxNJPkeo8G3A8Fogg2gncwDQRhJXd9irCYlhfduTLsDYzX37onR8m63o6oqQO6VvmvZbtbMZzORfwZPXeUYXZFc4t7du3RdR2Yt/W6DSo7joznX1xfoYk61uItzniw33Lt/n7e++fNURca279je3GCynKJeYLKarJyN0erSKApJU9QLMmuZRZEhdV2LVUrMmPuOWV3j2i2td+RlyWpzw+zkDj45CnIInr7rOTlesDy5x4Cmns+wRUZ33aDweN8zr4/x3tE0LS5pimrObtehxnFwcbTEDS1ZlrFrdhRZIX5jvaMoSsqqonc9dV1TVTO2O2EqtG3P+w/fI6XI5eUlb73zDlZn3Ny0JKWZz+/yqc88z9HxKUpbsJZ7d+9hNfSD+Cwd5wVFmY9jlwC+11cXbFfXzGcVzXZF1yiKwmKKEmsUJ8cLPle+xuWmoXWRXdOz23Z4J82qpulom56UDGqi4SPMH6Wmrunk1zVJOj9ZzJ+EoqjnqFzhnWN9fcGinKEyCTQZ+h2FgZPlCZvWUx/NODqpyTJPVRqaZkMsInlhKKqIzS3Rap58+wmPHl8zBIUfzftlDBxNx/cNX3nM+9HjRnlMrsmKSN+3xDiA8bh+x9XlDZkRtuusPuZkqdHxW3zzG2/z4v1P8f3f94MURcngRIJhTDY2UMX0vG12rG+u2KxviK7DDS1VVZK0NFi0NeRFjs1y+t6TgOvrGzEZDj1GJco8xw09bvT9CtHhnQSvWGOxRjx+ghP55zRW933HJPcOUdbAiSiG2n1Piomri8ccH59gtB7ZZorl8QylRAba93G/vk8psVgsyPMShaLve2IMtO2OptuQVRnJerarG3q3JfgW3/UoZVGmEF/IOqcohD01q08piiVlOSOFwGbVEkPG4BTOB5QSw+0w0QaUJi+LkX2BgAJJUjlX6zXt4ydc31wB8pmHvkNpg9Yl2lj52SjKMgcCVVGQZRmbzZrddjsWvZpt4+hdwjuN8wqC+Khoo1AmkhVSC2k0NpOUuqyo8d5LOMQYzPNJjHpXQG5lbemcJ3mPH+s0rZQ0z0noCCSxA1HTeipNjfuPXjNMxIKp8H72DI1YBOpgVEvqlvFyCC7tn//UThJ7Fsmz+/6nBF1+La85rM8/DDT6H7KO2vsYqVuvIlmrSxCTSpD8wON3H/PiVz+Ljw6lJVlYT6ytEfgwY3N11K1jlCGMPk5ajRbQaTqX6enTmW5BsYm9JU8YkzUQ5s2kNDAoYvBYJSxopQRUMlbM5a3VuCHgnCeMPsHSzDZ796mkBIYKPuy9jVRKRCWfJyTkvCiY/AqmdlyYmrpPEbK+O2P24wH+wBjB9iyVbvwCpuLNin/E+CShHu4lD5NGM5CUGQvH0XzqgJq3L2RhvH+SSLtGRC8kic4VPx7QmSGMrxVzQsvXv/4DvP/4Bq1KvBPvixBEAhJGvwz5EzFqwg+5vetJQl1DkTA4rVFVTbRzyBPvvP+Yh2+/SaEiL9w/49uPLvjOdy6obE0x06jMYLISmxfkWqFVwlpJE+i9A5XIbMZ607DZSYSm957Nao3vPZdXa9peTPGapmG93rBerRm6nuAGXOfxfoynV5LipFDM5zO+/OUv8UM/9APYDNbra0hOJgMUGDGxVmb8XoJ8Vkl7iWiruLp5xM5t+Jd/72/nc197iXqZs+l3hBjouh15VmCVoS6OaJsdQXXoQvNbf/Sr/Nh//hP8jR/7m/yOH/3trK//LlmuePzkIXdOnme12ZF0hc7EH0Kj2TUNzm2oZzOiEiCp7zuc79nudqy3HTYvmR0tqbICkxKzaoFSDhc7bJ2TEuRofEgopDhSJomXlAI3ODJbgXbEJCbYPkS63skCxnsynVMai61qXJp6nZ+M7RDYmdK2Ukp7gGMaHCfT5/1gOb4upvjUY3A7ORyyfA4nkkOZ2e3gezipqQ9MPIf7ngCD6RgmoOc2+UvvfYc+LO1rAo+0tmR5zmw+p6pqWXQSGdzAMPRSAM7mY6z9bcfTGDt2KmV/Ylgp59BmmSR6eLf/7CRh6DjXs91es91eoWIAq0jRs2taMmMxWsyYwyRtS4ZJguPGjodRClLAT0ZxcfJOUyibhIIfokQQjwBXjIkwOKTfCCkkggv0TccwdKQiIy9yXD8IW9H7UZUh4HVC/ArKUqRX3nliTHudexwZnHK9iA8EQJ7n0mXNc7q2oa5rgh/oh4Gzu2e8887b8l1P14SacHlhpGg9fschkFuNc2IGajKL7+RaCd5LEqMR4Ovq+oau75ksF2+vRTUWT58cACglSV8LMRDHYWWSGU4JZz7AEKDtPbve0w6eEJ0YtipEjuccKVMMhWJwgcEYrNKolHA+kmkDYVxYaLHKDF58fVAD8wJC35HnERU1MSaqXAyLXRT/qm2zoa7nQmvWVsC5GDF6kpCW1HWNtVYSvfqeLs9Gg3KhfscQaHYthI5ZZTg6PiauVigfcbsNza7BWs18VuOGnvV6xVxZnFek0HH37hkXb38LnQLODYRoyIsMW8yY1UdghCWxWbckk5NXS1QaaHbn3L0PSUVm8wVN25LnOSr0bLsdxihu+g4fk7BF+x6jpZi1JgeVY/IZZBX10ZLN6hIIdN12ZAEEUIlh6ClmS/qupyhLmrZFaUPXtjz//D2a3RZjDdZYaTLYEpRhtxOJWFXWbDZS4IUYeevtNzFWsd02zBYzvvjFLxGj5stf/QHuPXiBlEReMj9aSkytgryQxoXRmrIsAeiHHqNgt12z2dwAnuce3KXMLSl6YhwYfMPgPOsucnXdcrn1XG8HVuuOpvMEL75DXdcL+KwyJFVOQPKURApOUuN1OY0f6buyPD+um1KKoKSYfP/9d3Ftg3Eta7eh05EYBhofyUzBfH6HLDdUWU5RFUBLij1ZoShrcGGN6wEcea5lDI3jeBXUyLIzI3NFTPqNFq/DO3eWzGYlbbOlcZI0OgwtzsFmvabZNQIgKcPpnYxdvuLiyY4333yP6AyXr1zigue3/ubfxp2jU5wPYKX5ENOAIuBdQ/QDKibWl4+JQ8NV31HOa7TNwWjysqSeLYhR0XQDN+u1eN8EmU+cG1Cw9/gTZrCEJrgojJcU08i6vfX/MVraukbLOl4aEgqFEYa5EcZo06z2643ZbEbbbIFAWRZsNmuRro7m0iD+niHIfK+UwUdPUVpUFhm6HSpLaAx9r1B6JvdcAOXBB01lS/JiTlEuKOtjyryGBEfLQLPruLleEeMGgxy3Tpq81KAtZSnPdb14eA39wNXVNc57Yd4kBSpiFOJrYjQpSYM6KzKMMhiTaHZrrq4u8H6H9z1N12CMNK6cC/SDJUaFj5LsaZInpIEAmCRJwZmtKKqSSmdIQ1wMqVMK2Mx8Em9NgP28EpyMvz4l4tiUJCWs1gIEjQCBYiQKjN3+aV0zrXlhqvEmj9APOTEHaws1AhuTT+EEBR3CDIf/5wNAy4FfzzPbd2PxfDRYxQfW0x/G9Dn0vvmnYvZ8yH4/6niVEu9K8QMrUECZ57z15i/z+nPHoCDqjOTE4nnSXakY0ciaNykNoydnUZT0O4cyZgTZnjoL499q/6+npH1p9OhNUrvva/w0snK0JlOaFAMqRsqyYFaWZGYMYlGQMjsyGyVsaQiRwSd8lBClOAL3wisaDdrTVEZH0GKNo1QiYUbWkEiqEyOhJDFyy4RV9N22jwX4M4FUAmgJ3XcCdUJM2HGhbq3Fh7Av2G47vk8XcdPkMKGztzfkxGKI+38zFopx8ithusAVk+6cJO/dbLZ87nNf4l//3/1bfPNX3uC//vGfICWNHwahaGpNGiOuUbcG08I6ePqbUFoJchc8GYohGlK55Cd//G9xc/Ee3/flTxGT56d+4ds8vrnhqDomD3IlaG1waaAZxmI8RLrO0ew6+s4TE5RVhdbQdTuSTuw2Df2uYcSGOD+/ZBgi26aRZK+uww2O4MZCcYyHNmOqU1XWfPFLX+SHfuNvxGp4/PAdUmzJNHTO45zGKum6KBRWW1TUZEmKLp96fuWb3+IHfttX+X1/4A8TjcPkhiF45tURnWvQtEAv8dj+hrqC3vdYUzK4ht//B/8V/tSf+Gv87M++RyxyOmXoYs/gHrJrtpgStjvNopph1IwynxFCyeB3JBUYBkeVF/RNS3A97W7H9nxN12run57wxS98BlVahuBIwRK8ojQly6MZu/aGneswVSYyOK1RQWEosaYmmJblYokm59H5Y5T2YAOFKSmSSGHWzY7hEwb+kCaZjUyMhykAk2wKPtgFkfFyYgDJ8/wI3N4aQD+dzjW9zwTWHHYX9vcyT8+rT/kKHfziUPJ16Fc0vefh8Uyf6ymfGGOxmQA/RSHJZALa9ADsdjuKwkrceg+5yQQYVFAUxfhZjBjOjsdRFMXef0YYhxrvPEaLIfXq+oqbmycYlXCxw7WebDRZTgmGNCaAMWqgxwnLaEVSkeg9YTpfo6EhyY8ousL3YewkyjilMaOxZBw7qhC1RtxcE+ubFUbLJNG3HSl5tNVkebZPRUHJeOFSR9/JAjFERaaM0P69I8+tMC9HE2utpTg12qBSoqxK2iZj6D1lWY7x45GTk1M2m5X0caJ0b3wIYwqYHxe+2ejXdJtWFkMcmaRjwJC2WCsRvI8ePial2zljovKOF80/xQ3yL3aLMRJ8Guc/6RL7EDFKLFmHkBg8OB8YXKB3gek78jERXSR5RTAIEOEjzssCN8XRytxHjA6EJKba1mq8D8yrktoaCloKpTiuLEczqIuBlBzB9cQgxVRVlGgi3imS92R5SVnMpJjUkYvLS/IsG4HTgqLIKbIlza4ZFztyD8xnM7brgevrlURVa0uWK/TiiL5dsVqvMcWMzIg3XZbnYnLcbXBtMx67k3svwoOz+9i8pl4s2TVbdk2LzUuOzx7w/maDcoEs0wTX4v0g1m06o9nekKUIMeB8R9JQVkfU5QKPpd013FzdsDw6JS9rytkJp/ceEJSicyIbvbg4Z744YuhbTFTkxVyYD1lFHGPtrVWocQHc9wPzxZxm1xCTosxy+kHGsOXRCY+ePKauK9zgePjoEdrKuHv33l0BqH2kquagLDYfGZB48Xipa5KCbthxs1qTWctqBV0njKI8L1FGcXx6zP0H9yQ9yihC9CKx8T2Pzi94ePGYf/Lz3+Hh1Q5Hgc1mZEXF4AK7th3HY4PViUyDDgplp7Ee9Mj2Fgq7sDRU/O4dzI/j5rzj4flDdu2GzeaaTIGpKmyw2ORk3ohmBM1nJB3o2kGYbHkgywp0Bk8urnGuJyuEQdz1nXSWY8DGHK1KtC7QRYH349xFIrORO6dHfPqVFzhe1lRVwfnNDU+ubnj46CHXl9f4IVAUNWU2Q2tLrmeYZPHBMwxrnAvc7C7Ytld8581fIb3wGaqyJsQMOwKlfXDE4FAIg9CkSLNd07QtfdeQVzVZUbFZbWnn4jGTlOHmeoN3ihdfeIV33nlI13WjWXMmVg0HzF1haEizxFqDHxxWCzgdx/kgKyWYQUIiDGVZjaAIrNc3FLklyzK22y0x5JJQOPS0XY+kiHqc66nrGXUt9x/akJuC3a6jrCvmRzP61LDMFpRDwg01jV1gKAkh0vYNITlQIjEuqxl1PaMqa8pygVVWUr9iomsaQruF2FOUFXlWYnLxrLRZAUrTbBtIDUPf0w+9gBQxMlWFUYPWER8dqEjXKZyz4jupcjabK9abnOPjgixXpM7x5OIh22bN4EdpLVIIZ0aT5YksUwj+ETA2Q2eavCjIs1LWIIPfr5+yzIwpo5+8bWJ3RxI+RVRM4J14+mQZ2RhgEkfmuviWRdIoj1fjOZjAH5Hk3zLa1djt3ytAJhbQ+Ds1pU8nOYYptUleNUlEngZrPgiUPM3+OQSKbh98etz83kGbZ+rVXwW0edbr6LttzzaBIwdg2WSWzOj5o+HNN77N5z77OtZYbm6u8EPHV7/8OXZ9j08abRLJD9LozMR5zCZwCQJjeAyJsipYbzuUEm8nSdv6iI88sn0mn6GYxP9Qj2wbUSJMnsHSsDAqoTKRDLqhZeMayiyjLAsJuFAaoyIpGZwX24vCZFiVGAh0XhJFtTaQzFPr0pgkrTWpkemvEmlsxCUgKY1SAlwqJLHsaXvxD24fC/BHELSIpLCNC/N94ZdATWis2QM0YiAKKDFbJYTR4MkS1HSS5D4QspZ4BWg7eZCIIE+AIqT7GUVzK6ZKEJMXJs9oIJppw+P3H5JllnpxRNJmvDi00JP3N/74BY3vH4MnWU0ajaOZ2BJaiq8qz9hcXfN3/s5/y+XFI778uc+StOHNt9/m/HrDfLFEJfGk11Ex9BLRvNs6vHc4F3CD+D54l1Bac7NeU5ZCN0Ml/OA4Pj6RxT5SSG03G9q+p217nA9j+o+c28wYMELDLoqKz372c3z1a19j2+y4uXqCNZ4imwYAhQ+e5MaYvCT+7DE5rts19czy/Ctn/KE/8m9x54Uj1t3NKJuRwSsEDyowrxZYI+bbSim6vqMqMrwX3fVQXPH8KzX//v/1j/Hn/8s/yZ/5y38SVQ7owvDiqy9z994JRvWk2NH0HX6w1NWCrt3Su57gA/fOTqgWS96/vKHZtiiXMdclp4tjlEqE2AMOaxXzes7QepxrKCrDTbvDmAplLBotMhYSMXXEGLhe3aCSoapzMqVIWqRrRW7pdgOnpydyg3+CtmmAFoPmnGHoRyBo8v8xCOMt7Bdq0zb580wLuds49FuWzTR5TgDRbZQ7exPmidY9DbSJUW4EJD1OquNEOx3HIcAkE/L0vk/7Ce2PVeuRiSfHb2xOXc+l6FGKEBxKixnyzeqSzBpiSNgiF+YM4rFgrBVWgDKkUTZjjR3ZGJHeOVAiW00p0nQ7gh+4PH+P4Bo0Hu9b6QgqGNpuZA1l0qE1E7tRj10NAWlJkegDaTLgTnHUNiemSLoYAiopjNKEiBSto/ZZkjyssASDJ4TE0Mk4c32z4fryiqOjGfWsop5VFFXAGMgzg8kKFBE3UvCVLiAFJLQ5kVmhqPp+IGQFOlOjblmPrJ5AWRWEOGDzkt12S5YZ8qLgbvWAm+srhmFAGfammCSwmRl9YBJ5aRm2co1YY+jTMKaTGbzzZHlF07RcXlwQnMfabL90kvX0Jw/4SQlcQBJJQhhpv2NCiTIEZXABhpBwURopBo027COaY5xMBkeJbhiZXxpCAJ8kkMBaPYJpnjxCkVkIPcYElvOcO7OcynTMCk+eK9pdjw8DRSbXbYy3815eVGR5wdA7IuARUCM4TwyJm+sbtHLU9VzYYMGT2ZysrhiGhsVyRpzntG1Hpg0pepSyzGYnrJstSVtsmdMPPcPQU5Y5WieC78QINkZ23cD9l15mcXKPanYkAgebU9YLFJHdeuDuvec4f+9bEujgonS/dSYmy1XF6nw0QO46ms2OF59/gdV6w/LOCwzOMYTE2YN7DB6q+Rm9T4Q4SGBElKTPdrujyGcIzKbR1kohkKTpFUPEWkWz22KNZbve0HYdy6MTdrsdk/H6arOmqivKsuTi4oKUknh3jCB913U899xzbDY7qjJHaU+ZW4bgefLwTSKwWq/Z7rZU9Yz54ghjpIiOMWe7vdkn+Tk3iKeBUWSZZbfbMAwtm84TsNx94RVi1fLWe49ZrVaEtEUbi1YZxubC2EPGR2HQjw2AEaxNaozLTUmA6qS++43wMdycH3jn4RsoJRYB1loa5xh8R3CSBtoOnt4bsDN613N984TN9pqiMGgNvXPiB6cTVV2KHHHoKQzM5jmFqrBmTtQ1207RhRH4TYmyUJzducPJckmZGe4sT6hnc/KsYHV1RZPl6BTJrIAmKI3zjqzIsWRAYuhb3nzzLb742a9wtDjaJ1D6IMbORkOMCudk/vBDR4h+X4hYnaOCzNU2k878Zr0GZRianszm3LlzxtHRESkxyrH9GH4g85GwOQ1a53tDZj02cLO8JMsy5rMZ9+/fJbNWagSvqGvxjhuC5/T0hMePH6K15fT0DlfX15SFSBlJYUwqTCg9JYdqjo5qQojcrDbCiDViW5AXFqVyFidn7HYt9UKBF9Pl1eaGrm8wOmGzgqqcUZUz6rKmLGZYk1HmJRZD6Afc9obN6pw8yygLS5ZbYjJEDGiRcPkEGItRhtgPqDDAOKXHJIE4U/ff+0jfN1R1BlrhU2CzW3N+odFWs9qsaXupF0LwWGMYvBOpuI5oIwBZkWWEOHptJSVeeGoymlX7ZpnzkfgJvDcBUpTUUh/lj7AmZI4LPuCSwuqIDxGXRlXDIWgxsoEOG4+Hf24lQ9JcUiMAYYzGjiQECeGRRkxI4JMam3cwMZ6/23bLUTl4RAbUW3Dm2Z18gGVzS4qQ85L2jz0LuKuRLLF/HeO6++BN9hjO/tVPAz1PN9hGIGw87qgYwwITpNFlVkW2uxV5ZsiV4hd/5ef5H/+PfoShm5JsjTBxtNTfDmn8jWHA6JGVbrSisBqjhcGjR+Mq9dSxjgSUNPF60r7pnEKA4MfPKMEompEZNhIeYhQfYmsU0cvn8MHjvSFm4mXmR5XDtGabvidJI/OCgZBEho0EFaVRaRZTFD/GmMAIyBOiAFwCKI7XzAhqTdfXR20fE/AH9p8QccZOCVIMaCMXl0qCrIXbMwEjtUlpRXIOA/go5spKQcQQo6jKUYqk00gDFalWSgGVbg2lACTqXYkxVxJjTD+m+agRsR9CTzar0VlG8NI58EmDsoQYn6LyofU4eHqUjvvyMkUZtLXNePvN7/AX//yfY3v+Ll/54qcYhobvfOucEAJHszn9MLAbElrlZAH04GWQCmFMBxjpXknSDaqqxhgxsU7KjoN2xjAEqrISJo5z+MEJ22cIYiSrphhvMaQyRYmxOc8/9wJf//rXQSvef+99VByo8zSm5GhIhhgHTJKiDgPXqyfkpeU3/JYv8OXf8Fnuv3hKG1pWw7VQzJPCWIPzHcZqSBZDhlYJlMOHXpB0W1CojKYIVCeaz3zumDf/yYq/8WP/Ha/e/TKr/lf45ffeYOsczr/M/eMZ5TJHKYdWjhA65rMFaau4XF3SLDwXmx2qqKirxHy+YG5y5nVFXmQ8fPwui0VBWef0/Zqynkliku85Wszph0AKkaQCPjqScmidj50AcWHPC4P2Xr7pzNK7hqDAREuhPz633Pe0KfFGEflUHL1TpGg0Jtt3bI3J9j5be+acgv0koW51woeMnkO/n8PHAA7lW+yt3UdGwviPA66PDHhj92UaWKdOjPjc3E5E0/vEOBYcgFJiUJ5lOVleUpTVfgJXSpB/N3QYpYhBOvPeRUnLSDJO5XmBtjJwBy9eLJIwGPf0UOc8eVawbba40NF1G5pmBaEnupbk3ZhYJwdmlBFGnkk4JyxEFzx2TECIymGNkesyiFm1ViKHMpklSIyanK8QpNPpI13bYbOcCLRdR1aWqGjHaO6O7a5hvd7y5tvvcLRY4mNG7zVNFygrQ1loqtJQlI68nKNNRvKeZBQpFWid4fqOIi/Jikr8jaJGJY3RwuK0WSZmuing4iBpU2Um8Z25IfjE8fEpq5s1m+0Goy1Ej2LscmjRTw9ubBzsrynxXotJusaz+ZKbdUO7a4UpFeP+mpSohn+G99A/oy0BQ5zmEgBZjPsIKggANESRfbko/kdlLn4HE7sqjrKDIjPYkeaukxjtBqVJSTw6YpCGjPjhRHrfU88tBo9Nkcpa5lkiMxGrNPN6AUrYVlNqXu8DGIUPDt9FsjynqmsG52jaHbkRr4v5rCamht61hG2gLKUYbbsBqyRAIWlNWc3QPhJCR98H0CXV7IQudKASZVHiBvEe6rstRiVhqcREUJbFyT2Kai5FVgSTVeATwTVkNqePQErsdg2LsxxMSYgarYTdkBcZj59saDdrYu/IrKHre+ZJk1ULFnfu0KVB5Mj5jIAwCou8YnPZsl5dsTw+IYZIWdaSzqU0eV4SAnLvugalAnmmSCHg+47jowWDkxStvKhph25kKS548vgx8/mcYeiwxnBycooZjeyHQe6vepbT7BrOr57gQ0BpTd8PFFpx+txz5NWMthfpTdt0bDc7yqqi61qi96jkgUCmET8ylUjDwPp6y/sPb7jYwaqJVPWciKXpPEpnGC2SskzZceGsx476YRHFuPAfixelYZxbP0nbyBdgVtfcP7vPcrFg6FqadsXFZUeIjrqu6a7XBNfTDx39sMaYRNv07HateC/6gClyqipRWEWO53heclKXHOdz6voOqTjhF994wrALKG1RVuOjIyTDfHFClSuqqiZ0IofQMWJQJKPFODzTKG3o+y0+OqwtAMVicRejMh49POfiySXH9YkYsI4Nxb4fGHqJM49xkm8W7MYUxq5zHN+ZU1QzdAz0vacoCy7Or+najtZtWO+29IOY+0sjKImFgkqYcakkTP2BYXDSPc+zkc2ZU1UzTk/PKIqKL37289TVjOChqGbsmh2D7+m6LUdHC9q2Fa89H9k1W/LcMPSRuirpezd652SYLCPExDAMDMMgTRE/oHSknhdEo0g6okxGDBqiFeAgs6jVFRDIbIkxOWVZURY1RVGQZxVGKQpTEPqBdnNF02zEt4hADI5+gN4BJqftO2kWarlbskx8RELwJBUwIh6QO0llxHGMV0r8oDbbHXdP5lxvNmit6VxitW5YrXcEL2s5nQJJSQMpy3KyTIy9Q0y4EPHBg+5JSWPUFM7hRuYtWJv/C7zL/um3PgRiFGPgoIyMM6NHpU8RExImsGflMDYUDxnpAJn98PV8SiM7e0zfI3qMVpRakRs9MsCFbDAEh8LsJcDaWlCaMI6Bt2tqDoBwgS0mhv34rk+9/x5+2b8WYYc8faQ8BdXo6d/jo+lpcGuycUj7Yxrr2anePcSblAAX4xvvWdaS4i2qHYEYDRGx00BNDQH2a+/15hrvGp6894gvvPo8ZwuZi4w2mCS2xlErnPfjelL0JymFUUkEmTGk4JkVBZtOZGBm9PNF3Yq9VBqNuJMAURP7J3qHRsLEjFaQAilIstY0V2k1mrePKZZ1VWOMgKVt298CP2O9oY2Yt8eR1axJ6DEZep94abT4N45MxxC8sP8CEEeCixL2mFKjxcb0ZR8Qqj5s+9hUoiIJMHtEe0rTkYtKoxT7GGIQb4s0oXfqAH2UVjKMngXRB0w2evpMhWRKo8N+2nv97GPlYf/eEl95e7MF73HBMQyDeHqMg8X4zWGQAdgn8fGwSjrfjJ11MfgOowF0QVbkvPfkff6TP/nHOVlUfP3LX+T84pw33n0btLjLN01g1zsBWlTLdGWayQx36oIbI8BSBIJMDCoi8i1rKXJZPAbncIOc677r5TwRcK4Xnw4UKkJRVdhixt27Z/ymH/o6w7Blc73FuZY09GTJkJFhCzGDdj5Dq4yr68cMacVv/Zd+mK99/5dY3plh84KmGciLnN73OC8LDPFwSnjfEbwjhnyc/AeMVZR1zdAnSIYyO2Kzabj//Clv/uw5f/W//En+3f/T/5pffPsx20uHi5d86pUHaH2EJmdRlXgTIVl8ClQ2Z1ZUbG7W3Du7h9bX6M4SW3h4/pgrd8Nz7X0sisV8iTUzmq6hriTGNkRD37eAIi8yiee1WqSY2jCbL4iRMV60Qxu5+fu+FRAiQVFIMfvJ2uQ+MEbvTZMPPXQmcEY0+mEv45omiv0inluz5zzP92bRad91uTV6PzR1fjZNQY7B7qPfDw2dQfZ1mBw2vdZag3MeiE/9TgZtoU9qbcjzHJsVZFkuCyktIGoMnhD9HgSrqhnOeYqiJstymqYjywtmszkkTfBxP2lPE56872hi5x3RDyQ34NodwXW4fgd+ILpe7lUv2nxtDEZbtDVYqwnJE0Ok8wNZZnG9I1gjngchjh5DYc+sCUqi3qULktBIi8X5iA/C+uu9Q9kc7SS5ZBgC603Lk/Mbrm62OG95dH7DYlFzenLE6emM4+OZfK/R4WNHmTSFEWq7c4MAgkZ8ikqtx58DNkqikWDjslowmcVYuzfpzLKM4Mdx1GacnJ5grWG9Xo3ML02MEwV7YoIJUwJkDE8j/TUlYU6tV1tubraEOHVyZeJOY9LXJ+/OTKPx6oTtSTPEeS+AkBLZlzDVhdpfWE2RWzFodlJsWauoCkueKYxKsrCJaWyiGKYkkkAUnCx66kJTZXD/dMaDY81x4QntbkxNkcVcllvyXCSSSinqukZpzXq9xYeID07YfNpQZ6Uk1Ml0T9cplKmI2uCJAtx4hwriMxJCT1WUDKmndy27dkfXbEH3NM0NUcPZndfZNNLEGXrP6vwJu92Wy6srytmCzjlCSnTDwKyoyLKMiopNtyO3OTs/EJNjNquIQZPbWuarbsPQbSH1iIn4wLyaExL0fgCUmPwXOVdX5zz/wh1snon/CcJgvrx4TIoOoyGzWpLGjAWV4VxgVi8IrsGqyK5dE4Oja3uyvCDPFTc3a4p6RkgDeZ4RYqRvOxbzBe+88w5KwfPPPUdZlLRDz81qTZFnAgw5h7aa5198XhKGkKLRDY7NbkvfSspnURQCKltLs92igONFzZNH77FdX/L8c3fRaRBfhm5gGDrcMPDw/Uu6kBGVpahmJAwpmTFSO6MYrynFZBirUAcrLa1HDqZSGCXNwE8W9CPNkAdnr/z/qfvzWN3W+74P+zzTmt5pT2e+88yZokTNsi3JQ62klmwHRpEUTeqm+af9vwEC9J8CQQMERQsEaFEHrp0mqJ0arhEnlixH1mSLkkiJFElRJO+95957hnuGPb3jmp6pfzzrffc+h5cUY1My70Ncnr33u/d617vWeqbv7ztwdLDPpCqZjgqYdqxWikw6mm5DWeVEn+Kzw3rD9aujtPkgZz5fM1+2rBpL7wL0KrGNpSGXE1RUjKoRB4d7mNERX/nGe2iRYaMkeE01GlN3gvN1S359Qh1abGw5XzxCKk+WK5pFvWOn5kWekqKagJ4UxCiZTGbcuPoM42rKe+/dYVrNuHbtKt478jwVfkL0aWMUE6thvamRgO07slJSdz3CB3Q5woeaYD1dtIhM8v79B7x5+zZnx2dkWUbXtTv5V0r1S2N/MgFPAGAcJBBlnpFnJYd7R3zkjY9RjUrG+3uMx1MODq8QfaRvG7SCB+/fYTbKWa2XnM3nlEXGapnT9Q1NvaYo8zRWblqqqmRvb8Z6uWa13NA0LTozuNhiXc3M7BO1GVLqNN4nrx9nIc9LtM7pug1SJo8iJTTb5DopBUpqylHFbP+Q6f4RphizPF/T9e1gUh2QqkDnFUhBYQxa6UQ68JpeQtf6HUM5iiG5MwIk42pIG9Z6XXNyNifTirptqdueBw+P2awtUhcgtvNgxBhNlhUDmJN8Ap0N+NDR2UDTdInFqUSSy9UdIUKWF3/6netfs4WYgMutL4pQEoQiBUCktVq4zIAZJDTJhDc8QYpJRSZxaZOdvpByGzEUdlmFYjgOMKw501rS2iTXt3GwKgkC5BaAGf7dyawumURzYS3ydHvaAkFcWutsR9rtsSUXiXOXm2TLxLk4zuXjb+1Vtq9tWfx+CJ+QYuutufXsTMXJGMKwjR3SudkSCRL7TAk1cEHSPbh1/QYqBlbnj/lzP/TT9G2zW1dvsaqtvYtzblh3J0PysC0gS8l6vWQyOaLuFqhU7WWnKN6CJcO3EvDDvmLrz6uVxOiUWhtCAn8YlEPBp8RuH9P9E6TUQOLAXBRyx9xxIe58R5XWg3JgS35JnyU4TxQBGfVuj3LB0Io79cL2kbssuXuikPId2vcH+CO2D+KAeu1OOlGhL3uCXLAG2D1AUkqC90N0MYPeLZl6pQ2CHMyaLqQm282BgJ1ha9roBoK4QDq3bAGl5M7At+96ivE+AolzPUZvB4Rkwie2QGrYGrAms9dAQGqNynK6Bt6/f5dlveDZZ6/y3HPP8O5b7/DuvUcEJXChJvYB6SVR5QQcQfRsNYHRDxrTQZcaXKAossTsiUn+oHSSpeECIkBwgvWmJilD0qQlZaKiibSqR0lNnqWKxTPPv8jNm1eYn52ASANU3MqWYqK/et/h6PCiYd40/OjPfJqf+Us/TlQ9lp6m36CsRWQZXd8S6DEmUo6TTwfKJ18DqcjzBArEINBZSgOClHS0v7/Hyy++wEN1jiwziIHPf+4P6bTn+P4pP/uDP8n+3oS62ZAjmV69RlmmSdETWJydY9uW+WrB1Vs3wJ+lZ8poZB5QRcZyUzMuSxyCs8WSvukZlXtoXaIxGJ0ntFkrfChBOFwASQZI+r4dEq6Sf8rjR+dD8kKZqPfN6tsO1t+vLVUvwjAZCqztU/JH35HnxQC0pEVEStraArdgdKoKb6Vc2yQu51IqB7sJID7Rxy9Tabcm0xdMnSSXivFiwNtKu4RI5oVP648vksXEjq20TRNL40nql1VVJWCJlFSmdapAe59isNtNP0wuMVHlIcWh+oAxhiIvEiNFgHf9YEqZsdmskvQlevquQ0rBpl4Sfc9meUZfrwi2R0SP8xZBqqK2TY/tLXXTMZnMmE4nSNImLUXuWkQE2/dARgzJ+D0lciRD7q3cTAk1AOMiVQ6Q2D6AknTWIYSkqRv63lJkIxbzFZu6Y7FuWG0cj07f5/HxMc5BkcPVK3t87KOv8uorL3D16h520+CHVD9jsoG9ZCmLFBddeI8aWJzOuWQsLVL0pR/iOIuiQilF17YJVI2kCthQMZlMR2SZpm1q1ptVGr8Ug2ks+MG7JlWKRZLphUQJ1sZwenrGal0jRKocA7uFXojbKtqffJ/6XrUYGfoDMCwrXQh01hEFBJFowSEkqZ8ykjLTFJlGxkgXU9UrN5JMQ24gM0lDL0RAy0GGMLCjBIlObZSgygVX9nOuHSomeU+mLJFU0VRKp8UKqUq2v39A13dJN+89k8kYH1PCXYwO4QV5kSO1wEUHSjIyM7Qq03wcN3RtS9qtQNd0yOCZN3PKqsKUFVNTIo2iawPT8QHni5pHj44ZzY5YrldI7+j7nvlygQuR+ek5n/jszaEKl4Dqru8JwbFcLLgyK/Gu4/T0mGAde1czQNA2NbbbpEQjI1nM54QAbe94dHzO9WefxTlLVZW8ffshTb1i/PospXEMD1hTb1icnyCDRcTENE4GAgYbYO/ggH7TELoW180RriG6jlwLlPKsV2eUhUzeHMHRup7xeEZZVbz99jvUdc0bb7xBVVas1uvE+DFpE73ZbJhMJkCk3mwIMWJ0xnq9xHlH2/dok5EbRb1e0/WWqhyRKcVoVLCanyFCx/6soG/nYCNCaapiwv5eyVFn2J87Hs+bFNPddQMLIkeIJMvRCKQYgEWRmGaJXSm3Be2B+p7CLD580E9qJispigmH+/soaenajiLPqKqKTVNzdr6i6XuCcMz2K0SMKDQxaPres1pbxlXJuk4sUNelfhlcjhmPiBQENE27Ic8EaIFvAiozaJOTj6bMNz3lxjFF8/jklN72jMYj+j7Sd57gBX1nsX1A6MG2oO6YzQ7ITMH+/gGz0QFG5iwXK6aTKdl0nDZ5g3R6a7osgEwKTk8esTw7YTSbMZqM6boGKyQhwnK9pOlr6rphvjjj3t07AwMs7IpJ7pI0PvnjeZL9QM54PGZvf49xNWZUznju2ee5cuUqr33kNcqqSnHPAbQQ2HqD7xvUtQMWWaTKNeOyYLleMR2VPDp+hHUTIgkwH48qbty4hveJfWVdRBkNwpPlcPPWFXSpcNHRWYtX6RkWQ8pn39s0FjQtXZWKnF3fJqln0CivYOjvWakZTaZk1Yj6kcP1K0SIZFlJURYU1ZisyIkhIqOka3qcFQTf0w/hBFJtQTHY7tC3TJEYoe8tt99+j2Sh0NM7T9d7hDCpAO0jWhlMNhS9lMb7JA/ubEx2Es7j2h4lG8qiIMsNzvW03Ya+9+iu/dPuVt+T5sIAoMkUpLGVvyOSfEjImK4RJFa/kFyWPYnLCBAXNJHLLJw0pimiTExrAfSQwhhUkhi6EJJ0m0AQyScSMXhcciHJ3rWni1RPgTwf5IH5BNt+OO3LQMEWSHly7z0cnif9NlOh6SLEhYHFEnwKnhAieW6ldbIDqfDOEWJEbxOqYvJ1E1Hs5l4iROcRMUlGRUI0UEheef5FlmcnfPSNl8gyRXTbjx139yRFsIuLwIsY0UYnabjRaKU4ny/ZO8oSIKfAeofcSaUurqGI2+RUt1vzRBnRSiS/tSgZapaJlKJSKqft095ACoVWEqV1Ao6GeU1KRUyJK7t9UCSBkX5LvBBJjeCHNLAghnSyrRn5MD/KbRDGpcdwS766VA38ju37A/wZmhziXMxOWhKQaotYbulow8/FxU1KE0bPLlRaJDRum0wkRdoIQLqB3qWHNJHDhk2pHWhyW4qauJh4Qkx6V+d9SqVqGkZ7YgABPIZBf4tD4NBB4KLCkx6EGDxSGKIXBKGYNw33330EzvKx115GjRS/96UvszhZE4IiKI1DoLQBpRBRIaInUxoRJVoagk8bOqPNrsMqNXgQqRRp1zUdMpLoaQ5CTIBPOm9HwOOcILEPh4SP3HC4f8SNm7e4evMqfZ+MLkUUmDwfBo9Ib1u6bkU5kRzcqvjMx17kkz/0UWb7U5q+w0WPJ6JMhfM9ISzxIpm/1u2a5ekcnWXEGMl0jhISFwJCaZRIcYvI5E/UbBpGpuTTn3mdz9Vf5Cf+/Ef5pf/PF/jmN27wAz/6EW4cXsG3a9673XLz6gFXX3gRLTK8c0SRmBB1XRNCmtDqVY3rE7PCdR5pNF3f0y4bqrHi8fl9yizjcHaF1g5GzqJAdKlaqUUyJrWuIxvMuSSCTCUpYa41QsC4rEAIvLVkuaaaVE942nwYWogpaSOhzAlc6LoGrTVtW++QfWu7nddOHECdncGzukj/ggHEHUDriz7+ZLVi+7UeYtFTkslg5B7it3gE7fx7nkLBt++xbZdNnrd/p7VJoOxw/sjteJEG6BAD0VkggVF5ng8D8a6ms0v32lZAklw+DrG6gb7vCd6SGU1T11RFxsP3H9BvFnjb4doaa1u6tqVr2gGIcUmb7jyuXyCjZLY3TpplpZAR6lWNFAIbLdGonb9RHGY0qSC6gIypIgMJLGZIsPPOYV2qsNq+RwhLvbY8eHhM3fTovKL3cO/BMb3zBKB1gkV9xoPj3+fxyZqf+PEfYDqSxNDCkCCkTYGloTc5phjR9z1ZXg3nF/DBIbWgtz1Ky4FZpqiqEQJwXYcyGZ5kdJk82AYfE1ESok8ylOhwA6tSyuRZELbVpBho25be9giVosJJxTts7xPYg3/iWflQtRgHtmZqPoTBzyE9e1GEtEkgsSeMEuTDf2mzlbTrmQYjA0ZpjFZkeii7KEkYFjYRjxxYKlUmGRcwMoFCekZZAGcJYkhOGYDHGJPRdJblyVDWGAKJBYv3lEWRnmWRnsO2d0TpMUWG8x7bOXxv0cohgsd2Hb1dg3cUekRKX8xBBFrXkI/2iFGQZwJBi7M9vVuBapmfnbFcrOk6j/Mw3T+i84GqylHGDD4BgqZeMx5XdH3DYjFHqxyVVSlavV1jgZPjR8ymJUpETGZoNi15liN1iVAZIfY0dcNqfsz16zcxukLrApXnrFdn1PUC1/XsVyV5nqGMweQlqIzZaErfpPjrvqtpVue09SnWtlSjCVrJFEcvNYGI1CUHeweYvKRpWvI84+Mf/zh5XlJvknytrEZ0tidGz2w2xVrLer1GKUO9WtHEFpTCes9qtU4FoLxACMm1K0cA9F3L6eMHNPWC9fKE2SRjVGmctUifYa2kbVL4xN50Qh80Tefp+pRKJEmFBIVM30uF4IIluqXNA2mhDGkdJ8SHEvzx3tM0Nb3raGyNko6629C1Da2LLOqO5XrJYrVgNMvIpUCTZCaL8yV1bRGyoMqn5JVCohOIUm/onMbGAq/HrLuAjzVXrs6Yr9rk1S8SC0epHCFHLBeWZlXTtB7rZJIMG02eGZyFTBhaGxDRgNA4H0ElX8ssqzg4OGI62mN/PKUsCgRpTUVISV3BJ5lx22x4cOcdju/cJuDxmSTalnK6j42pOt7bluXyjLpuWS7OqcqC+fmSrusG0/64W7dvmcZZlmSjMUT29w559dWX+YFP/yBVkTz58jxjfzahHBVIITk/O8PHQL06J3QbbLNGRs+4MOR6THB9Ar+nU/LCUDcNUgiOjq4wm+2z3jSIYIATFps5Qkdu3brOZFqCgtaljaNCEoVGKE1vh91JTJvgut7QtjWbekFZp/nKBUumUiobMlKMR0xm+2Rlgfc1WkNeGIoqZzypKMqSru2JNmBF8sZMe5Bt4XrgcMhhIx2T32dizwdW6w7XtzTNAJxLBUNxKnmMeTKTk2dZSjrrHX3bDmmeOUrnKJ0Cbbq+ZyjdsN10++Dw/YdrPQsJ0JDKDHtFvTNvDjFegBqB4VINjLOnDzJIai57qlz+nQtwKLJNd0qgR5JQyyHtMsSQkp4QiEReHhKdtjKpeOnoT+d7XXhWXgZ4Lhdbd59nd15P2i/AsO/eAilPf8wtFZcn03Z33w8FqOAHAIzUBzQSHz2u6y98cUlrLikYYtmHpNj0RwjvhrULRJk8kfJMo0KkWy947QffIG7T1bZThRBEBumWFCjUxd4jJqaTlAYlITOatt6kvXxITJvIBXNpi5ukBN6IDxYtB3lyiPjoETEwuI0Oa045gIND8XqQaW2NmKUyQ3p4WqdtwdX0fUhAX0yP23bflPyOt1DElt0tBvXzkLqKSD5UJBJM+mUuWFDbe/Ud1rbfH+BPHNzQxYXDd2S7aZNsZVhCpAc1BJeoenGQbSmBbe1wsxn+HQYo73ZoWxzcua3tGK7SbiPp2w4xPEDbKpQP29ST5NfhB1+Spm5SBTTP8DHFBofgkSqkzYTwCBIlTUiBVgZnBTof0/WnvPvOO5RlzgsvPUvXdHz9y+8xX9YYoQbDVkEUGZ5BjrLjRZmd3K23FumTvM0PMhclL2QzMYYB5GL3GaU26CLD+UjrI711mCwl9CQ5j+XwyhU++vrHuH7jFvtX9nn//l1OHz9GkarAEc2qfojJVnz2R97g05/9QZ556RbVnqHua5btHGKq8iRHCQehQ6rB5CoKpBxj+xqtcqQEJQwmN6yWddp8i0jXtWSZoakb7t9/H+tbgrAo4yn3FNOrhs997l/wl3/uL/LiMy9RGoETgv3DA4SIxOBTZxMRh0dmmuX5AjvonrXKWa8eMz9bU1QjWt8wPRpxfiY5PJwNlEdPwA2fQSK8R0mBCoMOeDBMDd4zqgpsbJFiAB2BYpLv2GFd32G7jjz/cGmkBakPia3Ma5BibUGQ5Dvld+yay1KwixjMJymJqWrod2yh+JQU67Inj3PuCakZMCxwngSMdhOc4AMnO0jjiTFm9z5yMB3W2hBFSjAyRu7YTj5s2Ygp3t37ZO56eHiUJrPIIEHzBJKxJ2xj4tOY0Nsuff4QCC7Q+QajREoDWJzSLOZ0bU1db9g0NcvVmvPTOV3b03UW17tUOVY9zjpi9Fy/foXVcoWWmsZ3acKyFi0rYogUZUXbblLlATlU0AXSpMqe0hnOB0aTGcvVijxTbDY1xkgW8wXOSbIsR4ietq15/9EJQWii1gQ/jLfOsqwtn//SN6jbmr/0059lMsqQsqVrGqSUdN6BUFwZTVN/jHEA8VJ8tETS2x4dDUoVxCF2tiwremC5WJCpNN4bk1IDBRIdFZPJFKU06/UyjdsiDs+mHuaAJClJoGOSwSoBWgmakKQ5Ty/bPowY0HbeT2kQgc76gWWSFid6kFVprci1pNACLWJaYKm0yMq0xMg0f6TIY4mCxMgUgl4lOrMUkTITzEaao6nm6kwzLXuEX6cKmVTY4Iixp+2a5MthckymqTcti+WKskr+F84mPwmlFF3f4xXoLENmirbZpPncpQ3x+fqck+MTvHc8ePQue7NDzk5bGteSVRkvv/oKe3uHuBipXUQB1XRKHwSr9RKh0py6WNQ4J9BZxUuvvYE0OTorEFKzXq8TECMkLnjOz8+QSjOZ7uOtpW036LKkG7zORtUerltTNy1CSVpnmRZjuj4Q4gIxzHlVNcMHQRSKVb1By6TrHxUlbbPE9h5tCpCashpzNp9jpMDVS2I7R/iWbrNAKEHXNvTWo/OCvMrQmUFnGURP37WcnZ1TVSNmsz2sdamwkucEEgszBMmmaYd7lcbS6XRKO8jCAMajCZPJ3mCSKem6DccnD+maJXkm6Ps1WlliAG8DSjIklwoyYyhLTVbDZGJQ2pJlgYhOnkpCohDIoQosRBprdz4FQ9v6Im49H+RTr38YWgiO+/e/ifdLVpsxs9kEa3sePnjIN958i7rp8HiisKz6JE8yKkNgcL1C54ccjCdIPUKZAqUkfddi2wbXN6wdNCc1SvYUpUSbyHRmyEeKutVkxQilcgiGzbpHA9YVKHlADPPUl6t0D60TjLMSrUtUXiG0IssKXAholZOZijwrOTg4Sqm1IkBI8o0UvJLAoKZusJsN3fk5wsDCO/JqSuNzgilprMVZj0JxfnJGpnKiF/Rd94Tc64KxaxBCk2U53qWo5pdfeok3XvsIt248w3g6Y1xVSBlQOEzoODt+zPG9e5ydHnN6+pimXdF1HWUxZjY7YDrb5/Bwn3Hfo/MEoJ6envLGq69RVRVd1zEbjZmOPXuHR7x5+5vU/ZLRJBUx0/ohbeiTbFGiVYk3krLI6VtNnht627JZz1mtcrJCEYVF+xyf5QSRwJbxuOLatavMzw44DmuC7VBGDl5HSVrivSf4VDyyzmG9ByWHdfLgqYIAoVLBSaoUjIDE+p6+FzifpGeSxEaIUWA7i+0sCoGRgqDTmqfveqz1lCNDXmRoZQgRettRNzUxZBSFJssMiKQa+NA1AWIIKrmgFAybZy6kVAKGAJu0wd6xZniSVbNrT6A/6Y9CTHvGSAIchANCRA6J0yEm9k+yKUmppiImb1oxgDJPHvip9760yQ8hPSu7IuvASklfy+E4YmA7h92xYrzw2dx9lCcWQ8PanW2S7PZ9E8jonNsVZhMadCHxd33y0lWKVHXbBjoRESEMRx2IGBFicAleFAIhJSp63r93h09+9DkyA84HhErsnRjCE4XdGOOuwLeVR233DlvZed93ZJmmbx1KGvxwTbbzS4ie4JMFzPA4sJXXp2s8QGEizXsyRKJIRIIgEnPH+XRf6S1SDKaM6bYPTObhPmzVR2JbML8AgISQO9uLJ5hf2xOLl9Phtv/HBQhE8kn+Tu37A/zZoY7JiGlbtR7wMGLc+mWkyrYPfucBGIeO0jk/0NEGrWXcsoSS8WfagqaKf+fdDpndSlScs8ON2L73FvQZ8HURk9dGjPRtjxQiVZl9Q9x6EklABLzwCAYKnJDEoCjLGd+4fZu3336Hmzeu8/JrL/DlP/gq9+8d0/ukDA1KUhQZIUpuXL3F3fv38ViICdyJPkLwCNHjekemDTF26XOJreFwkksoZVBFTlmW7O3vczY/Y7Fa4oKls57OebK8IEYPIskufvCHPsMLL7zAelXz83/1r/GZH/5hfvVXfpm/99/8XazdcDY/xsueX/jrf4af+HOvMp45pC6ovafxFqElMmoKU+D6VCHoXY3Kc/pgiTISo8LonKuH+9i+RxsSOhsle5PJsJFxaCNYrRa88/ZbvPjCK3zjrTdZNkuybEw1Mbz+qVf43C+/yS/+41/ib/wvf5Zf+4N/jDlMptbWOjKVpVQkKRBKce3mDR6ezFm3HaumT/fcCx48eMzBwSE3nr1GbjSnx3P2pvsIk2F7x3g2RimB8JE818goB/M/waQa7WQVvm+psixt9rfVeBtRWiCEQWeKEBzBfficZeNAlzBm2PwPA1LXdWit0Xqb/CV3Vbtt9SF9fUHj3kq5tiawW7Py7e9u/9vSIndGpcbs3kMpiXeXDJ13/X1A24fz25pIbye27c8vtMlp8gkhwKWBdjtxpCjwOHjoJKNDKSVlWdL3FpPlieoZBw+ymCLblZJEPCG4NCZFwVYrHoNHasF8cUpbr1guz2nrhvPlknv3HuKD4Ox8Sdd6bN9j+47NpueZWzdASJaLFUVmGI8mLJfLBFR5n+SoOplWTvcmhBDQJtHM1bCQUCbDtZa8KAlth8kio2pE17aMipL5/AyjFNPJjPP33me1XPLee3fSPRZJaupjipuNQoOC3gW+9kd3eOHWPq+/8jxaK+rVOlVsy5LgUyKhMpq+b6mq0Y7+6lwad2xvyUxOUZSsVssEYBUlXdOwXs5xtifPE2sk+LToTpG8CUg4OztJFOOtbJiLCTQzeUqBUQJjYDo2CBxdl5KltuZ7W5rxLl7zQ9AipCpSTHIvaxPzJ4GPES3A6JS0kxlFpgRmsDqKERg8dnIlyfTg3YXEB4FOYY9ps0cgRIlWkkmpOJhlPHN1xKyyjPNA6CV9G2i6lih6IJmzhijIQ0AKzXhcJZC97bCdS/JZqambGoHARkfbd/RuQ1OvkEEiPTSrFQ8f3EFrw6PHJxyfPeA373yZpjU89/IRt164yee/8GUmswOeffY5bl4/oq0bHs1XTGYHdH2D9UlCHYTGRsXN68/gokbqgigkddPgXY+SAtt1NE1N1/UU5Yjj+QnedeyXOURH17U8++zzPHrwiK5ekmcV82bO0ZU98mpCEMmTS0uYTadYn66dC4HeWSKO22+/zfrkhP1JzmiyT+8ExgsePHrIdLZH9C3RtygcJ6ePSFIfULlG6gyBoshLbEgVzuA7oo7s7c3QpqBtGxaLBcbkAANLs02JTD4VyTJj6Puek9NT5ssFSmmKokyR7zEikLRdy3qzIs8zynxGcC3NxpFnhjzPEETyLCOi8L3n7PyMuw9XPFwEVl3Eh5TSlOZAdcFQlilRVYj0tdgyfbZI5qUqtAAknqc3QN/vzWjJKOs5P3mX+/fatObqA4tljQ1J8iFkQOmhD7OViUBVjFBmRD7aw+QjhDKJYWMtMs/RKpmZJnafoPctQjm0GQBBXaQ1pQ30BLTQrNsO6wTWZcRQ7cyUhehBJc8ppXKENkijMJlifn7GyfiMZ2+8SJ6XEEVKrhQeIdOcafs+zZ/b4s1Q+NBK0PUdJyfHPH/4PEFlrFvL6fEpD95/xHJR8/6DUxbzFX3X42yPlOKJotJF2EIyrL558yavvPIqH/vYJ7h54yYxgNaQqcjq/CFnZ8c8fv8eb/7h17n97m3qrmXTbWj7jsloyosvvEQ1qhgVY7yT7E+nmCLn+rVrSCFZLOYcTCb4EMkLT146VvV1Hhw7ptM9pNI7VkbfNfQetBGMsj2qykAM6doEx3ozZ7NasCoy8twkRmX0SBlTupjKMEYynYy4crSP78+pNxC8TWbuQtNZS9d5go/03oKSZGWBidnOJ9E7P3Sb5LEitcJHjxQKqcuUSKtVkqIYvZOE912P83YADCxFme9Y3AiF85G+cyiz9edKIJ2IHmNG5GWGybIPJfiTGD9buZPYfU8IO2AnLQFFAiUGcOACINgCMpdZNfHSb1wUTBmOJ1UK7eisS/5YQ4E4CpBKg5TDLjXuijkywlZidfnsd+DUpZ9fAEFx12cgeeoAxC2hYijWJkNqMYBgTzKCLh8zsU+GY4Qkz9om5SagNuzW91v/NsRA3LjEpArRJ7BnWF5JMQBJkIIlBMgtqCQ8MUpEEDR1Q5kr3njlRer1GZlJAQ3JEyjs2Frb4rPWKVk0hguP0WRNkV5XWqJCYr0RB6rVU/cxDJ5EUl2ki6e9QrJP2VrByJj+1g/WATvsIKbXXHCIYe4KA9AVtgwjtkbel/wqh9CYtK+ROwDosiVGIAzA80XOWhzek0tP4HYu+U7t+wT8GSLxSIwb2KKl6bVd5X5AUVP0a6rshoHi6n2imge//btLRs4k5k4kxROn3xWD/lUNkZUDEsvFJlSIJLm4rGuOBNqmIYRIWVa4/gwpi+Hvk/wgnU9yGpdC0tnA7a99nTt37/KRj77E3v4Rv/P5L3P3/mMCkAXNOM+TMfXA96kUPHt0wKPHj3BREAbTw61kJjP5UPIVyVFcpqra1vcI0qJiNV/Trnuefe55RsUe9x/dQ+HJpCM6UFpy48ZVPvtDP8D+7JBm00NwbJoVMWryYkTnG/Lpks/+8E1+7hd+jmefv0XvFng2WEEycBYpFlKi8DaQKY3JDJlNZttaRaLxtP0GqS1GaCpT4lyLEGqQ9hQIKWiaHiEVmcqYjafMz855/OiY+49OkMLw+qsfJ2T3ufXijN/81V/j3/33foGPvPzjvHX6RRQmeQxITa40Qgs28zWbtuPazRu8//Ac26cKVG8Ds/1DolDIoClUxf3jh5yO1zQjh4yCG9duoJUaqIoCJRRKOKIQ2D4xYbSIlGWBC45clzjrh2cw0QWTJ0lEaH15fvhQtC0Db2vwDKmqqaTe0Uq3jJqt2RoMm28pLgwIB6Bm+7oPW0DoycQvpRLAa63dofbbgX0r1UqArxgkLxeR7ZcNli8bSG89grafYXssY8zFuQ2D7M4IOEZgG3tudzGzyTtDDMfQg1+OGBZOw5jh3S6SPQF+CVzumgYlPK7v2ayXrFZzVusVpydz3nrnDvffP+H4eMliuWG1bijznKPDfdbrlqwoePa5ZzmcjajXS4yyjKsJtu+p3Rqlkm+ZVMlzZzbbZ91s0EoThEDlWYqvNwVS5+RSoXTi2MYQiFpx49oN2rbh9HzJYn7Ge++9y6OHJ5Bl9NbTdAFlMsKwGIwhMQtwHe/fP2Z/Ohm8nAJGS/IsIwhL3zcUKmO9XqF1TllWGKNpBtmgI/m/KKWYTmecnhwjyTk6ukrX1ljbJ7NumSpY3nkWi+VOEnDt2nVWqyWbzSZJmaSEKAku4mygyPO0qO7WfPaHPkHTdRw/PuX05Jyz8w19HwhegNDY+OHxMIgR+sFA3rlA36eFvRTJ2FlrgZaRTEZyGch00qJHYmKADc+80YKUZhcTWKcERa4pMoNRAUIyBzdSorGUWqNo0Hhc1yAHny+tJE2f4qwTE9Uk+UtbD/04Q4vkW+Jc6k+ZVgQkm7qmbRui74jWEbzh/Oyck8cPmC9OOZ8vePj4lFXd4ZBko4L33jvjV//FXbJccf3mIdODO7z86k1ef+01vJPMH5wzmeRsVh1tvcbLnHXnsGhMOcYGkDalsOR5noypSRRrJQ3L+ZKT8znjKieE5E1zdHiFs/MTvLfEKOl7mO1dpfee3ltm031cu2E0rXj88Bh0g4sBIyJaGtr1mul0H18WhBhZ1458v2C+XHN48xmQkcwolo9XbE4fYHQyXy+rKdV4hslG5KOKuuvxIZJpTZaXtNbtgrH6vqUoCiaTMU3bpbAJkTxCJtWEGAKrxYLVaoUxmsPDw11xLcZI2y+5//592rpFCMn+3gGzyZSoK7RqkcKnOZSeGFqyYoJUOWpg3bngUwV7u/qMcYidZWfgLEVMQORQWEgbEUEMaY5JQ3Ay2txV3T9ErSpzXn/pJsdnp7x3f8HZyRwX85TkJPQAiAVE9InlpgRCyWG81qisSH6EZvCdixbre2KwhOjAe6RWSS7rA84mfwptMsoiBVlY29N3AS1S8qO1gkBOjA5r67R5ImByTVkm+UsgII0B4ZEyY7Op2WxamqqjHzmUgjxLhU/vHVobirKiXs0ZjScUoxHSGFQm0VGwXq549PB9jp55iVFZMJvNWK9XLBcN601DiEMq7c5z5DJjeGu9ECiKnBvXb7C/d8BoNCbLDH3bICP0mxX14oT5yQPeeftN7r1/l7rtuff4mJPlHO8dh3stPkYm0yk39E0ykxjYWiqq0Yh6s+Fofx9CpG0a8syDyqjKgjwr8T4mMFVGvEzri65tiNFAJSjyCiUgUwrhA7Zrmc9PCD5gMkOe5WQmH57npHRQIlIWmtm0pFlXGO1Zrzv6vqPrY7JpGCLXM52RmQxtBqAgDpJt67DOpUJKTMEO6fkyCBUgGkw22FsoRW/7gTGUUj9jsHRdBJIUMHhJQBHpEbJD7zbraf/hhkKYEIIsz/lw8dgv2nbDHMWw14vqQnYa2TF3gAsKyGDmqnYMofAkf/gpOdKAnCQwQEqEyREh7t5nxyCSWynPpSYuATHxAhhOBclU7PdP4eFbQObp9oQZMDGlVTEkKjIAOv7CO3AbakK8SBq7HL6ys3PYMujF4HPrEyDsCUMSVURsl9MhEpI+aThWSqGOACoVYgWaECxKp32t0ZrFcs2f/TM/TtNsdmtvHxxxSLnebna3n7tpmh0bTktz8X6Atx1FXqJ9HOLhUyExRr/TXSkEajCz3ybKJvKJHhg8qY/FSGIfIUg6sHSvvQ/EMBQ4BoZKDEMiWRh+f4fVpPN3LoG1w1OZ2FqDh1FKcBoK2wOr5wKIFIP1zSUgcOtTdbl68m3a9wn4M8A1g6+IUnrntxPjZUQ17tBGQSR4RxgokD74HTjDYAybZSZpk4fOvAVHvXPDpjz1qCRpGUyZQ/LASLS7wVA5hbGlmy0ETb2BCNPZjOWDdxCi2FVNpRSD2asCYWic5+0/+go2OH7kxz9N2wZ+81/8HqenC6JI3jZVVqBDBJ8qhpLI4zvvoJRmpAUWhQ2QJHADQDVsyEWMyDSlJMpZtDvfCykFrnMYoXj37TeZHR5w6/otbt95F4hUVcYnP/lxXn/9NTJtmM/PaZo1m+6U1p1TNytMofixP/sZTPGIvWsjZG5ZtwtCbHHeEnVCLaX0hJAYNSEqOi/ompY8G6UoP28J3jIqJkTSxt6FSKGzJP3QmqZNUaEmq4jRkRcV+4cHvHfnbmJ9yZz92T43bx7x3CtXqMKE+XtL/q//l/8Hf+N/+1cpzD65rsh1QXAiedNkgsJoTs/nPHx4Qm89q8WGMisYjSZYG5mMZ5TliHt37jMupmgymnXLqpDcufMeR/t7TIqKaTUZfDEkO73qIA2SQIZEZwZCMhAMPg7XRtF3HQBSf+vg/P3cBOyeJ+BJoOWJSscF00dKmRYp8XJyl7jUnxPI+6SJ88UAt51ctsfaAkxPVkD4loluS4XenfsHfL3d5Gzflwh5XuwqQVvPn+Bd8jSwbhehHn1gMplgrSWGiO1tikgevEv8EC8+DMdJEjhUdfuuxfYNXgYElvnpCSePT4hRsNg0fP2b7/LNtx7Q9yCG6NG6aVhtWq5dmWHKlLTx6Y++xs2rV0njpEIVBULEwVA30HU9YYiAHkuNDzYl5kmNzjKcG5IYtKY0OcYYDg8OaOoNtu0YjUaorERkBWeLmnsPT3Eh0VqVSgukMKQd7EznROT4eE7zfEfbtFR5kq+6viPTWbqWBCSS5XKOlAJlFEKGNF4DXdeQZVliKu7ts14siDFw5ep1Hr7/Ps71gEdrTWbUIGvZpuul8zbGUNdNMo2PoI3B1TVGaQSB3Ehef/1F7t69S3AdRaaZTKecn9XMFzVdZ//VOsm/oRYj9D4ttPxQ0Y0+SaJFSJKpTApyKcmkwIiY4nohzYfDvKaGaFE7mDR6I5LxswAlFJ4U315qxf4kY39kmI4kubHEztJ3Lb1tQKSNmrOpnxXjAq1M2iDmxRBMkLT03rUoAc62OATGKKJX9A763lOvGjZtTxMU75+0LNYONb6CVi1dvaCxc1SW8fKrM6Kc8O69x9z7yl1euHfC3cc9n/7kRxGhp+56RsWYTbcBVSCyilXdM3NpoSecx9kOETP6vmU6HdN3NXXXI41BZCWzw6s0bWBWZTjnWW5W4CPOW2b7+6xWG0xeUo6m9Nazv39I8DWt9Vwb7SV2mYgoqSEIuqbj9HzOdFyxL3IChv3DI7x3ZFqx2axo2w0+BqL3VOM9ZntXqCZHlONZ8hSQNQiJNgVBCAqdYuKFkBRVhbWWxXI5xMsmRmaRZ/R9N7A1POPxaJCDJ1C9bjpWqxVN0zAejdmf7ZMNfiB921CvVwgRmUwm5AacTRIkayPz9ZK6SQt+rVQy5kSzDeyQMj1Paa8jUMPGQw5G4koOqTPiQuIfhw3XrhL/IWpaJllP6zrGywnl2lO3ktDbxDIV6TOG6JN83INQHqGTT0YdV7SbFkSSRXZ9S1PXaQMSU3FtlBsy7dCqZxNTdPlkCkjQcg8nk3moDQqpMow09LbG9QrnNT4IlJaYXCJ0n8zzZU5nLThNWZSsNzW3b7/L0d4RQqqh4NFiihIRNSZL8o2yGuPqNaYs8QpGZY4CVFTcv/MWre25/syzVFpgomd+9pi+a6g36x1zID0bKXZeKkWIUJUlN67fIDM5db1BaYk0EqEik1GJb9bUTc2Du3c4O3vMcrPmeLXGiwxRHrA4XlKYgrPFirKoODk5YX//gFGVzFiNUil+Pc9p6pp3377NcjmnGJeMZofsz2Y8Pj3m8Mo1yrJAqEiok9w7eeR1eOcocoXOJ+QyI1jLZrlgOT/n5OExZV5SFSOKrKLMSkxWoqUZxtVIlWdMxiWZjhAlc9vR9ZaIQZsMKRTGaIqioCiKgTUd6V1af7RtO5hNB9QgW8/yDCUVVJHoh1Sl4JGtQikwWuBDl+KlZSogC5FSh7yLWNcSosBkqSAXh2j0GGzaUzHIgz+kUe/blhK8QHyARuYSB2bAf8RAIvh2LSYQYRjj4qX/AYOliNgxHMUAeIdLgNHTcqvdzjds181pTR5CQGwlkvECELhggWyPcwGQpO/E7rXt+n1HWBkKpeykTZKUE5JAmxCTHErJS8D+sO9N5zqEbMSQZOUiFcHl8POLtbdKkvzt2YgwSLz0wMTyGJ2YpWenj5HqNfAkAEZJQu93AJoUgigv/ETruqHe1OzvHxDi1oIhWcSklOGOGGTysgppTRq3iMruHgwKol3MfWI7bj2W4nYvwQDYBInUcbhe8aIILZLUi8EwXKkBY/IDsCdSqtdAMhsk0OxsLZ7e7zBI47Y3bHsnBU/6NwkGoOg7PKnwfQL+JEDrAvXXw1mFcOmhFQKi2A1EUqSoe8FgYOz97pFWUu4AnNQ5QnpwBxmWd8MmLSTa5JYB4LdmagPCZ/s+gS0xDGlfHoSgXtcoKZjOZszvbWUCgiIfUeSJlhZcZLFZ8uZ7d7hyZcLHP/5RHp4s+J3f+RrL+SbRyoygynIyofC+w1tLmRnUgM7G7QLBJ0qncylOLiW3JApnkRc7s1076B2vXrlKFDAej3Ftx7u330EpwenZKdP9K/yZn/rzvPbGKxSVxLqeO+/do+1art845Ad/9LO88Mp1xtMJva8pRhmvvf4SB1dfoIsN3/j6HWJ8j9deeynFWgdDjC3W1qnqrAxZVg2+IhIf8jTxRI3vRaL+CYUXgiglPlqE1BRFjlKRpIpK6Uvet5wt58xXcybTCeV5x+pszkvPPcfDs8dcySNf+rVv8Oab73DvvRNuvv4iB9M9jDZEJM5ZHj64x8GVGe/efos3b7/PeHQFLRQyCjbLNVmWkRcFt999DyNSStPi5JxqmrNarJiMDCJa8qPrxFGFUhIpPckoNiVCxQD1pqYoKkSIKTGpKAEGSZQn02qQLX5fdLnvum2ZP8COnfP0YlwIkQx9s2zHrpExTWxbiuTT49gHLegvT36XQaZt1WELMG0ZRN+iuxaXTEN5GvyRT+icd9i5SIlcNvgn3jN4n7y2QsD2fWIERRiPxrRdh5Qa26eFUJYlc3E/JFpJeZG4IaUamEM9fZ+YDdY2nJ6cMF9sOD1b8yu/+rvcvf84xbbKVHlTQlOOK7pmzeOzFTb0yVw1eHjDs7+/h1aSskjpMSZPxnImK2i6PhnIkqq5QnmEypKxsykAhYyRqhhRlRVnJydcu3EzpZS0DeV0j9nRFWRW0TjPW+/cpXU1RVawrtudLIvosM5SKE1vk1NHUzfYymD7Dmc7tC/ouzqxjYpJShRqarJoduNbnmnaNn2+FhiNRvRtk0AjZZjtHXB2dkJR5HRtixSpj43HY0LwdF0zxA/n7O3tsdnU1M0ZMiS6blWWBO/IM8Wzz9xguThjuVggJgVCGKLXSJlzfHyaZDEfkhZJ0tUQAsE5oncoEVEENI5MCHIlyVUgkx4lQpIHS4Ub5hURfUqkTD19B4Ju03eCSjJORaQ0ksNpwcHMkKkG7+rE1BEOqSKd6xFCMh7vpcXbsAiWQuB9DyHgbD8sMDt6a2m7nnKaEne0EOSjCQqNDx2LtuO8cbRin+rwGg8e3yNKxcG1Q/ZnitVmQ9Np+lCwaHpqH/nKNx/w5nvH/Nbn/4gf+cyrfOYTHyM0oIsZm65lenADXeRseoeyDm0MXdexcA1lkTNfLHn/3vtcOZzinUKZisnsOoUpaPuG40cPyMcjfHSUZcVmNUcqw2h8iJQF01kF0bKpWwKGyewqphilDXzXE2xPXTcEJF0QRFWgizGIVPBq6pZ6s6btLaPRlFFxkOacbERUJQGD0JpqnKeN+OD3F0hVx663COl3UtXpbJbSnJxltV6R62QcXNcbZrMZRZETY6RuUrBDlhmEmGCzJAlxrqNre5QAk0UmozFEz6bpqPKM0d4U5zxd7FnZDq1tkr7E5OmUip8SUAgV0YMPlVbJa0SI5PiQmLVDgY14aTN2UbH+MLWmbbn34DHniyX37j9iuXa0vcR5wAu89YRgiSEVIr0P+OSDjjJzMlOgdIbSmr5raZp6t3HM85xiNkGEZD46nVRIqen6mq5dEXAYI8D1WJuh1ARier6S72LERUUkS7JhIQYzVgdInBskRChikLz/4CFvvnWb5595hhhJ4EMEoRRGanKTpaJA35KNx8Qsw0vFqKqIdcteKVkd3+f4/fc4ODwitBuuHuzx+OSE+coO64DLCwpAiGGtlebtyXjCzZs3mU4nWNuy2awQOkNFz2a1wlnLarXma998k6988128yPEyQ5kR5TjHNXM2Tcd8vuD40WPstGc0HpNnGVmW8dbt2/zGb/wGruuZjCtGY8MLWc61o1tYXqAsK6bTPWxwWAd5VqHVKqX+RDekIBp6Z1HItMYM4Pqe+3fukPYbkJuCUTkmNxkuprVF17XkWqOKkrYNGB2xLhCFQis1eNkNvqjDBl3ExKKTQ4y8VmlNraVGaoHSmsxkyTcpJk9AaztC8GgdiDn4kEx1pRwkLj4iupTs6q2jaxu882ijiTGtb7xz9G2yNhBCo7X5N9C7vhct7v4RMc1937rZTm0grLCdJi80KQlY2TIvtunTaS8bd69tqYsXq052G/7d2eyYOVvsJr2pkBfsSeLWuyedg9hJvS5/rPjE8Z4EALagxQWQtP1cQsgLppIaUqtFEtw+zR6Ru+X2BTtv9724ONcwXI9k2s+lfj5UAYZPu2UApVS/LSgV6Jua0+MHrBbnHMyqBHf4LYv0SaBsW2DwLlAUJU3TsFcUO+agGiRU0Q0MpxAQUSbgKaWzbPk1A+s0DqQPgdg+G5fGqUs7C4TcgjlDeMHus1667sMPtxHyIg6g6yXZ3eUC9QXr68nLP/BYhq8v/Y64+I2nH4lv175vdqJJMAR+eDT1gABtdZnbZpQeqr5bK+R0Y3bxkCLFJOsBkbZDCpiIEaEixkgQA81YJKQsDn4e6VhJwiJkYuX44NFaobKBgivCUIGB8WTMVqOnpcJ2lrrx2JDRuRWPz+7x/POHXLnxHH/09mO++IWvJbMvklZ4PK6QMfkuBCnRKsM5S24yilHJfL2mj56qKOlblx4CKdn0LcJCkWnavsFbx/Vr1zg/PcdHx+njxxBhoU547oUXee3jH+f2O3cRHo7PNzzTRTqXcf+9E/YPC37hf/FXeP2jzyC1pe97XBfJsoM0kamcB+/XKLVHbXt8c8Czt56nPy+5WjwPgMo8MXQEme5BsBERK3KZ40OHNtD3NUa1eNunTWJfE5RPHmA60MSOsqyIzhEIQ1JLw9HhNcpyzD/6B/89ws/Aw933HvHuN97l6uQ6f/YvfoLf/o07fPHzX+a1T/1bCB/wtif4yOPj91mu52y6OaNRgQiOdrFGtMmKWsXIarOi7zxH+4dUmWZ1fox0nm7TUjcdQlie++xnmO7vkecZm80SKSxCpfjM8WiGRDOZjSAqrPUgBZ1tgIj1qeqalTneRQIfQo10YBczuKs0DDNHiB6tdDLkHb5Xesuq2U4yYphXLgY3MaDXITiUupBfbeVa2/Z08seF5GqbLPbkSOd30q+t8fm2cnzBIroAfgYPAykHL630d9Z1iJA8jryzg3l4Al1DCIPOPlI3LUqnqpwQIqXaRTkY2vqU6iAlnetp2g1dv8F1Dacnjzg7OaVtHf/sn3+e9x88BpmkNXFA9ANpklB5hrMtp2cNmZ4zyTOk93zkI69z7eoVlus1WZ4xmYwSUKY11XiSPL9MifcW5xzalFhr8S55TWidZGAhCp59/kUeP36Mlwqygnv3bvP7v/8lUDk//MM/SlZO+ebtO9SdRemcpm0TEE5gMi5pliuygwIhNKvViv1JQVtvmE7HSUbUW3yeTJuliNi+TcEjcjD7GyS8xqQksLZtmU5nzM/OsdYznR7S95b5+WNGo5LgEzi/XM7J83xX0Tk/P6MoRuzt7SFVxqPjR7R9S7W3x7regBQURc50OhlkZz3j8Yiuh9W6GRIbPzwtAo0NROeItkeGnkyCkZJMCTIZktxLuUF2lKjUcmBdOpGYP1IHfAAvkiGjGmjHwVl6EYekyUCuejLREWyHjQ29W+P7JjFABmkkaHTMyTOzM3n0rqetW4xW9H1LWzeDeXpDJLJYnzEqp2RqRGvB24jJNLIsIJ/x+id/mD/8o6+w6jo+/akXkbEm9h1FIVDlmH/5+fc4ayLl/h7n8zm+d7xz7yGPHx3zjW+8y5/9qc9y69YVZDGhb9aIINgvRqzr9ByrgVFWtzXr1YbJ3ozp/gFvvvl1Xv3IpxnlFd1mgzKayXSCyApW7YpV0yJiSifKswopkgTr7GRBbwPXbj1HHzUBPfgPCAKR+WLBfFVjRhMaD411ZN4jM4VtbWISlBO873Aip/cB66Bre9og8cTENowWYxJAIKNIMusislqt0NpQVRXr9ToV1KSiyguWqwWz2YRbt65zcnJC02x2UtjMSKwQlHlOCJ6zsxOMEuxNZoRgCc4Qg2W1qFEqpZ+2fcN0uo/IStRIocYO8XDF4/Oarg84O5DjZUQNfidKBLQUw/diSAPbhn5sNxIXC9otI/zD1Nq+5ytff4vVuqFtPfWmp+sdfR/whCQlYMt0kRAVwYG1AdG0+AyqkWSUZ4xnYxqdPPa8D2gBi/kJcQSMM1SdU5Z6SKGUCAx1vcJohTCatttgcUipBoPZiHUgZfKXtD6iM4UQBkjMZqNGGJ2kSpqc9XrNfLHk8HCCUGlN3luLUSalz2mDGY05uvkcV48fEdoN1vZIMly7wrYtwQXObE9QhkxLDg/3OV+tWW881qY+KJUiipSeKUjBA1mWkec5W8lHCJ4sS8wbZ3uU0WR5zmgy5bnnnmPZRE7ON6hiRNP3iGiJQbJZp/7dbjaEqqLMc6bjCcu65td+/Td5+/Y7lHmGVFeZTTOKXDGbVHhzjel0itQZOmQUOYzKNdNJi/MegUWQfMwEARHSmBxcT6YFfbvh/Xvv4b2jyivG5YhMGQgJaNmsG9qmQcQkUyaKZBUgVNq3DMbPjbX0bZMYBjLFzHvvCc7iffIe9ASEMMn+QgkYita9dUMx2w8yXz0wHDxKp+ANZ+MA+A4GttEPKolU7NyaCSe2kaUcM1gafFhbAk8u9s0XbArY7vUvwzVb0OXSjy5txL/FiPnSOjduQaO4BU/SKi8EiHLABsKTBUtgoI5cvNllhvzltfLT6+Dv3AZwagt3xARgplMezHSH01BsfY+e+HMu/IAGNlSMxMFvUQ3XLYXmXOgDLtbrT5539CExjFRiS2lhwDnu371NvToZgoxA6wxnXUrQjhehMMiUCOxDJM+Tz13TJEmpEGrHkjJK07k+KTdkYiwK5HCJL9/5dNtlfAp54dI1u3wx2N637dz1JCiVPuolI3u5vQcpCGJ73K2McBtWdaGS+KB7mJ7D3dMx3Itw6Zw/GMq8aN8XPffC6PXi+50sg8ubx8H0aCcxGV7fyT8SmycKdoutnSP4cDETUGQH0Aa880ynUx5t5SckD5sQSaauM4OLjr5z1E2LlJL1ao0QsDebsWkahJglGYQWSCVYr9cIFcnyCdX+Pl/92ru89fZdFBkMkjWjDUomA13f95RFjlcgTAbaoIqKfrnGCYXQOeW4pD47x3lPPmgfizyh+k5a7t29y/Vr14ghsF6tIUKWZ6w3a64/8yw3blxjvlhRn5zye1/4HJ//wm9RjcY8+8INHj5+jzc++iKvvPY8znpsC88//zqvf+QF+i5y/86c40dzerfm+OyUX19/kdACPtL0NUpzkVIWIykxJlUdTKYoRznGaEbjAqMNUuhkKlhIprOc0bhI9GPTobMMkxvKagJqhNFQup4f/cT/nCqfIaTk/NGKkbrGbHzAlc/c4td/5Wsszs6p5579jx9iw7s07ZpNv+C8WXB+73GqqAkY5xntpkXFyMc//nF+7bc/B9KzbM4YXTnghWdu0Lmet+++Rxsbrl3/GH0fcVYStIGYAZF2UyN1qhrbbo0xBVJmSGlSx8Xjg2U1X5IXOVrnCMxOa/5hadsB5LIZ85Yhowdw1DmXFm6XPHV2zv9cMHlC8JeOegEMXXbsf+K9Bybg9uvLhnRPf71Fzi//d/k4WwbRhbP+xXm5oXq+fT9rLVpC3we6rtv9vCzLlJChdIJoYurHQoDzFuf6gY0SaNvExgve0TT14P3TMz8/5fzslMV8wR/8wZu8e+dR8ksaNNdCCrRRdG03GOD5VGE1ivliwyN9gsHjveXdccVzz93i8HCfssrRxtBbS4VMMelRkmcFfdeTLr3Ce0GmUgpYCClporGOLkSycsTje/epW8vLr7zOyfmSO+/dYb3eUOQlQua07TmTyQSlxeCzU5NnGc88k6j5WgqapmY0SoayqkiSL9t3iVVUjrG9pW3q5IlWiZSCENO9MMbQ92mjMp3tcXZyQlkqxuM9+n5D1zUYbdBa0TQ96/WSsixxzpJlhq5refjwMZPZHkdXr3Dn/TuU1U2WyyVKGbyHq1dv0NSOx8eneK/YO7hGWT3m+PQU+u9Bp/lTaiFA3XbgLSo4MpGqYlpEjBji24XHIBLwoyBTILRERTAySQKEDPQC8J7L1pYx2sHM3JFlUOSewng0Adt12L4h+AZvk+RQosmKKskoibu+1XctXd+wXqVnwHYdRVagoqR3lswoiI7l+QkxZASh8ZmhqCZUE82mjdRtx0c/8iJV3uH7lnVfM5pM+f2vPeDtu2e8/snP8Nkf/TH+zv/rb/HqK69w8ugx9fKUd+4/QP7u7/Nv/eWf5WCyj5OCIk+gpyPJJQ2OOvTJq0srRqMRj0/OuHrjWQ4Or7KeL3HBM5+f4ehxtcV1jlwllq7OMiazMaaq6K1nsay5fv0a7z96TGUdm7bG5IrSFDw8Pmc0muIOD8lHI0xV4WKkaVua+QaJp+/6oSikCSpnOpuiTIGQOSbL0FqjlKHrU2pdlpe7BJG+a9k/OMRkiSU3nSqcs7R1StLc25sSgufk+IS+7yirMrFyfUiR2hHapsZ7y/5sPGwQkyeEjYmpNRpXyXvGp5SXzWZBPtoji5LJuOLgQGGjomk9m3XD4OuO2iagRhDbjYKQOwNoiUhpMPECAIIUm/ttivLft806z/HZAm8FKmqwnonJiCbSdT19H5HSkBcVOsuRg0/kcr2hrhuElFy7dp3X3niJWzev4fqW9967w7379/AhIqUmzzp0Jmj7Df1aoaUiOE9pKpQskaLDCIXKNU3f0XQk0NdHQhQpyasoKUvNZFIOc5lKLCGvEGRJPhQy1us19x88oCgUPiQfRxQYqcgyTZCK2d4heabJizFn77/Pnbfe5PTBuzx8+Ji6rZMPjc65+uxzjLMJ8nzFeLaPdZEYW4wxKG0IkOba/oKFaW1P09SJJWUtq8WCKssTYCIgr0rG4zFvvPIqo2KPL375azw4OeHW9Wts6poH8zOChIfvP2J/NOL61WuDv1QCS8/nc5CSG88+ixIBomdS5hzuz4htjtIJjNHaUBSG8bimsw2r9Tkx9BB7vI9oHclzQYhd+nmwKBHwfc3jh/eo8oIiM4iQyjz1pmOzaVksFsgYaduA7SPRqZQaHFK50Lse5zyRlAglldkVzXxMRbe0hxVkPgFlRifPta7r2KzX2K5GCY/IBdqkQrdWoLUkyzSSQK8Dg/IdRNr4JwZHsjZIlhqRum4YdY6q/JB1zMstPsnGgcvrXS424Jf2pU/85iVpzZYFNMhYiCnA6xLDZ/i9S7v1rTBMJhfxQc2zBaMu04KGc4FLxsIX5/Q0YPTtgCCxPWXi7vM9fYwLudAQfiG2Eejf+j5PHvsyF2ZLDbqAzNKxt8XYBDAJIQZ/nOTZG7WAKPE+0iwXPLj3DvuzEXrwCPIhWS9IpdjCdFKqlJY2nEPXdTugGC58QCGSZRq3WaO1ITOaug1pHNsyuAZALOKHC7Vl5cRL1+VbPvklRlj63Qsr5ovPnuS6F/dhSyKKu2tz+djp+l8G54UUqS4AAQAASURBVHaF8+1vXFzii7+6VGz/1mN+a/u+AH8gMXDcANikdWjAWwsxEAfXdYVO6VnDgiSGFDkpL33GFGsMxIQCOpdSBEIcNo/Ewbkbtk7qWxMtwUA9GxBKASnGTsWhcwNC0PYNAM899xzJkduAlCyXC05OzpjuZ5h8hPcjfud3v8n7Dx6nY4sWgkALTWFKjMnQlaY9Pefa0RXO+5bWOdbWcTCdcSPLuXHrFn/0R9/AOse1Wzf42Z/5WVbrFb/0i/+UQucoBY33HF2/xnMvPM+zzz7LL/7iP+XVV17l9OyU8/kZ682al196CSM9i7OH+EEG1202vPm1E978uuJ//Ce/marqIbBcbfg//af/KZ/41I/x4MEJf/u//G9omjnlSPPc88/z9a9+lVxrROgJOEAgg0JElbyIiETcUMmTgMTHpHv0PiKUSv8K0JlIjAClQSTJWF6U7B/NECZRmseTCVmu2T+YMJ5NqUYlLxx+nFs3DgnB8b//3/2H/Gf/2d/iK7//DV5749Po0qVNu1ScnS+x3uP7QLCOqsi5euOAd7/5Fu9+/U1GpgApUcKwOj/hx3/4p/jNz/0m69UpP/mzP8mrb7zKdDJjvaqxtSPX6bmxVpBJhe8czjvyUrFerVEqVVy1lsnZXwu00YlNKSHw4ZGVQHrkdxHr4sJVPwEiYZB2PWnqHAca7e4Yg4TkApS5qBrIwZfg2/n7XAZyLoM829e+5XwvgULfSqW8qFgAO/aQ8x6TZwghBnNhiykyurbd/Z71Lsm7gkcqjSCitRx8wjxN26SYeCmo6+Q5E3yg3qyxtsN2DU2zYb1espovWMwXPHp0nOQx0qCkJ9iUFOZcqtA516NVAqW1LrhysMe40hxeucoLzz1DVeVUVUHbJSlJNVaU1Wgw0UyeN0prynKCcw6lBD4EymqC1gqkGmLuFUdXr7PerDm4eo28GOFd5Gi94eZzNTcfPObN2+9xcrZg/+CQ3lnu3H2PPMuYTkY898wNXnrlZWZVhm3nROGxPtJbx0hIbNeBymmaNcTIaDShd47OWoyzmEwN9NfEorDWsqlrxuMxeVnRtT1lOaIsx4OENKVlaK1o2556MAMMPt2rvvM8fvSI2cEer77yKkDyFTMZWV6wnxUYU3Lr2Z6mtbigWKw2RPmdJ8vvt+aCZ7GpMdFTSk9hIkYIjEhx7kbGBADJgNGKXINWESE9UciklRekFMYARkKUIv1OTJVehEdoS1EUTMeKUSkgWmzf0rYtIaRnVUkNInm8RJIhe9c19H1N17a0zRrXO4L3CBS9DUgUVTmhj57F+YJcZzjX4kXGaG+f87MND49PmYyniNhz88qYbn3MqIB6WaPUlDdvP8ZFyd27D6n23uZjn/wsn/jYG3ztK5/n3jtzrl894PY79/nd3/sSP/tTP4wpRizXS9CGzlr2JyVRWvqmRxApqor5YsFstk+e55ycniGiZ76cM5lNqdsNhSlo6Li2f5X56SNme3v0vmd1Xg/P6QznRUrM8Q6TG5p2jUEn/46sZLGu2b9+HWUMHghCMh5PaNsN9Io8L9E6RXeuGksWNFVVIqSk7TqUilifQNIuGYUNBqCKum5xy3ViIohkPhuHTaR1HYmNlRJP63qNyQxVOQIEvu8xWkAUKJKUVIjIZl0jYmQ6nRBcn4opKid4hw+Rul6zriOnC8eDB0vmK0uIGqIa1rBbSnwyOpZCoUREiuT3o0SKgN/KJcIl40ohnqo8f0has2owwjCpKl54/ogiT1Ko9WbD8emczoLOJyhTEE2g9x1CeSQdBwcVP/CpV/j0D34SKcEHy42beywXL+BtYmw8OH4bnaWk2+Wy5uTRnOWy4dzW5KokzxrK0R5K9xg9wSmdEviKjLIyjMYF0+mI0aSgKvNkINylgIKuszgbmJ8tKMyI0cEVHj16xKg0PP/CLXrnKbO0XozKIFSqwKtiyv7NgsnkOtO969x85iW+9uXf54tf/AJRKQ4OrlJbwdffvc3901POl+foAfRPaw1FlpkkIR9kT0nCmBj4q9WC2bSkKhK42NUNXdPgkYxGU/Bw9WCPT3/0Vaq3Je8/esDx2YLCZFw9PKBeLSnKEdpknC1XmOmK1WaDyXKENJyfL7l6MOPw8AhlFFluKGMk0wapDVKXCOEoizFlMWa1nkN0EPsUax08fb+hrpdpDSwZJJMGoyXHD+/hbUff1eis4vj4IZu6pW2SmsE7QQgM8mOPNCoxKFyH63ra3qVQA6URA+tGSImQKRAnxEgoS6SSmKxA6IgPKQLbh5AYtyIxQJUCrQJaS4xRiCgx0iMRg2fphYdiHJKRlDBILbE2MTedH/+b6Vz/mm23iYYdS4VLPxNPfJG+eRIAeYr7sV1zws6fZ4iG27F3tuPZ1jhYiAubAjEgUVvZ2O6Nv2VJsn3tMnPn269bnl4jC/GkLOjyWjk++cKli3DB2vmg93ryPbZgUbhIy94CMQPQst0f7BQ9Mcnb5MB711Jy773biNhz5eAQrdTAiGHn3yOlJsSADylZOIV9eNo2hRRU1fiJc9uG0kgSIUQrjdFpXyiESp8yih06N8BfOyDrMnC2BcMYYJ7k93vxu1um1OVrml4f5sDhZ2F77aXgg27h02DOd9MuM4b+uPbHgj9CiL8N/NvA4xjjx4efHQB/H3gBeBf4GzHGc5HO8v8G/BxQA/9BjPH3/7j3iDEidXLVJgzR2FIjnEcFhxsoq4SIFnrwvkmGxtF7CiHAJoaPF6mCblQJMiMw0NmGTiOVwhPxMemlY/D0wdP7HkRaugKoADpKEJEgQGmNEBKVa4qDks994be4efOIF154BS9gWTd86fe+zAvP3+D6cy/w9u1H/MGXvooMltIorEsmUlIrSlMRfUdVVnz0Y5/k7tvvsL93QL84Z3n8mMPDI/rgU5R0m+Key/GIH/nJn+B8seCLn/8CP/CJT/DwwX3KMsOPJxyfn3F8dso7t98lhMDrH3uDX/mn/wzn0iR+/94jpE6fTgpJCI7pdEzXJ5ZTkAHb1UihCc4jSbTSTOcILzBEmuWGV557lTJUfOWrX8CYJJ1SQu18jqQc0G8GEzlAa4O1PlVPSCyKrcmZEpLgAiKkNIvzxZwgJPfvJYAqMyaJ+yQEFciFJiMjq0boQjMaVbxw6wUOxvv85j//Tf7Kz/80ZT7jzp0vs6kblu82kCsODg64M3/IRjU899JNbl3/Ie4/OOPu8QlFkaGjI1eRL3/1Szw+fcSf+5kf4+rNkjLrcN2S6COrtqc4mmL7lrzS9HZO3wfyYszp2VmK0Bae3nkCChdAyJwQNd4FpOqp6+V31TG/m/an0Te/3bCzZebtzDwH9H6bCpHkIwk5994Psq2thMunrwfaM1I9McB9O5Pn3QQUQvIq4AIMuuxHBGlgvUwNjZEhPWwboygwOh9o5knCFEKg7zuyQcfeW7v7nC64NGZohRDJIJ6Qkr2c67C2YzY9omtbnBvS0VyPbde4bgOupdss6TcbbNuzPF/TNx2CiFKCpu6SQZyPaYM8JAporYgOgnX0dUsrDVJlTPeOmI5H6EzR9z29V8g+ko0LdFGB1nglyDLDtLhC27TEGKmqiqwocEOKmtaJQSClpBxNqcb7zA4FwcMzKhmCCgFK5zgvsC6yXKw4Pn4MwjGelETf0q+W+K6h3aw5Pb7P+fwYmXWMZ4FMezSO0DfIPKfvarK8xPYd0fVUsxnWgbUOqTravqYsS9bNktFkxNnJGdW4IC/H9NbRtPVQ4cmwztJ1LVqZAdSXu0XV+ek5ewd7dN0G5zuyUqEyRfCQjUqClkSjqWuLNNtq0vem/Wn0TR8im84yUSBlQEWPAQyBDMgFFEpilCdTSQ6mVHrekk4dvEjMCikEQQV8dGRCk2mJURLrLVpHqlxzMKsw2hH6lq5Psg64tDEwEusDwnq6riXiiNHT2g6TlUkGJhQEMSRcCCygihkjNSU6RzXJQRo6IYkojo4Oca5HiJoiG1NOCjITWCxTesr5IlmGn89PuHf3Ln/9b/wH5Dryq//slziYwuvPTSi85+tf/Sp/9sd/hCIf4eKa9x885OjoGqt1iwgNlVEc7M2w1iKlZjQqmZ+dIaXgfH7Ky6+/SHCW+e0Vh9OKawfXOH18iiwKismU09WSGzef5Xy+IobIcjEnN4KyyjhfrFBKcnZ6QmdrGt9QTPYoJ4e4EKm7jpP5kvGoRIlAnpVEUeJJm7O8ypFS0zYdzaYmL/IktwgRaSR+W0EUit71iMGzo27mdH2S1uV5gXWWUVlidE5RZBijWG+WeO/Y1Eu0NknS6nrwFh891lls36O1ZLo/SX5B1hEFuz6os4xcFchCo6tIYzUhrDhftrgQCUiUTFInhEAoPbALBFpJjAARA5JAjC6tw8QQFcyQrvM/Sdbwx7c/6f4ZA5Q65+bhPq8+9wzXDw+S/1ZuiErwpT/8GqeLmnK6l2wChGPTeUadQHjBi88c8pFXnmVaGhrbI6ThlVffQAVBoXNsX/PW3THv3nsLv1kwGhnClQOIJZtF8l6UWY7UiTU6qkqujA7pAsjMozOFzgxFMSLLJDEkuWHXttSbHms9fQvYCp+BnezRW8vjk3NMnnG4v5eST6UgaItRApRARUOPx5uc2fWbXL9+jcPDPdq+Y7ne8IM/+dP8f//xP+FkvsT1lugDNiT5otYGpKIajdnf28cMMu+ua4EkERcyslqfk+WCSTWhLEuCs5jZFbpmw2g0wWTJB/MTH3mNF5+9Sd1aIoo815RlydXrVylGY6rxmIMrV4m65Jlbz3P92jMszs4xIseYEiE11jlOT85R1ZjZaIRUEVVImiaxZ0XQbFZzVAjkpiJ4x3JxQt/VQzDCQAkIIkkvC0NXn/P2N7+EzivarqWtN3gviVHiQ3LbFdIjB2bO4d6M2OfUTZ+SOFd18uUJW8Zy8u2BiNQS7zN8CCijqMopkuSf1wuI3qJURp4pRhVI2VGWBUoZ6o2nbyVaCbxK8fJCJ2PniEGJMhX3ZLoPdbOmbsoPVb+86J9Pss0/iHu+LVTCt7JjLq87P/jvtgfegtiXYZv0VSI4bsGBrTzo26xBBjKCHACZJGW6OL8n33+YD4L4lmNcMIwgyQvTOjolNV8CtsTlMxv+dvv1BWaTAJOnrkEyUL4wdN4eLGkB4u66JJsVUjoYERkkMnqa1Rm2nrM/m3J0eIVcJ88rh0JHICRvzeAvmPomM4zyMUiRPFercsfod84hlcb7SJ5nNH3PZLpHXc/ZQk5xS6+CXRqflBB9siFQWZ6kllEg2crFBCmPMiJjGJhDgq0x9Baf24JG6Zo9aRguhmtxgbN9MKB32RNq6yt08duXjhUhbGlIfNunCfjumD9/B/gvgP/q0s/+Y+BXYoz/ZyHEfzx8/38A/jLw6vDfjwD/9+Hf79gS2inTjRCpI0qTqhRSZQhlsAFcFJTTGdZtiELhnEsSqBiQMeKsI2ZxiE1LVe60IUw3UWi1exwlyatbKp10uyLFYYoISqrBVNYhxGCoGAWTUUXftPz9v/dfc/XG8zy4/4DVyQNee+1lvvzlr2HKnGefeY4vff6rLDc1n/rYq+SjCQjFbLrHtWvXePbWC/zyL/5Tbn/zD7h54wYvPPc899+5w9tvvYXJC66MZ/zQD3yGr371KxwfH/Pg/vsIIq7v+Uf/8B8RnePK/gFd03I+X3L9+uu8+Ozz/I+/9s9556075EohteDv/73/ll/4hb/C8eNj/uVv/S51+2gwHM7RRiCdQsqCP/+zP8O7d97hrbe+ibMRpRVX9w9wtiOSNs5HB3s8evgYLQW/+9tf4D/8X/9v+L0v/hZ5rok20LuAkD1CJlpx8mtK3gSESG+TVMa5/uJhHZ7KrWEuQhJDh5IhMWQGnaYIyURUBci1Jo+BQnjsZsNqLTk/WXPnzXvMDvZxWvB3/8t/wF/7d36eX/3v/oi/8Bd+gn/7pz9DbVvu37vLv/vzP8PnPv/rPD47Y29ccXh0nab5CrJr+cFPf4JvfO0POF0tqGYlnV+yt39AOXIo4SjLMZs6sO7OyEyOlwKHJytLAhKd56hMpoHC5Gil8fj07HqFViVIiymq76LLfdft7/An3DcRTzJ70o/EpQj2sANItNYD8yth4FsJ2JYxtAVntDYXxtEX49QTA95lednTr11UDy7Q8+3vbCfey35ASVY2RMMPIJExhm1KoMkypGTnG5YXBu8SSyEvS9q2RRu5Q9VTVSNVHISzw+JLJhDGWkDirKNr1njb4fsa266wzZq+3tA1DcIlCqt3PVFCkRtal3T7glQdyHOTmD/eE51FisDe/j6bpuXLX/1DPvmpT7Ff7HP1xjWm0xl5WSCUJIjkV6aNHgzGFVmZWEumKOm9RZsU4+vchrIcYX3AmJwQI9V4hMkLtFGYLAEFRInRJd5Be7TP889eZ7E4xYUObwvU3gxBYHF2xo1nbrJZnvP4+AHeC4ILKYVKOpzvE3XcZ2itcD4ZS2pdpNSucUUInk29Yjya4pyjGlVs6g1ZVqB0jlQWKU2SPyhFnuXUdc14PMG5QOtajM5o12vu3b3H9RtHHOzvcT4/I+CxIWCDTyyXTEHrLnFxv2ft7/CnMG9aH1KCXPQoHDKS/iV5yykBRmiMBKNAa4FSaYwlSnoiPiaKd2UgSoU2KQFHa8EkL9kbG67sjcmNRInkW2YyTWYmqT/FcAHY+jh4i3japqPt6lT51AJQaFWgckMhFcg0RghVMN4r8H2P7y3BBzbnc9rlinFesAkJ3CpKgzIjMmOpRgZfGsIuDtVz/PgBv/orv8z87BEnxw/5yGdKnr1WkIcxb91t+J3f/m3+4s/+z5B6g48ddd1RZpBrRdt7nJcs5jXXbl5lvdpg+w5jDNeuX2PTNpyfnrF/cMRyseL9uw/Zm+2jioLWpxCD88Wa5WqD0ZpRJshVPsRtWzJt8JsNbVvT2I4rt17CMqLtBH23QZmMuo/0bYsSPXtlhpSBIDvEYpWAOykYjzKMsPS2Q8jUx6XJsSLJJ8uqJAaPFhVyNsXajigCeZ4lcLut2WzW2K4bxrtIVZVoFdIiWiuyokISqOs1QkYm43IY4x0m0+Qh5/zsDKM0zgUm4xEqHzE2YzhvONyPrDaedWNpNh0+CLQOieEowPtkTqsgpXaoBP4IEYBUMWYYYz+o0v49an+HP9H+GZmMCq4czVJB8PCQ6WiEVIpHJ4/o3AaPxcUO6yOd62jaFL9eZElaJERgvV5gQ4pff/T4AQfTGcF31OsVeVZxdHCd3gZs36AlVFWJjGEIMlHkeUZZGqpxSvQSUlOUBmEkOtMYE/GuYX5+yunjE87PlrR1RKkKLUdkaDaL9Oy/+OJzlOXrNG2HdUnujRRIqRGZIRMZNvZkmcS5xN5HC46uX+X5F1/g4fEJp/Mz5qs5OjeE2qFkxMcLye/e4RFHR1fYm+0NzNtU7OnbjggslwuuHO1BjCn9C8F6s0RGj8TjfU9ZZrz48gucny/pmx6kJiIxmWb/4AChdQpOyXJme1fJin1u3Xyet775TepNy5WDfaZ7h4ym+0AK6qiqEZnJcNGCcAOQDSE4uq5mjUdPoF6vaJrlAHwPdhMhjYtKSrRSSJWiprt6A0KghMIOTGExsAm0kingwWgyk5hVJivoXWBVt7ghSTZtBOPgHZUKW9rIIb0rSbrKKieGETJ42tpjtKEqc/I8GYPPZuPkN9W25EajiXTBJQBWQJZl6LxCijIBdCLgQ4fzjsVi/T3sksCfxpr227SnpU1PM9D/uPZtwSBIeMpTx9qmwl7+ze9mCXJhBhw+cM2ye314NrYs+4QtXGIsbT/TtxlaxVMvCnjCpPrp1588iW89fmI9XT5YejFKEjHCpcLVF7/y+/zEj3+W3/vCFxiPJxglgUBAEaVIMrmYlCMp1XLBeEjh3TQ1e7O9J+RebBU/wZNlhtZagrPD3kXhoyBsQVREIqAQic6jtWS9XnLl2i16nySRhOTbtONexe37DPBevPyxtx/0O9/ZJ6ViH8TYErvnc3vED2IGbRVLT1tffFD7Y8GfGONvCCFeeOrHPw/8ueHrvwv8Gqkz/jzwX8V0Vr8thNgTQtyIMT74ju8RIjKawX9A4BGgJY33zJuIrCZM9o84Pztl7s8JLnJV5EQhcCTU2xFQRhNFJHpPjA4RA9F1EDuESMCPljKZWPlhkxpBhG0aU0ITAYKMBA0xWrRQeKnTYktq9vOCvSKj359y+uA9qtLw8Tee59d/68u8d+d9Pv7cLV599XnOWk9XHmJlRYiCVb3h977yJW7fexsLPHx4wn/79/4+Rmr2RmO0MkQif/j7X0qUbpEmxJTX6RnrjNFsymg85htvv03XO24+9zLHZ+fUdc+Na9dxXUM5qnh8dsKrr73Ob/zmv2RvNiLPSkajPUIMfOzjr3J88pivf+0uv/eFr7LanGFt5MrRTQSGg4M9YkiJY871/MBnPs3vfO4Rp6dnPHhwl729CYd7+2jjCTr5J/W4VOCIEWvjoBNONt59nyiskVTpSzDwIA8QCmcDMbiUaiCSbE8YnTbCSiGEJtOGQgqC6xFKkukkF+u8g6DQmWNUTfhnv/SL/PgP/TC//k/+Bf/9P/plPv7ZH+Bv/q/+JlPxBqYb81d/7t/n0fnbbFYrutphTM6VKwfsH13DVDOmVw2vf/wzPPPcASE0iTnGmlXd0XWeetNQFjAaZWTFFB+ShjUEz6peoVSk6RfUXSREi1YjRFSEmNzzo/jeef78afTNNHY+OcBvWTkhBKQST4IscTulpcE0DODRDoEfvt4OZNvBim8zyX6Qt88W2BEXXMwnfn75PJ8cIC8mdyXV7tjbicJam+jnMQ4MALnzLTG53hlIa52AHu89BoO1yQej61KMspAa23Z0bU3XbhLNu61p6hVduwbfs78/4fq1Ix6eNzS9RWcaGUNK3zAKEVI1wTUeET2HR/sc7R8w3Zvxwisv8Prrr3N0eEQ1qqiqMVorTF6kQV8rokgyy+BTdKsQqfRSt8mfZb5Y0vc2GT365LHg/eAB1J0TayirgizTKCXIVIbr2+QTkQmy3JCXB8ToCM7hnadvGvIsp92s0EqijML2NRFwLmJynXzUshLvPZnJsc7SNi1FpQapwYjpdMrx8QladuRZAmhca4kxUlYliEDbrEEkVuFW8911HVU1TqlHXTIg9tbirWU2nSZTzBB2YL9SmhAiUnliTAkX36v2p9U3RUz+FKS8p5SmGFLUu0AhUCjhk7RCR7QWZHqQWw6rFxchCoEMkkAk0ymBrSpzqkxwtF8yHWdIOup6RVuvECFtbrYgrY89EClMjrUdbdcAkqocJ2lhFGRZMgWHtAkSUiKVoLcdAUsxKmhFxNUNo0yzV2aY3mDkhExptJGMq31k3IAICO0oqkizSviS7xv+8Iu/QfCW/YnkBz/zOrqvuXVtjyjgj775Dg8/dsxkto/1kfP5Ca6MiEqBF5ydrRiN93A2cL485cbVK0DAWk/XNyA167rlnffu8fJLL+MjKKEIQVBVY9Z1S1GWzGYj6tUiJQZ2Hb1zeCmpT1cp8j0bI8p9Wq+xa0dUBuVgfp5i1pWUvHn6gIcP75MVHiMFrl8xnVSMSkmZCZ69dYuD/SMOr97AlDPMeIrOTFpjKknXOlRQSF3hXc3ZfEGSgDVEn0xdi6wiz0uC87i+RcQE4tsQ8L6jHfwTkGpIYTV0nSUzBVeuXEcqOQDqcjCrt0ilUVqlpNXteDuAOkIkCRmkoAcfI56IDIPfgvAp/SqG3bMVuBxd+71rf9L9UynJlWv7jCYVpsgpRhUWwWq+4A+/+U3O5ivaIFi7c6Ckc57NpoUYyVTOat3y7nt3KEclm7ZhsVkznU75yOtvJGaXT/KfzdrTNpLgR9jO4h0QI0p6iIGm3RClA+VRWY0pS2wwCCewPrBY9Czna86Oz3n44ATbQVUeUhYZWTYllzlFLpInRxS0bY9WJhU32g5ZZMQYk8yemEARPEpHXO9prcMo+NinP8nyd7/Aw+OH9K6j71ucT8l/Sil8CEynU65cucKN6zeIMYEOxMD52Rnr9RptNFevHrJYrimKgrpZgbdE3+P6BtfVNJs1xuSUxYjDoyt4N9BihODw6BBtMpAanRVInaPzgtE04yd+6s+wWq0wRnF45Yh8NKIYTel9oOlTaIy1PZh07a1rca6l79uUWCsUfb/C+Rrrkg9mXhjatkGKVGSqmxZjFCYmBUGuczwQVSTPAs5b+s7CwLzPhMZbh3cJ1A+AGNi6W8lLYlQnpqtUKeUrSWMCwTukAqUN3uYEV+D6FiUVWZYxmRZkmRvm6gwlcrTo6GpL0y5Qg1QlzzR5lWFMSZblRCJtlyTXTdN9D3vln9K8+cHv+21fexrUucwA+m6P8a9yHt8OALh47Y97v8HPhou19R/n3fMt7V9jSfRBHjQfdI2kSPtxJQV333mL1155kaLIk0F6WSKGwi145MC+2cqsQrBoLTl+/AhtMsbjMdVQsN0VqaUYfjckeTEk8Cf4AReIA/9nKDqLS/uX4BOrJ7gdXgCQ+MZDAA1+dye+0yPwQXubf5Vr+u1Axv+p7V/V8+fapQ72ELg2fH0LuHvp9+4NP/tjOmPanKSbLOl88iRw0fPo5Bw5LujVPjLbp9rzqFCDKBAqaaHRibHinEVkapCSBIwSdFiIDoki+ICSKSEs4JPXgQSVKaxPIIaQMT0UkkRhj4bgIGhDGwUxywhhzag0aAF5OaOcXGfUSrwHFwSf+uwPIXyDLjtuP7jDyUrw5T96F2c9vq2JtqOQhvV8QaZSspglUpQ5fddDFGQmx6geUxpOjh9T5HmKMI+Crg985KOf4M6dO9y+/S4PHtzl4HA/bRyLjKIsmYz3mE6PuPf+I569eYTJDWdnJ8lg8y3BdDKlrErWQ0U9Cjg4OuTtt+7w6PExfy3P8MFhdMFm1XHz+rMcPz4lN4b/3z/8h3zkIx/lc7/zW0NkHgiZOlaIgls3rqPznCIvyUzGdDrh2vWr7O/vs1zOefv2W/gYWSwWLOdzcpXkYOvVmk3bY4UgrwqETl0yea5YQiBtwmWE2IPv0SpVkDMNuRY8d+s6v//53+Vv/PV/h3/wP/x33H7rHf6P/8l/QrSRo6Mr/NCPfYJ//2/+e8xujfhv/uu/xSvPvcSLbzzDL//aP+dHf/SzfPYnXySKFSG2SDEiCIdzLTEI9vemVGVB11usX2OUJM8L+r5HCo2WYIzBiIq+t6zrhqgteRbo+zUhNGjj/hW73Hfdvrd9U3zr4L1l8njvkQM1eyv70krtIi8H9d/O0Hmb1rVN7ooxDolP8Yl57IMmiyeQ76cm3+3PvhMNd/uaHFh9UqkB1MmeeK8sy3A+ATtFmYxU07SQzKKVujCi30a8Z8bg+n43cfRdQ/Ce4O2QFubwzuJti7cdMTiMhmtX9ri1aLj/4JjWpgXeQJlCiYjwkYP9PW7duMreZMynP/0pXnnjFa7duEZVVVRlSTWqIKbNFiJtqF1IboNNl+j70aUo2rZr8L5nvVriXI+SGmMysszRNA1FXqKzHJ0LTK7QMoEsfd/valJaZ+QmT5LbGJPUTyYA1/UdXZekHkU1RhtNXa/SxkEEIgLbW0xvqUYl3gWcC5hM0DQbnPeE6FBk7M/2aNqOtm0Gk80c16XzKMuSoihYr5cDaL+VHTqs7YBBfkqkLEpc32F9x2QyJkZJMmMX+BAHyVg2TP/yW56d73H7nvZNIZKUS4uAjD6BPyRgK0Vnp0KHEhGNRAuR/H+UQsqI95EgPEIqpBK4kCLDjYEil0wqzSiLTEtBrhzRdjSbFZv1gq5rBk+ZdO2z3FBkGWLwJ3HO4bynLEryYjREAsvkrSEkfW/xfus1pMiKgj6AF5BXY64c3aIoz7j7/jnWW6pS0dRLrlydkqkpZT6mdj0fe+mQ3/7iCTEGjBb0vaMQgb/04x/h5nREYUYs5x2LteRgf8QX/+Br/PRf+Bmm2TXwns3iPpnUeGtRSjEWY45PTrlx7Qo+Ss7OzimqHBcCwUNdd4yn+/iYPrfJS5quIy9KtM44OroCdMQI3kdslzypgrNoCtou4mXJpldU1ZjF8pwv/O4fcHx8xsmZpY99MnVGU2iLrR8Qncf10LaKyUTy8vP7GPl7fPT1F3j55Re49dxLHFx/Fq9LZF6gsxxBTBKwPtC2DcQE1AcnkMIk2ZfWydZDJaA3xmSYHkLyOjMmSxL7wXR/UzdIkVLFEAFtEghgsgIvDPNNS+dUKlplGdWoorMbfN8RvMPFBGir4HHpAUUESxSJJ6xFJEaX5MBbmYGQQwHig0MBvsfte9Y/y6LgU5/6AXQMnC3WnJ4uaOqGxXLJg5NjnCqx3tM2lq51WAtgUv9QisenHce/9WWECDx6/JjO9rz66qscP1rz4osvMhpVPHrwgG9+801Oz8+J5PQdeJf8CyWBIpcI5dk0KxarMxwWnSuyMqcoDVKC7WE9DyzPHMINz10248rhsygqbLuh61rW6yRdzIwmBs+rL7/AcgnOdphMM5tNMFpCSFX1ru9pN2va1RJsh3OW/aOrvPfojNnsgPnqvSHpTVGUIyaTGQcHR7zycvJo01pzenqKMRlXr16jKivmizmPHj0CIta2ZEKgZMD3LdF3PH5wP713Z8nLKYcH17l67RlUZhhNymGt5jg42KespqgsJwhF13c8/+Kz/NhP/Sjv3f4mk3HF0dUj8nLE2bKhaTtO5+cclYdIkYp6Ujj6bs2mnmP7GhlaZKwoy4I81xS5xluT5LQ+SR6L0qQ+qTSxD4zLkkwZVEyep7QRG1pmo4orB4cIAqdnZ/i+J59OadYNPiYASITBXW1Yi/gYBquGtLmVIkIMdG1DUZRIlTbZUiYXYu89tg+MRwWZgvFoQnF1wnrPYlRKVTpbrXFD3zeZYVTlZGWFEBLdaCI1bfsnvp6F7/Wa9qkl4rfbSF+sM5Ms6VtJK98BSLlUmNx9vztGvPSzi2Ne0v5cnOi2aLljhnzr337QeT8JIsULRZGIl44jLt43Iezf8hl2seKX3y4+dSUGStCOz7Q91hOxaBfXYCtviwN7x7uAkYJ6eYbvVnz6R36cr3z9TUAwHo3SujYGBIGYaEJDeIxgVFYURYH3gdlshjEG2/dDcTfslAUx+N1eRiUdcQKBBGkPO3gJJa+57YdOYPZycc50/wBlcmLYMm+Ga7jdujx1Oz6IlfNBr3+79vTrF+FXHzQXDvdSXHz/3YBD/9qGzzHGKC5nm32XTQjxHwH/EUBh0oJcGYGzjqbZEEn+G5sGXnv5Gf7Mz/wcN2/eYFRITh/e5l/+6i8xb5s0yIlEPQ9BIAZ6pZIiAQNxMKH1EUHyCtl2qhjBuQBotMoJUUDQw4a2QChDYEqeldQh8OpLn2BvepVr0yvs7x/g0Rwc3uT4eMV77z7k+tE17t475j//L/7fjIznb/8//3N+xDf8D7/023zuVx8RZGKsKOcTw0CkiMViPEZqRRs9+agiWo+UEiUV5+dz/v/U/Xewbdl93wd+VtrpxBtffp0DAKKRGUWLEeKIlETRGtG2RuJIcpRHmpkqj6umVDNTZbk89qjKf3jmH4dySaoZS6Iki6JEikkURRCgSBCxgW40uvv16+4X77vhxB1XmD/WPvfd97obBKEmCayqB5w+ce9990rf3zfsnz9PYgxlWXLv3iFC1mT5kLZp+MqLX+Tc+ZgG4awjLwYx/cMt+Om//w948vHHePqpq3zyk7+Fd3DpymWU1ly5+gif/K3f4Zmnn0YQyAbneO21V6iblkcffYoLFy4CHqM162XF008/w+vXX2NdNXzh85/nr/0f/wM++u1PUS7WhC4u0NIk5aMf+xjf/cM/FDcfUiI7izQ66ojbCjUo6KqKum4oyxItJCfHJ9w7OMK5wItffYUXv/pVvvDl57lx8wZpIgnOkWQJrfc4qZACMm3wvou/o6LGWStJ2VS8du0VPvLjH2IwzDhZHVEta+qyZnZywMuvfYV/+S9+k//7X//r/JX/6P/M/+v//Z9TrU4wCVhaRkXKbH5MWdaMhhOcC9SVJ0kl1aoDFME2rNoVWaqpWJOYnGIwwtmEpva0wVLkQ4o8JQTdRwALlFTcuv36v2mX+7rbu9E3z53bewvoApwuIryP94h17nShQ88GUEqBFKeeP5tJKfR90vvQewqqr3Usb3n8cPXiYTBoMzE/cKxEg2qlREwmEyJWnaXsgaD2lOWzqVgbY6iqKlYbegmk1pr1ukJIgbcOIQNaadbrJXmeIJRiuVjEWOtmFVNxbIvtamxbQ+hIE4ESKVevDBDJkMl0xJ3bB8xmC6RU5HmGt44rV65EUJfAD/3gD3D5ymWyUc7W/i5ZmkUfNBWlXQKJNiaCG97F1L4ukOUFi5Mjjo8PUSqmhnRtTVPXBB/Y2trCdoHxeIu6rklTzXKxZDwd0VQlXRcZfWVZolT8mxqlGQyGpGkajwF6L6Q0sgOqGik83dIShAYVDSw7HxkaTdsyGsdj7pylaVuc75BaUK7mjCc7KKUZ5JqyWtO2dW+urehsBOam023K9RrbWTZ+bsZorLX9ZjVAiBrvEByr5ZLpdAsLPcAHvrV4B1Jq2tbh30Xmz+/W3o2+KcyITEkSGTfPKrjI8hH9Qh+JCBIRQAbRS8IEGoEICue6niUQUFKjVFzSJAaKFIpMsDsyjHKBoqPtSqSAxBiMUaceWhvQ12iDsx1dF+VSW1vbZPnwFAgOBNbrNRATqoQSdG1LLjVt1dECKskZZENcB/lwxGBYsWqWJFpRzmvk3hCjJdPRmPmtAz7wzGW+8PwJonO0ZYmSgg88u8OHn91mIB1d02Ftzc7uFp0MvPjqTVZ1SZ5lTLb26eoZdw9vYogG68UgRwjFwdExW9MJrQtsFSNOTo5wHk5max575PEIlpqM2WLF/oXzVHXFYDiibVuq8oT1cs6gGHF0cA+hJZ21tHWHC4rRzj5eJNw7PuJn/td/xsnhEUpJDk48J2uLI1bxn75c8PTlKSrUPP7Ye3j++Tc4uLfi+a/MeP97dnnltRu0bYl3LXW9Yrp/GV1sYTuLCxYRifIMixwtNW3bYvIisjN7Q/nWVjFlScV0scwUBGdo6yVJkvQ+bRuwPrIN4vgdkwW1iVLvddUymy84XjTMS09Vl7RNQ9PEuV4iCEojtUZp0zNGPX2ZNSYs9YU3f7q4Df3c8O6yfr6e9o30z7N9c7o1Ii+GuKZmtSw5PDhgvliwrmo6H2icpOwCZeloKo9SKUoZrBe4NtC2lsVyRltXdK2ls5bfmX2Fz372q+SDIvq1KUHXWgKCurXYNiCJc1uSKFIj0akgzRVSOYS2jLYGqNQBUcIbOo1wCokg0ZJ8NGY63SFNM4zMwFvW6xVt2/HKy6/gbKy0K+EZDDKUJq67yiVFHtMeBTFUpW0ddw9ntFVFuS4JQfDI488w3DlP2bS8+cZ1hAhMJls8/cyzEXwdDsmyjNlsxnQ6RW3kYFtT0oM0Ju7ZFh9aMqPpqpLRIKNczPv5oCWgUClgDOOdbdK8ICtyZsczkqSgbD3CBMaDnEQnBBTjieTZZ9/LdDJmsTgmzVJAI6RiNp+RHtwhGxnGkxzXVjTNkqqcsVocEUKLFikhN4SgyfOUrilozgIjIiaW5YXG+RaQeNf77eicUCtsZ1FKc+H8LpmRFFlOlktev3mH49srnJNYJ8jzAqUiyGXbNq63+o31puiEM+Bi8ElMBRNxz0OU47VdZH0F31HkBmcFde3QMmNraxzZi3XNsm5oqpasaPG5I4QonVFySNd66vQPNsDk3Zg3x9NtHhxT7ktzIuNwUzDsl5FnYtE58yh67rzjkT4ECIS3AkI8DB49GPHd1077xxvQ5/57v5bf0Olam42B9OYb3wZcCg9/98Nner84eyofe+D1h1lI4cGn+nMSp585FS4RQQuBUZL5csazT1xlMso4PDxEa0OeZj2wFEMs/GnxWdJ1lvW6RKnoPWZMDF8JPjKEYuK3jGEfUqCFRCqJloKmt1EIvk84Db735Xb3D1wQQw6GBYmOQVMuPHgnBNx90OVUoXD/2oRNBfwMsPfW68f994T7yooH9zWblLQNqPTQX+rMfRseOI53bt8o+HN3Q68TQlwADvrnbwJXzrzvcv/cW1oI4X8A/geAUW5CrLw2BFFhkg5RN3T1mtxs8flP/w7eSqbTEdXygJPDGwwySWZk3PwjUTqas6VJgiDKj6RUeKdwTkcjb6UJPpBnQ5RIMEpjlML5wLm9p5hMHkVpw7qsOHdhh/HWDrkcU64rUuGwZcXi9RUHR3f53o9f4Nd/419z8403MCrl0qXLrFZrlMoYZBmCmt/89JfZ3UlYr9YY6eno8D6CABKBMRlJkXM4P+Hi1St01mOyjLJdUi1WkfViNI8+/gSvXbsWtY2TEbt7u1RlSb2ec/H8ecbjEeVKRQmVFNRNy3q14Mtf+hx/5s/8SV69do000z1tuyQQ+If/6B+xvzfmjTdfZbq9TdXl7Oxu8eGPXOUzv/NlvvzCC/xbH/9ehHS89sZL/Okf/4s4V/MzP/OznN8/z/f90X+Ly1d2aUuLUobBdEDnOxbHR9x640WyImU4GjEcDgm0iDTDpCkQyIcDstGYvXzAelWhxnvsPaoYjyf8kY9Hw8nQNXzmt/41L77wJT7z6c/x+S9+jtvLOZIY09doCCJGXwolkTrlztGMne1t1nXNF199hW/78LfxiV/7RTKTQRJouwpnW+ryhKpZ4I3nyhNX+Mh3PkY+Njz51BOEzjApLpDKNrIiZEumxnS2JgSD0UO0KCFkjAcjgoD56phqfgcpcpQYkxg4Wt6KTCA1Js1S1qsDpIDRdPANdrmvu72rffPZZ58MZ5k1Z94TgdQQ8Nb1cYwbin8gBNHLpDZo+/2UsDi4AWwSuO5HNT7czrJ2Hvh9Tz8Y0s9N8Ts2HkBnpWHRTyBBqWg0vfH6UcoQo9/DqaTLex/ZJ73h8lk52UY2pKTuIzcFg0GBtR3GaLTW1NU6+o+1NbaNsdS2rVkvZviuY5DlhFTgOhBKcuncmER79qcD5rMlQkYfjcFwRFEUZFnOt3/Hx3j6mafY298nGeQ0wZ0aWjtrUT7KLH1do3RC0zQsV2vGkwmvXXuZk6M74B1vvv4GJ7PjuEB2nsPDQwQxFcyYhMeffJyL5y/w2FNPspqvYuVHKIKHQT5iY8EkxMbPSTAcjgg+0HQt3gVWiyVplpMYzXA0ieynEDcQAUdZlpRVSVlX7Gzv4UKgaSqsa6lWa4q8oK0rQJOlOWmasi6X1E3JMB/2UfA1idZMJlNmx4dAOJXrCdFXuvpEyDRJKOsZdV3Ttg1IDUL2RYBYYW4rz3q5envXx3e3vat90xTnQqolBpDeIUKHCC4uIHyI52MhKI9XARyoIFFogrfgOqTzKC1B+j6FwmMkpDqQm4CRFuEt3kfQ0Nk2ssw2izYjSHSKEoK2ibHvAYtzlqoydG2gs73hu9lYPkbLxOB7gEol5FlOohW2XwE1bQkGhpOc2XLJhZ1LHNx5jeX5Gq1hb2fI4ewIrx0/9sfex6/82os0bce3ve8cP/4j7+HSTko5O2JSjFmWUNkOKySL5Zw3X7/ORz/2MegcdbWNECuq+T2MAWdrPIqu89y+dYeLly4ymy3RpqBcLNg/f4mmcxSjCV3XsixrBlVJWVZYK3C2pVzeQ/iOO7duMhifowkBJwR5votUKS4k3Hj9DX7hF36RcrXm2fc8xfFizWGzZJgIjk+OaWzguOxIxxe5dG7Id3/3x/Ch42nGvPTqLV64fo8Pvfcyt+7WJOY2wYG3jvFOh8hGmCLti1iBulwgT/tyDGcQElBQ5IOY/CegtQ7hA77uyPIi+rf1fm5d16G1igxr53CI6GfXdfggEUITguDWrdu8dO0Wq9oTVI4XOoKPMkpTgvc41xHrthEU9H3ssYuxRjHRj36BK+I7f9eV7LvT/o3659m+efWR80FJhUwzVJrglKATgU5ApyR156jbQN0GrJdYH5DWErqA9R1t29I1gq7VdJ0geE3bWnSS0vmASYipbCR4F3BegPR95drjCdRdiGbZScogTymGOePJoI/11lgr6GpJUzlc62LKV12xWi5QaoLOM/b2dtnd3uLo+JBbN97g6OiI3d1tHnvkCuPJBHCU6yWz2ZyTE4/rWrq2ZTQckqUZWzvnWa9LJjuaum746ldfRhlDmgyQMkEpQVEMkFKR5QWDwYDpdEqWZcznc4oiyqnrsmR7exulJG1bcnh0hCaQSMFydoIMIJBsbV1AGkMxGHPuwhVUkjFftxyc1HRdB6GlaY4Q8jZpmnP58lW2d7ZI0yG7exdpGkvTOFrb4JqWN2/cYLGcc1GeJzMS4TuyRCBcjetWTIaRraWlQorITkiMZiMrjsEPNkohpcDZyMxMk4QklSSpxqOROgMEXVeTZoZRYcgyjUwkg8WA1eGCuunQKiFLUxKTkOiORkXGK5uIaeciczh4jAAtNV0XC3NKmcgIrhu0EqQJVNWKxHj2drfI845Mt3RdLJINhgM6D03Vsl6UeCSmqhhPJqQmR4aA/r3jMN9Ie1fnzfNXHnlgC39KDxFnN9a9fYF8dyQ2/TF8Q5/5Pcm03uZ3wgZU+hog+jv9zgOEIPH25yAeApjC2xzD2eM6+1shBESQdE3NlUv7PHJugreRGJBnGVmWEoLoGW2BLliUNIgQw1Cc62iaCqMUq/mCwWAQWen4nhRio3FzP6fQk0Ja25ElhlXlYox8CFHBInrXLR8tGOq65H3PPsPB0TGolHDKWJKn7KazZx5OQb8eyTlzXz0Ij93/LxFRpv77iOvuUxnA2U/cT718WB54trD+0EV/y99h075R8OdngZ8C/uv+///Jmef/D0KIv0c03pp/PfrLEASIBOcbEAFjJFqDbWu2phkny5LZ4S3a0tCs7rJeHrL/+FW6pkYlUTIkpCEgUFLgvIsyMmHI8m1G00sEmRKIaOFzH7vC7t4+IQjW65rVuuTpD7wP5zxVXWOlJEs0tlXMmhrXtuBLplnB9rkpQhlkSLl47jx3b99GjzO2n7zAZ198AZoSFzzWtfzN/8/fYro1oGkti7ZFa09uUlRvbG2ylDzPOZenpCZhmCe8fu01yuWa6XTKY088wbXXr3Pjxg2yJKFervHBo43kxo3rpEFQrRcsqxUyKM6du0DwMWJdSXj08jne+56n+eznP0eSJvzkT/4kf+tv/x3kqgEkf/Ynf4Jf+MVf5T/9q3+F27dv8mu/9mvM5wuado2UHuc83rf8yR/7EbIk57c+9SmcbXnq6QsoXfLKqy9ELbJ32Nc6bK/VV0qhl5rkJCXNCpRK0CojBImSCVIlmCxH6SVKKdIswznH7YNb7OzukuYZGMPHvvf7+LYPfoSPf/yP85WvvsCnv/RZ3nztTW698Sb3Du+wWK5jZLCOhrJeSLo6xwXNGzdv8b3f8zF+51P/GussQigefexpJjtT/tK//1M8894n+Mc///cY7+Zcf+M6r7z8Fba3t7l8fo+mCaiQIILG2+gP0zpPkmYYUzDMRuilpmtbUJBlA1ZV9KEIvqGtVlhf0nmPTnPKumFdnZAmCav1+hvscl93e1f75tl2dvDWvYSLM6lfkYrZb8BlDxaJ06TLB6oS3t83dP5aGtazUrP7T/LQZHZ2Ln+QERTBpcg0MsYghOqBiwgQaaVougat9X0Ta+cxZrNpkafAQtv2PkAimqemaYpWhraNnxeByNoTISZXEat9EZnpF2f9Y60NhVaYxDAanKMqWxbLNT5IZvM1w/GUsqx57gPfxse+89uZTCdUdU1rLdLEc3HORoNxqbBdBLYQ0LQVQnheefkl7t25yVe+/AVOjo85PjxECsUgH2DbDu8DaRKTd1xoef3aa1x/9VVevvYKH/327+Tipcu0jSPPCyBgXRsTtrqOpmkRQuO9IEszsiwjBMiylLZpovm+j4Z6RmqKQuKD7b0WEtq+Yl3kw/66Q1UtKddLtDJk+ZjVehnPu4rSsbZtUH08vbUdeV5QpTm2i2ygyPjxvZFtnHyNUjR1Q9dGKZJODJJIHZbECpKzdZTG4H4v3eEbae9q3xRCkAiI24cYzx6cBS96k9EO5yC4QHCi9wLSCG/po+UgRMmYFDJ65AlPajSJCigZY4C9b7FtjXdd3LiYLI51IdDWFU1dR5PZLlbkXfBImeA6SFOHNmmsyHXRYFhKiQwGqUxM++nNWpu6w6QFCMlgNCLYFik8hweBrcmUewcTrr255r2jHSbDlEevXOTl127x2PmUf+dPvgeTpFw+V7AzSBCdRUhJ2VqszHAq4dbhPQ6P1+BhWAywzlHUWxBWiK4i2EBXVQzGU9auZby1TVm3SKmo6g5tMpK8wFsHytCUFTv7e5yczEkTw/zkCIFndnxMYhTWC+rWY5VCpRkqHSCl4Qufe55P/at/waDQnH9sl91z2zx/7R7nHrmCNjn1l7/EX/gLf4mf/v/9Ha7dXPDIo/t84Yuf4fy5KZVXmNEjfPYza1547R5PX32Ue8eQ5w06XdG5e6STFlUlpNmALEsRdDHeViu0TAgOlDSYJCEEgfMKF3rnZSw+bIrd4VTyleU5bABTkyGlpG47hNQ0naXtAyK2pltcviR4/eYB68bRdTHxSGqDEH3SYgjIEBO9xKZK2nv8xAhgF9lJpzKBhyvLv2/tXeufQgjyosDaBiccGFC5wqiEch3ZP0EoWt/R9ZRIoeLa1QUX49yJmw2tBChJliny4QBpotRdEucnh0cSenm6RWJjKpWGJFOkA0NRJAxGEmWitKGpA20Jtg7kaUIiHV0rSNIRe3uX2dm5itYZeEddlaRpymQ6xbkY0KGNOU3HzLIcaxuqqsJ7QVU1zGdxbTceTdjdPUfTdOSDjPd/4MN88lO/wWq5RqmEJE0pigHD4ZDtnR2MMSyXK5qmZTLZwtqOwWDIoCg4OjoiH45QtcLZhiTR4B0CSZ6kJElGmhVRopFkLCvL3Vdf5+ikZDjaZm9nj3v37vDpT/82Tz31JJcuXeL666+zLEueeOJxdnbP4yxcv36Dw8NDtnenGK0YD4fMT46ZHQ64cGEHiSNRnq1xRqImKC2iP5EPVP14EUNPQAqFEB5CZJjG4m9cR5o09impExSQZBYhDbPFktFgJ7J4USANy3VDCJH1bpQhyECqDePhgLapaNuWpqlx3pMnmslowHBYEJIch0Lg6VSLSVNWi5puUZJqSddWpBk4P2M0MiRa01aW1rdoLUiTFNdYVvM1ZVWjU0NdVoxHU/CQmndmbb+L7d1d074NKScQEA9omzhlfpy+/oBM68H16O/aRPzM227OxQYAuM+QOcvV6Rex8WvObvTf7tS+xjoa+nH9ASLQmYzTs1Klh4bct3B7HpI1bS7NRu31APHnlEiz8eoRp8QfIcB5h5aCajln932PcuvOHZztSIqiZ25v3tz/ho/SMikEO9vbtF13uj4/e15ZmrIuy9O9iQiQJBqtJHmWImRgXa17pukZyf/m94hrpNEgY7UyrNsOKROEv392IlaIH7y+/UGcPdcHGVj3r8fpVdqwdrx/6731NQDAt5OXPQCuve2nYvt6ot7/LvB9wK4Q4gbw/yB2wp8WQvxl4HXgz/Zv/3li7N4rxOi9v/i7ff/mAH0A76Pnz2azprRgUCQMBpbpNEfIDixUiwbha7QKcbITJjrmd31aV+9/ERDcPZhzOPsCxXCH/fOX6LqWIASf+sxXWK1XlFVF27SMJxOuXr7CpYsXSUxCrlOGeYEeaI7u3aZu1sybiuvH17h7vOD8I5eYzyq8V3RCcOmpxxDa0K7XtD4ueO/NK+4tm1hV9Z4LOyN850Apgvbkw4zDo0PG0ynzwxPyvKApa7xztLbDEyPpb9y4QSYVWgiEc3z1Ky9GIyqjOZmfIIxGC82bb5S0xBQhbzuK4YAnn36G0WSIC55f+/VP8RM/8af40pde5UtffIE7d++wu7fPFz7/PL/0S79CVc04f/4yzzz9FEQojaeeepxuseDTn/okN968RZIJvuM7vo3DoxvUVYO1FWlqaK2ls57OWkDS1C2r1RohErROkdKwu3OOnZ19JlvbDJTEGMWdWzchOLa2d9naP8ftuwcMRmOSJKVIc/RIs1uMuNhW/NvPXGY4ngCacjHj3u2bfPELz/Prn/gkn/v883Sd47Cqefp9z3H9pZf43m//Lv7in/8r/Jf/1X/BdGvCf/xX/xO+5498O5/7ymf4ez/7t/FyxiU1RFUt051tJlsTOtuBUCyW65i2lEhaW+O8xfooH3MrT1UvmUxHCBnwnSMxGU3VMhgMmC/WTLcLrK2BFh+grhqWi4hMv1vtD6JvAqf0yc2ko5Tqacax726YMRujwY1h5+kb+s22OzXaVW87WD3s73P28Wk6mLgPKoWHouBDT9vdgD4b6q4Q8vRzUkq63t8jGk06Nl4+m/dsIurjud4HhZzziD5l0HtPkiSEAEoZtBLYtsIYTV1XdF1DlJnGyHgRBFppdKowyoDQvTcPNK0n04LhIGe2KJlsbXEyX/FDH/9BPvod34kXgbKtyQY5Ok2Qvd9SjMCGsoryp9SkNKuO5WpJXdd89rOf5faNNzg+uE1qMiSGyXDK7vYeVVnR1i0XLpzjZH6IdS1tVdPZjuuvXedkseaP//EfZTLZYrFYIKVgNB5QVRVlWZ76gWjVEEYeVEyxk0KQ5RlkMXKza2qs8wRk9JQJgtF4gveBdblmOpowHo85mR3SdR2r5Qy8Y5APaJzFdZat6YTbd25DT3kXIiY5mp79c3x41BsCCkLY+E9FMEgnumdz+f5zDq1CZF9KiZKStq5YLedx0/kutT+IvikIqODRMqBETPyKMkOBszEFzKtAMAIRDDL2kJ5x4ePGyQeEd8jQM/dkYJBqhrlmXBiSJICH4AXB6cgeCY66afG+o1yvcE1DvV6hBCgtUYmhtTVaZaSJp6lLhJS9r45AGo3AkmqDyhMsgtZXEaRqNcgULyRaJzjbsjXJWM5XPPbY47zw6pcY3bakjwyYDKe8/xnDrdsHiP1AmnoyAaFrwUuOZ2saAY2asrQdX37pTYzKCL0PllCS6c4O1eqA4WCKdo6uarF5x3Q6QesM622fCNqSZjH++ejkmAv5gCSLzLS6KqOUcr3CdTWLxYJ8OCYpthhM9vBSILOYLPSZT3+W3/j1X+XyhRFXLu7SBU+aZ9w+WNEdXeN7v//72b/0KM++971IrbhzOCMbFPhyyWg4IVQrZJrw7Pue4hP/6kVm7ZC0VYTbDagV5+UA0dxjsj0lOIFtLINRgjIaLwJ1W8eZ3XsCijwboIQkTw3Od8wXRzhrCXiMlGR5GsdFFTf7znmsjbR6YxKUDugEgkhwQTFf1gyHLZcvXeR4XjObR9kSQcR7TQUUEi2jBFH1Sa0S+iqBiyAk9zdCbDYL72L7/e6f3nvW65K2rZjN5izXK6q2xQZwXtB0jrL2WCtAGrRJozE/EuElWiWAIClSjE5JkpQkTdFZEsH/JEGIyNqMhr8eJTzOVrhuTRBxbeZlR5IbskFCmgaEcLgOsBpnJUFYRuNBTG5rc4zaY3/7KucvXKUYDMhTxb17B8xOCna2J0gJ587tIwisliuEhOBdBIHyAlEERqMhTVMhkazLmpevXWMy2WY8GnH7zm3S1DCZjmm6mp3dbc6d248edkURJdlqk7BVxCRBIUkSg5CKqbXYzrJaznFdg21LytWC4BqSbIhMoqH14eGSIGqSNGe6cwGtM5ZlgwuStuv4whe/wMXLl8iHeZzz3niDyxcvsrO7z5NPPMXs5B6LxYKyXNE1FdXKMzs8ZjJIGY8NhdFsjQbsbg3wwWMShbWOOwdHHB4esl6XrNfr6Jcn1CnrjmAQIUHJAiELgkgJTtJ0HWXdoU3OnYMZy9maPEuoWsu9kwVl1QIKpyJDIU8zjIleeGKQ0zQ188WMEAzn9/cYDHIm21M6OaB2Au8tYKlrjUlz2rrFO4kgo6wqrF2wqgSJBqMURmVI4Ug0gMaWFV3dUNeB9XrFcrakyHLyPPuW6pfAA+DKaQtvldJswBrRP95s0M9+5oGveJuN+IPvDW/93dPfDqcb/YeP9YHvPVMM3YDiXw+hKJ7HmZj3r/3mt57rQ+3B9fuD4Njmf8+yVHpCy+l1OP0ggjzLePXFLzA1DQK4e/egB31z8izB2Y0nj+sDteI+Q2vdM/Jj8uApS2hjM9F7QSZJghXRVDrLspgu6MH6mOblXAwk2ABAp5E1QkQmnxLsTEeUd497dEucxrMLEfqg+rfeVw+DOGcv5/3X7jOgpJC4d7hPzl7Ld/rzPcz+2ezZ3ql9PWlf/+47vPSDb/PeAPynv9t3PtyE8PjQ9jemikakSdwYCQWDyYBHHn+cmzeuY0NcwCvhCMIj0DHS1uie4RE3ho21LJYV1ivKdcu949d4/fVrDPOCzlrm8znr9TqaRCOYH9zkzVe/QhCCYTHgOz74Ea7sX4jRtqHFB4trA8NhQTEZ8/7nnuOZb3s/n/z1TxKE5/iFO7z36mPU1YLVcsHd4wUqV7SdQwbItSILgmIwxtvAME8R1nLxwjlOFiuk0RyeHBK0oG0cJ4s5X3z+edqujZGzWU5aFCgj+OgHPswXv/QlpuMx3/99f5Qvful5XvnKy4yHGcv1GmE0jz/+LJ//0kv8Z//5X+fchXO0TqK95fFn3svf+wc/y/b+Nv/4Z36J4SDn+c9/mdGoYGu8z+uv3iDNh+TZBBEkd27d5vz+Pj//cz+HVoL9/R0uX77E7dsHEBIknrpqe0O4EaPRiPF4zHA0YjAaMhyNCCLQViUuOKoqxkt39oTVUnL1ykVOZjXXXn2F4u4JQRgSWeCbgPSCoshQKuXZD36E6y99maODkqfe+21cvvosz35I8T0f/9P8h/+njvnhEb/yS7/Az//zn+PWG7fYE/D3/6f/iT//H/2HfM8f/SP8lb/2l5lsG/67v/1f0skaZTxDnbC/vUcnFmxd3EHm4GSMxpVpSeM9ddvS+SVSeRyBxtYIqVG5pLIdIoDrupgwM96iaRxFWtDWHVpK6rrDWUmeDjm/v4+17e+1e7xj+4PomxA9UjY6VIhDpHOxOqt69o73Huc9smf8iDPx8FJGI2LvfT94C4K9P4SdAkdn2tlB62zU/H3ZmH/gvadVBmL07IaaGQdA2cu7zlZGovdP1dQUgwHe21Pj4NAzgwSQZRlVVZHnOU3TnMbFhwBpmscoZR9wxHhdZy22a7FNg21bpADvIgshS7OYbIjE+Ujbt64jMVGDYbKUoDTDyQ7f98PPcfmRx5gtV0yn21HTnKVIJXrmTRMnIh+poInRBDzetsyOD3n++ef5yotfZbVYYpuW1HgSneE6BSFhvVqiheHGm/dobc1sccR8eYxQApOntA5+9mf/CX/qT/0449GIJE1YLOZICZPJKDKOFJhEUFZLGlvFZKD+ftFKk/bMxk1VUliNc4qyXLGuooeQ0ZrxaES5rPDWY7uGxbJhd3cPQcJ8vuDSlfMkRmNtd3o/KKmxnSXPC4pBTd1UdF2LUuL0bxSBP07BO2MSrI+SJYg0YqOgrlas5sdI7Lum/PoDmTeBRDmM8BgCMjgILqa2WY9T4P1GbumRInpDaCEJMtAGH1kDMkpFjIkG4JNRRpEb8kTibEysEyGmcWxS/lxnWa+Xp2AvBMp1RVYUCCMYjaYYk1G3NcYkdLaKC1fnMSqjWs1ZuxOa1uKVpqpKJoMx49F5TLqFEAXzuqK1UBQZuzsJN24d8t73fICXr7+KszWFOeHpJ7Z45qnL2M7irQBhODo8YVlZRD5lvoLDRcVvfeY63uc89+xT7EwmBNswGOyxWjWkpmDdHCK9JctylFA0jcUYiTHxnt7e3qWsatrGsX/+IkJI6iYm+uEc3joUjsVqQZoVpMM9xjuXCSjS1CAk/NzP/Qq/8ku/yofeO+Hq5T3GwxFeKo7LpvdMSyGM+IGP/xl+4zc+yXyxQk89g0zhbUBQM80VlfNc2N8iG44h30KNRsikwacZq1YxzjVCBramI/JiTOs6hJKnUi/ogXEH9XqNFILjeyukDEgZN39pGtk9ASirCiHaPrUNkjQ9Bb+FkqzXFXlqGA0KjJa01ZrVoqJrPFoIkL0JtBAYIaMn1WZD0AM/gj6ltWdtx/tbEJFH3rIp+jdtv9/90znHrVt3qOuKN2/e5ujkCJUYVJrTtoKui8wwpXVMX1IGLaNHZVWWJMYwHE8YFiMCEh+iBYAyGpUa8jwnzQuSJBYevGtwXUVdzmnquH2o2waLICkkaWHQMuCdpPP9mJgopLMUI8X+9nlCt03odnn88feyd+4cSSp5881rnBwfslotaduGS5cusbU1Jc8SpAhUVYkPliTNSNPICKyrEkSgaesonwqe5Tom3S2WJ9y7dwfnWwbDnMl0gu4tG9brNaPRCBAxuU4KtDSMRiPaumE63aJpWpo6Atw1SxJjGA9HkdWmElZVy6JeYJ1iPB2TDyc0rWexXFLXa7xtuPrIo3zhi5/jX/36v+K7v/t7+OjHvp3lcsmt27e5cvkSe+f2UVpz4+ablM2a4WDI9s4UJSS4gGsdw7xA7e1SNkuqukYKSNNofP3G6zdZLBbUddMzgKIxfiRaKpxTOKtoGhFN4W3DqlwxXyyQAqxPODhe47ol1nta51DS4H1MIV10DV1dMZ1MMcMBWut4H2jJcFjwyNWL5JkhH4yoZcGdwzlt6xF5TtO0OBtwThJ8wOgMKRPSpKUYSLIMUg2pMrS5p1x2lJXDB8mysngCBNGnuwm0fndDEv4g5s2vxWDhbV57p9e/1ud/788/fGQPtrf//a8P+Ln/JfEn3mKh8HUwS4DTIBfOeB2JTWTo13GeD7OSNmv51XLBfHbM93z/x6hay3LdIKViOh7FYAoR7pNxvEfoCGo0vd+V1n2Bzzngvt2Dtfb0NRDRd6/rKIqCe8czghckxtD17NaNGfYGVPMiJl4rEdgaDbh19xBP6JObz0auny10v3N7u+v+Ttf64f9++PFZFQXcN4T2/kFQ7GtJDf+NDZ/fjRboHfR1QAG+T01yLpBkBc3RktlsgXUek6RxQ4dE4BHSg/CkWRIRvCD6WNKU1WrF3t4et+/eo1qWVOWaI9dXgY2KWlmi25DqgSYkYBsO79xkIARaAMZgBkOGkynaGFABqyU/9AM/xHrd8OKXvsxRdcTOdBc7SLm4M+WRvYamrjieH1E2Duc80lu2x0MWJ0vausY6x/FiiTAGbztabwlaUkzHNHUNAs7t7XHttWt0ScITzzzF8eFhpGAD0iRs719EqVe4+sij/MSP/wn+yc/8E7705Re5cOky127conEtJjU88cSjjMYT/sZ/8V/x8R/+OC+++CKEGCf/Hd/+YT75yd9ktawYDiZ89x/5Xn7g+7+X3/rtTzBJB9x8/QY3brxOlkq+53s+yoc/8j6UlkidkyhFjMNtcM5F2ZxtWSzucTK/G13aVSCuayyoEDfDQkGQrNcnDAc7PPvMOUJIcUFx7lyCD9DZkqqc07QNuTacO79HXbfU1ZrhKAItUmVIodm/9Bh/7n//H/Dv/cV/n9dffpV/8Lf/Lv/ff/i/0jjH/+1v/A0+8+lf541PvMhkuM1Jc5c0S0jkLo9e/ggr9yrZBDpX09ojkJZsqDBqTGshyJzZ7JiqrPoIwpqsKKjXDWmSk6YFnW3xwHy5ZGt7h7Ja4KQnTXNEZrAuRqvWzbtcwvwDaGeBlih7uo8wbxg5WmsQHudiVK+g18WKODgG3zvpSxklYbK36X2HSWeDYm827pt0sftGaPeBoPtouIhAk6D35JFIofDe0XVx87KRMdynuD7I+Imb20BiNN45Otv1tFBB18V+LIhAghCij4QXOGsRIlBVqz65qkXJgO0nBmMM1lmc97TWUtctUgmSRJMmGSZVYArOX9nh4tXHUUnOsiwZTcaoxKCNRmkd2R6pQknJarmk6yyEyC7yLtB1ns9+5gu89tprHB2dsF6WrOYrnI2mvtvTbe4cnIAH29NlUYGyWnFw74ggPCqJnhRVXfHSSy/yoQ99CFu2MeY1RGBBqQi2t+tI+9dobNdhjKJrW9rQ4FOPFNGQWmndg4MpxSAu7tu2oawrRsMRk8k2i8UxXlu6rmK9OmE4PM9q1bKcLzi3f45r196IsfZKgTGsmprEaNIkZTrZYjY7iSB9XwkSgiih6A0AlY4yzs0CQfcMzEGRcPHCDkZLbtw5+f3pRL8PTYiAVg6Nw5x6PAhipPaG9RaTNFVPk45G/LFAYrQiWB/TwDQYDcNBwrBISLSga9c0zSqahDcNEk+eZdRNRVmV0VzbdogQaJqOzgZoLPlkQFGM6ZzFupqqKUmNQUlBZ1uC6436RR/BWjeMM4Po1oRmiUhStNFM8yFya4irSvLUUDcrbt+7x5VLFzk6PqIxYz7xyVsMBzG1Js8KmnbNqhHcW3W0OuONO0teePE2izl8+P0fIQ9tlG1IwSDVuEYR2hYjIEtjQpVQKQ6NJ6Closhzlsslg6LA+YBODKvlgkQblvMlWSJp65q2aVA6Qw9G5JNz5JNztE2NDy1ffv7L/Ow//Zc8++QOly6NGQ4N02mOC5K78xOkCLRtyxe/+EWEyXn9xc9z9co+wi1pmopcOVINCkXTOLRUmDRlvLXN3qULDJOa3XMZeeoxSY1JJU21JDUJph87lNIoZfDOobXAOYvtGtqmxijfm/RHc+qmiT5mUkoGg2G/3o8ge9PT633XESxkeYLtHAOXsL+3zclsyWxZQbCxoOpBGx194USIckM21e5wCh4KH6IsVvQbDXys5L59vfybujnnWK8rnPUQEnzQdJWH1lM10LUSIQzFICNPNZmBXBOTnfZ2mY6nFKMJaTag7hzzck0QkiRNSPOUoihQOkVrgfcNeEVTQWYyBucLOrfg8Lhj1QRUatAqIdUDLOCMRYko+cyGCecvXGJreIFcX6KrhtETSLYIIbl08TzBW27fvsV87jk4uEueZxQXzmFMwmg8ZLlc9GOuAxnQJsF2Dda2BDzbO1t0LjBfzqiqFdPtMU23Jnc52ztbjAZD2q5jf38fa2307+ws0+mUsqxo6o6iGPZSYonROYPBGN9VzOdHeNcyGBSEoFhUxwSvmW7vk2Qj1uuWqmkQQtB2nsXxnOEw46kn30Oaprz88nUeffQplNasV0sm4zV5mnLh4iW++sqL6MRw4fx5xpMx5XrJarZiPNwiTRKs1/gyRt5bb6mbhhu3Drh375im7fA+SpCNid5bQkaPOWNiX/QemtayWq1YrOZUdUzZc53He4OQupfayljUkB7vIvBunWWxmIMI7OzsQF8cKoYFW9tTtqZDpFKsnGBdGVZ4pFBRZt2Ffq3QRa8TIZA6I80TdvdyBilo4fGtoxxUrNYdw1pxb+5Yd57OJThn8EDVvHvFzG/m9rBPzdu9/tAzZx6LM89tOCIPv/8sE+Q+qLOZx9+GqxQxlwcAIHHmGx48BoF4UJIUOE1svX9M73BOG7bL5rvD2fSx+7971hZi8/ymCHf/q8JD5xNYLhY8/fTTDAZD6i4wXzbYumU0KGi7qJwIfiMbg2AtrY2+nL5f622a81Fm7L0nyDP7FOewzmGtR0jLaDTk4GgeVUJEHOC+Auu+ObXRkswoApBnCbYN/fWQCNHPVw+BX18PaPh7aV/LFuPhtgmt2RSyv1b7pgB/IGryoklTNBKVQuFc1Le2TcXdOzcpcoXvOgiC4BXRAEkQBCRZSqA3oe0jfJu6YnvnPFmaUFU1AhX/SEpR2w5HQAXoNjeo80gvUcLxxu1b1GXFB977fn70T/9ZFhaaAHfu3sS6iseefZbx7pQ/95f+HL/0S/+C//6//x+Zlw07oxGX97dgVXFy+xYj4bm7LJk3LUp7Dg8PUN6AUYAgSVJWVUnrLWXTUNsOISWhcxitwNlez2yYr1e8ces2b956k0FRcOv2Xf6b/+ZvMhmMyVLD3/3pf8yNN95g59w53rx1i0cfe4TPfv5zzBcrsixjvV7zUz/156mrjjffvEExHPLBD72XF778Au9//3u4ceMmZVnyL3/1l6ndiitPXMD4hF/8J78QU8qM57kPPsPR8W1siPTx6A3gkSrSuIWMC83YPyRKxI2+cxapotm1F5LO9slroaMq79HWM0xWkGQD7hzMUDpFhpgkkQqJDAkCQ5anSKMJzqJ6avRyPqOry7hBzjPOXX6Uf+8v/WW+fP11fvqn/z7v+8gH+bl/9iuUJ3fZ3p/g0poPfedz+HqL119dY7ZaTOrZ201ZrU/wdJysVowHl0jSnLYJpHpIZoaRwRIs85M1rlUMticIIVmVd8np0Kmh7SDPtwmio207iixFM2Q2m1PXv+9x0u9qOx3szzBuzsq/Ns9tJpHNQC+ImzukwIWAd74HZnpDteBPnfs38psNUr3Ry/szhqOb34uPNwwjiBNZHK6lFKe/IaUiMRlKKWwPSIUQo8WllAgpaZqGpI9635xfPAa/OQGquibN8jNIejSay/OcruuwXUdR5Fhv8cFRrle9HMuhBHTB03UttuuoqgpnHQFBksUFvJAC5wVpPqQYbWOKEY3zTPMCk+UkWU6Spg9SakM02e7aDiV1n+4VWUmf/ewXeOkrr1BWNfPZiuWyZLEssU2HUpK6bRkNxhgd0wOTJMHhOTo5pq7bWG21jsV8xWq15o033uDZZ585jdNM06K/VgFFlOaGEPqNrwT0KVOsaUpMkkdCrVKYJKXrIg1eGYMK8Zqt1iXj0RbGpJTrOVo3LOZH7G5foZaB46NjHn/iKlkWP5/nBTqA0QaBomlalNKMRmPW62Uca6RCKom1Xayaaw09DVYK0YODkemwuz3mox95jlu37nDjzr/+A+5h33iLoE4Xk76kRyE24Uk9eyKaBMbFSQRkI/hDlO0kGt8bI2olKHLDeJSTJRIpXNwc2JjYpBAYbejarvd0iqa0smdaqTTDegjSUNWO2WJNmscUxrZrsbZFAc5a8BYlYxxxYgyJTqHuCN5Re0nblRwtHDoZs7f9KNIr8mzI449dZWta8uVX3kR4T9OMUGrIsjzhzvEJWq3oGkcZAoetZV4d8+Lzr0Mr+eC3fYRmXTLdHyOFJU08wq4xocbQMhwX+KbGpAaV51gpMalBEGi7htFgSNW05EVxWinMi5yjuxWJTGnqivl8yfb+RSZ7F0gm50iKMSC5deuIX/kXv02QnouXd9naydidDBHe0tQ1Tz11iTR5kXLd0jYrbl5/mdt37lAvZzx6ccj21hDdzMlTjVEZbRCUXYqQisl4gtYCnQhQgcF0hLOOpivJlWZ5ckCSGQaDIUEaRDpAC0GwHqkCaSJRylCVJU3XkcoYNS6VPJW8dp1FBk8goJOENEnwxIV26Nl1RkmGg4wL53YIQqKzAa9ev82tWyc4GxPMlJJ4CVL2tPQNoyeEU180efpUz94jxKrct1jNJNaQbT8XKmwDjQ0I5ZCkFHmOMglJZshMoNCW7UHC+Z2rnN8/TwiKpvV0QVM6jy5TbF9QMcZEGZQKhNBQlod09QJcx8VzewwKw3K15sA1dHWNkClSDxBhTKoNUjqgAyxGKaQck2fnSOWUUT5mOh1jEsnh8QEC6LqG/f19JtNJ9MDTmqqqTws9g8Hw1FC/bmvyLO0N3DUn8yXHJ8f4IGO0svfYrmUwHEBVM93aIk+z00JSURTUTUuapqyWK5q2xXYOYxIWi2Vkh/YM2zRVDEbjuK5E8sabtzHpmDQd4tEsFmu0MazLNW3X0DUNw9GI5XxGmhZsb21z49ZNPv+F57l8+RLz+THDYUGWGeq2YWt7G20Uw+GENMkZZAU3b17nZHaXC5dGDMaKo6MTDg4PqVvLvcNjTk5WuE7QNv7UI3AjJ5ZSoJRHa4GUMTmramrW5YKubcnSFOfjuFjXDa3t4vioEggu4qjB43W8ls47TuYnNK5jMhmTpIayLjk4OqBuFuRFisxztqYJSkqqEtomymPW6yWbcA7nHauyJYSG4UCxPc4ZDxKkc/ixoWkDq7rD3POcrBxVk9C0Bh8Ezn1rgj9f72Z6896vZwP+zq8/DIqEHk95J3HPw+DQgzYIsCluPviph7/p7OGcXSufPYazx/gwaBFCZKm/RdbVs5ROj1ZsAKF3Om8eOP8zWBIhwPbONomIQRKLVUPdQXCO8XDQYwICpQ3eBoLv+nWdPU3qFfTKA+doW9vbMdw3npZSUrVxHb9crigGBTpNSbRiXVVvufqbIw/OxQKhtxhjGA8KVk11n/XzNsDZ13OPvN299PXcY5vX38ki4633yNfmsX9TgD8CGcEcEZN0gpMYmaC8IBGe/Z2URC0xwoAJLIKIdHbpexZBQBtFU0cTUZOkrGZLTo6OWK1quhDwusUoHSU6AfJBjlKaarWmazpcEAg0wQUsUK1LDldLLj39DC+8cZ27x0uWqzmuq7n66FVu3T3g5i//Kh/7yIeQWcZ3ff8PkWaGr37pC/zqr/4yqQfjLVW5pq4rsiKn6VqEMpAk2LaOJp3WkiCRQZIkBV0WKNsGKySu7bCyY5BldGXN3Ru3yPMcQqCqWrxvGA4KRoOcpMh57eZt8nzIh7/9u/m5f/7PgUCW5ghjOJ7NCUHwqd/8BK+9eotLFy/wP/+t/5ZPfOLX+eLnv8D++V1eevlV/tpf/Y/5Z//0l/idT38Wr5/jzut3oqm1kFy6eI6L5y8AHiUVSE3woCQIGQg+pkwEbyNbIkjQhuBAK4PUGudDNJ0tUgbDCaPxFKVSpMxAGLROkFKjpABroWsQItCsW0inCGH6aPdIY2+7hju3XuflF55nXVfopGA0GvNDf/T7ePTKPp9/4TP8/D//JXZ2zvHC7/wmr73UMd4tuH3tLjdeX/Cjf+oH+YE/9RQ3rt1E+ykoOH/uEaZZS+djKsLA7MYqlnR0tkaJbR554iK2kayqjq9e+wrL6ojp9oCsGNOsPT4VKCNRQtM2a5arE6bjC+xMp3+ofe0baRvQxTmH6v19Nv9UjzB7fz/i/SybJnJmOJUQRJA3Dphax8qy70Gfs5WVs1Kws+BTpDR6zvqzxNh5ebowNjpGFBuTEIQgCR6Bw9ruVHanlKJrLXkPNG0Wn845lFY469Da0LYd08mY+cmMtm1J0+zUE6ht2/uUU+9ou4ayihHJWkb/LyE8bdfQtg0BKAYDtEmgd2DRJspMvNRkgxFBpxTDMflgGMGfJI3sKRfBYO88y+UyAknOI4TEhoALgrrp+M1P/Taz2ZpyXTGflSzLiqaNjCm8w66WdK6jyDM627FoFgQhWTd1rLC4ONE3tcMkgjt3DmiajtFowmAwhiBxPlLVjUlom4o0TciKBNdFjx+lRL9x9NBZkiQ+DiGQpilpmrAq5zGa3jnKsqITnssXr/LVl++AtnRd9MvQOme1WjCbz9je3ma5XAG9abBUp3I+56JkRyqBn0cJQQCsj1H1Wmuk0GgtCV4C0e9Gy0CRJTz5xCOMh0N+7pe+lcAfMEkg8eG+lCZEUOs0eSJ4An0ajIyGu9popBTkMkElEiEVWZ4yGhYMihSt6IMDLASHkmCkjMbgztE1EcwEsC6C+EEoiuEE6yRCpST5gFW5oKlL2i4m37VVQ5FlpEZGiXawhEQREoPrWrQQzI9nVF1DSFqm25dQbUuejdne3WEyGTMelkxGe9y4cYPbN25z9/AeMk05t38VZIrziiYIRrZluao4b7bw6xqMY/fyVYaDlMR0LJdHZJkgdDMMJakSqGGBThKGk5zaO0bDAWmScnD3gMxkjIZDkjSjrCvyLCd4i3UdbW1ZzOaYYsTWucsUwx1KGyiUIBjNel1z76TES7BSohNDlmqyVNLOalJjubSrOJp7ju8dc3Qww1GReMu3f/BxUrlmslUwSoe0VrE1nHLtpSNs17GYH/PYxQGDVHLh/D5JolkuS5pmwfH6EGFrihSWSmLSjN39CwiVgNAgDUiNNinb57dpq/qUJVmtY4JZNFmX5IlBaUXn3P36tZSYNIlsDSBNDFtmRNN5btw5pGvKKEX0tl/fEe3fwkZCQJ8w17fQb0j6FyUiGpH3DNJvrRYIwdK2lqqK7BWhk1iQMEOUKZBKIpUlS2G7yHjPI5d45MIVtErwXrEsLaWV2HVF4gScylklzjracslyccCqPIgGxJMhk0mCUh4fEvI8Yb6StBXgBGqYkY/GFBoQFvDY2rNeKtxoiNeG/Yv7OB99I3e39mhdi5CCtm2ZqFH0mUlTjIqxys7ZuJ4bDCP7JnL5cE2C7Vp80GSDbaTUrJZzMi05OjJxnJaS4WDIsCho2oblckkIUVYopKRc1zFBs66ZzxfkeY5zHuMcUsbignMwGkwhQD6oKMsO6xqaruoDXKrejLzDW0uWCLSJPkavvPIyxXBAeD1w++5NBB0ns7s8cvUKRZFz6fIV8iLrJU6RAXfhwiXuHb5BVbYEGYNmOhsQMmU02qdrUxaLOO8L+nVwD7JIIQm+RmAIRIDV996lo0GOThLazlFWDdqImFwqIU0NeIULHqEU3hq865BomrZhPp9R1SXTrSlSDpjNZhAKkAV54um6CiVSxqMxtnPYpqLIDN5XJEmCkoauCdRVzez4hOmwY2s4oigkySijdR6xcIxbjZWKUMZxwwVN231rFTM37XSjDPDQZpoe7DjbNoXItwNI3r5tGDy/N9T64U3918cyOn2Fs0DRWz/zVsDhdzuOcOZKvP3774NIp5ymd2C+vCNQIeMafjAccnTzqJfmw2g0xPcR5r738A1EefBmDX7/OtEXAtckSdLvN0If9d6xqTNYH6KUsqxOw1yqfi3zcHPOkeSmZ6Z6sixB67Znj59hPW2YTW8LgJ0pZLwNc+ydHj/8+bOPN56WcH9v9vBe6ewe7Z3aNwX4A+BsjBdUWoEUhCDxPlaJzu0UBOnwrkMFi+yXHxsmT0yNDnRd3ad9eYw2rNdr3LKi9B0YiRUOlWoGJqEYjqjKCpFlOJ3QWYejjzB2IUYpA7/1O7/Nb376t6mbjjzTvOfZp7j2yvP8nb/zP1KMCramQ+rG0TaBGzdv01ZV3NZ5j8aTG0NuNG1ZoXQCPrILkIKmrgBJonRMPbEWJ0VccAuB6VkJTV2RpSkBqFsbdbveoWTAiFjFefTRp8mGA1679iqf+I1PYFKDaxoGxZB8MOT46IThMOWlr7yMJOXo+IT/7P/yf6WqOlZlxy//8q/xI3/sB/nUb36Kr177KkEo3vvMc/g1vCpexeF4/wc/xPbuLoES6wTBJhAUbYieTVrFSu9qVUaangRJS5pndG3N3bt3mE4nvPe97+kjFBPmS4dUkOUZRTFASMWtG2/SrGaEtmJ+cgje8dnPPc8/+7l/yTgb89hjT/Pcd30PP/AjP8LO/g7PPvd+nv3A+3oapIlu8LbhIx/7CD//y7/Ii1/4Ej/88T/CFz8/QImWCxf3kHrEm6/f5fobL9LWj/DcB57Dc4yQjuXJmtFoyrDQlHVNcBVGSaqmJnhH03W0JhqKrRZz3vfss7Rul6pZIUXKeuVjug6C0WRI3Z6wvZ2D8wT3rTVZhsCZqFIdF+UCIII2NviY/CUD3hMjFcMG7OmRZymRSj5Uiehjf30cyKOJqERr1ZskRvZO2Bi3iSitQkQGggsbMz7Rbw4iGGB0QpJkPSspjhQoiVEGgegNS6Ohqe/TnULwpwBOwGF0RtO2qKDwzhJCYLVaobVBStF73yjatompAQKstTRVhRSBTEuc68A7JIKmbtA6IcsKtDb43hNJqowgEhKTs727z3xds7+zx/7+BaSO1fWujRHLTVuzXrV45zHGsLW1hTEJUiqOTmZouaaujnj00cd55ZVriN5JY2Na6E8L7J7Q1DS+I7i4mLQ2RFPmfuGTpDnzxZLxuGA+W3FyMmc8mpImjmJQxBhiK2lbi0lSbGsRoSNNDJlKoi7ae5LE4KylaarYN6VEiCjpmWxt0XQN7boidIJ6XbM1LRiNpsyWawoXWK4XFLmB4Di8d8T27jkCcYwWUvWLY4nUmqZqqZcLpAwMhgOc77DOxglZxHQ1BD0g6fsdaGSYGmPY2d4mS5I/yK71b9wEgUQElIoRw/RpZ4iY4BX7hkYies/13vRcRRBVp5oEUEaSZoZiEA18hYhyrbatcLbFW4tVUZ4TN3RROt22kXElk8j2rJoOYxKyYkTZOOrOE1RCohPSPHBuP6YHCdcxO75H13bUdUmealKjcAKSJCeECOrP7rzB9a++QpoN2draZzLd4fKlq4wKeO59V9mZwOXFmHkduHlnRussNqje0DGwl2t2dwr2n7hA7ROqLhBCRSYDGR1ufY9qdpuuOmFv7yJpWmAGQ9Jhzt5giG2j9ClPNNvbQ6SKprNtVzIZZVTrBdvjIaGrGOQGWeQMp9uMxrvopsGEljt37nDz+k2mo4KT9RqV5qwax/HJMVcu7mG0JJEd/7s/+wP8P/+7X+R4VeIRKN3xoef2+ND7x6QmsLO1iyIhT8a8fCNKoev1kvO7Y4oEptOC4SjHWU9ichRjkqTDiIJmfUJdr1FNhXMN0+0dsmLckxujP8Di+IQsiyay3jvSzJAlCW2X4roOQkz7q8uOJE0ju9c7pFZoE5kFG/bl9s6Yqxf3OTmc4bt7yFARnIjgpCfO/WfmCnp5YlxExzFz01djCk6cS7/1mqCsWparFhcS8nSIyUYk6RCQBN8hXEeuNefHYy6MppyfTpEmY90EnAnMTkrWtgaTYIQF1+HbkuXsiGp9wHp1gveWi1cv9X48O3S+pXGWynrWdUfbrBgWU/Jck+gJxTBDG6KsWQZSNSXLtrh0+QrTnd0YC06gKleczDsGeTQFn0zGeO/7go/AO4EuMrI8AiQ+eJwHJQROStLUI3RG1zmSJCVPDcfBs8UeVV1y4eLlKD3xDqUMaZpTljWDQdKnZ0mapkUiWc4XzE9mTKZTtFJoZQg6xWKpypqqqljO59SNBaHorKdpu8j6aSu0iQzjqlLRK67IsK4lyxOMBtvVVHVFWVVcvHiZNM3wQaNkymiUMMhyxpMhaSI5Or7LfLGitorOFUy3L4FMEbJgOJ5x48036dzd/tg3s7AneJBaoYxAGxCyRZmOQimMTkmTnLpu0Spw3FYoCUkSY920UXE9EgIiKAgeaztc78FWlhUhCJSQZFlG5wLrukJlEkSC9xUmyRgMBauVJVWOwWTAZDrCKH1qGL2c32W91jg/JkmSXsbdIRNBkimGPs4xvm1waKQc/iH3sW+w9QNPv+SJ8p0Qop9NOOWsnEqNEGeZK+E+YLQZvx6Qdm2+/0x76OW3kntCD27cf+ntwKVTNsfmwN96Yl/jpO9LtU5/Y/P8KdhzhsUj+veLh8ybxebYzvxq/5nwENjzwJGdYR2dPdyNT6jWhtl8EdM/lSTLUqSQMfjIObSKSdFd17wNA0bifXd6XK73F1VK4et2Q+Tv9xqRxToohtStQ4SagOozE+NVEoDwniTJkErSNjaGmSSqt/iQveqoL2/32NoGcDoLyPzuTfRePff9KCPIs1FaxPPrunh+3nnqJqasJolBaU3bdpRlxbn9feqqJkkNbdtS91LSt2vfHOCPEDRdwyiJUp+AJ0hLUILWxRjb4AChaJRF6EDwMWqYIPvNJljXxO7jA6PhmMl0zMHRIvrHNAFwCBypFQS7jNUCY0iHESmUffRymiScHM9YL9eAwwePyjxFBvfuXCdJUx65MGb/3B5FHmOgu85z9dyA27cOuHdwSFXW4KGxHTb0KUeyi51IymgkpWIFOgiBlOB13JxKETt5IHYmoaBzHVIIUiHI8xwhA52Li7LBMGc4SPj2R97P66+9RFMvIzNHSar1mvnJMduj4alpoBCKtu146cWbmCTh6iNPcuvmTdpO86Uvv0pjLdrAm9fe5OjejLa1FEVCkJKqjRvFurE0VUu5ttEI09asVivmswUHB4c8/dR7eOzRR9jZ2WE8njIepFy6+Dhb2yN8sFRVTa4LssEW+XALpXM0AhEsN66/wud+69d59snHmM0O+c7v/i629/4o3/sDP8h06wIiJCT5iLzIIAh8UPjQdxyhIn08yXnm2z7IRz/6nXzitz7LfH7AH/uJH6Ls7iCkI0sKLjw5YXd7yvnzW6TGMJjs4XxNCIrEaIQSZMFiXYNtHUaDkSmd0lTtHB88xcQRxJxhMWR7vI2zHr1TcHxygtKSsq5IZMJ8tUJJzWJ18IfXz76BJjbeIH3lYFP98N7FRTwB6+8brYcgEL3Bcw+Hx4nR3Z9QCJHaLITAB7Cui9GxLnrqxH4BMkRmH8Sqp1EaeuNEIcypZMwYEyWGvalvHHTvJ4NFMKIHlF1AKk0QARccPrj7rB/f64e9RwFtVZFoQ9c0aK0YDgfUdYMPcQGkZNzQ+M4igqdpaiSCtq7RUqCEwFrPeDjG+4AjEDaMOSVJii0mk3Pk+QilDTsXhmTFANCbFQmJMXjhUUqRjYdoqelai3OexWJJUQxYzGbMTuZIBMfHhyilqKtIwy+KPALb9j713Lr+7weEPrlnE0MvEFRVhdGSsuoQQuOdwHtB3bSYtCXpE2fausK2TS/lkkjpaDsf5ZcyRjorGQg4XAg4J+hs3OBhJUJqinyCUxYtFW3XMJnuU7cV61VH29ak6RqpA1XV4J2PfhI+oAgIqeLiV0jWVYWUAVtXKBXQJnpLdW2LD440Tfo1R++BoyRe6F6OqsE1SP2ttcEUgJExLSm4CGgKFaKkSnqMAqPiPKOUiuwf4fv3CbIixSQGk2i0BiU9IcTr3jYVVbmiLtdorVESfAg4HAiPsx1axXux6wJBaKwTmNzQhZhCFFRG29YQHFma0QWFEgoIDMZbtHVCW69x3tK0LrKWwookMSQUOO+ZFuB9QzW/wezwNe7e/DL5aEI+HLG9c47dixfoguG9zymcjwELVVVRLpc01YquLpAIFktHVS3JTGCoE/zqBO807fKErdGQ6daINBuSZAOGk+3IUhvklGXF9jgjUQEvLFmeMpkUuK7FNYGtccHh7SNyIxlvbTEeDckKjVIxHag8PCRUju3hLm+oE24dnHDl/CWcX9PVlkGaUtVLzu9t86M/+Ay/8KsvcLLs+K6PXObf/pPvY2/gGOcF+IykyLh5sqa1mhuvH3B+Z5dL+2O2d0Y89fRlBoVkvZyTmAnB5biuQfiOfLgLrkZJiwwtXdMhKNFpiBtRqTBSYrsuerV0DV3bYJs1Wqko8+slPlIb4jwQJd4hQNdZnNj4msS+deniPlUZ0zF901GtOqQ0iAASCd7RW6mx8VcQwqMl/RI8tli9fLds2P/gmkDQ1haCZjTZJegGmaSgNCiFFjKmmnUB6SzaBbQFJSRJPqDTgnK95qSyeKmBQFevqJdHSNeS0DAYwEAN0cmQ7cl50nSLspE0NvDKG7e5deeEo+Ml9Voi9/bRF3IGgwnbO3vRSLXtqENgXOywvX0O6wXruiJLM+aLY5QMXLx4EeHDqT9I17WR2+N9ZK4ER13XmMTgQyCXcUvRtZq2aygKdTq/FkVON52iEsOYLQaDIQJI04TZbI6UgvFYUJYly+UKo1MI9LJeeco0Ho/HDAYDVosFVRVjzrum5ejeXTrrCUJRVhXaJJzMF7RtjTZgW0c1qjA6oetZu4vlHB9inLxJMgaDIYgYeJAVQ0yasrczQYSOxckxzlsGgwlNl9C6hvW6Ymf/IoPJNkFmDMYLWgdlXbFcLCGE6LcnBGiJVBqpNdpI6rYiSXoZeZr0xSnwtkUEh+nXUM51SG0iBupikcpaS9d22M72iaWKrnVUVQTk0yJHasdqVTMYpnhvWZcnlGVD8CXDQnJ+b5fzezskiWG1WnHnQPHm7Tmz+YLlImeURa+h1lqquibLDFmWkyaOxEiO5xJh/0Ci3t/d1m/UT71oQjj9t1H8wwZ87j8SNqBP/G9/CmTIU4AorlTPABIP/+aZ79qsRU6fE9HrdjMeiofBoTPHFPr3x3TE+8/H736refPpc+L+R07fEza/J3sz4/7CPPwdbOpl0bKBM2z8jcTKnzKPBW/HcnlYJnb6mMjMJgiqqqQsV0ynYxKTRLC5L1htiopCSOBBKwghBcrct4vwIVqM2M6RmITWdQTforSkaVuGwyF5mpKnNUpC53x0/gkChUcL8F2L1kO8kAglSJQgk1B6hxfgkAQRiJUM85Zrbq2lbVuKojh9vus6nLMkyRkrh1MJXAR7lssleZ6TJEkPIgmsbbl9+zbTyYS7dw+YnRyxXM0ZDHKefPJJlquStrbkfbz93u4Ob1y/Rte9syzzmwL82bAA4g0fPRlQsaLvXdSmS6J3iJRxsPHeI3TcPMabUuMskRGAxAfPe973LPbFlzlermnXdfyNvhLvrSU1CR1RigLRa0QwQPhAlmXkxaCXc3R0XctyvWTdWryvyGYl947WfRR9wWQ6ZrI9ZWd/lzTN0CphuVxz881b3L1zh9lsFimrvReFd46u7ghBUNGikiRWbKXESN1XyTyy9z+y1mHpb/J+gPA9Be7O3QNm8wXWORKlsTGICSUjNVcoqOoS66NLUpoa9vb2mc3mtE1HYhKefOIpfvVXf5U0TVAyxuJNCsMwkeQ6sD0a87nPvsAXvvwq6TBjMp7wgec+wOGde/zYj/0YaZEznowwCrQJ5KnEuxqJpW1rlKgIomVxNMO6gA0SpCLJClxXIr0HnfDyy1/lH/+jf8hrr7zAC1/6Mj/5k3+Ce/fukucTXnv1BkezF/l3/9xPkRcjXIipSS4IlIodJXh67xeAQJFpmuqI669d53t/+Nv50qtvkiQtLQ0f+a738eiVy2xNDZOtEfnAULctWicxwclZsiTFh5KQdb35r2GQjwhesa6WUUYhFanKCc6RJwl1XTHMJQiHFjnpYIoQFVoNEO9AMfymbj6mBAUguDi4K7GJRbyPlG8qtPdN6uC0tvBOVYB+svDevUWrGvoJS8jo4+V6QGSTniGFIstS8qKIYOeZ2eVhjbIP4EIgCAlEw0OtooRMCEld12ilKDt7aizdtjHFbrlcMhwOe/+LFhDReybL8V13GifZNgHnei8yHZBa0pQ1MlVIFK51SJ2RZGP2zl1iZ+8cWT7Adh6pFCEItEkQUpGkCdrEilycLJJoIlqWrFZrILKrynJNCIEkMdy9ew8pJfPFDJNkeALWxVh6BL1kz/fVdNlTasMpOCBc3I0J+qRFAVmaMihyvHd47yjLkkmWkOqEyWhIU1dY27EuV6zLEqOj3K5tO5rQkhqDELL3cYoePI2zICJTIFEGJaMUabmYkyQZuzsXqOp1NMg+NdvuqKoYMe+cx1t3ai7tnUVKQdfWEDyd7/DekqUJIjEMiwFpksT0vdbFNDi/qfZxao4n1bce+COJkkZJn+ZFQEuB0Zo0SfoUGB2NRlOFSkDpQJJKsjwhzVKUFnEzvmHAOYd3ATwoqXC2I/SbvbqqWK9WdBuzcBRd1+GJ4QxBiBiKILgPxAbXy+6iRNj7GMiQjBSVFGgsWWpo61i8aZoaLRXjwYj1eoV1UXNfkNBZi63m3Dm6zZ03XyMtxly++iR75y+DloRgqDLBSjuaTDJfOOoyxl8X2tI2azqTkqoB5XKBForz5y6QZhnFoGA4HKMSjRIS3zVoPNNhgTKGfDhCaBPnXueQOFyagus4OT5hNBzhbIPzGUF4yrLEti15qunahitXn+Srr77G5QsjhudGjIZb7OykrKsFN2+9wnc9N+LZRz7GuvLsXciYpI697SmFzijyIa/duEvpJrx2/R6rpePjH/9+styxvTNmMpngfRXZtkKhxAChcwQOY8C2K2y9jACNUNR1gwkS6SSFSpAqpprF2NvIxBGAdRZtdJTPtC0mjWBxCDqOFN73462PaWLBQVC4riM1mssXz+GawD13ElmvfdKU974P2ui92uCMHCwGd0S5jNyUo/8wuti/URNosrTABo8THUFKRJ+CaOuael1ihCU3I0yeUuvASdNim2PuHFfcPFjRCkMQUK9nrBa3yXXH7jRDOYURQ7L9HSqXM29gfdjgWHJycofr199gtWjoKoEUOcFHE2XRy2XzPMdKS2gsBMV6VbKdp3hr6Wjo6pbp7pS9vR2KLGe9WtE0NV17X2bgvcPjGQ6HBDahAxs/HoNz6ak8wTlLnmdMp9M+CatGSkmaRob+aDzGWhsNknvPDqUE1rVU9Zrd3V26rqWzDc63BDJ2d7cBeOmll6jKEikl6/UCpKaqGoRqKcs1RmvaqsW5wOxkzrlz5zEmxdqW0WiCc5b1uqS1nvPnLiOEIkszynJO2zYslwsSIxmMhiglGU5GHB7d49qb19jZOkeaJAwHW5hiED+3XnB493ZkqfoIWPng6byPcm3fUbcpEAExKSUm1VRlS9NWdLaJRTXnew8sh3MdaaIjg8hZ2qalrav7gISKqY1SBYQKJJlmMBzQlJaDO8esqyZ69PiAa2sGWcLe/pjLV3YRCPbDhGygGG4JhCwZjRVSgXUtIXi6tkWqpGdEOXSSYoXjZGnf4e7/Jm4i+tA/UJwU91+7j8uEDU50htlz+ra+9Zv/M89GcOZB4dgDn+7Xx/6UObQpnJ75xFlgZ8NEOvslIe7/7n/7W0GW0FOYhOiH0zOvi14q9eCoGthwVTaMzNNXHnhzf7zcl1yFzQH2+4RTAtSZ4918NDx8MgHSJIkgbttQrlZcefR89Fd1DqM1Qio65wlWsIkwd64nVfTKAaCXg/Xevz3orPpAFmPS2Bd7xqltGwZ5jlELqt6LM65XeoDLxwRUIVUP7FmKLOWNG7eonCAbjFiuZ2hlEEFHUNm1KKlYLObkecFsNiNNU4oiKlsQgboqWczn7Oxs01nHerViOp1iO8/du3d46aWXePLJp9jennLr9i0euXoVrTW3bt5gOZ9xcnLMydE9nLesVoL93R1u3b6NFJosNRweHbKcHXHj5hs9tvH27ZsE/IGmbQg+O70ho5KjX1yo+yhiNHTeIHQRNJJCYlSK7RxSxkqU1IrtnQGPPX6Z4njJ9eu3EFKhlYq04hAlEFJttLeegGA+m8dNo1ZY32/KNrSstGA+XyCEomoq7h0vY+aYD2gtETqQppI8TciynOFwwnS6zZPPPI1WMdLz4O5d5vMZi8Uc1UbfCescIcQYOkLASUUiFVrEhKMgY5XceYuQgsZ10dyzT+dwzsfJrkeh4xosDltKCTpApwbpPUob6qbhzRs3ydIErRSvvvpVEpPG7hh6ZoT3TKdjhoMcqQKTrQm37h4zq2oWVU3A80u//BsIHP/oZ/4ZH/jgR/nAB9/Ps08/yqOPnWe6laGkxdmK4OqY+tUfoZSSK5cuIdNBZH1Va7rQ8Pq16/y3f/NvMhnm/MW/8FOcP7dDMUjI8pTVumOyvcN73v8IVbVESo1JBjH5p5cEGSXiRnS55u6dW2SJ497hda5e3ubzv/M5fvRP/AT/zk/8J/yLX/9HtO0K2ymefva9aFURRMd80aHNmKpt8LZla7rNanmM9x0IR9dFk72uu8dgMGI8LGJiEg6JpWkrmrKlKMaIICKTTEXz28v7V7l3dMTVi3t/aP3sG22bysEGADqL+BN4AOx5mKF/SgeF0888XJ0wStH0IMqGzbNhvkVPl4BUCt0zPZQ0KJ2gddzYCiEIIkQAiM2kKB6Y2E49UETcXFgbAS1rHUqdqY70E0aUhsVEjI2+OMrSIogRN7CKrk8d6GxcHAU00giQHqkVtT3CC0WaFEz3ttnevsD++UcImL6SYUmzSFVV2qCURhuDMpr5fB5NpX1M92jqhqqsSHSCVJKiKCjLMiaJJXEifOzxx/idz3yO19+4ibXulF0F9OOUiprhM6lpAGmSIqUiTVOUhuBqlFCs+yjoPEujuZ6IRq1SRobQ1nRC2zZkRQrBc/fOHZxzNG2LMZqmaeIY66PhtzGGIOIidAPqWCA4S57nNO2aummxztN1juAFwcfYzmq9Ro3AdhatDEpqaufQSpIYjRIpddVGk2dnWbYNeT5gd3c/plG1LgLigdOFgxCS0G9gTZK+yz3n97cJEdk6Mvj4NyHEa5Eo0kyT5yl5npP3IE+aJWgjSFJFXhi0BiH9af8hhNMNuJIKrRPwFu/jxq6qWsp1yXw+p64rjEnwXtBZj8kKvFBIF7AukOUZSWJI0zTKOqTAtjWu8+SpIZGGar0gSTO6ek3nQqyIK0XXWeqmxlrHeDyisx1CQFmuY/+1DSnRX8qHjpe/eMitN7a5cPkRssEE5wWJ1DSuIViL6zomgwTlS7ANk8GIcrVitV5w+fIl8jRHqwQtdV8Achgd/WZs69CJoXMtvqtQwrO3u81sPoMwphJw5fEnEOr1uDFr1oREMJ+d0FYxiODc3jaJERRmAORce/2IncGIazePOTpaMx7Bhf2c+fExg20VKeiyZX94jpFOKIoBtw7mDKeP8OLn3uRzn32J7/u+72NrO+fJp65y9erVXl5iEELhXYfRmkTFc1mXx5F5IJOYTiggCE3ddITO09mATmLBSgpQRiFVBj5WLr33bG1tnaYD9fZhSBkB9I0LkFKR9WlD//dPDc51TCYDRIhMmHJV0zZxs6T6z0h8LMz1gGO/s7mPBvHQ5ulboEVfwzFdp/DBElBYPE3X0dWWYDu0glTFivesrJHzBTdmNdYpVmuHkwloRWcbunqGtCVFqtgdpqQmxXtYVQEhE8p1SVvWlPWC+eIEbxWCLAIpFDghKMsV6/WC0XiLRBcEbxgPx+RJQZHlVMsVkoKkUOxMt9iajMmTBGc78iLDJArvc2zXsV6XkX0QouR5w8rRSvUFVX86n3ddDL4QIo67w+GQwWAAxEr4cBjlXd4H2raMoKPtSBJDUeRoHbkVRkvK9YI0UYgAg/19xuMx49GQw4NDsjwjrzPmqzV1U5GkEWyqqpLE5HgfPTDrpmI6ngBp7zcSY9QHeR4Zq0LQ2q5PD47Ms8FgSNtEwGqYDlkuV+zvnufg6B4ToTEqpciitD/Lsh4g3TAu+sJZCDgX/xEiU0H0RYe6qVlVJauyom7bKFshELzD+Y4kTZhOMiQdtRbYtmHdRSWB1CoWzPG40FE1a+p2wFCmCKlZzNccHB5hrSfNE7JEM8gUW9tjikEWmVwu8OwzTzFbTFhXR4yHAlsvKcs1bd1xYf8yeTFBKM1sUXI0rxm0Hcty8YfVxb7hFgB/BiI5RSbOEF7ezuCYM//34LfdfxzOPHsWP3kACNoAJ/0r/a884H8mznzg9Dsf+u0gzryjX4fHrW14aJ3dr2tDOAXZ4/f1Y6vs10BnDnAjEPMbedwDx382Jez+2vmB4u0p8+dtLpcQD+wLgrcU+ZR1WdF1LfPZMRcvfPi0KOec6+eFB0GyTTDMppgQNteAuFdpuy6mzPZFxIBAiBgIU5clicwROo1sma4BIU8JJq5tIThSE4tWITiE90xGA44ODwnacHxyzMHhHRKTkug8kj5M/P7lcknbddRlRTEoOHduH4FjsVxSlSVdF+fFN65fp6pqtrc/yOHBATfevM5ifsz1ay9z925B1zac29tmuVrxxvVXyfOU4KIHUVuXaK147dWvslqVpGmcsyPRxOGd+5pFk28S8CdOEEJKcJz2GH3GzChsUoYQCBTCx6qn8xapDIlSkSkjLFJ48C1KCQgNmTEbOBaQp4yCEKIsS/oImnTBRTBJSoKzvdbQ47zv+1efXGVtHycXYiWwp8SmBJT1WN+yqh2L4zWvX3sDFyItsxjkjMdj8jzn4taI0NQMtGZQDBmPB5zMZrx58zar1Zy6ral7xpYSGrommqhaj8cjMfG4RGQG9SpFCGC0xgaLUpLGWWTvwyEIiCDITIJMVY/YRvCsaWtMqgmAkgllU3Hj7jGLpiEdjbEIbHAkSuC7GpSgdoH9vT2uXL7KG6/f4DO/8zlMluKDIx8WXH3kMk8+cZUnn7jCzvaI6TgnNZLRMGfR3qDpHJcfeYo8G4EPnD9/mT/zEz/BwY3XuHn9Ve7eeIVsUJCOCs5dfIz9K48hM8OqrRjvXsR2UcfpXIfRlqqec+/Obe4dHHLp8lWq1RFaVnhXMhmO+Af/yz/lx3/yxzg//g62dyecP3+OZjVi3r6GST2r9Zp0kJKkEpOkLFaRImzEgLqVDIfbSGGp29tkWUezSkm0wfoVTXMvxmb2tN7UDJAiGjqWzQldW7E9HVCV6z+UPvaNts1guhlY71MU778en7s/2WxARHH6eU5BnbMmZJvnrOswOpL9nYv+APH1aPaplTmdsNMsR8lIP96wAKWUsWv3cjG8Px0vThdfLg4sZ7XKAgjO4UMg0RrXJwhYayOboQeBNu+ORnIKpe6bRG82KG3bxPQVEVA6brbn8xNan7O3v8f2zh6T8TZ5Pqas4qZKGY0xKgIyQmAS04M1HYuTBXVf2fPeU9c1XecYD8cYraFPNsuyPC7EIUZbCslzH/gATdsxmy3iObjAcDikLEvcht3RU3eDDwjh4mI09ONwiMymyXjIzvYUJQXeRXNb5TV3bt/m3PlzWNtxcO+A8XjceyZ5rjzyKHdv30LJyKbKTELbNGjt4ka/a+OYpeNYI3uzPxcE3gWMSZHSsF7PGQ7HkbUiHW1VUxlJmsQJXImN6WX0u1EyspmUVEiTUrsolVuv1wghGY2mNK3DOn8qEQwhxu8GFNKrOG98CzVB9HwTIgJARkJqFFmWkGcJaZqQnPmnjCbJEophjkkMSkcTZ+8dwUcvPSH7fLDgEf29LZVEB0PXOXwAnaTkKhqdBxdIdYoyCSFEuddkMmE8GdN1HU1T9dHGCg24rqHrHNZ3KG0wymC0wtkWQmBVxr8XQmK952Q2ZzQaxHlKSvCWuq5QviMRsFocIk3C8e0Zy5O7DEZbKJOjTUFA0daOripRocPVJ1SLGWFaYOl44tFHUUbH+04btJLMTg5JkoSFbQi2RgroFtHbbGt3Hx8iODocJEjp0HpEU5WMpmOaskZ3a2Rlyfwx65PrSDFhPJ3ysQ8/x7/69Jd54tIlbrx5nS+Km+x+1/vIgmZdzbl0aYdLFx6hqto4HtCRSo138PJXX2ftCl658Ty3b634Yz/4b3HpkW2eeupJptMd8szgrGe5WJMkQ7yqaF2Jcyoy3noTfBJDsCldW9LZGq0lUkukDmgFWsW+VVUlTRv/bnkWi0Jt20TZuIobciEl2iTIzRpNRSN4H+ivpeLShQvY1nGtfR3XalKlwMZFdBABRV/V9p5gbfQQ2kgH2MD3gdNy9LdQC0QwHyEwdUuuQ2QAtQ3BRg8yoVPwFhsC86ZhfueQtgEZTCwiyJjipnRA+QprK+g0RkCqBCvX4BFU1RLhPV1T0rUliTIMiwneKaTyWKeQWrJcnXDzzWukZoTeK5iOdkhDyiAb4oPFu5i411QVW7vbDIsBEJNcIwM1yo1iYcb3DOsod9hU4qN3hT597JzrGT7JqWfFRqphrY2SUqXQ2pBlGUWRc3J8RF1LFov5KStfipgOqqRgtVwgheDwUFDkGVeuXObmjVsIAUmSUNdHvUwtqgnS1LBaLCiKAfPFjMlkxMnsHkmSMJlOWC7XKKW4fPkyhOg9GoKPzFPncD4jy3O02hitCra3d7Dec+/wiHt3jsgHI0yeobSK8zOb9UHPXhYbnz+FMSkmSTGJQukot5kv5iwXJeXaUTUWEfSpvCVNNXs7Y/Z2CpxdUyWRubdaxMTgjWwbAc52lOWa27dvc/fubbpaUq2706KW6zpUnlA3kck3HAwp12u0VmxtbbMuZ+zu7GK0pfQWyo5HrjzKzvYF8sEEoQy3Du7hrr/JwdENnH1nT5Fv2hZ6UENsYI0NUOEeAGA2fz/5dZAOBQ+tic8CRqe/sFkL91SZM9Ines+zr3XMp284XYOf+f5TQOYhBtHmv0+ZO2fW4/3rEnFGxnbmRDY/dkYGdirDDX2a7+a5M7/78Br/geMRp6N6/O0QgabhsGB9fNCvGWr2z53rE82ih2/wFqTqC9CRjNH1BePNWm4TKrLxJVI9cygmvya0nSfJJGmSsFwsUMKztZMzHg+YrSqapsYLhZOyn5s8pl+b2xCQChCei+f3+Y3f+m1Qmtn8JNpi+NgHpdE468jzLCad1g1VtaBczRgUBW3XUfZhJBfO7XFw5xbOee7evsG1V17lZDajLlcsROD46ABjNEcHd7h2/TWC62hrD8GhpUQJj7OWxclRxMa85aiuado63tUSzt6DD7dvGvDHWR8jeM8crNaGrusgz3rULlK5hNz4/AhCX37QyhB8ZOEE7zFpQmdLBJZER+p/QDJfLs6AJrIfAGz/+3EjEoljHi8C2ph+MotRuVmWIML9m8/5GE1vlEQ4j/BxEzcoCnSaoE3K1vY2CMmqXHLz1k2ODw9RWlKkCR/+/u/j/e97L21Tsl4tuXX7Bjduvcl8taJpLMvVEt86XGepqxqFjqyFPtauRaClPq3KJ2lC4y1ZkREEFLqgtbFjiAC2bWO6kt+4hoPQ0YMo9FCyQTLJcibFiPlgxNVHnuTlV69hHSTFkLzpGA4HfMd3fgfOdqxXa2aHx6xXc9p5BOPSdcnhwRGf/fTn8KEjyzWj0YDd3S12d6fsbu+SmQGPP/063/b+57hy9SqXL57n43/6f8vBzWvcvfEaL33lC4jgufXmDa6/dgsrPs8HPvRdfPyHf5TgFEJopFDIxLNaz3nzxitkacb23i7HswXSO8bjCUreYThIePmrL1Cv/jj/89/6X0gLyY/8sf8NP/TD30cxuIh1jtS0vPDVz7G1U5DnCbkxmMSSJZ5EpxhdELxFyQGrxQrbKOqmA2Xp7Jrp9gjnWqq2YliMaNsOa2c4v6AqWwbZFokZ/6H0sW+0bRD+EDbySNHPBW8/U20mh/uVgPuD/0bO9bAb/WbhqJTqF4Y9c6ffTG4AICEVSkpMkiGk6qmsAqQ4rU084HLfH4Pof3vzjxAlnq5fyG6OresleW0bUdfVatkboAaGwxFCSJSyfRXSYHtGQvycgOApiow8H+AcWJdy6cqz7Ozux5Q+BOvKYr0nqLixjnH3kjRLgUBdV6zLFcFzaujYtRalNFtbY6SI1VWTGOq6Yb2O6QZNu8Y5x2g0Jsty9vf36dqo1T9dWEiBbe7TtH0vg/XeI4LFWUvXtdQioJTDaMMTjz1Oog3H9+4xmk4YDgc0bcdisUDK+/fAaDygbRsO7x2wt7fHfD6jbZvTzcKGjhtNXsNpdShLcuq67q+txvvAZDKlbRuaxkaWl4wSrrpes1oJBoNh73sQjQDTNGW5mPdgUmSOhABGJzRNS1lXaJWC1D3TZ8Mo25gix8WN/xoT5TdnC0g6pLCo3t8nTTVJqkgyTVZk5FlKmhmMUaRJyqAYY5K8X4D1G7YQPaukDEgZIhsICyHeKyGI039C//+p+7Nf29Y0vRP6fd3oZreavXZ/2jgRGZFdZKadSWYCtqvKkqFABoFECaSSuAEJIS6ofwNBqixu6oILBAhENSpUZZBLpozTdrlLZ2ZkZBMRJ04T5+yzz957tbMb3ddx8Y459w7baXAjR5wRijgr1lnNXHPOMcb3Pe/z/B5LWc+m82ayXmuJGo8psyjFbbDft6QUcM5SlhJxcNZBLknjQPA9MQy0nTCBtBLmVERTWEvjCva7DUVVMHqPNRpjDWHwNLM5+7vb40R+t9tDDLTrgWG/A11Q1XPA0vURozTduKfv95wsanbrG548fZuyMNLAqTLBj3RJ3Gd6YiP5LHX2p2enDOOIZsSZgnHc4XIptbM6kwjMFg3khB866Hti15H6gCVT6oGfefeE++e/xhcvX/LZEoYQ+MH3n7NaWO6dOkyTKdweP3ToLM4lpSLr7cB28FxvvkSril/8ha9zftbwzQ/e48HD+zLYCZndZs84DsTQok0gJU9IPVmNGJWJiSmdoMnKkfIgMPsg/AGNobCFbMbdnLxPdF1LSomycFhXYnI+LrxVzvjssTZjnAGmWlzl8EHi6WVV8vDhBX3X8vnwBXs/UJWGFDTKFiQ/QgzEFMg5orNsjMx03ZYWRyWtWF8xAShnhCcTA2PXSdlDiNQY/ORgV9YSs+Ju3IGXdW1lVjhdUBiDc5qigL7f0LdrmtLSlCWkhDYFrnLsrm+4uwv0Xmb1y8YxxoLOiJAf2w6XM2nY0g+Zq36PzgtKu2JenuCHjtJWXFycoU0kE2iqmpOzU1zh2HfithP4r5vgwi3GiEv0cK+0R8HjcI8HYyTm2/fdJABVaK3ZbDYTu0NJFE0phmFgGAZilDipwMclLrm+uyVHEYrqssQ5x9h3DMby7NnnlGXNxcUFXzz/EqXh9GQlbno06/WacRzZ79d07YaiLLi63GGdrEeHyy05K5pmxrNnn/DNb34LiPgxSfzaOsYxcHu7pttvKQqJildNwztvv8PJ6SmXV1dEm9ltthSFm9zzMiQKfkRZGTpbZ6lnDU1T4wqL0pl+9AzDyHa7p+s8w5BhcvAZDcYo5nPLxb0ZF/cbQshc6w57A8okSFLCYYybALHgh8DQjqAi7a7H+4yxpQzYUmYcAvN6wdXlHbvHA4WrqauGwtScnlwQ8o6yEHef0UvefvJ1ymKFcw3NYoGxK9brwPfD54Rx+MmcYP+yRzyILQphlb3e/8DB+cMb8ag31rtH6wzHAadoPW84YfRrwUTlN1w6byofb7iMjuajN9bVr9EI09r2jd/LG7/vTeXpTc1JHT8v36+n78m8HrzCJOL8Y4PZw4/VBzfT8bFMK4c3hrlHt+aP/7p/+nF4bG8815pMVRZcDz191+KsYbGY46OsC6wxhMmFJ6Uh5rhXOKwlD0No2T9EcahrRQoy2LTWSZve6Gnqmt12K86+lFjOGozKXL96QTlfUs+X0/MQqcqCGISPaa1m33e8995T/su/+TdYb3eyBg4CkVZK42JJ3/X4oWUYBnns28hQlwxddUQjKGX4+KMfsLm7IcbEd37vd2h3e7qhx2jNfruhqBx92/HxRz9kt99iiOSYJDo/tf/68WBYEVxDigM5epiurf+sJe1PhfgDr7PjMAGdlJI4g4/TSSaVtAKatYSsECkukybOzyFKYKaK5rIsIGV2247f+PXf4Ormlg8/+iEvXr5EGU09NdeEEMkhTsBTaStQ08nvB3HQOOcm1TJPQFOFMwZjKkIYiSFSaItBLKl925N2Ldo5uu2e+XLB+fkZi/c+YLPdSkRoGPjtv/33+e2/9Xdo9wN1qVmuLMvljHfeecTHnzxntx1Y1JmT8xmnq6co1fDJJ8/Yty2zpkFpjY8ywR+Dx7dix912HcZpFIbC1jRVTVWWlKflpNhmuq5l33e0fU+ICeME5hiDZ1aU/Mav/yZKFxTuJd/7k0/Y7FveP3/AB+9/wEc//JAf/MEfQkqEOIKC9955zL7rePHykrHzpINQYDRbH1ivW54/v5ocSBaF4fzi71I2NVVTsziZ8dbTh9w7W7C+fsnje2f8ud/8Nb7+rV/m9N4jUqpYre5j9IyMAw2RQE6e7//wQ772tXdYLJYMfeL2eoNvNaia+w+e8tGnr3BW8/zzL/j3f+uvYIqRsixZLU+Zz+fc3F3yN377r9K5F9TLJ2Q9EePbFsVI8on336lxRqP1nMVyTugrfNrhSgQE1m+wriaFHjN27HY7ytme9e6Syt7De0VVVj/JE+2f/8g/7tp586ZxbB6YDpkEarG15gONXx0/Prj4/nEHEIhKr4AQ5cItERy5gVon1e2K13DnPAm1ebKzQsYq++bDlhvdj01HONpNrTHEIJO9nDPjOB6/VrgDjq5vUWqOtbKBHYZxuvelKW4Z8MNwfD622y1vvfUUhWG/H1msLjg/v8C6kpAU3g9st2uKouDs/ITRe1xdUbiCnBPrzS1aK2IMk5VeHu9s1rBcntD3A370VGXJOIzc3NxQVhV1XfPq8op79+5xcfEQP3purq/54vMvKKxjv9/QDz1qstAebpoHX7K8jq9fL1SicIa3nz5luViQ4lRVS6bd7zg9vUeY+D/DBFTu+j33zk5x1nJ5ecnp6YowtQ1YY0QEalvKqSY4kgkhkmyU+Nq+FadlSmhlWS5PGYb+eE1eLObsu8Aw9LJZVQU5y6ahaRoEBO4FqJkSOQ0SDXUFMYIx7sg8ONTDH98/MYJSGPtTcjv8//NQJBQeTcSZhLNQWEVZWAontfbayCasrkWURFmGIWDtJMYRKUozxYQTOUWIkRBGhqGn6wZ5zrQB47BFjUE2g1pJ49t2v6cfBmbzJXUzY+glCitT/nyMM/vJ2ZGjNM2JU0SGOvu2o3AF2jrmywU5RqxzDH1LyoHRB6lszokxBJIpSSnSdyPGSuMcKTOrKlLWDPutsPL6kdZ7iTaQsHaOKxxV5UjJT2K+o92uOV2tGPY7ceGVBrJAG+9u7zi7dyaNaUn+lm3XU5QV49CJQ0VJmULGMvZr2n1HDprGQe06FsuSx6cND1b3eHquudkETLFEWcPNzQu+84dXVGUixZ6mbGjcin4IqMLSLE84O18yr2acX6z4hV/8eRbzc8gaqwx+TNRlAalDlUqixpSMvsf7DpQmKy0spizwYJdLtAkM48jouykqmSjKiLaWumloZo2A4/0I0yY9ZzUJrhXGyrVSe0BntHFonfFBpqRZKVxhOD9bMrYdr+IVcRiZVSU5RrwKhAGylvWdteJi1lnEYm3k+n+ID32VjpwzfuyIY8ew35JCwtgacISITG3zSB86AiPOGRrbSKNMWbCoGpzNbLaXKAbqxnGymDNraspmSVEVxNhh3Y5+vJVzc2rd1FkxdGu0CtyblyzqJbNyweB7tnuPSZnGlTjlmJ/OOV2tOF0tUC4Ccj/0ccAnLY5BoyfGl9wHDhuv/V5g8DlnhmH4Jxy9h8jgayaHDFeksl1+j7X26Aza7/f0fQu5oiwtm/V6Ej9mwsj0I3mKQMcg5RCH71cK6qZit99jrObm9oZh9NPwIRL8yDAEUM0EUA2Mo8aVJVoZIHF2vqJuSvzQ0g2B9WaLMZkH986ISTGbLygKzW675fbmRtrD9i377Z5iXuBUQ46JFDJ2uvekKKgGpRS2sBNg35GRx9C2I23XM/SZEA0pK6wuMNpQWkVRBKpK0cwsi1U1CVH90dEw+efIKWFwWKWF2zRC0xQ0M0eMEtV0tiAGRYqR9WbHru24urnjyaNHkKVs5vzsnNZbdrs7lJlhXKKuz2iqU6piRlnX+GBYzk45aZZc6eufzAn2L3tkhPlHlsKdg6NFMlly6MwBP/9je+iDwqEkSXFAWhyuUOkgmKQ3lRBRgF5H7Q+OI/lY9kT/ZDV3/sccNv/Evzz86OOn3gAxH7lB09pOyWt/+LpDxPEo7rw5OD0cSr0WdDnwPF/Xih+/ftonKASnIt+q/wk3kghqh72EPDaroHCGBAQ/sJjJAGnsO4w1KH1wX8nzIPgCe9xTHMQfrdUR0fC6bSuTc6Sqa7p+mFysI4vFAk1it9vy4OETlnXJ7dULZiGyXJ6wvtuwvfyM6jf+DDmFY/u3UVA5yze//jX+/j/8h3ifUEVBTonRCy/RjyPedwQfUFVFih6VLfudAOrtfEnX79mub8VsYi3dfpicr4kweoqiJAwimm/ubqbnSjSKjJ6ck9O+x1pxTPU9ZVlKO/AwTKmFn3rnD0d7aMwBjYg51liGccTaFcGHY/4wK01QhoA0TEhF8eva95Q1+ViyWFIXht22Zb3estt3CD5ao7WjLC1NrenbjhwjwYeJATHVtaEYQ8T7NAE0LWmabJGVLDqVElaHLScLnBJhWYvSvt1u2W23vPj8c6qyomkaqrJkMZ8RMoxxxKxKQui5vNlxc7dFKcev/8qf5S/9Gytevbrk1dUlr66ueHV9wzZlKK2IXTmKGgoUztKU1bSB9KQUGQbP6Dd0u1vMVI9sAONKTk/PePDgIVXTsDo543a9ZvAj47Djg6+9z8XjR/zP/xf/S/793/ornK5WPD4/Z+Ysz//wuzQqU2q5WEYFRVVTNzP+7Ld/mWdffsm63ZNQ7Pcdu/0OBfhxkEXfMBJ1pg89r66ekWImZ4U2ht+3Dq01dVUznzX8p//5f8XFxQW/+md/lW//wi/z8z9nuWsD80VD0zTM5g1dv+XevYeslg+IAZxWFDbw4vYzHj75GW53lj//F36dv/zf/3d49PQpl1dfklLLxx99h7/xN/8a3/vj73N9d4WqA/+zf+/fZT90PH/xI85PH3B+esasPqfddvSD5tXmOWXVMZ8vWBaPOZnPeHX3PWbnd7T7DSfFuxRFyeB3GBPYrrecru6z30RU5RnC5U/yVPvnPg6CyZvVim86eJSWIGY8UunDwW94dItKlElUeyYb52FRmIEUItbZg//1eFG3RYErCpQyKGPQ2pCU1L4fblSHjYHYPoU+Ed8QpcIU5TqALmWG8/qmYY0h+sDBiQsyxZTFpoeGCaaaj4LB1BJO13eEQZoDVLbMmhXONIw+UDdzTmczrC1ppwpZUmI2n3FyciITDVfgypJh6Lm+vmQ5nx3dNM4ajDYURUnO0HU7QDOf13T7PS8vXxFD4uGDB/zJ97/Pxfk9Pv74E4bRM3R7rNF88P57PPviOde3t3ILiAGNJoX4YxnvnDOJjFGGlIXPUlcSUbXGkIJnuZwRxgGl4Ob6Fffv3ycVlqYuubm5wTnDWmWB21Ul2/Wauq4IfgAEGCnCWyLbUmDTQN/u0MpQ1w37vUQixylWWxQlfhgZh56qKUmq4W6zwfQDRbVgHDwhyde7omAYepRShMhk841cXV9TFjUgriDNobFO5IDMNE2aQH9frSNjCRiVIY+URYkxmbK0rBYzTk9PWa2W1BN/RxuLNZailClxJkLWqMkBBbJwk3NjcvwogykLlDGkBHXVADKN64eePnoClvOLM2bzBV3Xo5EGn7KU+2W735FTFgu1VjhX43sRgfTUrrlYrshJNswhxYlNo8AYxq5jHAbhAOYM2mDqkm6zpSgX+GGgqFf0u5bgZSM4b2b0w0BdFzRNibUlo4+sTk6YzWc0s4rN9m6CzPbUdcN2fYsC6qrGmZrF8pzzCzcJQNecX9xnPltxu95Ru1KaObPCD/4YWXLGoquGz3/0jMIlCrXH+Ey/TtTNnMf3Tvjg/bfpBs/v/u7vs1m3vH1ySmJG191giwVGFTgaZnNNUyfGsOPxO+/ztW/9Cquzc4ybHK/K0u4G+m5HDC0hbiHuWQ89hXOUrhJ4t85YV9AOA3UhbALySJqYPt6PzGdLAdF2e0xRouLEWlPT/Ddn+n7ATrWyMWaUlv9flBZXSvQMO0XAoiekSLff0/V7nFMsVw0qK/qdZ+wHSJY0jmgnfEM7Oa5UVpNwqadhmzncUr46R06k0KNyoCgMuIKUClJ0NHXNSMbHXqK6WZzFtS05aeacLFbM6xo/btm3IymO1HWFLUsSjs4bxl2k95H1bqD1InzmpPHtnvV6S/KeD955i2++9z4PTy9YVKfc7Db8g+/8CZEKpqn3rKk5Oz/BFQZMpmoqQgy0/R4zsXYOkcu+H6f7oKwFnJPI1yEaHUI4rhcO0ek3G23kPdQfxaFjdXGSeJa1lqau2SfPMMjnDhGK4IUBBND34+Q4UgxDz2Ix5+zeGffvLtjv97y6uiFnEbKVhq5txdkRpa1MBCtx+qYsa/fHj8949933qKqSYezxQaItzji6tkefn3JysuDm5hXWClh1vb7F+0hZWDZ3a9CZoipwxlG6gsI5QpCmIGM0xmkSCT+VMPTDKOJ6BB80KUmExSgrXDQbKWvF6qRAG4lqJyxd6/EhA0YKb5Q6ig85SxIhTfG01Upc0ikqUnTSzJjAWM3l9Su64SmZgI+JKmrZzCrFZtcyDpHV4pSiWnJ6eh+rC3wMRJ/QaE4WK05nXy0n++HISh+jShlISThdKec3YMtqcu2o19HTSRw6mm6ymtZScq3UE6ogHcozDu73SaAQj8PBEX9wrGjy1CotqAP5+UZNbET9WtQ5YAmObJujwDE5uZWe4lL5GJsCjufw4UIaYiamOD3e1ziE13/6MVs2/fw8rZw5rrmN1sSJ5ydrbzX9DQdhKx1Z2FprQorT96bpbzekGGnmBUQZSHnfc36y4E2ctTjsD8+X/L0HFtBBN5CHrI5/tzHmyOvMZPw4Cg7Fj4zDQFEUtPs9VVnStTveevqIdnvHZrtjvV6z3d7xzsUCZ6UxLGaJnApdIPONr7/PDz78AdfXt8QYcc7hh56ha4+vU+E0RktKQCGNrKRI3+0lOpsSSls4Ru7B6EzwAT9mCiclJSmLLiG4hsw4RWsP750DyiBFwRqYiVNcVvU/8xz4qRB/4AC/kvzq4Q3qXDFNHF7b4bRWWKfRKmMmkfYAETaTpZ8sk8kcI04X+KHj6uqK7W7HOAzABHWd3nDxUFudhemjJ5FEZY3WVqzdOeNTIoVEVZXMZ404FbxkktUEqfV+JIVA8AGntYAXp0mXRtglu+2W7WZDTJmspS7OOE3KAZB65+9/7zN+8P3PJ2Cf4uHjJzx4/A7vf33J9/7ke3z66Y8gQ4ppsogaqrIkTxNO4wylKZgv52JX20l7TvBRgI0kbu+uSVrxGz/7czx68rbcJHLmZ3/uG/y3/+3/Fto6jHH8b//Kb/G7f+/v81f/o/+Q25fPUeOeED24gj5Ewjhy7/Sci4sLZs7ywdtPSSqjjDBJTs7O8KPnxctXXF5ecnt3x912x+m9C/7+P/h7aKU4Oz2j3e3xQ4/RisJmagq6fccnt1d89/e+Q0wZV5Qs5ive/+BrfP1n3uetp495652nvPPO+4Rc0Hc9wxSHGbuOi4eP6eLA2cUZv/MH/2+++H99wQ9/+Cc8e/YxmZbT0zlVo3g0W7Hp7ljOl9w7XWD0yBfPPmHsW65e3vH4wTu889Y7uLJg391xt9lx/7ThdLniwf0HtKNnc/2Ks5nGUlCUkV5veNC8TbcDp7cUNuLj7l//6fUvcyh1FG14046PxMCMtkTpXkcpM51PryeA+Q2RRs47qY21dmKGHCJY00XLWgHyChy4wNniaPMEWcClnDATuPjwWODHJyOH3/3mY5B2qyR2Ui1XHTl/pptXnpqOciITQCWs06QMQz/KNGIcj/dFozU+T3DoCKVrKIoZ2kT0ZA/vhz1KZRaLWlrhylIEngTaaDbbDV3XcnJyiibRdy1GSy7ZWMs4jGgtOeKiMPT7PdvNhuA9dd3w4Q8/xFrDs2efoTW8+/ZbaBTXl9ckLxXn89mMbug55KIPN8/Dc6YnUKdSYLLm4vyUunJoYLtZ0/cnpDSwOlkSxp4xRPaz+shAWi1mtN2OcegI4eCgmmDWZcl6vT5OjcZhJIyRoizIZEYvwo33I1VVsW/35JyIMVE6S7vfstlsUGrBbNnIazHEKVL5OjpgrZVr38H9aRxKJUJILJc11jliFFHtIA4eXGBayXWfP70Y4afzyBmyx2iF1Zq6Krh/75TFfEZTVWQS292GmAJlcDgnrCyXldzXJog6JGIM5ATj4IkBcjLk7JjNG3zMYOwbQw3Fft9KZNg4liczQLHbi7OrKqS2OOXM7e0dOSeqskQbi1KQckRZR6EV1ipyDChjScnjCmnLabtOLOcx0I9iX05B2iyVMRIJLCq6YeRkeUYKEa1KUkrMmkYa8krD6Ef2XYsaMycn58wWS6wz7PbbaTrmIQfa7ZrgE4v5nBQiyhhM3YgrKgdAc3N9S1nVxDAyDB1KG7TK1IWh2/eoOFAWhm03kHxHHEZMDWHwZM/UrmZoZiWzVcN/48//GtErtJnR+cD15edU1pJDZvCZqracnJQ8evSQolqg7AynNTlFKSyYKq73uzs0IzG0kHqc06ggUXbrHGhNjCNGOwbf0XYeowJ9t0drPS2A91BpYvboELBleVzgK6VRWrE6aUhJ3EEKNQ3mLDkpYsjELG4WM1nsddKE0WCNxhmNNYqq0FBqks8kA7nUWKUorMYoAdxqlScelYYpev9mxPSrcCgFJiV572WFsTVJ1RTNCp8VKXm879j1W6yLaNtwcrLk7UePmNUlKo0Up3OsO+Vut6aZL+n7yHrfcbvusM7R+pGbbSbYJdkYEW3aLe164JvvPubP/cov897jhyzrFU41tOkBd5uOTz/LxPEgKlliHAjBURWGqnSgCtSsoXAFpMR+v2e73WKtlFcc3JbC5xjY7XZUVTVB9Dne15VSx1iY8DjkAuu9P7YF5pSIQdbQxsow9xAVLosCoyU6VpQ14zAwa2YY01E3DSFE2q5n9OJmffz4MS9fviLHlzirGccMMWHV1KFtSyk0MEZaq2IiRpg1DW8/fYflYilRVesIsaeY2iQ1md12z9nJgpPVKc+e/YjN9o62banrhsV8ScqRu5sbXOFAyYbvsLZwzmKsIuuEjyO+HfExCSw/QoqanBRGGbQyOKspCsViUVIUifmyRjuFD7DbRrb7iDIVmATT7xBB4iDme4x2lAU0jaGqGqyp0Lqk3Y/su06uX8bw/OUnPHq04Pz0hMQOlRVX15e8ePmSql5QVol2GFhvt5wuTkgpst/vSMHTVBWz+p+9wfxpPDLiQRON4nUxiJqSJ1m99uZk3qjRmdxBOYutACVDd7S4f1IWyUJNgmIKiTSJQoIsmRJjx2XqxNLMmaSUVIpn+XlMQoxSwpsBMAjEWE3vZ1mvvh7EpsklJKIW09r9ID7FoxHpwIfKSn5HSvH4uePzkV/vyg/PxqHKPU7IEJQ8L1lNnMBp3S+/f0KrTEMlGfjKH2+MnkTkSI6RedOgc5SIZdfx/rvvEIM45kISvo2wadVx7XZgijnnjgPe14Ux8iicsxO7U5xvVtsJ7SIiVZpE6hBGHj0841tff4//8rf/K+LLVyiV+fl3LzBKkab9R5yaL/3oOTlZ8uD+BTc3d4JTCZ40Ca/OOVlzFQXjOEyPUVyPh7baPOkPWqsju8g5hzWWUfmjoBhTnP7WSYCbnOveB5wrABgGKVexxkgj9cRTk9TFn34e/FSIP2/Sw5UyR9Wxbmq26zXmsNmcspRGAWnEqhqQGmhttNjmotDvyZoYFddXazbbgb2/o/MjflJNY0oMfYeuq6NinlKQhelh0WGF3H2ISRyK8IbR48NWHANKbFt1XQnAzlhms/kEqw4yue4HaUcxVmCOBqwtsAe/nspH23UGdsMwOSMsQ0woY/n081c8//KWRVNgFbzz+C3ISlwFbUfbtmx3O2IKVFVJVcl0fWYdximevP2Q3W6PNY4QM8MQ2Gz3PHx4n3sX53z88cfc3NzxK3/mz3J+/hBUwWfPvuT83hkPHjT84q/+Mr/3e/+Qv/cP/y67EPmZb32Lh4+f8n/5D//vpMGzX6+5efmC/95f/u+y3W9QBi4u7nF6fk7VzFDWwrd/FrRhu+948eqK29s19WT5vbm64u76FU8fPWBWW4pCs1gtKcqSajZjtjpHVzNubrasVufMFyeEFNjut1zd3DFb3tKsriFnPvv8U77/vT/ks08+YujWYPdc/u5L2m6HtYqiMJyeA1kWs4kkJy6RqnBURcmimfOtn/kad3cbTk4abm4v+Tt/7++wOomsViXd0LEbv2S4vaQpKjZb2G8yn33yKWF8xQc/8whltvj2gpl9zIvr71EWmaH7agGfcxZehNzAkAt+fg1tU5MTBg5Tg4NIKxfj1wvBQz2jPwo9B7tmngQmOb/01BJUoY3lcIMUNV/a7ZTWKPM6CvDmP9MbE5Ljzz/aU2UaIzb2EY0iJgFMxxhxhSEmgSaGJJNraQOXBgAm1pcxiuBHUvBYK9OLvhsZRo91BWiBIw9+ZPRyYXbOgJpgkkks634M+Cj8LGM0Yy83Cq2k1j34ME04POPYU5YFwzjQdS1GgXOGYeg4OT2lax3Be54+fcKPPv0RTx8/Io4j11dXdP1AuJHrniysXzuXDzfOuq6oqhLvR+7dO6dvtxir2WxuubuZc3qyZGiFW+CsZbu+pSjLCc49bdJ7z3w+J6aIcwVD31HXM8qinER3GIcB50q6boqAWUcKkT53KKYsty4wKILv5QbtO+5uR1xlOT05oesDQ+9JUwNE2+6p6vJoaw4hYLSRKWWKGCuidkoijB/GeOrwv2841L5Kh1ioIznC6dkJ9y9OIQXW6ztSnLOczymKEmtlolxWBVVtsQ6UjmQyIR2eB+FGLOYl25Dpew/aidAWI1knhjFQVJXEi0dPmFhXxsg91ypNXc8onJ0WH4GikAHOMHpZPBlDU5XMJldYSmFyhXnGoccPA34cSBnatmMxa6ibBX7sSVEYe91mR1nVU/zP0o+Bs5MzFqtzLl++ZNPKeWStxE2Kes698/tsd3uePX/B/Qf3SMkz9h0A49BDUq/b8RJcPHzAMHaMoYec0FYWoOv1DQkYBxE+un4vi+QUiWGgD5nt7RXt+gaVoE2B5WpFSlJbndJICHucqylqx+mT+2RVkpXmm996go6eYbejKBxDHOmip4+JQiliv2HX3tK2O7zfk6KcU4ossMo4gAq0MWBtwaxeYVOFzhpTFMQ4yCLYGGltu1sTQ0fp3HS+9rhKhLM8aIqyZBxFWC2LYoq9HlwfViq+cybEQNeNaCdTTJ8SxUEgtwIuVlqu694OWJ0oCrmnVEWJswqnQaUoLWJWTfW+4tY0U7Tnq3QokE1AyLTdiKtmNPM5yZT0w8Cu3bHe3pIZcRjyGKgLy6I2NJXCmpLVyYyiUuhLK214JrPt1tTFnNtdy7oN4Faszs5Ba/zQYfMNdWj45vs/yy/+zC+xrA2zoiTHgu7mFWEYODm5z9Onb/Hw8WOaphT3fIyMQ6Tr5ME76yicYxgGUsrMZjOqqmEYBNjvQ6BtJS5ozCFOrKd0iywIxnGcvj9RliXeB6qqop/iCePEn8QdhrEjwU8MIWPwSSLBh/t44Qp22y2JTFEUFJP7LoRAXTdobXj06BEhBC4vL0FB13WkVKAy1NpQNTXWWuEGjYHF8oSvvf8+b731DikFhuAZ/J5x6Njt9rT7lrPTE/btnhcvXmANnJ2fcu/ijLZtuby8JMQg+xSrWdZzru9upCXQOpQpUU7q12Py5JCm4ZhB6wKtHSlmtJa/2RrFrHHM5pbFomA+d9S1m0oXLJvNiFEliqkZeIqtyiJMnBkxyZBLy0aJpi5oqhlVNSedwXq35ermkt3ulu1e8eLyR9y/mFM3FTkmVAqs79ZcXu+4W49s7lreeviURbNgvphzfXdFN/SMw0jfdj+ZE+xf4ggxcr1Zc5B3XteVT6yezDHqlA9KSpKYlDYy4CxcgXWWPK1LtTLTjVRyJdGniV0mBUOHRlF1cPwwDVXFTi7fqycBRb1+XMKtmYpIkjQxp0k84I31isStmNw+sn+d2sqRQdyhmOXAOERiaGRi5rjHJksUGw0aPT0Pelpby+Mmy889cHqBCb3yxvrpkBiYJCTFhGdJ8nFOkzCVM/O6wuo8rcsH7p2tEC/UQUjKr51GUTiY7tAMOrkO32SGCoNTvkfcRIfIckSRKQpLPwy4sqBtW05zIoaBn/vm+/z23/ptQISe+bzmoNQdnjNtNOREUze4CWwvvN1MjB6y7GtiiEQbyfkgfB/wCppxCDClD8YsmsMxrhZFbpSm4YCOso8Rl5bsb7TRKGXlNZjWu4f4a05hWuOq4+/9046fEvGHY27w0NyTpxvQOIxvuH40KAPZkqNFUxFjhyJhXQbtpQnLaJSr+OyzF9x//E02w+fkeMtuf0uMAqFMKaNSQiXhd4wpHKdOOYsTCJ1IRLQWQBMpSxXcJAZpKxeDGCNt1xHGQVwQk2JblgUnJ0vOT1ayGfGeYRzY73Zsuz1qesGd0hTWURYVxojglKYq5XH0DLseM72Z17eKsnDTxK7i4v59Hj95i6auCcGzXC754z/+Y15dXaMJ7Lc7tIEvvrzmv/6bv8Hv/O7vTItcw3y+5MOPP+KjT37E2dkFf+ZXfpX9fsdf+y9+m6Bm/I3/8r/g3sUJZ+cr/uyv/Rp7U/IX/0f/Ln/229+mXd/yN/7aX+Wb775NkSLLquHRwwfEds+LTz+hqkvG7Zr19SXNYs58tWK2WDJbrHh0tuCth+dolfnNn3+Xj7//PT77WDE8nGOKksXpKbiCkwf3uHj4EKzGZ4WrT/j2rz7i9mZNyofnd8F2f8v3vv/7/J//r/8Bl1fPmc0KrJGTLcZIUSrQkXpRopW8xiRN8pInVXpAYzDBUhWB/fqKsiiJQfH+2/eBnro8Y72+ZowvGcKa2/Urvv+D7/JLv/ArxLoisuP+g4ZuF/j6B+8I4DHWFLOe5G949+1v8+Lye7x6tf0Jnmn//IfShqqZH6dLxxuAAigEXowIJIfoiNJSmRhCmL72UKkuVcA5J5ICjOY4K1BqskNLS0pIEY3C6ddwN6UUarK0vgl6ezP6BRw/92PtA8hiKCP2TR/iccKRcyKlgELcSK6wjG0/cQEGfIgU1uKDKPQ+eLJW+DBSlzXDMHJzc82jx09JKpJUZLPdMHrPYrlgMV+KCDEtklPO9EMPSjGbzUhRYlFiBc2gNM4Z+n56DCGwWMxZr2/Z73b0g4BYd+2W8/MLlFJUlUxJ2/2W/XbDvbNTxr7jRz/6jF3b4v3IrGm4vLqmmBbgMjEQ9lFRuONiYzar6fd3+DCgNWy3t2JBL0DrCmsyMUQ8gbHfMV/MqUpD33X03Q6l9JQ/LiRGouXG5IzDjx5rDNpoifKoII6QqEAHCie1xc4aitKxvrkkjgMxJO7uHOfasmhWhGErC90YCeNAdhqdE6iMHweq+VJqvidbcMqJrDVW2zfiCEoWzVnco+YrJv4AOKd5cP+cxbzi8vIVTVVwslpRN+LMOli6XSEMIKUl0owSmKi1AlFXOTP0suExzlGUJZvdDh8CSUsrVNM0ZGWIwyALE6Un95e83ovFEkWm63pyjrTtDjVN2rQx+BDZty27/ZbFrJFmsTBSGM2u3QtDzxVTO2bGVSVjjMybmn27YxwHdBbLemMcw+Dlvho8Y/ScnJxyoR7Q9T390LNZr6mahocPH9I0MzbbTxjHUWIcRjbYKHnPx5AoSs18ueR0dcLzF19QziuauiLGQN/3dEPPaToT8Lw1xBS4vXmJyol61mBcTQyJvu0hBaLvUaWh3W9oZgtKrTGhY/vqY0xV0Q6ecfOKWTPn6voVY9hze/0K5QNqDDRNTTKK+ek9bk1FHMME2AZXKEIcxA4elUz3i4JEYhhHXAG7/XPqupYmIldSNDMBrpNo6hqrzxk72eBGBbNGIiJai/uya9uj27Esa6qqOTo5cn593S3KitFHhiDXMOvE9WiMNB/NZwu6rbQCGSMcqKrQKOcmV5A0t6Y0To1/FmcLstIT1+R1y+RX51BgLLasqXSDtg0+RmLq2LVrbu5e4n2Lc5ocHH4YSb7DGYGMzpuGwlUQLfNmhU+JrHY8fnKfsqwYg6HZGAIN88U9tLXEcaSvbvHNHVV5n6q5z2xmUGmgDyPd0NF1HYMf6PqO9XbDfCEsMJ21MJx8oq4KCmOJo5cNr9ZT9LgXETdl+l4GqeYYOxHWDVrcPkVRyOZmHI+8PGutMOCmhi8QcGmYeEIxSrGJswZbFvRTFEz4QR5Ti1sR5Lofg6zV+76X97+1nJ+fH3lDIYw4oxmcF75cSlSFw5UlzhUUBTx9+pRv/9K3qUrHze0VKY9onahrh/eWGC0pBTabNaerGWfn53T9ltvb22mqbzFGcf/igpglVrZbb6d7mCVFjVKRnCMxy9BHBsYOxWvBwE7OuMIlyjIyawyLhcFYcbaOyXB1dUMYpIjBaoUiYnSeXMqGjCaiCAl8Omy2pRCmLguaqkBZTdlAWUfaoaQpC3zoeXX5kn25I/lAv9+TfOTZ81fMZj039YbPPn3G6cmKexdnROD6es0XX77Elc1P6gT7Fz5CjFzf3h2HP/ngbEkJraf91wFtcFgXHN3jkwtnYpKlIOu6I8cySZRcKykosNYeP67KanK8R1IUJ0yM4ejeyVodnTsHMcZO7XHOKlKaoPpxYmjyOn4mAru47vXBCTY9/iOHc/qPfDa/duboRJ7WBEw/8zAmQ5vDW1Tib8joLAMpTKBhpVDKirsHMHpiSqrEoZBJnkwj67OY5WNEsKqKghynBlzg4vyUEDzaSFxKGgSFwWesIY0CnS/LUp6nyWF4FImL4hhFlfZgR9f1kESKOtybhDcI/dCRwsjTh/e5OFnw7NUdyijuna2mNbsiZsFZ5BjFVW5E3CdrYsjYQsPUzokY+6ekSkFKmRCFcZlTFNdflIFyzvE4AA9exCFrnbSMT8IOiGNfYPIS1TNGBmwkMMoI89ePhBgpnJvq4F9zqP5px0+F+DP5zUQEVXIyHqZLsuEyqCiV5BFISpq4IgbUDLRmzCXLe1+jS0varcfVhr/4l//H3NzuWTz8lP/kP/m/Hdt5YhR6d46ZcRiF4xMPdj4mlXHKQUbJ4BktCq1SiuwFLJrIpCBW5TEmaSKa4iwgU4e+78TupqCwlrPzMy4ePJg2r5Kj79t2yvRFQj9OWWVxFDWzhvPzWuJkMclNNyYsirvdlqvbW8iZWV1zce8eTx4+4ld/6Vd49513+MM//CM+ffY5yTh8ivz+H32MLpaE0NL3Hev2kuVsjnWa588/55NPP+JkdcbDt9/nP/3P/mMMnsJA3ZT8b/Z7MAU36y2np2csypJGwftPnrJwDhJEpXn24hJla0afYDcQwpq+H+n7kdvrW8q6oh1Gvv/DD/ny5TNMijy9f5+3Hj/m4cU3sVU9TbV6Pnn2gu9+9CmuKpgtVixOLljdXuMKzYuXX/DDH37Is2efk+LIfFbRNJbFIoHaobRcOIkRZQp8CJNy6iezlZOoQQ6EHFBa4nXL2YLZXOCvX36xxmXD58+fk+I19x+eM6skQqJN5mtfe4/SzQk+M6sabi6vOLt3Qtcndrs1rhz58vI5YbQ8fvBtooqcP3j8kzvN/gUOayxnp/d4DW9Ok0ggMaEQ/eRSnapEo9gbUwpT65JIQyEEMgeg3mv4s4hKMkEoikKAh85SlBXGWPk9E3NiuitNN7bXQs+P1Unm1znnN6NNCplCq6na+tj2leWG8BrEJ41bMfrJsSMVtMEnxn7ETlPpcWwxRtO2LZv1hm7osKVls18z9D1KGc7OTlFaHxe8GPATuLKY7OfSvJeIwWOURhuFH0eGMUwbLYmrvbp8JdXvUfLMi8WC+WLBsy++YDabi40bzfXlJZCo6wqjNA/v36ftetbrNVprVsulRK2co+u6yWmkJreVuHjadk9ZldzdXvHo3pL9LjKvDbstaL0kZ49PkaKs5efsZbKrVabb76jrhpwzXRexxoFVxzanqqqOEM7COYYxoFREGZmi9FHq7Xe7DXUhVdMpdvgY2a7vyElzeqo4WZ6w3myJ0U+OspGcwwTc63HulLYPFKVY/dMEHg8hvAZeq3x8f0oU7iu3w+Ti/n2Uinzx7BknJzNZENnDxE420lVVTW094jy1VoQgZw3GSOvZfrtj6FvGcWC73qCV5t69M/b9QDcIVNnHzK7dMviRuqzke5MIl0Zrgh+pyorZbDZdBzL7/ZauG2i7Fp1htVpSViXD6On7PeREYRQ5jPgJvGW0bI4KBXe3N4xDT1FUMuUfJQbpo7hnnbNkoCidRDSJxDTirOL9998l50xT1ez2W/btjqIo2G53PHr4iO1mLc+Nc7jGSVHCfk89a1ieLDBWEcOIKxxtG6ZWuS22KNjutsznMxbzGbvtHWHoyCpgjbjhfD/g+x06RlxRMCs1fbslpY6u37DZbAhj5LPJ5u+zx5WO1WJGaQyu1FgdKOua3e2XtErje4mrDkOPcwVVVdDMakxpCWFH1jXG1RgshXEsF41wc3KS1qm+Q9uCfopWE6GqZpSuIaTAvutwRcIW0j643Y4oLW6NcYp4Ha63YlcXZ5exllWzZAgj+3bL4AfATe+5EqsdY+uJvScXI3pWQNAYMs5prAJFICczLW4nAUopUAYf8v+PZexP35GVIluHLsoJKJLRJjKMLcNwjXMDxii0suRkCV7Rtt10XdRoFRm9QDsLWxBCTzMrOT09RWvD1W1PUZ3TDiV1c0ZVNaQUaeslfnGPVFW8uEskNAWBdifvOeMsTx6+xXy5lDWSM8znM0pbkZJn125JMROVbAitNaQ0st/vqapaIrhaYM85JarSHWvg581sgjb3xyhDSolhGCjLkrZtCSEIoB/ZPPUhEKZ65xjF4fBacJKNqtYGa5ju2XJN08aglSaESN8PjOOIc47VaiU8j1bi1pv1mqEYDhkfFosFY/R07chqdcYv/fIvojVc31zR91tSGqgbYV51/Y6+a9lt1pRlyelqznI5E/6SOWezWTOOHmcFVh1DwBkRw52dIhxJNu1RBZQSccxoLeuQiXUp6QKF1hFjAkUBRakpy8zgBzbrkegNRmnmVQ2xZzYrKEstbj40CRF/UE5+doYQFRoDWcQKY8FVBktJNT8DfU6Kkdo2DH1k2G/pNxsUGasdfeu5vX3Jct7RVCV3m1u+vHrBbL5ktxsYfCZn8xM9z/5FjpQS3eRYykkSJQfBRJpjD+uD1+7gw8BTaVnH5DyS1SHS9drRIwGoycQw/b6DKHRYYwq0l+knc/woZzXtUdLxPaInY4Rm2pOiSFHuRb0Pxx/grMMWIiLrgzsewSfIPT4f18GHx6SUMIoObWNHPhCvha4Dn/Pg3FcIG1JNrDKjLGj5WT7Iet9ZceyHEGRQGhNKZYy2R6i1mtxQpcn8xV/7BsQd2624zZcLKVlJgDOynzZakadIpqxfZIh3aBk8NBEe13bT61xVFd77yXE4YKcBtHEFm92euplxd3fHO48uqAvDr/2ZX2Lx8TNu17ecnZ5wXBfGSRuYBlnkzKOHj5nPPmHXtbKmto4heg7YmpyZRKk8NW+JWcRoSwwSRxMlTfZF1jjMtC8Rh5Y+JiWEW2rIMRJDQLtDdE5+jx+9DNmUmtxG8Zi6+NOOnxLxR458fDJA7OTCulCHWMh0ATeFIdpIGyPvvfNNVquHbNrI/Xd+A+9HPr98RjLw27/z+7T7Lf/g7/427bDHaoFWHt44KSdiSAxpomhPIo0xihjF22aNnqx/Enc5QCilTu7QCpYlzpGTqO9p2sw6N+Wgp+YTBevra25fXU1OwkRZ1TTNjGa5oqpLAU7HdNyo7LuW282lwKCspS4bnBbeSZFFBNI5kmPm7nbN9atLvvO7v0dVViyXS+an95jN7lE2Dd/45or5vKGsC+5ub/ns80/48otnwtuoS+bzGePY8+mPvgsqUzuLxnI+m/HWgyfcbLbouOPq1Wd8vm0xKfHd78KDew84v3efxWxGXRWYhNTnmRLXzJmvFjQzWWCOIfI7v/sd/ujDH/Lw8X3u3XuAPb3HXbR89uEPabuO+eqE5WpFMa84mdd0o6fzA3dffMg//P3P2G5fYsuEc4bVqZsu1gMhD2Ql7WyQCWkgq/zGpDbKya+E55SiJxHlCqvkovXekw+4vPkh6+2XfPC1DyjKEld8ndtrjzOOYdhAduw2I8b0bPeR/Trxza//Mg/vv8XY77l/7wFZfUpRDtxuLllvbnh189fwwfDo4Ts/yVPsn/uQhb49fnwgzeupec9aacEzE4BNAM2IfTQd4LGBnCXjepiMeD8cM8Ba2enGanDGUbgSNUXAJFctP19P0xlx5cmi4wB6Pj4+AYQdxaXjxU8pwugna2R8LRABfppUyrmqJxFYMrgxioVzt2tZLZYSRZr+rqJ0bNYbdvs99y8uCNFPTjLFbNYwTHlfY0R08t6LMj9F2pSGHKTBqqlqgg+TwBPpuk7sqyqDkTiTnezBOcv15uXLF+J6GGRx1ncDwQ9cnJ/T7Tturi+5d37Ghx99xOlq9WPQOmsNVVXRNDW7nbgq6rqibTveffsJH3/4PU6XJXd3N/jOsGwKnM04p1B6BkrRt1uCtaSyJIWRqqpRZSHW/alhSG5CA6UVrk+MQd4zyCSZSUCUNq5MMfE9jFIMQ0uOPX7oSUSUVbT7NTEkyicNhbPT5HiYFl/h+N7TSjGO4q7K8ubCWo0fw+tFzoFGyI85qL8yh3MSqbm7vaUsC6kznabq1hqcsxRFIRyeSqDPzsnG6gBzHYeBoW/pu52IniFMLU4jt+uespyxXCzox8D17Q1ZaUpXyHk3sTpkau2YNY04yGACVeoju2uuZfpZNzUxSGShKCu0BpPktdVaMfQ9/TiQ/DBxUTz73cCsqbHGYoppcY5GO0ciM5vPKEpLP7Qslg2FEyfTYj7DaM3deoMfexbLGZu7rWzWtnt22z3BJ05OVngtHKqze/eIJIZxoL/bU06tZvPZggTsuxZrC4YhYq1n7wecseQEXXdNTpowek5Pzthcd8SupzaQxh1N9YDnly/ZbC7RPhH6kaapqU+WlLbm7PyCNI7k6EnWkFxF1DW2ljjIaulQJHabHU2zkMHUMNLHDcpouq6lKFYU5Uxq02Oi6zuKYoYtHc5qur6TqbUy7PuR/W6DUZqyLsU5lDJ915GzoiprcSl2I2V1cDBMQxVk0TkMwzHaVVf19Dp0tEPH6Eds6aiaGfcfPCT5gM6J6DSEEacyRmdUjtMaWJHzAcauyVjQFpii+F+lQxkol+hBEbsNY9+S8o527JkvKrQpJxd7wXbdgkpcvrrik08KVH5KWWi0LRiHnkTGmsx8MePsZIlWBksNnLHdG1w5A1szRBlu+nKGUoZX24R2BhMz29uWy81IyDX9IM6Dp0/eoqpEyBy0DChmsxlKQ1WW3N7eHEWM+XzOer3BTRHai7MzfBgn2Kls0MZ+OMJPF4uFcBfHEWMMXdfRdT3GGDabDcvlUu5vWZh/5ALvYb/fklKkrIrJgRGJUYmgTZ7A9ZNj0TjKyjCbzWm7FoD5fI61hvfff4+T1YK7u1sAXFnQ9z2g2Oz23L94yLe+9XNoa7m6vMT7nmFoUcqz27Rs971EqoymqRvmszl1XVOWBcvlghgkkXB3d8f67o7VasXSWNq24/zkjC+/fI7CUriK3dCTdMIWwiMxWpNCIg6eHA0WhbMKo8FZhXUifvZDYL/vCQFizDSzGusizkYKl2lKy27r0bqS9dK0T0IrfPDs2p6mchJliwONLWmWBSFASJp+DJRFzXJ2wdXzG3Z37dQwlHn56pbdvsV7xTgElvMZi2VFUZeMYcQ6DTpLpfxX7chAPAgQWRhv2sgeM2RxecDrfz9F5A8jx4MALp+LxzWmoA5k7ZJi/rGfcYjZpwMX5w2XuvxT/n1M4l4OSco54hSmiikTyFMcfuSDr73P9374ET4Gif+5SKmg7btpvcMxGmbewC9odWAXTa1gHDSvw+OcYmeK4347TkwggUnHKeol56ZGESeY9Gu31GFOexDH5LGoycEphSkaUuTBveUUp5LrQl3VlOVUpjAZKQ6wZz2xf9KUEDq0BsIkDE+Cx+H1MVMq5wBGTimhrBUUg55SNhr6rmO333OymPP48SOu1x3j0LFaLSWip+xRZNHG4LsBax2PHz+mKAvSfgcckBJ2YlA6UsoMgz/G5CCJMwg4NL/FiYGap+dR5YyfWJYpS5xOaUHhGGOJ0XPAaBjDxNgUu9GhQU3+e3B7/enHT4f4o0Ari0Gm0OgsrT5WIJM5Tn+FUriioSlO+PzTz/jmz7/L2+9/k0dPP+D6bsf/57f/Nt/5zu/y/PmPGENPu2/Zd3upc82ZECOr1ZIHD+7z4Yc/FPVS8ToqZpgyj5MLKGVCzpNFTGJixlqxih/eTBqpdJtUq+ijuH9CxGIwSmGsYbWasV5vSOlgulNgNN3Y040Bs9lhrLyBrLNo7VguTjibLzlRAT1Rx/vdXqaGIaNVxirFvCqxtqA5OaWuCpIfiX5kO/Q8/+QjhuF71HXDbLmkrhvmyyXNfMbP/Mwv8D/4H/47nJ+f8fz5F/zWb/3vCGT6YWT0PdusMBjudp7lYsajx4/4pZ//Rb73gz/hv/M//Z9w++olz599zvc++iEfffEh+7bHKkNlSwpbUBaOorC4wlIUhsdPnvDkyVNW9x7ypE+8/40P6PqW3ahZ3rvH1957i7v9HS8vL/nwyw8JviPlRBsiISVsjhSFZrkoyOqQCJXnLGW5KGkjF0wmRpMxGj+5uozR06JyorabLM6gqeVn3lTUpWE5nzGGO3bdF5QsGAbFjz5+wW/+5m/yyWfXMFO8/LJlvc5sNy1fe+cb3Ly64mRxxv2Tx8RhzdOH98gpc7Z4yJcvf8Suu0bziEf3vg38lZ/QifYvdij9Wk2Xm5gWy+kBuDzFqJQWVTtMVHttHEpFmeYbJ/9fQ04iEoXDpGC6YEqzi9S6M00umH5fRskkWJvXDrz84zfS45EFSHd01kw3Y6OUCMAmH78mJKmQXi5WUveeRupyzrq/xiqD0Y6UNMY5yqYg7QbiJAZ3+4Fx8JyfndHUM1SCwQ8UriSESFnUxJwZfSRmEbfruhJng5ab6uZuy6xpIMPm7o7CGvw4EHxPnJ4f6yxhGEhTQ4kxmhhGjIazkzntbk/dNFxf3rFcrCit4uXdNdv1LY+evEXfdayWJ3z+/BlFUTD4EZXEil5MgMrNdkczb3CFZb1e881v/Aybu0vGwdMUhudfPMOaJ2iVIIujpnClODZyJHtPoS1Ga8apmdHYAqzcuMc4vU5JHdsYlbZoo9AkxrEnhkiOhhyCOBNyYLffEsYeYxVOZ7KPdD7x/NmnnN97QOEM2+3B8gs5JozSqKzww4gzBqsUEXUUJDJq4lK8tnOTQKWvlgKktabd7cRxWhQC2bXSimddgS0LbOkwzk42dUNSTCwCCH6kb8Xx44eBMDVslWVFWQoPKofEfnOHcSWPHz5gvd3hk3DoQogwQReXi6W4v4wsVA6uPoU0eMToUUA/RRCtMbjCohH+lkWx73aT486QtWYYPCElXFkzBEjacXb+AKcVvh/QOmONwg8ts6oClaeFpjyeFKEuC8Ywsuu3QODu7pbHj9/Gx8g4DixXS0xhIY409Qx0xoeRZDLNBGfv9xuKumK2WKCtZj965qvVFLPs6KJnUVdstiPdfsfTR08ozT0Ie7pdR71YYcsZm91eUoZR40Okns2p53MyhvPTC4bei8CrDTFrLOJsqJsZxOE4RLLO0fU9KUSqusQoR9e3WFsSYk+/H7C+oo4VdTMnZFkndG2P1g6yYrfbUTc1WSW6tuX67oa6qlktT0gp0e73NI2mrMTFV9hqmqwizDGjRMTNmb5rZXjiSlxZyoCqKCXmhCzMq8WCB0+e4oxid3eJSQabIkZFGXbFNMWKNTFrYjYkDKBxhT6yJb4qhzaOxenb+PEFej8S0x4/9tSzgtXZOWU1J4TM0I/0+5Fhv2FmCz7/7Dldu2OxmlFVNU3TYIBdu0GnM4ZqRlPNeLBckaPhpCiZrU5pg+VyuyUlg1IGqwu64LhtHSbV7MYFg0rcf/IYWBADjF1k0Thmc2nEE+OjiGxxWuuWdTlFO0RE3u/2wvnRhvnilP1+T9u2eB+IOfP6VqxYrU4IITAMA3pqrhyGAWssYfTSlFWKWHyAr8oGysi9OKdpIzjgrMNZh1b5WM5wYIqUVc18uZTrl1YUhaVpSnJaMpuVsqlSh9KEinq+lCh2TOw2G4ahYxharBHel9aa+XyOc5G72y23t2tAsd/v2KwryEnq5G9uuLx8BSmxWi7QCqrS8fjBg8ngrPjsxaeUZSCoPbaYWC0pkgbIfUQljS0s87qkrCTeut9PwnmXIFtCGCmdpigCTVMQx0xRaKzRmGxRWHQ200Ze7r3OSkJCVxZTO8zMEJ0n6pFsMn3nabcRowrUELH2DLRl3Q7c3F3x5eVL/OgBi1aWrh+YLRrQsN/fEUICPF23/td8Zv0rOPKU2NDTcNM4cb6g8dGTtJoapBOaKYKVM9Y6wiQ2pElYySmJC+0Q+wqQNGSm9urwegh5dLxMV7ZDm6LWhhAmeL6OhDBSlIUME1EY7fBxnFyxmdpmPnj7EWls+fjTT2Soh6Zymn2SZqqMwhbCJMpaWEY6TU4whEOjp+asHAMxS7QqBhl2amsxViDySilp2SRPQ980GR0mJLSSIa2xBjX9TWkSa+Re74g5HOHTWht0Smg8J41lt92xmDm+ePYZTTMjKU1KAaJEyGSQO7V8x0hMwjmUeJyR/Xp43dYhVfBuuoaA9+KYLcuS0Q9kBV3fUte1AN2d49X1jrJa0Q2Zq8trxt5zdnoheBidULwGq5fOEVKmqko++No7XF69nLjD7rVDNcsQKEUEeaHMa2dZhhSDCI5GBEcfBRDtRy9iTlZSEQ9Y516LV2hiCsc9T8qZGDNW6SmBIW23oIgx/DNPg58S8Ueagohq+hiMNcKjiBGrLahEMo4xwmbdsr3t+f73PuLF7f+Dy7sd3/3uH01uAo/RcoENUZgjApcV69zQj9zdbQBxW0nVL6BF5FFIqwiTRS7DMY52AKYeakcPyqI20ydSxtiMZHEhpgGNqLZfe+9tvvf9T3nvvUd873ufgNL0E2tjHAWaGJKf7NQDOSv2uxalLUH1KKVxpuT0ZMHTt5/iyhlx7Gk3d3T7ln27567t8H6g0LCYNZTNggcnJxikxaXtWl7tNrx49ZKQ4Xd//zvwHymKquDi/j0ub+8wEwPB6hIQqNe2G7jdbvnsixeyCEuJ/+P/4f/EfGaYz2r+/J/7c/zgk8/5R7/3RyQyuzBgkkf5hOuEUZRT4tmLlwx/9+/TzFegNB999jmusgzDyLvvPkGVHba29OOIUSNOBakSLxw6gYlinVP5EEE6tMOJKnrMqarX7XGJg/2RSXmXEzjmIBd2awleSO2rswV1nfGhIKQTbtvPub59xcn8A/6Nv/Bv8fnnnzNvzthu1/zqn/mLzBczSB2+bymLinm9gCTT1n3XU1VzKlfy/jtfpw8XhP6cQp/+6zmn/hUeh+lEmk6IQ3MTOZOnm5eycACpCy1OEeJkZywqEeXGkWHsCcETo9Qw1nXN7fUNOWfKssYY2agmXldKvq7GnB5Qzseb6T/e8AUcK2gPzg6twWlL5we00aQo0S/hDAhMue2s3EhiIvpIVQpDy+mCofesTlbi9rMQh0gIibGbnD3WyhOTM6UrKKua0Usj1RgTTVOTc5oEL0/WMI6Jvh+mBa1ic3vLYlZzd3tD226xSpGSMD6GNqGNJasDp0VeiL7vaPdbqqpkt77j2eef8ku/8Eu8XF9xdfWCTz79IavTE8iJ7XaNnW4gKcapNUJa1+wUv2rblsV8ziefPCM+useTRxcM40iIGU3i048/4Rtff4/CKGpniUOPMhqtCkLItGypZ3MKo+lGz9B3IhKVNcPQUbpqcjSOJGVwZSXXXxCnVN8KGDpGbq9uKUtNVTi2wx4/eMgjztWgwPctr15+OU07xVVljZ0qwrWMWibGA2oKYU/vXdShGFcdhYpj+usrdOSUMRqMdhht5dyxBXXTUFavHT9mcmqIadWgdSaGwNB3jONA9J4UA7OywjqHnxg3MQQ0Cqsz7X7DsNlweu8++35gs+9Q2lJXNSerE+HlaQ1JNnvDODIGL62QZNlg7Xcy+TYGWzoRN5OBKE6bcYz0fcfQS/xFG0XfBZpZicbgdMXV7ZZHDy7I2pNykFa4suTlq0tOT0+p64ayKnH1Aqvk/ZB1yXyxAhSPnzymqmbc3q5pO6l03rUdJ4uK3XZHSJHFYsbY9WRrKUpHPwx0w0DvA6Yomc/njHFDCJFmscApRRgH2m7k82fPefvJU2xZUC9XtMNIHzOFtlR1hTaGwkr7R4gRVRQs5gv8IEUNkDGm4uTsnBSZXlPNbtez3tzhTEEMUNcNxaKk73tGnyjKuTAEtaGuapRyJBxZiyDoQxLQettTNw2n9y7o+z1lUxNyotGKMIzsthvmiyUaTbtfS0zQVQzDINPpmCgLSz/s2e3uWDQLUgpop0RYHTVt18si1yhsUU68M8Pq7ASrE8Zkwn6NDh0mJ9I4Qf+VIiaFweKzIqapeAP9lat618Yxm1+QPPhhYLMZaYqGej5ndXKKLWYMrScMW7nGD56rvqUuFF3fsdjOqZuaqiwxKRHySEgQMJytEmpmWTUVZ8saW2bqpCmrJT964dkNCeMc2TiGbDCqIrkF2WV8F1jMZpyf3cNoTVXVaCODED8OhJCm2O2W2Ww23UNlA7bdbjHa4Cbn5t3NDTEnYXFpNTlShUdRTm1xOWfqumYYhil+UQvHE03O/hiJSFnWYiY5cg4wOf7jFHNwxgrUfGJWKWvwXgC47X5HXTXHDaorLKM3lJXcbxyIMK4dddWAkW3Pdrvh9vaGfmhls4787SnB6EeY4j9KabbbDdfXBWdnK8qqpO86xsHjnKOpy+keNMr1hsRiMefJ4yfoQvPp8w8ZciQzEFIijAE/ZOIoPB6F4QDSBYOxNUpVkxs64oya4ioS/aibOcUuM/hL4jTAUEqgr0WlWJ0VzJYFs0XJ8myGayxZK0KG65uW/bZntxnpdgmVO5zes1ycYbRjjIp9P9KPnpQiqExKDmun9VSWhuGx6yBB8P1P5gT7lzi0knVFH0Z8EBHEokghYbWiS3EqrRB2SjagpmQHiKhhEGHksLdMWZw6mSw8l8mFrKY0SU7xCD63RrHdbWWdagzDFHssCyewfRJWzxiHkXGMKITv0hQF1okZ8qSxfO2t+/zR7/8OpqhQKaJnC6L30mZrHSlIO1ieHmdRFNNQXNbsfmqqttZiyHLP1dKUmpDiE40MzdU0PFNaHCpJvV5vA6iDGoM0P6JkN2aNGCE0hzp4qSYvlaIwmYvzJdo41uuW3XrN6VtPyMqgp+FUVBrnxJEakwhIEq8SYSNMzp7XBn9FCH7igFWAoigUwzBODvxA2+5EVPYSV58vTvjy1TWn5w94cXnDD37wA87PT6mrGduduB21ltbBDBOiJTOfNXz72z/Phz/4Ptc3tyIMGoneyfOViFFicocWWp1lr68np04MibJwR1dYTBGO1yFpNZYhdpr4xxzxDId4nojgiOhvLTEd4rMHBeOffvx0iD/T40uTCyAkgWAJ2VxUs5RlWhZS5tXVFbZyvHz1kj/++Efc7lrJu04X8BQCWkFh1LHKzkwXct97LvtLqZEPslHI6QCmmvKASpGN1K8LdClOmW0Re5wWOKof5Q2Yc5aNIwFtIPqIVQLQ02RmM4ePLeiIcYnTsxpXVHz54poYPJaMzxljIceMU4c8nwcTMEricDF5Xr685PLyGldWGAV15ZitlpzX0nwWRk+/b4mjZ7vtuLldE0OPtQ5XVlRNhS1KvI8TYFeaHr589gVVUTJ0LVmJk8NoUCox+BFjpMJOAc6WoCzanmDKBf/g730ISXHaXLD3LbqEnD05DNTGUBnNcrFg8IkuZExVURQVrnD0vgOdqGaRpD0+7DFWTXZwiQzFIHX2cgHO5KliMZPEOT2pzDGLp/CgtB8tlQd+U55am8jHhUVIiawlw5lUYt+tGfxAWTTMY0Xtaip3ysc/+hPmixIfPQ8fPaVulrx89QlN3TMOa6rqfb54+QUfffxDXry44jd/49d4cfMZ77zzkP1ulAm52rHvP/zXf379Sx0isqWUyZNyD6+FFYldhWPLllyF09TMxzQpCAxtx9gPhChwR5nOTdXBRQVKUZTFxOmZzkUlNcOH3wOvOT6Hz71pn/3xGvrX/KGcMzFLvC9H+R7vR8rCst3sqcqC/eaWk9NTjMmMo9QlhyBwNW00RltyFtib1qPY2ac2IWsM2+2WZj5DG8N+vyPEhNKGZjZnHAdhJwSP1jIJ2O92xBg4Ozln6Da4QnF59QI/dMQwTFqFvJe1gRAHqQ01mrb1kx1fyQTLe+5urnh0/z5hHPn0409Yr9fMZjO+/PJLqkryzfNFw3bfURQl690ObQxtP6CQtgrvIylm7t874/ZuQ10VPHpwxqvLa959+pDkI23bYbSirmRxapMlGw3KMo4dxonrxFkNMeL9MDk7FSHIBNhqBylNbWnS6iN2Y3m9Rz+QydzdrVnOK5yxxBwZup7CNeSc6Ps9tZXHLHDPiDUFZI21mawkZtjUFYc2j0m2nBZA03snJ7QYf756h4JmNoMcMVZiioVzFIWb4l7FEZiqjEzmnDZkAt57Rh+IMaO0noS4RDf0hGmTZbVYzEOIMu23JXd3d9TzBaerExFolWK9viHHyG3w+LEnxkFEiRCk4phE9J7gR8ZBYiDOCSsmRuHRDIMMOOTa7XBFw2yxoJx5SieL4sV8Tk6Rfduhc8YoGHxgsTjj4uIxPiaa+XKKCmmUKchhBB1QKqD1yGJRsNkN1PMT3nnnXcpG4pnb3S1GgTKGyjbs+z1aG4YMQ4Dzi3NxjimpOI8pUJUFm7s7eu9pdzsKZ3jv7bcxtqCqF5xc6MmWHxnGLWzE9h0i+DGCkalu27ZkEpg0FUPA7e0dhROmEaNMautqzuhHlFV0Y0/WmqKqcFUljYwTYLis58Qsi9p915F1nupnM1Uzm4Qsz2zeUFY11lXCCtOBzXaLj5H5ck5Mge3uhqKsmS9WIlKMHbu2B5Xp+56cM81sQWNLXFljjMMG2O035BwoypH5bI61Mkyar84IGfY3mbgbicNA1uKkttrgtCVhMElaJg8x2q8aj0spzXx1D6sdKYyYAnIeqec1s/mCnArGHKf1Ws9+05LHntCIKNqPAVt0VIVl0dS4UvPly0teXt+ynK949+m7nH5jznJusNYTdy1n9Qn+fMmnL+4IKUl99ATdLoA6GaCdWG2Grt9zd2d4++1HWKOJ2pLzQNu2OOfwfhRHZozsdnuZPsd4BLqOEzpBos3i1pHYl7h6+76n7/spviUsr9lsTpwEprOzc4mpeeEBjSMoHRj7ATtVK/ddj7Oy+ZXa5nRIfIvbW0sVslbCL0lZM5s1GK0pi/Io9mtjKAqpd/d+ZEwD1zeXdF1HnppeS6eJUYafdd1I85wWqH3Okbv1HZdXr6ibktIVnN+7h38xTNxAiYT0fYt1ltJZ3n37CSjPZn/N7S4Qs5Km4DHTDx6TrbQIak3bdfTjSDNfsFyeUFYFPgzE6Kc1ayQlDaokqUg3jAwxYEqLcYbFsqZqLM1ccXJaMlsUNPMS64Tbstv3XF1tubnesd8MdPtA5eY4U9HUka5Lcs+oS2azhmpf0bY7YvJY69GmkOa2KBtWzbTJ/oq11wKyHtEy0Fo0IkxarTHKTtf1mpQT/TANC4kyfMtT1btWEqPObooSZlIWwUgpMEBJojSAFbh+TPE4YNpstqh+T+3mGCKlTSzKqbmaQkQOYIwRlQWV4JTGD3tCN1KsZjinmdeVxGjHAXJmt77D5CwJDBfJQbAjpEhWUdIvWR6HsgXeJ8ZBoqJ1VaL1IZ90cNSL8ykHfYyMifwlu6/DgP2APBGGkJXhmlFs9zvqsoZ0+GrZK+QMSStSHimdwTrD9dVUkLJYgjbkKKDjwz4uHYplUiLm1yybA9z58DWHyvRD2c9hL2itExMHRhqvQyAB1ijqukbrNZdXr6iqgtOzFU1TUpYFd+uEsdPzMTmf6rpmt5fr4WI249d//b/Gf/ZX/3OMtSQtSSKl9CSSTetMI8wmrRVB7IXS/qdgDGkqtJnA+TlTlgLMDz5OjOKpyXjau1RlRcziaBKWU8KHSIpeovcafArH1/KfdvxUiD/qsDmIgRI3nZwajMVM1mKtNIU1vHxxzWwxp3I1+8+/ZLtby8YMqWpneoIOFi0Nx42/7E0TWk22KxCreD5GOoUHcjBQhjgBng4QJelIThOAyegDjMrI4g0zZfnk5q8N5Bjousjl9S1KJ3b7Flc4Tk9PyTFQGkPQiuttz2a3J4bIonacLZfc3d1xcn7G5y8uGX0AfbAXgu87hhgZe8Pt5Q2usDhXUFYVaEt2GutKGjvHannjBh/Yblv6zR05KYqyxE4tSmXhmDU1+mQFWdPu9/ihlUaRECBlAXsaQ1nULBZnvPP+N/hz/82/wNtP3uZktaDtBz75/FN+77v/iO9+9/cE1KkF6JjQ+Cybw7KsaJqK1WrBZy8+4+HTM7LZg+qxiFVcbuRSo+e0JacpqjWBx1ByIqtJgU4TNOsAVTtGcrNwTg6ke63V1LgwOVaUOpLVq3rGzWbLfnPHu0/f5fLVZzz/4hUPLs4ZhsCXrz7DVQP37+8YQkEMa9p9QmXNfjfQzOe8/e67LBaPMG5FYyy3N54UPE3pqFaaqvpqbTOlDlpsnkyxmMP5dGQ/TNKrVnJBk0WZnhZ2I96PBO+JwU85+imaYuUibYswAQntMbNu1GHqdgxcHwWeN0WfgzvoUC0vr2c45o8PCjpKphZWG4YhMPqeofeEMJALLfZl5adpaMF2u6EqHSlFmkLOk5hlwSy8n4IwDlR1jY+emIPYXpVMvrW1VGVJigFrBFanjcOPA/t2ix8GyqJgs74mxsBut4aUiGGEHKfnThhFbdvhCoctCiBRVQXRB6nbHoO0CmiNMoab6yu+fP58yg1DWUqsyxioqoIxRNbX15SVLDb6bsBoy2zWEIaBMHrW+z2r1YIXL17SVJbVrObLFy9558l9UgLvA33bilNBKbENI9Bm7wdCCpjJ0WStJUSPcwWH2lCBH8qEFaVxhZPYQMoCflbS6qi1YRw9hZGmsKEf2G42LJZnjKEn+hIz2Xul3lTcB0pLC8wYBhZ2Pt1P1PS7D+8lgWLmw3VCybTqq3QoxOWWsyzAnLUTL0LcrhKniFhbUjc1zhpyCgQfpO0uS4wy5YTKct9zzlEYgTf7cWAYhP8ynzckDGNSEk+sGhbLJVVZ0rVwe3MFKTEOLSkN4tiwir6XBU7wInxkZWj7ke52PTWnSPRaK0Vdz4VTVJYkNPs+4YyjGwLOKsahx2gYhw5rMrO6pK4qtJWY2Hw2xxQ1YNjve7phoChKQrYY12DLiLaJWpU0zRxbGPZ9zzgMVIW4LPb7nu//4DMeP3nCzfWO+bLG6IJ2t8c5i8qWsQvELtCbRKksN+trrq9e8tbTt7DLE2zhUFVBNJnV2Tk5BXzfyn3YGkLn6UNi2ZzgfcDHgeWqYb/fUlczrC0lRqohvsGlK4s5kT3WWbpupBtGtCsl7uUjypYkCoxrKF1N1weKai4V8xliDCgLs8VcGoR8RllNUc64/9Cxvr2e2gjletQ0S1KM3N5es9necnH/HotlyTjI9DYnhfce70f22y3GFpS1Y3GyxNUF69trUggM3R7bgLElSRuq+QqVBtrY4/2IdqARJ64CjmBcxBGupnvJV+nIWWHdnNlKGDXVrGbf3SAwJhE9D4y3/WZL9COF0uSY8EPEx45mboljIvmEtglXWfZdy0te8ezjT2lMYNUYqsUJp4Vm012x0AVnM8ur3UDXt2jt0FWJc3OauSNnhw8JWxY8ffRQYkR+JI4CHx57zzh6IGHM69Yjmf4LWNZ7ac+az2YAKK1Zb9Zst1vGUVr3RJCf4PpJUZVuYuhFTk5OaNuWk1OJjfnop8GPDOSKuVynRi9RF+eEZTaOIzGMxCANO8YYspG1ftft5R4z5ineL4K+cQ6ttCQLMvgQ2Oy2rNdrUgpstzcojcSfk/CsZrMZZT1jHCOnY8L7KzabHfPZCqVgv9/RZjW1kDoRfKxEM7q+Q4/y80rnuHd6Rj+8RX1b8Omzjyn0nCHs0XqCAuuEjyMZR+lKFssTiqLGOgHsd31HSiNNWTBr5igzA90xOznh8TuH/YRFm4wrFXVjqKoCayw5JHbbllcv7+hajx81fQs5GYxypDEwmyUprlGRwfd0nby2hbMMVos4rxIxB/ph5OZmTVkYqqKk27XUpftJnWL/wkdWkJzB6RJjNDZZqqoRXEHI2HIqv9ispcggZbR1HGLiSksjk/cDZVlPvJt43FeURnPWOOa1I0Vpdj3Azg97kdXJiouLC1JOXF/fYLWlqSopp1ARHyQGFCc3WEqJHD2GyPnJnNVqiU5y/ltbEbLC2ozOmVwoskqkMEKM0vKZE2YM0manDH7sIGRclnt+mUcWlcSgoh8nWLOcf7PFXK5Vw8AY/HFIc1yPGz0BqtXk6DOgwaUehimOlcWUYd3UcjcMYD0njcHpzHa3wzhHM59NpAdDjmkqYprW+hPQJgMhhyNn6HU64PVA+OD+PxwKiSmHEESg0lI3P3hPLhQnpys2mzvOzpc8eHgma/ecjkNCNWEkQBz5ZVlMAGnD228/5f69e1zerqc3VxKswMTwkejYa+4SikkoTNSVRa61ryvhc0jkKM23yUshjNYWgyamEWU00Q+yV0pRINohUk4MSKHkZTGN/DOWtD8V4g8TSOnwxJBkci/CjWYYR4pSnvjN3ZrPP/+CqpoxRo+1MMbpDclkkdR6EgqMTDdTFraE0aJ0yq8QVTcJ1dwoiFnAz0q9AanKwufJUUCz1gos8ehWimniSICcpFK9prUhRalhtcbw6uWalDKf7F+RUuL2Zs/JoiamgcX5Kbau2U9MgG9+7SkqeHx/x8987Qn7/Yb5fMa+63lx1xEx6JywxiDN0JocImNsaduWZIQbkHOUzWxRsVwsiTFyeu+M2WxGUTjWt2s2mw3eB1m8TRsGax11XTObl1gDRiuCl4nQMIjroe1aPv/8c/76X//r9OPIxcMHPH3rKb/8i7/E//p/9e+hlOaL51/yu7/3HT79/Ef86NMfke+uGccerRQP7t0nq8TJ6Qnn92t2++c4B+MYpkykpnCVbIJDxhkzgXoB9Rq8diC8MwkFr1ubpvfV5BISAYDJUfX6jBhHP30/5Kz5wz/4Ae+8/RCU4uLkbe6tKrQ55cXVNdvuhtm8AN2S2BPChov77zOr77Pb94xtx73Tezw6n7PZdGy2HXVVc3vzEj9PbNZ7Tk/n/3rOqX+Fh5gmflyA0dP47XjxRRghIu7IJKBtJ2jx9FNSlhvBYfIvNPswNRTZI9Tzxy/kHAW+YzvY9O/+aZ8TAFzCGLnYhhCme3aeQKeaonBst4EwdsTk2Wx7lI6s15fEGFkul1M1rKUuZZGbEaK+UtIEpycOkbWW9XpP08jXjF6s4NYVkxYhj837QEqKYejwQ0fftQyd1H2GcWT0A6vVgpRGUpKK+ZwzwXuKsgQlLg3nCvywZ+hHrNI4pejHgbHrKMuKl18+58vnz1iuTqnqaoIpw9Mnj7m6uePlyxdEFLPFir4fccZhtKJr95wsJbb44OEDum7H2ekJl69ewumCHHrCg3Pk9q4Y+gFrBKxrjAFj8IM8ZmWEkWRdydB3zJcnDOOAdSJehTAymy1AK2IK9H3EulKqpAfPYlmgUma/XRN9xNSF/K3WEVOi6/bYooLsiVFED21KQCa3klX3KCUfH6e/SpPeYFJozSQGybTrq7bBZOIHZPKxetZYgzZarNzWUJQl9ayeKksDMYgr58DXAANKzmGjMlbLMCQn8EQKJxXt0Q+sdx27PlA3SwyJzd0d25SYL2a8+/ZbXF2+om3XU1FDYtf2xEngG4PCqpIQA7YoaeyMwY/HFsYcMz4ZmnKBLRwGsZLH6Ck05OAZUo9Okaap8WGg63pWDy7QWmMLAZu2Y6AsZzSLhUznnKZsatbrHtcsWd/dUM/mWFfQtlt2U+PHbrdlGCJDgCE6ulGj1IwcNaOXZphx7Bj6gapaEntPNZ/TtXuS95yfrNDK0NQzFsslISciibKs6PdbRleQQ89+P6CtYTZf0PejgJxXK4axnV5DfbSYG6MlCm4MhWtwZcXpfE43dNxbnFNVM9puJPiELRXz5QnGFihjmS2WFEHgmH4n08OyqiX+rBWzesUwePo+0KYBTaSezUjR432LIuNHT1XNsDrQ7te8etVzcnpOXS2oigpnajbbO4a+RyvHVq/JaJSx1M0cpQz73S0C+x9lQeoMRV1TqHuY6IkxE/s9OfZARE8LY620CBfaTsHQr1buS9ovoSwaihODNmDagn27Ed6UD/gUJUqsE0YnXM6okPF4stekLA4DaxRNWVCUFUVd02733N3d8dFHP+Ab775NZSzZawos4/6W1CVSq1BB41VN1AVFZSmKmrEIzFcz7t+/wJUORSTEzNDJe1MpRVmV+DBMkQfZCAtvgiNg9f6D+9LO2PUMY0/XteScefjwISkJm67v+6lN0k7RjddQ1NlsjnMFw3CDH8UNMPpAWVbEMKILGQxpSThMDnwBwGtj8RMyQWdxFmvjju6DrmsBNVVoC9/t0M45ek/X7mnbLePYU5ZOHMI5TO83LdfGoaftxmMjJmTu7m6ZzyvquqJ05bH4oW1buq6VCJ0CazXkiFWOD959j9PTEz59tiD6xOfPv8DqiCkzSkWMURTWAVLTbWxBWdaMIbDd9tzcbkhxJCxm1FWDXhUsVhVRaaLK6FJivAKNDagE7S7Q7z0hjHRDSzcEYtBYVZNzgdWGoDyREaU9IXRYI68RZGIYUEbhSkscxTXis0dhabuO4A25chJP+unYQf5zHSlnohbXdAyemBPrdkcm46yj61q6doc1Gh8CcUJFkMTVYbQ4vkP0MImAYlAX8bL1I8m33NwJaypFuYIpUxBywtRzsoLrbSumAl2jUfRjoB9H2c+Jf0Tc0NoKa1ErCgM+KX7/u3/M/bMF733tPV6+uuIXv/ULDCHxj37vDzg5WR0FFKlJtxgFRkkSJaXMEKI4c7VEhVROyLZRUzQrwRFoTVEYTk6WPHnyFj/8+CPW6/WxiUvrA4sti4lAK4H2M7l9kxQqGa2PRS8JSdPURlGonvPTFSkLc/L07JxmNiOmhDNGIs/69QD3kAqQPYE67gFijJNz5jWa5fXXMzXb9qQETd0QYhSWbCd18SkmZrOGrt3inCElz2p1wejH48/VRqOjpAGcs+gY2YdAWRXkdeIXf+Hn+Vt/62+RGUlZ9glFVQAa4+wb7p3XzWmzpgLlj5HOwjrKqpGW8HYA4HZsp+idovcDdalROmGdxhhF40oR63OiLGSQyiHhsnDs767+1PPgp+LUVVrhiuKAZRAmgHakSW0TZ5AILBcX9/m97/6Aq7sdxhWUdY32UvGbMhRWiyXcmAn4WDH6wDDxAaq5kPGHUSj1ZemIKQpsNMsUkilDKJygQ4wEckwEnyhLdbSXGWPkhsQBfjVl97LkKTNQNTMgUFclu31LjAkfE1c3LSGMxFcbnj59zMyUVMuekyaz70fqpeaHz35AWSUenGeqouT6d/eSXS4LuqETK5iFwhVyAgfP4CMqJ8qJLdL6/dS0oLm6viKnjHOG09MzTk9XGGOxVqqfu76Tet/YsetGcXTkTFOVNNWck4Uoqu0wsN285O72S6JR/PDl96j+qOT/+Vf/Yy6W9zg7e8DXvvGz/Oyf+TV+/d/8S6xOl6g48B/873+Lv/s3/wbtbkY5q+i6nl2XUE4m8dYUoBQhG8aYp9hCnlpoDAd98MdOfiLoKXHE67iXAEDz6+/JciGxegJ4K3Eh5ZQJRJ4+ecpf+rf+bXb7S7bbDYtVjaYhBMvXP3jKoydnjL7nxauP+eLmc6rC8tFHz7m5/JCYBn7xF36O0Hbs2jVVseQbb31AioqZLcl6zWJ5gjHVv6az6l/NkScQnlxYX7un5IIcZZp8yOanODk6osQ+pnPsEAeTMJdM7cjyz3EIuModLZ3iYtBvCD6vhaaD0HMU/I6P8U3+z+vmgYMd1FhxFWkDfddSFCVKK6luHjqGbofKSRwjyfPqxTOsLdnvA/PmFK1gDFMGHoltaes4m895dfmC0/N7xJjpOnEaFIU4LTKwXq8xWpo8tnc3hDAw9nuYnrvR9+gMs8rSbtdonRl6gTsrMmXpxL0xNQzut3eoJLnjkKB0JZvrK4xxrPctf/yHf8huu+Xs/B5GaV6+fMF8NuPVq1eyMdOGe6dncq2NicI5VE7MigUnqwU5Rk5XM8qLFct5Qw4jpQOnE8H35BhI0aCSIfkgwvcksCkFMYxYJQ4JcqSuSvw4iNV29GSTSDGzi2uqukYXcr4750BZicfExOnpBTpnrr/8gt2mJVWFROfI9P2eQmXGECjqBU09JyQFWcSd+axhv7s7Nl/Je2ZKSb+xcJgMZT/mJPsqHUopcaMoS1nINdwVBdpabFHQNM3RFj0OAzlFcf6EKa6sFNoaCj1VbOcEUcDP0XtyEPikHz0JAYwuZzXGWXKM0mqSE5u7G65efsHqZMmDh4/5/IsX3K5bTFHiU8QWDudKyOCQSIUfE3baJHabPdbJkvFuvWc2K1nOa1ROzOuSk3nFzasXtNs7Cq2ITlMUJaerFYWrKJxmt2tZb7c0zYKqmWMKA11mDD2uNpRpgTGWMUZuri7RKD7/8ENeXl4xX5xw/94JxpU0y3PK1TlfvLrm/HTG5tWWk9N6aujLzOdLvA8MfuD27or9fkvOmflsgbIWVxSAo64KlLIoLbEY5gvWt7fcmznu1ltCyJRlRqG5u1vjCuFo2ckdsd2JDV5bTVPP8L4jZgM+Ml+e4myBUg5XOEIcaRYziY4bg0+R569eMl8uMdoxmy1Yb27pN2uMnWIsGJqZ/C3XV1d0uztyHiiMAKBzyDKVdIrCFtjFiu3ujsvhFScnillzQlmWnK3Oubu7xZAZ2x1bsjCEZiu0K6maU/Z7uWY1pSFnTwwKawqak4coU7C5fkFo1yi8QC6nSmNtrIg/yry+p39FDnHJ6GkTZUmcg5VIW9ftyWov0/HCsjybo3uN7jp0TmSrMWXFfhgBRVHWaGuEVaMVRT0XAd4HfvT5FxR2hu8DYRIi2k1PHGqsKoldiTcOZxUqS8wjVYn1eo2zUM8rjJEGv6qUFfjl9RW9F4eZm9y5ZVkeGz2F5wObzVrA4XWNc+Jm8pNroO+HyQk08vTJ27St3HebpqGq6inCdQDIZrbbLWVZUNcVKRWMvqeqhLunyLTtfhrcFEiRB8QUSBNbJaPYtyNlUcr0PMsaI09O/BgDfS/3qb6T+68miyNXCUh1HAf2+x1FUXByfsbJyYoUFC9e/JBxHCDBZnPH/fvnJCPnqZsa0oahFyd0lmFWjkE2ZNYwK2se3XvMzfWam5sds/lKRAQXqSqHQk98L4nC2sIRp+3/MI7E4FkuFMY5iQQZi3YWVwpgPaZIu9/T7ffk6HHaMJ/NUAq6AULQ0kKoACKJKBtUnRnHjcRFbYGzBUVRAgmMNDASMiGN5KgxuiCZQlyEWdzPWn31hplGa2pXYsuaEOIEftaoFCjQVMYyn82429wykkjaMsY8JTyEAUWGrErJiEysFqUmB4xSqOn+KFxJWa+GGJhNQ8L9rkUZaY+2TAPOJFOXrEXsVFqGlZKEUPLvciIoxXe//yNevPycxWJBouBvf+d7KG3JsxO8k7Ysay0pZcapaUtYiAICp1CoWoSaMYt7RJHBNvisyFG+1rc9P3jxGcXHLyiKiqJaMEyxX5hadgFFeJ22UVr2bDlCNhTGiMuYjOholjEG7i3muNkJISv2fc+DBw+ZzeaIu2ZqDlNqasjSaGVRKhM5FJ+Yozv+uKY5OP1h4jGJQGuNhZwZxh6tlawZg3A3y1IcNsv5gqIwPH36lNVqJegGYyS+NYlX2gjkG8RJPwye5bzhg/ffoVCDlGNoAVOjRDxEMcGn83Fvst/vGfuR3c5TYCFFHLBwcH9xilKKtt1zsRCN4Zvf+haffPwJ5/fP+eSzT3n3vffo2par6yt5/MEL02gSwBSJuqp5/sUXf+p58FMh/pAF3CSVcUZylUnAVMpaYsrkmNDOcXJ2ypO3nvLpZ88ZwnShnSbkVgMpUVYVxlhShEePn3B2ccHpw4fcf/CQBw/v8wd/8F02my1aa/7gO3/A3WZN2RS0bX+09ZESKpnJ0eCPG2BUOgpH4hqSDKU7TJgRyrrRCu9HyPr/S92fxVq65ud92O+dvmlNe6j5zKcHNpstkiIVOZItxYKHOIrg2EkAxzdBBsRJAMO5MJDAvkpiJEFsJ7kJEMABDMWGg9wEBmLFMiMqomSSomSF89Ts6Zw+U52q2tMavumdcvF/19rVNCnJUpNgf92n+9TeVbvWXvsb3vf5P8/v4er6DusU0xRwlaNrauZppq1bxrFnioEXNzcEP7HqDLt+y/XVNW23RNcdj887HFvOVo6zVcXtIXG+btlQ8enzG+ra8PTRilXXcHt34NWtqP0pZ1AJo63cnIp7Rpcp8NX1S16+egFFdHHO4ZoaV1WS0xd/HdFHwjwzDJ5hmPB+wlaidrtKNhBBycTAZM2LFx/z6tVLfvubX+cv/fR/Qr1Y8vjJQ374y+/zG7/xSxyGG66uFftPD0wqsnlygVYJk4007pQJfUagWTqXOlBFUU6P7p6SB833bq3jcRQcUi5TfdT3fE4hEcCUEmSxr3f1gnlIzAPcbQd87DF6oK0hDIq5n/Bz5Hx5zhvPzkkpClA1O3yIjGPPPBy4u76jfbRkf3dH162Yp5nVucQRFNUf0kX1/Tlej1rJDT8X91RCaxFuj+0bWimJU01DmdCVxa/RJ6ZDTpT8bZaa4CLiqFKTmdP9ZlyfnEDHV3PMIt9v1H/3pv2Y8X39ASDikcL7EnVBsVisCOOBRdeR/CDsE8AZRVDQH3aMU2K5aMk5Fpi82DKdq8hGxJ716kwAkbNnsViKsKQ0KUE/9BwjrfM0MA4DSsmDNnpP9BPWCAsh50iOgdkLJFcXG633k2zg/YyfZkIMwsWIM7Wt2W9v0SSuX71AKcvu9prz9ZKnjx7y9W9+k2dPn/DZZy9ZtC0+RN584zE5K0JIrJpGplvziMmZSifeePaUxbJhuWhxVpPDjNVJYJilcSIFj27q0oJRXHUp4ZwlKy2I9RRJUeETNN2xMUha3ZSSiVEMgRAzpqpl8esMXbei3+3xMbHo1oyLHbu7K4IX3pJzjpwg+AntFK7wbXzvyyI/UlcV19N4guXlcg7dnym/d/TyB26DqVSJ10kjxFHoMkUsFRjrXDZC0g5JjqeqVK1BFcdTjvKepHwUeDXWGUxSmGRw2kmcQlmUqUAZQopoA/044ueRb3/rOft+5PzBY9588ymHKTCHTFaGOUSGoSfFyGHcSYNdSgLZrBoqIwu7xaImpYmsNF3TMo07vvWtj9l0DavFgtZZtLWsV2c0VUNbC0y9soaHD5ZUdUNddfg5sFyumMaReQ407VKmrCnzwYcfQUi8/PQlTbvi5qbns08/o1uv8eojFqszHl2csd+9pGsqdvs7XlSOpnF0bcOjx49QOrE9bKVpaNkiTYU12AplHMZUrFYySTfKiv2bhjjPuMFjbChME4919hQNaMcZWzkqV4HSrFZnWFtjq1qGUyjGcSbV0qDZLZcoO8k1VjYN3aKjXYurmQzGSMx8GIwwhPTRAh/puiVcZLYadruXhOBpXMdu2BPsjJ97mramalaQoT8ImNNZi8qRrutYLTYcDnuUBeM08yDT7rpd0i0WZJ2Zhi2HoaetFzK9nmZImWa5EefhXYXvt4SxL5vxjFG6iMr3HIoflEOpjLNJIhfK0LZrlLFkDJlr5jli3UB3tkCZB+TDljxUzH0vPAijITjcYkGzOqNd1NjOSmNOVOxuruij4te+8QH7SfPw4pLJ99xsr3l1dwBzQYwasma2hrYRcHjuyQoWAAEAAElEQVTbVIRpEiamsxLLnjPOVjRNx3a3o6or5tDT1BW77UFa/LTmMI4ceX37/cAwHEgpMBZG2GLRQs4M/YHgI1YblKvo+55xnHjrrbdP7tz9fo/3XsSqvme/37NePyuVzeCyY/KzPM/L0EVphcoywFBKEWIuPD1NmEc0Un0MFHaPke9/nskk+v5AXTtCmARnEH1pF7TMc6DrlicnszyzJ2IKdF0HOeJc4sGDB4XHEdjutqxWSypn0Lom58RysWDo91TO8vjRI4mlGsvhMLHuNrz79vscph5dKRariqqpcMZSuwZj3Clmv9tv6aeWunmGNZqmdqw2LbbKJCSWN40zd9cHrq9vGA4Hgdd2NQ+eXLJZLZjnkZAV89yjlJH1dAwoldFaolyubjDaynArK8Z5Bp1QJqNtluYqpZjDTE4GlTTVoiMnhXMGpf9obCH/ixxWKzZOsWwapnGQe4wRkcES0WHi2XrN0/Uln1+9YlSKSVUF4JsKSBdQuji7VRlcik1d5YxTtXCRskS9Vus1290eVYYfbWlZFeeffA24b8kSjotM1FJhmW6WS+b+UJrCImfnG8YwowvjLojdB7SWAgzrTmsBaw1aW6bSqktK0kStQImzQV6/1kQljawpK6wuMSYo0aWMPj+KMwViBKffo1Hy9VRpGUPiW0eEQ1bC/6pJrFfCcZ28x8+RBxcXNE0n6/58TBTc17RL2VIuw0LLsQiGMpA+rt9iDIX3o077CGsVwUdAYnAxeNbrFbe3iXn2qJyonKZtWpyrePTosQxfCn7keGhdBB047TGWyyU5Z9754tf49LPnNE1batolVTQXVplSuvx4dKmg1wz9dGosS2V4DrK/2pSyCWcMc1Vz/taXcG3Ne8sHkDO12/CguSBnEfoW3UL2PlEGy845lPnV3/86+Ie/lL4/Ry5k7JjkwS+bc6ibhuADuhFnUN3UfPVrX+PF9Y7rmzumaS4TfnHnKKtPPJFA4h//x/8c/61/4V/g8o23OLu4QGvNp59+ytAPDOPEL/3SL/Erv/qr/NRP/X/40R/7k3zw3Q949eIlxsgGZp4mbF1O4CSbR2EARSYv0wClJfJiS3TNtJo5iO2tbdtSjanopxk1B3LqMUYeoE1tmbPU86EV0Vbc7AaUdnTNgu1+JI6J5HecbZ6ilUEzURl5b6604cG6g2mgWjY8fHDOYfQo4xiHscCSc1GOi2sjpRKfUhyxXTEH/OjJU09WUG8rKluhs/A2nHY0XV0YIomUPOM8ME490ziRccJpKVEXMeglwjjhpy3D3XM++uavMAxbjE7s+luGaUTVlhQEXJeCiDL6WO0hw3xpcchRboIc4dzHmE9CHdvWuN/8C6CM+5uIOk6DSlTJHC2E6eQoefDwAVopzlaXVHXF1d1HtC1sd9dMQ8aahhg9d/0VdbeRyuPQE2bPonkkC6gzjdMdb7/xLs8/f8Xt7orHTx/w0Sff4vGTjuub39+G90f5OL6HKclNPEaJU8YQTqC7eZ6Z554QZ5yrCijxyFkK4vzIoKb5BKJt25Yj7OH4KHndsimCi38tbqZFHM6viVLlON6Mj/9/dH6IeCyboGwEBF27imm/wxlL03bs7m6pa6lq7A97sX6uV1gngpacJ3JCqlxESS0tXzFGVqszco6Mo7h/xkOPtCfAPI7E4KV2Ps34aSTMM9aUBy+JoZ+Ypwlt1ak9MIQoAkwMTJNAw41WjMOeytZM/YGp7xkPI03leP75S5Ztw+Wjx+zurlkvO4zKOK24eHhJTPDdjz+hWy6Y5pkHl5fcXl3xcHNOmEYWi4aLsxZN5K0nF4zDAWdqjJKpUM5B+BAxFsFP6nmV0VikJdE4hULOC6cNysjHrbt37aUYmcoEGavI4fiwFjBfXXdsb25orGK1OcPPI2keRXQMYn/WRsvkzGiJiRQWWsoJpTktoowpTWyl9e9kCtRHN9D9hOkH0/2jT9PFUGCcOcu1OAxaInHHa0chYMtiM4aEKg0mRuuyaJNWGBDRUnhQDUpbUjIo7UiYAi6dZTCSI4qE1YZl17DbXvPy6iWr80ecnT9Cu5a2W9F1LXXlGCbZOM5+Zhwmwpg47HsRQ3wgRSkr+PhwS20yi9oQojTC1ZW0mlXGsr/bYctiull2VG3HMHokmWKwpmJWEe9n+mEPKnNzc8eLl9fcvtxiouIwTHSrNcYm7nYj0QSev7rlkw8Nb1x23F7fUtWazdmGtq159uwZOddYp1mvL9Em8/jJY7aHHaBRthJB0wcqVVE3NVXVMc0z59WKeTigtGJ3d8X19RalLXXdkrJC1x0pCyelXbRoXTH7xOw9FRLhU0aRteIwDswhU8UsTqoYqVxNyJlhHCUuYAw6a4bDHdZIdKrvB7JWLFc1TVUxTTMpZXzwzHNg2O1YtiucbZmngZB6MmtS6tgsz9HZcHXzUlpnVmcEJ3ERV9eM04HhsCvxNcO4C8QwF4isbEZnP6OTiDqDH/HjQOsMy7NLYlWzv70m+h5SIOeIKgv7HzTxJ6eAn/cYZbC2xVlp0tNaIsNGGZzTVIPCVplYG4YbaCpHiPJseXS5xpoKU7fUyyWmkcbHafQEU/PBZ5+zWc5cHTxnmzU5TewOt8JJrHqaLlAHT1aJtnOQHZU1XJydsyxlCz6F8pwyvHz1khAi/XiQuJm1dN2SGEWkiSFwcXFe6tvF6RJjpKoqSpEQw9BL7DuJQDPPM9P1NU+fPpMBQFXhSzS673tSymy3W/qhZ7vb8vDyogxsGqKfGYaZeZ7KxxQpBjKFOaJFZDvWwhsjza3eB3QRO7TWpJxK7XHmcNhhrILpuOGVjVPTNIzjRNu2KKXxPtC2DdM4kmKg7RoeXK4xVjMMPcFH/Dzx8sVBBjpa0XYdMVY4V3N9/Qqt4J133qZxjnffepOqqvnV3/4tQoxcPLigPetYLhasugXr1QpjNMM0cHX7EldnqjaX+HfEao2zCfLM2Pe8enXNdndA6ch63bJoLZrMw8sL3nz2iLa2HA579vMB42SoZrQ4oJ2zLJYdFxcbtNYM08jt7ZZhmKSSOydUUkQvPCBdQLVGS/xEa42pLBlP/AG7LgFUTli/ZzzcoKIwl/pZnj9WZ15+8im//LM71qsFZxcXVOePOX/jfbIq0GB9FH0AVHEqnr667DlO962qiDiJ84VDKYMxUBtbBAHhtIScy7P8e9/Pk8soJzqTsU7RWMdyuWCYZw7jIPGuItykrEBDysKg0iCGBqVQJhfuX8JRCjnGgcNW+JZn52f4nJlCJhkl4H2lCltVndbn6rWFlM7fO0hT6Vi9FEkqobHorEq1uSJLuzwViQfnFV2luTocmEPAVbUgDijM3/IXquOv5S/gyO89iiSvl8IIcN5irQDoj/cNayxag8UwDCMxROrOsV6vubm5wRjLNI+0oeawH3jw4JHA7Y3lNe3nlDyo61rEFaWZZ0/TLbgeDVf+Dt8HEVuVlOWgS0NtEM6wsRpjmsJFa4tDK5yicZT9q8mKnCxEyBNotUbvMylKG1pOCdRCTBE+st8e74sSec0z+Pj7x6X/yIg/koOjMHdkNptypqprfIEzH4FJ2jq0lbhWVdUiFmWDJhNiZD+M+N1AXVWYynEYel5+/beISnF5ccmDBw94cn5Gypknbzzlv/rn/xn+5//a/4JhmPi3/u1/i7Ef+Nt/8+c51lSOZeIhuSJJLno/C4nfFNeC0ng/k1NmfziUSumMD5G6KkwTI5lKscYZgp/ZjRNJabJxEC3PX05cxci6MzQrWF+eM/YTi+4Rt1sRKXyIfPLZ9VEs5m43885bTxhHT4h7Vo3mzcdn1JXhk+dXfPx8JzeGWIDYogNhZJ5PJgtBXYFGS/vNJCwO8jFtr+Xh4WSCdGyPaZeXnFWtQAq9xFhGPxJ9f4rNWefI1hJCkjxruXEaFSFmrDJSgZdLkwQgqlou5lcBfmtlOZ6ySt27QMSUUm5wxaCijjbJ7znH5EadMxBTuTmqU0Z90VWgD1zdfE5ShrZ5wMvPX9BWLav2KTdXW9586ymmGnn54orPXhxQBL7w7rvcvey5eLChn28Z/cyr/Q2x8qBHPn11zdvvvE/fb5mm6z+My+n7erzenCaLqFRcU7FsnlNp65hROp8EmnEcSkTLkl+LUArcLL7m7FGQclG/7+tW5fea4g4SC7cIQ0LGl2vwuMk/RsLyKY55PIzRgC5DAkWO4EzFNM6kOFGVCvLkPdZqmloWgvcPkQmlzOnaJYPWlsophvFA13WEkE4idAjC7bHWEuaZFMU5Z0mEGAnThFEZnWGeJ7yfhY9QOYyyInZrTWUtGs1UHBOVsxx2O3IOqBDRaMZ+L3DIOWCU4gtfeJd+nFFEvvDuW3z08XPeevqEBw8f8+rVFVeV5s1HFwzDwMXFkrcergXMbjWVM1gjLRJxvGNRVTRNTWWPfKeAn6fS2JBLdW9DCpFsItpKraexiso50knUKYw0ZamcJXhxS4YQSsOGp6dntaowSKSnrhv2uxtWTUdVN4wx4KNsBo21Ir5h0cow+YAxkn0+Nj3IeXdsj6IsyMoZqEq8t5zbWck/6Qex80vpct1I5MdWFcrIYnCePTllKudO14cyRfwpjjSjLFplop8KD6nA050jKFm6Nk1DiIlpjsx+Zn8YOJTiAqkrlar4/W7LNM3EbMja8NG3P+Dr87dwdcNiuZIK+rpiuVzSNB3OOR5eXJaPt6f7jCKRvKff3eGHA2nu0XEi+Uniw0SuXnyGnyd8GHj86Am32ztutnsuHzxhdXaBcTW7vTjzjGmI4YYQPKvFinfe+RJ++ogPfucjrm5umeJn/Jk//RXOqsxvf+Mz3nrzkunulvPuES7VzGkgxsTsZz797GO0ydSN8Is2mw3TpHBmgU+JdrGBNLPdbtFasVis0VaieLt+x/bmiq621E3LxcUD+nEiJcVZu2IYenwcmOZA3vcsVxVtt6Sul4zzLBXqJrNp1qy6JUo7Mprdfke7WLDb7Wi6jto1J8j27KVdcRhmMrFMIxMh3mHtyHpzBgo2mzP83KNiJIRE20kcevY9290t9RSwpmKxaDn0jquXz8l+JsfAcnPJYrNivBoknpMTtdE41zDc9Qy9pW4b6rrBWEcIcp252hKiYTf0mBRodMZ1NQwz2UfIgZSkBvwHzJRHCJ797gqtHMbUGF2jtGW1kM2fMRpjM8oEQp44TDPeSgvrXASVru0wyjLMnrjd0akFISf6Xc+Ll1cctjv6KXKeNK/2W8ZxTwgjTVPRtgP6bktdX/EkehbLirZ6wLJd0++3VNZgbEaXDf0wjVS1uKuN12w2G+Z5pG0d2+3MNE1cnG+wVpotDwepql4sFnTLBS9fvqRtpBp+uVxwdXXDNI2sVitx49XVqRFM2gNjaQeTVjAZLkSmSQQYEXzsqTAgxShRCgqQjGPphC08IBlEiKN4LA2SCu+FDZRzLELRQIqJUGIjOUdZFxvD2dkGa60MeMsmWWWYp5GcA3cuUVXnOLtkLC1hTe049NL4lHOirVusMVxeXBLCzPX1Fc+ePCX7xPn5hp/84z/Br/zmr9P7EaMqqqrj7OwBm/WSaRoIeS6F4QHnEDHeZ6IfmaaJGCemccI1hnO7kMFrlIa4yhrONx3LtaGpLUkZ6kahXAvJYHQDiAPk0aPH1FXFPE8suwpjKm5ubhimA0rJ8ySjcErWWrZyXJ5fsmjX3N3ekZIm5kCIP3jPTK2UNGV1DRkIcaYNLTkGnMrYGJmGJReX52A0drEo7RAyJNEodL7nTcZSN66Nkaa+aSDGmXbRIDyK0jBcioFSGbhITFD2IzoDKmJOQ+pckgv5tCee+wmnDfiJxqyYAeIxuijV3jEncsjoLM4SGVge3TkWG2VfpLPn7uo5L59/RAwDbVWzfdGyuXzE6vwpPmnQlpRmtIoSTVT3e3DgtN+So7xmFKmYCnJOsqbKMmQ3xfkPEhNbtCuchn6/F05PzjRNQ04eqxUqScogJWEKobREPdN9xOso+Lze9HuMhNV1zTiO5dfy/lhrWa9WxJS43e5pmyUXFxdsb2/RynB7u2WeZi7OL0nA/cDZoCgMIyPMJ2OOZRuJOUSWXQVp5NWL56fUSkxZ0DRai3MqphNUfr/bkUqM8Dhc97MXxwMiWIEWeHvMxDiXPU4UBEKOgGKz3rDbb8V8EhLGagTpqEqpxu99/JEQfxSSw/QxCkiKYplSUJVYV8pH1U3x4YcfEkLk8uISP48MwVNXDo3CKhEKTJANxl/9mf8vfZh46/332ZyfcdjdCNPDOZarFV27YLFcknKmW3T87//N/y05Ja5eXfO3f+EX+Oi7H/Hsjaf8zM/8DL/2K7/GzfU1OSdWqw0+CAQ5ZWnSOrqCKBfwsYZ8nAf6SUCapjhTjLU4q2mbBSErphhlU5JqIjO3feLmN56jLTSN5C/rpiEbhzKG9cWGlBRjfyDGwNe/8QGrRYWfA11bc9g95+2332Ac5qKGHKN0x4u23FRArIqnGXgu6R6xXcsUXRaMMUXU7MkzsulIyMmbFW0r1XhN29AsxYqfcoIEQ9+TkAcuWuG0ZDUb55i9x+8nXCVVg6pc9PpYdq0iUsmj7q1zry0EXxcmcs6nzZ1M8rVYDU9KsYiMAj+Vm6OwVeQcfOutN5j9gZgDREvOjmeP3sVVEKfMj/zI20zxFt1PGBv58R/9ErfbG1ylWC8uOIyBX/3177Dd37Bef8SzZ09Zdob3332Pl5/uaFvLZvODl5GWuF0gh6PSLiJQiLPcsPzM0B9kilaJw2OaBB5praXve4w21K6mqqoizEl+X+ujtV+donrxtQeMce50U49RpEqljzZbeS3qtY38yQGSZAEDx0hZaa7IuUQWBDI7jRN+SmhEwc/ZUNctzvbEEAWmZiqcqxjmnrqtJZoVAjknmqYmhCBsH6NZdC2H/Y62bcWxEgJ+GqXC3Q+EeSpT7cQUZ8ZRNkyL5bJU2sYyZTMyMUmRFKLET2dPjpHVcsnubksMx4VX4vbuBmNgnAcaV/H00QMg8d7bzwT26BTEnh//kR8CEu3jc6zRWKuxZo1R0rZotGK5qNnt7sSZVGpO66qCXKGWHSF4+v4ggO8YyqJ+wmWJ3OYYmYIvgFmDK3yGY+OWMQpjnLDYxh7XdOQk/952kvmum4rkGw79jqw0WSkiAn7XxnDoZ1adg+JkAXF0OSs57xhiqUGnRD61WDTLKOkUBz1FGvlBMxdQZmIoZbDO0bQdxkjDSFAJVTL5Mqk0ZTFopOHEapwpQkvw5NKG5+oC2feTNPcl2O72jOPMNAdpLSkg1XnuS6QyMc8TbVNjjWO/F3hsztBUDXXTobLCTzM5JozSDIcDZMWH3/kOymls7Yg+CITTBxpX0TjL2B8gTNRWYZAc/XvvPEWbxNXLz6nqis9efs5uP/DoyTMWZxts3UidqrFsDz39/iDvkU6cnZ3x5Glit08Me7h8bPj2R5/w9d/5Dn/2z/wkP/a1msZWXLz3HsRMPwV+9Ve+XeKFhrPzDXO8IsWJtqtI3/2MZiENX5uLM4l8aYNqketgnrApUpuW1aKjcY+4vb5i149cX73EVhWH/cRmeQZKC2tsmPFhJKQ9k1cslorF6gyXG4ZxR38YyMlS1SJ26+LAUCDfq56YfZD1TdeRYqDvE0pb+n4UNoQ2zDGyPxywVnPY7aiqhlDNTGkkKVCuoq2sxLmN5jBs6boFjx4+4nDYc3N7zTRPTHHCtWtp/NSZw27LNPZszi9oFyuJEswTY8y0nQiUpExKlqZRsvbrdxymPWkasDphK0Wcc5m+mt//Evgjevgw8+rVc7RusLaTCIYyWGPpmqXEoK1GGVlbTWMi2ondfMBqR90uxZmYAyoEpjzhY8/VzTX9YUAlGMeR9XrNYrkskUzFfIgMAbY3V5BusPaWGD1PH2y4eOMJbe2YDKTg8ZPnwaNLUOlUpe5qy2V7wTQOxBj4/MUrYvCnWMVnn30qVcNNI82AlWO/29Hve5aLNavliru7G+Z5Qpca5ZvbLc7VLJdrDgepBt/3Eok+DINszIwrfCFx6h0F/OM968jbI8uadJxHcs40TY0xTmLbqrS8KsUwDDKMMpphnDi2hmYS49QDuTQ2iZv5cDgQihtVJvstOMN2u2W326FUom0Nfp64ublivV6zjzM+zFijQUPXtRJPyZrVcklOE4fDjo8/mVmfXRLmxG57h1WKu+sbgkos1yKYHTeotzdXfOvb3+AwbEmEUqc+Mw0CnW86YZwJaBiqCrSGtmoB6BaWrCO7w8B2t2W9qEkJjK6oXIfWDW2zZLM+x/tInyGriCURFzU5D8xBxARrKrRSaCX3zYeXF1SupbaWeR4ZJxHyfuAObaDeiJiBpAoqXVzYKfDG2RO0EjhyVgqPYc6utINqSWnkXJqcQhluZXIMGKOpFivZE2YB1xtj5ed7LEkpyxGMOQkXKUcSCZ1LQkPkUOHRJgHh58LOsWgOY2Ccgrz/SqENEEXcPzpHUAnZEeXy3yAcobLHe/TkMY8eXeDHg8RAq4aIwZfXHbPsw45rbH3ca6l7p9P3iPIZMnIfkoi5iGQCRDEk5BlFFgFq0TSQErc3N5Az/f4gRS1RtqzHdm1dHFEhzKQcTwU/R5j1kfcDnJoBj/ePpmlEWCpu9RA8ShtcVbHo2hIbdXRdSwyzgKFjpq5r+mGS6NrvmjwcY1u5DNiUkmHnyhoena34nd/4NSYvRQ0hSqJH1pmcBGqtdRliyhBcFwFI/v6EtRWgUFnR1MJwmqdJ1mlFXzimJKy1p3WsOJ004zSX58r4+14GfyTEH4CqqopjLhFKdjIlaBdLpnk8CRDDNPLRxx8xzzOLrmWaMq6y+CixK4VU/poylfzmB9/id779Dequ4eHDhzx58pS333qLN958kzffeIvz83PqtqVuWuqmoW4bKuc4v3zAP/vP/wWaumW73fL+F99nPIz8/M/9PJeXF/ziL/4if+2v/TVs1QIK3WpUitIgVNwQSglLRoYVkRwpn4McvYCsQsRniFahNNiqorIrwmHEIBGq0UtTxs3dgFI9Wiu2h4H1qmWzadAZQsxoY1AmsB8mYsz81jc/p589SSE3j/IAlBylKiqsXKiCniwXczrmTTNZi4B1bEE75nPkBBZbeSYw+R1zVBwmR86y2XbOUTlHs2hL/lKU9sNuT04z2sCyq3n1ySvWcc3Z0yUpSwuNzhIbSyAPfFXy7uTTzej1xifgeyyTR/H8CDqTPykbvmOu+7j5UzmRUyIluLvrcXZFXZ+xWjzE+x4f7qhXkTF/ypx3LNeWqCusPXB78yFf//wV3necLd/lJ378T3N1/TnnZxuMqfj2t36DRb0lh4q72x2o+Q/havo+H8VRQxFbQFhXEvWamKcBc2w78J6YI0rd275B2CyuVC0CrJYbuea5j5RRrvtcfsBay8/t6BIyRhFz4WwV8YdyLh9vekfez/EcPFVSFjukVo7EvTPEOcc0HqhcxZyTwG1LdLSqW8bRs9xU5AzONaQo56QyCp01IQirw/sRZ1uGfk+KCUVd4MhSJ6+U1LgHP6IIzOPIPI9M84RC+AshRoL3NG2LM1ZqN6M4ehQwDgNOa6KXGOk4TxijuLm5JgQvjpksDBzJHefSZiUPg8cPNjTFKdk2tdQsl4imxPCqU0uWTK3AxwBefn51JXW8bddQNxXTMOC9CIBWCwTYjyO2clijGcceV1X0MWKrhjnO2KqmbVqUQiz208TsJ2TtkkqEbo2xULUV06RkdavlZ2grB0rjY0YZd3KIyVkZMcWCnUI8MYmUkphXLudKyol70Vj+OdZ5/qAdRzHbWFfcnUKEUAqssSLQZxETXVVR147KyTRXl+vIaKjaFmKQpokiSE6TuNZSEjCiUorFYlFgrek163KitpbkPXMKdMsF7cqhqhbXLnHVgskH+ZrDwN3tFmugaWthT8TE3PsTkL+rK7rGcXl+gdMPMAoqo2gqw+XlBV2tcZVhudqQUmYcPe1h5OzyAUlZphBRxtEsarwPuJiIc8CZCq0bknH4qFjUKw77wOZsxc2L72KV4nK9oa0all3H6EdefmPL4Duud4Fdv6drRsY58+jxkssn5yyXDXW3oGlbWayimObIZn2BM5mr68/Y7W7ZHzRnmwu00pydX3A4HHj65ttsdzt8VPgc0BhQlrpZsT/siEzMEWzVUsdI03QYa9jvt+xCTz0jUOTifkhl0miMwxq5Po3WTH4QV6+ynJ1fModA1pqcsjg+kkVbR7/rcXWH0pZhPEgDkLE0bU2MnnGembxns9zw1hvvcnX9gphGrq4/4/w8Yog469icnZFi4O7uhrvtHe1yxWJ5jq40Y99T1Qlna4lkOlVcjoYwGA5Bmgt9GCEGGUCpH7zrMsbEYdgzzwM+TFjvSEmjgkRouqbFWl3WLhJzSskwjzO7uxs+//wFxIwKkfNVS7eo5BxOA00eOT+/ZF7VONfQugqjDYOqqGxLMpmIksaYNDAdXlGz5XKtGaeJ/e2eqlmxXm24vb2TOEhlWC5XzONEiom+H9Ea2Tx5cRA8f/4c5yxd19H3PdZapmnk+uqGR48fMU2DOLVSpKpcAaqK+3e1WrHbCRw9njgnMIy9xCC0ZhwGYpB20JSSRJ1cVbiaUQaspNMzPsbEfnc48T+GQdq7Umn8rGvH7GdSEmFlfzgQg7iH5nmm73s2mw193wNIU2KJ9KQU+eyzTzkcDtR1hdYwDAf2O03wFUN/ECebVpyfbbi9u8EWtwHZcLfdY0ykazR+HhgOW84fPmV1ds7tbs962LHYdFiLxKeSpu/3vHr5Aj9PGK1ISZOjIQaNyp245vwxEh4IfkIpT9OIWz6EwIsXr1DKYpRDZ0WlFGdnG5bLFU29YL2+QFNBNsxz5IYIOuKrzP52IM89MYOzLY1rxOWiM+tuQZgndEI4gShZK93XZ/7AHCkrBlWf7iuJJBwdA8omJqQZK4eIRTOnSDSmbOIlnQIyVFTGnhwoWitC2VcpDDlJAIogDEfRMo57KI3OhaGjISlDRs4/lVUZVAEmigumcIFCiChjuZsTyjhcK+w+eUm57O7k38WhflzfJKl/R4DhOTk8BqUa7GqD1Obk0z5bW1P2YAaOHE4o6/ISpT81JwsW4DSERxUhNhWhRxWUS+HmJnDa0jUdOcNhf6B2FXc3t1JtnrOwIZH3Wlg44moKMZamP2HUHkWY4177CFQGiosvn/YRKQn64ZgwsNrg2gbvA4tFyzgm9ntp8LJW3Fqvl8kc9xPi8BeodV2EGe9Ff3j/rTf52xpMZYiZMuQQs4d1FdlKYVJKGess0zSVgVxpO3eOoALOFdZZTlgFSgWUi6fEhS4GBjQYHejaDqU0+76HAARf/vzvL87+kRB/MlDXNZWzJ9hyyomYM8oapoPU3xmjUUkxjGLD3u1FGW/bmtnPJfMoU2aUonaO2tanReXnnz7nk48+5ld/8VdwrmKx6Hjw8CHvvf8FvvLVr/LOu+/y+MljpnHixYuXZJVZb9Y8fvSEn/iJH8eaiv/yn/pT+BD4J/6pf5r/8f/0X+an/+pf5Zvf/BZ/52//Z/hp4o0vfIX9fscnn32M9566akTdTYmkRWUWN0oiF8ZBzpYcMujAqCLRRQF2mQoSMmFMgcVyiQJ2+z3BJ/qXW2p9vKgMKHj25DGrxcxy0fH59S37q56sMrHEo4TflQv5XVhAGSUtE0VUiTrLjeCYD1NZWANSPij0jJwlGyySsGyokkKphMIQ50iaPROZtqlkA28sShmmYaJuaiyJWtX0h4nD7cT50zXHKmmQCBo5k7EoxLqb8jEudA/1hWNGNJ9slChVLJZwDwPThfV6T10Xho2mqWsW3ZrN2Tk6W8JosLkjpcCr6z3r8yVRz3z02bdYLR/y8OLL3Nxc0dg3ON+sWS3XVHrN9tUrLtcLHJau2vBD7/woy9WC/jCSlSXl+g/78vqHOk439+K8EkDd0U0l8a4QAqo4KqSBI0ut6iw3touLc4y2DAeJhm02ZyUve7TsFJdXlkkvKRfujbCFMCWydXQGhUCKR5Cbfe11pGIFd4X1Qtn869O/ayViQghJFpZxog8B6+T3p5SpSstMW8vP7fyyZvYBtJLpT8l99/st03Tg7u6WRbsg+Int7o7zs3MRLpOn73dUtrA2cuGZbK8hRoZRFp3nFxeQI/M4YawT9g/HCZBEWUmRXG72fpzw00xd12y3O1JKdF1LzlBXFZWryrQ0FVdAJqjIqqtoa0fwAeLMuq1PFZTaSCSosjU4xTzMp5hbSrA/9LizipQTta1pm5rROcahx88zfp7kZ6rB+4xBFsLaCCwyBo33Mn0R+CDU1rFcLbjbySbJ2sRN3+P9zPmZuCliThhnqbuWlAaMLS0rzmGsFZdXzog5IBdLrgiMWtvTOaZQsmjT92yfY4ZdfsM9/+wH5lCyYXFlE5liJCqNNYjjylWnBp1l2+Fqi7NGYl6htE+U62qeR/r9nr7fM08TPkSatsNqK+fAKjLNY3G6BoZxQClF8HIP9t6jlGaxWqBdg606VN0yRYVPCVtbOtNSNVaeEVlYdC47hl6mb1olLi/OudisWLQ1q0UrkTWUDHbSsW46U9VnJBuF19EFLh83HIZJhB9lqIxjN4xUzjHHhLYV9bIixQNttrz19kMWrqI/RGoXWVV7VJ4x1Oy3W+rKknNkuW756lfeYgqKKcy89eZDvvKVN3F24mzTUFnNolHENNE2S9q6wxtLNqArgzYKreHj736L1VcczrXMwBzlZ+R9JIZA3TWn96Hr1igtoGlbS0Rxu9sxz7BYduTkQBmmKeIqDWFCt0pcRtbSHwZZ0C7XJAKuqYhloBOzxtiaaZ7xwXO7vSOFwLrrWK3P8eNISLBYN/hx4PruFneArq3R5Zrux5nKOaqm5er6jnHYEoYDDx48o12ek5Wj7VrWXcsw9EzTCPmObqGoakhakVAYV4o5EiijaTqHSjAry+7aY7JsIOZpPjWs/KAcmSwRy8oJ982PxCGgVaauapqmw+qatl6zXiWMkdYnYkSjOOy2+OmADYHWLHiwWuDTwLLWhLpCqUTVOJq6ZVHVzJOnsZaBTFIaj7jICBHixKKKLBvhdxgDzlnutlvaZUNtpUXq6vqVrK8Pwve5vr6hW7TEGDjs95ydrQnBs91uefDgATln7u7uqOuaeZ6IKbLf7pDos0crESQeP3nMq1ev6LoiHOfMOI6EEFivVoRpKK5XT/AzObcYraQJN8YS7TbEVNbFzuJjxChTmDwJ66QZaRonjnSSmELZhGaUzlSVJWhVBA25Z87zfOIQvbp6xZMnT6hdyzx71qs1/X5i7Af5O8MobLUQECZtECFhGFgtlyhKFLqu0dYyjSM5BTarDucMu+0NU9B0bc35Zk29rNlsOtrOoYj4MHF2cYaPE9c3V9TGsrhcYU0D2RHS0Q0yczjcsN2+JKeZyokgk+LEMNwx+0BOkcZY3nt8xsP1Gev1hspaVouG4DPzHNAqcL5whJQZybz96IKmsVwdJlSusaaW9ZYfCLMHGxn9cZ0lIeofsMsSkGGjqYXJkgr+gpwlymWVDLwKZkKaXS0RcaxmJcYh8cyKQ0cd16fHPVbOGCvvjdZG1h35nld5dIEIK0j4LUqVoSLlax+n10X4EfePJmvwBX0QoycjNTKprJ+N1jL0y6CyQiUBJitM+bsNk0+gLEeY8nHYn3OQdXPOpFxYQ+RTjX0u++hUIJ3KUPbWAIIxyOrIUCxCVJZ/xDwQT6aCUyNu9qeY1m63FS5mKY9RJfZ2grAbXYaE8XTdHp1Tr1e9H50wxz+XkrheJW6cSyQUKU9xjrp2jONIXVVst1s2m83JcUTOJ5j3vQPo+PcYZj/gqhqUwfuJB2cLnA5kH5hmYZ+mJGKiBXwK0ratDYRIYwAiVsHsPSZ6SIFGa2kyJFMZxRQnUphJYZZyqaQgeIzWVLli3vVoYzAhUdU1roZhCpxydr/H8UdC/AGK2hfJQTJxOWWcUaTgiUHYOTlnfBSGTt/3WGMEcJlguVgxjGNxJIjCGEKgco5QqN2VsidbpwJub++4u9vym7/1W/z0T/8V6qbjyZMnfPmHfoivfvWHefbGE25fvuI7X/8GxloePXzEw4eP2GzOefPZE+r3Gn7yJ/84OWeur++oTMWnn37I//p/9b/j8dM3+fDDD6S6VMnUQeroI8HPEuewnpwjcc6YU/BKMU0TGM0cvPx667HW0LgsNxxbYWyNSdBUljjPzHMgpcy3vvMRtYO2cSSljzhTEWuONx3kYZjKxv6obL7uwNDmnmQvFYMIhqc4g3SWPbkuE/WYlEwTyaQ0ozRUVm4k8zTe199hUFkRPNh2gY+BmBSHw0DOIshoxKVxjHuocqMqaTT5jsqFLg6mwhJ67XySPb4+MWmOCrRseI69bMckSMQ4w3K9pK4bHI5gFNN8wPtATBV3d4FmaRjGGWdnXn5+Q86WL7z9I0QSN7efc765oHZLDocRP0XIM3VVcXu748GDh9xuZ5T7wap6P9oJM6lMxMR+GfyMD8KrOYJ/8/HGmgI+BVarFavVmpQSu90Oqw3n5+e0XYctudljaxhF8BMxkdPN/thAEHwgxHCKrxyB0ceYl2zo5cYPvObuKq8/SSMgJFxlSVOmWbRkPLavmcKIUvLn/DzTdQuGcURbgb7N/YQyCXSW5oBZmF+73S3OgCJwc/1KmEP2nJRmbm5eUlmDnwNhPuDHnrubKw67LaTM/rBjc74BMjfXN9RNWx7eIPOTEm2LET9NAlGuK0KS6Sj5yN2pZHFhLM44yQhnEb+naSJHT+2kYStHz6KtT9dNPuaqY8ZaLfWYQN20TNNEZR2VkyaTaRoxWrGPM1YrjJVrZuh7mcoqgVSn7DFBYnbaGGxVQ0rysE7Ch6rlQ6yqDRcXZwzjyDBL7W5/2J8s1YvFku3uBtfUAq00mpCVsFBsjTa2OBPlH2OM3D9Rhf1kSen40M5lCgVGCSg6ZRHPtbqPCf7gHAppD5L7fEoyHUsYlDJYa0X4WSxoqgoB9YswJtWuMkmcp0HEn3FkGCXSUbXS0EZMzKM0PO73O/aHnWzSgrh/nBP3nlYC9Z6jcNYW6yXGNbRoMobRB2IwxOhQOeH9SIjCJLJG44zm8vyMpra0jUbrwNXVc8I0E3xg0Xa0TQMRuuWCumqYpomzszNsJWyFqq5IKnJzt8Xf3FBVFmNlSrlaLDmMPcEPOKO5uNzQWserz294+bmnaTWKyH53y82LKxatw9SG5bLi4ZM1D58+Y7VZMo5bHj1c01SZedqjFTx8eEZVt/iEOM+UQhN58eI5q6Yiz5o3nz3lk4++y/nlQzANy/UZ11fXvHp1zWq54HA4sFxuUNoxTMKwevL0bZRJ8l7HmbZuGIeBbrESoPI0k1HC4coFoI4wV6bZC3y3dvhBuGaubnBVU+KBmtHPzGHm+tUrDmo8NTQ13YppmqkXDRtT8/Lzz+jHA3VV0SUjQnTaU1Way8vH7LeO2+sXxPAZZ5eJ9dkFs4fGNqw3ZxhtUdmSkGllmqdy3s1YW8mQS2m0rmi6C2GwKUt/+5LZH6j/yKxS//6PYxOfdXKP8n7mcLjFzz1tu+Sch1jXoLWja1conbFOU1eO5fqM/e0th+tr/O6uMNYsVbWiUlBvGu62dxitWKw3uEXHmG8gzCwWyE7DGLLO6GzQteJ2t+V2e0dWmqqp2B32ME7Y5gFx8DirGIcJo0zh8Xg2Zxvu7m5ou4az8w1NU3NzPZwGZi9fvijFDrJeP+x2AnZVMrTQRuHnmcNhz2EvVe/jOFLXNfvtnfDifGDqe26Hnq5rOPR7us6hlWYYhgJxDoQskc+QEn7oJV6VJK46zSMhGlztmEdf7uv3MY9MJs0Jqy3aiTvSOUvfD6dBgbXiRAg+YBcOaw3bu56QEmNhGTaF3dHWFW1XC9PTB7R1LOuOXKJkdVMTc8J7xzh7ws2Ofpho2wU+ZVat48ULz/Zq4vz8HF97XOVYn5+jbY3CAQKvXq/WLBYbnK4xdUtSimHs2e5WXF4+RKlU3ufA4XBAu1vGsSelIOdK02B1h1MtyWf8KM7peR64290xz6MMEYxms1yjXYfRB2KuCFHhgyfGmZvtHav1ElPav4IvkaMfuGcmQCZFz5wSWWWMcuKuTpkcZR8RYqSyljIvwpQ1hC74kQzifJFpxPd89QSEeZI1RgCQaKu4M4/Df8WxjSplRVL59HU19ykGpcCHYyNsPs63yeQiSh13OPL7k1DQRWRJ924dWR0bUNLSnHMmlWdVKkKq1oakkLhakD10Pu0T5fuVpERJWhzNA2XtrTLkpFH6mBAo81qljrkS+d/SGFhXFsJECJ55nAnziDXydjaNcDhRClO+mI8BHwIpO6w2J55RipkQhbE5DgNksM7Sti3aWuaQSDGxWK6ZplEaDv2Mc0de2ExVy79nYHN+wezvvwdywaMgg0ZV9pFeMqNM84gCrE5Ev+dHvvw+H33yMcadMfnCvFTSfOxjIoXAcQd6OAg+wWaIaQYC1mZ0nE5DPa0yUSXqRQPJYYxoG/V6ITqJc8JPSwnTWuYYpRXROXG//z7HH4nHai4uDu8DZrMmI7bZNI2YlJhCIildlESh1mt1BG1pdrsDwzCWhagqcqSodZHIUVLNIBNPnQubRzYnjatxrmKeBr71zd/hm7/zdX7q//2XOD8/541nT3j33Xd5441nfHq24e133kZrw3q9YXMmi76uW+DqFpzmzbff5f/27/+7XN/c8tf/xn/KV3/4h/nb/9l/xl/+y3+ZTz/6iN1uyzAOVNZyGA7E7LGugG6TRUHZpJZvRUlzAhHubnYSG1MapT1WadbLB4wxgQoimmWHqRxDTPgCpZKbnbBEYhYlN8P9FFwpUsyYwvexWhe7Xy4WR4VVws9JxxuAOjYpiCAVxaMHShgEiUTI8n0oK5M+laXpx2pN1dTsppHNyhKMTJl9SBiTSXlEm4aEiEEmJ1L2JQSWObZBqdfuMLF8LB//c4x8mSOR3qGzRdDpiWMLGCmR8OjK8vFnn5Bjy+XFhpubHWE2hKCpXM3F+Tmv7r7DsrtgHgfuhu9QuZb9/iWr1QqlA7O/Y5gG7m4FBDpywxxn2vWaOR8Ywp62/sHiF4i9OpCJRD8XXk0ghRlShHTPkkpZ4ZSl7Vra5QLnxOKojeHi4gJr7Um0SV7aXER0lBuvHAJG08UGmVCoYpcVF2Q6iRRH95bk/SXGdxQxX394xhQL30oiZarwxdrVGuMMh37PeHsQ8CPgJy/w4G5JVVtmL7nZFBXOGkIcmeaRYRxoqhZn4HDYMQ57qVtMgevrW2KS+vF5OJDTzM3V52xvbvDjzG57wFWW5ZtLhn7EWlfgluJCSqUdLHmB6cbgZXIwT/gCUh7HEa0yTe3QyhbRWx6yx0U8yEZfKxFqjavFumsMQ2lDgIi2sigwzpSqdkXUkRgiPs80jSOHJJMnH4laFj7TXB4h+jhBkolTLMBWY5Gomw2YKqGthRSZphFtAtOrkbprMU6qtCGTPIR5BBRj8gLLV4qUAllp0BmdtSwlQkZlLQ6xzCmKkMhYIWYCfO95ISsiqZLOWhyF5X36QToUCutaskoYa1BGo63wM+q6lqYp63DWyKI9JXKSyXuKwp0ax4ndbo/3E1ZrluszmrpCG+FbzMOBRGScB7yfSNFDTuLSLU5RiQ9GUvJY1+Lalso6sVrHQCKCDxAjcRrIyOS8sgLPXLQd0yjVybN3bHe3TGNPmGc2qxXLruPm7o6XL1/K/TpF5mnk0aNH7A8b2rbjbrtj8oHN5pwwey4fXFJVLXfbrURw9iJarZZLYpi52+4YhwHTGs4ebbjbvRA2SEpUVjEetsRRkeLIV374j2GbiqqxzL7DGOi6JYvFgtvbG3bDTBUTMUMOgaHf0VUaQ+DjDz9mOOx59PAB52fnWOOYY6SuFE2lOT/bnEDNIQZ22z1tu+SwHzj0ozBh0kxKE9OwpVudY6qF/Hzbjjl4lLXs+55xmlmtVlilaboli03NMHucrWVcrTX9ODD44/3G8ODBQ9q64erVFQlNQJGmSFUtAFhtFrhqwXZ7w+3NFT701M5gjGI+TMToaLoNb3Zrtrst+90tSifW6w2ehE4K29RoW6G0RRlpBJWNfCAMs0QSC9wypkTKimp9gTKK8fYVcdrxmkfvB+RQoJxUJqPwcWJ7uOLl5x/TtQt8mFgsL7C2Rlmw2lC5ina14cJVLFcbxuUZ8+6O7GeqrubBoweYSniJ9WpLTgNRKdyqYdEuUYeJZvKgDHWq2c0zJIUzFa/2d/z2t77NZv022q7JyrDoOu62dzx74xGazHgYMK4Cpwgp8eFHH/L+e++w3d7Se09VVyxXK2IIEkvjnrFxjITl5JnGAzmLKJ2BpqnpDwIsds6JKKk1msw8DBz2e7Z3NwwHaZQ97LYsl0tp0Y1e+IHG4MvzzPtQol2y8YkpM/mBhCclSQMopZim8RTXyDlxc3fNer3hcNhTFwh1SkfOT2axWKCUYhxG1ptLzs4bXl7dUDUVU/DMdwecWbJaOFKYCaU0JEwz4zRzdr4GDLOfWCwWrNcrPv34u+x2N8KZTDsROY3j4cUZs3GMe09cQNPVZAWXlysUhnGY+Pyzj/HVRHtuubi8xFYtk4/0g6OuLT54UJrKNfg5SoPncGAY90zzQJ4Hlk7j6gpTr6WNl8Q0HzhMnsFLu+hyscAqzd3dDpPgfLUipppdP4lgkRXXd7dsxz0PLx4SfcJP/gdU+CmO36yxZf2YUyId9zPxKKMoptmXvWNZX/6u9cHxY7+bCQOgTSX7kFRcaCUWpoyRIWk+4g0orU1lbaqkISpzX3yEbFOKuSjLHlDfR7Fef1XHNMTvbi/93WxUOCaCZD10hBufvk7hBcbjfq/s3+T7jfdfwxhBE2hTtt1JXlBKZC3XaFZGynqSwZKxydM1HU4nDuMegNubGx6eLaiMBuPkvTCWGAJ+Hqiclbi6scSsySGhckSrhHM1TVOjtJJ4og94Hzhsb4lKQSVxaT8dqEzFqhHG5TQNxCQGi0Tm7m7Hoe+5uHhESgJcVkAESRZEWQ8LhFqhkfa05KVt8Nh6+id+8o/z6uol4ywNvTElXN2IM985kimg7xQ4Wy/xXu5ZWjtCEKGuriqqtpHXUNoHp2kSN6MG5zKTl/bkEDIJwaJ4FGgrDX/mvgnt9zr+nuKPUurfBf4C8CLn/LXysf8l8D8CXpbf9q/nnP/j8rl/DfgflvfsX8k5/9Tf6+8gU4BGUtsuZ5mEf3RRmXOS6JHRBqMk0pABbeVmmhEI3HGifVT3jXEkKOJAaY/yEqHQgNMi/sQs1PDGWvnh5sztzTU3V6/4zd/4Ddq2oe1anj59yuPHj3nnnXd5+913uLi4ZLPZUNUNShuarmW5XPHgwSP+xX/xnyOGzBtvPOaf+if/HJ98/AmffvoJf/2v/3XGYeL997/I3/k7/z/+1t/6BeraUDcVu+2tRFpMcb+kjJ8SWcmvjZJ2FVLCk3j++XO5sJEIADkTEKXx4sGGaZqZx4lsc7EJ5mKr06eN8X0rTjrBFU9xECWvISEAaGl6QiYrxxxoAbmq16ITKiuUkhuDmDmkwUmXG8yjxw8IYeTtt5/wzQ++yeWzB0AQ9VLl+6+jDaQjlPke3Px7nkav5TNfv9HlYj8Uu96xTUzqv60xzDGwaJZsmod8+xvf4fnihr7fo3UlTVU58vlLyYbe3HjaLvOFLz1h31/RVQ3GQLOosE4Tx8zVzSuqNlObkSkMOPbsdlt07dj13z9A3h/GtXlzc81f/sv/Mc/eeMIX338f51ThfHisMfTeCwBWaZqmpWsb2rahbpoTh0JbLbR+7h9KJ8AzCBC6tHppfUx3SdxJniNH+KPYO1939wgn5v5zx+P4cDq1E+TiCtKKaZxxVSWcouzplkum4cA8SqQwzZ4pBlwB6U7zSOU6fJQWLj+I+FLXFVZX9Ps7hvFA9BNGLxgOe7a3NywWHWEaGfsDfjyUBW7PPM34OfDg4QMRK2bh/KBkGlRVFXH2iNAZJbtbZjfHSeUR9FbXdbG8aoy2xFhmPMUBE4JAnI8wuCMgb57nExgvJhFDNaXW1VhU1OQGYoji6koKa7Q8JqMIxtIiNErdb8ky5yIea22IPhKTQBN1ysSsULEI0irhamk9HMeROAzU7UIqepVADhUKax0xyGRLGyOCQ7gHGJMhl1zz0dV3rBI+AhaPE7Oj6KOVFudlEYCV0uSYvq+L2T+U52ZZMBpt5RwwmspVrNdLlqtW2tuswCaPjW7W5BJZUKfrpu1amlTjSg1wzpF5nmQyPnsmHwq4ULggIQapOw5yPaBEiDNG4boVzXqNqSr2/VjWywqS1H5rJSy/PEe0AeMsWskmcvCJ7V2grTveePou61VLDhMvX37Gq6srpnEQj1NKqJxZFMDq3e2WECPaOsZhoB9GDrsDDx49EjdcVTNOI8YaXr66IpaYqtOWqrU8ePyUnA2ffOe7xOCZo2OYFXeHO95670265YKoPFVtWKzWkuMv59HFwydsDyN2MlTOMPYHjMr044wf9/iQiUkiiMF7rl++4Or6VqICGFTKLNuO29tbNpcP2JytCVHArsZVxQXtQUWG/sB8u+PZszOsrWU6aRtizrTrBeTMYfIko1AhUSuFcw0hJConm2dXu9O9NxVuWl3XPHv6Bi9evGDsB5yryCg5F5Shbhuert7g/OKM3d0tfupBJdrFClNaF7ORiekwHNjvD8SQWG9KKMEK780aYWQoY0EfxelASIl5kOmp0QqVA9FPaKVZbTaMu0ypcviBuTZVcTKlBDF5Qpq4273gw0++gUJzu7vj6bP3OL94RN04op9FXC0OycYa1l1Dnh9A0hhX0y4WaJOZ5i124YjzHVlr6mVDngPYJSGAdoqGTBMboo84HG7dsjhfU9cr+h7utjtubvc8fvKQHI9xeil2EIdv4Ctf+TL73d09TypK9HN3dydTda2pa8fV1UsuzjfE4DkcJlxVEQP4EOm6BXe3tyV6n5mmgb7vaepKImS7LTklAUfvdygDwzDgvadqGuZJnPM++HsngDG40jqmC5NSa808TThncE6ea23bsN/vpQigNB4eDrvyPEhY69hsNhwOBw6HA0oV9l2lGMY9wxBYLDs+f/EcpTJnyyUhBHa7HdMow5TVelMGmhk/TVRVS7doJE6kNZvNimG4ZRhGzs82oA2HfuD2dscIVF3Hct1hKst6s2HRLbA6E+ae3d0rcbUSJRbmB4JP7Pd33G5vca6ibTpSiFjjsG0lsVO/YZx65mlAxZlBaxQtramIweMVZJdp1xUPH2wgz8xjz7nVXN9t2e0PzNOID7I2O/QDKWSmfuYqXWO1lfVczgL2/T4efyjPTYrrPyNRqqN8IoR12XdqQy54id/3OA4Yf69PfY8bqHQWJ4kynTYx+ViYI8NNSrrhfu9y/Gvyae9zGl7l3+N++JrBmSMG4/T1yt7ptb9ePnkPhL4fpt9/mWPiQh8/XNz0HPmauTRPFdd1zAgLqbx+RYZcfp3kfDEqU1UGCl4k5shu2PGF955y5LK2TcM0h/IMtOgccNYRUUwhYizk5IVRqcUBpZJEpLRO7LZXPHv6gDFEhij3j5QifvZMh4TRtpQ4CJrAOsOLF6/Y77Z89OF3mMcBTUQZjaukrVMbU9pvHcZIo3BdNZjK4YOUO/hZszx7wBe+8mN8/uqKnDVZCdtJQgyyJxYPh5J1S0mo5GJYCVEifiElQmkzrgEXi7nitd8LMsjNRbMQ8bKsv1Pmm7/567/v6fv34/z5i8D/Gfj3ftfH/08553/7e849pb4K/HeAHwGeAT+tlPpyzn8X6lA5zXRxb4j1KqG0O4GVjq6AYRjBLXCVACuddczBn+Ih0u4kC2JbJo/DMOJDQBvZgIrQIQqlQhHGif04SWtMAUQpwLoyuciZeZoYRvk6u92e3/zN30apv05d18IMeu99fuRrX+XNN9/g6bPHXL2AD779O7RtR7dc8+abb/Pk8QVvvPEEo/8kf+Ev/HlyhsN+orINP/Hjf4L/8D/8f9KPPX/yH/nHmMaeb337WxwOe5JKNItKQLOFhWQrQ44C6zxCyNRxs5wSIQk0OeVADAmtDN1igZ8N67YlhFBAfLLZS6Wu0bm6iCVRGEtaFx1On1TmI6gvpnInoThsdLk95FykUiX24yiiFUoTgmQ7u66hH/ZcnK15cPmEcfacPd3wcvcxoNFaBLhMPm1Gcqm1e725q5xz92fRaze7e56MvC4pHhMrXyafImASAdTo7FitHrJoFlw+aFB6AuXw3jOMOzZnK3bbieurnvXaEfNLzs6W5Gho6op+vMLEgNEPeP+993n+4kPqqSfEQMo9N7ffxrgGxfc19vUX+QO+NlPOAjz/wrv3goL3xJBEOJsF4ts0neTKK1cWepqqsqfImNESs3ld+Mk5M00T1poissmiDFS5WWbGaQJkUWaMwZX2r+PP7ndHdcQVdh/3Kt97+V4icQ7E5MUq7We8j1RVQ9stSiwqkJQh+UC/H3BPHDllxtATUkQZ4eSYMhUY9rcM04EYR7TJ+HkihBlrwCoYveR0r168xI8S3RrHkYePnnL58AHDKFN4paRe9ji5Of5/jPHELNPGYJWVbLCRusij2GmNY569CDGukoaDIpoe89BHWN3xax9//bpompLE4oxVGGdJOTP0PXMMpKRoqgplpA0qq/sFgnAZ1EloOVl1QwBt0FbuUdFLk0gikmdYrjZgDClEDvserS1d02CMbEBCnFCkwvS6F3iluvw+3idVvmJFOebB73Pfx4XS9y6qUllU/Z6rt3/44y/yB/7cBKMdzsngoG0cy04WSwphPfkY6VxN1TY4Iwsm72fm4JnHUVrYlDBAxE0b8H5iGgfmeRJuRVYobdEO9vst0zBgncFHZLGRwFhLXbdo1zL6yKvbF6CM2LST8H2sLfygKAvCYTfSdZaqMdRVy5e/9Md48vgN9rsd3/j613nx/ENWq4bVas161aFVgixxIYMieE+7WNK2C263W6bZEyK0izXGWMYpsFy2TLNHW8f1zTXO6pLzr5iHmapeUNcb2uYcTctnH31K3Hp0u+Yr77/Hs7ef0Cw6IjNVV7HfbVl2CxFStOPy/AHjPEtsa7UW8TJHvJ949MZDDrs7rl+9YD/JdXxzu8Maw+NHj3jw8DHj6Nntd3z2vOb20DOHTLtYEwPc7vYsFisqV1O3Fe3inDiLgyJj6dZn2KajWa4kVp7kPisOwkhSBmsr2lq4JNZaEjDPI9ZanKuErRIjOWYuLy8Zx5HZT2idSQQmX67rqEspRs3t1StUjhijBPQdZ3Iasc6xqVsRc2PkcJiISaOsRNBjhnZRobUla4F2Z1ehUiaYGT/0AozXCacTU5iZxhFla/i7TDD/AY6/yB/wtSk8OifPnBQI0dMPPTe3NyW+uqSqNyjTsGYDKRIDSKWwbKBca6mWFc4tcM1K4h2xJ6rStJQHSAoTbeFfCFS/cpa61lRpZrfbYnKmXdUkpAF16Aeur285O79AayVNfbXEMFKWEocQJ6ZZM00j1hrOzzZ898PvcgTbLhYdbdsw9D2r5bJgGDSusgzDTEpS21zVjrvbG6q6pm4qrq5flain4ubmpggnIqRUdcXt7a0I0m1LKGwTP81UTcVc3IpVVTNPI8fWHesMIciwRKCvqsRrQGlxWXjvT2sPeTZASjKYbNuGvhfxRwbGmn7YM/Qz2+0B5xzBT1RVRde2xNBzdX1N8DN9v2e1PmO7hS4smd3MMI5sNuf46FksOs435wzDnv3+gK0aum5J062563u++9mnQOJJfoo1lsY5VsuOR48u6fdPuLu7I6VIPx3IaA77kdvrVwzTCF2HUQpjE0bnMgRw2NribEVoFsxxgJQYYyIEsKqm6hYsNo9oWsui1fj5wDjcMo97zDBzt3/BYZ/wQbhiOWmJoiVPDIJICF4coM5938Mjf5E/4GtTTAWvFz6UNUFJMYhwC5CLxnLEYajXXECKArnh/lPH1Ml9oqLYYO7/bBmSK457qnz8I/e7KUWZgMpr0NocZaEiTt2vn/Nra5fXnT7HNfLrHxM2Zizf81HSOX3y+E6cXvcRH33cE9+vo8sfMTJUN6V991g+oQoPiqykLaz8bbH8b1IJXVX0U+TF1ZbDOHG33XP56BGubUX4wLA+P8NqjQkBq+X1h5xZaS2FSURsVTN64S7lFNi/esF/8h/9R+xur/jCF9/hn/7z/yzZdcScmOeZFDP9MJHQ7Pc94xCISVpr15sL2qbBqMTF2ZJHT55KG3UIXN3echhGPnvxgug9KSbmSWLrddtRNx31Yo2rWj559RlDqnHLB6QjbuT0c9KYY4uZ0ZgjT6iIdXOYcUnW+o4sTsGSsKE4+HP094NL1InzdOTayhkn+3pT0he/1/H3vHJzzn9DKfXu3+v3leO/Afw/cs4T8B2l1DeBPwn8zb/7H1MCjZsCWclGPeeEQVNbR1VsmdZYphhZ1K3k3qJsppQ1RTHltHnM5SRWRpcaRImVhSmgyVglOcvjtF3jmKaRmDOuqsADWlFVjq5akGMmx3SqdjPakEPik+9+xEcffJe/9ld+mrarefbsGV/68g/xzrvv8s6771I1Dd/59rc5vzinrhveePMN2q6jqWsuHqz5V//1f4WY4L//P/nvYZTh/PyC/9m//K+gdc0w9Oy2d1xdvUKVKl5rLbFMh7pOpi8ffPAdYvDkrHCNIYYC1Rvm0/sxzhNaKRarJZXWp6aDqWyux3EQR09MEq8qln6pWhUBR/Kh5aTLuTh+Xleq0+nnqRAgtLB+ggBZtTAptNHMYWKxXPLJx58TgbvbG6xTZGUkcpYhFZgwKWDU9+jPr5+fp/jP8eF+bP8SRtGRFXSiHwFgjEXrSM5g0Vjd8cG3PuK998754MNf55PPvsWPfPW/xMMHb7NYnPHi1dexzcCTtzXJd4x9A8mzXnc0TUX/MvLbv/1bvPHsx3jy4It86b0z/HzDdrvjsLvlcFPz1juPMNX3L/b1h3FtGm149713efr0qTR3qSznvsniRlOGrl2yWC6p6/ok7Ch1bN9KxcbKKaoXYyQHUbyXy8VJjBAhQv7elPKpevX4c33d2XOcRKpy/R5/svG1iUvO9+eCKk6VWKqDY5yZSlVpXdUsFisROlPA64mERxVQ89q1KGVp21oap2zNPA30/UBKEVQixJmUAl1XczgcmKcJkwNDv+ewu2Mee1QSQOCyW1JVjv7Q41qHq5zU28dIVd0LNxSxLJc6SBF/ZdLinDtFMLXWTPNETkcbviGFgCaRyqb76Pg5iqdi/54LqFcqOXPWxOg5Avl0iqAV1lnmaSaFQEJapLSW1iwBcnpZoOSSV0+I6Kw1TdVIS9Aw4mqkhTGlAjH0xRloaKoFMc3lZyNtLags8V8EvqdRpX0qvsZ7SsVNIk6onKQ2t+samUCl48Lu3vosGpE6uRCP077vZ6X0H8a1qZQWfouGylVUJ4i6vE+r5Yqurco1mMS9kwLezydmD1D4bpR44cw8TczTVHgZEFKiH0fu7u5kYtasGKaRECXCKbZowzx45t0VEYOrauYQ8GGWNh9r6Mco8YQp0DYrzs8eU7mWp08e8/DJJZ9//ik/+zd/gxRn3nz2hEdPnmG1pnE1wQdhWQSPq+T6d1nJVK5ueNCdCT8uyrLVWkuzWIpYrSJT37PabNA5oZVwvbSzjPNE11YkBbbrqFYr6rOJL3z1q1xeLqlaQyCiXU2IsFyfo7VhsWoZ+5Gvf+PbfOWrX8XWLdM0kLWj6zZorQjB02xq3n/4jBBmamd49OYXuL1+BTHyrQ8/Yr/fS0PW5UPOn9SgK/oxME6R5fohL69eMYfEfholgjcPLLua9dklc/R06zPGeaRqGrQGW1u5PrNBacPkPVW2dIsVk58Yx7E0k0WMrRiGHmsE1J5CxNU12ioysUwqNf1hwFpH2xi0Mlw+fMLYHxjHnjmCszVhngkxs6hb6maJnz2zH8uzN5Oz3Cf8POHqCkinBps5CIjU1S0xR4bDHYf5wKKtcHXNOArD6/t1/GFcm1rrsp5JxCzQYpniVriqllrlDP04ko3FKTkvlXEn+DkEIjIttlraa2OCefTs7m6Zw7VslGKiW21IyRC8I1UVLsHc7zncbiFq/KUASPF7UIZhGFifJbyfmfqeZbvBkznsd+L8mP0pCurnmeurq8LJkDbJeZY6dmHfRbquYfYT8zyQkzCDtJUY72q1wFUNt7fXxBhYdB373V7u3ypjrKE1Lft+z83NDcvlUppAi+Dv/UzKEo3ISp4xMSa6riNEX5zIM1rDctHw4sULFstWBDQnzz1rDE1uuLm5OcW75Hkg39Nms2aeZ4xppelHCR/T9kOJqRmapmG9arm5kbXz7c0V11cv2e13LJcbHj96irUVs0/M08jlhVyj5+cbFouGu7tbrLHM48zq/JxmucDHyKefP+fq6oo33n6D/N5bnJ2t8KW9M4TIbrdne7gjhFzun5Pcd+eRMWaqKpJdIusKXRoHQwhStGAizkrTo1M1XdVRuQarHXVlWa5qUhrR21eYakvTR1x1S1bCu5wLGD4WWG7SJXaUEsZqXtMWvi/HH85zU2Ff27vcD4oRF+uxBSynIugchRV1GjCVP/3a8LmIM9yvReWjr4k2qnz2qBFRGkhfF3+OJziv76lOC5j7BERZ1x7ffhGb7r/He+PPvbglHyuvLx9fm3yV3x1dO4phMtCT9uXjkYCk8mntpUhYI0JPBkyWteDpK6pMUolMQBvD8+cv+Y1f+2Uu1wv63Zabmzuc6/hbf/tX+a3f+ha2qghZ2JcaaWOmNGalwvnJ04yPnmqxwEeJEqvoGa6f89Fv/zrni5a+H/ngk3+PIcmwQWmkgQvDFBJZG0n8BIEsOx1ZVYZ/9E/+BPv9nl/9jd/EVg3r5ZpHD99AFy6SNoaUM69evSIlYQbd7bZ88zsf8MmLV4zjjLGOdrFkvd5gqhqKyyyE+wE4xdCRcwGHA1nJ3ip9z7kkuJZcwPdZCR6ivLmYrIogV9a0StbgPua/q5n9H0a2/ZeVUv9d4O8A/2rO+QZ4A/iF137Px+Vjf48jC2Vc3auVKudiZUpSkVZcAYrMj/zwD9GtWsntj57b7a3Ano/Vc2XTYI0psaWIzpnutWlw8AUElxNBRiooIxdkyFFEkJxkcWQFpFq7mqqqi/WuZO6SnOW2csxT4LsffMKHH3yKMpqzszMePH7IW2+/zXvvv8fmbMNnn3zCcr1i0XVFMZSK+c36jEXXQJr5N/+t/w0pZn7xF3+RDPzMz/w1Qgx8+ctf5q/81F/lN37914g5s90N3FxfkxLU3RpnTCGwZ/bbLcf2gUwuLV+J58+fny7q65trUoy0bQMouq7BVU6mDVk2UyVQcaqykwxrKjfGe+U4HbOegNX3lnKQqsiYBEhtbWlqmGG/75nGiK48m66W9gQlyrtsSEut3SmoVc6W11wKJwX8d7k8vtcFVMDBcgUi5Pvj5yH4yLJbE+bAze3nLJYNb775Dh9/9JzKnVHVlmEYeXQuDp/t1Y4nj94jpITSidvtK2xV8cd//I8Da1C3JESc7DrLm2+8y+UDSwjT9yj1f4DH9+3aHKeRaZI4pY++bM7LtF9bum7BcrksEFHZPJsSzxFhTloGUql3TVHabTT3jpSjMHcU8o4/G2stlOv16OQ4Rnrugc7HI5/EoO/NOsfTg+z4+1KSKYBC0VQtfh6IMaONLfEii3VgsEBiv78lZs1ytcbYSpg2AZQy4n5SioRY1+d5JPiJFDwkw9QfmPoDGrn5y7QyM8+eZtnSLTpm76mKQJOzxCtjhuAlXkZORdCJLLol0zyVybI4r47v+Rw8TS1w9Hme0VoL76U0YE3TdHLNZPJr771MSjMyQZ0ncQaYIjKFyoq7smSecwhUVQNZQN8xOfk6OXF0gWstDoukRCxSSVoTUhBLqynVqRKfc1jboEikmJljROtQImiaHDPHWdTrEcDTtZ7uqzhDEYecq8p95Bj9g+9ZlOX8u+4d6rVz5A/0+P49N5Xk4rVWKF0YWSljTEXTNvfMLS1ibEozsZxTSimM1SU2KWyDnOI9AyEGYghM01zqVBWL5ZrgM1MIGNsxzj1hioQY6MetTN2Vo6o7fNyRVaJuWw6HgX6c2Zxd8KUvfZWLBw9QyjD0I3723O5f8fzXP+DsbMUXv/g2bVtiMPNMTpF+nKjrltVa6qJDjCzPNvTDyFzcbc5Ke4t2mrZpxYIdIq5pCCmx2myIfiIGz267ZZp6UgjUdcvd3TXGVEQmmpXj7dUbZBMwteZuf8vFgwu2+x3nF+fc7XY8fvCIfT+wXK5ZhsBhGMg50lSOaTiw3W6pqorD4cDZ2QZMTVO35BRZnK/oNhekEHjjvS/zK7/8y3zzm9+kuj0QEzTtkqZbsN6co7TlWfMG++2OmAIGTbNZkeNcOGaB4XBH2y2YQo9SmpQavLH040xAInlEYaMc+SzjKNGclKFpO/bbPV3XEUPEukoqaOcePwcWdcPlgyWHQy+RLSUOaRMitdIc9jtm72XclhN2DrRdg6tMcQ4WnlZZ3k7TRIqaqpUWVqUddeWKaythXMNirRj3sO/3LLqWdmFPjuM/4OMf6tpUSv1LwL8EsNys0E74GOhMzImYNWiHcQVTMA3k3S2HcUdlI1Wl6doNWrcYY4WjgWw4lNa4rLC6RVcb1Popn9/s8GHmsB9QtkHriqZeQVT43nO4nvjsgyv8lHj+nZ/jJ3/U8Y/85JvkZHn//fep20acbAvLq1cvCbNn3/eEkFgsOnzwfPrpZzjnOPQHFt0CYw0heg67LavVUp4Xfma9WbA/DCiQ9rqmQpGJ3jNOPXfbLXXd0DXiFgrBczgcaCpDVSJgR0RAKizAo8jUtDJQkSMXB1Pm9vaWtmtQSrFcdOJYnCZWqyVKS6NY1zbc3Y6ChkiBRdcwjT2r1aoMWSIpwnK5pGtrvJ8ZhgM+JA6HkeQVdVUzzzO7Xc9w2HJ21kAeWS4WXI29iL4p07gKZRx10wlX7O4aawzjkOm6hsViwTh5lqs10zgScqLfbTls98wx8uGHH/Dbv7nmj/3oV2nblueffM4v/8qvMYwHHjy64OzsXFgpTurs/TSRTMDPEzlv0dqhtUUrUyIgkahnZgO1rYmmxsRI7SqqusHVHXPSdN2ay2bDzc1zun3g4nLGuh3buztefP4ZcymbiMGTpoxZyfvhnKFy7R/Utfi7j+/jfrNUuWdxohSizWl5oE5b7/v+Lfnc/RryeNw7Y45tyOo1R3TRcXI5axOoo9ID9yiKo3Cj5CuejEJQ1lOvVaqXT2ju18ni0XntyHxv7Oz1r1XczvL67vdV+rgGLx8/7Y/S/feRc/l8VhgNMWeJyiEDSil7ETjx8fs6uolSTsK9ioHziws2qxVGwdnDyOPZ86u//EtcPn5LhDFjMLYSsfwo0iLDLtl3ZnSVIHkCUC+WkBOGiMWDq+knj2sX2G6BixW67khanDb7YaDqalTBxWiVwU84Zta15uGjR3zxbM3NbmC/P3B7fc1nH30b52rQFh8VN/sDr65v6acRSScl0I6nz96QQW6GEMWZFeOMGMFMSTOJW+r4H1MilKm8n5J+OiZc1KkAS5AP0mSeSzLmyJ0KMYoDCF3EnyxCU/r+t339X4B/o5wr/wbwfwD+B/9FvsDrD8pF25CVVOwdlSqNRAkySqpLQ0SphKka2spwsVzy4PyMBw8fM80zn372Kb/yK79OiJF+nCXKdOTYKI1BYYpQ47ShqkW4mPyMMoZhmqUiTylyjBitBHxcQNPjODINMoE6xk+UKtGIJBfasQg9A1YZ7rZ77nZ7vv2dD/kbf+NnWSwWPHz4kLfefosvfuELvPXWm1w+eMB6ueK73/oGi25B2y5YnW148uQpf+6f+MdQxvKn/8yfkh+utaxXZ/z5f+a/xs//wi/wM//p3+Af/TN/li984X1+9ud/ns8+/RRrZFKjlEMj2cpELLlg2SBoI/b+ED1aKfrhgFKK7U429z7IBP44+VssFpL7jmK5Fw4Jv2uzVKIXUGTs+xtISMfpsiEmhTU1lasZx8D11TXnj2vQoLUwQmJWULKforTrwgDh9LHv3eD/55Xr46+N1ggvQCj7RyBuigIODtFL1Ddl9oc9X9g8YZxecbZ5xNNHF3z62SdUDTx89JgUxAr87Mm7WGvZ33g++vgjmk7x8tXn/NiP/UlQiV/6pZ/jh3/oh2i7mnkeeHn1OYvlgqGPrBfn/0Uuk3+Q4/t6bT599oSvfe1rwgA5HNhsNvgoZY/WOpaLlcQ9CoPl6LQ5bsaPxzHXqtXxuioW0iQ1rSllCPG0uTfGlEYbsVsfnT5HhglQztH82j+cBBT5O++nJ6o4iZRRsqFNAac1udTHnthACBDaGodPkXnupd5dadq2Rs4debob7XBVx93dK5yrWXcdw2Ev12DyDIdACh6VM13XMlGEDA11XbFcrwRwirgNq6oqgLtZFndeajDrSoDH1jlCDNS1RM+OYo5E4QzWCN1/GscTWFspLU0KIZwYLRK/S6UloAg/MWOTACHHoQetqdtGoMHGYp1Fo8gxEaYJlZEIl76vVk8pFOBfEfGOCyOl4QgJPIqw8oOR2m7XYW1L02j2+zuMk2l3wR3KNOM02dLFXmxOP9/XRb9jFPB4HhyneMcH6fHcPFpmj8s8jSL+wQMsv6/X5vnZeRE8ZKOtLdhKHB9yTlCaPcTlZYhFhE8F3izNPM5KjDpEcQL0/YH9fs/hcDhFsWMUcCMYlJZ6bpSIpT5mtKmoTAVZY61M7W9ub7jdDrzxxjv8+E/8MF/7Yz/ORx9/zIff/YBPP/0I6xRPnzxke/eKJ48eoE1mv98zzxY/9Rz2O2IMWCWut9ubO1JWPH36DF07qq4mZeFS9fttyb7DMA1YY/A+cHa24fzijJefP0fnhLOaaeq5u3nJcrnk7m7POM6cn1+yP1xzdX3Fcrkiq4rrm89BSyPHMEy0g+fi4hGH3jP0M4vlGlvXJAX73Y67eSRMA13bMUWPJvLZpx/x9MkTqqYWB4KrMFrTLRdM/cwP/chPsL58yieffcrnnz/n1c015yrjU0Qbx+XFAzbrNVobUopst9fijjWWcZphmojzhLFFlNeGgKZaLHHdEmtrTHVfbV3VNdqUqaqxOGs5v6jY7XYCks+Zuq5o2zXGzISUqWzFYikOCldVzOOAreTrTNNImDPWNOQY8AH8ds96s6CyDT74MmxRZcBn8GEi7EbZPFYttupYtg2TNgz9HpKmWmywVuI2Tr/m0vuDO/6hr82c878D/DsAj998nFGZrAI5z/gwSMOdH/Aqcbt9we3+CpSiaRu6rqGtGxaLgeViRVe3LJoldV2V+27A1S11tSIbxaIyRB349MXHzEFcXFVdUaWau5sbhv0d85CIk+LmVc9qsSbOkcPuFu8t3sPtXZbrb3uHNYrKOJKPkDPzLI7w5arjcOhp25pF17Lb76jrmq5ri3swslmvuLu7KUUlkXEa0KFCa09yUhhxdBaKOC3xEFRic/4Ap2G/n8tawJJTPkGerXVMk/DphAU0nRoGJd4KKGkgFahyZJ5HmramaxtSTlS1Yxr9KRlQVTKsEFC9ZhwHtC7nJ5nKOVarjpTvGHu5X06Tp246Kpek7bSUJVxePuAwDJAVNzfXzD7QLZfc3Fxxdn7O5cUli+LQr6qKaQ7c3t6grWw8u6ZFZ3jx2XP6qefF558x9AceP3nGzdUtLz6/5sXLz/n0+XO6tqWtOuq6pqrdaUAjhQjiwj62CMVSvrBYVHRNxXq1ItqaioyvLLUz4BTKOMbRY3TEOoexFevlGTlHpmlH21r2+8hh7Ek+Ey1Y42VNlBKjmb8Pl97f8/i+PjeXm3NeZ+gc9xVwdNAcW62OQyExBbzuELr/93wCNpcd/nHGDEqfTDziuClCU3H+vG44iidh535/o44ujuL+Oa5xj26b05Ffe+3leH2I+np067iOktd1dDC9Bop+/U07DchlDaUVZY9MKfcoka4YGA87lm2HtoZsxImSs0S/VFnzpSi19MZadFVLo5px7G9v2B5GFmeXIigpcRO7wmw8uojUMa0DmAxV49j1B0lxADoHFq3laz/xJ/jRL77Pn/0n/xxBO37+b/0KHz6/Zs6yLl8vViUCXSroY0Q3DcofODtfoKyIp3XtaOoLHj28JPjA9e2WT1++5KNPX3B7mJhCJmuL0gZrxCmf/CzmrcI98rMMWo6Oe1tefwoBELRK9OE0uItJxJ0jhzelRCwRS4PgMGLOpCBcTG0MtaugGFaOa6AYAilE/m5PzX8g8Sfn/Pnx35VS/1fgL5VffgK89dpvfbN87Pf6GqcH5YPzdU4p0w8jMWVxsKgC90yJmCKxbBJzzOQUpPlmmmitIYyR25cvefLgnLZb8NY77/Hy1Us++EBs1TF4jHYCgdYWhzopqFY5lDYok4lG4UvUwXvPNAWMUmhtSt3x/UZzLhtGpfMJVmsqUybgmTlEQoknVFWDsxXT6PnuBx/zja9/m5/56f+UxaLjwcMLvvTFL/CFL77P+++9x/pszQcffIsPViuSgrffeYdlaRZTJP65f+6/jsbw3/4X/puMk9jLfv4X/ia//Tu/zZe++D6//Iu/RPaBx0+f0O97cgrMfsZ0AvM8PzvjbnvLzc21THzJks8s8vDsZ3JWxBCJfiLnRF21gGKeAnXdlHy1p6oqxnHEGktI8QRxPDqNjCoU+aQgO6yt+fJX/hhf/erXONzd8p1v/Ba2MbRLja08PnnIItZklcqrylAMhTqr0w3zdbHnmP3+z7t+yk2tuAR0iZ4dK6PJUZTtnHjnnWd86Ytf5OrlK0wdSbzkG9/8Nm+9+b78vEdDt+rIOXKz+xzLzG/82neY/C0/9pPv8e77inG+whr4kS//I6wXDVd3X8fqxHLRkrOnXSS204f/IJfc3/fx/b42f/RHv5afPn1CCJ79rqUfBqCInkpTd+3p/YV7BsuxGQ7uk8UKaf7CGAE4Ek8b+pwTKLH/6/KgjTHQti0555PgI4u1sdQaHxk/wpMSp0M6/fxzyV7HGKUuMc4YjMQREUfROAwnNV4ezBofQlkKJPrDHT56VutzvB9Krr7BWceiaxmGLe1iI4yaHCUC4YstO8zle5ZGEK0U680abWvWmzN8Chz6vdRVKw0xQUxMozgi5mmkKpl655xwuEyZrhQhDCQuJ4D7GrK4KF1XM02T2LYL7+AYeTsKs8cNoTHimAlB6jJjjPT9XjgV4wFTXANkaKsKH0XQ0lpRWYvSGZQBKkKJxcrCWkmLTwgkJPJ577gBY5xE1WxF0y7JyhZRekQh932l8v31ipEBQLnfHs81rTVhmkpriwhRVVXJoi1lSLlsnnOZyhTnYC5cCPW9C6c/qOP7fW2+8/Y7ebXZUDtF4wyVA2cydW3QRqI73gc4ss7KOeC9bFyMllFFjDI93u927Pc7YdwNA96HMtHUVFWNMgatHbMP+BBZmAV1yiyyFCooJWLtMM1Mk+GP/eg/yptvv40ywp/7D/6Df5/9/sD55owvfemLGJP4nd/5DZTKfNjPrNdrnj15xtXdnrvbK/b7LdYqXr74jHHqySnz1a9+lXHu8dcepQ0+RhatVJv348h+t2O1Wp/O8WnYFwZI4vLinGnYytfKIhgppVi2DddXL+n3O4xK+GlgngcO/UxVN2x3O548ecbd3Zac4fziIdoYXrx8yeMnD/mrf/Wn+PIX38eR+O1f/2WePX1C19bcXL+ibSqGm+csVyu2+57zBw/JSnF++ZCzzQXW1bz73vu8+e67PH/+nE8/+7RAaiOVc/R9zzwH1utzZp/oVpcorbjb3pFLs9EcIpU7uiIhqExkRptIZQUEf4S7Z2VoGqmlnidhnq3Xay7qlu12S5g9Qy/uieWywYfA7D1ds0BrcVYs2hatYOijsFmMOfaEYYuQOEwDq2pF1y3QWkSfGDJVbbBOEfzMPI8kH4jTjDYOVzWslwvGaWIeR6mdRuOn/g/clPf9uDa/9yjCdI7MoefQ37HfX3O3fVXEVo0yBmUMy9US78+Y3JLb2wPLdsHl2QV5nTEbR13JvRaV0c5h9QplFBsiu0nz8uWn3G4PrNcRp0DlgAHmfiRPicNdj8sTL55/xueXH/LkyRdkWJBUqT7uCWHm2eOn1HXFNM3FXRu5vr5muZTh3zQOWK2oS9MfKHwQsUUB3o/3JQ8mE7ynqduyDgsifvQDdV1jneHy8vLUQnm8J9kSezPGiIOobrBGShfkHA4lUhnx80wMM10nwuqxvcsagzWycZIhlcFrX9YjMkE3Rpe69x6lFOM40HWdxCKbFqaR6APeex4+eMhqJa1A8xwwJjL0I5VTrNZLEsJRclVFu1hyc3dLSol+OHBzc807b70tle5BNmspRKL3tG3Larng8uKC7f7A/rM9h0PPt775IeMQCAHmKRGD4vbmwO31AZXUfX2zEkcJKgmItqqpqgpbhCWlFK3TPH34ABM8Zr1AJQfREgPUztAt17jaYrSmPzimvibOFcbUpFhxez1jTJC2SG1JybDfj0jFfMba7yuL6/c8vt/PzYfP3jrdTb5naJyTODLUa66anE4OjXuhiHvXBaWaqMR6XncUC09Q3NXHiFR5LeLCKcJOKntRpVKJySqOHhxJqpR1tCqenSxOm6PQdHTwHF+ZuEFe2/gf52YUp7ecHCex6rgOFIdvPgkXmcJJlVci66mjA0mpEvGPOK0ZDz0L47AqoUgEpQk5ocugSCuNKkNjctmXaU1ScHd3x2a1JKNEyHaGlAV7oFGFzQhZ5fv3BUsKYrKIPgg3MgtT8L2v/Bh/4k/8JMv1A5RxvPfW23znk5dShJAlguyMYZ6lsU64hYEcIrZpSdoxRsWUDP0Uef7iml/7ra+z7wdM5VBI/DYBXVMz+8w4TlglLV3zPDGF6WQ0iIWbJ/fGQAiCdzBGM/sjqxKy1oSAcBiDNJDJkFkXPpnGakOYxYl33FdkP4OWdX+InmNRk+b3d/3AP6D4o5R6mnP+rPzynweOSOn/F/B/V0r9HxEA15eAv/338zVTyvgQUFYqDK3KKCtiQkIRE8VCIgsMozT7fk/ynhwim/WaBw8ecn17y7LrePzDX+WrP/QjbHdbPvnkEz7//AXWOcZ9z+3VNTpDXTnIiuQTlbZMIeCsCBlOW0x9D0Qdx/HkZJCLRUm7FomUM2Ge5YZQuDzqmE0kMU6DAOWQOk/nKqyx+DDzyaef8NHH3+Vnf/7naGppE3v27Ck//MNf4fzijMOuJ5NZb1bUdcN6teH84pKmbWnbDqUD/5U/+6f5p/7JP8eHH37Iz/7sz6JR/JWf+ikU8P77X+CDDz7i537u5/DBc319xzAOKGU5Pz+jqSpc5VgsWra7HZ989DFGy4knGyTFzc1WHFRaSW48Q1VZQpB4xWKxYpxmiZo4ybejEj4lRLjRaCw/+Sf+FD/0la/x7jvvcfXic4IfOJ9qkr2WmAAKlLgrlEAI5ArTWqqsT1Y4SsSvZCDzUZ3+3hXi6Uadsrh+QLKjWphCwhYRF0rdatbnFW8ufoiP///U/WfMbmt634f97rLq0962311OL1M4w+HMcDgsKhQlR8VSEgOJHcCAIwGWAws2EMPwF8exEMSAjQAJFDjIB5dEsJAAQQJEtmQLNi1KoUYkTVIUh2V4pp26+95vfepqd8mH617Puw9N2ZI1HM1Zgz1n77c8ZT1r3fd1/a9/efbbTGcFX7r9aR4/Pme+mLDdXRPUQF3PGbqefljy6c+8QVlZssJztW559vQpq9VHfOGHfpLn50vWmy3HRxVPnz2iKEu0ibz3wbv/qLfbP9Lxvb43R+ClKAoWB5bJdEqza/DOpQQXccHf28XFMW1tnDqMpnSjgXFIkiVNjKJNb5rdfsONYfSaMOn+invGilJqD1C8OB1RSu19bT7+2oEkR+jTpK7ve7x3+0QQYwxDL1IX5wZicEk+5Ai+Bwa8b2nbVaLhW4xJbBElprN1NSU6x9BusTYneC8Ssih6YGstfhgkYcwW5IVMxJu+TQlLYird9clrpR9YrVZk1kBm9423916kZb7fFycj02U8f2L6HPC+o+1aRnPAcWNPHwpE9ob6IgMbv5GmT1GSxixaGrX0WLt1ILcpgQFZD2RCIZuYS+dWGTGh00oRlHiv2ZS0F6OY/oZBUmZWmw3KVBhjyPMCP3qVRSlKlDUJ1AnpnpU3EGJI977af5a+H9L6bNiXPC8wBfdGiKl4EvDnpqT7/Ty+1/emMYZ6UmMNFLkhMxLWba1h8AMxBDKrMCZ9sjGIBFqRopIlXbHZbdhttux22z1AFFIggrUl0+lM2HBFRt932NykhE0teKVXrNZblDLk5YTbdc0bb7zN87MLPvzwA9bbNU+ePGJxsODll+9wcnzMh+/d5/HjZ2ituX37iFdeuYfNDNfXSzabJQTP8fExy+WSW7fuYTPZiy8uVzStg6gYBsfi8ICjw1v0bkNV1sxnC8qypGl2nD17jlYCBEYC3/jGR+RG0e+21GVOYXOcj/gBhjbgesXF2ZrDxQG7dc/AQAiasip49PAheVmgNWRFxuHhEUWZ8eDhQ778oz/GermkqGteefNTEAYur6959vQpt44X4CsePfyIy6trJotDXn39LWIUI/U8L9DKYm3GydExBweHPH9+xuPHT1hvd0RajM5ozs/ktXqPMobF4gBrM8pSpCplZrFW7mWbS/x1BOoix2Q53nuqUZqb7ss8y+iGnrZpKMqCk+Mjhn7AD46u7YhBMXTCGNz5DWVZUOYZ3g3YzJBbw0DAaFDRELwwyrJcXkffd+RZidYWm+USc5yeuyhrYtvSbXd0YYfVmrwoMVkBypAVGa4PIms0+e97qvT3vKZVIsV0rmcYGparc66vn9M0KwYtE3FrC7KiwNlSJAnZBOd6ri6X7FYbtou1JCtiyKM0P9qCKixZNmdhDL0zbDc9q+vHmDAwKy13ZnOyxYInMTAxGr/rMDpy93jGS6dHKDUwW8x5fn6NNiWuFVCibdu0xw5cnm25urrg8PAApSKrzYrz3Y6TkxPWm4H5fE7fdShgtV7SdgKilCnl05pIXU1YrVYYm5NZS98LU7UsSoa2o6orhqHDp3Sauq7363iMkOdV8tkI+8ZJKU2Rl6jYMRgZ+jg/COARRNLkFLKXx7j3x2t1R11XRCTQYOglKEYbkSL2Qye+VyHgg6PKao5PjjFXW66WW2azmbB4leHi4jm5FQZ91zumkzlVPWU2mbFebzjUwhxwPrBreq6Xa9abHYeHR5TlhLOLS66XS6ATCetkysHiQECjGLm6uuSD9x+SZQWbzU5qDi0mwcJBkf+Oe9kwdDR+IAaNMRl5ptHW4pK323q7xJiBtis4WBR4B5Oy5M6tjLLWFIXFaLjWkThYtusd/bBlsYC8GPC+EZm3sgSvJGI+9Ngs0vW/74y835d+c4RxPgacpKFUGGvY/U+oF34vVRV7Vs7Nd/bk5BceeWQ7Sy/Fvi8Mo1H0x0uyj/3tReuKPbvo42cm4T8jkDO+uiRn3wNBpNf6ggG0ujGNfnFw/uLzxhiJ+sUE5xefWwZKRih9+K7l7OmWeWl55fYxDs3GQ68y8csLCoOQI3RMoSwhYg2sry8p61LkXinlKr27/bBulDeN6oEs1zjXJ89NkVihDMrkNEMEk/H0+TknJ0eUVoZiAxFUILiB7aYjs9L/Q8TFSFFNudx0/NrvvEfTNFxer6WW7h1lUTLPS1wMXC5XHBwdMnifwGBDkaVAEqXJ8wqTSTS8QvwOjdLi5RMsxojfXUS8fPI02HXOoa3FqGzP+iGKJ5p3LtVsirIooZBrTp4DXBA/Tp1YWoPzdF27VyX9Xsc/TNT7/wv4GeBEKfUQ+N8BP6OU+lK6Sj8E/uV0sfyOUur/A7wDOOBfjf8QiSWgsEYKFrRBafEUCV42AqUtPk3miZFh8ChtIWpCgDwveO21N1DasGt7iX51kuLzyssv85Uf+zHuvvwKh4fHrFcrvvvtb/ON3/ptfus3foPHj5/s6aYoTWEy/OBlUuyjxBJz4y/jvcP7QfR8cJOKtTcgBed9usHTdB2FMSKL6oYt/bATKpvR5EVOlhVi0Nx23P/oIe+/+yG/+Au/zGQy4e7dO7z08j1eeeVl7t67w/RgytHxIUYbirJiGBynp7ep6yl3bh3zz/8v/ucMQ88f+5k/KIt0NPzCL/wqX/3qT/Bzf/tv8e673+XTn/0sP/KFL/A77/wOq9WKzWrJ1XLLxeUSZQpi9BJb7hw6CsClMXvNJkDbDYypToGG4CEGTZYXKCWopAJ2uxaU4eTWXT73+S/yhR/5En5wvPfdb/H5H/ksX//mM3ZdhwoeZTJJglEexUh1ROzltdrH098cIgGR5vfjV1SMosA1+4Vx5FgqjDKkDCq0sfR9S15BVvVUc0V8Hnjy5ILZJGdxMCWvPcvtY/wONtsl19fnZDbj7u03Wa3h7P3nTGcTjg9epczXPL94j8P5MXdvv0Wzu+Cb33wXm1vu3n2Ve7c/B/zV//5b4h/i+L7cm0oAm7btBCQrKoqiou86iDcpTD4EVIpp37OzSPrivdTnBYkWPslPhiThETM05yQ1QGtZNMMLI98XAZ/f7fH0uwGhmBB+52R6pxKAOwJFWZbR7Hphp3mJflZ6BAoh+IHgB2KUP127RauMYVBMJoqyqrFWUi/KsiCzE7rYSky6cRITqg1YiXPOsoLgpRE11rBrGqxVkpgA9F0nrxPEjBbZWLMsw2Y2AT85JCBnSGuMTHV08jFqiC7uwRCVzLlDvNn4vfd7udTICIrpMWKAoXeUZZHStiTpQ4pkjTU2JQBK0eljQBmNtpkY6WuFysR7JSiRzwWlQOvEFNIicwsyOYuDR9tI02zJS/E/M5lGdxrSuhMCjD7MMQG2Qs9PgFZQoE16X8LaGq8n8SdTaaoVEqiY0hBSjXUDEIoE7Xt1fD/uzYiYMUcFahDab5kLcKliQOcmpaIFohfPBucG3DDgXC/3x9CLvGoYEitIvl9VFWVZk9kam4nMAB3xoRJ5NoCydK0DMm7fuctm3TIMjvl8xtmzB0Ck76/ZbVa89ebrzBcHPHn2iPc/+JD59Ii3P/XDvHzvNaDhgw++yePHH1FNLMfHB9y9c0LbtsxmExaLQ/p+SOCtMMuqqhKTY2MZfKSs5tw6PaVtWlarJSFqXn/jLbabNTEGlstz7ty+JcbPVYXvhRWVZTWbTUfXGdZLj2ZK31rOz7cc3loQoiIGhXc93sHF5XPmBzMuLs+opzMODk+EDXRcMZvV2KrGDy1FNeXg8Jhut8I7kYhN5kd44NHjRzx59oxh6Dk+PuHo8Ii6njGZHlBWE1556VWmswPOL64IKtIPjqaRtaVtG2mw0ZisgrxgMj2E6AlhQKnA4JP/UNdw/uwxWVHhvEyf8zxnsVik9ESL6zuazZqqqqjrmizLKfIcqwXQt9owDD3rZFqvVcR1LZO6pCwyytzQh4EYFFlZEIIC3F5G2w89hX6hzFTiRaK0paim2KjYLC9oNjt8nmHyEp0VRG2F8+t9klx8L+7K9BK+TzUtUYCUtt2yWl6x3WxSbcm+gUcbfK8IRQQfODw4IPqe9fKCi+ePCF2D71tmR7dwfoFzE4aypM4r6nrBLUSO99GHDd3qkpOs5AtvvE2uFdMYeagCm+M5P/HjP81P/cQfwfuMB4+XPPjwmmp+xPX1NcvVFUpJqq3sOwrvB8rKstmuWK1WHB4eoqgIITCbzWR4qSQNsOtlXxU/QLevlfuhTT54nrzI8MExnU7o+5GlGZJx8iVZJulzRVGIqWrytAtBQj9kWCMSLSIpCMLTDy0gDJSu68isDC8EXJPh0Shha7uWsizZ7XYYK6bXJOaj1JHCjK2qkn7ok5H0QFWVPH/+jMxoDg4mVFVN2yyTGa5m1/biMWcKbt2eU1Tindl3HdttQ992bDYNSq3Jy0JS1kzGdrPl6uKS3g1EF8h0BkGTZRW7XYN3O0KU4XJQWlhSiSkVg4KoIQ1Jgo84FyGK/EsrgzIZvd9ytVnhQgd6wdXqElsqFosSm/XMplOMdlInTCxhMAx3puy2jyhyR11p8sLihkCeW7p+IAwdSgxsPhaw8b04vj/3ZvKrIUE0Y42ZwBmttKxTexAofmxItCfOyAPI18Y6YnwfeqxdQxqMpgFbAhvSj6faK/UncWTQj4vdiyzl0exZnlyGgTf1ShwfS41wltr/iYlBkk7wHth6Ucmitd4X7vtH3f97lJsJIDPK6b13RCXhSVprvvutb3JoAvb8AJNlXA+R+s498tkReTERA/igCV5YdDEETITV9RUnp8cEAh5F1Bad9gkpbvSeQTV+ZiE60OLXqo2oRcQLDEaJ3q7Z4fyUWyeHzOc17brDpeAoGUKI/2xQmnIyZ7fb8eTBc46OjwghEkyJZiCGjpmJxOjoY2CnApkxuCA9PCGgiWhrE8Bnks9l2HvzaGuSdUrc+9dprcmzbJ9Wro3BKAG8hGgivscaBcZgtEGnoe3gRemgjTyWScPy8frJ8oixeRqC/t7HP0za1z//e3z5//7f8fP/LvDv/vc97u8+RgaH8x4dSYbPMMRIUND1PbaqGA3wohKgJ2hLjIq22aF05PjWbV5++WU+9alPc3r7Nq+++graZphMUhYG5/jKT/0kCsX19TUffvgh//V/9bP8//723+Lxw0d0u4bMZkStUwyqY0TZR6prCDfGUzEEBK8Ym1GZJmijMUolzwVZBExiDGk10vlg6AbandBmtTbkNuNgsSAvK0KIvPf+B/z2O9/Ch8hsPuXW6Zy333qdT739aT7z6U/Te4cKsF6/y2Q6pe86Do4OODk5Yj5fkGUF//Sf/uMoZfhTf/p/xPX1kqIsWa5X/LU/+59i8xKbWc7PLlFGM50fst0mpo/JODw+5uBgQZHlfPTRR2w2q/1iFKN4gPi4TYuIYvAabQzz6RGvv/42X/yRr/BjX/0JXn/9LbwPvPfu+zx5+oyf+WN/iP/sP/8rXG+ekxegTUEI0qRp6wExvtUquf9Ecd8fk53GBjZdc4wUyf06nlbmmGzvtRKQQgUthmrepw1fYbMcTM873/1FMhtYrzqUyrAlVLrg+uo5ugi0buDguGY2P+bBh1eEoWY6LShfMTjf8+H791lvWm6dlkyrCYOaYs0hf/Cn/hnOzi7YbiFkt/5Rb41/4PH9uDf3DXOUiZMbJOUhy3JC9BBuZFYqMSluYrdJU4+RfhjTOh4F5EMmc3meJbaKGJnmec4YG/5iFPkL72Mv93rxuUd2y4v+Lz7JmVSSHGVZRlWW9F1PpjVN06QEKUmUUzoydB0xMU0UAZXSvIaho++T14/VeIOAwS7D6Iwin2C0Jy/EzJMskJcVfdMSlaRmjUWnSvzXuqohiDFmcGKyu91spfhNqMcwDMnvR6juoxcQKVIzhCBAuTJg2XvwGGWk0VKj/48wpwTISdTaqPAuiGwTlVLB0oTFCmW3zLO02SdQPJnB27zYg3a4gLZGNkItTJ/0wezNiJUVCRhaY4zFRyjLgqgjXb9FZ0okKlma+jMmtDkpxoJPlH27B3SkVJFiTWuNG4ZEqTUMHzOH/viUTmjLqZBJ2OT3Uvr1fbk3gcEnsDSzKOUFKDcyTNFKpBcxOmJw+KEXw27vIIi8sO/bBMiFNCm3LGYL8iKXBkIX5GWJzSUNM69qrHP0g0dby8nJAu8jjx8/ATSvv3aXBx+9z/L6irZraXc7Pv9Dn2EImg8/fMzB4W1OP/c29WTCwWLC77zzdZ4//Yhmu2JwHWW5oN1t+fa3zynLgslkwne++5TpdMHR4S3ycsp8NqPtW4zNGVxgOp2jlOLps+fstjt2uy2z2YTr1RpFpG8a5rMZmmSC6CPNpqPIJyw3ntWy4/KiBTXh5NYh11fXzKs519crjo/mbLctVVUSo6euK97/6ENef+NNlus1BE1ZSDzt9brFec18dsLi4BZhaFFhoGs2rNcrDg4WuBjoup4Hjx6xvLpgeb1iNlvQ9QNZ39H1Hdvtmnbo2e62KJOBMhwdn7DbtWzWK5roaHpHWc/JY+BytSS3luAarIY4NFgdqcuCoe8kaawUVkWzWdNs1sxmM6bTqTDz+o7d0DO0O/I8ZzadE7xIJIsiR6GoyoyrS5GaERzN+pKisBRZRlkUeDWCSwU+qL0pvxscRg8orch1jlGWqBDDWKuZLebi+UKka7a0TUM9m1NWNT4Ettttkkt879Cf71dNK8xEkVS2uxY/BCyWXGeJ/V1gbU4WFSoMZEVgsajJsxlV5lk+f0JOg3ErtpcDq+srinpBPVswm86Y1xOUthwc3GZ3dEm31LxyfMy9xS0mpSF2O5YXz/gjP/kT/JGf/mlOb73Eaj3gBosPa5a7LcpmzBZz2rZBaZWGIT2zac1qfc223VGWhSThes90eoLWms1mQwziO1dVZTIAtvuBgtYabSxN0wECwhRFLmt5hLqqhfW7a/f1W1VV+2j5MelqXL9H8/pRyl+WBd5n0gSq0URVGqaRPTQa/pdlyTD4/WPkec56vZL0TqWSjMzRdS1VVdE0W4wWX0omFU3rmc6meDfQDwNNK69ZaU3XDcwWCw4PT1itthhbcTiZM51NhW1sV/ja43xks26I23avcuh2LV070A4tk+mEV155lSFEdrsWg8XR7odkMhQXSW9mM7yT6b4bpOeQIZdLe6IwgGye0fWettsxrHZsdx3d4Hh2dkFV1xSTgqwwTKoaa3KK3FLmhlvHc1arI548P6cqa6qyYte0GOMpDGhrCF5htSX7Hhs+f7/uzfGQwZja16sK8CFZFqgog2I1Ai/jVDMBODHuv6YSQDGCM2GfwKRTKHLc4zEKQ0TfmDmH+KK19AuHSq/xJnZd778uPqZhBJ/G87EnMe/pPjcvWUnYzf4xx59RKrkRsQeHBOAaJ2Qj60fJYA/2Bs6KyNB3HB4f0TvH2WbLxbNH5EZxcnLM8uIZUYm31PzWbaaHtyhnB6hySlAG8gq0YjqrGfyAx8rIOAR0GE+bkfebpGyByBAULkSiEj8dqyyKjCF0TGzONCvY7BTPn19x5/SU2fyA59uzfZq0UkrAqCiDrmHoGXzEY1CqoG/XrJdn+GGQoKdJjouKjx59yMX1JV++dYw2AuSPY+6A+Ba7XgBpGUKKh+7gekyylBBDZyiybC93dSFASkjWSrFZbfbgkNIavJPBOCqF0ojP4+Cc9LfG3Ezeo1zD2tx4q/5exz9O2tf37ogycc/yEuc8FomWU2liPF8sJFZaa/wQ8FGRl1NmB8f4oCmnE776B/4QP/zDX2BxeCDNPOLLo4ywO4bB42MvZoc+4oJjMpvxI1/6Ij/zR/8obnC8993v8vM///N87Wtf48MP77NcrlmtVwQ3MPhO6M3I+TVq1EWqlEosK4cYZEYx8DIiDdPW7A1xx5tR6KyK4CNFUe4b0G7oeHZ+RgjitTOdLzg4WJDlOS54Hj18wgfvv8/P/pd/i8VizvHRMV/5sa/y2quvcu/eHZkU+J5nTx8zmdVM6hkHh4dMpjNmi4LZ4g7GZtxTd/g7v/A1mrbjL//l/wSlNN/4nXf46IMP+MzhZ/jiF36Yb33rm3z00X2ePn1O2+zwMWCyHAUUVUGRF9y9d5d33/0OQ9dw+/ZdPvPZz/E//Wf+WV5//W1und6l2TUsl0uePnuIDz2nd2smi1P+n//v/4Bd+wyTJfAs5PhBKLlOuf1iK+74L9AQ441UY2Qt7C+jF/4u7JFUAOg4PhoKi4oiI4tR/EZcv+X4dM7sWBNcy2l9wJNH10QGvvnt73Dr9pyDwymzosQPDVU55ctffp3j6ZucL5+yXLXkBfzIFz9PCCVdu2K323Hv9BbWFlxdrTg5nnF4UFLmi+/PPfU9OrRS5HmeWClSZPR9wGZ6b8Q7yh1jAnqUvom1fGFbkv9PTAVI0dqpmBuG4WNR5GMzKs9rbmiQiP/Ni9RUGOVPN+lvYfQK82JuHINnMpnsPW3G6OHgZVouZpSOGD0RhzFKQJAYiM7jXWRQXXorjt1uRUR+XhtL7AJlMaVr15TTGRHP1dVzbF4y9ANZqYlDFNkkkGWS0mSNYbNe453DZhmr1ZqubZnP53vvAz36FxgjMdz9kAAtTdQICDSypYzZv3/nJao1z8zepF5AI7k/Rl8EkFJiBNO6ricnx6qIcy19PzCbTlPR6cmLHGHeBKJS1PMZ1WSaJqVuz7gCpOCwCrxsUFbJRmltho6SOBU1ONfSdeKPZq0mDApHmnJGiX4fTavL8sZjapSa6URPHoaBvJCC4MV1Q9aDETgUtOemcONj19In6fARGQB0gcIENIoik2ug7wdU8GidmE2DE0+lIaXcpKl6SNPbPM9FlmxFhpjXBXldialycGhb4KMhL6cUlaGqa86eP2O7W/Pyq/cI3vFbv/1reNcRvcbajC9/+Ss8v7ii6wNf/tKXWK1bJpMp5+fP+cY3fglrHXWdYfUEHwo2mw2r1RXz+QTnBp4/f8bBwRGLxQzne7S3rNZLykLSEyd1zXa75OLigsuLC6y1FHnOZj1QF7k0tUDXwrpryLOC7W6HzWuu1g3DoLhe9TS9YjqZsesj1fSAbdMTVaBpO2LomdQHBGWI0aB1zje/8y4v3XuFoij5+q/+CseHR7z08l2qIqdpOpxRTOqayaRCrZfocobJNIvplKbZ0bqAtjmfeuM1zs7OOTu/5L0P7nN0eMR8PmMymzJ0DdvdBdrkPH74kMlEkr4iiqP5nE3Tse178qLC4mmHnvV2jTURFRzNylNUJaHrKbSmKgrWbUfbduxW11zajKousXlOiJLwFIeM7XrJdDonhsjQS2KgNbCY1hLX3beS9jJ0uOjYDR22yLFZJpL8WBAJSRKsRNoTZYiWRaQmUwqX5Cp5UTE/vs1mecVmdc12syS4jjIvMLEnDJIk+Ek6FKM0PSZ/GkfwmjKvKHNLnlthV+mIMQM281SVIc9ziiyj0YZcee4eF9y7lfP0+QWPn65ofU41PeDw6BZ37r7M/PgUnZVM5ieUsZdGxWhc19A2DZPJnM9+9gsczI9lsDgr6fqcx89W9G3H4mSOLS02Mxgi69WVyDKUo+sbnOvZNSvKouTevZeZ1DXr1Yqhl7SuLLPJby6TtSVFGXvvJa3HaKwRk/OiKLi+XorUMe01IYL3AqQUVUneliht0NqK5C1GkVkrqQtym+33lizPiXh8AKsNXqdmFV6waJBmd5R/7VLSWF1X+2HQmDKmFOJfpCAaBdriXaAfBkk/G3pm05zMetYrT1GW5HlGXpSAYTY7wofI02cX3IrCJMqzkuliTlmWdF3Ho0ePUUq8ktYrkYnPipzODcznCxbzQy4vlmzDDhlSjCzpyOKg5uCgpMgrhi6yWm5ZrbZE79BaJCLODQQVQIPNCpTN0XbC0Hbsmpb3PzinKM6J2jA9XOAIHEVP01kI0jR2257C1NTFnFdffoPz845tG4hEcqOpVY3rAr5XqJh//2+uf8wjkpgyRGEhxxv7gP0PjLKoUTjwAot9TCOOMe5rWRVHdk3cs0/2g8j0PwFXEpiyN3aGfSrynrkOIxQkoNSN2fP4XN77/VB8fE4Be178981gNKY3PT72/rH2iahx/+v7MiiR6G7kXupj52YIAyYKyGGLnKhhEwJRWUzfc/n+BxzUOYtpTZbnnDfXPPzwO4SsZHF8m8PjU8ziCNaXLOzLmL7Bq4xoMkmFNQJPhOClzk1DPhT0HqLK0Hh2y0uePXhMlRXcOl3w4ME1f+Pxu9z5zKe4+8Zb+KCopzOcewIkC5lU0wzOEcKGPjFgt1dXnHUdZWY4qguq8oCAput7zi7Oubxa0ruBpu8wVuSj3kGeVXv2o7FG+oIxZCGr9utRnheyvgS5prLMpj5Io7QYtfsQqMpSPpt03bhBYY2c66hkwOudg+gxJpNBPGM9L/6j0cePKSd+9/EDAf5EIihDWdUyuMwscYiicU+057IqmcwPOD445eT0Dqf37hEVHBwe8vobr2MTQta2LS4V9yiDyXKMNuS5bFJj9LR4yChUUFxfXKO15qVXXuPP/8t/gX/pL/wrPH78mP/wP/iP+E//6v+X3XaFCXKTRu94YY+R6jt5UxDFmC/EGxpecCGxHCSWdzS1k+QLhbZyYxtjsOQY77F61EcHrq6eJ4+SjKquqKcLJvUMAgz9wLMnF/y1v/rXMVZzdHTIvXt3eOOt13j5lZe4fe8ORXHJ/UcfSJT8dEKWS+TkfHaALUoWB1P+t//2v4n38N7779M2LSfHx1xdXPIX/+Jf5POf/zy/+Vu/yWQ+oywLXn/lVXbNLpnJdpxfXOIc3Ln9Gn/2z/6LoCxQgSr4xjvvoLVnvb1kvT7j0aP3eP/9dzi/eCr+BNYT6NEqI0Sb4gMdgoPrRDeMCZx+0Z9DWFMxKIm2Vzo1iTf6UEFQTUKNZbpvtXhVpCsOrS3DIAwnm4kR5t1bn2a9atlsPDHWdM2c508imVH0WUcIjvKwxlrN+fo72Nxy+84J7bDEWk/0UOan3Ls9o+s6nNvg/Y71piPPpszmk38St9j/8EMpYlQYne3ZI9JAe5S+2TxfTGMR8Fnoyiq8QJ3VKWktMThUYsjZ9PlpDaJmuvG2UEqR2WwPBu2LxhfSv0azOnnuBDnFiPcDPjh8cMzqyceiryMiSVAvbLjqBQaEUqOe2WC0RWWyWMtt7pIHmKdtdxzMj2iCZwz7rMspxkTWmyUqOPKyJvSOvmuJIVJVBcFLDGO7a2h2O6qyYrMSs90QAnVdM6SYW1C44NAxiMml9xid7YEsgoBIMYTkaTROTAUoc96hld4nYL3IpBo3rDDcnFulhA3U9Q1lWQCRzVqMequyph96Ye9ooeTuGpmYTuezJD9rads2mcFL4R+igFtRiZk8SkkyQQxyXajAMLRiIGgLYYM1g9zTyPUlKTECZMnnKEmMLqW2iP9a2Jvbju9vPBdypIL6BRbQCBSFEbD6hBwhRDFltgoMGGPJrZinD/2AYsAouVdiSvkakzf6Xnwugvf4QZqfqqoTq1ZRTSaSPud7Bh8IwZDlBWUxQ+uc7a5ls7liMptzcDTn7Pwx58+fMJmVeFdSVVNOTu9wcb7i+OguShtJcmPg2+/8Jt47DiZiPBqCxuvI0A/MZjM2m2UKeMglFnlwPHr8mMl0xvWDj7h964ShE4PVYXAsr9est2s+9alP0TUtzWaNrmu8KghDJ+wTW7DdNhRF5Omzc7xTYAouLtYMgyLPJ5BlVPWU6ETLr7WlHXqCl9Srqq4AQ1EUzA5OWK131CHy+ptv4Pqe1dUlTGuuLi/J85zpdMpsVlOUBbPFEevNkr73LBYHHB4e8fz8GRdnz7l97yVuv2S4vlyxXm5oO892d4nSilli8x4tarzvmUxKnAu4rudoNsOFiBscDANlalpd12ONwticvh0IoeO8aVgsFrIOqMj1+prNZstsNqWoKvLMslleYrT4cl1mlsXigKIsUyKJMB9NGmoRg5i9R4/NDOAJXuGdoSjKtO4M0rRbMe0chg4Q40+jFVpB2wkTqigKqtkBPgbazZKhazCxJ1eK3nfi0fVJOkYWQBpsBhdRQQxBJ3VJWeYYYwlREl60FnaeUQYdNbnNyAtD162Y1i9x73TB5cU1H33wHTbtwPz4DhdXP8RLbwwcnRyBtgRjOV+teXZ5wdGspu8GqmLCfHZMXR9Ql1PW244HDz/kcrni1p17nF9eUvqKzWrJfCbDkdmkZLk8Z7vb0HeOyWTKpJ7S9x2PHj8iM5b1eg0IqCJgjaJpepyTIUsIgbwo6TpH1MLgzfOReVvt61sI2NxijNTueZ6LhYIZw1Ok7s6sAFSDUvtGNcsskIvkIwxobei6nq5v5fpzIqOWqGTPcimptkUuKXdN2xCcnPc8sxhrxdsnRPouYPOMosgpK3h+dsF0UmOt4uDgCO96iiSPfvrkKfN5T10vmM6mFFVBsxOPvKPDQ46OT5hOpmy3O8pqwsOHDzg7v+DuSy8xnU1Zb1dcLZcE4OV7d2maLc71tM7QdTu0jWRWc3BQcbDIOTqYoXXB2fMM73qur1qpr1QkhA6thOWUZyXBWCIFRg80YQNeouz/3q+9w/Pzc376j/wYr796j5PDQ3KT061X+N5RV0fcu3PI4J7w2itvoE3FerdlcC0RyK2iU4D/gWgh/5GPyA3wMjJdeKE2Gn1dSaoNnewlQohoHZPlxY2kJuzrqTFq+4Y5M/aD4jv6ghn0C32iqL5G/s+NzEwBIQpgoZQQIiJRotwTo1qed6x7x8e7kWzt/TgZgZ2xGBJAwvvRKiD9xjhgT7LCMUEuGXGMMBgoLelbwVPkBbfu3OWb35I9BAxlOeGqbbjaXeD8QLSWoiyEibc8Y/Oh4cxY7k0qNg8/IrQDZjLn2dWS+XzO4vZtUJreB7ySlKvIKP3SuE7qm6un9zn78F1qo/noNy94+84Rt197leZ6QZm9DSEwKQq0d+AhBCFdDH1HNzT0OHR0ZF3LgXF8+uVT+t0OH1v63RVqGAibHc3TZ7jrNXYyRUdDjBlYQ2YliTM4YTXmVtaSF4Ho0a8nhlHCl4BFVMIrAtFHhlQbB53Sc5Odgdp/sBKCYo0MM3FRLrb0OWXWJvmt/HtvDv97HD8gd64maE3b9UQs2z4QXGA6m/H262/w8muvcu/ePW6dHFMWE7K8IC+KxDiQeEdCkPg5Y8iS/8co+fAqkBmh1+0lKCn1iTQxHwaP8pGyrPnOu++yWq2pilpQ1jCQj4tpEHNY73vabgdaEYIiYjFaYtp0lA1KAAaNQvSfYQj4wdPTi3+N0WSF6JxH4MhYaeLyKif6QIZJpnaO7W7LarXZmyiixLRxMp2gtaZpWn7rt3+H3/jt36IsS26d3uKll17i9M4t3njtNU7vnDKbz9AaqrIGpbAmZzabc3Jyh5dOj8nzgn7oyc0R/6f/4/8BbSy//vWv03Udr776Oh9+8D7/13///8zF9TXTacWu2RDDwLQu+ds/97Psmp4vfOHLPH3yPirr+c67v8mTpw/YNSu0Eo+PojSgAj76hG4Kmc+TYqJjcraPIrxBjZr/EV3XxKiFRQIy2Q6BQEpt0smbSGuRwqBFHxqkYAVFcAPeRw4Wx5RVwaS4RewWXDyuCDHw2quvUBQ5t09PyCz0/hlWQ6ZP8L2GvGS1ep/JbIrKSlq3ZtituXjumJb3MOaMxaEisqWPHmOn9H3Lbrf5J3GD/Q8+YhSJ1jhBk41Bo9QIhIiXSoiermtkOmSNxBBqg0Y20UAkOpc+M49zAyZqiBpnLAEYXGAYHMbmxDgQ+iHFuoq5qzT9+oWphfpdm57cQ6P8S3yoIM8KbAJ+RnaQ80lLn5IYUIjeO94kIKl0Xe0ZJMFhs0j0PUM/sIuBod0ydCui3zEI3izpeianrGb4tkUVmmbY0gdHYQ3GiqeCd56+dYmyGbm6ukJFYUTpKFy1zIiut920KUkn8deMlYlMiDf+SC6ln6mbzT3EEeyQNKb9xjAyKYOnd8MeYNVa8GxQZEqYRlmWEfBsthsmakpVVSijadqGftdh8pwmBvq09mbGQp5jtdynfpSJZQVRK1BO5L1GaMQjm1KiomUtr8uaLLf0vUcibGUtHWPt454MoIguUmQFwXkIUOYl0UlxMl4nY0EVEvA7+lCpMYWBQFSfsAYTUFiZ1Kc/0QkAaHUQ48/9BFNJiqVztH2LD5LkhVKYPCOzVswKy5osE8ZZ2zsGJ7G+s9kCayXpcbdbU1Ulh7cPuLo+5+r8kqZZU5c5Ois5PnkZbQxnz55xenqCd57rq0uG3Ypmt+VgktO7SNM0ROfwg8VGRWY0Qz9w6/Ydrq4v2FxfidSXjB/+/A/z7rvv8qNf+hLPnz9ju9uh2x1GW7wf+MynPoXRcLG+whjDetXTbDWud5TVlND3XK9aum7J/fsPidEwmS7oOk9RzpjOZ5gso5zU9L3o/Jt2B23PYlHIQApP1/aU9YTSZpytzrh7+w6Dd8Q6EPpOajGbs207nB94/vQ+WZFzcnJCXRWcXV2wKQpObt3iztEtTg6OeH55wfV6yWtvvcH580symzEMnouLZ+w2K6b1FBciJidd/wOgGYYWpTVlmdP2LdoY6mxKs1O02614chFotmuGoWOzvOTo6EiSjpTDNSvOVhcYm8lAaDEneE/X7agmBf3mnNl8Tl1PyG1ObmAIA0PfCoPPZBir8cFRFBPxcZGLkqgUJpe6Rl5HTKklvTyH9xilKfIK7zzrrqXIrUhxQknfyGu2SgvR/RPGylNKY23B0A0MTc/QdtjUNFmrsTYHZaVR8j1D7xnaHoZIZi3TyYR+V+Dw3H/4hLKYM59Pmc8yurBjt73gyaMH2Lwk+o66sihtabzhgycXnJ2ds75a88brb/HKvdeZTA9oG8fZxYaWiK4LHp8/5eryioN2xuFiQWkLgjU8v3hGDC15bplOprRtz/PnTzg5PqWuJ/R9j1JgbdpTfaRrW0BRFJJiY43dS7OV0hibEVBkRUUAmmZHXdcoLbVg13XkeZ7kgFmS9xqJg85zjFVJ6pBhY0i1QCArCvo+YqzUIHlZpKGUsHuJGtd7cpsx6C6ZlRcYBZOq4OmTZ4mFG+ibhlYbynqKtZq+GzBWs15vWcxmxBg4PTllu1nSTeesV1cYHTiYTemHlhBrrq4uuFveE/AuL+j7gYuLK3a7NjGW4fDwmL533H/wQEDPqqTZSi+RZ4bXX3uFpm24Wi5BKXy3xlpYzGteur1gUhmyvMQyY7du2C539C6IbJ0e7xusOpTzaDKqqaXfNYSyRPuMw4MFNg/03ZJf+oVf4vozb/LDP/RZ5sVEhtBZwXR6wHK15eT4NleXO7abDrA0naXttkSrQXsG932Jev+eHjEmX1ZkMJKKj/S9G3vnkGoEYfiM4TUplERJypcMC5MfqR4ZNje1aSRZEeg0ZIsBFaVHISYYJiZAB4mQikp8XiKJdaM02o6etwIQKSOBFjHVM3u51ogRIGtQJIiX7v69R8Z0XfFKVUm6dMMAEjuMgEfixKVvVgSVBu0mBR4ZMf9XEaILvPT6m7zz7W8nL0jLEDUqU6joid4TCewaT9Os2alIFgO5VihrcQ8fobPvkpc13TBQ1RXX9+5yeHhIWU3JyprCZBhrkmWBMM8PJiUPLp8wjVsKNHkJk7rg5O5tTo+PWV+cczA94DDXzKMM770PXF5eYUJgZmDoG4Z2h/GOdr3im2cf0bc7om/ITKCqSpbLDq8rlIY+BqI1GCv2BMaKxQtpWC3I3w0hYRxYDoMjqnFAKcN07bWknkUBhYzRYp8AEALKZjJkjXFvXRGRpDSFIdOWiABjOl0PLvUENwyV3/v4gQB/ogKP4uj4mNWm5c/8mT/Dpz/7GU5P71BVtfhRpA6ha3tBaP2wdynX6eSBUNfHaf4wDPubcC8pCWpPTxY37RtWSVFU/JW/8v/gr/21/4K33nyTBx99xMXlGSGI7MHYguvrVZqgKzGcVAo3KIIXRoNR4HygrGr6YUg+FAJy6MSaExNOkYhtNxt22+3e+6QsS3lPSu8ph4UtKRGz06H3ZJnF2gJjZXM8v7rADTJZn0wnzOo53nseP37Oe+9+SJ7lTCY1d+6ccvfubU5Pb/FDn/ssR0dHVFXJ00cPOVs8YdRWHxwdcHh0xOmtOc5H/vBP/xR5VhGj4u233uK1115Da8X/7T/+j3lw/0M0kecPH9Fu19TTOb/2a1/jne9YVN6i7A5jIjYb5TmyOimrkvP9jU9MTMbSRJsa2Bf8W1Is8+AHjIE8yyAKUJZloqs0OpNFzYM1WXo/huAFJQ3B44OiKiec3p4BitVqw/J6iUGxvl7zm995xBtv3WIRe9omUNcVzkWKXFNXMwq74Opig8JzcHDIt7/7LkHDxdX7vPHGa8wODxi2S6rJlPXuitlcYULg6PAehkMm+fE/obvsf9ihUEk+J1uiTD5kE/B+SEa6gbbbSTSzUajpjKJIkaNBIghVkp5oIiE4hsGitTDeeu/p+l7uFyUSSR8Crh8o8jLFVSuKosR7MV4bU79g3NDG+9zvY8bF3DmjKAvZwLTc68LIclJ4BnlsUHtpqUinREM/gsVyPdmUliSyim7XoaNns7pgu9tQzRZ0gyNuBg4WC6pyQuPAD17kklpLEaEDWabZtVtCgKzMWa2Ehl/mBTqCH5xE3kclv588q3KbCUCUTI7LshIALkl4RrBqr9GOQi3tuoHoPUVRyPuCJKu9Ycj87s0iyyyxl8cLIdC1nYBoWpHlwpazmUkgu5hLd01Ls5dcCagbktTLxYhGY/Jc/I2CR0Xx9gopGVCksI62awFSpLsU8+M0bmR7OTcmVwXKQthUKkJmMoIPKDPSm+N+Gias55HOnWR9hLT+fPIazMxmGO0xOJQPKB3QGqwWMEUpUlKE+Px4H5IkUswIi6JiNNaez+fkeUnTtTS7hr4fyGzO/OCQtukJUZLrjk8WGA1nz+/jXAehp0j32e27r/Ho2SV933H37i2ePrrPZrVM/niRTEPb9jTrNU23xdgCFQ1911PUFUfTCavdmqgsqAKjFT/1U3+AX/nlX+YnvvpVnj55xFWKn26bBlsaXn75FfpOZNmjSXoMItm6vl5RVY7rZYMPcH19jQ+axWLBwcExKEvEUBaFgKF4oopEbfDeEINhudpycDBhZgoxhw+RdrNmPqm4OHtONalRxlJNF0ynE6YHxyyvzllMS779jd9ic3bG0HXCVjKa50+fcXh0zOmd28wP5iyOjplO53zjm+/w1R/7cS7Pl0wXFdVkwsMH93n2/BlFWVBUGf1mjUl+YG3XE5XG5AXaGvoosbzlZII2Gt/11HlOpuH8bMdqu0ETGPoOazW5ifiuJwwDm+uG3fqaWyfHmOjotz0MHZfNmnWecXx0IomVCqrC4J1PqYdQFrUwe9yAsZL0R2IFaiM+YGJc6wCXgANF37T0XUtRim9Is91gNFRFTreFtusheDL9316bftAPpYQB3rQdTdPgfaQsK/p2oGkasqykKnPKsgYVWG92dN2AH5koueH41jE6tKyanvuP7vPw8XOeX11TziaUkwlNt+by8hlFYQjDhCozVPmCNnqGZkdeHXD6yhtUswUYy2AjcVJSHk5pL54TDJzevoVVls16gxt6lPEYrVivW7SK+DKyWm2SfwWs1xKmcnR0TNf1WGNxLnnSueHGiy0GMfsuaqmXYS9L7rqWoigkdKFt9jW6sOfVnskNYyIrFHlJ13cp2IGUAGqSbGtI/7bp3BWJBSPX2q7ZMfQ9k8mE58+fUuQZptC0Tcd0WuOcyMPryQSbZTS7BpRhMpmhVMbl5TW7Xct0MqXrOmbzOU+fPEoGrp7B9sznByijWa/XLJfXLBYHdF2fDKYbDsIBk8kUrTWT6YRjd8jgep48fsLV1RUBYSjNDuYYJb1AUWYoW5FXGh9bYSbND6iqiNGKrFBUVUaWG/qhY0xRJQ5AR1UYnM2IUWFjpM4NZaGYz3JMNoDKuHP7gLdff435bEqdVcL01ZAXBWbXU5UTTk7usFwNoCrWzZLB9Sn4RTyfPpFHAjKkrbyRkL/IpLlhSI+DfIWON0yKEG8qhshILpCqRxtRHPgwJpRGXGK1S38nHi0jsPLx5wygbvwrX3x9o1xMfHETC54I8ea1s5d/BUa5pIo3CokxGVbLhDEF6aTn0CPbTtiaqTrCRVGwRBXFt1FJWnamDVppXHSU0wUvvfIaDz54V4yJEyOQaLBaSw2CeGkOKjD4nm06NzBAP2CbDUZF2m3k+tl9NNKvazEmSH20pNlVZUGmQcUBFT1t78htxvPLc/7O3/s1hl/9+0RlUUbCD7bbFVopurbFuxS73nUyXPAScpTnlroqqesamxnquiQSKadThlDJNVAWoDM0ikwbAb/G8BuliEhimQpiOh+SpE9bgf9l8IzU7N5hVVIBKUNMsq88z/dsn7G+h9RLAT6Bki7IcDRLoTAivRUGewxefD3/AccPBPhTVhWvv/kWB0dHfPazn+WLX/wSXSvNYJco/ePFWZbyAYwGn3BzQ4EYCY5fA/YMII3aa/BCkElDjBHvRApWljW/+Iu/wH/0H/2HlGXF13/jmmHoyfKSzbrj2dOz5BUBiTSI1lBPak5v3eHqcolSBbPZhBBguVzKhzOIcSqwX2hGMENrRZkXAmJFxW7TsNtsk+GteCZkmcXYFC+fJmWjR0rveqzNOFwcSLKYNex2O5bLpTyPH5hNamJUbDc7vvPt9/n2t95nMZ/zy//N1wUIun2Lk5NDPv/5z2IzjbGK69VTnjwrGFykqqfcuf0Ss9kRVTljOqn4ype+wuXlFX/sj/xxfv7nf577H7zLfDrj6OiQ8+tLNs0V5fyQIlf4KIbNSqXb10RU0iSjNHtiRWKBENOCDEJx02KlFaLQKqwEKOFDQ4xivtv1IaHQiY5JAAzBO5wa0KrAmJz5fM60Psa5gYuL52K8i2YxL5nNBl7/1JzPfPouXd9xdb1BKej6S4wJhJCzXF5hsvfIs4yn95ccHtzm6Og233nvQzJ7xGq5ZTofOL1zi93miuhLzp8vyXMY+odMio7V9eXv/w31vTz2jBCRbGmdmCla2G5d19C2Ej1eVTVlUVAWRTLlhaA8OhkjOyepWjGMfhAJVOoawuDJrd2bp4bgKbJMFkAfqQoBRWIM7O2jEygBiE9NXqRCcEipIdL8ag0Gu5eKSWKUhqAYvE8Agbw/iV9U+KDBK0TSmVHkJX1iHznX44OYLlutabs1291adM8ekYpMpwnxF1ZOgbAV/dAmRop4Ke2ajrZtaZomFcmR6XRK3zvqaY1SSp7HZrKQK0keyiuzL0xGU0GtfUpdEzA8JvkXSR7nk4FmiBGT6KHSiJmPScUAnHcYpfYA22iIuN1uccEzYYLJdDJ2FeCs7Xqhm9uMthXwRusULW0M45DNZhavZRVVSsz9BCYS+itommZLUZTJgNoRAmw2G4ZhoCynjNI8bWS6ZqymbzqM1chTjoyim6RGAcPCOG5L15Ck1AXn93KyT8qhtSK3htwo6sySG49RA9YYMhMJYSAkmbIfBvq+FblhFPBc5UokQxjxplGKi4szolJkWcGtW7dpu56LiyuyPGc6mzKdTtk1W5bLS5SS5ifPCzJTUJY1Tx4/ZTqb43LFd7/9DawBI5ppoooMfU/ftRhjOJif4FwgZIbZ/JCoNbtujbUZVTFnMZvwmc98jq9//df4sa/8QZ4+e8zTZ2fcvn3C9eUFfR/IsorL60v61IhmWYnzA23fsVruOL9YUhQtNqt48uyMV19+hflsQdt2SU6imEyntM2QCtWeLNPUlSX6nGbb4lzgyeMz9L1TnGuZzw+4Xl6QFSXedfggDMW2aylKkWLM5jO2TcPnvvSTfOebv82krjh59S0eP3lEdTjw0ZNHXG2vOTo5YH5+wenpPe6dnPL3fvlXeeutT9O3O8p8wr2X3kKZnLZf0e3WWKUEOE1NdiCw3u72TOjpdMpu16JRbDcdu7Dh6HDK4dExy+VVMrbtcIOmLDKoKprtDm0Mk7KAIKbNxlqMVeRFgdKKbbMlEJhMJqlxL4hBjYRrjM3EKwoYBk9EkxcZWluskcl2CCLDlWJdUZaW3W7LbrsmLyzESN8MxMFRFDXdrsV1LV0cPnHAbIwCUGy2O66vV7Iuzhb0OWxWS5rtjrqcCjtSy15Ql5PEWBlSoyJSu8ePz3j86JLzizVBK3RdURgFxtEPGza7FVZr7HSKLubEDNpGE5SjtzW2nuG1JeSKIbdcNEt0IeDwYnrI+eNzVAignAzqQsT3DpvnuGFAKZhOp1xeXlCWdZKHKvI826fXhBTUACLJkPU5hbOkqbYYRgtoO9bgJFaEgDieLMv3dXrbtvvkRu8DWsl+KjX8KI2xVFXNet0zSoiD8ygzfgZDGvqJb1xVSRT9arUiz7NUY+dst1vpE5SjaVuqarofLk/qmrrSrNYbYqq9rbXJjzDQqJasaCmNGEg3zY48Lzg+PqGua549e5Zqcs3du3cTSCZM46urSwbnyE3Bdrujd0uaTky2s1ahraHUJaiMthuIOmO6mLFeXzFEhykEBFKNRyu93w+scVRlIFiN0gUtEWtyjg5z6qmnqi2TaspL9+5xND+mymvm0znOO2KEfvCyh+qMsppwsDiidwofHeusoo8N2vgk5f9kHQph7YzpwaPMa/Tn2bN2RsY3cQ+ijJIplWq45Op8A7ykejkEGbBpJdYG4/EioBOjMCRH9o7SpKG3+dhjihdlStx6wfbgxg41Mevjx1/7aEitXwCNYgJ+xsfWWhO1Jvhw8+/940Bm5J4uXhj+jonPMqgT6SZRpHGf+exnefb4Pn2SVKogQUe9H0TmqpPdiopgMkhDAY1IgR0Cqo3psABDCOgYUSR2FproezbtGk0gMwo/9JJ8FcFfBCIWm5f4BGIZm1JPY9wzrryPZEZkq2SWaA0qz9kqzfV2wNsa3UHT7pjMjunJ6bVFkRMGiBYKYxAtQ6ovvZKhaYwy3AxIyEZa55VSMggbh6NK4YIXSVtMZs5jCpl4m6TXLBiBSFlHVhkYk8sg3gWUzoRJakU5EHXYR7//XscPBPhzdHTMn/sX/zx5kdN3PderFVZbSAh/VVXSNRBvUmqU+tjF/qLMC1KMWp7fXOTG7Plw4mmRmp00QYeIG3qGvuP66ipJhzzD4EXLgSQVjR+GSqycZrfj0YP7nJ6eYrOMf+F/+S/wxR/5Eu+88w6/8qu/yjvvfJPnz89kgTEJxY0Qw418RfwsDESwRuPS++jaHqUhszeGrcaKZMMYg0ZkHm0nQEhBSV2V5Hm+P0+ZLmlax+C2GCXGt8u1eCScXTwn+7ZhMZ/xa3//13nllVd4/bXXmM+nnJ7eYr1eUU87+nYgy54AkGclx8e3+Pf/0v+Fv/7X/wa3T+/yyr07lDpw+84pl+tz3v70SzR+iwuDeHQpLRdliMQwoJRDxUzc3vdT+SjgkAqMDmMhBtSodUWDkvcUlQYlRUnEYaxNzIAMsQYQts/h4pTpZErE4X1H22y4vlyK35MCFYW2vN2sODt/QH2Ycfv0NhgoK4/RNVrnPD97yKuv3iMrKlZLRxgsdfESdXkbYwI/9RN3efD4d1CmxZjA+cUTXr77eZS7RYgrrtf3gRZjW7L8k7VZqhdA09EcTidZXZ5nYlLeJQNfnWNNRsTKFC46QmIagN+zEFTUZGWZtPU9bdszMntGqnSM4vEy+mGN97cxBte7vc+PSDZdmvxpnBv2m6NJ9FSfvL5AYibH9+RGlkyaAqGTGbRXyetHzCCNSTIjHzG5Fu8LrQiGdG05FJ6hbdDa0nU9y+sryjJLzBiDUoG8LFm3W7Q29D6SmRxFz9BL7LYAl7IWbLc7Do4O06cw3u+G7WaL0posL4S6nKY53nmJXY9mz9QJgDICsFqriQZJB0hr6fjeQgxkRS5GwDGQZxaGAWBvIO1TbPo4SOj7nowMayx5WRCVlTQCBSjD4uCIptkxDCkWPCJTEm3wQQp+FW/WcJDzixIB6Pj65JCvi+RF7zdX+RkvjEsjn32W2X3hgkqAe0pWkyMksDmk7ylCFFCwqr63ySW/34dCktjKDDITUQxk1gCO3nWoxAAbhi6lG0ohWppa3rOTpAm5jz3L1RZjLPPFId47ri4vQOdMpjPqSYnS8Oz5IwFxlSJGw2w6F5+YIAON+azi4vIZbbdlWmcoJU3b0A/0nSTNTacz3CAMTaMlBS5gadoeY3MIhupgysnxXe5/9ISf/Mk/xIcfvsvzZ5fcu/cKy9UFgw8cHB4QIyxXK4q8IALb3Y5h6ETim1fUU2EzKW359Gc+w0t374nXzWJOnkmiGcBiPpXUs5RCWBUF0WdkesJu62nbnsePnxNCT1VXhOgwvhXvPg/r7QanDU274/bxMSF48QbxkR/6/I/w6KP3qKYLvvzjr/LRgw+ZHR7TNWuc8+w2O54Nj1gcLaiLjHe/821OT29TTR0Yy9HtO1xfWqo8p222bFdrFFJ/2CxjPp1K8o/3XF5cY5Smrmpm80O2q6X4rkRNXlSoKIluIyiYZznFUbGXj0YgyyuUEVNiYwENWS4pfChF1ydvl3pGVVaSetTLAMBYK8wLY/ZDnYj4YJjEvCSlhFqj9ulKQzekmHEjwHHw1JOSxnc4Jyy1T9KhlCL0ke31lt2mpSoqitzgcllPh25IHlSV3JsRplWJxeHant36gr6/oncDz8/POb9es+09Ns9YrjZkVc1kfkheGIauobUlRV7iVUY2neGtJTDwZN0xvVgzKWuWbcf7T54yELC5IjjPdrmmsBlKK3bNilolOaEKVGXF9eaa2WzGMHS8+uorrNcbuq7l8PCQYdjRJyBkZN56HymLnK5zlGk/d06kD9ZatusVMcXBl1VO3/u9z56YpQrbNka196gb6/s8z4jceLqN0q+IEfC1GSjKitY7hr5Hcj5GrzidJCqRtmvQRrPbDclfb8JisWCz2WHLisV8IY1jkKHVyckxT5895/T0BBRcXp5T1SXTfsLV5QV1VRJ8ZLVcMpsv9n53wzBQ1zUnJydcXy/xYeDy6jx5qcke9/rrr9E2A48fn2NMwWqzIQbxOZxOapTxYAJ5keGD5/n5FVEHfOjRNsMWmnqW40K9l4VoBUZ5lGo5mB3gvAWXk+UamwcOj3KODg3TqmBWTSmzCcFpdrsepS3Pn1/w0YcPyfOSsqxwHozVzGZTbBbpui3nFz1943H9J+u+BPbDH6llX2QHf/y9jImzL/pI7k2cR0bQmG6qbkyUx9+VY2RAx5u04nHxhv21HXmRgSQvclSzmD0gw/5nAamfQgQldePHXusLzzwO9HwQ0fuLxIhxILoP/kjkiBEEcn5kLqXXl+Qrwl4C7waydD+GECjrCZ/+7Gf4xm/9hvTXeIIb0tC0I6JRerQvkEh3rWRNdCMrSkei8yjSuY1pNCtYCTGmtDFlsVbRDT3WFgJGhUi0kjAbVCZ1q9IMjOdcav8YAkErOtQeIAsugldYq1G2QKkJbmjQdoLzCltk7DYDE5tj0RgUKsjn4w3iQZvUB6N6R4arybhasT/fMZICXXJZo7QQJcbPM8bEyNLj5Sp162gsHl4EHUcGWvqvMRarRNq3NzH/PY4fCPBHdGoB10icpDYm6cRJSLpMxa21uDiQ5VKEvLhpjCjh2CSOGweQqKLqYzfxuIEEH6kqYRP95E/+BH/x3/63+Ut/6S/x4YMHhBixec4XvvhFlteXPLz/AVZDVRb0aYJZ5AV3797hU5/6FP/M/+yf5cd/8qfQaN58623++J/4kzRNw+MnT/na1/4uP/e3/muePn2aJhwJpQsyyScivgsxygQtRjJ141HkXaBtN3uk3ZiMopSYdp3kU0Pfgwq0zS79jMEax92XXuMn3nyLED1nZ095973vcHl+RtvuKOuarnNcXm15990HKH6ZxWzG22+/yec+91lm84bHj56yOFwwndZMpzOMjvzyL3+NPIusVue8t1syKTPabkvbrjG2xihJ/UGLxwgqYFBYrdAmsYEwCbMWSptSYopFRBJBonrh4jU4JwtnSOlqIUX/KWVwg8M7T1lOOTk55ej4FpfPl1xeNLiwJYQtSgesKiBqfFCsljtundziT/6pP8W9OxVD+4j79x9iVI5RM44OTzHa8vqrM7btE7T23Lv7Gjoe0WxzFtNDhrjmavOA23cO2GyvqaoJTx8/Yn3dsagtLvREWiazKXnZ0Oyuvy/31PfsUOzBl7hfdMJ+I8yynPl8IW75zQ5QGGMl/jtNUUQXHvYLYpYVSDzpIFT3lBZitBWwIMT9Peu9J0/pXqMR9OAkOnhkxTgXkvyMvb5WKUmSkkZHjKlJkxJhk4RkwnaziMrPKcAmSSJpYgJtmzwJkiFzURQEDT54BtdiTETj6dsBNwwsr84p7pwSgsNYI+CmlvjbECLa2JuN0/s0HZLUqq7rkqnzyJYRc0GVNo+yKJNJssYk02f/osFxOlfjRuB8SIwgeU8CiCVQC6GOFpklKyTVDSWT6JiSW6y1oO1eaucSAyqkx62KkuOTOzTdQNd1LK+vabo1i/mcemo4v7oUhpDs2pjM7mPWbwy2xwlVmtRkNk1Z+1SI+BcK/sRM0iZ99nLe+r4jzwvGxIMYg9CUx3JJjbhX3A8QFDf7yGgI/kk5tJKY4pCm7DF6iSHGYVSU9TNECAqtrCSrRZE7B+cwJsdoAYe6rmcynVGUFZvNBq0VRVkQyDg+Oeby6ozV6ioVWFBVU46PTkWamVn6fsfV9Rm7ZoMPntzK/TcMA8Pg6IcB58UscnAeoy1lXtD2PV0YGKJIhrzTZLbi3p1Xefb8jK9+9Sv8yq/+ItvtmldeeY3nZw8JMXJ0fILRmouLCybTOX3b4rwT3wWdMZtMqGvxY9M6Yz6fUxQFzU4av9V6yasvv8IwDHL/aUVmDX0/MJ3NuLy4pMhhUk0pcs1ms6btGvq+5cGDx8znFVrDYjGj856irBl6R13VnJ+fi+FtXlEUucQ4v/YmHz16yA8fH/Ham5+m7RxdOcEqhY4O3+3omy1VPYUq48HDDzk8OaSaTlF6yumtl3j+5COMDdjCsV2vyayl7wYBdkph42jVCS85yJoxmx+y211htKGq5vR9A1GaZasVmohzPXVd4wbxgYponI+YIEb/eWEJwbHeboRuX5QQxOclBmGF1AcHtF0nk8sEIhFvjNWNFjDI+yEV+MIWgeTXFQLB9UK/N4oQHV0rTQMhS5P2T86hIrhmoNl0qKDRZGRZQWYMTdsxDBs2uy2ewKTOIWrC0FBnM3brazZX5yjd4WKS+ecGM0gj4/cm7XrPMuj7hn4oafuWNlYc3r4LcaDXOQ/PVtTlwLZrGFwQ8+6mwYaMSVGIrMN1aJvTdmva3Y66mtI0HQroupZ79+5xdv6cECKTesp2u6FpWspSfMBsYn5pFfE+1adFyeA8CkOR53R9j2FkV7Bn4b7YtAIYa+j7nrIoads2yZtLfBCgXyuTGEKyxnvvKYqSGB1GS5CHtYHghGmudUkMMnwy1pAhe27Xtiil2G1lIGNthkL6jVleYK2h6Qc2mzWTiaQPTuoCazP6ToDz+XyO98LykPoopNcicuvtdgPI30PwXF9f7VNHq6pCKU2eeYwp+e67H2C0pShqNldLgvfUlaWoDCYz5FWFNQZMRlUVZFnN4A3GVGxWO2kco8MoR5YZilxT5oHBBRot93leTkQWbHJc52l9SxY7ppMFwQeW11e89977fPDBRxRlSVVVzOcLtMmoK0tmJwzugKura/wQR6ucT+CRQksSK2b87OQyTCzw+AKjhxcYQiODGPbAjxxjfxn2tZp4kMrz3RCHEgnhRcAmlSl7/0mleDHhcAQ+1P7vChWT4TLs6/P9y90zlcbHSuy7eAM47VUoIewBCmAPBEkPKsDETZCOSut6GtSll47S2MwQguPNtz9D2+x457d+A41HeUcYpA4R/1WDIq1d45lJb3BUGShtQYnkTOpW2StGoE5FzRBBO4W2JS4Iy8lFT3RRBhVRwmpEYqf3XpdETQwRnSVwKKYkaC2DitZF8BCHLSoOYmVhHBNScqpPCoZ4k6blk2FzpnViaIk6wnkv7CKEiS62BSb1OIbgEdZPUKLSU0qIDqQkuTjWr1qii5QwrczIpiXifZ/q9IzRVFyk/P6/ky/7gwH+RBh8imlGiUmvEmpePSn39CelkGItRozJ5EOMkcF7TEp9Gk+yZMPJ1e8GoWoWRYHNLCP9SxgNoA2gJKL6T/2pP8Gf+TN/mv/sv/gb/If/8V9mu1vx8OF9+q6hqksIPtEGPW++/iq3T28zqWv+V3/+z/O5L36ZD+4/5GCxYDKZMV/I5P7tT32GP/En/iT/3r/37/Ktb32bv/k3/yZf+9rXeP/999luNjcLAkJ3UySpmjLCcomgLFibEwgJZY1sNxu5cfNMIkKLAri5uUMIeN3w7e/+fb7xjV9mMj3gx77y4/xLf/4vcOvWHX7973+d3/7Gb/P44QM2uxUheKqqYLW+4Bd/8UN+7uf+SylcX32Vz3/+h6mqirKouHPnDloVWFuIz0hmWC6vWa2vaP2WyZliflxjjcGl9ctozfjpyGTHSapDKgY0GtG+pgV0pAuom4tEGtnIMAQyI/pwYwpcHzk6us3hwRHeDzx79ojHT94ltyUqjIbbsktpo5nOZrz55mf4H//p/wlf+uJXIRourx8ymUUePn6Xi4tz3v7022S55smzD1iuH3D73gE6W7JtPsR1KyyvMriesoL33v9NXnvtLrv1lkf3H3Hr4E2WV57l1Xco6jWdO0eZK65XW0Lc/j7fTd/bY58UMAIKMRKjFl8eH9AGiqLcT0mkwPdp40msO2WYTGd7qaU2GX0/0HcivSjLMhmiDSkVJN9vvMJWELlZ1/V450U2lCYNI9PPGPF3SkOK/e+OC2BmBNiwmcUoCKFHGxCP35FphtBElXjzRK0Ig6w7eZ6hDTRNgzGZeP+MZyjIxh6HAeUjhkh0Pbv1eg9SGWMoywLX1YQgdE3nxLMH0uY9RLwPdG4gKGj7LlHpJbmu63u8i6jSJDaPPEYIAh6NgM/exHDc4N1NcT02ZlGLgd8I0PW9JO6UZcmQvMoCQo2NypDnN+wrN3jKqgRg6AbaXcvl9ZKDoyOOb51QVCXXV9cstxvKquLw6IimaRjcQJbnkLZ8bQX8dt6Jd40RlpbR5gavMWlqFsTLaYzKDF5Sh8TXIZkphoC1wiZE/QOEIlGlzX4cwAUBRzCpOPkEHUpJqkTwtIMYZYcAVlsGH7DaUCRGqRi1S1qJCwM2N2S2oOs6lC45OjlMTWSLzQ0xKKIy3Do95cOPPmBw4hPTD4Hjo1vMJwc02466rri+PmO9OSfEBmsVpclxTkzR+6GXfSgqtJWUyyo1u82uTdB/SCbUGs2EL37xKzx+/Jgf+cJn+YVf+JsoFTk+nrHdLSnLGq0hLy1Xl+dMplOmkznLeE2WGVarNUdHt5hOF1xcXnBwdIwbFNfLFUotmU1nTKYTDg4X5Jkls4r1es3d01O22y1WO3y/5q03XqJpGrpu4FJ58kKzXitiLNht14TgsEaBD9y+fUsM7gNUeUGTfPze/c7vUJaa1157Ax80ve/5zne+xZd/9Ku89PLrfPTBhxSZhthS1hmu6dmsVmSFZTLVPH32gKP+lOlkYLnbcvv2q5ydP2G73VFUU6zSaV8UY31lDPl8ngpcRdv2eB+oZguiGxiTSK1VaBXItSYGj3E5u7ZjMhHZbjQWdIY1BmXEiH82W7Ddah49fMZ8NuFgsUBrifJer5cUw0A9mUgARkxBF4k2pLVBW2FP6iAm8sQBHcUXQbzgwJqCzm/Y7VbM6orCGNbL63T9frIYBjFEXOtQwVBkE6zJsKZAGctksqAfBgY3cH55RtOUzOsJ588eMTWKPNNcnp1h84guLdogzDsbUConz4vkQSfR8NPJlDIvKSth+0SJzmA2P5TBiS3Y9J6u9+w2ay6fPQfnKfOceT1hGzpmswmbNrC7WLJYHJGZCZvlmmlVkRcZ5+fnNE3L0dEx2ih2uy02GTN776nrWloUbRAPrTKB0oo8y1Pa27D3v8COSUM3rILRc3IYJOXRWJFMjwC9MOalXyiKkq5vboDEqDDaEsKwZ05kWYY2kbbdJbaoNE5lWRCcY0gm07umRRlLbYWR0/c918tr6skMYw1N06G1mOBXVcUwdATfsd1u8M4xqYVt324arq+vOT4+xnvPcrnk8vKSg4ODfZpZWZb0fZ/q9ZKynHB+dk7X7zBGUdclTdtS5DVNt6JtO0xmmc1n2MJQVVPqSU1RiGz79PbLDJ0nDF6Yu94zDFt09FSTQtgG2wHUQNt2eFehVQ5e/EeqrKYwFkNktVtxdv6UZ2cPaYcVjgadOba7wGJ+QpGXxJgTw8DTohBGlf5kSaUBuYBiSl+Ko9RJTOnTOGgvrUHxQlrXx/13bh7uY6gLRC8y/XHYND4lsi7sHycVISNDQwBuvZeLGT36od6wdSLyQFqN2bLJ5HnPdH4BJFcwRtSjwCiVpGJx/4LGAdJYBwqZQu9ryBiF7TP6LYYYknmzfC23mTzRaDUQLCbm/PiP/2EOJnP+7s//HKHvxIw8hPT6XuzzxqHfWPIpwh7piqnGMdIDKLU/nxqNNhneR5wTZY8wx4343fmbz8i5iA89NhPrhBDEMJkk4YwIU4gk/VNorAIbAt536NxgY07frNHaMp0tUJlJvyf+v0YpopW6M1WsDIltHZUWpnUaMgpoFhhCT0xyO5NZVBpKihWNHglj6bO5YWoBSUItiahFkaU+6MXEYwUqjA/wex4/EOAPpFSnEIWKnZyqg/c4L/FpPiXSiFllfGEifgN0jEjrGIE86nKB5E0RxAhUszd5s0YQ/67r0NrQ9S3Oed58620++0OfQynPf/7X/yr9bi3XYoy0wWEtfPFHPocKkX6Q+FalDG++9TZj7Lt3Yoi2a3aoleLg4IDXXn+Vf+Vf/Vf4c3/uz/Luu+/y9a9/na//+q/z3Xff5eLijOVySd8PFHnGXp+oVDJukotMbkRBFodhwHlP37U0u23yWhHj2jzPcF48DIqixvuBX/pvfpGf/ztf4/joFj/6o1/lj/3RP4q1huXqmqvLCx4/fsijhw/o2oGyzBiGyLvf/YhvvvMuZVVx9+5d7t29w0/9gT9I1zX0fc/9D97j2aOHlHVGt2kZXMRmBT52qCiSDJWodjHK1EG8R5wsBlEltDtFOCfPlyidLIrk7SLQJ2DIbEVVVliTMZnUtG3HB+9/Fx8c1krEXfQBFQ3DAMcnd3j9tTf4/A99kT/2R/8EL919JS0/muAtt48/hfM9n3/7TdSnA861KD2Q3TmmP/k0Qzjj6fk75FXO8dFLdI0ncMH5Uqa8yp1wPD/l5buGvpEo0bY/Q9uKWXabwV2TZRO8/2RNMD+28bwAAME4UbhJCLjx3BETZZFL6dSMSKKGTPpSoZdbcpUJQwxoW79fsLuuQym1Z+UNgxi8yz6jGNwN8ANIcsgL04zRGHhMIxvXBWOFaRcTYKK0bBziKaX2dFmtJYZX2DoKYwQgcd5RFCWk73XdgEKu14CYNBslyXLNdsN0NmMYBjJjqOta/A6GgSLLWK/XFIUlz3OGfkjxtqSCOrJcLlksDoTpGMWfZeg91uRpE5XzNkqzQhBpqkoAzzgtH78PY/S7GMONRSiwN8evJzWlLVEoht6hVNjTgItCGI8BTdf1ezngMAw0lxegNZeXl0ymUyazKS5IId0PA0VZ4LmR440xo1rLxjvWTvL53YDz8YXrTsAyYXkGHffr/v79KfZ7B7yo278BlAVgvom1D2HU0pu0tnxyDplWyrqq0WgsUcHgHVbnKB1wYcDoHKM0MUpyV1nUafI+kGUFRaHpuiaxaeV82Swny3O+8913EKNIS2Yqbh0dkNksySVyHj58D609KI/IKRXOCeDTDw6ti5Scp1HRENEMXgIbnHd4PIN3oDRVOeWN136I68trTk+P+M3f/PuUZYZc5wN9vwNyqmpC0yypqgnz2Rw3OGEGeMfdu/fI8oLNZo02GZvNjhhgNp8yn033e7PNNFVdEqPHWMWz8yfYZNg6rWvadkOWZxib03QZWpcsDuciCUeAND90koT07BlZnqFNyeP7H3Fyesrq6oyTwynvv/dtDIG8nlEVBR++9y5D2/ETP/XTPHzwgNXynFu3T+T688Kc7LoNwcLBdEqzXmPwKFXw0aphtphzeHybR48e0AfHbDqVfTXt+aN/itGWvMjpuk6aVaUxWlFZi+sb8txCCBSZoQgBZbc0vfxcUVkmtUhZbJbtZSqHh7epyimr6yuWyw1ZLjyOoijwzZaooKxKbFZ8fFQtkDTCgMhQlLQ7SfYzSrhGIk0cyK0hM5bVcsViOiXP8pQk9ckCf3wIrDYNeTFNwKchqgyFw9qKST0XQ07Xsl2vUd7hmh2TouTOyQl1NedidY7xAVUU1PMJi3xGVc6Zzw4oywnldC5AQF4wqWrxijQaEwMqSqNlTI5H45Vn0+14+vwxF2fPOT2+JT4+1xccHd1mvVrRd56joztMqgnPn54zPzggywOPnzxMPjfSaHgvki03SHKOyBdMknflaMyeSTMMA1Er2l2DVcnHJzFhM5ulhF51c7mkPbwo8uT1JoPdiCgCIqCM+GeYLBcVSnT4oPd7/DBoohPjVBnUyqBj9OqxGkxV0HUtRkuSpFWK7VYYPkqJHB21I7Ml1og1xGQ24/LyEmuld7TW0rUNIUg9m2Uy1KqqmrKsktnzjqdPnzKbTZnNpqnWkTWyyCuMNtR1RT/0LOYT2k5qmhAPGFzDEFe4YWBwO2wOhAKrNFoVlEWFtZb8oEg+bxKUomLADS1KeTq3Y7neoeya62to2wbf5/Q7j8018+kE73oB4n1HPYFiEmDdoIuIzh29b3C+ZzpZUBUV1mhefvkul1cr+n71T+we+8c5XvSLfbGeHevPseaBNABVojTwqVkfmTtjKvENgCPX8mg/8KLB8g1e9HEp2Q2jJTGPYkxWQjdeRDfQyNgrjY8le+4eGlIqDbXGSna01WD/HvUIDiQgaQSbUOPf2bPEGYEgksQtpudQSpLAYkoSTXWUlPIZu01DWcw4mB+xWV4QfPLkGV/peBqNhMCoKKmQ6ayKETYKpRVD3wlBQAmjRV6onFdl9EibkM/VihWF1hqjtPSBSFrxMCRPTJUCCbTBJEY9MUAioBAFrAkatMl47Y23+ejhfVxw6Czn9N5dlDX4AFEpvHMQQ8qr9tgsk5412VKEYZD+XQpNSerVKvW58nlLnTumV48AI3t2uiJJn2NI70eY/z64lKwsn+k4AB5BxRv2xH/7+IEAfyKgTZICIDR2NwiVKYbEhlHsaXqjPw7Igi6UTLfXK45/gBsTujS19t5jENqZnOMbsyspiGWSPJ8vsFnO9fVzijKj3XoynYEXlorV0DZbMmOZTxdMp1O5qJSY0Q1Dx2QyoazFYK5tJeZ7u93KFHwYCNHz5R/9En/gD/4Ujx8/pq5rPvzwQ37lV36Fv/PzP8/19TUK0f+qIAuSSEE8o5Gp1ooq0ab3TZL3BO9oGrnolJZi3toca5M+ulvx83/nZ/nbf/u/Yj5f8PLLL3P3zl1eefV1fuon/xC3T095+PAhv/r3fpVvvPM79MslXe+4/+Ah9x/cJ8st8/mUe3fvsN1tcF4csKqqoNkOuB5IkdYKSVTRI5oeLVqJE3kkoNSY2iSIu0seHtLAsff1sBZOTm4xqaas1zv84Gh3Gy4vnxOTBMxqi4qWoXNMygVf+NyX+cqP/iSf+cxnefPNtyhsDRiiFyq7NJq9TEKtJnpN9AoVSwgF02JOzALBLNHxFGsDTx5/gI9XvP/Rb1BUlk+98RUmxZus19c402KNp3fXKNUlj5oM5yasr5d4/wlrMEfgjY9vjmPjHGLcGzGPNMgR1FPBEHykLGuRIcSMzOaAR+jaIms0xrDbNXt/r67rGYaBPM/3KX17B/vo6Tpxyx+/N8p1Rg8g+TppimEJQQpAZTTEFAGrwAUv00mt9npobYyYnWpF13gyJUyVvmvZ7XYCgmQiT4sh4n2UlDkX95u+MloSwQj0XSMsJaeoKynUV7uGuqiw1oiUyugUhS6pgAK6wGq5Qivx1JlOE1MihD3wS1T7AkXrpJX2Ypjc98OeFSAAx83EyViDC54XDbONMQnYiftGgkyjlEtFuFCDi6KgH3pGmjSIXNU5z3q1oihLnj55si/SbSZJL/0wyAanEtarbvyDpE6J+yJnLKTGzXCU+/X9kK5DiX8emV95niewcFzDk8dTZD8kGK/ZMcZ0/Pf4gsaUuU/a4aMiRqEa+xj27yeGKGxRpdExEpQhJmmVtTkyVRB/j951SMysTMyOjg65uLzk4uoCVGAynZJnE6wuyGwlscau4fr6OdALaxfx/fLe0XUt3gvDz5gcpSsGJ/56zrlkkqnQucEMUChDoQuODu8wDJ6yzHjv3W9SZIbeaeq64uHj+4QQOTpc0Pc9xohhaQhRvOnqmqIoqKuKi8sLXAjEmDObzdJeEmnahul0ijWG+XwmBafzHB4dcHb2lKrMqaqcrLRoI7Ts3g/MFhWbzZbMFswP5hR5zWa9pvWQ5TldJ2zOg8M551cXvHzvNmHYYfWEk6Mj2t1GmuYeXnn5JZ48fcwv/ze/wGd/6FP8vV9+n7PzyMHBbarZEU8eXuJdCypilGW3a7h49pDp4gidHbJcLanqmtPbL3H+/BnXyw3zmUTBZwm/7N1AVVnyLCNEz3Q2pW0ammaH0ZpyYpGlUEBglKGeLjB9x2a9JmiDzTuKohYJTVZS15J0dnBQU1czrq7OaNotSkd8cOR5SdgGof4DWV6mxjzs25axGSmSbGy38Xgv4FRuDT70dG0Q4NIG+m4Q8+kXZP2flMM7R9O1KGMoxkRGRKJQFNIl9c0Wbws6v2O92tLnOcX1NVlRUR2cYjpHNa+YHEzJygmT2TGL2QlHB7fEdDkzybdKYVOTGHxEm5xMW3QkmR8H+r5htbni+dkZm21DVXZMJx5V5DjtqQ4mhOseowNPnjwmz3IinidPn+4ZK1VV03UtSmmyTAD3siwpyxrvQ0qAk09ZGD2Ssqsiqfm5CRew1jAmgmVqTGbNXmANq33cO0idb4wMj7JibNqlPhmcJwYwVjxErLGoLCf4gRjlMbpkHaElHnIv8Wna3d4bsCoqtrsteV4Qg2dS1/S9gADGyDC17xsuLy8xWvapMWXHOUffDShtOD8/486duzgnbN8sEx+r7XbLfD7by+D73kmimIbptGK+mLB69JQQoK5qds2U2HUYHXFDy2opgTCb1ZrJ9JAsL5nO5uR5S1VXTOuasiipihytpikYZeD4CG4dSxDMen1JZhVDPzA5OBB/0Cpn124IWsNOzJ63u45u8ASvMKrg1uFdZpMpRhkO5jNeuneHx0+eslqv/8ndZP8YxzgYGgdIv5c3yg3bhj3D7Hf/Pr8HqCNgzyhTGkGYG/bQ+LMvAk/y/fCxx4cbpsfI/rj53ovN/Qj4ILX3+IMvsIzkZ6PEzJN+jfHvas8gkkCWF+LuwyjMimlcl74XI1YrXCKZj7UVwOrqmgcfvseTB+9JzWwM1hTEmJI0gegFzBBD4lR7xxvuVRxrGCLmhbVfUm4d2iaAKPo9O8mHCH1A4J5I1BqXakunNDdnV8AtN5p2j7WnGtlFGm8s89M7vPbmW7zy6qt8/Te+gcfzyptvcHB8SOuc9LQ6kBUZOE/0I1gnnrLaiv9mHBlZCUgbnDB8BqSfH4foPupkTJ8CnmJiP42gThhlh1K3jsO24CPeibR0BJEG5+i7/oXr5799/ECAPwqJNsYYSV7xnn7oIYgfT0iLq81yVPQpPk8m+lme0SagCKAoRFvsg6fdbphMJgTvsanwHOMmgb3Eoet6ZrMpXd/tWQvz+Yyqrjg775nNJlydPyVGK9p17zDGEqOnd57pfM7RwTFlWXK+vCbLMg4PD+nalmHoWa6WPH/2DJDGZLlcURQF9+7dFQ+PsuALX/g8xhjeeutNfvqn/zD/xr/xr/Otb32Ln/3Zn+WXfumXePr0qUhItEJru49oHv1NZK2IBM8eLY4xoowWM8jBsWt26GQWba0UhybXNNsl735nxXvffUcKrUwxqSb80Oe+wD/1x/8p/tf/2r/Os2dn/MIv/CJ/9+/+XZbLK7p2xzJu2W7ew/UthsjgB7rB0fvAbttTTCM2TeLV6L0RFcFrfIz7SaWwfEakXWFHCl+U5nq+OOTO3XvkueXBg4c8f/I+eWYSzCyAXp6XEC1Dq1gsbvEv/HP/HD/9h3+Gk+NTymIixYGywi6KgmJLxLTC+YGgB2xKqSDmqGiJyqGihWjQQXM0rQjB8fbLrxFVy2H9ea6WlxxP7pGliaXOr/HqEauzR8SgKE3AmoqZ+RTN+gOa5sH3+e76xzvG6+Uf/P00/VCjSdmQPkuJazfGYk2WPID0fiPy8SYlpOscLpnC9X1P2zZSlFidfFyy/cY4eoL1fSd62hfi3seNbvTUGpkpAM5LXGIMg7BRUsEYo8I7YRPaLEdria4Nfkh0TegHMWWWtJKpAFtRNubM5MIeMGMMvBSttshxYcA3ArJ4N2CU0LqDm9D1PdpaBIfS5FnB0IdUsMq57bqes7Mzbt2+zcXFpQDGqXDNsoIYW6HeJx+NkS3j9u8NcdV6obgJIWAyYRuN4MloJg/SLLRNR/DspaRKKdqupRt6qrKktBVt24iZcNdTloHcWrLMiG+KUfhE87dZhkkFv0qJK1K0qxsJADea+xACWbp2xqkHe8ZQun9JCRkx7j+Tru8Y9eJi/m6JyTt+3CzH3xub0HHSvKc6xxsm2SfhCDHS9h6rYqJFJ0eNEIjhJoo2KlDaiAxWe7zr8X5IzTlU5Tg8kYn7h/fvo7QkS1YTAT7wPQe3jri+viT4houLJ8TYU1ZWAFCTs902cu+WGUU5AQzOK5wT/5t+GABNllu6riUrCkym6TeO05N72GQS/9GH78sQodkxrac8e/aEMp+R52XyE5OkPR0burYV8FQbjFEsry4xCkwm5uLGQN+3+BA4PT2lbVum0wVZZmiahr7vxLx1Nk0TQ8PxrRPEkyygI2SFYaIq3BCJHRSp4V1eXZJlCm80yjjaoaPIIs36giq3rFYrynLCxcUZKkZOb7/EwdEhXd/R7JY8fnif1157kw/vvy/70+kb5JMDHtx/RG1F/u6HyHa3o+k807lhsjhhtd5wfbXi5ZfucXV5wfVqzcHhHG3tfm3cbNfMZzOquiRExWQ2oyhydruNeOq4AWWE6j4yclxUTGeGttvhnMdan4B7AE1RTrBWM53NmS2mPH/+iPVmSVlV5HnB4By73Y68rAhRkRcmeZlFWRu1gNIeKMsCxYR2l1hBYSD4ING7eSDPLUPX7/1ePnHgT3C40GJNgckNMQqAYLNMEvIyYS1bnVEXU4YQyKqSYApMPWc6O0BPj5gf1kwWE6qqpqhm1NUB08mcsij2AErwwvQJPqJzizYleVEK8Bscu92aZruiXS8TMGzYtgPRWJSx7HyPRVFNK7rNCqKk7F5crcis3e8DRSHMlrKscImJPw4XttsteVYAcQ/I3wyNJLFIfOoiNjPYFLQSvPjdjN4/ckS8Hxin1s65ZGkQ93vcMAwJeHGglQx0gyFG8aUzRmphP4g00fmctt0K8yxKmMB0WhNjpGt7ttsN5WQijxkcVmfsmh15XqPSa2iaHX3fsd2u6bsGazXWGiaTmhHU1El+vF6vZI9Uiul0SoiBpt1irBIGcNcSY0/XSTrxdDplOptw69Yhq+WWspqS5ZYHj3e03RZbDFgrajk3NDx7tqNtJVWvKEumswlHB4cs5jNOjg85WMzRRUmRTSlzTZlXHMwndM0c5xoKo6jLTECy6Bh8ZLttefzkmkcPVlxeDmS5p2kCuS2Jr0qtFrxDayS98OiIp0/Pvs931vfgeAHo2ZMJPvbtm2HRi6x3rXRCOkigQ7wBDKL62M+PiXTjEHIEfm7+/uLjj/XZCyFAab278USEPeMhHSbFye9VErCvi0AGnrxQ70CCe8L4GtUeeIiIqiVBDTfnQrMHR+RR9IhipXo77INY1uslZ0+ecHn2jIuzJ7h+g8mknoteau1RjO+UI9NWQJAQQdn9QFBrnQgaKvlyklgvEZsX6OBIyT7E0W4iGS+H9Fq0UvvBtNYpGp1UE0l6C3uZFDcDyKASq8hUvPz6axzcus3jp+fEIAPdZr3m6aNnOKWJyhKtsIuKpPGLCcTOrKRXeude+Ex0AuhkEBZ8ICiwRsKtrMlkUJ0kdlqrxEyScA3hlkTAoZS5YXgZwRV8EMWL93I+8yr/7+zdfiDAHxi9KKIUAE4mvCOibowRKlWabChjyJPeeJxeF0XBer3m6uqKupbJtbBtZFq/f6dqNLmK+9QSrTXb7W4vFfE+YLOMo6NDPvpI4k33iGmQeEORtES6Xhz9o4JNs5MYVed48OA+fd/i0pTy6dOn3L17lyIvePnll6nrCq0Uu2aLcwO73XZvYqeUoms73nj9df6tf+t/w+NHj3n/g/d59933+PVf/w3u37/P5fkZfd8z+pqIfELvkVyt1H7iX+Yl3oxawSDNb9/Q9WISV9eVeOLEiLEF3nmW65a/87Wf42/+7H+FwvLm25/lT/7Jf5p/59/539MPPb/5G1/n/Q/e5cnjRzx+9BGu37JcbQlE8jJjs9owmS2ICGuHxEBKVzAGhWeU6tn0ehPtT2vyMmM2nXFwcEjXdnz0wftsd1uKPCPPjBQ76X3XxQSlMib1EV/9mT/Ev/6v/ZtoLdNFeV9CsROqIIhNlkQcGyM+FBEtBQqjoZtIlWICLAiFNPpEAdlC4KVbd3n5NmgbGPwKRYkLJdvdBjU4jC5gaPjGt77FZ956nTdf+xIXq+n3/d76xzlCDPv7ZLxXXjRX12k/DOk+dE7YByEEht5TFCKljCHKRC2BdQKyiubWO/+Csa+YDRtj9veSMXqvxR/vNecFyLWZlaY3gT7CCjBUdZUWQo93AecibhgIvk/MOUHoQ+zROqMobUr3S5I1m2NjEJPJrsP5wGQyhSgslnG31UrRJ1+gmKirPnhs8Ph+EGmZ0gx9z3a1RM/mVGXBuk8JCN6lglYA2SF9fYyZVUpx9vy5RDnHSLNrOD46SedQ4nUNNxH2Y4QpKJpdRz4v9vR7UbykaRWyWbokixWwzSa2TIrhhTTZLeWcO4fzPjUCJW7osZllGDp0VtK3LVUlUcDb3Q5jLCaze1nWDb06JQDxYjrFzesagTw5P7Lexqgoy5osG+OEb9I18jxnvV4zGmqPUtIbEZ/o44USK1O5PTieJrg2s6nh+OQcMV2LLjgGFTDKY3UgN8Jqzq2hsOKrZoUGQPCRru8pioyYGuuu68gyi9aGj+4/YL5YAFKIXV4uOT46oi5Lnj27jw89y+tzhqFhMimT7NHQNjuG3rM4WFBUBSEIfdoFR1VWDG7A9QM2z0SOqWtAsbze8Oorb+KGgNGBR48eMJ1kbDdbcmvx/cDR4lj2pagYfEM/tIn9K+mVIWq2qxXed0DA+YC2lqKo6ENLlpeYzHBxcUZdT2jbLSE4kUz3HdfLJdV0xtB1TKcTLi6uOb51Ik1j39IPfWJYRE6ObnFxsSIExZ3qJbp+R9dZslynmOgNlxfPmExmfHD/IXfu3cM5T7ttePzwPrYouH3nLu+889vE4PnMZ3+YzOQ8efKAq+stb7z1JpPZMRdPPuRkcYAPkSKfsd7scMMV7QB37r3MerXigw8+5KV798jznOVqickynA/kWYY1imYrNYXRlqg9aJLnSCPpp8kPTSuR4pXVhN50RKBtezJbsts2VBXiLWCKPZhbVodM5zMuL55zdXXB4CNV8n0JQdgYyg6UNoHKQfxWxF+spW93FIWlnkzpW4XrIllW4LqOvm/ReU5WCEM7hI8bAn8SjhA90Tf46LG63N9fxubkBez6hs45yumM0zv3UCajnE4pypzD41tMp4e8NJmQ5ZrpLEm6tDDptLHCeOklVEMnBpsbInmZU1clZV0T/UCzvsTEljI0qN2GbBgoEAV9N/TkNkOnwZ3yHje01FVO71q0iRwfH9E0rXjj7HbiZRJC6h/HBnVk+XjoeqbTmQwhvMfkltVyTZHnMnBL4AiM7KCYfNtkYh2C1AXayFDEe0cIDmNqgL0fycjyHWuSYegkKXdIZv4hSOKtV+kxAm5wWK0ZXE/f91RVxWQirKyub+V+yXPq6ZShT2wjLaz99XrNnTt36LpOfAN1RbNbk6W0xPWmpaznCeC+YcVeXFzgnOPo6JDzizOMUUwmdTKD3qKVZjpZ0Ow6tustisCdOydk2YR7L79EVkTe/XBDmcHh0ZQ8K+kd2Hagba/58P4TdtuOvu+xWnP79Ig333yVl+7e5pV7L3N4cIvjw0NmpXxuLq9xPocoNVTQFZqAso6r5Rm/8zvv8//n7s9jtlv3+y7sc01ruqdneKc9nsn2sR1PxQ5x7ER27AQSJy6IsSGlJUAFgaKCKlClFiiz1KpIlYpaCUGhJZCmRShEsTOgDKUhwXY8+9hn2uecPbzjM97DGq+hf/yudT/PPj4+JIbis7ukd7/vfoZ7WPda1/X7fX/f4Qufe0bUUC+FJVpYzW635/UHSqSyBPqpABRN89GqZ4E8VP6w1xTcxZzP9Ue6V+PFNNsb5MeYh57cmdofH15W1ePPzn578msm12Ecvzazd+7/znzc1dvpWGN++K3k1zS/h3syn8yh4chIEr2L+FmSQYhsuTEzYOT13x0xhKOpcT51MjTLnjkkYeZE79ndXPPyxftcXnzA1Lc4nbA2Q0ZaEaaEySb1hbG5P1PYwolxdZQhHAnGcRIGn83p3tqgcugIRmOVWDVoJQMrCT4AYyoJIgkem21ElMppt/dYV6h7IFdKOU0sD0gTBCzvfeUdhnHi9Sev09TidbUoCk4WDaloiNrmlK+IDSmvVyl7H6lMNFFHJqScLlEKoDQqn5tAggiJO9yDIMDX3FvNdXuhNUZLv+C9lyGNK/JgNN4BQpkFdpQpfo3jGwb8QUX6vj/KNmYvB2U0xuULJUZCAnxAqbs3FWNku91irWWz2eSNUh+bjtlM9ugllKQBEdnJHCUt04CQeWyWxKNHDwFFUy9ysxFyKxGxtmLyEa0t2lq2uy1PX10Qlebp++/x5MljYoy07Z5xGHhwfkrhDFVVMPQdYRrpupZEoijcEaRaLmUxFSlDx8Wrl2y3N7zx+mv8yA//MOMU+exnP8u/+L/5X/Pee+/lmyVkYErYFN5PJK1zjK1E8knkc5DIVgMoJ7KVGPDTcERk20l8IcpSkimqTUmKiadPv8j/5f/8b5OU5u2PfYLv+a7v5tu/7dv4kR/5vfw//8R/xK/8yt/AmAJrxHx3vVqJz0Q2pZRbIHurZJvPuambpoCzBSfrU+papigoaNs9n/vcr4rPSlFQVybr5IUut6hFg6y1gyRJMd/26e+EZCXpAS1pNyplWmPMqQ8Rc4+qKYtuCdECNtMFEsQZNc1a3KhJ0aOMRF8Gnx33x4BVD9hU58Q0clr9NnblNdfbC0gt3/HN38K+veTFs55+WP//8i767/xQqHtpX/emIFrf24zu0mWMcdJI+0A02Z9nGnPaxSQa1TAhl0U2eDeSCFZVVQZ1BcQ5HA7UdX0PLJIFuu87RBqUo+cNR0aMyd461tjsnZMBphDzQqiPm6+g7AUhBWFCmILSFiits3dRQK4HS10v8dNIVRTE6Q50FvqqABSRhE8RbXX+nhSoKQaKPKXdbW+zVt8QvECQiTtTaK0NZWnp+x6Vk79cBn7Evyxxe3NDWVcsFgthUBQ2m2QmxlEarGEY6dqOVZajzl5Ls+eJyr4Qx4St7Melc3Eyr8Nd17FYyOS5n9NR2o66qlC2QCnxTzPKY4sSP05gRFpKkEQakycaMvmQz2Ce4ia5oOSaylhNzLKvmEJuckZSzFHA2hC8RAFLgX2PEZDugC/Z/zL15970SwZZ8r4FfE6gBEQexo8a+BOZxgGDBy3gibVS8Fkt4I81SZr86OVPEpPxEAIxiT/EarWg7weurq9pFmuGfmIYeuq65nRzgkqRVy8/YPIdt7eXTGPPYrnA+4ifZtamYb1ZUVQlMYNvKYrsbBw6hmGgrsrj91UyjKPnwcPXaBYNQ9/y/ntfxprA0A3ikVVXwspdrOgGzzCO7A+31FVFCJJYdtjvKUwBacTaiNZibKmJdIcbYtJMY40rKxbLJdaISfahPbBerzmEgA8JrcGVFSFBvVxxaHtWqxU2lFzdXJNCh1aG29sD5+cPCV4GSKerM65vFePUQYCT04fcXDynWZ1SNg390BIRL4Ku77m8fMXJ+QOcs1xf3/LOO+/y8Pw1vvC5z3Jrb9gfbvgdv/0H2V5dcbXrKFxNiAXj0BJ9xxTF+2qz2bBaLHn2wVOMszx89JDdYYdz4u1j0GilGboW6wrqqiIGuQ6sVoTJH30prLWSRFUIUOyMxU8DwzChtZSIIXmmMGKSxmlDVAqlCk7OXqMsF/TtHpTBaPF+S/fuw3mfmCaR+zhjOXQt2+0VTVVRlyW2bPAaNDVxGlFKPNmscWj10Uv70iliYy9rbZTpsHEWW5Zieq8DD/UbNLXj9cevsVicSG3pFGVTUVUrmnoprBsra7ak5o34tM8sDEupxax36AdhUpY1XieG6PF9i0oTp7XDuQWPF2/z5umK95+/4OX1lt3VS9YPnhB1okDO9apeY8ySV9cXPH68wmUfunl/knAGSZAch+koQ56mkbpa5CSbiDGShJliyH1lOu4pKSVJQ/PhaNVw14zfsR1mxqfsa+Px3LogA6nZxDmlmJMfexnWhCj7eWEJ3hOTsBqrsqTvW+q6ous6Xr58yenpKc45qqri5voWV7g8kDRs1ieECBWauq6BRF1XxDTSdxMzG7nvW+qmYd+2RyYPwGKxoCxL2vaQkxYTwzBwc3MtrC0VGcYWZ2usrVgslthCJv5VbdHW8eDsIde3D+impywWS4xzNMagtgeGseL8fM3t7fviGegs++2W9999h273ivFwxaOHj5i6R6zXC5pK5L5JKRKOqCwfPL/GGsU4HLi4uqEfBpabBYd+x+Q7xqBZuprrm2vatuXh+TlGcyehtd84LeTfyvG1DOSPNd1XfU/d91NJ99K5sjSLrLq4Y8PkCHZmg+IPM43kue7LufRXMYPuXsOd5cEdU3kGPe8DWEnpDz2+PHJ+vV89ZJspv9xFzCt1L6r+Q+9/Zl+reSG/B5YpUvRooOtawjhwullR2IfcXL5iGgcxi54ZU5UkUkcfGKcJDRLulCR1UpPQUV6VcxprBfgKiFJAO4MyjnHwpAiltVhjJHnP5t4+eqyzUn/G+TOCZGTP+pDU7l5SGmpO++L4Gnx3y8v3JpQfqBvxcVVppN3ecPJ4RTSWoBKuLDBoYkgZ6MvnMHEMfAk+iDw1Ccs2IeFD8eh5CGSfqflzFUa1yRCeeAiZvMeKXYVGG1mr5vTylL8OoO87jn+N4xvnzk2JuhKJFzFhioKQJ9CzmZoP/sjcSfHOYCvkafSdiaewW+7frIK8JYyB6Kcj02S+kGfneu8FfUwp8vbbbwqF1UnzZY3GjxNGC3jUd0Kdvr6+5Wf+xk8zBqiXS5qmEePIZcPDBw+Ypomqmif3B6bRs9vvKApHVdeS+AVY52j3e5mMZglEipG+69BK8+LlC2IyNIsFh0OmsKo7xHp+nybTMVIGUVIU6pmzhhCFAQCQNDhXQlkSQ26Ik/Bi+k4oq963uGz6uFyW+BC5vPiAP/uTX6asahaLNV27E9ZDVExjz+liwXJRoxE/gUTMhtUz3RBCUEyjJD196pMfoyxLXjx7znZ7I4yPMB2b0NIIsukHkdudn59RFSXtoWXoRvquY9mc8Yf+4N/Fj/7w70fFTK+LEYXBWJUpfT7fC/ZIL5yBKKIhRXcHaCih2CV8ln8VYl5MdmX3PpuSJYQ+KH5BRi+YfMF6sWS5ekSMA0mN+NgTvWeYBuCf/+/33vpvc6g7CircbZrx3v0nyL6mshUpOUIMdP6QFyQBVopCZ1PlKBOPZI7ynHEYmMJEQYG2Bq2g3++ZgqcxRhIrkHSoKQbGDA7fTQCFIeKco8xAyVxkznTyhMg1tFIMXSeAQtIkDClFXFFTFGIW1w8jw+CZPEwh0TRL/CSFvDGWOPnjdj6zFLVWTEHOjTGGFOIR+CElbKbtDsOAViqbYwPZ3G72tXCFGGqqe/GacyTtNE0Ypdnv94xZgjWMAykVjMMoE+EEh0NL3w+gxEupcDa/Vp9NsO+MBBUJk9cNYeSkY0E+Gy4P44griqMHk1JZfqey2WAUWm4MgcNhT71Y4awjJKHeq0JnRl0kxDmNjONESc3XUz6rs0HivJGlTGsORxZQLlzSnafRfYPGmVotFdWdl5AcMRdXwgYig8LCAPpoyb7kOh9ARyz53kqawhkKm9B4gh9RyaNVzOdCZzBUPseyaXh58fLYtKTk6fuOs7OznFhzCckzTi2H/Q7vB8qigKQIkzD96rrGOYd1Dq0tIa+tk58Y+pbr6ytOT09EH+8MIWpiUCyXJ5ydPeTVy6dcvPoAYyasNkzRc7JesT+0OGvpupZ+HBinAWeF9bvv9wx9L6xWP2K0TMrGYWSahqN5ZL1YURUNzarJfl4qe/2lLB0pKFxmvenEOAycnZ7xpS+9w/rkhBjh0aPXuHjxKu+HnsvLV6w3GwKRwSfOHz3m5uYGPx4IfqBcnbPre9abJSlO+DQRdGKx2bDb7Xn2wft87GOf5Od/7hf44L0v8drf9tsp3ZJ9e8Gr7fv8tb/6V/k9P/Jj/KX/91/mME5smiXWHFB6QunAYX9LXRVgZf+8uLyk7wfeevstnNPsdjeYpmTZVOyGnjANBKuJYaLve6kD/ETwnrKqMjjsibGgrhoBf8aCfugAifrWhWLyUOkCHwMEI/WaThQnFYtapKCzqsBZi3hKjTgnzxHDJEW/UTSLFdZaXj5/RlVaFpWjMHKvWmtRKe+16sNeGx+VwyiwoScQiCoQnaKsSvGUKkqaZcnJgxXWwGK5Yd2sIEWMi2hnQCX8OKCiNAcpBoZuZN+17LsbxuApizMenj6kKix+DCQn++OUAv1hy/7qgiqOPCrPeHxyymbh+Na3nnC1e4Of/qVf4Rc+92Vubrd87O1Ps9w8ZFPVGCYuL14BFSkourEjpXBcX521MhyZZJ2o6obJ5+CB7GG3XgubMARhisr6Kg3VOAqLSDwrQ5YES30aokSUhzxcARkQyb3a41zBNHlstnkQz0YBkpSRNSWGCUWk71qsqrKqUSR3OEvqcgJZNjEXLyFDWTpJ8xW9LMYY9rs9xhVZAl1SVTW73S1+mrJMXTEMvZhT5/VUjGk1Xdcdh9CoKMwke5doOk4D09RDsgy9oq5WmY0uNcUwdNCHHHWfmMbI6COrRUFZOYJKjH5i3S5YrRakWsm67xCAWydg5PrqK6wXE1Yv6feJbpzop0TSDT5WJCSpte9vubrdcfpgQX3iGMYF49RhrOL8ZIkNEeeEV3I4tKSUePzoEV9458u/BXfXfxeHPmIycqnNQLW+B77cgSL3OTpHAIh7X4RjzTIP2OavfWhABfe+fp/No47peCiNyuwclV8buSeZ/yRm2dddvzK/3vsA1hHymd8P2Sj53poaEfbKh99l/leundL8xMfm8chvOr6swhqu+x685uzkCYWTetTmYYDS4m0pMvyA0Yr2sOf58+e8/dabhGmi3d1y2N0ytQcZbk0SSmKNDOeSUsKoV5DiJD5V00RhJNFZK0PwfVYKSYy6cw6JY8mAGBmoM+rDtWZKoPSx71S5Tjjs90RnGBAPsa7vWIeAsgUuJbQPaHXnuZtSTre+x9jSNl9oWoJatNJYq/BRLq75etAkdJaCDTEc5W1Ga5S1uYbLLKlS1FCTD9j7ISpZ9XNn7v21j28I8CfGyDhI1PCMJMcYKVxxXCzFN8PnRJyYT549+vg8e/YM7z2PHj06NjhAphmP2d8nN40+Ny5K4lFlgfUUzonvQVXQdy0PTk8IkyeScrxzonCG4APKWnbtAYPhE5/4BK+99Sb7Q880eZqmpmlEF933PWVZ0nU9b7/9Nn3X46eJ1WrJOI0E72nqOqcleIqqkgYLaLL5bVmUXF1e0jQLrCt5+sFTXl1cUld3GuuZnfH2W2+htOIr776HdRY/eRL6CHZppUSHn+ZzDygjzIUQxC9Ba9xKNIsxBfquo+9bkbNYi4kGVzi879jvpZEoipIYIrosef31x6AikSRRrhgpCiMyEU6wXp3w+mtvMvmRD957j37osFpc1rU1YiiYPUnIvjNvvPE6RisuXr3kZrpEK8fYJX709/wY/9w/+7+iLJdoiqxBlVvJqCw5IWUmGMcEKokBD1lfKUkSmV2HUjOdUhbFGIPEQR8bVIOzOk+VdGaOIVNk5QAPUSQoOi3QCqJR1MU3xC33N38kxAj4non6fX+ZWZuq88IucoxwlC1NfkSlQEwun1PxrZojKcuqEMNuEN8mpeg6meCVVSlG4iox+YkYE26WQ6Fy059Ni5M6JvrNngCzvNPagsq53ID4YzpJionJC2Va67uUhhiEpWZdyaZwhDAIa84JmCApX4MA1QqMtkyTxDaqvPAmEtpZyKBU9J6hH5jGkX4YWa83VEXJ2A6EGI9R6lLgZmPpoiDFMXsnyUY/9ANlWbLf7ambOstbO5GWbEXmcTjsub3dybUfA8tlk+VZEyGkPFFRx3QSrTQ+RKHGpvk+uQP5QgzoTEG11spEl4SPkaaspUjJfl1HlpbRIhFIYlQ3M4vmDSnkyNA4T9FSYs56mAsiYWB5rDW0vZjqHmmtzElfskmP48hisfiqodVdiox8fd4ThBWkmH1xZi+i35gi+414pBTxUyfAlU2S9INBpZClXrLOzyaGKU/bU5KEpqJwvLp4yeQ92ij6tseHwGtPXmN/OHBx8ZK6sgx9S9vuIUVJtdKGoR/FS6ZZUFULTDYDD5kar1D0fcvVxStW6wWLZQVKWAE+JJaLB6xWp1xdXdAeLknhIE0hitXZGfu9pNwIA8RhdESribKo2N7eyj7tStr9jhAnPIHgB2Ia8X6gcI6qqoljz+565ObmmtMHj1ku10J1jxC9RKX244gNgcVyQeFEWt40S7bbHU3dcHV5ydnZOSDs4K7raA87bCF+GWHvWSwqbseWxeqE4eqCclFROUW333N6ek5IUdKtjOXl8xe8/danSGi6fs9P/uSf5Q//g/9j/v1/799hsaq5ePWc//qnfp7f+QO/j5/6qb9GUomiMHTDgUoV1HVFu92iliuqasFy0bDbbfnSFz7P2x97m9cfv8bTD97DacOiWbLf39Id9mI+a2Wt8pPHOccwjCyXy+x1NhKCoyxEki6ebJ6yKjPzZGAYOsrCobQA2UVZS/GvZSg1DAMpA7sahMmXGYBlUdJ1B4ZuoK4kFezhw0cc9tf0XUswSq7dTNRLOgIB5fSRmfxRObSCRntuu44QG7R16MUSoyKrpiLEkmksmYYDu+sb4n7PelmzKRfoFEgMvLp6hU+JfujY3lyzvd1y2HdsdzuKasXrb38L5ycPsbYklZoxBXya6NprXr18xfWrK1I/sSkXfOqtT9JU4NRIU1rGb/44V9eX/OqXXtGdvE5x9jp103Bz84r92LFYLtnvbhmnjpQ8fpxYrzcUVnFo9xz2BxZ1RVXA9c0WhWMce5pmRYieceoBRQwjRPBjn2VYHoVl8p6YAjFKVLx10rQZXZCiv+t3kybGCa0cwQ+kFBmGA3XVMI0jRY6GD2FA4SFOpDjgTEKCPDLDLQT8OFAWlhQ9hTP4See0LpFPN3VF23XMA8G6aTi0A2W5YPKBGqkTFQpCoHAGrSzWWSKKotQY22RWoEzuD4cdZWXph5ZpGmmq5njvxeQZx4GujbTte5xs1hSleBU6s6BZNmw45cHwBmob6EcoI6ioCMowSfHB5nxNmiD5gEbYmIddx67Zc7IpGMeOfSs1xr47sN1NdIPj4nLExwrjLM3CUJQl1WJBjUOpCmtOCGFivVhhUkXTOKq6yI2zY5Rt/iN3iPYgk/vvYI2j38o8WJpLkxhy8ES8JxW776uq5rGVHFFliwtS7nmyzByOLOdjLa0hJ2BAZl0rLazN+6bSM/GGY7mUjgyTKFiKQDRHUo/IvcVg+Q6YkN+JR0LIrP6Q9/VhZtHRcTGzsfMrPr5fjYTzaBLb/Y6b7Q1aaTbLk6NX5NX1DcaUKOvymDzhp4Hd7SXtQX6+6zs+ePqcpipRMXHoOojC3svCDZpyRbQepQ1vvH1OUxYYrWl3Ww67LZOfKF3ByWrFg/NzAalj4tc+/zm0s1TNkiFGxnFgGAbGnB6sjJK4dmAGT+ahaIyy309jj7VG9kMfmPxEURiJax8HlDEkbQQkzwzzTHjEaIs2wvwJk5BX+mFA5VTuonSQ0tF+QZhaEJDXV+YERwmXkQAnU7gMCoqyYRwGKKpjyvmYeySbsZLf6PiG6ERnJL7ve4ZhyHGLWfOGFJJjP5BSojIW44qjlKssS/peKOpFURwTA+ZYx3na3batoJsx065SFN+QmBE6o0UDO0VeXV4yDgPaaIahlbhc54jjiMk3sY+CxC+S4VOf+Cbq9YpysWKzXHF7e8vl5SXL5RIfI20nm9arl5fUdU3bDZyenjJeXzJkcGt+7fu2BUTz6L00Ure3t1mzPLFYbPhLf/mviAdHipgMUmgl0XY+HHC6yuZ6Cls3vPHGx1jXDYVRvHj+AReXF/TjQJkncgEk1k4ZCNMRdY5JpjZVUwEfZlWN4/QhgE2jMc4whYlxGonKEML8M4a6rtDaUlc1TbmkP+z5tV/+ZaKSTbQwYqJrjCUkiXcvXMGiWmAzKPD0gy/jfWDRLGXyHOD8/HX+6X/qf0ldrkjJkNIcFSisI7mC5HWGmJF9lZd/pVCYvBncLbAZ3jm+dvEkgjtjtpTBB9k6RFY5UyHl58R42x2bTjlHiug/WkXsXHTPJuFwp2eXQ+RUAhJMx59zzgm7JoiTPynTwFMSM8gk97d1llevLnn48AFaOTHpVZqyLLKcS2ilYRxISaGtyyyQxLJpSCjGYY56Dh+iTSolEqqZGUeS12mcoOTTNKGizhvVzIxxgJJUvRBJhCyPEN23nyZs3mFjjFJFGEknUCnHPjqTfaTy95SkcwXfYbVlaFu2N9fY0/PspdBxP/rc2ixznSfhxyREg9GWvh/xfuT50+ecnGxomjLHWsLhsKfr8sR+nGTD7jrKVJJQ+BgxEdAKn2DwHp1NSMkgpvcTKoPryugMgGYmUE5Kk+Q0AYC0tflrCqutTPeTQTuZrh3ZV5miH3Nlb43OEydJcbgDnEK++KQIjyGQQhDfjPx4RotkyRpD27a4wmLsPK25b1l4x1Yj+3rNzKY035eZRstHjGGQYiCOvaR6OUtlNXWpsSphlVSEmuztFEUTH2OkKGuqquTq4iUpeFT0HNo9VjvefP01Li8uuLm5xjmDHwf6Vsy9rXVijh7k+litVhRFjQ+S+hOTARUgBfbtnsNhz3KxYLVe48qapCw+JBbNigcPHvPy+XN2N8/QeE42q2OIQ9vvGcaBqq7zHtjjxx6doNtvMQSIisO+p+8kQtZ7j7FiLh2DrPuHYc/Y7+mGA9gCoxKFUqQp4AOUtsQjkhBUYugOxBC5GXtONxvaoc8slRqV/Q3Wq6WYmo89w9DnhMIGqx3r1VIkkXWBnwYoGqZgKcuCV69esVwu2N7uqKuGP/sTf57f+3f8Pv7zP/2fUhQ1f/kv/lV+5+/8A/zir/wUReW5unzKB++/z7d8+rt49pVfZrluUAdhJdelRWElySl6VrXFmobgA19+5/MQP8n5+UO2u1tKp2kakYeOo78LR2BEaUOZB2V1XeYCNKBMwiSbE51k+GG0oqpK4hTY327ZnJyi8ATfC/if6ydXFsf1V+ehC8nnBsdQOEfIxtD7w57oRwySBaq1IWQZodybGTj2X73nfOMfRmuWtWOIEwMBP7QM7YFlvSD5QPBwe7Xj6ftfwsY9j85WbD7+NoWXMI8XF5dc3275/LtfofMjFxev2G33pKAwpuHh4zd4bfbcMBaPZmhv2V3ccjjc8PLlK/a3Aw9Pn/Bq63n/4oB7vGLjDDoFTpcFH3tyxu4A7W4rg4mFpw8Ty9MVOmkuLzvIw7G6rqjKgv3ulskPbDYN3gem8cAwHCjcghDELHm7vc2MdMM0jixzGu80idF8CCJrFvBxwLm7Yc3MCJpZeRBzlLKkiMYYMdlzr6kb+u5ADBNED2oSMDyNxNATvM4sN6kdUgrZ9PyQB4SZ5REjV1dXnGzOZgKFePMsG1xRY11FDDCOkt5a1xWFXfH06XtUVUnb7inKmuXqFO9htxVA6fr6mqKwbLcHlstGwmiGgcJVKKdxtqAoFKvVKTGorBCoEHPwAmsdSmtc0bBYPCCZnleXWzGMH3qGcSAmaJY1YQj4wdMfWna7LUPleHj+gGGIHNqRKUZCGrnd7tluBy6vJtrWEKg59APj1NGsLGfrktOVY7MqWa4qFB5NwFpPO14whg1VsxSuu9K8/vjJb+l99ps5Ukp0OR3U6CzJNNJp3tUqd14+CYPPg+h5qHn0m1L6CMYIexkZbhrD3HrM4BJkts4s0zpSiqS2JEmSdAp3YA3cBWEcQZksJVKJ7FUz53BxNEhWZh6vKub0qZhtS0AdlTM6x57fZ/fPwFielGeG951U/+75oiRYpchitZS6MwbGsePl5TPatqMsSp6/eCqs4CKnqsbEwgXyTAFlYeEij86WWGt47dGJeAMWBcM4oUwBSlIni7JG6UwmmCbOHkVePHufpipp6oLDzTX7XcvJakXhLL/nh3+Y5emGn/2FX+bF5TUxjSQ0ddMwDBPnjx5R5XTbcRiwRogHXdtSlCUkQwiRm+2WfhyZtLBZYcIZg1tUSIhRxGJwJkvek/jyuGzmHLQn6omkFavVkqgkVY88LHbK3AMEFSYz/2NWEBinmSbwXkJcjNUytAPqosg+ZwGVxNLEGAnL+XpDk28I8IfEkcFjrc2TeLnAZjlEVVV3mrZ7iOt8MwqV9E4zqbXKRrGJtpWpYvBeEEElJoRFKYkEh8OBi8sL9vsDxhq2ux0a2Gw2vPbaY7787lfk4hjFc2NGP6XZLKirmu12x9nZORcXF9R1zWq1AjgasY7jSPTxyGK6uro6+hCJj0l/lKpZa2ma5sjoWa/X7HY71us1xhj+3J/7c3Jh5si7oiiYBk/SXqhriIQiJTg/OeeP/iP/KOfrNd/3Pd/JV97/Cu986Yt85jOf4ed++uf4tc99nuAjqjC4oiAof9wQjTZIYktgBlC00lRldbxQjTX4aSKp3BRqMVGdDaQXixWbzYZxHBjHjra94eXzp3LuTTwyCXyU5CajoTLZ+T2pnCByBSlQaqirihTA94rv+97v5x/+h/8J1ssHpGSzoZf4yEQl3g8zci3HnW/NfYrjnR72iG3f/Vyal+5073fuGkpB9O83jfd/RnGH3s/P9tE6Zs+f+xrkD5nhaSNeLLmQUpkJdF+SCcIaSfHud2eaaQiBNpsDzw74RSEsIR9GWcQGYebNdnYhRJx1x+hvV0jc7Szzmjdnk6+j+XXPrz3GOSZeHPZlU4toLf4F1ua4RyXPOWqTn1sYY2mmmyvy1ER8hZL3+OBZ1pVMA0gZtCjoxzbHVAo1dRwnhnGksOXx/M6bqrU2v1NhIUyZBi/Rso6+7z8ExGpEelOVlUgvJ0/fj8eCGiW0XW0URSHgilI2v1eZNGJNjqZUIjtTsg5ZGUVlBpY9ejzMh9QuCmV01iAbYVjN62P2XoqZbnuUZt2jGc+f0dFwL8Z7a/zsARGPCTLztXWUA+fpsTkWXB++H+/u1btreKbZzimDRyDvI3QooDCRpi7YrGua0lAaUAScUSjukkJS9opp6iWJyNXFC8ahZxpHJj+walZUVcGLZ++z2+6E2UXEezFQT0jim9YaY634TxgHSlE6aVR8FMN073uG7kBRGFbLNWVVo5XFJ0XdnPDGGx/jS+/8KrvbG6qyEKZc8jnswROCZ7VakUJOy4genRl3oxfPsGn0dIceibkX4EDuh0icAjgxoby93uJDx2K9YndzQeUcbTeibcV+f0tR19TLJcvlkr4fCT5kr65EUtB1CWcV+60Mj6ahxVgj07YIUzdyfXXN2dkZi8UGCHLOtGK33XOyOePy4pIYoG97trdbtrc7lotTfukXf4WPfezTvPO5z/P+4V2++du/i/MHr7NvX1I3Ne+++0U+/vFvYrM5YXszclrW9O0hsycUzpVM44BrSk7XKw7tnsItuLl+gZ86zs8fsN1uM3tOZ7PrHq0NJydLYSseQdl0rLFAEplSCNS1JCKNU0+MidVqifeevmspywqjtCQlZoBaGgwBZ4W+c5co6LNHzHyfN1XJxastu9srxqFlVZds1g06IfL8IP4G1vx6U9Vv9ENpzWK1IhaOdoL9IdDd3nKNw9glRbUkJTG/nvwOnSpWpcOGSPATw3ZPu91yc3nJ1X7H5CMJS9KWR6+/xSc++a288cabR0+8tuvY7fdsDzdcX73k9mbH6foxjx69SVGteHm9I/VbTsuBUu0ZQ0ecBiqrGfuJq9trlpslT157jcPhmssXl1R1xTR6mrrksN9TVgVd12bJsuxJwzCQoscVYvqeksrR9hxB+6HvjvuyDIumLP2XMIcUI117ED+dIPd78GPeewxaJWKQSbh4X4yZITtko+uewqnj4w3dmD0AEz6I3cEwToQYmLyiqmq22y1zUIxCUxQ1N9sdi8VC+hBjOOwPgGW371kuVjnOvePq4gVnJwuePHnCOIqcqx9FBlfXK87OTrm93R3BLOcKUkpMY4AEh8NBgily8tdhv+fs7CGr1Yrdbk9T17kv0DhX0XUDwxjZrDY0dsHt9pZxvBbfPpUHXkhK53Z7II0RlTw3NweMXXKzG7D9wP6w5XZ7YLsb2O4ihwMMk6KoGvFwGyPX15H9tuWi2rE5caw3DmcjZWHx0TP6niePPkaYHFolPvH2x36rb7W/5SMlCDEzZY8JXvPAKNMN7pkxK61xxnwouOJYs6Azk33GcnLNkhKRiEr3egXm2mtOyM21CEJKSEkRtaztpLuuQnZfkSWlmIS1mr8bUpbPJ6TOm8GmkNn1iiz9EbZ1zHLoeUh27HxiPEqV5vhxlRUP8p7uACapxaXPNEplM2WNLQrK1QYVF9Tn54Qoabh+ChnMUThb4JLmZKGJU8vFxRXpK+/SNDXf9q3fRiQxeen/y7oiRBinyL7t8QHadqDtOnwQo/up33N9fcH77Q5NIPmRyhi8f8RrDx+z3KzBWE4fPKRYrGm7FqUSVV1xaHuMdRIRD5ycLiisYdnUkqxLwk+eoROTdx8iN7sDcz+oEXPnmBIh16gq5cAbNFYpDEq8eFFCIMkM4HSPjS1MLYsy8jnKMEqS1FSSRD+xkDJYp7OdhuAQOn9Ws5m10vNnJgCk/jpeed8Q4M/cFMwT69kUaW4erbUs8vRgNn69mxTceT/4PFEiX7TeT3nS5RjHAWclJtZbw26344P33ufVq1fHCfdms0FpePDgnBQT682aN958ky988YtYaxlixOciNKXsXG409aJhCmKwGkLIcbJLbm9v86Ivfgp93x/BrHkjC2HWHJcsFguAY4pX3/fH35vR3z/7kz/B7c019bIi+InXn7xB23ZcdVfif5G9OAD8JGDQqq5YNw3BT/zt3/e9/I4f+B30Xcf+esfTD57z0z/1X/Mn/7P/jF/93K9mYzwB0vwk3ZA16gj2nTw/BgABAABJREFU3IEi94zPuGuk1D0mkjJCQ3vx4hnBj4BsztYqpjShrM4yFEfZlIDHDz1jN2BMIYbaxqCSpIb4MdIden7gB3+Yf+Dv+5/y1tuf5mzzmBDFOBo9L9oJpay8rjv4fv5PvrHktc/I6NxMy2Zwd23e1/Z+rX+ne/89Xs8ftUr16xyJdLzn4M7/Z27A53vhmL6RgTNrLTrLBkIQydY4irRzHMejr9Xt7a0YHVqXFz6NjpayVPj2Tm42jr2wtJpl3hwFFLA5UhGljgDyfI8dpzH3QIVZlhSjgAlGafEcGn3WXM+034CxLrOFUvawCbIhhnBv2hMIQaLcYwZ6Y5R0gZjk+k0Z5FLG5MbGMAVP13ZUJ/UxZt254k5elzcMiaw3R6+dGayMORlhGAZJ61DS3NV1laU9u2MjbQtzBNTrumHm/Bpt0UozjqKrTiDMu3iXODZLhLwfjudxlvndvwa0FvBHaXXc2I4geZTNjnvr9UxHnYHRkKNTzb0iK6a7VJj58zpel+nOzynm5lVrTQzz4+YkmvS1Qdu56IohYEubf++jBc1qDWebBucUpFkHL6bPkmgGWie6rsVaI5PytuWwvyWmib6TJuRks6ZwjuvrC9rDFlQgTBIhHYk4Z9kfDhgj0oCiqEgoJj+hjcUVwqQd+k6AfO8pCgEVbV0R0ThTYpPm7bc+xZe//A7XVx+wbBakzLIbul6KY+9Z1k02SBwxRFT0GGIeRA44JfdPGAeaxYYETEFSHVOUYcWyqbltB9AlmsTQ9cA1u5trJh958Og1rq9e4MqaB4+fYPUThkFeQ+Esu901VVESRk0XAtMwcNjvRKbdNAzDyPXNlvV6w+56x9XFNSebU6zRdMOOsnCARkWXwebEfnuNpBkp2vZA10e++3u+l8/8yq9hTeJL736Ztz/+ST772S3NcsE0TXzw7ud46823qeoTbrevWJ+cEqaRcfRiqhs87d5T2JV4v4QIWpHSyHvvfpm33vo4k+/p+xZoWSxEometoclF7hy5XTQFJNkRnXOomHKcdmBdr/OAaqJp6iPz2iabfbfA2pIQJ6KfU0ZyWkkGyGXCnY4sEK0iy2VDGA/0h1uurw/EMKBiFDZwUWCNPTbPH61DU9UrsBbT9/i+43Z3yzRFymrNxjZUVc2DBw9IA2zWK9bLhlVZMfYDTx484INXz0VeZORasq7g45/4Fr7507+Nt9/+BOvVmtK4PBzZ0Y8j213H0AVWzSkPzh6z2ZxRNivG6Hl1dc3t+JJS79B6Yn9zwWE7EPQZZeVYn6zp+31OeKtJcaQ+X3F18YqirEUanyLGOIahRWlJgXKupmv3jEMkRiWWAJMwa1xh6LO0ShLmEkPfYZ3Lf1t8mJj8SBGFFTHLzEMUjw2xfJB0V6VVDkLo0ZmtG6PHaAhh5DhoynHKAnxalL8bEAz9mF+fSLiUtlR1ySom2k58jKx1HPpRWL+zdUAUz7LCWXb7HevVAqsV6/UKN0ygC+qqJCXLMMzM/ZGqrChKm0HTTqRneV8qCktKgWfPnrJen4ikdhiYJvHQlCjoAo2jrtacnCw534y8ePWCi6uX7Nsbuqmj6zp2+wNgxFwaeHW1JeBphw7jYOg79u1I3ydubkd2u5Fh9BRlhzGO5XpD6Rwxjuz7jsuvXOPcRFkm6sqyXmypi0v0dzZYVVOVSx6en/2W3mW/mUNpTVXVsj8C84Bormnm41gr5P//kMcOszyIYy049xspcTTdV/kBPuQRBB/+PaXACFB+/Kn7vZXKDGmVfYkyU0iSUI0MuY+1uPzOXGfNYL7IidLxMWcwZ2YUic8aqMxikR46gRL29bFeQ1j3UlvI8HOcEsREUTfYUkgSwzSiS0NVr1FJi5rDBkKANEW23ch6saJeJbAvKOoF27Zn0TRo7TDWQjLUZYFiwm0cKSq2asfJupE9TIElMfm32G5vKAtD8p7p0LIoG87OzrFFSdCG84dPOBF6lZhDK5XlX3Pdr+i7jhRETaSVYoqBk82JsNl9pBt6mpst5WJFU1WMITKnQcvg0ch5S1pAP6QuUfP1EsWDKKgMuyklXqZG2EWz1E96llxTY1AkCaWZQb7sLaoy8HNMA2NmyM6kA/WhpLavPr4hwB+F4uXLl3Rdx/n5+dG/5n7U++FwOJqzwb1mPSd1GSMTfRA2gnMyxZqmie12y+QHtre3vHj2nK7rmKaJ1x4/4dGjByitWCyXKKXY7/doq/BjYLfdil4/SAwpxqCzSahWUvCsNxsWiwVXlwdebV/S7g8sl8tM816iUdI4Zn+Q3W7HNE1ShBlN0zRHBtDLly+PviltOFCWJXVdczgcuL29Zbfb8R/+B/8By+WCwfdUheP1J4/53BfeEYdBBYQo2v7Conxie3PNu19+B/fmW8S3nuCspR16XFnw5LVHnK3XfO/f9j38E3/sn+T9lx/wp3/iJ/gv//Jf4d0vvct+v6dtW6ZpErp2uDP+0/miE/NaJ5u0wHiinsh08aHLiRdJy8UaFQpHoWqqcsFhu2d/u2d72bLZ1JIQNsl9VGiHnyZKY1DB8LG3v50/8kf+CN//gz+IZQlU+UbTx9hF0ghJodPcKKbjQntcxVO6MzzL9MZZw/o3e3y16dtXM2LuM06+1v9/ZI4jXnbH5gE+tFF+NUU1IYyUGXydfbdmw1RrhfY9p0k1TUNdNcemX2RhAcPMYjnQtzucLfFDj3OlACreM8VAchIpnmbwKDN17jMFZ+BnBkGq7K01TQLazsCUtQ5tZU0KQfwCnCvphgGtxS9AZ6rwNHiI4WieOk0el5k8R1ClrMS7RFucMUxqwkwGrRRt17JebVB5IxKgR4ssNcTMNjzk1yBG0HI+ZwaNfB4+QuxFR+xcIRG2yyVX1zc4V9B1A1WlKArRDmtjUMbgp1EimQGvIsYoTMFRLns0rASMdhjtjiDwfJ5TbhalXpiBlTwBmxk1iIldun8NJdnUjqy4eHeNHcGhFI+P4Zw77gszPfso2fLxHqieE9iSmLlr87WBn/nvEAKVrY6sy4/SIQOiEYX4+4x9RzIKohY/sigNEzFCVAztge7QQvKSzhQDb7z2hJQSL54+ZfJC247ThMGic0JGP44i2SlryqpGKc00TpRVmdN/NF0n8elGgc+eHSZfP8o4IpY3X/80r54/4+rVlymLCucM09ix3++pigI/eZqmxCrww0iYehSKQkvR5P1End9XKAzrZUNiTi2T8ALnJLxgt91SVss8jIkoJq4vriUNyxq21885tAPaVdRlgR8GTh+cs73dorWYtq6WayDQ9y373RarLX6KXL56JUl7/Y53r1+xXG7o9i2FKXj+/Cnr9YLlcgEYttfPMkjtuL3Z0SwanHMc9i0PHp4xTdAsNlxev+J2e8UnPvYW6+UDJr+ntJrCVTx//pTv+u7/Ae9+Gdr2lvPTU0Ic2W+3rJYNUz/R7vcsVhUg0blSAy158eIpj15/TOOWkpikrVQwSmFdgbUirUlRhkZG36WkzhKupmmIIXCyPmEYeoZ+oFk01HWZjcMVqOLIBKOM9EMr65814m3S9xhtEfl4wGjxL1s2FYZTjIpcvHzO9vaWwhgO3rNaLuS5vT/6bXx0DkkQ1WrAkmgcDGaiG7fc3L5Alw1VUVFWDdauaJqGkIQ5Og4TJNis1jx59Jg+Kly55uT0dT72iW/h9Tc/xoNHj7Da0B+29N3hGDzgXEFVLTlZnNCUC5EYKYt2hlV1Su0DcfD0bUuaBm5ePmUXd5hmw81hy3d827exWZ/QHw4oFhwONxRlRdM07Pe31E1N8KMMCJQBIu1hT0JTuBqFMHemqUepkmEYCblZsXlwMvsthuBBRbwfsFbRdXvK0hGCJ8RIjCavYenI8p2l+IuF5nDYZlZiwHuIcSTGPpv3B4wpQMs+B8JsG4eR9WpD3w/CJBw9iYHJi3TcjBOT9zCOGCymdEwTRwZy125pFhWvXlyR4kBTV8QYqMqSrp8Y+p6yXPL40WO0viClyNXVKxIlMXqmcaJNLVorlq6SOUyS+uj6+prN5oSyqQDDoW1p+5Gbmz27bs/DJw9ZLk5pmgXLxSnLZs3zl+9z2O4ZBol9NhSEJCyObgpc3uzo/CAemBH2h4lx0Bz2nq4bs5/IxDAcWLHCOsc4gs5yld1ux/XNAa1aqqJHxwvOTt7mrTfeRI8DfTv8Vtxc/60OxVxrcA+cuZOWzjXGXTkgaZDC7rkbKCt0HnDOci/5/193HB8oSiuvIEV1JCjPNZSEj9xJ0T/Ekr9Xb889cDk/6mzwfFQ63LGW0n1jZyE4yWNondlG9wdy8l7n9y+HBYTJIt/N9V7IgH6UOi0GMMliovgOVlUpw/goIJaKMPXClq2U5bXzB6waS5Hg8vSURGLyibpZ5PpTpJ1+DDhtxCNSJx4/PBO2vQYVJXjHaihOpd8Lo6dYPOTN11+nLAqq1YJXN9eMfo918jM297Ihs2dSTKATxko4UVWW1FWR7Qnk89NGCCfjONANI/VyhbYuM7myn2KYe2Aj2hslabTqmBYdBQTTOrO0gqyDMWQGj87AzwwsyutT6o6dK89zv6e8UzvMTDJJxbVYZ7jfo3718Q0B/sQYOTk5YbFY0LYty+XyQxP7eRIwM2ZikMhQlel6ZKbBXLgM48jtzQ273Zarqyv2+z39KIXk+ekpDx48QCnFom4AjiDT4XBAay2yipgw2vLGG2/Qdb00hVmXZ5QU236aKIqCi4sLYfdEmZIOgzB1bm99jq72x9c1a4bLsuDQHgjRH72LlBJKqDGGqiiztpCjjOyv/JW/zNX1JcpIAs7mdCMTu7IU5ktGnB8/eMiLiy1Xl7cEFP/3//A/YNM0/Njf+XfwL/7r/yqVTuJ+7iVdQYUJU5acnZ3yj/6jf5R/+p/4JzlsD/z1//qn+Bs/8zO8//77fO5zn+Wdd750PEda6+x/JKZmInHKbBvISViRFBVEQ/RCtXzjyZt867d+J9/1Hd/L2ckZf//f/w9QFJZm0RAH0aZeX99kGn1BCLAdRz75iY/z+pvfyX/xF3+Ki+uOH/+DfzdmjnHO1EpJtBH0+hiPl6/9IwCUj69u9O43nvP3fyPA5kNN5Ne5uf7/5bifpPS1AJ+ZCZIyqGaNJUa5FozRkLxM6oyc32ma6LqOspSJ7tnpOc4Vx00PEmGc8mYU6Q57/DRglGYae1w2j4spYpXIHu82sjsmkrxemBfII9vHGKbJMwxDBicjy+Uq6+1TBqrE50YpMd8ry4qxmyiKkmEahXmUY95ns2jR5wuA43O6IJBNy8EVpSD8xqKNJUZ/BH3m8zIzl4qiYEh3iYVHZpWSJVum7YG6ltdsrOVwaHHOU9U1ZVmJ3KwfRJpTSZSznCMpMoZhlHNo7rzRYkwZDL0PxKRjlOSR4XOP9TWDNSZTpFH3CoUk9Or74OBMa055uvQbJRIkRDowjiL/O379qxhdwzDcSedycaW4n9px/MUsPcxGj3nAQBJDvhQ/WuBPjAE/HtDJ0PtAYcVXzCpL9EZi4K0k3Rij6bsDJC9AZ1GxWa8Yp4Grq8ts0hoAiSAuylKkuM4x+IkiSwqLQoCymBR1s5DrdBjwfkQpjsmUyjpcUWY2WMHjJ2+z3V3y9P0vUTpNUZVMfmQcO6xG4sdJlNZKms7YURjRvvc+kPAQR0jSdFqVUHFC2wKjFCjLYrWi70d2/YGibI6JU64oGbsrloulRKZPnjB0MAUUhv31LdvrHcTEfr8FFekOB1aLtTBhq4r33v0KMcdLK625uFCcnp3TtS0Xry5YrjbsdmCt4fnzlzTNAmMshavxIfLg/JzTs0dM04DSltW6ARV5/70v88lv+lb2vyxmyjfbWx4+ecyri1sqazBKY8uSz3/hs3zzN32a99//Cvu+Y7mwnD1YM/Ydm5MF/TCilWK5WJOQ0ISExlrDOPQ0TSOsy2FkuVxkZvHIZrPKwE+mm4fAfQN/76WhEPafsJ5ikhrMEymrQqbR6l6ghCuJSbxaZllQiEFktPNejcQEt4eRGCYWdQXnp2yvrmQI46BtW4IPkpT6EfP88SGyO3h0rhXXiwKr4XbwtP0N11fPWK8foJWlLNYYW9GPnkKDcSUuRF5/7TVUWbNtJ07P3uLjn/h2Ts6esD49xVWlsN8hy+m3HPZbtLYsmjWFLXHWCUsgBGIyFFXJg8UjStWwfWUZ255l/YKnz17wMz/zV/n9f/DvRStLnAaGvocsgy4Kh3NW9r7hgFJinGq0wmq4uL1gsVijCst22+W49MA0Bqx1tIeDrEGq4LDbkVA0dQ3A/ralKKVp7ro9JJd9LgwpSOjH0A/H9X4YB6wrmUbDNExUVSEgkoUQB6paC4tQ51QcoqQAaQVGYa3JvqIrvA8oFfBBGAlV2eC9yG+8D/gp4CqRRqcYmKaBy8tXFDZRWAGVvDOEaWK5XmBtwTgkmqaiLCsePHjA1dUVMULX9Sgl8e9911EVFcRAip6qXtIPnq4bePHiOY8fvUbTbLi92dEOI7ttSz9NqGBYN2vOzx9yuj5jvVyzXi2xxkA09AfP0PlsZKyIRKYYGYPHIknG/ZhoDyNdL4Oqqi6oG0dTQ/Q3OVzC0XWBGEoUlmksCP6AShaden72536NqU+oGHj2wdPf0vvsN3soJZ5kMPcO5Fb7DvxRagZ77qTodzUqH6oz5UjZ/1OUD9x7fJDnm396Zkajvqq/mJUHWY6mNSR9v/YBYVDGo2/P8TnSncPL/UHt8XWnRNJ5HH7PCFhCUcwRo8ok7ftnC4Uw2ecpujXZCsFIzzmNku4n6XaSyqV1HiaozH5XDURwEbrDllJVrJYNRmuqxYLT01PE6iNQlzl0QCn8ODJ5SdgTn0eIxOMQQTuLKhzaKF48e0nvPfv9Gnd6RlGWrDcnvLy6pW37jCUIi36YRIa8WCwz49cRkFr2cNijtWWcPEZrmuWK09MTmuWSgMbWNcPoIcXjZ1I4R1IQfMRn3x+xXMhMHy2+oAkB9GJKpDD7PCWSysBQBnnkzxxqYnKPIWBVvH/t5r063mOehflC/DqEhm8I8AclBXxKiTrrXccMlMzU/rn5mBHboZco8qZpxPTzcODi4oJnz56JkatSEhsZAudnpxR1hVaauizpuk4al+Mk/U7WNI4jyhqijyjl+cmf/ElePn+GjmKwrBNYpenbnm7f8toP/G6WyyXd1nOy2bDb7aRoiYHdYU9VVdJEjSlPsBu0URn5i3ifWCwW2bi6oyhinlZ2RymbMZbLy0v++l//63JBhYA1igdnp5ydbDh9+IQ/82d+AqdEd7+oK1aLhuvLLTElbne3mGniz/3ET/JP/lN/jLPXHxJCxDojsfUpQfRUzoHRTONIU9X8yA//MD/6wz9M13W89/77vP/BB3z+s5/lL/2Vv8J/9df+K9q2lZhfK1GXQI7YNWIejWbykTDB93z3b+fv/H0/xjd96lv5+NufYrM64f/67/97hGjoukDf7rh4sUNZS1SJF6+eSWpaveT3/9gf4u/5e/4BHp494C/8hT/FX/yLf5Gf+9mf41//1/4toheASZDSeFy4o4/ZDe3Xs3Tg7qb5etP++6j4b4SgypfV132c+4/1UTuO7IpMJ5wjBGUaMtMUZ4Rado2ZXm2MTH2nUfxGXPa8EUNh2VCHYaA5XWXJUzhOMaIPhEmkVDF4tJaY2OBHUgx0fU/SYgwt93vMKV6ypM0IuNY6N6bqaAo9jpO45I8CtiwXa5qmORqZzz44MQai0uJxMA6onMZgjWNAzsswxhyzKGtUmumWQUCVYZB0AWuMTB76QZhJSeLe+76nqiqKoqDrurviIiaMNsfkwvsb+Xzd3v9ba8M09XTdwOQjVVWz2ZzSdc8ZJ8/+0FI3DTGKidzgfT5vOifzqKN/U/SBqpDm/wjqcVf0OOuyt5N8/iElglZ5enVXdMSYCElA9Oj9cZ016q54Og7SUjp+9jOFWhImJHGhKKojSHZ/Q0sZ0LGlzRO0mZmmjoXYXBjN6RXAEUy6S/dQKHXnZfRROYZ+TxihLh0us7O0koQl5xxF4eiHLntcRWL0WG04PT2j7fbs97ek5EkqYV1JjFAXtRhgBjEKLcqSEBJV1TCFSFKG9cmKqm7ouw4fRlKSCVYUV32aVYWxjqQcrz15m/1hx9P3P49WAYOBGPB5qLNaLTlstxRWGKTjIOykqq6z2etI9APEibo0GFMwTgPWJMrSMkWwTsyEu27IhvPCOnKFY+gtziq63SXRRpxVxOAprEUpze3lJWWzYnd1g7GKZ88/YLNecfnyBdZYjLWE0QOe3W5H33e4oqZrO+rFEqUSr14+p1ksefLkDYqi5vrmRjxMkmKxWLHbt2zWK9xUSjx0VWEMXLz6gG/5bd/J05cX1Nrzzjuf58d+/A/w7M//IkVZg4KIJIhe31zy4OFjbm4uCLHFFoqisky+Z7FcEHzCmgptQFlAJ7T2RzmuMYblUgDopmyksA6B0jlIYqjuykLkb1qSGIvoGPqR2a/Fe5lMaivTS4niLZnCBElTFOKhULgS1Sj6VtP3B2bjXh9GUhCg1Sgj0sEkPjB1VZHW62OwxtxYBR/4+rvrN94x+cDl7ZZVo1iWDlda6qqk8p6nNwP7/QUkxbJuUIWVKO/RE22kKiqKqiIeLLftSNFUvPnmJ3n44AnrzQNM6Ri9xKhPYeLQbnn+7D1uDj2rkwdsmhPKosIqhYoTRkHwk7BcGgFwz88ek3zk429d87mnv0SMltubG7p9z6PTU1Ic2e6vUEpxenpK20qqntKJ9rBHkei7jq7tSGGk73ZoIvtdT92IlNnYiq7dcXtzyfnZGX07cHUprDmrJcETEtOk0CoxTS0Km73iDDGMGTgZUIi/5Nh3FM5x+eoZq+WaYZhIKWSmroAxWkcm75mmITeQMkSYRgl0iCFI2o8XoKOyNsvUs+eo98TkKYrFcY/bbW8xRtKtisLR7q8xRnF2tsE5S/QTSjs2myXr9YppgqqSoJLVasPV9QWFM1xeXrJerZBgB800eW63L+i7CesKOTfWslg0oEpu9wfavqe7bIWhPAxYbVienNPUDU1dUTiH0wVGlbz33ge0+514oljFFAJmkr0weEkVilGiqZvFgroqqBvDyWmFdRDjlhAdzpRMeXhjtMMnJ2azyrBvez7/xXdwSnN1eflbfav9Jo6ECuEoFyelHPagZgqQ/NS9AWfirva6PxQTjGb2m5QeSAmyJP/OYHeu3u5eQYoi48k/P9eNKdsMHNkcICnX9+0M8oBzHjzfH4Z9rR7j6KEIEOfXL+9XH42F7+rLuZWZpfEi+cpG2JldNJ8qMpChFDmoxFO4Gu1EwjkNE2GcMNZQVQUqKowPlA781HM4dNzeXrNcr5jGgbGXYejUjRSloyyFrVMVBdGKp2M/9Rn8ysEWOtH1HcooilKxazv6oSXGNX3XcXV1zX53YJhkTXDWYozGT5ndbg3BT7TtHpUim2XNyckmS6sNwzCyvd3SjSPD5LFlzdoWFK6AJH48KcrgO6SEuPTMpt/S6wsjS0KNhK+i0PHDXna5DM4MoEyHB1KYbRHuUn/zh3Xvn9lfKH8pJ8jD19k5vyHAn5SiOOYXJdKxi7a47wfats3yg+o4ue/ajrqq0Frzzjtf5LOf/TVhEJydURQlVVWwXC6Buxu2MJrLy0uuQuD8/AG73W1G9yequspTrjHLQmAcA/ViyRe++EUSAk45ayEp4ijMhc16hdKKL3zhCzx5+82c/FEzDMNx09ztdpRlSdM07Ha7I7A1DMPRrG+Wfex24tOxWq5wObZt9kT5zGc+w+c+9zmMUfjgWVU1VWn57u/6Dn7l8+/m9UsTvMdoxcPzM7785Q/AyPtv+57GOv7Uf/an+Ef+2P8sy6SiTMlTlIbcioSiMBV+nI7T9KYu+fS3fBPf9KlP8kO/+wf5I3/kH6LtO371M5/hT/7JP8mf/jM/KbTfwqEjlK4heqG1/UP/4P+EP/B3/jgPHzxhtTgheo1Kch51grOTDV3XyoQKi6tqDkPHarWkdJa6WlA2K/74H/+P+NEf+n6eP/083/2dn+Snfvqv8f77v8yD84/hzIKkFJ4oVExT3Hm+Jn7DRXG+Po4L+ddg+ny9lJGUkVuY77l0r7386kmC3Nhz4/tROWb2xoepoHcbztyoK0XeoDRK55QuLRKL5BxFWRDClP2rREpweXHJ0PXYBzPdFWLy2bvHUJY1NzdbSQMZRoKHoesEbJw82oiXTfCR1WaDdQIAzCwWILPn0tGjYpZ+ta2Aq6ebDdbMMrRwlDrt9z1KKaFB9yNaG+q6EVM5O2KsMACMdSSCsH5cSUhgC0fsJQVtmjxd11M6i9qIpGsaRkhJYpfHwGHfsVqt6LuBvhMQ3ChNIuIKYWKAsFlm1s4Mgs/gOMh1FnIqxc3tDVVTU1QCdldVxX6/Z7NakxJMkzBAZkBllnCJflnAPpN9m+bHnj19YkropIiA1ZKoohDj15RZjsw+QEpJwZkBQWslpUhes6SLHcGZe0BryikTPkixeh+IvU/PTunXG0krleVfGY4in735ip5Nq4+eUfx6dt9H4kgJPwyUiwqjxURSKwNJ0kvquhFfjewZRUpMYeLRwyd0bcf+0AqFWGmMc9jCkqLKzLURFTXTOGCLCq0TRWaO1bWAlYfDgTCN2XsmkKJM0RfNAqsUKWiWJw/YH3a8/94XSf5AZR2uqGnbHUprkZh0e8rSSsJFiKQ4slpVIvWJIyn0WJ1whUEbQz8MGB1pGnnNNoJ2FT5Guq7DugJXitm7TZK05/2Iq9fCzFNBGITG0o9eJCXTyPXL5yxXCxbOcbi9oXAl49CzfXXDYtEQk8gfp6ljmnqmKdINA6vVCYVTWFPx/vtPWSzXkCzLpdDZlXEUtmCYIoUrKZT4t2iVOD9f8Yu/+NP8wPf/bj73S79A0hO/+PM/ze/43h/gM7/4C5yfN3R+wI8HbvqBB9/ybWy3GlcsMNoTVUIb+VyXqxPaw8iyXhDjgCugKA0pOMqyxFhHP0zHuqOqyiNAKKkmHltWGdQZ6PuWqqrRGrruwGq1zPXYzPBVeJ+bSVehVCREjdE2g42GulmTgP1O/I5SCvgwiLdE9CQfZIobI3EaSVFqkeyqRlmUFK74yBFsffBc3d6QYsmyXLNa1midsGPP7ei5Pey4vYVCP8brghg1YYh4E9i2W4ZppA0TRbVgtTpnc/aA5foEWxRMwTMFT0IRvadvt7z7xc8xYmnqNcVaUlXLogACJE/wgWEcOBwiJY4Cx+npQz7xyY9z9oV3uX6+Z7FoONmcULgCZx1VWbBcLEAlhnFAZYmW7EeSwte2W2laA/RdyMOFgbIpGYcDu9tbUo5h321vmKaW3X4gxJ4UImVRMI35uvAjGss0DVhXMGVz8pCHucGLJ9j2+pJD1+GMgL7OGWJQeN8TJktKEyl6/ESux/s8Oc9R1wpJsouRrjuQkuzzs7ehUkqu801NU1cobfM9MPDo0Tk3Vy9ZLGrIEhHnNJuTNcMY6LuWvmwZxogrGrSWZCGzFVZtWYrcvO/FL2QYJhIFISbiOOQ6yrJabVgsltTNghADw9RxdXnBYf+E4EecWeEWS6xW1GXFarHhZPOAk/Xn+OIXP0vbbTFWwkj8JEwmrRWn5xtSTLSHQaQ6OuEclIVivbF4H7i52RPSgNWOPsqdqHQUQMmBthZTFIz9yPRRU2PmQ+tsnpyZFIY0E3G47+WDNtKCq7sAE58HWUqrD9Ui930QffZwQYn8HYSpO4MEMQhzfWYpWydR4cz1dJYcKcDqmQiUPYFyVHuMiJeiQgI37i+SSh2rH/mTcn0wP4W89jjXT5mJFOFYMsUkdipG3T2O0MrSHVAhT0XXtTKoITKiCH3ElgW1q+9SWG0CL4DZ6dmGQgdssePh+TkfvPcuq6bh7PSMxWJBYR0hRoZRkrKvb/fCSEKA3aZpqMpK3E4UFGUlpOXFCia5L8uioCpKHp6dEzGMITL2PTEFmkb2wJiEce+nkTD29O2eRdNQ1xXDKMzNEALjFNh3HYMPaFsgRJ45ec0ceyGDhLQYoxi9JyGsWZ3mFF2FNpIel2aQMIpP31y7x9zLz8CcRjxEwZAk4FFMptNd/+WnO+sDYe+LbcXXm5p8Q4A/s3fPOA5HadcwyARvs9kcjZ5DCDJ56zqeP3vGy5cvODs74+233z4CFcMw8ODBA25ubiiKgsWiQSnNNA3H53r+/BlaS7zker0+3rjL5fLYHC6XNQn4Z/6Z/zn/8r/0LzPqlpOTDRevnnOyWjMNHevVmo9/6pN8+tOf5mp3y749oJQ++iCkBOfn57nJMEL57HtJ5xrHo/Ht06cfAIqTkw3OOdrugMmPs16vCSHw8z//82y3W6yzqJQ426xZNBXf/wO/g7/xS5+HpBmnCWuXJB948vABi6ZiP4xMMaCDYhg9P/PTP8Pf90f+MLrQbHfXbJoFi7pmnEacKXBGfE1mo8d5QZF/AyjW6yWLRcOTH/k9/MiP/gj/9qHlv/yrf50//+f/Ap/7/Gd4461H/PiP/wF+6Id+iEV9wjQF7Dz9x6GNIMq/9/f9Xv73/4f/HUaLF4yrSh4+ekRCTEp/1+/6XXjv+coXf4lf/ZVf5hd+5i/yD/2P/l5+5md+jk9+7JPc3h44P3do7QjRo5R4MYnfx3H5Bj7c3N2Xd/1Gx9f6ma/1O/eBpfuTgvl7X/2780bwUTkU6tggH9k9wB20NRt9zxuggIozw8cEg9JkqrYwbg6HA9ZYrq8uef2116mqimHsMSYbHCstAAEyWbZWE6JH6NjZSyh6IjFP3CzjOLFcrhhGj7WCjs/XrzAIRc41T5PruqKuxTiua1tA5UZH0bbdcVrS9z1Gi+xLxYlxaJlCwHtZvF3hmKYcd64VVpkjwDMn+4UQ8EYfZV3zFEfSPDSHw+zv1WRWUsjAmTuuW0dvjcxomidNM6CSkpg1F4WAyxdX11RVTdM0aKUyyCMb/n6/P35+s+xqTnoAuUa1UvKeuAOWjn/0ceyT6b0WayzpGMmbUFlHPQNxJrPHpmkSM2s1XzsJ9VW31ewTdP/+uf/vWVYnrC4vQOAsQUMAoJQyQ+oY4ZVZRvn9xBCZspfS/Dl9FJl5ZVnhrKMoSuq6wmgtpqTWHX2MFHeF4fnZGePQc7u9Zk7uSh5c/nwi8rmFMTCMPkv6hfUXQjxKI3e7HePQUVdOipEYOOy3bDZnaGOoqjVj0JRlyZe+/FmIHSp50Ia236MiLBZLQgxYBdoI3dmHiaK0KJUIaSJE+f+UfRW01uzbiaoqUcbgiopDO2EKx+H2QEoRazVl6WRKbh0pGsq6piwtYXRYHbF6xe3tLTEmuvZwvKf8qBm6Pde3W9abpQxyNLRdR0igMGjlKKqKpDSbzQOmMbJcLrGFpaoXdN1ETJrJC5NxuVoLS7Dvsa5guVxwaLesFhWFs/TXWx6e1rxjNKvNmovLD3jwPd9H07wDaWSzaWj7Ca0t7777OX7bd34PX37ni2hdYEqDJsuwwsT6ZEXX9TRNiVaScGSNoSgs1haS4HlPwjvvWWVREIKi6w4sFjUxJ+hNw4C1GudqQpioKkfbtVRVSfARV4hHyzR1YkyrNSGAMWJ0PY4DrqhpGk/X3jKOg/gkRCBqYvDEOEGMKJKYh0fxUiNlX7ffsrvrN3+E6LneX1HV5yhbUdcnqDQxxsCyLrBmz832gtoVVGYtAzEfiZNnGke2+z2HGGjOH7I8OaNcLrBViScypAmMllQ6FWHs6G4viLYRTzxrqauKunQSPJDT8qy1KDWhEI+8XXtAFRUf/+THuRrf49kH7/FNb38L3TZJMo8rMAb2u1vIex/RE/1A9D3Rj0Q/4qylbw8YY4mpIPiBvhUG/DT0kALd4Zb9/oqh71gulwzdjhQjh53Em0/Zl0ZhjgNfawpCbqZENpWBaR85bLc8OF3JOXAFXdviCk3wKTOGPEVTcdgJ+17SvYRF5lzBNPRopXMYjJjlj5OnLGuKosZZafKHvsdYi3OGdu+xVnH+4JTLV89yjTxhTM329pqqXhDixG53Q7M8pR+63IvcopWh7w88enDGfneNNSI/OztfY0zDq4trnHMsFguUSjx9+gHn50/QtiJMnhgC+92O5x+8zxtPnrBZreR1NitKV1IVNYtmwclmxclpw/vvvyeJwkGMt41V1I3h9HSJHwf6fmB70zL2HqJiGgZU1CwbMeIeu5YYpAEfx0Cch6jaoLQjqYJ+GnBl81t9q/2tH0kYUED2R1HZlPf+IJej7DwkAXDm5vreA6GySe9cD0mLpHINmnItcldDoYXZYZxCJWnUZf/MQymkvtIqh6eoLGVHSBIpxmxloQjx3vMzD8bu9x8frttSjJLaeu/QmfFkjMr10b26DCEGzCdDzaBUZnmLeiwAikXTYK0YF6cEGM0wefaHDquFKV4ag0qJKSTe/cp7nK5rFIo3XnvCdntDXTg2q6XImsIEKJy1xJQkPVuBdRadU7xDDn0axwm05rA9oELk4aPXWa/W4m+pFKiIn0ZcWRK9JO3Oe4uYJUchgRQly6qgLCxD3+FDOoIpMYoS4eryEluUnJw9JHmNn5ntuT5JgIoRHyKlK4kJwjRJb2CNBFmMo8QfKES5khNnUx68GmMzaeHuep1tTJQW9p3UthkEygbdKtfAxogSwCV75237NY5vCPBHJtFyUc4X6mq1yhP4PSkluq7j4uJCPGcUnGzWfPzjv53dbndMywFomobtdktRFDhn6LoWYwxdJwkGM5gyg0lwZ6AlyWCFmNvt9ixXDZ/5hV8gxcBuu8M5K8kkvZgtxwS/83f/bt774D2W6zVlUeCK4qiNn6aJYZDmbRh6jNI0WQa2qGuhtuZmrszmim27p+87yqKg6+XCur6+PiZ/hRConePB5pRv+aZPcXp2ih89GrlwJj9ROkuzXPKDP/AD/Ok//19QOEH0lbU8e/aCn/+5n+f7fuC38/jxE1LwjNNIWYnHkB8nUpIYWZVlICEEjJUkMaM1fm5ESdn3yPH7ft+P8qM/+qOS7JTGXHQE/JQg5ikfgRAHVHIYrXn45CH/wj//L/Bv/Fv/BuO0ZfQtH3zwjkTkGcOf/lP/L8rCsagL3nxyxtsf/xZ+9w/9Hbz3n1zx4NE387G3v5PCbCCI6TPKo5SFqEUKZvgQNXK+vr76+G9q+u4DQb9RQ/q1r+uPZkN5/xDwxP669z0zdeRIHwJ/yBO22YQSxGBuNjSr65rd7S1VWbFcLoVBEDx1UzAMnaDWk5gxb0423N609EOLTobJNkxhksYuR84WTtz5+344+nLN99UM4Ex5RDVv3lIIJ/w05gQ6aWL6fsy0W/EpctZSOINynqGX6VdKYFyBS5FxOKC0ePQEL2bV4sWQ06j8HX13Bhu0tZKmA0f2UtcJ+8fdM1Z3OrMX7oEwEmudPlSEaG2Exh4TxlgmHzBZcqaVpqnFTHuxWBDzdEEpAYtSjChzl9g1T69mgCrG7KP1IeBH391XSPKEzp9xkhfJXEBopWSTnZt39WGp5fHrM3cu3U+WyOeQWfesiFHem/iVCWtplqAJg+g+5S+ftlwQiRn5HYNIDIYbumFAgM2PGDCrRMJRVWIyrrRBG41WlsOhk2baaKZJvJ3EwDiyvX2Jswof5XMhSTEVUxAPut7T5dhzENq5K8qjBFHkyqPQnINHKS1R0GUlcobCcWgDDx895Om7X4TQE/xAlaVY7WHPcrHGuoKx2+OcJYVRPu844axGkQg+kVSiahrGYaBwjrY9YKxBKUNRVkwhUNVizuinKbNZNIXTaFVkqbWhVjUpWcyyREdPu7uhGyZiirhK2HuL1YKuP7Df7ygrzRQHTGnp+wlrCwpjGEaPMoaq3qBUidErTh9vuL29ISU4OzsjhGtCN4gcvG+Z/CiTyFIMssvCEmIlfjlhYrMs+dmf+f/wnd/9PXzh85/hY2+8yee++AW+7Tu+nS987uewMbBeNRil6UPg2bMv84lPfJwXz19kXcFEVWmGvkObxNn5muvLSxaLEhVFDmNosCbR1EuGaRI5dvToCCkZYpJUVKNEots0DUPXi5l336KUzoM0WCwa+r7PrD5ZEwzgp5FxmqiKhTCRsxw15bTEWNZMfhCz05iksdBCa/d+ghjQkOuiiLOSRigN1G/lnfa3fqSU2LUHNsOKdgx0Y6DKnlyFUixKy15PbHdXNIWBuMBqQ8o+bn30IrEzDlc2GFcy4fE5MUZrSCHQ7254+cGXKZhoFjUnzYK6rKlqMVS31uYuUBOTp1lucIVmGA5c7A588f1nfPEr7/Py5QVvvun5ynvv8PjBA07KBQrDfndLSpFhOORBhDD9hqGj7w84qyBNqCTyDmUUU3+gP+xQSnE47LDOcHvb4aeBaTyw2w6ypjiHsYZDK4yXEKEfhB3cdYbVak0Mibbr2e8OrNcrQoj0vZiOD8Oe09NTtrdX9ENHVVk2J0vGsaftDlRVyRygsNls2O/2maE4UVWWaQqYlLBWY63GB804TsTYs1hu0D4Sgkzvh8MOP43c3ryirgX0KQpNP7Tsn+85PTnLtc0S6yq0gkXTMHlpyJtmIc8xyVowDC3L9YJxHNhud6AsJycbysplML+h71ucg6pyLOoaFyaurq94/uIpy+WS83OLsxVGG4wCVyiaxnJ6uuTttz7Gl770FT54/pLJjygTqGtNURZog4D+ES7HW/aHA65YcNhbxjFgTYkrFPt2JEwps1RgihD9yDR6VosT6sWG2+nqt/pW+00dUv9lX58YQCuMEglPvAewpK9i9Nw/0oyAZEF5yoMvlEh/hJQzM6flZ5Wao9nFWyrlGWpMiqRsNgq+i3KfpfFSyOj8TAI2acGXPqRc+PVWFjMwNP/vVy2kQiW685Dhrlc6MsznQkqpD8nc7idAi2XC/H51DuoIaGVEHkXETx58IHUDj1YLTlZLdvst7X6PJlKVDmtAWUM/9Mf3G/OgT+dU7BCD1O25lnS2lJpXFzirub7a4ruJs5MNymiutrccDnvCXpQ1isQ4DGItY6XHbdsDlxcvcTpR52GTuFmojE1oxn6AEBn6nnHocaX4m4pfnpzOYZzEczbNrPXMyE8KlRVNSilsvpYiKQOqRurnzIhPQa4jk2tzYcaLqoJ7bHlixObUr8CdZYL3Y04z/Dr3wNf53n9vh7Xyoc4pPGVZst1uj0bP7733Hi9evOD09JSHDx+iSNjcDKxWK25ubgjBU2Y/n7qumKaR6+tdTvARTe8cDz8XsbO+Vj789rhRzJuFNpa6LLl6+RJnC5pFw25/g06a/dBzfv6Af/Pf/Nf4x/7xf5xpmrJxlj0yDPb7PYV10oRpTbmoaVuJW93tdhhr2e52SGSzpW1bhqFntVqJ/j2J78eLFy/ouhaQm7Npagqj+e7v/k7GaczTTZE8yZQdpq7jD//hP8x/+p//GWnyEuyGgavdnqcvXqK1pT20FFYKsRADIUScMignZrRxmohRrurttme5aFDmboq/322PzIOpk8mkmG7bPL2TVywLkvi2KA3T1KF0xRQ8P/YH/yA/94u/yL/77/+7JJMXAFROjZGFSxO5ujrwj/2xH+etT3wL/8w/+y/w6MFDimLNHNaoVb7QY0ITj9HScy/4tSRdXw3o/EbMnb8ZkOerf+f+AgpfXz72jXzcPye//hzKpjBvokrl2MFsdnz8uewTp4wmxEBT1xy2W05OTtBKc2hbXGHEDyJGxsHTHXrKwuVJ2i3j1GOUE2psZhaZvND1XSseE8hUZW485ml+SimbS9+llE3Z7K2wDq0U4zQyjSOT9wz9wORFe9wsarr2gE4BHyI+ZjPVQTS91hVZ31+z3e0BAZP95OlbAXFnUCXESKkU2ugMqsajqV3btlRVdWQfSmJVygBHQGuX6ZwaawT0mGnqs6dHWZZSPIyjyMiGAWcMJm8OxpgsQy2E6ZPpvF8d236/kEDlicMR8Mm7nFJH7bnQmTNolDchuS7ke3DnY/S1ri+44+ilecKoIKZwZOVYZ46A/Rz9PF+P1tjjVK7vRoTir/JzH/lp91hA83NFSX5ou6/J9PtGP2Zg1toCUhBqP7Br95RlgUpR5AQxUjc1OiV229ssz5oIPhCDTHPF80i45NM0kELEaItS8VhEOCvDimHomKZBotjrmmkU5lVdN6At7TDysY9/khfPPmBqbzE2obLJ+dh7psGzeLKg6/Y4o6nLimlKtG0r+4fNEkTtaRZL+Wytpe96QpRCSitFVZfEYcQoy82t/G5TFxirKUvZg6ZxIkWJbze2pO/2jCEx+IQtGkLq0UmzPj0jBE/XT3R94NHJQ6JRtIeWzckDxinQ1CvcGCBZQoL1csM4TFhXcXb6iOubV/gpsFmfsFom+r5DqYTREdJEUzWQAjHAerWk625ZLRucTbT7G6rK0jQiJxljS+cXrE4eEkJPmAaKsqKuDEl5hr7l/PyM/W5PxJDiJFHaKuCMYrVouLy84OHDB7TtHpH/RAHGyiWHtmUcgoDsWh2Tu6wVOcw0TtRNeWQnd23LNHaUVUlRVEf5isnySYzs81M/0qdWmJIYkamT0FgKV1HYBq8jKU0IU3eWIySmHJRh5nWI2a/i3hT0o3IoMRS93t5yvdvx4HRN6cSAu3CaRV3SVIH9YaTrW3xOsLGlkaK/kAZE20rkQ9YJk0zoZ0TvCdNAt70h9HseLBvKRc2yqmiqBlfWuckv0NahEA81n8A4x6GLXO0P/Fd/4xf4wrvPqJfnTFNPZMCnicura8pC0mhvb3ZHCXL0ECbPMLRiKK8UQ9dKE00ihPEY5d53PTGMDF4YnwLkTbSHNtfr1RGcMtagQqLvW6YsRwaZag/DJJ6SKjKMHePQA0ki06OnbXeZbSxNXdse6IdeWPauFNA/BOqqzJYMs6eKsD+NKQgxyPk2km40TZ6yqgWQ6nsO+x0xDBijCH5EIevgYim+O2VZMA4T49AzeYWxiboRwPe412tDCD19v8ca8RettKNpavo+hz8UlhgD3WFPSJKweLJZs93d8vLykq6LvHr1nEePztmsV1jtIAecOK1ZL6WnWS7OWK2fUK++yLMXHxDigDYTriwx1tKnjqR6Qgz0w8jNrSJFRVFaYfNFOScxJVIUD8MQI4XVRG14992nGcz6CKZ9ZQaT9xMosQZIMUkTnXuYmecSY8rsmwQhHhnh8kD3ewN1lIwBBCH5HMMspFm/7yUkvU3MNWmEHOUtw/LZgmgGjOZGZpa5kyIqRbS638/cXyfVsY6S+kuKvblOO/5O/vt+aSavLd39nQdpKTO6ldLzV+U9xAjKZPLAKPJxRU6UtETEryapiNZgnGZ9ssIU8rp8nKjriuvrS+q6lPAnK16yCY5x7AJQCfiSgqSYGq3YnKyZgsenAp0ScdrTjTu03aC0pqpr6uDphxFnXA6CUKhlk5lOwnzSKlBay3q9pnCWoZ+Ow0ylhYH0+EkkKCO1Lyrfe9neIOR6MsAYk0gis5G21ioPMkUmJpKtgMqSOKUFoItJEtRk4E72okISzlI8GkbPdXmmXzEzv5gHtCnek4V97eMbAvyZjdZmj5tpmri9vWUcR/b7PXVd8+3f/u0Sz5YNYJ1z3N7e0nVdngjIxrpcLvLX1lRVlandEhU8xz3HGClLCcobx/HIFLJWAJgYxUwqxsSnPvlJ/pV/5V/l3/k//p/Y7naklCjKErymbQ/8L/65f5brmxt0SiwWS/q+pyxLKWTz5HzWiL569Yqqqnj+/Dmr1YouP5dSKjdyYng9jtIEG2Nomoaf/dmfzTcckBKb1ZrSWk43G2KUODyVFGGaRCvedZQm8q2f/jQnp2cCPrmCw+T5nb/nh8E6rm9uOV3W9O2BsnDH1xhJhGHMKGuBGMlObDIFfhhlQ02Qtf8qU+2NTOSnCT8NaA2urJh6j04ykZ7TywpXQVKUxnHZXVCVjpP1mkN3IIwJW5R0gxdJHoq6XvCP/NE/yh/8sb+LKQSUsoQQhc1k5CY0RkHMulkV4DjF//VV433/kL9ZZs7X+7nfiBV0/+vHNKKPXBV7d3xtGdzdn/vndcoGs8IwETZCXTfi3RMFsFw0C9rs92StYb+/RWvDYd/jtNyP7335KbvdVibOubDpujZfTwNdZ3C2pK5riTSvLT6GzA4Q6Zl4/aQjw29m08yI+na3JWWgoe97nHOURSFJRn0niUftyGF/IATZFMXsNqKphNGUF2pTONqu47DbS6pHWQibJxdSU15/dGZCWeMoioK2bdntdjx8+FBYg8NISrOsguNaEoMiBDnPTdMcAZE0TwYSFGWJS7Kha6NxSh9ltWI+rTHaMRvIfYjOfO8ancEcFOgspUtzJ5YLn3lNStnTByVeXlEhtNujQaI6evfcGYXnQupD4OlcnCH9an49zrnj92YZcNM0spZXJa9evaJpGpp6yTh6SArr9PE5v9a1O8vb5qppBtM+Koe8I00/TDR1cZTDNYsF4zDgjIIUKEqHMYoXT58SJpFXGuT6MEahjcoG6DIAIEnKVohiEltpMYC2RrM77Li8fIXSUtDY1YKu648pemOA0wePefHyA6Zhi1GB6CPOFQzdxDQGtC3FZDF6louGGIX5BhIxrLSi7zp2uz2b9TrHkVtCOzCFhLUlVVXjs4fG/jDk11CjjOXs/IQYJ/quZegPFK7BWccwjdzeHiQtUFWgA7owvPbaGePUE9rAFBSJgkcP3+Z6vyfGmqJqcKWiqVZYF9FaPML6ybM+2ZBUIijxHCRFDnupATYnJ3T9Lc4oUpywVtgAYjatKDcrSduzjgdnS66vrzh/cMrV9TNimth2JbpcMe4GUhjo2z3aGoq64WoMvPba2xTOMnnwiJ8Q0eMs6LrghsTLp89YrCv6VuQv0U+UTUFdiSfC5eUrrIXt7S2LpkLl8y9peTK9LgqL0RUXFxfEKJL8sqyzSb8MXkL0aAVVVQqTTomPhLESBx5jQmknPkjJ0Le3kMTw1xiLNWCNIUyjmPojgRxHEPojd0j66aEb2Hd7xjiCLigryyJWLPpIVYaj/2M39kypZlKWcRpoR88YDU1RUZQLtLaZLZUgSZrL0LaEoePRekmjHuNWjzl/+JBF01AUJVrLXqCZgZWOQzewKBT7vuPp1RVfevaSoAsePHqMjxPvP/8Kry5f8eTBG3zHt32aabimqkqKcsXudmAKyCBPJVaLmnEYCFoz+UFelx+5GS95+OgRw9ASQ6DrOqkF8qBg6FucNfipJwQtsv2gxTtsGhmHTjx22hwyERKls/hxJPiJGCYePnxI9CPbm46b6ytWyyW2LiVO2Xt0guQDnpF2f1fvz6zX2VRWa8U0jZRFI+zdAGVR0k+BUimapma7vUVraeRTlLWp71tOTjcyQHKFAKv5Wt9tb1F2JESD0mXerwIhTDw4XRJ8DypkQMhyfbvj9PRBtqIY6bsDXTtQ1xusLVkZw9tvv8nLV+9yc3PL06eaR4/OeXj+gKpoUBiinxgnSVTdrNcsFyWL5SNsVePxvLp4hg+BbgCNJMW1rbDL0JpDOzH2Ha502MJjTElIwohMKmaGQm5cQ8RowzjcqSc+SkeMiXYQE/Hgxc7C2ZIQY5Z/ycg5AZjMZZmHY19Vw99n3cwSLGETxXudR5rJ0DKIShkqUloyaXLNlDIrKMWI507qk+LsxWhy7ZQ5MZk2pGaGMwgocI+VL0PYmNdpnb19DErN7GruGNJ3D3F8XJWZKih5viP4JGivvHajMUnef1EUKDXLxzUaQ/RS841xkvRDZ7i5vWYqFWVV8KlPfZLnz58zjRMPHpyL56dSDGObZWziNTmneZ+fnqBiyJKziDYQNXgfCaOnXlQsz88om4pAoKgKqlHqx9JJmEubrR5kyKCoq5pFVRLDwKpZyMC1FpLImD18lVJMwWdDeocxUtejsmwvyd9dN+Ax+JjQNntlJhmcajMDRgptSxLhznsp1/DG6gy85c+TzLCfZfnMrFp9rMXJPdeQiSfGGFxxp4j6Wsc3BPgzTRO73Y4YAh88lejAsixZr9fieo8gXz7IJK9wht1um+PYNDc3nsVicQQwlsvlEcRpmoblcnmUCcyx6rMMrO976rrGezFAnc0QSUniTVGZPgpjK/4fh/2Wwhi+87u+g9vdjmmaMFbi4fZtm6fTjiJPP5xzx8d2zuXGVVhITV2z3+8JmQ1gjUg4gCNw1OcGFGTzWm82WFcweM/N9vZ4ASoFxmomP6Kj5nDY8Xf/Xf9D/vh/9B9LTIGKRK159Ppr7A8tlYbSSgyfVoa2a3E56UiM8MKxmfdeFh/nqmPzOieySRJbAAaMNTkuUhPGHucaYpBFtnB1Zi9YvvLFd/jVX/4l/uT/4z/mz/zET2Cso7EF5aIhaDg7rairirKo+d7v+9tRtuQv/Nm/wB/68d/P2G4Z+pHNssLYRIqaGK3Q6rQWJDQXn/d9DeC/mcXztRLAfiPQ5m/2Meef+VpN6Efh+HpsqXu7Tr4G5ujvOep8NtiVZrFZNLSHu2JsmiaKSgBPYXlMTNNAUTlevnrBfi/08c3JhtKVdO0IyWCtZhw8Qz/y+PEbjMN4ZPY4IxRR70e5N40Ak7OEcZoklnoYeqZxkqYjJ+zJIp+ETZLBnCFTRFFgrQOtGIZWzoVWLNZLrq+vca5gsVzy6vmL4/2NkhjNbi8+Qj5PMWbwR6GO5rn7/UFMHuua6IVphLqTqhmjGXPi4JzMtd/vj/djiAltLIUSv5FmscBPE85IStkwBFSCaZykcbfFkf6sZX5xlKJpqXaP0yxjzJE3o2aeq7qbIqkkhTGITj1fLEeQZ06LO9KjP8SE+3D1kdI9I3WdkMhQmaDMxt3H6N9h4OT8hKqSCPJZWjeOwrCYC6iZoTY/93zOpmxGrY350Gv4KBwz+Cafl0hljNJHg/EYJ7RKLBcLnr/4AOcUhS0k5TJpTOlQGvqxJ+ViKvpICiLr6rsWYyu0UqyWS/q+5cXz5yQkzniOWfbes2gWJBTW1XT9xNjtMHpkiCOlKdle79Guohs9n/rmT7K9vqSqHGPo2d9u87TLZHK7wQcoqgZbCqDTHw7EpKiapUwEY2KcBlzl2B8OFEWJcxVl3bBaLek68SQ67HaUpzV+Clxd3uJsI2w8VTB6xdlmhbGKiKEloO2C1954HVevWaqK1VozjsICsK7A1WLkjrE4Z9nutxhnJEV0v2e1WFKdn+CnwO3NJctlwXpVc3t7wzQOdDHirKZaLqX5cwWlLfBT4urigjc//gTbaoZhxPvIen3K/vqS7fUtIY40zQKS4eTxCbvtJeePnnBxcYvWlugjfhRJbBhHlnXFy91LkhJp3mK5IkUxpJdhROD8/JTrm2tWiwX9MByZOAqIUWVcVJqJ9Xp5fF0hRKydqOsGV5SSzhgDSqvMEJuIKJKXa1NpLZHdIVK4mlRN+OlAmAZ8CKjkhV3mHIWT9JUwihRsnoB/lA6tDaYomHzHrt2y6/acnJxRFhYXHIXTFFaGVsPYc3V7zcPTmtQGun7ketvRnL7BYnlKUdYoJcmZKSZ8TEzDQHd7SXdzRWUsZ6+9TnP+FvbklFCUuY6TIYdCE5Jn33vee7lju1N0055nV7c8euNjTAHef/aMz3z213jt8RO+49u+m0998pNcX96wXlvWmzVXV3vqqiCG7rinKMB7hbaKNAkoVRSa7aGl67ZMY0/fT4TgidHjxxGlEtPQYU3N0I95Pw1HIHGuecd+hBAzMB2gapj2I4nIclnRH26pHp7y7rvv05QGo4MAplsBkZ0r6Nqe9WbDOInJ+ZQl3tM05FrA5z3QMI0DSpcURSnBEdkkf7d7CcmzXtV0hxFbOW6vO6oMno5Dx1CWGQTJgF87UpSwZ4txsyeODKDRjpPTM3a7m2Nju1lvjvtk3wsjDiJFaYHA7e01Xd+jlWXsJl68fM6Xv9Lw6NEDqqpBUTF6SS8LMeKMYdGsaEpDUTpSmPiZds/F9UAbxLtkaAe0KlivVgK0b1u6YaQbJlnPKkhqThpNaC3AnU8hm7UrIooQP4LArFLC5IiRohLgLiVJk0PJ+1LixJyBGuEMazgy2+Wbcp/D7JczD0LliGTWInMilgABmlm2n9Nzkd5Mk8ByByJ9dV0Ex0FZQrxdjt/7UF1+N3g2+p4naZy/Lh4xc89479GPr3x+J7LuZLDCGJhrtwQ+3r3fKYd4VJVDBU+KHpVApYTVViLhFVil0OPE2emSVSny7qfPXvD+02e8+fobFGVFVc/pf5OoaKL4+jjrCNOATgGBbObxl0IlQ5wmUtAoHFoXuKIipMh2f0tZOqxRmU1vUE2ND3fhHyB9fd8e2Fclj588ZpwCfvKUhagGJh/Q1hIAW8h6JaCuBLuoRPYHLUhCTCLkx5deIL9arSHKgGWcRHoeUKhZIhbJ14Uof8Qyw6J0FGZTivln4oc8ZI0taJyko91ZNvzG++Y3BPiTYuTq4hVKKR6cnzIMUiTc3lxRFBbnSlxZ0DQVFxeXXFxcHpkx91k9dV0fgZ79XiZdgCSAWPGJiDFyfX2dQaObo29EXVe0XUvbtQIQFQVte6Bebjg7P+d3/Z4f4i/9hT9P6D1Dirii5G//vu+n70aMs/go0Zvr9QrvPW3bsdvvjx4eIP3Sfr8lxsDttj02WkbJhBqlqZo6R1l32fxJ0fUtMeVUDCAZS33+EK9KIpZuOJCSMAViSNiiJibN9uaKH/pd38+f+I//hOgvreW9L3+Zplrw4vlL3n7y7dxcXWILR0oTVVkS/MSU0jGGWueLWWK4A87JZmwwMsF0lhQlJtZ7z+QnbFFkiqtQz7TW2KRJk6fre/6T/9sf52/8zE/z+S98ni9/8B66qhmnSSi/RIwTg0rjStZnD3j4+sf4pm/+Vm5fvMe/9b/9l/iBH/wBfuj3/l7GsRMX9LyIhSA0dJQ+rmVfz7T5b4WF82GEX/26732tr83HfaroRw38mQ2LZ1Dsq+VrcxrU7AUSkwdCZlzAvIMGlTeKOfFAyXUdohSG49hjszeXH3oGBddXLykLR1OdUpYOPwWmqaVwFW27Z5wmClcTgufmZsuDB48zEKvwcciGbSqzCoXNl7KsYJoGYvBSfA89+90OrS2btbDptNMonYg+sttuGfqewkmM9tgHxtGjTYE1mYkSIq4s5do3Bm2EzWS0yefJ0I8jtikytVygFj9OWOdAKYZx4Or6ijcXb1BWJbGLoDTWWXyYMMaiw3hc9yRaVN6jUprks2wjfx7GADFk2dddXPsd+0YfJz9RQ8qgjta5CMqbx/3Er1wSILH35g76y15PMQVZ18gSwCibnkn3WEIxZMM7jcqRnQIYzSyge7r2pClNgcZkqr4GEiZHTY85HnToexKSXhJjQOuYqbRxruCO96GAPwGXEx5l/0xfb5/8hjzkHDm0toxTQBMwGixBgEDlaZpKfCpKQwyFNNVEKTRQ+fNSmbwXRRI29cQwoTS4wlKVNQC31zd0h5bFYonVhhgmRiKuyOkvI9QLxzTsCVMPWqLfu1EkGBYZzEzjmM0JJX44RSRGPkfCuqKkrBLj0GOseGiFJIzQpq5p9wcO3QFjHUM70A+BZrFEG03diEltWVb4AMbVmKLBx4ArG9bNiaTS0bNcK1xVoJSipMDsoVlYlidrTFFRaycgh6vyPg51VbLfHghT4HRzQlUUaKNwBmKp8b5lszmF2rJIhjANEALrxYIYBHztu4GLccdyVWGTybT3FUGJZLppNugkzI7VazXtesO+3WKZqJuGoiyoqoZ+mji0O956+02ePX2OKh3X/R60xhUVe/acnq3Z7m4g1PSHLUXdUIyWomwonCZERVkU9H3Per0CNG0nXi6FKu/YespibEWRRPo3+ZG22zH5nuVySelqiJFxHLDOQgg5HU3JuiJjUYIfQAWMhRQNKlnGeZqaIsYarLEU1jGZkWnwIsn5rbzRfhOH1hpXlvThwL470PvAEBVN0WBCIOlbUhqJfiCExLMXz9AMnKzWoBxDsKzrE4rF5v9L3Z/G6rat+V3Yb3Sze7u11u5Pc++5Xd1yFS67quwytmOEgxJEaKyEyHwxxoBBQUkkFD4EpSNKENiKFAkiKwpgSFCihEgYGUHFuJwEy4WpArmwXVDlam57zj67X83bzWZ0+fCM+a61zz23qhzuuao7pXP23qt5m/mO5hn/599gqhoQs9aUFWNIDMcDN6+eQ5jo6pbKWqzWLBcdk2uIhbUpzILMmDxHH7je7vg4D4zTgY9eb+l9Yrvfsx327IYDX+w6Nus1f/2v/QL3L+6xWr9L261YTisOO0lp01mX2jrS9xIeoJV4Xwx+YNFVXF++wlppqgrbVDEVmVjOkf64h9KIsFWNNiJfkkOUZhqmwvYZCMljtMHWDVVdQfCsFgt2168527Ql+EBAJefECN6aClDs9sdiqzAWnyoKEwmqqirscVOalkWgaGt8jEx+oj9sCV58Kq1JKBSLtma33xIXHV3X4YxIXmIUechyuWDy4ss0HA9oW518srwPBD9JAIaXNB5nDVUtTONXr17Ie9Sa3X6L1pauW1FVa168fEnwijwMPHv+Ia8vP8/m7D5NDRGpQawy6OyojGPVtiwqh3rfs9/e8LP/+V9l8BNWicdhrVt0o0lth9WWm5sDUznEChgmfnCKiDUZj9QbSVkSAnpILfODdeXCrhHmT7iV9pTaPudTyHaJYy9+iIXtAqLGUbPkiQw5CwNGSTN9fpwQw6l5N58h5ppa6uNS98zSMum2nRgfd88bJxFWvn38u2z7u2eUT33PGW49EQE111q3zWk1682KlCgV1ubpV+4oGu4CTpUTX0pV2ECzV08utVhOwiCdn2N/7KltA8Hz0Ucfnc6ZL148lzAH8snzzWmNrmyRGMNskJxKnnlKGacN68WS3XYvYUtIAiYgtUqRD8u9D9JQLO9eaWH3aJUxWhj1xhhcsVMQtZGYUKeQ8DGUtK0syWchQwgoFHXVkrKCGKWWNqZI/zIn+hcCIqaYsEYsDMzc4Cg/Uo4NAgSrUqsn0CphKdbbShUYb5bg5TI+Sl1VWKLf7fptMXNzhlD8NlKKIuEIYhCXonTmp6nncNyJu741qGzKAUf8embmzqxRb4qx8uQngg+FteJOdKmmaYqxnHT7QxSUsaoqzs/POB4Owgw6HOjWG37XT/4YX/ulv0mVR3aHS/4bf/AP80O/46tsh4Hrm2uUlYPiNE3FIEoxTZ6rqyuWiwWVq/j42cd4P1FVwkCqXI3KiFlrCBhr6A9iVJdzYBiCxNavljx/8fJ08P4j/91/mJ/48Z8gxonXr15SO6GbkjNWGfp+YvKR3faadVfzpQ8+x69//UNyjLx89pQ3r15xOOyIP/ZV2qV0/PAB5Zy878WibKi3qSDjKN0SieoW93WZTCKlUxR9MIpxyjx//pT79x+IyWgUzXUC/nf/4v+W//Df//f5kd/9YzSbBbuv9UwpkJXi/uOHfOWLX+Tpx0+xtqJuOh48fJchZH7mL/1/+fCX/xpvXj0nhcC3P3zKH/vH/jjb7Z715pwQJqypyuIjiLK8Hk7vQcba7YL1SWOzu9//zcfs2z83R/3dbiBvM2Tmr/2gUdhTTuz3O2KMb80roIBBYtYpxogZiGQCtzGDWnbSYlJmVGIaBw6HPa6yeD/QdI1022JgOB7ZbJa8efOKlCbOz9YoMs+ff0zOYjYa/MgwbJkKy+NwFB+bvh+pmuLmT0afmC2aGP3JnC0XwMQazX5/4OXLF6yXa+7fu8AYJx0SxPB5d3MjiR/GUjmRZ8WUATFQtlpxs73CaMeMQlaVgKWVs1il8UliP4OXSHitDcrmcljyGGup6ordfsf+sOf84py2biRRqNxVpcVgvm5a+uMskTG4qpICJstmObNBrJUNz2hJeUCJrMIagzFCzxX3Pn0L4JXnSmUca3XbGorzHCkbjinv9TQW5h8t4E3OubAH0lvzoQwcKVxUQufb7UuVDU0S+5DmVFZY6wqTMILJZQ0V5ph14uc2DCOL5aJsfqIxjwWnvEu/Vnd8impbn+S2mcR3mCH+AFxioC3R7LXVqCxAvCay7FpIE0YnohdQLibEt0pruUdBkmQgE4NIDsQPyhETdN1SZI/jwOFwEGkRQM4su45hGlmtN4SoWK42jNPA0G+pDGKoqg03ux1V1xBjYr1eicdCzqQkjK6qaslZIaGmBqUsWVtCgrZbcn19Td22OGs4HA5sD1IHdFXNfntkuT7HWYko77oGaw0hRtp2iQ8WH8VzaL0+Q+sWjWLfH2i7Fus01kr6ZtOdUbcruk2FsgqdFdbVhSbe0zYd1loux4HNcsmiafBBib9QDpAsWme0CTRVQ86G6ERaOva9ePVVmhgCCjG+7qhQcUKrhKkXAjJ5TVd1MB0Z9td0iwXNYkUOI65ydN0CYyqWVcMYR4zRrNYrvB9pu4b9oefhvQfE1y/RGjarJSTPOByJOdO2Nbp2pAhtu2ToHWPKDP1Iu1ljrWW/v2axSDhXy3qlFCplrJPZVFXiB3U47PF+4LykvM3yGG0lZKLve6yxBZAFpT3DcCgHhNmvLGOUMHZTDNJltxZrHUpX+BB/ww7mb8dLa0PTtMSp4nA8crO9ob+/4Vy3GGtp6rrELotE9XDs+fjZxNXllkzFw3e+QN0uaLslSkmQxzRNpAzTFLnZXfP0xcesdeD8bE1tDM61NLYC6xiyIqlymNQCxE8xc7k7crN7yeXlc65ubvBkUgHoHjx6wBQD/+l//vO8++B97j24R9N2OCeJXlVVo1C0TYMPmWN/kDRMJQfjaRwYx4mqlZSkrCNWKw5+Qitpso7TBEoYakYblIGYwdULck5kDNpASCLBnaYJ6zRKZXISdkv2HqMXDMORnIVxJoBxJzJKZU8Nke1hT9s0jOMgnjrOSb0fhL0x+YBTFpQwgZRODGNPVXVcX1/hpwGtJLknhoDRihQ8lRVz7hg8xiyYpgnnKqxrGIKncsLgVSrhqoaxHyR8RjdM40DbVGKfkDMpBKbcs+hasYPoezKZ0UsAjDUVbbeELHHzy1pxOO758MNvsdk8ZL2Rul8aTu5kHls7R1e1klY49jx7/Zr/4hf/C5SzYjzuapqqJgVPSgrvM2YSH5wYEsw+hzFIGiMQYpEGW4WzFVr/tjhC/m1dSqni6/M2uHK3RtE5EzMij0YamygtwROFTxxD4LDfs9ttOR52GCX3P5NZbc5YLGXvnJnld6/bM8ftuqbusHTuegndfW2fdj7J+TvPGZ9sVJ+eK9/9vr7zPTnLncK9BHkSuZX55No7R5B/59fnM6p1lbCEci6SqExCo1LAp8gYFCEraldxcf8e3/jGN1itltR1LV5gRpU1Qp/OHKlIOmNKKGUoLg4nRr/WGqvl80q5qE9iFH9gtDBmisw6hCg1U+2k2ZkTMUycbc44OzuXM4JR2Mpik8WPCWszymQaq6EkEKeYISTCZCTZS2VGDTlHVGmiaqPROSEiv1ysE8zpft2OgnJeVSWF9+T3I3uiLOUKg7Dr5xq7cMtIRaIn8lRmqth3jJf5+m0zc1erlaDzkxi2QS4+FRNv3rxBlwOSc4627dheX5+8eyRaXcAgASdmHV4q7v2Rpm5vPYNSOm0Ec8x8XdcsFguur6+5vHxD21TEONE0FcfDNY8fX/AjP/olbl59xBeWF/zwj3yRFy+fkrQlEuh3e4iKXdyXiWVo25YcEzc31zgntzpnicltmkYOyCmdWEzOOtpWTPAmP4j2M0S6bkFMEaM0YYr83F/5WX79v/oVnj1/yj/5T/wJXj17hs0ZFQUBrbRlfbaBEDGV40d/9Ef5L3/5V1kulzz96CP+q1/8G1S15etf+xpf+OIHrNdLCDXT0NO0Ld5L/OZtUploHrU2pJRPEotZOymx9iVCVgkb5L333iHExDD0VMZgrOWv/2c/z7/+Z/8t7l+c8Qt//a+hKoskRQi6/OLjZ1w+F7ZH07QcdiMff/Sa81/6Gr/zR3+UP/IP/ff5uZ/7WSaf+Qt/4T/iJ37vT3H/4SP6MfDgwUNhRsV4koj8Vnx6vtu/P+36tMe7C/bMC9/8tU8zef5BY/7EELm8eo01UsymNMuozMmATXxnyn/JE6Mv3WJd2CamsG8CQ5g4HHbsDzvaVsbRci3Uyn1/RBtDPw7knFkuF0iE9J5pErmm0ZqkRY+stUS/H/ZbKrfBVVY2sHK4d05DhP54pGmEvaCtxL6P48DxeORQQN7lcnmigiulmaaR/WELCZE2OMdhf2DRdWy3nm65pF00TMORrBRZGZq2JXhfDOxbauswrmIaBqxz5DvLvFaayG3KAuWA5Zzj6dOnfPDBB1R1Jf5fCqq6Yb/bs1kuUQgYO6fwCf1eDCwzJY1MyXtNUbrwSmtqquLVcmvwLDrq285UygmVo3RFlDB7ZgBHzxsZ5haUujMnPlmgnOLX74z5U+FR1oo5DaM0v8g5EZIvAJAYfs7x9VKK3T5O34uUzk+ByknK4t00txTDiSZ9m0xRzAezwhjHOEkiw0zJ/UG7uqYip0DV1DgjqUqawMVmTfQjw+gF4MpZCvdwex+mSYzNZxlczJFm0UEWzXndapaLFZMfCMFjdIVtFLbKbDYr9vt9MSg1KCz9cGQYDygiMWRiSPgYCTGiY2S1Pi8NhJ7gJxbdSsxTjQB4Y/Aoa0SiDNRtR1YlhME6YghcXd7IehMSV1dbjG1YrzdkpYq0Ww5+fpq4d/8+6B3H3lM3FWRJ5xiGicmPPDl/TM4R7xNKw2rVoTTUjcLoRFXWPB8iw3CkbsQTsFvUPH78kJQixkaMlSSP3U3PkycPUUrRNJUAkpuVyLDChMoZoxRdJ4dBazR+nFBOJD2tcRz2e9qqxo97jM68efGMn/x9v59pOKKzJ8URrZUwopsaBhiGI6tVx/GQYb1mv90xjiOr1YrD/lrWpSCGuDZnttsbSe8sB4TKGsIoCYtXV1fcu7dBkdhud1g7nmos5wzDIMBd3TgWek5jOnJzc4kyhrbtyEndkdp6fDhKOhyqHOKFsWe0PLfR4keWgxeZQuk0G2PFS8rxA9c0kU52x1jVjIeJ65st19dbzjcNRkuEcV1VVFZY7lOI3Nz0jB2s1kvW5/dZrTeS1OonxnFgGkdyzkz9wPbyJR8++4gnm4YH52tyBJU0Kc3y3UzWmSzLLCllYoIxZMaQuNzt2O63+GlknDzdomMcen7pV36Zx/ef0HQLVvc2rNZrhuNrSbtzTg5O1uLqBa9fv5TPWWn62DOOA8M4oKwRVqsfUWgqKzK+XCRdEEVqW5I5IZZOviTsKG0xThNzlEMkwj477PY0bYXViufPnzEzQJ1zWOewzpALu9X7iaZpWXQd+8OOpjaS3ukcTdOU+SAMydpYjscBHxJNuxQ/PIRZu99vWS0aFosF0Wuury8LeCuMuRikYWWsw1oxbB9vDsU0fcKYmhTTybbh9es3VA5Wy4XEPnuP9+JvOfTHIj8fuHfvHpOX0BiFJUZhKgmQMBE8fPTRU84vHpMxrLoVbdvK4bmqsM5ijMZZx0qvePfJe/z43/HjfPitb/Pi9XPa2mKbim6xEINuG6iqFmtr0Jph8Oz2PeMYhHXprIAAWZFyYpwmUpSwhR+0SylEMZBugy3eqteVvEed7iAhOWJ0RqtY2MsZ4gThwMJBu24FbOs6XNUwZFXkmrfgy63/4dsMndlHZ2bdfCcYNUvXuf0zl15VYfLMnjGnJpo2J7LJqUZTAhqk08/Nj17e5p3jTconr+Hb1/iJs8vbTeAi7VcaV7UiEQyeFJPIfwuLyGpJZo4ohjFhasNytZaz6dOn/NiP/RiVc4QgCdQadUq6ns/44mlTkr6KskapokjR+mTtkLP48HnveX15SUhST05+LE1AxTBM8nkiDbH9fs8wjPjoiUR01sSQUFkApqQUx92BqKQxrpEmUZikAZu0Biy2gGaqBKuIX1IqljIRnRVZa3RhJJ3S5U73toTBaPlgZqBNqYxGXnvM6cQWU0htk2I+AXgnT6Dvcv2mM1cp9T7wbwOPEBjpX8s5/ytKqQvg3wE+AL4J/NGc85WSEfGvAP8d4Aj8iZzzL/xGzxFC4GZ7I8+nVWFRyGCa07jQisN+j7VGUkrKxExJkgQWiwXb7Q2Q8cHf0thUOQgUBsOc5hWCREl7H6gqx7E/niLlYkH0Ja1GY5wYumYm1uuW5cIIzTQNxElzvbuhXlQMR2GfaK0ZhyOhuMjP8cXi7XEsXQnF4XBA5UxTOopN03A4HMomGLDOcTgc+bEf+zF+/ud+XuKrreKnf/qnSSics/zET/5u9ocDaEPMgahgN/SMSbE4OycqxcWDC0wlBebN9pr/9K/+FXyYuFg0fPWrX2a332Ky3HuNonHuNNGU0kLDU5KQNC9i82Jwq2cs8p4Y8bF0QYx0REPIKKd4+vHHxJy42m3JKmEqg9UGnwJGaSpnqW0lsbhVQ9u0/PhP/gH+rj/83wIyv/jXfo7dfuTr33rK7/39P8XHz1+QlOLRo8dcXr3hbHNO5SpSTHxnbPOtZOU35MLxNivoN7s+CfjA24ff+d+fBejz/ZibIMl6de1QSiIEc56jx2UHMsVmKeRI8B5J5BIO0Jx2EEIiBM8w9gzjwHa7Y78/sDnbiJllVmx3koJxc7PlsN9CloVyuegKGy6XAz5Ypwkp4kPPujK0rSMGibTWVu65nyZyVid6d1U5tIbjcRTKdbmMMbStdBdEHipxss46lBMq5jAMkkKkBDRYLFqqWhIAstpS1S113TCNPXXdsFguUTHfGrmVTV0SRQyVq4tH2fEEYs/gc13XvH79mvsP7mMrhw8B7z3WWfaHA3VV30bK50zI4LSY9qaZ6mkKqwclFG5V5FzcgjJaq1O36ZPMHOZiQs1fygUcUhgj6RTStZjH/dtMtxkw+m6A6e2mJOPolpYsf6ryfnLOJ1+imEVvP/mJqm559uxjvA/cu3ef/WFPdScFbBxHKTTuvP7bP2+7YnPhkO/8zPfi+n7MTWs0RkWq1mGtorIKZ5Sk/VjN7vqyGFoaQppKYo7Qy0OcJHY7i+FlIovcIFuUshhdYaxl9IMAckFATWstdWs5HntubrY8fvIeznZ4Hzget4AAMClGYjkA+RBxTnz8pIMqRtOiXU+nhoOMX0QShjDbJu/F3Nl7Pv74mUiJIxz7kf1h4MmT96TJAmx3N7JvmoqQIto6uoUkepEji25JCJBTpK4cRiu0tsQw0XU1OWlcZWk7g1HibaG15tXrl9y7f1+A0GPgyTsPaBrL2AvjsW06/NSzXLbFb6jHGFVYHQlrxeixrl3pVirWmyXOSWS0tbkAViOH3Y4PPvgCLz++Ynu5Q2kxf1dJfDdOIGnK6JwFPAFyjHRtI6CRFbaRtRZdJDDWFPPPGEg+s9/eUFUtwU4EH+W1ohlHz+Wba5bLlq6TdNJh6Jl8TVWJSb6fPKkPtM2S1Wojn1ucSLEwLnXPcrnCKkvbNoyjxMCP05yqJ0WrnybiBKZ4CqE4SStSmZc6z6lz3zvmz/djbiolEgDnWrwd2e733Gy3vHnj6BbVyXi/qZ2wzuqWYcgMHt69eMjFw3fYbC6klpxG+r4nei+d8+OeNB44X3b4MPHx61csFxtiG3GTR7l4G1GtFURIMTMMnuMgPnlWQVdZboYDMYwMQy/+cQqOU8+jxw9KoEJP5SrxzBkltMFqzes3Hxe/R4NKIg22zqInJabjppJoZwyV1Vzf7E77jPcRZ4x0zcuhSPwjhe01DCNaSeqZDwmjYTj2KK3oj3tSCKyWS+rKoY3i/HxDVbdorTG2whqH7SrGaaRtKoKX5DCl4HjcF0+4IJYLxpXXqairpnhtpMLuUZxtFjSV+OZoMmEchCmjRDKkjXjHWCWehzfXN3TdisHDbrfD+z0pq1OyWVVVaCXBEkYrnKkYjkcWi46+jyUZGA6HAznPLCtP3x9RWZpGKYIfI8+efYxWDmdqzCNJ7HNWCwBuTGEYZOqq4d76Ph88Gfixr/5O/srVFXGaGF1kGAPBQ4gKjaQqhiSyTh8Sk49lHwYqU5J+IcVEIBQD4e/d9f2paSGXUB8oNfwdMKa8kDuNqVSSu3IpeWUdrionDYbSBJ3ZRCFlGlOf0lApb8QHUVPc1hvinZNPr+nt2gS+syZ5GzBSJ+RmfkxdwJ5cWNgzk/vtx1Inr5hcmDnz2Wh+bqXVSUL0yfPLqV688zVRYIkUbRz6YkYtHoTO2MIYz2U915ytlqw7S5qO5JQkjKCwYGZCRi7ModmaZX69SulTCqwx5q2ac/ahdc4xDAOvXr06AUY5iVG+MPcF7NHGFjAvUVUKozS73Z6z8w0hBXn/yWOUQRtDzJn1ek0kM/qJHEvdqsTXLivN7vqAj4qUAsaJ/M0qAW4ykvCWMqQg9gNKMFXU3STdLCw7nVTBROLJkNxaA1mYTPkEGuUSeHSnwVr20u92/VZg2wD8cznnX1BKrYC/ppT6GeBPAP/vnPOfUkr988A/D/xPgb8P+Er57/cB/8fy53e/FIzTgLUWZ+ZUF32KZJ+pka5IGZqmoWtFQzsbNh/7AzFFdLpFV+cUsWma6PsjVVWxWC4A6BYdh8OBUOQqzjoO48TcZfApkGIQY2WfqLNQuFzlqIyhbmpujhMGATmmUQbKWFzkZ/ZB18nrrK3E188Ucum6K/zkORze0LYtr1+/ZrlcMHc0Dsee1XrDu0/e4eLiHlfXW/mQtXRH7j+6z3/wF/5ffPjsmRR8GHCOH/6dP8ZP/dQfYHlxwTBOhBARA14F2vLrv/q3ePDggqvL1zLwkke75rRoqMxJvlbXNXXTsttuCyWvZr/fnw5kgNCBTfHSCKKnVDIbZYO0ihg8f+Dv+rt48t57XF1dEvzE7uYAqhQBJAGCRo+KiTQFhn7kP/tP/wrf/ta3eO/9z/OVL32B3/XjP87nvvh53nn/Cf/RX/wLnF0IRa8fjgTvudjcEzPhdLvQwS3N8u5h8JPo+28k/fqkXOzuGPukxOvthep2Qf0MAKDPfG46V/Heu+8BkoohTLpUmBnxtLgYLXrnmXWVCwVxXrjFuE3GxsW9+3zhi18+xaD2x57jYUdMipyCGKiFQOUM+/0OazVVXQlbJgSsBUhUzjBOnt3uGj9pvvjFBVVTc+wPJb46UrmKGKN0pHNmHEZiFLBlHAd8MYPMZc7lBIfDvoBAk3iATZ6mqiWFy3uW67Uke6jEMEy4qimMosDNdsv9swtc3VBZy2G3k45d5hS9GGNEVRqjzUmGejweqaqaOZHweDxydX3Nvfv3T2C1sZaoxNS4LkBHCAFX0vpQSnQ9GWAGeGTTke6qjM+5AEHfzge4ZQQBp891ln4lVYqIKCwJ7gA4+bvQSz/JBHqLJZSSxFpyx2sn3zKBYolVlSZALECqPumt60YSB3/xv/xFDocjP/SVr5BCEsP7YvL9aVTpW1CK4mN26x33PU4u+cznplKZplJUTmOtom0q6spSWc3V5etCA5b3H1MsUaPxxNSTJoQjxISxFpVFQlbXHTkb+qEXNlkWBupytZD7lCLDMDL5hLUdWjtutm/QJmBMkcBG8YuaQqBrF7i6ol0spIun8mnc5wzdYsHLly8ZxgljnTDOcsaWIo6YePr0Y16/flMS7hJ9L1KFm+2Bz32wEH3/LhOCp6odq9WC/UEaKMpMqBxp6oqgM9t4gzUz662wT6x0zbpFR9NoVA4nJsx63bFYNPTjwHLdsVq3hYLt6PsbrGlJOrNadgIolUZI17YsFx2XV5c4Z8XANUdSgq6tSTnTtWuU9hz7PVpDjp575+d89E1JzOoax9Nvf5N333mHly8/LNIzQ0yelE3pDmZCGEWGagy6sCK1MaSkUNrhrCQyCdtYMfUDTjtIwhg89nsWizXKWvphJEaJepeGlBw+xxG6rkNrfZLZV1VD1y2ZxgMhSFJXVNAPcphumo62aclRPptx7ElpQme5R+M4CNNQayprIc9rjj4BsnMz4QdpboIqjcAKbRzDMLHdH9juG7QuPnpKpLhaa5ISU8+62/Dg8ec4v/+EZrEkxCApjUNP8h6dA2k8sDSZr7z/LtfXr3j15hVPX19yMWS+sLzPWbNEWYtRsieHFJlGz3EY6Ufx1Ht8tkatK54T+Wjo6f0ESlHVjovzc67fvOHq9WvcV3745KHlbMV6s6Y/GuJLYZ06JzX7fr8r7MxE8BPOqjJOBEixRmSmkugWkHNvZjbbTUE87XI2hKhkvHpPSFJb5CQpXUYplqslZ2ebsn5JB/54PFA3HZWTJCvxnwxUVUXXtThnWZUgGGGlpVKXeDGpLcwPka+J3cSirRiO1wJG+pEQRvrDHm1g0bbE6E/roUiyO9quk7XURw6HPU2zZrc9sN3uMEbOI/VJFl7R1BV+0TIOfZlbEEePbTuRkcRQ1AASYGG0YfKJmEdQgW99+5tsNhc461gsF6xWa2HnajGWVUZD0lS25mJ9jx/64g/x4dNv8mtf/1X6MYCayCERokhcY074UdZ2rSuMUYQwFplcRjlTGCrFADp9zxMyP/O5mXMmhvjWvxVvN32VKgbHSEkVizRVzWzl0vAKQVgoKIUvDGJVmmy5+KXNzyGP9bb/53yGuHuOuHs2uctIuvv1jJwB7z52+Uf5kxP4MwM1mbus7xm0m4Gf+fHnE5O6g+3cbdZxkibdredmb0vZF0EkvAVUoxhqo8gponJEkaiMxqMIJezFVo7tdstms0FracqqzCnRdn4+qQ1vlRYzAKS1PqlUbpPRhDnkQ6lxKEycEvYB0pTaH7fitXvYc9wf2ZxtZJ3QFo0m+kQMnpAh+kjUSiRoMRNjxk8ikUxKk2QQFAZiKIQSARDRcsbW0nE7RcErNdMSBLCRxE1VavfinKFn/o8uyXDld5Q03z95vpyZYN/t+k3Bn5zzM+BZ+ftOKfXLwLvAHwH+7vJj/xfgP0Ym4x8B/u0sr+TnlFJnSqkn5XE+9VJKsVgsTjR+Y0xB9lJJkLCnYn72KpgNke8/uHcydD6hhWk+OGSOx2MZGLDbCWW8aRr6vud4PLJcLrm8vKI/ynOvVivZtCbPouvQ1tKPR/bXe0iOZ88+Jp61fP3rH7LYPEEnQUzrpuFye3l6HXPc2n6/59133z1Jy/b7fdl8pDu3Wq0IQQ6jM/I5lI3g/OyiFAaGB/cf8Wu/9nWc1SglxlfPnz3nxbOPqUxF8ajHaYsfJn7mL/4ML1+95H/9L/5veHN1KclFWtKVmrriyeOH3NzscNpSOcfhcGC9ORPtYJHHbTYb+n7gG1//OqvV6vS+NpsNx2N/ArvqpmUYRhISvavJTONEylk6HTozjAPL1YL/67/zf+d/8s/+c3zja19juVhzvdtjtLiW6xjQOuO0oraa3/t7f5Lf/4f+bmJWPHnv86xWG9rFgqpy/OW//Je5vrnmi1/6AijpRFRNBUa62MKyuGWe/Abj+1MBoO82Tu/+3nf787uBPd/L7mV5rs98bkrySzFqw6JVLhHaMjdvmRTi3VFVkiB0+1YzMSdcXVHXAqCALpugFv24cqAqVutzutZhLex3l4zjkYuLDYfdjlzkhsfDgWkcSD6wPdywXl9wOOwYh1KkHKXwqypNXdWkRAFP4m3M6yyrLOOzqWuRnYwj25sd0+RZrZYYY4khiqSqtdiqJmaZ63VlGfoeV7VkxEDaTzvhbypD03b4cQAtkcVkcerPQfytlNaYsrHPIHfMmbpp0drQTyPT5SXaGNabzemGam1Onj9VoZLPm+CcICHoGwXsNQXI8vOYAQroZM1b4OQ8ZuUTfbsbpLUilw82ljVaKVMAJFUkW293iO4WLfOfn/yZ2XQw52IWeKcISjmdNna5P/H0OqdpZLlc8uM//uP89H/w0zx++IizszNSzOJFYJR0yokzp1a04EmKAKMVIcbClCpk6e9hF/P7s29C7RR1pXGVwaqEM6okyQgLQ9itU0mrS3jfE0ISSY52JKXRRAEClKaqa0KIDH1PTAOuUiQv0mNjFcPo2e+OjMPEcnnOen2P7e6aw+GGi3srhPmh6ade2HOVeOs9ePSIvu+pK1u67reFWgiRq+sbttsttnLEIgNumg6tDFfXN3z44ccsFguMcXif0Mrip4FXry+JKVLXFW1XMww9MUXOzi7QJhHyQVLyes/mbMl+J34bfjqQY2Bzfs5lvAafaJqa9bIl5BGjDMOx583la548eYR1Chc1q+WGxaLheDiidOLx43syz3Okayum4cCibbCuFsPY4cAwSGe/aWr8NJCzsHbbtmMcPShJz1otG+ra4SrF4bBnsZCI+r4/8MWzL3J19Yq2tWiTMFZKRW0UKQaaqmZ3c83jRw847rfloKhLEqcYsy5qzfbqqqxrCT96JjegrKauDa/fvGRz9kBkHaMnE7DWCusjjEzTUGSyi5O0RmtN27aQZS/IMZOJ7PdbfO1RGLSytO1CDkPB0/uefpyoTIVWpZiPQdYjAGMkEed2Mn3P5uX3bW4CCkPO0nCbvOdmu+ds2eKMJsdcUrBECuGzom6WPH7n8zx8/B6rswuMdUxDj59GSapKEaczVW24uLeB0cG052ZrefbqEnt2ZD8NLHPCQXHQ0vgU8D4wTgP9cc+03/L+exc4ZQn7jm1Tcxw9ua44P7/HbnvD0tTcPzvn+bPnvP++MFCNtYwjjNNE17VM0xHdSJR817ZMYw/Ioc/7Ea0tRkvqoNXgg9RjzpY1oDAzlYLoPWhLwlLVbQFgEnXVoLLHVpacPavloiT7epRCYuidKyEjIptMKHJh7YGwA7RScGIJ5CLDUkz7I5ClUXPooW6onOZ6t8NYxapr6BrHOBy4vnpDCCND33O22XCz29G0Levlku1uT1U1WGOEqTtNBD+hWjg7O+PFi5ccDgOVM1TO0TYNq+UCYxTxJqCUFeljSrSNMHj2vZjQ+mmiaTvu3b/P9c0Vx5s3RW4uaWl/8xf/OqBompauXVJVHVUM4DIhit+gszWLbsnDB4/5oS//ME9ffMxhPBKHiUpbdFXjSEx9T0IXI9okzdmciXFCK0kTliCaTPCSwPyDNjcBqWUoTag0h2HMgIYq7IuSdJwUMUtct75zVsiAMRU+QVYJ0m1UOylglDqdV+UqsIq6/bv8O6N0PqknTq/x9P1bW4m7jeeUvQBxUkKJQoZPb7bNV/zE56UKe+iT55X5N+fE5NNr+kQt99Y9zcIiyjnjjD3dzzyDWDFLcyfD7tDTWE3nxOh87AfuX5xzdnYm9fo4SGiF1qfm3Mz2mT+jmdxxAtZiPCVqW2vp+571es1qtWIYJ/ppAq1wRgJgtNbEGBjHHq0V4xQ4Ozvj3XffJaVAigmjcsEVFE4pnIIpeKaUGGNmmLyk3CqNMkLoaKwhDp6QJlRSVE68aFNMkqaawFiLLmyopFJ5DxpV7mFK8dZ7s9xHo7Q0tQsIZLSwp8nfyXCfP3/Fd46B+frbEmwqpT4Afhz4eeDRnQn2HKHpgUzUD+/82kfla991MqYYCzMg8vr5a9555x36oWcYeh4+fMjheBCtfSfRxap0sK+uLlkul+ScS0dQEMJZPjUMA5vNBmstV5dvqJu6FMIjzjrIsN/tWS4XbNZrqqqiP/YyGIeRyllGL8Z0/Zj43b/rp/j3fuXXeXR+jxQtMcsHUpV48/OzM7bbHT7JQWuaJlJKPH36lOVyidaaxWJxOvBpBTlGlJJDTdM05JiwxpZuhRPabb3gyZNHrFcr9vstyihQlrnEmKaJqhzwrDb8m//Gn2UK8JM/9Xv5i//RX+I//st/GZToHTWCWF69fk37ow0xSOE4G/KFYtTbNA37/R6tDQ8fPjxNurnjZ61hmoKwro5HMf1MgeA9Pkw46yQJLAvdURLDEl/4whf4d/+9f5c/+3/6N/gz/+qfYblY03Udv+f3/AQvnj3lzYuXLOoKlSOv37zkz/25f4eE5v7jJ5ydP+Lps49xjeMnf++P88f/8T+Oqy0hBtqmLd38NIPysvm/BYp/Z6LP3YXtk4vld0ykT2H2fPJ3P/nnJx/rM2D/zM/3AZ/B3IwpcTz2TJN0f2a2TnnW00Kl9e0iZa2jaWp0oSsKGpQJITGOIi+IKeOsoW1X1E46gYvFksWi4mb7GjA0TUcwBqMM0zgQZ/+raEhx4MytZeNWcggCSoqCSB68D7jCkJGvywaSsjA+tDZUlYBS2+2W6cSS40SX1cayXLVsNuenzcUYQz9MYoSqDUpbed3TkQwMw8h6sybESFXD0e8ACqiaTp0buN2w5zVhUVKBxlHWjv1+T9t1J9M7Yx1k8TbTShVpZT4Bs3NhIZt5QimJBE1J3wEmOXVHgNPvn1htxY8n5Yya/9Pi4YGSz+62Q1TGev7OAmIGwO8ConevtwqJVHoUaabR5iKfobAaxWY6FJNvgMpVvPvOO/zRP/pHS+cpl6It4X3EFmZJnr8+d4tCxFbVSSN+t8j6LK7Pam4qpWhaR86R4djTtjXb3SAsujBJslfweD8SUyIlXyK6LZVrhGGjDDjk7+TiQTER84S1inGUAIUYMv3Qs9ttMaamqjouzh+jlObjjz9Em3jqpsYwsd8f6LqOm62kbsaUCNOE1S3DsZeELCu+FCFGXr58ifees7NN8eYTJlbXdnz40UdUdS1dbQXBZ4xt6ccdk/fs9nseP34gAQ3HPfvDjsVyhTaWunLUtaXfe6y1nJ2tmYae4/Fa9qnKsVh07PdHqlrTtg4fM/vdlu32hhSjsHFzpHKa1aol54RzkiJytlrx9OmNBDMsO6ZxkPs2CPvwa1/7de7fv4fWYrQshyZ4+PA+0xgYRk/KsDo7x1YV6/WC/nigapeEaaCpASXmupvNOdO0p3YVsaTM1FVN3490bYO1mt3NlvsX93jz+jUZMU+3xdtQ1ruaOelvGnuq2lJZMee0xrLf7wjTgCJwZs+wJXrY2eYkw5zGiaZti09LICVKkweReKVIzprgE/udyGyqqqKqHIvFkhgDfggMwxENVM6QI0SfOOXsSGtbvMc+Q7+f7+XcVEr908A/DbBYraQLrq2Y4lrHsZ94c70XhlMKTJMvXWlhc9x/+JjPf+HL3Hv4iG6xLIfuILLdFDAqoYk0TqFHTw4DLgdWi4b33GM2985ZtPWJSWWNQxlh/ox+ZHe4Zr+/or9+TX9hWJ8vWbQNjXM4rRimwLOnTznv1rz33nv86q/9Gj/5Exfi09X7wvYWwKXrOvrhQIoGP0hiUl1LSk/wMib6vhcpQxbWVwoSEEGmSK8mnHbYYsyqUiKkSN1WZAZhzOpMDhFrpdbOMbLb3uAqx9nZ5hQHvTscaJsF0xRQ1sn4yYr+eGC5XKCShAu0bWmyamnSeD/ixiOr1Rm5cdxcv2G1WNK1rki4HSEMVBauLl8BGetMSeWq2e+2NK2w4S4vL7GuQRlHTJ5F1zKNA6vNQpJ0/STpm6oqviaBEAQoizGyXq/Z78Uz1DnHWltevb7Crmr2ux1Ns8Q6K7Ivn8jZk3Niv0/8jb/x16lcg7U11lY4W2NdhaHUR+Wer9dr3n33XR49fsLXvvUNYlIErYThYGtiGguzKGOsBQV1JbVU0zjari7+pUqCZUb/WUzLeT59wGewb4IAEkDxa9QnJnNWtwHrcyqtMw6t5roEFPrESs5JkTWQ55QvMauvjJKsb279eGZ20SfPEtLY4hYkmmuW2/twet1K3YI19hO2EnMq11zfnYCs8qAzMJNmwOvO6/i0+gwg5nCq7ebHnl/H278zp8OK9cAYAilM0vQ0FmMrYZ6XlNEQI1OIGAWTl7p6t9ux3e1YLZekcpbXWp+sWqpKYswltZuTh+98Lp1ZUvv9nrZtubi4QCnFzW7LzXYn88EIgy7GSAjlMyyfTUZICq9ev2a1Er/R+Uwwjv7kFxzJaGshi+l5yhptKkmtTJlhCkj2qsJYg49ijq21yFQp3kgxpXLOEOqGRpGU+DIpYyBJ0IEyGq3ln3n2ViqgXcq3kkV5H/r0uc+N+e92/ZbBH6XUEvh3gX8257z9BBqY1cxP+q0/3mmjPDvbsD/sTklbL1++IITA2eacw+Eo8Y9oxmEsXWY5zC2XS5QSL5qbm5vTQSMESffquq5IvnqausZZx/a4xRiDT+m0AF9dXhVwqStGxuLkX9cV1klaw9APPPvwGfvdwG4/8oXlmqEfOY47zs837I47psHTtB39KBtX27anAQOcdI1QgKEoaQhK6aL1tVhtTmbLV1dXnJ2d4aeRz3/u8/zkT/4k/8lf/VlimYyzI7h2hfEUwdoKhcUZxdXlFX/qT/9pbvb7ghJGtBLGgh89Dx89FLNB71HGoYzFIFTkFCPn5+enzWiWeRljTt4/qqCixlqmyePjbScwFD8SOVRWorPUwk9bLBb8A//g38+f+T/8GYzWbHc3/JX/5K/QOEtr5X47a9DWYStH7z1V48gq8Pf9/f9t/uAf+gN88KUPOA5Hplg+L6QjpbKYDTZVK4v3d0E+Pwn6fBq6/R1o+Kf8+7tdn/QC+qxAn/Icn9ncfPLksSTDpShpWQbpNmfRF8c4e1pBiGWxuUUFymtIxavHFjQb6VJ1C6qqxo8Tq6VmGPYcjiPjGPFBTFuryqK0w9qM0QmRAFi6xZKIQynLclUxjRXeT4w+sNlsEJagKs0UWSxjFE1909aA6O+Dp5i8DaxWK3LmtLGLeV1dzKCl4GnbtqRxyCafUXSLpUTYZ2FAoaVvrW2FnyLGOdI0En0ABdq6k8m7MUb8H6zlcDgUwPKWgRZCYBpHnBVT3LnInrsg3hcZXikEYhSze30qUPJpA/Xe3zEdvGULzRvoySzZlW5KqR0SGVX2G+MMzqhTVyKGiDL5TnfrNO5O4/6Tf5+/T5b5OcexKy33cx6skjJiUdrIwVOpE6A0b35kSTZzzglTSN+CTWLeXV5bFhrzfL/rtpX4cSeyp88I9/lM5+bjhxcch15APqAGttstOUucsPcTOUbR7kvlSVWJN5UplPGYpTssgE8ghMAwDgW4TScAt+8HYvYiJSJh7IIHD9/lw2//KmSReZAyzlW8efOGqqrZ7Y4cjj33Hzzk5avX3DvfkJKYMTam5ubmhsWiQ+kD+/2+mCFmkYWUStt7Tz8OrDcb6raRGOIA1gqI3DQtx+MBYx5LiuYoHbX9bktVLzFGsVy2vH7hmaaRzXLD2fmay6tXTNNA8BMX52dsb67pmg0pBVbLFmLgW/sdTV3Rtg2ZeGrYpJyEtaekk6pQVJVjt93StZIstN3uZE0MnsWio1t0rNYrDnswXcOxPwowYx3bQ8/F+pzFYoWrHC9ePOPRw3d59eoZiUTbOEKa6FZrDs9vaGphDltjyDHhx4Ew1VTWMA4DOSbOztb0/Six7HGSDrXPuEoOpF0n9/94VCQWpAgg3WStE37yvHr1knv37hVQekmrtHjPxETwkbrRKA0+TFTWFa+FFldqMh+kBpimAe9HaufQ2tK1a+IUOAQ59CYraVHzPhJDRlVS38ScMHeM3r+X1/d6buac/zXgXwN4+ORJttqiMKAs2lbEnDj2npvdgCYw9AOHw5GbnUebls35fR48eof15gygpNcOpCCR8MpAiiNj6InHLWnYYR08vDinC4r12Tmbppb0LS11mVLijbfvd+z3W/a7a3Y3l/yN/+oVX/7Cu4yjlzQ1wBlLvWq4f+8hv/Srv8IX3w/8pFLEmHG2ZtASEe61wdiK5WpFTpHXw5uTn02Okcq5Ig8Xc3VTpIhxXtmlS1dkyLJPV7UjqYSzcsCTpB5PDoHGWVIcqBqJfq5qR9M2p0aP1pr1aoXWDsH2E85VKCUSrgOZRSs+ecN+wIcgnXPrqKwm+JFxOFC7hsnAcNxS1YbVosZZSR+8evOai/MN+/0OlMLHRF1VPDq/oC8qgWHyvHnzirpdUtVLqGu2O0nja9uG/f6G9Wol0tgYOfZ7Vqul3LfCnF0supLoNpW0txZtDIvlEq1sOe9EatcyejGrTTHx6tVrfvZn/yrjGMmI8XfC0HULkbkkOeAuFi0P7j/g/fc+z7eePsWH4mtS9gdtK7IKTH5EK2keOSss6sWyoVvUZR8X2frhMyprP8t9s11tCOV+zIyNGdRIQI4iNT/Jb3IUj1JtMFaaTKr0o3KKkOfwDHViW8ysvk8ydmY5EjO7uRzmldKoWaquBHCfzw7z7989ykg9dfrXd5xfUrqtye5+T2tTvLpuf+eTDO27wM7M6L77s3fruPmh1UxaKsc8rRXa1pAlVS+pVOpiSFkYY8M44JT4hrWtBCB1bXtKi5xZPXfvwfw6bn0r9Qn40VqzXC5P0v7r6+sClik2mzXDOBLCVNhEs2+Q1L7WWs7bM7bbLe2io10syDEUA+nE8TicyCXDNIkUMCYiMAapsYaQ8ChiVsRsSEBMdzwxk8iwcmlYi2hIkbKeOfZy/igSwznvPWZQs53DXDeX+YrSJzLMPNZUYUWdlADf5fotgT9KKYdMxP9bzvnPlS+/mOl1SqknwMvy9afA+3d+/b3ytbeuuxvl+597PwNcXl5y/94DyIqpIG2C0AnDZLFYcDweyTlTOYcxItVwtkJpRde1oh20lqurq9Pfj8cjbS0xzUDRqtcoJcVyVzrru92uePT0eD+y2wVWmw193/PNb35Iv+t59PAJT955Fx8CTbdAVxYfRoyG9VroZW2hzvthxFjLsluQQiy+HsKAOR56fJhYLpdIzFyCXlhHSiu8D2w2Z6cB/ujhff7hf/i/x9/8m7/Ize5GnOpRmDJBdYbGWXHfT4m6ann6zW/jtRhkaSV2UjHJIHr68VN+z+/5CUmRmCa6dSNovzKn6GjvfUlpEkZB3x8BxXq9ZhzHQsWLjNNIiJm2bem65i0fjazE18iW2G1B2hMPHz0AIilHUBKLF3Ni8CMmS3rR9tCTleI4DfzJ/8E/w+Q9P/V3/j6+8sM/xG63JZMK2BfJcaR29UlXfWumNlOLv/sk+DRgZj4I303s+jSq42/1OiGz3+NT5mc9N3/kR344i1EnaJ3xXhHjnBAkMaspyQKvyp42eRlnunRU5k5DTCNdtxD5XtuSMhyHSbpSVcVxgMNxYH8YyBiMbUQ/bAQ5j94LOJAjTbdgHGG323OzvaFt7pVY2EokVc5xt9Y8Hg+n+185R9C50On9CTBWSp+AlFnDvFjU1FUtkexaGD8pJdp2gfcjxlicqzjut2IKpw0oQ0KjXYXSwjIcxoEYAmiJwQwh0LQNxllS359AJa2EWiyPJQk8Od760ThjqV2FWij641HSVdRtksTso/JpRuR3ddDzOH7bvL0UHCc6vj6Jv/Kdx8qncSLrgjBo1Mw+vmXS3PmPu/OmbGDlH58AYuU3c84CirlZDx/FEyJJJ2kaB1IUT4ftdvuWB9ntUyRUSmWDlYOlKgkI4n8jSXSugEu/0Ub5/8/1Wc/Nr375c3mYhG358OF9nj3/mBSjGO8m8ffRRYbljMGoGmckCQaEVRD8RPQTk/cl9S0J8K4NsRTAx0Mvn3FpMmwPIx987hGXb16z329Zrxd0reNwkDSqcRjxU2B/PLLanLHbHTAlZS6nRO0ch92OFy9fcv/+fekq1zXPnz/nsD9wvjkTrb/3HGNksVjQdh2L1ZKxH2kXFh90YRRFWVtCpGtbDtstIM81DEeadoE2LavVgpcvX3C2XrNcdNy/d8bl1RuuLi9p6op75xtyDkxjoGlsMWc2bM5WrNdLhv6IqyTGVyuFj4G2adhtb4SlW1mMkpri6vISax2Tn+i6htV6yWKxgAJI55yYxoGmWbBaLdked/iY6boWcuLZs2d85Ss/wm6/I8Uj1kJMkcZYmrbj0G+5uDi7s25lxrGnqSU98bDf8+DhfVwUD6zd7orq4gGVafBxIgEheWylOQ5HbNVhTI1zGT8eqJ1hGhPeBy4vLyWyPMJqtcA58SsJMWCjPrE9U1aAEd+0nGkai4vys9M0ivl+lHtnrWHRdeQ0MY29xIKXgxE5g9bSmdYQU/5MoJ/PYm7evbQSqwFTGJNKa4iekAzHPmIIHA4D++OBq+3A+fmC1eaC5WKFs5YYPEN/pD8e8eMgSW8hkMajzO+ciCVue92uuGdalmcP0G2H11b8QJQlxMgwjeyPW/p+R0qBKUWevn7Fm90lTdUgbhQKo0QS/eGzjznue37f3/mHTgyJtu0IviP7icpZfBgIacKPgxi5r5Yn35pxHLDW0DS1BIBMCWd1MRZH6rIs3nEplwTe6EHLAToGj8riVxfGwJQSjZMDpbOOlMXOQVI15TmYPNaqk7Fr5awkdPZHUphYtjWQSTGgcippeJZFW7PbHwhTT200y85xPB6Z+oHF+Yq6EuCqayuOB1guOqbgOd7sCFG8sKqmY7/fsdqc4QtDsm6XAFR1hZ9GVqsFcI/t9TVVJYzn0Af6oS+M4gVKKfr+SNctCaXJsVqvACfJXa5is9nQvmiZoshNYkhUlTRDXrx4yV/8mZ8hKZlDMWfu3btP160wyqGzQlvDYrni4YNHbFYbXr15RYyeqq4BMDZgjCXERI4BZxVNpViuOtabjuWyJWfF0Ht6NYmk/Xt8fdb75tmjd3OMt80tpcrBOwayEqmktrOyIgvlYpbiTLE83h3GNNIEG4OX5cvcSuq1tdg7ja+UEr4EFmVkTJuS9Dqfdz8JFL0FxpSfu5tsOn/9rmfjp4FOM4jyyUYcfKdk7Ludc34jj1MBwISdoorZszaytmTKvSZjULRVTdNYjFV0XcdhX7Pfj7x584bVakVbuZPk624DMQl8QrrD9Llbw85fA07fm0axJMmqgHYqM4w9RlusrU5nXVAc+4HXby4LmCwgupAsJKRCKU1jGkKEPHlikhQzHyIhQlC51JrFc4tbtYkwz0UWKMm8xVyhjD/KWdUoSWuUm5ZPdYNI/IyYlX9qqarLGSxL4MVvUs/+VtK+FPBngV/OOf/v73zr3wf+MeBPlT///J2v/4+UUv8PxHjrJv8m+st5kForMqfZG2Q+kFxc3KNtG1KhrN/c3DCzUVKSFK22a3nx4oV0xX0oH0DmcDiw2Wx4/fIFbduilKbrBERyruL8/PzOJLl9Tc45zh9c8ObNGz58+hH7/Z5Vu+bi4QNc64gkdJbEsBi8GBZ27kR3vby8xBjNgwcPmMZRwBBk09rvDywXK6xxjOOEs1VJ9pID6s3NDctlx6/92q9xdrbh0eN3eP3mDZvzC/6X/8L/nH/pX/7TvH55iTJwLOipK6lZISfGBKTIVCQ3ikz0EWUMSomp5Rc+9x5f+ZEfZn/9RrqtMTD5MFtwcHkp5pqzbGaeSFqbk6HeYrHAWgu7zKZbsNtvORzCadJWVlJf6rop8XMS/+3Hka6pOTtbst3vZdIET7toiKOX58iQlUEZg2s03XLBdH0lNHUn5rrWWEIcJTmpdItjElmPNVJAapWBW2R1vmaK5ryIl7F++/1PWfw++bXfCqPnswB87jz/Zz43IYv0xhis1YhhbBJWhqaAbVoW5BSJidLdlwVZQAtFVTWcnd9jsVgWf52paKbL4TsFmqYrBxrPNEKKiqwCZFUeNxGiL3Gn4gXmqob79zc8ePB5um6NKVR3ay0SWR059sNJbtV2DdYZlHaM4wjI4y4XSxQUf5wo0bZGAIV5rRhGiT2eC6Xtdk9dl80jRGLM1K5FGwfKME4RV9WkFHHaMJDQGIL34jdDLollgcVCEv8UEFKiqcW4kpzFND1TQKDAcQqndDB5bn8aZ/KnPqW9pMIKmTf/Txuzc5fgrSKjGEamQrCRzpR8punOmDaFsg+lVJrnEm8TTn/j+VRkZHfmoxjOS5pILpVDSomcItYYhmGgqcTjhfn9IYWH7Jm5RKGKb4HMF/mfKu/XWPFnkPVfumLfq+v7MTdjzNzsBy7Oz/n2R88Jk5dOW5ZwhMpZrJKixWoxYzclXjllX4rIiZg8zqnisSQeX+MkhWz0Y4kCdgTv2e721PWapnY8f/6M5bLB6MDl5RU6ye/tt1uUdcSsSAm22x1t2+CnQAqely9e8PLlC87Pz0tjQJoMwXvevH7Nl774RYahP2n2F8sFq7Ww+WztsM4Sg4zPaRyo6wrIVK7CakmQbOqa6+sbcl3RNi2f/+BzPH/2nN3+hgf37/P+e+8xjj0319fURUJyOOwl0cOPKK05O1/zzrtPCDHgnEZrKWj3uwPWKPbbGzGLz4lUOojf/va36Lolm82Gm90W19S3BSqy9w7HIylrrq+u2JwZ7t27EEaddfT7A3EKOCsJm3NHNPiRnJMcJlLN4dBzfn5RQMzMdrela1tSTKXG2LNcrNicbdhuL2UNsw3GOrIX3wJbVzidCAma2uFypNN1SRQR1sbx2DOOUzkcJNq2wRhHjBBDIiWJ1DbGEbKMo5wj4zgwm17WdSey8jgxjSPeD1RWkoxS9CemttVGTEJLsyZlKGLO7+n1/do3a2eo64qJGkigHVlpQhRT0GH0HIeJGGGxOmN9dk8S4Lxn8p6h7zkeDoRxT2MSaTpi0lTWMYhKs1yueHzxEFctSLbjkDVBG5GaZUmdPe537HZX9P1ewPqsmJLhsO1ZtXJA1cbinC2mzZkvffkrfOvbH/Kld77Elz54jPc93gfquiUnf5JiRO8ZxlGYvIsF+5vrEsCyJ2XKvD9IEtgYIBTdF+nkeadyJKVAZZpT4myYAjGOWI1El9tA3x8Z1IgxkjjZNJvTwXY+vO52Ox48eCT7P9xh1ksCX1NX7PY7/DQwjRZjhSW/315x2F6JLDFErNXEMKGcPG7dVIQgIShN19F5uQeL5ZLL6y3aWEmvyxqjNcFPtIsF2hiO/YBSAiY3dS1d/3II3+/31FWDdZau606ggLEWbTTrdoP3mckHrMtUlZO1OFqpJcJELObVPkSubl7y5//8n2cYRv7O3/cHSClxfhZpmhbnalxlZMw8fMw7jx7z6sXHoAxGVWAdVZWpagGeRj+iQkQ1klB372LJ+fm5yPeHwOEw8vrN9X/N2fj29f2ZmwI+psTpnHi39kkqo4tPYIE3AC2eLcUnMN9hVVdVhXOOusjRlZL1NYRALDXmDM5UVYW7E2R09z+lJCBlBnXkdd4aG8+PM//c3aCKmZVye07Tb/3+/Htm/t7p/cp79N7fno7UrfTNaHMyH5YaP93WWKcXOd/PjFKJytnCtM6npLGUISI+NSFEKqvRrqVuHTFIE3mzXhNCYBwHXGEeV1V1m/gN+GkkxCgJhuW+VJWw/ERGKZ5Gs2RsBsm0hslPYo5c9mrvPRlom4amaajqlm6c+LWvfZ333nsfV/zLQpyb3CWwJSRSFoLGMCXGCMpUaGdRMRRDaknVnCVauqSFzV6ZShc/qRiZfZcgoZQpzMgCDZVQlJRkHfvkSVLGzttn15RL0nF6e+x88vqtMH/+IPCPAr+olPrr5Wv/M2QS/j+VUv8k8C3gj5bv/TQSu/frSPTeP/6bPYHWmrrtqJoWq/SpeKmq6mTInKOYMSulWC3XhOgZx/G0YIpHT33SY6YSFT/75mw2528ZTIp8aTw5fsvA8UUPGLi8uuTNm9fE4MkpsT5b8ej8EZuuY4o7+uEI2nA8HGicI4YgBmhlAH75y1/kzZs3hTIvxfMUA8vlirPN+alrp7PmMB6p65rlak3tHHVdozWizX30kNXZOW+uLrGV4WJ1j//F/+pf4F/+l/4UHz/7EG01SluSgjFCrg2TioTk0VXRoSaKohCW6yWPHz/iT/5Tf5Lj4abYsWi215egLKRM1dR0i1YKOISFIybPR7QWpocxptD7q2KudTgtanM6Ucxivno8SLpZ13WCoseAtjUP7j3g8uqanBNGy8KZkYi7qqoJMeJT4OHjh4ScWC4XrFcr+bynwDiNwhgKQwH2RIp2df2G8/VZGQ+39Mf8HVPnO70EPg0V/7QD82+FAfRbAZD+a16f+dxUSlM1zWnxjTGUdIvio1PiClORPeVCgdVKGDFdt6JbrFgsVswpPnOxL5IiiXeefYOapgV1xnabiWHg5npP8gPOwOF4EMPY0WOswZiKrjMYK3ph65Z0RdcrMqcoXeW5y5hioXt6UoqSwlfXZVO0xe8nU1U11lmUkrjIGDPel4Q+Y6nrilcvX54283Eci2RF7pc2TuzXjSHHjI+RYegLvTuTjSaWVLMQAiEGQhCvsuB9iVNNBB+EpTTJGmSdI06BnPJJ/iRJe5phGAoLp0RLay0sqRhR5LfAnVkbDrexmvPnO9OJcy5eP6rQlJUWmmpOp8J6lumckJty3S2m7l53gVBhA80Hu5lSXL7I7Ws0xpVuV8aofIpc9eOELWCNVaDzbXSrMUY+bxQpKmCmTWskWnPugM2GoO6zAGg/87mZMvjkuN5P3OwGamdwxmBtTV0ZamuwGiSMRInheIoCJkSJKc9ZAHmrDVPZu6ZJzA5DiKTgxWi9H7jZ7ui6NY+fvMuL59/meNiK51QK1JVlHMUQOMZEU1uscaRZgoEMkecfP+Ojb3+bnBOb1ZqcM5dv3nBzecWyXZB84OrNG9bnwi7NRM7Oz1FKy5qTFE3XMU3iT1dV1QnYNIXS3tYNZDFOvb6+5PGTd1ivl1xdVrx89YKurXny6DF+HHj1+iXTOEBa4ox4XcUYaKqOe/fvUdUSplA5aWYc9wcOuxsW3YIYJup6wziNWGV59foVYz9wdnbBcrWiXnTsdjtiYS8dtluaRvbLKUlR+urlK+qF470P3oUYyTGxu9nJOhsCOPEAVGR0iWsXmUEJW6ilKRZDKB59AtDudltWqw11VXN+fkF/HMhK2G4xQVZKvJOKsWvOgZRC+TwT9+49ZLf7RvELi1xevma9WaN0oiummrokpgz9RNNIvPTke9quwkfF2I8o5XBlPPopgxrohyPRKnL05KykJMgZZUEXDzPudLW/x3smfF/mprBd6rpmzB4fI8aATrK+KgPW1diqZnPe8fDxuyxXZwKCTgPjMNL3R/r+wHDYMqQe5Q80RqGzIsbEerMALDFCYx1Ba0mjURqtDHEKHHd7ri9fs9tfkolEn8lJEz3koOn7gDEZW4HNUit1XcfV5SXLas00jvTDQFtl8dwcj8VU35FTxvvAoltgtCHGjDKWuq45HHen9b5tGw4HYQPFWFIjT+3wW59GU0CtnBMxTAL82IocA7rSrDebYmsgCXDzvBffyZ6cI6vlSvw/fUBpVcIfDMFPHA8JVzm6ppHUITJGwXLRkOPEcX9gGlRJzHNFuhNRKmOtoqot4zQQgme5WhJiApU5v3dGirJHHfZHtBPbhm4hh9W6bhgGzzhOKA2H/QFIDOOA96JCaJvmdHh3zoFSrFZrpEaNNO3itD+qIkfvR1kPxnEieIOEFhi22xv+0l/6i+y2O/7gH/xDfPDBF7l37x7L5ZqmXuCs4+G9+3z1y1/ho29/nWHqRX6rHD7sMVpsK1KcJOLeQF1r2rbCVVBXDV1rgT3Hw/g9mI5vXZ/53ARpBNs7IRZ36/6UEl50sHJqEhp08Xc02JniXK6YJCEtZ1FXKKXEHqE0wefaIqV0Om/eXdNmsOYumPPJ88fdx7grJzuBOnMy5p3H/s6aJkNpoN2txWYixemn8q20K6ZbSZXUgVlkcndeO0CMkKMkSk9RQCM9m2ojtUpISXxydcX2ODGNlzy5f8bZYsV6teLjpx8JCFPVJya3nmvhGEVPVt5rSqmck/UJ+JrPFvIYAsjNCpUpTlRVVQAfeZyshQnukzQb1eDZ7o+cX9xnfzhytpA6YmZwaQOkRFKR7NMJqM0Z+mHEEwgUs3klNaizt+yhhGIqdf380chnMLOtyt1SFNXETFhQJ/a8VqAKi32+0h1aQy5ra9MI4eI3CjH5raR9/SzfnQ//93zKz2fgf/ibPe7dSzq+Mhj7oT8N8KZpmf1wFAUkqmsymcnLoJ8Pbzc3Nyilik7aM/mJ1WrF8XAQw7ooPh5aa3a7HWIKOp0MjGdDqboWTWtdtVxdXYnsBEO3WBQvgT3RjWRtGK6uqV1NfxTX/cs3VwJOrVcc9geRdAFzetnZYk3ddNR1w83NDav1WuQoipJyA1MItE3NOBxpu4YpeK6u3rDdbjk7PyeMkXW94Hf9yI/y6tlHKBQpzHTFLAamRd4gnVyh2hst/gA//Du+wj/yj/wj/I4f+R2ENNIfjzhl0VajrcKPIsWaUz5SSmgfGIbhdFCc/UYWi47dbs9yuWQqB2A9e2o0DSnDMElX12jNMPYl1Ux0yZ9//wv8rb/1q2ht0JSENGtRSdgfWYvh2KN3HrA/3LBZrFguVqSYWa/WvHz1EkT8JUBPlqSypq44HHaY1Szf+eQEuEtXfNt87S7q/ulj9W1w6G/n0Pi9LmK/P3NTU1UtztrTQpxyLBtEif8sm51S0h1AKaxxWFthtEUpWx7rdjGf43slPUFkBDFHtDW4XHHv3n36447jYc/gB479gbqpIQpjKPgEOqKMZhw9xgh6b4r3gDGGyUdCDoQUiT4WGq3crmEQ4HcGL1PMp7Hd1nJoDUkkEvNKPWuKr68vGaeJtpgwH49HyGCtk9QabfEhUtUN+Ik+Rfb7HZvlEm00pqrJWp0SuFKSQrByjlxYNJV1jGaOgjfEkLBmTjzrGQ5HXFVhrCnpdrcb7WnTUErSGubPSJvi4VJkXvY2QfFugfHWvJgTMAoTaH6982entSqSKe787ieAnk89wM3PlW5/B0r3SJ9kWNa6sqZpkQOUH3zz5hVXV9e88867bDab03PIGLz9zOa9RZ5DAKDFoqPtFsQ0G4Hfauu/V9f3Y26mDJiG6+0BrVsB+rXGOYu1pszJVHwLEjGNpDARSkRxSgmygayYpkSIif44iKHniTHkGP2E9yNNvaByC6Zxou93aBPkQBcsQy9SpuAnjBJzbXQ6deV0Tmyvb3jz5jXeT7Rty+Q9uu+5ubqCmLEFTO2PPd2iPc3Hqqroh0EKPyddwLZtsE7kEHOkqnOaGIJIilSmO9vw5voNh/2WBw/f4d333uMb3/gaz1885+L8nHfffYIxilevXrDf7VivV4TopeDPidVmRYwTq2VH8gMpeA67LblEV3dtQ1U7tJX0uavrK4y1wlZaLLjebQkxcrFcglKMXkDnprY0dcN4GAnjRFYjMU6MUTH0kvgTJk+KE1bLfmi0IqYJYxR+yuSYGK6vuXdxD2MNeRTGjwQ3JKZpYOh7tLbUVcvQ9xyONzRth6trvI907RJxLUgchx3OVWglvmxaWc7PJUlR4p4npunAduvJObLoltR1S1U1jOPEOA00bV0SoTxGW4xNp/fT1g26caBapqmXiPckZr1+mlBIN3s2tleFsYGSQ+33cuf8vszN4ifR1DVeZRgHdFaokPHZoxIYV9M0HXV3n/sPH1G3HSknhmFkHEeOhy3bmyv2169Q445OB0LlyjpuCL5lHDzXakfSFaFWBOtkb4mJ4+7Am5evePXqOcfjXjrBMWO1w2mRQUVfDJqVsDxdJQ0GoyvONxuquoKsJLK9JD5lUknVqWnqwNn6jG9985toLVLMkKSR4ZzjeOyxpnSslchcyLfm+1rL13IUUJosTdimqYRZP/ZUlSu/J/Wtcxal8mm89H0vDSXrWK2W9H3P2dk5WsE4HE8x6ZUTA/jjNKFzJsUJZaUeqYxCL1r8OBGTZrXu8KUZrAsgfHF2hjWaYfKklHElUcjVDd4n6rqjaRtS1hyPB1y1RZuaGCacMyjV0B8CXddijMZPE3XTEApwu9mcFUaqxVau7GcSZoMyDMNIXVe4yrKo1rzz7jmjP/D85Stev94TJmE9OFdz7Ht+7j/7ed68vuTHf/fv4oe++hXee+99Ht5/F+ca2srx5MFDvvyFL/D85XORoNuaGKA/DiwWC7SOjP0kzQOEreG0gPByNs1Y+70VZX4/5iYnRrBGUfx+7hzCtVYn4ALkcM0M5Mxfm71vCgBjtGY22xV23dt+P3ONdRcMmh8nxEiefahO7JC3E77m6y7TTVjRb/GrpbYrUqFZh68KVVCf/k55n7M0qYR7wIl+PZtUh/x2bfdJdcTdc9DMsMlJCMgRATkEYNNolLDXEQPypDLXV9eYULNYLE/hTEZrdJEAf7ImU0qRCov/rv/Q3dcxTdPpzxNQlqVZZEw5H6NkThoJbLGuKRLqA23Xst8fOeuakxTPFxJIjjJujJYgBYuwU3VOGCWx7WSKQbjItUyJc0dpEonKmAIaxVPDUqRft+EjulguqCLFmeVjCoXKmpl7Nfde3/58VPET4rvPJP42074+qytnkVvUdU2cPP3UFyRSWDoxRtarlZg/9j2usgzjwOXlJev1ms1mA4h/j9C8FNM48eLwoiz8oSQKyKAReZVIKOZIuBlIEuNJQda6boE1mkyiWXTEIVBZw5SQSGtrOd9cQBADxJQibfG8ycDNzQ11XZ9YKc46UgpkophI5sRquWKahDotwFXk6uqSpnFM0XPoj9TWkbzHoYnDwKs31/wXP/+f0xlHVhmMeP/spyMuawiJpD3ayKFWl0H5D/2Rf4B/5n/8T/Huo4fkEIhJ7lVdNygDu/2BrhFvgpwFMumWS7bbLdHfLmbzQrbb7Viv1zgnnibTNJXDhytpS2IQGpOYUVe1YxwHSRbQms9/7gPilKiXjTA5nIVibGWNeADllHj86CHRjzTNQ/FOANq6oa5qMsLGCJPQLOtKTKslkWmgaRqZgPPh+NPFkm+h/ncvOYwCqBNwMP/8aSGctXIZSmi0fFl955+fQRfzM7201rTN4i12yEybTDmU+zV7WWQy0g3LWRUtfzmAKoMxEUk/KRtPOclPfgJVNkitcK7CaOnAWat59jRxNRxOB9YYM9ZUHHvP9c01Wjc8frLBVRVK6VPXIMVI8AFSIgQvh0nv0Qr2u2ti9OW1a1K87SSSCxCURYIg6X8D6+WKw37HOEhka9uKNGs2lz+MIg9TWWLcjRHquPeBhGbywgAw1qKtZRyGk1Qq+oByldDEDwdU5rRuAAxDT13L911V0Q9HfPC4yhVfDelszFX2XHAYqyVCHdBFDpdSOm2gZdgCMmcyEHJxgZiN5OAtSZUwu24TxT4pzHhbgvZddp8sTLzTxpUKCyxJPLkYywoQ5r2A2CHmUwdk0XXstjtsMQaE23kWYyTHjOIuXRpJTTCOuqnZHw7MO2MIoVB5v/f+BZ/tpdCmIecRYxVNY+gaR1NpnAaVPeRAzvJ5C0NvIuVUWGeR4G9TQHwIuAK2zYzJGDN+8sSQaOoGayze9/THHXXjUA5SkG5WCF7AE9swjBOP7j2QcQhsb26wKrHf7iDJ2NZKMQwDYz9QVzWX15csV9IwGYdBgODKoZBGjRg8S+JQyql0y6Uoq5yjPxxJOeOqCh881jjauuP66oYQFF/60pfZb6/Z3lzx9MNv8uUvfZnzszP8NLHdXpNypq6F9Tcl2bskhWrCac3+5oqcPMv1kvVmhfdSTGrjePXqBbvtjovzc5bLNdoIWFk5STM67G9K42lL11yIWWQQcEC5SL/fY9REjgqnhO23325ZtGs0Iou+uXrDZiOATMoeP03sdjesNkt22y297xmHa8bhgHXw7NmHfPGLX6U/CqDS9wf68YC1LZXtGIYR1zjqyuEQEB0tgMvoPYulJHMNwxGJodUc9wei9xgl8pa2W9J1LcM0FqDOkXIpwLWhqiuC94z+iDGKqnGsVmt224QfZf8Qq6mEH0Y0irrryCWlTOkZwP7BumIMjP0RXXU0psU6aVqOeiBGTx8keQ9T4xYtzaLFWM1xGuX74543V8+4fP6M/euXVHHC1xZWCxbLJUpntrtrVF5htMIMPYoKVTjeu+MNr16/4FtPv87lzaWY0/ogjBdrMbV47g39USKVK8vCramcjIcQA9v9lm8//RYffO4JTx4siXFPVWs0iWOKGO24uPeIw34n60NTo1XFYX+Dc1bMn43B5wHntJgIW40qXjWzGWxOEa0rYgxo7VEmYUgQPM5EVl1NXVuqtikglKfrWrpFJ/tFCCzXK1LONG2NeFxm6srRNTWKyIiHqCFZFB6NeOkd9148jEY5cyQVqSrDNBxYrpfEMOJ9ZpwmxnHAT1I/GCcHsLqROtc5CWEQjCqyXkpE/XKxZhjhcOwlDOYgMm1jHG3TgspUVpg+wzDQLRZFylliuZVh8gPn5/cYhgGjFe+//4gvfvE9Hjw8Y/JHfvlXfp1f+Gv/JcfdM3SWZq8yhhg93/7468S046MPf4mf+F2/m9/x1R/lyZPPQQSnM/cv7ol/Xg6sVg3LpmY67NBqgdIRmICJ2lmaytHWLRHL4TiV1OEftD1TagFdQKyUoqTQZQHzlJbaTelb2wKFmPTOEnG4ZeukGKD83MzEke/Jod/dSXPNKRWD7cKM1mLa35QGSc65mE3PfqXSYDOlnlVaarmYEtEHwh3AYwZMrLlt0H0aA1saQZLImGJEF0/EtxpnM/hT6r3E20oIrXUBJ+bm2V3wRWOUQSFsvpwSiSTnrnJvnNFYYNE4GpOZvOdstWI99OwPey4uziSgqHiFgpyrcpHi+RBw2p5YUrPkS5rQxd6A2zNdVsKIz4AP4h3pQyQHhakMvrAbc5bvX1694J1HP0ZK4mWXsirBNgiAE8W8fvSJyWeycjhncabCp0iKiczM4EqFQajIOZAQ/1I5Z6jis5hJqoS0cHsOPdXWM73oztkSdZvqNQN88nvyc78VC4PfJuBP5rjf8erlCxbdQlJ4gpgNznS4m+3uVGyRI4tFR1PXhOB5/eYVIOBCt2i5vLzkeNxTl8h2SfASaYQkaclCP7M8FosF0zSdDLa0TiIJqSQ+dbFYYJ2DTmA24wWVbxphBy0XC5oSIXmzvT49dtu2JTpXPDmOR2HJ3FxKGkrXdlhjqG3LsR9w5fC2Od8UCVrk/XffZ3t9SRxH+u2WX//Gt/k3/63/M2GcTpGL1jiUyqzbGqKnbQ0YR04iu3n3vff4B/+Bv5f/5h/+/TRWo/JE0zihyVdGZDcR6qZhCiNjP9DUDde7A/VR5CqHoUcAkGIOaB2rjZjrjl4OoVVd3VIPUywRkR5XNXgfuNndUNW1mNRmxU/+1E8w/aueRjXENOFMJYc2sYsHNEyBR+f3cVlxfn7GrVu6IPRVVZ/i5q2RojMaQ1VMwJMWZkmZuUX8VvSTWU6+6S0K3u2fd+MQ7wI3Oc/+IAJ2qHlxK8fk+YAsGZB3mRTwG0Kxvw2vWeqUs1C855hg2egM1rjTfdFaFfBH/n57GJ8PnhI7PlMd5XHy7eaS5O5VrpFNQyWcbXny5PO0dcc3vvkrHI97jFG0raJdnPOovWC9PuPevcdoLXp4KKh/DDhj8bHEfsdInAI+DYzHLSpNBD9hTYUqppzee3Zxj20acpI4zWkUSY0iEsYjfthTNw1vXr2ichWPHjzk+uqKm6QwpkarEmE9jSQvdO+6WzKOnk29IESPSRmrkNQTMionhuOBlPLJxLIfBlaFPeh9uE3lcuLpcxx6Yk4sl8vT78zeIijIOqOzxCWjZnqwFDchyaZijGEKHlU2i5BK4ZmSGB9qQy5021xApLkQkYKmfI5FipIRxqEuHbC7BoNv/anKTBDaI8aZkzGiAMdTkcsWfTyywc9JZ1pr3n33HZbL7vQ886XnjbA8/NwE04hUJilZ7+aoVE1GG0XOn12k9GdxGWPY7Y40VUvXWtaLikontAqQPKSAmOpLEmPwAzEMIvsIsXgEmVPRpE1NSoGAGAoqpVAFKGyrjpwiq0XFtz/8OkYpdNbiJZczx+MVKQ8MwdM2a5q6prKO4bjlcPTkkLk5vOHmZsuD+w+p6oq6qeiHkapqCDHS95Lc2Cw6fIrsX1/y8MEDNJnt1SXtYslyIbHr03jEWQEha6OwOnO935OVMKIWyzWT99y7uM+rFy/ZX15ytXzG5955xLf8kZvrS37lb/0SH3zwpZO/4Cx7CiHgDMQ40lqHU4bdfkuIgeVmSbc6kyQ1Ik0tps/f+vqv0bYN3WIlPl/RMw5HumbJsq05HG+4vtxz/+KcFEeGY89hv+fRO+9hnWI6HjmOlyzrMzbrlTBYXSP0cpPwfiAnxVR39Mcjq2VNIHEc91Shw1UrwrEnDTccrp7TLmrsRvPs+VPWq3soU7Pf31BZ6GPPxYUleEgpUNmOrFSpjQJoMYbNKdN2Lc5VwgDImdooUvDsrl+T04jWmbZbU7u6+DtkjFNYlfFTQFlDpRwpjRyP4rvirGOx2tBbhx8H0hSwChIGkiZ4kfAlXbrAc5H7A3Q5ozlrNKMCkyuysYQUyDYyTppxihKsAUAmJkmjyzpzHA7cXF/y4sUL3jx9SjoeuFi0pGjY7T1TOlI1FatlSz+NIodwLTU1Kvd4nbm8ueZbH3+D55cfy77lRVosMuuSDpmhshU+JJbdhvPNfbquZrvbsj1saRc7qkZsCIyuMFVFCjfs95e8evWSi3uPOR5HvA88fPyA7dUlWmWGYS+my7XIPafJE+KE1mKUDpLwQ5amy0zMts6CEcNTg2a1XLFaVEQvhq3OKrpuQW0trrIoY9jtjzx+8oTd8UClJVDEaIXRklK1XnX0xy1BZY79jqq2xZRWDosqJ1TWOKMgR4zJaB3pmgZNkDjmnIQx6b1Ew9c1fhxYrDfSpGlatrsjbbcEhLVe1wuMsZClcS3S7iK1TYFhCDSVGHLPwMA4TSyWS3wMmCRsx7bp2O+2rNdnLBYdQ79jd0i89/4jVquGvne89+QxT+8/4/mz10ynGOwEPnH//iM+//kn2Bww9Lx89jWiP7A6f0gIB2IYsAacNaxag1u1xOldfvWbH5K1wjpFGm/I2RB8ph8CrqmZpsw0Jabps4t6/6yuGdCYGdIaIGemcSysDVU8Li3OFMY7sylwoVpEAUectSITvOObmHOGHAtDvtT+xmBQJ0bNzGaUlU0eU6Mx1oGW81OcJWBxXidAIc/lrDu9nxkESUlAhBmAuisVm3veuRgOC9NH/NkkBCifvBDnxh7KiGfqSd5UzkOCEKGQAJK32EDMPkpSM6ZYkldzLEmsgRBknzj2AdU4goL9i9eoFNHW8eL5C/atePWJDYQwh2JpUqEUIQvLTVkBiVwj55Bx9MIcD+l0XyQBN5O1vP8xCKiasyYcR2xVoWzNNI1UTcMPPXnCdrdDIyCy1obK1QIeJWEuJSxUCnIgTpHJj0xpIikNp/QtiChUvAXpYhY7hbvSOgGo8ok8kOHkzXQrnUunYvbUZC+Pefe/0/PMoNxvMA9+W4A/5MwwDDLptBQdguSJT8dsLpfSsVC6MvvDXuIlbcVYUnvmA0AIgXGakIhpQd9QshnN5lHOOWKMJ4oYcIpCzqUDWDl70g72fX9aEJbLFcfjkb7vWa1WJwPXcZDXV9c10zRxfi4+Q9M0nZDhWWoyTSPDMLLZnOOjyF5UkmQtP5SYdK34pV/+Zb7+a7/O9vqa//Cn/yLf+Oa3xSQqZ+mIK4MfPU5D4zQWjcuAMWzuP+CP/bF/nC996Ut87v0n9P0VVhnCokMlqJUhhHwyre2Ho8hempZZypNiFHaD1tjyOZwkFBlioeUna05aTGtuDc2MNvTHXoz1rDtpxROJ9z7/ngAFSskBs7ARnJZNEWVxVU3bdcQUeefJE0HjC1XSaM0w9KcUN4BQ5D25U0zecxyOnG/OQeVCb6RI4ebD6AzO3KKnt9Kvgra+xV64496eb+Nplbql3Mn1SRlN/q6sox+E65PJArdAIG8vYgVYM2XTFPTa37lnqZiXCasvFaM4cjGXU6bcJ4PRDudayEgE7tmaX/mVX8JYTdu01FXLw4ePMNoxjp6yh6FQwhxQMlZOEecoYgj4aSQGMVMW08l8AqyM0QzHkRxT8YIRsFNlRNYSAylGDrsdV1dXPHjwiKZpsLYiZUlLmdcJRWR/fcT7Cas1qtD1/dBT1ZZUzJ7nOSVM5EQsDKe6lmSmVGRVc3yy1pqqrkokty7MweYENM+AOZS0nELvnT8jXeZyilEYQQhLShuNs5YEJzbI3HSYwZx5M0mnmz1/sPEOWHq3tJl/I9+ZGfmWVTT/SL6lGs+dD1fSCyWJ445XFLf0aGFrvW2QePsYGWUyCl06WdJtySHJ+hnE0yGX4ntmGv2gXHMKhas0TWWxWp0kFERPSuLjEqJERscQpNmexZ/KWncLYudiWp6ltMmlcJ2mCWHmGlKEw2FbDF8tKUQSRph75BKxXKO1ZbVYMQ09MXj6wwFy4rC/wRrD2eactpEi1xhL07S8fv1a9vm6AaQOGKfplNJnjZH5FwLWwDT2GJWpa1e6nZlpGolkfAzUQNt0WOPo90deHp7x7W99k9+5/jE26wtI8OrFc0KY+MIHX6Tvj1hb0zYth2FLjGKa7awUwMNxz3q9Ag1NVbG9ueHi/B4qRz781jf56Nsf8ZWv/DDr9YauaXn95hmaxGa1ZHez5enHH/K5z30BReK4PzKNI01bUdcVKQWO+wMvXj1lWk08uv+BMJWDx08JWyuGoadrFhz2WxZtx+7mmpB62kXDOPSowpIWQ2WPHkEd9oRoWS/PWHQtMax4/fpFSRY80rYC6IUgySPdoiHEhC8mlNYarO5ILtHWHX4cGYdEV1eMXpKoJF1R4ZzIfFJWkMCgUNZI7UMQSntWHA89tfMibTGGjGbyElRhlEW5iMoBjSPF0hgwP3j7pjOKLzzaMKmO66Pm5jAxJEjJkZIiWjC1IYdMoxO6rENTP7K72fLmxWueffSMcXfEZei9AHIqa4bB0KCIeSSEjLOtyHINxHxkf7jh42cf8ez5h8QsHnAheiJJJNApksPEwhnarqNul7TrDbZuQIv/kraa3WHHtz/6kMurK7pKcba03BwGhv7IerPCGk1lDYu2Yep3LLoFNzdvyt5nGPvhtI6Pk7DsfcykUOotuGUHlFjlhMg/jcqkHEUObTT3Ly44DD1t24gsOwUm71mvhDnfVcJOHoaBZt2W/SRQVZr+KMzRaRKDeyKQc1lLDEN/xJYQEedMaR5EclSkGBiGiWEYGMYRpeRgpipDCImua8jaYYzj5mYryX/OCUtXO3zybNqGVcy8en0pEjaVqYoUbdG1xJTF6mGauLy8pO06FAhr0Dnu3bvg5vqKWQ65WiwYj0c++Pwj/NRydXVNt2wxToGS5EPpaibeffKYZdeQp5H79+7RVDX7/TWDnzj2E8fjJfvdK842KzQ1WmXuXVxQf/ySIURWyw20wkyJyeG9kQS5PnF9deB4/MHaM4ETU2e+VDl3CtDztv9PLvMFpaisRX3CV0fYQQJo3DaJE2JpqU5jnHxrLl1apW+xU2b/QY9HxcLQKSDU/BrLSyfnXM5HMO/dGal15yIrxrdr9vk8orQ0DjnJ0cyJLXNi8CgBbpSWBMBPq/Nv3/utf9DpbKDVySBZ3hWFyRbRQMoBUzkmPzL2e4yK5GlgtWhZtC1OQ73oiCnRl3CTmZGv1Ww+fXvNYIf3Ae9lnRE2jHzPOUuIXpr0BRxGSSS7MuJlKRYACT+NXN1sWXY1Pk1UpqiPkjRxY1b0U2IMmf0wkbIwZY3RWK0IWeqPUIzB9YlkIsXzbI0hSgldzj7lDqnyAZc/UspklU4ldIF2TlK9+TO4K3+D23CX0wN9l+u3BfgzD5rFYoE1hsPhwDAMAh4YU0xWa87ONtzc3HB5+RrrDBcXF2x32xPtaxgGbm5uqKqqdLFGnHNSwAJ+8idg6daouC/GqbcgT13X4v2TUknzEK+Nw+FwejxrrQA/IaCNoR8HmqqibVtANJSzFllrScTpug6lxGVcKY2tG7bHIyGKDGy73cohWCmsk67Xr3/t1/mZv/T/4d33HvP1b3+dFCEnYbDKVSIxUyAiyQLeZ6xJvP+59/lH/8Q/ys3lNf/Bn/9zfP3Xf4k/+U/8Mayp6A8DzjUEH1HKM0wTVdVQuVzc2sE5mfiSPrakH0YxmiuR9OLJEFFKczge6LpODvzRnwZfXcy7Zmqh6FQ1PiUWq+Wtk7sGQsJoKwdvrQnAYrWkahvG4Hnw8JEkMTmH0pqu63j95g2gqKqKqqrY+T3DMGKt43DcS1qKj9y7d08kIno+TMsCMh8+77J7bhez28VW3Vlo5zF7ouGp2wX27Z/55EjPv9Fc/G1/zd2EmWFy9zotQFBinU3x98mnv8/3df67yI8yKpeOCAACghgjS1OlJX4aHDEFfvTv+HF22y05JTZrSeqbxiRxss5BVvT9IEBP6balJOi/05JIM/T9iY0UQ0IRJY1E69Khm0qcomymKUZCEnBit9uiiNxsr4lBTMenSfyuqqoipkBlNOJJYJimAUhM08TZaiP+PEakVSeU30mSkrECnmojHQZtRPqQVDyxB733Mv7L4JpNV2fZ6nxv5w0g+tv0vZhupV7amlPxobUmzt2n8pmd2FyUtK2UyfqW/XaSNhY60DxHchYJznhKuZjBhVIEzDRjVYqvLI82g6Pze9ztdpJooQWoNe52vJ3SgU7x7m/Pq7doyLkwCEtnjJTxyZPTTL8uoFRKb8nEfhCulCJWS0fclM51SlHYOinip4lx7EXeqIQFBk663dLuFI1+zqTsCWkUQEYpvAfvI+Mgssbj4cD773+Or3/9a8UXLxWwfzYprcgEsqlIMdB1DdeXr0tK0HACJZbLZUmMkmK1djU+SnOkrmucdWhlStqOAOv7/UGYt8hIkXnqqSpL01TFf+LufUmnuoEMi+WCxaHl448/5sWLlzx48IibqxvOzs54+eIZF+drVusVx2MvMqXc0Pd7Ktfgass3vv5rbBZLUhJW4nG3Q2Uxdnz16jnf+sbXePzwHc7OzlgtO6Zp4ObqirarmMaer3/jmyyWC7SeZcUW7/csFkvayvLm8ppYZF217rh2Vzx88ghFCYVwlhgCWx+ZJvj85z7g+dNvAROLtuLNi2dcnD9kmkZAU1UdQ38k64mqzfT9jso5unaJszeEIF4rKQVAAHrvA6EqzLpjj9FSp7RNK2Cglnha65ZM04GqEm/EaRyKKfSEDhZrW+pqjdGZlDxKiSQ+J6hSSwyRYTigtICPdd1wuNkSp0BbG5xKwlhLUYocLczAH7TLWs3CZRwQO8duGMkpkkrzwGhN1dbkGOlqg9OJ/riXsJHnL3j1/BlxmqQx6gMce8Zs0MZRxUATNSFI19u6gKqOdFmRK8vldsvTj7/ObrtjfX5+6oLPRss5RpzKfPULn2O9WJO1g7rlan9kd9izvbnh6Pe8fvmCd88fMfmpmKfu0QrW643UWEYzaYWfBpw1qGyYDYuNLl6UsTp5wimlqJzDE4tNQipsYTlo5hRJOYAu6X2Vwxno2hofJtbrlYQeRPF+syVNbdgeqForrMAkbIScAzl5Jj9gTCYFObxHH6RZG2QPiFgywsKS/VMO3D5Mp5CIECa2u2uqupEDvda07YL9YSRnzaJbM463Ed7nFxe4uqaqOna95/r6mqZdUjvLzWFPZeV1j+MRcGglzZeuW8i5J0VinEipkcaRaU7y+mkaePTwPtGPZD/R1laUCtMRZcE4g4oBg8IZS20tZ+sNaRzJSYnEjMhue81xGknhQH+4praZuOxwJqGVoa4cdrRkJR5LxkI/CINlHCeur/YMx4Aff7D2TAAUb4EqWs3swrnGvZPANdelM5v4jpwK5vrptukrZwhdGijy+9IoLY9vDCe+T6lREiKXmmuYmWVz9yxyYuOU80XKWSxJytkFBSrlEwMJ7ppDzz8jEfazTP6un9BsRH1X1ia+OvH0vj7NtuKTsjIBzErtqBTWFuCjqAWsUqQgoSFtZYiToXGKfhsY+iOVM2A0u+NIXVU4ZwgZVIySwpnF9DiIvOLOa5dG/tz8bNuWnIR1mHJCxal8lhmSIuZECJmAJilDTAofM2hhpW42HYtaE/yIygYTZcwMU2QMwvrVWppiAvAYbNYMPhGGgFhdQE5eTK6txZTgBsFlpRa3Rljzd+/qXWsVoDCt3r7np3udb61KPqlS+eRn9cnrtwX4E6NQwhSa6+sbGSR3ZFnH457jcQ9A0zS0Xcvr169OIIxz7iSxmg1l5wQepRTjOGKtyL72BYRpu5bXr15jjKEpTvvTNLHZbMrPW5y1p4OupOmIz81sbLff74USawx1XeP9xG4niRtx1nZqLeaUVU3W0gmratHgT95jnSDFu5sbKQSaBq1hv70Uv6DKsVqv+epXv8w3vvE1VCpma9rIBpoDUUszo24rbsYjKSfGw8DDs3N+8Rd+gT/9p/4Uv/orv4xRiZ//q3+Vv+/v/Xv443/8j7E+Oz9J3FQ5LForLIR9AdXquj6xpKwzVLVlt5NUM1/iLnOSlJLDbv+WB0dKieVyLWyOkgxhraKpGsZpoO1a7t+/TwgTKWSMM+g7Og2lxTxbVxaILDdr6QamxP544HA48ODBwxIPOJ5AqXkhnk28rTXsDzuaugWXRMqCwD+ysOvT4j4vwnNC2LzgpmJQLA9dgJ9TTXrn6JEVJ47lpzYsfzDRn7tU0pnRMy8637EIZYPKgufdskZuF6UZDCUX6mkSQBOrMdqdGFlKmYLUN4zTEa0bfJhoFxu0suwPvbACrCOTiCFDljhOEAplShGtRMublZV4xmEoiVnpFmlPiRwkHSV4MWhebc4LNV+Q+b4/AolxHJimQaQyCo6HIwpou5bdbitFdhJDSSk0NGGKLJYLGXfGlM6KoW4bkUM4J8BoCFIMJocpIE5K6WR0OwyDBAendPu9woCZgeyZSTTLXXMBWLTWZWiqk1dYLoklKUZiEFCIGfDMlG6s/LyAQJ8Y26VpoZUuPkJa2HdKJKm3VGEB9WIqe7Yq4FqhBwvwows7ciIET9uuynoeTgzNeezclZN9cpM7daYSMINXEVCF6XVi68kbScUX53trK/vZX0pl2s5R1xalEjF6eS9hxPueMA6QoxiuKplnCtAmg4rE6Ikp4L0kXEo9pSXKd/RMPpC1JmtN1TbcbG9wlWWaJIxgHKaSLifsFecafIJltziNq932muEwYrTCWU30k7Bdsi97jmY4HEgxcL65YI5GNRjR0E8RhWbsR5abtXjB+QmdI00tnh6kiPcjWiOyEpULcFH84dqW9WbNtz/8Jq9evaTrlnSLJWOf2aw33Nxcca5VuU/CXF0vz5CUq1dsVh05BLZXPV/48kO+9fVfZ72+4PnTj7l8/TEvnj3j/fe/zKpbEaaB/S4QpgnV1KQo/mCPHjzGVRW7mxsMhjdvrnj44AEqe+I0EMaB2hr8NHI8Hri5fkNTu8KaSWIg61q0ljojTJ5x3LHqHNfXN3R1w2az4PnhGqVrfDiQ+5H6cCB0HU2zRGfF++9+jlevXnDc71htViyXmxOYOo4TjRYjzBA8XbfAj6H47wXqthLJYJ5QKpKCHJrDNAGBlDPGDORWY62wIQXJz4Q8SWJSZQVYnHoUia5bEs4C26triZYejjQNEKwIqrUiW/MDNjOLdERlSZE6Dtzstgw5M4UBP8l6o42jqixdU5HCwH77isNux8unT0k+cP9sRQgNr1+/Ydsf2PuANS3WRWo3MXQVMVW4WqHrSB93BBV5fvmSly+f4ZOmbZeI6kDWZbJiUTse3nvMlz73BKLicteTtdTJr16/4rDbchx2bNYrHj18SF1LsEAYgjAmp6Es/4kYRrTKLBYtu60X0DYayAIIh2lmo5aOt1HYbISplqQxI+6vEUoaZ11ZztZLKguLtsKPR/HSSRGl3Klxm5UmRDjbbBhHee7zizUqJwl1SR6tEs4akpf9KWRRBMQwCogcJhZdIzHt0eNcg1ICIAUfmaaRECaUEluJrESyPA4jSmmOx4F2kQUQG8eTAX1dVYyTp6sbfJRk4eVyyfb6ukiZkyTyFHAgxYjKibqWvfuw3xMDGFfRtpKi9P+j7k+ebMuy9D7st7vT3cab5+9FkxHZsBKoBgCbAgWBlETQQBlJETLOOZKJZjJpIv4rMmkoTmgaUCNNSRpNpMykCSEZjSqQKDRZVajKjObFa9z9+r33dLvTYO1z/L6XWUWpRKIyTpVnRHhzu3PO3mt962tO5zMpeb76xT1/83/wV+mPT8Qc+PoXf8zT8RHjNFVtCT7glBFg+c1bfvqjH+I2Nc423N5+wjiNhPSe+ycJtLna79DaiM2FsYzHMznLe9elaR0mj4ilAsfjieOxx/sk3k3fs2Nh1Ki8ACRhNdAFlonvc82KDPM/rH/zOmS7HGYu/3xmnwhws4BLz08hUp+FDZRSJMVnRs1SJy/1ztLLLl9aswbvLH9zOZT9WPolNZMnDn15DC0WAOX12wJOxSy/K0PTtA7YLh9PffReLsGIlBLjPAEi/Z+mTF03pabNTGHGGnmOyhh22y1+eMJoRWUr5qHHI/6CldG4piZHL0zA5HFaS62chcEk0e4fno+FDCKprxliwlhJ74vek8ko44QYgMFnxeOxJyFTpDf3B+4fH9i0iqa2VM6x2+yxlcOZAP6MnxNRGRLFyJpclAfCpddacImlRvd+kZBGFsN+kcFJbXwJuqFN6Y+K70/phYUpq8RD9wK4W87N5fn43oA/SmuslWnxwsoxxmCs4fj0JG7ZxS8kBNFG13W1XqB93/Pu3bt1Gtx13doMkVkj3rQWpsowDPz8F19Byuyv9uIEHmJhoVh2O5ls9n2Pc46bmxuJHS++QJtiyrZEyS0Moqqq2GwEvV+MvZ4n6Wk1aw3FOMxZiwozFpneTjEwjke0USgi03Tm1ctr/pV/6Z/juzdvaKzjNM9gZPpQZYXTkMIMBtpdx2kYpWE2lv/sP/1P+Y//k/9ImEt1w6bbUNua/9t//v/gq6++4j/4P/0HAoq0DTFnoY92XUnfYGVMWGtFWtI2nI7CplnSzIS9EQt9PTNNI6fjkaqu2e/2+Hkmk2nbDlfAlcpZQhTH9Bd3t7z+9tsieREfHqUVcwhEI4bTOcMnn37CPEmzMc8z3377rUSSPjxgreXc9+umilJrU/zw+MjN9TWurQjRM6ZEVdUi6bkQooAs8GbhaPJ8Y2XW/1wZQJd/t9IQS5P9y4yfi2v9z/rhr+nxqza89TO7AID+tL9dwDBVzsuiTwZJIJB7JK6bxwex46lMLLQTWdOcMdaCsjjXMvuZYZhQZEzlhEKeMlWlmcYS1YoAfTEGgp+JIRDjLGyEesLaCj+XppgocjE/k0IsDapM3Jao2mkaCz1YjGn9PKHQa9R0LMi9n2dpep1lHhVVXXPuB1CakKXJNMXTpqobcoi4SopUrdMKPi9SypQS/TCsqVtLzOVSRLZt+wEo60o0/Eo3VaoYUubS6Kv1Sl+oxDaJTEq8gxDKs2jihP0jZ5ucVmlzmUQ9XwcC6OXniX1WJFKJr1w0zMWbqCQcLK9HF8ZG23Xs93u0UWWi+kwv/pje+vGl97zxydRpMc4TfwkBLvPK0FsmWwJ8fJ8OYwxdW2HIeD8Sooc0Q5zRJOrKipdTjshtGsv7FrDE+4mciyYemU7FDMFnctZYU6Mrw/nU8+rVK+7fv0cbqOoaoMgkGoyxjONYtPWW2+sb+nOPH0fG/oxWhqaueJqCJHiySGvl/o7Bo1WmbZtVklltOrquYxxG6spyPp25ulbkOAv7zSp042jbSiaB00TlLMfzibiJYs7aTtRVg58clWu4vrrl8HTg8XDPy7uXRD9xff2CcToLa0aBnyucrfE+gIKubfju23ecns781m/+Dt998w1+LoOAlPjmm2/55JNPub2+Zhp6Xr54xR/84T9kv73l9vqWP/qT36dtiynyID6Eb797y9X1FddXe958+5rz6ZG2q7m52nM6juw/3/H4/g2bXQfW0fePvHvzmlevvkBVltPpyLbbkuYz3379NZ/+4BOCP+NcjXE1IUa67Q0gCWxPhwfaRmqinODm5pbT+ZG+P9NtNlgr7AyrLX72NG0DeHLMNHVLTBFXVWidSNHQdVvxQWuUNBQhoJTBOsM0DozDNzTNnk23Fx/DrPFzAIJcP1WNJjJPI1ZBu5E9fuqPKASUNH6SIU2y4k/2qycpv7bH5AN/+M133J893x0G+qgxdUdATNRTyESdcXWFsZnj6R2zv+fdd28Yjide3tyyqzTdixuaSvHNmzf0w4yPCrTBuoopWA4DhPuRMSq0nYlq4v3DPWM/4Jo9OQowH33GKkfOHpVhUzu2bSWDCxM59k98+9033L9/x9Sfqayiqyq++eZr/vHPfsa2sby8UqsRbNe0nE8DJGH5nY4HSFFYFE7jZ7kf+5yx2qBUsXEIafUBETaEBpWwTqNINFWNzoHD43turjeMYyB4YfC3tpNBqhLZ8+QDsCRPRhTFnkAp6kpzPs00bcU0zuLdoTLTcC6sesgFGNda0W3aD2q7UKKc+16S6Zq2LvdBTd11DEOgqRp0adQ22y1d1zDPnvNJglDspuL+4chm+4Jh9DRNw8uXL6Sn0ZbzOGGdnEtjNfM8St/jHNY1zH4mxMQ0zuz2N4zjwOFwz7ZR/N7v/Vfsd47Hp0f+5NtvGaeTfIZaoY3CaUNlHG+/e8vPfvaH/NZf+i3qeoe2DY123KC4fzrQNAObzRXzFNGqwdiKmB6ZJ/HQjMA4SQLi8HDicOiZpgGNNOO5eK98n46cM7EM2RbGvqgSnkGMyyJeF5nNJQiy/h6/GoQR9obIgTKIOfNFQy41T1rGz+Wy+xBcWh5vqXl+KY1UUUAEOe+FVMLSwnzMVLr0JFqZ9wsDpYA8Sw+9PPclyPABE+mjx7oEIuq6XoGLeZ6ZJ5GOL8SMOQTiPDEbOOaEM4q7F58Q55HD/Vsa5zDGCgvy/Xu6TYtuW1xjSVFqmRAjY2ET59Lja63XQBPvfZGsi/w/RLFa1lZeW4iRKYxMITPMAUyFDxFX12Q0/TwQyYw+sm0Nx9M9fppBGbRt0LrBucx5luAFrYSNLEx3GWbGUKwQ0GhlJHwGVdQyiaBEDk1hbi3XjlxzC9BX5IHlPZW58geftwySdSEupP/Wnmw5fi3AH5AbaJFJKaW4vb2laQSEWZgdD4/S6I/jUEyhJf0LVIkQl989n8+EEAheqORVVXF1JROuvu9XDeHT0xPDONE0SwMhC4H3AWF7iC/E6XxeWUVNiWZ0zjGOY4mz7Ff2z8JGumzGFt+fdWJRbhY/9DilqGtHSJJUFYJHKZnMhhh5eP+ed6+/oT8e+e2//FNuPvmEKcIf/uyPefP1t6Qi+XAG/vJv/JQ/+oM/FhqtMYx+xFjLy1d3XG13tFVNfzpzODzy2aefE0NEa8U0j9Rdx8tXd8ImipFNdxGhWQCvYRjWCytFzzichSI7J+p2g/dT8WGyOFdxPh6FGWUtp9OJpmmALDpua4k+8cnLV3zz1dfSlCFbuUajrcHHxNX+CrLipz/+DdnYsiw64nESnuUh1jJNE7q4wLv9nrbphE6cM+MoiW5WO1CaSpnSRC/AxCUws/xTFudyf60Uyg8PXW5Q9byQl+NXUST/227IX9dj2SSW93A5AbjcHC5pp8+bgio6+rKRZMqCmAVcyKy02BVeyKlMJwwxCWo+TgGtDc7JvT77UMCOmd12sy6SAgwLzd4oLck9CkKYxeuHSAqeFMTAcW+vmb3nfDowDidSTOz2S3y4OPcbY8jFxG/xBspZMU0D5/4s2nglqLwxqoAjBmcrzinz4sULzsOIdRXZaCY/4mrRW1d1jascY0hUrsLnGWNKatE0rkB4DJHKVesUaJFMrpMm5Bpb4rVDCBLd60Mx86O8n4tzoxUktW7MimLGrDXaiHlzBkR6fFGI5MQSbSrMnbgWTClFdJHtiW/HAmBp0QSSSWVyY5RBG10GAOLvk4Bt3skaEGZSjuXz/pAK/ZzO9uG9tr63nMo05vn6XI6F0rzIO1ORA3+fDl2kEj54wjxQWVA54pwRjylSac6TsDOzTP+C98x+IiVhzVVOQKKYKJMxUwYtEa1Ecq1KeknCUNeOaezRWhLvDofjKmWunEXnRPQj09hjtKIp9G0psEGRiCliTEUm0Z9PdF1N01Rk4HQ8sN2Id8Y0DuQUqCtTTFqliWuaCj9OuMIUSDlKBLRc3HjvJR1HmVLQNlxdveDp6ZHT6cDV1Z5Nt11jlrUxDIMwV6/3HVOYGH3P2B84HU/c3X3KPE387B/+Pn/ln/1dzqczj+/eU5mGm9sramewGr779htSmLm7vaY/PRGmiRcvXtE0Fus6vv3mG4ah58c/+iHTOPD+7bcM48B2+4r9Zsvj43uurvbcv/2WnAObmyvCNLHfbgh+xrmW/iwS6/u3Eg/87rtvePnpFziruHv1indv3qImuSfDPJBz5Hg8cH31gtOxxxlL22wYZhiGnu3GFMZvwllJNjTW4ueArivadgPaM009GqhcjTEVqez3OXtiiNRVTW0V5+HE03Fkmnp22xucq8lJMYzCnIRi6FzuQWsq2m6LAubhKAV+9JA8OTsZnv0F3md/nmOcA//Ff/37PJx7Qobbu09pVCKXlBYVMiZCrTQqR6bhifuHM6eHAxaF04muVnSVRt1sQN3ycDgzjtKkOqvJzjErTZoC6XBGm5kpHDmdjljlaKsWjS7GsdI4LCmU56dHHt93RO95Opz4o+8e+e7NA9M4UxmNVYkYAt+9ecN3b9+Q829hrWMekkgdlAw0Uw7EMLN4czZNQ0yBaezLfThR1Y6+eHqGLHII70Mx1pVaIcyzsIu8IiXFZtNIGIPO3Nze0JQUvq5tipQX6sqR44i1Gucq2kakZt7P1E4zZJEcBi/3idhKBgi5NNiRppHI+0U6vDDHtVLMcxDgMkRc3YjkLGe0MdSNYfaLN5qAzddXV/T9udT8I1VtaFt5H8YaDoeDMBe0wvuZtpN+IaeI0YpxkoZ1X1VS/yCS85gjb9++oR8Gnp4OjKdAnC3HQ2SYzpxOT6Qoyb1K5zJQE28TbWTd3l9dg7a8ffeIUgqfRmxVE1Nmu92y2YhHUVZQNxVVZcj9gDJS00w+MPU9JDGqbtuaXINW81/MDfb/x6Eovi9IySL1qi5MdMhKrcBISkk89C6An49lXx+z2pfHk2Z+6Wrk3lt/V4nccR0yyxX6wXD4YznV5bHUbh+zPHLOJelUjktGyMcgzceDtMvfWZ576VcvH+NXSb3Wv4UyCBQfRYmkF4avUgplLVpF2spBmGUom+H+OKJTwNYbrNPUXcemaeRxtSKiCEmVBOuANpq2NTTNcwL1AlTZMjRdauOYJG03JFBlEKi0pa1rajRujkRlCE893ke0ztRtx76rSWFmGgUkdq7G+8jx6UTSlqzE9yspXf7do00ZImaxs3j2aZZ1+5K1brQR1n1OJXkurQDWUp/mnFfzZ5HUsYKUH4BvJWHMWksmS7DJBXD3q45fC/BHwSpXWBJdxnHk7bs3qw/PwgjSWtO0Lcqo4p+hqZ0APNM0rYCLNEwZbTRT8EwP49owtG27GjMvkjGhWp55d/9evHmQRrLrtvS9GNdVzpHRnPsehUhH+jyiFAy9xEBaJyyZ/X6/XoR9L1S7JW1sNZZOiiFF1Dij8owfj5js6TrHq7uXKFPT2Dtub18wTJlut8dZQ9ft+Fv/8r/C6zdv+Nkf/CP+4T/6+3zz9Rt+57d/h29+/loaqJzZtC0//NGX9GNP3x95vH/Hj774Ef/uv/u/4N/6O/8Gh6dHfJhIBJpNy/HpxJKH5b2kBiyeLan4sGgtusqm6ej7XmRbMRCTp24k3cFPE9M00LTCSDienlBa/E9e3N0xjiMhZirb8tOf/pS/+3f/Ls2mJSIbl+gpNcRM17QQEz/84gtyQX232y3TPPP09CSF8v3DepFrY3j16lWRIiT2+734QQ2DxGwbwzANQsmsWplUlYX6Y9BiieFb9bsLkYFlEikStcV5fUFvF/nYGn9eBgkZ9X0bYALPG8XHG8blRnApP7rcSJ6nFh9+TlrplQGXC/tCAB9VkpcWRxz5Kx8L1aQABfM0sNm2KNVyPgrirbUiq0SOmWkY1o0AZnKO+Hksm35h4umM9wNKJyAw9EfmqSdHmMYB72dcXWGNRVu5fpdp0cJcmEfP0J+EJh4iRkvT5GOgbRzWODbtlq5t+fbbt/zGT3/Ku4d7lDJ4H6Ro3SjEeFfik0OMtMXXJ0ZHjrHEyCq0eZ5uXFKOL0G55bOXa7a81sJUQkvCSl4AtySlibESzZtIKONEuqa1fGWKCfWzQSBZFGAL+0cZLZGWOWO0hSWqU8vfKg2YUhwpMXIWX+KI0kYotdaSVaYt94lzlpglqcIXH7GPJV9y/XwMNi5HJuZQJmJZ6ruSRrf4Hy3FipALvl/MnxwT/fFIzgFDJGlN7STmPaUZObNCKc8qMc09IcwCcmVNVbdyHlImJUVKAaMtSmfGcRLAEyXM1+BRGuq6Kgy6XIILZuZZJvMxRK6vrol+4nx8IsWZ2hmaqvjkaVPinDV5ntEmSzpNDux2G5rG4aqaw+HApuuorWHUYrReOUNOXqbRPkESkMs5g3WafhjR1lJVktZlrEOjmKcRhaauO5pmQywSjvfv3/Ly9pVMKZMiB4XTFVM/Mboz49Qzzj2Va9hsrrCV5euvfs6Pfvgl0zhyPh0B2HQ7mmZDpROVhdevv+PHP/4hbW0Z+iO77Y6u7VA58fa710Tvudrv2W+3fP3VH9GfnkpynkTEbjfiI3g6PrK/vuL0dBLfiOiJeaLnRAiKLz/7AUoZok8YkzkdHkQWZjdc3V7z8M5T2YbZFEN7Ev1wYn91xdPxSNtsmOdR5GN2oGkUKRlIGaddSTvdMk8ij2m3jqqqScFjjXiryXXjS8OpyUljtMU5z/D0wOnpkeF85ObmFbV1DFGVYR0YggDxCmK22KqiU3v8PJH9RPAz2liMc6Ron8m235NjDpFvHp6IKrDrWm52FduuYgiZw9OZKiVumpqbtsZ1lmM/k/xIDjNZaYbTE+w6iDOt03xye0Vb1RxPnmnMTMnj01yGZoqH40hTZeZ5IMXMzfUV2lhCmCTBMQs7Kxf/N60Cp8MjOmce33zH22/fMk8S2JC1JaTE8XjCuI7buxc0XUuMIr21znJ8OjIMA03T8v74CDmvfjkJMXYdx6E0IBIkYG1knmOpjTI5yOtCZWmGU6CuN1S1IcYJ03S8uLuhbWpyyuz3W5SyzFOg6zqG4Qw5UlcVISSMDsQ0Mg09zjqMhnmc8JMwbLRWJThGWEiiMNBr/bI0kCnBPMH5PJTXXhc7A4dKsmdpLUy4nCPD+QnrrgGNtcIUJkt6oNaGcZpBO7abDefjUwHiE9PUs9ls8T4wTzNt06xx4lVdM4wDs09Udcv5fMQHGQinMHH/8ETXKQmK0aoEKKQLwkou79FyfXuNqSxTCDI8CoEpzMwhCWPeNbx4sUcrJ7WxhqurDedhwCcwuirsDRkmOGe4uqrxPhemw/fryCyBQhcDJAoA8hG7RetiCcEzE2ZhZyw9w8f1sS73pCq1E7n4IabMauCS5bNbmn4QGXe+YPcs0JAuAza9Mjz+FOClMEdySutA7IP3wTMY9DGjZ5GMfVw/XpoJ/yr20SUgtvhSqhIcIkPaAEqTE4QYcIVIUBlNnKEyBuOsSLeHMxZoDIznk5AjloAhpVa7hMpYAb8/AqouJXKXXzmDtZXYAJT6wyhF9p6IxmqDM4bQVNRdy263F6B4GkkafBowOYuETEUsXlK7jMjhY9aEmGToW3oX0dpmBLYqahQrZvqLOgVbPJuQRN7L/nOJllfqmYlmrRWLjPzheVyux6U+Vkqtn9ufpTT5tQB/Uv6QXrYAJpepXEuhWVUVp/7EMMpE/Pr6BpVhHEfatl0v9GEcxXE8J6q6wo9xpaYvN73Weo2VXyKSr6+uWRJ0FkrnwhRSSvHw8CC0cyMUtHEcqZsGcmaaj8QY2G6362MslMBloVi8iCQCvcW6ihAibV1zfHpk0zi0rvn62ze4usVULVnXdPsG6yTh5+Hrr7naXXFzc8W/9q//bf6Nv/O3+dnv/wOmvud8PNJuNlCm2Y9PB4xVfPr5p/yt/9H/hP/53/m3aJsGFIzjmawy4zSgrSP4QArSMB+PR7quo2lapknSDrpOHNhj8VRylaSEPT4eME6a0uvr69J4U5g4kszkShT1u7dviSnhjKaxkRfXL8hoQpKC3hqDimICY41BZUUcA9vdjWhilRj57nc72rbheDzhnOPNd28IMbLZbIrptiyW3vtSeNj1XKRyA4oUz5LLjbZs1nKIJ4wAUWq9CbXWRZubZPoZLxbrIh2R5vTyCn++kb9vx8cUz2cTuQ+ZQB833qJ3/bCZls9Y2FMhzc/3xeJJUhY12YMVMWbm2a8gzjDmkh4g7J79bkuKkXkamMdJsCGjGfozKaXVy8s5y3nq5XHLFDRGiZ+tdMfCiJjmAZSccx9GhvFMPw7cvXhBLNTznBue4kES7chYo+jPR5q6xmhL17YcD0+kGBnGQNV0pBg5HJ64vX2Bq2oxnMwRYxwZRdcWGamxTIMkeLmqEjpp8QmDjK0q4Jk+u/z7cp6Wrw/ANy2pO1l4y2uEd0KYVctMPSTZkLxEH8jfaEn2MMZgnRi8plKRuNqWAlcAhphFjqCVksQno9eN16S0wqUoJY25qbBOY7aOqnKr4XaMM9+djpzOPa9e3ojs1GiGaaCumvW9VuWzeL7+frkQEtgwss7BlCIVwBYuWWbl2vwzpiS/jkeIgf50pK4tTWNxpkSzIj4XwYtZ6TSNTPPIXHxxqqqmsg0oQ4qLQaPCuloSK8OE0knYOkFimTMi7R2GoTBjpVi+v78vLLOZrtvinGY4n8nJU1cOUwszcp5lvUjFT4CcS2DACaUyTVNjNKQYsNZwPh/YvnpJzoHNpgWVMApIocgjRIa4FjwIe0ABwU9sNhvOpxNt02C0pLhUVUXe7IFECDPn8xO7nQxpUjTsdy85Hh/5/d//b/jLv/VTjHGQLf155Gq3k9RLazkeHqisI7qK3bYi+JH9Tcs8n7m62vLlD37A27ffofBUrub2+pqn05GvvvoFP/zyh2y6Ha9ff8s3X3/FVdfQdht22x3v+olPP/mcx8dH5iJpb6uKp8d7aeScYxhH+tEzjHc03RY/RcL8hCIT/ESOirbbcXW9Zx4nGjoivtwTklqy2WzQ2mArw8PDO2Y/kXNiv7stQw9FW5jUktYpxrSi9pWC1TqHURo/S5yvcZYQEpUzVK6hbTrm+YHv3vyCw+Gel3ef0nUblILHhwdUntA5ogwo41h9GLo9fjyTQs849WStqIsB8PfpmOcZpTWffvKSn3z2Cb/xxZd0dcNh8PzBz/4JNht+8uqWVy/3qFrx7mkkz/CHj2finOhPI+/fPaAU1G1NYx311TXbJjGNicfzxLupJ+Ygkq6c0MrRNQ1ts2Gz3XIaRg7nk5gDE8iqRheZUasUV9sdt92G03Hg6dYzfPOWOWtSUpjKkozm7tVLZh8YhomNlZpoHs6E6AUIDgIyd5uO86mnqiuYpT6Qga3jfB4BhSm1RAgRYxTTLCCM0roAuRayACG3t9f86IsvZI8witubW7SGaQzkJObvYz8gydgBjcjZYujx8xmdW0kj9JGx74s5fEP0M1lbXC31iatsmdQrUqIkDA6cTyInrypH3dZUrkFZC0mkkOMcSxqXxYdIZTV+jhgKmzZHnDUYHOM4cT6f2e+dsN6rWsyeNbAYw65ehZlxGBinCZSAsP0wYV3N/cMj8+yxOtJUlnEaiEr2N2sdignN4q8XwUi4QVKR949v8FGGts5a+unMw+MDKJj8hM8epxVTGMgEuq7i+mrHeQgk7YAtYR7ROfOX/9KP6VqNIvL+/bu/uJvsz3sUlUfOrGxfpRS+NMtLdDtIL5p5Xn2kpno2iJa6IZGCDL7IIuZaQDFhazwzcdJicLnUa0WytWoOLgCpFXBCgKOw1tnpAoRZgI/ngaTWpth2LH1O/gCwWt/HBdCzvtdliH7BNmHpAdZXuQBBz68l58WOAQlTyQurvwBfyOc2hcB8/4BTGashB09OkbapaJ1FGQXGYJD6pqtbmrYhlGCJOM9Yq1lMtmOUdWZ5f0vy7cJ+X8ygMRa8nMsUA7483uwTPsEcE0obTod77t98S2Ut+67jatOx2W1QJFxlQRvmkBkj9GPk3HvCPMs51gofA/Psi4JHU1tRpWitUFkVmad9luPJSV/PoeK534opyqCtDH/Ji9WBIc1zsWQoDLFSvy5y2ude69ec+QPw9HSkriWlK6Uk8eEp8XQ4kikeGl50s1oZmqYVb4ziRp9zXgGjnDN+nmm6jlAijO9eveLp6YnT01OZVkrzud/vV2Omm5sbchaj1KauOR1P63MuN+UCaPRDT9M0dFsxlYwx0tYt0yQsocPhsII8l7rLxYtjv9/L+zse0EpxOEaa3S39NHE+Jqp6T6sb/OiJ8cRmmxmnnqQ0zW5D29aE4Dm8ecvPf/En/L3/6v/Nqxd3fPmjL/mr/8Jf5/7xwM//yc+53m/4/IvPyDGgreLd++/48ssvmL0YQ2ujeXh8YpwD1li6puXp6Ym7u5fEGFcj5bZtV+Bnf3XFmzdv6aqarDRV0zBPA1obvv32W5yWDVWMSGVStETcp5xprcWg6I8Df++//q+L+VdNyongE7awE5yzxJC4f//APM7UXU0iMU5DMdrWMk05w6effsrpfBbgr+/LDSfGexKbXRevCFsWfGkOYwqQxfFfmucFkFDr78HSIOaSlFJuzlBMYtXz73yMtH6MpH/fjo9f8YKmp7R4ZH0YRbmwMpZJ2rJRgEiAYjG1u2SuUGjKsqGldUMRGafQiq0WHTslRr5ua8Sjo5jV5iBTwdIY5lQ275yYvEdpTV05hl4YQSmIJGzxzfF+FuaDQQDHKAt4fx755O4l2RicrljSDwSoCJCFVn58eijSL5HchCQGmm2jV1bJp599zmNZF4yVCWyIkd12zzzN+HnGh0TbbtAkgpYJaSy+RZfSrkvp0+V05mMwKCMmznn93vOEBPWcCBET2KpCaYuuKol7R0sUplKkTAFGxfzZJ0nkU0bkmdpU4nlkLU1dUzU1Rht8kOhNVzlAiWyuSC4X0GFh6EjSmcjA0OL/k4unWAwRVSmJji6AFJTCJT/fc8/3WSarVORpq7iTvPhPlQ1ynWhlifv8Xh05Y02mra1EnutcwB+FD4FxHJiLgfAiVa7rClvi2HMCbcBYVQooj3aKSouBdCaRMFRtzeObR6L3pJSZ50BKmfO5L0w0AZo2G4kOn6YzXVeJp4txLHWqMTI9n6exxJUmSIntpqNpJGlnLhLOaegZ+zNX+y2n0xNNU5ffQWQTUYD6pcjTSjHOM4fDQdJ2rJFI6Zzpz8ci2zBYuxcmVJohT6Q4icQhKWq3IdSevj9yf/+a2xcvGXrPy7uXTP2Zw+HAi7tPqKzi4fBAt9kz9idubnZkJYlqv/Vbf5nHwwP9eKZtW3b1Bk3mj/7gH7GphcV6eHjH+Xhku9nSbRrqusZaxzhG9tcVU5jQxYyTWOjzVlE7wzDOVM4SY6JpN2gC1iQsFj8MmEZxPkstopVCWYfKSiaTKdIPZ3Y7SYBqux3KKKb5xHjuOTzec331Ao3BVRYfBJiPvScFXWSC4u2jlSZk0LYSgBiFNgEfPVVV03VX5KyYp4nvvvs543Di5volzrWSlBZl//XRS3TLxuBMR9VuIEdmPMHL9WvdvAK235dDKcUPP/2EH/7oU37zh1/wk88+o3YVT8OI9TNhGvny0xs+/+SOk+/JVAx94uuq5jQPhJjox4nHxwP7uGV/tS/XqbBDo9Kc44QPPdHPdE3Hrm1xtqJrK/bXe5RJ9GMSCbQq7E+tMVh22y2319f84MUt58nTx8zb+yfenwdSUvigscbyi6+/4R/945/xk88/pbPXqBAkKTIC5HW4mmLEWSusmlqYMnVdcX+SBLPFj0IbRZojOav1vk05lbXBsN20/PBHX3B3dyveX5Vh03XP+1ScyTEzhpmYZhrtsKbEr+cIKRD9SD/OxAjzJIzRcRylBzQKrR3a6HXolGLCupoQvTAUQmYYRgGprJEBhnVo67BoYgBnK2Y/02y3OJeKxNWhNYQ5Mg0DxlbokkpsXF+Gzwllhalji1WBsxXOWZFZR0mgHCePMYrtdsubt/eoOa1pxRiFrR3TPJIpiapKYzBYZZCVNUtdZTSHw0OJod9R1+3a7zinqZsGZRSn8yObzY6YZ2KOkqboFErVTFHj9jVaR/btS374xWek2NOPR65vNn/Rt9r/74cgjhLysQ5l8zMT+KKekhRakWmBACqkZyDlV9X1OSNDxFyiyfWzJMwqswIrSx23sEFUTuSsCP9fm2g/+x0ue6zWUqspJbRskVw9R9Cvv8iHAJD8rf7l/kV0TCySrvV5Eba3QurPJWRFUeThKZLDwtJevIUElBLrBktTGQyJeTgxjz1p1gwLMz9FrHWc5ieq6owzBmsUbWWFMVqM1eV+rlZG+FIPD8OwDq5TSuSSZkYKaBLGio9o21lMVaO1w8fIqe/F65OMc5pExDipZacwM40D/RSYgmLyMHsIsUTFJ5GoWVtjrdQlCi3JYl4YhTGF1Txca1MYYfGD6+hDJtkzCBdCwM8e8B+wzBagbem5dPHsNM7+0vm8PH4twB+tJLY7JSnq53leQROBMCnTuyhmeRc0KApYsyR19X1PjJHdbocyhs7ZVSIUY6TbbDidz2w24hGymKXGRVqhdfHu8StYs8S/T9O0xikvKWOLh9A0TeSUGKcZ7yOzn9eTlrN4fog5tJM41Zg4n4+E4IlR5BTn0aOUw9WOkDL9nJlGobo/Ph4JMXB1e0flJEL27Xev+YM/+Bk//+orzv3Ab/72b/M3fvt32F3f8Jcw/A9/919kGgfmMPP27Wtu726JOTDN8n42RT7VdhtOTyeur69kumkMx+OR7XYLIOcmZnwKGGs5HJ6EqjoHvD9xODzSdS1L0lWImfP5iaurKzJZAKKqFhp3Sf3SVc3/7n//f+C/+Lv/L6bZ07+/5/pmL024epa2PD48kueZb3/+Fa9++Amulkh36dYiTeWw9mplA/RDL025UjjreHo6UVWLhjLhnGXTdcVAXGQITruVnpmKxEtnufBWL5qcxbeo3WCMZTEsRrECRvJ7iy/QspA+63q/l0e5NxbWzyXKfkknXUDXj72BLqcUy5RladyXhXqZlKhCyohREp9kHQhY6579bXIWLx0nBWfKWRg50eODL5KmhLaauXiC+eDZdK0YFmcBf9BqlTimJCCt1YaITLWX9CdF5vHxgevrK1LSwITWrkhLNarY2Az9EZUTzokJJIWF1A8jGdhdXVFVNcenJ+ZpYlPVGCWbq9EG732h0TdUztGfTqIJ1nndJIC1cFs2tcs1BvhgU1g3EC0b0GJmbrQmIpMIrU2Jys5EtNDilUE7VyRikpTgrNx3IUbCPFNVjq7rqJwF5VA4mT6qxfBczr+rCp1YF4AhiIeBpAMVIHFJNVCQU2AcxjK9vCw3nunJl7Iv+NPvLoXClKZjjaanMH7KlE4XNlTOyNTpe3QI+F1jDZCDgIw5EWJg6M/EIBMpYyvqZktVObQRYF6jxc8hS/x0jDM+zDJIoRgNKg2mYp4lZCHFhA+BGDIxwtAP3FxvCdGz3W3QCuZ5ICcvXlNGlVAEkQw4V1HVNf1wpmk6oZobRdd1a9yx1hLTSgr44GlqR9MIcL/ZbFAF/M1J1ncJc5BpW98PTKPEyi/yTqsVU448Pb2j21zRnyOVqwHxCvLzxOF4zycvdrKuZ4qHiCWX62yz6fj7f/D7bDZblFLcv7+n6TaEENhfbbCVARJ3rz5BaTidn+i6FmsdKc7Mc4/Kke32hpQSx8M9RlvquqFuGmxVmHBVh6ta4vFE123F1HcckHQiWY+ur/aMPhNyotnsiHGibTVanH2xKoI15CwMZO/jyvgBXSS0fl3DmrrDaklX895zPB3o2pbNdkvbVMKIqA2zlySjBIxZhkFV7YgpYqua0+kJCLhKEYdETtA0W169+gxFYuh7zudHtBoY+hFnItttjUIxTiMoh9kICKarChUdOcwEH5jHnhLd9705nNH88OUd/8wnn/PTH/yYLz/9FKMVh9MTJkWmoefTF3e8uN7BY+JJe5KXePGsYIqBTQHdp1m86uxiaqoMVWW52tSMQ2SOkSpPuNzQ6IpaKxpnqIxaB6dKia+XsxaVI5vtjp/8M7/Bbdfwi9ff0dSOTVvx5uGAK8CwqxpuX9yRleLN27f8+LMtrasIs0hy5b6b5B6cPef5jLGGeZzW+nhhALmqLtIkOUIQH56YF9Nrw8u7O3745efcvbzFGHCbBms1XdsyjgOn01HYP7OsH1ZnzBIRHyPKaOZpJoVAf+qxtl5NUqUOEY/AzaZFFyPehckRYkQpwzj1PD2dCtsWrLMoIzKeLJnc1HWDj5mmcTSNvDbv/Ro2AdLgns8nbK2I0bIEKKDEZyv4ibp4/s1hxliHUbkM19JzrYNit7vizdt3UhfN4isSUcTiiWgw5GImq5UuwxNWsO/bb19jbYWrTtzcvKCuW9qmoal3hBjJKTKOZ7SFkCM+LemXiaauqGiYY+bm6gturxpqZ6k3W8Azjv0/1fvqv4sjpcQ0TwKYletgAd1SSswprjWFUcJoVto8S+jL8bH3zTMrfpExJmEJwQf12SWDPhVQ5eNEXEk1lvpWLX0GYokg97Psg8vzXsq+/rTXJ99bvn9RH178/GMwK5fX8DGL5BKg+Pi5YunPM2r9fI2WHkzckGQoN8+JbeO4u9kzHMX7c7/fsdlumQtjJ0bx51QkrAKnSgLZxZBTmC7P9fCakhZS6etKL6ey8MCVRimJkE8hEcOIcTJQ8kmIKLc3eyGjtA1oxRgic9RMyXL2iSkqIhpdOxwKFaMMNKIEy8SYSx28ADvlg9OF4Z4S8xzJeUZxcZ7U83nQpY5f/mmcRYW49mC5sKeXr4Uws/Rp8Gez2X8twB9JY1EFcPEXbumluXxW4nB4fMTWkvDR1BK37qdpNSVeItifEVUBh1KQD2thf4zjSOXcygBawIOheMPM07w2UIvkrOs6Hh8f18ZLKbWaPOeciSmJk7fTTJP8vrVSVJ1O5/JapMmbpondbgtZTGebxgpN1BjquuL9+/fEmHjx4gVV5daTmSOcjyee7t/yR//oH0DO/PQnP+F3/tm/Rne1p2olRt1pSS3Z7K+Z7t9ze/MCVOZ4fGS/78gq4h9jiV42fPrJp0KDdZZxnNlsNivL6XQ6UVcNSmvG6VwMrD2vv3tD17aknHn9+rvVy2i/3zMMA2/fvcdax263W+mDiwH33atX/Pybb/j6zbfivWQNpCjUUmMZpomb2y1d2/E3/sa/RNNtOJ/PXFWOp8OBXSnEvZ8xRZJitJYY75zR2uMnvy6QIlcQQPH25gZnhTqsVRESlZjR56ZSNJzLAiTnX5oPcXBXhb0gmnWlnhfOZUFaACf5/ofRi9+XY71/LrSlcCm3+dBv5kOm0zOD5zJZ4PJvUkolinaR7iRiTIVx1hcwtsFai9aG5MWXRCuHD4HzuSf4MrHzHnISsGfTce57hnGkbWvqquV0fCKlLI2UkvhVuYYCscj3ZLIm8rBpGtlsNjw83LPb7YvnlaNyNafTKDIk5xiDGDb25wPz9I6bm1eczj2bbSestzly9/Ilj4dHzucTIXpC0IUpoXn//v16fzdFbtHUDTknxhjXmEdb2GyLCd8iYf1V2uflWksIU4IISkuRo5Uuk9LnyVNS0nRf392RjcPULc5ZAX3qulBO3epNIpTTLP+fFWSZMMnGF1c2nKT9SepBjFJ85yIVW5JCUhJQwfuZED3OWG4//ZQwzyQfViDo8v1dgj8L0HRZuGQQr5Tl5+Tiu1io2ctnpi+KNvX9ajClkAsFohSJ8jhPxBCleXMtZOisFQNuLevS4guQSQTvmaaBFP1KHVc4MolxnNltt7x+/S0hBOZ5ZhpnUhDpRrfZoI0hzgNaV0AiRZnWO2eYprSuhVor6rojA9M8UddtKTwzKC0DSZXoNjucteiNGBynlNh0HdM0U8pfFKYANK5cT3Kegw+cTydubm4wWoPJ4glkNW+//pbbnNh2r/BTpOsanJvI2XM6HfjkLgoA5ifu7+/5K3/tt4kRNpuGr3/xC8Zx4gc/+CHD+UxMmd1+z9PxxHa/JcaZzWbPtqt58+YNdW3LVH/k9uYF79695cWLFzjbcTpJrO1u0xVZnMEaJ6A3wowy2mBqJw2HEiNdaxRx8uxu92SdqNpWgFtb0zYNTgVimkk6kfHkLLTxummgmPOGMGNdhQ8zXVsxDBNGNzT1BrKiqjzH44Hj6UBMnq7rqOuO/bbl8dHjfVjuJPohUNcNSivariNEz9u3r6kqTVs1zNNcKOqaF7eveDIPxCgR2ykOHI5HNFu2+xuCjozDiHMT1c7hmhofGvIo1+U0nEqN+P05Kmf5wYtbPtu/YF/v6Zotde0kyckqcoxs2hZnLPVpIIUHhuEkseIGQoqcp4Hb2x2b3YYMMlC0DTllsopsnKNONcfpTKUSOnoa01FpwzyMIoPMUNctmgpra7RKXHfX3N69ZHd9Q+00Lz69o3n7mqwSWiWxLqj3vLp7RUqZ4+nEt6+/4/CTO8wus91sGE4H+r4vA1PwwUv6K4lzf2Rh/LZtS9+Pwtwsn40xIhHMKaGMDH4/eXXHq1e37HYbKieeHq4ypR6IZYXL+OiZ556cE5tNS4riQXU6TWw2HWGSPSMFT0hF/qQtbdcUBrjUfSEEtBHZq9Jw7nvmKTAOM34O4k9SWZTKWCvy6JSldtjvWuLkadsGjZb6Iz8HBjhX0202RCxVuyUEQ8iZYeg5Ph1xzkjiqBVLPXOxt6eUmPyM1o6UNQ+Pb7m+fYUuLNoQIlftnqwSddsRwkzTtng/UOnMpJMMYXQWWW8AP0nvs99vud7fShCKAqNrKgcJkYYdnt4z+YQ2NW3bQEyEIGuHM47r/RWfvrxi0wJ5ZJqGkmD0/TqsNex2u7WBFrAllhpDo+2FHKqoHZZBwFp78DzWNReAwzLYTFzIqNae4EPzZZT4sUkN/PwcC4hnjMWqZ08dAYviep2N47Q+56/qLX61jOuZ6SR7PevPgRUMWtUqWvxoPjaELr+8MjJX1tTaByzMKkmRXYDWMt2ldpqqFen+4fGB4fiOrml4eH/m6dGU9yRD3rZtqa2wlo2SWjCk50SrBeBVig8G0zJczmi9MHMy2jgSAtz4mBhCBOWYhp7T4kena05jgHRkHHuxWwmJYz8xzIkpKXzWhfFzFilfSkCJcDf2gxp1HZzHQgworEN5j/aD/kg+I8pgWa8g11rjF9+yj0G35ZwsZtHLodWf3m/+WoA/KYlkq2ka+l6Q5LpuSSmsVK7lgu+6DmUN4zRyeHrCz3OZRFd8++23aK3Z7XaM0yTpPjlQN47kLQustkzPQT6cqvgKLUja+XxeF2ONgD+yifW0bcs4jlhreXp64vb29oNp+2K09Omnn34wpV48gFwBnLyXSaVC0VQtTS0O/8NwYhyeqCuDcy0pzhhV83QaCF6iemOaqWvNFz/5ES9vbvjxlz9h8J6n/oxCiZlpDZNP7Pc3vHz1CfN4Yp7PKC2pG03bMI0DdbuhbVpe3r0CEsPYY3Xk6fDEOAzMwXPue87HHm2FAuh9wPtQGo203oBV8Xl5++YeYw1NU1NXDcdjv4Jjxmj2V1e8fXjkf/W/+V/zJ3/8LX/8R3+I0Yqbq2tGZ9hvNmy3ez7/8jf4nb/6L7DfX/Gf/V//c/6d/+W/g58HKmd5//4tV1fXVFWNIjHOEw8PD+tn3bYtZC2AIjXzFIgp8PBwT+Ucm25D48QryvvIptugsGQlm0NKzylfMabC+Co3awRQz5ra0girkvxVrmpyfl7sv4/AD8jm9vEmArI42eKlBM+TjeVzWSZnC5C2/O1SJK1O/DHKopieabciuRJz76ZpJCo2K5qqYUxj0VBrhmGCLM1s9AFyJniPNpq+7zkcHqmbmqpI/hYPIaU1YZbY1q7biVTLujKNa8hJ4qyH/szV/oYQIsenI7v9HmccV1c3cm/4gDMW6ww5wngeSSHxzTc/Z3d1Td+fsJWh66TpfToeqOoKXdKXrDG8fzwwDgJY3t7erlrwtms5n44smm2lJR1r+fm65hQTvGWj/aUvWIEOUKRIobyKP8/sPSln6k3H5198QXd1TdYO7Zb0xMjkIylErJNrwSiNDyXphEwKQYrZ4J8Ts9TCGBONeyxpU8uxKMiXVLHGOrquKu19RuWMH0YqK4lPwtZgNSZcpGuXG+zll1KFEbRclil/cA1rllSK4mldmH/fpyOlSAjFbNkvk+0ovhRNW9h4MoX2s8cqmTiF5EX37kfCNBcTZoUxjhBioShn+t7j7Mzj4wM+TCglxobOOJyr6LqasT8gPglWwhZm8d5bXktTa7puQwhZJubBM/kJ5wzaQF68pzJobdkWQMlZzZASbdOQUmC73ZVEKmiatjCCBYSPUUCi0+m0BkbklKgKI+fx8Z5h7hmmM209s93umOczxsj6bQzUtUabRN8fubm5pWs3pCSA7jdf/5x2syXFRJgnXtx9QoyJ3aZBu4yrGxSaP/iDn/EbP/khMQaMBpUtKKltUAYY0BqaqqV2Fd2mIeRI27V89917Pv/BFzw8PtI0Na6rcdYSMhjTYR2YLBLZtm1RrkIbi48Qs2LTtISQUTaTjQbtmEZPzhptNd2mxUYB9byfmf2AtVbMtdsNddMwDDNX+w3DMDGNA+RIDJ7cROriyTJMIyonVBIYqKpaTv2Jrmu4urrm/fsHhv4JpeSzMlpj0KTocAY0I8YmjE0cj08oXVG3e2KKeD8RYk1VN8IyGydyHkhhKHvs9+dQwG7Tcb3bUVmNSmCN43p3hbMGrRdrmExViy/VNJ5BBYwR9vQ8TxyOJ66vdlLwiyYZbSJNpZnmgA8DTiNDs02HSCwip8deQARVwETTUNUtlVHsOkNTtzSbLW3jePHJp9y+/lbkxRdy24f37/jsyy+pqop39w9MPlO3W0J4LOt5om1lnRmHeV1qtXoGmZf6N4SwmuxrI/J6yLRtRdc1MvHfbNlud1zfXJPijA9TqTEMYy/m4MRMGAde3d6IBNsYiBNN4+jPRzEznsYytBpJSWFrBdkDGWNkcGyNJpHFB01VTFPg3ZsHQohlj3mW58S0hFnI/fNwuGd/fSuG05RQk6cn2q7DObfuTXW3KQ1dRKGkaQ3C5K9qhwROeIy2vHnzmv3uBpSA2/McOPUjMStev37NOIkE/fb2Gq0T2uQCjkkKaF07BudxVkmqpipm/xGmydN0W7bbLV23oa6a8n6gti0hKnwY6YeR03Fgt7uR5tRZzv3A/cMDrz75jN1W+pTdtqY/iwfJdB7+gu6wP/8RY+JcLCLWL2MwTq/1wtpQlzor8mx2fFlHPMsRf1m68wH7mmdAJcZEioXxvgzqtEXZSyPfQl5IiRzDWtPI/SN9qXOOJWX44+cG0Be1+dJ/XXYglz5Az3YOHxk6a7OaTH/MJJIB93OPsw6IlYJSty7AlLOWnOW+UzlhEFbUHCKgefHyU6b+xA8+e4XOcp+EGGXA+3TgmBJ1UyTSRhLzFt+fRdK29BY5iyxzAV0E6TRyX8VIyooIHMfIeQqMwYtnJWbtQ2/3LVs9QfRMsyf6QA4ZP0WSrtDG0dROgEKViMETgwz5ZdC5SLN0GX4ZXCVBKnMIMiRlIRGUnxd7hgUkS5kiQQOUEk9TpQph4fm8LZ/9x9eeBHb86cevBfijtFzAxhlM0ZNLcylmzD4EupLUdP9wjx9maTZ8kI2tEWDm6kpkS9MsxozaGLIqppCFhbDd7laUcIklF88PvxoCu8W4KiXQGmdkA8iICRXlbzebbTGG1oUyvkS2ybTk+vqa8+ksC0hpcmKKMkkvj980jTBWprlsHI6YvDByQkbryJu37zgez0WCIVMRrRXd7pbTlPhv/vEf0W03UhwYocsZHbC1xOopNNvtFqMbFJar/Qte3LxEKZnAWON4uH/k8fGRw/GJw9MT4zgK4yNL6pKzjqbtQCmRrzwe8VE2gBiFsucqw1RkOvv9FVppjuczzsm0pa5lkx+GQc55SPzO7/wmX/3xP2HbtGybLePxieAnYph58+Y78t//fTZNzd/6V/9lvv7qa3wUX5a2aXl8emK73ZFSpB9HxnkSzxCtub9/YLvdk5Xi4XAgRWky9lfXgkRncY93VY3355KCM5eFri4LCmUxVKtXkHgDSeO4FAYpL4h9Ll/Pi2IqKWnL8fHi+mt/XCL7F2wTQZh1+XEuE4znzeTZ5+rZm+b5IZ8fZ/nvZRqRC7MkRSmYjNbrgrpEvwc/k5MUyynNpDgTg8gSykmjP58Jk+dqd4VVlpAmYvLMYSrnTdPUG2zVMI0epQwxibG09zPWaU79JGauu05MGEdZm66ubzgen3h8vMd0FXXTMvZn2rbh8HjATzPzKPLTuqlpjGEeBmxh9RmrMEb8COI8o8loa7HGYIzC1Q3D+UyIofghmPLeJInLNA1TfE7fkmtOpjg5ZVK5drPSxOgxWWONIYeMypIySNbkQoPV1tK0Ld32ipwMIWSSn5gnSS2TyZhHm1mYVX4u8rpMypGcJO43Xsj6jC2miFk2eWeFNcVyzstErZQuxOjJUWO1YphGnJGpb8oKHyLWyvmJUXyBhIEnjRLF10fkXCUOoYzmyt0otKey2QoYVvTs5RJXRL5vlj/kJaL+WZZptcFURuK1yUjwTGHhZYhhYp5kakv5fl2YXeJXBzFExnEmk3j/7g0xeJx1RQI9rcyWvj/ip0n8eCrxclHKoIxhHAasE1mEDFIkGpVpwtYtKCMSNG3QyHVkrFDr0XJubF1h6gpLjVJQN3If2qoiIyyzXDz9lNL0p4HaVmzahuhH/JzZ7fYcDkdUclSmQRPx8xFnFZVxnMaAQuPjTEyec3/mpz/9TZED5pmH9294Ojzym7/11yQZxxgg0tQNEFe5ms9JEs2cxVhhG232O779+jUpZmylqYsPVk6Juqmw1jAVbxIfIs5p+vHEzc0ebSxNs2HMoDPiv5GResRWxARd21FVDU/9I5vtNdZticlLc60ddSP7+xxGzAxduyFnJUDDPNO1hqp2nPonYq6LlNbTtYZJT/Tnk4QbZIVSIlOzWhGSNBJ+7hGFtSZET9t03FwrjscDp+N7pqnHTzNX2z0AKSBroKtp94bz8chwPOJsRW0dKcq1Wdc1TdPh2xkPhBy+b7jsWiuG5PFhJPiRHCu0snT1VuRdOeHziCopdU1tqYt/lismsPPkOZfret9tQCuqnElWcw6G89OEUuJd+P7hHaf+RFU3KFuRTIVWDqsNWEdlGwyRq+2Oq90NwxDZNBtc1VLXLXXTEfI92XvycOLqZkeOAv6a/TWTz0wRGlMYMVphlRLDaSem3HNhwcAy8BKJaSKX/UG88oyVqXbbVHSt+H3d3t7SbjZMPizbBEqrVfpY2Yo5z+w3HY7I5CeMUcx+RKE4Hx9lH4qhPH9h1akEqoSJID6hi4ww58R5HOn7mXEKzNO0sgWtsaTCjJfmORZpsKSEusqAEgBsnCYWTzylYJ49VSMSXLTBWcdut+Xh3TuR2fpA20lsdQziadf3A1XdEEJknGZRKPQjIWucz+sAAFsvSURBVGSens6M08wwjrx4tef2zjKOZ6l1oi9pmokStClgegaFxtWWzabm+morbF5XFRYgdI3DB4dzmZRapmFmSan1KTLMI+8fXrPZ1ljzGa4CpTPdZsP53Eqv9D07lJJ0UxbQo9Qt/gIaWTGOhWGxgjLPAJA06en5d5TUq+UPC7tWwNDMh005sqxKqbIM+KSAA8RKYLFCWJr/Z9xlWZOfPX/yRwvkJTsnl38uEqJfYkkXkGZ5D5d/LwDY5VzskvMkr/0SlBKbgdVQYXkxkMTrMfgAKRByZJ4SOcyYOEKoqGzD19+8Y9NWXO93WAzOVqRaHsLYIoUsErwP5HMXMrqllxc/0TIcTgFtLDEpQk70PjOFTNIO2xqGU4/OsG23TKeex7EnNdDWhv12Q1MFNpWnqyYGn/AKfIrCElzSoJVGG4v9AGJbPjupdBWK1tYfnKdLWZgC0Hzwc9IiDSzhWDmvLG1tLo24KR6Z5RqN6c8caP5a3LnGCuiTcsJVTpg4PrAY9SprcHXFw8MDrqnRXmOamtPxjLGWkCK7/RVV3ZIRFHe/33EeelJ6TveKIUrSTgh0XYtSkkg1TzMpC+q50LVDEo+CgEiGrLWib3cObQzjOJGTLB4L+2F/dSWada05n888PR1FwtE2VJUkWixTgRDjKo/SVYWxrjQ6mRiFsv00DdRVJYVhLQZS0zgjJm+GYRIUq6kbxpixCvpRGDipH8nngdpaUhKKsW0cMWnmKfF0OHP//p5hnHh6OjIOE1VdY13FsT+TtaR41EWGMsyeU/8oF6EVfaFmMUCTC/jt+/dsdzuUhfuHR9quo58mtPfUVU1SE8PbUQz8Rs/v/d7v8R/9J/8xKgf8pPHTTF3VaJ3pupZx9rx4ccdf/93f5fU333D92UuaTQvKcjieUSozTBN+9uJdtNmQYmKePT4kjqez+ExUFba1BdmWRfX+4YGq+gSlNfv9jrhGbFYoBafTkePxxH5/tZqQC2gQCl0y4cvUHWUvwIwiFSubhCr+Lwswcql7/74clxLMSzT/eaPglzaUNSmAxfiZNV7z8sg5y6JWki5i9ATvi5m7WiUdCxCnlSWmURpP35NiIMUZWCIuE/PohamiLQaNUZrBS2OnjEAASRma7govuCUpSxPddl1JRVJUzvDu7Rt+8pN/hnlKhHnkdB4w1nBze8fxfOJ8HtnvGwGbc0XbNIzDwOH+HV3XMafAwzwSdlcYrWnqhjkI7Tv4hC1TC6chp4jRNTkLk22FErWYphtnmUNkW1VUSVJBhLYi6V3WWjHULolzC3VNJJHiH2G0W40OQaOdEzlXVrx9+0A/eqyrSyKXnGdjZRMN87gCCSpHNBmjMhgF2pILo0hptbJqlsIZBJha5RsSTAG5UFO1pJTIWr0UDrJdorWkEYZMylJYpPRMp10LnTIx+UDDDhea6uV1wHKfyp8lcjKQvmdR7yAePEkMU2V6aDHWkhBJqvjFiH+OyBsnVM4r25WkIGXGcWQYR0IIHI9H+n7gyy+/4OH9e7qmRRlJqrzabzHW8P79O8Lk2W527LZbrLbrcELcIkzxxGiEBm0cow+YmLDOlVJIFwBOzP21FeAnZTFgzcETtaEyFqOlgUw5Y7RBFQmiLtHKfp6Zppm7uxdUTiKuN5sdjw8PeB+xpqWtt1RG2EDRz2TTMPYjV/tb6rpmGM+gMq9efYI1gfvDGx4f3nF9fcN2t+V0OuPqCgF9ZC/fdBseHg9YbWnqRhpGlTGVQxu1sn2bpsW5CmUMtXM0znE+H1Fa8+bte37zN/8Kv/8P/yHojK0dTbvBNR1Ka859QDuRaqKdpNFkQ+Uq7u5e8dXXjzz2A7e315jUFJNRuUKMMYzHA7NVVJWjchuUMlhbMY4Dm21HymLUjFIYU2E0tI2kqYUiedY64MNMVTc4nHgH+cg8SRJhThVGi0+S1oaU4Hw6QY4cDjPW1Oy3O7mHhRRKZWt88MzjUYyetSPME34O1FVD03RQTPVR3699M+XE4XTg8fRI11QM00AztysubW0JO0ji6+KspW1auQ6nAZ1Fkq4V+GliGkf0ldxrxlWM01Tqpj3fffcdp9NRarGc6XZXXF2/wHUNTV2RAlB88yyapm5pizl034+SoIWwX+XCUZCVNDbeo7L4HZ7OA3BDzgLqbLcbSbOaEto6Rt+jgpKQFS1Me+n7yj2vJCZ98QfURtZvVzl2+y1XN1fUzuH9SIqRpqnFCDbObLqGsR/w80jTOJSKMvBRFcPxLMNhZQTInT3OVWVgkCR+HZFOPw8sMgFFiBAChKAEiDYarRGGVfENWxpmVSTDSmmslaCIlETSbI1IsauqFg+rHMkxYW3FuZ/IRMZxoOs6jseDxNDPnmHoqatWEsDmmXkOhKQ494OYdCvxDur7nv7cU1ea2t2y3+1pm4qUDswezuMgAzgEVEhp8ccLdHXH7fWe65s9RlWcTmdCmKjrLc5V+OAxyrDrtkxzZPAT3qeSEtkzTSfG8YFxfCAmR6LDWkVVG0L6/sm+chlYm6LUUDLNXYGOZa1JKREWyVepMy5r4YV5/aEE/ZkBn3Nef/dj1tDyqxLj/qwWgGeVwIfSHta/T0mM1lNSv/SYv9Lz8WLtXOLYL+VIy+v8mD0kQ16zPv/zYz2nHz8nikm1ZrQqEEcBiZaULjLGyGfqjJVEwrZCk9BzTxhOpBh5++6eyllmH9g0DdttR1vXK3i2KIGmaVpJG4stBYhSoK7rAsY8J8FK7xbRWLSyWKOYzmcmAspZrq+36JRxCbqmweRQbEw8/uGeq/01VaXpMDRdyxQtw5yZsyYriAnmkMsA8Zd7nJzzisqmwrDK5b0opVZSgVJFincBuJXgOCEclM95GaDnnBeHhefh30Vv9mepTX4twB9B5uIKpMzFm0UpxeF0RCm1GjnHecIVlHI1lQtyck8nYYJcX18VL6CZ8/lcpoab1Q9Gkej7ZznWFHxxWn++KWKKhDiKQR7PZrWn02ll+2w2G1xyeO/XNKmPG9ymacQTqLAKmqZhGAaur685nU4lCUeMmo5PJ1JKjNO03qRVVXFzc8s4SgR07SqmeSLmxKbdAhnnSmqAc8yTxMvGGGmahjffvaHbdoQYmEaLUgLMeO8xSpfnCry6+4TXb9/hKnE932y38l6Kx8j5PLDdbmUiEOXGWBaHm5sbpmlClXjn0+kkxp739zjn6Gox+1t8mWpX4c8T/+Lv/k2q5v9I/zQypsTrr79C60RVGx4PA1/+5Heouj1zzBzPJ3bxlvfv7/nss89WAEKYAJa7uytO517osqczxhhub1/INKWqqCpHjIFpmkpBIAwP8VOSgkSX6yrGhHM1n39+tTaZCxyrFEUmobm/f2QcB169eim67dpJmsPCMlBCbxZgCODC+Ot7cizA6ceThcsJgZiWX0h61sVnYQTJwnzJelo9adafhfJYYup+OY1YAAeQZKLs5V6Xa1AYR7LBRmL0zH5imsdiFC3ePv35iCZjbcU8zVRVI9ehf37tMUFddWWqUmGtZhwm7u8fqOua0+nENM989fXP+fLLL9lsOt73B06nQGWEHttuW2IO3N/fE+KEMTV+9ty/HWnbDlcLHTXMEyFLYpYnU9eVmC1nWWOyEkPerDTtZieUz/Lac1Y0bSfeLjmRg2IcpUHTWkukNawbZlz17LaATXIOFjM4a51Ey4cIGKxz2MpKok+MhPAstRKgREnSQ87kHFd2IIW1kXk2/v5VBYV81qkYPecVhlmuFWMM0zCyygVCQNc1c5A1S0Cu+MH18zzp+vD6zTEVJtQlg03+Ru5VSQCL3zNZiRy5gNkKY+wqZ84xiUls8uQYC5gqpokpesZxlKYlikRqGAaGYSDGyOPjI1VVcXW1x1WVPG4l1+x+IwzOp8dHzk9HrvZ7bm+uZC2NQeLJVSZHYXsZK4CltRXKJOaUqepagJEswJ51FYpUIp2FrVtV4gVAyuQQcY1MmMdRWBK2qsRQEaiqitNx5Ol4wFaGzW5D3dSASFjevbsX7wTjqKsKV1liGHHGcj4f6c9HqqbFWZGW3724xmgpkg+HA+M48/nnn8uwJ0PdNLRVRd0ICLN4HAzTSNu1ZKVWA9unpyOb7Y5hGOV9GitDp4uqLqXMD3/4E/7+3/8H9ONEt22pq06aWe1EDk7AOpkyx5IiqGxC6Wsq1/Lq1efcP3xDCJ6u2WO1wYcRW2mc1Sh9xePjI8TE3YtG/O7KlDrGzNXVC46ngxhbzhMBSZCrmgZdZHQpJWYvnkjaWmGzWvF+mmeP9x7nbGE1Khls9SeeDg8kHVFM+LmXhLO6JUxZwDAt0lPMhKuFFTJPE5VraJpWEpzi97HBzNwfHujedrRVTdt0aG1xRoaDrhY50zRNxdBU0TQtbdNy7mdSihgNzigqK+cxeo8GNk2DMxanFcSMn2VY8v7dewkPGCeRBzYNm2ZDOk9k46icobYVbd0UA/+auT9xOvdMw4Q1FqtESpgKSpVDomks2mS++fobPrtr+eylY7PdMQ9ncjRSu+eEs5Z5bTg1dSUM6pQzxBLqoGXaUlWOyhqaruP2xQu++PJLGdCmQNvWtHXH0D/hCTJgSDNhHrA6QZba+Hh65MXNS3LWnI8Dp+O41l85Z1wl+51EuefVnyjEiI8ZVM04Z4Ypc+4nYd9roVosPjwUwEdrtQ5NjJXh75KguABVwzCjNVRCj5HBb1Uxz3A6TxweD5Ak3MAYGTLPc2Aaz2y2V/RnSXmzToDZfpjoNjvmaRJGdIo8PL7nzZuaTz7bsd3sePvuQYa3UyBGEJb0ws7LQKTtLDc3O652LVV9xeHwFafzkbu7fQF8DdMU8HPEGctx6EkRxr7ncH/P3J/QeOb5QAgt535EJcXD4wPvHw5/wXfan+NYmD9QDK+fe0GR5oVV6fEhO12t8vvFTzbHBeB5TmYqT7ESOBY51QKy/KqGfK2NMoQL/xepWy5BGrUa/C5x8pevcZFeXdbay+MsfpEf2AZceNNc/u7CpOn7+Vd+hMvnsYJg5bGNNkTKtZcTWlEGlOVzAHKMzMcjT8dIZRQ//OSK2+tb3r19w2bf8OXnn1M7SwqBxWtLKVVAnsw8n4kxPMvMYP1MFkuJy/cHmZCCmNFHhJ2jFC/v7oglOVSCCwx+8PR+pjJQE1G2Ynt1x5vDwJQM58lwOJ0I2SKhPgGrEiRIGDJm7RlVGWrK9SAJl5efFZT6NCZifO5DLuvkSz8wypB9qZuh9FGlnFjrpotr4c9qN38twB+Apm0xSsCDqqo4n8/EGNkUudfik+PqCj9NaKCuGjLgapmEiAGkXw1UU0rs9ztpRLQB1RQGkIfSXOYsoIxGJuzeB0xZHMZpIqVE17Yrutg0DZvNRhg7WtNtOtnAi0ntAhItaVWL98lC9zufz0zTLEkt2+16UZ9OJ5ngl4Wo67oVLJFJnV03GhTs9ruy+QjdtqoqMYuuRCpntJZJQgjocabvB7RCDJqj5+bmlv50AqUxrmIKnqQgAlXdrMlDCyI8TRNd1+GqimEamYrJ9rJYTNOM0Zqr22vuH+5p2w4Q1pTRhtPpzPW1wxjLw+OB87Hn9vaGf+/f+9/yf/k//4c8vX3NzXbP6Xikqio2+xf86Ec/IqnI//Pv/Zf8jb/xz9JsOurccTgcyuKW2Ww2tK0Ygo7jiFaGtm05nc784ue/YLffcX8vKTZd160LnTKa0/nElg21c+JnlFlBOuckRUYbmRqtNzOLYWHg6uqau5cvC8pNkeEsCLrIxYSxstzUfzYS++t4ZJ43hAXYXBauJfL94ySASx30Ms34lYyfslEujfyiO15+fzlXi/RuBRNIJSlIk+JiGix/uxRk5/OZru2AzOFwKPe5E9M3bdlvN8SS2DUXH6mFWeRcJxNwM6NNkKZTwTBKst/pfObtm9fsth3nY8Xp8ABdS2WFJbPZbvB+XsHdpqoYh5G+P2MmSf/y84xzBow0yUpracBzj1KaqpZJp3U12priUaAw1hFiojIG6yoxxc3PlOLlXv3QcE6StJSKBCWNRtYCLqksTCFbVWhT4dpaPtcs5oJiiJzxfirXdJmAslBKc2HumA/M9j4GZj6eQMm+WO6VtfgqE6aFvaOexx8i9xM5gC1+Ucv0aXmOy3v08hr6066/ZXK1XOmXnkTfj0Oh9bP80vvAOE6l0fHkHIWdGQMpiSdTfz6WNVkmTcfjiWme1obs7u6Ouq7L5+1pNx22SJXmYeDh/h5S5G5/zdXtDXXTMM0TWSs8Aj6mklajy5cxYniqtKZpapQ25CQ+XXXTkrJHKeT6NiIvkvScTOUq6ouipqqqQi8HklvvefEKzNy9fIFS0LQdh8MJlKLtNgLoWyPFs3X4ecAX2UhTO4yGp/MTd3e3GBN5/fW39Oeeq/0Vm27Lu/snjBUgyzpbhis1b968RRkLStFt9oDINlPOkuRnHU0jaZemqkViR6axluOxR2HRquKf/Mkv+Oyzz6mrFmslFCFnYYRstleM04m2sZzOvawV45mN79G6Zr+7ou8feHx8pHm1RbuKptrSD70wpZQjx8zbN28gw92LV7iqEeaNl5SjrtuRc8QYRS5G+toUA9pJWMELVW+eJlIaMcahtaJpavp+YAgzOUnyWk6Z7faK4+MTr1+/xlmoK0PwI7HdCRu3xPfmEMgxiYTPZlIQH8emFvaPnyd+CdX9NT9SStwfD1jrqEyFypaxACyVczRtTeUM09jLoNKHNb3OGItSS9ywoa4tTWWJfub4+EgKiW6zZbvZQAarLSqDRhjnVeWKzFbYXlfaMSeJfd52LZtNQ+UqtBKD0srVIskIS/S1Lmu+Z/GsiV7YV7vdNdYE+uGe2lomH6nqhtl7fPRM00xTt5zHIGCPEobaeRDPMPHz86QUmZXi5Scvubm9AS1efzfXeyqnGM4HwtzjjBglTyGQoqepFkaSpPe8+e41MSq6ds80LWqBVoZEOeEqi/eRxrXEFAjZk1Jm8olxnkmq4fHpyNPxhFGZ2hmqyqzMLKWFfcWyh2VhJ8d5ZtNtmWcvHlzaiCQ0Z+rKYV3FME+Mj/fs9694fOqZhpF5HqnritPphKuFiX86njn3swxZlGXrqlIrwun4xGYjSYRaGepWhpXn8ygWF6PndOpJSZGVg2wKE0FkWylKXs6rV3d8/tmnQM03X3/H48EzTiObUEPS6GwIPtOfZ6Y+MI+e0+OR6D2VM8xTj5/PfPPtzzHGMk+Zb75+x+vXD3/Bd9qf48gUqXQqTIzFk/BSYqUKS1+tQTCXNVbOz0yU5UGXGjlnsLoIn9b6xZYaVwIKFqnyOiCNC8CzyJcuJDtKra8rxiw+bPhnKdfFl4IPfSApUqBSj68EiI/YQR8zhZbv1fVigfHhAO8SnFrSpbz3knLGc8iDqCQleEQCckTuTwaVwRN5/d1rdo2W9a6q+JOvfk6cZ7q2wShNW7c0TSt7hnXFUPm5rvsYUFvWrWcvJukffBaXnfF8YpgSo09ELEHQXtCKWFjhKoy82lV0puJPvnnL+8NMUIaoDREL2kIW434ZmRphPGlW+VvOz76SC7nlsr8BqJyTNbiuePZveh6UKyUAJSGg9EcpbeUxUizvdZpKf/Qh++xPO34twB+lFE3TEL00l4tHzDKVX5C8qqqkmDGGXBrGaRxLWtSziTMIU2cBRIwxjLPQk0HMVMdhWC/ctm2fmwe9PLam65YElbkg9rnEtds1AWyJeHdWWB8SPetXQ1tg/d4Sn260oW0bYaHEyDAMQoez1Tq5B2l4YpHDLCBR1zUrpbuq3Ip27nY7acpzXoGzJdEgK1WcxhM5j1SV5e3792itudpfYY1M/vd1LakH80zbtpKkVLSTxlkmPzNM4/r+9vs9WmuZFjtJZHK24urqZjXGvrq6loQ1VxFCxBpH23Yoo9GN47PPP8f7iXkauPdTkQ84jsczv/8Pfp9/+5/7a/z1f+mvc+qfqMdufd/SkCvGUVhSVVWXQnnH6dRj7cx203F7cwNKphTTNLHdbrHGFLM+0eVHH7i+vqZtW6yyZc1dBSOlcb5ExynyPvElCTEyTRPTNAmd2rmPbtC8yg+/d8cFc+MyVvB5cQ0fbIqXEwdp0OVvF4BnAXwum/UPnO55NvWVn324eC0gT0Ii332cP1gsrbUMw4BzjrqpeXx6ZBh6Nl0ra4KrCHOmqRt8mKmdI4YZt6lLwpfH2hqFpaoUQ98XhpglRc88J5SKvHv3hhSvMQqaqqY/nfDO0G1qXGXZ73fM81SM38TU0s+hbMRipFpXixdWzTxNhASuqtldbemHCZSiblrmaWS723E+nxFqjYKsy2cjtOFcFvplzViuV/Gpkg2JBabUqsTIapF4OYe1FRHxLwlRpiTrOVzVUAX0QaYPqnjtaMUqc7y8Bn7VRGn5bzE7LOc+RrKSWHaFktQ2no3Gl/smhIB15kJS+Pz4l0yjD6+XxMeg0IfX3vIc3z8/rpQy0+hFC5+eJ4QUcNRokSikLGlq8zQRokiIF1+tcZoxxrLbbDFGFTp5ouskir1tGsI883R45PDwiNOa3W7Lbrej6zagNbFMshOUCblCG4urG5quE0mln7GVo24alFJ4v7BFKnKETCIkMX3OWVhZ1lZY41ZGsHhJWSmCyjUojzPzeDiU19SSKc2PD1jXABZrYpEECvPXz+Irt+kaNpuGcTjStg5F5OH9I+fzE5WrMW1dJrqGrm6lwDNCG48xMc4eH3q6tkNpS1Ia42qin3F1w3gesE5k3ZvtDuss4zgQYubpdOaLL37EH/3xH0uil3Wy9hgrw9KcyQq6zZ6QAllJYIIANjBNPVpHrNO8evUpr19/xf39Pa9evcIos7KMa9uw210zTTPH4yPaKF68eElT7VDKMfsgbLqsMKoiK1C5WgduAGMx0XXlfKTomSdhI1cluc1qQz+f8cEz9jNTPxF8Yp488zjhLaicqLQVz5ckXjfOCXs6hoC1Mon38yg+U9ZRN92FNOL7cSTgPEy8VwcIGj9lTje3wsZpG9q2xlrD7MVbcRlKWFtd1LEJaxR1bdl1Ui/2xyeijwQfaTcNdVWx221I8RWhnMeU1QoyST1tiLOk+7WNGJWCeMZlDN5LvDiUpkTILgKqnnvaumKz3zGOE+fzxNWmpnIN03iEbOjajpTOJGWltsuKXkni7jzPAhD7SJw8fp5Ewmw0+23Hj3/yY17cvWC323G136CyJ/qJFEZCGMlxRqvAPJ6wWga38zigmoppGMjJMI5BzNVLHTDPE5utpFXmMhiVhECxTYhZEZOlnzKH4xPDODFMM5vaiC9dkiFgyglbZMvBi49oFkID1ljGoS+ADcKSU5lpGGg3G5SWZNuE2C4YI3vW4XDgxe0tEgDj8XNgngMpFfBHG0xJGSNLH+JnqblTDnTNluvrPdPoRS5fWAYxIIbFSuS0qTAtQsi0TcPVfsfVfofSLT/4/BNSmpmngb53pJjozz2n05HHwyPDPAuDKmWayrFpb7m62qCInM8Th8ORw2Hm7dsj9w+nv6hb7M99pJzX/gE+HCBBYe0otXqp5Ay5+Ho+1xjP4MPlf8v3xDfv8jEFIuDib55r4+V7UhuLEXd5pfK/H9UlCzCVL6VgOa/eRcv31gSywvbR6tl4en2Gj2rvS2nbxwM7eLZzuKz5Lxn6EQGPJWEyl2TCDEpqTlOUNClG8bKzlqapqGtDfz7x+NTT1I6mE8nXtuuorCuyqMIav2BSXdZ2y3tZXsuiWkgJlDGYKAbodV2Bzrjacho8KULK4gfkUyIrqFyNR3HsZzIOlRM6l0CaHIkhlZpLmOUhI8ND5X/pXK3nrGAYl5+znDfP7J/fy8fX5foYWQHPfeR6jvSHJtCXNfCf1XH+2oA/WilcYZocC/tDKcXhcKAtzJtpmri9eyFyh5ioNg4d/OqP0RW3/fP5zNWVSL8uvSHatl2lWU3bMgyDMIecK34IURJPstycsUSzxQvpQ8xAYRXN87yygJaPewGrQJrlBYXcbrfrFM0YUyKXDZHIbrcTUMnIZn17e8vxeFzf9zBMz003EMlMwVOVSZH3Eh8P0HVb8X7IUFeWpiQNbXcNT4cDMWdQhqura/F2GCZSHgGJmc7A9dUV/TDQbjr6vl+BJwFZ5OKdZ8/D/WG92JpaNJWn82mVT2mt+e6778g585u/+ZviKzGNxBBoTMV0Gvnssx/zP/23/m3+w//g3+f66oppmBmj5uUnL/nn/+bf5K/81d8mThPXm2thbxiLNRU5T3g/8/79e3LOvHz5SjyKqpZ5mnhxc4u1wqaoqoqXL+4EVCxGi8Mo19zi5xRS5Ntvv2Xbbnhxd0eK4kOxLCZScJcUh/rZsEtoeQ7naprGs0S8yw16qRMWEOlSHvV9OJYFFJ4X1OeUgOfNaVmMLzeO5bO4/NvLhekSEPgYNLiMzVyeKyWemUZl/1qe11nxAPF+JgSPqyzDeObp6VEStrQuaUGLGbcS9kFIjOOR7bbBGMXpfOLmqiUFRVW3WHfidHqi6xqq2nI6HWm7jmnsOR4fUQUA27Qd43jm8f0oDMG6prI1x+MRzcB2s8XZAtAkUxJYJPUllwlFVbc0bcs0TYxjT9eJh1XVtGjjpPEsLI9lY40xo5L4oCwNYwhh3SBTClij8cVXRc6HjBUTCldVuLoFpVHKYDCEAugZq1YJnjJKvA1Rxcg5k2P5DFMuMeIfmiL+aWwbeO7lrNaLLSBGy+TUe79UXAIEKi1pbh8dl/HPH2yaCMtEATn88uTjmVEmzLTn6/L7pcn03vP2/T3bzSJ1yhilUHrxG9OEJIltIRX/giJH8CFiUFxdXVFVlUjDMlhToXSWYUwIjOcjD+/veXy4Z9N0XF9fU1VOmLrW4lPEaMvsI5K8lwGNqTRN12KdZZo82hiRRRX4RaWEq6UBRpUkSC0gZkpImINSkiRnZRpvCv3ZWkucZ0n205rD04lM5tUnrzienri5vSb4QFZifC2LvhiEgyKEmaoyxCBATVNZQpLo6HHoOZ0O8lqTZp4j3ieMcWw2W7SR1ziHQHe157s3b8pUshVj13pDwpCySC+adksMcg/XtXgnxX7A6gIo7bbcHx5IRJpWQBRiIpPls0HRtBt8CPT9A3XTUFWJ3Hv6/kzTinzOOcf11R3v337H/ft3XN1eEWKirTc0Trz8XFXR90/0Q489PuBjpG12WKuwztEPPV2zIQVH0MIsHMZB7pMy+FoGccZoSVYaB/q+R1s5l9Y6iJlkE0PsyyBPcTqd0URSCDTWCbisGlwy2EqkUNMs8v+67NEheJxrcVW9ri3fp6MfJrKH0Gf8lOmPA1dXe/bbjqqyGKOIiE+WeHUJ2GnM83u1RqT+VZEwPQxPnJ6O+BCZpoZuu0ErYV/d3txgtEFs9FMBOyFFX9jgCpIvjE7FFGaCD0whkJUwerUxqCzS9nGcqNxEfzoxHI+8vLolBkjJMA8zp6cnbq7vGMZRhqFjL/uDfgYegZL0I/5Rzomtw36/5yc/+TEvXtzQdTW7rUgv/TQQ/QjJownEKIEOZE/wgejFZNVaVxowCXcYh4mqqmVj0VYaXSWpV8LoFT+OjGWYI6devo79JKxWldDGlSaVVZ61+LXkwqIJMa1M25wy0zSyDCSdlYFMCp4UrLA+SqKeUoq6FnuHh4f3OGuwruZ0Oq82Egsz5Hx8khFLBh8WGY8wOM/nE1q9YNtdMQwHhvMgSUS5eCwpWfcXuQkorq+veXH7ghd3tygachQ54fv7txwe7zkdz0zjxPl8ZvYzrqlpqoamsmw2n/DJpy+oasU095z7np8/fcMvvnnP6ThTd9t/ujfVfweHKsqO9CuY5kvduTKnpWxHIYMqX9jHWpsPatucpRZbU6MvaolVbfDR71/+XK7bD9PBhB5DYXyoNbZ7Mf39VQmvwAd12CWAoBcA6CPmyMdsn2fGuESqX7JNltcvI+1Sj5fXkvJzbL3RutSksh4o1Jo+lnLCWoXKihADT0fPcIykGPn00x+z7RqeDu+xtmK7u8VqsYVg7TMiVdWuNe6lB9PyOS81sFKKOXhizkwxk2zNcZg5j4Ew96SQcEaDj4CibRu80ljnqLoNTeVokqKtFClHxjAyx8AYIpNP+KjJ2QCOTABEkSBeTgpdiATLUO1yCO6cgyx7qZyzZ0bVOkzPaZV7ranLC+hXBqhaa5S5kIWli+j4P+M++LUAf4wxvHr1CV999RWn44ndbiuT7tOZGBN3d3eg4PB4YOgHnBVPiuNJABJdTAlzFmM6oMiWBP0HaHK7TofHceTu7o7b21uGErfu/XEFamxB+CWlSZDNtjUrELLcBJvNlmkc2e12RZIgG0VVPBJWrR5IE1gu0BBCoR3KJrwwlGzRg4/juEbGW2upa1bGkdBa6/W9aK3Z7/fFxyGt/kOP9w9477lGUzWNRFwr8ciZppnD4fjcnJeGK+eMc46f/+IXXF1dAZIoMk6CkhttaBoBVxZ9q7US8Qtl+q8U0zSzyHQ++eRTMW8uDK0U5fMlyTTl3bu3/O5f/xf5J3/4D/h7/+V/Qbdpqestm+uOv/23/8d8+vKa4+OROAemHOn7nqZpAJG+Df2A9yL108rw/v17Pv/8c4ahRymKBOxIzhkfPE1bM44j19fXOGt5PBzoz2dev34tchmlUPfv2G13TPNIXTWEmGS6HmTiOs9TWdTKYlZu2KqqCGFBfp+BkOUmXm/479FxCcpcXnNaqw9+52NQ53lCcDnV+JB1sfzOApgu/36pXV3YHctnvEZJwloUKSWGyNPoGaeJqq7IOXE4PJLJ5V4CssbPQaLXCytpnkdCnHh6eo82mWkcGeqR7e4apQQYNlqmElfXW4ZBMU+DRMueeiprsFozjgNaWYKfuH8ngOT+as88B8Z+BDTbzUYM8TJUADkR0oz3gZQytsQwPx2P1MVkPOVEW8vUN2fEpyNEQrl3F+BIr9Mk9cEmKLIgMW/PNhfGDYAuRsoVxtWEBKi0FjXeezKLLC/A0lIkj+w/MgKVU7EkaP0y6+byWAqGlQ1XihiybGQhhLWgSXHxcUpYY1c22OU1tjAiPy5ycmHBrGOPfEmEVSstdnl9C2j2fTtksCHnWCtLiHMprDTaSNJgCAWcU1pCBUoBsdlsxfDSiCeWGClrrJNJnNaaw/HI4d13zNPI3e0Nu92Wqm6wrsaVe9QPMyhNirOkUMWANpqqrqjrmpAScwzUTS0eI+VazzkXSrmYVldVLc9vbTFa1ITCDmq3G57XAQEFg/fEQnd+fHyi62RQ0W0a8YHTthjYKox2hKnHOUOKvnitjFxd7SSRKcxUTcP5fGIaB6rKUVctj48n6rrj2E/UTUdVt2gNzhmUEgDt6elEXQs422x27K5umKOkdbbtlvP8RNOK6bVPkbap6YeBYCwvP/m0NIaIz0lblzVOvMyqWvxCYsxUVYOPLdN4xKrMZtOSkuK7N2/ZbBvuujuM2hD21xyO92Ttubl9yak/E+vEbrsRtq2x2EkYC+f+LElk1jIOsNtf0Z/PGL0kq8h6EFMiJ5naXkp0rdUo5Tife4Ze5KdaK2on3oKusjRNzd3dHYbI/bv39Hrg8eGdRPY6R4ieKruy5gfx0oiRrGMB66Cqa9T3jPkDimmSuHpvNU2z5ThO2HpEaaiiFV81a3AoKu2oazErXaa4KUnd4VzxwjLCOH94PDLHwORHfPTUJSFKG411Bh8iOmf68wkTE1Fb/OTJRgvjYx4JaUM/z8zTSD97ztNELI1m1uJhEYKEL7x9+5Zt22KM42f/+A9pzA8xOrDZSHJr5XYoJSxZrTR935MzTKPIj3PKq6Q3pczt7Q0vXtzyxZdf0LYNL17ckFMk+IGUZrSKQCAtDCA/EeeJafLUVUcIwnSRZjvhqiIJ1jKhb5u67GMa78VTI+RJJB8+E2PNeejpB2EbJsBVjlAGTAtoJMAxoEoaodLkGPCzR2dhCW824ruplCRizj5Q1eIvaVwl/jAp8f79A9Mk1gt935OCZ391wzxJP+PngNYGrTLj2Mu5dxUhyL1eG6lhQsz8yZ98TddVaCUynhg8ykrqpy7AlNVWAK8Im80VN9e3bNoNzrSYrJmGE/3pnvdzjyZQO0Vzu8PVIuPVWtF2FZ99/ortvuXUP5GPAhRaK6zqV5/8gL/yV/55fu///u//Bd1jf75jGZ4552SQuxQmFJPnGNak4+UHimfAR+qr51Q7qbX0ukZJvfXLvjuXddkHsp2UyMTC5JEXs3oHXdTOl/Im+f6S9LoATPJcpkjKlhSxy8HsUqcJs+35/X38fOv7LNK0ywHtJfPm8m8Wf5q1JltY3SEWYGiS4UlawkJAkxiHgavtDusUD49n3r+/x2p4+907ng5PXO93VJWmdo6cpQ5ckrmXz3Se54uBZ1p7ipQksTtkw+g1/TDR+4iyjk+++IzaVdicqZ0DBe8fHjiOIyh4eHjH4Gpq13A8jOIjWml0JYMRWzWrYXzKToY+SSStYbFAQK3M+9Vc/OJYGEQihf3l6+XyfF96GS2/A8KSziXxdfldpdR6Lv6049cC/Ekx8ebNO6yt2F9dE2PkfB6kUHFiRHo6nQoAIR4H/SBgx/k80DRVAWzy6vnRNJKsMI6zfGiFRCDAS+DNmzfs93tSzDIlLM07sBqKPoNBhq7r5KIKEat1oT4nob5nxTxL059zXv1yloZluRCF5i4JKNMk2uNFuiXxf8/yhq7rRC5lLdayGj7bYu5cVZVEuQHn85mcc5F+VcQQVxPmlBKHw4GmqWnblv50ZphHiXUNkVh8NxYD56UoH8ex+C4AxYtBKUUMCZmkCsi1mIyClijtORSgp2G/v2K73YoBdNWglC6gjDSLymp22xajM/+zf/Nf5/7tH7Pd1Lx48ZJ/9V/7N/lLP/0BD/cntpstc0x0rkUmt75IZWaUMsQ4c319Rd/3GGM4HgXs2e13TLMwe5TOTNNAynEFz1DPjvxiEH1Lt9mQcmL0E6TEMAwlPUKijp83ALA2kZLG2mcq3zPV8Jn26Zxd2RTfxybzY1aONCi/vAlcIvDPvyefw4fA0Yda40tpzsL4WxbwBSxbnuM5XSAz+Rm0wpXUmGGcSGRIeTXzFvC0QmUjaVfGSPrX1GNsZhjFED4UwzXjHNM8sGWP1hKTW1eW4+GRzaZm27Y8Hh7F+6trOR+PWCVR6mEOOO1oqoY3b96w6bYMw1iiYD2zf2LTtas0MOcAIRUttBTI0yz+QlUlzXzlapk4+ImUIzEKABR8JnpP9OIpJnHpzybI4cKotaoraZQzZcpgS6x9hdaOlAoTKIvvhtJqbcQFUJbJacFshLtRCoi8SMC04eNjWfvW6wNVoscTeaEFU8qdUowE71eN+vI+rLEruL1QmGVN1etjf8wsWx5DGMcXSRaqJMsV8DZGMcqUVLL/Xm6f/94OYwz7qxsU4veTswB7mSLbiCLnUNoQQ0Zph6sVthJGQY5B7pkYsMbQNJUwOmJknibOpyfa2vHiek/dNGhryVpha0dWIlsIKRNDwpmKnOT6ylq8eqq6KvHxIgtbhgPaapjBOpEpLxr5tm2kWEwiWU4xMhUZm8jzZEqGYh2QnE8j8xRo2s0qxUVGs4jfiJgTaxxKCcBF8rRVRSZyPp+ompphkJCAtmlRGoZhxhgnqWN5oq4b2rYj5ShMoTjz8HBfDFrFo6euWwFRjUFZV/bSVsBIJYa+MUYeHg/88PMf8HB/j3GWkDwgki5V1oC5GEhbazj3vYQW1B3jcMbHGfSAUjW73Y6//9/8Hr/7L/zzXO9vuL29I2XPND3R92es7fBx4jwqmrplu7vFuEYaRg2icfH4eebwMNM2nexdKhfjeEXoS3Fa/Caslf1ynkZUzrgSwTtNM/OciT4W1oSiqizXV9eomEUWdnpgGM4cnu4xlcNZSdqsXSWS3ALcag0pB2IBNy6HDd+HQylNTJqUwLQ1VdPSbTe0m5aua6lqGWCaqgatscZRhUjdNNiy56UobIKqacQbQilcZdEGASqDI8RI3XgUz4lC4zgQhwHXeNQ0EY0ja0tOMIwnnk6ayhgqK4y/Q3/mNAyMs5dpsgJdEheHUWQYKWX+4Gd/yJeffsIwTry83VC7mTB7jIb7h/c445jmUerpELCFabowNHNOaCM+RK9eveTqas8PfvAZdVvj55EwTeQwkeMMyUOOeD+hiow1hIjRgbrpeP/+scidkzRWGlKey/4n91pOMticZ6kFfIDjeWScE9Os8FGRlLBkFmPZTImIt9IMy1BUk2KUFN0UZPhXhoD7/Vaar+JBqFRmnAaqRmMQMK2ppfb+9tvvindoJOXE4+M95CT3kdLUdSVgVcqYypBzpOtaYpjRxlDXFfcPR1KMvP72HdutgNjOGZSWRtdZg1UQsuysKYHShv3uiqZucKpCbxS3ux2nqz2H+4ZghfnoqkrWsuYlTVdT1ZZPPr2j29S8ef+OrCzohh/9xPDJ55G7u0948eLlP/V767+LI6fEnD8EMJZ/rvJipSA91xcf1+5SF1+w0fOzTN3p52b9A0+ei2b8g8dTiuLQU57r+Tk/Hnpd1jnPdfXz90KIKHU5eHt+zhQv3nPhNOmLWm8FpIpNSMxhZa0sn88li2l93IsBMUnA0AVQW2R0pgwFKF5AjTMYDck5FnaM9yINbZxhs92AEmCWIpuTdLVc1sa4MnyWz2axJLlUWEQfGX1m9JBRmKyIIfL6uzcikYyZ5EW+qbWirhzOQtdUpBTpxzNRGZJx9CmSxlm+0GhEqk6WNO/l/9bPJSeRw+e0+gEvn6OYOKsPvnd5nV2CQR8DQZfXw6Xy4mMPqD+L+vPrAf6kTPDSdORckKwserqqasR8UAszoG02xBRwlfhkZJBJh9aM01ymfhlrxUcohChJHUTatmHbbcRXpjznPM2rn0BVzJJPx7NE1FrLrhVJ1vEoseFKRawxxGmUG6ZcgJvNhhDCagw9jmMxTJYJhMiFGqwVU+rdbockQcnFO00z5MuUAfEKEgnIvF7YKUiqQpgFADkejwUUEzOtuqo4zae16RITbPF7sMaw3W7LJiYFdQgRaw2bdlMKTDG0reua4D2b7WZt8q21PD09cffyTjSzRrPdC+spJ2hbOVfb7XaVoi1sF6Wk8bu9FdneFCPH85HTcGLXtaSUebnd89u/9SO++OGX/NXf+Slv39/j3BXd7gU3TcM4nmm7hqenA+MwYozhxYsXSNLbqTC0Wt6+fcvt7S1PhwO7vURiTpO8njYrifRuW87ngf3+ihwzuAIAJJmmnM9n2qahbVtSzvzsj/6A3/nt31n9luZ55nQ+sem2q9eTLNLPmtjlZl6uAVWu9e/bcQn+PFNM0wcL1QpgXvzNcnzMRvkl9FqJ6d4CrC3G0gswJGj6wpyy9EO/MuGUUuQYGIex/J3BhwljLZu6W8EQ70XipZAFWSl53nmeVkO/mCK3t1ueThMxeRpbEVKgbRse72fu373j888/YxobTscT2+2W/XbH0+OjMAZMRdd0zK3n6uqGnKCuWryPjOOTJOc5R9UAMVFXjnkamMYJ5yrGcSSERFXXks7FIkn1sqECColZjz4wjn0pRItRPBnrHFkrsHotZLQW8DFlqBbDPIQejzJF8qVRScy0JUxdMQ4D1liCD0DAWl3i6KUBT/mZMn0pwbo8/8+x8mX7zs9pBTk/mzanJJGVqRgm5lz06VGK2NmLuf2ipV8mXUpJoaKgpEwpMY9dCpycBQjIyPvSuuwxAiaQigtMkqnv9+lQStOfBdBWOdM0FVXtikT1OSFPa0W6oBenlPBRfFi0grZrcaYUYlHS1RTiRbVvttTOFskYuKYWD7kgCT8iFxF23HDqBdgxsNttZfo/zTStGC6jICuRY2w2G9mb/CxFaE5YIyEF1igmPxFjoC5JmJmA0ayy8KwyxlhORXKUERmFNg5tLP15IGcBc7TW2MZhzP+nvTOJsXTJ7vovhm+4Yw5V9ebX3a/dtkyDLNNYyEiWlwZ7Y9h5hRdIbECCBQsjb7wFCRZICAmEJYMQ3gDGLJCAFhIrj3hqu3nuyeYNNWVl5h2/MSJYnPhu3qz3XpnO6vfyVil+UqqyMm/mPRnfd+KLOHHO/0iKd1M7fOhZrxYslivu5PdQ2pBZEbp2vqdtt9isxPlAORqjbcZ4OpVSJAPtpuHs7Em8BzVGS/cPj46byHiCay046X7inIhdjscTFsultDmPQecQAjaTNvTWQlWtmMwmWDvBZtIRS1tLOZpSbS5RMcX8+PiIPC949913+fN/7ge5c3qPLH+VDx+2rJZLxpNAlmuMg7azHM1OMaagqWuC79DGY4z4T9u0rFYXEvy1kvUQgCwr6V3A42Ppgdrdf029RQFWK1Ses60aqs2WQc9C5iXDeDyXUjfl6NuldDParpmUJS7LCN6TFyXaRd2I+O7OdUDxzBPMQ0Rrw/HRHbqmBa1Fe6bImE+nzGYj8jxDWQvW0vWyERPNpxxjMpTSdL6La1uDCyF2IApoq+l9T7vtZLuoFBqz2wgF79msN9i2w5YTOhS2HGMzw2qxACeBPKMznAucr9dcrNfUXYsyRjrxBRfnaUfXQotkjT94+Igvfv5VtCnIMgiu58mTR/EAxovuUG5p2obMWjJrqdohAGyYFDknJ8ec3jkhz0XIum8rDIG2qwl9I6VpfUfX1lijaRtHluWsVhWurynKCZttHTu4eozVV1kPyuKR7HOtDEUxpq4d26olqBzXW84v1mwaj8qL+DwJBBMzQlUUbdV6p3cVvAIlpS2EQJGbWF7eUlUbytGIrmvIVcF8OqVqGvq2w7ktwXra3rJarei6nqra4l1PpiVw5Z1k0tRNTVkaytLitq1k8ipFbg2tdwTf0/fSSr5rHU3dMR4bXnnlHo8eP5BnJjGYFRyu7/FOUVhL3bSxzDcGpLynMBpcz+l8RlVXBDQ2txSjGdP5CTaz2NwwGknXxzt3ChwFWVGTlye0XcdoNJFmAS8aw3pWIdc7zi3XussOG2p/PXNm4GoNO4gbS9nO8D1cv7dW/qikwUc384Pu4LCevn6Iei09iaHVOjwdELiW5bN3qKq1lCLtl7Ttf38/oLNvmzWawPVuv/sHbvudxXaH31EaQFuzK38KQQ6oZIhkndm6FnyPVo6iyBiVcvD/nW99g/PLDX/hyz8IXpqySNOgFT52mrZZttu3X4lwh92B55D1I5UtjlI7jAl0Okd7xTZA2/a4IAE+bWV+6zvPuu5Q9GSqZToZMRrNsNmIzAe64Ohci4tZeMF3BNfLGQrg1VWpFmrIGBMtp/0sroG+7+JVfSprPq5hg6TFX3/+xQyxoQxwKA202sTAU4gBZnctEPU0BxH8AaRLSTzREwFmorihiEIOmQB1XcuJgjbSclSLbstkMuH4+Ii6qnY/t1qtyLJCIntBsoa2220s1wk0dYNSitVqtcvskS5ORzjnKUYli8vL3SlAnhc0TUPbdeRFgfdu1wbXx0hjURQ756uqOnbjErLM7spbJJMHmnjCtz8BZVnGYrHYCUsPN4y0U1fMplM0cvo9n885ms93jhx8oG3anaBmCIHJdEzXdozKgrt371FVW9qm3XVH01rtUniXC+lqMp/NY4v3DUqJeF3TNBwfH2OzjLGRThGXl5eURUnbSDr9ndNTlFGcn5/vAlYARZ5TbbfUdUVRlvRdz+nRlK5do42j2i5xrmY6ymnqZRQnLclzy5MnlxwfH3N2/pjRKGcynZJnkiEyZEEVRcHp6Sl5njGbTWNW2Db6lEx6J6enbDabODl0UahahKjLUlrLVvWWrm0ZlSParqPteybjMT/0Qz/E2dkZd09PAZjOplTbandtFovLXQDxKj3vymllc6C47vqHz3Av93FDiLoqLxome8lOs7sJ+OohAvunDvst45WSySsgJycqjqN0x1NSuhIfqCF48jzbPdCuHk4SPK2323jSbPCuJ89LJpMRViuaKFTqnJPyEmvwocNmmqatAbW7NkUxIi9Kik5+r/eOrm2YlDmT8ZhHjx4wnU44PT1lu91ycXHB6fxY9MW04uH9R2wKKUu8e+8eznvOLi44f/KE45Njjo6P0NrQNKIVVtctWS6d6bxvo5CsJc9y6TqXZbhYCmWUoo+ZMVbp+PCXE3ZJqAi71rTS0SiPYxcfSiEQlARibZaDzuiHFPer+igJMmmNsQbnJMuuLHO22y6WU0nngqHD3bCI2K8uHuYhwlMLJoasFAlMeNfvysDklGLQ4YlpvV6CQlLeI5oR41G5S/kVXbYeq83O59pWgvkKdsLReNk49Z0E6utWSlS6rqPv5JlyeXnJYrF4fof5DHHesViuYqlNhrFXenPaKJSSroRtJ61MMwxWjt7Q2kopkzXkucX1DV3fEbyjLHKssRSZxSoRAO9DEOFFndHFjpMBaWus0bLZzAxKK45Pj4HAdrsVna14T3W9dPfSVtpUyyFJQ1vVjCeldHUKgc77XfmssdJKmkFLL0jmVlZkaCyr9ZbNRgRelbaiRWQsi4V0yclyOdH0nSMfZfRNhTbQtZ7zi4sYvMoZTyaSxWMsm0VNnk/QJqftPe12zekrR2R5iTYWFaS84+JiwWg0pizGgInrCtG+08aig4gdG6Xp+w5jpBU6KN577z3efON1NtWW+eyY5WKNaIVZCYLVNZvVitO7091axwVHlpW0JqftaooyI88N73zhHR588B7f/MYf07y94fh4zhuvvsFqvY4aewpvLXW/weqMIp9IqRoFgQ5jJQirtLxv76GNmcagULHce7uVzB/whE60xGyW0dY1VSXZCyIC7yQTzXtyI+KaRC2Y8XhCZ5xk4m63bIs1ozJm4gbIi5zOSwabMbJBJvS8YLEftDZM58dsVxsJCRq5rqMyZzouGZUFaEPTB9CxnFFJK2mT5aLxFjo2m4on55e4foK1hs73OBXAQFd3uM0manWJr/exW21ZZKyrDbQd2BwCdA24vqF3HVUT76XO8fjsjIv1hsb5+ByOAfYYJNcotlXNgwcP+PIPfEme+SanabY0dYXREEIPBEajkm21kQ6AuNgtS57XWZ5RjEaxHbN0Euq6Fm08yvfgW0LXYnSgqytCkODvxZNLnEOyYkJL7wxZURAj+hDk2df3kiks2YgSnHataPk0TUtV16w2PetNS9U5ch03jlhA/k4Aj8PYQsSqizwmEmqapkYh2YPltERvFX3XoMochZNyTWT954OUazVehNS7rmOxuMQ5ObgJypMXGUVuCcFTZhp8j3eeIrfxeaowJjCfT+n6QNv1jMZj2rql60Sj0+SK+dGU7UZKTXFegvXW0LQdDsN6W1E3tTSWwdFsK9rtltB1HE8nzKcTCZh1LeV4yunJXcbjqawXyoLG95i8ZDrTKLOmDRd0mw2Pzx7z4Qf3b8fBnoOhQgQQrRS4tldRSu3uhf1gzT7DGnQXIAweKcGW+V2qBK4HcJ7WxtxfL4tOE9f1hsJV5ry8B+wHCYaM5mE9tB8E2Q807Jd8ucAu02e/lGi/c/N+QCiGda793cPvfPo9Q1xsSmergOo6JNAjYzJkaufWMhtPKHMrwRMauq6mqpY01YKT0zmLJy0PH97n5GjOuMxRyjCdzrBWysHbmOGzP1aD7Mm10rMQyHOF8g5rkKyfYOi9po1zmw9DExMY5SWbTcXR7IT5xBBci3eei/NHOKRaRSlF0Bajc9HXVQGtcrQ1hEFCIISdBtLTY7p/TZSWKN4QW/u4kq2Puwf3A2/DeruPnY9318h/NFttn4MI/mitmUzGrDeb2LFjvOtY1XXdThAthMB0OqVpW5SG3nuMzRmPpxhjqesGpQ11I69v2p6uE7X7vhfnybIi6mdcpUgdHR3tWuA553C+RxvJDhqNx+RZzmq5lPp4k+02os55NlVNkUvK+9B2fcheyPMcOSwIu/KoXfmWtWy3m126XlkWcRMqZVxDPaqUJGVXJxEGqqrGdZ20igeWy6UEeSYTqmYjtYkm45VXXmG9WWGMoteB0bhktV7ssnJmsxlN11AUBQ8fP5C28kaikRcXF9Guks1mQzkeMZoM7ednu8DSeDwRbSMli9eLiye7khilRcugrmo2qyXOSTnaZr2gWl/ynXc/5PR4yr1X7/HVr/4XZnPLqq84PXmTo7uvsHz/nNXiDKVLzs9bwHFxcc5yKaVdb7zxBpv1mi9+8YscHR3x/vvvozW8+dYbtG3LdlNxdvaEh48f8corr+x0oUQn4pLNZsPXv/5HIsYbJ+vRZEzfeZ48+ZDReMR0OkE3oldUFAXrrbT7rtdryexSRkSo7ewjmTAgjijlf+ZapP5FIYRA17TxZNrGycnsJq5dOmssH1ZxV7j/V6oY5AkxIq+UaNX0exOTdCqID4fY7tZFgci+v2qT6Hwn2SlGUVcNLmbbWRMfZMB0OsZaQ1Vt6ZynaXqaXkSEg9L4IFkETVOjlBGtkhCYjEtsNsIYCQZut2sM8OjRQ+7dOWG9XPDtb3yTH/7KX2I8mrBZb3n86BF3797h6OgYrSyPz57w3gcf0HYtb771FjazFKOCyXSCNYaubdEovv3Nb2KM4e3PvUUxmuKdp2ta8lGB7+X0IJdcdoyyOC8nd8V4jAKqaku12UpZRJahtMZ1nQgUKo0dROS0lGQqJQE6m2WxFajBxEAALqC0CEcPc2AIAaMMbd/JSaWxBNfFzl4SdAr+qsyM/bKMpx86gaugZ3wwKgJDjXwIV+8dYgBIGxHDt7n8bcaIEHXverKoY9T3PZqrrmY+LujqtqWO5Zp939M0DZvNltV6w2ZTsV6vWa+3Ini/lS5rw/u+SHgvujOZNfTe07QdRkv5gGQLxG5UnQQe8syijZYOh65HK4WLQTDvHJkR8d2j2YS2qcFrOUE3Gpvn6Eyec8GDURqTF/S9lIgp7cnLkvF4jNHSclobC4hulWt7aXse9VuC87R1TbOtCL3Douhit8S6GTQnRhRFEYONCuWVtBkPHpRmtd5Q1dIpyXtwHo7mxyyWi1hH73b6bONxSe9Ec6CpRNxUacvdO3eZzGaiY6Qkg9RjKEYlAcXZ+WOcD8zmc8mqUx7fa1Yr0RY8Pb4jrbaRQIiLGVLWZijv8X5DFwPaWhnQRL0iKemxJsdox3yWY1WOtYaiNPiqYbG4ZDKbM5ocoYImI6NqeyaTI2wnrbGNCcxnE7o7d1hcPObiySOCbzk6OuHk6BizXoo/BdA6UG+XyHpToTKDMdL5KS8MQTVoU8RuOE2cB0Q7Sp77UynraWvqrkM1Dhu7CPadY7m6IATRJDRKSReU3qOQUv2u61FYimICdLi+Y7VcUORR6Dgr4s8GPA6tA1oNAacXC6VERDsrcroomi26Nx6rA7lVoCVbh15aTXsfUDEwq7VksKy2W+4/fETwd5jPJmAN5XiEzjLWizXr9YblcrkLeLtesgCNUpR5To8InrZ1hUM0MRfrNeNxTVHOMNbSBtBZjs1zlK4ZOvaJcHwsJenE586enEkQ47URubGsuw6jZS3ctj3aitbIfD6lbRoWl4tdyZ6PGdJvvf0mb731NnfvHONdjcFT1Rvapsa1NUEH6cbqPdtui9aa5XIrhxgOai+l0dZa2qYBlAQZkYYtSivJSFOavm/Z1I6qVZydr7m4rNhUPVgLXUNRFrFTmGgdOTzKOfpeDmlkDT8caEmJ6qDnMp2OadtBq0NKruSgNGezbWjaRrK7CDEz2u7ug8xmaAJFntO7Hl3kZNbQ7MrCAqPxNAa894V9Ic+lNHAymXJ0YshzxQf3H7NcNuT5hJOjI3DSlKVzPe/f/5D33nsP6+FoNGV9vuLh/Q/JlMKFwGg8ISiNaQ1FmZNbCWQ3HVgKlMrYbhds64bL1YIHDz/g8aNHPHn8hOVieRvu9VworXe6rEN2RRjWMUhMMXBdoBk+fu0+yBTsymwiOlzPwhl+/uOybMQmSRPZl1G4Vq71lB6MvMbtJCv2M3+u/V61J+asJMtlCBoMa+rh8/3X7jJq9HU790uS9jP5h+8pwJihJTlxzpPmBs65WP3g2GxXVFtPZkBr0Smst3LwPptOePXV1zBK9uiLxYIyzxgVBYSrZkqDHVcVAlc2DZItIJmRm6qj6QKd6+i8xpsc7xROW5SVa5hnjlGeM1LQNVsumoB3DWVuuXcyhRBwQbQwO2/og7SG73yg8x24/vrGB66ti58OxOwH3fa/pvbuxeHnhoZLTwf2hooagMzYj1x7/TH37MBBBH+C97H8SGr2m7bD5jmh63BVjTVXWQU+DGWYSrJ6vMcaQ4iOk8dNvLWW6XSG0Yamlk2eUZq8yMCHGHzZ4vE0rtl1shicWS6AbFAC0oLZxvbHXd9itOXunSPqpqLaVqAkUDIalTFg1cWATb/LnLm8vIy1lSFqFuQYy07XZIjgDlG/qqqiY5tr5Vt5nu9aWqs4ft77mH2ksMagFFSxLETSwDyPHz9mMp3uNkRDd4flarVLr9expKMoCtbr9S7N3uZZ1FPKWSwuadsulrVdTXiu75nP57H0LWAVrFcrOdGMGkjn5+ecnz3kt3/tq5SZ49V7r/Erv/Jtmn7F59/+HDYf8eorX+L9Dy+pm55xqclzTdc7Otfv9JiyLOODDz7g9PiE+/fvs9msKUvRIFoul7Rty8OHj6iqmnuvvLLLYBqCftJRCO6c3pHFlpIOAHXdiCD0ySnO9dLJLQSyLKccjbAx42nQcNL26u8fItvDZARDdB6ChIT56Oxw2AwTz5CWun8SMTwghkl3PxIvYudDd6rrdazDz+zU+q2UNWQ2j6mcevf79+2w1tLVDW3Tst1uaZpaukV5j8kKvBOtLOnqJSLwMmlKqmieWVAepQNd38bJ0WBtSeg9k8kxbeuZTOfYPGd5eU7vWurthlWmef311/nTP/1T3v0/7/Kl7/sS282Gi7MnfOc7f8Jbb77J8ekpo+kUm1kePX7E+cU5Z+dnTMYTzs4eczSfMy5LtqsVm+WS1157nabucA7arqeweSz/quJpbhcDqyIgqGPQbLNds16vCV6CY7vFtXdSwqVji3etMVm8F5WcRimthzJ2hvSNa4+kIFpCWTmKJS6Wpq3xrkepIC2nh3Iv9oS9/V6t8/4vHGrB92NBQcQAiSeqci/slwRezYXOeXrVs1guRfx6VNK2reiceU9TVzR1zXa7Zb1c0sRApYsB7raR7m9t2+MB0QiTbKk8KzDTgq7v6TtH13fAi5PG7r1ntVqS2YzJZEyWjUVgNIhwedc72rYny3PG44mIK8buTEoFRmUW07pFVHdcxHkwZp70fY8yGVk8hFBRUEjEGg1BBSkTcx2jSSEbGi0NFZQkNNB7h3PSTWgyne2Cdm3sLuP6Xk6648IpBEfT1JSjUjaS8R5TQ5Cv7TG5ZANV2xrvFSFonFOiVxOgqhrqukHrLGpfyTPUGEXokRJI76W99PEJWVagbY5zgbbzGFtgrAgZnz0553PvvCOlmAyZbnB5uWA8mjCfzuOmTuZ2mfcM3vdkuSyv5KBlTtd39DGDyWhN34u/Zrakb9sYDLIE5yjLMduqYrlYYIsCdE5ZlLiiQHlD0A1dK/ZMpiV9N8N1W0KQrinrtZRvTSfHMdugxWY6CqxvAUVVe4piQteJyH45OpK1Qb2lKCSrtmlaKa3veilvUIaiKKnriqbZEjLJ7MqzDLxns1lQ1SJwnJlBd0Uy9Nq2oWtrcgvGQJ4NAreVrCd8ICjRNPMx0G+Nid2ePvkE8xAJQTKwfWywsVwuWS1GbMcZs1xRGI2xAR0Uru+o6pouSIYiYdg8KbpO9C793RMpz8wzCWr2HcEF2rZjuVrv9A6D9zFrQaFNhtEq6uH4eB07Nm1N3XhmR4bJbI7WFmOzGNyMWQhIJm3wDgJMxxPGo5L1esVytcZ5Ret78ixju9libUFuJWNF4VFGAls2itK2bUPvHHdOT3nnnXc4OTmRYEfn6V1N39R0bYXVUFUb+q6VzLm+FzH10Zh2sUHHQ4A8z0RaYde1V5HlksmklazR6t39W7Jc1iwWW1brioB0xuxbyYw1xpAbPSQR0XtZ9+02lFoCWkUujSSGTKa+k2z33vWoTkkXvuDROmM2P6JzmuVqxcWyoW4qhqWy1pIFkRnJ2B2C8iLybih0BsrG7mNayryajrb1OBSZKXZ7IqMVd++ecrlYs9103Dk+wvnAZr1Ga3muPnj4kN/87d+hWm6Y52Me33+EDh0nJxNQntVyQT4ax7WaY7G6wFQtKh+zetJQtQ0Pzz/k/uP/y/n5Qx49vk+9qei7nq79aBfOgyceQMGw2ZY9zy5rluub5xAPNvd+wbVA0LAHc172XyH4obrp+tvGf3eNdvYDNNdeftVtWkqe2SsjGrqBKZTZsyH+rv2gwD6S+UPsYncVQBj2RMMedD+I4pwDr2K3Mb0rYxIb9LUAWXxTAnEOi6/FX+15lDKikaOcVLVkGeMio29bkQhRBbPZBIIcGFgjmVSj0Qg1dC+M1UFNeyW4vV91MOy/dqXU1qK0ZjSZYIIGLL0zeDJqp6idY9s2ONehLYxKS1ZaMjMnKIPSHbkOjPIC1zW0bc1mU+N6h+/VLuNd64Ay2a6CYRiWEK9l3/l9eZ/dNfq4zJzhb9hnv7pieM3uZ8PVIl6F4V2HjnGfzEEEf1CKPC/Qw8LIGrZ1jQ8wmc04PTpmsVhIUCE6hI8BDckSkEVXHzd5QxR2NpuxXC7xBCZlyXgkAZjgPX3XMZ/NQIsav47R4K4TPZ66btEm221286LA9R0udurSuWHoWlKWBcFJgCPLMtbrNU3TUhTy/yHQJJpCIsI5aP54LwvR8XhMta3jRvtqIhqNRjRNtxOyhkBZFHJiFEIUApQOC03dMJ/PpYV5U2O8jqVmknY+P5rvhEEnsfV8vteWfViYe88uGNY0DXfv3qUcj6SrR9Uwm812Gi9DQKrMMzZty9nZGcfHxyKUHK/FdDrl8vISpRSz2YxvX1yQm8DxtODdr/8f3vzcW/zIX/kJtNsS+gLfFZw93jKZj2j7hqbzlOURp6enPH78kK7ruHv3Lk3TcDSb8+DBA9l0NBVtKyU1r776KvP5EeVozOuvv85yuaSqKpxzeyLUOUPHKK0UTduhjaUsx6AU09mMrmvJrGG5XLJcLnnl7r1rf79kvag44fQ0TY0x2V50P6Y86qEu/cUL/lRVhVJX6bL7QZ/9TgT7Jx2SSecJXHU8GyLau5OIeM+5cCWUDaL5pWLJXF3XsauMZFBtt1uqekNdiyiqKgsJqIYQsxtyWZBWm10AFjxlWTAelRA6tPKs14uroF45IUeTZSO6uiHEDKTeOfpONmwffvghb775Jvfu3ePxoyecPzlnNplTbyqc6/mDr32N09M7vPn2W3zuC5/nne97h0ePHmGs4cH9+1JOslpSxWBoZixt23H+5IKqrhmPx+RTy+WlBFaNMXgnD8ksG+ahwGa9pG1jQNIavFNgTMyQkmsmnXrk8753NE0fTyDj6YMiitCyd6oZr3d8cHgni1yjDbooubw8Rxu1K4GVVFO3J+jsP/IgG0q5ht8+nEIEFFgjAta+j10nVCzrbXbzah27xbRa8+u/8Zt861sf8tprU5paAjqZlU1ikVnKoqQsrlpCq1irL+1NZfHetB3B650IcgiyAQ8+Com/WIk/OCcbw9OTU7LMxs4lUqLRNE08BMkoijHeB5arJW29wXvHdDqKZSaKciRtfQ2OvpeAadtJcLQYici+BzJtYg0hIt5bbWnbmnJURCFa0exRaNGFCoH1ckVRjjm+cwdjpVlB10nwZ8iOza0m+J4szyTw6T0mlpANwuBd18UFjRJfqiqatmO1WFFXrZT93rmL82GnGSYHHJqiLNCqR9rQCyEETu/cIcvzGMzPWK0WorllpbPOYilZsqd37mCMpekaOUXcyNxyfHyMxuwWm9pYEbM0BpRsBoZNpM0ynpw9YX48l+YBuWh5jcYzbOaxRrFabjg5GVNtV8yO5xRFKcG9sqCcHWH6XkSnu4Y+ZBilZP7KLfV2TZaV1JVkE6N6mrYlhI7ZZEbnFd43SAO0FmMtaE3b1qAyNtuWUcjIipLx1FBtlqLBYzI2mw29c+QmR+uwy86sNpKlXGaiU5PnOX7V09Y9xmT0LRTZNOqj9LtnRNt6CBWTSUaWyVwzlKmPkMMwF3ULtFKi2/UM7YJDJHhPvVrTd471akN1cc4odJwWluNSGgkY6+kc9HXDZiVlV/WminoxMt8rHRiNCk6P57x+esJsLpoyj5+cU5cZVWFZrz3rqpIdR5C1hjGGLCAlltbGIKzMwbmVkimlPKGXUqvQDs0HFCgXBZ8DxmhmecG9+QxrRMj2crmibh3jXDJtdcyKMVrj+wrXNXS9BPm972naCq0C09mEN954jZOTU7mP+y3eNfh2TV9vyQjo4MF15Ebx+MklqAxrC9HFaRtmswnNtqfMx2RBsuhkHSf3HEHRdI4Q9beaDi5Xax49qVhuWjwGEwK4HtVremLjDy16dl3jMEZhgo6ZCpJhEbzC9zpuwERnaBCi18bGA+yGkR7LWr0YSTaub1ksLqmrCugpctFUyo1Ba0cWSyd9cAQl+ptdF3VDGNZVclBprKGpG4ySrm24nlKNaNueaTlhU9acHk/wKtD2J1wszmm8p64cv/M7f8jZg3MyZVlfXvL9X3ybO6/8ALPxiG21Js80tdO0vWO9Padqzgi2oOl7FptLHpy9z+XiMdV2K0H3zoOLGWEvGMNeb9f5KkgX1P31ixw4xCYVWj4Lu3noeubOsL71UfA5DEHcPZ7OHtrfxOu4N/Du6meGNbbsG6Igufd0sStUCAGvrg5dh4/9rJAhkLNfGhTclSj1sE/eL/3ar1iAq0O4IStaKYWOurRPdx8bsqhc8HF+uT7u1mR416PR5GVG6FvW6xXtto9rNIN3WjLoEDvk8NNiTUB5OYCcTieM/PVxHbJihj3ncB36vpc9vgk0raOuA5tNT+ctXlmcUngd8KGnb3se1RtypcitRWmLNg7lar7w9lvI+UagKK2IOGcGjMwhfS+dA53fz9IbrrF8DAG0p++b/XtkP3tp/zo8fc/s//7rJYqy3v2kIOA+6lk1YZ8VSqnHwAY4u21bPoG7JNtuQrLt4/l8COGFaJOglFoB7962Hc8g3WM3I9n28STf/N6Q7q+bc8j23ZZtL4xfQlrTPgeHahck2z6JF80303PzZiTbbsZB+uZBZP6EEO4ppX4rhPAjt23Lx5FsuxnJtpeCdw95nA75OibbbsYh23ZgHKxvHvI1PGTb4LDtO2TbDom0pr0Zh2oXJNteItJz8wYk227Godr2ojUfSiQSiUQikUgkEolEIpFIfBek4E8ikUgkEolEIpFIJBKJxEvMIQV//uVtG/AMkm03I9n24nPo43TI9iXbbsYh23ZIHPI4JdtuziHbd8i2HRqHPFaHatuh2gXJtpeFQx6rZNvNSLZ9lxyE4HMikUgkEolEIpFIJBKJROLT4ZAyfxKJRCKRSCQSiUQikUgkEt9jbj34o5T6a0qpd5VS31RK/dwB2PMnSqk/UEr9rlLqt+LXTpVS/10p9Y3478lnZMsvKqUeKaW+tve1j7VFCf8sjuPvK6W+cgu2/YJS6oM4dr+rlPqpve/9w2jbu0qpv/op2/a2Uup/KqX+SCn1h0qpvxe/fhBj96KQfPOZtiTfvJltyTe/ByTffKYtyTdvZlvyze8ByTefaUvyzZvZlnzze0DyzWfaknzzZra9mL4ZQri1D8AA3wK+COTA7wFfvmWb/gS4+9TX/jHwc/HznwP+0Wdky48DXwG+9mfZAvwU8F8BBfwo8Ou3YNsvAP/gY1775XhtC+CdeM3Np2jb68BX4ucz4I+jDQcxdi/CR/LNP9OW5Js3sy355vOPYfLNZ9uSfPNmtiXffP4xTL75bFuSb97MtuSbzz+GyTefbUvyzZvZ9kL65m1n/vxl4JshhG+HEFrgl4GfvmWbPo6fBn4pfv5LwF//LN40hPC/gPP/T1t+Gvg3Qfg14Fgp9fpnbNsn8dPAL4cQmhDCd4BvItf+07Ltfgjhf8fPV8DXgTc5kLF7QUi++QySb97YtuSbz0/yzWeQfPPGtiXffH6Sbz6D5Js3ti355vOTfPMZJN+8sW0vpG/edvDnTeC9vf+/H792mwTgvymlflsp9bfj114NIdyPnz8AXr0d055py6GM5d+NqWy/uJeueGu2KaW+APxF4Nc5/LE7JA5xTJJvPh/JN18ODnFMkm8+H8k3Xw4OcUySbz4fyTdfDg5xTJJvPh/JN2/IbQd/DpEfCyF8BfhJ4O8opX58/5shhIA47K1zSLZE/gXwfcAPA/eBf3KbxiilpsB/AP5+CGG5/70DHLvEn03yzZuTfDPxaZJ88+Yk30x8miTfvDnJNxOfJsk3b07yzefgtoM/HwBv7/3/rfi1WyOE8EH89xHwn5B0sYdDWlb899HtWfiJttz6WIYQHoYQXAjBA/+Kq1S7z9w2pVSGOOK/CyH8x/jlgx27A+TgxiT55s1JvvlScXBjknzz5iTffKk4uDFJvnlzkm++VBzcmCTfvDnJN5+P2w7+/Cbw/Uqpd5RSOfAzwK/eljFKqYlSajZ8DvwE8LVo08/Gl/0s8J9vx0J4hi2/CvzNqCT+o8BiL+XsM+GpusW/gYzdYNvPKKUKpdQ7wPcDv/Ep2qGAfw18PYTwT/e+dbBjd4Ak3/zuOdj7K/nmS0Xyze+eg72/km++VCTf/O452Psr+eZLRfLN756Dvb+Sbz4n4RZUpvc/EOXrP0YUuX/+lm35IqIS/nvAHw72AHeArwLfAP4HcPoZ2fPvkXS2DqkL/FufZAuiHP7P4zj+AfAjt2Dbv43v/fvIDf763ut/Ptr2LvCTn7JtP4ak2P0+8Lvx46cOZexelI/km8+0J/nmzWxLvvm9Gcfkm59sT/LNm9mWfPN7M47JNz/ZnuSbN7Mt+eb3ZhyTb36yPck3b2bbC+mbKhqTSCQSiUQikUgkEolEIpF4Cbntsq9EIpFIJBKJRCKRSCQSicSnSAr+JBKJRCKRSCQSiUQikUi8xKTgTyKRSCQSiUQikUgkEonES0wK/iQSiUQikUgkEolEIpFIvMSk4E8ikUgkEolEIpFIJBKJxEtMCv4kEolEIpFIJBKJRCKRSLzEpOBPIpFIJBKJRCKRSCQSicRLTAr+JBKJRCKRSCQSiUQikUi8xPw/ZAgvFzsv4OkAAAAASUVORK5CYII=\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "from tensorflow.keras.preprocessing.image import load_img, img_to_array\n", + "from tensorflow.keras.applications import VGG16\n", + "\n", + "# XAI 알고리즘을 불러오는 부분입니다.\n", + "from tf_explain.core.grad_cam import GradCAM\n", + "from tf_explain.core.occlusion_sensitivity import OcclusionSensitivity\n", + "\n", + "import glob\n", + "import matplotlib.pyplot as plt\n", + "import matplotlib.image as mpimg\n", + "\n", + "# 깃허브에 준비된 데이터를 가져옵니다.\n", + "!git clone https://github.com/taehojo/data.git\n", + "\n", + "# 원본 이미지가 들어갈 리스트 만들기\n", + "images_originals = []\n", + "\n", + "# 원본 이미지가 저장된 폴더에서 하나씩 불러와 리스트에 넣기\n", + "for img_path in glob.glob('./data/img/*_0.jpg'):\n", + " images_originals.append(mpimg.imread(img_path))\n", + "\n", + "# 코랩에서 보여 줄 이미지의 크기 \n", + "plt.figure(figsize=(20,20))\n", + "\n", + "# 원본 이미지를 코랩에서 보이게 하기\n", + "for i, image_o in enumerate(images_originals):\n", + " plt.subplot(5, 5, i + 1)\n", + " plt.imshow(image_o)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "815fff9e", + "metadata": { + "id": "815fff9e", + "outputId": "2765fb7a-0e78-469f-cc59-100875dec161" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Downloading data from https://storage.googleapis.com/tensorflow/keras-applications/vgg16/vgg16_weights_tf_dim_ordering_tf_kernels.h5\n", + "553467904/553467096 [==============================] - 61s 0us/step\n", + "553476096/553467096 [==============================] - 61s 0us/step\n" + ] + }, + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAABH8AAADeCAYAAACkJKzaAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/YYfK9AAAACXBIWXMAAAsTAAALEwEAmpwYAAEAAElEQVR4nOz9WawuV5bnh/32ENM3nPncmeTlnJlkdmVWVdbUXVVdbrXcgiWobQF2q92GIRgWYNiA/egnw370gwDbLwZkwLAl25AMP8iA3K1Su9XVc1XXmJXJTCZn8pJ3PuM3RcSe/LB3xBffuZdMMt0pkoWzwMtzzvdF7Nixx7X/a63/EiEELuVSLuVSLuVSLuVSLuVSLuVSLuVSLuVSLuUvpsgvuwKXcimXcimXcimXcimXcimXcimXcimXcimX8vOTS/DnUi7lUi7lUi7lUi7lUi7lUi7lUi7lUi7lL7Bcgj+XcimXcimXcimXcimXcimXcimXcimXcil/geUS/LmUS7mUS7mUS7mUS7mUS7mUS7mUS7mUS/kLLJfgz6VcyqVcyqVcyqVcyqVcyqVcyqVcyqVcyl9guQR/LuVSLuVSLuVSLuVSLuVSLuVSLuVSLuVS/gLLzw38EUL8DSHET4QQ7wgh/pc/r+dcyqVcyheTy7l5KZfy1ZPLeXkpl/LVlMu5eSmX8tWUy7l5KZfyxUWEEP7VFyqEAt4C/jrwMfCHwL8bQvjRv/KHXcqlXMrnlsu5eSmX8tWTy3l5KZfy1ZTLuXkpl/LVlMu5eSmX8rPJz8vz51eAd0II74UQWuA/Af7tn9OzLuVSLuXzy+XcvJRL+erJ5by8lEv5asrl3LyUS/lqyuXcvJRL+RlE/5zKvQncGfz9MfCrn3bxtNoOV/ZuUhQF9arGOw+AkIKizAGo6waBQAgBgFKKvCio6xaJJATQSiMEaCWQCkIIICD9j6ap0RqkzHFOgE9laRAiXeYDCIGxFiElzhmMcRRFCVIQgo/l+kDwnuAdIXjKIqdtwLnAeKKQsiF4gzUVdZPhvCeEOUVuKPIJhJLgHT4EAhqkADxSOpzzhJDhrENJgZKK+eIMqJmMt5CiACFx3kGIbaKUAB+QMuCCASTBa3yQmNYQgkNngSBaFk2NVJJplbNY1OTZFNM6siwDEXCpDfI8wzuHtY66blBKopRCKkXdrBiNRtR1Q1GWNE1NnmfMl/PYF1qztTXl5PiEsipZ1TUE8N7jnCfTGWU5IgSPkprgMoIXCCxCaLyToALGNWxtFZi2RUgZ29k0nJ6egYCizBlXI2bn5+zu7jCfz6nKisXCImXBqm4Yj0ryTNG2Fu/BB4dSsc/b1hOQFJlCa0EILo4dHzAGXAAhwbSWLMtomyXG1CDBBw9IynxEUSjKCpaLhlxP0AqUlASrWdVgnGE8dWRFy48+ePtxCOHwX910+0LyhebmuNgOO5OrQPQQDIE0By94DIbNT4QQhPRhCKGft7GMOC8Fgs7zsPs++G7Obt4nRLo2BEJ3feqb+Hn/4DiX+7IDfYFP1G/4GhevC2lRGNyTvg8X331QnxD8U64Vg+u6d1s/c+Mx4cnSu6/XrygG34TUJ8Nyh9eEJ67rfsY2/bSHdHd9uvR9MnzexiD41Du7Gj1ZRt+Vof974+W6cRICYuM9L9yHSH0Rv5dCEkhrNgEpo91DK4XzDu8DeZ7x/t0ffllz8wvNS4CtaitcmR4SiE3j097kfdcJqV3TX12fC4jvf2HOSSGQUiBF6vzUlt2YWQ+uQelh8BQhiY+Ocyv4OBdCiG0e52m30QbWRXZ9FOIeI4ZzbDg+0kc+IKWIc70vR6Q2iHtMCHG8r6d3Nzq6P8PmbH9iPqafAYToxlr8J9N33T8Qqe1kHHuCdf0EGO+ZWYOuSiYBMh8IAhbO0jrLNM8RUtAIgfKQOY93YD0EoZBS9y8/XCs2e3fjwyf+FH0fpdnXv6NYv6tYv3NIbbRRVqC/P6Qx4X36F0Jsdx/HXwgh6jah+3vQJ4F+b3iaDFS2dV8AD89/8rWZmzujvXBt+xY+va8UMo5RhuPO473De5vWpDQPpEIISWebDYF+bEnR/d61aWz/4APWW5yzeOcJCISQSCmRSqKkiDqo9/0yqrRCSdWXLYjz1dkWa02vX0qpkUojpErzN80DubnpeOfwwSMA5y3OW7z3EEAqlfQ/l+anT2MgpHEnkVIhhUDIpGci4prmff8zzVCkVKl9husT+H6dIdVTIIWM+nWI47T/vNdnxeaYDwHnLME7un0TIHhwPu2jMvaPkAEpQQoPwkMIqX4apTRa50ipCID3AWNbjDX9WUbKtJaktTb2hYSQxkuaQyGEfg1tmhrj2tT/Pt2nUEpTFiOk1AghCWneee8IwcV3Ci79HdbtBvGZgkGbKqSQKKUREry3OBv7lBDSGBUoKXm0fMisPvvU3f7nLF94bm5XW+Hq9pUv/qTPUIb6PerCDUMdc73rPVlet4/1Ole4qJB9imxc1i/Qn+vWJy8Smy/wFN3wST1zfcHTHndRh3xSTRT9D8FThpD4lD/EUy/4DJ3zgnyutnnywqc1z0+XLzA1nnrpxY74/PLg7CFny6fPzZ8X+PNTRQjx7wP/PsDe9Ar/m3/v/8QLLzzPB+9+yPJ8hQgSpzwHNw7Y2dnm7Td/gjAC7yxeBjyef+1f/w3+i//PH6IYsbd1wO1nb1PqjPFIMJ5KtBZ4AsaDM3B6vkCpBaPRHnc/nrO3PeHjO/e4fXuLybSCEDcUVbQEjpivAovliCAVdVtTG4sTglGZE2pDLiSubjjYm1JlBfNjRds4tveOKKs7zOd3eeuNZ/nkoxeZLRZU1R/zy7/0mIP9bzKfP0MmNUfHK8a7zzEzFplLCCs+fO9jbFuylee8fPuQs7NTrDtlZ6tBhIyt6TMUowkffHxMnhU4s2A8kmyVFfPzu2SjOdZNOTsZMR5t8f/93d+jEPvoySf81r95nTuPZ7z3/hm3r9/kj//gbXZ3XuHqlZuMtwpmzQnFuGSxqCG0PP/8TYTM8C4wP50zX634sx/+kDYYjPdkWcnrr7/G7//+P+HDj97kb/2P/11aD++89xZSKb7xyjdYLlaMxlt8/PFdvIc/+9M/ZT6bkeclN67e5Hvf/U1Ec4uHH9dIuaTMJOfnM+am5eDmFgeHAWtWLM4XvP76C5TTin/wD/8RDsv7H7zFL//iL3K4f8C0KmmWBrNy3H/QovQhf/b9N9nbGfML376NFB4fJDs7+0gBTX3Gj378gPkiJ9eCyUgi1Jy9PYkUjtMjRe1L9Fhw794Rha5o6/v85N1/yd71CStj8D7ncOsG3/n2q3zjtWv80//qT8jclO99r2J7LFk+eIm33zrnwcn7fPOXG1543fONv/Pf+PDLmnefR4Zzc3t8hf/J3/jfJyXerw84rDe8qJysD2l0wE8SKSUhBKy1/aHbuagEKqV60DcqFRLvfa8IdQe5rhxrIwjXNA1aa6TotGvZ17EDFIbAQFfP7tDrA0ih+kPfGjBIv6tYz+75Sqn++RDBTecc1lq01v2hWoSoWPqkaEspCYC1NoG0KirEg/aTPZg22BLT8521KKn665VSSRGMCnNXVjykC5xzKKX6umut+2uklDjn+s+69ggdoKZkf03fb4L+mc65/jnD8vox0XeF3Ci7k65eXd26+nVldPcM+y/+ntrNuv6erg+MMSBAZxnGxbGx0b5B0jQNW9MpxrS0zQqtVQKyBQeHBxwfPSYEODy8wn//f/3i12ZuHk4P+A/+e/9bbADjPHVrMMbStA3e+XigIER1XoJWkkxJMiXIixKlND54jLEoCVVZUBWaPFMoFUA4lBLpkJfmV/AEMRw3AiEzEDnnK8PZyrJqA3lepfZ3GN/QmprgPcIpcAJjWoQWWBdwXiKlptSO3e2KSktUPP8AktaYeG9ElCB4qiJDqzWYaZxmZaCuDavG0BiHdT4CYSECUfHwEg+Azrk477oD0mCNEUkNzdL6kqlAriDPFFoGchnItCTP4qFaa0meaUZlSZbl5LkmKzVFlRNEQJQ5P1wuePvhA/6Nl19i17Y4KTgtFLMy42R2xpmDH935mF/e2eUX8zFmAWdNRi0n6HIbKQoCICUgHC4EfBAIsjRPQwRh3FAl3Zx/QkqkWh/2pcri4U6oeODWKh2qo9EDQIn1/T4EfDqcO6C1sKwD80Vg1bQsFy2rVUvTOIyxLOqa1hjqusEYg7EWY6Pxx7nOyNXXLgFrEVSIB2qBkp1xS/K/+8//8tdmbl7bvsX/8X/wd/Fe4IMmIFEipyxznDFYW2PtksXqjOXqBOsahPBIqamqCUqXKFVSVhPyokJKyagsyHQEGrQCRcAHmM9aFssF9x7e5ez8HGMdy5WlKMZU1Yjp1oSyyPA4rDHY1mB9y97eDttbu1RlRVlotHAI0fDw/gc8ePAx57NzhMgZjw/Y2r7GeLqPsRKCJ8slozxDCI9Z1SzmM85OT1mu5kjlaNo5q+acpq0p8hFFXqGkxnnP2fkJrZnjXB11AJ0xGW+xs7NHUVRx3fKSYKPB1jkTQaPgCEEiRY5WJcErgpcIoRFIpAo0tsV7izFxL8jzgjyrqKoJxnqa1mCcQ+aSyWTMdHvKZDKlrlseH50QFwuLoGW1PMa3K5bLJUqUtAakHmG9QOqCsppSFBIhF0gxJ4QFMhi0yqnKbbZ3r7KzfY3ReAfIMD4wX8354Y/fQBIYjUqqUqMzh8SitaLIxwgqnNVYI/AugsgJBgQcp4tj3nnvTY5PH2DsCo9nOtlhf/cqzz7zMpPRPviMpjZY07KqT1nMHzObPcLYBcYs8c4g0saQZQVlUaLyEiFLvMuRsmJc7bC9vYuUHmsXnM8ec3xyH2caqnJEWZZUZcX/6r/8X3w5E+4LyHBuXpke8n/4O//B570v/uLXui6hs410QOPgX7yq/9ulnxISSksPhA8NmnKNig8MJKksBs8e1gm/NsQM1/kLBrVoj+wMPb6/rjOO9kYhKT4F0BCIQZDQRb2aZEi9aLbsr+uNSYPPOt1QKjrLipAygkUDHbP/LpURRGdUiXp1993w94FVJr1zes/Bew9b+GL7xQ+67/36urAZKhUI+PVXqYzNkof68kbxF9tj47vQl795zWY/PK3uF8v7n/5f/udPXN/Jzwv8+QR4ZvD3rfRZLyGE/xD4DwFuX3s1RFTaI6XAWkOWFREpN6a3hAglkEGBcJCscXnmIViW9SmPju7y7M0bHJ3WfHT3lFdfeYaijJ4XbR04emg5my345quH7O+PcV7w0f032T7YYbL1LMFvIXWBc8cU1XsUdsrjxR57V3f48x/9CUFOcEHyzZefZbWq+fjeETvjMc/duo63kq0dgQwa4yzWSE5PS+7dtSg/IfOG/a0p08lD8vKI0o8w9RRVlCxqgygLHh4v8XXOP/qHP6bSlr/6668hfM7OtuXszPPwHpyd3+OFF0uuFGMylZFlgnGVof2MZX3KOx/8Cc8/v814VGBbQ7bVMipPke0VqryiOX/IQTFl8uy3+fgjxVhPWJwEjqRBlSM+vveQ1779alISJB9+cIdvfvtVmlXLaJwBge9++xewSvLw5BQPPHz4iDzT/NJ3vsebP3iH3/lrf53Xv/EqP377B/zRH/4hv/xLv47yOcIqZmfnZLJAigXe1wgR0Kogr3K8b9Bqi3I8p9puaD56zOHONRaLh8jg2JpMyTLFfFYzqnao6wV/+Vd/kyAkebmNlIo8V8zPztjdLVECfvG15xmNBJPRivHEs7e/z+njM85OW8pcMMosajTG+jHL2lBVkOtAntW8+AsvcHQGZ/WS5XnLYrFkvpixt7fLtWt7SCX56M49zs8e4dzrvPHnNffvFrz4bIVTn7B0x5TbW7z8zZy905YqP8fX5c9pyn1u+UJz8+b+y6GzPA1BnyEoAlFh9z4BH8H3wI73Hmttfw9sLohSxsO5lBLvXA8AtG2LlBKt9eZGCRsABjICCSTQ5yIwNfy7P7CGgJCKgE/eW9Eym06ba/BmcH/0WHM9eNWBOR0Q4fvD6QD06jbF1E5d/bryu2c9DdfvQJzu/mHde7BG8NT37dprCM504M0QfOpAna4fQvceqQwfPFKq/t2ftpFttHnaMYdlXJRuPBRF0dep6+Ouvl1brcGgCLrlOsOlMTIck0KuQbCub3qQLKwBS+dc39bOObIsR4RAcNGzU8svNfnlT52XsDk3X77yYmzyEA3bSnUgjcJLgQgeEgAkZPREVBKUioYRIQL46HEjZQQyEIHgbZoKnhAEEQuMlmcXXF+X3kotBVIpqkpjsBjXcD5bEIREZQUuaJzPwVtwUdENItC2BucDQuRA8hQIOSEIEAqBIDoBS3zwOOMI3qEltMYi0GglBrp3wLsILngfPVi97byhPNY6vAsJ/PER/AlRhesULQkQEpArHEqAEhInBSYBlijw8TK0ksmbw9FqTxAWqSSitSgpkEogMXxjvMPOgeLe/Ydw8yqztqapHQ/rmn98fMqZ0FzdOqDa2kE7cMqitI7rklgriyEpo0IIZFIE/cCrpvPmubgeXJyJQWzO3X5aD6zUw/WlKys5UAyXuX4uRi+PtZeUlHLjn1YKH7r1yg/OS+t1UYkO/EmeEcS/lV4Dx1+CfOG5+a2bvxjKfIx1AesiOCulQ0mHKgLONSyXx5zNTmnbuj+v5HkENIKHrNSMRzlZruL3ssW66G1upUArRaY1SIexK6xpCMFiTYtSCmtr6joghWe1lGRZ9KYJwZNlGq0ViIB3FmtAZQLnLNY5rHcYZ6OBhIDUoLTAhbhXRi9pg3OG2fyM0+Njzs5OaZolPrRI5XHeIEJASEFWZGS6JASJcR5RC4yRGFuTZZo8kxAMzkTPGdt4nAVjunOBQqkSoXKkyJEio6ktdW3QWlAUWQKlBVmWxzLzjPF4wnS6jZSa5arBzSzG2djGwa2Bba9ZzluWqzlCGIoMnGvxbY0PDu9bPApjlozH20x3dsnzEUWhWa0c1tQ4r5FEQ5jzlqZdsVzOULJEqOhJ7o3iYOc63hl0FlDa490K4xytie8rsHHt8vGQm+sCLTOUjp5GN3emVKMRDx/f4+T0EYvlnPFowvbWLlKAaZcYE/BW0NQrVosz5vNTlstzjF1gXY1UgA9olSNELLuqSopiGyEmBK/JdAVEzELpgtFoi8VihkkYBUKgVLZh1PkS5AvPzVeuvRTSZ/33TzuE/zQJJE+yBO4IIdfAzhPPj0f3bq28WE4IIDp3yifr/vTPBF/senrfoKe/T3gK4JDW5+FNT9T/Uwq8eGbYKHfjwviIEEIEfi7UqduUeo/VsK5WL5/Vf909T2mXp73Pp74LTzZ3GLpDfda9F6/5jI4QyUN0COw9ETnRXfsUA/fFNv80+XmBP38IvCyEeJ44Ef8W8Lc/9eoQ8M4hkwulC55cxMOTtw6VrMrWuriZKElwHmcDSgu8Mxhnufew5urVXY5OT/jwww84Oj7m1q3rTCdX+NEPP+TWrdtMD6e41hDEnKa1nJ095N6jlv2DfcpM4v0SoR0tFV45pL7PculYLRxe1TRNy3J2yOy85uGjU7772itorbEhHv4EBq0a7j+AD96/SrA3wNVMRnd55dUtitEWIdxFyxl1+EUc13h41PDGT37IlSs3OLm74qVbz3Lzxjk3b3iMfYRzS2anjk8+KFmsFNPpku3tGZNRg1QevCTLdsCdsbu/S5ZLvGwYbU9oguL5b77K1Z1DGjNlfrYgGy3Y3Xe0qzGP7zVIUUIrOT+aM3/U8MGbd8gy2D/YxTrD8cNTDg4PqJeGcpQxmmzxx2/8kJPZnFvP3EYCRTblxee+wcnJjPOjgJIF1/Zf4t/5t2/z4H7N6dGCaTXFGs/1qzc4PXmMF57ReMJ0a8LixJGXGuEUxgq2t0u+84vPE8KcVbukKEv2D0bossQ2KxCwvT1FCMXW9jbeeY5mhlFZMtmtWM3mXD3YYlKt2NsvGU8FeQnenTLdXqGzlsW8ZTIJyGWgFYpyPOb0+D1Ozk55/ZtXyPUpVw+miFPF+XbB46M75FWg3Nri9q1b3L9/j8OtbSQT/vgP3+CVl36NqwevoHWL8+eYcEqWPyafXEHMpnxy9wE7h/s/pyn3ueULzc0QoodF0zTkeY61tgcUOk8Y51y02KWDPxcWnw586A4i3f1ZlvUgSrdpdtd2gEB32O8AgaFnUHyGSG7O6/rGZ6m1WzrdQUYC6YAyABfWdU2HKO8hgR7DxfUiqNF5Qq0XWdGXHUGwqBh09ymlksXbDcCJ0FsrQoiWoeG1F72mAqEPNxwu7l1dhoBP9/tFT52uff0FK9DFrSK215MbykUg6gmwJ7BxX/dz2JddvwN9fS+2S/e7SHtBd3+sm+i9x2RqL2sdxpheGY1eWnLjOT1wBmlMSbyP7ZHn+adNg/865IvtmST9IQE/WkYPKSdEtJqrODe68Q4RHNICMiXRUvQ6XVDJ00ISx2sICA9ChuQBkmJ7BNE62M1LQCYPtaY1IHN0pqlGklXrWbQB5wKeaPGXSKRzKDzOS7yXWO8R3pNnQPDgHdBZA9fKqA8S620Ec2SEPXItANUDCdDdk7xUXMD4BEo433udhJDAVSkjmBH6IZtseQIRiHXsEYoYWm6CJWQKFzwegXYepyEgkTZ6JEvp0UpTL1vyTJFJxaS13N7a5u//+A6L28/zR4+PWApHHRxzXVJIwau3bnDgQJzMo8eWTAqnDyD8wPq5XucYrGvdPEtBdulEIT5dOe0NimtrZVTku9C3ZNnsDg59W63DRXtDdaAPMZIyeRlJiRQygTmdZ1+8S4oIUPrUth2g1YXCRAfNZOdM8/tLlC88N4WQFFkFwgIu0Qc0BJZkytO0ZzTNOaadY1oLQlIUFXleUlUjqqqiKAu0TOCAbTC2jaFIyTMgzwu2p1O8b1nVM+bLGfPFEmsdUufUK4MQmsViFj3StEqgiKYQmuBc8kYIMUQIaFtD21pM63EOggw4PCiByjQaEhWBj3q3aajrOfPlKcvlGQGPcy1axBAvpRQ6U4xGY7JsjECjdIl5aJOBxyOIgI0UAuE9zjtMa7E2jg0pNXkxoixGZNkYY6CtHUJoyqKIFBBZQZ5r8mIPY2oCgbLIKauCra1tQOB8QC1X/bpPEOAESuZY25LpHK0yTNtQuxrnV/g2GqbyImdabVGUU6bTHXRe0RpPXF8FkgKJi9QFOnoUN6sVmVohxBwpPELkOCsZ5dtI5XB+iaemTV5wSmYYJ+lOhlIpslxTFDm50iglE92AY//qVXYOD2iamvl8nqgdAKlpXRdm62maGcvVOU2zwLoG61pCsGk5lwgtkSqnLMdMx1vk+RbOFVgn0Eon/S/D+ejNmeUjrDWpnBCB7p8BOPlXKF94bn4RWetYYQNA6CCKzuObDVBn7fm+bpuwBi9YGxlDcGt9iU8HZp5apw4A+inXPglFMXj+533qk8/vAMBO533qteKnl56QuI16pd+6bzv/ZXqrJ+v26ttjeAjYqM9PB3c+XUR6TmdE8RuldXUXgz10490+o2267/snDQ0t3buuL9zQhzZqeMHQ+nnALPg5gT8hBCuE+J8Bvwso4P8cQnjjU28QIsUqG6SEvMhTOR5no3u2FKJX+uIZKyooSkmapkYpjbUGmXtaX+MFHJ2dcz6v8fYOu9s3UEhyDaTY24d3z7HLMQ/uKZ57xmOLR2yNc1a1YT4XjCrFtWsVTTMiU1MWpiZXJcFqgi948YVXmEwqnF8iZB43OqmZLwVHRzlnZ9dQeh8ZHnHtxhlbO5pqfIjiMdLfZ6k0bVNyfrLkYPs6i8dHnN9/zPUrgudvbTOZZkhy6uWSTCiW5w37Vw84enyP8Thw7coOVSE4OwVDhZA5V6+/hLPHLFc1RZXz6LFhaVr+8b/8f3F2ArdufpfvfG9MU39CUWjufPRjnrn5S+zvHrJsTrmx9xwKi3MLfJDs7h5yuLvD44dHvPn2u0zHY5555ja/8O1v83/7T/6fHOxfY3d7m/y5F9ka7yOYkKkRP/7h+/z5j/6I/f2Cf+2v/3XaZbT4ixDY39tHqoxXXnmRW7eewzpY1W2cViHgfcX8fIUUltFEcOvZq7TWko0DH9z9gHoVuH7rCu+++xavXnuJ+w8f8NxzL5CVitPTI4JrqMoKz4qXvzHmo0/e5Oruq3gjaCyMxx6pDCofMZ8p7n5yRKNbXrxxk7ff/QQhaowdYaUhU7A33ed8a8H+wYhrt66zf1hx/Ogh33j5FWZnC8rxIX/vv/h96mZBVeywWK1ozVW8Mhiz4p03fsjDuxCk4+D6l3rA/MJzUwrRe1LUdY3Wug+B6g7onTdJ968LWeoAi+7aoQdJf3BPXhnW2o2FvAM/Oi+ZIXC09ggZAjNPWhZC2PTcgQEoMgiF6uoDIXkwRc6NDiTp7r/ovdSBYb1HTwCR2mYYOtXdPwy1Sn2xBlUSF03cQsRmeNmgHa2ziT9h/V49Z8NT2qprxw5M69r2ied3oMgArOk8Kbr+7vt34ME0bPMN99RP8fzpRGtN20YLdQcujkYjVqvVxphJPRn3CBvfo65riqLox40KHSAWyPJ8A2BzNvSeaMMx3ddPiGhtTfwYX5Z84T2TOE6EpN8TlYp/07l5BxBBRoUlhOj1I0T8Sei9yzvgJ4Y/xQNYBE47Po0OAIkBUUJE/pCEQOCMJQaZeZTKyLQiywsyolXceA0yh2BxbY0I0aATvI5GHx8Bvlx2PD0hetF1ul9SMKNHT6ynVhofIuDV8cx4v/Ym8T6GLvkEZnVrj3PRFb/z7FOpDfp5nTj0CDEkLRp0IhDjBQgfK+V8NFJpKbEEHA6UBxSCGKpZZIrgBbax5CGgZeC1b3yT3337Xd7PIeSSwhh+9YXbfPDjH3H//QUP84qb+bR/dalk9DJKY1UMdEIhRb8OhHSAFwm86eZyP1bEkJPoggffQKnsn9N9kX6IVKHAACjr2rkP34r8KkJ5hI1rn9IKZVXPA6TUgO8LYrgDcmM96ThtOk+jru5flvwsc5P0rtIEgncI4bBuyWJxRr06Y7k6x7QNrbF4L8jLMVVVsLOzzdbWFK0V3luWqzMWixmtqWnapg9nKssRZVnhfYsA6rZhtVoxn8/wQeDDEikznG3wQVDkOVpI8iKjGmUIWcVDvDFIodIBRtI0BuclzkuEyAhC0xiPcQKlc6RWZFqihMM0nrq21GZF0ywxtiYEj8riOC3KnKoqmE62KMoSJQukLMmzCedni+iJ5zUxzEpDUDhnaesG6xwBiVKSqqyoRjvk+Qh8Bh6sbFHSo7REaUlZ5hRFgdaaqhwTsGR55+EIZVXQmJpyqfHegYjALwRE8IxHJQ+DIc81zcogpEMiKMZTlJSMxzts7xxSVlOyInJdKg9aKFqRRx5JKZBkBG+R5AQnaesG7xbkmSR4j7GCIASLegliRWtn1M0MRCAvM0odw7B0VqIzTVFE8EcJgXW2XxtdCNgAMqsoRhpBi2lbpFQE4VG5YGVOMWZOa+YYu8S6GnDoTON9QApNWU7Y2T5gf/8K49EOkNM0ASFD5KwM0fs6Exqdlczm57TtAlvXtG3NfDHDWvdZM+HnKj/T3OTJA/JneVdANLJsXM/F+7kAOjwRBMVg5V7fk67cBDKG135G/QeXpWV/wzj2abBOX3J6VrwlIMTTr+vf6KI+9xS84wkDIpstMdQt1x5Sa16tJwsfAE3dL2JQd0L/rn0hSV94osQLRumfBnv1MF/Y/GwTc+thvqeWtn7m4LWeaFn6enX7YGyb9Vjqy7jY3j8N6PmMr39unD8hhL8L/N3Pe320EHmkjEoeyU0Yb9EyWmc7pdMbB17SriSZKsmUQ2pJCBZkYDwdIbMUuiHBC8vOzhSVR9dWrSV37xp+9P2aXP0qs8dzTh6VjG7OEaoBY7i68zz4wHI2p60F33z5W/zRG3+EEBXLucabnBu3rlC7jxHGUmU3MUYR0BTyeXJ1jsMisjOy8oiDK5I8B6FGeFdhrOeDDx7yZ39Ws1VdB7HkuZslf/kvvcqoyFBZAVbipUMh2N5puf3KGc+/GKiqbTJ9lUzusFreJTgJSpNlV3Dtkg/fP2Nv33Hl2pyZWvLCrevceXfM66/fwrSPkM5QZhWtKvjW66/z3jt3abwBGXjt2y8z2dXU4oyQOTyBxycnhCC5cuUqZVlyfHZC0wb+zt/62/zoR2/TLOYUmURKR93O+YM/fpcbN66xszPl/OwB/+n//T/mF77zq1y/cYvxZMS9+w95/vmXuHHjFgHN48dz6vmEplEUqsQ0guB2ObZzRtMdPrn/Lk7XjP2YN978Idtb21TllG9/5xscHuzx6PSIdz58m92DXY5OH3O4dwWdbZGNclb+I1bumFVrODuSTPQhSu4hfeDsfMGdj0/Qeo833n+L0+aYb772KrPjdzhbBLamY1yraFYCayR7+zs889x1jJlzcHCVd95+F+fh+s4Bv/pbv8DdDz7h8ErJGz/6Mb//H73J1k7gcO+Ab73yS1xRktVywfe/P/t5TbnPLV9kbnYgQpZlwNp7ZMjFEwEB1XusKK02wJXu4AWdt4Xo+XKyLOtDvGQK79Fa9x5F3XMvAklKKYwx5HmOlDJyv7AJXnR1695jaCHwiShx+P0QsMgylYCmSAacZTne+/45eZ7Ttu2Gx013yJSOFGe8CWYNPaEu8v70m3l0cyHY0AM3JrWTUBKJ6t9zeJ9Pe4/znqzj7UgAyNDjZ9iHKs+ipwwiEc4/ZXOWmyEkF3l81v2/3pVUAv/wTwGIZAzjiFwQZd+meZ6zXC7J87wHmTpwTUqRvMsKVqsVZVn2AE+e55F8U0TrkGnXwE+01hiyLOv7resLCBRZFsO+QqDIi+R/8OXJF90zI3CTwo5kbFshFF5GvilSrHsHZAop0FKkrnYQ4uGq8/ASwUXXcwHJ9QIghuokDUj6OFbiwVwhhErzSWCsw6Ox1mOMY7n0NCbHkWOFimHb+RTbLpEh4H2LEh4lHMI2NFicFXjtCcqhpI6ewHYNnvrgcS6QZxGA8RCJaF1IINB6nAcg+AiQ+CASYLMOj4rvBgSfyomKsEwAUleKC2BcBCq883gtE4gEVoEmcogJ5QnCEYREthbnPWORo2V8tmpanhWCv3Zln8N2xis3rnHVGKq65pPbt/kv73zAIhd4IbDCI9JaGceGT8CbpPcCCrLnHBBIkGu3eRlg6I/fgysycjts/E0keB1yLQzPMf0hZTA9epAtrMuXMpHoOolUAuUF3nc8Z90aEnAiJsYYAjrxeesQMfBRJ0yA15cc9vWF52bcNxqcX9HaJU2zZLk64+z8MW09i0kjQgCpyLKColDkhUBpQ92cYReW4Bxt2zJfzlmtViDi2LUdr423OGcYj8foPCfLS/LcgpR4b6nblkW9wDTRW6jMM7a2I5+QVgFnDN75RGCuCD7ERChB473GOY1WFVqNMG1gvmgYjyZIkaV+0bStYTGf0zQ1PljwHiUylIAiy8iyyElFiCTBuS4JKMaTbRrTQihxrsG5HIfEWEvwKoWpCqRW6Dwjz0u0KjEhrktCCqSyICAvCsaTEVmmKPKcMle0Zslydc6qbVjVJ5R1zmrV0NoFrWsjGbmqMFawWHmqcsLh/oT79+5T5Io8H+O9RmeSqhyzu3uVophSFBWr1uGdIFMa2xqKfIS3YK0EH7nIJBIlNbZViOAwRK+tIDJWq5rGzmmaczwrGrNgNK5QWlBWBUVRIqVKIWwBlXUGr0BrW1zwWB9wQYDXhKDj2prpCPt6izUrVqtTVs0xbXuOdSvAgfCEoIghsxXbW4ccHjzL1nQHpUqcCyAceQi0bYt1DmMdRV4lD+uOHB6Mt2jTRjDtS5QvPDc/vRxgEzTv/x6CKmET2Im7bNTDhr4bHahCEEnPePJZ0XQT6GhMkkb92fVfo0brZwlI5D4b4kIySn5miSTPmsGaTzScdPx3G54lDPaCz/JsEZv6ZG9QJHm2dN7r/ZjqrAzrthsw9WxWLhkshJCs03oMoKLBvrQuaa2LPg38u3h9egX6bgwxpJP0/hsGkosvPvj9Ihb1dOhnsx5PL/Pp7fzTvIs+Tb40wudNiUqbcx6ExHqD0pHvwjmHVgoBvcNVtIZLnBNU5YTFYoW1Fh88jTWU4wLjW8qixJgGKTXTnQKtAkqDcQ5jG3Q5Ylzu4Jzm5NEZkykgM3Z2dhmXLW27wlfgnOTG9h5/48Zf44//5BP+7M8W5EJTqQXyOcfBTo6WLU6rSGSsx1y9vsOsWTA7Pubm/i7jcUlRZkhlCeEl5vNTpDvkhRsvcPJwTpbXTAvDdDpBiIrAFO8DSlp0JigKz2hrm7K6w6ia06wsJ2eGarSF1B6pMoKQZNmEb7zyXZQ8g/CAw50dgtzi13/rv0VRCurlESFY5gvNP/mjH3B2rPmt3/4dPv7oEdeuXSO0DmE1ILl3/z4Pjh7xjZeexztHUUzJ84yylIwnY5YrwevfeoXr1yaczxa89c6HXLm6S7U1ZTKd8tq3X+XqQWC+bPi7f+8f8/Hd+2xt73ByfsbtF56nKHL+/Ps/5uUXc7a3d8ErmrkjWEFZVQjdcv/xx1CdsnOl4oVXb/GTD77PD370p0zKKe+89SOKYoREsFies3yjZjZbIF3JjYPneemFm/zVv3ad05nj7j3DbvUMi/OMu0enWOU4azzjnT288Ny6+SzZGJCKcrxHtXWdRS3wTcZyGbOTTauK+fycu/fuIHx0kd7e2+Pv/4Pf5WD/Kr/xvb/CyaNTcl3Ttpb5aoRe5nxwb8m1/dtov48Kqy9vmv0MEqAP0+lAlouhSBGkWIcwXQRcNvht0n1CiB7k6QiT8aHnghlePwScOkDEWks+8PLo6zvcpMK6TsNwouB9VB4HHknDDWHoYTQMGRqSKRtj+nK7e7r3Cc5vePcM69SV88T3A8Wha68OWMqybMNTKoY6xcNSSErFRnhVCoUahsgNvaW6drTWRuuei1l6ulCNDtjb9Kxag3nD/hla7IfttwEgJbNUIEQPzrAGtjoxxvTtNwwp7J6dJc+lvt6D/nQ28qzYDgxK79i1WVEULBeLTaAtWYystRDoPby+TiKEQGcKj0eI6HWiFJAlhS9EAGgI1EKnNEWFUSrwPoJnSgyyz6TsaNbFvVmmg3lPRB4SabsNGBvwZASZs2jmNBZ0llNUBXMTEGpMCILGuuQdtIW3LTobIYPDtDUhSJQNGJdhnSPzAeW7UDTXZ9X0weOdxyYvHohkwNLFkPAus9RQw/JpbYoeNPEzIWUkj0weQIhO8YueRCRgQwQINqTMPx7rWto2hs4pq5E6ZozLtcQhsQ6sCwTyBAhFjhEXJJMyI1ssORjnXNWa4/fe5bmDAw68whU533jmGcTJCR4XsTffHQq6Axu9B3TvSYhY84n5sPYSgo11oe/7fk7KqA4LgUD17x7HFYPr04gJEBCRCyo62cXDgSB5qQS0U4QQgbCODFOk0K4I+Md9wjnwbjN0rFNu15mnohemFDKt1V8uMPtFxTrL46OPsc6yapacnBxxNjtmtTpH4NBKUFUVo3FFXlQEAuezRxyf3sM0Fq1zqqKiKCrKokKrIoI/eJSOIUAuQG0MctVSlmOuXL3B3r5HZZrTsyN+8tZPOD07oa0jyLOzNWGylSNkRgzPimGyrWpjGFCWQciQomA82iFQYB3UDciZRYglzSpQVRlaA7bBWo9SOtbJxRCvsszRWTTmNqua1bymrFq2ppp8OmYy2eKlF17m7PyQR48eYEwTgR7hcW6GUwpCi1KCshozHm+T6RJrJPXKYkxIhiPNdDpie7tia3tMliukc8wXZyxWRzx6fI/F8ozWNsjEDWZtDEVFacq2IoSasVlS1wu0zrl54wqtaSE4dCYYj2Oo2snJgrPTY5yHcjyhKAqapma1XCWulgwldRrFHoJEhi6TmMAbSzUpCUJxfH7OYnkOwmJdS14UaJ0xHo0Yj6JHa9s0mOAQIUOKMoHWkZ+pNS3LVY01gNdIWZCrnKLIcLZlUS85P3vE2dlDFvNjmmaFtc367Owhz0tG5ZTtrX22Jrvk2RghJEp4iiLH43CuwVhDXa+o6yVFoWOERvCIiC5Hnrmv19Ts0JqNPzvpD+qD/UN04MoAVBjeueEt2a1pA2CmQyueFrLTe/oMAKWf4ssxuGZzod4EWZ58v01Ign6hv/i8J4CRjbeIa/vajnrBe2VQWge2DPXwp4kg7cepTj1olv7uPXsuSiBRNMgNY8UTl/X7zMX+e2qR/Q1DkG2jTsNrN97is5+/UaYQTw4nPq2N1qCV33jyxbb/YvKV0XgD3aEhWeAQEaX2HkE8zESm74jzeQTWglQZCImQCklMqZ3lFUFCkB6UJziH9waVsphUo8C1W1PyqiS0Fo3mbGWZz0rmswzhK+zobVTZQL7NdGefto2kbkqMME3O7s4ed94/RgVB9qxgd2eFtZ5ilKHVAhWWKPmYjDMm1S1EuIJpM1bLx5jmJsvFc/h6h3pm8K1lZ99z9YoEVdL6cVLABQJNYBy5F1RB09yhXh2hM8u89gg96hFWggUpMG2N0jlmdQ0Q6LzE+kdsb+1Dtsv9Ow8pqzE//vCf8p3Xf5Xjk2P2dsfsbWtcG8i9JM8mzPN96lEgyyt2drb55OMzqmKMMy0P7s/ROiPQsL2dY73l26+/ysPjYx6dnKC05iTA/U9OeP6lQ37l13+FH//kQxrTsLWzzcnZKdYZvvNL32Y82ubOu29TiCvk5QHNqsH4huPjt5gczPjOL1zl+def5WS+5Dd/+zc4fnCOWa2YLVac2DNyFWjtElnm7GxPKeUOrW2Z1w2//wfv8MnHnrffeI9vPLfHWE84P695MPuIg+d2WfrAB3cfcH7u2L96wOnximeefZbaa1Yri7SaetUiMk/Tzrn//iOqUcHJyTFXDq+yXK64dfU6167cYlKUvHX3Dt/+5jNcubpDI3IWFpat5t0PT1CiZDSefKnz7IvKEMzp5GI2roubjbWWwDrkaXjPxX89eJIyIXTkzxvhSIONDdZEoh14MASYnpaNrHv++qWefMdOhpvU8JlD75bhMzovpiFAJYYb+aDunSdTdxgfej11B9suhG743sN36w/yYvP9hvUQYZ2Zrat7B/hs9KmInkJ4j84yPKEHVtKFG21wsV2Hbdr15wYvj1wrRsNrurqEsE5L3gE/HdA1bOtI1htSuuQ1mfUwg1pAkOeqB5G6enbXdb93Vso8z9OaGZJxIVq/v04iBGSZpHcaDyBlQKsYHi1cAuB8OoCHGOoVM3Sl0C0pQMl+v+m9vUhp0wOQgAJPJHX3IWCM7Q/5LsQ6GNNSNx6hC5rWsWobgihpXKBx4IVMRM2BLCsAgQ8WrTOkqKjrQOM0IywBiQ/RU6kFlJZo23FFJf6mgfId7aeePv/GwEgYOqUpebqEEEHITqENQfSKKqmEYWhgAEQ/5tefaRGQIXKJ+ABSB0geO8qk8Ffj8RlIJ1DGIbTAu4ANgnfPztk92KdQiozAxLUU3iLxCB/QYm33lHTTKK4vUduVdFwE3esNNcCneenF9lo3UDQwxb978Cs8qV528zimK1+fn7rp3eltUkYwznuZyLgFmY7hI7F8hxQaJ+KhGLofoq+DEN37irTWx/H6dRJrWx4ff5w81VqWyxOa+hwRPGWRU5RFMnR4ZrMTjLO0pkYgyFWF9QKnSia7O4wnW+gsRypJaxusbWjbOoKmLmCzQKYVBwdXmc8XnJ6f8fHHn3B2fkbTNlhnmE4mbO1OqcZ59BAbJjpIfS6EgqBwVtLUgbYROC+ik6CzBBpMKbDGUeSCtp6zOF9i2oBAkmc5gkiiHFPLB5qmQQRBy4qVmkVeG2vIixKtFfsHh1gT04fXqyVta3EmYJ1DOElTC/JMgJcIodC5xAVLmSvKUjPZzilH4MKC1fmSB/c+YrWasVzNmS3PaNoFztvkCSrxQcXQVFHinSSENv2r8c4TnEJJQZZVjMdj8izn7GyJDyqeNQjMZjPm8znee9rakKmcIssRJM+YkBLTBCK4LB1CBLyrQSl0FijLHIQmCI2UgTzLIvhOwLuW4GKGw6AlMgi8lTgbeX2C8dhVG8OVg0aIBo+iLAvwhnZxRD1/zGp5SmtqvDexvwUIFFrnlEXFeDwhz3KsMeBriqLsVnlEMGjt8csVTdPig6Cuo0d05J0Kicz7ApLytRGx8Vuv94XN78WF9ZCnrKdPuHZ81jMD/dzbeD4xi16/hH/Gcvf0J0WDT0zv8NTH9uFLQ53saTIIkE/r/Lpt0ir96fX7KWX3OqXoq/ZEnbq+6EKUGVxzMVx585Fi84uLVRvW8SlXeuI+342Hvuz+QjF45ucb8xtgz0alefq4+axtLm3wTxb5aVnaPru8rwj4I3qnJpEICIKMn3ofUeZopBseIKMLd2f9VyltobM+xjSrSKAqVTyQnJ6dcvDsIbh7aDVmMskYVYrl8jGj8YKtVWCxmHK4c4PVbIFt9skmK8Y7Y4SwwJzTk0ccPW6oqhuMR5JcTLj7yRE4j35hl62dKUVRYN0ca87J5QnV/gnTbY8L+yyaA07PMmwz4fh+GweAWwCOyVgzHhnqACiJD6BCIt5EY4lusIKrNCvL6VnAGkmVZygFLkRuJKHnZOO3UaKCcEhrx0jh2R2v8PYRxpXMZp6d6ZTvvHqDb97e5eSjBVXp0DrHthKVZdQBWm85Oj3mcLlLaOesTlZM5AQlcypZYX3g6OScEO5TjT1b25p6dYKWkbjTWMeDRzNO5ytefPVZVk3Dw6P7fPe7f4nf/4N/wb2791it5jz//G2uPjPlzT//c5rZNjevPYsoHLPHH/Gbv/RrHF474OH9E/YOt9h/6YBf+7Vf4x/+7u9ia4NvJYtg0LmgPq9Z2Rq5JfmVX/9lDg6f4f6Du+xub/PBvXPuf7JkZyx5fPYTbr2yx8GNPf75e29x+/lnePute+xODrj74V0+/OgOv/DdFyk07E9zhGlZNUccnz7kxVduc/f+PYTUlKMJ85Xh8Opz3Lz+DCePArvTA7ZHGS8+/xrnTcN/+v/+e2xtXWGrVARb8/DeR1/eNPsZ5KKHT+eN0YETQyLOzpujA36GHD9dSu9huR1os+aiICloa+Ljfg1IK13TNBtE0UKKGBKa6heIoRkMAAZ4ErjoXVAvABh93Xxn54DuUNKBK5uE02sC5J7PKClGUqm0MIcnwsCADU8miOSJXVsPOXouhrAppWL4iQ/oPEucNuvyhRSJ53cNlm14NrGpQCilsM72nj8935Lc3HyH9b/oTdAd1Nagznqt9olDJvi1l5IxJob1JA+ToTfUk20TuUOcsf1zOg80SITRSuESyBPBnuh677yPY8rHjDGdohB5kEpM195KPSWJ5ldbpBAUeQqpSXNGi3jwUsl44r0niD4CjCAEQcjY1z56kaxdnRNIGSA4cMR+9AQyKdBSYqzDugg8xExGDiEVtWmxXtLaCNg0xhJEjiUCjC7yojIelZRFAemAH7xneT6PIVw+p6bEhJbaOSql0FKilEO5TUJz7x2BeKiKHiIR9NJSoJXAJv4bIbo3i7NZwjq8KWzqXp1yLAXreCaADjwK3XkuRNcn4SNHUIiAkTIucn5Zj9Ie5RNo5EE5T+HAS4nwlsI7vBcsZME8hXSK1pJ5j0pZB30HSXWm6AuKougq268TEuE3gefu36dz5ogeBF2fSTrOoHDhungQ8H5wcOraN2KI+BSu45Uk02k99iplDowle995XQ7XkQHnT6fjdSnfZdd7Xx+xzvDo8Z0YjiMFjVkglaeoyphWW2VYa1jVdSRyFrG9lcpQOiPTFWW1zXiyx+7eIWVR4PHUzYr54iyGPqpAkAGtYkpzpSQnZ6d88sknzBfLfk0dj0YcHO5zsLdDXmjiXpMhpI6gbgAtZOL+kbSNwzRgWrAOdKEJWuOdoqktwQdM7TFtgzGBmH49I8iojyNcCj2L64dC4L2haZZondHaFmMrymrEeDQihuvG/WfZLDlfzPA24KXCWYFWHp/bfj9VKlAUmrISBBbMFjVNM+f05IjHD+/TmhrjGlpTY10LRHJsrQqkVGS6oshHbE132d7aYzydkumcYCVt6xAo8jwn05rWOOrGsFq1aFVgjKGplxhjCCFyyqlxjtJl3M9CBICUjuGZLjRIHMiAJ2ZHC9gYypYVKC0QCrJcUJUlELntvE1EwC6AE4gQQ02tcygZvQDPTk/JdYFAoKTEuQwtHav6lKaZYdq6N3xAPE8pFRMbFEVBWRU4b1guz8izNoaYJfqM4A1ZFihLyaqxYAEhyLIy8fWFdB7pTm9fT7kYlv6p0gEnCZ3poKEu3KsHCdaXPrWQEBGaAcaUkJngk6HiMwv47Cqmez/VWEcCcj7t/sBnfAuIFAJO2HhGDxB178Nme3YGmO6PIb62Ccg8fZ3v9NVh03TjLnCx77pCUz1/SmN2CQ2GfdfPloG+/LOM8P6+TxlbQwPv2lN+nSV4OBBCqmcsTg4+/dkHzFcE/IGYbjFl7pHr+MOouHikkgTr+kMiAqxr0UXM9kFyi3bOo3WOELKPyxMCjk4ec+vamHFu4gHWVxSFZbLlaMVjqu2rTGYHCKNxtiTLX8TZFc1qgVYL6tZxdtRw8nCOwiAF5Jlka+sazp/z6FHDyfmcV775LPXijFw5bl7ZIdcO444pyj3mC4dkF3xOUVhW9TnTbcPWDpSTQGMlToSYSjYEVFLIpOpgUoWS17Gm5Oix5dq1CiEcebYiywP3H9Xkhx7UB1gnEVmgKq/Rtgsy+Zg/+/4d3r0jyf0+Ey157fY1xqJmeuMAnQmkbLG+ZGk8jxdn6EKzmM/RYsR0lGPGnlI5jo5PKcbXCUoyGe2wuwN7B4rgZ+zuZHzw/gMePTzHeZhs7fLJvSO2Dw546ZUXufdPPwIszz//LO+8/RbvvPMmH955ixvXr/A/+h/+d/h//F/f4NH5W2TTXX7zt7+H0jnHJ4Kz8xrpFaax3Lhym//uv/O30U5ga4clcF7PODs64cMP3uP87Jw7H37M9Zsv89KLv4BZea5Ml6yOMxanC27cugE0fPTeQ65fvcFkfEg9V9y/d4ySW9Rtw+PHS15/7Rl+8MM/ZZLnfPu1Z3lw+g7WOq5dvcGje29y5eAGW9NrvP3OJ/z+7/+EV579Jo8fPubm1Wu4Zc3H79/je6//JcpJhRaKf/5P/imLxZfP+fNFJHoXRN6dYbrvDuzoPFWiO38iVFZrjpksywgh9GFSsEmC3P0+JE6OFuW4ICuxmbK8C+vps0X1FoJ1ymMG3jZPDUWKH6T3GwA+gzU0/t5dswYjhsTHQw+eriwhxCB9vErgR/Q0cLDBPdPd03mkdHW8CLIBfTs/AWglcGX4fjaR8SqxrmvX7iEkAlzCGqxxm+3W91XY7KNhnYf9uGGpYc3P1NWry6LVtW93X5Zp6rrpvaG6soZtHK/LIvH/Bc6nDlgSAoxpyfICfKyfdxHsEQSU7ECkqP6oBBRlWcZsNkMIQZ7lKPn18/yp8hj+HLltZCR0FiC8J4iAEJ5I0xMBG0QCFZTqwZ9uviEiV1dwCfTxgTgKBcaDI4I4HdeO92AsBCxeaGbLmqKa0rQOHwSNczRWYFzLaDSlKDOyTJFrHfdopWiaBqU0pm5oCNw7PqXQOSovWDQNWZ6T5RCCxNhBOKmPmYo60CdoRW4Duc6w3qKsQwEumvHo1NoNSFd0IHD6e/B5kOv51c0ZvMdZH1EiHwguRCt/utk6MMajpCfzAecFxgeEA6cE3kms9Ii65tqk4nz3Cl5V/KOP3uPF115m7sfkZytCisfzPnnqJRVWyJAU3hRK2YHjXeW7OSzXa98TYG0YgjoDRX5o3n4C8F1f3oXExWdH7EmKlJ5dCaQHFQQhqZbR0ywW4Fxcl+LYkhv1g5TUI0R9Z4P0+euGygLeWc5nj9FZRlEUSCnI85KyHCFR1KuGpmmw3oGSZJkmUxmZLiirKVtbV9jducLO1gF5XiK1xpmG1apmtYxZZzvDi1ISpaFplsxnJ6xWC7SSlHlJmReMJxW7u9vs7m3TNDUgYoiSiB6TggT8ED0EQwBjLaaxICJxsXeC0WiMEAHTrHDBIBxYEyIAIqNXjBBgvSUYS9sarPV4Ift09d5bcAJjQGnIc42UGU27ojUtddOwWjUIHz39ZZnhrMJqiZYhjX6HcQa7bLCzGW07p17NmM1OaVeJGNu1gEeqSGGAz5CqIM8mVMUWo9EWO1sHbE93yasMQsA4T64iT5UzlpYmejWGyH9Te5PmP2iV0dYe0zjkRFEUJSEItMhjGDshrovBorRCakcQ6ewhHFpljMYTympMwIGwkYjZObyzfcipQCI6D4wAUmmsrcnyDCEEs/k5VVkR4/AEq2bJfHlK3S4w1iTjeeTgkkKidU5RlBRFjpSCul7QihW+bNC5ZSQrdKZTPzpGVYZzBYtlHeskUhj1Mi6SwX8WsPzVlf7Y/EU9ODbKCE+evTuM44nLOyBisOYl4P4JQKYv4wLY/1MAqg6EGdb5Igjz2fevjZ3D52962wzD+QcgRdoThs/ufx/q3dFisX7JdJbv99oLzxu2TvesDnIMYV2ftQFrgNKJNYDz+dGbIQy07tzhmeHTwJynyaeNs08L7xL9ew3KCN3Iod9319V5eqjY5xnXXyHwJ7qUS51BIh8MQiC8A79WaGIMuSdIT+satFYJ8YwDwrvIveG8J8t1TIWrJMYaXKiw/gZ2LqLbuRc4k6PkHloVbJUlsxUUeUld15SywKtAmx1z9/5jvv8HmlH+MiorsO2M6cGUk9NHPP/CTUZjh+M95s27GLvAtjm5PEDK5/EGlmfbLBcCKXK8VTx+fMQkkxweLKmmnzDZOcC4AzRVDyNLYvYWpeNYUBqsKfjknuf4xPPCiwHFY6z7MaX25PkNsuw6pd5GF4JVsyDLP2S2eoixGslVzo8dk1Lxox+/wbPXKg6/cQtXCKwpWS1ylK4wLoDMqMqKl25/k0qN+IPff5sXXz5k+3COys/4/p+eo4o99q97ynwfGWLI3fUrB5w/n/GnP3gLZIwBv337GQKe9959h0JL/uUf/HN+53f+KqMyeje0S8N773zEf/Qf/y6vv/4rzOcLfvGXnmcynnB8OiPP4Ob152ibmvpcolxOnhfI4FGFxHrHzs4BXL/F9773XabTjOMTw6ouscYxKjPEzojl6YrWKx7c3WG+usNr37nOg8dniMojRcbtZ17m5NES6XMyM+Ktn3zM9vY2pbL83j/+ZxRFzmpuGI2mrGYZ7ZlCBc3Rx2cc7F+lyCxbOyX7BzvsbpX8yZ/eZdFmvHzlWyzbM1TVQjP/UmfZzyLWJ68M2R2EEhdNkdNlzem4HTwBMQgLG6YWF0LQNA2w9ka5GErVeYz0ni+J6H0YLtWV55yLLstJhuFoCHCDdOLDn1KkdMgbh4+kaHU8OmwCGt11Q+6dIRDTbUBdZi3gCZLhIKKb/bDc7nqlFD64HtgatkfXPsMDnVYZIazTlw+9e+I6KVFSbbxj721F9EqSUuKdIzi/sakPN9OLG8tTD5Tpuq6uHdgzzJA2rFvMIBaBn+H7RkAx9BnAQjq0t23dgz3Gxnu0ytcAY56lDdkTcCmkyOKMS8o26EzjnEEKgbGWItdxfNpIJG2tJdPZ558UXwFREsaZxAmF8wAeGUAkkMYHjwjRq6wjhIZErig7q10EDyI/i4zAAw7nI9+PC4EgoxIlvKNzerHeAxIvNMZGbaU1jqyUtCYSPyupEwF8zv7+DkWp8cZg2jZ6JhHIC81oMmJ+NkdnivNHC+48WuHZYns8ZtYEKl0gZECKNh1VBUrEcCUtIdORt8b5QO48rXPJGyg+Q8rE35PAk05nF8QDURCxfbrIohBCIhsGL0QMPQ9rQAwBTgRUREdRITaodR5lPVZFMNy7gLPgELRtwGcZTduggcNW8NgJzoPnjSrn9z74gNwJ/npeYFRUXJWMoQAQs5KtPSQDcuCJo2Q0dHVJMTpA/GnqXxfa1UkICbTu7PfD+4ZW2vVHaV6mdTsBPzp5awcFhBSSJyQIFb0gA3gV+8N7kbiZLiqpkdA6ho6J9bgVT65DX3Vx3rGqV+TeIbWO2bmyAiU0bWMSV06GzkuQAikVVTlia7LL1s4e21v7lNU0ptkWnqZe8PDRfZbzc6xtIogSAtPpiOCWLBfLGJ6OJfiWTGm2plPatklApUMLSVBZ9NwSCo9KxhoVjau4yOniYza9yViBLJhs7VJVW8nI4RkVW9T1nGZuEEKS5yUEEce8NxAEpjU0tSGEQFHkjCZbTCbbKBm9ZwQBIQJNs4ghRaua2WJB2zaMRhPalUWKgiIfo1UkQA6ADxZjV6yaBcGtMHYes0+ZJa5tsSFQVGNKMerHqXcSrXJ0PqIsp+TZmCKbIEVB8IpgY6hirqMH7KKpaa1BaU1ejimKgizPWa3alN00Z7lcAYKtrS2m02kySsm0h0RiLO8dwUIQMRw1BAvCUhSaTMfMZDGrYFxPQ3BJp/F4F+e4R0TQHQcqcv4EEakcrly9zsnJKUpGLzudq+j1ZD2t7cKvY2ioEKB0fG6mRyhVYlqLNTVCgHMGLT2FFhTZiDzTeG8JGsoyp65XmMbQCsGkmrI4X8R1dZDU4eskaw+PT5EhBjD4KK6Xg3JC2Ain6tti4/7Np8W1eQ3Gx35y/b7UlfVEnYeAyhcErS7qsRd1t3VlxRPfr/++gHQ9pdsvegRtiuRpud/Xe8rFNrrQRwOAKaSO6H8S90IxCEsWvZHip7XVTxu/6b3F4P27PgwkPePTy/i0vryYsTgWG//2ITxZ64uD7/9P+YqAP5Fvwbmo1HcdLwYoV7S6u2iRc7ENWtOQ59Xaeh6IvDt5ZACI4Q+eyBPkKSuNYIW0Gi0EOImXFcKPMK0jU4IgLEJqdJ5FhVBpEDf54z/8IZPxL3N1/5BMWSY7hoNrcOO5m7z73gMmdcaV6wWmOabMNY8ezmmY4MWEwATXljE0zQdyJdjbrhjnS/b3ZzR8SNATELtAEQ9jMuWeEQGkQMm48DurqWvJo0cL/vxHH/Had2tGugE8Oztjcl1R11MQgdH0EGtP8AI++uiIh/evQXvAJw8/5r/9b/1VPv7gHU5OS7JRhm0ytCwJocW0p+hwSu4Ezx6MOXnYcrhzSK5rplPFdFRxfjLmz994H1U6lCzQMscHyWrlyfOKl156kYdHJ2SiYG/rKj9570c0reWjD++wqs+5f/cTvvsLr/HGG291GiMffXSHm888zy/90i/S+EB9PsfYhv3plLPTmnapkBR4K8gyjTUtDlCqwIeWIAwik5zOamZzhU6hg9Y6pArcul1yfHLOcjki1zcY5VuMM/jw/SMODq7QLJbsbkNwJWf3HYfPblOoBS++dMB0UlIUJVm+zRs/+IidyQ3Oj0+5/cyUf+vf+B73HpxTrxzGCe58chfBnG//pWucnE1540c/4M7R+7z+rVe4eyeHH30JU+xnlO7wPiTi7TJtDUOJhFDoBIYM05wPvYSEEP1BO94jNsCLjY0jPbcDf4ZeJrAmXO7+DcGR7roh98sTlvB0oOgX37AJbPSGiQE4dZG4ugczkkfOMDxrWLfumoteLZ3ltuMx6UJUh8+4GJ42LCNaajfL6UTARlnDnwzK6z7vMjt0XjXOuRSSxdqj60IfDPu4L2fgFdV5MV2sh9ZZ/26dZ1j3jBDWIXbD8SWlTKls4/hrTYuSahCi1oV2xZAw7+J9eZ5HgKsDxJRM3qBrUumsLDeAya+LCASFBKckXgIheZC5kLzgUniUSPay4OJ7J4LfCAsRD4chQIih0s55rPU01sUQRhEVHKk01nuMCzHNOg5kPLws6+ix0jYOnRdYA8F5tMzY2dtDS1gtZmQ6p6pGREwuKr3OtWxvT2jyDOkdy/PHfPhgxs0rW+yOYr9rPMbGQCgtJLmW5FqTaU2uFEoqvIe2dTH8S3mUEmgn8FIgfcyiJTpbopCJQ8oncCH0+kYQibcjgS9BiA1TrgvRFumCRyITmJE8pmQgOMClueDic52ExntQGcHUjNuGV64e8vfvfsxMO9qyZEtpFgFO85zKOmgNgpTBp7eOJvug6IiVY6bFwBqwXq9j63nZr3VJK15fM1AyO7Cn1y+HimbyxERgU8/FekTS1xCixw+iWw864F30hcZsbd3PNQl52Ih1WGcNg9g3nRfQ10kEkcdMqgyBIs/KCOSkQ3lR5KgsA6lRKiMvKqajbXame0y3d1BaY71ltVwR8Jyfn/DJJ3eQeLy3FEVOWzdIZYA4z60LjEaS3e0xq5XB+oztrSmjccnW1iSBnXH9tb4LX44JBbJcIwM98LY1HYOQlOUWeTlFqIIQwHiHMS1CQFEU+NAQXEv0vFeEEMesd5FEWkqN1AVCVYzGu1T5iPl8zqqeUc/nBDxeCObzmsWypmksSmrKsiJXJVkeuY6id5NCaomULfV5S1svcKFBAGUxYmuyjVA5Wuc4b3uQLQRJpiuUKsh0iZAayKhri3MzhPRoKRA+er1671K2Q89yFUAWlGWFVhWmsbRtgxQZ460J4/GIra1pzMYpFaS9zDmDsSusWxF8jcOjVAz/KoqMTOdYZ6nrOcumwTkTjdWdXkIgU5ogRZrjHoJNRmENITAeF+TZKALQmaBdzQYes2u9KAJWmjwvY6iZzGmbyNsTQkwe0TYtdVZTVQVVGcfmqCgx3uFKx3RrhDtbxDDCckJVznHWosQm3+PXRX5aOFBPVpyu61ZCMQQA+rLgaY3QfS5SAWIDTB8CLk+COp/lzfF5gZ/+SRcNeOsC1zpWquSnl92993pPSbVB8GRdh8/qDC2D258otW+rYV3X6mp65tPe7UJvbABzqc3Tnhm6vkhP/XxYSt/zgzGzyQ/1BCD41DI+u88uAntP7sOhN+p012x4SD2l334aKPsVAX+6w4pAdqmgk/LSAae6VypE39LWOaaTIjW+RhLiQV+Alh2JZTcCHEqtyPURLhRoRghFtLZLiVAxU8VkJwcRODpxqDxHaMEH7+VI/xrT3TEuzChkRjWZ42TDowcwnm6xMivOzwTbo10Wq3MeHp1x9dqzCFXiXFystZSENgJUVWFo6x8j1TmjkWJl4aNPHvDM9Vs4Z9HkeBEQ0mOFRAqPbWuOTzwnpzOss3jpeVQfcfvqAXauyeQWpg3I/BaL5ZLMHWB8yaPjFR998JjgK5Qv0Gqfh48UyNucz0bk1nJ+esbBQUCP5ozVY/byM8xqxuMHgUefXOfqrRvsT6NXh1IV164p3nz7QcoCc0ZrJfcenKHzA46Oa7b3JxyfKSbVNscPFtQLQRAFf+m1X+Thwzu88+bb/M2/+d+kXrR89MldlvWKl7/xEn/1d36Dx0cLpAbkir2rY5wLzM4tWowBiRbQtqB0DgQ66k8nalYm4/RYo2WO8x0IoQhaYoNk5TwmeHa3tpC+RLjA7OweWf4Je9sCJ2vMckLd7nL3g7u89t0tiqzg1s1nefz4iK3JiFyPqBcWGRYgZ0wmY8pZw/1Hnp29a+h8SVEGJlsV5XiPlfCc1A85Oj7j5PxrdsAUay+c7hDfhVx1QEQ8cLsNUGfoCdL9ba3dAEa6+zsPmo5seANUUjJatv2mR8ra6yZscAsN6z3McrThxdNt6EINLC9pIwmDgxZslNs9f1j2MOvUMEtXB3wM62OtTd5T9KGtiLWacdHLp8va1W0GaiMcSvRWlOF7bqRPTv/rLE1DzygXYihLplQKU1u/t+s8di6AcV1bDIG6i5vOxQ1pSModgOA9TkQrVwfUdGV26/tFEE8pTdu2KLnORpZn0fOp6y9jDDqPhysliUptAods4k9wzpGp6FngXQQzmyamLy6Kkqb+us1NKJTEJ3AnEDCNpw2hJy6UyeU/yIBnbaEKpAM4Xbrw1Mc+knDbBAA54jDTAkRwMcWwjzw+EXyIpLAhCOrGInPAejwxrKTIM3Q6fJRqTPABawM9yXKIe7N3Bi0ko8kUlWUszo64++gct52xMxJo4Qk+eipprWP4WKbJtYrZvoTEOo3WKoE/Cq3Aapc4RxLBvIgcSEJ13jMyHa4Sp163BgSRzn9R3/AdCBsCLkTrk0T2mXqDi17HQYaYdj5GpUVASHh8rmh8gEzjnSB3LaVvuF3lfLyY8dLBmKt5wf033+bdGyUvlwXS2kTu3PV4B7ms+18i+/VM9uum6L+/qNALSCDfYO6KtSL8NDV1CJDH9W/j28TLk0AaQGQh6lVO9KnaI6Ab6xbXa0tHHRSX8e6QJSJPTrwJQeRCE5KvlUipmE530HnM2DWebKGlomlWZLqgKCOwIWSO0gVaV5TZiKraRuuSgMe6muXynFUzZ744ZbZ8HAHcEGjqjGA9wdcoGYE/FwJFMeba9cOYol1naK0TWONpG4MUnrZ1OOtTdt3IT9N5mUkF1agAPCEI8lzjvMEnbi+p4txv2wbXNoTgUCpmzvOh46oD5TN0FtBZQVFukeUT8mKbqhojRAw5ms9PWdUrpFJYE8mMyzyGT21NtuP8AlABnUnyXFNUGbUO1E0JtORZRVXljMqS8WhKno+w1rNcLlnVMTzOe0lZjiGotA6Q9A5NcGCNpfEWb2NGwUxLMp2jM4XUGV5kEGIotnMOgqYsojEw8ufkaK0wtqU1DW3bYEyD9Q3eR6Nk5gNZJpA6kMkIkjVNw2rlOF8saduWoizQWeIbylSM5IoEZGgJQUm88SipE1eJYFIV6ezUsrKO5XxOW9c4Y5BSoVVOUVYUeUlRVIDq3zn4gFY68qqhMK2nqQ1tadBZ9HbCtdigqcoSYwJKllTFlP3dCEhGPtSvGfoj1jrNp8mnffc0j5gO1BEXvw+BPkf18HAv1vf20EdnmAjD7z5/vT5LNoAF6IGo4WdPBV8GEj/fXISHCRcutqe7oDv2/DwbhV6Evp700em+747+DK9Pm9YalIn6REh1G8JVgYv3rvXjjc+79+HzAXEb9wzboL/nM4Cxp5QfQsA/9ZYnoxAuAkA/rY4X5SsC/sSe8C7yOwSfsneEgPfgvEjgTFhPEKEiuXNRAiCVihZea1A6EES0ygkBHpdIMAuaegcVJLqImo4SCkRImU8UQoEQhtGoIQiYL3IeHlusmDDe2aOZn2Gw3L1nOPnJnNmxZHe3IK8MB7sHCFXw5nv/gjLfRihFazyLpUH5gLIB7T0ogyyOKfMVxUQh8z3OjgpOz5bs7DyIrpf6CnhBSC79s6XgzTceoXMQ1ZL5Jw/J8xe4eXidsrAIX3ByVOO84ODaITIcYZXhw4/OKMpvsFxappNDdvYlo51dGucJ5KzqFa19QJF7lAyMR2NEPiHPLL6tmJ8fM90+5/kXrrI0xzh/hbKaUFaPuPUMLF1DbTyPZy3v3rnP9WcmnNcth1XFd3/5VT7+cMXxg4dUowmPjuY8+8wNXrz9Mh9//BY/+MGPeO3bN8nHDa+89iovvPI6J7M5KoetCRC2OX60YG+nwpk4n5QWkVRSBbrkPCFEvoU8H3N6VqPkLkLIGN4SYvpdmQkWM0/dGlbNkms3rzCbtbz//oIyG1Ov3uTKywV7leTHdsbRSYFoc0w94t69JVK1aD3l/v1jxpXj5l5gZ2fEw0fn6GrJ3s4KLTKOHj0keElefANnK7wvkL7k9Ze/y5+/8WMOdl/4sibZzyQhhD60SkoViQiT10ToKEkD0QtjEMrVhTwJIWMmLyJ4EUIkPx4uSy5lORgunsNQIedj1j96IMQnJD+mOh66UA5Bp/5sKTpH7NA/RyYSYJ8OS10q4cB6c+7/7oGVdBBMoW7RVT4kYCV6W6jkRh8Pip4Q4n1CiJRFKUQuAxXbQipFcA7nPFJIfFh73CA6pTpaaBESm54BInG6JDApebR0Lx4SgSCy4wiJ7uMQuYA6y4ULPnrjppf2aSvVWvVpo5WU+LBO006yfvnQrbExjIPUR4i4XneZtYKIoTo++Pi+IoJAMhEPk9owAjQp+9MAYHLeoXMd+Ua69vdpzMjYLhIR09X3m2TA+QhGSpH4RJxHpkGhZQzrMaZBqVi3VVP/THPkyxIpoMpEzJ7kI09E7SXexUOaiOQ/QCRvbhO440LcbJ2HID3eRx6gECzGOax1GOcjz0+aq04JROL1coEEHgqCdIQQ9yhrAm3rkEVO6zytDzEFdBb73CZidikjmLxqGyASh7rgyPOCXGvIC4wNGJHx8OyMxarlcDdDC4PKM0Sw6CyBPFJGL14BrfDkOoVAKE+eaYy3ZCFA8ATf5wLrDUNegEyLkRykFBchEmf7LM5F6z0+/bQJlO2AGAE4mXiQiB5VHQe3FyH9HsMdrbVoEb0MKut5bXuXUJbkh1c4evyA+8Jhc4ULilx4WucJ3iFUnEcxr9JaAiGlux0o2iHWyw+thYKUMSuGtsbw08j10oEtG16QMLSz0YHD6bdeq47heALVKdFegIsH6KBUXNeUjJxn1qO1jECuynpweUNHDQFknJ+IGBoUs319vdAfqRTb2/vkxYg8ryirMQBZPophOllBVY7QusBYT/CS6WSX0XiCkIK6XeG8Y7mas1icYo2hUJrgQSkgRGAWAtZEIulRET1bpMqiR7yMPD46eVciDEG22NAinYlrYbcmikDTLGnaJa2taW2LVAXz1YKmdWR5SV6OkEKxapcsVqeYdkVwDUoGtPQEYWJfoRkXOxTOI0WBLsbofIJH0doIImX5iLy0NDZlypMSrRxKZ0gRgR4ING0bPUyMICtypMopqwl7e1fJikOqKoueNCpnPJqCE5ydndMaoI77TVFWbE33cMbjrENrSZbH8W9aS2s0zreEzEZupixnNJqQFRVCRXLjhfMI6ZGZRmiJUgKZwWhSUo4LvGsxqwV1u2C5WGBMQ8ywFYnOlcgRWYYkhY07R3AWaw3Otn2W0xBiyKmSsU+cs7iQIUIE10LwuGARUkWCdSJAvFicMZ+fs1ouIIRIPq0UZTVmNNpmMtmmLMfUq5r5bNbPLSEiZ1QMPc8wxrNcNQhVIlSB0jl5iCFs46qEUFIVE9RuRds6ajPbnL9fBwkk48g6dKc/vPeL30AEG54jfaiRX9/bgQ5d+Wswu/s7fhYSINT93dcjJF2V9PkGQLQuRybjRFx+B6BBX88OhNr4pvs0/Ze8dcQ6dXgIiWg/dNUd8Ogknbur1Nr4sNbXw8Y3Fxqvr5jo2Fl6AK7jsxJJbwwi8d4MLRys97AezBHpbJGeEbpn9Pd2Z4Xo7bhur7BGg7ovQtcGg0QukKhm6M8d3duv27d798HYGeyX3bf9c/v32QSjBGudOtAZYp4COPnBHhz8ul03Srzw52fMza8I+BM7Eh/IZB6zXaRsXSGItDmkk74HQrQJOBNjk+P96UCSwJ9MC6KFKx77YrhWzunZhHHpUblFq5y69lHRUNGlVUmJ8w1lfkoQu9y5t8SpQMOSs8UZuQSD5uhhyXw2xi09rizIy5LHDw2rpubDO57f+o3vpAVeUeU5Gol0gTKLVlVfO8ajcdyMzYh6VSGl5vd+75/y2jef45uv7Keki9GS8g/+qz/DthNefW2fkT6n8Y84Pa3Yn/wCxhwjioIfvPUDDg5vc/Dsi0hK3v7oLf7gn73N87f+CgdXvhM3xfCIb377BcpixMmjJc4dYZr3ObixzXRbs71zHasrhJ5g6hJVvsuVG/fZvnKfLbGPKndpgqPcaTm4kfOT9w1vvz/n4emKwxu3KLf2GK1aHp027KqKq8+MKbdvcf/BkunuFuOqYro15td+/YBHxx+CnvNv/s1/nWKSc+/4DMseuXbgDfNzgXBTzk8tRTGK1HcyKT+R4xshfAwLKAVXr2+zWC4JTuJCBBusE0gVh814S5CXAdNq7twNYCVBTHH2mFdf22Nr+hE3rlbYZsz5n94n+IrjY4PIlrR2xpXDG+R6m93dFbdvKc7PM9zyOnfvvcXNa57dEXx0+hFy5yonJxmPHzvOZ0eMJiOKvODanmV758aXMr9+domLcbR4JUDWOYIM/YJs3drjp9tEvfM9EbJ1YeM7iGEXPVAT2LCGDD1p+kVwcH9cfD1d+Eb37OH1vXdOWt97ND1tJt75/nAUgYz19xG0GfAHkcCoxKGDiIfEzrMlctTE9cmnXbwDvTqwx3ahR8RDmXcWiAdMmbwUu3I9AucdSuuoKGqdwO2ozIoEdDnneiBJDDaoGAIVQQ6R+ECUVATVfRbJN4Pz2E7REPGAFdJG64heDkKKSArsPWgVU9cKQApEykoUREjeFCr9HT/z3ZjoNnqhEmkkKUtZSAfvpEhJ+oxtHVlzVAgiyWZIIYAxnE9eSAmvCD6u5d66BDDGDT3yzPqU0UvgrUVkCu8t3lm0jiTlq3r1r2bK/NckAWirnEZAHgSyaal0Eb1rXEoRjMMbF0ELIgkxIfLRdGCCDwm4cBbrQgSAXAwjcU5Ezh8iWOKsT94vgSASkBcieOgcGOMoS50yjAmqahQ5TZRCo1k1Dc7U5FmGIxKnxqydGcu2ieMwKKY7+yxVwTJITpZHyEKwM64Q1jDOQOUxZbS3GoQG4ShySWsERaap2/jOVVWkg1Ug+Bge13HjyPT+IqXZ7XiCpOhCAyMhrvOeYBJRejqcdR2QcrSgEImnMKp7yZcuAaiRJDtuRBYXWpyUBOupHIQHR4wOdjkVcQ4gBcqDQiYOp+5zlTyNQk8GG4JYk1Mz8MoJcaWJSrbqQdmhIi6QETSWEiFFsgavFcrQATzdPCSslfJ0eJFCxERznZLsQShQSuNcXHesAyVLWtHgvEFnOU1j+4yKIT03rusOoSJJu0gnng48/zqJlIrJeJvtnX2UylnVLc4FZJYjhMJ5gVRjpNAUmYjpt6sxCEXwRPDVOLxzKKGQWnH14CbeNTjXImTABYm3EbzJ8oLJ1oRRNUntqVKIHYk8PODReCGwibE9UzHkK3qlRq+Vum1YNS21cYTWIEQgywrysiIvNM67yLvjW1of06RnQSDwSB33ryzLKMsJWTZGiBIbJEFK6tYkr02NzArK0Q4mFHFvFDVCG5ABBQQZM1vZEImjvZCgNY7AaFww2dpmPNXkuUxrv8AYSb1qmC0aVo0nyJyi0uTZKPH95BS5ZjzKqaqM1hma2rJYrnC2xbjIpZTpgtFkCyFiNrQgHKppUEpSTUcgHFJClRdMd0ZkGbS1pbULFstIuO2SF7SUkizL0zlGxQOXs0gdKAsVvStd7AOldQwVlOt53GXr8kFiPfjkpei9ISQYuFkuOTp+yHx+FueX1sl7qKIa77C/d429/auEIDg+PsJa4h7gQetAnivyPIaiBQHzVU0QOUhNUWaAihnltEQQKR7yacF0uYSl//qBP9Af+DswJy41n+Lx0SEO3a1Dj4uL7z4EfrrfB3jDsIx1wwU6b0wSENtJ/xzf1ZG+vItL4gCP6Ks7BIGGQNIa3Nk0xF6s54XS+9+Genb8LBkmkr4shnUnbUdisPd0+5GQySgx+D7tQaHbr1K2x66M0F+nNsuTor/9qTUfAiKdxaf7EQZ17vpGRK5DhIjevB0IFSAQM33GZz69xQZvv/5sMGw2AKABYPWZ0nsYbZb7s8hXAvxJXZwOUmnwdyCXiBuY0mrdMekOn2JOo0XeR0DIxSwf3jpUluGtQyA4PLxGXXu8P2bVnlG2GbvbzzIWBc7EIoOE1nqcW1GNZhwfN9SrCdYakKc0XkPYZn4iaGYFBRIxmqNFzvxUMpIjTk5PUO457r2v2N+bIJTGWIEPgnbVYLMcKSvms5x6NWcy2mNUPsd0tMOH7/6A86N93n3L8MLzDUIGJpMJn9w95/HRI154/jY6H/P+u/d4eHKH377xOroYYYLkP//dv8d7773Dv/dXvouX8OFHD/jP/rN/jvAjXnwxZ3e0hZWOs3sfMtlq+f4P/h7ffv03+OCdj7hyKGD8mOqwwMgVrc2pyn0m+4JnX52SbX8fJhYVboIuEaoh2JbJ4RWutFf50Y/P2N67iiEgsi1QLcYZzueKFpheHXG8aEDC9l5BMZbMncPKjLNTx3PqCkfnM1qbsz0t0cFydgSEEiEVxhmyXCTA3BNUOpSmQ69TZ1y9vsebPzlCyV18YpP3DkYltE1AEsi04vbzN/jh9x/x8PGSPMtpgZ3dEXt7JQeH2xgartwq2fnghE+Oa5578SWmW2PqZc71w4rpOOfx0XX+2b/8F7z2rd/iww/e5tqNlmD3OL2/RcarrBaGo6OW1lZ4HALJD75/j2p0hXox+lLm2M8sabHpwrHWKdz9GpBlzf1iTLQoKgTeumjZCpF/Z5iqPPKRQI/qJ6Chkw68GYaEdWFWIojo+dHvhmvQqLu3i0keblTxurRUS5EOGJ0nz+aG293vBqFrZkAg3XkxieTpY73rvYhUuleqmH1JCEHwCYQREpcye0khcSF5sSTlL4SYGS0vClASZyy9hUaA6AAhAarIN+oLJMAJOu6NznMKPEFGQNwR825LLcn6DGYRBBoqNp13DcnyHgSRZVgIQojp1aPSEhBKoHRMpR7TcAek1tFriES+LSNIFhJ40AFDAEJ1B+oIGjm3zhgmZVRRtIyp20mkxJHYn+T5FeskZCR2DiESXKoEknkb9xYhSJm+4rrug++5odq2/UJT48sWJwTfl/BPHtzhe1dv8O3plGI2A20j6OUsxll8a6m9p5VxHxJeJq8U4nhISmeXycs6jzEx7CuOgESEHWJmnxA8Tgi86OCNxLfnPcqFHmgIQTIajWO7Sk9WVIyqCU3bkmcZSmqsaQjOY3wX1qfQUmNbg3UtWVnhwy73Hh/TWM21vUOcmNHiqHRA6BhW5vEoQMlAVWpqazHOoFWG8JpWBIKPgEQMd0neL0kJ7niQZAKXZapLdBpyOBPbS0mRAMw1j04HxooOSBIygWqdJi7xQmK8RyuHkAGbCdpRxTzPeOAsZaZxeYFJe5fwFhVcBG6C6Nt0qDxKIZBB9gpwZ91MXNwkVGid2j7N/74smbwohSYkUIwOI2KgWgpAhMF6mv55gRAelbLIYQENyisMhkx7QlBYK2laiZAVJkhM21AUKnkbxpTvog9hdQQZPauETHO7PwB8fUQKyXg0ZTwas6pbFvMFTWsjJ2U1ZlSOCV7hg2J7eyelfo8hWQBYQZWNKQ5voRRkKk9hqiusbajbFSEkz54EGJRVgRQxlNYYGwHJELAOkIGqLNBKxj0od0y2phRliQseawzz+YrlyrFcBkKIfDJ5WVFVFXmRgbTYtgbheshTqjFSC5T2VJWiKnOmW1tIVaLEiOXKY1uDsQZhPB6J0JKsGFOVAi9LjLVklcG0NXW9wFlDG6B2gdY6dJ4TMsHSLClGGVlRkucSpWL2MGctpgksFi2NcZzPFtR1i84yqrxEFBVB5mTlmPFWyXisKCoQtUTkGpFJrCloWoUxLVJmSB1BOgCZZZzNlgRhUTpy8ITg0FlOXc9wXtM2C2bzE+azU5qm7jnssixDKBFDUr2MZxklcK6lyCukkuhMUrYeIbIYfSAi0O6dw7UB2zYEIZMHdjJqJN4uiaBtV6xWS0xdgw8UWU5ZjZhM99nbu8H2zj6ZrkAoBBqlJE2hqJsZApvSzQsQEfRv6ppA9IqcMCXLNE0LzkrKIkPpGAY2nU6xoeFrF5PJGuD5PJ/1+ml/TUiOCfFnp++tvUPW4I5I1pHQgS8hWTo7fTWkNXmjDgNdlA4W//Q69tcmQOBpl3zau/V4U6fzhbDx96D09CP+jIY91desO6uvAZhNcKjTI5N5Mu5JMVvAYEPZvLdHuBL4I2QChVjfI/q9TPR74prN8okXvtA/m+CYEDp9sD5TqBQW/0RrJJ5aekziqY+L5dKFpj25h11s558WYva0cMXPDF/81G++IuBPJ8aaHuSx3iOJh3ZrAnlWAJ3SEwe6Mxatk5tYZ8F2nuCIbsU2gJfsbO8hfEZTN4SwZHZ+RCYmlLqhyAogEio3JkCQzM4DQkmsDSwWc4wxjCegM4tdGYKDcZWjZEOeN3hXI9lCqwK3zNBsg59wctJSjVIYiPQUo4K29dCCklsc7L+KVhapFdOpIM9BZ2NefPVbnMzn5LknqwrGOzm7hznj7cCiOeXk/AivW37ywZv8ld/5NiYUzFeC7/3l3yQfVyxXjg/uPGY03eXll74FhefR6WNkKfjOr7yGqCx6LKnDAjkuGe/uM933FNvbNK1CFRlOQTYO7NxSqNE2qhyTyTG1ETgpsIyYtTXvfnTMeHuHbBz46O4nHM2OuHl4jYcPV8jcU049z0+nLO2Ma9cPwQv+/N0fUk0cv/ydl3n3bcH5KrB1uMNUCpbnlkcPbOSHQOCER+UZznl0pmN8e4juwc5G69D1m4c8fHREXmzjvYpZWhwED7WJNtiApF4advYU23sSa6I7vXMO4wXLOsP6fXQRDzTTq5aduaN1Kw6vjmiWOXc/PuUHb/wRL7z8PC9981c4Pms5Ojpib98h5RazWYXS+xw+k1E3itViwbXre/jgmU73sE5gzOLLm2A/gwRCtGIJ0YdvIToy00TU7AOelAFrwM/TcbQIEh+FEGvuHp5cM4fZubpQLmMMSqr+Od13vYjOK2ENTHUcQOHCQhr33gFvTfqwKy6kw9WaUDX0m4tM3i9CxQ3PB4/UMSuhCwGhNTJtnCEwOPjFVhSxEVL4SOSx8AIEKoVVeYyPIRJKFxEA8Q6V6xTyFr0dgo9KmSNabm1yye69EWTaJEOy6YgYz4+IoFS/WaV36kiPvVjXVyaeJdUpKOmezpNHiM5TR9FlR4MQPYRCQOoseksgcKLjIYrW69DZSXwKI/Q+puyW0ZNHifhsRyLlBYSIITsuhYp1xMQgepCIVLfWtN2wiGNQR0Jo33sJZf3Y8r7jMVK0rdnIzvZ1kBr4vTsfcFpq3vn4E169+SyZFJjgU3hS4uhBpJTF0QOAEL1yfNJzfOoT78EmACiGdkGKJ4qgoktzK4QYzhQ1ukgSqxVFEffoLixU6o73J8chMcYiZORwstZSFSVOSVartceVNxZVZJSTEVoLTs5m5ELTWMHdo2OEyrl9/Qrz9jFlBq3IUIDsvM90JF0djUoaGw+GeSYQQkLQeB89lHwXgkbKhyNIYavDKRKBid4SLzwd8XBHGC66Na67MX2GjB5TKR0WUqt0wIK6NYhcY5D8yXvv44oMicK1gYwMhYpgZheoOcx4Jda2Wp8sgJ4OFEpedkqk7GyeIGO2H0T0vlBB9kCQFyJlNEuNLxMAnMrqzMAheRAF1s9LcHLvGq/iIyKg4wJCBjKV4WwcZ847jHOoXCFFFtNZ+26tTweCbvFMmdaGivXXzfMn8ktJmrpmPl+yXKxoU3iXD5ZCS4LPyMqKLCtxNhqJMhn3DpEV5KWgKLYYjTJSxDFNs5PSoa9oWoN1gSzLccHQ2kg0LBAYF1CCBD6Asy6GDxND8mLAsqM1NcJ1HHMCrUuqKmbZyvNI+ixkiKnoi5ysEAnMACEatNKUZcHOdsXWdkVZKcqqAjKWS0cdGoJbIoTEi4BFsWgsBZGfSxYj8iIgbEOQgkx6/CrQGIcJApFX6DIDAWVVMt2bkJUa7xrmdYM3hnrV4q2kMYFla1isDMuVgdCg5zWHB5owLlHeoo1F2giAy1KR5zF8WjaCvNqK66CTBFQk3XYxA9qiXbBoFrhV1D8FnuX8BCWhqgqcNZyfn9DUS6w1ac7ICDZ7gbECZWLQ5rQYJb3AJoLlgtYEvFcEIkdda1q8sRjvsP0eF2ddl9gghECTsidmUmAzRZFPmU5GVKMxOzvXGFW7yCyPGcS8pywL9tU+yzLDNCOsWeFcjfcW6xyta7Decjo7Z7Y0nC9aRtUo8awVCJVRVjkIT1Fq9FKnENivk4Ref1iDDUM/DOgVOS4erod8hOskHBuhX4E1f6Nf39cjLUMvmtCFfYXB359S66fcv/58XfcvyguU2PcGIMXwywTeSLHRQqL32FmDO0PjbVKk++8RcT/swrqEXBsmepCn+1sOKAzSwhcGoJJIKSCFXAMzIQFDyVwZ/774nn5NL5DQugsXhKQnJl3aB0JHW6HWHk0d0EdnKQlr3qcN6R1V0p3pmu51u8Z8OizUFfHZQM+n8f98njHwlQJ/nHW9G6pIAI8ArHFkWZ6ANoEM8UtrDDp5fpH4HrxzZDqggoioXdKevI/W90KPMWIHwg62KVE+kBWBxgWc8yyX8P575+zsGnb29mncQ0JoCMGSyYy9w13CJCMTGikcXXpGY5boQlC2UdnyITAqSjItaRpHUUXrqNQSoQLjrGJruoXOT5g396hdw+6h5tu/9CqIlmxUsrtXkhcCpwzH8w/YbrYZZRkiawjSsXO4C7ng9MGSo5Oakz/9kJvXv0XbrmhDy80XDjFqiSwtxU6JQOIKyUnjeP17v00zh5vP7TCZaCbbmsZYnCwxQKYtQc7JxxprX0CVByAKrLMEqanNIR89fJ/x7ohXXt2l2oHw5oi9nTFbxTFni5ZicsBoqqmN5Obz11AhZje49tKIV791DTPPuX77JtYJrAjM5p7luSOrqhieQPQnF1IisxgDblNqbOMcSgfKTFLXsFqM8E5HLwHhURk4a8hyydlxjTWB89MFh4d7XH82Y7my2FYx+7ClNgrUTU5nK+zJCa1/RL5T4dQ5q+Yud+7uMSpKHp3O2L16ndHODkWpaJYt1UgRkByfLhGFoqwclgbjFVnu+Pj+xzx/+zZ5oSg1NO3sS5tfP4v04RGDxSWmfY+cW3hPcC4SnLJGpjsS4u5+QiJt1+uyZFJ0474ZUlJSmRZ30rNUj9ILILhhlhiIaYXXoETnKdQByLHOMpUVC43hG3Ez6EQpHTeZELlsvA99anZk5PGIJ5K0WXegULL6+OSV5JM1SGiVOHwGG72IBzqBQqjuu0BQkXsjXYXr3lHGkA5SGziIoVtSIaTAy0g0ojPdAzJCyv65LqT0oUlRtKn87rBqQwyTlUIgslTf5DnkRNff6UBJzCQl06YtZZbCcUWnDfRt4n3orTwhtVsMT4kbt3cOqSLAo3TMEgMQnEOo5N0jYkhK8B7rQu+l1Y0VpTJcCt8ZuiBHJUTinMcZiyESbXf7eXeezLKM87MZeVbG7GFt+7UDf+bWsL2/z7M+8N2diklrqWvLyoAzMXTEeY8NAhsUzgpcCnf0CRSin4OJzDgROneKZlRMRP89yGT5JilGHfCbobKcxvro6aMqImFsHhM5SIVwnvmqRimNt4bg4mG0+P9R9ycxl6Vpnif0e6cz3OGbbHI3d/Pw8JgjK7Iiq6Cqu7qQoOlqBEJiEEKwgAWomw0LJHa9Quotg1ghFWKDxLILSpS6pC66O4GGGjorMyszMiMjImPwwdxm+4Y7nOGdWDzvOfeauUdkRIZFkHEks+/77nDuueecd/o//6GqIWfGkubWdT0+GFxdcXZxwfX1jrV1uKbh+fULageNcizbln0Wn6zGiSeUqixh7NBWs1yt6HZ7Kq2xo9znMSpCEnmS1qr0OQjoOc071OQXIL5GLjj5HlmYUCHl0k8VYEdrae/WoI0sGiWd1KKNMOwgo3Iq45ol54rR1ARX8/bZmsYH6izpZDpA1JqgtXjoFLZOUgql8tyf5lwmuZkjijwTelMm2PLwRPiZ2qjS0+NKfI9mJVup/DJNxqXtw4wZF88u5naepF5SGNiyX2sqvA/CXsyJ7e6K23fO8SFiqgbwkoRWgMYJAErZlDm1OlyH1ya2vwlbSonN9gY71MQo36eyNWdnd6ncCucarGmoqwXjEEjZo5HwA+dsARZjYZpJKxyGzDgGul4YLvv9IPfTIBdgKoTKrTD5bKVSfCmL0xTxY482hphHspZU2xTA1Q3aaOraQq5ISY6nqhTWikdM3Sxx9ZJmcUa3H0lJ4ayjqgzKOLR14hUGvNh1+AimadA5koKHkhholCVjQYMPIzErRgVdTOJHqRXNqqVtWqzV3Lo4RSsYho7t5RV9v6Xfb4XZnzTONKArktG4tqWiYuhHohILiUjE54RPkawdSYF14kVltCXUUgjY9z3DGOjHHq1taSeK5cmKzX7LzfaS3faG6AcqbairGms1VgsDJ3gJDVAKfJBQmpg9Pnpi9ji3LglmwlrSKlDVjuWype8iKRvGMZJTZEyTNFxTVQ4TFN4PpBTnxaNRkmi5Wq1YrRYs2pb1eimsbOUIePCRcfD4McxM5qZpaZuGFEbGYU/wPePYkZQwdm82Hdc3N8TnOzKW9WrNO+/cZ72uSXi6/TWD7yALG+k3bpsYHsfMjVcYFrz62OuMiyO/n6mIyLyb0iFOYM3Uv6kpWkH+z3mSur4O/JT/8zHofQz6HB47fu/PAn9e7z+PJWC6ADKJg6x3BsXU0XuP51kTAKOO3nD8GdN4VF4HFCBn2u80Nh0xV9XEBpI5u1J6tm1QE/p9BBhNxd10vN+5/3sNyMplWMzHPCrmQAWZw5f5tZoApIkZpaaTNl+HXJjy8lf6vAR78hEFST77VZin7OmnNp+fBuD8Yo//9Lb5lwZ/lFIPgP8zcK98wt/POf/vlVL/K+DfAZ6Vl/57Oef/8C/YG5RJujVC4TeFGqfQBB+oq6YMbFoeV0qM4Myxj4iSFKwkk3uSVCQ3mw2P0mPeu38fV59yspJqZT96jMtkLvFYLm8Uyqz54Uff5wN9h/VFTdMu2d90aDR3L97itF5jV5P9hcbZ+/R9x8OHL3n0cEPVnqBVRNcLsoK+S1SVZRwDtjJcb7e0bebi1DCGgM+BLnZg4Fu//U2u9lveeuccbUdQnqgiuoKQ99TLkacvH7FY19xRtzm9dUEf4EeffMwnTx+yWq357vf/nJx10XlDF3bUZ5qrRy9ISbFa3CN6zSdPL2nsirdun2Mq6ElkpVEWxpgJKWNNZOgT280atzwnmT25rvChZhdqVrfuc/edFedva7LZ8vYXam5fNLg4MuQTrnaJm/6a9lbFch1xtqbN5zSp5ocf3rDfQmOWEJZ88jjQto6T05ocMjnmslgX0CdlGRBd7QqNOYHuWS4rnj0eQS2KDEUcF2IcWJ9oQnA8fPJcEjdOGlQV+PI3ztjuIj/6wQtc0xOjQakV+82Sly8Gnm09d949ofcvuPv2OX/2vQ85OzkjKHjvg3c4WXl813Nyovjtb3+RpnHEeMXFuz3XN3uGsWG1PuM7f/wTvva1d/nhD14y7OHO7TNWza9e9vUm26aY2uWDNMnYIyZFkSjAofJdBsNjWQQcKiFwQKm1xDLBJC+aUPvit5OS+LSIGkEVf40yqBT4fmbwlP0K6MTsRQLMg4A6fIQcm1YHuVN5TuRVal78UBaEYsI8+eBIZSLmJFXzUh2IhflDkUgldQBe5mPSshAWXxtVDJ0P5yyXMrrRFqUPkecgDKMJYEopCcvHWGHEaCULrSSVSa3kuYws6NUs1xIQSZfjMFkSD0EisVMqQFkZZKcJidaaHDJYM00x5BiMngfCGSyYzLPLdU4KMewvA7hCEsa0NsV8eDJ/VsK4TEKlVlruD2GQiP9JLgaykuIVXk1bi8WBJU2eTVqkXdGjyGh1iJ03xrK5uWHRNhgtJrQ5/lTC8Bvb3mTbXBrLv3XvXVaDZ7ndkfd7wpgYgqKPQar9MRGjxUdJwgwpziyfDGL4XGZY4vUEIR/YJJKGVcC8WJpPuZcVama6GK2oKkdIER8C1oq8U1g9lqS0CGC1oe973PRcFsPn5WKBKQbBVdPQDwO7fltMS2tW6yVxvaRfLXj27AnDzUbG3+Vt+tyxUJIYFLNhIDP2I22zxPqMVpJqY4zB+4CEv6lSvZyAjSzMvXlKNpmYC0Bp64paK7QJxCjgGRTR22SYaq2YGxcQSBuDsqo8b8gkIg5VTKB1SpAiP3r4Iaf375Ew2AR1SGgrvOepj81Kz/3Ucf8qvKUD2KqkAcrMs3wdgauPJrXzzUiZ3Od54jzXnaeJbT4Cg8qWswA2IUEYEsaVBL1iC5YVjCGjnOH6euT6xnNyseLitiF68bQJSUCRFBF2RPG8CKX/nvuTqar+a9jeZNtMKbLbbbBuoGlW3Lp1C2fXtM0p5FqkRZiSgJZkpSdwLBpw1sj4qDN+HEkZBp8Y+pGu7xl9KMwfCrCdsbbGOkeIPWRNJjIMI6GAqs5aKifATsiRdtlQ1xVaSdJTiGI14MMoQD8VRmdCzpicqapaChExy7xbF2nomAkpEYlENMpBP468vN5gjMMZCkigSEm8ntJYYuqVMKFGP9IPAyGLnDXniFURbTOLdYuPnjF4/NAxDHvGYWQsyVenp6fU1QJtLFHBEMBUmWaRaJuKi1tnwlCyNW1b4Zykx8VCG0hkslFkNBjxBfMpin9VKUIEYNvv2ew3dP0NKieUqchDpNFVMc2PAvQWSVBKwqnMJSWtahzNUo5T6wzFcDmniNIBa4qXh1Ok5MRU2hgBwJwAyN4X9l1hXRst/j5WaZyzWCssW+8jIe5QRmRZKUrhdBwj4s/mqJz49zSNxSxWpOQZw46sErbac/Xjh3T7IP1W6Fitdrz99j36YcfNzUv6flfY2L/69vlm15uH7edhVrwCQqOEESJPMvWasyg2Hx6fBspjZtA8cy3z6nlCmqe/D2Ps5x3P648dfj+We70OQxxhXbz+mtf613mSLPfZcaFzRjt4/W9dGDtlnJgAmxJYIvud5tJqZvOoaY55JOuaAKB8VHyYwCIJ3jwAP8c+QtP7xK5h8t7L83fOUAgixVC5fN2UDtdLxh1zAPPKHCCbssaZgT5hC6rpe00I1bTSmE6nnmbK5T91+Fu9fp995mId/f4a5vdKUtsvURj5ZZg/Afhf5px/Xym1Bv6lUuqflOf+dznn//UvsjMx4oxolVGFBSDQD+SYca0wgrQqqTFKyUKgLLCmhUKIQi0Xl31FQmRg3dix70dWpkKbBcZFYgpkHfG8pIsOW98isONv/O1v8vzZC/qQGXxAtI2G03aFCQmnNT4E6laTfS0pAl4RvKdaBZQeWZ9V5CHz5OlTLm5dYJzj8npDzIlllaHK/OgnT1kuNW6xJHrNRx8/4uxeQ9QdonLLMgmMiap1PL/8FNdUpC6y6ztMXaNqsI3i9tsXnJycMOSebhdAJ5LSVAvH4rzmd75wm08+2dL7PT5HFqdrar0g6EwP1LUCqxkzKKsJ2YBu2e9HQj7n6VXm/G1DCtLIvG1oLxybm2vyy5Hz24a3H0hKWOjgcv8ptnWYRvPk+ieoWnOyeAsfLKOveP9Lt3n+wvPD73mWLpFGy+Zmz+g1Fxct1iKxnEYaVIqSLORDIpOwLlAvKq63HUlZtCtmkymjVOL01GJdxZ/92QvObt2mbWuM1mz2HauTTN1q3v/SiVxH04LSxKQJ4Yy6+TJZab729TO+//0PqeoFyibefec+u80VTx7/BGMC3/7t36FdrNlcR2yTaM+vePzyhlrfxeiGL3/5A6zNXL54wp3TLzLsYLlof4km93Nvb7RtygLNzDKsadEtyUzVIZkpH+ReU4c0xb/DBLgc9OHTADglzUyJU7KQjwXgjYcFfnELVmoCk8qQW0CRWEyVE1MFtAwkc/VGfqQCGgmIkwogkmdzt1SO7dCnqoNPjylSr1h8bZRIkFSpGEyLpckj6TgZTACTQ9JXLCBNGZLko7TCWicm2hm0Na94hwRyiZAv5swS+TGb9+YyGKOL9jkjk9cjA+sJqEtM5/EgmxLNtnolhlmV488kcAcwKymNdVYkC+U8hxCxxs7jlbGGMAFYSlg9yghzaJp9KyNmzakM5tY5csyFaSEyoTTJBZUY8vZ9T9u2R6lyZYifkiKRiXNOgazEi8o5+RxjZEEdQ2DRLlAZwuhx9tdChH1jbXMBvPXsEhMVeE/vEyFAN3qGGEkhkyOMAXwQ+cAUty2eP7K4nOYX0zWeznOZzxWgc4b25L16KuQJuKKUJMQZm/E+kI0nKUfOCR+9FCOUxtqKlMQHxBojC5/STqqqkr4ezbo9Z9915OCP4qY9WmtOz+/y0kceXw00zwLnZwueXG6pK8swDIxjpK1bNi/3NHWDigN1ZamYwIwobUcrpsjIiak4ydvQAkLGGGeZpsOhkISgLOrDGQyek8I0M4gpZsoHgExYjAalRRZlVeILX3iXP/pxR281WRnevbjFvabBeV9kVRqVzQFcF3RHJuUHJLvQ6XVpyuIFlHJipvhAadsFsD+ajB8qmKUSrV6tjs6Ye/mp5j0qsgGfwCmKZEkAsagVT553fPjxE1aLlvsPbqNUoHECAA5BFf8lYUjoIjfMRSb2ysf/erAfeINtM+fM5uYK6ypiSORkqE7WJWXNopURnx8v81Brc2GLKVn0KzFgH4eRwY+EBJv9nuurDcPopZhoHXXd4pSbAwiCH/FhxFphWHrvSTHIufaeqnIsliuM06xO1ygcgocLirTveqyipNONJBUxBpRzYCBEkZphDLa2RBIpwBg8afCMqWOxauiHXhgqRhNVou+2OCuMpqZuyAR8zkyhNWjZZ44aZZx05SoRk2e332KNIaZI3/UM44jRlnZ9TmUdy/UJddVycnLCzX5HutmjlcFax7JtODlZUjlDZdy8rhAgJaON9GrGgo8K5Szjbk8fRqxbiFQ1WJ48u+R6u2fX7QtjR3x3MEUCbhRaGek7lARKQGFFGl3YPQtcXZO1FgVAUhI2UFi1U3jNxP5KhQm2Wi2I2ROk6glIkUeX+U3lapISs+gQPN5H8QCK4svnnKGuG/GLNxlrqjltb4wZZ8BVFZVryDSgM+s1PPr0ku3NDQnNOAaJge9H9rtLbm6eMfR7jHG/rgb6Zue08AqoM/09bZ8HsHyeJEuAmsPcdwaDJkbJMXid51keUEz7J9zgeDsCJ46P49gS4WcB4j8dDPisH1A+0iu9apOgjsYcNe/3WKY1Pz978MjjGQ5j0hFAIyDR4b25+LbKoKLl7/m9B9b9DPJAkY6V1+hDsTGXz5vZ/eU7TOdT3nu4RvO1OSpsTIEH0/xWo8iqYA0pl/VJuW4zIKOK/w8iD5smzPNYOcGA+dXjUfFwLV6/XMdYXH718c9c93yYF7/i2/RTdn28/aVnuznnR8Cj8vtGKfVd4J2/7P5UWUQZI5MzpUSGkGNkHD0n1sGRt4gspPIMQqJlsMuqVOOcJg4epSzozOh72kVFu3BcXl9z+fia9x68DToTYovWS5anax4/u+TB++/w0SeX/On3f4TQzyKVgcopwiD1jbo1DOOIjjUxOBaLW9w/OWXjr8h5JDFQO0flIh999OfcffsBrq4Y+g0h1QxjxenF+zz59CVcLnj85JI+eN764m0yiqpuGMaBIQRs7YjKsx+vyaPhZrdj140kDM+vnvOH3/ku73zxPbRWDHokL2XQMKpGmczp2Zr9LjCGHmMrLu7c4U++813+7r/+bZ4/i+x6jw6W0xNLCrIo9KPn8rrHqAVZO3ZBEy4jdVsRFXSMLO859krz4adbqpM73LmVGGLHZRx58K0F9962/Ee/+6fc3HR89Zt/neXyhOutIQ4jpm0xbcU7X8pcPtnTLjL1mNnvI6sRqrXcxDGJySYY8WsAlA4M6iWr6jabp4raNSgyKURS8iwquH234T//vY9YrG9x7+2an/x4B8nSbQd+cHPFxa0TFm3De1+8TQyGxRI++XjDYDPnF+csVpqXQ2Df9VQhcnb2LomK1dk5v/9n/xm33q/4ZP+IW+Y+WWtCWvLnP3jGl7/8t9heQxwz9962/O7v/se89+C3iRvDdtPR3/zqB8o33TZTFI17VgpSpK0beTyJqayrKjEJzBlrRZ5pJr8eNRkjq5kFM2nWyRlXTI4FTJGuapJ6GWNmD59U4pUnUCciI+e0mI05FTNF8eTxXlIvJlHwLCNg6pszvkSRWyceJKr4zeQYij+CKUACKGswhaUjkz1d0rFKRaeYEWcKS0apmWJtimSRDNY58brJaQZtlCpR6KWCFIs581zFMEcde0pCTS1L8TEnzBFApIxIwFJZyE6DuNFuZv2YIt1KBSjTJe1nkvY468iFITMDc4K4MZbHJ+ZWmo4Xjascqhg6Bx+oXCWnX2uMFcYY+uC3lJUwkCbGjq0qUhZzb6OFtaStMBhl8QwqyWfPSWgFTJx+997L+Y1RmD6TUbgWzyOdM7nIFYfec3FeoYBx6CHHv2wT+bm3N9k2c4wMuz0q1aicGaNizJHoIzlkUpSkvcF7YkrEFIixSGvQkl4XRR4JYMmH2N88AauqmJIrCVCIAtJpFFnL9TcaqTgrK1IHn4khMqaeqqrRCWzViKw4K5q2ZRfFyDWEgW6/5/LyJcZazi8uyNrgQ8AYh7GO/XZL8CMxlOujM27RcH3d8b0Pr3kQ7pHjgnHoqFzF9qZnvcysmxM+ffiIe7eXuKYmG4VxGWUCIUianrBrJKVMkuFCaY8JlSNGSZt0Rou3EBTgRRZ9AgCBcwbrhOFjjMJYOY/aTqbwFuG8gXRIiWA1Hz57jC9trFKRBYpbSdr5niztJesC5GasE2+xnIqZKGpO60pxgm+Kz5oWr69YgN+pKivPFWBqqkZOFW4mKFgen+RCZDlP06Ra+sFIxogxd10RSud6dRN5uQ18/OlLsgnUa4+rwZqIDjuMWWBzI+1aKYyRT4sJ8SuaWaKFbfaXrGz+otubbJtKaYxxwryJN4w+C7hw7qgrO/f1OXusk3ELZbC2whlVCiMWP4yMHvbDwMNPn3B9s0UWKPKae/dqNCNVU2ELA8gZgzGaUMa3XNjyxlpcXVPXVanSO5p2RQgZ8GQ1sKwM3b4T6XESBo5rG5TJxDRKP5IjaEdVV6AifvCQAsoEUg4M40AmY2wkhECInqQDvR9l7NWepmmw2hSQSMYE4ywhZZxyKOVJsZeEsGHAaAskRj8yDiPn52fiA4emXqw4OzuHDHWjsJ1YRWTEd2yxbHBGWHHCMsv0gzDclaa0K002oga46baMMZF0oG7WbG62XG96fITRx+JtJW0/5IRVSKGhJEvqcr5zzgKqVBVN29IullhTkdGgK4yuBDRCQGaR1iUqWyPzXZHSKTSk0hZykYICShuMK7J4AgmRWPa958XLPSllqsayXDQ0TrFaLMkrQ121ZKXY7/fcXF8xDiNkB8pijSV5RdssuLg45cXLa3SG2rly/iLD0LPf7xi6LXVVMXnf/Cq3Nzqnlc57LrhNa/W/iGGojsBvub6lFcubj5ghBQxKHBbyRwDQMbp9DCzNgShKvUb+OLzm52FBHsAm5u/3meemv6dzUIogrzBJjvvdGbShFCsn0KYwaAuIlUsBcX6/KnNVxSEYYSpITBKvI5BJXn5I8cqlT5vAHTV56cH8/pkFhPjgzcBQuQ6Kcu1elQMcXUcZTycHA/lvUhRIyq6an5yKyWq+Z+ZiiCnVjwlUyoe6yTGgcwCCiszu6Dqp+TY53Js/9dq9Blp+PkvsMw/N2xspdSql3gd+B/jnwL8B/M+VUv9j4PcQtPbyZ75/OtAk1GurtEShZjEAzSnPiSxGT9KesljK0vEeI5SyCJSKQ1axxEZ6fBwZvcYHR9Yt/ZipBqgWJ2x2mYePn/D86hnvPLigXq4YNzu0SeikGGPkxeULztozWSACztWEnAkkFqdLlncUz3/wEVZner+ncWe8/c5bfPDVd/j9f/UD2tUa2xrqRYNrazzQnq75wQ9+wrsPHtCsLEkNDMNITkty0b+POXF665T799/i8uU1Y4p0w8g/+sf/mJ98+i2+98MPaZc13/hrX8VVhrEbWNRL+sFjYiaozLvvn6KqpdB0deJv/p2/zuUuEkwkqMTLzqO8pl5o+j7R+YRXjmq5lAUAGa+dVPVyxiwt3mbWd5eouqY+c6jmBh1bLp/C+e1L2juX/Nv/7X+NP/6ja3TTct31vLxJ7PeJF1cNY1ZEq+hUx2a7Y1Ut5HNSxZgcxslsM2TETBbQFYCmaVYEZci6IWLIOZQFOZjW8vgZbLpIs1T85CfXkBX9fmSxWFBXC4yJ1AuDqSObzY6PnvTc9AMJzc3jZ7z37jlvvXPOYvVtHj38kJcvnzOMnrPzJX/jb3ybr//te/zhP/0zlqenuPaMP/6jP6dqEjdb2G17goenz69ZrStiDFxfX3J+VxHTs8/c/7/K7U20TVtYNeSJdQJ+HGcwx48jzrlXWBhpen0Bd3IWNp/4S+iygMqvGDQLQCBJYrMEiqOFST7Ev88dewF+QYCEWHxj6rqWfXOowEx+NTLw6BnYAQ6eGOSDj0epWGRkMZaOj0Uh1G+lDpX9afDKEJL0XcrKAjnNFYEsBgsUpoWazKHzgYkw92OpHLcpsi0gKXyp+k0LuGlBdlxVQoFyRs7zNJCWMWfyZprMoNV0DOW7+QIoKcBHkVtaa9FNJROc6bW6sI+0BcTcOZX9m9oxFtkeWTEEL35uqGLsTfH0kfNttPT/OYmxO+nAUhpGL6CelqQ0DfM9MP2LMWLLxGIyss4pFcBA0llgqpDI/TeOI23TQoZhGH6uidWb3H7ZthlzZjskTJJ0r5Aj+5gYI2Sv8SEzxMQYRHAUQiQWM1OArIX1lTMH415jRWKQC+iaRRaWlYKsiCFjQyQpTdLShrWxUrjRUNeOPgyE6GnbBTkJczamgHWO5CPejywWLdfXl5yerGnrGn1xjveBm+1mXjClMFAvl5yfnZKTeAm9uHqJsYZbb90hZLh8fk2iY7VuRboSPH503PSJthroN4nOb1G6Ztm0RBLaiGEsWc39mXMQQpzvK5VB60TOCmtL09MKazTalH4r62KWLamExqgivTBz2zRaFyakFqZTjtgsINGAYY9ibx0xJ85j5oTMMkX2IVJVDdFPTB198Pph6ocAiscXqhRJkIl5mYBKu59nWIf9TJPteUI+yfzkdQLYI5+nKAytKVpeGGUUQNbZin4UGWo3ZJ7djPzghw95+513ePbiIxaLil33iMWJRamMogHSvGiYJoDqgEUd10mPjuvXt/2ybbNyFefnt7m+ucb7gPcDXbfj2rxgvVRU1YL9PiD9vrSbWxe1AHRZQNcUFZqKHCNXV1tevLxm3w2Q5ZobY+i7jpNljXNSnKzqlhgDfd+Rc2a5XNO2C5wT8H3sO4YxiMmx9RgLRltcbYps2BOjZ/BDYVtLkp4zDl1pXDa01RJrK3I2DL1nu9nRdT0QQHtQGWs1dQ0qJHwIaJ1AiRzXh0jc92QN1jqUscIYK8mL2hpiMvgYjxIYR4yBEAOewPV2gzWOW4sVMUHfD9RNC7pB2QxupB8H2Hec+iXdGLFK2HckRYgRbS1+EP8cm2Toff7ikuvNNSFkzk4aXFXh6paqaiAr2uWamDqMypiqxRlDVcl9HfqOTNm31tTOYozFVTV1vcDYSgDzwv4yxmK0EnZq7oqiIaOUBJqQDTEpghfmFtmglcVqGd+tsWilCcmTs5K5fdRstwObzUhMEdcZVLaslxWLxZqIyJ8lMj4x+D1jf01KjpQdTbWktgKk33/rNldXV+z3iUVTc7Jeo5PG9xGixpmapmoOYRO/pu2XbZvwFwM9P+0984J7Zvrk19gZ5TVp6qhfXcjno3nW9Pv0vlkylX5BqeuEWKjjvw/Hc4DSf8p7X3lCvfLwgb0zGTTL72qeS5fxYRo/5nGlgCPqaB5d5spTwWViB1EAIzUxfQSZLj6byPz++PWF/TPJxSS8QH5VJbRh8kkjH7HqE6isZp+fw+DGwbsuH06Imv42pehc/s6Z2Y94Bsiy3BNp8mXPWc7DtLejJqKyKvPRowv2OZc7z2DiZ5743Ncert7n7u4z2y8N/iilVsB/APwvcs43Sqn/A/Dvl8//94H/DfA/+Zz3/bvAvwtw++RecYxPR18izYZXKSasrqQipxU5HtC2FBXWCV1cjD7l3FhrGRmBWPyjIj6N1M0SdjCmRMyOEDLdxrPrI0+ePqH3W7CJ681LmcSpRIoKY2p2/chqkaicxnu5cYYxUS0MXeihqVA1mKzp+g7jLSfrFUOA3/7217ja9mx7kV3pOnN2ovDsufqj7/GgXWGWa1YnNbcuFnRjJmZdJGyZq5sNJ+en9GFks79hzB22bvi9P/gjXF2z2fegHRnNcrkSWucwELXi4csrQrVgcBnbZM5WNX7M7Dc9dmExSnTSnzwbuHu/5smLLVaP9GMg1XXRKxt0ldGV5upmT7Ns6YbAcllxsXIo17FPL9j3Dd/5/oYva89bsefDjy/ZDRp3ssSMkWXMRK350cdbmrqhWYg0bOhX6LrhtOlQbkcyJ2AMykEY8owmp8ITrtsTnj8bMI1Uo1UBCavKsr6wdLvMW/cfsFxqrm9eEEZYNituXdRAIqmebBL/4vd/n7ZtuX/rq5y6ik8fP+ZHP/oen3xa0TSnfOn9L9GNHqsjq1Xi+bOf8G/+V7/Nx3/6x/zL3/0XbL4ScO6EW/dP+eZv3WV7E7l8uef6aiAlz917X8Jv1uz7De+cb7jzzpNftsn93NubaJun7e3Z1NlYW/xUPK6YOyhr8N5LhVAbYvAFwS9mqinPg8gkq0jFtHteaCkxhp1knblUmmWBVaRkRyygCQiOMWIrR0aMFWUBZoo3EFI1PwZFysI/q8m7p7CIcioJPXo2dp7RdPLcwU+LJD0xa6bXTuDYPIgpdFmUoSdWiplZKjEJVybPA6gc4QzKTICOmfw+ZCBUCpS1kI+StIqUCs28kC2iFqaIzJneevydmMbzo4pGed8EsAEoY7HlmsQs/ic5SVKemPAUAH6SdGlZuGDEVCFrSb2heBKllEimmIAnQImkZqqGKS2JVBM7KATxSpsGvIkxlkvalDqaXMki2ZAj5JhlsZHECDUFqVWllIT5lDMpSIpkzuoXm2y9ge1NtM17J3fYDooqBVCBgUifFGM0ZB/oQ2TIiRg1KZkiYwJZ3ItHlRIqFVqDNQqrNbWRKnuamFBq8oNSBJ+wRkmVWXOQ8ZUJ28I4YlbsxswQRva7Le3qhBBkwRmjVEuVsaxWK3a7HbWTuHalYNm2hBCIY0ezWNB3O2pXk5WmXix4d73k2fPndF3PrTt3GUfDrvOoSrNa38Vvd6S0YB97cjZsw55+29FcB+7qJSY3+GGPNS1OazEejxFSxhcZq9UyQVRKkUIoiVmIBCaJxCtkMdMWzy4BKq01VE5kFtrIHEYrU+auUj1MeSSlgKHC6YqgK7Z14EW3528vFtxSBuUHKTD5LDKhEh8vICugUgGbjbBldEFHysSaadIqmnhpppR2ohVZlZj78v1nM02SfG+ty6Jlko0x90ViCj4lymVCgoShHzRdCDx9ecPHn77kwYMv8vLlhkV1mzhq+vEnaLekce8xDpKwyrQoyOKBNINVvL5++fUaPr+ZtnmfW+dvUVULRu8FxNACHIbUMewGrq939P2A0Y520WBtRVVXqCRAbIwKSejTqGy5utzQDwGlDZW1nJysiGGkdoamNjgDlTXo2rFYLAr7rCYlAbpDHOh9JoaEdQ5FTfAKn0uy3wQiOkdlFX70pKQKoJ8JPuGcyIXQmaoSVmvKNehAThZ0xFbCiM0Kch/QVvw6Ush4HyWFLwUiibquqZsVTb3CuYocDSobRh/oQmYcEhBJOaBzIIVBgGQ0FsfoPbv9nqqytGZNNwa8ciQN2SQ6P/Li+orVekEfRpq6xlpL1Th2XWCMYoJNjlhnefriJfv9jqZuWJ4sQCmsqbi4dQdtMzHu2XfXkMGPgSEEVASnNUMU9kBKSZiCVozil4s17WKF0pbZa8wI+KN1YfUpGVdDkcHmkvg3MRZyyJhsMFiKZT8pRlIKeO/xIRYDdcN+L4lnKWcqk1m0CYXFqJqUg0jKNfRjz35/w9htMFRUrqUylmQc0Q8sF5b33r3HduexZsm9u7dZtA2r5SnRjwTfU1WNAGq/pu1NtM07q9ufYU3A5wNC8zyIVzGSGSKYAQNm0Ocwo3ttn6WoMIP30+syKNRMmEn8AnOR8tJ5Zvf6d5gKjvJlPmcH6jD/eY3xc/gOmoMtgzrMo5mApSP/HmQdPsvDytiSAVUKm1lRAJ1jUOjgCTmtH5RC5NXTfFwfwKUpB2He/wxATceSDt+7AECHgrIS5lcSltV8ZbOa55PztSlMHpWngm8B7Mp1FLZXLuPY8UmbX1ZSgA8gUXmUmUU2X7dyNl8pfB9Aw9evnnrt5+c997O2Xwr8UUo5pCH+X3LO/wAg5/zk6Pn/I/CPPu+9Oee/D/x9gA/e+nqeqz5KjFBjmLJiNDGEUlXXM9oKSMpQFo+RWIAiVdA+ZxzkUe6lggaG4MlKUTUN6apnv5cByS2WbDdXBOFsCnCHP1qYRbLJDGnHo8uOi9UJi+qcnDWm0kRG9t0Vp+6ckDsq0+LDQLW+IJIYY6J1Fctljc+BrBJRR5JRRPZkOqIaiDRcb3qWi1qSWnLCOUvwYhT55PklIUSSdmBrxqikwp4jkczjJ0/4xte+zG67IZJwdcUmjIyNJZ9qFjbg0MQ+oiowC8XZrZr9GIl7uLnqSC8rgpYJxHJ1gtKumPBFdCNmfu1ZhRfolagTpoLnm5es1jfEKrAJz1jd/iabEZ5cdtSrE0IV0E7RYmE5cLm/og+3CX3F2d1bVPVIhcakrZAfKkgqo4zoQnOZcKisJRVuCeFZlAHUwsWFxVkY+wCVQgdFYE+zallfVKgI924tWbUQQ0XMp/z448c8e77hgw/OCDGz32/YXj8nxx7rlqSgePjwGbdunfLRwz9hsFe8/9Wv8p0f/in/7J/8M/CBP/uzP+K/8vf+HovVmm6MZBM5uag5P7vAD4bnz67pekW1aFA2MIz1L9Pkfu7tTbXNt08/yClGrBFDVZDq9jgMiBeWtC8xay/+GUVrDhCjJFZMkoIYQjFalsXTlGwSYyzGxTLQpCSaWF0Ag5m5w0HiYwrjLxUp0gxaKErUexm8j6oPMm3K8yCDKmDHJEUqAMgE+uRy7FOMfOl5XjGcSzN4JGwMJrCq4CqTFMqXmHmsVN9DOTe6JIMxf+b0XcQ8lnxgSBkjngjCgopCiy2Rh4FDteAwpuX5u8y+JBMbqLwkM+may+9GGD3lPhGQADF0RedZypWmc18GZjRFcpUIiGTLR+mbnJOEPlW+byqmzFUlEjORm4mJc04JbcVLaJ4slLGBKbWm3A+pDJjiOyXfP4QyLpS0MIU5MMaKuXT0ck9rpUV2lvJBVvQr3t5U2/zqW1/Jg8/zJMyj8UnhQyZFL20vKZI3hCTfM5YUO0mDK3IgrdAJcmXLfCyhdcJQGGbWEIAYMjpropIxMipIWc+Tolxa16JxDGHEp0wYe/q9IWtLxKCto3KOGMSEu6lrhq6jT4m2bWgqR3YGP/Z02y3tYoF1hpAzgx/IUXP73j2urzbsbvbcviNpYM9evES7hsXJLewoPiljHFCLO6Tc8eiqp489q1oz9rBoZLxoKoPVlqws2Vh86QGsVujKgPJyPpBFYs6ggoxDutD0UxZmnqssroA/1mis0RijxcPFgq40OVlsyjijsDnSxMDeaP7400d89fwOZn/DRbsi+5JwhwEm0FqhlLB3MAqK79fk9ZUKW0flI2+F0i6m7mCu0k/zInNE2Z8WJhwAGQ1kJZ+TcsZHSYmLShOU+PVcbwPPXg5cbvfsxp679x/w9Pke3w8sThoMcPfOHdqlYrzRTElUlPtW/kmyWiyV6ontc9TjvpnG9xdsb6ptfuP+b+fl8gznGkIqibDFQBgy25sbbrZb/Jgga7q+Z7Vasz5ZYVSFKhoTUdSIRLNtlwx+I2wSV2O14ez0BOs0bVtjK0ddVyijMKYCpfA+MfrEMCZiUJBlzI4RcpI2PfqRhAId6H1PTANKg9ZVYZNp0OJRlJWYIiujyEr6Elc71vas+PtFlM2MoSP7gWwS4yj7wwBZEgeHOOBjIGRhEdbtgqZZYHWDypZuGNnHAMNAjJmMJsRU5NiZpCQhNpDRzlAtWnQFnkg3dqSU8HGkchmcZfAeaw22NrjaYCzoJGP64CN+HKAb2O5GYoJbyxNWywUqi4/PSWpZLO8RYs92t+b6+gYf94z9jpwTySlCBqcN2gobsq4bFosl7XIpMenKYLQRWa0xR8UfEYSGIEU0YShYsAaxL9UYZcRXsAKrFSF5QhoJwRe2YwAc4xDph5FhCPjgyU1NjAqja0KQtpySYhx6Xrx8ydX1NcSBuhIJcIoZPw4Ya/F+4OLihNu3apr6hKZaEWPi7PQWTVWT0ihFLfPrCY1+U23zK3e/NHMhj1kUn7tgnoDnI9bP9Ptkdq2n/UxAwGe6qgMqcGAP5c+8JP/U5//ivi+/9l2Ot18EOH9F8jWjC4e58jSnljXy0SSSCZhhLoDOBs1azzLxOanrNTbPLOk6KqCiiychAgIpJWbsWanihyeJt6oARK8cgyro0DEANE2xUzloLWP9K685XOIjU2Y1AzuvAzyC++hXCpDoA/tLlfM0ATgHOVg+OnWHc53Jc1bDvE1AEAdj6sMrjqHGX2z7ZdK+FPB/Ar6bc/7fHj3+dtFnAvx3gO/8PPtLKaOSTMJr5whRIgQ1EgGvy8Wf5CMqZ0IUM2ettCy6AAGLwJkKjaR0QWmbaapkGvrR8+TZCx7cv0vyln5/RYqZqq5m6wejtcRRmEx2kVFtGceIv9px/+6SnBMna8NHnzzBpz2mOkNpT8oWZRXL05YYYL/rqagIMWGtZgxjOV6NsxXKyH2+Xq/IUQCqEMXUOfUaYyq6AQIj4zhiXcXp+ZqnL16gbCapyOrshD6MGOeIOUp6Qs5cjQPL26e8GHbsnj3nYnnKypyQQ6BaVXTZ02XPoMGdVHTBExFz0ItThw+K0UfaxrCLI84qGUAd9JvEznekqsEbS3tnTTcM3HrPEuo1L/uKT198h69/bc1oN1hVQzZYd0lzsufq6Uj2NX2E01VF2A0sV0tSCBJjPdH7hOwwX/uUFWMGnFzrqlXUa6HuV0uNyYnNzlOvLEPyvP2eJLzhHePe0/uR5893kGtyWvCHf/gRX32/ZXP5AqsDp+slMUYuzs6IUTP6yOr8lK/9ztu8/YV7/OE/v+K/9l//t7i53PP4xUuaheO7f/YnLBYNy7blfL3iztk5j646mmbBsycDrq3oh1M+/s7jv2yT+7m3N902yRB8OJJ8eayxpYovCwRTwJFpE2nP5M0ishxdJBDHQI4fxcTVOUcsAIeAP9Pk97DP6blpX9PvMC3+pQ+YJUKFJXboJtXc+R5XN+YqDgV1L38YrQ8MnzIYTQttZYpxM8gEoYBHU1c8DXzCUEkzrVSXwS2khHZ2ZvUkVWRfyMBmnCtms+ItYFxpBMaUSqEixUP1Xjw48lz9eHV8KoPxlKbAYRCfgJVQWD26nIkYJxPnJIlH2pA1BHKZB+iyuDxMFnIW0z6l7QzEq0JESEbeI5HxAubZ2s0Vf+PE2wejRdqLQjsZnoL3OGPLoiXOkrepWiULXgTYQSYmupjwqjK4T/MXyvXf7fZYYyVNLiViCD918vQmtzfZNnPODGMQEIZMzOKbEnyU8TMFiOLjFmImxkzIE/ypZxBPKlOZHCMqyzm0gpmiyBgrcKhcvUxUwq4TEEjYeUop8c1Jgco4amsktrjfM4aEa1qMa4hB2H9VVc2G401ds9/v6bs9hlZIYkpMUbt9J+mddS0TzgSXl9es16eQFdeX1yxXjm5ouL6+xFYNy5MzzOhJOZLWp4RhS3fzjN3zG5zyNFZRdwlrEicrQ1sblNJYXUH02AxGJSpdk41GKzG1JkkaUzIBXfqqCTTBGKrCYLJW46zGWgF/tJb+QhnQSWGVoXYWnSNfuXeb7z17hHKO0DaMObJFSYqeLxNgBGiVRa9cF50LWc7oeXLtQxKWndLiBzTf9IeKIlpYdseSsNmaQkHKsgCcfLYSSjxGFPSDIhvDmGA/ZF5cdry83vPxpy9Btww5slit6DrFdjtwsqgZhz2VO0XrpUiDsrDMpjSWjEzYc5EdTgD8NCE+rNJ+9dsbHTelLI3WNY3TOFcTUYx+xPtIjBtQUDUVfoz46On6HaPvcTZTGYtWIqc1WqRD9+69RdUsGXtPXVWcniw5Ozunbg3NcoF1Fc4ZYgbvM+MYGfpACElM2GMiRoVSFuek/w4h0PW9AEXZs91vSFnmoMvFkqoSpowyFlvVpJxlTWYN2kJMWSSgBSByFbgK8gjj7pJtv8HHgQnAjDEzRl+k/IY4gzgJXWlW6yUGCxtL1e0xzuBT6d+SjLMpJUzTslysWa3PWJ2esjhd0C4Mt01NtpkUM1YtUASsFZOIZlFTt7YsPsE2GuWlKNMHL1KmeonLFadnF9S1Y+wTbeuwrgVVEdOCxeqEro+kzUjWjkCkMhbbNBBHclIoo2nbBavVGqUtISaqgrumlAgxoJOYbKvSj8h1GjEqkLNhoW3pnxNa2dIXCTA9hkQeEf+lHIhRPAv7IdD3I36U9F5tHMbWONeSkyngT2S/H3jx4orNZo9TCd8kVHYobAHoIiknXKVZtAvaZonWjm7fU1c1dVWBykdppL/a7c3OafMB1Pl5ts9jBM0L9smfK8+ve8Wu4Fjv85n9HGaex++RpNKf79BmQskbnrsoCpDCJOdCmPLlSZlCHwM1h/FmfrwcoMi5pgRcNTNND9KwAvoYPcu/JjVWPvrsovefGa1TwlguCZPHANV8kAWtmRg9OqupolFug3wAiUqR5MC2UfMD02PTYDnVIlMurOdU5lA5owp4o47GND2NdSW0Ri7a0cmePu8IKJxedLw+eUV6WMgpP/vS//QnfxnI9t8A/kfAHyul/rA89u8B/0Ol1LfLp/4E+J/9vDuMKYn5XKE9mUJNFqnH4QuLZCCilZimWm3wwZeEC0X0oodVSEqGUmJ0aq1FkRh8R8w7Yhy599Y9Hj8a0cqWBYVM8OpatKxJJZK2JCuLDG0gxp5b73hevBh59HLLy5untIsanROVtaQxMPiObtyjjGM37lmtWlCwuRlwK0dMroTdaJxJKBVpmhpnWq6urvEp0wWPdpZnTz7hxdVLqlqDSlS55nThMHWh3StF2zYMKfEnP/4hkUS1aHBtS4od67XmRz++ZHPt0bc0976ief4s40nUVQ1ac3n1nHa5Ysh7Hrx3h7HzmCbhjMHfZEYdyXh8yrT1ggxsY8fF+YqoM7fu3WJ52xG2O9756jn1xYKgFQ+++kW+/9F3ePtL3xT2QM4olemHnqfPd2i3pFpanM0sG8dYqM4W6RAkvV1aXs6FfWA1Piqyqrm83vLWsgJr6H3k4YcP+fJ772Bd5K13axatousVT54H4hDRwRJ9wFY11y+eoLXiix98wLf/5gP+o3/8CX/zt77Bxx//BB/BVol1taSpLLdX73G+usN/8o/+31wsLvj+wxf4ceSTR5/y8PEV737hi/zxn/wJ3/jalzlZnrDrOtZnFX/we8/RaklVGR49u2G7rX6JJvdzb2+0bU6eKlPKl1KKYejLAruwNY4G0+MOKhdAVx47AAuhmATa4gk0DIOwXCieQEo6tckbb/Z1mRKZlPjRTK+fPnP2gimRwZDngWRCZqYKC1ASM/QsK5wGrQQzkEIWk+eJljqBQceVmhiDDGhTpDrTuk0f9dxpfo215rAASrKom0ANU7xtshaASSHJVTF4YeFMCUKlAjOZPefCvjkAW9MoVX7XHBZUZUDVWhNDYRkVGnrwnpQLhVZrjNXkFIlJGE05prk6LylmzABALNUvowSQUlbcXJNSIhHwkZgTi+WCoeshZ5qqIvlAIlI5JyynUFhfMYrUV0mFPE3MzyILNNJBzNdBqynlLJN8LKBkpK4clKpxznBzfYNzIjXMMZJjwv166OtvrG3GlNn1Y6EuF5pzVkQf8VGq+ilGxuwZkyfiiRlyKmwQJVPTiKRPTcwnLcX9AqplbEnzUrp46aFIKKIRCZEPEt+8bCpsdFzve2m7wQMaTWbsemI3ktCsVicMMdI2LVGJMfr56QlD3zOOI0plrHGMQ8BYy37XwTCyXK9YLBpi3PH8+RNWyxXWGXzOnK5anr245vmzx7y3PmV1ckLISuYFtsUHuNwNjLueZWuxKmJ0ZOcViwaa2rFaiByaNKBzYNVWVMZQaT3LuBQZ6yHnKGAn071vcDPYI/4+xoi8ympFZRT4wNoYTASCAe3YPX/Kv/3gA9rK4F885/c++oj33nuf+00rY2ABEShGl7qYNIsMVCaekWPWozqqyB4tUI4nkZPcdXomy+Jaxmdhhciktsg9U2Yoi8nNNvP4+RU/+egR+z6w8wptG7SJ1E1NCJEXz15itSHlyPJkwXJd42OHVo5lVePlthAw+siQQplJ8luAnzzJCqba6a98e6PjZoixlC8rhkGRsgYaKqdo2o4xlDWDLh5wVhNSYBhBuwLOC7UTZ1vu3H6bujml2+1pmpplW9G0S84vFtStSADHAP0QGMZItx8ZBi/XtSTjQokZJ5OSxzqLsdIGu/2O/X4vBVA0PmiMM6gs/UTKgaquqBqFcWImP0aJd88KYaMZSEaB0wSVGHOg9wMKkU+J9ENYLEZLsqM2lqQyY/IEFSBrshqxNmCMzPPjVAxCo0zFYnXGYnVKu17TnK5RtaFPsFgZvrBaAnD5fMd+OxJCpq0qlm2FMYqYQjFoloTCdrnAjyPDGGmXJ5ysWm7fPkdrRdMohqGM/2SMFblYxjIGGBPUlWW5PoHYE/sNJCXyPavR1lHXNc41xBCJYxAv0hjEr0cbdE5ijO0TQx9krA0ZnaBpMjpXUBKOZTENSUN0As7GJOsSciaGwH4vzKesxDcK3IH1pYQo7H3k5mbLbtdRG/DLKONCUuV9mapucLYR034Nzihoa0mvyxkfAmEMn0nn+xVtb6xt5mnRz+HnzwKC8tH8YtqUdPzz/HBCKiZGR55PSpqfL88wO0GrqV1JkfLzPvdnbRNU8Itsr3rDSD87f/cs80Q1VcmmAgK88nMqJk7jiDpi8UyPZWVKse1QxE/l+fzK7lWZIxdGYQGJpsPLBfTJIPLrySRaT4XV8hrFbHMwD3/zZF9PX36+LjoLG39K5Ts+BzOgN+0uy7pVlznTzAIr4FLOWUJDs1z3XHTWs0dQygUzSgUgYgrlLNjUYX8qy4zscL2m/+Tgju+Jn3V/HEvHftr2y6R9/Wd83h0L/+EvvjeF1ZaoE9FDjgqdJRJUJYglBSznhFUy2ddKzM/EkNHC4Eu1WZMiOFsfnTON0Yq6aekGz/NnT/FhizMBUydeXD0nqkk+Jhc9hIB1zQwgNXVVLrIM0NUy8dF3vkcOjnZVQZa0EKMAazGVQtWZH/74zwlRMY4Dt85vsRuvWefTqQCHq0wx4gz4FHn27CljifY0lePkdEX3cM+YBlSqsU7R+x7d35BVxNY1VVNTtTW7vudHDx9SrxaMV88wJUXCmoTJhq9+6X2ubjK/+09/QLOwnJ6teet2i82Z9d1Tzs5qUC0pZ8y6IijIKrO6a+nGhLYN2WSCE0rf+btLdts9ZycL1heKHujtktN3T3j0bMuf/PGP+du/80Xe/sJtfE4sGkWlFfsrR+cNul0yBsVQkgO+9dW7qOzorhX7MbI8NTinyJPhpi/gQcr0MfPw6XN2mx1f/dYDkk0YmxlC4OnLF9S1pW5aHj0JdPtIGBVp0LS1QtuK3XbP6dkZD959l5PzO/yzf/FDvvS1b3C56ej8SM4j79x9m9D13L5zzgdfucPDx0958qOnnLx/wtDDN77xLZ4+v+T68oovfdnxW1//Bk3j+If/93/If++/+99id7Pg7M6a7WZPNIGv/7VzfvKj8FPawJvb3mzbBHKmckVqNLFrZDU0y5MmcGZiy+higCyLOYUxtoBAskiR11GqIwJCTIlXIUjMuRhAVuKRE3PZj5nj5lPOM4V6+sxYvDhmmsc8QB2BNjnNFQaKrv5VrF22kIRhNDF8Jo3xVNEA5oFPFseFKaQObMSU4pxQoI2ZF1xKlUVjYQoIcyORdRbAUxePDZAFrEqgwDrxxBHDzslrSORWmSiL0gnYUXo+zhAjpoBJE9CVlSZpiZgGJMkrR7LK2ErMopVSIoc1CmUsU4rZNNZmLeysCfCZ2DgCxBw+X8awiHFGTIH7AYzCaVtAvIx1TirUSYxGx3GkshasJsdUgChD9EHMhV0t90GSpA2V8pwWRp5SMzLej1S2mSVf2sC4H1g0DdF7vB+FYaY/r8m82e1Nts2cM93gZSwkzDXG0Uf6EPFBPI9CToSciSmQky7zUbn3Jk17LNCAQVLRjC4eBGoyec9gpopXJiuRNUXAuIqYIaFZr9eoKtA9v8FEaZ/7cUS7RgCI6Lm+fC5+P36gaRpcpdnvNywXa7q+AxL9MCByPfHy2vc9XdeR1TPW6xMUMI4D7aJF0UPKnJy0XN70vHzxhLfefZ84CiChtWYYe6rlLaxdkPPIGD1p7OjGEaMH6sZxdgIUINCPAydrWNaGZatpK42zGa1iSe7SAs4gMlelDNY4rFUC+hiNLgCQMHuFTaWRNCZdV1xrzfq9L6BT4gf/6jt8/be+jrnn2SpD0FZsdrLBaCerOy3Vp6QSKWaMMgLWpESIUaQlTBKtifVYjlEupQDMEyikRKYqNHpFKn6JoYDuOWRGn9ntPZttx8NPn/Lxo2fsh4g2FRjLEA2kgbZRdL2AgMYYqnZBVTUiFUuJvrO4hSOoY8mAQFKRyR916pcoxw5zktCvAft5s+NmxtkarR05W7qSuBdCwDjD2cmpFAxiYhwVbdtycbqGFAkBvHJlNLTkpLCmZrPtRaoVpei5XCxEumoMGUWM4EMmBM3Qebq9ZxxlXqw1VNZSN1ai2xnFy7G2DCHihygR7miGMZRESggps9vsaNuW1miMEtnftMjSxiJ28iLFliCqjPjnGXzUJBwi2aiL7KmAqlWFq5xI+5xlzJ7NfoPRljEOZONRJqFrTe4hYsmT2XW1YnFyi3a1AKfZx4wi4ZRGZ8V+39P5gd73WGNo1mdkCz5nYc9Oqekm07aWvq9RZJKLrFY1thKNyOgT+14YSDHDft/x0SeP2PWBkDRKOZZNw/npKf0m4fOCGAaUcdSLM3S1ZAgy/zGmIueRHIMUwNIoHkEh4EcPOUlKWYIcO5mXxITWgZwk8Uxpigm/jGXOCtPfRohek0n0/Z4YlfQVWVah3dCxWNRYY6krYZX5ccR7j1MObRqUavHeEqOmaSpZf2lLyokxjPiQZjaaNpbsgxiDH7Gzf1Xbr2JO+5mFtJqqhEeFs9c2kQwdAelTathUqZQV/+EzoKjV84QVcLxjWfR/lr3xCnvoCJj6qQt69RfD468DXpksMeVG3j8VSRW8wqSZ9j0XQ2dG6VRsYJZbaaUOcsbZj0fNc+f53/S8nhjkRcKsihdmAXRE0nVg0kcUTJJTPc2/C0CkDschQIngCPP8Psq+ZtBsArdmFpC8T5fzSS5eP+TZh03AnMPzh/fJvZG1Kom05UNmDKKc2enwpvcfbrgD+DaNjeXeeP3mmICpY/BvBiHLEz8PE+zXI9b8CzaFdHIKjR8yztREm4vTvyJFMS+zE40fygJBZD/WOMi7kkpixMfHiuZZa0tKsSzGNC8uA2BROZKyJ6jEi+0LmrYVP4vkIYlxnhhAGQy5VFeFVp/KbCrHQF3VjOMg0pUKKBX2pDLZZHSlSP3Adf+UJni+/q3bvLgWKVlUohO2riVlha0VtqmFYktmsVrgas03fusr/ON/ojGFquuqiuX6hAdfvEVImWbZEnPmzFgu+p5oAkPo2HQ3dN3A5SZTL9e8uOm4utlyfvc2b71zDiaz9fDJkytC9uBO2G42AiYtVygD1zdb3n3vhEBgTIrr6w2LVeLZi8D7XzyH5UhzWrEfE9uY2ETLpy+vGTrDvt9TLTPvf/lL6AQ+9iTlyW5FrgP7ONK2MlG9ONPoZiSMFV2G3S5wkzz33mlwVgkjzJQJYmUYgbe+cEbfNSIpcYaqUqxu3aLzlv2N4emzLW3V0lQVmy6SIlxdRe7dtejaYIjce/uCZ88Gzk7v0O09n3z0KXfvrmgaz657zte++j7f+OpdfvjnH/PDHzzh9sVdrK3wccP3vvcDvv6Vb/In3/0O67YhDCMPP/mQ/+K/9m1ss+T/8//4T/kv/Z2/xxc+OOHsNPLd7/yEh48//f9LG/vLbgqIPhQw4lAlUEgnpNBlQSHI/WRMNqHeVhXg5CjBwBhhHpCStLECmoQSs0zOeO+pm4acS2qYFoBkHMc5LWxKtwkxig+QMWWA0jMAMXv5lEFUaYVBPEQm1s1UIZ870pm9MyH2WSoNyHeaqyD68D41TXwnXyIF4jWkSz/E3FvHqQKgAASoQIuPgnixBJQpkyytMVYVoC2SrJz9TCYQ5xKCz6n4NAgTSyuRYInxpkTeJlUYNOUCRiVx1oKBKSRcUM3AVU7S2Wkj31eXc6Zs8Tkyep4UkHUZoI0YhOeJcSWjWs6yABaj4UQ2YLMuXkq5LGxFmuaMxMoao8lFgmKMUOdTkiSy7DN9HGaZ2iR1CyHM94dKWRgIRXumsrBRjLV02w13zm9htWGICZKMP79JW04i7Sh2U+jipeVjxnsIoXio5FTSdGQsJAtYEWLCaElP06lEzZb2U+ZTMyiLUmBKel5Z6BltSWgxlg6eZCKt06xPlyRjefR0h21acpe52Q+gFW1bk1Ok31xSVTVdGFDOUDcN225LXTWMQ4e1ssiLxcj9bL2WxWiI7G92Ml4HQGWctagGQkpkZdhuXtLdrFmfnuFToGoMoV0QTs7odxqjlsSxp8+Qs6cbB3a9p+s2Ak4jvkkv9wNtpTk7gbZWrJeO2mqc0lgS1dRGlchtmNqbFkNXZTTaOZlXqCx0qpL0FSvNd18+53s5sCChT0/5T370EW9VFe8tHbV2pJyIyaKsFVDGB5xxwiBRiv04opSmqipMlvSdlAXoieQSa00BdTLWKPTUl0Rp9zGBdobRQ0iKsZzTMcBm2/HoySXPnr3g5dWGmBVVtWRRGzLQtAt8yvRjx9BfQna0zUlJlgpcXm1Iq5rHjxrevteyXlQCSM6GY+pQVYeZ6RPFXEyYjVM//utvXr/UprVh2awYQ8QHMbWPKTD4EXxmsWh48PZbkBJWG6rKobTIsJx2JfEyz+Na6j0ay/76JRQPqqurK7RZsT61MicZE7t95OZ6z+gTfhSQwRlZzC+XDdZpRt+RYsA6S4gCnmtlaZsFY/BoK4xeW1mub/ZsdntsPXAWT1ilyIlqafRkgp4xVYJYihaqFC6SxuoFTXsLlyJV3dA0DegEOkoyXt1QuQUxenb7GwKBfdyRg3gFjtpjTyoWucb5Bd5nhiGQs2akJuqKZAxJZRlDVCaMUoTa7Dp2+z0xRVrn8E5z5ZPwsJwsXEPKc6LsarVk0AFipG412oEfRY4WNOzHkaw0LzZ7Hl9ds92MqGxYt2vevnvBnfM11cUZV1cv6EdPVI5kV9z0Go0hRlg2jqpymDqQkyf4jhAGfBwQA+cpOlwxjlni7VMHdGUuYZgEJFnJ+IiCGGSdgtLlWk7+pp4QDV13w83GcnLSYisx7idHKieFM2Uq0A2X157KKPFBM5bFeol1sq/R9/gx4VyLMw1KK3wY2e9vSOlXX9B849uMzxwWycfkH/X6cxwhT3nCF/L8+4FokF/5OQWezI9lAVinPyUpTIDGV8GZzy7eX1/QH/+lfsbrPu/x118xgV+6sHAyU5FgAnpkDjWnfamJGqwOzBulSpLdAfQRYMeUgiRljscM/Byi4bOAOlrN8e4zY6gw2iUkhVcY7tLf5AMrX02WBnpm/xvUfE7lFIiEWiWZM83MrSQFE7FnAHJJo83I2rNcFiUCHHndpEvLBYwqRnk5p7mwrYgHcK6893VAZ5IRzpd+fvrofjoGLI+wyRm4/Lwr+zMwoL8S4A9QFgHgg7AHREuqX3uNOVyM8qW8z1hbHfl4SCKJ1nZGwrS2hNHz4vIF42Doxj2ZiLZSlfNxxARDCecBoDKGlATFTDHM8gGlISmJPNVak3KUavq0HtSqUCePF5NSRY1qJGYvfgwKlBJTUqnkK0JSbHY7alexOjmhXbfYCrKJWKtn5kWKnu1uy617d/Bjx0l7Sjf0bLsNq/UJXgUMlpM757x48ZIX1zecnd6iaizPNi9Znq+JrkdVssiqlomz5QJTed69uyaiwWaub0Z0m7nqN/goqSr/8k/+mOv9JV/75gf05pz1csnHL/cs2parzvHDh49Yri+4+84FDx82XHY7ztKC2lhcpdhe9zy/uqbPCrduwSksUK06ks34cJcexS4Frp884+z+A6y14kFg8rx4DVkz5sD1fo9yC3wGE6dEIksMiqvNDpaO03WNq+Hq6gajLEmf0C5bTBkkL24FKlfx9PET7t27zbvvrlgsA4tG85Wv3OVqM/DsRY9Son1//OwZty8uiKPn4vY9/u7fXfGjn3zKb//1b/Plr36BZy8e4UPPg/fu8unT73Ozt1Ttfe49uIVy1U+xpPurueUJeCk/dTF3Rk1+O5EYC/iDKmbMYuqYpih0IBWzY1XAiSliePqMiew4ufVXVSWd9zyuHCobh0qTmhcOUPxgrJVBaGJy5FS0y0UeFePsdTJXVCYmjOxS9mxEriLJJhNIkQ5eGfPAyKGyMVfU1cw0pSxg5lmCVoABfWAq5YxEq2tdFp+AUaVfKN+1DJi5UGDjEdda5KiGzHS+yoBsTOmjil+CUaDMzHwyUyUni7nrPPgUAFtYUZNXg3CWZOyXAS+pQo/VlCQjOb+UY5BBUPptlbMcYyy7dwqKB40ukwdJjtLEVHzdyjUx1s4zJWudgFJKUrtSEA+gFCOKfJCBRRFeTyygeUKlspiXh7EYjQe8H0Ex+1D9pmyZjB8jxfcclHhdxJiIAUIs90qewFeYqOm5nBPxkDno5FMukacooWEr0BhMEpegZAq4ocSXKedE3Si6mNnt95ydamqj0Yua4RSu+4CzNauV5Wa7Y7fbsVq21M7J8aaIQ8zknbb4fihjYsIWGWhOiYhExp+fnXJyesYwjCIXmczfnQQTaOMIKfPixRNOz5YoJb5Oy1VLIsiYqxR+qFBa48ceHzWZwG5M5CTzhRgTex/Z9YlNv2fZalZdRKWRxioaa3EGmspyslqx70aaWtEuHMYZclORDOxDoDJWWMFao6xjTCNZJ5zWfOX2fd5ZtOQx8nI3cH+xZNV3kCu2cSTpihg1PgHGorIlIl5pMULb1ow+UtcNvniwYTVdF0CLtDxG0CVpyA8C/hlrcUaMvLOHfQ+BJAbONzd8+PETXry8YrPrqeolq/O7oLWY/mZQRgAelwOuWtA2NeOY6buOm+0Vxhguzm4L2GEy7bKZ77XdxlM5Ac4G71HGCcN7ukeZwHu5D19ZXP2GbCF4dtsrqmZBXVliCgQSTVMRQyD4AbNwNG1D7VyRLieCkzalisQh+SjpmAaWTQW3zui6HVon6qqiqR1aW4Y+sbnZs+8j3gdSUlhjWS0WrFY1i9ZSN4px9AxDoOv2jGHAuow2LZXWmNpyemtNTCNZWZ4+v+EnHz7k2eUlymrefustzs9PuX//DufnDdZJH+QaQ2NECpaVkv5mMJycn0rYh9JUdUtOoF2ibkoohKtIPlOpTDYw9Hv6YU8/9MIg05Z6veTk5AxjasYhcHW1Z7ft8Dmx9z11dmgUzolvV4owjon9ENn3iRAiIQfUiy3toqFymqQklQ8r8/KxzxirqRYGqzXrE4OtpNi4HzxD8Gz3Iylrrm86TLWU72wNt85WPHj/bW6dLHEqszg5Zd9FrreB603PdtNTGehNxuqWk/WSqkqQRkJw+HGPNzKORVu8uZCEPqslAWwcvbAiCvsgZTWP+ahETBGVNSkEVE4s2pqcpJhW2UQKO8hLchxQSUy79/sdKPHzzGng2bOXXJk9C7fg/HSFc4plbNBG2Nv7fcd229M0K+ra46xj3+242VzPvou/adtnwJSf1cmUYuYrry2PHUuppvmTmt7zF+z3s8le+UAKOfqs12Vpx3PnX/i7vPa6zwBHilk2pI7mubM9wivMHVVAmoOXz5TONSmW5zmznuaVBxnzJAE7VJsOLKFc3jP9nQ4VKQGKyPP7Z9BII+b15T2zN16xWJkAmVzmk6mwg3Iu85qCL8h7ypz5MHWUuaTUJjiwflQxaS8gTDGynAFCpWdgaVppZA5rmmOw73AtjqVg+RXv09e3ac30i/o+/ZUBf6ZtkkJI9TG98oWMtoRXUGbpmKqqmoEfrTXDMFBVVVn4iNbZWYcxiotbDT/5+AnWGWLsiQHq2pWFKiglKL11TpIYgIxMRMcxHJ1oSoWrLGqS+CZMlX7xRjEYY1ExYpRIQabLnxJoow7Ip9b4mDg/PyUnYfeEGDAYrDXcf+dtrm92XG823L/7NspCP3bEnOiHnt537LotuZIY2mzAGTBNw4vr59z/wh1eXm65/c6a5tSy8zvWZ0vWi5pka5rGsVzX1EtFyh5XOc5HTaDm+fXAeDPy4vEnfOW33mF19wPWZ2csVnLe+qHh4bOBzieas3vce3vN6Rq++jtf4PnLa3Z//pT1csF66bh6viP1Fdk67FJMPJum4vzuguD3XPc9g61gCQ/eOsM2mjEFqtYIOhAh+sQYFKZquHXH8oMfPkEx8u2/9j73H6zYXieuPZxcnPDy6XPa5S0WJ5Y7qmV7M/LsxQatErXL7PoB6xyrVU394Bxnz7hzV3Gy1jz+dMsf/MGP+fDDZ1xeXvPlL32ZR4+f8q3f/mu8deeEq0vPslmy2UTefe8DXl5tuXvvjDga/vwHP+Jmc8X19ce4yvDjD39Eiop7d9/7tbWlN7FNnY41IsOZ4tS993NHpdS0uJTXpihtVmQ/00BZUPWkCvgjen95v8I5J0ybYqR6bOislIYUZ3BmMp5Orw18x2lgh+OXisIk18q5mE3PFFYZqkWqdQBtY4lcnQbZmNM8oEyDS1b5CABCRgclE7Op5ygjqXT30/7KgJjI6Eq+t8RuF9JnGVCVnZLPgsRKi62m7PnYnkYxJ+PFwvIw1hTqfS4xzblUk0FbWWj4Wb5VBnc1mS0jSWRlTIo5ksnU1ooxMjJ8Wa2lelNYPiqr4tMj1yjnTAqheAYlklJopyGKTCvnRApiejktfgQZEnBdGF9TtLwcjNKa6GXCImwwSfZKKaFSmjE2sjClKNfSmJpJn17XDQpN27aIUbEv/lW/YeBPFpPQlMTXLk9SnzwXimTxnxJKGbm/SzKFcPZUkU+XW0Qf7uWsC6ippaBhkhiPStqGBSVgAkpCDNaqYd8Hnjx8zAfvv89y3TDmilat2Y+O620vCT1xFIAJhS6VtaHvqVwt0qyqJiH9QVPXBBPoexnPldJ0XSeJYZUA8cFHnKuIKPb7AW3h/PyU/TDy6PFjFidrVid3cU2Fq09ZLVpSTOy2O3rn6PZbxpBJwcu9rTPKVphUQ/TEFNkNIwHNTdejckJlhSFhtcLpgbrqSKHj/HzJxcWS5apmOShy8lRGk3yH0XD34pTOgSGjUuB8KVIRe72hSgbjNTcPn7JJCWNa+qiJ7AlZY6qGemEZd1tp1z7Q1BW77oa2MCqccwyDZxgDYzbsNl1h2oih/jgOnJyeCDsggs2Kvk/0Y+JHH37M46fPqJoGZ2uurjdgatYXkvhpmgbnHHW9wBf/N4JGRUUMAWsdzmnaRWa/37Hfdey2G/SqRpmIqRI+Dgxbzc3Vjtu3z8RBqfjJSMqXePrlUrTLJY53quL+Jm3j0PPkyYes12c07RpXLcgOVBBJrTBdPbtuIMQKa10Br8X3wlUKVCZEj86KtjU4V7FYnDL6BqUSTVvRthUKRZg8vkKxH9BG5E6NyHyMEXmuH3uGbs84DhANy2INoJSmrh3KZpyr+eThFY8evWQYEjlb/Oi52e44PTkv4KgU49CQtUizTK0wLouXZWU4qRZ0HVzuEtf7WHxkxM7AVUaOOUFKQfp7XaFUYTxNXpva0a5OaBpLCJmkHEkpxrFnSANDqsWoWGuqSmFCxndR2rSqSEoToiEbi3aGelGS+LSA4yrD5IVXWU3TZNbn0i8po+BGzPN1URHcuX2bphlwzrBe1dQm0SwrTK0kaKZZsrSK6+2Ofj+gc83YjbSrmqZusNaiVYAiEzVVi1Oa5IKwBRC5tDMWq4UhPQ6eEMSwP4Y8G80XnhDGFLYzmfWywV+cokjErLg4aWibSjzHkicGT78buHr5kmHfE8YRU4ksNhlQMVHbzHpdydhcuTJGGJxzBZiIIofb7+i6oYRz/GZtPw87Bl4DWfJxXDhMC/QZQDkGaF4DhspOfipIow9v+gyg83l+RJ8BfQrw8PMAAK/uL88gz+vvnIpv6viBaf37yrx3AoAoINHh+RnomQqiWhIm0wTwzPIu/cp+pnXxBOrkAvBQmD9qAnl0mYfrCQCaClkcQJxcCpZF1ppLMQwNZn5NQdyMjEkqyXx8cpzOR3/P655i7DwjdUUSqHSGVObk0znUss+MgvL84a0Hr6jjKyPrkwyv3EL51ec/5/GfFwT6qwP+qIN54mKx4Obmpgz600RAzGFnj4tsyFom7nVdC7CipGrpg6duG4Bi6FouPpGLW44PH0YBXqKZ1mbSqSmFSoYYZPLpxx5Vouedq+YqsixKpaJ93PEpJVTMRFlIKKlaa+/LoCZmbZNcZbbEMIaEFjPldokfOqxT+MlzRCvWJ0tWJyfci3e5uHubrCPd0LFuWvEvUJn2ZMGm21AtaupFAwZUNtTLBckkLrfXZDNSpYEvfv02132kWsAXb6/ZD8Kif3rdcet2i20ylTM4m+mvd7z75RVnd5ecnr3N08Ggak0ymt125JPNjj5b2pM1q5XBreB6DNiTE+J1h7IXPH4Z+dHHPW19i4vVgvoE+iDJBaYydEFT10u2OjHWPfe/sKBSMqmxVjPmhFEJY0X3LTiDmAiuz+5w+eIR/8E//Mf8O//T/wb96KnXCjtq7i9u46wl+hHtwFaWRw+fc3JyUszsMj/+8Q/5rW98ieUpfOHBOZWDF88GHj3esduODEPm0ZOnvPf+e5zeWlEvLLpquHW3IfrErcU5Dz9+Tl3X7Lae1fI2+33g0fCUfhh58uyaZtGC0nzrb/ytX2+7+iU3McRNDMNI3dTEGNltd7IwK0bPurAtBFzQM9tEaaGpTNHvU5qVbaRtxiTR38ZO5mtTwlSeE6EoUhZVTE+BV5477hil/Us3aowpk6MDGDCb2R2zdihPMgEgk7wrCQhRns9ZIq+lqiGfl1/5OQ1uZd8UNk3xFcgZMCWlSkEu/cEYAxSPED8D0IqsQsHLitmuFQ80YPYlm0BooZhGDJZIngfJpONssK6MngfaVCizlApijnkG6ZKSaxJK5KE2GlNG+WRElmGNnbXuArQVf5+shJFkFGPyGK0xlcNHkd2KzKRUXJB+UDnxT0kxYWuHikgqTYionBnHnkXTElMmhENFfJoYT8wlAQ8DwQdSjJgynTLaELKkRwnZl2JSrYSRERPRe0gFiPoN2nIGH7NEjk83eXkiJqkUp1giuyfvKyVm6oKTldmavGmu3FHawDQnigqCKr5M2qKtLcy5UuioKqw19KeGH/3kMZ88rvjiB1/i9GxFdxU5vzhnea7QT55zc3NF5SxhDIxDIAaPtgo/jpgsksGUM3s/0vcdZ2dn1HXNMAzkDNY6qqZlt9thqxqtDTFmqqahXSzoB0kuUs7QjyPd/galb6G1psKAarAKhiGgR492Lc1KsdveoNMk9dRY14COKJ0Zho4hRJR2SCCEQaVM6AZktPfE6Hm6vaF9uqNdVlROE71n2bTsdltcY7j/VuLOckHjIu3aYraaF9db8tixbhaEYPE+sN/vqauENjVReZJSnJ5XhM0GZQ373R6VE+fnZwz7HQ8enJFNxW5I7PpIVJaXV1s+efSU9ckpKSuMDeQc6XOPNtAuWjZPO7oh8PDRc77/5z9kuV5z3jQo03Bye81YfIRW6xO8D4QQGFImhCggtXPUlcNoQ7fvyChSDLjaYANolVA6E2Jm219TmwGnLojJkFCMY8Q5Jwy10m/P6Yp58gEqE+jPrn/+Sm/j2PPRh3/KYnFCuzjn/OIuVbOkqlqU1oRc2O1kLm+uMUYS4KrKij+MNcWYOQjzVMF61VJVCqUX4nNWquwpISbvoyeMHq2gqWuapqaqJh8qxKg3JWyRNQsLVABxW1lcDWjoR8/VzRbvE8bWWONpmpqz81MWK8fqRNO0IrPESEqXqgCXsa3CalAjswnzsNFcbUdizJh+JKjM2WmNyjCmxDj0xOjR2onkLBmUNmhr0cbQZ42E/0q7tq1jSCN99OzGHmpNipmcDEaBrQ1JRfZDhyysAq45o14abK1wToblNMDYhRJkIOl8y7XGWAkOMBoWiwayxRiR5RkLTSOS2jCA1RlnFDkkfIwoJcy4s3XLzeWGve85WVneurvm4rymbaeVq8Moi84NfuwJYSDGIMbK1s5gdwyJuhKpWypjYE5SFPPRk3IgJmHlNo2hqVvaumW9XrDvtsQ4UjmRFcYQCV5A7hwiOmfaytEuGhpnyzQooJ3GWAdJk5NBZYeziVxbMsx2HIOPxGx4XaHxV36TjuawaFeHMfAzCMhrD7zi0XPE+JmeU3BIKXn9fcevm4EaQRAmxtCBmXLgiajS+c2MldIvvnp4U9rtz+ooy5x3Gtw/B3CY5pXTeZnJDtOcmUPxc3r9BM7MqV9HEizxqiux78bMdghZc/AamkGg6X0FyFFK5Fb68BmpgEhKFaCmAExJ5yPgqZyfzIH5kyfwhqPpfmHTlWsm/j7ynlwUPCojoE1J8tK5zP+zyCvFz0kz2zik8s+U71mYRNNHqyTHCxTbDDkgOefFLoF8ZEAwwUfyQ0/3RnlYHQFHhxvsZ9wCR9tfEfBn8ukQve5isZgbwQF5FfaBn0xFyzccx4CtnHSo5USlKEydicIGkLVUUUKSqyNgkoOspDKddWH/aGIUgz0Y5GqpqZJdwCQl6KBQoGXRCxMwquYKclay0JjMbyd2UcoJdGYMCaw0ipAzIQK1pl0tGUPEVpOPAPR+YLU6pa0WJCLD2LM8WeELmpgQCduyXTH4gc4P1K5liAMjAx8/e8zFu0vuv/cWd+84lFV89P0n3Ln/LmRFXWXSCKu65tHlFffurjHG8OjZFW+906DtDavGcT12pOqUzmcaA5eDwtcVqTKw0KQanm8iKQ40VcU3v3Wfxx+NVNFwswuo2qAaw7iFve+wumGz7zg5renHHe0dx70Th82QPQz7iKmNSER8liq2FfBHA+MIzlbcuv029+/f5R/8336fv/23vsXyxLC5CoSY8d3AxdkC7/fs/Z73v/SA/W7Pjz/+ER+8/x7f+K33+ca3TrFGc/ly5Mcf9uxuPEqvWJ0YsmrZ7ne8fPGcv/Ov/w7WNOy2HbWr6HpP7Sy7bs9bb91htTL83u//hLOzUx4/eSpeJRmurne88+AB//Hv/j9/ba3qjWxK2HXOWmKIczRzKAyQiWUz3/NH1Q0/+fMoWdyhpc0kL1Gy1oqZYCrMi1SMfqf0Lmstgx8LoPSqxEsOrbjwT3HdgsgKGAWHKMlXESKmNW8ZesvjzJWMTEYVoCWVkUIbjU8B0Ad66zQIFlAr6+PBR9S+adpnocWm0qtnrQkxisyJLD5AWhFSxFlNLr4rk8vK7FmkoER7lOyh4ndAGYm0pIVNA6UYQWd8DGgn78u5JGiljB+DMHiAVDx1FKb0c2BUBjV5xSiRyRJn36ZYPFKsEYnYMSA2nQsxjZySwnLxSzuyfc2lTw6JMEYaV8kAqTLNckHwcq/ZqiqDr6TXRO/FJLwwxWJMpBjJIWKdRGzHklAXQ/F9K4Cjc1O6Y2Gaqck96DdrSwmSSvNEcRoXY8pHSXmqjFNTO5jkXYkUEhi5zjHIWJYSkvxSQKKoBRhSWcyMKew/qxWgURmWywVGt1xe7vjxhx8RtOX+F77Oze6a8/aMuj3hnXfvox4pnj97ytn6nOVSs9tt2e5uUMi46IMnID4/zjkePXrEcrlGaUOMIoEYvKSAhRAkYcsJE7FdLLHO0g8DcRxQOZBi4ubqivOLC+oKdruRbCphHFAYZpTUIRR9txdw2SrqdoExwlDISczUQwy4psb7Ed1URO8JKWKqlpteiiAvuyAyR8CoDqUsWSU+evKQldGcnS5ol44QM90YSDlxehqJYyTlSLtoWVSaEDqqtiJrxfWwASWsycvLS85O11xvA2+9dZfrLuGVYgyRzc4TEvzT3/se57du8/jlU2LKLFZLYkqcrEeyAh+ec73Z8bxIu977wgc4V9EulnjvScawWDZkFJtuJIbAcrlks7mmbVtA+vxx33HTbVAZbOVQxlC7mnZZs7ncEGLHzc0LlDrHuRXDLs1StGHwNG1NGIUl6kOeUZ7Xi5e/jjjpN7mlFLh8+YjN5hprX3B19ZKzs9vcu/8OdbXAGktWWsI9YiZNTk05o/WBrTUxIFGF2WKVJFbFzDgGiHIfxwSVq6hchTLix+VqAX6EUaLmPnmarVZNTS4MpNpYkcyXgttUrW6aBqxGu8hqVfH2u2c0C42ysGwMsTioaqfIBsYsDCQfIWTFQMYDwVTiQ5MtPim2XQIC3nf0w4aqsmgMbrlkvVrT+8gQAiEnbvYjRmeauqJPA33oCYzk6NmOirCPVNGSdcvFqcPWFndd4683xCDjYL2uOLsl5ylFiD4TsiIoQ9bCbA0xgrLsu0TtNGGEqrJYbQkemhaqGmzxoHQryEnR7xNRg3WaMCSMUazXmm9+/S3xzCOxWBjqWgovShscBquBILP3nAJ+7Mt9n6TAYSusc1R1jVGSujazOUPE+5FhHPDRCyCbFG4h85Z+0FzfjHTDQIqgcFS2oa4bdttrmsZxslqwXFhZKyWRVFeuoW5rTOXI2pCTYfQDPkggg4R7jKSUqaqaxSL/5oE/wDEL5xXw5nX2zDHzp7xPfvLKa2ZD5zTNaV4Fez778fnwma+/LqtX9nFsPv3Zfb26Rv4Lt1dec/hu6rWXaDXJuKYi0BHaU8AZYbmbeQ58DOBMTJ58DAYdycayLghG8fkB5tdOP5NCQBRNYRwXEGwCgwr6kif/nzK/noAa+W4KU6pYU1eq54l+Lv2rkmLmRBMqYI1SiPm6Kud5AukKw3yS0qsMxAJBzIADM6OQhID1WvpiSYnTpf76etIYc/Ft+nv2UMrTMR5du89Bev5i62/Z/oqAP6Xik8WzwJqKAu8xmd7FmMuixEgMcpknxJTmxYtEn6oSCW1eqYwbZUFJIpTWGa0tYxxLOgHkLOg5TLIFOTWqYGuTjGGmvWUBhGKUhUNUUS6wTPnK5FrYD2k6NmVLw5CFldZa4k6VZj+MdOPIqhXZWVXJPpXVuBrOzk8xtsFUjqQiy9UKZQ0qJvFR6SJ10+Bah79JtGuJ023WS3Ll+fbfekC7ViIXS3LjfvGr78o5zGLwqFowynDenrLLgThkHj3+hItbJ/is2fgLNoPCtQqnM588G7jc9uyGgcVyiXaZ7RAZup7TtWN14lhYxRe/YPno4Uu6cYepzxmAfc7YZc3+ZqTvR3Kz5vz2bbLRhAFylIZZrwzeR7TKVLUlByBlks54L9dRzExr1JCw9j7/4P/6e3zly+/xlS++TbKOq+cj1zcJ7Wreec9KmpzV3Blbzm5lHrx7Qe/ho48Djz+5RieLyY6qbvjk4yecnCy5dXGbr3/9HS5feFQK7LbP2e0yOVmePX/Oer3g409/jFJ7/vl//s/57/8P/pt8/ZtfZbk44eOHj9nsRqxteffdL//6G9cvs+VMZWyJgZZFWQ6R5INQmLW0ixziTF3NZeFpi+dM5shPRVMmC9L5zqBRTFR1RSxpO2gBnST2PBHxzEZzFJApikfMK/TYo8FatLlHHeE0IGXpdMsoRyl3FBBV/Lc0Bf0vuErWpf1OeuayyzQBO2U3Irw5gD0TADJJq6Z4SrQSw2QjVd1YvoNxtkQ3CzA0DRIpRrRFzoE+ouhOhtmqmLtOlV0KM0cXsNkpUmFvJKRKmVImpsh4JNPTZZAxKJGAlaQziZcWfx04kuaV8x8pzEYjALwypoAOSaQMUCS74rOgrRy3TmCKq58CGuNQsbDGiqGxmIbL/r336CTJYsZaiLL/aeDWWotOfB6ck2BlKs0DvzOGpnJkYjE8LXKzAxT4G7OJF4TcubO/VioSgQLmxZRIeuIZT5U8GecwQUBKLfdYigGiRVcKazRaZTHdzgGjIBuFjtJ+NRprFFVlMDmAMXzw9jtkXfPhwyfsYs2mz1TtjlrX2Lrm/rv3ubh1zsOPHjEOHev1CldZdtsNoQ9Y53CV9AN93wMwjh1V1TJNeMZhQIeAto7dbk+7XKMQmaNS8rxzFkXLzX7H0Evcs3MaZy27XY8viTvCWBSjV6vBGiXPhUxl12gt1XQfQwEbxZtQaYs1FuVqwjiScsS2hlzudWscVjuSlzYTxwHSwDYENs9H8osBpRxgsFXLi02P1ZBVpO4UQ3eFLelM0s9uGEcPgB8Hem8IYUDVa/bB4LaBZy+eM4bMzY3nqlNcPbzCx4h1lmrYkRVc7z0xy7ntx5Gz81u8/7V3JOlJafoQwFrWqzWojJnuMWDX7clKM/gAZHKM9Luetm3JObI+WQs7O/WM40BSG6IaWJ7eJvgFTy936OhZLBeMY6SqGrwvaZEI2ECSOeDkkDDR4n/TNqUU3dChhkBdRWKMDEOHsZqT9Tnt6gSUKUmFlhQlZQ1A60zMA5UXZpTWhsqKBx1RvOCCD5ISlRKxTGJzFDN8YxXWapxTTJX8bhzEayiEuQoffMAtoGksmcg4BkyyKGVYLles14kxZBpVUTWZb/31L+FcIqmINQqUpmk0aPAUbzGf8VkRo5iH74cRny1RZZKNmAbqpUXZRLe7Ybu7IsSBIVma9oymdVhnySFy9Wxgv9sSXj5jvWpYNBUpesbUEZXHuYpu3NHHPcvUklXEVScsGkO1rFlfXEDWqJzwWbEdMzkpiKCzSNCHIaOSxFJrk9ntMypHclRI1oTEpTeuLJa8FCGNKQt9paicoQ8jVmtsI2O9Aawuv0+G7TmRELPrjMYHxTiM7Ls9vu+IUTzJ8InRe6ytcLZmsVjgKoPRBlVkKyklrLeYUUDwruuIAcbRc3X5kkePHrPtA0pbgvdUVRSDa2NQOmFN4vx0gTYL2qbCakc/eMaYcbUAgSFnQj9yeXXDMHS4yvDWW/do24b9fmAcIqfLU2EC/0ZtPx2YeQWUeR0IKm89nm9OII2wOvKrhIPPvPfwvlfmrEdAlHxE/szn/Cwpz+ueQJ8nF/t59jEDSQXwkS91YAxnNYE3xfNPqzIf1a9IvSSSXc9ePXOYx2S/oJTMK5UCnctP5ij4ie3DDOZw8Asqc/GZZc8EBE2vm+bjBfQujB6Akt4yh7JNjCCkZipAT8F/BPxRIuHKB+Bnkm6phMgkE7IIENKyyOenay25LrM0bgII0YfHJ2nXtM6QMfBwr8DB++ez1+twjX8q2PgzAMG/Mq1WI5XGKd3jsB08DCYWwUwvS1oo/uX1so9i/FougpxcWRxMxmRTtVxnA2kCelKJMBbwxRg7L7y0VlS2EsPbEo+cSsOAUuFOoiF+xTi1VBXlf2EkTNKLmBNoM+8fJYP6YmnxYySmSCASs6VqMz56sBXOyXcMKdE2LVcvr6AyrM7W7PqezabHNQs8iZERW8G3/gtfZXkOXsmiPJTFqnh1KDGQNImIpI9lnVBZYni/9dt/jWv/nDFrvHK4VUU3em72gahln7qp0I3lqutQMbNsK+qFxWkgZ5Yuc+9WYr121MuKjx56vMnkRmFVZnWmWd7VJCNTPmOLIEFrYihop5bKoCrXTzlZHFI8LYxRhKB46/7b3LpzxqefPOFPv/uEd+/fFSaeClS1YbPtWDSZZqX4rbcecLKu+OiTG66vM8NgePT0kq988cssKrm27VVFTIEPvvQl+j6y2+z44L1bvPvO+/zoz2/46KOHnJ2cs+s2bPaX/OCH3yWqxMurwP13vsAf/OG/YrPpOT25Q10v6La/WdISMsVw0hCK14OzVtpBjCJFysKwUAWYiCGKbxcQvC9jSAFmImWwkAYa/IgxFm0Nfd8X/4HikV86sUlCqbRGoQvN+cDCi2mKAbdyrXOhYGZKBLw5UC3JM7J+BLQf9MoTDXWqWhRgSORnIvl4ZT1SWNyTwZ00e6GJKl7VMfPa81DkbUokZQIeCZPJlA9I5HmQRYt0K1EqDuX4BDhP8pyS2F1lpsE+lPQy8ClIYliKAsRkCkgusiu0VHJSjIQUCTEyhIw1FmdFSJXIKGWEVZOjJDlEAZrUfCJBlyja6ZyL3MDKX6WCOXkWkLWAbYXtmUolSqlJEggpRGb68QTKkefBW5X3zlWTlEgpEkOkrg1Ga8hi9mytZbFYSF+SxHRY6wm4/83cUp4iSqU/jFGuX4qRmBM6H323CVCcKmJZpCOFkoXG4oyltgaVZeGaMjhrqLSlNpISY61GtYbsFI3RNMEyErnrT+mi5umTJ+h6zdXVS86rBdo5FJp20fKFD77Ii+cv6Lsd9aLB1pabF9eQxaRb/GVqYaEkSbKzykia3TACzMyIcRgwxjGGgLOOnDL7Xc9isYLU0+9GXjy7pFksUcox9AMpBvw4kKLHaS3yy5wwCmLxz0rRz4WkRJZo+2TLpDJJv6UUShlJqMqhyHUs1lWopDC1gGfYihgs/bgXIFMbVNbUtiZqg9KZne/JZMY+EHxCBc/eS8FK6RIBnTLOtTy7HrHW8ONPXqDdJV3fs+87TNUw9Iq6OQWlaJzFVZacAkpnNvstIQy0iwX37txluVoyBF/SBaFqm1maOg6++G2luQ83RliBIoHP1IsGpTR11QCWcUxMctCqMuLPN0ZiUGhqmtaw2+3RywXGBrou4WqH97ncixT0fG7akH/zQFltLOvTuwz9wDB4YuoYRk9VCWts5T2rk3OsrbFWmGjBe3yGqhJgJhcZal1ryJGYPNa4Au4GQgzEkEiiMShrLPFxs1Z8gyISV3613cp9HCM+Fold8GQ84yhSSVvXUCT1F+dnVPVC5laNpV1KEcZkhXUSLpAEp5BpsIEYoPMwxiT2Gkqjq4yuB2K3o2kkcapda8ax46Z7TjduxXvDrVB1xiwUXe959OwlP/n4IWPf0ThFyAvQKyqn0S5AHEgKhqEn5kRIPYPvqWqHzyuCdlRLQ9d5dpstPNlxvXUsW4c1GpeFvZOTxuQkHrJas93nAmwxs0FVmWrGBNEX0EeDc2IJgYaqqcihjGE5S0KwlmSuMWdCgpfXG7b7juVyyapd4nLGj5l+zIyDF4lWpeeCV+gHvBbJvPQrelpyYMvfIECQMHIi+/2e58+fc3V5xfUuULVLalcxjOKZaKxiuWrwY4VRI8Yq6rpi6Ef6bo/PiiFluhDwORG8MCdDGKhqw61bF7RNQ11l6srj7OK19dpvxjYlQXHMncjzkk76H37+lMFJDjb/fnjiVZJQef7A8nkV2p7mQK9vE3jzeebPrz/+eUDPz28GPM15y68zqDMx18uadnrseC6tOAA9E/Bj9MEKYWL2vPJ7+YyZvcMRA4g55r3QaGXuXCRe0+dMQNAhJj4X+51CHiEXaVa5HgX0UUmKrmLBo2bZVi4eP7pMqFQWJrUu45GSkywgzTTpEtNLQcCl9iqfI5NmpvCTKUQlx0ORmPkMHt18cGAVTdc3/3QQ73Wg75XL+VO2vzLgjyqVxBgi1toDyINcwBBEJgLMj2coCPlB4qWUdIamLOQm+trkFyiyLINSFlIgJ5GixBjK87mweSbTabl+1hhJoCkRd6Kjd6Qhzkk3PspNZLQk96ji8WGMoxSygWmhmY8kHYm6rjBG0/WRRWPY9anIRTIxK5LKVG2FT5GgIq6tuLy5IRmFbRzZwH57g64qxpxw1tEsGrb9S8wS+nKvomGcPDiyLLC9Al96Pkk42uPoQVle9orrfE52GUg8v74hKMfJSYPfjdTRkUJkO+xJQTwOqoWlqTS1ztQqY3PkfGm4WGm2oUPXGr00LNYGbTW37p5jKwXeo6LMJiT1p/iTOMhRwD7p5EpzKY7vxmTu3FZcPc2M/Yitah689x43l1c8fX7Ju/fvsGwgxpFbd9ZolTlbG3LIPHq8Z7vNxCQxtO994QHGwa73kBPaRvr9HtSafZc4PbsFtuLZ80RVO+7dOwVqTs9X/L/+v3+EqxtsZfgX//Jf8W/+l/8eT5/+p7x17wHL9gRFxfWLza+rSb2xLfhQOkOp0ErSTJzT7kC8VXIWON2UVL44RbcfdUDymiT0R3VwxJfF/ZR0kEWuo6ekqigskaxR+sAWUgUwPTAeUqlKqEN//HpFpPQH0/sn42UBl9VcNUCpGURSyOJ68qmZNmHm5AN7sAx+Sk8Iv3QeufRL/z/q/qzXtizL78N+Yzar2d3pbhuRkV1VFqsvNsUiZVE0acuyLBi0BRj0owELoL+AAQv2i+EHW4C/gE0YbgDDgAUYggxDoExLJgRagkSJFMkqsiqzsrKJiIy47el2s9aanR/GXHufG5lZlVUZmapcgRv3nn12u/aac475H/9mfk9HhN9ITTKaN1cKFuUKght76qjkushae5K/vUPFpdJvUyGWpAowW7XIRn1UpjyeZHpev69UFDiV+t1G0lGLLZXKNKWJmKWu7RoDbKv8tnGNehrVkiWnhMEq+CQVoKOOXeb0BAXLFeDRt5+TJnylavpsReGvrJxZjLMIgitWF+uQHjC9TkXXyTtKJV0pBpWaogWfsZocpuCP6MZyBg9/xorYgjY69HrINVVOvbRCZTTlGjl69MkSwRiVfBVAKvBTsmhBVMeBN4bWqh9TKGpe2PqGxXKB6zuKdwQDu7DFiG70WwebbOluA1ebFZiGj1/eELlFmgVrMTjvaNtWpU4XG5arnmE8EMLEo6dPePvmDd42tK1KUmw1mt/tDzS+wzVNlWIlWqDxnmGaKMBisdRmCMJwmCAPkNRLa7i+YzkVrPeMw0FNVEMghYg1KjFV+anFmFSB2kxMCVdllhj1UjkcDkD1HhNbwz0M1jUKeluLaRrt/KGFXjJQbCLnAEY9sixGgyUKFIsWqMWqpFkcYBDbYlxDygVXGVGu6zBGiCnw0ctbYlGgT5zFDBObzSPOHj1VdrI3hDhxf/+W/d09Xd/y+NFzFsvFUSnvnUqFnFO/mba15AQ5G7zV14wxYsUSwkSOUeetlBQAayxN15NiYYpBQbIUKSRCgOFgGQ/QGM/bN1v6RgGG/U7jxkNIKFtaI+prvVvHs4pb+QEF75/mo20XPHn6Fa7fvmX0AyUnYgzc39/VWlG9kLp+jfM93nfH9UxB24CtUqKcDaVYUgSDSpKNFdKoKVDGaF1sxNB2HuOE1dqSjYIVoRT244CNRgGmaSSFkcZbwjioVNg1xJCw3qvBuxT6hbLMs81s93vMpOEobedoOo/4Wm8LjGPmfj+xH7WJaBthfdZyvmxYXCUux5bWWZZLz3iA+0/vGdOWsewxxdMsO5YXS7ozw/144MXbT9mHHWIyY8kcQmGZHd42iIvYFqawI5Wo5+ugCbq7cQTXk60j2cwhTlzfTxxGwV8Ly75hvWxZdB5nLd6AkYLtdK2NA5RiGbeRNEW89ZpUawRCoaSg0nSBmME6sLbu8QpYqS2EogBYyHAIhdfXd3zv01eEFLk8LwwL6F1DGQOlCNiGFDVlLZVCGAPb+y1N07NYrY/hFlSZiLEgidrI6KEIt9Md2+1WAbEqr45DZNH21fMNpmmHSKRtLYgmqoaQuNseOIyBMWXG3QHYcnc/kIJ67zXeYCyM44g7P6fxwmIBwyGf3tvP0jFPMujfn5XeyIN/v/OwzzAsHgI5nwVxHj7/EZz5DHDz8DWOz/XDWBx/jOMPk8n+MCPp2QPwhGvU2m2OdH9Ybtbi7Wj4PP98tDV4V/p1MmN+CPqUo0FzmcEdM+/tYDZ31mZp3YgbrY/1dw9AoDnu3XCye0iaJJuT2gqIlbom84CiXyVZRaA+X66+Psfb62c+flbKidGT6znT7bGyzjP1+bS8FEONMq6fY2aHVTBqBtEesr3KEU3Tw9TffXas/ZHXxx/y6z814M98pJDw1mLqf7l+SzlkWu/ZZrBoyouIFvQ1VKiOK02fUNDHHM/fbJalrAKDFKWupQhzTLWhmsTObIG6axM5MYHq1QaoCTSMalRnEtOkwJGtF74cN3mGIrmyEmBGm8XUhcPohRqCpiDt9oFEUSM9Y9iPYL3n5v6Opu+xvWeIAdM1SCpEDIcpcPHkMTjh0zevSAUcFts33O0HNtIRyUfG0VQUlI0UAoUolkRkwQHHgbFEttPAPntMaxkpfO9u4nqInJ31dBb80uFJHIaJ8XDgdntNs3iE73oW3tAh6hZqPI3ZgGQab1mcQy9brto7rm+2XG+XrJ5/gVyEhAUPJlZUN8+AgVJthbpZSVCsSgDXawGfuXgKLz7eQ1liref86pz9dkuSwJhHnj9fICJMB7g/FOIE19uAbzpu7+5pmyWNdxgTiIeBJ1cL7u9bzi/O6ZZqoN33jk9fjzTWstzA1dUFf//v/zbPnn/Adjvxc1/7OT7++AVvXh/41rdf0HUbjGg6hiuGJ5fv/bSH1I91FArOqK9KTKlu5rVLNneEZxDn2CE2lX2Ti/oKwHEjOptBmzl20RhlXlT5UAwBYwTn/DH5a6ZhIrOFsz1uaJVGWmPYc8Y4VxlAivibmS2CgjX6mXiwYAHMUszK+EGZeQpemNOCU8FY7XZUcMNackkPqKfl1M1AN+K5Gi7DTAuWChLJkdVUHoDBQNXcq8fV0dxaNI65zCvYadLTw6hxdEpZfVMqKynGQEyRmGMF1zKStRWhwLh2HaS+eI5V1oXKQMXUhadGsJtiaJsGwRJLrAbKIBlsa5FsTp+9GJy19eesoBEnL6X5+3DWKpVWskrCsqisrwL3CvLVDXfW7mqlBUBlGszFlavvx1SgY24WpJSwnSWnTFOvr9m7SlkNP2PMn1L02qvfjX5MQ8pF/1TZF9RWiaI9pw6UKPh4dKwTqf50yrBTGbXF2ULMoqyavuXl4zP+3ne+xeRbFvf3/PmLDd3C4FrPIjmeX67Zvb5jldQYebe9Y0xwmCLL1ZLlaoWznv1hj4jQdh3WWbzxGil8f0fOmfV6zdXVI0QM1zd33G935FJYLpe8fnvNYT/im5b77Y6u6+i6BaDSB2Ms+/1IzAVxlizCdrtnNlSMIagcTrTL59oFSVSu5LuFshdEr28hk0Vlpl3fkI5tO01VCqXQ9t2xuI050/lOG0TGqpF4ipSkm2zXKputhEzIYBrd+FlRyY0GSkSsbXQdbxY4MYhxtNZqmEUpDMOBUgw5BnyroNNyveby/IqmbRAjvLl+zf3ujjANPH3yiPPNhrbTlMWmbUkpksXQLzqM1XokpUKMgbb1xGnCiND3DeNhUoac02S1xWKJaxp8BeoyhX7RISS8XxLDgekwYcRzfTOw6VtevnrF06sVz54uefVmIBwii+WCMWjHlZSPzzVv0HSm+Nli/3Tdgq997Td4+fJTtve37O7vGKcdKalEJ6a3hJDoFyNNu6BfbLDea9OrAmfkRC5CSBnGCRMcXbfAugYjDtc4Qpy1CgpidK3HNQZrYZgyu8PIfhhJObE/7Ck5QY6QI9535BwJcVTmV6kWGzMoaApJCodpYJj2pENgNwj91LNkQe890YA1nu0w8PLtLdu9esudXy3p1h2+E1IxXDpXpcKWMUQO054pR4p12LbHtktM0yINrC7U1NntzbG+b5cd66sNy84Tx4bDYc9hpzVzBpVMTQPbYSDKQIqGw74QxRFLy4s3expjWHSRYUysV57zTY/zhuIn2osWi2UowtubkbvrHSVCI5FF17BeNHiTaWq4RYlgospevVfjZwOncISszZhpFHZD4eWbHZ+8uME5QwrCvhu5Wq9ZeEfjWigFnzONbxinie3uwOs3O87XnvGQ2aya2vTSojirYhVT6xFndaeZozIZN+sFy4UnxMyi87ReyHHgMERS2JOLNs2HsagH0zARQmYfos5JxVDyiBNNHQuTAltWGkIQnO1onOd2uCaGnzE2ez1+FB+xHwSUzB45x9+9s8H+wUD1O/KcmrL6Llw0/16f42ju/CO85x+W+vSHPeb4Ob4PAKrv5Z36mFpnmto8NUfGzxHwMXOgSP3zwLvnyKQ/3lfr2VSf8sT24cgYKpV9V+o2/AgQzUCPoP1Ometu1PTZKMiTc9Fk2dq01ZEjR/bsDPzM5bjkyqypt6np8uzpU/07mb9rNV+XrO+7llW1SawMzKOPUpUy1xma42ZmfoDMD5bj2f9hHlF/UiDwhx1/qsAfLXp006IRzTBT4EIIapJXcmXuGIxo98nNAE8FW2KNodaJ+MQEANXlSeUZKctHmT9SUr1m1QtATaDL8Yt3Vbc7S02UZGBQfBSMqFBRXYfssdM6S0LEWJV5GaupIcwMJcGKQI4suwbfGLZTIJZEZxqmkDjbGLaHgTFEGoESBy6fXnJbY2rHQ+JuPDDmkcvHlyRbmEpiionru9d8+OmnPPvSOQU1uAMhAmNMFAtRCm/vX7FZdIzmHkrhkBqNnO1gIPPJdk9aLtkPEYmRBY7eGbrechcSti2YNiM+0fqEK3pOWmNqB9+TCkzAwMT60nLRZSDw6vaWIVxRxBPIeGOxvlCqjK5kZQAUYzBFzSKtg5yFRMb1gu8sL1+8pnhLDppygxQ2Fwtevv2EX/u1L0ArDIdE0xo+fbGlMT2XjzdMA3x5c8lhp34kaQLftNzcZ64ePcKaTMmJN9cHfu/rb3jz+i3vP3vKd7/120y7twgbtofCX/tr/zKLpeHjj2+5uNjw4Yef0LQLrG/UH6J4mm750x1UP+5RqCleulE03mOtPfpxzLcXTvHesbK3rLWMw3AEUESk+r48fPpcQR7BNh6Eo/mz1I2Zyjt0Q6AT96xDrsBqnRSttSpjrKlhYpRJIqVKLuelrc4HWep+uKafZOoiUm/PVKNbO8tNy9G/6zidm7r6zGwZ8+Cxot5S8wQ/g1B5BmCKqd2Md7sKqRTG6XD0BrPeVRBD/Wxm87oZrAgpobLSUqVbuuBk1KB7jFOVxumCk7IyEEp+91wbsToXoe835UIsGWeqAbQzlT0oTCWz6FtsBWNNBdVL4djdsG72aFPwy4uBWGUwzHTh6qpWULmamYEaXYWdGPVBmgKKAevt3llImRwfdtkKIUwQIq5uumc/nyN4ZQwxxOO1Ok0B9ROyP1Ix+KfqmJc1mQuOevMP+BxaU558DAxqOnjsXh5NvvWCTKWQ1ONbPUXKnAYj/MNvfoMPcyTmwp+9fMTT83M++vbv0L7/AX1q6TrhbNNwd5j44Avv8fHrgWIN129estt29H3ParnGdx37YWAcBzVqniZyKZyfn3N9fc3NzQ3DMHFxccHZ2RnDFDgMI2fnS3h7rcCdGNq24+7uHiO6Rk9TIMRC2y0IYaJtdV2eGTvee0IImsRZud45RYprmD20fAaMUwp50es0lcR2v6PUolAHLtimxfoe4x1TjKQ0Is7jalpPrNLOnKFpOrx3xJJJJSJZzXljCeRUsEZIWRBpEN/Q9y1YhzGOpulZbtbHJEO8x7QdU5zYnJ1xmEbONmd0XUdOgU8+/oT9sGOx7Hj2/H3OVkv6vkPgGFLhu45pGmlbGMbEOAamaUKKIaUDy77XemC/p21bhiGwO+xxXv3PFLTXz5iLMhEosB8jRhyN70jRkqMwToHrt6/5rT/3VbbbgZKF8/MF4yRVtlmv1Mr4AdQnYe6U/kwdwmZzhfcd0zjw5u0Ldnc3XN+8IZfMFCby7p5cVM4+ToHFakW3XOCcnlNntc4pZeQwZijKeLO2oe2XWOdUeisW9VazOKdgxDhm9oc9292e2+2W7XaLtRDjRGMtjVfwW+foutGSTBb1UHMeGm8pYkm7hB0H7vd7Sohsxzvup5azvMH3jnifud+P3Nzv2B0irnEszg2mWeM71KTfAUWYxsKYAoEMziMlY5oO13b0q4aQoekbrp5eMOYBKQlKxHWG5bpnuWhJsSXfFGzrmd4mQpUgjjlyu9/xdjtipSdMlvEgHGImFEsKkEn4puB8pp0C7aJlvWnBG968yey2hU9ebDnsJlrb4CVymBLdosVaYUKbDyWAyZZkC2kqNF5Tv0ROYMAUYQogxbDs15QMb19dk6fI1ZfWbDYrFt7hSiEnj+QFTdMwjSO7+5FxyKTeME0ZtWJTRpbuP7LuNAzs9ge2d3e8ef2C4bDF2sLFZoHQkLLQ9z1N44njnm0KxKTpas51GPF0bYv1B+4P9xzGiDWNJilmhzGexjUsOo/3ltaviBPgYBgDt7e7YwPlZ+aYmThwAgEqxPzONHNkA5XjnP8DwRU4srHnOgTmuuSzL/2ATTI3Ax8SAh68i4dSrx/v4/7Rj5+DTubPox4/Mi/5HAEhU716kJN0y5gK4pz8fBQM4iTnsjPDR9Qf5wgEUeVcJ5nXSe5VTZKPki6qH5CyyJFCceZUs1dASEGkTCq6t7aNI05BG4+izQuyNivlhAxRSedVyaWS2RNOo2vU8QTNCoC5213lXlL3q1iU7cPc7J3vW7/luieohJ+jwuD4/DwEGU+/+6O+y88CgT/IEHo+/tSAPw+Ntua/H/6ZZSbv6BsLSut/QJsCyDFWb9c6lObNXu1wG2MqUJNJKdNYx4GinfOiWn9vZ1BHPUaM2KOBrDEaBy9isEY9gkopOKeFpXMaCQvp1Hmeu/wVKTSmGvgVcEaQkmkb4ebmoICRsUxhom2Untl0LaHAcrXm9d0Nb+/uuT3sWG7O1NfBJVKCYA3bbWC96FmsWzbNOV/5+a8QSvX6AcJ8PTpLIjNJYL12wI5YHIfoCKYnd5mbfM+bXYF2hXFCu3bsw443Q+SsX5CtYLzgxLJc9pyvViyNpwdaKohnNEZ+T+E6RaQ3pAj7AZ4+esbXv/lf0K/OWJ09JYnVDWKsxlwGxGtxEyZlIxgHIdbXtY4Xbw6Mk2exvGB/f6B1FsQgpRDSyONnF9gG9oeRN68Hri7WXD5Zs7tL3O0SeTREJxzGCcmGsI+UYsl5oHjHN37/Q7738Q3PnnzA69d3WPH8/u9/h9Zv2Fyecbl5xjAm3r4eub4Wnj/7gHHU6M7FQmUN/fmGzfKM16+uf5rD6sc+5oQpW1PrUkqEECo7TsEH9cVwpJRqfG2VBiGkmXFX04WO42DeiOaiG3WKbshqcleMGetq12mcFKAx8+b0dKi5tMp2jDG6qDygUs6b43kDUaSyR+oYEzkBCkfz5/q5zcNuDRz9uqhMKO18pKqD1uL5IePHiMo/MWq6rEwhoxs8MjGrb8M0BN0M1Dlofi3tHKBSEgNN29F37cncDmUGGWur9FQNnbG67qSofilp/i+nYwPHVB2qgqp14ZdcN78KaRurUqsQYi0ITsla1hjECa3z+KaFovHspjrnCQoWqQG/UsODqGyN2kd5WBulOk8YRc5U8ibKQjBFZTnUa8IWSFPAFqmpZcqsNKZU2RlYZ9Q3Zf5aU8bXBKkQJrquxxlLSUklh95Vec/PziGcQNBcU0aO6XTGHaXOx8NUwFJEvz9jyMWgAnSpAKgQM4RYMCYpw6+INlKi0EyJv/LeF/Hf/ibLruXXLy64mAaevveBjkUPwzTResd61fDRH7zi/PwZrl9zu9uzP+zZ3Y0Mux1iHBjDFAJN42l9R+tb9vsdbdtRCgzTyGEcebK54OLikvjqNR99+CFf+erP8Qff/i7OGPqm4e5+yzCNOm94pz4gKdL1HVMONG2HTTov5Wp8WhCs92rW7C3jJPgaIGDRmGnjMoVEHPcYa0kpIKbRzqDxdP2SlAtN01GMwYtFjFMQOkZdB0Kg8brxFRHGYUCsxVrHYrEkpAljDRmLadTA1fkOYxusbygiWN9w9uiSpltAKRqN7QwrAzEnmqali5Gua5GS+fTFR+ScePzonH7ZcXG+gpI5DHtE5qTTiBVhvV4wTpGcVSrYdx3TNFFKYRj21QMocX37trItoV+0dF3PfhxprSfEROMdMUe8V38UMR6KSpO6zvPNb/wTfu6rX2G/j2y3gcViQUqiMLAUDvuh7jTkCPrMQSCfaa//qT9qyVe/K10LlpszplQZOOnAMEykfE+foO0StvOY5PBtixHo+4amEcKUGQ47UhK22wOIZ7WOrFdnTCnivEa5i+gaMAUYp4kwDtzf3bA77BHJhHGq4EHGtw3GasqdKKVa51ISSZRBa7yyr9ebnikZXt2+oaC+VGEYSXeZLneMIbIbIrvDwJAKnRRMJ/iFYDqYDnWdd8IhjLy5vQZvsL2m5TWLDtNqKqpKduHiUc/druH+9ppSJtYX5xQXuTuMLBcL3LJBkmVtzri7u1fJbjHsh5FpmnCG6rElxCIUa/Fdi5CZMqTiCNEwBcMwCMMg7Hfw6vXAJ5/esd/teXR5ydmyJ0nG99A2RpnsUdiNgTxFnBicSZQEeKNs9KjgakrKEE45cbFZ8ed//Vd5++YlF5s1X3h+iSnQOv0zDi2NNcQIjfU8ffo+2/sRMrS+Q4rh9s0dw2EHJIzVSHhvLYdh4Pb6mvGwYzzscAbWiwYRBzgdR2lkHybEREpRY2lvNc1vHAOLfgniabsJUyxOPIKj8x3r1YrNRkHJHDOmMcSQGIeJu7u7I7v0Z+qY17zPADoPZxmVhdfab44EP3VYTn4szKCOPkN5AOqYBz6C7/r5lONfZSYKzPvYB/f/kT/OD2EoHT/LD7h9tj1498M/fM1KHT89yfwPwKCR74rgzABGsfKgoVk9gmZmjpQq56relUagNixP7B0U4LF6vvOD5mixHOPdT2bS9f5ykoNpCa1epFMIOGMwjTkmbuVyqvFFlEVu5o9d5hpKY92PaWAzSFi/Q1MUcDIZZakb1H/WaB1m6m0lV8DWzECMNmbnfcn3oYMPbzpiGt+Pjfyw449zzfzpAH/kXZRTwcMaj85p0+GcOxa8FTc5xqdXdeJxaCnOYk8IXd35SdHCuFQNVkoBU2li1qAd7xRxztd62KjZ5AMfIlM9f5xrdNG0BpNr57heWOofUQe0qTKR2QC6GrohBuf0PXtrOewnMonFuifGSNsps+YwDDx//pwhw81ui+ta9sOEcZ77/YHzpxdcXTznfr/HtI4322sOceD21Q3PP3iK6yw3+0IxkbZryFI3rkUoTLSyoxAIpbANjpEObMfAxCggvSMbC7awWLS4CYIYJgzWZvpFgwyRVXPFqunpRHBZN2Gt0fSiQylMRhhKASuYpmXKZ+zIfOmrX+F3P/wWv/7oGWmqyFSdV+b0PdW51010EYyTYyKY9T03dxN3Eax0RI04QkrGO8G1DR9/suPj777k2bNnfOfDe9arhvWqYxwT3sI4FL75nY/45Z//OciWcdjz7AsNwyFwft7x9tWKb/3+d+laz9n5OSY5huFAsoYxWd7c3PCLX/sq2+2O9VKI41vWZ6sqU1gRovDi9eujsebPylGqZ8g0Tcdkr9mUfZZlzeyRmUEyj+VxHBUUqt1c8wBcmbWrp3lOjrpWEcF7r+Mk1Vjy0zs6Pkq7E1WaVeeI2fdE6eK2yrLKkTGo6/mJ9TAvaGLUV+coR6og1dzNOHYWzCwRs1CZQHqtPjB8RvXHSbKCIqmONwOSlK0YUiTkSCpJWTytp3EOETVzxxpSiZXppGlah+lAItREJI9xjhJUHppToogaP6ashs0hmGoqQwABAABJREFUB3JOai5tOemQi3r9zObXR8CpaHz8XNAYqZ0HO58SNc4vFEJJ5MOe0ToWXaZtO2znKEkNodVMT0EfsaZ6y9SEMKjzof6d62ZPAWntouRKjZaKgOUq5YUqcTKGFGKVaZfjGukrUOadIxotxufrUTdkmhjW9wtyzoQ4Ha+snznZF3OBqnzTWSJ99ISqK+JDM24jM3tV5V2lMoCMWHIxxKRJcFPU5zOmet3Nnc8dYAq/9ex9XLb0d3uKZG1yGct2mJjGTEme5WJJ32/ZH/ZgGy7Pz1mvFsRxZJoi2736jcRxZH9/zzQE3nvvfW7vbrB2ZvvBNCZKNnR9z3K5ZJgCr1694ezsnO12S0qZJ0+e8ObtNW3TMk5BtfeSlTkREmIKXdeq99WoseVjmAgxVqDR4htQ82tdq/vFgv1+T8mBrm2ZxgPGOWJWk/m2UwAEDAmVLqZcaBtlFKWsaVm+aRBirWMSMUy0rsO1HtN5xtt7KBFTzcgz0DXdEUQy1tbI507nCmexjdAUR7doGIaJvmvUgDck7q5f07cdm7M1mEy/bIlhZLlakKIyX7t+gXUaNZ5y4DAM+i3nwn46VHmuNtJSikfWXdO2tG3LYtEyjBHjHGOYSCkpwBWVDWDFQrEYqzXObr9FBFbrBfthYNE3GiIwZcaQGKdACBFr3WfK4aIF+s8YK6+UzDDesz9s2e92msaUM9vdgSkEQsiEmIl5AjNRxODGiW7R4ZyClJAZp6CyQYQYE/f3e6zrMXbJauWxzjOlkWXbYkzR5Kf7LUOY2E8j2kULyoBrHE4yjReMyTRNQ9N2GN8gjcrIsgi2sWTRBNhUIKTCYUwYq9YBSCLExPXdPeZwIBb1MApZr4+zqzPOLlaIEYYhsx8yU4wUJsYpMZUB31sWruOsWQMW4wPZapDA7rDF2Imnz5e03cDFxTO6rqWUEUwhmAG3hGW7ZMOC82GlrE7b8OKTO3b7yHQYKSRs4yhi6BYdi7altRZvha51iDOkJIwDhFC4vw7stoPGu9sFZ+cLem/ZrAzLlSCpMI0ZixrPF1+UHEht8NTmUyyFIShjUKzgvdZ8ne95evYlUgiM2y0pDNzGgORE4z193+BdT9u0XJwv+JVf+Ro5qNfa9nbP7c01t/fXjMOOkiesFW2OhZHDMDCNkZwDZ+sNZ2dLunZBSJndbmScAjFlUpigJN0WNZnlsmfjF9wfRs7OhMNhRDPFHEbUY8k79UZyJiNlIheLWEcuA64tGPszNjY5kQvgjwZJTsdnfvewezWDSJ85FT9MwnN8tofA02fez09izvs+JlGhSugLxwRctIY9VkMzM3B+z8K7qVrCUdb10DrhKNeqjaVi539zZP0c5WBS3vHtYWbQz927au6siNpsEM3x72zK8b6l1riFwub8nOlwIEwBa2tSZ6nnthbvx69RO8F6Tpj3MWhNW/fupdal1epUwS4eYDb1JD30Qiq14cqxKV1/rgx4HiYPp89eQKfv7fM+fuydqIh8G7hHm82xlPKbInIJ/N+BLwPfBv5mKeX6hz4HUmPTlaZvzWmxnwGgkrNuCEUBnPIAIVOwqJ7UIkfUVRtG9WQem0cK3szB7szxh1QkEFM3ivMLKAPAuZPOcab/aaEiJ88gA77xlWF0/HCKENZ977sYuW5IFBwq1fD5wNptSAQKljEozfR2e0+7OkOspVv05HigaRsiho8/fUk3LLl4csGHL77LF770jG694PXtDS/f3vDRy4GLy46b+y3P3r+k5ERGPQ0MIz7fE7Fsg+O+CLbtOeTEJI5sPGmKivqTcc5g3YIxJIaS6ERBs2Xb0tGztp4lwsIUWqLGZtYUtonCJFAwZHHsjCWkAduv2R++w939DevlOWSlEhZbB1mpgJsplUmirDoLUDeobdOQEEjUpLyMtRnbKhfPWFiur8h0DGHCTff87u/9AV/78i+x2x14/eKWfnnO73/rJXEsfPlL5zx+1vD1333DP/mnf8Cjs6/w+FHPZtmyXq3IY8Yax8WjC15++oLLqwuub7dslgsoHTnC3faWrl/gXA8C1h8eTqk/0ePzGJfzcWLfnei9n+32PPw5Z2VggPq8zGwbM5v4xhrRru9TTWvrOJilOWI0UcZU07gHSECVBCiPshROfj3HD6/31TminH6uvzTmAZhTJ2TdZM2sm/n+Ov6PcFNdAGPtfmtzodKwRaUdqah0yTpHIRMruJOLeibFpIBPonogWYPxjiKFKY5VejYDUPoxZy+bUjJDGCFOtKVl1aw1otuoW5Cg0pQxBcY4KjBuT0XJ/LnmbvrJhHBehCqArrxXrUvq71LWtJBUIgkqAK5z03YoBBJd2yFF8FbIhQrWnFgpUudyUymw2ZzmSYvK41LSzZ6tIFApKvWbwxQefL0aJ59U4ltyIld5Yo6Racg1gU4/uMxibrQrPnfJYwiariJgl90fNRQ+l+PzHJvHalOEUkwFazmmUZbZW0vUiNRYOaZW6tql36WIttdCLozVe84kENEUP2NgKiqJlW3CHSySLaP3DGb+riEWw2Ef2cfAiLJHxCjgZkaNRB/HEWcbnj5+RMzKXtvtDlxf33DY7/G+ZRxHco1VDWFPfvWKzeYMxLBarbm73xHiroIwHdMUafuekgvWWyRHfNeSiqZJucbhXMM0BsIU1DC6a0nDQZlQ3pGGqDHzWfC+xTvPFEM1Pw4KzCQFabx1uNYjzuJdQ0g6jzT1umq8wyIcYsIZTSQzYiAre63tO0zTUEzBeQPWaaKoNVgsjW1ALFMOmMbSLxZM04TvWmIMOG+ZGY1d6+g7wziNvHl9wzSNXF5e0C9arBeMLSwWlqb1TBOISSorjZbtbsB3Husdzvoj+yalXL2TlKJvjLDo+ho7b9kPE1PQtT3lrDHcBGKcEIG+a7l7e0vXOlIa+PTVG9579pwQBhbLxZHVM00TISQO+wNZNLHxJHuYC+oTC/MnfXxeYzOlyOvXH3F3t2W/H4hBzcH3h4lhHKo0WlliqViKOJ1/jRBTxFIYp0hJEe8bXNMTUmCc9vRWCLEo+ObV68k5R44j94cdu92W/WHHlDXpb9F5svoF0FirPpMWFssFi9UG4xvwD9ZEp2vFYcwME9zvAvf3A8vVFfhzDuOWYdoT4sAwHnRTZg3toufsasPj549Yn3WMAe73gfudJtGJiSDQrBxihKdnz/CNGn1PYySXA771LBuNYMeDa5d0vWO1ahmHgc3ZGVMILFdrnLO03mnsukAIIK1hv4vc3Rwo0ZKjGkyv+zM625FDxonBVIA8ZNjuispADJyddVycLfFtQ44jTgpiM2/ebrEUylTI0ZJCwTrBGI+yIKodQSnEXBhyViazsQpqid4rhsju7o77u9fc3rxiHO4hK0P8/PycJ0+ecbY5Z9Ev2Kwbcizs7gaG/cBwGBkPE/e39xwOd8Q4kuJETBPzen22OePi4ozHjx/TtC3jGPHNgf1h5O4ucdhpapy3jpILj6+u6PoV+3HifrcnLTsNuHGekoU4aUKoRWs/7x05DzjnWSwNj5+uj+DWT/r4vMbmjzKTfBYQKj+AgcE7WM/ptllqM8dg/FBwKfNuHfaZ1/1hG/4fFRT6Yfd75/Zyqm3nT3PEs+qe9WhUfayjZ+Nmal0ptUlq3vk5V79b6r9nb58Z4CmWB4bPVd41y7aqr08R0Rq2emYemUHmAagiUqPgpTZ90MCPmClOSAZw2szQpm/9kNWfU2pQ00z/Ec2NUYbQAyyh1JoqS1GLhdkn4oHvD0bqnuQE7pVqwyDzOQP1rZxr7/ncHvcSxwvgIbb4uQNAn9eo/eullNcPfv43gf+glPJvici/WX/+n/1hT1CyOnLPlChNFpKaMmSZxpFFr0WDdq+VkZOjSgxsTecqoikKiGCNqzQtHYZUGpeprAVQc0zvDGJy3Vw6cjKVFn464c5CLJnGeEiJnMDZBpkjD0R10r5xTKF2/W05UtKMNWArTd8ZxBmKyaQoJBEiifWl58UfDPjtwPJsgbSZdmMxvuF6f0uTahysL0RJrPolt7e3FEnqH9AYrp5dkZgYQqZdNfh1z9v7A8EYFps1n7y+5spZNkvDtgkEhDGvuQ+FaBZ0TccdidEkBVpwtE4X6+khhdGEaoprsCI0OM5swzmwSrCyCcueKA0Dnj2WXSkEOZnnJiwH0/Dbv/27/MaXfp5/8P/9D/lX/vv/OtuYEOv1+zIF7/TSCAlSlavMaK0TOLoFqA2I3mYiYiOmgaYtfOdbb1ktn/Od737Kn/8Lj/kP/+43efHJlhLfsl4sePlqQHJk019SpPDhx1uePjvjO98+sFhe0S8XvNm95tWbW/resdtfs+iW7G5vMBL54AvPGXeB7f09bes5v3zEq5s7wv6Ab3tur+8Zhsjq7PxzGXA/4vFjj0uQdxYnHTezwbOyeWb66xw5Ckohl3fSk5RlJ2IV+Dl2G06mxyIzSfaB508pD5KJKrtullmVcpp44ci8me+T8yk5TuZFiEKWk8EzIqS6CMzeB8YIsdQVwKDjFsCao3xrjp3UglmRZRFdtEQgEfUzUwhpIqRASAr68KBDkUiUmJS2Sj5uAOZzoovtMRRdi3wpHOJAGcA1LUJUlk1lX8WSicQja7fUKqXUBQapTJEyg1d68xyxbquuWyromqLS2kOKZNGIeDubbpeCLRCGyBQn+rbX92/V36zMZneCSm4SpzSEyijSy0xj2GMKeKOGuMY69csj4IwjjUHT1jIq1Sqome+k3i+pzOuHkFOEnCjGIuKREjEIzjYcxhtiiTiEkiPGWAZbOP/5D/4YQ+vHPj6HsTkDmAqIKisyq67dlJpiljHoWmmrp9NRLlald2Yu8BByNoRskKDPIRSw2piYSiGOiSaDs8KYFGAXN3vZGUISIh1ThqEYMJ7xEOi8shkWixViLW/evOF+v6ftFixWKy6veh49ecTXf+8bLFcbFssl2/1A13YMU+D2fkcxnuV6zXq54TAljEvc3N1ioiWWCedasuiYWLYtwxgwTqvJmS0m1uDblhASTtRsevYOwnmwDttYFqs14zjRr5bstvdgNQVpGgeKCH2/ZLnaYG2jLEZTsN4RxwHBUqyha3qKEeI0kaSQHQgea1t8v8R6T8nguwW2oLJDKcQSwKkczjYNYlyVtWScgRhzNWVPTCTW65677YH9YU9MgdVmyWqzwHqh6RqtS5wQU8I3yk4ap0IuE23bsDvssc4TUsK2rvr9ZJadr4wyaqKqcDgMhHGiVDPxVHRDGPJEiZk4jawXS65fv2LdL0jDnrvrN5yvOsJ44PL8ClMgDNqpHYaRt9fXFITzyyucs+r3pVc38KNvdj7H48cemzlnleGMt+wPB0o2GLsCccSiEVEhFpzpsb7Ht0s2mwtKSSoZipFpHFT20zrOz69YrVt2h8J+GGmJxJIwMbPqegWwEaaYOYwjU4rEPGmCG4ksKqdS60nBNR7XenzrwGqiX5FCrGCtcUIOmgIbAZzBdx1NZ7GNJ+2EwyGR0ghW8AtHf95y+fyM9aMOsxRudyNv7m/08a2m8RUyV5sFKWWcN5oe1loOY2SYVP4Zk2AnS5d6QpzIObG5OmOaOhbLhnO3xnk1WzaG2qgFKHyxu+D+fuL8foGkhmGbeftiT984JEI02v1PSYHvw5QpoWCLYMVjrCOmwnSISCnEaUBKhDJCGiAnSBbBYQW8ddq4KBkpQmNdTRiKhGHEYln2K7xxWpyGgXF/z25/YJwCh3Eih4kYE75t2e7utcFqBPEFU9RjsWk96805bdezXKzYbW/ZbW/YH+4Yhi0hjmQKqSSatmO5XrNaKSOqae54+fIlu9kMN0FCGENkP+61AVUSknaUOBFKpuSGRbekMaKS0NokC3GgdR3GZJZLj/VLmuanKpf+XNbNh7DNvPYxs4of/Pzwvp/des/xHHLcyGtN/KCo+f50Jn1BqEzkUkOF3gFcarPu+97BjC/9IGaQfOb9/QjsIZmbQyjpgWqdcHr7Jw/AYmqzQWaPHwV2TswdIZsKusjJo6cY3QNnK0cQCCPkCuDI/G/RejhbfVw21T9TSpWSVUKAaD1yAnvUy7MYCybjWkPMhVCExdkZ20HtFKwXUsza6KqmnlKZ+CIq8SLX77AycUo1gUaEEk/XxSyzr9gXInNIVP3eRD31tUEpyvCRmRVVNNSk7ltyUVb1nB6mX5dRIKruX2byRN10fd/3+HB/9sc5flKQ7X8P+Gv13/8X4O/xRw7I2V271A2JrZ3iUuVZUePWxVLEcBR5Vb2emVk5KEijsiz1IaEaR2ENBQV2UuQov7JOETgtih0xKpVRRDXRJUeaRjen1nkK2il1TQO1W1XQxcy3ljFXWYgTxJvanTGIszADP7pyUDD4vieURKTQb9aYtuVu2HO28mTv8D1I47g93NOtOvzSEaSQXWJ1seTu9Q7yRBalop9fnHOzuyVJIZRIkky3snzrOx/y5Q/OeXS+4j/5j/8eX/3Lv8ptjBRZYdoVMWuhl3J+Z1PdOqPmVzyYBnNAbMZKSyeOtXdciXAJbMxIXw4MYUtyF4wGbsvALmcSFqHR7jSQxfGLv/4Xuf/61/kbf+2v8//4f/27/Df+1X+dqKFkpKIyGbJV49HK3KhKFnKNP40FxEMKyqbYrBtKSXSto5TEV776HuNgWfRP+fgjyOWML3zhAz59saP9whl/5pe+yD/9R9+lv0p88+vXWAz/eeqR8pyuu2acAmIKq82SmPb81//6b/Dqkxuu32xZLhwffNDy2//olpvra/pFRzJ7rh495n57w367p7Edj9+/5DBOP+ji/2kdf6JxmSqLxxzjsE8ymtk5v24pdTxaSy5ZzXfrIUbHErZ6WjjH7Buk7ABT07nq88Px9/PYRmbz9noV1vmuFDUmlmKYI9SRKlN60H0o5mTqDPPiJ0fDOKjvXTTdL2ZlKClgRAUTBOMtWDnSTGcj5YKmj4QYCClUHxtlncXywF/HaJch51TXm3d1zGL1D7UQKHCk0iZbqpQLttMBlwJi6zmaATgUfJ5NCmcTamusMmrqOZsN7FKsUtsK1sWc8c4DmlxUHKQ6L1vnKeWUTKhSuYApRlO+pgMhR7xr8E43j4hoJLRUkF/AefVbSiHpnFhlMsWppLbUqL+CblRyiOp9VCV8jW0pMRGnoOBDLpiYEesQMjkHZTDZWrSkuVMLu8OOWBKNaxTYcvCVX/sVbszP2thU0Icy+9nNPikKDKRcPaBqZZEByiyQVhBXrwxTrx3tXodAfWzU2Gdn1ODUCCELzhW8yzgEMQqeWd8yhonDECm2IeK5GQ50qxW7ac9w2LMbJ/yuxTeey0ePePniJeP2ntv7e7quY7NZ8/S9p9zcqFTM+YaQMrHo/H5zt+Xt3Zbl8o7zyws629MsO168eIlpGmIKlAReFHzsFgv2h4POU5K5vr1h0S9Zbda8eXPNFKOaO7c9TdfikkbBF6N+BsuzNfd3tyzO1uy3uqHrfcMwjti21Q18SbpmVvZusULfLxj2e6xxrM7W7A97xnRgsfQYo6yfZb8kTJMmk9oVw/5As1qy3++wbcuUEs2yp1QD6sM4EKeJ7f6OFCO5JJarBcMgHMa9en8ZePz0EdM0kF2uzJlMjIVhCKw2HeNBJTgze3Fz0VFuCxhl9KhZdqRrWrz3HPYHBeuNMA6B/XDA2wbnHY1v2O0OhHFiGhLr9RJnWg77LWdnK4btHfv7ay5XS37xF97DG4dkBZA+/M53+eh7n/DBF7/I+++/z8OUOuaOOQoSy3Fz/1/Z8ccemzllYqgNEkFNu63DWkfK6kXRdkvadkkMQtcs2GzOKTJxGO7o2oZxilxf30O5I8SGX/3V97BNy7e/8yGZRMxBo8+h+qpBSJmhyvCcM/SdQ0whl/o3ylDFGmyjXhjFArGQgFDUV9FZh2kNhELTNSyrx5vtHM63MBqSCNI2GAd+0bK63LC8WNCfw8125Hp3y2QjMQcWy47+wrNed0xTZtlp0lzTWFwjLBeOJluM0cTXLjYaiCCZYRhYrFtWRm0WfI0dd6Jr28zAKCJsvKU/70hTRwlwfw0YiEPisJ2QriUHAW/YD4lYpcglJgwZE3VddEYlHrFkUoiUGJAyYXIkR4OTBoPQ1CK0xEQhIbmoyazR5onFIeWgqVli8HX9t96zXG9YrVeU6r1l7VwEqDxUVRAW5zJN63DeIaw5PztnGC65v33L3d0b7u5ec3N3TYgqzccYXNOBWMQWlssF/bKnO6jBfpECpiGLZZgmFstEyhOUwLC/U+Zi09F6YblY03QdwxiPtYR6A+r62jXyAHz7r+T4E62bD8Gf+VB86+S7U0o18J6ZGbMsa77zvH7ONWkFyN55FXNi/hylYvOri87tn5VhHZGe+Tnn9/bZuxzf9+mXR7CoPvZd+Oozn/e4Y1YYQyqjR+0OzBHsOTYh6x8xQrFyNGPWmlX3tDPjp9jK4jkCP5DrOlLMnMwl77B/cvX6yRXwOYFHD5qX82NmsKj6k4nVGnUsUetB17J5/Jg3L15RJCsj1el+Emw1ci6YouCPFuLmeNrz/LUW1IPSKeOJpGDfjM7NoV1YbSqbXM/V/CWpbAndM81nfQb7ZgXDXMfJgz2RBhxJOXlBFSOoV/H8LPO1IA/+/RAwPO3Yf9DxeYA/Bfh/i0gB/vellL8NPC2lfFJ//ynw9I96EpGaClXUKM0aq8wT0Y1nDKnGrdcvSfIMoyql3RhS1u5ySqckm1Rm+yapMW6ariEmY3HkVHRSnTvuRWm3zoMYZTakDJXdedxYxpzonVUphbMYnH5Z3iGToprFoaanTvXFeEtxAo2jeCFb1RLaRYfpGyYgpMBZawkxsw8jG+fZR0PIicW6w3cO8YZDDDT9gr4xdCy5Hwd81+Jsx+3unpATSSLriwsCE7/3jU9YNW/58lVHYODLf+G32MYbrNcUrlgSGVsvJKdoZGUH6DyihUMjBluEfc44K7RFWInlDMsaWLBD0ofswohtHpOlYShwKHtizjjb42gIAEXj/qLxfO3XfoNHAr/w5V/izavXXD5+QhkgZksiYef5FaXF2RTJteuIgague1jvkJLBW85XPW9fXSNZaKxS/sdB+O6Ht6xXl2xWG5zZsd9NdFbYbjMffTgRgtC0S968ijRWCJMwhAObzRlf+7lLrl+/4vb+ezx53vHJix3W9vxn/9nv0/uOR48vQCxJdDP77MlzyJaPP3yJ2Q5HIOWncHwu4xIRfNvUTu+ceJBPwMwDxzhTIyDnjkjTNPiaKhJSUtadqMQzl3L0DeK4QOrtUhcbMdVxn5Np+zsfsJy6fgXtUogxpyVtBoRnnfO8zlEBGHti1+jiIkSpEfFFmXpUuqkY9aNRIKhSUk05Ivnz+JjSxJQCxeQjmyeq/pRE1vmo8jrnRDCp3isYg9QFM5n5etcBaIypsdz5uPDmkpjSiKDG8wVIOVbQiwqwnkycsWCc+nDkXEhRkw2PCQlknNFNnZpxZ+IUCVnlH9Y5DEJMyiLRazljakxwIEApTONEkyI+tbSKmisrhIhx2nmJWeUuYhwpJErWdEbjFIkzIpQoSIIQlEVljgA9xFSBDR50Pqwhp4yzFoonxQknQiGSmBDfUogqt/MtN/cj2bacX6346JNv81d+6zd/1LH14x6fz9ikKCAJeo6pl3LKkDJylGLOxVMm1cYFYo+GtHOxEHNiCoFCgqhSJ2ONbrZqMRizjjnvVErnrHpMJXbkor8f044xC7vJ8PbuU7rFBcYvcNYwjAe2hzuePn3K8y+8z/X1LW/fXHO/3XK/3fH4yWPe/+IHvH79luvbe0qJNK1+b8aqJ8l+HIjXb/HO03YNm8tz7nd7Qkp4Z7Gtruv7w4FutSRGLb4sjuvbWx49eYzrPNZZDsPIqlsQBVzb1ELSU3JhSpF20TEeBk3FTBlx0LpW56acML5hPAy0XV9T9gSssLk416aRc+zHPd1qUQFPQ79cqAS2oIybww7ft5rq5w2+aXDGE2LENQ0hBIYwYq1hPx4gF5rWqwQUOF+1lCnTLhYM4cDV1ZrtYc/lxYZhSAzVw+f19T2N9bhGMMWyXC1JBbrloq7zKm+PwXPY77m/v8d7TfsZBn2O5aonTUn9jWKkdR2NbWm8IaeRly9f8PTqghwHtvfXmDzxhfe/Qg5CMoGPv/eC3//611mt1vzl3/pNFusV4xiJKSswPJuLA1B9p76v5/4TPT6XsZmLkGKHM+esF0nBFtPT9ytW63O2uwMhKivs6vIxT64e0bcttmmwLnP99pqXL9+w2x6w1vP1+6/jvefnf+Er/Mqv/DJvrm8Zx1Dt2jIinnEc2e12ajPgHa4RfOvV66IElVcXTY90jdUx0Ot6hxRyKhQy4hw4CJPKJgoK3q/OhATsdpHJJqKLZBGaVcfZ00uu3ruiP7e83gau794y5QNj3LM8X/L+zz1iHCfcWlh3nvEQ6azBezCmNmfltJkpWYNUjLOktNSGn5k3wXON8O5GWICmBd+ALFTm2vSF4jpu3464lWCLIQxF/X63SQMFMJoaGdEmRhG8BWKkyx1hXygTMBVKnBBncdIqS6RkQhhR3pWC7rkICYczyhYMJWNcwXWOVddzefaErhNi0GvbiqHkRMmRHCZSnLR5XNmsxUDTe0qBOCUohvX6nM1yyeMnjxgO7/Hm+hVv3r6GWn/t9js9KUZIRXBND+IZp8IUBeMsUywMY+DtzS2bVYcYaFvPbjuRjAL/XdfRtC1TUKDslJ6Zq2dJjUj66Ryf07pZG4KfvfUzH2PGcd4BVOZbZAYBtEYrxwfMCU31Uaaa1+dy3EfNz3l8OWOqJUw5PX+9qmf2+zvMnvKggfnwMz04CicrhM/AUe/8VHM26u3zBzbHMBREbWhmsIpKvtCGJEqomCVbR+mWodiiDVJLTf+SY52JoE3VGfgxc5JXbaQaRVVKZQdRm6XHoJMj80d/FyUixir44hz7EHnvC8/57icv2N7ese4c3lY2feLYDCNXzCcdN5d6JmZfoKwokBEFsObvcE4JS7moH2Kuj0+1hk863sn6GgVNJs913jqBMjPwI9WexgDK3tbksNlrKANRjaU/IwWbr5H5ls/iiH8I9vO5gD9/pZTysYg8Af6uiPzuw1+WUkodrO8cIvK3gL8F8HjzXCe7WsTHqKlZcQr1vRti1E7G/HmqOEylC4W6kVQHd6VlaSoXKR0H0FFfacxxEwEc03IUANLbtGFslLZnQRy6sTRGE0Kk4FrqxW/Ixij7xFrwWiAXC3gDHoq12tV2OiCy1S6+90JpLLlxCqisFwxEmk3PkA/cT4XNBTz5wjPut/f4zjGkAM5ymALLzYYomakExhLZ7kcWZ5oOYEpktz/QTXsun17ypQ+ecM01Y7ol2B7rlwzVeDqR6sa9siRQiVxtvxFzIjLR2lY7HuLwRfACXYYFQm8KloKjo+vPGViyL4l9HkhlVOZUXSxMSVBq4oqz3KbCurH8mfef8Z/89j9ldXFBLpZkClmcShesvp+SwDQOGzMxJ71uTMZbweaR802HlYxphe0h8fzxFb/zj1/zySdv8K4lBQX5BOHVyxvGbeD+HN57/xFeOi7Oe6Y9eOP51h98h7Nlx/nmjK7zfOtbb3j76iO+9KUnnJ1d8oUvdYyHSBwT+/2Wvu359MU1+8PI2cUF93db+n7N5vyM6+sblovF5zDkfqTjTzQu4d2xuW4ulAk2Tzp1/FAlPzMOnavXiK0gxTzmhmFAzMyOE2JljMwdj8Isd4B4pM8+WHXnS1A4/a7+sRWwediRKVVKluv7OwI785PVxyrjRhmCKkM0x8VFrCVSMM4+AHrm9aIcmwQq6ZxFWZmQArEEis2nx9XfaWaQdld1gZs31AomZSk653hz7IRoLVGZQM5S4vyZAFLthBgFi0qVrdrK8JC6EJUqdZsXlZLwYsgGQvUkMs5qIoKoLCYZNXqNQeffpmtrdzkxRTWWthVEooA6f+iiFiXpxthmxES89zoPN64atANZkGLIqX6UYjQpoYJhkYygXcuCmk/OhRYJlaJkLU6xakKd67VZKBjnSMmQMDTWqFRG1P8ooSbcNmv6nG0OfPDlc/79/98/wN39yo855H7k43MZmxf9pUoMKttrNhlUSdccTKBNknmEHMcR833nAkRZxjFWiaUoUGkzmljharcpprqZ1KJETE2xc5ZslA0wpYkxqiR4SoH9zTVZdrT9huVqBUX49ne+y9XVY7puwdWVZQgTd7e3fPfj73E1Rc4vr8jWc3+31evBO6aUsNbTLRfEnJlyQnIil8Jqs2F7GMgpEUvWMeREE/VyQayl6Rt2hwMYwbVex0eOTCURp4mmN7SmJRVlieWgJs6hJGxjmUJmtVlxe3NHlomctPngugbftgzTiDiL9R7jDZK9eoA5g7fKWuj7BU2nSWbOqry1NZkcg84N3qmUUTQWPqNxtSUGfOOZ8oTxBtd5CpnFoud2e8/jR48Yx4GziyX7aWJzvlJvLl9ojGccVRq6n0bikDm/WJFKZBoVMI4hApYwjnjrWa9XmDOh5MQ4RRaLBUaEaYpgCinEOmfrHLG9O5Bz4PnTp5ADLz99hSmFq6srGufZ7e74g298k/32lj/zZ36BL37xS5QC4zghM9hbr900X8+1R/qw6/1TOD6Xsflo8ZzObyhNh0hiigMxBowIq6Wn71pyNnTtgvPzC1aLDkpmHANdu+RweMFud2AcA7lEwpT457/3dbCe995/xmqzQfYHSo5MORLHyJQTIWf2w0TTGHq7wPoW7y0hGpR3rXJacS228RoWUAq5RJ1DjVHJM4YkhSR1PDlL9p6pRPZl4MDIZDOmcbhVT7tZURrLm+2B7bhll3b4Tjh/fI5pIPnMet3jROUhblHB59qxrzYgR9KDUeyDIlpCF2YDZU6NnAdcCJUpzzU+IGq+7JfCxXPwS0+ahJIMaSrsd7BODWEq5Gg47AO315G7ux3LpuNy03G57lh3gklLmgIElWjrptDqZi8Xxv3ANIyEYSSOGYNVyTTKpnNiqz+Rp/cW8UIAjNfNYapJlNZbsvOU5LWBKRlIOAeUQoyFmAPTFLRFK0LTdPR9S7/sWW82ynTEsT8M2qSxrprnG8R1tN2G7f4tSMZ7w932AMbgx0C3WBCmsTbi1YsxxImm62gajytFm6xAjMouSzFUqdNP5fh8xuby6p3N/tFPcGYwzXYEZf7dvKme0QGteZktDz5zlB/EABJ55+9jQ3L+uT7vZ/2Fjo9/8P9Zqi+1OJ6b4j/gQz+ojet7rn/NtXLVTZ7qzYdNVo2d1hphZgPVlFAFa2qtak/AD0fGj1HApII5c+pXNqj00AjF1kbqDORIUeBIlWanqPiZWW/UVJ2jLKxUmZiQJFGMIZTC+uox+5T58NUrlk2LaRtKnlTlYy0lor7BhpPUq2gdObN0zLx1MCrx+sz24cg/0f5aqftJZU/PUmllveupzEnqz/pNpCLYCmafUsXKkUV1+v5rA69og3hm7B+v2Qff/RHoO02Lf+jxY4M/pZSP698vReTfAX4LeCEiz0spn4jIc+DlD3jc3wb+NsDPP//VcqQxVfq5dR6mUC88lTrMYO1pAClymZk9Mh6kDVGBmFBpiaUcB5BGVM9fOhVp1M2PJmFVXxOrF9r8ZXO8+HXDJ47arbcIVhegSkErpijq6SzFG4o1ZId2UryQHOTGEhGKtyQvLB95Dq8zOyKt6Um24W4MuGh47yvv841vfJ3+XHW4+TBC23K73SPGchj23B7u6Vc9tnPkoFrmlDOPnpxz8eSSnYPXscemgXVbGEtDFoMTpxcUEYOniDIfDCej0FICRfO98GJZ2BZDpqHQC6wQlgUaWWDd+wSEbUpsZUeQEWsKBnuchGztPBcA59ilkTcxEG9e8ux8wcs33+Pq0XsQhYJVqi66+OeciQgiCjZh1asiSuDJew0pJMJUSOJ5+WbH69eRb33nBX2/wDQt3SLz+tM7Wt/p4nmx4mu/0PP61cD29preLVisGnIMWDfh2x7XeApC162wbsU4eD753lu8bxDJjOOWn//ae3znu29Zn23o2oj3LRbV1Letx7pzUvx+zeZP4viTjsv6mOPYfLb6UjGVTXMcn3VBMbYCtshRdqRfqlRwo5o1zWAiRQGDyv5RyWXV7NZizlR/npwzc/KW0jDLKbiv1L6JmGPkeqkL8rGjMm+CjdGFqC4eiDCnBxzN5gRl5tXuYxL0MXVRyqI+XTGn6tel2t1UQa9cPbemMpHqZjgVff9FFJCYaarG2GNRK1WGplT8QvFQ/Axy6YKcc0KkYIzOHbpw10K4zk1ZZkNljoBakYKdux2laPFnjW6IJZNKIppM8aJsHKOeLCkXpjioP07n8dbpYhUT1ul5SDFWA28tVEIMOHHqO5ESxlqKqIy1ZIM36gUlziDZYiRrXHvFq5rW15T5CMUgEUh1saOAtcQh6GfJCZWfOXJIYCxiVdY1s7nE2gqAGQSd141Y9XMoYMRBioRwYHkx8eyDzH/7X/oNntF/jiPwhx+f19j84sWXizOiPec6DsvMAEKZb5Sj4x0nrx89jhp2Nf2hoJK/Ult9KZe6x0mY6vU1A0a+qA/MDDqZpOCP8S1ds8TEwn4sXJx33B0S2+3E9fUt13db1mcblqsN99sdd+VA03RY5zm/vOT67o6Xb98SxHBxeUmgcL/dq1S6ZLLAmCLOe3JOHKZR1+UUEGPUDNnoNTnliBWPOAX6BOiWPdtxj4jFWME0jkCmOINpHMWpIaRpDeMQmKL6ZyXJmNZxmA5EEuSMMwZf449TpbI3TcMhjhqmUCDFiWILRhyN9xRrMd6f6PU5kdNE0ywYDgdMo74judTsNmdp+5a2dIzjwGKzouSkYznDbjjQ9R37YQ9SCClXU+oe3+o6p3VSIcSA9w3dqmcImf1hi2883ivYNBz2OGOJOXK33WrD1hSmKZEzlCpDaZzDN0KaIjFsCWHCGEPXNrx9+5YwHLDiWXYLNqtzXnz6iv3dNY/Oz/mzv/JLrJYLQgzVCF5ZBMaYClCftjjzejPPbT+N4/Mamz9/+SulbTvEeHIeSHlgTMpOc03PenVG4xcqmTSRw+4GRr0ep2CwpmWcCrd3+7pmWG63ez763guyWK4eXSFGmeIhTlhnCTkxpMRhDKTi6BbC0vcY7zDicbZUNihkGrJxulkrRTdi1LNuC+KhMULyIMkizlEaGENmtInoCrQWu2gorbBLB9I+sx1vcD2sH61wvdAtPf26wy0sc4ABgKP66s3sXD2D+uu5LqxIUGJeE09s2VND53hHfe/z5Ffvi4FmAZu2JvwWiJPQ7oAM46Fwf5e4ublnEJjMBCXTpomrxZLNVYMXaKjnAUsMMI1FQcsiLMYlaVxQpoLJygRIoUCCMCWmcSTnRCCRguDaJY0TrBi19hizgu5FoMpQTl58sbIwDHkKhBAYx4EUI945jO2xztE0HZdXj2l3e4ZhZJoyqQREEm1jENvStitCvEakYRgSIeT6WE9KE48uN/imo/HhaNKvfmi5Ft7VSw6dcrXXXn72xuajr5Yi9t33LafN85FZUeXyczPkwV1PDIv5AUfA5gTuHO9/BFQevGCVgKkapTy4ljmt1g9YP8DR9P6h588RRHr32d997Qcv+fCOWq6b440imnqJnSVfCv4ckVhjq+zKHEkPM3MH+xD8ecgE4siSzzMhws7SLznJvx4kfRVLjXifrRWqDKxGuVMZQ1kKxeVqwSCIVbbg2aNn/Jff+Ab7Umit4UChc4YSAvO+XhnxIJpeot6Upu43apNyZvhUzEbPpSka717QOPcMkvW9SJIjgCa1VjIZZol9EaGkypzDIpU5dwwBKnDKbK0XX/3MJVe0aQYtH1688wU5X37v/O6HD84fC/wRkSVgSin39d//CvC/Av6fwP8I+Lfq3//uH/5MdeovoFGrWmTM3R8K1Yjr3YeIzBubKjmhIrEFSp4BoVqwHll+uvGkFsEpJ4zx+lxzQVYHnIjULmc950YvMEomzaYzVsA5TEUtTeNhyipXE0Gc6P2cUuGyFbIXos0K+hQorWWSTG4KV19acnuXGMYJHPTeEoqwjwP3ceSwu2V9eUEuQn/eI7Fll3YsFj1vbl/yfPMe+yFydXnBN//gm1y994xF14MIKU0YAtIs2NIi0mDUrg4vszyu4DBEwMtpbrOm4EpBSsKLV6YAiY7MQoQeXSA9hqHAfRwZRd3ZLZYGS8STinZkTlBc3SBb2MaB96/OkXbJb98N5CuBOUkgg+Si8iOJRNNgjcVLQSJMOeB6xzc/uubZozUX5w2ffu+Wf/w7/4S3r+7JobBcbrg8e8Jv/eafQ8TS4DlstzRNy6efRl6/esN6ecl2t+dyYzEu8f4XL3nx8QuWS0/rO3IIFDJN23MYR1KGVddjzoRcPJiG5aqFVkgxEeOWlCPihPV5x2G3/5MPuB/x+PzGpR7lNPthxeomrLL0lCqOdgNy9WeqC4nGpau0K1VWnrX26AlkqvGzcZYYI9Y2uphVKdi8MM1Lm66v5WhyK1VYW2ReYOtGthq76gJWwZIHHZaTv87879MipV5fCrTkGVhEi55STdtzlXApuJNJJIYwVumkMujSkeZ5el+zd0YxVBNrfbwCoMoMLE7vd5zbkr6vaOZY+VJTkGrxWzmqRpSllEpCxFbQa+6mm+OiVAT1F8sRRCWvXd+TSyJFfU/Oe7y1GM3TOxpn56hyq2yVph+LRuuZxpBKIROVnUfNHpOiqWOmYLF430KuhpMxq/GotcScNeXLFJUqWX2+2auIXKqpsBZARgppjNWEdo74NBjnSUHPp4JTWsykYkmmQdyCEh3ONrSNegZdPHnG5Ze+yBe/fEYb2z/5oPsRj897bFprKlui8iTquJzXsePmmZOXwWxOroX7yQxdrFUDwlL9pWpXLBVwteiYr/mchDxvSrIaQfvOq5QaGBPq/yMdXWtZrZe03ZLr+1tu7+7YH65ZLVdsNmu8b7jf7YhxZLFa43JhPwykt29ZrtZMWWXfjXdqmp4SjW/VL0pQwNg7rMl406hEylmsWIY40rY9YVIDXLxhDBPOq2dHFAVFVpszpuoPWIoyAw9xZNX3EA3TFLBOpXHFKfhYjAY1ZGsQb5Bi8X3HNB4Y4kjfqj+QQbv77bIn5IxfOB0v1pGmgu0aDsNYU0QcvuvVL00MvtNrslDw0hHThHF1YxAT1jkSKjv13hFzolu0GA/f/vAFU0x454gpcnZ2RtN2TDEyTZEkkKaJ2/uDyvuM4bBX9pRBpfcAXduyWa+1a5oK0zhwe3fPNIyQIkYKxrTcb28o2bBarrEU9nc3fPThx1yset57/pzzdY8U2O/2wGw4D86pabYa5Sozb67P5krhBFn+5I7PdWxKwUiotWgipYkY9yqrlMI4aqBF07bqJ1iEHA0lOIzxtH6FlY4Y7zAWrBic7xinzNubLViL88rA8N5ik62gtyUmw6JZ4NoV1i8w3uGtzrkhRvSsOmKYQzSojG+tdX1jsC00YvFryzAVxpRJxjCMibFEsrdkMYySKHmkhMI4HjBNpj9fcPZkhfEF00Dbd1oHS7URqE1bW9nyx91onWOObOK6xpoq/NP9zQmoPp5q5Lixnbvu5dggqptrM9cUGvVuW73M/FAYSTz/8oK3rxPb8Z79NPKoO2N94bQhQyFVxtLhAC9fRW6uB6wIi9ZytWloekGc+hA5Cj4pczBv0ROc1Cv0MOzpqXtYUz+5NZC0UeusBtXkGE5QgoiavOdMjEE9vVLEmZaSXZXja/Kmdy3SN0xRmzDDOFLKSCkG37Q8ff4cMa+53ypYvD+MxDjx+PE5MYnOP94TQiDFTEpRUwab5lQ3ZQ0XQDLWmJ+5sXmsAR9IaKDudR6CJZz22vN8dGTlzKyaeidlo6mJuLKb5+d4gCrNTzq3NSsopADQCXQ6vYN5zS6n56rv/fg5Hj7iQWPnnU9WjufwndtOJClBMMyR7FKBniIq/yrmVCM8TOeaZVdz7Pts5nz067FUgGj286H+rjxI9pofU45MH33s7Pkj1aOsvqYtVWmjoFA2WR9b2fqPnn6Bj9++4c1+T/aOgYR0uv411pGmiBLu9bzO39cxhARqDaD7TanSLSkgtgI9s9KxgkMlUZmrBZNqGphonTvvm6QCfPJgvsuiiaqZU2O7JN3XqBl2oWZaM3vw6lVQrxsezIMzSPgQGHqoAfsBx4/L/HkK/Dv1onLA/62U8ndE5B8A/7aI/BvAd4C/+Yc/jehGowI0OeajsezpmMEfLQVyydgZMKsGy0Z04zl/ZGu1OAUUqq6JOFJBISOQU6oSr8pMMKeNx/e/tm4mlKmQwSid3BiVGGQxSOPARu3KO1R+5apJrEsUL0iy0Bii1Yh6GodbdByK4fzcsuqEu4/voRiWrsEv4B/+zj/h/NETaCwvd7dsLjfcj3csVmdc399gvePiakPIE94v+fbHf8Av/MJz/sJv/AY7HNEbQnFY27PFkejwCK5+cVJhoH2Kajz3gH4YyXgRMnoROwQPdBh6ChuBJSN9qZJKPMZZBrZMaULE4IznKCXT8USiyjDQ545FOCS4390z3t+wv9+w3DwlTHUyK0nnCm8ZUkIQvCRKGnnypIcOvvtJ4PLCErLh/NGGjz79FiXV1KEhcHv/hm4BX37/K3zynQ/55KM3XKyvFAJLiRzg8vyMr3xtwasXWqx9+effY9gdlLnhCuISv/3b/5BPP/2UL7z/BXrfcXXxmN2+cBhGnj1dMu4G9rtb2qbherujWTpubu8I00/F8+dzGpc6f1irm+wYYwUXdLFL5fsL85klNE9A87+PfkClaHe+Gj6XUogp6c/19ShFPbtsZe4cn6geDzog4hS8xDwwd5bT3XNd4EUEnMo7Z62yOEP1UGNOKMgCYoWQE9YbNSMWVPopVN+e00IVYmQIY2XhGHJSAGgGleaEv3mRU8CpgBhKSSrrcLam/82aaTl+BjEWUHprqgKuYmpXXFQeYaw5ysFy1hhK682RhSVWJWaxJkKB+vdYY3GNw1hLnBLiDc6YI1NAm0CGGAvTFLUn4XUM55i1k2pKZVJyZIRZRH0cgETQDYU0OC+kkLBicdZBqh3SUnCNxWZHiQp45aKMQ8mGktRsV32G9BxYp1IwTVUw5JJUbmgqcJZLBah1Q4MzONdgInjXEHOibT14x0e3b/ja48t5mf1JH5/b2BRR8McYOVng5YK1J/NAgJL0vBw9sGTuiVRWrJw2VMc6tcx+AHr+TFGPm4Lq6otxhKSvlwvsD5G03RLCLVgH1jNl9aiJ2SN2YrGMZCk8ffqMcRwYx5GXr1/TLxZ8+Stf4eWrTxmnRL/sEesIIfLpy1c0badWOo3Hu45hHBnSRNM2R+A4S8F0nnyIgFFJSy7c3W9ZX5wxlcT+sGe12kAWfNcQKiicUmEII03bE3LA+ZZ9iOCE3bgjlIBtLdM04L0jhQyScLap84XKsKTRzmgOhWEcwGTGOJJipPENY5xoF72mH1Xgszgh7CLNomM6FJwoS9hIw3a7A+/wjSelTL9ccL/PlKISeGP9MZ3FNw7jDCFFGDMvXh0YgppCQ+Hp43NS8hQs3mhxb1KdK4367RyGPW3XYKXRwla0MxymwEff+6hKw4AqU3HWYWwmxkg4RNpmgRHHzdtrxu2O1qlp9gdffJ9nl2scBUmZcRzUAL4myISoG9eSU92UvFv3vVsH/kSPz21sUjLTtKXrFvS+YQzC7JUXQgImcrKMU6DxHc63lGLJUX11UhKuLp/z5u0dvvU0XY9tOoYp4fYjmWusg37pGQIsFj2NbRDj8f2S5eaSxWpD1y+1VpVUQXFldxqxhCSYSVPoYq7d/KJd91gK1kPxQtsA0XC9S4w5kq0hOaGIxS88phWkBdsXunVDd9bgeotrLb41J7ZRlQfNwIf24U/fcCmaQjXvrZWrp/VETAlXfe1OjUM9HjibHYNJ8vFedY2cC3rRdU1MBbSd4ZEX0pVwflVYrN9DUuHRmSMaGHMiS2bMlnES3twnvvt64PZmopGCKRNfNRc8vehxBsSrTE2yEPZQJkckE5JhPATCGGm7SG4s2QidVfkWRtTjqG7Exdjqe1e0MYKl5EAYx+oxpA2TGEGkOZ4vax1N29KJ+vrk21vevn6r8x6Oy8tL1qszbrf3hBCU7JwT602vjRWj9V6MkXEc2e8PuLY51i8xJSQrKFSyxrf8lJg/n9/Y5EGz8Af+8rP3RUHcIwtnZuQ8QGFmoHGuhs28934XqJyDhYAje1oBlxk1mp+PE8A0gz7M+6DTZ5Bat0p9T+X4Zh98iAfAk3z2ttqUfNgs5SHAKmitOu8Jj3Xs6d/F6DiaU7wQjuyfGfTJ77CCqp9PvR9O30cRasT7XKPPr1EqU4gj2KQpu7oXjERyBYroWn7vd36X4FRZEL1jKBMLp3OIbZQxW0pR2ZbUvUZl/1Aqw6oaN9cNDjMTp8wOz/Wx813yg5OqEkKd5/J8jTmjjCJmy4nKay9SwfDauC56TgXU6HqG9+q+ueT8APw7kWOO6JGc3sc7//4Bx48F/pRS/gD4jR9w+xvgv/nHeS7tdOtkEmOkaTTFQOoFl5Ke3nmjYa2lZHXJz6ngnGNgYu4XpSR1Q1mq9wHVpDEfu6KzX8JsGmuM0wuwZO06zywCBLEcN7AilpjmDV7VH4qjiFQD5YCx9WJPBeN99e2o1C+boRFMqxspaR20huSFsSmsruD5csHrV4lDSewRvvarv8x3P/mUZb+gyRBN5M3tC7ItjES65RLnLFOc+OQ+8xd++Wv8xV98Rgojbz99zcWX3iNjCXlJZ3Sz6OrkomoXwQKtdUx14zWjyl7U4yEm7foODPS2ZwOc5cIjM7Fh4vf/6T/nF371z5GkMMjIXbqngEZoisEXj1AIxOMgUAaFQDZ4d8ah93zxFzzhwxe82n2I6ZZ0bkWJUJxRlDxlrMkgE2O540tfWpOz5Xd+/xUXl5fc3U+U5Fg0hv/F//Jv8b/93/wfGA+Zf+mv/Vmuzp/y7/97/wHf/MY/54OnH/Cv/nf/Rb7+z77J21dviGHg9m7gm39w4D/9TyPeGv6Fv/QX+TO/9Jh/9J+/5PbuBlPgo4+/watPP+LJ4+d84f33mHbC0ydfJpSB1VmPb0d++ReX/N4/vyXnFaEkRAzvv/c+Lz+5/pMNtj/G8bmOS1Pp2YDxTmVWRcfUTFnNKR2ZQNbqBv00bhXssrX4ylnd+RFLTBFrHd45phBAtJNdREHZkqqhbFLZkJkXnwcdm5klRF2Mj12auWMgHKVfReS4aJSSyUljqqneKOK1+1kseOOIaHcBK9WvJ9fxzqkL5i3etsQUSDnUiHgFewtJ/QwsahY9zxeoz0YuRQsrq8bnxhlwahYOlcVjqItQQjxqOqerQPUuA4zUqN8aWWutgs2odKeUWJNT9DVmoNtah/GOadKkQCOCaSyC0UK7FKZpZJqU7SZOO/OFgniLM56YIjnXTSuaNpYFQpzwXgFfYwt3YUezXJBNQcQyhoizHsk1lXHS+dSUBLP3UJUypaSSsxx1XjbeI1IIw1QZT4C1lKCJkCklrDEQI6ASoakEmkbUdLTx+l3YwC/88hforw78n/+P/1f+O3/5jzU0/kTH57tmKvCnTOJy3Dg7p4lnMepmfQb/jhp0o5LNeT2bpZYz0JrmAsNYYlGp5uxXhdQCKKr/zjRNhBhV4lkU3A3DCA4OASIWxGOt4zCMFAP7YU/MkcViSb9cMk4j//z3fpfVZok0DbfbLb5pWa3XXLUd93vtUk8p0HrHcr3i9ds3GGdZNB2Rwm4aWHcbXOtpTcs0TdjGYRrLMA1MObA4W2Ocx0hhO+7VXNc7KIX15Tlv3t6wWq4Z06DnzigIHHLCO4PFE0oEbxDrKM6C101WqYl14zgSciBJ5nZ7i5RUO37CdtyyuNwQiPSdJ4QCxeC7hnGoCWLVaHq329MvFzR9R0HN8w/TiFirrGhT6KoRcymF3jvdmKEgyng4sFj2ZIHNekUuLVMa6HvLFDNDGFR2mtQfKSMsN2eUlAnjSIoqbSsF4hRqMEaLM0ZB2BgJIdD5FiVMCXf3O8IUaJ3l7GLFF5495qsfPKMVBcMkRVpn6boWwWgNlbWtKqI1nKmmsseufNHN+0+DXfB5js1CZhi3OCPYrqX1PY1fEdNIiA6wCsQ1HYjjMEZyUVmebxtKNvT9mg+++BU19hbBuw5rPTFl7ncHnAfjBN94QoLGeVbnF6wvLrm43ND1tblRLCULaRqxnXrVpFKIuUDUQJMihpQFcSoxxmTEg20rszAVdjfjMZVWnGOz6cFnurWjWcLlsxW2LTS9pV15JbwINKIbIgWfNDq+2CoFlxNQU0rtc8u8sXlwGEus6/tDwOjhVZEq3yFLqQozQYo2aw1ybI7rvqLusyy0vWAXgBGeIExD3R94Q9tbSqxNBxEGIjfTnty0HMKEJTOQOeRCJxAFJoQSIUS42QZ2+4kwQo7Q+CWfvt5xtVlwIHKx1LTcFOt1nnSj6W2LKTDFABmcZFKYyDFSctRQG1eIQceibzxqxquJhdY4EGG5WLBt7xmGPev1GU1rsVZo2ktS1CS16vSJN46cMsY4ch4IMbDf7TSt2BjatlXme20EUjLW+c+AtT+Z43NdN+FECvi+38BnOo31L3VxedeUmRPD5uid99CBpRwbpfWX77DXMHMCJ8xsoPkl52v0IYvjxPI51boVbjg2/+T4BJ8Bkqg168OPW8fkyYT6JP0qRcA5siiDHDiaLz+0S5ibSXNdgVAlYRxNnGcmD9XkeWbcJ4vW18hJxmUE3Az6zK9JDTnRMZ4NiJPajI0Yb0gCUyn8l//sn1FaR5ZU7Vc0rfZoQB2zNh1y/V1BgZzZzBnds+u5r2er4g9SQSAjJysKkfkPmKzvVz2HURaPcFS75vrdCQo8aaCNfreS1UvV1HtSfYnqrEkxGnCiNg7vXp3HwJMH3+WRMfaHDM2fVNT7H/tQM1LtAqekAM0ceaZXwOlDnT67nohcTZ3nAsGIQZUK5vjZH56DGTGlbgbnkabF74lWZSpjoVCfzzgFa4yoxKHqFWf9fRYwzoK34Ap4INcL24CzQvH6HqJkkgjeQ3boIHHq7P/qdsR5Q2qgXTTscyE6Q3GGQ1TDx3EKvL29JRrHxZNHDHHg1c2nXFyt+PO/8es8vtiwLcIQAi+uX7P+4D2mrBG4pRT8nJE5o8T1PCj4qRPdnFBERSl99TFYOktPoQfOrKWJASOOX/nlX2cSw6HsOZRbEgc66TWSnRPLp5RJKXI1VayUgjOeIQql6WjzyC9+8Rf4L/7O3+eXfvPnKVYHvTVCCAlvhJLuiWlPszCM1vJoXVitPNN4YLN2NH0mRcsYLF/+uS/z2//o63z44WuePH7G3/wf/g3u3oz8zj/+bULa8f4Xrzjsr/lv/Y1/mRxGXnxv4vWnr7k8v6BrHB9+9JZPPv2QV5+84nx9hjWZ5bKh8cLFxQZ3sebt9SvEJzgEXr/+hE+/59ne7ri/+S7Pv/BzbDZr2say3nQ/ieHzkzseaorn8TAzfqTKd5xT9lsFgagMnzKPS2OY9fht35FzYQyhggMwDANtr+clVrNo62pEdwWYTB1nR/CpxpIrQKAwe86letSZY0y7gj4zoKs/Z/JJhiUcDagVnJkpuVWmafTqz9XYGVM3e5KZUmQcB0JWjXzMSUEfo6bFc2dCbAWd4AR4WgV+E4m501es+v/M7Bz1CDK1q1dqZ0DZRYiycnLJiGSMU2+bgtH3V78f513tumaMUymHsVoA5qyGrboKaCohFQgIUSV8mYJfdZSSSVNUJhNozDqlJjlkTYQQXbxSSipBMApEFaOSlJGRru8VELcGSQpCxZRw3mCybqBJtbivElFJOnsnydUkV4tPU4ELnVwKxar8lhJrlz1rupn3mDgiAtM00foGK4mFmZA08vL6Nf/j/8n/gP/d//r/9NMaVZ/bYa1R2WypZoOice2zZ8SpWSLHdU2MPk4Rfpkt7+r1dVoO5g24PCjyFMgoGPS6843Ft/O66FiyYJgi28OEN5YQVQ4iKSOuoV/0lY1QiDkrU6Wu9TfbHeszT7dYEmJgdzhgfYNr1SNn2u8ZwsCyXdF0HYmigIhRVtd+GhT8A6RxGmfuRAEbC3e7OxarDYv1itv7e2U45IR4y3bcEyWpzCNDv1iw3W11g9wo+HvIE33f6fnyXsEWiSp9jANN2zIcRsQLh/3ActGyvb/FOUdA/anuDvecn58Tir63nHTsuLbhMG3x1lVQuK0dd8N2t8UYoe86KIVxHPFeaw6s4JxnNw4457BGTa7VeNpwcXWG84WcMn3noKg/UbNoSKmQ4gRZ5UcCjNNErF5scdJ5qF0siJMCqxYF2tV0vbCfJh2DCMtuDSmz7nu8ZJarTlOHvGXVNHhpkFIZg+RTLVfXl5zTcb4H7Y5q4Xbqlv+sHDlnQjyQS49IR9cuWS4yw3iHcy3G9SAtw1gY7raMw0TOmlTYdD1nF5ecXVywubpgP+3Z7fYM4wgIU5jIJeEzZJYavW4cIWeatqNbtDS9pelBTGUaxYAV3X5YDLkYxKqBb6RQrK81sK47sURSLIhtybawHQpDjIx1vKw3a7IJtKuOfmNoVmAX4DtLu2zJFkLOCsCIsmxKlTrXGWkWBwPHS+BEdgAeggqnHnjtstc7mXmuqn+C5siSijLZFQA6zX1VVVxfU68vJ5BSYLn2OCd8+NGWiKPvewYjNL3gsJQAV7Zl/TZz/eaaphVcKViv/p8xBIZgyBhMFvZTYYwTxVnSlIg1HWiYIvf7Pb3NnC0bjaCetPky5YTzDuMsYZhIMavhe8kK+sSJHCdijDhrMBLo2o4wRTBJ5Vk51qa1oe97nj97xm63r+tzAWewxWj9kJwysaxVr7Skagkxyp4dxgG79zRNe5RZx5oSao3WGj8t6s/ndVRY5g+5h3z/T3Lagz5EIOe1cr79HcKNSE1He/AwkdPaKtWmZHbuBQUCHrDm52ubCiIJnHz95Psf8867fvC0P/BTaoFQB9HJ+w9Qi5OZETwDVfLuY46ePpXVkysjhxpoUhxqcyKlJnvpeDuyeCwqNa2pXuUz8q93TZ+rdGxGU2wh5YJ4R7YQC1w8esT3br5DcVablaWQXULcXLtosm0uue7Zq6yr7n1FER0Fmh7siefzeFSt5Lr/qcXRPKcpy6eAQ72E6txX8aXTXKUXQJ39VC4KQHxwXdW9gK6sUqlO9XM9uDZOT/gAE5J6fT+8GH/A8acG/JlBtlyKGgja5sHAKZCL0iJFNGHwgZ4tpYwTWwebDoSYkiJ8MyBkZrlWOW6oZt2nyAlUmuOoYQaJ6t9GNOrY2mPx3HQ88AxR402sVX2zq5pGb9UTQBug6iWSC+KF7CEbg+0bpHOMudBngIb9MBEFRjLtQrifDtxPW9aLM8ZQuN7eYNsFQ8qIBIbhhi9/+ZK/+Jd+mUdXF9xNwotocc7zxV/7FWKdmCKKKM6btSokIaOdoIFMLJnGOBKJMQ+aCCTQG8cSxxmGs1I4E0OPwZmeIjAVYcvIXnbs4zXOFBZmicUzlKIjYoZHUamcrfKERCY7oWTDPi25kA3/wm/8VULbM4VU5TyCzYXpcMeTS8t2gLv9joVvWXYNxmY2Zy3GqP+INRCzsFqe0XUt3/zmN/nko084X5+xWW5AMuePNrz65DWPnl7w7e+8xBbLzds7Lh9dEIaR1cJjrcqS/spf+ctcnl1gS+Hv/p1/j5//6ldxkuh7mKLQ9h3W9xgzUUJivVhwebYil8LNm9c8f29DKfc/jeH0uR3HBasuZEcfkTpGjk5RpbJi8umRs89Irmax1ntK9ROZ/bhsFb7nGayp89WcBgZKZUaUtQecgJ+kDv9QH1YXrzIDJfNiNlNOqVTNutlMFTdQ+abSZ5W+WsGeWYJVpVtCJosaKY5xYozq32AaRwyBJEUTO4qaYotXKWuSfFwsZzt5ZiBNqtmz0ahYaqcl1VQNRFO1BHlHpz4X0sVqPDNOAeqCMo1SThVEcxgxOONqqpm+xBHMkrmINgqCubohs7Ug7BStTlHloKYUZXN5W4tAlWxIqabOFIrTeTrkePRjsjYzxAERobGtJshUE0XnWkh6brQpo5OzdUJJgm3U8Ln6i2syWuNxBfI+njpks7QpJbIItmkQZ5XebiylWGLMLBcNZtzzXtdw9703rP/cYw7mE/6N/+m/yP/83/6cB9BP9CjkHJXGXInHJQulJP1TRen16jnW6DXL5ahxF9HkCSQzJy5ph/LkWVXmggKVY1oLzutaZoxQRA3Rc860vadbLxlx3OxGhhGGSYvdkCOShK7vcWLIWThMgSlGXLfQNA/RdXRKURkhjSdGTaUbw4SZBhabBTc3N4gYFssFwxS0C22F4aBsGNt4ShCmkijWII0llMjt/o52vWKYJmJSoGMqkeVmSZSEaSwTCWmEcT/p5xVBGk+yQnZqkp7IhDSxWvUkV5gI4EWZdCYzkchWSFKUml4EpgNla1mfbXDWEEomlKi+QKawWLTstjtMazGN4xDGOn8YhqT+LtJYmkWnvkDG0XSeaeKYvjIME8+fn9H0S4wvjDGyH0as8UwhIcYwDAPGGKy1rBY9+8PINI4sNpbWrUgBtrd3gEpmxCq70FLTHGOk7RZYu6BpHI01WGlZ+Jbh/oCXTN+1amxrDOM0sTscaJynbxqVuz/opItQfRE4XpO69swAwWkT9bNwWGvoFh3GG6y39M0C3y8Ru2ScYHvQJNbdbuQwToQpYhC8t7gQMc7SdI7l2Uo/fY4cxn3dmIuCuWKqFFsbLSYmlDyWKWLBFoyDrp03Jk49F4s2CYoIE5lE3VsYbZ4ko7JgcTBl4f6QuNtHJoDG4p2lX7cMORPcQNN4gmTG/T1pSDxdPGXcB5rFAmoKaBJTA1sU3Yl1Nqn7wWOy0nwB6NWhR+GHHWV2T6ntyUIsGSO23lb3l3M9X/+XjvIdMLNUWaw2GDvD5lHPdhu4nSJxnHAU+saxWTdcLC1/7i885eX3XlOmSCst667Fl6yN05zV59IYmr7Q9MJuvyci2K6n6xumSSgm0a9a+qXFFmh7S4ylnnzBOFgsPGO27O/vIY6Ecc807gnTyDQGJU0Uo8bN1lTZZ8LGRLcstF7Xbu8sq+WCWaRvjGOcMilOKt+i1g1l3lap75C1niEMDPsDbdPgvWNORTZGUw2ta37mwJ+6qfuhv/4sZqJ7/pPnyryPfAf1gbljUsEa/TfVIPsoE3t4Mb8jI5vfl9Z2R4DoM+/7OD++c/Ppp4dG038Y8DM/9wxpidSaeyZEPPT2mWvo6iOptaw5yrEemjvPISlSU7+KPeIWCuAcQR7eMX9++CcbVB0jRsGa+XXsu6AQTtQfkkzbLRBradcd2+09tjE1UQSwKnvNptYqWdcaLTOrxUtWL83ZW5ZCTfSa0ZsTijMzg8wDRDpL9XuSon4m9dzOJBIEcprhnnouqM3dPGMPygiqMcaUrC+iMjKj10uxFdx5cCVI3YfNX+g7xw+/CP7UgD+gRSlGZR5t51XKkJXuVEV22ulMxzwuncxTUgkDcqSQqoGsbhJ13FUUrrxrHJ1zPm0e5ttFvRCMdfqujFH0sO6cMuoxIH6+YE3VK4P1Us2dM9GUY7y7DoZCMigFzUF2QgSiyUxxYEHh5cst/aLXQrOMHGKk7AvLi3O+90/+Ees4UkTYTzt83xFS4HD9Pf7Sb3yVv/RXf5PSC3fTjsPoWfRr3fwgjHpdUyia4oCa72WBIUdCDpqkkjXiedG1WFOIeU8qhc42bMSyKYazIpyJsELJyyoNKiSBHYG7co2YiYVp8USEgC2lFhwGW1SOZ0k0dfoZjyBUZDBwWwrvP3+Pj27vCA4ChhISTXrD00tHd/6EF9/dYaXl5uaWi/UKYxyCQ4xhmjJeEhcreHv9Cf/av/ZX+Y//o39M16x5+vQ57z+9ovUrYhLOr8558+oNv/d7v8fXfu5r/NzPv0/nWob9gSePLP/R/+cTvv3tb7G7vcFklcflJHz5g6+QJ1guHAlLRjeZT58+JY/Cy++9oussX/nKFa9e79gNkb77KTmLfE7HcRGaO23GHEHZmZ2Xc65MuwfVGzBHRVpTo9dzPhrqzeDO8bYqwZQqwcyVATSPxbnbV6iSMECM1JQYlVUYmWnkHBf4AseFK8m8fEs1ruVojDzLuqiPLfb0Rw2eE8Xkmq6isg5xOiFPaapdDSHbmkzorEY2l1QXK6nsJLWxFKteYCGpJNDWbl8xQiqZmDVSewaRC/OmXD0AbJVl5aJU2VRZiFCLeGc14crZY6dGOCWA5ZyRkjGmqUCRUdDFagFrG1fPVV3svNWUrAKkqLIQ0c9ZipBCQFfGauStdCUCASOGiYnWCGMesN4i1mCdJ5Oqf4BRg1k7X0e6+BVqoq5BPzOFEgWLIVbDXy1Ga7eqaApFEqOXn4WUJnrfY4wjSVGdeExsNhs+/uZHfO2/9mvc+pf8s0++/bmPn5/oUVTSB4KhVLlg0ttyZuYe15K/grEV6KvyOmOlhngUMJlCTaNDkFyB1VrFCHrt2FroKKCUj4WwMQraGOfIzuFNhwuGzjtMLFjbEHOp178yc5p+gV9Ztvs9MWcOIWI9Ks1LEescu+FAv1hgLDgL9/stC1toFi25FO729zTdEte3jNNANIVpmuiw+EWr0qUCNmsiZ8qFvrUav2o9WEsqmf6sJ+XMYVCGxZAmTGt1PFtHzobiLdZqHHwqYL1HWovrGqZpQlrhsB+RxtaIevUeOBrVxoQrmSln9lNQmrez7HdbXOvYTwemHFivV4xhYkqjeiSIJgtSMt265zAOhDjx9Ok5291AdurJlKbAar3ENC1JCp+8viHlwmrdsxsGdofxCPosWk/TeHKaGKYDT56uWCwa3ry8J8ZEt/acbzYsOkspMBwy42Gg7zx9KzVtyJMTmCIQYLhVUOni7Ix1a+hs4fWnL5CUWPcdRmqQx9zxfrhZMXP3oFZ3c+OtXn0/S4fznsdPnyDF0HcLnOvoxeN9z5vre4bpvobqZMI0UlLBNi3WWRaLlrZzxDSy3SamFEglUkiEMGC9wzUtTaNSvxAmnDQ4b7HekUrEOE8x4DroOkcWp6F49f3FjDJRRL3TDrmum1awPdjWavMxwjYk7qeJkYxbNOAzkxlwCxjLxNvDDcRMsZk31294PdzTdC3ZoMyTyydY0bXbGa39PJr4ZYoCNKVoXHJVJx/3MFpRzOu2/l/3yw+5G3MDqig9wGjaYyna7DRytBVRmKgkTFFPOIrWnXP6rFBYbRy2s9zejrx8dff/p+7PYm1r1/w+6Pe83RhjzrnW2t3XnOrtqnKVq9zFwQYSnDh2iGWwIiGEIDdIRCJX3AQuEJHgJrcgEEIChTsuQLkISIBCEhBSrFgQ7JQd93b1dU6d5tvft/dea81mjPE2DxfPO+Za36njsl3n1NE542if/e255prNGONtnv/zb4gMRJdZa+Wj1wd2e8dP/YGP8Q3qDKf3lfOjEtXb63YD+MMIPg40GuvFQYsEqXz6o3ckCrej4+bOUWdrOosqMQVidJTSyLlYwEldaXWlaqW2wrrOFuWeM7UqISZiSlAqaz2z1MKLly948zpye3vL47qQi7HqnPN932Znbl1X0MpuN3ZG7Uop9dpEN4ln5XIxZuO0m66MbfE2n34JcPghOdQ9AYLXqWgDbOiAj0r/+3eSKL7EtPk2XHoz9r3uL1U3psH151+a0fTb5GH9M12foE/vtz1ne8tv23F/BwbQ03t854efIRjy/M9mm2B/mth++8r28ZtEy12BnSd5F08R7B3MEWdNEwNy9GqX8pTgpVd2z3Mg+okJ9CwtzJn9iPfOWL0hMYw7fvvzb3JpJ6YbC0EgNwSluWyG72YkaiEqrV0bodo3mZt3Is1wI9exgg23Q4VN4qUNaFZ3iNClY/Qva89pth0zTKZ7+2zzl1NnbPXW5y0nvSnbd1o9eMOAQel6WNdBK3kCGbdrfr2+Tx5cXwYof+fxAwX+bMhoK4Xo7aPZfdgd/Fuzrn83Btxu2lbNIFows9EqQiuV0OnItjBs56zaRZZnaNsV99loWrb52AwJ23aTYBPe5kkRBitaLYbW3M5jNKmHGV11kz3fixBvEi8VpUgldfaBpEDRxtq7JK0UajH/kJd3gQ+nlQ/He168ec27h/eMU8T5wvn8BYLnz//ZP8Wf/uM/QRsCn88z9/PK7eGOGDwZR6awSugLfzcUpFJxLK3w/vyeeTkxjiPgaHklJUv/iAhJ4FYCL3G8EsctsMcW08g2mVlqwmN9ZG5nJFgMe+rv2NQGbMWKSGP9dfRVHRVYtBAcXFrlrSo/op7/+P/9/+DP/KV/lfP9kcE7vvLxDb/967/Om8NHvP/geTEKP/0HvoKTwP37Iz/547eUxe6VNAplzQSJ/MGf+nF+6T/9VT5+/SPc35/55/5Lf4rzw8qHxwsvDzs+3B958/FXeDzOfOUTCElox8Lnb61jCXB7+4Kbcce3vvbbeAm8vHtBXRqFlS/ef4tf/MWf54svHmhF+fXf+C3KmvmTf/KnAU9wZ17djXz2+en3dwz9PhxPIKr+jn+bZ5bvzArFuefgj7+yd1yXKF1BpM69VtWebnVFXruUafsdkyyodMli9+wSJ1aANZMYqXuixXrnOt3UWELa+Zb2POye2+QyYgVvE5AYvmRKV67sGJNqrWVmS6arzTZixlLoYFX39ML3OcF1XbC3grdSezKV4KI9BzrttkewN1VKK/hkwI0Lm6G8sWtsanI052it0hRC9BB6SkhTcI4YAiK+03ddL8712tFxwXUgrVkB3E+/SbBCB+16HKrxfREMaA/q8LWha7NuhjZ8MrlXzhWkXUGcVpqxINpK9BGVxlJnhjDa/ZIcbVFchFasMxK0J1VhYHmpK8OQyHNGxBOTJ58LQwi2gilo7fN5/35NevymA689wlS66bWDLJU/+Is/w8+9+HlcHVnjj/DVz//z368h9PtziKUwOux7u2abAO9Agkl4azWw2oenZDDgymZ13psPlDf2jnY6snWl7LmOfi7Zur7Sde8GQuIcVa2jVhqUtVBWJXvHuRuDOz8Shx0eyC1zyZkYB9K0oyHsXCAMiYfTA0vOSGegeu843N5wfzwaw6esjIeJx8vJfAHFDKgvZWG5VHb7PVozeW3EHo3aKuxu9lzWwmVeuX39ipwt3t2HhA+B83wm7j1tbuS5cDwe2e12lNwY95OxCJwZ4S41g4OwG3n96iWNgA+B1hbWeaFQ8E5Y8or3JkEdp8k8AceBInC8GAuulorDmMAI5DWze7HnNF+oxUxVU4oIJoXVIMxloVCZbg+sOM45U0q2CPYxEfc7vjheeHh4z6efvmE/BN69f+Dh/p7d7kCIgfPlYt5LJdNq4fWbl9yfzvzm177KlCZe3LxgP+1AhC8eHsnryhh33Ly8YT85bvYmL8wF5guUuXF5WHj4/D0Dns8uZ95TKOcjU3SQC/mY2E878pRMsuKD7cM2k/6NBbTtz34Ii8rt8D5wc/eCy9n8raRWxHmGIXHoMlqloDWS/B3zbCyum7sbPv2Rj5luJkJyzGWlXSqTT+xu3nBZz9RSGMaB/bij9GhwaGZ6jzUNijbIhUGiJeTQO+pI9/MCEIJXahN8T3TEmQF0GIS8wlxhacqxzsw1MzoBV5BYiKlS68ywj9yf7vnlX/kNTucz+Wu/CU5xo+fV6xcECfyRP/pHQYTddKDVgq6Vj29ecpBojBNnMmTXC+P2DNx5Kk+fQB7pldvGhbgC286A7m0Xb5EKjiIbC0gxXpCjarNwAnyXWtsaF71DJ+H+VDi8ukGasdnuz5nDTWHskpFldawXOJ0z66zsJJm9Q7QCmQjDwfPJjx2Yj5Bn2y9TKrfjyN0INZsHUhMlDB5Rk8tJKdQ142rBeZO2Rw2Ih7WsPfGrEdNAGiebA9eVr379W5znC7u37xn+6J6bm1uWxeRjBuoIu53H+UBKiZvbPWVdiMnhWmNZqiV6tu5P09SAx2YeYMEHJPj+nMaqejXy/qE6rgVy//sZ6LEdV2PdrT68gkDfjgRtr6XX339uzHwFcq4A0wYmbL8vVwCIZw/bpPg73+758e1nXuF3zJ1bDX39jM/+ff3v3nD7UtN0Ox/yJAETMXsE81mULt/arE3UmD/d86c9Z/QELJnryhAyQGczdGYzgfZPjKPm7XFxijpngJLHmDzU3hCMuDDgYuS4nlDfqM5qf3FCEgdSbL9b9YlN9Qww2dg9bfu6nQl0jSbsAM9VnSeAGChFu8LRHdSB6owhv6mZNr+zjYGtytVHyYk1kVwHeLTBZvqMEzOC7gygzWRps9C4UrZ4ulc3hcD24O82Mn9gwB/pwI9gEoNr5HrvOIpwdUcX6H93k6imhC7x8t7RqvYI92BAz5ZABLQO/jjXTam2Qbcxgzqt2QyinzqfDaPCWgSeJ7fZ2ANOEO+NS+AEiYA3yq363vHrMrAWpANBAVyjBYUgSHJEH7n5aMDfeMII66y8fbvyuCpxHPjWZ59x+/IllUqIGeqJkTN/7l/6V1C/sgwD7y6FNL7iTZyJfqLgaGCabmAFMvVKz7/MR4orZFmooXBaT9xML3i1e8OowqBWAAwivCTxkQZeS2ZgIbJHCWZrBMwUFn3gUu4JbmKUEa9KJBDE22ChUrQa2mtXi6DBhk6zwnRBqC7xeHnEhwc+/fSGL95+kyndkDTwH/yHf4/1FNG//suEGPmN5cxv/N2Vu/1LnI78/fuV24Nwt3eUR/jaO3ix+znu30YiL2k58cd+8Y9T1sYwCNIG/upf/Zvsdx/zd/72P+Dnf/bnuJwj798+4Frh1d3EMmd+/Ed/nDHtcBIZ0p4gC/tpIFOI+5HDyz/C42Mhuh2Zlbu7A84rLjhud8Lx4ULVwDik79+g+h4cV3nXBrqIMXQsqhyjiWpn41wlYSbdcGzMnieWUO4+QG4Da/rCUquxSMCYCdt7abMoeOlA0JPkrJtJi1xplbU1qCCoMT6DxdKrbmlY0sFcm9QlOLbokU0KZbHJsPmQNKnkZtIMk2eZx1ESx5ozpVpkugtbVKbdxxUDZsQrTVpnjRpbyIdgPkAYYORj+JIWOYp5KBlI5Igx4gVqzpRiMhUV8OoJzpFSxHlP8JHaE6+83+ih/VpssrZmLAJELVFkS1Tr19lVk4qCu3bdDVAwIFyqmem7AeLoWNdC6fRxqUqKFqEuHrsPOtjWamPOF8pmZulsMY6SiCnimqdVi59WcU9gnsMisk8LQ4ro0lhrZRwG8mUlBf/EHhNrI1dtOKmMYRN7e5xLNBUqjfGwJ8TGzU9GlEKpcHiY+Is/8Re+7+PruzlEhBg8G52/qTP6v2Tza2q2gRIg+GBG4M82c+aJFTrd28DRWlv30epgj7N7h65zNxZ43wGpMV5VQZ1HfDKfpmoR0pciKCPIQCOyNk8aIvu053w5EVLi8XwhTZNtmJzgUrJ9kXPE4DktM/t0II0Dl7wQdyO1VoZxNKPp4Bl3I1Thw+M9aZfwQyC0RNFGqY1x3HFcLqy5EaaB+9ORadqz3+05nhfGMTF6JVdowaJj45RwyTO6HdO043Q8oV3yLWJJhfubA3E3MC/FfmeMXGZj+9oYTETn8SmauXQaCT4xjMZGOj0e8Qgp2Hhd1tmAzbayttXmiFoZdjcsy0zRwpRG1pxpzqRk7x5OhBjIq/1s3E3kWvj83Tv+0B/6cU6XwucfjizryrDfEYbEh4d7bm4PXI5nxt2OWjOXdeb+wxdMw4BI4OF44dd/46vU0piGgbu7O07ne969e09KieUyW4KSeB4fj/jqWB7OyJqZnGMf4RAduwDqIh+/ec2L2xf47gBojLW+nogxQ2XzAXpeuGxz0A/ZUatyvlSWtVLXhdubkZZXQIlB2O0iPrzg1QuHNgPqcRE/DNy+3OGSFd2X+zNNC+OUCMExHTzaLOm0NWWMCaQQU8IHkwCnIeK8GUGrwjwrhWxm5x58ELb0SqIVJK4Y+7WoWvy6OpYGq8LSMpcyUyM8Lg+kIGi78HA+EnbCca4UB2++8iN88Su/yuNlJusC58zb42cMw8jXH9/y+pOP2e9umIaBx7cf+C//sX+WNN4YoL81Z5HuB7nxv7bmYi9s+n/Bxg6Sa5HleSJYtF4gKVCoVpRh8s3eRkd4ipDvrUi0WuPCobx6fcPuBj7/bEEGb3PC5FlLNilqhVmVRZSlVZTCiDVMvWLpPs2A99A3yr7CfvLsurN1bebJlKsi6khe0NJoa6WtmdgsIEFppDiQhgHvHT46vIMQHCF6dvs9a1XuH440PE1W7h+PvHg5c7lcuJwXS5Rrjsvlnt1uR4yBuxcvoK2UMkNZqTWAjjjvmGe7KKUUS1TGfIIU21fVzmL+oQNp+/ryJLv6NqbN86d+BwDHHnj2nZ1ca1We1ZOq7SpLlM7uYAMuMVBEthvwia7xOz/rFXTiCbTYgIVn8+X2399+PZ7A06eX3B53fS9w9fNjAx76BOGe/qjbfIG4Gj5vnrl6BX76d99+5sz3x0D+Jz+fa+JXJ0PQGUNPz3kChax7Za9F6DKt/nnTGEm7PV/71jfJLeNGj/NKEGswB+comiEMNn9YhOmXZVz0/Xuz72Ch4fadNyYQzoBQcWI/dwbUGBNIoHaLepVuLm/zUqOfSrbL1n23cP3+wPbmqmZQjdpn8xtjzLxHZWP/PHvdJ8+hp3tke0y2C/2PYoLxAwL+2Gfs0714mkKKfaLRjpQ1b/G/zoOWZ2hlpWnr4E/H19yWEGNn3QWPNofl4W7+Hp0eJRu92PWTZlKVjeKuYt15Va7R8d6byVTYuKR9QFTB5Fyd1qZici8XQCK0oMZIwGjtLgnNNdrgKOJ4Oxfi2HjzKrJUIUvjsIscjyduXtwyjAM3h0DN9/wr/9W/RBoBXVld4dwqw/SSgsN7Q+SLdmf0Tl9s2nh/OfJwekQEhiCkMbCLI2GaGCUyykjEM+IYgUk8NzheiuOlCJMW6rIS04SnghQuFO7bI18s7wnJEV0CVZI4EuClgVjCRAZEK41CEEfB0sCCd+i6QgrAih9W3p8f+Bf+9J/jL/9nf53f+s2/xeu7H0flJSHuaEWgOqIMrEfh7RcP1CZE5/ntktFcGH2EtdFy4pf+f9/gzYufpFXlq7/yns++6jg+vschnB+EuA/8wR/7BT589sivLV/n7rCnzBcu7wrro8NpYnQ3BPWcPnyD/ZA43Z853p+I54G37498uD+z3+15+/ab/IGf/FHevHlJ8o7TqfHi9kfJFXaHF9/v4fVdHbpNNBsLZwNgnafVSvDGNqmbUbM3o0HtoIwEG0tNzdjXe48PPZmm+xe02ojxCbi4egxtLZIODj3vamjrbD/netqepRy1Ph5D8NdUrs3zB+hAyBar3seIWnqZbp43bsMM7P3FC0G8yb1auzJ+Co3adcQ+BIoWtoSxotXYTcE625YMECyFa/P+kUqh9iLcFvUmxhDyzs6TJKOQW0GcCMFArhijGTACFuXr8GPoqWq2Il/N+a4bh2ZzapeQiHBNxzJPtB75CT29CZtXFWgmynRR8M13YM5YH77Z5rTkTMkLmjpLiHZtdUmGta6Uaqypkgu+RRKJF/sXxox0Da+WLuc6S0W0seaMi0JeLS3IaTDgJwY0P21r7Hfsntq8j5wqTR3jMPUOjiPEwp/8Ez/Db/za3+Nnf+YXOH9Y8THwv/qf/nvflzH1vToEiMH8O6RLLGvFTH+rRYLTDPCJ3gAG1zdwIqFvNmyNazjUeZZiUb6t73adN5DINStUNtlmVcU1vfp81VqZ84XHpVAI+PFAGnZodeTWmbIpEmKycaSQ55VhHDuArLx99wUqjZubG1SVtRRctI6262tvVZCYqCzcvXjD4+mRtw/3jLsDrz/9hNIqS1khes6XE/vdzpLsggFP52Vl2t8QhokwRm73iWUp7G73nObZGhB1haDsXkydnSdU17icL2a23iANE7sXB4oDTQE3OPJaKFIJY2SZF6ZxZL/bk0thmCbG/QEvwrr0BJ8hUktmlUqtjdJWvCTmy0yIibJmxn3iw+M7xnGktcZSF9ZS8B7mtVBKYc0zL17dMQyJDw8PaKtMNwf+wa98lTRGlvXCbho5zRfefXjH/rDn/Yd3xBjJbeUyX/j441c8PiTW0qjHRz755BPe+JdM48jN7f5q3BtDgGZsiTIbwPhJ/hTNkI8XRhFGqXx6t+d2DCSqbTJLL96rGku69TCP6528SR8A1a3JydUY9YcMAVrWzFe/+QXSVuq6EsMA2u0Igq2NtczUBUKcqHklDMLt7oYUhaUuNNeMsRdgXS84n5h2IzEY+Ggmv+YrF6MnBEccHH4A1Yq4wLKa51wTwWnFNY9XIQ1YKEmXW+CgFOGSG1ocD/eVc8mca+bD/MgiF3aHG+a28LicOJ3e8zC/49IufPbFOy6lmOdlCEh0ZPXkusJaOGnhvlx4yAY23t3eIaXxy9/4Naaf+jmQ8erTE3jWkO2H8NQYlg4ObY/Zz7euus33WcwWtQoUNRm1aiWKRwhkrGG1vUT/+h0TsJph2za4AOlGUOdJ08CpNXZTxHshq1KOyqwGfnmBGoUazOC2CLSWaSvoBsx3G9cqQhAorZBrozXzXWtN8Uhv3lhDxOFwPhKDZ7+/4bh/BCy84fblLS9evCaNN5zXBs7S9yIDj8eFh/sTa27MucI6E/yAd5EPHx7Z7SZ208A4TTiXWOcTVRshDJwvZ/NhS4MV/mB7IWepnl+SC/2u/IIf0KNXx88/+e/wx92YHt/+a196jn7bD55AnC1RTLdqXZ89ZcN7njRFXQrbZT48A4k2FpFwfezLoJU8/feX4NJnz4cnxtz2M+nghLoOQvXf34gQvSl4TQmTTZIlfdDY31eGT2fNX82ZvdW76qB58728Mn5C/x3RLhXT7gUk/bHuk7mxfVzbPhrS2fcinunmBV97/wX35ZE4OYrPhGhRQtRGcBhY3gMvzO+nv3Yz5j9iVgHajEgCdEVy/56bxMs9GXibiXzHiHpQlM06T3iAimJ5EHbx3LNzfgUD6bwHb4oHpzwB89oRJu1gUP9sTZ/ulY00o79jDP7jF8wfCPAHrKhr3c16WTPBA61dNwRNhWWtxJA46/K0OIhQaiENm/GY4MRTSma3j2grtOYQux0Qutu/mOtMa4q2Dir1TtQWBWeSjHDtDmxGs0Y51W4WtXVNTYbiojEI6J13QzxtMBAamizlpmKMHB+gjZ7qHOFupKXC3OC0VDQEqgp+SBAaef1A8JV/8V/806T9yNIWhJXiGiIDVaDiKESkU/gdjsGF6w0XxDGMAz4IuxgIIqROj/MoURuTBAaEnQq3YJHuAjuUJANheE1SQVmY2yMPcuZDOyNDILhAwAZVoBGoBN2KQUtiydpoLH1SMTPoiicEoemCtCPSLqT9Db/+7i1/8ud+kW9+7T+lyQGc5/VHN7x/f0FzYHA7kis4qZTqkAo+JIYYablBqEz7hNQVUaGs4BkYfYAUST7wMoFeCl7g7sVLLscjj+cLAce8XHgxfoX1MpP0liFEfvFn/gSfffOb/O2/8XVDZIMBAWteOT+sxLDj7dePfP7bD3zy+tZiAh022uQHZsj9kx0dGG3ajdJ7Z8H7QNuAIe96CpPJlpSecShPbB0zCAxXEMiFaIBOtYjfXlNBN5C1xChnMdO1XkGh0oxh5DrIYSkYG5W9x1T2roWxdMxwXcXkPmwLjtgE6oJ7oqnKZjLnejfCHlM1r58mdKDJkavJMl1MV4mYymbobN0JFxyFYosbXYa2gUtgk3e/f2o3fhbvSHHopp4WVd16DLIm0DmjFeIYEHHdDNoWhOase7ABP+KM7aFdbrelGWo3Z/bem/9Oxna5ElAxjyLnvbGoukcHqtQ2G3CmfU2qnjg6pJkBtvOelBKas6WtOQdaadWo9op5GdVauduPxOaZTzOf33/OPu04jDe45slzIYSIro3ozcS51YwLnlrs+qUUqXMFVevmigFWVk/KNeUKsU63Yp3K4IV9WPh4En75Nz/AjycePnvH/nYH+eX3c2R918fWNDGGTu8nOSUE97SxbHZ+QjCWmKnfumFslyWqSJ+bHaWfP1GTQ29pbbB10wWcx4Vock2wjZF4BheQYc/aPKsGlrWwVHu+0pCMGTF6rFOdVwqVcjmB94zTwOPpyP3jA+M0WYd9GFlKtnmhA80hBFozH5J4c2AsAyU3Tutqc0CKBBdx7UIRS8XJrYFE3OiRKbAqxKHhQyUFj/Owni3RKu6TAZ17z27vKZ3FVHMDr8SYbF4cbFMmVSkCMkaGOnI5nhj3I9NuTxMh7fak/YgLjvm8UuqKVItvLdIYh4HL5cg0RpZ1Jg2B+XJBnLDkigRlKQutVYYwsJ5mojrGcaBWk+uEGPjs3edm7h4Ca8nEcaC0QoiR03ymaeXlmxecLycKGWnmN+Oj4/N37xj3O6J3TGNgfwc/9pMfM44RcWobam9+T3kRzo+VNkakCKeHleNpJS8ztRVevr5jGDzBKwlHlG7Iq0Km9QhcK3Ksaym20cVA/Y1Gb9vp7c774UJ/Sm0cL4UoEMQxrxduD3vm5cyaKyEMjMlxziu1XDjs77h9cUccbM2AyvF84vH8yFrWXmx31o8YiBsP05W1GYbEdEiEBOIrPnlygzkrTYS1NXy1NK7QT6UDcm0UhKLCXOC0eJbWeFzOnMojD8sH3p3ek6Uw6YHqlM/vv8Vn77/J+9MHNHqyWhOk9sAEFwWix8fUmQArzsNSZi4PM3OdiTHycrnj3FZ2fqBpl0QBfpvTe8FEvyO2u8F+slEyBI8BKZ3Hg6iSneeMsd1dX2e9uC4Fg7w12FEjHahsthr93Nh7V2msZPYvJlQa2UGNsKhSHLhBIAok2/e30NAEMjjzKmz2ZuLU4pw9+NTnXS9IFFyQLjOxJkzw4MUhbqI6k3+hFRUhTRN3d69I8cyQEq9ev+bm5gXiB+4KTLsD9ZLBxQ70DPjQGEbH5bJQFQN9Tws6QsmNNnhiCqT9ZAa6a2Pc7wkp8eHDe3yLhCEShoGmQpOK80AzLtb3I+r9e31cU56veq9epG8R8KJotWbZ9VazNkvHjVqXBW1z2/Vl7C/dGDf9bpXNJHoDDewJm/rE7uhnkI08seyfAzkiz5/33Gyof4/tUjxjBz0/noNFT7/XCQ/S980bI6qDO1dTZ3l6usW4czVsvgJA0skPTjpbR0314rdGLN0H97lZNNc/xvQxXyC80oKS6XJDkZ6wbV9sGHZc1so3Th+Io6DMJAusxWPfw3lLiTYCvCCtQSt9z2L8ZkXNm7OfDn3GDNqAaJU+fuEJcHGK1s7q6udsq2E2KyMAKc9hOavDmzPcXvs8oyrdh6phFtZmoXFNYW3aA2O6t1AHfmxus3tzI4VtQOITQeY7Hz8Qlag1ljdUy9K7rsy1fmLN6LR2NNUGi+1vNynI86XChp3rF/w5Ctaaaa9FTH6hWjqi7a9dTTYCnDMTVOctytb1ASC+FxNq/y3PB4AH9Q6CWgcApUVFo0Bo9phrVFE0eqoXSwCTRtw3dAw8zo0PR4gE5tYIU0Jd5tVB+YVf/Fmml8Kl3hOdwyCVxCoDtfk+eaXrMvk0Xo0Kt08DMUkPFVLz9FFIamhpQBlQ9gi34ngB3CrswFg8KAkhiZAJPLbG+zaTpTE4TxKP2e01vFYSDY/Hd2CvSqComhltK/3aRRpKoLCrC0FGvnY/81sfPuPNy1eMu4mf+oM/ym/89olXN58wl5Xd7R4WYXlYGW8m5uMFbZXoAw5lXRaGMBLDYJHjeAMYqnUvT4+Z4DzBJbx4slwIYjRBbUbbd3hUlNvDa4qfKauic8G1youbN6yXSpCAqxaTPfporIrayKsZYHz14R0o+GD0vd+J0P6gH2LyqVKREHC9W9sUA3O6V8BmqG601qdFxjvX04js386bgWq9yr82yZEBRFdkvRfv2/jWnmNtRf2zTkef4MRtHYrGlmQizlE7W6ltzB9svBqw06+Gd5byRaWKSR2LFgMstXJeLlQaKQWGmFhL97DqdFBCl6VuHRsnuBhNXtnZT05szmhOTUZD9yMQpbp6/fwuCDH5a/clRgOR0xCpDZZ1ZkwjPsUunWuklK7x6l2cYyyPvmDWqr3J0OfKzqAMwWSxrnv8WIfPI9FAPh+2zoN16cMGIotHWsM1RVqBopRu3By8I3hjd2TNVJTmFecqroPl82nheDnyYrrjcLfnfH/hw/Gekiu30w3jNKKXRkgByVtyo7EyWwdStYMXONcBuqdOio0yT5VkHdl+P+W2EF3hk6r86v/rr/AL/8I/z9/8pb/BL/4X/wv8+//Pv8Zf/G/+PP+bv/r7MYZ+nw4R29j0aF5rBlmh7LtJnTa7vbfUJdcNv303AlcFFU9Rx9o8vm1FeQdfN28omvnxinkD2Vpom80YEyomrQsMtFVZs1AKiI/gHEUrdV2pYrHirRRysxTHNA3GZgmeNAw8Hh/N7ydF1vlCHEdwQhySRY0HYRoC87pwXBbikAwMxNL2cs20Vsy03AmXvJCmA8WZt1HzlqokgyOOJrsuq+KHCK6D1ckT9o54A+WCAa9BLTHrMgOtA7ZCnKyjGNVbko9XcIHsKjeHG3wy8/e1VC55hprNC0uxsRY8a7X1qNQV74XW2X/GTrBmyjAMnJcL4ow1VFplzgsfffwxD6fHDjoLS1nxwVNzMaamh5Qm0hiZ5wu5mlG6HzzihNubPbe3d9CMhZmCI45mvh2GxBgj42hT5HKxzav0e+vxceZyzDw+PhKa8PJmz+3dyG5n+wr3jDZvey87Vxbk8dRRNs8a80bb5Ae6/U83F6ofnkNRljIzHXaM3hOHRNXKUhZj/9TGOOy5ffmCGEaGOBJjn9PUWJTLsrAuM1kz3nvO50eW5cw0Tdy9eIHzxtyebnakcSAOsSfiWGFV1QyPL0s1o/sVsjQSDsk94tx7LhXu58bDRTmvcFxnTuXEY3nP/fw5nz+85VJXLt/IVC9cyom5XtDgWXOlBYeLHqVYMEp0NCkGang1wDeYhFpdN/33jlM+cVqPvJgmmjoQEwV6Z9EtGyPHXYtem9+ve1p52tt6useG2v4+A75VwuZV5rpXiWL+eWKgkOsNLGQrzHtR/qySv7vb03JjyYWiMHXZGAHSzjHsA06NlToGSJMjDY6o4FqgFqi5W0c4dy1Em4JPntS6EW6xtSogJPG40Ju5TqilmCy6NYZxJITAfrdj2u0IKbCWxjQlfuzHfoRf/42vcXPY8SM/8qklZZ7Mw6epoqWYQXhwrOvCvASGyQER7wPj5Ci+gAppTPjoOZ9PpBSJMdo+D0fw0n0Hf7jG5XY8Xd9t/9kflyc7AroP3rMI2z6VKc+NgFpnYcAzUNJtkvnt/Z7e5ukufprXviTVMm31U4OQrY7tx1OV/6VvxNacec4mYtuXP/1I+/MVzIDfbU0ducq5+oeySvqZ7AvXcZGNbXQFb+QZ+0c7y6ezeTrbeEvt2tiG1wSvzuSxn9mc0ToQpE57qIv5/6lviLd95LA78A/ffhU/gLhKlIanMoVgkiqnOBGr0bxJSQ1ktYJEazOLge7vI85ZM9boUJ2ttVVs22Zfn24EQwEtct5vDQ3Y0uO1Y4nOO57xgp4kXs/uDfW2rtppt4vQnEe8IYStN1G3Zh20rgJ7SidHNp8h7df7d2fM/kCAP0/Hcy+QJ8jmav7a5Q6bDtwQSv1yJDyd3qVcKe7OXqRLFdp18DlnNPntPa5FpdqA9t6kZmzeFc7o6yrFDJorHWaUXoTU602szoqe1jsFBEzT6Bst2GvV0PDRIckRoiGc3gmnuZCrIb9hAC1HPnmZ+Gf+6E8wHUbOLDTv8GLiLGWkaqL2m8ts8DpKiG3ct5tl9A7j5jRUqvnyKEwi7CTigUGVO+e4A+5U2AlENeAnIHS3Es6iHFEWEaKPJJRRmxV5gKcRqf0mNcPfVavJEGS7Yoqz3hOD82gt/L1f/k1+6/PMTODzz3+L5Uff8smnn/LNz3+bZTkjdceruxFcQ1YljCP1vDAMAV8AKiTHmhdUi11zbUg1BpgK5JqZetGQ58qaC2nY8f7DBxzCshSjXTdHqQ3wRtGfV3RdWeaZ23HPmjM+BNZm0hFD0GH0CaeB5ANrXgkEcrYC54fpULqkyxnDTtU676VkNnmWql49f568up5Q876jZTNk1meI+vYe22FMFWP/bJHp3vtegD7/XE/HlxbHPozVSTfA9J3h4iiilurVLPoZ52yRUWP3tGCMH4mOIIFLmZmzmTzvDjt8EI7nE5d1MR+iKBB6vHvbihfFbUVzl55W6QWNw7T60bOWxcZIDNTu9RO8wwdHSLYgq0Icgs07zuQ8425kGBIuBHzwlJxNEqPeJHiGe6MIPjpjSLnO9nEduOnsRtc7S75LB6yj0j97K8RgJvqbka+LwSjquC7HdmhpxCiQAsulIrURvCOFyForl7LY+wZldVbQqybWeWauk3lo7Qc0wbsv3nM6nnhzeMk+3vRujCV5VVG8WJKKlvq0GehdFYKzFIdqs10VR3OR6mzshxjJ60IahB2Br/7aN/jj//UX/NQfHqgD/MKf+lnevDl8bwfP9+Hwvnft+gZDqrckl6pXS4PgLO43eG9+EV0CZnMyNPFIE2rxxFZ6odCZYd4bqKDWrXTirFvWaf+ug4YNh0rgNK9UGY0Z1JR1bYQh4J0nN+teqxNOpxkXAtCYT0dLMNJITJHD7S1zXmzVEpjXhSrK6B0+JZwIwzSRRUliqUXDYYej2Xi6nGlFmc+VIXqGw8haG80F4jQRx0SIjhYqJANAy1pZ2kqKkVKU/X5gOAh+h3X8kiPuJ/Kc8WOk1oIbTMooLpkkcQzIxUESYnBUCofXIwgsKyxzwQfHshbWsjAMO2Ic+OL9Oz799CM+fPYthiFyWWze+ejFR9zf3zNNI+IdpSnzPDNNE+d1ppTCfrejtMZpPoNzDEMEiZyOj+x2e5ZlJqREaYXL8UiIjv3tgWEIvPnojrsXA9PkeHxUvAucjwtalPOitFL52td+Gy+NIXle3NxCcZweTlbUZjWj4mb7rFcvXnAYBlQcl1XJeWUQYZcCPjq02CbWedvgtmqNvbYBP7p1ufUZkG+S8Sf73x+SQ5Q4OJpm9oc7mjbujyfmNXNZF0QKRQKvpgMqsJZMQ4k+sawXajUjbgRrTuWMiDJfFlIaWJaVKQSm/cDrj/a4YGOwdP+MqrB00F8UvOuy5GLFUyiWNDsrnCscL/B4aTzmwlwvFF94ON3z9uFb3M8fWLVxf7nQQqCFiobujxetWVClWAETheJWQvL4ScCprWdbg8gJhZXmEoueeXv/GT86vSKJ4JoSe9HsUbzqFfxxXZi17R825YnvIJGJxqyozGIAz9oqqzhwPc5ebf03FUe1tUMcyXVpOk+NZlPpCF4NUK3Rsagl6s2tIrlwM440lOFg3mv7ITA4sCVbkSJXFnFWqMXA4hAg9Iz7EM2oX0XQ9UmJ1z28iVFM5ozycDqyLAv0fYWPAfGOXIsVlqL8xI9/yu3tgd1ux+3tjsfjI7VmM3g/LwzR0rpCNDbtss6UMtBat81ovVnWGiEEXr58iXNCSpExDZ2lXa/sabMBcN9xCPygHiqCbn6A22MdFLFKSXtBLR3EMZ8y2lPz1l33rr3Q7+NM4Vq/Ah1x6ZWl4yrd2X73d3y2bwd1hOv5fYqL3/6+tlk7WPRsD6z2Pa/P2P5Dnr1wHw8bZkQHdcS5Lt/qgI9YmNEGAj1nA11j4Z+BQMjGBDIZV3vODAqYD+YG9GzpXx0IevL+afY+3mxaLPyl4KLJo+7GV7w9v2VuJ1J0hAjJe0YB762J25ogVKJ3iMsdRG4g3QSe1hO+DIiVZlL2JmxeF08gT1WQamBgB3W0XYtYtDcZNYDUJzmh/beZOttZtwrdqT0XI693T9UOCLXeYNsESGoJv+1ZawTMpsLAZHfFQzaGvflUPzXKv9PxAwH+PC/eTA/eu/+9ONl+VmslhB43LPYcLw6t7Yli9QzksX9jiBjbydV+k9t7aS+U7OZ6QlxNo2vd9s3U1sdAFZAgREmEwfwQ7KYWqsdSVnxHAp2/3swWd2exeA2hOjEKqBNadFxaZahKqsrlcmEabyzW9vg5P/NS+Jl/5meYhwPvloUUXhJ9wuFYW2NxFrUO9F5ZP1/YIrj5N5hvpzGWXJ88gjZiE/be81ICk8IocAAOCBPG+Ll2YDqc+SCZe06c/IzXSkQZmxLFJk5PxUvpoFGlaqVIRLSSpKCsaA2ENjA1R/aZc4X/6P/z10i7r5CmV8zHhXOeefXJp3wS7vjK7jO++c0jhMTuoBzXR77yoy/5+m++Q1pguaz4Bil4VJp1NiuQ7XYxzwu75V+9OqDlxOGw48PqWXJjjMq0O+CB08Mj2kx601rFOSvOZUq4YcfLW0+dVzMTE+H48IFPvvKpDeTaqNk66HOuFnGcIYTRpAM/RIcghBivGwInBspYuk3r7Lmti9B9sjYwViyaG7HXKa3RVpNoKjaefTdWrrUaAt83iBszSJwz8MlvNFi7w6+yHrZuDTZ2pRvL0SxK3EHRQs0gwSODFcDNg6TQN6NWlNJ9gOYys7aVpa64FBj3IyrKUlcel5MZaTos1U9M3tWqSV/AOh+5A8HVWWcDLGJcgtKkkMl9cesdcW8gl3hnHcUhIeLMZNIZEbTkxhATIUaTe7nuP9Y3FOosslZEKNUYRiEEaFhah+umdLJdK8H3uKzr4z0KdtstqEIYAjS7Tj56cMH8XspKdYpKQdT8C+pimuvWMjEIkgK5rtSqxMFTi+KTIJI4XY6EfbQEGGm8+fg1j+8eWcpKdCujJGOdNfNU0mK+asG7vhgaSBijp6wZFwIlLwaCJ0/1Bac274boYG2Eacf549f8uX/zX8cdIkM35/+xH72llB+uAlPE1MWIw/ttQ9A3sq7vREWITkjBEzv4E4LH+2AGrw2aBKSa8W4l2vlTS9YMz6LKtUv5mnRPpe51Zeuj4+F8YdHEabmQaUjaQ1DW7g1UsRTO89ESD8uyMEwDcRhMljRfkOAJKUIInPNCGkckeNDKab3Q8gVxgZ2Dw8tXfHh8oJA55YXbF7fM64IGz/G0cPvyjs/ffovbITLe3NDCAMMm68rsXw0ocHq/whAorhJ8xE0BjZAOZnjrRsFNnrYImcK0S9S1cVwWht3Eh9MjH72+hVbJHwpxP7DkzP6wp3rbDLsEuc3kMuOCMhxGfIg8Ho+8eP2Ch+M9bvAcT0eCCHev7nh3/45pZ7Hu+5sbHu4fGMeRMEaSSzweHxl2A3OZyVI57He4FFiWC7evb7m/f8R7aK4gXnn96iX7w0SpFz79yktCEHKZmY+ZV2/uQGF/N3C8V9oC0SkxTLz/4gu++lvf4sNuxjVhDCNTSogK+ynx8PBIlMjnX7zjUeA+wqvdwKcvbtiNCRdsI+4iCA7JxZIHxYyRzYgBtp22SuvNv9b3eT980hLnhJggRc/D8Z6SM+uykFvjuFwIIeGmjAZH8IHoI61VzvMDzXtqs0bRKDtb8+qFcRwZ7iKKMqQJEc/tYc9uMvuAzV5APcwF6lxpTtgFMwjO2i0MgLXY2D+Vyjk3jkvjvDaWmtGgnMuZ6itxF/EaKPOMG4Ml1oqa1Mk5JIqtAcHhRkwSFD3TzQ51F0K0Roat81Yhj9GTBsj1TG5HYCHKwN4FKIUUA157PDuuNxyfNTZ7YpfvP99qRjuUufMvvDjW7is5t8pjnWnes/RG1Zh2eJ72ERvgo2I+Gw4IXWohPRlUkufhcuKjw621WBNMLwI+wxQMvHHNyAVrVnIVlgxLbmhVYxSLJwyC774oLmFsPwHXBCnGAjIPktbj3RfO5zPLMiMCQcK14M51ve619vvE4fAR4j2X+cznn3/G6TxzfFw4nWbGcQUah93IMHpiFFrLlOLtM7TKsizknPt+2UA1aZvc31/3a2ASnx++Q2jedEhb0ZxztXWu30cO7V6pxq51vYHZbw0DC6AX/lux38FrNaDRb7Xo8/bmtc7VJ6rCVry3emV/GDZjz7BZ0V0B8W1vZpJve8PN6Hx7ze14Eo09Pf4c/zFgvVnh+oz9Qw8cMQZPB3460aF5vgT2NCfXxzcgaGP92P63s+y71Gvb927JglfD5w72PPn82P3lg3Y7goZELFTCNd49fsEwCM4XQnSkADsvaKtXEFyrkJwnUOx6oKjrfqM8NZilVes0NQNsriSfZu+Hc2wJYK2BNHetbZwIVCiVzdMbFJx2EGdDrIUu91PUNUuh7YbWvl+mK4DnBC2dad1MYpolo3TwSWy/hveID9d7p13v3v7/v8uy+QMB/sATg+D693d4VsmZoRsfWgzxNpBav1fdE8OnswfYlg15dvNvNPkrPW5jFtFlZb4zh1zXoJvRZLUrahfEYZsap3ZjO6VRIXqaM08NBKTrG1svWuyu8GSEMTkbnEm4//yeN+Elj4+Fx+OJ3asDTSsff+UNf+s//8v8yT/xR3hcKy7sIUTWat9pcY5ZlSLSGT7GpbmijWr/imKoZwHWHq3uxOEojKrsUG4UbgQmYARGtEu9bNEFA7EWMvf6yDv9wMpMopEUk3cJhM74CRS6jWwvgDNehB0O0coUbmgtcr44/sYv/32+9uED090nrCWiPTlI9MB//Fd+iX/+j/wCP/ZjH/Gb3/o1hvGOdw/v+OmfesEv/ZXfwJeAVMeL6Y7lfOE0rzhVas7cDAeWdWHwiZIL0XliUobBs7SBh8dMLcrd3Q11Nar9h/cfCOpY1greaA9BHVOMUBRtxgByTRjHHQi8fPUGVbhcFobUE2mGgWVe7BZzsJyX33Uw/kAeYvHfW6LWNcmgmSlv2yRZACKWuKVP4IxhhZ2B17sLTtxT06Uvci50vTE2GYcYDXDvsrLWAUvps+sVcNpigu3d2GQCqkouBUket6VrOUv6Kn1x1mqST/Vm6Kooa83WbYiOlAbc4HHRMeeZ4+VISLEbQ1t3ZNxNnOZjj8z2PRFQWUqxTYBUVOxcuSRUrWZ4i3lxuACCxW2HFAgxstvvGIaxd2HsRKUwEAft3m++JzNV6/6JSaNojRA8TgK+9TSv4PGt7wpcn1ev68smR9s6xNbFE7Hv0boxngjEHuXtvXR2Tfcv8AnEkauSYmRpFT8F6rIgVAZxSPXkXCjZujkS1Vi1ET4c31uCSYpESRzKHlbBJ5uPa2vEFK/XVnSTbCvROVwQypr75zEGjCU5CsEJbi0kH6iuclkXDvuR9NFL1psBN5rxLNr4+te+xTLP35ch9b07jMElXQ55LZBVUGebc6dKcGb4HKMjeDOG9d42K1vUtoqzTru0XqT5q+n2ZqxO7SCpSPeNMrl26Z4fuMS6QFYLMGilId4kiVXbE+irhRACUpXLsjB6ONze8Pj4iIsBnxJRKy4F5rKS18y4m9hidn1KLK0w379Home3v+G8rMxauP1oZL4Emiucj0fSfuLh8kgbRm7v7pAxML2w76cRM9f9YqYVu0dWMpnCEAaqgzmvBsQOQtwlJEby5UQ6TAyHwQrRSRhv4f49pMPYZWE9AWyyDXg5K0UzIXlOD484cUwpcvv6pUl7aOT1QhoCgnLJC8N+MODnsCfXQhwT1UHWSp5XVBpry8z5wjCN+CFwyRfmciYvK5mZm5cv8d0H6u7lwDg53nz0htoau0nY7fe0qnzjmzNOPHVR5jnjWuJyrjgV7l684qNXH7FeFi7HE1JtOlmWhfsP97TSeoNFuUmRtB8IdwOXpaClUlJiGoyZ16rJQ+m+Y85jMlSvUE1my5UVatJ9dCt6fngOEShl4eFyZr3MDCGRa+O0Ln0Plkm5EKaRw3RDmRdqbpTWLIZ72DHsR1Q8aykMnw4GFpBZy0yTwkcf33H3KuKlmYdXsCZk81jHLgViMelXczAI1KbMa+NcGpvE1zlFRIlR2LvE6hr371eWcqGI4sdEcIorC2GAaRxYmjVGmoMWBSI030ymMZikcre7RVw35q/VakevCJUQKq9uB968POB1IVG5JXaLBYi47hnZfTjhyqDwCE42VtBzadhWGtvvTc6zAivKRSD4yOICi6fHvBuwYXtb884wKfgTIBTEGFJFhRgjl1YYD3uqNmaxcZX2jmAFAtoaJdfe9fGdhaostdCK4mtlSANVvDEcBII3dqtrIAWofa/koa61SwAvqBZqq9RSmHY7xmmy11dF1JiwpWZaW4gkjsd73n7+GR8+HDmdMstSSfGREBy3h5FhiqTB/M60NYrSI+Eb2tQCGkpBaGboP8/WBA3hOvf/8NkYYPvJHuQjQk95apQOcNFrGdvyuh42YL+npWwKQWuqQWcHKdo7LyK62dJ8iclj+7knUKe/hEmZe+NNtT6xRuj+PvqM5CPX/+BK5Nn2v/JManZFpp5BQduvbp+nf3bb48mVFLGpFzZmjz77Y8+xPbO6bpTssb315tdzjXrvPjVe+nPosi25gj9XJtGmmPH6FOnuwAVP0Uwagq0Nfc/zrQ/fII2OogtjEIRirJeWGYLZmWzkjugLsc8hm/2BgUCOipI3inQ3fcZZw3FLoFZtxsZRMUZ1tVrarolcAS2zuDQ1gRQoIrgq18aZlz6u7cSDKK52qWkzGwkn2i0OsHOMAfoGsPnOPuuQnrOQDu3Auhh96VqrI7/76PwBAX+eDte5T9obQmATu8eQN0v14nqztqaobvpxvSJs26DzV0+RZ9UmDifWBXGypQttdK4nNhDeQQXvIjkL4xSZczVK95Xc0C9+HxzSUVHTOPabOuh1oG1oaX87mkJIzuhorXE+LuRa0VTZj54ahZ/4k/8c77WwSyOtL0YZuDRFfCO7RlH3NBGrybK8mBnehJAwLbGIY3bCXKG6SiSy88odnj3KHgN/tjCI0M+/TVTKysr79p7P6uec9czkE5NEgtUECI0IDJjZc+d+mGwDIalpsINWzmvlV999lV//kJnTnsMnP2mJXdlTinUYfDswhh9Hmbj5aGR8DffHz9DTa969s5hQFx2X+cLh0095uL9n8AHpAMTpfMaps3SpTttVPOIqaYBIw6mnzY2WhWVe8d7Moodhoq7ZaIFYukoo1nVpJQNwzBf73sGxlmxFa09sys2kY9UZaybtB9Z1+X0YNb+/h/aFQDAWgPfeNk8dgNiMX1tnCDhxV+Mxo1I3o6GBMQ60mXdLT5YqteDFDNn12di9pot1dlHrRcHGCPzSoieyAfd9QXG46CyBr3dGWk8BMZNnKE57IpcDsUUpuNiZO4UQPQS4LGfO64Xc2RDOO1w0M2b1QhiHLiUDn0InZ1oyWFNj9aiH1iVtuWYk2ma9Yh1en6w7G5Jnf7NjGCeLsvZbl81YFlsJ5PqCLR24Nl/CnuYkrhtmWvfGiW2ozbelnytt/XefgHLpRhG+d4odgo9CKdkkZbmRvHkUtT7VemfbZ18sy7ZpwSVP8hFaRevapaaRpS2dRWepf2EcmUvlw+me0U1kMreHA6d3Jx5OD7y+eQMq1LX1Rkz3anAGQgnmUbIZZYvr7DI2rbfDNRhTAG+A3MuQePlyRwhd+t07dH/nb/5d/o//hx+ytC/Z7gO7DtfEzL5+iRrIE52lgqXQgZ9gQgrRasxZb7K/qsKczfje+X7vdBr3NTESG17iE1UFFY+XQK6eME4mkxBBNFo30Zvki1YtLcwJISZqLdaqcPB4PrE8vOdwczCJl7NuaJwGhmHP6XIxinaK1FI4LReG/YFKI/rEXCvTixuKFi61knaOWMxcV1UQH3g4H9Fpz2G6QQZPSADKkrsUVDOECtHYc3jhvELWvpH3QpgChcI6V3xMXGpBfGN3O/I4w3TrOF+cbXaDhyhoUOa5cV5WnBeWeWapC9O0R6KneeWSV1KKoKk3LRZisgCLNESKFuacUYSb/Q2XeQatpCGQNbPUlf1kTLq1rIToOC+P3L244XA34H3jcBj56OM9pWSGHaQEa77wjbeFvK6sM+Ql8/h+xpHwLREkUtfMcinQGnlZSS6QQmK3n2gK47RHqkNzI59nWlMu55lvfP2b3I6RQONut2eKCRMmNYYUiNFALtF2BeyR1o3Gt+aZTfCtdWbiD9GhqiyXM1SlroUhjqRx4HHN5FaJKTLnzPF0YvSBsq5cLgtLrpzvLwzTDXG04npeKo/3H3j95paPP33FeBAkNqYbb/en9xRrIHfJhH0Gl6xBGW0bi3hoawOKSQq8ELyyj0JyiaXB3BorA+xfw8PKgQPffPcZx3tbp2pYya4SR1v70jTQoiPsImkfGXYj6oWYHD5khLmnjFXQipNC9MJ+jLze33CIQtTMIJlBE2NPLIxeCPjerbfDVrReXBt/ftvNI1jd0DAmdsQziKMoZITQqvlekkkaWLRRtOIlWKHPUyO4wFViUfVpPRUc3ieqKpdamIJ/ChvoXX2PUNVRizWsSlOW1ljqSq2ZWBUJE37gGvHcgLooob8WQKmKFO0ppz2ZMwUmMdnW7d2dGeBrI3p/TVxstfTmd6OsmePxxLpWk2e6yG636wAF1gyIzpokVtfaut6gVkuma2rs7HVd+z5DbP3oezBrtP1wAbOKsVDRbqwdrE5q3ZqitWZJVwjivXnEOrXi322bTJ7YIXS2B9uejOuDtroI14JvK8il/1Jrm+uP/Y74J8BInvY827/7Ynx9fru+2PPX4NkvPMm/n17z6enWNOpgz5X9bqOqdcBLRLpXnjGvtyTrjf3zFAfPl71vn7SZ3QuXp0Qw/5wFJFePny3afZN7IRBipGKMcmnK6AeOMhOc2aQMruIjCJXkConN68aavV4dsUNpfedj97koTq15bI3sZqymnvqlzRj9m8HyduEsvc3OkajrAQZ2bpoAPZTEppNm3kJFCXiSuJ6su/0PW/OCjaOq3XuodsyiN9oJHfOo1rS+Brhcr5dgLFnpuEYnufwujNnfM/gjIj8H/LvPHvqDwP8MeAH894G3/fF/S1X//X/c623kAYstFnK5vtP1Zi2lXMGhrQuwTUAbICrdK+R6l/citDshsRl8yfOL2Qx1bVuFKrbR3bru19EnsMxnvvn2C25e23NskwybdlECJjuJUH0zOVgfFNW3TnGzpes6l0iltgtOK6mufHy75/Y2gjbm84nbBJMTopq/zgb+1L7Ia3OWqCVyZT/R+xejCCOwRwnYolklcHLCoo3BBfZiMq8JJQBho9JiN4iKsZpWKh94z2flm1zqmf24Y9JgdkaieEz+lZpjEEtREEzLP+DJ6nCy40jlH3z1VziJ8HauhOkVUiPB72CuqE9c1mZoZ3PUNfKbX/sWL/7wj/LP/sLP8h/+R3+Vw4//CPOqvPn4NQ/vH9jf7fFJuqzN0h+GcSSMgeW0mC+BN+V4CMqaG6/vJh7ePzIvheVYCCTWnNGmBBdYckGqGiXPZkdqKwhiEh8BJ5Ha6tVXShVwEFK0iSfZz0vLlEvuaUy/v8f3cmwqT3Hgvhult1IJ3huAoxtTT/Dirx2KDai5egD1hWTbKWk3U0MM3de+0LWmzxh3GO1U29MCtjGQrhMe1/Fql+nJtO5qjtYXNTYqqWjfDBtcX7uvRJVmZnV+i42vrC1zyReq1i55EvwQcTGQpoGlrFRt19fFmZ9UacV8hKRZolbwVKrNMQHC4I2J47oPUHKkFJj2E/vDBGIR3iFGIJqn0gZqdFZVE29LmQghuC6/6cTPrtXW/j2VADWbwbOTKxiHN0ZV8ObvU9dKGJrFBnszla7RPJ3EObxTYmddNa04qUCjZkVrg8EzDI5WA7SIlga12FRcjMJevVKCkNeF4bCjrAaSriUzl4VhN8Ki1+4RDou1b637TysSxFL0aPjgcUUR7ymlQG3dDF/NbNdb+wA8u8Mt4yFY+orrXeQGf+kv/HlejHv+3f/h/+73MOL+yY/v9brpfedlytYhN48JA/QgOiE4SDEwxEiKHu+twyuAOjMcVhGWao2NRjPTQmcd6YatAd7avdCZZ94Zt7NUDz7QsPvcNaWVzqRt4GMk+oHLesF5b/Olt+ZLawYQhxBY8kpuleVcccEzRWGeT7bJDEBRQkqkZMy7dV2pxRGnreBMrLqgGgljYrzZs14aWhbEJTSCGxzFwbQXWhFKaeS6kkulSWUtjTCOSPQm4c6WzqNBqGuhtIUwBJaSScGznxJrrexHG1IaPJKibb42ZgTmV9C0crqcaA52twdCSqgKfgjQKr4FWl5wKXBZF25vbricVnbDgNAY08icF/MXiME8lGojjpHmlPNyZhhHfPRMQ+L1Rx8DGZ9gLfDb33xAUN5+8QUfPpxZs/nhXS4zrRRatiTBuipBB4tyL4UYItoaU0yMaWKMI5fzTJ4LXo3BFZ1nGBOTF26S5zAIhyEyBccuJEvtQ814XABMelM7jUjEmBhbYSN972AF1venwPxejk0nQgoR7x03L25Jw45cbO+1osRhoLXKPC88uhNtWZmXQhOPD5FSK74qlco4jdRqbPTSKiElws5Zd04gd2lFcDYnl6Y08ZwLfDitzEumNGXcD4QUcTGyvwM32t60eqEGk4qNOJYGO/eCT+MLZgrDb/wqt8cHfvlrv2bAPxV1SnUFRRimHcMhcnixJ04jdy/umMaIcgYuBC14tXWAOuO1cLebOPiRnRRGKdyI44AwdKB1W64BXGe005uLagLSDv5sYi1BtSBS8KrWoCPicdY4dtbETDguVIN7xJvh7VZg6Ob5YuDABjlemR6qBkKrEEOi9r34tu+IwTYhLjlqgdyUSy5c5pm5nCl5ZV4r49mT4o5hl8AJuVgxmWdFsqJzo15WdM4EtaCWaRwYhohihvkhRGptBOfIpTLEQC2Vpc1oU2oupDjy+tUbcn5PipaOFHwkhkhMgWGIpNglw5thDSDi+7k0cKu1QlkzpWQu8+kaFKG9ObdJwH4/j+/1ulkaiJq1QHAeH22PWNW+z6ZCadv+UbBiu3lENmWK7cdqf51uZmmf1z40Ku7JC6j1n2zMWTp40vfPIts89wTmyPWdtoeutJ4rFrS953c8b3z52l4P7T9jU8bIdp773tPeZ2MGt76XvIINXp68emSLcN/IDXqVoBLkCvxcU8A6WcKAIXuda/3sAa9P+zPviTFQpeJdI7lEcIE0OGrNeFdIDmM/umJAMg7X96jqHIIBQlaaCU6lj2/tp8IA5SpWH6rY/qdeQbdnWIETnseTad1qj6546KqhmpVaCnWtlvZXzNsrSZe0NiGokVo20E1CT/7qTcnt6vjg8CpUsaS9LZHOEgExCfV2bzyDPp4Qv+98/J7BH1X9B8Cf6DeMB34b+L8A/z3gf6mq//N/+tfkOuhq0SsCuv1da70a2GmnZH2nwxaCZ3f7M3mXXeiODHYXbe2GhdsgV+gGanKlmhsQXPmHv/IP+Ot/66/x0z//Ff7Yn/7Ukns2VLPfvFtM3eYBpKHLCb1SfaNIhRBQZ2aaGhtVzJz4D37lDjdEji6jrfJiiLyIFdeyRXbqhkM0ggitOosTBUJPS9i+q6gxeCKNCXAt4yiGlkpg7UjkpMoIDAgRK4isVNJ+EypVMg/6yNvlW8ycOAyJEUdST3KCk4yqee4Mkog0gtK78LYp2cvIL799y6/Nj3xRlUutNJ9YlxlcQilAIJeKC4E1q7E+lopK5B/8+q/zp3/yD/HJGLm5TSbTisrN3Y7DuKNeIEWL/S01U5wjaDXGRG4mhlNlmiamBDHCRx/vuYzKKTS+/tXPcc3h1PdrHkAqa57JpbKPES3VBnszOV1Ro+F6HJd55nK58PrVS1K06abkgmKU3Gka2XD+38/jezk2ZcNNO93Qe7OptzFoHVrhyeRZRDqY8gSempWWyUdKVbxY2tBmkBy8bfO2TcQmxzRXfPckHXs2PpUNXX++OHaQhyedtfOB6uw+FOdR12iiPV1Leqhisw1nMIZak4YER6mFtWYDdzoTwqdIE9jtdxSt4M0XSpzp+QsG/FhsvOKCMZBcEEshoiLhCYhKnSkUkufm7obD4QBUM2UM1o0QsWQNoHu7XJtG25mwBbybfhr76hn40wGyq4ZfBB/6PIniPFfwR1mIY7A5w8dOJfUQTZbX+qKaWyU6h3Zpp0rDNxiDQ3yjeUvNM+lpxQWlJvP+2mSp2kyusMwrlZGYohVIZSFI5Jxndn6iaCGIoFScGFgXXLDnr3Pfpn/bfUuX7aKsWi1RpTRuX+yI0eH8gkgANeNrqVC++a1/0mHxez6+t+vmJvfyV9mX2M7BNOUiJrVwZgxtki+LEtZWjR7snTHZdGNUOYJCFbHHnY0RL57alJa75A9Y1kJGyBJpksjNcV4ylwyNiHjPOO3ItbAsKy6ELu/0tFZY14x00CZNA2vNUAtLKeSaWR4eGPajjVE109qsShgifoxMY+SyLOTljA6O/W7PMI7UXKwsdMrcVkvSHANu8GTJHFKyIs47TpcMTjheHtmNE2FwxMnz4XiPDDccXiSKWHfSJ09mheAYhi65cMKwS+TWaMU8UyQExhSZ9om1KqU1cs3cH++pVOIQSVMkDoF5sWQxr8K6dkq8NvtZmSlaWbQQUqAF4Xi+cHNzoLXKmi0ZbJx23N8/EFMkjoF5yXz8yafkCqrC8Ww+IT4Il8sZEbjMmRACKU3kppxOM9KUISTG3USdK8MusRsG1nkhrwu5FsrpyGM5UteKFpDmGcLAIIGXux03hwM/+ZVb3tw6XAHfHFK0Az8er5VaMtrMvw3pDT+s6edd71RvnVNsrW2/S4HzvTq+l2MzeM/Hrz8m+MgYLc3qsmR2TZmiyYF240j0jmVZGcSz34/4cWKtlfO84qPy4u6u+1FWfAIfxWLKK+bT5YVaMBPnavMwwbEW+HDMfPZ+Zq2B++NC48ybj+548XrgLgrDjXlaVdVrA5OmpNCZWZNwGBqP7Su8/Xvv2d3ucTjmMl8BeILgB4cfTGoakzCOnnFweBcJXYYQaYg6XIVBK4cYGRqMdcXnM0PMjK4xSPfRY2v7VsTsmnla+RtKMfBHTdiFFARL4esrBEqkaQRJDGL8dwshCUwSmFtfN/t9ZklgUBRW7aa0XQLmury9YXKRGWUtldF5QmcSVLW9juvEgKyNOa9cyoVLPlHygq4Zf1/xWkjuBW4w4/Q6V+q5oXNDMuilUC8zgzPD9Bic+ZE5j7hojRixdM8QfE+phWEYqcXSvdCF/e6OTz8eeRePaBN208Dt7d5M/53gvTztKTDWS6n2xwIhoJRG6SlhpSq1hmtTzwCgH66xCU9YyDVxFtsveG2UZ55G271hElXTQViAjO2LLTHuaT+jtT17dUVw1x7lU1ITtGaxPFsYSv+SHfveat+tTt0wnq2OtQ/2BBHVL3+pp5PWgfWne/y6T+9PvzKWkC+dExVjvLVNwbLVwh2osIYQT2oWse/WRJ/Yh90SpTo6COQ6O6jZny53tHQwY/pI1G503D0rnXDjR1ZfaJpJGrk/fuBcHxgGCK4RvZKkEFiJTklYkJH5dz3ZxatCELMQ8GJNLrrMc2MTtg4nW+1ie++qQlNTPqgK2iVgrXawTl03te4+Pt7hxoiKB9eM3EGlrkprxYztJZHEEcRYhtrZVYKn5XotZWSrVTz4ntLrvANtVxlbd76w69i2z/7lue07Hd8r2defB35VVX/zuzHm23x3rLBpPE8PssjiyubzeiXjdKBjs7VAu+SqG0XbJaQTBAStps0UCdZVbo6KRVC7ruNrrS+u4uBKBTSaZBw8x9Mjn78LhGjFn3SajIrFy1niuqGjztsmenM6L05oAbJTstimZvWFEiu75Bl3Ax/KgnJmkIWbOAKJ4hKFFXBErFsxiBjjRjYzvKuBei+OrVPitXRjO6OuOm0MFEZxBG0MCINAUCEqBgCpycSaVBZmzrrwLn8OrfDxcNONrRqDU5wWIoaqDk6AjGsm/zK5jQ3m3zp9ld8ub8lhZEwTWiKuBaKbeMyNy3omt6mzKYwlpBoY9pEYAj/7ySe8Gm74b/3X/iz/63/vP+Bf+pf/ApdvZWIdeHh74d3XH4GEOIhxT/SOfF4YYiQmh2uO+Xjh8Xwm+MD+ZqBlYT0Ja76w2w08vD8SNCEizMeZwzjhQ6CWQq6F0ZwKzfurNpMVNI8nsB88+2GPVmMx1JpJaWSZZ4Yh8Xh/tPSm7+/xXY1N6brfMCSj/nZ2T2kNF6ItWM/c5jcW0LZFg6cxukkla2uWcNUZeLV3j64FrIhFPXt/ZQJtQMYVEMaMzEW3AEV/pZ+qk+7/0u8/Ovm2F7WI/fx5vKS6HgHrXY/bgNwKRa3L6YIjK0y7qReBBSPTmMQP1BJtpFLJFLW4ZQkWeytiQMkwmUGu8waATdOI847b2xvGYSQ4M9jefIJSHK407tYaOVvRBlYU2aaj+/8H6cWjne9tklTti4m3rlXroJ1zAW1mvup8B5W1MbhKwrNXCBqMlRcsIbBIZdFGdbAyowREMjE6S17Kpllfa+1zOOSWEVeYhs59aoXkPCWA6oIEWMqM846SG4c4UdfG4+VMcZWJyNoU3/XlLthst4EHeCtE2gYaug5+NaU0RYZopnqh8OIOWvtN6xDzFapOqAruIqy/dv49DrHf8/Hdjc0NVN0wT+geToA48+8R+kbfzJ63OFJwvbu2NTi03xOtMyS7nDBa57KUiveeoIGqzjQlHnJxHJeVS65kGcg10BBCGojDjsvl0uWMJvcEY/DWZp5XEmzsHS9nhmkgpZExRHIr5qtRM1VMtrmss/kAXTKRhnqPejMkv6xnUkskPyAkymLPjePAZT6TyQyhkaZAoXG3d7z/vHG6rMzrQqPiEpzXM0EaPo7MOXM7JFoDn5TzvFAoDNOOS74wDgNp9BQy0xQ5HRU/euraKDR2t8K3vvHAECcu64yLgBPC4JFkgGp0kGtE1wU3BNpa0KrEFLlcZgjCcb6wP9zQBKbbG9J+5PT4yLDfMUTP+fSIT444Rh7Pj9ze3bK2mZpNBhoGi4b+/PPPrQHRKmk8MM8X7h/f8eLFC+5evuLmcEP0kbpUluOZOq+slzM+2rWnKm1VQorIINTcaBVu9zeMzhG1EBLMy8Jnn638xKevGQNIAS2KE6Wtmaa5y08NeFfKs+aB69PW1iQxYEiu9Izv2/FdjU3nPHc3d+QlMy8LpUJucHv7EpfMXDWGYPum2vDOsbvZc/vqDh/E2GZYN1ixtDhLojS2yXlRWqb70UAaYXewTnJDWCvMS+V0qcxFebwU0hh493gi3giTDATM7yJjPpYuChTtqbViSYJBePXJK3ZfP7C+/zqrZuI4GItVKz6ZhDIOShpgv494yUzeEaiozjixUJBBPINvjMABZaCxb5WxLPiw4sRkXNcdkkL/hgYAfYnBUIAZ5YhwAo40OXEVbaknk8gy0tjj5QWOAVc9kzswYOe+9dJ5g5UqUASybKWgybHaVpQ7pVApCFTzAw0NllwYe8BLUEtby6rmTVYXljpT2ozWwsOxQK0EF/B3NwzieiMKaimE5rq/oQdsf9VaNYlX7D59li9u83Sf00WsgRO8Y60F78wFvFZliObNl1IAMSao908m3NrrrVobtZrnj26NImfS4FKtqLSxalK0TXb8fT6+63rTMAxLQ/XicJ0N7vEmgRMDzp3bJPRP1h2OzaC5WxFYfOG15toAys0kR/sbqmvX5lnb7riOu4raMx0OS6OCXrU+FfDPGJBXyEh7c+76TnZfbGmc3356ruv/s/rZmPIO2wSazO1q+LxJh7YG5FXpgiXZOWcePVcJmH1t3WRirkvoeoFqjCBrOjWnqG9WsAZwvl1ZP84p3lni30EiD7Wx1MK5PrK6mRAa3leSbyRpjLIykEmqRBxgrESrI70BPQ2S34yza0/HFsS4jFc+oQFbdu2LUbNsPNJXo4YBP5iHmmqzeVqdBS+p4r3ghmhG+24l1xkXTfFQi6XW4jxa7B6qDdpmLK1mZdMUcM1M4H2/ZI2ufrIGHmLnXkSut9yT089zu+/feXyvKtH/DvB/evbv/4GI/HeBvwb8j1T1/T/pCz1P9vr245oAtP3pwFCtSqv97trAoA38MYet6++wIZ0bTU/kOsi5osByZRuAFU25a/BMktFY80JuprfeaG4Vu4mv5lViXhzi9MkUC67oaFYlCvibwIs3txQHp1ZxupKY2clKoCFiy9SgC5FIY0dzHcRxT99DMM3xxqqzeaAzIDCpklOPV7q5p9FfB/FEpPdKxOImMZNqxXx+vrV8nZmZ22kiqQAFkYZrC3sXcVc6roLUzkyrlLpyLEd+9f1v8a5l/LgnqbP0K0aqM4q704FWCjkXRC26mlZ4PM6EKCQ3MhfIokiKvPn4hpwv3L4aOYjjbrjlNt3y9lsX5nkG5brhCq0xjJHBRY6Pj0y7kf2N4+0XmegcrSmPjx94fH/m1d1HeI2cHy+kMTLPZ+qyknrqVNFCWTIeM77TUq3ALzbZbqlYqsput2OeF2Ic2XgWZf2+b2K/q7G5sfFKraSUyDmbAW9pT6mV+mUGzuYBpNdxZ+ydtoG5QtfayrUDsQE/G9i7xZA7ZwyhzZgYMPqt6nXzQY+bBnuPLYrUp0jWepVnZizi0QVPFaVqj3XsU0eT1ifiatHPeSFTbHPoIMTAXBZuD7dA5bLOVAppsnhedcJaF9Q1QjTWmIv28cRXQjBk1tB86xClwTGOA7vdQIyBGKItDD4YaNyZOYKnqhWFGyV0A3kMdAO/dU/YPJeeXUNnMiDX2VbizGhS1eGp102Cc0Kiskc44NiTuI23OCqrvmPVlayOWR3Fj5yxznHVlckbbRoBp4tRdYOwYuanQmWsjUVWsnhSGFhzJg0DmgUfPes8s7aE68mLp/VEiAdSHDsIL/jgO/PziRrsglBnk8YhPfa42c9xkTVnXID9YcS5jawf7Py5ClPj9ubyTz24vsvju143t4S9DfQxDzs1g1WRbiYqlipBo/RuVb4Chgbk5tbHg72oAarb+uc8IdrWNIqZZOcmFI24NCCqzMvK0pSiypIbS53xufbGi7NYd2/UdgkOr47cKq0ayLvb71latnVLwKdoMcTaCMNAlW4UDJbaFz3n5UKcRiRAipF5veCyo9XG0jLONTRAmCLNCWFy+FRJY2TNjfPFXv+SZ9Iu8Tg/Mu0P+J7mN95MVIFhD0txuARpnyhk/BhwQzQm0U1kHJX7U8ZFYa2NZVl4OCaTJ5JZy9KNrh0SoMjK/jByPKkBWsvJWHFaQColF1YaKY4E75n7Ru/m9ob7x0dSstSn+8uJ/WFHq9Xu8ei5rBduXt9SlspxnnEu8PhoCWvDfscX7z8Qgudwc+BHf/InOJ/P1KYc10JbV5bzjG9KwhHGEe89Wo3Z53eJXTogxZk5bKuUZaUBtzd3RF9Y84mP3rziMi/4MRL7PdlaAempq1snwPVACGBrcze1ptzWTAC+L8yfbzu+u7GpyjJfWNfCw+OJ+4cj+MTd3Ut2+xtEHKf1yMvbO6LruVYucjou4GC6GZn2QhwM1HYRS+NzsGTlvFYupXDJlSUXbl8EpsMeFddtDCBFRymZtVhhlkthioOlNwZrUubWKNooKqQhMO4cq5pkY6VyOhVqhLs3N4TPIrE1lrKiXkmTyc98bDhfiLEy+oZvK7HB5DJCBp1xFAYVRhEOeA4Kt27gJkbuwsTeg9fVdrDS5x8UNINkupsyV4imLeBOwAeUd8ADwgPaZjtHDVYZyDpR9Y4YXgMHvEx4Co1McPsOLfW9uzhWHAHFa7O9cP8sBTULUKkstqCaX4uaqavPmSIFCQOD70ygHgRTtJBp3aw5U7L5SO6HE4dhZNiNDIPHNyumh+ZxK9Q44FvBaaEVg6iqa7a/Zttvbb59XMEBVaitEkPg9nBguSzEm0RDiV64Oxy4vTkQoyDU6x6vVmOxl1L63st1mbiFSCDm1SaiBB/w4Zn/6vf3+K7XTe9cb5Zb8a9qy50ZcPu+nkoPxQFt5QmwAeR6ri0BzLwtu1hK+h5Muk8Q9D2JeUA1bU8hKdqZ8ADdo5H2jM3Dl8kbsjGFtvnw2bm/1rRsIE9nf+iTwKlvj66H7Rlk6yRdwYMnVo9cLUpsr9zrQue61KvRpMe5B4UgVG8G2tZYxZqkvrODPEgU06i6ZnuvjSXkmhkee8W5hnfmWx9FYDWPrVIrj+1MSo3kK4NrJC3stDBhMsno2Nq9lC2Bl0ATq2uddGkWQpWGw1MwEoiq6x6AGzPLfltlQ7y6PK3/C3G0Zp53dH+whpqkd1lpq1rcuxdCDLhqNgNSt6Zbd9StSmsGGocQDFjsBuTapaZCL3UwUsrmseE3Fl5rXVnSgSrZ9A/f+fiuwR8RScC/CvxP+kP/W+Df7vfVvw38L4B//Tv83r8B/BsAH93+yPXEbkcpT92gp7+fJDPaZSh2b+tTIdqR0qZGADXzJCseYesn2YRZmwEirVlBuQ12EWdG32E7+UKpEEfFBbHEjvlkhlHBPAToWkfxmNt56EleHfyh30i2fJmxoTeIBU/l0zcvuJkiusy8HhJOA9oy0YeODK+09g7kgMj0pHTuA7KT3LAQTBvkGwtos4ESdUS6TEzAUfEYg2gzd04dLKo0si6sunKUR3CNQ0iM4okiqBrQE50yaGGUSMFzavc8nu+5OCG4wheXb/IwvyMcduw1kddCwiLqa/O0MDIMCS2OGLoZbAmsZaAQOCQH0XwpHkvh7354T/SNP/tf+dP89b/+d3jz8lMOr14z7HYcl0eWpiw1U0vFEwhj4uF4RKQy3Nzy5uNXlFZ4OHle3UTaujIdPENyHH7kE6KMfPGtD4CwmyYe54U4pD6HCXnNhGAsorxmvLNiw4xsucZgeh/IxfwxGuDwXbr0exllv7fjezE2b8bXNCziM9eCC555WczsudnjzxO/rh4/gG7k7T42nTMTuQ3kad3XZ5OEqerVVHYDZDfvIBvWV3oD0kHOvlTZT5xcNywafUfO7XeNbSOYQz5XbfJmLrCx08yvx1J/SgdAJZgpYBgiYUoUV1nLajTP6LisJ3wQ1Cu12uMhGSXbBZsTrviUVHywlJsQPCkZ+2e/n0x77rxp8i0G7Mpi1M50aNTOcNmuVj9v/RyIWIcdOuizdYIAaNcNjthvmikyRvFGhdFFYoEXIXKjgTsZeC0OVzNaP0C5UDSh0ys+y5n74DjjqTIAzVLIZMGlRm4F0UoYjEI/a6GFRh64gloNtRQwb04LcYy20RVHiAnVysPpEY2FyU+2CasV50fo57WK4t0WOdpBxRAprZF8IMZIWc8Mw8g3vv45n3z6KU0TRaM9nQV1X2P62W98F6Ptn+74XozNj2/fEEIHd/rmf5N3qRc8zVgEdttTtRggXjsk4z2uQdFGLsaS2sqrJmKxsyq9C22s3CaC8xGVwGnOHNfKcXVcqqPYndQ7xrCsi/ldtac1dkvUcSEQXWDJM6XWzu4RSqucLwsSPGkcOexGTsuM+Mh+vzeJSrReXRiMvavSwfbpgAJpGvBRON7PkAJBHW6IDJNjPAg+go/KnDNrKwyHkXU+08TORW3Z2GVJCZN5FRRpXPJC7uN32A1orexuIz4pYRDCYGsyWWm+QVB2N5HTQwavuKjkvIBCcxmXBJ2VQmFpGSjEwXE+nQne44fIWpUUokWDB89SG4SIRI+2QpoMoFInzCVz9+KOw82O9/fv0aqsucvavWMYR5ZSGPcTzjvCMPD2/XsUeHF3xzyvVtiLst9NUCtTnHDaWM4zUSJahIY1Z3IpNBHCGPA9FfX1R3e83gWiVlIHcnKt5gOVCzUv5h/GkzRX2Yxj6f/iWlgpamzB76Op7PdkT3v4lPP5xOPpxOmyMOeVtmZ8CMZuwtOKsqSMBnBD5PEh0ySDa5yXmZfsOXhjxzm3SZKtidGcUASWVrmsmb1ad9j3PUapivjA4TCyHGekGNNuGBM+OJbciDjSLuC9MlcDSl3Aillnherj+cT7+RGJnpuXB8q5MBAprUKwTn1IgRAawVeSV26HyF6EoSnJWboX7cKAZ1JnoA9wp/DGj+wZGGmgxmyXaxSoArkDQBUoGI1sRdwRuAd5h/IWeI/yiLh8Xe3QkaY7SnuAdiHIS5wcgBnqgeAzwogjsgIQiOIJanYJYzd6rlsR6JSKgbKCJYhqayTncMFRVcmuF5+9CUzs10uE5kzSVltlXgvny8I8F3SvhNFMh9PgCAXaGWoN1LkxXzLact8PQWxCCNFAfq003UB6sXm0px+DEpPn5atbSoMYI0MM3N0dGMaAaqFVe94V/KnF9vZ9L2vri+3BYwrkvJrPWIykZAx51z1Ivh/H92Jsvrn9hJQSjtYVEX3W2cASbBthxTwGOsq2n9rYFfDERm9PUiHlCrh0arqtCSLG9NDOGhHjD4mzPXTHPzr7WhGeGz/LlxqsW41L/8zX2317LlwlYtIfs2YhT/vG7b3EmP3bGm8SKNtYtW0kbXurDRxyPcFLlLqBQEF6Aq4RG3z0lGDyLoLDeelrooE/rRMkJNi8dbXwFMX7ZnOZNEQzTRd2aeiWG5lxbLhQ8JJJ0pioTFrYab4SGOh8/NrTfQ3A8bSyMMRkNT0GrBcaRawarljwRZGNSGFmJE2skWU2BoYR+C29W/r19GIGbNKgOlw1tYF0bVYU88dzTYyVUNtTchpWG9XaG+E+9CvaOuvfrrcx/eq1JsKgy+t1ud5rsrXV/9EF5/eC+fMXgV9S1W/1m+5qnCAi/3vg//6dfklV/x3g3wH42a/8UcO1ek0jCrk7Pj+Pf6eDHVtajZn4SpeJ6RN6iZ301qQX4+36GtrROWP4bI/TPX2k047d0wTaBwUOQgQXHMM4cL68MxAnOPr98IR0ut458Y0YzOtHpZtjAaKZQTyT2Eb45X7AN8+ByjDu8FS8jhQCjhFpgSSOS+uO5f26OxFK2yLtG7rFPGAae69283qcFXkiRKQDGUoQT0AZ1Wov3xeMVVbmtnDMD6gveKfcpBFHI7H5Alln3aN45znqkbeP3+CxfM683ONpDEHwMbO/9Sx1IbhgnScZucyZZJA6Sy1EBykYfTZGoTSgGnMgt8Lbzx/x3vP601tiXvnpu4k/8uOf8muffeDlz/0kH75ZudTMcNhxWWdOxwuDHzgvjdA7ybkVbg877j97ZBp3Zr4tjjQ4Xr1+QZSBx/crt7cHyqK45ogxsM4zrVoUpuTGWhpkm5A9ZuzlHYzjyLzMxJgotTGmwcDBVsxQVGs38P2+Hd/12Pzk9g+oDwFVM9ZtTUnJWBhBruvOE/Nno8HCcyy3AzB97Pb4duCqt4ate2JP3hZB823pi+62GPaOsBmmuy+91RMbqb+e892w3K61dtmTdq8ugqNRybUw62p0dm/U7oZNqG6LEE/eZkxvyTjNNWq2br+ZtpvXj7OQI0pPNBpiMvNcryCNNJjuOITAOEV2u5EUPSlEoo89oc/oyAhITztbdCG3ah0Z2c7TJnlVuiNBnx9cB8G7NIzNkA4Qk/gEGl4cwXJVevTtSKRxJ5Eb8bzCcVsqL33B62f4+oHTYyXxY7xJt3xV4R2OxQ1dwFGoOpOCozQhlwyhM21yhuSp1WaoujZCaaAmK8ploa2WCKfOfjd4j0+BNWfynAnZMTHixTP4iLpiHQ7nugQM6z7RCE6QVkgCx/OJT+4O/P3/79/kJ+4cb37xp6mjbdD/s1/6m3x6+xl/9F/+Ofi3/glG1ffm+K7H5s9/5WfUaPcG/IsYmysGK6Ckx7aLVlQrpTaWoiy1y/7UTANzbSwFu17VzGK1FwS+j3FrfAVaFdZSuazwcFz4cG6ca6B2MK6KgQBai5X2zcYBzSHNEyRRWjX5q4jd290bYNu8uuhRJ1zWCzTr2DlnwJA6m5MLDXHO2DIuEKJnyTPRC1odh0OitR0PjwspDqT9wHSTuHkRO+DcLE0vYtRrB5K8mTHvRy5lZdjDcFBOp0ztPz/sd/igDIPn+JhxybG7MybreDMwLzMqFZ+E25eJ9bLyjW98TqOw5gXvTJ51uDv02PZGdcraVoYgluTV2QLeRVwciNOOmAbWXEz6Me2s8VfAQghWLstiQLW3ptNpns1rJabtpmLVGV2V0gpBA/lcGIZEq43H85EUArvDCMWM/MdxIl9m1nlGu0fffjjg40RZIMaRslZrMC0za1M+/+JCahOvbzzeuZ5YVCi50kql9UghVTNV3fyj2janP60oT53PK4j9fTu++z3tx39YVQvLOvN4eiRXJcXJvJPWhf10yzRNJJ8QCZzP2coVBz45S6PMsK4QnCUwhijGIi0m5clNUBdoLqM+sphuBW0G3Kx5JY6OSRMXLUw3A9PNaGOnKVkxs9CgxBFrXjghIazZWHxzrjyczqyysr/dcdIjl3UFabjUveNcIcbEmDzSCoPCQSI7AWlHxBWCFHbiGFW5A24QXornJY6EGsDDZsxvjQCVDvpoBTIiK3ABOaH6DvgCeIfyBaL3oBe0+wMFPI0RZY9INX8WKqoXhAUna5cf3uFkz5ZrW/samcQTsX22BaxUsq7GWsXmRR8SrTTWYmmcMQQkSe/OgxtMNuuHATdXtCiSlFZWSmnM68qyLrQ2MexN1+EzlKWxLoX1vLAeL5R1wWOsXxC8e9YE70yffm+yFaO23xCmIXJ3d0Nt5i/o3eb1Y7YFDVt7a62UXLsZP3jxhEBn1jprcjaLPK+5dvBn7D6C34cUk6fjux6bP/0jP68hOJw6RDsjsdfJm+HyRhVQi5/toE/f48IVf9lSMEU30MYaANeQE3qj0nsz6u9yPu3yIJNlm9SMUr8N5Ll+r+/0fbaf8uRYLs8eki/dGzz7/NYk3L6HMRfUGVHCpFzSE85cj22XzTjQ9ldbUpeX6x/x0n19BHzDRY8PQhVwMVhgg3fGFPLQfLsGJEnsDSbB6tVuQeBE0ZZ55AN7JrKrfFjeMiRwZAKVqIWRykRloBKd9n1tu0ovs7ZrnVDFPIFUhKhCoWGmHZYKWDBmjdscgLqSKLPZY8MGq9i9oNTWCD7ZOOipbq2DPs33oIy+tjkRfDPp4NWyuKuStG7CPcVJwFWDdpxTkNrXyKc6abstDCPp1+mZTG+7T/9Rx/cC/PnXeEbBE5GvqOrWQv1vAH/7H/cCthkzXavrd2Up9Yky9+x0b/Ktp6LTmAbX1C86wumcmTQ5h8mQhFqedJjPY9Ba22LZuvGVdP+Izqxy3vxKYpCelhAsFaNhBpbGJ+sDhb4JgxygBGjBEHnvK06UMUWqFpyulHIkugdu3MAek2M1PNEdOgNQiF3rnMIrFHAYPbbi8Jh7OFexV3dAkQ2k8b3Lb+euY1O9hq1EIBF6AocyU/mgDzzwiAsGyniBUb1tJoEoimoguj1zPfIPv/g13i1fQFqBEzFlxpi6ZrMQnMdJNEM6b53jly9vOM4NqXAphaVUgku0GFibUtpC1cC4OxCqcj6feff+xMuXHzOkgDDz8s2Ef5j5+hcfeP924eblC772G1/weDrhYzK/mODwotzcHYgihCAcbvdc5hO3h8Qwek6Xwss3A+3sKEu0IrU0TscTwzCwXC6sOTN0j5s1FwZnytKmDT94Wq2c5gtDGijNkpHmvLD1EmqtZtJZfv+TEZ4d3/XYfPLactRukFj6vxG66bN8CdSxBfTZ+OqLp+sAbFOjKgIGZLT25NnVAY0n/yD7vcZzELgffcGWZ++xrWyWVCQ9tYjubaLGGvJG4y6tormQpVKla4+7k58TT8W0vD4EfAoULUxpJBfz/hAn1FYRH6jNzJydF4t2p5rXSfTG9AlCSoFaMyF4SitMh5HDYc9uiOyHkYgnOM9EYI/v9pQd1BHlQuGiXBcBpJuyi1FYixpjz1hRT2wfOvyDdNNzbJEN4kz2ScIrJKSDKnAgsleI+cQrd8sbMnk9EuqF0cEurTx+8+/xCz/6M/xaVd63HasLFElkPIWCOkf10KhUV8nSqNIYo6cinNfKOAYuM2Qp4CLqhPN6ZB9u+ufuMr21QrPvZsbADXETg/O28ahmnNe0EbwlvPim7IfEmAK5ZMYg/IGPXvCf/J//Mp//3d/mz/xrf4aWhd/4pV/h//q3/m/8m//j//bvbZT93o7vemxuTR6wzb5Ap+m7XjBJ39DK1aOsdmmWCLhuXmiSLxvXpXb9fh9rVRvOC1GEqkppwpyVx6WwFKEQWKttLEMM5qEQDdxErCESg1Gpl1o4zxfSmFhLJviIj6GDr13y1Z/bUNtAjgPjOKCiTDc7qqsMk3BezjTx5M70hE2qrZzPjywL7Pcje90b+ORgvLHoZx+VD+/tc651plBJu5FlWfCjmUH70VNQlqIQhVUL0+1ErcKbj4XPvnUhTmbCvBQYRkUfKi4Jsjr2aY9LcLqvNFe5rGdCaDZXuMZcV9waUA+n5WQMwodHpNpexYfAuN8z7F7hQwLnKJeVvCz4EFjzbPNeLSzLbObeMVEV3n24x/wOGvPlaDKNGK0oBEJKFtkczZNsHAe0VUJwDDHScuP8cGK9XMiXmRQjwzQypB1DHGiLxUPnBfzgkKyEYSRGZdob0/VyqWhoDH0TVXXbrRrYbuvAk3n4ti7YWHjG6ZSN0/x9Pb7rsemcJ6SED4GYEroWdtNEionYU+J2455p2nM6XlDv+t4TpnFkv0+IOM7nGVeaAQpjJO1Hgoet3g7BM+wSFbg/rry4M3AzdwlAo+AHeLW7AR/wI7jBirKqXBunzoP6hkpn5yosl8pazffu/cM77vM9S9tkzdrXN0jJEYMyBOF2nHgdbrklEOWIEHDa8LVw4x07jbwUz60M3BAZ0Ss4jXQRlioqGWW1ckwqQgYuwAPwlqrfQPULvHtA5Aic7flGvSc6y/my6JFEE0fV+eqC4QTz7ROlklEmqmYuWlnVIy5RSfz/qfuzZlmyLL8P+609+BARZ7pTZt6srLG7q9EDAIGNlgSSokiINJESTNKLQJkkM7zxQV9DZjLTGz+A+M4nmemJIgURxEyB3WigGw1UT1WVVZXTHc8QEe6+h6WHtT3OyapqTF3VqPSyW3lORJwYPNx9r/Vf/6Gjs0QerSx1IstikhfMJwbvqKVYMlCw9SuL0kfB95bktz3boRPkEiA7aovpLdV8xI5z4Xy0779UA6VrKSzLzOGwN5a+s/u98ydZUqt8TsdcrY23qWrfuxeGYbCBddeZFcaJnWKGulJsOJ6z+QJ2XUCcJWChhZSTHR/iidEk5661yIZv+B8LTvwUtz95v9mY6gbSlFOduTb6+kC+ResD1+mlrLQfbcEh9i4MTKknDnqTb1mltTLdzYTYn9KZBKuVfWPuqlMzlPlx+/OBpOt+aywTWgLZg4GqqlmhrF5On/v87bMJgniPOvsOT6bOroE4q5mza0eZs+uDxbzD6gskQdBgA1IJoK3OW1Nzjf2Wm8+ms5TC0N57w0vwgm9+Sl5aiivm/eNEiUS+/+a7DOeewGSsH5RIYkTppdCRGQAviYBJqJxWgutQEiJGyghkRO0cTpjtQcYGph7ze1q9v1YAUHBkMQPv4szgpKy+WNGq7VqKWREEcBXz4FSI+NY7GZAqSfFRTsecL4LkhuHVtu9lJbQYm1O9mUfLj2N6rUDeWhA2a41/EfrzJwJ/RGQL/IfAf/bg5v+7iPz59tLf+aH7fvzz0OhK66nkwwPZl82jLWLaJlLeeWswxaFVcD5Qi+KcUWotcrqAa14DWTEjK2MCsE6JJSBizRVBoSUBIa75a7jmXG4KwsELPgZ8P1CneiqUWVHQIMxKi3i11ykeFqmEEJByZPSV3p8xq2ept7j6mic+4TXQS98QRjtwETGQJkN0gSQjjgmne8ybvG9mdUZ0CwDaUsAwf5MVlfaAtKlGFAhaOM6fMA6XqGwoGMNirxMv6yte8CmpTjx3j7nSEeMImUxNNZDpeJk/4zuvvsU+XRM7c1zvQ8A7YzQVrWxi32Kig5nzaiLnI37Ts0yJQ81UF6mzZxjPyLNQa6EfB5a7iveBZ+88pSqM3Rafe7aXI9cs3EnmD6//iKNseLp7zMZ5KJmu68k21mqSOeHNq1veeXxOCBB3nuUAu11g01uzm26FfYJ+EMrk8RpYYiJNGec6a0pU7Zrljcar1cA8FZjmhfPzS+Z5ahfWwvE4EYL5uHT9QK2etOQ/ySn3L739pM5NEIKLJ8DAiSd0dq4uy3IyH67VDIrXAr42tF2cRSvegzOWjkVj79XcfLzcDwE7DxZAkynJ6YJ28oJYte5Ai7GinBoGk5GUB6+LNxu4VFKLV3QUsjUjDlw0JoFZjGrz+bF0rxg9rnN0fWB/vMb7lgrmzNg4BM+Ssz1PY2N4706xqF4svjYOvXmb9JHd+TnnZ+fsXMegHTsZGNVzJpEeWziCi8x14SiJnkCRhWM94EPEqTdPsBZdmRssXGs9pWLZBLXtr5obcG6Mn5Rner+jkogEPEovgQAUrXR0PA09b7/9LZ5/9TnD8Oegr4xnjuP8mm8883z83b/HN57/At+h41oKWSpZhGOxBV69kstCphIl4zThsTSk3SYyFyvW01KgJMJgyUlLWdj1Z0jy1NJkTC1tqtTCsrS0FxnwLqLOkaulgdmaXdBaKBopLjKVjA6ZX//zP88/mb/F8Xf/Or/1f/0NHocnfPP1kT/69mMk/6V/lVPsX3v7yZ2bp+ezw7sBniuzq9SKFm2JLdZsJF2N0gFtaS5tmiTSaM6loM4bmFgqQb2tSSIc58rd4nizX3hzUKbqcXGDrnJPkbYme1Qq03REnRkVX5zvmNLMYTqwOduhXplrIvSR7aZnTokkhXG7oRtsbVtQ+rOey8dnZF948m4g55eA8vy9d/jo44VPXy3c7ffgjc12frHhkPbspxv62NN3W4gFvOI7ZcnKy1cHS68qi/llBk8XtxQnqMtszjZMdcGnkaowbAPHoxCHwPVdpQa7doRtwEfHPMOSC90mUsUm7nOFqVq6XzdaXGuuHqLj7MqbfPyjBRdg2c9UVa4uroBK9R4NAzfLwrbvCdERw0i/G0jTTC02cChkQuepRdhutvjgePv6M7qxY7fdUo9To/e379d5Y02rkPPCNB2IIfL4yWNSzhxujhxvD5yNO8QJm92Wi/NLgg/Mh0QpyjAI06F912pMk1It0vp1ynQXg6V8FZMORGytFC0WinHiKDYgu+qJFWpAfuuvxLXmRdA/JXbBT6ymdY7LR+9SZKAfjtzd7qm18P577/L08WO62FudWiD6AcX8LNTbgNF75Xi4I3NEXbYmK3bEww4/bui98PjckuiSMw+rtCi3Zi3EVBYbUITC0KQZRmUpNlz0jpSM+SjeUZNJDpZqzZ7ZJitFFopMLBy4OV5TvFB9oYsgrtDFjiBC7x3bIbINgUEiG+nZUMCZAXsXOjYUthrpi7L1PR3BWGArALi67wgYCFSwNmxGdUbcHmP6fAjyA4QbYG6sIasjKj0qOzyXeLmk6jnKJWBx0RU4ljsmZjRckBsbSNnwqhw5SKAwYsKvnlEv6NiQKYirCImgxmB0agz7ooVShZQL2QWCswYyDkK/DaS7nn7jkHJEs6MmR8mJlArH48LtzcIuRjYOyEIp5tskakydIJbyGYMBP6H5vmhNjeFpgKqwMuWMQeK8AQ1d8Hhv/neq5mtYW6BG6CC0FFJX1eoKHwzczZNdk1OBGAnBACCHI+dKWgpO84+ACz+t7SfXb9IAxgac+Xt2OSeQ+mHv3ArPU026Th1dO3ZX0OX+/lqbB8yDXeODN8/FZpFgbCGHbz1arQbAiGuehs2w4zQMbUCfDf5O9AcMBGrBKw/f46qlaiyj1QJg9dc0AomhO7W2uaf4077QBizZvrdjWlq/e8oU8c7k1xGytP7ZmZeO+IB0Hg02QCotAbt6A4yC8zjXvGPF4VSILhiQoslCiATOGHirr5Ch4kI1/7DW/Y5YmrXXTC+VgUSvJlizXtqTKSRmvEApaj21iyRNIJGV0yMUsgjBIGcDWtpWsf46i8HQroF23jV5nCrZQc0GIlEVVzGsoYAbzdPLlQYaZ21pcbbfnT81N2i1fqq2RK9Vtnaia63Aznpsrt+53B+d67H7zzsz/0Tgj6rugcc/dNv/+V/vudp/4cTkQVrcdtuKGpXLDlxp97tWhKw7oJ1APrQpfzA0ThzSkHkcpzQgcSARu6AGazKc+JNmV72QA0gv+B5c9IShp96K6Rc7jH4tFWSi0hua2d5OBZxfiHrD5UXAhcBcE9d3b3i8S/h4i9fEzj0it8j5rMq+GH124zyDd+QCXgIigSUdSLUw9KZRLuuMXytRQDEdcDVQkLRMZD8w+oJnIeARPbDtjxStbckduC4zd/WON8z8ne/8Bp999n3+57/6l/i187/AhJ0kc0m8PH7G7374h8xypNsVvDfqWy2VanUKIYBXu41acLGyz44kwpQX3rx4QenOmYoy18pcHXe3Bw6LUNzIYd6Tcs/z95/w+3/4h/zyL/4CvhaON0eub0YOfub6zQv+g//xr/Gb//CfkvsrRm8XlFpTo4pXUk50sWeZjtTs6MMF3sMYeoa+stsGSoJXr++IbNjsHMfbBcSS3ab9gWk6ElyEbHrq2DlKKqQ042oh+siw2XK7P9J3sZ10lb7vbZpeC/lwwLt4mmr+tLef2LlpNDraSmFFe7ZFyNK4yr10awVm0MZAkMaqM114VZuI1haZuoJz6/aQjWekBXe6gK0LF21KIq5NGpzYNMF7irdrwgre+LYuAs1M1WhsLgSqXxeqFXzOqDqKrhGUK2MQfOebNlnINZFKIvTmuSFBzEB2WVDq5woAe17T9foYmieULUxd3xNCxxgGdvRc1MAT59mWmXM3MzTxV9bIQQJv9MBrMS8QUSVrIUgg10x0nkBn/kg036FgDDPXGACVirhqYJgWlqpEH1g4EhnImum1Y9YJ0cgYtpwxcS5Hvvy1x1T13JYrQtjgpdKP53g+4/nzr/Dxy5e8+/w9FLipSnQ9zlWSToDDe4+Q2I6eqRxJouAK0XUsORN8IHhlSgvBe7qxpx4sebEferq+51CO9CHQRcHNhXk+UrVyd7hDfY+XAd9W01oyPpiR41QSiyqpOhbfMW+2/Lv/x7+Kf/uWf/r/+m+5+Movsf9v/zH/4S/979gerv6VT49/ne0ndW4K9+aUIjZViiGc2HpgOTkV07dn9eRa22TfPO5MNmRpE7qeV60YsgLEozhyA4kOS+H2ULg5JKYSLPWmFjMm7kzCgjhi1yHRU72jULg7HpA8E/pIv7E460qlG3szzAd8H9nsLvBjR5XK0HsenQ9srgKJxONHgc0u8eTykt4pd2+vORuOPP6Fc45zx0ef3nJ9nah15OJqw93NDbHz+NDhhkIc7TO8fjsxnI0sNxkNFo/sYm8GxTHQbzv6XYfEyrAVluJ5u58gdoSovH5xw+MnF4ReyA66qBbXTEW10A2B/ZRR1xH6aLVEFFQcHpPeXD3f8NEPDHruhoDOjsuzS27f3OJcJHY9Gbh4ek6InrzA/u5gpvtlIWtqc6wOpEBSpjxxsz/QDZFxHDkcj8beyoVx7JsfmjsdH6pwfn7O5eVlk33YlP/84pzlMDPGjr7vOU4TJVe8erbDDlUbfKFCSlZMd53nanvOO2eeRyP0CgO0pC/z7CnNX6Q2RpnWtd5rrC1oQ4HVJ2MdOSh/Sv3lT+zcLFVR6bm6eIeLXaF736FUnj5+ZCBtYxnUpJRgA3/Emxk4iVwypUxknUjMxK6j7wekWmIabcouzurC6D2pVg6ThYiod6drvg/mcxWGCNHM8Wut5CyQBc3NgqKx1l2AJVf6oefSX/DJ7ccUTRTNpGLBAirGnK3V0YUNXtRYa6onKXEkEumZi62lHgso2dATETosDnnlo689zZq/ZXyvFQBagAOq11RegX6GcIdV2B7oQAYcV6BXCE8QfYLjHNhhFcSeVA6gFQmw6MQMHMuR5G7ZeyExkjRT64JzlSUL52FgbgMJF7V9v4WupexkNSBkKmpJu8HjQqBzQuw9wwbysVKniBuEtFR0qZSsHKfM9e3MrhuRweEToB4RRwiRoRssfdCZx6HmQlIg0Zg8JrtagYxaqzFkm+SnwVOnmmsNzfHBE4OD4BDZ4GZPWpZ2Ep74eCZ5p5m0ayXEzhrqPJFzJpc/PfDnJ9lvwsqA+aEbf/iGtYsW7pvUU9NtNekKGp1kd82vUjFz39Pz6glWYYWX5MEw5jTUbGwOTo9qP6rcv8aPMDraYx98F6v8Z33t9S9WFtkKsEszdtYHjxcnrUc2dqiGZtHgzdsneDETZ+/uX7u9b2lWCbRBY23sTfGYf1kw+Ze0etk3c9pGiKJqZpRA0IWggMy8eP0x20cDThJOC6KJIJYoHbUQpBKkELP5AJlJeW2DY0v+Wm21PZUgJnl0bVjcDBOINDLIOoDAZFylnV9NYI80uBVMMFCkyT1DOw6KQL33K0Ucvvrm/SmNzaeQKk7t6ufUZLSk2gBwU0QU46W0M/LzQI+040QfHA5trvcv3P7Uc6f/2E1WZFWbsVpDECk48acztSC4GCHlE7NHmyzEDlpnB3TAtIvRweKpziJExQsaBDqhZml0V/PyER9twtxhNuM9SB+pvTBJ5Tw4fCdI76HruVsc0pncwIWMc3tq2doEww1WFEtg4255djFRCOzLBWm55umY2cg1rs5AILXJqoKloIjy2acveDaeES7OramhonT47mnjQ0ETAVLtw5Ew93lpXimiQtcN7JdEcQsje4QCyy2huzWT5jJzrSM31YCbKfb4i0uWt58w+cCbGokauavX/MHH3+Ll9afEKPTRQRY617OUjBDxTkg1MedM1cyshSiQppkiW45FOKTCXAP724VFRo7Fo2HkOMOMINXhCKCBQ0o8efc9+kG56GDfdXzy2Ru+/vQxX32350JnPpTEh9/5I/7Mu7/EUpMlw6id7LmYMeHYR/Y3Rzjb0vcB7yNShZRhntWOkzKx222YDx3JG1Pj9YsDPiglJbQoXor5WRRzZZfqKQqH/R19N7KfJmI0jxYfDHysakBmqat+/Qu0iS0CWusJSJEHC48ZpltREWOESotx9+vA4eTZoKcF8se9jHzu5xPgo5yoqKtJ6FqaoEqp5hfivBFFVxqqaw2lgUNAK2xpxnWlNSEnKUJb99ZYeDCT8eoM8CV4i3vP2fZJm8b4YDulqhHKvbNiS6TFuUePi/ZzCMYsc9UzDiO7uKPLkcch8jwoj+oNV3LA39yyrR0arkjbjmvnKeJ4UxOZGeesFF6wArSiRBR11ZTKJZPmiRAj3gWqWjG9lAXXigA7T7OxgkRRAkULG9cTteNMei71M0L+Nuq/xoFz/j/f+of8xV/5S8iUeBQGduEZMcKTJ9fc6sLBOarbkFhwkhE9UCVQXUfHnhCEJUeWXClaaLuVqkrX2SR6v9+ziZ7YDdze3dCfDaSc6fuITplchYilHtV9Qn3ieDjSBcdQbVGOnbfppwMfO5asFA3E8T2++3rg5dvC80cf8LW/9p9y9+EPOH/27xB/Szn89vQTPXV+2puImK8RVph5H+xcVTMtLGrS5Fz0ZOi8FjROrDhVxQxDxY7ziMl7l6JoWZrssE2XxbyYsmZKdah4nO/Bd8a+rcaWDV3fjCQVHwNIoFNvJpFeSFqR6OnHgayWjuiiZ3u+a1MDT+gq24uB3aVjuKj0u8DVI8Uxs+23+LRwOH7Co3Hi8bsTWhJffrzjxdtHfPeTA8Ultu9e8ubujn7sCT0MO2dpGoPn9u0eogGotVb2yx3b8zOSVrJksnguLzcMZ8J0J8Rtx7IoN9ORiyfnEJXi7Jp3WMxfSr1SqhHI53zk6XlHVYcL2oypDbjudhd89qbgR083Fm4PC3EbePX2BT4GUla6/oKLiwuqKCmbB4j3npvbt5Q603edMbaSkueZPniKZOgrUuH6+g3OOfq+J4R4aiyOxyPeB/p+YLPZ4JzjzZtrM8mvpSXDOb70wfsmU8iFaZ+oObEsiS5MxDgSoxX7ThVdMrUkci7U2pGzY+yEkkBKRUsxFlq1qaaqoNWmzdo4yidPRziBkjbUXKXCf3qGzz+JbZkT3/vuJ5yfnfP46pJ3nl4CleANnEaN0bT6RDgFJIGvaMksZWbJR5Y6I97AIadQS0F9MUY7UKulYDlnjJBUC9Mx0+2EoR+IPpoJcPD43rU02iZN8DYgLFlJlHZ+GtDbxgUMw8Cjq0dcH9/SuYhzJgM7Ho+M42BSqeMtfd9Ta2HOiaUrxlwnEGWL+h3ohNTFknEcrSZSkIhqM9Izp5x2FCxWp9IYEJKACTgiTKi0n00zgjCCXqBcGvDDE9DHCOcgG5SCp2MIG0recywLxZv0a3aVvVayDLYmqoVY5JKIFMo6XnV2bZ2bt4iKmK2COFI5oiWhKVNcxA1bhjGw2wkheXQOMBWm42wSSGfM51KElOD2tuKTo1MY1OwJwmYwo928UHOiZAtRgPsm30yZwwnYXal4oiZDUefJy0INjZ1QM97HNoTTNjCIiPgWiW1IhBdBpRA1krOx8QrQh4AWk4gVrZRcvnDnpjXjK3XlxwNXcgJ97od5p6ZaG3QiK/BRDOhotggrziPmC2H1pppkfb0OW29mw2RO4E89AaA29HxYK4sBL3p/TfzhzW566Ae1skVab/zwsafXEfAO560Y02AkCEIwkCb6ZtisjcntLOUtNANnufeWcc7SCPFmhmzyqeY71F7fqVDUJPyVgki1aPfTTrfwkawLAaVzA69vXrMZe6R5fwURmq80joKX2hjwmeiEXhxFcwOhbRRcxWpDoKVcW8J1FmPXeBubUlROvxkgQ7NQaD66JkhvnKyWVNnUQ+5kqlBPt6/MMNfAW1ctdddXYU0sd95eRyp27oq7x0Nk3S82HflhUGclePxYsKcd4n/c9rMB/lgnZ3I1sV2ay9pAhVMDaJQ0Z7dlQ73Xg6+2aQe+IZjNjdwF3wyqjClQg5j5lJnXgIMSCj56SmhTkVDIfiLEkeLMGFlFyUGpgxC2AzVEDgn8zvxciveo30D0SEyIm3HMBIFHF5A1cDguKB/zvF8Y62s6lCQbsjwm6WgLMSA+EIGnz98jVJidnqYhTiPrNEzEWAS10fzbXqQ6f5qZBICaGeLMlO6oHl7cfJ/Li8ikHQcccy3MuiBxxLvAUQ8U30HoucsLH9dXBO05LntuXUZ3HUtZ6EOgqmPONn3CZQOe1ON8RgVSPZjjejEN5ZSg+i23+0QVz1IswWLWggsd5NomCoFSK8f9gcurx9TimJfKy9fXvH5zxztXl+xvP+L8y4/4n/yFX+Vv/f9+z9IW6kwuincDThwxRpvSdBvOR0/XCZvBMJiUlXynRnmuhavLM+YjqCT60VMTPH58yTIVrt/sWUpmmQsOoaaEW+sSBXGBlDNzWlhyMrZDtoWgVmMBlbLGRX6xtpxbxPKDReehwTOYSW+t632uMQ8ag2ZFyJvRnckP5GTyeYp4t2e052j/X9svpykGcqJjnhbj0+SCdqkHtEVSCqhbHRjbtWL9FtqFMVM5RVzSgGRXcTGiniYFFVwM3O1v8J1HBULnCb23+FNnYOGaxEkDpJyzWUEXB7ro8CidOC6HDY+GLZc18yV9y7N0x5kkugzLsbAsgePhI66eJ+L5FUUck9sypYWkGSeQpTCJ0mHJHWiluGIMpZTQXKnBdP6m3S84583rSO0YjiFwu9ywG3bGJNIZIRHmPeehsJNLkI4yH3m2uSLgmHKm+h50ROQxPszE+pqNnHHUHhHfmCWBQsIAfbtGnw89xyVRU2XGjPmcVIY+siwJkcq8TKgaU+zt7RuuNo/t+uYglwVNRqn1GMgd+55pPyHVMbh2fBSjUYt4kxAjpOx4+Wrmtg/UwbONcPnBV7isPd38ho//3y9+oufNT3sToGtxu877Bv4EcrXKqGIeEplKcRZlapRzGxQ4CU3DX1sRYmChUyGT7D5VzCnKkVTYz4nbY2apUMRbIxH7lgBmwxgXjHV7WI4mrRIlq0G2PkTUe0LXkxSki2YMibJfZsaxw28C/c5DVwld5eoiEDcg5dBkbY7sI+fvvk+IhY47LvNLPv6Df8w7x3e4iu/yVs946Qvu6YYlZWIv+CBMc2HcRfbHya4XDvo4UKYF6R3kQpGCH3qKQKJynDNhDOzTkdALcWOTUR8dc0l0MTAfM0kT4j2Huxv6cSQMyvL6iIsV8TaRDyMs7Nmd9xzuLCEJWdhPd7joKQvEcaDfblCB2Fi1Szqy399wON7RdR5JC1IVLQXnlblMVJdRKuTCZjsSfDzJaUsp5JyInTGAfAxMywKq5FwQUca+o+9HvI/s94cGLCU0K9FFhnHDZhy4vc6kY6LznbkORscmjMSQTFovZlZMUaQ29N9Kf8BR1TXpCWibxq6pqp8bareL/wmg/AJtpVQOh4XgJzp/w9h7glfOdhtLLFyjntvatqbNWjFRCBHG0NERiUNH7DuG7cZMVztP8Y65moeIpRzCUqAWh4ZALglXK65JfoqYPxRigxHvQbzFC+eiliRWzRfT99bg5WLHtHkQ7QjXLynFwPVKYCkFX612yllY0kzuEplEwtYpxbPhkUmryzWTFmKcOZczwCRhZicg1v1oSwczgTbmAzRjoM8BGw8mnKwrvQONwDnwBOEK4Qr0DNUIsoJJtJm9x7sRp+bjk6UyS2Wi4usZIfcEv0H9yFQdS104cmAWYSkLS1nIOFzsTfaNGeVWKaRkUmMVpWNg8Z6+E7ZnoJMn74UyeKZbJdVCcFbfpKTMc+WIMcbMcFkI0SEpsMyLmXjnQkqJ0qLYje3Z0kFjbBJ8PQ3a0pLQasb70lJiVCF2Fa1CdmprBk1y1Lxj1tolut5YQj5QW4ItK4vZe5TUGNVfvJp2NT9em+rTSFMfVqHwwMXHek1t/rCNEcIKAqntt4cKFrvr3q/sBPy0l3xABFpf4Ede74cpj7oyf34MQ0k/d/HkHvBpE9gT/LNKvkRPQNhqg7CaPIu3Y1ObrcUp6t1xGsBaLa1NStjkus2boSL3XknrvqhiFJZSUV9PoIYZU1cLxBFlDbDw6ujo0KL0oyfrhJdiZs9itaPXgteMl4zXwiCOEcfc6s7a9qhX31KyHF4KLbOSqsbCsZ662SS0r8RcgVbwp7RHGPSzwkPWozR5XzUJM1Wp6pqMeR1qSLvug9PV8PsE9d0fH9WAW2n+lvIABKpidfSDI3c9bE6/f/4Z//nbzwT4szaDJy2i2I4Q504yEVSbSzoG/kjGNJc0hpCadtNbg6jSzHijyb2MUitmyBjbOpMEdUqWjESPdGLoZpfQfoFxRDppTZwgY0E3ittEsgj7Gc4eK3WuFB/JMjJjhlghFPpeGVwi6ZGb68iu23AVX7P/wT9kd6FUfQL9M5Cn5rujdsIVVYIYWJK9OfooSmyTNtYLkJpcxZgMZlsk4jlUZcoVF8zwa/QQZaIuibdJmKl8+vYluXufJQyM/UjUjiqFm+Mt3/roWxyHStGOCeX7+4853My4EHn09DEX9Yz97SvK1IAW39kCGB1zXSAlJCeCNwNv9UIRM9usIhyzIv2WPNv7LUWZ08zS9Oi5WlFdqvLk6pyqwv5uZrjouby64Ld+6/d5snlEh+N6gYsefunr7/Nbv/U97o4Hao6oJvq+4+LqirtXr7h6vOX5MwMNU81sh8j19YTmyvnY8+zZDtSQ6WEbyHeV3a7j9m1g7LccbhcWKeTizFPpJGkziVMfTfojzp1i0Gsp1GJeOGWaKWV19fpibQ+N5FY5yXr7WsTGGEnJLrgmmbLLprYVzgzd6ynufV3UTqbQrIbOD17zAar9cLYkTWam0hbXZjynzhzvTdopp3Q9i0JsryMNLPWAF2OJldzi3vV0HbHFz6LLXfQtUQoO84HNxgxoffCE4Kk1m+UQrl2s731/BMG3dMEYB/oQCSI8GrY8FsdXg/Jk+QSuv8P45BE+vMOjd7+J1ivGm5f07hXH6ftc9Y9J8oSDu4TquXMT3hWONbNoag18ZamJ1QNGtVJqJrhITgnnHXOyUNuqjiUlXt9cs9303Cx3OISzfqCUO5CBTdpwFr/MRszL4de+/ktk4NWrG66uzuGsw6CBjOfAyJadRIxma4BwUqPZIsKshcF7dkNkqUIoxlQqxSJ+g4dx7Jn2hTlP7Dbn3L2+YRs3oBHNhS54XAbvPOmwUOaFPm5xEebbI3nO7FzHNvQUrcQQyDmZ0Z4K129uGDaRs6sNMveUJhN85+ce8f2//clP9Lz509icmLeDOI8PsQE1lYIjq5rkTYWiZqR8IpyraeyN9WYgmcq9zJIGyIrSqOEdKSuHuXCYEypju+5bg4XYUKZiEe+51hb7aiCveI/EgIsd1SmEDglCHCNzWUiaGLrIPh2JNVFyz6NdpB89wUM6JvwAoTvj7WFpzWzgTB07P3CVhd/73d/gydmXuXxU+dZHlaf/07/At+ZrDt1AcYFpqkzVZM7jtiNpoqoxcLb9lmlZ6Lcdw85qBd9ZQz3lmZJm+k3k8rwnTZa4s5RM6G3t9b1QnTIdDnSbwRiBXjnMN8z5QIgQfaDETL8177AyV14te4pOqCt4In4T6bvRzJgRjvuJlAtLOVD8EddlSs3M84IrlS44Sq7GZhZBfGeGrN6ug4ejefqEZjycc6Hve4t9n2YOx8kYQp3VSPOyoF6phno3Saa3egnh5q6gVen6wHLI1LQQgWETqE4oxVrsVCrRO8RoHpbBVJWSlVwsutZkhS0s4DQ1tWPSfB/uhwDlC7Zseu8Z+p4YAtuzLf3Y4yioUxy2vkg776R5VYoIse9RGVm0UAWqc3RDIPaC653tYw+HUvFZ6b3jOCdytkFpH4XqHYt6A3O9NBmTCUBdW6NELHlGEEQd5lPRas9ecGG1shTOznZ8EN7nj773+41RAmDrXinKPCcOdzNjdOTNOYWJgmfRTFJllA2DvIOPA04nYvNayBWid6zeKfcMH8vXMlvVhDl/TQgzyGKPs8K/ycZ60A3CDtgY656WWc9iLMSSyWWi67YECdZcuYK0FC/o2cqW8/gMLyN34kgycV3fsvCWGc+h3DHnbCm80lG6lgna6pZSc7M9UMsMMUII4yC4S085dOiUuXtjvoM1O4YALthQe5mVWjIhKDEak0sRStF7s/5Sqdl878ToIjjMe0SdTZ6qVnIplJyoJd1baATffGEcqqkdAwD3yXpuVUE41+K/5VT3efE21PSe0C3odDwBTV+k7eHgT5ETjmKErDbgbPtlZc2cHoDdvgK1wgPfyQcD0dMeORk/32+r346016cF+shqk9CYMp977Qfv/fMcnvX29dr5Q/dJk1O1tf7Evm+ECwN+DFRagYOqalTD1seUdp0uhjAZY60q6td+VdBigxQLl6isk9eKXffVWbhPoVADIBXxp2Lf6kixelBQOjyxBrNFGDZclzd4rwRXcZoRspk5U0zuRSFoxks0N1xZoTSrhuyVakveqtgorAFcusI69XP7UJEmWTNPLac2qqjSWDxtnz/IeLP9uw4qVpmegNbyYDLdvvcKtVS0CD5j/l2oDWnVrr+mgpAWVrMevPdD95X88iOA0L/E9jMB/sA9gujEvn6qoYerUax9QLsY+tAhsliT2S5OWo2aLt5c/qXpkl30uAC4SHVKVUudUV+R4JEo0BWLYAzaiqZEjjM12FAhA5pnqgfpEvQ9dAPHlNkIlAAlAtUuJKEbCaMwnitJFm5f7nnXF773W7/D4y8/J9QLXD/g49fQ+i747Ynh4BogmGuicwHBYe2a4KgMzNR8RHWg70ZKzRTv2aeEpAPbfoN3G8boqFK5rZWsnk6uGDZnbFX4bE6kZaQfnjJr4Z+9/D7f+/gH1hwejnSXNoHMdByLsj0PFLcgoePoCtPtNUNUXr54aYLEalHynVuILpvmUieCZEIrQmsQtKvsc6LESgmC8yOUDrd4uj5we5wR581QywuuRj767FPGMPBnvv6UogsFx9nlBc+ebbl5K9zkHUN35MuXI//l7/4jYvyA6Ec613N+fsbWBeLlFfssLM7T99Woxz1028DoAixws0/UIpzFSNcbaweBd59v+fbvX3OYZhTYbM9IU8bHjtg7jnd3iMN8ERptntWnSj3inen3Uzbn+gfR5l+ITUC8awtAbfKre5TZOQN1TsBOtemVOHnwFCsKDroCQm2xs4uXNmf7e5T7R9HtdVFeL8zaJsKrZtqdQBecozZ3/JURpLTFSQyUsUXJUr5Ko82vDB8fAtI5ki4mq3EOCWYG7WNo1xyIvRnGr4bKsQuo2kLju2BofTVzua7r23Ru4GzYchm3PDnekT/9Dk++/g75ceLGH3nEFZkr9q5DLt+h1y1++h4f/+E/5uk3/hfc+U2jcr8kl4VtF5nJLDrbfmmAXLF6z6K6q0ncutCh5EbPL9Sq5KLcNW+Qq7ML8px5NlzxLo/RVPhwntEh8ih0bBQiytffe8roHHAAPmLOn5ARogS2zqSnRe6dA5xYPohqJjjHEB2xEzoRggqS2jSoTf+7zqRhSCV2gTfXr3m8ecRm7FmuZ3rMgHwYN1SNLMfEWd8T8aRyx/Xbt2g3cj5s6KLjdr8ntsJ3ThmdM6GDWj2380I/OrvWS/rpnks/4U3E0lmcj+CDrXFq8tLSTFsLplcvrlKLeV+ZkaDgirShpbT0PQPIais+XbCsSHWehCNVJRMQL/gw4tyA63pCN9g54127VhSWxaS/oessBrWLdl2PvUn4omM4GyAI0Y1kVzlOe7rBhhC1JiCCZD783ic8fjzw6OkTPn5dyOpY6sRmdIxyzVbf8Hf+h9/kG//e/4zv/+BDdprYvrhm+nt/nX//f/WX+cdLxw8OlmjW9ZGSlKkm4iYio/mWZc2E3tONnhAjL1+/5PLxU/7wu58Rup5u2FBr5TCZN864GQgxmJ+KwJu3R7JkqlfiGPBeeHVzRAJUX4ktwWPKmW7Tsdkp01EIfaTr7MuquYJXpINSE0IlaSUM5u2Ht2jl4D0lZWP+5AqaoCxQA2WpDONIzkeWJdGPPd45pmmhdz3b3ZklZ75+w3a3a+bCEXFQasX5wP4wETWwG3c4FzjcHXDqcBrQkhnCgBYhxkAqmemw5/VxT+4Fjh53MXI19syl0koqYJUHNMCxNl9C5N77Zy28xRqc+kAmXPlirZvD0PNLv/xNYueJQRjHjhCFGO1+33q7WlYwRfDe0w8O9TAEmHLl1ds9r65v6MaBx8/OkE5ZKnQboQ/C7RFGH0kKc6nkmtHWoOesLLUQN9HOOVfBG1MsBG8DkbUJNSUGKiaFz4dCCZmJibt8Sxwdl2cXXB9vyM2fw4eIliOVQs6Z/f6GN8Ez1EK/uaJzkUwk1h07GXEScTLjLDidzjmUIxYd1LN+00hpDbWcgBVFT02yveOA0LFGtKuoDR30iOm8QWSHamiD5IEoO1AhUhm8cKdvmOsdOWcu4iO+7L7EyGMOFCZNKIk7nZnqnkrkUCbmOZFrMMmemvwFcajz5o9WaVHZ5t9RVSlS2Ww9w/OOq22kTgv5bjbgRkwqe3nh8YsgyULqxRkLYAVufIiEEAld3/x81MCtasmpzpl0RwSkWCx08I6cE6gFp4RgAwJxjpTM0luoNnQuxuAKQYi9Q5xdw7xzuNgRvAFN3ntQR9d1dF3HkuY/zdPqJ7udpF8r0NKuQ634XPERbY9rKfB2CNYf5lmIHcft6Zq+1WqaH3oY7Xheh5fy4AGyDmAeAkg/vJ1A8R/+LHr/vu/vWO1x7U/1AYCk1qusse4PJVza2EAN0rCAm1arn4icJxYSn2MHnWwemll/bfvMZrLW5KpTcM2k2pnUy2Pyp0DAZWHDhlFGRKDvPIsuSJmJHmM1NrDIayJKocPAIC2ZLjgDp6WSCY05WqyL1mosoCbi4sTnqSd8pa1SVietMi5sjfKsHML7v3XibABc7bxUJ6e1i3WftV2mxSS19ufmfQcm/XVtzdPWi6hrf+OaK5pyv//b93v68V8RhP2ZAH+MWmgKPu88gl30gjevjJMRFtKS8NaTzJzR8Y1N4F07kAMSTBfg1g7INcPF4O9782AH9UrBtAjMSo2FGgrJZXJwRA/aF3I4ot1M2A4kJ9ymhXdG0NmhTvEuEaVDKZQZ/CKkt6/4oHc86yb+zF/4ZdI8cDecM/XKUZ9Q3Jkl9Ggh0JrnktFgqGSPcKyLmboqVGZ8SHg8WqtNAMctEoDQkfFkNQd1SIyh5+000/cjowY8icebD9huhEpm5AYeDZC3fP8Hn9EdIXYOPe9IGrjdJ2KaLb72vGd0jmeP3mcLfPPsOd4tdGyIMoIcQQ/0FIQ7IhOgLMWi3CcV3h4Lh0W4O05MxXOzV9ItZAnECvs643yP6gJ1wXeZzcUZhxvHUiZujo4P3n/CnBypeH7nWx/xa7+wY9w5/sp/8h/w//3rv0/0PbvtGcHBboyMVwNExQXQKpw98nz47Vd85YMn+EWYlpndZeTty4W31wukyuOzge0FfPZRIPYj47hws9yCZlwMBBVjIvQ93ild31Frts+7JILv6GJgtzvn7u66ocqV1JgXX5htbQRbms/635LN22I9d81AtBUHNE2/rmCXNHDHLlOCnZOrt4893hItgNNFc8XrWSVf7ZxH7i+srhnTqXPN+6sBQrVakolIi5JsL9QWLXGr/KveX6TVDA6dN0agb9cLFcV3ntvDDSE6aqM6OxfJNZPyDC3RL5eMEyFGb147zjEMG3yINg3ejFxsL9lUz6Og1BQRecyLu7doUt599ohJF/7G936TX/vg1+hly9l4zq/83Nd4RWJkw048z/on9NzxmtvTdwSKx7PkpaUl1hbPWgjBYubXSZWIkGoljh15PhBjR4yRc7/F49nrnk2M1NhzwBGYScstl92W2EXzesi3VL22hJNwyaKOSKaz3FJybUZ2YqaRXguVQh8DY3EcAL8Uuq6D7ICFlDJDOCNJodRMP3bc3t1xnA/4CF0f0SqUVPECwzii1ZGngquVzXZDr7B/+YaI8uydZyzX12w2I1UTEmBOmf1dZrvtqD7w8nDgHYnU/tVP6ST66WwilgwkPqLOoxJMqiOVrI6sBqRXzMi8akv7qoJUIYgznXo7r6K3mG6tCs6fEijUe0p1LFWN8OwdIQ4QBmI34mLXDCIhlcy8zO2QFHIt9MNA6HuGviOMA9J7sti60A8d4pScE7urc4pUYlSqzhynO+4mJW46urHjxTW82kM/eIZhYNdnLkl86+/9A77+5/99fufFD7g5e8Lj7XOe63t8+PIfcza/4ue7d1lC5RWeaTGpMaH5cGmjb+dCCB14x34+srvY8uFHr1jy0hLoZi4vtzjxljYKOAd3+yN9HFBnDKHNdsOwG3jx4iXvPHlEDcrmYsPh+o6lKNuLKzbnOz59XanJrmXd0JHSwtn5JRULuVjlGsMm8Or1K7QWS/cqhel4oOZEH3uoQkoL0Vfz/okbDvs9pU6I89SppfrEjlIK1zfXoHB2fk7sIrVUlmUx5uY84xR6P6Dec3c4okUhQ3SRQGXsNjg140opxviUOFCOdyxz5mY+4JYjdTeyjZGNd3Temb/FaeppDbJ5/9jv5eRHpSYfVGOhSGsYvmCuInjv2O1GsxHQwqKVXIW31xPj0BG9yY5KSuR5sQXQCZu6ZXcRkQCffbLnn37rD7k7TPTjyOP3nvLk3SvC2DG/LWQxNl8/BIgwbB2bvuNYISkNAHYspeIS9BuP68wGARVygmOuzAX2KZNEqVHQkqEr+BHEKV2MpLLw9OkT5pcLh7TQOcG52tgtQsoL01y5uS3IcksoN3S7K87kEu/OGOhtqi8B9Mg83TAMPU3c0JpRtYPqlPJl/wwidDZMU29sHzG5l2iTjLGg3IFktDEDrHpwCB2qA05i+91Afi9mmB9z5ZIN57LBa6SoJ4ow11tmyUyyoFqZdW7T98zxeINWjwyRTjYIsbF+zc8u14zzsTFrzMfDR2G7Ex4/OSPfZfJdYtSOzRgJURijIAvE6vHV2BcWOBGRlijqWr0lYt5+K5ND1oFbq33MuL+2mtTRxUjf9/iup1Srm1KGUoxZZP8qiCOsvlyNxbE2l9LqrlKs1tlsNkzzgX81vsHPxqanWvTz2+oDKayq0wePO3kqPfi8jT0HoJ+7SkljfDS854STtDW1PYeT1dC+ATdO7tGHlfXww9uDN/35fv8ByvQAeDixRR7+aRu+2jrtTuz51SpBxIaoq12CMfbdPdDjVqBMTvJpWi1efet2pIG27fMXZ2wfcaBSm0+mAzXwR1TxjRHTuZ5zf972eyWXhWY/hJDpmp+PJ+M046lEqXSAaCGo4sgEdS0ESe36IVZ7OO4lkoCxg8Q+nDlgGuy18oFcG2W2d9zOa/veSnvsyrgv0vx/2mB47V+cs7qrAFKLPU8LxnHty6lifpyn/XySo3HPS5IHB8H918sPe0H9cf6q6/YzAf6AEVKl0RzXzXv7gsBMkgwJN+NDaZQqJ655E2DFDjZjciJmvui8DRacNXziscklRu1WV1m0MAbXjJ8FiWYK7QfBjVC9ot1C6iZktEWxeOHTN2/5xe4dUMG7TOQOVHjyeIfkzPGTFzw5fMjtx7/N2dc/wG/e5fvfOfD0l3+Z5Eb2RPJ6LVHFi7ZpiGNSZakmUepChLJQJHO3v8OVmb57wzRX4tmXEQqL7rktRiN72l+w1DuK3tDJlk8+/Aie/xw3y56h7Hn89EuW0FH27PyeC1/4uedfonvvV+k4540u/PUXf5+PP/4ez66+Rv9Hwn/8q/82IjO/9/J3eHb2hPf7xwzulqTfZeApvTxDuWZfXzC4QC4viOxBF6oqt7czl1ePeHO4YSqQupHz579Adu9x0B0ZxyzKrcLtfGR/OHB7N/H61Ws++vCfcb1/zNsC1XVcnD9Byx3LfEeaD3z6OnA5nvON9yN/f1COS+K4v+bJ08cMG4eT2iiwPbfHzM0tXDx+AtHSSjQ4JCixd3z43Td89b0n9KPw9tWRly8XPvnkDVrFGpUi1FTwBHKBoR9xTlmWIyGYv8gwDKTFGu6cl9MkczWB/qJttdbTReVe9iUnts9DNpPRkW0CJm1icm/G7k9NIe2CXBtAFLxHpdwP9uAEUoA91jlrVLWxfdaL6qlpwOQl7uT9Zb4/6zRGTrmKNkXUaoZ0fd8xa0Ix8Cp2kVmy+ahEs3xEYFkWtmcjKS8430wxa0GcEIKlFtlUzDc2Yj1R/xGboA19h0eJEvFxw8/94nNEMl+5umyTi8oNr/hO/W3eWy551L9PKTOFRHHWKWU1E8qoHVt3AW5m4shcD2QWgneEIExzQopSVei6vnlRBXKeyaXgHMzzRPCK5pkyH7n1GR8yiwrVBbwEOgZ67Xj55juM73wdNLCI8I++/9t4N/PNr3yNQz1S6gHnM5GCRyjVM4vFzzupEDy3pUJJ9N3I1kduF8UXsehLaWysYsDiNM9sY0cIniXNzI1hGMSTa6Z38VSIqtoks6oyjAPd40fs31zz6u01qRR2IeJEyWVmf5j58Huv2MYBZaHjjq9+dUd+/wvm+eMc3TCADxR1LNVRvJJTJanFkhY1/7xcaIwwj65deF39z6XNgK2ZLLaYYhNnB84kGsd5plSHC57YD+B78yBpZ2AphWWZrbhrctcwdmw2A27ocX2HBoeLBkb1Xce0TLjeM25HqlPGoUdJHKaCDz0XjzZc333KcHHJd19M1CFyOy9cXnoG9ribxDu7b/LdF1sufv7f4XDzgm9dT3z1z1zwlcfPmaZb3v7T3+C9L/0i16LEfmsNrovgHYd5ptbKuNmgCnNa8INHPMzzwu5qR4gdu7MNKSt9p6S50EXHze2tecppYakLu4stVMdxOUJo7IxNz9v9DePFmUljzjsO6chuuyFNCzkv5FoZdmdMS8GpYzcG1GdrrNThg5KzUevTcqT3AsHO8VybtLoG+tHhWzMY/Ni8fireRRt+VeiGDifemrhqnYnznsPhgCgMcQCswZPqiK5DxZK6gvdMxwWqWGytOrx6vAvEYcMQlLNOuNpGdr0QW+TumsSqrAoIaR4jBvpUvWd5rzNXhZOthq04X6x1U1XpB0+qhf1x5u3tDbkW9vsD2+2Gy7MzOgc1L9S8QKnG4AsDEiMk5eNPb/jeR2+J/Zb9krmdX/CDT6/RKNTguXzyDrHv8CETRrhyPbud43wUjkXJAnMCp84C06eKVyDbunfMmf28sM+JhYr2Ho/DR1u1xTnGoaePkbtlz2a75aKeM796hahQcnnQiFgN4B2kcuB2rryMB7J7TZVrYnyPMwmUPOElczE8JrTAZuiaj19rFFkwiVcyoEZy656jPZYA2p0m8TbdSaAH0PaeGt1XRKglMM8L42aLEskUFvaoVFBPxBLrzFC2UqWyrxMLmeIha7WmUGFOM6kYKFbKTM6JPjrERUSErjPwZNyE1ly3obVWtDhKgsePR2T27F/eMWhk10X6DnwxyY/P2uwEHOpbg1kVp4Lznq6Pxgao1r7ZZ8xWSzV5/Sp1E5ltMMdDjxVOrN+UtBk6O3JWM3kuZl5sAC2YzYRCbf5hTd7vRdn0A1+0cxP4kbdsH/OeOfMjmMsDWdR6bZKWd277yFgu964Oqw/QPQCyMoFsaGqvqk1u91De9Tnvnofvs9F21vcgIvfP/fCD/TDjpJW99jHcg5qaU9JXQ1lwEqgtBlv1/n2sp+ealr16bVapVFnr8vbeDbFvBtB68g1q1Ba0pXC5NYQJwZl7HKIFr5Ezt2OUnj3XVJ+hFpzT5vNjvmCOgtNKJxApdGLBJz4IaMJVq3dDG3ClkvGha4CZ9RqBgJ5Qg7WTqI3Xo4hWvAQLVOK+13DrGkVtCF/jDK37V7hn77TeQ1UsQOYElNl5dmLIN5k9VREv92iPk8Zs/DHbA4wP/sWAz8PtZwP8EUNcVyqsOCNWee9YU1tqNb2ec5UYpMUmy1q9Gsij5n9gCNp6wNk/dUCA4isamsbPCy5W3FDI3qRI4gV1GRf3LHJGdi26PTiq7zmmmTAoV+9e8IMXH/Fm/1WqKwRXuLwEda8oJXFMwqHcIXPm6flX+If/wx/wla+fcaznzJ8d2X71iirKIVfAEs5wFRVLJjvmCalKmRcebc9wPnK7zFxf3yDTnsvHO14dM7tHnogj6sggjuOSKD3s0w1FX7AdHT/31XcpwRM252zdOQuCV2GeHNvdJT0bAp5IRMrC27cfU5IlxGgW/uLX/ixDAfGRpxfvNPBsINRM0As6v8Vpj5dzBudQPaLyHjH4dmIp5886ALZPlKKeQuDIhjvtiGoxnwJEqUSU82HkQh2/9Pxdvv/OFY+ff8ARR0l7vvcHf8Cn/+xDIpGvvvcOx1ev4NkjDkXZH3/A1RN4NIwMfuLs0c9RklAWx+YMpOv43odvSLrlsJ95tr1A1HGczCMp9sq49bx6tefD3zvw2Q9uGTYXUBzzYY9qZTP2zIcjMQY8rgGSJgHo+5HD4WgXXGcTMdV6KpJi7P6NnGJ/0u2hwXNdzci8Mz1vKW1a4JqJcz0tQFVro5SadMz8gFYAyNB+a01viXgAAQAASURBVEX19P8nun9Dv1fWz2redlqI5eFis9JWVzS/AUOyuglI8/6x56sUS1/zBhKrVMQLIYY2/bH3aMltjSHkIZXFFjDM4V+l2nEQA5ZcYE25qlHrYx/w0aRMY7+l63ZENvT0DG2+dDtNXH/6bX7lK++RmfnOq9/ny5unfPTi2/zql77EUj2zBqoLJM3M5cBtfcudHplDRV1o5bex+eY0k8uC95V53mON+YKqckiZaZpBpPlSLRAcNWfeLpm8GdjzhgHhDZlRKr06tghbn/jo9Wds/UjoBninUrzj99If4r1Ryzt6BiIRh/eZqotNatThJbJQ8DWjZcZJTx8DekjUCrELBJ8aU0E4ToniC5vdhtsX1/RDJLuER4hdx3SY2LoNIXoDF+qMqBldDrHn8vIRn718Qew6QhdZUiYtJim4vXlLkkjXefKm8oMLgf/ol+H/9qd6Wv2JNueEYTOQ1VFyi2t3HnXrxKq2rBoDd4oWGzawelQYq8K1kZNU88YqakRndYDYfG1OmeOcWbLiYmdMttgjPrS/yYh4+q4jaZuidREfQmPvmpSrFKEugus9qRQIypyPDIw47zgse4om1BUkeuai+NhRVFmqY6nCVITbeeF8uOXb3/8u3AQ+nF7wwS++zxweUzav+EF+xe08cNF1bL76Ph/Pt0hnho9n2y1ubsaWXQ/iqQrzkm3N8sJ+f8fTd54yLRMxOt5cv0YRor+k5Jm7aWZNNFumOyoJ1DH0I4pw3u2YcmGpiTCYTLHfRdRb6p66gTkvdBvBhY5pXnBO6MST65H9dAMIQSMhWopT6AOhO0Oa74c6qCVZZV88VTPONbDHB/rYGUtJDcxxzpFzgZwJoTN2dQgG5nWdNTPqjCKvJqxZlkzA08WOnCq6KNEFVt+KlDLrwZRqYUHIvcONHX2I+FKRXE6GohSTpNo6sZo506qEdYjgHjQwawX8xWIXiBOWlLndH/joxQve3Nyyn2fmZWEzjHz1g8i2Dxxvr+m8ed84FVIpTAvMU+Ht9a1J49QSXD97+ZrqTFKrXcd+gifP3uX8YoNWmI8gd0oHBlpUC9qoCHNp1/1g62bSylIzSy1kl6kdLY3S0W0jcXTQ2eCzeqWTTHCBzXbkqp5zPByY52QeU0Fs7aOyLDP94MgkDvlA0T3qj2yi8G69Is93XMahHZerZ4/QTKWAgsiEcoelez1gAalgLUuk5VvSnInsflkaQ2jfeiKrLMTDsOmp7ClinpeJIxOJWZVJM2/1DRfcUYpwdJ5FFnKrEbyPBB04sJhXldoAMJDR3gZGu+0ZU5mRXBg7bwOgdfDU5ECInnyudruOrX9EmCHmSozgZ/s4ThxQKFXBOeYlcdgbO7frAyGc0fVNrgOgJi13q8yoSYZyqc0kOiNutiFVtetNVWWZF+ZFSRkOxxkfIqME+t5RivUka8ZqsQg4Uk0tLt72b9d11od9oba127DtfuD4ecDlJNX5obZb1r9f/+YE6NyDKqcfTlLFBzc9fJHmCbR6Y37u73/kbd+/D/mh3x9uerrrwWdcP9qDt7NCXfLgMQ3POv13HbBWZ8CPYOwgWANV5FQrW72w7k893Xf/nFZXezMTQzx4Mc9UWTmA6vEEBgY0W7Jh0gmR0oyWje3jKXRAJ9Ap9OKImnGSCBSqJLxYFRRWlpFIi4gPlJrwzlOlNFGAEFAbqtL6VjW/ThuO2fdjzB9pTCBnptGtDpDGVJUG+JwoQvV+31rAhoGpZuDclAn1XnJnnkJ6v8/g1A/98Wfaif/zYLX856+ZPxPgzyolMaqiRzFTwdB7UlrIy0ypmXHYUPJE9IFTllU72OpKs3K+yTwKBHBRbFIiGOXMZzQEm9p7hVAJg5rnQ4DiBIJSQ6KEhHYD6oQlO8Sf0Q3n/OIvP+ODr3/jxBZhOhKHQOwV8Ym0HNDNOXPa8Ko85dPvfsx49g0+uQ24zQXPLh6ZM3oVohgQlcUziQVsgrQJnBJiD2rk1+IHHj99n8MnH1HDI66eP+KTcmTIwvNuR3Aw7jbMZAhwe3zLNkV6eUR0UKrjbkoQBF89N58V3vGPSLEyBhot98DiMyrBWDEIx1ragZvp/cD3337M06vHOBVEDMwIknA4ikQcDjhH2ZIrNmGRGcHw1hlYCCQ2JAxsy9qc2eueTmAcztiNI8eaef7el5lV2FDwutCfd3zzG8/RccvwzrskdYgTbnPh13/9ayya+YX3zhlcz4s3t/zNv/0PkOL44P1H7M4uWJLnePR8+L3v8KW/9D/i1cs9n3z0ml/8ha/wC7/4jBcf3vGH/+QWVzb4cE4uHk1K358hoVBm+yxaMyqRnAvD0LOkGa22IHpvx65RdKUlLTmc+B97Dvxsb/U0vYV7IGgFSdZF8DSNUE4FiNBMoYWWEMEK4bACNK2PMArpA+01bTKwsnvWPzktem3CYHJPMxZHaKbPer+ArQbQbfGpouaLosZOSNVkls6bD0IqllQX+w7x2HGthdAFcCbf850ndgHJxSa2KPOS8CGauXMfiNHTDT2xN8r10G/o2OHozTNAZr734e/z/L1nDN0dS/oOk4Pz6Pm3d7/K8Wj7b6FDY89eKslXqiuUmsj1yFSPTPvCkqFK4TjfNkq3UdtzNo+fkhOIp+QCpRJiJIbV7LfSdRGtidvjDX1nrICpzLwtR6CQ80IsBV8melcYu2Dxmz5xNgQ2LtB3G3oZeCRbNvQWpihHOhY8HjQzOGUMwkErUheC83RBmB0E79iMG5ap4n1HjNqSv3rGzYaUEkt2BAQfBrKrpJzwVYlqBn7LvDC4QMnKOG54MgzsD3tubm/p+hHVgHdWRDgxac0k8NFm5Nv5Z2I5/JfeUk5m4lkdNVuyZV0qhUB1SqaY/EOFrK0ZrG3O1KaIHiXgoMjJ8yoVyLU2o+jMlDNvbyYOUwbfE7vBrN6KJc+4JvmylDwhSCB6DzFQgwE/OReqJkowdlIplUwhuwoBskssZSFsPONZIA4Dboy8vj0iksjAUoR9hbk4bnMihcLVV56Qt5734rv8jf/mN/ksHfjgSeLPfu2cvR+4lYi7uEQdhP2eUq9Bhc0YmUtlGwOpGCC21EIMnsN8ZNgGVBJVZ5Nke0vDEp242gxcHxe6GIgxcNzfcnmxY54SITr2dwc22y05zbgIZ5c7Sra0nO32zBomqfiu0l9F8pSIczZBynFhOSSePAqUlOhDx/Gw58llQDWQcmSaC9e3e3COktQMIyWwzEdynXGuIzDYNa4UutCb9LI6vAvgHCEGUspmDFsyYz+YlDw1YKlY3DRivjQpJZbjwuAHtCpFM5rBVSGlRE4TSzqSXGWQC3qB8Xxsx4ag6ts12aaklvaITcwBwdjbZi7u76/xJ9+fL5bwSxCmaebmds/LV295e3PLm9s7FGF8fkYIQ2O89mbwGwTfRRClaCFlGySMGwNXilYeP77gdjqQVQmbLYJwd3tL1wW2fYcilATzBBKFUk3Ss6gyp9xYuQYkpgpzUbIUwkbYnvVsH490F54wOgjCrJkiStLKbjjjCU+YbvfsvSN4IVk28YrZUL2BjLUKKRdSTUDhVVn4JI903rMJSvStuVolM+sQhxm4A70BbkFmTlIaaa4b6g34kZ62uGOMoBUU8qyrJtpGQZIpeIoIx5LZa+HoA0eEozoOLjPlT9n6V2zdwEJhYs/CwQITvEkm56VQ1JnciwjaBGsixOApsQNMyuq9sQ1W6ZBg/YdiUjkQvLMEQqdCMX9dYxRpPZn0esMGbFCzzJSamDcjoQst+dCQ09XLpWoz6G21FQ34neeEiPkSDSFSSyGXypIyc6ocp4lx9NQKuRiDwfsAWowhXTIlLaQlnc5JEcVH/8XzscQGlbbds6FOnXWrYe+vQXwOnGkPAtZBZbtlBfmgsRgUtLl+N++fFQ9qha091mn7Aus94sT96z9s+E8yqgdv7/R+tB0P60D09DQPQKD1QGmF+70qZq2R759POfk2n34+1eMN4NBWV6/PY6wgPb2dlXm/soVETld7AxeFE/BDhU46NrLlZn/DdjgnlSNZJyQUQoN8jalXcLUwOs9OhJGFToqFHdQFJ5noWki7KqUFI9mAJFgYFBXUWOr28u7k4+MUohihxD8EvLBz2qmdyw6HFws0EOz8ldrIJlUaNu3aMXRvrq2t71mZQcYIsr9d+5+TofSDw2plCf0ow+fe+Pm0Uv4L5iU/E9WuiIECAUDMLVucaZmHYeDt6zucZqK3mLdxDHhviCHeU5DTDq1ghWdQGyBFUPMoa9StZj4ahOwKokJwI0RHCfb4Ij3VPcIPZ5Tg2s4f8KJ4OefJs0s+/dYf8o1f+CrjNqI3thj1OBwDr14n/tG3f5+n7z/mm1/6CmfvfoVzyTiF6gbCGElSCU5MeaiOPYpZzFVEIVRHaLpdqHhg8B1BHLt3PiD3HYlAnjOh3zKttENnimb1F+TpEX/w+9/lz33tnHk4Mu8Ly/Ud4fEV6gfOtjs++/iaJ1+9pKC8mg+MMbI5f8qy/z5LrUwCr8fKp3LkigOvXnyH6zevWS7eZfSVwAGvEyJvWUiobPDyHkpvwI5A5Zrr8i3u7l4SQo/bbElc0svXUV045k85FM+ue4pTo9AWNfmbo2tJIQWc4uLI5t338dVkKYpFbCtwmGfe//L7fPjRpzx+9zlbES4vK4/+t7+GQ/j273yH3/z7f4dD2fJLv/Jv8Rf+/DepTvnsJtENZ3z2WeK7v/cJ159l6tTT6YzTnrJg9HbxjJ1wnCdr4Bu9NsaeUgrbzbmZh2YDfVQttQFgWfLpWP8ibWbGvF5O3OcuOj+8qKy02dNEwVtqBLWeipN1O7F7WgGzotUnE+iTBtqdfj/RXFcqpcgpcQA1+cCKrJ80x+LaBELA2+cptVCxwqViE3QVM7jNtVCdGZ/64EklIdEAWvFyen/2/dZ7T7JGI40x4oIjdpFuiHQx0IWOvtvS+S0DkY5AIXNTJh5dBTr5lPfe3dDrwk7gyfkZ1+lT3t2+z8sXH3Mte/pHT7gl84IbPlo+5bPjG2qEuSwsy7EVpwvaUlwO05EQIs55uhib/MNTq6OPA8MwIM2kLuUDJc/k2iKiRYm1kPcTwQdEbIq5GRyOSPQVyYm7w4HN1nF7PLB4oatHtmHL4fgZF33HEDyb0DE4AZ3oKAwoo0AvStBMdMrYRVLyxDBwPE7My0TA0/cdRSvLfmGQnooypwS5Mm5Hk1nOCcUZg8Eph2Uxc1OpSGhkYt+zzIlXL1/ju47oA655KihCzRHJkf/6//lPfkpn0U9nCyG278aZLj6BCz3I0hgCltCRMelCqkKq7tR0UyGKAYC1iCXgBCEVIRVlyoUpFY5T5vaYyRqI/UDsRyqB0A+2/xo7FxHmmplTMgPpkllysfPKQyKbWewQWDRDBI2Cd4H98WiC/uq5vjsS60TyR8ato+src1WOKXObKscy8+hRx0THeNHzG//d3+DX/93/lMf/1i9w4yc0fsZmdPzeXknjDk/mjIVH24G3x1smd8vIhsEPpFoQ71GBi13HYZ7ogzJuR65v37LpHc5VLjYjoAwSCK6yHS1ZcH+4ZrcN5Hzk7Hzk9es3hC7ivElCt7uBgCNr5ex8x/WbPdt+g5bMduOZ9m/ZjLd86bEyOmXXP8NzRidHgp/xkpmXiTF6KCNTPefWdXx8W/j45czLFzfMt4n5OhHjBud6cs6W2uTlJPlyPlCrMaPn2SgG8zRTS6XvB5ZlOUW6exzDMEA1L4RcMksqpCmBr4xxZJkTUiHgkJxhmenFGNo3Nzd0urAJinaWbigt0cK5QHDmpmDXfG1rgz91NOI8Jz+4Ewv0i8X8qbVyc7tnnhdqrhz2B5wKT5484fk777IZRqIo3W6Hk4KXSj8OxCGCs4bi4uKMKkq/GTg7O+e4zHz3o49QF/HdSBHHZggMg+LcjODxEleiLN7BGCGY7oC5RPPeQAjO4Trw/chwGdg89oxXjhjhKLBgaVJrDDNqc49YAlIqIpVxMzDnI1WzsWM8IJUlV2rxiDq6LtAH4Wa55q7vuYiXtnYTTv/sKJgR3gAvgRtgssa5TcBZrVjFAQOqm/b3gjF/TBIGG3uMAprReoeGhQoc6sSdKndVmFzPHZEDgWOoHOcjvn6HR86jesaRA4UjTqsxAdQsJpyPlGzroJMeL8GuvwoxhJPc3fr9Vg+14sZkYZEazIA/VZDq8SqUAnMu9GKm+c5DzfbPhQ7VvZkvt1pI6wqewQnLVwvOqJUGTJnHSa1KWUwCoy4Ts4HCaVk4HhdSMYnZcZpZypGsHd0Q6PrYWEgmp16WwjInSrHk0Bi8MZW+kODPCaX5nL3A/f3r3T907VlRlwboGFvlx1ybHnznD6VZxqNqte3KLDrVu8Ia5f65d/OjeNDnXuZHf7n/Psz7dX2NE0r1+c/hBMS8s+6Tcu/lYJ/7WRrTZVXTrNIm7tkt9pys+JL14c6kTE7AtwGvOyFhesKszvwln9295JHvcV4p+Qiy4BrzJ6hBvB3K6ASpM6oV78FpBhacy6B15e8QELKamihrwatRLPzKNmLlt7WU1JbsFSWStdKJJ2nCxGmmQFq/ITOJtuexz2a1hJN66jva0ne/3q3AGNIS9TD5l7TLW20yy/a9Cfdg2vrV/TAMee8pxQkEWv/mj9t+JsAfWK/X9r+uC3gRxt4iSqlnXF+/4fbmNYf9Ld5Fpurou6GZxDoIFrGtIhB8Q/sNIKpOzfw1gHhPEiW7gvbeknOo1CDUriGVrqO6cwgdbjBgKi0J9R1ZBrxzXDzeEaOS8sLd/hoNFxwG4WLYkZaX/PKv/DkOVL57feBLVzvO+5GAkhEzeAZWRkUpmLmmOnwzAFsNcwWHd47VaUVdoIaeu+PMbtPxdHxEABIFi8wEEEQjcohwN9NLIQwbxuj5wZs3FD0wDB5/B/nuGpae2heqznj3BIqSq+BiMNZP1/MmHRiY+ODZl3j3yZf57t1Lrt98xLtXgTeffcx77z4hnClaL3B5a1IDmQBhqS/Zlw9ZeMtGzpnSGzoRlJekuqfKG1y45K4eWKbKZy9u+epXvkkl48SmHr2L1sQQKS7YJBfXikqj611sR8p25LNPX/Dhdz7kz3z9K+yGwO79K6LA9LHwf/lr/0v+xt/9Nn/vv/+bvPjoazx+8hWuzi75lV8642/9N5/w0fcPDO4cEU/KSk0zY7ygzonDsmeuRzZhQF1PlcQ83xJjsMXzkGzKXRIhCLuzLYfDXfMl6fAumKneF2xzcs/qgfvhxBoBunr/rAW7Xf+dATClMZ6cp9Rq5sysF68VEdITmHOqXOWHLnIPFpb1ttOFTQyZr8I99bQtuurkFO+Oc+Zfgf3z0XOcJ+IQmTXjW7OMs8SvlDO5FmKI4IxpETs5GbLlbOkYuvojjG0i520xldWYEo9zHR7zVBARFuBOhOdnzxF9xcevv4tMt+Rj5umz9znbXXG7TISrK6pEPpaZ75dbvvXy+9y6A4uv7PdHDsc9jsbeAJaaLdpZHF5MZrimOfXdhvPtyNBtcARyzkzLTO+NSVNjx2E+kEpiKjMdwhg2jGOg80qoGZjJ5UjXRc4eXaIc8XT0EYLzDCJs+wHPhG+QvhLpKAiZQTwdlvQ1BMcsRrftgydVu+4PfU9J5vlWc6EfPMvNwkDEeWM77I8HnoyPKUnIx0RpRfNmu4VkBsLad5RsjILziyv2hyO6FHDFkm8EtuMWLYWxKH/1P/or/Ff/+U/pJPopbKvf1jIl0IjznmVWilhyXXUYCOSKmUCLo6habHbF4szF23S4qjFq1ZgBc4YpKXNSpgxFPeJ6+mHLZntO9eYDVDFN/JJm5rSgziR5cegJXaQe90zZ4pbVmXfWPB1wQyB0HYnMkiYSCecCg++Y08LdzQEdzhi6C6qHhLC7HLi9yejkeHso3F6eMaUDH1ztuP7t3+Qrf/ZX+bt/9Pdw755xF54zj495uQijd2yCJ7Bwvhn4ZH+HhMK2c4xuQ9LCaupYvbLpO25uXzNGx3YYqCURnELN9C2Qog9K0oUuKiF6bq5vmaaZUibEV6p6YuyMMRgCm9izn49srgaGTlne3CLpDT//7sDFuOMd8YT8mm3Z06uj1j1Ln3jrCiHMbF3lH/3GP+Lnf/nXieMO+i2b8yvOzna8+mzPTTxSpkLJMyxHqKUB1BC7jjSndg22qHfUTGCrV+Z5wjtP73vAmAfH4x5PMG9E7xljx27c0PuOu7e31vCsXj1poXOVvvN0qvR9ZOgHUs5I1xGjxzlPXgpaK9mnU2HuBDOYFU9Ra3vcmj5DXW0z+KIxf5aU+KNvf5tcKiFEPnjvPWLfc3lxyfnZFsmJ0Jmn3DgMeK/NFyaTsqVPfvmDd/lyeIezK4/3wsef3tBv3+GTF6+4Pbxhd37Jlz7Y8OTdDa4HP0ANhSoFjd6YZLXioxD6QHUd1UEqsBTIYn8zXEC/MfZeFmMM5lzYpz0+Wly8iHA+biE+J/aBj1/9gGM5cPXkApFMzkdq2TN0G8YOzgfPxRAZXLbpvPeUNLHEI0WM1Q4rB2BB9AjcINyg3DXGBFhznpuUYu0oR0RTux1Ong6yARntd8ng7xAyhQMTE5MsJN+RfeQuJ24K3BbH0gcmCbzSVyTO6CSz14VjOSJUAo4YBu66xFIXnANPwGkguq5F1wsSlWVW0lJIPpDVZHOrTMiJ6RVMCi9t8FIpE4AjVGEqhYHAlCp3r4/k/cJu2Nj5oIqIP5VNp4ZRHiYLWeFUV2DCWcJXzomiim8MexcCPgRgMeBXPXf7IyoLx8nS/3xwjJ2lBSo2QJjnmXk+4oNnHC3c5gu3PagbUfkRQAXWGlfuu+iHf3IqTNd2/sf+MeYN8+B5HrCLZK17HwBHigF4p7853f75V5CHP8n9758HBBpY8/lHsyaX3X+0BlDICvA8ZPTIyc/nnj3/EFC4f2V5ePsD4KPxgU840Loj1lhzAzYMXB7Dljvdc3u45tnj54gUFg7gjEEoVMwwxP5JNaPnIMb381qN2qELThSabTMoUcznTNUhZEJbx724hk9VCmKpmo2llanNDsWbxNM6c1ZOjgFI5pHopLbnUbxTq0dlTeu652udCF8Ntmh2Yqc+aN1L9yBRvT9+3Oe//fvj4x75WQ8n/dwL/fjtZwP8EWyC3naO946hC/RDj5Yj129f8Zu/8T8wH4+UWrm4eMw3f/UvmERKYDWndDE2X5Dm8dF8PFajqeoElUqSSnZrJGak+AJRKc4WyoInS+KYF47FiiHfO/7g08oNGTnc8Pr6U8b+wP428eydJwznG6JTkMKvfO2Cf/LyBf/9P/wuLjge/8Vfxg+WEFURLIvA4uMWV0ACCvjqbBoghmSKQhDhTu3AHIwLinOO826gsz2Gzb796fjRolxI5OriER8/ckzuFcJzkhfc8x6JR6brl+y/84oQOqY7IR/2PNo9xi2Vtzd37G8npqWQVVnmidu7A0NUGDd8/PqWD7fw4nLLD0LEvfM1vlsW5us7Xt/+Ad//9n9nBTALeKN4a53JkslAmqHzH7GU3yW7Sn/uGfpzprny7jvvc3HxiBevv8f5oLy3OaNzQtGASIcjoHiSGB02inkHBAKxFtQ5Ls965uMNc7olxE1rjgO/9us/TyiVm0//CX/1f/OX+Qff+gFPHl/gUuGzjyvQUavgQmDoRuayxwcQn4gDpENhO24gOYZxw6IH+u6CXDLTNJ2YFmO3ZZruuL6+BrQltCzUKjx5/PTf2Gn2r7MJDW0+FWL64J6HgM09W2ddG0/682YY+LBIWWm0qyePFTR28TMFcLu9rp5BDxDu08K2AkKcYqbVNa8SL83QXahUcjPVq9KMTj2UJjko2ES8Uux5oil6VxaQru/d2ZTIOTO59e2aVaulakmLhV+NqUPXIaHHdSMxBIJzZCqqtpDcVs9HzjPJlzi7HOjyp5zHZyzyhBcUbrvKDY5bhI/Kp3x0+JiDv+O4JJZ5ARKdt+SCmoVSCsF70pKJsaNmyKXw6NET+m6kJAH1uNLR+Z4xBmTa45xwvHuD85XoKv1upKQ9m+CJDnCVboi4OuFE6JxDysz13RuiLwy+0hmrlsyeJQqd2PsLDHgNOJTeyLr0gMsWTd2FLduhoxLx1WQ0m03gs0+vKV7o44BkS13Ls+mxfQgcDwcmNzKE3kz8VViWhdEHJJuXSRThuMxYKlaPmxJUAz/ECzIKmQWnwq6rPOnf/jRPpZ/4pqos04x30WR12RokdQ7FjMjNSE+gaJNIerTYMR29BxfM0Hz1HahKrp5cK3NSjkthWgpFI94HisLdcUJdsqcMZrBeW+MuzuOCRave3N5yO+3pt72tVN4RB4sJPpaZVGfc4K0Q8wbg7vd7sihhO3B7WBiWynk3cnuYcF1g0SN4xxI2fHpciB8dubhROnnB93/7r/PkSx3TO1/lW/kJb2qHHwx4WMqEivLM7bhbJnwQ6nIkdIHBdWSgiOC8sNTE0/NzKoXDdNsKS8/oI4HCoR7bQKaw7SNvb9/SBc80z1xdbVEJjJsNx/3C2eNz6lTw4hguz1CfuXvzGRe68PXHhaebV5TUcx7PuUyOz/7h3+H46oa7lPjF//iv8Gp4ytG/S3ELP//rX8PpgV7ueBQ7Bq+Ed3oKFYkDd28OpL2YvL2adJ6qTNNkzUBV5rRYelauxNDjnMMHR82VKU0WsyuewfeklJjTBAWOpeKqybwCjjJnNl3PPC/0XojOM24GrobA+SCM0TPEiI8O78Tq1uApxeFrA8zbBb3WRquvgDS2KGKF+ql2/WKBPylljtNMjIHghbPdhu12y9luQ/DgROm9AYexWxsitQK/VqT3jGeefivEUQkdnD264Of0grl+mSIG4Axb8/dxnQE5xAAeFoUExvZTJauxZOcEdzPkrCZ99TYUWckCpZr31c3xDg2CSqLzEajs3IZFK5t4xjvPnnOse3AFkUJwG7RuqOVIIBG9xwEXbscowpUfGbyS6sSb+ikbiZxJD2REJ2CP6oySQGbaXNwaSV2omhGJGNunBy4QCmuohBlAjxgIVIEjdgxl8/cpR6qPdhuOTCZTmPPMXAMazng9vWDuBjpfWJyn+oqrgY5IdAO7vnDIhdRYNMF3BN8j0oxaA1i9J8yT0nVK7bFrcNukefq44KjBALhaTdIKjqHpY16/viUdMss+EdRzeWafN7TkvDTPVG9BGSH4VhsZ69n7xvbxARFjIVudZceZE7GhnBfGTW/AazEZZlFPLjNvr28Yho74KND1BhR538JzgLQsIBWRoRm1f7G2U9rXKid8UNveS8J+zN/9MZ/1xPDR+8fZj269obFw1gZfefDwH6qLf8xz/xBIZLefHvHgHrn/SdZp6AOs6v5J7VO7Bk2egJ/2z90PU/Vz962enZwGtSdDZzgBR/ak9eS5u6Ie5ovjmsUIBsCogUFOPZ++/pTQRWLwZF0osiCiZu6MsXm8VrxUovP0OPOelYpoxpFx3gAekYrpR4qpbjCmjUohiI0fZL3uYsHvxv3xeAykDc5qDhMotJh3Ma7huiL5BvI5BXNabEFUrjVOsvZJth/WPkZY96vtvyArwNaS+x7s49OX/cdiOZ+//x6g++PPzZ8J8GelSJruMAB2MXLOEWLPN37uG5bAMy+M48j27Iy7RUlG5UHFn+QjwElXJ2JFpQtCcdWoagEkOLRG5qx450hZOb65YX8UdFKGXY+mwKtPjixA6M1otRu2DNsNu53n2394w7vPv8bFueO2wFQy3glRJ6I6vr495+03nnNwR2I/sydQJZouVK0JnshUFdMjqic4QYrSOY+SUSoZOORC9I5Ii0zVQvRGQ6vVHPxqi/0MzpKWQoy8nTLu3Xe53gz0ACR2I/TiGS6uCL/2iOtj4ZN54fawcBduOE83vH71CdvtBbX0lBr49HCN29/xdsp8870NF+885Vsffpvf+exDzvoRh1LqQojK1eXI+c9/lVSOLPnANN/hxTMdIkutHHOCPjAfZ5ZUoDOGkpvesr+d+N2PPiGkQJcDX3r6iK++85zzbscvf+UDBm4R7QhcYpTWGSdHYEuqHdFZ2tY3Pvgyf+vv/m1ePD7QPxkZxKQJU92T84H/03/2f+D/8V/819zOF3z26Q1vPr3lV35+w5s3rxCXOcw3LNNEXRKdixznRCceF5XX12/YhNEkKPMRhzKOW7abHSF45nmilsp2c0YpiVwKXqDbDqRUOB7Tv6nT7F97W4uG2lAdG/pWY/x4a65MTlVPF3ltRYbzrTDR+wUO1YbXynptfHChsxtWweP6mNO/08Pa7Yh5A7V/nB6rbREzD4VcKhSltAVJvJBqRoKBQxKNEu+8A2fUz3WRc05QCjE2zx+xzy/esczzyXw+5YwLZjjfdYEYY5ucBnwzZzT73UKmMjnhtQpZOg7ugl3vCLrDMr+UA4VbJj4rr/lo/xlvl2v284Gi0pwNHN531Ao+BkJnkbybfkPwkfPxgp4NvW7Y5i3nZ5d46dr3Y4ApvadQcI8Kc7nj9f5T3s6f0XUVEUv1cOI4TgecHolRLVqzWlpYSQulVlIuxKAMXcBToEwUEkmOtmiKI7iewIbRD4xBqTd7tBuJfiAEEDGq+ZKhGwZKMk+fMe7QqOR5McBOwAfP3WFPHCKdd2iqeNeYgK7R4qsxM8OwxUeTka0ysVQzS2Po9W7gj377I379L3/9T/vU+hNvZoWq5Aq4aMdfys0A3Y5RqYILDqkLlGa+6xV8QL2tF1Ur4gPgyKqkYh5xuTjEBwOYuh5xliZTWeO3nckoxeF7Y/vQwM8+DPjRUz1I58m+olHIrtLF3sxknYIrLGkhabYo6uDNiF2V43Fhe9bz+jhx8eyCs8uOuyPc7g/sdhv40jdZVHg7fcqXvvkl3vrAt5cNr7WDMXJcZjZdx0DHpVjDezNUPp2uCd0GNFJViQwohcF5vBYEi99OJLZdb1GybqbqQu8KqTqceoIP1BiIw5a5T3jXW/S5CuPZGVorfjApzrTsyXmmqzc8v/ScbQJJO9BI0cjro3ATN/zKr/88v/vbv0NeZkI4sMiW63KGqx0dwkXvrU4ot1wMZ0xPRxCTZhx9pRyV6W5P7CIlVXrvLbIdu07VYkW0qnn5lJzx6tDqyDXTxXa+4y0c0RlnUbU0/6ZE9IGSF4vebSwgamUcB5497bnoBV/BrV692uQoIoj33FPtxVjZ0KbABviszcvaUKn+8Q3Zz+xWoaSM+kAUR+8iUQRKoe+CeTR2AXGFqlbvWdqkx4+evodofuT4ALEzFnR0kFUYBNQpndndWKBJa9y02GkkATSrBXjMjmkWlqUNPmLBRUF8pYh1e8WBDx3b3RmHtGfJM4d0yzBu6GNg22/JsbC/3VNKkxZ6TxcFV5XO92y80mtiYLbUPxc46h1QCM7St7LM5stJAhZgRplRFmqdcGIOHGhtj8ntvx1WHQSQvjW3BhaudYbFvh+BI1X3OCob1zNrxDPgZIP3nk2Awc+8WmZuCyzpiPCGGgN056CBzo1s2YE2FpwYWD7XytAH8IGMpTz5amsYam+7VMznY+UVapOGOG8ePhnqItQF6qKY/H2VZmaWObEcZ+5U2XTnjINJYVKeybMNOGqIxugJLeXLJmFtODY3zxWrw8COMygMvZnQe+8Z+pHjUhq72ZGzM5+j6tgfJ3A9XR/pa09KPV7geJwo1STFfBHBn8/NMK1oXL8nWFvm+88l4kz+uF6bVgBnBVvu3aFPt33ude7vvIdq1n79wWNcS4063fSjSM+D9ySnv1/BhHsAS07/PfFOHj7XWoojrCnb98BP8zw6SbeaHE3W2/T+vpVxwhqy5JpsjJMszAa/bTcHU+LYIWrHe1BHrIE39ZopLFz4gb55RKoW8yUUY/04LbhmrqxYb+VdBl0HoaC6WI3PeqVon0+zDXurNGWCGhO/nb+2D8zAwUk2G3np2C9HQteb3Ev1BPx4XHP9aYBU63vsc9X2k/UiKz6xAmuoUJ3gqjvto5UJu1pwnxhYjT1kfcfnDor7/7Th9uk7/5c4J/+lwB8R+S+A/zXwmar+SrvtEfBfAl8FvgP871X1jdhR958D/wlwAP6aqv7mP/f5aXi8d4iYn/e0LFRRUrE0ic3uktBnNruecdfz+pNrfL8jq0m3nDdWj0KjOgaKJpa0cHe4JTulBiFsez55sTBNB1QD2zOjRx7uZkLw+N4KpKVECIHYCdJ7NDreTHuqU8K4IW42VG+0Mi+OWqDInk1UwqHnj77zA843Ffxrgij/7ONrfum9P09H304WIatrKHMha8XjOQsOpyYPOy5HxHdsQjQj4XWHeWHOt0joiLIhSkSlMGuh6IwTT5bI8Ow5v/Xt7/LsouOdac8PPvxn/MI33mXDlh9892M+SW959nO/wD/97FPCMHIxbJjLd7l66tAbhTKQa+SNX6jpyK/+3J9HZeEFN9zmxHtf/hpBjWEh3grrwSuuWtxzX2a2mz2CUnawVGWulSVnpuNCSY5jKuxbCs/F7pK3by2daNHCH3z8go9uEk+v3uX3P/uQ9zYz7169z3tPvkkfLxhYKPVtM7FsEX7ioCpf+9o3+f0/+IgPHr1zOkde383sl4m/9zf/Kz56c8eXnn+TnBxf/sr7XF5FxnHDDa/oYwc547zig1LmCZWuGRlm9ukO7QpxCJQFclqIMRpSHAI03xUfzQuiH0a8jzin7eL+k9l+2uclrOyaexNnm8reT0nMD6hNblfpV1vVql1pT5GOTuR+SiQtvUtpkaifB7UVTgwa5P7OlWm0FjWGvNybaBtiXlnpq+JA1FE1m3FpzfjRWHKlZPBWGFlk8hr7aM1wqcVAqEYv7/tI1oQTxXsoNZPSwmY7WJyqtswa1zyBqGbq2D67xTXaNEK1MEvlTc1MrnAnwli39Aq9Syx6oLrKp7cv+L03f8gtezQUS3JaMlqU4DvEB7JUXAwsJbei2LHtdoTU8Wx4hyebZ2zixib2aulm1VUsV88ItV4iWz9ycXbBYXzEp9MfsF9e4wYhpYngMkMfqPWIVGUIATdu0FlxZY+UhVITU1U2vRBdJTjFSzGKPoqyQLWIzk3c0fvK3XKkhoFaQbpKN3b01dMNSqKwv96zO7+gxkDolDpVqhai78lLYZonghupCn3XoSX9/6n7ryfb8uvOE/usn9l7H5Pm5jVVtyxQhQJAAgQ9u2lB06MhW5poRUxoQi09KBQTMS/Su+ZFodf5AxShiHlQUP0iRUujiXEdCrXasQ2bngQBEIQroPyt69Kcc7b5maWHtc/JrCLIBptFDLEj8ubNk8flPvtn1nd9jem/ndG5CwZIhejtMxPrtIJHnFCL0i4iv/tPvsjP/+Dz393A+y6O79XYrM5ZOpdzKMY8FA++Cm42NSzV4chINhnkQVLhAvvEqqIgBHRO5ctzIlMpxSrP0CBzoZGrFao4j/cOH+06jE2YgxWc+bMVY4i4IBAECR71BrDmnKmKgUmzRM2HQJ6d73TK1ODY9DtWtUOawCaNHJ8Epprpp8TVbuC9Oyu6T3yaNq/4k6FnWL/MJjRULGq8axpahK7C+OQRR6cLWump2lvaEY4OQYi0BJwWqAnnKpMMHDeCMBKpNFRy3RFnE3jqglqV0yYyoTRNi69WhWcBtFLEWD+5TgTtceOW2wvlqN2RuMUod2nr1vYCR3cZPpb51tERf3ix5aVOOPJPeJwKT4czirZ0oWGTJ15cBpYykEkcLx3TWii5IXiYoifGyLgbrCtZZ+ZczuSpEHwwU+FxBFFCCEjZsxqNuShBoM4uB9lSgzQXXFF8NVakVpOhiAvGbPSRNMHFeaU5FlaNFQzem6HtYS3B9j+W8mVVxsFwVfab2Dl4d7+p/U7ajL/BYxNV8jQiAl1syClTpokSA13bEEQIWAfbBxAXKFUJTUCCx7eCC8yJUUItBuL0Uz2MWZn97sQsLlCFHOz/eT53pULJQk7CMMGU5rXVO0Ir+Gid8Fz3Lhgw5cT57oKx7Ci+UFyhZIHYzOtFJuXEMAwWvB4tqfeo6+hcpaWyxLPUgCsDQxlRl1Ht8ZNwJLdYhSVKQXQEBooOIBNVR1QKyB4YmrnykucTW6yDiwf19p1Z5iUJ0RHVHjOM3uGkEMURaWlKR2bFsZySZMkjnWh8RRY7UtpwuRkY+oewbjhub1FoCSxm0YeVeczSuVwcCcc4gzySlDpkmhqQanHx+46V+RTaBb63T6xZqAlKxoDZYmb8XhQVT9NEdmk37zEEtOK9oCRwSsmFMsGUKiJCbB3BB5wzJ5OUC/04MkwjWrOlCWMAbUkj7SKwlEDbOPAtzS4joqQUqaUjNC0xdOQqTMXMaGPbsD45pnSFELdMebJC/68yGD90fE/G5s0NJTf2pDeMag6JsYdjLuv1Br4z32U+s3sc5JqkIWJz5M3XvcH2QWa/INmDR/vwk/IBMOnPGDbfeLqbHkLcYNZ/8M/dIz36gZ9tb22efzbHzvWoyA32zv5rD2DUaxBD1IahuyZcXCeAzTnPsm/0zr6YIhQvh/2ZoxJqYFkXXEwbtrrj2fbIdqalGEMtGLbtyTjJM9hijJ6iicqEymTMfUnza82sHsQkYnOzStXeXwG0BrxrKGq+QPu6poiFp7h51zrWiquzZ+YM0M75vxxSyq5fwR43A2SqzHsuDk2xvSTOrG5ms2vnqFIpKoTrS/MAFu2VFzfBxZsftYF48+d641a+w+WwP75b5s+vA/9n4B/cuO0/B/6Jqv4XIvKfzz//H4BfA16bv/4W8H+Zv//5h4AEi1J2AioFCYlKJU0TWoQ0BVRhnAY6Z6laRjM3rx9cRfw+SlGJQdGQOLm7YnX3hAnlwZMdzTIgznH31pLbq0DpE//w//1P+V/8/b/L003i8dBzJYWHJLaaSUlp2hWr9YqVLlmtYBU8LlrROdDivOPi8n1oRu7cWvGl3/lNmvsv84df/Qo/95Of4Om3/4R7z71EZEIkUnGkw4UCLZ4i9mE0BaKDCcek0KgSRVBnWkTRRC47nFsCDaX0dNE6J0ESzEyCVg3NfP3NR5w+f49b8THc9Xzj7feITzteu/cysTrYPeFjnbK6JRzJhqPFS4x46uW3ocA3v/otPv7xj/Pcesn7773BM8+9wNvbCQkLVosjQ1FdJrRK5xxxprW1RFr1KAMqhYIyaeWdx+8z5YFcdpSxcHZ6hxWw2/S89+4Dnrn3HJdPzqkC45DZ9D3T+B565zaX5xO/9+U/gfp1oltw1LW8eP8Wn33tlGePYUrnLMOCXB0vPPcsX/6DL/P7v/E7NAF+6G/9KL/1h2/xO7/7Ze7deo6f//zPEvWUR+8mGml5+lC4uhoJoUOLpQ5pyEzbnhiMsRVDw2rpWMYFDmF3ucGJI0tFpNAGzzRVgg+WojJ34CU4mq6hbSKbzfRdDrnv6vh1/jrH5XwcvHzEQA1LkDJQxzb0+87uHujZg0DXUq+9J9B+W3+IctcbXQ754GteLzxy6GCI20/JBvSIvzk57uuEfWdjZit5QfN+ka6IC2Sd4+nnVI5cKlH2782KoKwJHxpUKyUXms464d4JzsM0JXywBTGlbKwHKk0b8d4dYu19sAW1zL2AqpZUgHMUV0AyuSojlbUTtvWKxjne3bzL1979BnWJRZ9PiX7Xgzqii4i3k9+0Lb7pkJSJ3iLnzxYnrPpjnj+6T+M6TP8MVTN9GRBs/tr2Pat2MdtlKt41rNwZp4tP8/X8JbZ6znq9xNWJNF7QhMC6bWkkIVoIfkEdE5ITi+hwpScPIz5Uqgd8JXolzjLXKh6tDqGh6xawyUzjFhdaQhvoOkfTLLm6GNFobNCLywtuL+8wpp48DNZTmQ0EL68uaZeBhVtQa8G7+bN2FiNcslF3JQQ7/77SiM5sJYePcLJw/OiZcCvzUR6/zvdgbNYDIdrNZo3eikbd05ELUuZWtHNz8W1JLWZeIYfxVLDNylgyw5TZDROpGlOulopTpc4GzqFpcCHSdB2+aWk6M+SuArkmcI7oWlpRsjPvCzfXa+YnAamOjH2mRkVjQ7OI1LIh06PBZNrSLrgaejo5ZUjK6cJx53ZDFdjliXc2mfVRi29eZJIMrMBDpHAsJhJua6J1hfV6gfglwVekbiEMpHJB54xB7DQQ1Px9Jt0SXcKLgWWtYJRyN9HQ4KVQfWEqVow7AoFA4xoqnlErg26ARK5KSYXp/BEvL5Sz1pF9S88aHSNnIzz50y/wiU+/xuNa2aTA6fOfwMUFTh/hyzHT5NhWR/aBWmG7nXhxsWLrIpfA7VNL/DpXJYXIo+Ex66M1ecz0u8GSKam0i0gpBe88jUTSNDJNA5oKTVgQ4nVzomph7Efzh8qKVD2wefZMnilPqCabA6bEwgmDrzypwtTAehFZBD+D/Fbo1mrA+sxzoOh8Bc4FwT7eFm50QT9adsGv89c8Nq3ZUUEcITpC9MYy1YQIeB+JjSP4eU0oBnKZ55GxT2uFnO2rUk22lcsM0Ko5OjtnY84rxSu5cRZmwkyid1CrMGTz7kpa0eBACl1n8vlhMPCtZiX7ic204enlE/q0Y5t6qheeuf8s1W3wwXO1u2RKE13X4WMlhEoThFqV7djjW0+SylQKS+dpWdDIAHnAuwankVQzjTNWj9JTtJ9BmwmkzBKZAjrAzAgy0UWD7ZS9AT4sMDaQ+dFBRWScC929BGyWniO44mhch2fNQieu0oYQA6fNMeNR5OH5wNW05QjoaGnoEBxFoIlLlnh2gzBpIBVhSEKdEjpkGBJLabi1aohBaIMQ3B4otqrfgIZqjahiTSYrpu27cx6tlTtna1oVNk8uOe6WrNcL2tYYQ2SlpEzKGQNOK+O0T/Bs0BoYxsQwFYbBfCi9B2+LAiVnak5435ifkxP8uqVrIyVjyXBzeIyqoBpIqeBjYLWM0Cpd1zKMg831H+3x63wv9rR7NdafkZPOc5HsAR097H+vvVk4/DxjejcSvK7DTESt2aL12tpAnCB1BrR1Zsfc3APvwaE9i2P+/42XPhyzG4w1PD/0+w/c/8OAkOxZLticO+8L9kbPB3uGg8nzhwB5+eCX3ffP3r5PCnMw26+YhYOpyKwJipqn1ip2uAliENaxRciUYubiQkXUTPHd7PvjxBpbUhMiJvcSDAVXDMhkHvNIQfA2H1fFiSWKGy+oWBIm5hc076TwWMKiweGFsY4s/HJmue7XpX1a2QfPfgWqM1Cxuoq6efyLGWWjM7bNLIM77Meuryf2143sLy4OYB8feL09ECRoNcucquUG++fPR3++K/BHVX9DRD72oZv/HvCL8///b8A/xwbk3wP+gdor/1sRORWR+6r67l/0GjL/YftYTyWDKOI8jx4+5vGjK+7cvU1wnikVVIN1puY4UnXggjNvAwQJynLd4qKjjQ3rJZw+2zCmgqsjd9eBO23DP/zv/xv+/t/9Gb75ld+n9/DFr7/Fr/2v/2csq/D6kw01eIgtrnGIgyElSs188+13ILZ87NWPUUtmfXqLLibOdeL5z3yK3//WW9y+f5/3Hj2k2U688PH7FOVg9mxjvpBTJrqG1jsagU44hFVKZ3GeizmWcYzRtktScK7jMu3ot4+J6wWqE1vd4qNj5VcM045vvfGIn/2hn0B14Itf+G2W7ZInV46f/ezf4VZc8I0/+G2e/dh93DDyXLcGHUhyn6++9YBRhZyVjz3/Audvvc3nf+KnueccV8Cj7Dk5e57c+rl7m0AGNv2WaTKzzrwZ0F3PlAaKZCRaxKyPHcV5vJwSYuXBe1csTk64e/dFjo/vMU0ZqYHd1RZc5epqx9BfQoocr0+59dx9/uSLX4AykiflT15/xL/4N19hKSOf+8Sz/Nqv/CrqrJj9O//h5/nyv/4jXv7Ey/zX/8M/5vU3d/zsz/9HnLZnaA/b88T2akCayKOnPU5WoJOhtXicCIt1JFaHq5HcF26d3mJ3sQGE0HRQlRCE2AQurjYsmo5sJ4XQtvgAzgf6ceD84grvmz9/EPwlj+/FuATzkil7sGfehO+ZTqXqARRye0lIrfOCdL1xL6UcFgqV2cF+Hu8yg0j7eco8vG1SrHvQB3DeLIRVZ9CGfddpTvlyHArQ/aJVajXtreh198IJuRScdzjv2Y4DrjOTrVorWiohBtMhe49zsOs3NN3aKKeG5VBrMjnNLPh1XiwFI8b5fBi6L85IoFnLjEkpXoRRy7xoOdRVLPFEURk4v3rIt9/9Nqtbay7HK0qyqNUYPM5FPJE8X3uqyjROlGpF/631MWfNGS8snmcplkE45mwsIZ3bxGYuQRcjLbBGWUqhxYFr2dYjXll9nG+Xr5GmDeM0cHJ8hNdEmnaEWIkURJVl2+JjxetE1y6hCL6MaO6peUIDZm4qiqqjdR0twrIT1hp4+nSgWbgDe3O5WhGaSClwdHLEw28/4Wxx2xY2Z4tc0UobW6pkxqmndi2t6SGsg+UiBW8pVuKMtVcyUjOuFvvMZEHRwmIVuXcHvPR/yRH45x/fi7GpmH9cZc8nsw6SC4LMCT0Uk8mZn8M8FlWhmhWFzD4RKjAlY6D2Y2JMBmwgHucjoe0oausxztKgQtOSMS8fBEITLGY4O4ZxJJWMRk8uiWaxhGAF6SYNECPrxYqjxlMbpT1q2U470lXGu4r6imsCzSKSa+VqO3H77jGPznfcPVtw66xFrwqb7SXbKbBcLQBPyEobLOWorZUzL6x95Z46jrpjnoozWWF0JB0sMZSRliUKBFcoOhGcMuQdzkNEQDOtCCIFpz05g4+tbR/F4mLN10pJNVEl0ZdLa1JpZpkrHz/u2L3zp9w+/Qxv0rJlgauZZahcPHmLh1/ZcP+Tn+Xbu4mPfeIz/PYffIHP/viLpDEz5kxpluyqpe7cco4vfesblPt30bPbgKI5E1wlY75LD957hHcWGKGl4kSY0kT0wZiOXohNJHpPe7KgTpVahFIyNVeYU4qbtsVFKEOiiR6ZMpoL0zhaXpMLVFVSqRZZHVoWC0dwVp6kXJEqc8Dc7Oc2dzA/APPsu81z8SXIoeL6KMO+vhdjMwTPSy89jwuRo/URp6cneOcYxy2hc4RGca6QU6GUTM6VsVZoI91ygY6Oq92W7bAldJHQNiBCVmPpTCmRq1AQRq1IE4jrDrdcUoOjOjVwqbU+dVbzASpz46JtPVfbgms9m6HyeHdODj1hXXj/4h3efv9tpppZnZ7w2md+gHaxJATHxfYpD88fcjGcM9Qd6+OOW8cLEM+URnSa2FVou2iFzh6ApSGGYzoiHUe0dBSd8C5RdQduRDWBJkzuAXYBjsAOnZ0tnSb2O2QlIjoBHQemkBRE98yhfXVdETzRtUS3ZCpmhn7mzpB2xS6/z7vbB6yXx7h7J7x3MXG13fLc8nmcW5IQLsuOK63EuGC9WnN+WdhsE9uLh5wuz3ApodNATVuOm2PWx0sWXmgcOJRaLfHOB9Dg8LNUT1tHCJW2CCsfCRl8AjcJz9w54t7RikbE2F1acU5YLlYsFitygd2u5/LyilQmdDeAChcXOy4vrkjTRM4jy67haL0gBqGkTM4JENrOGldKpVQhjZlhqvRjZkxKqQ6842i9oI1Kbh2yXBBUibEhhECu6TuzTf49j+/NntaAiUMZPSMl+1J5LztlZokc/rr5DtcW3oc7wf5xH2DmiAE7Hz49h/NlT6jceNyH3oveuOfh94fb5HDbTX7Rzcfa33M9zx48M/e3zPthcTdCU2SWcMGBpbL3/pFZZXmIgJf9czBLuOe/dw9auL1/0NwYdgZ02CpQCOKIfgZjZGLhPB3CgsCmDKiOBKkElKAG/Hgxk+egsxxMCqYX2q8udT4b9fAlUvDqbA9ZJ7x0eAe1TkTXzV4/BUcgzrCIQUYGUKdaaOiMCQuzWGxvaSTz+n/jw9mDZzNCqM7Y0LJ3fRc9XGvidJZJzGve/uKar8OKmcNT5lebmU0HGtpcPM2X23wf/p3HX8Xz55kbg+w94Jn5/88Db96431vzbR8YkCLynwH/GcD9Oy/hnSH6ivndmKmqkHOhXQYzvuscOUMT7iC6Q7SdB8pMY5874S46Jp2QpuFqN7E8CXSNsDoRjhvPt77wVdorz52XP83nf+nHabpHfOaFW0zrZ/jUz/44OTiWCs89e8QIZITdmBhyBm+Xll+v+Oe/97v86v1bHK3WRAFHJIunubPmudvP8IxzrMgsGeesm4ZNBj97C6wlEBrHHlP1KqT58/RSDsX0t3//txDnOP2Rn6SfRpM7xZ4y7vjdf/UbfOyFV2iPTnkUe24/d8TzYUNRuPX8msWy4RtvvMHzn/optm8/5LOngffe+gpXd8/47N/6SQZtySeVfnqXs67hwlXOZeSb33yT09Mzvv2Nr/GJNvDkm1/k3ms/wHv5nN/6+le4HCZSzRQxKl4TILaBxWJNG5c06wXhaM0aIYRImrJ1rNQzlkqtpvU/bu5wtd3wjdcfUEphfbzmzTffm00hBamRk/Uxm6stu2Hk/MLRdQv6pz2Lxnx0JlXSVPk3f/A6v/snv84nf+CzfP5v/Sgfu3XCty6f8G//26/xzP3n+dlf+Bl0aiE5NBWGoWezHXjw9oSvDUEW+BgpNbPrEySjDPcTLEIgSsc4Km27ot9u6dqOnEfrfhQDG9TNVG0MjNxsr/A+4FzAeaPz/jUff6VxCR8cm0fdHWPXzUhyKZbu4JwxDXzwB+8Ii7aPtlgcaKzzwjizYADr9NaZNipcT2LiDhTcPShkfjvzQoTMrKJ5sRNz8HfzLLyPDQYOkZVVrPvinDcDeGSWZ4HMYNKslKdoRaLDRU/KCd86VDOIo+0aQjCfD+dnCitlZjSpFdxOaVtLfgtNxJIbrCiEAtWBAy9uZmUoAU+iJ+tEI4m+bHly/i7OK+tnVmx2l6QykGqh5jwXUEoW85oKwaQ2IQTzvMmOe8sXuC23WEvLiXrj/HjPQKFxkWXTUAScOsQrQZSFblmUK1ZBQRu8WxDcLa76NeduYn3kSdMlVQdWrcNpJorQOIuqDd6bJ1mZaL2nCw2xZkKeaHTEV0eYjXWViNDSyoIuCo0vlDoimlk0lgSzWq+ZxnO65YLYtjy9vODO+pSynaip2DognnbR0F/uGKVj4ZfGasCZ7BeHNsE63XPHVNR8ZlSEmrIx+NTxE//zX2Xk/K8y7r6b4yMdm8/dvk9RIePI4sgqcybGXr9fLZZ1388ShzpvQKOatIsq9hwFqjiGYWQzTFZoNS2h6ZBgfj/OR0svatsD2Bu9Q5wSGyF0MCUx8GjsGWvh9Pg23rX0NZGKEhYtTezwXSS5So1Qfebpbos0jrg+Io/KLm3Ipefq/QnfNkyiNOvI6dmSh1eX3DpZ88KtjqRLFCGVAbxDVGhQjsWz8Mrtmnl+6pmePiYtW+RkgZeM10IqIzG0tCiOCUeg1hGnI95PdEFIdUQoNM6hZSQ6IdfMUVwy0bNySxIVXzPRRZQepVCmK3zYgSRaKbzqlfKtN/nYq6/ylIaeE3oCXTMw+YnXfvhjXH7zIWdxzXC8ZOVb7t/umPR9pA1otmI6V6Vpl4ya+cSnPsWb445HlxuGXhl62OwyOZuM8ujklH67ZcrJUrZyRhSmnNFs46HxgTY01GpGnKqVtjF535QHnHjSNCFFqakYcyVVojh8E2HKtiZkZaiw2facrlr8SSD4YCC5RRxRiqWb4mZgf/YAcrInzO8LinlHK3oDAPprPz7SsXlnfX9e+5RcEqlkQow0rcNssSqlVKZxIk0mq+qZvXkutuymkazFEiYXDav1ypIOMSuElKsxfnCUEPCxoeaG8TwxFpPPHp0GiwwXx1QLabY/rRXKqLjOM/SVR48vuUo7Rn9F3m6pIdO2LW1c0qfEV/70q9x+9i5nt09pu5bjW8eUbaGjYUwbnj59Sl61LFvPcr0iVEv929uiCoWUJ6L3RGkotbKTHWsJJN2Q6gVOenIZid48qWT2EZS5vDK+74RSkEPZMqKSgeHAjrCNRLLbSPPPLaoRQ1uExgXzf5zL+DvhjHfHC+JihfMWTW+yVCWIMDDRSyKJIhSLTKeQayFIg0ilW0RWRy1nbcNJC60zX759Je9ngL1WSMlMoUtVvCs0Tlm0nrZC48WA+aA03sy3S1acCjUboKXR9jOqQtctUIVtv2EcJ1SFkgu7XU9KJkU3o+iEdiaRc7nihx7vA7FpD+fXSSWnns2mpx+haEAJDH2h6xxtqNQz6DzGaHJmYvxRgj9/zvGRjs3bJ88c/CNnlPkaCDowbzggQBVTUdy4icO3fSPTy37KOjgBK3xgP7sv5ufuJnKTSnSDWXOQZX3HU7EHmm7c54A/XbM29cbvvxNwxP7V9oC7m5knTueGqzGDLDGUG8yg+bX21/OcALa3YTCfmrn5e7PpegD0dQZpjK8cxeMUNuUC1YlOYC2RQCWHnliNwdwIRLWI90aVTpQFSisW/e6ZvYXUxogcPtc9GFRx4gjVgJNaC85ZQnakzIEwFpRRZ2lpmucS1WT7KyY6GqshcOZ3Nc9SBhTtgaDr1O3r7zNgqDMTSvbAz3xq5EY9dPh8blxHwrVyQj743PMHiA+eWo31U7UcGGF/3vGRGD6rqor85XozqvpfAv8lwGdf/XH1PszmaNaNdB7rNlVhvT6iqiNnpe1WiES8W4BEilSqKH5GFPddzHYRabrM5a5n7Vasjub7Aq995tPEcWTnlD/+0z8hvfcmn/v8L7Ltd5xfDdx95ozpjW8xDDvq6Rnv18rGWYxys2wY88jDp495ennOP/yv/it+5HOf4Rf/9s9QJLLTwJOU8Q4ClQA4iTRihWMbLRlAVdGqZDFDq84FWgdelcDEWB7jZIWy5Id+7MfJtfBmSVxenRM6OO1WrLuOH3zth1ke3+b2/RdZDec4NyDsyGXHokROtPLZF1+wUvW45eGbT6g1cJUSi+NXeTpesWyPIR/Rq0MZ+NTzz3F66y60jpNQWL/7Fi8/c8auTrzx8ALpVtxa38E7R3XZBjkKatIOLZDJVG+dKpcUr4GqjjFB1Yjso78RFotTYlwwpomrzZZbZ/fxWXEuWJTFBN3Z2qjPJVEYGdxITpO9po+E9QlRK30/8Ad//CUihTu/+LP8wi/9Av/Df/eP+dmf/imoMFwljmPhnTfeYzecU/Ec3Xqey0cjfT8RXaRdtDQijJsezWqyGgk4dZSUyHlisfZozaRxQCvE2FjUtzMqYUqFPFbapiWXQk6Jtm2Jf+3YzwfG2F96XM6PO4zNZ45fmdejWWIZDJTdU/dl5imGEP4MNX8vBRORmerpyMXayRbniy0izIvknmK7LwBm1gzMFMq955DM6+c8Ie7N5Wxhssjcqo4pF7KvZrI+J3F4743w6T04yDkRoqdoBa32+TnIU6ILHVMaqaVyfLqm1EJsHKoGHIbg6LqGaZrMWNdZl3z/vsC8foI4i173tm2dt+BUnUgkYMRLZlcuQHvCWuj7Lbt+Z0a4JVGrWoJHsXMQo8c35vPjfLD5pTiO3THPc5djWo7UsaIwnj/k1nHHINC4jp6WQiBgzCjxAoOy9B2cv0W78oT4DE4rz7Rn9PWKXdrQBQh4ahlwUsh1JDglzlGbQYQQHL5YR7eRSheFqEIrBvt4IDDhdCCKRWcvGuHpcEVcZFbLlu2ouOAOBdPprVPO373g1vLYZH5gwLMrOCDEQK2VqU403pt5bZ61/D6gTigUsmb8TGHW/SJdhfcfbfniG5HjW9+7/IOPYmx+9uOf0ayeIp4yswBs6+Ou2RV7mtoMmO5B1KpCrhXRvfSmMqXCbszkYuxUHwMuNMS2ozrrgbkYiG2LDwEXPcyFe8oFssMHA0BLbfC1UjUTmwihY9E6SuNoGqGvkzG9oqdpHbjAWBOpQFisWa9bNGbOdxfUABf9Fn3i2JWBZ+8dk3VCFJauweNoXEuqEzFApLIkcayFM0a4Oic0QjhZc8XEwkNTM+KEWKF1itITaag64NyEMJDqlm6mmjsthKCUPCfKyYRUQaQlqLJynspIrwOl9lbMTlc0seNYHS8teuRkx+gjA8ekujw0R8/7S/xux/0791nTIFdb0viEnC/o40Bq7zBmJQcYhpGuaxhqYvIL+jSSilLVk6pyvt0QnMPFiKbCYr1mGAZKrhAKeTKWiROI0VKBUq40M4ivtTIOI5pn8B1PKRmtSogBUrGI6L37vwgpFQOAUuFxOaeMO/qrNc/dPeV03bAIDgnGftBs1P8DpZ3rDvLeo+3PFEDfE+znA2Psrzw2P3HvM6oYsOWcIwZHjEJWyGkkjxZ7n1KhZEcqwtNh5Omw42p7Sa6ZxaojNsHSEcXPSZSerDoT3I2Z0a1WxOWShGO36Y1B5Oztu2Bd45zF2B21msmwFihCEiFERx1HqmTSlJimkXFKtDHSdh3NaolzjsfnTygyUSSTJVMl07UdNfeknEhOmVzFe2XME8Er3SyxiMFk31nN32tgB1rxMpDcDuiJwZGqGpNM9p4dHpN2YX4+YKwenY1VxdZR8/+JWADM3o5e5ttbxC1w2toKJJVWPDVXFrKgSuDjp6+yQXECt5cNhZZeenZV2AkkHRlyoQp07R2eeeaUi8vMuCmsjwJHseUowEogyJ6btL9063URWA0AMisrh/cQRIliwHXfQ0xAVlJVYoj0wxayMScAyjRZ0MPcXFssFvjo2O16dtuJ1WoFeMYhMU4TaerpR/PdY2Y/TCHQ1kpQDGR1Qtu1rAn0E2y2O/rJAmnGcWC7UWIwo37tAsFVvKtWQH8Pj49ibL7ywg/odyyM5ybkQTIzF9nM3/a+WtfkjOvnOMh15h8O/cyb8q0br8GHqD0Ha4UP3vuDAJBwkA8dHnNgFsnh9sPdP/Tz3obh5tPtUYg9uHP48tf7b5nTAK0Ju2cKH07C9Rw9s4JkBon2jCADjRR1sx/mzPwRbL3JJCqZ6JR107Cc5VjFj3g3pxKSCbNLZcRAIEciWDa3ydu1cH0W6x6lQsSURA5HAEQiU02IOhqJQCaIMQQVT8Hkjq14eqm4UFCfyTqAuFlSb+NW1RHMbYgstvMySZudJ8N2ZoBQrFFmPkjumk1VOZwvu+72oNy8QdhL9Q/ziB6urcNnup9s5seYioq/8Pir7HYf7Cl2InIfeH++/W3gxRv3e2G+7S84BMSIU3t4rEpCPAypIr7FhyU5V7Ja6SRulgAw/7GemVZlbIDQOtqVcrIQXLOl0s5xch1ZW0oMOO/4iZ/+PP/yH/x3/M6/eIuTT8Nv//Gb/K/+41/gziZTLy7ZVaVGx9S2nJ4eszpe87Vvf5OjVcfLL7/AOw/e5fz8nLfffQsfAsvlmjtHZ7QOomQCljpmH1qlVag6F7hB8Cr4mnFqF6tlAvU4OTcTKllyIYEcPMHBs3dus9CRh19/jxdeepXXXvtxtlRGhWcXd6D2vPnkMSfS8uSNdzl5taPtlBAS6VbD1XjKalzx0vMv81//q3/Cahn5lZ/4SYbi+do3H/DcS/d5oV2xip7H/RW36Oj8KV1zxrlOXOweU6pHs7NuYRCygAuRUM34Dy1ItQSyJBYtq2qygoInJzM0G3cD4zBSa6HmRMqZIqahZjJJkVZHHZWgmPHynFjgnOKzdSBvnZ5y55n7HC06hu2Wpw8f8ydf/Cq/8uM/wv3TW/zga69Qh6d87IVn4U5LzhPDWHj2/n2+9pWRhw+UW27Jw3c3xBC4Or9i1TS44BmHHucD45CI6vG1oHmkHy3ppCTlztltVssjtpuRnAaQirgMRZG527RcdOQ8sdtd/BWG3Hd1fITjEq5ZPBjoolg3adYF3zCZB2ZQU/eG0O4AGjEvbs77G4uGHgw9rxcQORQCqOK0HoCgWs0oWcT8dCr1YIRWtRojpiqZSk6VSQvZq3Wb1VGk0jQdmXxYlEqpB2Q9eJnlZBXfmAys1Ix4YbHsGKctYEbRqpUY/fxZm1m999foeynF5F84gsgMegCaUTJln3KiCSRRdCTrDu8z47ilnzakMpFyohRLPhERfAjEdoFv2plyaywsh7CSjlePX+JEWtYaWQqstELtqfkCqDT+GBfOmGhtIfVCwrp83/z6t3n+OHOyhMoTKh2nzZIwCi4q47hDXEFISLTUGacF1WwdUVEaIHqIWmmk0qKzWa7F2+eKxef6FdQdUTzHy44Bz+bqCctbd3EJ3Lz5yKWwPjni6tGGzW5L5wOFZIxalFQSnY/kmrnaJdbaEGiJPqJlDhFwc4inJtuYiOB9g6olsFxtC++8k9j07V92rP1lj490bFpogJ97aZ6qFvM+u5zP+zhvUi3rN83j11KDarKY5qLKOBWGKTGOBVWLgMcFKhaoUIFUCk3wZhDsbWxXsXPsxIramm3jZWzcOjOCPCEq2sLoITllsWyoUehVGShUr8RFw7N3VxCUqSa26ZKpyVTn2KWJR1eXbNKWSXvuni45XVhUtENwtbKqmcBElMTSTazLgOhE3yjd8RmP8pbqPY7CykcSsJBIQwGq2br6Hq09XiaQAdQAStURpwXvLQpWVHEKgY5JPcdS6BnY1idUNxIoNDXRlIYTOvTyLe7ecjzwC6oubU5C8T6y2QjL0rHbKt3Tnk+d3WHz6E3ev7jkrc1A/3LLVDz9aAbLw26gOYkgSmgcadejvuN8c0muoJpMnnJ8BAhNt7RmRCpsrjbgFVcFzRlqIeVCmjKtt86EOKFddGgqRGkgVkgVKebT5BTrss6bTucN3M9TYrvriaIMi8XsB8i1L8QM6peDAZBtfg9d+Bvf9x5v1+vJRzD6/uLjo103MZZq8JGubVk00QD/PFHKRE7mz1jUk3Nls0u89/ScB5cX5JownC2xPlrSNB5qQ6kZ51pj1QRHbDu6ZcvydE0hsLvo2W57XIyM00hKnqVEfIQmCCWZZHCaDHQiKm4htG3FjwmpifOnT5lIxFXLbjfgumBNPEyKqaEw6URixDeVphECSs6ZvkyUrIwk1i24xhODEJ01CjoCSMJJRvFMmnHaI9Jjps7gXcQMby3VBywZzqTKgszJXzrD3Ham9/sIA4AUDxqtnqBBOAKWII2BQXOnfRE6Go6oRbgdFizE0VBIfsPDqmzZMZLIElCBIoXtuGXSyKoxzyZt5ppFlXHIeIEYPBrcHnMH9tk/HC7wuneftUFBLpC2ICPGylPMX6RAyZWak4E/KsbgVE9RxTnbdywWHU0T8a6fpfdQi6MUUJ9pW49IZbvrQYTYdky5opJJxXwo225NbDtWa8dmK/TTyDTNkn+pLFpHvwOvlSZUukbRUvgeDM6PeGz+u48PAyf7RK0DueZAy9APYETXIMwNn58b0jGdH3NAfvZsjr1PEPtAiuufr/0sZZ/czs1kL/Z7ceTG+9jf68/+TTeJlNfz8geBJgFj0s71uD1OZjYPB2BH4QYYJDdQMPOwMnaLzM3RWYal1UJTsLFbpVA0U/PEsl0QUKIKWQfEmaQrotfSLykECkELXtJB7vUhqIxr3lMBBEfBiyUINi7MIIl5/iiCGr1mlscLNvdknDPD9MqI0B4kXmbjZbYNs/vWzPTf+5LqXMsY4C2zLA5/zXo9NIrn83yofWC/ZbvxsxyuN7f3Pq1zkhpqrNzZmkPmdLG/CAD6q4A//y3wvwH+i/n7f3Pj9v+9iPw/MPOti+9Gg+lcpFSjU4obUHfFVK2zVdWTM7hgaQPqxJJvRKnirUNlFBt07nRWtsT1SNM9oFskfNsh+Qjf38acc0ZqWZKbJZ/6e7/Cb375W1x4ZfUjn+TB2nPuA+n0hAep57M/9Dlq8HgfuKyF5qWP8ekXXqIoPNptWXQdi7ZFtfDeo/f57PqEB1/4fW4fLbn9sde4wOJyiyiimVZN4lWcOwCmVp5AIeBliZN7VAJehOyckV1VaWh4/1tv8O633+b5F1+xRdlFUpr4069+kc9+6hPcWr5Mg2P9wl182yKS+dM//AKvfOYTtM951uEWYwm88tpnWNCzqD3OJ+7dXvP06YZnn3mGda1885vf4u4LL3Hv/isMojzaPuXptuJpcFlxasWDUKEUyHUu8QoSK75TGjFfo6Y55vT0lMvNjif9BdOYGbc7nCq+FGqaSOPIMGba2BLwtIsFi9UxZ0d3+MEXn+FEC0VgR+LdB4/48h/8Mf3FFRfn52x3I23waMrkoaC14/G58PyZ4+PP3eFP/vRrvPzCs4iHaesJvuWZZ25xcdnz8HHm/UdPaZtjahVi27LZDkhWogvkOrNOaiE2DamOXJw/pfOOo9URTy8v2PUTbbuyYshZZOvUj0z9lnaxYsrJJGJ5/CsMue/q+EjHJQJ469TukZ4Dq+Wmx8/c4Tw8TOzKvin32t+usmfG7hfKfRFhbDCLJa3Xj5V58zSza2otB12xeAN7dZaMTSWRnHmXZGd7vVIrZQIa8x8Qb4+rh02jyZ/EO/BCrgnfOGPcUFkuloTGeHwpjbRdS1VjDO3jj51vaJpIzhNN7NBaCK5BsYVGqOQ6GPNEJxwJYQJJVJ3I05a2gYurJ2x3F+SUKKUgCoF93LbHx5aswjBOTHkLFZaLJdVlVoslxRUikYCzroMI67P7XJWn/Pf//B/yq7/weXyZaPyJATYEXBWKdyRR/uCrl/zyvc9ySx4TZWQHLBzsqExSSTrRzAlGMnc5gswgUB2BiegqDeZ/EqhG2QUQJYnFwOd0hUpEfCRK5GjV8PT9LW6xoYlLFouOECNlqsQucnTrhOmyZxGiLZ5zjHnVRNVCCI6m86TLxKBCCKApE8XjizDvonHWJSCIJ4sjUaAWHj+9ZJj+2ruYH+3YBKp68zaqs6TLWm8zI28GYGdCsjHxlJINJHVqhVqpJi8YhplhNjcsnDdTZ3tOwQeHDxEXHD76OYLUxkstxRIOQ2BKE6plloBWSs2UCmmqpODIQWhcAx4WrVBrIAdBI3NqlicGx1G4xdn6mKtB2Qw9292OYXfFxW7HbrhkODvm7q0TFipEZ6JxkUSVkUxh5xzIMbujxKX2lkyCI0qLLw3RNSwl0gpkRpQB1QHcSNIeNOEFu1Z0i9MMWmjdgkImOvBEAh0NPaNuqFwi2OMWCCeu44xj7nSfoKsbmrpgoUors0dO6LhqnuX4+JQ33vgWfvc+4e336V5dwqeeo79qeUDH2Cv9OFGngVsnC6JTvFSmvGOshRAj55eXuNLhmgYJjX3exbE4WrISx9groVmyvdyYQbP3lDLSNBHNhXEaqamy7BbknMjDhIseP290RaHrFgQV8jAiTsnJivBie33GlNhslKu2Zdcn+jbiOvB2KbJP+8IZYDQrD9kb/+/Xlqo69zn3Lc2/9uMjHZtW45s0smsCwSlpHMjjQMkZEYf4aGbMNXE5DVwNA1f9QD9sOFq1iGuIfk10UKYB9cGYU23Lcn2E7xaEpSe2nqmvXFxesdtuWKwWuCg0zZK2U5olNOrI28R2HBiGkbFmXOvwvtKzpR+e8P7lY7bDjuKUq90GaYWlX+FKYLfbkshIA9VVmANaxmGiTwNNrEgXECnEVpnKxFgcg3c0ZMbck4MZMLsZcF47IeVzghT2PuOdKKIG1DsKMl8bBuLs9xezuevh2ggYp7bFRl3FTKCN9aMczbcHu77UkhGFCDgCnjgHAyxcQ1cnqFsmBiZfSTWxmzK7BE83hdN1y7JJLNolrTTkKTMk2F3tGKi49Zpm0bBo5NDYOiQCOTPWLklnE3VHLmJR7zslba1hUp35DuY6+xkq5FwQMVl5KRYY4Zwxu1QrIXhWq45xnBj6RAiBpqnUEqjV2LRKYBgLqyJMReingd04GVDZV1bLIxaLI5YL5XJTqXW0se08SiAXzzAqUoUueqqmP8P4/ms4PvJ1c+/Psrda3hMP9p/VBw8r5A+FtHIwpd+7V5rEf//kxuaAQ31v50g/NJvZxf2Bec8K+31TVQ5327/ud5sWLN/hr9jvpa+xBHsunQHJvR+nc3It9ZK9FM3OjIE9HBqmzODOQT62L2hnwrEBF9U4Q/tmATelTwaC5TJBraxp8dV8bbOOiBhb25qnMwBEPSQlBjgwiT4IQs56KrV9kAgoVqf4GZ7Jaj5hTkxC6efzEWdQxUChjLgyM/YzRUcaPFTzUPTeMzDLzrTYrntmHlpymp0754RMmdP45qTGbLPQ/jyG4NCS7cR40IP81cY3+4YINxhq6F5dSy0m3RQvc4Pekjz/vOO7jXr/vwO/CNwRkbeA/xM2EP+hiPynwLeB/2S++z/Cove+jsXv/W//Xc+vQGga8rA3MjIKWGgiIuYVwFw0FlGKzidnTjDBC+IVgqDFOkubfsvFpufsqDLpJWm8RPsNf/Svf4cXn3sRJPOVb7zPz/3ar5Ffuscr98/oRTgSxzc2A89+/EXWa0cr0DVzEFzNNKVw7D0lKk92O4hLpiTstltkpbz47DGeHc/fOuXtL/8JYXHC8rmXGDAcMYrn7W99g2fO7rI8PjFaMLMOUZzRQiVSOWM/6RQx9kJACOq5/8yLPHv3PpMo4gK2pXW8+sonqFVYdbcIKvgIWSaCK/zAJz5DK57sTa4Tfcenn/84D997nS9+4cv8wKc/ybOnd/GjwblRBp5Zet75+te486M/ScJMj2/XhpO4RJcr4hLWa/N5qUQcEa+OIfe88eRbPL54yIP33mWaEsEvWKxPWR2f4puG7ZML+ssrSBOixc5AUUKGW8dn/MiP/Cj9NPHVr7/Oo4eP+LYmnr7xVS4un0CIbEelTgUthZR7xmFiqBDE2TUwwhf/9HW0P+enPvsxHj98xP/3H/8e9555kZbIuM1sL57y5rdGLp5ULi+36DQQJJKHkYj5Aklc0A8jnWtQFdJ2IE87Fusjyrhjs9sS45LdkAnbLeNo5oRN01BLpYkrvBaOj494et5zfPvkuxly39Xx1z0u94PTNuZ644Z5sZsTvNxMV7xJK7X/62FBVbhOJXB7c8/9gmPzXcrlICtDLB0rBEtOs7W0olXNz0UVpJJLtThTL9RgrIIiFkVcxR1e217jOlXj0O3wIB5iE8yvyc+diuDwohyf3YYIj588YrVq6brGkoqyBzXTVB+8zddeWC0XeBdJxYyVgw+MpSf6QBDHMG5YtR7Vnqlsefj+OwiFkgdCUJxLlJyNATgX5bUKoQ1oVcYyEZoWHzxHi47N5Yb1es0yLK2bXyvRTURVIp6JSnGB/+v/5x/xH//Kf8Q6jvzuH/0e4dY9fuClVxnTBcfxlNq03Do7I7gTqqz56tf/gLsvnJF9oZFK4yKuWxEKpP4pl/3AraMWcWY1vAd4TINdaEXxtc7sIJ3BIqEVYR0DYxVarYy7SxJCJtKEJZvLx2QnqK6JMVBUGFPi6GTN+W5inCbC7DeTa8V7h86YzXK5xGuFURl2Iy4XuvYIKTBNA94J3pv3SCkGJNfZ/0ZSZRp2/34D8Tsc34uxqTNzQPGoWMS4VpPy1GIM0zp7vZhXl7ER5gczDIOZPFc9bPBdaAihJbQLmsUSF1uqCDmnuWg3w2cfrRsePCyblj6NOO/M9FX3bCBluVxQAwwHEEhxoeFy20OJBBeInYNoWT2+FYaSUWcm+mMNuA5Ojjpu+1O0Gpi4oHA1nPPmg/doQ2XpJlzaIDWzXHhOlh3HHNGoUl2mEWUtEalGDV/5JQ5lIZ6kO1R3VLYUdqiOTGlHG/w8STgoW4KrpLyDOOLUWEeVytKdAVfkcolIT80jEDjyR5yEwJqWqGvWNBwROHKFiyqMUulzxS9u88gnXvj0MU/ff8rj995g8VLkX7//Ljz/ozzcVB48eY/V+phb6wXHXUPbJb7y7je4VOHiKvHm228y9dA56+4vVgMhdIx9oRQPGpjGSk1KGxpi2+JKpTrBVyXVSmxbJCjOeyLREgWLI4YWlULEI7mSduaxUmq2+d+bZKzxHVU8OSXef/8xu/NzXn7+WT7xyl2WXWTfI7rZJbf5+TpzZy+3OKwZ+/t9hPjP92rd9METomMYt8SQKGOPaDWpw15y6SMuGJBa4EDl3/VbjpaRJvhDwkyMHe3qlBwjRRuGUWm8Y5cs1jvnRNcI3heeuXuLW7cC6zXEBewmqJvElLbsdlsmrcap8YVNOWe7fYpzhW7RsB0G1us1YdVwNVxx3l/imkiSiu88GioSCn4SkJFVa0HMKWXcnl3SQPKeIVekJBYBlGRdfyKKkBhxridQaecmUNXEkkIQbuw55Abw4zmYQWvBQJ4Gs2XvUF3NHe+9lqJBWAELdObVWzVtwI9DiM4TnUPUGABOHMF5RgpoZjtMbHeZ2qw4OT2BWs0HJO0ItUWz48n5OeWqZyEe+kq8dUp3EojhurmlVuujtRz+rqowjQUZhdyDL7Z/qZ45bttkuSaVtL8fPE48LpjM2h32Utd7rFIS4zjhXaBtO8axx4cW7zyxjeBaSnW8/+gJV7ueXd9z5/Y9co7cvrWiWyxYLjMpw6bv8SES2wWbbU8OUFvba6xW8pESf74XY9MwkHlCOZg1z5/Th6RR83b3AEIeCu4D7GPPKB8ybLaPfJbeHJ7T6EPC/qWumT83T6LMzZsPy7Q+iObc8NOUGahROdxH9Hou+YA/0P79Xb8Y+Nlbc2bpH2LedearCbMptA0pk4LpAdxRMcsVtzd35np/LcIcqrDHh4z1I/v3iO3Jq2Y6H1i4SCOQtUeZ5oSvhFP7MumXhY2Yq6OxzpmZP7pXDx0+PoOaZK4XHGJ1Q51wxBkwifPnuZeHCVFmZUEZcC7PLTQ11YlAUAfFU2qgOFO/NM6jNNQqFA0Inja0bNJkwLMTYmzJUvEaSHk08wWt1FwoVYnecev4GJ+F4Wpg2o34KCzbJSerNZurS+7dvcP6qKMJynZXefr0KdvtgDjHsluQciLnxP37d2navyL4o6p//8/51a98h/sq8L/7bp73xmNoOtgNvRmZsUCrEMIKF2SOkK7mTyFQxWhkpQh4i3h3EQgKyTTMhDs8eGdLiM9zdDqxPunZuQt+4u++RCoeF1f81OcarlSornDSeUugAfzZAhSmYlrFEWhq5dh5dk/e480v/D6f+PSrPHr7AX/7J36Jy34iHy1I7Tl9veK8nHHVnXL6+V9m10QGnWgIOCCL47mPv0acT34AgvPk+Yp1bra1m40R9aBdNNrr5CqyahFaVIzwFjAvBhcDU60ErHCuDkSM5yTNhnffeh8tCz724qd4fPmY49u3WT37Cnr3RXbTjq4uud02jGzp5W3G4T0evX9J4icYp8yLznEcl5w88wzvHHd8afuYd976IuPlyG7nebDZcJl6Sp1YLtcsFmvu3Po4i+UCtDJVyM4zTIlb955hvVyzOX9CHnorzsTxyr37/Op/8KtQMlfTjrzd8Pgi8/jpY37whz7NsB347d/5AjkLtShtI1AFXyGP5VCEE5W3H77OL33+MwwIz7/8Kg8vXudqUGgXlBp56/UdX/vS++w2njwWShKqRJzW2ZS4MEwj3jVMNeOrtyht78m10C7XlJLYjRNpqkQfKLXQNIEsjrjo6KeJ86dbzvtLYhPR8aNj/vx1j8vDY+eOwb7Dc6A0ap2ZFHZ73VNgD4+7kYqw7+gebgBU5/hzWyVCtDhyk3TZKpWmdFicEBDvD4txUUvWmUqiFDVNdmMo/sGUDtinGVxrmrEutAMXvHmGNZEkxcZRycQYGGvGR8dUR2LjqTXTNkvG1BO8Y5wmojOtsFTz7mqDM3ZQbKBOxBBxPpN1sgInJC77p1xevU+/PSc4pZZM8JCmMvsXFMpgJq1Nu8SHhiFliiiL9RLxEUXZbXsWiwUpJYYysF4d0XqlZcuSHjf1uPY2728Kv/hzv8Zumhhjy4/98C8xscCxhdKTY8RLx0vPLPHPjOTxCS+/+lMoPaG8SaojSSuNhVlDaFgE4er8KSw8ISgaK1EqLQb+hFJovZlBt9LiMc+BBk/nhFALjaucdIFxrFylgaPlCSXBNA4UDXRdw0Xf0wXw1dN2LSVZjHhoPHmb8BLouoUxScrey0kJ7YJSR4Z+IMbW0nHEU9U0194lBCUgs2VZpeSPLrb2ezE2FcjVgZtZP+KpVci5UkpmHBPjmMm5UMreX6RSivm8pGw+P1VNtutkDlxQY8vlaikbzgVW6wbVSrNo6RYGPmYt8ya2slh0TNNEEwLTOFBrRlzg8ePHhGVHT4YuMFWbA9zCPCumXCiTsBsmFictY640x55JCxebnrhqaFaOqZTZYF6Myeccd9e3iasT+v4xQ35I7SwtU9rKzg9oVdYushJPJ8FASeeY1LzjYggImWnaEuJAYovWDVVH2ih4LXQuoNrTyAg60LgyJ6kN4G0zuSkT0Z0gkmfWm0ekZek66+zpRGbNJcoXvv47PPfa5zgh8HQcuMqFGjvK8pjzY49fdujLdymN0Jy8wluPB7bDyLPP3uF0HZAx8ewRbHc9T1zHOAjb8546TNQJwtExwTsut4+JrkM1oDXg6Dg6OkbwlCkT8eRxIvqGabszg0jFonAx2Z2rjtZ5dtstq3ZJGyKpjIQYGaZkBvMh4IpBNXksNv6KSXMX6yOywpOnE3IajKFQwXl3sGSoqrOiZ19U8YGC51CwfITH92TdFIBMSmaz3PsRKdmA2Ky07RLfNCQc0zgwpQHnzLfiaLVgtQicnZ0SgwcJxHbN4uiMGjp2faJGIXnP5WAeU03nOD5ectYc0ywdzzy/pO2E4Of+qFP8zMytmtlNV8QQaFQI0bNardhtngLGOPHBUUpmt91x0V+RpHJ0+8TktKqUnIgqhChstzvGodA2lqLZxjL7dChaYJLEFCCSqW2kup4kQkelkYl4iF3GmPFicfZooGo92KeihYMEBUUlARV3YPREkMZOvpoQw/r4xq0XGlRmQNfcOagU+y7GLnJisddaLF46SMO6W1E00xfPbmtJf7uLkeP2jDtHdxmGgWG4YtqNlOqJ2XMUF5ytg9Uk++tB7PPoWk9c2G1hhDQw2yIMrFxLCMYCqDP7WULAieKyzfcVIfhAjNbMOPjXzONXa6XMaXxoomkDt27dIoS5UeUwhmbOnF9uudr0ZK28/d4jxsmz2yklO1s7ykTw5hHVxEiaxjlRWcnJvIc+St7P92pPuwdGjK1+s2H5Zycbwcx47Ro7vDZ7JEUM4bgGgOwF9nYtH3imPQtl/x72KU8fPoeqc/z3Hnz5DpPgTTnZvIXm8GQy/37PtLwBVO2lY+zft6GGBw+2w71vPIfsAaCDRElmfx/mpDCdlTiWFMZsvLxvtDp3A3yZWVJeMLsTCsrEMhgLd4nnsV5izNuZ5VOLMX4km8+P1pkBpIeRfDhHByNt+dBpU/bpXw4HWowJXUeCN3jZawUB7wKJTJlGJCpenUXFqxKlofNL1iyprqEXuEgZL54gDaF6nKwYVAksOFo0DJqZxgJqKZhH62Pe3zygaVrWRwsuHj3FeThdrHnx3l3K0FPOTrl4dMHTdx8hErhz74T1ccuya2kXHi9w3IK6FbfvnbHZ7kjjxL17d4DKetX+hWvn987h8i84LCXIz13FABRUWjMInBV2tZqHQNVZMuKEWgXvzd8AV0xT6IXixD7UtOL80lECxHWDRM8kQnENlUgSBW+bjkLGi6NRj1PDEps4GzaVSuMcpVTC2Zo7P/ZJ3tk52ruvUlPh8RvvcnbvmEUUouuYwoLlvQbRAeolTfE0dUEuDo0LkgQQM910YkZY9ooDbR3wkkA8uV7gSHi5T9aIdxNKS2VprgoHSpstnAUQN+sPBVSqpQQgSFjz/MfOcLqgVM/rb7zJp85u40RIrmG1bPGq1KyM044HVxdkHMf3bjEJbM8fs3n9m3zy5C7p4hHbrfC1N/6IYX3Br/7o3+HU3+EqF95+/IjLy3PSMFJVmAT6zYBqJalSvYdUeHpxjqeiWQkhEn2g9YG/8/lfJCO88/Ax7773FmPKOG1Zro5568ETnrz3mOOj26TzpzgnpGyb1lI8PjZ0bcedO2c8Pb/ENxFpA5s8ce+0A5/4wy9+kTvPvczad+w2ifOrDZI7mibQLBeMm9G60c4z1h01F5o4Ax0+Iniadkm/uaJUkwGE2CAlQwysVkt2/YZSMld9TxNb8J4+Jfu+2fyPNcz+vY+DsZxeb85v3nbzdx943Pz90NXd3zjrgw/d3FkyVudOyR6wcVwnCdSZ9lhrtjhpreRaKFKvo9cFis5wkvMzy4fDQjW3WGwB8/PNIiYj5XqTpoJJw+YYe4ts9whm9g3VAEbNc3FV8Y3gvaC1kNIAFELwBFfRmpjSxNhv2W0v2Fw9wbuJINX0EHUfw52pmqAUggjtcoUPDRXHIkSa5RHqHGOa03vSRNcuTHrnDEi7TD2XYYGMheHpFXeeuctXvvqnvHnxHidN5GM/+0skWp5sR253a9ZdS5aAqMfjqTrQNB0VR6+QXEepwaR2asHiXgJTv2HRNuRpS9FKqpnsMgg0AVpnKQqdaxBNmJuZ0XddzXRBCcViNlsPSwn004CWhq5d49VxKcbK8d7hJRDbBhnAV4dOFa3g5yTBqSZ8giidmQp6T2iE4ir9bmuAT2hxrqA1z1dlxiikHqkOyt+I5fAvcQh17gTr7AWRFVKpjLkwpULKBv6kXA4gUCmFNCUzX593japiTRUxiaG4cG0KTUamQmwbuq5jsYx4L6TqkaCECGNSQrDd4Aoz709VCUFIOeFaj4RA23p6KYxpxDctVa1T13Yt41SRlVIodEuPrwsmV5iSooF5U+ZoxRFqpcOxxHGnu0d1C8ZyTtEe5wqeQusqnRbWeELOND7SSKWWgbUHdKLoROcn0AEnA8Fla5ZoJTpPS0VqpvEARi8fpyvENzMjMoO2OPH44GlUEdfgpWMpDV4LY72kl5bGd/zkJz/JFRtG5xiWDY3c4grH03GH854cPaU4nEQ2m8RINJbBcEki8LE7t+jzyBNRnqTK++885eLJJbUkYteSqjF+QogmL1LrNpacSNMWIaDFZPYhGN3ERwOrNFcrDIoB97UaCBRDYLvdMrGjcQGdU4dSsuSvgEPmFJWcMr5WxpLZbLYcLxakpFxdJaiZ1aJjnpTZ254cCo2DdGAG+g+F1gca498Xh2plSsPs3wEihcY7nA/WyHBmSF9qRmcvrWUTee7ebZrWs1g2LBeRquCbjm55DK5lSo5Nnxl3lRI8rhEWi4APSrds6JYNq7XHO+YoY6iTxRbHpjUD53FHVKEwsN1Weh24nLY0bYsTnZtxE30/sdn0VIHYRQM58khYBJplpJSM88wNDkepk4HMkum8pU4ltbVRYsA7Ic0CS0HJNbESA3QcQsSYBwdOhc55WXNi0MGuXmZQRyeUhMoIWubit841Q5wf72dgcU790bnlqgHEUTSTRbGr2IIfiipOvTHdcIxzMynlMo+TzJQGJrfjanduiV+uMk0jtTg66cipXteiNqBwc/6XDwJBzTOkWkBKLZm2Edp57WyDQ3I1ixDnEXXs8kiaijXLyMQmHMAcVCmZ2Vy8oWkanBvYbXt8WHJ0dMx6vcR5YZhGUik4FYbBGEKpVoKHN958g/Xykiau6IeE9w1N29K0kWHcMvRbXM3U0lAbZdt/nw3Mw3HDKHc+5Dv87xpH+CCyYjPY9f/397lZa4vOLJkP748PD7h+XhFjUh3uINd3gWuWzweOg6TwxvPeAJw+CPzcYNnv7yuOut8Xf8jsWd31F27m1QizcfN+TLqDFQNi0i4Rd2i06t5zZgaRrOeqH/wSRTXjpLBwLQGIOKa8w0nGaSaINRbjLPcKaj+HfRjDvlW8/8M+QBPdn4x9O9k+CydmyWAgd8L7yN6gX6jkOTcVMgE/N7lmU+mqdL5jGY6JHHFFwUumJ7JTxygBtGM9Mw8nwGVjH/umwbUe7wJRHM/euYNLhStRTtZrTlYrus6RdUFxyr17Z5w/eMAz9085PvUs88pqnar4RsgZVsdLRBy+WSEsiU0zXwh/9pK5efyN2e2G4BCJ8/YqE70zSzeZDZPVIWLGSwb2VLv4pEFJhwu4zkUg0ZFdJQejkycCIidYiWRMG/VK0QSzP4bTSqgzkCIThWIGTs7i6DLCQ4WvFuHpNvMH//rL/B//05f4xA++gFAYXQZaOgamek5kQFzG0/D47Sc8/+Kn6fFY+WijdKuVp8M5281DTlaF201hNaOTqb6Jl0QrC7ycMqRHiD8FFohYyo6qkmb6oCGudV4i94PCITQUuU2PYazeez7xoz9C2Ws85wkhF6XzM+q/W7FNPZ947ROoEwu4q8pz92/zG7//27z2Uz/MHz1U3r+74OnmfV47vsP90PHgmw/41J3bfPpznyPVynkaeO/8Kf048SQnhi5y/vAc1xzTTyPvP37AkHZ2flPiX/3+77E6OjHmjYvEuMCFyNNHD9meXyA5MPY9NQ8WNemsq5MRhMjZs88yDD39kLnnVzODynE5jPzQ517j4Xag9wODH9lqoj0WmhrRJHReWDdLpl1h3I1GuXZCyZnoOsZhYsyJ6FtUgk0G4hEXaLoGJ8HidMUxjAPeB6aktG2DiJBKtq7n99Fxsxv7gaSAA232g93aQ1LC/vG6T3XZU/tniuw8USv7hC8rNnwMlkSijlwy4iHVYhrZohQtBvyUTKFS/Rw3OU924tzh+j/QrG9QckWYwZ5qC10VnLeNuAtu7lI4mjYyqUO8ECUypi0+KKVOM0BlAJCgBO9MUuSEUiyhYBq3HK1OofZcXT1hu9sxjSNp2rFYeLyLeCmkYcQBJZd5IVNiE2lCpI0WQl3wlt6jyrDbmaStmtRzmiZWyzW5VoqHFAPvZ+Vo8QK3Fi8Anp/+0Z/mRzFz5YmGDY4naceiO2KtLVXA46EIzq3w2uOxePned5TZJS0G837tfIfIks4nY82MF7ROiVIoZUSrJXA14qGaplpwSM0gSiPeTO6t742XDk8muIIwsevP6dZrvDPQNdfMolnRdR3DDiQrRU1T7V2glgkJNk9TMDlKMaPtxaJDtbLZbkE9WuYFXit7VxGts6nx9xn4owhlXhsrQIVcC1O2r5QzudwAfqqScmacJnLZU7rn8+b84ec6P/v+cHKdspdzZhodLs6bPIVpstQ45xwpT/T9ju12i8ZAc7wCBymnOaQnIt6SZSY1eaYWhzRCaBxu9hRRTBe/aDy7POGdwzu3T6Slw9GpsKzCSmCpJ2RpmcKI6oQvPa0bWKB0eByeFUsCE0jFS2IoV7SitG4k1S2RCe8NjYji8QpRKk0IOM0UtXTDRYRBR3JVxFWih6KXtLKyRpY2eHGs1ZiMkwxcyWMiK4QdHcKpOi5ZMrKk1ECfJq62O2psGLJQkpCLI3YLjtoj7raO0zaw2VzQx8A7T57w7jvvkQZlKMkM5wNkSUyD0oQVPggpVbRmaq4k0XneaRCM+eXnbbh9PgoFoo90XUcdM7lPjNNI4yPeeaZhREoll0StCV9Nlumqbcn8oZ4Strue9x8+5mi5JPqAQ0l5ToCcNx17Vqm7UWTcvPxMJsMBRPl+OlJKtm91Hl+sQ9E2AVHIlvltBQfCql3SxYVZHQRBoiDeWoJFAglHcLY/ztWYcM5b8Y8z/7PYBJrGmHvjqPgWXLZ5IimEKBwdLxnqyCRbnvZb8gzUte0CbYRx3NE0LUNJ9P2Ac56SkzVBVQ+d+1IywVvBmnIBtZCEWitahVzmiwHBSSBNidiosdlFSZqJQNJsXhlOmHBMBYoIuDg3NffdeuV6TrISUWhQBqrmmVmaZzYQmP9PYG8YrfPjjWccDrWGOZx5PGafMOlEUotL9niKOgKBcbpiSKCzNKwUZZwSnh13jhesjpbsznvqppKLzbXMnCNBD6wcqj22ZkiT4tIcHC2F1VFDi6NVSwzTjO2VKgxD4fJyJKc6S54LoWlpuhkgq/u9jiWvLrolt29Hbt1SFouWtm2M5SJCE1tKGQg+2r4/JWvU5olhnIiho+8nUlK6bkVsPNvtlsurC3abCzxw5/YJd86OOZaOaxfk75NDOESz2zE3MGeQ4rpLOd9drn8+4EDVYB/7v34AbxA4PN/+ozdg6CYVaJZkzdY0N1O8Dq92QHHmf/7cYv4aKfpAitlearbf+MqNRu6N551Dsa4Bn5kRtKfnXCfp3riP3//NOsvFTBbGbKNwsHaYQ5gQ63N60WuvHsBTyDUhmq3BKYJoIuUtoTWfnYAxaqMa8BOkEKTO7MJyPUfotWXEje0LN8Phro2hM04spwtnci4RmytE7bmrFLwXLO7CzyqFQqoTC7dgKR2WTeYIAQYiGxESgakINrs3DKos4pKhzl5vYvu1k8WSVdPgIzx754yT1ZrGmcl20wrqwTWB2/dOObt3akwrb/OK90KuBQmOuK8p5zSxMFtX/LsaJn8jdruq9keVkggxzClnxozx0RKVmCddqDbBe4Vsk7mKFXD7xUYijBVccNRgJpLbbAVODJ5/80e/yxv9I47unxF95JX4LO994yv8yt/+MWIKDGVkWI6kuUdR6EjSgl+wDAs+9ewryLORV4/uoNPI6299m5dfeZkpnZPrhjdff49XPvkpsmuZUK52I5u2xZfKorFCqAGiKmnsKcMjmtgjvuFKl+yksQ66H1iwYdBKkmIRzQUWURHdkreXvPPlNzm+fZ97r3ycMi9xUR1SLBkpOxilwnxhO7GcBDd7cRijws9eIZDVcXx8xqvHx3zpj6746pe/xqd+5Iy7J7dYv/qDXDRrzn74x/lH/+r3uPvy86wuHsM777H6xIu89c2vc+vRA3781ee5lQcmF/nt3/wjfuRnf4xvvP8mP/zya1xQifeex296Jq1cDC/xzvsPePj2Ozx4/wHfePIlFscnvPDSx3j+2fs0zZJlE3HPnaL54/zJ11/nC1/+khn21mreFjXjibz8/PNcPL7g2fvPUEahiQsunw6c3l2CVo6PAs+erlmf3eOTH7/FV4/f4d8+uSBvLg2cmXbcv/cxhquEHq2Y+gkKXF32JisTk0y4piWGljaKyXayI8YlV5c7nHhiiNSSaZqOkhzRd3gvDNMGke+vXezNXoabneRv+vvYBHMNAF0bdx6WnfmJrhMJdBYDW1fk+n4yG0gjzjxD8POkbHRydfa6uaTD4qVqE7POi5DbdytknvTnAkMc15IvdEbOPV4cNcy+YdE2iaEJpJxZLBes1ksuN+fUUlC/ZzwVSs14b14/+4VPqEzj1rS9QRAmnjx6zLC7JOeCAovWG53cgVQlOqFOhZotVWy5WhCjJXvZAhoILpArjKN1ZHPKlALL5ZrQtKSUadol1cGOkcvQ8YSJWgK3fCAw4qlkKg0dO4Q3pPJPf+P/x3/y+V+hQThVYamK55zX3/hj7jxzn7HreFK2JBxLf0TDFZotYr0LniCFRiLRLaj9Y3wD666BfovmgosNQSJCnjc3AdGCF5OqRgFSovGOiINUiN403jntQG2RQ2AYe2LT0C4gDSPBB/vMnC2mpZjxeCrZ4t4RUj8gVVmv1ozFJAJ7g28DxwWqUZLVVVL43sbWfhSHmYHaWllRUimz5rswpcyUEqlWUilMOTFMiTwbCc7tdeukO08ptsLu5Twyg9/7zeH+yDnPaRVzEe8M7PPeM85Jd6v1muphM+7oNeOXLdOYqNKgXcAVQaKnbSMpgnphKonORabRNPSLNUyqtF2kUKy/gzl8hDlWFVcJTgilsPCBTCECzZwE2jolYjIHipmRH3vPlW4R6QmSQSY6bylCXiu1JqI6ojg6hJw2RF/AFZRMkUqLMIo1jpBI0c7kYtIwKTj1rCWQSRSXuaxXXOWBhQRWboHQcFeOiETWoiybyBRvkURIrWPIhewcsWkRVbwrXNUdU/Q8fnrOowcPGbY9OVW0EZp2QdMs8TRIbZBiHmFCgaqEGTzLKdu5EGiaBk3KYnmEqGPa9ZSS6MeEdI7OR3xr8pM8TtSUjbknxqxzUXC1UCuzxGeOfNdqrMlq/i+XV1uaGGijZ5wKTfTUnPAh2vWzz8XW6xK/7uUQ1ZJR9j9/vxwisFgsQQQfA6lW2tiR58ZeLRmthehbOt9ac82BztLjJIVUK0WEuFjguxUJZzHuwUCXqhMxrugWLYuVx3nPOBaKCkGEcTTA3rrvSozC8aLBdWekRz3vbx/RLjrGqXCx3ZD6jEZPFeFqs6UfRjQIq/WaJCM5F1wAL8HiwqeRqtBE0JrmxgmIC+Q8WqpfCAbcCpQ0MUkiNJ7gnf2teIyzPn/uohg/VFExP49rZyjL0jHNtnn8mGPm3ESisGdy7o3ghH0GT8QAoXb+f2PXMSC0KA3D7D0UpAcm4wqJmVe3i5bOK7U26BRonGN7ObG7PIfkaGvHanVEygmTq7lZuTC/6yoHm6I0JTSbRFcqNMHjO2XVOGIVmgIy2d6rVmPT7bYjF+dbclaaGBFRco6WuIsag2gePN552rbF+xbnPV3b4hzknHBzUqr3nnGa91EoosbkKzOrKSeoxRNCwzDsuLh4wnZ3zmZzjqgiTKyXDbHpvjMr5W/6MbsVCHKwK7i5l1XhOuFrX0XrjabnjMXcwIUOe2IR+9z0cHa5Ro0+5Bu0b6+KXP/+cMxMIt2/n0Nj9UMx3nLT3vkaCLLnu2bT74F2U51cv789SHS45QDczL+bpV3qZqBnfv9VK+BuPC+HdCtxoF4PjHtLh7zJ+pH5VxXRDKXQxYBlIiZyHQkOnBSEjCPjqLP5sxEbzPSkYANrPwtwOD/7M3nDUW7+nUcpyMw6VlFKTUS/hL0vGJZm7YW5Zq54EZxUchlQzSxpcLjZgciheJIKXiLeKQ1CUmNTTzYwjaOkRv64d+s2QSGKcOf0FC9Csz/t3prJTpVnn7tDaMyL1x8ux0KpBY/N+zkVQtyns1Wcn6+VG8DXh4+/GeAPlRCx1pGzzlApNki8F9KY52SKjEMptczx4dfolvOOGsRMPAVCK6RSUO+JRw1f/fYjjo+XHC0dn/70Z7hbB3ahECVyR5Y8032GL//eb3P55iP8MvDqz32S5Aa8BEqKLI6eYZRIR0ODfRC3XrhNnBLPPf+8bQhjJary2iuvgRyTMf3xYgF+4RgplDLQiicoNK7hqGkZ+47ttOPO8R2SHLOlYagTjVQmPaeWiMSWXVCM6jCwEKXpHJ957RUIS6aaCM4UkB54+OABNWeefelFxvliq7lat1IqTjOtOprGTGGdBBKA2Mb7/MklX/jiV/nFn/8FanJc1szD8557t2+xDWf8+M/9HEeLBW0eaIaRVWh57eMv88rzd/jSH/8W6iOf/NxP8TM/9cNIjLz6zPO8c/Uerz94m/XWscbxxvvv8Mt/59d45e5d+NSnbeEBJgEJkewb/tk/+y3686dsLx+iZDbJ4rG1mgm2mwHBT732Ko/efMxms+Xrm0tOj25x/vgxbYw8Ph957lZHqZVnb9/mn/yTf8K/HEa2FxO599TJce/4jJ/6iZ9he+54f6bChmBGe8/ePaMWz9OHV2Sp9P3GFstQWbYNJTWMvbBsV0xpCy4SY+b45IQnDzcsFkuGoadtF9+LqPeP9pgXHTOMvQHw7PXS88JTa70GhrDFwolRm2dk5zAhVzHgkRm4hXnRUMX7QCoJLXMCgDMGUGWeF9hbP9eDFOzASlIOC5JzHp3nE/aLE/Ya9p6scDXmluKCnx3pZPa02HL71i1jnuRkE6rziJjhdJ0SIo62bUh5outaU62KkNJE7Bo2VxfsdhtLifPgfWCx6IgNnD99hHeCViVNkyUGLhqqJmMaBm9JH6pM48jVZodzgdi0TFNmtV6x6JZs+ondOHH/+IyL3SWPh3PciWchHUfNs3zzrW9w9zjyhTe+xI999m9TpZJxPJy2fPH9b/N3EZ6+8zb9m+/wU/ef4/7tLXfPIqFbsZGJ0RUznCaiKsTQUNPOmB7RE2lofKJZHuHSFaLCulvh6kip2UAaHIj5gOxXZC/BTGVDQxoTIpiRM2ZiOaUJCITgSTlTsxgV3wdco5RhgjD7WYQABSQ4ypjN8FjFDPukMmRLn7JUMNv4oA6ngqhgbMlijNHvp0PEZNLqjP2jUCrkyszssaOUQkqJlDNg1yHOAH+tdWbCAd4i3MHA0hg9TdchYW5PipLyRJqZV1UqsW1YLFti9PTTwGazIUTzpFIHwQVWsaG0Qmgjg6u4rrG12oPO49AFYREDOdv7r0OlBkdcmNSzjR4PLDDwpxWhodKIbQo7H4hUck0EJrp5TYvInBAiVJ/oUCYmGiYCiUbMZ8vPG8AgDofDO6UTBUZCgKIJ0QmkmORaPBHbu1QyRZKlruFpxUxjWyq7aslfO1FGKeyqsK2JlsCUr6huYu0XtE1DJjICO1VS9BRREplJKxOF0SkPrx7z1lvvkKeC1mLS7qYhVSUPk+1Xhh6ngdZHvHMm13TCOI54FyklIdW8k4JEUGhiizSKukAeE2kcSXmgdQ2Ni8YcKIpm24DXyix3NUq8lELBissGAZfRMVFr5eLqiiZ4zk5O8A76YcJ7bB8iAal2/ZUZ/CkzOK/7AVlNyvj9dAgyg1uBtlvgg+C8osX8JRShJPMJ9K6lFpjKgATPWDKZSnGCbztSgZoqQx3ZTYlx3JBzNhbJ6FicnRCcQK2knKjikKYhz6wpLcaOnRJkAULEhQbnAle7HUOZ2O56ilM0OjTYfOLwFIG+HyAoYeHRqrO3V0NsgvlgYJJa7yuqhZQnmsZSqfZhDSE0uGr0lCkVRJXglVENtvGiNOIQCSTM9F2kEvfmsGLnVHGI+rnQ68ynTPeeH5P5cbEv+PaMlAbRBch+9jAzVlWPF08pHnENhQnFUQSbCyXiaPGhQJprD81ME6y727S3PY/ee8Q4VbNMqDrvc+bufjXW1V67rkXQitUz2RHE4R20wRhhEWiqzVV5tjfKFVKqjGOh342kVKidslhGDnSTA4i/ByY8IbTkkkmpEILpysU5dv1IjBHvAsvFktu3bjMMI08en1OKBWicn1+wWBwhIkzDFd51TMMl47ilaiJNA5cbYTucWrDFn09J+Zt7yGFLaHuAGYw4WBtwQH5gliztO457U3ojvuhhT/xhZvyBGQTXabnMT3Qg+swSsjnG+2apfjMB7BrbkQ9+v77zjdffv8f59T8MFJknCGUfmDQDQuZtxGE/rTc8fg6S3P05EmPxiZj/bnVY/b5/33uPJLlm/sjBs8vY/3uOvkmxihGNcAaQO50NnvcpajbP7Jk7qhmRMtcRNwGzOn96N871jXPOHuwT0Dnt1jQ+haAR1Q6nHvySlDPGFKwIZrPinFDIPM1PuBfvG6dYHVEC2XbJgKOKImpqnDrD0x7wakBSI57g/AwgKt7d8Eed3+8+9n2xWqClUnIlODfHuwttiIA140L0xp6cCt67A3byFx1/I8AfYTaEcjNdzDcUnbDazi4yKLhgtCanlnoV8SCV6gpVKtUHaoQk0HjBVcW5TFIhHK1o1guaJlFL5rnV2vwG5kuwPbnLqz/6eRY/XPk3//Kf46ZjvviHX+MHX3mNp99+l09/5jZXtxxbb0vKmJ8a4NSsTDSmG+s+yJoaTlBZAkoDdLLXZl7rj0utTLVSi+Ps9CXu6DN4gUpHB1wQebwJ9KWjCUuCNkjTEOtAdT0qS6o/Yzo2w8+EGdI6CYzFsbr/HMGcO/nDf/HPaWLk1Vc+yXa74+VPvUxRR36ysy5TzTxtF2TnwHvqNPLm43Pq6V3+n//0N/lf/k//J3zzzUf80A9/gsdSkeg4iisSoM2SqVlwpVAXLbt+wdkv/4cEHBsJGONIiT6wPs+8/NjzIz/0A2infDrd4a3tW3z9qlBL4FThF154niWQgDd2I//B3/oci9jw3ltv8fXXv87rb79J5wMp2eLd9z1tA/2w5cnVY6K3jo4ycnJ2wqNHFzxz+xbfeOMJv/Obv8W3v/k6626BQ3nx48/z8z/z8zx3d8FRVDYP4Tf+8ROauOD28ydcPD6npMqDt9/h9Og2t07XjL3SRvNvmYYtE4nTozOuLivtoqOftlCEWj1vv/MeLz7/Mo+fnrNaLdluBppu/T/KGPv3PSweun4A9NknIxjVuF4vFjN4A/Pa5GaDXa77EaoVH8ygMdcK3rpQYOafUA/SODOWzHOs5h7sOfCMbAMn1oGos1bZeUG9M7BoD1B5A4XRasj7vJuscDB9FucoakZwpSg5VdarI55ePSSlyYxmc8bFhjSZwXTbNYSmZUwTY5qwP93kYJvNJSUnNE+sFh3t3H0rNfPkvSeIZByQx4Gj1Yr1esVme0UMnlIdJSmlCmOaKBWaZklV2PYTq/Uxy+UacZEn7z7ilVde4/GTJ9y99yy31iuoLS6suJLM7Ree4Z/9s/8Xv/y3f45OC0gijZmvfvE3qTvzrboarnj4+C3cx57jq1/6Gj/wY5/jgZyyZUsul+AjQ90gzhNoaBpBk8nvEpUG89LxsZB1YKCw8t4kerMrjUjkYAJIwILgO3xYElgy7NJs4g8SGuposl8fIkhk2mVcnTiJx1SXUTJNEMhK8J6AeRaJZJPu5EL0nuP12uZazMBTi203RA2EtE2e4spMHP2+OoSCN/9N5+n7AZFIzpVhmLi63LDdbknJivBSq23wa7UiykcDfpSZvWYbOQkOFxzOg9ZsQEExsNMYap4pTXSLlhisyLu4OGc7bGkXC0vl1EoqlUkr3aqDIAwz0DRNk0lW/IJJlWGaKFWYJNGdLHERXCsUCl48rQ+0wiHMuUWJaiBPK5UOrJkhHi8JT0bLRPRx7jJWKiPCyMRI0d5MySVaEIN4qvYmh5q9DCo9hS1aeryLdC5StZDTFV3oSOwZZEom4xgQPEk9DZkVnsREdMH2K2K9y153XGmPaM8q3iGTmEgIS4QVVf0c8VqZamJwSkZ5+8F7PDp/wtOnFzh15nsWlOhbgu8IfmnFLC3haEGZFC0Vr0JNDsnQLQxoTSkZYFoLPnYs2gWX/QXBN9RiPg5BQFxFc4WaEXUs2pbqCjoVfNdQXEJSIZcJzeZThgo1F4J4JEDrPdF3TEm5uOxZLxc2Pk3sSpCAB3IxA/+9v4/qfn2x5Lry/YbMipgXoARyNilQkkT0hTQMtKFl2XZoNXZdSond0LNLA9uS6EtBmiX37t0CAv3VwFQyYeHoIiwWxj5er5cctYA378iTs472CLYZ3nhvy+vvPeJymCiusksbXn71OZ57/oypWKrb0wfn7NJAdsZsHjaJ6gXfBZbdkqFOuBBwjaNZRtQVJBiwXJMxR2ROu2yaFq093i1wXg1wIjNUuw6DtixCSxNAdKKKUsSArkRl2DMwROb0QiVTaFD83Fu3RrYDAiIzk5OMsgHSzOo5AlmgtMARygq0w9FhXj9+/h32PC7Sk3lYL3hXN1w6pYg5ikHA42gk8+DqMSknjlfPMc4Ni9u371L6zKJb0TSR0Q24oTKVnmFsKZ03QKmY95L20EiLi47WQddCzEqoEPIM+BQzzu0HZdiMXJ337DY9XjxTsX3D0eqIJjSzbB3UFUoR1LohZhKdMtM08vDxxuQtApozXdcRZvPv9eoYJ+8TQmNMLO9QIrlWnr19ikPZ7i7pd+dsLs9JNdO0LXhHrpmHjx9T6vcfY9bVeR8we8EAe2LIAUTZA0F1BhSZJXhOzCpjpg6Zm+HMWt83QQUQ79BigKc7gHN6AI8cgureK8de+0BmEGt6em9Syr0Asig4PzPDS7kBjM5A4/ze90m8BzDrkMgLqg4vYioEZ8FAh6Rbv5d9z4cY5CpAEJmtWOz9utlioZQyzwHu0EDdQy7GBJzrd/EIlnTldMKJmbVn1O6oHtWGLVcUX20N2rOpCNZ0OcAl+zVE+IDscG7sXnOAuIEN2X1FwsyI6uZgJMeoSqQlcEaVFYXAVB5RnQFOpiwwBo9rMhfpkidcccbR/PfKDBJ69m23MkPQdT6D+z60o+Jn1pnj+g0ajcH2pX5+zzkbs9mJWMPSgVc3s2HND9M5f33dzOPagNwDwvgdj78R4A8YwKPo3H0V9prc0DjcaGaUBtRYQUEIZNmDQ9dmx+oqMTjyVHGhUrKjE+F0FVlEePTgfd57+w1++md+jCkXsouodyQFfAMUfvLnfxnViR/70Z/neHXEeCG8/s5j7t15FjcXs62LSM1kZ5uempVcMkftGieOi6srlkfHNhY045lQBSetYYDek3HM4TQE6fBig3OoiUjh+PhZNiiqgQwMeaTfbvj/U/dvv5JnWX4f9ln79vv9IuJcMquyrt1dfZ2emZ7mDK8aiZKoCwRJhmTIgvxiyIBkwLIfDD/KEOx/wPCr4QcZFggDevCDZVs2DMOSDYEmDFEWRXHIoTjD6Z6+VlVXVmXmOScifpd9WX5YO07W0J4hxelpTv8KBeSJPBknTsRv773Wd30v4zhyt555criluUjW2hNsjMKO7MjNjK9FHb/25/9xRm833xOekDG/kN/8zb/JzZvP+P7pzPDO27xcVsbxwF/9jb/Kb3/vO5Amytr4X/37/3t+5Vu/wO7hTa6GkV1KdkgobCJErczbzFEC27jjORXXFKkLTmFtJ5xrPHl6xdffeI/T4CjtzH/5/d/m2Xvf4oPrA1f7PdeqaD5yWlbi9Zv8F3/97/DRqyP/+r/453jypaf88vt/mnX7k4SrW/7GDz+hucBv/c7f4v7+DlF49vabiApX+x27YWQ/jRyPr0i+8b3f+Q4+Cv/4P/nn+dJ7H/DF927xDc7HxnEWlvuVQSMPpxMPR0Fr4O13b3nx/Mwv/vLXker43u98hNeJq8OB3Rh4eGWJCp+9fE7we/b7N7h/UJZ1pary5rNnfPjJD7m+PjCv9+Ac4tI/vGX2D3o9Mnr0Nb1UbfO5YNXeO0qplFz74WTfJhc35n7wuE6JfTy1Ls/j5HHjAqzRqqUzDGy+bhMIAztF2yPLqD1SYfsJ2mmp4npyhxoKf5luPOqT0ddpC6p4FxCcHe6XFIgmBBcQqdRaOhvHzOZrhZKbTdmKSbFKyVAz67oypECII7lAzjOtFbZtIQZHq54mjenqhpgiLx+OCEKQSG5CLoWci4GnrrNnvCdNkTjuUAmczgtf+OKXqQ2e3D4DAp+8/IyDWznc7Nn7xCKeP/9P/AuMIbKsZ3xY+fgH3+c2V67e/YDvfu+7PHz2Cf/Sv/gvs2+V+4f3eaUHjngyEZUJYcDLSKWSRYgSwGUeljsOSYg+EJmo0oCAykpmwzlPVvNUcFp70S00GcmaWAgUBhqJJp7jvJF1BDylyz3GaQ85UjiznTcWP5N8oIrraRGKNOM7ajM/M90arVaiBrwI5/lMySu+33sirwsUhe6r0LDx1c/RJYKKN7ClgUjg4bjw8sUrtlwJIXJ1dc2yLNRqce9brlBKT/sqWPSLAUAueqqqsQh6AWv3s5mqt2ZT3ibK1dU1eKHVwsPDGUTZHfaUUkx6VivVC7e3VyxSqK0iwZIYsxazv1hOtMHjBs/WNlx0LOuZcdox7BxZIHohBKM/JyyNQ0th8DB5R2yF1hbEY9RsCuhK8LaHJPFEVbwIW1sRWdAyM6bAgBBaQxS8m4gkCgtVC42FIoXmjLkT+75QxKSikYjTwCrOjDqdsQ98E6J4K5TVTGS9BKJ4Vgrqzbh1axsva6ZUR60mZvOyJ5dE0UhxyibwUAoP5zOv7u85zxs+JWpVfBrxEokuMcQ9QqJkYUw7aga0UjRTsuKkTyIbFq4QPBRIMeGccDye2O321HlFBk9znjIvhEuTkRVa4eXLM1Fs0hl6U9yqmc+7zmIQL7TSqFuBZkVubT2JUYVtK3iHRVWLrdncYKvafVLktb+PGjOyVv25k33Z4KKxP4w4L90MeSXnhdAbvxgTQ9qzbgXJG2up3B3P3K8rLUSCFl6+uieGgYoy7kdCjOwPEw0DW8adR2q16e8kWHyx8OlnC7/9nR/zyf3CuSotQG4LhxdHbp9cUWpjW1c7c0J6NJ4ua0ajYyuZIpUsBbcbmIYdy3HFxUaaLPVt2CfEwTSOiLPzOrhE00oudj5PU2IuG43KPo3Q7LVOfqRppjn/OBkXGpbS5Xt4QyP19nBECaJEifhHps/FtB/M0noFHhACiHn+qBp7Bxk68GNuI2bnGikETtL4RGd+vN3xKlY2GYAEarW6F8F72E+3HI+N46sT14dneB9JbmBdF7YtE11gP+0ozQJOVE02UjalbYpv5i2avLHzA9iAWmzy7z0dtIW8Ql4r66qczyvbZvu3D8LhekeIxmA1KwehqXtkkiiYV2JtbD3VcV5m66+qSX+nNDCNE9N4xbM33+P+fqHVDW2OqsrTJ9dcX1+xrUcgcXNzwAd4/tlnhODZH/YoylaW156KPydXd32ylrs9Yj6P9e3nrQgU688unpLGSOkAjna2UGeVeBEjBLRmTJ/WCN6j1TwatTNO5FIPt88xZR4ZR9CqkRk84DojpvVXFP3rmjaEgLbahxudqSR0KwT3SBlSVWgXeZbJmFQMMlEnBO9o3lE/J/F2nm6jwKPps/rOJvFKlWYv+WJjIZdyvgND3tGkGnDV7P6+JFZXGlEcSKNotZCK1phbYWDPR3zM1oEyFKo4NlUCjoKnSKWoo6rDi++fanvN1Hp8Jz8HAGHgiYpH8YgEU45IQqnMpeJc4Yk/IHLLRmPlM0uoVqUIlO4wJAKNjbt6ZhesbqyPgjZ4FOt19tXveRVi5BVPp52Isc/lEdi+3CP21gZMwuvgUYZ3IWxpPx8fUzQdnfVzkRZ+nkn0/3v9sQB/bHogEHz/cGxSliuI7/FxeLwXaqtUqRTv2KLHB2du+F4tKEzU0hUFwigcrh2HKRD74PnJl97nqx88pdR7fLhisy3RKFmdRZQpbOvM3XLGXz/h6be+hQTHWQvRRWs23KFPj5sxBmSHhA1lY6j3tOOJeNgh6hkE2vaSIe3YdDAWKNXyBVSJZAOQWgMJJKdsZSa7kUFGCrWbg3nyzdustfDpx5/gh1tKKIhzJn+SStYZJeJcomrjHkGGxLnMBGloq3id8Nr4lT/7J/iN7/6I5eoGFwJf++rbnNaN7AuyD1zf3vLZJy846spf/97f5uaLT/lT3/wWTs1A8Ic/+D5f+9KX2Ivw6uVnxGfv8vH6QI2BUhvLcqaUjcKKeAjbA2l9wTQlDkPg5tkv8XDyZFm43e2JZO63l3x6f2a3v+UX/5Fv8bW68oNXH3L/0d/Bz2ek7UmHt/jPf/M7/Oqf+zZvv3/FF77wBomB7/3gI6IPTMPAYRq5mkboaV1/4S/8OmNPN6kZ5rOa6VhPdUIiFSVXKE05bxs/+OHC9WFP08Y0Jt55723y2XF8mNnt9rRNGWJm2xaGEXxS3nznhpxH7u7OrNuCuMy8vOLq6pbTseF/zsAfwcB8Y+3Qixo7sEx6aQedSj9Oxb6/oVCrSa8Q8ybBEaLnwgWSTjm1PU9RsQSnWq1ZrLUaKNSR9UeWT9VHZs+jqV4fGQv2GltV1NtGiaPLe/ov0Zz5MimkkNhKJg6JUioEa0qii0jXkLbS1WPiKNUmJ6oekUiu8vi1DyPrurEtleAiNlV05JytUHCRhjXezgUDeyXy4v6ME2FMkSU3NNuabi4gBGqFIQ3cn85cXV/TNCB+4Hi+5+b2bT799AWHwzVBHB8//4Svf3DFfT1xxZ693/MkPmOlEQeh5U/4ta9+wC9//c/wgOd/8+//r/m3//X/Pl4bJ+fZfe3b/KRaAS4a8P6AaycDv1qjusiiK2PYEZyS60pGWZqxMo9qHjJGz680Cooy9EluxbGQWIismpg1sOhAkQh+oObIsjVqsYMZ9aQwcn2IHI933N8dmVokudDjOZXgjPlD6VpyEbQaWOlEzH+oj9VcBxyl33N2k3cQ8OfMVdZevtF95/PCq7sj53nj6uqGZV2Z5y4TaHSD0sK6ZZMjXIpQuXhmmEGtE5t0xl7EinMm49LKMASaKsM04nxv2rz5Vlj6ZmPZVvMTcJYCUtqGRCElR3ON4sxEcSkrEpIBnDHigiUKxauBFswfYBo7g6/ULtEUvAhTjNRyojkzYPauMesrqlR2JKLY3t5npSTx1LYx9NrCe09ST6CRxOHFtPsRoYqjyMxcKlEcjsTgPL4pgwxkMWPJTR2ewMCAuO75IyPFJaLsiLKzyaJC0ILHjC7BmfSqbax54eG0UFplycpaPHMOtDB2llREqzWgWwU/TEgTdmmyz10ijoA2T/IHYnJIc/0eX/ESaVKoS8ZdlHud8rYbd6QwknykRmff0wty52CaRrbT/EirV1VSDEQXaGvp6WGFoEKKEajGJPIeHy+yLfu/lUrJheILwTmcMzaM0sjVwJ/aDAJwztv+rvY6W6u0+vPVXF6uZtq414m0/dcYYuIwXTEOO2rpiZLBoyJsxWqQqo1zOVEqXF/dENPAum6MV3u2dcVHwUvFSeP88MBaZoY8UNnj6sDLzx748Mc/5qyBpSmSPGkSBp+Q5ihb4Xx/RHNB1dbkGAcLE/Cw1mzSrOhJIbLNK0UqAaEGSGkkhQEJJmNyQfHh4gzbcBIJyVuAg0Q2MvmcSR52KbBUW1+76FhorE6ZgCyBIs7OFBoDlYAyKiSBCSGIEqgEKsbMsftPWwNdEDej7DEuhIlJBGPgoEoTM5deUGZtPJcz3ysveeEKi7NnlpZwLnXQSEEb0+DIy0bOntP9A6hn8CNJu5lyg3VZcK2RYsQ7S+OJBVwFvZxP3lJ4weSTVcGrmGS3Kq0K29bYNmU+V7a1kbdC1cK0H/AB1rIwymjsaqBbcVsTKZiMpDf/3gdaU9Ztsfh3Toxp4HAwX8r94Yar6zc5P39OaxUfPLUUpmniye2e+7sXDOPA/cP94306DIngHYfD7g8iF/yxvJwIu5ge16P2xy516KPUCXnsni9cEu2DopILrVrS8GPa7QXA6XUoKFpKf84+ZLp8W2cTmdSMxzr6IocynzehVbMbMGM1R60VZ1RqUIMw3YWpJLxOxuvAID2C/ZFphH2Pag89wYydXQduDLzpYzGtXKSFqu7x/RAxFlBzfV7m4OKr4/rgVVvF+T5oRbpPj8PTX5uZAlG0clxmnDiqeDaEo1YWbxJPJOLJOBobQsT8IX1nL4Ej9Od+/XEZiHcZ7l0AFsTcqJt6HBGVYH49WqlaeNg29pPYUAMjNmwq5ObYnFDFHMhMMuo4lUoOnf10+XmXkvLSbnDhTb3mKPXgUgNp+vdevkuUDvq9tqt/nX8oPb3bfogBauaLWYvdWF4MwLv0bH/Q9ccH/PEe5weadLM3Z3R2CdYEKebhoViKgHhFXbEbLKjJOkRxrvX4uI3Dm4FTgUHBayVvR/6j//j/wb/0L/6zlLIhsYAGxAmt3FHkJfBA1oamp1y/85QiYjdWsyLSiEbyiMYGhIRDXEDkligLtXzI+08HhAUtnqAnVD7F6TVB9ogI8/bAGG9s+sgCrBi5dU9pQgx7jERW+dH3foP33npGaYmH4wNXbz3j8P7btKbMemarnqKR6jznIuwGYXv5Gb5mYytRWddPcT4Sh6c0LB5Sk/JL3/oG72oiNGF9WFnWwtffeZ/9TvjSV77Bxx+/5DQf+fBHP0DLzI8/+j4f/vhD7rfKB1/5Cve1Ub3jlPadojYx+YQGYZd2LC1zLkfmfOJcG5/kB1g2Um1c6cS0u+XmjWfctcbsHG56wjI84YU0cq589tHHxHwEHSgUtrqRtiPvfPldPvz4I+blFa4Gnhye8O1f+ArJeXaHA4frK5I4kkApfZqSFarRJYN4863BijTnYK3mU+EHS+1yCj95/ileK3WrJHbs01OcC9xc73hyFfn4oyPBJ3xwnOYTKUaWCqVsbDkTwoSSubu/Yze+we3tzT/ElfZf/7IJ5tY3tdfMH73o2+nUTjUvCMRRazEKpA/dOM7RRLpvj1GLG68PzUsEpYvmddMdqvqGLn0SrwbqXJie2HSh9sPn977mywHX+3ntvkQqdmB7h8chaluqawWvQq6KNKEs3YxUHcknZjWWjw+22hE1nbN66lYIKRBCAomczxmHZ7q6xouaSXO+nPgm8/TezFfjEDkvZyDivbdkuv6bt9KIMdHU4YfEkpWqHucnQpooFZ699R6fvbhHJbDmRl3ONBQfJ1YVXqxnrnZ7vAp7IltN7OM7NvmgsWfjX/kn/hHq9hktRE4VJFxbLDWAOoTA4G5YMIp0aYuB0FiR4eLAuc4gJglrOM5kA6gkM5BRNjyOKkohcdbIzMgme2YmVkaKDFRJrMVTag/1rI7DtKecIYWR/dg4Hx9Y540UBlBMUuM8vtkeTYXoAnOeicETxBk9up+ErZpfHM49Tvusem1o/TmrYgHEM58X7u6OxJC4uhp5eDixbZVSG627nZdmzApVeSxKwORDVa3Q9dFkybU2m87v9rjgCMFTakZc9+oSBTFteW4bPpp311pslOK8x8WARmcJGWKAbxrMJ2RxxqKrAjFG1AfCGBBvoJ2LBtaK9iKmZpwzCZfHWDjB2wxRsAa4spF1ZpOBKAMOTxQhqjLXO1pduA4jYIlXFiELlqVXcVKAhuiCazMHFylEoiScVpOU0QjO08SSQZwONJkIJJZu9hjU/o0nojpYYhjeGEl1w6knyY5DPOBKo8aV3Cr73URjRN0VGnYca6XgQMwDZs0V5yK1KE08tVhBHp1JtfKqSHVwYR75SKCxHDdyM1lWaZXgzRx9nldIHgmCx6JhW6sG2NdKK41hSBbrrsq2zLa26EynZqbFuQAIoZnvgWC+IWbtcAFvuiykNWopeGdM61IKBSXXxiUVyznzlys9Tr5v4N077OfoUqA2yrbgXEAxu4EQArvdgXGYcAQIQmkbPphxZ1OhNsd53UxKsXfM85mtVK5ubvn0J5+RdSNNnnkS0lnJ5cRaFsKSSNtCOFxR1hVpjbrNqDiGYWTwniFEog/oVpniyP3xZN4wVIooIVncuVdBXaAq5PNK3E045+xzqArFUTNorfghoB7WdTWfxJhoEthy47zYICClgUAAJ2gtaF0Yo2fVxug9RWwqX6gsTYlaGRyk7pyZyAwq7IBBLOvLuD2R2Gfuiu1RSsGMA4o1stq9giRQcczAkcKM446VH9RX/O76kjrYwKZ1XyCvntAlUNEdCCxsy8pyWpjC3iLuq9UWtVbuT3ek5jnEHWMaCeKpmxArUE1aHLTXTrV1n1rbh5va8YU6SlG23FjWwjxnvIuEnSNGRxoCpWWqVkorVDX/IpMm2fnl+nTD+w52NRuG1dyoRaml0vJKyeD8QmmNNOy4vX1KUavPpjHQWmW/v2K/G1jXlbfefsazt5/x8tVLxiFxc33Fzc11Z17//FzeO66urh6/VuhAAp/z85HHv+1bmZFHundPq8Yu1tZopQ+auJgh8+inV7MxIEup1GLsLSfGxrREuQ7Zvda7WqvfmWP1Em7S60fEWQ0t7rV8zJl/G53d+chg6oCgMVN77d6luYL2dOhqCM6FSHepk1pnznfA6vG1NYfUZtkp4eLA0x7B+guaKWKsNil2Pwa19FXXKt5ZxiQNnItsm5LGSHPBwJ+ykYNDLimxhA650AEgS8Ozd9pAJ98d915/opc/XxoEj3b3v6YBJJFVQBJFKs0FTufC0zGwl5HMzJnG5gJrg+wMlC6d4ePV8dAqG3av1IuNxOP/5hT0KJN7hKF5TNf+PDR0+Xt3AQmh91AWjkJ9/RtdQOPQb0pR4TFEWkw+/Xk22e93/bE5UbV7dlxerskD1PTFziZJplGkTwGrsXmo5FqYwoAkwU2BFmwR/tXf/B4371/jX8z82W++xzSO/CN/7tc55hMxWRpPkkBpHpEFx6ds+hEh7Kkcui/HhqMRXDTDJy7ro5HEYumD9NtTAp6AH2wiV6nEoPzO3/kbvPWlSNGKj7fkemb0K4M6XBVUZpxmSi0MKYAbmPtEdkD58ltPiL5SvJCvRkQzMVxRFeZ1ZTdes2jiviktJT45HXn+0Q/44tU12jbEVaIo3/3u7/CLv/yPEsTjcJyq0ecHUXZO+P53fsipVv7RX/lFmv+AkEbKu19iaSt5+zXCMOIIPLt5k3tV9vsDUiov84q7ORCd51ocEU9rStHAvglPh1vmYeS8q9xeXePWB25iYs8TxCVyCMxOeL4svHr5ijAEpkNj9CNvvfceB6BSuD/d87vf/w7325n3n7zDF569yz6a6VUIgSGaWWdTk6Q1tWQzBXww+rn3Bqk9xpYKuODQmpEorHXj1cMZLcIH732ZTz78MSkl3n3rTZ5/+Iq7+ztEE58+v2OdZ5ZzN0J2ytXtgZcvXyF4xmkipkRKA+t25nx+6JPO5We9tP5QV62V+7u7x68/r4f2rr+PXdvszcUTRPAx2eHR7Bh13oxBLzG/TpwdGJ8bG+W84fFmTluzGdKJMf8MRLI0rx5SbZuhXFD034u8P16POmd9PNwEurC2NzKP229H2cUTgvlJSRPKVkhTtISTtaLOdLatWcGuqtzcPuX4cIcS2R/2rMuG1kwpzQ4x503yFS3Jr+K4f1hAhJQiDUdutp/54EEbTRIuRDPARbi+uSEOEw3h4XhkWTO31085nmaurg8s+chuf80g1zx/8ZLrZzccdWNgNOt5t+dYARTxFcodv/Cld02aIRvBj9xvGxInGgXQrs/ekZyw0qxAV297sQhKIYhDyHhtjC6wsSLM+D6/TThaT1dYCJw1cSZxlsQmOxYdWFqiyoS6gLoRaqIWZZ0rgRHUMw4HZIRlPnI+zqQwIuq6fAQcHicQJNrELDhKzuTtEv+rj0Xea5q1PE5cLhLAn59LmOeFu7sHrm+eUKtyXizGHUCcpVos60atxti7KNhbM9P00n14YvL44EnTRJpGVIS7+3t2e/NlsgSxzOF6TwiONS8W6ayNNA4474h+INNYNzNedWFgHCdkCOyvEjXBQ95AIabIbj8gO2/A4mgyr6rVpGZLYwiRoXtmXNg8RnHPPQWkAoXQi6iquTeQNg2kZMQ35npHdEpzFvseUFrO+CBdrpVBM6UsDMHRdKO21e4Rx2PMfFTfgSxHJHBSx9aUwUfA0wrYPebwYoVmFBix3zFKYpSANEcKO3Zu4Cp2sFcCG5EZz9wcu+CZtVJoDEkYJt+njr33LkotwjJv1FYJ48B6NpDei7G25rWQt8KQBop2T62tkmI01mRtLOtKKwu7YSRGY3PlrRFDsMQuhC1vBk7nTNVia8i5y9yY+TwjRRl9ZB8Su2FkKzNb2Sg5s/iF/TgY2N/U2Gg0TN5ZjU2JmbP7S+BHK1Y+q3aw/Odtbdq9+jqcYsMhTMNktWTtqZUinc6vto6Cp84r0KXHaiyg6Byn05nj+Yy6ypWfmLeFKwJ5O7KVhbZ6Yim4eaEA17uRrGfGGPDRsZ8GxhC4/+wVr169NKXEVpjnk1kBDJHoOzO3KiE6qAYYD2L2AvvhQHONYT8Qx8g5nxCB6CPZBSAT0kAIDh9teOtc4bw8sBsGkvNmbC2Bc15xzszTjXcHGWPIRWmstC4MDkQ2BgqLQaREVVIz4/dRPJHYawmbxDftKUFSETGzf1DOLXMWWCRypvBhvefH7YEyjahLCCNbC9QiDDHhGXFOmYi0lIlhpcWNh/sT0RWud7dseaOUzPVwQLZGayZ/R5Wy2bGSegtLB4IoNmjy3Q23NaFZ6jS1KrVCLUbRnHY7A6i9MK8zuWb84Dmvwq4ZEwh5DVygJkUJ3Y/N5hsObc6A4q1QpbIsZ2P5qLLlzDgmlMa0G00CRmMcEylaYMlWVsZxYBwCqkqMsVdOP1+XiCONw+uvwVjoaoyV15ftOfrIfrSax+GRaM21KLRSH59JOihTq8mxXLMaQ1vrSYhq8tj+2OffvwuwpGpgjsn5LMPZ+mEbYOL9o+mvhVgEO3MvtXlnMF/keKX/HOdM+nUZ4baLpGswG5KaHG301OCo0eEGT01Ci0INgiahBaW6Rg2CRKF4pUSlhoYmhx+EotXq2GiSbcRgEK8NHxLeuHU431jqzOlhZrd7E5FExXGuFaLDd4bOpWh32vDaCJ1DBMHAK1FSh1y8XnjMXXwlAB69yD3V0ySxqaCSKOpABopuZIkGGatjE89RGjNC9QObmJ9fExsXOfGcpLKgBLH6vPCYPWbD6s6mQjvj57LVQwerP792Lt//+KIfP09ek8rs34qlH+P8I6P34o9nKd7dv9LLH7g2/5iAP0qTBr6AWiR5aYWK4mNGfQYZezKQpzYhDR7mM8MwUnzkxx+94nwPw/tvsOlGXhI+7Pn+p59weH/Pb3znx/yJD97hux8+57v/xW/wj/3Tv8BePDfuLYQbsluZ2wxSuZFonhW87Eaib7JVR/KhN562ZBsrngXTKA8Ezlim1xs4mYzq3R740nu3TONExuM4UfkMLQ+Q7zjsv8hRPY1KdMrAHYGRuXhiOOBViLu3zVJSBZ86eW5x+FZ4FhINuKOxc45VHHl/zRd+6dcorfFZXvjJZx8SRs/t17/FncKBjnTHp3yyrbTWOInji7/6VQYghoLTGV8fqPNqpnuHNznJyKaefRy4rZX5dOKTj37IF772Pi/KS/K6UrMnhqfs2DNWz9AyczlyHIVzcjRpnD/+Dr/8tW+wuYEXeD58+RGfHF/xzrvv8sW3nrJ3CSdqWK+vfPThD2lr5Y2bN/hnvv3rDJ1a6HvCDV4orWLb7WtqIj023HubqvhkaUBOXPd8Eds7gCqWIvfx8+e8+9YvsJ4aP/rwE3QTtvnM+f7H3Ey3tNBoufDGG8+4eyW89WzA+8SHH33IRz/+AdNux7wsHA7XjFcDwxhxcsP5fMPd/St+9OPf+oe0xv5BL9OJXw4SJ5+bVLhCLdXittWM05COdq8zzkUzD42RkBIuRhpmlicB6JMJMHAo+mC0888fwNJfg1booB7SPrdryuvn+Tx1V+kTZ4Hmu7LHaODSzKPLeQOVvAvmUdEnOz5aCtV8WghJCD6R4sCSVzNXaxCHkdYnQE9vbvCSOJ8zIoltU7a1WtMYRlQry7bg/QjOoVpZt0LwA2CMjFqVGD3OB1yMxojA/C+8DwwhEsLAi1cP1KakOJCGgTQdOPiJ4znj3I5x2vNpnmGMPJyPPB1HvIMHLXgcO++NeotDwg2FTKERUFQqKTWKnlnqA97vkBw5+APH7Q6CY5M7NtSYPFiMu7iBzMqxzjTftc9i4Lol+DiKrjjXm1sZWJhY2LEysTExV8dcIuomSg04P7HfDZTV45pR+2OAuHek7DnOlXXOjG7Ah87IVAMHrYiC4BxlLTh1eC8WddvlTL0ifqTcfn7q9fNyqSovXj1we/vEUmSKrVPzyrICdF03Sqnkbv5Zm1I7kw3v8DERx5E0jcRxoKoCtmbHacfxdGTLmd1hx25K+BAeDT7FCftxR2kG+Cx5Y8750U+ALhvzwZFr5XxemWvG70filJjrSl0E2RlYRxSurz0teqvrgjF9kg+4mlEKg49m+Iz2aV9h0SOBalJAPKqNhQVhZikrQzKquNljWzhrcl2WQaa2QnRCDIHGyuAjVc0wcecHYMOrUtpKco6cF1I8QJeGltqIEjjEkaUG0EzTFUfCd7awtaeOVpUhHCgMrOIIRBbMXrpon9q5Pq8UtcQR52jaqOrYciXGkVxtkBGGAeetkRx2A3nOtN54mkeIJ6/WjHpVM56virhKcOY8EGOk5Q26j0Tc7TjfPRDjgOKYhh0tW8qRa2boTFHGOFKrpYyWurJuM6WeGV3katrhqjJvmePxSBRH3VVS8IiP4BLamWdWmHejUTGg1rZ9xUl7lI/9PF1CI28PeD+R4o4QkkX3IpyOZ5wutGYOltNhh3hh2o288eabVHfPeVuJw4CP0YBahWU+c5rPZF3ZZMEPsJRKjJk1z8QxweZpbaN6z9UIpTmyNHZXicNhR9BKdJ6racf3vv+3UQdXu2vzmNLMOm9I8pQ14yUyTAnvGtuysr89UNYNvHC/3iNBkEFwwbGuBZdg2u0oa2PWRijSJaeVcbwixNTZZ4nWNk5rYTckzrmheEpwjN4xiqdpoVAImA1DJLCSWSgM2h7N35MaAyiJMdhWbLBStaKy4vRsu4Su5BYpPrIRuefEx/mBT+cj2xAJcQ9EIiPBTcS0wzEZA7U1ijaOxzOigYf7l2xzpmiD1fHG1TO8Ez775DP2aUSJnEnok5HgPW2zRs450AIte0LrHjEOqNIZOaC5YzfN6hXvupqh1wJNPUikqadUIZdGGm0vbtXW5eVKHg67kZoLwUVLK6yOdW49fc6a01xXzsuRt999mzQOBB+pJXB9tWe4AHkeUgl88vw5wSdKyQZmSDf6/Tm6RCC4z399qQM6sKLGZgcemeli6NpriVftvj5iqZivzZQ7C8j3xLctI1itGS9hKHoZN0K7PA9gSdcVFyK+te47afWhj702xhGHkbv7I+Ich90e5xxeZlxn0roLY6f/shd2s3PucyytLtsSxU0RgqMERxs8LQUDeyIGDCVHCVACaIQWsETACNUrbRCKq6gT8wKiPHbIrbtreQQnG9HoGpaqeXktRZDiicPARuXhPDMmiB1wFgk47VmaPerdhFYeIXZT6EsqmA0tjdVtXOGGyVG1e3xVAmsVJCTmIhBHGh4XBjYcW4XVw4M0TtbFkzFgyOIjHD4kTrlxonAQoaqwqFJE2NBHxo/h+nZ/meGz9t7WPXY/n3M6ffxsPg/aPJLCWmdUqVlN9Bwc8w3uPa4gVsMpyN8jJOGPB/jTPT3EA81o4rUpFSVGRb2xBVozaKzWxltvTGRX+J3v/pgfbw/k9wJf/eovcr2L/JX/61/iH/vWr/E3v/NX+W//G/8MP1xWfm13zX/w7/3fkLcC/8q/+q/ynR/9l5SrzHb7KVcOggSce59SDxxLRuuRyRdycbg0MoVAUemYo91a0qcMJVfGCF7uOC4f82T4tmn95RWf/uQ32E2NrTzl1dmx27/JSOE6CcOgVD4hyYjqzFJfQRsJ3PLqJ8/50pe+ibbA1hyLOF5uhWkaEVWGpPzud35M0wfe+eCLRKk4iZzv7xkOIy5MVlSFAzfvfoOj2ETyojdsqtydzvyNv/PbfPzpp9wcbvjzf/LXOLbK22HHsE2QM9/93u+wbitf/eVfxevG8uKBGAKf/OTHvPPFd/mF965xmpnSRIyN/e6GIrc4HK8+/pR6fEmoZ779zV/kTObjzz7hnS9/Hd8mXuSFmzTxjadv8HRM3L+8JwzK1VUkdsofCNfvfwCdaico2gpOzDPG9UMyOm/Iq1iWEFjzZ+2/bcalNHwMSAHVZsaZ4oxZEgZeHc88zAt88iljvCLtdlTZSC6x86Z9r9tiscNx5nAV2Y3KT37ynGEIrFvl5avnqHrWdWFZVkRgv9/jnWfdHij5+A9njf2DXmrGdK8PwdePt9J6pWIH6GPSgeux6a0aGLRlSqm4UMwbxDtCtLjpokqMAacRUUu3KqWYBIT+sz93EGszoNiM6TpZ0uDwR/BHW+PyX3dGw8z5xKpoNVpr6EXmOEw8LA8QPaKOvGZi8uChVSW4yP2rBzPdnEZ8COTN0r6GMXE8znz66QucWFO9NZOFbGtmnIw+HfwA0th6RLMZX8PN7TWv7l5w2O/xwTzMQow0IMTBTO4aqDhq8+z3t+RyiU13vLo7k8JAznB7c8tWCqf7lbdvnxHdRFNn66IVUgjMCiNC0IZzI+dWGAXmdqZRGZzjeLpDBgE/MqQdSxOm9IRNPU3MXL7oCTu2KnTzW5zj1GZLbLxY2jkztB1cREWYVThrZJGBRROn4plLAD8R3EQ7O4bhQN4iziemcWJok0nktRC9ZzxErv3E+flLWEpn71wYPI5WKg7HkIxtUEqmtU51bu11YQTYtI6/awrz83GVWrm5uQYRSjVmzrYVUNi2jWVZuxG5/X8JVFDFpI8xMk4TaTfhYkScST6WvBk923vSMOJTwHnP+TwTh4L3QHAE51jzxnldWfJGLtVMI6H7FTiOxxO+RagOJs9uv4PBU1zXp3sFqYiDq6tkwJFWk+WJknBAJnrHQKC0hbks+FBQyRQ2JlE0b7jQyG2meaXUI8lnNC94HcCNjEyWstEag484KSjdD4dG6+aa4EiSSJ0FFJ1Y4hWNqpUhRiqFphtD2BHUsTbHIAO4yEM5szaH840mh85ELVach0DF5OIZYWmbNasN8zyk0qhsulIw1st5WxCXHpmSKuCDsRZLbXjxZqKs4FPCeYVghszraSVED6USgsdXjCnUmTwUYYjC7e2e5ZxZzgsO4erqmrZWSlmouVGWYgleYjKDYQyUJRN8II6OokKZN7RkSs68ml8a7V+hbplPnz/n3geurg6M0wF1m8lmFXxI5ocmNqxxTnqBbHt41dZ9KH5+rtYK8/kVKQpaE855vAuUdWM+n81fywlxHAg1kIYRp8Ltk2vSbsf9eWbNla02YrJ1inesdQNtLNtG2QrTPrIdT5Q6cy3C/tKIViGR2ftGdZ5IJpEp831nr24MYeBhPTPPM3PZIAaqVNomPfEtULbCUjMuel7ml4yHAT8Emjbm48zuekeLwnAYkWbm4OID67xwboUYHdPoOZVCXisxgHdKTIILN1TBkgS9x0u0wa9CFEciUqi4loniLVKZyCaVSGR1kcRmyb9a8EIXGQeb8GOM1qJnihaKj8xNOKtyVwunVsljhDABOzwTuXZIWRVhZRAh+dFkZnFHkI1pOhB0w2XHk6unXO+uOb16QHC0rTGXhU9OG2OF95/e8mwXKJugm3n/2JDCpvNeDRAqCutS0RWSBGIM6FAJe0P+pEHNBuKveSWNCZrjcY7hMN8UlEucduuMlVYbmitaTbZDbyRdcKToGcYBlZlWHtDWSFPg+ulTnt7c2r7Sey8zGDYvmSGNxGgy1M8Hdfy8XK6nXF68fsz6wWoE1/3lWmfMqDYznO/vp2EpZu4sCK2Y6biR3i+G9fYZhGG0xC8uHmD2fN6iNK1eFWPR21DKmby3ZkwkVHHOPCq1ekCY143v/eAH1NL4hW9+g/1uh3hPyZkhObwP1Jwfo9rlwvhtxreUjm6JvDYJB2dD3C5Hc85RtD4CXqZUbJ1xw2OxdPH+dGL+fEGMSaYdgPGYhA0akQRSTD6tdoYGGbm+ekpsIzt3zcP6gBuSqX3UPDGLKk6gdCjJeEVK5iKb0m7gXXhka3HJ+TQGrhK7wNsAoBYia3OUkCjN4fw1IAzsCWHinM/c10oZIuvWkBTNDgah4SgiHNl42R5I7goVG6p9Xnhmv3+XA+rnXxnd2+nzII+FMCE28BIsFt6Yl3SLKOtjWpf4PQ7knTcfx0fp52vT6D/o+mMB/ihCbR4fI3mtIKb3q2qsgtp6ad+U4B03t4k0wLO3r7h9c8d3/tpf5Qv/9C/xm3/7x/y3fvFN/s1ffZtw/C7vfPkZu5/c8esfvMf6137CN/Up3/iVbxA/9Lx1/Dr/59/4D/kL/40/R9CX7OUtlHdw8g4xzBR+SEPZDTdIK3g947hCVezjV7XECq5wQQi60OpnjPKKwAmnDS0/4s2nMw/3z/EVzvOOcLhC28akG1JORHfE6YrIPaIzzn2ZGN7g22+9TT6+4lgaV1dPaQh5OXG920NrbK3y/tffoekzS7sSuN1f88ndT3h69S51EermOJ0L05sHxsEZjVuVqkrywltXe/7Mt77F/bbx5HBgQvjexx9z6xLnD1eePtvxlV/8JqKZIXl4+Yr15Sek5vl6cNTzS8LVE05l4+AO3NSZhxc/4ubtaxpw/c4VXgO5nND8KTvX0DIz6Zv4+IxnDooIhcDTMVKmNx/R0Na5bILR7FovelUFJBro1g89MLYJ8CjLUwyFtb8VWm94SlO8tyZRO8XWm0Mx2wZLhuAK2jISE9NuYju94Pndkas0ootytbvib/7m7xqjQCLjMHE+z+CUJ7c3xJgouZF3E5+9fMV8XkkhIAJXh5+vqHfgtYGd6u9pnF/TVU0KpZfmpCPPrjv8X2J6o3dIMD8QxFG0oa2Q0oQET261H4AX6urvZfiIM6Nn6JRIi43pjMDXUfStWTrYxZzQNs+Gl2ggkHgDU0ol7QYayjBMbK2gTRimibwWfBLCEGn1yLZsjPsdeSs4F0gx4SVQstKqATHiAK39nnIMKdJqsUOo1a7vD3bAemFIibv7MykdKFVAHGmc8DF1hpOnNTOoNRNUu3/t+ZQQBwbv2XJhnK6ZpitOnzznenfFTXrSsbeBJRcOySjdJo9rjybarQlFFn7y4iNcDLx/Gzm++pTb999nNcQF4/A0BtlRWGkUiiqtMyQbRvWIGFgmarHgZvIdSM5hYb7KjDPgh4FzDSwtsjbPcWlsrYFM1CLEMFGKpRK1BoMfUO9obYNmrmv73QGvG15j5/wpwTl7zxUEx7Yt9jt3uaH+XfcwNAOGusnjz9MlYvRwrdkkrrWi2lhXA31y3sh561NwK8hqVVDfvXwCIdr92FQpuaBO8CkQk73fF+06PnB1c8OyzWwtsx9GVJV129hKxYcEHobocdETUsClgKYAgyPuI7J31ADZVXKrpORxsVFDIwweQYkR/Bh6wh9AMbq3E2iZ5BTnL/O3giNDW9hFoelKlQIUVGZWXYm+dXq8sGBgcRLbp5rO0I44EfOAwxMlUOuCdDNpp0qExzhVoSJae3R760OEQtCE9wEHNNnArxTONpl0Ca9dAqQGwlWpCEP3HTMT6LUXyYpSm3k9mNtZxUkwoMUlSoMtN9ujeglXK9TNjGTXc4bSqNnYh1qqrYtcbPrshXxe7QAtsLVGSQPBBw7jjvl4pubKEAbUNYqupJjQrTIm8zwLOPZXE6e7BzMU1V7QijGoUvKQC9uyWlNcMutqrKRyBWncIz7aHtEulhPG8HTdgNRJBa2IXgwpfn6u1irbcs/ZS//cIk2U82lmOVsQRhqDgQFuR4iB/RCJ6hgmZXfYcZw31qLgI8Mw0KRRmHBFOK62b92dNuZtIwRw80acAt4pdSu4WhilsWll0IhuJ9QnqlRO2wNaG1oa0gSnJtGOaUCCQ6KzWrcaw1oL7HYTrRRrskQ5DJMNTcWbfQGgXmibmRbnUqGax0wazCS11kaIQu5ruokz3zYNnLNQoyMIjAQ7w2kE8RTs50QaWczsORJImgiSCFqASkXZEKoMtN7wFYFNKjOVWRsbgVfbRvMjQ7yysBYmYKCpo7kBXCCXRhTlwpU9TAeOacVxJC+Znd/hm7CcFrTY9zkcwTt0bbx88cBNGPHnwJPdhBYIRYkCIQi+gm/QvD7GiWtr3V9GMelMoyzZzv+mtJYRDNzP2YBScXbuWjoe5K2xLhvzuXI+rcynhbxmY2LSOOwG0uAZdpFxFxBXOWyOZT2BbqTomMZEiN1UV21IWlqX9qsSg7GjLxX2z9OlqpQuZRVnv4+dcu5xyOncxaLAofWx+7ZaQlv33bG604x36Q249mGCo7XuYyVm2rysZ0SEIIGQBkrezNunNWPFF5Mw4T1OYRjSI8jUJ/asRQnOPKEeHh4Iww4fR6RU60lj7GEMHWQK4TFYpXRmsMEDgLdhY+2puGYeboOIBkiINopQpSq9ZtcOtxggpGryxBYvkjeA0M2tL7I2xYsiasJlcR5tVocXZoIbSXGHEDjnDQkXvp+3gJxWu6xKL4/iiXS/4+4DyCMYZGPHQEXIBjUZ+KOeJpEiiQ3PJpHcAsUHlGQ+nz3dNhfPsSoMkZXSDaPN+qVigNfiK5/UO0Z5wiiRKp7SrO8JdKywKxc6+cpwDO2Gzn0W/WhjKt3ou399sSJoXeomzsI1WvfbE+/N1wvrd6V77CGWuOm9+wNX5t8T/BGRfw/4l4BPVPVX+mP/C+BfBjbgO8C/qaqvROTLwH8FXLQt/6mq/g//Xj8DxFDKIOjWmznf03+cmi5RHXEIeJmZpsi2NtLe8cZbwp/SW1bJ/Op15as4Nv2M4Q34xtf+BLM/8Ld+80Ou1fMnf/0bOOd5+ZNXaF341Q++xRP3zDwr9BrHSBGzikvhhkmUEaGpaX8D1kya0bP73AdqQFCpO67cm9Tzp0zTnnPzDO7AO88iR1XeePOG7CaUd1nlBpENr2e284e08oppn/ns+d/mrfdMM7+UanGuLDz1N6SnVxQy6qH5V6jOnMvCYWiEONF4xXtfeosigXXDJCaDEIPdTPNpoa6Zm9sDrTY2KYQY2aXRJjAKX3rzLX7wtz7kqsDtW2/gxNPy9wxV3Aq3b+25ffJFVp34zstPzaMjTTwATvbch9Uo+GRavafU2QxpW4TquX7zyzi54lRL90jqLvFNzRBMXnu6XAq+C6FPL4+I8ui+z4VAyeN0sMMDdHsTOj70GqyQTnd0hshKp3k2PLdPnhJ0slQHF4mu0aSyv55MghciLz57yX5/w/X+mvPDzDAMbDnjPOx2Oz744F2++7vfB2+SomHY472wbtUMNH9K189mbYIpWuX3+P1IB1VQmzgF560R7brzi+FYLQ0fE2kcCSkiwaPOsZXCmjecc90Iz8CBC8tIH4Gf1/TVz311eQcMYZfLYdSb24CZujozGb4wC83ozrTP0iVm07Tj1emO3c2BtpyhCdoExJunUYV12axJy0a/pShOPXmr3VemMg47VGv32IhAo+RMqZUQ7Ei6yNliHEgpElNkywXnzAg3pEhI0+O9TbPGyEmwxA7tiYQKuRS2rRFDwgVHHCYeTieC8zy7fpOBZBRmo1MaNKJKkILoatM8HUjBIqOHUAheEI186f0vc24e9SNrKyQ3UZtDXcXpQKBREAoraDek6xMkJwqdZtvwVDE/k8xGxTTUZxJnHVhlYGmRcxZy9eRiU1/UE10iDaMl32yNWkyqU+30I0pEpUIrBB8RqWg1w2G64azdW9WmnP3m0V7EWQUkfZii3S7ip1fE/izWpqqyrisXE+fazC+ntkKpuQOOtqZaa+b704sT7z3eW1NTL5NNH/Ax4EKgqBqlOHokBMQHcquID1Ar90eTg8VxYNrtkRisGIkOFzxxDLjBqOHFYakLSQnJTEunGMiuIaPCJLQILjqyKlUbuRYI/WwF0IrWQsUAoOjAScFR0LaytROiM+ozRTeis9IvAY7lMq/EkQgCG2daPeHV9iBrYs1oPrqMkHFaQLr5rRoI6sXZ9E3sz60zCocwcSJTgCZmZFxFsKBqRSTiJWGCSfNVcWrpV0JEBDZtxoQUIblLSRiQCKrG7Z6XDR8GhuTQ7ClboxaYYmDbLGI7n2c0F9Y5M/iIruY94dWTl5XoPIfdxHZaDaSYZ7Y4MQ6DJbsNE+IMPBrTCC6xnmZLo1oyg09EHwniGceJqhubLmhVylpQzfhhZJcGvAqnNUOzBnUtC95FtIkB3WnEtW7m34F7FVBnfoqqtsb/7p3/D3P9bNZmY1nuUK2W1qOO4CPn44l1mXHeEm+chzQkY/bEyNCErSphq6RxpDTH1oTcKm+88ZTruuNhnZmWmR/+5Dn3p43cYHCB8rDgk+PJkxERRVpBczbB46I0ScTBIrvzshDEk0Li4e6lsdGCRxoMcXisu0WFNAw0EbsXvCXiNlHGcYTYm7KlEMZoqj0nSBXGMJJSAG9zmloqOVcSAVfNZ+x0dyYGk1oMKbATTwrmTZJVe7JX7G1cJFOxVVQIJLJUIhlPRSlkaWzaqGqm0wVhE9hUOTVlUajqyG6yJEu5wZw1R4pGSxpTx1YqokLWSvUNaY7gIjfTNcu0UmLBV8d6XgkxGeOpijVcTfASOJ8zH334gnp1YCSycwGvEGJn/QiwmRmzFwPOtQW2h8Z6XljnI6HL4KU5k/f4xpoXUEdKe4K3z6wVx7Yqy1w5HzfO58K6NNals66dMCbPYZcYdgPTbiCNHqSSy8yUoZSBtRTKtrCtMzkFXBq7OXFDqzKmkdN27l5F4H0yP8afq7XZ61IXWNcN811MlJwREe7u79jvJ0JI/b0z2a12KZaqsbAEk+SrKt77R7mVgUuNeeu+eK2zo5qaZ1KMBO9ZlsX6D2e1ZKv9vK6GquSL6X0GCQEfooHqxWS885rNH0ohpIFNbQjrk9V+pWQ7l93FS9cb27aDFz5G/JioDjZpFA9xSogXSgQ3eiSoWTQEa6QkAYNQHPgoNA/q1Zg6QO21qxMbZjYuA0RL2XOdoeP63204qgRCGNkQ7vNMDhaHbqLui0QKi00Q7SCQdGPkzvFRAzZRCyVwPTksE6kEcw/TDm6JZ8VTJbK5yNY8iMPHgXOvvk+tsVQQteeR6s0zTxu52X6GF16VlSkfeSPtsfrXQhdsCGT3m/Wsr9fIpfRs9D6pM/U6RkQTZzUsapJLFeraOotKO9PHvKFauwz9DHzzXsi5WiAWf/Cp+ffD/PmLwP8S+N9+7rH/CPh3VLWIyP8c+HeA/0n/u++o6q/9fTzv77mKmns4zuQ8TWs/ZHxHth1bzbz15kiRE/PxzNP9FT6s/JN/5j1eusgPfvsFf/n/8Jf45/+bv8r/6T/+v/D+y5f8qT/9z/OFd5/y//lrf5M/+6d+hb/2l/4znrz1Jie38tW33+MgO2BHVStI8IojIDqS8z0755jCnqYFxwmrxBKvSzO7qYVEiO8wyoy4DM4xpbfJWWnlBYfg2fTEqHcEd0WuDvFXOB1JQ8GNG+hHHKYIzPhdwzeHinKun0C5x8lTdvEZVRzz+im1vuRm3KEhscrCqW4kf2U3135PxvwRTnoktT2jS9Z0OmETT8Txg4+f86MXr/j2t77J1mDfHF96/xn7GHCTR/3Mb/3m3+SXf+GLDFe3bPGKu5hQrtm/feC3X3yPv/6bf4XT6cQYhV/4ylf5+tUTnkbH4FbTaMqIcEA0sUojEmhayW0lSmDT9hqtbjwCQPoI93S5F4acdjIrKtIVpdo3hx5veAGL+oT/UUnZcaIL8n2Z9te+Skq1uNJpGHl4+JSrw4F33nvK8SVsx3veun2L42cz+515icznQhp2lLoxjoktb9zf3/Fbv31izeZ589bbb1CrsG0r5VwsFeqnd/1FfgZrU7hQWn/v461TgLVZ0wIdWOmGoxUIyfxrvHc4bx9A7UkI2kzekUsG7yitHx0XVOlzYBMq1K6xVmcv6BJnWFo1iigGIPd9tKcc9OhvMfmXqDVtISVWrXjxBDcQ3cBhilRRzvOZJ09vmNcHak9zaAVaaMTkcQS2ORPHRFkLtSkyeJZlxbtkB8+2UIvifeRiil3KRkqBECIxjbTWOFy9YVTr8eKnYvuf76wLF7xJIpqyzbOlM7VGGoaepmbyDlzCocQpsXMjOxKl00Obt3QdqY3gV0o7s6gQXSAyUNRze/s+3sG63lO14IYrPJ7kKrnBzjlOqqxF0DCY9KuvpA5VoWCJbwSUjUqmEci64vE0MUr+QuDcIueWOGXhvCpbEVQiWoSyNZooQeWRYZm3zCEcYHDkuVnUqERqWw3U6trsumViq33aZBIwmsWdarX9xHWgRzBK7WVf0D/wqPyvff1FfgZrszabWDa9MHsuVO3W16KZA26bmT4jHaTxVsxcEPELgJprNUA3RmJKxDTgomdeNxqVaTcwjUbZ1vnEaZ4ZFG4Pb7CUjWmcUFEalbytpGi+IZowj4Cg+FFwI/idYxOoUahBWVtmzRs+DqTgu39A7Y2sGUBHbYwiCAuqK1VngmyoLoisiK7ARkAIVLxWA3awuFllY20V16OiJ2eeJrUutJYZ4wUEutg32mTxAqI+xuficOpBhaH71+SyUp3QXGaTYoCvegpQZMJpMr2+YJHZ2oiIxXWXzBAiFWEjm6CyVBRPCIl5zaz5zG6/Z+6+ddPoOa4Lqo51XnHSY96DsG6Fw26gbQ2XAm2rhF5jrvNMVY+WhpaKqPJwf4eON+xGY0H5GDjOxx7lnrh5NvHq+T3n5cSWNyvgxwnvPLkp4zCy9MjvPJ95mO9g2jGGxBAC85rxorRaWU4nk1mIpUe1JjS5ANTy2r9EmzEiLizQn971F/kjXpsCtLJazDqeVhtDPBi7rlXEY7LKFBnHkRjNhNQHkNbYT5GscF5BKwxRKKo83SXedAeOa6OI5/zDzHKunOeNwyExL5XhnEnJwIoUTB66rQtIYXYVPyWiOI539xTUEuy0WXKlOMY4slXzXrrUZRI8UTxrzrjo2E2WAFWWRpFmISfBsd/tEQ8vHs7sb3bmy1grDaX0RvU8nxinRKxwdzczjYF5qBx2Yh5Io+dcC1MITNHbG1DtdSZnYFPorWGmkHrSj1Kp2lipZISi9l0rwqrCuQiVhLiJNB0ITIgOONlRNFAaVOcpRTkez7RcqXFARseT3VNjKxQltsBV2iNV0aURoqeUDaegVdkNe3LJpDDw8HDmNh14dZcpofHGeLGmtTKnNcxn0HlwULSyrRu1bLTO6EzJWFDLuqGacdIQaeR15fQwkBdPK0qtwroUljWz5ULpbKw0JA77gRgcwxCJkzE+xDVK2SjH9sjSGKK5qQlKqz2N1V2yiMywvGwVVSilkYbw08Rl4WewNi8ypbxlqirBe/JaKB3c8T5yPC7sdjawE2lIa6hWY272YZJzjm2zJEXn/GPdW0pjmRfO80KIA857xmHAi+P0cI/b73h1OnF8eECAp0+fUjaTy57PswGww8AwDMY+7bI6FUfGcV5WHh6ObOtGLoVXr+4IXnDO5KBV1UCpLgO8yM4QQby9TnEO8Z5126jBkUU5LQuuZRgjIY02MBVh3RZiGiA5/ASbkYRQS07vQEPrKxAeh7JcxF/aB/pWf10Ss8Ez08wr1AcWCg91pXa7Dt9hHxFP6Myfoib3CnQzbNE+ILLa3vg/xsJbETYstdP8fjxFA6qRVTyNSJbAhqeoMEjgeT3zhn/CSQpVgoE/zV5HU2Ozl+rZSkUHUDKeM043dhIsWEUxzAIofeUYW6h/DJjhs7UzvQal+/x1gMe7zsxXIWdMTlfNq6pm6Pbxxsrr4N4y9/dePeLl4rrx+15/T/BHVf9SR1g//9j//XNf/qfAv/b3ep4/8BJha4oE7TIOjPnjFPHetMjN41gIuxO7Nz/jKighFsJ4y4+//0P+w//nf8C/+a//Dwh/5tuc08o/9d/5H6F14G/85vd4cn3Lt/+pX2RLmQ/+zJf44U8+4YNf/SVyWjmuL4EHpuEZ0Q9GuxJh04Ivpn8d+YTT8gnD+BTVZ1R9ikd6IGQ1KpwEvOzxdL0iFjNe28YYIvP8PcbtI/L8W4y3twTnGf3bqEzmqcCOJR/46FXh7esrZidkv2fZhKsgrG5lbjDme27CgSF9gbPeonJCgR3g/JH7+l1L83Jf5rc+mnly/ZTdOIGPhN1AbvC7+QQpsFfPm2+8wZvP3mRSJXRkNz0d2UqzyObmef9X/mXOXvBc6LGJijCq8K2nH/BLf/7LVFXu6ws+fvExf/mv/GUW7njy9shXvvAe1+maK32THQcGP+ElkjdFx8Cijdp1rU6N6HvxlmmELuZ47cd6adAcF32lcAnZs8Xfm//PHUgqFxqd2mal2PfWy5+VlCDEyFe+/iU++uErGpnz+YG//jc+ZvKQFJIO1FnwfmBII8kPPP/0E7byknF0eD9StfD8xUt2+x1X+8T5/JKbm6cMZWDcP+P48NPz/PlZrE0DfS5Gd51hpWCIezeR6w2o6/TS1iwKfUyJOA6IC4+flREzKrVWWm34oJSczexQQHyfnvQfbmZ8F4Ch+wCpyX7a5Ws626gDTNV1GmR/fc6ZDrnkQq4ViZE47Rj7xO6wO4B6xjThh0DKIyVnrq+e8Or+E7ZlI6aIV0/LJvn00Zt5Y1Gurg7kvKKl4bxjOa8Wdw+ULkEaBksawI24MCAuEYNDpXF9faBqZVkXA8okIOKN7qsWvV2rEOOBuq1MuwGcmZxvuTEOCR9HtnVjt98xyUhCGdUU2kVhy5UnEQKZ5Pc0BtZHLXUlirchU7rm3ApFPKJCwJOc2ehtKJtLFMlUSZbGRqXKZcpgLB+lUBlMhqNrj7rOaGf+PLTIXfEci2fTAUKibsK8bGh1aPXktrLbXxGj53TaGHxkW1ZicQwhUZezSSa6JX9ZV3xTkg/kfO4R79bcPhojoL1xx/wpOltJ+mTzp0le/5mcm/0SeS1ns1SvTv/PjW0rJrdpVhD6kHDB473JKFWrJYgolGb3q3hLKWyIrReBOCRC8gxjYF3PzNvGdNizu7nh/njkRz/+MTdv3lK1YLGylf1+ssSQRzzeKPF5Ld0TL8AAzSkhQus05ortD85Bch7RahldLVvBXWeib1b+SEa6/87oHSYMKcBKwJKDpNlkPXSjRah49exkzyABdGbwjua9MX56Xsfr7NHXYmS7h3wfR1gyoJdAoSKu0jDmUekysu2yQymUVnAyAWZIG8UA2lwXUhg5aSaryd4VYYgDW7N1FVygaOHFZ68Yxj0Pp5l1MTlWIBBc5Hi6Zztt+KYs9ydWCbjm2KcdUhu5mLmId47lODMFA5CDN4bjti54TB7u1TMNozF+nMl4bm5uiXiWuxM1F87nE2NM7HYTa1Nkmpi3QnSeXDPz6YzGgm9WyLdOd8/LSitmQO9EcMH2AMVjDLYOKqtC92H6g3NL/utdP7O1qZDzQqkv2baVw7QyjjtSMrPd4D0xJoKPtGoMxKZCcB4XoWXYjeYTs2YD6Y6vCnFKvPE08bWvfIFPXr4kt4ZKIoaA80prwdLaXEHXE6Wd0dqQWqgrOO84vnpAi7JtGwTYTzvibsIPnvl8ZtpNVIHW6/FtzZxLZn+9Q0RY7he2ZgOQ3Wj1kA+J0Y386MMfM+0H2tyoW8VFYSsrTRphjDYVL46704naHPFwYExmLn4+m2xaFbYBsrieTusvuT/W3IolgRVz38I/Cv+bASgGT5JxbC2QJdAk0EpgirdojXg/4SQCIyIJ9ZVtzeRcCC0QQuIw7jmMV2zbxi4diEQkC1fDFfk8E4ZElMDVkzfZTjO+KbpWfHPUAmVVvvudH/KFt94mPH1CTY1ShehhW8AXQZqtP7MeU1otrMtiiWDBsd9d0WJFZKHWxlIXzsezAbcdeDXGtBnPXmqhODjGXWKMkd0YSdFSN6sao67RKFqI44ALEa2WSOW9J/gEnclnEkCTetGUq+sDW842LO0GyT+t62ezNgUt3dzeG0OltkYKiVor07Aj7AOlFAODnAMP2koHxQzA8M6ZB6LrhvTNJJ7JO6Y0cXNlkuNajCUkDjyOti4cUmJ3ewuquGbnYgiO/e01tXtoQjeErsWkCdYUMcbE177yZX7yySf8+Ic/4J1n7/C3vvPbfPGL7/Lmm29wejgSotkqeOcotT4OgSoGJqWUcN5TnKM6IAXcYAzz07KQ82wsm1D5wU9+RHaN9778BdwYyK6iUdAANQjVK9UpxZmPFN6kai4467ecpX3N2voOj/lYRceLek91As4xszE7k5RqhewMdAkESpeAOrXhcsAb2xusT+jMlw6r4PHMwEKgkTr4Y4BwU89G6MLxzgBqjk2Eu7Kw856lS8VrUVo1r6CqoM5RWqAUIVMZpIHPxHqm+RGHkpzxjAv6yHsydlLvn7C1XtRgVunqlJqrrTd1TCEwBuGQbM9bVyWJ0HNpWFfrx5xzzGdjIqkqWwZxwvFovVvefv9V8NPw/PnvAf+7z339FRH5a8A98D9T1f/X/79/JCL/FvBvATx784uUZrHuTRTEeB8Ne7MbFYlA89wfT3xxv8fJShwTuQhfeutd/sf/3X+N2b9kTcIiE01HUPjCr/4SXuBleMVHdx/y5S9+wFtffosfbGeCJNL4hJHGjEXhTmIu3Pmh8Xf+zu/y3q/9GWKsDH7kVM5kec7ohdP9ws1+pPkKbkTZ4fGIXqjdVpgeplu0bRzS2/jdNXrYqHnDxSespbCVGQEOU6DpxFe/8os8VIdrM2O4xqdbXm7P8Wnk5JRXn35GdRuHJ19g8Fec9DmlKVUnjg182tPKCzIf8Y13vsgqld/+rf+SX/vGn2PRma0lfvTxd/ngvQ+IYW9eBrVRS0aCf6ShaRSESOSGyo2xJFQeg5acwLU3T4/gHVWE2/gW77/3Br/y3jeYOXJfXvDw6jnf/53vMB//FqNO/OpX/yRvvf0BhxQpNUMMzJi/U8SbRIDX5sKKyfAufB8zuqUTAftUFmOL9KDu3yex2e6ni9M+j/MNYxuph0+ef8p//l/8BvvhTXa7kfNpxqlyOq8U4LP8GfkBvvbFbxBxbOfMBx+8zbR/h5g8v/vdHzOvK9e3T/He8enLF5aUJUrNYhOd3xMl+Ud+/aHX5j7d9kcvXinSkWp5ZBZcAJZLfLt3zlgDw4D3ZgRcxZg4Lpgu3jnzHInd3LiUjW7gxCV9oekFVNDuB9GplE4fX482K5C89zRnJoeXaZXzdtSUUija9xbvaaVQ1swQE63BmCaKMwkHzXO9f8KcT1zvJ9b1aJTriwF5NYZiXjPb6cztk1se7k6UlpmmgVw2Sm5s20ZKAylNqDPq72F/ZYWZRJwbQIRpHJnXDZwjpSuaNlxIj7K6WhoQqLWx5cx0uDZWh/d4p4hXxumaZV3ZpT3X/sCIkOvK6BIOYa2ZKUZWMk57JKUKwQVWbCqbMR8RDY47nLHhaLgKyQlba2QfjKGBJQ+ZOjmYnwmKirEhTK+dKbhO2L/MKRyrBLKPNHWs1bNVk6jOa2VdIEWjuZ4fjgy64zDcsh8G9AzUhldrBrwf8NFDhHLccFUhV7yPzOvGPkzUXIzt0pRLNILr4PDlscc4zQv79md3/aHX5hu37xuI2hk7JRtoUkohb5l1Xam1kmLqa8r09hKM+dPo66VWKg0JAz4Eu/+cA+dwMRGHiDgzWVyLpXDGIXWmZuX69oanbz/j1cNLXrz6CddPDjx5Mj361rRmSTZNlEIjs2Iw5IZT2wNqs9SsIQ5kUbRtOHUseYEtM+52JJeIuhG9GWEqhVpXmtvYhcCIgmaqVppmgvNEAUf3Z1CIMjC5A1EjowxmEls3ECVyMKlRW7p/vG04Kmo/TzxQzNPKJZMe9nSx3GZEGk1WKiu5Wz1mLahgUevuiq0Vat3w4UDukddT2HPC2GwJ10eq0SLrxfy25rqx2400GsfzHaU087KvhZACD69e4dRbM9OUN994yvHVgwEQ28phOBh1PyttK8gwsJ4WNFee3jxhf7hCi4Hb+12kbUJdq5nI5sK5ZnZpx83NNUk99y9eUWtlzjP7cUJR80G7OrBhMm5dM9uysksDMZjEwiEE59BWOT/ckXNmd33LsLu49VkzZt5txg69+Bn8DK8/9Np8Or1hMriyUdvKtp7NhFVvbMgQBmotnI8zzr1C4gTDANGkWMuSzZuJynmx6PdaFPAspw31nrxkfumbX+e3vvM9lm1jdxjZ7QLXNyPCSikPxKhICOhyZOlR3S03ovPUbCbkVOV8PNHmmSrKW+88I4XEVjLbvHJ4csP6sBpImJWH+xNVC7dPbtld7dnqxnbOTD5yfPHA1XhgGAamw8gwJX7y6U/YjVdULRyPR7ayIh6GKVHyRtsCw9WBbVs4L2eWaIBRrrCsambvyTPF0OWWjaCNgLEDCw0vjUuyTqaRBTYxKHfD0SQRLBYLZSKEiabB/Pq8QUetn/P7NJDzxvHVA5++ekF6Z+Dp/hZBuJ4OtBvlJx89NwNqH6jrRt6UttqeVbaGZIerFq2+zIVPn79kvTuRnz7hjcOe2DysjXautDnjCrA12Cp13sjzwiiBIU0dBDZD/ZzN/8tjbJ91XknBkcZEipHQQfv5XDnPhRACY/Kki0+vCkLA+YgKDLtdr6OElosNqzqQpJdhKiZvQhsZCCFQW6O0wrLNP3c17TtP36O2xnKeO7PtNf23Aet6ZN02rg9X9m8Rghj4YxVqM0Zx9zhzzlIcL+REk+TY/yaPa3gxltC2rUQx+wiBnvT1mu2eS+1VSgdQxGZXYs7biHi0Kk9ubvjSl75E00bJhT/9a3/SzsOSCc5ZslRp4HkEI1y4eBuah27NGfUBF3vCdm3kZcMFmEKiBYFR+BPf+hbVwSqVTTP73Z4alBYMAGoBWrAY+BbE/PpEUQpFzKYZKsadVS6RSVUb98v50XT7pGc2XwkqvRdw3Tza9XfEMmY9nizWn9K7Ptf9ci5M9EQgAxlPIcIF/HGB4hyr2l7axJu0VhyzZuatcBhmTmQDhzalqAGcVXz/s6UWb83Z768rlTseqrKTA2XTx5h3QYkSoBrTnmbA9uDsfhm6fMFjA7vaHPnUONWN0QlzdMx3mVfP73hyuGY5bjx7c8fzTx5w3vHkyZXtYUDOuXtY0T0cG3n7/dfmHwr8EZH/KTYU/vf7Qx8BX1LVz0TkTwP/RxH5lqre/93/VlX/XeDfBfj6V/+04sD7Zj4/YkZbjW5E5UvftB3zvOPhs5F33hnAKdU75tMdx5ff5fpLtxAaTt5mY2AFltK4m498d/ld/sZv/1d85WYmPL3mw/yKL77/NfZF+cb1NQ3Hw3ziWRq59ZG3bz7gi3/2C4wYxW+Ib/Gjj77D8LSxrD/ghx/+Lr/81W9S5Mynr85cT1/g7d07BAbbPD0InbpcPLVOuPA26nc4HxECycPgV3L5FC13BNkDgUSFfE/wb1AVdumGM41cIY2N0QtVN7Sd0PYTcFfM7pYavk5hIbjnDFRiXRnZ8+vf/BPodmQpyn1Wvv3Ft5mkoNLMjNA7KkLpBme51D7xsY1RVBnF40QJHmtQ+02WEDzKCIxqn5dxLiIu3BDf/DLyJpzrwvF8pmwwtMLoPUEiC4aMZjVk2/VGX9Q2LFtARi3Wzu5RdY8TfLtcZ/bwKPmxf/uoangsIO2/Pv03tmFHUJVSqk3iQuB6d8PiMlqV7fgK8oZKY5gGnn/6McvD1kGzglKJ0ROCZ9odGMaRUhfSmJjPBQmRbV7AK6Wuf5gl9/d9/bTW5hu7L+hFPncBJC7vaa1G3XeuM3GaEoLFuodoyT2lVJrUDuRCywXzNhZCMFpt64icEYr09ZSjT8wvzJ7L/5fP8fPsIL0ghZ9j/KBKq+Z4gxhIdJnEbOuGj4lWHGlS8OY1VjMU39gNO6IfiH6wqWOXXjlvKV4SPDFFjg9HmijTOFFyJm+bsRYk4n2kqVhiWEwWcaxgxnGe4ANbsUntJSUtRttxSmt98mTATxNHmnZcYtRbn1YNw0RRuD48IWZbpxk4t2IpXc4x+cCqWPqfXBHVaM8rBocUrXiBxTtOopylsbUCzoxuDTAxrtWKdm6EFUpeAkb5bZbcY/MZHM78ZMUo+Q6bVGwSOWtk7RrsKqGDCBltyvnhyBSu8TIyH08MTAQ30KiPWntXhIgxQrTBuq4MRbjkA9ZciIO3tVlN9uW8RcCLs2LOPFw+Rxlul3HDH/3101qbX/7Cn9DajL1Ti/n2SG+cnQjBGyh6AVVVrSihT4n0Mb3Civ9aKy4EY9/RwVeFUlv3XrHPWLWBs0mWBIcPgRA977zzjMONcH9c+MknzwkxMl0n3DQAiRA8YYqMMbJRcaNDg6M1YVsbBNi2FZKnlUrWld04McUdopnWClk2PJXSNrysZgCtDV+VzAxuxulGAlTNLjk4oWomN+Xg9uzkikAy5x09UcqZKV2jjBY/KxFLqyvGa38cQdT+2MJrxzntUgxBdTUmkrMzoaj9XEVZWSg6492NUcKbQ9yIcY0KUS39UARCc/gWqA5etTOFQgxKbgshKkMLiBS2JbPMK5Rm5qFFkOogZ+7O5ulykSE8rPdm4LxVM4PeCl4ca1l59fIVUh1j2iMirEtmNxgr0ntHyZm2VdrywNOra8TBMA6spzM5F+aq7IeRppm2bcSUkGJG/7ks5JyJ3tgoZctQCyHYHp+XmaOKsS3GHT4OPHr9df+3i6z7Z3H91Nbm7Ve1tc7Io1BbYV6xlCtRXBC2zVObp3HExYrfVcI4QBRqy3gxOVFeZ/JWrO4h4mKkzJ79LtDWxje/+lU++ewz8HB1c8U4emBly56cHW17AHGEmMibMfPKVq0FE4+PHtcK1QnDbqJlawKrVqY0UpaN3TARdyNr2fAtME076lZpW0VwJJfI50xuBT8Gu3+XRtbC7e4WPHz66lPaaqdD9IFEIqZknj41UDeom0mMSjW/z9SZmWTjf7Uu23Yo0TmKc92Umb6fO/PtFGHFk9WRRYCIJ4FztO4DIpI6CGdsDu+D+bYsFZ0rqXp2h2soxrLVtTG/WjjenQk4XIhMcTS25dYYQmI7L7StcUg3bKfM+WFGt8bL9Yjudrx0M0/GG06nyno/U0+FelrRNZNPZ8oyk8QTmrBJoG3K+f5MK4V1LZTNmAjiHbvdyGG/47AfGXaJYfTkqrx8ufLixQMqwjAkYpggBC4a5+DNeLu0yrpt5FwYQiJ4b4MCbDbSLopLDNzw3rxx1mxDBRG1VKqfJvXnD7h+Wmvzmx98W8+lsW4Z8RYq5Jzn4rVYxfGTl684bZnr6xsECLUQ0EeTYa0mlVNtNhDs0qxWjURgkr5qtZOqWRxggPa2ZkLIxvgQswPwKr2vMp/CR4sKse9R5zieZ9IwUsWBC8zzGcQ9lsbBY+e0GEurVKu77byp3Ww9dhCpp2Z5j6SIRg+Dp0VHDUKbHQyOcmy0BJrEPPqSp61niPIa9ImCdul2C2IsqdBowfxScSZN2nrVGDAwRUU4LWeuxwlRYW4rTdRSxUTI2It34vA0PI4i3oYLquavg+fi+eMudSbG/dkwAfjWQxWaeFSCxbmrMd6FCOLJ4lgU7rVwpHBSE5eWajVTVaG6wNp6spkK3plUN9eNpT6wOM8+RubNhl6u986TJCgGAtXSaKWQ1EFRk3pvDdfE0qybwNaIzbFk5aE6yvlMXZVjrqxLpSxzDylpvCjzo7XE6XQm+NAliJ4t59+HCGHXPzD4IyL/BmbM9c9eukNVXYG1//mvish3gF8A/vO/x5NBMId1CQbyOOdQbyCERE/dwPnIWjw/+tED1zeJwxipviK7kfk0sItG4wwNvFacj/zmd7/Lf/a3f4sPzx/y2cNL/tr2nOnZE8IbE58sGxMKX/4aT66e8Gm9Z6+eaxl5QLjpZOMZoRAJXPOEHYUT774LZ7fx1/+rv8Lb77zF+e4zrngFccSHK04qJLlixBPCm8QoqAZEEzhvqLo4kEJKiVp2xDAjcmb0BacjDWWShiOz5IUpXjHulMnNVCqrnrjYTysHNt3RdEdyN6hsJO84rncMePwwIMPISKCsL4gRVIyGZwWvaapBGaKn6Os9XTFgxeatVpg1rUSxZAbfTV8NhzWqnkcIGklqE/cr73l6daBhv3tlQ3RmbY7gp+6cb9GXTcDmzNLJ97a9dYwcY/FcVMifB3teE/Uvr/s12+f15LCfZxYbfnnQw8v7E+I98zqzLhtX4zWtNHb7K4JmYmtMu5GkI9tS8DGR140UHOf5iBPl9HDPtqwclyNP37hlXbPR43cjDw9nrq72f1/r6w9z/TTXpqBcUtf4HONKnJVb3of+fa/Tg3w0OUOtFbwz40jXzRBDMFd+EZrAVjs7w120evL4k+mSLzuYMTNhoeuVrXlo3ibz9k8FvEecPX9tRm1WZ2BT43IwX4yloRZrouI+oFVpFGILeBcpa2U9Z5KfaJsBB49HizfGnGojDZHlNFNascdL43B16D/PGijnDPBVcYgfEB9pHYgKwZOGQAjGIrjQhL1P1H6PhtRBZWdTE1Ul+ESMo6WXqYFp4jz31YjwozezuguytqnSXOCsJoNZmx3K2Zx1mVVZgBXHuW3II9PBVk/QC4NGzMgZ0/sXbbY3iMOy+zzmh2c5C9KnM9Y6R1YSmUCuSlPbNUzhUaAK27YxukStmVmPXI3hkTLrAKrSciWpY9myJRiW0tPczKvAdb8frUaN75ZP0Gzf6+ugS5/a40Tsj/r66a5NOuNRHqnp2Zm5pw+BqDaFvESEo5b0aImzagl9zia86i5yW2NGVbXitlDQ3ENWnfYUlEKaBlw3cG/OjFFFPKelkabI+zfvUrXx8aef0daVTSoLmRaAweN2CT8F/M7+d5MniiOmgDpjFgWZbKrXi6imC01mGhvohlmKW3O91ZlBVoIUXE8DErXTw+PMyyQ4RhJeA05G4AHhnikJaMbJDmQDFtZ8R4wD2zYzDjfA1Ic5a/cPq920cmWur2husD1JK1F9P8csrarUQnMTVZTamUJRPE6iASY4S06BniCpaM1s2vC+ETCpi2tmwuywKaJEwTdv01oRcjVzakuIsaQ85xzDkGBTqI3oAyLKtjVq2RhCwimMw8A4RLw65uNKrZBCwI+OrIGlzJSt8PBwZPSJlEYkN9Y8o9XShUYXcGmy5/aW8OTw5PMZzQseIXoH1SMK0UfGEMitsZ6OlFIYpj0hDSZ7FUsjFHgEMP8or5/q2nSOmCbq1jDcNLPlM8cTtFoorZBKYRwFbQEfzeKgiDGSnRe2ebY6S+npfQ3xBRcaXgL7KXJ9mHj50Lg9vI2LDSR1VoaQozKvVhctuVHKGdXKum52fjhLp1PsLA1ppDY1mZ4K87x0eYbvjMFGmVeGEPBNbKBRhHWdDVQOgjqY9gO6FFLc4Yq1Y/evXtG22v0eIbXE9rCxv74itITXhNMBaqZlYwoDhJ2ZtapE1k0f01m9g02U6IUhGEPC9eFPE/PwuBi9orYL1OoRAlsz6TBqaZoOj9bCfF5ILqCrEiRStKAZXFLycTYQaM14HNElSy9twjSMxOgp82ZeaC2jJTMNEffkllfPPyOfV+7ujril8s7VG9RTZnk4kR8W8nHh+PKOMi9QjQF/NexofqCtD0QXHtO+UJMKTtPEbhoRCSybgVPnBdat8OLlPafTTG3K1eGaKTly7Uz6VmnZTKDXbeXh4R5w5DQyppFxGiwGvVndZXJN7QCGyQRLqXjnKVvtUv8/itX4d62nn+LabCibCmHcAaBOCCGaH46DZ89u+eJX3uF8nlkWR94Wzi9mQk9ia81S8oxiYSbDNlD6/J8t5U60sxZ7M6W10GrFl2rmy7XXH70eNROLi7G0Pea8R5yZkOONwb6sC+I94zDSmkn1cukdksCWLThB0UdrBnOyqyDNDPVFiMOOOO1YtXBaV1DzmMylIN7RnFLEaobi1WSJsQ9VnUKEWoSWoUa1PcCDRtBQ0dAgWnnvpdmgRsWeEyEXZYg7HIlle0WTZrI3MPZMs7MuX2TYAlYFNkvhRPDawSD0sY9sKmzAKp4F6bCQo6pxh7II+RLk4IRVHU1G3KDU5jmXyqKBuZXO7ApUH6gozVngSvST1QLV6o1BCj4KN2nCqTNbgi7r82qJiq0pZRVi891KwsgU0sRCGZpRvRJ2L7I04uGADoJm2O1GnCitOWIMgEn9QbiZps/dg41xCJbW9/tc/0Dgj4j8C8C/DfwFVT1/7vFnwAtVrSLyVeAbwHf/fp5TxSJccUbwqs4WWlVn4E+2kWUIia2slAZ+gKwehj1vfu3bLG3BaUKa4//9n/wn/Ll/7p/j/njkeK7cHr7AG8++zN1p5i4vvHpx5uH82xwOkY9efJ/oHNfTxJNf/vNUN/Pp3St+7ekXOKB89/mPePfpF3j/vS8zqiK8QcjXNH/mT37h17m5TSzbkehOnPmE73/vOW+/801+eMp88ObXGRmIhiOCbB1dFjxjP5z2OD/g9IH1+Ld5/tkPefbu1wi6IHyKl4XmFWrl2mek3PHRj17wpQ++yuaecmyeSU6WxkFANdBaZG4FH/Y2oddE0MAkHolXPbrRdXo7ryMdO4Di5XMGVGJT/k5gfJzEOSq+NTwBh8f8ui0J7WIQHzqEXRAGnC04YGsr3m3sXG8GWyfwOZOcaDeABHsO0W5eJtZECjZ5fj1/vbird7aI9Mc7OtT/qrNFALFCRdVYH01gyZWqymG/wzXT618dDiQZmO9ecFrOnNeZJ9MbHK6veXp1jdbCZ88/Zbe/Ja9n7h9ODIPppx/uT0yTUeKPp3tSGhj7gfNHdf2016YC0mw3rgWCN82tod929nnvGUIyKUk/9C7AkIvBPiOHRa976Q0bvaDg8dCTbvZuiWD2wTWxcHcRSykyumin3IaABEv0ErFDXOmpRlopFAg2ZWi1daZK95Nqlm4CjrxtpN3OnqNWWrG79TyfETzSAk67BEEVcY6yZlyzxmo+z6D2PlBhCKN5VDYlpGhpGVihKc4jLplsqigxDYRoBoxmXG3xnFqNcVGamUaLs3j6GIbO8IB120jeQOLWjAV5UpuahDCwOTsYG7DljTEa1bt0g7jcF0TtC2ZztrZW1KRZotRWURrBiXmv6MWQnZ505PBiMq7+KXbBl8Vx+g4OC44myqqOtQWyRktcW+0gC95T3IbWim6WMBF9YH44seeAr/Fx4utqNTCoVKgml7nIXbZ1s89MPKUsHeRraDP0R+mgj1hBIs0QIZUeqfpHeP1RnJsiZojdUEppj1GfPgQi3YCyVSv+LlIa8Qactmbpal4tXrZHtV7WomolF5NRqTaLb4+R3WFPHHr6VzAACe8YDo6QtNPUTcL31W+8xaaNU6mcW2XDUkVWaaxsHB+OLHczNRibRxKEJIxD4rA7MKWJFIUUGupOCDNZN669YyIRWIi1cRMGYpdnVS2IVswVrKFF/7/U/UmzbFl234n91m5O4+63eV30kQ0SAAGQ1VgVWbAipbIa0OozSF+AUtWXkJm+ggaaSGMNJA6lgapMGqg1qsgiiywUAGYCmYmMyIh43W3c/TS7WRqsffwGWASKkhJQxjF78eLdxu9197P3Xuu//g3iQ2MFnCmyw9FT1iPHh5+yzEdeffwjRHpSPgH3BK8IKzEaWR1tFWmLkhewA0cq3meSlDab9AQCowT72aZFoTprOmx8Ukj1ZD4MzQMokxEGWnZeY+NWZk2U2piEztP3gXScSUs2A/MCu35kKSth6FmnZKB2yfSuo48dJOj6iKtq9HN19LtAIrCeZlDl+PCIHMxnqOs61tn2t4AQY6A7XPGwPJBSIdbMYTdyzsBaWM8z8zwzHK4Z+hFNlXVOFlEbO8JOqNNEmmakWMIZivn+OEcfu4uBZ17OLYJZQDejWfeX0td/Fdevem167xn312QqdbFBSK0r03xCtflJFMER8USiD4RaCES6xmqeU7ImI3ZIvyOEAl4Y9j2H6579zhq4vFoE83AImOeeJ+lIpWetex5OB9YC02NmyWeqeEKwMxxValaG2HM+zYSh43C14/3DHaVmlnnl9vlzYohMDxNQ6bue3bhnLZnH9w/UxgSrpeLw1KmQa+J6d8U0zRTJuOKN9ePU2D7qGforfA1INdaPpyP6kWWebU9xHeu5UjsbOHhvA6dcK8ErTpS1Kqs6umgMAEGwnIeOqg6RaEBOtXrQuY5IAA14iVYrVoHiiESW44zXQFkLOVfzBIwjuz6SVwt2WE9nltOZbr/Hu2BMhqoM3QhOmaWyTjOq5hHThchSJlQ9c1n48ouv+OjZC/oYSXqk5IV5OrJOK50PxnTw0QId2h7uQ0fvLSXKNqLCPC/kooQEEgxESCVzOq2sS5PJZ0dKSkoJ1dzSOBOqhfPpSMkZEcc0TRd5kdV4Yj1BtUAPq/8K79+/p6pyOBwuIMev0o/rX3f96s9Ns4YoKW+PAw2wL6qkVEhJWJPdUbXSBvbGeq3Vah9twI/HU2o2hrdz+FZXOjIp5SbtkjZElfbzN3CIBiC1hKgG2FQ1Rp14i4tXhNiNVCz4ZE0rrni6LiDOGPSlMYcQKFKpDqzaFlwIlvopZvRcUT789FNkGPHjQKKw05XHdeK4HJHOk4qlh2kb3LFJz5wYIdYb2CObP6+j1QKWpKweNLRGUpQ2ijUmjcBCpqoj+h1IYFlXZs2tSWtAlrf3yxQlrgHV0jwa7TW2V9uAH2mnrFNYnbAAhZ4VR66e4iKp2qASCazVziH8QFJP8J6lVu5OM/MQWAVEBVfNM0xdq7Ur6GqN5earVJyljw5Y7RWdeW5e6odqr1NylZoqXQgEdagHNONUTNIeKi43tqsYq9Dj8UFxCjF4Y60VU+rktBJjBKfUbP5OfrPkkL+Yzf5vEvX+vwH+Y+CliPwC+J9hbus98J83LfYWsfcfAf9zEUn2jPmfquq7//61aOkg0Zv8xhA/m1aq2GTSh4Bk26hvbkZ8H3mcrKAaxkiWW9Qtjdol/J3/wd8F4Ld+9EMei+fLt29ZS2V/tePm2Svu1iMpTczLA6+PjwydsOqR/+1/+Q8ZgvLxh894PP0R/+Env4keTqh7ZNJrKp4e5ToeQEZub2+oFPpu5Z9++X/lk+fX/N7nf4u5LDzGe/7zX/zvKDLztz/6mB+4jwgcSBVUOjwHPFfAlb0VMtLtfpuP+huW9FN0/QrVyG7/DClwHT+kAn18xW98+oof/+RnfPjZM1z6MzT/Ez589jd4WAd6v6fIFfcpgN+otRWtR5sUxz1Vh8bPMY2m02zx9fgLSKItuC+oxwkEMYTRWD226Rk7wDZIaei22xp12Rp7iGr+K6HdGNFFlvqIL4WDG1ldpIgw2z1Hph1AwBO3Z2P2KJvZL9vGxAZOffv689/XbB8MTd/AIWNQIl755vXXODcgRGrJ9L3neH4PyVFOq01PZ/j81XPm48yf/eJL08HXhTfv33Bzved3fu9jPvzwIx4elS+++iXv3r3jfJ64vX1OXipl+dUdlH8da9MkVL6psUxOlduY2mIu7e+u64yyWgu5QhcjPtpUV7yZwOVaWVJCg8M16vElehsu0xExpKfdTy0+HrkYSpsUwICcLU5xa+ppYJ8VTLYXaIt7l7Yh1to8A5zJYrIYlbPzHorJHsYrk0YMXY/mjHrousC0TsQh4n1nnINUIFs6Q+wHcjUmz/H8yDhaYxd8BBfwfjBPFWc+R84L47jDe2FNc5vseqTYRMho1wZSVTVNdoyOXDIhBvaHaxTPss7s+xEa1dWJga3nXIjSGDWiqBMmtVWdG9sl1XwpKBAzxk5aDZghUZ2lEkm1wh2tBJwV0BgH2zTXttgdtu4dVjwaJKStUIRFlTkJU6oUPM4FarEDX4uQF0tg0lQI3qYbuhZEPVIdmi0StZdIyZmaC65aDKZHyItFd5v8a7XUIGqjr6uld8C2SRkzsO12tfzFB+X/p9dfx9o0KateAM+UVlJaETFGk/uWzwO09QEmE6uFlIEQ8L5vnipCzgldQTTiJOJqbWw+S6DbX+1w0RN6Tx+CMYnE9tA10aaJah4uHuKolOTZD5EgcK6Fh+XEbhzY9Qf8TtBoSV9xDKhknFPm+UQfB7w49jHgORElkngk1xOrFHCePYFbf8uemcSZrBkpFe+LJU1ixrAdICzUcgQ3ICg+Bq6ffcY3r/8pynuUjuAiuGusbEy2VjUh3IEegRPIGXgB8jmeHb14EidKmajqKFKJ7sZYd81HLNeEBgjqCQzmWcWeGW9keKdM6QyuY3R7YjVUPIVghXKpBN/hu8gSV6iOZVoJIaDFPCVEhbHvkRigU6aHiTxnOolE78m5cjUcKPOKoPRdjyvKOq2MXW+FozdAVNdiiYO5EMST0sr11Z5337wjXPWMQ6Djilk8Rx6pa+L+/oGb3YHD4Zrr8cCbr78mn83TsOs6NGVLvaw2h6X5OcbGOpEQwZupbC7ZoojF23nzK7z+Otam94Hrq1tqzVCLyWPoyNleA62WlrSxq52HLnUMYU/wwuPJkh1jHJAYiJ3D18ruemTcB9SZzGNJyjIXljwhYaDvAyIw9t4GIwRiP3B/mvjyzTccz4nQO7LOOBXOpwkVQUKhGyI1V95+8xoNwm4cuLq9wcWA95F5Wvng1QeId0zzzDSf2O1dSvbZAAEAAElEQVR3nKYz18+veHf/Hhcd57sjL149g6TkKbG7GonOcz+/Z38wL85OOqsNs7I7jHR0TNNCXZXejyzVZIyKw4XAOlV8gND5S7MeO0cui6WHigEjJrl21Aoh9EAgZ8X7jlqMpeCcZxcPHOczHo9TIagnho7Qe8qUCU5QTezjwOB7usbEqGmm85HnN885PTwSOousdtVxOp0hZTyedV1ZckKKcHO4ZucHju8fzGupFMZhh2ogH2dO2QaDtd1hz5+/5JNXH9KLxxVr+Lpo3mg5Z9Z5fQKt1OwKajZzf0XQYsb5Y9fhvLSUMMtiyjWzrGdSWphOj5b+GyJak+3jMbRkKquvt/hxEZjnmXlJLOtKRQjRmwn0rxD7+Ws5N2tlPrbglTZwXOflEln/k/fv2ewELE1T8Y31gyremUcLLiCNERWksWhLoeS00VaQllaobcqp2BDRSYsqVwMukAup2liO0uLjvb+wc70Yy1pU6GPAe0/0JrvOeQVsMCveKprQemerbpQuNkBHFRciX3zxBWEcifsDWSqrK8bMdfYaOW/D86qttzICmNXfRa1v12YFsQ1yixoTvz3GlrQK2npC3+p3MdY2kS6MQKBkq1t92DwKK6UmICOGO1FwrNWYyNvrAo6q3gA9YGmwUMGzKGQCwkD1gYRJvM6agIi60PjDxg7qwsiSCqc1U4fIsq6EEKENlKu3mtE5M+kPjWGb58zp9AjjS3Z+pGvgqWcbOGtTxEAdalPLtGzqYjMllyE6rGZf7N8uQTpXgji80Nh/gnM7vLNwBG3D4Kpg9ltKCFZ7h/AXQzz/Jmlf/+N/zYf/13/B1/5D4B/+9z3mf/eyGMuIR4K9TF6koawWv+2KUB2EoHz46TW+E9a00u1i0+R5VEYqasXXuGNV+PTlNc9e/i3zwSjKz96+4U9ff0EfKt7tcMMrNBbW5YHl+JZUHnF94c3jn7Hqn/DzL/8RV3h+/3f/A7ILdLPj8/2H7OM1Ko5rN170kz/8+Hf4gy//MR9/8hlX/pqlG/jRfuRPHv6YH3/9S8LLgV2pvL/7OYcDXMstu92PWHShk9EiNwVE9uzCJ8ZmAc7ljhhvoCrLVIn9nugLP/r8B2jv6buJoSwEjGa+nif+5Oe/4NnHP+Tli5cIZ6gzazoyDtckRirtZsJEVeaXkYlsWSfWFG1yrsgKPGBLxbg95rneI4QLK/upTNPLmfDkcq4gBa0L1RXUjVyLJ9SZU4HJdXQOFoGuJdCY3MdogrL9XtuNfvl5zcx5w9WlfW4De3j63YxO2DbEi1zImtjCyuHmGUEDROF4/wZdV7wagOY0IkX48U/+hNv9FZXCi1cvOT2+5vPv/Q5377/mD//oJ9zdn+m6geArz59fsa4T03SkJiWtvzrPn7+OtamqLMtKjD3BR0OTm1/Pxu4JwTxrSksV6II3k+ds+mMnnlKVXAqheYosJVlMpgDOmb9N8HaIFJt+2HuEDU2cATrWtBtLQ2XzVFCq1nZvmKZ9mzyklrZFaAezVoJ3qPaUXPDB04WeumaINDBPyfNqBevDCalqnlBLweNw1VGz4oInpcLQ7xn7kaLKEDqm+UyQCNXhXAA6tJr0K/ho1PUQ7bXzJm9KqxWoIUaWZaFmk5aZntfbpq6BUgAJaPU46ZjnTN8NOAlkbFAylyf0f9WC+EB0jiNYlLcTY3wIVGc8rFLt+KsYWOZUqdKElVJZS7mAJHNNRKl0LuBwVFYDCUVINRHEQWP/uMYBEjIVSFWZc2VaYV4zSA8uAoWr3cCurhzfnqAmVl3YxQO+Kr4qLldqKrisDDEwlWbyV5SSCiFEo6RjRXEp1cARhVJSo7MbwCPi2/83E8R2D/2qrr+ec3MrxowxVmsFqXbgV7XiSRxFszF+sGj4VIsBDgJShZqTnbUsdPs9zjtCDPS7HWHoKZoJQ8e469q9U5qZrZnShiG2CaUlWEQnLKlSM9xPmSnNhF1POHTsrjzj82umAudtsigWl1wF+q5HNbMfrkiaUFdZ6omOmcI9VU6gE4uuzAi9LiRXUUmUdMS7leg3b4ZEQOnFJoTUDCipFoK7wuzIKx9++Buc5/fshgSuBw2oztDSc95+9WOcvMVxRoLQX/d0/Q3BZ0DIJeFdbQVfxkvirA9kAoO7pXN7IHMmWwqgZpKecCHg3J6OSKqZXTBTylVnet8jdKwkiniOyyP3p0ckmnGtDKbzr8mivDcPtC52rOeJfdex+sUkm9WkRloqd+/fE3HkecFXzxA6ujFQ84o45bTcczUe2A8982mGXFG1lVzXxEcvX3C+P3EsE503+YmWylxP6FCZ5pk0rbhaefbsOak7cXx/R16SDQi0ss6TMfy0okVYzhPLsuL7gd3+Ghfs/ROUXFZKNe+xX9X117E2nbiW5BXamenbc3DGslwTtZ4w1LsaK8MJ/RCJ3XNubg5oNNPv07ySFXznKepIBabTyuMRhn0krYVcqqUzJUWC4IoajobQBXASWWclrZV+N/Ds+oqvvvmFmXU7k9efTidcAwy6ocdLYHo4Mh72VFd5cXNLmgtJV/aHEWolLZlDv2O+PzMQm+m4hwQ6G5C/CwM//cVX7P1ALObF1nWBZUp0+xFfAmWq9HT46FnTQpQOijG+vFYzqccjoTOGmJhnhnMjtRamBXa7DpyyrAWRgOY2eiiesipDt6PvBnIq1AI7v0eTseSCi3aW5UTwHcuy8OzqGTf7A50X5lMmusiu3yPrSq7QX0fqWkjnlU4EyUpeErmBqc47k4qdFjyWAHX/5jXPhh1v375j50Jj5ICYjRpDP7Df77Z7j5QSYxcRn1nTCgjOG+DgY4/3Jn5JSSnOGuexGbAjxZLa1pnTNHFeZpa8Mi/n5kejDKoMChQFF9k7T4ijpYDmbNL5avvLvCyEZvSfS8EFhwu/unXZnvNfw9qEfecvg2BjxBqT0tgSTS5djVVsbCtFSrHlqpb2pdXYVq35QCrm7dMYQYjJfZBvdyrgm4uzVmMCiZrBNmqsEq3VBjriTZWwDbqdw8dIqcWSmankNJPXtSnWWy1TrEZWMRNh1+TdBUuyrtX6EB8j8/nMvK74XWeyLnXE0UAP6Y3JLo42xBAopdlyGMBDbj9n+5rGHKiXF7cxZlHU1UtNXxELOqmCl4jTgKNHxbGq4FVYtDJEaebktbGQFJEANpo0z1ECIgXXQiA2/vZcC9VFKp5SzbB5rY5FHKvryVtFq8bcCRgQOGMm8SmBCwNLVqILJiUtGxNMbFiCItXhpaMU+Orrt9x8ckuku/SdVba0y8aRa9Lsgtqt0epPFeuVRQ1Ec8VY8yrVWFdgDHwH62LAnI/mH5gWG/aFzh4veLuP/zK19K8i7etXcpXaEmacGUCG2LSVkvHe4b2hWz5khj2ElvvY7eCcsi2UYC9orVagVh/QahFpPbDzyuGDF/z2hy+5TzNvH+55/3hHZqW/uWZ89Sk+JHAn3r39KbXeIfXIbnD8szf/N/pdoHfwX/7kHZ8/+3fI6vmt4SWdKj6aj81tv2cBRHZo2XF/98DfvPmPOdxecXd/pBuu+N4HzyD/S5wuTOVrTkUZZWD0SvId7x/PfHz1Q46pMruVt8sJqWe+d/VDDoc9jsoyfcMwjCQZKPJbBP8DfM3k85Grm0/4W3/Ts7qEK2+I+khxhcErvg5USTjJDYts4I8kvCa8TmgVXBgQdXQ4Yl0J7kjNX+NYGhvkit69QOjBiBUNWNmcejY4ZrvFGhhUK+f0hq7vcdwQWTjoQ/MiCMyqeLwlEtlb3Ih8Ruir2F7bhh5UaDKw7evavivfIqNu7BB9AoLq04ftexWqJko+8Xg8kpeVmiZ2sUNzxoeOuhYOh2vCLqJroZK5u3vH55/eUit89NFLTucz7969Meqhd7x69QHPnx1Y5pUXH35gOvrv0CXCpYitdWNQmIeLJVQZiOGeXu3G0LE4YzAj2Y1pIshlKqaYhAoRvPPtJmoSvtoYgG0K4twmP2xTkkZv1SeYCGjkoTadsKSsxvgqFfH2e2uprXCdwQl9GMg5t/2lN0PNZcVHZWmNigvOwC3nmt7bfv71eN2kXYFaEt4FtDi86wh+MOq2dPgYcQRiGBi6NrXpzO8mpYSXDu88Za1IDc3fxyESmlzMmok1WexnFyMlV2McNQZLbYVMFiFvpoEo0QdjBKEW31v16XBuk69tUiNY41KqgWTFZjF4H0l1RZs0KJdC8UIUh7iIk0ZTdo504QMVo8RLh2iioKxaWLVQ1LOuZn7oZUByIE2ZMeyQ0VGnisugJVFdppjdCiwVslA1Uxr11WFPfjN7Dg0drs3s2QZ2T4vfAiX1Wwej8quOev/ruOx55UZDt+7Be6OA0zy31pRbyoilxZSqZFUkRltbTV4pTjjs9ri+oxtG4thTnZLWGd9FqsLj6UzoAz56lIKLlgamUlhzJoZAEMfjqbKmhVQTRRN0Hl+TgXLJU6ISD4LphJU4OCQ6juvMwzxxWibuT+/RkNkNjp1TOiY6PbHvKl5Xk8CQyO7EkTOhZgJzm8pWXDUTRUfBBwVt4Qsus3BCeaCjI7gRx47d8AwR16Sdzc7ce4L2fPjZ95hOhTQ5Ds8+R/yIUdCPrUifmXUmaStGNUGtRD+w6omKJ7qBno6psZk9lqKHVOa60LmOc0kUjNF0qgtJAio9oByGEfEdGjqWWqAocYioh77zlAB5EaQ6DocDeTpze33D9HCmlw5dDCBMi81FtaXTiIfoPV5cSy+Dx7t7rscrxmiJZVLV5JV9pCyZXd9TUmFNCwXH9dWewXvmcyKfV9K8oGXleDzRiTAMg4VILNMl5bGKNVe1ZPOPq5Dnhak+sr92xMG8EW2vlwtr7btzGeurFOMlex9w4gm+t/TJdUbLSl5hBqjWULoghBiIhyt8cITOk8+Fx2khxojLlpC4AdanR2P8GUsDvG/Td6dodgSP+f/MlTRVlmnlcDUwnU50LpjfRVqpCofxQHXQDT1x6PB9JHSRJZn5NKuZp8c4cLo7ksrK4faKCsyrpYEhjnEY7Wu7gKjw+s++5qa/AjHPmKHrCdlbUETyLHcTGaUbuzYcKaS84juToobSNQaDNbU+dHj11LUQuoD39hyWqUlumlyp1AB4NBsrrqhjIduwwFfzhqs2nChrJsSe6/GG+7fvCdWznhJTneh0JHqhrgVfILSaVpv3i1dPXhI1VWMOSiGviUgkNObV8e5EXjKH8cCyJFKfeVhmTg9HlnlhmWdiiMQQeHx4xFdhF3t8Ub78+htgxfvmgVWhiz3DsKfvRryPrEsxQEgcu12PCoiPTPPE4/HMcTpxnGdSKZyXBUGJMSLFUeaCeT8l3PsjaRXGsaPWRG10JO886kzO2PUjzlt9+91blw1UW6bWt1gjHlpQgnnwmCdiaKEh5NIABaO+iGpLBrXGxzkza0arzSYb20JbCiriqKU8KSG2rrxhJaJNBttqGFyT0Lfz2Xqg5su3DagaS8kGWGrvjz0YylP0uTb5tlQDmYrQhqyVmhN911GcojUhzUumZtq9Zn5leHDapOJYHalURBsLptVWpdrrsqUvqxWkF69MO3+NuZKBaTZ2o6hDq0N8NAN8pZkWV1I2gM07Y8eqdxQxuX+UShGLmE+qrAidtNWpleyEiWI9qHhShSye6jxZa0vvMvYMEljmwrg7cMfKWQE8KZt/WnHCFhwLDlGP4snFQEBXIOA5ziurOltfrYfd1C7o5jHrSMXSz6Lzxo4qNsRUBFXzu9NWv+eW8Ea2BxIRvDcbjmmxvsr2sk2d0dhaTvjLluevB/gjBhoQAN9i8qwLIXaQijAvtsAkGEvIGEIKEaI6ShMSOvG4WlusrF6YLZu3QxDw4olx5NmLEX3xUXujMgOFgQo6oeP3mesdi7tH5YE5v2H2jxyn93z06YH79DPyqfBfvfvHSCl0Y4f6SkmZyb/hxeFjIgOufkGvHUhPHHv6YY/nms7/kBUhcuA2XuMRSppJ2pFKpbKjVotu++c//kN+99OPeVz/kOKeo/0LDrsPjHqJJ4o3epnL+Aq9O4CqHZD1gCOj5TWdVGoVojfTXYcjlxknM44Haj1TZUdNB8bwGarBSOn1AScV1Rs2jgy6AzrTQ/Jt5qcBNU9B7bXdxHKhjw7xGiEQCDh3j9Z3OEZWNZnMFu2+gclNNHKBlLakoY0Z9cQEUp74CZtN9NbzbTIx+4ZNIbQZwS4ZTvOELwfmZJIg5zxd37PfH6hnGPcjz/YvyadE3AVO94+saeWf/4uf8+rlLcfH9yzLCloZ9zaR+sUvviJ4m/B0/vE7B/5sfjlZraEPwdzkt7/9ljbQDlHVSqlmdJdy5jxP+BDwQ2cb7lKZSwbvLC5aoBZFvIFJ3zbtvrB+2s0VQ6B6oVAM5C1bfHszOJWNBdQmY74h6rptmGbYVhpgMJ9PgGMY9sTYgXgzoysF74S8Loxdz+mxtqjGaCZ6WYnB08WRq/0152kBPPthoGil5kd2hz3jMLLk3ICdjr7v2B/2DLvhwp76+pvXxNDhvVG6LXkuWt/T6O3Om9dZjMYCin3XJihCdI611JbG4UjVWFO5vaYxRJNFqjQPNSFlo4c776Eom1tPzgaAeJp0q0mBBEvZi96ev3hjb5WcybUQg03HBNeKjtDAlGQgPCbbKmrgkwRFkxKCY50z81TwSQjFokwPwxVVC3UuaK4UzZALfnG4FaR40rpQlhVtunkvNomppdDFEa2VklPzNGj3gd1VbHtRraUlRoA2UPO7dBljq1yiZU0tKdRaSMmi3udlZV5WY4dcZNRPFUHf9wz7Hb4fCLGjOmHNK9PDDMHjY8BVk1D1u4Fh6PCdw0Ul10JWKzydN8DQVSVnYVmVeV3RoBYNXBRZC9JkhMtJ0M5e75IzfnSc08KyriDCzeEZ/d4RZGWQysjAwJ4dia4s9Hpi1DNBT/jGVBucR2ol+ub/4eze7sQhVLwXpPn1lLJQpLeiWXeImKG64c+hHRyNA6uZfrdnGHf2GpLNV0i2Ujg3kFFw6undQMLhNRDoyQws2hFxJFVqux+d2Bk8imfJSqee4COzVqIYkBuojAQr5IM3tlQplFyoSaEIXjxdF8HD8d58YijVUrlChyarWsua6WOkpsI6zayp4kehG/bmPzKtBio5YT4dkSK4KuyHgcNhxGO+YHk22QC5cD6tzGfzKLq9vmIWY/HmVKm6cj6fKPOM33wvEHxwRN+hWsm5XKQEuSaW2WS+YU2Mhyt87Nv79V1rMm2Cn1OiloLD04WBvh+Z5zPnWhpwm1nTBM3bJeXMuib6mxuG62cMNze4ZgCeRSmpcj7Bfr9HvCeVhWVecF4oi+3duVbczkIS1FmTsO+uGOOOpZypOeGjZz+MHPMZ148UhdBH8LY+h9Czrgkfe3rfUYtyns4crq9xErg/r9w8uya6jofjkegDFNiPB2oqSPToXAjBMbiOsRtYVgMdyEoonnG/5zQv+NBxu99xXiaGYYdkYV0z+36gYLHpPgaTo3pPlIg4h3eROlfCEOkkkOZMcWrSarwx1iTiCU2SIsYGVSgUC0yQYJ4dulKnQvWWCzZNk/kYVscQIh5lXpN5fyyZukBeMlLANam4pozmSk1mku+B0Hc4B1eHK7LrWc8ncq5M08wH18/Q80o5zlQfyWvinAvVm3SV8YBXOJ3PrOvRJLlNWt11PbthTwwdTjwpWdjEOO5QbhBvINiaEynPaE3QzGtNCqIEH+j7nTWgjaTxcJzJuZLzgLhijAonEDqGoWee10sqVfAe78N37NR8UjSIk4t/ITVTtfnGtCGjlowPJiG01C4uf7QBQHZMpEuvQfs+bf5623xJi/kLXT62sWJUL4+1sYGgkUGca75yLd22VnC+NfXN5xJpXpgGMtnAtFluSBt0tfRO730LTjC/GXWOopZSlx1mkxAcWSsxBqqH6qFsDV5j+Dixoa16Z+bDlzrderRLFu/2ej3NSu3VF6tB53nFFxtwOhdRDKCpuYFLWJ1dcbhcWFRJodJFIUqgVkvzTNWCRSKVXoQoQpBgDGVpZ25J5Kqca2ERT/EBCYGCUKpQMwTtcIy8W+7Q0KE1kEvFxchasSdRzUesqsOpydxrwx9qA3F+8fprvvfyEwqVKJZ6K2ohJUYCMyY7uRKdN8BKHbExtXIFXSvplNClQoGu9SYbz65I65XUpP92bzULFwEN8pSh8xdcvx7gD6C+4juHugq+UaX8hjFWXLSbpqjFfmcn+D4yVwXvCGLInFOzYwwiTLWCa3BAo5Z5AAVXhdAQSUdlELgicFWEnYx08RlFPmDhTNb3rPKe9+4bToc7pnIyVHy/4D8YSOXMqpn3p3fUOvMvj/93fnnuONBRkzLdnJj4BHV7HteBQ3cgEfji9MjL3XN2YrpjFw5UHEEtzvbQB1aUf+f7/z4//9k/4Td/+yVfLY8c9Rk/effI9599yF4KX/7iJwQn/PDj7/Pq5XOUexBHZEDDSwojWmdKPdnUTwtpPbLrB4QJr++hvmZwgriAdrHRzcxHw7tM5waKPDeflAbHiD4xNYC24Dfgx8FFQGablIrZoAkH8qX4XUg64Uh0qpbuhuCltu9+8vTZWD5O7W+VJwZPlcYAUtggH21g0HZVfXLeb/i4mdp5qEn54Y9+k9dfJProeXH9gl0XWI4nvvnFa/b+gKvCw+Ndm0TB/nBDzYXrwzV3799Sc2Acrvnwgxe8v7/jfD7z7OY5r1+/IfiB40PCu/hXvJJ+tZdzzrwhfKOsAyAt3t0OT+98A36soV5zbjpzwcdoE+fz1MBYkOibg35tBoPeUoO8HTy1mlGq4oyN4zzi2yFtdBZjr2B6YtcORDAw6HIQqzX83jXn/MZ2cU4oKZGWFZFA7Cf2V50ZTRclxkDoHY+nCU2F3kdEzWB8TcWi7F0kuo7TwxnEE2KkDyN3Dw8M3Z6r/Q2ZghdnsjJVrg/X7PaDFa7+wvakiz3TPDeGrCPl0lhQNhFyzdLOwtMCtQhd7/FOmBdtUyAhLZmUEiEGSsk49VSnlxjSlEqjNttp7lrDYa+NTWlqS52I0Rp25wXBozVfqN7SEDkfektUEjPyc9v7y9PvbA5DFZFCwcyHyyYDFdjv9uY7pIU8TUzrjA8DUlzTRXukKLoqal67SPWUJdukXB1SLLa65EQtCdeNJmUq5UIFcxuzqRVGW9Gl7b7Qdq9/py4Fbew6+xuUyppX1rSQm7SmVPP4cc7jQ2QYI6EbWHI2VgVCLpklGTsrVyB6vLdUnRgDvusawIrFBKuBrj46nG8gvTrWFXusNeN8aBGQZjhZxfYNHz0aIGmFKibhUM/14coKORGcL0RRVM9oPROlYxTPjYzsQ+a5PsPzjkRiEOVWlEEzhYVIZdUHlG9LENVYYiIEgd7HJkpcQW0NI8YwMB+7kSozcDZZo0ZwxvZ0ZETWBidGayakSc/p0Ro5uJFZKio9qlekkvBO2LlIJrBUpWpGJSMERheoWi18VozmLm39L6q2N6mjOsGFjlkSa0sXLMuTxHo3dsyPiQqcHh7ofHeRfQlQc6Gsmf24g1DRUljOE6OPdI1annMyM9LqyEvmtGbmhyOHcc+u3yG+UBYDvMa+pyZlmQpVErthQDJMRZlTIvhIlYWcMpRsbIlSzFPCCX0X0Qa4ByxFUJySlplaK91uT+zHtr9/dy5r0reayBr2odvz/NkLTqdHnCgpTyYDRCklk0mkZebh4Y6QFnalsJYVYkRz4t37o9Vn4kirpY2qCCVllloJMlBWC13Q1eppCbAWGPyeD198TDcJK3egltA29iN39/cUsEFBY8iu55nDzTXrmsk50/U9vgrzacItjhfXt1QVyKBrYXcYDShWGwZFiVAaE/GcGQ6RdZnM86YWBj+QTtnq8OAZ/EC/H1jSyi7umXVCFgMoqDDG3vz0stUakWBBMFqokxK7ASeVlBNOOlBj9HSht7S1VNkPO3JJxBBNojVnY6Gppeh1PjIdz5Q1o2thOh/pEbOcKMouWjBJJ94kr1lN5hYCLmROp4U8L3Yfl8o0nylz4dnhhr7rOS8FP4ysxxOK8M03rxmquySmmsR+MbZkLgQVnl1fk3LmeJpY25oIPtB3mbSs5gfYWK7eO07njvP0jhA7nO9Q8SxLIqdETgu4gNOCE8/Yd0Rvr+d0nAEDeqtWTtMRITMMwXz3KIy7nfk0YvL9EHwbsH231qaAMWjs0DeWRatfNpawb+QDK41K65u+NUzWbaTchsobk1q3vbgxXTZASbEmvSV4Xb6ufY/9aQKvzYtCbZAprX517WEvPq0b+0cNXRG0DSfaiEsbM2mzR9DamCGeS2qt86DVLEc2adj2g+BSbysV1LwxcQaOOVXKNkRvfZczva6FULhqDETXgKqGSFWshki54Gqw81bMiHlNCt7k6WglZ/Cdw7tgDKPcnrd3dM5RJNvQEWmsqGpsnLVa2Ewww+ziHcWZ0XsBTimzzCe864lhR8nCGPZERk7TSsoG7mY8ecn4zozYpXobbraEQNUKrhnHq637r1+/5tXNC/bdYNhde3dcSyJ21QKVRE0WqFkwhwwlZSWq2dx4FxBnHk9BnzyEWqaHyQfFt+GfMX42wKes+nRf/gXXrwf4I+CjGM2zF3w2ULSK4oISe8/DGbpozyVpQb2nIjQWGcVWhRk+aeV/8b/8X/E/+c/+AbCguiCyRzXiGtVZG1rmTRFIrM2gVFxzDad5du8QiRBuuOUDiiaym8m8Z6rvOJa3JH8Et/DR7sDqTmg589VXv+BuWfDi+Bc/+xLGG3rpOYiDmx/xfPeCpf+GL89/zG/ufx9hh9TK6Aof33SI3uMZcRI4uWvix/8ej/IZCwt3VdDDLf/F48+Z7/6AYTryb7/8G0xyoq+P9PwZOTuc/wEztxQ3Iu5HRFebztEx9LagOz/iucL7K0o6McjHRHeLxWsCWhn8DQ7wYgtwYwRwkVZtN5pR7OpG1RC/vb1sMjDzFMnMOpn2tCi7+DlzcoRYiVQET1GhSDOUbYVUwRbNJvNSfRKXVbR5A9mP3vSVTkzOvJlDP62FjU5pm+p5Vv7kZz/l3/rdv8P5PuGzZzqeeX77nI6O2/GaXgMhe8rZ8ad/9GckvyPPKzmtOBcoZSJEx939AzFEbm6e8/gwcXP1ATEM1AIxdH81a+iv6Lq9ueHv//2/z9dff81P/uRPOZ3O7HZPcfUWNyiUkpnn+Uleoi1iknqR6klnFmdVjbXjmuGyeP+UvEZrwr2gwWREoQuWFNAor2XLgmzNpBk5w5/f6+xG8N6aOcEOYsFiPWs2/XZeEnlZKUMy2RUGUKoE+tCx4ilrMfDA2aS+852ZvC3Z7t/DSPQ9MYwMXSHKiHMd63Qk9gPBd/S7vpliCz4YLDIvhT70rNNqrB/sOaWU6XqjzJtnkKUICY0qL4IUMaq32oAopwRarYBP9nFpUbRbwaLZJkzOm9F7SUantVwig0lzMfaMCg34MXAOZ/HMOWUz32/gnzpp9N9tvOPtPW+FTBVLHDPmXrYUv1pwOCiVMhltvvcBhgAk8lyIGsyPJkFo+mdXQApIrUhRSMYwcwjBObQkqJa4kZalGUk3mrQ2BlOtbGaObqPTioEC7rtGLqAZPqtavHOpzGtimifWNZNyJZVKPwzsvGfNmTVllqkiyZpH58xAXDA/qOJA23S46wOxsQEs4j2xroU4RLrevOHKVqBFhw+wrJV5mc2wN1gcNM6K0Nh1FyYnDnDmEVWdMi2Jc67sDpH78zuOj29YpkdePrvh4+e3jAR2eAILASWLKfP3BAYiQwN4tFS8V27cjoyS84kogYhn8JYq5bFz34rvGWUCjsAVyA4w83S0opyBiSrJCi41vbkjgiZynYjOABuPI2mP4Fik4OhYVchkAuazJHgGN7B3O2YiS6mIKyZt1MKkC7nFYRvD1ZOqUqTDy0hwjrvjkaVUwLOumVoqvihlrcZkiI7ojHnhWqPh2z6pZDrfPH/UUdbC2Hfcv3/Ps5tbgvd0Q2ApM5psD9ecSEV5d5yZuomxG02qUJR1STa4wjGdT+S2b95eX3NGmR8fqc6TxOJxNWcoBaolfZWcrZmNERHPWs33IvbmAbVO1pR2ff//h/X1//1lbKUV1xofwWS7H7z6iOlwTT903D+8YVkmci4EMfm0iBiIPSv5beE8PSAhklHmObHkSjcejKXpe8ZxZJ5mUGeGrYsl6KyhEjs7s3Lz1PPVkeeV0At96Lh5ecX93YP9bi40o0QrkF0Vzg/ni5Q+DpYMt7s50Pmu+eNYbHwnEV+FdFrwMTAedpS14oOAVsYwsJ4WogTWZFITV2A5nRkPe3rpcFkYdjvyYsaqV715KqIeB9SlEGLAFYdWJaWF4bAHdZu3LjF2aAtL2Nisy2nh6uqGtUzoUtjFkbIWetdxXE+kZcaLGaVrUUJ1BIloky7naeV098iLZ3vmc8VXz37sKJP5a1EUKco6J0IDCJZ5xjUddkoLE2e6fUd0nvNy5LDbE0Ngfz2i55XUBVJJCEpOK8uSoBa64DnsR9Q5avXkIo2V6Ij9QNdHSkpUteFJyYVSJ1I+EUJH1+1xoW/SmoLkqQU7QOwGvM6s08LpNFmaoI8krwTfGTjhFCUTQsdu7Oli5OrqwLoai0U3jf137NpY0xs7x+wIniRWSm3yHrMQsUGWXM5aq9MaY1iVzcT4ieoCUHEuoLXVdc0wXMTbayutA3HYPYS2uqR5W9JYPeJMFotQm1xMxDe2x9ZncakL2VhL0Ji+9jttoFD7pQ2IwbyOZANlqqLqLmx/dQZ6EgzBsMTQuk167Otd+74KUgVtwEQp1RhBrv1RBW3JvDhyUqiuxZQ7VIWk1RJkVShJ0BAomsnJmMeqFU9mSUr0ShcKQTO9wzwoBUuNXuHj6894Px855ZXiQWIkVRsu4Ds6Aekcy1x4f1xJi9APhTjs+ODFJ7x47hANZISFQpaKVmU6raQFpmnBS+R8mkEUzcqh29GJZzqf+frrr7ndX+Grorngqw0qa6kEda2mNdkpyerbqGYpEbUZvVeIRdAEXq1eFtxT7brdJ43UII4/N9x0zf7hL7p+bcCf4hxZDdFTaUW+mMkzXnHRwIBGsm4yL4hdaY1hYwahVO/5B//pPzCGigpzSnRB6VwhVStMg++xADVHR6ATsy4NAh2AVEPmDLNDCPQc2Ba3yhXZ3ZLcx83K8cgpPzKldwzdOz7+fMeslXl94Hh8zzE9Ussb5vXMH/38T8009rDwvY9/j2PqGP1Ni2Zc6cIzsr7CyzO87Pj46mNeXH2fgPA8Cr04/uh8x05XPvrgE34jfsgoHWeEf/TH/y/+xm9kiu7w+TlDtENucSNKJMbYYtg3B3IPkhF2dHEiLGJGli3q2dZvohNH1ROOYFPQy8azQSht1WurH77VSRmFL1vBKJFCxUtBdGXFsWqHOIdjwZxRLO1r00sme/SL3KvYLXFh+zj4lsuQbaob50gvv4P5oMGTVOzJCd++Hxf48Z/8hNO7hVA7WJWfLz/nEEd+dvxTrvoDvXZM72eu++ecz0c635FS4ubmii5Ucl45nc/c3t6gwM3NLTkLV7tbSv7u0ddzzhyPR+7u7ljmhb7vrSGoejlwNk+ReZ6bdAlQi820Q82M67SBcM1q5sIeqq1xJXp8MLp60fqUdvAttk9KK+rs4HPeG5CranHlm/RMGgIuVhVqY7eIYtHNalKzvu/pQqCkxHye6FRQ76jqqDkz7Ds66Rj8QOg9tWaWvLZbXqipshv3DLE3ACRXvATGoWNaJoL0OALRR/aj0atdo27Oa+Xh/kiIPef5bNN5FKTpvosY06f3polWSPOK8ya5S6mYB5FuQygliEVwajUPl43JYjHDYL5x7pL+5JqPnCgXCjMIaymUNW2LiXEc8I0VIKgxgmggnRpIr7p91qZB4C6Air3nmVqMQl0LUANBlFoTuhS0GgjlXATnqVPG1YCv4IuDbICPq1YcUApaTGakpTGPmr+GE9NU11LaJMQ8jsy2sd0n7sJDvlzfRf+CnFNL+iqklEmpTQ7FvAecZpZlIZdsBa0zFk/oerr9iHhL7CrVjByd97gYiH1H6CyxD2d+aDF0DKMn9uaxMYwd1bnLpK5UpZSFEJXD7TXqwY/e4lE7i3YtovguUpyy2zlWiZzyRNXE6Xjkj3/yUz786JoPX94yxucUZqZ8BCkkVmZZSWoskxu3UPMjzi8oBU8megVWlJVIogsBqYUgBpRtUbt2MFTQBWTBnFc20el2chjwI7TEEW2k61IQb8wdkcSaV2IYWdNEdoqIgUeP6xGiefh451FRokQcyrv0jiVFqhsosuA7GzLZcKOl6dCRKfTBMVOZ8hnxPVf7A2FJPD6eWaaV08ORq901WmBdJ2RVumrStfPpRKeBzkXbL6P5BfjQU6aM4slrwotw9/Ytu25nYE62kOAq5r9QLdqEeToipdq5t9gapcrFZ2paTmSZLSLet4SiEJA+4rRnyav5kaHUnAzsSLkB3gMxRqo4C/MYdnQxkksiL/WvfW39/3JVreScLjIbrULfDzx79oLr6xu6PuAdPDzeM08LXjrzuXDGxmRNrCXBciRrZS0VQkS8GZU6PLEPLOeJsiacRMqSqKvVMfNpBV8YDh2uC5we70zmnDJFV66ev+Q8nUnLauaq84JzjmE3cv/4QLy5IqWF2HXsr65x6vnBZ9/nNE+Mu5G7h3tcCOTzzOH6ivnU5N1OyOeVEAPBed68+YZXH75kmSc6H/Ai9KHHa88qhevhBnGBOinqlZvxmvN0RnylSKGUSvTR/B7XShd7Syyqjp0fjTGrStFCqJExDORcKNkaol4i6WGh9z0+WwPVE1inmQ5PTpmUCrF69uNgwQ45MfqBGDz7MXLoB3wVepd4++aM1sCuxbqTYT5NPD9ccZ/uiMNIFs96mjlNJzrpcL1SciLGwGF/YH08MS+JYTwQg+P58+f04pkeHni9LCznlbu7hbzOeDGQqe+H5oMCMTiurq7pu8i6zOQ0k3KyYUc1KWXVxFrOwExsw5rrq95MijGJ5Xx8w/E8kbJydbihZMc636FX13z80QcMQ4fzejE8NsaPgRe51MaSpMmqvzuXKuS6xa5vXjulMX2a98+lFmhBIiqXj2uL7TZSXzVGSjUvIFXdDF7s/9XOE1UsRbGxXbVZI9g5VPhWlBbQet/aAKdGr1ERG8I5q3c2qwU2TzRDlFBamEMDedTBRQcG5rtTjfGrjSqygVpVaD6b9qtYbSdPvVL91utQuXhAcvkeS6nFGxPJkmItHMWV5iWEw+WJgcih37OjJ6qDFWQywDpUx3qasMRNU4Q4rYgzVQAelppsaOnFfJRK5TDu+NGr3+aaF+x3J/7omz/hYb5n1TMh9NbTBrGhZOjZuyvGGPHDQH0QZi0sCu8e73l8f0IkIsEzXg84iRx2N/jdALdCZaaTjqpCWhJlKdRT5tVHz7gaRmIjp6Dt72qhVk4xWWdq4yDFfEgLNpxqtTqpkldMTlpNArgxrLxzfDsEU2tpw+0NWDTbBv1LEmx/PcAfzPB5LaDm/2pAiMCSzaDSRbvpXAg8njNXV5Hx4Ej1ZKalMlLrGXUzgQNFAioeqZExmJnjqnes9Wu8i0i9JsiBIDuiCBHY49krROoFNdBawK0Iqy0mhCoO1YCTAyNXVDUk/DpWXLhnrf+Cud4xK2i4wT1/yaJnsi48PL5Bx4LWxLFMfP31P+Od/DFXV7fMSyKtjh989LeZlms+3P8Qr9cc+Ijjquz6kXfLQnQ7/oPDQOAVBXg8Z5IEigZ+97f+E/6rL/+PVO8R3vL584kvv/6SNHxOSvD9V6940V/h6SjFHNidKNWs6fjyy3/EDz/5TVz4DNQ3vkEmpxPiAuJvEN3YKxt0skEtGTOmi+3/bdIPimgBMf2+10QQJbEQgydRLGWJTJRA1oSoJ+ApjeqWMfCmtJ+WG9izAcuFJ28X2r+NcfLkDyRIM6QGYy5d9lrECZ9+/j3u3sx88umnvLh6wTe/+JJ333zNeZ7Y93ui33P3+oFDt6NKQVzmfJ7JKXM+e37wvVe8e//Aw8M7fvn1VwzDjt3umt14RWHlNK+klP6KVtBf3XV6PPLNN98QvDfGTpNgokY3XuaZZZlacsVmWtYm/LgWOR2aZtnYPs55Yyusi1FXvNHFazVEwqjQQs7ZphJiXhAmU3kCN9RxYQTZYdhYQBdEoxUu2t7vaoeY7yLBm3wvLysis31v8EjxSB9Zp5WazM0/z4lSs01AUiH2ZtrsVchzYrw2XoKnUAoEb5KoGDti6C+pL5R2wGYl+o7pNONqoxTrkw9Ncy1BGm9UCwQXrdBNtU1MmqlfLWYGKjapycWmM1EtmSBnA0qsiINNhiDiaFgYqMOpJzjB1ZVcLV5TBabz1Ip5mzrVUki14oJ5zEgz46ytdXYSUSxVSagEMeNOlULNCbJR+lxxuCwWwbskogtoqgZSqW+Gvd782ipIVrw6gjqLvMytaCpWXOWUzasLGrOrFUhgVFLXWFDVWGDUBhZixcC3eYHfhUvVJsWlQslP/ilbbPt0nszrx3tL1KggIeBiNEZZtUlcSwfFB4/rovlUhHDZSyUIITjG0SG+sqbCsIuIt73fOQfOGDe7g8kac03UIFRXcb0jucp+jNALslMmTbx/fGCVzFwT7x7fMl6N/M3f+11ymXiYj0xacax0NeF9ZQgVJIGrFCZyPSFuQusjWTIihUDGa0F1Bc14R5MqF1qQLFVBxOO2cYJsBpYZWKzy0iMwNbq+IGr7ESTUZbQuIMZekepYdDbPJJ2Z6kLSnhh3zHJmLgsTgdUNPNYJ8SfE7xlDRKtjdbCUicRMErFBGMJSzkT2dL5HUZzvWSQ2/x/BHTy+HBmfdbZXZUWqUnO+3BP7/Z5yTqRloZdAFwLz8YwjUHKmd9FkosmYj+tiDA2aP4or4FzAe8eyLjiFdZ6RoMaQqIValCCegDaT8cWSUURwamzDmrMxkLy31Jbmo+HECncRSOuCAv1uTx8i85opVQkx4i9uB9+Nq5ZKWtdmGyU4saRHVZimlZKFEEYOO6HzJpEuak3dxrwEqLW0JKKMlkAYIfqR/dgx7vfmAVKFaVqhVvrRs6SE6sLhsOPqticMHrqepD3VDUx5tls8K4fxYGdimfDVMlxfPX/J7rBjWhaKKrtoIIvvHb2LrMeVq27HOS28uH5uLNBgTXNQk37pajHNgx+YHyZcEDQru8OOsppz6YvdDWWuaLBACNfveH57C0u1/UOrSTOLNTs+dJRV6XxAfOB8dzJ/E28JY0E96ZSppbAbD+TVjGGdOJBClUocR4t2rx4tJnUTB3XJ3D3eW5DCkpGsxlL1BQ0FHyPLIpAreWkm+EthP3RcPd8jWRlc5PT+gThcw1Xlzr8jzQktlfdv3kJRDt1AcI66Zr788gtG5/ng9jmffv4pdXnJh69e8earr3j91Wv6GFjXmU8+/oir/f7iX7fJd7RWfIiI87iQqcWee60FBDPG9sE8iHJmmmbEwTxPLOtErpVpXpnnxOnxLV3s6fs9Y2c/1zkYh44+DvQxXoZ9DhueOOfbmfPdOjeBi1wJGmABJonXcun9LrUkmClve56bjzO1XMA0qvlMGtFm+9oN0Hn6mCmTWr1auQBA+q3HN/84tZp4m1U4uQzX2R5yA4DUACzkW4QJnnqb+m2JWm2sJ5EnrKmBWLUa8GzYlmt1YbNYqOb/o/bLYJI2A8XMY9PkViYJa6/PNopXq1+jiwbgho7v336P7998j4Bjpx1Q+NGH3+Mz9yG0nrNrCV7m+iO41s1FIGCAnYW3Q0Tp8PQErnhBpcPznL/16pYsiUS+9O6tM0XoAEdpj1T2HQ818cU3bzjc3PLhp89BPcfTiYf7B0o98U2+o2ZjLO26wC72DGFgP+754OYlw7OeiLsAOmlqdg7VmEPh8r4LiOVm2z3W1pXa2eGbhQ2YEiE68+navKO8MwLENnQliBlst6bWiRmy/2W47K8H+CPYRotAULR4qjfdZd1oZc1YSqXjmzdHBMd+CUxOub7d0Q2OomayKO6RSGDVAyKhNSIVXI+EWyCw5sAYIk6U03LmfH7kxbNXhAsi0ApbKd+6kQvSTBpr45xsMajQqG9cE+sndOEDDuJRXSh6ZNU78DPPbj8g1xNVJrS+YF0fSOnElF8TYqGI4xd3/09qvmZZfoLKyPXND3i3TLw9OsbuY17tfpuOkcieYxZ6Jzwfeu7uH7ga9vz+5/8Rrx9X1trxchjRmyvGw+d88f5L7t99xatn1Qz0KLx9/VM+fbnnj3/+S77/8W/yyW98aJIMza2Z9dQaKaXDE8E/pXddLg3AmTX/c2JwiLyklLeIvCeXM9HfoDqSUo/3z/B+j6oam6gZV1kUnnEHsipBlSrG6Gi9YksAsz++8YmKYI7tbADPE8unqFyMoLetfmtQt6cgWIP7eErglKurPdPDxJt377l5fktZJs71xNjvKRMcDgeu+h1vv3pNJFIqHPbXOB/4l3/0S/ohkBYBetZFQRJv3/yS/f7K9OvfsYMyxmgocy5Gq67lgvyXYhKeeZ6MkdNOkydvHv/nCgPFTOdo0wLz9mmG4dspx2YcTUvXskM452wSsBBJNdmEtE1ctkPPvriBjWLeVlvCGK7FvwsgjiCBmmuLTI3YcKs2ZMZRUzaKbhV2/YGqifNyBC3mqq+G0tuJ5425kwpBAqUKw9BxmmbGbkcXe5uOG5McAYJ4ej9wXCe6OFjjI43GWU0nHaOZOQqOtFbENbNq51uM+ZOEq+aK84GUE6Uqw7636PXVaMfBhza1o1Gdm8Jd7CDy2HoJ4onOPCZKrpSaTZLiM7oVgM6Z6XYxEK6RgjaLIgNieSqS1DWGUbXfVbQYOJNNykWqlCUh0SKKyRCls+eazWuJKsZUalOUmqvRYItpzz2ONWUDkFQpOTeQpwFUstGp9Vv3GhfK7Le2iO/QpZcEvsvzwIDBdV3Z1oE9bUXFXeKmxfm2FloDHs0AcnsRnPf4GAkxIsERoiflQnSeGD2lZGKMdDGCV7rO4aIxz0pVOhchwlIL/RXQee6miV/+8ivez/dINyCD4HpHvNrx2aefUaXy1VffIFIJg5qHiHiG4Ag6Iznjfca5itYFcSteFrwuBCqdKrBCXc2ryEOpq8mQRQlYUkgvexSPEJu/T2/gMF17/ubDItv6YHtdEtoGHBajnKlq69OpmGmuc3R+M66vJM2oLqh0lFIoVVjWI+p31DLyvP+MvTuwcx2FjkmVk1HjKAWmekJKpcaBzEqiUrIzxq4WdvuR6TQTu44umj+B1sDoOqQzb0PnOoiVMifqWtj1A2lKBOc4HU88298aYCyOvBi45oh0zhgSU5rpY4drxvKixvDyvtLHxoAolsSi3rEmyOuCiMPVitYG/AhI8LjYNblKMysvtSVbBVQry3Rm2F/Rx8C0pDZN/26dm0/sAEGrecKJOGP+quB9ZOj3DN1IHm3PXtfF2D7r2qQbBlJrKYga03OdQfF2RlXh+uYZzkHfCdO8MM9W23W9QySx2w/0O+H6xS3dCA9/9A25BtbJLAlyNtD95nBNVWXXjfTjwN3DAyEEdrs9LitX44E0J4KYF0X0kbRkumpmyuts8lIpLUwjeHStDHT0LtJ1kZRXytkYpWPfUZbK4eqKx/MJJxCT4GbwCQaNBlpg4L7zvg0Rmp/IqvS7nSWVFfNGST41Lr+jHBNUofORdU70g0kmdTLZr0s2YfauJd8VB4uS1xVXzUS999HOnyLGWihCR+D6asf93dRSwoqdpQn2XU9/Y+Etj/dnbg43nMojZGXsetbzzDrPRBU0F4a+Z9f1jLuRrovEvufV8+d8/MFL/nT/U86PDzy7uuG3f/v7zMeZ+4cjcxu02VAs4LyBQKqRS6LlRQZirGq6gVoSoTOTXETJmlmnGTPVFWpZWIpJMHNeOZ1OF4/A4Hu6OOBjIARpW2yyemoraL5Dl71Ef94C4vK5Bq7ZR+XCkt7YoNrqhIu3qNAGiwqyCa62H/Kvlvtbd2J/VbgwQ57qkadRNd/+Gdvvs3XzbZjJt59HA3Wg/S3f+nqePDMbP8R+RdmcyaSxeAxi2dL17M8Ts5tt0KfuAvSI88aaevKnBtnCllyrCwuJjDglM1NLArX15LUwSEfhTNKZKJ68+fRpaX6SVvf5zdyYSmjvyfaq11rIQOfMbuBcEiddKT5RG/tK1aPOk1VRTWAOfhQKqyiPNfHm7oH300IfBvbdnj50vLh9wZqSmSpXx9gPHLqeq3EkqDf2eVpJtbKsFV+FgMM1g3mHDatd3YJXGvOsQm01rqVwFoI3exURxTfJPM3zxwVLXfY4Y2W1e2LrY+3fBg6bGftfvDh/PcAfAF8Ry6WkCR8Ay62X4FmrTbFLDdQ6cn8WTsCbWfHvH3n+DD756JZKx7x+aYbCcUQxjayBBAMqvR0P3oo6pSC+MnaOrhFqVU2HL8zACmqHrTWWFdGEk9IQ42gvb0kgjuoc4j9AoNEBC1ESvT+jnFEeSe6RzCPen/HDGRkWzvWOqZyZdaEU5d39l7x5+Dkrji+mf8qKkDK82v0W6u/5aPhtkjvwnkyqlVsyn153KDOeDo0DWQMDO2462LtIf3gF7Lj2lSCJt9xzNS443nFzSDz6b/jjn/2cv/n5v8utMxq3ikddJA43OA2gmwzHJBZy4d6sLPkP8WFB8ufk9FMk/ILCSkkfAN8j+g8Rl4EZYQAqTgbsFlWjwwGOaqZ6FFIr05vjCRml4Czdp4FCXnTLIIPG+MlwAYjqhkDT9uh/Ta8nHvpdx9fv3jPEW86PJ+7ffsOz3YHdq4Hz24VdN5Lmibu795RqsZ0vbm8pi/LixXP+5PhzTseZTz/7hGmZOM0TtTh2u2vTcXeOeZ7+ihbQX811d3fHT37yE4L3DH3P43okhHCReNVqUbO11jbBaJRU7+xdE57or9oMhU1f0iIvm1SoFiIdzjtq+zfeNxCnJQoFbxGJ0dKmjFlCO3ikpeh8i4p8OWebibgzHysXmhlxNelSaKllxmSq1lw2QDFIJPaBlGaCGMXcqTSjtsKaC9e3O8iFZclUcYShR9QzRPPsogppqXh1dD1oFdJaOT5ODN2evFpyT1Zj04QQ8Y0t4/AG7ODQbI1DzmZU6b27NBSlFKpLlFrxwZJXktoeFYIlmgQvF9mhCuRacMVm6jbRMzv2IfY4HMuyGGAFpLpSfUWphBAhBggNcPAbYGC0zcqWz2eHlhG+vN0CSaippX1VAQLTeqQsCykV9nGwdysXQgEpFcnuwv4xNLcak6BU8/+pFg5Q10TsBrQUas5NSmdQsckDa7sf7a54YozRfMy+Y4bP7arVIty/TUvfpG5F1e6jYOeguIDzgRCiRcc6Z+bNqjjx+K6jH3q6ncW9+848fySAC7Rqte2l7cWMzRMgV/tMVaVqIfaecfS8vXvHL775gq/evePFpx/w4vlzrl8eiEPk64cT42HHVFZKruzGK2P5jIF97+hYuXbKUDqeUdi7hShHgjjzktZMFGGwUw9HgFBxtFQVCVRNbXRT6OmoOAK7dgiYYbmhsjYJtBttQJpZtN0wzlhHDRjSSwyBTcG9eNAeZWd+daqoi3jpqbKgGlC8FXNOSS6T5cxX559yu/uYoAeCv2HHiDqP10LsHVozj+tCXislKOobjR8InUNbbTKT6OJI6Sqhh3KebV9eKy5jsklV1mU1MLCBLsE57t6/52p3IIjDBchrAyPIODEG0JLOdC5SU0Krt1fTK9qmlyVXnNq5PHYda63Mp7NNOlsLkVOCanJe3yjppeSWTLeSikm/BDifHomdNewlF/J3DPwBrGAn4MUMdkOI9H2PVhiGEb25RbQwLxPLsrCmhbVm5mUhpcS0zqQlXSb81MIyncmVFkFsEqD9foeZo65oTRx2N1xfXxGHSj8K+xvAQd8Hrg8H9JgoayZ2geLUpsatyatrIclKxFNS4Xx/5JNPP+Xtu/fghLGlcp2mmeg9nXrO08QYekuXVehCh/OBXDO5JJPwuoCv5lXho2N9mOl2I9Pdiel04nBzTcwetyjMNrdHO+a0ICLEPlBOmX43QLHKrk5m0pxSpouBeVotGdNHS8BaMkkzXjw+m7E0WQldM3HFXQINvI8UTQRnwHZeE90QCL0nn1e0EwYRzhVOdybnGrpAScpyLOw6a3K7bkAzvLwJ5KHwbLfj9VfvSCVRs6X99OMOFyp1zazrwt39ew7jwO3NDVFgP9zi+D7v37xj7HvGXcf1VeT5y91l4FZKJWclZ6UWRQuXz2l9An9yzizzwjTNPB6P5JJYsuJ8IUTHujaVQxuwlDUzTRPH45n9zhNdJY3mobn5FQa8nasirUb7jqE/wF+KWIl57Gx8GdVNLqwbseLyOS6fe3rIjX37bfnYluj17QG1Vn1K9+Jf+Xr0EiffTtvLY2w/wzS5XIabF+Cn9TvI9p3f+hh/Hvx5+phxa5x4NsZ+/Ve+e0uM3Vj9egGUvEk+ozCV5QIUXZhOCuqE7C3u3jhFCafgXE9pvnaznsms0OgVs5oX4RY142RTelgMkGhiEG9nvSpRbAi78JZpUv7Fl/8tMng++PAVnfdE6TDDZ8+qjbHVOMFFIhnH/elEjD1rrmheWY8LUoy9PowjV9e3XF3d0nc9O98hFKsYqhlRB2ww6sz4yF7PNpB2GDvHqSP6YNI/Eby34ZEXA51dAVr94hALf1ADJRVLK99S9rYhuvD03og4vLN+5y+j/vx6gD9iv3CIDskmWRC1qXzVio8YIyhVCkofeyRCiY7zKRI0cPSF9wpL8jxMNxyuOvpaqTrT+5GEeQlZ4rviMaQ2Okfne17u9kS1ySluJdf3nI5fsBs8XXeNSo+9xBWRNlXFUyVR1SHeklXsTegpzdDQiuXNJDIg7PC8JDETWIEjtTxy5e/ZuTvWeiT08KpfSOp4M514O515yAsrma8f/5h3j1/x35T/CxIOHLPwg9vf4+WoFEaK7vnDd/f88MXv8YwOobLf7XA4roaRqVT2zlOcEvWGePWKzBt+lv+A17/8Y/7uR3+bx7Py5eOP+Rsf/V5zHfiaqAF42Vg+jTbYaPPm5aPs+o85n/4xfXwP8t6mKslRORC6H/H6/oEQvuH6cEeUAXSP6K0xjRBoxrxOzCNICVTxF3hp26JSk27VP38LtdZNybSsIXmKY9z+bA7oF4S+feYXX37B3f07bm6fkY+B3S7y8sOPef3lL02LGXpKgv3umvP6yM3Nnu99/Bm7MPDjP/opX/z8S7y3ouz93TuO5xP9MNJ1A+cp413PmhQfdn+1a+lXfJVSePP6Dc47M6YMkbys1FwM/MnZGnOtbeeBJy5pxSA4ay4VY2SIE5sWNPaQGEexnaX6VOyKmJTMW/EnzqE5mweAtElIA36kgUgClw1PxLcm9ekwNrpyY5t5Z7GwzjVQwWSQ0VsCiBO7J70TpnSi8x3LmtFcSPNK1oKPIzUXptMJCYOZ46rDVYd3npqV2ppjcmUutoHP08K6ZsaxZ50XVM0sGcWmbN58QsBT1Vg4qYFtIQRQKKlSNbdEsY6c7c4PEljOKz56+iES2Cg5hmhtTIZN553VzOFUrAD0LtAHS0sZ4kAuhVxsSlI3um+2aX9Fm5+TthQz33zb1ACJaukRzm3eIU2y1SYeUoQ0J/K8ILLSFaGrHZptv3QVNBc7EIu9R7VUi3hv71nrZi0yvBOTvqStabf7UYte7s/Na6pZQtnHXbtnv0PXlg6TciFlY4qUKsYwKSYfjMHSNFSMkROdNToGDm0G4MFSwHY74m6g34+EocPF9l46A5GyoTuWRDNG1qXiOkeeKoVsWv0oxMFxuPLcnyZ++idfcpyO+H3k7/29f4/ueqQ4z59+9Usevn7Dp7/xfaTzjH7PVFfePbxht++5GQZ2CFc68ozAlS/sWKj1NaGsDG5krIm927PDs0OJkrG7fcD4Z+aZUFkQMTaNI+DpUY1temr3ThUx4IjYzoaNXG5+QggIfWuRJwx6cuSq9O4ABHAD6BWdKCZwfs6Mp3eZU4bke05kHl3hviYWn1nDwpfLFzj27LoTg39GtYwhNqnsOAzM1ZFrZp6PqO+J3d6k0uqJRLx0UD2hmveXqlh0O7ZepNjZGUNgfjzhihDVMfQ953VmmWfwxtLYmvOUFoI4OudZl8SqlSH25KU0aZmw1DNFvFHOs5DXYibzYsV6Wlc0mbePc5bIl0sluoAPjTXgHb4Gck7My8xut28StJm+Hwne2TDgu3S1hlokEILSdzuTgY+jpbiItEFIo/GLI3aBUZRdqczLgj7cM6cFzat5donN79M6U4r5o03Hjl0f6Ycd01Kpzpinj48TB9+TMsQIczLvtpurF0zzwrQ8UrMZgu+Gkdj1vH33joox+myvrXzw4YecHo9EF3DBU+aEKwYApDVRJeCqwKpIhf1ubPeCecrVVMzfqDgbgHSeWmsDR62GiHgkKem8UPsRnQuq2WKSF6szoze2rJsrEhxLyRyud7YnqTGBfHZNdmNR0mktDLFDc8UFRzqt7LoeVqGTiBbFN2awQ7jeHTg/nk28rRVJyu7QMZ/PvH99oqSMFs/1bs+yGEsWXckJk5Msiq6V6GDXO0bvmNXz+ScdX/7iNY/pnuCEsi6ErrOUsZwoMfB4fGQIgZe3e3oPL17cEpxQczZ5tRf6ENiWgTMbPJoHMBTICZalsq7J6gTnDSDaFer7O9bqyNOE+oxEh8uBlCbmswVOSAXVROwTy5wQZlQDh6sbG4ZVWmCO0o8RJ46c/9L+8tfz0m8xd7Ze4CKDapDIBuR8CyKh1ZDb9fSxehlubjXHn5PCtZ93AXe+/XX2xe3rTLa7fWeV2mqVb0EwYj9zY3pcfpE/9ya0YcWlI2pftG3K8sTwVbVhJK3+VHGXx3S6Dc63J/EEKiHSyJgmgQoh2D2libR5GHljv9Zqe4OGSNHcGDzm2Yl6vOtbupeZrdvJF8kKNr4rT0wmuLC2nCgLqZ21SsZi3u/0gT89fc0X61ec708cnu8I4UBu88OiQhLX+vlWG6n1BHfv76m5XuSTe9dze3XD9z/6vKVvBcSbJsbVSmk9kfMRzYW6JjofCBIwooigpfmcYmwcL44yr6A0WbQ2zyhjNwZvvpyWMGy+xa64Zm2ijZXdksvZjLo3NUYxMKgq8JdLMn89wB9AncNHcHMzZnQ21XbRtxstm+mo96ScWVQ47IRwihRgdQOvz4rvhC8ePXHJhPDAYbxiNwwWBY9p4QZRmxJqIQI9Fm2+rS3FNs6b61tgRslUPEq0+19XhFPjlfTG/lEQ6VsD6lrjtjXEDrRrk0WLrrdCcgYZ8eED4A7HA9GfUJ1AVkQrH+yFl1fKUc/MUrifH3n9/j2pnDnmt7jhih+//0f80c//Gd/74Df55IPf4XEM3JVfUBhYi8nTXsaXdASiPzCRmItpPP8fP/0XvLge+cFHf5sfkvnJH/5L/t7v/F1e7h0qdkj/H/7P/wV/63d+jx++ujKJSOzQegRRkkS8ONNlykucfsrD/dc8e/Y91vlMP34O8iH358CSZ/rDkVwLqzoO/jOgR4m4Cx6eL5vqpvLfFJ9szb1ZhlFoTRxWqzho8fSKx27uLFtS2NNGf0kLo/1HlPNp4fFh5m75htvhFdPjibe//IJXt8/Y93u+ev2OnfTcHY+MPhJjxy+//CXpvFKLcHV9zWG3p+s7fvnLL3HrzP6w5/E40fejudsjfP7Z9/6KV9Kv9tpM5VJKHI9HvA+WWuW9NZnNW4W2+bgGruBco4AaqGDNdpMMqfkaCM4SPGJEfEs0aGiN9ZhmwhdjaNHuBR+C4Rj1kmkAcGEbXM709l5LAx2cD7b+XbikUzndEPdt6mFeQzkl8wTxYj4oznEYrpnme6rvzIy6eYdEJ0zHB4bdgeATXjx5MWNmnMf3HWW1CburwpozuWZqhaEfyckOEAS6LhBbpOTYDyjKvBjwk9dE10WL/lWlpoI4uXj9aDMgtPRPoe86QjRTUa3VgPVtQLXhHO1PaYcTzdSQatR6p+aVNHS9eS2pgT21FovYVUVbctf2fd578lrsgFJjV0nZZLtqHkrFaLKkSnSefbfjPK24oqTzineOnt6q26xQDFAzG6cG9pRqTaaCZqWK+Rq1kZrJvprsT0u11IuNMlyaATgt1UPFzKG/Y1HvtVbOpxOb/VEulVxd80npKDTz8mpMNtdMrrdVszXk3TDQ7/cW5euePu69I9XKvKyog1QSIVqTenw4IUEsxtUr/b6zSNYID4+P/JN/9mOevXpBN4783m98n/2zyEMq3N2t/Lc/+a/53m/9gO/96BOT9NbCMc+8fvOaZ69u6LvmeFWLsU1qYiUZg9Z19K5nIHGg4pkpLJR2imQtqBaitEkfZsIOBRU7SdDegNaWmGKSL4fKds5YMWzFtiKylcAdqEdIaF0b49ChrMiF46J4AqOMZPYUAipCHwcqPVdUXH7ESSGVE9lnXAysFV6f3xLcxL57QReuqHj60DOLtJj4kRg8p1K4u3+LuEhJjugG5qmiJeA1GACzFrzzPJyPuFVxCcqczWSyNHC0BJsOlsp5nlnrxFkd+2Fn3jzFotzJlb7rmE4T51TxGhpQrk9GqLkSfYcEqKlaKqBz5uuWEpqTMfJqRYulzsWuI/Y9QS3q3PlAafebz5UQO9Z1oes6uvBrU6r+G13b2STijZ1zdcVut8N3HUOIdp7lTK1CqB2pJEtv9MIwjIyHAxIt5VLOQiqeZZ0NfK+Fmmem0z0lr3Rd5NnLgf3VyP3ZvLRyVXK4ZZVE9Tv2147372d++dUb5jUzLYmb2x05TTggzTN96IxNW4V9v2d32FGLcro/8eLFC8bdnofHR0IMHE9HdsNATcWkS+PO6nTxTNPZEjqXhd3QUVKmaEaq0PWB4/lIHHp0zmaKHT1lStSYWY8TkiuuQsrJJI9aSSSG3QgZas04VfJ5xseeqmKpcSpQTbronSeqR7JQl4oGY4guacF7kzZ78ZQ1sxs7YwGrYwgRCpzTwnk6QVoYu0gce5w4CpU0F653HXkBIZLXiTnB3ds7Dv2e6gLrY6UPtrb6znO123Meek539xAyu2FAvSMOA6LweDxyPe44nSLaBfa95+XLW2rJTbLcql1nIEVt/UqxHo/ohBAN/E/ZDKZrKQRvtdpudwVioPHpnGGFJc0cT5nT40JOmc57Civ4id1OcNmhU2bNFXEtUroKLrjGMhCc3+TG363LGDdP5/23QZiL1923Pr6prGj//vYzvgyVL59uDf23vm777ObjYnMoffoZbKfHxkJuqtGL5LVeAJCWotEYNRiiIRX12+Fuf1/AqQ0wck9MoPZEWyFQ+XYy86Uval9r7BPb6y8yswZem11HJQRP6Ds0CGk+kbUYA897CqXVWeDwRO/MA6cIWRVxgZUVmqelYLaQphyQS48HG/nbnn90HYqSpFi4E8LaKAmPbqGMEZGRiUqvNvbZ3IHaK2rPA+ssixY+/vAF1+s1w+6KIQzG1ic8sdlV7HFqIVRL061Lxvtg/m7FGLWprgQcNdWLlcFW55eScVUJYiSFWgpaGudYDRCXXNvAEyRjvRM2GN+YsqLmhyfON3DQVDLiPSF46w3+kpr21+ZEVSkgDlGjO23UulyqmY2GQFoV7wXt7AY040bb4E4Pmcdz4eZVz+5qTw1Q/cA3NXF+uOO0npnTmU6U3VT43ecf8Fu3e6bjPeP+BTixg1YFpxFtiR2wslG//UUvpJT8BnhE5AZxL0D2tCA2UPMG0suiEpDuQozwkvFkUj43E9Y91JeIewYkRAqD80S3knQic6TU9/Susu+f8fzDj5k089X7O+YM60HIO+WL9Q/5wx//Nyzhlj/a39LFA+/eFfY843/42e/zyeFjoOcNif/66z/k3/74d/id3/xNTmXGVeFDf8uPfvcTIpaEVilU4Pf/w/8Rh7HjF7/8Kb56PvvkY5bTl3SHK05lh9PCVVhxXDNe/fuMVxUhMcQM2vMwn9nvV4bdzCn9GXPq2PcfsOg9UXZW6IvZOGtji4hGEG2kvG2j9jyxeJ7okM3OfsNxn4CfVpJXhNzAgNrguQts0ECjkiLr4lmOMx9eB8ZnHXOAaToxzbOlK9SRfrzmEDrefv3akF6qReOmM3e/fMerVx8yjHtcDDw83PHhhx/w4Ycf8fgwUVJB5Lsl+xIRYtdbAaWVZZlYlolx3DWDMWMDuM31fzt8MMkWzbOm2RNjset2mX+MpVlVtUbeO0+mXvwgXAOFQK2Zd6Z51QYQK7Z5mh+YfWlj0iJeDPgRb6BPo8aWkltimEVkB7HCxqlYshYYI0jMc0Sq0MeRlBLiAkuaKNkK18N+z2k+M4w9Jdv3acn42tt+ltXkMmulVivccjIplsMKelEldrFR0CG6jdJp0/qSstFHzScTjzOjWd8Yku2gjp1NlEMz33SosWu2M36bH0lbP85bsoDYdMI5QZ2QckFVkBCoa6YsqRVGrZCwkYVNJrG46BjbwZ0N7LHKxFgHQYydpaUSisVZevEWg5wLY+ipYSAvM7koLrpmitdqkGxug1IrEfMRyQ3LCRKpNbMWO4CdCDklSklGB26yQZP9+YvvD1qNBbYVOQLeffeK2Ohs7WzTvk33nRqzygxjbYLnG+tnS/SqXoiDNW6h6xp7rprpaSmsp5WsmTknMhmlsqyKX4JFvFLphoh4S74op8yf/uwN3S7y+fd/yC++/iW//dlnVIR37yfent6jsfJ3fv/fJUtlOs88LhOv37/lvE788Ee/getCS4RaqFLw3cqkC6NkjuXMlcvsZWGVMysPDHXhIBWVlft8Jmpl5wNIYK4TXsXM1glNV+/bJDYhl4g7k6jaP2pbJZZIhTaPJLZJa0HUo+INbG4yx1IeUZcoUlAdQQJnTlAPzK1gtwnrwK0f8FRCUN4x86CJ4AQdF86p8PX7n3O4fsXQ3ZI0UGtPdh2zTuB2aFau+wNzWslp5rzM1OJY5sp8zpQ50RPpXM/N9Q06ZwY/UOdMnTPzw9nY1EvFVc/t7TPOd0fy2QrK4/0Dg+8pObPOM4d+tJjnm0hNSl0KeSmkVBAC0dn0N6+LpaPWSowezYnoPFUcqVRqrbaPOaWWxLzOdCi7/YHB70k5s6Z0MY5uSDa5JJz/7q1NMO+FGHuGcUfoBmvAqjE5FEdZYaNGivcsy8ppesf++prd4Ybbtg+fpzt8dKSUWFMhJyXnM6sm3r/7Cg2O3e1Lkq787MsvUN+RvPBCnrG/Fn72izv+4A//gHf377h5duCDlx8xz3fshh273QginE4LKgERR64FXU1+/emHn+BdZDqb4fc0L5RUIFhQR+8iror5RjnoxEz6Iw6WYl5Ua8E5IZ0TrghBHcs028dypg8dmhLpvKCp2PmfW+hAVYKPrOtK7KPNVGsla4bijciQK+ICnQssKdE86EGTefQVrE7Mlc6bqXMIkeCimZpjPXAqQlkTXmGIHZ14Ot9RU+Ew7im58nD3SA0d0ZlUOzqPR+nEMx+PHJeV9TzTeQ+1shtGHI6+6+CwZ3p85O3b1+z6gf0wcDXsWxJUY986IdXK0AleAl4tErpWO8NLY+yKaBvoiKXrqvmuCIq02OyKybF342AM0AL7cUfOsKzvOU2FOSngbW2v4CbhzfuZjz56jqhnTpU1F5MJFotG98Fqus0f57t0GRby35WrKTwxc9rl5KmolO2Y3ZrPVoOIfss3sDXozfXQ/Ar1Mm6hNndS1w4UA1XaQKtJtmvFapPtIbH62n7+k6xb/OZjaXX404C8VXpb/bQ9hzaAVWl+M9q8MR1Y6IHZKARxl/TcC4jdmCg2zLM6I8Zg9V0AqZXb6wNJ4PErY29qgFRNKu2o1HVGnFKdbwYDGzspMOkjWew5FE32+oiaeqNNrIo+DaOtxpcmTusoZEqzC5k0M1VPDXuKeL6+X9gPOzKBpwAYLuqB0l7TVFb6PnIYbqibd5gKcymWaiomWXOYPNKpWTN4hbJkq2+rJ68rUqzWcC2VvKaC163/sSCEdUlEHJoKku2dMya62yymyKUiudpz19bjek+M7jJwrymZL+u3/Fjz6sgxtR7tX3/92oA/Rs03Q8mUDWjZyjCnQFa8Gk3KPF4FL9YIlVJx1Q7ZtMLDw5HH5cTd/MhXd2+4mx95ON8z5zMhVG66ni9fveJPno1weuDv/Vt/h1c4HuY79nFg9B1OLWy8E9PmOfHmESHg6KhlbzeQ2xHdiEjfFlyL8BN/ASUAgyEa9VwrID0p9wTfAwO0xYpUVLPR0kXpnRLqQin39CGQ6sSpPjL6TH+zUoicy8pUF94d79kdlMnBuT7ykO7Q/Z5Flf/Tz/73/OiD38S7Pd+4iXtf2C0DPxi+j8+V1zXxIInfHp7TifD+MVGdY9wNHKc7uvE57tWHRByzwJvzyvO9cnd+wy4cCbzl/fwFyVeC3HDTHdg5QVm5O/64xfNOhGA0v2mZGMMLxNtU9sn0bPNXaptTa1Z9y+9SGguAhtA3A4Ttu1sKoOlJt1uLp/8RwTZy54294D1FhWWBl88+I40r3u04HHZEjTzM9zgfkdoRw57lceLmOvLZp5/z+pdfoTFyfdixrvD8+UtKzsSuZ7mbiDHw8HAPYtK78/LI4/Hhr3wp/Sovi24sFxQ5pUQphZy31LJ2oOjT5EK3A68dlHZIuVbMK84ZbVFCoIpNh1PN9KG3N6gZ2OK5yLksqckotiL+aWrxrUvax9xl0mFeMC6Y34x3JgNbciHEtglvJrhNcqVqrBe7rxxOLNULKl034MOAnmBZzzgstWwzjVTNlGzeX1ortWZ8zCZpKzY1KLUSXLCpY7EYeucNHInB6OZdHxCBecmUZLJKJ0JKBnAEFwh+a/RtfbjNQ6m9Z6pKLW1KdKE0g2sVhYFDjS0HLXGnybdkO4Q2zXFjjDSmT62GzKRiMrQYg/kZ0NLZ4KlAaYUqoRliI417a1IUbaaSneuwsa5SVgP3nEqThCoUA4yCC5Sy2PezFV/2cz2blDBdipbLfdFel+3fm+nzVtA5MebXd+rSje3IZT8UsclY2by1cObxIw4fYjNctzVr7LDOCsh2T3RdxzxPBizUQqGiAuc0mR9VDJRarOB0MM0nS/JxMOwHrvY3LCXxeD/zg+/9JiKet2/esGjm8GJPf+N5++aRx/nM3fkB33tuX93wGy9+A3GOhUwg4qPQe6XqTC6O4j0LATSzlsSNDzgiogO+Ggu0U6Nkr1IoqkjT1ldMwiiKJYCqAZKbwboZJ2weCA3Q3v5Wk3oj9eLBAL0tKydktXJevGfOyuoLU54oAourTHXC+T1JM+d6JFcPbsT5azIdQgc6UySTnUcGzy5cs2QhV1tDS1rNacjvcCKc5hWtQi4ZqY7Oe9as3ByuuN1HOonMDzMuC1E6Ul2QDDH2OOnY+YHT3SOUjC72XMdxAB9ZzrP56yiWuFgq52lGOxi6kb6PSBDczrGcV7RUcqrmp5YLKSVC80OTqhcGWW2NsOZsJuzBU3JmOs9UFfb7AyF2+K7ndDq3Pc2YmJsq97t2ibNhgguBEHv6fmg+XMb2rCVTapuKi6eqMi8T53VmLsrh+jlVBogHhhAYJJPSwrqsLMvKsp4pVZmnRx7v36Ih8vb9I/fHR9bq0NAx7K/46Z+95Q/+4A/55u0vKSSqVA5jx/XhwDyfmM5nYuwQIK2Jrh8paTHZw2Fvhs4p4b3nYVpQreyHkVoLw9BTq3lJiThKznRdR6kmj45dJDjPfJrodwPrmohdJK2ZeV7oh54hRqRU5uOZoRvQXK2+cFbfu9hRU6aiLLUaO7ckHB51heoEX+0MEAaCBqQaG4i2D4jpPSipsJTZ9j6EeVrR5vsXnJk8rw6qy6DGYFtU6WOkuERJlrobmtTKvCQqb9/em1fe0PM4TUznE6eU6XxAUyGGQBc8fjfSe08UITjHOPTEGIg+8HB8JKcFeX5Lt++oCsG1UqolVaZs53pRRVwlNBZO0SatDrDJckqy5s+HSNf1xBAZYkcInuvrCWrmeH/fhiWVXDKuOOaloI9nxv2Zw2FHKso8Z4auhQQUrN5xcvGa+65dDv4cyPNtXGezHJBvTYi383EjEG+S4q0Bl/Z42iLbBVo9sZ0qrQBrTJ5vm3NvKNIlIYwnpotrLNxt5naZ87SfpaKXeuaCMbVzSrSNXNvvaz4ZxmTd7hHT33sDDlqAB87+1mLFtDSGvFahihprxY5EVrUU2TIl9LyyPwz84NWH4D1ZC6uupJxY6mq1vlY0WyotzmoScwGQ5iVndXvR2p7T0yBzY7/YwDlQGshViyAarebEkV3l/ghz8SAjP//iNZ988KOGF9hrYPNJ8zgqqqRSUBchC95bOqNIR+cDOMfDOtE5x0hg53pONV1Yr2irDaqYp1eIpnbIJnfzYgC1K3LpSx32sdDSUBxKKGafIlVbb9Le1wY6bfeMKGj5f1P3J7G2bem9J/T7RjHnXMUuTn2riHDY4fCz/TKNSJF6iEZmCyklJEQv6dAAkTRAdGhBB6RU9ig6SEiJQE80ANFECAmBEgkp4VUyr7Kfyyh84964955iV2utWYzio/GNufYJpx32s28EETN045yz91pzrTXXHGN84//9i8YQktbULE3iVc1GQwD9K5L4/krwR0T+t8B/BfhKVf9u+9n/BPhvA6/bw/5Hqvp/bb/7HwL/LWxq/O+r6v/tr3oN1FJcatJG7zdgx1xJzUgtikOCdepygbt3D9wdCg9z5o8//T7HMuH3kRKFqSZOZWaqI3fLEe1BA3RdB2Hh3k387s33+IOHxMuLni//9MirWhhOb9mI4yJ2fOvlU37l+hs8C8/xLlDqSm/0oAOh/zZnuEErqg3RJTRanp4njuaJ/jgyxVGLsOk/BCzSUpzZHlcy1srw2PasRyTSyUuTbclMDA8UFnYuAx2LVNQpaZM5yYmbes/r0zsOfqL6Ae833O0P/MHxn3MYZ04KhR3vDnd85n9ATBM/1sz++TNK94Ljj28I7jlhe0E4Jf7Okz2ZN7wpyjiPfGv3nNztGPF0vbALM06/5LX+LtkVBn1OyhtehB1RRvYXX3E/vaWLr9i7X8dpR2Gg98+g+RJZoW2eC+tNIWfLMTuM4WiIrEMw0qE7/946HvJ4pdtk+Qj+rJ4wDahwwrpNHKdsHVuFZTas2rst11eBT55f8uUPhfHdQvQ9n376Jb4qZRlJ08i713f0/ZZhM+Cc4pxyONyx2Ww4nUYeDvdsthFkZllOf+Vw+OseP5exiVGOV48CMGnPChS4NSFIm/P8auLs2sJhSExbj1YvH84pJlrNxFSEczShODM+q5g5aFHTDbvoKaJGP3ZA64a4Bk5w7oLQZFePMjRFmOeFUou9jjNZlnjfutENAMLkpmCSJa3recVYPVLwPrLZ7HDJEUNPLSOoUCrkcSKlikgkDlvSPJsVrUrT6dr1qo3OrqrstjtqM4nb7Aa6KNwflpYg1Kw4qxJ9NKZFW7RracCROPNHaxO/c/6ccEVjR5Vs18zYRXI2hVQ1eZ33j7TfEDzOt2ZUNfCnVkuQUlViNM+YcTrinGPJhZSMnt71fWNOeYIPRslPmYAnL9mKp1wpi8m+6lwgKV4iQ9yQ84LTlu6mgVDlvSKqFTINNBMRai5n9tfQGbvLklDW2/Jx8SvFDBOcc2eQC2hF3k9Suf+2x89jbDoRgrcuURUsrl7NRNLhCMGBhNZhayaB4oz54w2ADN6SiFSEZVlI84iKkrSQazZbY9eAQoXxeCRrpt90JsPQzM3bO56/esn1xRXvHu7ZDnv215d8+cWXXL+84ssvbnn5jRc83I18/vqBD3/lFZthj+si+6cX+M432a59absw4ESpZcRJx9BFfMl434H0dLIj6Q3qOpA9Whe2dBBGljIzeMdUTlAzSYTOBeu6VRAf6V1L61SThVpVnG3tbc0bm7Vasdk6q0qyr+dsDL12Ax0VT3aFmY4UAhOOu5pITpjyPcl3TC4y+sCYJ8pp5OnmI6aUuUkzbrclK3jZ0QdHZsb7zVn6RfEU6Zmz0PV7RDyH+yPOCZ3v6XB416EtmWjbb03mVhyx36JkxsPIxbDFucrlqwFdKsthZNf1jPczuhR0d0FZMnlM5NnAWLIxL2I3INWuSk1K1/XUXCh1wYszU8+SSaWQppnYFmEn3iQAVcwkWq0BFrz5SlVV7h/uCbFjs9szDBtKrZRqCYY++vPa83UcP691U8Q2F94Zc92HwDIncq0tLKGtf42hkdLCspwYpwmJA6kIr28PzKlydX3N5dVACI5lGjme7jkebjkc7smpkuaR6XQgLZOt182bYs6Zz778irc3N0zzBK7wcH/PTe+42L5AS2VeEjllINDHDdvNlpQSXbRUr1IqV5fXfPbFjxlPxnIVhP12jwuOebEGR6mleehZXbymm07jSOcDaZpx0Wq2kuZzHdc80FlSYp5Ga7TmgmueUN45UsrWEK+C743Fl1NrtLTkT7HCwoCeJlPRYs2rZVwaGOnp4kBNmayFmirVOzQIudjYNw+93hLr1Jo1mpW5WkrlMifChRBDJCVb+0pRqqtM40zf9VxcXDCfTkQfmOeZh/t78myS5g9evGI5HtlsBoL3pLyQpgmP43Q8Mm0HyiYQ+mDbiGbqWyocjpm0rL6Ile0u0g+WtlSV87RUVSjVNoi+ZDNal8hm09Fvrrhe9nTRcfP2DSklpjGh3ryLxDu6LjLPEzEK7969Yz8EdpsOi8gBpeKiNEbe17dy/jzGppWK6xzfOieNhWM+Xa3hqK25hpzNlGn7ifdBHlOsNADHii4sQMPIAFaCGFP23GBagSIxcMXqZ0VxZ0zqfFVbfQJrrds8M9e9jWL3vaPVrvZDa2S2ZixNYrZuRQ1noBYQqfjqz/WuGVED1cYPzlJ5bT4zRl2t1bxQBSiOfFjQaWa7G9j4SEFJKqh0SDdQgERhqoWilcXlxz0CQu82aIJSU0uULsbOF/M+aleGlZm7yg6rClE2bBiMqY+gknnxtHCoR95+9SUP0wOHJbPrNzZPiOBcoFZHLgEVT+etBhrrRMoe772x5mqFUvA49mHgiRuI4ig6knJLBVWba4KYDQkFyAWpFtKStTRJqp7TFWvBUgxl9ffBCu5coRrYJlXRlG0udJZjWGullNTuD/PqNGmo4ITmp2kIU/lzLLY/f/x1mD9/H/hfAv+7P/fz/4Wq/k/f/4GI/Bbw7wO/DXwE/D9E5LtqyMhfeohgvg1J0dKKNIEo0m4wZRlnPvvRl7x795bXb7/i9vCAGwIlCJMu5KDkoGjvKVGpUaATi5ikUksmLZngxYxJu0D1ha+me073J74KhUtG9q6yzROf/vCfcjr9Dn/v438HEdsgtncLKFTXNoapDcxm0IgAGZXcyAlmZLU6i6/QhHNrODmIZCxGtnXaWYEgT62CSGSIW6RUVDo6GVAphGB+PrtmPlnb+T50C9O2cLs5cp/vedAj4jsuLp5QqnJEOS6Fhze3fHH4grIcmAPMtxv+33eVvev4aP8Bzy6ecXe4ofCbBPVcxwXVAzMnrq5f8cXrN2x2ntPDif1my7d2/xZOHsj6QE4nSkmMS2W3+YQP42/g5QVOngJK9AHo7XpKAW3GwJLapKd2e56vu1HzXZMQ0R4jssLhPLITaL3b8+xp4EMRS4SqQKpKdO6c/nU6HYlx4PbLd1z1l+zjloe7e57ur7m5ydzePrANO0iZaX4gEvAKXdySZqhZeLg9UeqEkhCBuykhLvLy1Ydsd4Ep3fDu5vjThsK/7vH3+RmPTUUtHpQ2saCmb9W1G8Ij9Vis6FAVQ/WdB+/PiRASgsm8YkCCp4pQgNZgsC5HMENgcf5sNqda24bVUj5U1CRP3joJiHlilDUKoSHm0jw5vPOM88ySEi6YiWrnAs4FnItteXeNCmx/rqCW+X7Yfz4E5mVphXyHOEcMA6UoTkwXrCocDgfzsoiRXE0aGOmQEIguWDytmF6328YV8mW36/HB7tW8ZPquZ0q1GW13DfU3llA+Fx/OgKfGuPHBtzh4Z0AkDt9iN7W8n6S4XtvWXWUtaKyDKGIhXpvBm8VOi6w8jSPzOOOccLG9YJomk6A5YZom7o/3dF00GVFnRVRJ5rdS50zWSlDBZYWkRiEuNs9H35sJd7auhROHU6OzGoW/tg5ZAwNXKUl77y7Y915aR2T9fGsqFe3v2qRuZ4SI9f79Wpk/f5+f8dhkHTMOpGpjkpnMyYsxXmw8rq9jz/EhmMwwmmknVUk1UTSb/LlWxvGIRN9IMY5N35PrQhBH3w+EPjKPI3cP9zx7/pzdsOV0OBHEpBRffv4VC4WHu4mh2/HZp6959tFznj/5kJo8YbB5oCzgOwNoi5qp61rQDq43Y0WE03SPauaD/TNuj1/ywcVLKjOFCR/goBPHU+J6e03RQnBXiGSKKBOKU0sECSaIOgc+sEa3M+OYqDQ5GND6bZh5NM2rr9G+1VEQsgSOWlgqqLswdpKYG1HndxxrpnjHzXig9o5RYFTHWDM3hy/Z9pekGHn79ob9s+cc00h1kcFfsqDM1a5LJZCqkKqjCwOn04zSoaWy5EqUwOkwsu02dCGQMBAXlE0HC4HB73l4d8/GR8Kw4fqqo+x78miyEiliUd0Zeud4uBk5HUbIaglgyeaT6Dti75mPk7H+ZvN+02wyoGVaGgNQjKGnBuxTHRKidSpVKQ0wDt5Ri5KWQi4PXF5dm4x0WchVkSqEOPyNBuFfcvx9ftbrppqh+lou+pZcmVJhTsmkx2tnnmam3jrc0ZlvV7V/cXc8Ub1w8fQJz189pQvCeDxwd/Oa1199zv3dLaXJ4/f7Lf3DxClrWycy4zJxmkeWZBKMi/2Gp9dPeP3Fa549u6aUwuXuktOU6GLP8eGAVmUYNgQfub664PPPfoyo8vzpM3LO7C531FrJNaOqpGW2OHVv5t8ruOWdb+w7A/qlUSfSPLPd78z/IgTykqxZsFSz4yom0nfiTersDJxRVQMoUEpWS/IL1vWP/YBmpQ8dpRTmkomuAwfRRWJsQQmLMc1P00IXoyVlNdPemos1K5yQpsXWnFToYjNCH2di6Lh7d+Dy8oo8J/ou8PTpEzOsDoU8TXZPx4hHGNPC3e0tyzSz6QduwjteXF/jnONHn/2IIQSiRLbDBl+Vd2/fsYmBKDuiF6K3OmmcC0uC4ykzjTPiKrluufKOTTRgDAEVY0IijlJmailQjH3kpCA+su093/7mC969+QZ5qTzcT+RkxvdxML9A1cThsBCjcnsbiN4kY33sLVCgCrFz73VXv5bj7/OzXjcBqc35s4EPCGaw2zxS6iqtozXJsN+DMTGq0dNbPVEe2TxVm6diMzV/D7RejX1XEpATNRKLCGuE+lqO1HVL41o95uz3pRRcWPeRvEcpaPVNq2bhkVTEe+SDVS3x50ivtCefASjbfxooUVVxVVBXqQUq+Uzs95034BNlPiTCVbX0T6A6bynMau64RRwbb954xVtC81LN/20jPcF5xAvBRaY6cn96YJZMDQ4cBG+NBEdtAIwl3W7iBeo2FPUEIkLm8sIT6pF3b2dCV3h7P7N58cTAYsATCW4guA0Vk1mO44llgRACGgMuRGIIeC9EcVyIZ4/d71uJPJRs17195w4xDkMuaFID1LOtX6UqHWbo7IqgSwOSSzZGfBV6F4kSzFIiFbxaRJR3HpL+hKxrbWo6HwiuhagANF+92przfyvmj6r+v0TkV/6qx7Xjvwr8H1V1Br4vIn8C/NvA/+enPUnaBqT3kIqaVnBOvH53x+ef/xk/+vQz7h9GalNQOG8o7VILGjxEDNDBaJG2IFl330WHVyV0PbHryJhkoOaKxI44BI71QHCCdx2MJ7798cf82tV34Z3i3UDGkwSUHqeJyESQivgCdKwDyzSwBtbYpszAGVa4oiHAqulxo7GakmpuRecAzZDW6Hyhnb+ibmW6WEegM7soCp6Cxad6DXQIGweXVIqfGTnxA/2MQzlyLCcuouMQJr7xzWuERC4TD9M77k43lriB8tm7z/j8beZqs+cfnr6Pr8q0PPDy6Sfc8IRd/A0+fnENOML2Y+CKLSNOblHu0O4IKC5coeypboPoDq2DpaARbFJxq1VaabNQ+XOQd0VWNtBZGtasr9TkB7pC2Wdk3nxQ1pj3Jru0yZNm9OXMB2g8zkgJLHnG+YVXHzxDR+FHP/oMV+Dw7kQ5ZS66C756c0+swm674XR7Yn9xxfQworVaUk6M7C86fIBxnLm/O+Bjx93tyP39jAszJX99XZKfy9hEzMlfbOExxgTtz0cT4RDMCFrFkXOlNPBFxZ1FFMaQa9lu7ffnBcsLzju6rqOmxczrnG1KTWNuBtOZCs6YcrUUy/QJbm1xsJrVIsbwsII7nQERAWP7uNWTyMAAkxlZN0acnj+fbQBtcUZMx2sf2RHjQIwDQ78nhgFqJsSOYxhtYp9GK0iToCE0czzb9LgQkSrEzjPNidgLXbRFQiyaiVJaEZ0r/bZjnpIVCaXRj72zeay9X9c6D9IiQLV1G8zouhk2t+sAZvQsAt430KS2ZIaGmjppnTEVYnTU4um7nmVeWMaJuHX0obPOBMLV7oJUMsuSkGobRqERIZdMTdk8ldRBAVet8CrVnQ2cu2AUf4EzvVyqaaQplaJmZOlUz2mKwTvUr94+WOqXOCvKZG3VncfMTxROP/mXr+/4eYxNwLzy1DWJDI0a7ckFUjLPDpx5A6ybMdeuiW9juixLax4WjvOIC54uBMRbk0SCcBpPTPPIdj/gnOfu7S1ZKx998DHinZkH+0AuC59/+mMIjv2TS7764obd1ZaPP/wWNdo9XRMohc3VgO8MnFpOhX7nWXJBS6HvbV3t6HgYHxiniY+fvORPP/8h33z1lEWVqWSe+EsqM9PpxOX2Ax7weM30AkKxKIGSCVR65xC2lpCrSmFGdYKzuLBS0eae4BETKVIlUxor1eydC6mxde/ywuQ86jsORVlcxGlPlg1HjQzuJYLjYrfwLh3Zhr2tQZ3jq4cHbvORTb/l6uIV3/v0R1w8fcpcEz+8fcOTZx8wbK+p6plTYc7CshTu80IfBrQ6goukFvE9hA3LmEmq7IdoQJU1iHn21LEcYeOuKUuipIVaN+z3Qu2EEz1pqkjxDDs43Sn7/QXRDyzHGfXaPFo8KRXIZvQ+nSa6EJmWxDJNuGIbqCDOZCc5N2ZHbd1xUBHziokdy7KYa0Pf4Usll8KyzMRug++6RpkX1H99DgU/r7GZa8EHD8FCC7y3dSmlZF5cqmdZRwiRLsa2ibS0mWmZ2ex2bJfENJ+4ub1lu4m8fPqU/fYCVwuo+WmMuSBeGHzgxdNLjgmeXu+5v3vH6y8/Z56O1Lywu9hwfXGBVPiVb36bzTYwTiMPhwPLlBnHRAwd11eXiDiWeeHPvvdnXD97SimFh9MDPnhLY3QQJJA1s+mGtYVCLpllnk1+XQupJGLX2T1Rlel44vL6goqSixojpouIqG2camv7qLF4ymIefaVka4zUBfEO8YE0J6JaPShBzUOvt/UsiK2585zwRQiDJ/rIOI14ca2Zomw2PTkZo6DrInOeWE4j282O+XTE460DL55lXrh9e8vTp8+ZppkudszjwhA7qs8E58B5TvPJjK5rpebM9fUV03GkpowD7h/ueHJ1xUcffcjp4cFS0boI2ZI1b25u6XxgOwz41n8ap8TDYeHhbmGZC6kuzdzf0Q8dpqw0VoiIJxUDFb0DNCNEawhpZspCzsKvf+e7vHrxLb7/vR/xox/9mClNhN6zpMTt3Q273YbDfea4DWz6gHcO3xqyJWdCDF/r+vlzGZvCI9NZHt+8vvf/rZ95rpW0PP7eWBYNMBJLiVRnzbXVqNBk/6UFFzUgpq77nVU+r8b2kEeZlyBNLmp1G9W8eOrKEmonW2O/13AV10CNtZ/1CAqttXZjwMt6f1iD1jzq7P3VWpups/nYeDVpIt5BFKq3jmCWQnKVWU0CJj6YCfztgeXZjm4/mIekQBCrmFcFxprUlRGKws5FiovtZ7aXq0BxPVf7PUcWJszssmqm1mwJiWvzuQDR5NNVPVmElKEulS++eI2fB/w8oKcOlwekmqdmFzZoxepnPPuw4WK7Q7e6toasMW3tSwY8LmV86IztNGc0FZPB5wXUwlykWl2rqXmIYmlcpNLOad6fdcmExn30GHMsTS3mvgLZavElZ/PIrO5sZuq97UG0sYBWpNM5s4dwa8qx42we/hcdf5sV9b8nIv8N4J8A/wNVvQE+Bv7Be4/5UfvZf+YQkf8A+A8AXrz6JkGEw12hi5nf/xff53t/8ilfvfkK75W+63FqBYMPzWhRixW6IeC8kh3MJSPO4mxrkz+UagkfJRtQ4HoPHrJW5qIsY2Gz6akloynwX/47/x5/d/+KwhtLM5ANN/nI27wgfmBTExf+S3byFZ0ITr6B6kXTCFbMuNgYCjaQQqMCThiuGhqKO7VNSGgDPnA63TD0O5wbMIq5ImSLkm/RcY9OHUapVfHcTzNZeq6GLUkzY1Z2cWMFr3QMumEvF6RYePAzEyNvy2tu8y3JmV/D/uIFT/cXZph1fEc5HQwq0YVJ3lHqETYLn82veRaf8XtvfpdfvfxtPuh+k+ivGlrsEa4RnkCdQSaQzoApHYxW6SeqWpTtGXEGkMzZYPPckBcDugDaQKmN6SAYcu4o73XsV4+ldXNnf64cq4ySGiKf1byktruBWK2w2F3teLq/4N3nB+LzLbIIy2GhSMJlm3hTSri4oes2HA8j3/r4JdFHLvYXfP7FPQ8PJ0tDKhW0Iy3gXc80z9RJmZevt03ylxxf29jchasz5X6VeWnrgKxaY6NSd3Rdb9e2WNToikDjA9XZouKCUBJmVNzYOi4EYuhx3miNFrNu0iUquOAoxejyEltMe/DNOsZSmuoKAXqTchnqbRPvnGbEte2dFoY48Bi5SWP2cNbvWlSi2KInZsCXc0aimUyXUvASDKiojt3ugi4OuFpQJ1zs9yzLQlkWM9h1vqXrmHG5Uw9F8dE+HxU2fW+Ws14Y50QXO5vI1SJ9y2KU9LJkfDDT6kAkp4Rv0e/SKNiqzeoHoC3q5nfkLOmqfc8lm6yuapOI1eax1iR+9Qwo2XuMzlO9okFxHSxTQhTbtKDkJeOcY9tvTCrXwDTnjM0ZxEPK5JItMUiNFmtdEzMJpWD+IRjII9n8HKhNA712VhpIZalxBlCuPkA5Z0tAa9dgxX/WYwWJziVXYzu5n8vQ/PrG5pOLl+RcmsePawVcC0krrVsptnYEH4w9F+zviKVOWP9TqQKn4xEfrIkQu97o1lU5PRyInae73JFK5vVXr9lfXfHk4pKSheg60pxZxpG74z2biw3dduD+YeRXPvk2MnhryJQVdHJ0m9AYa4Aow85kgblUtkNsQe3w+njLeLjn1ZPnfP/Lz3ny5CnFb7nNBy78BQdN1GnhcvOK+zrROY8nMtbC1vVEepyvZznHSRMThcoEatp+yAQC0LF6YUXpcRJt44dSdKHqAq4ykVicGaqmsGemMpXKURz3BYpUvHeMCbbBEjarJoZwjWrkhb/g3mXkaeJBE8fDyGFJvLz+Fp+++QK/GfDdlq9u7tgXz273hKrC0G8QL/hk7IW+NxPni+2OdFzQUgwQXTLkiNbKMhdKFToN9APUWdnuOkhKTpWpCpsg7PaORYTZAo4skQWgi/QuMh8SUh15zk16oCxpxjvHsiwIjr7r0ZRZxglVY0khJhum6gqjI5ihs4uO7X5ncsNkXjCd9M283dP1HbkYk6H+lA7m13h8bWPz2eY5Kpay2PeBGD2lZmPGBc+0FPPUKtb8izHgYk/oN2jKlCVRj0e6nefl8yvEX3J9teFqt0Ga596225I2F6T9CZkmTmkBlOvtwKXrcFL5s68+Y7p/Rx2PQGbj96TTRN3vONwfWSYh1YRWS47sfeTy8glZTc6EEy4uLtj2O370488InSMGM1/Waqb5q6eOc81nRpXgvHk1VTORnU4nxDszRW3JOFlz8y2x5m8tVmeYPFfbmiGUbF30qooLnpqrMcdrSwTDwLOyJKL0lLTKIkyKKArBB9KciX1g6DYs40Qt1TygF7XN27QQg7Pkq65jGkfKkth2HRf7PafDiSH03M333L275fnzF8Zq8pU8J9JsTKJN7EjjRO89yzxzcbFjGifzOqqV169f8/TqkmXYsL284Oryki4E8pQRJxzu7tFc2G93tu7Rm/cPjnGauX84AYGS1Uzex2JhE96ISoLDuUApaiWHVqomk82osaWOY2GZoWrg9dt73t3dIMG0CcfTA1ULxshPlAr3D+/Y73o2qSd4b42+1rj+OeUkfG1j8+X1B2emxLo3fmRI6Pnfq7HwKgNbWcaPj9cGQjwyLOynq4RcEGlSL11714JIoYr5Ga6OBVRjmT6yj+y6WoPSnZ+rWGKuoK0facCONE/NM5jVanNtcsDa/OMqIFLOzdfqW1NQV4VKY/+oOytyDL03aBdx+GAAp1INYNQFkYA45d3Nif22x4VVxN2KkpbWimtArYJfr3Grz6J17kltb78lcEUw1hCWFrsiFgbJKEUtNditiBewc55vbZ/xya8+wYtHyUT15+/DN2aTOMF3cgbJTJpmCodCtfqb2oJGlG0IBgupQLEaMy+JcPYUwwCfQpsThZqMte6whmethSAm4XLqm4eUs+ammvWDx4yeKRgI542br0hLy3wkk7g2+Czi3SwZHr1PfzqT/W8K/vyvgP+wXbP/EPifAf/Nf50TqOp/DPzHAN/41m/rn/zhH3I6Lbx585bPPvsxENhtNkBtdHYFF0jzQq2Z6hSRSCHZpkYqYTCfD/WO4rSZY9WzVEidkFTRXOm6QBCIfSDKRJ4T3/nkN/i1/XfZVUd0F+AdIxu+d7zjPiWK+yE7/Rxd/jHf2t3yqr9i2zXZR3iGaEYZyTLhiSAblIFmW/woRUARwpkJZDvPjrvbRPdScJIp5cDd/S3bzTOG/lkbjCuLyLC+quCk42JzQcaDZiJwN96zj4bufvn2nuvrZ3SuI1Lp3QVQeLG54oETB71h5J6xHKh1QcJM2Ql5s2FwntN0y1IOpEbjRWcO777g0n3Icr/AkwnvhraJSO3zDG2ysGSm4Px7E+I6RhVk7bPawFSVdl1WEMe3/1bPj9r+jqGbzQvEJt5VEmKQmTZ5l6XvFaNRt809CkOM1lFR5WFUqka++vKez3/wFp8iu3BpBlwEYuehKhcXkasXA7dfvuHlyxccbt5xe3fDi6cX3D8EYuxIqTAuJ8C36O6BeZnwwbEsB7bb3b/OMPmbHF/r2Hy2+diWuZYqVUtpXjU2uUTnDXwQYUmLJZGUQlaoovjmJ+KcR6JHnMNAbINr1Fvn0wVjuy2LSYNiNErnuojlnKExecr7RaNzjVLf2C8N/DHauUkOZJ00MamVYgCTbzrt1VR8pcc61xZUDBQxxpMt4jVre0wwcDkVoh8Ivsf5wpxmhm7DNE5nY+OymAwwLwkfe4I488WYrcjcxA4vjpIsrjMvieA65sVYPzFa/Hz08RHQKaDOAGatzZjWsCq0dY28F2jx1SvLuU2JnA0Hi5nfNRIUIlaEe2/AjNU3tvhrgeg9Pgpz61ppo8mrKp2Pres7EYL5XFQFcmn6aaOuSm5FQVYo2pK9zIeolkrU5nlmFBHzgAM6Z6TeBTkDd7UU1LmWxKiUnE2iRrtQ5zLMjkdzxMfib5WGrZ5AP8Pjax2bn7z8juZim8ichVSFWj25mGTYuYh4D2Jdv7B6dVUbw6Leun+psJRE8J6Li0uyFqZ5Zi4LXR/Yb7dUKtM8M04TL5+/RHw0FpeIRcFrZa4zu+0WVWU+TTx/+pycFJVMjeBCK3pESJNJvAnW3Rzniepgs+9JxajjX7x7Q5pPvHr6jD/99FOeP39G3FxyV0a29MxayQU2wxOOLAQx76AIIJ4Fz0zEScGRmWpirhPBa2vUyHkNjhLwjW0bVPA1EF1PJDYpWqXWhULmgSNVHBVhBmaEycFEZXSF4jpSVWoXuJnv2Dk41cDRLIWI/UL0FwQqA4peJh4OR+5z5sXLX+Xtwy0Zy9q8uX1gXITd5oklH+VCdGbSbb5OPb4qLg6E6FhGY1GUtHCx7cjA+LAwj4Ikf+YtBq/kRckJ5gwsQknmRUa2zmVdKrq4lgToCS6CU6bjRF4SVCXSxmAu1JSQUs4S3KIFakaLrb+lWPKSyRscqYEVMQYD8JvJpzjzn+q7jtB1OB+Zl+XrGH8/7fhax+avXP+aihP6Tcf+YosEmOZTYx0YGJRLZlnmBmwNpKpmOup7fOjp+x7VwuV+z/PnF1xc9vQxsJwWljmBN6B8s7siu8ByHDmeRnKdUR+p/kBMR3w60mmytW+eCNvBDLlVWZaM8zD0Peoi47jw5Vev+fCjD+iHviVnOY7HE0PXEXvr8h8PB2PpNu81LeUswZYmQxVn7JCqpXloKMuy0G0GqyMMmSDEaEmo3plzcWvMVGfNgyDO4saFdi/VtrZU+7czQDL6QCmrCWqgLR50PtDFjmmc29oW2v1sdg7LvDRzVUhLtrCZYrIM7wN3d3cEJ8QQmNPMZhjoYm81aCl0IfBwOLAbNqR5RkTYb7fkZaEsiePpgd12Txcyp9Z0PI2nZkUxcbnZIih9b6zX66dP6JxZSBQV7h9mk99koe8GvF+YJ5NYCoGShDRD8MasqC3ZTDXYPVdmhETtKzVPLIvycMyMo3I4LXzx1WtyqSzziSktVK10MbDdbohBqDWxLBP3D3cmJUyFy8sLYudbjfF1DsO/8Phax+Z3P/5N5SyLaewIkbMMkyb5opVI1MZahLaHWM13G/BDq2dogSdwZgXR6pq1jlobjCu4JPrYjLI9ULV6sxVrq+TLYUCOtjfmGnNnDeqwOvnR+uOxMeseU1NdywNbmUu+7Z+cJUip92hjB1VsLVAxPmwtigZBgofOY97MSt8bIFJyoUbl3eu3fPzhFaE1Dzy0ud38kOz6mKfvasthlfmqAJHm5Gqsm9rSLCrN06rt7c7Xmdiev9ZylY1bPZrWfaSZ2VfA68r4ou3K7eIIJgDv7Iujim+glJnBo+Cref+YB6hhYrXU5o1kjB+nxjqyczaYSbHmR6tzRcGpw5nTtXmRYYwdj82lXmwf4qpaeu4q82pqi/XeqarGhHfNN6raHVAbMP+3kn39RYeqfrn+XUT+18D/pf3zM+Ab7z30k/azn3qcTif+0T/4/xqrwnu6GMlNKye+sXeUZhBr9ExH2/RUG6zSwJUYXBskmZSreU00/XDzqDLuTK1IqS0/znSOhUDC47256GSEr45HNuEFRSa28R1v7j9D3VfEweNILMsbnNtT9ISSGPULfu/Tf8yr5x/ybPctOrnGaXcGoM7pNeqADpMozYhs+ODD7wKFoidEMuKse2aGXRG7RS0KHlW8GIAUAK+lTTiZlxcblJmswiKFqUXOG25sXfaBC3qu2MoVnz18n5dhz5Oh56ivOeobTlIYcGy7SzIb4BovE66OTD7xIv7bfLz7DXtdLXgSygjSTOrEsFTrwJe2ubZXlzPOugpPa/t8rl0XA3y0OliTndqnd+sUoa2rjXUUCxZF7pqlrmJ6ykmV3AwIB/GoC6TzgLBJpuuFi8tn1PGS++MtMW7b4lmZl5EnwxVaYTycmCXRDx33h9cs84Eqnu99/4Hnzz6iVJOn7XY77u5uzSjv4orNZoNopGRPWtaUrJ/N8XWPTVBz6P9z+lEFUingCr4aJVNVmz+FTejS4mvPxs8ihOBJquRSQJp0quvw3pNSMjlF8C2S3TJYLV3KjAhLzmaEKLTzW+RkQcmNZnvWbVs26notWGVh62LrfBuNanOEOfBb8bpKNlepmw+ro74QQ0/JLRmh+QNpFVwIdAHwwi6nVuDaxKy5MI8Tl92GpZqxvUmdsCKugVQUpebKbus5PIwGatSVUmxpS8s82xgqBsCUovjQGY21mA/Wapxvd74VIEqTwunKwPDGBBIx+uvaDSrFFqH39elI6+S25+JJVc6pQw5IaswfjzAdT4QQ6LuhLVRiFPRqlGZKMXPadV0rbUEUzJzSu2ZgjLGw1Ci6uTF/mrUeDmOSiBi4kZbFioVioEJtm3z3OOQfQbAzcGxF0jiOf81R9jc7vv6xaZurXFamj7EknYBzBo7r2hlci91ayfOECx2rV1IVpYuRbtMzjiNLmgl9ZL/dWXdvSsx5pqhysb/ESzDJRS6M82Jpes1XKqfMZreh323IGVJeGntGkODQBPOp4gZzFajFCqUEbHY9NYFQ+fGbNwjKxdUT/vB73+eDl6/oLy84lJmIow+Roy70fqBKpmdD1oVOAgGb40spVO+omrCUsAPqEgFQzRRzJCDiES30RLx6A39U2LpIwDNob6CJbHHiKHrD3OTWIzAhFPEmSdXErIXkhPs0oT7yenzL0D/niPL28I4wHXl+HUB6qkaqONw2QC0cl8L+6kOOaWQ5POBd4HSYKcuBGJXoB/rBmc9WcVAL43FmkIFalU3X40rlNCWmY8IjllhSnKWkFlgWpZTWoayOOSmSqp2vQFkqkh2W0ms1Uk7VmFnJpIMSYBknTtOIU2Nb26amktNMyQtu7dZq4RxljLYoY6sLUjJmoPcOR6Ao9P0GFc88z/RizMQY408ZBX/742sfm2LMzs1uYH+xo9bMskyUktls9+ZppJFco60x4jgtmWNWut0l4gLb7QX9ZsPzF0+4vAx0HTZP9h05VQ6HB1Ku4CN9v6WfK6QTZVms1oyBy05Z9gMnb/KMy8tLdsMWpzZWncc2M/Ux1bPrN+SU0WxyPK0mV8ipWCNiTmYEq8b6LCUjzjE1P7xaTbaWizUMXZPklpLpQmzSBLuHSzOZNbNc20Q+bqMhz+bT59S8Q0qtiDhyMtZUxW7qpS7EEM/JjyEa+2VtKuQlW2VYDeSJ3iRMa5R3ydk6596zLNnYQ1XN36/ruLu9Y781lpp3Jg+bjidkGIguWBpYyvRdx3wa6bqe8XAw9lApnEZLMnO488YchWmcqLOd88WTZ4gaw1acY06Z4DJpSrb2Jds3DL3JA8G8snJWxoPaBtRZklKtoASWDGmc8a7iXCAvhfFUuL9L3D8snOZEVcc4H4GCOKXzHS+ePuODD1+Sl5llOaI1U9UaAKoHfBCu+4tH5srP8Pi6x2bbRrM2jvUsjXHn359J4e3vgoFEto9/BGvsCSvk8t6P1idXW2PX5Kba5kGUxiQywEebb4yejUqbPP09gEmrsU0dDvHr8x7BH1OC0Bo8Ju+vpTQwqlkWNODnDBB4k4yJM+CnikC7/8RZbS2dR4NQnIJ3VOcoonhRvHiWmtG2787iSRN0wa6rA6QUnIOCp7Zm6/uA2Rn4wgAh38akR86WEfY79/j3dpXeb9fpCuZgYMoZhVv5Wu9RwBuRCqGeG8exyb2kvatMSxintYVFCCJWNbSGhyug2ZJrDYtwxnAvVmudbQWLMdVdk9KJ2vfZ2AnUXGydVUFa01qr2jxb1JJbz/uXdn+I1dJOrBZegSDW79Ymgb/0+BuBPyLyoar+uP3zvwb8y/b3/zPwvxeR/zlmwPXrwD/6K8/X0LHojZJeilGztJqvQx+jdY6yDYjS2Ac+xqYxrlCEPC9mLuvbApSrqaOyMUzKYhtO0WqRdQ2xzDnjneOff/Y9thr5dz78bb7l9gx4XvSRZ1LJVRn8Kz65/i/Sh3+DrS+E6oEOnGfWWz6ff8Af3/wL5NmJo3vDD2/+AB2FF1cf8mr3CTuu6NggRIQtMCB4VGrTFrYut+xBAk8un4B0WAoWhngQqAb3gEijjrXh0AAg5wpKRLTn5ZOemYU38z3RF3oHyQ187+41Me/54Nm36Iff5MpNXMrMjj2T7FjkSxYOZDp6IsJIqnckV3Cx43r7Cco1yoSTgnJCOAIJlchZctU8eRxq0YNn9pJio6LJ2DTYn5Lb7yyNaUU8bTJVSzDBWCL2fMGsEc2fYawLh2VhFAidSWm8mKN7bo+sohSsGL57GPlH//BfEPuX5FJ58cETdCy4rIy3N7gAb24ODHqFVsfd/Ug+3dC5TJ5nlhrYb57x9uae/e6K03jk8mrLxdVAjMKShVodp2Oh1J5+2P9Nhtxf+/i6xyY0ZL6tgO8XLmgl5URVbZ4FHYjJK32jop4TwVxD8KtFilZo7JAmBSv57MSPswQqXDM3ptGLvSfXSoyR1Dz9pLEaapNrGY6g5yQtW9wbEEVDwms1w2hZ79La6LXmY6CaEddo+s68GmL0nMaFruvBCUvKzYxdmgE2aFFi6ChULvdX3N7dnW2/Si3E+B6gskbWZojvEfqct82aQ9EWX67FioS8zAxdtIWiYcg1K96bVEfae7CUM+soaAYfjL5c4Wym79T8h6j2mlVXNo0asDOXRnt1VpAnJUSPNGqrF/NPmObM8XBiPp3o+47gvNHYh8BpPHE43XF1eWmyMSwRhmzGgX6VX6mxUaSaX5GWNT0hNJquGCBkNKy24Dm7Pgqh+Up1sePhoXk06KPfkBV5793P7R5aqdDmaWVeHD/L4+sem9o2QzZ/GuRqRB/XvGtszLqWVmXMJtdMz9c2iH3+EAP3t7c47xn63ubIJSEe7t7dEIctT188p1AgOO4P95zmmTgMLNOMeMflk2u6oQcPJSlZE3EYQIXgLGmsVsyjIyvjPNPtI3WpdH1HmTLRBd7d3Rr92Uf+4A/+lN/4je+y2W14GI9sY0RCx30ZiQglBKK2HpsESxSRgtZELQtbHw0SU6W4iHOOrBPRdUzYWuJbMlCH0okVq9EJB4RYlY1TBunovK1rXhxCYQFG4CTWKMq1MquZoQcchZFJhSOFd6cHtptLyhD4/KsvyHFgv3tKrp7FCcl5kkQmb2N0u32KuA3TcTEPtOIZhg3TaWGQgeh8My53uNBTJjXmIJXeB3rXk04J5zsigmSYU2bwwVJVMkgRlrmwjZ7j/UzvIlIEVwVzGnSkkklTJvpAv+k55ULSjNRKHyI+Vg7398y10jlphpMGEGld2saooiW3ZDpB5DFEQMTAY4rgvAU8pJToNpEoYvKTJu/8WR5f+7op4KLQ9QHxSk2FWhPzXIl9xEfPZjPgg2deZlJVwjAwH+7RVPjwww8Yuh2CY54yubc5/ixwDx4fI3NZ0OoQiUQf2XUdZR4ZpxPzyfyz9p1nCDuKOrYh0IlwsdkjwXE83RM1ME6T1SY+0PU2TpY0k5aFlx98xPe//0Ouri4pNTPPI5t+w2azMcZePS/vjRmccd4AGhdsXZmnBR+Dfcdqbf/VPy968/yoGCvf0o9dk5tbc9aLI6eF2BmTOM/LeQcn1WrfeZzw0pm5uEI9y39tvtFSSSXhOtfCBITgjZU8FzN1nsfJkjVDZBoXqjSj5ApaKuPxZDUBJjX2LQEpBE9V27imlAldx2YYOD48NJNae82+74khcLp/IC2J+XRi2/fW1h1nvvXNb7KJPSVVhmEg+Mj9dLB47FxZlmRMA83My8wynyh5YjwGhqEjRmugKsK8FJRAqrYmlCr4OJDyEfG91dAOxCdi3zEvxvK63F/x0Yff4Mn1JbUkTqcHUp4Yp5FxNhP2ro88kavWPv3Zwj8/i5oWXGtQ61naZZYG8D68sOIqFtxTH0Gd1kEy0BTbmK81RgOOOAMHrfG2NvhWW5C1ZsMhUs+vuR661tr2D95LsLHapd3/Z1+iM3RhpzJQecVAjInjWiOoNna4w7ePotRqbLFVCFUaR0HEwIcspqrR4KjRI04tsQoDKfIC6pQffv9zfv03voGVAmudrWSplHbu82e0q8ya5bVetz8Hr9n7sat2BuYQw1vqGU6yz+m0eUSen2nX5f27VM5/Psq+MhYyEnEUlA5z9K21kp3hDD6YBE8UWMyUmSIWTCGY3EvNeoCiDcewOh21wASqmoFzYxkaAFRw2ogLpVpKYau1tdYzkKSrDYNCbR6mK7AoLZVXG3Do/7ayLxH5PwD/LvBcRH4E/I+Bf1dE/nPtmv0A+O8AqOrvicj/Cfh9bGf+3/3rOK+DmUuZiWsmBEfNtCSL1MwqjQHjvMe7yFIXo081FNJoU0IuCilbDGHreuKVEAMxKKc828K2JJJU4iCNXaJMwH/66T/l9/70n/D3nn2Lf++3/ks89VsGLBUIdVzEXwEKqh2VTJVbir7jB2++xz97+EfsPu6ZOFHSiSAZ3ytv3n2fP/piC6PnGy+/yTef/Sp7eUaQS7xsWxc74Okts6F6RC4xsQONImiUxLoimdIm+YaSopmsCyqlqQMjjkgg4xB+dPuGb738gFO64Qfjj3kQx/Pra97Ot/zwix/ybzy54MnFlrk6ev8SyZXvfe9zvvPJd9htenI5oe6aLM/odoWoHT/89I/5zjc+ss20M2bS/eGG/X6Ltt2s0gzh1LyQbIKs743qNT9l3ba3iRag5jPg5cRReGR9rZiwKEQ6TiRO40KJgd2wwyGMKBtxLFJJ2jwaKGQVxjTzz/7VH/IP/uE/wTHwZDhxeLPwyatPuLy44LM//SHldORqc8Wrjz/i9EZ4uJ95eXHNVBcCM8thJs+Fb3/zFe/ePZDLxHd+/SVv396jWuk3kU43eNnh3RbUOpxf1/HzGJt6nlPfky02uqxJZZRSFmOHrDRDNUBBnCNri7Ut4LvufMK+7/BdBGfAT1LrQnR933yZaouztBSjQqWXyHa3NZ1/0xR731gNzRBvpfOKc1b8ecdZrx2aUWEp+PhIlwwIqzRGtemu1YDGlQo8z+YbFEIwhlFjJvngLTYSM87L2XwJxFkqkohpiFdU/ng4mvF8o4DmOeGIjdVjIz66AFmI3rcunm3wV8oxLekr62LAj7doXBExI8zWHVjppmsFsC4aui4PYouf1op3QkpmUthFi6IUt5oPWrGQUyU403zXDFRhGDZIUSRXTocHlmmmzAv7/Z7L7Z7pNPLw7tYSgoJHcuuQVCv0aeyfFRDTaptfLY/dlFUX7YOnTMmaAiLkXIjusfXonBmUsjK7ziDlT97T7zPDfJNC1fqY9PF1HD+3sam1sbKsiBFnG5CKJdjU9x4ramy16B1VLLY9dD1B4ObwQIyR6D2lmce6ILz56jXPXrxkd3HFuEy4KLx9+8Z84nY77g8PXFxecXl9TVFjjRQUF72Z3K7mkhVyMywflwWC0u0iJPOX6cSjAsv4wOl+JPaBN28+53d+5++SnecwJcCTQ+BYs6UAOfPn2LhAlXoG+lMdUckMXWRGoSSLQvcDhcVi7XWm4hGpbHRgzhMRSxYdfE/JM0GVwXt6hJ7CYBmPdFyRNLMgJOd4yBP4wKILY4XgI0JkG68pZBwJ55Xqt+z2GzYnx6dffsk3v33JUjPiNhzmBRc3xG7HNC6cJmXbP0HKREknTvcn7r76M775ybdgUXJN1AWieFw1yaivnjQvFpddlYvNHl0qtZqcJqinJHAVyqKQQBfhdFR635FPyZg/GXKGPBeoxqaeTycKnqfXe+Zx4Xh/IpUZL8LV5SVpmpgOR6gFp5CWBaelsbWNeZ2zpSyGLtiGnNVvwhoBpUXU9tstD4cj/TAwbDrbBHn/l4yCX8yxKQhd1yEOcl6a/0qmlsw4HkFgs71gu9vSDwOHcURi4KlW3r57S4gdw2bLfFpw4kkLqBa0VEo1mea8zEzzxDQtlJIZTyNaiplr10qeR6aUjBkaO2IMdOK43l+yHTa8u79hnkbEDSx5oarn+skz0pJ4/fo1V9cXKPDpD3+IU/C+Y5omUEcMjuk4muFv9CxpsSZFML+9muZm0o95+Cl0IZ4lGw6Y54UQowG33lniYEq4aObxJVmTo2g+b7RN1lwoyWRs62bJOYeUing9SyWs8V3JbWx0sUNwjIcTXTTGnXTBGgcNGK7evOOGricg1LSQl8x+syXnxDAM3L69xUtk6ISLXYeoMB1m0rzw/MkTdL/j9HAghMDFfs/wdMPtzS3zOBO9yT1ijKR5IaXCIpnrqwuuLy/IOXMzjmy6DQ/HA2Ef2Gw2TIfCkmdyNgBqnhdqVXJK3N/ZNfEevPP44IhdzzhbnRCcpYUqHh96XEgseTKGttYWV29x0tvNlqvLK7bDDiESfSB6a4okXxjnE8tSCL5jmhZ2281PIxf8Yo7NM6hi235tjcK1GfJ+nbsWF2dGTkMKDKRYg0HkPRBS32OYtKZjq4n1/ecrzZ/p8d+onllFurIkWyGnYr45zvsmE5V23VcpWcOG1hLmUcF2rolVC9W1seKaT05tUiExsGmNcFccrgvU1FLL1v58dRSskS5ScdWyamsWslfoDNj6l//ij/j173yD51cbC99QMzg259r3IR13frsK77Gw/mKIaK1d17LO+pfyCMjpegnkfM1VHq+zfb+Pp3UNnFKxrG5LTRS6ZiLv12aPGiNvSpUqDp+wxNpiAJBoQTPUkq2hqnK+vnUpuKJ4Z/eISUV7nNQGHleM2F+bt2YAbTv9ouc9vrZ6fTUbB5v7ijZPT6P/oE0+/VeBsn+dtK//+l/w4//NT3n8fwT8R3/Ved8/BCtYDbky939Rz2oPCLWZX4WW0qO40LGoSTKCc2QRQjMZzaUiwQyXqO2CZ6PEBW9a6267JQ6BuYxG5woKZaZEhYuOP5k/44d8xilt+Mh/zE6GJjNaOE6v0bDlUBein1C/8GW6ZwyOh4c7apmRmrgcOjQWdq+21BQYH0Y+rX/EDz/9Z/QEvvHkm3x08ats9Tkb/xzVPV52dvsJ1g1voBgr4ikF6zOa1EHpEDU2y/d//AM+/vAD0IJkRxds4HngN19+F6j0seMqfsSRwpt8w6dvf4/n+4Ww2XKbOv75D7/i3/z1v0flQ37r117SeUVK4I+//wdcPfmA6+cdfTmQyg2fvHKo3iCuQ8Sj6rE+owE5NODJ0oPq+bu0gdlMRlrnQM9Twurxg1WpCGBsEsFjeSyZomaEnSo8zAeKRDabPYXADC1ZxCbmgpJq5XacuJtH/uHv/1P+1Z98j3lKeBcJpfD67vtIFf7o+3+GW4ROIzolSrpjPp7gtOf66gNKmnk4HtjFiHM9V08vePIM7g/K8TTy+//qT+j6lsYWt6TFNusxbCi58hgj/Lc/fh5jcz3WBfNMXcUWubVjUWshpcXGpzP6pFYbhyrV/Kl4lF3V5hdTtSJOKAJdi/N1zhG7jkRlThOKEru4vhErZr2BASJi/iR5MQ20Kqvx3fl13JoMUFqnK5wX7vUxFMxMVYyhQHv/6syHJpdCN/RWIC7LuXvivG/xmyuNuBBCZEkLXRxIaTFdfClM49yiLs2bph+6Ru2sUJz5nwDBBZyDi+2Gw+HUPrOl6wgGIsUYzh32mozxJB6oLYWtgRmCUpM2cshjQoT3egYM1s4tWqmpsOQmUPVCan4NqJLnZAb7zp07s64qXYiEi0tcrbjtjtPDkWNRyLbI9fsrptNIJ8Hm5rOXZDGQqbom/1LIrRwojcZerEjyQHCeXBu1tQFE+Ecq9QrcrZvKUktbNx67YWsZYYyZxyKvlJVx+PUcP691U9RkfkFWM8dskkttRqz4pt1v3W4803Si4OiG3lIz54ntZnv28lov1+3NLR999Ak+BPKy0IfAV+9e0/eRwzSSygMfffihyc7mgosRaYCaFgidx0uTLdtXRS3VEkAk4Ksj4PHVnh975dPvfc7uySWH2yO//Vu/wWkWQidIccSho+DIOhPFN+NDIVHpRC37UlOTPwQmcQQM2FjIZJ3NABWH93tSHXFURhViuCBVZXCRk0xICJQyEyvsvKWfhLqwdYGBQK6B6ntGrTi/56GcqL5n0ohUTxEh4djJBxQ/MtXKvFR2cc/VpuP6aaAQGMvCw/0tw3BByhlxMHR76gynB5MYx5B5+mRD2WZe//gLXj17xX7TU6owHczM0uVKWSquCBSBrDxMD2y7gYBQZmVeUktVDZTRHlvnCtXjOqFzncmSl0xaSpOAFUqTac5p4jYt9KGjC57Q9zzMDYx1nr4fWE6nR+p582pci1Hza8kUNZ+X4L3VexXAEzqbH5zzXF5eG6Cg2iKRvz7mz89jbDonbDYDpRQzxJbQ2LPmfZRSIqQFcYHYdfQ149RzqTvm8cjp4Zbr3SWu78w3Jk/UOjLPM+M0kopt4Od5IudCytlep5olgBPXNpfSGhDG1LrcX/D0+tpCMErhyeU1d4db+s1AjIHD3R1TKib3KpXbuzueP3/JMGwtbXNecN58XxBj6MxpoeTG5KKlWXqY55nYR6oae8bSLjG2gjZ5R61NwtQkEAg4oWKhC76xv1WVgKcuBR+cNRFse2y9277DYQarRrFQoreGbVWTLrbATqKLxpLT2jr2iov2sygB55Sg1pTs+p75mElLZplmUOXFs5fM82xpO8mbfMx5YuiYp4lSKuM4kufFEi/VcX19zXyaOB0OJkvzkblMzXMoMY4jWjJcXdG1mqJK5nQ60PmNNbmc+SjFzjZ8yzKjrth7SdXGVimUkvE+gIuUogzRMY4dy8WO3Q5CF+mGQlgy0+FErokYI6qOkivjcSQtC/vNnnkaKdmAEXGeaVxQzNfo3c0du93+61w2f2417Rpi8ggEnc/3F/4JYDxomvxoRWzaXk0fm9drvHsrqYyUy2Pt8X5PqrTXlobcVB6bUEbsaZKs9Tn6eCZauqudX8+iChWrAbWZAa8GwNqagVWxPbGYPJwq58aplOaXI42t6FuT0Hm0rtKs9lrOQUu3bi6NgDEG+03g/u6eJxcbG5+EMzMqrJ+gfaaK4LWdFz3H3K+fdP0G5P0fio3+R6BNHq85jyE/68N/WlvPrv0jP6hxa3AIRZWH08wwWEr1xis3N0fSvdWz2ljHTgUfHc47Sot4d+2KmLeY+Q2pGrhU5gVdsiUPt1SwqK7Jo4t5plVj/2itONXmF/R4RbxzpnTCW8BQrc0TqH3aVWL4lxxfX37m3/YohmL7plntepMBKYDTBoZYl7pQTLYVbNKdUiJrQaJRPr1YV8lpoSTbXGo286rozS8kZ9C5mIFVhEJG6agoo1QeBnizjDz311TxLWbdbordZsOEb5sqz0kKN2HiYV5wS8VXGPo9D9OMSOIw3zKEHT4qsfPsrq/ZhIDzM19Of0CoOzb+CSwbtt0TLobneNkQ/L6BO0ZAEx4peUZDVJwWamMFffPjb6Nk6iLcHw68fPKsXVw5I5+hReJdiCKyo/bXfPzsklxmvvfDH/Dxiw95WD7nzd3nPN9seLV7TnE9Tz96wnbYMdBzXBLb4QLVxHFJbDpp1PmBYd+/N1hXRo+C5PNk+Xh4zkNVpEHXaq3/dpba5AyKAy3UCnOtVBdINVOJXGwvyQSyKkUqCSW7yqKFr+YDP3r3hs/vXvNHP/wBX7x9axsIKXSbCKlCSZSyGK0/5ibBMXbIvNyR80xIW0IdSfcLr169xC2we/IMTZV//i//kJQyH3/8Ca+/OmFAnWOZFe+CbcopdL37WtkFP49DRPAhtg6HTZEW0f6oNTZpl29zsJgBtHMm32zMDK9rB1DOE7eIniMqnbOY96VkXAxG3V5jyZ0jRGPHlFKIfQfOuiA+OHJOnOmvje23ys1yybZACi2BzYpCrXqmYsPKLjGkvqRkHDNnvgEqSt91rUDSZkxqHjNuBUEaS09cYF6ydbILDaw2v5OpJErOaDVWihWq0rwXAqXRjlcd/dB7atmQltJMdVcPnJaW4+RcaICNkrVCEAkG+Ij9xvs1LcDSobxr1q8qONEmWQt4HPO8NOC5FSFixpuaK7n5+qgKUSK5TJQl0wXPbtjgVLl6tTdpGqApk6vSO+siSduYWpJB+zzNn0ea7t2osivLz2p5i5ht8qb6SNUWxKLm2/dGu5fWreL7hd25W9IWROesiFu/w59mjvcLezTkrpWB0OjkKxBmJWXrIGJeLzSt+LIkJCih640x4M00cEkJFxwfvvoA55xtLqjcP5zovOM4juy2W7YXl2gypgviyYux97w4XPRorRZfGryB/Z3N7z6K4fqpUM10i27ruX3zlufXV9yPC9/65BNOh0y3GSxlZ9fhgieVQq4Q2nhyCPhIrrkBmULnNkQvpFqpVEYWnEDBoS6QyeT23E4i5Mqu2yIeFgrKhsyEeE9AWdQR1ORqc614mfGhR6mcqlAkUmTDVJS5BkYWtvGCh7IweVB3wZJmqlPejTNXlx/zxeE1qRYurp6CjtzfH+nilu1uOHsdiigpF54+vWI+LIiP7OPA4d0dOnbsN1u2sWMZM9F5C8TNBa82p1BgmkeW6uhdRx8CeSosU8IVQVMzwKzKfCwMwbHpOrJ6HsZj20Mr8zjiEdKysKQjpdtwtb8kI+z3F5QlkZfFCvglUWqlaLFNhjSvocbarqk0XxczzQ/B/BCLghNH13ekpRD7gOAYx4m+675WxuzP43DOMwxDY4NmjLhk4GophZQTfTXLgX4Y2O22Bv6hpIsd85R4uH1rIOY4UsrINB+ZpxOH45GU7R5O2RoRpYHnzglVH6XVKs4cApwFUmw3W3bDllnN1y3N89mPTtWhznN9cYWLgePpwPOnz3DiGGLPu9s7YoioKDkn+o2BHbmZOsehI6WF4D2lJjPyxli5XYyklPGdhUPUXAjOU2ul85bcmYqx/D0YoNg2VTbFOaILNl+Ldb9rLsayxRq8ZSm2yfNtbc2CSCC6SOc6pIo1Y8SfE5iC83ibHCxSXpU+dg3YyZRqDYySs8nGUsZh0uZaHusfj4BzdJ2jZsdut+OQMoTAshh7KLjA0PcU7xmPIxcXF8zjhNTKPFmjdJpntpeXQGWcToRtwEmlSqAftoTYw2bDZhkYpwMlJ6ZpJC+FtCzNs20h5YlSRkqpzM7xcA/3dw9st/cMw5ZUBBcVpDDPEyLemFlOcV6a1D0Q/N7SRXUh1ZmqhSVl4MDbdzc8ffLkp+0vfyEPa/qtddN7Uextr/KTzJ9WQ7S6Stcm1fo7HgFW1vqk3VtWHpsP5Qpgnv9s53UiLc3Z3s/KPn9kFLXnrMXLmXmkbe1fazTbb9nrvocurR+uza8/waxRY6Wv51OpxrKsdi/LIzrTPL4aPFIUSYC3dmTxzljcqqjLXF7vefJ0x7OXV2YpQGPtrB9HzjvSx4/0SGbh7Lyk60533fOuewfe+7920nYe5PHMKu9/R4//nZt+5wfaz6xJ4ZtUT1hq4d1h5Mu3b3n+/AkvLi+pk3L79gFfLHE4JfPC0opdu4wlfOFQtSaltOaXBSOYfUFUMUyhKDVbEnBt7V2p+ujzWTnXxfLn7r/y3n3oxVHUmvCIrbsrq/0vO35hwB/X4jwtCtKdUcLVuMhwgebd4LQh4e5sphVcJJdKdYqPHhUP3pHLbKkiQvOCAKrR/MkFH8wotuaCi4EuKFNN3JL54u7EbzzdklTIqkSx7UjKBZVoMq3qGMXxRk+Mmrl0HcEHHo5HKx7Dhu1mYBc2DM7RBWXjOkSVUzkRusqpfsWPTz+kLsqFXrBdrvHLJde7j7kaPqKXKxw7YMBEKu69O7dYYe0cofaIdBAdw5NGRRPronhsE2eRybZR3/sd22e/buauLvLB1Z5nVx2vT39A1e/T9S85pBM3p8QpZ/r+BXDF1WbD7WlhMzwhh2QezTrziOMqJvPStT3NIx67dthX1s86Cb8/PFtwtwpCpGpmyYmigriI04A4T+cDnshi/Sbb4JM41BN/+PpT/vj1j/lsvucHX33FYZ5IGbQTNDtLgCnNV8Q5CI48JXzzfaklt0kpUyWROPAw3xFEmNJMnQK77Qd00SPxHjTxxesJtKcsle3whBg2TOMCZFzM7C4uiOEXZsj9tY/VZd+AuLXrwHnSPU98Imd/oDV6URpAIWJ0VYtMN+x/xdtFhBDjmXHgW1qXMX46k1lhPk/eexMTBout1vaezgsr5gGTq7ECjb0jj+BQmzu8t46dLbKuGVUqS5ktThYDkQWbWEOLyB6n0ejnTXmZc7Io97Xb0zqVJSvBN3PLYJ5HeTwyTzM+GEit1SLta2mG00XBgfctWSt6LnaOIwtOBhDfYlWVvCxst1vmxajz54LiXIg1Y70GgtW8CkYtzcs8z1ZzPciNTSXeE2NHWcwzzb5LR3AOFyMpJZNvdL3Ntc5Sj2oqSIWcMkEsSUUwP4/Vo0iqa5IvY2iJ4brmQ9QWSb92n7SZYreFz4kBc6ti1D6XvX9txna5WPHu22bI/UVFHA0cKi1dpkW+rjHDv0yHiPlDaWugF61nPyvvwrk+UmwdLc30uzqHuHAewiVlXDA2XCqJ7X5PvxnIubAsM4gFJwhGT76+uGJ/eW0S5dYhL2pxyqGLuCDkkqjV5NcAOSWcWDGS59RAVUh1ofcdN69vUZ/IKnzw/BXzMdHvBsbjRLfzhNCRl0zKidCkGj72dr5WCHnxqATwQq7NtLxUgvR4r2ZGycJYE0mzeWsUoWrzIMOjKiSdqdXklF5NDj6IJwosQJUFpxWnlSQRpTDjmcWxBGEqAhqZRZiLEJ2ZZqY88frhntkHxG14uLth6GHXXSDbwP3tA1U6Lq+umbWiBNCA98Ju0zM9TKCVl8+fMh8mDrf3XGyu2Q+e021Ccm3eAQ6vjpwSCuSlUPJC9pHed+eNsa8ebcEaaU6I9wyd3TO996Q5UZIZN8/z3NJNMofDAzVnLrYXdN5xSGaQ670nxIDUgkeZczYJLdI8pqR1JitpSTgJ1PD4PWpt8i8tJglqc/I8TT+1iP1FPJy3MUZtgSOaqRVyts2hLKkBQZmcZjPaTwnJCUkLaTzw7nii5Mo8T6Q8sSwnck6M40TJhYL53FnCpUl0M8ZqzNVA0oonxEg/bOm6gRB7SlX6bjCzfy0mL1a1IIHQ0ceOMc1cX13jnJByJc0zJS346EnZvuuSrLFiLNYeEIJ3pJJaWqQ5fIiYCWrGgPtSMz54YxMOQ9N82ObRckIMgMDZnC+uVYrVGkbi2vnWYAJVM0ldvfu0UkqyFCMnFGDJM7vtHqXixUITdpst03FhM3Q4gf3QkeZqDG1Veh9JqizzQnA2p7ro6GLPbtgAtm7M7Tqgyniye947x35/YcCpM7DHe0+UnrvTiHOOPphHnkNJ80RaRk6nE9E5Nt2GZZpJc+aTD6/Q2pFn6/7b9d6y3fbETto9VJimmdubO+7u7jmdjhwfDjhRUjJZfkqZ4/FE7DokdBS1BDpVA7SCj2yHwNMnlzx7esV+N1BzJUSlqOcwOmJniZ5VC8fxyMPh4ZezabLWjDz6Aa62Yuu/zwDMe4/Xqq1x2HYqrca0Htu6OeecsGUhGpxZN2fY4z1ZztrEWpsy5+aNyHtM+kdDZHGPxtNrfefWcwDG0mqP15UR3GAqlfPWUeBslyBezu0j1p/X9l6KglY0tH20uCarNIa4ndkRgqMfOj7+4AW7K5uT3t/5GQK1vsM/f6zXQ89bjPX6tPYs50t4fsAZJvpz3+z6/+/5MJ2vNaxw1Hq1RKTtQ6w+9WIEg5v7I7fHE8N+b4xzIAhcbHakYOxqDdXq27XBEZTicptDLEXNtaayDx6JZilBqvjQalpfLPylcE5J1FwstOT8zmkBV/r4vktj8ot9/2fvqZa0puWnNzR/MXai7Vv1Qts0BdsMeJM6lWp6udrilrWu1NKIiiN463LHLqC9J0mmijD0A6KOEpVFrfgw+YTimjFSrZifhO+apAhSUQbXc/MwMT8XTrWyYzWVUu5u7vFbT44d4iKn5DjkxWJmo23Inr983jS4FjO7D3uUhaKJQyrUPKN1wbvCpg+4PtAPjlJnHvJr3OaBkVv+7PUf8Gz7kovtMzq/Z8sLOp4g9JgdlUCjIUrzPjqrHmVpMIt7TDkTMURUPHMJHA73vLi6QKh88PQZwomXm4+46nYMcc+f/ehL7sYD3/72B1T9ih+/+x5Dd02MnyCSGEJqA2xhmv8EdGTYfgStcG3T6xkMODvgUtqM2NhMkkAWTHkZzp9tnE7E3ijinohKBN+Rm8lrOcvJlEUnfv/NH/Kf/vB3+WK85924cBTPjIdgfkM5VYpi7JQi5FKaia0BA6p2ziCGqRnOVnGeM4X3y3dHQoo83P0Ip0aBds6z6a9wvmfTPWHYbUnLhOvhxfMP+NGPPufhyy+5vnr68xlTX9ch5t9z1hXr2jl5BH5qtend/GeM+ljVTFxriwg39lO7G53Dhwji8MHAt9h159+JWMyk74J1ixubJ7aNQSmF3g9t/GrrDFo3T7yltOU8W6z4Sn11htRL8ITgsS5saeBHJeXZGBTOI1oNBETQkgh9ZwXcOBmo4DzWKeAcY7vKGYP3Nj+VQoiWgYc4QuzYqHCaRqZpYdgM4NcCAzRbMk70lojkwmNXaTtEat8Y8lLoAuRsqQFTLuCtw2qDzUBXV81kMtdGg2/UUlWj3qdcG6OKc2RCzhVUWpy7Ga/mJZFqIfRDw3JtDk1LhqrtuntqTngXmJJJXmPwNi8XqEuhOKVz0Qr4Nt+LGiiljQW0AkHaUtDWNDRyNePvulBLbh2RBnS4lgCnzuKngVzSe4uenN/32jkySVQ1MAoDlEpav8dfnkOgRe06qrPPV1Qo1eb75jnYJG4GbOBM+nwuQ9U23FNaUJSnz54wp8x0OlJU2V/sySVzc39D7HuGzY7dxSWx23IYTzY+UTrv6DcD87KQR2PiZpeIwZgcrgtEZ1HMFAOFxunE7smOh3e37K43/MkPvuAbv/arLJMSNxtqaiOgdowPCyqVXBeGrjPPp1JtbgKQeKbMW5Fshtfqgq39al3NjFK0R1ygEG2O75X7ZlhsMJA712SDH1hyZlYITpCaCa5DFRzJkhClgtswVqjONlUnUbz05HbtCxV1HRfXz/izH33Gd371O8jbA4fbEy+fv+BqG+mJvH3zlm2IDNsd07LQxYikSh88YeiZy8L97QNXu0s2MfDuy7fsuy1X+z03Xx0sTa8qfewtQi3bmHLiTJonhSj+PK6kOsqc8RW0FpakdCEwxECZZrpgJvvqHePxCLmS5szp7o5xuOf64gl9gDLnc0w2wVGLEEMkzVNrotj7WuW6qRTmeSTUHq+C89Hm57YGpJLNNJO2efgZGz5/3YeIA2e1jVRLvdJaqCVRRXBhIDhPyYk3bx5a7HciLYlpOnE63LEsmdM4saRELku7BgbuVDXQJ8RIwRoRLggpGxsopUoVT7fZg/eoi7huC91AdgaqeW9JXQ7Fe6E6IfQ994cD/WZDrbDMszVs1JlPDgaMaMW+x2Uhesvled8/Y0nG9C61sNlsyKmYMX9pm5tqNYQ1YKrVEI0R69RA25Kr+QJWCLFFsgeHZsVVR1DFVSGlQh97a/5innWCQ0sl50SMnuiD+V6JM6ZPiGbOvGSSKv3GZGMhGIuhZPPj0Faj7DYbSs6cDkeG2JGmjPNC9IFlLsTY0XWB08MDQ9cRnGPJCzEGdsMWSmU8TVzstsQQeRiP9N1AiB3zeKSgZ4Cuqufu/oCWys10y9MnHxDb2np6OCIVuq4jBhiGnhfPL20dp5KWl3z5xZHbmwe++uoNh8ORw+HQGEGFWjNdceZBppXajPGdUxw9lxeXfPLxB3zw4Q6qY5nsmtZUiF1kTomlFAKNPSPamoK/bMdPGjy/z/w5x7CvDUqtLTlVzk1P4RGgWRuZyAqgqDWjz2wfg0hUnAVenJtRPCJN2Ob+z6fq1tqks9LOL66t4+8xXPTR6lntSaDWiLUeumt/Ni+Y9+RgWit4bdKn1o7VehZfOHWsUNfqz6MqxsoPwdQ4zXYguo6nV0/Y9Z4gclbqNgI5qoITzqwrq1fKI4MbMyWPbrUstndUpLb3d4YKztdPeSRArXHwtt48wjvvX2bDYex7dut314CbKmJsWzVAbNcPpLlwOJ74+MVH9ulVSHOmZGnXqJk4t2amq4KTgHfVvMjUmtEidi2NZVityYtrYPYKbSlVmyW2KBIb47XdA7jaDMZNsup9eFS9lfqYgOweGyU/rWXyiwH+YAh6jJGudbG7rmNeFmrOiGARo94Tgti1Cyb7WEql73tqzczjwjJnpDePnLkkGAwkiENgUetCO4HBBWpQCEKqCSj4aBq6vttS5olDSdwz02vPNUrUBWXiydNLDkSUgVQLpXQMwyWvXl7Se8Fpx6QHeic4KaQysWAeDClbR0GC4Kqnc4Jo5Xq4IOnYABxaMtWJQmYMBbjlq6/esnMf8fH+d3gyfBOnHpXIaoDszA7cNjsCYIwJafALQBGjl9aacC6y3W9A53ZjV5BAJ9d08ZpSlI8/eMKHwMYfqDxwdfWMJB0PhxM//uodv/LJK9ZskL5XSp05PnzBdvcBK7vHtO7NvBqFc/S7/cT+My8AVfs8q6nVZugxrx+LCnQEMiYXSSlz1JEcAtkLp+XI//P3/xO+8vccqKQhUHPXDHdBm5+Q+bW0iUHBaTX/lhWoEBt8CtSWXGUTp1IpeKeIq+RiA9w06p7jnNDqOJze8ub2U0qCID2n+QtiN3C5u8T7h5/5WPq6D31vcV+7EsAZ+TfABvP9ybYpEx+Q2ny7nFBoEq4QzRNEbYn0YoCE94EqNrHlnNnt9/g+cpqtc+b8CvYp3TBYHDyFlGyDYBt3YxaVagwBBQMOu4D4xixsK0EIjhC8bYxLRpp8bP1sPgZ6v6HmhWUyh39txsfe+7aYmoml865F0DZqZ13ReId3gSomORPx7Hd7ci2mC9Zq6Uhq8bQigZrcuTshwREst5uUrWjoYuDZk2vu7u8RrWy3A2kp9JutgVne9OF9H1tymS0YIdqGlUIrautPrAxrZ0jrYyfFZGCwzAvj6WRgg/NsYs+ScosnFWII9rxSm6SupRWoxWFaZ6RQoyDVnRk/roEwTpsvmHKWmog4nCpOhT5EM5Gd5sYaMZGdajE/kGKrf20duPXPcxdJ27yz/kiw6Exn3xPVpMZ96L72sfOzPESELvZUEevyV4UaqNUaGMYaljb3WoFSqyLZIPNuMJPdNM9cXV7gomNZZrrOZJWn8cR4OBKHnuvrZ/iuY3dxBRIYp5ngIrELFCzW+XQ4mA+FYMCt2HjZ77bmUTEtjPOJuHGcHmZcB3dvb7h5uKfrPuHDF9+kkw3VCaeHkdCbfPR4MxKHQNzY60kS5inRb+37Wos9hZUlf763nQsUMpXCUiZwPdO8MAxbSxvrenKZLUlQlaUaIBx8b3I3cXRhazRwlOCFpJUxTcRmdJurefOoG0iqeLfllE5sY4d3lppiHlodWz/w7Okr/viPvsd3v/MdKJU//L1/xX/+3/xthv0Fz7Zb/vSHn7LZzrx6+dSM4cXhVek64aLr2bpAGitpUp4/ecZFHzneLkyHAy+fvOJ0WphPCx5PDIGqlTJVnAScOvKSGVyHU/NRGZr57HQ6UnNh0/VIVYIIeI/zlTlnNrHjNB/RnKFWxsMDp7sHvJhk1ztLBlzGCY9QSjWAo2RiCIg2P0dnqUfbzd7us9PCPE+4XJiXxNBv8eKYl6WtEyZj+uU6BCQ2I1XzFKs1k7M1y5LvOD7cczxN3NzfMM+ntjOBcTpSSmZaJsbmIWP+dq6xZE06tUp5nThcAO+VWheo2eZU5wgucEqZ43JizDAWuL4uXOy3xG6gjiPBOfP+Wha6jfDu7o4raaEoacaJUArmf5NmYxs5Qb3HSWBZRkJwRO85jBOKjaGqKz/CvFJSMsaP1Z+VaIjF2bA5eGuqSG1mq86868S7c0SyE08uld5HjtPCyjYqS7Y1rp0vRIdWZ9LrYKBTlUwfzbS67we6LhAEM8zOhSSO/RaOD3aO03Si5MSmi4zHI961hsicqK4QfWCzjey2A8eHGT8M7Lc7uhgowZFXtlwu7LY7A218JMbI1dUTcjaG1MoCqVUpRTmlBanKPI3kZeLd3Tuu95ElzdYMlY6cKkPfMXWZeerYX3hEPJtNoJaB7faay4sXfP7FFwybe25ub5jnREqZZcm4xpQa+o4hWpNm6Bz73YbNdkMtjuBgs/GU2jPNM103sKTK8TQBlaHrTDL2/6cR9jc91mSvR7hk9e1pCVyyggYGxjzCEOcT/ARo8+gpuJpHt6AQXdlCP7kJNzlYCykBa0zoedN2boCuzJ+VycPK5jlDBQ3EcI/SNeGR8XxuH8oZnmJtdoEZCRszH5MeoYDHtZqzVDN1tvaoQG5Ak6utnEgIARdsDgriebg9oFSunm6QAK6H1D5mxUCaEK1BU4HVt6gqJmNy9nihgTxawRsjKq0BLc41magaQUSsybXylnIrzhtORxA9fwF5RYfQM4soYODYqmtwbTzuh8imu+LdW6FrqFMGOu95e/OAd7H5CZczQ301h1GjXVptWm0/22G+Z3lJ+LW5qUoQb2SU3IDH9ywQcqX5X7aGZ2u+C1BdAxJl9e40lcP7/qw/7fiFAX9EhGVZqNUiDo/HI96bbjrnTKrpTNd33mQU82lEevsCnBc2XU/wkeJsM5BD8z4sBU2FbojGIApKlYqWQl7sfCJKSgl1Skoj+y5wWGaOc2IfEgsLvd5R569QGRH/EU6uiL4Q6Hi1/RgXRioTVTJRBxZmSioMYeB2PhKkWvdTHL0EOt+z1CPBRSYyXiIeJZEbwKH0faRzPVkL8QJEE+qSJTq0Tn6Rgj9bXDVWzcr+wdIhnAOtGecClJnoA8KJztk5jT1kA71o6wa5kcPphs32BVUTjg7v9wQ2bC42vLgQlGTgjCZErpmWhd3+lb2yZtvYS9fO3TYhAsqMQVyKSkDY4BlABoz1Y/RdQYxh4HqqKpM8MJdKrgPOb9m4LUdGvhy/4E+WL7jxR7QTJD8WEetEDJwpjytavsbhafuZa8XUe3zBv5A6t2LTJvNpABcFcQXVTKkjLnqqHHl3eINT+OKNsdp+mQ4zUC8/MaG4xpAwPb4tmLW2KOnGBhm6/gzrxRhbqo0BMLUxNgRLbNrsejabgcN4PC/MsXU07bFrnHohus6ox9X8RWKM5FIaI6ia2agYm0Hh/F5LS0mRxu6p1QwTpTHCSrJOswvWmV7jv8EiwCWYr0ktBe9AmqwpeH/W3jpnJrSm5V5j5duyqwYO9V1P0MJpLJRsKl9tHhnqPHkxTxRSpXpHCOA9qA1gvEDfCxf7DXcPEyH2SOctwaktZjFC3wkhglsiqdRzZ2rt7KhWNK3JYNqYl0Kuq2yvGYaqo/ONsaGOmo1RsUbF15zx2lhQwHbYMh1P1NwSCotY98jiDAys0RV0BVpUrlsLpLIufivd1zpizoWzpM63zYM735+ZIFAbIGXvH1bg+X36tqo2Q0RphdLjY37pmD8i+C7aPNfASAOBCqUoqqtnXpvbnAGkoXlyqSrBezb7HSpmpN51A84Lt/cP7C8u6IYtqZj3Tux6RDzTvBBCh0QxUGVZGttusU2hqklYRHiyuzDZxbIYWId5a/heOB1HjvOJ569eINWzHXqWKbGcFqTz+M6Ts9L1PUEsKS44x+nuyNWTPXlRQrS5ut3a5+91LY5LK/KWWklVWFLGhS2pCkU7ximjQJpOBtb6wGmauR72jPOCczDpwtD1bY0sBAmUbkOq4OKG8bQwzxnfpSYXjfh4yTFbu6EPzlgfWoniGELHb333uzgsea0PjvF0YrvdIt7za9/+Ff7pP/uXdDHy7PqSZS5NwuLIk23SWIw9UsZMccL1RY979ZS3X7xht7k0UH0p+L63cSRW1A6xp2qiE5v36mQSKy1GPS85MxYzBw7i0VzQWtn2vTG48ESnLJpZ0kIQkwHlZaGLBgAF71mm+Tx/OuepJeOcEIeenDPjOJKWwpOnT7m8uGDOmSUVcJ6qmVKlhXPYPBncL9fYtPnQ5L2iBqDlvDDNM5POyHHi/v6elJWH08hpPII21lPOiCi5mMy9C8bs9qFjs9nQdYHYmUx6nhfGaSFGsYbUdIICfdfRbS8pzlOXmaSVt1/ekb74kq7b8M2PP+K7v/Zt5pPneLhhSSO5Zj7//Ed0w87m2QYq7y93pFSt1iyP0pZdv2lzZ8T7yDTNbLqe4zRSi+J9wIWA955pmkxe3+afcTZGrVbaRtxbWm9u4GsIljBUbV6WKkTXGQPYw5Iz3ke7t6yf2Bp0kRAiXj2xGzidZjyePCcCjuKsPslzprgONBB8NR+s6pjEU4tQcmHTD8ytw740k+3gYttkO/quJyUhJ1ufUlrohx6tlRACwzBAqUynGSeWUnw6jVbblMx2swMtDDFyf/cOSm5rWTivWd0wNJC/I0erhXLKLPOClg3RZQ5R2e8uCUEZFyVnq5uXnIjdhusnPSk7nF/YYT6pjkIuI55W64twubtmt93ycHdkOix0vmfoBlJVxqPi/YY0WxNru90gIrx585a/oDz+xT/O7BPOHpH23/vgyWMcPDxiPhVaXddYOiu1xLTrrPnF53NLbT6F1RjH6+9ap2JN+EJNLrv6OCpQvNHmLeyrpXZhnCRp6IY2MFbO/kVNwtRADlEBafvF9tl1/QwuGmPeeWMQV87+Pebt6VgDmxGTCKuzRnlRY3+TTe6763ZcXm7xnfDwtlKkol5trMZAVmcMx3IiRFO5dIPnyfMLXr+5IfYD292GrnPEaN6BiiMVbaw82zvNpV2dBtico+sbflZLNosQodkSWA0ZxOYI1/63Gk/kRp8xmLoxpcXqey/C0ydXlGJ1q8NxsdsynwrjyeY5h7eGZbtVjNkuaLZOo6jJ5HJpXqK1KRbSCt6oJQ6rnBujumr52/0oEuw7PH+/671ge8rVdsKzmoCXn9j3/kXHL8ROVNpkb8Z4tsFStS7+qmmMLR0iF4tULik3E0DTwA59D10kpaPphXFNe+6JzhaLcySkSNPCFrrYQ4DYC8qE84014CLZB+7mmWe9mBGk6+g2A/N8awPaOxYWvprf8uX4lq2PUMw3JHbSYhcHRk2Ebsfh4YboIEfHSTObGNj6gaSL6QLBPHqko2jFaQGsO9u7Ht/1lMTZ4JnaNgC2Q7Lnk7F0rGADlwJ+pNZ3zHlh078Ev7eJRpRKK9LUinVah6XqgpK53O6pZESFlAJ9v0Fops4KIpFKQcSD7Nlt+maIq+eJU5nbMEucxbDtBGaw5UE9ZgD9OEHZTOxQF9GaKcUm063fMYe+saMy37v9I/7vf/Sf8KXeIxsxjyfaTL3e+7K+5HttYVZAQ89gUJvSH3HytiDw3hgyQGkdtzalmtFWZW0oiHDeYEmwweqrtgLol+cQscja9e/nrkjTmL7PAnKueWqJeceoKtKiyD1KkUdauDYfn2WZuXpyTVEzUyxUou9JOVvSVAgUFB8i4kwuYLHtrqUT6Vn7vJr2GsBjRgFVlSVl80OBFoueDdByjo4ewOLjndFqLd5cLa44RCRArXa3uRWAEGlcUzV/KGfmzzYm7HsvOYMINdvzYheQarIKGTaM09gc/IXakglrtthGnCMno6b6Zoq7wpRaK9ttT8oVrUKxqC6G3nxUhkHxAYZB0Ooeu09CW/LsGhpUbKym2jaHqKX8qGhj57Q5qVErtKz+L20oJ0tyo5ghdHBGhddczsZ1vpl2yqovr49mz04t+UVaR0oaEEUFqnWMay74PjYAzO5LbaCjafAfu2yo2nu2m/IngFuh0abrnwOD1jSi98yzfykOEcR3bVwa61MpTeZlXkyqLQ1ElUw+g6EpJZZU2F3EMytts9kwzhN3D0cuLi/ZbDakUhmGDbEbcCGyLMkaB94o7MsyUWsit42La8a84s1Dwqlyf39gKgt4aI1MjndH5prY7vZ4Il468lgpZCQIGz9QkpmQW+SzFbjplNhtdnaPlEzouvO8vjLaXbuFynnMCMH1JB/J+WjaeGdsPWomxJ5AYJkXShaQDQ9LJZfIw5jZ7rbcLLP5FKkQQsURrKmhDjf0nKYTQ4BaheJM9plTZTdExlQI3hGsUmXbD0yHEzF4us3A7/zm3+Gf/O7v8l/4nd9BnSc64d/6nb/LP/5H/xz55scG5nQBp5aKJtXROUsTq1WZRyVGx6bb8sFLx48/fcd+c20JRaeZwQ/EKKTTbOEFNjGi2Sjp1XnmyRpCdUlozkxToosGAOVpMaP4pAx9z5SMWdL5SF6SGbIHT06LpcqpdTpFV78Jk1fkXOhjRxc7nBS8DxwPJ0K0pLgQApUm/VWTN3m/gpm/XLKvqpCJdC7iY0TEkfJMSst5vUg1A/a5N5s9S7LErtqaE77bsO8ifdfT9ZGui+y2WzabHnFwODzw7t2N1UbZ5gCvjk3fs9tfsbm4RLqB4t7w+tNPeZgyVSLHKaP6Y77za7/G8xcfMI0HTnc3HE5H+v0lF5eXiBaWMTEMPfM44bsNaVkoyUyW+26gZkipAJ7oO8ZxpOs6NNtaHrdd8/ChBR80yXSxTZGZomKeSE0jIth377A0y/drL9digFwwiW8Uf67UPMbuMYZUBCydCPWUZN56Do8WM4aOMZpkLUQDNKPJ+he1VEKHY5kXLi+uuL+5YbfdcXh4MCl5L/TB2DfBu/b+laH3zFMieqhYsMTD8YH97sIeKxX6nnE8EcLQmkcOqZkuOqIXToeTJX+qjel5HinFUr+cs2SyOc1N7ryg2lGyMo0F5yw5T1VwDrq+I24KOmVCt6ErgTybRG67CcRwQfTFAk9SMvBtmZkVFhInXfCM4DyneWapibwURBw5VU7M9N3wFzZHf9GP1e/xfU6OvMfoeawPGlOH9xoLzhp2Wut5sbEdh3/8ealnJo6IeepYY+TRz9ZCU6qFbWkFtTTjNU33fS+g8/6lyZpp7CHO9TgNHFgBq9ZcozWqZeU5tbpVtSWAitXrIs23055jrJv2opUGxNrrlLKeFXCm++jEsfEekjIuCR+gGxy+89QeUq3gzIvXx0u66ImDGLDk4MNXHzDN9gIeISVIVS2ooZpLT5oMEzhNyeYGga4LxmBWPaeVHk4TcyMy9QG6ELi4GEhYUIR3JvHyCCVjwE6prU6ytRqsYezF5PMhmAeoa3XpfJqps7EXa/P3ETWfStsCOnAmH9VcbF8tgeCsWeXb91VSNjm0Mw/j1bNRs0l8tXnGrZJYq1+txnPrfkw5G4XLCgo25udPcs5+8viFAH9Q0xZbqkMzT210T7v5qlFCtdGfMNO4GIya7XxPUJhPUzODVJsAV5TbW2pPEQOSllrQrGyGTYsOzqQ5E7uA84FXL55yuekYlkqSQBXzB1g0ghxZ/EBynoXCUWe+yDc8uHZTpszQB2IYKJoQp6AOp55+W9GckOCoy4SqJ6sQxSGU80QBxSRclGao6REiGaNnFhQNAZFowEVdWTUVIRnIgprpNRPH/AOW9D0O48iH/e8QeIXIjkJqYXS5IdYe8+pRhAwSTQ4FiFP6/kkDVKqh3CoY0a0BT7pFJOHchDbtomi1/msTkdqGU6CxfSAa8LNShM+gezXWnCbbsMpAHweiehbMZ6KQuZlf809/9E+4da9RN4NGYGANHgQeBwRqM81KzWPd/K2zpDRWBKxpVudFgJ/Afx5vXAzQafZAgE1Czgk0d1oRqNoSl+ovG3398Rq9TyO0v7/HHMHhvTsby5acCTGeJVLrAmPyigrSkH1Vnjx5wv14RNt9VKtFmeZSzCTWGyATfCTVSq6ZzgdSzmfkf/WKMCrpOm0Uu08a04iGmpdSwDu8WKRqKgWkJaUUoBlTqhNCA6a9NNP34FunZqUO2/3sxePFm/5dWxy5NP+jXHBBzCivKlEcoetMDtVSraR5dRjAYq9dUdQbaFZy6yqJJwaHOLi+GhhPMC/mKVGLEKLwPoGla+ZVKes5CrSunSNMg73aAtlM487Ajy08LTq4MYEc1oWq1WYlK7CtmLfERgPcLY2ioMUet6aUsYI81RlNpZihoJaCFGMUWV9GcGhj/VnBlJbUUsger9VarZy7Zecumv5nilJtXbCzCXZjldWqdi/+kpk+izhc6Km5kubEvBSWolT1zRLJCoDS6NLSirtxHEmlst9fMvQD3nv6zZb7hwNLWbi+fsKw2VDate87MxsvSzaphkDKmdN8Ql1tAF2yu0oBZx4bQ9zw8G40g9CakGD33GkcuTvc8fzDD9ns9tQM0/1kvmxR2PQdupjchyiEPuCLwKJs+mjjJpkkMtiFaHWq4lrX1akSoUl5BbznVIVOA+pXkLqYt0wVSvUIW8wOxHO4P+DjljlN1KUiLqLV5pzYaFZBHH0cmNMIruNwSvR9R0kNfKuFUiNaW+FflL6DgOP1/T2Lc1wNPajym7/2a/zZjz7lV771bapNR/zWb/wdfvC9P0OfQLi4tsJYIS8Ys675+aS5cpyUzjmC6/nw5Stef37Dk4sr5kOiLguinoAQxVPmRK6FUD3LkgnVsYwz3llxm5IlE9WUOS2jrZaNzbVM/z/q/uTHlizP88M+ZzSzO7j7G2LMsauLVT2wJUJNSQRBDRS01EoLSgS00IrgHyFAgPbaaUVAAqENoQUBbQQIEDQ2RbEbpESq1OxuFquyMiszIzPiTe5+7zWzM/20+B277pFVmdXsjgp2WuDF83f9jnbtnPM73993WPHOU0yiNiF0qVcrm5xcGYIiTdk+9PFmeqJTLgTvGELAx1GZZj5SaiWX1k19lTm5sUpjHP5LG2P/pEdtwmUt1C7dDW7ADxMhDMw1Y1ph3O25vXuFsSOPl4Wv3r7jUgq1NfaHIy9u73h5d8c4Duz2I8MQGIKnSeV0euB8fqTWQq0JazzjENnfvSTEwM3dS+wwcEkrD+fA7WGH2MRphYJlyZWf/fIN9pM79sc7TudHcq3UnPnw7g37ww0xDEzDSEqZ1oSSNUI8xgER9ctpBabdDmnCYXdEUCB5Pw29+ekotRB9pEnVa6cqAAEq46Iz7gTUE8MYHA5nVZatCaEWTfjU2i3aXptaR7Mq78RarSvF4vBINUQ/IFWIQ+ypO8qQaEWI3l4Zrw6D9b57lSjbTGrjw9v37Mahy56NegutGQmTsolz977DkNaG1EKqST3vrOV4PCrztWmNEPyA946UKiXnzpZWpv4yL1epZF5X5mVmXS5chhOTP0IBH8AdIt5GxjgwDQMgzJeMUNnvR+LgMJOh2YlLTtTamKaJYEf8MTKNkWmAMQqHvSO4Rs2ZtBRKEZpYajWUVVguiVyE3CrNNoY4suRZr4mS2Y0T5bcMmLXGEIPvDUNdN5poOuZ2PG9yKhCj9aG/MoW1XtAaotfGvWZUSbnOmdrw2vYX2qDcZOmGjUlvlVEjWpltBs6YZ4bPG/hjnhqu+u9fkfnYJ9BKtr+vnerNGBq1quh7ayi9SWTBGcR6jO8gUgMxGhAgVnQtc06bHgakGIwV2pJYH8/Yfg36EZpTr70wGpaUqaLWHnUtPJ6FCvghsj/uefv+wsPDhSYe67VWSakxRH89T7Wf6yaikn0L1Ip3RuXrpRIHx81hx1pUGv72l/fktfJXf+c7OGvwez2ROUExkBbIq2idaungnXop1qL1YPBgQvf/MjAYh2+BWkRZfx3kowm1ZG069UZpK62b0htyU19gqtZMtjdELepFaPvjtJavKt1tdIsIUfCMZ9eQ98rAKuUJuOz9W2N6ctivx37+2QB/DBCd101S35gH664SkdYU9NnoclJ1wm6lEMdIw1BzpdqKdKPThrl2o9VMthGCp6Anfs2qv7aj4/Z45Pb1kWkfScwMe6U2e1e52EYzIyIDizSaeYXYHcWMVOOYKzzkwnDzgofze467O5Z8weSKF2EynmiCSrPcHjELYgQbwDhLEfU0kj7JdGtINX4ylirKcKgoe8GUinMbFNF4MlDWr1Jxix5vjVD5wKV9wWK/4Jfzz/j5n/wh3t7x+Se/w8v4KcZMSktmB0QwoX8n2rKxpuiGlI02aDvK0QBlCxmxYCwiHkTBDXNlQKifkgJKHmMiGKdO6YzQn/UJoNQNtRZ+uohD7IwLNeSpZCqZHz3+iP/nj/99frZ+QbEL1vnt5Ts7R64TJnDtDNfOdPgzF+Gv3LZRQK/wjzxxgkz/n7KGOlevF7rmeqVqEgMdnRWncXy/bYd2P/78WWSTe4k8/V6v5G4u96xz4b1XCZLVyMlNauO7L0Vp7VosmlLUK6g1hnHEOk+R2iVgoZu2ace55kopVYtH16/71lTaeQX25LpAaqqV6RsUuS6YCkIKUjdQyWtHUoTW1JNHx9zTZL8ZSBtjrt2knHP3NNCJuVVNEqQbW9bqcEFp4ylnNpWh1D55F00vEg/FdCpyv/6l6DnamEDOwhQdy6qJH8Z6SoZx1OcMvvvadOZTFQV6bGdtSe1gU2n0AGZNIpOu8xaDlHbdjDnjroygzShPansyZ66igNa1c6RFb7OattiamnSaPn3RlEpM7fN173JcwaKqr2ka3Xh0A6WaGuk9X2irgt6ttd712lIcvt7Fs6abPTb9XLWW3zrJF+hcn5Ow5sqyVuZVgYzWNhHwk1G7QUHMZV1pAi/uXmI7K89ax1dfvWXcjby4e0mchg4s6aYsrQnnImEIGGtItXC5POK9JZVCadr02J7PuUgMA6YCRUEDDRMrPN6fef9wzw9/93chRMpSNUXEK2DkvSUvVRlAweJcUJDDKeBovEaxBqPpIltdXdE5qrcvtHCW/rNzZIERgwTdfC2tYXwk2YlU1dTRxUHlJiLE0ZOzJvmta2a/31FFmIYdKSXGYVSSXBMO4UBpjXM+Y9rTtbUbA+/evufVixdYo3NVD0zhux+/5osvfkE6n7nd72Aa+fAeTvcPHPa3XC6ZwUW+/+l3uH/3yCwJh2U/dhOFZmgFotON2un+wm4Y8MbjquPuOPLh7QeO0w3GGdpaWS8L1gVownpeydXisZRqVPKV23VcltIlXav6qlhRGVYG1nlWWWyPvnZG/X3EdMaP2eo1nlh1gHfhGcNOPWWmac84jkz7PSlXzsuiKXOlm7l31s9vW9pXE+HhfCb6zOg9u9EThyPHuxX5oLWn94YQA85H5lxJrbE2odbGznr2N7d8+p3vahoVQoyWZTnz/s1bfvnlF7x7947T+UztHjtxCLy8e8lut8PFgYfzIw/v35KXE8cxsD/cci6OLJF5zTg/8HheGbzh5uYF5/nMh/fvefHqNd4aLHA+nbjMC/vDLfPlws3dC7R/JVivyVfeBVJeGMZIqYnj/oaUswI5ok2b0hpDnKhS8E6N1rVy9R1UGTU2uVZNjOty/CZFm5JiNBmrS1/GMGjqroC3Xsc/Hmkqrwo2oj2eziAqYILKshGYhqgd+97lX1MjBkfcWYo0llI1RdiF6wat9SSeGCK7KfJwv3QPJ6OgXNMUu7TOjEPADlFNWaWby1q1trDWYS2MoyetC+u8UktmPl/U0NUJaVkJ0ZGSsOaFUmekwrxcMNXgd4Yw7DAejHWUvvG1FmI0GAcHYzjNEYP667Vi2Y0HgoPdZNjv4PbokFZYLjPzaUXQdDcjHiOBWgzzkrgsK0vJfPc7n3NeTrx794ZhCAj6mX6bDpW5b43G2gNLeqCPeW7kvN2/gag/S9sYQyJX892t2WQ6c3n79/Zaz5tRX5OX0dvh232uDdXuPbSFF2xNFejAy7Nm7HPghyc20PPfP2E/T15HxmyeOz0Mx1oFrqy28rdIeOnMIIxR5rWzGO/AdS9LhNIEWyxmNRTTOC0XcIZmG9VUjchCGTxVdG1fkoI/+9vAIYLMhvmdKgaMVWuBdcmcWIjeMo4j1hriENnvItbJdc8csdweANMZv2iDJF/g8tCw4jm9BaTwiHptttoYQtQWY1WZXFoT5/lCy+o/DLo/GaJjiLo3P+wjZLAlQqoacNPl7Kazuq5NVSq5NZXRoezEbetsO8Nd72uwVQNoRHSekdKu+8YNKOxoHbTar6lGLU8G0LoHeapjVWHx6/eb/0yAPxil9g/DcL2QS1OZlrOWVBPrZcVaNRasrWKjw4VIEf3inLFE73DjwFxXxjhhyJjgWHLGT5FSGs3qSfr41Ud8/N1P2N1OLGWmmMxpeaAF+PD+kWFwnC8zL293zAfPAh313SFmRwVWWVjFcFozvhhCPJLFYoaRy3rhbrdD6fcKDHijk7JIl7chBBtoJIxUlpLwVILvOEdwiLWYFrAEqPByesVNeIHBgikgM4ZBWT6yMWeee/5UUj1RXIFx4SI/J5fCh1/+p/i0Z+9v+cEn/xx34+dEjhhGXWwZOhNDwOhl0qRPNlhlFxldctlK7tbABWDW23vHRjfNRu8j3eQPe2V66EW+AVnq2WJ7gpklUnF9M5pZmfnT9Av+7h/+Pf5k/SnvwyOr13jbXABxV7R7c3XXF/wVFoCAofVuUZ8Y2+b1I1fwqLUtQe3ZA+X6rE+Te7+O+619benGtfYZjdCFf5IR8l/isWltnxaz1hcveFqEzLUjogtoa5WUE85CcBN0Bk2uGuFbRMBZpjiQiqacGGMU9GgVcibupi7tU9Nf7wfmx3us0+LaOEeRqh1A5zrDql6/6s0/6Pm2wTlNoapUalG/Dxc1acYakFY7dVzBoVoKA41aMqanbDkXOmNEAYiNcqkg1rNzAtB0DjPGKsVzixdvmux1uZR+faiZuLXaYYC+0FdNTLHBovhP0yh6JZWp/4EIMVjmpZLXhBFhvxsIFnKtOGuI3SjfCFeAvdVCK54QDK2q34KBLt+Tngxoaab1765opzWXHhOsn4/a1G+ng0BbN1UUP1bsr2nBYaoCRrZZTO/qOvo8YRVoaqViK9otpRf9KNi/6apd/25pGz1WOjilDC3Tr9WthruCgNvF0BsLOKilKHD3lzB6/jIPacJ5XsmlUrHggqbkiAFraVXB0mEYaa2xrivee/aHI7UJ07ijCNx/uOd4c4MLXtOlBPXk6sWHw+BMIzjhPM/kkhmCdvBN0+63Nw5rAtEpK6ClCg3W0wUXIaVMMZm3X77hB7/zOwxhYkm5+xFZjfhOnYlldGPp8EgC561uOI12wkQEut2AETWgdFFZwleicy+aNpFtRPAGhqAMg7EDGVMYOEumhBHvx24qXxnDgJEE4rF+wjXHfhhophGNenlMcaC1irOOwVmi8RgL3jqWNeOt5+XxACUR46CFnsBgDbVTwNd5we/37MLIcdzx/ss3TJ8fSJdCCJboIjf7A0Ys3kTu3ywMYcQbKCUDnuAMYxhpxVKKdDmm59OPbvjqiws7NxGtxw4j6TxTl4RthrQstOauzbRlTbguZa2pUCT3DqRlSZngPSFG8ryqaaWx3TdC59iS+21sslu76QeujG4RQ/RRWUZYzuczxgXCMDKOU0/EaYTSyCXTRKn+OedvfXz90xzGQGkJigrJXbYMMTAdbklJ07xyzlwuJ0wQzpeZx/OZJSdCiJzmC6dlVZb6ujA4w5oSv/jip/zpn/6Y9x/esq4LpakMK8Q9PnpiVIAtrTPz+cR8vqemC1aEWhKH6Y7mD+yawzjP4XiDrTO//PlPefjwwN3xSHCWhw/v2e9uOD+emI63QJduYcm5MI4jtTbG3V496RBiiAq8O09aM8Y5as14FxjGkVIr3gRs8CxpxXtH9CNrSZimbJ9mLd4G9Qdsrc//niqd/W9VsupdVL857zHOkWuhiSP4UcdAMJRVWWbStJnq4nCVFHvjMMFRS+v+cZricyqFYHWtCcGqLMv09qp1GJQ5GcPAOAYuj0k9eJaZGEP3La2sSyUYCKNywmspzLMygmpdGeKeeb5QcmZdV/b7id00sF4W0prYHffUvHA8HtmPE2GwzHnmsjxQU+NyeWRdLtze3DIMI+OwV9P1/n5r1cbni9uJwXvSqBtiTfIzeFsZByFEdN72lrSqF1cpyvzDZMbdyO44cdd0rTidjzycT5ScKCVzuczXRtxvy6ENOgW129Yg3prOvy65rNcdtVaulBqe6v/NU/jKkmwdIJIu4WpP998aMnVjG8nWUJRrXdIMmNa0gWNsVxJAruWprrVPjfLrYbZUaq5s36vaQUyXvG/7H5TNUwrN2q6Z1oj2zVKE/pnEbE3cJzWOsqG0eYvxtLWSqzDt97QGqawUgUbDBat+VkFDiiYbOC0r8/sFuTvCEvA1U9YKrimgVBX8L65yWWcMsPrMHJee6NotCIIjDh5Bg3uG3Z4ikcul0Ga95t/+7N2TGXNntMeY8E6bSQgYG4n+SCbjCCCwPswssuLsTHSOPO2gNC73szYfq+5bpVtQuNYvj27YHOhWEmgz09B9ZremSG1Iy/370VrUYLsvUH1qMnfAbnudrYmysWOddVcFSmvdGLvvY37d8c8E+CMi3ByP3Nzc8O7dO0ynXobehTPANI7XlCDdbDp18BeNZEwpY1wg94Ly8fEROziwjWEfMdYx7nd89N1PGW5G5rqypIUvf/4l4oVLOWMjDC7QiqU5YRomirOcBP7un/yEf/mvfJ+hmyJnMTTjmKVwviRu7hzjOBCcp+RHhv2I1IzWrB6sJqxYRoIRICFU1pYwAoP1qoVvRTXHTouvTCU1ONo9g8wc+IzRfI6RCWHFmBkh9wtfdYmNpJ4axmGJtDTgponWLNU0hoMnpROVe+p4zx+++RG2NlwN/PUf/NcZ5TOcvcXZI5iI9kw30KLQpHayREfMTcNQwQa0mldjUYzpEX0B5eYCLFRRQ8NGBTNiOerz97ZjQydYa0ZqK1gbyax8tXzBf/Dz/5B/dP8jVlc5+4VquxFhMvgwsi7tiobTE7owQjNcJ0VlpdgnRs72UeAZZ0clA1cUvt/BdBaLQrv9+dkMR58tgs/PD3VjXXbA7LfoMHSWjv5T4LrYb2gzpvuK9InGWov1nmGcEO/AGDU5bA3f6bbDOIDXGNVcCvO6UlvB+UAqBT8MVAw+RIZhIoSoUeghkJoCwdY6jV825moo2Wq7dj5sN5i+yrOsvl7r0jHr1adn2o0YaylNNxk5N6w0XFAAVBkyTY2YUUS/tYYPw5VFskWeG6Od6s2crtaqzEPRdDhvfKeWWnwwSK1Yp1JLKmoCbZQ6X7ungLNOgSOhJ5f0rgzq2xFs9+2JhlwSrTROjwvRjwzBUgo6LDtg1ErVBcI5nNPrXDdnaIwu+l3W2vp7NbSs3QjpJoCmNaj1yrAxHaytTZk4WyfMGget4kS9HOipBSI6FHQh7sVGFWxfIC1Gi5+mgFyz0HLRYqnWq2F0y1UBgFqvi6v3XplIPIE+G3X4Sv+Bvp4olRjTfuv8uLQG0+jXVsFgCdEiuVKaGsReteAdfNUI58Y07dV0sHVPnxAIw6CFx7MCtjXtgo0hsFwWWlFwUZOGGjVllTNNI8Y6Wq74GAFNtQjOkLPO91999RXf/fw7TMNIXTN5TbhxYLfbUaqy95IAQbSRg6M2oWVUWhEseW74aChLw0W6XMPiVmXhVLSgDUELVmUEaVHt0GKsihrTTy6QDFTjCLsDH86JODls0I52MJGSGvtx6l5Zyn61LqhB+5o5DBoxba02OKN1iJGeSloYp4iUTFtXpnGgibZOlrXw+u4Vf/if/Wd8fnuDD4HDeMuHNxcujyeiO1ISSIHoRtKlgIHJDzy+PxNcYDdE1osCcWNwLGehFSGliiQhS+TF8cj7Lx+YwoBvOua88ZS8QqnkUmm5qeEkkJZFpZ8i5CXhrSflhDGG8/msCYBOTb9ra8TunaIU974xcRaa0+S/7qfnQ/gagNMqhDFyucycTmdEDMdb7fA2EULTTfaSVoZhuM7hvz1HA0lXyUZujTU1duOOaX/XPaFSj7NPLGnFBmWJ4C1xHElp4d27txgptDTz4cM7Pnz4ivfvv+J0eqCVih8iw+F4DRuYlwtC43y5kNIFkYxtGStCWgppFYpNSNjxmf2M/f7I6HYY+SEff/yCH/34j/jw7itevPiItFw43rwkJTV4H4eB+XzB+9BrpC4twLKb9qQ0Y61TXynnoQnjMGGcw1pPShoXLg2GMIHVzWh0A61CDDvasmClM8ONBXTx0vRMh7MWFxyXdWYa95qcWQXllVoomp7T+t91LbQmDEOkrAq+lHXlsRTubo/U2hiC+ozGaSDNCSmNMQTYUkObsoBaLtzc3am5cyoM44A9jJxOF9Yi1KwyqGVRMOjN6cSrVy+RItzevlBjXWNwTtO0pnHiVAreRwW0xsgwDNRSmS9nRDK7MTLtBnb7gDGNd+8zj+dHam4s64U1L9zd3rHbR6IELcHVAQJTGzFYzC7gbYNooRrGAUJ0DKEnlLZGaeDDAHOiSVYfTwpVKsE3go8YNzLuPIfDxIcP73j3/h0+7BUw/i07npvmPu0XuMpUgevvTY/qhufAkG7cTXu6n/SmHp3V0aR2nGirQXr5odGx+twbC2hj52yv0msoNXJWz8XtvZRae2jFExBgnfsay/nJjkH3P8aYq2/aczm8WJU70n38lJ3egR6xKs83heaM0sw3WeZGTPBNzYVrxUnA4Ljc3+tzOW0gWu8wpbEPgdr3628/3PPh8cJuP7E8gG8GXxvz45kmGee9Mvicys291wZpzZk6Z1XBGIOLHiMOXVo0GGZNha/ev+EyL9gG096zm3bkNWNRlZARra1j518Z1OS9ro20rCSzXgtm1/eyfvLsQiBEkCWxzqsyeASC0znRO8UurOp3UCZXTwKzut9svW5W5YM2kzVwAUyfW6up0BQE2iy+7XYR9fG2Pd4Yrdo68qN1WS6oaOHXWxn8MwH+WGOZLzPrsjLtJtKaMBhyyoSghnfeKw1bEEXYa+6db0/pUb8lFaWfHnccdgfCPjLe7dm9OHK4uyG7ymOe+erLt8xlAd9opmIH1VaOvTMQzYg3gjGVh8uZ077wV37nByQEJ2qaWlipJBab8cc94ugJRBD8hDEVZ7163hhRCqpTLXwxlVIaex/BQuhykiZCsBEoffAWFFxRyru9OG7vXmJkVGMwVgwz1gQaFnERdRcvqEvHQCXwnZvfJ3FLmWYeLz9HbCWYyjBBbe8wodFMYnc48JM3f480W24OH/Ni9xnRHBnCbf9MR+jmnE0CBv+soy4dXNHvQqm6/QuWTjmQDzT7lnX9wNpmotszuo/J5QOteVx4gXWfYsyBaoRsDN7Byhse23su4Z6/8lc+5/En9/zJ44+wpiJilboYINWCON9pdmoe/ecdGw3dPP+9bO8frqDNhuqbLU2n3/9XntY8/795/hx/3t+/XYdBWQDbYqU3dpCnn8ervA7U+qU1vAile2s5o1TRUnRjKH2xqgjWO+4fH6itYKx6iVjrqJVujmaJw0gYBi7rTAhR5Ramy7ysZ1mWbmQrvfh8YtNsbv9adCl4XErBR4+PGrsqoubOa1bz861LbUrGDSM5ZeIUtCNTE8EO/evs3hRV6eOttav+dgMetuQI6T5ItgNUzgkaAannNvbUMmmaPBIG0cU3WKw3CqjWptehhU0FKW1buIRgDX4M2tHPqjeeJkerSgttRfrrqdGyN4bgoValqTprNSnRQN2YFdr3UU8PoxTZVts1ftI09ekxGE1b6F48pku+NL3AsJkiqtksV/Dm6t/TJWAqAxN9LPoeBx+pa+qSL11IrenxwVXj7akK6EotvaB6Nt6eY7J97G4dE54VS791h7H4MKgm3xpcl/DYIsSgER0b+zGlxG4/YVAgVrG7lTUX7l68VLlWB8eccaypb1yr4MfIssw9uUhNEJ01PDycVW4QB2zT+TL4oP4utWokuDTSMvNwuef1i1fcHG6pGday4n3A4zGlsi4Lh7sDS07qGYQlzRWC0dQRtQnTbmaDMmdiT96RTkDNSyKMA37qhusNilETcv+seG8lEZzvgI6hOKPNgTEqydUqyHOqmZfHPZIrU/SdwavdXOc9GYNvwsFZUtO5ZzNvzFawzioYFSPL5UJbEz5ETAMvBmMDr+9e8O7dPR9/9JrRjTjxPL4/cXt7oCX1K6pZ+NMff8GLww23+1t2w8RySpyXlWAjp3NmsBGKoa7KmqPA+TITTWA/TKyPF8Rqct+6zPo+jeOynDDNMueikq0GtRVtojVBvDLISq1E70nLqh5nThkgpWQcdAmlsiVzqohTE0wN6vCaitIBewWUdZ44HA40MaRSOJ3PHKyjovXYtNtdmwO/bYe1hmkKfR9YydUwr2CNJ4Ydx2PjPD/SDOS0KDMlOKjq+ZNy4vH8yPjBM1j48P5L7j+84fHhnXr9tNJZVkJ0niFEQlCJ0nw6K3OeqlICnqQpl8uJU1kwQ+LNm7d859Udty/2fP97P+AP/uA/Iq+J3ThpiMp4JC0rcdpxf3/P0I3fjTF4p34T0gw2BGIIyiwMmtD7cP8B7x05ZaaDsgGDDzgbmKaJ8zKDNT3F0ZBrI7iIRHNtHq05KafcBKy3vYHR2O0O5FxxRoHaXNSktTVwNmjzpnteLB2Ict2bTmhEHzEGLo+zpqs19d6rAnlZ1WdE0DW56MZP0wphGNS3pwSu7FtvLRnDh/f3vLi7oabCMi94Cx8+fOD2cIu0Sgiu9x5UDr55sQlCKZXWwMfAbbijtUZadZ6Jw8A4RVJayC2z5AvLeWFZLqzrzDw/0lri448+Io53TMFrUEQ1lKQ2F2r9pwa63huCM8RB5+mUKpdzJmewfoct0FphGAzaR1lxxuJto9CYpsAPv/9dxinivNNG3m/ZsdWt1yZwv3Fj/D+BJ09AkUHlvOoPpHWxNVbro34xyJZmag1W3PX5tufXRsSTr6g2zhT5scb0sJwnFn1r2pjS98Ez2dbX/2gtvoE2+h42YOu6tzHwtE/Rny3axG4tI9VgnEWs+mxSBLGiIK3YXtPqa2gsuzLkKmCDrqeSHWFSXz61vdQmkPWedak0p3HrrgV2YU9ZErYJ68NCOa+EBmIdeUmkulIbhDhQjEp/lfXelTRDoJ4q2epewDrL8XZP8IbJDhjXeHy4Zy2OoxvQ1lbFxIB1WnsHq4w3GppSWQoRxzAMiDRCVOlzWRPraeHtZcUhtKLpgM5ZEKts+FSUpYWO8U0CtjHkN7a87ky3UAT9nW1bsFC/Fra959Wb6cnG5Gkbaq7M5lZrl689AW5P3/aff/wzAf6A6na995S1IFWhCy1I1TC25oq3HmNUnhB8gOBYWtHfjZHbFzcMtzvcNCDRMBxHzOh5WE787E9/Sg1wqSt2FzHRapSp95SW1WzaaHwm1iB1xY+BgcDj6Z52t6NaR0FjEqskkjmzyMq5FEwL5LSyE8/oYHJBDVtNQyhqPCdCZlHJSw9ZdHhKK10X7NicjZx1OBPwBO2MW8fL8WO8DPoFU0mcsDLz9uErgnvJzeETGgkofcNTsASsuaWJ4WV4w7vwB6z1rZrCJk0I8Kooo0km1Te4yXAqX3D58Af4FrjdHxncS6iv2U+fMA0fYc1LYFBWUweDMI1mCoaEzj4NzIIxGZGFJf8Jl/wPeTz/mLLADz//l2gVShrI1RCto6yvWavgxshaHjnsDPflT/jF/GPepUc+3f8u/8r3/zbDzxf+/ts/YZEBgqFQqC5Qm3TXejXZ5Nds6jbz06+Njg6UP7/PJra9zptfezrlKGyP/TOAErBtOJ77jvw2HddTsnVHRK6dnk3vrKkHTwuo6Y9JOSsQGAKD19Q632naOPWyct6TStLu4uARVCLggsc5zTk31vXu3UShUcuq5oyDZ00L3gdK0w5fbbrgbVGUtYMDziko1BBijBinBSzAsizMy6IeBjEoECU9br7k/voVRJ/D+8A1WYpuROeVxSNVqeq20zK998pgBJZS8U4XAWlCTo0hRtZ1pQChR3CX1tMDmtGNbQEwuvutAlu9Uq91Aa00hlETxRwDpS7KrDhOOAO70bEuRQGXzgKJ0VF7KoLtwI1UoXWfIb30dTGrrWgyUAdqpNROWZXre3VNN6uy0Zh7kpeabPWulKC6+Ib6ozwDmDagVR+nv1PTfsvaGSZ08EfNGfUcB2spssWPSqfD1j+3i9cvZQXTRTE1+Ho37LflML3ThfHYptKq2rRIqr3A1OvfqKS6d9BFYDlfWHPi9u5Ffy6lHOMMpRRqqzivYGFJiVIzLlhqzVhreXy4UHMl+qBNDlTaGH2giUrMqhRqyzzePzDtJ14cXyJ9afI4LB4rlvm0st/vSaeMCVZBnVVlsrY5bI+adUXnn5wqNhgllKJgqLFQVwgWcFBEeoGqptE4w+AdBpWndGEvDsPeGTLK7FtqZfAekca0DzgqJhh8BxwxtTNjmqYXdvnnwSoAlHMheod3hkLFiKNU4TDuWOakUjzjcGKpRfid732X/9v/9e/y3/mXX1MW4fuffo//+D/5h9xMryAP1KyeWD/4zvf52Y9/hiuBaKOykhb1FNCfNUaY0ihLoabKYHTekqRpnctp1s/RQHLRjTvaqaQ2UsqdXaEyy2VdyWu6ggqtdMPeNWFQOn0VngBvq+b2zmoaE64bW6KGlyEErFHmpXvWvRS0ibemTHs840JQGa+1CgJbx29Z0jveOW4OE8vaWNdGSonaMrSBw2QZpwNVGqkUaLUHkzicM5RUmecZh7CuM0uaeff2DY+P71jnR2pJHUjT8t+7yHF/y83+SM2JNa2klkg5XVkIBvXLsLmoh+Qy8/7dG375iyMf3f4VTBUO047j/sAv33zFbgfejoQYaEV4eH/Pp9/RlL0QA63CMI5gDbvdHpHGfndkXs8cDjeczzOlZIZh4ubmBe/fvyeEid1uRxgip3lVkEmDcIgdUBJR5pigfjvea2hECE7ZdkYTdV7cvlLJoPU02xtG0vA2UNqqCXTWazNju3aD+ooa0TrEdw8gKWp47ETX8FYNwTpKXilZjeyddUTvWC6V4RZqbgyDeouWnuYzDiPrsnI5zSpjjw6pCfaVZblwOBzJqXT/PGXBiQjjMBKjI3hPyVmlYyIsa6LUlRgc+92IDwqcWa9Jccu6kPLKmmdKzeSSsB4+HV7ivK6bipkJeKEVBe2dQaV6Tb2O0irMS2Wdm6qoZSS4SquJYhvR09NZNYq8SGW3G/jsk4+0Lvgt9Msz5okVvoEtwNcK9OeyJ9t/J6DzLL2xIvpv0+sq05uOT748T//missoy8i57inZ+T7G9kbYxkbpHj3GPPn2bJKx7b1sh4JEtoM+zz/nr+w9rtuTflutGBzG0d/rxmJq2C24Azp7RRuWyjDR+s4Zq+u0NdiqnytfssaaW4OLoYeeFGrTC0+cRnoEcXjnCAhlLrTUNEWvLurraR0pay2+mba3XLHGIxhc1vfrGvjexC3nwmGYmOzA+fKATXC82bEPI94JMRhaVYNrS/fwxCs7vjVMrrRUmJekcvNZm8bRBHy3TzCtMa8ZKZWaqp5jRC0NOvhCkx63LooSS7vKzpAu1TNWgaBu/GxksyrhGYBHf3z/8poCjBt9Yfuqr0m1HUD8x+Ec/IXgjzHmfwP8D4AvReSf77f974Df73e5Az6IyL9gjPkh8A+Af9R/9x+IyL/5F74GsJs648cYSi7X5K/NpNI7PXWlFELwpFpIl8zhxS2vvvMZw92euWXcPlItnPKFxw8PVG8orpFrYYgTr2533K8XaJZgPD5YFoEiDWu8dr+rMI0DMPNy/4rX7sjYB5C60liMPQKO2VwYxhvOyz3WwsPjTHz1kksrmJa14JRGqkl9B6zvZpWeXDPGeXJriszjuhGxDh6HY3ATtUD0r3m9+x6jvEaxwwXDzGJ+iQ8Tg91jcRi04IYMZsSwpxVLdAduwmteho95P9/jbO5pLg2k4J3BSCIEC1KwoeIEJJ3J6QNFfkkte3K54/Q4YsxAHPbs9i8x8j2c/84V+NBNY0bMGfglafmCZX5Lkl8yl19gWHH+DjE7wvA9QngJeMTsWSgYu+Cs4P2KJ0PNHHlBc3uO/o736cRf++S/wc/nRkkLa5uvTAFL16TyDEn9lRnxue7WyNVGnKeoPHOdJM2zAabP+vXr9lehnj8z1uTJS2QD5b+p49sYm3/Oa15/3hZOa+X6uVrvjGwFXEPU/LFsSSFRHf9FmKaJabdjvV8RUG8bH6EDJ6VUhmFCxGJdoFnBx4ivARucesQg+OBJc7oag25Aj7FWCxPzFAPvvdci2Ovif3o8U6WpnCGqOWQpRenp/fM469Qcni3Fpj3Fi/dJWzvmmnojpWK7/0/0geijsqA2yVOtV3ZK8J6yZmoujCEiogbOYjqDuEJNHUK06AQkQsnQ6B2qSifg612Cc8QwKvW0QXCGUmCISom1Rj2S1DyT64IkTboJpmOz+9piS6nKeJD+czdHgS69tU1NJb311FyuYNJm3CwbYFMFW7nGwJtqNcK3O/WZquBPV2sqANTfR+tyL2P038Y7Ss6aPtOeTBF/lcXz57F6lA6riUzw54/lf5rj2xqb0UdSqdfEFZFGbWq+u3bmrN6uPhA+OuZ5Zl0KL1++UpP8nlrTpOGCVzPaEJBaiONOZT9WJXZlVVPtlFaVdPhA20y9e/eypAy10Gri4f49+3Hi5cuPVL5bGk2ayjiboSy6CaqrgnVNwEbLumRN+TMGXzrDMIkmXVIZbKRdOjvNCatodLhvhjZDye2KzWsAZM+kdIbWOhVdBEvBmFk78/aIFUMQwZEpnLAkqliCewlNIasAZEkYGtZEBYGAAfV1uU7xSTtxbVVmoCeQlsYQoSRDXiqrGH73+7/HP/oHP+Oj1x/jrOH13cd88afv+Pzzz1iXziwohc8/fs1P/ugLvv+d77GcErapNE6aEI3hck4Ea2m5QRZyLRp4IYa2Fh13QF0zpgqSK5RKS8o4tGLUM8x7rFGWUEoJnM5j59OJ/W4HVpNuatE0RuuMGt+aDuPqDlJPQUoYLOMw9WV584bRddmHQKk6F26AjyZEKkOyifRr+5sbnd/G2HTWcTMdcCZRS+JyWdTPAmEM6u+y3x+p55NKYo164IQQiH4gWMfgDHlemM/3nE73zOdHWlXJs7vG+FqiH7m7ecHdzQ1vvvoluRTWkpUJTZ/jm4aqRAdjtCxZmM8n3nz5JY+fvuTw0R3LvHI+qZ9LLYWSC7UulIsm8baqjRma6QEEhmGY8H4g5xXrItOo/nGacBfY7W50c4kj+EgMI94HDvsbnHc4p+wG59TkuRlD6IEO3imQbCw9qt2CMzixjNNITVUTOK0l5UIMozIRbcQ2TTbyxpFTwg1BZciboaqBXDNjHPEeiigQOvgIrRIHTy2N5aK+PN45bBxY55UHcez3I+uqmzCpwnxZSOvKbpqUCYkwRc9lPgOwrgu7aeL5pn4LGTDSEElYo7eZENhNO9blTFovfPjwgSEG7o537I9HvH+P6SBsvpxoraop82XuoL3j5uaAxXe2rHrkOa9r6jxnllmZSMZaSjFIT/5b54J3Hr8flJgi9alp0ERlLVlTzaTpvuGbPL61mnaTcj2r9eX6v19tBrVuXaZFiXHP2DVbU6vPYZvsa/PlkZ7+uu0xDKZ7obXO2HG9Ztbm4tZk3nw0N7nrlkiG2eRiTw1s0ws4kcYTvqM/aV3zxBh5ulU/n+vgUrsCS93jtDffRBS4Vxnh5jujb7LRPRuNweHxot6grakMKrVKWVZda+mprs7SnOXxtLI2YdwP1NXw8jDRlkpOmbIo6zh1Ty9aZYgDLVeC0+bEvCzUlHtyMLTO6gdIPjLUiM+O2Bzp4cwpF6DhvTJPcy54P/T61xFcZBgjMez5+Ve/UCNn35uLMeCNx4ZA9QapCZvpzHutZ6wB0xoN0+fI7TyiDa8N2BFlzHvXGzP0Wrif982jVOrT9ywbK35jpPUG99dS3oy5hmMZ00NNjP2Ny+Y/DvPn3wb+V8D/drtBRP5H1zFkzP8SuH92/z8SkX/hH+N5nx2GVlvvZvRJ23tqrerl0ZHPy3xRbwLn+fTzz3n5yUfMNTOXxHKZ8dNAXhJfvPmS19/9lFob65rItoFVP58xjPghIt4SRs9XH77E7R2tVB4fHvHDwO6oE6+l8JW84wevXlEozNkg3tNqIziLMCFt4MPpzHgXGIbI4D2XLP3Lb8wlMQZLvqzc7Aa9UAWciVhnaBQGOzEYS5WVpRVGGzG2duNGi2+RPR/h5TOqRCyFZlZEZh6WX/B693uMcgPVgm2K6sv8FIPtY/+y90zmFbP5U5wrvHj1EZflgYfzWw77Pa1UJCUwFVsrDsM4Rtp6xtpGmAy0Mw2BmlhWSHnPLv4Ndru/BnaAWhA3QkucP/yYUn7MODzCeo93M6MtZCyXJpyXC7dTAI4YE4FE8CcGKwgLTk5YgY+Gz3k5eD6Rxp/OP8EPjtlGPn79Qz589SeYpHKdgCPVgsF/zexZns3qsiGmz2HwvvN7Dvr06/zp51936fbNs/Tn/tWNplz//80ukv34t/lLH5t/lhXxZ+iwZlsUdMJyzqlrv1GUH6eG39YrmOucZV4Wjjc3nJaZeZ5VimIrVSqmumsk+jTuSDkz7EasQanj3nfpkyWEyJpWnHPknL/mC1Zbw3lNcxK0OxC8V5CjVuY10ZoQYsQHz5pXSinEGBSUWldcVPpnyyojcT4orVNQY9QOMm2dkFoKaU1M46ieQgjeajqXMyqhEKeL/GZevJ9GHh5P5JQZx4FeS3TAQ++jTZ2+bG/EPme6zE4/r5o264br1esBQcirzqslQXTa0XHO4WNfGLrsqjU64GOuEixNRlGgJ1hLza33pPrNTYufjQEkvcynd8o2Tft1cRN9/u38mdLZPhuQ1CVfmvLV2UHmGTDTabPStscpqOSdozirLIk+HrVYbV+7Tn/1Z5Wu5A5i8s0is9/S2Ky1UbJu1FJKKoE2hnmeGYYR6GyUqL4p67qyLCsvX7xWllBzaM6bAkZtTYhpIJqao0WNgrkpZ+2cO5jCyBAnUk/Zowr7/cTpcgIrpLSo/1CtfPrRZ1RjkaIJVd45ggmsJZFLJk4TZSk0IwzTRJ11w+Gsw1RoC5oVYKCZwrRTZlBatRi2zlBaZbwZGFBjU7MaTQ5rFSm6GZVmaF7IzWCyEL3gfSWXheCiFl9OMLJSy5kxJFK5Z+/vsAjNbO2NxGiVV5ulYU1QQMiIjidj8Ai5eqwFSUabS9bgm+X0oWj3Mls+nBOffXTL//k//s/49OWnfHi38OmrG/79/9f/j+99+ilSDGsueAuteD59/Sk//eOf8d3PPmNZ1B/PNmEtDY+jXBL7UWU1UhquGfKSaWtGSrkWqRsbgirdD0aNeaN1rOdZE6OMZfCBdVkJ3istfl6u6XquA01qOKnf9bWxggLn3nWZlzSVfPXmigFcByadV5mB0Mejc/igsqLWau94/3rvgn+C49/mL3lsWmPZDztSFqQtpLRSUqUMkVQaYhzTtGMtmSoJUANaI2oIut/tCBbW8z3LfKaV1BMnuYL2eq4NpRl8nJj2B9z9O8pjY1kXci3UovKoKgKlIaVqumLTCXxZZn75xVdMHu5ub7HO8vHr15zn3BsBGnt++/Ilow8IDmc8poMowUVaFowNQGMcIzmvBD8SB69SSOMIYWAIA+Oo0fFjGGhGiN5f1xLjHCIKPuh8o+lfzikY6Xp33xpDdNpoyL1hPIZRwQk8uVVc8L1xoilj1hhG7ym1IC1jO1MnpYJpVhltRQ3LpTUup4vGtbugHh1GmXpxiixzopbG/rin5ErJFe8iEgwlN3bTgaUJ83JmHEbev//AfrfDYJjGkWXNTNPAPK9YYzmdHoHKy7tbDPB4uuCc58WLF9x/EIxTU3VrPS9evOb93Yn7bwzkugABAABJREFU+0eV5bbKkhMpVWrpzS/v+Oj1a+6OL5jiqHVKbUiBlAoPD2cMQoye43GvLAjrca7SpLCumRg9o1fJprMG7x3WGFIqndWQMTTGcfdbt25uDB3TN8zbnPW8zn3unWOue4ntPk/NY+ipXz0N7Gub9Gd7kOs52gAA+TpIhLVP94Xra2w+Pf086H17B0zrog1U2qpDro3DDRRq7doVU3YRXN+7mp0ri6mZ1tO26OyVzb1YZV8iPXXRajiHUcISINRlZV6TAj1WWa8+evbTQO3Nd9Obs9XAx7d3PMwrTQyPb89MYyCdZk6PJ2X05xW676VIwxdlSQbvWYoCPur5qQyqknUPMIwDD7/4ivvHmZQXzg/3jLdgXCClBT9OBB/Ia2E+ndW/zDhchFwETMFVS/RRfXgAkq79DYMPKhmbl1XXvq063QC+piBca5ufU8PU/m+kj6VwvU5sXzvbVmuL2maoREyeiu0qV6uCK6tsuz6vQOPTddy2dO7268fmXwj+iMj/oyOsf+YwOkL+NeC/9xc9z286rFXOirOKgr66e8GyLNR+Apyz+BD4vb/6uxhjmNeFS1r5+U9/xv7uhmbhfDkz33/ATp5XL19yPp1YakIGPTHTNJKXlfNyxkwRN6oM67g78ljPjLuJ4A25VR4fTow7Q6qVnzx8wWfjkd3tZ7z0B2rThf1SH/lg7/k//nv/B+5+71MeSyM7i8sJpDIOakZbc8VGz3C8oUih1swAnFtC8szNOCCtMueZKWj6QSIRiNiuH93ZAY+n0ogGhJnChVIzj6cLH03dX8fq11nairEnRN5Bu8fZO2UA4fno5Q9Y3/0xa33L+zc/xUfPcdrT1kJAk2FqPnVGkIVVJXGCoZC6dEO7lxZByoVy+Yc8Xv4EaY0YRwyeWguWyt4VbCvEaSTVijQhlYb1M+9P/wnT+JJgGsICYkhpjw8NEU9bV4K/A27IFJJ8xZ+++Y+4/eQVRr7Pn/7sjzilD9gIwTpqUWS41Od9/GdMnutg4lqA6kXOdeJ8+vm/4IL2Z/CdbcLV1zVWvn77N3B8G2Nz88j5Dffg+QdvTZkHRoRxDDTUx0dsZoqaBhKGyH6/V1bfMitDJyjNM1fdJGDUH+J0OjMd9zjnqN182TmHG7SNVazrXTQtNPU9K8BhUGnZJjWzzxb8kpXh47xXcCSXq7mtMYacMyFEwjCwrivGelzvzFmzyZl0Ug/DQKuVnBNWDEMI1A4iab9SAY0xRNaUNBgvdw0zliFaFu+pKdO8VV1zR/6rGKXJOu1a9nUArFK3S+kSpt7VMw2G4LruGEoGa4VaNF0iRjXtE9Nt5Lr3xga+6Mau0ooCZFt8u4ioBlxEkwgbel036QCQLmZNlJZPFUy92gerrrmPuc0kz3aw6LlNltOn6cwhFCDvAAf9Sms9kaWUcmWEWgy5dmPObSH9Ddc0qLfTloDFP8mY/w3HtzE2N0Jj6f4RGENKCylndvubXgCaa2ypiHA6n3j56lX3m3DXQsGKJXivBp/dYy/GqAWLszgXWdfUo+EtIW5dM5Vr+KhyHmsM67pgrZCXld/5/g9JpeFCIBfBNMf+cOA0n9Rjy1skK0ApDexgWS8ZH9WMHLQwdQKlqUbR+G7m3GlrNmqH3xeQBWoWatL8AYtDilAK1CQqt3AwDJ54Y3FEjHl9LYajWbGsGD/iuGP0d5qehm5SrYGUHhjCQGsRYwNrrlRnuJwXphiJ0dMazI+JYRowzVJyQ4wlZ0NLmqwVfMBJ5PQevvvZD/jlzz9wPN7y1S9XvvfZD/mjP/wF3/38Uy7JkC4VV2H0A6Pf8/7Le3bjRF5XTBWonbVQDF/+/C37ad9N1tX4NlUhr5pEZJrgxGgoRJe9tFLIReUt3nvmy4UYAq02xhBV/tKkJxaq8a5iXQp4B6dhEt4HLEJeV2U4OkephctlVsmK1Whv3/1PMLqx1I6p1/nCWkopyt7s7O+vJdr8Ux7fxtg0GHbxwOwL3p7x1lKtzo+pVFIqGhm+O1DbjLXrtenZSmNdFvwYaaWSUyKtK7SCs+ZaylhjCX7k5sVHhN2Rx2XlPK9c1oW1aFJbLTqHO1FpLLlSUqE1w+H1x7y+e8ntzQ0vXrzk/uErPv3kUz48fGCohjWtjGNkHKZn6UIK+jjjGYY9IpaS1SzZWMFacE7rQO+cMoaasN8dtfFjNF3yMAUeTouagkMHrR1DDISwjX31QxmmERcgBKPXqLFED9EPXM4rIWooRBOVhNY8q8y8wtIywSlrzbURHxRkrKlwycqSaUWbF7VW9e4rVZs0og3Q/bjXuc8Hgo/c3gxcLlkDB6pwPB55lHN/P2ceH05YBGvUp1R9/wyXy4wPlWVJ7KcjBsO6rozjyN3dkdPDPafHEyVlpBVEKvvjgZxm1rVwCRnnB+5efszD6UIphVNZkZywoub4tb0j18bbr97x0auPeP36Nftx0looN/IqlKSBFGktrKEwTRP4RnKFITpyEWorlGoYotpxWGMIXn2V4mCpVB5OD+Sav9G0r2+lpkWvN2e9BiUYnXtyyWw2Ddpw6+ETW0P32cZb36vSo5sopVJZPXJlbWzy1k1ivDWmNta4buafNbda6yyw7Xw+/XwF2Fu9gjrb+r+9t2vjWXgGWF17fPrzlgi9AfS1gkcZl9ZirGOj98j2HqqFVtWqwXaZsFFLBysK3G8+cLVmnOm1eIX1NLPmTHBO06yWTIuBmgx5SRqwEif2dodNhoHIck5Y6wlhxFtD8NownIaBdV6ouRBj7CFpDUxhPwzs9nsul5lDiIy3jpQGZjfgMbRLxeMpp0RhxVnLq7uXxGFgvsxqHVEbv/jFLygZ5tOZceoKgSqM0WuQhAkMMVDmFRcEa3R/ZETw1uKa4AwY01NrjcVHbf6WUmg1U0vtvzMY57TnemX0l68Bkmwsr+27frYONpFrM6B14NeYDQBSxtdvOv5pPX/+W8AvReQPn932V4wx/x/gAfificjf+fMeaIz5N4B/A+C4e808z1fJ1/2HDxxvbjgej8QYmaaJu9tb3rx9yzz3aEFryAj53XuGmwPBBXwckcGR58SwCxxvbyheyBRWUc8gHyJLLdQ18eH8SHUVu9cvoDqhoibQF2k4D/v9Hf/gZ3/Mp4fPWH3hpQuMwJyFagL/yr/4r/IP8o/U28dYTsuZcQjkJlg/YIIDE8mSSbmwjztSzYze4n2kGYt3jRB2fUxaMqL6ZjGYFtiHTwjc4swOdS3RIuI//+V/zs3dgXmtUAtjnBAXtNNjCl+8+wlpGfjBp//VLutSn6MXxzu+vHeEfbxGGzoX8N2M0bpBiy4bqEaw3jAMgcu6YHC0UihUxtilMnnF2azxiT3xy1vdkNmOnNdO3bZmwMfObJATX/zyH/DicEccJiAwTR9jOOilGbRT2ID35Q3/75/9Hc7xkR998QX385/wkBtELWqKKmqozVLEUcVqjK1ox1flVxtKa68sBABBTWtBZTMG6V4kep+nzenWBbhC3v3x9Mmfp9n4GTrff633/WY7mL/p+EbG5i7eXdk00hecpw+z7Zm+3lmw1imAgZ5ipfMbSq3sQuDxdOLmxR1fvfmKUiuHmyO5aoLWMAb8ELEhclnP3O1GjscjYRgxrVBLw7msi2Y3gI0xcn9/IYTuzYOjtqqMmH4fNVXUTbKIYLzDWkdKicGoz8BumDDeEoLHuUBplbwkjFXfHu9V92tEaDX3c6HeQJfzhWGIOn6sZYwjwxBZllXlC63hrWPuvkA5Z/yWZjg4jvsdj6cLp/tH9scDpieA1dJoVbom22jMPYLzmwGhfh9GDDkJOavJ88OHgo96UQoa846FGD2lQqpVx4HTpCjtNnTjwmZoReVewhPLSaCzgtoTUHPtP8kztpC5Fjqb7Mv0MafSMjBVrvKuq8nzlfFjrrRob9XMuabcvZT0bt460jKrd1JOV8qrM1spJU+Q5Mbq02v7qVg1dIPFvxRW3m86vpGxeXf8lHm5kHNSTLsJu3FimibtYilvH2tV6hUHePHiJdJ0w+28xxhHbcqMrbUSgldvFuu6X5BehyUtXUppGOKkHTPrqJe5mzAL58sDQiM6x+P7C8fjkXVR0/SSEoJhN04EYzjfP7C7OZJaZTnN2BAZxx3ptFzBHaxhXYqCU94Qd55hiphstOjKhiqZII44eciwrMKaqvpmRSGOKkvKS8FmwzgFEKPJVysKQjbhcgEXCuMkIIkmg85bTJQC1htKEZoXoj+AsYhoVHReKnOtTONEyY31nLDGabJfgrIKRhzLrEEPMXhK1bHdbXr46PYVP/nxL7El4lxgtB4bDF/99A376QgZaI7Tw8o+7lkuMx/efGAXJ2wVgg2ky4LD49BC+/Zmz8P7U5+/AbEsl5m8rOzigBPYDSNrWUgATch5RUSlo8tl0SK+aZf19nDH5XJSr4PawRmMSgKbdhpDjEipEIDW+iZL55d5FkLoLGTn9TsWQ03q0+cA52OXkOmms221wzfLLvhNxzcyNj9/8T2GEDjsdhznhXnO1LLo/NeENRWGIRDiRBxaZ5Y0StFOcZVEtY2SV03Yo13XH91y6lor1mBChBBZlkfWVpTxkzWlqna2jxq1WgyVuq6A42YI/PD7n/P973xMrSvBR7yJTPHA5fSO/e4A1pDyytD2lNzwUdcc5/U6dU43RcY4akk9jRO8j3hnCWFUQDlosqIghOAYR0MpQdmGTb1RmggheIZoKE0IHpxxxLiZ4jb1vLDq7bUuK7SNLQUxWtY5MQ2jplx5xzIvylYDcso6ZltlGibWdSEaD6LhCCDQtCngrSGnWYECKtEPDMOkIEHqX7gYhuh4fNQ13hnLNI7UYkjpQs1CTqt2+2+POKcyknEcMQa8dwyDJoGeTifGcccyryqpRFOHMJZUKmvKnC8Xxqj+bdO0YxgnjYtvRVnWKBP0dL6QU+ZyObMsZ17e3XHYHTDNUVah1kLOS2dBj8QI3ltq9Tg/qvdWTYDjCffQxlMcNP1vmga++53Putn2t+b5842MzY/vPlUQxSo7VJsbmqbWxF4Zy2wAitF9zFb7SkdTxOiaa3pqnbI5lBnDM4bextC47ik2FnL3gpGmkleMQV1g9IV0PyjXTf61rrG2h8/0Tf7m1fOc/XP93dPU2csBvef1eZ88ha77l63M7z6e1uj7Edm2NaYnF4uySDGAmpePw0jtDeDaG4SjC7oPNGgohVjm84wU9Z+jCGlOTHFkPa+US0aMJmFbIzgHznjoPlU+eMqsPl+Nyvn0iHWGx/hAKYXDzYFxN3E6zSyPM0OI+GFLC++NMivcv32vbHXbTTSNU0m08dgm1DUjRT0S5/WB5WR4ePsGZyrObim/+hmlNrzRYInoLJbWQ/d0byrdg9KgPoq2h+ho8m671sv0GlbL4h6qwhO7Rw37dP/Zmr0ChxvBwcBVOvYX9TL/acGffx34d579+wvg+yLy1hjzt4H/vTHmb4rIw68+UET+LeDfAvj01V8VI/olvHj9GkANIFMixshymfnR23cMw4Dvnf61FPb7PXE/canqVyC1UVPDR898WSkIdgosLdEcZGk4PGKUlm6C6qDHuCOJwirNCs17wuhZ26rJRW0gSeTH9w987D0/3O+RcGCujv/wZ3+P42e3SEmkuRCGWyqFgkAqTHEgCUQiPk7MLTG6gbkVvFjEGoqAo+INGFPxjDi2lK+RyX4fb15j2AGNSmGmsPhKaJEqE8IO7AFaAjMAA6csfHz3HYzbo9WYIdWz+oH4A7MkrA/UXJBWid293vtIq5m2FGiNFXjMM96pySA2kJuhVo1xNqKbORFLaRD9lujRux62UU2lFMjVM4slNYuTHS/232W/+y7efQQcERkRE9FSEAqZe77iJ8sf84vynoe84vavlCUiC3NrpGZIzVEbrDhW6e+vWWp99qdZjTHsMhPb04hMB4Jso5tvcUVbjWyGtjxRPdszVPbXjQwxzwbfU1T69rm+heMbGZuv9t+VLZJVttkf6DvqX9k4d2s8a5Vp4yytz6u1FUpuhHXAeENphVQyYRwRDLlUxt0Nxlv84BVE3Y/cvrghBE8pjcuygjPEOFFNBtsYpollmck5cThMrCljbWchWIv3SoNuPflEu4n2CqBP40iMUdkFzhFCpNRCKkmxiNqwruGiuXbCa8tIbYw9SaumTCsJP41kgcNuTwhBOylYchKsU1r81kUzTbsuAtQSCN4yxsBpTaQ54aN2YzZ/Ao2+bUSrRUotjVyyGjw7p9es7Z+tqJVts934uqmkJkQ1Tm1N1NCyqkRGw07MtdaR1r2JOivoarRczVXCRWtPYx/T0722xoRcZXAKCOlYs0bjUeUK/KiRn44722Pgu9a8bjp1ZfLUrBtAEfUvCNYxd/POtCZcXxxL0dQijFVqurlCU0D3SQJNEepsGdMLO+e+tfyDb2RsfveTvy4YUWljyr2gM93Lzat/jrXMl4UQBw6HAxinne8+j1nTQT0xatxsnILlvRsafFDzxlaoJXM83jFNe2oRcipajFnLmhdMq1hrWM8z+2GHswPeT5TScM4QvcdZ4Xz/nmiVddLWTPSBcdxRWyM4lWuOzhOcJc065dgGPhpcAUoj9aQ7bGM6KrsnVTVfPZ8z1msRNljtwtVc2I+RVgArmGKgQF5hvjTiqGtbINAYeXxMTDuNZK5AWhulGkI0XFrAB3ftsJpiccWRshbJMURyrtRcyNXSkiEEg6n6mpelYrHkVJXtXIQsjv2wZ35I3N3sEDF4Z/nq4T0fHW7V9Lg5mvXkpWIj5NNMmRODD1po1oYxTWVc84JMe477HXnWOOm1Ljg/kE0lZwVLl7oyDQM1F9Yl66amm4dK085kLQI0aqhMcWJti5b7HZSR1rRjjMpevHX44Kgl40zV4tQaRCqlJB2TZuxdZpUxiECplUruXm263kpnkX6TzJ+/4PhGxubf+v5/TUAYhoH9NBHsA66vcykXUg7kCk4M0Q+MYWBwmTlVnIUQLIaG9Ljx1n0iNnmq8x7rPNNhj4mBN/f31PWRx8sjKc20nHrCpDZBxFoqhRAMk9Oa8/Vxz+987zNCMLx/96AJX2FHXirf+873efP+LQ+nDwzjEcTQml6zwzQqg8s4To8Xbl7c6AnoG8kYB8YYVbLXYBhGhMYwaEPFefVB9N72Na5p0qUYvFVfGQGG2J3caYTgWFLFGYMPhvO5EHxglsTxOGlzqbS+wdYku9rnpoZcGR61NIZh5HJZiFGBYGMszkEtPY2nMzzUH2fmeDgwjTttFi2Z3U6N7Z0T1vWp6bHWmdidlI/HI+tsiM5QayanhD3omh7DQM5VAa1uCuuD53K5XI28vRs4Hg60VlnmmfuHBw77Gw43R2IsvJhfcblcOJ0ulHLpLEht0M3LwrLMLPOjAoLLx3zy0afshj3q36Nx0N4Ggnc6h3vD4RhJCYYs1KIbTOc68KAUGDDKBJWmYJePgV9fBH/jxzcyNn//u39DxhiuXF9pjdI02ttswA9c6/dremhn5UiP7t4YGlcijpqz6Gm6doPNtUG69U2F9vRYUaDGdCm7Nts2oMl04On6GXrp9awRuz1qW8f5VeuJp5+VPaL33Vp2oM2/Tc+/SeVN9yK6Ns664gM2iXwHI2hI98sypjHncwentMFv1INEI96DenmJKBPRSyNX4fT+xGHccbq/5/x4AuFqJH41T7Za89baWJe1KwC8Mn+qgsQUGG2EVfhwvlfbBlGWn3htbIBQWyXGqA2uVimdNYPARy9f8vbNvZ7fXK9emhglBOge2HV2fLv6Pzlj+59+n2ZwRrCiY6202j1DFeWx/foxxvTUxu4NZejm6v26M3pdmf6ffh/63ZvutWr7taB7d72uW/ci+k3HP3G1a4zxwP8Q+NvbbSKyAmv/+T8yxvwR8HvAf/ibnstay8cff8SyLCrRMIZatUOyLGqEFlygVY15L6UwxIEYIrU2pmGglZW1qMFdaivTYaICeU2IFUrJ1KaIrNhuuITgjacsGXECWJoUQhxZTheND7eNZBr/35//p/zw5Sfs7AXLwoU9H0xmOLwkJTBElYZYT/AWYyrGVDW9Siv7GJkf7/HecBwj3nhGLAuFVQqDHTRFrM4E6/HGYpswmsDCyB0HLGOHfhz3wGWYGIYjS90xsQczgtmT5UDmQh0OfJVP7AUcAzBxzgMXG0nxJQ/zvUawEjFGqE43t1IqwU0QCq0UBm+pZUVyVWNMF9QU2yrToZXcncwNthlsKWyRwEhFnEGcIxWhFIvIkVcv/xqj+V3209/Cmu9wWRLjMAEHBI3VzXXhQ3nPL+QXuP2Rj1/9db748R8yhDtmyTzUzLlYlmZoRmM5l6bAUq6GXAy59NjqqklEVNONarUQl4q6tG+eJ914lr7RNc08M67tk7J0hP8KAJnt+n82Pnq3BJ4WEYN24P6Sj29ybOriZTXCsiPWWpSbr3WFNoO6qw+96WaGHawFaBaWdWE87MklP0muatWuow+IoctW9uxvb9S8uVVOlwsN2E07ClkZBt24+f7+g9KjixpHp5SgS7S2QkX6olwbhODBagfNdv+hcZqIQ9CEMlG5SKkZNSsdGGKk5qKLsbXaxSsFaxznx0eGOOqkWyrB+X4tod4aUpiGkbRqqqHpG6xWK9Y7Tebxlv0UyevKuiZsCL2QtVdNuQtWafyOztYQBdu0LsHa7gFTRAtrY2hOroXhBsB4Z66FxAZoKhhj9BqvTUEcoRtZKz3BNtt17ejK3kEcuqeHoZvMdb2zEelmznoVmf469HhUrWT6WOodpM3G1BjbJWXKQNrGWOteZGp815TeX5KCQwal7actPdFer+Hr0cei976zrwLPo1X/so9vdGyKYI12iTtRBhEhhEAujeADl3kBo7HZqZ8ja3UzXltFHF0i+QSC+Z6OF2K8xhGfLwvOWm3KrEVZlrUReoJWzVnT4ERlgNNuTxXtqOZ1Zn88UFsFC/cf3nO4uSXlhLeWYRy771QvWKxgmqesAkm9coYx4sWynpMWfiFgEIZgidZxmTO4QF6EPDdCNAQso4d5ESgGSYaUGn5QKeZaGyk1pBlNzTo6pFpqi+QlIUULRR8Ny9rAGsoquKBeSTlD8IZoPXOuhGhJS+UyK9vKO0dpQks6nqKz2GbxplHWRsu1S1BVHjD4wPxwoSxFPTiMeivdv73nk4+0KbaUhqmQlsRhOvDuy68IuwNrKww+4rzFG4t3gfm8cpwixlvaMLG6GZrWUnVZccYwLxfCoZu5eo+1arSvqYa++2vpfJVSuhrVhqC+LOt8YRtm6unTO8oo47OhGwpr1MdHpbhCaQVvjJp6O4c3FjHa0a61IZK7lPcZ8/Yv+fgmx6ZIUxNk79jtJqZx5PGUmOcV5yzj1EMAWiCEyN3dCxIWgqOVxGGKtHThzXwm51UB661m9Q4XIsO043BzQxXhw+mB+f4tj+/fY+qKrWoC36poA9OrlDPEPbsRajN8+vIFaZ4xzbMfB47f/Q5rLvznf/THvH/4QAwKcuay8uHDPS9eTjin33MuhXLRuPaUcvdosuRcFfirur6H4HDBIMbig8Ebjwu6pgxDN3IXi6tQirJ9vFOmXS7q67dtQoNXZ5NSK2sSSs3sD7u+Pkr3qlEfqVZFww68p9ZGJiszLQSCD7SgwFj0pid56jpUa499LxkwTOMO70L3S0vkXHDOMk0Raxs5qUxDmzqOGALVWYboKevC7uaWnGZicNRSsM5yySrZUlAMrYWc43y+qN/gfk8rpc/Vlmnasy5wuVx49RKGOPDJJ58hBS6npYN8BW8tcQjklMlpZZ1Xzud7To+PnE9nvvv59/nso08pvkLTxlSphcsyYwxMO42UH0ev0fO14UzDuk0ur+C+dZ2f0p5qv7/s45utaVHWBVxNd+Var1/1AU9sYX0DV+qM66CO7Wx4aWBEfdTEtK/5udS6gSm9TjIGeaZKf74/UJk/V9bRVWTwvI/Ms8deqTymgwFPQNMVfNokQEaZSNfn2p776fx+7bOa7d1tMrH+vAr0K+PFbqBQZ/VsgNImUXvuTQaQ15Uigh8mTSWcEzYOfPTqFWOcaLmxnM/KwuryM2OdMh69yvKsU78hDXexCvgaRZqsMz10JGBFww6cVRP9tCxXc3KpjSKFgoZH0QG4GLSJZATmZVYZWy5XUG3wOjlZtIlprOBQlvT2naWUME0j5Ld6TGrttbwyfZvUHjX/9YVNmyT9K+3X5GbZI03l+XRg0XaAeiujNzuL3JMCFUj6zePyn6bV+d8H/qGI/PT65o35CHgnItUY8zvAPwf88V/0RFvHdhzH60S6sX5qrcyXGWmNWisxRF6+fKV7b2chOh77F5UuK+e8MB53TMc9l/kCg8d4wVmv5nIYjYn3hkwmrxmLVyqrM7gwQIXoR2wwFMnIYPno9ad8vov48p4P+ZHiI3/v7/997Ks9l7RinSNaw4f3j9RaeP36FucdUPFhIEnDDHeE6MkdoTfWkCVjpJAa0BLGjURUTx8MVGu4EFnFMNEwrCTOvCPzaHe01fD54cAgEYylMZFkz8qROt7x87df8vFRiHbAcMclTzz6PbL7nF++mbl7dddNFQtvzzMxxG7kmJninmYKb89nhniD96jLf6m0Fmh2R0ozhkBNiWGI3UyyYqQSnCKatQq1WFqLvL75IXk+cLv7bxL4a8BnVBmJ4QzogBbjsKJ0YhtueCyeP/yTLzhOH/Gv/v6/xo+Wn/Pv/aO/R9kfmdvK0tT7pFSLEEjFUIqCP7U4alV0W6pRY8Hau7Ad+KEZTAWrUW5XwIeeSmTFPgFAHa23up/uhamO0K8NtT5odZv7NNN/S02Sb2xsbuZ4VpRmjqjpnIvuKqFSNNt2Ez0FfmyPdNTi3tOsFvq4cJXeDMOAjUG9ncYdqSTcELHGcjzc4uPIumSyZBoWFyJitPgLw0CMATHK2InDxIf7pRehAKZLVzSdqLZCCMO107jFteeU2e/2jNNELqvqmUWU+dMaPgSlsuaipm8CLlqCUw+QWgtWRA3gi/pp1FTxQwDhqsVtRRg6y27TiGtyWEW8B/EEZzjsRubLTFlX/byihXIIQVNHQqDmqiaQxnaUv3cTlEVMqaJjtcvetmxOQT2ABAVENTlMwRk6qPMU3861s2SlA3qdCWQFve9VAiYd8DFPQBJcQSBLf66mr2GvYFMfN9tmEb1NWsV05pFsC1qreGu104Nqo0Xq1US29OuyPSu2tsbH10BK6Iwwrx4MG2X9WwJ/+AbHptKGE1JUNmKu8krtRC1rwmAYxpF1TWB1M61JPV3y1oHZbV7ajD2ttdSqIMC6rtQq7PY77crV0h+h30VKq/q+hEBaVoZhxBjbEy0K+/2k14A1vP/wgXGIahjcOekWTcNxHcgz3pDmxDh6pBTCMGAalLWwpoVhGhm8QYxjGBySQYrO4XkWlUgZgylAhraCE8961vdQltprZoM02xsg0JKhWMOyetoCK4IPyujZPIlKLURnGBxc7iE1sA5KynjjoDry3IdEy4xR5WgpVYztIJt0dmxQk3LnhGVesSgQPJ9m9rsduWb208CXv3jPR3evKQmolpISaVmIOO72R3758y/47iefsVwWxsEQrFdWlzUsl0x0HiuwGyYyCRMblyXTLSvU0DkEzucLrem8LE5Y16TgqEARTW0M3l037LvpgDOWlBJpXrUYdtoVNZ0usHlwmV7Ibz5TOoUoYyJYMF6ZQ61fX6U2AuBwV7DyWzi+sbHZmoI/3k2M48hut2ccE4+PF2ptKOlQveicsdze3WLGkcMyk9OMN5W3v3xknc9aT1mD9f4KqoVh5MWr14y3d5xLppTM+XziMl+ItqIQiG4O1W9EQ0r2hyM+HDB4Xt/dUpaZYAamaeDmZuBHP/4ZQ4x8/PFHpJZZf/Zzvnz7geAj58vMMYyA6XX5ykcff9Q3ecoi3BQU1iqbJAyGOEIphhBQ+bIDimEY1KwagZR0o2hVR4E1ygwKEdZVCAEWVRuzLonaYByHK4NNjGEaIwhcLoXSgw1EhN0uUkq92hogcNhHHh8Xclbj4obgrLYfcla/pGkasFhevT7w7t1MiNqYVmk1IBZrKzlXNdQ3GvDQWqF2GdiyLBz2EzmtlFJxPNUepRTiOKhsVwTvA/O8MNzd9uQfjaV+Lll2zhHjRPAj5XXhzVdvWJeVdb3gbGcJWKHUxLLOUCuXeVbg1jle3N1pA23VMbrmlcty6SwsYRxHvLPEYGlOoBVt3PTLyXSJvIjtgMczJOMv9/gGa1quNajrZIMm7Sn6vbea1LKCrzEpjNjO3NGGnHS5qzbgeh3UG6Ctr4lqqqwAurPqzeQ34+YmKpvstc7GBtqay+155/jpcwP05pZ5ajI/A4m2+3zdGPj62yfGkrFc2c9mCxB/Bnj1+n+rE8Rujd4n0E/n8UqtjWYM1IrpJv76ctoIEdFkvpwzwXmir6RSOOz36rMbR777+Xc4XxZqreScoWni3laOXtPPjBrj+16n5JavaXvee1oueKNJmFKqsvCbnk2rGndcCJQ1X9NHEcPN8Y6f/uTnei77+fReZ1PvPN5ZHFa9naQ+kQL0XWljt9L9mTrDq8r167P9uuuwHdCTiJsGRAFXfx/TvwLpKKDWePZJecIT6CYd7PnaOfoLxuU/TtT7vwP8d4HXxpifAv9zEflfA/9jvk7BA/hvA/8LY8zmnPVvisi7v+g1dILeAbqROZ8v2m0PkbXpFzrPM4fdDmcd62VFHNjgWJbCcNyrGZk1TOyoRlhOZ4bBa8EbHdk01pxpVQtcmsbThjEqLdSAdwNLXjmdL4zHUSUf3rMsiccbIe/uWOwA1vIHf/JzFhnxa2N/e0MRXTyOhx0mWtaWOIaok6MVlnVhmgYwpqerGC6y4ppnclG7txaKLBQxONMoFNaaOYXIYyvk/AbiW/7jn/9dfrImxlef4MPIl6efMZiFF4ffxzCwFk91dxT7mmWfeFstB7tjudxznivc3CLsOJl3PNyjxrZxYsbz6uYF7z58wDAQkjq8Oz+wOkcrStGPg+VyemDNnoaj5kQIex6z0vaNqdwe9ny4PLAsZ+K4Yy2WQT4mmH+RTz7+fSyvoJtQG0asTYisLPlnjMMnZNlzMTt+9PhIiX+V3//BX0eojHbHSz/wr/xXPuf/9Af/d8wQSfMZEUsulVyF1CVppejftVqkeJUzVItpVs1kq+1mmXSg5wn4sc+ZQJuDf/uVmGqhMy/6JtbqsvE1U7hOyfvLOL6NsYkxTPv9tZBKKZFTooqotKsXJM5ukdJKx7TeI87QjPoSiLG6uUMYxpEQI6lVfFC2zZpnjA1a0EljmPaUpkbuflT5F9ZwSjPWa5R5HAbWNPPixSs+fHhDDIGUV6wNWKPpX8b0DVsclOkRx55SpV2Z3W7i7u6Ox/OZh/sTVdoVHGhWU1csBqynpIXdYa/AR8msa6aUxu547JscTSehavR5LSqnVFNJ7aTTtmhI3Txb65Eq1CzsR8MYAudTYEn5agjnuiF1HDw5ZVxUannLhfJsYc7yxN7YmpnB9vhs56lZ/UUwGvst3S9BOphDTwHS4kOuoI7SVQHpBtDN9L9182YFbDXP0i643s/2LtTG+rkCp1VZQfqY1k3A+utWYUu9sRhqSWxdqO16y0lvs86y5EQtGd8L5iLdePoZ86c3wfol3Y1Lc8H1hf2b7l5+O2Nz+2T6txavnpazmp3OK+O0gx7VW4VrvPBWLDzfWOh1H66gbgiBlBeWZWEYBoLTpLsxBi7L0plTlmW+4L3n8fGR/X7fiw+Vn7VSGQ875vWCcYb5cmGcpq2qYU0ZH9QXw7ZKEEvNFe8skhrpsjANkTJfKFIZdyODCwoYWCA15kV5602EfC7KPkJIZ0gBbFMD9FyUPSfW4TysudLEKoPJOdK5QnGsi4OkMcjrqvN6nGBZExiI+8Dpg5DOgg+WZS7KrhCNcG9JXyu4wNLTSva7wOWskp9pHGjNEHpJaxHGMFBTpa4FNwh5XrXDbgK2WfIlQfWUtVLmFZOFVFYGGwh4Pry95zDtyW1ltzvy/t09N58cmc8z1mrjI4YRVw0nWa5jPK0Zj2MMjsF7lmWlrImbm7sOYCToG3QFBLvnYGus68owDGrG39dPnRYMdC+t4CNxcNRaqFWbcE8eId3b6Rlr1Fow1fZmX+4Ar/1Gx+e3MTabNFJOmBDxMXI47Jkelw6eagJfE0PDgjRCHDg6xxA91h04P77nq5ooNYGRnpLpMF5r2rg78OLVJzBMvP3qXufm7vJfq645WKO+Gn198M4QHOyi5+b2FWNwBAvegDeG928e2I0jf/Nv/E3e3b/jj3/yIy7nc/f+2iQICloUEZyLurlF6x1nDGGwWAslq7Qr58IwekpdicPQQ0yEYdAQA6d9IzI65g2i0nxRn7taDHFwpNQwRhsDh2PkdEoIwjjqJrNVuFwyYInBM8+pA90qSXHGMo7qPWaaUFaI3nd7FkdaF5z1WCsY6zQ8wHrGYeRyAe8HLudZ6wKUfZszwIA1DcSypqRdfqNwkjGWlAqndgEKQwwcdztKbYx+5HQ6K8Dq/BWcAcOyLIwxXDd4u92eVlNnO+hnyrmwmw588vFnpHnl/GgRKaxpRqQpA8XCsqyQRJlYP3NM08jf/P2/iYvqMZVSppTKwMC8JG2YOW0+W6uba2cNzj41MQ0qy8Sot8s3eXw7Y1NU8k1nNfep5WquvIHWfc5xxoBRo3ARTX01RpmxQwjsph1DjFr7l0KthWVeuJxPrOty3Q8oeLQBLQrUyUbd6ID41YsHnsQF+uae5sBO5WnX76MfX9tn6PfSrp9Pwadtnbd24/ZIx3js9Zme1wXbe5LWdJ6uCrSKVYjr+fyN7abPoqx22F6vv2VpgLsy441Ay4Xz4z3eWebzmXlZOqtYpVk5Z2oPnGkIpqsFVPKt92sd6DVWWTklZ8YQeVger0yldZ6JwV/PSegBKyVnZTK2FSnwozd/pExzZ2lZEFNoWQ3Si0BdFezcAD3bWdLWgEWtU5qAuO7dtO0FO4PedMbOU4bb9SyzmYJvdWrrQKB+F/r7Wp7G2+b4szU0fxXs2eb9X3f846R9/eu/5vb/6Z9z278L/Lt/0XP+mcMYTqcT3nuGYeT25kZ9HmplHEcANbFcV0rOKjk6TBjnmWJgXRMla6fB+oFqhegtJho1DTYq0zDWIt72UaUn1IljrYV1XljXxHCYuJ1uuhYwQ4NdPPKjP/4pP3j1KYUdSxXeF8/hxSdUdyavmWn/Aisas16cUsNLrgRn8MZiwgQCKkzTicASaa6SW+0Gcwve7qgtMwSPNRlvPF8K3NnIbrzl/ePPiWbH3/7+3+LLZPjl/Qemjz9mwiFmJonjbCYuAu9KJE+R/8sf/h3+J3/jd7jdfYdp9y/xo8d/SI2J4bjy1eNX5LRiFiEMNzy+TQzhSMmJMUZqyUy941TaykiknFewLyAVnJ+woSG1ELyhpAVn4M2HxDjsaXHksTSkRbCfEoa/huV3kbrDeK9eOmSM3bGcF10AZQJzQAz8wY9+xL0s/O7v/XMscuGjYaAtIy/Hj/n41V/lF+kduV64//BIbQ3BU4pqlmu1SPUq7ypGqa7FoKPYXpk/G+vHFAV3bNM/RqT/XrpB7cb6katR7eZFoOh/T1DaOiXXVeVro+S/8PD4dce3MTadcxxvb6ilKhtvGJSF0iqbDtU4izdeWT5GmQXG6b+VYKWTnQmeoSeAxGmCkrHe4YLXGEbvEdH40Mt5pjlNFRrGEes1arqUjLMejCOn3qfoE2QpDe/idSHbqMrTNFFK7lIfXVSC98QhMI0T5/NFuwuiseyCLhDTOGFRk9RaG8ebA4/3D9wcbknrSlqTRrzmgoRKE1jnBW40WSfnrMwGrwVoy0X/3kAIMUQXusdON+UUw93NDe/eP7LMC9O0005iawpgp8TAiPPdrLmoGa7p6TsYNUMWAam9oGmGZiB1o0rpQApi1OS59GsbnasazzoWXQrWRZ1Kke+MHhG5pnJdWXBNroyC7bHPmT4G82Tu3AGkK8uo9jh4043xUAANETXl29if3iGmEaxTGR2GaRhI80KwDrxXxhXPuh/GfO3fW4Tqlt72Tasxv5V1UxSQsE4lbA3DmjOlweWyMu4Oyg4zm8eGv4JFItoE8c71GGGLNbrxsJ0enXNmWZer/AcMOWVKrVxOJ/aHPanoJquUwm6ceiKe+g0Z5wjDoP4QWE6PJ6LzOKMMkMuyqN69NkoqfV5RmrWLljSvBDG0tGiCpbPs4h5jDIMRTdlqlZRrZxtaTFF/KR89+VK4GM842h5rr9KQ3THgWiOfdcw6B6ZASZa6GFKxlE5uKrUw7C1lBsmWOHjKDPfvMkY8dL+sVh3Ww/qoY6usFRsttWp09VqFwTtyrqSetGYbjM6wrIZoDUmE/TDSUiMEpY576/Di+OXP3nLY3+B6elmaV0xpOCtMw450WTiXM2MccARMEx4fTgxO2VgW1xONGvvxgKzKWPRiKTlpYlNPZrpcZk6Pj+x2EyIT67yS1kzpUbug0tpaK97tiXHkeAjUUskp00yhlNyZkWoIG6OyutUrQud8BeHVhUuMIYSonWejUuDWnrwx+AbH57cxNkWEXFeCjIAwjRP7cdIEvd6hrZ04Yb3DWsMYvNZQZeX8cM/58REjanUQY9AQAOcxYWB3uGF/9wIXd+xOiXWddT62yqHcOvjwtJnzzhGcgiNDiOx2e/Xhco60JoZh4NXtLUtqnbnWNGClqdxWeuMilYyUwqeffUQqBWPBR49zyvz1QWgNnO/zSFGpmrEaWGCMsn9auxIP2DaKIqIsCVEmhXHKmvXedPmaJxfh5qYzkESfv/WkupTVvNk5R+lhCcuigIw1Ot+nlFT+HLTeoNdrev1nan/9Whq7F55SDPOceuqnYdrt6MsRtYjKVFAfQYuhlEyImmC32+0wokbvpVREGiF4Luels338FZi6v79XkL0HTsyXM61VhiHqPqjpuJuGqXtvGl6/esXp4QFaZVlOXObKuq7XtDzpTalUEo+ne/70Zz/m448+4nuf/4DlspDPawf31PC5tUot6h83xMAQBmJUCctmxSGdIRNtT9b9LRubW72IMQrA/DkMiW3OubJ4RPrn13rfdsDEdOCu5My6riyXWSPCBVoraqPRgzM20IDu2SNSr6/ttsbX01u8vsdrc7kDNxgtnQzPvESvAM529PfZqXhX4M5s3jHPgKT+ihvjZzOyUEyqaapXfx/m+nxc5UV0MEkBCH2gjjdNrt1e69ok6PdxxjDGgcvjzMtXrxiGyPl8plR9fEoJ+hixpq/hfZ+1xaOXqmtSzRo+UGwmhKBNSWM4X2byunI4HKFVtZrYGODGMu72V2l7E9hPEyVl4hCvkEzwvkse1dfH98RT2+dVEWEIHqmaAGil9KRclZBKq1eZ1tUCo21BI5tRhmxY0Yb29TnwCex56snK07WBdMP8PzsIW2c5/rrjW3O4/E2Hs/YaA9qqpnJtbtg1Z1rVpWwa97TYuju3BeNUChEjSpBrWvj5SEGTSkrTDneqhWkaaR6WsmrxZQzReJoRxuMdzQHWIRYqBYmR5qC2DHEkIawinEoj902DwfLy+JplaYQwYXpHPg4jTbIySASs0SJsHCPGwJpXrBFinBBTmetKboEpRIrx2hHCMobIj5YHXu0+YpKJ28M/z2f5wAteMZ/fsA43iH3FSmWticXOPNgdZ/G8WS2PYeY7P/gcjao9EthzMwzM5sJ+7/j7P3vHdHiBMY1LblgrfDgnvPUkN4A0PpwU0BnjLecklOJwVrsJo/U0KdS84pshuJGercQpqyt6lYKXgcm/oPg7xNzh/RGA2t4DK9a+ZNr/LkKhSOSC52wWPvmrn3B5+Ak/X37Oq/1nXKpl2L/gT97+Aut2vJgO3L//GWM8sJzuuaSVZpxGYBcDzWhUYff7McVoSmHd/qg8YPP32bxMniRhXDeqpnekrptWnk2mfWQ+1wxv1Mrnhdg3GYv5bR1N1LDNWKsa/PKE6osoKbga0VSLniBkrKa5GNu1rUZNdkOMhBiZdiODnbgsizJmWmMYI3HwxCGCi/hpooqwFtXaG2sIwZOrKFCCpoms6xvWVUEhY3WD433o3hTKANo2qFI1mnqLgpem/gBpLZhmrt2Y/XRDa9KNhmE/7VjnheAcrWaWJak3hikc9kfKmnpkY1MmRFDJqguqB9boWLqEsPWNTcVO6OY3V9JiidERvOO432OYyWvChUB0HrCaKFQygsVb32VOWlTXZtiM/2xPo7DJUNGFtlaVnrReVKvECq6xbBvPVVQ7LWwLtcGIvcoeW6tqmN50jr4mY1wfa3qanmzKIDZGj1YNdM+jZ+AReu6v6XrSJQDdtHQbU85qUdFqY78/8OrlC073971bGknzosWH6wbSbI2vZ12tJrSsdHprnjpiv21Ha0JDfTZqg9qEUivznNXjwwWsC9p1s1YTM/phjcMafy0O1XtGgxPIeg2Vqv4W1juscTijm8ScE/v9xDQNLB9malYAKkalTm+eBs6oXxaIFmprge5hRW2YJuqLs2gXfxgnWqlU9PqlqCQoz4/YKNwe7xTcQwsX6w2nU9NuHJoUaMVQS8ULSBKyyUSrG+5tbncNJEFbQIzFDCoXM1hyE1LWzWszgvWCb5bLuRfBET581ciLSlFEhJIa1gbSWchL6xRzhxNDSVBsJYyB9VwhG2zQ1J2cGzE66lq1m45jCjvefPUGe3Tsb4+acCeur13d3LtBMIFSVqpp1LUSTSDNK6MfaKXixPaUJ43ipmraiLOeVhK73Y71MtMEZQQ5zSbZ7SZAKKmoT4KPTNOO4AulAz7WOEKw5Jw4X2amSaO/fQjK3iEyzxdarWp0WQUfPSHoBlmnCYvz3UyTJ8+tTQCqGlb6ba13kn+7jlyK1qe+EGJgnEYOx0OXm0TWUggp43zU8AOjzOnTw4mH+/es6wJGcMHjQlSZAoYwTNg48HheGcRzczySgkfWMyVG+mTQp3XddDivDdAQAiFGcJZ5zVgXCCEQfdRELoyCvwI5JaZpIp0WmmjAwLomXDPc3N6yppVdVKagE0271fKmS8TR9SiXzH4frzsb6wyK+aoXlDGbX13VxEan77U2sEbtEUqrumYbgwuW86XLmAuk3MhJNI2vr4etN6sOhx2XxxXvPTVngg+YQN+sQmsKfsagXqLQKKV0vynP6aQMnlqlsz9EweS6NfgE5x1l1eszBA12uFwu3N3uKdVijRD8rku/ihq0O0eMsK4a2rCx29QnKWCNMvKttaR0VoZV7YupKBjWsNzcHPj+979HKyvGNB4fH2lFEzVbE6R7u5Erl/nM/cMH/vSnP+bmeGQ/HYiDp2ZL8E7VE1UBKudsT8JSaYn1W4NN15mt/rPfLPbz7Rxm2xM/bcZ/FQD6Vea+bE2pDr5IE5ZlYZkXlWXqgxRYQuvAJlXNmq0yz4zp/pN2axabzobRRpdsLOj+s3SGz/Pa5AoaGIM8SxzWV/2Vx7LtT7pE7PkX1TuQZpNxPUcJ+mOfR9zrSz7dS4N8tjGuZwq6t5v1ilmh3jgN6SECKv2tNZPWwvl8wYWRWgqtlquxtXoncQVLNssFDVJTj0tnlXXTSumNPnO9ZkUqaS0E59lPuz6fdQYp4KzDGZ1T8roCBjEVMU4JKNEr0NsN7KsYZbmJaI1lVFHgu68oCJRCySvRO/ZD1HTtDtJtstgraIN6iip4JL2G7ufQdDm+sSpFf/bdW6tehbJ5SvVzgWl/hsX9BBDxa49/JsAfgOCiUt7aU4JSE5UcIIpM0+lnqRTWkrHBMx72rLVSqbrhAqRUrLeUNZNNw45BEy3qFmWq3cUwOKQ0ZZ+kSpwGpfSJXkRYQzWAm1jaGSemm8tAWQo7v4eWkMXgixo0GmvYDWrYttRGkUaIjjWtjONejVmdI3ivKSp43f3giGFilhnnRqRZLBMXSZzPJ364e+C2grUDN3e/RzPw0d1IkDOtOR7skYZwwfKzduJHP/8xD/WRy03lzeVL/uX9wMgEZsLF75F4T+YNj/lIy50O6xu1FawbiMZRqictCyXBNEQeT8rh8DF0s9vI46qJDqZZAo6IDjSdxAoeT5WMVMPp4cx3DmdeHCtIZlkveKepBwZorfLll19w++kPmXHMDNwdfsj3DjeczcKX5xPv33zJh/XCV+/vefXxd6jVsdSAOIsbKnVt1KyAH+XJ5NlWC0U7vE/Ajyj4U+k+QO3K+qF1VlBnLKhx7bbBfWI56Hy7zfjoxNk7BpgnX5Pt+G1bKGurvP3wTn0brPplbcZ4YowmH2CuuEEV6aEQHY5tINbgQujUTDidH3nz4S25FlKtGG8ZprF3DrVwDDGSayFOE1mKml56Xai36OKSK8ZZ9scj1gnv3n+lgOSgkk3vvHryoFTQ1irBdXPZXDWu1ljKRrutCiDv93v177HKhPFBQek0L/ghMp8vCoiVyu3tgbwuygAConPkJenGvDWsHTT5zzT1WkEXztoNn7doeJqy57xTI9nx/0/dn/zaluX5fdhntbs559zmxYsmu8isYjUsUjKLnNiWIcADGwYHtqYeeqSpBWhg/QkeGzAMa2bDHtojAYJBuNdAJCGRdJEssaqYVZlZGc2LeO82p9l7r9aD39r73BesjnZmIeMkbsZ9tzn3NHut9ft9f9+md5RSOR7P4ifiPXkJ+KHHaCNgmBIwLpfmYaJhrcZKRphBRbyBaFI3oaFKYQhN9tUuXkl0W69dI5OpF3Iw3S7lDdhZaanrRwNxFFzZPA0Q2tbOuraQwlGvo44GwKzadyHAX4vLmsWA0iKHaYoR0w/c3h747d/6DX72Jz/l9PwsRXLK5JS5uuc1YAu2a1eaMrs9RGrdJFHfllsBQoKUC7kImJCSfD74TsDNVlA6a8WAkIrVFqMNSq3XqG6JJ0IRjym2RsSglRZ/Hu9IIZJzwhhD550A+zFQcuHmsJO3NreiEqipSDJXWgiz/JwxZtOsl1QwVFIIGGvY9QNhCWKSWQqkRM4LmMTtbs/9zcgSAKrEqjrNuWTiecY4j/ZgqyQqLZcF3xmq1qRZjB3TEuXcVyInqVFRarseGp06JlhCFLDaafrOMB0TKcq+FBVMz0WA1lRwoyFNhd3gWOYqHkNVXLZiYzT1vaWGSglKGKhKzps0Z0kcmzLjqMkJbDFMTxfuxjt0EX+y0Y1ob0hzBFOJU8DWllxJkyNjsNownS940xGXwOAHKpUSBWx2yjQvEUPVFWscWUeowqiY5wlrjcRV20oIUfwZnMM5i7NG4rWR5kY81ZIwIK0YAa8sMed7YgyUJIBkjLKXr55BAEpbnDFo4yTpq0rhK31WOz+NyKK+fbcGkiMgv/Wecejoe09MuZ0FamNSKMBQKSlxfHrg+PzEMl+wzuJ8h+082npQBuM6UtV8/fhENwfub19x93qPJZLDSUyAWbdfAU+Ms7jO0/UdXdeRKrw7HqnW4oZewHKriLny+HymULm9v0d/8Rm5JKqStT/NF3y9mo2GEKiqohPsjG3PCamdaxHJkNEbi0A8FNs5qF+OxlTzvXgRX4yYPIfmaVbX16usvj8GSSFTaGXoOihTlGvNdVDBtT1dZIp52xNTYwdZraF5k9Uq54VzDm0MS4gCSFea8azFWov3wqJNQYxbzeqJqAQwyyltjBLvHSnOdF1P31lyqcKmygCqeZskcioMw9j81cRuIldELm4cl/kiTPxm5G2sksdeFR+8vmeZPkEpeHx45FzPUDW1SOLlmsqUcuJ8PvH112/48svP+dGnv07feZYSsK2/yjlijAzxjBWAoVSwyohfU0tNgzZPkcnKX8uK+kXdVqCAbzTLL5vzDUCpNNBBOvmcK7TkJlrzXpDh8YqD1NYPaNpwiVWasxqcr38LGZa0tXGVnV2Blm0fXB9rew5r+7E+/pU9x8YWQn4Pfe1H2mNbk3urElDoPdPuDTB4YTjdasYXL6A85lyvIO8a1qDa/q3Fg3C7y4191PqFnAUY0omu8+Rc8U5SAqe0tFQwtdUnxpjGAr0GVNR2blFXZmLC2xGlDSlO66uEs36rRYWFXkQCL/QtShtCaevF1qHCNH2N1u29VQIUm2Y2vYaVyDoRBpCzlsFZakkb+LcCpC9fPGF+tczZ9T2m7adrE1lfvP7bO74hltf7ZV2D12t2vZbXRLe/6PYrAf6sBepWkDf0syTRLgv6Ha6F6koNLYWnx0fM2INRLdlL4QaJWrW+0c61pId1zqMNnEOhM45+3PF4euLu/hbbe3CGOQXmuND7jlCSJPxozU1/g1eSWqVQfLA7gDIoRmwyxCnS9wO5BJgSxhqcUsQcePvlg2iEl0w3OIyhNWmOecmkZkoLGTs4StXEUFhSgJqwBb4MX5M+/xn/7qf/LnBPqY5qFa8URAxBHUim8MyRU52oVvHp69/hH37xllENXDD4WkEZnornQQ8s9RWPc8eiPePNDcfzA8Z6VAGTFfG4sN/dcni1Y5knYlwoNRBPE10/oChiSIfHW80lFpgzWju8sxIjHDNznBj6HccZvogX0ps/4Lde/zY4UKpD0fHHP/kJ3/3er9HdHjhROAHPaH7+OHNSmS8ub3mbHnk4XzhdIh/cf4dXhx/yX/z+P2LOMh1EWzlUixV5V1YQq0xN2+RUlYrKamP96GbwTK5bzDtFX319Cs0Yt6JXsKcCpWwpJKqukXuyIW9TAFVfLNhv5TnZfB+kGbTKtj1INn2l9fZ0SpVDsdQi4J82QjmmopwlUVlOz4QcERytUk0rSnUnhntFplOPpxP7m1csuTCmPa7vSDUxzwt+GPDOo5WiH0bmdGG332N05e3bN3jfNfO2KEaKrVhUKDrXk7NIiZzvsMYSF9H91iSGwv2ww3oxZs654Drx3LlMSwNBCmGeiSnjfEfJiTlEDgdHDkmi4sMsEpS2qZdSt4QCUBhtSKR2goo0zZquGcrK62k07EdHzSNTYxkZrak54zuRitUW46uMxqyHMbTpgczgi1INFBImRmkgTEUa9VVXvhoVroBJLUWYUA34YQWGqrCXSi2tACibdEtV/YLx09bTygKiAamsh2fTLNf1voW1uZrkWSRZLGeRMohZokZlAXZWSd/Pf/Zzfus3P+VyFileXAI5ipmt2TQG1yJPay3pYDlLka9F5vbXlSj0C71ViFkm3ilLQ1NKZRh2DU9rPhyuSTJg06jXKlPyujZyyOR9LVy7rq2PGMWjpyhCXPCdsPOcc4Rl5nw6sdsf6LuO8/lCyjK1MtbRd51IRa3hGAKqQo4Jp72kPYmdL7pIksbNzvL8XDG6onImTGeUhX7o+Pj1Hbka8WgrYKlikN4b3i5BJB/zjDcOnGeeLqiiscrLPmOhLAmsYTlLuINKimUKOO1ASEmESwOfTOGwH9j3mrfvCiXIhP/0LjNPEd+Jr9jluULWVAslKHQx5ChUb+tkoOCVIS8C/pBFGrOcM2lJuMFCkjMpz4UcMukS2bmOeBH6uIQ1wLyciUnia0kFsqxJqx3zecJbSwqRMIu+s4SE6kRWEpaFXCO7YSDmLFJ0rcVzbbqglMY7R2tdMEbjHE0GdsF7jzeerhPvtAo4HMsiUeRKG4xxgJinDuOICYZlhhAWLssitVM34HwbIJRmJdtkh7VUdK0tQr41DOuk9C/xL/hVvlUKCugHxzh4LnPAGAEsjJG4YWcNOQeOT4+8e/eWy+VEygltLMY6XNeRioRhhFyZThNFBXZFMY6Rw36k73u8d8xtIpyKGB976zDWyADGO7rdwCUK88cvgS4ETDcyh8I0z2jtub+/5aef/5TdbsfTeSbE3GyRG/us+YKlF3tGjEV8fIzGOk3KAhxoZVvT1vwusrB41jQgWkNHockjpNFxTlES5CjmrAA5w2UKgN4GJSVVUhEJKCjGsYOqUTiRZDa2RGlSQknuWtiNAzklvPeczgvOCeghZtGWYfANUE/NH3BH12tSVjhfmafM2HdMFzFGT0ltMkVrHdpovNdMlyPnc+HmcJAExVI4HS+klJmmCdUr9rs9yyLG6wp5XVPODN4RwoS1jsvlgtGG25uDeGcpsS5ISvHpp99DKcXz45HLeSangjWRUoQlXHOm1Mwyz5yORz7/7DM+uHvF7eEePfSUVKgpgdVoZ1GqCKM/C3tQzKZ1K33lPbTWSNT1t6ymlTLn6pHyklmzNc/rv7V4DMolXpv8SWwwpFapwkZ90WzXugZttOGjaZ6HuWxMvA2aLe3fpfXBtbbEU/HV2e5PKfQ3H/M3HmsucVNzKb3eyzf3TYWyKxCE+AY18OcKOK3YUZN/8fL1aR9aUbj6F23f0MKO22rDDZyojZ0uDHhrDcPQcZllKKuV4nK+cD6dRTmwDSYbaKxkbb54C6WeaGSRdUgYlmWTo1lrCEEsXczqnZnyxihSDcyl5i199/Off8Y0Tc1+RFI6lzRjraY0tZBdvcS0AL9CLBJCiSpZelFzBeRSStt7aIzBWCvJ2S/BmpVp1obnWgnQtH5L+ohCKem9a3YzJX+Pub7C/n/x7VcC/NFKk0Kk857D4cCbN28Yx5HdMHB8emYcR8bDnnmehSanFdZ5hsOOd0/PWGtZSsZpQ1KVZQr0u55uHHi6HIm1cPP6VfOyUNwMe5RT6Fw59HsujydCkcJQO0M24tkRapKIWQN3h54/+W/+iL/x279BKpUb2/H0fKSqSHIWVeH57SP73YDxjhgLrvNoa3l151iWCVQlzZWlLuRaKAgrKLboHWs0cc503jFNkTnNdIOlKMfJWr7//dc8lAccUM1rNL1A8Rgg8Tz/BO1nfmB6/sYnv8Osev7Fuz/if/C3/z0qjkUrIoWpdgRuuTDylD3nWaHiDMbTW4m0ds7QjTc8p8y7t4sg//QY7ZkSqFMVCY9RxLBQJ6G+D53HAOdFIu6tMRi/43SJKHr+sz/8r/jBzafYD36dj8x3qcCUF74abjnFihtecSmKS41MRnF/+x08e7Tf8TqD+96Iyh3Py8T/5Z/8P3maZpRSxHMQ4C0q8lLQ1aCrkUMtioGzKgqdmqdPLA0QUteY96Ra01q31K/136ptzmr1Aqrtv6u/Sdt8dNvX12neiuKvt29bk6m0FrZJ07mu5m+r6ZtuG3VpaHaponmPaZLN0FtyyFSlNq+doivaWQqVJS4sS0FbzfH4zBQih9s7LvMJ7TrO5yNqueAHj+uEmr3ERK801mWMMgzec35+Ei8JbbakAKFtls0oEZTE5BrR/YrZm2Y6T/S+p+u8PE9jmOYgcrSYxVh5DhijifNCSRKrrCqkuVHjp4mqDEPXcTqdmU4nduOeEhK28yKbatRbpRRhPRyrNN0KRUqVMAmo4r0Coxh6S0yFuARSSWgKyiiMkejLWhJGuW2AukkNayMFNzBH15bqtEm7gFoakKJXwhoKGihwLQJoMp2a5CSSNDDV2ERlk0Suce4CtumtYFKwJeetjLmXaXqrtEy36cemF9eaHANpCeKVlMsGGK1TkcfHR/75P5+FlZKSFKTZtiajNrr1+8WdAEelUfTbrXkofJtuFZimBdVSLcZ+5N3jE/u92+KJrROWj25jyXUNp2aiSBYfuvKiOLHGUlIBDd46aZqSNG/WGBSQY+Dh4QFjDPd3943pVtmPI8/HIzc3B2LO7Hc75ukiUmhriSnhjaVYaSSWZUGVyqvbW0av8MaSyoyqEauE3ff69kPImumcKEWjrZgq276y7x0qR+JFUq6UhdEblkshTBFvDNk6soEaC9NponceNxp0UaQ5kLxBm4pSmeU8Y01H5y291qhYWc4FpaQBuDyHVmlqclTMy4XdfkCnyvw84e1InAPeQ42R7310YL4IVnM6CkMQBXWp1KUFTRRLOBVqLITTgsGiczM2jxmVK9NlgiDrJsWAyhWvDPMU6IyT4YWWaOvpeG6+iZESRf5llWrmmeteI8mppMzS1lPvB2jmmTFFLmmiqoozRswxXZPdxuuUemVhigdQaUlvkthlraU22V9MhSUGjHVYXFt7mlyKeDkYiY4HQIm8ROkmTeUKAn1bbrVWMJrSGAClZIyGcfTCZtIG58VDSuuMMRCWmXcPX/Hw+DXTfKZQ8MZjnZdgjQqpivcNBoxzaOupBc6nM+fzRFgk0nyVl6/RyNo4fD/QjyP9uKNmw1fPb+hCIKQkoI5T3I8DxlZ+/JMnlDbsDjvql29QaFIK+G5HbAmA1s1YJMSkH3oul8j+0DEvBa9XCQbbWSJR1Iaq23C3iFRc9mkl0zMUOUmjY9AsMeAbMyCm1F43j8lwOovRu9aaXQcpGULMdFYLgGTl2tyNowCWWQxTMxXnOs7nma4X9qd3nst0Zhx7jHWENsiJQewjFAnnCvu9+JlRFft9R2kznFQqd3eWx+KZc2IYBuZpxlphWoV5IsUkUlv0JjcZfIfRhnHsqLXy/PzMbuy3PXrKif1uYL4UtJahhbAvlcgolYBtcYJPP/0OTw8PPDy8ZQkXCNL+Gy3m3wox4D+fz5zPFx4fHtgNB5xxlJhkDpMrRjmMBt0SsGqrXRSKEApLTNKwZ2FUfrtWJlKfi6Zw+9JmxNvkpS8ZQCklGTwphOHSEr6MEiPsa/pSuy8EmF+DB7ZvtQa+1vweG4RKkyS1wmxlULfHUGq5giGaDTyq5cXfVApvr6ErV+lXlr1AXYdfK8MeoKoWANFqxxUIWoEnlJYh7sqKUuvsW4Y8W6BN8xrTiL3DKtFcmTU5C5govYOk5RoloI9VAqAMLeQphIRxhr7ryEX843JKLCltUjRjbfPXqQ1zkrrGKM3Ydywh8PD4QM2F29tbvPeklCjtPtY6RtXaUmTBWSPsTO+Yl4WK4AygcM5cYbSW0isKAkmipYK3urmtAcq0krylmq4zyCoDW0m2bUPJFxeCUqsVQnvPVlyoNiOYBoDVWjHtTttVsjGr/qq3XwnwRwGHhnynELm7vcOguEwXQcKVYplnmYJ5z7zMhKYn77sOP4zYkikarFYUVen8QJwio+vF5Dkk5rhge0vXi6QknBb6w4AbbrCD5xIW/NBxiRO7uz1TXEg50ntHOF4YRkevFD/+6c9RduSjmw+ouvB4fEY7zTB0klCRZKPMc96mymXJhBjJpdCPg7zBRpOXgnc9KUcpqpPi+TKhteIw3rLEmRgql+z4yZKx+54bBjISFeiqRqHJZJLLqHTmtfVUlZlD4X/0d/8+O20JFHKNJGWJRjPheFsLx+LZuYFCIqXA+QylKGrNOFPxnUNVR8mJWiqd91hzT86RJYEpihgMioqposUm01BaC4tMM1HiB5G14ouvf44//Ev+hx/eM/oDs/YMH95wIZPQJAVVK2JcmErAdB2H7mOmWnl3PvMv/+T3+L0/+pcUp4UiUTUqWbyyxCLofApZFmhW2GqlOG5SL5WqgD4t7p1C8/154QNUqrB7smrNbaPX17VhbZv0ykiv12v5m9f2th6/daekUFWHYZT0kAohtqQvJcwf0ew3xH+VEmktCVftAOq6Du0cldy8gTS5JKawEHMSZ31VML6TwwY5IFNa6IaBquXQTMtC0QbrOlJKPD8/kUpkmgypZLquA0rz+NGb4bJciy2RxBhSSgI4xwRUDocDzjmWZRZaZiPiWW1IS5AUD6nwiFHM4Kw2hBDlsYTI5XLk9u5eInW1IYWlsWfW10Vio5sQ6erUX6rExhfxQshZXnMBKMBZjbOanE2jh2d0iLjOgbVb0ZFCRBmRwoDU0WK1pJpvDmizHiTyPtVaqVkmMpLclalJ/iupd2JUvZlUFzHTpBRMaUAnuiUdNFAmV1jNnZv/zwrw1BeMoPXg3qi4sI55ZBLczG7TmpCgFFapzbvItcSvWuFynlqqgyEsS3tcqskKGipbrwVe3/XM09Sa67hRiv9tDs5fhVutld55YfNoy/PxxOtX9wLgONt8K67m59rK80w5v5/S0vTzzlpQimEYtvsHKKngO4d1FkWRQi4WLuczt3f34q2XC8MwcDqduDmIn5uuld5XPv/sgbubG6Z5pmqNt44lRqpS9L2n1sR+J2bDcZkE/KNSckRVza7vmE+VHGQfcMaQpoweDZ0y9NpynhaS8ei+Q2vP6AdiCuikmJ9nbnpPnBbmy8Kln+ndDqcVNSaevz7y8Se3XC6BMmcWZlJIfPKhZ5mgLqCMYpkStjSpYKigIc8FM8LlKTLojhwKHxw6cpGEEFfh+SjrL14SoUR02hNOMhixRYDO5+czOUbCZeFut+fp7ROv7l9Rl0xJmeevH9iNO7x3TJeI1ZbL5QJJzuiohfXjrBHpZBImJcaRQhAwVSnisuCsYwmSvmSM+C3WKvHjGinsb29uUSiezyfxYsmFWhdApqYlS72wDQQaRX+eZ2G5NBDIWos2IyZlAe4XkY1pY+h6h8KKzA4235M1vaUUqHX1mPt23Uqt2/mHquQcMNox7jqKVlRlmgTL4zuFM4Xnpzc8PL7ldH5mWVram/NoIx9JVaxyKCWmz7YbUMZwmifmpTKdzywpUrWmNPZIKQJ2WOcYhpFh2NMPA2N/4PFyEfmQ1ShVkeNS8fTVmZQiP/rRp1z+4IK1jhBKM2xN2CZRWZZJJBNdB+39rzILYJkzqjeb6fM6vUYLwzTn0oYL4hGWm1OAUtIsi0cRDNqTigSkWONIBVJqEteY6HwnQQsLzHPAeyumsqqSs5SHwNaAai2MAO9sk6HaxmbyGLPI0NaJxGwJEWcHHh4euLu9ZVkUIch9WacaYAfGWJY58fbrxO1haJJlAdTO54nemhZgU/De8/DwJBIyI2E1xmhOp2kb3ByPR7z3wkJaJlKW1KM1YW8FeXMq7bUE6zTOen7jNz/l6ekBYwrvdGGaJISlZJGyYgy5FB4eH3j37h0fffjx+4lCtVByRCuLbedFaYPPGCvzHJrnYoFYJDX023VssnorVVaQpBmRUbczcANeSm7SzMJGq2H9tDYPtPW1W0GZvLE5Kpq6kWPa/dZvtgTtnK21NflXH6LNe2g9izej4Gs9s/77OuRs961XpjXb4OelxE0GhPK81sRYecxAXZMYpVpdGTzb/en3PYTWUbeqAjCu4Jo8Z43SFYMAT0tGeknniKlwPp0ouTZrlkxnHTFnpjC1oCapQes2XBQ5hgxkmrzWiER6Op+5XC44IzJysTwopBDEj9R72XuqcGNyTFhnocr+OYeFMC+ElNDacs7nJvV0OGMkJMNZnBGTa2ekH6w5o6nYNkOUzwUQKy3bqxZ5bdfEW+AKKDVWgGrDT9p1uZEIVqBtrWfbe8U6HKFsA+CX18df1HL+SoA/KAVF0fuB6TSx2+/xTlz5iy4bxVTSeiI3N3uUtkxhIafE5XTE+I5qBFHMVObzBeU1znXMIeKsZXQdBUVdxNujc454DoyHPaoabocDicIHN68IMaATeONxruf+g1d8fG+JU+b1zSu+fph5Ph4ZxhFPT0WhsiYtGas6rC6EmJsrvKKrHaoq+nGQ4lGLkd8cZkzWWCRGNeRK141oVdh1O8iWykzhlh+/eYvLez7ejRycxdZEKhNoL9IvDkDksy8/55OP7xj9LaGpqC8UnLIkpTkVmBT84WdviHrkaZFoWq0duWSGfo+zhksK5OyFDVBTM+nTxGkWJHUJ1Fowegc1s9uN5JaIEKr4K0nsZaKShYKbLVNV/OGbL/hd+6d8//WvUc1IqJWq7EZFrBV2tscpx9s88y8e/oTZGP6Lf/yPOZ6OWK3xWEiOFCs5O3pjcCUzLws6GTENzbR0LwF/lFgRXZO+itq+rte497zKw9gYQ5T18yvTge3Q+DMu6ff+Vd/7z7frJo1hrbRCoAqbRMl0LdM0vFWKIKWEWVOb8bBy4p2VSiKW1VcjEEsWCmMzh5GNrtB1Is3sO4sfR57PFzRe9MnOA3LIxXmi73ucEyf+eVqaX1gV49oiiHsucr+2yUcVSpg0VVJ4nHMbiyvHBMZgnKYk8TYpOVGzNHIoiEV8C+IkJpIlZ1IIdLbDaSNRnylilMR+FqUgZpwXkzmt1DZJIgtAOfiBvERM77dXPcbSCmfVpk7Nk6bKfphnYQA578WEe2021ktSKznAy2rSJ6xHJZeyTEuqkunBWrQXWgSNgDh1BTdrO6SaPp332G/6PTCUDTRaAVO1RbyLjEwAVLPKyJqkjAa21pwhFzEi1Zq5iDzJGmF0WS2HPJVG3ZapbS2ZJcqBTRVvBzkEy5WZ96JYstZu50rOwoJJ6du1QLWCsXeklIHMbugZ+x7dzMGralp4GmU4yfChVGHp2Bab6ozQn0uRdbKyglYmkPd+S0UzRtIzn57e0vuO3netodfEJABs33fyu53n+Dzxwf0taMX5LBNrRWUYLK4bCWGhltSYIh2dd1zmiEEz+I4YKmGqLPNCSAWUJtSC0jN5HDDGoXPFK8dyWuhtT1UFWw2ojpoqJUXOTxdUNuhiePzqic5YfNfx6rDj8fHC/JyoVeHoKKUynU6UUHn7RSTOcljU5sGjrMJ4Q82Fveupc8ZWjbPCoiIIeOmrpi6QLpVpiuSp7SmhUJaMcTLg8J0ThtFpwgGvbu758ssvOfidrL8oA4vS5J8WRV4CulQx8kyVoes5Pj+D1nxwd8vD23ccdjfoAvthFHlJm1pra4VR00BUScdLYGTCa4zhcrmw2+1wzhFj5HQ6UUqbgjfJzprOuDaIugV1pJSYw4LWzaSyeTZs5qqqsgSZrLqua+lwLQlHC5thnVKXKiyrb9vZWVtzcaXsC/XfWcXQO4qy9ENP3zt2O0OKF6b5wmU6E+ICGlzX0/cj2jhQBq0B26GNB2vRVqLfj5cJXcWTbokJTW4zYAHqOu8ZhoGhH7G2w5gO3zl+8P3vQK54K82PNZL+OAye1x9/jy/evmGeJpSClBIxRJROhLCgtROGTAxgLMu8tOFnJaaA7RwhVHqtKKaSVgmwglJzwyGkrtBGQSzAmvJVMMqQQsG4JrEo+uprFivaWIbeCksoSw3ijMEaLT5BS4KqmOb8XjLPej2WUug6y3QJ7Pdepvy+E6l4SnTdwDQF5nlCm47TNHPnB8JS1/JHhiYNAOh7x+O8kFOl6xwpFmKIOKfbkEZxPJ4BSfY6HS9iRdENhBAYxx3H41HSxHxLHDKWUIpINktLC9NFhh6deBoZI/5dJcn5fv9qz2/91g9QLMQUgMpUMgmR46sKIUZCCDw+PZFSou8GlFHCsNVqS6gyzecoJZEnLTFxPM/EkJtkVIZ+5VvnySVFjGL1nbqyfMSni421IrWCBrbJWbt2tezxTkD3Qm11U4sAb/UmWrz2VCnkEN9j1yi1irJa7VP0BqLm9jjW63UDdfI3mT0tsdToJjXT79U5LxlMIDX8WvcA1LYm1DrEZQWhrvsXFGH5b0CTug7rGii0fsieLeoAqtr4KEZLUmxVGq0dqhZqyOgKTgtj/vPPv8QgrCzV5HQCKIvFQanCQlVavAilRtcCRLWBn1WGquqW2KUUxCXKc3EOa2Svy6XiW71dUiHGQEqRT3/wfd58+RXvHh7bY2gm0UDNmSwJMWgQ1pvSOKXQVmO0wbcandqIAq0/WpPQ1rexthpWv3ew1W34yYuXVr5zZfQ3V03qC+aBbn8D/RKI/ItvvxrgT5sIG6uF2TNNpCgbdmkGoKklAvmWLqArdF5kVVOSRJxYMqoKqGMx6Ba3aNE4bcTcFdEQa6MpS6Ybe+bThBt6/GhEx6mFaqmVFHn7m5HeKb747MKcEgmLiRqbKzYotPaQK6d3J2pjNvjO0Lme0C4qUzsG10ER1DmWhEqaWpyYTleF1paYMr3vqTGigyFPlbdvTnx8/12+WhzPP/1T/s73LX/rXsCkUCXatQp3kDkFspoJSrSVBt2aPcsEzMA7Ffnx01f817//hwyvDoJU6w6MRptCTKCtx7jKFCLWKJYw03Ud0xwwek9OFRCqdipitlWDa0Z2Fa0qpWhQhVrEjHKJmVgUyVh++nBk/Ls/5FQcC4pFa5Zam29O3dDyWDXnDJ89PsEwssTCfJ55dXuPLpqawBehkMd5QRdHpxVLXihRFqAuzfMnyya7sn0289m6fm8FiCoq12b8LE2wfuEBtLKAVoNcuYS/nYlBf9lNCqar2Zq1rh1Ipp2F18NzYxo0aLsqhbJC3Z7nmZQT0ooK1UMZkXyKj3oEowlB4fqemBam54DvBqqQFwT8RZhduaWPGAwxzm3zziJ1yIWcU0sfqeIRZNqBWxQ5JbQ2eOcoRQqZuAQpBpT4ztRcuExzS0IROq3RlqTFONYax+BlfZci3kBb1HkSWq/tFClKwaab6fGasuWN4dJ8drTShJgwRlg4YnRf2ussBYpWmoz4N8SaiClJY6gUFodpAJC8HxXKOomRA1giqfNWeFRFM4AWSQIN9KyFZvJcW2qMTCw2gKfWjdVzBX3WtXG1FWSd0BS1PXeq+GatVNaVEbSlhTVgaAWbtFJNGvdiCtIAPWPspt821hDm2Pwzmknf9QpuAOP1K4XKsBuh1Bbvm1+wf749N6M1u85xyZmu77DWC8COIuZEzG0vXU1OS27pE0LjXxt41SRB3nciB7IWrU0rfF0zxi5oI4Xom6+/FLnX/Qek5huktabvHMYqdrtBAIFcoCR2u5HLPKNUoR92vHp1YDxYvn63MPSeXKNM6KvisD9wOT+QQ8ZpOSdPTzPzchbpqPNMYUaZQJwN2ltq1KgCcQ7kMWO0JcyBYRiptXBeZt5+eeRwu8OpwtPxmT+dv+Tj73zMODruDwfePpy4vb2hKEWsCVMcz19XHr460g07chJDS2UUQ++pWTy4SqosS2a367BUbm8tz8fIckkUYwlHA0kRLwFTNGEJeOXprcQoxxCZTwtxmqlLxHjH6DtKDNQYCbMAxYdh5Ouv3vDdT75DrDLSCUkaT2WryLX7QdJSlSaHwGIE8Lm/fYU3llgWYeblQt91lBhJWWR458uEMqWBNzPWGna7HUq1hCjnuFwm5lkSi2jgYWX1WpE1mlLcoqOV0qxx7UppnHNY66BFuc8hgBZ2iyoSFlBb01O3JqPJP79laxMqIaaWYCWygJyl4FC6YjVYq/Be411lOi9MlzMpiV+T956u6+n6gaoNqSi87yjaEVEoLUm2aZk5ns+UtJCXM+K6hDAVkPSpzneM/UjfjxgjJb9WlQ/uRnJcG88s50FRjL0nLpH5snBzuEGpL0QiiJjBh1RwrieEgHN6i11eQsR2BqUMOWWMUSyh0PdN2mXUZoKr1gScUtFKPFOux4BYGTS1BMZASoVaNd4ZrK3EBDlJn6T1apwt8kytKjGKqXaMkd1uJOjM6pshniziYaONJkZhA3WdxVol+yUaazthiOrG3IkF1UtaZlgSbvRQV7AA+r5jWWIbNBms86QUWGqg7wdilJRQo5vnVTOs1Vo8lFJMhBAwuqOUTEZA+mmaMI2+kXPhdLqwG/fYxiO2VhGT1FT7Xcff+ts/oOs0qYL/2vOoYJpEtkcR1ucSAsfTmRAi5tZsZv5KmY0lVYswxpSCsMjaPj6fmeaA9w7rjHg+fduWZgMp5NO1u5YaQdsXX18ZGC9/tZ2NWibibP4xK/tdt+uw/dKqmKh1BZvWdv/FvdYroKOqAPrKvKhXGiNoBQ+UWgeC16h3IXhXUNJLihyrSYsaA2QFnrS5Aj0ruiBse2HprJKtIiQl+ajXx/ke46iVViu4uv3wyizaHjQ4I/0ttMfYkrGPj090ruPucEPJhZgKhNj8KRvYpk2LTl8DZeT+CmXzo9QKjFLEXPBO7EuUUnTN23GVSlUl6bhaimBiSpiq0NZSc+aDuzueH582KZzKBZIYWRddm4WDEq9NNDLfFo9KTZOwolDteZY29C2U9jo27yjVat/1iqjyfryX1NZeUnk9X1S1K52r/X/JhaLEGP/6u+qKHv0Zt18J8KdWccmPoRXmw4C1TbaR4ObmQCmiVS21cHw+igme90xhAWfxBZQX01VrJZkCZNJstcTJ+mFAEF8BYJQ1IhHrO5TRdNaTpoRO4LC8OhxEs10UZYLzUwAtzIC7Ycf5vDBYMUBc4kJfJY6zTpUvvnjL4eYAqjKOA6kGMYi8TMwlgFE47+i0laa4VlIWc+dlXqAWzo9vOS0zeaqE2RByR1WaM5JuNlZFsbvm+r5Q8oLRhcPrWwFdNhRRvFgWDW9r4i2R/9s//8eY4ZbTWehzQz8SYpRCoFYqIimJGbwzXOYIymNMxxQWUVtVg/eGmAI5K2LVeDeSYmBlGtSS6d1AjIppicy1UozGJssXeG61TF1mKpGKLYCWhSIKEs1jTRS743ycyZeMLx06SSpJKhVTLfNl2dBmWyy5CFioEpBrk58AWW+NLsIevPr6vGAHrT4/vPy8vZ6qXj//ZkKA+sbi/bbfamWjHMtBZ1gjENeJgV5ZJm1DzyWjqCwpMh1FOplrbgbQjT6r20vY4O2XkdPLMoNWuHFg2PXEXMkonLcyfTQGpwwFSTeSdI6BZbkAwgzKKYMRYzlgi9pMOeOsxFJbY5iWRSRppWC1sMVqEvN5o8VI2bVGuBTx5ai1sj/s5HVJGaO0IP4lUaKYHusGKGEdVlu88zJRozXFtWK0obdONuyqSLFIqlxr4FBCiX+Pros0XbZ5JqWcSES09q2wlueoVm34emivh4iqEjW6gj+0Yyqnlm7XwJ51wrCCO7mIofTq0ZNX4KZ9rADQGhm//jtXaObN2xpaD+u2trY1RaP31uvPiXlzkX23+Q5QFeNuEJ+1FEWG1AqxldWTolCgtdrqOtaJlaQPBZbLhPcC7KnGyPo23ZQCpyudhf3gWUJuyTCBlIrIJVCNVYHQsF+wML65V5VS8b7DqHUib6gFwhLxvW0skECYAz/8tR8xz4sUZdqQcqFzRqSNrRA1RjMOPcsyU3PCWcvrD3bsDo5SwDvHPM/c7EbGsack8NbTuYH5IpRvqwzn5yNmrVSUGLkrE0nziC4ZXWTNUoFcCOcFVRWXpzMffnhLnByn84S523N3uGc6Lzw/Hnkw70iHHf2wpzc9yymgjbBwDZ7zY8JWRzonUJqYEofbPb0xhAgkkX1RobrM4caTYmE+LcyXTNCFm8MIKRGmiXHci8fS0tLUXGXcdUxT5vHN11ilcEr8S2ybYobSzChjJi8RW+V9KhU6YwkxNdp5ZewHptMZCnzno+/y85//DHt7y3w+S2x0kUK6pCQGw0X2rmWZW9F4baIvl4VxHLcichzHJsfSnE4XYo4yePGGzotPQ24yGtAbk2ttbEU+oVG622ovrWV4ZKyVoUzhugYVrRlphfO37CxdwdMQI1rPGL1KK9Qm6605kbLmeIy8efMlT08Pmwy16wZ8PzLsDzg/UJShGkeokNBUbbjMM0tIaGsIQRiu2hpyyGgUXddx2N1wd3fP7d0HdJ3IILQCZ5SkY1lFThpKY3xoiVgvaPa7PUM/0FnHbFoNkLKYhKeEy4Wu1yxhJpXEzuw2pmkpTU6sBbhxXibfJa9nUkVr2ZgLMigqJW+vm4QkaFKudB5iFgPpnCu5QFWWGIWJllPFe8swWELIzTNImOcxRqyVvaZkSCmjVMF6R8oyT8+5UkrEd7J/5WaiDwrfDYR5wTlLiJklKPpe9rt5KsRYWZaANYZlmhm6AVUV3jtqvyMGRS2JsEQx3dam7bMic+06T60wz/PW6K7rJacWRlGzgEwlb+dfyUJopwhjy/e6pQ2Ddz2/8Zuf8vHHr/js5yd+/OM/5rPPPuPx8R3zdCEsMzHDw9Mzn3/xJeN+pEQxg1YVDvs9zlvmEKhKbUbuIRSWkFiWSIgRCW7c/ZVYBr+qt5eyKilF3weF/o1npmQgR80vGuwW4V7b0LOxoQHZ1ySz+9r0t3jwWgVgEw+hl4yesrFuUe8/huuQSjg1G4jaHquABetzWtne171zZWGuQOhLOspVAte+ptU6qoW6JqdqAejfYxWJxFuYcE221Nb1CkBoBJipjamjlcW4HqUWjuczyzSx299w2O35+ut37bFJ/65AdFLyQOTlTImYS5ODqraviVVAyRLKUmtjz9iVNV8pTt6HohRxnnHWUlPCO4e2HYPzvH1+hzOaZYky5FZQU25MyvYyGC2Jow1Y0+t7jZS+qmTW8jmXpgBQVybXtmbUJpi7AjWard/allZdbbfV5rmq1MoCWnsENtBtvRb4C9bmrwT4Q3sDY0503pNTRGE4Pj/R9x0a2bRzTIQUMVqcu2ut7Pd7Hp+fJZ2EStf3GNdRFFzmmW434owWf51WHw7jgPUWjEL3BttZQkpMx4myzFh60mlhdAOqJbEfj5GeXuLkcyGcEjfDwOUy0Q+9JEc5MVZ7fHzik9sPmeNCqoUpz1ijOc5HSvMkGfYjp+cn+t0gCPoSMBp80cRScEOPCrBHkM4713Mye0gXfvbjnzE//XP+/r/330P3nUxzsdik6LPmRlWcjgQKqSWlzucL//RP/wT3mz/kP/sv/188hcw0weHmjlor8zSD8tS2qU1PC6XKJDC6ivN3pKw5TxPeD9QMMS6cL5G+HyXyzhimELBmEJPPmnHO8ngKGAy5OiKAtpwTvC0ZpxWWlYyjyBqqkqZFI/YrocDgdnz15olwTpRQeU4nutc7dJKGvIREWkTKoxUMRmIza8rS0MciqV9cmT0i8ZJ/61UGlmuThCkoYFrce81FvLXXJkNW1magu6kr2+cihdq62usi/JYVsRL1mYk5kpJQqFVcn0MrRGrZgIT1tzJFgB0jWlXxHkAmK+ZKT5RNTyiTWmtyLUJ9r4WuForS3Ny9whnHNE1gDBVh6xilqORWXM2EJVCK+OKIB4zGts3WGU/JmRgCYPCuE/NFJfIshSRhKaMl7lS16U4t5BjwvuNyuTBdJl7dv9rAxDhF7l/fy7ufC4UEJbf0D0md0rvK0Hnmed6aJGGbeGpVWG1aLH1pKQOakiEucrjnsoKKmSUkxt0ebRRLCrjGxFoZoO8xdFbAqI3mavNOUFomCrnJAtZENOrKQGxpQqmIHLIICLXJIRurqDb2m9lGQ6Aay0hYUA3caVRoVXkPQNo+WGVlK6XaYKgiByqpSdFkulSyMAl83/P9T77Dmy8GHt9+TVKShCP060wqSa6RBoitk1Yo5JAoKTfWi5wjBcS74lt000qxLEd2+wMpz2hjiWkSX66WpFTbe2W0TLmNMUjym2qv93Wy5pyAiinlDYgVZpUYJOaYOB5PvHr1ISWBxhBTxlhN79aERyUpVLmgrKFWRZgD1lvGsaPvLaVIVLLTUIxj6CUkIKZMSQuDt6RFgNhSG5XeWLQWuZPRkJZMmmVyppRGU7BKC1h0Pm/R5by6YfQdy8UyHyN39yOvDq+YT4F3Xz6jkkWXnp13HI+TTG/JmKyJ54ip4rWltGLnRkZtMAXyRU6oMmVinBnMSK89T0shXQrxUhgPnci+TgmXhSncuZ4YZS/tRgMBOgyuWrxVeKUpS6HD46qFKJR1FSt7PxAuF1QBryzjMPK0nCTJp2QxntcaXS0pBm52N6QlEs1C7zp23ShNZkzCkAxBPA9sj7OWEGcqBWc1qWYu5xPjOFKVIiUF2uB6S5clfntZFnLJdN5KGkrJ5BzR2jZ/mIxzQr0vVWTwuV4Y9we0sxhl0d6JREKJ7LAqqY9qrSIdVvK1zSThW3LTxoB2hLigVMV5h1EGpTxO2dYgFHKMLOHM4+MjYZEB1jCMWDfgux37m1e4cURZT0gZk4sk/FUYlUMp8VjSNZKYKWmR6b3TDP3I4faeu1cfsj/ck6qWYYhBGO7ZUA04r8ixkucGhiTp9aZZmg/nNMa2uqyKbJp5ZhxHljRBgv3hBteAk1oNVWtyUlgr96dUoevkXNNoIQcryBKlukkjSgFvDZUqwQ6d5XSGUhVKG0n/ah8pik+VtQarFGGWgUpOUGKSxF9lOR1TY+I4liCoSa008EUTliymx1VBkkeTEqSsmo+eR9tKKoE5KGLKDL0nRhlXWNMRl0LfDRjtyDkRAnTdIHuRln01p0AsEa00vusoRYyTJZyiYr0hr+zZAmFeSDGhVGGeT3TO03c9l8vCsmROT0ce3j3inePD1/d89Hq3Nf/eGQ77Pb/5N+747scf8K9//AU/+9M/5YsvPuPrr94QYyQWePPwjtuHOzqryVGAM+08xjtp3lF03pCzplTNHGRQrZr3jK5XAOXbdbtKMqV8afXLi2EuvGBQVGFZrkxkVYV5u4I2SqmWGNWGpGtTvjLjFVRVZAjaGCwNX8F6J4yUWrdEuvqiX5C4eGk7UmNS1iKDxMr7j1cX8yKFV5CK1fAZxIi/WdC0tDK2gVCDjOT+jJZ12kCVDZii9TorZrT+7SK9AggjZp236ebFUxF2Si1FYKESqSrhtfjkpCXwnJ44ns/kJPVZQaFNk8atQ8c2eNSNwFFLkVTpVuvGEDap6/YqtHpXKbuxn1Z/pBwXao5MQRLB0mHPcr6w63rSHNu+JH6I1hiURuTzIbLUgqkO5VSTszcA+wXoUqr0IrlIP/SScSayP/Xnrh85A198oYFLqzW4anP0l0O89ostLOHPvvLX268G+KMUISwysVaKcRjEGLmT6MoQQqOle8ZxJDVJx83dHRVYQsBbR9/1WOuZQ2R3s6cfB2lwmlTMdp5sZMV536M9hFywSdJzuvHA7e5A1tIExlMBJSjhdJ7Y3exYTgFjLa4opoeJEBfOzyf6YaDUypLEWCpPkaHrCSkynyd057BZEhtyUsTTzOA64nkh1IzSCuscnfH4XccpBjSezijG3YjPkJ5P3KrE3/v+9/mbv/PbeB2Zq6Y0Q65/8fs/49e/v+cnf/wH/Lf+zkdkp1iApCuL1zw7wz/4z/9zzrWA96jsWE6ZJQRQlX7oJeGoZLTqCWEmpsh+t6OkivMGzcA8BXKI7G9uyPHCdBHZi9DrvDC0ikMpz2XKqNpRiiKWSiiQpkJNhuNl5vVhB8iBW8kUpWVajaKS0CgevnpHrZpwXEhzRmdICZbjgsOIX0rRHPxBEk1CkIjjLD4UKhVJO3oB+KyTRt1YPzq3SOoGAKk1Cn792rr5IJ+v5rW8oLwqVn8V2HaqUjagSH7m23WrpXJZJlYDu5Rzi+zmGyZx6yRAtamAyDarcDFRGDSVWMRked2Ege3ncsnC+ipiJhlrEY8da9nd3OKcoVoBcoVgUrnd7wlx4nReZEJGi6yuhdGJpEUYI9cN12hD57z47qCoSZgyOWYMTkyakwBYzls0irgE4iJm9ApJy0lBDOhTSIR5Zhh3jL7jcpm26Yp4EBgxH1dqmxDlXJpnxjo5kMjxkjKus+2QlIKCLEbrMUZSM8UfdgPeCiBmnBXfoCYFW4ckOWYBe5SSRqpKcaKqHKqVJhvZ3mz50G34Q5ssUkWDraGlRql23WvUmlzR2D+1yDSkNmadLs3vpypJalz9glZWHWxMO4qkNWglxosKWX/OWnJMLyjTME8TDw8PTNMVUKOIiahuUqaV7qzgKjVT8t5ZYzYTc2MMqjHEvk23WjOKjKKQUyLmwLIkUhLJbdXCwlDN902vsHQVFoI1tjXe8txLlVjjlLI0r236KBM18XYoKbPf7VmBXypYs7L/qhgO14o3mqfnEyFF+q7HWMWwE6mydzBfJEFMVZmgxaXSd5pzFnaBMwLMlRRIueA7eYxLEtkMBZE7Vlm/YZqFWRMSJleJvc2Z47snbm5v+eD2Fc+nZ6bjTO89HxzuefP2a6bjBVMtt7c3mCrG6TEljF1Tz4IEAFTovEGnyjRnTo9Het9JpHuF47tHzPcH0pRYTjO6ehyaGiolJBwGlQr9aLk8XegHT4mVEAIKx2EYoYqcfT2Xxt5zeQ7UXHDacnu44eHrN3zn9SfU1iT2vuN0PHJ7d4NSisNuzziOTBlubu746s0XwpYcq8i3jEWVxDQfGbyjWsfTw6kFOQi7KafaTH5DY6H0L2S/hr7vxbC7KsJyps4JazzG2MZaKBsztLTzz5h2jRV5zl5rlAOr1BbNq7RIzMRcNspknBdT8G/RTWmD6XtqDmRdKGnBZos1Ijfy1kvyJIqlNXS5CItVaZHH3dzec//Ba/y4I1GZlgBLoMxRAFGnAU/OM7pzxOxJNaCUY/Ceu9t7PvrwOw1oqHTjgPWOQibmQKcHtEeaoQSxSChJitJA7nYjH3/0EV+/+5qn8+fEWgkp0XUd3nVUrbhcThhr2LEX82LbczlfONzvUUAMIvcqRWo2a2DtaNQ6fKgry+IadFAraGW5zICuTFMl5UouGm8UMVbCJLIO7RTLImdqzBJKIX2vMHsPvhcmmjNN0nI11FXK0HmzsY5izK0RVhsBompw3jZzdDnfckbqoSjnR5xFrpdKwjtDLZmnpzO+Gzg+vmPonbAg54mu77daaZVFptSeizFMl4nOOYwRdnslU2skzAtDvyOExGeffclPf/Jz5vOCMYbn5yPwXX70wztMYw4YrZGtveeTj7/H7e2HeDfS93u++OILUgzEojhfFhgG4iLeiecp4DvXPH0nSrEoJddQyZlpmbFW4Vrwxrfu1sAQo81Wg27M7vrn+KUo2Zusb8OiNmCEBgJpsWmuRdg8eZV8rrVRe2+lLsxXZnOKxBgJ+Qr46MYOpDX1pRSRxNarzMxYK15Z1Pced60IQMUL4Gp72nX7+rqfblKil0Npo6/rUq0Mf6kX31P46fV7zZeosTwBUhs46hUka4whrTUhRkrVxFyErawUj+++5pPvfora7wnLA0rJ2VAbcCRA2dUrqVaxUljBqNU+ojZAXWkZ5hqtwajGZJbfzaXQOy8DkMb4H8ZRPNQovH59zx//8Z+gVUUpeT+V0nIeKo1zQj6xxgggVBKhWT1oTUsvE5/OdQi7yjvX93QTE5Yr8wxWBlB7rquHz3qNroNdXjK1rtfq++933WRzf97tVwL8UcDQD/jW4Mg0yjLc3LYY9CZ1aOk2SimmJWxylLubW5kUTAspFfZ3txhlhJrqHRqNseIXkJF4VZ3EfR8lEZLaGVJJ0nxqMYMqQYzSQorUnDl9/YwyhmyEaltjYj/smJaJeF6oCu4OO+YltslKwBlFqRqXDVYr5mXi4HfkmlimFhOHJAHVmFFWM18uuF7Mwr5+eEQbg46RVx3cn09M/83nPP3gA9wPvo+ll+eE4nd+99/nFN7ww991ZL8joVlq4SePD/zeT3/Gv37zBt3tKOcL6lJRRZNiltZAQ55kmjeOYwODBuZlJi+ZbhwgIHGbylBT4fR4kQ1QATkTa2peK3LNlpI28M5ogzKGzmgxTV4Cf/IHf8THvzOwG0daCOhG1Vtbllrh+eEM/Ug4BkwE27yRTNYS1btEvHPkFHBKY5SlRCm4cwpYJPLdtOh2YR+oxmpY2T5rQ9pYCY0JtCLNmxSsdcUbANTMbMWj6AXAs3bPta4A/PXzb9NNQVHi2aC0QZV1M7zGybYnLP8rqnXbClRtsYYGbU0r8DX1BSSt2sGilEJpWZtoMVXUupJz5PnpgVQzH37yCd0wklGSxJcST88PvH33hrAEqJUYQ/My6SRFpBa0My1dpBnYug5rvDTC2+GvAUk08Z1nXi6y5xbZbGOIOONQVeOdmNyunhhffPkFh5s9G3pS1/h20xhEmpxE9vL0eMQ6i66KFCK1b4AIaoser20qVFOVSVGquM5iMMK0yrmlJXgoVQwc50UmIbU2Txyh95csMi8ZzdR2mCpZw+3xGmWgTVUFnJE3tRQBL0suonveACFheqm6okxAvUq7apsMrQCrsIDS5h1Um/yrNsmXbq9XiamJciu9d+2xvi/nCkto6W3w+PjIfL6Qs8R3KqPEnLJdXho2kFGpddKm8b0wfATbKkBFtyL823QrpTIMO0KIxJSZpkgqyPS4ySdqlUmcNpIuo03T/DU2rKzjJl1qE0GhE8t7r43Bai1x0LXy4YcfiqSjRcFaKwyPcZCGxjmhS8eYWOYJ66TpKTUx9BrfOZ6PiTgnsgwKKVkMiHsHOUTiMuNszzCOvPt6waDYjzvmeWbJsqcaNBorCWAxobMknwnxS5KljILz8cjYD1hrCNPMfFn45JNPOOx2WKN589Ub0rJwOZ5FkrFEnLHidRULeZZDYNyP1JQ4L4VpuuCMxlI5XSaMrXz8yS3PbyGeCzVmjKmYqkjLTDxPdINnN3iWy4LKBa80OmfiZabkBW8d3vWEZeL4cMYow3xaxHdOKXIDhQY/opWRQApr8NZijSUuEWvEx8wbS+k883ThsDuQosg0xmFs/oLgkqckAaT7vheWYhXmhDGGeZ4xVlhgKZ1xXliKtTXPu2GPQgvLLkVSksJXGvcr+JNLEdbF6m3S/ESWOWArm5l4aeAPL6ada+Ozyay/RbeUC09TxKiE0wldM96sElONV14alnUQ0oZ/NReM6+iHPfvDyM3NgawUYZpQqjJ0BqNhCcJsKVkMhqNKpGDR2eGwHA4H7l+9Zn9zkD3WtLyckptZs5Vtu7GhQ6hcpoV5WnBu5PZmT4yBmCKXy0KpipQkrWoYBm5ub7ksF3KO9OPIMs8Y40n5Ga0sYUkYC74TNo+ulZyVmEoX2WNigqplxy9VN0nYKs2FVCtzSKRS0MZvcq7TVEhRwhKct0yXZTOuXYdPJRcKlSUk7LTQ9z1KGZyjScUK1mlqzZvJec4V54yA51kSyFQFq9ueuHrHKdl7rVKkUpiXhcH31CIytFLEAwnEwsFaSeYzSiKqS6ufxLdOePvOdbKvOEf2SXz/rKWkKLI527HUwLIEvOspKC7TxLQEnDaczxeen0+EcIu3zadRC9P27btnnp4mcoHLHHHdyP2rj5nPZ7zbo/VAipqULUtaKMvMm6/e8slHHzS12QXr5DUwVuF7g6oZa7V4HX7L2Oxrh7GBzutQcANE6gbKlbr69bT0K8TTRWvxUs2NTb6ycVYm85puug78Nma0UnLQro15BTFpvoI7uVRKXmVfqvVT14YfBNzL+frYxYqBLWhl+1tcB87XWvcFU6h5s720rsisyXhrmla5Dt5evtWNDSUSNLltIP1LRspKU2nDJ62E5a+tA5WJGcb9DfN0wfiO+9s75mUhhECKUdKy2mspDHKpY8vKfEJJYAFgrcZq8ZnURgY4prUkuT0CqxQ1yTmv2vuZlgVTDV9+8UhVmmHwIjNtsrwUJemy6maroGoDsiXBzFkrXkpV2GEKWurX+7d2jDdw6CoB/ub7sg4D1r7l6tF0xemuo0222nVl+QvY+OKH/4zbrwT4Q2t81gW3GXumJAdBSqDAGfHHUFrR+06SS1rjbozmMAzSPGYxfdZZURsKF2uhLEGojEY0ms5bSbvRzQ+m6LZGNeWSqLXRMsNMPwzkIgs9A/0w0CvL9HjBeYPKUkz7oqhFHMfP54mu7xiMw1ZHpeCtmGtaZRn7ntPpCBpUalS0qhi6Thz1VebTD15xfzB8MFz49V937GfDvb7h3cNMzg53ipyf33Lz4YHk9pRs0cajqiZR+P2f/oR/+K9+n5Adfb9nWhKuJFQtlKAwzsqBVQvYync++C5PT0+C8pqKrR5Sok6SqpCzFGmlSLy7pD5lFoRlIDHeuUlLLEusuG4n1PnUNJxFYZPl88++YPmNv8kIrHRDVWk+/KAQX5cyy3txeTiho0apQoejTonBdMJiQmF7SSYL00yqshCG4cDx8YirunmXNPCn0tK9SmMDlSsraAODdGtcG/Nh9QbaPq574Qtm5foVVic8VdpBAPDt6i+l31ergVzeqIiyidUNKNCNaYGWr5dm0IsCSkudasZohRXh0y2lQAqIXHPbrNo+kBW6FqqGh3dfcTof+e6nPwBjOF0uoDXPxwdilPhiWoEmE2q7MbW2orDKwWOdF1ZBrSgMqLwBKrUUrPHNA0OYMigExNHCktDKMI47drs9l8uZFJOYy1VIMUgqQMoNaPI4LV5kRouhnPFeAK4kh7qsdQSfUWqbFKkMJdUmO5QDwygtkexNVlNaYo8UnQXnHUppYohUQDu7Rdpro9tluUZ8CjBSYfP6qas/Vl1BG3WlLjeZl1p9stafqUJv1lU3dk9bG1WYO+t64cV/KeWaENb+/ir9qg1wykkcPdfmT6a2cr2pUtv+nxvGep1ybKwfdS2Wtts6UWlApHOuAZt6o+R+W26r4WMplRgSFWk6je1Qyoi3gDIobbHWYbQUKKVxtmsVOXUtbZrYJIBKXQFsrZr3T2OJrQ38liaC2kBHY0wDC0TK4J0XbyYq3lmcMeRUmM4zMVRYfVHmxLCz6FpJTZLnLVitGboOtCTReGOYlabkKEkbRRNCpEa5Zj1GPACKIsdGsadyenrm5vaGXdfz1dfvmI4nrHO8ujlgFbz58i29dmRTCZcF78E4SwyLsG6swdbCZVrkNbss7O9uiNMEIXDYHfjhd0Y+/zwSTjN5Dtx/cKAuhdPDhdFZ7m8OvHt4phbNYDsslnCJxClirZjH70bDpOH0/CxpgoiXWAwBleT8GFxPnAODH9DGsaSFzgpooHPFeo2zGroOVZtXUMjMlxld4e5wQ4wLxnhyo7oLM0MRw0LX4nZFDlrE8NY6UipY56k1tlhs2dvoRoIKYrif14QaOS9STs0DSCQFxjmclqFcKSvIrQX0aP/LtchE2SiUMpJbVcq3zlQ2V/j6FCCd2PnCTe/EiDtlnJH+L5WMsoqSFWBR2mFcpe8Hbu/uuL27w3tHKrJ+yLHJgqQJ8lphjSVVI7I8pTG2Z+wd968+5P7VK3ksJdM5uxm8iyTNcJ6jgBfzQphDM+MXCUOtFecVr1/f8tFHH/P5uwvnJQrY6Bzny4V5WXDeEpaIdZ2EFhTD3d2hseckNjsGkYaKn5Tsy1pzDSho+0hpSUYaSR3TRqOKxlvHeYqkLObQYU6AlpS43IYdTgt4Yj1aG5YloBugGkOm73VrpAra0OpTAcclxVCxhNzCLaRO0UqaPN8ZnK0419jMLTAkI0zTksX357DvUIhtRc6ZeZoxRhriS4wsc+Dm7tBYPnoDF4DGdpNh6dAPLPNEKaWpHhaMVozjDu865hBwVqGt43h+wGrDfj8QWygOa3KTgZoyj8cj81KoaI6XSfbmYYfWjq4/0I83kiz29IzSgVorT88nPvzwA6qCOSwQxbMLlei8nAe+14z7rqVMfYtuSkAPaPhLG5jJv69sirU5375eKqkWUhtqrV/XxjR/vAYmNVbP5gOkZCC2BVugG3v1uqlVpaVZ3xqJq4rg/RLmJftlPYd1Ywq1J6f+TVYIqH/juaFWj7e0/Xsd3ColwBZqZeM1BYO+/n3xY9Mv0Iir/Mg2VtVLWZpGEXPGW8ccBbrZDSMxA8ZwnhaWy4WURPqrldrYqCtDpry4P1j9kdiSSI3RUu+2SUSpMtRwzqGQM0de00LKAVOlDjZaEr3uDwdO00IoidQi4U1jNlmrtzrJO5GCeQO6iCWN+H9K3WJME53Vl6ysBvpqGeCiVjPoLfNte28UYLRCc5XjrT/wZzHTXjJj/6pDzL902SqlfqCU+r8rpf6lUupfKKX+5+3rr5RS/0Ap9Yftv/ft60op9b9SSv2RUur/o5T6e3/Z31iR1hBCi42V5s17kWZoJSa9z0/PxBAZuoGh66FWetfTuw5vPLth4P72lsF5wmUS+UPMEomaCq5qPBqvLIRMmRO9VuhUiOcFtWS6atChkM8B5kKdMjZq6hTpqkMthVF3hOeJ8HTGhIqaMl02mACXt2fC0wU1ZXbKYwPYUOESKacAU8Zni4sazomherrkGOg4uB297lARzFJRc+U7tzf8zvdf8ZF94jcPC5++jvQ3gR/8xq8zDDfsqZSvfsL05e8zqsioNH/4e/8CVxUqF/7JP/lnpEvg3/+df4ff/f4P8FNGT4kei47Q0aGj5mD3uOw5f30mnhLlAvGYCM+Rvd2Tz+CKx0SHLR7PgM4eFoOtA70+oKKHKB4KRE+NlvlcWE6FOMFyrhAtZtGUqUDV3N3eynUGbHTgteGj7Y9Jw1yZHyd8MagFdID5acJX2yj1MD9PuKwZlccVwwf7ezocH968Eu+eUFCxokLFRNCpopPCpOb5k5oXUH4B8OTSkr+aPGxlC20b/Yr0Xzf+68e1Od7Q91/gAPOvY21KZ98OFMSHAbVGOLYpg26HgtFoK+Cs+Pxk8f5FkoZyrdsHtCZ8PTwUGytIfqeQSySVSMqhpXgFfvaTH/PVm88Jy5mHt18S5gnvbfODEcBFTJ7X6VqbMjRDU2McrjXHSukN1BF/lNqKvmsj3JTPGG2xxjP2IwbD2O/EJ8VavHWsOuicyiYRLDE1mUXFG8fleMbqlgpQED+aipga50KJAuqsvjgg0q0VjDTa4IzBoFG5yESjCq3WakNJUnDWlaXT3r6ac4tvbcVHA01WELQ2T53agJk1rnRNLxPvHsWajCfyL5k86NJAn7IC6MJYUgVMVY0NJIeobutBN6DnCjA1MAiFUeIvQ61idtmmZtfCpRnAFkl7e2nYWOFFYUK7Bvg3rgVrLc57vPcSi96ujW/Ct///3P461qZQqZsfXq6N5ixpO9oYnPX03UDXDRhtr69TA4xKLtuEWooSAcVWQ3JnG625Npp7hYeHR3lvGhNoNauMjeYeggxswrIIE8haAX6sPK5lqoQgjAWajCCFgFWVnCo1FTFzXGackTU4dL2spyzAYlwSTjlKrKQ5iiwrVpH3poyrCkKEmKkhE88T8TJzM+wZXc/zu0eImfk0cb87MDjHcr6gksTPpmlBZ0WeImWJ3O4GltOMqxoVM6P1dEqTLjN77/n+RwdMqsRzIC8Vi+HQe9IU6Yzjw/s9KgeIhTwnLJo4RZbzTJoDox8wtbDvFL11jH5Al0pZIh6FLYreeHrbi2/PeaLvesZuoObKq9tX1CTBFgZFXBaJxK0K05KXcoosy0xMAdWi00u7DoSxJdfHnyXbiiGSokR9T9Mk0cYNIHLOY63H+16usxbbnnImZUkWyrVI+lwSH66+GxiGEdVSDisV6yUsQxvTzgU2yvvaoH2b1mbKhTlBxhISxFzRSkBYhbBMYijNRLeSi8HYgW48sL+95+b+nmHcgVL4zjMMHWPfMQ6O3ejYD45dbxg7zW5w7XsDQ7/jcPiA+9cfMYwHSkXkrdsZDihD0ZrP3jzwp1888fXDhdP5QsoZYxX7Q88wKHZ7x+3tAeOFKeS6jloV58tEbNLQUtmGIinKe94oCJQi+0KpoBqLO6fafIGuk+s1YVIbYQats5qwiH/QMhdKMtRsmC4FqoEi0qtlkSCVWiCE2NLosjyWKAlhKwt4zZqw1mDtCkJpjDWUqrDWkJLYMoAYKcummbC24qxuQxIBfEJIOKs3oKe0vyFpo0WYikug5MJ+3JNSZJmXLYUsxoQ2llykptJaE5bYmJUGY+R6cdYjgIEh14KxnofHJ1w7v0LKTTLoKe11R0nZEDLEnDnNE5dlRltLzIkQEtZ3uK5DG08/HjDWIxGsGmUt0zS33IZCyYmcF6wFrQvjrmN3M/zCmT9/PTVtO/9q3arY0oJKtj2rfazJZ6W8qHfbsEhp3dZAu6+VMVRbwHmTRcmeJmBOXhlF+Up0aE+8ncvtPIYtDEW1+uQ631qZPnr7nrxP8jxeEiiUuv6s1ma7n5gyIcTr31MvHuvKhLJ2q5ngfUDpGiZyfd715fN5UWeKlDxJzZkk1a7mRAqBy/nEMk8oFJ0Vlo41SkBmLcNE3dg9RsmHbjWiUgpnhP3qtJaQBLQAmSEwL7OkCEMjlog3nkjnZMAgMlu1+WaWIGzc+XhiPl7IS6IEGe6GKZKXJL1gRgDRJRHnhTDNxHmh5ibpW5OlX9xqY0rlmLbhWi2STLw+tvUjrx85tcQ4MfR/j5X24vX+5r/X9/MvWpp/FeZPAv7jWut/rZQ6AP+VUuofAP8z4P9aa/1fKqX+E+A/Af4XwN8HfrN9/LeB/0377597M0Zvhd04jHjnpMjLASp0vkMrhd5p5nnmcj5zc3snsaEVlpTEL6RIAaQaOu+0gZQwCMXSGQtWt0POiXnWXEgxMHQdc4xM0wXjZJNfwizsBGpzK4cbvxdWTQxY37HMEe00Ic1oY9jtRFcNlVwypbYYa+RN9s6RmtTLWQOpCF1bdRKXOYn522EcmNICybPMlTc//YyPf+sWE0b29hVRdTxPn6Nd5Ht/U3HMb0n1mc70/MZv/YgvfvZTPv9Kw7tn/qf/k/8xn958wEThb3znQ/7ZT77g//2P/ikmitRl0B11ypALcwwYa+iHAaVhmifqXDFBaLlhSuxv9qSUxEgzLdQInevRzpFLJCSR7RmrIBnSJJMOZx3pnNFV41TP8xwJQC+X6/X/XzigT5eMrYbLeSGdFpxCPBQ6y+3uwPGrxwZWawa/I54DFkWHI58j+RyhVkbbSypZkcZDGtFV+qW2+HcBfBSqKHS+Nr4rY6muPj9Vse3GLwpTdX0q11bym9//xd1+6WtzmySw4glSGAkb5irDXCcE8hPCEtkoio0NRGvQ10Ao/XJnUkqkh1mM3mjod6VQSsBaT60JMKRlZl4qxht6L5IFpZGY9FLoXC+skS3RSKG1FU8Zo7HGQVEbwEObpFLBO09nLYdxx+NjbAwija6Kzneyr1iDt541En4YBkrJLPOCcQVrrDBfRPsoPj7GkZZAChGrjfxuysQlCKuweQLJPiGss1qlyFRaZFclV6zxpCwGlrGlO1ErOWW886QqkbTVyH1VRNZZatm04DQq8TrlkddaYC6tKmL6zsYSqm1vFpBzBYFWgKqV8HUFROGaEVqa9Gv9/dUgUu5nZeusQKl40pRGx1UbfbaWIpKcJGaJ1jm0Us3bafWNkD06twkdsH19lVUAmwwFJZGgVDBGms5fsHHlX8PalOYqJpmEU2tLUDIY2xrprThcZaoru07AVtMKvtW8Utg+Uly5JvnKSZicUDeZzuVy4eb2tplGliY9krOjtuum5Iz3YpKodJVEuQrzJWCMR1HJJWE7h1GQgpIzunk/pSVAEVZPQZPDIgBpqhjtCJdAmKOkYjVGZykCVK0+XVpr0jxzeVQMH77mfn/g7du3kAvLecYpzd3+loeHB8J5wtRKmgJTOqG05vZww/S0MPYCqP38zVd897vfY7pcuN0f2I2e17diiBsuARXh1f6GNKsW7Z4w1fL4cCScZ/r+AFG8HpZpovNeZFhaJGxWaXrvGLuBcJnpbAcpomql6zrCMkkKoVL0Tijsh3HPMk6cn47YuwMa2A8j0XqSjfRdRwozprO8/eorbm/u6H1PDoVlFtlkRXyWwrww7naUEoXR4V1r9K0UoUhd5H2HVZpiLNoWlNFybicNQdgmtciUXFWJ2I0pYVKm6yxGW1IthBhYwoJ2whIx1so1VIQlWY0wNN8zvvyWrM2Ss6S6uoFhGOj6Hq87SWZUjlgSKSSWmNG6Y9jdoG3l/vVH9OMoTf0cGHaGYehxxVFKJKdEtpGcDXaJLGkhO4MeR1SB+/tX3Nzc01lFjAsrTcF5jzGOWhVTyHz59hnre/ajsHZGY9kdRvrB4L14Yzw9n5jnhSUuKNOB1lgvIMHlfObu1S0ozTTPDOOeWoXxVSiEWOit2+LlVUvvKVRSkubLWHXtkZSWhMJYuUyRkCSJaw6ZfhhIUc4ZAZoTWjfJKhFlxMvvfL6I0bPpsKYT9qsSsM1aYUqVJkF2XgvYkzM56zWEaQMblap4b9C6YLWm5kJK0LTpGOXEzBrFvETO58DYOZYFLpcJrRTee8J8wVkByUKMAgiV0piSa7x6wVrHFC7bGGL16JrnC3GeGJoXqu96Xr3u+MM/+DHOdwzDjlcffMh+f0OtzWCbNkTTmt1h4N3DkZgXUlo4np7pfQ+1B7VnCROQQUPMkZwDN7uDDNKcpaZCjBmtFePQk2ti2A0475qk/Bd6++tZm/U6IJNG2ayl7rUTaQyaVsJudVb7pcZQzhtTUithfNCGJSmlF4Eaa4pybcMvud+XLA1hENmtTjbtscmffh94WX9vTe/STWN0BQHkvFYNVKINv2zzVFs/YgNDSkvoNcpsgI/U7Kv3VWP/VDYfnvfqpVZL6iYbXl8jg94GRdWC7xypBZ6klMkVnO8pUc76ofMyJEAGSGlZRJap11TISkqRuL5uWiTt2ki4R80CMhmEzZVSaumjcoatMfYpJWoSv1vvrQDcVe7j0I+MfiDlyhIjoDidJ3KOFGvo1A5vfat3czOvb+9TylSlqUZtoI6YRutNHbGyqNf3cgVqXt4EXLz2VHkFduq1tl29mNb7AbaaeL3Pv6ik/UvBn1rr58Dn7fOjUur3ge8B/wHw328/9r8D/h/IYvwPgP99lUfzXyql7pRS32n382feSltEMuxRhObY7Z3Dd3574sfjEe893nmZTitpanbDgHEOFEynM7Fk5mWh240S3aoNXdc1amnFG4symlQKx8tZFnUNdMYQQyRnaRp2rqcqOJ5PjH4gz4lMZQmLbMrPF7q+J82Zzlh0NcSniawD437EGkuIkXla6HyPq4q8RHRLxkohtQmdJh8Dfd9jWpGtk2VUlq8+e6bMmXv/ETUO/LPf+0Nubnt++Juv2I0eWy5c0jOmi2QV6fSI8ZpPvv89Pv3kQ/7e7/6uaJ+fTvzev/oDfuO/8/f47/7Or/Hpd3/I//p/+3+AHSgjzdr9q1vmOWKsmH2FecFmQzgGnLPEObEzA/PTzN3hwMO7B5zvpPFtwMput+Nm7wgxcjofMdVilSGlSAmFvBSqcmQD55iJVTGw2uK05lGtnjLw1VfvcMoRThdh+VQwznN7c0sOkU51KCr73Z5lCm3jVKRpoRv23PYHjs9HmchWy8a2FEOYDcxRqwpm8/7hhRGt2pgRKyNoY0m8RHdXCY2cGhvl82oEfYVQfhG3v461uW7q76H6XA8locW+MIWrIikqrfjIwqkRA+9SUM60qa5oplU7bZVusrAqEEBq0i/WeG/VDEG9I+WIMVoi2VVpRnqqHXjtSqq1HWJmO7wqrTnWGmMc1oh/VC2AFWN0hbB3vBcAqXMejUxu4hLpx4HOelQSWYnTXpogmk9V1VjrxHS+FeNrxPn5eOL29pYYU0td0uQQ0V0vkcBG7sc0imoKaWP2yDSh0Pcd50mm895K8bUsC1o1DyElr5GkC0gTH6IAoEVdpwKqDdfrClIh16n4Qsh4U7fJzhq0Y+qL4mgDgGjJZ3Vr1OW+yp/NhHvBmtOrHLKs4I9IfAWYrYR5IYZIZ/yWiqCQwm01MY6tuZRi6Pr8KmpjMKxfW+V/q8a9EYxkItcOzV/U7a/n3KzMSyRFMUV3XZt9uY5aDTlDSYFSr8aM63u9Fg+2TfdqreQk16VzDrOyPqJcU973PD898tFHHxGWIJKfVlzlnAVUbb4uj4+PkvTU+e2xhhDluswZQ5M8FCVATe9bQVZxzkMuTOcLfdezGwaWZeGw2/E8z9K0aYtVekvDccajuFBDpPcdIV8knvp0JgK1GAbX0RmFGQZCP/L89TsONweOD08Y4xisF0ZCFsBVayngl9OFu7sbOm/52c8/42430hvNcVoYzMjNzlKS4u0b8MqzxIm7V3uOzzOnx4mPPnrFcpkJpxmvLaRCypHdruP5MfLq5hadFeEcmIvB+8LxcmLf76BoHt+95bC/ARR5joAkmoV5xhnHxx9+xNu3D0J71wZyoabC8ekZayTFa+x6vj4+MXQeqDw9PXHY3eCc43LKIoEohao1Xec5HY8cbnaUurAsC9Y6coxCg9fCQBBmlwFtsdaTUqDWQt8P9H1PjIFpnqRZ0kqitWMil0JIAgr2g0hVztNEAbph2BoI3Uz9SxGq7WrS+21Zm9YoXt8dGLziftez6z261RraCtuwZAg5kWrFjwOd6hh3Pa8+eM3lMnGenlniiZt8w939jcgaNG0YWVBkrK28utnhzULwHRrDzc0tfddTS0RpCzVhrBPlRAHjDCErUpFdNFfxlLu7u+H2dsR1YHQlzpVxHLm9u+G73/kOP/vi3SbVWpaFw+GwYftGK+Zl4dW9hG6Ij46iVkn3y5nmRbM2krV5+lVhBSFsoJQqJRW6zqGM4vkY2O2GluoF8xzJuTBNM33f00gzdN5zPk8Mw8h0mSlWo7Sj6zumacYrS63CLKA1WitIotDEWCi5+RM11lnOGWfFoFuIDAJepSjNW+8tORW0suQmn+ussHU63/PueEIbReccOc1Yqzmfztzc3JKzNNBdJwER3ndM59Pm+1RyRVE2PxHVTNd3ux19v+d0nvn0Rz8kLoWh6/jkow/oB9nDQDV2lYQbfPjhPfOcefPVW5Y4k/LCPCdynHj9wQ3H4yOzc8IMprFGtKLrBpHKUfBWt9j3HmW0eIAB3nXbMOHbsjbhWr++HMfWeq2F2t+/MitgY/fnJvuSS+mb0d0SYKCsxWUnIIMqzS+o/UgbpGl1ra2ATe6+Dj7Xx7A+XvNiQLWyc1Y2SYx5VVC276+ef2u9p997Pmu9rrj6HL1klQAC6K/1Euq957l5Mcof22qL9fGsQ7l1UKdWIK0irB7r8CmzxEJMiXdfvWG3v6Efd6RScRqwhuHujmmamC6TBBMhbOLed41gIAPoGAIxSLKibkx4Z5ocfR0kl0rKEaXU9ruu79G6omtlsJZlmrjZ7TDWE1PhMi9c5pkP7m7wXtKwcwikZca5Zv6MpkqD2Mytm2SuFZdr6MrLHokNH3vflHutWWv7fL0W1nTjFWRaf+ebjJ/tfd1+7s9fA/9Wnj9KqR8Bfxf4h8DHLxbYF8DH7fPvAT978Wt/2r723mJUSv2HwH8I8MHNJ9tkazXzPB6PPD08MI4j3nucc3xwf39FzKMkUQzjIFGJOFKWFBetFLcf3YJSpIYwPhzforTm7v6OJSeZijrDznXNVFpJ1OEUiSVjnCSllJIhZvJlIedCRozeSkjsfE+aEkPXianiZRYTTa1wgyYsAijZ7gAoQqYZAwtdvzeWmOWLShnyJYDKaOPIc6FYzasPXvHRjeLGveLLn77lMb3iCcduNnynvyE/X8jJYm5H5jkwjE48VHTF2sr5y88wfUc+fMCv/Z1/hxRF/+3STJdBzbkZ8Cre/fwrxnHHUgspZ/FrKIXUknRsFV3q0O2x2XCwOzkU0ZSQ2Q075vNCukRijnjt2oaSUMVSQkFnR84wqcxup4khob1d18Kmo16ZP2+/+gpbHA+fvWmPFVznGJSnGovuG4I9R2yVFA2VK87C/Hxh9D17P3IJkxzqzhJzJC6LyF5Wfx+aLCWzRVWroqipNEPbJvmqvCeHeQ/L+cbG2K5z2s4n3/kFU39erKcf8UtYm2P/qoFY6r0Np9aK0UUaAK4b0jrdoJmhsaLPDeCRg2hFq0u79l+AD9q05r458zcADWRqUCnUkqm6CpvPWtBsnjdKtWlaO6zEQFL8BNQ61VBavHsQgGiaJzGY73o639N5x9PjA6MfySHhnG3sBw2tOcTQ2EKa+5tXfPHVF/hOClqRi9EkKoG+3xGmGWfEoydHMSiPS2bsBwFtcpZ43Jza5m0FJHIWqnibGOvIuQoDqUIIUlgYY1rxWtAtGSvmhHXScCmQa3zFxpQSrzO1piYIYLYekEapBmxmNBVrDDWtdNbm64F4AZVSxBeIFgdf5SBdY91NRe6nArF5PrygNpOlMyi1EKPQW9EZ5T0lpWbgLuxJ7xypFqwSZqgUGcJsMqYZaZR2QDacdS1CrmCl2a7V0poO+cKV3vyLvv2y1ubN+CGltChi40BbSpHEmlIyBb2ZHq4oq1Lis7UaFAJbYsv6Wq1TKWMMMSXGceR8PGFQQm+OkXEcKSkTZzFT3QCkNaoWTefFmDS16Vmtevu+XtdUBWc0JUKYIgYjjdxlJsWEMRoD5Jha6qLIDudz86JZIjFFvDKkJdJZh0aAsc555nlGaUjzQlkStcDYe+bLmXCZwBj6fc8UE33XU2Im5kKp4ldz6EYOvePtwztMhR9+7zVffHmmM45dP2CV5fFtJgVFXiof3N+RQ+FynCUNBDhdAvN5BgyHfc847FAEDv2INxbvLQ/vnrC1Y+wcp8dnvN2jAW8MNSWGYUcicZnOjR0l8rhiDLth4Px8Ii6BY4ns9zu0Gkg54LUhVLjZHzg/P7Pbj9SSmS+TeDINI9N8EhlCSlhr6HrHPM9475nDzLLM0nw4T61F4tydImVhE2orce0ximSiHzqMsxjnJA6+inlt73uRU1CEHaxosonCEoKA1d5J8l6W/UQkxeJz9su4/bLW5kd33+O3fu1jdr2jc4b5IpIfqiIrhdYV1Tf5pAHnOrq+Y3fYoZ0nMhFK5RIi9XQhK804dHReC5u8lAakgrIi/eq9xpiBru+oWhOCNA+lgvHC+Klak2tr7KzDdD2mU7y6Gbh5NeI7OYdjknM8pZnf+s1f56dffEWIC91wAC1prKlN6iviP2OtZVnEF0tbYR1qpYkx0fe2Dd2kETRWTPhLS3QTUkHz1HCKmKBk8N5BzZzOEkMeQm77Pi3kwBCK+GPOU6LrRNot6TyRYRR/P92MWp03OCOvjaI2gFseV4qyTcYsaR/OSfz5bhCAN0Rhr1oNYZLrGGRY5KynFHh6OjMMA0op9vs9IUz4wSGATOHu7p4QAn03SphKlmQ9Ca+pjGMPpXA5nVl9gYyRJF1UZb/f0/XSnDo3kKMkgfadpK8J26P55jW/PoU0u+fTCUrm/vaG1XDYGohhIiwXUTQkSdnLKcve34siQZjVmv2wa9ee7PWX8/yLZsy+XE8/4pewNj++/w40Bsg1KasNcfO1IV8/5DxrzXX7vZUVVK9/ANqarFUGYWsjL4A5jRVd2kBYpGJ5jY6H936vPWbgyg755vD1peSndRt807x59ZRSpbwHVK2Ps+pr4tx6vxuw1ICoqso3/i5XzyMljCOK+LLVttdrpZpcPEpdqjW1FqqqMvQB0BZvDdY4rPFSXoYFXQqn85mwLC3FSzXw0QhAqRQxBMIiSXdStxYxT0a1ZFgrta0CjST1VcTnUStNyYlljlSt6DuHUpVUM9Ypjk8PLDESc8X6HmOsANkl4qyi33mohVoStjF6xMRamEml5qsHautsV2a/DMikXi41N8+lK1PHWiuD89LILQjrR62XT33ht9g+1qFbeXH9vRx2/nm3vzL4o5TaA/8n4D+qtT6/RKtqrVWpfzs3k1rrfwr8pwA/+vh3qlbSJIBo1BWVu9ubNpm0V+fxXDAykiaEQNd1srGHRV5sLdOMcJmFBtfQzMF5Yk6cnp4l3ctbiVzUmpiC0NWs4dD1aGuYl4CpctC6bhRNclWUEPBeNnqdwRSNydCbjiVLKlDXW+LTRSiUVqh2zjuc7mTCr0S7a52jUxa0bLoCHFliUpSoMQWWx4W3oZAGTTwPhOVDljeJH0/PzLcDJlhSsXzn7oY//qMv+Y3f/j6j/wCTHX2GLz57x+sffdpMqjuO54U//tdf8I/+6b+m1x0GObTneQGtCM8z/Si+Q/kU6DpHmi6knBj6QZQcIZBMkrhWrVniQo6RGDWaLFHL1aCtmD9b3aF0oVpFzJWQI0VVwnnh4c1bvvu9j+XiVmK0V+vVUeb0+IztPuD49SNdlSZ0WS48xMrYDYxeppuD90L7j5nlElguExQ4n08tScYTF/FWUanS245luUgxUoRVQdt8acwfmgHiypCgyVpKYyq8JPKoDeDhBdunXqkF24X/b7NK/mq3X+bafHX7w9U4Zf3e+jc3Ns36701BrV68NI05JGtTt8Kxfan5BCmthCskWND6Mssm1mIa16S/1ZhPgCLNPE3YTiZeWmlUFUrnOOygismjsZImJDHCjcGlhfVjjaNkQGu6rscbj9GWznVcOKEKpCWgaPGNgnaSUgYlaTXhEtn1O1RReOuJITEOAykGdD8Qlplpmnl9/4o3X31F1/fUlOm9sBHnZl5dSqFqRTXCuEgpYZ3dvIzW6zPXtPliVIHDrtde+5ktIScDqrHVNPLvxlNqF6qw1FbfnVI2lhE5N9ZSxlQa+4bN/JzNG6s15e1vGxQlJ5GrKIVFQRWq78a2awy9WhM1FYlGTakVCJIIqCsyIW+Fi/jLXOVitcp7/nJNbRMzViruCi6qxkHbLsrtN1SbqOi/4KD8//X2y1yb3331W9W5DtWMnXNpvgCFNq177/cEjHBNFqb0ZphdGrjrrFDORcZlWtEmhdbpdOT+/p4QFrzr0EqGG65585VcMVaA1GVZuLm9xRhLjCLF0kYAWGNarHK7BkquOCO+HpfzTM6Fw27PfBGJl0GkmmFeULWSQ0RZAQNK1cSW8ueMIS4L2bsm3RXg0enGEAyR0+OJfhywVbHre6Z5AaXRww5iourIYC2ZgAIG30HKnJ9mllPg41c3LMeJ+Xji7v4elQs1VubzRK3CCDRV8fXXT+RQGceOkgLLZSGFxDB4YRIWRYqKsR84DJ7pUrFoakzEyVAD7HY9YYns+4EYCySJD+6tJ6TEfD5zs9sLVd57ct8T48C8nJlOF3o3EJYLznkpP3PBO8cyz1jlSCVilJa4ca3JqWKsZQlBvmalSfC+Y55mQpB0LuscyzKL1MF4aQ5y3ABWSb9JdH1HNwz4EKSQj4mb210bJMjeo62VYViWBmZZFgnN8J5aPKHK+6ARY8xf9O2XuTb/1o/+bn114+m8JkXZTqcgLFXXWWItHMPCJUZSynjXMfge7TxZKWzXY3yAJTItgVxPLCEyDh5na0s3tM3fLdN1HbVabLfDaMfU/C60NlijEeP3NcK8kKvh/vWHaGu5vTHc3xv6QbC2HJv/Dpr7Vzt+8vMnQpgwLSo5pYT3Pd4PwiaqqqVlZZJK+K6HKoCWsbLeU5bULFHbtDqqSWBKFdkoRQCllCqxNeEpZZ6fJ3IRVs6yhCb50uSasdpTSuVyiZSiKUWGS9pYYYBnsO7qY7IO5DWKHGXfq6UNclbwRKsWACB7ZopyWpQ2+LFWbCRyLjir22tfWRZRBITGcFudkGPMeGtRJROWhU71jWHpKc3cth8GSToMqeGdmhQjXWfRSvbAzvs23IZxHNDKkaKcc9JQynuRM1hjqVHAh2UOHJ+OpJCwxpIbc9oaQ+c8tjecjieWWUBeaxQpJi7Twtj1cgaUjGvDO2s883xhmoPIQcsvvqj9Za7Nv/np364vpU/rx3sSK65Snk0+TpF1h76yXrgOT6jXOuw9EGVl3KxKgSY5U7VsHqCqDayEnX712Hl5Xy+ZO+99T6stCGmtddbbOs5aAZ6rvUAbgDXPt5V08eL12kCu7fGxGmAr6jqtb+2SUmtylYArYt9QUHmNq68oI/17CInQUqNzUeQqQ9+uG1iWQIwZZzS668QfqDUTCgkEkPqmvVfNj6lUGVRuX0c3K1IBoWouzeqgkls4kULYzuc4oygMvUe1hGJh2shLKfH0i6gfimHoPNaKtUzNmVRyGyiv1069glLXF1RAvrqqWq4gjdpq1Pevx2++96Vdcy9By2/+DLDJ9l6umT/r9lcCf5RSDlmI/8da6/+5ffnLlV6nlPoO8KZ9/efAD178+vfb1/7cm9bNwAlIIQCI78/6ZBHpQ4qJEIRerJu3T1wCIUVh2zjP+XTB+R7XdRQ5QTBaMx3PDLuRoR+YmsZcFTnISoigkjhvt0Kz5tLSdRTTvNCPA+dp4n6/F3SuaZeLksl5zWC1ozgxo5vDQme0mLRWg0kNmMotUaUUiLEV5IqKkybKGIKqGFOYl4guihIrP//iWTTeuseS+PznE5d7jbaR3b5j/+zFeNkYTo97dAl89vOf8OqjH/DuMvL5n35JMY5/9cc/509+/hVfPzzzev8Bl8vcGl42v4Y0J3ICWxSkzKg8RVvKLJN2gH63Y5mDJCDgGKwT8z3nUFlLNOiSZKMzzY8jFlgqvRaWlp4jy9MT3fc+FlQThVaVUps5GnA77DlfEpe3T/SmSfeKIp0Dl0umuoizhr7v0UXhlOFyDtgicZ9hmnHaEeZZGp5cGKzIBnPVqCI0Y5o0R63SlVIhN4Q2Z1QuIihqwFDNK2WzLbAKL2P25GtXJtA3N+Vf1O2XvTZRbObOINMfvaYuNYDhaoTXQB7TktVqm5DodfohTCDdgB9hAwHI4YCWBl1OXgE3zBpH/WIykUuBVJjDQgV23uOcb6Cxou8GlNKN9aKpuWK7Viij8MaJX1ERyreq4Kyj8wNaSYpQ3/Wy/q1lucziUZFl8jd0gzARtCapTN8NaG2YlwlyZezl38ogwA6SWnR6eiYtgcP+sD2nFAKn5yPDbqQmhfGOnBIhBaz3xBDxXYfRmhgj4s0sRYPIIlqyHmKGt02BGqC5GmiripjQKSVMPy3ToKpWw06JMq2lSs7uytpZjaGVQa/gQi6yZnLGYmS6mDOmQZ5hWigxUlObjeZCWiIlRHQW3Xxpci21FUI0/XxhP46UVvxa6yTRzAmFei1wUkkCVrXLbi3o63qQ1pfFygpO0iZ217Uol6xuh/cvdn3+stemMYZ+2BFiIuVKyoWU1+JFmgtt2t5oDJtpZc7Emt6PuoUtXRO4ehsYw/H4iO8sOac2hbabTLvvmr+WktSu0+lM3w8iFcqFMKWWkiFmqiDyM9PMfq0x5KSZppmakChyrbnZ33A6X9A7A9WSgoChJWW0NW1CmlBZ/PPQzRASASdTiFilBPs0FpUl9atEYdaZCr12Ipu7zPTacnx4wPuOj1/dssTK5bJQY0Jlz2Adh37H51+8YXSeThtKCCxn8cGjCrvpy6+/guJwxhHnhbfnM5fzhX2/55OPXvPwcBH/siLSlnAJxEtmOZ3ZfXDDuy+/YrCe3jryEpmXgFYiF1Opst/3LCFxCjPL+YTRPVV3kEWCYbWipMjp6RlnHXOMW/2EscxTJBBRJOZpous8ViuGfmRaxOMwNK8KrQUo77pOQLsNPG0eESpTqBhtCSFuk+Vlkejt3mh2+z3jfi+v8+YF6FDbBF3OhtjM3cOyNONRSz9YYowsdf6Fn5y/7LVpraSuTVPh8Snw8HDk+Twx7EbuXEcshXfHidPxRMkwdAXtHMN+QAGu7/DjiJ4k9WlJYlwuwIum74QhZ70mp4jrBpZYiTlzWeJm+t17J2m0StJoU5LUpqUU5hCJ04Xd7paQDRkBaDC0CTuEufD0+NhkhSJpkNAEh7aWeZ44HPayX7SzJMWE73upkxv4IqyAQqkC1usChYxzBposLCX5UK1pezwtHE8LKYn57uWyUHLGOjF0HUcxGF+WBeM6KhGqFnDa2mZujvwNhBmblMY5vdUFKRdiLmIaXStGV4yp9IOlH+RcWh9XLUpSPLURVlFnWuN/9UNR2pByuiZRgrDouw7nHefpLF5YLclSNxllzgXnhAGktAy7JDk3Moy9SP20ovPyuscggw9npUfJSYY7AuQbaci1+v+2928hl3Vrfh/2G8d5WGu9dfpOu7vVJ52wI2FbiCCw8U0giURAzk3wTSKCwTc2JBe5UOIbXyaB+CIQAgk2OCFEBJJgXSSQA4HgiNiRZEktudNSt7rVvU/fqare911rzTnHMRfPmHOt+vbe3bt36vu+qu71QFFV72GtMeeaY4xn/J//8/9vDB2qFsZw2ZHSQk5ZWJJK9Av7rmc+CkvSeY9RjmWJnM4z/eCgZJTSxCROi69ePTIH0R582+DP157T0kgZ26H7AnbIwfzN6ykr+tBCK42ysmdqpfBu7XAo1JybFXndcrwNbDGqacgWKdAVgWY21o8GypvAz1f/bvdnY3YopbZ2r1Lyj/zO9ZVc68RcgIIL2/mrQNiP6NA0gIqW8a/gkGpFOCUvQq2r1fnVe6m1wCisGKctVQnTBW0Btem+9b4nVwGJKFXahbMw79d7tRbg1yu0as3+GhDVHAsplVRjux4DGnITxRYTCmlJV62jQCklovXWkosixBm0aCrVnFkM5Ojpm07hKkq9dSWvhUnYNBVp/waa6LUUcDfd042ho9rPtE+tge3rNW14yBV4p9TFyAQuIN+ms/T7sPL+QPBHyTv9+8Cv11r/vatv/U3grwH/w/b3f3T19X9bKfU3EOGt+/oH9F+WWrHWbq0b64Wt9MkUIyEn6SUPs1QykMPKdDwxLTPjbodWmsO4w3rRCQolywIaE6YWzvf3eK2xSOW6kpnuH6SK0NC6DHhnOc8LaLE0vOsGptNEVxT1tIAXAbglCoIe84JpD4h3wlTq/PpgN6S4QAoZ3zbVNAlTSXnH/kkn2gnIBLWASRVfNb5aSJld95RaxX718fRIrp7H+xNPXli+850/hTeZX/7kKb/364Hf/d1PqWFm7Af2s+WYZn7hTz7l7/2Dl3z+z46URXFn7oj3C4Ox/NzzTzhNZ3LKLDngB8/rh3tU1ZSUGfd7TucztQrF9OHxHt9palTMpyN9L3a8o3J0fmQJCyD0YpRiPs8UVVFZM1RHmiOOzC9/8ox/4Vd+iUGJyluiYgskFFmBRfGd5x8xj4ZRedQiD/PY9+JEUApzTSRnmOuRT158zOuXL/FW2Bwag9Xi2FSrgDXhFHCd4nw8ifhsLtSYMbpVgMp6UKaxfhSqvRYVDIUUc1voeBPPWXu66sqoQCas/tEe3rcR38TcBGiKaXJINsKQU1wEdxWCRBQldG9TIasqQNlamWigUVmBH6AqQfJlT6nUooWd0vp2MRrn7Kb9UFf3sJIopRJyxtqVzaMEuJEX3pysjNbtechCt+7HdlaUjUgVAW2tdmgMOVVKE0nW2qILLFlaoGKJWGtQtTQGoqUWWXzHQUTQU8w4J4u8NZZcFbTN8Pvf/x4fffwJTovOwjLNsiGjWOaZYT9iNJzPJxE+BXKK6M6JaHNpDhRUlK2NCSWHYalOibpSrU1gMLeHUIt97tpCp0A0TRQoVBOd15tbhCoiMK1ra5lqog1xjlBElLYzlhAzJQYUojc0L4ESEjUlwrxQQsJUYWHkkMShbAX3WhWEte+90gAsTVwW9uOOojMpRjQKqzQxF6w2AvKsbWhcSE/rYbL9T/5UtTltbI/zViHTG7Pgbbd8fTNzU6q8MRY51CHgnNbiYuG82B671oIR4tIE7/OFQadba5h1wq5qLLOtmgmcTye+8+Q7aC2i/WJ/Cvu7A+d53hLK0+lEyTDe7RsYIJVGPYhORI6QY6XvvFTSY0IZyzIl5ik0AfHKssz0Xc+ZidPxxG4nh8uwLAL6xCQJdoW0LC3BUoy7Hu8cQet2+NWQC50TrRtTK6f7e6xzrWJqMYiNPECcZnF3fPKEQz9yfPUZfhg5Pzzw8z//HBUjKleGvkPnSpgDsVbiOdL5gYfHM+eHmSdPBqkIxlnGfQr8iU+eMZ9OOGU5P5744MPnYl5xnjifAyVFdCqUJclTGSPTw6MwBKwhLYEcAyUZdC2onAjTGa0rndOUlBqbC7SyxDAj1HQplFmlSalwGA/c399jjAh5n+JC33Xs9ge86yhZEtdlWdpBX9Z73/Wktt6nqpjnBe8r2ng0Vthn7XkqKNEZm0Wd5sUHz+gHOC+yZ7uuEzOUXLDO4rAo3QQ+YyQ3ZylrG3sjFap6e21f38TcrCh++OXEF1/c89mnL/n8y1ec58Ddsyc8fzxTqHzx5Zc8vL5nHHaMfZIcaj9wdzdirGIYep4+f8E8zzw8PJJqAZVZwsKyaPb7Hm8t2o9kpTmHmZAWpiUyHY/sxxHjntApK4B/W99zzSy58P1Pv8/xPGHML1Bzjzc7uoO0XUktTOG84eOPPuKDzx/53qcnARRKwRvN+XzCOS+slyCggHOO8/mMUhCDZxhcE3XOGzFCDmJAEa0dMCyLrA3HY+QH3/8hWjuWVKnVsCyRmApGO7z3KCUH6q7rWZbQnpEsbRfaNBaBw3cGY8B7eS5TQvKUIKLRWhtykoN4VVUYRQ6xMB8UxkqesEwJhSUscjiMsVBrJoQq7dshQoVxt+N0PLHf77DVkrVCd5ZlOnE+n/FrK5xexV+lHcQ39kxc80qEUUytGC0M9Q9ePMU7S995SlZgKmGSAyyIxpTkYk23qMkEUhXO9Xz04Ufs9wechZSC6JAtS3NiKmgMu90dOQWMtmjtMNoTM6TTjNGFaV44nmce7s+8uj8D0tWQ0vs1N2nAxjUQknNpbVj5cnhXF3BIN+BhlXyorWiVV+CrCghimuyIqushfdXRyc11MW0C0Kv2T2XNRGRspYEQUvjU18Peolb5vbWAszJ41p9b8xtQm8PY2u51zQjJ7b2+yh6Bpj/Trnn7qiCzl9Z6aA6j6/hZHzzZf2rL/ZXGWi/AS1UsIXKeFkpOuM6Ja90cKGhSlSLBbtjxZHfH2oa4JHGbnOe5sZjqVkRcAbCVwVfah6KvmTNFDEOUMbgGIJtamqxDIOXM07unKG2Yl0TVhq6rLDEQliCi/c7IGTAIHdA6h3fCnl2Nikq7DyXn1vIuBUbnLG4TwG/3IpcmWt/Gbgydd6ScSFlytRXgWfUZ13udm9j42qa//pywqy+Obz8pfhrmz78M/DeBX1NK/b32tf8BMgn/d0qpfwP4Z8B/o33v/wT8FeA3gTPw3/4D36GKmHPf9yKy1pKzGCOugUKu9Y875zBGqsIKhe869mZHKYXz45FhHDg9HsEINTznjLWWcRzpdnvOj0dc31FiIuRCDQnbebS2GGUIMZCWidE5VMxUKjGcIGd240jOhfh4bjTXhOt7pA9YbKPJ0v4wuo4lRWnXyIVPP/uMw9MnqFyYl5nBe4Z+kPPJccEA1miW+UwBdtaRq8IWABGitk4TY8aEyr7v+M4vfYcPPlFYU7Gh8Jv/8Pt8+UWllo6UNfNc+fL+FYfnL/i1v/PI6y+PjGUgLBWVAmVRKF35wT/9PndPnhBDgFI4PTxilWaeJ7QxvL7/kn7XC/I/z4y6Y6wdzmr2bsB3nofHRxHXPYn+wu6w53w6NhtLWfzCkjCq4pRhMJZ/81/7K/QKHBWtwBTpkNRARP79cx98xG//1hd8cvec4+sTMWVOrx5x2uO0AA3xuJBS5IcP3+WTjz8mhCD94fPMftgxnWc5AFXwynB69SBVrFXAWTVnkSZaq1q7F7VubB+tlWAgMWMbrVHg9rphQNs024Cf9p9t8axcra1vI77+uamEnr9WOVRLXGq76K26sAIORvNGKiBQtSDfxlCrJDi19ftfKETr28nG7LzFeL+xW3KzxlRWNEuWeUYZg3FeEj9Xmy219N8KOCNC71pppmmShTCLUNNaFQDRDlK01gcnn2LKhV0/sJyOeCvaOaWpW9Zc8MaJrXVvqVk2m/3uwDSfiSG0A2bT7CiVx/t7OucYfIdzDmLEaM3pfEYbzZP9EwqV8+kESpLuFCLGWkpMYm+esginVxEvl15ZaUcVpFWAuNoOfZd+7KY1VYRVURvAuaYHWrIYSgii+5EKaQ7oImBNDbLZ5Slgmq1aWDLz6SwtcaVAyqicpb2ssYYsClUEYLWIe4muKxAqmzawUZ+1FgblMAyAsE+0Mc0hrCVMbfPL67Vk0Xe6fn626hVSFavr9be4JDhr8vVm0vOW4mufmzlnliCME6XNlnxa68RSulXe5vN06QffeHotsS0Fbay42ikRcoV2SNOaECTpWZNAZ6QirbQwIkuMVG1YWoufMUYAplKxVjcBUkOtirAkchah8mVZ0FpRYiGUgKmGJUyUnAhhoaaKN05aPc4TQ9cTK5QUyRSctczT1Jg/0DlJjJwSlzKygKRxCXRGWtM0cmB8fHzEec95PuH7Hc8Oz/j08++TQwBrcUpzur9HU5keH9kfdjg98PrVa1TK7PuR0+mILoXlcYGkOJ0eef3qnq4bqHNiXs5SGVSawXTkWVq7wzxxGPcQM8vpTIpBwNElMh8nTg9HPvrgBdPDUdrMU0JZaWt7eH1G5QVrZK7GXLAWHqdEKa29pdbNmn1ZJmEWG0MtUsg4n8+SS81nnPcsy8I8iw6D7we6bmyumMKsmudAP/gmqm+2fCo3C9++84SwsNvtcN4zz8LE1Q3gPk8z/bTgvWfYjcSU6IeeVKTNL6VE7y1d56U9KObGom0HGm3wQ08Oy1uZlC2+/rlZ4LP7ic9e3vPZ69d8/vIVKRWmUnmYA8477u/viSGBiXTDDtWYesrKjmhcEw5FNSZdpmREt6coliWSUmHc31GqJqlArEX+oGS+oChKqtN109dJhFD47IvPAcP945lndyNLqignbV9VQ86V+/uJHDM/99HP8Vu//TmnCM47pnnCux3jOBBj2Fo+Ygyb+5E8Ixbf/ej6KsCiRluISSSfP/38xONDIEXNEhZiKpQqEgygGUdhE1ql6XvH6mpUi+iM5JSpTmOMx7om1AwtT2ks4iJCzymVTXx6Bf57b1E6471iGOV3wtza/EHYrxtTOUNzF/OurbUodrsdORdSkrNLXRkL1Yj20dgxjqMUOowmF7HB7rqOGBYBRI1cW8mZkCOQOU8ntBrJ1olXSVrzGCipUBMoXylFk7LayAQ5i+7Jbj+wP4w8PLzmdJw3JyqtNKlEnPHo3hFjs9hWBjDS/V0ztQaMUbz68ktyUCxBrKifDLvf94D5M8TXPjfXfepa60ZEgpt9+1XLzMVWW9j/m/HJyu7hkptIDbQV2Ro6k5vAMLR8y7TXbwW59fdXrR/ReJL91Wixn1uZVbVe9Da39tmNBfRmHl0bAFMrkhdbu+nFXDODVimir7a+bewiWkt8uy/Iq5KaPMB67QXemOPS9iRufCVXcq1M09Rui0IZxzDsmJfI+XjC+QFtHC+/+JIlBlTr0jBagLTLewtzR/7Til0y4I2VVFY5gqYXp0y7plbMzEmceZ3VOGOoVdpjO+dxSqRXzmnheD4yh4DS0tqZ5gBLYewdvbNYAzkFpiDjNK2F2liL0mL8Ii2kF+2oGAJznrDOSa5mDEpZAYtaQSsHMX/pnKdSN6ZSjFGYgeqi87M5s1219V23ff1+U/Oncfv6j3mT33Ad/6Uf8/MV+Lf+oNe9DqUUfe8wGlzfUxsTKMZICGF7II2Rw9yyLBgliX8OGt93xCSJnmo/R0u8tBEaWc0ioua99OWnnCFFeqOpMZIR+7i+7zkuM6pkqVY2yqTvPKdXD4LqGyeLRK7k04z1jpoCpdncGe/IWSp1VSm0NTzfHaghy0PmR1znOZ/OAOIYlhK5Fjoj7VP9E492lofHI6fpjB96gl4AxaAdH36w5+Arx+9nXr98zWefnwi1I8XM2BtcTdRQmHKgf6Y5nzUHs0PZwpIWXO7ovEUZEaI7fvFAzFFsfr0lpECvBaV8cXjKEsWe0nYdvpcN6MWzZyxhxlrLh3cvUK0Pe5pnjLPcPRupwHk+UxTYqomnhZQDy+tHPvuN76H9mT/zL/xZoe1lobaWlvzFVHj16Sv+0d/9+5ikMEkRlsyLwzPOp4k8RRELKxqLx+NQoeIwGAXOG4gFi5KfMRY3GExsDkmlSMtCVQJKlNpECWurLKumJSO6QCWXDbUXUKiBF1eVgjYJvpLsqBUI32iKbyO+ibkJ0g74hq3g2vLIpvsmLVtt85NNw4KuW6vXStncKgzNLkGbi4tABaE66naAdY6QFnKjUedixDGnVTCNkkOrc50stMiGqdDEsIg9rnWEJVByofOdgLTQxNQyKQlI1IzOoUhbVGoCsHmeofNimVuztCEsM+N4EPbRHOl3RsSJO8tut2eazhx2B+4f7rGugoHHhweG/W5rJ0tKDs+7YaDfjbLwlwZAtir46lqw2tvSWp1qlQ1Odu0CqllvNkRns1GnVW0a+2yN0pg9RVUB0IyI+03HE/PjCZsreZ6pIVNCkjawUiEUrBLLdVs1BmEh6LY5C/1XtJVKiOgCxoj+ArngGmtnBd2azvxWJdNaXrOUwnKesLq1CLSDRG2b4wYEqRW+eeMpF3HKqoW5eLX7/UhicwU6rfpAbyu+kbmpaEk6KCVrkm6VpZylyoVSpBTaz6jtYLZWBq3rBBgvYru6Dlg19tDpdOLFi+eiD9HaD8Vpzoso6ZrMoklNi6PkSooZb0WHLS4Jqw0hiDuRt5q0SPuZth6nLSEGNBCWCAWW00w3iF5WqYVzTKKhVeX3wnSm5gQFlK6kEBiGns45HpMw0nS1qFII88zTuzvO5zPz6YyzlvPjEZQTXYwKNefmvFnonOXL6SztnsbxZDeSlon5eJYkcFo4PzyKVfRSSRF83zO4TtpD50UMErzl/tUjd4dnTKeZEM/03Y4UAiUG5vMZrRTzNLe29ogulTgvTNOCQhNKQuMwytMZy/H+gf3eEJeJpA1uPxCnmQSEKCK6CnFUWZZAyZHzMkl7hx+giMudUpK4dt5xPi04OzBNM8Mw4HyP0pYQZlDCvFCq0A09lQQKnFekLPkZQAiGfhjZ7T1ziGht8caSayGmAipRUhTmhoG+ifefTxMh5007KsZJngVncb451GFQV0y0/3/jm5ibuVTu54nX08SUIpFCrIk8nVhyQGnLNM/SNpITVVecsxhtSKGinSTuMaXmuCc5bS7NLU8pUhWHyzmA6RxZOc5xJlXw407c9owhFQF9S47kkom1cjoHlmWiVsPx8cz5HNF6IGWFMZUYRXbAGCtsV5I4aZXAPM903Ujfdw0Q1Bgja8vxeNxYhLJuc7XPy70ppZKzMGtylvzp1auJaUrMU+Z0Cihlm/ZPZhj2nE/yDAtzxqC0ZjpPoKRlpJbKKuZvm328OP+0Q1fMGGMp8SIkfWkdEbZF1xus1VhbRAewgTzGaGIQNk0IsYlXy0Erl9IYxV1ryfPbQez4+IgikdOC1bLu9UMv63DKOOfbXmSQulLbs5WS8eWENR7vNSGcsc7gHKQguSilEJO0W6aUsUZRWtGyVilgWSdC1sKojMQQWMJMWmIDkRoTVMmeOQw70U9LmXkRprVxsk9QM3MInB4DMSq8HzmfZn7fE+YfMr6JuVlyZm6MVVjzAmlJVOXiirUxYtrPiEHC2uJXhelRuRSC199rRWTaIX0DXFbQSNCW7SSgkELLCkqJ0EIm5dCAR73Np23v1teMlh9leVznOmvOdLEav4A9my4pNMfVK7aTutyLayawEKovkizyJbWxlLZ7gIBLRovYsu/61o5oSAVOU6AWcRS0tmMJmY8+/JAlSjEDBSks5BjIqZkCrHljK9gZLS3kKz9KKTEcqUWkPKoqlChrqWq4gKZilMYpjdMarTxGqaYPmKgl43RhP3iGrgMlRbVx7PBa4wyoGsV9q3PS1q7kGnORNnQpwOZNf1EbaQFz3qG1byzaTIkNiFNq00D13rQ1sjG0tTDi5bOrGxB0+Xzrdob6qvvX79eS+Ydy+/q6QiuFM671DVe8dRzPp812Nqe0OYOEnKWS3Dloh0SjFLbv8M6Rc+J0En2fBtIT5kkeTAWpVqFq5ywbA7W5iohCeVoCvXXEkER8tRRB8peFcTeSZjmUVar01E+ztEcYTUZ0QLzWvL6/3xLjFaUDRcpLYwVkBi3VnDwt5CQV3G7XYZ0jn2fmkkRhvCr2XtT8jTHMIXJ6NXN6XTieZl6/PjKOB4y2GB0hBnQGqkbnwuff+wxlrbjwhEqvPMflhPOKmCIpRubjkRAD426k6zrGcd/sHAtjP2KfPH2jcuy7Dmcdz3Z7UIJ6imCjZ+d6KoUlRkIMPB0OpFpxSpOVZQkWbX6Ov/13/3P+8n/tL6GUULsf7k8MuwNTyJzPmemcuP/8c37uxQvc0vHl915ijSadFp70O+Y8kaYgrSq1sn+6J4dMKZGS5Dnx1qFSYRiEiYG1Uj0JkUKh60as1pzPZ3JJGISOXlVz+moc2hWdzzFhjd4En2WD0IJGb/NMFlSFumIBNX2Tt1ok+QZC0cSF1QZwiWJ/aW1C6yZ5+d7axy4tzpKoFll1xRZRg6rSoyv6DnKglE1l7c29CIjmnKkaSXSyaUCHEoRdKWlFUTJXrRPB5a7zjOMgLLBGnSylNDFRaWlagmgjaKDkRFWW1DbAEqu0hWiH8q1apAX4mM8nvOvonCWkJPoi1lAzjLuRoR85nk6M/Z5UxALWaMPQyXh0vthi7vd7jHOkJKASRZ6bkALjuIPa3rfkTZeKNv7SNthL9UptYJzKFW3qVT9xSwiUJMorgKIb8JVT5Hw6Mz0+YnOmzOIUZJTCWN0cwQoGYXDpqnDVUItBF/BanI02FpIRYVudkURACYW45IuujIBYZXOKAAGhVAN9XHMXWpkGqjZRy5KoJaH0tdMciCCjvI5qbZztv8DF/UB64wsr2ZZVZPotArPfROhVXLFkSdpMEx0siRTSBYBWyMGniGC2NQ5YtTs8uh1GKgprbJu/ms47lsWwG3dYazZ6cSmFeZ7F2cl7ocvHxBIW9vsDYQlXCUkmLCKomGJAdVaSpJipKYEu5BQEOEQxnc8i4o3sdTHMaKVZiuyR4gYn7IRVKLY2qn7vvCT2Tew/h0KYI/tnOxE71tLaOJ9OjUkccS5LO1XIpCXgrSNMgel0Is6Rw/M9QzdwPJ7w2mExPN7fQymkOZMjxEUYcs/uDvzwh5+jjJH9PBVM1SLInILonMSEonAOC2mOKFXJIfD02VPuX75kv+sJ54myRGLOKGuI5UysC2RpV5/PU6sOZnTNaAo15LZ2ylq6lMTQe1JJZJK0U4WMaC5ZvBPGTtc73BPLeTpjbM88i+20FNoGtLGoZSYXxXSe8F2HtbIfoKFWAXSWZeF0OnK4u2PoB5Rxsj5buedoQy2ZVAoqZbxRdENHKQL4FUF5sZ0VlmZQaKdRRjRO+r7/dibZzxi1QoiZJWYiSjTMdGUOJ1x21CJrsaqiMZKLODUqI3mqVmJIsBsHXi2RnJOcJ7USl6lc0drh+xFlHfK5Gox1rYrtxC65ARi1FmHllEQohXlZyCWSk5igTKen1HzY3lurSt87HpfAPEtroFFQYhCdqVrRVhFCEC02ZXDeUJKsOTFGBnagpQ1JDtDtiFaFeWOMfG+eRVsoLHIoF8ewgHUd3lim81kkFBTknOh6x+l8xihHVQVFM3Swjr63DfQRgLKUKm6CuW57a23snxizaOYYAc+dM+wPagORcq7U0vakWsmpAcWlsut3TJOI36cY8d6JNlEWvQ2j1wJPaQf6TG6tXbudlTNNyVuR2xjFk7s7lvksh8JSMFbWYO+1sJEGi6JynhZiUs2lrOCcwlhpfcvJklL7DIsUKI0RS/qchX0hZhILNUMMqekZJpzrGL3HW0PMZ2pNlFzxneewH4WZlKpozCWFNuJG+paZP197yN7mobLlsFBbUfOKt75+r67W7E0TUbgrrUBc2+dLe764gDxFWgnlay1H1hrDpfC0ikCLrEFjIrXDhVIaa1d+EBuLrdRCSV8BqK5AHrZeBPktvWrWXF3XyhiyLW/XSrfuhus2s/a+X2UMIbnWChqtRTnFhUW35pqlyRTUxp4qpVKVaMKqemkrm+dZtOxOk7iUtnOz1QrvOkxvsPNMKpkY4lYAVa1omqvMedNcTFdX0W0sVUSfRfanYlTFUum0pnO2Fc4MSwjMITBPC7FWwKCMlTwrZYoDquj2xpIkn20sLa3F0GZlFK6fQakiSq3Vxf1Nm7aHrmdEWgtfzqScEFHOpuukW97e7rfWTTdYFtXtc7KNcbS2972Ntq+vPUqpqCbQW0vcqtUruuWM5Xw6oZTQKn1DU51zaK04TyepyDVBwc47cozbQWidoFprwjJvlfBpDgJcmAtlvtbaRKUrVtkG8BZhBTQKp0Y2vZoSnXC/0MrKgVQp0rLgtQgnWu+pMVKUQWsjLSRLlA3RKFQuUOVQpYAcI7q1xxgqxjp2XhgDsngonDac55mK4tDv2H28l2vRGkOmVEu1mjkEEX3Nifk0S+tDqhwfHjidTyQirneEGNn5jg+fPaUfR+7uDlhvsU2AS2lpvQkhkBta3FvfROlk4RO9nIK1hpAj8zSRS+Fut2OOCW8cKZxROdBpy5Q1edjxcgp8gFRqUlUUJWhuZ0A7w77f85uff5cvPnvkg+cvxGod0UXZ9wNT1uhGbbRKY5XG2A7lFNPphAb24wg5t/afM1Yhn2VW5JzE9rEoOieuDTGLg4wUxzVWsQn0yTqyLvJAaYsohtVwsdbG4FCNYdJajaQq+35tlNsCVsrGzthaa5BrrOu1bRuR/JrWIjK5MnVqVa0Nea2oKFbnFzZmijBFtqpGFSFDZcRyMhdJOHQUC2vTWlZKKQ1QEVnSvu+w1nA+xZaMyfy3RpY8TRWHwJIx1lJrkj75LNoBOWSqdRjtNqvqsROK+3Q80XcDu7s7StEs0xnTdEkUBus8zooDy7TMxJzxTlxJJOmTxVw3QWnROmtMnowkk8OAavaReWWcVSgpN6cA0w7+krC80XNNS/50qxTUpq1khEasdKPDSwoj9PJF+q+tBq8FCPfGYqsSHayiEQVoGuNHRHNNNWiE1aerAD1pXhlKeatylVLJMSAWCWs3uqwbBrO1EmZEPNC6tWImjlMpVbQyWG2oJSBwoiRGLZeBRnM2NP2ilqbIwidMPtlAS/v51flGY1hbEN+naC4fK61ZCxCUc5Z2OC0HS6MMq7Skdb5RjmXu1CrFD6UUXd+JJotzYrGs4MndAa2luhlbq0BKTfi57zHWEueZ2LQMqIocRaScmgmh6fTkgKYSEbBPFdUS39Q0BOTAWNtaoZUizDM1JlKrpMVlofOOGC+JTVUC1JcigG9YAmEOWGXlsJkrQ9djtd2qYquwakVYAtTSnPw0ne14vH8kTDPedzy5O6CoTMczu3FHiNIanYNUQmsCqxVhWej7gZwCJHFSm88TH37wIRpJnJeQRNS6Ss6zMc+abayumd46ziFATuSwUJPG9GJjTwO4Y5D9aZ4mQn9mNxzIIRIW0VAqCMiaWsLfu545zeQGAuQoB0JnpHVu3I84qyhE0SgCrPP4rpd2QmWotZDiIlpqVoBZ6x0hnuW5so6YguRi/Y7O9QzDCBpiSWQ0JQnjMxeYpozvFL73pKKENWZEQySfHglpwUZJyt0V6/R9Ca3A6dXG2GF8h66JkhZijlAUuprW4iMtNDFlQiw4bylF1iznLN3QE0sV8wDV8pIqLT6uV8LGVIrdbsD1AizUGNE1Q04U5KCVayLXTMiJ4/SI84aaEjlHYnPZWW18nDOkkMi1sj+MlFNFkdG6iNg+UiTLDdkptRBCxtuO1RFIjCLWyjSNxVURAoWwrHOCFKAkxcP9I/McsU60eGrJsieXTDf0lJJIJTOokYrBuE7E7RGnsM45nFetUn/JW2IW3cecZVzGQEpVhKBVQenC0FmMkbHJfsPWKqmVtPKo2ty/QsGsLVMxNwArYa2T4o6SgoJ3jinNwhiphVIzSwiUiuQwjbEjOh0i3Fy9oySRgBCDY9ncBu9wTtz57MnwcD9zPhbR21TCMqxrDrEWSbSmlixC17kyL3K4lhb6zGp5HaNoC+UlYXRADY5as0gxaIe3nv2wJ5iOWqSFtJTCEmbmZb4qer4foUAEzZE905o3hZ831jRshdu6nQfaa7RzSG1FC5mPwtRY26nUWshsDO1ScsuF2RxPJQ9S22xZcxj5lTe49ZdiDhfGx/pvrpg3XLF3VCvafpURQmMP6ZYb5SvY66vv86P/voBNax7V0J832tLao7idCWoW0fDVzc5oQ9WWXDWlJsZxoOt6pjnwcDxJW3spAtYYs+EBOUm+ohFA7uLqysZGMlbOdFrJ+8hNLWhV0RT2Q4c2FasqNYkBlNGalAJaa/q+Q6VCSJnzdCY5T8qR5B3RgCFh9UVjRx4V0Rpdz37rPVu1n/J6PkS6irbCudYbkAOInAN5Oyuqot78HLbnlO38VZoMwsogq1xe7yfFOwL+5O2BMcZwPB7xnUdpI9o8SYCHDz74QDQJVp2VhiyuD8Z6QM05M02T9Naqi1NQjHETTRJVfd0ApLU/rlJSZTfuSDltCWbfdYLOa82yBFTnGfpeWAu2uQ0Yw+l8ojhh8+z2O0y1G3MhNTvHtIidoneWh6NoDxhjNtt6pSu1Zqw1jH0vmjlas5wXnHeUKtVAZyy5NT2kVkFYK7FzyKAsh31HOR5JRex8U9MC6TtHVT2Hpx+irObpkydYJ33Gp0UE61a79RhFmLrrOrqdR1sjmgBVQKVqZMZ1Xccw9kzTRNaa/X4v90VrdkMvgoDWNYezDurML//pF/zCL32ItOvIwSTECNUwTwlvLOdT4Aff+4wPnv88p/uJ5TyRUmS/G5FjnqGznqHrmY6PKC0CZFo1wfCKVBKzoMzWWB4eH/jow4/54rPPt8qVaRMthkApmaEfODQBvxKE7dWwDumr1AZtxNmiIH3wJeVtvl1rj9RaWkKgNrT8fYuv9kB/dYN4owLR7sHl+q+/126i0lfWjAICScXOXNDuq9emSovS+r7ei/ijNXZ7jZX6KKKQl3kvyv5uE5CHKglvmKW/um261mqmZcZ1Fq2VaI+Uwvl8YhxHSsgc9nfkhwdOpxPdsGMcRMci54RSlhgzw+h48uQp53mm63ust5zPEwWkjVVrrPMY6y701taiU6usYd67JgRXKC3ZSkkE5udpltfwTtg7ygh7qjnxVRCwehUev4pS6+bwULWmlLqtdc+ePKH2PTVEVMoQEyRJWkxV2KbZU3NBZdnscs4tmSmoVYAv1a0/vmQRNqQB7pTNk+tSIatvcm6u+/CFtdUEtK1vSpZ6bXeXv9e9tjYjgGKlMkXeGGllFWm8fubkCXvj2X3fYk08Ss2SfOYo97wlWKuYtWgBiV6Tas+Z6BHI/4dh2ITDd7sdvuv48uWX+M4TYyDlirWOeV7Q1rDfiW33siytl7+2lrAk97xW4hIFiNGKmBN9K8rknBsrV8CfWjW1IsyghgjKNK8CFuTU1hxp0YxRQArd2Eiq7U/GaJZ52cDeZZnZjQND328J/NYTb8X9r+t6zqeJZQ5Y4+m7kfv7B5Yl8uz5BwzDwOl4JsaA0YfWrtH0hhAtsadPnvLFy1fippML6LoBxiImGUlJikVJXyjbXSdMm08++ojf+qf/hF/6xT8hn2GKzNOZXDOpVrwVhgzQ1hmZNzkkjo+P9N2errOEZSEmsdjVWjdGgcF3I8lUlIqEsAhDIEec86IjsASh5hcwWhxQcwObrfcbY84YAb9LKpuAv7e7dggolBqBSKkzKE/X70ErbHVMSyGpFdgX8DklEeN13rLMWZh7jS2dkrSUCfxjuBY+fR9CKcWu79mNA0uMdH1HSHMrNKoLEK3leJfLypTOdNm2ijzQGHDWOQqVZRYGnG56NuZ8xnUdQ29xvaGvljBn5tORHMU1shbJr6SNIAvbu5mrdL1vubYSN0uFgCOF1n4Nywx9L+CSuj+iEBBkagU+a81KkMaohDZW9HZqQSkBVFLMFG+bJooYpqQkzBqqsL9OpzMhiADs2rZVSmEc96QkoNMw7nBuYJpTyxkKzmlhQmgRj1Za9rjYdPqctTSCKY2UjbNSGJFivRgeWK2ggEitiHZdzVdCuBtLwkgbepY83Zg3D+I5ZbzTGO2YZ5lP4+ChZpz19N5Jjg44Z7FWzhWlCtinnEFR6TqHs3KNQ6/ZjbJPDoNjWe45nRZiCux2Hd4qnN4eGpmTRvaHiJx9Hh6PTNNCTguHXS8mCksiNMMTgGkOWK1xtpf76GxjAso6YNSA0YVQJopSFwbCexZroT/mLOuZvrjKrrmAWUEUtdqYXwFETSCaWhvz7dIetmoZrinGNg+0tLRvejQNkNiKxY0ttL7uGrW+qVm4jW8V2W9AzPpsrwLCF22gSy69CQZrYRhu1/iVuLQNlTfy6EtLnObaSXX9netzjxi9XIlBN5fulAvTPBFCJBeN60dSKYz7jsNhT78E0aMLkfl0IoaFEMI2DqOlhUrMEFYCQt3O2jHFi7tWKa0lVMBVyRdVk27o2udqRER6nqiIWYG2nq6x2nzvmR4nsiqEmqmqCMnCGqw1JGWa3k8DueoFdNs6IdpztD4nuhFO1udE0h35f86XZ3B9CrZWvPZaWusNWFufZ2i6QfmnE2B/J8AfrVcLSUnsnHOCCta6iX/2fY8xhqEfxEKxoYwxxs2K1DkR0QshsNvtANjtdlt/rhyq/JYApioP8yowXWsFUylNF2EVOFx/V6F4/uyZgCmlME0T2orDgdA07eaUUkttwpelXY+wR5aw0HUdr1+/ZtiNGGt5PB1FmFbLhPJdJwc7KikHpmnCWlEnR0n/X+c8X7z8Ej/0lFKxzlNqEGFGrSmIxeSTuwMPp1Prs8x473n27Cm6s5IkOkn4j8cj4zDQDV5a4ZI4GWijtmtYlgVVMsYZ4hJF4PE8MS0Tu/2eYZTD9dD18l7OUWolpkitzco1ZM7hkX6E3/yt/y//8l/6swA4A/udQxmhs44fG84Pld/+p/+M/f7AfhwJx8jw9AlffP65fC4p0LkOSuHVq5ekMPHi2XP6rmeZJh4eHjjs9vL5hyDsAlMZ+oF5mja6um/X4dtzsIorfv7Z500YWui8tAPOOgGfPnmKs024sYGPqzX5NfggwqsirVbr+7ZT1jcW9x8RjLvqRd5+o5bLYb42m3BN0wOqTY3/TRBMKTnQ6yuxslXs8rrHWYA30YfwvgNtGsWRZq3YLK7Vhf4om4Tb5mbnO0KYUEq0xWpz7gIR6JvnI6iLaO26Ho07sZB//vw5n3/5JTEGur5n2O1YQsRrw3me0NZw9+QJOgRxUzCW/ZM7QmqCbcaA0XjrUdZQU94EVCswjuMb1acUIsqI+KtxwmAIIUgC01rnvHekLGBPXPVxSm0Wz4bNpLleNnZqlbaMKG5Dpr1WyBmVk1i5KwNGkZOIzGqlsZgGZF4glLp+7qVcNHzaQUc1wXe2zeyykdXVUa+uYE/d1mtrmxCxFoDKu14YCFmS/GvGjzjOFS7+Geu8a0UuLew0+R3REQFQq9XYexhKsa3Ppe1Ta/IqbRJSDVwLHOK8YTdmnXN+sxgWXS/Ds+fPWMLCPM+knBmsEWFzbaTt0mgOhwNd1/H4+MjxeJT9sTGJSgPGQVr6UojbYQbvNgvSsoJ67bMupVVOc2puKpXD4bAJyNZapcWrlUVLbtWz1so5jiMxJmlrCBGtBCj54IMPKbWQcmqM3tWhRdP5Aed8E3OvhJBIKTMtCxVF1w/kXHg8HiVvKKI7FGdpQy+NASFty0kKUw2UyTlxOIgAfGd9+3yStF7pFcSWg9P3f/A9fumXfpHeO8IyE4LonMWmA3hWR7TyrYpccdaTWgtLKYWXL1/y/PkLZh84TxOphJbnyAGYahiGHdN8JOezHHiNYp4njLVN1HlAKXHfUlkORTknSpD7WGtpGi/iriifiWoMIGGclSomGLpkwnJimgz7J3cCRCuD9avotzCUhN2tMEbhfSftd1VAxhDlPsjBS8CP9ykUMA4dz+4OhBiJKZA6j9GNMZNEtNf2HmUVmUyIgRADJXuUFXZYKplUqoCvxjOzsMSILZq5MTi1NeCeor3HWoXxhnKWA38OC7014koVo2gwtfavlJNYyvdOAJdape256ULVxoYsSrEsmefPn3M/JT7/8sjx8YFx/1Rew8v+rrWYtHS+k4JGA5h00+kpDUDJpbT9QxOWwrIUXr58fVXITcJCUoWuG7b13tqOWiwxQoqFF88HaRMpmb4d5PpexLZXUXs5KogVutHCMG/SH5JvaEVnNd5B1ymshZzkFF1yplZ79ZlKm7GxUKJqDEkLVGKS9cVaSwwLtWpiEPA1LIGcLX3XcXf3hBjFYShGEf7uOk1FWsq9txgte3fXGboO4qLQVpFLAxX3mmfPnnA6fsGyLNzdDXhvGDqHbQ5lSolUn7S0id7P6XRmniPzfBaWWNej9Mylzcy04mah68RVzXvPbr+n7x0xVrT2KBUYB0tubA2l3y9gFtj2FNNyxjVXX40PdGvPgutC7oWFs7bXUCtV1/X0vhUZgEtBhIsy4UUiga0YXIsAkWtaZvTlDLH+0c35q1RpK1zzxWs2vlZiZW7UhY1yPdaLeHXTo5HvsrL41/YvcSe+FI1WEPrNe1G3fLzU0phPpbnuCUMNtboGSu4lcikZpRX7caQMMMfEF5+/RDknhZj6yA9++DlLCHjnpR295fHrGdlZ29g+DTvgctYyxjQg+2IcsNmgV3EK1WS0EXfSmqVF01nBA7quk324tbJSMw8vX7MbR6wxDL1j9BZnFI1cSCrCTtdf+dyEEfkVNle7bymltre1e7yeob5SPM95bUvcPgL5XlvfrgG3a6DupylmvhPgDwhaHlPcLN/XFq7z+UzOmXEcN/Fnq1uLTROhenh4YBiGJv4qFf61Z3Caph+pJK/uYakpZ1fdgCDAWS8fVC6NnaBYYsJ5AQTuH+5RWtP3vWgfnE447zddn3XxSDmJYG0TRMytl2+320liDoQYOZ1O9E1nZ10YSs6cz+Lqs4SFKQT2h/2m1h5iYA4L435PaGK4qvWMhhSFZaLWhy4zjr24PtRCLAXnPV++esWwG4RpYRSHww6lFSGInbLVivM8EZMIPD579oyUFlLJqKK4O9wJ48gZrLd0fc88i4XpMAySuFFxnSeECe8sSltUpxieDBhbef1Q+Vt/65/wF/+lX8Vax+uHmSfPB1KWPvDv/t6X/Kk/9Wd4/fTEr//Df0xaKlYp7u7u5LDaCQi1NLeJu7s7uX81YZ3hl3/5F3m8f8Dokex8s+SsaKtJQQ7iWougJW2Bkc8qkYpUt4AGAsjB5qKornh8fCAsyzbRrJUKdinr5JPf10YaVDbq6HsU68K6Vg3WinIp5Y2Nco3rqoBqZUSFJjd6olamEVIa5aUxFKpW4oCwtZWtLhuNpfGVSsjabkhFEsvSLI2tJ8TEk8MTlvPCEiJPDndYbUgpYhs7IcRFUPuU6Vy3oe1QCXGGJG0kIO5TYQmyZiRpKbu7yzw8nPB+x+7pHUqJcKlWimmacF2H954pyJzpnKc3DmuTaHM4u7kAxCg23bbzeOTgPoUFY41Q3VOi5mZJWlp7Wk3kIq0gVGnnWCuTxggrbf2/QsT+Sq3o1RK2rYUayFXa0eZ5wqQCKWKrAAdipakwxuKtk4QlNnvKcvXZVDlQg7BQqKCKiO+pq89tpVEDWytbhYuQdZtfwAYqihyQzLla8kZZl4qagKpKbakMSkVUadUwBIhgpVUrheLihCWKweWn2izftRC6b3ojGVuBnvWQDmtxRe6l7zrGBogL01Ys4dfD2qtXr5jCsiUU87TIvqMkWXz29CkAx+OR0+lECDIvqAVnbGvjY7NfzTnjmuNFSokYQmOrqbamJlIDKtdWTBmX3ZLLnDPkgvWeEMKlPaytQdZaej9Qc+V8PlMphCD5g226XFWz/Y6qGmMN1nWkIsKoIWUOhzsej2eWObDbH9DGcjyfCTHy9G5PisIKTSlhjeG8TOz3eyoZ15w6qbkxCg2qZkoKJCoxzlSyrC21AXJUKInpdOSX/8Sf5/vf+6Hcj5b/5NZGsMwzmoRznq7z1Jrpu4F5mimFzf52txsIMVCjMKCG8cCyLJSa6TrPbv8B1hru718KK6KCdpYpBOpa+a6gjGdozqaoirWGGEtjz1WM60QbrxRSDVA0znWgvLS+t6V5Dmd8dOwPOwaLCBNbCEmLhjwQUsaumhRaU7JQ9k2R9VppjbEO496vA6ZSsO876l1jVpJRuhJjYEmZGMrm8tT3Pc657ZCTcsZhKVW0cVITfdbO0g0DVUMIYrtdFNTHBxIFbZ4x7rttzuRSJH8rqQGgwvyZppkQhH0m7Xyx7Q2rKQPkDNZqjBUGpbVyCHx4eA0YhqFjmk7s9geWZabvRIJBoegaW9B1Tlg9QdEPprUrFLrOQIbVQfXll4GUZC4/Pp6IOeNcj7VOigPK0nU7yae0IcVK1+1YYmEYB4yBsMyMu37TqAsLAnYrx+kcsdZRqsI28M0aRe9F/82awthb+l6Ram0tZ1eFrqqgXh+0ZOzOiutZaeyPYRiIOZErzEsQZ7+DaI8uYWY39uLou0w8HfYoRGDeKMXdwZGSlTbUXJinQCnSiqoUnM6RisOoyjyJkPXKGvLOMo5ODqOtGGKsZE5zYmv7ebh/4NWrV6S08PzZE+52Ts44WswvrLJ0XYfvHNopfOfodwMYcY6r2jDuD1jXt8JD5pPvfIg179e+CWxFWpB9wbXz27VOylcP1LVWYffT3KfKqgUkOUipq96l3piqq9vXm4dy6XahlEt7mDEoqzbn02tQZyu6tn2z893GjN+Ex3Om5NTo0FzyISVzTIo79o3XK1c515uF3Sa3UN4EfNZ7AAI0reNzzeWK2pgnjYVTcoaqNu3bmpNoY2K2M9IwDDx/rohFZF5UhZ/75BOc90zN0j3FSFiEMTzPs6yFG5tI7ssqSL3e37X11DYNNBChaGNFemXwFu9l/q35a62iA6mVoR8Mrx4eKTHwyccfcNjtqU1fz9TaztsJWreCMH6kiLWNo3UwbIyrVRcIKYSXWhoekak09phWm2kOQOWK6dOY0CtQVzeGl75id//0kM47Af5IP3zYHpoQAvv9ftPyWFHa1alEVD1EJK/rOoANBXWt7coYESBe/73eQHmtslkduhWgaZMmVgFPQgzUKlRH19B9qf4JJV0U/nuMk/aTEAKuMUasdVsrxUovNEbT9SMhpu2alVZb8gqt3aHKx5urCGUZa9k51zQx5PCSU8I7z/l02g6S5/ORlOUe+N5Li5O1uM5z//i4AUVkoZUf7nYoI7T1EBZiThQqd3d3zMuMUrAbx/YAw7LMiFiooR9E6+Hh5QNd39F5L84yIIKdWjGfzxhnNxTTW0tqiaxQzmWD/u7vfco/92c+4fkHB54860ilNjaD4pd+8QP+s//0/8XLzx8Y+4FTmABpzeo7qdh2fUdOeRMEf3h44MndAaM1r1+/FkcaFPthh1Za7lmSyXN394TQQKD5dNyq5xtKr7XYdiu1Jb5KSY+wJL5pA0RAKnBSwb4spBtyj7zG+3bABN7YhNbK/XZdawWkxca2aNav6GYbqtjYJ+trrodxrTUYLYdwfXnOa2ODqKK2wsqGrmtxqTN2BQlMq+qLq0fMwgLY73Yyb9v6IBoAkZRF6FCuxRCDtD5YrUmlQquMj8NABbpuQGlHRdgDd0+eoswRpRTzPNP3AyQRaV0aqDvudtKOlSLzPIvddANlTAOeYo6N7u0wRpGiCNZrJ5TSEMImpl4oOCWW1Xm731e09Hb9q7ZPbd83aFLN6xIn4njIRp2zOAJpJBGxRtwPakhbhcoYA0UJY6KIaPB6OCdLS+nqFKG1kdN/0zK7pjDrxu5SLYEQwUS254RyATBWYFHpppmlTbMXbwd41VhD7W+aZhrIuqpqE2Vc7w96q2Ct90qpaxe0929uSlIh68qWzG7VO71hclqJrbDddFpCa8to2GEtzJMwfaQA4ljCIve+VmJO+G5gfzigjOZ4OpFilHZadWHkyX1uDjkKSmrVcyttOykm0SNZk2QQEf3GoLmuVq7798b0+UqiCjRWIQJs7Ha8fPmK0+nM2iLkvYipppqpQeqvOVdss4PWRr4/nUXkWBvL+fFE1w3sD3fEmEgpClthTWabBoMUp2TtH8eRoz+SmnOOOAQZwjzjDwdSCuQYpX2uHbT73uO94fvf/5I//+f+CxxPM1BEzLJUYkytmqhIKYoIa9v3hA1phQmBHNJfvnzJ8xcvGHcjx8dCKbJPeudIaeF4uudwuGMcpaX7eDyyxMA8B4ZhkDyriHC1qgnj1mqm5D60z2ytOvfD2CqbizxPtlIL9P2IMgXXabpeDln90FgWVoCcesrkehGejzG1anezWlYa21jXKSVyCpT8TqSqP3UooPOGUnsKFW3leTyezywxEUImZ2mZ8p2XtrtKE+aVHHMVgl5ZJa4fGMYRbY0wtqaZFAsTE9pqjqeBqkV7rTS2cgVCKiiVUcqQS2JZpDVUIwwAa8Wta1v/VGv9AqzT+E61g1ik924rloEUE4zRjfUirrUhBqzq2j4hQFLOCmsKq/wGQAzw6lXm1atH5jlwPJ6lkBMKeIOxHrBY15OSuM3JgamgdKXvJbf2XpFyQemE1o6qwGoIEUprV5X7KWuAEG8LVle63uJ9pe8R6+YgzPpYpPK/3ROtEFvLSimqSRXKvp3bfI8x0ncDtYgel3VeDGH0WpkXQxvnDTFnjJU9yFhwTuFsY1wV0/SJsrTFdJoYm3OPUkyTaKwNoyfMC+3cjbE0LZuWOxnV8iMBHU/nM6fTRM4Lr16/biCCaa2dFuc9vnN0vafrbHsuJKdd5khKUmDb7Tzj2NN1iqdP+q39532Ja2Dl+t9rXLPbr5kctVaU2X7o8vPrnvSVvJiqNlZULdesDCmqts338p6lbDnu9RiuYy2M1Y37IXuENSJMXFeG99V1xKYB9tXrvxZn/moBFy4tX9etcPJ12bMbuQYVW+G0soEdqGbIIop3rZtGRMmFMStgSAjL9v2u9/TjSAiJ8/nUrM0F+A7LxbFUbOQvOqRcjf/SHgWN39cYfBVrJBfKObMsmZwVzugN+KMqvJVCshRsDUZ3qKbVtjppaiXz32on+X17K7Ui5/Xy+ayEjVKbziENOFTNsKPlWOvnppQSOZf1frc1SP5dKVdOvtdRV9Bp1VZTK3D3Iz+6xTuzo+YsLQ9r29f6wa6VTOfc1noEouqdG6tmnSzn85mV8r62Kq0Jo9iIxo2eurZRrXo7qxZQSdKWYZ1BxAmlH1REmMuWpIQklM7UJnTXdU1QUZKZnCUBNkb6CQFc53BODqkxSgtH13VvIMxVFY4PJxH5y0nUy63eEMAVQNjArKaYbqxpB2LpnZeWEJinmb7veTw+Mu5G0edA6LnOerx3GKPZO9PE20qrnotYnPQzy6HQ7Xay+Tbxsv1+R4gRVSspi+Vk3/fEGLaH2SjN0w8+5Ac//AEqKVHZ14kQJ4xRnI5nXr0+s3syUAlgemFkxMLjQ+R0mqgFUpFk2yjNFBuwZg1D37EbBh7uH8RdpVHqp/NZBMSrIMqPqVxsLUPmsD9QCxt4mJ3H7xzLPDO15yiGgLNWqILNrm9T8G8uHdRLi4osQK1FjCvKYVsM5HN7vyqYm5jYVcVgjR/ZGFt722rjDuKsIYrBV6uQ4mpBu/77mjliZMHUFzS/wlZZWX923VxXumlV0tq5Uq73+31T5hfQgtaaV0HETKl0fmQ6BWqmVS0nnNXN4njEu15aQnKhH8aW5PUM/YgykiCFJKCv9WLjuNJhrbPYnJvDRkKth/SYNmafMSLeXBozQimpnqaU2qYBIS4Mu91GI1032ZVeurLK1lavC7Cm2uF11UNLrUUqoVWhpEJO4vpCLeQi4pillianLLpAFBEOXsGYlIvQi2nVjaanU1o1qz0gG+AnPyMifZVWJdoAVWkVKw2YX4GfqkAbTcpZHKrU5THarr2uDjKNNt1A89ZC3wAsjeYCLLAyz5QwvS6MvB/dVN/lsMZwOIi2Woz5ao625KPNyVWU0GiF4sKWss4IE2FZKKWKS0aRStSyhFbBrAy7kf1BdOFOpxPzEkgpbuvbNbV6Y5m1itZq3lBLJcRFyjYt2ak5NWdFJFlsrZerAGpue4qxhtJaSFbwJ+eMc9I3fzgcKCXzcP9I53vm6STAhdHSaiV+q+3QKBXQVCo2l21eSvvuI9a6phWoW74geikxLqTWximPidqo6MMwtPl6ouSIVYqaE9pJC4hSSrRWYtgYhH3XMU8TVNjvD/L6KzDW2mSkPUqJy5kRfbO5tYArpei7gVjydtA/nU4N4NlvFdIYFlLTYZIW945hOBAS5HomJnnfVXMwhIjzoufinbQRrbmGaXlYavpZWhv6fofxUl1NQRyUbNO3E/02gzGIMHGpYApLqsRchY1cFCFFstZ4azGtOi1CnfqNdpr3LXxzRdNut+V67vUD0yJMl9U5SOv2GWcBhEpZNa+a0HqIhJTIy8x4GOnHEeMsznmWeabWQghRrOOtaKqVKqaLFd3A4FUbLwKaWgreOJzWOCMV8JozNQt4ogwNlADnoe81z1/c4b8rRZpK4umzZ8RUmpamtGs5Y0TvSku+rJSwl2pV2/qtqOSiOE+FV68eub8/Mc3SamqMox9GtO1AOaztSLni/Qp0GrSFXARE9R6Uqbx4sed4nOm9MHtEH1BaPNsy3yr8AkB5B97C2Cu6Tl1awSRZw2hDznUD4bRRIrzaTBS0UeRYsE6ji4DKyxLIVowItDat9VRcDcdhENZgDhwOQwNkEr5zWCcgDUWAGjT0gxPwrJ1XnDNXYJFmXs4sS9rE+Y0RfKpcHRKFxgCVzOl0kj/TmRQXPv9cUbLi2bNnjHtp4/XeM3QeqyVPCDFRmXl4PHM+Bc7nQMmVu/2Bw93I0yc9u1G9b9smwEYI+Cqr5Y2z2Fe+Di3v4MJwoRVXpMB7iTVnpXVkbG09tQpw2ETA1VrQaGeVteX5q+DTOo7LGNQb398O+2uHgb5mGwnT5Pr61r1m0wBq8ZPye7gUYNacE5rgcoMRrovEuZ2LWFvlVN3OpmK3QsvZKroVcIw1PDzcsywJ33eEsPD69b1clSArqFb4lHP4yhr/cXIUKwii2zzSDexu87/zWKPw1spngrCNc2u1jik1fcJEzpq5nbOt1tSWS2mtKFU3s5qWl7ezjMDMegP51GrV3gro5SqPbenEG+D7dj1vAJQ/+jysDLP1BaU19Eoz6PeZm+/EjlpK5uXLL/nwww/xvVidf/H55zx//hylNKfHR6J39MMgH5YS2+fVtSNn0bJZH2Rr137yuDmTrFXKlDLOOY7HB1LKLYmVcWyq3bViWrK4CVatD6qWBdiatSpvNxq6MroBVEGqYld0upWRBPJQ9n1HoVEDU24Ljjj3aKWIIbKkiKuV3klFxTeGjdIX4duSCzHPuKG/MJmanbzvO07zxPF0wnZSwTNGqhqmPa+1iMUlwND3xBjZjSNLWBrdbsH1nYy3NuDDmku/qVHEFLYHW2sti+F6wFaKLz7/glo0tSa0QsRyO8c47kjB8J/9nd/hgw8O9LsOiiYFRS2a3/3dLzgdZ/b9nvk8S39xWW0JYZrOaD2glRJhTz8IBX46SQuQsaKP5DviHOReN6AmxECOWQ7xvmNwjmHoub+/hyoOOCgt1rxK3N067zFGo5UIl9ZGGVwZZeF02hLetX99PVjUxlZYn4H3Jb66yVxXBS6xtnmthYyrzUqtm5AIlBlj2uF83cjkFWop4n6nRWMp5lXtXhKwVQRaYRA6t9lYDuuC2vkOqy0pZmqhtVi6liALw8EZ04AhS0kV53qcE82QkivOe5mrTXw258Ju7JmmR1QteCX6FTEmxt2OJSZqVeJGhojF+75vTJ2MNZrDfuR8niU5z7JZqCKtU75pWcgBUQCX8XAgkyEljFEiNmsEDBNAx2wbhNH6R+73Og8Ldfu31VocS9q+vYoki5iugC5a6ea+JKzB2kQp9VppyVVsSrWhGkS4dN3w6tp+pVCbAnN7o1obO2itVbXP9eoJqmuCgmoMurIBFiE0kVsSSpcGYCiklUu0RwTQkD+y7ubt8KFUbSKIFaHvS0+60ZqUF9kstRxq3qcwWtN526pwTZdOmdZqfBF7XhOT2pJN3VhzMYlFKqsgu1aksBosRHb7Hfu7A+NuR6mKx8fHZhUcCMuCbsWZUuQ5rvnSXr0sCymm1gorDpopBjrnGpGkNtCpCBukgnYNGmyAkhRjijDxWAHOy7NuraXvO3ZDz3Q60zlLaIclIakJcyTkRJtl21ptjed8FraNVoZ5XrYCk7ViL73fj8QY6DtHSoElNE2fpLa1fLeTFoi+73j96hVhmfFWClY5LBgr9O4Uo7T+piwtVhXCtDD2AyUnckwNbBampFJaKu2ttSAnKUSsSXTKGessu93I6XxuLdtLYyHuODd77FJFM+x0EmaS9ZndbteYhjumWejj1lhSFKaxiD1nssnoqtHo1i4qc8hYJd/PFVstzvcYIwfUUlYx8ULOTpgpU6LbG3K+p99Dqp6UevIia4XSwmaOgG00+rwWEtraHq8q1+9LWAvGKVw1VDy5ZOYlYowTqn9p7REpotGi/ZaiMEQQIELWZgTMiRGfM8PQt/VrNZ0IVKR9MUVhxShtsb4j1+asqBuTNEWsceiqccbSOYc3GqflMFrrZX8wBowpWAdPnxl+63fuefHiKVOAonzbH6XdaTqf6LzodtSKFEKsRd5dWGQN6iIVmE6F42Ph1ZcnYixNn8ahnadUTc0K4wzKOGEQWGHAyL6RMKZSyc0Vcr3f8gyv1tIUKThYK2AWVWN1wehE5wzjYJtGjhCPQ1gLCK2tooFzMQubWBv5vPpOgCXdCh8UmMPMMA6kJACzsY60zG0ORtHOGQWk2Y+aVMH5KkwgpwjbOlMxCrpOwKMUZa+MsQnoqkrXiQvhPL1GG42xWtz62jqZS6XS9uGW95xPJ6bjcVu/lVJo63n67AXOd3T9QC2y7p/jIterNOdp4vHhyPHhTC2aw36PqhWnDU5rHu9n5nn5RufV24jrdi6Q513ySTnUmyuNsbXFRlrdJZ8xVUs+U9kAHM2a/0qeo5sAt7o6VwLUlBsQ2eaaUqhVxmAVfq7C+vtq0fWahfNmq9abjKFLYe0i8lzV5eevOxbWa7y+Lz8O+Fp/7qusIa725w1wWouTq8+obuBKFUZdqVq0pbzDWMdxmltbG+z2oh17d3jB0I88Ho+NAZq39ekapDNNnuDN8SF5TSsA5pzxnbRVOifff3i4F3AuZ0rTFnr+4llz6zX4/sD5PJFLxjUtXdnbEikWYi0Y7zBWv1HQVnoFhLi6L4lcLvewtHt0Mbe5tIetebQUya7u61o0u8qDLh8MG9P9+n1/v3gnwB+U4vmL57im0TOAtB/NM6vtmjGGeZpEwJna2qXcpuuzVodElyNth/y1YrQyfFYLyJXpIw+K/Mw0SVuR1hchyVJre1DzppNhjGFogtIrguq9IJdC6e4kUWSlh4uO0a7rKLWwLGIn5/uO0/nMEoMIHuaC7x0VWELYnKdc7+j7frOgT024z/UdMYmOUKZyPJ0kGadI5S8nQkqM44g2EFtP6NCYQN57lrBsrChqFS2jWhiGfmM9hZyaLR1tApdWbUzEHFlCEEFGLawL11nO88Tj8cinn37K4e6OksXquXOGcewB3XqrDV9+MfG3/uPf4c/9i/8c968jMRa+/89+j+/+zvepVfP4eMRqwzydcEb0lV6+/IKnT57IgUYblnkmzpG7uzv2u4EcIz/8wQ8Zup5lFnbFcLgTcOg8C6PMKVKMPPvgKZ9++gNqXQXEe6wK5Jg4PH1GCkLX73xHWBah2jrXDsRSmbwWKr6mSsoinqHUjf77vsUblQV11cOq1k1AXS3860YgP2saEFubq1bKIvgmLSViQ2qMwThHRe7/+vq1QswyV6w1rK++sn+MEUAzpSS6CdZJlRON8dI2cAxHSsqblfgKshorbL5x2En7mLHSXjVPDMPAMQrNOTZw54MXH/L5Z58Rgji3pJyZlwXjvIy9isZJSglbCi9e7Hl1f6TzluN5ouscu93A6Ty3350bGNMQ+01UtZfXKnnbtCq09cWRqZhaWhuPiFjTWA61MS6gAdm1EFJAZaGAb84S7RBXa6Gk1ESqhGVTmraQpJzrZ64bO0N+VKMaiKTkvcvKsGHdmdnKvFoBujlcNKevIt+XMV6qWfJMNQH9KKC9NQZUZjcMok8UpZikTXNaSAvGSiW7lnrRumnXAyAOVMJUEEaCI6dKKgljVyBtZcS8P5FL5nw+kYqIdWqlKUUcDWtLBLSyUoVq69KyLFSWtmf1Yl3cmCPTIodIYwx3d3f0gxQDvvj8C1JzNxERV2mZtldVQwF6mpZdkLXzeDyx2+3EqSOLU11pzJmq9aaHp5p+wHk6N6av/N/7DoNhOk+sPe0rYHQ47LHWsN/LPvzwcH/pt+cCFMn1wlxmYiwbgzYEWVcOhwNpkVbvteU8xiBMhhBEbDwFUliYzyeMMoRc8a5jHEd2u555lgJBjpFaMjkJCq6tISwiWiyuk5LPPH3ylMN+3xx2RG9inqaW4IomX5eKtHfETNeJHXgIM/v9HbWwJYXH45E/9+f/PL/73d/jyy+/5MuXX9J3M3dP7ghLIGXwvm/XFjmeJ+Z5wjWraa2FfTOOIyAOTNpY0RLMmbVg5I2XwpfW5JZQG++oiNOSUsLY650IU6cUKEWRk+Z0iiT1gB8m/GjRVrG/G1FHOKOp1W6aDyIQKmuGMRajRfh6ZXy/L1ErIpArcliUHEkxcj6dmrB4q76XJA2rubDkwtRZlqWn1nFjcp/PZylGabMJoA7DQN8LOBmmaRPKVkoz9D3eGlIayWERO+eaxem1VA57qNrRLzNGwWHsOewGxq4TrD6vgIem83JQSkXx4sUTTgH2h8gXX55QWYSgnRN3y1ISSwg8e/Z8A1lTKrimhQhisa4UPB5nfvu3fsj9/czr+we0Nfi+J2fouwG0RxvRkJIW1ozWTp4zb9ntpR0phIj3jmkudN6QFmFPVS3rCkAKmd0o63zvNLvBM3qwq7U7COuG1vpVFDXVzRnTebHrVqpuYKXR0uZvHTyeEs57YpDCrFYKR4euoEjE5lbcOcXho50weTRNHkIOxl3nyKWJZCNuwKlUcqmypltY5kTXGfZ7sGYgJ02t4jQ0LVJc8Y7td9r2hzGKnCPn84nT8UhFiufaGh4eT1RlOE8TRmtyDIRlFimFLIytVy/vmY4TQ99jqCzTmfv7l3hnOJ8epdj9nsXKht3AjXLJy0upzYXykpug1uLJhf2zHtKNMRgMur4JSqx51Nq+up4VV/BHISQDYNP6qblcWvLLxYVs/XMtEfIj4E69dIWUK5BgbUl7g3HPm+DANRD21Ta4606TH/e7Sl+0h65jBbY2RlARpi9I10QIkZDa/qgM1hvGYUQbkSuptfL06R2n87nd7SqtshvJQ8gQawH4ckaBlGIThm5gim5fzwlVoRs8z589xRkrOXCV6+j7TliSWpNqYRgG5nneznhUybWN0m1tsK3QeQXENdLdWt3USoO+AsSUItWLjqrSF/BIzpEXcC+/ISNyKZl+9TMxysgFXD1/bxbofzTeCfBH1LbtFfVY9HSu0cXagIl5meUw5LxQq7Vm7KV1RxstfetNB2GezwzDIFobWhbKeZ7feHClj/3SPmaMYbfbbXpBMSbpIW6Hfe8ksQ5BklBh24hrVJ6y9M2298srIqylp/rx+EClYq20dJxenVFa8+TJE+QADalEYktMd7td65s05CRuD9VAZw1LDIQY2e12zClQVEUbePnqC+6ePcUacT9TxmBbC0nOiSVMxJwYdiPTdNp0EYTirqWC2ndMy4JujKl+P5CWSMqZcTcyT5OwHPZ7Hj9/xHdyGKZAVIppOW805+fPnws7q2ScNyzLCYWlKnFb0VpEPx8fIzlUPv1+5PgQ+I1f/yFOiejY6fGRFCNjN0A+M447Pv74Y5Z5FqetJXDY3aGr5uH+gaHvOZ1OfPzxd/j8089ETLC1wjjnGJ4OTOczp9MJZyzf//53GbqeHCURc9ainSfHxMPDA5TCdz75DvcvX4nNthKQy2hNWOaN4ROz0OuF6i6Jx7WOhVS1v4EJ9TbjaoF5c4NZdXbqVp3d5lWjl2y0xEaPrchcz9Tm2KlTVhYAACYjSURBVHfRXJG2z9ruXwMyykXBv5SyOQe4rhcGVmsLsE7aKY1WG8MqhEBcglRplEZpI6wDINUkLB8n4HCYV9cExRIWajX0fc/963uKF4bCk7tnPHv+jC9ffkmhcjjcMYXANM/svMN1Vux4a+F4esDYJxuz7sWzAyjRzAkxsMRJ2j9jxHs5hMXmHqKUYlraGqWUUNj1m4g+WjVXM6mK5lqg6m1jWDXD1s8jpYQ3ogNGLk0YcO1TL62aIJoQyihyTFBEvL4k2aQ61xGmgNUGUt30E9a2q6pLS2BWG1MFmx1obdWvjEFEZC9tW3XrV5YTQtkqX9sGV2UDzVHAYqqHLEwdaRUSMdXiKqUuaLtSYIUNI05xVoD8JILZxlr82pqgBUiz5p3YDn/qkD3RtwRHWnmXJWKcoawndA21CZHn1cSgzQc5FGTppxcRC7FFbiBpCIElBmGMGCe8qsqFRq1XQXBa0aPfLFmP59MGXuYsbSEKKElcH+e5bC3e0tbgeDydcU6SvpVBsDLASuGqwGM2IEkcG2f24yhiplGssA/7PVBlv6dSlLRmKO2w3uC05e7uDmsNr08nQFxyQmPZOdcRYhANACrLPG8tV6UaqvU8eXLAWs88P8r80RWrEcvoNl1zzpsL6ApeAbx+/Xrb4+d5YdXT0UraTYz1DOOO0/GhtRELCDXPE30/bqyROSz88NNP+eSTT4gpkfI903xmdxjphh4WjdaeUAPKix7ZvJxAdayDLLmgsDinRQTTGHSxVIQ5V2tt4J18TjQHkrW1XjQKStNkTPjeo20vmmqITlc4ayryNastyil8ByFWUhLwOaUkgDjr2iUswxKz6My8RyEtvQHfwOhKJSUBckIQ5lZJIiDqzSraImy1ksV90fce70QnzrqmW1aFOaAreN9hlUa3/VcraW6VrhKNsx1Ji7ZWjpGcIt24A2NRtqMPM1pX7vZ33O129M6gZImQPXjVXzSaHOGT73zAlCzf++ErtFEcTyf68Y5hGBpjRtMPI/MS8KxON6K/kVJl2CmWOTNPgS9fPpKrkWvSVtq0MPTjgFaOVBTO96DkuX/yZE8lonQVW3srTJ3OO3l+UIQgwJVpdJ6cBDSpuWJdRdWMMYWud4xDAy3rxQVMt+KGzC0psKC4fF9XahWAHdoBrzR2pWqMo5yJS5BiRbuHd3cHKuL+p7TGdnKPY6xYK6+dc6bvDTGK5qCpUItCa5in2NY9i1KwLMJuHIaOh4eZV68Wnt7t6JxinjNjv+ZawnhyRkShjVGNpaAw1hBz4fF0xg8jqrW1xGUmhonT45GcKjVX5nkRPc37M70XJn3NPYsSEf/NfOO9ia/kU3DRmgQE1NEbOUBac2QNbj46jVkmUgL5qiWZWjcgZwVAgY1RSq3CkF2Fhos4dcoazMU5rVy1v18xfH7cgf5ah/NNLSPTXMIkl16L9teg1jVjZo1NS4fL2RsuDmnr19f3E4a23KuKaGutRVZKlnMR4K1Ba7exd3zX4TrplDidJ07HE+dl4Zd+6Vcw2vBPfus3ReOmEQU633N4cZD73Qo1OV2RzK+uwblOOlBQG8NeNya4M1LsK1nYkqatd2jR77SuI5dCaO+xRMk7KsIMo62pJYsDrtKXLhdpjzbY9QxEY09RN4aYagLN13qTawE9pyTmN+v9VQbjVj3HBixdfYYgxZJYMnAB35S+0uX8CfFOZLvrg9v1nSSVRjPNYsV9+RlpkbKNXSP/VyyL2JSGZWGZwsY08K0XttS60RxTyvR9f1Vtv1RRlmVpDAPL69evNxFnay0Y+fo8z/hORNJSjOh2KJ2XGZQcINak2bS2gsuhWSopYkEnG+rO7zbgQM56emtTs94Tm/OHbqjgMAzEFMmlcJ4mfOe5v79nTgFxX1b4vsM7h3FWkGOjRUDWGqbpzBwWfN/Jg7tO/FYiSEUo4XMMwjICfN9tC5jvPNM8EaKAZafjcVscjDHtPSaqEtt7uCwk2ii0ga7fkVNFa0cIGdfo7R+8eCKIqrYMveHZkxecj19S0Hz00cecjo/c7fYs00JOVaqiYaHr5Jk5zxPTcUKjOTYrQKXagRqhvk/nM33XU6q4x9VS2I875mnGKi2fr/PCEmn3Zr/bo6l87/e+K4LA9gKWxXZ4LkWYX153jSlSt8VPa6EPSwUg/b6T8V0MBW9QRNdN6LoCcGlnXMV1Lwj1Fi0BbuxaNvX6ugI8lpQC1vutJ1lrw2pTmYvo59SNZSRVOHHtsbKYF4VGALllCejagLymH7FuxkppqML4kzVAWsxiO+hqKkaL85+zwiQ8nU988OEHTK2Nst/tGPc7bAg8Hh/pc8fh7iB0fG94fHxAKcXTpyNDr7l/mJmXSMkR3+bm/rBnXmb2+z2mGhGTL0X0d6xqInlSsVzbWFYgqLY1Aa1RjZYjQIZ8LiuDaqWCGqO3FtmUI3DRuVmdIdYNDNV6shtDK+aKQRh2IigpSYquF1tK2fiQ+9o2M8Xa6rUmO203RG1UV3mtlVIkm6oIgLfKXKkCPDTR8CWnVmkTG2vr5b7J3DJS/GgMR1mfFZDRZsI5aQ3s3I7Oj3ReocwZ12WGwb2x37wPYbSm7zopGiQRVNSt178iCaqzWtpfjSWSN1FngBSD2CjXus01oBkgQMoW9JoEq7ZPSTGjZHEeEQCwMo4j8yzA+Pk8USvNbnxd8+T5TDmLzWyRPcP7Tizn23orWj7iuFmyMJK0XqthK0OrHTqspus8fd9xfDwBwoqlVjrvtyqfaq24iooyjpwSbugacLSQciYsS6N115ZjyCFcOQH5l3mGkqlZDk9KK8ZxkHa2LIWVnBJGSbtFaWxZ13lxJm0MBoDz+cwnn3xCCAtKV87n01a9jSkRU8S7nnEYmc8nYgwCWBpDjAvWOowWlkeplZevXlKpvHjxIdb2PDzc8/r1a8ZxjzWeRlvAWXFCTXmhlLzdW9mPpS3aOU8tSSy2S9OnoOk1NOBKGbcxxmIOTXekE9CggUVaNc2lWoXJoztqLkxnERGuVKxT+E4Ro0JreR5yy9VqbW0s6gIyvk9RG8sOI+0OtYjEQE4CwIUQ0arijaLUJtIOwtCpItLa0TEMHU8OB85zZEltP0BaJkrOeO9QqpJS3Biyq2B45y3WG2lPWnOwdj+1MnROY6zYLnfOtJzpjYtoVXm2z6pUAQFLzex2Y3tGDKUx7VMSZun+cKAUcTrrsIBimcSi3SiH0Z5leSDEjDZO7OqVRmnHvGSG3djmQ8R3AlxIVbxgrWoi0rLmOSuW8QJaiTOdtlJ4sFI5QFEZB03nYegU3olMRgpyjqibng9b9d5oSLUVETAoZTBmLaisehuGltLjnWOeo9yPxgSe5plsCt6Ly2jXeayDmGoD31trtjEszaHMaEPJCiiUKs9HjNJxkJveXuc9SgvDvxTN6ZyovRNh+FQxEayRPVkpRd97uk7m/5IC1jvG/Q5lNY+nE3FecNbirBTAplnYZrqBG6oidthhxqgKncOPIx9++AHeu68+/u90bPnnBk7qi11ErWuKAlwZDdSWw9AYz6uoYG1n8rXQ1TRYRHYkNc2fS54rBiZ1O58YKxoyZdUjbcy+a5Dlq2LGa6wt/T/pe7WUTTx4/ZlrttPaOv3j2sfW17jcM/UT32d12tKsTO8mZmyFwbnmiKvpitybSEhFCjJGY0zH/jCwv4PXr14xjCMff/wJ52nhdJ6wRnLaL774Qgq6+mJfr67GvY5P60YE0QatKzlFQGG0FBoyVRyokeJjrmKUoppWrpArEtqIrl3f9/LJq9qMSmTSly3HrU1XM2+593re2cZ11d61FsflJr75fK76nPIsJjZG+poyt8LwhRH2o4yCn6bD5J0Bf+RAIge4aZqkwkTZEvJSJLGdpgm7LjZKY51hWaZtc5PfcaQURcy3rP2TuVVfLi5fUnEX15JVsHel1q0/BxCWsKGwIggVWnuBMEliimgjrhybUGTS6AaACHC0NPV9izZiMWmMHHRRMM8zznlKzvT92FzFZBNKV/3u2opV9m6/YwkB7Sy73lE1zOGiWxBz5jxP4pBQChppo9nt9tjWohanE7YxB/pxkOReSdKulBIL6Fp48vTA69f3Yi1LJieZFCHGbTFRSlqoxnFgDiI2maskQMM4oKtUDHQVO/mPPn7BOHjuX545PTj+zJ/9mPOiQGdevvqcV68+Zegs+/2OvMySaOTE/rAnLInD/o5Xr77EKMXpeOR8mtDVEFJimmZMQ7UPw4izlmNM7HZ7QeaLLAbPnz+TxUFpyPKspSbIqZTIdc2nM8s8S5KFgEKusXlWa8JSqlQmr4S/1tYa+XgvCO/7lsSi1j7Ui9OAAHp12+S+2oO6It3rv9fX0e3v1H5Pel4vlFXr3EZbrKU2PnZFNIVWJxi1HS5WwFHEGJtORXvmci7NLtZi0JIsKSVsIN6s6uQibjPTFMgxoO3A48MjXS9irkqJEJ3vPD/38z/Pb//2b7MsM673HJ4e0GfD/cMDpWYOdwd+4Rc/YJojj48ixrmESKUlrcpCyhx2O1zf893v/YB5mWQ8xjLHIO0UqlAzCEX2wrYISSx/ve9wXS/soCRi+bpx2GuVCmQpRcSzNwZGZnU7lGdU2A7rwbSUutFZc07k9qxL5SVhlN3WWaX1JuaraxV9GSmJCf1ZFbTYzoBaRe0uVZPrisj6XFynFevzFELEaC/VW1tJJjRnQUXXW4oSEX6tulZVylgv9uXODwLy9OD712hzYhg6Bv8xQ3eHc4FUPwUzY80Zpaa3Pn2+zlBKbUlQ1RrlHDmXjYZvraHzbgNLSo5Q2Z41ALOxtSCkREyFOQRxIGIVPi2kGC4gL1L0yInWnrUySzPzLMyfrusBaZswzUI6RgE2AAwK7ztx2bKOZZrom1aW1oYURTA6hrglNyuI5JxlXmb64VI8cU5MHsI8C2NWaYrSYvEMhBSloo6m78at1fnx8ZGwLKQUiUXanY1RhOWMMYq7w57HxweWeUaVIiLpVMaxRxvFeTqJ2YFRrVVTDgUlt4RYa5yXXCE2QEhMHqQKKVo2lWkS9lGIUUwkmobZMIycjpEUFqq3eN8zTTPeS1vZmkg/Hk8o4zHOM457Uso8PhwZBhGvVlqzxAXnLGwsHQHkamMV0YwcpC23TVe1Vr7rxoR22uFdJ86ItYCWYpbcEy628EoYQTLBNdbpxvCRr2k0Xaco2ZKTWGznKE+Y6P2AuDM5Snm/mD/tOCL3uZkCKCVaiEWJo0upBVM1zsiB/wJuCmCuNOzGjpg13J/I50k0HoOIQycvLf9d5/CtNWnV+KpKQAsZRkVbhTEeZ4yAAH3idFTkLC42OSditHRFNRtiGoNXmCnGAEqz3+/Y7Qf44sg8L+zvnm97vLEWva4NuUIS6+MYI+OuwxrFPBXuX098+sMvePXqQUwhlUZj8cOAsT2ESD9I25szXgD+XPGdRavagJ8kbb21QhGHrmUOdKMnhYI3Cms1qha6TtG5wjgYDntL5xUGObQXUzdN2utihLECbKt02YtqZQMlddPrWIKwjqzRHI9zy2WkeCXaPR26BpyVz7dkAUMbmY9cEKZfraQk328SnFirmBcp0q7aadZqUq0sQe5xyoXzeSGEhH7+RADipVALOGcYjMJbzUcfPuejjz5AGcNxnuiGkSfPnuNsJ+s5sRUCWmuecCawRqFMoWY5LB92PU+fPufZsxeM48iwGyXveI/iumC5adtcs4HU+llfDtBa6UvhsdbGKJG1vq6ATW7izlwKoVKQkmfk0oa1uqA2B7oqgs9b4etqXD8ObPlxLJ2vAjUXwOpKH+iqULeCSteAyWXMb7KNtnt0fT+ufu+aPXS5xjYGyma8Yy4cHZQ2OKsb4VjKhb7zTcsOHh8fyaUyh4RCmHXAVsy3jXix3fd66RpY2cJoYVQapXFa8gatMkYVVE1YI7pNNV/OK9M8UeqCsY6uH8Wxb4kcz/NaQ5EikqpYrdFGRKDX4qeM4Ur75+qeFyqrfsKW/7ZnaS28rnvt9ZqzXtf6Z/scfozL3vXn9VWG0FfjnQB/ZLE1Uk3Umq7rSCFifYdGqmGrfsOGXLYDzdoDmXOm5iKVtkbBE1S8XGn/ZHHlERqGULSclR7ArmvJTdwenvXfUFhaK4ZSbG5ir16+ZtztN4Aq58Q8LwKy7PcbxTvGSAgLd3d35LYx9H1PajbPKV/GqLUix0xVdQNm1pY468SJQRDPLHTbZUE7TdVsk3ulZA/jroFZ0HU9T43l8fwoCbvzhLTqqYiTjghXI5X0UjDOcj5OlLIXIE0pQlzoh4G+7zmfzxs7yVjLsBu5v7+nGzpxISvCqur6ntPxzLzMDM7zy7/6C/zJX33OD344sdtZvvPRx6RoePnFgtEC7O33PUMTuD4f7xk6jza6VYLkkPD06TPCMvPs6TO865lPszAmSmEcBu4Od/TW8MXnnzcgUBYiazSu61HAPJ2pRRxWShDditVVJUXpGx2GAWplnmYROtVCGRaQUJJSocaXVnm/MGFWAG9dOPjR+fpOh1I0IJarxQfgQhldY9ssEKbOteC5EqpK084SENTY5iqlNapV21fHPJA5LSLQkiyJHlPXDvZSbU45o9tGXEomx/VgI21RVtut2rky1HIWpoOsE0kOPtoQgmhyhLBsDIS+7+n6gXn5nIeHe4wxfOfnf57vfv97+KHHdZ4nT5/QDwOff/EZ9/f3uB/CMI6MvafrDLlUhrEnhIjKmuQU467neJ4xVhzycpUWlYJQVJW2W993pQmpa4N1mn4YsN41Vo7cr6JUA8ZKqyS2NrCipBpcV7eFdWNpvgnrxq9bxtOqN0prVJYqhFVGWJRRklBdNeLOXUVctLSNSwtVXV6yPfR1rXbotUS2fWurnK1JB1DLCpiyHeyNgidPe1J6xRw/p/NFWFmmo+IZhxcM/XN2411LylcKtEdrByqi1QtiOmKUwuqBWh1UQ2c/wZinGPum3en7EEoJ+0RanMW1q+aCUSKa7X0nxYiwMC8zWhvRZPMdWtumQ9AAwZSZ5tB6BVoBQAvDYNUmaU+KFFQaOLvOq1W/p1ZhQdKeReusrLuNzbdWH521dH0vLNpGW7fWiYiw8SzLqbVMWyl+qLWd1lKadoBUnCveO05hYZmnjb3bdR0qGTid237ZnEm0gMVaa46PR5ZJ9C3W59FZQynSInN3eMIwDvzgB98jpygFhVal3x92xLhwnkRDZ9+PjYGRm5lC3UQkXXNJs9ZitGqHcrHLdc6wLLIOqNYuJofKBas1+92BFBZSXIghEN1CilJpNopLnlPBdyPWDZSq8P1IyjAts7TIrq2zRQ4iRklrW0oBp0UDJCwR1zk0lhgXut4LCAQXurvSm26DNU5YXFXo85WK70QjJaVKKplSAtrY7fqcr8QkzM2cK6oaEeG0hqW1HuaWm6GlKKO0oar3zyjBOYtqjK1hNOwOe2x3j82tsJYXigasxjora5MVfRulhD1kjcZZuefLPBObdpb3rrUzieB21wBGaILnrHtxIVfZI7USQM4agzeaFJyI9TYxW9E6UWTVbMOromZhyOQM05zo+47Od/SdJxctDo0IuzDGDDlvbWCmtaNqo1YciVoUr14eeXycWEIEDP1O2H9aG1LO+L5HW0MuEd85UoxUKyC0MlCSCMnqxiQVYVzTirmy5igle1fvNc7BMCjGUdH3SpgrBZSueC8GEiI6fWEmGytjjnk9ULa9tTQjGCeaQ9bK/haj6IgscwJE8N5bDaWw240MnRHgVStWvd8UM6Ap1VAyTTtLS66TBeApBZwRoVpjJZc3xhKDrB+yrhZKDExDwBnP6XhmPzoO+w7VWF/Pnj3hV371lxnGkcdp4u7FC5R2PNwfxeW076kxIdpKnnE8oGpHWM4M3uGN5zDe8fM/90vsd3fs9vtN5/N908qDVlK8AjqoV/nrdsYqGwtItV/aDuvrIbvl9/pKoB5o7JAGDskLrs09kn9VAXpbl/vlva+0h9ZW4a+2YK3tWqv47wpCrSzvCwBwAXPk9+ViVqHh7V5sgM1XdILgJ/69rtE/Dhi6sFEUuu3boNBtjYHmDNwYOVprXOeJKYoVfEtDUeICFoLso+v7ra1m7aOhXBXXr++R1obacvwQK6VEaolYLbqZaZlw2tA3t8qqFCEmSoU4TZSiyChSksKNNUbWv84LG9E6tJJ8S9Ki5ryZmttzIwGs411byyQX1tuo5XNqQJ9qz8rVZ7je3x/R8bnS/tvAIq6IRL8P8APvCPhDhWVesMZsAIzT5iJ2Vwpd320UNe98o35JD/36gTvnhKrY3KhSEztebd0fH4/sDneYBt6cjiKQLAXqsmkNnU4nOZDlVTOCViVjq+LEONN1ou2TciIthRDFqcE5aUUqjWmUUmK/3xNCwHUCFC3L0nQ5aAfPZRPsQylyiRjEmcgqaV9Kubl0WaG0pXkhpgQFbCeMnxCC2LR2vTh9pERBKIjH05F+FCHn0+mEafbugxlZ7clzyiKCauXwOQzioHU+nxl3I13veTw9CutFK3GN0KK9YozhyZMnnKazVI6dLFzH84nd7oCxsJwf+fjjgc+/PKOU4Tvf2fE7v/1r/O4/TTj9C0DHNC2Mu4G8CE36cNgzTyeW88RHLz4h58rj4xFjNMsyc9iN9H2PN57OD8IEOp6opfJYMq9evWLsevqmx3T/xUtevHghAnneE5ZFdAg6sz0H64HGaNFB8t5zsA7f2v80bNVuuNAznbOAfaNvdhWjVfoPpuK9a6GU6BtdFlR9oSqvrIMrtHnre7UimqZNo0C3hNQYI73HClANFGq/V3K+cgFrAIRRpJKg/W7f99iux2g53OoUCWFGKWFmpQZgau3wVtYD4ySpPJ9OeOtQGKwVDRMReI1klaSN0NmmG6SakxY47/j4k4/5/LMveTw+sr+748mTJ8JQ7AUUffrsCYe7kc8+/4Lvfe+HKKV48eI5hTvunhwkgdAeV0G5Si7CCPjOdz5kibIe+M43UOzCpsutV7sqaaPY73cN2EGq7u1e5ZaEa3PZKJTWrc96BSTVlqxsiQAXHGatWG0te2pdP2AYOowylEUqhKuNpXzeTZcHAQRUqU1AQV59bQUErly/Lu+3JkNKKZzvsMZglNDoa0kMnefP/tlfYdx/Qowfk+KRFDO73VOms8HbF5xPjjBrUizUmlgtMGsVCm7fPWXsngi2oaUyZVRBlX1L7K57sN+P0MYwDD3H47lV7qVYIWw1STLmeaE0ZttuN2JdB8YSgri8lZIFVEgZpaUAUWNu2jbSg06tm6NGrav2ljDrVvZsKauGj+jv1QZcHoaB48MDx+MRa2TeOWc3ocOUE6m1NADN+EDaMHPOmDZX14OsVNUL1hm6rmMcB2qVBGw6H6mVzfRhbVdbluaGZjSmsS9zzizz3PQa5D4MfY/30n6qteLu7o4QFs6nk4CRWpyLul7clqZpIue0TZ6VVZdyQRuLQjEOA7R7dzjsub+/l4M50sIu4suGWqAbeh6PJ2m5iiIy2TvPbrcnl4VpmTmfT3g3klKUtpWUCCngu0Est91ARQ6rzruN1WOU7Os5yZzPKRJKxHvTHJs6lmUhxgAp0RvFskjiOg4iUltanlQQwMcYi/Ge0HSchL3tcU5a7K3TwjhWUhySVhiF81KRnedKq51grIB2QckzsT6/tZ3GzXumx6W0wjmP7RTOg+shq4HvfTqypCvWj6qij9h3eGPpveh0bIz3Kqzw4/HI8fHIFCa0VhwOe3rXkZZAGX1rC5RDRFmNDZF/J7HSwq0t1Lkxa6swWFb9vLXtSxgqtD1LWqymSVowY4zsD3tQn8te3lpLSylYbZq4/BVTV2uc061IY3j16sjr1685TzMpSXtXLgXbxl1qFQZASuz2FqU0u13HdIx0NFH7LIKu3nusk/0np4IympSgH5otcqk4B5rM4WAZh63zQkgB29l9vW5hKhag5va1q5xNchJFzpqcIZWCrmtLnbRyaW1ROrfiUsa0POJwGHFOPpgQxWGwNlZGzoVcKgYBlGIuOKcBjbWN3bG5WK4HejmTOOeoNaCUuJzOc+J8nonhzN3ujrEb0Rr6wfArv/KLPHv2nCVnhicHvvjygS9fiZjzbtwRYhKWhO3o+o7OK2qZ8dow+IHD+IwPXnyEtV4KC6YJ2b5f26aIDce4iS3DamJxBQa1UCA6ZC1J2vKjWjdpiNradFYmtGqFuPVzqqqiMNRNk0VO7Urr1ham0U0Tb02UrkV719e8ZqsbYza5Dik8541hs4HArQh0rQNEe4av8/Z1P/wq22jVq13/rO+1FhKvdT6v2UiSzwlwtq4HoCgxbEBQCEJ8cLan63tx9FTiCL22M9damZeFGPM2llIKMQSWRuwwjd0j10gr7uZNJ1Sv5whVsc7Q+57eG7xRogHW3BNqreA6PtrveHw8C8tLBCAw1vH9H3yKFGwqIYo+acoJcsI1YxLJadTVPePNe8Kaa5drffE3Yi16rrEaVFy/zvUf1LrOy7OYypvPwI/Ib1y/1+9HC/qmQin1OXACvvi2x/JTxAe8++N8H8YIf3zH+Uu11g/f4ut9bfEezc0/rs/S1xV/XMd5m5tvP/64PktfV/xxHef7NDcfgd/4tsfxU8Qf12fp64o/juN8b+Yl3Obm1xC3cb7d+Ebm5jsB/gAopf52rfUvftvj+IPifRjn+zBGuI3zfYn34frfhzHCbZxvO96XcX5d8T5c//swRriN823H+zLOryPel2u/jfPtxm2c7368L9d+G+fbjds434z3r1nzFre4xS1ucYtb3OIWt7jFLW5xi1vc4hY/ddzAn1vc4ha3uMUtbnGLW9ziFre4xS1ucYs/wvEugT//i297AD9lvA/jfB/GCLdxvi/xPlz/+zBGuI3zbcf7Ms6vK96H638fxgi3cb7teF/G+XXE+3Ltt3G+3biN892P9+Xab+N8u3Eb51W8M5o/t7jFLW5xi1vc4ha3uMUtbnGLW9ziFrd4+/EuMX9ucYtb3OIWt7jFLW5xi1vc4ha3uMUtbvGW41sHf5RS/1Wl1G8opX5TKfXXv+3xXIdS6neUUr+mlPp7Sqm/3b72XCn1f1VK/ZP297NvYVz/gVLqM6XUP7z62o8dl5L4n7b7+w+UUn/hWx7nv6uU+l67p39PKfVXrr7332/j/A2l1H/lGxrjn1BK/T+UUv+5UuofKaX+O+3r79z9/KbjNjd/pnHd5ubbG+Ntbv6EuM3Nn2lct7n59sZ4m5s/IW5z82ca121uvr0x3ubmT4jb3PyZxvXOz833YV6293135mat9Vv7Axjgt4BfBTzw94F//tsc01fG9zvAB1/52v8Y+Ovt338d+B99C+P6V4G/APzDP2hcwF8B/s+AAv4S8J98y+P8d4H/3o/52X++ff4d8CvtuTDfwBi/A/yF9u8D8I/bWN65+/kNP2O3ufmzjes2N9/eGG9z88ffl9vc/NnGdZubb2+Mt7n54+/LbW7+bOO6zc23N8bb3Pzx9+U2N3+2cb3zc/N9mJftvd+ZufltM3/+i8Bv1lr/aa01AH8D+Kvf8pj+oPirwH/Y/v0fAv/aNz2AWuv/E3j5lS//pHH9VeB/VSX+38BTpdR3vsVx/qT4q8DfqLUutdbfBn4TeT6+1qi1/qDW+nfbvx+BXwd+nnfwfn7DcZubP0Pc5ubbi9vc/Ilxm5s/Q9zm5tuL29z8iXGbmz9D3Obm24vb3PyJcZubP0O8D3PzfZiX8G7NzW8b/Pl54Peu/v/d9rV3JSrwf1FK/R2l1L/ZvvZxrfUH7d8/BD7+dob2I/GTxvUu3uN/u1HY/oMrGuO3Pk6l1C8D/xLwn/B+3c+vI97167zNza8nbnPz3Y93/Tpvc/PridvcfPfjXb/O29z8euI2N9/9eNev8zY33368k/MSvv25+W2DP+96/Cu11r8A/GXg31JK/avX36y1VmTCvlPxro6rxf8c+JPAvwj8APiffKujaaGU2gP/e+C/W2t9uP7eO34//7jGbW6+/bjNzVu8jbjNzbcft7l5i7cRt7n59uM2N2/xNuI2N99uvJPzEt6Nufltgz/fA/7E1f9/oX3tnYha6/fa358B/0eEGvbpSrtqf3/27Y3wjfhJ43qn7nGt9dNaa661FuB/yYVu962NUynlkIn4v6m1/h/al9+L+/k1xjt9nbe5+fbjNjffm3inr/M2N99+3ObmexPv9HXe5ubbj9vcfG/inb7O29x8u/Euzkt4d+bmtw3+/H+AP62U+hWllAf+deBvfstjAkAptVNKHdZ/A/9l4B8i4/tr7cf+GvAffTsj/JH4SeP6m8B/q6mG/yXg/ope9o3HV/oV/+vIPQUZ57+ulOqUUr8C/GngP/0GxqOAfx/49Vrrv3f1rffifn6NcZubby/ei2fpNjffm7jNzbcX78WzdJub703c5ubbi/fiWbrNzfcmbnPz7cU7/yy9a/OyjendmZv1G1YO/+ofRM36HyOK2//Otz2eq3H9KqII/veBf7SODXgB/N+BfwL834Dn38LY/rcIjS0iPYD/xk8aF6IS/j9r9/fXgL/4LY/zf93G8Q/ag/2dq5//d9o4fwP4y9/QGP8VhGL3D4C/1/78lXfxfn4Lz9ltbv7hx3abm29vjLe5+ZPvzW1u/uHHdpubb2+Mt7n5k+/NbW7+4cd2m5tvb4y3ufmT781tbv7hx/bOz833YV62931n5qZqb3CLW9ziFre4xS1ucYtb3OIWt7jFLW5xiz+C8W23fd3iFre4xS1ucYtb3OIWt7jFLW5xi1vc4muMG/hzi1vc4ha3uMUtbnGLW9ziFre4xS1u8Uc4buDPLW5xi1vc4ha3uMUtbnGLW9ziFre4xR/huIE/t7jFLW5xi1vc4ha3uMUtbnGLW9ziFn+E4wb+3OIWt7jFLW5xi1vc4ha3uMUtbnGLW/wRjhv4c4tb3OIWt7jFLW5xi1vc4ha3uMUtbvFHOG7gzy1ucYtb3OIWt7jFLW5xi1vc4ha3uMUf4biBP7e4xS1ucYtb3OIWt7jFLW5xi1vc4hZ/hOP/B/0ij7EnVCezAAAAAElFTkSuQmCC\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# 사전에 학습된 딥러닝 모델 불러오기\n", + "model = VGG16(weights=\"imagenet\", include_top=True)\n", + "\n", + "# 원본 이미지 이름과 Imagenet에서의 해당 이미지 인덱스\n", + "input_list = [\"maltese\", \"persian_cat\", \"squirrel_monkey\", \"grand_piano\", \"yawl\"]\n", + "imagenet_index = [\"153\", \"283\", \"382\", \"579\", \"914\"]\n", + "\n", + "# 그레이디언트 CAM 알고리즘 선택\n", + "explainer = GradCAM()\n", + "\n", + "# 그레이디언트 CAM 알고리즘이 적용된 이미지가 들어갈 빈 리스트 만들기\n", + "images_cams = []\n", + "\n", + "# 그레이디언트 CAM 알고리즘 실행\n", + "for l, i in zip(input_list, imagenet_index): \n", + " img = load_img('./data/img/{}_0.jpg'.format(l), target_size=(224, 224)) # 이미지를 불러오고 내부에서 처리될 이미지의 크기를 설정합니다. \n", + " img = img_to_array(img) # 이미지를 넘파이 배열로 바꾸어 줍니다.\n", + " data = ([img], None)\n", + " grid = explainer.explain(data, model, int(i), layer_name=\"block5_conv3\") # 그레이디언트 CAM이 실행되는 부분입니다. \n", + " explainer.save(grid, \".\", './data/img/{}_cam.jpg'.format(l)) # 실행 후 저장되는 이름입니다.\n", + "\n", + "# 그레이디언트 CAM 알고리즘이 적용된 이미지를 불러오는 부분의 시작입니다.\n", + "plt.figure(figsize=(20,20))\n", + "\n", + "for img_path in glob.glob('./data/img/*_cam.jpg'):\n", + " images_cams.append(mpimg.imread(img_path))\n", + "\n", + "for i, image_c in enumerate(images_cams):\n", + " plt.subplot(5, 5, i + 1)\n", + " plt.imshow(image_c)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "c0cac2c1", + "metadata": { + "id": "c0cac2c1", + "outputId": "b1386f17-9e5b-48b6-f696-2b6a533d0590" + }, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# 오클루전 알고리즘을 불러와 실행합니다.\n", + "explainer = OcclusionSensitivity()\n", + "\n", + "# 알고리즘이 적용된 이미지가 들어갈 빈 리스트 만들기\n", + "images_occ1s = []\n", + "\n", + "# 패치 사이즈를 정합니다. \n", + "patch_size = 40\n", + "\n", + "# 오클루전 알고리즘 실행\n", + "for l, i in zip(input_list, imagenet_index):\n", + " img = load_img('./data/img/{}_0.jpg'.format(l), target_size=(224, 224))\n", + " img = img_to_array(img)\n", + " data = ([img], None)\n", + " grid = explainer.explain(data, model, int(i), patch_size) # 패치 사이즈의 설정이 추가됩니다. \n", + " explainer.save(grid, \".\", './data/img/{}_occ1.jpg'.format(l))\n", + "\n", + "# 오클루전 알고리즘이 적용된 이미지를 불러오는 부분의 시작입니다.\n", + "plt.figure(figsize=(20,20))\n", + "\n", + "for img_path in glob.glob('./data/img/*_occ1.jpg'):\n", + " images_occ1s.append(mpimg.imread(img_path))\n", + "\n", + "for i, image in enumerate(images_occ1s):\n", + " plt.subplot(5, 5, i + 1)\n", + " plt.imshow(image)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "6b928307", + "metadata": { + "id": "6b928307", + "outputId": "2ac2bf77-3475-4850-b4d3-03315ba414f8" + }, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "patch_size = 20\n", + "\n", + "images_occ2s = []\n", + "\n", + "for l, i in zip(input_list, imagenet_index):\n", + " img = load_img('./data/img/{}_0.jpg'.format(l), target_size=(224, 224))\n", + " img = img_to_array(img)\n", + " data = ([img], None)\n", + " grid = explainer.explain(data, model, int(i), patch_size) \n", + " explainer.save(grid, \".\", './data/img/{}_occ2.jpg'.format(l))\n", + "\n", + "for img_path in glob.glob('./data/img/*_occ2.jpg'):\n", + " images_occ2s.append(mpimg.imread(img_path))\n", + "\n", + "plt.figure(figsize=(20,20))\n", + "for i, image in enumerate(images_occ2s):\n", + " plt.subplot(5, 5, i + 1)\n", + " plt.imshow(image)\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "9b5a18a3", + "metadata": { + "id": "9b5a18a3", + "outputId": "3e0c93fe-9af0-4f1e-d02b-c471835b0adc" + }, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# 전체 이미지 한 눈에 보기.\n", + "\n", + "plt.figure(figsize=(20,20))\n", + "\n", + "images = []\n", + "for img_path in glob.glob('./data/img/*.jpg'):\n", + " images.append(mpimg.imread(img_path))\n", + "\n", + "for i, image in enumerate(images):\n", + " plt.subplot(5, 4, i + 1)\n", + " plt.imshow(image)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "6f4ecfe9", + "metadata": { + "id": "6f4ecfe9" + }, + "outputs": [], + "source": [] + } + ], + "metadata": { + "colab": { + "collapsed_sections": [], + "name": "ch21-colab.ipynb", + "provenance": [] + }, + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.9.7" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} From 9fd9541e0856cc471d5261d925ca17f9cc7d58c3 Mon Sep 17 00:00:00 2001 From: Taeho Jo Date: Sat, 15 Feb 2025 19:58:54 -0500 Subject: [PATCH 31/37] no message --- ch17.ipynb | 1054 ++++++++++++++++++++++++++-------------- colab/ch17-colab.ipynb | 1 - colab/ch17_colab.ipynb | 696 ++++++++++++++++++++++++++ 3 files changed, 1380 insertions(+), 371 deletions(-) delete mode 100644 colab/ch17-colab.ipynb create mode 100644 colab/ch17_colab.ipynb diff --git a/ch17.ipynb b/ch17.ipynb index ea1a245..70322e5 100644 --- a/ch17.ipynb +++ b/ch17.ipynb @@ -1,382 +1,696 @@ { - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# 17장 딥러닝을 이용한 자연어 처리" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "[ ](https://colab.research.google.com/github/taehojo/deeplearning/blob/master/colab/ch17-colab.ipynb)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## 1. 텍스트의 토큰화" - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "원문:\n", - " 해보지 않으면 해낼 수 없다\n", - "\n", - "토큰화:\n", - " ['해보지', '않으면', '해낼', '수', '없다']\n" - ] - } - ], - "source": [ - "from tensorflow.keras.preprocessing.text import Tokenizer\n", - "from tensorflow.keras.preprocessing.sequence import pad_sequences\n", - "from tensorflow.keras.models import Sequential\n", - "from tensorflow.keras.layers import Dense,Flatten,Embedding\n", - "from tensorflow.keras.utils import to_categorical\n", - "from numpy import array\n", - "\n", - "# 케라스의 텍스트 전처리와 관련한 함수중 text_to_word_sequence 함수를 불러옵니다.\n", - "from tensorflow.keras.preprocessing.text import text_to_word_sequence\n", - " \n", - "# 전처리할 텍스트를 정합니다.\n", - "text = '해보지 않으면 해낼 수 없다'\n", - " \n", - "# 해당 텍스트를 토큰화합니다.\n", - "result = text_to_word_sequence(text)\n", - "print(\"\\n원문:\\n\", text)\n", - "print(\"\\n토큰화:\\n\", result)" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [ + "cells": [ { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "단어 카운트:\n", - " OrderedDict([('먼저', 1), ('텍스트의', 2), ('각', 1), ('단어를', 1), ('나누어', 1), ('토큰화', 1), ('합니다', 1), ('단어로', 1), ('토큰화해야', 1), ('딥러닝에서', 2), ('인식됩니다', 1), ('토큰화한', 1), ('결과는', 1), ('사용할', 1), ('수', 1), ('있습니다', 1)])\n", - "\n", - "문장 카운트: 3\n", - "\n", - "각 단어가 몇 개의 문장에 포함되어 있는가:\n", - " defaultdict(, {'텍스트의': 2, '단어를': 1, '합니다': 1, '토큰화': 1, '먼저': 1, '각': 1, '나누어': 1, '인식됩니다': 1, '딥러닝에서': 2, '토큰화해야': 1, '단어로': 1, '수': 1, '사용할': 1, '결과는': 1, '있습니다': 1, '토큰화한': 1})\n", - "\n", - "각 단어에 매겨진 인덱스 값:\n", - " {'텍스트의': 1, '딥러닝에서': 2, '먼저': 3, '각': 4, '단어를': 5, '나누어': 6, '토큰화': 7, '합니다': 8, '단어로': 9, '토큰화해야': 10, '인식됩니다': 11, '토큰화한': 12, '결과는': 13, '사용할': 14, '수': 15, '있습니다': 16}\n" - ] - } - ], - "source": [ - "# 단어 빈도수 세기\n", - "\n", - "# 전처리하려는 세 개의 문장을 정합니다.\n", - "docs = ['먼저 텍스트의 각 단어를 나누어 토큰화 합니다.',\n", - " '텍스트의 단어로 토큰화해야 딥러닝에서 인식됩니다.',\n", - " '토큰화한 결과는 딥러닝에서 사용할 수 있습니다.',\n", - " ]\n", - " \n", - "# 토큰화 함수를 이용해 전처리 하는 과정입니다.\n", - "token = Tokenizer() # 토큰화 함수 지정\n", - "token.fit_on_texts(docs) # 토큰화 함수에 문장 적용\n", - " \n", - "# 단어의 빈도수를 계산한 결과를 각 옵션에 맞추어 출력합니다.\n", - "# Tokenizer()의 word_counts 함수는 순서를 기억하는 OrderedDict 클래스를 사용합니다.\n", - "print(\"\\n단어 카운트:\\n\", token.word_counts) \n", - "\n", - "# 출력되는 순서는 랜덤입니다. \n", - "print(\"\\n문장 카운트: \", token.document_count)\n", - "print(\"\\n각 단어가 몇 개의 문장에 포함되어 있는가:\\n\", token.word_docs)\n", - "print(\"\\n각 단어에 매겨진 인덱스 값:\\n\", token.word_index)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## 2. 단어의 원-핫 인코딩" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": {}, - "outputs": [ + "cell_type": "markdown", + "metadata": { + "id": "v0_caBv3uJCn" + }, + "source": [ + "# 17장 세상에 없는 얼굴 GAN, 오토인코더" + ] + }, { - "name": "stdout", - "output_type": "stream", - "text": [ - "{'오랫동안': 1, '꿈꾸는': 2, '이는': 3, '그': 4, '꿈을': 5, '닮아간다': 6}\n" - ] - } - ], - "source": [ - "text=\"오랫동안 꿈꾸는 이는 그 꿈을 닮아간다\"\n", - "token = Tokenizer()\n", - "token.fit_on_texts([text])\n", - "print(token.word_index)" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": {}, - "outputs": [ + "cell_type": "markdown", + "metadata": { + "id": "jCH72ebHuJCt" + }, + "source": [ + "## 3. 적대적 신경망 실행하기" + ] + }, { - "name": "stdout", - "output_type": "stream", - "text": [ - "[[1, 2, 3, 4, 5, 6]]\n" - ] - } - ], - "source": [ - "x=token.texts_to_sequences([text])\n", - "print(x)" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": {}, - "outputs": [ + "cell_type": "markdown", + "metadata": { + "id": "3n6fxgcwuJCu" + }, + "source": [ + "### 실습: GAN 모델 만들기\n", + "#### (실행 시간이 오래 걸립니다. 런타임 유형을 GPU로 바꾸어 실행하시기 바랍니다.)" + ] + }, { - "name": "stdout", - "output_type": "stream", - "text": [ - "[[[0. 1. 0. 0. 0. 0. 0.]\n", - " [0. 0. 1. 0. 0. 0. 0.]\n", - " [0. 0. 0. 1. 0. 0. 0.]\n", - " [0. 0. 0. 0. 1. 0. 0.]\n", - " [0. 0. 0. 0. 0. 1. 0.]\n", - " [0. 0. 0. 0. 0. 0. 1.]]]\n" - ] - } - ], - "source": [ - "#인덱스 수에 하나를 추가해서 원-핫 인코딩 배열 만들기\n", - "word_size = len(token.word_index) + 1\n", - "x = to_categorical(x, num_classes=word_size)\n", - "print(x)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## 4.텍스트를 읽고 긍정, 부정 예측하기" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "metadata": {}, - "outputs": [ + "cell_type": "code", + "execution_count": 1, + "metadata": { + "id": "nevncdxVuJCv", + "outputId": "2b4da0b6-b03b-4091-f094-3a2df23fca93", + "scrolled": true, + "colab": { + "base_uri": "https://localhost:8080/", + "height": 1000 + } + }, + "outputs": [ + { + "output_type": "stream", + "name": "stderr", + "text": [ + "/usr/local/lib/python3.11/dist-packages/keras/src/layers/core/dense.py:87: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.\n", + " super().__init__(activity_regularizer=activity_regularizer, **kwargs)\n", + "/usr/local/lib/python3.11/dist-packages/keras/src/layers/convolutional/base_conv.py:107: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.\n", + " super().__init__(activity_regularizer=activity_regularizer, **kwargs)\n" + ] + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "\u001b[1mModel: \"functional_17\"\u001b[0m\n" + ], + "text/html": [ + "
Model: \"functional_17\"\n",
+              "
\n" + ] + }, + "metadata": {} + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━┓\n", + "┃\u001b[1m \u001b[0m\u001b[1mLayer (type) \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1mOutput Shape \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1m Param #\u001b[0m\u001b[1m \u001b[0m┃\n", + "┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━┩\n", + "│ input_layer_2 (\u001b[38;5;33mInputLayer\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m100\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │\n", + "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n", + "│ sequential (\u001b[38;5;33mSequential\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m1\u001b[0m) │ \u001b[38;5;34m865,281\u001b[0m │\n", + "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n", + "│ sequential_1 (\u001b[38;5;33mSequential\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m) │ \u001b[38;5;34m212,865\u001b[0m │\n", + "└──────────────────────────────────────┴─────────────────────────────┴─────────────────┘\n" + ], + "text/html": [ + "
┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━┓\n",
+              "┃ Layer (type)                         ┃ Output Shape                ┃         Param # ┃\n",
+              "┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━┩\n",
+              "│ input_layer_2 (InputLayer)           │ (None, 100)                 │               0 │\n",
+              "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
+              "│ sequential (Sequential)              │ (None, 28, 28, 1)           │         865,281 │\n",
+              "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
+              "│ sequential_1 (Sequential)            │ (None, 1)                   │         212,865 │\n",
+              "└──────────────────────────────────────┴─────────────────────────────┴─────────────────┘\n",
+              "
\n" + ] + }, + "metadata": {} + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "\u001b[1m Total params: \u001b[0m\u001b[38;5;34m1,078,146\u001b[0m (4.11 MB)\n" + ], + "text/html": [ + "
 Total params: 1,078,146 (4.11 MB)\n",
+              "
\n" + ] + }, + "metadata": {} + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "\u001b[1m Trainable params: \u001b[0m\u001b[38;5;34m852,609\u001b[0m (3.25 MB)\n" + ], + "text/html": [ + "
 Trainable params: 852,609 (3.25 MB)\n",
+              "
\n" + ] + }, + "metadata": {} + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "\u001b[1m Non-trainable params: \u001b[0m\u001b[38;5;34m225,537\u001b[0m (881.00 KB)\n" + ], + "text/html": [ + "
 Non-trainable params: 225,537 (881.00 KB)\n",
+              "
\n" + ] + }, + "metadata": {} + }, + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Downloading data from https://storage.googleapis.com/tensorflow/tf-keras-datasets/mnist.npz\n", + "\u001b[1m11490434/11490434\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 0us/step\n", + "epoch:0 d_loss:0.7311 g_loss:0.7190\n", + "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 697ms/step\n", + "epoch:100 d_loss:0.4847 g_loss:1.7822\n", + "epoch:200 d_loss:0.4763 g_loss:1.8269\n", + "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 35ms/step\n", + "epoch:300 d_loss:0.4613 g_loss:2.0399\n", + "epoch:400 d_loss:0.4426 g_loss:2.1402\n", + "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 47ms/step\n", + "epoch:500 d_loss:0.4191 g_loss:2.2167\n", + "epoch:600 d_loss:0.3901 g_loss:2.2943\n", + "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 37ms/step\n", + "epoch:700 d_loss:0.3928 g_loss:2.3347\n", + "epoch:800 d_loss:0.3940 g_loss:2.3309\n", + "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 33ms/step\n", + "epoch:900 d_loss:0.4016 g_loss:2.2807\n", + "epoch:1000 d_loss:0.4027 g_loss:2.2478\n", + "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 33ms/step\n", + "epoch:1100 d_loss:0.4033 g_loss:2.2262\n", + "epoch:1200 d_loss:0.4046 g_loss:2.2102\n", + "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 32ms/step\n", + "epoch:1300 d_loss:0.4074 g_loss:2.1749\n", + "epoch:1400 d_loss:0.4116 g_loss:2.1490\n", + "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 44ms/step\n", + "epoch:1500 d_loss:0.4138 g_loss:2.1212\n", + "epoch:1600 d_loss:0.4169 g_loss:2.0971\n", + "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 32ms/step\n", + "epoch:1700 d_loss:0.4199 g_loss:2.0765\n", + "epoch:1800 d_loss:0.4227 g_loss:2.0589\n", + "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 50ms/step\n", + "epoch:1900 d_loss:0.4251 g_loss:2.0417\n", + "epoch:2000 d_loss:0.4284 g_loss:2.0236\n", + "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 38ms/step\n" + ] + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": "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\n" + }, + "metadata": {} + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAe4AAAGFCAYAAAA7JBDPAAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjAsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvlHJYcgAAAAlwSFlzAAAPYQAAD2EBqD+naQAA7wBJREFUeJzsvXdwZNd15//tfp1zzo0MDDCYHBhHzCJFkUrUKlq2ZGllWbv2rr27Vd7Vrv1b165Wdq23nFaWLXtLdskliZYskWKQREoiOTOc4QRODhhkoBvojM45/f6g7+VrxG6ggW4A91M1NeSg0f363fvuuefcc75HUK1Wq2AwGAwGg7EtELb6AhgMBoPBYNQPM9wMBoPBYGwjmOFmMBgMBmMbwQw3g8FgMBjbCGa4GQwGg8HYRjDDzWAwGAzGNoIZbgaDwWAwthHMcDMYDAaDsY0Q1ftCsViMarWKSqWCtTRbhEIhBAIBOI6jv1cqlVCpVFAul9f8/Xakna9ZIBA05X2EQiEdOzJ+EokEAoEAIpEIAoEA5XIZ5XIZhUIBuVyu4ftCPqPeuVQP7To2zRqX7YhAIEClUmn1ZaxIX18fyuUyIpEIUqkUgNbOI6FQCI7jALxz78jz0axnhLwv+VMqlZryns1GLpejWq2iWCy29fzhQ57zrVzL6jbc670o8nvNmnzEsJCJzWgu1Wq1ZiIuHr9mLiSMnUu7z5FyudxWc5kYVKD5a+Zi2uU7L0c7X9tKtOKaBfVKngqF70TV671IMhGJd8X/sx44joNQKIROp4NcLkcikUA8Ht+ym9bOE6qZnh15L/74AbXjTzZN5XJ5Q5/RrHvarmOzmz1uoH3HBQDUajUAIJfLtdT7JI6IWCyGVCpFuVymkazN2FiQOdmuTg+JOrTr9W02Lfe4+Qv8RiEGRCQSQalUQqPRoFgsIh6Pb/i9GbUs3u2v1zjX8xkMRqsg4fFWw1/bJBIJisUigM2LbLX7s7dbDXaj1G24W4FarYbFYoFer8eRI0eg1Wqh0WgglUpx+vRpvPrqqyiVSnSyMxgMRrvD97Afeugh9Pf3I5vNIp1Ow+fz4cyZM0in062+TEYb09aGW6fTYWhoCL29vfjSl74Et9tdE8o9ffo0DXU1EsIntPvuk8Fg7DwEAgEkEgl0Oh3+1b/6V/jQhz4Er9eL6elpXLp0CZcuXWKGm7EqbWe4BQIB+vr60NHRAYvFgr6+PjgcDmg0GprhXK1WwXHcrj9D3I6wjVNzIaFWtVoNpVIJmUwGlUqFfD6Pubm5hje2jM3DZrNhcHAQEomEjpPL5YJUKoVGo6HRRXLOy2CsRNsZbpFIhE984hP4whe+QMNJIpEIKpWKTmi+4WbGe3tBxoxvSJhRWT8ikQgikQgDAwPo7++H3W7H4OAgAoEAvvOd72Bubg6ZTAaFQqHVl7rruffee/HVr34VarWabri0Wi0kEglsNhvMZjOCwSDEYnGrL5XR5rSN4RYKhVAqlVAoFLBarXC5XHRy87OQS6USyuUyrQvfaJkaY+sQCARQqVRQKpUoFovIZrMol8vI5/NsPBqAJDOJxWIYDAYoFAq43W643W7Y7Xb67MjlckgkEuRyuVZfMgOAQqGAw+GAVqut+Xd+Img7lagxlkLyEziOg0wmg1QqRTabRSKR2NJxaxvDrVQq8eSTT6KnpwcHDhyoMdiESqWCYDCIRCKBQCCATCaDYrHY0A1jD0VrIGI8jzzyCE6cOIHZ2VlcuXIFsVgM4+PjyGQyrb7EbYNSqaRHSZ/85CfR398PjUYDpVIJiUQCuVwOpVIJm82GVCqFXC7HjHeb4/P5MDk5iTt37rDoSBsjFovR09MDvV6Po0ePYu/evTh//jy+973vbekz1haGmyRrdHd3Y+/evTAajUsECYiXnUwmqdpRsVjclHIlRnPgK66JxWKIxWJ0dHTg8OHDUCgUCAQCEIlEmJ2dRTabZZuqNSDqWgqFAiaTCQ6HA8eOHcOhQ4fos0KeE41GA5lMBolEws5MWwzRoCDPwnKkUinMz88jHA6zNa0NIWuZTCaD0WiExWLB4OAgjh8/jnA4vOXPWMsNN7kRNpsN+/fvx6FDh2C1WmteE41Gcfr0aYRCIdy6dQs+nw+3b99mNX9bwOLz6Ebo6+vDJz/5SWi1WnAcB47jMDw8jL6+PhgMBrhcLszPz0MikcDn82F2dhbRaLTJ32DncOLECTzxxBNQqVSwWCxQq9VwOp01xiASiWBsbAwTExOYnp6Gz+dj0YwWwnEcnnrqKTz44IMYGhqCVCpd9nW3b9/Gs88+C7/fj2w2u8VXyViL/v5+fPKTn4TRaITJZIJCoUBnZyfsdjsMBgMVqNoqWm64JRIJzGYznE4n9uzZg7179wKozT5OJBI4deoUxsfHcenSJczOzrbqcncV/NK79Rjvzs5OfOELX4DL5Voysd1uNw4ePIiZmRlMT09DrVYjHo8zw70Khw8fxr/5N/+GetKLvTeBQIBYLIZbt25hcnIS8/PzCIVCLbpaBvBOlOTBBx/E7/7u7676usnJSfzkJz9hmhRtSkdHB/71v/7XcLlcS36m0Wi2PEm65YbbYDDgvvvug9vthk6nq7kBCwsL8Hg8mJmZwcTEBDweD6tv3AJsNhucTicNyXIcR5MCvV4vzS9YLDlLkgkHBgYwPDyMgwcPQqlU1mwAFkM2bul0GkqlEhzHsQSdRZDGLCSDfHFFBV/tLhwO4+2338b8/DzztNsA/pxfPP8LhQLOnz+PqakpXLp0iUUQ25C9e/fi0KFD2L9/f81axqcVlU0tN9wulwu/+qu/CpfLBaPRWPMzj8eDl156CbOzszh37hyCwSA7/9kCBgYG8MQTT8But+Po0aOQyWTI5XLI5/P4yU9+gtOnT8Pn8yGZTNaMB8dxEIlEeOSRR/Af/+N/hEqlWrIZW4xUKkVvby9kMhkuX74MkUhEz2kZ70AMtkQigUQigUi09LElxnt6ehrPPfccYrEY897anGw2i29961v4wQ9+gHw+z9a2NuSxxx7D7//+70Mul0Mul7f6cigtM9xEhECj0VDxCKFQiHK5DJ/Ph3A4jJGREczMzNBzn40s5s1ubLGTUavVcLlcsFqtMBqNkEgkyOfzKBaL6OjowMDAAHQ6HaRSKR0TkrwhFArR3d0NvV4PqVS6bHXAYha3L2Rj9A7knnZ0dMBoNMJuty8pjyR/z8/PIxgMYmpqCul0mmUmtwlkbK5evVrT5rhQKCCRSGB+fh6JRKLVl8n4F0gCqNPphE6nQ1dXF7Ra7ZLa+kqlAp/Ph1AohJmZmS3fdLXMcNtsNvT29mJwcBAqlQoSiQSVSgWZTAb/+I//iO985zu0Pq5YLG5ocpOsZgC0/puxPAKBAF1dXXjve98LuVwOhUJR00aVJNoUi8Ul9dckfGswGKBSqeoy2qVSCdFoFOFwGJlMhql8/Qtkzmo0Gnzxi1/E448/DovFsmz2aqlUwne/+118+9vfRjQaZclNbUSpVML3vvc9/OIXv4BGo4HZbEaxWKRHGXNzc62+RMa/IBQKIZfLodVq8du//dt47LHHYDabl41wlctlfOc738G3v/1txGKxLX/mWma4pVIptFotPTcol8vIZDLIZrOYmprC9evXm/ZZAoEAUqkUAoEA2WyWGe41UCgU1NNejEwmg9ls3vBnkO5x5XIZqVQKyWSS1uQzw/0O5Fzb5XJhaGhoidEmnls2m8Xs7GxTnxlGc6hWq/D5fPD7/dBqtbDb7SgUCvB4PKy2vs3gOA4ajQZGoxG9vb04cODAktfw1635+fmWPXMtM9ykJq5arSIQCCAQCOCnP/0ppqencf78+aZ+llqtxtGjR6FQKHDlyhV4vd6mvv9OYysMZ6lUQj6fRyAQwOuvv47R0VHMzc0xw82D9DzPZDJIJBJUWIWQyWTw+uuvw+PxYGRkpIVXyliNSqUCgUCAdDqNubk5lMtlln/QhjgcDvzbf/tv0dvbi0OHDi37mkqlgnQ6jUwmg3w+v7UXyKNlhlsoFEIikaBarSKRSCCTyeDUqVO4du0akslkUz9LKpWiq6sLGo0Gk5OTTX3vnUa9RnOjxrVcLtNzvtHRUdy6dYsZ7EWQs/98Po9sNktDduQ+5fN5jIyM4NatW/D7/a28VMYaVKtV5PP5li72jNXR6XR45JFHsH///pq+GHyq1SpyuRxV7WwVLTPchUIByWQSU1NTSCQSyGazmJmZQTqdbtoNkUqlVKTiwIED0Ol0uHjxYlPee7cTj8fh9/sRi8XoZotMcqVSCZVKBbvdjnvvvRcKhYJ6jzdu3MDY2BgSiQT8fj9Vi2LUQnIKstksfvnLXyIQCOC+++7DY489hlwuB7/fj0AggJs3b+LmzZvruodyuRxHjhyB2WyGWq2GSqXC2NgYTp8+jUKhwI6UGDsOcmwqEolgsVhgNBohlUqhUqnQ09MDtVpNX8tP/gwEArh48SISiQQ8Hg/i8TiuXbvWqq/ROsOdz+cRj8fh8XgwOTmJfD6PXC7X1Ow8uVwOq9WKzs5OHD9+HAaDAc8991zT3n83E41Gcf36dUxOTuLv/u7v4PV66US3Wq1wOBy46667sH//fsjlcuphv/XWW3j++efh9/sxOjrKZGtXgSRrvvjii/jpT3+KYrGIhx9+GMlkEiMjI/B4PHj77bdx48aNdUUrlEolHnvsMezfvx9utxs2mw3PP/88Ll++jHK5zI4tGDsOgUAAhUIBmUyGwcFBDA4O0twDk8m0bAOYSqUCr9eLZ599Fl6vF7du3UI0Gm3putUyw10sFpFKpWjLwWKx2JQdvkAgoC3yTCYTOjs7YbPZkM/nEYlEdmSoaqtK3fg70Gg0ips3b2J2dhbJZBKFQoH+PJVKYWFhATMzMzh58iS0Wi2tzb516xaCwSBisRjz6uqEVELkcjmk02naZCcYDCKXyzU87hzH0exZi8UCu90OvV4PpVIJjUYDvV5PVdhYPf3WotfrMTQ0BJlMRqs5wuEwYrEY0uk0FhYW2GZqHZD7KpfLodFoqH6Ey+VCoVBAKBRCNpvFjRs3aJUTx3E0cXZsbAxzc3MIh8MNlyYLBAIq7Q28IyxGntv1jmXLDHc6nYbP56vxtJsxIYVCIU6cOIFHH30UTqcTe/fuRTabxc2bNxEMBhGJRJpw9e0Fv+RqK4x3pVLB6Ogo/v7v/x7RaBTpdLrGAMdiMSSTSczPz+Ptt9+uUUNLpVK0nScz2vVB7l0ymYTP54PH48GlS5fg8/nWVSYpl8vhdrvhcrmwf/9+HD58mGrJ2+12DA0N0TA8M9xby9DQEL72ta/BZrNBJBKhUqngtddew/nz5zE+Po4333yTJbatg6GhIXz1q1+Fw+GAXC6njV8EAgHOnDmDf/iHf0ChUMCpU6cgEomgUCggkUgwOTmJkZER5PN5JBKJhhMLiZqkxWLBgw8+CAA4deoU5ufnqRrlethyw02MTKlUQi6Xa1oJEMdx1GtwuVw09GexWLCwsICFhQX4fL4dWeO6kUYgi9+HL6W5HNFoFPF4HPPz87RL22JIUhXpuQ28W0bBvIX1QUq/SJvOtbpNrYZUKoXNZoPdbodara5RhCIKbWKxeMsbJ+wWSDdEjuOgUqlqGo90dHTA5XLVGG4SQQwEAi2R19zOqNVq6HQ62q/eZrNBJpNBKBRSwykUChGLxaiMs1AohEKhgFgshtfrxdzcXEMyzAKBAGq1GjKZDGKxGBKJBE6nE263G+VyGXK5vC6Ni9XYMsNNFgFysURUhSzyG0EgEMBoNOK3f/u3cfDgQXR0dMBut1OJyEQigZdeegkjIyMIBAIb/i7tSDOMN1mwxWLxspOqVCrh2WefxQ9+8IO6uxix8+vmsbCwgNHRUYhEItx///0Ih8Pryijv6OigzV/cbnfNz/gbLLbJ2hzkcjl6e3thMBjwoQ99qKZe2GAwwGazUd2JSqUCu92O4eFhRKNR1qK1QZ588kl84QtfgMlkqjHawLvecDqdxuTkJJLJJF33iEeeyWQaXsOkUik+9KEP0cRPu90OuVwOg8GAUCiECxcuwOv1bmht3DLDvdiTI1nGG10ghEIhxGIx1Go1Dh06hBMnTkAul9NSM1JOMzMzg/Hx8WZ8lbajGUabeAFSqXSJvB9570qlgvHxcbz22msb+izG+iCVGFqtFm63GzKZDHK5vOHxV6vVGBoagsvlgkqlWvLzZmymGctDnjMiYXv06FE88MADq/6OXC5fEhlhrA4xyl1dXXj44YeXXdMqlQqN/Mbj8aZIz5Iy556eHhw9ehQulwudnZ10s6BUKqm8d1t73ET7lVxssVikIQqy49iI0ent7cXHP/5xuFwuDA4O0vMLADRcuxtkNDcaQpNIJHjggQcwNDSEY8eO1YRJq9UqMplMy0UHdjsWiwWHDh2CUqmkx0J2ux1WqxXJZLLuznnkuSDHVHzS6TS8Xi/C4TA7S20yOp0OTqcTTqcTH/nIR+ByudDd3b3q75TLZZw/fx4vvPACZmdn2ZjUgUgkwsDAAKxWK7q7u5ddGyuVCq3IeOutt5pyX1UqFYaHh2GxWLBv3z50d3dDrVYvcViJLsNG8kc21XATL5sc9otEoppWg2TXsxE6Ojrw67/+63C5XDUhXuKFlEqlXWG4N4pYLMbx48fx2GOPwel0LplsmUyGZo8zWoPRaMTg4CCkUimkUik4joPZbIbRaESxWKzbcJPnYrmE0Gw2i0AgwLqLbQJqtRq9vb3o7+/Hk08+iY6OjjV/p1qt4vr16/jRj360BVe4M+A4Dj09PTSqtJLhvnXrFl544QV4vd6mzHWFQoH9+/ejo6MD/f39cDqdy76O9HnYCJtiuGUyGT1flsvlVN9aLBZjYWGBloDl83ka/lsr3k+aLhw4cIAaaalUiuHhYajVaupl8wfJ4/Hg3LlzmJiYQDwe34yv2hZsdFNCEp1IedDivrPZbBanT5/G9PT0uo4bSDkE2QmT0BHpK00SRa5cuQKPx4NSqcSMxjLwe3ITIYnBwUGUy2VcvHix7ooJcs9XWtBIeSbb7DYHcl7qdDpx//33w+VyrdjbmUCiIrlcjmX2NwA5Ou3u7saRI0eWGO5CoQCv14t4PI7x8XF4vV4sLCys6ECSjm4KhQI2mw0cx9V4ywKBAHq9nralvuuuu2A2m2lJJSEajWJ0dBQejwexWGzD33NTDLdKpYJer4darYbZbKaZ3iKRCHNzc7SDEfHiSE3bSjdPIBDQDMyPf/zjeOKJJ2i9qUgkoud8i7l69Sr+1//6X4hEIjtanWsj7TDJhkgmk8Fms6G7u3tJNnEsFsO3vvUtvPHGG+vaKQqFQtq+9ZlnnsFHPvIRuqkjxiiVSuF//s//iZdffhmpVIoZ7mUg+v7kvE6pVOKhhx7C0NAQEokEbt68Wdf7kOeJbJz4lMtl5HI51gCjiRAnY+/evfjsZz8LrVa7bAMfPtVqFel0GqlUih1P1QmZ13K5HHfddRc+/OEPL5njuVwO58+fx+TkJM6ePYvr16+vmtNBVNWcTiceeOABSKVS+P1+ZDIZGlE+cOAAnnzySajValitVprky2dubg7f+9734PV6MT8/v+Hv2nTDvbikiBjkarUKgUBAmyTodDpUKhVEo1HaFSyVStWEYolnIJfL4XQ6YTQa6d8qlQoajWbJwsM3XoVCgdYU7/Ts5vV6R1KpFB0dHTCbzdBqtcu2sCNn3I1qyBPlOplMRkuP3G43DAYD3SwQz5sYcOblLYXcH7IIkTlfLpcRDocxPz9fd5gceHeztlLJFxuD5iEQCGC32+FwONDV1QWVSgWZTLbm7xWLRczMzCAYDGJhYWELrnT7I5PJ0NXVBYvFApPJVHOfyZwuFosIBAKYnZ1FNBpdM5ohk8mg0+lgMBhgMpkgkUio0SYGXyKR0ERRcozF/0zgHaXQYDCIQCDQlOPGTfG4SbZeJpNBOByGQqGgf6xWK92ZuFwuzM/P4+TJkwiHw7h8+XKNZ0w8jO7ubvzWb/0Wenp60NPTA5PJVFeNKTn3y2QyLEt2BaxWK774xS+it7cXw8PDTX3v7u5ufOELX6C917VaLYxGI3Q6Xc0Gj2zQSN0387bfhUg0yuXyJVnFiUQC//RP/4SzZ88iFArV/Z5isRharXbFjRqjeXAch49+9KP4zGc+A71eX5fRBt6Jcn3zm9/E+fPnWTfDOnG5XPjKV76CPXv2LEn6Iw5kKpXCyZMncfr06WU1KPgIBAJYrVYcPHiQihVxHIdyuYxIJIJEIkEjIolEAkKhkKqjLf7seDyOy5cvw+v11uR5rZdNM9xEYYaIReTzeXpWQEohOjs7ab9hiUQCj8dT4xmLxWLqtQ0MDKC3txdqtXrNMBPJWCeJaTvdaG/EQ5LJZOjs7ERfX1+NwD7wbllQvcl9RLxfKBRStaDe3l44nU709fXV6ADzIzLkD5k3O2W8miFFS/IDiAwjeb9qtYpisQifz4fp6emGJRiJx83YPEgUyWazYe/evfS5qIdisQiPx4M7d+6whNA6kclk6O3txZ49e2jLaJJLRdaxhYUFBINBBIPBut5TIpFAqVRCLpfXCB6RBM9CoYBsNotkMgmRSLQk4ZMog8bjccTj8aZ1vmyq4SYJL7lcDpVKhYb3VCoVDV309PRg37599Iya/J3L5fDUU0/ViHqQ39doNNRor7XYVKtVeL1euqDtFCOwGus92xYKhTSM7XK5oFAoal6TyWTg8/kwOzu75i5RKpXiiSeewPDwMBU7MBqNGBoaotGW5eBrcGezWTp3dgLNMNwikQiHDh3CwMAABgcHIRQKUS6X6dFSPp9niWRtCMdxMJlMUKvV0Gg0y+YTrMZio8NYGY7jIJVKoVAoIJVK6Qa3VCrh5MmTePnll5HNZqmHPDo6uuZ7kvUxmUxidnYW4XCYiqZMTk4ikUjQ5Or5+XnMz8/TML1cLqeb65MnT+LFF1/E9PR0UxOkN+WMm3i6i7P5yuUyTCYTuru7adY56czSLEgDDHKz2aRfHjIxSdhUp9PRnxEjUCgUEA6HEYlE1tz1i8ViDA8P4+GHH6Ye/GreBT+hjuxKC4XCjsyg3YhADsdxcLvdGB4ehs1mA/BuAlk+n193RGlxHgqBbQCag1AopEm6JHm2Ua0FEjVkrA7HcTQhTCQS0d4I5XIZo6OjePHFF5FMJhEOh+vOdSLjlcvlEI1GsbCwgOnpaRrlSqfT1DjzvWnSt4H8bHR0FC+88AKVKm4WTTfcZBFZnMnn8/lQKBSQSCRQLBY3TbqP3KxXXnkFExMTbOKvgFQqpQabPxZ8gxoKhfDLX/4SHo9nxVIjrVaLu+66C1arFYcPH0ZnZ+eSUojlIKGrQCCAl156CR6PZ8cp2zVD0a5UKuHmzZtIJpNQqVQ4fvw4vF4vnnvuOXg8nqadf5JNE7/LG2P9KBQKvOc970F/fz/6+vpafTk7GpJJznEcQqEQ5HI5bt++DZ/Ph7NnzyIWizUcySPVG0TpjNReLxfdIsqdpMSPrG2lUolGxrLZbFOdyKYa7pXKkjKZDDweD5LJJGKxGPL5/KYlxVQqFVy/fh3PPfcc9UgYSyG19QaDYclYkN2i3++nAgUrGW6it9zX14d9+/bBbrfX5VmUy2Xk83l4PB787d/+LW7fvs3O8pahWCzi0qVLuHbtGnp7e1GpVDA5OYm//Mu/xNzcXNOqJfL5PK3uYIZ74yiVSjz++OO4//77a6JZjOZDBL44jqMO4o9+9CNcvHiRRgwbmdMkr0ShUECtVkOtViOTyWBhYWHZ9tMSiQQajabGcJMwejqdXtL2uCnfuWnvhJXDbOQgP5/Pw+v14s6dO3C73VCpVKuWc/GTlUjvZr4aG1FKIx4jSYbjhxHZIrQ85J6Sc2yJRELvWSqVQiKRwPXr1+lutVqtQiQSobOzE06nkybekCRDi8VSI+APvGOcyTnd9PQ0bYtHEhfz+TympqZob+5GH671hB+3ko3U1/MhCS9TU1P4+c9/jmvXriGdTje8KSVHGEePHq3pSEU2A3fu3MHIyMiOL53cTDQaDXp6euB0OmGxWGiXqXrhJ2mytWt1yPNPjttisRhu3LgBtVpNRVYa7VdPtOT37NmDjo4OWgqWyWRgMpmQTqcxPT2NZDKJbDaLfD4PrVYLm80Gk8kEjuNQKpUQiUQQj8cRi8U25bh2S2pByI2tVqu0F+njjz9eI76+HKScK5/PIxwOo1AoQCwWg+M42q6NCLBUKhUkEgkkk0l6U9nEXxlybOHz+fDmm29idHQUPp8P8XgcY2NjuHnzJrLZLKLRKE00lMvl+OhHP4pPfvKTVJiAhInIRmrxZ0QiEfj9fvzVX/0Vbty4gVQqRcvziAFfz+QmmdHtbLiB5pwZk+z+l19+GadPn0Y+n0c0Gm34fd73vvfh937v9+jZK6FcLuO5557DN7/5TZogyFgfPT09+J3f+R243W7s27evrmMjPnwdeZafszrEeSiVSrTd8OzsLAQCAdLpNHX26oWsKRqNBp/+9Kfx1FNP0bHjSwG//vrrmJubw/z8PEKhEHp7e+lxoVQqRT6fx40bNzA+Po7x8fFN2YRtWRFntVpFuVxGNBqF3++nafHLfSGyUKXTaQQCAWSzWQSDQRSLRdr5iyR/EMPPz8LcDSVgzYB43ZFIBOVyGfPz84jFYvB6vfB6vTTJQigUQqlU0jp8l8sFmUxGG8cAtd4l8dgzmQxCoRACgQB9T2K4N6pTv5087mZBNqWNIBAIoNPpoFAo4HK5qFwwuT4yDvF4HD6fr6nXu5uQy+VQqVSw2WxwuVyw2+00fNsIuVwOgUAAPp+PKaatAd/jJtFVftJYvZANAOnaZjQa4XA4YLfbqS3KZrMQCARUDAwAFRUjR44qlYqegRNhpGZ0HFuOdRtu/oJZ702qVCrwer2IxWK45557UKlUlk2MIqIply9fxnPPPYdkMknPKbq7u2E0GnH48GGoVCpUq1UoFAqqwhYOhxtSkdqtCIVCSKVSFAoFXLlyBWKxGMFgkOYhkAeBTNb7778fHR0dGB4eXrW8pVqt4rXXXsN3v/tdpNNpKm87MzODZDJJN1XNMGrtbLTbBblcjl/7tV/DiRMnMDAwsOR5y+VyTPSmCRw7dgxPPPEEurq6MDQ0BI1GU7fYCp/R0VH86Z/+KbxeL8bGxjbhSncOfMPNz+RudG3RaDRwOBxwu9349Kc/DbfbjT179tRscIlEs9VqpaHzubk5BINBGI1GdHR0oFqt0lyu119/HRcuXKARy2azLsO93gWzUqkgmUwin8/TtHlybk08ctKJKpVKYX5+HleuXEEikaDC7GT309XVRc9LycBls1mk02m2CNUBX2KUqNWFw2EqO8uvDhCJRHA4HOjt7aWyf8sJqJDxm5mZwZtvvol0Or1pZzyEdjberT6q4TgOMpkMQ0NDOHHiBE2eWVyKt9EWg7sZIkfrcDhw+PBhWCwWGAyGhow2f55Eo1FcuHABXq+3RtOCsTqrGW2+OuNy64VSqYTJZILL5cLdd9+N7u5uquXPRyKRoFqtQq1Wo1wuQ6vVUn0SksAWi8VozffMzMym5YvUbbhJSJR8+dWE2VeDeFzEKBON11wuh0uXLiEYDCIajSKRSGBmZgYej4eGwMViMQ1HGY1GaDQaSKVSKpc5NTWFqampHd1QZKOQSaxUKmGz2Wjde6FQoAabjKtIJIJKpYLZbMaRI0dw+PDhJa3qstkspqamEI/HceHCBUxPT+PatWu0LeRmGS/yIDKWx2Qy4YknnqBSjYvFi8i4/+M//iNGRkbw1ltvtfBqtydEdGjv3r04ePAg9uzZA6VSuaGKGZKRzIRX1oY4bHxvmxhmolKn0Wig0+ngcDhw7733UgVCvu6/QqGATqeDXq+H2Wymm7GVID+Ty+XQaDSYnp7GxYsXkUgkMDU1hWQyicnJyU1Vgax7hpEvyQ+RrifkSXb2wWAQIyMjUCqV0Ol0SCQSePHFFzE6Okoz8khWMvl8uVxOd0d6vR4qlYrK0JVKJRpeWk/izm6B37jFbDZT8ftMJoNisViTSCESiaBUKqHX6zE0NITDhw8vmdC5XA4TExOYn5/H9773vS01AO3sbbcavV6PJ598kuo285XryIKXSCTw4x//GK+99loLr3T7IpFI8MADD+Cpp56CwWCA2Wze8Hvy26oyVodEaxfbIX73O61WC5fLhQMHDuCzn/0sTCYTTaptRIKWD3l/kqAbDAbx0ksvIRKJwOPxbElyZ0OGG6hNQtqIN1UoFKjIu0wmo8XtxLALhUKaGEXOY1UqFTo6OjA4OAiLxVIT+iiVSvD7/ZiZmdm0hICdAOleo9PpYLVakc1mMT8/T+uq+eNKpDXj8TiuX79OQ6uklIt0DLtz5w6i0WhDjS42CklIYca7FoVCAb1eT8uRjEZjzdEGAFpJ4PF44Pf7W3i12xcix6xQKGrOs9c7H0dGRnD9+nVcvXqVhcjXgNxjYpw5jqPeNlFQI82onE4nOjs70dnZCa1WC5lMRvspkPdZz5iVy2Vcu3YNV65cwa1btxAKhZBKpbaslLKhmM7i87GNkM1mqZSmRCJBOp2mspcAaKlPuVyGWCyGXq+HwWDA4cOH8dBDD0EikdSEpAqFAkZHR3Hp0iWWnLYKJMLhcDjQ19eHVCoFj8dDs8H5u9dSqYREIkFLkUj3tmg0img0irm5Oaq2RcpYtoqt/rztgl6vx759+9Df34+enh50dHQsWZju3LmDP/iDP2DnqOuEeFxisRg6nY46ERvhjTfewB/90R8hnU43VdN6J0KihvwSVJKLo9PpoFar8dRTT+HQoUPo6OhAX18fzRpvRiUKWXtefvll/NVf/VWN4uBWHW80ZLiboWnMP1cgKfRqtRpCoRAmk4k2TiDa5qVSCVKpFHa7HXq9HkajsUbogx8JIAIsTEBieQQCAYxGIzo7O+F2u2E2myGVSqHX61EsFhEOh2s8bjIRyc9I5n4ikaD6vK3q5rXRiM92gpzJkfO6xb25+QuRzWbDwMAAOjo6qAwkAJqEGAgE6HHSWm0NGcsjkUjgdDphNptphcVGIR2kdlKTnc2CeMv8Ptg6nQ4ymQxGoxFqtRput5tmgJOkTGD9ERGyFhYKBXg8HiwsLMDr9Tat21ej1G24mxUiJyLwPT09ePTRRyGVSiEWi5HJZGgNI7lJZFer0WgwPDxMG5Lw26vxr49kyO6WBb1ROI7De97zHnz4wx+maj+RSASxWAzz8/OIRCL0/hNItv6NGzeo2AG/bWor7/VuWODIhlar1eI973kPnnjiCZrFKhKJaHImMeCkFa5EIoHJZKp5r1dffRXf/OY3adSEsT6sVis+//nPo6enB0NDQ015T6JrzbTiV4d41hzH0Sjs3r178dhjj0Gn06Gjo4MmmykUiiXHROuFHCX6/X587Wtfw4ULF1p6zLTlhpsYY9Lqk4TExWIxbDZbTfhbLBbTZhgDAwN0seKHpfgiEjupl/NmodPp4Ha7aUZkPp+ngvorNcUgDegZWwdZoEj4z2Qy0fwOhUIBrVZLDTd/I7uShDDxuIkiHjtmWD9isRh2ux1ut7vGm2uUarWKTCZDezozmdO1G/PwS7skEgkUCgWMRiO6u7uh1+vR3d0NuVy+YulXI/Cz1vP5POLxOEKhEEZHR3Hz5s0NvfdG2TLlNOBd70Gn08FsNtPm5ORnnZ2dMJvN9KaTcwnSa3U5T5skUKXTaRYir4N0Oo1IJAKxWIxEIgGv14vTp09jZmYGfr9/SxeOZvSr3qkolUoMDw/DYDDgkUcewZ49e+ByueBwOOjZHj9kvhpkU0sSCuv16lbrI7CbKRaLCAaDUKvVcLlc636fTCaDf/iHf8DZs2dx69Yttn79CysZb35lE5FaJhVGGo2GVhk1s0w0GAxibm4OU1NT+MlPfkKPmlpNw2fcG3l4BQIBVCoVjEYjTckn50Pk/JWcGZFaOvKaxSEPfuYzaSrCvO21Idn8HMdRKdnx8XFMT09vaXeulfpBM95BKpWio6MDTqcT9957L44ePQqO45bdvC4H/57yjzYa6Xm+kjLebqdcLiOZTCIejy/ZBK02NovvXaFQwNmzZ/Hss882TU1wu1OPx00qjYjsslKphEwmo1LY9VDPva5Wq0gmk/B6vbhx4wZ+/OMfr9glcavZMo+bJBMcOHAABw4cwJ49e5YUupOzucVF9IsHo1qtYnp6mibZjI+PIxQKNa038U6FdIE6ffo0isUizeyPRCJbpu/ODPbq6PV6uN1uOBwOPPTQQ3A6nXA6nWuKQiwHyft45ZVXcOvWLZw6dWrNMSbJi1qtFkNDQ5BIJLh27Rq8Xi8WFhaYuBHeiVpdunQJPp8P/f396OzsXFZpayWCwSB+8pOfwOPx4NatW+sWs9pt8O3CYj0RvhBLo+RyOSSTSSwsLODcuXNU8rlSqdCEzrm5ubaqwNhyw338+HE8+eSTMBqNNefZQqEQCoWiRncWAK3lXszY2Bh+/OMfY3Z2FidPnmSh8jqoVqsYHR1FLBajTSVIh66tMqJkx7yVpRPbCbPZjOPHj6O7uxtPPfUUHA5HXeHw5SBnqN///vepV7fWPbdYLLj//vvR2dmJj3/841Cr1fi7v/s7vPnmmxgbG2u4t/FOJJlM4syZM9Dr9XjkkUdw+PBhmvlfDz6fD3/5l3+J69evs7ycBuGLqxDvnMgtk3vJV1CrB9LaeHR0FP/3//5fTExMIJfL0eRbfh5Vu7Cl3cEqlQr8fj8mJiZQrVZhNBoBvLtjIprJpM8pP1OWtPAkO6FgMIjZ2VkEAgHaEYyxOsQDSyaTVCmtFSG63VTK1SiLw66rhatX+1kymcSNGzfg9/tpvX09KBQK2Gw2mM1mGv1KpVIIhUJMH+FfIKWnpL1qIBCg69PiMeMnziYSCQQCAYyOjiKZTLIEwWVYbV0g60axWIRAIEAikaC64CMjI9Dr9bSToVKphEQiAbD0OSH2xu/3IxKJIBQKYWpqCrOzs4hGo1RPpJ0dwS013LlcDmfPnsX8/DyeeOIJdHZ2olqt0jIIv9+PdDpN+5yS5DSNRoO9e/dCqVQilUohl8vhypUrOHnyJNX1ZdRHMpmkkoqtyGLlN5VhLIUveUlK79YjGjE7O4v//t//O27dutVQ6ZfRaMSRI0dgNpshEomQyWQwMTGBS5cutbz8r10gY5TJZDA+Po5Lly6ht7eX1s3za+cB0FLXa9eu4aWXXqKll4zGIGqJmUyGVkb4/X74fD54vV7Y7XY88cQTsFqt6OzshNFopGF1fgSX9GV444038Prrr9Mz7Fwuh0QisS3m+ZZmlVerVcRiMUilUszPz1PFrsWG2+fz1RhutVoNtVpdY7iJB8A87cYg+u+tLD1p94eilZRKJaRSKcRiMfh8vhrZ38Ws5nF7PB54vV7Mz8/XnUFOlApTqRTEYjHm5uaoV9lO53vtAAnPLiwsYG5uDnK5HFqtlmY8A+/2ckilUshms7QnfSgUYt72CtQzV8lmliQkx+NxBAIBAKBNqYRCITKZzBLDTQSliJCKx+OBz+dDIBDYVrZEUK1zFSVffqNZ5UqlElKpFDabDU6nk95IUq5SKpVoljhf2o6k+hMvJBAI1L0oNYN2NjaNeGP8Hrbt/J0aoV2/x3rOpYkKlFwuh8vlgkwmW/GcbTXDnUqlcPv27brr78ViMUQiEYxGI7q6uqjXWCqVMDY2hmAw2PB3addxAZrToIbjODidTlrearPZIJFIoFQqAYB6hbFYjPa59/l8yOfzSCQSLQ3FtuvYNDIupGxYLBZDJpNBKpXStsNKpZLOadK+mGykyFm43+9HOBxGPp9HKpVqi3tS7zVsqeHmQ7zpSqVSE5rgL1LtRLtdD5/d3mijXcdmveNCNqwkAYefMbtZCTKkOQPZ2JGck418XruOC9C8Z4aoeGk0Guj1ekgkEmi1WgCg59gLCws0BNsunna7jk2zxoW8z3KGm98GtN3uQ73Xs+4mIxuFnBOR/+a/b7vdTEZ7slM3LIsN9FYsMiSBiv9Z7DlcGzJWpVKJhm75rYaJV02OO1h+x9bA1/ngO4Xk7+0+vxs+427WxGO1iwzGypCQ3lZ+HnkmmfRm45DcEZKES/IFSDImx3H0vwHmnGwVZE7vNBXAug03SY5p5xR5Rn1sl10/WfCIBgDHcTW1mtvhO2wX+Iab3df64Otmkz9EP54kqQmFQhgMBqqXkMvlUCwWaRid5PWwOb0+VjPIfP1+Mk78/J7FeiHLvTeRF5ZIJFCpVBAIBDWdK8nxx1ZXNjVsuLfjg72cVOpuhN8Gst0EBZZDKBTSJho6nQ4SiYTWWJLwJKM5EA9/Nz8fjcDXzSZStCRvR6VSQSqVwmAwUFlOhUJBteLT6TQmJyeRTqexsLBAq2NIfXK7P5ethL+WL3dURtY2vsoaMdok258YbnKUsZLRBkCbMWm1Wpq0GY1GaUJbJpNBKpXa8q5udRvuxTeEwdhs+DtmvldDlNfafS5up8jGbqOZY7P4/vE9POJ5i8ViaiwKhQKVsF1siLbDfNlM6r0HyxnwxcJEi1+z3OuW+7zlPHUSTSGbtFKpVJO3sNXUnVXOYDAYDAaj9TSv/xmDwWAwGIxNhxluBoPBYDC2EcxwMxgMBoOxjWCGm8FgMBiMbQQz3AwGg8FgbCOY4WYwGAwGYxvBDDeDwWAwGNsIZrgZDAaDwdhGMMPNYDAYDMY2ghluBoPBYDC2EcxwMxgMBoOxjWCGm8FgMBiMbURD3cE2C6FQCIVCgSNHjsBqteLQoUMYHBxEIpGA3+9HMBjE66+/jnA4jEgkgkwms2nXshLt3ItFpVKhWq0in8/vun7p7dwGcTd23eLTzs/M4cOHUalUEAqFanpjrxd+v2fSArlYLC7bHxoA7Q5mMBigVCrp71WrVRSLRZRKJdo+kvRJbybtOjaki1qz20eT+yuVStHT0wOtVguz2Qy9Xo9IJIKZmRnkcjlEo9GavunAu21AV+pctlpP70ap9z3qNtybDb/lXS6XQyaTQSaTQTabpQapXRfoVkMm1m5kt35vxsYgxrCZiy6f1RZ4vgEnfdCJsV98XbuNzf7eZFNQLpdRLBbpJol/3/nr6eL/Xuk6t3q86m7rudneg0gkgl6vh0wmg16vh0ajoTufXC6HYDCIfD7fMq+ynR8kkeid/ddufeDb9Tu3i8fN72G+lXOkXccFAEwmE6rVKrLZLIrFYlO82sV9oFd7P9LrWSKRQCQS1XjcZIzIWrcZ97Fdx4ZsYDbj+sg9VqvVEIvFkMlkkEqlyOfzSKVSKJfLKBQK1LCvNH6bee/qfe+2MdztTrtOdICNTbuOTbuMi0gkAsdxdDHaqghNu44L0H6bXWLICZs9Ru3wnZdjq54Zcr9J+LtdopbbLlTOYDCai0AgAMdxsNvt0Gq1iEQiCAaDbbFAtZrNCpGvF77hZkeCjLVgWeUMxg6F4zhIJBK43W4MDw/DarUu8ex2K5uR8LVRFnvcDMZK7AqPW6FQoLu7GwqFgp4nxWIxLCwsIJ/PIx6Pt91DzGCsF4FAAKVSiaGhIajVathsNmg0GsjlcgDMKLQT5BiD5CGQc1Y2RpuDQCCAWCyGUCiEXC6HVCql/85xHLURSqUSEokEmUwGqVQK2WwWkUgEpVIJpVKp5eNTt+HmJw20+qIbxWq14otf/CK6u7shl8shkUhw4cIFnDp1CoFAAFevXkUul2v1ZTIYG4Yk4LhcLvzO7/wOurq6MD4+jmAwCK/Xuy2f352KQCCAQqGATCaj45bP52kZEqO5EOOsVqshlUphs9lgMpkgFoshlUqhVCrR09MDtVqNnp4emEwmTE9PY3R0FB6PB6+99hqSySRSqVTLx6jhOu7V6tnaDZlMBpVKBavVCpfLBZfLBblcDrFYjMnJSWrEWehwcxAKhfT+EoNRKpV2Xa35VkOylc1mM6xWK2ZmZlAoFNrCU2C8i1AohE6ng06no+VJHMchmUyyZ6TJiEQiyGQySCQSmEwmKBQK2O12mM1mmmGuVCrhcrmgVqvhdrthMplQKpWQyWRQKpVgMBggFAprarxb9n3qfSHxuIHtkzyxd+9ePPPMM3A4HDhy5AgMBgM941Mqlbu+ZnKzUalU6O7uhkgkovWSgUAAkUik1Ze2Y+E4DlKpFFKpFGKxGAKBAHfu3MG5c+cwNTXF5nqbIBAIIJfL8dRTT+Gee+7B7OwsJicnMTc3h4WFhZYbhp2EQCCAwWDA4cOH6d9EfEWr1VLDLRKJoNFoIBaLoVQqIZVKoVAo0NHRgdnZWYhEIvh8PrzyyivweDwt/U7rVk7bqNe9OBV/I+9DSjv4/waAqrBZLBaYzWYolUpaJykSiZioyyYjkUhgNBpprWSxWEQikdg2EZvtCAm5EhWvarWKaDSKubk5xONxdt/bABIRkcvl6OnpwaFDhyCXy5HP55HL5cBxXKsvsWXwI7vNgOM4iEQiqNVquFwuWCwW7N27F3a7HRqNBiqViobKhUIhRCJRzfMjkUig1WoBAN3d3RCLxTRXpJXUbbiXU5LZCDabDW63G8lkElNTU7TwvVF6e3vxsY99DFqtliaeETo7OzE4OEgTDYB3F7ZoNIrx8XHEYjGUSqUNfx/Gu5BNmdPpxMc+9jHo9Xrkcjnk83k8//zzCIfDNDTIaC6VSoWG9+bm5lAqlTA3Nwefz4dsNtvqy9vVkLXH4XDgU5/6FDo6OnDXXXfBbrdDJBLBYDBArVbj1VdfRTKZbPXltgSFQkFlX4n4zEbszXve8x68733vg16vR0dHB5RKJZxOJ7UJEokEQqEQHMfVyNYSO0IizUajEcePH4fdbscrr7yC2dlZeo2toCHD3czEFpPJhOHhYQQCAczPz9Pzt0bf3+1243Of+xxcLhckEkldu1WBQIBkMomZmZldqe+92ZAHwGq14vHHH4fD4UAul0M2m8Xt27dx+vRpFAoFZrg3AZJHQNQGy+UyAoEAwuFwqy9t18N/Lj7zmc9g37599GcajQZutxupVIo6GbsRmUxG7QDfkVuP3REIBDhy5Ah+67d+iyrUNfr7wDteu1arhVarhU6ng8FggFQqpXK1raDub9KMkLJAIIBWq4VcLsfAwACOHz+O+fl5xONxLCwswOPxIJVKrfj7QqEQbrcber0eJpMJVqsVw8PD0Gg0NMSxWqIZPzmKJOtslqTgbkUgEKC/vx/Dw8M4ePAglEolDUGRB4cdUTB2Ix0dHTh27Bj6+vqg1WprwsIkSpLP53f1eiSRSFCpVFAoFMBxHJUfbeR4TSAQQKfTQS6XQ6vV0nI78rNGWO6IWCqVQiaTtdTxWFeofL1wHAen0wmr1Yr3vOc9+NjHPobZ2VmIxWLMzc3hpz/96aqGWywW4+jRo9i3bx+OHTuGEydOQCKRQCaT1STPrfYdSMg2m80yr6/JEI/i/vvvx7/7d/8OWq0WBoOBRkEqlQoEAsG6j0UYjcHEVtqLQ4cO4f/7//4/GAwGmEymmp/lcjnEYjGkUqld/WzIZDJUKhWqH88Pl9dreziOg8PhgM1mg9VqpU5dMyD132q1Gvl8viWdKoF1GO5GIAuHTCaDy+WCUqlEb28vzGYzHA4HFAoFdDodXC4XNerlcrmmtpG/8EilUvT19aGjowNWqxVarbZug10ul1EqlTAzM4NQKASfz7erH5BmQcorSB2kRCJBT08PjEYjFAoFHZ9SqdS0cyvGyvA32OVymUWU2giS6KTRaJYc6S0sLGBkZASzs7O7OueGv+bzDXa9c5hE9xwOB/r6+mA2m5u6gSX2TKFQQCwWN+U918OmKqeR0pS+vj785//8n2lxu0wmg0ajgVQqhd1ux/ve9z7EYjGo1WrMz89jeHgYvb29EIvFNXXWQqEQGo2G3rh6B6NcLiOdTiMej+Nv//Zv8eqrryISibCz7SZgMpnwK7/yK+jo6MCePXtgs9moR0FCVOVyGYlEAslkEul0mhmTTYZ4KiRLmc3z9oAocsnl8iUOx8mTJ/Fnf/ZniMfjiMfjLbrC1kOMLJnDjRyrEd0IrVaLD37wg3jyySeh0+ma5m0D74yh1WpFR0cHUqkUQqFQ0967oevY1DcXiaBQKKDX6zEwMIDBwcElCWRkMpfLZej1euTzeXR1dWHfvn20vm69uyXS27tYLCKZTGJhYQGTk5O4fft2s77irkUkEkEikUCv16Orqws9PT3Yu3cvnE7nktdWKhVks1mqOMSM9uYhEokgl8updCPJlmW0DmKMOI6jf4DaKGY0GsXY2BgNEe9W+BGjRjU2SBhbpVLBbreju7u76ddHJFOlUmnDyW7NZFM/2el04t5770VPTw/0ej3ViAVANV89Hg9ef/11RCIR3Lx5E8lkEp2dnTh69OiGd0pXrlzBs88+i2QyiVgshmw2iytXrjThmzEGBwfxxBNPwOFw4L777oPJZIJOp1v2tfl8Hjdu3MDs7Czm5ua29kJ3GXv37sXTTz8Nm82Ge++9F0KhEM8//3yrL2tXo1aroVQqlz3a42dQL86k3o1kMhlaDtao4dZqtXj44Yfhcrngdrs3ZcNKnJB0Oo1CodD096+XTTXcOp0Ow8PD9HybP2lJZnckEsHFixcRDAYxOzuLXC6HeDxOi+DXYrWBnZ2dxYsvvohoNIpoNLqrz46ajc1mwwMPPACr1Yre3l6oVKoVX0tqiScmJhCLxbbuInchNpsNDz30ECwWC3p6elAoFFYdG8bmQs5ESTXNYpjRroU0WFlP5YlcLsfg4CC6u7uh1+ubarj5kYBisdjyMuJNMdzkbJOkzQsEAszNzSEcDmNkZAR+vx+5XA6ZTAZ+vx/Xrl1DKpVCNBpFtVpFNpulJQBrQQY5kUjg1VdfrZGiu379OqLRKDKZzK5/KMhGqKOjA3a7HfF4HH6/H4VCgZ47r4RUKkVvby90Oh06OzvhcDjQ39+P3t5eqNXqNetOi8UiZmZmcOvWLSZ3uskoFArYbDYYjUaIxWKUy2XY7XYMDAwgGo227Exut0EkTSUSCU6cOIF77rkHe/furXlW8vk8Xn31Vdy6dQsnT57c9WsU8E52PSmPqxeSkKbRaDA4OIiBgQHo9fpNub5KpYJ4PI5wONxSQaNNM9zkHEChUAAApqenUSgU8Oyzz+LixYtIp9NIJpN0t0n+SCQSakjq8bhJzV8oFMLf/u3f4tSpUzU/Y4k570Ck//bs2YO77roL09PTePvtt5FKpdbcPcpkMhw6dAg9PT149NFHcffdd9P3A9aujSwUChgfH8fVq1d3rSLUVqFQKOByuahMY6lUQkdHB/bv34/R0VGEw2GWY7AFCIVCKJVKqNVqPP744/j85z+/JIqYy+XwT//0T/je977Xlv3BW8F6yqtIUppOp8OBAwcwPDy8aXkdpVIJ0WgUwWCwZaVgwCYZbmIwo9Eobt++TbuyFItF+Hw+pNNpZLPZZWuoq9UqMpkMotEoFXpfPAj8hWdhYQFXrlyBx+NBKBRiddnLIBQKIZPJIJPJYLVa0dnZCZFIhFwuh4WFBaTTaSQSiRU7d5XLZYTDYchkMvj9foRCIaq1XC6XEYvFUC6XacY/EVshO2HgHa+7UCiwjdQmoVKpIJfLodFoaoSIhEIh7HY79uzZg2g0ynTiG4AklfEznes1rlKpFAcOHIDT6YTb7a6RY+afa5Ncn0avi7wfCSnv5jHV6/Xo7e3FwMBATQnqcvCdRL5dqadkrNmy3xthUww3MQAjIyPweDw1zUQymcyqjeKr1SpCoRDu3LkDu92+Zjr/7du38ZWvfAVerxfRaHQzvs62h+M4mEwmaLVaHDx4EA8//DDi8TiOHz+O6elpRKNRzM7OIpVK0VAVf3xyuRyuXLmC0dFRSCQSlEol6PV6uFwupFIpXLx4EdlsFvv374fT6YRaraY9b1UqFarVKhUrYBur5iMQCOByudDZ2Ynu7u6aqg2JRIJ7770XQ0NDyGazLCRbJ8Q48lX/CoVC3eFRvV6PL33pSzhx4gQ0Gk3NzzZaY0+8eaFQSIWkdrPxHhgYwOc+9zk4HA4YDIY1X18qlagYFBGNqkcqe3FdeSvv96YlpxGVMpJ5V+9iUa1WaX2cSqVa8fcSiQRisRg8Hg/m5uYQCASadu07CVKGQrJaNRoN1Go1NaYLCwtrlgxVKhXakzYYDFJp2mq1imQyCY/Hg2w2C51Oh0qlArVaDa1WC7VaDblc3hYTfSfCcRwMBgPkcjncbjc6Ojpoz2A+5MhqN2tgL2alyINQKIRYLAbHcVCpVJBIJJBKpZBIJMhms4jH4ygWizQPh0CMu0Qiof2cHQ4H7Hb7ks8oFosIBoMIh8NIp9MNX7tYLIbJZIJYLKZ69AB2XTRLLBZDJBJBp9PB4XDAYrGsKIpSKpWQz+dRKpUQj8dRKBRoZEqpVNLnZrEAzGIEAgEUCgU0Gg2dB61g0wvRGt3dV6tVWmd9//3349ChQ8suOD/96U/x//7f/0MoFGKe9goQo61QKLBv3z50dXWho6MDUqkUHMfR7MhUKoVkMrmiFCkpgcjn8zhz5gxu3rxJa+zJg1CpVHDy5EkqjqNUKnH48GH87u/+bk24kdE8DAYD/sN/+A84ePAgtFotVCoV9Hp9zfNSrVYRiUQQDAZZW886UCqVNEfgrrvugs1mo72b5+fncfPmTQSDQZw6dQrRaJQu9larFU6nE319fXjmmWdgsVgwNDS07Gd4PB587Wtfw+joKEZHRxu+RovFgs997nMwmUz4wQ9+gEuXLtFk390C6T7odDpx8OBB7Nu3jx7VLUc0GsXVq1cRDAbxi1/8Al6vlx7h3nffffjsZz9LN7fLrVPkuZHL5bjnnnug1+tx5swZXLlypSVOSesqyFegWq1STzoSidTcEP5/z87O4vXXX2eh1zUgoT6tVguTyURLUiqVCvL5PO2TvZbwAwnt+f1++P3+VT+TGG+5XL6k1pEZ7+YhlUpx8OBBPPTQQ9RLXC4fJJPJUB0DxuqQ7GSj0Yi+vj5aRWGxWDA5OYlsNlvTv5mEWpVKJcxmM3p6evCe97xniRY58O76lUwmceHCBVy/fr3h6yOfNTQ0BIfDgTfeeIPmD+02lEoljEYjTCYTlVgGau0EybdKJpPwer2Ym5vD+fPnMTExAblcDplMBqPRiEwmA7FYDLFYvMQI8/9fJBLBZrMhn8/j5s2bTe8fXi9tZ7gFAgEMBgM6OzthMpmWXYhY6LU+SFlFKpXChQsXMDExgUgkgunpaczNzeHGjRsIh8O0P3azzj5LpRI9eyNjRM6Rdls4b7Mg0RSRSFQjbLSYQqGAkydP4uTJkxgfH2fn22tQqVSQy+WQTqcRDAYhEolQLBaRSCQwMTGB27dvIxgM0lwQsj7p9Xr09/fD6XSuqKhFktHWqx5osVjQ29uL3t5eOJ1OGAwGaDQaKBSKloqBtIpUKoVgMIhYLEbzqviqdJVKBW+88QZ++tOfIh6P0yM+v99PxyCfz+POnTt4/vnnqZiUXq+v2QQvZ7gB0PaepVJpy+9/2xlu4J3etA6HA3q9flmlod2ciNEo5Hz6+vXrEIlEyGQyCAaDmJqawoULF6jH3cz7STYBiw33Wm1XGfVBvDyyGSKL1XL3tlgs4uLFi0w9rU7IvM3lcohGo9Rwp1IpTE9PY3JyErFYbEn7TY1Gg87OTtqNarX3Xu/zptfrceDAAXR1dcFqtUKlUkGpVEImk7W04UUrIJGkhYUFpFKpmuZF/AqACxcu4M///M+XjUiQbP6pqSm89tpr6OnpwfDwMNRqNd0YLx4nkUhE+zDodDp6LLXrDTdRGtJoNJDL5TWLUalUwpUrV+D1enHr1q0NGRuy+O0WxSKy2w+FQhCLxbR0bjM2QYvfTyAQ0ParTL1ufQgEAlgsFjgcDqjVajidTthsNthstlXP5FhkanlWuifEuy6VShgbG0MwGKTHPn6/n9bvlkolmh1erVYRCARw9epVZDIZ7N27F3q9Hmq1GmKxGBMTE/B6vUgmkwiFQpiZmalbQVAoFOLQoUMYHByEw+HA3r17YTKZaFg4m80ikUggl8s169ZsG3K5HBKJBEZHR/Hiiy9S75cY7Wq1isuXL6+5vqfTaczOzkIgEGBkZATpdBp2u532TOcfifD7cQsEghVLaDebtjPcwDvavqRtJ39RyuVyeO655/Czn/0MgUBgQwaXZI+SXfBOh5xRT05OYnp6etPFafgbIr74fyMlNYx3IN71nj178Oijj6KrqwuPPvoo3dwymkc+n0cgEIBQKITP56uJEpGQKN9gA+88W6Ojo5ifn8fBgwexd+9e2lZSKBTizJkzePnllzE3N4dbt2419AxwHIdnnnkGX/7yl+mxCPEGE4kEEolETWb5biKVSiGTyeD06dMYHR2l2iHEOahWq3VpR0QiEcRiMfj9fnR0dKCjo4P22CD3nKiBCoVCKBQKGpZfKaF3s2lLwy0Wi5fN8COlYpFIBOl0el2eBCkhIGUehUKB7tJ2A8SAbybL1UaSFq311EsyaiFJM1qtFlarFWazGTqdDkqlcsXfyWazmJ2dpWeAjPogG07isS0WTSHPzuK1p1gsIp1OY2FhAePj44jH48hms5DL5ZicnITf70c4HEYikajr+eM4DkajERqNBmazmToxJAycTqeRSqWoYWpk/dopx1VkPMixBpG+bjSqR3KBiFrnauWx5LXFYrEmPL/VtJ3hFggENWfc/BtYqVQQi8Xg8/nWZXyEQiHMZjM0Gg1UKhU0Gg2i0Shu3bqFfD7fzK+xqyGlYiScJBQKaalSIpFo9eVtKziOg16vh0ajQX9/P44ePQqdTrfmmebs7Cz+23/7bxgZGWEd2RqEGMHVsosXwxed+ou/+AuIxWLI5XJwHEc9OrLY14NKpcIHP/hBDAwM4NChQzW5PtlsFuPj4wgGg9Rg7WZIfTaAdR/FkSNap9OJzs5OaDQamj/Cr++uVCqIRqOIRCJIpVL0yGSraTvDDWBJv1P+jSG1x41CwktkByuTySCXy5HNZnfMDrRdkEql0Gq1VN2J9LBlHndjkMWCPA9SqZRmkJNkG3J/ieHg5zKMjIzg5s2bLf4W25dGFmTieaXTaaTT6Zoz0UakUjmOg0wmg06ng9vtRk9Pz5J2uaVSidbmr+fYaaflPDTalGQxJMKr0WioQJVEIqkx2MRGVCoV2hCLVBa0grY03PysWX6oar2JVPwz1g9/+MO45557cOnSJZw9exbZbHbHTeRWc/z4cTz99NPo6uqCSqVCLpeDUqmERqNh6l11QjaaZKNDvLkf/vCHtPRIqVTCbrdDLpdjZGQEk5OTCIVCmJycRDgcZp52C+HneDSyvvT29uITn/gE7HY7jh07BovFsqTTVSgUwne/+12Mjo5ibGysqde9Gzl8+DA+8YlPwGq14ujRo1TMiN8ngxjvVCqFF154AZcvX8bIyEjLrrktDTew9BxmI7XbJKtZpVLh4MGDeO9734tYLIY33nij6aVQDKCzsxOPPPIIdDodZDIZ8vk8zSpfqVSGsRR+nkC1WoXf70epVILJZEK1WoVWq4VIJIJarcbo6CguXryI6elpXLx4keZuMFrHetYVk8mExx57DC6XCzabjWaPk/cjMsMXL15cl4ALYykulwtPPfUU9Hr9ssdQ/HHM5/O4du0aTp8+3dLj1bZcRckZKbmB/ISA9TwMUqkUbrcbFouFdk/KZrMIBAJIJBK7JjFtsyG7UoVCAaPRSEPlJJkmkUiwXIIGIF5bJpNBuVxGPp9HIpFAIBDAwsICZDIZLl26BKlUisnJSXi9XiwsLGxamR9j8yFJiGRTxmdychJnz57FxMQEk3luImKxGEqlEgqFYs2jvGq12hadDtvOcJOuPKQJPWkGUCgU1n2zZDIZenp64HQ6odPpwHEc0uk05ufn1+xFzagfvvwjX/C/UqkgmUwiGo0yw90AfMOdzWZrSviuXLlCXwOg5hyVGezti1gshsFgWLbL1cjICP76r/+aqh0ymoNYLIZarV61SoPPevOsmknbGG6S1UfOoonhBt453yMe23o0eYnh7uzshEqlook8G2mtx6hFJBJhaGgIdrud1q/yEzrS6TTi8XjLJ/x2gS+gUi6Xa5KcFuv3s/nbOK3SmF4JIuqhUqmWPDuBQADhcJh62slkkjkb60QsFsPhcNCqIpVKhX379tX0Syfwj2fbLYG5bQy3SCSC1WqFTqeD3W6H2WymE7hQKNDWnetpg6fT6fDkk09iaGgIUqkUuVwO+XyenQM2Eblcji984Qv44Ac/CK1WWxNyKpVK8Pl8mJqaYgtOA5CewcyTbj78pL92uK+kNaXdbq8JkVcqFZw5cwavvfYaxsbGMD09zaKEG0CpVOLJJ5/EwMAADhw4gIGBASiVyjWFjNrNeLeN4RYIBNTbJqVg5EaVy2XE43FEo9F1qZyRMjCdTldjsNvhgd0pCIVCGAwGOJ3OZc+JSI4Co34Wiw8xmgc/W7jV95ZoV5A8HL5GNr9bYjgcbvnZartR7/iJRCLad9tut8PtdsPlcsHlctVEN0itfSaTQT6fp8dTMpkMBoOhbTZ6bWO4RSIR7a+6uG4xmUzi/PnzmJqaQiAQaPi9ybk5x3GIxWKIxWKIx+NNunIGgbQQbaed6XZicekJP6O8HRaLnQS5t61OTBWJRBCJRDhx4gR+4zd+g3b8IlQqFczMzODcuXPIZrPMaPMg965cLq/piNlsNjz66KNwOBx473vfi66uLqjV6prX5HI5TE9PIxaL4ec//zlu376NfD6PXC6H/fv340tf+hLVqW81bWO4+epai5uhF4tF+P1+zM3NrStUzhdDIL2JW1k8v9NYrOfLaBy+0APfcDcq4AGgRjgCYK1wl4M0GCL3acv7Kf/LBlcikUAsFsPlcuHo0aM1lTQkezkej6/LYdnpEGGicrlMNeRXGkedTof+/n64XC643W7amhN4VwY6m80iEokgFArh2rVruHDhArLZLDXWRKWu1Zs9oI0Mt1gshtPpRG9v7xKPO5fLYWJiAiMjI+uWzCRn5b/85S9x5swZjIyMtMUANINWJtqYzWY89dRTcLvd2LNnz5Z//naHGA6VSgWFQgGpVAqlUgmRSASZTIZqtQqPx0ObJ6zlcVmtVvT390OlUsHhcEAsFsPr9SIWi2Fubg4zMzPMeKP2jLsZOQTEOeCzUkmexWLB+9//flitVuj1eigUChw+fLjm92OxGJ599lmMjIzgzTffXPd17VSEQiFOnDiBe+65BxzHQSKR1CioSaVSuvEVCATQ6/UYHByEWq2GVqsF8G4lxqVLl/D8888jkUggEokgk8lgZGSEPnOlUgnj4+P4xje+QSMgraZtDDfHcbBarejo6KgJFQHvFL17vV5MTU1t6OEqlUo4d+4cvv/97zPvo0kYDAZ84AMfoG0HGfXDjwQplUrodDqo1WoYjUYqGEQkFlOpFACsabgNBgMOHz4Mk8mEQ4cOQSaT4fLly5idnUWlUsHs7Cyb93jXcC/uEb/ee7O4qQ6wchjeYDDggx/8IAYHB2n7yMUkk0n88z//M1577bUd42A0E47jcOTIEXz605+GXC6HTqejZcPVarVG+WylKCCRB7558ya+/vWvr+oUzs7O4nvf+x6q1WpbVMa0jeEuFAq4desWcrkcJBIJtFotZDIZra0ju9f1PliLu/7spMWLf163VQ85x3FU45cIRiyWMy0Wi1TXdzcmptUTgiULi1arhdPphNlsRnd3NxUhKpVKSKfTkEgkCIVC8Pl8y74nkUe1WCw4ePAgDAYDXC4XRCIRuru7IZfLmQQqD/7YLFcGVM/vk97MIpEIbrcb3d3dAN7ZXBWLRQQCAWSzWdrPW61Ww2w203AteWZW60TFhHSWQjZJxD7w+1qQIxCRSFRjsBff43K5jEuXLuHmzZs4e/bsmknP5OgCaH1eBNBGhjudTuPnP/85lEolOI6DyWSC0WiEXC7fsNypQCCgCQw78UEgk5afoLHZ35GIFuh0OlitVthstiU721wuh/n5eczPzyOXy23q9WxXSEKf3W7H8PAwenp6cPfdd9PQX6FQgEwmg91ux9WrV+H3+5cdW2Loe3t78fTTT9PuRpVKBWq1GvF4HFNTU1TJjoGaPIDFWeZrPUeklwLRtX7wwQfxkY98BMA7EcJUKoXz588jGAzC5XLBarWiu7sbd911F+RyOV3nVssJ2WkORjMgicYSiQRqtRoGgwEcxy1Jil0r16ZcLuP555/H17/+dRQKhTXXp0qlsq6Kps2ibQx3pVKh6lBerxcjIyPQ6XSIRqMYGxtbVxccAskWzOfzSCaTTbzq9kChUNBFnmxOGu0VS0pSyC52ccblYqRSKVQqFfr6+mqkAvkLXjKZxNjYGDwez7qSCncDZIyIASf3VSwWo1qtQiwWw2g0IpVKYWZmhibjEK/CbDbTMkqFQoGuri56Vk42rBKJBBKJhOnE81jOMBOjvZoHTiIkRCDK7XbDbDajs7MTZrMZwDvRQ5VKRTOXbTYbTCYTbDYbdDod7ZK3nKdNvOx2KTtqR/jdI8nmhxhq/j1d7v4WCgXMzs4iGo3C4/Fs2zbDbfMkV6tVZLNZ5PN5vPjiizh58iQkEgltvbneMF+1WoXP58M3vvENyOXyHSnM39XVhUqlgkQiQe9hLperybZcC7FYjKNHj6Kvrw+HDx/GPffcs+KulRgaoVAImUy25GybLDyjo6P4kz/5Eyqew6iFr4pGkqREIhHtokZ+fujQIfT09NCkGZKkptfr8elPfxp79uyBxWKB0WiEVquFQqFYUlq2+Cx3t0MMI4nAkXvDn/OL5WTJnJfL5XC73dDr9fj4xz+Oo0ePwmKx0OeAvO+ePXtQKpXopkkikUAqla7qDZbLZeRyuV1b+rVWoi3HcdDpdHSeL+4iuRaRSAR//Md/jHPnzsHn8zXtureatjHcwLsPSCgUQigUol7IRvut5vN5TE9PQywW71iPu1KpUEUlknRRD2QhUigUsNls6OjoQH9/P/bv378k2Wax1Caw/INGQoWkxeR2fkA2Qr0eEzHQpDkIWYzI0YdEIoFCoajprkY2TR0dHRgYGIDdbofJZFrWWyTj0U6hvlazOBrFN96rJauRMj0S5SCVMKRJBf93FyfZ1kOpVEI8HkcikWiLeuF2g/SnJ1GLlV6zGLImptNpTExMbHsHrq0M92LIzd7oWU+xWKQbgY2E3NsVtVqNcrmMVCpFz4BkMllNF5uV7p/D4cBnPvMZarAtFguVm12L5Yx3tVrF66+/jh/+8IfweDxM6GYNiHcWDocxPj4OvV6PSCQCAFS3wOv1IhqN4vLly4hEIlQKVaFQQCwW09D6cuTzebzwwgt48803cefOnV3pxTXC4vPtxf/P99DJ2SrRMGgGExMT+Na3vgWPx4OpqammvOdOg9x3cjzIL/tayfOOx+O4c+cOZmdnd8Sa1NaGG2hOBh8xasDOlI4k555k8SATmS8wASzvPWi1Wjz88MMYGhqCwWCou0MOeT/+Z5BFbXR0FM899xyy2eyO3Cg1E3IPk8kkgsEgFhYWkE6nUS6X4fF4EIvFMDExgVAohNnZWZorIBQKUSgU6Ln4StGRUqmE69ev45VXXkE+n9+R87/ZLGe8F/+MfwSxXrXA5cYiFArhF7/4Bbxe744wMI1Sb0Y/yR4nUQkSqVqpkiOTyWB2dhazs7M7Yk1qe8PdLLYq27oVeL1eVCoVRCIRpFIpuriQRDXg3bM7UjbU2dmJI0eOoKurCy6XC2q1ekWvjQ/xOsbHx3HmzBnk8/maEH2lUsGbb76JbDa77v7pu41qtUo3llevXqXZ4D6fD7lcDuFwGOl0GpFIhHrMJBq1UpUEGX+S75DP51nolcdKiWHAys4CfzOUSCQgFouRy+VQLBY3nPg3MjKC69ev48aNG4hEIjRRl1EL0TUAgFu3buHUqVO01I6scfxEXdJxcnp6Gq+88goCgQCNaG1ndp3h3olMT0+jWq0inU4vOcck35tkX5IM4wMHDuBLX/oSTCYTurq61uyOQyCJZ0S0IBqN0jptkjS1lfXkO4FqtUrPNQOBAN5+++0lG6/ljov493vxz8jiRQz3TvAymgk/tLqcR70SpJ43Go0CeKeMlT9O66FareLatWv41re+hWAwiGAw2BYiH+1IpVJBPB5HNpvF1atXUSqVaH08Xx44mUwil8tBr9fDZDLh9u3beP7557GwsLAj1qZdY7h3MiRzfKUFnN8aktSzp9Npeu7vdrtXDfWR5KlKpYKxsTHMzs7i6tWriEajSKVSyOVy1Ijs5A3SZkLuG7+Mb63zaLJARaNRyGQyqNVq+j6pVApXr16Fz+dDMBjc9OvfbiynDVHv3CVdpAqFAlKpFOLxOIRCIc1yBpb36Bd/TqVSQTQaRTqdhs/nQygUQjwe3xGGZTMhiZwLCwuYnZ2FQqFANBqtqc7IZDI0t8nv92N2dha5XG7H3FtmuHcAmUwGwMq9hYkRIJO6UCjA6/Xi7Nmz6OrqQl9f36p12yQzOZvN4tlnn8W3v/1tZDIZRKPRGjU6xsYghqTexaVYLMLj8UCv10MqldZklc/Pz+NP/uRPcPv2bVaKtwz8s9FGk1+J5gTHcZifn8fExAQ6Ozup7GY9iWrkObxx4wampqZw/vx5jIyMoFgs7kqVwXohkaRisYg7d+5genoaQqGQ6h7wI378XATirOwUmOHeATTSJIFkJGcyGQSDQUilUszNzaFUKkEsFtNkG7FYjGKxSEOB2WwWuVwOHo8Hc3NzNGTOaB3lchmRSATz8/M1iYUCgQBzc3OYm5uDz+djYddl4Hvc69l0khyDeDyOYDAIlUoFk8lEkwX59cX8mnHy3KTTaWSzWXg8Hng8HkQikR3lEW42xJkoFos1yWp852Wj1UjtjKBa5zfb7eIN7TwB1jM2CoUCer0eSqUSnZ2dUKlUcLlc0Ov1sNvtcLlc8Hg8eOWVV5BMJmkofHp6GnNzc211P9rpWvhs9jMjFovhcDhoYxKdTkc/M5FI4PLly0gkEi2LiLTruACgiZjrPd4hWv3Dw8NwOBzo6upCf38/1Go1HA4HPboQi8VIJBJIp9PI5XJIpVJYWFjAmTNnaAtJctwRDoeb/TVXpF3HptFnZnHt/XY31vVeO/O4dymZTAaZTAYcx8Hn80EqlaK/vx9Wq5Uu9qOjozh16hQNiTPai2KxiNnZWQgEAsjlcipzCrwTCk6lUiwqsgIbnc/EuyONRIjeBGlJLJfLkc/nIZVKEYlEEI/HkclkEIvF4Pf7cfbsWZqExrL9189OrhZaDWa4dzlEca1UKmF2dhbhcBherxc3btygiTO77aHYjvDlbflhWcbqrGduk9CsUChEsVhEJpOBz+dDoVCAXC6H1+uFVCql0rXE4yYKdolEgkax2Bgx1gMLlddJOxuvZozN4u5IQHt/Zz7tep1b8cyQc1TS6pAkIbZDyLDVn78aHMet+x6RPBCSSU60yMkfIk2rUqkgEolofkixWEQul0OhUEAkEkGhUGDHGItgdqbJofK1xN+byXr64y7+/ZW6xCxWRWrkfXYqy2kzr2ecxWIxXbzEYnGNolo6naaCLM2aQ7thbFaD3zyknjIkRi319EsnryN/k/tNdBH4CVF8iWbyc5FIhHK5TDOfyb+RY6pisci0D3Yo9c6v9dBWhntxR6P1LPL8MBbf8JKFba2e3Px/5y+Iu4n1eiGkEYZKpYJGo6FeIGmll0wmm5aNvh3GZjOfGTK/iedHPocZ7sZYa3FdvDkicsJkYwqgpp+CQCBALpcDx3EolUrUAyeytCKRiJYzkRJLovLV7I0tozUsdvg2YzwbMtxkYm628W724rOc972SV7/cZ++mxXAjY8vfNBGPg0isLh6D3eB1b/azstznMepjI2OzUiYzP1q1kr4BX7GtVePF5snWsVmb97rPuBkMBoPBYLSe9o41MhgMBoPBqIEZbgaDwWAwthHMcDMYDAaDsY1ghpvBYDAYjG0EM9wMBoPBYGwjmOFmMBgMBmMbwQw3g8FgMBjbCGa4GQwGg8HYRjDDzWAwGAzGNoIZbgaDwWAwthHMcDMYDAaDsY2ou8mIRCKpEc/fSgQCAaRSKQQCQU2/4a28jnaWdJdKpbS94Gr3RCAQoK+vDx0dHeju7saxY8dQLpcxNzeHRCKBN954A6OjoyiXyyiVSqt+JmlPqFarsW/fPqjVavozr9eLqakpFItFZLPZTb937To2KpUK1WqVdn/abbTruAAb68e9FQgEAsjlckilUjz55JM4ceIE4vE4/H4/gsEgfvGLXyASiay7n3e7fm+73V7TtKVQKCCfz6NcLqNYLG7ovfld3gQCAYxGI3Q6HYaHh/H4449Dq9XC7XZDJpMhk8mgUCjgJz/5Cf75n/8ZqVQKkUikKZ0NV6Pp/bhbPdBb0Zlsu7KeHtrlcpk+EPl8nv73ej6bPFSkEw7ZWO32sdrt37+d2U5jQ5ylcrlMW4Jup+tvBP5atrjrWjM/g9gScl+LxSKKxSIKhQIAIJPJIJ/Po1AorHtztJnUbbjJot6KL1CtVqlh2KzB3M40YiiJFzw1NYVAIIBCoYBgMIhsNotgMFj3olCtVlEqlZDJZDAxMQGRSEQneCaTQTabbcsJv5W0IjLEqI/tMC/JM53JZBCJRODxeHD16lUkEgmkUqkd+XzlcjkA7/Q4J0a1WdGqSqVCnYtKpYJEIoF8Pg+lUomrV69CoVBgfHwcAoEAk5OTCIfD8Hg8CIfDKBaLbfUcbxuPu51uWrvRyL0hu8tkMonp6Wnk83k6MRuBLCr5fB6hUIi+d6vnSTtBFlZ2TxjrhYSLifGenp5GNptFPp/fkfOKrEPFYnFTInd8jz6Xy6FQKCASicDr9UIqlSIYDKJcLuPatWvwer00VN9u1G24GdsfsntfWFhAPp9HOp1GqVRa97mNQCCAQCBgm6pVIDt8BqMRZDIZDh06BIvFgv7+frjdboRCIeqB7kSjTdjMMPniz6lUKtSJEYlENJdrYWEBhUJh08+01wsz3LuMVCpFk6Vyudy6HwxitIH1nbHvJlhuBqNRZDIZ7r77buzZswd6vR5qtRozMzMolUo7+oybsBWRKvIZsVgMqVSKJq4BaGujDTDDveuoVCrUy97Ig8FxHGQyGSqVCnK5HPO6l4EsAu28ADDaC51Ohz179sBsNmNgYAAdHR2QSqUQi8W0emQnG+1W5FKRBFt+9LDd7zEz3LuMYrHYlFCbXC6H2WxGsVikSW6MWkQiEU3iYzDqYc+ePfjv//2/w+l0wmazQS6X02Q0rVa745MdyRl3Kwz3doIZ7l3IRh4KsVgMkUgEqVRKM8nZOe72Z/GxB6M1yGQy2O12OJ1OqFQqiEQiJJNJ5PP5XRMi5//NWB5muBl1IxAI4HQ64XQ6kc1mEY/HN7yYCAQCcBxHxXV2kjdB7k07L0Icx0EoFNaUFrXz9e50iKgRMdrVahWTk5O4du0a7ty5s+08w62GrCU7vaJjWxvuxUk/iz2/nTpoWwlJQhMKheA4Dnq9HjabDZFIBLFYbF21pOQ9idEQi8UAsOPOylupfbAWZIETi8UQCAQ11QXteL07FaFQSJW8gHcUKskf4J165ng8Dq/Xi2g0uqOej+XYSLIsUXPkz+edmhi67Qw3meBKpRJKpRLAu3XM5CHgOA4cxyGTySAej9co5ew0rw7YvDCnUqmE0+mETqfDe97zHjidTmg0GqhUKpw7dw63bt1COp1uyAvQ6XRQq9XYs2cPHnzwQUgkEggEAuRyOTz33HO4evXqjhGWaNdEF6vVirvuugsqlQoKhQJCoRCXL1/GrVu3UCqVWL7CFiGRSPDggw+iv78fOp0OBoMBXV1d0Gq19DXVahVjY2N47bXXaDkY4x2IA6DX6+FwOCCVSqHT6QAAN2/ehM/nW/d78ktd29FebDvDDbxjoOVyOUwmU03yj1gshlAohEQigUgkQiwWowpehHYchHZFLpejo6MDbrcbv/qrv4oDBw4gl8shn88jHo8jm80inU7X/X4CgQBqtRpWqxV33303vvzlL0OhUKBcLiMWi+HWrVu4fv06gJ2Rid1uBptgNBrxwAMPwGQyQafTQSgUIpVKYXx8HACY4d4ixGIx7r77bjzyyCNwu93o6elZNmo4OzuLc+fO7ejQ73ogXrZWq0V/fz9UKhVsNhuq1Sp8Pt+6DPdiPXNga0rTGmVbGG6BQECL448cOYKOjg6oVCpotVoUi0WkUqma5iMkC7NQKNCSJY7jAIC+bifR7HCQxWKBw+GAw+HAvffeC6vVCr1ej2q1ivHxcUxMTOD27dsNZUuTMRwaGsLdd9+N/fv3QyqVQigU0rrynX4u1S7IZDI4HA5YLBbIZDJUq1X6N7v3zUUgEEAmk9EmScA7zWf27NkDo9GIvXv3wmq1Qq1W12gjlMtlpNNpZDIZqrfAxuZdBAIBHA4HrFYrXC4XhoeHacOkZDKJZDLZ0HuRDcCRI0eg0WggEokgFAoxPz+PmZkZZLPZLWkyUi/bwnALhULIZDLodDr8+q//Op5++mkaEk+n05ifn0cul0MymUQul8PVq1cxOjpKi+ur1SqkUikA0IYajJXp7+/Ho48+ip6eHrzvfe+DRqOBRCJBuVzGmTNn8KMf/Qjz8/MNeWYcx0EqleKxxx7Dl7/8ZboRI40T8vk8LVNjC9TmolKpsHfvXtjtdhSLRarXzGguxGsjYXBiIDo7O/HFL34RnZ2dcDgc0Gq1tOafUC6XEQqFEI1GkUgk2DOxCIFAgL179+Kee+6Bw+HA8PAwPB4PXnvtNUxPTyMWi9X9XiRK63a78Zu/+Zvo6+uDTCYDx3F4/fXX8dJLL8Hv9yOZTCKbza55XcDmR9va3nCT9nb9/f2wWq2w2+3QarU1SVM6nY7qzhIvkHhwwDtGQ61WQygUIhKJtPLrbAobmSQikQg6nQ4SiQRqtRpyuRx79uxBR0cHbDYbVCoVOI7D1NQUYrEYpqamEAwG61pMVCoVOjo6IJFIqOF2Op1QKpV0gmezWXi9XgSDQaRSKbZAbQEcx0EikUAsFtNnhkSi2FHS+iBrkUqlgtPppLkbQqEQBoMBOp2O/r/dbofZbIZWq0W5XEYymUSpVEKpVKJGJJ/PY2JiAsFgEAsLC63+em0FSWzV6/Vwu91Qq9XI5/PI5XLIZrPIZrN1RQPlcjlkMhk0Gg2sVit6enpgs9lgNBrpmmW329HX1wepVIrZ2VmIxWJks1ma+EbGVCwWQyKRwGg0QiQSIZVK0etp5DixXtracBOvuqurC7//+7+PwcFB2Gw2iETvXDYx6jabDZlMBoFAAKlUColEAtFolBoCuVyOgYEBSKVSLCwsIBwOt/ibNZeNGDudTofHH38cDocD9913H3p7e6FUKqFWqyGRSCCTyRAMBvHHf/zHOH/+PMLhMGKxWM3GaCX27duHP/zDP4TNZqOT3Gaz1bwmGAzi29/+NsbHx3H79m1mODYRsuBxHEfzQRKJBGKxGBKJxJb0Tt+piMViyGQyHDt2DP/lv/wXmM1mAO8eEZEsfuCdzbJGowEATExMIBQK0XWJJIQmk0n84z/+I0ZGRnaks7FeSCWETCbD8PAw3ve+92F6ehpvv/02ZmZmEAqFkEwm11xHBAIBuru70dvbi0OHDuFDH/oQNBoNbDYbJBIJjYDcd999GB4exq1bt1Aul+H3+zE+Po54PE41LZRKJUwmE+x2Oz7ykY9Ar9fj4sWLmJ2dxe3bt2nCbTNpa8NNvEAi/zc4OLjkNaRDVS6XQyqVQjKZRDqdRjabpXqz1WoVYrGYLlaMd5FKpbDb7ejs7MTQ0BD27NlDf1Yul5HJZBCNRjE2Nobr1683tLCrVCoMDQ3B5XIBqC3XK5VKNMltZmYGU1NTDZ1LMRqHGGzyHJDaeaKmt1Oy+VuBTCaDXq+H3W6nxxCLKRQK1FsrFAooFAoIhUKYn59HOByG3++nZ92JRAKTk5OYmJhowbdpXwQCAXUotFotTCYT5ufnEYlEEI1G69YYFwgE0Gq1cDgc6O7uxt69eyGXy2teU61WoVaroVAoEAqFoFQqIZfL6SaMVDEROVqNRoOenh5YLBb4/X5ks1l4PJ5NEahqa8N97NgxfP7zn6eJUssxMjKCv/7rv6YhJZJEQLzCQqFAz745joPf79/ib9GecBwHkUgEvV6P48ePY2BggHoJhPHxcXznO9+Bx+PBxMREUxf1sbEx/PKXv8Ts7Cxu3ryJQCCATCbTtPdnLMVoNMLpdKKrqwsymYx6LgqFgtbSM9bHQw89hE996lP0zHo5zp8/j29961vIZDK013QsFqMJaLlcDiKRCCqVCsViEfPz81v8Ldobkui3f/9+emxaqVTg9/tx5swZhEKhusLSJApy/PhxfPzjH4fZbF5x/vv9fszMzODatWu4fPkyQqEQ4vE4VbITCoUoFovI5XJQKBSQSCTQarUwGo2IRqNQKBSbshlua8Pd2dmJj3zkI8s+CORm+P1+/PjHP8bc3Nyq79VIssJugISclEolOjs70dPTQzOLCcFgEK+88gq8Xu+6wnX8LFmgNqQfCARw5swZWraRSCQ29oUYa6JSqWC322E0GiEWi5d44Iz109/fj4985CNU0IbAn/NTU1P4wQ9+wOb6OiFrlsPhoPXupIpoYmICsVisrsRjcmTU2dmJu+++u6b0C6iVXSURwZmZGXg8HkSjUfo64tnzHUSRSEQ3wyqVigrpNJtNMdxkwV5vhrBUKoVUKoVcLl82zFCtVnHhwgWcOnUKd+7cQSqVasZl7wpIiEehUECv10Mmk2FiYgKZTAbT09NYWFig4zY9PQ2fz0eTZ+rl8OHDuO+++zA0NASVSkX/vVwu49SpU7h48SImJydx+/ZtJBIJluW/RbhcLpw4cQI9PT2QSqWoVCpIpVJ0wWNh8vVD1qnF61WlUsHJkydx8eJFXLp0ic31daJUKmG326HT6eByuWCxWHDnzh3MzMzg4sWLSCQSdSkvqtVqvP/970dPTw+OHTu27IY1n8/j5z//OW7fvo1AIECdi1wut+x7ko6L5LipWCxiYmICFy9ehNfr3T4eNzEO6+26IpfLodFooFQqV/QETp06hd///d9v+76p7QZJ+FMoFLBarZDL5RgZGcHk5CReeOEFXLt2jRpuohrU6MS777778JWvfAUKhQJqtZr+e7lcxksvvYS/+Iu/qFEkYgYDK3ppzXz/rq4uvPe974VOp4NMJqNympFIZM0yF8baLOdklMtlvPzyy/jzP/9zGh5nNA6/9r27uxsGgwGnTp3C22+/jYWFBcTj8brurU6nw+c//3k8/PDDSzxtQi6Xw7PPPotnn32WroWrdWWrVqsoFosoFos0Z2RkZASnT5/etFK+ug03x3E1X2It1uttC4VC9PT00EQpfjZmqVTC9PQ0wuEwpqenmdFeB2RcCoUCnVQTExMQiUSIRqMbaozBL42Qy+UQi8U0wW1kZAShUAhTU1O0dR/jXfiyvM2E4zj09vbSBE+tVks3xEQfQaFQ0EoNxsbg1/EWCgWqNMjm/MYgSWlCoRB+vx/RaBQ+nw/RaBTpdLrurG1yvr3cmXYymcSNGzfg9/vh9XobHjNS2heLxZBKpZDJZDZt3Ot+WsViMd1ZrLW4kFaP61mEOI7DBz7wAXzpS1+idXaEXC6HH/7wh3jjjTcwOTnJSofWAfGg4/E4UqkUBAIBRkZGIBAIlsjDNopIJKItP2UyGYRCIXK5HObm5vBHf/RHOHfuHOLxeBO/zc5iM3bmMpkMH//4x/Hoo4/C4XDA7XbTZgzVahUmk4kmRDGaR7lcpgqOK4VYGfXDcRzkcjmq1SrefPNNxONxBAIBLCws1B0VXJxzs5jZ2Vn8wR/8AW7dulVzll0v+Xwes7OzyOVydHOxWdHEug33Smc4K1HvBZMyCuJZSyQS2kSefBY5N8hmswiFQvB6vbR5CKNxyBEGiVY049yN1NTLZDIUCgWaLJjL5TA/Pw+v17tmAiGjeYjFYhiNRipS4XK5oNPpapKniNiHXC7fdR53MxWulgu5lstlBINBRCKRDSej8Q3Obm29WqlUkMvlUCwWEYvFqKddr0dLSosNBsMSbzudTmNhYQGzs7Pwer3rzuYvFosIh8OoVCrIZDKbGg1u2HA3CxKq27dvH377t38bJpOJFrT39vbWvDaXy2FychKhUAhjY2OYmppijRDaDJFIhMHBQXR0dGB0dBS/8Ru/Qc+Fcrkc7ty50+pL3FV0dHTg937v99Df34/u7m76fPGfY6FQCL1eD7lcThXydkstN8md2ej3Jdn5/CM9AIhGo/ibv/kbXLhwATMzMxu6VqJ1Ts7IK5UKCoVCQ0eX251YLIYLFy5AIBAgFouhUCg0FIZ2u9348Ic/TDexfM6cOYO/+Iu/QCAQgMfjWfc1Liws4Ec/+hGkUumm1983tM1uhvEm70FKUcxmM+699144nU7adIJAJmSxWEQkEkEwGEQ0GmVCHW0IETSwWq24fPky3nrrLXaU0QJIGFyv1+Puu+/Gvn37Vg0RkuYXpI/xTu1fvBjyPTfqeZPz0sURi0KhgJs3b+Ktt97a0DUKhUJIpVIolUqa+ESiZURcajeQz+cRDAZpN8hG1xYiBuV2u6FSqWpaPM/NzeHkyZMbjozk83lMT09DKBRuuo2q23CTSdLoRCGLAdmVGo1GqFQqDAwMYHh4GH19fdDpdLR7F/DuQ0TU0DweD37wgx9genoak5OTDX0+Y/MhfWvHxsYQCoUQDAY3bLR3iwFpNvv27cNTTz2Fzs5OWCyWNTfbfL1lUgmyW1iuhWYjiMVi7N+/Hx0dHRgYGGhqVFIikWBgYAB6vR6HDh3Cnj17kE6nEQ6HEQwG8eqrryIcDu8aj5vfvnk9a4tUKoXNZoPVaoVUKkW5XMYrr7yCM2fO4Pr1603JQ5DL5RgcHIRcLsfNmzc3Vexr0w03UJvJZ7FYYLFYcOLECTz11FNQq9VQq9U01MT/jHw+j2g0ipmZGbzyyisYHR1t+LMZmw8x3DMzM5ienm7q++6GRamZ9Pf349d//deh1+tXVPBaDN94r7eEc7uykTI8juMwMDCAI0eOoLOzs+mGu7e3F52dnXj66afx0EMPIRKJYHp6GqOjo7h48SKi0eiuGauNzkuJRAKTyQSTyQSJRIJKpYIzZ87gG9/4RtOy/mUyGXp6eqBWq+H1etvDcK+n5tZut2NoaAhyuRx6vR5SqRRmsxkqlQpisRhnzpyhdcVk8eAv1tlsFolEAnNzcxsKY4jFYuj1eojFYhpmyWQym9K1ZTeykYQZiUQCm80GhUKBrq4uGAwG2moyFArh8uXLuyIrl3TrIhrujWKxWGAwGOB2u6FUKmlW/2rGhP8zIn/a6NnhdmXxXF1vBYzD4cDg4GBd0Y16sNlsuPfee2mvbtK8goTMDQYDbVCym0LlG4UYftKMKpPJwOv11rQTXg8CgQCdnZ04duwYDAYD9u/fD47jcOnSpSZ/g1oaNtz1QCbw0NAQvvzlL8NkMqG3txcKhYKezTz//PP4h3/4B8TjcczPzy+rzEW873K5vKHMZ5lMhr6+PqhUKmSzWaoDnMlk2MRvAhu5hyqVCocPH4bD4cBHP/pRHD58GLFYDOFwGOfOncPExMSuMNwKhQIajQbpdJomHtWLUChEX18fDh48iIMHD1KBlUYMCWmSkEqldkWXsGZ8P5FIhL179+Khhx6iOQIbZXBwEF/96lfhdDrpexJJWiKhGYlEIBAI6irNZbwDqauPx+O0R8K1a9c2ZAOIo3n8+HF87Wtfo5HjeDyOn//8503+BrVsSg2IRCKhYutmsxkmkwk6nQ5SqRSRSATpdJoqNiWTSSQSiYYkNRtBKBRCLpdTb47UVeZyuQ1lEDKag0QigcvlomeyWq2WdkpaWFjYFaFAgUAAk8kEt9uNQCCAeDze0PMgEAig1+vR0dEBo9EIjuMa1h4nFQC7xRA0w+MGQDtDNStMLhKJoFarqVfNZ6Nn8rsZcq9KpRJCoRDm5uaQTCY3ZLQdDgesViv6+vqg1+uhUChQqVSQz+drcrY2g6YbboFAALPZDIvFgoGBAfT390Oj0VCJxevXr9MzmtnZWdpScDPgOI7Whf/ar/0a+vr6aL/W73//+7h+/fquMAztjMFgwIc//GHs3bsXOp0OAoEAb731Fr7+9a9jYWFhxzdkIPkfDz30ED74wQ/ijTfewMzMTENhUKFQiOHhYXzwgx+EVqtdV012oVBAKpVq2NvfzfCP95r5nitRKpWoEhur2GicarWKXC6HK1eu4O23396QzC/HcfjUpz6FX/3VX4VOp4NGo6FRkLWOqJrBpnjcKpWKnrmpVCp63latVhGJRGi3qXpE4RuBPERSqRQSiYSqeBFvpqOjg5aA8BXZGFuHTCaDRCKhE9tgMMBut9P+xdVqFdFoFOPj48jlcpu2qWsHiOCQVCqFxWJBb28vbt++XZOoWS8qlQpms7nhEDmBNErYLRvZjW5O+Aa7GYs0aaqkVCpXfL9SqYRUKoV0Or1rxqlZlMtlpFIpur6sRxkNeGesFQoFzcnZv39/jSR3Pp9HNpvd9HWr6Yab4zg88MADeOaZZ2C32+lCUi6Xkc1mcenSJfz0pz+lCjPNQigUQqPRQKFQ4Omnn8aDDz5IS1x0Oh3sdjuVTD158iQmJibYrnWLIXK2jz32GA0x6vV6OJ1OAKA1quQoYyd3rCJHOIcPH4bNZqM9hnU6Hd10NnKGSTxm4J1OSo1CFh32TKwNcQ5kMtmGQ6Ikm//xxx/Hxz/+cTidTuj1+mVfOzY2hhdeeAEzMzNYWFjY0OfuNiYnJ/Fnf/ZntOvhejEYDPjN3/xN7N+/HwcPHqz52cLCAn72s5/B4/Fgampqg1e8OpsSKu/v78ejjz5KQwYkwaxQKGB2dhY3btxo9sfSVpUajQZ33303PvWpT9WIK1QqFcRiMVy+fBkvvfRS0z+fsTZCoRAHDhzAM888Q0UlyFksmSOky85ObiBDvDWJRIKuri50d3fD4XBArVbThh+NnFELBAJqeKVS6bJlmyu1xyWUy+UNZdfuJsjxBhkn/j1r1Psmhnvv3r34xCc+sWzzC0IoFMLZs2cRDAaRyWTWff27kXA4jF/+8pcbfh+FQoGHH34Yjz766JKfZTIZXL16FRMTEwiHwxv+rNXYVIFiMqFjsRjOnTtHNas3A6VSiSeffBIDAwPYt29fzc9CoRBefvlleDwejIyMbMrnM1ZGIpGgr68PRqMRHR0dVBubv8jl83m88soruHXrFs6cObOjPT9+oozH40GhUIBQKMT09DTeeustZDKZhkJtlUoFgUAAt2/fhtvthtlsbsjwM2PdGPw2jhuZp2KxGIcOHYLb7cbevXvXNPqFQgGxWGxTk3kZy0Oy+0mHsuXI5XKYnp7G2NhY+yinNQp/MVhYWMCLL75IdcY3A41Gg4997GO0NIOPz+fD17/+ddy4cWNX1Ki2GzKZDIcOHUJvby96enqgUCiWvCaXy+G5557D97///Q0viNsBUp4yPT2NUCiEiYkJyGQyhEKhhs8wq9Uq5ubmcPXqVVSrVQwPD68rQY0Z8PoghnujUSGxWIz77rsPJ06cwMDAwJqbrVwuh0gkglgstmOjUe0KqaNfLMvNJ5fLYWxsDLdu3dr0Z2lTDHepVKI1c4FAADMzM/B6vQiFQk3pRMXHYDBgeHiYehr8Rgo+nw8jIyO4c+cOotEoy5jdYsjYGAwGHDhwAA6Hg57fkTFKpVK4c+cOAoEA5ufnd3SInA85viGtVPP5PMRiMU2gafS9IpEIJiYmYDKZkM1mqYewVtYzCZHv9I1SsyESnJOTk3j77bdhtVpprgb5OcdxEIlEqFQqS+4vX1PebrdDrVav+Dnkb3LcyOq3tx6DwYDDhw+jo6NjSQ6C3+/HnTt3cOfOnQ2VmDXCphjuXC6HeDyOS5cu4bnnnkMgEMD58+cRj8eb7vEODw/jT/7kT+ByuWAwGGoWqbNnz+K//tf/ioWFBUSjUbY4bTHDw8P4P//n/8DhcNDwuFQqrXnN3Nwc/vf//t8YGRmBx+PZNRER4rURMQ3yhzQ+aIRKpYKbN29ifHwc1WoVjz76KPR6/ZI2nstdQ6FQ2PHZ+5tBtVpFNpvFCy+8gGvXruEDH/gAPvnJT9IOa8A7R0QKhQK5XK6mmyHJb1AoFOjp6cGhQ4dWHSdi+EkCYiaTYWvZFkOEcVwu1xLDfe7cOfzhH/4hIpHIpsqc8mm64a5Wq4jH45ibm8Pc3By8Xi/C4TDS6XRTvW1SRqPX6+FwOGg5EQCqPRuJRGihPWPrUCqVUKlUsNvtcDqdcDgcS16TTqcRi8Xg9XppD9zdmHDTrOhCoVCgCWr19hQgXhzzuNdHpVLBwsICOI5DLBZb0mZTJpNBLpdTT5nAcRxUKhU0Gg2USiXkcvmqn0OiM+QPkzrdekiTEpvNtuRnmUwG8/PziMViW+Z4NN1wl8tl/OxnP8Po6CjC4TCmp6eRz+ebLlvZ3d2NAwcO4ODBgzUTv1qtYmxsDOPj47h58ybzJFrA/fffjw9/+MPo6OhYVgEKAM6fP4+//uu/RiAQwMjICJLJJBurDSCTySCTyaDVaqkgBJHKXIlqtUqVC5t9hLUbqFQq8Pl8iEajCIVC1GhXKhVwHIeuri7EYjEq20t+rtVqcf/999dsalc7ziDn6YVCYVep220XSDRkK48wNsXjnp2dpefZ6XR63bt5Uiqx+JxOIBDAaDSiu7sbdru9JhGnWq1iYWEB09PTtO0dY/MgLVv5YhQulwt33XUXrUnm974lzM/P4/Tp04jH4/Scl7E+SOiVeG9EgGit8+1KpYJcLod0Or1rjiiaSbVaRSaToboD/PNooh9hNpsRCoVomV6lUoFSqYTb7aYNYdbKJie9GohhYGva1kGaYC0u0+OvaUT9cyvXsE054yY7w/Wc1xEEAgF6e3tx7733QqVSwWq10g5KQqEQNpuNnjcQFTSSMHLjxg288MIL8Pv9bEHaJMimym634xOf+ARsNhs1FHv37oXT6aQCFfF4HD/+8Y8xPT2NbDaLfD6PO3fuIJFIrDthsNlSk9sRjuNgMBigVCrx0EMP4fjx4+jv74dCoahLdjGVSuHll1/GyMgIrl+/vkVXvbMgxrhUKqFYLNLnQq1W45FHHsGBAwcQCoWwsLBA57lSqcSePXug0WiWDb3yqVQquH37Nm7duoWrV6+y9WyLeeCBB/D+978fPT09NW1yy+UyXnrpJbzxxhu4ffv2lkesNsVwkxrH9UIWHLfbjaeeegoWiwWDg4NUPnWlUheyCxobG8Nrr7227s9nrA1ZoKxWK37lV34F+/btq/G8+RAD8eabbyIejzct56DRRho7DWK4DQYDHnnkEXziE5+gHkI9ZLNZnDx5EqdPn97xmvCbBb+DYalUov0RFAoF7r77bupMkFwG8tzwZX/Xev+JiQmcPHkS4+Pj7Dhpizl27Bj+/b//90s87kqlgjfeeAN/+qd/2pLr2lQBlvUgFArR0dEBh8OBAwcOwO12Q6fTQS6XU297uQlPwn6Nilcw1kdnZyfuvvtu9Pb2wmAw1IwL8T6CwSAuXryI+fl5TE9PI5PJNM1j2IwGD9sFUlOq1Wpxzz33UPU1/hjUaxS2Slt5J8Ofi/z7T/oiLN5gLh6b1VTt+KV+wWCQHSltAWKxGHfddRe6urpw+PDhLWka0ihtZbhJbeOxY8fw0EMPob+/HwcOHKDazWud1yWTSSSTyV3Rv7nVHDt2DF/72teg0+mgUqlqFqd8Po9kMom3334bX/nKV+Dz+ZDL5ZqeDbtbPW6xWAydTgeXy4VPf/rTuOeeeyCVShvWza5UKrTFLjs33RjEaJP+COTfSD03kUYlxrxeKpUKpqencfbsWXr8yNhc5HI5PvvZz+KjH/1oU/ToN4OWG26pVAqDwQCxWEzbf/b29sLpdMJoNNYY7bVa3s3NzSEYDCIWi23dF9hlKBQKyOVy6PV6aDQaqFQqcByHcrmMubk5xGIxZDIZpFIpjI2NIRqN0uYXzabRRXA7IhAI6HOhVCqhVqupt22z2WAymWoSnFar2SakUil4PB54PJ4tE4zYqfA9an45GDHa/FIuosVPtM6JSM5yhoGsZ/F4HKFQiImubAEymQydnZ0wm81wOp3QarVLnicS2c1mszUlfltNyw230+nEBz7wAVitVhw7dgwWiwU6nQ5qtbouT5uQSCTwve99D5cuXcL4+PgWXPnuQyAQoK+vD/39/RgeHq7x8jKZDP7mb/4GP/vZz2iOA6nV3gzIueJORywW49ixY+jv78ehQ4dw9913QyQS0UxXu91ed+SBGJIbN27gf/yP/wGv17uhTkmMd/IMyDNQKpVQKpUgEolqDHY+n6dHErFYjLYVFolEMBqNdOPFX+ei0Si++c1v4sqVKxgZGWFGewvo7OzEV7/6VQwODsLhcCz7XBWLRUxNTSEcDm96I5HVaJnhJkk0KpUKHR0dcLlcGBoagt1uX9f5ZbFYxPz8PCYnJ5nHvUmQXrQkk1koFNKFKZlMYmpqCtevX9+ykN5OXsyIVyaTyWCxWNDZ2Yn+/n7s37+/odAd/x4R40EakszPz7Ms5Q1C1qlSqYRMJkPvt0AgoKI4pGQsnU5jYWGBGm6xWEwV08h6SELt+XweMzMzuH379rp7RzNQk6zJz8EhJXvkOZNIJDCbzRgcHMTw8PCK71cul7GwsIBAINBSwaiWGW6TyQS73Y4DBw7g7rvvpr2I15twVKlUaFiplSGMnQ5R5yKTn9+DdmxsbMtUndZzXridUCqV2Lt3L0wmEx5//HEcOXKk4a5fBOL9vfHGG3juuefg8XgQiURYG88mQObhyMgI/umf/gkajQZOp5NWt8RiMYTDYcRiMRQKBWrcRSIRxGIxhoeHYbfbYTQaYbFYIJfLYTKZEAqFEAgEEA6HmTjOBrBarejo6KCZ/sViEWNjY0gkElSoaGhoCI8++ihsNluNAudypFIp/PjHP255ZLdlhptIYrpcLnR3d8NkMi3pQ7zSokLOj/hUKhVkMhmk0+lNve7dDjmnIx51KpXC5cuXMT4+3pKs151qeKRSKdxuN5xOJ4aGhrB///4lr6n3u5OQ7Z07d/D888/T54RlKG8cYrh9Ph/efvtt6PV6pNNplEolvPXWW/D7/fD5fAiHw7T5Ehk3iUSChYUFdHZ20nVQo9FAIBAgGo0ikUhsWn7IbkGr1dJWwlqtFvl8HuFwGMViEQaDAWazGQcPHsQzzzwDpVK5pJfCYnK5HK5evYqTJ0+29PnZcsMtFoshEonQ29uLRx55BF1dXZDL5evuH1wsFpFKpRCLxVhJyyZTrVYRCoUgFAphNpsxOjqKQCCA0dFRTE5OslrgRZBoAD98Sv5e/N9EypJ4Bg6HA0eOHEFHRwdMJtOa0QXyGcRIJxIJXL16lXboi8fjOHv2LNLpNOuS10RIrkU4HMbt27ehUCjg8XhQqVQwOztbIym7uEsY6ceeSqXg9XoxOjoKmUwGnU6HTCYDn8/Xwm+2vSFJfwMDA3j/+98PqVQKuVyOUqmEPXv2IJVKUa34np4e2gSp3jLKVkvPbqnhFggEkEqlkMlkGBwcxFNPPQW1Wl230tNiSB1qJBJBOBxmIfJNhngWwWAQWq0WN2/eRCAQwI0bNzAzM8OMwSL485kYXn7ZEF8uloh0KBQKWCwWdHR04N5770VPTw8MBkPNeyyGn81MaugDgQBeeuklTE1N4erVq9SYMC+7uZD76ff7EQgElow5/+/lfndqagpTU1PLHhGysVofJFtfKpVi3759+NjHPlaj288fD/7zWC/t8BxtucdNEpcWFhYwNjYGnU6HcrlMu32R0iKyo6lUKjSBQCgU0mxMksEZDAZx9epVeL1e1gVsCyAeRjQapYkz2WyWGe064N8jMq8B1HjcxWIRmUwG0WgUN2/eRDwepz2AyTNSKpWovjt5VnK5HNWzzuVy8Pv9mJmZgd/vZw1ctoj16IivZdwZjcNXsysWi3R9kslkNfX0/D/keSQ/X7yR4r+uHcZqSw038Qiq1SquXr2KfD4Pm82Gu+66C2q1GiaTCTKZjC5C5EyI4zhotVraWk2j0SCdTiORSODatWv4xje+Ab/fD4/Hs5VfZ1dCJvjExAS++93volgssqzXFVi8KC+3sC8Op5P2t/F4HH/zN38DjUaDEydOoLe3F3q9HiaTCclkEh6Pp0b1zO/3IxwOI5vNIpFIIJ1OU214Foli7DaInSGtg7VaLaxWK0QiEU2gJVEuvtctlUppZv9iw03KXHed4QbeXfiTySR8Ph+q1So8Hg/UajWy2SxkMhltREG64ohEIiQSCeptaLVapFIpJBIJzM3Nwe/3025kjM2HHFEsLCwwNadVqOcBXy7JkpRoBYNBpNNpeL1eSCQSpFIpKm5DDHcul6Oh8XA4jFwuR89UU6kUM9qMXQnxjuPxOLxeL+LxOLUlfMNNQt6LDTe/NE8oFFLvPRAItIWdEVTr3D40q+yG7G7IWTdRgSLlEYtD5aTejoixaDQayOVyZDIZZDIZxONx2vN7M8tb2mGXtRKtKIki8rT8KEqraNex2ci48FW19Ho9FAoFxGIxJBJJTaicPCf5fJ525SMLUj6fZ+OyAju1jLBe2nVsmmlnAMBms8HpdEIkEkEqldZUJC2OgPFzT4i9USgUUKlUKJfLyOVySKVSuHDhAkKhUFOuczH1jsuWG+71wD/jJgsYkZ1jYh+g5zJbzeIwb6to9eevBDMO7TkuABubdh2bdhkXkkul0Wig1WpRLpeRzWbp0eBmed31jkvLJU/rgS/ez98V7dbuUIvZSgO6XAekdl0EGIx2Z7mz1FZnLDNAo1bpdLqmYoNEg1vNtjDcAGrOG4Dd3dZxObbKeC++5+z+Mxjrh++IALWlfYzWwa/WIAlsQPtsrOo23KsZhno6EjUKqXElJTAmkwlSqZR2R0omk4jH48jlclS+sdVnra1CIpHU7AibDf+ogr954uchbOVkJpuHdmy31w6s9DySfxcKhRCLxfTf+Wd+5Ix8pz9Hm7nR5c9P/nmpXC6HWq2m/03+Jkd/RNHO7/ejUChQ0ZZ6rnG5+vHtSLscv/Ezzck4krJNkqzWSuo23GSRXFx8vpbXu54B4CewabVaaDQaDA8PQ6PR0G464XAYgUCAGm2SrLYb61Xlcjmq1So98weaN/HJ5FUoFLQrFWkuUi6X6YZpqww3mRtEYIF5/LUs9zzyDTYx2qSH+uLNVz6fp7LBrV48NxOynjVbW58YbJKhTEpZ1Wo1zGYzenp6oFQqYbfbIZfLYTAYoFAoEAgEMD8/j/n5eZw9exbJZBILCwv0LHUth4k/7tvZa28nw02MtkQiofe3XC7TCMm2UE7jX+hyi+VKik4bgb/rIRm15A+RTq2nV/dOZ7O/+2K1r8V/WkWrP38tWvlwr2S8yX8vN3788W31wrnZbNV35OfnkC5UEokEMpkMMpkMcrmc9riXSqVU4auRud3oM7Adnpl2mIOrbYJbTd1Z5QwGg8FgMFpP4z0CGQwGg8FgtAxmuBkMBoPB2EYww81gMBgMxjaCGW4Gg8FgMLYRzHAzGAwGg7GNYIabwWAwGIxtBDPcDAaDwWBsI5jhZjAYDAZjG8EMN4PBYDAY2whmuBkMBoPB2EYww81gMBgMxjaCGW4Gg8FgMLYRdXcHEwqFTe3WwnEcOI6D2+3GI488Arlcjlgshnw+j0gkgng8joWFBXi9XpTL5Zr+p63oi9LOvVg0Gg2q1SoKhQJta7pcW7/t2rOXXDe/Ww+ZPwKBgLahbDfIuOTz+Zp2s+u99/x+6KQznk6ng1QqhVKphEwmq2nPGQqFaJtO0h5yK2nnOdYuXZ5aRbuOjUKhQLVaRblcrmk528w2xfy/gZVbpgqFS/1a/vVsxj2s9z3rNtybNdCVSgWFQgFCoRCFQoEaH36PZ/LZ7TrZWs3iSbTSpNru94/fVnY7zInlxqFZ18vvoU16o5Pe0vz/buf7w2AsZqvWrdWeS35P8HZ1dupu69nsHSrxnpRKJWw2GziOQz6fR7lcRj6fR7FYRKFQQCaTaYsFqNWfvxrE0+LvUncq/B0z2REXi8VWXtKKiMViAKDGtRks7qUtkUho9IHjOACo8brL5XLNJngraed5yDzu9hwb/lq2mZ7tWqw2Pzbzeup975YZbv77kgW4nY1Ou14X8I6BIIt1O19nsyFzshVGqR6YcWjfucjGpj3HRiKRAAB1QnYbTQ+Vbxb8HVW7TiYGg8FgbD7MFtRHyw030L4eE6O9YQ83g7GzaIdj0e1ASw03PwmAsX7IeWe7boAEAgHEYjGEQmHNOXy7Xi+DsVUsDtnv9rWQedz10TLDTUpaKpVKTakMo3E4jqMZkO024QUCATiOg1arhVQqRSaTQS6XQ6lUQqFQaPXlMRgthZT38ROxdvOGdjd/90ZomeHmOA4SiaSmdIWxfvg1zu0EST4kWc/L1UYyGLsRgUAArVYLuVyObDaLTCZDy2MZzWG5dXEnbA5aZri1Wi1sNhvS6TQ8Hg/zujdIO54NCYVCSKXSGqNNyv3a7VoZSyGbrHacW9sdgUAAuVyOp59+GocPH8bbb7+NN998E+l0GpFIpEZwirF+pFIp5HI5gHfLJLPZ7BJncbvN7y033GT3I5PJqLJUPV4YUcniv5YsKLvd6LfrpON72/zSrd1WtrYeyL0juQtbefZHPlcsFkMgEKBUKjFBlyYjFAohFovR2dmJgwcPIhgMQqFQoFQqtWXkbLvAV1YUCASQyWRQKpUA3jXc1WqVaj8sfq74f7dzie2WGW5y1mmxWKDRaGA0GmG1WunCvhomkwnvfe97YTabYTKZoFQqqbDE+Pg4fvjDHyIej9d1g3diQhxf5rSd4G+0kskkACCXy7XddbYTRL5Ur9fjnnvugVKpxOXLl+HxeJBOp+l93AwEAgGMRiO6urpgNBpx/PhxKBQK3Lp1Cz6fDzMzM5iYmGDjt0EUCgV6e3uh1+vBcRz8fj+CwSCCwSByuRzztteJRCKByWSCSqXC/fffj97eXsjlcigUCgDvGuNCobDsPSbCL6VSCRMTEwiFQpiYmMCdO3faLry+ZYabJKNZLBZYrVZoNBrodDrkcrk1Dbder8cTTzyBgYEB9Pb2wmw2o1AoIJ/P4/XXX8err76KRCJRv+rMDjPe7fygE8OdyWRQKpV2zD3fLMRiMTQaDdxuN5588kkYjUbk83mqILhZhps8E3q9HsPDw+ju7sZnPvMZGAwG/OQnP8GNGzdQrVYxOTnJxnCDyGQy9Pb2wmQyQSAQIBwOIxwOIxKJtJ2B2E6IxWJYLBZYLBZ88IMfxIMPPgipVAqZTAZgqTe9XEZ/sVhELpfDyZMnMTo6imq1itHR0S3/LmuxZYab7Gbi8TgEAgESiQTC4TCi0eiKkpUOhwP79u1DZ2cnOjs7YTab6SBwHAexWAyRSLQkM3MxCoUCfX19UCqVkEqlEIlEmJ2dxcTERNuGQnYCZHcLtLcqXjsgk8kglUrR2dmJw4cPQ6fTIZVKIZvN0qY7uVxuUz5bIBDAbDbDYDBgcHAQR48ehd1uh0qlgkQiQWdnJwQCATweD0QiUcskVLc7CoUCOp0OVqsVQ0NDMBgM8Pv98Hg88Pl87PlYJyqVCmazGUajESdOnIDNZoPb7YZEIoFIJFr26GGlZiMikYjKbyeTyZY056mHLTPcZOH2+XwIhUL0rHO1LMrh4WH8zu/8DiwWC/r7+6FQKKgHR5KdyOBwHLeicTAYDHjqqafgcrmg1+shl8vx4x//GB6PB8VicdefkW8W5XKZGhu2KK2OVquFwWDAXXfdhc9+9rPI5/M4d+4cAoEApqam4Pf7N8VYkqOq3t5e7Nu3D4cPH8aHPvQhKJVKKJVKCIVCHD58GPv27cPMzAxkMhlyuRyKxSIb0wbR6XTYt28fOjo68Mgjj0CtVuMv//Iv8dprryGVSrH7uU7MZjOOHz+O7u5ufO5zn4PT6YRUKqW9AgjLGevFPxcIBBCJREilUgiHw0in0205LluenEaSXEhHo8U3RSAQwGKxwGg0ore3FxaLBXq9nhpooLZLFDk75ziOhozVajVUKhWkUilUKhXsdjs6Ozths9mg0Wggk8lgNBqhUqmQy+V25UMjFouhUCggFouhVqshFAoRDAabHordbfd1PQiFQlgsFvT19cHlckEul6NQKCAcDsPv9yOTydRdMqnT6eBwOFYtveMn3ZTLZQgEAnR1dcHtdsNisdAWoSRJjTQyIYthuVxu28Yu7YxGo0Fvby+sVivK5TJSqRRSqRTS6TQrAWsQvp3o7OxEb28v3G43tFotlErluspjyXNRKpUQj8cRCoXa1jZsqeFenAG+nNEWiUT48Ic/jGeeeQYWiwW9vb0Qi8VUfH4xHMfRBAQiQHLXXXfh8OHD6OrqwrFjx6BQKGAymSAWi+mCNjIygqGhIYTDYYyPj++6B8dkMmFoaAgWiwX3338/JBIJ/v7v/x5nz55t9aXtKkjU6H3vex9+5Vd+hRrFQCCAU6dOYXJysqFd/913343/9J/+E9RqNaRS6bLGu1gsIpPJoFAoIBKJIJ/Pw263w2QyQafTQS6X11QCkGdGoVBAr9cjmUyyJKoGEQgEGBoawpe//GWUSiWcO3cOfr8fs7OzSKVS7OihQTiOw0c+8hF89KMfhVarhcViwf/f3psGx3Wdd97/3ve9G0CjGzsBEuBOcxVJUbvGimJb8iLZkZxxxYldnoxTKdtVk/J8mMRJPBWXP1iOEk8pjmPZimVJtmTLsqRIFCWKJiURhEhi34He931f3w98z9FFowE0gAbQQN9fFUuk0Oi+fZfznGf7P2KxGBqNZs1V+fl8HolEAqFQCDdv3sSFCxeQTCZZww0s7YGR0n2xWAyz2Yy+vj5IpVIariuFCLeQ9gnmH61Wi/b2dnR3d2Pfvn0QCoWL3kMqlVIPoh7bL8RiMRoaGmA0GtHZ2QmRSASFQrHVh1WXcDgc6PV67Nq1Cz6fD3Nzc4hGo/D7/QgEAqt6H41Gg76+PqjVatpDX0oikaAVzAKBAMlkEkqlEiKRCBwOB6lUCnw+f4HhZ7b2sSI6q4OsLzKZDC0tLYjFYohEInC73YjH4+wGaA1wOBw0NjZi7969kEgkUCqVy8rHVjKmM5/PIxKJIBgMIhAIrOrZKz02Une1UVPOamLICHDrpr7nnnvQ1taGY8eOQaPRLFlYAAAOhwOzs7O4efMm/H4/otEoCoUC+Hw+zGYzjh49Cp1ORzWymRSLRfj9foyOjiIej9dd2I/D4cBkMuGee+6BVqtFY2MjcrkcTUWwbB7MtFE2m4XFYsFrr70Gm822qrSFVCql2ghisbjsZpUwOTmJJ598Ej6fD8lkErlcjm5i9Xo92tvbYTQa8eCDD8JgMNDjTKVSCAaDSCaTde8hrrUzhXQGDAwMYHx8HD6fbyMOry4gBptpJ0rvy9WEzJ1OJ/71X/8V09PTuHnz5qqPh8Ph0OLn5uZmqFQqeDwe2O12Ws9VLWpmpRaLxdi7dy/279+PtrY2GvpmwiznD4VCmJmZgd1uRzweRzqdph6BWq1GW1vbgjxd6e/HYjG43e66NNrEM+vt7aWeViwWYz2pLYB0QpAIUiAQwMjICNxud8VV5CQPTXLTpNuCvH8pHo+Hbg5Kf97c3Ize3l7s3r0bd955JzXcwEchdlb5bu0Ui0Wk02lYLBbMzMwgmUxu9SFtS4hAkEQiWbC+l3YWkfWfWRdVDmJT3n77bQwNDa2pmpyI6giFQhgMBjQ1NdG0V7U7MbbccJtMJpw7dw6NjY04efIkzGYztFpt2dem02m89dZbGBsbg8PhgNVqhcvlWnDzk0VMIpEsCoPncjkqJjExMVF3XgOXy8XJkydx6NAh7Nu3D42NjYjFYnjllVdoBINl8ykUCrBYLPjggw9w8+ZNzM3NIRQKrVh3IRKJaFvRrl270NraSlNDTIhXf+3aNVy6dAnj4+OIRqNljW8sFsP8/DzkcvmCz2dGBurtuSGQFlQC6ftd6XyQnuF0Oo1wOIxIJIJ0Ol3R77IshMfjQaPRQC6XQyqVIp/PIx6PIxAIIBgM4tq1a4hEIjTqdODAARw7dmxZp2R0dBRvvvkm5ufn4XQ6K+6YIE5QT08Pzp49C6lUSgt+GxoaoFAo4HK5YLfbYbFY8OabbyIWi1XlPGy54W5vb8dXvvIVmM1mNDY2LthBlZJKpfD888/j+eefRy6Xo4Ie5OYnJ5J4H6Xvk81m0d/fjw8++IAKStQTPB4Pd999N7785S9DIpFAoVBgZGQEv/zlLzEyMsLu/reIQqGA6elpXLx4EcPDw5iYmKjIq5VIJDhx4gR2796N06dP4/DhwzS3Vvr++Xwe77zzDv7P//k/SypHAUAkEkE0GoVcLqdeBzkOUnFbrzlZPp9PVbjIBqbSECjxtImBSaVSyGQyrOFeJTweD42NjVQhLZ/PIxQKYWJiAlNTU3jyySdhtVqh1Wohk8nwpS99CYcPH162lun69ev4+7//e4TD4VW1OZJc9oEDB/Ctb30LarUacrl8Qeg+kUggGo3i4sWLeP/997e/4TYYDDAajejp6aE7KCKmUkoymYTFYqEKQ2ThYd70fD6fKrIplcoFv88MR3q9XlgsFoRCoboz3MCt8yQWi1EsFhGJRBCJRJBKpZBOp+t2Qa4FotEoXC4XwuHwimI1pPtCIpGgubkZHR0di2pCyIY2m81idHQUTqcT4+PjyxptAqtJXh7Seko87dVONQyFQhgZGYHH42E3yWuEx+PRomWXy4WrV6/C7XZjYmICdrsdkUgEmUyGFv1VEvImz8lqjTYzyqVQKCCRSGjrJHDrORIIBNT7ryZbZriPHDmChx56CC0tLWhtbYVMJltS+tTn8+GXv/wlZmZmMDY2VjYvLRaLcfToUbS1taG9vX2RIg4RAxkdHcXFixfrVkCC5IWCwSBsNhtmZ2cRjUaRyWTq8nzUAsViEXa7HdlsFsFgcEVBID6fD5lMBr1ejxMnTtB2PiaFQoGGZn/0ox/hlVdeQTQaZTdn64C07uXzeUSj0VXnLScnJ/HTn/4UyWQSgUCAfd5WCUlV6PV6NDQ04MqVK3jjjTcQCARgsViQTqcRi8WoF87lcqmHu1KB2mqVHfl8Ph566CH86Z/+KZ29wWyhZB7zRnQvbarh5nA4dGdiNBqp4AOpxCuF5C4sFgusVistRCsHn8+HwWCA2WyGXC5f8LNsNguPxwOfz4dAIIBEIrEh3287QNIJyWQSdrsdLperqkabWQhS6etJ25JUKoVQKEQ8Hqe9rfUQSiQbSxI6LZ1Tz+yjlsvlVDSnubkZGo2GTj8CbuWoifEnhttms8Fut6/7GJn/rUdIFIMs8qtd7NPpNPx+PzKZDC2uqlcHYrWQwi8iuUvSDl6vF6FQCD6fb8FawUxjlDOYzHO+lvPP4XCgVqthNpvpcZX7nGw2i3g8XvXhSptquMViMT71qU/hyJEj6O3txcGDB8tK0xEuX76MJ554An6/HzabDclkclGLDAkbqlQq3HHHHTh58iR0Ot2C11gsFvzf//t/MTExUZOC8ZsJycuMjIzgBz/4AXw+H7xeb1Xem4SJcrlcxdX6UqmUFlidOXMGXV1dOH/+PH77298ilUrVrORgNSGbFyKaIpPJkE6n4fP5kMvloNPpIJPJcMcdd+CBBx6gxZcSiQQ9PT0APgpvX758GT/84Q8Rj8dpCHBycnJNx0QoV61bb3A4HBoRIUJSqz0fmUwGoVAIPB4PBoMBhUJhQ9QKdyIikQgNDQ3g8/mYmprC5OQk4vE4bWdc6wZ/Lfc0j8cDn8+HUCiknUtLMT8/jxs3buDmzZtV1T3f1LGeAoEAnZ2dOHr0KEwmEwwGQ9kea7JTstvtuHjxIiKRyJLvy+Vy6WJnNpvR1dVFf0Z2xJFIhBak1Tvk/AYCAdy8ebMqiwZTN14gEFAt60oQCAS03uHgwYM4ePAgZmdnIRKJqLhOPRgMkgsTCAQQiUR005LNZukkvd27d+P222+HSCRaII7CHEdos9nwzjvvrPm6kil+9SpMVA4SpSJzFda6iSHXicfj0ShJMBis9uHuSMg543A4cDqdSCQStM6gEpbyulcb1SOOIvGyl9MaAW4Ve1osFtoSVi023HATg63T6aDRaGAymdDc3FxW6Qa4ZWwvXryI/v5+DAwMrLhLaW1txSc+8Qm0tLSgpaVlwc/C4TAcDgdmZmZqdsrLZlIsFjE7O4s//OEPmJiYqEq+U6fT4a677oJOp6Mh7/7+fly6dKmiB0KtVuO+++5DV1cXenp6oFQqIZVKqf58PUAEcQ4fPkz19QFQHXGiq9/b2wuxWLxoscjn83jllVfwzjvvYGxsbF33+r59+/Dggw+ira0NDQ0NALAgPFyPEH0IZgfLWs6F0WjE6dOn6aYok8kgGo2uWaFrJ1KqucHsFJLL5bS1rhojggOBQNkw+3KIRCIcOnQITU1NaG1tXfH1s7OzeP311+H1eqs63W9TPG5iuA0GAxoaGmAwGJYMjxcKBfT39+NnP/sZQqHQip6b0WjEww8/jJaWFjQ2Ni74WSwWw+zsLGw2W91pkZeDFEENDAxgbm6uKoZbrVbjnnvuQWdnJw2Vp1Ip/OEPf6jo95VKJW677Tbs37+feu5isZj+vR68PiLf2NvbC5VKBaPRCJFIBLVaDaFQCKVSCYlEQnf6pRQKBbz77rv4wQ9+sO7FrLu7G1/60peg0WigUqkALBxKUo8Qw73ec2AwGHD8+HEIhUIkEgnEYrE1KXTVEyS1R7oomPKk67kWxWKROnbBYHBVhru3txfd3d0wGo0rvt5ut+MPf/hD1e3PhhpukgdQKpV0OpdUKkUul6M7WFKyH4/HMTAwAJfLhYGBAYRCoYrym3w+H3K5HHK5fJGH5na7cenSJVit1qr1z21nisUibDYbrl+/jvn5+XUZ7o6ODhw7dgxmsxnd3d0wGAy0qrJcD/1SMKe7MVWO6imnSrzqrq4uOsiDTG8jmuHlWiVjsRiuXLkCu92OkZGRNZ8vLpeLQ4cOobe3F8ePH6e5duLZ3Lx5EzabDePj43VzTQgcDgdGoxFGo5FWLafTabjd7ooXYzJ2WK1Wo729HQDoYKN6KL5cDaQ7ghhmkhYSi8U0l12Nc1YoFDA+Po7Lly9jcHCw4jC2QCBAR0cH9u7du6iWikDWro2MVG2o4SbVrw0NDfjYxz4Gk8kEtVqNdDoNHo8HoVBIqwNtNhu+//3v44MPPqCqQpUs3kKhEHq9HjqdbpGxmJycxH/8x39UpEJVDxQKBQwPD2NsbIzmRNfKsWPH8P3vfx8qlYou8uRG1Wg0Fb8PSaWUepKkT78eDAWHw0FbWxtOnjxJC1/I/19OazkQCOCJJ57AO++8s67wOI/Hw6c//Wl87Wtfo7l28rmJRAKvvPIK3njjDaq5XE9wuVz09vbi1KlTCIfDcLlcdDZCpWsKKWIymUw4evQo4vE4pqamEIvF6k5yeSWIV02MtFwuh1qthkAgoHZhvd428FFK9p//+Z+RzWYrvpYSiQTHjh3DHXfcsexsB9IVUo1jLceGGW7iSRHtVpLMz2azSCaTNAQSCoUwPT0Nm80Gr9e7bCEaE1LEQ0YQEm+kUCjA7XbTKUtkh8xyC6I4t17IpoxMFCsUCrTKsxJxCVIZrVAoFvQ/lmp373RIGJY8J0T5bLmIRTweh9vthtVqhc/nW3MhmkAgQEtLCzQaDcxm84K6E+b1iEQi8Pl8dVHhXw4yvIVMewJAoyArLcxcLpf2+arVanC5XORyOfh8PjqhjeUjSic9kueBKM+tpiBtpeeICLWsFmJ7lqJQKMDr9SIcDm9Y/cKGGG5yskmYnFRQ5nI5+P1+5HI52pM6OjqKn/70p3C5XJifn6/4M3Q6HVpaWtDW1rZg55PP5/HCCy/gueeeYx+MTYTowM/NzWF6enrFBV6n09FhFkRGkpDJZBCLxare+1hrkFG2EomEFvZVkmKYnZ3Fj3/8Y1itVszNza3587VaLb71rW/h+PHjMJlMSxaL+nw+zM/PV7UqdjuhUCjQ1NSEYrGIrq4u2Gw2DA0N0YV/KW+NRE8OHDiAo0ePYvfu3UgkEnA4HLhw4QLVjGf5CD6fTzfuTClrcq6JwtlKlKbfNpN0Oo1XX30VV69exY0bN7bPWE+yWyI5blJFWSwWkUgkaE8kEUaZnZ2tWAaQ5ItUKhUaGxuh0Who4UgikUAymcT8/DyGh4dZGc8qQwxNOS140mJmt9sRDodXNLhSqRRGoxEGg2FRyIkZKtvJhpvL5dKog1AoLBsWZ37/dDqNVCoFr9eLqakp2O32ZcWEyPuRNrNS9Ho9uru7sXfv3gXheeDWBpjoJiQSibrdAJNUDqnmFwgESCQSUKvVdKJeMplcEBZlVkSTYkuFQgEul4tgMAi/3w+v1wufz7ej7+9qwBxuk06nK+rZJroIIpGorKJgIpGgU+5Wy0rpK/IZbrcb09PT8Pv92ydUTgy2TCaDVqul1bHFYhHT09NIJBLIZDLIZDJUvYtICK70vn19fTAajTh27Bhuv/12KjYfCATw1FNPYWhoCDdv3qQCFCzVgeShP/vZz+K+++5DR0cHJBIJ/Xk2m8WVK1fw+uuvw+12L3mzEi9kz549+OIXv4iGhoZF0+DIg7rTN10ymQz3338/Ojs70dfXt+xri8Uizp8/j+effx4ejweDg4N0o1oOsimQy+X4whe+gGPHji16jVQqRV9fX9leVJfLhWeeeQZzc3MYHBxc+5fcAUgkEmi1WohEIkilUqjVanz5y19GNBqF2+1GJBLB/Pw8pqenkU6nEYlEkMvlkEgkkM/ncf36ddhsNlp4GI1G4XQ6WaNdBmJMiaY+qQMgktVkbVgOgUCA2267DT09PXTwDiEQCOBHP/oRBgcHcePGjVUdW7kBPuXI5/Ow2WwYHh5GLBbbPoab5OyIMArJQxeLRXi9Xng8HkQiEQSDQYRCITrmbiVDy+VyYTQasXv3bhw9ehR33nknrST3eDx4++23ceHChboePbgRkHoFkUiEj33sY/j85z+/qN8yl8thZmYG165dW/a9iOFuamrCyZMn6UCYUgnCne5tA7fy/H19fTh48GBFrSVjY2N47rnnKhoUQoSJlEolzpw5g4cffnjJ15aTfwyHw3jnnXcwOjpaNWW97YpQKIRUKoVEIoFSqYRKpYJer6eCN8FgEHK5HPF4nNYBpNNpmpO12WywWCxb/TW2BcR5I2t4Op2mojeVFnrxeDx0dXXRrhemiFMikcCFCxfw1ltvreq4mN0vK4Xei8UigsEgnE7nqj5jNWyI4SaDLMh8UqI/TQrTSMU4CT2RRP9SCxJZhORyOfbv34+TJ0+ivb0dhUIBVqsVFy5coA9HPSz4m41CocADDzyAzs5OHDp0aMHP0uk07HZ7RYWFXC4XZ8+exfHjx3Ho0KGyE3PqqQ2Mx+NBq9Wiqalpgd54KUSJjngcy21KSXi2sbERn/zkJ9Ha2oru7u4Vj4W879jYGC5cuACr1YqZmRmEw+G67sgoFAoYGBig4VeSImIqEMbjcdhsNlitVqTTaRo9JO1e9XI/VwNinJk648wW0UpgFkYzW4SJt76W69HW1oYHHnigrNDXVrAhhpuEyckfoVCIWCxG20vIDopU0orFYgBYctYvl8uFTCaDRqPBkSNHcP/999NKw+npafzgBz+gI912enh1K1AqlXj88cdx7ty5RcY2kUhgbGwMdrt9RflGHo+H++67D1//+tcXtD0R6sloAwsH45Dq/FKKxSJSqRTNM1dSxSwQCGAymfDnf/7n2Lt3b0UKdKQ98Nq1a/jOd76DcDhcFXWq7U6hUMB7772H/v5+6pCQTgBSNEWMNIkasudt7ZBzt14tB5KuZY7YXE97VldXF775zW/CbDbXhKJj1Q03h8OBUqlEc3MzlTklxR0AoNFoaCsF0bVubW2lHgUxvMyTS8YYyuVyqFQqxONxuFwuOBwO3LhxA6FQCMlkkg2PbxDMQkOS4wkGg7Db7fD5fLh58yZcLhdCoVDZ3xeJROjr60NDQwM6OjpoIVYpmUxm1XNxtzOk8Im5wBBImDCdTmNoaAg2mw0zMzNLnhe5XA6pVAqdToe2tjZ0d3fT/tdS/H4/RkZGFhSckTbBwcFBOrihHq5BJZBzQbxnZsseKZYiTsdmbD6JBChpT2NOwtrukHO3nnNIhrdMT09Dp9PR0PXg4CCsVuua9OGX0ptgkkqlKo4+rpeqG24ul4uOjg4cP36cFqcx86ENDQ0oFotobm5Ga2srDYETg7BU/oCES4LBIObm5vCb3/wGzzzzDBKJBEKh0IY1urPcotRDHh8fx7PPPgun04kPPvgAoVBoyQpnnU6Hb3zjGzh9+jQ0Gs2SbUeRSASxWKwuVO7I+SRtkaWGO5vN0jG0Tz31FN588006a7gUDoeD1tZWdHR04MSJE/j85z8PpVK5pBDOyMgIvvnNb9ICKeZimUwmkUgk2GeJATGKxLMupRrGZjUQCWk+n0/b0YjHv92pxuYjm83i6tWrmJ2dhUwmw+23347R0VH8r//1v2Cz2eD3+6twpIvx+/146aWXMDc3h5mZmQ35DEJVDTfJRzAnHZGdKtm1kt46iUQCnU4HsVhMW7qW6rkj4wnT6TSdy01mDLOh8Y2FGRYEPioci8VitCOAKEmVIhQKoVarYTQaYTabYTKZqIEq1/YUjUbh9/vXJIqwnWCKnJCcdOn5yGazcLlccLvdsNvtyxa6kNnAJP9mMploxT/TmESjUYRCIVgsFthsNrayeZXUQiqH3C/E+6vXNr3lIBvQSCRCtSDS6TRcLhdcLteqNgdyuRxKpRJ6vX7FEHk2m6XP63JtmtWg6oaby+Uim80ikUggEonQAR+BQAD5fB4KhYJWZ5J53Ezls3Kk02nMz88jEAjg5z//Od5//3243W7WaG8wAoGA3rhEGIFUeTqdTly/fh3BYHDJlqTu7m782Z/9GVpaWtDd3b1sRSbZJV+/fh1DQ0M7Iuy3HOSeJxuh0t5Qp9OJf/mXf8HExMSy87TJRvnMmTN47LHHaOslE/IZv//97/Hv//7v8Hq9G9ZfyrJxkGEbJErJ5/PZNOEylN7fzB7sSu/9O++8E1/4whfQ3NxMh+4sRSwWw7Vr1zAyMrJk2rBabIjHTZrlU6kUotEoUqkU3G43stkstFot5HI5UqkUFVNZqqGdFBMkk0kEAgG43W6MjY1hYGCgmofNsgQ8Ho92B5CNVT6fRzabRTweh8/nQyQSWbRoEC9dp9PhYx/7GMxmM5V7XIpCoQCXy4WpqakdL0zBvN9JpSvZ9JKcZSQSwc2bNzE8PLykUhQx2iKRCCaTCfv27Vv0vsz858zMDC5cuFC3CmhbDXkuVgszt05akkiqhYgVsSyEbHLImkOUPMl8jJXWF3KO29racPr0achksiVlTkkkJpPJwOv1wuVyVf37lFL1HDdp0SL5oEQigVwuR8Of5IQUCoWyyjZMbt68id/85jeIRCLweDyIxWKYmpqq9iGzLEFjYyMeeOABmM1mNDY2Uo87Go0inU5TY1MaQjx16hTuuecetLW1ob29HUqlctmiDuDWhsBqtWJwcBDBYHBHG25CLpeD3W7H1NQULeQcHR3F+fPnYbFY4HK5yhaJkWJBjUaDz372s+jp6cGZM2cWvMbpdOIXv/gFnE4nXfivXbvGemZbyIEDB/Dggw9CIpEsKPQsR7FYRDabpQWDk5OTCIVCcLlcSKVScDqd4HK5Oz6ttBZEIhFOnjyJ/fv348CBA+Byuejs7MRf//Vfw2q14rnnnsP09PSSvy8Wi/GJT3wCBw8exJEjR6BSqaj6Zzmi0Si8Xi9sNtum1RlU1XCTBdzpdCIQCNC8NPn/fD4farUaUqkUxWIRQqGwrGoTYXx8HE899RRCoRDtYWXZPPR6Pe68806YzWZotVpquElL31Khp4MHD+LP//zPIZPJqNTjShQKBTidTkxOTtaF0QZubVbcbjcsFgut+xgbG8PPfvYzBAIB+Hy+JYvRiOH+zGc+g3PnztH/T/B6vfj5z3+OwcHBmsjNsgA9PT348pe/DLVaDZlMtqT3Ta5XMplEJpPBiy++CB6Ph/n5eTidTuoQsSyGRKEOHjyIe++9F0ajERwOB2azGY8//jisViv+8Ic/LGu4hUIh7r33Xnz605+GWCymHVFLkUgkYLfbaVR5M6i64SaFaMDC0Yykj44MLR8aGsKFCxeg0+nQ3d1Nd6DFYhGDg4OYmJjAlStXqMfOLjybB2lRUiqVMBgM0Ol0tIWL5NcaGxvR29tLJ+Dk83nodDrIZDIqh7qU/jYTIg1JRq/W03Umz4PL5aLFM5OTk4hEIlT/uhwNDQ247bbb0NLSAoPBsMhgz8zMYGxsjKp41dM53SrIzGgyrlggEECv10MqlUKr1UKpVOLEiRNU12KpQlyv10slm0n9yLVr1zA3N0c3cvV8PZnnrPQ8cLlcSKVSKJVKqNVqaLVaSKXSBUXT5ebal/uM0lD7cmuY0+nEhQsXYLFYNq0jZkM8bqZMHZNCoUArZDOZDObn57F37148/vjj0Gq1EAgEyOVyePbZZ/HjH/+Y9nbX8426FYjFYqjVajQ2NqK9vR1Go5FGRuRyOcRiMbq7u3HnnXfC7/djbGwMmUwGR44cQWtrK44ePQqlUllRPo9UYnq93rrzIkionMPh0GdmamoKHo9nWVnTXbt24Vvf+hbMZjP0ev2Cn83MzODZZ5+FzWZDIBBgn51NgDwXBoOBPjsKhQLHjh1DU1MTDhw4gJ6eHjrKdjkjMDc3h3/5l3+B3W6nhoBodVei072TKTWipap0pE1Op9PBZDKhpaWFrkHMHHcl08KIzkgl0cKxsTH86Ec/QigU2p6hciZLLRikUIYI9CuVSoyMjEClUoHP56NQKMBms1W9gb1UW5tlafR6PXp6eqjnTIw22YnyeDwoFAq0trZCqVTSfFxHRweMRiMtRFvuAYlEIvB6vYjH45ibm4Pf70c4HN7Eb7m1kPRCOByGWCxGMplEKpVCMBhcpLVPzr1er0djYyN6enqg1+sXPDNOpxNerxdjY2Ow2WzweDybFrarNwQCAQwGA9UwJ22PZBAJGWXc2toKg8FArxWwsDCR2f9NiprGxsbgcrng8/kQDofrbjNbDiI4o1AoaESDy+UiFoshmUzSQj25XI7u7m4YDAao1eoF3UrMFkzSSrfUTIt8Pg+LxYLBwUE0NDSgubl5gegO8FFqz+fzYXZ2lhZhbxYbZrhXwufzIRqNYnp6Gh988MGCViG32121zyEPCnn/SsbC1Tvnzp3DX/3VX0GtVkOj0SzYdZJOgM7OThgMBtpBUCgUIJVKqSzkSrvaoaEhPP300/D5fJiamkI0GoXH49nor1YTMNsmR0dHMTs7Sw13OdUyPp8PPp+PBx98EH/xF38BjUYDk8lEF7BcLof//M//xM9+9jMkEgkEg0HakslSfQwGAx599FG0tLSgr68PTU1N9Boxh1FIpVLw+fxlnwfSOfO73/0OTz75JCKRCM2VshuvjwZWGQwGHDlyBAqFAo2NjRCJRBgdHcX09DRNR5hMJnzuc5+DyWSiUcJSuFwuFAoFtFotHVlbSiKRwFNPPYUXXngBjz76KP7iL/4CIpFowXXM5/N49tln8cwzzyAQCFQ0krqabJnhJjdmLBarupIN2Rkxd0msp70yZJOj0+mwe/fuJXNxHA6HDpBZDaRlIpPJwOPxYHJyEl6vl456rSc4HA4Vskkmk0gmk3R+fOm9SjyKhoYG7Nu3b4FEKjH48/PzVR+/yUapFkPma7e0tGDXrl3o7e1d9dAJ0sJFZkOn02nq4bGtXQsh67hIJIJarYZarUZDQwMkEgkcDgfEYjFkMhmd2NbR0UFD5OXy4cyN1VJhcNIZZbfbaTRQoVBAJBLRdudsNguHw4GhoaEtmUa5ZYZ7IyGtNWT+LRmEsVGzUXcCxBgzd5aV5IJWQz6fx/nz53H58mVMTk5ibGyMGqx6gigBEuNNvG+ymDPvUQ6HA7FYDIlEQsN7xCOPRCL47W9/i+npafT391f1GHk8HmQyGbhc7oKJfvX8/JD1pK2tDQcPHsSuXbsWzZKvhGQyidnZWQSDQbz55psYHR3F2NhYXeevSyFrD3NYSC6XQzqdRiAQAJ/PX5Bek8lkVIhmqXuUFEhHo1EalVoKUmh94cIFeDweHDx4EF/96lehVCrhcrkQDofh9/u3rFhwxxluZqGISqWC0WhEMBjE1NQUO2JvBZg5u+WqNys16OWKE8fGxvD666/D7/evWn5wJ0FEV8j3J7UfS/VsE4VB5utisRj6+/tx7dq1qs97Jp4ln8+nAzTq/fkRCoVQqVQLip9Wotz5ymQycLlccDqdOH/+PC5durQRh7stYa4tzJoa8qwQ8ScOh4N4PI5kMgmRSEQjeaWdTEyI4SYpqZUoFouYmJjAxMQEwuEwHnvsMYjFYgQCASrNvFXr144y3KSEf/fu3Th58iQcDgdGR0cRDodZTd8VEAgE2LdvHzo6OtDV1UV3nMxwEjN0WonxJiHBaDSKN954A3Nzc7h8+TJcLlddD7IoHewBLK6QZYb0iHqdzWbD66+/jlQqBY/Hg2AwiOvXr8PpdK5biEMqlUIsFqOpqQk9PT2QSCRQq9UoFAq4dOkSFT6q140WALS0tOC//bf/RkWFKiUYDCISicBisWBgYADRaBQ2mw3RaBR2u30Dj3j7UarjT9KciUQCs7OzC4RQnE4nIpEI1QtJp9N44403YDKZsGfPHjQ1NdFnzeFw4N1336XV+qvFZrPhZz/7GWQyGVwuF2KxGCYmJqr63VfDjjLcpJDhwIED+OQnP4nXXnsNzz//PKLRaN33P66EQCDAkSNHcPr0aXR1dS1oPSndBVdKoVCg+eynnnoKFy9eXHI3XG+UnoNyPamk+lUikUAmk2Fubg6//vWv4fF4cO3atQWhwfWeTzLJ79ChQ/j0pz9NR+imUim4XC7Mzc3V/TXr7OzEo48+SlNxlVAsFuHz+WC1WvHWW2/hySefpP31QH1vhMrBNNhMR4EYStJuTFJG+Xwe4XAYbrebFjU3NDTg4Ycfph0XhUIB/f39+O53v7vmGRdzc3N48sknAYAWkG5lPcKOMtzArYtss9kwMDCAmZkZZDKZug/xVQJpTXK73RCJRFSEheiUk0I1iURCizTK5cGJp57P5+ncZ6vVCp/PxxbelGG5fBwRM0okErQjIpVK0X7Rap5P8nmRSAQzMzP0HkilUvB6vVtSgFNrBAIBDA4OorGxEQKBAEqlEiKRqGz1cqFQoPUb09PTuHnzJqanp5FKpdjnYAWYET0S3mZudEgtCLkfycY1m83SvPPQ0BDtdsnn8xgeHqZiXmuFRB+Zx7BVcIoVWrRqFyptBKRhXqVSQS6XIxaLwefzVeUE17Lhr8a1EQqF+NjHPoa2tjbaLyyXy2E0GmlFJxlm0dDQQCudyxnuVCqFeDyOq1ev4h//8R/hcDhoeHwjqNVrs97rQn6fOfKWDCIhxWLVQqPRQKlUQiwWQ6FQIJfLwe/3I5PJLBiPuBpq9boAa7s2Wq2Wzj3/6le/ivb2djQ0NNCwOQnrkkiTxWJBKBTCv//7v+PFF19EOp2umQLZWjiGcpBNUDmngFkPUu74ibIjj8ejxcmke4mpkbAWZDIZmpubAYCuZRvhEFb6fjvK4yY7r2g0ing8vuW7ou0ECUcRzzibzUImkyGXy0EkEiEajdLpOLlcDjKZDGq1esHOmFRGExlU0lLhdrvrrnK8GpCHeDM8NLIZIEYnk8nA5/PVnQztciSTSbhcLojFYthsNnC5XKTTaSgUCgCLDbfVaqWStj6fb4uPfnvAbNsqVwfC/He53yXDj0j0iBhu4rmvFVJzUnqcW8WO8rhLCxvIQ1QNtvpCLUc1rg2pxiehP9KCQXawAoEAPB4Per0eGo0Ghw8fxic/+UmIRCKab5qenobX68Xg4CD6+/sRCAQwNTW1rHxnNajVa7MdnhlC6Yhd0nO/nuenVq8LsLZrQ+oOJBIJWltbqR7/cqHybDYLu91ec+JCtXptyskklxrwSiAaHtWqAVEoFGhrawMAKkW7EbU6detxM//LUjkkUhGNRpd8DYfDoSFViUSCO+64AxKJBPl8HplMBna7HVarFTdu3MClS5fYvtRtxFYX22wHCoUCrV4OhUJbfTh1wVrXdGYOvBqQNBX5+1YX2O4ow70RbCevaTMgxR6kvYV43Ol0GiMjI5iZmYHT6WQ3TywsLKumVM2sXOvkZkJaMkntR7FYrGh40kbDGm6WVUEqKmOxGBwOB4RCIRU1mJ6exuTkJPx+P1tbwMLCsmqWc5S2wnCT9IhIJIJMJtt+hpvkcXZ6P3Rpz/JGSH9Wm83QlCZVzUKhEGKxeIEUJlEiYkpjsvrwLCyVQ0KxSqUSra2t4HK5CAQCSKfTSKVSyGQyyOVyyGQyW32oG4pYLAawcHQnaUUsJwlcbYhSm1qtphLQYrGYChRlMhna5bGVbcYVG26RSLSgcriUnbBIl4ZpyEWsdTbacDMHtpCQEZfLRSQSof3fyWQSkUiEFqJxudyqFgeysOxkSAGoyWTCJz7xCQgEAty4cQM+nw8+nw/BYBCJRKLqbYC1hlwuB/CRo0AKX7PZLJLJJJ2mthHngIz8FAqF6OrqQnNzMyQSCeRyOXK5HJLJJGKxGA2fb2Weu2LDvZR61k67icp519vB494sL5cZgSBGmfkw7bT7gWVt1PozU6uQTg6hUAiBQAA+n79oFvROhlkAVk5FbTXnoNxrV1qfyGfx+XxqxAUCwaJjWu2xVJuK28FYWFhYWFhYtp7yA0lZWFhYWFhYahLWcLOwsLCwsGwjWMPNwsLCwsKyjWANNwsLCwsLyzaCNdwsLCwsLCzbCNZws7CwsLCwbCNYw83CwsLCwrKNYA03CwsLCwvLNoI13CwsLCwsLNsI1nCzsLCwsLBsI1jDzcLCwsLCso2oeMgImfZULXg8Hvh8/oLJVtlstqamSTGPMZlMbvXhLAmfz6cDPtZzjcgwA+CjwSXlJsHVEhwOp6buGSZGoxGFQgHRaBSpVArAzhvKsxy1/F1X88yQ54JMu6vl71UptfodamWQikAgAI/H2/QBSpV+RsUe90YddK3eQExq/RjJ8VXjODfyu27EQ1nL12anLPI7kWo+Mywsm03F08GqveiWjkerxdnNZA41gJr2PKsZDSm9JtV+341YKGt18ZVIJDRqkc/nt/pwNp1avS7A6p+ZjZ55v9nU6veoFY+bjFHdbLtU6XXZMsO9najlcCxQ+9dmo+e3s4tQbVKr1wVgr02tXhv2ulR2XSrOcbOwVApz4DyJWBDy+XxNb4JYWFhYah3WcLNUHWKwuVwu+PxbtxizEIg13CwsLCxrhzXcFVCrYaVaQCQSobm5GRKJBGq1GlKplBrubDaLWCyGdDoNh8OBeDxe96Ewlvqk9L5n1xSW9cAabpZ1odVq8eCDD6K1tRXHjx9HR0cH9ay9Xi8+/PBDuFwu/OpXv8LMzExNF/mxsGwEZCO7WS1FLDsf1nCzrAmhUAiZTAa9Xg+TyYSWlha0tLTAbDbTNqhCoUAL+6rRZ87CUi1IxfBGQuo7eDweuFwuCoUC7QlmYVkPrOFmWRNdXV246667YDabcf/996OhoQFqtRrArf7lbDaL+fl5/OIXv4DdbofT6UQymWTz2yx1AZfLhVQqhUAgAJ/PB5/PRzKZRDgcZg13DUOKamt9ndo2hpvkiHg83oJ8EdnFsmwOxHvQ6XTYs2cPTCYTWltbodFo6GtyuRxSqRSCwSAmJibgcDhq/kHYSZRW9BNDsVpBGPI+bKRk9XA4HIhEIohEIvB4PPB4PGSz2XW/J1PZEADrwVcBLpdL7Qo5v8yoYS3al21huEUiEYxGIxQKBc6cOYOuri6kUinE43HMzs7ilVdeQTQa3erD3PHweDx8/OMfx9mzZ9Hc3Iy9e/dCLpdDIpEAuHWzFwoFvPvuu3jllVcwPz/PehibjEqlgtFohEajwaFDhyCTyeDxeBCNRjE1NYXR0VF6nZaCw+FAKpWis7MTIpEILpcLkUgE6XQa6XR6E7/NxrIR4XIul0vTSCdPnoTBYMDg4CAmJyeRzWbX/HkcDgcmkwn79u2DRCKBRqNBoVDApUuXMDU1VdXvUG8cOnQIDz/8MMRi8YL21WKxiLfffhu///3va854bwvDLRQK0dzcjKamJnzmM5/BHXfcgVAohEAggEuXLuHChQus4d4EuFwuzp49i69//etUx50J0fW9du0a/vVf/3XdHgbL6pHL5Whvb0drays+85nPQK/XY3x8HC6XCwAwMTFRkfGQSCTo7u6GQqFAsVikC9dOMtwbAZfLhUgkglKpxMGDB9HR0QGHw4Fr166t+T2Jd93Y2IjTp09DrVajpaUF+Xwe8/PzrOFeJ729vfja174GpVK5yHDn83m8/vrrrOFeDQqFAgaDAQaDAWfPnoXRaERTUxM4HA6EQiEUCgWkUukikY9qU+8tTFKpFKdOnYLJZEJfXx8NlxOKxSLS6TTef/99zMzM4MMPP2RD45uMRqOBSqXC7t27ce7cOTQ0NKCpqQlyuRwNDQ3gcrloamqCwWBAIpFAOBymixGHw4FMJoNUKoVarYbJZIJWq8WJEycgkUiQzWYhEAjgcDgQjUbZCEoZSJjVaDTi7NmzUCqV4HA4sNlsiMVia35fLpeLw4cPo7e3F+3t7di3bx8NwScSiQ1f++qFUglugkQigU6nQyKRQDQarZl1raYNt8FgwMmTJ9HZ2YkvfvGLMJlMEAqFAG4ZE4lEApVKBR6Pt8VHurPRarX4n//zf+LcuXMQi8ULPG2yK43FYvjpT3+KX/3qV8hkMjW3Q93JcDgctLS0oLu7G6dPn8bjjz8OmUwGgUCAYrEILpcLg8EAi8WC9vZ2BAIBxONxugiRnzc3N6O3txd33303dDod+vr6wOfzIRAIFhiinWK4qz3tUCAQoLe3F3/zN38DkUiEp59+GkNDQ/B6vet634cffhhf+9rX6GekUilYrVZ4vV527asSTMPNRKVSoa2tDYFAAIlEoj4MN4/Ho4aWFFFUInlJdq8qlQodHR1obW2FUqmEVCoFcOuBY8pqbiT17G3L5XK0traipaUFTU1NdPEGQCtk0+k0TVsQj4xlY+Hz+ZBKpRAKhdDpdJBKpejp6UFHRweam5shl8shFosB3HrumMVqxBCLxWIIhULo9XpIpVK0trbCaDSis7MTTU1NUKvVkMvl9DnUarW0lmEnUO3Nh8FgQEtLC3p6emihZjweh9/vpyNdK4XD4UAgEKClpQUajQYtLS2Lnj2bzQaHw7Eub76e4XA4MBqNMBgMaGtrW1T0TCA2SCgUwmq11kz6b0MNt1wuR3NzM4rFIhKJBLLZLEKh0IqzrUUiEYRCIfr6+vDYY49Bo9FAq9Vu5KEuST0b7n379uHv/u7vYDabYTabF5yLubk5nD9/Hi6XC++++y58Ph8cDscWHm39oFKpsH//fjQ1NeFzn/scurq6IJFIIBKJIJPJ6GYZuGWgMpkMEokEcrkcbVMym81QKpX47Gc/i127dqGxsRE6nQ5isRgKhQI8Hg8ikQj5fB6tra0Abl3zen4eluP+++/HX/3VX0GlUsFgMMDlcmFychIDAwOrMtwcDgd8Ph+NjY34m7/5Gxw/fpymBwlutxs//vGPMTY2BrvdvhFfZ0dDCgj/5E/+BI899hjUavWSm9IDBw5AJpOhv78fIyMjK9quzWJDDDefzwePx4NCoYBer0exWEQ0GkU6nUYikVjxy3O5XAgEAigUCjQ3N0OpVC56TS6XQzabRSaT2bDwRb0uUsQz02g06O3thdlsXvSaWCwGi8UCq9WKkZER+P3+VX/OZohg7EREIhEaGxthNpuxZ88e9Pb2LnoNiW7lcjnE43GEw2FqvIvFIgQCASQSCcxmM3bt2oWGhgZotdpF93yhUKBeOhuWXRq9Xo++vj6anigUCojH44hEIqt6Hz6fD6VSCb1ej56eHuzfv5/+jDwr6XQaVqsVs7OzbLHgKuFyubSeo729Hfv37192nReLxQuiT7VC1Q03h8PB7t270dXVRXNuhUIBTqcT4XAYL730Eq5fv75sSwrJXRPd63JMTU3h5s2buHHjxqpDUZVSr0bFZDKhs7MTfX19EIlEZV/jcrnw9ttvw+fzrSpcR6rRORwOeDweCoUC0ul0zeSOtgMmkwmPPvoozGYzjEZj2dcQffhQKITnn38eAwMD8Hg8cDqd9NlLJpPwer3w+/1lN8fArQ3y0NAQrl69isnJybp9JpaDzG4GQDdK0Wh0TfK+u3fvxle/+lWYzWb09PQs+BlzM5bJZNjnZg2o1Wr89//+39HX14fjx4+v+Prr16/jxRdfhMViqam0RNUNN6le3bt3Lw4cOIC77roLhUIB8/Pz8Pl8uHz58rJD7El+RyKRQCgULjnL2ePx4ObNm5iZmdnQvMN2WKiq7bmq1Wp0dnaiubl5gZfF/IxwOIyJiYlVeRTEWJOIDJ/PRz6fRyaTqdqx1wNqtRpHjx4tGwkh1yibzSIQCMDtduPq1as4f/78gteRkGw0GkU8Hl/yGhQKBdjtdoyOjsLj8WyL52EzKXUs8vk8UqnUmlUCGxsb8eCDD8JsNi9aJ5mGO5fLsQWga0AqleLMmTM4e/YsZDLZgp+V3tvFYhFWqxXvvvsuwuFwTa1TVTPcPB4PBoMBcrkchw8fxpkzZ9Dc3AyRSIRCoQC9Xk/VhJajWCwim80imUwinU4vOJlkEQkGg/jwww/x/vvvw+fzreqElob8CoUCDR9u10WJnFPyMK/3e7S3t+Pee++FyWSiRU7ArXN18eJF9Pf3Y2BgoOIwnUKhwL333ovW1lYIBAIIBAL6M7fbjZdffhkej2ddx1wPHDlyBKdOnUJvby/kcnnZ14yMjODNN99ELBaDx+NBLBbD/Pz8otcxuwGWW5QKhQICgQDsdjsrplMGcj6Ghobw9NNPI5PJ0CjGWvLP5YpuiaEeGxvDW2+9hfn5+XVVqtcjRqMRZ86cgclkQltbGyQSySIdCkI6nabCNpcuXaIFhrUU3aia4SZVkA0NDThx4gTuv//+BZKJjY2NEAqFFVWmptNpxOPxRYY7l8thZmYG09PTuHLlCi5evEiNbiWQjQMp3ikWi8jlcjR0uF0XJYlEgmKxiFQqVZWZ1z09PfjUpz4FoVC4IK+Tz+fx+9//Hj/4wQ9WJQWoUqnwp3/6pzh37hw13Pl8HtlsFoODg3jvvfdYw10Bp06dwre//W1IpdIlDff169fxne98B+FwGACWvRfy+TwikQiCweCS6aZCoQCv14u5ubmaWrhqiWKxiGvXrsHpdCIej8Nms6259oZU/zMNdzabRSqVwtWrV/EP//APiEQirLe9SlpbW/GlL30JZrMZbW1ttEOpFLKOvvzyy/jd736HcDiMQCBQc7ahKoabGMRdu3aho6MDjY2NC24+srOPRqP0hl7pRJT7eaFQgM1mw/DwMJxOZ8XeJQkLCgQCdHR0QK/X0zxRNBrF/Pw8MpnMtvW6+Xw+7dflcrnreqjJZovoKwMfDQ1JpVJIp9MVpyaUSiU6OjpgNpuh1+shEolomJzcHyTfzbIyfD6fVo+X6vW7XC54vV7Mz88jlUpVlF/l8XjQ6XRoampaFDZkQoz/dnw2NgvSFplMJtekY9DS0oLOzk4cOHBgwfUtFAqYmprC1NQUhoeHkUqlWKO9Csgm12AwUJEigUBQNgWbyWTg9/sRCAQQCAQQjUapM1RrrNtwM3uuP/WpT+G2226DSqVa8BpSBenxeBCJRNY8kzmTyeDixYv49a9/vaocEo/Hg1KphEKhwIMPPoijR48iHA4jGAxienoav/nNbxAOh2tWUH4liMedzWbpZmY93lG5yuJwOIxYLLaqdoiOjg785V/+Ja1cZtYslG4OWFaGGO7ShYdoVp8/fx6Tk5MVp45EIhH27duH2267rSLDzbI0pFaAKQ+7Gu6++258/etfh1qtplP2gFtRxl//+td46qmnkEgkNqwQd6fS1NSEPXv24MCBA2hra4NOpysbIiedTx988AHsdjump6cRCARq9r5ft+Em7QtarRY6nQ56vZ6eGOZOxu12w+FwIB6PL/t+HA6HtpGpVKpF0prxeBzBYHBVuyCBQED7VE0mE0wmE2QyGSQSCSKRCCQSCRKJBNLp9LY03OWk+tbyHlqtFnK5HGq1esF75fN5eDwe+P3+VQmskOEwzc3NiwT8iYCL3+9f80au1iHnsFo79tKpX/l8HuFwGMlkEg6HA1arFX6/f1WpI7FYTFXWmJD32K5RqM1mpcEt5SDPnEwmo7PsxWIxeDwecrkc9frsdnvdaCRU65khET2VSgWz2YzGxkaIRCJ6n5emYEn01eVywel0IhaL1bQtWLfhNhqNuPfee9HS0gKTyQQ+n79gnGA+n4fD4cBTTz2FiYkJWCyWZd+Py+Xirrvuwsc//nGqWMNkLbv/5uZm/PVf/zW6u7upGhFpp5BIJHj33XchEAhqShlntTAX2LXc9FKpFF/5yldw5513UiUhQjAYxP/7f/8P/f39ZQudlntPEiovzSkNDQ3hl7/8JWw2G5vfXiPhcBjPPPMMxsbGcPPmTYyPj68qlEo6OEpD7wTWaG8szGeOqKMRBa9AIIDvfe97GBgYqKshIqVjNdcCh8OhUwtPnz6NP/uzP4NKpVpUF0Lub7/fj5mZGczPz+N3v/sdrFYrbDbbur/LRrJuwy2RSNDW1gaz2QyJRLIohJfNZhGJRDAyMoLh4eEV34/L5cJsNuPIkSNldcjXcjFlMhkOHjyIffv2QSAQgMvl0h0yqYSXSCQ11WC/GtZrtIFbkZO+vj7cddddABa2mGUyGYyMjOC9995b9XsqlcqyPcJ+vx8ffvghPB5PzagRbTcymQzGx8fR398Pi8Wy6kpj4r0vla4g9xVrvKsPGZS0d+/eBc8cWT9TqRSuX7+Ot99+u67OfzVaWzkcDiQSCRQKBcxmM/bu3btsRCmVSsHn88Hj8VBRqUQiUfZ9mb+7lazbcIdCIfT398PhcKCzs5MqnslkMszMzODSpUuYmZlBKBRa9n1IgZtYLIZGo0FDQ8OSnsBqKC22Yp580kMcjUYRjUZrOjSyHGRiEwn1r7WadSk2YvFOJBKw2WwIBoPbNsqx1eTzebjdblgsllVrxK+k9Z/L5RAMBtektc2yPMTZIQVTS12Det04rXfNF4lE+KM/+iMcO3YMBw8eXNEhIzaLTMYDbtk1MlSkUChAKBRCpVKhWCxSZ2Mt6ZFqsW7DHY1GMTQ0BL/fj7Nnz0Kr1dIhCFarFa+++ipcLteKQh1kByqRSGjOvFowPQum4SbtYPF4HIlEYtsabmZRTDWL0jaSZDIJj8dD25Z2Khu56ObzeQQCATprezWsNKAnl8vR4TGsrGZ1EYlEaG9vX1LOmVCPRrsaCIVC3H777fjc5z63IHVbCjm3PB4PUqkUSqUSjY2NKBQKdBIbEbyRyWQwm83I5/N07sZWOhzrNty5XI6KPVy6dAnz8/NQqVRQKBQYGRnB/Pw8wuHwsl+Sy+VCoVDg3LlzaG1tpVJ/paGJ1d7EIpGIFlvxeLwFv09mEpMRh8lkctsabnLc63nIc7kchoeH8dZbb6GtrQ1dXV1wu914//33YbVa4Xa7K34v0npXGjEhw2ZSqRRisVjNVmxWi2otuqR9jmw8s9ksvX/XsngYjUbcdtttdOpbOSKRCC5evAiLxVI3hVEbTXt7O44dOwa1Wo3u7m6o1WoYDIYFr3E4HHjvvfdgsVjWtCHb7qzHeZBIJOjo6EBDQwP0ej19blb6LLFYDJ1OBy6Xi1OnTiEcDiMcDlPRlXw+D5FIBK1Wi0KhgH379lHd/3w+j7m5OVy9enVTDfm6DTdTKeg//uM/6ALD5XKRzWapiMpSRpEMFNHr9fjKV76Cs2fPllVXW8vuUyaT0XGFzGrCYrGIYDCIubk5WCwW+P3+bS1qUI3jTqfTeOONNzA2NoZPfvKT6OjowMTEBP72b/8WNpttVZ6xSCSCQqGAXC5fZLiDwSC8Xi98Pt+ON9zVgojWkG6NdDoNl8sFl8u1Jm949+7d+M53vkPrUsrhdrvxb//2bxgaGmI97ipx7NgxfO9736O9xGTtIxSLRYyOjuLb3/42bDZbXdd+rCXXrVarce+996K9vR0dHR2L8trlPgMATe22tLRg7969S6YoSgvnSKj8+eefx/DwMCKRyKZFSKoiwEIMM/NGqzSRL5fL6cxtg8EAhUKx6DXMwfGVGBAiRKJSqdDa2orm5uYFamnFYhGxWAwul4u2I9W7wATp1RYKhbDb7dTTCgaDq+691+v16OrqQltbG52WBNw694FAADMzM/B6vazhrgBS+S0Wi6nhTqVScDgccDgcazKqfD4fCoWi7LNGKBQKSCQSK7ZvspSHjE8VCATQaDRQKBTYtWsXNBoN3dAy10iPxwOHw4GJiQkEAoGaGmixmaynOI3H40Eul0OpVC5ZjFbu88jv8ni8RfMxloJp3KVSKW0/21aGuxwrfQGSd967dy/+9//+3zCbzWhvby/7WpvNhu9+97uYmJjA5OTkip8tFoshFouxb98+PP744wtGFubzeeTzeUxPT+P111+HzWajRQj1TD6fh8VigdPpBJ/PRyQSgcViocVjq+kNPnfuHP7yL/+SKhUxP+PKlSt48cUX4XA4akq0v1Yhvahk8QduTWZ76aWXYLVa6zKcuh0QCoXYt28fGhoacP/99+PMmTNQq9VLTjx89dVX8cMf/hDBYBDBYHALjnh7Qza4REtkuZkYpWvZWsPz5PdIlJmkYzfDeG+Y4V7yA///YgGSA21oaMCePXvQ3NwMPp+PQqGAVCq1YFH3+XyYmJjA2NjYkjtR0gLA5/Mhl8shk8nQ2NiI1tZWaDSaBR53oVCgHncgENi2IfJqk0qlkEql4Ha7MTMzA4/Hs6LRJkPpyY3L4/FgMpmwe/duKnEKfHTeg8EgLBYLO7CiQkhPqkajoYt+Op2m6YbVbH5I10ZpCoNJJpOhNQjsc7F6SGEuWX+am5vR3d29YO4zue/JaNVMJgOr1YrBwcF15UlLr2k9Pl+kmCyRSNCCaKZwETHw5O/Mc7YWA87sztjM4t5NM9xkjGNPTw8aGhrQ29uLAwcOwGQyUW+YqJf97ne/wzvvvEO941AohMnJScRisbIhWy6XC41Gg0ceeYSGo5RKJZqamqiICwmBkIXJ7XZjYmJiyfesZxwOBx1NuJJh0Ol0+PjHP043SVqtFrt376YKUBwOh4ZdSeiV6J3X48KyWkQiEe6++27cdttt6O3tpRslnU6HRCKxSKBoOe655x488sgjMJvN0Gg0ZV8zMDCAZ555Bna7HU6ns1pfo27Ys2cPvvKVr9ACKalUitbW1kWvI4WaP/nJT3D58mWMjY2ta6MkEAjoGkc8v2QyuaohTLXAeoxfIBDASy+9BJVKhcbGRiiVSvrd5XI5TCYTVCoVTp8+jaamJjo3Yb1sRdvephhushsRCARoampCV1cXTp48ifvuu496AaQPOR6Po7+/H8899xxyudyKO1Byo8pkMpw6dQonTpygcqmlUqBkhGcmk0EkEoHH41nTQICdTiQSqXjOtlwux5EjR6hXsdSM6HQ6TSMppKaAZWUEAgH27NmDs2fPQqFQ0MEsMpkMcrm84oWHw+Ggt7cXjzzyyLLG3mKx4Le//S2CwWBZEQqW5WlqasKnPvWpZWelk7+n02lcvnwZzz777Lo/l8fjQSQSgcvl0sjldi0qXKvxjsfjuH79Oo26ikQialB1Oh16e3thNBqxd+9eNDQ00Ouxns3CVkkDb5rhFgqFEAgESKVSCAaDGBkZoUVt8XicKqwlk0lcv3694sXdbDbj3nvvRXNzM3bv3g2NRrOshCNzZOh6+553OszpXSS8JJPJIJVK0dzcjL1796KpqQmHDx9esrCQuRstFm+Nd+3t7YXL5aLXvd4LA8tBektJa6VMJqMGlwh4cLncFcfkikQi3HPPPejt7cW5c+dWNPT5fB7pdHrNYynrFZL6K1WPZELWO4/Hg9dffx1WqxWjo6NV+fyOjg4cOHCA6tYnEomKIma1Brnn1rIeEMesUCggHo8v+O4ymYy2qfL5/GX7uyv9rBs3bmBsbAxXrlxBOp3e1HVs0w13PB6Hz+dDNBrF6OgoIpEIZmZmkEwmEYlE6IJR6aLR0dGB//E//gfMZjNUKtWy3gSRtyPj2kgonqU8zPw1qZBtamqCXq/HqVOn8Nhjj0GhUECpVC47npO5GzUajTh06BDGxsYwNzcHAHSkKstH8Hg8qNVqaLVaKJXKBd61TCbDrl27IBKJlp3qBdwq1HzkkUfwyCOPrNjXCoB2h2xXb22rIC2QMplsyeegUCjQfPYTTzyB4eHhqq0/3d3deOihh+B2u/Huu+/C7/fD7XZvu+dqrcaPrDGZTIZqHTBzz2SNImnT9Y4TLhQKeO+99/DCCy/A5XKtalplNdgUw03CN3w+H4lEAsVikf47Ho8jFovRXX4l+WYOh4PW1lZ0dXXh0KFDUKvVkEgkC5TRmJAbIZfLYWZmBlNTU7DZbKxHsQTk3PL5fDrVixSaabVaqFQqdHV1QS6X01w2c7AME/JvPp8PkUiEpqYmJBIJiMViWnOQy+WQy+XgcDgQCoUQj8dXLeG50xCJRGhubkZTU9OiYjKhUAi9Xo9UKgWlUgmZTEaVnEgrpFwux549e9DY2Aiz2bzshrZQKGBychIWiwVDQ0NszccaICIeCoVigdgTmadtsViQz+eRzWapBPR6zzOHw6FFi42NjdBoNAiFQnRk8XaUEl7vzAXyu8VikRakCQQCKJVKdHR0wGQyLRsVWYpEIgGPx4NUKgWv14tYLIaRkRF4vV4qOb2ZbLjhZuag+Xw+PB7PgtwZkR2tdOoXuRgf//jH8c1vfpNW3K60gyIVnC+//DJeeeUVBINB1ttegvvuuw/f/OY3aZSEuXMlRlooFC7oXywHuaYcDgcymQwymQxHjx7FoUOHkMvlqDgPKaR5/vnnMTAwgMnJSQwPD287b6FaEA/h7NmzaGtrg8lkWnCe5XI5ent7oVar0dHRAa/Xi0AggHA4THu+9+zZg+985zvo6elZshCNkMvl8Oyzz+Lf/u3fqIogy+rQ6/Xo7e1FW1sb7aQgHvYvfvEL/PjHP6b3ejabrUrLFxkM1NHRgSNHjqCjowMejwcTExNwuVzb0nCv15kqXTOIemZHRwf+6I/+aEWZ2aXweDz4/e9/D4fDgfPnz8NqtVKp7K3QLN8Uw80km82ueWgBl8uFTqeDXC6n82uZhqUU5nQrv98Pv98Pl8sFj8fDhgJL4HA4tM/UbDZTL63SkFJpkUZppSUxPMw+VqZgQTwep+Hg7TqlrZqU09cnkAiIRCKh4XRSyCkWi6FUKmEwGNDc3EyHJpQjl8vRGes2m63mRxnWMkQakxS/JpNJBINBxGKxDRkTSepPFAoF7crx+/0IBoNsqgMfyS6r1Wo0NDSgqamJaiGsZk1Lp9NIJpPwer2w2Wx07r3dbt+Eb7E0G2q4mQY1kUhQGdS1vpdMJqPza1tbW6nRXo5isQir1Yrvf//7mJqawtjYGCu4UgaJRIIvfvGLOHPmDLq7u2mF6mrIZrN08cpms1SJiIRvy/U7EuNdKBTgdDoxMTEBr9dbt942AKrsd+PGDXi9XvT19aGzs5P2yRPEYjGOHTsGvV6P6elpWK1WNDY2oru7GyaTCWq1etnP8fv9+Kd/+icMDAxgenp6g7/VzsbhcCAej1NxJx6Ph6effhqjo6NVP7dElU0qlcJoNKK9vR03b97EL37xCwQCgRUnMe50eDwempqaoNVqcfvtt+P++++HwWCAXq+nRbaVMjo6ivfeew8zMzN47bXX6MS8rWbDDTc5Sblcjvb0rub3icdBbtZ9+/bR+bXlYE7JYuqS9/f3Y3h4mG3/KoGcY4lEgt7eXpw5cwYymWzJegEC07CSc53JZGiuNZvN0gpOpodd2qJHrhGpBA2FQmyoFrc2QT6fD1wuF9FoFJlMhhYKArfOG4/Hg8FgQDabRSwWQyKRQFNTE9rb22EwGGgNwVJEo1EMDAzg7bff3qRvtXMhw3M8Hg8Vdbp69SquXbtWtc8gG2A+nw+JREI7PCQSCbxeL65cuVL3rZbEVigUCuh0OnR1deH48eNUTbMSo01sCOkAGB8fx9zcHGZnZ2tGAnhDDDcpPCPhCqYxXc1N1dfXh3vvvRcymQwqlQoymQwHDx5c9nfy+TxeffVVXLp0iZ58n88Hq9VKW49Ww2aq4WwmJAzb3NyMz372s2htbcXJkyehUChWFOcnEM9wdHQUoVAIw8PDcDgcVC+4paUFd955J+0/LncuSe1BLBZDJBJBMBjcdi0sG0Emk4HNZkMoFMLLL7+MiYkJHDlyBKdOnaLSvdFoFOPj45icnKQFUPPz8xgbG4NEIsFrr722rPRjNBplPe0qQTafc3Nz+MlPfoJisVi18LhUKoVYLEZ7ezuOHj0KuVyOhoYGcLlcDA8P41e/+hXm5+eRz+frOlJFupdkMhnuvvtunDhxAt3d3ZBKpauqIk+lUvjVr36FDz/8EBaLBTMzM7TjqVbYMMMtEolobyNZZFa7G+zs7MQXvvAF6PV6GI3GZRchQqFQwKVLl/DEE0/QKk6WxZDebKPRiMcffxx79+5dU245kUhgeHgYNpsNr776KoaHh2E0GtHa2orDhw/jtttuo4ab+dkEInGbSCQQjUbrvpqckM1m4Xa74fP5cOHCBQwODoLH4+HYsWO03SUej2Nubg6jo6OYnZ2lnRLr6YVlWRskcuR0OvHSSy9V9b3FYjFUKhV6e3vx8MMPQ6vVorW1Fel0Gt/4xjfwxhtvVPXztitkTZPJZDhx4gQeeuihNamjpdNpvPrqq3j22Wc3XVilUqpuuEmLgl6vh1wuh1arRTKZpJKlpY3xy0HK+EnR0nI7png8jitXrsBms9H+yGqFjHai1y2RSKDX66HT6RbUClT6Xefm5nDt2jX4fD4MDAzA7/fD6/Uim80iGo1SHXjSMVAsFhdsDJhpjPPnz8Nms8FqtW7Id93OFItFOi6wv7+fboLIeR4dHYXL5aLzzWt1oWFZHWKxGH19fdBqtTAajdDr9eju7obRaASXy8XU1BRt+2L5CBJlLW0rq7QYjRQZ1vqztCGG22Qyoa+vDw0NDdi1axcCgQBSqRRcLhetuqwEiUSChoaGBfKlSxEIBPDEE0/gnXfeoVrYLEujUCjQ1dWF1tZW2lO9GgYGBvDtb38boVCIDqQgg+U9Hg/8fj9MJtOSmuTkIbHb7VSMgs1tL6ZQKNCBIna7Ha+88go9d6TqlbnQsOwMFAoFHnroIRw8eBBdXV1oaWmh8x6cTidee+01zM/Pb3l1cy1BUrJkHVrt88DMbdf687QhoXKSgyF/BAIBzGYzFVxZLhzK4XCoOhepHC8N4TJ3U6TdwmKxwO12V6yxXSk70dsGbqlvNTc3o7GxccXqfDLoJZ1O0yKoyclJBAIBWjhVrlitdM45s0UsGAxSyUeipMdSHhI5IlrvmzXUgCmqU8uL2HaF1Jio1epFHRdarRYtLS1UWEUulyMWi8HtdsNut9PWJFZPfiEkVUQ857W2ljKvRS3e+1U33FwuFx0dHTh9+jR0Oh1aW1uRSCSgVCrh8Xjw9NNPw+12L/n7PB4Pn/vc5/D5z38eer0eYrG47OvIzuj69ev4u7/7O9jt9qqHWjd7VNtmQKou29ra8Md//MdoampaUZAgkUjg4sWLsFgs+OCDDzA4OIhQKIRQKFR2Z8usFGf+lxjzXC6Hixcv4nvf+x58Ph/bP1whxCPYDLhcLq3CJZ0Yte6FbCd4PB4UCgW+/OUv45577qH1QAQ+nw+DwQCJREJV78bGxvDCCy/A6XTi8uXLtE+c5RbMUHc6nUYikYBUKq14gh5ZG5ljp8l6VWtsiMdNRCAUCgWtUtbr9SgWi0saYgKHw4HRaMT+/fuXLSwg3p/L5cLIyAg7grBCyEZELBZDr9dT1blyxpfoVodCIdjtdszNzWF8fByDg4MVf16pt03Ge9rtdgwNDbELT41BNqtkAhmXy12ggMca7rVDVO1IS5dKpUJnZyf27t0LkUhUdjgS83xHo1HMzs7C6XTC4/GwUaoykHuVjG8mHTKryXVzOByIRCJIpVI604L5HrVA1Q13sVhENBqF2+0Gh8NBQ0MDYrEYbDYbLaJZDnJTk9myS3H+/Hk8++yzsNvtGyY4sJNDhKT3VyaTUa+ZnG/Shz02Noaf//zncLvdmJ2dRTgchsfjqfgzmDtgMjzmxRdfxH/9139hbm5uzQp6LBuHRCKBRqOBRqOh/a9vv/02JiYmtvrQtj1HjhzB5z//edp/LRKJcPjwYTpnYSnIOhQIBDA4OIhAIMDWgywBierNzMygv78f3d3dUCqVFYfMiSrhsWPHUCwWMTExgeHhYWSzWZqmYqY1uFwu7V7aTHuxIR53KpVCJBKBUqmkEqdEcWY5KT7myWDeyOW8wfHxcbzwwgsbXoS2Uw03mddLipuYO1ISarLZbHj55ZfhcDjo2Lq1fA4Zt5fNZvHhhx/ihRde2BJ9X5alIZs2kUgEtVqNxsZG7N+/HzKZDDdv3tzio9sZtLa24o//+I8XSG+WslwhZywWg8PhqHodz04jn8/D6/Vifn6eRnqJwV3J8ybRpra2NqTTaaRSKczOzi4Y21k6tyGbzdJw+rY13MViEXNzc7hy5QoaGxvhdDoRi8XQ398Pn8+HQCBQ9veIjjUZH0kKC4gG74ULF+D3+5FKpZDNZvHOO++sO99Xy8UHG43dbsd//dd/QS6X49KlSxAKhQvy0KVTjFZzjsjGi8fjIZ/PIxgM4uLFi7Barfjwww/ZXOkWIRKJIBaL0dzcTBXySE4P+ChEKJfLAWDBCF72mq0OPp9PJ7v19vaiq6sLBw4cgEqlqkjBK5/PU8/6xo0bGB8fx8DAQN1rkFdCLpfD6OgootEokskkuFwuNBoNOjo6KpJy5vF46OjogFwuh06nw+7du2k3FIkg5vN5uN1uOj51YmJiU1Xrqm64yRg7t9sNrVaL0dFRJJNJjI6O0orkchCZOpITJ0aZx+PB4/HgJz/5CUZHRxEMBpFIJNbdp82UY11uUWKGkHcS8/PzVBOcKMqR/zLz0mvZHPF4PIhEIvB4PCrd+fTTT+PKlStrUq9jqQ5isRgajQYHDx7EN77xDTQ1NS2QUQVAoyNWqxU//elPaYqEvWarQyAQoKOjA83NzXj00UfxwAMPLIokLkc2m4XL5YLP58Nzzz2HX//613RDzbI8uVwO169fx+DgIMLhMPL5PDo7O9HY2Agej7diFw2fz0d3dzd27dqFEydO0IgkU5o5k8ng6tWrGBoawtDQEObm5ja1DmRDQuXZbBaJRAJ8Ph9ut5tOyyE7lqUguxq/3w+LxUK9AavVSvuFice9VlYrNALsLI+cbERIOJxpuKslWkOKE7lcLmw2G3K5XNm2MZbNRS6Xw2QyoaGhAWKxmGrJc7lcpFIppNNp+Hw+zM/Pw+l0Ym5uDi6Xa0fmUzdjgSV5UQDLGgtyHIVCAaFQiIpVzc7OIhgMwm63r7h2VspOdELKQRyQQCCAubk5CAQCKlZDnMPlbEG5IkFin1wuF6LRKObn52GxWODz+aoq+FUJG2K4k8kkUqkUVdBiGoelHpZCoUA96eHhYWg0mgUiHVarFcFgcN0nh+QlSluW6glyPUhepprngIwH7ejogEAgwIULF+jwBdZr2zo4HA5aWlpw5swZ7Nq1i7YekaiKy+WC2+3G5cuX8fTTT1PdeKbxYakcIvMsFAorKsIk4dfR0VF897vfhdPphN/vRzKZpFPHWCqHrO+zs7MIBAJwuVzYt28fjEYjOjo6qGOx1Dho8ieTyVBBr0QigUgkgrfeeoum/UZHR5FKpZBMJre/4SZfgIRfgcq8VqJ6EwgEYLPZ6KJC5mev5+Yt15NdbwYbWPidS2UB1wvpOZVIJODz+cjlcvB4PNSbY9kayL1PnqdEIkGLnEi6iHR9kFnDJBxYj89INSgWi1SDPxgMwuPxQCwWQ6FQUMW7XC6HRCKBTCZD1b7I7G6Xy4VwOMw+N+sknU4jHA4jEAjA4XCgUChAIpEgmUzSiBMz2sgchkWuUyqVotcqEonAbrfD4XDA5/PRUPxmOyWcYoVP5maEWMgOSKvVUlEQsuvxeDxr3vmTEn8Oh7NAzWs1nmYtL2C1EP4SCAQ4duwY2traaAdBKpVCKBRCJpPZ0KlftXptauG6AIBQKKR9wzqdDkKhkHocxLMgmysSmq3GYlSr1wUA/e4bBYfDoRvZY8eOYd++fThy5AgeeughZLNZ3LhxAz6fD2+99RbGx8fpWhQKhTA9PU0Ne7UNArknazX6Ve1nhlR/K5VKdHR0QKFQoL29HSqVClqtFmq1GtFoFF6vF6lUCj6fj26kmN0wxKjncjkaCSGzN6rZBlbp+2zoPO7VQm4mr9cLr9db1fcmIXJmoUEtLyzbDTIbuq2tDfl8nnYTuFwutqBmiyG1IrFYjA4jIfUN9ZgqAjZ+U0HEhpLJJDXEKpUKqVQKqVQKDocDDocDV69eRX9//6YcE/mMWtlQbgYkNx0KhTAyMgKRSIRgMAilUonGxkbo9Xq6WSXCUCQ0TtIX5YaWbDU1Zbg3AuLFZ7NZWpRVr4vVRsDj8SCXyyGTyaDX69HQ0ACbzYZoNIpEIlGzO/t6gixCwEdFWbU+/WinQAqkcrkcLly4gHg8jmw2i+npaUQiEVitVvYabALMVFEwGEQymUQ0GqVpIRIZjMVi1NtmRmZrjR1tuJl5bbJrYo12dSGGW6FQQKPRQKvV0mEyqVSKPdc1APEaWLaGcDiMaDQKj8eDwcFB5PN5OlGPZXPJ5/OIRCJUo4AU6pK1arvYh5o13JW2axClGyIMT4YjkGpOIh7BehjVgUQwFAoFDAYDHVwvFosRDAYxMTEBl8tF2/bWcr6JeEupZ1j6XrUe8qvX6Vq1fl2AzRdfYg6/2ErjUOvXhvS5V+sckTRRaf82sxCNCExtp+e0Jg03Uwt2pZPJ5/NpFbNCoYBQKITBYIBGo4HL5cL4+DhtfdouF6VWIZskPp8Pk8mEo0ePUrGcfD4Ph8OB8fFxOBwOmktdyzkXCASQSCR0WAB5uEjIiik7WMuQAQekYrgeYAob1TKbabjJZ7Dr0MoQBUfmM7OW80WuL5/Ph0AgoKJQHA6HTrsjRWhrFZqqJqtdyyo23JulCLOWBZmpcU52V8tNFlvLMbEshMvl0mplZjqC+TCs9YEr96f0NeX+XmvU8zStWr4uwEfXZrOvUS3cD7V8bap5bKXrBPPf5dpit5rVfPeK28FYWFhYWFhYtp7aj2mxsLCwsLCwUFjDzcLCwsLCso1gDTcLCwsLC8s2gjXcLCwsLCws2wjWcLOwsLCwsGwjWMPNwsLCwsKyjWANNwsLCwsLyzaCNdwsLCwsLCzbCNZws7CwsLCwbCP+PxeU/nHPpagkAAAAAElFTkSuQmCC\n" + }, + "metadata": {} + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": "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\n" + }, + "metadata": {} + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": "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\n" + }, + "metadata": {} + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": "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\n" + }, + "metadata": {} + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": "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\n" + }, + "metadata": {} + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAe4AAAGFCAYAAAA7JBDPAAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjAsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvlHJYcgAAAAlwSFlzAAAPYQAAD2EBqD+naQAA/9RJREFUeJzs/eeP5Nl1Ho4/lcOncg6du6cnz2yazcslueQyiKRIQIJg2LJsyX4nGPAbA4ZfG5D/AgP2CwkWJEr6EgRFijRN7mq5XHK1M5s4OXYOlXPOvxfzO2du1VT3VPd0qO66D9Dome6q6qrP/dx70nOeo+p0Oh1ISEhISEhIHAmoD/sNSEhISEhISAwOabglJCQkJCSOEKThlpCQkJCQOEKQhltCQkJCQuIIQRpuCQkJCQmJIwRpuCUkJCQkJI4QpOGWkJCQkJA4QpCGW0JCQkJC4ghBO+gDVSrVfr6PoYVKpYJKpUKr1Trst7IlNBoNOp0ORlVLZ1g/t16vR6fTQbvdRrvd3vJxvXtLpVJBq9XCYrFAq9V23YPNZhONRgOVSgXtdnvoPrtGo4FOp4NKpUK5XD7st7MlDuo8E/+O+G9x3Wi9dTod3y8AoFY/jKvo/mm1Wrs6h/p91u3ux8OEWq1+4j1N+0Gn00Gr1UKr1cJgMKDdbqNSqfB1omtFr0fPo+tBP99qH9HjtnpeL3rP4N3szUGfIyPuATBsh2Mvhv39jSoGXRfa8L2Pp0Nc/P1RWeuj8j73G4Nch36PEdd6L9d92O+h3Ro7cZ+Ir/Okz7tXv+s12Pt9jVWDSp6OasRNGOabXa7NcK6NRqMBsPONLEYUoqdPhxNFX8P4ucXopNlsHvbb2RKHtWdUKtVj0TYA6HQ6GAwGtFotNBqNvoZnrw34MGIn66JWq6FWq6FSqTg7QfuCMgq9n7Pf6w8S4Yvft4u4nxaDvsbAqXIJCYmdYbcHLT2vVqttmV4dVgx7RHfY6Bep9abTBymvSGBX1+hp7s1hurel4ZaQGFJQFAE8OuCH5eCQ2BtQdoJq3M1msytrIdf7cEDXX6PRQKPRdDlXrVZr29T8QUAabgmJIQUZ7q1qoBJHH5Tq1Wg00Ov1UKlUqNVqcn0PGbQuVMKgdHyn00G9XmfjTan5g+agSMMtIbFPeJpNrFarodPpoFaru+p2dDgQY1Y8+KmmTo9rNpsy3TqkIENgNpthMBig0+mg1+sBPFxTuW57B7rWOp0OAFCv1594fek5er0eiqIwc73T6aBSqaDZbKJWq6FerwN4RJCjPbffHR/ScEtIDBl628HIwxe/6FDQ6/XQaDSwWCwwmUx8eDQaDeRyOWm8hxC0vlqtFoFAAE6nk1v9yuUySqVSFwlRYvdQq9XQarXQ6/Ww2WwAgFQqhVqt9sTnaTQa2Gw2+P1+mM1muN1uAEA2m0W1WkUmk0E+n2cj32q1UCqV2Kg3Go19+1xHwnBTRKFWq2EymaDT6aDRaKDVaru8HPKEdtvvKCExLBAPd9HwttttjrKBRweMXq+H2WxGs9nkKIAeJ2ulwwXxHDMajdDr9VzbNhgMsFqtaDQaKJfLXeeZXMOdg/YHffWSAbdCL5Nf7AUnNjt9UTqd9maz2eSs2H6lz4fecKtUKuj1eni9XiiKgpdeegnT09NwuVzwer2oVCqIx+PI5/O4fPkyotEo4vE40un0ULEARxW9rRQy+hsMZLip7qnVatmDFx1TSrP6fD74/X6USiVkMhlUKhXk8/mhbskaVZjNZpw7dw6KoqBWq6HZbLIR93g8OHfuHFqtFlZWVpDP5zmya7Va7JRJbA8ysEajERaLhdsTqTb9JNDjMpkM6vU69Ho9kslkF++ExF7cbjdOnDgBrVbLhvvq1atYX19HvV7flzU7Eoab0oYOhwOzs7M4d+4cAoEAwuEwSqUS1tbWkE6nsba2xp5qsVjs8pZ6hSwk9gYiA1bsOe79HUHssezFQdSGjhLEurVYvwYeRdNk3E0mE6cCi8UiGo2GZCcPGShzaDKZ4PP5YLPZOOggxTmLxYLx8XG0222Uy2VotVoufTQajcf2x1b9yqOOftEw1bYHuVbtdpuJgu12mxn/tE5qtZrXw2AwwOPxwGAwwGAwoNlsYnl5GYlEgv/uXmOoDTddJJfLhddffx3BYBCXLl3CzMwMLBYLrFYrLBYLzGYzKpUK7HY7crkcCoUCSqUSgIc3dKFQwI0bN5DNZnHr1i1EIhF5o+8SojiIyWSCxWLBiRMnYLVaMTY2BqfTCYPBAJPJ1CWMQOjXPkE1oStXrmB5eRnJZBLxePzAP9uwQMwy0f2t0+lQr9dRq9U4ywQALpcLRqMRTqeTD/lsNotKpdLFfpU4fJw6dQpvvfUW3G43Tp8+DZ1Oh9/+9rdYXFzkGrfH48Err7wCs9mMF198EbVaDeVyGZVKBYlEAouLi2zEG40GVlZWkE6nUa1WWQaXUrWjBjpvNBoNPB4P7x2r1YpiscgR8E4UDSndTVkucr7IGe50OjCZTDh16hTsdjt8Ph8AQFEUzM/P4+bNm/j888/3fD2G2nCTx2S32/Hss89iZmYGZ8+eRSgU6orkXC4XgIcboxedTgexWAw//vGPsbq6ing8jkgkIqOQXYI2B9XivF4vXnjhBQQCATz//POYmJiA1WqFzWbjTSSi95q3221Uq1UUi0VWCut0OkgkEiO5PnRPa7VaOJ1OOJ1ONuBkuHO5HLem+P1+mEwm5oC0223k83lUq1VJTBsyzMzM4I/+6I/gdrsRDofRbrcRi8WQyWSYlOZwOPDMM8/A7XZDr9fzOnc6HSwuLuLy5ctspCuVCmvZU1lklOvhdDZptVq43W54PB6YzWaYzWYkk0msra3t2KmhLCAFF2Lpj843o9GImZkZeDwezM7OMjdlfHwclUoFV69e3XPO1VAb7na7jUajgWw2i48//hirq6uIRCLw+/0IhUIYHx/nyE+UvyMQEcFkMmFubg4WiwU3btxAKpVCoVBAPp8/xE93NEFCER6PB3Nzc/D5fJifn4fX64XH44GiKDAYDF2iBaJUYL+BGlTfO336NFQqFdrtNu7evTuSh48I8SAiAhMdzPV6Hc1mE4lEgsmaGo0G2Wx2R8ZalIwUU+/kUInli1Ffj93CZDLBaDRCo9EwozmXy6Fer+PevXtYWlridHg2m2WHq1eMxWw2Y2xsrCsKX1xcRDab5TTwqBpt4BGRrN1uo1QqQafToVgsQqPRoFAoMJ/gaZxZUQiJ/pZOp+PsL9W5ga2Hl+wFhtpw0yEViUTwD//wD9Dr9ZiYmIDb7caXv/xlfOtb34LVakUgEHhM11mE1WrFK6+8gkKhgIWFBZTLZaysrKBQKIzsTb4bEOvVZDJhamoKX/7ylxEIBPDKK6/A6XTCbDZzlNCbIt8K1Cup1WrxxS9+ES+//DIqlQp++ctfjnS0KPZm0zWv1WpstMvlMqrVKuLxOFqtFrRaLTQaDafH6YB5kr4yHTRk/BVFgcPhYKeA2lp6NaAlBoNKpYLD4YDH44FOp8PKygpUKhVyuRyKxSI++OAD3L59m/u4/X4/X3My3BTB2e12nD17ltvGyuUyNjY2UK1W+UwbdcNNn58ImlRaolrzXuqJ016gspbT6YTRaHxMR2EkWeXAQwNerVbRaDSQyWTQbrexurqK27dvQ1EUxGIxvvE1Gg0CgQD33AGPjIPRaITdbofH40EymRwoXT7qAzwIZAREwoeiKNzWInqa4gaim1tsX+rNjNBzisUistks8xNGEaLB1uv1fE8DYKNdr9fRaDQ4dU6sZGp30el0vB9UKhUsFgsMBgO/vjjAhF6fDD+R3BqNBjweD2q1GtLpNEqlUhfpU+LJoP3i9/tx4sQJ2Gw2xGIxtFotZDIZlEoljrzpgM9ms7hz5w4SiQSvFe0z2nvNZpMNfy6X49KIJHY+RKfTYXIm7ZX9uDa0z4xGIwwGAwctYvlvv7oAjoThBh6lHWKxGJOX3nvvvceiBZPJhP/4H/8j/vAP/7Ar4iDPdXZ2Fo1GA6VSCTdv3uTX3grScD+EWNs2m82wWCyw2WywWCwAwKk+cUACXWcyJmQYjEZjV/2bbvT33nsPn3/+OT799NORjezoGlksFng8HrjdbiadlctlZDIZZDIZZLNZ1Go1Zr2SsVcUBV6vF0ajES6XC4qi4MUXX8T09HRXTc7lcrEalFjWoMdQ2rZUKuG3v/0tFhYWcOfOHa7XSQPxZND1/cY3voF//a//NX7zm9/gL//yL5HP55HNZtFoNFAsFrkE0mg08Pnnn+O//bf/xo6UWq3G5OQkQqEQQqEQzpw5g3q9jpWVFWSzWfz617/GvXv3UK1W5brgUbq8UqmgWq12qQxuh60yU/2yuPQzh8MBh8MBv98Ph8MBq9XKeycSieDOnTuIx+OjG3ETSCcWQBezFnh44CiKArPZjM3NTRQKBa5/0/Pq9Tr39hGlXxrtnUHU7KXDplqtQqt9eCtRbY6EQHK5HLdMiAIIRKoh4ZxisYjNzU0sLS1xD/4oghxRymLQNSMWMdW2iYVMrHG6V0UVNbfbDZvNhunpaczPz7NxN5lM8Hq9nDkRCYR08FF2q1Ao4N69e4jH411R+6iuz6CgrIZer4fL5UI4HIbJZEIikUA2m32sx572U6FQQKFQ6CI/Ubq31WrB5/Oh0WggGo0im80imUwik8nwa0g8BDHAB70mvY99UoaQOAc2m427PugMBIByucyZkP3AkTLc24GitmaziZ///OdIJBJ45pln8K1vfQu1Wg2ffvopkskkPv30U6ysrGBxcRHA9sZZboRHoAO9XC6j3W7j/v37+OUvfwmHw4Hl5WXYbDYEAgHYbDZkMhmkUikUi0VsbGyg1Wpx/Xt8fByBQAAOhwPhcBjJZBI/+9nPsLGxgc8++wyrq6sjzT0wGo3wer2wWq3I5/Nc62y329yfTS0o5EA1m01Oq4dCITz//POwWCzw+XxQFAUzMzMIhUKcDRFT8Fvd/5VKBffv30cikcCnn36Ka9euIR6Py3GTA0Kn02FqagoulwsbGxv4wQ9+gI8//hjpdBrlcvmJUaCoPRGNRrmMRCXDpaUlFItFJJPJkd0r22GQoEvMxtIX3duU7ejXIUNOwenTpzEzM4P5+Xk22uSAxeNxLC4uIpVKyYj7SaBD7tatW6xy87WvfQ3lchkPHjzAxsYG7ty5w4ItwJMXeFCJvFFAp9NhglQ8HodKpYLNZkOr1YLdbke1WoXH40E0GsX6+jqy2Sz3qFKdtVgsolKpIBAIwGq1IhqN4v3338fi4iIikchIM/0pSrNYLDAajahUKmg0Gl1kJTpYdDodOp0O1zaJ7W+32zE5OQmLxQKv1wuz2QyPxwO73c6ZEDEN2y8qoYg7FoshEolgdXUVy8vL/LckngytVguPxwOfz4dsNovPPvsMCwsLKJVKA2tYk7Ocz+dRLBbRarWg0+m4f5tawiT6YztiZj+hKPHnlJ0ym81wOp2sKQKA1y8cDmN2dhZ+v7+LjEstmYlEYt/4OsfKcAPgqDCVSmF1dRVXr15FLpfDv/zLv2BzcxObm5vIZrPs9cqDaHCIE3BKpRISiQQKhQIajQZMJhPW1tZgtVpRKpVQLBZRq9VQLBahVqvhdDphMplQLpexubmJWCyG27dvI5FIYHV1Fel0+onC/8cRYt82HRZUz15fXwfwqJfUaDTCZDLBbDZjfHyca52FQgHAw0ggl8thaWkJWq0W165dg1qtxo0bN+ByuZh9bDAY4HQ6YbVa8cILL7B0MK1XMplELBbDu+++i2g0itXVVY70JLZHKBTCG2+8AafTidnZWVgsFnz66ae4evUqK2ntFKKqmt/vR6VSwcbGhoy0twFJAROBczuQxjhBrVbD4/HAarXizJkzePbZZ3lvtlot5idMTU0hFArB4XBwtE6teqVSCaVSSZLTdoJCoYBKpYKFhQVcvnwZqVQK7733HiKRiGRe7hKUeaAWPTLeKpUKq6urPDiBWruIjGY0GnmQgtlsRrFYRD6fRzKZxNLSEkqlEjY3N/etFjTMEPunKX0tTgNLp9NoNBrM2KcIWlEUuN1u1Ot1Vs0CwIfK/fv3UavVsLi4iFqtxiS1QqGAXC4Hs9mMcDiMYDAIl8sFs9mMdDqNXC6Hzc1N3Lp1C+vr6/jxj3+MWCwm98wOMDExgf/wH/4DQqEQbDYbVCoVrl27hsuXL+/6OhLJzW63IxwOo1AodNVTJbpB2h0mk4kDiF70E4Ki52o0Gvh8PoRCIXzhC1/Ad7/7XS4rNRoNrK6uolgsQlEUJnrSdLBKpcKBSz6f37fA8FiuvphiWlhYQC6XY3LHbl9vVLFVP3Y/DXKqAymKApvNxgQps9mM6elp2Gw2TvtRvY5S78cRT+qhFiFmM8QxnsTIJz3k6elpGI1GWK1Wjp7J2yeeRz6fR71e5+tLzGUS7eh0Okin0zAYDNxWROtAZENqMzuua7PXELsubDYbDAYDFhYWkM1mnypgIKeOOCKALN89CSKxb7vzS1yPXmEV2gudTqdrshg9t5+4FPFNDkKx8Ngabur1zmQy3PcosTMQw1m8yfvdvPRYRVGgKArGx8cxPT0Nr9eLc+fOcYrPaDTi/v37WFlZQbFY5JTScS1XDGK46XckxSj2vhMJxuFwsOzvF7/4RSalpdNpfPrpp9jY2Og6MMgIk8EmqUZ67VqthlKphEqlgtXVVbjdbn4fZPippioxGEhxzmq1wu/3Q6PR4G/+5m/w8ccfY3Nzc9dGW6VSsbSwxWLhdRZ/L9ENUQGwV3KZft8PtEatVotZ4RStU3sr9YVTmVV0yMhxFoPE/erAOFaGW2TJUgsYtSMdV+OwnzAYDPB6vVCr1RyBUVuSCEovWa1WOBwOeL1eBAIBeL1e+P1+KIoCl8vFBxu1T4yKrvKTNi8ZbDKs4jADjUYDp9MJn88Hn88Hj8fDEXar1WLRB+BRKx4ZbnFAggg6dEiZS5wtbDKZYLVaUSgUuoYpSGwPm83G9ztNiEqn04hEIigWizt+PUr36nQ6doi1Wm1X777E46A9Q2pzg0bc/V6nn6gUOU5iK6YoCSzamv3cO8fCcFNaxGazsT4ttS1RJCNv9MFBh/mJEyfwZ3/2ZzCZTLh16xbS6TRWVlYQiUTYQAAPow2j0Yg33ngD8/PzmJiYwNzcHEwmE0+tIhUvIkI9ePCAe+uPq2EY1GAT6B4ljoDNZoPVasU3v/lNPP/88wgGgxgbG+PH2u12llmk/m5KtT/pnqdsyvj4OE6ePMm19nA4jPn5edy9exdXrlxBoVDg1L3E4yCH5+2338af/dmfsfRlLBZDsVhEJpPZ1bUzGo24ePEivF4vixYVCgU8ePAAxWKRVbnEHn4x1TuK0Gq1sFqt0Ov1sNlsUBSFeTj9erT77U+K1n0+H6anp+F2u3nGNmWpstksCoUC7y+r1dpV6iLVNlK52w/bc+QNt1jPIOk5IutIg7070KHucrnw7LPPcoouEomgXC7zYU4bQKfTwWw2IxQKYXZ2FhMTE5ienmYBCjEiJNU1GmQh1+cheksRarWaBR6mp6dx9uxZ7ikFwMI1BoOBxWzEyH07UIqVDjqn08k/s1gscDqdqFQq3Csu07Fbg5ys6elpfOELX+CWIQCcWt0NiCAVDofZOahUKsjlctxS1q9uvhNexXED8QGIUb7biJvEVex2O4xGIz+WjDJlPShlLmYN6UyjjNl+ObwHbrhNJhO0Wm3XTb2bw1skgzgcDhgMBgQCARiNRq5pj+LNuxc4ceIEzp8/jzNnziAYDMJoNGJ2dhZ2u51vWKqT0mYxmUwIBoPw+/2w2+1dw0ZEFSKS8rTb7cw8FxWkRh1GoxFutxsulwsvv/wyfD4fX3vKWogGmtJ3RK4ZxIAbDAa43W7mHYi1UpFgQ2UR6Vz1h9FoxPe+9z08++yzuHTp0sCDdbaDOMr44sWLOH36NCKRCJLJJLRabRehU55v3RBFuEi/v1fMiSJhtVrN2gji72imhc/nw8TEBDPGRQIoZRB71Q3FPUeEUhpustc4UMOtUj2cLkXiEk/TRy0abrfbDZPJhEAgAJPJhGg0usfvfLQwMTGBL33pS5iYmIDP5+PZslarFalUCrlcDtVqlcUFaHqVx+PhAfbk7fYKHZCggdVq5Zte1lEfQa/Xw+FwIBgM4tKlSwiHwxgfH4eiKI+x+KnOTYc4kdboem7l7ev1etZBJ2dAfN3eWp5cm/4wGAx4++238Yd/+IdsDJ4WNBDJYrHg1KlTeO6553Dt2jWUy2WWP6Uadz/hnFEGES8bjQYL0/TTHqBzp3d/UBaKbAq19PWO6aS+ejGq73WUybjvl/bBwIa7t2+Q3ijpgatUqq7WHtHzJy9Sr9fj1KlTCAQCWF5exv3797n9ZKc3ndvtRiAQgN1ux9TUFDfbi+xcicGh0WgwOzsLr9eLZ599FidOnOBRhEQ8U6vVmJqaAgDU63XeHHSz03ALShf2O1jE9Dh5rce5h/tJTgkZTZouNDY2hhdffBGBQADj4+PweDy8v+ix5MVT7ZkEJIhrYLVaeSyneHBQTTwUCuHll19GKBSC2+3uMtzFYhGrq6vY3NxErVaTe2kLUIq8lwQlljz6XTfxkKdAhtaNOCEnT56E3+9nZ9nlcsHv9/MUxO2kasX3MEoQJUvFNegNDKkERbr7RNAEHu7BYDAIp9PJ5FoaHEJrRGqRNGyJ1k+scbdaLQ4qD12rnA5jMW3QarWgKAqCwSBUKhWLQYhSijQr2G63w2q14mtf+xqeeeYZ/OIXv0AsFkO5XOYDYlCoVCpMTk7i1VdfhdvtxsmTJ9FsNvHRRx9hc3NTEml2Ab1ejzfffBMvvfRSl1oQ3ZQ+nw+tVgs2m42vN5GgqJ7jdruhKEpXna+355T6I4GHqUaK3Ed1zShzpCgKrFYrzp8/j3/1r/4VXC4XQqEQO0LiNRTnMZPxJo4HpdZLpRKr2tHfCQaDuHDhAs6ePYs/+ZM/gcvlgslk6no/qVQKn3/+ORYXF1Eul0fSCDwJ4phgcrhEbGe0Ka1KdVCLxQKz2cyCH/Pz8/jDP/xDuN1u+Hw+GAwGTExMQKvVIpVKsTF4UkvTKIH2EPCo7CoyvUVotVq4XC5YLBZ0Oh0m2JJBPnPmDPx+P06dOoWZmRkoisLra7VaYTQaeVofRe46na5Lg4FEk0gpcj8wsOHud6OQl0ON7vQBxAtJXqXH4+GWCY/Hg1AohMnJSRbioANo0Buv0WigXC5Dr9cjkUhw+0UulxtJ6cynhVqt5hStw+HoIpXR7wHwoHjRANPvqW+SHLd+RBm6N6jNpVar7UmKcRjxJFIXXSORJ0DkPWqZE6Mruu71eh3FYhGlUomnfVH2IhgMYnp6GplMBrdu3WIeAvCwZSkUCsHv93NbnjjpjSRTKeLeL7nGow6qk9Ie6S019J5h9Bi73Y5gMMhjH+v1Oqdc7XY7QqEQAoEAnE4nd8iQQ2az2eDz+TA3N8fqd9VqFYVCgVPnve1/R9mI9/I1Bnm8+L03vU12ijhRDocDhUIB2WyWn0e/I6VBkfhJZxZNlKSWTXrd3vdBNe79Urjb0atuRXqhD0apAyIlUdrOarXi9OnTcLlcuHjxIk6cOAG1Wo1QKIR79+7h//v//j9kMhnkcrmBawKRSARXrlxhL7bZbCKZTKJSqeybl3OcodFoMDc3hxdffJFTsyJojam3tDcNRYcZGZp+4hCdTofT6i6XC9PT01AUBalU6lg6W72HR+/vqKam0WjYaSKOAK0BOcIUHVSrVWQyGTx48ADJZBJWqxVTU1OYnp7G2NgYJicn8dxzz2FpaQnXrl1jrXi1Wo2TJ0/im9/8JrcY9abIi8Uirl27hn/4h3/gmd8Sj0Or1cLhcMDpdHLKVYSYCqdzUK/X45VXXsG/+3f/DolEAv/rf/0vbGxswGKxQFEUnD59Gl/72td4MAlFdqSbbbfb4XK5cPLkSeRyOdy4cQPpdBqfffYZ1tbW+NyjgEY05EfJgJMRFPfOk7Jx4nlD5w9dOyop6XQ6WK1WFjIKBoMA0GW4XS4Xzpw5g/HxcdafoFIIZR/b7TasViu/LyKrEahkRd0ZNKJ1r9dgR4a7t4bQ+zvyTqgJ3mg0cgThdDqZlEQTiyYnJ1EqleByuViZhgbCP8lrpAOMnkdqN5IFuzNQpGw2m1lAZbuWEvI8+x0I/aLtfs+ne8PpdKJarfZVNzoO2GrDigcNGVWdTscHPB1atAfIeFMrXjabRSqVQjab5TS72+1GMBhEKBTC2NgYt3NRmp1GFPp8Ptjt9sfEisrlMtLpNBKJBCKRCAqFwsiWLwYB3cf9nFPg4RqT9K/ZbIbRaEQoFMLJkydhs9ngcDiQyWRgMplYh9zn83G2S6ybUzaF6qbUEmaz2RCNRnl4jKjLLQrxHCWteTFyJnszyHPoelHwQNeQSrck/mSz2eB2u9lBJnImBSU2m43bwMiOie2TxNnqrWeL56GYQRPLhnuJgQ13P8q7+EbJ06CLRv10vXR5uokURUEgEIBOp8O///f/HrlcDjdv3kQqlcLS0hLLOFIdVTxEVCoVG3jxNanZ/ajcpIcB0bCqVCq43W584Qtf4B7sfqk/oFuEv5eI05um6me06bGUrpqYmMBbb72FxcVFXLt27VhGd7TRe50c2iPkwFDZwGQyodPpIJPJoFqtolgsQqVSoVKpoF6v4/bt27h69SqLQFC5wmKxsOF2u90wGo28v0j2tN1uw+l0wuFwQFGUx8YQvv/++/jFL36BxcVFVCoV6fxug1arhXw+z4RYEbQ/nE4n/uRP/gRvvfUWbDYbLBYLO1U6nQ5vvPEGZmdn+bwaHx/ntel1CETylDjMp1ar4ezZsygUCqhWq6hWq0gmk7h+/ToymQyuXr2KZDLJPKKjAIpexZT3kxxIu92O8fFxmM1m7iwiidh4PI5IJAJFUTA2NsbZX5vNhuXlZSQSCa5Tk8BRIBCA2Wx+LIDpdSparRaX+qhFlkq+NFeA5mXs9STKHdW4t/KAxOgBQFcTvNjuIxIG9Ho9ezY2m40n3pDIRyqV6mLN9h5+1GcqjfTOIKaTKAq7cOECpqenWU6zF6KjJhp2MbJ+0vPE5xNB5PTp0wDQN914HEAOa7PZZK8ceBQhEFNVdHIp+hX7P2kM7a1bt/DrX/+a9wQdNhaLBRaLBXa7ndN7pB7lcDhYrtZsNvOh32u479+/j3fffZdHEcp9tTWoX7hcLvfVIFCpHrY9vvzyy6hWq5xppOxKo9HA3NwcbDYbK6ARUZCMcz9nmPYORYadTgfz8/PodDo8vnJjYwNarRbRaBRra2v8+kfFcIvZt0HvQaPRCL/fD5vNhrm5OVitVoyPj8PpdGJ1dRU2mw02mw0zMzMwm80sS+vxeOD1erl85/f7mV8g7hGRYCuec2I7pkql4swvBaZE1hUJiXuFHVfOxQiC6m7ZbLZrekq5XOYUHUVYpVIJVqsVOp0O6XSaWZn0GJ1Oh3A4DEVRUC6XoVarecxgo9FAqVTi1MRWtXaJ/hBvulAoxOMh7XY7/H4/zpw5g0AgAIvFws+h69tLGOxliff+fyvQa4ipcuo0OK6pcr1e38UgpmtKqVFK39H/iRAjZkVoDYipSqQlmm8+PT0Nu92OsbExNto0GaxSqXRFz5RKFGty9J6I6CSN9pPR6XSeKE5DYkM01lY0xtVqFcvLy1hfX2dNBHK0PB5PF1dop2g2mygUCsjn85ypOUolD6PRCOCRnv52752uZzgcxltvvQW73c4iXE6nk5UHKbNLe4cyTl6vF5OTk2y4aQY38Qvob4hE606nw4FPr5NFapBWqxWNRgNOpxMbGxuw2+2cQdurjPCOyWm9ouq1Wg2pVKor+qIPJrLvHjx4AKPRiFarhc3NTXi9XgSDwS4PaGpqiqU0rVYr1tfXmWxBbFqKHuThMhh6iRvj4+M4e/Ys3G43JicnmTDocDhgNpsBdBttutZP6h0dBGLETgp6Dofj2Bpug8HQ5WnTv+lgoe8Gg4GjMpIZFQ8EuvfpetntdszPz8Nut+PMmTNwOp28H3Q6HWq1GpOVSqUSZ75Ewy2mAcVxoDJF/mSQ4d5u2IdarWZ52t7nVioVLCws4P79+0in0yiXy7wniGhIgc+ge44eS6qRlKWhkuJRgdls5gyCOAmtH+gzT05O4tvf/jafYVSepewGKaRVq9WuKNnv96NSqTAD3G63MydBZJP3Zhbp5xSU0s/b7TZMJhNarRbMZjPK5TIWFhbgcDhQLBZ5pO6BGm7RWPd+iU3slPsXowWR1La5uQmVSsVC7W63G3a7nVOFdMO73W4Ui0WYzeYuko6MtAcH1VJFBrPD4YDP5+N6J6XwRA6COP2GBASIHENfolNGhwxtGNFT3iqtTs7AcdbCdrvdAMA1ZtrwNpsNk5OT3HVBSllE2qReeEqdW61WqFQq+Hw+FuUIBAJMtlEUpWt2NkVZer2ea90UefSbUSwzWDvHVtdqK7Ia8Ci1ShnEUqnErbDFYhHpdBoul4uN1lYRd2/JsN1uI5lMIhqNYmFhAaurq4jH4xzwHCVnjLJUIkF5K5jNZs4cEgGwV2pZNMBiQNJut+HxeLgfW+SZiI6uGPiIoDOsHxeBOqw0Gg2mpqZw6dIlJBIJ3LlzB+VyGblc7qlbLQc23OT59LIUqUAPPN6v28u0U6lUuHz5Mqf63G43Tp06hVAoxE3xWq2W034qlQpra2vQaDSIRCJH7iY8bOh0OrjdbnaItFotZmdncf78eVgsFrhcLhgMBq7P0FQbitToQAHQ5clqNBrU63WUSiVOCep0OlgsFhgMBk7VUpRPbNjeVjGKAI+r4T579ixHUsQaN5vNXN8nYprovJDWAV1nALBYLJx6C4fDPNBFTLkTAYmMQq1W497gt956C6dOncL09HTf+nbvXGGJvQcFOLRvkskk4vE4ZxDj8Tju37/P+tpEXtwuG0UZz1qthmvXruH999/H6uoqfvWrXzFh7ahpmttsti4xk62gVqsRDAYxPj6O6elpjrb7ySxTKbaXS0OZK3o9Yp+LqfF+37cDXWsimn71q1/FM888g3v37uEf/uEfEI1Gcf36daTT6R1clccxsOHurXOK/+5nTHs9ePo31d0o1UCtDQaDgan1+XwexWIR1WqV0xzyYNkavezH3t+JNxy1iZAxeZLGssgqF1WJqGZDG4VeS6PRoFQqIZ/Ps8EWeyF7X/s4rymlvaluRq2RLpcLHo+HW07EjJRIHqPrRTU3m82GRqMBk8nErSzU9kKDe4BHTjZF4h6Ph0VXxPuBIkBZeto5duJs9p6D1NstdhJQ9ouMzyCv2W632clOpVKIRCKIx+MoFApMcDxqoF7p3nKRCJFY6/f74XA4us6XQaNjkZfVLzMoPrbfv/tBjLo7nQ4sFgtUKhWSySRnBbZa353cUwMbbjFd/TSgC0gpo1wuhzt37kCv12N1dRWFQoFVobLZLDY2NlgXWxrvnaHZbHKvL/Dwxvj4448Ri8Vw/vx5+P1+JoqJvaJ0czWbTZ5wQ6CoLp1OY3V1lTsEdDod18ypbYkmhlmtVly8eLGLtU4OxHZ1wqMOYpR6vV5mttIB7XQ6u+rNlBokIy1GW1R+oFo4qaWJvcRkvElyUa/X48KFC2g0Gjhz5gymp6eZDEpot9vI5XJ80EsMDpG0NMhjyWDTuNw333wTp0+fhtvthsViQTgcxuTkZBeZaivVLUr31mo13Lx5E8vLy7h8+TKuXLnCAc9R3VNmsxntdpvJyP2iblKte+655/CNb3wDExMTW2buRKMtEmTpd72P3WvQHiVDvlfrsqMa9yAY1LD2kilUKhXu3bvHfYfEiqWB5dJobw3xphRB03LEGzIWi6HRaCAQCPBhQqpA5OWKfcb0OmKZgoge+XyesyQ6nY7FI2KxGBYWFpilTnU8oDuCp2zKcV1XMsAmkwmKosBisTD5hZwdkUQjlhZEw0CbXhzo00sWpLUDHinUeb1edDoduFwu2Gy2xw4mithETXOJnWGn5DFyjImrEA6H4XA4EAqFMDExwWndfq/bWy8ntUiSqI3FYkeORd4LYmZvNU+bzhpq35qbm2Nndit+wXb16N5/7wW2Os+eJIazk3Nwx6nyfi++kz9IB8z09DReeOEFOJ1OzM7OolKp4MqVK0gmk3zQb9WrvZWhGlWI3lxvWq53E+fzeY7ExQEVIvmMDhiK4sTXNhgMsFgsqFar0Gq1KJVKWFhYQK1Ww9LSEmw2G+7fv49bt26xPr1Wq+3S9gWAUqmEjY0NRKPRY2s0qCREJQXg4b1br9d5OAVddxJvEGUW+0V1vWQZ+k7pdTLuzWYTXq8XALpmCosoFov4yU9+whkSicFAJSAqdezkeSrVQ83y5557DrVajXkh4ijcJ6FeryMWiyGbzeLKlSu4cuUKIpEIj0o+ymfj1NQUOp0OnE4nKpUKlpaWmGej1WphtVrxxS9+EePj43j55Ze5/WvQFHbvv/cbqVQKy8vLuHPnDhYWFhCPx3mq4tNgx+1gTws6jMbGxvDKK6/AbDbD4XAgnU6jXq8jnU5vGYn11h+O8g26l6Dr0o9X0Gu4KZVGBpwMt9giJBqM3klf1NKXyWR4PvC9e/eQyWRgs9lgMpkQiUSwsbGBSqWC2dlZWCwWZlUTKpUKYrEYksnkti0fRxkkt0jDQOi60lQ9El5Rq9WoVCpM8lQUhaPmfsSYfj+jCIUEjQY5nMrlMt577z38+te/lqnyHUClUnWt3U6ep1KpWJt8t2g0Gkxuu3HjBi5fvtzVVXCUEQ6H2XDXajUUi0UsLS1BpVJxqejNN9/ExYsXMTk5yWNpt0uTi//v95j9QqfTQTabxeLiIpaWlrC2toZ0Or0nYji7IqftFmr1w8EiDocDc3NzmJqa4g1A6ZHeA6q3LkERitjjN+oGnGphg7T1iK0W4vxywnYpOtGg22w2TE1NQVEUxONx5HI5JlaRHKPP50M4HEYgEGD2Oq1bLBbD559/jpWVlT3xQIcRiUSCo2ma/KUoChRFQTab7Yq4C4UC609TFOH1elmBkNTQKMoTNZYJgx5M5XIZsViMBUBI01piMIhkTFERj37X+9i9AqXH8/k8bt26hfX1dSSTySMfZYugzB6dUSI3gHTEbTYbt1E+CQcZXfeWMtrtNuLxOG7evMnn3F6VBvdn5thWf0yrxenTp3Hy5Em8+uqreP755wGAp7dQymOr3jjyukgjWGyoH2WICl2i2Ec/0MYgwl+1Wn2s/rMdKJ1ObM58Pg+r1drFMHc6nWg2m5icnMTZs2dZ0B8Ar9uDBw/wj//4j0ilUsjlcntzIYYMS0tLAB4NX6HDnkSHRHJaMplEJpPheqfNZsPp06e5Lm40GuFwOOB2ux/rVd3p4ZTNZvHxxx9jbW0N0WhUzt3eIcRU+W7UzXYLmsMejUbxy1/+EgsLC1hZWTlWGSuqAzcaDVbxI5lXn8+HQCAAv98Pn8/HglHDBmr9azabePDgAX7xi18wCXSvhmAdmOEm5qvP58Pk5CQ8Hg8rSwEPW17cbjf8fj9KpRJHYSTUQX3ElGLMZDKcZh114hrVoSld9qTrQUZeLElsZ7z7/Zx6Hk0mE9xuN7OcgYfprkwmg1AoxIpglBUol8vIZrM8xvU4T6Gie5iMK3EJ6vV6F4cAwGNjbQuFArcMUR3U5XIhn89DURT4/X6WTKVyxnZrKN4P5XIZKysrPA5ylPfObkB7rdFosHAKlZtE0SNg5xGfuBYUcVKXTbFYRCKRwOrqKmKxGDKZzLGbmU7nEan/EceJovBGo4FsNotkMsnlN7rmvdju2u/0nhczmeL52kuAI94QlSSTySTy+TyL4ezVXjsQw001IYvFgldffRXf+ta3ONVBbFmaUhUMBrG+vo5YLMYXy2w2Y25uDoqiwOFwwGQy4ZNPPsFvf/tbHkd4XA//QUCiBYRBBrDU63U2AiSOvxNZU4r2rFYrzpw50/X3T548ibfeeov1lynN2+l0sLy8jFu3buHatWvY3NzcclDDcUAymQTQPZ+Z0tuipKVKpeI2OzLu5KyK//d4PAgEAgiHw3j99dd5frDT6eziOWxnvFutFtbW1vD3f//32NjYQCaTOchLcizQarVQKBTQ6XRw8+ZN1pmnFC5NAHsamWBi/NdqNVy5cgU3btzA4uIiPv74YxSLRcTjcZ41fZxABo7Kb5lMBs1mE5VKBalUCs1mEx988AGWlpZw5swZzM7Owmq1smhRL3lzEIhGuF8QQz+jILFarXYFSdSJQ6RBIuzG43F89NFHiEajXXM29gIHGnFrNBo4HA4EAoHH0nwGgwE+n6+rB5EumMVi4ZFslDZcWFjgzTHqEIlPg6bums0me/KlUqlrohvw5HqpaIR6h5NYrda+f7PdbqNQKCAajSKdTne1iR1H0GfrzYD0Y4X3qgKqVCpkMpmuFjGSyOx0OkgkEgDA6lhivVs8vHojOFJWi0QiiEaj+3sBjinEiDuTySAWi7E4TqvVgsvlgtFo7NKx3gqUOhVrupQRKxQKqFQq2NzcxNLSEh48eIBbt24d60EwxIwX1Rvp+tTrdeZnAOA2R5p8RxksUd+gN1IG0HWdRYdaJPOKTgA9l6Jp6jEXAx6dTscRdrFYxObmJqLRKFKpFGtV7OWaHYjh7nQ6XLOg/mwyFASj0YjnnnsO8/PzXco/7XabU+SkqlapVKBSqfjgP6438aAQ00nAYO1ym5ubePfdd+FyubC6ugqn04lnn30W4+PjTDDrZZs/Deiwu3nzJn76058iHo8f2zYwwiD9mlu1WYq92uTkktGNxWL47LPP4PF44HK5WHCFHFn6IhUueu14PM5G4LhmOZ4GW/UBb/XYZrPJ+tMGgwEmkwlOpxPz8/Ow2WycDSGHWHSuKK16/fp1bGxsYHV1tWtuM838rtVqiMViSKVSyOfzx36U8SeffIJ2u41sNssqm1TSoxT0lStXYDQa8fnnn8PhcCAYDOLUqVM8zpM6lUwmE49frdVqfD1pdDRlLOjx7XYb+XwenU6HSdTEZRCfn0qlUK1W2ZGmTo56vY6NjQ2Uy2UkEgkUi0VEo9F9KeUeWMRN0opkwKlGCjxiaU5MTHSJrYg6yqSlvbq6yocOLeioQ/QgBwUp1tEN53K54Pf74XK5uobEiDKCu7n5RMPUbrcRiURw/fr1Iy8UMQgG1T7Yau1Eo61Sqdjrz+fzWF1dZc1rmipGevAkg0pMfnr9QqGAzc1NpFKpY3/tn4St7mcy3oPc651OB9FoFLVajaM9l8uFZrMJt9vd1WMskglFjsna2hr30V+5coUj71artSfDKI4alpeXAYBHkgKP1oLO+kKhAADsoE5MTCCbzcLpdKJarXJnhs1m4xGnpVIJ8XgcpVIJ9+/f75qeRsafBG06nQ5OnTqFQCDAHJNKpcIaI2T4SZrbYrHA4/GgXq9jc3OTHQ7aq/vhaB0oq7xWq+Gdd95BPB7HxMQEZmZm4HA4MDMzwzVQoDvVR1+UUkomk1hbW+OLeNw90EFAAgVkDAdxZoih2mq1cO/ePZhMJtTrdR4CQ61HRCL0eDzM7HS5XFy3ppoPSXKKfd+ksFar1bCxsYFcLofV1dWRaT8axNkR73ngkUSiXq9nBjntAafTCZfLxcx0RVGQz+cRiURY6pSMhKIomJubg8lk4kPq5s2b+Oyzz7CyssJT30YZ4vr0li/IUepX4iCOAgkLid0txWIR5XIZZrMZsViMh8D06iFQtHfv3j3EYjFEIhE+5ClYGYU90gsy1vTZB2ltzWazuHv3LkwmE+LxOIxGI89Cr9VqXRPY6vU6kskkR/JU7iCDXSqV+DvpUpAMK52vNLeeSNT0nhuNBkflxFnZr6zigRruarWKH//4x/jZz36Gl156CW+++Samp6fh9/u7IgvRMyXBCtpI8Xi8S4HmOPUw7hb5fB7AzoZ2ECO2UChgY2MDnU4Hn376adc62O12TE9Pc9rP7Xbj4sWLOHnyJI+kbDabTA6k9BQALmWk02kUCgV89NFH2NzcxMLCwsgZjX4GvF9qHHg0ilVRFITDYS4RqVQqbochKVutVsvMYkqn0qHvcrmg0Whgs9mwtLSEZDKJjz/+GL/+9a85xTfK6CUfiT/v5R8QaB2opkmDXcrlMs8/b7fbuHv3LlQqFT744IOuWqnYn1wqlTgtLscVPwKJkwySXqaadTKZRCqV2pKY1pv5GuQ6P3jwACqVCkajkaf49U4fo6CkVCpxvTubzbLBprr8fuBADTfwaH5sIpHA/fv3UavVEAwGYbfbmWluNpthMpnQaDTYo0mn06yis7q6inQ6PfJtYISd3JDic6j1gpwfaq+gG5OmDlUqFZhMJk6xJhIJGAwGnpVOmuVWq5WjbiJrZDIZlEol1qE/rj3bW6GX6b3dWomHOxkEcU1EaVsqN9VqNRgMhq5++E6ng2q1io2NDeTzeayvryOVSnFtTmapulPivdk9sQ4tPpbS3eLv6VpShEUiKQCYcSz+LVpfIl2N+jr0YjdnGT1+L68lBYuUxaKZDOLUPirV0jAUynbS134GlQduuMnjvHv3LpaXl+H1enH79m04nU6O6sbGxhAIBJDL5RCLxZDP57kuceXKFSwtLTElX2J3ynHkQAFbD5Ch/kOV6uEAGOIliMxN0QEgchQpHNXrde5NJiZmqVR6qs96lEAHfD8N+X4RuFj/bLfb2Nzc5HQsKQvqdDq+5sAj9iulyqk/3OFwQKVSwWKxYGVlBalUimt8x3mwy07Rmy4XD2bgkfEVo21xXaktjA5rkZm8XVuevP79MUxTzaik0Ww2odFoeH+RYp6YCqdxpKSORoZ7v2zUgRtuAtV4NBoNNjc3uaZAghA08jMWi3E6N5fLceQtjfbT40mbhCI74FEKq7cOKL4OHWo0mrXRaLDAitj2MiroTbn2Hti9KVqxbYXGNlLKjQ4RcpZ6vXlyiImwQ2l0EqygbgxRXW+UsR0JTaxxi8SyXoIZrYM4PU9cY2mcjwd6921vOr43RS863/uFQzPchGKxiLt370Kr1eL+/fusxmU0GtFoNDiypkhhFFoihhniodSvT5hS52QkRGU2YLg86v0GqaKJhzuwdcRN38loEOmwN2Xb72f0mmRciHluNBqRSCS4J5gcqFHfP1tFwyqVqmsOdqfT4SwT/Z8Y4XR/yzr18QbdExaLpWuSItW4FUWB0+nk0i7dH/t5Pxy64aYRk8BDkkGveITcDMOLrYzPfrIpjxKoJr0V2WkriNdxpxANS6FQYPIMcUXkfnqI7drBes8fKj9QhE2OVS/7W17X4wtRolgcdNVqtbgLR+RHAPt7Pxy64e7FbhiAEhLDCNrEvUpNB3FPU9uKVqtlsQmp6/8I4gHbSyKjrJCYLRL/Tf8fZKiPxPGDSFLr5TxQ1nG/MzBDZ7gBuQkkjgd6ve+DvK+p5YiY56LRlvvr0dqIJQextg08crgoyib0cgzk9Rw9UHRNRF2R87AbQaydYigNt4TEcUDvrOaDgMg9aDab3Moi67DdILllsbuiH4fgScZZXsvRgJh1IW0RSpUTF4uEpfpND9trSMMtIbFP2Glte69Ann+vmIU0Mo9As5yJtU/oJRZt1QUgr+f+YCeSswcJEj3SaDRcWhEHA1EnFN1P+03CHdhw71arWkJilHEQRrufUlTvfpV7txsicXCnaySv5f5h2O3MVg7dkxy9vYaqM8xXSUJCQkJCQqILgw1vlpCQkJCQkBgKSMMtISEhISFxhCANt4SEhISExBGCNNwSEhISEhJHCNJwS0hISEhIHCFIwy0hISEhIXGEIA23hISEhITEEYI03BISEhISEkcI0nBLSEhISEgcIUjDLSEhISEhcYQgDbeEhISEhMQRgjTcEhISEhISRwgDTwczGAzodDo81xcYrSk5w/xZ7XY7Op0OarUaGo0GgOF+v3uNYf2ser3+sT3zJKhUKmg0GqjVahgMBqhUKn4+jQ3s9xyacKXRaKDVaqHVamGxWKDRaHhqUaVSQalUQrvdRrPZ3NPP2g/Dui7AwY9a3QpqtRpqtRo6nQ46nY7HQ4rznPt9bYd+c8V7fy+OMh0m7Oe60D7pnQgn/l+8LiqVCmq1GhqNBhqNBnq9HlqtFm63G0ajEdlsFoVCAc1mE/V6nfc6rZG45/utW+/7UalUPIr3SRjYcA/zJhx1DLqhJQ4WT7se4uE9yON6D+zeA0TeH8OJQcZC9rsXtjLKW/2NYZ11fRgQr4f4M/F3vdeajHK73eaZ26KhftLaif/ut047WZeBx3pqNBp+8VFc+GH+zJQNOYgB7sOIYV2b3e4Z8r7VajUfIP28+H7PA8DP02q1PHcaeBhNNJvNA9vDw7ouwPBE3MCjyI7WalAj8KTX3M6wD+s5cRjz68WfbRcV0xoZDAZoNBrU63U0Go2+Weje19lqLejv0vdBM2EDG27xABhFDPNnV6sfUhWG+T3uJ4b1c8s9M7yffZgM90GDyi/DiKOwLnuduRA/86DrsiNy2lG4qBISwwS5ZySGBSJ/QmJ3ECPvvdrbu3EABq5xSww3hjm6kZCQOByIxoUMjsTu0I/ctlckv3419+0gDbeExD5BTJVLx0rioNGPOS0Ndzf6GWMxM2E0GmEymaDVamE0GruuH7HKqeOjl1W+U+zkOZJVLiGxT6BN3mq15P6R2BF6W5Z26gD2Gm36ToRJiUdpb61WC51OxxkJtVoNs9kMvV6PcDiMiYkJKIqCQCAArVaLZrOJZrOJ69ev4/79+6hWq9wWVqlUmHW+n3teRtwSEvsEirjFQ3iQzSzbdkYTVDel72RMeu8f0mwgNnM/QtNWqdedpmSPK1QqFQwGA/R6PUwmE2w2G2sgqNVqKIoCg8GAUCiE8fFxNtwajQaNRgPNZhOpVArFYhHlchk6nY57uen7fvbKS8MtIbFPoDa9ZrOJVqvFX9tBTGcOq0iGxN5Dr9fDYDBAp9PBYrHAYDDA7/fDbDbDaDSyGI9arUa5XMa9e/dQLBaRzWZRqVT6tgpu1fs9yoab2iQ1Gg1mZmYwNjaG2dlZvPzyyzCZTLBarRyBU3rcbDZDq9XCYDAAAO/jCxcuIJFIIJ1OY2VlBalUCh9++CHS6TTS6TTK5fK+tV4eCcNNKZ5BbridKlVJSOwXyACLwg1PAt3rYr1M4vhDo9HAYDDAaDTCZrPBZDLB7/fDarXCYrHAbDbzvZHL5RCPx9HpdFAqlVCtVge6Twa9B48rKHuh1+uh0+ngcrkQDodx4sQJvPDCC7BYLLDb7Wy0xWyHmPEgvQybzYZgMIhEIgGj0YhIJII7d+6g0WigWCyyQ7Uf2FfDTXJx9GF3+iHI4/F4PPjyl78Mj8fD3mhvDajVarH3+dvf/hafffbZyIrFSAwH6JAkD327Q5MOC5vNBq/Xi1qthrW1NVSr1YN6uxKHACJBzczM4OzZs7BarQiFQjCbzQiFQlAUhaNuOvOSySQajQai0SgqlQpyudzAhntUQE4z2QiDwQCXywW73Y4vfelLGBsbQzAYhM/ng8fjgd/vh06ng8FgeKzdq5cvQL+3WCxdqfaZmRk4HA4kk0n89Kc/xfXr11Gr1fZlD++r4aY6DRXrdwqtVguTyYRQKITvfve7mJ2dhdfrhcVieay1odFoYH19HZlMBul0Gr/73e9kxCJxqCDHkQz3Vvci7RODwQCn04mpqSkUi0XEYjFpuI85qK46NjaGl19+GU6nE9PT01AUpStVrtfr+TmRSAQrKyswGo24f//+jqLoUTgP+zHFTSYTfD4fQqEQvve97+HixYt8bXcKsjsmkwkmkwl2ux2BQACNRgOTk5NIp9O4ffs2FhYW0Ol0jp7hpvreTkFejdPpxNzcHGZmZuB2u2Gz2VhuTqwFUgool8shlUoxs28UblLCVhKHhwHaMKOe8RDlRZ90LWjwR7FYRCQSQbVa7TtQ5GkhiW/DiUwmgwcPHsBqtSKXy8FiseDUqVNwOp2w2+2wWCxoNpuo1WqIRCK4d+8elpeXkcvlDvutDxV609v0ZTabMTY2hnA4DIvFwsQ/YGciSds53/S9Nxu8H9hXw039bcDODgpKsYfDYXzxi1/E+Pg4Jicn4fV62Wj3siybzSZisRjW1taQzWZHupZz2KD1O6gpVMOKer0OAAM5kc1mE+12G8lkEplMBu12e+BJQYNC1MOWxLfhwsbGBmq1GgwGA9daq9UqxsfHEQwG4fV6USqVkMlkcP/+ffz617/G4uLivjh3RxUiF0oc5qHRaOBwOHDhwgWMjY3B4/HAZDLteU/7QRlt4ADIabv17IlWXygUUCwWUa/XOYIR6w8UpeRyOayvr2N1dRX5fH4vP8LQ4yCiKPJQe5nRNJJQq9XC6/XCarVy+i+fz2NlZQX1en0kHalBe2/FiJxq4fuRrSBmbKvV2lfijMT2IGEP2idkbCqVChqNBt8DsVgMWq2Wz8JcLodYLIaVlRU+E+Uabg2yFVRy9Xq98Hg8zJECHjrV5XIZ6XQazWYT1Wp123GcVNbSaDScDSGHuNlsolAoIJ/Po1ar7Wjo006N/VCyyung2tzcxPvvv4/Z2Vk899xznPIgWr5KpUI6ncatW7cQjUbxgx/8APfu3UM2mz3cD3DMoNFo4HK5YDAYuG+RYDAYEAgE4HA48Md//Md46aWXeLN8/PHH+Iu/+AvEYjGUy+WRi/J24qz064TYq0OZDhaHw8GR2/r6+khnQw4TRqMRJ06cgKIofNbl83k+tzKZDM9yt9lsbCCi0Sju3LmDUqnErHKJh9hKsEav1zPh76WXXuKzSqVScZvmjRs38JOf/ATpdBqLi4sol8v8Wo1GgzNnwMMAJhgMwmq14vd+7/fw5ptvcpakWCzi5s2biEQi2NzcRLFY3LeMyFAabvJyqtUqUqkU7HY7MpkMX3CR2VetVpFMJhGPx/mCjVp0J9ZX9mMzkyCBoihdf1Oj0bAn63a7MTc3h3PnzvHg+WQyyZHFKPeODoL9PIRpz+h0OphMJjQaDbkehwitVgun0wmr1YparYZms8mOrSiqks1m0Wg00Gg0UKlUsLGxwRks0ZjsBKOw7mKmi4IIo9EIu93OETJlnSqVCmKxGBYWFpBMJnHnzp0uw12v17tKVnq9HtlsFg6HA5cuXeLHUlk4l8shnU6jUqlw+WtQHButcjLcarUaP/3pTxEMBvHSSy9hamqKDUkmk8HVq1exubmJXC43cqQ0ADCbzaymRFHUXo6cUxQFr7/+OqamppDJZJDP5+F0OrltZWxsjMk0Op2uy7kiIz4KB8ZRgVyLw4XVasWrr74Kn8+HW7duIRKJIJ/PcwlQo9FAp9NBURRYrdauDKO4n0btnNsO4sz5Xohz7RuNBjKZDGq1Gj744AN8+umn2NjYwM2bN1GpVJDP57sc296OqHq9jng8jkKhgMXFRdy/fx9erxcGgwGFQgEPHjzAysrKjsu1xyJVTiBNWLVajRs3biAajWJ8fBwej4ejvXK5jI2NDWxubo5s3Y7SapT6EdWR9uJ66PV6jqbT6TTy+TyCwSBOnToFRVEQDoe7+kxFYshej8CT2Dn6tcdIHB5MJhNmZmYQDocRi8WQyWTY4QXAUSIJsmi1Wl67vRjLeVzvgX71aABd50+r1UI+n0c+n8enn36Kn/70pyiVSshmswOdlVTHpqAyHo9Dr9ej0WigWq0ikUggFouhUqkM/L779Ys/CUNtuEWQEbDb7fD5fDCZTDCbzXA6nZicnIRWq8XS0hIymczIGW+fz4dOp8M3lMlkgqIo0Gg00Ov1HPmqVCqkUinkcjnUajWUSqUnkqDoupPQgN/vh8fjgdvthtvthsFggFb76DYS01TEKidSocTBQ6fT4dKlS5icnITdbofL5cLS0hI2NzclI/mAEQgEcPLkSUxNTWF2dhY+nw8XLlyA2+2Gy+XqmkhlNBoxNzcHu93Oe0lRFJRKJRQKBayvr++4P3jUHLdOp8P98E6nE2q1GpVKBR999BGWl5dx584dFAqFHZH8qGxoNpsRCAQwOTkJp9PJZyCl1tvtdpez/KTXP1YRtwjyNp1OJ8LhMEdyLpcLc3NzMBqN+OSTT0ayTzUcDqPdbiOTyaBSqcDtdsPv98NgMMBms3GNR6VS4c6dO1haWkIul0O1Wn2iMAgZbqPRCEVRWH7RYrFw5qN34hA5A6LhHjXewbBAr9fjC1/4Ar70pS/BYDDAZDLhypUrePfdd1EoFA777Y0UxsbG8PWvfx1jY2M4deoUHA4HDAYDTpw4AYfDgVarBZ1OB6fTCbPZjJMnT8LhcKBaraJer8NqtaJQKCCZTCKRSKBWq+1oaM0oGW2CxWJBOByGx+OBWq1GqVTCe++9h08++YSDmJ1ArVbDarXCZrMhHA5jbm6Ou2oAoFaroVKpcHp9K2epNzNwLA23wWDAxMQExsbGmFwgtoNR6qPZbI5k7YcMY2+029vWAIBTOjQ/drtrRb+v1+tYXl5mZS+73Q6n0wng4dqQMD+9Fv3tTqfD82zr9frIscoPG+TsKooCh8PBAh6yjehgITq/tH+opUiv1/MgC6vV2qW0ValUWDWNplPNzc3BarViZWUFnU6HW8i2A5XORnHASL9ynajZ3ht0PKmzQ6fTYXx8nDOPtI5bBSr99lm/nx1Lw+1wOPD2229jfn4ek5OTXRe7XC5jcXER6+vrqFQqLDAxSgcTpbwpJU1zYQF0tfx0Oh3kcjnWOh5EP77dbiOfz+Of/umf8MEHH2B8fByBQAATExO4ePEiHA4HTp48CbPZzMa61Wrxe/F6vewsSINxcFCpHk5B0uv18Hg8CIfD2NjYwPr6OtLptHSiDhDUr+1wOFi2mTSxaXgIrVE2m8XS0hLUajVsNhtqtRqfe6FQCCdPnsTKygrLnhIp90kYVFPguKEfL4BKh3q9Hnq9no07McNFB6e3F9tsNuOLX/wizp07hzNnzsBkMrHRbrVarE2+VXlwK6O9U97CUBtuusBGoxEulwsej6dLW5ZYgmLEPYqgm43mxNbrdTbc5XKZJ920222OtndSd261WlwXJ81krVYLt9uNQqEAs9nc1ZOq1Wqh1WpRr9eZGUttSPS3JfYXOp0Ofr8fbrcbdrudSyW0BqN2gA8DyDCI2S5ycmnPlkol5PN5HibSarXgcrlgtVq5LYxqqBJPhsFgYMlYKuuJ2Q1yqgwGA9rtNgcXZLir1SoHhOQE+/1++P1+npkhjuwVOT29Usd7WeceasNtNpvh9XoxMTGB8fFxhMNhbo0gFAoF3Lp1C+vr68jlciNJhEomk13tYPl8HolEgmf7qlQqVp6jVoidioPk83mUSiWUy2Wsrq7i+vXr+OCDD6DX67mOTimpU6dO4eLFiygWizh58iRCoRCMRiPS6TQ2NzeRSCT28WpIAMD4+Dj+63/9r5ifn8fs7CyXM2q1miSlHTAohUqCUhMTEwgEAtBoNIjFYojH4/j000/xy1/+kofLtNtt3LhxA3q9Hl6vFy6XizNXpVIJS0tLKJfLcgjNNlCpVDhx4gS+853vwO12w+l0olKp4JlnnuEe+kajAa/Xi5mZGVava7fbrGh379493Lhxg6d/uVwuvPbaaxgbG2PZ1Hq9jmKxyKpppJw2qAIiRdzHxnDr9Xo4HA44HA5YrdYuARDybiqVCtLpNDKZzEgabQDcBkfGmbx3rVbbVS+j3+00TUrRPKkIUWqOBA4oFUU3e7vdhs/ng0ajgdvthqIoSCQSUKlUyGQye/75JbqhUqlgtVpx6dIlnD9/vut3onSwxMGAUqnFYhHr6+vQ6/UsA0ytSLFYDKurqyiXy8hkMl3kps3NTSiKgkajwVKavdKcEt0gwpfD4cD09DSPg261WvB6vZzObrVaGBsbw/nz57sMN9Wu1Wo1MpkMXC4Xzpw5A5fLhWAwCJfL1UXCJVEc4pBQGXLQfbZTgtpQG+7p6Wn8wR/8AcbHx5kMRRfj8uXLeO+99/DgwQNks9ldzfs+LiDDLdZjxLQo8IjAttvaJrU3tFqtxwa80O/a7TaToaampnhObbPZhM/nYz3gtbU1fr7E3sJkMrG0qU6nAwA+oO7evYt/+qd/2nGfqcTTge7zXC6He/fuAXjIS6nX61hbW8OdO3ewurrKSmm9pFLq/qD9O4oiUzuBSqWC3W6H2WzmqZJGo5GDDLvdzoGNVquFz+eD2+0GABSLRbRaLc4gTk9PQ6VSwWKxYHx8HIqiwGQy8XlH5cdsNsvlRJEsvF/rNNSGm9on3G43rFYrgEfe67Vr1/CXf/mXnKIYZe+zWq1ueZPs5YSpfrWa3n+3222YzWaEQiHY7XaEQiF0Oh14PB7kcjlcu3aN6+0Sew+j0cipVWpRaTabaDQaWFpawq9+9SvU63WZLj9gkM7C8vIyFEVhrkk0GsXCwgKi0SgKhULfPfw0EqejCMo4OZ1OOJ3OrjGeGo0GFosFTqcTiqIwf8rpdHIA0mw2WfdibGwMTqcTer0eTqcTOp2OeVZ03tVqNeTzeRQKBebw7DSQPFascprqQt5So9HAJ598gpWVFXz66acoFotstEYZw/L5tVot19UpRU5kNrrpPR4PPB4PKpXKlgeVxO5AB83bb7+NqakpWK1W1Ot1fPTRR3jw4AF+97vfyZ76Q0Sr1XrMacrlcohGoyM30XA/odPpcPHiRZw5cwanTp1i5Tm6/oVCgYW6RP6PmLWkaNxgMKDT6XCvtijfTIZbJKHtJhsitqcNiqE03HRh9Ho97HY7j4osFov4u7/7O/z4xz9GoVBgmbpRP/yH4fOrVCruSXW73ZiYmIBer+fWPerlnpqawtTUFJLJJEqlkmxL2iMQueX8+fP4z//5P7O4R7FYxN/8zd/gBz/4AWq12p7P+JYYHK1WiwllVNOMRCK4c+cO8vn8UOzj4wCDwYBvfetb+N73vgeTyQS9Xo9Wq8Xkvng8jo2NDe5uMRqNzPSnaNloNHKd22AwdKlQUk98r7HerfGmv3tsatwi6IIQmUO2RAwfDAYDFEXhG11kShJzkqLyXuEDiaeDxWKBxWLh1iGTyQTg0bxhaRgOH1qtFhaLBYqicBRIM6Bl6WLvoFKpeNQmiaNQjzU5rtQaRp0wvc8HHgVETyKO0blGEblGo9n3ltehNNyUwhD7HmlQeaVSQbFYlEZ7yKBWq+H1euHz+VgXGHhEYKP+RhoOQ8QpiaeHWq3GmTNncO7cOTzzzDNdte1eVT2Jw4PL5cLJkydx8uRJ7gEWJ1JJ7A1EtTTqtimVSohEIiiVSjAYDPB4PHA4HLDZbNzWBTx0roh0RlPCyBZRdrDdbndNchNHhhJ5jfq69wtDabgJonSn2OQu06vDBbqBrVYr17YJVDMi4Qhqg5GGZO9AbS/j4+Nwu90cyRWLRWkUhgQqlaprSA9NAyMDIQORvUFvpo8CP8rUUjeFTqdj5TQirpEgC6FXT7xXTEWc2EavRQNidqMUuZPHDrXhJsZeuVxGpVJBLpeT7MohAxlsm82Gr371q3jppZdYzKBWqyGTyaBQKOCTTz5BNBrFb37zG9y9exflclkeVnsEtVqNs2fP4jvf+Q4cDgdUKhXW19fxf/7P/8Hy8jKuXr162G9xpGEwGKDT6XD+/Hn86Z/+KbxeL9xuNxvsUW5l3UuQshl1VFSrVTx48AB37txBNpvF8vIyAGBiYgI2mw0WiwVer5ejZOBRxE1rQnohFGxQjzdF6MTtsVqt8Hg8OHPmDCwWC27fvo1IJMLP32sMpeEW0xPUykJpchltDxfUajX3a58+fRqvvvoqDAYD95Hn83mkUilcv34dCwsLuHfvHuLxuDys9giUFgyFQrhw4QIfOplMBu+99x5u374tGcuHDJrOFw6H8corr3Bray6Xk+TaPYKY9bPb7dBoNGg0GojH47hx4wYymQwWFxd5+prVauUBSUREA9ClWU4Gm9rECOKa0d+lmnooFEK73cba2hoPXuo3+Kq3Zr7TATBDabipwC+mMXar+iWxP1Cr1dDpdPD5fPjGN76BcDiM2dlZaLVaVnhaW1vDL3/5SySTSVy9ehWJRGLggfUST4Zer8fc3BzcbjeCwSBUKhWq1SoymQxSqRSrbPU7NOiQkFmP/YVarcYLL7yA5557Ds8//zy3RwLD0Q1yHECGU1EUuFwuuFwulmmu1Wrcuz09PQ2TycQyzD6fj/k2lCoX52dTxE21buKOiJMX6TEkTGW321Eul7l+TvrzW7V87fYeGErDTVON6Es0Bv0+/CjO4D5sUI99OBzGH/3RH/GEMK1Wi1KphEKhgLt37+Lv//7vEYvFUCqVHhuwIPF0MBqNuHjxImZmZjA+Pg7goYpeNBpFPB5nWcfePSNOI5Jrsb/QaDR47bXX8Kd/+qewWq1dhltib6DVanlwiNfrhcfjQbvd5u4jjUYDm82GYDAIm82Gc+fOIRQKMROcjDVleWlvUMa3Xq931c3FscUi8ValUsHpdKLVasHtdiOdTrP+CL1Wr2DVTiNt/sx7c+n2DiqVChMTE5icnMSJEydgMBi6qPajNk/2oEGpH/IuSY+cPFOv1wun0wmj0QhFUTA5OQmPxwOTycSbIBqN4vbt27h9+zay2SzK5TKLHIg3vcTuYDabEQgE4HK5cOLECczMzMDhcAB4KNm4tLSE9fV11Gq1rigCkE7ufoNm1hNz2Wq1YmZmhrWyAfAgoHQ6LfvqnwKUmfV4PJienobNZsP09DQcDgecTifMZjM8Hg+PgjabzTzJkKJssRWM9gSdUXROiYadonHiXxEHi7g86XSapU/pufQ3qDWN/paYgj/yymkajQZf+9rX8Ed/9EdMNGi1WqhUKiiXy337f+UhtDcgr9JsNsNms3WRMSYmJuBwOPDVr34Vr776KkwmE+x2O4vkaLVaZpB//PHH+J//838im81ifX29a4ykXKunRyAQwHe+8x2Ew2G8/fbbGB8fZ3LN+vo6fv7znyMWiyGXy3G0LUYMYtpOrsfewul04uWXX4bP58NXv/pVjI+PY2xsjNn+NMji7t27iEajcujOU8BoNMJsNuPcuXP47ne/ywQxk8nE8y3cbjdOnjzJpT1Km1OQIUJUTqOBShSBi33f9PtkMol0Oo1EIoHFxUUUi0Vsbm4yg526OfR6fRfhjfbe03QTDJ3hVqlUsNlsCIVC3EBPIgWSnLa/IA/UYDDwgPhms8n61x6PB+FwmEfaWa3WrpQr3fTlchmpVIqV0WQ6dm9Box59Ph8rC/am9zqdDhRFYalHihBoqpTMeuwtKLKilq9gMMhfpPwIPJq0l0qlkEgk5FjOp4CosOl0OmG32zkbaDabucxqMBhYJIVq1f2MNhlV8cyiDCSdjeJ5V6vVUCgUkMvlkE6nUS6XUSqVeBIj8EichVrNxHOS6uK7ibqHynDTzU+1CkrXlkolfP7559jY2JCznPcBVIIgbfFAIIBwOMy9wDabDV/72tcwOzuL6elpFljpZVpS6qjdbvMIPUVR0Gw2tyRKSewciqJgbm4O4XAYRqMRzWaTDxW73Y4zZ86gXC5jfn4erVaLleyuXbuGK1eudI0dlNgb0PCJiYkJfP3rX0cgEIDP52OZTOCRU5VOp/HBBx9gcXERm5ubh/zOjy7oTGk2m0xOCwaDnBLX6/WP1ZFFQynKlNLrULBBhpfWVaPRMPOcjG48Hsfdu3cRi8Vw79495vBQzRsAlxTJtnU6HZTLZTSbzacajjVUhptqq3q9nlN/wMPpOPF4HJubm3Ic4R5DFBHQ6XQwGAycKqdUj81mw8TEBE6cOMGTcvp5h6KBpvQSOV+y/35voFKpoNPpYLPZYLPZWGxFVHKy2+083hMAO2TxeJx1myX2Fjqdjq/51NQUz6MX66LEUC6Xy9jY2OD52xK7AzmflGGijAfVsLcSU+k30ZC+eid7iRrloiIhlW+z2SyP9KR9SM6AWq2GXq/vivjpdWu1GiqVyq45W0NjuM1mM1588UWEw2GcOHGCU3yNRgPpdBqXL1/GgwcPEIvFDvutHhvQzWSz2aDT6VhnnMbWEbnD6XTC5/Px4Ip+aDabuHnzJpaWlnDv3r2uiTsEGeHtHJTaI0eI1iyfz0On0yESiXTNaV5YWMBHH30EtVrN0Qf1qZJTBoANhmwHezpQpuOVV17BN77xDUxMTCAYDMJkMjEZk2qZm5ubuHnzJtbX1xGJRHgMpMTuQEZ3eXkZP/rRj9hhIqLsk54rGmnaB0ajkY2uWNsWI2b6maIosNlsKJVKMJvN6HQ6bKTNZjPq9To8Hg/8fj8HMc1mE+vr6ygUClhZWWF1tZ0600NjuI1GI55//nmcPXsWk5OTTM2v1WrIZrO4fv06bt26JaOFPQJFAjT4gFJN1IJHN2E4HIbb7YbL5WJ95X5oNpt48OABPvnkEywvLz/Wcy+N9u5BXRX0pVarUSwWAYD1l2lm89LSEj755BOYTCZoNBp2usRMVqvV4nqb5B88Hehwv3jxIv70T/+UnSRKiVL6tF6vY319HR9++CHi8TiSySSnTCV2B7p3NzY28O677+L06dP49re/Db/fv+093ZseF0HZRIrY+w0YoYwiRfei8hrxGRRFQavVwuTkJObm5jijWa/XYTQakUqlkM/nkUwm+ZwcOslTSuEB6Op/o98RIcrn82FsbIyVhWq1GpLJJDKZDNrtNjQazWMqNuKFlUZ9cIg3L5Epms0ms8PJ66T6EN3k5G3S/1utFqrVKvduVyoVrnFTGne3vYqjCvL2yQhMT0/D7XazmIPH4+G9QNeeMhw6nY730Pz8PFwuFzNsT506xetE7NfFxcUtldV6Dy1p5Luh0WgwOTkJt9uNcDjMLUb9aqhEFpyYmIDdbodKpUI+n8etW7cQiURQr9dla9gu0Ww2eQLe+vo660vY7XZ+jLgm9G9yusTH0JdIROvdAyIXy+fzsVJhu92G0WjkzoFGo8H1djFyNxgMzDsRMXTkNDLMJINJhzlR7Ukubm5uDufPn2fDXSgUuCeVhpuLvXX02iJjU6b+Bke73Ua9Xkc2m+1iTRYKhcfUfkgAh1JBVKur1WqIx+PI5/OIx+PI5XJotVp8s0rDvTNQKlyv1/OIzi996Us4e/YsVldXsbS0BI/Hw3uhUCggk8mw42UymXDx4kW43W688cYbcLvdXT2tJ0+eRC6Xw9LSEuLxOH74wx+iUCh0vQeRTSuum6gYJT52VKHT6fDcc8/hwoULOHfuHO8NUXlL/HK5XHjuuedQr9dx7tw5FAoFdm5pDsMoX8/dol6vo9FoIBaL4caNGyiXy9yuuh0oeyU6qP2MtQjRsHu9XqjValgslq5aO6m2VatV7imne4LEYiqVCjt6u7FZ+2q4zWYzXC4X9Ho9HA4HC7/TQPNyuQyj0Qin04lgMMjCBWSIxbFpfr+fDX3vFxX9G41GF8VepPjXajU0m00kk0kUi0W5QQRQfZSiOIq2iXBjMBhQq9VQLBbZMJdKJRaQoNYv6h0ulUo8CYzWRF7vwUD7QVEUjI+PMzEwGAyy4bTZbLBarWi32zCZTMxJ6HQ6MJvN3BbjcDh4NjfpMrvdbhgMBjQaDZZ/pNY/sdeeiDXiPioUCshms9yeSVKPo+osq1QquFwujI2N8XCXrRwdClBsNhtnRoxGIzweDw8cyWQycp/sEp1OB9VqFevr61CpVJiamoLNZoPRaITJZHpsbXpZ5v1+t9XfIZsiZo3p7KQSIWVQqAUTeETerVQqrGoovsbQpMrn5ubwe7/3e3C73Thz5gwURWElrZWVFTx48AA+nw8vvvgip/Kodxt4eIj5fD7odDr8/u//PkqlEqanp+HxeHhBxIhbNECiwk2lUsHKygrS6TS+//3v48qVK32jh1GESIygMgT1RXq9Xp6kk0gkkEqlsLCwgLW1Nayvr+P69etdYvyVSoVvWOoXFr1QiSdjbGwMb7zxBgKBAF5//XV4PB74fD5YrVaUy2UUi0U+KEjbwOFwQFEUmM1mOBwOhMNhmEwmeDwe6PV6JrWR6l2r1cKpU6dQr9dx6dIllEolLnsQtFotrFYrE2parRY++eQT/Pa3v0UqlcLdu3dRqVRQKBRGNlLU6XS4ePEivv71r0NRlC7+hyiXaTQamV1st9v58K9Wq9jY2IDJZMLnn3+Ozc3NHR/gEo+QTqfxox/9iDXCY7EYpqenMT8/zzXm3r7prTg7vRAzJ1SWKpVKyOfzrC9Sr9eRyWS4xFssFjkAovavarWKtbU15PN5FkgS1dkGxb5H3OFwGH6/H/Pz87BYLMhkMiiVSlwHCIVCmJ+fZyEJkQ1IU3WsVivC4TAajQbm5+fh9/uZGCCKv4u1WarPttttlEolbochsQq5OR5BjLTIcFutVlitVlgsFphMJtRqNU5HraysYHl5GXfu3OkaNk8Ggsg4sia6cxgMBrjdbvj9fszMzMDj8TBpkKLpVquFWq3GHQGtVovHFDqdTvj9fn58b/ZK7ApotVpda0trSQxYh8PB5Y5Wq4VsNoulpSVoNBpsbGwAeMhO75VRHZWyCIlFeb3ex+qg9L1XxENcD0qbkpzwqFy3/QKdT4VCARsbGwgEAmzERQe29zpvJQPcW+qgYI+yxuVymb+q1SrzTarVKgqFAmcoM5kMT0qsVqtdWcndnpH7arh1Oh0sFgssFgtP+qIxapTmI9arOFqNYDAY4PV64XA44HA40Ol0uEeVDpfe+kS/eqrYT0dfctJYN1QqFadUT58+jbfffhterxdzc3NQqVR48OABstksYrEY1tbWkE6nuzzFXkKHjLB3BxpfW6/X2XGlw55qcsT4N5vNuHDhAmq1GnQ6HatEKYrCh9R2INGcSqWCfD6PYrEIu92OQCDAr0ev0+l0MD8/D51Oh83NTdjtdiSTSXzyySdIJBJcFul3MI4CRGNNoDkLNI9bjPAoIr958ybee+89RKNRWVLaI9RqNfz2t7/F3bt38fzzzyORSCAQCOCZZ57hVrHt9oYYVZPUNjnLNPWwUCggGo0ikUggk8lgfX2dJ/PV63Xew+vr67h16xaXa0UyMKms7Qb7arjJwydvh+rVOp0Obrf7McPeC7GJ3uVyPTGdsJ10HBl68TCS6Aa1CwWDQZw9exZ2ux1er5fr1JQapawJ0F0j6lcvktgZqE5GDH7ROaU9RKCadu9h328N+hkEItTU63UUi0Vks1ner7T3RGcsEAhAURQ4nU6k02lYrVbcu3cP2Wy2a7ThqBnvXqNNURRdQ3FAEl0X6r2PRCK4e/cuR18ST49Wq4WFhQUsLS1Bq9XC7XajVqvh1KlTbIvEAK9Xa4L4UvV6nXXHibleLpexsLCAdDqNaDTKXU8bGxvcuizyehKJBHOwKJgRu6CotWyn+2VfDXc0GsUHH3yAYDAIjUYDt9sNu93O9WnyRrcaHEIftl9qQ2xHIm8/Ho8zDb/VaqFcLiObzaJUKmFlZQW5XA4LCwtMVJN4CCLOvP766zh16hQuXryIsbExGI1Gzo4Ui0WkUqm+aZ7eVLu8tg+xVQpuO4ie/SBZi34bfqtDQCTV0ISqd999FysrK6hWq6jVajwmtDf7BTwan+j1enHu3Dn4/X6sra3BZDIhFoshlUrtqG54HEAHPKVExQOajLXb7WbymlqtZnJnoVDgzgy5Z/YWtA7UO7+0tIRisQiXy4WLFy/C4/GwOBHZkmKxiHv37iGfzzMnSpyRQeWkeDyOcrnM3TekoEbks96xn1sN9BF/v9M9s6+Ge2NjA7/4xS94Os7Y2Bjm5uZgMplgNpu3HK1GH1D88L0fjJjpFC2USiVcu3YNqVQK5XIZlUoFyWQSy8vLPOqQROBHlUzTD3SYmM1mfOUrX8G3vvUt2Gw2lsukdGoul0M8HufxdTQ5RzTeREST1/YhxLTooNeE+uJ3EoEN6q1TlEcHTDKZxE9+8hN8/PHHnI3qdDr4+te/3vd1KRIn3kkmk8Ha2hpPW6rVal2aDccdFJlVq1VEIhEsLCzw9aU2IRp0QdwacmxpOAXVRCX2FnQOLS8vY3V1FXa7HTdv3kQgEIBWq8WpU6fg9XpZFKVcLiMSieCdd97B+vo6Ll++jKWlpW1bIHtr4OLvCE9yvsUOqKEhp5EXk0qlcOfOHW5SLxaLrDhjMBjgcDhYEpA8mGq12tcI0GFInlCj0eDHk5gEHXzUW0wpDjnooj/o5tHr9TAajV2zuMWDnkgZdA2pBUJU/pGG+xF2Q4IkEgtFcFRKMhgMj6X0gEedFEQwq9VqzBKngQkU+YnRA7XxRaNRlEolTueSE6zVarnOLf49MW2v1WqhKAqsVitHL+SIj0KqvNVqYXV1FdeuXcPq6ioWFhbYSSPVOpPJxI4wta4Wi0Xcv3+f9Q8k9g90hlEaW6VS4erVq8hkMnC5XDyTgSYaPnjwAIlEoquvvjfFLb52v3/v9P3Raw9NOxhFxERqMpvNeO211zA7Owu/349wOAyn04n5+XlUKhX86Ec/wsLCAtbX1xGNRru8kd6eN2qNEdl+pAkspiDoeTIa3BrEdqVxnuJsbSJakCEhmUaq4ZFhl+11j6N35OkgKBaLWFlZQafT4ZarqakpuN3uxzIcVA6i9F06nUY8Hsf9+/dRKBSwsLCASqUCk8kEvV6PRCKBaDTK+4ImVVGkDDwsb0UiEe7z3krzmdpcSNGNUuXiMIbjjnq9jnfeeQf37t3D5uYmVldXoVI9lMvU6/UIh8Ow2WxMxCVnJxqN4oc//CHW1tawuLh42B9jJFAul7G6uoqNjQ0sLS0xn8dkMvEZR3Vs4n30li/203YMVcRNh0u73eZDnww4HWSkclOpVLC2tsY9wrFYjNO4lJLqNdzlclka4j0AOUjisAriDVDGhFjHlLWg58koe2uIXQ7i1KDtIJIAo9EoO1Wikp3omPYz3Ovr6yz/SIZbp9MhmUwiFos91l8vvieRO9IP4mNFI0XdGvR+RyHipnNNo9EgHo9zjZ/0/ql7JR6P81qS4Y5EIojH4zJNfkAgG0JZKZVKxURMEhQSo+thx4G4xmLEe+vWLayurvLNTS0vrVaLU+WU6u59DdErkSnvvYHIAs7lcohEIsjn88hms0ilUrh9+zYymQwuX76MWCyGYrHIk6VEkRu5Fo+D0ttUUiCxmu1Qq9WQTqdRLpfxV3/1V5wFocEV4rUWHWNytGq1GkcN1MZChpQGkWxXkyOiYr/RraLDQH+X+sVJ/XCUnDgiPyUSiS6FrFqtBrVajWq1Cp1Oh1KphM8++wzAwz1TKpVw7949FItFHhYjcXCge5TKSzvJiA0LDiynRcY7nU4jn88/xnCVBuDwQAd0tVpFPp9HKpVCLBZDNBrFzZs3kc1msbm5iUwmM9ISlzuFmCoX/78dqB5XrVaRSqW2JcLsB3r78bdjworZBHIwRM7DcUen00GpVOLWSAJ9fhK06XQ6SKfT/Pt6vY5UKsUET4nDwVEu7x14MYrqob0H0Sh56sMEcpwqlQquXbvGAw/S6TSy2SyWl5dRKpVQLpelY7VDUFaICH2DGDSKzOnfwN6QYAYFRe8kUCS2YzabTY7qM5kM8vk8VldXEYlEWLHqKB+Gew1aq2q12kU+2q4UITGaGKo+7n5oNptSj3eIILIuidRUKBRYgzeRSHDLizxsdgYy3DsZxkGO1GFBTLv3q39TFweRFSORCDY2NlgvQTrgj0DXoV/rpCz1SRB2wwc5FPqnvGGHC5T6zOfz0Gq1LPNHwhDDesiMAgFqv9B77agdDHjIbNfr9Ugmkyy5SrVZ4jgkEgkmLFKbIEXb0sF7CFGAR2YWJXqxm2EnhNHo25DYFhQBJJNJFAoFbhUiVbphTH8eFYWu3mlEw3Bo974nYtjSAJJUKsUMXGKNazQapNNpJBIJVCoVJtClUqmubgOKyofhcx4Weq8v0H8cpMRoQxruEcdeGQRqE6K07jAfMtvp0g8LhsVQbwXx2vXqaFPkTBKdwKMaN90jdJ/01uCH+TMfFuR1GQzDvmf2CjuRKu77/M4oXCUJCQkJCYljguHPNUpISEhISEgwpOGWkJCQkJA4QpCGW0JCQkJC4ghBGm4JCQkJCYkjBGm4JSQkJCQkjhCk4ZaQkJCQkDhCkIZbQkJCQkLiCEEabgkJCQkJiSMEabglJCQkJCSOEKThlpCQkJCQOEKQhltCQkJCQuIIYeAhI1qtdldj6Wh4AU0/Oarj7Yb5ve7FoA1aI7Va3TVwAuj/2XU6HQwGA/R6PTweD/R6PT+OxoJWq1VkMhk0m819vX7DujYGg4EnQtF0tcN6r733yEG8j2FdF2C4htPQfus3tQ14dB3FM5N+r9FoeBwrDeig6Wxb7TuVSjV00/4Ih7UudD21Wm3Xde83bKnfuuwVBn2tgSPu/XiTEsOHXoeq36Eh/p9GgjabTZ4oJd7so3y/DNNnH6b3ItGNfmvT+7Ptzt+t9utO/p7EQ/QLKofxWg48HUytVj/VmzwMj38vMczvd6+81J2MyiRvX61Ww2g0ds2TJUPearVQq9X2/doN69pQJDSqDswwf+ZhirgJve/pSVkvALzvKGIUZ34Po8F5Eg5zXXozjcDWe3e/xo8O+poDG+5hvNEPEsN6owPDsTb93sNBXbNhXZthWJfDxLCuCyDXZljXRq7LHqfKJSS2wqhvNgkJCYmDxMDktP3GIGkhCQkJCQmJUcehGW6RwSzWAgFwfXSn6GX7SQwOYpWL7HKgu4YGPLq2Go0GOp0OGo0GBoMBarUajUYD7XYb9Xod9Xr9wGrcEhLHFYMENEedP7SfINa9wWCAw+GATqeDw+GAXq/nmjZxcur1OjKZDBqNBoCH19XlcsHn83WdicDDaxyNRpFMJlGpVFAoFA70uh+a4dbpdDAajdBoNHwRiZFcKpVQqVR29HoyXbt70E1pMBig1Wq51UutVkOr1XY5WcQYVxQFTqcTRqMRHo8HWq0W+XwelUoFmUwGqVQK5XIZyWQSzWYTgDxQJCR2AtpzhF7Gc78WMvH3o0qKFGEwGGA2m+H3+/HCCy/A7Xbj+eefh9frZaNeLpeRzWaRTqfx0UcfIZvN8pn3xhtv4O2334Zer+8i4TabTfzoRz/CO++8g42NDdy4cYPPuYPAoabKe3u8nwadTkca76eERqOBVquF1WqF0+nsiqY1Gs2WhtvtdkOr1cJoNKJYLKLdbqNcLqPVaj3mqfb2REpISHRDdKQ1Gk1XPzH1ZvcabwLtUfH3o7jfjEYjtFotHA4H3G43AoEAxsfH4Xa7MTY29pjhVhQFRqMRgUAARqMROp0OWq0W4+PjGB8f50BTNNzBYBCBQADFYpGdrIO61odmuOkmFG+yRqOBVqvFqYqdYhRv0L1Au92GSqWC0WiExWLBSy+9hC9+8Yswm81slMUbs9PpQKfTQa/Xc1TebrexuLiIZDKJ+/fvo9PpIJPJIJfLoV6vQ6fTQaVSoVqtcvpcrpeERDd0Oh3MZjOMRiNmZmZgs9lQLpdRq9VQLpeRy+U4rSvqJYj/JuM+ik4yiaicPHkSoVAIzzzzDF5++WVYrVYEg0EYDAbYbDYYDAZ+fKPRgMfjQSgUgtFoRK1Wg8/ng9Vqhcvlgtlsfiz7oVarcfr0aej1evzmN7/BtWvXUCqVWPxmv3FohptuLOBh3y/dcPRviYNFp9PhskUgEMDZs2dhs9ng9/uh1Wo54hY9efI+ydmqVqtQq9WIx+MwmUwol8vs1ep0OqjVajSbTb65d8NjkNhbiEpRAPoqRUnsH8Sso1qthl6vh9lshqIo8Pv9cDqdKBaLKJfLKBQKaLfbaDQanNGiM5PWcFgV0Q4SGo0GTqcTwWAQ8/PzeOGFF2A0GmGz2ZhPBTwqJdD5ptPpMDY2hmazifHxcTidzsfKESJcLheazSbu3r3LfJ/9VokkHGrEXa/Xuy6K6D1KHDzIABsMBvh8PpjNZphMJjbavakgMQJvt9u4d+8erl27hsXFRdy9e5elT4m7QNG53W7njEur1UK1WpVrfoCgqMRut+P3f//3MT09zWt49+5d/OpXv2JDIZ2r/YNWq8Xc3By8Xi8mJycxMzMDnU4Hk8kEvV4Pt9sNo9GISqWCarWKXC6HWCyGXC6HO3fuoFAoIJFIcHlKVC8ERq/GTfc1GedWq4V4PI6bN2/CZrMhFArBYDDAarVCq9UilUohm80imUxieXkZBoMBMzMzsFqtnCEcpPxqMBjgcrmg0WiQSqUOJOo+VMMtD+vhAR3czWYTer2e69cGg2Fb1qqYplteXsbnn3+Ozc1NrK6udq0xGW6r1QpFUThyaDQanPaTOBjQAed0OvHd734Xr732GjtX/+///T/cvHkTmUyGnS6J/YFGo8HU1BROnjyJF198EV/4wheYHCo6ybVaDfV6HdlsFpubm4jH4yiXy4jH4ygUChyJi3LDowri6QAPz5xMJoMHDx7A5XJBr9dDURSuV6dSKayvr2NxcRFXrlyBx+PBxMQE18cH5UzpdDoORqiUAexv6XZo+rh3A9kGsbeoVqsAgNu3b+NnP/sZzGYzXC5XV6uXwWDgqMBms6HRaCCZTCKbzWJpaQmxWIwPEvL4RcJMrVbjv7fdIASJnYEGvhCRUBw2QQc6XWe73Y65uTmMjY3B5XJBp9NxtqVer7OhkOuyP7Barbhw4QJcLhfOnz+PcDgMh8OBcrkMAHzwk6Qw8PCsowxVo9FAsVhEPp9HtVrln8sSx8Mou16vIxqNotFoIJPJIBqNQlEUPHjwAAaDAW63G3q9HpFIBPF4HIlEAgsLC6hWqyiXy3zW9TPcYsBx69YtXL16FXfv3kUqlUKpVOJS77GNuJ8W/WoP8sbdPTqdDkqlEkqlEt577z3cuHEDdrsd09PT0Gg0KBQKaDabcLlcsNvt8Pv9mJ+fR6lUwrVr15BKpXD58mUsLS09tg5iPbtYLKJYLEKr1cJgMMg12wOoVCpYrVbY7XZu5Wu1WiiVSmg2m6hWq2zE2+02xsfH8e1vfxvhcBhjY2OcjqWvUqmEcrk80pHbfsLn8+FP/uRPMDs7C6vVCqPRiGaziWw2yxP12u02zGYzd3mYzWZ2qCqVCpLJJBKJBAqFAqrV6siS0USQs9poNHD//n0sLCx06VMQ38ZisUCn0zF3gLIU8/PzyGQy8Pl8W2aaxHPyn//5n/G3f/u3qFQqyOVyXWWK/cZQG26qiWo0Gmb2VSoVNBqNrsiCvoiVPso379OArlulUkE6nUaj0eBeezICtVoNxWIRtVqN12NjYwPZbJY9zkH+Bt3ko1aH2wtQmx61uxAnweVysUPUbDZRKBTQaDSQzWZRqVTQarXQarXg9/vh9/u7xrGm02msr68jHo+zeI5cl72Fw+FAMBjE9PQ0gsEgPB4PR9DpdBqJRIINNwBmP/v9fmg0GtTrdSZ3UmZE3ENyvR6B7vVeqNVqtFotaDQa7nARnyNqWIjXtVgsYn19HbVaDYVCAeVyGevr68jn84did4bacBuNRjidTtjtdpw/fx5GoxF37txBLBbjdiRS52o2m8hkMkx0ktHC7lGpVFCv15HL5RCPxwE8ymaILHGKmMkoUKpvEBA5EZAljp3CbDZjYmICbrcbb731FiYmJjA+Po5AIMDsZDIGlUoFd+7cQTQa5cN+cnISly5dgsPhgMViQbPZxIcffoj/+3//L1ZXV5HNZjldKPH0oMzgiy++iP/0n/4TPB4PE9Fu3LiBzc1NXL58Gb/61a/QaDRQq9Wg1WoxNjYGm82GS5cu4fz58yiVSsjn8ygUCsjlcsjn82y8JQYDaUz0m0mu0+ng9XoRCAS4XYxa7z777DP8xV/8BWKxGO+NZDKJYrF4KITqoTTcdKMbDAbY7XY4nU74/X6YTCZsbm4im83CYDDAZDJx3ZXqPgfVR3ecQY4PtXjtB2SUsDuoVComw7jdbkxOTmJ2dhYTExMIBoNdhCaDwYBSqYR4PM6Zqnq9DofDAZvNBkVROAJJp9NYXl5GMpmURnuPQWlap9OJU6dO8fWnjopMJoNIJIKlpSWuV5NSV6vVQqVS4Z/TV7PZZBa5xM7Q75pRSl2v13dF3LVaDfl8HrFYDLdu3UIkEhkKR2koDbfNZoPFYsGJEyfwxhtvsEpXu93GgwcPoNVq4Xa7uWHe6XSiUqng17/+NTY3N1Eul3csmSpxsBA5CsOwEY4CqFbndDrxwgsvwO/3Y3x8nFPktVqNhTpisRh++tOfIhqNIhqNIpfLwWKxwGazQaVSIZVKcemj0+kgHo9jfX0dlUpFOlN7DIvFAkVR4HA4YDQauTxRq9Vw9epV/OY3v8HS0hLrIBgMBiiKgrm5OYRCIczOziIcDnMmRFTwknh6UAZRr9dz6yuR/n7zm9/gl7/8JZaXl7mOPQwYOsNNCl52ux1jY2N49tlnmWxTqVS45qooCrxeL2w2GyYmJrpIUrVabWSl/o4SpETt4BD1qBVF4Qjb6XRy5EwZEooQrly5gpWVFeYkeL1efk6xWOxqO8rn88hms5Llvw+g3mGTycRCHcDDNOza2hpu3rzJbURarZblg30+H8tz2u12NJtN7uqQe2fvQO2RpBAJgPfS/fv38Ytf/ILnMAzL3hgaw200GnHu3Dl4PB6cOHECExMTCIVCmJmZQalUwscff4xEIoGNjQ1kMhloNBq0Wi3Y7XZOAYpMWEpPabVadDod2d4yZLBYLPB6vWg0GojFYlzvlugP4hdotVqYzWaMjY3B7/ez0V1cXMT6+jqKxSJSqRRSqRQWFxeRyWSY1GQwGGAwGDi6zuVyTOqMxWKSkLYPUKvVmJiYwOnTpzE7O8uE2lqthmq1yl8AYDKZ4HQ6cfr0aXg8Hjz33HMYGxtDMBiExWJBqVRijsmg4iASW4Ou5ZkzZ/DWW29hcnKSCYNXr17F4uIifve73yGdTg+dSNTQGG6TyYQ33ngDZ86cwQsvvICzZ88CAAt73L17F4uLi1yHK5VKSCQScDgcnO4rlUp8cdVqNTfaiypdEsMBi8WC6elpniYmDfeTQc6o1WrF9PQ0PB4PMpkMMpkMfvWrX+Hdd99lQiHVQcXhOxRdm0wmLC4uwmw2I5fLcWcAGW6Zrdo7qFQqzM7O4s0338T09DQHEqQqSC14KpUKJpMJwWAQr732GgKBAF555RUEg0Hu5y4UCtxl06udLbFzaLVa6PV6PPvss/gv/+W/wGazQa/Xo1wuM1mQ7M2wtdoduuGmw8hoNMLr9SIUCsFqtUKtViMSieDu3btYX1/H2toaEokE6vU637SiDKeo4EVEA4vFAr/f39U6ITEc0Ov1cDgcXRKFEtuD2iNJXUur1XKmqVQqoVgscs92v4PGZrNhbGwM4XAYwWAQZrMZVqsV1WoV4+PjiMfj3O5HQhayP/jp0Wg0UKlUUKvVWEGQWvpmZ2dx6dIlPrMCgQBCoRALH9XrdRY4ikajuHPnDvN45Hm2e6hUKvh8PgQCAYTDYa5vU5BXKpWQy+U4GzLIXPSDxKEbbo1GA5PJBLvdjrNnz+LSpUvQ6/Wo1+v48MMP8d//+39HJpPh+huRCCjtR8MrRLYl8NCbIu81l8shlUrtG0N61EF1oZ2kkihqzGaz+Pzzz/frrR0rkINrMplgNpuh1+uRy+UQjUZZd5nkY3s15dVqNaampvClL30J4+PjeP3112E2m7kvmEiesVgMDx484EwIlaEOctbwcUKn00Eul8Pm5iacTidrUBBJ7Q/+4A/w1ltv8eN1Oh0UReF0eDqdxjvvvIMPP/wQyWSSSWy0NsOUvj1KUKvVeO655/Dmm2/i5MmTPOGQmP7xeBxra2sol8ucJRFnaRy28T40w02Hj8FggMPhQCgUgt1uh8lkQi6XQ7FYxNraGtbX11m1C3h0CIlRNjXA002s1+uhUqlY8ECv10On0x3WRz3W6J0FPOgNTUaI1kriybBYLAgEAizZSDVvnU7HXzRylVLelHkyGo0IBoMIBoPw+Xyw2WwwmUzs7FK2i+YTV6tVKIqCer3OUXypVEKhUDjsy3DkQE5QoVBArVZjFrNWq4XL5YLJZOp6PCkNZjIZlEolbG5uYmNjA+l0GslksmvC3mEbkKMIyng4HA6WmyU7QpE2ZWhFHXJqvyuXy4fuyB6a4X7mmWfw5S9/GV6vF6dPn4bNZsPk5CSazSZ+8IMf4B//8R9Z91pkupL3L2pgkyFvNBrQ6XQYHx+H3+/H888/j29+85tYXl7Gz372M0Sj0cP6uMcOVOIAHkXaOzlEKFUoDffgeOWVV/Bv/s2/QSAQgNfr5elSPp8Py8vLSKVSyOfzLJpjNBphNpvxla98BadPn8b4+Dimp6dhMpngcDiY4Nlut3HhwgUEg0HUajWUSqUuxzidTqNUKuGdd97BT37yE5mi3QHa7TYWFhY4Y3ju3Dm4XC5MTk7CaDTC4XDAarXy46vVKpLJJJLJJL7//e/j3r17WF9fZ+1tUd4UGI607VGCWq3mqYcnTpzASy+9xM5qPp/H559/jkQigUQiAaPRyHum0Wggn8+jWCxy99Jh4sANN0UBfr8f58+fRygUwvPPPw+j0cgayffv38f7778/kEdJyl30OI1GA5vNhmAwiFAohMnJSdTrdej1+oP4eCMDcR7303j+0mgPBpVKhWAwiBdeeAEWi4WjNLvdDr1eD6/XC5/PB51Oh2q1ym1jVqsVZ86cwaVLl+ByueDxeLoYyeT0ut1umM1mXkcidwJAPB5HPp/H3bt35XrtAjQMJB6PI5fLwWAwdKkQAo8MMCl1FQoF3LlzB7/73e9QKpVkmW8PQaRlh8MBv9/PLZTFYhEbGxuIxWIsYOR2uzE9PY1arYZUKoVcLjcUtuRADbdGo8H8/Dz8fj8uXbqECxcu8OzTXC6H73//+7hz5w7+5V/+pa8x0Ov1+NKXvoT5+XmudVcqFcTjcVSrVb7gp06dwvnz5zEzMwODwcD1IomnBx36dPNTa4s4DWyQ56fTaXz66acolUpSLGcbENuYVATtdnvXqFVSeTp79iz0ej1KpRKy2Sw/z2Qy4cyZM/B4PDCZTF3Tpnr/DsmlUj8rGW632w1FUVi8RbLOdwbKEKZSKdy9exelUgkzMzOwWCz8GEqPLy0t4a/+6q+wsbGBBw8eoFQqodFoHOK7P14gfX+HwwG9Xs9a/qurq0in08jlcqjX65ifn8fc3Bzm5uZw9uxZ5HI53L9/n7lVh40DNdxarRbT09M4ffo0zp8/j/n5eT5ICoUCfvzjH+NXv/rVliIQer0eL730Er7yla/wIZNIJHD16lXkcjkehjEzM4MzZ85wBCJVhvYOdMCL071E/sEghlutViOXy+HWrVtcQ5XYGiaTiaNni8XC84YBMEFzdnYWHo+H06lEgNJqtfB4PLBYLH0dWFozqvtRCYMMN4lTtFotKIoiHeBdgFpRs9kslpeXoVKpHjPGRIza2NjAD3/4Q2xsbEji2R5DbKd0Op3Q6XRoNBooFArY2NhgblWj0cDU1BRH2/Pz8zyJjeRoDxuHYrifffZZhMPhxw4BcRi8CBJ/dzqdCIVC8Pl8bABIVa1cLiMcDnPETQQc2e+4Pajmo9Vq4XQ6YTabubWoXq+ziD5d73A4zNOKtFotD7MgTV8SKmi1WqwAJc7jpoiN+lJlf/320Ol0eOaZZzA3N4dTp0513c/kJJGuv8ViQavVgslkgkql4vncIo9AdKzImFSrVRQKBZRKJSaKiu2WlE4X+4e3c9DkfnscJAKVy+XYAIhrkkqlsLGxgeXlZSkWtceg+5juX0qNLyws4OOPP0YsFsP9+/dZFEetVsNqtbIyJxEJh0n05sAMNx0gly5dwne/+93HZPsoVdSPrWc2m3HmzBkEg0GcOnUKs7Oz/Lt2u42TJ08yK7DdbjNbmaJyaby3hk6n44js3LlzCIVCWFtbY23elZUVNBoNZi9fvHgRL7/8Mutcl8tlltVcW1tjMZV6vQ6TyQSv1wuNRsNrQ1+lUomFDaTh3hoGgwHf/va38e1vfxt2u/2x7BHd14qiwGQydR34vXoHQLfhrtfrvGaJRAKZTIb1scU9Q5E6HXxqtXrLaHCYDrdhA2nIk9qjiOXlZbz//vu4e/fuUElrHnWIRpvKpsTu/+ijjxCJRJDNZrG5uQmDwYCJiQnY7XZ4vV5MTU1xp9OwkWgPnJxGKVbxIlAPdu/NSl6P0+nE7Ows/H4/7HZ7l2CHGAFQG4wU9Rgcer0eoVAITqeT9a9J5CObzUKj0aDZbEKv10Ov12NqagpjY2PcklKpVKDValEul2G1WpHL5XiYvcFg6BKSaDabSCaTSKfTHIXLdOD2oGhaURRO0Yn7ROQV9BpN0fj2M9zNZhOJRALRaBTZbBaFQgGBQKBLbU18Tu/3rSAd5f7Q6XSwWq3cpy1ez3w+j9XVVVa9k9hbiA4slffK5TK3ftEe83g8PL2NtBIou2g0GodmwMuBGW46pCmqpjodNbz3UzY7d+4c/viP/xherxcnT56E1WqFx+N57HVF0RVK7YkHlfReHwddJ4/Hg9///d/H9PQ013VIiYsOk1arBavVCoPBgKmpKYTDYQCPri2Jfoj99KKCHcnRVqtV/PCHP8Q777zDB5dcmydDFH0QjSplqfoJQvQacHq8+HqFQgHvv/8+rl+/zloHdru9r+Gmv9OvlCWCIhtpuB+H1+vFpUuXMD4+DrPZDOBR/fvu3bv4yU9+IsmaewzxXia70Gg00Gw2kc1muZf+woULcLvdePHFF+FyuRAOh2G32zmIURQF4XCYM7qHjQOPuMV0KR3eW0VeNpsNs7Oz8Hq9GBsbg8lkYoPf6wgAYDasPDSeDEofmUwmhEIhjrYdDgerZRWLRej1erTbbdhsNhgMBvh8Prjdbn6NrSK6XhlaavVzOByH8nmPMlqtFmcxms1mF7ObShD9om2CqD9OhrfZbKJSqSCRSCASiXA/cb9S1U4Uo4i4OGp7kEoIdI37wWg0wuPxwOl0dp1jrVYLxWIR8XhcqqHtI2iNgO6zi9q+PB4PfD4fXC4XLBYLO6BE0KQuDb1ez0prh7VWB2q4SVw/l8tBUZTHImS6sJSasNvtrF1OfXZWqxVGoxHZbBbpdJoPE61Wi7GxMSiK8tjfHbVDZBCYzWZ4vV5MTExgZmYGMzMznBqiVi+z2QxFUdDpdJgzQMSnJ13TXnKT2WxmR400tWW0/WS0221sbm7i3r17MJvNsFgsvD4AUCqV0Gq1eIY9AGaJ0whcWodisYh8Po9yuYx4PM6yjul0GnNzc7hw4QJmZ2e7OjGo3a9Wq/EgmF45VXEP09S3YUgnHgSo7u92u+Hz+VAqlbCxsdGlF0/nGYlCud1u5iPk83kmg8rS0d5DbF+ljgwqpZ4+fRonTpxAOBzGmTNnWJlQrGnTOafX6+F2u1Gv1zExMcG8kGw2eyif68ANN7X/iJR68ZAn70an07HCk8FgQCqVYgk6IhjEYjGOJoxGI/x+f992F4nHQVKzLpcLXq+XSxC910tUdRoEW7UbifVZktDcCxz39SWt62g0CkVRUCqVoNfreV0KhQIajQYfTgSS1QQe7a9KpYJsNttVTyVZTavVymMNe41uo9FArVbr26YpGm6Sse3loRxn0Oe2Wq0IBoPIZDJcpyYjLAYik5OT3O3SbreZ0S8d2f0FdSBRYKLT6RAMBjE7O4twOIy5uTmuc4ujUwlarRYWiwU2m42jc9JMOAwcinKamOrrVTwjBScappBIJFCpVPD+++8jk8lAURQYDAYUCgXk83muPTgcDoyPj8PpdPLfElO1clN0g9KkXq8XxWIRlUqFU0D7gd7U+dOuxyiwl2mPpFIprK6usqNlMpk4KhalL3tJamRUetthyGCQbjapSAUCgceY6+12G7lcDplMBsVikV+X/g69D4pixI6O4w61Ws3EzrNnz+K5557D6uoqD3whp8put8PhcMDpdHYZhEajgStXruD69eu4fv26jLYPAGL3UTabRSwWg6IoTI7u5d2IPyMH7Y033sD09DR+9rOfIRKJHIptOXDDLR4mvT93OBzw+Xyw2+2wWCwwm82IRqPY2NjAX//1X7N4gfgVDAbx8ssvY2xsDC+++GLXa25XPx91VCoVRCIRuN1uFAoFlMtlPoD3C7QeTyI4AdtH0mI/+HEGMWDj8TgWFxfh9XrRaDQ4La7T6boMt0gIpMwVGWuguw5Ls6DJ2LrdboyNjbE6GoG0yjc3N5HP53n/0utRiw31uhqNRhZwOe7QaDSsZf3666/j7bffxtWrV/HZZ59BpVKhWq2i2Wxyx4bH4+k6++r1Ot5//338+Mc/Rj6fl+fUPkDkZpAtIB5HKpXC+vo6HA4HkwS34uhQOdbhcOBrX/saarUaVlZW8Nvf/vZQAsMDNdzk9VO6G3h4gZrNJl+4VquFSqWCdruNjY0NXL16FYlEAvl8HvV6vSt6oHT69PQ0wuEw118JImNdbopu0I2Zz+fxySefIJVKYXJykutvFoulq32Crj8d0DqdjqX/6KYVyYG9Ih1iy5/IZxBZn2RoLBYL7HY7/5zIbdQ7ftwlIOn66fV6JjSFw2F4vV4EAgEoisIEJ5oSZTabWRtBNK4ieVCj0UCv13Pbi06nw5kzZxAKhZgfIjLC6dCqVCoslqPX67n0odFomKtCILW2UUiVdzodFAoFJJNJRCIRrKysYHNzkzkcRFKjkh8pz4lEThrqQvwBif0B7Se1Ws28kGQyyXaEpITJ6RQdrE6nA4PBwARdr9fLA0guXLiAdDqNjY2Nvi3N+4UDN9wmkwk2m403NhnXSqXCX7lcDs1mE0tLS/jwww/RaDS4xs1v/P/fDz4+Po7vfOc7nLISUavVkE6nkc1mZW9kH7Tbbayvr+N//I//AavVim9+85s4d+4cpqamcOLECTbQ1WqVJ+IQ+9hutyMQCHB7BQAmDoqGgxwEMrqiAhdFZXTQ0/NPnTqFixcv8sap1WpYXFxELpdjoZDt2LtHGWRgxZraM888g9deew1utxt+v5/vfQB9WeVETuuNeunwIeJhs9nEc889h1arhYmJCfh8vi5dhFarhXq9jmQyibW1NVQqFVaScrlc0Ov1rPlMXQM0rncUIu5Wq4Xl5WXEYjFW41pfX8fq6ipLZwIPtd5nZmb4+hKIqJnJZGRgsc+g/QSA5UszmQxu376Ny5cv4+c//zkAcGsr7SWqd4dCIbz66qsIBoP45je/ibGxMbz55pvweDy4cuUK/u7v/g6VSuXAzqQDM9xiJCCm7wg0H9Xr9XIaj3SXRVIMHSxWqxV+vx9+vx8ul4t77kSPR+wtljXu/mg0Gnwjr6+vM7GIIieDwYBarYaNjQ2kUimUSiXYbDaUSiU+bGq1GoBHhpt0tcVBFf1qsGI0KGZRLBYLk6TUajVqtVpXaxrwaIrScQNFxUQepLq20+nkEpJY0qCatZiuI8NN/xazUHSdjUYj2u02zGYzs8G3GsZD62Kz2eD3+6HT6VjrmYYEEfF0FCJtAkXM7XYbmUwGm5ubSCaTLDZEI4dFfgE9jyCVAw8GYoqcMrwkLUtSp+12m9ez13B3Oh1EIhFWgaQyUW+W6qBwIIabPqRIqhHTo4qiIBQK4d/+23+LdDqNWCyGVCqFVCqF5eVlZDIZfP755ygUCtyy9JWvfAXf+973EAgE4PF4uggxZCQoYpDav9uDbt4PP/wQ169fh6IosFgsnFbtdDqsR07EQUqVt1ot5HI5tFotHnjx4osv4s0334TT6cTMzEyX+pCYQhdr1XS4aTQa2O12hMNhGI1GWK1WdDodjI+Po1KpIBqNIplMolgssmTqcQE5pMFgEE6nE8888wy8Xi8uXLiA8fHxrvnldB3FKJsOHDLqvUpn9XqdHa5mswm1Wg2bzQa9Xs9jQnuh0WgwNzcHl8uF+fl5vP766/xeqVZeq9Vw+/ZtnuM9SgIi9XodjUYDi4uLiMViqNfrKJfLXca4Wq0il8uhXC4/RnyS2H+QANTi4iIAcGRM119s3es9T2ivxGIxfPjhh5iYmMA3v/lNdDodRKNR3Lx5E+vr6wfef38ghpvYp3SA90ZbZMxPnjyJer3OM1EjkQgbBLPZjHq9zoZjcnISly5dYo3m3tQsGW4SrZCbZHu0223EYjHEYjHOjuj1eiYr1et1tFotZg0D4DR5Op1Gs9lk7oLVasXZs2fZU+2NrIGtDy26H2gilsvl4voUzVU3m83chnFcohW6LhTFEqHJ7/fD4/HAarV2Ec+Ax68hiRqJvxevPx1CYuaD6uhbkRLVajXsdjtH2aFQiDNZJGFbKpWwsrLCxvy4cxBE0GGdz+eRz+f7PoYyh2KGSJJmDxbNZnPL9aFS3la/A8Dz1I1GI68jtVeSM3yQNmZfDTcdNCaTCePj4/B6vTCbzV3Ue7F1xWKx8OHj8XgwNTWF+fl5lMtlvPHGG6jVatyydPr0aU7X9aYpqGYei8WwsLCAtbW1Y5lW3S+Q50kj71QqFa9Zo9HoSoeSMRDLEsS+tFqtvF5iqlxUzwMesacLhQLq9Tqi0SjW1tbgcDg4uqf+S7qHFEU5VpPFaC/QdQQAp9PZNUe7X488fZGCoGgM6DAyGAzMVyAHgFK3pEbYryZNj6N0IF1veo/iegPgdrFRYPwPCspWLS4uYmZmhmuosVgMyWQShULhsN+ixABQFAXz8/MYHx/ncpXX68X8/Dzy+fxTl4h2ul8OxHAbjUYEAgEEAgEYjUY2ApTao4ib0oDigPndgGqi1P8aiURGKgrYC4hsf/Gm2s6rJOY4McMVRWEWurjevYab/gb1F6dSKUQiETSbTfj9fgDgrIpWq4XNZoNWq0WxWNzSUz6qEGtxNpsNTqfziTU0inQp/U3/J2eVonAi6NBe60dgAx6tMbH+zWbzY20yJItL6XEA3FK4Va18FNHpdJDNZqFSqZBKpXhPbW5uIhaLoVQqHfZblBgAJpMJk5OTGB8fZ0fa5XJhcnKS25QPEvueKu9N05HXLrYE9Rs/uFOIPXfr6+tYXFzE5uYmFhYWuPbU26IkMRh2es1I0INayqiGXqlUuD2PjJNY2qDHJhIJ3L59G9FoFJVKheVZKfrWaDTI5XLc1nFcQNcpm83CbDZjZWUFrVYLgUAAPp+v73NozxCRkIhr4vUU+7mJMNU7OUxc414ym/haFN23223U63Uur8TjceTzeY7SpeF+BCrbkdQstbrG43GUy+XDfnsSA8But+PZZ5/F+Pg47HY72u02VldXcfnyZSwsLBz4OXRghptSa+SpU/pzLz10IqNdv34d//zP/4x0Os2tGaNEmDlsWCwWhEIh1sput9soFosoFoss9tLLrBW/Ly4uIhKJwGw2w+/3Q1EUnD59Gi6XCy6XCw6HA7lcDul0+lgZbgBM9qrVavjss88Qi8Vw4sQJzMzM9H08OcBEXBOjaHKO+kXWotGm7/0Y6OJ3oFtEp1Kp4N69e1hcXGRyFhluiUeg65XL5bCwsIBGo4GbN28imUwil8sd9tuTGADBYBDf/e53edhVu93GZ599hu9///t70oe/0+Bo3w03eZtUdxbrYmKUvVvDTXNVG40GYrEYCoUClpaWEI1GkcvlkM/nu8QQJPYHKpUKiqLAaDSyqhc5ZM1mE5FIhA+qJ92kNLmK0owU2VG0XqlUUCqVkMvljh3Bh/ZLrVZDMpnkPvrtImL6LvZviy1hW9XHt/r72/2OWOORSASpVAqbm5uIRqMs0CKzWo+DhsKQ4BFlHqUU8/6BMkyDqDRuB6/Xi2AwiBMnTsBms3GanDJOxWKR22EPEvtquCk9Xi6XsbGxgXK5zAexeLA/DfL5PO7cuYN4PI4f/OAHePDgAYt0EKucLrLcJPsHrVaLc+fOYWJiAidPnmQpTOAhaelHP/oRrl+/jmvXrj3xtcTRk9VqFRqNBvF4nBWOKAV/XEHCHJ999hlcLhe++93vbvnY3g4N8ediynyQvyn2r/a+HvAoclxfX8cPf/hDRCIRfPjhh4hGo8w3oFS6xEOoVCo4HA5MTExAp9NhYWGB10zshpHYG4jX1mAwoFKpPFU54hvf+Ab+/M//nImi4noRl+owdEL2PeKmzU4RtyhO0K89aLtDprcHstN5OGkqkUhgY2MD9+7dw507d7i3UvZMHhzogAoGgzz9SCRJRSIRLC0tDZwapMiTjACJe1CfLLGkj6sBp/YVtVrNTme/NrAnRdL9rk+/vUD8EEq99z6XDHuz2USpVML6+jrXaVOpFEePgzoKowRR6a5QKPBoSWL7U4ZEnlF7A3JadTodT87bzbVVqVTwer04d+4cl6HEe1vsqDloHEgfNzFeiYWay+V4QMJWB8V2r0URST6fx82bN/G3f/u3rBXcq0suN8PBQKvVYn5+Hq+99hqmpqY4RV4sFpFOp7G+vo7l5eVds2hpTUnhSBR0Oa4gp5dSq6KU7NNCZIeLfdlarfYx7gkZ7Xw+j0wmg5WVFdy6dQvRaBT5fP6xiEPuuW6IkVmz2YTL5cKLL74IvV6PW7duIZFI8Exuee2eHiqVimWZs9lsl3YB3csUGGxldHtVPrc6Zyj4PHYRN9AdPVGNkvoZydvcyWtRpJ3NZrG+vo4rV64gFotx/Vzi4KFWq+H3+zE7Owu3280p00qlwnrMqVRq169PG47uG9pUxxl0r4uymNsdIvScQV+bIgbalyRwQ4cWOdTisJFcLsftevF4XM6RHgBU8qHraDKZ4PV6YbVa4XK5YLVa0Wq12KmV13P3oGtHcqS1Wo0leQlksPsppQGP9AvEmQr95GoPU7PgQA13rVbD3bt3ua97bGwM5XIZ0Wi0S1OcvH96rvidLjh5qGtrazyUpHcR5AY4GNCNTgeR2WwGAGxsbOAf//Efsba2hs3Nzaf+O6Ii3qikFqmmfOvWLZ5Rr9PpYDabWddcjAoog0VZLrHdrlwus77BjRs3eCaA+Di73Y5gMAiTyQSfzwetVsvqaOvr61hZWcHy8jJyuZzkjQwIyjRStwDpEFgsFpw8eRKtVovZ5o1G47GuC4mdgcSc6J6mWfMvvvhil5hRb8RNtqfT6XAZ44033nisI4MyJ4d5Dh1oqrxSqeDGjRtIpVIIhUKYmJhALBbD5cuXUSqVmP1NBwo9V/zqlQrcSqT/OKdQhw2iMIrX6+XBIqurq/jf//t/Y319/anb8cQeYvE+OO7rTBOoPvvsM9hsNjgcDu5rJ0laUqcTDbiYnaBrlkgkEIlEcOvWLfz1X/810uk0j0slsmg4HMbZs2fhcDhw5swZGAwG3L17F9FoFAsLC7h9+zZnu44bo38/QL35pEAoSsharVacP38ePp8Per0ekUgE5XJZdsE8JdrtNus8uFwueDweXLhwAX/+538On8/HbarA4wNfyuUyZ0X6iRRR4ECB5mF1BhzYdDA6bHO5HDQaDRPWMpkMMplMV/pc1PUVjTaAHV0o2Zqy/6DDiKbmlMtlVvpqNBqcgt2LQ14UAqH/H/f1bbVa2NjYwK1bt2A2m2GxWGAwGPjwp3nYotGm3nm67rT3stks0uk0VlZWkE6nUSgU2EiQlG0ul0MsFkO5XGbBm9XVVSQSCaRSKW69PO7XfS9Rr9dRqVQ4I1IoFLCxsYFOp8PSp6R3LZ2hvQE5PtVqFcVikQPDer3OMr8Eupcpaytyr3oJoaRJUSqVeM8cxoS3AzPcdJCsrKxgfX2dFZ5INGW3xrkf+rHVJfYHovhHoVBANBqFzWbjfl+azrZXEKPsUTjkGo0GfvOb3+Djjz8GgK50eO/h0oveNCAdSo1G47HBCBRZNBoNFItF6HQ63Llzh6U6i8Uid4aMgsO0lyiVSl2GW61W44MPPoDb7UYsFuM53qQoKK/t04PKreSg+v1+rK2todPp8KAkMSgkO0R6BBRlEzsdeGTDaMRxoVCAXq8/FG7VgRluAtVx9gNiP2tvb6vcDPsDlUoFg8EAg8GAarWKdDqNer3O/94PLfHeyPs4g/gcVPfsdVZ6W7ae9m9R1kTsASe1OykasjuQYQAerhdNmqrX6zzjnvrgZYp87yDyYYrFIiKRCDqdDjQaDWw2W1cLIxll0pMvFoswmUzMKyGHt1arYXNzk8tMwOGUZVWdAXfhUagl9g6t7/WoniZSGObD6jDXRlEUnDhxAna7HSdOnIDP52PRg7W1Nbz//vv7PkhhWNdmL9dlvx0VUfOcanvUbkfp8Z2mcod1XYDD3TM6nQ4ulws6nY7H5ZKze1Bp12Fdm/1YF2oPm5yc5BHR5JgC3Wlwyv4S54NI1DRtkox3s9nE0tIS1tfXu3gkT4tBX+PAI+79Ri+zlrypUYnQDhpqtRqKokBRFORyOY60U6kUq+RJPD0O6t6lQ6h3epuMBPcOJM8scTDodB5KzV6/fn3Hz52YmMDs7CxKpRJWV1fRaDR4iiX13R9rctpBoTedKF5YmTbfezSbTSYtkWAH9erLtpajA7EnVXR4gafnnEhIHFWUSiWeLkm6I2J/N+FYCrAcNPoZb4n9QbPZRDabZZYljWwlAz4KBLLjgn6kP0lEkxhlVCoVJJNJAI+4NaLxPqySy7Ey3GLNoveCysNnf0CEJiJvtFqtLoGD/USvMILE7kCHUe/17G3FlJAYNWg0GhgMBlYZBLplU4G9qcvv9DWOpeEW/72XrFuJx0FSmNRK1Gq12Bulm3s/1kDUuJfYHcTuC3EcaO+XxPHBUSAZDwtUKhX0ej0URekaNSySncXH7nav7EY29diffHtx8Az7zX7Y76/3kD/IQ/+wP/t2GOb3JuKovE+JvYFc751hO8O6150jAz920HYwCQkJCQkJicPHsY+4JSQkJCQkjhOk4ZaQkJCQkDhCkIZbQkJCQkLiCEEabgkJCQkJiSMEabglJCQkJCSOEKThlpCQkJCQOEKQhltCQkJCQuIIQRpuCQkJCQmJIwRpuCUkJCQkJI4QpOGWkJCQkJA4QpCGW0JCQkJC4ghBGm4JCQkJCYkjhIHHetLIv51ApVJBo9EAAM8y3QtsNyayd8IK/f9pp1UN8ywWs9nMo+Zo3NxBvV/x+h4WhnVtRn0K07CuC/BwzrI4zW470DpqNBpotVpoNBoYjUY+E2kWvTiXfj8/e+99NejfUqvV0Gg0UKlUqNVq+/HWnhrDsGf6vYe9HEfc+zdo+phKpUK9Xh/odQY23MNk9LZ7vd4ZqaOAQQ+g/fzbEhJHCU97nvWbWX5QDvPT/g25Z7dHp9PZNjjcLfoZ7d1iYMO9G5A3elg3ymEatINEo9EAALTbbQDH//NKSDwtdrJH6CBvt9toNptQq9WoVCpQqVRsrNvt9oFnu3YKOotHJaB5GuylsaYvynbQOS3axp2uyb4abuCRMTksDOsm2ku0Wq3DfgsSEsceZJRbrRba7XbXIdwbfQ8rjsJ7POroTYOr1WqoVCpotVr+Gd0/4uN3Yrz33XBLSPz/2nuz4LjS8zz46fX0cnpfATR2kiBIDjnk7ItGMxPJyiiJE5VTcSlVtpNS5SZXce5zmatcpCrlSlXKF06iOGU7jqTIi2xZY40kkzOyZoac4QpiR6PR+366T+/9X/B/X55uNkgAxNIAvqeKBZBsAI3vO9/3bs/7vAICxw104er1elgsFpjNZhgMBpjN5p5LWFVVrm83Go1DqXELDCcosgbQY6xNJhM/O91uF7VaDe12G61WC+12m5+13UAYbgEBAYH/H9rohy5cp9MJp9MJs9kMq9XKlzAA5PN5VKtV/tNsNtFqtYThPmXQpsQpLU5On9VqhdFohMVi4QxNo9HgEgs5iLuBMNwCAgICwMBoyWg0wmazwel0wmazweVywWg0wm63Q6fTIRAIoF6vo1arQVVVlMtlbG5uotFocGTV6XSOvGQocDDYLs2t5T6QI0ddCPRMPI9zJwy3wHODvEVxOQkcN/RfuBT9UMuX2WxGKBRCJBKBx+PB2NgYLBYLfD4fzGYzR+WUKt/Y2MBPfvITFAoFJBIJVKtVNBoNjrBEJH780e/g0b5qnyWts0ZRNbV61et1Nt4ABn79s3DsDbe2V5x+cVo0cUgOHkajES6XC3q9HuVyGbVa7ajfkoDAM7HdJam9M7RktFarxTXJTqcDg8EAk8kEh8MBi8XCGgr1eh2hUAgmkwmNRgOSJEFVVY6+qf497Ax0ge3xtGeHDDlB222g/TctmXEvWhi67g5fPWwtBFRLsFgs8Hq9TLUHgHK5jEql0pOmOMm9j0e1N3q9HuFwGN/61rfgcrnwZ3/2Z7h9+/ahv49h3ZthOzOHjWHdF2B7QSltndJkMkGv18PpdEKWZciyDK/XC1mWcebMGbhcLly6dAljY2MwmUyQJAmlUgmrq6tQFAUbGxsolUrIZrMoFAoolUpIp9Oo1WrI5XJManuerhB6r7u944Z1b4b5zFCETR+1ztfT9EMoI0kf+3v/KcMDYMeBz7GLuCmVRb+s1WqF0+nkQwagR0VMr9fvqwEXeASKOJxOJ+bm5uDz+fCLX/ziqN+WgMCOsN09oI2Cms0mdDodSqUSarUaKpUKVFWFw+GAy+XiKJyIR3a7HUajETqdDqqqwmQyoVQqsdHP5/Not9uoVquo1Wo9lzTVQ58GLfuYjAeB7juB/cEgZTNac/pD0XQ/+p8teg0xyAe9frd26dgYbp1OB0mS8Nprr2F6ehqBQADhcBhmsxl2u73HaFcqFVSrVSaL5PN5fPbZZ8jn88hms6hUKsKAPydefPFF/MZv/AZCoRBefPFF6HQ6rvuJS0TguENrSBuNBqfLG40GVFWFzWaDoihotVqw2+2w2WyQZRk2mw02mw2tVgsejwf1ep0Nfq1WYycglUqhWq1iYWEByWQSuVwOqVQKrVYL9Xqdgw/gseEYGxvDCy+8AFmWEYlEYDabmdV+9+5dfP755+Jeew4Qr8FoNEKWZUiSBLPZDIvFAoPBAEmS0Gq1EI1GUS6X98TpGbQ/O3Ha+nFsDLder4fZbMa1a9fw1ltv4ezZs5ifn+9JkZPnUq/X0Wg0UC6XkclkeKGj0ShUVUWlUnmiFiGwO8zPz+Pf/tt/C6fTCQAoFotwu90wGo09l46AwHEF3Q8UWTcaDQ4IJElig07G2m63AwCfidHR0SekUTudDhqNBjKZDMrlMj766CM8fPgQq6urUFUV9Xr9CRU2ivRGRkbw9ttvIxgM4tq1a7Db7VhbW0M2m0W73catW7fEuXsO6PV62Gw2SJKEQCDAmRKHwwGTyQSbzYZarYZiscj9+/uBvSjaDb3h1uv1cDgcuHjxIvx+P+bm5hAOh+FwONj49qc1KI1rs9ng8XjQarXw0ksvYXR0lOtK1L4hsHPodDpMTExgZGQEZ86c6XGagMfpOsEuHx4IB3X/oCUfaQlr2j/0Oi0BzWAwcA1TS2ozmUw4f/483G43xsfHMT09jWq1ytH45uYmKpUKXC4XHA4H5ufnMTc3B7fbzW1pzWYT5XJ5aIeGHAdQGtxisWB0dBQ2m427BdrtNlRVRbVaRaFQQK1Wg6Io7LTtJ3ZzTofacOv1ehiNRoRCIXz729/G7Owspqen4ff7IUlST4Ffa0BMJhOMRiMkSYLT6YTf74fb7UY+n+c0ejabFYZ7l9Dr9bh27Rref/99zM3NwWQy9fw/pfkEhgNaUQdhvPcHFDVT+1ej0UC9XofRaOQUN72GmOQ2m42FW6g3XJIkAEAoFEK73UalUoGiKMjn81hcXEQ2m8Xf/M3fIBaL4ezZs5icnMTly5fxzjvvwGKx8ISvWq2GTCYjyn/PAerZpwDR5XIhnU6jXC6j2WxCVVWoqopMJoN6vY58Ps97vV84sBr3Tqel9Ee//V8jSRIvktPp5AccABPM6A894OPj4xgbG4Pf7+caKrE1SSCBahD0tVpCAQkmtFotuFwuuN1uVKtVJq4J7Aw6nQ4ulwtjY2PweDzQ6/VMtikWizseSTfo+2pZvK1Wa9/SUKcVWiLT04bPHMQUpJMKWlOTydSTQiWiEkVh1KdLNXCn04lWq8X3k3ZvSIGNDH6z2YTdbkej0cDo6ChMJhMmJycxMTGBQCAAq9UKk8nE0V6hUEA8HkepVDqydTnuoADP6/XC6/XC6XQim82yU0b8BFLG62/vOgrs2HBThKtVfel/88SoJGgfUJqqE4lE4PV68frrr+O9996DoihYXV1Fp9PhB9Nms8FisXCq22KxIBQKwWg0IpfLIZlMYmlpCffu3YPT6cSZM2cgyzImJia4r9JisfD7MBgMkGUZADAzM4NyuYxut4utra19UbE5LdDpdJidncU777zDDpiiKLh79y4SiQRyudyevqckSTAYDPD7/ZBlGZlMBslk8gB+g5MPrWGg80gynNrSUj87WXumhTM7GMQed7vduHDhAoLBIAKBAMxmM0dmlUoFiUQCtVoN8XgcqqpibGwMoVAIPp8PExMTHHVr52NrtdHNZjM8Hg8++OAD6PV6/nqqvwLgqP/zzz/HX/zFX6BYLIp92wN0Oh2CwSBefPFFBAIBXL16FZIkYWVlBalUCuVyGcVikTkOw6KCt2PDrR0av13dTCuyrr0gtJ+TbODY2Bjm5uZQKpV4MejhdDgcsNvt3DdJD3ir1eIeyEQigbW1NXg8HjgcDqiqCp/PB5PJBJPJ1JM+p59NUbnNZuNhAdrXCOP9bNhsNni9Xv57s9lkQ7uT0sMgx472jHR9KYoR+7E7aJ9lbftK/2soNUhGgmp5ZAxOg4jOXp4v4s+YzWZmkRsMBnS7XWabl8tl5HI5VCoVJJNJVKtVZieTgdc6TvQ9m80mE9+IoBYMBmGz2TAyMoJAIMBf1263OQIkNrrIUO0edBYkSYLH44Hb7YbFYuGMBqXIq9Xqtq1fR4UdG24iV2gZcP0PvnZUGdDbE0kP78jICCYnJzE6Ogqv1wuz2YxSqYRWqwWLxcLG3ePx8KVCze6qquInP/kJPvnkE6RSKWxtbcHpdCIajcLr9aLZbGJsbAwTExOQJIkf9FarhWq1CkVRkM1mkUgkoCgKgCdTisJY7BzdbheZTAbf+9738PDhQ6ysrDzxGq0sIACWkSRHymw2IxgM8qVG6UaxD3uDNnLr7zsl2O12jI6OwuFw4IUXXoDP52ODsbS0hOvXrwtDMAD0vOr1eiiKwtk/u92OTCaDRCKBfD6P5eVlVKtVZDIZNBoNpFIpjI6O4ty5cwiFQrBYLJxlovLQF198gV/84hcol8uIx+Ow2Wz4x//4H8PpdPLACtrDQqGAn/70p9jc3MTKysq+11tPC0wmE8xmMxwOB4t4ffHFF3wO0uk0Z6uGDbuKuIGnK9tspyBDHr7ZbGaymMvl6mmf0I7CI4+WHlhtG8X9+/fx85//HNVqFZVKBbIsQ1VV+P1+nDlzBpIkwefzsT4sfS0ROSj1oY0qtFkBcQC2R79T1ul0oCgKbt68iTt37jzhkWqjPlpf7d4ajUZYrVY23Ol0mqMNgd1Ba6C1ETf9n/Y1dEb8fj+uXr2KSCSCcrmMarWKVquFTz75RBjuPmgzFTqdjiPeUqnEdebV1VXkcjksLCxAVVUUi0W+1xqNBlwuF1RV7dkfaveKRqP45S9/yS2sHo8H7733Xo/Rpn1UVRX37t3DysoKMpnMUEWCxwlkk6gs2263sba2xgp35XL5qN/ittgVq7y/J3HQ/2uhFRCgdPjy8jLK5TJsNhtCoRAymQx+9atfQVVVvsy/8pWvwO12Mzu81WqhWCwin8+jVCqhUqlwZNZoNFAsFtHtdrGwsABFUTjtSumrYrGImzdvIpvN4tNPP8XGxgZyuVxPZCdU1baHXq+H3W6H3W5n7kAymcSDBw/w8OFDFiPoX79QKITXX38dFosFtVoNnU4HPp8Pbreba7CERqOBXC6HQqEg2P57gNFohMFggMPhgN/vh81mQyQSgcFgwP3795FIJAA82ku/34+pqSnIsoxEIoFCocAiIVtbW8Jx2gaUJep2uyiXy2i321hcXEShUMDW1hai0SgURUE6neae73a7jVQqhUajAbPZDL/fD51O12PUu90u7t69i5WVFf46igZlWeayHkFVVSwuLmJhYQGFQuHoFuQYQ6/XY35+HvPz8wiFQhgfH0exWMStW7eQSqWG/g7aseF+ltGm1/T/nS4BnU6HRqOBBw8eYHl5mZvc19fX8cMf/hCKonAKKRAI4OLFi2zwm80m8vk8MpkMCoUCk8u63S7XvKvVKu7cuYOtrS2uP5VKJaRSKcRiMXzve99DPB6Hoig9bRsCz4Zer4fb7Ybb7YbNZgMAxGIx/PjHP0Y0Gt2WGDM6Oorf/M3fhNfrRT6f51JGOBzmVK6qqlhZWUE2m8Xnn38uIog9gCJBSZJY68Dv9+OVV15hUmm9XueoLRQK4ezZszAajVhaWmJnqV6vI5lMivXvgzZjQYa7UChwP6/VauV7hng4Wpll4oGoqsr16bt370JRFBbyoD+0R1RScrlcTEgjUMR9+/ZtsVd7hF6vx5UrV/BP/+k/5ch7Y2MD2WyW++eHGTs23BSdbsco3wm0D3MymcTdu3eRTCZRKpWgqipP0ykWiygWi2i327BYLE+k37XeJ9WJiFBAEXgqlUKhUEAsFkMymWSD3Wq1RESxS5hMJkxNTWFkZAQ+nw/Aowg5n88z41ILiqaJq+DxeJj0RMRBEjygf6csyrCwNo8b6PJxOBwYGxuD1+uFz+fj1ku73c4Em3a7jUwmA51Oh2QyiUKhgEajgWazCUVRnjjbg0icx32PdnN/UZmHggh6RqkUQSlzul+0cxForehrKbNRrVZRrVa5daxfKY2EW4hESO+D7lDRDbM3UNupJElwuVxcVtU6TYNIncOGHRtuilL3+rDQ15BneevWLSwsLKDVakFVVT4cRqMRGxsbWFlZQSgU4l5v8naNRiNMJhMfBtoAs9mMTqeDarWK9fV1tNttpNNpLC8vc883ebwCu4Pdbsc3vvENXLlyBfPz8wAeTWBbXV3lNKAWkiTBbrfD5/NhamoKXq8X3W4XpVIJOt2jAQx6vR6SJEFRFMTjccRiMSYpisto95AkCQ6HAxMTE3jjjTfgdrsRiUTQ7XYxOjqKra0tbldSVRU3b95Es9nE2tpaTwZrkONEyl90sRHf5DTtE0XO1WoVAPg5JaNKxMpBTg+BxFKofFetVgcGQVo+CBF26WcSV0coFO4Ner0eLpcLsixjfHwc586d41IHdVkQAXGYsWPD/TQRh92Avr5/Oo4W2nF3g1qGSMS/2WxypEHGnKKGbDbLNdNKpcKR9mm6bJ4X5EhZrVb4fD6Ew2EmFBLLv1arDeznt1qt3Fqh1+tZpKVer3P61uVysWQjCbiI/dk5aH8MBgM8Hg/C4TDC4TD8fj9H2a1Wi+Ubgce626TnT5OqnvYz3G437HY7y3xSZHnanGDK7lHpQfv790fA5ORoI28y/E/L/EmSBLfbjWAw2CPYQgS3YrHI9XWBnUPbykdlP6fTyd1OZEdIc75YLPLX0Ucy5sPQ9bJrw30YoIdemyoicZYLFy4gl8shl8shk8lwDx4RPmi4yMrKSg+zk9KwR73gBwFt7/x+wmq1YmRkBJFIBLOzs5idnYXVagUAXmeSWiTDoNPp4PV6MTU1hVAoxAMVfvSjH+HBgwfs7Z47dw7vvPMOkskkvvjiC6ytre1JwOW0QctuNhqNCAQCsNvt+PVf/3W8++678Pl8GB8fZ0eXshv1eh25XA5bW1tPyHI+DRaLBf/sn/0zvPrqq4jFYlhbW8PW1hZu3LixbR1w2KOV3YKMp8vlwszMDOr1OlZWVph8Nqh8qP17vV5Hs9lEvV5nIud2KoOzs7P4zne+g0gkgjNnzvSs5ebmJn7xi19gZWVFKKXtEtRJ4fF48PWvfx2Tk5O4dOkSEwADgQDa7TauXLkCv9/PZQ1t4EhBCwUgR8mTGkqt8v5eVDLe3W4XXq8XwWCQW5EkSYIkSRxtU/2IPNz+GpLAzmEymeB2u+H1enmwAfBkrU1bFyJijcPhgCRJfGmtra3hwYMH8Hg8cDqdkGUZlUoF5XIZ6XQa6XR66JmcwwCtKhrVtN1uN86cOYOXX36Zx9wCj/eJdBDq9ToURdmVA2swGDAzM4OXX34ZDoeDFaTIURv0/rQfTwqotEMtXfT776TeT+WHnWj5u91ubtGj80bchGKxiJWVFWxubu5ZXvi0wmAwwGazwel0YmpqCmfPnoXP52OjbLVa2YA3m82edmRKodvtdnS7j8ZGE9cBOBqp4KE03A6HA+FwGC6X6wndcVJey+VybDjoI3lCQK9xOem1oIN6cMbGxvDtb38bkUgEo6OjPT/P7Xbj4sWLyGQyWFtbg6qqPMtWkiQWLyB93zt37iCdTrOz5XK5EI1GkUqluM1P9A4/HXQO3G435ufn4Xa7cenSJQQCAVy4cIEHWWhTtNqBGHtJr+p0OsiyDI/Hg3K5jM8//3wgr0H7em2b30kAZS9sNhvcbjcb7f2sM1P7l9PpRCAQ4LkMnU4Hf//3f4/bt29jcXER169f5/KfwO6gjZ5Jspkyu6RXPjs7C5fLhaWlJRSLRd4Xt9uNs2fPotls4uOPP0Y8Hu8pFx228R66E6bT6ZjYJMtyj4iETqeD1WqFw+HgYSMk5k8TdrQM5520sAlsj2AwiA8++ACRSIRT5LSODocDs7OzcDqdqFQqLIZDhDNSlbp16xbXsZvNJorFIvR6PUKhEOLxOLLZLIrFIkeCAs+G0+nExYsXEQqF8Oabb2JkZAShUIjVAglkuNvt9p6HI9CZc7lcUBQF9+/fh6Io2zpZdBGeJFBtlO4eek73M4tHvBCSeXa73QAecRJu376N73//+9ja2sK9e/eGUslr2KHN4pIxJidXmwqneRcjIyPY2tqC1WqF1WpFOBzGtWvXUK/X8eDBA2QymR7n+FQZ7n7darPZzIxku93eIzxAi6Sqao8IC5FtKB3VL7tKKXZhxHeOfkIgaYcDj42BxWJBOByGJEnczkXRNREEKTXYH5lQTZx6VenfxL48HbIsw+VyYXJyEi+88AKCwSBnpqjXt9vtclo8mUyylnWpVNqVBrnL5cKrr76KkZERTE9P8wjXWq32TBLhSdlHOgcjIyOsPxAOh5lfsJ8/Z25uDq+99hpnTgjdbhfFYhFbW1vI5/PCud0jut0u2wmLxdIjbEOkw06nA1mW0el04Pf7EQ6HeyJul8uFer0Ot9sNj8fD9kYrtkNcqoPGkRnuQf3YxIQlwXfyiIDHF1KhUEAymUQ+n+fFIgUirQesJbgBj3XIRa372aAIQ5IkZocDvREcEcyq1SpCoRAqlQoL4DQaDWSz2R6DPYh5brfbmQAiLqSnQ6fTwefz4cyZM3jxxRfxD//hP4Tf72fWvjZ922w2USgUcOvWLcTjcSwvLz81vT0Io6Oj+Hf/7t9hfn4ePp8PVquV63skMDII2rr6cQdd6PPz83j99dfhcDgQCASwsbEBs9m8L/cIRYHvvvsu/sN/+A89kw3prCUSCdy7d09oHDwHqGTUbrfhcDj4mdamyskZs9lsmJ6e7uHckJNcr9cxNjaGWq3GNfByuYxUKsWzuk+04SajADxaVGppcTgcsFqtPU3wdEAoUiMpVK3GODB44o/2a4XB3hmI/NTvOAG9etc0TYd6s0ulEsxmMxRFwdraGjtKWlCnAE2kEo7UzqFtxaJIQNtbDYA7KagOWq/XYbPZ4PP5eL4wReQULWgvGiIWBoNBTtmSkSJD8qz9Oin7qb2DBrV6Pe9sA+IP0KhQmu8NPOraiEajyOfzSKVSIj3+nNB2KWnHqgK9AQllcCnooM8rlQpKpRIajQafGUmS2MnSDrI6jB77Qzfc9MCHw2HMzs6yBKDRaMTU1BQ8Hg/GxsYAPBYi0EbK5PUWi0U4HA40Go0nVI0IWsPxPIpvpw1E1LDZbD1EJ+DxZebz+bjeRymoV199Faqq4k/+5E+wurrKilLaPbHb7cw4VxSFH3SBp6Pb7SKXy6HRaCAQCDxBNqPLIhqN4vbt2z2tkBcvXsTk5CRfLIqisCBLPB5nUREAiEQieOuttzA9Pc1jdqlDgyYlPc2I7IRlfRygZe+XSiXEYjHUajVYLBZeL4PB8FxRsNFoxPnz5zExMYGZmZmeLEU+n8fv/d7v4bPPPsPq6uq+/E6nGQaDgUuwVLemCJuMLmUKSW8+k8mwxoTb7Yaqqmi1WojFYigUCnC5XAiFQuwU5HI57rHvt0X7jSMz3GQc2u02HxBaWIrGtN4uGV6i7tMfOjxk2LXSgf3RtjDaO4O2BY+iYgLt36DatyzLaLVaLI1K0bh22IzH44HL5eJpPMJo7xzUW0rqZ5SyJsPabre5V1tr2F0uF1wuF6rVKsrlMsrlMl9W2tYmnU4Hv9+P8fFxjIyMwGKxwGAwoFarseHeyWWkzYIdZ5CTSututVpZuEbbAtnPowEes+tprDCVD+j1VIoKBoMYHR2F0+nskZOt1+tYW1vD/fv3BYN8H6AlpdG+0DNK5NlarYZ8Ps9npFKpQFEUlEoldLtdpFIpVuckiVQS/zKbzU9tk9xvHLrh1vZmm0wmrscRO9xisWBsbIwvDrvd3qMc5Ha7MTExwa0TtNj1ep17gWnRyWgIo70zaC8ine7R6MKNjQ3UajXYbDZ2rqjE0U8upBLGe++9h9HRUdTrdVQqlZ40o81mgyRJHBEK7Bwks5lIJPDTn/4ULpeL03dkzBOJBBYXF6HX6xEMBuFwOPDOO++wmIdOp+uJMBKJBI+apK+ZnZ2FLMs8bvf27duIRqNYXFzc0Tk6CQIsZHjNZjNKpRLW19e584E6I2RZhtVq5XuMUqjtdhuSJOHcuXNwuVzY2NhAIpHgdjKfz4e3334bgUAA09PTTITS6R4NYioUCkilUqySJtLkzw+LxYLR0VGMjo5yKZayhQ8ePMCf/dmfoVgs8nnY3NxkDf96vc5jhwHwfAZy4GgKpVav/qDtzZFE3GS8adIOTSYqFArQ6/XcJkRGmy6cdrsNq9UKr9fLhkJVVdhsNtYhL5fLqNfrnM4SRnvn0K418HjUJmVASB6QImn6GoLRaES328Xc3Bzm5uZ6JiXRHlB9e2lpCTdu3Dj8X/IYg5ixxWIRDx8+hNVqZWeVWuqy2Syi0SgPcAkEAvB4PJibm4PFYmFCDmVTMpkMarUan0er1Qq3283lp1qthlgshvv37yOZTO74LJ2EiJs02lVVRTabBfDI8axWqzwkx+l0wmq1olar8R3UarVgs9kwMzODYDCIVqsFRVHgdrsxMjKC8fFxfP3rX0ckEoHP52PBHAD8WpqP/izBFoGdwWg0cuaJuCGUoY3H47h+/Tpnq6hzghymbveRJn2hUOghPdP/a+WfD0sK+NANN0XA6XQa9+/fR71eRzab7RHtX15exqeffoqRkRGcP3+eW8SMRiM8Hg8LsdjtdlSrVdhsNk5pNJvNnvSUMNrPBl3kFD2QRnK1WsXCwgJyuRzm5ua4BWKnlzKlBLXOE3mw0WgU169fRzweF6nAXaJarWJlZYUzF+QgEeGMeoKDwSDXqbWa18BjAhm142mlVAGw0a5UKkgmk1hfX39i9rPW0dO2Yp6EiBtAD38DALxeL65evQqdTodLly5xd4UkSRyB0SVuNptZ5yAQCODs2bNwOp0IBoOs+68loxEqlQqWl5exsbHRwz0QeH4QGXNzcxMAuOxx//59xONxTpdTlxI911rymvb5TqVS0Ov1HHEfpqN16IabDngikUAymQTQy1jW6/VYWFhAp9PhIecOhwOyLMNkMrEwi8fjgc/ng6qq8Hg83OtI2sxiytTOQW0NNpuNeQN6vR6KouD27dvw+/2sib0bb5IMN4GyK6Ql/5Of/IRHugrsHIqi4MGDB1xboxor8MgxJh5IOBzG6OgoZFnmDgEaR0mv17bBdLtd/rzdbnNNPBaLYXl5maNObbaF1KfIIT8OIxF3AspuaJ2dYDCIN954A06nEy6Xi9dZ65xSvbTb7bJs5oULF5DNZiHLMnw+H8/ZprXTgvY2Go0Kh3Yf0c8doM6LcrmML774Apubmz0Dk/qFjLTPA2WKY7EYt1nShMvD4uwcqQDLoNatbreLarXKJAFKWWgXlGj9NGXKZrNxjyoRaITR7iWZESmDWnxorWk9qfSg1+t5chtFA1pxm2et69Mu7W63i2g0iocPH2J5ebnHuxXYOeiCoFQuZUnMZjPq9Tqrb42OjiIcDnN3AEUN1H5JhkZ7vsh412o1lqMl7X96jrTPkyzLMBqNfAnSM3cSQOvVaDRgNBrRbreZm0MGm9YBeJxSpXNCmSuHw4Fut8uEWjpng1otqfWoUqkI4uY+gu65TqeDra0tZLNZfmYTicQT0tjalj9tNqo/y0T26bBtztCdsE6ng0wmg2azCZ/PB0VRWN4UeExukySpp3GeNoUYf6cJlLrpZ/zSkBCz2cy1tHfeeQcvv/wypwG1rNhkMslEnOXlZZ4F3H/pD/JKd4J2u40PP/wQf/iHf4hcLodSqSQupz1A2z1htVphs9kwMjKCQCDAkYXH48Gbb74Jn88Hv9/PRoFKSUajEZ1Ohzkh9H2pLzWfz+PmzZtIpVLIZDIAHrcJWiwW+P1+2Gw2TExMwG63s5Y2ORLHHUSGJceS5mBTwEDKjv0ZBvp/4PH5MJvN8Pv9fHdp/6+fiU4zuzOZjBgkso8gm9HpdHDjxg0UCgWUSiV+/inapn2hrCPBaDQyt4f2jFLtR8GjGjrDDTxWf9L2jdL8bSKyaSfuECFkNy0rJwn9AjTah4+UmGicps/n4wuevoacHkqXExvcbDbD6/XyZU2Rghb9D+wgY66N5kqlEhKJBKrV6qnbp/0CsfuJpWy32+H1euHz+QA8HgLjcDi4vq0dNkKtMZQ6JEeXjDudLTp/NPqQ2vdoSAx1fdhstieM9UlIl2snq7VaLVQqFSZrkjNEfwiDfm+t0IcW2hYy7dmljOJJWMNhAq2ntvOIOCL0/+SIaYPBTqfD5Q2qadMzcVTk56E03LSArVYL5XIZBoMBmUwGRqMRKysrSKfTTxyaYrHIUqi70WQ+CaBLk1I25NnLsozx8XE4HA7MzMzA5XLB7/ej3W7DZrPB4/FwhKDT6TA2NoZms4lXXnmFW4Soxcvv98NqtXL6b7egSJDKIIKDsHd4vV689dZb8Hq9mJychNPpZENN0Tgp20mSxGpPhUIBuVyO+0+1Z4jSvmScDQYDRkZGIMsyHA4HFEXhEgo50OR41ev1nv5m6nE97tBGVtQW99/+23/DzMwM/s2/+Tc893w3vbvbGW/g8YClc+fOwWaz4dNPP93X30fg8UwMmmQoyzLfSXTfGQwGDlYoaAwEArh69SoMBgM2NzeZp3NUBMKhNdza3m1it+r1eqRSKWxtbXH7CqX9FEVhVt9pS7/267FrRR4cDgdcLhfrv1PPKQCOou12O9figMeOkzYa0IoWbBdVa4k8g0AEDxpCL7B76HQ67kkNBoOYnp7m+eZWq5WzUKQ3r9frOQtVqVSQz+c5bagtOVHNmxwsvV7f047pcrk4q1WtVpFOp9FoNHhSGF1wWuLbSQFFXdlsFnfu3OEpd5S5orOxU4d2kPGmM2U0GuF0OuF0Ok9EyWFYQPaCzoXFYuHnnXg9wGOyJmWrKEvl8XgwMTHB/A86O0eFoTPc1B9JRiSdTiOfz2N5eRnNZhOLi4tIpVLMqJUkCR6Ph3u3D0MndtjgdDoBgPsIiUBD7Fer1Yp4PI5kMonV1VWYzWaEw2GcP38eLpcL586dY5LRdsZ5O7awtt5K/99/iZEDphUnOGmX+2GANJY9Hg/OnTuHcDjM7V6UGaG2JHKSKDomtnO1WuURlTRjms4SqUBRnZrG55pMJtTrdSiKwpOQVlZWUKlUUCgUUK/XWU9bS3Y8aVBVFel0Gu12G//lv/wXeL1e7nqZm5vD5cuXIUkSjyPuXwMt65jOAKVdKT2ez+eZ5VwqlY7i1zxRoJkY4+PjeOutt+B0OnH16lXmK5AWCIlBkbNL5yCfzyOTycDtdmN2dhaqquLv/u7vsLS0hFwud2T32FAZbm3azmazAXhEkmk2m4jFYlAUBevr68hmsyzw7nA4MDY2xv2Tp3FohSzLbDibzSazjGVZZoNM/dLEEZiamgIAhEIhjI+PM0uWamu7uXj7p7LRR+330Pa5nrb92Q+QQSTFwKmpKYyMjMDpdPa03FGammYAkEparVbjj9o6qsVi6SF40oXV7XZ59KHBYOiphZOyVLFYRDab5YwYRdz0fk8aSJAol8thZWUFRqMRMzMzCAQC+MY3voGxsTEekjRIoEhb06bsGBHgKLouFot48OAB33cCzwfKOtI8bRLEIWKnxWJhZxQAyzgTd2pzcxNra2tMyMxms8jlclhbWztSRbsjMdw6nQ4OhwNutxuNRoOF2YFH0ZrH48Ho6CjPGSajTNOOKBVIaQxKj/eznk8L+kUC6N8KhQLW1tag1+tZFpYuYLPZjIWFBZTLZczNzfEFQ72nOzXe/YIelGbtf81O28kEngTV4yiDEggE2KACvalXInZqM09UEqEuDEmS4PP5uExC/0fpRHLeqKuAhCkymQxWV1cRj8eRyWS4PKVt2aS9Pumg6LlYLKLb7eLWrVswGo3w+XyYm5uD3W7v4YWQljUpCdL+0HmkfSkWi8jn8ygUCqeuO2Y/QUHI9PQ05ufncfHiRa5b0x2pbeXTjn1uNptYW1tDJpNhw0318HK5zCOLj/IuOzKt8lAohLm5OS7yUzSm1+sRiUQwPz/PqYxGo4FSqYRcLtfT7tXtPhrzqShKT9rptBkH7YAV7cWtKAqL3BBxjR7QfD6PZDKJiYkJnDt3jgXyyfPfDQGtP4roJ+tonYqd1MIFHkOn03HmJBwOIxKJYHp6moVytOlXyrhoiWPkJGt78s1mMw/z0Y431P5MYlQ3Gg3E43GUSiWsrq7il7/8JXK5HNbX19lh1pY+TsvMaFr3ZDKJVCqFtbU1/NVf/RXGx8fxD/7BP0AwGMRLL72EQCDA2gnESqcShnZGNHV/xONxRKNRJJNJIXe6RxDJz2q14pVXXsFv/MZvIBAIIBAIMBFX+1qyM61Wi8fhfvLJJ/jyyy8RjUaxurrKz3er1WKlz6PEkUTcRAigCVOU6qNoze12IxQKcQSg0+l44AGxWylC0BLZTiso2iEvngw4tSwAeOKCpcEUFJVTNECXjNfrZaGJZ8lY9jP8t4vUd5uCFwDPqff5fAiFQvD7/aza1X8G6PWkGU//RxEfgYZnkBO93Z7QM5XL5VglikQr+qP60wr6/WnGeT6f5xGgLpcL+XweHo8HTqeTz5t27CM51FarFXa7HfF4nEscp31t9wq9Xs/6BSMjI3xmtL3Z/cab2rw2NzeRy+WwubmJRCKBbDbLSngUgBy10QaOSPJUS2Ki/jgyPgaDAZcuXcJ7770H4NHlkc1mUa/XkUwm2UhrhVhMJhMTPE6K5OJuUC6XAYAzDoOinv6UNhGWFEXBH/zBH3Cvt81mwyuvvIKvfOUr8Pl8OHfuHCwWC1/0wJOGmdacnKz+PdD+m9bInGZnayeg5/ull17CCy+8wK1ZgUAADoeDU+hap4ocYmptoa4LbRakf4/667CUOSHSzvXr13Hjxg3u6NAS4AR6kc1m8bOf/Qwmkwk/+9nPmBxFbXmUDelvh6TOj3w+j1wux1oVAruH2WzG22+/jVdeeQUXLlzAuXPnOEjcDjqdDul0Gv/zf/5PLC8vY2lpCel0msuxwOP7ahi6lo6MnKZN6WovEmKz+v3+nkvE7/ej1WrxhUWLqG1bOq0gD1CbCn/WmmgFNmKxGLf/kMra7Ows2u02wuEwWq0W10IHMcYJT2sXEzXu3UGbwiP5UovFApvN1hNxD2Jwa0me2rZJ7f8DT3ecut1Hcqg0BCgej3Ma8bSft6eh2WxyrzxNO6Tggloh+8tGOt2jOfWVSoVLgWJ99w7K0AYCAbjd7p4hO4PuJuJQFYtFrK+vY2VlBalUaqhZ/UeWKqcaDmkBGwwGBAIBvpyoxQl45EG9+uqryOfzaDQakCQJuVyOPaJcLsdDESjqPE3oT4fvVlOconRinX/22WdIJBLw+Xw4f/48vF4vXnnlFYRCIRb6oJQs8KTUan8E12w2kUgkkMvlmMwjLqbBoAjZbDbzxTM3N4eLFy9yyxalVQd1AGh77/dCMiSHWlEURKNRpNNp3juShRR792zQc08Mf1Kv628H02ahqKWvf5KbwO5AbPA7d+5AlmXMzc0N5HIQFhcX8ZOf/AQbGxtYWFhAMpkc+sFHRxZxl8tlTvGSV+r1ejnVp22pMBqNmJqags/nw8LCAreIZTIZvmiI8HFayWnA4zRnP551cWvJYzqdDhsbG9jc3ITH40Emk2FiB0Vv1D7UL+Wo7eXuf3/UOjTsB+KoQQaX9AloBOTo6Cj3cWtHrz7re23Xe9//ORkSOk/1eh25XA6ZTAalUomHXpy2s/U80Na/t0O/+Irg7jw/ut0uz9YuFosDAxnt35PJJG7cuIFEIoFEIsF2aZgxFH3c2iixvx8YeKy5TWxyUm+iTdFqK5/GiEDL6NX+XYv+mvOgr6fP6ftUq1VsbW2hXC7jZz/7Ge7fvw+/3w+Px4NgMIjZ2VkWwTEYDLDb7fw5iYGoqopCoYBPP/0UKysriEajp25/doNQKIRLly7B6XTizJkz8Hg8mJqaYhY4XezPIpXRR+3nNKazXq+jWCyiXq8jk8mgVqsxmZGEViqVClZXV1EsFhGLxQQR7QDR7XbhcrkwNTXFrbGqqnKPvMDu0G63EYvF0Gg0MDo6inPnzsHtdiMSifSQNMkhjUajWF5eRi6XOzaDXYbGcGt7fYEnDbfVamWPn4ZgEEPztF8oTzPYBC0hkNBPWNP+O40XJIWhZDIJs9kMj8cDh8OBixcv4mtf+xqPkKQRqwC4x5ikIROJBP7u7/4Ot27dQiqV2tff/aRhbGwMX//61xEIBHD+/Hk4nU6Ew2E4nc4dky4pUtM6w9TXv7W1xZ0EpVIJd+/eRS6X4wE9lUoF2WwWjUaDM1uUyRI4OHg8Hpw9exalUgmdToeNijDcu0e73cb6+jpisRiCwSBmZmYQiUQQCoXYcHe7XRQKBSQSCayuruLBgwfM3zgOGArDDTwyPqTApBUeoP7sbDaLYrGIdDrN4g+C7PQY261Df6StTcENyk70/50YsDRFh7SvNzc3ce/ePciyjFAoBKvVilqtxjVwl8uFbDaLu3fvIh6PI5VKsa61wPYg54ikaimDAQwuRdAZIOPabDZRq9VYhpQGjLTbbWQyGaRSKVQqFcTjcVSrVR6YQEpRNDlJq3R32h3jw4DRaOTgxOPxnKi55kcBcjRTqRTu3buHarWKiYkJWCwWpFIpVKtVbnFcWlo6dkOPhubJaLfbXAMlQRWK/MrlMu7evYtEIoFbt27hyy+/ZHlTgWdDy9rXztfuN97bRd6dTgeKokCn06FcLkOn0yGZTOLhw4ew2+2Ynp6Gw+HApUuXMDo6ikgkgqmpKdy7dw9/8Ad/gHg8jocPH3KGRGB7yLKMyclJ7v0lZri2jRJ4LJJCxrVYLKJcLnOGI5VK4cMPP0Qmk0GxWGTJU3J4qU+4fwwu7flOOhME9g8WiwVerxeyLLNG9sLCArLZrNiDPYBKP19++SXW1tZw/vx5doL/+q//GhsbGzwHgxzd44ShMdzAYz3rer0OVVWhqipKpRKKxSKi0SgLQFSr1aFogj8t0Na9+y95VVUhyzJqtRqSySRHChaLBclkkqNtitjFJfR0EDnTaDQyYVCrtEWGlQw2ZTEGGe7NzU0ml5FGPTHDBYYLdGZoMhXpl5PTJvZsbyAxm3Q6jc3NTej1emxubmJzcxP5fH6oW76ehqEx3FpG68bGBj777DPcu3cPP/7xj6EoClKpFBsHMRZydyDDqxWv2Y59vt269kflVA9tNBo8cSydTsNut7OYRCqVwsOHD1ljXqRcn41u99FUL5p9rdfroSgKLBYLisUiz9S+f/8+SqUSFhcXmWhG3RWkSU+1akqDCwMwvLDb7RgZGUG324XX60Umk+GMC+2rwO5Bz/3a2hr+8A//EMCjiZM0V/64YmgMN/DYwJRKJU6v3rhxA4qi9OgvC+wcVBeltOcgD34vbSfaNGupVILBYECtVuNWPrvdjnK5jEKhcGyYmsMAMtw0NYr+jSZTJZNJJBIJ3LlzB7lcDl9++SUymcyp0Qg/qaDefeKgVKtVjrhPmxLkfoLuPW378UnAUBluqr19/vnn3IZCusgiUtg7tGvXn+ru///dfE8y+FQv7Xa7PAKyWq2KKHsPyGazuHXrFs8J7nQ6PN0rkUggFouhWCxibW2N27uE0T7+ePjwIX7wgx8wd4GyjEKzXGAQdN0d3tqH6fVRjY9qe8OAYXYcSPb1sEHRASl4af+NIvvDMN7Dujd7OTNnz57FW2+9Bb1ej1KphHa7zcIcsVgMGxsbqNVqKBaLXP8e1t9/WN8XMHzzwr1eL4LBIJ+fZrOJZDKJarV6II7ZsO7NsO3LYWOn+zJUETdBy3oVeDb6W7wO82dq0+z0kRwJUVPdHWiMZqFQAAAUi0W0Wi2+zLRjbUWUfbJAnBHaa2JFCwgMwlAabvHQ7g7U56u9zA/KYG43UUr7p1+PWeDZICdIVVXE43F0Op0nyGVaVjiRlcT6ngzUajUeTgKgZ48FBPoxlIZbYHc4LE3j057GOiwMmqmuZYUftHN2GjBsOuDazg/tvwkIDMKOa9wCAgICAgICR4+njxcSEBAQEBAQGCoIwy0gICAgIHCMIAy3gICAgIDAMYIw3AICAgICAscIwnALCAgICAgcIwjDLSAgICAgcIwgDLeAgICAgMAxgjDcAgICAgICxwjCcAsICAgICBwjCMMtICAgICBwjCAMt4CAgICAwDHCjoeMmEymIx/VqJ2cc9gYZkn3S5cuodPpoFQqQVVV1Ot1qKq679O5aIIVfa5F/2jP/s8PEsO6N/s1lGW7dX/a/g7DmgzDe9gORzkwx2q1IhKJwOl04v3338f58+chyzJcLheq1Sri8TgymQz+7//9v1heXkaj0UCz2dzX9zCsezMyMoJut4tqtYpGo/HEpMi9vm+DwQCz2QxJkhCJRCDLMgKBANxuN7LZLNbX16GqKvL5PJrNJprN5hM/9zBs377P4x6GjR6G9zCMaLfbPQ/WQa1Tt9vdsfMk9mp/oV17+vugzwWGH3RW2+02Go0GVFWFwWCA0WhEtVqFqqqo1Wp8rk8Ttru/9msdaOxwu91mA01Gerv7cxjHE+94Ophe/yirPmy/wGFhmH9vv9+PbreLer3OIyAPapbv0yKVo1qjYd2b/Y7qtvt+w/r7D+v7Ao424jYYDLDb7TCbzZiYmIDH4+GsSrPZhKIoqNfriEajUBTlQAz4sO6Ny+UCANTrdTamNMb2eaDT6aDX66HX62Gz2WA0GiFJEsxmMxqNBiqVCjtS9DMHGfCDxk5/xo4N92mfxTysDzoASJIEAE+klU4LhnVvxJkZzn0Bjn5vtEbEZDKh2Wxyani/0+KDMKx7Y7PZAKAnVT2s7/UgsO+pcoHhBXmk++GZCggIHDwoXa7Nkp3G1Hg/6A4bxJkReAxhuE8ADrq2DWxPRhMQENg96LzW6/WjfitDBbrLjpIEfRxwbA031SzMZjNkWUa324WiKGg0GkNJJjhIHPbveprWVkBA4PBwGHe30WiEXq9HJBJBMBiEwWCAyWTq+fmVSgWNRgPFYhGFQgHNZhO1Wm1o7r5ja7hNJhMkSYLH48Hc3By63S7u37+PXC6HZrN5YOSs04pheWAFBAROLvpT5fsNvV4Pq9UKq9WKf/JP/gm++c1vwmazwePxAABzDFZWVpBOp3Hr1i388pe/RKlUQiwWOxT+wU5wrAy3Xq+H0+mE1WqFxWKB1WqF1+vF+Pg4ut0uyuUyrFYrstks8vn8Ub/dQ4MwqgICpxPERj8pWcaD/h10Oh2sVitkWYbf70ckEhlouBuNBiRJQjabRTweRz6fR6PRQK1WQ7lcPnIDfixY5Tqdjlso/uW//Jd49dVX4XK54PV6YTKZIMsyOp0OMpkMFEXBd7/7Xfzwhz/ct1YCYLiN41EzZI8aw7o3Yl+Gc1+A4783BoMBOp0OZrMZRqMRjUaD6+U7Wfdh3ZuD3Bcy2leuXEE4HMZv/uZv4oMPPoDRaHwiVU4CMKVSCfl8Hul0Gl988QWSyST+/M//HGtrawfiLB1LVrler2cPUruBer0eJpMJdrsd58+fxxtvvAGPx4NAIMCv63Q6qFQqUFUVP/3pT2EymdBqtQTTWkDgKdjuzAGPhX2G9ZI/SSDOjnYftGljLctau18k3NJqtTjyFhgMvV4Po9EIr9eLUCgEj8cDWZYHqhJKkoRut4tgMAgASCaT6Ha72NzcxPXr1xGPx9FqtdBqtY5kzY/ccNMDa7VacfHiRfh8PkQiEYRCIZjNZlitVu55NJvNeO211xAIBGCxWJ74PpIkQafTYW5uDu+88w62trZw//59Ue8WEBgAq9WKq1evIhAIYHp6GmNjY2wQstks/vZv/xbpdBqpVArlcvmo3+6JBN1t58+fx+XLl2G32+H3+9HpdLC6usoRX6lUgqIoyGQyrLpGrHTi9Agna3tYrVaEQiEEAgG8//77mJubw+zs7I4jfIfDgfn5eU6tp9NpXL9+HTdv3oSiKMhms4e69kNhuA0GA6xWKy5duoSZmRlcu3YNFy5cgN1uh9vtZtW2Z8FkMkGv12N6ehqvvPIKbt++jYWFhQP+DQQEDh/7odsvSRIuX76Mubk5vPnmm7h69Sqfx+XlZaTTaTx8+BCKogjDfUAwGAwwGAw4c+YMPvjgA/h8Ppw9exbNZhM3btzA1tYWNjY2sLW1hVQqxZ0zpComer93BovFgpGREUQiEbz++uu4fPkyzGbzU79Gm8Gw2WyYmZkBAFy+fBnNZhNGoxHJZBLpdBr5fP5Qxa92bLjJeO429UwRtSRJMBgMsFgsMBqN/EeWZYyNjcHj8eCll17C6OgoRkdHYbPZYDabB6bwtgN5nGazGQ6HA1arldNIImV+cDjK4S8Ce4fRaEQwGMT4+DicTienaoFHF9X58+dhtVqRTCaRTCaP+N2eLFD57+LFixgdHcW1a9cwPj4Ou90Oo9GIer2OdDqNaDSKzc1NJBIJlEolNBqNnuhanLmdodlsolAowGAw4Oc//zmi0SjOnj2LyclJmM1m2Gy2J2zNINtDpQqDwYCzZ8/ivffew507dxCLxVCr1Q7NzuzacO/mYaE0kMlkgtvthiRJ8Pv9bFRtNhvGx8fx/vvvw+v1Ynp6Gk6nE0ajkckXuyErkPqQ3W5HMBiEy+ViOUHxkB8ctE6dWOODxX46SWazGbOzs7h8+TL8fn9PZsvlcuH9999HKpXCvXv38ODBg+f+eQKPQBe/zWbDBx98gK9+9ascDXY6HdRqNRQKBSwvL+P27dvY3NxEKpXaVkNb4Nmo1WqIxWJIpVKIx+Ow2+1MTnO73RgdHe2xOc+yOwaDAW+++SYuX76MH/7wh7hx4wZrnR/G/ux6rCdNV9ktKPK22+1wuVxwuVzweDwYHR1FIBCAy+WCzWbjOrUWNDSj0+lAVVX2OrViK91ul2s9qVQKqqqi3W7DZDLBZDKJlNIBQKfTwWKxYHx8HGazGeVyGbVaDdVqFYqiABBR+H5C2/qzH2i1WkgkElhfX2fGLRF42u02arUanyOB5wftn9Vqxfj4OLeyBgIBOJ1OmM1mHslbqVSgKApKpRJqtdqRtx8dd3Q6HTSbTR5/XK/XsbGxgfv378PpdCKdTrPhBp6Mtm02GwKBAI8GNRgMPCPCbrfDbrez/TmM87Jjw+10OtHpdHhyzU4iWPIO9Xo9/zIjIyOYmprC1NQUzp07B5fLhYmJCUiS9ITRJum7ZrOJTCYDVVXx4MEDJBIJpNNpxONx7rtrt9uoVqtotVrwer1wOp0oFovweDwwm81Ip9MiXb6PoAt+amoK//7f/3uMjY3hs88+w/r6Ou7evYvPP//8qaPyBHaOftbrfhnvYrGI//2//zd+/OMf45//83+OX/u1X4PdbofX60W5XMatW7ewsbGBbDYrGMv7ALrsZ2Zm8Lu/+7uYnZ3F5OQkfD4f9Ho9DAYD6vU61tfXsbm5idXVVWxsbKDRaBz1Wz/2IF144FH0rdfr8f3vfx8ffvhhj3IagIHp8gsXLuB3fud3EAqFMDMzA4fDwTO+XS4XJicnYbPZsLq6ClVVD/z32bHhNhgMnPrezSGmS5vSPPTLyrIMr9cLWZZhtVqZWEZfA4DJF/V6nVmVyWQSsVgM8Xgc0WiU0xP0uk6nA71eD1mWYTAY4HQ6odPpWFFNYH+glZudnZ3F1NQU4vE4yuXywHqRwPNhv4028CjijsViKBQKiMVizIx1uVxotVos99hoNASPYR+g7aCZmprCmTNn4HQ6YbFY+I5stVpQFAWKovBsbrHm+4P+YUypVAqpVOqpX6Ntu4vH4zAYDIhEIj2vIe7WoGzxQWFXrPK9PkDtdpvZkA8fPkSxWESz2YTVakUgEOB5tEajETqdjmvViqIgnU4jm83i448/RjabZZJGLpdDJpMB8GhxTSYTk2yuXbuG+fl5FItFbG1tYXNzE3/0R3+ERCKxp/cv8CTcbjemp6dx7tw5uN1umM1mZDIZLC0tIZ1Oi2h7H0HM4/0UFAIeXWBU3vjoo4+QTCZx7do1fOtb34KqqqjX62g0Ghwptlot4fw+B8gwk7BHsVjkbCSdk2KxiHg8jkQiIQaQDAHo7trY2MD/+B//AxMTE/D7/fB6vT0lDS1p8DCwY8Pd/4Z24/lrx9elUik0Gg34/X6k0+keoZROp8OGu9VqoVKpcEr89u3bSCaTPYo2hUKBIz+bzQan04lwOIzp6WnMz8+jUqlgbGwMbreb57yeRBxFGtNms2FkZATBYJDZ++RoKYoiWK/7CMp0Afs7hIH6gOv1Oh4+fIhMJgOr1YoPPviALyIS9jCZTKLU9JzQRtXEHyBeAe2pqqooFosolUqsPyHO0NGi2+0il8vhk08+wdbWFstpN5tNdnApUDks7NhwU117r2pK9EuVSiU0m00sLy/DZDKhUCjg7NmzaLfbXPQnTz+bzTITkH6+3W6HLMuQZRk+nw+yLHOk/cILL8Dv92N6ehoul4uZ66VSCZIkQa/Xn8jLh9I5+/W7UUqPLhrtv3s8HrhcLly+fBnf/OY3EQ6H4fV6YTabEQ6HMTMzg1qthmg0ui/vRaAXOzl3/TXxncw2pr0mI+1wODA7OwuHw4FGowG32410Oo1EIsGOtXb8In3cKSv3NKNYLOJv//Zvce/ePYRCITidTkxPT+Ps2bPweDx48cUXEQ6Hcfv2baiqilKphEqlctRv+1SD7kRtyySh2+0yKW3oIm6qtey1tYqMfqFQYOOdzWZRLpfx5ptvotvtQpZlGI1Gru2kUimsra0hn8/zSDWHwwGbzcaLODIygtdffx1erxdzc3Ms2EKGh9JPFosFBoMBwO570Ycd+13/JKLMIMMdDAYxNTWFN954A//iX/wL2O12GAwGNBoNRCIRlEolZDIZcXEfAHZqtPsvl37JzEEgPgnwqE3MYrHgwoULGBsbg16vRygUwuLiIit1EducmLpU3qK0vsBgUPT2F3/xF5AkCZOTk/B6vfjGN76Bubk5+Hw+BAIBpFIpXL9+HaVSicdMChwdqM7d3zJGdy45s4eFHRtuOtTPm6rTMsUpzaAVSCGPn0gyIyMjsNvtPJnF6/XCbrezcaYH3eFwwGw286WhXcxms8nG6KQZbWB/DTaJ5VgsFmbrUySm0+ng9XoxOTmJQCAAk8nU00JB9TsAnD0hL/SoNH1PAmjd6PKgyFa7nvQ5Pedaw/2s/l+DwYDJyUnMzc3hzJkzMJlM0Ol0sNlsrNesbbekdC6VrOhsEoltp0qHpw1097XbbQ6ESKrZbDbzeQIe7XWtVkOlUhG8gn3CXkXEgEdiRW63G263m+1TuVxGKpVCsVhkGzZ0ETc9PM/7xujra7UaisUiFEVhA6GdAuZwOGC32xEIBKCqKi5cuIBWq4VQKASHw8GGhNJ6RqMRVqsVQC8bvVwuo1QqcS2cIgOBx6C1lCSJH1C/38/EJdp7vV6Pc+fO4Wtf+xomJib4ggfAUUE+n0en04HL5WLHqd1uD8UovOMKuvC1mRBttwbwuPWSujaAx5kY0jsY5OCRQNKv/dqv4bd+67fgcrlgt9vR6XQQDAZ5vGG5XMbc3ByuXbuGUqmEjY0NKIqCxcVFFItF1tPebwLdSQI5sLRGrVYLNpsN4XAYHo8HVqsVOp2Ou2QymQwrcgk8H+g5B8BZot1AlmWcO3eO1e263S5isRi++OILrKysoFarHQ9y2vNCy7BUVRWqqqLVarHMqbZtjAhs7XYbXq8XDocDAHpep/WmKB1fq9VQKpWQSCROdC/kXvaGLnXqx6Y2FaPRCJvNBqvV2tMGRJEUza612+1sCKi+3mw2+ZKxWCzcKdDpdFjGkcYQ0usp+tCy0AWeRLfbhclkYjKT9hIisZRGo8HnQOtQDVpTOjt+vx9OpxNjY2MIh8N8lrrdLoxGI7rdLqfOaY5xq9Xi6HBQ6lCUSZ4O7Z44HA74/X7OIpJxp5nQZMQFng9msxk+nw8AkM1mmTO1U1gsFoTDYYTDYRZeoeCzWq0OLzltv0EXdz6fx507d5DJZPgisdlsLHtKaSSaBma329m4A70KN/Swf+9738OPfvQj1Ot1puuvr6+jVqud2kOgNdR0aZtMJpjNZgQCAUiSBFmWWRmI1pv6941GIyRJgtvtRjgchsvlAvC4JEGcha2tLXQ6HYyOjiIYDOLll1+GwWDA5uYmKpUKJicnMTo6imKxiEQigUwmgxs3biCXy7GzJdALuuhDoRDOnj0Ln8+H+fl57i1VFAX379/HysoKl6DIMdZG59qUu8lkQjAYxO/+7u/ixRdfxPT0NGRZ7hktSQ4WZa4KhQKy2SzS6TSWl5dRLpeRTCZ5nK5wvHYGWn+73Y433ngD3/jGN+DxeKDX61GtVpFKpZBIJFCpVA5NQvOkY2JiAt/+9rcBAP/n//wfLC0t7WiGBWW5Jicn8du//duIRCIYGxtDt9tFPp/HxsYGK3U2Go3h0yrfT9AlQpFCJpNhUlqj0YDZbO5RXdPpdGysKZ2rhTY1rqoqFhcXcf36dTQaDVQqlR5izkk8BDv9nbQRkdYYk3a8w+Fg9r02k6ElZkiSxANg6GdTSlxVVSiKwuUOv9+Pubk5SJIEq9UKRVFw4cIFzMzMIJPJYH19HbFYDHfv3kW1WhUEnGfAZrMhGAxidHQUly5dgtFohN1uRz6fZ2EibQp9O5YrRewOhwNXr17FV7/61YFRsvZcVatV3iNFUVAoFFAul1GtVnvShCf1jO0n6B6jlkoaL6nT6dBqtVAqlZg7IMoO+wOHw4GLFy+i2+3C6XTuWBeBAhyPx4Pz588zWZPOhaIonDEcyulg+w26VHK5HD777DP4fD5IkoTR0VGus5FhMZvNLF2qlaYDgHK5jLW1NRQKBR6D9/d///dQFGVg+vUkXio7affRvlabRtVKAVJKm/69WCxyytTpdLImLxltKm9QaYK6BLQRu81mg81mQygUYn16q9XKMo8U+TUaDSiKIoz3AJCj5fF4MDMzA7/fz+pmhUIB8XgchULhCbLnICOq0+ng8/lw9epVjI+Pw+fzPWG0O50OstksPvzwQySTSRbV0RpvKj8NKnOcxDO2nwgEAvjWt77FhEBt1jAajeK///f/zlPBBPYHkiQhEAhwh0QwGGRextMwPz+PV155BRcvXuTyIIAeJ5WU04iwdhi6GkdmuLXtYXfv3oXL5UIgEECpVILH44HT6eT0rd1u59pev4dUqVSwvLyMaDSKP/7jP8aDBw8OTeh9mPC0B2VQ3yG9vtPpcDqOaqRa9jA9mDQchurgwKMaT61W43m0VO8BwA6AxWKB3W6Hz+dDo9FgiUeTyQSbzYZOp8Pa2M+aj3taQRe7w+HgEbiyLENVVZTLZaTTaR6c0D/2cRDcbjePkaSSB/0cMsDFYhE///nPsbS0hIWFBSSTyYGkOO3769d4FhgMj8eDb37zm5ifn0cwGOxZq0QigR/84AfCaO8zzGYzvF4vjEYjvF4vPB4P98g/DbOzs/hH/+gfIRwOM/m5H9SJ0263D62j4sgMN4EiPkVRsLS0hHw+z+QoIuO4XC7UajV4PB5MTU31XPD5fB6ffvopYrEYDzM/bemlZ3l327UPUYqbNN6JcKTNdNCfixcvIhAIIBKJwGg0olQqIZVKoVQq4cGDB8jn84hGoz3tQYlEAktLS5zOJfIacQ2azSa2traQzWaRz+eFxOM2MBqNMJvN7DxRq56qqsjlcqxWtx1blgwDiRdFIhGcP38eo6OjsNvtAB7xQ5rNJjY2NnDr1i1sbW1hcXGRa61Pk6/VRtpC03x7aPfR4XBwNwwAls8sFAqnLug4DCSTSfzoRz+CwWDAysoKa4MMArVCSpKEUCiESCQCt9vNe0XkwWq1imKxeCR68kduuNvtNiqVCqrVKj7++OMe8QaqtYbDYZTLZYyPj/NwErpEYrEYvve97yEWi4kRhE9B/4NF69TpdFCpVJhNTvVoulRo+s0HH3yAqakpZh4XCgV8+umnSCQS+Oijj5DJZJDJZLjGbTQa0Wq1cOPGDUiShFwuh0ajgfPnz2N6epqdhkQigbW1NSQSCY7WBR5Dp3s0OpXY/KFQiHt8i8UiotEoVlZWOOIeVGcmnoLX68XExAQuXbqEr371q0xKBMD8hJ///Of4j//xP6JUKu2K7T/IeAv0gqI+0p7w+/28VoVCAZubm0gkEocq5HFasLS0hP/0n/4TALCTu90zrdPp4Pf74fF4cObMGVy6dImDGtIzqNfryOfzSCQS3NlxmMb7yA038Dh1S+1HWvYrMS0pfUuEArr4SfOXWK0CT4f2gqXeYOqhp/Um7XeqRVMZg+rTVJsmSVlZlrkdiWY504VPzNhyuYx6vY5cLsd9wq1WC7lcjnvFxf4NBhFkqPWKnFtJkuDxeOD3+2E0GtlZIlITXU7EDfF4PBgZGYHf7+dyBZ030pkndn+5XN7zfohoezBkWcbk5CQikQiTQAEwQ3lhYQHRaFQY7gMAaUkAeKrRBh6dt1AohImJCQSDQZhMJo62yTHVOsK1Wo0nutEUyoPusBgKw03QXhTa/mAyLFTjptF3NCVM9DruDtoapVaqz2g0wmKxwOPxYHx8HCMjI3jllVd4ZrrD4eCHOBgM4sqVK8jn8zAajSgUCkgmkyiVSkgmk9ja2oLZbEYul4NOp0M6neY0eTQa5X1VFIXT5MJwPwmKuKlVr9PpcFue3W7Hu+++i/n5eUSjUZ6cl0wmUa/Xkclk0G63EQgEIMsyrl69iq985SsYHR2FyWTqUUNcXFzEzZs3cffu3WdebAJ7w9zcHL7zne9gdHSUe4oJn3zyCf7zf/7PKBaLbGAE9g9kN4BnO5aSJOGb3/wmvva1rzGLnKCdYvnVr34V586dQyaTwerqKg8gofLjQdqkoTLc/Quq/Tv1F9MiUo1BXPjPB1pjbaQtyzJcLhe8Xi9GRkbgdDrhcDhYVIXIGE6nEwAQDodhs9lgMBggyzJH2hTREQGuVqtxJKeVfjxsucDjBGqFtFgsfGHQ+hNDliZ3aWVKSRSi1WrB6/XC6XQiEAgwu5/aWWh/crkcEokEisWiOE8HBIq4g8EgzGZzT/arUChgZWVFBCEHiEGqgVpNC/qcBIlI24CyUlpiZrfbZflTi8XC3Rx2u51H4J4aw90PWkiXy4Vr165hbm4O4XAYJpMJtVoN8Xgc2WxWPOh7gNYA0JS1l156CZOTkxgbG8Pk5CRcLhdCoRAT1bTDK6hFz263M1mKUt4UcddqNeTzeSiKwj36nU4HtVqNDTfpyJPYhzAavTAYDBgdHcXU1BQikQhkWYbNZmP1wMuXL6PRaODKlSssAkGlpVKphHa7DZvNBpPJBKfTCY/Hg1arxZF1LpdDtVrFr371K9y5cwfpdJr1E4QztT+gM+NwODA5OcmtrQD4gtfOBRA4GFAWl5QivV4vXC4XJicn8eKLL0KWZZ6NcfXqVbhcLu6OIV1+cni1ZVu73Y65uTk4HA689NJLCIVCuH//PuLxOP/c/cbQG269Xg+LxYKJiQnMzMzAZDJBr9ej0Wiw1rm4XPYGMpgUYU9MTDDbeGJiAhaLhcUK+gdXaKVRtRK0wCNJwWQyiUKhgOXlZeRyOZ7ORikr7USpQYMxBB5Br9fD5XIhHA7D7XbDYrFAkiQWInI4HAOngZG4EUXiQC9zmRTXqBPgwYMHrLmsJZgdRk/qaQA5yWQsgN753ELy9/BA943T6UQwGMTZs2fx7rvvwufz4cyZMzzxUNsh0Wq1eOALZbOIV2I2m+F2uwEAk5OT0Ov1iEajBzpGeqgNt8vlwtjYGGZmZliQhbyczc1N/PKXv8Tq6uoTOuTacWviIAwGZTPIAFMkR+lwas0iA0FeqnZttYQ2+p46nY5b+EilqNVqcd+kxWLhKW6kQU/EtfX1deRyuUMfkTesoLWVZZmzG8QxoL3QGm3tvhCBkM6Ltp1LayyIZDgxMQGbzYZ8Po+trS0mflLXx0nW+j9oWK1W7gzQOliNRgM3btzA0tISbt26Je6qXWKQPv527G6LxcJzLl599VWEQiF4PB64XC7OaNH9R4Rdyg7WajVUq1XmjNAURZvN1iMU5nA4MDIygm63y2ItB+X4DrXh9ng8uHTpEmZnZ3lWNwlMrK2t4aOPPkKhUHiiH48WVjtjWKAXWllTWZZZGY0mFFFvosVi4YeY1lU7elDLcqbDY7PZ+O9utxvdbrdHgIXS606nE51Oh2Uz6YAQseO0X2RkgB0OB3w+H4+upayT1pHSfg3wmLPQ7XZ71rPfcJOU8OzsLGZmZhCPx3kgTLlc5pqrMNx7h81mg9vt5nopodFo4MMPP8Rf//VfI5FIiDT5LkHngzKC/eJA2syRzWbDxMQExsbG8J3vfAeXL1/ms9TvAFBqvNlssj6/qqrIZrNc26bMl8vl6ml/pamJlAk7qDtsaAy3Vg87EAjA6/Vienoaly5dwtjYGEtoEsmpUqmwVvIgUpuItp8O0h23Wq1wOp1wOp1cx1ZVFbVaDQaDAdlslqM3UlCjh9Zms/UYEO33pkjO5/PBbDZjbm4OgUCAnQMiwtEhoR7kyclJlMtlZteur6+f+kELlI7TzprXzkgHnq5U1q9NL8syQqEQnyWtc0vqeHRRkVP1LIUpgcEgxTsazKNlKHe7j0fhHoWIx0kBGUqDwcDKjm63m1tXKWsViUTg9/u5HZIGWRFIDKzRaLDMLw3XIWeXuD10h1H2i+5IEgs7aBXIoTDc9IuTUXj33Xfx5ptvYnJyElevXuVxgt1uF6VSCcViEclkkvWS+6NqQXJ6NugB9Pl8mJiYgN/vZy8xlUoxuYxYxmQ4xsfHEQ6HEQgEMD09zcZeWxPSirk4nU60221cunSJ60I0cYy+hpwsVVVZTW1jYwN37tzB7//+7yOXyx3qrNthgZZAKMsyJEnitdJONuqPvPs/p/NltVp5T0ZGRgDgiWwJkQwrlQpWV1eRyWRQLBaFBOceodPpMDk5iZdffhlnzpx5wlBks1lEo1GRGXwOyLKM6elpuN1uXLhwAV6vFy+//DKmpqZgNBo5Q0V3D42K7nd22+02qzh+97vfxfXr11lR0OFwcF/3+fPnEQwGezptdDod7HY7pqenuQvnIDkLR264tdEADbEIBoOIRCIIh8Pwer28yES4URSFJxKJB3730OkejRWUZZnT5E6nk2Vmaa21TEqKuF0uF2RZ5gdzUO+9tvZKEQalz/tTvNrDQ6lz4NEhSqVSkGUZ1WqV28ZOG2ivtAIs2nQgfRy0nkAvo5WyWlqnif5OaDQaMBgMXB4RwjjPB51OB1mW2THW1jzJARNliL1Bm1WlTghtGyvJM1Mb5dO+D30kQ03PPKXgzWYzrFYrO78UyGjPHLXBUonpILO+R2q46eIg4saVK1cwMjKC1157DdeuXesZaAE8usw3NzexvLyMZDLZU8s+bdHYXkFG0+fz4fLlywgGg3jxxRdZeJ8MbLfb5dnLpIut0+k4dUSRtLYs0X84BtW/tUS2fpCh93q9MJvNqFQquHjxIrxeL5aWlk5VjzG1rVAbF1385FjRZd9qtXrqfIMIO+Rg0WvIUR5k6HO5HO7fv49oNIo//dM/RSwWw8bGxqH//icFOp0OU1NTeOutt3g6FTleov3r+UDrWCgUsLS0BFVV8fbbb3MQQvyNnXwf6sRoNpswGAz49V//dbz//vsAHosgeb1eWCwWjI2NMSmNvh4AUqkU/tf/+l9YXV3FgwcPTmbErSU2Ub2TBN0pFautndImlctlJgv0s2qF8X42aM1sNhsCgQCCwSDLmdLIToqoVVWF0WjskfBrtVo7ynT0H5j+OvjTvo7ERch7VlWVx7melvak/ro0XUR08ZOaIDlP/QZbm+0gwz2ILNPvfJXLZSQSCWxsbOD27dvY3Nw8Fet9UNDpdFya0Ip5aJn+AnsHcWSKxSJcLhdnqMhJfdrX9f+d9kOv1/eUAal+LcsyO8n9XAXiKywsLGBhYQH5fP7kSZ5q627BYBCvv/46AoEAvvKVr2BsbAxTU1M90QMtarPZRCqVwtraGsrlMqxWK1qtFvcHa1Mc4kA8CZ1Oxwp0Y2NjeO211+Dz+RCJRGCz2Tj9Q4adShXEIyBGpdPpZJYstSdtl6rV/mwt+tNIdABJTY3IUaVSCYqinLo0udFoZJKmx+OBw+HgUgbwOEWuJceQYe5njudyOV7DRqMBs9kMp9OJer2Ozz77jMeCKoqCYrGIRCKBQqGAQqEgztFzoH+qGxGWSByH5JoFng8UUKiqilgsBqPRiPn5+R1/LWU/DAYD/H5/z6RErRPc3xJLoMmIi4uLWFtbw9bW1oEPTDp0w61dCFqo119/HWNjY3jrrbcQDocHRmfaoRRbW1uoVCqwWCycKtQKGFAEIi6dR9ASlUiiLxQK4YUXXoDL5YLT6expi7BarXC73Wg2mxgdHe1pq5MkiWuuWgnUQT9vu78DTzL/tYzOSqXCJETqHNBGhqcBRqORB4i4XC6WUtSWjuh12vNCe6Wt1+VyOVawI4c3GAyiVCrhL//yL7GwsIB4PI5MJnOq1vggoS11kNId3UmtVgulUgmFQkEY7n0APbP1eh2pVAqSJEFV1R1/nTYj5Xa7d5wdJJRKJSwtLWF5eRlbW1tIpVLP8+vsCIduuLUXNXkxXq+X65raBaOUYKPRYHYrfaRpYBRFEnGt/+cI9PYz9qdgJUliz1Jbf6Y0k8Vi6SFDEdmjv576rJ9Pf2KxGFKpFMrlMlKpVE/KkCRTaWze5uYmkskkisUims3mAa7QcIF6sH0+H4LBIKxWK2dC+gce9EcAZLBJ2KZWq/FlQlK0pLimqiqL3pBimjg3+wMq9TgcDm6bJFAAQoN3BPYH9Xod0WgUzWYTiqIMfE1/nzfdjf1EM+DpLZadTofP1dLSEj7++ONDibQJR5Iq15IBzGYzIpEIIpEIi3/QgpEubKlUwsLCAtLpNM9upv5T6t3TKjyJy+dJ0JpoeQWyLDPJor8Pm0QFKDVL2GnvcD9IDe3WrVv4+OOPsbKygl/96lc9aXhK7dLPJZlB+trTsK+UibLZbKwbTyIP/QQ0er0WlLmo1WpIJBJQFAX379/HxsYG7t27h1u3bvF6a8tLwmjvL4xGI0ZGRhAIBOB2u3sEQkglcGtrS0wC20dUKhXcunULXq8XmUxm29dpSYHk/Pbfc89Ct9vFnTt38PHHH+PevXv48MMPWUTqMHBk5DR6iIlVTlrWWmNQrVaRSqWQz+exsrKCTCbDQxG0tH1ilguyx7OhrX0OuqwHkcr6sVOvlIxDo9HA5uYmSqUSVlZWeARlPp/vMRx0oMhwa2dKn5Z9NZlMXBP1eDxwu92QJGkg+Qx4cv0p81QqlRCLxVAoFLC1tYVkMol8Ps9lB8FmPhhoiUwTExOIRCLweDwAHhMrRcR9MKC1HTQPW5uRovuvn8C2k5axZrOJRCKBcrmMlZUVbGxsIJVKsY75Yd1TR97HbTabWc2mX21mfX0dP/rRjxCPx3H9+nVujie1NFokIuUMIjAJxvljUDqa5mBTTflpDMzdRNX9oOgvlUrhv/7X/4ovv/wSW1tbSKfTPMWqvxcTAKd66d9Oy97pdDp4vV6cO3cOIyMjuHz5MkKhELxe78ASBX0N0Mts3dzcRCwWw/e//31sbW0hFoshn8+z9sFpWc+jgMViQTgcxsjICH7nd34HV65cgc/n6+HcVCoVfPrpp1hcXDyUeuhpwrNKd51Oh+8+ms+w0zuu0+kgn8/j93//9/Hll19y1oRKfId5ro68j5tq1ES9J9AlFIvFEIvFEI1GeUj5XqIFQVZ7BCKZUVRGhqB/kMhOsd2aats0stksVlZWcP/+fZRKJVQqlWd+z9O2V7TmJEREynPE+6AIYru9oTUjdi21dWk5BQIHD5PJBI/Hg2AwiPHxcUxPT/c4V1T+y+fzyGazPMxH4PnRn43a7rxQ6a2/A0lL7KR/pwwlnS26yx48eIB0Oo18Pn9Iv10vjryPW9vKQqBUHolBpNPpHmbxbnDaDMCzQAbgzp07+L3f+z34/X5cuXIFHo8HU1NT8Pv9bMSBJzMW/dOotP9HqNVqUFUVi4uL+JM/+RPE43F8+eWXKBQKp4pkthvQJVOtVpnD8cknn7B84+TkJNxuN3w+X8+gF7p8KP1HyoI0A71fi1zgYDE+Po5/9a/+FSKRCMbHx3sMR7lcxtbWFpaXl7G5uYlEIrEj9rPAzvGsiJsCRUK9XufghciadG5arRai0SjW1tZQqVSQTCZRLpfxxRdfIJPJHGmZYygi7kFCK0Q2o1poo9EQNex9AEVmW1tb+OijjxAMBmE0GhEOh+F0OiHLMj/Y/d4rfSQnS9s3rAW1dEWjUfz4xz/m2c/CaD8dxAgvFotot9tYXV1FLpfD+Pg4XC4XJEliI0x7oCV6Up92rVbjMoiQLD1ceL1evPHGG4hEIjyjmaCqKtLpNNLpNAqFAkql0qnTJzhsDGoNJuItnbdut8sT8eLxOGsa1Ot13L17F59//jkKhQJWVlZQr9eHwg4dmeEOhUKYmJjA2bNn2VDQghDNfmVlBcViEYqiiKhhn1Gv1zlVd/36dTgcDty7dw9ut7sn4h6Efq92kOGu1WrY2NhANpsVUd8uUK/XUSgUoKoq2u02y/6urKzg/PnzeOGFFyBJEux2O9fcqOxB9e07d+4gk8kgk8mgWq0K4/CcoOBC20rU//9zc3O4fPkyLl68CL/fD5vN9gRvZGNjAz/4wQ+wubnJc+eP2gCcFFC5j8Sh+vlSWkb/ysoKcrkcl5FoD2q1GmKxGFRV5fHRyWQSsViMCdGDjDZpWnS7XW5TPuh9PTLDPTY2htdffx3nz59n1ixFDTQZamFhAblcjhdDYP9ArQvUYrcda1mLfhLZ06CNBAV2DoqUdTodUqkUDAYD4vE4ZFnG22+/zaxzn8+HdruNpaUlFAoFFlDZ2trCnTt3UKvVmBMi8Hyg0sSgqYN0Vq5cuYJ//a//NYLBIEKhECRJeuL7LC0t4bvf/S5nVITR3h/QHhC/gDRBCFqhFVVVcf/+faytreHGjRu4efMm6vU6E2X796VfKGoQzGYz3G53T9aLvvagcGTKaVarFV6vlxWFiOlcq9WQTCbZK30aIUfg+bFdS9ggidJBnwvsP7RkGQBcB00mk1haWoLVaoXL5UKr1cL6+jrLZ9LHer1+6CzXkwxtxN0PmslMg2CcTucTpT/KGmazWTSbTWG09xlkI6iLhf5Qpo9aUhVFQT6fx/LyMlZXV5FKpTiS3ss0L608tMfjQaPRQKFQ4Pd0kDh0w01ENK/XizNnzmBkZAQGg4F7fXO5HG7evInr168jnU6zOppghR8eTiOre9igjRJI9vXWrVtIJBIwGAwwmUxot9tMkqHXNxoNTrOLPdwfUMTdXy/V6/VwOp2w2+2IRCI4c+bME7K0nU6HWcgPHjwQDtUBgVjfhUIBOp0O2WyWFQEp+/Tw4UOkUin8+Z//OZaXl6GqKur1+p7uOyK5SZKEQCCAc+fOcSfHYRAOD91wU/2UWsDIaHc6HaRSKaRSKSZvUPoCEFHe03BanZrTkokhI1ytVpHL5Vj9jkYaUmqdMlf05zQ+EweF7daS9oLuNFIhbLfbPZKz0WgU2WxWlPwOCNrWrXq9zjMtarUaqtUq8vk8Njc3kclkeHjRXs4IpeQNBgMrT8qyDEmSUKvVDu0uPlTDrdfr4fP54HQ64XK5OJpYXl5GuVzGH//xH+Phw4eIx+M8B1oIRgicdhDZpVwuc98vXRDk9Gr/TUzI21/QHdRPOtJmOOr1Ok8qNBgMKJfL+NM//VMsLi7i7t27WF5e3rHmvhCN2huoht1ut/H//t//w6effsqDdUg6mwSh9urYmkwmTE1NweVyYWxsDMFgkOvah8k2P1TDrdPpmBFrNBrRarVQq9WQy+WQy+Xw8OFD3L17lw8CINK2Ak/HaYi6BynK0b+Ls3HwGERaIlCUR1KbZLhrtRoWFxdx8+ZNPHz4EOvr6zv+ecJw7w1agZuVlRUWHqLoej/KFAaDAQ6Hg0V2xsbGUCwWkUwmT67hJjU0nU6HhYUFHslJacDNzU2oqtoTZYuHd2c4jeny02C0t8Np2+ujxHZ3UbfbZaGOL774An/0R38Ev9+Pubk5lEolLC4uYnl5mQlLu/15ArsHZUYURUGj0WAtg/1wcokARzMWFEXB8vIyarUa81AOSwnv0A03tXatrq4im82i3W4zsy+fzw8kC4gHWaAfp9Voi7NwNNhu3ckwLCwsQKfTYWJiAgaDAaqqYmNjA9FodNctkWKP9w6yHaR+tp+T78hwl0ol1Go1xONx7hIgCdXDmq9+6Ia71WqxtCN5R/V6nQk1ArvH08RQTgr6OwuoO+G0GnCCSKvuP/aypiSJ2el08Nlnn6Fer6NYLAoy2i6xX8+zlpOwX0abvi/Vs6lEQv39h7nXuu4Of6v9uiCp9017EWv7Vgct9DBcSsPwHrYDtZ8MgxTfQYD6aLWgligAUBTlKN7WM7GfTsV236t/OtgwYdjejxZPW89+OVn6/GnfS5IkWCwWSJLExNtEIoFqtdrz9cOyJsPyPvoxbHdZ/1wG7Ufte9yv97rT73Pk87i1v/gwXj7HAeQAnfQ696DL9rRH3Fqc9P3fT+x2rZ71eorA9Ho999VrIzCxNzvDMK3Ts8aDHqUztuOIW0BAQEBAQODooX/2SwQEBAQEBASGBcJwCwgICAgIHCMIwy0gICAgIHCMIAy3gICAgIDAMYIw3AICAgICAscIwnALCAgICAgcIwjDLSAgICAgcIwgDLeAgICAgMAxgjDcAgICAgICxwj/H5UhDME+7f+KAAAAAElFTkSuQmCC\n" + }, + "metadata": {} + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": "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\n" + }, + "metadata": {} + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": "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\n" + }, + "metadata": {} + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": "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\n" + }, + "metadata": {} + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": "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\n" + }, + "metadata": {} + } + ], + "source": [ + "from tensorflow.keras.datasets import mnist\n", + "from tensorflow.keras.layers import Input, Dense, Reshape, Flatten, Dropout\n", + "from tensorflow.keras.layers import BatchNormalization, Activation, LeakyReLU, UpSampling2D, Conv2D\n", + "from tensorflow.keras.models import Sequential, Model\n", + "\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "import os\n", + "os.makedirs(\"./data/gan_images\", exist_ok=True)\n", + "\n", + "# 생성자 모델을 만듭니다.\n", + "generator = Sequential()\n", + "generator.add(Dense(128*7*7, input_dim=100, activation=LeakyReLU(0.2)))\n", + "generator.add(BatchNormalization())\n", + "generator.add(Reshape((7, 7, 128)))\n", + "generator.add(UpSampling2D())\n", + "generator.add(Conv2D(64, kernel_size=5, padding='same'))\n", + "generator.add(BatchNormalization())\n", + "generator.add(Activation(LeakyReLU(0.2)))\n", + "generator.add(UpSampling2D())\n", + "generator.add(Conv2D(1, kernel_size=5, padding='same', activation='tanh'))\n", + "\n", + "# 판별자 모델을 만듭니다.\n", + "discriminator = Sequential()\n", + "discriminator.add(Conv2D(64, kernel_size=5, strides=2, input_shape=(28,28,1), padding=\"same\"))\n", + "discriminator.add(Activation(LeakyReLU(0.2)))\n", + "discriminator.add(Dropout(0.3))\n", + "discriminator.add(Conv2D(128, kernel_size=5, strides=2, padding=\"same\"))\n", + "discriminator.add(Activation(LeakyReLU(0.2)))\n", + "discriminator.add(Dropout(0.3))\n", + "discriminator.add(Flatten())\n", + "discriminator.add(Dense(1, activation='sigmoid'))\n", + "discriminator.compile(loss='binary_crossentropy', optimizer='adam')\n", + "discriminator.trainable = False\n", + "\n", + "# 생성자와 판별자 모델을 연결시키는 gan 모델을 만듭니다.\n", + "ginput = Input(shape=(100,))\n", + "dis_output = discriminator(generator(ginput))\n", + "gan = Model(ginput, dis_output)\n", + "gan.compile(loss='binary_crossentropy', optimizer='adam')\n", + "gan.summary()\n", + "\n", + "# 신경망을 실행시키는 함수를 만듭니다.\n", + "def gan_train(epoch, batch_size, saving_interval):\n", + "\n", + " # MNIST 데이터를 불러옵니다.\n", + "\n", + " (X_train, _), (_, _) = mnist.load_data() # 앞서 불러온 적 있는 MNIST를 다시 이용합니다. 단, 테스트 과정은 필요 없고 이미지만 사용할 것이기 때문에 X_train만 불러왔습니다.\n", + " X_train = X_train.reshape(X_train.shape[0], 28, 28, 1).astype('float32')\n", + " X_train = (X_train - 127.5) / 127.5 # 픽셀 값은 0에서 255 사이의 값입니다. 이전에 255로 나누어 줄때는 이를 0~1 사이의 값으로 바꾸었던 것인데, 여기서는 127.5를 빼준 뒤 127.5로 나누어 줌으로 인해 -1에서 1사이의 값으로 바뀌게 됩니다.\n", + " # X_train.shape, Y_train.shape, X_test.shape, Y_test.shape\n", + "\n", + " true = np.ones((batch_size, 1))\n", + " fake = np.zeros((batch_size, 1))\n", + "\n", + " for i in range(epoch):\n", + " discriminator.trainable = True\n", + " # 실제 데이터를 판별자에 입력하는 부분입니다.\n", + " idx = np.random.randint(0, X_train.shape[0], batch_size)\n", + " imgs = X_train[idx]\n", + " d_loss_real = discriminator.train_on_batch(imgs, true)\n", + "\n", + " # 가상 이미지를 판별자에 입력하는 부분입니다.\n", + " noise = np.random.normal(0, 1, (batch_size, 100))\n", + " gen_imgs = generator.predict(noise, verbose=0)\n", + " d_loss_fake = discriminator.train_on_batch(gen_imgs, fake)\n", + "\n", + " # 판별자와 생성자의 오차를 계산합니다.\n", + " d_loss = 0.5 * np.add(d_loss_real, d_loss_fake)\n", + " discriminator.trainable = False #판별자 학습이 끝나면 trainable = False로 만들어 판별자는 그대로 둔 채 생성자만 학습합니다.\n", + " noise = np.random.normal(0, 1, (batch_size, 100))\n", + "\n", + " g_loss = gan.train_on_batch(noise, true)\n", + "\n", + " if i % 100 == 0: #100 epoch마다 출력되게 하겠습니다.\n", + " print('epoch:%d' % i, ' d_loss:%.4f' % d_loss, ' g_loss:%.4f' % g_loss)\n", + "\n", + " # 이 부분은 중간 과정을 이미지로 저장해 주는 부분입니다. 이 장의 주요 내용과 관련이 없어\n", + " # 소스 코드만 첨부합니다. 만들어진 이미지들은 gan_images 폴더에 저장됩니다.\n", + " if i % saving_interval == 0:\n", + " #r, c = 5, 5\n", + " noise = np.random.normal(0, 1, (25, 100))\n", + " gen_imgs = generator.predict(noise)\n", + "\n", + " # Rescale images 0 - 1\n", + " gen_imgs = 0.5 * gen_imgs + 0.5\n", + "\n", + " fig, axs = plt.subplots(5, 5)\n", + " count = 0\n", + " for j in range(5):\n", + " for k in range(5):\n", + " axs[j, k].imshow(gen_imgs[count, :, :, 0], cmap='gray')\n", + " axs[j, k].axis('off')\n", + " count += 1\n", + " fig.savefig(\"./data/gan_images/gan_mnist_%d.png\" % i)\n", + "\n", + "gan_train(2001, 32, 200) # 2000번 반복되고, 배치 사이즈는 32, 200번마다 결과가 저장되게 하였습니다.\n" + ] + }, { - "name": "stdout", - "output_type": "stream", - "text": [ - "{'너무': 1, '재밌네요': 2, '최고예요': 3, '참': 4, '잘': 5, '만든': 6, '영화예요': 7, '추천하고': 8, '싶은': 9, '영화입니다': 10, '한번': 11, '더': 12, '보고싶네요': 13, '글쎄요': 14, '별로예요': 15, '생각보다': 16, '지루하네요': 17, '연기가': 18, '어색해요': 19, '재미없어요': 20}\n" - ] - } - ], - "source": [ - "# 텍스트 리뷰 자료를 지정합니다.\n", - "docs = [\"너무 재밌네요\",\"최고예요\",\"참 잘 만든 영화예요\",\"추천하고 싶은 영화입니다\",\"한번 더 보고싶네요\",\"글쎄요\",\"별로예요\",\"생각보다 지루하네요\",\"연기가 어색해요\",\"재미없어요\"]\n", - "\n", - "# 긍정 리뷰는 1, 부정 리뷰는 0으로 클래스를 지정합니다.\n", - "classes = array([1,1,1,1,1,0,0,0,0,0])\n", - "\n", - "# 토큰화 \n", - "token = Tokenizer()\n", - "token.fit_on_texts(docs)\n", - "print(token.word_index)\n" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "metadata": {}, - "outputs": [ + "cell_type": "markdown", + "metadata": { + "id": "NLP3wHbvuJCy" + }, + "source": [ + "## 4. 이미지의 특징을 추출하는 오토인코더" + ] + }, { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "리뷰 텍스트, 토큰화 결과:\n", - " [[1, 2], [3], [4, 5, 6, 7], [8, 9, 10], [11, 12, 13], [14], [15], [16, 17], [18, 19], [20]]\n" - ] - } - ], - "source": [ - "x = token.texts_to_sequences(docs)\n", - "print(\"\\n리뷰 텍스트, 토큰화 결과:\\n\", x)" - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "metadata": {}, - "outputs": [ + "cell_type": "markdown", + "metadata": { + "id": "_hCg0yYjuJCz" + }, + "source": [ + "### 실습: 오토인코더 실습하기" + ] + }, { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "패딩 결과:\n", - " [[ 0 0 1 2]\n", - " [ 0 0 0 3]\n", - " [ 4 5 6 7]\n", - " [ 0 8 9 10]\n", - " [ 0 11 12 13]\n", - " [ 0 0 0 14]\n", - " [ 0 0 0 15]\n", - " [ 0 0 16 17]\n", - " [ 0 0 18 19]\n", - " [ 0 0 0 20]]\n" - ] - } - ], - "source": [ - "# 패딩, 서로 다른 길이의 데이터를 4로 맞추어 줍니다.\n", - "padded_x = pad_sequences(x, 4) \n", - "print(\"\\n패딩 결과:\\n\", padded_x)" - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "metadata": {}, - "outputs": [ + "cell_type": "code", + "execution_count": 2, + "metadata": { + "id": "EVUGcO2QuJC0", + "outputId": "2df6d6c3-918d-41a0-aba0-61f91aec8f69", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 513 + } + }, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "\u001b[1mModel: \"sequential_2\"\u001b[0m\n" + ], + "text/html": [ + "
Model: \"sequential_2\"\n",
+              "
\n" + ] + }, + "metadata": {} + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━┓\n", + "┃\u001b[1m \u001b[0m\u001b[1mLayer (type) \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1mOutput Shape \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1m Param #\u001b[0m\u001b[1m \u001b[0m┃\n", + "┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━┩\n", + "│ conv2d_4 (\u001b[38;5;33mConv2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m16\u001b[0m) │ \u001b[38;5;34m160\u001b[0m │\n", + "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n", + "│ max_pooling2d (\u001b[38;5;33mMaxPooling2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m16\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │\n", + "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n", + "│ conv2d_5 (\u001b[38;5;33mConv2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m8\u001b[0m) │ \u001b[38;5;34m1,160\u001b[0m │\n", + "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n", + "│ max_pooling2d_1 (\u001b[38;5;33mMaxPooling2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m8\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │\n", + "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n", + "│ conv2d_6 (\u001b[38;5;33mConv2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m4\u001b[0m, \u001b[38;5;34m4\u001b[0m, \u001b[38;5;34m8\u001b[0m) │ \u001b[38;5;34m584\u001b[0m │\n", + "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n", + "│ conv2d_7 (\u001b[38;5;33mConv2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m4\u001b[0m, \u001b[38;5;34m4\u001b[0m, \u001b[38;5;34m8\u001b[0m) │ \u001b[38;5;34m584\u001b[0m │\n", + "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n", + "│ up_sampling2d_2 (\u001b[38;5;33mUpSampling2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m8\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │\n", + "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n", + "│ conv2d_8 (\u001b[38;5;33mConv2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m8\u001b[0m) │ \u001b[38;5;34m584\u001b[0m │\n", + "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n", + "│ up_sampling2d_3 (\u001b[38;5;33mUpSampling2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m8\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │\n", + "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n", + "│ conv2d_9 (\u001b[38;5;33mConv2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m16\u001b[0m) │ \u001b[38;5;34m1,168\u001b[0m │\n", + "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n", + "│ up_sampling2d_4 (\u001b[38;5;33mUpSampling2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m16\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │\n", + "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n", + "│ conv2d_10 (\u001b[38;5;33mConv2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m1\u001b[0m) │ \u001b[38;5;34m145\u001b[0m │\n", + "└──────────────────────────────────────┴─────────────────────────────┴─────────────────┘\n" + ], + "text/html": [ + "
┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━┓\n",
+              "┃ Layer (type)                         ┃ Output Shape                ┃         Param # ┃\n",
+              "┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━┩\n",
+              "│ conv2d_4 (Conv2D)                    │ (None, 28, 28, 16)          │             160 │\n",
+              "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
+              "│ max_pooling2d (MaxPooling2D)         │ (None, 14, 14, 16)          │               0 │\n",
+              "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
+              "│ conv2d_5 (Conv2D)                    │ (None, 14, 14, 8)           │           1,160 │\n",
+              "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
+              "│ max_pooling2d_1 (MaxPooling2D)       │ (None, 7, 7, 8)             │               0 │\n",
+              "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
+              "│ conv2d_6 (Conv2D)                    │ (None, 4, 4, 8)             │             584 │\n",
+              "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
+              "│ conv2d_7 (Conv2D)                    │ (None, 4, 4, 8)             │             584 │\n",
+              "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
+              "│ up_sampling2d_2 (UpSampling2D)       │ (None, 8, 8, 8)             │               0 │\n",
+              "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
+              "│ conv2d_8 (Conv2D)                    │ (None, 8, 8, 8)             │             584 │\n",
+              "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
+              "│ up_sampling2d_3 (UpSampling2D)       │ (None, 16, 16, 8)           │               0 │\n",
+              "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
+              "│ conv2d_9 (Conv2D)                    │ (None, 14, 14, 16)          │           1,168 │\n",
+              "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
+              "│ up_sampling2d_4 (UpSampling2D)       │ (None, 28, 28, 16)          │               0 │\n",
+              "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
+              "│ conv2d_10 (Conv2D)                   │ (None, 28, 28, 1)           │             145 │\n",
+              "└──────────────────────────────────────┴─────────────────────────────┴─────────────────┘\n",
+              "
\n" + ] + }, + "metadata": {} + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "\u001b[1m Total params: \u001b[0m\u001b[38;5;34m4,385\u001b[0m (17.13 KB)\n" + ], + "text/html": [ + "
 Total params: 4,385 (17.13 KB)\n",
+              "
\n" + ] + }, + "metadata": {} + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "\u001b[1m Trainable params: \u001b[0m\u001b[38;5;34m4,385\u001b[0m (17.13 KB)\n" + ], + "text/html": [ + "
 Trainable params: 4,385 (17.13 KB)\n",
+              "
\n" + ] + }, + "metadata": {} + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "\u001b[1m Non-trainable params: \u001b[0m\u001b[38;5;34m0\u001b[0m (0.00 B)\n" + ], + "text/html": [ + "
 Non-trainable params: 0 (0.00 B)\n",
+              "
\n" + ] + }, + "metadata": {} + } + ], + "source": [ + "from tensorflow.keras.datasets import mnist\n", + "from tensorflow.keras.models import Sequential, Model\n", + "from tensorflow.keras.layers import Input, Dense, Conv2D, MaxPooling2D, UpSampling2D, Flatten, Reshape\n", + "\n", + "import matplotlib.pyplot as plt\n", + "import numpy as np\n", + "\n", + "# MNIST 데이터셋을 불러옵니다.\n", + "\n", + "(X_train, _), (X_test, _) = mnist.load_data()\n", + "X_train = X_train.reshape(X_train.shape[0], 28, 28, 1).astype('float32') / 255\n", + "X_test = X_test.reshape(X_test.shape[0], 28, 28, 1).astype('float32') / 255\n", + "\n", + "# 생성자 모델을 만듭니다.\n", + "autoencoder = Sequential()\n", + "\n", + "# 인코딩 부분입니다.\n", + "autoencoder.add(Conv2D(16, kernel_size=3, padding='same', input_shape=(28,28,1), activation='relu'))\n", + "autoencoder.add(MaxPooling2D(pool_size=2, padding='same'))\n", + "autoencoder.add(Conv2D(8, kernel_size=3, activation='relu', padding='same'))\n", + "autoencoder.add(MaxPooling2D(pool_size=2, padding='same'))\n", + "autoencoder.add(Conv2D(8, kernel_size=3, strides=2, padding='same', activation='relu'))\n", + "\n", + "# 디코딩 부분입니다.\n", + "autoencoder.add(Conv2D(8, kernel_size=3, padding='same', activation='relu'))\n", + "autoencoder.add(UpSampling2D())\n", + "autoencoder.add(Conv2D(8, kernel_size=3, padding='same', activation='relu'))\n", + "autoencoder.add(UpSampling2D())\n", + "autoencoder.add(Conv2D(16, kernel_size=3, activation='relu'))\n", + "autoencoder.add(UpSampling2D())\n", + "autoencoder.add(Conv2D(1, kernel_size=3, padding='same', activation='sigmoid'))\n", + "\n", + "# 전체 구조를 확인합니다.\n", + "autoencoder.summary()" + ] + }, { - "name": "stdout", - "output_type": "stream", - "text": [ - "Model: \"sequential\"\n", - "_________________________________________________________________\n", - "Layer (type) Output Shape Param # \n", - "=================================================================\n", - "embedding (Embedding) (None, 4, 8) 168 \n", - "_________________________________________________________________\n", - "flatten (Flatten) (None, 32) 0 \n", - "_________________________________________________________________\n", - "dense (Dense) (None, 1) 33 \n", - "=================================================================\n", - "Total params: 201\n", - "Trainable params: 201\n", - "Non-trainable params: 0\n", - "_________________________________________________________________\n" - ] - } - ], - "source": [ - "# 임베딩에 입력될 단어의 수를 지정합니다.\n", - "word_size = len(token.word_index) +1\n", - "\n", - "# 단어 임베딩을 포함하여 딥러닝 모델을 만들고 결과를 출력합니다.\n", - "model = Sequential()\n", - "model.add(Embedding(word_size, 8, input_length=4))\n", - "model.add(Flatten())\n", - "model.add(Dense(1, activation='sigmoid'))\n", - "model.summary()" - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "metadata": {}, - "outputs": [ + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "PgzyXTuCuJC0", + "outputId": "9dd9b8c5-0348-49df-c81f-e27bbb526777", + "colab": { + "base_uri": "https://localhost:8080/" + } + }, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Epoch 1/50\n", + "\u001b[1m469/469\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m11s\u001b[0m 13ms/step - loss: 0.3038 - val_loss: 0.1381\n", + "Epoch 2/50\n", + "\u001b[1m469/469\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m4s\u001b[0m 5ms/step - loss: 0.1329 - val_loss: 0.1195\n", + "Epoch 3/50\n", + "\u001b[1m469/469\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 4ms/step - loss: 0.1186 - val_loss: 0.1108\n", + "Epoch 4/50\n", + "\u001b[1m469/469\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m3s\u001b[0m 5ms/step - loss: 0.1103 - val_loss: 0.1055\n", + "Epoch 5/50\n", + "\u001b[1m469/469\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 5ms/step - loss: 0.1057 - val_loss: 0.1027\n", + "Epoch 6/50\n", + "\u001b[1m469/469\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 5ms/step - loss: 0.1031 - val_loss: 0.1003\n", + "Epoch 7/50\n", + "\u001b[1m469/469\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 4ms/step - loss: 0.1013 - val_loss: 0.0984\n", + "Epoch 8/50\n", + "\u001b[1m469/469\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m3s\u001b[0m 4ms/step - loss: 0.0995 - val_loss: 0.0971\n", + "Epoch 9/50\n", + "\u001b[1m469/469\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 5ms/step - loss: 0.0979 - val_loss: 0.0957\n", + "Epoch 10/50\n", + "\u001b[1m469/469\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 5ms/step - loss: 0.0969 - val_loss: 0.0946\n", + "Epoch 11/50\n", + "\u001b[1m469/469\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 5ms/step - loss: 0.0955 - val_loss: 0.0945\n", + "Epoch 12/50\n", + "\u001b[1m469/469\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 4ms/step - loss: 0.0944 - val_loss: 0.0927\n", + "Epoch 13/50\n", + "\u001b[1m469/469\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 5ms/step - loss: 0.0934 - val_loss: 0.0924\n", + "Epoch 14/50\n", + "\u001b[1m469/469\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 4ms/step - loss: 0.0928 - val_loss: 0.0909\n", + "Epoch 15/50\n", + "\u001b[1m469/469\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m3s\u001b[0m 5ms/step - loss: 0.0919 - val_loss: 0.0903\n", + "Epoch 16/50\n", + "\u001b[1m469/469\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m5s\u001b[0m 5ms/step - loss: 0.0913 - val_loss: 0.0899\n", + "Epoch 17/50\n", + "\u001b[1m469/469\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 4ms/step - loss: 0.0905 - val_loss: 0.0889\n", + "Epoch 18/50\n", + "\u001b[1m469/469\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 5ms/step - loss: 0.0900 - val_loss: 0.0886\n", + "Epoch 19/50\n", + "\u001b[1m469/469\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m3s\u001b[0m 6ms/step - loss: 0.0893 - val_loss: 0.0880\n", + "Epoch 20/50\n", + "\u001b[1m469/469\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 5ms/step - loss: 0.0888 - val_loss: 0.0876\n", + "Epoch 21/50\n", + "\u001b[1m469/469\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 5ms/step - loss: 0.0885 - val_loss: 0.0880\n", + "Epoch 22/50\n", + "\u001b[1m469/469\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 5ms/step - loss: 0.0881 - val_loss: 0.0868\n", + "Epoch 23/50\n", + "\u001b[1m469/469\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m3s\u001b[0m 6ms/step - loss: 0.0877 - val_loss: 0.0862\n", + "Epoch 24/50\n", + "\u001b[1m469/469\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m5s\u001b[0m 5ms/step - loss: 0.0874 - val_loss: 0.0859\n", + "Epoch 25/50\n", + "\u001b[1m328/469\u001b[0m \u001b[32m━━━━━━━━━━━━━\u001b[0m\u001b[37m━━━━━━━\u001b[0m \u001b[1m0s\u001b[0m 4ms/step - loss: 0.0870" + ] + } + ], + "source": [ + "# 컴파일 및 학습을 하는 부분입니다.\n", + "autoencoder.compile(optimizer='adam', loss='binary_crossentropy')\n", + "autoencoder.fit(X_train, X_train, epochs=50, batch_size=128, validation_data=(X_test, X_test))\n", + "\n", + "# 학습된 결과를 출력하는 부분입니다.\n", + "random_test = np.random.randint(X_test.shape[0], size=5) # 테스트할 이미지를 랜덤하게 불러옵니다.\n", + "ae_imgs = autoencoder.predict(X_test) # 앞서 만든 오토인코더 모델에 집어 넣습니다.\n", + "\n", + "plt.figure(figsize=(7, 2)) # 출력될 이미지의 크기를 정합니다.\n", + "\n", + "for i, image_idx in enumerate(random_test): # 랜덤하게 뽑은 이미지를 차례로 나열합니다.\n", + " ax = plt.subplot(2, 7, i + 1)\n", + " plt.imshow(X_test[image_idx].reshape(28, 28)) # 테스트할 이미지를 먼저 그대로 보여줍니다.\n", + " ax.axis('off')\n", + " ax = plt.subplot(2, 7, 7 + i +1)\n", + " plt.imshow(ae_imgs[image_idx].reshape(28, 28)) # 오토인코딩 결과를 다음열에 출력합니다.\n", + " ax.axis('off')\n", + "plt.show()" + ] + }, { - "name": "stdout", - "output_type": "stream", - "text": [ - "Epoch 1/20\n", - "1/1 [==============================] - 0s 325ms/step - loss: 0.6903 - accuracy: 0.5000\n", - "Epoch 2/20\n", - "1/1 [==============================] - 0s 2ms/step - loss: 0.6887 - accuracy: 0.5000\n", - "Epoch 3/20\n", - "1/1 [==============================] - 0s 997us/step - loss: 0.6871 - accuracy: 0.6000\n", - "Epoch 4/20\n", - "1/1 [==============================] - 0s 996us/step - loss: 0.6855 - accuracy: 0.6000\n", - "Epoch 5/20\n", - "1/1 [==============================] - 0s 2ms/step - loss: 0.6839 - accuracy: 0.6000\n", - "Epoch 6/20\n", - "1/1 [==============================] - 0s 4ms/step - loss: 0.6823 - accuracy: 0.6000\n", - "Epoch 7/20\n", - "1/1 [==============================] - 0s 3ms/step - loss: 0.6807 - accuracy: 0.7000\n", - "Epoch 8/20\n", - "1/1 [==============================] - 0s 2ms/step - loss: 0.6792 - accuracy: 0.7000\n", - "Epoch 9/20\n", - "1/1 [==============================] - 0s 2ms/step - loss: 0.6776 - accuracy: 0.8000\n", - "Epoch 10/20\n", - "1/1 [==============================] - 0s 4ms/step - loss: 0.6760 - accuracy: 0.9000\n", - "Epoch 11/20\n", - "1/1 [==============================] - 0s 2ms/step - loss: 0.6744 - accuracy: 0.9000\n", - "Epoch 12/20\n", - "1/1 [==============================] - 0s 2ms/step - loss: 0.6728 - accuracy: 0.9000\n", - "Epoch 13/20\n", - "1/1 [==============================] - 0s 2ms/step - loss: 0.6711 - accuracy: 0.9000\n", - "Epoch 14/20\n", - "1/1 [==============================] - 0s 4ms/step - loss: 0.6695 - accuracy: 0.9000\n", - "Epoch 15/20\n", - "1/1 [==============================] - 0s 2ms/step - loss: 0.6679 - accuracy: 0.9000\n", - "Epoch 16/20\n", - "1/1 [==============================] - 0s 2ms/step - loss: 0.6663 - accuracy: 0.9000\n", - "Epoch 17/20\n", - "1/1 [==============================] - 0s 996us/step - loss: 0.6646 - accuracy: 0.9000\n", - "Epoch 18/20\n", - "1/1 [==============================] - 0s 997us/step - loss: 0.6630 - accuracy: 0.9000\n", - "Epoch 19/20\n", - "1/1 [==============================] - 0s 2ms/step - loss: 0.6613 - accuracy: 0.9000\n", - "Epoch 20/20\n", - "1/1 [==============================] - 0s 997us/step - loss: 0.6596 - accuracy: 1.0000\n", - "1/1 [==============================] - 0s 92ms/step - loss: 0.6579 - accuracy: 1.0000\n", - "\n", - " Accuracy: 1.0000\n" - ] + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "tNj4eQMKuJC1" + }, + "outputs": [], + "source": [] } - ], - "source": [ - "model.compile(optimizer='adam', loss='binary_crossentropy', metrics=['accuracy'])\n", - "model.fit(padded_x, classes, epochs=20)\n", - "print(\"\\n Accuracy: %.4f\" % (model.evaluate(padded_x, classes)[1]))" - ] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Python 3 (ipykernel)", - "language": "python", - "name": "python3" + ], + "metadata": { + "colab": { + "provenance": [], + "gpuType": "T4" + }, + "kernelspec": { + "display_name": "Python [conda env:deep_learning]", + "language": "python", + "name": "conda-env-deep_learning-py" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.9.21" + }, + "accelerator": "GPU" }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.9.7" - } - }, - "nbformat": 4, - "nbformat_minor": 2 -} + "nbformat": 4, + "nbformat_minor": 0 +} \ No newline at end of file diff --git a/colab/ch17-colab.ipynb b/colab/ch17-colab.ipynb deleted file mode 100644 index 93d8864..0000000 --- a/colab/ch17-colab.ipynb +++ /dev/null @@ -1 +0,0 @@ -{"cells":[{"cell_type":"markdown","metadata":{"id":"XsalpJ_KLSSv"},"source":["# 17장 딥러닝을 이용한 자연어 처리"]},{"cell_type":"markdown","metadata":{"id":"dyGt_ra8LSSz"},"source":["## 1. 텍스트의 토큰화"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"YlUBrbvrLSS0","outputId":"b775fcf6-0b25-4688-f66d-53f7aeda158c"},"outputs":[{"name":"stdout","output_type":"stream","text":["\n","원문:\n"," 해보지 않으면 해낼 수 없다\n","\n","토큰화:\n"," ['해보지', '않으면', '해낼', '수', '없다']\n"]}],"source":["from tensorflow.keras.preprocessing.text import Tokenizer\n","from tensorflow.keras.preprocessing.sequence import pad_sequences\n","from tensorflow.keras.models import Sequential\n","from tensorflow.keras.layers import Dense,Flatten,Embedding\n","from tensorflow.keras.utils import to_categorical\n","from numpy import array\n","\n","# 케라스의 텍스트 전처리와 관련한 함수 중 text_to_word_sequence 함수를 불러옵니다.\n","from tensorflow.keras.preprocessing.text import text_to_word_sequence\n"," \n","# 전처리할 텍스트를 정합니다.\n","text = '해보지 않으면 해낼 수 없다'\n"," \n","# 해당 텍스트를 토큰화합니다.\n","result = text_to_word_sequence(text)\n","print(\"\\n원문:\\n\", text)\n","print(\"\\n토큰화:\\n\", result)"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"2FG1NYrULSS2","outputId":"864351eb-c285-4455-95a9-c500bbfeb7bc"},"outputs":[{"name":"stdout","output_type":"stream","text":["\n","단어 카운트:\n"," OrderedDict([('먼저', 1), ('텍스트의', 2), ('각', 1), ('단어를', 1), ('나누어', 1), ('토큰화', 1), ('합니다', 1), ('단어로', 1), ('토큰화해야', 1), ('딥러닝에서', 2), ('인식됩니다', 1), ('토큰화한', 1), ('결과는', 1), ('사용할', 1), ('수', 1), ('있습니다', 1)])\n","\n","문장 카운트: 3\n","\n","각 단어가 몇 개의 문장에 포함되어 있는가:\n"," defaultdict(, {'텍스트의': 2, '단어를': 1, '합니다': 1, '토큰화': 1, '먼저': 1, '각': 1, '나누어': 1, '인식됩니다': 1, '딥러닝에서': 2, '토큰화해야': 1, '단어로': 1, '수': 1, '사용할': 1, '결과는': 1, '있습니다': 1, '토큰화한': 1})\n","\n","각 단어에 매겨진 인덱스 값:\n"," {'텍스트의': 1, '딥러닝에서': 2, '먼저': 3, '각': 4, '단어를': 5, '나누어': 6, '토큰화': 7, '합니다': 8, '단어로': 9, '토큰화해야': 10, '인식됩니다': 11, '토큰화한': 12, '결과는': 13, '사용할': 14, '수': 15, '있습니다': 16}\n"]}],"source":["# 단어 빈도수 세기\n","\n","# 전처리하려는 세 개의 문장을 정합니다.\n","docs = ['먼저 텍스트의 각 단어를 나누어 토큰화합니다.',\n"," '텍스트의 단어로 토큰화해야 딥러닝에서 인식됩니다.',\n"," '토큰화한 결과는 딥러닝에서 사용할 수 있습니다.',\n"," ]\n"," \n","# 토큰화 함수를 이용해 전처리 하는 과정입니다.\n","token = Tokenizer() # 토큰화 함수 지정\n","token.fit_on_texts(docs) # 토큰화 함수에 문장 적용\n"," \n","# 단어의 빈도수를 계산한 결과를 각 옵션에 맞추어 출력합니다.\n","# Tokenizer()의 word_counts 함수는 순서를 기억하는 OrderedDict 클래스를 사용합니다.\n","print(\"\\n단어 카운트:\\n\", token.word_counts) \n","\n","# 출력되는 순서는 랜덤입니다. \n","print(\"\\n문장 카운트: \", token.document_count)\n","print(\"\\n각 단어가 몇 개의 문장에 포함되어 있는가:\\n\", token.word_docs)\n","print(\"\\n각 단어에 매겨진 인덱스 값:\\n\", token.word_index)"]},{"cell_type":"markdown","metadata":{"id":"ko1zpzYRLSS3"},"source":["## 2. 단어의 원-핫 인코딩"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"P6pCcsCSLSS3","outputId":"a2fecc3d-cdda-4f30-987f-2b426f5efb37"},"outputs":[{"name":"stdout","output_type":"stream","text":["{'오랫동안': 1, '꿈꾸는': 2, '이는': 3, '그': 4, '꿈을': 5, '닮아간다': 6}\n"]}],"source":["text=\"오랫동안 꿈꾸는 이는 그 꿈을 닮아간다\"\n","token = Tokenizer()\n","token.fit_on_texts([text])\n","print(token.word_index)"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"F7EGiatxLSS4","outputId":"f30d3fc9-9aeb-402b-a875-9dacd82a6d5e"},"outputs":[{"name":"stdout","output_type":"stream","text":["[[1, 2, 3, 4, 5, 6]]\n"]}],"source":["x=token.texts_to_sequences([text])\n","print(x)"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"PKxggXb9LSS4","outputId":"5be872a8-bbc2-43f8-c892-8010e8b33625"},"outputs":[{"name":"stdout","output_type":"stream","text":["[[[0. 1. 0. 0. 0. 0. 0.]\n"," [0. 0. 1. 0. 0. 0. 0.]\n"," [0. 0. 0. 1. 0. 0. 0.]\n"," [0. 0. 0. 0. 1. 0. 0.]\n"," [0. 0. 0. 0. 0. 1. 0.]\n"," [0. 0. 0. 0. 0. 0. 1.]]]\n"]}],"source":["# 인덱스 수에 하나를 추가해서 원-핫 인코딩 배열 만들기\n","word_size = len(token.word_index) + 1\n","x = to_categorical(x, num_classes=word_size)\n","print(x)"]},{"cell_type":"markdown","metadata":{"id":"cyovn0KqLSS5"},"source":["## 4.텍스트를 읽고 긍정, 부정 예측하기"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"1P3-i12hLSS6","outputId":"a92103bd-fad1-4ba2-9774-f833a97d672f"},"outputs":[{"name":"stdout","output_type":"stream","text":["{'너무': 1, '재밌네요': 2, '최고예요': 3, '참': 4, '잘': 5, '만든': 6, '영화예요': 7, '추천하고': 8, '싶은': 9, '영화입니다': 10, '한번': 11, '더': 12, '보고싶네요': 13, '글쎄요': 14, '별로예요': 15, '생각보다': 16, '지루하네요': 17, '연기가': 18, '어색해요': 19, '재미없어요': 20}\n"]}],"source":["# 텍스트 리뷰 자료를 지정합니다.\n","docs = [\"너무 재밌네요\",\"최고예요\",\"참 잘 만든 영화예요\",\"추천하고 싶은 영화입니다\",\"한번 더 보고싶네요\",\"글쎄요\",\"별로예요\",\"생각보다 지루하네요\",\"연기가 어색해요\",\"재미없어요\"]\n","\n","# 긍정 리뷰는 1, 부정 리뷰는 0으로 클래스를 지정합니다.\n","classes = array([1,1,1,1,1,0,0,0,0,0])\n","\n","# 토큰화 \n","token = Tokenizer()\n","token.fit_on_texts(docs)\n","print(token.word_index)\n"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"P5w47DmtLSS6","outputId":"693669bc-9542-4d1c-da52-d1b8cbd7c957"},"outputs":[{"name":"stdout","output_type":"stream","text":["\n","리뷰 텍스트, 토큰화 결과:\n"," [[1, 2], [3], [4, 5, 6, 7], [8, 9, 10], [11, 12, 13], [14], [15], [16, 17], [18, 19], [20]]\n"]}],"source":["x = token.texts_to_sequences(docs)\n","print(\"\\n리뷰 텍스트, 토큰화 결과:\\n\", x)"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"vf3WNVZmLSS7","outputId":"553260e2-fcbf-4693-b51b-4d3628292e1d"},"outputs":[{"name":"stdout","output_type":"stream","text":["\n","패딩 결과:\n"," [[ 0 0 1 2]\n"," [ 0 0 0 3]\n"," [ 4 5 6 7]\n"," [ 0 8 9 10]\n"," [ 0 11 12 13]\n"," [ 0 0 0 14]\n"," [ 0 0 0 15]\n"," [ 0 0 16 17]\n"," [ 0 0 18 19]\n"," [ 0 0 0 20]]\n"]}],"source":["# 패딩, 서로 다른 길이의 데이터를 4로 맞추어 줍니다.\n","padded_x = pad_sequences(x, 4) \n","print(\"\\n패딩 결과:\\n\", padded_x)"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"HkhKyqFmLSS7","outputId":"bacc4aa9-f06e-4ce8-e9ca-71b41818e88a"},"outputs":[{"name":"stdout","output_type":"stream","text":["Model: \"sequential\"\n","_________________________________________________________________\n","Layer (type) Output Shape Param # \n","=================================================================\n","embedding (Embedding) (None, 4, 8) 168 \n","_________________________________________________________________\n","flatten (Flatten) (None, 32) 0 \n","_________________________________________________________________\n","dense (Dense) (None, 1) 33 \n","=================================================================\n","Total params: 201\n","Trainable params: 201\n","Non-trainable params: 0\n","_________________________________________________________________\n"]}],"source":["# 임베딩에 입력될 단어의 수를 지정합니다.\n","word_size = len(token.word_index) +1\n","\n","# 단어 임베딩을 포함하여 딥러닝 모델을 만들고 결과를 출력합니다.\n","model = Sequential()\n","model.add(Embedding(word_size, 8, input_length=4))\n","model.add(Flatten())\n","model.add(Dense(1, activation='sigmoid'))\n","model.summary()"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"2mE5DbHrLSS8","outputId":"23d57794-622b-4441-db24-7457cd2d3784"},"outputs":[{"name":"stdout","output_type":"stream","text":["Epoch 1/20\n","1/1 [==============================] - 0s 325ms/step - loss: 0.6903 - accuracy: 0.5000\n","Epoch 2/20\n","1/1 [==============================] - 0s 2ms/step - loss: 0.6887 - accuracy: 0.5000\n","Epoch 3/20\n","1/1 [==============================] - 0s 997us/step - loss: 0.6871 - accuracy: 0.6000\n","Epoch 4/20\n","1/1 [==============================] - 0s 996us/step - loss: 0.6855 - accuracy: 0.6000\n","Epoch 5/20\n","1/1 [==============================] - 0s 2ms/step - loss: 0.6839 - accuracy: 0.6000\n","Epoch 6/20\n","1/1 [==============================] - 0s 4ms/step - loss: 0.6823 - accuracy: 0.6000\n","Epoch 7/20\n","1/1 [==============================] - 0s 3ms/step - loss: 0.6807 - accuracy: 0.7000\n","Epoch 8/20\n","1/1 [==============================] - 0s 2ms/step - loss: 0.6792 - accuracy: 0.7000\n","Epoch 9/20\n","1/1 [==============================] - 0s 2ms/step - loss: 0.6776 - accuracy: 0.8000\n","Epoch 10/20\n","1/1 [==============================] - 0s 4ms/step - loss: 0.6760 - accuracy: 0.9000\n","Epoch 11/20\n","1/1 [==============================] - 0s 2ms/step - loss: 0.6744 - accuracy: 0.9000\n","Epoch 12/20\n","1/1 [==============================] - 0s 2ms/step - loss: 0.6728 - accuracy: 0.9000\n","Epoch 13/20\n","1/1 [==============================] - 0s 2ms/step - loss: 0.6711 - accuracy: 0.9000\n","Epoch 14/20\n","1/1 [==============================] - 0s 4ms/step - loss: 0.6695 - accuracy: 0.9000\n","Epoch 15/20\n","1/1 [==============================] - 0s 2ms/step - loss: 0.6679 - accuracy: 0.9000\n","Epoch 16/20\n","1/1 [==============================] - 0s 2ms/step - loss: 0.6663 - accuracy: 0.9000\n","Epoch 17/20\n","1/1 [==============================] - 0s 996us/step - loss: 0.6646 - accuracy: 0.9000\n","Epoch 18/20\n","1/1 [==============================] - 0s 997us/step - loss: 0.6630 - accuracy: 0.9000\n","Epoch 19/20\n","1/1 [==============================] - 0s 2ms/step - loss: 0.6613 - accuracy: 0.9000\n","Epoch 20/20\n","1/1 [==============================] - 0s 997us/step - loss: 0.6596 - accuracy: 1.0000\n","1/1 [==============================] - 0s 92ms/step - loss: 0.6579 - accuracy: 1.0000\n","\n"," Accuracy: 1.0000\n"]}],"source":["model.compile(optimizer='adam', loss='binary_crossentropy', metrics=['accuracy'])\n","model.fit(padded_x, classes, epochs=20)\n","print(\"\\n Accuracy: %.4f\" % (model.evaluate(padded_x, classes)[1]))"]}],"metadata":{"kernelspec":{"display_name":"Python 3 (ipykernel)","language":"python","name":"python3"},"language_info":{"codemirror_mode":{"name":"ipython","version":3},"file_extension":".py","mimetype":"text/x-python","name":"python","nbconvert_exporter":"python","pygments_lexer":"ipython3","version":"3.9.7"},"colab":{"name":"ch17-colab.ipynb","provenance":[],"collapsed_sections":[]}},"nbformat":4,"nbformat_minor":0} \ No newline at end of file diff --git a/colab/ch17_colab.ipynb b/colab/ch17_colab.ipynb new file mode 100644 index 0000000..70322e5 --- /dev/null +++ b/colab/ch17_colab.ipynb @@ -0,0 +1,696 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": { + "id": "v0_caBv3uJCn" + }, + "source": [ + "# 17장 세상에 없는 얼굴 GAN, 오토인코더" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "jCH72ebHuJCt" + }, + "source": [ + "## 3. 적대적 신경망 실행하기" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "3n6fxgcwuJCu" + }, + "source": [ + "### 실습: GAN 모델 만들기\n", + "#### (실행 시간이 오래 걸립니다. 런타임 유형을 GPU로 바꾸어 실행하시기 바랍니다.)" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "id": "nevncdxVuJCv", + "outputId": "2b4da0b6-b03b-4091-f094-3a2df23fca93", + "scrolled": true, + "colab": { + "base_uri": "https://localhost:8080/", + "height": 1000 + } + }, + "outputs": [ + { + "output_type": "stream", + "name": "stderr", + "text": [ + "/usr/local/lib/python3.11/dist-packages/keras/src/layers/core/dense.py:87: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.\n", + " super().__init__(activity_regularizer=activity_regularizer, **kwargs)\n", + "/usr/local/lib/python3.11/dist-packages/keras/src/layers/convolutional/base_conv.py:107: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.\n", + " super().__init__(activity_regularizer=activity_regularizer, **kwargs)\n" + ] + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "\u001b[1mModel: \"functional_17\"\u001b[0m\n" + ], + "text/html": [ + "
Model: \"functional_17\"\n",
+              "
\n" + ] + }, + "metadata": {} + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━┓\n", + "┃\u001b[1m \u001b[0m\u001b[1mLayer (type) \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1mOutput Shape \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1m Param #\u001b[0m\u001b[1m \u001b[0m┃\n", + "┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━┩\n", + "│ input_layer_2 (\u001b[38;5;33mInputLayer\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m100\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │\n", + "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n", + "│ sequential (\u001b[38;5;33mSequential\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m1\u001b[0m) │ \u001b[38;5;34m865,281\u001b[0m │\n", + "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n", + "│ sequential_1 (\u001b[38;5;33mSequential\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m) │ \u001b[38;5;34m212,865\u001b[0m │\n", + "└──────────────────────────────────────┴─────────────────────────────┴─────────────────┘\n" + ], + "text/html": [ + "
┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━┓\n",
+              "┃ Layer (type)                         ┃ Output Shape                ┃         Param # ┃\n",
+              "┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━┩\n",
+              "│ input_layer_2 (InputLayer)           │ (None, 100)                 │               0 │\n",
+              "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
+              "│ sequential (Sequential)              │ (None, 28, 28, 1)           │         865,281 │\n",
+              "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
+              "│ sequential_1 (Sequential)            │ (None, 1)                   │         212,865 │\n",
+              "└──────────────────────────────────────┴─────────────────────────────┴─────────────────┘\n",
+              "
\n" + ] + }, + "metadata": {} + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "\u001b[1m Total params: \u001b[0m\u001b[38;5;34m1,078,146\u001b[0m (4.11 MB)\n" + ], + "text/html": [ + "
 Total params: 1,078,146 (4.11 MB)\n",
+              "
\n" + ] + }, + "metadata": {} + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "\u001b[1m Trainable params: \u001b[0m\u001b[38;5;34m852,609\u001b[0m (3.25 MB)\n" + ], + "text/html": [ + "
 Trainable params: 852,609 (3.25 MB)\n",
+              "
\n" + ] + }, + "metadata": {} + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "\u001b[1m Non-trainable params: \u001b[0m\u001b[38;5;34m225,537\u001b[0m (881.00 KB)\n" + ], + "text/html": [ + "
 Non-trainable params: 225,537 (881.00 KB)\n",
+              "
\n" + ] + }, + "metadata": {} + }, + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Downloading data from https://storage.googleapis.com/tensorflow/tf-keras-datasets/mnist.npz\n", + "\u001b[1m11490434/11490434\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 0us/step\n", + "epoch:0 d_loss:0.7311 g_loss:0.7190\n", + "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 697ms/step\n", + "epoch:100 d_loss:0.4847 g_loss:1.7822\n", + "epoch:200 d_loss:0.4763 g_loss:1.8269\n", + "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 35ms/step\n", + "epoch:300 d_loss:0.4613 g_loss:2.0399\n", + "epoch:400 d_loss:0.4426 g_loss:2.1402\n", + "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 47ms/step\n", + "epoch:500 d_loss:0.4191 g_loss:2.2167\n", + "epoch:600 d_loss:0.3901 g_loss:2.2943\n", + "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 37ms/step\n", + "epoch:700 d_loss:0.3928 g_loss:2.3347\n", + "epoch:800 d_loss:0.3940 g_loss:2.3309\n", + "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 33ms/step\n", + "epoch:900 d_loss:0.4016 g_loss:2.2807\n", + "epoch:1000 d_loss:0.4027 g_loss:2.2478\n", + "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 33ms/step\n", + "epoch:1100 d_loss:0.4033 g_loss:2.2262\n", + "epoch:1200 d_loss:0.4046 g_loss:2.2102\n", + "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 32ms/step\n", + "epoch:1300 d_loss:0.4074 g_loss:2.1749\n", + "epoch:1400 d_loss:0.4116 g_loss:2.1490\n", + "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 44ms/step\n", + "epoch:1500 d_loss:0.4138 g_loss:2.1212\n", + "epoch:1600 d_loss:0.4169 g_loss:2.0971\n", + "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 32ms/step\n", + "epoch:1700 d_loss:0.4199 g_loss:2.0765\n", + "epoch:1800 d_loss:0.4227 g_loss:2.0589\n", + "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 50ms/step\n", + "epoch:1900 d_loss:0.4251 g_loss:2.0417\n", + "epoch:2000 d_loss:0.4284 g_loss:2.0236\n", + "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 38ms/step\n" + ] + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAe4AAAGFCAYAAAA7JBDPAAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjAsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvlHJYcgAAAAlwSFlzAAAPYQAAD2EBqD+naQABAABJREFUeJzs/bmPZOm23gc/Mc9TDlXV3afPPZcDriDZAujQlCNArgABsmXIuAZB8M+gRZOQKUsAQZO2HBkEaHEAyHvP0KdryiHmefqMxG/Fs9+K6pvZ9+tzdgKxgEBWZUbs2Psd1vCsZ623cDwej7rIRS5ykYtc5CKvQop/7hu4yEUucpGLXOQiz5eL4b7IRS5ykYtc5BXJxXBf5CIXuchFLvKK5GK4L3KRi1zkIhd5RXIx3Be5yEUucpGLvCK5GO6LXOQiF7nIRV6RXAz3RS5ykYtc5CKvSC6G+yIXuchFLnKRVyTl577xn/2zfyZJqtVqqlQqajabarfbOh6P2u122u12uru703K51Hw+12q10mKx0Gg00maz0XA41H6/V6/XU6PRULlcVrlcVqFQUKFQUKlUUq/XU61WU71eV7VaVbFYVKFQULVa1WAwUKlU0mw202q10maz0Wq10vF41PF41OFw0Gq10n6/V7FYVLFY1Gq10nQ61bkeM+VyWZVKRbVaTd1uV6VSScXikx+zWCy0Wq202+203W4lSf/m3/yb/3+M9y8i/+Sf/JMYB0mqVCqqVCra7/daLpeSpFarpXK5HO/ZbrdarVYql8vq9Xoql8va7/c6HA4qlUoqlUoql8uq1+uSpPl8rt1up263q1arFX/f7XYaj8fa7XYxl8vlUovFQtvtVsvlUoVCQd1uN+ax0+moUChIkg6Hg3a7nY7HY8z3er2Oe2s2mzEvkvT4+KjJZKL9fh+f+3//3//3Tzncz5b/4//4P3Q8HrVYLLTZbHQ4HLTf71UoFFQsFlUqlWJcEMagVCqpVqtJku7v7zWbzeI9lUpFnU5HkjSbzTJjXyqVVKlUYl9KUrvdVq1Wi33CtZn7SqWi2Wym5XIZ91UsFmN/srY2m43W67V2u52Wy6X2+33M83Q61WKxiGeUlNt5kaR/8S/+haTTeC8WC81mM5XL5VjfzWZTlUol1qqPTalU0vF41P39vabTqQ6HQ4xto9EIHcRnJWm/32u73Wq73cYartfrqlQqoY/2+71Wq5WKxaL6/b6q1aqWy6VWq1Vch/krFArabrfa7/exZ3e7nRaLhY7Ho0qlUub7d7udNpuNJOn/+r/+rz/FML9Y/qf/6X/K6LJWq6Vut5sZe+xHvV5XrVYLXcaaPxwOYSfW67WWy2VGz/Ce9Xod+r1QKIQNORwOajQaqlar6nQ66vV6mTVQq9VUKpViXlarVaydm5sbVatVlcvljN5iPXBv2K/NZhPrQpL+/b//988ap2cbbhQDi5EXN8XffID5N6/j8ZhZSOm1+Zt/z7nv8/+jWLiPw+GQea8vgnPf+7Xv9+/Ou/jz8e/0mb72ft5bLBYz48icsfi+dq30Ov5y5cW/eflnuKdz70sVYHo/eZ6fVOFLyoyxPzvv9z3ytWfzz2EoUyV97jOHwyHj6PLi+9O1wz1iiFNJ9xb/fw3NGH/qHtO/+ZwwduyXc3spfaV/c53GNX1e9vu9jsdjONI+R+f2zrnv9v/7M7m+zKukOuGn3pfagfT96dj62uf3XxtH/zy/973if/ua3vravZ6b+5fIsw13u91WoVAITx1vh5vY7/fa7/dqNBpqNptar9dar9fqdrtar9eq1+vabDZfKONisahKpRIRXKVSUbvdjohCeoqO8WLX63VsnEqlEj+Px6Om02l4MHhPROGpwuQeqtWqut1uRBd8H97vdrvN/UJnEeJ9V6tVtVqt8DD5O5GZdNoURBjMq88DY8v4rVarmGtX/MyfL0gcNaJroperqyt1u93wgLfbrUajUVynVqupWq0G6gIawlqTpPV6/Wcb65dIs9mUJNXr9XheomCkUChEBOBj4Buc8fDxJfJ9fHzUarVSs9lUo9GIuZBOSt6jMSKT/X4fa77RaGiz2USU1mw2M2M+mUwCgUqVHnuENcJz5l0Oh4OkrHEgunZHBYeHZyIwAL0i6qpUKhE9OyJVLBZjvzBem81Gy+Uyxo3fFQoFbTYbjUajiKZZO8wNSGStVss4244EgODw/Y705N2xajQakhTrCfQwDQZSPcW8oRt4Zh/rxWIRv/MAD5RKUvxEn+12O81ms0CgfE8RsZfLZQ0GA1WrVV1dXalarcbn3TBzj9vtVoXCE8oDGuA26jnybMMNZApU7nAAMCsbvlwuq1arabPZqFqtarVaabvdxoOyaSTFwPmrVqup1WplFmW1Wo0NwyJFSTUajdgUpVJJm80moAffHFyrVCrFxJVKpdhwiHu8KME8iytRFAzjheFl87P4pVOkjWHAWLJZ2CQpHM7Ypd6mG5Y0Mq7X6+EktNvtgO14PzAjix4D1ul0MpD5w8NDPJt7tHkUoG5ku92GM4WRw9HkxVhJ+kKx8MwOuc7ncy0Wi4xSZ55TZefOw2q1Cqiev/E5oFu/D4y2K6I0epFOEWnexe/XnU1JMQ/SyXCzh9Aj7DN0jcPd6Eb2EHPLmLnO9L2JIzCZTMJh2+12Yah8PtGD6Df/G+/17+dZ3djnUarVatzn4XAIG+Pz4cGXG8hisRhGUVKM73a71Waz0WKx0G63i+APPScpnFh3ehk79grOE/aD66PXCJg8zXvO0a1UKplg6hc13DwYC8YVN8Z6MBiEMgLDn06nMVDr9VqTyUTr9ToepFqtqtfrRf6zXq/rm2++0c3NzReGgMkh38rm8QnCs+KFEkHZIyhDIhFJsdDJYTDJeV7oktTv9zO51EKhoPl8nvFAMYidTkftdjs+W6/X9d1332WUNMqE6AHDjXFFcbAWGC8iPq6TRib7/V5XV1dxv9JT5NhsNrXZbCIXu1qttFwuM9/BBjgXteZVMNznNrH05Kwsl8tYZ5vNRo1GIxAgomx4G9VqVbVaTev1OjgjGIp2u62rqyuVy+WMY+NoB9GG59EZX/YQETnfdzwe9enTpzAm7EOPvnE2KpVK7PW875lutyvpNDcOU8MLORwOkT/dbDbh8DB2x+NRk8lEy+VSx+Mxg9q5rqzX6xlHlrnebDaxn0Cf5vN5jN3t7a2azWaMMwGRI1GgkG4Y+C7Xi7vdLsMLyauwZxhv6YQostYIqNg3CPOFjkCP+d+cY1Kv1zP5ct8zCNfi/SDCrHVQkU6no0qlon6/n1kHjkxyrXK5HPeC4/7SeXm24cbjd1gURY6CxXtn8ObzuarVaigLNjUvYN3BYKBGo6E3b96o2Wzq+++/17t378KjciIBAwjpADIGC3+z2Wg2m2k8Hmu9XsdCxrgAk3iEAhzOMzKJ3HeeF7okXV9fx8aGXDGbzWKxFotFNZtN1Wo1vX37Vm/evAkF32g09O2336pWq2UgpdlsFnOy3W71+fPnuJbDt8BDtVpNg8EgjASOAlHDH//4R83nc11fXwcZjsXfbre12WxijqbTacCF5fLTEmXN4Jy9hsiOdYSCdUdUUoaowjprNpsaDAaZiJc1TAppNpuF84pB7vV6evPmTXwfY8dcYZxZH+xjh9ZR8rPZLJTY4XDQjz/+qNFopFqtpkajkUE7UKYowPl8Hvs8z9Lv9yWd4GTmZ7Va6eHhIUNgSklIfE6SptNpEMfQJ9LJcEPkdcPghCQiNMi8s9ksUIBvvvlGzWYzHAfmq1qthoEolUrxd4hn6EzQTVAB9lCeBfQU8VQD+57xWa/XoTNIl2IQHWlFV6REPpxk0hwEJJLC8M/ncy2XS1Wr1dCh6DucC78OaZJzvAXmyR1cUl7M3XPl2YabDUp+2Q22w9cO33gu1AlPziZvt9tqt9sB1eJRel6DCfSF694Yi9Y9WQY1NbpMsLPXgbmAuDySeA2CoiZC8sgOpd3tdlWv19VqtQJ25rnx/Hz8HL71+SNV4jk9h7NSCCuFgTzfxiZhThh/T224gTgcDjFfbKw8O1Wsc4zjOaKMR7GMjcOwKZyWwqv+ecYD1MUhcioAJGX2b7VaVbVaDafM4WCuSZUAUCFrx1E3KQvt533vENm54yIpnBqMOKgVDGUUrK/nr0k6Z+4ggE5hDHyvkOdlbphvHAEfe8/hukOQrjEnCL8GcUIYOgF9zjp3FBbUgb3i6VICCKqg0FftdjvSuyCFvoeI6KlwIZ/NeKIL4XWxnzz15FwKTwfjmINovnRunm24UQYOlbZarbhxZ86y2HmRG+Vht9utGo1G5Du/+eabyGeS367X6xl4BCWPx7/f7zWdTrXdbiO65ud0Os1ATi5EBoPBQNfX1zFpIAaVSiVIA69lkWP4UAjuLGHorq+v1Wg0NBgMAiZEuTJWRA8+7kDcoBZ83iNCd3JYqCxeyoVw5ih1QVmBupDHJk9E2oXNCorT7XbVbre1XC5zn8ZgrVJagnOEEmKsnFiDoigWi2EsUczr9TpQFRQL6xfY3UtjWBPdble1Wi3GErInZWW1Wi3G2iMTlN9wONTj46Pa7XYYNpy/NFfs0U+epdvtZgwoiB2ko9VqpfF4rPl8HggHY4uT7IGMG2X2D+MNnIsOKxQKGgwGEbhUq1XNZrMw1Kxr5gYnzCND6UnPjsdjPT4+nk0hOZEKg/IanCoX1iprk1JEHBV3Nt1Z8eiaoJCyLoi4BImO5o3H43CGNpuN5vO5JpOJdrtdoDQ447wajYb6/X5mfH0vkXdnT7AXr66uIvoGaXn2uDz3jRhfJyghKQTI71zhOmzh709zbR5hpVEIP/GEgLGou2aw8Y6doOPfg5ft3+eRKouCn3kXfwZfyCx6PEGPjn2R46kzbiwgvEw3xn4taoN9jHwcmScWL8ZHOhGAXME5lOc8ClIbPJ/nofJsIJwXQtSQksecJesv5lHK1g+nqIaT1qTs+ONQkVdz75+XdNqr/rv0fdyz71M33L7/00g8j+LpBMbG58PH0/PEPqbp86dzeY60yRp2fgjBDEgiQYujmfwbHg7Xcv3oiMrX9KuTcPMo6KQUsfUcMXqZcfVo3HP9IHS+V4rFUx04YyIpQz50vlSKHvt3OHLl+1M6X4aWolO+r3+xiHs6nQZ85EoIKNZvnOiJXDMKe7/fB4EKmv1ut9ObN28CYue7PIrb7/eRC/z8+bMmk4nu7+/18eNHzWYz/fGPf8xEM16iAYzRaDTUaDQC3gA6ZJJ5tmKxqNFoFNE8cGWeBWiNBYKT46VuRAjOssRzZY5SRZ02oMBYM46tVkuHw0Hz+TyMApEakeL9/b02m02ULXEtPu8M0U6nExEFG8oVkEc06UbIo1BCCaKAosEIOE+k3++r2Wyq0+nozZs3kk4VEVRlwCsolUoxd91uN1I/7EUU0NfK5na7nabTaeTkCoUnMuN4PJakjLHY7XZqtVpar9e6ubnRd999J+mUunBn3FM0eRc33JVKJQM1Y1hJy3kE54bFr1MqldRut9VqtaKpDQECji5SLpfVbrcD5cOQOAJAJI94lQVIVpqCIg+Oc8568PQjKFBeBaSTJl6up+B1TCaTTNmvpwfSyLvX66nf7wcRDZ2Ik0R+eTKZBL8HnoeX7LHGJUVwiF5Ngz7mgmsT2ODw4RCsVqtAcl5advxiqBzPh7psbgYMH+UELOR5UwbZfwKl49VAIPNrAY8wwOPxWKPRSMPhUJPJRA8PD5mcNooOI030CRTlOcc04isUCprNZppOpzHIeVdEjDX3CeGOzZ6yHFnoRNgs2jTKhUjjysk9/1qtFgYizYsWCoUowWCBQoza7/cRZThBCgY63+FoCX9LPdg8k228ntZzW56fY2zhW8BBkBTjyvs950l5HeOA48wekk6VGCnyhHMnnSINlIxzUPgs39tsNqMGn7lM86mvRdxhZLw8xeR5Yf7mzqKnOTzvD/PfSyr5N9fwFBYwLkQr5yugF9nfXJsAKEU73Nin+xX9B0kur4IudoPHekWvY9BTtnyqy4/HY+S2cchwpEAL05w418OYpsiypIz9SoMd7BjXI2hlPlL02JGcX8RwO0REFIC3ICmibFe4DjHx4CxYHp5cHtfneg7rYRzwdGBfTqdTTafTyEswaXw/EUW329XV1VWQERwl4N6YZIwETkre86iSIl+GgRiPxxoOhxlHSzptAJAOFldKdvKFiJHmWt1uV51OR81mU71eLwyFOzgOGzr87ex+2NMOJ3rE6Az34/EYEcuPP/6oH3/88Sfb2eZFnIGNAm82m+FUucJhvCnrcgeUvzlK4Q12JEVUz3hxrWLxqXUm3Ad3mEulUpRgkscl2iQqlBTvvbq6Uq/Xi9w66wrYWFJGaeZZ0vJW6VSbjQFlzHCq0pSEoym9Xk/NZlPNZjPTXjh1nNBzkGO73a6azWYmqq/X61GCydg7ogXPQDrl6kEpSY+xp3wunFSYV3FDul6vMxUq0tPzOyeBn3BxiMSJnH2P4Mgw9h4QEEBybdAP9Fen0wnulfME0rXOGmEfgBh4yuXTp0+az+fBxTqXav675NmGO41wVqtVht2dNu3goRwWZKGzoFD6eO8OwfN5Ig7PbZPPhjjiHdOOx2NsNJwJ4KtOp5Mh4zikgXHAM/Icfd6VEJsXaPtwOETdrXMFgK8ZJ88FeTThhtu99kKhoFarFa9utxvXAmr0uWYBo7ww3NQ9Xl1dZRQhL+Z5uVzq7u4uclWFQkGfPn3Sp0+ftF6vv0pAzIt4dOMRnOec8eoZBxwi1iNKCQSJaBzCDtcmygMlkRROEmV6rAPSSYVCIWBd0h9ePXBzcxOO4OFwUK/Xi+Y5PucYozS/l2fx3KKTvdBRxeJT2SnokMPOLk7yI3qGqUzJjytlN/iwihlTumg1Go0MbOsOA8iWM6PZZ8C3rDvWlhtuR9/yKG64Sbml3BwIZdiW9XqtYrEYDqSXCDvM7Rwn9AlRcKPRCKeAMQYxOxwOarVasUdSZDIdY0dluD/nZT08PAQReLPZZObsufJsw+0lEw5hA/3grfhCw1vkgdIbwzD4xHAth0WYJCL9w+GgWq0WtYwoNiad63U6nchxs0Fo78mA42H5dwLFU7eZdyXEpHseC68fo07LSqI8J0R4s31JMWagE+S1K5VKKG8WuBNIgIaYRxShk6jINZGScOfI84cgAmlEyjVfgywWC0knI4HSQBmh1F25MyegTIwnxsQVd+qpu8LBmBNheMtYnCv/nMPG3CdwfLfb1Xa7DeeXz4OApfNzrgwzb8KaJR2BA4KBZMxBmQgymD+cJu+YhQ5L2flwDYgOMfAc6rJer/X4+KiHh4eIirkXvg+DBZ/FSwQxJqwJN+Rcx8lded4/nhoDoUKHYSy9aQlOKHXVcJNASmj4hP7HCSPSxo7hCPtYeeRMqbJzpJzozD5Gz1L14mWENB+bTCbRIIs9610knyMvasDiAyspsHtyY56PgfDiRBfptGG4BorFjbdD4rTaxHtlM0A4WywWqtfrX+Qkjsdj0PR7vV40/sAYoViAMYjuptOpPn36pLu7O63X60wuKa8CwQhF2+l0Imd2fX0tSUEOY0FhjCGX0USCyP3m5ia8zHq9rnfv3kX+FSgv5SewUJ3YxL/5LpwnxttJJ6wNPpPmUIGaUE5s5LwK6QoUBeuOEhVJX5ACMdxEDewt5hijSI6OfeQ5QaBSSE/tdjvDpCV691yedKppZk92Oh1Vq1W9efMmSgFvbm603+/VbrdjjzpEiQOc53mRFM+M04Lzj55i/BiTXq8Xjs1utwu0hzSEk8LQi9SB+2mD7L3tdqtms6nFYqF2u63hcKj7+/swNh4d8wKN8Wi62Wxqv9/r+vo6k17iHp0dXS6X497yKuxrHM1er6d3796FI4mudn3BKZSr1Ur39/dar9fqdDoxLm/fvo1xJbplrjwFQWAI6uuMck7DJJABffE0CrqU8i7sB22JP336pNVqFadoOgKHAX+uvAgq90XkC4sbcK/IIQTPczo0K2U7DHkZzNc2fkq5B8bg4d2zTEki7nS40scTxrDRLhViQd6VUApRevTKvXs+9WsvLxnhBTHJmdEYUS/NcPal51K5vxSaJNJ2iJ3POBrg9+95eF+HeZV03aR7B/F94mx6Xj5mbvjPXZ/3APU6q9nJcR4lSCfWspfOpGUuRNSOsvB/Z8s62zmvkuoQd/hTqN8RozTP7SiRz4+kMK5EXD52XMsjR//u9IV45Q57wT9L4ONpL5+jvEfc7PsU1uandOok6GNPCoOqFJxcJyHjJHs61JEuSUH+5B4YO2fmS9kyQeYDe4HBxp7Qdc/XAXqO67xUnm24uTgLuFarRX4Fw8hgOGwNXMPAoKS9JhH4Oh1MvCy8Yh7WnQMiQhatJI3HY02nU9Xr9Yjw+Hxaf7larTQajTSbzXR3d6fRaKSPHz/q06dPZzdOHsWhS2Aaz5cdj8eAZ8hx46h4Mw9g8MFgEO01r66uMqUURA3OSn98fAyGuENNRDXktlng0tN6IiI4F7VB4KLRhzuCHhXmeW6cnUzEjTPpEXTq6EgnIqdHcswbCIZ0cmgcVk+dJFAmhyFRSMCyTngiomdPOgIgnUqPiCyIKIhWXkPvAyDolJzJ2nWDx/rlbw6xgyxJWaPvxoHvcL4IBM9CoRBQuh92BCR8jnnMnLJ+9vt9pnkLxsQhWxDLvOe40eXH4zHDUSIFyN94Rinb4hWi7Gg0Ch4HiKL39pCeuEEcZuXIoJRNRRAE9vv9SPGhq5bLZdip7Xarh4cHrVYrff78OVNSvF6vNRqNwnmSTgRs9vVL5MWs8pTogEfvnqjD4R4BMiDupTDwztTzxY/S9uiDifKcFPckKQwSXpqXS/m9cK8Mrr9eOpB/bnHvP805omhdAbinz/tZgO7hko8jYjsXbXmzfebLIwtnjnOvfPZcpIHyd0g4jYxeg6QlR/w8V3J1Di3x67DmuR5OL/Pp73MkjH2aIhOebnDDxLpwTovPiTvAvqacqPZzIog/tbjznjp/KVrlui1F7lC6vie80saRknTOPeJyJCld7+eQFUdhUhSMe/Qo+7VE3N56FOcVfcTf3AmVFDlo9BOETp6V9YjhZh/hCGCLPPgE0WDM0lp8xpt5THUZ95HqWEdkHHX5KZT5nLyYVc7NwJz0BU2uh5tdr9eR9PfIgGjQDYEzAVmwPgGUO3Q6nYzyk/RF7oP7qdVq0e4R48XEeIMEPFLyFnhWLPbXIsxRtVrN5MLII5N/wTkhJ4YD1Ol0dH19HYSOwWCgX/3qV0HMKBaLEVkRXTFHNFfB0+e6RDbMM3NMlF0oFKJRCfe/WCyi4Y8bCowH85V34qCfYe/rLS1B8jykIxqTyUT7/T6adHgubD6fB4RLDtydJkruisVilJ44VOuKkXVfKDyVFd3d3Wm/38ccULby8PAQuTly5KPRKOZrNptl9mWeBaXvvBpfp9LpaEfEc9z0d3fEgT32+fPncH6IjkGter2eer2e3r59GzqQfeqHgUinmmZPd3AfkOHIpUon5x2najweR0WAP1ueDff3338fBnO/3+vbb7/Vd999l+GIUIYqKZBG7/MBX8cdUw8mgMw5IImARcoekezOEM6SO6XkuBuNhjqdjo7Ho66urrTb7XR9fR1rA73rfC3fixzl+osYbhYTE4+ydw8U5QSxyKEfX4yckOL5VWAHh9lcoQG5AxHx3UQUDsszaRARmHCfDO4TQ8PkAJeweL7WfSpv4mgIz+BeH4Q/d6J88eDoUOveaDQCNk9rF5l/xo9re62wL3aPHrwlLd6uX5/X15jm3PNr4B9gDJ316+tWOpWMeLMG+BUwT9lHqWfuhtsPC6GnOSQ1Sk/4jhQFKZVKUepyOByiBA+SmTfq4Tx0OrbhtMELcSWYdzmX6/ScozOG0Q04LKx7lPJ8PtdwONR4PNbvfve7SFsUCk99yf043UKhECdOeT42LV/ivc434G8Yco4gRdgzEK0Wi0Umks+7DAaDzL5PTxOUFHoGQU9TWrVarfT4+Bhj4ykFT4UAxVOWJ2UbErmO9Hw2gn1BV/qexqnipEMCQzfc6OZS6XRq5XPl2YY7VaTtdjvybSgklAdeS7vdVrfbzdD0faHO5/PIDbCJHI4g+vV+115T6Z49C5wJAU6kKQywEnk6iAOUYRCVsAA8n5T3BY+i8by9s8QxjixILwfDYSoWi3GCmJ/ShsI4B3Onp7K5YXU+gsOCrkTYaJQtpW0CiRpxoqSTU4LzkGfonBai3vDHc/Psg3M5UXdMHFqVsg1unLwDa3g+n3+RR/c0EH+DAe0scOYyzdfyDMwdkaE7ht5BL89RnZRt8CSdlLBD/TiUnuYgSIB17GWjTnL1Xto4biBWnKm+Xq8zzUUc+vX59nSIM9fdwHgA5HlUkMN0T+ZZfC94VRIOIdD0OTa2k8lAvKRTFQH7jbFy5M/TSp5mkk7rxJ02eAogap4GwQlGCJrYW562TFMzz5FnG24/Ng1vjqiKgfaWeoXCE+liMBgEJCudFh6KiXZ/nrtD6K61WCziwHqMircR5J6IcDwKcQjxcHii66O8qtWq7u/vdXd3F5CGl+ewSF6D4fZcGV3tHAIl/+xklmazGVCNpCiXg/CHQUVZee7NGZS8vHwiVT6MIwYHw829cXoWkOFqtQpiiqSAxZlTcrx5npvHx8dMPhIjgOPhSsEVqo8t451Gh87+dtb44XDQdDoNGBAY2M9sxhAXCgWNRqNML2XITOwrxKsKmDuiBp8zZzvnWVypAkdjuAkkKKFzdI7nJ+CgtJG9BWLiRCivamGtU3vsyAd7xSN+KVsyyJpJDXcaGToxFOfMUbK8C2OGvXCH3QOOdB4ZA9KnbotSlvlud+oiyX4kcvbqC78H0n+bzSZ0pVdrsGf8fO9qtRqlndyHpIxj/ovluFk8fHFKyMCbcCjQS33SzeyDxwQ4hIEScvKAlydhcHAigGHdE6NXtl8L48L9kQ+k+1HqvfLceRZXsO45EpViGPDsnVjIRnDhuVlovrjI5aHgHS1x54F/E82lB8Dg+Hm3Oodu2bjulODtsknOlUTlSVDEjJ0/I2ssJRItl8s49AXli9PixpomODgDMNa3260Gg0FE1eXy0/G7ePgwZIFtYe+32+04r9gZzNwjnQqB7IlU0APAjrB/8y7uWLqiPh5P7XWJhn0eEfYM9b2dTifQxVarldlTHHDEITK0YCYN5c2M0Fs4ED4PGHQMDs6up448R47O9HRf3iNu7o11jY5yneVGFYeUMXL+yLngwZ/fdTz6yZGxlOPA/aGbUmfW14dX3aDzPPWLXfGU7i9iuFEe5HQGg0EoUm9eAJsbjJ8DLFLD7eSz+/t7VSqVIDxB06fUAiWNR9Rut/X4+Kj7+/so5yIaK5VKQf+fTCb69OlTZrJYCA7zEVnS/tFJQnlvqykpNibP78xMNjKL2dMJOEDuWOEAQTR6fHzMpD/u7+81HA6jVzj5VP7umwhDRFrEYUTnOnAvoCiU8RUKp45vToAjaoGLkFdhrN1Is9ZQwuQ5yZfe3d3pb//2byUpCKB//OMfJZ062vX7fb158yaDinS73XgNBgOVSqUYw8PhEIaa+6IMhvaanLN+OBz0j//xPw7jsNls9OHDB43H4yCjTSYTff78ORyLQqEQLXB97vIsKHWPqImAU3gUB5/fEZ0XCgXd3NyEbsJJGo/Hse4hLHFK1Xfffac3b97ov//v/3tdX1/Hd3vN73A41Hq91ufPnyOowSjhoKG3cN5AJd14Ay1D3nKDlFdBVzubHGeeskZsA6RJ+AXlcjlDxiM1C+JKcCGdzm1wxwciZ6lUiq6bGGrptGZIQTHnBLJ+bc7QoDTXD3NCb4Iwp0jzc+Rn9Sp3XN4hNTxGz2M7S9PJR1zTPUzgn81mE0QbogRnBWJ0idxY3Gwqh2yp7fM8recKmQCUKooQpeQebF4lhU9ZQMyB/x1Jo0GMLnOA9zmbzTLtMj0K4JoYH683dkjdDTaKxT/vDV9AVcgD+7XSqDXvxiH17NN0gyMi7okDXWMcWP+kPhxWc08fBYcBQumhBH29e67W1w5Gywmb7AtXpo6s8R00cfH1knfxqMrHARTEx5n38D7G0tsCO8mPVI6PG2Pv6x1nG31JCtD1FuMJPwUki/cBh3sJUjqvqR7Ms6QEToe9PQftqInbFb+OR+jMC+93G+ZomKf80j3m0DlznK6VNLJPIf30mr+Y4ebhiRbIpXJz5CAYHG8SL50iXRYryggKv0cheCReUI+HTynaw8ODPn/+nIm48Xy99o4Jh2jCAmbyD4dDtMcjkuNz/My74fZznx2io6TII142LzC2v4com4V7dXWl+Xwe/YIx0PT8BeIjV+7lDUCpeJuUErEhWq2WBoOB+v2+3r59G+0EZ7NZxiF7fHyM+dxsNjGPP4fQ8acWPH1viMPYs+n5vZeOoHTZD84ZYINTVrfb7cJ4oEQ8J0506A4c16TMEja4N1IiioAP0W631e/3dXt7G5GIk6YQIte8Gwd3YmgsRADCM6WpQDg8blRwVujhvtvtIk9KxA1KCGxN+Q+fZR9xvcFgEN/nREEiy8PhdIgQL8i1nnpkHYHckMbI89y4M4lzuVwuQ6+zZyivIopljthDxWIxctDwEDzqxkHiO1NYPSWGupMF4Rk74ilVDD8nm4EAYD9B1tjT6GS6wj1Xnm24UUJOLnL4yCM3lKlHBu4tuSe13+8zCXuIBIfD04lQGBdKZPBmF4tFppE738MApffi5KCULJQyCblXlGLeDTfRVFq+4vlghDlwr9JZzNKp7/Vut9Pt7W04aEQUODSUxmBInTkpZUudHBkBxkNpAgFj7H2NpZ4xz4DyybMSQki7kIPGKHsek3wYSI90voUtY+HkIxxg5s8jQucM+HXTuniIgZ4fdJQDg0x6otvtZsqX0ve+hnnx6A3FLZ1HFxn/9Nn4POuY9AX7QlKmQoPrs0+cqS+dDqRx4q3fz2g0CsMgnZwMDBZrjQgTHSCdct55FjeWGEEvlfOyLO8J4vlq/p6uWXea3Ug7l4N14Ox8dJJ0iuBxlNM8OHMJeRGn43A4xJw6fJ8iAM+VF50OBizKA0BG42Z5IAbCW5ZKp5wrBCfqS53th4eIV4PiJ/9DJMy/gfKkpxZ2wIOSgiwjPZXmOPHGnQbKdvg8kwm5Lc9RnST1+31Jp/zQZDKJ2kG8cDa1l3gRoRMtOMwGovLhwwfV6/U4zKXb7QaJCY8eBYURwAgtFgsNh8OIMFarVdzjbDbTp0+ftN/vg/REpM6G3G63ARdTl+5QfN6Ng6d+mAMU+ng8jmjY0zsgJzhihcKJ6Y2CoDYXRSRJ19fX6vf7GcVCrfBPOZ6+DxaLRYZwg8JnzijP5J6dw8DakV6HM5Wme9Bh6CjWJYbAkSV3Gkmx4WQej0f9d//dfxfokNcKUy/c7Xb1q1/9Su12+4toj/VyOByisQv3OhwOdXd3l3Eg0GfT6VSTySQTaYOAUhbLsbB5nh+ChFKplKn+IWgjjbnf76ONM/ZmuVxGeR7Hq2I0KUn2cl+iYunLMzOcv0XFEmmobrebqTKQTvlvRwOdJ4Uuxt4wr4fDIezdL2a4pVOvchaNs5V5cBYPCsTxfzY7xpsJ8pvu9/s6HA6hrHe7XTQTIApOYQwgDIeyyCsBCeI0ePctz28AC3JtNnHexYlHx+MxatOBZRg/ns9bmZZKT123YAoXCoWA59brte7u7gLio3TPxwTFVCgUMkxKyoMgaLB4yfP5yVfL5VKNRiMgcqJzSZGvxYNN80V5FhQEzhAGWDopCshNXpOK4SZiYv4khcLB2OAM0OwBhwyWKgosPUcaYa9CYMKAuUPG3gQS9pTUZDLJ7CdHB/IsqQGWTpwbnEZO1GPN0XfAx4jOjETJODTH49PJYU4go8NWs9nUu3fvVKvVggAI+sc6QFdhjIm2h8NhoF3suf1+r/F4rOFwGM/D3JF/9w5feTbcoHXFYjEIz+hw7+7Hek17EJD2c1vAHqTLHLA2fIPUAZNOJXnuyPH97tQingpGP4GqoNMw3NPpNNM4xzkjz5UXdU5LSTBenwh0QfTApmbh4cWkJ0ExOBgMYFSMxGw2i+u5h/y1hL+XIwH9+e+ISMj5OXwOpMX3/Ry2359D0tQEC8ihJRQscB6KVjo1eGBRk2+Fd0B+xz1PvtcdL2+peg5mlLLHT7IB3r9/H0e4puc7M6fAXk5YzLtTxd4g8nHCiysG9kXaG4Hn51ld4WK82U+LxSLKSpg35hfD4Y41iqvZbEpSHNnqeT+cZgwzrU1ZIzjh3kyC5867+FnY5XI5Q+7imbzxEwGD80QcapWyjXHYG4x7+vIuk5RFwhZnD/sZ0XzXbDbL5God5nWOA4jZfr/PNCxifeVVnDflrHDWO9wB9o3zFJyrwMFV3hPBdRF5Zz9Bz8lmzCV7E2dJOvXNQLgHgkXnSLgudm6Xr6Nz1/y75NmG22Ewz+kgxWIxPBoYxOPxWJ8+fYpFeDyeWiSicPAyIVwAidTrdc1mMz08PMTgAZWygVJyEpPpSpEBZDCBibkmg02pWaVSiSgVY57nhS5lj4VksThasVwu9fnzZ81msyi1c8HAsCHm87lms1mG8V0oFKKEyPs646m69+/oijtd0qmrm9/bf/pP/ymTM6XxiudiiUI5P52StTxHdnjl3W5X0hPEjcHzMeD/8/k8lLJ0WrcYdZTQbrcLZ8APU1itVur1etHqlGjOoW/v6FQoFNTv92O8MeLMLXlv7huo1gk2adVFmk/Pq0yn00ByWFegQCmhE31VLBbV6/UySl46GW5ncHtEh1GBcZ8y9DGuHE9MeVi3282QrJrNZqwX9gV7zEmF7DeMPvudtZRnmc1mkhRBIA5kpVIJErN3w2QOe72epKcmUo5y4WSyT7APpFwh3bL2sRmMJ5EyOs5JjD7vjvriSDH+lOXBfQBCp4YfffaLQeUeBaUJdc8T8dDkuCVlmNqwJbkGC93rIb9GPvJoxQkDTnhDMCqSMhC+R/o8mxMN/L4wGHkWj7hdKfMM5HlQQk72ctiHz6OMPYLgexhDdxQQfk9EgQPGdwDHE9HQ39wPMSEHTISAg4fyxPGDqZ1nw+2HP5B6cMQgLd1zJMnHmjXrkcJqtcpAq97nH0IOBBrP0yIpIYsIne/DcPlhFeQUnTvhfQLceOR9z5wjP3l07Uxl/5sTn6RTeZZHv1zfvyvdR1zbgw2fZ7gOoI/ehpjvReGTnvLruaCT+VyehfFLgzL+hk7wZ3RSmSPARNQ4RH60MBG0l+lJ+sKeEaQ6QsL9+RxzP86h4nop8pLaLU+9PFeebbi9Z/ThcAgPkkFiQHjQYrEYvco9AuPEIaJmIt1SqaSbm5unmzLYwQ9ocEUO0QJF77AqUq/X9d133wXBATh/t9tpOBzq/v4+SAtAGkDlQPZ5zwlJ2XNdXQGUSqXw2jEcnofEU8do8pwstGq1qk6nk4m63XHiOzm5DeV9c3MTJV6MJdfBcM9mM93f36vdbuuv/uqv1G63A7FxiB+yyadPn+JkMqDbvEfcHz58yOwZ75jEHgJSxcGE++FpJQh7fI4xcnbr/f191NxTuvU//o//o/r9fkT58BnYW4VCIQy2M5Jns1nGGfjtb3+r+/v7iPiXy6Xu7u7i/+wVyENOEM2rOEoEI9vPh2fcgc69vAfejsPc6ECPnNgr7DECEohVpVIpHCFX+PwbIihju91uY/6IIj9//qy7u7tMpJ2ii05kTA8lyZt4qsgJYNgASbE+2Rc3Nzdf1MW3Wi1Vq9U4ie3x8TH0H9ek5p4Ax3klOFCtVkudTid0oTvD8BcgMUvKdPGUTgjU8XhUp9OJteA9K35OFcaL67iduOLRqXuVXhPqeTqMo5ctMWhu8NN8NAPgHqtP7NdYxp63JvJzNiz5CI/u/TkY9LwrIRZZ6r1jFHCEUFQYU6KFNCJwyM/nEs/QN5dHanikRAs4V4fDIdo70i6VqJHTyIAB4SY4M5NIm43q7PU8G24IZWn0JimzbiVl5gnl65BoGoE7wYZ5xdBgpDH8OGj+N0eomEOiNxwHDHfKWHbWP5A/e5b9lXfxyMl5B/w75Wd4zh8YVMoaGlf4jmpJWVSQNc48MkekoDzPnZao8m/uB+fJ0VA+m0agrKk87xnuLU0/nEMrHIGD7+KlbxhFDnXhmNuUvOzjxP+ZH2yAR91+f9gGX/OO7J7jP/gzuV59iTzbcHPeKMqAZiXecIGHQBk7AQQmHSUOs9lM4/E4c2gIuT0elBwEC9TrHlH25DDIK7gR9m5ElA3wwoCksLCXtKXMwbzKw8NDkFG2222025NOR3Byxjhs81qtpsFgkIm+GIterxf9riFv8JOSC2d7DodD7XanUjNyuuR8iMJbrVZE3KVSScPhMEM8YY0wFzheDp/7OjsHp+VJuD+HqkErHIVyAuDhcIjIz8k3DrfVarVo+0jEADLkTuZoNNJ+/9RoB+ITJTY4VER8zj3AGSBSYOy91aykTHTqKZkUqs2jdDqd+LenfXCI0nnxjmgYWgykpwZQ2KB7PucYYkkR+aKDcIJIC3nKCgU/nU6DmUxU3mq1dH19nWGlUx0CZ4eKDNpA53nPkIrA2fS1imOD0SPXXS6XNZlMIjWHsQXFYo5ub28zDW3ccCMpHM93eR6aINOdISJsnO2Hhwd9/PgxQz71kljnOkgnNv1z5dmWyU9bYWBQ3kSzeJcQLQqFU69pz8V4xETkQZ4izVFw9iqMVxYoZA0cCTaLG25nlLMZuD7EGz7rHhAK0h2JPAuQMRFSWhp0OByCHDidTsMpIUWBg8Jc0Q/bo0DQEJSHKwSY/8CB5Hb5XKlUivOIcYxgrRO9sCZAQryNqiMGr8lwO2rgpWzcs3vlPCeQLArKFTfPjlJi/0GAcdRFOtV7p8YFqFdS7IOU7c8+cGQMEg+VIyhXv7ajCnkWuDfMAVGVdDqVy8vy0BHMIU4VEaxHio4yuiPja5fKC9dD/NtTJY7KAPV6jhcnjvv3Oex0OhEUsQbzjlIxrk609fSl62o/LhV0S8rmlZ3A1ul0MmOawtRp/tz3qu+tFFJ33o90OgRmPB5nUiikXNjD2Jifg4Q823BfX1/reDwG85L8i0e5DnU6zOcwIQ9NMw8OIa/X67q9vY2j9Y7HUx0k/3ZIjkGHrJMabunLHI/05FTgxbXb7UyO++bmRrVaLUg4RDR5F7x3xr9Wq+nq6ioQi+PxqdPVarVSv9/XN998E4pZOkUcKIaHh4c4NxgDjgBJeeThBxuUy2U9Pj7qD3/4Qxjper2ufr+vwWAQzhubzaOT0Wik0WgUBzKQ0iAqwQPGSOVdCSEoZTeIrK2UzwEa4nC5Gxcn/XnE7eiRQ4nsAXgh7Ff2EkabSgLKvpw3we+lkzJzRqyTuiS9CoeXtcOYcf8pEdBhct6HwyQpojYEFMIh82KxmJl/KVu+ijHCwMIbQDBCOGk4XgQt6ELnDRUKBV1dXQXSwt4BTcyrcO/UnVPtABIkKSJtDpNydM7TTe7Egp54OkPKpl093ePNawg+CCgw8FzHiYEEIMPhMI715X4IRCqVSqw7HIWXOrvPNtxv3rzR4XCIbme9Xi9OE/Ivd8/R4UH+L50g1MFgoEajEedA/8Vf/EUcjUfNMbAcMBWLlclCoXmu2hcBiouffOdgMIiJHw6HKhQKGgwGMUlM4Et7yP45BGKEpAzpotVq6c2bNyoWiwG/fvfdd3G2+XQ6jcW22Wz08PAQTQxWq5U6nY6+//57lcvlWKg083CFDWGM2sTPnz+rUHhqTvGb3/xGzWZTNzc3urm5ifdRsrRYLPT582ctFgs9Pj5mPguzGSRhv9+HosR5cwWXR2GciKRZi8wRv4MPwNh4DhOlgBME2gTqUSwWNRwOM/XzcAhQVOVyWZ1OJxxZ9iXO2nQ61XA4jBP1JIXTyqlTrJVKpZKBmokwgDlfg+GmI6K3W5ZOBM/UaHseHIdUOpUCee7ZS/fQWdS/e0TM54kqMarcD7rIe43DBeG6TjgE/WBv0dxnNBoFSuZNRvIoGF4COj9ulrTbYDBQrVaL9YrBJYpNDTf7KD3LwXWWO1/oFN7ve5Yg0Y0187rb7UK33t/f6/PnzxH1p0RfjLc3aXrROD33je4p8kUsTO8uxEL2052KxWK0icPwO7ThEQgRMR2faOfJ9dkUTsJwBe4eFYOeEunck3JP7hwJLe+GQTrlS1HK1Wo1PFU2McqbjS8pvFU8Qd4vPSkwz6VigJywh6Jg8TL/OGzu2ToXApgrhfG9NANHC8XmUQeNFjBweRX2B41LiH6c4JKOFVEdkNw5QoukTHTL/EonQ+DkKC8dIvJzglMK9fKTfzs0zD3hhPv7PE2Vd3ESrOfkWcNp1C2d4FIgcubC+RcoeHTg4XAI58p1UzpmadTFtRyOTdc6+yJlX7szyAsC22sx3IwXJV04NE4qcycU/cOe8wiaF/MlfVlCmxJj2YOeMkpTVune43OeenIYnvSMM825L7+3Z43Tc9/oLFTyMAymkyEwGldXV9rtdur1elqv15HXxHPH2EunE3Y4S5gHabfbur29zWwkyBnU8rIgnfTDoPtpPk4+Swl1kNt4Pt/QeV7kCGgDC6Lb7Uba4erqKpMnYuHTilRSeJGkDGazmSqViq6vr/X999+rWCxGdzMiPs+dUk7E7ygDc0Y0HrSzaCHPAHt//PhRi8UiyI3b7TZTNkHET40yyEheBXLYx48fNRwOA0GqVCrhWN3e3kapDxEt7PmULOl1pJyABASaVgiAQnmKajqdxkl6zlyWvjy20o1/mqNPqzgcBsQJybt4X4eUGMQYYxAQV+iQ8gqF01kJrPPb29uYL1JC3rnLqwJSI47BxVhIpw5iKcxLrtRz767nOFOaOXkNewZ97ZH3YDAIvZ6S0qSn8aH3v6TQdaQQ0DEYc0mBtjiKi+F3hIX9dy4A9C6SNO2BgA3PCIcMhMzZ7p429JTzc+TF53F7/gyFgWfhpRQeEXtuz3N83j3Imw3wgMAkGG4UEQvYe/xyj9IpSvaI7ZwHnQ5YCo2lUUhehTHx4n5XvPwfo91oNLTZbMKTxXCTZwUNYTy4zrnxcOPA93iulfWCF+pEHP6fKh2P3Nig3jYQQ8b951087+zr19ei9OW56iialJjHvEgnXoMTCBkvIhLECU9+YA8OGM4v+wkl72TBc5GHlG1z6mslr+L6zI0zz+S6zPVDugcwtv43z3+DTviaZo7T+ee7+MmecvTJc+LSCTnwOm4nT6Uv3p9X8TXlNoS/+U838P6MUhYlcnTFeQVOsGQ+vMroXMlWOnY+ro6Q+V51u+LPkNrEl8izDTeeJmw592QYxGLxqbTn/v4+Yyj5HblK8smtVkuNRkPX19eRT729vVW73Y6OWuTSyCkQOeD1MgAuDII3mSeqTkvXMDwotVKpFM39l8tlnCqWZyFHDzkDuM5bNbKRu92urq+v1ev1ItLDgHY6nTjfnLrd3/72tzEmbnQkBQIyGo2iVaH0VGpD72yOIfybv/mbaKay2Wz0+PioH374IWPcmSOaXhwOhzjEoVAoBO8BEhdNgfIq7XZb+/0+7pkqBz/4ASeVNFG73Y7zmEEdcHzcEUP54LF3Op1oRAEkh+Jnbx6PxyAefvr0SYfDIVp44v3v9/vImbJ/OK+eyhAiet97Hz9+jEYveW+rKSmY23SESw3G4XAqy/Pojr2EfmJu+YwbVa8V97p70lJSttOWpzvYWziorA+uT0UIDhpRHvOE4Sct6V378rxnGEdKExeLRZD9WOtwjyDPulPZ7/cjEEGXeH38fr+PkxPRe+w/0kmFwhNRmSoYHDPasEJc4/PH4zFzElmj0dDV1ZXG43GgwwQeKcoCKvOLRdye5MeIokwYNAaI4wERrxPFm2EhkkdttVpqt9vqdDrq9XrRJJ78J4xJIsI0suTf0inn5DkIPCkmz/MK6cZB+XDwRd6hP0oMpFPrSq8zZaHjbHGcIC0t+SxGxBcpHZ48T4piYjMRPbMYvaoAZU9phBvu4XCYKf9IWdHMu3RywqglfmlO6M8hbEqUtW/MlH9BhO1ldpK++Cz7x1MVpJXa7Xam6Q3GyQk7sMaHw2Hkc/k+Im6UFc4GqRFPh2C4UWrss5TbkFfhedFNHlWhC0AnPGKTsrll5tA5NkgaIEjZU6ScD5KOW5pn5TvRuaSQcP4wdqAFXMMd43N58jwKc4AO4d6JjhknUCb0EAFLqVT6IjXB9ShfpXc5rHy+19FLTwmmiG0afaOnsFc4W1wzreDx3DZz+xJ50SEjPDjG2/PK0gmaBt8n3+2sO1/0jvejtFAWLMC03hEWLNGE5yUYZJS7k52urq4kPR0Z2mq1wqD4gkYJzufzODOVHHqehWdj/CkVQuGgoIhYj8enBjQ//vjjF0YWY0AjFJwCWgZ2Op2oG63X68EyJsrz8XeD444eDS16vV58r2/OxWKh0WikzWYTxt2bL7ixyLOgNN1xgiXMC5Kek3IQR6xoXMMaZ67Jnflpb0C13qWQtUBKBLSM/eFK3XOt5K1RVDgURNU8493dXRwo9JLI4c8ld3d3OhwOgSRJJ/KZHwDjUDlBCk2B0BmsTTcUhcLpXHV3zDAGKHrQQz/kBQcCRxYEEgEy5zuLxWL0k3eY3I0fupp9mlehJwgtS6lFx4kn7w0rm7FmH0CCRqcQVMDFkp7Qlul0Gi2U6/V6IBhUevhcO0rruW32M0Eecwq/oNPpBNpbqVR0e3sbuW3ngvycPfNiw50ab5Qti15SGGqasLAJGGSMtNfIAfvgiUqKCM8JBNTJ+cLF+OC9YLi4HhF+oVAIwoZ7o6lnRqmUR655FjqVScpA5pIyY4RRPh6P0efYIVgcq/1+H13vUND0wl4ulzGGvV4vCGQejbjD5EgAcwRTtNPpBNGRe3WnYbVaxelwzpgnx533fB3risgARxWSmh8c4cxg/7xD1OkecueMPUcUh2LxNAnG17u0cR3mXjoZKC9bYd1gzByq326fzq5+fHyMuc278eZca3SJR9kYUyIjJyp5syk3jB6RMZZuABzFcKSC9CEpQ18D6FNO9FutVpFOYg7QTxgjuEEp2xmIPe/lraBpODJefoptwLgCoROs0Ke/UqmEvaCpk7dIZhzH47Fms1kcn+qQuyOV3qXQ01XoOd+b2DLun7LDSqWiq6srVSqVOLUP+/OLGm5gV6BtHtQ3c3rgAC/gOhaPw1IOv4/H40x7Qa+v4/383SFhZ4FipLxDjXSKEKinda8L75sGFX6utEPAeRU2qDdBAb5jTnB0yN//+OOPur+/1/F4jJIxb6LhJVke6UpZKIuxhuzG/ADbpgsSJcJxeeSzve7fnQAiRm+C4NBknucGpe3lbqR/Op1OMORp0+gpAyfyYagxLFLWqLOn2Dcpj4N7oQ85562Tm5NOXblQUIw1uTlJkWbx08EwPO68e6lnXgViI8GBlD2Z6hyS52vNDTLOjac3PEVCWRh7w+FX8rbUCLujsFwuY+wZV+qWPQIEGeP7uWcndzlJN89OlTuwTiaTTvrdz01fLpcZpJb5QHfwf0oy3cllLJwk5mk6D2jSNEmhUIjvXy6XwQnCGQQVdmTQg0Cu8XODjxc34261WkGy8aj3cDidpw2c2m63w8gTRdEdSDpBU0B8Hz9+1HK5zEQiJP1pHoGRkU6MWiBbyCQ+AdLThsRIuJPBoGPAaHTw+PgYHeLyfnSkdBoHHA7Ks1arlR4fHzNw3vX1tfr9vh4eHvT73/9e5XJZ7969C8/R6z1R3B6ZucMF+sG4Y4g6nY6ur6/PQr94ptPpNE6YwmA7hOSOoqTwpFM2c56F5ydigpBGdEX3QJ5NOiloomzWc71eD0eJPef550qlol6vF2kLVzjMwWw204cPHyLHLT0ZMBCW1WoVUQ5GxttokgKhWQuGhHUjnZpa5F381MJCoRCKXDoRVqfTaYYQ6XoAZe+kMXrwY0T4SWdIIFlQLaJFuhTCNSBgGA6Hoafo8z8ajQJ5cnIaqRTIkNIpZeJ1w3nPcWN0Xc+wjrE3rK/JZKLZbBYcKRxjDxh45uFwqE+fPsX+gv/haVuvAHDeBilEgkHsxGw2i3HHKSgUTifO+Sl+BE3oMA+E0iqm58iL6rhZMD4g0mmhA0U4ySOF14keUto8i5n38Fk8Vc8n8HvuwwkgDoF7Lh6PFE8Io+MNXbykidzeazAQCBMPROQd7LwZSLlczhxvBwFGOj27t7SUTpvfT8khCiRipKMXL8aO63hJVAr/snB9PfjYe+TDhsq7EiKfyFpyiBxEAnjOI4xzRChPJzn0SUSB0nIGNAqDcXTonH3s+W+MiaeQiHZ4r3MMnEiYppzyLoyNpwpSxenP6DlJF08bpNEs8+iRdwpVe+kewvdhtNmjq9UqKmkkZQz3uXXgaUfnKeRZuD8f+zQV68/EnKTkwq9dm+s74RBb5DYpJS/zedKHpVIpjicmWOJ6rCXmh3lHf7EP0+D3FzHcKCG8eS8xwSshksK78Afl7OtmsxmEA/qSAxe5N+QwRrVa1fX1dYZSj2FikBwiRzlRSsB1KTnyg0/YIGwOj2LIReTdQLhixuHBUQFlAI4mr3Y8HiMX5hugUnlqZ/n27VtJp83hZBFQEDqBochvb2/V6XT061//Wt999118HkfMj+UcjUaRv3ZxEpcbj5Sc5s+dV/n2228lne6TqgnyZmxsHBEMIMaWv6GMpdMcs1avrq7UbDZ1fX2tm5ubjFIHnXKHbjqdhvMAH4S94vl06SlCp7sg4w65BgWF88tedFQgz0L6At7Ffr8PneURH7qN6FhS5m/oK9A75sr5JCAucBz2+6fzuPf7fSh0xA32/f19HBZENAg0fHV1pXq9Hq2nvSLh5uYmw3EZjUbBI8n7nkEf+JizlrAJKSNfOukNPzkN57ZUKkVVE5ycRqMRutEDEXd+mCuvSJJOZ0N8/vw5Tmbk/pwPgnPuOXLQ43K5rPF4nLFFL5FnG25Xlp4XYAETGbj3nhLZgFN9gJxt7J/x6JeaVn7HBDshxKN7J4zwPoy0swyZeN+UPGsaVeZZUlKRM2JTYQycbMGzk3dhsXkag/n3cQE6J0/qbVZTuJbv9vlNoxTWkEdBHtV5/v41wOU4gHjxlGyhYH3NOQ8B4RkZE8YLBeGRVkpAw7Hmc+70kF6SstCklD3iMkVCnEnL97w0UsiL8AzO5XC95hGwP+e5sXLmts+hzwVzBD/D5/tclJnqT0kZBJGojwgO0iOQvM+R57YdgcmjwOlA13upq3RqaU1A6OOOAfSSMdasN3pK95Mjv84FwGjzWeYBGwdfxG1hmtt2gmJqO/17fjGoPD5g0RBR0PF4jHzwfD6PHMC5PGi3243FiwcEUYZoOVVYUPkdBpJOx7DRLOXx8VHL5TJyUky0GxAmE6PmA+ls2+PxGKz4vCsmDMC503GOx2OcEgahYrVaxQEknv8iL9PtdvX9999rMpnod7/7XUQVXlbC9QuFgnq9nkqlUpTa4ZCl8JZHKo1GQ99++23Gq/YDbK6urvTw8KDf/e53UXPpuXd/vrzK9fW1JGXK85grPGzuH+brcrnMkCR3u104WBArYcV6ysAboGy3T+0eb29vo871eDxqOBxGLTZOFxEfjjGsfe6XfXg8HjN1w+wlUDDyqhiyPM+LpIxj6QbNe0XQQMOhbhxTbzXqqR/G1kvxqB3GwK7X6+DzgISh23ACjsdjoAKkvFyXwdnh9/BKSqVSOIWsNQ5Ueg1pDA648SDQjSAIVLFYDKSn0+lEy1Ny/z5H5XI5Sr8Oh0Mc9gFJs1QqZUi5+/1eP/zwgz5//hyIEvMMSlUul+PwFtjskjKdCeFrdbvdWAPS6bhj8uOUk/0ihpuFjZFzLwElSjTrnYQ81wyElpawAIsQ3bFRPCqEIODQEouY3A+QFffCvUrZs1VRSAiL3HN4KDaPivIqDo+CXHD/GFcWKyeAVavV6DLkzH3KLXB+Pnz4kGGreg6WCNjZ5H6CTppvci4CZCp+70a+1Wqp2+2GI+Ewv0fveSdBkedvNpvhzDiK4JEca9jJLBjltFQszSkfj0dNJpPol7xarYLJzE9SJKAtaf9lWg57VO1ISBpxI0T1OFOvgXsgnXqV8xNDzppibNgT6CMcmxRdZD3idLkuIUgh+sIpIJUHEplG4jhdbjQkZXQl+xsD4fwQ9jXHYzpJNa8ynU4lnXQFNiIl/RWLxcgt02XRc/69Xi90UalUCvvDXBOFe4SO/jkcDnp8fIx5o+yMtAq6FHsD8VTKNirbbrcZ9JE8OD+9xPmlRxS/yHBLisXrHh2s11//+tdxpjWLu1wua7lcRrvLYvHpRCmuIynTG1tSeJ++YdhEeKPU4Y3HYw2Hw2DKkmcCivfGBSwIDAULW1IsCO4JGAMlmmcZjUaSTg4JHjoLCE+UesVyuazb21u9ffs2FjrP6NDp4XCICJ2/MTfMLQ4AUb0f1+moDNelBM/hIwwBDgBVCUDvROX+M++Qn6SIbvf7faZJCuvaHVAcWKojNpunY1Z3u12wuw+HQxyg4Cz0tO878z4ajTLkN5T/OQKVpy1wkiAyeh5eOuXPHW1z5yvvSIikaJcL58JhZRRto9HQer1Ws9mMvgMgSr52PT/qL+mUHnIkwrt6sRb2+31ExcCtEJ/Yg7yf8jEqFPjpqIfvKydz5b1KJiVKErkSFWOw2Ve8hwOSeHbvIyI9OQDwr9h7XjomKa4lKRMJeytmIn1KzHgf843edUeBvYODwR72dPBLy8J+luF29ioQBgvd89AMyHw+DxibCYBtxzWZCDzNVqt1usnyqck+nsxkMtHd3Z0mk0mUb9GHGWPUbDbV6/UybEGu49AL1wde8YHMO7QkSQ8PD5GbRgk4e5uxhiTRbrf15s0b/epXv4o5xBjSvADlApyHB++GmygNogxkDJQOXdBITxQKBY3H4wy8xPgXi6dTf3q9njqdjqbTqVqtVmxG1hZzknfDjTKhfexyuYz16WdjS6c6akp+lsul7u7utNvt9M033wSPQFJEdhhp6qqBzz2nypyxxs/xAxxFcSODcvMmGNKT4fYzoJ28485anoX+60R40ulIT4h79IqnrBWOAutVOrHCicQ9nefOszcq8gZSHpCQEoKwNJlMIgUJZE9QQuUG5z1Q0eEkKifTSYrvyDMigt7FEYW5Tcoh5eSk5DW6o202m2jtzJgQOF5dXcUc+fHTblxHo1EYbYiEGG7SWUTc9LBgr/Ne508dDodIfREkOor9ixlujhH0Gjm+1KM0bppN7GQkYCjyexgZFi+Rn59GxPWBNzAw6UY5HA6ZEiQgeY8M3Ug4lAU6AFSIAL+8BvnapDuhiYXiCt1zdeQ5gcpns1koA49GvDkOkYgftelwEfWSKCrqy6Un5enzlb6k01nt8BpSg5NnIRIFzsQ48393mKhJ9YibFJJDejhGVGSggJx5jrI4VybG+ifl5M4D90JTI95DRI4i9TI+PuMRa967c0nZ43v5v88LkChpJgz3YDDI6A5q28lT+57ymnv0nJMtUeJemiZlT2WTFIbfUUFv3IOc20M4Y15hkmfDjdPn9+tOjutwT3G6M4oBTsfBiWjOa/K0FUYevhaG2VMYzjdgHaSRO3Ptdsf3akqYe6k823B//PgxYG4IYChrIjkehtOlaB9I73JyBcfjUb1eLx4Qb4UXHi4LFA+TwfCcerFYjBIvYAwgDErOqtWqBoNBhjDiEBeQCtemsN5zkK9BHClwL1vK9s0GXeD8dCd7kRdigf2X//JfIncqKRqGMH6c6kZLRjYcBujTp09x4pgzRN++fRvkOCJqFKfngjE+pC2cGZ1nBSQpSJde1uYwMtDcbreLPeMcEtYgpJZerxdNVlAmlJWhGIjQKN3zo3J5+V6TTk4uCt4JWSj+crms+XweDgbOBZEFCpamSXlHQ1KlCaHIIe9f/epXOhwOseZbrZYGg0GGsAp/AaPiPQzg26Q9LECiIIISlHiUjkF2BIQ2w7VaLRr4YNxZX+lPIPj5fB56Mc/6jM5w3pSJ9JKkQAz9bATGDv1xPB4jR41xr1ar0fyGOcbwbrfb0F04zA8PD3p8fIy1zX4hDQiSCdIBAiWdiLug0PCArq6uQseWSqUgPzrp97nybMONkWRTo7j5UqBUh6Wlk2fL793T9YH1nKcraIfJnWWIpNGzk9HSvzNhaT7K6y73+33m/lkceRZXPp6L/No4EbnhvWO4nVGMIcBwOrOYOfEozuFDvy9vdONVA6yZ1FP2aITn8Hwd9593oy2dIH2HzVLv3hsDEek6KcqdMFdSkKp8Tp2/ke4TPp/uNd7n0cu5PZVCeR7xeOThxM48y7nx8TF05ADlTLDi65c9Q/qC/cP10u/zCJyct0eAjvKx72C5e/Mjd2A9LebpDgy3Bx/udORZWFfnSMOsR5eUq+G6PIWiz829X8dLy/y9bhfQSc7BcvTD8+3+ef9ev9+XzsmzDTfREkQwj2phKcO288iOhXd7exvRwHa7zXiZriz8pxNe+H6YeNPpVNPpNHISRC+c7EX08ubNm4wiwVA3m83wwNgAeKN8nzMN8yw0V/CzklE6GOBer6fr6+sg2rx580Zv3ryJ8eD5077NtNpkThwKZFxhfXq/ZCAib+5fLJ66BXkeDmIHXi/zOZ1OY/HzPF4zm/eyIzY9nrzX5PJ3RxaYm263Gzmx4/EYpD+8d1AuFJP0tD+B2smVUjJEJAncy5y7Iw0fhPuCa+AlYOyHSqUS+5jyF/ZRChvmVZyMB+pHIOEpAukppdPv91Wv14N7w2e9mZQfdHE8HjPnSEOsAtVAf9JeFmcatIU5gLviDVx4P6knomr2i5OeuFdQgLzzDyir4t6JgLEj55whnpmyYY+QPWL2HDV7D8cGcaPtzbyYn3K5rG63m2mvCrfHnSlKM1lHtHOGIEjqjPt+aYXMi87jlhQGDdwepYPH6Z4GAgsS6I3o3L3b9MXEsIj5PQrQD2FIczkM+jkWrec2PF/v95zCTXle6JJi0p0Y6GPtxpzSEAhHjAOePvPnSEnqVaZK2ZvZsE54n28Mz5emkQDXoTQCFjafTaHD1+BU8XyeY0w7JDl/AMWMEWGMPJJz3kY6np4TdAUkKWBsxs4jb9IQGCzmnDQV3833YKiIZPidn3z1Ggy3R6HoBM+Z8ncnnzHu7lA6URDD6mgi3+fr1ufK38v3H4/HMAY4Rx59cn8+v947ARSE9zkylmd9hhPv+WxewOPOyk+NN+PqpNtUn7MvXL+neok95BC5pxAdsXSk2R0L7gnnPY2u+a6fk+d+cQMWfxAW2Hw+j8huv99nmq9zagoD5DVrPADsWyI5DArfValUonELtb2TySTypuS4J5NJHAzApBGRl8unowvZCK7AiDi9Uw6Rd94FD5KItdPpxFGfh8MTqei//bf/pg8fPmgwGKjb7erTp096eHjIQM8fP34MbsJqtdL9/b0+fvyo1WqVMepA5vV6PTz59Axw6VQ2xPh6i8LxeKz//J//c0Zhsq5gcnorTU+B4FBAxsqrfPr0Kbxvh8SlL2FUh6M9UpeUYQvjuSOMKXuEz5ZKpWDpe5qKMU09/PF4HM0oIMCxx9MGMucMD8+UOsp5FcqryP9SdoQD5cGGO0C+DlmvHix4KgREEFY45D7+jx6DxCadUBjuo1AoBEkKo4HeBeVCR6Zd8BD0HemwPBtu9gW2AHSJ8XDjK52Mo48vjYScKIsRJhdOsMk+YNzRf4XC6YxvDHW/31elUlGr1QoHA0eJNqjwGryDGnt5NpuF7vKIW9KLddnPMtxp3oB6T2AkyGjU1zERPADKi7wyFP6U/epeLCVkXJfvoNaO76LmDiODk0DfWZwHzzuwESAKecORvDf5kE5KaDwex8J1B6tYLOoPf/iDyuWybm5uNBgM1Gw29fj4mImK6Z0L7DadTnV/f58ZAwwpEBF125wK5imQYrEYXjJjzqLl+u6wpUQdCIgsfncc8IDzLA8PD2EcUNQo2jQqBWZ1peTpBelUs+1eO1Ab+8+j8TQnB2wrnfot83cIZx51S4rvxzCwj5yH4EbstQjGzNnD9BdwHgHK3ythpFPjE8aH8fBoDocNhxoDAt+Dqgvv857Om6SoNXdegztRBCZeAihl0Ryul/eIm3v15/F9zhr2NBE63Q8uIrjwtNp+fzpeGkTPETCH2iVlEKdmsxnnacPm5/OeDhkOhxn74g4ujVcIVPgbDspL5MWd0xgUh4DIBWAgOaAcD0g6LRg8e3KnHtV65MH18KjwZFAWTC4DLp0iExaz1686KcojbenUEcwbvuNFc/95FqA6lKr0ZY9fNjE1v81mU5PJRNKJYcviQ9lgcPg7n2eDkD9tNpuhCP1kIi9roowobXhBJFgqlcLJwkg4UoOi5D5AEvIsrHln/hJdpbAmz5puYpwc5he4m71DBO7ICWOFnIPmPK0CauatZTFY/PR6Zd7r3ewcBcizYUA8nZBGZSnaBocHHcjnPY+KEvbI0HkN7A/2jKNJKHFysDhPfBd70Ev42Dtp9YVD/ewV4HV3CvMqno/2VJ+vYV970ukoWcbCuSPMK9dgvEFS+D4pS2h2J8hhd+bQbZHbDNeX3BuOhjeycsNNkPISeVHI4h47ELVHzI+PjyqXy5nSL/dMj8djFLaTa+W6TnJKc590BsJASadOZ16XCpTBJqBUw6FYNpDDKxA8HLqQFI5H3hURZBhfhBCbUKqj0UibzSYIUNRfY4wxmCgFKTvHLEZgRRY1pQ04AjhLlCxR9kKLR4/SnAwEBElkQdSAsLBRTGzIPM+NNy0BcUJZ+2bmJ2Pn3ftIMxANpw0jWM+wnn3Pefcuj4pxhD3n5lEdZDby2OwxjAOdEFMSEJLnOUFYz+f4MqxLIjZv1IT+YzxprILSRi+BRHrtuxttkEPmAAUPcuKBBfqM+S2VSoEOYETgHUhfVsG4w5fq1rwJAQfPeS4PzZ5xApuXVWGn2CcOkxeLxUil8nnPTfN7b8RF1O9OtjtGHkhwJge/B8khzYUjzz5kfVES/Vx5MdbouRhP/Etf1gynSXdXOP639Jqe/5b01fenhDbPsfm/U8Jbev/umfn9/hzSwJ9D8AZd0fvLnw8jTP2iEyfSheNzkY6Xf6+jHOn/08+eu7f0dw6N+zrwuUvXSB7FYeo093jueX38eHYfYx/D9P9ck8/5T//O9Fp+vXP34kSsn/redL7yPjfS+XX0tbWYvvfcnPn/z13/3Lr3vekRv5RlhaefcUQyna907L+mV/Mo58bqazok/Yz//++as3N7EUltyNfu8e/6znN7TVLm57n7fI4UjnmfyYtc5CIXuchFLhLyetgkF7nIRS5ykYtc5GK4L3KRi1zkIhd5TXIx3Be5yEUucpGLvCK5GO6LXOQiF7nIRV6RXAz3RS5ykYtc5CKvSC6G+yIXuchFLnKRVyQXw32Ri1zkIhe5yCuSi+G+yEUucpGLXOQVycVwX+QiF7nIRS7yiuRiuC9ykYtc5CIXeUVyMdwXuchFLnKRi7wiuRjui1zkIhe5yEVekTz7dLC//uu//uK0Iel0IlGhUFCj0cgc1M4B5H40IOcGNxqNOD+bw8g5Eo1j9tIj6I7H7LGIq9UqTnGR9MX7m82mBoOBttut7u/vtd1u4/1+ED3H6X377bdqtVpxstVisdBoNNLxeNS/+lf/6u810L+k/C//y/8i6XSa0Gw203g81na7jeP/Op1OHO/HkXV+aH2hUFCtVosD4lerler1uq6uruLvhUJB3W5XrVYrjp/c7XYajUaZA+Pfv3+v3//+918c/epHprZaLV1dXWXWRrfbVaPRiHXCaXKcYLbf7zWdTuMYVs7j/v3vf/+nH/RnyP/5f/6fmVOG/ChTxrpWq8URf36CG8cEcgygH2Xq12TtTyYTzWazOCudo1ZLpVLmuMPD4aBaraarq6s4lpVz7aWntcNeWSwWmeM6Odaz0+noV7/6VRxneTweVS6XVS6X4yjX4/Gof/kv/+WffMyfK3/9138dexz9w/GY/X4/jgA+HA5xJnOj0VCn01G5XFatVovjTP30p9VqpcfHRy2XS/3ud7/TdDrV4+OjJpNJHJVarVZ1dXUV+rFarardbqvb7ca1mVdJGg6Hmk6ncbIfx076GvAXe4cjXzl5iqN4C4WC/vW//td/xtH/uvzv//v/njlFkvW83+9D93NEMbJerzNHM0tPRx1Xq9XYM/1+X3/1V3+ler2uZrMZa3W328U8bLdbPTw8aL1eazqdar1eq9fr6fr6WpJinb97907NZjNz6piPs499r9fT1dWVVquV7u7u4ihPzvHmuZbLpSTp3/7bf/uscXrRsZ7pUWjn/u7v+dq/f+q6XPunjgf0xcrB8uln3aHwRZ0e9Zke9/lTz5dX4V7TI07ZxPyN9zI26cb3c2dLpVLmxXX5vx9593cdv/dTx9admw/u6aeOVH0NRxR+7VjPdNyQc0cL+pnAvCfdZ+m1zh1T6IbA5/M58lPzmJ5p7Gcb51lSvfC1tfS1502v87W17dc5d72fOoLSz4h2gyxl5/BrOu3cMb95l5+6x3PH4557zzl99FP7wz/7td+lP9PvSo/sPHfPzB9z6//+qTV4Tp5tuGu1miSFt+Dnv5bL5fDwq9VqeDK+4FD2bjzPCd7Ler0Or4RD7YnO8Eo7nY5KpZKq1aqOx6Om06k2m00MZKvVUq/XC88Gb5Xn2O12ZzeNRz2+WfIqu90uo4gajUZEaCAXeIRE04xNpVJRq9VSpVJRs9lUrVbTer3Wer1WtVpVt9vNGOpms6lGoxFjvFwutVqttFgsMlEx0Z97wjgEKCQimXq9rlKppFarFf8ul8txMD3RAoufRb5er3M9N0Sy7A+8fyl7Ji/ROEaZqAj0odVqqVarxTxut1vNZrOMg8QYb7fbQJCazWZchzH1feQ/3QlmLdVqNe33e81ms7j2drtVpVKRpHiPr4vNZpOJRvIqzWZT0tPcgAgtFovMWDjyB1IB+sE4MbabzSZ0VuoQS4roEd3Sbrfj+wuFgpbLpQqFQlyffcH8dDodSSfDkSJR7rzznSACy+Uy0Km8Sxq5ngtKQA4Q9Lik0A3YIF61Wk2bzeYLPcK16vW6NptNZh/wcrSYPcR+5rtAmdjXIJu1Wk3NZlP1el2NRiNjO+fzuZbLZSAGv4jhrlQqGe9FUixSBowb5X2pQkiN9tdu1A+W3263MWjpgGPEGRAMGANaq9VUr9cDwnKoFqXvC4V78ud8blTy5xQWC0oZg4ii3+/3kYYAbms0GqrVaqrVaup2uwGB1mq1UP4YdXe66vW6arVaXIfXer0OxbRareL/rqy4zzSSrFarAb1XKpW4f4R58CjjeDxmNmwehSgZw+337hCre+6+xlHi7XY71vjxeIzN7o6nw+woaa5HioT9wPulbKTsThUOOcgHDjHjnr6nXq+HA/gaIu5qtSrpZNx2u10YTzeOBA7S0z7zuWSOcF74e4qWSAqdQqpjt9sFuoXuWq1W8b1uVAge0Hk4rew1jDdrCePFd3FNRybzKuiIr6Ec7A9P4ZxDdt1+kH713x0Oh9A7jCvjx3XSwBO9xPxznx5ocg3mDZuIc+u2hWu5bX2uPNtwt1otHY9HVSqV8OIYPBbIdrvNLLJaraZ2u52JqnggjLgrMXJmXBMvloXq0SSeDHk6vE8ik+PxqHa7HXl0jzqPx2NEgh4BrdfrWBQe3eTZOEgnNMSVhkMwGEHmbb1eq9lsqt1uq16vq9PpRP4yNRr1ej2zmFutlrrdriTFvNTrda1WK83n87g28zedTrXdbgMN4fqu4PGOycfikLHhPOLGwPM8eZ4bogIip9Tp8A3Os7DuisVirO9ut5tZx+wTPP3tdptRQLVaLf5PVNxoNFStVlWv1yPClE6RAfux0Wio0Whk7of8G2PvTh+5eq5PBJLneZEUz8Tau7+/14cPH1StVjUejyPiBrkD/UCfsbc6nY7q9bqWy6UWi0UmUCgUCprP5+p0Orq+vs4EG91uNyI9j85AvsrlcuxLDIekcBC4N5w31oMbbnglHrV68JJHaTQakk58JfYKnIvNZqPhcBioEnoiRZQwyuyZTqcTyBVjin1gXcOzgWOwXC7DuXIDznf5Z25uboKXIj3t+Uqlok6nE043eXn2OPl7EM5fJOLudDqxKdnUq9Uq470DNWAs6vV6LFAITSgjV8q8UBiQzxwKxPNFUdTr9QzU6+QQBqDRaKjdbkf07dcrFovhtfL9EBtY/NxH3pVQvV6XlM2dSop5IOoC+geW7na7mTlCiHoxlJJijrvdrt68eZNxCP7yL/9S+/1ej4+Pms/nYchXq5XG43E4XRDluB8M93q9DoOGV8uGYU7q9XoYfJzAl+aF/tTikDfKGePGBk+fA2OMcq9WqxoMBmG4IVDtdrvYi0R6zDXXxXgTDRMd4mRJT+Pqztl2u43vwnCzr7l/EAA+y74GbVutVi+KHv4cArQJEvfp0yf9zd/8TThKKGZHTVDSrN1SqaR+v69ms6nFYhGOK+nCVqul1Wql29tbTSaTIEE5euRoE5EZ10ZnMtYeLRJQcJ3VahWIASgJ6Sr023a7jag+r9JqtSQpg0hhC2azmVarlR4eHrRcLgP98xQquqzX64XOwEFut9uB8JVKJV1dXWkwGEQAVy6XNRgMYsxY88754XtY8+xtgsflchnz4hE3aCcvdBvOyC9muFHSKZznUStf7J4/hhpli8eDokYZ+UZngTq86p49+QK8VRTNarXKQFNEHg6rejSKgSJiTTfPfr9XpVLJvRJyeFM6wXIuPBdzxNj4y50aT0MAJ0qKfA3erXTiPaDg+/2+bm9vw2PF04QdiqHhXt1xIofqjkOac3KSR54NN5wK0ATnS6BQUDzMmedIEZxZXp6vdEXvUTd7BUQK9rgrIu7DYfJGo6FutxvrgJ98vlwuq9frqd1uxxpyKDlNi+RVnBvgaR8PTiQFCoQTTxTLWPCsPq/O2SiVShnmPWhRqitBQ1KuiiMcRGkeLEmn1FMKM5+D7POOUvla+qn3eGrWfw4GA1WrVfV6vTCmrtPYj6BO2Af2H7qGQI/0EjbM17unmdgr6NGf4nT9FMfrufJsw80gAOtRcoLCdqWEwR4MBnr79m0sciLmcrkcUBLX8lzdarUKaBVFTnRI9NHpdNTv94NAxaC55+IGGGXn+eBWq6VisRiGpd/vh5cG3JL3PKp0yqX6RpVO+Rc8USDTxWIR48nC9PIIlH2z2dSbN28i+pWexojSMnI2GORKpRI5t0KhoMVioYeHh4C5drudptNpRCfD4TAT2THn7pgNBoNMXskNP0hDXmU2m2WgS+kUYfNMlK3ghReLxS8cUJT1er3WcrnMpH1c8WNcieJwmm9vb4MMJT0pHMgwIByuANvtdhiOQqGg0WgU0Rwk1G+++Sb2G5AtxMfFYvFqDDfRDlC3c2hIQWBAx+NxwOmepmP+WJeDwSBSGqxnkD/2pEdmXKfb7WYcqevr60A1iNqImHF8WTfz+TwcCfRparhZQ3meGwypOyZSlheD89PtdgOKJmXx7t071et19ft9NRqNWJNwGNBBjOXj42MGXcFJIj3V6XTU7Xa/MLYe/Lkx5/59HaXPwe/cuL8UPfx7Rdw8CAvBYQAUi3uQnifAmPMel9Rr9+iYl0OPwI9EEx6J8e/UmPlzEDmiTB3mAGLOuzgKwjhjEPEgyW8SMbhHKGWRDsaPKI0xglnL+DsBJvVuQTC4F6IaoD4WsDOs05crO+4x3dR5FYiVPIt0irTT/cC+AQJnPp1wiSPLdRwp8Tmhd4LzSVAM6b5wSDJ1LrhXZ9I6aoYTz307qTTveyZVwowFkeu5SIn3OGnNdZ6TdSV9gRL52Djvhv3ma8L3nSOBrH0QKe7BCZ0EVOk8og/yHIiktsDX7NfsCNEwwUaj0cjwEiSFg8b8ejCHPWCs+S6unaIk6dp29O8c6olj69VNbuNcPzxXnm24e71eKF88RjxKvMdKpaL5fK7ZbBYkjevr61h4eK8YAQggEC14yO12mymPoGieieFF3g40gIJ7HxjP8fB9zsSEcOWwLPebKru8Cs+G90nkhLIvFovR8OHh4SEYjhA5WDgPDw+aTCbq9/sxPre3t0GUIb9JHkp6WvTknj5//qzpdKq7uzsNh8OMModlLinurdPpaLfbaT6fh/KRFEZIeopaJYXB5zqvYV5ms1lApsBtRL7A1Sjc4XCo4XCoh4cH/eEPf5B0IrURPTgEfnt7GwS2zWYTjlmr1dL19bV2u50eHx9jD7BHD4dD7FH2nBt96VSf6jwTCD7kfxEM+Gq1ir2c96hOUvBiYOdjFHGGQPIoOyXdADkWPQVfwMtLMY5cG/LRarWKcee9y+UyjAvEN6+u4Pvb7XbMoadY+A72GOvJERzmy/PfeRUPBj09hHMqZfkuOJKM0e3trZrNZiCK8/lclUolyv2YayeJUrbKuGGsCW7c6eEe/RoEJG5DiPL9BacKQills26nnisvKgfjplngPBQD65A30ATRg8MJnqPEeDIInnfyCBjvx/N4XjrkxCuYk2luW8pG8/zevVePwiEC5d1AIEBueJ+kHVDw1WpV8/k8FmU67svlUrPZLKI2lAJji4J3OAsFBqlqNpvFvPtCx4AzviiodNw9UigUCpEf9O5J/C7vkbd71A6tuSNJBMF+mc/n0a0PZ1dSVEwAm4Jk4ADAD2i32+r3+1qv1xqPx5kuTdwL84XhQikRRaLAZrNZKH/mMM2/p4jNa4m40RmMv5RFjJxY5IRJj57TSMqrUfynR9buDEnZihxHZTyqJKJkrl1n8RlHX1hXlUol+BVubP6++dVfUs4hITzjOR4H44RuIrXAC/6CG+xz9gaWOuk3xtcl5acgzk1xMi/7DIPNfUBIo8Ln51QvPdtwO8SS5k4wcihWbp58BIqGvDLeI4s2JYmwMD23CbsYyKherwcUyXdBMuN+nAyV1hFzX/wfUok7JJIyn8urgBgwxkRVviAZUycMsvBZeJPJRJ8/f4552Ww2EWXMZjM1Gg31ej11Op0vHCAMcbVajbax0tO8UOftsDpOEUrQm8hwHTYkRszhZCfq5FVgH2Msibx4TvLQ5OTYwO12O5NSoOUliNN2u43IF8++VCpFzg9SlBNIQbFgPnvNsO9D9iqcB58nkAOcB3fAD4ensjGUUd73jAcbjEkKybJW3Yjy+5TISWDDniNoYA5BBEm9OfmtWCzq9vZW19fXmYjb2fvsYT7HOnLHmrIj9ghGqNvtZoKQPM9Nv9+P50Hn4xzBOyBC9WY42AnK/GhNS9oImyEp9F/qVEnK/M5tEn+TThUGoL04Ep5/Z596cyqQGRyw+Xwee+wXN9wp8cvZeizSNJr1XHQaDfI5jCuDBIxLHhQlDSmOCfQ8OREc10shC49yuC/3bim/gKTlGyPPAnRENOwNB4DPQD2YA1dEOE6z2UzD4TDe61EeJBugajYPMDoeP9E640wntk+fPkVnKhQQhg0lx+ZxqJAOV0QPHjUCHeZVWF8Op0HkxDgCb6Nc5/O5ms1mbHjm8HA4BApyPD51CaxUKvE3HKxWq5XpCsZ+wNMHPqdEz6NDhFQGqaeU3cxexmlmTrzxTp7nRTo5LK5YU90mfVlF4zlM6cS/SdE+iGpuuL0hlOeqS6Wn0qR+vx/6yAmi3l/hXD4UMpRfe7fbhaEmLVAqlTJIWB4FEp+k0EFUp4BM0W/DbQR2wktLnY8B1M5e4dpeVulRuI8jcyplW/yChED6dQcCBAzmOuglz0DgS0rypZ3tnm248X4wyh4hea6BPDb/Tr0XctfAqcDuLHQGgzyqs/CYTBS7M419QN3JYBK8axjEKCegYGRQSkzWa4gevIzESRY8u3MLcJpSCFdSRNTdbjcOPbi+vlatVgs+wX7/1NKUxeZoyHA41Hw+DyfKIUdy7Bj4xWKhdrsdG5HqAfLCbFTfxBgiSeGQ5dlAgIRQtig93bc7jKxJSo08Z8kLaM0dMppzOIGsWq2GZ0+bS5wd9gkOEc5br9eLfKnnTiXFfLPPnI8AGiY9GY7FYhF5bsg+eRbWF82Crq6uNJ/P1Wg09Pbt2+BzEPkyXoznbDbT8XiMqgkcp3PBDXot1VWSMvOHzmSfYHSc8OaOrqRAslw8z54Sp9C1eRXWjqO1dPtjfNvtdhhiED7QCkdNPeIluiWlx79xqrzc8VwqlnksFk+lkTgE7HFsIOPMPqlWq7Ef3Ungej+HMPhsw035CC9PxhPpXl1dZWo7gTeJkI/Ho8bjcYbM4ZEXBojowxm20qk2m43EouZepFMdYOo1oVT4yeaQTs6BRyvH4zFOV8rzQpcUhCcUQ7vdjj7ujBHPIj15+cvlUqPRKOMY9Xo9SU9wFc0Jfv3rXwcsWigUNJvNNJlMMukHDMx0OtVqtdJgMNDNzY2kU9nEr3/9a+33+/BQ5/O5Hh4eMob797//vR4fHzP5QQhtbEjmjZKOPM8Np0z5WoMEw/qEg8CJbvQFR6nsdk+nIUGyqdVqcRobJ1mh4Gl8w3XdkKJgUDq0J6WhSCqsGT4nnU5hwkFwxGY8Hsec5N2hkhTRqY8fTOSbm5uMwvYKFoit9/f3sXYbjYYGg4Gur69jjhxuJyXnTo3zfXgPnb38BDIfY97vnI/xeKzlcvlFDwonFbrhxqHPqxAEYBidZMc+Ys2iSwhInNMkKcq97u7ugoC22WxizNhn7XY7TkFkzL0zoKcuCIKc51MsFiOwocTYCdCgmc4DW61WmeBWetnBVs823OeIQE5qAWbAeDgJRlLGAHKzKUnnHBmAiQAeAY6jrvEc088XrP/NI2wnxknKLHa+m3vLM5lDyjYt8DSBpzNQGD5H3imOz0sKeKrRaISC5pre5YcxZr4dPvQSMGAr3xC73S6ifyA8NgnzSrTJPfr3+QEQeRVPUfiad0fUUSDPVxI9wHJlTEEd4He4Y+vRGd+bRno4as4f4V58bPnphtshWAwbud00P5x3SfWDGwbPm7peYkzhdPhcpnrF1yWcAvaOdIq0mZeUyAbCAYLmkD1EKEcyfY/6XnEEgPvMs7g+P/c3/3sanPEenwMia4+wvXzPUUd/pXvU7QNj7Hyb1EkiSOR3fDfoGo7Xz7UvLzbcrhyIZMfjsSRF4wYiKKJnPBGHQFHgQO0MkkOEXBsvSVIoeQbFDRQ5ar+Gb0oUHX+DyMBz4RWxIHiOPHuoLixKnBoWJKkJX6CLxULv37+POSoWi3HW9Ww208ePH/XmzRv1er3o50vEvVwuI5p3yIf5hMBEr3KHooC+3Bjg+d7f30cjDKK73/3udzocDrq5uQmvWnrypieTSa7nBiQkjZqYg+PxGBH2bDaLNpykiVIiE/3lUcx+bvBf/MVf6Pb2NlCqYrEYZ9E7/O6d6UDC2A+Hw0Hj8VifPn3SZrMJVjnzy/s6nY7+4i/+ItN2WDrla71cLK9C5OO18Rht9BBr3pV3t9vNlPh4pIUj6ie3Maacpw1ZtN/vh646Ho+x77xvPxFZp9MJxAxIFt3HOvDAhL8z52kAk2fxiiCHkQkmPI3D84A24dw6N8lRrNlsFsHkubHxfDnzjg3g+7yum/RQuVyOxkis/R9//DH4QqVSSYvFQp8/f9ZqtdKnT580n8+j7fDPkRcbbh4qzV3zoAx6yhInYua9XMvLkhD3djw3fjwe4xhJ33DSicHOvboySiPnNMLk3w7Rnlv4eRUfL1cYjAELkBwnZAn4Bs7ulhTzxjj7vMGMRpl7VMKi9VIN7on79Bd/9wgnXV9+mAKv1+JUYdAYH1cSnnIiMuDZHGI9Hk9sZCA70CzEIw6MDBAe84ASTKMKj064rjtOHvGzniBwsi64Ns/2GoR94VHcOdSP90r6Yh3z73NInkdgXlWR6iwnB7rO9EjcHVb/7lTPpgQ23y953icu59CBVF+naQCfP4IJrzxxYujXnJlzEXeqV1nrzJmjZSBgzC/VCtg4PxYXHZpG3L8IVO4Rb7FY1GQyiZIumrdTBM/ZsbRzlBSRFzdHWRiMVa5dLpcjqiA3RBmLL2aibjYLAw7xiRwD7RdRkCg4PCEnUGHUgOMZ/DzDsZIyx8WxCBmj0WikzWaju7s7rVarUP7j8Vh3d3eRH4I70G63Y7ETiRMRUNvLKUhwDoi6iDA7nY56vV5Ez2wUFjXe82g0yigZIkMgxVKppG+//VaSIhf5+PgYOfa8R3Z+oASb2uunJYVDOhwOA10iD07nJ1pmSop2wD/88IN2u12mcQqEz9lsFp8rFouR24OlLGWhWuaxWq1GyoLozuFgjAQRoKNUHlXm3aGSFPd4LjUGcsCzECxQNrbdbvXp0yft93v96le/0mAwkHQyApQx9vv9iNB8T9ZqNb17907VajWIUtRpY4ylJ52JEWJP4kw/Pj5quVzqw4cPenh4yJz3jHFyOBYiZN4Z/zjuzmGC6AUf5Pb2Vo1GQ/P5PFJppIx87IiyJ5OJ1uu1RqNRJo1BaWy321Wv18sQBDk0h7GTTgbcWxCv12tNJhO9f/8+WqW6fQSRkU4NdtjL2Cy3U8+VZ2s+YGUWpzfZQHkAkWIAKWMgKe/en8O4bnCAiBgoFBy5Tyl7mAFC/pW8KLCIn2CWenNutD23xfvxjvJuuIFUvQEDzspkMtFqtdLHjx81n89DQTNG1MM78xwFjuJnHmBkslmYa2cpl0ql6HJHtEgEwdxTmgQzVzo1LEhRnF6vp2KxGISdyWQSc+nVBnkUh9c8vYRydYfSmeDwQiTF50l/YNg/fPgQ5XiVSkU3NzdxGtVsNlO5XI6ud0CwksJwe4TI2vEjJlGY0ikSIBXD+4rFYugBlCgKNs/GQfqyvFU6lX556RFrlcBBejISGG5SSXTnwhGuVCpx0MVsNsuw8TmRj/XBvnEnVlLkuNGjrpNwoEejkYbDYfTlJgXI2iJN5aViedZnGDOHpKWTo0XqgF4R3isfOR6PMWeLxSLjeDnqRCWAn3KH00p/BWyEo758F/uBlK4HoF71gl52BI2SSxwrdN9z5dmGOyVhYGBZTG74vG4bYgW1hAgGxI0Nm+gcTO1wH4vX2zhiYFBUKCtvyu8RBtdy6NY9cF8Er0EccqH+2TsnNRoN7Xa7OIO2UCiER4/CcO+W/8NNoDWfpz9gwXqdKgsbIz8cDgNGciWF4YaMhXMH0uHtHZ156cS3lyz0P4d4kxMfV9afO4iwyp257coLJ4nxpjua9DT3q9VK9/f3YURh3VYqlYgUv1aulMK9no8vFE6lfcwvjjVGgpIb6qFfg+FO9RkKWFLUDeMc0rij1Wqp1+vFGDspjHF12Bu9CPqBIdlutxqNRqpUKnGAy3w+j6M/idrQVdQCY6hWq5WGw2GmUyECmuNpJlCY18ALIXJmTnBWnauB3sAhkpQJ+nAoCQD8QCv0jSNZRNxpCaAHkKSMWP844hBPcaCp54anwr4nMgdpnM/nGegc3fBcebbhTpmieI4oT79575SG4uGhPY8ANO5wlXSC5DxK4/0Ok1Oihtfihns8HmcIDdD0GSA2wrn8lOfEU688z+JEPO++BfSz2+1ikR4OB93d3WUcFgwrxpxIt1gs6tOnT5k8M6mRUqkU0Thj5nXJDw8PEb17neR8Ptd4PNbxeIy8rRsBNiSOoKMyaVVCXoXzx329uSPq+c/pdKqHh4eImL2GFTQEORwOurq6CtgU7sfHjx9DSdAUgja36/Va3W73izwtqIUbcO6N/+Nk+9+lk+Gez+fRd/k1GW53dj2iInIGRcIB6nQ6cV4zBtg7cEnZMlTyzjjOGFonnj08PESb4Wq1qk6no1//+teZNY7jlO4rjD2RpEO5QOWuR71Xel7F+4Vg9JxzQ8ABYZlGRETKkGBJ0bnzhO4HwaBvRa/Xi/MAzvWtIBBhrtGR2EBJocdAW7waB+cBZ+vx8TFsF8/8ixluVxyIQ34oALzC/X4fizNN/vuGYfMfj8dM3alD2V4a432aUdwON3gk5vkqr0WWTgxdJ/BAXphMJsGwfnx8zL0S8twY44njQg4N4+0G1POcKHyiN++QBlTki8tJODD8mXM+iyLn+niuxeKpzlHKOoWevmD+nAWNgnNnLa/i69INJuswjWJZo6xXDrlgrpw1e319HY7Ofr/PtMVEiUjZs5mdUAPznL8zv9KJHe73ixICPXGFRK6P9eKwZV4FhQssSzCAw0MQ4s/uDgwK2nvHk3Lj3+cIbOyb+XyeSTUQZBwOB41Go+hUx5z6ddCJnsrwfeDRoBOfUrJXHsXtDPoCXUG3P6JVmNnuVPKcsPAxpvAvsCE4w+h+xOed6/F3Jw1KWRI016bfAvcMXwd0wKt7nPtCz4TnyrMNtzfUOB6PQYDZ7/eZVqNAfZDW2BiUakknJeJ5WHLT5IE8ei8Wi3HG7dXVlVqtVsZooyiIrjEIbCwv2gfeJb8B9MJPGoG8f/8+moTk2UOVsqUtNK//+PFjxqkB5kP5oFwkBaS2358OrFitVmo2m1H6RR9qUAochN1up7u7u1h8GNZarZYp23NiIZ/1FqhsPDYaHisKEmIHp2GlDN08CvdHftlPl/I64EajEWOJsqnVanrz5k2mYQYEpPF4HCUokA8RxtcVEiiF77HUiXZ0qdPpZNJGRCgpL2G320UUwTnr59JNeZSrqytJCufTm3nAq0AYJwi1OD+73S4iNW9P2u12Yx6ZY5+PzWajjx8/ZqJj9lyr1dJ6vVar1dJf/uVfZmBZHDpSj55G4oWzK53OhsbBY97z7Oy+efMmYHCaCD08PGT2O3qe4Ao0EXShUCjo9vY20/9gPB7rzZs3gVA5+ksQCCHanWD00uFwiAZDKV8Kw0xAQefN/f6pQc7j46MWi4Xu7u4iqMQx8/z6L2K4WQxAMhhXj3ocdkWB+IJyhh7XkpTxWFBeXM8hPfdSnAWaXs/vx71U91TPwfQpvZ9X3hWRw2SeN0XI56CYUAAoAY8GPJfsxEHG2+fBIUGieu7HN5LPBwqPCNznEQOD4XKvOI24vfwp78I9+nNikIHffE2S33bOAnPYarWCq8D6xatPuwx62Qpz4S/p1PrTkQ68f9aCl5SxRtLSFl6vRUjhsf7W63VA4t6HXTrtBSLqQqEQaUJv2pLqGs97+x6QTg6W6zDe6/PFWOOcpdwO/74U/uf9rqPzbrhxdhwVdFa3kwfT/LK/3zkeBJaDwSDQYNf76EbvCe92zO0CQY7rTde/6F2+w/empy7dFnGPL5mXZxtuku14iE5KcmjaDW2pVAoiE79zhiTMYR8Mj/zILRDluTj07gYAjwtvk+/g2t6KjoGGzQtUX6vVouFH3he6pC8WC6xIL2t49+5dRiFXKpVMbsUXIouq1+vFNT13DoTHnLghLhQKQQ4kgvZcKgrePV7mjiYWzWYzc7pPWt8NqpL3XCrjw/pH6VerVV1fX0tSJnfvimK/3+uPf/yjSqWSvv/+ew0GA3W7XQ0GA9VqtYBY3717p8PhoN/+9rf64x//GIiXdOrc5sfrQnzifkBher1eHPCQkq3YH0Rv5FhpJkHETd0qTn6ehYgVw4typ1wndVZQ8JS6OrTJGqS2HcMJiuInphFBo5dY3xiFarUayBXIpbcmBjmhdLBer+vm5uYLZ0HKptCINEkR5FW8Zt3bHHvaE8IsvArPSXMmQqfTCYSKQ3x8nD0Y63Q6ur29zRhtkClI0KRNQS2YO3gQ7uwRzGC4SScxH+f6MvjhKs+RF0XcLAIiL4yjGzf+5jkH6cvyK38v4krD4R/PD/I+98S8lMJzEv5ZhPuHtIAn5V4uhJT9fh+1kXkWV7SePyF6osMVhLXtdhtsSjxCf0bgolqtlvk9OVkWWfpCyD+5B+wkIJSW/x4vO41a/Fg+Fj31lXlnlSP+rChgP/fXy8UQ0gnsIVAI1iVzyd8/fPggSaEs+Ld0qu/2vuXcF5EJDpNHbOxDcrHc5/F4DOY/hpyXV4nkWXBqSMUsl8vMIR/oNxyqNMeNPiSvL2XbqEqKwMP5IQQt7szxfexZvheHnHkgf45h2O/3GWTG34secFRTUu57H2BTGGeiXfYM5WDsG+/T70gdhrFer8e67vV6Xxju4/Gobrerfr8v6XR4kRtt1jZ/Y37cDvm4sl4cSfZ9x1y7neS5nz1Oz30jsCpfTpjv3hwLiIYezWYz05zDNwOLD5YkEZSTmPBUGARJ4QmhwDEmKCEiQ0qhKNrnPWwg76hDaQekB9rkvYbyCUlxj342M9EqZXiuoBGIa+T2YR/D6uYkK0kajUbxfyfFoMC3222gMkDxeL6QCz0v5Yub5gMOmwOrY7zwbIvFYmzE1HPOm/gRqU46Q7lIiujh3bt3ETFJp7KeYrGo6+trDQaDYMCSKmCuj8djMFW3263evHmTgUj98Bdv/SspGt2wHzw3i8Jxpj8kG5ATlBqNSZxYmGeh1MdREYIIb+yEXsFQXF1dfRFVe96UsYRk5sxuIm/vSocuYi8wpihyj5BR8ORHgfgdyvUyMNebBCR5N9yIOz2ef2a9++/ZK06uxJCjQ1jvnq5NUxieLnWnFARxOBzGniO4YG1gX7gubP9Pnz7pj3/8Y8wLc+h19QSTv2jE7UXl54gRDHC321Wn0wkYxxmODBTGOz3yzBcxkAML0Bu5OJkJiIuyjVarFfWWHsGnRyRisDAg2+1W0+k0amoh3ORZeEbGkbwJY8x8OaMcAgiK2xvfA++QNigUTiUYRPDSyXD7PEnKGCgIO8wNkScbxA9g4F7ZCCg7vGU/Rc6jlrzKdDqVpDDUECSB/IDbyuVyHEvoihdYrt/vx36iGyFrGkX25s2b6ETnKAgGZLlcZuaAaM73gae1PN/KHOGkMV+sEwyS64Y8z4t0irjdQBOhYohJD/hJe91uN4y4pNhDPl6MD3W76A8fN2B06dRAya8Bv8PTj8D6OOUgIQQ9/Ds12o6cOMKZZ/E0KfPDvjlnuBk36WlNU/oIKuXv95w5kvKzPNrGcE8mkwyxE7Kiw/nc+3q91ng81sPDQxCFMdqeDjiHWD5HXtSAJVUIqZJwiI2FT8TkSr1QKGQOCUGZ8D73aNJ7YPKIHjFIRDSe+3YSFYISZbNJp00MjOU5wLwfgyedDDcLHeeHPHa1Wo2FSMQMsQZYSlKU3EmnUibGCagIaNGjYieMOCvaGZpsNp8LNonDuL6I0zy459sl5X5uiOq8K5M3HZJOfeFxSFAMaUkkY4AxwXlCYdzc3ERbYa7rhypwP05O5D5Q/KVSKQw03+UK0QlBDu1WKpUMv8JTIHkVxp91NxwO9fj4GHoAgyCdUAlHAD0d4NUypJ6kL3uJe4rIP8Oa570cXEGHQteHjnoREPlcgEZ6IIJu8L2TV0Ff80xE0yBHnsf3Nce6Rj+1Wq3gMfi1pRNBD2dHOh3zypG5IK44peyL3W4X6CHltgQbngZmv9NS1cmN5OM9NSi9rEzvxbiJG243Em68XSFPp9OIdDEm6Q3jgXgekE0AtEu0xSLGKLiB5/P+E+WEQuQ6GDsWB9GfLxo2cZ6NgyQ9Pj5KOs0N9y8p6kVZ9Iw/CxASILWHHnkUCoWA9IbDYUS/XrInnXrMp0aBfHixeDoxjiiAOcG58yPwqKvFO+V+vD74eDye7S2QJ0FxANtBvnOkCugU0o3nLxlvxhVyJXm+UqkUKShY0eyd1WqlP/zhD7HvHAXhXhhX7+rk+xJxXosfNUpNLPNCVOhQcl4FvUU5293dnT5+/BiInesa3k/7Umees+55LZdLzWYzSSfHlI5pzt3g8ymhiUgdR269XseeJeXFZ0lBOkOe1MZ2+3RmOPNPN7g8p5akk5PCuGI7cJqkk9PljjCEPjqeXV1dxXkJGGd3yA6HpzbDjBG2DMMNgkSaiKZecA0oxyS4kZQpJYQwB5Mdg80a8Pv4OemlZxtuzwd8zZC50U1/l17L2Zpc29/Lvz36TYlOnnOXlImiUfTAXrwPyB9HwTcRkBWEBoeb8izemk868Q/oGQ7cnSIl6dx4xMwBE/4+/s71ifbIPZGiYNxQcJIChneIHK+WXJaTaljc3gTDiUJ5NwxS9lQj4DO6cjkqBcrjEDMePc5j6tS6YfHI1yORdH6ZF6BD34OsjdTx9e+iHM2dJpQRL48k8iygCd5il7lhjXt5kKSM4+gBC+OIkcEJIvdPKsL7J6RBjxOi6LhHlzMMFI4Zc0E/CpwnonocAO/XTWMQR0bzKCAEDi27k+T2ASeGIM7Jao5SeerJdZ8HoCAv3l7Vf7JvPGjku7xe3PUU85HC4dgi5tIDrefKi471TA0l4jflisWT8K40GDTPceNN8jkGnYFgcDyZD/RELvfh4SEiD4wKLyc2sYDZoJ1OJwz0crlUvV7X1dVV3F/eI+7vvvtO0slQwBBuNBq6vb2NTY+kcDTwnm8GejJPp9PI51QqFfX7fV1fX2cIIOSfr66u1Gw2M0oJRcJpPdPpVKPRSKPRSB8+fMiUkrG2nEMxGAwyhJpzhj6vwpoCdYLs6P2omQsaA/E8XgLpCsIZz77pUXDz+VzD4TDDO0gVEYiLdGq+Q9kgTgAKijmgRO/6+lqTyUSl0lNTnl6vp/V6reFwGDn91yA0fXp8fNR0OtWnT5/0/v37iLghotVqtUCiOEHKCWie3jken0iC//E//sfIYbMH9vu9bm9v9e7du3CcnGfy4cMHTSYTTSYT/fDDD5Geajab6vf7EUlyQMn3338f5NNqtar7+/s47/nz58+az+f67W9/q9FopL/927/VDz/8EC0+8wyX39/fR6CGbva6bZAIjHih8FQZ0O12M6ifBwyPj4+hk3i/O2ToJ5AJCMrMIQaYJmLv3r2LcrOUxU7zouVyqbu7O00mk0BpJGXSxr1eL1C5X8xwO3kiTaZ7lIDR9ugMOMDFoz8Ut8Oo6bU8B857PKog3wD5zEss3PA7QYoB43csFjwylGeejYN0OvHJ/99qtTKntTk0k+ZU3OlibEgRuHFwg+FRNz2x6SDl8woELmXhcSLuNHpOnUA2I38jEvfcYN7F0R+cVI/sfL9Ip0YTPLdzN9wxdvSJ3xHFYxh8v7qjQzTvxt3zrkDzOFE4wvBAYMMfDqezxJ1YmnchLUbETcqCAILAAH3g40p+lOd1hxOonGqWNMdKeirVfaSg4Bvg6BWLxQz/g/0AKuinMTpUTu0xp4gB60J4y6vQb8ARJfQXuodnZi17+oAXQRdQt6MjrGWPvH2/sIa9gZQHNeg5j+7dkfaglGs4H4j14vvkpSmMZxtukvAOHXg+QjpF281mM16dTieaELBImSA2DDkhh/aYMKA4lFjaA5ZJ3mw2ur+/13Q6jUGFHMA1yQn6KUkOmfATItdribhvbm4icgYChfDkfX4LhUKcpcxCZL7IdfO8ab01Y0FU5RE3pDdaNhLxYxBYLxheoHtIUJT1pQ7a15xE7pVr5lXw+kllsPGl0wlUNzc3AUHTgheFTXTkx6s6GdCNK+PA+GJQmXdvioKRcKXY7XbV7XZjnt05QFlJiqYf33//feRvt9utfvzxxzgiNu+NcSTFsZwfPnyI6MrLvtwQooDfv3+v//Af/kPkxvf7va6vr4NdTNXA7e2t9vu9+v1+EENhOvd6vQgKPB+NQ+r6lHthffR6PV1fX6vT6cSeQS9z5jrnteM8MJfe+CrPhttJsaCx8/k89r2jsTwHp7p5IMLnQSI8eqfHhB8C5CXNvBc74SmkcrmcqXBB+G53xNij2CeieuwcqRF3/p4rzzbcMFNRxHgvkjJKQTopKKCdtBUjhgE2Mcl9b3bCg+MhOjPZm6hICuiK03IwQPv9PiAVHA1JGS/aIeP03rhO3oWGKKANKBwfB8SZ3owD3ivzicfpyId78xgCahrJZ8NWl05zmebyXDGxyDFmTgo8Z7SlLI/i5yz4P6V4nt4RHYhnRFA4mkR6jJMfdoGyYu0Tkfi6deXCvPgekU7RPOOGQieCc+ePceYe0AGUYALxo2CJWh0Zy6tMJhMdDgeNx2ONRiNJ2SMaGS9HS8bjsX744Qdtt9voO73ZbHR9fR0cD4KDQqGgd+/eRR96KjLIU6PHMESOnPDdTmRj33IsL3rNgxiPMr1DJM/2GlAqDBvr1g03jia9QRxt9c8fDgc9PDzESVx3d3exXuEX4PxLp3bX0gm5guPD30kd8TMlLTN/jgT7Htrv95Gecd4We/GlAeKLIm7pROrgS85BdngpLHjvTIYnRBToRfZ4jVwXxe+LmRwE5RsM1Gaz0fv37yPiJu/h5KZzA+sDjydLa8PXEj0AlXvuDDgWaE56ekbP/7uR8KgaoSnNcrnU/f29ZrNZHPZSKDzVduO5epmTOw005sepwBkgV0fu0FMYeNbdbjfy6aw7oop0HeZRHGItFAqZjmbb7TbQCvLFRBpUAFB3/fbtW3U6nYxSIU+HAQDV4rucu+ClSNLJ+fFogu/30jAn2kiK/K+kUFzky6nXdzg5z+IpAiJelPLt7W20gYU3AHHNmdlEdhC/CCAogYXNjHPq5wOkqT53ksh7go55FQL7y5Exd+bQaR6AYPz8tMa8CtEzTi/ryeFo6ZQ2A2GCNAlS2uv1wiEmN03NNYZ3NBplGOVuTNOeEvSiQMemRt11KLrXndqU78C1pRMp+CXybMNN/2Nn5bmS9cUnnQ4OccXh9XFucL1pAJOBh5+WqGDoHx8f9cc//jG+Y7PZ6IcffojTYjhdCePtTUP4HveIpCeygOey2JR5V0IQIqjf5AWz3J0rCBXMT2q46e5DxEans8+fP8f52SxsNhQEGco3OPeX0haHtNlw9Xpdg8FApVIpTvJJncFerxd/A5KlLI0NkmdxxrB0qtmWTuf3AtfR3Wm5XAYhEAJMv9+Pjl1E6Ch38ndO8mQ9k/LxPFvKYWA/wIBmDbjTx3M4sxnDD7wPuS49xCGvQjSK/pFOOeh3796p1Wrp+vpa9Xpdo9EojoUk3ywp1jpjiXKmvA8Y24/+hKzrDrLzFihpKpVK6vV64RClhtuZ0m64XZ8RHNFLfr/ffwHx5k0IEJ0E6H0EPEgEXWo0GkEmlhQMfknq9/uZlKrznCAGMk6Qlz0AAl3irO5CoaDRaJQ5UIf95EhKrVZTp9MJJNjnC2eBeyUV8pJ5ebbhdlgh9e64eQbbm6gT3bH4nFzE9ZzkQV4WI8ADukOQKhqieQyWRzhEGmwUPGwm3q/tZTo8I4otz4IX7wsHw+3RtaTMwmFxOqkI2JvuZClcR94Np4u/Md6+oN1YoFx4D7kdz7emaQucJyJ/Slwo+8u7Q+UKxxUHGx2WuLcwZewd8payqRygdknB1qcVKWPiuXDfQ67U+Q7ex30A7xNprFarOOjCn4V7YS3h8LE+8iye5ksbBqGoMbjUrrs+cefIOTIeGbr+cnKnByikITwfmkbE7mCB1Di5zUltq9UqEAI3eswLfRHyKo5KETwgjANRs9fP80xE056aY1z5ifPSbrej5z/Qu9fEe8SNceUenZOADiTo8+91YinolKNdPocvQUKebbhTAoDnTHgAIq92ux3/Bi6ggxeRhbNQUc5M0n5/6vpDLpCJYJKGw6Emk0ncky9grtlqtYL9CWuWiJxNxoT7hPK7tJVnXqXb7QZs59Ap3qh0KvvBy/T8MMoEp6bT6ejq6krlclnD4VCHwyFKYShhwAFg7ne7XUSKRF4oC+lUxz2ZTDQcDqOsi8gEZ8pRHHJU0lOTmeVyqYeHBw2Hw9hQeYf9CoXTQRYOhxJJUWrFXgLak7705CUFBEsXp4eHBy2XS71//16fP38OBeFRs/MVmCvvAQ88SwMY9iqleMPhUO/fv89EhtwXCo6SF+4/73uGQMLr0pvNpq6urmJOut1uGIJGoxFOEs8uKUhqnp77/vvvMwRBSimpu2aMpRMXhMoML410R9ZRFZxkRyzppU2LTRqGEPXTDIkW1HkVyK+e+3dnk7Xa7/fD2fHe/+hCUFME48pceqoH+4QRRU9KT2nIwWCgdrutN2/eqFAohH7D6XZO0WQyib3nfAlKo6UTqvBzctvIsw23LyL/meZnnJX5UwsEBeNdiLw5PkbYYXS+j0liA/ETAgL3A3zrrHe/NouDyNLLjvyVd3Ei17n7TtENxjT1/pzpn9ZKe0oE8SgeJjtERI+0JWU6EXnPZozMuXzf8fjU5pB8uvdjdu84r5LmlYlSMaDujbsTmebxnDPi+w8D4E0+nM/B9/K79G9S9jxnL1NyFGY+n8c8cD1QFvalQ+SubPMqaarPdVc6JjiIRGYeHTsHgDlGobuBd73m45veixM0pS+jbZxleCVA/ilqCSQMUgYk65yXPIqjoD4mPidpPwP0uHRCTT2ly2dxwhgDnC3sg49hWg7m98S/0/n3KFo62SdHqvxz7GFHhJ8rL2p56mQIFCeGlINFPN9JhLVer/X4+Bg1k3iYRG5XV1dBZPIDD5hIf3AiFZqEsECPx6N+/etfZ2Dzfr+vb7/9VpIicidvO5vNMpMACchZoE70ybO8f/9eUnbhkZOUTl24HB4nD41x2O12+uGHH/T582fd39/rw4cPYRg8B7jb7SJ/jVHBKI/H41AQjUYj5t0Z/ZDdnIRFaRTzQf1po9HQ27dvVSwWIypnblkHeTYQnElOuV262Z2PIJ1QLCcYESEDfZKLIz3CWLJv8Oydh+AdthqNRgbhINKkwmA+n+vDhw8RiZRKJf3t3/6t7u/vQwHCT2Bdea4V5yzv4gQh6qEpb3ToH0JetVrVw8ODDodDHEIEIY2godVqqdPp6JtvvonxYz+yZ9BDODqctCYpKmgcbnV9e3d3Fznzm5sb1Wo19fv94BlAaPzNb36j1WqlN2/exB4cj8cRcecZKr+9vf1CL7PPQYhARdyou/7w4AVeBg5VqVSK/Xh9fS1J0bRotVppPB5rtVrp/v4+Kg/K5XJUBRSLxchxe5qLQIfTK6VsS1b2PPMHhwsd8dI5eXHE7d4dg8sX8yAsaKI7z2umG+ZwOGQgInI0Dp0inovDg0KJSYoTYVBi1KYyYPxM26BKT54axx6ee8Y8i/dGlrJNTFBAXpLl0ZrnxmezWZBYvJaX6/JvjL9HaIyrGx96AUOKKZVKYWSI7FGOHmVMp1M9PDzEBuNzKDDu14lYeRTyyI4CeQSWlsp5dMB7fMxxttKmIO6wSaeGLdIpase5Bqr1FJF/H2QaV3Cj0UgPDw8xF0D/KUrmkGHehfHzqM1rhFlbGIt2ux2wN+QjyEuMCfXcjJukTJUH8yidnGzPQzsCme5lnLTRaBR6jxw8cC2GDlIjaBa6gN4aeTbc6fkDcA/YO070c9TD17OjWo7oehMuHFw6PTr6CrIBb4SKAj+IJz0RDv3k3J2Ut8A8eAVCypl4rryo5al0Yvt5+Y4TVHix2Dwi5+bJU9DwgXwdhBsibmfKMinUSjqkwibxfCvv9y5IKH6Ez5J/arfb0e6QiNHZznmV3//+95JOCwJl5NCpKxIWJ/kyPFqcHBZ0Sj5y4qH3c2fxXV1dRX6WuXfCm9cpO2TFnPI5iCDValX9fj+DGICG8Cx5VkII1QlpKgHnFpY/Y99utyUpg3R4M4rj8Ri5fwwm+wTvn2u5MtpsNsEN+d3vfqfD4encYIxOo9GIowhRZKVSSZPJJMNnYL86oRBJHeK8ChUkoA/n4GmeF67AYDCQpGCYM6c8L4Z4PB4HOgXfxjkHvM8dNwwBURt5afoloLvQTdfX19EhEZ3MXr66uor96p3hMNx5dnbR3Z4uYw5ARrynB/wEqixcv+x2u9BT2BcCRwINest//vw5ODTL5VLD4VDD4VDNZjPSRBz+wjnrfg4E+5k8NrYRJ8sDTQ9ufu5cvKjlqXQy3G48PXpwqNrzCp4Tcw8V73+z2YQXi/crnXJnDAZRiEcwbsTZcPwfw+uRtOcsGGy6rNHLHMICUWWeBeKQpxEgJTGWGEln3mNEUNJ+mhWfBwZ3iNYhamC/QqEQJA7KkDDcRCYchuCcAuorgd3ZiNRcck8owcfHxzBoPpd5FsYZJco9s+7d4Wq329H8AWUOG5WDK9zJxYHG0/d0iHfXwiAA8/74448B1QK5djqdIDX5PqeEUzopVOaXtfNz4L4/p9C0iHlBPDLiWXE6IRXOZrNobQr3wmvmSQEh0+k0ctIQ9yjjYx95ysHHmqoAj6gpEcS5dV2MgfPKEnK53gAmr+IseNfrIAne/ATdwrMRtKHvnXTI3nEEAyY+xL7FYhFd9MbjsSaTSZTDsg+KxaImk0mQbb0KB0ONXcGRIpBir5KaSoPcl+iyZxtub9voBAEWutPagaq5URQ3ngeD7Q+HwZBOtdrUh6KQeGhq3tJEP5GAEzwYmBRqlbKnaaE8HWL8+7D+/pQCexmnCNYjxtqjb5TLfD6PBYmCp/7d4TraWLLIaeDic8lG4rMYe1IiRIVOzPE8qZNLJGUiErpaSYoc7Gw2y3i6eZU07wYChJRKpxp4vHdYrJK+6HdAjbdHZaxzJ6352iWPxglR8Ds8D0duttfrRaQCFMs1Pb3EvLP3UFRpjv41CevwnB7wahWQH1BE1j0OU6VSicZC6DHvR+GpEvYX679er2uxWEREySEn6NNmsxmNRbiG6zDIuTwPiAvONPs2z3uGlrAOjcO4R8dhNB1pYC0S8LEPnE/CHMKpcaJsmk71wMKh7v1+H6k+7A45a+nkeHBv6EB0qt83qSvW1y9iuD0ac2/clSzNO4Bm8HpYRO6JuHHAswSm9sGTTmfVEtU5McG9UghwbC42D5EFBsO/Ay/JN5B0ouoTyeRZaI7DxMMkZSP7AschwsskCiiXn06BwiB6rg9SGJ4l0QcKC/iWE8motcZBQ0nhADAP3377bURvGAQ2CLnWz58/R468WDyVAaLQ8qyEMNLuVFEWhpK5urpSo9HQYDBQt9sNqBxHdLvdRnnPZDLR/f19jI0r7m63G414UFQopvv7e43H42gJzLqm2cfV1ZVub281GAw0m81i30HUQllihDASnhf2Zj8osbyLRzo8E/oBpcu69WNpIfyBUknKGJrBYBDpDFI7wKy8j3HFcUK5r9drvXv3LpPqAKWqVquZdqfsSUmxJ5n3QuGp85qnsl4a1f05BDIxOhddxriR3ikUnjougtadY+Mj7jwRJRM5z+fzzIExjBEpCUc00GPkv7F56DNIiKS/2D+w+uGXoMtIW9Bf/hcx3N6owUsifCDc23cvx0kEGEv3bvibQwp4+w7tEp3jVWH0z5VDOOGEz+12u0xrTrwjPB7gRzYb3ljeFzvP4c4Iz5iKe6cscvdGEffk3WtkTIkS/bNsHAwUioX0B/dFRJeiH07iSuElFrtHsXknp/m9+Tr3OUi9eYfPWNOsT2duOwmGPDafZR94KgmDSl8FnGegx3RPAiWSpsKQMSfUzvoJSUjeHV0pe9qhv1jP8CpALdADHtGyRn1Occwkxd/dsPg4ojd9/t2AeCqIa0MMBE0jdeX3zvc7Ycsd8TxL2gCFoArx3LbbBiJgf2bXLewhAjrm11Fif/nv6XlAFQ6nrXFtCGtwFZg3J615bt1TMT8XAXm24SZiprUhEbNHPe6VOGuS3J1Hfm7wWdDko2n15yw9Jovvd6KOe0JA5X5iD3DG4XDIsJspzeDMVKIQEAM8qrwbbnJ0rmjxUpkrXyD8ZPzI2XkHIkkRRRUKheibjeFutVpBgikUCtFmsFgsRgtC7wNM9EDkAeNVUnitrI1CoRARHfdDDou0h0OZeRd3SnA8cE5QQBDA6vV6KAWUx3g81nQ6DWRis9loNBrpcDjEvKA48OglhREhgr+9vc1wF3gPDjjpEyoLXOE46ZCo0g0IRg7nIu/i+slz3KxnHHxQD9JE3u8afoajVPAPcGThi4BUsR/RWTjGoFTr9Vrj8TjDWIe30u129fbt20zkjSHnOZbLZab1bZpOzPt+oRc+98kJk26oKceCW4OBdEPIuEhP+g7Eipx0sViMaJsqFshp6/Vao9Eosw9pfXs8HnV3d/fFSYjwEghiuA96T/DCaUvTSb9YjpuoGYPNT+lU9J56DixOBj018O7NM8AeVTEAwFWSMsXyGHUGC8iDzeGeDZ/D+JBr8IjRj8D03rJ5X+xMuitbxj4Vz0kyRu6J+xw6vJbm57gW8+Xz7/lCZyf7zxTSYu7deGPYJIXhdyfk3JrLk7CueWbGJH1W6YQsEQlLCkPIT0cYmGMpW6bHy500vouDXZy74ev7XOSZ3hNGzZ13In7p9bDKPfrx9ALGl2cCySBFIJ3GVFKG6+OoBeNxDl3xlKF0SstRk+/cBt830unkRecaOYKYOudpVJfn/eLCWPLs5zgc7A3Exzk1jI5WeYDp13JiNffg3wOxFKfBdRuOA44ue+Brutjz+KyHl+ybZxtuIh6Yw9wwEbd/qROXGKzFYhG4frVaDcasQ0vp5Egn5ceAQsq5u7vThw8ftF6v4yhPPxmG0q7b29vI40IcwfFIoQvfjOTHuc/XIF7oP5vNdDgc9OnTp/DQ3dMvlUr65ptv4rPFYlHffPNNhhyyWCz08eNHrVYr3d3dZZp9dLtdvXnzJpO3ZdECNx0OhyjFmM1mATvy/ZAMOfnq9vZW7XY70BTWDeuIqHy1WmUajeRVfvOb30g6OUuUpnjZCCgRKI90anTz+PiYOQ2tXC4HgYycGAQm5iU9aARFQ6RB0yKibJoekQrx+YMIxxn2nooijYQDLCnY8K8h4vYgAWcQ2JPnvbq6CrTCFT1IFjqPufF0ARwFjL5Dpx5kwAsaDocZ/gJIiTf4aLVa0bMf1Im1xf7wQ1BYa5ATfw4J6k8tf/jDHySdbACoKWmHw+EQETckM3gCOPaO6nKt7Xb7RVoHMijoLAZ4t9vpm2++iRLhbrebQQlJpUhPaVWqkjzoAJEh5UqbU/YL70M3s86eK8823J5QB87AU8Azd5jAy3tQBsViMRY8Bp08RqqA3Zi654sSe3x81OfPn7VYLHR/fx9F87vdTjc3N+r3+0HgoSMRisUjTp6DQcWo8L6vRa55FIfEcKgmk0nMnRtAX5B4toPBQP1+PxNdUy4BlEtpC2NLJyN3CogQccwkRc2kR/DAkWzKd+/e6erqKkqWmFMcNtaQ5/HybLhvbm7i38B3OJDtdlv7/T7WsJOfQH3G43GmSQ7Q6H6/D0NKbSsIFGPvUSHROmWYKDuP0ojcdrtdVHwA7bFvcJ6ZY0dF3BnGkOdZ0ojO0SI/VKLVakWE5YoVlElSxhlGMBboRo/sMLA+/pBFibw9+OHeHAkk0vTAwx0MjJgjpFL+SygfHx8zz0S+mfw+KVFv8UsUzVr0YMIj9HRdMjYgSOiz/X6vt2/fxrkM7rytVqsIZrz5kVcklEqlCJS8IZl3LPQ9zfe+RF6U43bIBmXL3/DoUdYpI/scIYocp+e6U3iW72Ox4unP5/OouSMy8NKv5XIZBhuFBUvQy1YcEsRD5rVYLDQcDnO90KUse5mcjxPWnHPAT5AKxsujCOYKhmShUMh0g0LRe32yw6yTySTydNzL4+OjVqtVjL/PFxtwsVioVqtpMploNBqFMdrtTqeD4e3+XFLHn1IooWRecHo5iId1xYE4kF8wAryc1c9mp/mNIx3SicTk+wmn6vr6OnM8KBEkMDD5VCJIxtuNWoqOsZeAdH1f51lYQ61WK3gcOJPoGipRQJoYF8iZGHmUtlfKuAPFvgGNcKKUQ+G0gAY545ATz4+Tlwe2dd4Qa4Ez3nHM0anspzzrM5xN1nQKJ/uznCPdwalKG80wZ+6AontwqkmTHA4Hdbvd6KlAGVeq5zww5X5SnpB0MtLYH09BeQr5JfJsw02pB8aaTY6h8KiURYuyxbP1KIAN7pCGsy5ZlDgDvN/LK+gvC+nACQFsBCac5ipsNC9lwxPyXunAu3d3d7mPuIGMWchEb1K2OY7nWzCIu90uDDgNUlBOpB4KhSdSon+PpC9gP649Go30/v37TIRBGRInxzHOnlukFGk8Huvx8TFz7/S8T6sU8izU26J4QDk4q5f37HY7jUajgDRBG3BwmCvWIWvbDTffQzRN1OHkzzdv3sQJR6BJzLkTRCEqYmQYb4xIuo9dga3X60BW8izoCiIjKXsYz2aziUYbtL0kr1mr1cIB8rajkHX5PKkPT2F5zpwqFxypdrsd0VexWFS/34/2njD52VPD4VC73ekcdK5B3T6Ome8RgpM8z407OaxvX8Oed/aUj+sfbIgbddAqSRGxo/8lRT8FvrvX66nT6YQuJBB1LhH7kXnl/lIH11ODoIc4dTwPDslz5UXkNCdfOKkIYRN7WQoLh8ULJIcClpTJ10iKHBuDQOQ7n8+D7UfjfBSFpGC4ci0Ws78YaPeUOGqUnxiV5XL5hVOSRwF+cZKMw0BOEkufhfliEXsrRj8mFKOAM4XQpY3yL8iBRIQOFVL/ijMG74FNRlN/8trFYjGqAcgNYfzwoPMs58hpbFTmzKFTmKccxEJXLuYBz989fowzxpsyPTgAHrl7VzaHb3GcpFMjDyBIxt3ZzdIp4uY+eG/enSnEI1EvoWNM0B/VajUibo+gPchw0hOROjC5I47SqSyQdZ0qa48eHV0iGsTgO3GRe3L0UFI4Gu7Y5R2lwpC6TsIBYu16fxDmkC6X3lbZkdti8dT8yO0NNslZ6MfjMdPOVFIEOwQrXFfKdttzAqqvDUdZUlIc3/kSeVGOG6Ermi8CIq+05pQF3mq1wpAS7bKwifh88lj46/Vas9lM//W//lfNZjM9PDxEY47379/HYiVHiqHCcHmrPzodORNxuVzq/v4+crnA8d7qM88eqqTopYv3jYGFXOFlOyymNHIGIfGUiEdPXn7i0FW1Wo3DWbxjGoo/hZccpvr06VN8V7H4VJ5BZEHHpO+++06FQiHKNYB1PQ+WV0ER4NiwhyCFufc+Go10d3en2Wymx8dHzedz/fDDD5mOW0C73q6WNpBEzmmfdww70OtgMAg0ib3g7Us5eYpOXXBEnM3vsCE6gDw95KfXMDdExjhOrF+gZsrzULyet/QGG/6aTqd6//59RscAwWNAcUAlhXPmQRGfpUSVM8PduXVUDe4HxhvEkcDGS6WcoZ1HmUwmkrLBla/BUunpbINOpxM5f/RMuVwOIht2gTXrYw5Z0/PS2AbGlD3E+IFM+ulf7gixF1I43BFdiKOOTuFEeH+K58iLWSR4g+mCdYPtEbd7PucEj9ff54YbVh4vJsuhVr7HHYNzpQFMjEedadH9OVg575JCYniDKWnF+QOSMmOTEjnSXFCa13FjwuZwg+7cBI/wuB8pW9KEEWEeuV8MBrwJnDIixTyLP68baRf2ia+31MlJm854FMF4MPZpg6R0fs7tR48cuKanwHCGfY4xLmn+278nz3Iul4o4zJmOFWubcU0REJ9nHxOHbz3v7fsIh5S/nRvTc3qX9zqPRTr1AfA9nHenyrk56ASMmyOLDpFLp0OwHKZOdVQ6rr43+Juji+lc+/XcAUp5H/zu3N7z+/L7fKk823D7gPIT40nvYzyL1GAz6MViMTwSvHPgH66Hp8TvgQ55PxHldDqNhQ6E1+l0IoeIsmGDAnvTyIKBpqG8bwByRhjzPC90SRmlKilqQf00Gj8wBYiVaJySLYgYRHQODbGgcaBAM6SnsXWUhe8HEjwej0H0ceiQ+yYN4wbfUy3ueLlRy3tzHFI4jAXwPmiIdGqaQ74Vx5VomnkiJSEpoo5yuax+v696vR7zgpEnipeyJ4h52uJwOMQcMPfMAQbbjZL0ZQUGwr99PvMszWYz89OhTCJYxp9ggTIxL/1hLTrKB7qFuOPjgY8bUUqCiPiPx2PmgCY+T/TnSIEbAncCiLRZG37QRl6FRiZOnJxOp1GN0Wg04ixydIjnkWldjQ0gmPODkZxM6IiUB5H8TToZ+pubmxhDEEU4QXyWNAmNeaQsn4t8u6S/1z558elgHiGx2DGKQOXnPHo8UG7Wo1r+7a3mWJxsGt7j+UIUOhPoBtvJDNyrpOgO5XAFDQ+4Jtcnp5V3ST04xlLKnq7mCwXP3hW1R3XeCQvljeIgrwb8h+PFfGLA+c40H5rm9lJF4tf6mqRRfB4lZVcDrTrs7HW3ziFwZIHOW4wlSAQKiVpfZxiztt1I03EwhffYUx5NML/uUCPuQCH+79eQS035B4xf6sx4Wsb1g3QaB4/aGc8UnUojr9QZQn85y9gdKa6ZRty+Nx0xkZTJr/orz3vmHDpA8Efwwf9dt/C7FKXw36U2KUUJfRw9Gsb4+xns3gcEg+xkN+Y0bVTm64uUBs/7Enm24abd2zkGOdGUeytpHtI9VMgeRGqUc3mbUSJ4iu1hUaKcaCZB/rxarerm5ibT9J+B2myezsg9Ho96//59PAseHTl2b7OJR/UaxFv/scBxoojwIAMyfqPRKNCH3//+99Hmr9frhVcpnTZEv9+PEhgWIid13d3dScpGYzhqGPXxeBxlLG7o3ViQryW/vd1u1e/3VS6XI99HFE4+Ns9K6PPnzxHpbjabaI/IvUuKOnUMCLwC5s8VNE4sURhG3huw0NCB93tkx7GE0snoEIWfa0qUwo8OX3pjHK5NNJf3FIZ0ahOcQrIgRpIiqnMnEj4BZ8gTAdPwabVaaTQaZZBEJ7elnBkQvm63q36/H06zvwejAN8HJBK008lWrC2cEF8bnnfPq3gKw9cukTfjhxF1Z8ZTgIPBIOwCewVEi+ohDixyRyEl8rnDwzze3d1F1F0qPZVr0sp5MpmE7dvv94EWu910npe3Kn6JPNtwQ6ZxpjWLzOEXIL+0i5JH2ix4IJzRaJTZOBjuyWSiu7u7DMkJkgJkA84SrtVqGgwGUVNObpAIkJKxT58+6eHhIbMgOF0LSJLI/bVISghyRivdhSjrgVQD8jCfz/Xb3/5W6/Va8/lcnU4nGqwA03LSmDs1zPtms4kzskE62CzFYjEWJuVcLGTKbKTTQr66uoqmF9Q5D4dDVSqVzOJ3aD3Phvvh4UGHw0HD4VDL5TKUO/NwOBwCWut0OlEmh3OD4WZj01cZkqBH6M4rIVJ2tKVQKISx9YgZsg17KkVuJMWec3YsRBu+k37qKSyZV2HPgCa4swtUnSIRRN1uuPl8u93OlJVyHZ9DjDni6aF2u63b29sMksQedhKWk3YJaObzeezLSqUSp/2RRvQ5z7ukfKRUTzMW3gDH7QNoIF3vCAQYm+PxmJmntKMcL3fo+BvBKWXIpE78PehZP0OANULQQQAFKnaO+/J3ybMNN3lhz2X6RvZFwUB7VOWEAha8Q7Gph5l+B9G8P2hKIEDYaCg79+LOeZ7kHPx9LIC8KyDpdN8+jjwrtdGMP1G4w9lEgc46d8MB3MNZwcwj88I9YAz8KD7uhbH0nBRrivdBRuRZisWi7u/vA2LG0KXszLwK3eWm02n8G2VNfh7Hhs3v/AJnzHqu0vNvrGVvlgLDHO6GQ98pfM5+ciKnl01Kp7IiT5/wPMwLJyal1SZ5FeqZvRSUZ2JNOzTO2vXuVyAkGFKUNOPuLWEJIlgDftod3+ENqYjGQB6Xy6Vms1kEOVTAUELoZUjsDVJ9zlPIOxqCnmcfsMZYx6xD1ihRcYqWMDdwDkAKfTwIHhhH1yVubJ2/wXexZlJHGC7X/f19XAengvkAGeWo3Z8jL4q4pVMOghvCyLmXws34gPupOnjv7gS4IuaaXqLhBDaUn8MgTgbxQaZUiuvSSMGNsp/uI53YmJ4nz7N4Tiv1FMlpQuqjLM7zbr1eLwzlOSiUyNlPOXKWphsjYEMiZh9LyGp8P0gNc+HlOMD4bDiiQSK71xBBDIdDHQ4H3d3dRdkP44niQVkQ8TpUTsSGozSbzTSdTjMnTKHcvYQRI/Dp06eAz1F6OEEYcFc8OGmQahDWCXsSh9DXG8/i3eLyLBhp+kLQZrdQOJ3g5uucvUFKgX2FPkEXrVarSOthJHu9XnQxI/LzjmvoGHdacbxofYvzx7WZa7pH8v2HwyGaZXl5nhvuPDu7OFQ4Qay5Uul0RgGBBg6Pjwc6ZT6fZ0qDvTERiAQdHiEoS6cgiOZhzgEBJQNp5L4w2OxH9BndI9FTvtelp/auo9EoQ1Z9rjzbcHt045DC117SKTeTen3pZv/aQvLf+/vPiRM/+P/X7tuv81MKJs8L3CUlXiCMtY8/LxSRdFqsfOZcnjMlxfC9TuLw+/nauKbkj/R+Hariu/BUiep9DeV5jtIx902cOh1f20MpdJc+80/tQY+IGTuPIlJn2f+e3psTSlNy1LnnyLvhPrfOnHPBeLF3+IyPHWPiUaEjUWk0dm6P+F44N+fpnPm/z0G7X3vO9N95l79rPadjlK5pHy8cT+b33HVTm+Q8HSQd8/T7fT845ysdd+7ja3v6OVI4vpaZvMhFLnKRi1zkInod/QkvcpGLXOQiF7mIpIvhvshFLnKRi1zkVcnFcF/kIhe5yEUu8orkYrgvcpGLXOQiF3lFcjHcF7nIRS5ykYu8IrkY7otc5CIXuchFXpFcDPdFLnKRi1zkIq9ILob7Ihe5yEUucpFXJBfDfZGLXOQiF7nIK5KL4b7IRS5ykYtc5BXJxXBf5CIXuchFLvKK5NmHjPzP//P//MXvaMhfLpe13+81Go0y583O53M9Pj5mjve8vr6O01k4JafX62UOkODUMD+Zp1KpRLN46emoQY5VoyH8ZDLRdrtVt9uNs1hbrZak08lZHOPHQQCLxUJ3d3eZow05Z3Wz2WixWEiS/ut//a9/r4H+JeV/+9/+Nx2Pxzi1Zjabxck0nPj0m9/8Rr1eT2/fvtXNzU2cjc2B8svlUv/xP/5HvX//Po4o5EQczo/mFDY/6rDRaOi7775TtVrVbDbTZrPRu3fv9Ktf/Spz3CjHEfL96QELxWJRzWZT1WpV0+lUo9Eojhf1pv+cp84JcpL0//1//9+fbex/Sv7pP/2nKhQK6nQ6qtfr8Xs/gYqToTgJqVqtqtVqxXweDk9n0Fer1czhPZyWlx6Q0O/3Yz46nY6KxWKsi/F4rOFwqMVioU+fPsUa2O12ajQacZa9H3t7PB5jXjme8vr6Wv/D//A/qFarxelT/I2Tlo7Ho/7v//v//tMO+Avkn//zfy5JcdKapDgRrNVqxWlqhUJBy+VS6/Va9Xpd3W43c2jPw8ODFouFms2mWq2W5vO5fvzxxxhbjuDkxLfpdKpisahWq6VCoaCPHz9m9ip7rVKp6OrqSvV6Pc5q7/V6evfuXezBw+GgDx8+aDKZxP0yzxxqwh7l9CnWyf/z//w/f56B/zvkf/1f/1dJin3BQR6cCnY8HjWdTuNoT4755JS86XQahyAdj6dTLOv1um5vbzMns3H6I+89Ho9xpCvSarXU6XRUrVbjhDc/FpTT95rNZuaIaU4kQ1euVivd39/HyYt+RO5isdBkMtHxeNS/+3f/7lnj9GzD7QecI+kJN9zkuROM/N+uaPxz/N3PBk5Pz0lPpEq/n8FjANNTivz70nt2o+SvvJ/D8rWTpSR9MX7+mfREIR8PxiIdz/Q4z/Q+/KQc5iv9nc897+GnzwtrwT+TzttrED+5zp9Xyp4I5ef++ue+doqUXz+9Vvrd5+7J95fvIY4c5VocIYqi9KNu02fxU5PyLm4YfkqvnJsD6cvTvL52YtW509TOnfrm8rV96S9JsTeZG87/9lOx+Jl3PSbpC32Q/i39dzovP3VKYTpHX5vP9PPn5v+n1kUqX/vMue98rjzbcLfbbUmno838uEC8uWKxqP1+r+VyGeeSck4pN7pcLrXf79VsNuOs1Ovr6zgnmGvj/RBxcR0UB4ejE5UdDgdVq1VJT+fftlqtWLBE2oVCIc6TZiNVKpU4A7bb7cbZxXhJr8Fw8/yTySS8OcacMebMWM6R5dxnPEzGlLO0+V2j0cgsNKKB9Xod0YN0iswmk4kkxdg2m00dDgfd39/HucXlclnValWNRiM+i5eKV806AMHhDG9XdnjWeRUiNpSqH/fI/BDdrtfriGo9Ojoej2q1WnEWMFEER536WeygWrvdLr6T9c312LOdTifWCRFJvV5Xs9nUYDDIHDvImkIajUYgYMz/er2OyAekIM9SLpd1PB7jjPRqtap6va5KpRI/3fkvlUpxvvPxeNR6vY5zs9lX1WpVi8VC9/f3Wi6XEXFznjZoBuerFwoFzWazODuaeWc/sy9arZYGg4G63a663W7sH0lxNjgO9Xa7jfPqK5WKCoWC5vN5zEnez+P24zt5Bs5FP3d8ps8N+yEN+thr8/lcpVJJi8XiCzS3Xq9njCp6qtlsBuKV3gd723Ug+9LtCPfVarXiqE/WgJ/5/ZJ5ebbhZlExaCgIDobny3mo7XarQqEQE0CUhrIA+iuVSmq326pWq5nzSyVljAuQHN/DpHEGLvdRKpUCKvfznPmMw7dsDmDMfr+ver2emRjuKc/Cc6I03RvF0XG4GQWC8mFcHUZC6WO4GQcU/HQ61WKxyESTzJcfXM98zmYzrVYrzefzMCSsKTYhMCHQLfNaKBQCvhyNRgEr/ZxzbP+Uwr0TFTnikEZrQOU4p5Jij9RqtYCxfb6IjovFYhhWN7h8r0cDrOt6vR575nA4hIPXbrf17t27cIqBBLk3j7y5B+lpXwMpr9frXM+LpNBV7ANJ4QQxFjyjG5FyufzF+dyuZ0hVLZdLzWazjOFmrl2hr1YrrdfrGFPXndKTvgKKxYiUy+UwNMViMZQ/66Ber8e6KRaLkRZhbeRZ3Gn3MedvKULhSKvbGfaFO/8+Tv6zXq/H+93ZxljjsPE3X/cp8uSosNspdFupVIpA0efjpQHisw030c16vc54baVSKZQqN89CwzOXFN4KxrXRaKjZbKrb7arf76tcLoeRTuFDojcMh+cOPA/KPZDTYVOyEX1Q3aAsl8uIbPz6GKa8KyGcjXa7HYuOZwbZGAwGqtfrurq6Uq/XC6Ow2+0iWhoMBl9A4z6vUjYnuNlsVKvVdHNzo0qlos1mE4gGRv/29lalUkmDwUCHw0G/+c1v9N1336ndbuvq6kr7/V7j8Vj7/T54Cfv9PtYZHAMWP3ml1wDHYgA7nY5qtVoYNRwnz1WnDrFHBLe3t8EDKZVK2mw2mkwmGSSLqApeB8bejVCtVgs0RVJE/6vVSu12W61WK5xej6bJxcErcQWH8nH+w2sQX9c4vcxBt9uNveI8mVqtpmazGXwaR/pQ9O12W2/fvg0nlT0CkgSU3e12VSqV1Ol0tFwuVa/X1Wg0MusaZ49/s58xCJI0GAwCzUmdcQKqzWYTnBFHTvIojuxKUrPZVKfTyTiZcJk6nU4gejz/cDgMrkipVNJ8Pg/kA7R3vV5HZCwpghbmEN2FLnNx3o+nDbnn1Wqlw+EQehd0c7PZaDqdarfbxbpYLBZh817q7L7IcBNVbTabyKuw+Fi8hUJB7XZbq9VKy+VS/X4/iEdAGv7QzWZT19fXmagt9VyAjAqFQkSEKCaMzzkvjMjOIQ3PexcKhQyMBSkNp4PILu8GAqUAYQOiTK1WU7/fD2IFipvnY1ND9ri5uQnjT0TiisMjeJRKo9HQ27dvI7put9uxiVqtlt69e6d6vR4G/x/+w3+oX/3qV+r1evrmm2+0Xq/1hz/8IeBYIpfFYhERPPdQLpfDcPu95VUg6OGQYPiIytjEPHeKZKFI3r59q2+++Ua1Wi1Ik6xZ1ufDw4PG43GsfZxnrrFarWK/8HfQKvZpt9tVo9FQp9PJRHVE2pAGHTUgUnBo+TVIari3263m87n2+716vZ4Oh4PevXsXxoE1DNz58PAQkVNqcL/77ruY481mo1arpclkEmsbRxoyGciSExZ3u53ev3+v5XIZ91ur1dTpdCQpHNqbmxv1ej0tFosIQkAASAes1+sgdOYdQex2u5JOkWyn04kUZrvd1vF4DBL01dWVut1uGO7NZqPPnz9ru92GnZjP54EOfv78OZxnnFZfxxClIShCEnV75CRa7AX3ut1ug4TLfiB9tFqt4m8gWDgV3PtL5NmGG6iaHCmLwhngngt15YGBdnILykBS5HscomYBOwyfGmDEB+5wOGRYl55j8AjynFEiOnG48e8iHuRBiJ4bjUYsLNIPadTleWLmLoWccYak09i68+LRd61WCziJaIR5HAwGEek70oIRZ2zdaDnZxr1Z7oXN8xqg8pQcCeIkKWBMIj3Gg32FMuLzOL3k24g+fLwZSxw434uei/MqAf+9KzKHbD23iPj7fC+/FkmDA5C7SqUSOVB3JHe7XSY4wakhEEmJly4emWEkEA9iPP1QKBQi8u/3++r1eoGGoKsKhYKazWagVBgjdwAkBQIn6QvWdN4kTSERBDiUjF3gubBNPvbMB+xtHBnGB73n6DFj7y/mhRx1uVwOJBn9hzjnxO2U7y9fT84s/8UM93w+D2iZnAw3OZvNQoGzWByqLZfLarfbmYeByARMIClIN04awBgBtbM4XXmjXCh7ceYrhoDcEH9bLBaaz+ehLCVFJAqckndYCel2u5HT2u12GXgJEh85TRyazWYT3p57nw47Eb1LCgPjZJ1Op6NGoxHR/fX1dSgSov1/9I/+URgZSbq6uor3szGXy2XAvGyIRqOh9Xod88w8QlYBgnoNhpvnLBaLYXi9jAXD7flo5sAZ3a1WS1dXV7H3QEz2+70Gg4FGo5Gm06nu7+8zDhfRs6eU+v2+9vu97u7uYhwxXKwHfu9K0A02n0nX0GtIL/EskiIyAoKtVqtaLpf69ttvIw0Fygh0ytgPh0PN5/OI4pyH4NEcCAffR7DiuVX0KdeHiPbdd9/p3bt3UerHnvD8LIasVCpFbp28LyVNy+Uygpu8Cs6hk5/5f7PZzKRbQUGYH9JQTliezWaaTqeSFHsP4jQIC9/jxpoXqVxPU6RBCPNMqsKdI9/XkBhBDbFB6IFfBCp3xY4C903MgEnKREuec3XFhDIjZycponlnb7r49/nvUk+G37sHhWft3++RCuLwmV8jz5KmCTyHj8GAVc/cQBJzuFXKRokpkYOxQtEQaftCdyjdX6wfFqmkqPsFSuK9aZrE15wTg/LOkPV152QWX4eOLqW8gjQ68rFISWfMN0oLJ9dZsL5GHMHCyU5JOG6IeR6u5/sn/Tff8VrEEYZSqRTVD0RD7vBicBEne3rFBv/nGula9XWBMcAIsM88LZjq1FSnfW1d/dR78ijucHoJnZOM/Xf+Pv+/8zIg5vFZJxMSoPjcFwqFTB8LkCeidFCxr+ke3w/ch79SdObnpGN/luHm5oFAidKkU/IeVjdKxCNdcgEPDw+RtzwcDnp8fNR6vdb19XXkxrluyiTmmj5xFOEj5zYFUTS5DyYKj4hrEEGccyDyJo+Pj5IUi2KxWGg8HktSwIDD4TDmwpUQniPj1G63A7XAy5ROUQLRokNFkDUwtDQU2O12ur6+Vrlcjijg8+fPATsNBoPIcW82G71580bdbjdTauMNc0qlUpS8rVYrzWazXM9Ns9nMREUOjeFpSydHl4icvB2QLbDtcDjUbDYLhSApIu+PHz/q4eFBk8lEnz9/VrVa1bfffhsNbZwYx+ckRTRxc3MT/240GtrtdpGXJSokWoC/4sZot9t9sf/yLJSfgq4tFosYp2KxqPV6rfF4HBUnECOHw6EkxXje3d3p8+fPmk6nmkwmms/n+vjxYxhuokEMBMhhylbu9/u6vr4OfoenH5jv2WymT58+ZfQpcDrlZ8vlMvQAziIGjP2e50AEshnjC8JBcxVJmYADvY9+IZodj8fxe2wH4wKxkNx3o9HQcrlUuVwOmwTfo9frBUmRXPvbt2+DR+RROCWyzmUZj8d6fHzUYrEIngHiCM5Lg5BnG+40p+jRG3932AGPFW8lzSXxcCiF4/EYD91qtTJQD4PuHr3nyflb6s14lJg6Hu4J4+Xhqbn39lKa/p9DgDQ934h3yKb/9OlTpnzLIy3P77sz5GU/OGuucIC2UQY+jmw8lBdpDIwRTH4W9263CyXk945XLJ3gSY9u8jw3nrf2Wnqey51dXjjEHt2xfuloh0MjKVIho9FIj4+PmkwmGg6HqtfrGgwGOh6PGUJOms8Damy32+r3+4Ga+HfgrEknI5JGCdyvR+h5lhQx9DzjarUKRYzTKJ3W9fF4DAOxXC4j1TObzcJQOOHQ9ZLnQB3ihhTI2PJd6Cv05nw+D/0KXEyel73hcL3zedCJed4zXm7nzounajDclNJ5uoYXzthisQgnk7EheMQBlU6cE4IbCG6kovh3o9GIqgvmEBvG3mBdUFlAKSzOk/N7HJX8RQw3StLh47REIVVErsgxGr4JyAkQnbHgiX4h41Qqlcj38HAYEVeGeJtMpCtCcq88A5EF1HzqLV2x5XmBu7AQ2Mw0c8Db51Wr1TIR02g0CriaKBhoaLvdhjJnrCRFiQTjD9GpUHiqJgChgJz27t07VSoV9Xq9jFPkxoxNgzFnw8H4J1qRntAFkBl4F3kVvGkc3PSZPY3AnqE5UGpgPf0BExzFViwWNRwOwzlzxrmni3C6yuVyIE2SMikOL1d5eHjQbrcLVjwON/cP4VM6ka4cDcizeJ4ULgFGDmQBg4yilk4EWPaUdCK3Hg5PpWHv3r0L/eaG21Gq29vbTKqJkjMnnuGkETn6vDGvROg4DCAFx+MxmpLw3TCh8yzoLQIJqof83nEsKd89Ho+xHzCQbtQxxiBgnU4nPrNeryOy3u/3ms1mmTw7kDooDPoVPhRoGkgK1TvoUGxkyg/x9NMvarj9i33hYBiBkjxK8HwFno10wvRZlERclP6gzLxP79u3byMSYVEyyRgEPCUGGSIDDoAbbi+XGQ6HMWlMTsrwzLPg8aFgadaAgsfIMa4s6uFwGMScSuWpwxYEN8aTHBtKGkJIyviXFGUSGIF+vx/9gfFcvUEHkQAGjr/Ra53aZGDy4/EY/bZBbPJsuFlDzA/rCgXP/zF6ziVwo5vuJ6IN5yVMJpOMQ+MEJr7bo3o3rs5LAO6jfAVmOxGPN1DyZ0xRkjzPi6TMPHiVAygQ+4FxZjxB99xwO2uYdJOkWPMof08xDQaDDGLFHkJnSScUE10GH4jfsx6Y8+l0GmVox+MxHGp3lHHA8yo4ts4ax3h3Op3MHGHQWcv8HjTEOQbYAPQZY7ndbsNwbzYb/fjjj8HBOZcPp5zP67y5T3RwtVrVZDIJ3eiosvOq3Kn+xQw3EY/D0J5D4UtdQbFgUF7uRfpDufKCBZtCshhwxL+Dazos78rSjYnnRvDIHEYqFosxUTxP3sXb9fEcGGDnJBAdw5xnfPv9fvzeUxzdbleDwSDT4pKaVgyAfy9jyTjiSOAhs2g9L4UD4Y4h+UIcCtaI9FTXyYbDEcuroIzZH16a4pUTUpbM5V758XjUfD7XcDjMcDHcELPeKQv0ck2HgT2tkbLS+X4qCbzcjEoAJwlRkeCwIwhInucEOQcZo5PYFziRo9Eo9A2lV6ASd3d3Go1GMR7A1BhMnCdHw9xJ8NQejoEHMN7amSjeDTfBC9Css8ZxCHDmPSDJq+BQob+IZB0BRfew1nHiCQjOGUzGqlarxeEtzBfNoHAGQFo2m436/b4Gg0GGkMv9MBfYIQ9sCWxoTkYfB3eYCTxwDF80Ts99I5CE55hZBCgKHzAUEjcFTEH+gYF0z5CuTN79iXIjiEsoHu4DkgEKiDyEQ4tE3SwKJpxTezzCrFQqmW5qr0Hw8NnQQG9APA6TUotYLBajKce3334bBhk4brVa6fb2Vt99910o8lKpFA1c3HHDIDMHCE0MyB2hfMhr//DDDwHtOSEQ2I+SMjYMcCSOQN5z3CgXlADPCBzKenNvPH2u4/Gox8dHzefz2A9cWzo5lkCJTiLEEBCFOFOZPYIzwT3gyB0OhzgJ6/b2NuqHWTf39/daLBb63e9+F9He/f19GIs8GwfplIKQsgdW4LjUarVwRPb7vabTaaxDJzh9/Pgx+vP7nKELIRwS5XktuOdtcU7X63U0uel0OlGe5yxpNxD7/T7gfu8oiOGoVp9OiSOKzLuQakPHeNCAQ4QuIgULQoeD7EghRD90Yrvd1j/4B/9AvV4vvrPf7+ubb77RZrPRH/7wB81mszh1rd/v6+rqKjgf7ngRMBKBs+a5x3q9HoYbxBMkYLfbaTQahZPl5YnPkRezyn2RpxAeAwq0wWBjjCVFRNdsNiOPjSHFe/J2jXg3zoL27/QIH+UuZctjHG70qAFD4ZIOXp4NA8Lc8Dx+0APRqRM9PM1BVMh1/MUmcIUDOYPrQJpC+TDnOENemuRriOjBPVAUFBBlGoVKp+YhDs/mVVIYXFLGu/acl0ddTsL0/SYpEx0z/vwehcD80R+B1IjXoOI8p7XHOBN+3zh9HpU7WualnqlOyKswB04Q85JGj0zTlJmTCx298Hl1w83ecQfN03uIOz0Oo37NqWP+fb/6PgeBRK/6PeZVGGPWG2cjMC/S6RAWJxo7rM0ecdJn+n//PekSHIXD4RB9JLBBPv++V30uHPL2igFSU9g6dB77kfe/RJ5tuGmx53CFL3gIZLVaTW/evNHt7a22223ktp1YRptTjMxoNNJyudTvf/97zWYzvX37Vm/fvs3ky4bDoVarlfr9fnhjDgWxATHKKLLlcpkpVXImKJR9Bt7TAF7mlmfjIJ1K5Xie+Xyu0WgUYwS06X3my+VyeIP8nrlko7fb7fByyW3f3t7q5uYmw1H48OFDkN8qlUqUWTgM6woLJwO2J58bj8caj8cRce/3+8xJVZKiVINTlVLHK08CCeZ4PEYpJOQuxMunPEJ2uJz8HmvaDQrKbDwe6/7+PlMR8fHjR1UqFU0mk+hHTkkL6BbSarWiooO2k+wN0Bj2lufOIY2Ox+PI670WXsjxeIw9MJ1OI9KmhTMGl9JFxI0pHc28QsOdYenUEx6mMygMSCRQdrfbDb1ElMjapyID4hl7209B5J5w2Hjfhw8f9OHDhy8iwzwKY3d1daVSqRRlV+68gIjiqKJrttttpBnYG96fwJ1fT8M58sVcQqbGDvjLK0KwfaCVlM+SznJnDLSMtAo2E6LdS+RF5WD+M/WsU5jcGY3SabHDBGeD01GISQL6gZnn+UFyCc7Kc+/UYfQ00uG9qafkSsijeJTaa4geMMbAZe4p4sxIyjyTEyqk7Mk7HvGl4+sOEvNApOxeI9ch4j6XwwUJIK3iSIhf3yMFj5TyHj2QmknL5Xh+SV84HoylIwzsLR+TFOb1/Gc6vt4EwqMw7stLK7lvrsn1UVhei+7r6twc51nQE17Sk758zbkx9nXnddkp94N95FwaNwB83nkOjg5K58/6RmfxGd8jacQtKdNlMO85bk/9EAl72gfE1EtCPQJnXZ5DUHwfuk5zcqCnb4nCz0XpSDr+jC+OnOtN5+qcs0+/CFROg/cU4vHQHyUN1OkJe69jZAAYTJpKXF9fRx4Cg+D0fM+p8ndvLkA5mMPhq9Uqw/yD9Ye3BYTEc/mEwzrNuxJi0eEstdvtqOFFQdMqkY0/nU51d3cX7yfS9tQCh47gKe52u8glEdkvFgv9/ve/13q91tXV1RctblO+gddipqQ071Z0OBzU6XSijSpNEGhy4V2m8iweCUmKtAFRFcrc98Ld3V1EY35ADIaTwxCctESkzFj6HNDUAiVSr9cjsoA0BRmrWq0GKgDq8fDwEGsJ2H08HkeEs91uowHMa5gT6WS4nQOCbqD8C6Mwm82CQewNN47HowaDQZQGgUxcXV2pWDz1Or+7u9NwONR4PA7UBZ2HPqQk1lFKHDYQm3a7neGzFAqFuB/0pjeQwnEDpcKRzrMQsUKUxcl0/fHw8BCtZukIyb4i4oYfwM9GoxFzdX19HT0jaKzS6/UisMQRIIqGU7NYLFQul9Xr9aLXCPYG24Oxl065bgiNtKFm73ht90vn5UXncXuk6vAMhBu8HYf73HDzOfeEiLZRNO7pAPt4qYRDiFI23+RHPvKdXN8JC2wGjBTlFqkxQLHmXXgevDnIfSysQqGgwWCQcUJQ0BjuYrEYkJPXfAJjS8os0NVqpel0qvl8Hv2uQVg6nU4YjfSEKeYQpe+NQdxrhedAn+W3b9+q1WplyFwYv7zKOYTHeQEeJeNMzudzPT4+xpp3ngJGWlJ0u2P8/LQ81gLXdJ6Ik2mA+Ijmiab5LuBI1oXXx3JEIWuMjnYOp+dZnOwEAuURHgaDCggMhOdKgdF7vV4c7NNut/XNN9/E3DgLHBKvE5S8vwJOnHfF8/v1ci7WAfPrPATmk1exWIxe9UD1eRVQO9auV/hICkY/PR7m83mQbgni0AmkUVnnlMni5EAa9OCkVDr1rfcyOgifpVK2R7mTnbk/BFuHPsWA46Q7ofelRNtnG24MJV63K2WgWQwDBhRSk0NNLE4WP/kdIIbtdhuekDf64DpuqBkwvFWadSBMJJ6yt+b0a7D4+/1+REMoVl80eRXydUQQrnwwqMwP477b7YI1jBFgYfFejrhzeI2FyU8WMs4RBoCmLufSED6nnk5BcOwwKtLJQcNDlvRFvjiv4uvIiXVeLkTURmRdLBYj1+qOLHNJpMW8u2Jw1ipGiQiQeefsdT7vURqGm99xr9QLwxNhrnHk/EjJPBsH6QRxOufF63c9XcZ6dEen2Wxqt9vFnHGwj7fBJDDxY0Eh8jnUS5qJ43lZI+xXDqA4HA6Re/XAiWfh2lTkpBUzIGR5nhtPt/kadE4V6Abj52Wp6HciZRxUh6497VMoFDINbtCdvV4vrgdPyO/NjwblcwRO0qmnBRH38XiMEjTuET3pDvlz5dmG2yNgHpI+vnj4QJz0kmZRM4BEt25cD4endouQBfb7fRS3dzoddTqd8Bi5B1csfs4phptFzcAwgPV6PaJIZ5UzIRAEWOAoprwLC4YFi5JgvJ05yQImYpVO7f548Z5OpxOfwbNkkRHJo8TwRlHwXIf3uBHHMXDDLJ3yeZTAMOcYd4hs/l2vxXCzLh3xAQLFaUTxo1hpGEG6wfNllPWxF2gwQT51u91GmgmF5Ybiu+++i3WA4fbDNXAAPD/uPaFROEQMdLtDKeZd3HBz7xBwd7tdODue0sO47na7OHceh6vdbkfkDeGN0rFWq5Vp2IHh9kYh3W5XrVYrk/NMkRLmyPUhET0RXKlUCsITz8f+PxyezoPIs+Gm+sidRuYDPcJ4gwBhuJkrjGm5XFan0wkYHAeG/eiOD4EC0Dq13oivdQ/sCJYIXpg/1gD7FcMNaQ37NJvNftY4vQgqB/cHbvOcMwrZo2Vv+ODQtr+8ITseIoxLjDSwExPn+XWHnfBiPap2kpSkKDNDUtIQMC7R3GuAyt2o4jihqMfjcSh8JyTB3HaSDvXazpB1Je7wG/PnDhPKrlarablcxibkWl7rT33pfn8q8cOpA0L0xjmpA8W851kJeSTkewJD6ykfFHu9Xo+SFCdHeUMUehcwj3BK3ND6HKFgUPzL5VLj8ThTdeGfR7nBQcDBnc/ncTgKjH7Wj0c7r8GZYmwZa5AGDnlhv/gzMn4YXc8js2Z9nzEPzIWnI1Jyn5OcUsFYYaThP3ikSRTq6An7g3lDz+Z5fv5/7P3JcmRJkp6B/j7PE8YYqrKqmk0uyDfhM3DTKw5LLvgoXFO46w0fgDu+AxcUIaVZmRmREZh8ngD4cBe4n/p/LDyqgeTN6oMrMBEXRADux88xU9Ph11/VnPiH7sYRZO487eZdHPn9fr9Xt9uNwC813I48YrzhZ7lOYd1xjOCKpKkI0rvOZ2GO2a8cqQrj3cv+fg1Z8NmGu9frhfA5/MCEQG2n0wyNM/yBECqv2ebEGxoPAMcBtRKxO/zkUZtH4H4ObQoDzmaz2AA4IZ7fAuLHCxoOhxn2bp4HwoZxJf/InBaLRf3+97+PKMFz1JVKRefn55FPhqiGYJHrYW2AFMn9QBbBg5UOjNBWq6X379+r0Wjo3bt34TQARf3ud7/L5Nhvbm6im9p6vY5oBtKWs2lp+pFnJSQ9bX5QHvL1zvh2IgypJndkITChuHEo//znP0tSGJDb21uNRqMMsxaDy7ytVquYs3/4h38Ix1pSGJNms6ler6fNZqPhcBhwcLlcjj7oOA5wJ0BlOFUsz6xlBjJ+cXGh/X6v09NTXV5ehh6TlOneRwqNdrs3NzfB5+DMA+kJQvX+CK5X6C7HkboEE7wffYTh4CfEQ0c7T09PAwFwQ4Q+dhLxL7/8ol9++SXWP8/OLrrY+VM4S+wX5hM9QqQtKf7//v37KNXr9/sZnpU71EToOKQe2LHuGGcnhHIvwPikRebzeSY9QU+N1WoVTrazztMeAM+ep+e+ESNJv3CiOPe20zIK6SB8nsSnJ7WfIOX/93yZk5lwHNyrx8NBUXlk5h6Ne0LOdnePh9/59+RZyBlOpnOvk3+DPqRlQShZZzyzfigSvErWCEiRPDXRl887EBMyw/34fJNTLxQKwZUAzZEUkTjPgSJiPSBJ5Xl9jhFVXDGxNqRrvM0vkZWjKSBKyCYoRUoIY+08qmfO2ZvcG+uGPEiKskuIiBgWV6h8jpydr7GT8fI+vAyIgITUGevgSIIfYoED7F3JMNQpIikdeEIuCyhv15vubDEctieggZDIPnI9h4OcNsdhrfI6nFjsaTlHMFzOmReekfUiNQiKJSmj96WDw5SiIh6Nc0/+fmTBI3P2R/osBKquv3i/s89fGnk/23CfnZ1F/tHZo0Ss5NgoK5lMJlGj7TD5ly9fgg5P5O0MVRQ2no93n3FvJzUEKBoOymADErF5bglInus4W92NGFB+3ocL++Pjozqdjvr9fqZ9IoxsICUvd+t0OkGuoRQP4XSH6fHx6QS1u7u7DPx+e3ubaQzy7t27+D4gPM//SIo8rXSACrvdrprNZkQVkqJsBiPCGiMveTYQ4/E483/IY8iadGCHgy4Ui8U43hYni7TGcDjUzc1NVGCwH1AQwKfebEI6GILJZBKQPflU5hJjhEw407XZbKrf70decTQa6ebmRo+PjxqPx5mmOyiqvI80vcRzO8kW7gfR+Xq91nA41Hq91tevX0NXTafT0FG0iwXB8koP5hH04vHxUe/evdP5+bkajYYajUYGaXF+h1cfUM7nOXMvUWPfnpycqFqtxmlxy+UyUJm8DhAlUFciVkp5HWr22mz0GbYJrg96zfecG02CSdKLrkulQ18FInMnlmJDnITte4+1w9nj+wlU/JovRale3Ksc2jzRjrOYmRDPKfMgTMZiscjULPpPNpGz+dL8Txo58143XHyO+/OXGyM2h0fvTLjf82sZzA21v2nvYuYSz/17L+nbUibmi3wN16E0CMMNIcaJbseapSDsrBERN1Av5TFElMBldEx7DVEdTl/qpbvTyZyT20YZA5Hv94cGHpzt62Qcz8FhtL0RiJRt0EMKyhmwyLmTgdyJJeWFglwsFvF+L2dxRCfva+NIoEdCHmkd0x3edRGnyo2HpJBPZyGzHhBjqVOGhQ6fg7l3WBe96JEa6Az/Z+1dtvgujBc53Dwbbp7f06nYGiej+jMzL06KTHWcdEA+vELJ7YCUbXjDZ9J9m/5fOpTkHkM0UhJtytVi/CYRt0MDKCEIRHipRHQoqpSURsQE25XN7w1UvBwFxU9k581RqL/j+uQ8nC3I/W6322gVSL7RYcs0gseoSHoV0QM5GYTn9PRU5+fn2u/3uri4iBwouSE2BJvk5uYmUwcsZb1FCIMw1J1tKT3l4NgM0lOrz263q3a7HYYIWfDSM2TEKw5QatSdUn6E4aYpArmuPBsI4GTuk4jbCTIYUSKpVqulfr+fiYRZJ6I2T2HwN0kBj4NyIc9uGHCk3amTsjWnpCyICECpOMxhNBppPB5ru91+E/XxTHkfaUMpns9rryFdAkfD5dntdtHlEVmVDg7QZDIJYwNRkyCDPQbfhD1bqRxOksK4oqdgMWPM1uu1Tk5OMutPHTlVCNLB+ebfVIrkec/QxId9T2rO+3sMBgP1er0MF8dLtph3Uhve/pmI2YNBDxxns1nGsLLPPJXkzhLfxel5npYk4AB5wZa4Y4hjAZH3ueNFLU9dQQDPoQy8G9kxxpwbaQQZz5Ikf8qMTcljCDeKji5CDlcQ+aWGG7iI+/YON/5cCAHs39eQ5yYCI9Lq9XoaDAYxT07owOFyQRwOh9ERCKWLcUi70uHJu6PjXY4KhUKcCkbtPH+TFDkndzbYhDgHyBKd1IAoJUXuirRH3qMHoDjmEu8exeClRuRZvV9ysVgMh5bUj6NGrA/OpzfZwYl1RxVjnBpuhx+99wL7Zb1eazKZ6Pr6OppfSIeKEleMr4HQiXFD9wDLosh3u10Ybs/tM3+gQxh1dBmfc4a5I4nsHYh8ROmlUikcWBw9dB0ONFUiOFKSMmxlUozoRSmr24Cb86zPCLBwoJbLZSA8BAiUbLkBRF+5rZAO0LujRuwL5N1z567TnKmOAcceORIMWgZqg758eHiIFIh04Ew4lO577iXjxRE3G9MZ2njz6fvoQOPQx3Q6DWar5/uAnSBAsYmITvBs8JKBgaSDU+HKg42GwfEzbr2Mw/MSKSzsk5zn4bAnc+k5Uq/1BIZ1aAhhxJgQOeBppmiLw+BA58432GyeDjUpFAoaj8eq1+vq9/uZcguui9fMhiMi9TpVlFoKweYd9iPiZi4lZZ6XuUY+ifKINtjYft46Dgty7WQdjAMjhVFReMgI+5LIkX2FcXLCp5Nr+Dzf6Q74r8nX/VMM1sMVMg4L+sZTHbwX6BZjQpMcZ3KXy+VoSpX2rCAg8MDB9yn6jz3npXrwEAqFQsDxOOQof1Jlvraut/NstCXF3ONo4LRgTzwtJGXPUHf5R0dJWdIuwx1Md4RJAzKPXmaMrWu32+EYuM2QFHuSboNeRcA6kvNOqz5+c6gcxZqS0qTswQSUH7CpHx6eDp6/ubnJKGm8Hs4dHo1GUWMMlIpygXzm3W2YMBbQDQge6mQyic2F00GtMUaFxXWF+BqUEA6NR3bz+TyDduB1slbMg3SASYmEuY6XH6WQKs0KEE6fq/v7ew2HwzDoRN6QcpyrQBSDQSFS6XQ6YbRXq5WGw+E3a4OCy+tA8TucTToJD9tbn9LLmnN6MSbdbjeMBBufsiR3XlJvnjQTMCOEJhTVZrOJc6VZC59jctggH8iF1wh73b13+Mr7wAg4S5+yN2BPuBpeMsfJVHd3dxEFAoOSzsNo73a7uCaGBoeUY41xEDDKnAAGCkAKCYMOCsBpiSAGrB/rS9DCOqXk0LwOatF5wYuSFPPhRFhJkWLCEDu6xDWkbIdJ/i8pIHXWd7fbqd/vh71ZrVYZGwRKhsMlKRAonCNO5BuNRrFXKS+EfOqEtd/McBPtOImML3RSB1/uk59G6hwR6Ibb830pkSqNhpkwNhweUhole+TI54F73QB4vgK4kXzEayLaMBdOYiF6Iv8DTI6g+hoRPaOEHIJlTpknoF1+51G/R/MYJRR76vluNk819uVyOb4bqJyIHAeR78Oo5T26Q4aQM2cws+HJZROJO/Ts+WjqRaXDUaBch3X0ucVw+36CDOXpqVQJpuiMpHCUnceCHHAfqWOf9+FOrZPqULzMH7ArkHXaiCptzVypVIJT0Gq1Mv3jpWwFiNf71mq1WBOPIj2y3G63mfQTTgI6LpUHfo/z5nKX1+GynepvZJs5Yy5BhKQsguiRNobWHVuQIvagB53sDVK75N3TtGsaxZNegsBIjh4d6NVU/y/E52cbbgr3CfGdzJLmuDGQRFNEervdTh8/fgzGM+37gP9gQDIBDpUTseFd4rHwHjcQvtHYDCyId4fCEDjkz+/r9Xp4eHmPIBAA5pImGjQNQPlvt09Najyqw1hvNhtdXV3p5uYmNj85MSceee11p9OJ/LMrayJ31lWSbm9vNZvNIpfocPHnz58zRMbT01N1Op0MiarX66lcLms0GkUkhDLK66CJD4MNDCoCyrRer9Xr9dTpdCQpTqk6PT1VuVzWbDaLhjl+shDRGcxmh98pTcKAIAuXl5cBzZPro2lIuVyOQ06KxaLevXun7XYbhE431vT1l5SB0UGz8uxQSQrHkHlFmVJKWi6X4yx4dNtyuVSz2dR6vY7gg0Yf6AyHUjudjsrlsm5vbzUejzPGYDqdZvLT6DLp0Or28vJSzWYzUof39/c6Pz9XuVyO86qB7T36I2oEriXPio7McyBCCSV6nsNrnAsgHU7ZS1M5dPTDwXHnyHklxWIxeDju8OIss78oxaxWq1GWNh6Pg0wKMROeEc43zaQgc+KogXKBlv3affJsw+0NF4gQvkfcchiUG3PF79GD5xpSj56JYLHcAzsGZfu9pDBx6vV6hOB1kCww+Q2v+cvrcBib4V67R968vNuSpHDKPEpmA3h+jPnx+nrvoidl6yT5PgwwnqgLOwLM/DvpzAmKXrHAeuXZcKNIeQY2r+e2UchOMCJ6owUtULaX1Xn+GWeV3/s6MMfSoawLpxaj5FEl8D5/43u95ClFqHwvsi55N9xpxO1RK/OHUvZWtTj7GG4cfvpn4+wSrDhkm+ovj/YdVWHdnPTk0VyaEvThyAsv1tY5QXkd3KOna5yPIB30nfMTMOScGOj7zefVDTfr4Uhlyjsg0JMUJao0nPJonn1GJD+fzzWbzaJ8NeWCpMTal67Jsw03eQY8ITan57u8hs3ha97ncKELK4rLDy4g2nWBI7Le7XY6OzuL/JIzLx0iJKp5eHiIEjQvXcLxIALHgDu0z//zPOjc5PMNrEbdLs/MASru7SPIDrsh9KwD88XZ0J4XIiLz6zm5STo4fu68LRaLjMNE5INCQ3lJh01ar9c1GAyCnZ5nw43Dybqs1+vgbrA/pEOubbvdRuUEERzyl9a1AsF5O0giaIwKc0tbztPT04i8IPsQ7WGwHh4edH19He+RFMTO8Xisu7u7aN0I8oUB86NC8264XdZxXJhzDDD6JU0nEY1BvkVfEI3TR56I++rqSre3t6Hrdrung5XYn4+PjxkD7VUXRIukLdJyVxw8ytKA6iFIscbHCFp5HDCwvUzPjR5cBKBv9E3qdDmZUzocB+poMOiK634QRp8rKgdoKuWIoqQoW4Ng/fDwoE+fPmk8Hgcr3oOftLoHp+MlAeKzDTeeOALDw6KcMc6MY9GvbwA33vR3ZbH4tys+rsdDk18i2ttut5koGWPE9fCWKLlwxYJQ4NGxgZjsvAs7RtHLWIB7MNpOovG6xZS44mgEBtTzfnTcQon5BsBRkpRxIPiJYOKMAdEy6OXMJvL+3awR0R8/8+xUcX/MZ+oIMRydINL1dpVS9rQkoEFXyqwPvycnxzxJB8fAIzeMLJ+Dc0Aet1B4YjDThW88HkdO0HOmGO5fU9ryTzHYK8wfaITn81HQXjrp5DxSFk5og3wkKa5LJQ2fI52FHDhi4lwfrgHihPxL2TacfoANaUUcN/aq51PzvGe8nNGNHYbOAyrWL+UPMBzN9bQptoCgz9O+PseSwpnDsQP5S6N2+Dl3d3darVb6+vWr7u7uwtEjoEz5V7/WoXoRq1zK9szlAVEQeK5MGpPF5/b7fUQJTprAAYCggdHme3wBMA7VajXDyvMIw8ltvjFZIIfJUIQ8Y6FQiIiUCCfPgi5lGY0oYfLIm80mYDsUMUJPbsydISfxeV4IxnChUIhSlkqlEsYEyEg6HAAC8x/IVVKwcqkeKBaLmkwmKhQK+vLli6bTqc7OznR5eal2ux3lGbBoHbbEccjrcFYrc4qzAruY+fWoyfuWu3KAm4BzU6vVNBgM1Gw248xnnDQni1IB4nlCT6FQPTCbzcI473a7WGeHcTudTlxPOuRj/fv+X0g3f62BzDrXJm0shIPI8xBhO5np5uYmUAj2E/X35MJ3u11USWDoOQ+9Xq9H74K03AhDgSwg/3wHckV6CZInetFLBnlvnveLdKiQAbXzvh/ubLkDe8xYY5/YJ+hFAjt0PdEua4r9YN4IIiiXdJ3G4B5pB8z8QyBkH7ktc9IpqZaXoFQvNtwe8aCY5vN5RKYoIqBXzhvlprx+mmuh2IEZSqXSN8rHYTuYxzgADFdIfMbhFN7jOUZyhECZ0sG4oGjzPsbjcUBIMMdxUjDGtD1EERCRPz4+hsJhHlyoyekBu/E7FAufxyFAYV1dXQW7VjrAxdPpNIhqNzc3kg5e9p///GcNh0O9f/9ev/vd76LfOmVk2+1W3W43Iva8d04j7++ICCWI3qO8XC6H4fWIz2t9mefb29twbDGgu91Op6en6vf7sTeRZ89RO+HTu6MVi8U4+YoXCJbvvUqlEr24IQ/yHJAOiTrzPtALlPt4tzcMHIEA8PTDw4PG43GkczDci8VCd3d3UbLozVdarZZ6vZ56vV6Ui1WrVZ2fn6tSqQTxkPXBMDghlFOuIEdRZov8Y7iJ7Dy94nn0lAWdx+Fd6FxH83yQu0in+mEvBBWkC4iUSTnhrIFQ8ZNAjTkvlUphZ3gf5Xve+hsZoiT24eFBw+EwbBxBaZpbZx9CUEPOXjKebbidTEZ+ziNVYOm0Vo7PudJwZUsOTlJ4/248+BzeCm1NyTe4A4En5UQ4Dr4H6sK4OeGGkXqkDu3neRBJYyhR+rAmyZ89Pj5GLShNAYi2EGrm2Nn+wO9EZYvFIgQR7xcvmQiP7mnkxCVlHCWP7r0EiY3nqInLDTlZZzLndaQetOehcToxst7yEGXB/iK/7WkO5JafzWYz0hjOL0FRo8jJvxIZIwOeNvGuYCBQ7tShUJ08yvpzjbyP9HlAnBwx9JTGMcTRn9/XwyFYf6GgkW+XcSelpemgFM7lPnESuF8G//Zn8HRXnkdK6GR4AIeceYBCwAhK4aRbnBcgcoerpW8bJDmh00caRPr/ff2c9Mbv/F7Ya+gxov6XjBcd68mDEcniYQMpwIJ1IfYJTVl7eKQfP35UqVTK9KqG0YmQc8KUE6IgEhDZOLyLgF9cXGSi8rQ7GP9PF5N/eylZXsfJyYmKxaK63W7MHY07Pnz4EJucs8+vrq6CRAPs5g4PBn+9Xuvm5kbL5VI//vhj5kAFz9fRPQovFweg0+noj3/8o4rFYgZOJGcqZdns1L3S/IAI1B0Er4PMO1SOTHkKYz6fx3rgqCKvlExitOk6OJlMNJ1Oo5RPUobNXyqVdHp6qrOzswxL2iPvzeapGdGPP/4YysajMgxArVbT2dlZ8Bkk6f/+3/8bDX1SZUrOvtVqRfTtOcK8DkqmcBpxYHE6MBA8C+8jT0keGRazGwzSB0R8XAcFTy7aDTfRtpe++k/+Tm6cLnik9FInzXkhr8FgM2jQRHDlzhVOEfPqBhfuUsqzADUFFcHpwdCCNnljr1qtlulzISnjdLmzxT7CvrVarfhOEC3uFWfd67pxgF9CTJNeYLjTwWbHUwUu4yGdPOCsPX9gFgIBRUG32+0M45hIDDieRL97tSmhjGun0Rv3wIK7EfcSBBeYPBsH6XDaDUdoAmNTnw4pjbVCsbvH6FC3e50oNJoJIOT8HsSEzcZReg8PD5ljQslju6PlFQZOZvPGId/zfLnPPK8Nm9pZsTgbbGafC1e4QLNePoLMfs/T90iBuXFDLmXPbnfo1KNHok6PPn1/+T5KSyi5n7wPR3wYTor6XlTljj/G1Gu/XddxTUel/Ptc/zmvwSFbDyp8pHvXjYgbOiefvgaonIFMYyxBkdAzTlSVDkiIox8EI8wRht4dS+Y2JYgd218pgvI9Mlya4uU7nNjo6Bn76SXjRTlu38DL5TLa/gHpXV1dZW660Wio1+tlJpS2iygaFD/CD9RKgwFyE7SLAx6iZIbvY5GI/rk2xAQ8VSbR+/5CfiB3ghL9NWy/f4pBTuzdu3dxUAiGmyYSFP0zB41GI5iwRA0IIogKrR1ns1nkpe/u7tTtdsMQ0eig0+no4uJCg8Eg5rbZbOry8jLWjDXv9XqZaMCJPrPZTO12O6JvZI58UK/XU7vdjhKMPBtuBmx5fpbL5fh5f38f7UiZE7xx8qm0AN7v9+p0OvEelLM7XN51Dq+fdWU/QmTySAFnAhRFOsDwpJxwDCHA4VC70iHayPu6cI8YthSmdqOJce12u9GUBmcIrg2Oizth1OhTOYOhpjSvXH5qsuLf70o8dfxIdVES6Mofh8vZ1+g+dN5qtQoUJ68DbtNgMMiUuDGHbodASphXSd84yI1GQ/1+P9ZRUgbRxb7wWVBk9oPLPOWOVB94SSH/9hw21wSdHo/HwVXxKg727UvGiyJuz/mmddcusAxOOfII2yElh4ioy4Vo4X/3dpkOP3qEkXo+7i359/I+h8HJgbMp/DqvYaA8OdqPKACoWVJGEfF/GJzSIc/juVHWFkPMC6XnaRKEHIeKbk2dTkebzSZzilLKK/D5f3x8zLR09A3AdwGL5T3HzXB0iiibaJUN684ia0FumVyYpKiBx1M/hpp4SY0bBAwQA6Plv09TXZICeqTJCF3YHMb1mnAQlDwPT595pOQv/zvzChTqDr4bAeYAufbvc8eK64KKpZEi+pSRsqnT/crnU36RG5IUUs/jwDbgLEJCc74NaJLPOzKPLfI8s9drewokJW16ulU6pHqB31OEQzrwUTylmqZeWTucLfYIhtvt4bPn6SUTyoN5bsj/zRcTheGpMLHlclnn5+dBp69Wq+r3++r3+yG8hUJB/X4/oi0UNAaAcgwUDpHFbreL5iL39/eq1+sZlqXn31lMlCATiuB79PkaDAOCNRgMdHFxEfASyAWCg4CkZRXT6TQDnTO39Xpd79+/V7fbDW8dVjdKgYYebuBpFegGloiTs5yRD+lQo4wibDabOj8/j9IYNiR5+263G/nyPK8PconD4zlP2OQpxwInlfwpOblerxfPisx65E2E7kYYBU+Omwida0gKp9kbgNBsifUh0ocAR/Tp983e4/15Xhfpqa2u5/hxOpvNprrdbqZPOMYP1M4RQCocpAMBkIDGoXcCDfQhLU7diUvTJl7uxbVxnPmJc0fOHTTFjT7r5K2O8zpABSmbc9SI+UHmMLwchUtA6bl+d5IY6D2vaoKfwf5k7Wh5il0ol8t6//598D9AJ7lvLz1L9wB2BUTFv+elQeKzDTdeDjCNlxc4caNYLEYfa8/9YMRPTk50cnIS0QaKmEXZ75/YqTBkGaenp9rtdmGYqQUmX8DfENqUKUjEh2eK4+D9Yt3jxZvNuwKSFPPMOdzMOUSv/X4fsDKKh00OCQqSVEqKubi40Gq10mQyUa1Wi3aOKCE/vADjPZ/Po56RqB5FM5lMdHt7Gw1hpKzhlhQOB4YNpUU3q1arFTKX5/XxKBQ41Qk2xyobgEP53G53aFnJy2Hw9JQwlJ10qFXGyHueGuXmECCKBBjdHSuMO/u40+lknEAvR8rzmjB6vZ6kQ18IuBk4J978hjUD5iZSwpl0fZOy+RnO7ygWi0EGRA6IBD1w8FSSlK0uQKaoH+b76IPOnvI1p4wsz+vjpXdwaVLDLSnsBHoKno2nU0E53I4wr+w5RwtZZ/hZ+/1TqTMQNz3T4e9gU1K7xTUdReO7MdyeC3cb+tzxonIwv3AK3SAgPDSf8W4zXuPtECjQkm8Wz2MwwR5le+kGk8fnHRlg4lBmzm5HELg/WkUC2b6WOm5gVBS4dGjCj/cPm3s+n0f7V3KpHHlKO9i0JKVarerdu3dhNP0gGC+9YF2IBGDbSsp0Wet2u3HgBX/bbDbB5hwMBpkowxUhUR01/3mOHhhsZE9hsMFR9jg8HPLh0TSNVZwcRa4bVqx38qLzmSMrON3u9ePAskeJXgaDQewn1pD7JzLx/ekIVQob5nVApHWDSorG4VfXe8g7/ApX8CBNnlNGNjFAzGWxWIy1cO6H57Q9b0p06Gc6gwLwPmRDUlR2sO7OJ8r7nkGfeCrTyWSOhHKAUrvdDgSFnhS8x3tO0AQn7UEP+lcqlQJRxKEjheeQOagTvA8G6UcG64tskPJyJzslsj17np77Rmfw4rXgdXojDAwr/wYSdOZ4yrQjWQ/JCi8ELxYFAyzhAu5RDBtPOhgz7tUbiLhRIndSKBSiQYnnuyeTSe6VEFAofXHJI7tzNRwONZ1OdXd3p7u7u4DNIEvs93udnZ2p3W5nIF2UAEY1jSpc+DAcRNwoCtZtvz+UfJ2fn+tv/uZvJB16YXv0huOUHgU6Go3iBLO8l4NJh8M6iFhbrZba7XaU8HHaGeSl4XCon376KZRGsVjU5eVlwLdwB87OzmI+l8ulrq6uNBwONZ/PdX19HRHCbreLiJpyMelwgIbXfxeLxYhEmfPNZqPb21vN5/OAkd1Y8z7WwR2GPI/pdBpK350pb6OM7nLiX6vVyuQqpac1Ho1G4VQ6qgES+Pj4qH6/HxAr5ERSgjgJzPlmswm9iN5cLBZBLuN+vAES1yD6ZA0wMLTjdBg9b4MGLGmw5aQ9dMmHDx8Ctj45OdFmswnZJ4gjsGy1Wjo/P8/wDpxvgKN6dnYWZXY4zhhujDooSb/fj7lO0Vruk4g9Lb8l8MRuEQw9dzzbcHv068rSo+yUCo8XeIxK78b82A0fS+77Zjj28ug/vXeMM0rGv9Pv1xfAvdY8Dzxz0gdsWDxANjoCQokWdavezU46kKnwdh1NSaEfvMr9fh81vZwA5nkk5AKl6E6Wk61wDLz7lsOIXjaVZwUkHSdJ8vuUwOJQK39Lo1ne68/OXnK5BcHg786EhQCa9lXg2nyGeye9cuwZIIseI4jmfThh1uUTXQFCwV4gykX2PbUnHc6kJ7LlWq63jjk3pFBIq/j7CEowMI5AEZGCkDkxLXWa3BnwlFQeR0r6QvccI2+xbikBOrU76BV4UugQR4H5P1E1cu8osUPbTsB0/SQdGpL5vgHRdUI013OC3HPHsw03QuW5MvdCUfJEspIihw1BiYkgR0apGJ/jxv0BUEA8MBAGpyMBBxNBDofDWPQ0r7TZbDKEOTw43ywe7TuskedxfX0dMOdyuQyGPidpVSoVDQYDnZ+f6/HxUc1mU/P5XDc3N1qv17q+vo7IGIN+e3ubiQiYIyJhLwOkk9pyuVSj0dBwONTNzY0qlYoWi0VwG8gj1mq1iD5Qbl5S5JsQxw6IdjKZZJy0PK8NUDMtfZ1fwB7iObwByGAwiC5nOF2eC5MOZ33zd96DA1coFCJKp6HNhw8f9OHDh8jNsmddAbHPpcPpZl6r7GQfnFs38nzOHYI8DiIc73WAYWRuJ5NJ5DQfHx/V6XRiTvgc6+mkNtYJ/YS8MkcgSZJivxUKhUy7z1KppLOzs4Bmm81mNBLxsrDVahVGxolSXIN8MWgOaZi8Due9pLItZY8txSEl+EAfYIRpTyo9VTidnJxkEF6cHtC7YrEYBERvB40OYq1Js7Af4H643eHeQFh2u10QhUE9SHv8puVgDomlERiTDTyRkmnwaDwv5l6UsyjTCMDfL33bdi7NrbnniuKXnqBzz7+n6MH3PLvXEEWg8BeLRfQPR9mgdEkDcGzhbnc4a5v8jjee8TaknufzFIa/H2EFGnRGNGvkkKPzEY79REGyab2RjpQ9XSevI/Wopez8pTwRL3fxfcPwNXBDkOab8eaJ/vwACww1P1HiyHwaSXxP/v37jjGo87wu0kGu0nIgDCvzQT6aveS1uh7lgiCyfv7Toy/miXn3vuYO4zoqiWHgehgbvsNzwm64kSGeJyWy5XU4AiUd+FVpNO5oEzaBfeallsw5HCYCEC8H4xpOFJQOzqsPJ52lCAzIrvMmWFecXdYvDVBeMp79bvLYXnvW7XYzVPjz8/No8sB5szT5gOUH3j+dTjUejwOKKhaLcc4yDThQCnyXw+uTySROjJpMJjHhEEdoYcd1IC2cnp6GYklZi+QC2+12eMR5P8hCUpxGRHtShJhnqdfr+uGHH9Rut3V9fa27uzuNRiP98ssvsQEajUbm5DU/23e/34eXipdIzkY61ItSgz0ajXR3dxdEDRwEPFQcO6K3ZrOp3W4X3ikkHCIL37S0DaWCIM9KyHvEF4vFIAK68oQVPhqNgqXKecqOMhWLxYjo3IFB4XN4C2vLYRXlcjkcueFwqB9//DFTMpRGNlK2m9R2u9VoNNJkMpGkiG7m83mmmQQkxu12m+kPkNdB3hSHEH3gRhmkbjabaTqdqlwuZ4yJdOh5DiP97u5OP/30UxhJDD3ET/ab57qn06mkAzSOIge2Zd9NJhN9/fo1o+N+/PFHffr0KXLu7iSTDiFSXCwWuS8HA1HjzHeqf9Bl6Hiias5CoGwU7gftnyHkwrfa7Xa6uro62gVyt9tl5Bw0hOoYP8ELOW82mxoMBvrd736n7XYbR3kSQFG65+lHDD776iUQOePZhhuIjkiBqIAcTrlc1unpqTqdjrrdbpQN8QCSIhpLC9ExPI+PhwPlU+gc6BcaPh4OkR1saliWKHw2qDcNccjK2edsYvKBeNl5V0I4PrPZLNMMh2eBldzr9eJYSI5whJDEWuKpY2BRNswXRoDSEumAtHAvMNc3m00oH+lQGeAvSDW+5ny3r6lzDrwhTJ6VEDKKQeO+nXU9mUxiPkkhgVykSJJHUUQh/J2ubIvFIjrhOZIF2Yluh+wbHFrPzwIxkg5xR5hnGA6HsdaPj48aDAaB6nD/eR44+hhp5gvD7X9jvjDSx0qM2GcQ0ZxJzv5gHyDzkuLQHtJXzmj3fCgNryAzYnSGw6Fub2+D38L+wRkvlUoZfQuBLq8D2Z1Op3Fqm7dvZj3QF6Tfut1uoLeFQiFjJ6hYGQwGEcRJh1JA74uAAafvB3/HecBOSYez0JvNpvr9fqRtWT8CVhAbbJIb/19bdvziYz1TkhJKQTo0j2BymPTtdhsePkJMXe/9/X3klNbrdTT0wPDgcZIr9+gFeBF4nCb8hUIhNhJ5KW8FyXe7gpMUUKI3pHgN7RvJT5M/SUkdIA9e5iYdCDXeys8h7ULhUBeZEtJKpVJ4wLBZvSseB46cnZ2p2Wzq9PRU3W43WOV4r9vtNoy859jxUtlIrBNOh/cSyOtw8lJKVnKnxI1kylZG5olCxuNxpiySXgb7/T7T1csjNtAukA6/F+TB4XcnAkrZLoVEDjiJrA9R3a9RQv8UAyPHvHjdM8b2w4cPAVEj4+gl5NcPy/EAwB1eRkpqkpTpQ+/yIh3g3mNlQ57S8sgOJAAEhD0Ncum10HkdTjKTDo47vwepQ55xduAoSAqkEPvkpXvef4KKFi/98nUsFJ4agrXb7eAc8JmzszP1ej11Op2wW/QAwDi7nQEVkBS6moqe39Rwe24bAXRIj45m1AmTuMdYek6m0WjEjf/yyy/a758aPwBnQOqp1+vhwZJvQvH5C68KaDg15AiCs69ns1koKkpjgFT4vtfCKpeU6d3t+Trgpul0Gp6rdCBXQBhjHnCo2AjOb+DfpC9gvXq+iciLnsz1el0XFxdRlgICgOKkG54/jztMnvOazWZRd+7M8zwO5ktSxsv2vDT/Zz+hgB26Zg0mk0nIKCiFoyygXERzoE1E+dwTkYKkMNzMpTdiQQk6Uxpnij7qGBKMzzEDlMfB3md/eMOP5XKparUa/bLdcMOVIWWBA8AaSopoGYfL+Tg4R+wn1184dZIicnbDnebjU2dvtVplym2JBh2xybuz69wCN9zMjc+Bc6mwSTip7XY7wx8plUpxDewSQQPy6oRC+DnFYlEnJyfRp54a7+12q8FgEGet4zRTK869YWsYHvCCev6mhpuF942JAmLiuFmGk9Ic/nOIz+Fqz5uhuPGwXMFgwL2JP8LvZTC+CVww3HtNafsOfzj5JM/je6UgbmiZe2f2Y0DdcLNZPIJy5wX4x+fOlbekDKTFmhAFOvwIREU+i8H9EsVLBwNDtO7krLwOlKTDlGxiJxQ5gQmHFVnEuOx2T2ei0+EJo44S4ZrIL3Pnc+SRmpQlf6IAvbYVR5v5dkXp6+LRkDsOeR7cs+shold4LegW5tcdyBRldGZ6ikYC6zqfh2qN9LslZeY/TXkwuLbvMUc8NpunY1zRp0R9TuzN4/AyOdaBOSCaRU9RTcT+galNCpVKFyJk0IfRaKTVaqXxeKzpdBp7zys+GOhLInYPYKXsiXIEfQStboOO6U9PK70UqXq24Z7P55IUguxH0BEFULaQ1gri/UnKwLXevg/CjCS12231er2AM/b7fYZ09fj41KbTyWl0nSJXyMT5pLGBMFxEfW6w+U685tfQ5ANYjg2c5kDdmHvbUmDui4uLUCSFQiF6l2NsPEqkJMUdH5w14Ot+v6+TkxPt9/twxkBOvBc3hvvm5iYzz7Boa7Wns6GLxWKQoE5OTsJhw1vO6wBlmk6nWiwWurm50S+//JIhqjBYM/rCYwCJcoH16JuM41Kv11UqlYJX4t2/2u22isViNNwBXnclgaGBSNrpdKKpRKvVin0MErbdbiOnR+95jBH7jrKmPA9PWQBbkjeeTqeBUKVcCyetlkolTadTTSaTIEk5J8HLfUCyKI88Pz9XufzUDc0RQG+jiW5kr3EfOBV8lvvGOBPcgByw5uz9PBtu0FqaCaEz6vV66HaIfjhD1Wo1SGXIK0jeaDSK0lbStZ8/f9Z8Ptfnz591fX0dwYukjHPjMo0csBd5L/921NadI7qmuRNGqo89hx58yfjVp4OhyJ2Gn5Y9pO/jGl72QI7HWZEwMpkQ8nQYXGCRNKfmjFC8HVdQ/gy8X/r2bFsWzQkleR/HUIVjULMTvRA6X7cUhSAK9DX0//v6HvNIGWl0LilzT74h3OtlPYlmyE9JB+88r8PnmU2Lw4LhdjllbzgHwefV4VeHqVEqKPYUVUrXIv2/71OcPd87DltyXxgXSI3p2r6G4dHxMZ3Ge9L59M95RJz+3V+snzO/01xu6lAhJ1yXFBKwOIQ514V+P45KvQbkUNI3+sn1A0GJI4Epzwp9QFkW84WMQsjk0CNPB7k+Iy9+bC+5nvThdpD/Y7/QwennXS++ZDzbKsE09bwQeS9uEG9POkCBDvOQk6PRPZ4uDUDwGM/OzuKQkna7HS+YsM1mM/IIRAuFQiHaSKZekQsxJQbAKz6RCIHDZa9B2D094KVWRLeUC7EBYGTDKWDevCaUPB49sWkB6DlQh1wlBYpBT3PIgY1GI9p28h0QapydDiScKkdg30qlEuxNTtt6DevD3EISxGjjiKAgCoVCEAXJwxFV7Ha7aLXo+WrmbLVa6evXrxnkCMiOSg7WFKjRlR6RJLlqXwMIcETTfBZEYbVaZVpVumOe58GelxTwNfLNyXRAn8w/hD/P53uKwuvjXbkD/04mk2itCqLBnvF64t1up7u7O43H45CN0Wikn3/+WYvFQp8+fdJ8PtfV1VXwHDzFBOPam8Rw3Tw7V+hr5xU4exwZdNSU/YLsMdebzVPLUUquQFHv7u6i8sWbtuz3h6552Ak6TTqyzBqxV3EIGKlNOeY4e3o2dZSfM17cqzyNxrgRID0XWPfeWZQUKsVz9N7K5AKdaUzJGIqDv6W56Xq9Hl6oe8W836O7NEJIc1OvZXjU6QLhqQLgTAQNGJzUgxuDNG+Teomu1PmMdIiOWY+0xMjrICUF0zVdg2MvL5MB1ncHLY8jnUvSNESqGG5Hdbzcy/PcKGS/tnSIUEgfOPEGB8FTV24c/B6J5n3NXZmxVhgp1oBe9i5rr8XhdedQOtTuSso4VGl5mJRtwuHPSpCSRs98hhpfb9CBPPg10IMe6QHLLxYLjUajSA06Uz1FDJE3z+nn2XCzJr4HmB9vTJRGwgwPvkj3cWqdM8exOewLz63z/Ti+rt/S/emOGddymTmG6jD+XxCqF+W43ftGgTLZeIQO0fK3crkcxwACgXstr0MYeKDuQT48POjHH39UvV7X169fM+QXIkiaEgCJ0IDfc4n7/T4YzC7gKCpyQ0D1rwX6S/kEKGFnqQIN0YyAqGK1Wunz58+ZYyad+Jc2bCBPBCqRCmyhcOjQVK/Xg1C13z+xnr2Ej7zcly9fMjkejif1o/OcLJhCgnkdIEt+GhBd68gje8tG5pF8NLLp5WDpQCHgkBIF7Ha7jHGQDuWO35NpFA2omZNGydWiyNy5LZUObUG5Tt6Hy5tD2aCGhUIhSlqRa3L77qRgAG5ubvTTTz/p7u5OP/744zeIHfoF5Mhb3JJfxRA7U53PghZ6UALKyDG35GCpiCGyhxsB0pjn9fme4459QIfhhKCnMbSc1YCs393d6fr6OvOe8XgcgQt1114qzE/QE36CqDDa7bYajUYgmB7Q8l5geUkRXbOfrq+vNRwOv+GdPGc823ATDZNYx7hKB+WRlg4hcJzrTL0kD+ER1Ha7jSbswLwYIGpFMTZ8DjJIWjzvzGXP5e73+1B+wCtci2f0CMW9ujwPh/sw3DgsKACvWd9unxrun52dSTr0Omc+iMAXi4W+fv2q3W4XECFzg6NE3s4FDyNUq9W0Wq0iqmg2m9HMA+RlvV4HOQ1jhaxBdHMyJN/za4T9rz2o0WTOIXAS1eJgFovFmIv7+3vNZrNIS7hRhwcC7C4dSsWkg4LHOSBC8LpX2Ojp8Agcw8C+ctY/MgZiICmcPRxfr2PN60irZLwfBAbwy5cv2m63oauo5WWPuWHl53Q61efPn6M8lfnG0GBQMLToM0cc3RlzPcrguyEzFgqFkA2a4kgKJ441hMiY5mbzNlKjLT0FJyAQ7ri4jgcaJ61RqVSCnObXJn3IfHk6yk9XRM45U8FPcHOZcWcLm8GZGHQIBe4n+KV/CTB+2tTnHxvPNtxMlkNqKXTHJKcNA7xftcM2Hp2jxByOcJiO9wP1uuFmo2FIEE5YnC78bEJgE/7NMyIAaY4qzyPtAoWSYPNLBwjdf5+WEjEw8H6MYAobOSfBZQOIr1qtxvVZV9IYOGVEaS4PrLtXHBD9PDw8xEagU1ieoXLfiDhQyJX/3+FV5JJnhg+QkvjSlIWno4DMmTtv0uGoBdwFvo/7JDIgpUUXK+6bGn3kTDrAwDjMeR88i+8H9AiOK+1p3YHCEGP4nRdCNAWfhFawIFl8LzCrcxvQdR75M/8ODWP00/1+DJb1zmD+jHl2qoh4MaoYZX8+nmc2m4VOc7REOpzQRS7b7Q2VTaBGRNEOsXuKdjqdhoHn+6Rs73H2B3sRw01rbmyWozTsK4Kml4wX1XEzoZ6jRoCkgzdOSYobS/eOXHH45/xsWt5PzsHhBgy4l19st9toH4kBwLj45ygzYrLYRAiNMzQ9v5TnQcrCTz1zoyAdFBVOCvWdRHuSImrieZfLpa6vr7Xb7aJPNuQdeoXj+UvKtHnEKSLCmEwmIbi80rwrThtecbVaDa4DCuz6+jrTrznPEXcqPygW5suhNU8heImSI0C8lzk6luODN1IoFKK0xstYPPfH/1kvh7pxhB8fHzUcDkNWgAEHg0HGcBAxvob9ImUrSiRF7pO5eHh40JcvX6J8i17ZQOzoJSBRR6nYM5Qtke7xGnsQP+6DCNB/TqfTkBcUP2V5nuLzAMOdQAyWnzNBZJjXgU4hKmW43mB/eLCGQ4IN4b2cGMn8gRpjiHFEcYr9vHI39pSzuuGGXOu5eHRuo9FQtVrVaDTScDiUpExjI0/x/poSyl9d6+Sevnv8DFda3xMU/5z/9PenkIkrQSeIOAzsjoEvQno9h5j9Ou7lvQZFlM5d+jo2z8cQkJTsdWyO08+54T52TV8HJ/ylnnQ61ylcxn0dW+u8Dp4tHRawFSgAAKzQSURBVP47l23//7F5PvY6JpvHoEZ+n8q4X9vXw/927H0Yj/SZ0u98TePYvCNnnnpLkRKXc98z6dqlI127Y9/vab40PfQ93XRs7f1veR4+Z3/pb74+/MSouj5PdUf6e957bL7SdfDr8NP1ZSoX3iDH9VpayvyX9vL3RmGf95V8G2/jbbyNt/E23kaM/Cdw38bbeBtv4228jbcR481wv4238Tbextt4G69ovBnut/E23sbbeBtv4xWNN8P9Nt7G23gbb+NtvKLxZrjfxtt4G2/jbbyNVzTeDPfbeBtv4228jbfxisab4X4bb+NtvI238TZe0Xgz3G/jbbyNt/E23sYrGm+G+228jbfxNt7G23hF481wv4238Tbextt4G69ovBnut/E23sbbeBtv4xWNN8P9Nt7G23gbb+NtvKLx7NPB/vW//teZE5w4gtCPCpzP53HkGiekcFQgR2dK2RNqqtWqer2eqtWqTk5OVK/X4yhIjks7dva3n9zz8PAQ31EoFDSZTDSfz3V/f//N0Y9+0Hm73Y6zhTmCslgsarFYxBGVHC33P/7H//iVU/zbj3/zb/6NpMNpQRy9Wi6X1Ww2M6dUNRqNOKKO87T9MPr0NC+OueP4vEajoVqtJunbk6D8DNv5fJ75PUcQIhu9Xk8fPnyIowpdPpCt2WymT58+xRGefk4uxy9K0p///Offeop/1fh3/+7fqVgs6uLiQp1OR7VaTfV6PSPXzMt8PtdqtYoz5Dkm8/HxMWQZefTjGfv9fhyXKkm1Wk3tdlvValXdblelUimu02631ev1Mmd2/+3f/q263W5mLyE7/X4/jnD1c5z5Ls5e5+zq+Xyu9XodRzP+5//8n//J5v4fG//hP/wHSQo9c3t7q6urK9XrdZ2enqpWq+nk5ES1Wi3OtG40Gup2u3p8fNTt7a3W67W+fPmiyWQS1+XI1FKppI8fP6rVaqnT6YSMcy79+/fvVa1W4xzpRqOhZrMZ5zQ/PDzo7u5Oq9VKs9lMi8VCs9lMNzc3qlQqev/+ver1ehytyliv1xqPx5kjRzkP/P7+XvP5XPv9Xn//93//V5/z54y/+7u/C9uB/eDsc+lJN1xdXWX0eqVSCT3Hep6enqrVamVOIeTcba7HcamtVksnJycqlUqq1WqZU7rYq34W+s8//xyy/vDwEHvGj8v1I3j5HMfsYjfRn25nPn/+/Kx5erbh/kvHx/n/j/372Dh2dF56bJ1/d2q406Mg06Mr+QzHtvE3rsMm4uVnI/v50P69eR3p8aTfO9aRcew4wfRv/lk/RtD/n35Herwnn/nePRw7jpTr8PpL47UcbJceoelHYn7vSM/0/99b1/SnlJV/5Hu324US2W6338g9ys3nnrO2/cx6v1dJ8Z5j9/saxl86fjg91tGVffriWq6X/Po+l65nfO8em/tj+5Hrfu950AN+jddyRLF0mDPmx49JTXU+Lz/WE8eez242m4wu8eOAXT+lNkPSN+twbC59f6TnvPs4djTyr90vzzbc3FA6IS7Y6ZnLx84ZxcPkvev1WqvVStVqVYVCITxUF/RKpRLRA9d9eHjQ/f19HEq+3+/jYPpWqxWL3uv1VCwW44B1zkJttVoRcadR0Hq9jmsvl8sXTeg/xSC69bNgt9tteJiupFNDsdvtAiXhPfzO1xivncPmJcUGwcskesQL5TtcUfE55r1araper6tcLqtarapUKmmz2ejh4SET2fk9S/rmPXkd+/0+otJ6vR7RGOhOrVZTsVgMeXt8fNRms9Hj42N49CBAOLdEVYVCIaJt9mCpVAoUiaiMiLvX6+nk5ESbzUbL5VKlUklnZ2dqtVp6eHiIyJL16Ha7KpfL6nQ6mXlGPjhneL1eS1LcLzKT54F+Qa4d2ePf7Aueq1arqdvthv5ar9cRieMUrVYrXV9fq1AoqF6vq1arRTSNrDebTV1eXqper8c+q9frajQaenh4UKVSCeRlu91KUsypO2PsJxxBIsZerydJIVtuYPLuVBHxsi7IJLbi4eFBzWZT+/1ei8VCq9VKi8Ui9A86fbPZqFqtarFYaD6fq1QqqdFohD0pFouBPpbL5dBxg8FA1Wo1dA66rFgsZvYs67bdblWr1dTv9wN1Rjf5OdwgiB5tY/x/jS57keF27/6Y9+CwxPc8O4fQgdHX67UqlYo6nU4IvHs8THqlUonrYDwkfeP54ATwt1KpFMYcCNwNNwKOc1KtVsMxKJVKuRZ0Sbq/vw/IJTVy6e+krDfIwe5pFOgoCApDUhgWroNiw1EolUqROkEucAZQiJJiA1Wr1TDY9XpdlUpFm81GlUpFi8VC0sFwu5ftUHleB8+aGjOcSkd2cCj9xR4BipMOa8r/Hx4eVC6XM1E9SqbX66nVaoWB6Pf7Ojs70+PjYzirrVYrUkUoSDf+QI8esZBCAc5nrfm8RzR5HTyPG8I0QuU5mH8g7f1+H9D3er1WqVQKWZ7P55pOpxFIlMvl+Fu9Xler1VKz2VS324112Ww2kUapVCohG6QMPcWURuVuBDzYwanjPbwv704VOr7RaEQqgRQO912tVgN6Zo+sVquQVZ/DyWSi4XAYRr1UKqnZbIaxlhR2iBQq9oe9RDSPLWB/IDe1Wk2tVivkBSje7SUBj8P+rKEHSM8dzzbcjUZDUlYJueEmunVl7xE4Dz2bzTKfJw9LrrNer0curtFoqNfrhXF15U7OZ7FYhMeFokFh8rlqtarT01OVy2WNx2OtVis1Go0w5tVqVdIBDWAj4m3lWdAlqdlsSlIY6TSXipdI9NRqtbRer8NBcQOPw4KDs1qtQljd4BMhF4tF9fv92DAOqaLgj8F2nU4nrokMuReLHFUqFdVqNdVqtbhPZMo3QZ4HSh8v3+eKOQV9mEwmgfiQWybS8Pknp8d1KpVKzOtgMIh15vs2m00YG3fkUtgPI1OpVCLHLWWdOZSQo14OUb6GdWHucRw7nY5OT09Vr9d1dnYWz817K5WK2u12KHV4BDiZyGmpVNJ4PI59yHyy/5hHUBiUOe/BIIFYVSqVMArtdlvdble1Wk3v379XrVaLtXSOwmw2Cz6Iozk4u3leG4Iu9DYoX3rPBHjSwXktl8vBlyKqXq/XGQgcDhDOKzpluVwGP2e/38d3SwrZ5ntZK+beOVmOoDHX6D/+xvOwHpvNJnLczx3PNtytVituAA8lhV1QJihXN9xE7ChyXkBytVpNzWZTjUYjlE+329W7d+8kKR7s5OREzWZT0+k0vJ7xeKztdhsOAJMCmaTZbOrjx4+xiabTaUBYEAiAXsj/FYtFLZfLgIHzPNrttqSD49Hr9TQYDMLDLhQK4dR0u121Wq1ITzgJb7FYhKHAaBA9IMhsChyuWq2m09PTUIAY9Gq1qvv7e93d3WVIbswtEBVyAeQuZclPeOA4CcvlMqLNvK8NTgmkMxxEN7goExAlUkdAgDhPwHVEiq1WKyJrn/Ner6fT01O12+0wNPV6PeYSRfi9vCdEH8ii5MTdqcOpWK/X4VS44QYByvNwRQsEjmN1dnamYrEYjiQRXqfTiQDGHRSMDMZ5MplEygGDTqqOPTmfz1Uul4N4iG4ijQFEXqvV1Ol0wjHDYL179y5DEoUQOp/P4/ulJ1mbz+daLBYZ45XXwTyxH5zMJWW5HEDdzF+lUtHJyUnoKp49RSKQT8hrkD0lRRDozjCy7RG/cxN4L84ajjnII+/DseP3GHf21W8ScePdkH9A0HwyUSp4eGxy3oN3Q9TuHoszID3Bz7/xgDG4eCrSk+HCI2UC9/u9Go1GvFqtliqVSuSRiMzdcKPUPOLLs5AzPIXgOTGE0iM9RyOIwNjUCBSwnjPOmS+UPhAVsoByAuXg33i3KeSEoUHIHQ6UDp4tTFv/fqA/30B5HMw1G9sJLGnE7RwS9g6OFPvF9wfOU7fbzThNIC2SYt4ZDr/j9SP/ONrAfw4FesSTwuauuDzSyfO6SNnKFHQJcka6wKF/5/F4Lhzj6ZF16uT6OhNxs6asL9eH08B94Qg9Pj5muBHpC8dOUuhY0DScLPZpnoc7kx6dOkSdVqG44W42m6FPpAPSy9yiu4h2UxlwxFhSRMPsPSdTe7qPFAry4w5tSr52ZNf5Fb+J4T45OZF0gMoZCKKkUK7T6VSLxULD4VDX19eR73HP0G+SyIC8hpOY3FMqlUrqdrvq9XpqNpvq9/vhXW42G3W7XVUqFY3H4/DGiLgvLi4ionHWIcpuv99HBEfUSbTqiiqPAzSEDQ5JwktTyO8wyMsAya1WqwwZEJLIL7/8EkpDyhKTyK3V6/UoecHYNpvNiDKJGlGITlbDcEgHqN9/d3Z2loH3vuc05nF4hERkx7N5ns1fDw8Pms/nms1m+vr1a5RmwdOoVCpRskQKCGPtSAZpqdVqleEOAM2iyHFmmUfnHWB0nGjD73k+DAlwLsY/7wMDTNRD6g3kjvIplCz76+HhIZMTh6yGUSkUCur1etpsNpn1wpnBOEynU0kKxIu9B/GQuUS/giCyL3kRmXq50Ww2CzTEiVLwHfIcjLiuR/bQC8gjqGpa5sZ8kBpy597zyNgr9CX6nu9zlIn1QOb3+32kspxseHJyEoEFc+5EU76HvQcyStD50vTSsw23DxccDCC/T/+eej6udD2XwYvImwVMPX035u6xHCNuuMH1iJ8NSX4KuBYvKY1I8izo0vH5TslKLhQ8F84UkBRrg4dKPtSjJ+bFo24Um5NgjhEUfe24lqMafr+8PyXh+Ou1DJ8H9+idJ5IS0vzFHPhz4wDw8vnGsb6/vw9D6mgFioX3eloLpQcCw57BuBQKhQzTN41QpHw7UwyUt6SMc4Ky5bmZF1jkkKB8rtMIzddSejLOQOTMI7lcdBFzi8H1+3NkEAfQ67NZX0cFMBCOcGKQ8h6ISAd9DTrh6+IpJg8CUv3nuoprseckZdbW9aXrMn+xr3i/BzmkULjfNNBJ9SSOI+uITXzueLbhHg6HcSMpWy7F5720Be8VMlK73c68n5wSUQSRN8KJ8nDodTqdxiZYLpdB9JAU0C9Kiw3HZvuf//N/6tOnT5FHpNECxITNZqN2ux1RLMSvvA8XNrx/NqiXgvE+nCbypLvdLhAL8qsQCZ11CRmwXq/HnA+Hw/BUi8WiBoNBEHCurq4yQouiQbH4fbDxgNpdjlA+0+k0yDvwJfI6UL48O2VZyKNH3DiNX79+jcYbLtNAcLPZTLvdTp1OR5IyrG7ml8gEtnin04nUBwYJA9TpdKLcDEgQJ3qxWESJk0eFk8lEd3d3YXRAeNiLxyoZ8jbG47Gkbx363W4XeVHWAARxOp0GnI6iZW5Q3ovFQp8/f449IynSGnxHqVQK4p+nhiRF9I/OK5VKOjk5CaTx/fv3AQk7srHbPTXD4X4eHh50e3sba7ter3V+fh4ykdfhDpD0tE5fv36NFEKpVNLl5aVqtZomk4kWi8U3DpEkTadTrddrTafTDNrkQcVyudRoNNJ2uw0OEA4CqQcifZwsovDHx0cNBgOdnp6q0+no7OwsZEdSpDhGo5E+ffok6RC8OmIJ6fH09PRFDtWzDXdKHELgwfOdPOARK0LrtY4sCqQnSE7tdjugH7xJlI1HXkxuGi0w2e6d4W0xocD3QPZ0EWOjYtTwiJ1d+lqGR7Ve7+nGnb+RLnBlhNfohoXrst4YWBjoOAeS4veQmFBiQGDlclnr9ToUpOe+WWc2m0cQ5JvYOHlnL6eEGjx1h2GZ39VqFREdEJ6kTETh0a/Df/zN1xdHjdQC95Mabuq5cZJgxHp9PfPNvXCvbrj5PGuWd8NN/pc1SREP9AhzNZvNVKlUNBqNIvItFArBQ4A7g15BXn1/eVc6dJ8jg+n+cj4D/S2ossGYOOKR6kNIphj0ZrOZiQbzOHyvYCyZ48ViEbKM3vDuj84jcCfS7YgbbvQJJESPrj1Vwfr43IJkQf7EMUYXSgcCI3vMu1g6uY068Jesy4vruB02QDih0AM7S4f8F0Lb6XS+MYK8p9frqVar6d27d5nWgE6SIU9EJI6hBl6XFBEzgopnSvSNV+pw63q91tXVVQgL4/HxMfJTeYfKmXPQAebEWeE4VwhToVCIunmY5u12W4+PTy0XYYWfnJxklI1fAw+YvxM1o+i8aQgC60Qd5tvzWQ41Au9JBw+8VquFgk1TAHkbzv1wp4QyIYe4ncNBrTWVATi9KP5WqxVlL+Sv2+12EHNciez3+4i47+/vQ9FhuO/v7+P90iFSIDLAqeB3+/0+EC1QD4wEhjwtHczj8GhXOji15XI5UybqUColQKAm7tA66Qg9yHccS/NJimt6/tSVN3wCJ705ydFTeazber0OVMwbSTncnOeBw0qgSEMagr9qtap+vx+McGyBBwdORAOBIsfvcDjr5OvnFTY4bTjKGHS4A+5ApwFGt9vVhw8fMvsbeUDPDgYDNZvN0L2/ieHmyx1KIDLw7mIoWsfvne3nLEuiNgz35eVllLmkzFX3Pj26A9bbbreaTCYB867X6zDokD4Qbl+8x8dHTSaTzCbAk0Wh5T0nxH0DOQM1r1YrzefzEGTPcTJnQKmSAilBwJbLpXq9XjD13Wsl2qXePSXYIPgO47oyJ9rxKJx183QMxs2jFKJWrpPXgeF2tjWKJM1PS0/r2G631e/3M7wRnFWaexB9+X7q9/vR6x/FcHNzEwqLOnjfBx5hsj6em/UcLcqKKMejUWe+g57k3XC7/PBCz4D6IWs4JMwhqYHdbpcpQXX40w23r6/nYUFEuK4jJYVCIdPAhRd60OUDpxiInGgT/ewIpUemeRzMIfqKAAoGPz34m81m6AEcRw8scDRBEjebpz4GoInsTfRHGpB6nwLmzcu4juXHvRKAoEjKtlXd7XaB8kKgprPebwKVI4QYM4d/UM7UqTGOkQXcy+EnZBjgWQYTghCTj02hQZQhkUWr1YoF9zwum67VakXOPoVJeA95K0cR8jqoa/aIl2iKFIGTWDDutLT0CIC1ZY5/+OEHLZfLWD83NJIiMnelhDFmk3i+jnsAaalWq8H4r1QqWi6XoazIk3tE5/nyPCsg6dDXAOTJWdzelne324Vcr9drdbvdDIGMz+OQtVot9fv9DJGTiBvyknRQGA4lAvFSoz0YDNTr9TItTzE6nqP3fYaMYKQxJBhwj0bzOpgjSnykJyUOEzytXEB+/fmJrj1AATlyJX6MUIvjRW24w7DkYvk/kXRalSEpvvPk5EQfPnxQvV6PiLvX60VKarlc6uTkRKenp7mGynFipEOXRp4XveRG1B181+FUC1GqhcF1ZIS90W63o2GRN9nh76AU7ny7oef7PAihayHrhQ7jvmmh67L2m0TcwDl+Iw4Z7Xa7ID6k+TaMM8adB+RGHZJjwfwB3XCjrICPnBmOonRointuNBoqFJ5OU5rP5/rpp58CMvS8H4uRGpw8D0pLPEeDsoZwBMyE4LVaLb179+6biK9QeGpacHZ2psFgEAIHfI1ic04BJ1sxvGQQ+I8Nwe8o52s2m/rDH/6garWq6+vrOFkKSHY2m0U3KP8O5CrPYzAYSDrsGXJhXj5CPhS5lhT8gMlkEsgPjud+v1e/3w8lzbU7nc43vfcx3LCWWYf9fh/137/73e+CoEZOkNJADDnOkkcGoFRAlaSo/HSwPA90hXRoiAMyQqkeKYqTk5MMjwa95AgUCtuNNk4na8F7SAtSRknrU170tB6PxxFBT6fTSDd6JO9oSr1e12QyUafTCYP98PCg8Xis6XQanSjzHIh4oy8MpBMCkTdQHxxSEETQI/YT6wrE7U6al9n1+301Go0os/TzAfj+RqOh3W4XdfZOzCaFh50cDAbRnOr09FTL5VI3NzdBTry/vw+HDp3wm+W4pW/JTnhBDv+4N+MeP393DxTFIh2S/w7v8IBsDn7ibXnETPThrGrul/wvuV8MPwv/PSPg5Ky8DuYnheIkhSfnuRwUC1AowoywE1mgWIgyttuter2e+v1+OG3SwTBxL8w/o1wuR1c8Bu/BKDkfgk3BvbmCTF95HmlqAMifZ3fyI5Eb0BkkMaIsvw4Kw/cRn8eLZ296aslJbsdIa46W+PB9xL3jSGA00hRW3ofD499L4SBfPDfPlhLa/HNecuQBDAN0wslwpCDRZciEp77SyCytOKBnxX6/j9QjLGm+l+6UeXZ4cUp4LuTUU0tpKjXVB8gwRhFngMNyeJ93NPR0g5Rt7e02xVOn2KdjvAHez5p5CTLfT+SPw/YSIvSLIm48U78pvB2/KYTSoVMeuN1uZ5T74+NjnN4Csw7PHfILkQJMQow0OSiE3w9FkBSelOeRiNz8DNa7u7tYMM91SYe8b56Hw36OeEiH5/F2e/f39xqPx7q5uVGhcDjd6fLyMvLd1WpV7XZbHz58CC+WNXQIDjIb+fJSqRSnUCHw1WpVv//97yPv47lUoGOcBbxsdy6cPe6s39fA+EcZ4NkDZbMePK8rJzYzvauJhFEU0+lUP/74Y4ZgdXJyol6vp263q8vLy4iq3YC4sZYUaRXv3AWczhoQyUkHPsl+v9fp6akeHx9DKbkDTtvIPA/IT97pzfkd6BFKhdAfjUYj1jOt8/b8qCt1j8pploIhHo1G8T2bzVOb1MFgoEajEa2Mqba5uLjQ+fm5pKfqmO320OWwWq1qMBjE2eBefTEejzWZTGI/5nn4AVNEun5OBU5qoVCINWTu3NHCMb64uNCHDx+CS+Uw9+fPn3V9fR26bLPZ6OvXr4EoY2foyEmOHB1Lm1RIb+5AoJ887Xdzc5Mh7M5ms9ChoDzPHS8mp6XeDsonNRYYbt7rkXKaT6ZEgdZ1fngB0AKwYJrbcIOSRmdOkHNviUn1HHbqdXt+I+9RBPfvjFMf7oE65Ack6tAo88YcNZvNjPLpdrtxQImkYCpLh/7PzDey4d3UiFy8njmN1Jh3J3+k642HnOfogeFG0MlEPAcymXr2RAL0eXc2PW1qmRfvl817mFfm71hEnBKW0j3uUamvr0eDGDpf87yvi6M1vv+PoTrsH+aCn75mrI/LqnRgObvMYvRx0BwJ8/Qe841hZn49FcZ3Ecg8Pj6dfMh6+D56DQP95W1L+T0yx3uc5MxwZJi5w/EhUGOdptNp9EVgrSnFc2fLX76HWUcvgTz2wqmldwj36G3B0YXPHc9+p9PtpYPgkz/GOykUChqNRhH+A+nhNd3c3GgymQTR5uHhQZPJJCI/8tYoqfv7+/hs2mXNj19jop2V6EQFPxyAaPL09FSS4v69m1Ra2J/nQRSF4XYhY3M7oxyU4+rq6hu2PmsC+/Hy8lKSMgq/WCxqNptJUpR+uTJZLpdBCHQlQi6n0WiEl8v1drunUr3xeBzsaS/LwOlK0yB5XhvWwGWS3Nliscg4tkTcq9UqTpdCpmezmcbjsUajkW5vb1Wr1aJelMi2Wn064QpyGI4YfyMF4dGx70snwHU6naPMcIwTDrTn0RncR97TGEDG7XY7YxAw0ih9T194uQ/rc3l5qWazqfF4HAfq4MzwGo1GcbBRv9+XpNhjROXM5Xa7jfd0Op3gBBHhffr0SZvNRtfX1xH0dLvdaNBSr9d1cnISjjHrDPmXcti8DlKa3okMHhNorcPTpA28zwgQeaXydOgIPAD0htdhs640lGJdcMo8HQJJ17klpDnYs/ATQFUmk4lGo5F++eUX/e///b+1Xq+DlEuN+ePjYyAvzx3PNtwIQOoZEunt9/sgrtCLHC/Dmac03aDT0OPjY5BZeFj/Tpob4C2l5DTpkAf1WmUnXBHBeK6chi/Ue2O4vI4Yocn7cA8UOA7I71itIQpjNptFVO1RFesLPOSwNN2KUCSwjR1eIppHyB0mBAJ0z1dS5nOccITj5rCrs3NfAxLiShJFKymcFhAfN9xAcKAaEL6m06nG43HG0CDXTiDE2XTDDcrhZTaMlBsCGxZHHOfYGePwHtxwY/SA1vM8QDNAglIYmTVB9lG06EGeudPp6OTkJPYDRhiZlxRHRjrBiVQgNfEOqzqUXq/XM+zy8Xisx8dHDYfDgNZxwLjXVqsVPRD4HOvtpbt5HMg8ThRBB1C39ETG9cNZcCIZrCvnMYCsOjcL1MTL7Pb7faBb6DvsCZ+TDk62o8YYdZwl5GQ6ncaZ4NfX11GB40RqPv+SIOTZhpsIwSeXiUVoYLVyTnahUAgYHAwfIw5D1Rtp4Mk4vEDkhtNA/pu8IArFSSDuLc1mszASxWIxzuNeLpdaLBaaTCaZekcvcfHIJM8DIfMGAk4Wk7KnOEmKYx+JKJhLyq68J3MKfzqUDnrhDhdrS8TtB184+dCNCCSsTqcTzV2IQEBzdrudRqNRrKl/Zx5H6oRSf+3cD/YE8rtcLuOwCxCST58+BeN+MpnEiXeOsKCgOXSHKJp5cmOSkuMw6igs9qw7cBgB9iGGh/0pKbN/8j7QWa1WKyol/EAKuDvoLpwR0kLMKexx73iHcSQny77kZ7H4dIb9fv/UlwCEiijfoVh3tqVDt0McbaJoz6d7CSsIAERcb7aTx4GO4R4dTsYRxThiA0CJ9vt9IEron/TUSeTZHTWXYfYJaQmu4frG0xy8hsNhRNwgBKR/sWPdblcPDw/ftCAuFouBTD93PNtwz2azjEAxyXiRlUolSkzoJw2sUSodTjZi8tgwECykw2ZIIwfyHfv9PkgEeFVe9+jMViaN7l4olNvb2+jqRZmF98TG2wUheA3DvUWPsF15ewMcImnquN2D9NabzKeTdZx5jLHvdruZRgnNZjOiau8ShiPkAo+RJkLodrtBwHKDJj15vLe3t5pMJhlyZF4HiBDKlpaVDvfzDDQ5kRTOJAr5z3/+s66uriIX1m634wx777GMQzocDlWpVHR6epohwknZ6Jq9DIzvXBPPH3r+mjVxw81zkq99DYabIIG5pFSPsiHgVpdhzykj68ivG2/QFN6XNq3iXAbmlfkjeGH+nH3Od7OP2IsofE4k4ztZr+326bQzgh0i/rwOdzjQR6C0zCsRM0abPDZ5axwUED6fD9AJ9CPfCWrs+o7ABPIszhuoLLbo/v5et7e3cb+73aEjnhvufr+vzWYTexe5YD+9ZDzbcHvEBUTm+W48EH4SUZF0d4IMSp9cEIYbSM9JHkzC+fm5KpVKHDxPM4HN5nDwghOAiO4QbITVD6nwU1ukAyHCFdRrIHUgdP4sKBiEjLlHgDHQ5HlYI2pPN5tNhhBDFOId0lAisC1xEoDDgeFxFPy4SJS+RxZsFhqUAJE5WRAjlEKbeRwoGvaJK372AQ4t80AlBKgJ8+GKiPVyONFHSq5irtwJSvczfyPKB551xxlHFyOF0nED8xqQEElRpdJqtWI+0WnsfRQrSnU+n0cem1wxLTn9sBdHVCQFORMj4vAsnB7vHSFlzxXw+QVRA2KXniJAcqkuD6y/lyK5jsjjwHA7ZI7B9KCBveEpOIy9pzM8b+0EXSB2onnv/oieJFVBEIJcOxkNx9aPGvVULc+x2Wzi8KV+vx/VGNgh71HxnPFsww1JAgXjrFOH9SRlCEbD4TC6dPHwTAanUQGjo5S5nhfGcyrO9fW15vO5Op1OKLjhcKj1eq2bm5tMO0aHDoFlaYuKMiOnIR2IEb6w5CTzPLwcwaE5ogegTRSLvyqVSgjS6elpwN5sBkoypMNZtHiolMm0Wq2AFp3MQ2TBRmOzIdx4rChIIh83NO6EbTYb3dzc6MuXL7FZ8jw+ffqUybf5gTbsg/fv36vVaunr169hNCCfcRjOaDQKUqUrMX56ishhVF9jSIcOowO1ugGH1MRewVi0220Nh8NoIkEDFhobsVeIXPOMhEjS+/fvVSwWdXp6qlarFWgGe4g0G8Qj0n+cJoWu894HHq15iqnX64XRBgHh/zinnGblxtrLIUEWZ7OZlsulvnz5ouVyGTlc0Bb2mOe9/eQ2+Ed5Hciu9933VqWFwtMZC35Ai6fgIGgOh0MtFouwB6BS7JHtdhv5Z28a5HuTBir0HJcUzsButwskwzk36CRSstg20E0QSoLQ5XKpyWSiL1++vMihelE5GDfuHsWx//N+Huh7Ly/VwqgzARCbaAlIz2xgcaD2UqkU3q9HhywonhR5EfJQHoGkhCc2ijsneR4OYftwg5fWlKIcMMCSAiLFcSmVSpkaX4RWUsbzdcPh9+Dea3pffh/O3HREhv9Lh3OjqSzwPG1ehxOV0ijo2Bx4jpK1waHF8NOjmegsje6kQwT9l+QWpZfuY+cc4NTSpALjxp7iGZEZ6rq5rzwPJwViQFMUkWcCrqWVqBOWcJyQSXSJ70k/HMRRJ3c+Kcnku102/N9uzIn2+Tz9MLx9JnuY93tUn8fBOvDc6BApa1M85YO+cnvjKJfvLb+2y3LKj2IQUTuSgc7DdnA93i8d5AcdWalUohEMwRH3Qxn0S9DdF5eDcbMIDNADkAasRm4Qg3t2dpaBXj1/Sj6cPCeTAjyI0sITur+/DwKUpIwzQE6qWq1qMpkEtA6Uxb2zCdh0kqJ0CRiZhc0ztCQdBAlkwTc3+WPSA2mOGjjbiYFcgzUgl4dHimAD8xGZeVRN+QZKyu+1WCxmjhvknGPaskqHNSUyZIOcnZ3p4uLiVeRSQSKIuB0SJxL46aefVCqVdH19reFwGPPnpzk1Go3MSULr9Vp3d3eZXBz7EKSJf5fL5TC4IC5E9SgNj7QlRQR9c3Oj7XYbSoVoj1wtBqVQKARUi3OV97VxMhjrRFSHk4+hm06n0aiDMkgMv3NHkF0QB97T7XYzcKtHxY1GI5Q+fBzv3oWOZG8SRbKW7EvY5rCvWbNSqaTJZBIpQkhUeR13d3eSFEd4khoCNSwWn3oYuANEYILuckNO22R0oTuVoCisBwaW4M2rWvgM6RXfo5PJRF+/fo1gBxLtYrEIvk+xWNT5+bnK5XKcMwA3ot1uZ4KX54xnG25f7NTjcG8DZesn7OBtuAJHMXtOwlmrDv16hJ5G63g07uk6o9qJUCghPLjUy3ISCpHEsUg2ryMls6TeueeVpWw3PCd68XngJRQaUSDriJOFkWDe+TybKo3CJWUcDDZAmgN2BUc+3R22vI90fp3gh9xT+kUXJfaO7wGibj/31x0wz3Xj6TOXaTQvZRvypO8h30ap0nb7dBoY503jTHgEIx1OEMOZy7vhlrLVEcyj6zbmEWNOTpK5B0lKI+xUHzUajUyqUDroHjf2yHqa23bH1SNE5+CQ7wbCRZ+COrI+3q87j8NJWjwn88Dcu15yZ9WRREkRjdP4hDQHss96sj99L8HzSOfKERRkh6CItdjv9xGUAJ+THqEKB8e5XC7HUb0vKT1+tuH2PtM8gMNFeI9EF84wJRrHkyFBf3JyEgoMzxQIAdKTlzpJyjR2wTMGnqOvNpPuJyWxCO5woExRsM6+RZG5wsvrmE6nkTPGI4e8MplMMpwE6aC4IeaQz/H3uELn2nj0CC55JkdGqC7o9XrRMhWmMhttt9tFG0bnSNBvmU3kyg9Bb7VaajabGaJVXke32w02KVHz2dlZ8ADcMYG8xF4CJeL5PVrmZLX9fh9zz3yzH3gPMk2JCuuEUpvP58FHcfYuKI2kUHBUYvgBKOznr1+/xol7MOfzPIi0ZrOZisXiN5GaO7iQyyRFtOtkouVyGcrZIzOicdaK66N7POhhr3mA4mRfdCSR3mQyiba4zDX7EQPBd8CN2G63wYfJ60i5U/7yWnR6e9NVDoeIz3e73ZhPCMqsNcRZnDFHgFlD1mowGOj8/DzjmHkwgZ1JU07SIUgBSeZ37iQyXmpjnm24IcV4JOACgHGmbpeIC9gIyAeIsNvtRuMColsgBAy3R9N4M87AxBggoOQOYApiZFwI+IznSPmOY1GnR4F5HeTdyMFR73t/f6/RaCRJUarnigkSmc+Tr6nn2Kifd08UReGOU71e1/n5eZCuLi8vQ0F6yR2Ona8NTXEw2u5kcfAGBg5Fl+e1ASLDqJ6dneny8jIQKKA5ZA6I2nsfYKw951cul6OPNc4tx3qyH1LPHta/t/ndbrfBFAcGZzg0ybpR3w9k/PDwEKkoOiJWq9UXt2/8pxhEQxwj67nkNIKG2Y/xhPTp+8AbQjm0TUcu30vpurs+Pca14fQ9PkfnQ5wmh+nZ1+xNSeGsbbfb3JeDObogHeyNEwLT8yvcELpDBKOeSBvUzpuysBe4DgEMa9LpdDQYDDJILuuO4Wau09y8E+ccJXOb82vHiyNuhCVNwhO9Agfyb8+FO7SGESW/xsQB+UiHrmcPDw9BuMDwOyXfiTgOf+E44FFh3Ci1YYHIE0F841AHz23keXhk6gzuNA/sJBdymrvdTnd3d9FgwwkVpDswKA6nsgmkbH9gCDcoD2dbpggMSo16fBd0V3YoS+kpquh2u68ix+2OzTGo3J0O5p4qCxAlcmrkt9vtdgYudXiONBXHP6bljZ5eQjFCdiOfCCSZ7nHvagcv4eHh6QhKiI+ea8/74B6dE4DcLRYLPTw8HYdJQxyiPF83DAWGE8PN347Js5OvuI/tdqvxeKzxeJxpmuMd7OAHIUu9Xi+T+qPc0tNXbvzYS3nn7JA68hQl6JT3RWBuHRV1ZI5nhoxXKpWiSQuIRIoYl8tldTqdDELo5Dcpyyr3dJUjH3BYqFJwvQmaJh3ShV5++dzxbMPNkXGcOIMSYKOTh0NBM8EY7jRfgNe42+3iQfDUUW7OMEYxsKm8bi/1cpz40el0YgH2+32UCbhHhjNAX2wmEsJVnqM66dATO82lsulThwnBoskJ53mzthBCiH6BlVA67r06dETkQR02MK7Dd85YJu83GAxCplzIPQJic7ZaLV1cXLyKIwpBCbyTnOfQcIjYA8z9u3fvQsHO53Odnp7q/v4+0ksgK5CTQB5KpZK63W6cIEUbRocBiSj4zGAwULvdDiRktVpFCSVIDpD6ZDLR3d1dnC3skK1HHuzLPA+e3/u64xDhjHz58iVKdvz8Z089AaPDQWDfpd/lXQI9+gbF+uWXX/Tly5doEUz6yo020DD7wA0P31+tVr/hHzha6eWveRy3t7eSDsa0UCiEnoBE6A6JVwux19zY8rwQpD0liq1gUBJbqVRCBgho3GCzlqCVTsjGcYKzwvsLhcNhQdVqNdMRzjlYzx0vLgfzCeWFgvWXpPD63fCluQBn07mnmMLjKD28ex6Yzzmk4l6xswXduHkzAidyucGQlPuoTsqW/7gD4/BOyu6mlt7X0Dv5uDFwNmxKwkGg+TwICWvD/DOfzHXKOWATwvSk5Snfj8JzKPP/FW76rQf3h6y7150iIe59Y0R54Rz5ZzzaLhQKcWiLlzYxUDhO6GGNiZz5PVE1rTvZizQiccSNfcX9YHDSe83jAOXDcKNIQaJcqTLPIEXApBgVUnSOKjFwaI8RE1kH3w8YeaByJzg6ginpG72KXiR/z2BPzWazaFaV15F2EGMtvEEOz01ZbyrTKQnTj6k9hkC5LINIucGG+OZOttsskGMnx3kAyUj/xn0jO7+J4U7haDe8zl70ul9KgiQF/IxAufBCOnAiDZ7KcrlUqVTSeDzOeLK+CDw08AT3Kx2aqpCjZxFoewrhBkUFeoBhSEl5eRwuWCy+1wIXi0+NJsgP0zRlMBjE5zebja6urjSdTmPugORoz4fyR6EQQXMgCLC355zYBOTYiWq8qQWEJ4w1MHFa2oJT4LKXZ8NNdA2aQ26U4Up+OBxGu0bpCUb7+vVrGE/mNWV++967vr7W+/fvA+kgmoD12ul0Yt7gLPzDP/yDptNpKCwaQrAf9vu9Li4u1Ol04ix77kd6yuMjLxhuHMI8j+l0Gg4PiBJzjQNFcw50DBwM6VCj/4c//CFItihv73VQKBTU7/fjnHsCEkqUvEyPv9GMhXw056x73bczy0nvjcfjb9DB/X6vq6sr3d3dhdzkGUG8urqSdHAEpUPQ4Qcesa8gcDofiujcW2m7PHvwiMH29rZE5ThPNzc3GQNN10Dy5Di7fm3QL2/ixTq3Wq04HhknYD6f/zaGm+G5h5Q04Hg9v3cPieFOgF/Tozk+l+ZdHWokCgO2ZfP4dfFQyY84lOwRP/fu5Ut+L3keCESaMvA5Q/FwGhL1hQgvzTOA2twxAopHqXl0jzFPe11DpnHnSlJENV5alEbh3igCeCyFq1y+8jrSiBvH1ZERlJA7sfS8xrF0795REV9zlAq9B6Rs6R1kTRwvDBX11yhHunNtNoe2nrBwcRSkQ2OclITmbOY8D5cd5hzDjZx5IyYUPA4La0kHSOSRNZIOjhuOFPsShr8r+lTnkc7w+fa96KRdnHagWL5fUqQHadXqf8vjSIl8ng71fcD8MGfOJ2CAFJLCSPP7bnccUeSzvJeACHlwki5kaI/0fW97cOFpFi9rdpLcc8ezDTfGkYXnIApy1dxMq9WKB0UBeM0oChnPydtikiNj0Yi2XVApsaBxgStBjAMC32g0dHZ2JknBVudQEU6/AmrBI8PDhlSU9zyqdDiqDy8c5YlAMTfMG7lrBBDvHyKUr+1wOAyor1B4arSRknX4Hvqcp/19qXX0nsDz+TyMjMPf0oHY43AVazyZTDSZTF4FVI6yTuuEIWYWi4eSIYdnx+Nx5JhBJ+AhSIoKDElh2HG6Wq2WpCdjfXd3l4ERcaKI/HGi3EDsdoeezl4vz57xhhXu2KZlgnleFylbXiopGgJ5Sgf59Iiv3+9HDpPBZ1wZO7mTzwOD7/f7mCPa2zq5LXWWcbTIn0qHoIlT4zirnTw2acFCoaDhcKjJZCJJuV8X9DV7+49//KP+9m//NhMlYwDhbjgC5w4Veg/b5BwF5nU+n2dqql33+L7F4D4+PgYiQprF7RB7zfcb64bt4XRDHIHfNMeNR+NeKsobw00HLF67Xbb7mZNiJAU00e/3M1CHPziRBAYIEsaxchMMBZ+FmckC7na7UDAsCjknNpUzztlgryFf50KDF1csFqPe1HP95HyckEQEQtkIjHOMB1ASsBDr4WQRDLnnpZg74HgvLXJo3xEXz2W7opIUzRTyDPcxkFE32uwfHFr2AA7OarWK7lYgHH7U53b7VIvLngE+5xoo/81mE/lr3odj4JG751ZZS9bCy5u8jC91sHi/k6jybiCQO+YUhEM6wNk8M1wPjDdpOeYKfcMzexDjhsNzoSAWHkm77jqWjuTa/gzT6VS3t7dx3jPGSDocXTqdTjMOV54HqQj088nJiS4uLiLoc8JZSpBGTl2OnYHuVQ/8hBjtZcP+OdYm5eR4c5iUhJ3yjDD8ONkOkXtq5iXcg2evIpO2WCyi5SKCQl2dG0oEj0gAuI2bwwA7uQDlzoOt1+sMsxUSibM49/undn/b7TZql52gxiahGQZRBJuM1nPkX1lAPNa8R3WS4oB5hzK5Z3JrKFUXbodwIJYhbDhHzD1Gn/WlfzzfyzzzPr+2byzkh5wcima73WZY6CixtETCUyN5H2lTCJ9zlAQR33g8juiJnBqOC8gI10qNJVEHBLXhcBiROkx1eCDcC84d1Rk4DshBimR5qQsGwCFGuBOvwThIh3RdSmZF5pwAS/4ShxdkqlAo6OTkRGdnZ5lrSIccJ5G27yOHXT3PyvyxD05PT6PrGt+HEcBweOMjh2adj5TK3GsY6A1kGr212Ww0HA6j7TUtsNEhlFC6LnHD7YaUnxhPUF+CPNJ2bp+Yd3egPKpm74AGePr29PRU1WpVHz9+VK/Xi2ZZ9/f30fb0uePZO4wIDELR169f9eOPP4Y3CCS0Xq+jRldSlAchxB7pMqFMHKd8OVHHWc5AFe12O2paUfz39/dxmpKUbb8K6Q1SFixQWKKUfADzprmtvI/T09NQ3M5KRkglZQQJNiYG1nNfrA9OFZE470eJ0OVsv9+HB4yCcJQCT9JhX5p30D8ecp3n5YHJia4RfjYg/87zIHXjRtD5IZJize7u7vTlyxdNp1Pd3Nxk4FTIkw7fIZukgKiv9ghtOBxmDJNHIfyfJi84dhAP/Z79BCzPC2KwcQJeg8FmMCceSXkU5uxyOARe806XxvPzc11eXn4zz8XioRMkpFk33CBPbriB1jmv+fz8PEpa+W7WF0OV9kxwAq+nMo7lgPM4HJHa7XaBNuFQPTw8RJkejY0Wi0XmuNVisRi9/dH/GFOHtX1OkHvK8LB33vqX36HrPB/uzu5+f6gVd+gd5/aPf/yj2u22bm9vNRqN9Pj4GGXLzx0v6lWeetsO5RQKh65PQBUe/ToJgAd1BcyilMvl8HQx6BgbJ0s5DOFJfveWPLrEuPBZj0xZWDajs9NfAl/8Uw0UgMOZQEBEZ17mwE/QBcgbHlkh2Ch0Ugz+GT9ONM3t4AjgrWKsKUkBLncyDw5ECk95nhaFxz3mebgMsT4YR1IY7CfQJp5ZOjwfCsfJfuwfd2xZc8odcQrIp3EMIdf2tBVKA4fK02LsGzggpKG495SU8xqcXSc/eWlWijSwB9gbbmx9z/k1JGWc3mPr6nKNQcdocGylpx68zJL6eXgH6DIqSdCB3syFiDBFsPI2cHZxophnHzyTpxg4gpjPYINSeJu1dUSC9ztRkOtLB/vET+8Ln84p/8Z5xk5hq9Kggz0EmvPc8WzDzY17XaETzsj7eF612WwGCYyb9MMSaFBBJNjpdKIMCCH0PB8RAl6UtxOkNKler2eIN5QaSQoyHMaZie12u9GZiuhnPB5HiVLeDQRQEpEZDFn6VSMY7lEi7MwhaENKOmJ9cGow4KAXpCgwujhxIBg0zBmNRpk6bWeJulMH3OS5K0+jOOM8704VJ3ihnD0nDZIA0W40GsUz+igUChl0CfY/rU79IJDxeBz9zplzyG7sMe8kSKThjtF8Ptfd3V1AidKBHQ1pkYYTPAvGDWX3WshpoEWkK6SDMpaeUlDoOhxd+Dw4w9PpVM1mM5xld6yYFydl4hj4eQsQz05OTtRsNqMtLkEGjXNYy/l8rh9//DGCEe4ZmWAtvRkJqEHeDTcoHmk/ZAlnqVwuR2kkKVP0G0Rb7JQbTnSR8wt4nyNZ6HpSu14xMx6PM6WYGGeCTNeZOGzuEOCMOcoIukk/++eOX9WAhZ8OmXkE7nlhNwL+fiJkz4en73XPiJ8OBfrLSQUesfl1HCpiczp0iNFyODLvCkj6y2uDUFJy4ILqnqBD1X4NKVu+l6IcRCZOzOH9QE3HugR5ZOO5J79fDIZHKx5t591wu+xyv3jtrsTZ5I4U+eeObehUrl32Ud7HPuPzXCqV4uhVR05woJB/jwyZc4fOj93Xaxi+Lsfk3fcHcu3kPFBFggQ3FB5Ru/J3I+5pLV8756P4y3PjaRTPXsfxlQ7pMT+xzVGBPA/X8aC4DJ4TQ+gEZuaEHvToPOeTILeOuvr8+zr4+oPMpveXpqH4u3NbWOtisRhBDVULXjnz3PGiQ0Zg9NGD9VhhPDAqpROdTie8czfYRG8O+9ze3garlrw1EQWKbrFYRL6ACBlPimiC+8ATQ0ExaUCBQI2pM4AnxD3mXdAvLi6Cf+B5GCcFcqwqApoaE5SQ1wA72QM0A4UhHfrXE7kzUFR4+ZDRYIR797BKpaLBYBA5PQyJ8xK226eyl9VqFedWA1nleW0gBqIsU1jVUQdX5g6xStnTkECW+CxzDe+AxjqgLqvVKk4n+8Mf/qA//elPGceo1+tlGuNcXV3p//yf/5PJx/78888aDoeBtrRaLX348EHl8qEVrkct3t0rzwOn0Q03zqZHeMw3Z9tjRMrlcvQMJyp2xx80YzQaxelroBms/3g81mq1CsRPOvTiRsFzT5RhwvMBXXRiFfcuHY4Kpbf/95q05GlwmiGtdb3ZCX3EKfXiYJ1ffvlFf/7zn7Ver4Mb9ec//znD5Wg0GtHO1M9QQAeBug4Gg+Aa+HtARebzuX766ae4N/QlBp41RJeiZyGh8T4PYt2+PXe8qI4bBcRPPHJvLoBBBJJN2/0x/P3ARXTRclY5/V5RcAipU+nn83lmw/ikeB7E81JOPHMj5pF4msPL64Bd75CNpIDDPUXgCoo5dY/ekQ9SDbBogZyciOMs4hR9YZ1SZMRZmXAMcMTI7yE7sC0hj8xms2/KZvI6MGDuKIEYuKzxf/e6PdIil4kidnllPkmDAKuTM93v9/E7jlt1TsjHjx+jdp/SMerIUSrX19eZPVWv1+MgE0kZ4pzLw2sYrkhdJ7lDy0ijonK5HIGAdMjPouvYUwQg1FujI133pYRASRFtcn9eQgna5cx03kcZnzu/zk/JM1IFL4r5ajQaUQpJTw1sCmcAFAqFIBhPp9OMnkHv4ER7OXGz2cwcYMLfgN890CQF7Hwc1od94Yin703+7egageavXZMX13G7l0+zEn9I38BuMPE4OP+01+vp4eFB0+lU//AP/xA5uvv7+6g7pDTGYT822GAw0MnJiaQDKWYymcSGcOivUCjEqTN4rETTvsgY/larFWQQJjbPw59XOnh76aEv0qFJC6VdrAEKBqgUmIj5Zr5o4EL3Nb7PoxaHcZ0odyz9wLX9AA5epVIpGu30+31VKhWNx+NQci/1Uv/aA64HMgZc6hAdChhEKyUHMmCk+uEq7rh4Nyec7H6/H2vlh79IBxSAXHu1Wg32MmsB2tFut6O+lpw7jhyoB+hb3g0DgwY2TmgqlUrBv/BmHeQzHTZFtxER057XU0is5f39fXSou76+1n6/D+MKSobxKJVKGo1GKhQK0RcDp20ymej6+jpK1Ha7XUTe7KH9fh+HaXh1B4YCGD+v4+rqKiLuxWIR893r9dTpdII34FypTqej8/Pz4F8wP0S47JO0KsOrjNgnxww3+4kA6PLyMiqo0G3sAaJ6TqHkrHsn4Tpj3ctfXzJelONm0cHr+WL+nk6Meysod6/JKxSeuvoAPUBkorRlNBrp8+fPmSgSRY2XC0REdOALRbTHIL8ISYcIEqOH4aCbFbmnPBsHKRsJMLcoIITdczPArt5X3P+WGljWlqgOo00vZWdr8n7PCSKwvjbOayB1kv4d4oakiPCAsTByeVZCGDUUvzcmkg55Sc+fOUeAQaqCqIkz7tPvwghTD9zpdL6JlGkgAtkTJYJD4DAh68vvGShMFI47e0QieR9EYERE6K16vR5BBp0fU+KZrxcOECViRFvSoX6fktXJZKLhcKj9fh8kQnQeacNisRh91Gmg40xyapiJ3IGQaWGMQ+FIKI78a3CsaD40mUyiP4gjpU6yJWJttVo6OTmJ8lLQI1Jyzu1w+BtnFoeWEi5HiZGLzWYTqarT09OoHwflJF3y7t07lcvlOIVyu92G4SbSxsl2Po/0sq52LyanObkFg8kNoeC97/F8Ps9A287Ge3x8jBaWMFYxpBhkP/jdlbqfP4sScU/XCSJMmv/f23UywXze4Y08Q7EMmJQw6BGoUqkUfAQEJTXwrhhQQigrjIw7QVQOwFAlanNmMrns8XicYUtzLaAqh8id0e65YGDX4XCo5XKp4XAYUC7PltfBSUzkqEn/eJoCZ5FIHAPPPLlxx/C222397ne/izzf/f19pJi8Te+xVBCtU5Ft4D+cIBpb8HeMk1cAODRLXtdZ5S8l2vxTDBAEZNy5Mb1eL05Ckw6ngqXlPOgZSSGP/E06zBVRF82H2GN8zkmJOMLsOddFksJRQqcSkbvec3nB6DiPJ+9rI2Vzxqenpzo9PdVgMFCn09Hl5WUgDfV6XQ8PDzo7O9NyuQyZns/nms/nYRw52AOkwwNN6dD6djweZwJQZ/SjJ7FHyDu60puR8f3T6TQcMfgU8/k8GPM4IS+txHhxxI2HgIeOEeThHe+fTCa6vb3NwNdAQ5SDLZdLXV1dZaIRIN5Go6F+v59hQjqpBuPt5Dc8Tc8FQmCjqYKXFwFjwVL0+/coMs/j5uZGkjLPhIJASNLOdZQQwS0gWsOgpwqDKH00GkWemWgYBUP/8cVioel0quVyqa9fv0a+tFAoxElHdF6r1Wo6OTmJNWPjQUIEobm9vdVyudSnT5/09evXb3LEeRx0QBuNRoEoYcy9/hpD6C/IesCC5XI58tRnZ2f6V//qX6lSqUQE5kdQpsrZYfTr6+uMswvUx/nsDw8P6na7GccImUKZYrQqlafT/zabTexLjE7ejcPZ2VlEP+TokelCoRBRmyNCBCVEUZJCZomIPX3B/rm7u9PNzU2UQjoqwdo6f4g18VI9HCn2HFEazgLryz4rlb7t3Iajnvd9IynmejAY6IcfftDp6al+//vfq9Pp6G/+5m++4WpAFut0Oloul9EGFkj95ORE7969y5QCE71LCl2IkUWe2+12pHVBR1grDO9sNouoms/f3t5qMpno5uZGX79+VbFYjLQfp+8BzUOe89TYPzo/L5nMdDO6R47SLxaLEV2k+SOHu1O6vxtuJ7ulD8MG8rKmlLbP7/2evIEL9+CerpQ9Ss7JU3k33q5MIb6ARkjflhWBKuBBMve8x9mYxxQw83YsDUFjFe8W5flvFD6OWdpkwtcxdaA8gvTvzesg0vGmOGnTGZc3vHJ3QFEOrClRBlUCQKAOUwPRM3dUT3AtN1AO9fFv5Aa55/18ls6F3JfLwWtBqdAPKG5P03iaiHn01I0bV6DVlPx1TC4dFeT6yL3rUrgRIFmSMmx35IRrMtJ595TVawlCWBfy/U5yPkYCY7iu9wCTPcP1vKLCG+twDX6C+HGiXlp+5+lDL13l8yk5TVLGWUeG0LfwHJ49T899IxPjHiCKGvjPDa177jQCAVaAGY6yB+JFUFEO5CScAIcCgUxQq9XU7XbDIHgew++ZUgny52wI8nSpEUfocSLyPGhagHB5bt/zyRhQIiMibZqjMF+ec2YeXal5SsEdLIy59yHnPZ5DBLY6PT3NlOzx0+sp8UjJIXFwQ+o45HF4OsbL4jCShUIhWP88o6eIaMiBUuj3+zo5OdH5+bkuLi7CoGJEyGdCxEQhIResL0Sq/X6vm5ub2A807Wk2m7GvS6VSrFO73Van01G329UPP/wQRKDtdhutbPf7fe7L9CRF9JNCyVLWMaUCRVKUCxFcSE+R+9nZmXq9ngaDQaT/nDdDioM9g4FhsCagHKwHP93wkKfmSF50HUbKnQwIjejc1GnI44A0iPxcXFyo1+vFeqFfQKWIoEFykcdGoxFtTzudTiCOIBEQ3phHHE72DKVe6CVHaz0/Tstg9lzaE8EDIfSBw+qgoS5nzxkvNtyMFBLCq8BbIcr1nLUT1/zz7qmkhpOH8bIuXsCIwE1ubNyQuCeWemn+LP796d/yPBA2KcsDcCKKG27p4MGzqR1exTinkW46dx5dOYpC1O150ZQg4lG2y4E7a+n647zhTDjpLo/D0w3py1EI37AYbvL/9EjAyFMz76eB+ZrDEZAOcCrfx3dzfWSDv6Fk0nvCmONw4Tyxn3e7XZw+5fKQ55HKZIpKSd/qI9YGJexOLrKcVgY47wfD49Ev34Fs4/ig2L1k01E0viNFGXlvmno5puPyOECCuO9Wq/VNdQy5fSf/pWWqOLXsGQ8K0lawzr9xZ9e5Nl7O6nrS9ZX0l+0F+oAXKFypVApn5Lnj2YY7bdEGqahUKoWSdrgAzwiP3mvWUDgoH4w8Pazb7XawWJ31jfLiDO/Ly0s1m01dXFxkakeZbFiYHFwCiYcNhAfFYjhk5dFr3geRJxFuyqiEIOXNI7xzj298vMlUuN0Rwmt0cthut4vTrYbDoW5vb1WtVtXv9zMGl3sioigUDq0BaRTi5z7jpVLewbP6Zsnr8Nyik/mcOES6gP3R6/X07t07tdtt/elPf4oKBz7D4S4ePbHGGNDb21sVCoVg4rN/XMGVy0+NRX7++WeNRqPYi97KlP7ylUoloh4awNDggla4OHHOWM/zoCrFyauk9lLHstfrRTOpTqeTIZLt9/s43IUmHRgf9srFxUV8L0b/9vY2w5LGCEwmE93d3QVKw1rhhLkzJj2x4+EbtVqt0KMYGtYSYiloQF7HP//n/1zFYlH9fj+qGdD5tG+G9Y8TMh6P4/PI+GAwiLJFom1awoJySQpS53Q6DUcBZr+jkOgr9i/r6864dEhbpikX9AAQOT0ynH/ykgDxxb3KHZYBFnDvz2+UkgpJmTOUneDmdHvgbCBv4FGHfr3RRL/fV6vV0tnZWRA82EB8N01d7u7uMq3zuKajBRgXn8jXYLgd4uO5nFjjuUxnwSLknnv2tXHvlGiA+WJ+HRbiVLfJZKLpdBobxmsUU0He7/dBsIFZjieKs8D3OTHkGP8hb8NzXciadEjPML8YzHa7rdPTU338+FHtdlvv378PY+mePUSWFF1BKcxms4D4PMJizSWFYRiNRrq9vQ1nGWeJXDmlSkSNOOqj0SgcPkkRsbiCyvOAUMsaYdw85YcxpQskBgTn2HOXyGiz2Qwotlh8KlHF2LPeMPnX63Wwoxk43+5IIPMpR6dQKIQuBJ3BCPledRn0I2LzOC4uLlQsFvX+/ftI5xDsUUKHQwM/B06AdHDEcGSowvDoGD3DHgBqR8+Rc8YRwzHFWXD75ClWfx1DPj1yd2Ty1zhSL25xhCfhp9gwYS7M3DyNWmhr6gl9jDbeC8adh+V7HOZ1L4o8Nx6rQ1OgA0wqta0OTfHdGBP+7xB/3hWQdIDbvH7RTwdDGXsU4TkbnDKHXlFgCHsKtTncl/ZddujJD4yRDj2unXiGYvLIMN2MICdXV1e6vb3N3GteB0o2hS19XtO0Eblkz217hIfSHY/HKhYP/RHgCmw2G52cnAQ65TAwexEWK/sA2JxyMs/BedTH/fE3HKvvpaDyPHAaU/gSOaVypVarRR4bjgXzzXs9itrtdtEAxZ0BD3qAedN1xykDKcFgYIA6nY5OTk4yuq7T6WQasKBrMSqeSnHnN68DxAf9jiymaC76y3vFPzw8BF8KGaT1L5E2NgFip1/Hy2UZIBissdsEOCt0bON3+/0+Ormxh5ysJh0Iwk4Kfsn4VYYbhQz5jB7WlJOwATAYhUIhqPlnZ2fR5IFIDEYsMDZeJvAg31ssFqPZAO0biVjcs8GQ++YCivSWgd+DW51A4L1/8zp4boQIwXaHBy+R/CjlDdIhV+PEJD7v3ASEzXO00qE3OYohrdlm3t1hcmXvnivRDCQunuXLly9aLBb68uWLbm9vQ8Hl3XATJbnBRjbTPD7OU6fTCSUjHRAV5NCrNdiP9Xo9ejg7KuGGn3I9UkHsFeTh/v4+UC/kA6VIusNlB6cgjf5fw0C5p3wDd/4hor179y7ScaT7OBkPSJVzo6XDARPsI+d6pMRP9BoQO0giaZHNZhNlQ/1+X+fn5xlnGqPN9enQ5mgJ13L4Pa+DfuTdblfdbjcMr8sysgrU7PoHkhrz7jwoyuOQe08h4LSm3Cau62RBSmwXi0WUipF6wfg72ovhds4Rz+KVVS8ZzzbcvklTD5vfYUCBml0x4VU41E4vZSI+oHcmPn1Q6XC+Mw9M1OEKyyEUP4GFzyG4aZs5NjEK9rUMDJ4TbkgdpCUJzCkQkXTw9j114PAPjky6jpRoIJhpaYznYZEfhNVzbzhH3vRFypLhUgeCa+bZUHBvvibeTrRcLgfRazAYqNvt6vz8PKI7UCKHTOEkkErgOiAdkkIBOf/A18xLJdmH0sExYL+Qh/c55lm8+RLwayo3eR5e/+zwuCNAqa7DafVnc6TI86GuPxxh4f/oPuB0R75c1lkjCFb83h0pNzi0APX6fynbaCbPe4b5RT/RxMTnbD6fh7HEmGK8naDmcuhpK2yL2wkCHiorPDXMujn5z20Q6JajvY1GI3QbyCb353Lwa53dZxtuIGu+3D15bhhqPd6es195WHIVnU5H/X4/emU77MPJMClUXSwWY8MRXaZELEmZvPZoNMrAESjBQqEQJRoshp8aBosx73lU6cA/wKNHeJw1TuMHj7jpNARq0W63g1PgL66FEiFq8MPrISp5NEBJXxpdcy/IBH2XWQ+Mk3RQekDHXhZDE5E8D2QItAPDSYrn9PRUzWZTv/vd7/Tu3Tu9f/9e//Jf/ksVCoczzYnq1ut1dI3DcJ+dnYWBZd673W44Zyiqx8en/vyU22Bk6ctPh0NJmk6nKpWeysAKhUJE6qwlqIB06P3vzHV3FPM6aBnKvWIMHaWCxET6DNl0R5T5dZ6JN6FhT4KgeDTfarWiqYc7yKQfCUy63W6cWuXnqfM3Ot3x+tOf/pSBxYlOt9ttGL+8jvV6rUKhoNFopNVqpbu7O11dXYUO4D3oEQiuOLiO+PlwlEl62pdA5IvFQsPhMAJPd5DQM9gMEGXvhNhsNnV+fh7OOQYfcl2tVguCNM71ZrMJPeoB6nPHr2p56pEdk4KnyMAb9OL0FE47ltD33GcacftGcw/V709StNxMzzuVstGHU/jZvPx0osJrGSns6t61e5zOhnQCmEcP/hnp4LGjrPA+PW/DfAG/epkM1/T7c68VpeXr5TIBgpDyI/JsuLk35Am5c54HjpBDmiju760dnjypKAhjGFfkGAXHPkhRFxwub+DiKAFRNTCgdDjH3hEUd4xfS8TtMi5lyyjRQd6sgzk9hlxhANxRJpJ2UhrXwziQd+b9OAQEDSBTVPF4SVPKk/A9SATupDbfR3leGzeQBGq0EeU5cJQcdZX0XeOXyiNOljeKAjWkQoAI2uePlxOASS+lKAxz7VwFdCYy8P9yMM+zDXdKsMAL4UbxLBFYIleH4RD+h4ens2W9ixQQampEXCD995AwUDzSobXjZDKJs28hFjCxx06hQqjTzfEa4FgGguDlPw6pQvBwmAYFgRGUvj2wBCH1nuPkjtKTpvb7Q46WnGvK+EdBbbfbiNaIBvgO1thZ7UTX/X4/vNWX9vf9aw8/pMPzWcwdRsEHObfd7qlVqrdadP4Ic0Qr34eHBw2Hw0z0AdrE3NMIRDooL2SGpixAehCECoVCNFahgZF0MNxEiw6zp3ByHgeMZebG0zspa58e2ZRTbTabgGs/ffqk8XgcSpzmOH7GwmAwUK/XC70JURRHi1OtIK5BMgQGPjs702AwyAQ9npMn6oeP4FwK9rkb+DyvDSggyC1nWaDXMIgpr8J5Ou40SYdW3HwOPXZ7ext7BOcAWTg9Pc2cj+4wOwfGcH/Iku9lR6Yxzt1uN66x2+0CeTuWgvnHxosNt0dOeBBMIkZPOhhqNjieEf/mp1/blRLDjYjD8+TWnDmOEpvNZnHoPIaG6+DtHHvhjXo52Gsw3Ai6k10cOXA0IeUm8Hkpm69zZANHyVEMHLc0D+iRgx+R513UpEMVgre6hatw7MWz0JjkNaAhDo16fgxY1vsG+JxjbL1KgBx2ilIR7RKdMV/UCrthJZXhcLBzESRFuZg7xL5mbhj4ne8v7jHvULlHpU5iqlar35zyhVHHcXJC03Q6DeX/+PioRqMR7Ss9jehHq97f3wdkTWrKG0ilaBisclfwjiA6ifOYAcBo85x5NtzepwGd4PB0ioSmxtu5ClJWp3nEjLGGaEZgg80gbeiIoPNMCDAgbi6Xy9hb6XAk0nWytxt+KWHw2Yb77u4u8sB4LGxi76DEzTmRyZXSeDzWYrHIwOveqo/3pjArCmE+n2uxWGgymeiXX37J5HswRFDxN5uNut2upIPBTieTxfUF9haSeTfa0sG5cfjIy7IQMGcuupM0n8/jWTkpDUFCeZAvdUEG6sGQulykdeIp4cdrGJ1U5d4zRkw6tO10VCbP9ajSU8kW8uTKFYjUSZKcwQyasNvtwvACv87n82iuQW6PyD2Fce/v7+PsZuTj9PQ0U5vq3b7c8DLXnoZg/7AmoFtUknhu+zVE3O54oF+QU0kZw71arXR7exsn3j08PGg8Huv+/l53d3caj8ehh3a7XTSSQhdCfqJemDp4OAvUdZM/Z965t5ubG43H44wDxT7lOxyJvL29DSONs+uckDyvzd3dnSRFdDybzSIalg4GHUfYHTCPyL1/BXoG/Uczp8ViEfOI41sqlQINLJVK0dCI+QUBI9hgnakDTwM9dzywZew51s2d5OeOZxtuOu5At2eze/7GWZAeSbjhpt4N5QApyh+ah5MOx9ixMPR39SYdRPrtdjt615J7gHyDcYGx7mgAG4R79AjyNQzmDMMAk9GfydnbvnExCK6kXHl7GVeaS/Pzf2mc4jWWKCopmxtlc2DEcPRYT9beKwAYbiDyrIAkxclmGGlnD7OZMRbeNIMmH8PhMFNSNJvNgpwGpAgE63XEOFpfv37NGG7vvUzHM2/S4vICeYfhxC0Ipff399EZEZnxRhl5Hh6xSco4lo4WsK9A+EhbAJXSo52Ierc7HNsIAZFcqu9DPo9hAn717nXcG8aFvfH4+Bid1xwtBH7ntEDOjXZOCLBtXod3QcPBpS2o6yHv7OgOPbrbe3t41cp+vw+0hHIyN9zMD2iuV99IyqT4WBM/zdDTd3yn6zkfadryJePZhhtFwwPjWXsSHqNN3SGQoHSAw9kgTt8nCmNRHMojCsHL8QNJ8Iog9FAywGJLignB20rzQGwmNigbjzrVvOdRpQNiwHw5b8ChGPdMeSZPgTBnbmSIeNkI7rA5U71cLodTlxLOHDp1qIj0iUcGTgo6Fo27kXkpvPTXHu7keI6ONXJGMhF0rVYLJe8dtohuaUNKDT7Ih0Ppvv5SNhXizoOkkHN+79Cjc0e4HhA+UYuX5DhhNO97BsfWD5NAV7miZ41Yh/l8HuvlXB5PfSC3yD6IFteAj+B1xzhlNAbxQIa5dIcXPcZ7vMSJdUTPsU9fw2BPM7cQjXn2tOKHFADDU2teEuvoks8nMo7cMo/sR+wd9gLZTknUKaHWYXl3lHwvOhchTWP+Y+PZhhtl4mfKotSZhOVyqVqtFmQOSC/csOePMb5Ewa7AmQCHVSHqjMfj6FTDoee0DSyVngr32RyeQ0JwUYLHjByREc9ID+C8KyGPohEWUBFXqCgUNraTONxhSSN1SeEYuTMA2oGxZW2YW+86hMHH++c6pVIpQ9TabrcZTxpiCREixug1QOXfc1ZwRh11wCmGgAc6BSEMJQ9EO5lMJD0Z3vQ4Sf7t6Q72n0P15Pn4Pfk66sdRahgD1pHyGYd83aGjpCfPA8IdEbSX5vCsk8kk01gIAysd+AsEC+THS6VS6EUMyGazCUicNZ1Op3p8fIzvH4/H0aTq5OQkDBTX92MtCWBYL+Yc9j/3BUQMcvIaeCEYOvQ0ddze8wCdw3x73h9ZJ42HHLMW6C0cU8jT3mSFeUoDRGwBn/VgNC1J9kCH4X/nfn5zVrmUzQW7kmDwe/8bHoi/z/+WvhwCxQvx70whR1eC6fem35l+Nwrz2CuFzvM8UujrH5uD537OkY9jv//evPn10r/hNPylax8zQv//MI5xJlzWU7n7Sy+PTNyrT/eAf3f6nSl64dfnWr5Wf0kGvidzeR3fe6b0uVzfpCQiJ2b+JUcldaD95Q6Rf4dHkt+7T19HXzf01ffkIO9OlfSt7niujKXP5tHxsedOf/89/eZkw+/dr9u55+wD53W9dBT2r2GXvY238Tbextt4G29DkpTvUPJtvI238Tbextt4G5nxZrjfxtt4G2/jbbyNVzTeDPfbeBtv4228jbfxisab4X4bb+NtvI238TZe0Xgz3G/jbbyNt/E23sYrGm+G+228jbfxNt7G23hF481wv4238Tbextt4G69ovBnut/E23sbbeBtv4xWNN8P9Nt7G23gbb+NtvKLxZrjfxtt4G2/jbbyNVzTeDPfbeBtv4228jbfxisazDxn59//+30s6nHqyXC7jlLD7+/s4enOz2cQRap1OR+fn55nDPBaLRRwHyBF5HLlJM/h+v692u61Go6FOp6PdbqflchlHp0mH5vGcbVssFnV5ealms6lGo6FaraZ2u62Tk5M445YTd0qlUpz2M5/P9fnzZz08PMQpSOPxOI7i457+/u///jeY/v/fjP/0n/5TnPC02+3U6XTU7/fVaDR0dnam3W6nT58+aT6fx1m0kmJd7u/vMyd3VatV1ev1OMWNU5+KxaJarZYajUYcLcl7OFXNzwHnqE5O6PHP+0EZHKfIYQsMP9nHj8OTFCdU7fd7/df/+l//mtP97PFv/+2/lXSQa07U81PaOO2LYzkZ1WpV5+fnqtVqOj09jRPUmEdOWOOYz9FoFP/m/GBOsGo0GnHcbrvdjvPpd7tdfD/nBnP0JOsqSefn5+p0OnHKmR9xyN73QzQ4GvG//bf/9tef9GeOv/u7v1OhUIgzszmFarPZxPw1Go04UYrjUzmhinPQq9VqHEfMnKDrlstl5jQq/xv7qlarqVwu6+bmRr/88oseHh40m81UKpX04cMHtVqtOGBjNpvp5uZG5XI5ThBDbjjFjNMZOUWMg2I4rY9n++///b//U07/d8d//I//UZIyh6+gK7ATrAvzMplM9PXr1zg1z0/U4zCXRqOhy8tLNRoNvXv3Ts1mM85S5wz5ZrOpH374QbVaLU5fq9frajabsb6Pj4/6/PmzFouFut2u2u12HCjy+Pio8Xis7XarXq+ner0eR7Cy51wncv/39/dxKuN/+S//5Vnz9KLTwRjfO2nle6e3/KXTaNL3cwoLf/Pv84f1z/ppRukpS987HcdfnPLDd/tpMq/lJJ3037/mpCY/cs7nRlIo7PREpPS9vqF8bv/S6Tx/6XeuePwkMV/jvI6/dILRMdljniRlDOSxE8X+0slJx74r/d5j331sHxz7HJ9ljZ+7rnkb6dnNHGPK0ZfHHEbG9/ZCesqYH636l/bkX9q3XJd75Xs5MjTdX+kJVy5Dv/Y0qr/W+N4pd39JrnFkORKYwJG5J/BI5R5H1P/mOu97dii9j2Pv4frcUyovfIfrt5eMZxtu/8JjG79QKMT5pXihzWYzDj1HwbpX/vj4GGfTEvFxLjeTz7XxbFarVXyWc2mHw2EIdbPZjKgbT6ter2fOB0+v79f0A9Ff0xGFvlHx8jiTl2dwQcWDdYGrVqsxN6VSKSILzo31iMvPLsZY+xnaDw8PKpVKajQa3yg3/oZsMNhA3NPj42PIBtfgGVerlebzea7Xx4+A5NkwDtVqNfYEkTZ7oF6vx/4pl8vxf+bGo+LVaqXNZqPlchlyzBnmoEvsUa5F5CgpIjFkaL1eazqdZiKcbrcb592jGNvtdkTsIDgYiTw7Uwzk8uTkJOZCkpbLpa6urvT4+BgR33K51P39fRjKarUaiCB7BSPN3nt4eNDd3Z3W63XmrG72DXLPkaxEzOv1WqvVKr4L2S+VSmq327Gu5+fnKpfLGo/HcV4015xOp5Ke5Gq326ndbocsgQrkdbCnQaFAAaVvHUj2RaPRUL/f1/39vW5ubuLsevYIzg0ISafTUafTUavVioic6LrdbqtarcY56cw9iFWhUIi9gZwXCoXYn81mU5J0cnKidrv9zfe7DUWXcZ77S9blRYb72OS5t4DSkA5RAQ/kv3cIZLPZaL1eh+ADY7NxMMjValX7/T6EEeMA7C49wafuqVWrVT08PMQ9oLwwGExes9mMxdtut6EEuac8C7r0LdLBvPJMjNQTdI+U32OgMTLu8LDpmQ8gcr6Tw+VxGjA+7pUCq/J3fi8dnEMGsoFcsGl2u53W63XG8cjj8PORHYHw37EfMK6keDCQ7hz7niF1RHqHPcO6O3zLvLK+lUpFtVot5J99ViwWI/2x3W5Vq9UkKYy93yMQLveBckKW8rwu0iHl12w21e12Va1WVavVNJvNdH9/H3pls9lk5gl5r9VqYbiBpSVlApLFYhHX2G63MYcMHLH0rG50liNX6DB0Yb/fV7lc1sPDQ+hEPp/qrkaj8U00mddBoAFUzTwfszk4ooVCIQw3wV2lUgndwevx8VGlUingb66zWq00m81Uq9XCyZKUWRd3etBjx/QWe6bZbEaal6g6nXv+hgz9JoY7PvD/jVQfHh6+8RrJ//CQ5Fr5HALteQuHCshN85OcQqlUUq/XiwdcLBYh9EQBkiIP6NfBM242m6rX62q1WqrX62HUyuWyVqtVOAH8jmd7LdEDjsp+vw+hYQ6kJyOIst5sNpnolvXAgWq1Wmq32+GhVqtVnZycxLxtt1tNJpPgKPA7hBr+ALly1qRcLodTBAoiPW1Wh3zd0LN5uF82yWuIHnBMuFffvA5d7na7eC7m2z10R558n6CMWDNyqiiawWAQBorPOf+Dgcyn0SOOEc4cTi/rirPG3+v1utbrtWaz2V9/sl84iLhB6Mj/VyoVTSYTrdfr0D/oGdYEWL1cLn8TiMANgD+zXC7DwEgK41uv1zNOGVFypVLRycmJqtWqLi4u1Ov14vqsLaiNw+esH/fK3x3FcXQlr2MwGGi/36tcLmu9XqvRaAQiwvOCXvR6vUAhSqWSVquVptNpROOgU6Agk8kkg7r6HgQdPDs7U7Va1f39fTi4rJV04OGkqVhkAqe72+2q0Whk9COORZoO4P5+M8ONEqnValqv1/HgeHydTifjEfX7fZ2cnEh6EkgUuit59/ZbrZaazWYYVzzZWq0WhgMlh4fSarV0dnYWCys9wZAQ0jqdTmxKjIVPaLVaDcONALgCew2GG3iGwXM7vAP0hkdOlOdRxGq10v39fTg6bPharabLy0t1Op1wbiTp5uYmk2JgEK2wxoVCQZ1OJ5QXKYx+v6/dbqf5fJ4hOUrKbBRHPfi9K6q8Dgyv56tRqv4ezxXjLDmhzw2nGwtHoIju+FulUtHZ2VmgIDjI0lNUgNOEo0VUjUJD0bhyqtfrajQa4YgRleMIlkolTafT3KcwpKc9A/zcbrfV6/U0GAxUq9U0nU4DriatU6vVwnjirKDg2VeOIEK+nc/nsT/RcyBZGP9SqaSbmxtJysDw79+/V6/XC2cXR83Jbi5XyJLnaHHoMWQ453kdkGlLpZKWy2XobumQemI/9ft9nZ6exhwsFgvd3t5GarVWqwV6QpBRLBZVr9dDF4GeYCcuLi5Cpn1PQL72CJ595XD66elpzHe5XI4A8f7+PlJQKfcKu/ibGO7vKSG8cCeNeXSAIuaG2QQO7Z6fn8eikZMm4k6jACBWNg7eq0P23BvRXrFYzDAvUUwoJ2eUO6yREg/yOnwjsqHxCN0owwng3w4hSYqIjBzQMfJNOmd+HYexyQn6PEuKz8CkxOig+NgI7oShLHE+HFbM89o4yUk6eNgpbJaSZVyWnYOAcva/c02cNDgO5KGJXNiH7nwTgXkUQhSNU4dsEbnhPDhc6bn0Y2S6PA72B7JIZOzQv+ecgZ+Zx+l0GrLvSjhNOxGx4SgwN2lqiveht2AeH9NByE/KN+J6VIRIB95B6vjldaQpTWSOuS8UCiGrMPL9sx7cuYEkxePzxmewJ+g+kCPQY4JO5xqAYDpvKOWT+F4FNZQU+4eA59fsl2cb7larlYEonUSDgoYogzBKivwzhhFjivc+GAz08ePHgBc8/+ywH/lUID8WmGjcyWYYC0gZENDW63UQHti4q9VKk8kkDAKG28lDeR8YRRSDGzUisNvbWy2XS93e3mo0GoWAbbfbSD18/PhRl5eXury81IcPH/T4+KjJZJIx3KvVSuPxWOPxOEovyLNB4vFSv16vF/OIV8xaLJfLMNyQNDAabLxOpxPwX6FQ0Hw+Dw+Vz+V1kLrwvJgTVdjgyLE7x9K3TNVKpRJICHLtRBdPU6DgJOnu7k6LxSLe32g01O12g+gE8kQkiXPFHnQY32FD9qLn0Ver1avIcbMOoD2LxUKj0Shy0+v1WqPRSIvFIiBvjIfn/jEeGJLtdhuOULfbjXK+i4uLTDkWRoBSvW63q5OTE5VKpUzK0VNZzpnAWcIIYMC8lHM2m+nx8THWljRantcG2cGJwUhj5Eqlkvr9fkTIzDmp28FgoGazGeVgfK5YLKrX68Xe47twlDqdjrrdbpTgnZycRJCHXN/e3mqxWGg6nQbxGgPN/sWAk6Z0Ts98Ptdut4s9AzqFLftNIm4neKUegkd4HnljNKQD5OneoZNmfJFc2TGcoesRiuebnHnrpCmUJsMJW0ApKYThcFSeBV1SCC33DbrAv51w53l8FAPPSmQARJTOP7APxDAMkUfubJR0Pomo+b2TEsmlQgphpJEpEdJ6vY5XntfGKynccHvU5XKWDt9HqRy6/Lvh9j3nHAZPN6SEGWQhJcMduw/WD8eK7/H3+e/yOlgHlDNz4vXsOKWOLKFH4BOABjGfcA5wNj1yJBfqkTf6r1qtZup8HUbnOsz7sbXyVAhGAKOTEuvyvGdcz6fIAr/DSUrRHRwYd/T95SlWd/h9rjy952Q0t2+sqTuwjpb5dfk7eyfdP/76TQw3eRr/Ak/6O8MVAgxQ036/j+gIgXNlAqwKCQEFh3J34+w5TiI07ovvms/nWiwWQcd3JcOAQbharXR3d5chbJFHcoOT53F9fR2Gt1KpaLlcajKZBMMbw818Pjw8RJ7NvduPHz/q48ePEdVBZCHyXq/Xur6+1t3dXfz/8fExoG4ibmAhz7XhLOG80STBHSWUFv92WHy5XOrh4UG//PJLlHzkPZfK/R2D95kj8qpOPCKi8xyYVwC4EYBQhSNzrMkLkQIKh31C5J7CjSgpZ6qnKaQ0V49SIqLM+7i7u1OhUNByuYx5aLfbUZ6KfC2Xy3B6U8Z3SsyDCOoyze+JDklRYFAlBR/oT3/6U/y/XC6r1+uFkfKSPSJu6Sm9RSTvxF/X0zDlU4OVxzEajTL/d6eHf3c6HfV6vUyzHxwaKoTYX5Qop42FnGAGV6NQKOjnn3+OaiRPrxJx49A5Zwu9xT4CRaS6hmj78+fPenx8jHUFfXQi6HPHi3LckjKGDAXkHioCTQG8RxsYUYwiE+d1rPx0FiXf6zlsj9r9MxgrDL571B6Jo0DJYeE5+4ZiEfJsHCRptVpl8p6siRMqWBtXwqQl8BYhtTmLmedH2FerVcZAe9mZ18Gn3m6ah2edJB31XPF2eSbPRU6nUz08PAQZK6/DHR+fKy9NabVa4aSk0ZNHyJJCkXBtH77G7DsMOfvBEY3lcnk0T5juQWTG9yjr5FC/P5vLYl4H6QQcIFIRKOq0m5wHE+wDjDjsc9aQACDNf34PqZQU9cXMO1G4Vxb4gPfj0Xe6dgzPpTqSkseRdtFE3vg/ULfzqlzfeB65UqnEmqT7yXk5GOnHx0fNZrOogGIPwXEYj8exNryHeU4RX/YCv398fNR8Po9ULSRhJzf+Joa72+1KOhhulA95bpplwMLk5lerVRjI/X4fLS+d1IYSA6Zlgdzwo6hSwXNvh79By3fGuUPGwMie03bjwmbF0cizcZCUURTu5eNJHou4yeMUCgWt1+vIfULSoDkBwoaSIL89n88jqgf68eYiNPmg3pTBZvP8NOvHmjGQke12GwxeEIJfU0Lx1x40DSI9kUbdTmZhHxAREFU5bI2CKpfLUe4HO5nf8x3k0pBhr6dHueHYrdfrSI84X4I6VCIWh/6QOe7R+y6QD87zQOGDECDHKG8QIQw8xD/0RZo6TPWS84GI1pxg5eWMoCXcizu2LhdOTmRgRNjnHhClv3sNDhW6Ap1DTbYje+gb9AYOrTsu7ujPZrMMIx0CNM4ZqMl+/1Q/7ikP6cBVYQ/1+/3YKw8PD2o2m6FLkRFkBx2WOoKFQkHT6VSj0SgQk9/EcKNQPUdJb1wMt0fFGG6UK56Us729FpXfM0nkn/CYuDZRg+ctyAmhRIAD2+22Tk9PJWWbhXB9Z81yz0TlLiB5V0KuPHh+Olsxx8ViMYQb40eNPcoAsgUdhGazmZbLZXTGqlQqms1mUeYym82CBEX0hZKDGEiP62P3jKICrsVxQ/EQBeE04Lw5ISXPhhvo1B1RnoN0DMbb0auUgepOKb+jZJLeBci08wi4lqQgLLlnv9vtQlFR/uK96an+KBaLYdD5v8saz4ZTgrOV58E+cGY4eo2uWUREHlCkn5cOuuhY9OesfgIRNzqSMiQqPkeqwlMeICQ+kCEIv74fvIQNpyrvAwOK/GJ8qYjB8Uf+QEmYI19HP48CZ4kAhb0pKYNYYEDR/7D99/t9cBAuLi7UarWC/4C+xEnfbDbRuY29maI3xWJRs9ksuuu9NO33bMPtTFfgJXLZREDOLGcD++Sg5Gl+4MrIvXcWjYVBIeGZOHQFe3y320UeyaPGXq8nSZn3ewQDzOXKEu8ICD3PxkFSQN6wXJ24gVC2Wq0M0/Hi4iKcGmfJMh8YaOaCDePefavVUrFYVLfbzSgoFIyX9RE9YIhgchYKhShbovbSvVKPElJFmXc0hA3vBE2UM+xs5shTOS6PKDL2A/WnqcF35QxBxyN0JzN5espJVQ7TepklitIdWpy5YyRIbweZ14FMYdggeDqByKFYSaFXUNCSgl0Mm5trSlmDIB0gbBwe4FwiPofISaO4YYLAlkZ2BCUgH6THiBrd0Uoh97yN09PTMKAPDw+ZhkTL5TJDvmVtSG9ICp2CEzqZTKKnBT9PT09Vr9eDq9PtdnV5eRkRN3bs8fFR7XZbnU4n04ET1BjE2FOKOF6np6eZXgmS9PHjR22329CXBEAEqS/ZMy9ilUsHSAmYDkHbbp9KvSBzAI17DocauG63G1GZe/Z4VhholIcrGiIC3ueRx/v376PMBXhwMBhkIhG8XWdCoxwREDzg6XQaz5vngYKluYx3dUJBAfOQNzs5OdEPP/yg3W4XkDewKwJPGZF7s2wArl+tVvXu3TtVq9VYPxQUneskhSfqjhsRiZ+0VCqVopwshSDTKId1y+vAC5cUJZMYPwwvjYEcSkMp4ZlzuhDKHAcKaBynFkWHcUHJuWMgHWBIN06gGRinarWqwWAQRpw8H6V8lPsxnJxGzXOeRxrZkUaSlEHj3HGv1+u6uLjI7JkPHz6o3+9Ht0GcXjf+5MzRQ8C1PtceOUMO9f3I2uIcIEfT6TRIV0Sl19fXYczYh/59eY68f/jhhzDcLqdA3iCHGFjWj3TPx48fI31bLBY1Go10e3urVqul3//+9xEdl8tl/d//+3/16dMnnZ2d6Y9//KM2m42+fPkS+ezVahWlfA8PDxqPx9rv90EIZU8ul8vIf+McXVxcqNFoxCmavV4vk74kRUn/gJc2xnlRr3KUQUq6YJK8G4108GYlZZjGDiMRGTrEgUflHbk84meCnIzlsLfDxg6pIMSwdIEuEQ4vrfHII8+CLikTTXH/KeHP3+sHrfCckjIpEBiP3phGOpzE4/lZImCMOd+LMZYUwsq9kvthjv06njv0XKqkMHJOXMzrwDi4HPHCKHvE7F47MuvRmcsi+4D5Jke63+/DEfZrSvpmbh3i5XdeGsZaOQnUDZrLmDsCr2EAYVYqlW9gfZ6VFBD7BZTIkQfSe76+Pvz/pH58Hdlz3qwDefFok/VgbZl7T6N4uaYjZf5d6LjXMhwpwFg60UzKnp/B/5kvLxVOX8wzaQYvk00RGebV+Ty82HuFwqGvAQEKjsVutwtkGD1JBzfaq/4mhtuL1p2ZjQGWnmAOCE2QjxBwoAyUFtfc7Q6dszhp6O7uTre3t+FZpe0biRC8YQRw7P39fUDHbpD7/X7cO0QTNqAzr1FMQIAYtzwPIBmez4lCKAk2AI0L8PR5H17u/f19eKmTyUTj8VjSoRUhiseJe3j2KDk2RKPRUK/XC8Pr0bgbBHfecPCAkt1gg/Q0m81MM4u8DoxDmpd0mBqEClRDUqR7IMGwVm68uQbR1s3NjcbjcSBOhUIhcwAJTqrvY+mQs3aeCBELzhbfCcvWex+kPBGHZvM8+v1+OEk0oWEvMEfsK5T/xcWF/tk/+2fa7XYajUaBZqD/cHTJxbqzs91uv4l40T3Ar1yH+6KMLE0XkarAQHA4Cs1Bbm9vAzXEOSGS56zuvA4qRUDoHGVAhxNopLoDtjZNZ3z+KSn1fZAS1jDiyDanjElPpZ0//fRTIMtwchqNRvRIr9fr+sMf/hAd2IDE4f1wMA/B6enpqcbjcSBaL+GFvPh0MP+ZevAodW9YgDFhc7shISLxaBsI3EvM0u9xyPRYzsYNFf/GM0WIiTTJu3uZW+rR5X0gyI5cMPeuoD0HkyoClIv0dMoaigCIzw2Lf9Zf7h0TLXjLWa7j8LHfM9cmSvAXkUa9Xs9UBeR5nVKUikEULilDjpIOLGEULa1MvaOgo084auwV53Eci7R5pZwVlJZHKWlk7u9npBE9P/O8LtLhWFWcV2TUeTWO+uDceI4bmXad5M5MGgWyNzwnynu9DbSvlyOTfn2cZ97r+pPyP/Yaf0M359lwMy9pmsLXgXlIdZsHY85POPY6Fow5EuHzRtqB/cWe5n1UBaR7ztFp7p8glqDEX79JxA3RxicIVnnappSHYiIgshWLT+ffNptN9ft9DQaD8B7X67XG43HGC+Jvu90u8mYoFCdA9ft9NRoNnZycqNvtflNyRsnAfr/XZDLRaDT6ZhFd8GmnCXkg7xG3M/Z97p1gxEBw5vN55MK+fv2ayeuQl6FpAKV6lGZUKhVNp1ONx2PV63W9e/cuiDREat7K0RUd88s9EsX52iJfsONhUZfL5Ygk3OnL6wAlcL4HsobBAM50uXUyDdUXng5hXlAa+/0+6sHJj1IyJilTAonDAwJC21qiN+/gBWKAAWOPUQbqtakYFw47yfueAbaEp+GpP4yoHwuJIfY6Y+ctuFPkqQ72JDrSOT/oI/g86CzWj6Cl1+tlDipJO7vRIGa1WkXU7SV8Xq3jKcY8DmSOuUeeaIzDvZOzJ0JeLBaBEHkumQgefgjIEuvDiYdXV1dh05zsyavRaOhPf/pT2CIcISlbQTWZTCLidyeqWq0G+ggyAz+r0+kEovnc8SJymnsanptBOD1qck/TS8CADHgBXaTXwHuBNOOKx4kc9F2GRe6lSNyDR/0Qa5hwrufeL5sCSDDvSsghFs+ROtLAM7iQwUgdj8daLpf65ZdfNB6Pw8AuFgvd3d2pXC5rMpnEOtJxjr7UGBcMTHq6mDtzzK/neukX7fWUeM5A5TgEbFYIWnk23Ome4bmOoR61Wi2OKSQthDH2CBjZd0ardCB/+uE89DMn58dAkWF4JcX3eFkl+4LvQOGxJ53972kr57bkdWDIYOunKQKMqvfil5SJsonSfR2kbMDCOjsHwFET762A/sGBwLGTDnOfOghEhE5sJBBK2f3FYjHK//I6PDWZcp449wIyFw7Jer0OqHowGEg6kEGRVVA79gfvAX2FiEw+2vkhwPCcuzAajcJh9nWlb4mkOBuA+8dWefSNPuOY3ZfosmcbbogvdM1yz4TNTS4PIcQTckFx8pN7p67QXNk405toEe/JS8zIUwFZuKHiutvtVtPpNO7JoTA33CjGtNlBXkeqlHE68Np5nlKplFE0zC251C9fvmTaZmI4vaKAxi1EjK1WS4PBIHNMIZEcOafd7tCQAA+ayM7hKCIMNgxrjvGuVqu6urqK1oN571UOSjSbzaKpB+viR7GiQIDFOUebjc5mhzgDB4M8PwpNOjSfcKYyStz3G4gIlR04vWlNq6MCvlY4fcPhUKvVKpSQ81vyPJy5DxpHFOUcBOlAAMN4St+SA9EjvHAscTL9M8y3pEAnKDuiZtwDIo8EieLu7u4CGaPSBvnp9/vhXHtkyPrlWae5TvCUBfZnv99H2Sjz8/DwoJubmzhPm7l3LgiGEu4Ma+F9C6iK8JQTn0Uv8R7vVb9YLDQej1Wr1dTv9zN9FQiAJIXtAnanBBan8Tcx3IvFQvv9PgQFKMOZpMDh3nWGJh1Stmc1yocuZ0RlzjJ27xdSjG8UDlGHnYfHw7WP5ePG43G0tWNxHT5iEf20pjwLuvRtqd5qtdJoNFK5XA54m/64KQmqWq3q5OQkSDNeh0/uDbLOdrtVp9PR+/fvw/A0Gg2dn5+HI1UqPZ0tzPezDpStYLg5B9kZm152xubD0LGRf/75Z339+jWcizwPSI+cpAaUWa/XdXp6GuvmhpumQWxmlAyK2dEOohD6kKMUMNxEwcCmROIoePYVsLx7/ZQWEcU5DwJIcLVa6fr6WsvlMuRkvV5rNpvl2qGSsmWlOCOgf+S6pQMT3B1dTxfyHke5MJTO8XCDXy6X1e12VSgcusx1u131+/3oeugcA/QaaOF6vdbNzY1Wq5Vms1kYNfqWn56ear1eB2LAXmav5VmfIZcYZOYD+H+7faqDBsnDsby6ulKj0dC7d+9ir2BsJWXshHTQlaTpSNvRfMfRCkeDIRSSInJkstls6vLyMsovJWVQrdVqFWgB6SXSWdLLjo9+cTW+k4+A+BBQLx85lmP1XCcK2ltB0tTf2ytyLZQYmwTF701XUiIIA8+KiJwIxQkl0gGOog4dJyXv0QOQLILsyhZP0mEhIjAMhyMoRHYoH5SI54ZSwh9kC2SAOmyHsolqHL4CoeGarliIWhzqAoanXvalbQL/2gPl4IQZhqdxPN/mBheUhEEERxQFkuI5ZpwDlF6lUok95lGKN91hf3knQ79/3ydeponzBFLCZ1i7PA9ynxg2noU9QTTEOpDmIyJknjzixaCDbjC36TqyJ3Gc6L+PswYDHbSLveaBUpqD5bq1Wk2DwSDqvr1jF45bng03Rg597cgDg7lnzebzuYbDoRqNRvCXMNwMGmohl9gE5obKDn7S+axarUbKyhELd+AeHh4iqvb9wbow58gaOXuCGt9nzx3PNtwYTDY4wk5yHaWCgnXBJXeAoPM5bybw+Pior1+/ZgrruUalUokohIXs9/tBdOOcVWf8YWSI+iBe3d3dBcyE98qZ00BMTKQX1ud5QIIiEiMKw2stFovxjGyCfr+v0WiUyadhgD1fTd7PySDS4UzgQqGg4XAY7ymXy7q+vs6Q2jAwGPnVaqXBYKBerxebA/houVzGmqPYgMvb7bYuLi7UbDa1XC41Go1yvTYYTOdKpEgP69Fut3VychKNGrzRTaq4pIPT4ykKYHFOi3NkqVQqBepSKpWibIz763Q6arVacT69dKhhRaEAkRP9uazhnGCo8j6urq4yBFWeBQSw2Wzq/Pw80kCQL9EP3plrNBpF32nv0IX+Qjey3uzVx8dH3d7e6vr6WqPRSJ8/fw4CYK1W08nJier1ui4vL0OPpc45L9+3lLoRoUJeS+H9PI5Pnz5JOkSf5XJZJycnGY4MESvlq58/f9b/+l//K7g1OC6np6cZx+vm5iYIbJIibTqfz3V7e5txsPkO1prAx0sGcS4Wi4W+fv2qdrutH374IVAub+lcKpU0m8202+00HA4jMMQuvjTt9+KIO40U0siWSffcMnAPrEqPQpyI5Dfu8BMRH8bEc9BO2nHvBW+Hf0PaAOZH4QDtISQe7bMweRZ0KVuT6xFS+n+cqEKhEIIDeuKEDOlQloTQOvcgLZtgrr3ki9w6L+4TQfXmKVwzVSyOIni0kT7XaxmOBPm9p4Sj733O19HJh24UnCOALPv+8Ov5d6ZEm2MK3teDv6eRH/eU9wGqwHNjCKXDgUTODgfxQ5ZdZsmP06vi2Nzxft8/vkcxxpRsFQqHs8LhRjj3xCM67sujcwhVznh3NCWvwxE2fiLjGF3XQ6wBc+foYapLkGvk0/dVSuQ7pj/Ze2laJLWFjiyme4kqmvTgIbc7zxnP3mEIiUMNCDxkLybL639d+JkYh2wxwnhWXI++tHiSnU4nInSukW4CvFigDyfnfP36VYvFQldXVxoOh9FC7+HhISIMIConzOWdHSvpm3nwvBzOExEDG/7x8VFXV1eqVCpx8hskKumQ/8Zb9JIYoFCIgBh3d8jwXBHm4XAYubr7+3u1Wq04xx258I3o+dTNZqO7uzutVqvIn3tZWV4HckR5HHMDo3u3OzS0QfngYHrawgmCkiKd4HPvxEp4IXyOOnAUn88vDWDu7+81nU5jXp106rKVOlHcM+vsudm8D2QYufTTudBnOKMgQF7SCEIFColxIX3H753oygvkivMUME7sOY+wyWd7EMKZ4cViMVNNk5azbTabQASoJHkNzi4yxMlbpCiAvDebTZy7cHJyEvqNOarX6+r1emFY6/V6pDpAsoiqi8Vi2DB4U8PhUIvFIk7h8wAHXgL7CrmgnSrtn9krXomw2+3iFE3nV/xmEXcKSaZ5LzxDZ0Ci5KVsQTpsO6IuV0Lk5Pw0Im/o4Uo+vR8mQVKG7EaETe4ar8zLKCRl7tuVz2tQQgyPyNxxQnnwHgQQZcH6sYaecsCw+LWlb525Y5E+iIWTPlhfvkvSN16036ekMNIcJ8qGeA3Do9AU+ZC+bZzDRk9bVvJeN6q+Nk7EcaPr0Vj6Xr6P/YJT59G536MrlzRi5BqvYbj+OhbF8h53Vt1p8agcFJAXKSVPU6Sy7QGNl/B52oM95GeHS8qUqBH4wP0AnZQUjnqq4/KcXvLhaKv0dLS0nzbJHPlhRsyvR+isH3PsLWzTRlGcv4Hz6jX+IBg4A+hGnC+cY/gIBB2up5xj5NH2bxZxOwwkHbzS3W4XXhweHsYRgysplA2C7zWg1AMTPfA5lD6QLX3GgaW8/KtQKETOgEUF4oIdvd/vdXZ2pnq9Hjk6yAL7/T4WHkHn83k33M4axeB6SoG5wMv0fLIkjUYjSYrcy36/j4Nbzs7Ogt293++jZr7X6+ndu3cqFArflC1tNpswrigfjBCCjDxVq1VdXl4G1OV5WRQTDkDaizvvCsjRBJxIh65dWbOXfB1BreAX8MzkVj3yZU3H43Hk61AsRIAchHF/fx/ryv50442DR+kZxgsF53Cmt6Rk3+WdACUdysG8icl0Og3WMsYXvoEbBZANdNZ+vw9uRrPZVLfbjdpcj7adZIb+khSMZXQZa+CVGp662mw2GZ7RbndgpTtUDgKJbDkrPq+DCBZb4f0mIC6zP5jXs7Mz/Yt/8S9ULBb1u9/9Tu12W5eXlzo/P890kbu6ulKtVgtezY8//qh/+Id/CC4TfAI/8dIdIoiDNOViD+MI1Gq1OMgER5kcuus+L2Pz+vvfxHDjEfikUcvrJAg33DAxpazhRhEjdCht91RdoTA5fqqXPzACiSF2iN3zPZKiy5p7rV7ust/v4xxq4Ja8KyHmESNJFOA56hSShYTkhAwv4/OaUMhj2+02aig9uk7ryBFuFCLGSjqkWEBpUFB8v+eNvBmCl3+9BvKTlDXcKeLkJY8YupQxjBNFeZenDyBNcj0IY5CknP1KZNHpdEK508ACufADFDxqdtTEo0EGkQ2GyO8pzwN95uQgGM3MDfvH67ed7wGShaOLwufEN+BbPotBdhheOpzfQLCAXJAeZN1xmHHKvCa71+up3+9n0Co/x5pTqJCzvA50CTqZnh/AyWl9daXy1NP/j3/8o4rFos7Pz9VsNnV6eqrBYKDZbBafoZkUgdyXL1/0008/ZZBa51NRmUHqInWaSI8QVNbrdb1//z7KoguFQpwoRrDi+XGMufMrnj1Pz32jE2k8z+1eP14GgubeuJM4gBvI9aE0iJhRQkwoQuoeKjAJQs9EudLwnxh3IFcn9zgM6PBYWmaW10EKgVpsUhEoWGDx/X6v0WikyWQSTQMQHkccUOCeH0XgPfJjAzn6csxr5Dv4t0ONbvjZJMiPQ7Mov7TsL8/D5xXkx6FXlA4OEpEa72NfEBmCEmG8pcMZ6t76EigOL541lBQRhx8ziYJMj+KVDg19HNJj/xKRsg4OI+Z9bVLSkT+3cy1wRNExyL9D48wFCt9L+nCMHKYlH4peYv+m7VRTRIb8rPNU0L9OMsTh9Y5v36tOyNtwroQTW9kzu90uehjgLBFUSAfkiDIugjyugX3yMjkcGUe5fO48mKhUno5EpnKgUqlEhQtQOjaL+yd696AXPeB58N8k4uaiKHePmj0S8lwMguZeoHelwRscjUaZHFla44bBdagxZSo79IgycmGAHIRXneb+PP9EtOnfk+dB0wLIHMyhK1TIKVdXV1EORzkVuTpgcM+d9Xq98DSZe9bFozqMh0f9UvY0IzfGbDag72KxGA1AKNVz5ZoyZl/DQGG4A+ujVqvFGfKUHXkaiSYP9LIejUa6u7sLBArlQMQ9mUw0nU6jZOv29labzSZQEqKEZrP5TXczqizSvSMdjvJ02BFniz7aGAzP6eZ5uJPuL+cG8D4CCO+8hfL1CI42zqQmSHGAqhCdof+oaHH0UcoeNMNnWLfBYBAGhdJKyIEEQiCPXhUDYpP3tcFw49h4FzIcnOl0qul0GmQzzoZHBiGucRIazpcbdwJGT0+Q9oUAhw1Ke5T8/ve/z6DDdHKUDl1DpQMjvt1uZxwBZ8djB38zchpKGk/BIyeH0SXFhHikm5JzWCTfJF5O5EreN5aTDfi3k0Yc/qpUnlowYoTIw5OvBdZLo+6UnJb3wX168wg2gM+te30uJE5iwzmCwMc6MlAulKiwDr6WwEqOhvjRn9wbm8zJIzhKTprCmLnsuNzkefizOSLBXBOpoQR4XidJIc+sic8R6SPvppYyv30u+TcNeFKE6ticunykr5R0xfflPbIj3cM8g/Z4fpLoCbY5hs9rqD215C1L3XA7GphyG4jSQZocZnXnwdeOPczf3JHGCMAJccY8SEyeHV+Xp1SvpHPnpcCuV7AB7rj4WvOeY8RP50Y56upBniMX6CQcOSflOgrJ+jjXgIgdhOA3MdxArW4cnXDE71AinBxGnoezSZ3dymSxOK50fJJRNMBK3sCC73t4eIiSoeFwGLmF7fapNOCHH36I02KAMmBj4pnRSMJHnoXcB1BaofBUo01kylx7vhnPldwywofi2Ww2+vr1q3a7nX766Se1Wq1o9IGxXSwW0a2I5jhcq9vt6sOHDxFROCGOqKVUKkUZHg4eeSUaIxA90NKQloEOO+Z5IKdsUDe8KG16VDMnrhjYzLR7pLOgdDjEYLlcqlQq6e7uTqPRSOPxOLx79ogrdSKx6XQa0Tj7Mu2c5qkWokqIiJ5f9T3LmuXdqfr48WPwWe7v79Xr9aIHP8gTczwcDiU9lW6dnp5qu91qOBxGcFAqlTQYDPTx48c4LAa0itIgZBdD3mq1ousdKBdEMkc1CTbcKXPECj0MwZeSSc6Spp88abGXspf/2sMDPOnQ6MnhZBpv4RA/PDydtIUe2263ur29zfSnSCFzbIOn/orFp8ZU7XZb/X5fu91OZ2dnOjk5yciz8xMw0nRz9GZEjg6yf/f7vQaDQUZfPjw8xHGxz56n576RzYzXQMTlhhvBwnDzcCjlFEJN88qes/GHcK+FgYflxCXgProZsVgchIEDgNJJI1SH+fOueHwwr06akbLPkEbc7jAhtN4ZjfUlRUEk4AaAtcKQekUAToQ3AXGPFoPi+cJjRC3kC/jc84cuT3keafTk6R4vGfJUkOeLMbZE3lzH59TJYawt85zKg0dwLgt8fxr18F3fi7jTkUYyeRxwCVCgyKJHcsfyyKR8MJzMAyRLdB2OGcaZdJ7ncLmP7XYbRt1JoimSSLQvZXViGnHjIKKHibZTJCePg/lxG5ByEDzvz5wiu7wfUpt0KKEEbXB0KNX5XJvr+VkNXNt1E2vk6C+pRq7Jd/E+InoCUenAh3nueLbh5uAAmqvw8jIdPEU/6MCZedygKwWo+J7vgaGHUuLBfYPhJKzXaw2Hw8zBB55PdVJGsVjMQFOch8rkOYTv3lKePVTpMKc8Czlu5sq9buaHgRLf7/eBPtA6EEWUwn37/T6Ys81mUxcXF2o0GplywMlkEo0KisViQIHtdlutVkv9fl/n5+cR6cCeLZfLka+lSQ5RHNElNZtpP+K8DZQNzYCc5ITBRlGAaqB8MQYoYm/P6PwCPwf94uIizvRmX7JHHh8f1e12Y/7T5iDMK2kkj3D85UaeqhHWbLVaZcqf8jx4ThjXKGDk250VAgYMtqfsMMpEgPxOOjTKgeTpjhNK3s+d5nhb8q5AqE74Oz09jWt4ztr5OBhsHADuwdOaeR29Xk+SQpfc39/r+vo6nPfNZhPcD7chDJwt+DvM+f39ffQxRz5Ho1Ecc8o6H3u5o02ELR2CG5wE1g5dCiKIc4ANTJsUsT6/ieHmhiiVguVKg3VuFq/Q85fA6OTwuFlynzRGoZMZXolvIve4mDzuAWcCo4SXnOZJPErA6AC9+7V5b5oLzutIoyzP+6NsUAxsas/783lIec6OJRJ0IfMIo9lsqtPpRL3r4+NjGAdJoYxQ6EDldHqiL7QzynHcPPLw1IwrqjwbCBT+McIX988LGNpzYzidTqTxozaRZdjpdIRC6RMV4tByPgBRhDNfMcT7/T7Tpcvv26Nx7h/nyck6r4HQmSKHDI/0juXvMcr83bkE/j7nFLC3UgeIOUf/YGzdmKCfyuVyHHZRKBTCqUr3pacxuTe+6xiambcBZJzyldwRxYCzNk7ERW5xlhmkEEidkmai+sZTEx5Vuw3wFK90OKKaBl8OoXvKQ1IgkR7gMnztnjuebbi9rs49DRiRpdLTwQWwml0xNRoNXV5eRuMTLy2BTVwulyOq5wFKpVIodRaF3wPR4jUTpXku0IlnRG5sWBQl3jBOiQuBR/x5Hl6qQG7t/fv34QGuVit1u91MDaJHFdSqks+RstyD3W4XG4G1wQA7sc+5CdxTGqk5/OrOBZuNtUOJcS/OaQDyyjtUTnSTRnDIFZsZVr3DneQtvcTLz97mWhhjP8eZCgoUHI13aCwiKTgEoBw4VuznlAAlHRSVt51Mj4FFeeV5XSRlDJ+nLOr1ugaDQaByfk4ycuvRH7KJ3nFZpQkVv2N/lsvlCHKIxD0dwr5B3/rBS97lcLvdRh4bR3gymeju7i5zSIb0tF+99DavgzwwVTCeZsXgUVoJukSFjOsEqmEgEVarVV1cXEhSGG5kmc+Vy2V9+fIlOALb7VZfv37V58+fgwOCk10sFnV7e6vRaJQhMHrKq9FoRNMj6VtHnr3Kvv7NIu7dbheevzdzB/7r9/saDAYRRaGI6vW6Pn78qGq1GnAt0V+h8FSGVK1WdX19nVEWGFU2D96rQ3X7/V7z+TzqklH+nEPNZyeTSTRZIFohOgEqBwYjEiFCzPvw5+BYP+nJ2ZrNZlosFur3+xmDDVqBwa7X63r37p1OTk4C9nTmJKVCaX0phoD1wVi54Xav36/pRhtlOJlM4tQ2b0qAocIZYUPmeXgkJ2UhMubPe4izX1gbOBvAuaAm7AucYi9DYm1Q6pCf7u/vI9rGkS2Xy8Eu5wQsr21N0S6MC92sgHq559dquDHYlBednZ1FHbBHvCjox8fHSOsRMSO70qEVsKeYSBdx5jYpjrTHNt3nHBLGmfUGU+wbmpOQaplMJrq6usow3llbZCnPee7pdKrdbhe6vNvthsFOK08uLy91cnKi+Xwe9oZnhtGPY1Or1XR6epoxwF6WjF379OlT7L2Hh4dIGZIWqlar+vjxoxqNhn7++Wd9+fIlrsE+KpfL8Z0XFxcZw+0pDtafPfMSh+rFhnuxWARzzgkuKGiHNZ00QU6JjY+BlA5eiveNZcN4fkdS5iGJYlKY7tjnpIOx8BxFoVCInC8Ky2n63yPg5GngpeNZSodaQeaKyIy1YjMQbZEbZ73cQUNp+xp75zpvHevr64oR5wwD0+v11Ov11O12v8mlw7aGJQtC4hGMpFjHvA4ntRQKhUB54BDAJEcu/cQgTwmkNcCe9vHSGM+ZuxGFZ+D5bF9LNwROiGI4YuDneDuC5eTOvK+LlO1LQYqIqgrq3nu9XuZEQm+5ydriiDpr+VhKAZlFL3kqIn2xBikXwlNgGB3QT+aeXKunCv2eXkN6yeF8dwR5HSPhIvMe+DkL3+XdHRdfP9JTHpB4yRlzPB6PNZ/Po5LD4XC4Weg9h+vdHjo/wsm+zx3PNtzD4VDb7VZfvnzRdDrNlDYQWQHroPiZ5M1mo/F4HCVAfkA5LO/dbqd2ux0ROJvHm0xICuWGsS8Wn0orCoVCQN5ONEkjP8g+XofJ4rLw5FiBsfIs6NITcRAHhqi40+lEPqder+v09DQTRbFGvNfZ5JR67XY7jUajgIbSeaB8CyGFa8DpN8CwjUZDP/zwQ4Yc+OHDB/3N3/yNOp2OPnz4oFKppC9fvmg8HgdBDtisXq9rOBxGVMqapRFt3gZyydxxhjw1v96SF4Inji/pJ4wKZMBOpxN5UCLuZrMZ0SIGXpLa7XY4bX5anitHDARRM9G+dOhSx36qVqsaDAbhQDlLF+O23W7jWfI8kGWqH87OznR5eRkEzVqtpvPz80wf/ru7uzCSlP94l7LZbJZR2O4gE1CQXkJRp4cd4Qi7EcExgqwI8klUTukXEDqOMxwV9nuhUIhTtvI6PEDg/6B/rANBQLFYDJIaMs+8Y2e8x8j9/X04Tc4fIBUIeRaej5cNo8e2263+/Oc/a7lcxkmFlD2j26SnSipsmHTgPbB2ICmgxRB5nzte3DktJVegXLhpbybhue6U6JGSc/yFZ+OGBg9SOtSXMoAdYCZ7W0aHRtJSA74DA87vuQ82Zt4NN5sSmM0PE3Cv30l4ToByshIvyGleey9lz5F2D9LRFId9MFrckzfkd8cMWSHK8AgcpUWe7jWQbCTFpuUZOLAAY4xilQ5oUPpcTmJKIyjfIzgzXM+NNHWwx3gCePnUJOM0+Pcz514C6LBk6ty6jOR1OJnM9RTGFTgbw10sPvV5oHwMZIv5IG3AvvOI0Emejghi5HG2jyGErjc9ekuHpzQckfFIkWfNsz5L0QfQWk9puvPuMilla7Sdr+EILc4qSJ6nhpwvtN/vQx+yrqQn6FAIMRsn3ImKqd1zpJA96E7bb2K4aW5PEw1ya0BKjUZDf/rTnzLMViaeyABIw3sie74OLweYloi3VCrFpkDxed6JjfHx40dtt9sonYFggpGCYYshqVarQWrzPJ1HI77B8zogLEFEIgpzkoykjIHc75/KEzzH3e12I9f9+PioVquljx8/qlwuh/IG8XDDLj1tpvl8Ho09MAiwRB0Gd0bzfr+PM8CJ0KWnDegkNVprUoHgLQnzOt69eyfpYNguLi704cOH8MZdWXvayZUuBt9Ja6wDJZCgJxgbnDeOKCTS4j4eHp5OEdtsNpFTXK1WQZThd9xPCsuSFmFvuNGQDjXKeR5EzkS0PHe1WtXZ2VmcMJWSbZE9GurQPpiz7CuVSpBt0VXkn6miQGeWSqVM6SyRH78jGvdeCKS7MEDSIZdeKpWCs5A6VRh0vievA5IWNoAz4iHdeqcxkFGCNQYpA69nJ3JHZh3ZdacG4hqoCE4cJbWLxUI///yzRqNR8IdAAKSDUfbgFuSEdB+IJOekz+fzKF977nj2DkPRMlHAd41GIzrZnJ6eqtvtZohEQKk8mDdyITcLmQZFRqRL1MvC4Ak5uxnj714SnmytVov+z5AN8Fr5XhShlxulrTjzPkAFXJF6pMYGd0FikE/mVKNGoyFJkTLw06TwVJnrFMXA6TqmxL3JiBNMyEU5ic2jFZwnDD6O1WtAQqjbRFG44iaH7562KxUGa+bRBkoblAPjDILC33BuKUNxJc78enWHpOA1YKgd4nMl6Me/4oA5mpP3AQLB3PnzkibjhXPF/yUFNIt8A33izKKo+ayjWfSuZ09sNpsINHC+HUmRDjLEXJPzdt3JvbDnU57CPxa152GA3hEtk37lBC5k3nkVRNfIH/rB9TqpDJ8X11GO7qE3ifJZF/QbAcpisdBqtYqo3buhMVL0Ay4Sjom/fhPDzcSwUTkisN1u68OHD2q1WvrDH/6gbrcb0QNsvRQGdJLAMVKG11aifOjcxcQS9e/3+2jdSb7cDS+RAWxQlKOTEBB+Fpy8EUov74rIF5w5wnME+WCOyIUy50QI3mvZPVjO6va187wthpf5x1Hj756XolsVSp4+8sBN8CNSmGu/30eE6nATUHBeB1EujiWEQeYRh5IGM3A/PK+KvDuU6+Qy5Js5pVSGXLNHde5QOynG4URPNXmt83a7DWY7CtUNSRqp532QDsCJgY8gHQhR8HTcwLpuc+a2px9QwrDOU0iXa4OGoVtBS1iTwWAQDpPvMeDazWYTTUQwFuiv/X6fgehx9vKeYuL+kFGcFPaFp5kINOB8MFfu7JCiYy0eHx81mUwif+28kO32qZUt340jXK1WNZ/P9enTp0z1ErnpSqUSFVKgn+jNcrmsfr+fgcZ5RljlaXrxOePZhpvNiAfCiUb0pW61Wvrw4YM6nU5AFEwomx5jkBrx9AVMJB1Yn9TyocBYSDdOlE9QLsQGAVpkcjAsDtlyDe5VOkTlr8Vwu1fuZWw4Pvv9Xr1eL0hLGD8gc8qKQCYQcs/9OLx7LGfjDQ086qf/M0pIOvTblhQKzw23e8dOGGGN846G+NGNKAAG8k+E6x3tWq3WN166G25HORwJIR+dknFQ9lzDHaNjeWtnLjsCRbMj1hoHsVAoRCTC5/I+uEciNy9hYw4cLcQAu+F2Zcs8ERHyO8+3OgkWw43Mk7pifTyiJLKDNIpeBW71M6dJY4DwpE2UUkQnbyMN7KRDRJwe3kKplvcGkbL6EB0PL+Hh4SEcG/QkzoD3AsFws2dms5k+ffqk1WoV5y9Qf01/kmKxGAZ8Op1Kekox80xpqaUz11O2+z82nm24PYIievC6UEnBiKQ7l7OTEeDpdBqQBYLM39LuMsBN3kIRqI6NQ8TIQjkc7B40iwCbl7KcarWqu7u7UD6SMsYp79CSpDAIKHVvisLcE8VhnNnkRBt8xnOpGEi+A6/d3+cEG+rz3SHie4EIpUNpFPk633jIhOeGSqVSeNc4hNSg59l4OwEJWXaipEPjTjbDIDAHGGFHqSRFhLHZbDI1x05mcnlAgbNvgE+lQ6tI78/Ad3nTJYwM+wMHmQjE4d08D5cb9A/KmB7XoBW0EiZ/7PX46CtSh8i6l+l5Woj1ZR7JaTtRFuSC72E9PNhx1ARdmJYSOnzO9Vxf53UUi8WIqolSnd3Nc+KoggA9Pj4Gx8aHp4mcbwX6SLVGrVbT2dlZQNfA3+iq2WymarWqyWQSjrCXWGK/CGxJIbPXccBAFt2Ze6kue1GO26MH8nUoZggBDw8P0TDi7u5OP/30kyRFqdf19bWm02koKgQd2NYbrqT5gd1up8lkEjlPWLrA9x7hEaGTn5CelBPRDISRm5sb3d3dBYyCcPvhA3kfENFQEt6JC8HodruSFHXUKGqMIgqdFn6gFpxfjnFPFQjOgCSNx2MNh8Mg/kFgxFumU50Tdths3tSHTco1JOn09DSQAqA0yjPyOjCYKH6Uuw+PgDAgQK7OC8Eo8n9PN0jSyclJ9Ed2HoGnNLyywMtnJGXgcCIS/w6iEG9eJCkQtdFopOFwGBFK3oeTiTCY8/lctVpNw+Ew5N9JUJvNJhj6zC9IkBtjSaFHUg4ARpfOdUR46LqHh4dAufgsg2jN04luZLxSwKNUjFu5XM6kBPI42A/9fl/lclnz+VyTySQCLVJrzCHzhpN1c3MTBGpk3WFp0D/OS+j1emq1Wjo5OYk5orzu/v4+9NRoNNLj41MP9F9++SWDVtKx0Pf45eWl3r9/H/bm8fExiIwpCXq32/12p4PhqTns58zg/X4fCgUvnJpgIDVgIIfqHPpLiUm+kFL2ZBYnwzh8DuMQ2IToEO+G62H4fdLd2GO4fTPmdTgTm43rkKlHSChzfsfcsY6SMoofBce6e4tAvtMH/3dYDuIU9yIpE3kQNeBdp/LE+/3zyEqe1wZEgtQAKAZz4s8jHeTbIT+PFpzohHxicNlvKHMiLCciOgKTzlsKo/pe8z1LrpzPO7nT91eejYOUZb6Dxvn8e2Mh6dvyO0mZ/eT6A4f2mF7z3/HdnqqAjOUGmM+l84sDxbM42uF8EN9rnhLI42B/gAhJ3z8PXsqWwTGXbld4ZoI9JyRKWRa4dHDo2LOwynG+gbeZ5+9xthg+9+l7fA2RneeOZxvui4uLjOEmcgMmBeLBa9xsNprNZrq9vY0I3RX4fD7XeDzO1EkSNfJyw5k+lEfWwCoexfN3SmnIDQH3tdttnZ6earPZBBOeBSPa802U5+FsS4yds65TshpG2qFUJz0Rme12O3U6nYgayfV49AdXgByS1/MT+YPGAM2T25MUcsOJYhCqyuVypFwkRVkIMJOk3Je20FVpuVyGJ4+nzkb1vKdzMdjUGGD2CesEMQaUYjab6ebmJoxNvV7X+fl5pmyP6zv0ysBJAw72dBQvCGjSodEF98thMq8FjgWBwhB7CSvR8HQ6VaFQCF3nEazvG0e30FnusHq6BDQROaAUEn3op1iBnoCkOOMZbgHlt04sJBLFQCEfOFl5Xpvb29swuI1GIwwoegYn5RhvwI0k68rpk8w7c4d+v7291ePjY+hHT//e39+r0+kE4brVakVzIeeGVKvVmHP2Oqgz6+JnA3CvpGp5/SaGG3b198qAeFDp4MVw89VqNcMC9qjQOwOlXqQn7N17TBnLTr6QlCm78MbwHuU4HAud36FcUgMe9eV1oETdALiXKh0/mtSj2TSSSKM81tzXKY2qnTyVevs4Eh7xS8rk04m4cSAw9JIyUZ0jA3lWQjCvPV/tVQygQSlsJh1QJFf67Avq6MmzSYcDQFAacA78ug7VpmhV+jrmELkDnSrK1BHM87pIh4ibeXF9xp53xENSwK/oJJ871ijlIHiU9b3okLVbLBZB8kP+PeJ27oh/J/OPk4BT7M/kiEme14ZUjO/zVO8wJ75ffG7TtAQpQQ8cHP11Ui2pCSfipq+/NH8pSoWTR5ojRYz9mX4Tw81N4VkjOLBNwfAhDVUqFU0mE3358iUi82azGeVhHIYB6xFvR1IoKaKDcrmsXq8XOQ9Ow/H8ghOyIB/gIAA5Mby0gHI2cloIv6QMuS7PA8UAVOr12Nw7eTQ8dkqQ9vun3rugKaXSockEDT4KhYJOTk6+yZ+yXmwyctd4/fP5XMPhUJVKJc7sdqIgBgKDTJ6bY0Hb7bbOz88zHrXn8anRz+u4vb2VdMhNghAR3ZZKh/aNbGQ/bhYkqFAoRH7//9PeuTandSxdeImNQA5CoIsjOZeT/P+flSiJ7CDuSAQDOh+op/fa46280odT76ZquoqyLZnbTE9fVq/uYQ1oQ3l8fIxAebFYRFbcbrf18PCgdrsdGYYHsgTiNzc3FXKcpMiiOd8gOVwihEA23Ww2McDnWDJugkOMttfmHx4eVBRFlG2oiZ6fn1cSCYJ8AiqcLddPggxxZfFisQh9f3h4iKsmqeNOJhM9Pz/HeN+7u7u4Ox3d6fV6sSetVitqpgQfHrRz1t0+Nt1xY3+pF8PfQW8hlbVarUDhEEjTkqJXervdVqY0euLJ5S04bU+AnKUvKRBD6XBpC/eiS4rbGJmFwXmmbPXy8hKDVnx+Or3lUn1i9W/yLsf98lK2r7DI//zzj6bTqdbrtX777be4qQWK/GKxUK/X08ePHyMzR+lpf3CY3DNuFqrVOkxM8+iSjNkjUD4jdQgUHKXGYGFEMTJMfvNIjf/jAzKaKigC0bukUB4+P39CTKMmCiOY33U6nUqP4ufPnyMz9IsYqOs53Ish85LEer0O50F066xPN5heJ+WgMdkIGBF9Ye+avDdkThhXDKYbVIwz+ohO++QzWk28d5jbkPj/+/0+Mi3p4Fgmk4larVal/7Xf7+vs7EzD4TACLSByoHGIWOiNB0sEhJIqjgmj6WhMkwV4m6yMf0sKY0pPsKMUlCxSdJDghwCac4U+c0bo2/3zzz+1Wq30+Pio5XKpxWIRpaLRaBSkT5yxs5Y5eyA5zjPytfeskTPWZDKnVGbO2GovneI7+Dltu+70QETSWSApWRPuCRwsyrwppwlo3fuvmVCIDgwGg0hCOY+OKvM+aR+3B1zvRQ/f7LgZ2uG4Pcb/NcKYVB1m4BGqt01QP8VxU5cjK3EnTwQGsYzMgQ31jeEw+t9ZSAyn1x7YWGDy3W4XBrLJQuZML3Cv1wsYxiGY/X4f7G5XbtobYHT7SFEidzJBHAg/Rye+fv2qL1++xHAD6qgYfrINhP0HaXHj5kS5FFqUqrrV5DIGhgU0x1ndksKpg0Chy97ZQK3fW7X88HMGQUhc93m+E2+ADv2GPgJcHI6fP84vQVS/35dUzjAvisOtWd1uN/SwyXuCUBdODT0/93IOg1g8cfDvWBRFhenvMCilEtbcDbi3FHl7pHNDsJ3L5bJi4Km5E8QB48KG9oCBPTyGvfGyJ8kAg2nwE/gC1oQgifWFm5S27+EvvEWVPfI9S4W19CFW6/U6uAdXV1f68ccfK8nkp0+fdHNzE+2FzKDgM3orH37xPfJmx03vLzNV3Th7/Qzj7Kw9H5jhdSHG/nkGBxmDKAfSgNPqW61W9OAR5UOg8s1wMgYOHSPHvzF4HGLqRhyK997a8v8hfEZqZBcXFxHJgT5gCGir4HtzCT1rfXp6WolWpXKAS3pfMw8Oy19//aXRaPRNLbTdbms2m0Vt1gMyHILvl0NWSOq4MYhN3htIfEB23sfuawe/gkx3t9vF2Tg9PQ2j5AGVZ4IM4iDD5nwxqIJAGceN3nOWmPxEmcvnNXuWMRgMdHV1FecJ4tB8Po8byAjWmi4ENJxzJmLhyEEYiqKItWL90EWyKlqR/Ex4wkBgxPAO9oz173Q6sfeSvkE1uOvbzw2wPQgXTmM8Hgc6JZWJE3rV9L1BV3Gm3sbFmcDxTqfTWF+GokDCw3E7+ZnWPQZ3gdY6WiJ928nEmcFO9ft9bTYbXV5eqt/v6+bmRr/88kuFk/Lzzz/r7u5O8/lck8kknrter/Xly5fo5/YS2v8k43Y6u+P/Tr7gS3PovS/bp97UXTThdQUfDUk93TM/HDlzn6mhe2uZpKib1jFkiYBRfiJdDizZBrXFJguZDsYAJiVrKFVnFe92h9F+4/FYT09PGo1G2mw2cWkM+0lQRbaNI8DA4IDoJX0tG0EXHG1JyW5kB+wLTgM43LNNjGfTyWl1hBnfDwJgUAaHa9E9L384YSolRvlep0Qz1hhHA5GUs+XBGJmlk3EoU/X7/egycKOatop5ttpkoZREPZSOBr6b62ZKqpQUhhjkxK+RlMoAkxIFt41RduIscG74k3nooB7YNc8SQQWcL+IBrbPHsdHoTZP3hnX30h/fBR0lACZAolZMwuFDaSRVkCfQFc4AKJWXUn093Xdw9rzU5SRoH7zj3Cv3hW7rnMj23ja9NztuogNgP4y14/g4ByfhAAExRYZbnjwj4zWo0RERkfESaaLIRD9cdN/v9yvMPZSXepEvEpPdeN+iKKKW6O0XThJqsqJLh7vSPbODqATMJpWMWG7EmU6n+uOPP7RarXR/f6/NZhN7xDoPBgP99NNPQRK7uLiI1we+o9WOrFAq+8nJJiABMugFZ4PhIthKoS70gBo32akHeE3fG6na6+nkx5eXl6ixkYVhRIAFHaFwPgEGg5vgMOi0QKLHzkjn/OJwIDc5yuToFgjHxcVFGCNKR+7wMEjHAsdKpd15enqKrAgyIbbm119/DR0laEUoE02n04Cnn5+fJZUZGwHV999/r0+fPlXIZe12u5IZYugJWkE5yDDJykEnQQYIbJ3dDxSP4yLg5XlNDnbRJSd3gZCyNtgVvtdsNtP9/X3FwfL9sXdwbCgpsnfz+Vyz2UwPDw/qdA43wzmZTaoGCKBh3NsNEsnNioPBQJ3O4d56Jj36ZTNPT0/6/fffI8nyoTrvkXfNKvdHXV1bUiV6QYE9GvGetdeMmWclSBpVOlvSMy8+E8/3SMnhK5yFO2wMpEdOx+AcUMi6BwqRRnccbn/4WqXISUqCkVRpZQG9eE0XPPuTvh2mkwo/c73gT/9dk40QQYd/B0oBXltL0arXyF1pxs15Ijimhufsf8+2/Qz458HJ8BkcPuT84jggRfHctFWt7uw2Ufw7+MN/7/pfF2jy/7ynV6oOIUqJt6wLa0VA5cGV9xyn+yh9ayNTW4rw/50/1HTH/W8oWmrDvOWKcoajt+i6183TMyeVraYEtpwvf67bKgJmn1fhyR7+zm0fiO5ut4u9dj/0XlT3zY6bywXozfbmdz4ACub3YHsNh+y43+9XYGuMPgsElCApnCctTimBiawSuIooxqE+hxCJlFjws7MzXV5eVpwS3wPWbdOFzcfAXl5e6vr6OghnUjlrnMDJiRv8bjAYaDgcxrpQivBWFyLF5XKp0Wik5XJZGeXnxpygiNcAFnQD6UpMZs5zer2erq+vtd8f2hDRJyaDOTzcRBkMBpXsFH2nRkmQWBSHtjDuGyb7YuyjGylIbiAjd3d3sWboMdmYzw5PJ56xfr5XHjT4+fGgwKcSSqVzgLUuNd9pS9Xxob4WZNffffedbm9vdX19HbZrMBhoMBiEfYLIR5283W7H2cCOQKJaLBYVdjfCzyAkgqS4c3GmMheIgK75hUpAxn7u0LF+v38UaAjtXMDbMLilkiRGZxOdL7PZTJ8/fw4d970kOMK2YD8oV4DuOWmwKAp9/PhR5+fnYe+k0rne3t4GWe3Dhw+6u7vTf/7zn+jW8FITdmy/34fv+eGHH9TtdvX4+KjZbBZw/Hv25s2OG0XH+DgBww+61zS9LoNh4HdSGS16ZuKMYUmV13C2t0dODo/8X+1bRJw+5Qto0VsBPKtpumA8WTuMKFG7VNaOUGiP+Hh4vQZD7RlbmrETxEFs8h5tPk9d5ueQKnVGPo/XjXh4RuLZqn/3Joq37Hhdyx2o67fPNMeQA1n7+rNfwKjAilKZ5REscI7qjLafubp1TM90mrX4a/pZabpzkOqHDqV8DPqIcSJug6TSRqRJAjaIgJe94H0IUn3NfR9wON4uxGfGwJPsQFb0scGOlrEnZPNpu1PTBP1yv8J6sF98B//OJJPoKJ0qKXrI67E/2EXOJv3x8DrcJ0mKUpLzt7i4iYybwNn5B44k0BKI7ZTKUa9vlTd7Jdp5UlYr0ZxUtowNh8MYE4fCQt6gLkOU4coEM3M4HFYixFarFfVUX0A2gNvGuNaTRaN+4RENj/Pz86jZsnne88xnanrfo1Te/eqwGd+X2hZ8APZtPB5rPp/HiEwIa8/PzxoOh7q6uoq60snJSQzaABYfj8cajUbBTndHgQEkyiUA8MPn9VqIdJB7qG1xYT2fF9boarX65jA0UdAnjAefdbvdRiuLDycisyLq55Yq0IzFYqHpdKrT01MNBgNJqrT/OEoE5Lrfl6MV08D45eUlBuWwniAx7qxBTEA6GLCDwVyv15G1pIauqUIGC/KB0cYxULP2W8/cObjtwTYR0K5WK+33+0AdfXQyxhyCFb3b9HFTBpQU+0rQ2u/3I5tnyAu2joCaz+0ognf+NNlpS9L9/X3FTt/c3ITOQ1rGxsN72e/3uri4iI4hL3Nst9vwASAQ2Cn+ZH04Y/gkRt36xSxFUYTj5vfeRglKRpDgKBv6wPkkeHAu0lvlXVA5yu0ZN5HH6elpGPt0AMt2u40FdTKOQ268NvBu2poCOY5D42PsIC2l5CUgKhbGFZgDwXc4OSnbkYCfpObXUSVVbluTFEqJkXVDg5OdzWaVST673U6z2SyGT6CcwE+UIVib2WwWbSfoBH96nyQOCbKhBxcYST6/IyeUP9Az4K35fK7ValVhaTZVnDMglbrE/uDgaMfCQfqwFpwrRmU2m0Xgi1NA34HmmMNNNs4eeC2Xc8IkQs9sfPRvu32YYNjpdIIoROcC55qADuJb0wMqqawxEzhtNptwwASQPkGQfwO90rLFVY3sszsP1o8aLA4W3sDLy4vG43Hs63g8rrw2zpls/vz8PJIbWu+8G8FLh1JJoDsW3oF0mFpHEuf6CcHZbRFIHwGYE6YJWngNAqmiKO87T9tacfIkIZRoLy4u4uwWRRFTC3k/CM+dTicGGxEsp+UmSVFSwp8R8P1PoPLXFABlkRRKRoT4GqGNqMkjXIwzNVIiz/V6HUNDnGHb7XbDmKPEZI/OfPY2MA88cGYcoFarFU4srZM3XbysALsXTsLz83PUVDnwRPiUFNLoEMdZFEVkdMDZXp7wzJq1ItMDpnLSCEbMkQ3PvImkEX6HM4ctz8APJ1o1UTiMThDkO+K4CRqdPYv+o3s4DwzEbreLDNpnKThxTVLFoLuB8sApJZP6WpP5w3Yms8bJff36NdpwYOjynZou6Jy3SrlRJ4PFbkglUoJDkBR1VqlsL5OqN/VxntxxY0M90UA/0GmcNOeMKZWcq7QMk5YwgYD5PMcgOGJs+2KxqEzsOzk5Cd1j7ZioCEIkqUIiJBl8fHyswOIkKrTPcsZYR8oLDtWfnJxotVqp3T6M32YuxnK5VKdzuGwE5MyRqw8fPgQ/gUmjoIfuC98q73Lc7rz95xh5j0qAJDBUae0ZQ+XZMM4m3QzYeGyg15zYFAyOE054D39/GvXX67VWq5XOzs7CYKYRGO/fdKXnsBPUpIaVNVyv15pMJgE/Y3wIXoDtgE/J6nxvQVOYsobR8OjfiWjT6TQQEgZYsMcYs5SjABrjxgjjCjTLbOwm7w31K4wneg2ByZ0cEKjzFVhfh8pns1nAvASbGBkn40iqkGrcqHswjWP22jWOyJ0Tk9Fo+5tMJpFx830waGn9tolC0Oj9vjhk1otgBQFdAtmQDmUqDDIJiRMASSycmcy+SQrEwklQBHzet8y/yR55Hxw0n7Uoyglj6EVah2+y+Jhgd8zdbjfQQMp2/n1wstgYd+K8BvdO8Pj77781nU6j5FOXhRNIkAR52QvS4tnZmfr9vrrdrq6vrystxPAler2ebm9vK1A9aI0jjG+VNzvu1140JanU/ayOFOMPXyjPzt0ppFm7O+i6TCJ9pO+bGjCpeuezv9YxSN36v7ZOPJC0zSR9vhPBfK3ryDUpTMrz0/VM9y39vDzgGtR9/qZn3JJqz0CqX/5v/z5156Ou3FB3Bl/7HHXi5SB/HXQEB+R74o+01uq6dQxSZ5/+7f/6+fG1T7scfO/r9s2fX/ecOhvq7+/vyR6kxMG6R5PPTJ0NSu102pmSEtr84a9Z5z9ch+tskfsVfAOvvd1uw+aB0JLs+J4S0DlvKvVn7+VSnbwci2fKkiVLlixZsqjZuEmWLFmyZMmSpSLZcWfJkiVLlixHJNlxZ8mSJUuWLEck2XFnyZIlS5YsRyTZcWfJkiVLlixHJNlxZ8mSJUuWLEck2XFnyZIlS5YsRyTZcWfJkiVLlixHJNlxZ8mSJUuWLEck/wUpMKecFfZbigAAAABJRU5ErkJggg==\n" + }, + "metadata": {} + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": "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\n" + }, + "metadata": {} + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": "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\n" + }, + "metadata": {} + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": "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\n" + }, + "metadata": {} + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": "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\n" + }, + "metadata": {} + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": "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\n" + }, + "metadata": {} + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": "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\n" + }, + "metadata": {} + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": "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\n" + }, + "metadata": {} + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": "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\n" + }, + "metadata": {} + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": "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\n" + }, + "metadata": {} + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAe4AAAGFCAYAAAA7JBDPAAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjAsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvlHJYcgAAAAlwSFlzAAAPYQAAD2EBqD+naQAA9fNJREFUeJzsvVeMZOl53/2vdOrUqZxT556e6Z28O7PcRFLLLFIUKYkmLRlQAGhbEuwbX/jCBuwL2zAM2BeGAV/ZguGLTxAEU5RIipa4Sy65kdzdiTupc66cc67vYvw8c6qmZ6Z7pruruvv9AY0JnarOe877vE/6P5put9uFQCAQCASCQ4F20C9AIBAIBALBzhGGWyAQCASCQ4Qw3AKBQCAQHCKE4RYIBAKB4BAhDLdAIBAIBIcIYbgFAoFAIDhECMMtEAgEAsEhQhhugUAgEAgOEfqdfqFGo9nP19Hze7RaLTQaDfR6PQwGA7rdLur1OjqdDjqdDgahGTPMOjX7vTbqNaHf1e12eS0GeW00Gg06nc7Afv/jOHHiBABAr9dDq9WiWq2iXC4DeHBNDQYDtFotWq0W2u02/x/w4BpXKhU0Gg3+d7vdRrPZ3PZ3DtN9OkyvpR+v18v7SqvV4r2FPo46w7o2tN8/6z5Pz5dWq4VOpwMA/pmtVmto3/9OX9eODfcgIKMwrBf5OHBQB7an5TDcG+pNhK5n/3WlzUp9EOm///ufhcPw3ocV9bUb9nv8OLGX9/RRflaGznCrNzD6OwC0221hxAcAbWpa7YOsCq3DcfBMngUy1jabDSaTCcVikQ1zu91Gp9Nhb6/RaKDRaDwU1SAPQR3dEM/Bs0PXkA5V6n1HMDjUh9ZnRb1HHbVnZ+gMN9D7UO3lQgqeDrWXeJRu/v2GDLcsy7BYLGi326jVahzqpj9brRYbbrV3TX/2X2tx7Z8d2lfooEQf4toOlr26/mr7cRQ976E03ARd/KNysQ8bGo2G80PkcfcbFsGjsdvt0Ov1CIfDcLvdyOfzcDgcaDabKJVKaDQaSKfTqFarPTnrJ11j9UFKr9dDo9Gg3W6j3W4/9vsED2i1WgB6o0fiQHp0UNfkqKO3R8WeDLXhBsQmNEjURWmAqDnYLW63G3q9HuPj4wiFQigUCsjlcqhWq0in06hUKqjX61wkpd5UnmS8yZs3Go3Q6XT8c8T67Awy3MSgil4F+0N/XclRezaG3nD3o9PpevJQe1GBKNgerVYLSZLYozsuFbd7hXqzoHuUohhGoxHdbhd2ux06nQ7tdptz2f0V4/QzTCYTFEWBxWJBKBSCJEkwmUzQ6XRoNptoNpuIxWKYn5/nULxge7bbL47Sxn6c0Wg0UBQFkiSx4W61WiiVSkcmsnKoDLdGo4HRaOR2GVqQWq12ZBZkGKDwksFggMVi4VYmaqMQdQc7g7y6er2OWq3G10+n08Fms0FRFBgMBtTrdZhMJhgMBjQaDVQqFTbywANvcHR0FJOTk5iZmcHv/M7vwOl0wmQyQa/X86Hqb//2b/Ef/+N/RKFQQKVSEQetHSKKLY8GdDD2er1wOp3sdReLRWxsbKDRaBwJR2+oDbdWq4Ver4der4fdbofBYOANjja1druNarXa0+NdKBRQLpfFw/iUUO+jLMtwOBwckm02m6jVamg0GpxTVXuTg+yzH0aazSa63S6q1SpKpRIbcOB+5MhgMMBsNkOWZf58vV7nqJLRaGSPQavVYnR0FGNjYxgdHcXIyAgcDsdDhntkZARjY2PIZrPIZDJ8EHhU37fgPuKePRrQs2K1WuHxeNhwa7VaRKPRh1Ikh5WhNtxWqxV+vx8jIyP43d/9XYRCIciyzB43gJ52Gdr4vv/97+PNN99EtVpFsVgUD+UOIU9bURRYrVaEw2F8+tOfZsPSaDSQy+VQLBZRr9dRKpXQarVQLpfRarWQzWZRqVTQarWEoQCQTCah0WjQaDSgKAqHw61WKyYmJmAymRAOh2E0GjE6OopisYharYZCoQCTyYTp6WlYLBYEAgHYbDaYzWZYLBaYzWZ4vV4WbwEeFOO89NJL+C//5b8glUrh/fffRzwex7vvvoulpaUBX43hY5CHTXXdiGBvIKMtyzIuXbqEF154gZ+LxcVFxONxZLNZthd78fvU+fODZCgNN11sWZbhcrkQDofx0ksvYWpqqidUDvRWhVYqFVSrVdy4cQNWqxUAUCqVxMOxC6hSWZZl2O12jI2NwWw2o1gsotlsIp1OI5fLoVarIZ/Po9lsIp/PczsT9ST353aPI5VKhR/sYrHYk84hlTSr1Qqz2Qyj0Qir1YpqtcoGenZ2Fk6nE5OTk/B4PNDpdA/VeKjRaDQIBAIIBAJIJBLI5/Ow2Wy4ffs2DAYD1ykIeov/xDU5OlCo3OfzYXJyko1ruVyGLMvchfEs9AspDWKPGyrDTSGN8fFxhMNhTE1N4aWXXoLf74ff7+dig+2g0KJOp8Prr78Ot9uN69ev4wc/+AGq1SpqtdqxNSA7hTaxZrPJMpsUzvV6vdDr9ajX69x7TDK0JBuZTqdRLpeRSqUQj8eRz+exsrKCer2OarXKhuO4rAPJm1ar1Z52umazyca50WjwwahcLnNvt8vlQqfT4bSFerPYCRaLBZcuXcKJEyfgdDqxubmJX/3qV/j5z38uDBXQk945KMgjBERb5X5B19hoNEJRFOh0Ouj1ejgcDtjtdtRqNZTLZTQajV3/TEmSYDAYEAgEoCgKpw1LpRIymQynDg+CoTLcdFoaHR3FhQsXcP78eXzta1+Doii8CI/6PuC+zq3BYMCnPvUpnDt3DlarlTcqyssKHg8ZFuot1uv1MJlMGBkZgcViYd3t/u/pdrvc6rS6uoqFhQVsbW2hUCigWCyi3W6jXq8DOD6tN9Vqdds2lGazCVmWoSgKOp0OzGYz8vk8SqVSTxsLeeX9cqk7wWQy4fTp0+h0OpiamkKhUEC73cbbb78tDDfQE/04KNS62bTJH5W+4mFBXVhLaVWj0QiLxQKLxYJSqfRIO/K4n6fX6/kwMD4+DqfTiXw+j2KxiHQ6jXw+z5G0g2Dghlun08FkMsFkMuHs2bPweDyYnZ3F1NQURkZGoNVqUa/Xkcvl0G632RMkz0TdGiPLMp+wZFnG+Pg4vvzlLyMSieDdd99FLpcb9Ns9FJAkJ+W7Ka9qNpt7+iL75QTNZjMMBgPC4TAMBgOCwSDsdjsqlQoLjWxsbCAejx+L+gMqhOk3lFQrQFEIo9HIaR7a3NvtNubn51EoFLhIrdlsotFooFgsYnNzk2s61Cd9p9OJ0dFRKIrS0zIGABcuXMC3v/1tbG1t4aOPPkK1Wj3YCzJEHNR9p9FoYLfbYbVaeW9qNBpIpVLCmdhj1IIrVJRJxcwmk4nrSjKZDHcikSiLRqOB2WzG1NQULBYL3G43zGYzf448bkmSEA6HYTabkcvlUCgUMD8/j0gkcqD1EgM33JIkwe12IxgM4rvf/S7Onz8Pm80Gi8UC4P4DViqVMDc3h0KhgEgkwpteuVzG6OgovvSlL8HpdMLr9cJkMvEFvnTpEkZHR3H79m3Mz88Lw71DKFyu0WjgdDrh8XjgcrlgNpsBgE+WVDVNNyr1JgeDQeh0Ov451F9cKBTwxhtv4L333kMqleppMTuKUDiu//1R9EGj0WB9fZ3/j0Ljer0esVgMBoMBHo+Hazry+Tyy2SxWVlbw4x//GNlsFqlUitNA3W6Xo1ThcBhf/OIX4Xa7YbVaYbFY8Bu/8Rv4zGc+g7fffhvz8/PCcO8ztOGHQiFMTk7ytMNCoYCrV6/2aNAL9gZKK1WrVeRyOXS7Xa4fuXz5MhKJBDY2NlAsFrkuhw5Ufr8f3/zmNzE+Po4XXngBo6Oj/HPV+xzVmZCn/ZOf/AQfffRRT6fNfjNQw02nnOnpaYRCIfj9frhcLsiyDKPRiHK5jGw2i3w+j9XVVeTzecRiMeTzedRqNfZQtra2UK/XYbPZIMsyn5KMRiOfdinEK8KEO4cqNI1GI/R6PRtj4L5xp1MrFaNRKJeEQqiVj8JW9JAAx0Ps4lEayRTRUP8/beA08IKiTFqtFpubm5BlGblcDul0Gpubm1x8lsvlelTTEokEVldXUa/XMTc3B4/Hw1XpsixDq9XC6XTC7XajVqtxZ4Bg7yGD4HQ6EQ6HUa/XuUf/qCl5DQvk9VYqFeTzeRiNRgDgluJGowGr1Qqr1YparcZ7lCRJsFqtcLlccLlcsNvtsNls29ZB0D5H+56iKLtOZT0rAzPclLc7ceIE/vk//+cIh8OYmJiA1Wrlix+JRPD+++8jGo3irbfeYpnIZrPJX+P3+1EsFhEKhfB7v/d7LBhCDw3lNkwmE4xGowhP7RA6+Ljdbng8HlboIm+7WCwiEomwfGez2eQ1DQQCCIVCnBeilrFSqYRischtT8d146IWxu3ym2TAK5UK1tbWEI/HkUgkOA+eTqdRr9c5Z91fKb60tIRkMgmz2Yyf/vSn8Hg8+JM/+RN89rOf5U0qGAzilVdewebmJq5cuYJkMnnQl+DIo9VqoSgKTCYTLl68iC9/+cu4e/cufvaznyGTyXBB53G8//cLdX3OysoKDAYDzp49i1AoBLPZjPHxcdhsNpw8eRJ6vR6lUgmVSgWSJMFsNmNkZASTk5MYGRnh6GKr1UKr1eJIGO1xwP0CUIPBAJvNBkmS9qRifacMzHBT0QC1u4RCIS5+KpfLqNVqyGaziEQiiEQi2NzcZANBHgIVDcTjcRgMBs4ZqjdEtRHX6/VotVrCcD8B9ShPSjv0a5Y3Gg3k83lUKhUkk0kWDtFqtVyJTrmlVqvFBpuK3o6Ll/e4jflRn6PDEV2rRqMBvV7PofLHUa1WUa1WIUkSDzEhQ0HRD5PJhGAwiFarxR6JYG8hdTyr1Qqv14tAIICNjQ3UarWH6hLUqCvPRRh9d6hbLSmapHYoSNNflmXe15rNJiRJ4qgijdotl8vQaDSc6tPr9VwgTbVUJKK0m2K3vWJghnt2dhaf+tSnMDs7C4/HA1mW+WJ/8MEHuHHjBtbW1nDt2jWUSiX2NNSaz+oKXFJMS6VSMJvNbDCofcnhcMDr9SKZTApxkB1CRphuTpKYrdfrHA2hNAZVUAOAw+GA2+2GwWDgyulYLIZyuYzl5WUkEgnu+RZsD6UiKF9HBTc7pdVqIZPJoNls4saNG7DZbBgfH8eJEycQCATwm7/5m9jY2MCtW7ewtbUlDMQeQc+Mx+PBd7/7XZw+fZodkxs3bmBjY4N1D7ZDURSEw2EAQCQSYQXInSBEXR4cdkwmE2w2G9c+tdtt1ipfW1vDnTt3HspxLy8vY3NzE4qisF4IRXY9Hg8uXLgAt9uNT3/60wgGg/w72+32Q2N595uBGG4Sirh8+TKHJQwGA+etFxYW8O677yIWi2Fubu4hpRt18zt9AGBpSToJNZtNPt2SGlgulxMtGDuE2vPIaJPYQKvVQi6Xw/LyMtLpNBYXF1GpVDhsS9eaDHe32+VitGKxeGw0tJ/lHqNwOvB0rUuU5+t2u9ja2sLi4iIsFgump6dhs9lw/vx5OJ1O2Gw2seHvIdSKZLVa8eqrr+Izn/kMr51Op0M2m0WhUHjk/W80GuH1egEAqVSKtQB2+xqO61rStabIEnXFNBoNdi4ymQyi0ei2gkTLy8vb/tzR0VHU63WMjo7i4sWLD/0+iuQeWcNN4VSn04mxsTFWhGo0Gtjc3EQmk8Ha2hq2traQz+cfChdRyJaMQzAYxPT0NNxuNwBwz7C6h1aj0WBmZoaNiEajQbVaRaVSOei3fyig6VUGg4GL0shw06FI/TkKT9EBi/LXJO7f6XRYMlUdJjyum8vjII+N6jPoGqoH6eyGdruNpaUldLtduN1uXL58mSNUtEaUQhLr8eyMjIzgy1/+MkZHRzE6Osp7W6PR4Nqcx13nZrOJQqHQc3B7HP05VbGG9/evYDCIU6dOwe/3w2AwoNVq8To8jRBUvV7nTg/So6B8OtUrHHnDrdfr4Xa7ceLECa7II+GOzc1NLC4uYn19fduLQcbDarUiEAhgdHQUp06dgsPhAADOu5KBkSQJAHD69GkEg0FuA8hkMj3hXcEDyHBLkvSQzCblSenaUl5IbbhbrRZ7e2QQ6E+hGPV4SINAlmVWq6NQ3NNcs1arhXv37mFrawsnT57kvlV1awt1CxyHKMh+Mz4+jj/+4z/mITBUe0MqWzsx3FTHsJM1V+tli/W7Dw3kOXv2LHw+HyRJQr1eR6PRQK1We6qRt9VqFZubm2yrAHCvONWiHGTt1IEabo1Gw4UAao+OCgcsFgvsdnuPPJ3acGu1WtjtdphMJh5xSG1kFG5XS0SS8ZZlmfPoMzMzkCQJKysrPBCD2mkE91HXDgDoafVSf77fqG8nyqL2roXRfjImkwmBQABmsxnhcJi9YeC+9nmpVNrVz6NKWxJrIa+PCgTpkEYHLsHTQXuXz+fjLhZqP11eXsb8/Dzm5uaeuLlTxIr+rob2M71ez2JI6g4NwX2oI8ZisUCSJGg0GlQqFaysrGBjY+Op9AtodsDo6CgsFgun/6jz46APTQduuK1WK2w2G2w2W49XZzQaMTY2BpvNhuXlZcRiMaTTafbiKIQ4OzuLQCCAixcv4lOf+hQsFgt8Ph+0Wi1PqSLvgcr8LRYLPB4POp0OxsbGkM/n8dOf/hTFYhGlUgmJREJsWip0Oh1708D2PddUXUkPBvCgP1mdkxVz0neH1+vFSy+9BKfTidnZWRgMBhZM2W2xEkFh9lKpxDUgNMfeZDLBbrez5rxg92g0GoyOjuL8+fM4f/48ixVRVfIPfvAD/Nmf/Rl3yzyORqPBHne/kacxu1arFadOnYLBYMC1a9ewvr5+oD3Ew45Wq4XD4YDP54PRaIRGo0EikcCPf/xj1kDYLaOjo/iDP/gDjIyMIBwOo9Pp4ObNm3jzzTexsLBw4AXPA6sqp/AfGW3gfmGG2WyGy+VCMBjkgjVq8TIYDPB6vfD5fPB4PHC73SwQAoDDtuQRUg6WTqrAfUlISZK4MKfT6bDEpDAuvZDHTKdJjUbT0zvcLzCi/lAbbHFddwZ5CiSQQpX5FIF6UivYdvSvCRkDut8pIkWHNMHuoMiUzWZDOBxmpbtut4t0Oo1SqcQtrTt9FvoNNtX1WCwWhMNh2Gw2hEIhPjwDIopF9NfiUNSQUhDZbHbXRpaeS4/HA4/HA0mSuIspFouxQttBcqBPKwlLdDodbG5u4vbt25zrpkZ2s9mM119/HWfPnkUul0MkEuEiAACsAkWhb8o5qIs5yJOnfCEtJACYzWbo9XpMTEzg0qVL2NzcRCqV4lCheADA6QOapFMqlfghINGCQqHAf6ewK0U61PlScT13BhkA8rRdLhfGxsag0+lw6tQpztMtLS3t6pCpHpAAgPu56WDl9XoxOjqKWq2GTCazn2/xyEFFskajERcvXsR3vvMdOBwOyLKMdDqN//7f/ztu3ryJ27dvP1NPNtU8vPLKK/gn/+SfsPZ8qVTC3bt3cefOHfGc4cG9TjU4BoOB8/+1Wg2xWAyxWGxXkSWq5aF+fDqYtdttrK+v46OPPuKOmoPkwI/Z1BBfLBaRSqW46pLCswAQDofh9XpRKBTg9Xp5sEKn0+EcN+WQSAwEeNA2o84FkZoNfS2dhm02G/x+PyqVChul49xGoYY87WaziVqtxjk0WisSkVAb7O3C4o+6luqwnrje91GPI3Q4HBwS1el0cLlcKJVKXGVO67NT1PUK6iLBTqcDWZa5PkSwc9SyyoqiwOfzYXp6mg9I5XIZN2/exHvvvfdU6Q01lPILh8N48cUXYTQakc1mkclkYDKZxDP0/yDD3a9wBjyYv0DzFXaKuq2M1DcBsKhUIpE4+vO4acNpNBpYWlrCm2++icnJSW6UJ2lNtbINCalQIRl5eJVKBbFYDEDvKDfyrCVJ6plyRd44tcA4HA6Mj4+j2WzC7XZDo9Egl8vtSuTiqNJqtVCtVrG1tYU333yT9a4VRWFjTSIqVOBEp1AqZFNrmu8Fx2GOMV03qoDtr/2IxWK4e/cua/hT2gJ4vAob3dPJZBIrKysAwD31NLWt0+n0eOJH8fruBVRr43Q6oSgKXnvtNUxPT+PSpUvQarWIRqP46KOPEIlEsLq6inK5/Ez5T51Oh09/+tP49Kc/jdOnT0NRFFSrVdy+fRuRSATpdHoP393hxmKx4IUXXkAwGEQwGOzR+xgbG8Mf/dEfYXNzEz/4wQ+wsrLykAonQQcyg8GAV199FZ///OfZTpH3Xq1Wd9QlsF8cuMdNJ/7NzU2Uy2Xk83mcP38e7XYbDoejRxNWURTY7XaeptRoNLC+vo5KpcIDF9QiIVRFqCgKG2y1AVH3ddM40GKxCLvdjmazyb3Gxx3yohOJBN5//304nU6cOnUKTqeTT7LpdJpvXGrxo6iFWqxlL6IY6p/Zb1SOioFRF/hRNIM88FAoBK/Xi4WFBQQCAWSzWZTLZW4XetLhiCrJc7kctra20Gq1UCgU+PkjRULqEHjSYeC4onYQ3G43XC4XPvOZz+Cll16CzWaDVqtFMpnEm2++ia2tLWxtbT3zBDatVovnn38e/+gf/SP2+vL5PBYXF3nwkuA+ZrMZ58+fx8TEBLxeb48xDgaD+K3f+i1sbW3h6tWrXHNA97r6a2m4kslkwuXLl/Hd736X0xXdbpeHxQxS/fHADPd2XnGz2US5XEYsFkO32+WeO0mSOKSt1o6t1WqIx+Msn1kqlSBJEhwOR09bElXMqvPftMmRcSEFL7VWrTq00v/ajxvdbhfVahXRaBTlchlWqxXVahVutxt2ux0WiwV+vx+KoqBWq6FSqSCbzbJePEU76OZWn0yf1B6mLjChqlD6+n6d86OyNnTISaVSuH79OkZGRjA+Pg5ZljnPFggEMDs7i0gkglgstiNPTqPRcBSL2pRKpRJSqRSKxSLy+TxPCKNrTtdb1Hz0QsVgbrcbzz//PAKBAPx+P/R6PTY2NnD16lUsLy9jZWUF6XT6iRXkj4MmJ5pMJlitVs6l03O5uLiIhYUFYbi3Qe2gEeQIut1ufO5zn8PY2Bj3YJOdoTnp7XYbfr8fNpsNU1NTnEolo720tIREIoFUKjWw93gghps2BPIgqGiABoncu3cP2WwWgUCA5QKpB5K87Uwmw3O5V1ZW2Bg4HA64XK6eySz1ep03Iwrnkk4ticnTplWtVnvGUAoe3PiFQgH37t1jvXG3241z587B5/PB5XJBp9OhUqnAbDajXC7zrPRWq8XDMUjJTj3RTf2xnRGnqAtVWGs0GlYnopTJUatHoOuxurqKQqGAEydO4NKlS5xGUhQFs7OzaLfbuH37Nm7evNmjDvgoNBoN58zp0FUul7G2tsZDfEqlEmq1GhttrVbbc/gS3IcKaEdHR/Fbv/VbmJiYgKIoMBgMuHnzJr73ve+xBDBFMZ4WvV4Pj8fDMxacTievc6FQwPvvv49bt26JuQv/D3WUb7vrTmtnsVjwp3/6p2g2mygWi9xCTGN0r1y5gkqlgpMnT8Ln82F8fLzHeahUKvjVr37FdmhQHLjHrdYWp1N9vV5n6bh6vc7GXV0gRT2o6jAihWjVoi50QKCfTao2ZMipb7xcLvO0KqE4tD10DVutFlfom81mnu1Mg2EosqEoCgqFAn8PjZ9U1ybQOtO6bheuslgssFqt7N2Q2AGtJXkyR8lwE+roEvBA2YwOveQ1A09+/1SsEwgEMDIygmAwCIvFwiFXmiJGFbgULpckqUfxrn9WwHFFURT4/X4EAgE4nU5O49H+kk6neYDIsx549Ho9wuEwgsEgnE4ngPt1CZlMhiOOou++l2aziXQ6DZPJxAqZZCeAB211ZrOZ73Wj0cihb9qPaIwn2QqCIoiZTAaJRGKgktn7arjVhppyo+pqP6r0KxQKkCQJ6XQasixz0Y16KMXGxgbK5TIbAovFApvNBpfLBZ/PB5PJxBeaQh+1Wg2JRAK1Wo2ngpGHQlrlhUIBtVpNhAW3ga6jTqdDOBzG5OQkTp8+jbNnz/ZU6qs1ysmzpkhJPp9HrVbDxsYGisUiVldXsbW1xT2QFBWhaIhOp8Ps7CzOnz8Ps9kMj8eDer2O9957D5FIhJWPjurIQzrkNBoNmEwmrtvQ6XR8PaxW6xND2ephF9/4xjfw+c9/HlarFQ6HA0ajkQub2u02MpkMyuUyqtUqLBYL3G436vU6tra2UKlUWEb4uDM6Ooqvf/3rPLfZ4XAgEokgm80iGo1idXWVtfifFavVim9/+9u4fPkyxsbG0Ol0sLi4iJ/85CdYXV19qp7+o0y320Uul8Nbb70Fp9OJ06dPY3R0FGazGVartccW0UHYbDZDlmW2MfV6HWtra8hkMggEArDb7ZxiJXuUzWZx584dfPzxxwMtDNx3j7tfHpPyderWLXVumoTgqe2IeoXL5TLK5TLa7XaPlCnl79QetzoPShra6klhnU6HDTcJvDzOEBxFA7ET1EIGVquVvQybzcbRDnUEha4jfagNN82TprWRJIn1m0nZi/K5Xq8XIyMjnJOqVCqwWCyc5uiP3BwlaJN4lEY/tTk+KUROBTZmsxmBQAATExO8YVHRZ6vVYq/RYDDAaDTCZrPB6/WyFyJJEs/4Pq7PAfCgVsDv98Pr9bJoTb1e55BrtVrd9jDVf68+ae3IEwyFQpiYmIDRaES5XEY6ncbq6ioikYgoot2GVquFdDqNZrOJVCqFTCaDTqfDdVXqdCodfGlqGEV0C4UCe+v9KTyKrhSLReRyuYFGPPbVcFOuUpIkeL1emEwm+Hw+WK1W3sCdTidOnjzJ4iuUz8zn80in01hfX+d/t1otWK1W9hw8Hg/nAKmoTZ0bp6ICymNTSJ4WlgatU5GCyOfdhw5bVqsVo6Oj8Pv9uHTpEmZnZxEKhVjUhkJPhHrqVLfb5TVpt9swm81oNBqYmJhALpfjKXCUW2q1WmyYx8bGMDEx0WOg6eClVnE7ioab3l+1WsXGxgZMJhPGx8c5dUQGXT0cpB+NRgObzYaXXnqJC6jomaCinUAgAIfDgWAwyDUDwP3KXKfTiWazyapQ/+f//B9cvXq1p/3sOEHXmmY8m0wmji59+OGHuHXrFu7evfvQYUsdmlU/M81mk+/5figcHw6HYbVaodfr8dFHH+Hu3buYn5/HO++8wwcFQS9kXEulEv7mb/4G169fx+nTp3Hx4kXYbDaMjY31DEX6+OOPcfv2bWQyGWxsbKBUKmFlZYWfBZKuJWVNqtupVCqc+hsU+x4qp1wBVSJTzoZGPJKmrNlsZgEWmrRSKBS4X5hOmCTA4nK54Ha7YTabuUBEXf1HG1S73YbJZOLQLeUPaXSeekFEHu8+FCGhCVWBQICNKSnPbWc0t/s/kgekvBJ5c6lUCk6nE9VqldMYpHbn9Xrhdrs5bAw8iJyoW8yOouEGwBWumUwGqVQKPp/voUI+ddpJbUzpmVMUBdPT0xgZGeH+U7XhtdvtXK1MhYBGoxGyLMNms6HVarHX8u6777KXfxwNNzkgFOUzGAy8X6yuruLWrVuIRqMPRUjIcBuNRg7XarVarv3YDoPBAJfLBZfLBZPJBJ1Oh7W1Nbz33ntYX1/H/Py8mKvwGOjZuXHjBubm5lAoFKAoCrxeL6xWK4xGI0dgb9++jbfeegupVAqrq6t88KIhImazuafbiDqcyIkYZARqXw23yWSC2+2Gx+PBZz7zGbhcLi5sikaj2NjYQLPZxNbWFvR6PVZXV9nYdjod5PN5xGIx/rdWq8XIyAicTiefYPvz6JTjBh5onxsMhh6PjcK4sVgMhUIBuVyO89zHFa1Wi2AwCJvNhomJCZw4cYL1l+12O0ZHR/mA1G8w+zesftR5JVmWWQ2MHjLqoyfjRFX/tVoNqVQKuVwO2WyW++yPQ8i21Wohk8kgmUyiXq+z9kAwGMTFixfxj//xP+aCSzrEqD+sVivOnj0Lu92OcDgMRVF401FLoKrDiGSc6ADlcDig0WgQDAYxOjrKr+e4QPcydZ20Wi0OVV+/fh21Wg03b95EJBJhRwB4INIyMjICi8XCa0Jh2e3C6bR3hcNh/MZv/AbC4TB8Ph8AIJVKYWFhAdlsVjgXO4DafzudDpaWlgDcL3i9evVqj8d9+/Zt1gWh+id6Dux2OzweD8xmM4D7EbDl5WVsbGwMRb3HvhpuRVEQDocxMTGBr371qwiFQnzqv3HjBmKxGBqNBtbW1tBsNpFMJnl2LQmuVKtV3vip2rVer8Nut/eES9UFcP2bGIU0qGpdrQxWKpWQyWR49vdhRJ23eVp0Oh3Gx8cxPj6Oz33uc/ja177GOdL+8Z1qHpWvU68L/Xz6kzw7yrMWi0Wupqa0SDabRaFQwNraGovtFAoFPumSsTqqRrzVaiGZTHKfPACerBcOh3Hp0qWea68u+lQfZOkgTD3w9Xqdoyn9z0l/7QB1a4yNjWFychLAfSNyVK95P3QtTCYTHA4HWq0WFhYWUKvVcPfuXRQKBaTTaW4pUn+P0WjEzMwM/H4/crkcisUiCoUCCoXCtrKbtL+NjY3hH/7Df4hgMMhh9Xg8jjt37hzZgsz9gPb6u3fv4t69e9um9vprm2hvoiFUgUCAv6dUKmF+fp5D6oNeh3013GpVJ6qQpYtFggI0xo6GHFDBEuXAG40GG+52u418Pg9JkpDNZpHL5QCAZTcfV1xGmxZ5DTS5Ry0YMujFeFrUoZynfQ86nQ5erxeTk5M9VfqkiEZGgq4VtXapf6fJZGIPTt0TDDzsiW9XsEOpjFQqhc3NTRSLRf6TWgGPS2sSVXV3Oh2kUimUy2U+8FD9APDg4NR/YFVDUSZ6nkjcSP11230v/Zukh4+TnjlV5atVAWlQRa1WQy6X44OmeoKe+jlJp9PodrsolUool8tcDLud4abDAQ0podoQ+nmHeX8aJOrDbf++0X89KU3n8XigKEqPoa9Wq1hbW3vqed57zb4ablIwa7fbsNlscLvd/Dm32w2bzYZCoYD5+XkuuFC3bNGFVYfBV1dXkU6nWeKUqjypz7UfasqnVrK7d+9iYWEBS0tLHIY/rJ42Qd7sk6pVHwXVIVy8eBFf+MIXuN9X7cXR5kRtE9lsFpubm3z9tFoth9UptEghQ7VRUFdp0gdFUSinevv2bVy9ehWlUomn+VAVJ72Oo1qcRuTzefziF7+Aw+HA7Ows/H5/z0S83UD1AdVqFYVCgXUSaOyt2kNXQwdmi8UCl8sFRVH28i0OlMdFqdTvW5IkvubpdJqjg5Sm2M6g0nPyySefcAFhv+hQvxHxeDw4deoUpqenuYNCLbAjjPaz86RraLFY8PzzzyMcDsPv9/c8D8lkEm+88QZPkxw0B1JVrv7or16lMDUVoFFYW+0RqDdo8pzVD01/aLDfe1AbbprJqn7wDjvbXafdQnkh9fAJup5UE9But7m4jww3XUO6ycvlMmw2G+x2O081ovy2erOkdaRDQLVaRSqVQiqV4ogIrRkVDx72yMhuoHtWo7kvgxqLxWA0GjnvCWy/3mrvgg7NhUKB1zWXy7FRMBgMsFgsMBgMUBSlR2xCjXp+wFFOTxD9KTiKMFFEiGoFHrd3dLvdXUmeGgwGrj5XD9Q5Lvf7MKDX6+F2u+H3+3nOOUH6/oVCYSgcvQPJcdNkKXVh08zMDFwuFz766CO88847nPBX36Tqv6u9LBKj8Pl88Hg87OVR4RN9L4UQq9Uqbty4gUgkgps3b/LUnqNgtAFwCFN9Ot/Nw06b/I9+9CN8/PHHXIxEmzTl2SjURwaXxhWS4SZpzqmpKczOzsLtduPMmTMwmUxcjU5eB411TaVSeO+995BKpbC+vs7jCkkzmHLa6nGU9F6PssdN77lcLuONN97A3Nwcvv71r2N8fPyRVf30fZ1OB4VCAdevX0cmk8GVK1ewvr6OUqmEfD4PvV7P6nQvv/wygsEgzpw5g+np6Z4DFq0VRbt26+kPM48TrqFrQIdFGilMHSjbeczPCvXQm81mTk1Rf7GQNd1/qIXy1VdfxcmTJxEMBvlzlPog53IY7Ma+Gm69Xs+zs/sffGoP29ragqIo3IP9KNRGWy2/Sd9L6lL9vcTtdpsV1CKRCJLJJDKZzFCcmvYKyu9TaPtpTulUMRuNRhGPx5HJZNjbaDQa2NzcZE1runnVxpSqnmVZRr1ehyzLaDQaGB8fBwBuJ6IiwHK5zNKBi4uLiMVi2NzcRDabRb1eZ/lB4PEjK48ydL02NjZQKBRw6dIl7rlWe2Xq60QGplQqIRKJIBqN4ubNm1hYWOACKepJJv3yVquFkZER3pDoflIbqL2I6hwW6D1ShEcdCdwvaE0kSeo5MO+FfKpgZ9AgHxJ/UqNupxyGfWdfDXehUMDCwgIrDKmhjWd8fBx/8Ad/gK2tLfzwhz9k2UDSme2ff/vCCy9gbGwMp0+fxqlTp3iCDg0IoQK2UqmE9fV1XLt2DYlEAh988AHS6TTLPA7DqWmvMJlMbLhJW3q3ngEVh7VaLZ4IRv/f6XS4FUudo1MfjjQaDYdmc7kcUqkUzGYzFxmSRnk0GkUqlUIkEsGdO3eQyWRw584dDkNRsaDI692n2+1ydGh9fR23bt3ie73RaPBQEqpcVmv/UwXsxsYGMpkMGwLq/W42m3jvvfdw9+5dmEwmeDwezmdTnpam8KnnSh/lcDk5B+pq/IPYKwKBAF544QWMjIxAr9ej1WohFoshmUw+sudbsDfQQbjf0QR6I7eKovBApUG3Du+r4S6VSlhbW4PNZusx3OoWoVAohG9+85uIRCL45JNPuN2EhN7Ju3a73XA4HLh48SLOnDmD0dFRTE5OsgwkAPbmCoUCkskkbt26hR/96EfIZDJYWloaimrA/YCK8qj1jTxltXHdCSRyQ6Io9DPpT3XLHaHe2Gh4SKlUQi6Xg8vlYsNN+b7NzU0sLS1heXkZH374IUqlEuLxeE+bl+AB3W6Xtcuj0SgWFhZ66gk++OAD1kSg9spKpdKzLttdU/q6a9euQZIknD59GufOnWMZVJIFJilP6j/uLzI8aqijGWq1uf3G4/Hg9OnTcDqd0Ov1rO5I09sE+4e6+JlaIPvrPSgiIsvyUNiRfTXcFKbOZDL4+OOPkcvlMDMzA6/Xy1+j0+lYk/r111/H2NgYe2d0QSVJgtvthqIoOH36NMLhMBwOB3se5GWsrKwgl8thaWkJGxsbWFlZQTweZ43zowodXOjPZrPJH5VKpWcu9m6hMDgVJ5FCHRkG9eGA2sAsFguPIiRN53K5jEajgY2NDczNzbH4jfCwnwwZkPX1dbz77rtsWOr1OhYXF5HL5XpEhHZzYKN1zOVy2NzcBAAEg0EujqP0iFq17iijPvDs9uD7LOj1ek77UW1HIpHgdkjB/qFOC/VX/9P/S5IEn8/XM/OCvlddzHhQB719Ndzkba2vr+N73/seQqEQ/vAP/7DHcOv1ethsNlitVvzxH/9xj7QlXTQyHOreSiogIW8ul8vhZz/7GRYXF3H16lXcu3fvqULGhxES0yDZWLrxqtUq4vE4z8V+FtUx6umm1ATle0ielrThqTJzenoagUCAZ6tTNf/Nmzfx7rvv8tSpYcobDStq0aI7d+7w/1Oaoj91sRvoUBCJRHDr1i20Wi1MTU2h0+kgm80in89zJwFFwY7y80TXFHg2XYTdYjQaYbfbIcsyWq0WSqUSlpaWcOfOnaFoPzrq0J65nf3pdDowmUyYmZmBoig8upW+Rq3YSQOT9vu+2ffpYNRmlEwm0e12ce/ePc6nqZVpKIegvljAg6b5fiEPusjlchlbW1ss2kFj9o5jeIlSC3TjUD7zWb0kOjiRhKzFYukR9KDiHRLVsdlssNlsXOBBrRSkfka94MepvWsvoPqFvYSiJLIs86xvMs5qjnrfvJqDvB/7U1BUW0CTqvL5vJi7fYD0d+bQBzmYpVIJFouFo7jqSO5BHmb33XADQKVSwa1bt2AwGHDv3j1YrVb87u/+Lv7pP/2nPNxAvSnQTUzhVzV0cajneH5+Hn/xF3+BWCyG69evI5VKDUUO4iAhARR1206n0+kR13gWtFotdwGMjIzA5/OxZ1KpVLC8vIx6vQ6/3w+bzYbnnnsOJ0+ehCRJnPO+desW1tbWuJhKeNqDR6PRQJZlyLKMmZkZvPLKK3C5XNwRIEkSp0YoVXLUeVJtwF5DIjj96mzxeByLi4tYWlpihUjBwUOGm4b2WK1WJBIJVv2kscTFYvGJXTB7yY4N97MUpFBVMnBfEUqr1eLll19GJpOB2Wx+aL6z+ncCvUIEFMYol8soFotIJpNYWVnhCsx8Pv9Ur/GwQ2ujLvxTe9tqA77bdVQXb9CEJPo5Go2GxTtsNhscDgesVitMJhM0Gg3PdSa98X51PMHgIDlTWZZ53rrFYum5d46Ll63mIO9Leq7UrZfkafdX8wv2F3JG+hXxyIG0WCyoVquw2Wwol8sskKT2ug/q3jkQj1sNXZCf/exniMfjGB8fxxe+8AW43W7MzMzwRCLgwWmn2Wwik8lwO1E+n8fS0hLu3buHWCyGTz75hLWAjyO0wZJ+OLUtdLtdGAwGtFotDqFvN5noSbTbbWSzWd5E0uk0zGYzXC4Xut0uPB4PNBoNJiYmeEY66YuTqMrt27extbXFE46E0d4fKF1Ch9zHCY3IsoyTJ0/C7/djdHSUpTaBB6I8JAJChYTqNNZR5aDuTarZMRqN/Fyl02lcv34diUSCW/iO+vUeNGRnaD6A2WzmAmi6F3Q6HZxOJ3Q6Hc6fP4+RkREuglbP1ziyhhu4f6Hm5uYwNzeH06dPY2RkBCMjIwiHw7DZbGyIaJOgU2i5XMb6+joSiQSuXbuGX/7ylygWi0gkEgPvqxsGqFiMNuVarcY5TPXktN1CEQ4SRalUKqxdTSpcBoMBHo8HXq+XRVjy+Txry0ciESQSCdZfFuwP1IdMhvtxX2cwGNhoO51OLkCkCBfVMJABP8iN6bhABy2q18lms9jY2EAymUSlUjkyssyHgWaziWw2i3Q6DZfLxSNZAbBap0ajYTuVyWQQi8VYP+MgU38DMdxq0uk03nrrLTgcDty8eZMHzqu9bipuajQaSKVSKJVK2NzcRCaTGRoJukFDQh3A/T7sbDbLIWrKxTyNt02Ql0ybCW3qVLRGcrb5fB4WiwU2mw3pdBpzc3PI5/O8fke5LW+QUMiVdA9IX3u7601tfTqdDs1mE7VaDel0GpubmzAajbBYLCgUClzRTAWf/dPgBM8GFX0aDAZWu6Oe/VarBUmSoChKj9SqYP+gWizS86fZ9JIk8QG2XC4jGo0inU5ja2sL0Wh0IHMvBm644/E4fvzjH287HGQ7sQ+Cbub+/z+ukFdM1dp0AqT2hGe9qcgAkH52Pp9HPB7nimRJklCv19kTN5vNPOmLqmRF2G//oPoDo9EIRVHQarW4h78f8rZJ6KNSqSAej2NlZYWlUNPpNG7cuIFYLIa1tTWk0+meaVWCZ4P2OTLcrVYL+XwexWKRW+9oSA9JAItD0/5SKpXw8ccfY3V1FcFgEA6HgzX9SY2wWCxifX0d0WgUq6urPRMSD5KBG25g+zL6R40apM+Jm/gBpDpGnjXdSPvZbqVeM/IGCoUCe+U02YvyP0JkZX+h8LZaIOJR15qKcJrNJlcsr62tod1uc6FaPp/nqBYdukS0ZG+gdIb6sEUREEmSYLfbodFoUCwWodPp2GionRXB3kNRD71ez7MTnE4n2u02MpkMNjY2kM1mEY/HkUwmuSVsEHvaUBju7VCr1ggeTz6fZ4NJXu1BtCaoRQs0Gg3W19fZg6BWMHW/ozDa+wdFWKhNEsAjDS2NaW21WlhaWoLBYMDi4iJr/lNokKRoqfBGHJafDbUzQvUE6k4MWZbhcDgwNTWFcrkMo9HIh2GayicOwPtHs9lELBZDPp/HlStXkM1mMTY2hqmpKUQiEfziF79AJpPB/Pw8crkcH6YGwY4Nt7hRhhfKXQ/KQNJGQrk5tcffP45TsH/s5jrTobhWq/UMgqFiKUqJkMEWRntv6E8JqjtnqtUqqxtSHYLRaOyZhX6UdeIHDa0DKT3G43FOPcXjcaRSKeRyOdbvH2RB9NB63IKdQ8pKg/Zq1eHafs3f486jxmIOKqJEB71Go8GzpyktRQI+6poEsYbPTn/RLQ1EajQaWFpagtls5loViorQ9xFiHfYP6mBqtVq4c+cOVldXYbVa4XA4UKlUeIjPMNTrCMN9BDjIYQiPQ/0a1HKBggdiNUDvRjxoD4pCfdu1CYq12x/Unna9XuchL/F4HMCDmhH1zHU1Yl32D6oLymazyOVykGUZ8XicI1KUGhy0QyIMt2DPOUjpv8PGsF6TYX1dRwm1AiQZZqo1IKOtPtyR3HMmk+GUhlin/YeiIaT8SIaaQuPqQ/ig1kMYbsGeIzzt7RHX5HhDzwV53OrpUul0GpVKpUf6Wa2N8KROAcHeoq7bUVfyD4sE8I4NN82+Pg6Sh4cNUso6qGpywc540kN+mNZo0CH9o4A6x0365P0zBcizo+tNWtji2g8PtI6DbI/cseE2Go1cdSeMw3BhMBh6vFxRUDQc9GsQHIZIxHaHDXX4Vv36h/29DAv9g36oYlxtuCksrg7J0v2jHsojDlCDhw5aFFIfBLuaDrbd/4mbaPD0r80g10VUwD7gMF+LR0ULxDO/d2ynFgmIGpFh5CBC5Lv5HZquuDsEAoFAIDg0PKwnKhAIBAKBYGgRhlsgEAgEgkOEMNwCgUAgEBwihOEWCAQCgeAQIQy3QCAQCASHCGG4BQKBQCA4RAjDLRAIBALBIUIYboFAIBAIDhHCcAsEAoFAcIgQhlsgEAgEgkOEMNwCgUAgEBwihOEWCAQCgeAQsePpYFqtdiim1Ww3SecgXtcwvPdHMSzD3QfFsK4NzUkf1te33wzz+x7UM0P7l16v75kM1ul0eO62+mO/GNa1ofHR7XabxxMfJ3a6Ljs23MO00MP0WgSCRyHuU4Ga/jGejxrneZwR12Bn7NhwDytioQXDirg3BYRGo4FOp4PBYIBWq4XRaIRWq0W9Xker1TowT3vYEddgZxxKw63RaMTCCgSCQwF51lqtFnq9HjqdDkajERqNBq1W6yHDfZwZxvA4RUWGaW0OpeEmhulCCgQCQT8ajQYGgwF6vR56vR5GoxEAUKvV0O122ePudDpiP/t/DPIAo9PpoNPpYLVaIcsyzGYzLBYLGo0G8vk8Go0Gcrkc6vX6QF4fcagMd39OSCAQCIYV2q8kSYIsy2y4m80mSqUSms0mF6QJ7jNIo60+ZPn9fjidTvh8PgSDQZRKJaytraFUKqFer6PRaAx03Q6N4VYb7GEMXQgEAkE/VCHdbDbZq261Wse2anonDCoVqtVqIUkSjEYj7HY73G43XC4XnE4nf35YOHSGe5gunkAgEDwKMj71eh3NZrPn/3cbGu+PNgqjv7dQi57NZoPZbMbExARGR0fhcrng8XggSRLm5uaGJqVxaAy3VqvlAg/qKdfpdAAe3MQ6nY5Pa/RwtNttAMI7309oQ9Hr9bw+Wq0WnU6HQ0pioxEcV9Sb/dPsQ7IscxW6TqdDq9VCqVRCq9Xa65c6cAYdTaW9qtlsotFooFKpoFgsolwuo1arodFoDIXxPhSGW6fTQVEU6PV6mEwmSJLERpwuslarhdPphNFoRLVaRa1WQ7lcRiaT4VDVoC/2UYPWwGAwQKfTwefzwWq1wmKxwGazoVAoYGVlBbVajXN6AsFx5Gn2Hnq+ZmdnMTMzA0VR4HA4kE6n8cYbbyCVSg2FEdlLDAYDpxMO8rDf7XbRbDaRyWRQKBRQrVZhMpmg1+thMBhQrVaRTqfRaDRQrVYP7HU9ikNhuCmMYTAYYDKZIMsydDod9Ho92u026vU6dDod3G43ZFnmE1K320WhUDhSN/awoI5+GAwGGAwG2O12uFwuOBwOuFwuZDIZpNNp9hI0Gg3a7TZHQQT7S39aSbQbHS6o99vlcmF8fBxWqxVerxeRSASyLB/JQl2Kpg7ivXU6HS48q9VqPd4/HSaGhUNhuAFwD6TH4+GCAbfbjU6ng2q1im63C4PBAABYW1tDPp/nIhCxWe09iqLA6XRCURSEQiFYLBacP38e4XCYDXetVkM6nUaz2USlUkGtVsPf/d3f4Z133hn0yz+yGAwGGI1GmEwmjIyM8CFXq9UimUwiHo+j0WjwwVYwnBgMBni9XlgsFjz33HN4/vnne6rSjUYjdDrdkfO4B30YUffTq4vkhu0aHwrDrRYvcDqdCAaDGBkZweTkJNrtNiqVClqtFiqVCur1OhKJRI/RFvnVvUeWZXi9XjgcDpw+fRpOpxOvvfYapqen2XBTQU232+VTbCwWw7vvvjt0D8JRQa/Xc0j11KlTsNvtnMpYWFhAtVpFpVJBtVoVkY8hhSKMXq8Xbrcb09PTmJ2dRafTQavVQrFYZAW2QRu6/WCQ72lYDXU/h8Jwq09AFouFPW6Hw4FKpYJcLodqtYpIJIJSqYR4PI58Po9qtSrEDfYQjUYDWZYhSRIcDgecTicMBgM2NzeRSCSg0+mwurqK06dP4+LFi+z9UchPkiTMzs7iS1/6EiKRCO7evXukjcd+F9poNBooigKDwYCZmRmMjY3BaDTCbDZzZayiKFy0GQgEMDk5iVwuh+XlZZRKJayurqJYLO7L6xM8HnqeDAYDfD4fAoEAZFmG3W6HLMsIhUKw2WyYmZmBzWZDvV5HuVw+ksaaEKqYO+NQGG5Co9HA7XZjdHQUoVAIoVAIyWQSy8vLSKfTuH37NhKJBFKpFHK5XE9VueDZoNO9zWaDw+GA1+tFOBxGuVzG9evXUSqVcOXKFZhMJnzrW9/C6OgoLBYLe3tUcf76669jYmICP/vZz7C8vIxKpTLot7ZvUI55vw6OlP+02Wz49re/jW984xswGAyc/6QJVMCDatl2u41IJIL3338fkUgE3/ve91AqlcRmOQC0Wi0cDgdsNhteeuklvP7663C73Th16hRkWeY0B6U6CoUC516PsvEWPJlDYbj7tX4lSWIvotPpoFwuo1QqoVwuo1wuo9FoiNz2HkCeMikK6XQ69rg7nQ4KhQLK5TKHXrvdLmq1GjY2NnD79m34fD4oigJZltnwW61W+Hw+2Gy2I7/5qA33Xv9c6rAYHx+Hz+dDKBRioQj6nZVKBZ1Ohw9NkiTBZDLB6XQiHA5Dr9djdnYWJpMJ8Xgc6XRapJYOAL1eD4fDAVmWMTExAbfbjcnJSQQCAY4kGo1GXjcq6KR0YK1WO7L720EWUEqSxHVR6gI0Omg/Kmy+3b510GtxaAw3VZXLsszhP9KPXVlZQTKZRCwWYx1Zsfk8OyRIQBXjRqMRkiRBkiQUi0WsrKyg0WigWCyi1WqhWq1Co9HgRz/6Ed5//328/PLL+Lf/9t8iEAhwH6rX64Xdbse1a9eOvJiOJEkP6Qns1c/1er3w+/347ne/i3PnzsHn88FisaBQKCAej6NYLGJhYQG1Wo2LnMLhMCYmJuDxePDZz34WzWYTr7zyCorFIv7X//pf+P73vz807S5HGYfDgc9//vMIBoP4zGc+g5mZGW6hpMMxOSV0GK5Wq0gmk1hZWcHm5mZPGvAocRC6G9QNQzUEZKSpHazRaLCGPKFO11IERF3IRq/7oNZj6A03edsUMqLpOnRj0ymUCtOoQV7wbKjz0gaDgQ02id6Q2L56uhFd92QyiWQyCZ/Ph0wmwxXo9DPUue+jjF6v5w3hWQw3XSdquzObzXC73fD5fBgfH8fU1BRXGNdqNWQyGeRyOUQiEVQqFbTbbdjtdjgcDgD3Db/FYkG324XdbketVmOVqFqtBr1ej1arJQ7AewxFDWVZRiAQwOjoKKanpzEzM/NQoZlaRKrVavGBqlgssvjKUfW49wM6EJEdofZhn8/H17rRaECj0aBer7PandrrVhtu+jqK7h50HdVQGm61vCmF+GhKi8lk4jASFTI0m02+yP3GYNBKPIcJtfIZjR40mUzQaDRIp9M9m4X6kPSoa7u0tIT//J//M0ZHR/Hd734Xs7OzB/l2Bk4gEECn00Emk0G5XO7xvHfyoNNmbjabIUkSzp8/j8uXL8PpdGJychJ2ux0nTpyAJEnY2tpCIpHArVu38H//7/9FuVxGNptFu91mYZyvfvWrOHXqFB++6NnS6XT47d/+bVy4cAHZbBZbW1uIRqP4wQ9+gEQiIYo79wBaRwqLf/rTn8bk5CRCoRD0+vvbMHlu9FyR15fL5VAsFrG1tYXFxUVEo1HUarUjuS57Pd6UHL8TJ07gO9/5Dhc2G41GTuPR76VrTqmJ/tdB15vszVtvvYVf/epXKJfLnGY6KIbOcJOhVXvalNc2Go3sddDmQze72qPZrnhDVCs+GfW8YLrmlM8ulUqcM92pF5ZMJvGTn/wEY2Nj+MY3vsGG+7isg91u53ZFOpkDDzaJx92T6vuf0kPT09M9BUwUtaB6g42NDdy6dQtvvfUWr5VWq4Xb7eY+e9p86OdTCur555/H888/j0QigcXFRczNzeHnP/85q3PtlqMeTdkNdC2MRiMXdk5PT2N6eprrP9QeNkVoKBxONTy5XA7JZBLZbPbIetz7EeHRarXw+Xz4whe+gJGREQQCAZjN5l39DFobqh2pVqtIJBK4d+8eP8sHyVAZbrWnrTbalNuWZRkmk4nV08iQ09erT2t0UwuP+8n0b+KkMU4hIPr3bk/4FObbLuR0HNZjbGwMnU4HVqsVlUqFUw5UD0Cqf+12m8cJ0nWRZRnhcBiKosDtdsNsNuO5557DyMgIzGYzFy2RhvLt27fxq1/9CgsLCz1rRSHASqXCHRgOhwNjY2MwGAwPbTgmkwnBYBCdTgdf+cpXsLGxgbt37yIajXII8XFrJyqeH4YOSiRIFIvFsLCwgHa7jbGxMbhcLr6maglhtQfe7XZ7WvuOMnuxN9A1onD45OQkPB4P6xo87c+k9aG9rVQqDST6MXSGWy2lSYaE5tkqigJFUTh0SMVSVCwAPFyVeBwMxLOili6VJAm1Wg21Wg3dbhfFYvGpryEZfBppCGDbw9VRZWpqCt1uF8FgEM1mEzabDU6nE/V6HdlsFs1mE4VCAc1mk8N2dF0cDgdefvlluFwursJXpy40Gg1arRay2Szy+TyuXr2Kv//7v2dNeLq2lPdut9uIRqO4d+8eQqEQAoFAT7sYYTabYTKZYLfb8Tu/8ztIJBL4y7/8S9TrdeTzeTQaDQCPfq6E4d6ebrfLHrQkSbhz5w7K5TLMZjPsdnvP3kdFjVS3QJETRVH4WT2q7MXeQNdSo9HA5/Ph3LlzOHXqFHw+H5xO51NfP/qZFOlqtVrI5/PCcG+H2nNWGxfyUNTtEsfBGOwH6iIYuiH34gGSZZkH0VMuqdlssud21KHrSAdLs9kMm82GbrcLm83G3lS73eYIEq0D1XRIkoRms8kne5Iqpe/d3NxEPp9HPp9/ZBqDcuuUAyfZU8q5yrLM4wypvkGn08FqtaLZbHIhlV6v50hB/9Ce/kO34GFo3arVKtbX19HpdHDmzBk2zOoCNXW9Tj6fRywWQywWQyqV4lD5UWQv9m/1z6ADZz6fR6FQ4HkXVFcA9KZ11JEPNdtFbuk5GERr3tAYbvUpqV/cvdvt8oZiMplgsVg4jK7X63vK949iwcaTeNZ+Yfo+mqq2V9fQ5XLh1VdfxejoKFc0F4tF5HK5YzH8pVAosNqfLMtwuVwc/vZ6vT2bCBn3VqvFHnKtVkOr1UIymeR1oc2CDPnKygry+TzW1tYeWdtBG8v169dx7949yLIMp9MJq9WKV199FaFQCOfOncPMzAxkWYbVaoVWq4Xf74fVasWLL74It9uN69evo1gsol6vo1gs9txv9PrVVbeCXqhPOJPJ4K233oLH48H58+cxOzvb07FBUw/p4Le0tISPP/4YCwsLuH79OvdyCx4N7S2ZTAYLCwswmUxYWlpCqVRCKBSC2Wx+pM0BwIfXx0EpqEGIfA2N4VazXT60v1hNvVGQOEF/4/xxQV3Q9yzvfa8LQ4xGI4LBIHvc3W4X+Xwem5ubyGQyR77VqNFoQKvVcptJtVpFqVTiqIZer+faDfK4KpUKSqUS6vU60uk0arUacrkcF5tRzUC5XEa9Xkcmk0GpVAIAWCwWdDodFIvFhwo2aRgP5dorlQosFgs2NjbQbrfhcrlgsVhgt9s5VAs8qDwn4R31c6c2zuRt05+Cx9Nfh9N/LbvdLgtKkUZFOp1mo31Un5293LupArxSqSCfzyMajfIhVl2c1m+46bBtNBphNBp579qOQTmKQ2W41QZbfSO3223uKaZctxqqujyqlZZPQl1hP0zv3+/34zd/8zcxMjICn8+HdruNn/zkJ/jLv/xLxOPxIx8uz+VyAIBYLMb3MInaTExMwG6349KlS/B6vXwYnZ+fx7vvvotsNoulpSVWAuwPjVIEinLfoVAIp0+fRjQaxd27d3l+cLPZ7BHqoM2sWCyiWq3inXfegSzLuHr1KgKBAM6ePYtf//Vf5xB9o9FAKpVCJpNBpVJ56CBNH5S6EjwZi8WCl19+GSMjIxgbG4OiKA8Zj0qlgrfeegurq6v44IMP2NOmSMdRNdx7DUWt7ty5gz/7sz/jAmcS8NquZkOSJLz88suYnJzEc889hwsXLjxyoMugajqG7klTG2/gwemzv2BN7V1TX91xvZmHLSxJN7PFYsHExARGRkag1WrRbDaxvr6Ojz/+mKe3HWWowI/C2nSfUn6b5ixTzYZOp0MsFsOdO3eQTqdx9+5dlEol3qjVUSfyBsbHx2Gz2aAoCoLBIFqtFiKRCHQ6HQqFAtrt9kORGPp5zWaT1e5oOI/JZEI2m4Usy5xHp/YXqm4m1IabDhLDdHAcViRJQjAYxOjoKKxWa8+BR70uGxsbmJ+fx/LyMjY2NsS1fQpon8lms7hz505PLQGlBvujH7Iss0CR1+vlZ2i7NBS18h00Q2O4+zcENXQxKR9IocZ6vY5KpYJyuXysxxQO2wMdCoUwPj6O06dPs3wj1SEcJ3W79fV19p7oPVMlarFYZI1wkrrU6XSIRCK4d+8eG0t1KI7+VLeRxWIxFAoFbnsxmUyYmZlBNptFKpViDfnHQa8RuC+a884770Cv1/NBY2FhAfF4HMlkEqVSqUcpiqI9Op2up01G8GjMZjOef/55nDp1Cl6vt+dza2tr+PGPf4x4PI4PPviAi9KG7Rk/TFBtQblc7vGcSfWRvoao1Wr45JNPEIvFYLVa8cILL0CWZc6Lk/H3eDyYmppCLpdDLBY70D1taAw38CBErv6TvG0Kk9NGQcU71Wq1p6jquDJMD7bX68X58+cxPT3d0zpBMoLHZWOnDZfagNQn+3g8Do1Gg7m5uR7FOvJwH3Uv088gA5lOp1EoFDAxMYFarcZeuKIouHHjxo7TJ9VqFc1mExsbG7hy5Qq0Wi2v18bGBs8A6PdQgAfyuHq9vqfDQ7A9iqLg9OnTOHv27EM9xdFoFN/73vewubmJSCSCcrk8oFd5tNhOpOtR92ij0cD8/DwWFxdx9uxZriGhEDvwYLIbRRPj8fj+vwkVQ2W4+z1t9TQwu93e0zzfaDRQKpUe8kqOI8NQlKfRaOB0OqEoCmZnZ/Hiiy9iZGQEBoMB5XIZb7/9NjY2NrCwsDCw13jQ9LfVbacvQEaODPdu6jSovQi4v+GTGJFer0exWOSK1538PAq9W61WOBwOdLtdjhLQIaH/OVM/r/R1wnA/HrWkMFXfU7qPBvZQ61Kz2Rz0yz2y7CQK1el0kEwmcefOHe6woLSGRqOBx+PBiRMn0Ol0MDc3d6AR36Ex3P1VlQC4IE1RFPj9fgSDQZhMJpadS6VSyOfzx76H+yAm6jwJnU6HsbExhMNhvP766/j2t7/N8rRbW1v4n//zf+Kdd945Vh4EFb48ypCRcQQebOi7XUMK9927dw8LCws9ebedpiQ0Gg0URYHdbofX60UoFEKj0WCtcwqZb7cxUe6PjHu/Up7gAeoaHfogqtUqcrkcUqkUYrEYksnksY4gDhq69isrK3jzzTcxOzuLEydOsB6FRqPB5OQkXnvtNXS7Xbz33nsHetAaGsMNPKxTTu0yaplT2iTUlZV0ej2uxnvQ75mEcQKBAKanp+H3+yHLMiqVCpaWlrCxsYF4PM7FUseFnYjY9HvhT7uW6lCgWvv6SVA1uNvtRigUQigUgtfrRa1Wg91uR7fbhSzLPUN91K9bXQlNr+G4R8AehdlsZkEiSZJ6PpdKpTA/P4+VlRUxlW2IKJVKiEajXKSmvu/V8rQHzdAZbjLY1OoSCAQQDAZ5dqpOp2OxFfpas9nMParitH+w0JhCm82GL3/5y/jKV74Cp9MJALh9+zb+w3/4D9jc3MTa2tqxa9fbrvDlUfS3QD4LO930dTodXC4XzGYzXn/9dbz66quw2+3w+/0oFoswGo1IpVJcEU/tM1T5rD6YkLdNmgqCh5mZmcG3vvUtHqEKPDis/fznP8d//a//lVW+BMPBxsYG8vk816qQyp26zmQQh6yhNNxUoUoqTtQMT8UvtJGQISAZVGpXUXvjx8lQDAKtVssj8vx+P0ZHR6HRaNBsNpHL5XDv3j1sbW0d2wPVTt/zo0Q49gt6zhRFgc1mg8/nw+joKBRFgcPhgE6ng91uZ2lUtcIbGWZ1BTl52cNQbzGsWK1WTExM9HjcpOUfi8UwNzcn8tpDRr1eRy6X47ZMNaRyOIi9bWgMN20kOp0OHo8HTqcT4XAYZ86cgd1uh9FoRKPRwMrKCtrtNgqFArLZLBKJBFwuF2RZ5jwcFeZQha7YSPYH6tW+ePEiAoEA/H4/9Ho9IpEI1tfXcefOHVQqlWPnaavZqQGm3Odu5nU/LQaDAYqiwGq14lOf+hRCoRBmZ2fhdDq5+Ear1cJisaDVamFqagpms5lD4ZVKhQV00uk0h3bp47iu9aOgA5nL5cK5c+fgdrthMpnQaDTw9ttvY35+Hh9//LEIjw8hkiTBarVyKxjwoHBtZWUF77//Pk96O0iGxnADD9SgLBYLPB4PgsEgpqamOMfWarWQSqVQKpVQKpVQLBZRLBZhNpu50EPdWwpgR32sgt1DOR5ZljE6OoqRkRHYbDZotVoUCgWsrq4iGo0em57t7diN10z5MuD+SZ70qvfjNdG6Wa1WjI+PY2pqCn6/v0eRUB1JIWU3MspU8UxKXmr1KfGsbQ8NmVE/J5VKBQsLC/jlL3+JtbW1Y/ucDDNUZyVJ0kPDSFKpFJaWlpBIJA587YbGcOt0Oni9XlgsFpw+fRrT09PsabfbbWxubqJWq2F9fR2ZTIZz2jT9pdPpQJIk7vn2eDwsFkHzj8WDsXuo2llRFBgMBoTDYfh8PlitVvh8Ptjtdpw/fx4ulwt+v597kbPZ7EODKASPhlJD6ol3eyVtqVays9vtsNlsmJychN1uRzgchtPp5NoRdauS2+2GxWKB2Wzm/u1Op4NCoQCbzYZcLodyucx5Pqo7Eca7F7PZzBEOtQBIu93G1tYW7ty5g0QiIa7bEEHrNDU1hUuXLuHMmTNcUU73ei6Xw9bW1kAGJg2N4dbr9QgEAvD5fLh48SIuXLjAOYRCoYCVlRVks1ncvXsXsViMC2XUcos0p9vlcsFut7NoxHFS69pL6Nrq9Xo4HA6YzWa8+OKLuHDhAkZGRnD27FmYTCa4XC7uIdZoNKjVaiwMIq75zqBJYe12u2fi3V5cPzp8OZ1OjI2NIRAI4NKlS7DZbAiHwzCbzTyykzwMvV4Pn88H4MHkLzLcuVwOTqcTyWQS6+vrKJVK/CyqxZME958hq9UKj8cDu93eMzmt3W5jdXUV169fF9dryCCbcvLkSXzzm9/siUiRM5jJZLC+vs6H7INk4IabQoQWiwXT09MYHx/H6OgonE4nisUiCoUC9zhms1meikS9pcD9jaXdbrMeNhWx0YZyXAujnhU6DCmKgpmZGXg8HszMzGBsbIyjI1Q0qG7HozUVQyd2jroam0Lmz1plTp4zVY6Pjo5iYmKCD2EGg4GlgulrJUniudzqaV8USaGJZJFIhNNWJL/6ONni44pGo+FanYmJCeh0OnQ6HZ6tLvamwaN2/mg/83g8PGvB7XbDarVyK3K9XmelwUENfBn4zkreXDAYxDe+8Q288MILMJlMkCQJq6urWFxcRCqVwurqKtLpNNLpNFf4qYVHNBoNyuUyNBoNMpkMPyBUGCU8v91jMpm4r/c73/kOTp48ya155JlRUSHwoGjDYDDw4Asx4nFnkBIgCaHU63Vks9mnrjKmHLXJZMLzzz+PyclJTExM4MSJE+h2u9xSmUwm+e+tVgtmsxlOpxMGgwFms7nnQJbJZJBOpxGPx3Ht2jXk83lsbGzwGNH+3m7B/XX4tV/7Nfz+7/8+nE4nT12Lx+NIpVKsES/YOf255mdFr9fz+E6/3w+LxYJXXnkF09PTmJ2dxczMDKdh1bMGKE10LIeMUGjb4/HA4/HA7XbzRtFsNrmvsVwuc592vwBL/4Uj71stFiFOtTtHParRZrPB6XTC7XbD4/HAZrPx/Gi6puQpUh8vKXGRYT/O7DRsrJ4ARtfNZDI9JDj0pDZHypVLksQStOFwGKFQiD0HmvFNhwPyHqjgrNVq8cxuimZ1Oh1kMhmkUike86n2tqlw7bivN0HrJ8sy3G43/H4/r2ej0UA8Hkc8Hke1Wh30Sz00kJNgs9lgMBj4XqN06m73eYokmUwmOBwOmEwmrutwu908o54Or9T6lU6nkcvlBnroGrjhDgaD+O3f/m2eTWs0GpHJZJDP53H37l288cYbyOVyiEQiqNVqaDQaj5Q4pX9vF74Qhnvn0AnU7/fjxRdfhN/vh9fr5VGP5XL5oR5eCv+RhzgzM4NisciDYY5jm9Bu5qSTqIksyxgbG0On04HD4UC9XueZ3OVyGcVikQe2qH8m5aHHx8d5xvcrr7wCp9PJKQ0q6IxGo/jFL36BfD7PBpxavWiYD4UOAXBqqlarcZtlPp/n19Ef+RLG+360ilrtnnvuOTgcDmg0GrTbbUQiEfyP//E/sLCwgPn5+UG/1EOBTqeDLMtwOBz4xje+gcnJSR6He/XqVXz/+9/nYuWd7jOKosBsNuPEiRN47bXXIMsyZFmGwWDgSXvNZhOpVAqNRgO5XA6FQgHvvvsutra28MknnwwskjtQw63RaPjChcNhPt2Q2H46ncbGxgYKhUJP9epuZCQFu4cEcEii0efz8WZOIyVbrVbPEIpOp8Oem06ng8PhgNVqhSRJPCLyuK0LRSV24nWTZKher4fFYmED2Gg0IMsyqtUqh+q2y63p9Xro9Xo4nU5MTk4iHA7jU5/6FNxuNxqNBlqtFuLxOPL5PEqlEjY2NpDNZpHP53vWkdZePZ2P1lWtQ/6og9hxW+NHodfrEQwGMTk5CbfbDUmS+HBWLBZx+/Zt3L59G/V6fdAv9VBA3rbJZMKJEydw9uxZKIoCo9GIYrEIRVH4/txpT7XBYIDRaITL5eK2Y3ruqIK82WzyMKtEIoFMJoP5+Xmsra0hlUrt51t+LAMz3FarFXa7HePj4zh58iT8fj8kSUK9XseNGzfwq1/9CvPz88jlcqjVarwYpJlMC6neRGhDE6Hxp4M8JZKa9fl8rPCUyWTQaDR4hGqhUEA8HmcJQGo3MhqNCIfDGBsbw9jYGH7t134NsVgMt27dQjqdHphE4CCg+5Q+dip92m63oSgKTp48CUmS+LrSWM1CoYD19XU2ojSZzWazYWRkBOfOnYPNZoPFYgEA5HI5FItFfPLJJ7h69Sqi0SjW19e50FMdweqvWQDAa9ZfV/K493DckWUZL774Ii5duoSJiQloNBrEYjHcvn0bCwsL/Dwdl2fhWVEXhVHRss1mg9frxdmzZ/E7v/M7iEQi+NnPfoZMJvPYn6VuyaMU0CeffMK99ZTuoz3NZrOhWq0ilUqhXC5jbm6OC6UHxcAMt9lsht/vRygUwvj4ODweD7duzc3N4ac//Smy2Sy3FNHFpupX8jBIJ5kM9nbjBwU7hxSzAoEAewoAkM/n+ebN5XKIx+NYWFjgYjS9Xs8azBSeDQaDuHz5MqLRKCKRCOehjstmpR6aQ39ud1/2F9uQJgFVgJPXRp9PpVK4ceNGT350ZGQEPp8PTqcTIyMj/JyQkmAikcD8/Dzee+89FAoFFsdR/17B3mE0GnHu3Dm89tprXKCZTqdx5coVrK2tibGdu6TT6XBXAwlwUYRpZmYGnU4Hi4uL+Oijj3ZkuGlNqL2R1M+SySSnYzudDkwmE8xmM3dTUDSYvmZQHLjhpos2PT2NX/u1X8OJEye4P06tiEa5NOojtlgskCSJBSOoYrbZbHLL2OLiIvL5vHggnhLKk0qSBJPJBKPRyIckyv94PB6YzWbume92u5AkCTqdDoFAgE/B1FYUDAah1+sxMzMDWZY5T0RhLSqCoxyWwWBAoVBgUZ3DPE2M2uHUUaD+PDD19VIhk91uh8Ph6PmwWCxQFKXn+06cOMERJgCcmjAajew10HNx7do1rK+v4969e8hms/x5QBjsvYbuY4vFwtFBIp/PY25uDpFIRITIn5J6vY75+XnUajW4XC5MTExwlE+v1+O3fuu3kEgkuFWRxqS2222eZQE8OAgAD2xSp9PhGhJ6ZsmAq0fbDsMzc+CGm+bQvvzyy/gX/+JfQJZlKIqCRqOBVCqFZDKJRCLBrTD0IASDQdjtdrz++us4efIkbDYbHA4HSqUS1tfXkUwmUalUUKvVDv2GPygoikGDJ+iwpNbr9fl80Ov1qNfrOHPmDACwgbfZbD0jWJ1OJ2ZnZxEKhVCtVhGNRrG6uoqtrS3uzadhFkajkXvDl5aWcO/ePS6IGoYH5WkwGo09qRx15TUZbDq0OJ1O2O12BINBhEIhuFwuhMNh2Gw2uN1u2Gy2HkWzkZGRnoE6tMFUKhVWrbt37x4ymQz+/u//nnXjqbDwuEQ9DhpSbaRoldpwx2Ix/PznP2fFOcHu6Ha7KJfL+MUvfsHdEi+88ALMZjMCgQBOnz6NV155BfV6HVeuXMH6+jo+/PBDvP3226hWq1xQSS1c1WoV1WqV037Ag8l66lw3rZVazXDQe9KBGm5SbyIlIYvFwoUw7XabB8mXy2U+2VB1K1UAqj1BqmymBThO+dO9Rj2VjTxvdUqC+hyp1choNPLGRKppZrMZRqOR/00/T5IkKIoCi8XCldKVSoWFW6iIzW638xpTmPew019hrfaa6e904lfn3oDtvWG1p06V/K1Wi9NK5GWUSiWsrKwgl8shnU6jWCwOlcdwVDGbzTh58iRGR0e5yJAgL08dKRHsDmrL6na72NzcxJ07dxAIBHDq1Cl2Cqkfu91uY2pqCqlUCvl8Huvr69wKqfa++2ui1ClZip7QVEqS9R00B2q4DQYDPvWpT+HMmTO4cOEC6zID90MgN2/exNzcHBfeAGAPMBgMwuVy8fjOcrmMra0tJJNJXLt2jSeFqQvZBDuHwrVqw0nXXi3ZKMsye5JqwQ0yQGrDREbfYDDA4XCg2+3CbDZjbGyMBUc0Gg2H2ilUnkql+HccZvlMdWX2owom1cVrAHiDoNYtim6oq/KpUKder2N1dRW5XA4ffPABrl+/zt5Ds9nkw2yxWOTN7rBey8PCzMwM/vW//tcYGRlBMBh86PNPqncQPJ5ut8tdEt///vfx9ttv49d//dfxL//lv4TVamVH4dSpU5iamsLzzz+Pb33rW1heXsYPf/hDxGIxfPjhh+xhq9FoNGyTSK+C6rCKxSJWV1dRq9Uem+ZQTxDbTw7UcNPIzrGxMe5rBB5U0ubzeVYTIjGK/g8qTqCNLZlM8olqO+lFwc5Qy/4B4OtI/08PhNFohNFo5O/ZDgrhqg061SRQ9KRer/cYZ/VD0+95HlbUhrL/z/7/oxActdmpNfZJ2IagQw/d/+l0Gmtra1hYWOip9hde3cFjNpsxNTWFkZGRI3EPDyNkL+LxOJLJJJ577jlks1kA92s99Ho9zGYz/5sit7QmLpeL+73V+486emi322EymeD1ernjKR6Ps7jXoDkQw00XRFEUnDp1Ci+99BJ8Ph/3uZJ3EIvFsL6+jnw+31M8k81mce3aNRiNRly7dg2SJHGuolarcbWfmL39dKi9vWaziVwuh42NDbTbbUxOTvJIRwqh73RDonWXZRler5dnOtOEqUQigUqlglgsxoaq1WphfX2di0QO81qSl6vuLVW3WPUP5SChlU6nA7fbDbPZDLfb3dNT2mq1EI1G8ctf/hLZbBaLi4vI5XKIRqNIpVIiHD7EPCn6ItgdlGu+evUq/v2///eYnp7Gd7/7XYyMjPR8nUajQSAQwG/+5m+iWq3iK1/5ykPjnvujhpQyNJlMUBQFy8vL6HQ6SCQSKJVKKJfLO+oQ2S8OzHDr9XpIkgS/34+pqSluM6LTE1WHkwSj2gtpNptcICA8ib2Hblry+CqVCjKZDBRFQaVSgdls3pWcpXpjUncFGAyGnpuZoiTFYpE7CuggdhSiJ5Tu6X8f/Z42XftarQYAPGIznU5Dq9WywARFmVZXV/HBBx8gmUxiaWkJ+Xz+UF+no4Y69fEodUfB9uwmhUD7zMbGBjKZDM6dO4d/8A/+AcLh8EN7ld1ux4ULF7aNfNHv7f8edWrKbDbjl7/8JQ+xGvTh60AMtyRJCAaD8Hg8MBqN3ANHgu0rKyuIRqOIRqPcL/yo4SDixt8fut0uG0vSrKZRjVarFXNzc7DZbDwy1Wq1cm8xVfL3F7bRoUv9sNDDQTO71cVT1L5UKBQOvdEGHlSo7kQ1jb62UqkglUqhVqvh448/htVqxdLSEux2O+e+k8kkVlZW+KAjGB7UDgeFVNUtRSQtK3g0u83/U+Q1Eongr/7qr3D16lW8+uqrmJ6efuzvAPBEh6TZbPJetbCwgK2trcd2BDzqYLDX7LvhppL6sbEx+P1+yLLck9zf3NzEe++9x2pO2WyWb+5Bn2qOC3Sd1YIe3W4XsVgM8/PznKPW6/UYHx9HKBRCKBTCmTNnOJXRarWgKArnwWmms8lk4uI0o9HIOexarYZUKsVFhcVikdWIjoqi1G7aRmizpzAc9Z9SuM5gMLByFBWwiedjOKH9i7w40iwgwz0M7UTDytOEmtvtNiqVCjY2NvC///f/htfrZRnT/p/5uN+3HRTtTSaTuH37NqLR6GP3poNa13013OoQbLlcRi6XY1F98uySySTm5+eRyWS4DUzIlg6G/uut7j8G7p9sqfdaXaRBYx3JWFPvNxluSpGQAdLpdIhGo0in06ydTfKb/YVYh5mnPX3TNVfnxqmNSK0rLhg+KNVULpe51ZVa9UjRazcSuMeN/sKvJxV4qmm32yiVStDpdFwLpS58pf3JbrdvW2hbr9cRjUZRq9V4YBJFuW7evMmRxWFA093h3fM0FZLqimTyuBwOBxRFQalUYtk/GiVIfXLDyDA/ZAdRvaruH6YPg8EAoFe0AHigBUyGW5ZlnDhxAg6Hg3vBk8kkVldXUS6XEY1GueXpaSItw7o2z7ou/ZKpwOEaUTvMr3O/npmXX34Z/+7f/TsEg0EezHP37l0sLy/j2rVr+Ou//mtUq9WBR5WGdW1IRZP2ELXgCe0Nj4tYUKqOWlcpwmexWDAyMgKr1YqLFy/C4/EgGAzC6/Xy18TjcfzVX/0VIpEItra2kM1m+ffV63Xkcrl9X7OdrsuB5LjpjVMIibws0iE/CvnMo466Gnqnhyu9Xo9KpcLj+JrNJhtyUo9ST56iaIvgPgeVLxPsHfV6nSU2jUYjNBoNNjc3sbW1hUwmI+7vHaBuzyIPXF2N/7hrSDaGJnepDXe322UlQqqjqtVqLLgSi8WwsbHBhjuXyx3E230q9tXjpu9TSzzSSYpC5cDh2JiG+TUOa7+oWoHIZrNxeIrytRRp6R/ZuluGdW2GdV0OimFdF2D/1sbhcPBUN7qfy+UyKpUKq9oNQ6pjWNfGZDIBwEM678AD412v13d1DWkfolC5ei9Sh9Pp0EWh8kFEf3e6LvtuuI8Kw3qjA8O/NpQuofA69YXT6ZgexKcNAw/r2gz7uuw3w7ouwP6tDRVyAth2NvSwXJNheR390EzsR2lGkOGmrqNhfR9Py1CFygXHG+oPV/flAw+KsIQoheCoQII7wMP9+4InQ9dru2tHe4ToOBKGW3BAUP6a2mSAB16PaI8RHBW63e7QFtgeFrY7yKv/77gbbWAXhvugxNMFR5PtpmSR5O1RRTwzAsHTs10bmDDa9xGGW7DvPG6UJSkXHcX7SjwzAsHu6H9m+mtfhOG+z47HnGzXUyoQ7Ibt9ICPMuKZEQh2x0EN6Tjs7LiqXCAQCAQCweAZ/GBRgUAgEAgEO0YYboFAIBAIDhHCcAsEAoFAcIgQhlsgEAgEgkOEMNwCgUAgEBwihOEWCAQCgeAQIQy3QCAQCASHCGG4BQKBQCA4RAjDLRAIBALBIUIYboFAIBAIDhHCcAsEAoFAcIjY8XQwi8WCbreLRqNx7ObNajQadDqdQb+MR3Lch1gMq9y+WJfhXBdg8Guj0+mg1WrhcrlgNptht9vhdDqh1+shyzL0ej3sdjskSUI6nUY+n0c+n0c8HketVkMmk0Gz2Xzq3z+sazPodRk0O12XHXvcx3mc2nF93wKBYH/pdrs8uhK4b7j0ej0MBgMkSYIkSTAYDNDr9dDpdGIvEgDYhcdNXvYwe54CgUBwGKB9tFarodvtQlEUAIDZbMb09DTMZjNGR0ehKAq2traQSCSwtLSE9fV1NJtNYcCPOTs23O12G4DwPgUCgeBZIU+bwt3kGBmNRni9XtjtdkxMTMBqtbIHnk6n0e120W63xT58zNmx4QaE0RYIBIK9pNVqodvtol6vo1qtotPpcL7bbDZDURQYjUYYDAZotVq0Wi3+HsHuoPy5Vqvlv1MK+LClgndsuA/jmxMIBIJhpdvtotlsotVqoVqtolwuo91uw+l0wu12w2azQZZlyLIMSZKg1Wr568U+vHs0Gg00Gg0MBgM0Gg3bs06nc+giyrsy3AKBQCDYW7rdLiRJgtVqhc1mg91uh91uZ4MtyzIURYEkSce+6nq3kLGWZRlut5tTEbIs87VsNBool8uoVqvY3NxErVYb+nTErkLlAoFAINh7rFYrxsbGMD4+jsnJSW4N02g0cDqdqNVqsFqtbIgEO0Or1UKv18Pv9+PVV1+F1+vFK6+8gkAgwNX62WwWm5ub2NjYwF/8xV8gEomgWq0+U7vdfnOoPW51nkIweCh3RK0srVYLtVpNdCIIBI+ADLHFYoHP54Pb7YbJZOLQOAAYDAYYjUb+aDQaaDQaYt/bAZIkwWQywW63IxAIwOfzIRQK9RhuqujvdrsYGRmBVqtFpVLh61yv13kvG5Zrfig8bjLQ6tOmVqvlvkbqgxz28MZRRqPRwGw2w2g0YmxsDNPT00ilUrh69SoqlYrIywkE20BG+uLFi/i93/s9OBwOOJ1OGAwGzsFarVa0220Eg0FMTEwgk8lgdXUVtVpt0C9/aCFbEQqFMDMzg+npaXzhC1+A2+1GMBiEoijcG68oCtxuN2ZmZnDq1ClUq1WUSiXU63XMzc3h1q1biMfjuHLlCqrV6lDsY0NvuPuNNn1Qi4TacNfr9R4xA8HBodFoYDQaYTab4fV6MTExwWtEnrhYF4HgAfTMmEwmBAIBnDx5EkajkXPZVDCl0+nYc7TZbKjX69DpdAN+9cMN2QlFUeDz+eD3+xEOh+FwOGA2m2EwGFi9zmAwQFEUOJ1OBINBdDodNtyyLKNcLkOr1cJkMqHdbqPVag3czgy14e431BqNBiaTCQaDAaOjo5iamoLRaOSb+ebNm0ilUshkMsjn84N++ccCOrGazWZ85StfwZkzZ7idxWQy4a233hr4TS4QDCMmkwnf/OY3cenSJVy4cAEmk4nD461WC9lsFrVaDRsbG4jH44hEIlAUBRaLhfdD8Vxtj0ajgU6nQ6fTQb1eRzabxfz8PKxWK8xmM/R6PTqdDjqdDh+IJEni2gJFUSDLMs6cOQOn04l8Po/XXnsN2WwWH3zwAWKxGCKRCJLJ5EDe36Ew3BQWJyNhMpkwPT2NV199FTabDaFQCJVKBc1mE0tLS2g0GsJwHxBarRZmsxkulwuf/exn8aUvfYlzQ8VikR8egUDwAPK2P//5z+M73/kO72/q9qR8Po9CoYC1tTWsrKwgn8/DZDLBZDJBp9OJGp/HoNVqodVq2XDTdVQUBYqiQKfTodFooNlswuFwIBgMwmKx8KHIaDRCp9PBarXixIkTnIpNpVIAgFu3bqFarQrDrUbtadMC6HQ6GAwGbpmg0IfVaoXf70e9XseFCxfgdrvRaDQQjUZF3/k+QiEmt9uN119/HcFgEFNTUzCZTKhWq8hmsygWi5zbFuswnIjN/+CxWCw4e/YsAoEAgsFgjxEuFApYWlpCoVDA3bt3kclkEIvFkEwmUa/XUS6XUSwW0el0oNVqOZy+G45DVTrtOeVyGbFYDNVqFXq9nvXftVotD8yyWCxYX1+H3W5nQ+73+2Gz2fjnkS0ymUw4f/48nE4nHA4HAoEA4vE4FhcXn2otnpahNdxksMlo0wX3+Xzw+Xw4ceIEzp49C0VR4HK50Ol04HA4kM/nkclkcOPGDXQ6nWM3yeygMBgMsFgsmJqawp/+6Z/i1KlTUBQFBoMB8XgcW1tbSCaTaDabwuMeYuiALNIZB4fX68Xv/d7vYWZmBrOzsz356ng8jh/96EeIRCJ49913EYvF2AhJkgRFUVg9jaJZYt16oRRCp9NBKpVCsViELMvY2NhgLxwAX0fqlff5fCiXywiFQrh8+TKsViv/POC+s2Kz2fDVr34VrVYLt27dwsLCAt577z2sr6+jWq0e2HscSsPdD+W4JUmCw+GAz+eDw+GAyWTiEXgk1N9utzmcTkZDeHx7j8ViwcTEBMbGxuBwOKAoCmq1GorFIqLRKFZWVhCNRsXBaQihaAmlOfR6PYrFIiqVinhODgC9Xg+32w2v1wuTydTzuXq9jmg0iq2tLeRyORSLRS7uJC+bcrNPu1bHZY1p32+32/wBAM1mE+12m1XoqOVLp9NhbW0N1WoVZrOZr71Op4PRaITD4eBCNoPBwLbIZrMdeBTjUBhunU4Hi8UCm82Gixcv4ty5cz0iBVRoYDKZ0O124fF4EAqFUCwWkUqleNHUNyx5GkLK9el47rnn8Id/+IcIBAJwuVxoNBq4c+cOtra28Pbbb+Pv/u7vUC6XUS6XB/1SBX2QepTZbMbJkydhs9lw/fp13Lt3r0f+UbA/yLKM6elpzM7Owmg09nwunU7jvffew+bmJsrlcs/Bt9VqsSgI7Wdi3+ql34BSkRpFCLVaLUqlEg94qVQqfM8nk0lEo1EYDAbY7XaYTCYYjUbIsoyxsTF88YtfhNfrxblz5+ByueDz+WAymXD37t0Dr/I/FIZb3TbhdDrh8/lgtVrZayAotG40GmGxWNBqtXqqLx9luNvttqjQ3CF0UHI6nZicnITb7YbBYEC73UYmk8HW1harEIm++r2BPK7tNiX6nPpr+u93+js9H2azGR6PB1arFaFQCA6HA5ubm7BarajX68Lz3me0Wi1XhwP314eMcqlUQiaTQS6Xe+j71Kk/sT6P5lHPCdUSqAsAqb2LRqWWy2VoNBrE43EuUjOZTKjVapidnUWn08HMzAy63S50Oh1kWYbBYDjw9ziUhrs/vG0wGDA2Ngafz8fhWYvFwlWYFPqoVquoVqtwOByYmZlBMplEp9NBo9F4SMGLNjF6WGghxQPxaDQaDU6dOoXp6Wm8/PLLmJ6ehizLaDabKJfLeOedd/DOO+8gFouJa/mMkAKdTqfjSVGkoEUbkV6vh8/n4x5UGkphNpvRbrdRKBTYq6CiG5fLBYvFgnA4DFmWWezjwoULWF9fx7Vr1/A3f/M3QvHugLl37x6uXLnC1crbQfui2skQz9jD0DUC7kdr9fr7Zq5cLqPb7SKTybCkKfVkq+919fCXZrPJX/sXf/EXCIfDCIVCsFgsiMViSKVSiMViB/6sDKXhBh7Mq6VQB3nabrcbLperx5OmIgMq76emewp/NBqNnqIE4IHhpnF6AESI8AloNBoEAgGcOXMGU1NT8Hg80Gq1yGQyqFQqWFpawpUrV0QIbw9Qh/jsdjvXdCiKwp8zGo2YmpqC3W5HKBSCz+fj1rxms4lkMolarYZ8Po9qtYpAIIDR0VFYLBaMjIz0TEkKBoOcVvrxj3+Mer0+6Etw5FE/I7FYDFeuXMHa2hoajcZjv0c8W49GbbQp+kRh7EajgXa7jXK5/MSoEtkCinBUKhXE43FEo1GkUinU63XkcjnE43Hk83lhuNXo9XqYTCa4XC6cP38e4+Pj8Pl8HJogLzuRSKDRaLDaDRlv6s+r1WrI5XLsmdNFpk1LkiT+nDDej0ar1WJychKvvfYaQqEQDAYDWq0WisUi8vk86vW62Fj2CK1WC4vFAkVRuKaDhG3Ii6B2PFmWYbPZYLFYuPK43W5zgWa5XEa9Xuc+VZPJxPc+bW5msxndbhfhcBizs7NIp9M8KUmwt/SHcrvdLhKJBG7cuIF0Oj3Uwy0OA+pxna1Wi20CFSs/bcEsRbpIM35jYwPvv/8+5ufnD9xuDLXhpoICr9eLy5cv48SJE3C5XJxTbbVaKJVK2NjYQLVaRa1W4/AG5Y86nQ5qtRr0ej3q9ToLxqsrMyVJAvCg2lCwPVqtFidPnsQXvvAFNh6NRgOFQoFVnkR4dW8g8QeHw4HLly/jxRdfhM/nQzAY5A6L/tw20T9rmPpV6WBKnrYai8UCs9mM8fFxnD9/HltbW0ilUsJwHxCRSAQffvihGB6yR1C0Vn0IomeC8tm7hbx3mpG+vLyMN954A/l8/sC7Z4bScNNm5HK5MDs7y94GzVBtt9uoVCool8vIZDJIJBKo1Wp8olKH+dQSgs1mk8PptKmRsaaF7A+pC+5DE79oog5dVwrJxuNxscnvIeoUELVv0Qcdmh414lG9QZECFw1OKBQK3LNqNBpht9v54KrRaOBwOFgz+8qVKwf9to80dOCSZblnXyInRNSF7C3qIjT1/z3NNXY6nTh16hRGR0fhcDgA3G/dKxaLAxk8MpSGmzam2dlZ/OEf/iH8fj/Gx8dhsVjQbrdRq9WQSCSwubnJIaZarcai8dTfTRez0+lwa1K1WuVTLXkgjUaDT2j0QAnj/QCqgqXpX+rWh0qlgk8++QQrKyssByh4djqdDiqVChvV7Q5NQG9Oj76PwoGFQgH1ep3XZnl5GXNzc3C73bh48SKcTifOnTsHt9vNkpuTk5P49re/jdu3b+PNN99EPB4/8Pd+VJFlGR6PBx6Ph7UnarUaarWaqCnYJ/pTo8DTFfTNzMzg3/ybf4NwOIyxsTF0u10UCgVEo9GBiOAMpeGmyliXywW/388bS6fTQT6fR6VSQSwW46q+XC6HRqPBYiwGg4E3MDpxUY6DPG7150RP5OPRaDSQZZmFB9S0Wi3kcjlkMhmx+ewxak+MNiDyIoAHXrk6ckRFmq1WC/l8HrVajcPekUgEkUgEtVoNHo8HlUoFfr8f3W4XNpsNZrOZBy04HA7OsdPPEzwbdG1tNhsfftXTpgT7Q/++/jStv7Is8zzvSqXSI+k8CIbKcFMO4bnnnsPp06e5IM1oNLKYyhtvvIG7d+8im80ilUqxAdbr9QgEAqzgBQClUgn5fJ6Lp0qlEofU1eNA1ScmYcAfhqax+Xw+uFwu/n+KZNy5c4fXRLA3kDGmAQnpdJpD2xQGbzQaWF1dRaFQ4ElFuVwO0WiUh7y0Wi0uTqNQudFoxM2bN2GxWHDlyhX4/X68/vrrePHFF1kzwel04sKFCzCbzZibm0MsFhv0JTn0BINBvP7665iYmIDVauVRxOVy+bGV5IK9Q10XshMFOur/lmWZQ+R//ud/jnv37uHDDz88oFf9MENhuNVl+waDgec5kyHWarVsgBcXF3H9+nUUi0XkcjlIkgSr1QqTyYRGowGj0cheB0nZqT/UOW5hpHeGVquF1WqFy+VipSd14VMmkxGFTPsARYRIh4DuXbVmQTQaRTqdxvLyMjY3N5FKpbC6usoGQT07mDx3EpigEbmpVAqnT59Gs9nkiJUsy/D7/SiXy9jc3BS62HuA2WzG6OgogsFgT2eM8LgPBvWIaK1WywOQgEeHz2lOBs1JB4D5+Xl89NFHAz3MHpjhVqs60b+ptN7pdMJiseD8+fPwer04efIkxsfH0el08NFHH6FYLOLOnTvIZrO4ceMGNjc32TBTWLxWq8FgMCCXy0GW5R4vnQrZ1BXlgBAv2CkUzZiYmIDNZmOFoXQ6jWg0ym14YvPZH2hzp5xaKpXC9evXkc/nMT8/j1wux6G7arWKfD7P6aH+aJL63q9Wq5z/PnnyJDweD/x+P06cOAGHw4EvfvGLSCaTUBQFHo8HsVgMm5ubTzTgx2H61NNANQU+nw+yLAN44NGp6xYEe49Wq4UkSTCbzbh8+TI8Hg/m5uawtraGWq2GUqm07T19+fJlfO5zn8P09DR0Oh2KxSISiQSi0ehA5ZwPxHBvJ8moll8MBALwer340pe+hOnpadjtdlgsFiwvL+OXv/wlYrEY3nrrLaTTaTYS9HPp5Fqr1TjMpzbc6XSaZRyftg3guKPT6eD1ehEOh2GxWNDtdlmQIJlMolKpcA+3YO/oH5JACn/Ly8v46U9/imQyiZWVFRQKhV17w/QzNzc3odfrce/ePQSDQbRaLUxPT8Nms+Hll1/mAxo9t5FIBAAe+fseVekuAGw2G2ZmZuB0OjlypZbiFOwfZLhtNhsuX76M6elpAEAul4NGo2FVtX7OnDmD3//93+dOAOpkGnQh7o4N97NU5KnD0hSmcLlc8Hq98Hq9PEd7cnISXq+XK2oTiQTm5uZ4NFu9XudCsu1EDMgzUY+865ezE+wevV4Pv9+PsbExzs3R6NTl5eUDHWd3nKBN3WQywWq18gbf6XQ4VK4OhT8N9FxWKhVkMpmeDYw2u5GREW4nW1tbY7XBfplgtaCL4GEo7Ep7IFWV094m2D/IPtRqNWxsbKDT6SCRSGzr0FFbpMlkgt1uh1arRTKZxK1bt7iWZNDs2nADT2e81SX5Op0Oo6OjuHTpEqampvC1r32Nq1j1ej3W19cRjUaxvLyMt99+m0OAj+pzVOdbaZgCNd+rdc+FR/h0SJKEmZkZPP/886ywtb6+jh/96Ecs+Seu7d5Cz4ler4fdbofH4+GCNKoYJy3yZ732nU4H2WwW6+vrCIVC3BpJveLnzp3D2NgYWq0W1tfXUSwWEY/H+fWouzKE0X40avEO0qMoFApIJpOP9PgEewPZh1KpxA7H1tYWi6eor71Op0M4HEYwGEQgEIBOp8PS0hL+03/6T4jFYqhUKgN8J/fZseGmE+JebBI0V5bECEi1iRSdWq0WK6FRMY5acxZ4EH6naVVUVEOhcyFssDfQdaa1etwaqDfv/pGp4vrvHvVUI71ez88BCbKQYd2L3yPLMo8y7P+ZJBxisVjgcDh4NKI6PSLW+NFQD77RaGSngqD8qvC49x9qnywWi+x9k2NHNQYUFaHR0BaLhYtDS6USp6sGzY4Nt7rvsH96125QG1T1sASq2COlp2g0imKxCEmS0Ol0+PMUZlJXCJpMJuj1eh71WSqVUKlUuCiNfqdgd1ANAelfm81m/pzZbMbIyAj0ej3i8ThXabbbbT5EqR8Oin4Idg7VgaivZ7PZZCGPbreLYrHYo0vwNL9Dr9djenoan/70pzEyMsKHdPWhV6PRwOfz4fz588hkMtDpdCiXy0gkEhwN26698rij0Wjgdrvh9Xrh9/t7itDa7TYSiQSWl5eRTqfFNdtH1JoHW1tbfI9TdEmSJOh0OpjNZlgsFrz88su4dOkSzGYzkskkstnsUDmATxUqfxbI4JP4O7VokXoZTW8plUpoNpswGAw9Xhwpd6nHttH/qT1CkjgVRvvp0ev1fCOT1CbduAaDgT+nKEpPGJeMvVo8RAh47A5190U/1I1BgkO0CT2qDqVfx1xdLCpJEiRJgsPhgNfrhdVq7ZlTr15DnU4Hi8WCer0Ok8nEuueNRuOhvlgRMr8PDXBxu92wWCwPpRwrlQoL5Qj2H7UkNqkFqqOGakeFngWyTSRCpR5WNShDvmPDTaeNZ/G21ayvr6NWq2FtbQ2yLMNqtfIF2djYQCwWQ7FYxOTkJIxGI8bHx6EoClwuFxRF6THMJBm4trbGusypVKpnIsywnJQOE+FwGF//+tcxOjqKkZGRHsNAFbIkyFIsFjnkRykLmtxWq9WQTCa5oOlJa6HuPug3Rscl9E6H20ajgWq1yiId9XqdvTiNRoN0Og0AfADu12Ym46zelGRZhtvthqIoOHHiBJxOJz772c9icnKS25QajQbS6TRqtRpisRgKhQLi8ThKpRIXI1IKRe2J0Gs+6uuzE+h6X758Ga+//jpOnDgBvV7Pz0Cj0cDy8jKuXLmCSCTSk2JS0596EuwNlL6wWq3weDzodDooFAqo1Wr48MMPsbm5iZmZGZw+fRqBQAC/+7u/i1wuh9u3byOdTiORSPDzd9DsynADe5fLymQyyGazqNfrmJiY4FwCSWgWCgXodDq43W7Y7XacO3cODocDgUAAdrudNX5pZGehUODq80ajgXK5LCrKnxGn04lPfepTGBkZgdPp7DGisizD6/VyaqJcLvOhiTYs9Vrkcjk+6T6ulQhATyqEQot03/UPvD+q0HulNAOJr1CKyWw2o9lswmw283UlL1ldFU5RKjLYVKE+OjoKu92Oy5cvw+/3Y2Zmhg8DAHjyHrW/0DOmVh5UiyYBDwzMMIUUBwWl8SRJwtjYGC5dugSXy9VTK9Rut5FKpbC+vo5cLsfft53hpuFHx/267iV075rNZni93p4RuCsrKyxSdOrUKW4jKxaLqFQqvO8NveF+ksLMbqGfk8/ncePGDRiNRn7gK5UKC6oYjUaUy2VMTExAr9dDp9NBURQoisIiElSkU6lUuK9Y3OTPjizLCIVCCIVC3HdK0Y3NzU1cuXIF+XweW1tbqNVqbCjC4TAmJibQbrdx8uRJNBoNxGIxlMtlvvEbjQYqlQrn0XU6Hfx+P6xWK8xmM2w2GxsCEthptVqIx+NIp9PIZDJYX18/sgczCkvbbDZ4PB74fD4OWdvtdhiNRlQqFUxNTaFYLHLEgwwCGVUKq1Pag1QG3W43TCYTRkdH+ZpT+opUCa9du4Z8Po9kMslGnOpHSqVSTxcHrf2ztqcdBWiWOtUMvPDCC/B4PFAUBcCDCmdSw6M0EqUF6dr1H2RJRe84X9tnhQox9Xo9C33VajUUCgVUKhV2NqiIrVwu85ClkZERtFotmEwmpNNp/PCHP0Q8Hufn8iDZteHeS6gf+Fe/+tW23hUp3RSLRZw6dYqrMq1WK+f4KpUKVzSXSiXEYrGhqfw77JhMJoyNjWFkZISLA2u1GvL5PFZXV/Hee+/xLO52uw2v1wuLxQKr1YozZ85wpXK320U6nWaJzlQqhVKphFQqBY1GA0VRIMsyLly4gJGREfj9foTDYd641KMpb9y4gXv37mF+fh75fP7IajzTPG6n0wmfz4dQKMSf63Q6OHHiBNrtNm802WwW+Xyev4Yqz9UHI7vdDqfTCb1ez4IS6pwrtZltbm4iFovh7bffRiKR4D5jqnBvNps9zxjlCukZPs4eN3nadrsdX//613Hp0iUEg0F4vd6e+7ler29ruOlnAA9GEtMBlmqBBE8PGWFFUXD+/Hm88soruHfvHn72s5+hUCjwRL1isQiNRoNisQidTgebzYbZ2VkYjUY8//zzaDQaWF9fx/vvv88p3oNkKLTKaQOgCr/+ArZyuYxIJIJ2u41Tp06hWq2yJ9FsNlnykRS8RCHUs6FuQ1IL8rfbbaytrWFpaQnz8/Ms2FGtVqHRaGAymeByufiDWv0orNpoNLj6v1qt8mYmyzIkSUIoFILb7YbNZoPRaOR7odPpwGQyceokHA6jVCohGAwe2Y2MNhiLxcIeMwBeC/LAWq0W9Ho9ms0mf5+64Eb9bzogqde0UqmwwS6VSshkMqx5HovFkMvlONpBbWkUuu90OmywyfOmop3jenC22Ww4ceIEgsEggsEgHA4HX3N16oMEdLrdLhfYAg/qBgBwjzylSI7rNd0LDAYDF9I+99xz8Hg8LPNrMpk47arujNBoNMjn81hbW0O328WpU6d69BVIw5z2t4M8rA7ccKtDQ/1/V4eU3n//fTgcDoyNjcHlcsHtdkOWZRQKBczNzbGizSBHrR0VqJeRPDbgQfHTm2++ie9973vIZrOsW03G1+fzYXZ2FrOzszh16hT3GgNgkQP1JkQbERkSGnpBFZ5Et9uF1Wrl0HsgEIDT6TzSHojBYIDf70coFOLQuLrGgAwkGUuSc6QolVpKUx16VYdc6/U6VldXOV01NzfHhpumktHBgLxq6icno6Pu8tBoNKjX68e69W9iYgJ/8id/gnA4jPPnz8PtdnMqga5bvV5HJpNBPp/namWz2cyREIfDgW63i3g8jkqlwtGq4xzJeFYsFgtmZ2cRDAbx3e9+F7OzsxziJr1+aq0EHtii5eVl/OQnP8HFixdx+fJlTncA9yOSDoeD03/HynCr6S98U3veVBCgPoXSqMJUKsXTqcTN/ezQJkyeGOVTq9UqIpEI56vr9TqHdKnlxev1slygengCtZKpq2rVhpu+Ru1lq/9Ut/WRAaGc4FGlX1IUeLhNrP9r6NClDl+rC/uot55qQba2tpDL5bC1tcVKUslksqc6nDxrkhGm549+n7pdc9BtMoPGaDTC7/cjEAiwqBRdf3XxE4l5qPUs1C1JdCAGegsVBU8Hiar4/X54PB643W4kEgnkcjluPe5XUAPAHUrJZJJTexaLBcCDlthBOA9DYbifdENS+MhoNHKrUaFQQD6fx927d/H3f//3SCQSSCaTx3rT2CsoVB6NRvGXf/mXMBqNWFxcRC6Xw+LiIhKJBK+Zw+HA5z73OQSDQXzxi1/Ec889x6FuQh1KojY+anOiHCyF0qk3mMazkqdRrVY5t1qpVLC+vs6ym0eRWq2GlZUVDl83m80ej5equ+PxOKrVKkcfPB4P6ytTqJyeCSoOvHfvHv6//+//QzqdRiqV4oliZEhIEY2eI6pap8gIefz0Oun/SYTnuA7zociT3++H3+9no00dAfF4HHNzc2wMqGJf3bFDBrrVavUUBYqitKdHo9HA7/fj13/911nCNBKJ4G//9m/x9ttvY3Nzkwua+yE52nw+D0mSEAwG8dWvfhXhcBgejwenT5/G6uoqotHogR6shsJwPwm1ghdVkFMBQSKRwPr6Om9A4ubeO8rlMhYWFgAAn3zyCdLpNFf8UyhWURSMj49jfHwcU1NTmJiYAPAgF0unWAqPq2ejl8tlbleiroBmswmj0cj1C6R8R5+jPuJcLodyuXxkDTfpWOv1+p4uC+BBrzQ9A7Sxt1otVrdTi6yoW7xoeM/169e5P5uMQr9n3y8W0v9v4EFdijpvfhwPz3QN9Ho9FEXhiBMdcujepfB3JpPhPLe6ZoGuXbPZ5CiX0KJ4eug+NplMCIfD3J2Rz+extLSEjz/+mIf1bHd9Kfet0+lw+/Zt5HI5vPbaawgEApBlGS6XC6lU6sDHsg614aYHwev14stf/jKCwSBGRkbQ7XaxsLCAjz76iEN9NDlM8HSoN2UqoMnlcrh79y6A+333pO5kNBoxOjqKixcvIhgM4nOf+xz8fj98Ph9/f7vdxurqKn70ox8hn89zERR9UGGVVqvl4h0qLKRDAeVi6efR66LZ1PF4/MiGDzudDmsR/PVf/zXu3LmDUCiE8fHxHmGbra0tTiPp9XpcuHABExMTfNgFwNf8xo0b+PnPf47V1VUWUyHvuH/T2um/1fO9yXAfR6EQu90Ot9uNUCgEs9nMh9FOp4NkMolEIoG7d+/iF7/4Bee5W60WIpEICoUCADwUGqeWu0cZFcGToehdqVTCz3/+c8iyzA7I7du3uY7jSde3UqlgcXGRoyWhUAjdbhcmkwmSJHEdw0HtR0NvuA0GA5xOJ1599VVMTk5y69fa2hreeustlEolFAoFYbSfge28q2azyUUXwAPRFMrBjY6O4nOf+xxCoRBefPFFOJ1O/n7ytNfW1vDnf/7n2Nraesizo99JYyu1Wi23VdDXqEOyapnbg67gHAQ0urNWq+GnP/0p3n//fZw9exaXLl1CqVTC6uoqKpUKotEoKpUKbDYbD+up1+s91a7koc/NzeGHP/whcrkc0un0E4s4n2S86XXS546zupfVamWPjjZzOnBms1lsbGxgfn4eH330EXtwAFjTQF2HQIcp4Wk/OxQBqVar+PDDD9HpdDA/P49cLrere7VarWJjYwOtVgvZbJanuVH69lgbbtrMrVYrLBYLAoEAZmdn2dNwOBxYXl5GKpXC5uYmyuUyarWauLF3AIUyqZCM8qXAg4ltlCtVr8P4+DhXulJbkl6vx9TUFE6ePAmn08n56Bs3bmBzcxO1Wg2VSgXz8/NcEatuZ+kX82k0GpwfVX+N+sEiURHgeBhugnKkABCNRnHr1i3U63Ukk0k0Go2eXnYKhavpdDpIp9PI5XKIx+OcYtjrDaZ/TY8LVLQ3NTWFz33uc5ienuaxnXSATafTWF1d5ZGQVK8A4KGDan+HzXG7nntBf/SQbEQymUS3232ohmO3kEORTqexsrKCRCLBEcGDYmgMt7p3OBQKYXR0FK+++ip+//d/n3tZ6/U63njjDfzqV7/C4uIiF3Yc1XDpXkItPSMjIxgZGYHRaOQea8qjRaNR5PN5NtyTk5P4+te/Dp/Ph7Nnz8LtdnNIluQCyWsul8v43ve+h7/7u7/jvnrSkX9cKJYKzwSPhnKdxWIR8/PzAPBQSLpcLsNoNLInQVDv/erqKhYXFxGLxfatJ/g4GhmSk33ppZfwz/7ZP+NBFAA41bO2toaPP/6YI080sGW7SJe6k0KweyjXTH9SsSQVeT7r9SWjTRHFDz/8kEWQjqXhBh543Ha7HeFwGH6/nwUMyCssFousvCWM9s5QH4osFgu8Xi+Lo1AuVV3lTeFwqo71er1wuVyw2+1stOnmrdVqiEajyGQy2NjYQDqdRrFY5LydYG+gDeNRKSFaDyp0Uqt0pVIprK2tiYPuHkNFT6QWaDabIUnSQxEhWg96tqiug4RX1JoF1DFAdRzUaSEM+e5Qp276I31Pg7pAmg5dNIdBPZf+oBgaw01vXKvV4syZM/iN3/gNjI6OcpVsuVxGoVDA8vIybt68yT3bgidDG4Ysy5iamsJLL70EWZZhs9nQarW4B97lciGfz7M0Juks22w2nnVODwNVxi4tLeG//bf/huXlZa5SFuty8JB3R94cVTTX63W89957+PGPf9zTeiR4dnQ6HcbGxhAOhxEKhdgoE3RgJo2DWq0Gp9MJnU6HcDgMk8kEn8/XI+FMPfalUgnXrl1DMplkaVTBk1EXSar/71mhPnCv1wtFUSBJEgvpDOJgNTSGm6AGd5oNTIpDNNiABioIr2F3qNsi7HY7FEWBw+HgAhiqdKViQBJTsVgskGWZW7gozFQsFpFMJhGNRnH37l0sLi4Kr2CAqEOA/QprmUwG0WiU+7EFe4NGc39kKin+qcPe6q+hQ3KpVGKteK/XC7PZzNMOKcRerVYhSRJyuRwURWHRKcHO2Y96C9ISod58CsEPSrNgqAw3VWFS2JaqarPZLH7yk59gc3MTa2trInS0S9Q3Gslkms1mBINBaDQaBINBtNttDvuoZzeTqtZPf/pTbG5usgBKs9nkgSOxWEysx4Dpr0qmCn3qQyUhG8He0el0EI/HeXZ5f3icwqrUNlkqlZBMJqHVamGz2Vg/m8LlOp0OjUYDuVwOqVQKGxsbnDulVkzB49mvfUitIb+wsMADrQblQA6V4abNh9pXaAMqFAq4e/cuVlZWkE6nhbf9FPRLYxoMBt481BWu9EHXvlQqIZFI4J133sGtW7dYY1kwfFAdiHod1Up1gr2l0+lwHzCNVFVDkr8jIyMIBAJ82FXnuqmViCDRoXg8DrfbzXlzwWChNQOARCKBRqMx0DqeoTLcwH3jncvlsLGxgXg8jsXFRSSTSdy6dQuxWAzFYnHQL/HQoVZvWlxchNFoxOTkJHveHo8HBoOBC5fi8TgikQiy2Szm5+eRzWaxtLSEfD4vwq1DDKlv1et17g8Wa7Z/UEcGVe5//PHHcLlcmJiYgMFg6Il60Px5ddU/jbSVJImV8PL5PA+9IHnhcrk84HcqIMixHPS0tqEy3JQjymQyWF1d5TxqNpvFtWvX+HQr2D2kVnbnzh1sbGzg3LlzXDRDYvl0M66uruLKlStYW1vDT3/6U9awFpGO4UcdVi0Wi6wqKNgfKKW3uLiId999F5OTk/D7/dBqtQ/p6+fzeR5PTMNF7HY7TCYTd2JEIhG8//77yGQyuHfvHrLZrEhDDRHqtOMgU09DZbiJYrHI3jWN6hSSpnsDnfzj8Tju3r0Lm82GXC4Hk8nEHvfKygpWVlYQj8d5mIXYPJ6NgxKNKZVKWFtbg9Fo5E6MflEWwd6TyWQwNzfH+vJUIU6DcmgiGKX6aC8jedRqtYpyuYx0Oo14PM69wUKEZTggJbtu9/6IYZfLBUVRoNVqB7JGQ2e4O50OT2uhG50mFgmP79nodu9PiCIxj4WFBc6zqQ0L5UQpzCc2jmejfxQnsH9FNFtbW3jjjTdgMBhQr9dRq9UQj8f35XcJHnDv3j2srq6y0VZPZVMXDqongQG9E9fUxblq6VPB4CGhKIvFgtHRUUxNTeHq1ausGnnQw46GznBrNBo0m00OQdH0HGG09wa1kIeoVD161Ot1pFIp6PV6nlkvQuX7D41VFRxd1IW91BpGszMOehDM0BhudaUlhSUoryqMtuAw098mtB+Q2EehUMDc3BwXqrXbbVHQKRDsETQ7gAb5uN1uHi98kFK1Q2W4afMhr1Bo9gqOGvt1P9Pz02g0kMlkemZjC09QINgb1MVpJF1LQ5IOMtc9FIZbrausHnohcjwCwc6gTYNawNT/d9D5N4HgqNFqtThydfXqVWxsbGB9fZ27A4xGI7diHkSEeCgMN0EetrpAQyAQ7Awy3FSNTP8nDr8CwbPRarVQLpfRarVw584dWCwW5PN5LjaUJImFww6CoTHc6o2GqizFhrMz1NrUguGBFLEOYla1+meL+0Ag2Htovno+n+e22lqt9tBEvoNgKAz3o2Y1C3YGGQhREzBckJSsel32a33EQVcg2D8ot91utxGPx3ty2nq9HkajkVv7DoKhMNyCZ+OgxD0Eu4PWRf0nIA6mAsFhhJ7bfgdJLWF7UGi6YhcRCAQCgeDQoH3ylwgEAoFAIBgWhOEWCAQCgeAQIQy3QCAQCASHCGG4BQKBQCA4RAjDLRAIBALBIUIYboFAIBAIDhHCcAsEAoFAcIgQhlsgEAgEgkOEMNwCgUAgEBwihOEWCAQCgeAQIQy3QCAQCASHCGG4BQKBQCA4ROx4OthBTj4ZRoZ5FstBrY369wzT9Rim16JGp9MdyXGbj7vfaLShRqNBo9E4wFe1O/b7mdnu5/dPhzvo+0Kj0fD6NJvNA/3dO0XYmZ3dE2Ksp2DHHDUDtN8cx+ulHmN6nFG//2Eb5zosr0Pw9AjDLRDsE0d1g1TPFt/uc51O59h7TmqG5T4Qa3N0EIZbIBA8E/2G/CimB44KYm2OBqI4TSAQPBPCgxMIDhZhuAUCgUAgOESIULlAINg16oIrEXoVCA4W4XELBIJdQW1FWq3YPgSCQSA8bsGuoB5dnU4Hg8HA/+52u2i1Wmi32+h0Ouh0OoN+qYJ9gNZbIBAMDmG4jwAGg6Hn3xS+VAs9PG04Uy2oodFoYDQaYTAY4Ha7MTY2BoPBAIPBgG63i7W1NaTTaZTLZRSLRRFCPcIMSkTkMKI+3IrrJdgLhOE+AvSHLLfzdp9mw1ArLVFo1Gg0QpZlOBwOhMNhSJIEWZbR6XRQLpfRbDbR7XZRq9XQ6XTQarWe+n0Jhgu1ty0M0JOha0XPULfbRbvdHvCrEhwFNN0dPoHHPTw2zBuVw+EA8GCNWq0WWq0WG86nPembTCZ4PB5IkgSLxQKj0YhQKASfz4dQKITnnnsOkiTBaDQCADKZDHvb+XweKysr+NGPfoRCobCvofNhXZuj8syoIy70nmg9H7euw7ouwP6vjVarhaIoMBgMsFgsUBQF5XIZmUwG7Xb7oedSq9VCr9fz4Rh4WH2t1WqhVquxkMqzXN9hXZthemYeVctB134/IihC8vQYIUlSz8baaDT2JEwuSRI8Hg8URYHP54OiKJidncXU1NRDhlt9c1cqFZRKJbz77rv4xS9+gXK5LMKEhxh15EUtZyrWc3uoBkRRFMiyDK/XC4fDgUwmg0qlwlEptfet1+s57WQ2m6HVavnzdN1rtRrXkYjnaX+ha04HKjXqOp5BrYEw3EcAeojpRmo2m+xxP82NRYVnNpsNo6OjkGUZwH1PPh6Po9VqoVgsQqvVwmQywW63Q5IkOBwOmEwm3nzGxsbwta99DVtbW/joo48Qj8f3+q0L9gkyPHq9HlarFUajkQ9k5PkB2xvvYfKaDhqNRgO9Xg9FUXDmzBn4fD4EAgF4vV4UCgXE43FUq1UkEgk0Gg02xh6PBz6fD5IkwWq1QqvVcjSDDk21Wg2lUgnlchmrq6sol8tcU9Jut0UYfpfQfWo2m+FwOGA2mzE5OQlFUWA0GqHT6fiD7vNGo4G1tTUUCgVEo1Ekk8mBvHZhuI8AdAKv1+tssJ/lIZYkCWazGT6fD+fOnYMkSVhaWkI+n8fCwgJu376NQCCARCIBi8WCsbExWK1WzM7OwmQyQZZlmM1mXLx4EaFQCBsbG/hX/+pfIZFICC/hEKDRaCBJEvx+PxRFwejoKJxOJ9bX17G8vIxarYZGo7HtPXbcq861Wi0kSYLT6cSXvvQlnDlzBhMTEwiHw6jX6yiXy8jn87h16xYKhQKy2SwqlQrOnDmDF154AbIsw2azQafTPZQjp++PxWL4wQ9+gEgkgmvXrmFjYwP1eh3VanXA7/5w0H9d3W43zp49i9HRUXznO99BMBiE3W6HyWTqiTK1220UCgX87d/+LZaXl/H2228Lw70TNBoNFEWBJElcFFWr1ZDJZDhndBwhw03hm2fNJ2u1WhgMBuj1es6Tl8tlFAoFVKtV1Go16HQ6zt01Gg2YzWZ0Oh2kUil4vV4EAgHodDrYbDY4nU4Eg0GEw2Hk83kUi8U9eueCvUSj0cBgMPDBKxAIwGq1wu/3w263I5/PcyEieYTbTQI7zoYbeBAqt1qtcLlcsNvtsFgskCSJ89hUO0KdGg6HAzabDUajERaLhQ13f0eHXq9Ho9HAyMgI9Ho9MpkMdDodkskkYrHYQMO3wwCl7OhP2heBB/clrQEZbovFAo/HA4/HA4fDwWthMpl6fjbd94FAAPV6HRaL5QDfWS+HxnBTruHkyZMIBoMYGRnBxMQEVlZW8Dd/8zfI5/NoNpvHsn+YTtqUe3lWjEYjn/oTiQQ6nQ7m5uaQSCTQbDbRbDaxurqKmzdvclhdp9PBbrdDURR861vfwh/90R9xyNzv9+OrX/0qZmZm8NZbb+HDDz985td4HKDNmzbi/7+97+qRLD3PeyrnOpVjx+k0YWd2Z3Mgd1fiMoiURUggISxoGjYgwIABX9l3vtIv8IV94Qtd+MYQIcqmHEiLwlLcnY3mhhlO2k7TobpyrlM5+2L0vvNVTXdPd0/nOg/QmJ7u6grfd873pud93qM8lCklSG1+Xq8X3/zmN+FyuQbShvl8HqVSCZVKBQC4XksQ6+GjCkqXBwIBTE5OQpIk6HQ6PsN0Oh0uXLiAer2OTCaDarUKv98Po9HIj9sOVL4IBAL49re/jVqthuvXryOTyeC3v/0tfvWrX6HVag1wXEYJROyjM0mr1aLZbKLZbAJ45FCRE0XX9MzMDF588UX4/X44nU4YjUZoNJptn99sNuPll1/GwsIC7ty5c9wfkXEmDLdGo+EUrM/nQzgcxsTEBGZmZtDtduF2uwEApVJpJC9aSlkeltNChy+1eHU6HVQqFVQqFa6fA4/XNykb8tJLL6FYLHLtyGAwIBgMotPpQJKkQ3mP5xW09hqNhkl/Yn2t1WoBeHyvh6dz7eV1KMLWaDScxXK5XPD5fPD7/QiFQnC5XGyInU4nHA4H+v0+pxEpw0OvP8w+HzWIAkVGo5GZ5eK+arXagS/a43a7DQADaXL6PxkS2jOPx4NWq4VOpwOr1Yqvv/4aVqsV9Xr9MWfqvILWWqvVsiE2mUx8PWu1WjQajYESAgUYZODVajUkSeKgo9VqoVarodvtQqfT8X0hRusOhwN6vf6xiPw4ceyGm1IU27EixVYTGhVIqYk//dM/RTgcxsLCAvx+P6xWK+x2OxYWFnDlyhUkk0n81//6X7G4uMg1uN1Anm+v13vsQj9rF/1hMUzpgG61WigUCiiXy8jlcuj1esjlcmg2m7u+FtXYP/74Y7RaLVy6dAnvvvsurFYrrl69isnJSfy///f/nvp9nkfQ2tvtdgQCAUiShKtXr8Jms3EmZXl5GXfv3kWr1UKlUhkw3mQAut3uAGt5u73SarUwmUywWq147bXXOIPl9/thMBhgsVhgMpkQDAYHWpOMRiMmJyeRyWRw584d5PN5fPnll5yVEe/ZUYVWq4Xdbofdbud1JFZyr9fje+vmzZvIZrOIRCLI5/MIhUKYnJxkjQQAbEC8Xi/cbjfXv7VaLQshTUxMIBAIoFarQaPRYHNzE++99x7K5fK5zz5KkgS73Y6ZmRm8+uqrTJSl9e73+1zio5KfWq3mYKLVaqHdbnPKOx6P48aNG6jX6zAajdDr9XjllVfw5ptvcvcMlSyAx4WvjhMnarjFC2tY3IEOHDrMXnvtNSwsLGBqaoojbHrs1atXEY1G8d5772FjYwOdTmdXwy1KdlJP5TDOkvE+rPdK60I17X6/j0wmw9HAk16HmK2rq6soFouoVqv4sz/7MzidToTDYfh8Pj6UFDyC2HpCrXd+vx8vvfQSXC7XAGN4a2sLtVrtMXIYpQaJ60GGlO4xcWY2RYPkHCwsLODixYuYnp4eaFOiKI+ei9K01B2QTCaxsrLCvcli5D2qoLU1mUwcrYn11k6ng1qthkgkgkQigdXVVWSzWRQKBVQqFZjNZni9XgBAsVhEu93G1NQUWq0Wl68MBgNH8pT5mJ+fR6PRgNFoxIcffnjuWzCJ7+R0OjEzM4O3334bdrsdLpeL7wMikxWLRXS7XTSbTajVajidTuj1elSrVTQaDSb9FYtFfPzxx0in05w9tNlsePnll5mwSRmPfr+/bTr9uHDshlus04nGeViik/6liJgYmMFg8LHnpL8lI/wkT5MeSxHk8OPP68W+F4iR2m5R225oNpsoFouoVCp8oFNEKTpM5z0iENPH4s+I/Cf+XKvVMplPkiRYLBZ2QGnNwuEwXnrpJajVaq7DUURH6VRRdIfWmIw83R96vR52ux1WqxUvvPACfD4fk6XowOt2uxzxiT/rdDpQqVRwuVzo9Xrwer2oVCool8uoVqsjb7h1Oh1cLhdzA8SAhO4LirTj8Tjy+TwqlQpkWebvad2TySTq9Tqi0SjsdjtsNhs8Hg/cbjfeeOMNOJ3Ogf2nKJFSwOexPYxS41qtFhcuXMCVK1dw8eJF+Hw+mEwmXnM6syilTaUejUYDi8XCxr1arSIWi+HmzZvI5/OIx+Mol8uoVCrQarX4+OOP0e12MTMzgz/6oz+CzWY74RV4iBMx3ISdNHzF7+ngyefznK4VISrY7NVwA4/UxRQ8hHjgUrqVsF/DTcxzWZZ5P6huJw4neVI546xjmBVMa6zT6WA2mwdSynq9HjqdjlmtVquV+6WtVit0Oh0mJyfh9XohSRJmZ2dhNpvh8XhgNBofU3gSe/srlQqTdJrNJvfoa7VaGI1GTrPT+yNDT5yRRqOBdrvNByYA+Hw+6HQ6BAIB1Ot1lrk9S1HesJNxGO+bRIs8Hs9jwkTNZhO5XA6pVApra2uIRqNckzYYDByd072xvr4OWZb52rFYLHA6nZiensb09DTXcclpI8O1nVjOeQFFvkajEQsLC3j77bcRDAYRCoU4WyjaBL1ez33ZDoeD698AIMsyut0uIpEIfvnLX3IELgrfZLNZfPLJJ3j77bfxzW9+kw33STuoJ05O20ttudFoYG1tDZ1OBwsLCwMpuUKhgMXFRUSjUeRyuT0bbgWPQ0yxPu0NL2ZLOp0OH/iSJCEcDkOWZWQymXO9V2JriniAE0GJCIC0Vp1OB81mE7IsA3hItux2uwPtj3q9HpIkwWaz8UE9rJwHDDq0RNghZS56fTEVTgdeoVBALBZDtVpFPB5Ho9Fgwy1G9c1mE5VKBdlsFpVKZSB1fxaMxVEYbeARkZbWXESz2UShUECxWOQ1BTBAVAMw0NYpXh/ESi8Wi4jH49Bqteh2u5AkCdVqFdVqdYBBfV5B12uhUEA0GkWn0+GomgSCSKGu2Wyi0WjAZDLB5/OxAdfpdNja2sKDBw+QSCTQbDYf60qi0gb9Tiw3nTRO1HDv9WYpFAr4X//rf8HtduPKlSt45plnOOW4vLyMv/zLv8TW1hZisRh7/wr2h6OIlDqdDur1Our1Ore5zMzM4M0338Tq6iry+fxIGG7RSAIYqE0SoY/S4rlcDt1uF1arlfkdRBiTJAlOp5PFcaiuvRMZjAw5dWQMa9hTNgsA1/ru37+P3/zmN8jlcrh//z7K5TJHhaJ2M/X4l8tlZruTIRrl+0+v18Pr9cLr9XJkRyiVSlhaWkIsFkOxWEStVmOlQTL23W6XMxeETqfDDjAxpD/77DNsbm7i2rVrGBsbQzweRzwe5+vnvEIs/dy/fx+yLMPv92N1dRXtdhuRSAS1Wo01J1qtFprNJiRJwvT0NCRJwjPPPANJkvDhhx/iyy+/RDab5e6ZYXS7Xb62T9N1feIR917Q7XZRqVSg0+kGDoder4d6vY5EIsH1oNO0uKOOTqeDUqk0EB1aLBa43W4kk8lT470eJcQImEDXrkql4toxRVfUjqJSqVAqlZgZS0xX6qMnQ0rpUIrMhsmW4uuLBpsOInpf5XIZtVoN6XQaiUQCuVwOyWQSlUqFZTnFVidi1FKUIgognZV78CjeJxE5xeiNXoeMMnFriKFMDH+73T6QYbHb7QCAarU68PxUOiSdBa1Wi0wmg3w+z2zys7IHBwFdyyT5SkS1druNeDyOer0OWZY5q9Fqtfj+qVarcLlcqFarSKfTzCvYKYAY1iU4Ldf4mTDcRMYh7WQ6oIhAQ2SC8+xpnkWk02n8+te/xvj4OL7//e9jbGwMwWAQV69ehSzLJ8rKPC6I/blkKCl9BzxSvaODoF6vo1KpQK/Xo1arwWw2syKd1WqFzWaDw+HAhQsXmIFuNBqZ1FQoFBCPx9Hv9x9TiKL3ADwiibbbbXS7XcRiMaRSKWxubuLmzZuo1WooFosDQy2AhwcZHYbiZzpLte2jhCzLuHv3LkqlEkql0oARpdRtp9Ph1q6ZmRn4fD5MTk5iZmaGDXOz2cTGxgZkWcb6+jpisRiXJ/r9PhYXF7G+vo6lpSWYzWbIsoxSqYRisYhyuXyuxahoTTOZDGRZRiwWw+rqKnq9HhP76Lqmx5bLZRQKBeh0OiwuLsJgMCCfz0OWZXaktoPJZILNZoPdbj9VbY5nwnATIYHSraJ2LG2SQjQ7fajX69jc3OTMCBFsPB4PbDbbuY+4RSMpRl/D5D8RlBYlw1ir1ZDJZKDX65l9XKvVYLVaYbFYYDAY0G63+cBOp9NYX19Hr9djshOxjIdZ7mQkOp0O1tfXEY1GkUgkkEql+D0MH2jiZ1LwONrtNnK5HIt5bNexQudZt9uF0+mEz+dDMBjE+Pj4QF0VeJhep1G5VMPu9/vI5/NQqVTIZDJQq9WsVd5sNrd93fMGIkM2Gg2o1Wrk83kAgyM3RVDLl0qlQqFQ4MEhT+qcoYExogiL+B5OCmfCcJtMJly8eBHBYBAul2sgfXHeD/+zjHK5jHv37kGWZdYnt9vtrMil1+vZcJxHiDOr93qTiyltqi2vra0hm80yqUyv1+N3v/sdS8rqdDoWHarVapxiH9a7Fklp1DZDr5lKpZDNZiHLMtcQlQh6/2i32yiVSrDb7VyOoLPK6/XihRdeQLFYhNPpRKPRwNzcHHw+H7xeL4LBIGdBqK5qsVgQi8XYcSuXywOtlLSHYrveeTfawxBLRfT/3R5L0fhenFCPx4NLly5hamqKy0PbtRAfN86E4TYajbhw4QImJiYgSdKAYIViuE8vqtUqVlZW2NsFAKvVyupFxHA+r0bioLVGigIoS0GtWGItXEyx7+U1SDiCMlc0yIKicorYnyRepGB30MhbYjcTqI/4ypUrqFarkCQJzWYTExMTTDi02WwccVNd1mAwwGazMdGN2NKUDRH3/jy2f+0F+y3T7GcEqsPhwMzMDEKh0IAi20njTBhuvV7PsowWi2VA91cx3qcbw3tDvcPBYBAvvfQS0uk0vv766wECznnBYdzg5N2LRls8qPbzGtsZerqPRu0eOqrDd7v9ojOK0q5qtRo+nw+dTgd2u52HiwCPWNP1eh25XA7ZbBa5XI6VCMnobGesToNBOW+gUlUgEDhVHKozYbgpVT4/Pw+n0wkAbLRPUi9Wwd4gGgXSWF5YWMCPfvQjrK2tIZFInEvD/bSgg3g4/fk0ZLBho039w6LxHtXI7TAgsspFchTw6Nrvdruw2WwDRp2IT91ul2vaGxsbiMfj/C/1y5931vhpQrFYxNraGjweD3dOnIYS7ak33HSIEBNX9Hoo/SdJEreznNd66WFBPJyHh7ocxWuRaIf4uqTJ7ff7IcsyK6kph9H22E59jcg1w9HXdms4vPZirVtU3iJxle1a2BTsHSLpqdvtcooVGOztF8sedK5VKhXE43GUSiXE43Ekk0mUSiVubVLY+8eLVqvFtoXuteEz9CT249QbbuChOMTKygra7Tb8fj/8fj//TpIk1lu+ffs2swsVPMIwmU8kKpEKlsh8PizQ/GCz2TzQ+qVSqeB2u/Hcc89xv6pOpxtJYs2TIBpbcWgFTbYjZ5W+hok69ByUqiUFNqvVylPC1Go1LBYL2u02k9yUqO7pQCnvRqMx0PcOPNrTfr/PTHCK0jc3N/HrX/8a2WwW9+/f595sEgg5TenaUQC1i01NTfFwH2KY0315FGfnk3DqDTeJVNCQETIydBgZDAZ4vV40Gg0et6bgEUQiH11o9GUwGAYO/MP2Hmmw/bBmMwDWyybBf4WrsDPEPaTUtsViYeY4tZBRW+Tw8JxhZ40MOJHVRKeARh8qRvvpsR15jH5O/1I9u9FocD11a2sLmUyGo23aV2VP9obDPMcomGg2mwOlD1GIiNTVjhOn2nDTwnQ6HSwvL6NUKuHZZ59FKBSCyWTinuBvfetbiEajWFtbQ6FQUAaI/BPEg56kMx0OB+x2O8+urVQquHPnDqeDduovPgisVisWFhYwPj4Os9k8cDMNR4aK0d4elHKl79VqNTweD65fv85MZJ1OxwMSotEo7ty5g3q9zgIqVKqw2WxwOp2wWq0Ih8OsZKfRaLgvPJ/PcxSvRN0HB/VqGwyGx4SGxF7t1dVVRKNRxONxbG5uIp1O49atWzxHWsx+KHvxZAwP2jkMbHc2qVQqBAIBXLlyBblcjvUqjgun1nAPpyLS6TQLy1erVR7PZrVacfHiRVitVkiSBL1er6Rb/wmiV2i1Wrmu7PF4YLVa4fF4UCgUsLGxwZOjDstwq1QqGI1GLm0M74tyGO0dYvRMae0LFy7wnHOLxQJZllGtVmGz2RCLxfj/FJVT9oNUoFwuF4xGI2w2G7RaLfcNN5tNLqEovIODQ7z3xHnc9C/16qfTaWxsbGBlZYU1D6LR6LbiNwp2x7CBPezrd/j5SZOi2+1ia2tLMdyiSppWq4VKpYIsy2i323j//fcRjUZx6dIlPPvssyx7CgCXL1+GXq9nFShRgWjUIJYRbDYbXnzxRfj9fvh8PrjdbhgMBlitVhSLRXaMbt++jVgsNlBLowPI4XBwap3INKLsJUUYlPbWaDQIBoPw+XxwOp1cjyUyDukMRyIR1Ot1JRW4C8jJaTabrJZ17949OJ1O9Pt9OJ1OzpiUy2UmbVqtVnS7XVZYGxsbw+TkJA+1AB6q23W7XWQyGSZFUVpQ2Y+Dg9jlzWaTz7Fh9Ho9lEolpFIpbvkSSVAK9o/tiGNiaZWIsTqdDk6nk/XhqXc+m82yLG232+Wy4nbywTabDT6fj0evHidOneEmA2A2m/n/vV4PhUIB+Xwev/rVr2AymfDd736X5xSTOMH169cxOTmJGzduDEyHOe83gXjRiO0KJpMJwWAQfr8f3/72tzE3Nwev1wun08nGtVgswmKxIJlMQpZl5PP5AS1ttVoNvV6PUCgEu93O5KVGo8G6yfSa1JNKNdRgMIhgMAiPx8NDASiyy2azWFtbw/r6OotVnPd9OihojWntu90ubt68CYfDAZPJhHq9jmq1ylORyHDTkAqfzwer1YrZ2VlcvnwZrVYLxWIRzWYTqVSKmcyRSIR1spVsyNNBrF/rdLrH+DdkUEhbPpVKIZ/PcxuZgoNDJOOKpTgywC6XCxaLBbOzsxgfH0e73Ua9Xke5XMbdu3fZCW61Wpyt2o6HQxF3Nps9dh3zU2W4qTXFZrNBkqQBUX6q9TUaDfR6PcRiMdy+fZtrtWSsbDYb/H4/JicneVybKBF4HjFMJhqeCCXO8tVqtdx+Rexk4gtQ6UGtVrO3aTQaYbFYMDc3B7/fzwcLMZC3U/FqNBqo1+s89lGr1SKXywEAG5hMJoPNzU0kEomRcK4OC1QfJaeJBlGQk5rP53m4Be2v1+tFIBBAMBiEJEkoFArIZDKoVqtIpVID9VS615T9eDr0+33OgBgMBg5E6Bwjo14ulwcibcVo74yd2hS3a3EdJuOaTCZ4PB6YTCaMj4/DZrMhHA7D7/fzXhSLReTzeRSLRWQyGVQqlYFIfRidTmegTe84cWoMN6UwKKUXCoVQKpWQTCbRaDRYjpEW89NPP8Xi4iKcTifm5uYgSRKef/55BAIBPPfccwgEAvj666+RyWQ4UjmvhxFdVMPOCbEhxek3dEHTl06ng8PhQKfTQSAQwNjYGHK5HHq9HkwmE6fXf/zjH+PSpUvstdLFLEbSDx48QCaTwerqKu7du4dGo4G1tTVuPXI6nUgmk8hms8hkMlhbW0OpVEKlUjn2NTuLIINar9d5LGosFmMeiFg7NRgMCAQCsFqteO655/Dcc8/BaDTCZDKhUqng1q1byGQyyGQyrImuzNM+PHQ6HaRSKUQiEej1ekiSxPvTbDbZSEQiETx48IAHiCiEwO0xHEXvpFdAXzSr3m63Q5IkhMNhfOMb34Db7cbly5eZ46HX63nqWjabhdFoRCqVwu3btxGNRvm1KNgRQeU+cqKPE6fKcNPBYjQaYTAYBrRhh7+q1SpHk16vl5mzBoMBkiSh1+shlUrBZrNBrVaPZA8k9ZI2m03UajVO/4jrSBwBYpQPHxx02NDzUB+xXq+HxWLh+lGz2WRlKIrqRZEQ0leuVCooFAr8pYxj3T8o6gawI5lQbPsiMhqh2+2iXC4zga3RaCjG4hAxrJlA9xqdV+12m9XRarUaZ0sUo70zyBiLBlyUABbJm8OaBTQK1+/3w+12c7mQ9ocyHeLXXjK05CSfxPl14oabFtlkMmFmZgYulwtarZaJZeVymdPlw7NtgYcyguVymb0nu93OtT2z2YxKpYJ0Oo3PP/8csiyf2Oc8DgwraNXrdSQSCdTrddy8eROlUgkvv/zywEWbzWbx/vvvIxKJ4NatW4hGoxyl12o1VCoVxGIxlEolSJLEvddjY2O4evUqjxQk8YhCoYBarcb1V6/XC7PZDIfDAYvFgkajgVQqhXQ6jUQiwakmBYcLrVYLj8cDn8+HUCiEUCiEZDLJozvT6TRyudy5zkSdBESnNhAIYGJigoeHUC21UCjg9u3bSCQSiMVizPFQDPfOIKKtwWCAy+Xic58cT1mWmWtDQ4wsFguCwSAmJiYwPj6O+fl5boUlfkG5XMbm5ia+/PJL5HI5PieLxSLq9Tqn2sU+bgIZ7pMow54Kw031V7vdDqfTyTNlRWGJ4YtalAqkBSUhCTLidGhRquM8YzvJy06ng1qtBo1Gg0wmA5PJBFmW0el02HDXajXEYjFsbGwgk8lwfZQuRmIyVyoVTnfbbDY25BqNhgUiaCwkterREHqTyTSg00wRPqXYzzP/4KRAbWM2m417tIGHo1bL5TKLfijYG/baWkSGm7o2rFYr9Hr9AEeHggkiBg5nwRQ8DjEj63Q6WY1RNKyi4TabzbBYLJAkCU6nEw6Hg1tiqVxRLpeRy+UQj8exsrKCXC6Hra2tAUdKp9Px3m034OeknK0TN9xarRaSJDE7Np/PI5/PQ5ZlVCqVHcller0eJpMJgUCAJU/9fj9PDxteZKrpjpKRoJRqrVbD4uIi0uk0PB4PJEniFFImk0EsFkM8Hufyw/CFSNFCt9vlPvpms4lCocD1dY1Gw61nk5OTmJ2dhcFggN1u57QV8PAAJBlHZe7z0cFqteL555/H1NQUXC4X2u02VlZW8Pd///eIx+Oo1+sn/RbPJTweD15//XWEw2GMjY0NkD03NjbwySefIJ1O43e/+x1yuRxSqRSfScp9sDNarRZyuRwMBgP0ej0ajQYTL30+H6anp6HValmQyGq1wmg0snFNJpP4v//3/6Lf76NQKDBvqlqtolAoYGtri50qMVDsdru8fxREiiNWaWrbyNW4abENBgMajQY6nQ6SySQymQxH3NuxCHU6HcxmM9xuN65cucL9yUaj8bFB6cNDGs7rDbLd5yLvcn19HYlEAjMzMwiHw7Db7fD5fMjn80in00in09xnvR2opkq927lcDqurq1zqMBqNeOONN+DxeDA5OYnXX3+d22CIYUvzpam2Ooq8g+OC2WzGlStXmLjZbrcRiUTw0UcfseOlYG8QWctPOjtcLhdeffVVjI2NIRAIwGQy8XkUj8fx/vvvI51Oc9vRSTCSzyI6nQ6KxSKXIbrdLnw+H1wuF5fijEYjAoEAG3eNRoNkMolYLIZMJoNbt26hUqngwYMH20rJ7nR+UlaXFDlFXk+5XD4RjshTG26r1YqxsTGYzWaEQiGYzWYWQKnX6yiVStt+KEoneb1ePPvsswPeEdVXqc5NhlqM6nw+H4LBIMLhMKampmCz2WA0GqFWq9FqtbjtiNpiHA4HVCoVL7y4CWd96s6T3jdFzADw4MEDlrp0u91IpVIoFosHTlmLTGYinpEQPwnp0POKKap6vX5m1/skMdz6N+yc+nw+zMzMYGpqCsFgEHa7HbIsI5VKDTDIlbXfO8ShIDs5mqQn4XA4MD4+zpKy/X6fs4ibm5uIRqM8c2G7bBM5wgAUbQMBIpmWOowoHe7xeHDp0iWYTCa4XK6Bsmg+n0ehUGChG5GIu5dsH2VqATDBlqJwEm05CXntpzbcbrcbb731FkKhEL797W8jGAzi5z//OX79618jmUxyvYBA3isZjrm5OfzgBz+A2WzmnlJiXYrTdahW+vLLL2N6ehrz8/N45pln2AMDwB5UrVZDOp1mr0qj0SAUCsHpdPJCizXWSqUy0I981vAkp4N6q5vNJj777DN8+eWX3J9NYihPQ1KiNFI2m4VGo0G1WoXFYmH1OzrsqK87k8mcyESdsw7qSwUwkF7t9x/Jms7Pz+MnP/kJgsEgH2arq6t48OABNjY2+NA7i9f5SYE4OGL5bXj9jEYjHA4HwuEwrl27hkAgAKPRyHKYX3/9NW7evIm7d+/uqhRIPB1gsHtAwaMumUwmw0OSqOb9h3/4h8yrIe5Oq9XC2toa4vE4stksVlZWeDT0dmfPdupnoupdvV5HvV7n9layT2eyj1u8iM1mMyRJQjAYxPT0NPR6PbPCSayDImePxwO/349QKAS3280CBbVaDVNTUwMydCLZaXp6GmNjY/D5fCy8QtFzNptFrVbD1tYWM5eLxSKTcGizRY9Mo9Fwiv6spm13S/UMP44cF1G69DAcForq6cYQ04u9Xo9V2RRJx6eDGGETGYfaIA0GA5xOJ7e9ELGGpGULhYLCXN4HaG2pPVUUHRoekGO1WnndqZWVMnr5fB7xeBz5fH5A5EZ8HZ1Ox6Ul6vnOZrMsZKTs2SPQetTrdciyjEajwQZWDBZoX1wuF5eGtltLnU4Ho9E4IOBCQSCJgqlUKrRarYGIm16Tfn+ceGrD3Ww2EY/HoVar0W63odPp8Oqrr2Jubg7r6+v48ssvUSqVsL6+jkajAafTCZPJxAQmSnNQWqnf7+PVV1/lzaBFIck5s9nMaViDwcDtSsViER988AFisRii0SiSySRHghSxa7VaZnlS/Zw2nsQPzruHS4eOWCI4DIeF6tjURjHclnbz5k2sr68jEokokfYBIR46ovyiWq1GIBDgaUXPPvssX+fVahWffvopfvnLX0KW5TPrnB43yBnSaDQ8mIdKDhRQiBrYc3NzePPNNzE9Pc3tRqSI9uWXX+If/uEfkE6nB6IzkuFUqR7Op6ea7cWLF9Fut/HBBx8gHo+zTLCChyA7kUwmkc/nceHCBe5mofny1Fk0Pz+P73znO7h//z6WlpZ4Lfv9Phtfl8uFiYkJdp76/T4SiQRKpRJnstRqNQqFAhNuzWYzjEYj3G432u02R+XHdX89teHudDqoVqtMeOl0OlxvbrfbSKfTsNlsTE5yu92wWCzMunQ4HLDZbDygQvRcaLrOdtqzVG+o1+vI5XLIZrPY2tpCJBJBLBZDOp1mw09GXjzoRIeANgc4/Ikyx4GDvN+jSFXTgSaOoSTnKZfLcelEwcFBUTZ9T/cFSddS3Y/StM1mE/l8HolEQnGY9ghR5pKIl1arlRnFlOUDHjlQRJS12+0s6kHa8YVCAdlsdkBha1jhy2azwe12w+PxIBgMotlsshE67mjurIAiYLI/RqPxMSEWu92OQCCAbDYLh8PB6XbiPpHhDgQCA4abhu+Qk0BkNDE7O2w/jnOfntpwV6tVrKysoFQq4fbt2+h0OrDb7bBarbDb7bh+/TparRYuX76MbrfLETP9ng6aYQMKPCKF0PfAIzLUysoK7ty5g2g0io8//hilUgmxWIxJaZQeJ6+2UqmwESdVKapTiJOwziJOg6NB9TgSbyHPlvgGX331FW7duoV4PH7Sb/XMQ1SKogNIlmUWVSFFrmQyiVwuh3w+r5Qn9gg6c6g8RxGW3W5Hr9cb6LvudDpc+tNoNGxEMpkMAODmzZtIp9OIxWL8nGQYSDqYBv/Mzc3hypUrMBqNrCdvMpnONGn2qEHrEo1G8fd///eYmJjAH/3RH8Hj8bBj5PV6YTQaEQ6HMTk5yXXqbrfLmVtipZOtabVauHXrFra2thCNRrGxsQGtVotSqQSdTseDmIhALUbvBw389mt7DiVVnk6n0e12EY1GWbzdYDBwrzDwiCFJNH16s7R4dPE/6QPQoUVjKNfW1vDb3/4W5XJ517+rVqsAHrEESaiFnvOsGu3TBOIliKI41WoVxWKRNZmVNqTDgXg4kLAH9aWSGAW1VZ5En+lZhpipMxqNA19EfqLUKEXMIsuYCIAii3x4WIVWq2U9+ampKVy6dAnXr19nToho5BXsjkKhgPv376PZbOLtt98e4H7YbDbYbDYEAgHMzs7ySOFOp8PCUFQbF0VyKFqn+0ij0aBer7O2CNW8qXz1NO3G4t/uFYfSx01pod///vfIZDJwuVyQJIkXRJzFTFE1pWpJFtNgMMDv9zPBjZh7JG33+9//HqVSiQlO6+vrWF5eZsLHXiG2L4lGRPFsnw5E4qFRq51OB6VSCXfv3kU8HkehUGBhAwWHD8puFItFxONxrtPlcjlFIW2foA4TiswKhQIf3JS5oIOWuCLxeBw3b96E2WzG8vIyut0uFhcXWZNflmXm0dABTQFIv/9w1nomk2HDIssy4vG4MuZzDyiVSlhcXOSuFp/Ph+effx4TExM8+ZCgVquZg0CpcTGbSyXYfD7PGatKpYJSqcQBajgcZkKb1+tFt9tFLpfjYSU7yddu1/pH/1Iwu1ccCqucLrbPP/+cGZhE7NDpdGi32ygWi2i32+xxEjnMarWyIMi1a9fg8XgwNTWFUCjEIzu3trbws5/9DBsbG1hbW0M2mx1oy9iPwaXHE2tQ9IIV9ubBoVKpeL/IcOdyOXz++efcjqEY7qMDGQVikPd6PUQiESZIKdgb6DwjsmWz2eTrmX4nktLosVtbW0gmkxwYUFqdSGWicaCorNvtIplMolgsYn19HTqdjjk7pGuuGO0ng3q1NRoNPv/8c9hsNvybf/Nv8NZbb8Htdg9kUETe1HCUK5b7MpkMtra2uK1Yq9XyCOILFy4wnyQQCKDX63FHEwWR241oHY7G6bUp27wfHJpyGnmNYlsQvSExPUGLJbZf5fN5HgGZy+VQLBYRjUZZKIRkOXO5HNcVDuP9it8rEffTQ5SVJfnATCajDLM4BlCUWCwWsbq6yhE3KTsp2B9EA95sNrnURussyvXSY8m4i10bRGIaNtz0t9Q+ScaFeoP3OqFKwUPQHjSbTWg0GiwvL3Mg4XA4tjXY4hQ3aiEjgZalpSXOFDabTRYT02q1KJfLPBmRWvjMZjP6/T7PYxAzKyKGfzZcQtkrDs1wUzqcWoGG+023M4zE3iuXy1CpVFheXn6sN45qR0chkUnvSblBnh6U7iHCX6FQQCKRwNdff41UKoVyuawY7iMEHRZra2v4u7/7uwHnOJ/Pn/TbO3OgAESlUrEetfg7MR2603W927lC55hIoqXnHvXM37Cjs9e1IJ2KdruNX/ziF/jVr341IFokpqaBR5EulWSJk0P2hpwz+trY2ECpVML09DS/lsVigd1uZxIcTSnby/smx0EUedkr9vxocSF3+p3IdN3vYgNQiEtnFKIXSdEEtU7QFCrFOTpa0EHRbDZRLBYH7snzrk1wlBjWORDT3E+TqaO/UVLhu2M3u7MdaD+eNMJZ7B4QDTeVJ4ZJZ8Qh0ev1KJVKMJvNPFJ0O0Gd3chm232W/RKk9x1x7/bko+wljjLEvnjKolDJo16vc/1VwdGj3W5zBgtQZDMPA8MqafQzQDnzjgLD2dqjeg0qaZDWhOiQiY+jkkY6nYYsy/jkk09Y3Y76wqmbY3juxXANfbvPeZCzcd8R904Q36xyMY8Whr3LTqfDBpvStco1cTyg2urwzxQcHMMH+XbfKzh8HLU9EbMeT8p8UJcBTa+UZXmA00PGfzdhK9EREUmKwP7v0T0b7mHWm0LoUgA8mmZE+u80vSeVSjEpTTHcxweKsJ/mUFCwPcQ+3eGDV8Hh4rStqxiNFwoFVCqVAcEV+j2VBUVy4XC6X3QYRDXP/WDPhnv4iUVSl+KFji7IcBO5gkiK2WwWpVKJSTwKjgejTmw6CmzHBAaUs27UQNG0LMs7tpPtFMzudM0MR+B7xZ4NN0VUIhNbOZBHG8PsT2LIplIp6HQ6ZDKZAXUhBccLsc62H6KMgkGIrUM0l5uuaeXaHk3sdc+H773hdPl2j9kL9my4DQYDAHC6gCKp837hKlKo24MOMTFdVC6XUalUeGIb9b8qqfLjxU5rPXwtK3vyZIjsY/qXzr/hUoSynk+P7c7b07SudNbtZheGDfVOkflenmsn7DmxPtwDN0oYxc+8V2x3QRJRY5hhOWo4TdfNaXov5wHKeh4NDqLbfZLY7Wzby2cYNvJ7hao/qqeqAgUKFChQcAaxPyqbAgUKFChQoOBEoRhuBQoUKFCg4AxBMdwKFChQoEDBGYJiuBUoUKBAgYIzBMVwK1CgQIECBWcIiuFWoECBAgUKzhAUw61AgQIFChScISiGW4ECBQoUKDhDUAy3AgUKFChQcIagGG4FChQoUKDgDEEx3AoUKFCgQMEZwp6ng7lcLh7duN3wiPMueX6aP99ZEeQ/KpzWvaERkAfBbsMWdpv7e5pwmt+fVqs9M+t4FDitn/k0nGUnOW99r6+554h7uwt8lC98BQqehMO4L7a75xQ8PYZnIitQMIzT4ETshD1H3BRl02xl5YJXoODosN3M3lHKcB01lDNMwXYgY63RaKBSqdDr9U5lgLpnw93pdAA8HBpPg+MVKFBwtNjusDhNB8hZhbKGCnYClag0Gg0AsL07TdfMng33aXzzChQoUKBAwWFBo9FArVbDarXCYDCg2Wyi0Wig2+2i1WqdGvu3L8N92tIFChSMAk5zrU2BgvMCirK1Wi0kSYLNZkO5XAYAtFottFqtE36Hj7Bnw62QORQoODkM17iP6jXE11LudQWjBI1GA5vNBoPBAI/HA4fDAZVKhUqlwjXv03JP7NtwK1Cg4GSwE1HtsJ5brVbzv/1+H51OR7nvFYwMDAYDxsfHYbfbMTs7C6/Xi/v37yOfz/N9d1qwZ8MNKMZbwSMQgUOtVkOr1Q5c1J1ORzn0TzkoLWi1WqHT6fir3++j1+uh3W4jn8+j3W6f9Fs9F1CpVNBqtTAYDNBoNDAajewoAQ+7dtrtNjqdDur1OpcmFRw96Awzm83w+XxwOp3wer1wu92w2WzQ6/Wn7j7Yl+FWoICg1+thsVhgMpkQDodhMBg4vZpMJhGLxdDtdk/dBX8WIQpCPI2gC/2rVquh1+vhcDjwgx/8AFNTU/D7/XC73SiXy8hkMohGo/j5z3+OZDLJLaAKDga9Xg+tVotQKITLly/D4/Hg+eefhyRJUKvVUKvViEQiePDgAeLxOD799FNUKhW0222lg+cYYLFY4PP5MDExgXfffRfhcJidqnq9jkgkglwuh3w+j263e9JvF8AZTpWLKT2lHnf0ECNslUoFo9EIq9UKq9UKv98Pk8nE0Vqz2RyI1qiFUNmj/eNp03OiApuYITGZTLDZbJifn8eVK1cwPj6OYDCIfD6PSCQCi8UCs9nMf3fe9u6wPpPoEA2r3dH3er0eer0eLpcLk5OTCIVCePnll+F2u5nF7Ha7odVqodVqcefOHXS7XahUKnS7XeX+OWLo9XpIkgSv14v5+XlMTk6iWq2i2WxCkiSYTCYYDIazmyo/TZifn8fVq1chyzKWl5dRq9VQLBZPFfPvvECv12NiYgKSJOG5557DwsIC9Ho9jEYjR24kIQkApVIJxWIR5XIZkUgExWIRN27cQCKROOFPcjax3wOb0rI2mw06nQ52ux1GoxF2ux0OhwOSJGF6ehpOpxOvvvoqAoEA7HY7TCYT7HY7fD4fCoUCjEYjdDrdwHs4T8Zjr8Z7O+eHDC6tWzgcxtTUFDuyVHrQaDT85XA4EAwGYbVaMTY2BpPJBLX6oXjl3NwcnE4nrl27hmvXrqHVanHJ6aOPPsKXX37JZ9x52oOThE6ng1arxdTUFN555x2Ew2G4XC7odDq0Wi1UKhXk83nE43HIsnxqom3gjBpulUrFix2Px1Eul1EoFFCtVhXDfcigiGFiYgKhUAg//OEP8d3vfpcPr92QyWTw+9//HpFIBPfv31cM91NiP0aGWlpMJhP8fj8kSUIgEMDY2BiCwSBefvll2Gw2eDweGI3GgXR8p9OBw+GAwWCATqfj6G8/7+O8YJi0R18GgwFarRZerxeSJOH555/Ha6+9Bo/HgytXrsBkMsFoNDL/40nRms1mw+TkJADgW9/6FoCH69xut6FWqxGNRpHL5VAqlUZq/Y8SxDkIh8N4/fXXmUmu1WrR6XRQq9VQKpWQyWSYd3BacKoNt0ajgU6ng8PhwIsvvghJkvgGuHr1Kubm5uDxeKDRaJDL5fDZZ58hlUqhUChAluUTfvdnD3TAuN1u+Hw+2O12jI+Pw2q1YnZ2Fk6nE2NjYwOkmt0OJKPRiGAwCI1Gg1deeQVOpxNra2uIRqPH9ZHODHYyjE86pEWVJ7VazVGzTqeDJElseGVZZiOi1WpZwlh8bbH+bTAYYLFYYLFY+HG9Xo+jjvNsPIZT3UajEQaDgcsLZrMZY2NjsFgsCAaDnMGYnJzkCJyi7eHU+V5BLGaNRoNLly7h+9//PmKxGO7fvw9ZlrGxsYF6vX4kn/+8Q6vVQq1WczAyOzvL+9btdtFsNpHNZpFIJFAoFNBut08dz+NUG246fC5evIj/8B/+AxYWFgYiCp1Oh16vh+9+97vI5XL4q7/6K9y7dw937txRDPcBQIf/zMwMXnvtNczMzOCP//iP2RCo1Wo+kPYCq9WKixcvYnx8HP1+H4lEAn/913+tGO5/gniQkzNEPIG9RtdkHKhs4fV6ceHChQG5xmw2i3w+D1mWkUqlmIcgpv7ovRC71mq1wul0wuVy8e/FqYDnoea62/sXI2y73Q5JkuDxeDA1NQWfz4e33noLXq8XoVCIozS9Xj8QoR8GNBoNvvWtb+HNN9/E0tIS3n//fWxsbODnP/+5YrgPAMogGgwGPPvss3jjjTcQCoXg9/uh1+vR6XTQbrcRiUSwvLyMeDyOer1+6rpkDsVw04Wq1+uh0WiY2ELodruoVqvodDpcuyHChRgxUHrObDazl2uz2TA7OwuPxwO73b7jTdFutzE+Po56vY5EIoFIJIJer8ca6wp2BhGWwuEwnE4n5ufnMTU1hbGxMTidTlgsFq7FEWhtG40Gkskkms0mH3Qulwter5f31WAwwO12o9frwWKxnNCnPF04SBQ2/PdizZVA7URqtZrvsWq1ilqtxvdfNpvF+vo6arUaRxri81IZhOq0oyzIQoOV2u02ms0marUaarUaWq0W2u02dDodzGYzX/v0N+12G7lcDo1GA81mk52eJ6Vbaf11Oh1CoRAsFgt0Oh30ej2cTidCoRDq9TpzDxTsDxqNBk6nEzabDT6fj1u+iOhM+1yv11Gv11nm9LRd+09tuOlg1uv1CAQCsNlseOGFF3DlyhV+TKlUwq1bt1AsFrG1tYVCocCLQ/UiSZLwzjvvYHJyEpcvX8bMzAzLzxmNRoRCoceMhwibzYZ/9s/+GcrlMvr9PmKxGKrVKgqFwqlb9NMEtVoNs9kMu92Ov/iLv8Bbb70Fh8MBl8vFTtTwuvf7fdTrdRQKBayvr+M//af/hEgkArPZDIPBgD/90z/FP//n/5zbYPR6PWZmZhAKheD1ek/ok54uDKdjCXs5JMRokNLfFEVnMhkmMJGDTP/S36XTacTjcYyNjeHf//t/D4fDMVC/pWyW2WxmZjkRpU5byvAoIHaqqFQqFItFVCoVFAoFpFIpeDwe2Gw2hEIhSJIEl8s1QN7rdrsoFov4xS9+gdXVVUQiESQSCXacdjPgxPj3+/34d//u3+G5557j+ygQCOCtt96Cy+XCf/tv/+04l+TcwGw247XXXsPk5CSuX7+OS5cuQaPRsHPWaDRQr9eRy+WQy+VQq9WORbFwvw78ng33dsPFVSoVp7NNJhPXRScnJzE3N8ePLxaLyGazMJlMHJnV63UWIzCZTHA4HJiYmMCFCxdw8eJFXLx48bFogp5veCEpsvP5fHA4HAgEAnC73VCr1SiXy9xSoeARRM+eDp/p6WlcuXIFBoMBRqMRwKODqNFocLqo3+8z4zKRSGBxcRFra2sszP/888+jUCjAbDZzr6rZbGYjPip4Emt5O6O9n+cefh1xryh62O45iWzW6XQ4EzYcwQ2/r/M2q2Avn4MeQw5Lt9tFp9OBRqNBJpOBVqtFtVrltkda/1arhVwuh83NTayurjKvg6K5Jxlui8WCQqGAZDKJQqEASZJgtVo56nY4HHsuVyl4BLITHo8H4XAYbrcbVqt1YFw1pcrJZhylYtp2LYR7xZ4Nt5gG6vf7MBgMMBgMuHjxIt5991243W44nU4YjUb4fD6ujQEPBdpnZmbQaDRQLpd52godIHSgj4+Pw2azweVybZsS7/f7zBwfrsnR43U6Hb73ve9hfn4en3/+Of7mb/4GsiwrKlBDsFgs8Hq9CIfD+PGPf4zx8XE8++yzAxE2tUTkcjn87Gc/w8rKCqdfO50Oms0mSqUSotEoms0mer0eNBoN/s//+T9YXV3FtWvX8K//9b+G2+0eiBI1Gs25qJE+LURDuJ92KzpoKNIedhCe9FydTgelUgkWiwXpdBrpdJqHKtDe1ut1pFIpJBIJlMvlkRUDESNvWoNsNotPPvmEgwSVSoVEIsHZxAcPHqBcLuPBgwccrddqtT31Y3e7XdRqNcTjcfzn//yf8bd/+7d499138f3vfx/9fp/PudPUU3wWQEbbZDJhbm4Ozz33HLxeLywWC0favV6PbZHb7Ua1WkUmk4HBYIBarT70bJPZbIbJZDp6wy2yUHU6Hfcvfuc730EwGITFYoFWq+XHiJient5WLGXY49hpYURxDyJlqFQqjg7pgtZoNLhy5QouX74MlUqFf/zHfwTwMF2vGO5HMBgMLAjxne98B7OzswPOEnmfdPG+9957+PTTT3edx05kpzt37uDOnTsoFAr46U9/OuCIiV+jbLj3wxzf6e8Pun7dbhf1eh21Wg2VSgXlcnlAQIeiRlmWUSwW2dEeZYikvHa7jXq9DovFgs3NTYTDYSwuLuL27dtIJBL44osvDkwco0xJqVTC+++/D71ejxdeeAHf+973tuU0KNg7KMPo9/sxPj7OhE5yzGhtKeshSRLMZjOToA8bpD55pIbbaDTyhdvr9ZgwoVKpUKvVUK1WOfVNh/Jub2a334nSmUtLS6hUKohEInzYtNtt/rCBQACvvvoq7HY7AoHAAPlpcnISP/zhD7G5uYlf/OIXSKVSI20sRFgsFoyNjSEQCHD6mtb9yy+/xEcffYRms4lqtYpisYhoNLrvKLnVaiGfz3MNXaVSwWKxwOPxoF6vQ5blc78fOzkodH+cxOcn0Ry/3w+Hw8FCLb1eD7IsI5lMIhKJQJZlxWjvADoHG40GO7fr6+soFouHRojdLpW6F4KbgsdBRluv1w+I44jrOpwq7/f7zOHaLrN1EFAHiE6nw8LCAmZmZlCtVpHP5/e1r3s23MQ8pQ9FMn4AUKlUUKlUeGDBbu0Qwz/f7nF0U2xubuKXv/wl4vE4PvjgA/5wlDJSq9V45plnoNVqMTY2BqvVymx2lUqFmZkZ/OQnP8G9e/dw48YNZDKZkU/R0nrbbDZmjpOcH128N27cwF/+5V8OXMAHWbdWq4VMJgOj0TjQJeD3+1EoFJhIOKo4qc9O/fXBYBBut5vbmXq9HorFIpaWlrC2toZSqYRarXYi7/G0gzIT9XodlUoFyWQSKysraDabh97JQpEgnYujfoYdBKI+AZGpRZ6AmE0Ra9w0EGZYhOhp3gd1XV29ehVvvPEGkskkFhcX93Xd7NlwkzdAtelWq4VarYZMJoOvvvoKbrcbgUCAoyur1cpSf5T+oYUhBh/9jEhPwyzYpaUlrK+vM7tPrLOR4aY6bLlc5rYLqqOKxDciy8ViMRSLxX0s9fkCRXpURwOAe/fuIZVKoVKpoNFoDBxAT3NAEFGqXq9z1Ga32xEOhwEAiURCiR6OEdTi5Xa7ceXKFYRCIdhsNgBg5cG1tTXcu3cP0WhU6RN+Avr9PlqtFur1Op89h1UHpQPeYrHwAJ9KpYJMJoNkMqmU/fYJtVrNwQMFKWTL2u02t/fRF3VVUP++Vqs9lCEjarWaZYepLa1YLO47Xb5nw01SotSH3Ww2IcsyZFnG+vo69Ho9fD4fzGYzrly5gpmZGRgMBlitVnQ6HRSLRTSbTRSLRU6TUltYqVRCq9VCuVxGq9V6zDkgNRvxkCcvtNVqIZlMQq1Wo1Qq8SB0kiS02WyYmJjAj370I0SjUfzN3/wNvvrqq30s9fkDiaF88MEHcDgcSCQSMJlMWF1dRTqdRqFQOBTBARoNaTabEQ6HYTKZMD09jW984xv4/e9/j5WVFYXxf4wwmUyQJAmXL1/Gv/yX/xKBQAA+n4+d5Pv37+Pu3bv4h3/4B1QqlZF2cPeCXq/H5E0KHA6rrKDVajE+Ps4ZkV6vh3g8jg8//BDr6+sol8uH8jqjAp1OB6fTCafTCbVaPdApUKvVIMsy2u026x1YLBYWZFGpVIhGo4hGo08tqU2tseFwGBcuXEAgEIAsy/tOw+874hZTNdTPSx5Ku91mL4VIY2S48/k8Wq0WisUiL5RozNvt9mOGWwRF0WSQjUYjTCYTPB4PSwz2ej20Wq0BIhR9T5KFRJ4bddB6Aw8jX4PBgGg0inQ6fShGW2SRE/uZbhaxzeI8s2NPSzqT6nkOhwM+nw9+vx9erxcOh4NblGiUZzKZZOEQpbb9ZAwryR3Wnms0GkiSBLfbjXa7jWQyiXg8jmg0ilQqpUTc+wQRl8loN5tNNBoNDg6LxSIHi/1+n9nldM9Uq1Xo9Xpmnz/NPlPmi85Fet39OAX7jrgpjU0Q+9+y2Sy0Wi1qtRqWl5f54CYSB73B4VT5cMp8eFFIjc1gMODatWsIh8OYnJzEzMwMrFYrgsEgL0Qmk+GpL7T4mUwGKysriEajihTqP4EY+r1eD19//TU0Gg1HDU97+BD5w2azIRAIwOv1otlsIpfL4c6dO/jNb36DTCYDAEpr2BGCWi0nJibgdDpx/fp1vPrqq9yu2ev1cPfuXWQyGfzmN7/BZ599hnK5zK1Lyp7sDlKLFKeoHRaMRiNeeuklzM3NYWlpCTdu3EAqlcLKygoHPgr2DgoSut0uEokEjEYjEokEstksk8O0Wi3cbjfMZjMuXboEv9+PyclJdDod3Lp1Czdv3oRarebo/CAgHoler8fW1hYMBgPW1tawubl5NIZ7t+ECZMgbjQZUKhVarRYKhQL/TqxfD7Mit3s+MVoW5wdbLBaEw2HMzs5iYWEBV69ehU6nY9ZfPp9HvV5nz0qn08FoNEKWZR6E3mw297w45xnkIInpvcOqz1FmxGg0wmKxwGQysfJWJpPB1tYWk57Oc8R9UqD7hxTQiEE+PT2Nq1evsoxmvV5HOp3G1tYW1tfXsba2dq5EVo4DNGGKBlcchsND7bYejweBQAC3b9/G7373OxSLRYUX8pTo9Xool8vI5/OcxSDDTfsIPJqTQSTsTCYDu92OSqUyILqzX9CZW6/XUS6XUSwWIcsyZ5v3in2nyne7KIkyP5xqJSLAdn8vSj/Sxe9yueBwOOD1ejEzM8NTeMxmMyYnJ+FyueB0OiFJEtcoarUa7t69i3w+j1KphGq1yin3crmMu3fvolQqIZ/P73lxRgXD3IGnPXgmJyfxzDPPYH5+HmazGZ1OB8vLy8jlclhdXUUulxuQfxx+PbpZKEOjRH9PBo3g1Ov1PCHs6tWrcDqdmJmZ4YEYVqsVzWYTi4uLKBQK+Pjjj7G+vo6trS3FaO8TWq0Ws7OzeOWVV1Aul7GxsYFyuczypgcBcXJsNhuWlpYQj8dx7949ngeg7M/BQL3x3W4Xv/vd77C0tIR0Oo18Ps9nkcPhwOzsLKxWK5PHSHZ7dnYWP/nJTxCNRvHf//t/Zyd3vyDHQa1WI5PJwGw2c0C5H2dgz4Z7r2+SjPR2XuFO0TXwqM9Oq9XC5/MhHA5jYWEBb775JhwOB2ZmZrgZnpjqNECh0WigVCphdXUVW1tbXAdqNBqc1pBl+dRNeDktIIeL8DTGW6VSIRgM4pVXXkEwGITRaESn08GDBw+wsbGBSCQyMFN4O0eOGJ3E0qX3qOzd9qCULWWlHA4HgsEg3nnnHYRCIUxOTsLtdrMjS+zxZDKJr776Cg8ePGCZVAV7h0ajweTkJJ599llsbW1hamoKqVSKeSIHgdlsxuzsLHQ6HTY2NlCtVhGLxZDL5Q753Y8WOp0OKpUKms0mbt++DZ1OB1mWUalUOKtL7V80HY+Gj6hUKkxMTOCP//iPsbW1hY8++ghra2sHeh+9Xg+1Wg0qlQqFQgEWiwWyLDPpe684MqbWMPmIvhfnBtMUMLfbDb1eD5fLBaPRiHA4DL/fj2AwiHA4DIvFwkPpKe1OXlK5XEY2m0WhUECpVEK5XIYsy8xUp1Yk5eB/MmhvtiMHPgkqlQpWqxVGoxFjY2OYm5uDw+GA0WhErVbj9FS9Xt9VkpP2V5TFVSLBnUElpZmZGczNzcFqtbL88OTkJOta1+t1JJNJRKNRZLNZzk7RvGEl/bp/UDtYo9GAx+PBiy++iK2tLRSLRT6Hdsoq0blIgQj1GFutVmYZ5/N5DkwUHB5EITHaF3FuA02pFBXqNBoNR+KBQABjY2O8zwd5fUqZVyoVHhu6nzP3WCjW5NFQLx3JzoVCIfh8Ply7dg2SJGFmZgYOh4PT4MS+I9CH7XQ6rNaWz+exubnJovyZTAbpdBqpVIqHAtDfKtgdlPEgAuF+oFar4fV64Xa7WViApu40Gg1ks1kmBz5pL5rNJtd7lH17MjQaDV577TX82Z/9GSRJgt/v5/o28LBHW5Zl3Lx5E//4j/+IbDaLxcVF7rFXMlEHA3XVlMtlTE9PY2JiAktLSygWi0wkK5VKj62vyN+hiXoOhwNutxudTgfpdBqtVguJROJYplONGoY7oyigNBqN8Pv9HCyKWUgKLLvdLhYWFtBoNLC4uLhvw03PSdliaiU8lYYbeHSxim1cExMT8Hg8LARB4/LsdjuPE6S07XDELLZ6UfRdrVY5HbITQ13BzhDXdL9Qq9Ww2+3wer2w2+2sqkfZESJk7DUdpOzb3kAGwGq1wuPxcIqPSKLtdhvxeBzpdBqRSATpdJpbMomYqKz1wdDr9ZBIJLC0tASXy8XTpqampmCz2aDX6x+bTihmIIFHETfwKNtEc6CHO3gUHBw0GtpoNMLhcECn06FcLqNarXLGIxwOw263w2g0bjt9jdTXxsbGWOY2FosNBIi7QRyyRCQ4Mau4HxyJ4R7WYSaJUq1WC7/fD7fbjddeew1vv/02DzSntgpq4xoeKyh+ODFyr9fr3NoUi8WwsbHB6XHlQNofaI/2y5ikC/ry5cu4du0aZmZmuF+SnKlcLodMJqOocR0iiA9gNBrh9XoxPT3Nh1Cj0UAul0OhUMBf//Vf47PPPkOpVGJxHappK/fIwdFoNPA//sf/wPvvv4933nkHP/zhD+FyufDTn/4UANhgD5cLxXJfJpNBuVzGZ599hg8++ADVahXZbBbtdvvQpVNHFSqVCmNjY/jzP/9z+Hw+TE1NcUmCSMztdhsWi4XLTQaDYdvnstls+OEPfwhZlqHVapFKpVCtVlEoFHZ1skStdIvFAqvVygJi3W5334NjjrzGPVzPpIPFbDbD6XTyhxCNtVgXomhbFH0XU02U3qVFIOUb5UA6HpCx1+v1PJKVBtKIcoIU/SmiHocHUVhoeERgv/9wBC6NXX3w4AFrJyj3xuGg2+0imUwin8/j8uXLKBaLcDqdCIfDzPIXRYjEXuJarYZWq8XnodFoRLPZ5C/FaB8eVCoVTCYTxsbGEAqFMDMzA5vNxhE3jfWk1mLRuaL9I2g0Gvh8Ph7p6na7odPpOHsltj3TfUapeIq06XsAOxK5n4QjTZXTGyfJ0k6ng62tLeRyOeh0OnS7XXg8HiwsLHD7T7fbxdbWFpLJJEujAmC1tG9+85uYnZ1lBq3T6eS2I4PBoBxMB0S/30ej0dizpy/2yQeDQdjtdtjtdgAPHa9SqcQznbPZLABwRkXB4YBEOsLhMEfb5DDJsowvvvgCW1tbiMfjLLaj3BuHC0ppf/HFF6hUKpifn8ePfvQjuFwuVpAEHnVq0N7cvHkTuVwOX3zxBSKRCDY3N5HJZBTn9pBBzpLVasX8/DzC4TAcDgeTASVJQqPRYPGpjY0NdDod+P1+2Gw2WCwWnmwofmm1WvzBH/wBwuEw0uk0VldXUSwWsbi4yKqgtVqNM8jkoFHgSYEMlREpWN0rjuUUJe+l2+0in89DlmXYbDaYzWYEAgFmI1Mv2927d7G8vIxyuYxUKgWVSsUU/enpaZ5opdPpYLFY4Pf70Wq1mNKv4GCg9N1eQJG20WiEx+NhBjlxDmgEK7VcAI/qeaM+i/uwoNPpMDk5ifn5ebjd7oEJb/V6HZubm1hfX+f+VWXNDx8UbGxubiKbzaJWq+Gdd95hueft9CxqtRrW19cRi8XwxRdfYHl5GY1Gg4loyj4dHsjQEvHM7/ezyibJZNO/3W4X2WwW9XodarWag0Cj0ci1abEzan5+HpOTk4jFYvB4PEilUiiXyzAYDGzvKD1OhpuidzLYFNDu9/481vBHrFWn02mo1WrWR9ZqtfwBkskkstksGo0GKpXKQC3vo48+QiaTwQsvvIA33ngDOp0OVqsVFotFieYOGXa7HVNTUzCbzRgbG3ts6DuVLmicq16vR6lUYgUiYv93u114vV6OJoikpmRHDgZRQ/natWt45plnEAgEADysuxaLRRQKBTQaDU736fX6xzS1d2vLU7A/0ICKSCSC//k//yecTicmJia4lqlSqVCpVJDNZiHLMu7fv49isYh4PM7zHoaNtqjzr+zRwUBrSrwOaq3TaDSo1WpoNBpIpVJYXl5GsVjEvXv3UK1W4Xa7YbFY4Ha74fV6ubxrNBoxPj4Oq9XKz+NwODA/P49gMAir1coBpyzLHMDQFMt2u83p+eHZ3/vBsVs68lATiQSSyeS2gya2O1TI0+l0Ovjqq6+g0Wjw+uuvsya23W5XDPchQqVSwel04sUXX4Tf78cbb7yBQCDA3ibxCVqtFvL5PBqNBpLJJJM0ms0m14e63S6CwSBMJhMqlQorBSlchIOBGLLj4+N46aWX8Pzzz3PNjA4iIgK2221udRkeoTtsKJS9ODiIP7C6uopkMgmz2Yz5+Xk4HA5+TDKZxPLyMvd+7zZbm847OhuV9PnBQM4qZQFJErvf77Pk6OrqKj788EOepVCtVmE0GqHX61l2ljqhJEnCG2+8gVAoBJPJxDokNGXv+vXr3NJHKnrRaBTFYhFra2uoVCrY2trisuRB1fBO1NLtJy1EG1Cr1aDRaAZECQ7awqRgd1gsFszOziIYDMLv9/NIPKrRaLVaVKtV9mbpRqADiQhrADiVTuIShUIB8Xgc7XZ7YF63gp1BjpDL5cL169cxNjYGh8PBJSJiKd++fRuZTAa5XA6VSoWFJQgkXDRMptnLPaQY991BEwpJQEXUIygUCgNiG08q69F+i0GMUgrcP/r9PkqlEr766itEo1GucZO+QSwW45o0tbHabDYYjUZIksTZXApWcrkcz0snNU+TyQRgsP2VWmCr1Sqq1Srq9TpPJBtOj+/Xfp2pEJUGiZAyGvD4+EgFhwe/348/+ZM/QTgc5joPgVR/crkcZFlGJpNhgg3xERwOBy5cuACz2Yy5uTkYjUbMzMxAlmUsLy/jww8/hCzLiEajHIEo2BlULrp06RL+7b/9twiFQnA4HJwBITnH//Jf/gsqlQqvp91uh8fjYfZyqVTC2toal6J2Gm5A+72dnoJiwLcHZZva7TbW19cHpt8Rexl4sgNEETcRm8gxO8g86OHW2lHEgwcP8B//43+E2WzmuRdkTGl/1Go1s8RDoRAkSeJBSfV6HdlsFs1mE/fu3WPSGukmeL1eHjLT7Xa53h2NRlnDPplM8j1HEXev13uMub4XnCnDDTyaYDU8GEMx2ocHcfa53W4fiNYIFFFT3zcxI1utFnQ6HXuURGIzm82wWCysFlUulxEOh2G1WrnuTfUeitjF+bgKuephFEDKTj6fD263mw1CoVBAoVBAIpFAKpVCvV7n/bFYLAAeOblU7hDblIYhPk6UwhVH8CrYGSSHKtaoD1qrFiPv/RA7h8VeRhnNZhPpdBoGgwH9fh9ms5nPK4PBALPZzNwRSn+TUAtF4bSnFJ1T15PNZkO73eY96na7yGQyHNgUi0VUq1UWPRLFdQ7qBJ85wz1MrAEUw33YIC/TarVuqyAEPBrdqVarOUXe6XSg0WhgMpngcDjgcDggSRJ7pKTopVKpcOHCBbz44os8WpJq5NRbWalUUCgUsLy8jFqthkKhwC1NowYynN/61rfwL/7Fv4DP54PT6USv10OhUEC1WsXf/d3f4Te/+Q0SiQQymQzvhVqtRrPZhNFohMFggMFgGBhoMCwrLCo7kfqXw+GAyWRCoVBALpdDs9lkprqCQVCr0HCGYr9GmwwAAJhMJhgMBr7+Ra7CbhjuHx/lVDtNiaSyHJXxzGYzXC4XpqenYbPZeBql1+uF1WplHYpkMolIJMIEREp5t9ttzmSJThqp3xE5jcqJvV6PnV+yY5RV2Y8NO3OGG8BjRlvB4YKMsl6v33F9RXlUuriJZU6Tqoi8QTK3JpMJer0eOp2OhSparRZyuRwajQYikQjy+Tw7AjRpiZwDimBGLfKmtOnY2Bhef/113htSpisWi1haWsInn3zCdTj6OzLElBWh2fWiCiEZeHo86ZxbLBbW0abMSLVafWyanIJHEEllw3MS9nvd0sFO9xRNr6LXedJzivcoGZVR3Tdydnq9HvMMzGYzZwMpwh4bG4PNZmNxMBoZTXoidF6VSiWezU33DL0OgAG2uDgSW7wWhvfw1LaDHQZIdYZqApRmVWqkhwfx0B7W4aULkUam0nQptVqNqakpGAwGeL1eriNRKwXVYak9iSI90ji3WCzQ6/WcSqLUliRJyGQyuHHjBmKx2L56zc8DSMOAsiCU/gaAcrmMX/3qV1haWsLNmzcfI/mJeyWqQ4n101AoxHtGQxQoIqBZ6ABQqVT4S/y5gocg40gZCuDh/pB88H6NprhHNF9dp9NxRwBJdW4XyZOxNhgMzKAGwHs7ao4vgIE0+OTkJOx2O4LBIF/3NFjE4/FwkEFrRyQzKkeRNgWlvgFwmpzWljIjwM6Gefh6ONcR93CEQKpso5pGPQrQYUFePhkDMgTE7i8WizznXKVSIRQKwev18uQ3rVbLEoLDhwaJEtCADGo/E8se2WwWer0e8Xgcd+/eRTqdHrk9JvEIEikSyUrVahU3btzAJ598glKpxIeICKrL0XORJgL1F3u9Xu5DnZycZNJho9FAIpHgA4tqetSXP4qH/5NAhps6KaiPniLfvdaoaZ+otm0wGJgfQrwPkaQm3hP0N/R3dK3QY0bJ6RWh0+ngcDhgt9uxsLAAn8+H8fFxBAIBmM1mrmdTW7EYHJLTS6NaqV5N6XLRMD8N/+DcGm61Wg2/388j8ABAlmXcunULW1tbnM5Q8HRoNBpcX/7FL37BBxEwOEuWLuBkMolutwuDwcBSj2SMgYcXfjqdRq1WY0/VYrHA5XKx+hoNsKeIUqfTcRqYRiOOYucAyTWSIIR4wxPDvN1u4/79+1hbWxs4pIdBKT3qSbVYLAiFQpwW7PV6zISt1WpIpVJoNBqoVqssILFb7/Eow2QywWazweFwYHZ2lmvUxWKRxTZEZbudDnmxvEGynNSlQRkqMhgiY1002PQ4sY1J7Bkepb2jtaSx0ZIkDVzzFFWTkyUOuaK2VWqtJKMtqp09KareDtvN8NgvzpTh1mq1mJ2dxezsLCYnJ6FSqZBKpfC///f/xtbWFlKp1Em/xXOBcrmMSqWCeDyOzz//fFuvkFLdpFXucDhgNpsxPj4OSZLgcrnQ6XQ4tbqysoJUKoVIJIJEIgGXy4XJyUkYDAY4nU4YDAb4fD7WB7ZarSgUCojFYkilUiwkMmqGW61W8whcMSNBBv0P/uAPsLCwgL/9279FNBrdVZGOMiCSJGFqagqSJOHy5ctwOp1cEslkMrh58+bAlCoy1uKXgkFIksRDLF555RUu4alUqoH+XTK0wyUNgpgit1gsPIbS7Xaj3W7DZrNxB4Y44U2v17PTS8qFNpttYHzlKEqqUmDg9/vx6quvwuVywev1crCg0WhYP570ELRaLRvleDyOzc1NRCIRZDIZNt401esg6zn8eBIl29fn2tejTxjiIeZwOKBSqdBsNpHNZpHNZg/U43gesBeiyn5AFyMxILcDRcXtdpvZ5/V6nafkkFdJKlHFYpH3KZvNsndLMql6vR6yLMNiscBkMsFqtSKVSiEej7MymygUMiqHD0UDlL6mtaVIgtjlMzMzuHbtGos/kNws/dtut5kkSJE7RYTUH9xqtXjMJO3lTnPtR2kP9gIiOZnNZtjtdvR6vYHBO3TtkvEebmcliMRQEv+w2+0wm81s/He638V5zyIXiBwBnU7HdfJRARluuu4tFgtPlAQekdZarRb3YYvjNrPZLGuHUH/+drLBx/65TuRVDwidToeXX34ZP/jBD+B2u5ltfPfuXU7vjSK2IzkcteISMTQpBWexWPDgwQN4PB4AgNvtRqPRYEN99+5drK2tIZVKIZfLQavV4t69ewAe1ejooKF0FSl8ERln1IhpwENvfH19HYlEAs899xzK5fIAQ392dhZTU1O4cOECfvrTn3ILSqlUwp07d1AoFHD//n0kEgnY7XY4HA7WSy6Xy1hZWWHnirgiVMcermUPs5SJqTzqUKlUsFgs8Pl8CAaDGB8fBwDMzc3BYrEgmUwik8kwoUzkjIjsfpVKxWUMq9WKS5cuweVy8X5Tupbq3M1mcyADRg4B/YwMDJVHRkn3nNbAarUiEAjA7/fD7XZDkiRuf6QSRrVaRT6f573p9XqQZZnPr2QyiVKpxDySg+qLHybOlOFWqVQ8B5XG5VE6VlSKGjUMG27yrMnbBsCRk3hxPq0RFIVSVCoVkzeI3Ux1UWrvIkZmtVrl900CIqIXKwpODMtxjlqqr9/vM3u1VCpxhEzEI7PZDOChOAtFdEQoo3R3JpNhXoHZbGaN+Xq9zr8jw70bhksmo7QPewGluYmQabPZIEkS8zr6/T47oHRti0Q02k/SPnC5XHC5XANiOVTSGJZMpfuaCGz0WNon8TVGZd+op15sSyW7QaDgQyw/dDodJmQSk5wGg4jp8ZEw3Icx6WZYTEBUoBlVow08WheKWC9cuICLFy/C7XZjfn4eOp2O06U0TjCZTGJpaelQolhqUdnc3ORxq+FwGIlEAp999hnS6TTW1taQSCQGWijob7cjeIhRyfBrjRronrlx4wZkWcYzzzyDf/Wv/hVcLhfX/cmoksOm1Wrx4osvckuSyWRCIpHA0tIS6vU6crkcH1hkCJ4EOqzICIg/G2X0+31kMhncvXsX7XYbL774Ikfg1CNMgkLxeBytVov74a1WKwwGA6xWK6fEfT4fcxF0Oh0ikQi2traQyWQQiURQr9cHWs1Eh424JySEJIrrjNI+iR0rHo8HHo8HLpcLNpuNnZ5KpcLnnyzLqNVq3EmRzWZRqVRYa5yM+naZqJPAsRpu4Ol1c0XDLUaPowxaW6pr+f1+XLlyBWNjY/jGN77Bwz0ajQZu3ryJ+/fvQ61WMwv5MKInmrUejUYxNTXF3ur6+jpPqyJ2+JMu/JO+KU4byDiurq4iGo2iXC7jxz/+MSRJGmDak/NGh7fJZEKj0cDq6ipkWUYqlUIymUS9XudhMAd5L6KjoETeD0FGwOl0ol6vw2Aw8KAKq9WKVqsFu93OvJxyuYx+vw+XywWLxQKn0wmv1wuTyQSv18uRMZVKcrkccrkcKwgS/4Ag1mnpiwYB0f+JUzIKELMfVqsVVqsVZrMZJpOJz6BGo8F1beKRkFRpOp3mVlcKDg9KRjsKHIvhJqUso9GICxcuwOv1PiZr+aQ0HR1Q5XKZh53X63VsbGyMXN1zGJQOp0ObNMZtNtuAmECn08HFixchSRJMJhM2NzchyzLS6fShEPuoPirLMrLZLNLpNLa2tpDNZrluOio1tqMAEc9WV1fxV3/1V3A6ndzWdenSJVy4cIGNaqVSwf3795HP53Hjxg0sLy8jHo/zTOCD7IEoLvG07SznDbQ36XQan376KSRJgt1u58jZ4/FwWxfN7u73+7DZbMwCJ93/tbU1tNtt5HI51Go1zpJRSVA0JgQxmKGzst/vD2heEEFtVDozKBNRLpdRLpd5sqQIca263S5qtRoPHyGC2nachJPGsRhurVbLqYrvfe97uHr1KlKpFBKJBFZWVhCJRHY13CIpRpZlJnskk0km14wyKF1KhpsEBYiVSj2mAOB0OnHp0iXo9XoWNSkUCk+9htTbTc5YOp1GPB7H+vo68vk8Hzin5cI/i6BD5Ouvv8by8jIMBgPm5+fhdrvx7rvvwufz8b2STCbx3nvvYWtrC5999hnW19cHxHQOCjFdruzlI9DexONx/Pa3v4XNZsMzzzwDj8cDp9OJQCAA4BEvhFq5yGiXy2WUSiXkcjksLS2hVCphaWlpQKlrvyTTYeEd6g0/7xAdE+KG0BqKio3A4EhokvQlns5p7ns/FsNNSls6nY71XY1GI8LhMMrlMux2O4uw73aw9Ho95HI5RKNRyLLMRKdRT5UbjUYAj9pB6AKkL2KWqlQqbvtRq9WQJIllMClldFCQ4SZFtVQqhXw+/1gLhYKnB3EKVCoVp7zv3r3LbV4q1cNZ0A8ePEA6nUalUjn0upyyl9uDyLJkxKvVKuvDk+4B8KiTglLmJPRRLBY5ui6VSkwkPMj9M/x4IqSOQsRNTg6VJYrFIpeJHA4HyznTY9vtNrPMxczgab3Oj8Vwt1otxGIx5PN5bGxswG63Y25uDi+88AIsFgs+/PBD6PV6Ji8Ngxaw3W5jcXER7XabD6hMJjPyU4pIG5kuslarhXg8DgBIJBKsO67RaFhFCQCmpqag1+uxuLjIrMqDGu9+v8/tEiaTCWq1GqlUCqVS6TENbQWHg3a7ja2tLWg0GkQiEfzsZz/j35EACNU+R925PS60Wi2kUim+/rVaLRYXFxEIBOByuTA+Ps6zAMjBqtVqiMVi2NzcRK1WQyaTYUNyGHVVkQU9KoNGyPCWSiXW6pckCU6nExcvXoTT6eTuG2qPJFlfYpafVqMNHJPhJqOr0WhQLBaRTqfhcrlQLBZRLpf3fKj0+w/HpVUqFa7XKAbhYa8i8Ki3mtapVCohmUwyu1StVvOBQHXnw9R4pzQgeblKXfvoQfXOJ3FEFAziqFL9ImmWZHoLhQLUajW38RkMBlZVy+fz3LZHQkPU733Y729UeAliKYcyDNVqFblcDp1OB263G51Oh9XmxHnZeyHPngao+nt8h4fhpZHymdVqZUWgcrmMSCTCggLbGWKxPnPt2jWEw2Fun9ja2sJ7772HSqXy1O9vN5zmjfyLv/gL9Ho9jm7Jk+x0Ohzt0tqSESXR/Gazya1BT2PAVSoV3G43K0c5HA4Ui0WsrKwcuVE5rXszCpHNbjit+wI8muZ01KDBI6LuOOmJA+CWVhrgQn3FR/3eTuveHPY9Q5wPvV7PE9YkSeK2VZqJkMvl0Gq1uPPlpCLuvb7msQqw9Ho9pNNppNPpff+tSCCgyFJsSxlleDyeAfUxIonJsozNzU1udRD7Pg8bdIOQzu9hR/MKFBwmjutQJu6HSNwU++DFWqpyrxw+KANCKXAqr5Ix12q1nLEi8uZZyBCeCeU0GkVIDEyakENkjlFPlxNBj9pFiKFaq9VYqOGo0z+UnieR/nK5rMxIV6BAgFhjFvUTTjMJ6jyB1pjS56RLLvZonwWjDZwxw00eklqt5jrqfmrk5xWUDqd0W6lUQiaTGdCdPmpQ+p166klycdT3RoECEYqRPlmIqozDDPuztC+n3nCLGrskLEFiIu12m/sbRxnFYpEjXroYjUYjk9FEmT5RHvaw1224T/gg3utZvZEUnC0c9kS9swKlvPgI2w1nOivXw6k23KIAP+nv5vN5To+LpKtRRjKZZAYlKSeRQhOAgXWiXsXhFN1hXLBPE2Fvd6CIqcSd/kbB6cNZ2JdRNNxibX3UsN01uV2QsN3jTuM1cuoM9243PdUlhr9GHbuNCaQajjig5bg8y4O+xvChutshexaMxCjitO+LODXruA/mk3IaRH3584T9fJ6dHrubwT6ua2Rfn2Ov7WAKFChQoECBgpPHaOZNFChQoECBgjMKxXArUKBAgQIFZwiK4VagQIECBQrOEBTDrUCBAgUKFJwhKIZbgQIFChQoOENQDLcCBQoUKFBwhqAYbgUKFChQoOAMQTHcChQoUKBAwRmCYrgVKFCgQIGCM4T/D2Ggme9EsJfrAAAAAElFTkSuQmCC\n" + }, + "metadata": {} + } + ], + "source": [ + "from tensorflow.keras.datasets import mnist\n", + "from tensorflow.keras.layers import Input, Dense, Reshape, Flatten, Dropout\n", + "from tensorflow.keras.layers import BatchNormalization, Activation, LeakyReLU, UpSampling2D, Conv2D\n", + "from tensorflow.keras.models import Sequential, Model\n", + "\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "import os\n", + "os.makedirs(\"./data/gan_images\", exist_ok=True)\n", + "\n", + "# 생성자 모델을 만듭니다.\n", + "generator = Sequential()\n", + "generator.add(Dense(128*7*7, input_dim=100, activation=LeakyReLU(0.2)))\n", + "generator.add(BatchNormalization())\n", + "generator.add(Reshape((7, 7, 128)))\n", + "generator.add(UpSampling2D())\n", + "generator.add(Conv2D(64, kernel_size=5, padding='same'))\n", + "generator.add(BatchNormalization())\n", + "generator.add(Activation(LeakyReLU(0.2)))\n", + "generator.add(UpSampling2D())\n", + "generator.add(Conv2D(1, kernel_size=5, padding='same', activation='tanh'))\n", + "\n", + "# 판별자 모델을 만듭니다.\n", + "discriminator = Sequential()\n", + "discriminator.add(Conv2D(64, kernel_size=5, strides=2, input_shape=(28,28,1), padding=\"same\"))\n", + "discriminator.add(Activation(LeakyReLU(0.2)))\n", + "discriminator.add(Dropout(0.3))\n", + "discriminator.add(Conv2D(128, kernel_size=5, strides=2, padding=\"same\"))\n", + "discriminator.add(Activation(LeakyReLU(0.2)))\n", + "discriminator.add(Dropout(0.3))\n", + "discriminator.add(Flatten())\n", + "discriminator.add(Dense(1, activation='sigmoid'))\n", + "discriminator.compile(loss='binary_crossentropy', optimizer='adam')\n", + "discriminator.trainable = False\n", + "\n", + "# 생성자와 판별자 모델을 연결시키는 gan 모델을 만듭니다.\n", + "ginput = Input(shape=(100,))\n", + "dis_output = discriminator(generator(ginput))\n", + "gan = Model(ginput, dis_output)\n", + "gan.compile(loss='binary_crossentropy', optimizer='adam')\n", + "gan.summary()\n", + "\n", + "# 신경망을 실행시키는 함수를 만듭니다.\n", + "def gan_train(epoch, batch_size, saving_interval):\n", + "\n", + " # MNIST 데이터를 불러옵니다.\n", + "\n", + " (X_train, _), (_, _) = mnist.load_data() # 앞서 불러온 적 있는 MNIST를 다시 이용합니다. 단, 테스트 과정은 필요 없고 이미지만 사용할 것이기 때문에 X_train만 불러왔습니다.\n", + " X_train = X_train.reshape(X_train.shape[0], 28, 28, 1).astype('float32')\n", + " X_train = (X_train - 127.5) / 127.5 # 픽셀 값은 0에서 255 사이의 값입니다. 이전에 255로 나누어 줄때는 이를 0~1 사이의 값으로 바꾸었던 것인데, 여기서는 127.5를 빼준 뒤 127.5로 나누어 줌으로 인해 -1에서 1사이의 값으로 바뀌게 됩니다.\n", + " # X_train.shape, Y_train.shape, X_test.shape, Y_test.shape\n", + "\n", + " true = np.ones((batch_size, 1))\n", + " fake = np.zeros((batch_size, 1))\n", + "\n", + " for i in range(epoch):\n", + " discriminator.trainable = True\n", + " # 실제 데이터를 판별자에 입력하는 부분입니다.\n", + " idx = np.random.randint(0, X_train.shape[0], batch_size)\n", + " imgs = X_train[idx]\n", + " d_loss_real = discriminator.train_on_batch(imgs, true)\n", + "\n", + " # 가상 이미지를 판별자에 입력하는 부분입니다.\n", + " noise = np.random.normal(0, 1, (batch_size, 100))\n", + " gen_imgs = generator.predict(noise, verbose=0)\n", + " d_loss_fake = discriminator.train_on_batch(gen_imgs, fake)\n", + "\n", + " # 판별자와 생성자의 오차를 계산합니다.\n", + " d_loss = 0.5 * np.add(d_loss_real, d_loss_fake)\n", + " discriminator.trainable = False #판별자 학습이 끝나면 trainable = False로 만들어 판별자는 그대로 둔 채 생성자만 학습합니다.\n", + " noise = np.random.normal(0, 1, (batch_size, 100))\n", + "\n", + " g_loss = gan.train_on_batch(noise, true)\n", + "\n", + " if i % 100 == 0: #100 epoch마다 출력되게 하겠습니다.\n", + " print('epoch:%d' % i, ' d_loss:%.4f' % d_loss, ' g_loss:%.4f' % g_loss)\n", + "\n", + " # 이 부분은 중간 과정을 이미지로 저장해 주는 부분입니다. 이 장의 주요 내용과 관련이 없어\n", + " # 소스 코드만 첨부합니다. 만들어진 이미지들은 gan_images 폴더에 저장됩니다.\n", + " if i % saving_interval == 0:\n", + " #r, c = 5, 5\n", + " noise = np.random.normal(0, 1, (25, 100))\n", + " gen_imgs = generator.predict(noise)\n", + "\n", + " # Rescale images 0 - 1\n", + " gen_imgs = 0.5 * gen_imgs + 0.5\n", + "\n", + " fig, axs = plt.subplots(5, 5)\n", + " count = 0\n", + " for j in range(5):\n", + " for k in range(5):\n", + " axs[j, k].imshow(gen_imgs[count, :, :, 0], cmap='gray')\n", + " axs[j, k].axis('off')\n", + " count += 1\n", + " fig.savefig(\"./data/gan_images/gan_mnist_%d.png\" % i)\n", + "\n", + "gan_train(2001, 32, 200) # 2000번 반복되고, 배치 사이즈는 32, 200번마다 결과가 저장되게 하였습니다.\n" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "NLP3wHbvuJCy" + }, + "source": [ + "## 4. 이미지의 특징을 추출하는 오토인코더" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "_hCg0yYjuJCz" + }, + "source": [ + "### 실습: 오토인코더 실습하기" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "id": "EVUGcO2QuJC0", + "outputId": "2df6d6c3-918d-41a0-aba0-61f91aec8f69", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 513 + } + }, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "\u001b[1mModel: \"sequential_2\"\u001b[0m\n" + ], + "text/html": [ + "
Model: \"sequential_2\"\n",
+              "
\n" + ] + }, + "metadata": {} + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━┓\n", + "┃\u001b[1m \u001b[0m\u001b[1mLayer (type) \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1mOutput Shape \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1m Param #\u001b[0m\u001b[1m \u001b[0m┃\n", + "┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━┩\n", + "│ conv2d_4 (\u001b[38;5;33mConv2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m16\u001b[0m) │ \u001b[38;5;34m160\u001b[0m │\n", + "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n", + "│ max_pooling2d (\u001b[38;5;33mMaxPooling2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m16\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │\n", + "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n", + "│ conv2d_5 (\u001b[38;5;33mConv2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m8\u001b[0m) │ \u001b[38;5;34m1,160\u001b[0m │\n", + "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n", + "│ max_pooling2d_1 (\u001b[38;5;33mMaxPooling2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m8\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │\n", + "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n", + "│ conv2d_6 (\u001b[38;5;33mConv2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m4\u001b[0m, \u001b[38;5;34m4\u001b[0m, \u001b[38;5;34m8\u001b[0m) │ \u001b[38;5;34m584\u001b[0m │\n", + "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n", + "│ conv2d_7 (\u001b[38;5;33mConv2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m4\u001b[0m, \u001b[38;5;34m4\u001b[0m, \u001b[38;5;34m8\u001b[0m) │ \u001b[38;5;34m584\u001b[0m │\n", + "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n", + "│ up_sampling2d_2 (\u001b[38;5;33mUpSampling2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m8\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │\n", + "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n", + "│ conv2d_8 (\u001b[38;5;33mConv2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m8\u001b[0m) │ \u001b[38;5;34m584\u001b[0m │\n", + "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n", + "│ up_sampling2d_3 (\u001b[38;5;33mUpSampling2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m8\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │\n", + "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n", + "│ conv2d_9 (\u001b[38;5;33mConv2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m16\u001b[0m) │ \u001b[38;5;34m1,168\u001b[0m │\n", + "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n", + "│ up_sampling2d_4 (\u001b[38;5;33mUpSampling2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m16\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │\n", + "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n", + "│ conv2d_10 (\u001b[38;5;33mConv2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m1\u001b[0m) │ \u001b[38;5;34m145\u001b[0m │\n", + "└──────────────────────────────────────┴─────────────────────────────┴─────────────────┘\n" + ], + "text/html": [ + "
┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━┓\n",
+              "┃ Layer (type)                         ┃ Output Shape                ┃         Param # ┃\n",
+              "┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━┩\n",
+              "│ conv2d_4 (Conv2D)                    │ (None, 28, 28, 16)          │             160 │\n",
+              "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
+              "│ max_pooling2d (MaxPooling2D)         │ (None, 14, 14, 16)          │               0 │\n",
+              "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
+              "│ conv2d_5 (Conv2D)                    │ (None, 14, 14, 8)           │           1,160 │\n",
+              "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
+              "│ max_pooling2d_1 (MaxPooling2D)       │ (None, 7, 7, 8)             │               0 │\n",
+              "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
+              "│ conv2d_6 (Conv2D)                    │ (None, 4, 4, 8)             │             584 │\n",
+              "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
+              "│ conv2d_7 (Conv2D)                    │ (None, 4, 4, 8)             │             584 │\n",
+              "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
+              "│ up_sampling2d_2 (UpSampling2D)       │ (None, 8, 8, 8)             │               0 │\n",
+              "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
+              "│ conv2d_8 (Conv2D)                    │ (None, 8, 8, 8)             │             584 │\n",
+              "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
+              "│ up_sampling2d_3 (UpSampling2D)       │ (None, 16, 16, 8)           │               0 │\n",
+              "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
+              "│ conv2d_9 (Conv2D)                    │ (None, 14, 14, 16)          │           1,168 │\n",
+              "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
+              "│ up_sampling2d_4 (UpSampling2D)       │ (None, 28, 28, 16)          │               0 │\n",
+              "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
+              "│ conv2d_10 (Conv2D)                   │ (None, 28, 28, 1)           │             145 │\n",
+              "└──────────────────────────────────────┴─────────────────────────────┴─────────────────┘\n",
+              "
\n" + ] + }, + "metadata": {} + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "\u001b[1m Total params: \u001b[0m\u001b[38;5;34m4,385\u001b[0m (17.13 KB)\n" + ], + "text/html": [ + "
 Total params: 4,385 (17.13 KB)\n",
+              "
\n" + ] + }, + "metadata": {} + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "\u001b[1m Trainable params: \u001b[0m\u001b[38;5;34m4,385\u001b[0m (17.13 KB)\n" + ], + "text/html": [ + "
 Trainable params: 4,385 (17.13 KB)\n",
+              "
\n" + ] + }, + "metadata": {} + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "\u001b[1m Non-trainable params: \u001b[0m\u001b[38;5;34m0\u001b[0m (0.00 B)\n" + ], + "text/html": [ + "
 Non-trainable params: 0 (0.00 B)\n",
+              "
\n" + ] + }, + "metadata": {} + } + ], + "source": [ + "from tensorflow.keras.datasets import mnist\n", + "from tensorflow.keras.models import Sequential, Model\n", + "from tensorflow.keras.layers import Input, Dense, Conv2D, MaxPooling2D, UpSampling2D, Flatten, Reshape\n", + "\n", + "import matplotlib.pyplot as plt\n", + "import numpy as np\n", + "\n", + "# MNIST 데이터셋을 불러옵니다.\n", + "\n", + "(X_train, _), (X_test, _) = mnist.load_data()\n", + "X_train = X_train.reshape(X_train.shape[0], 28, 28, 1).astype('float32') / 255\n", + "X_test = X_test.reshape(X_test.shape[0], 28, 28, 1).astype('float32') / 255\n", + "\n", + "# 생성자 모델을 만듭니다.\n", + "autoencoder = Sequential()\n", + "\n", + "# 인코딩 부분입니다.\n", + "autoencoder.add(Conv2D(16, kernel_size=3, padding='same', input_shape=(28,28,1), activation='relu'))\n", + "autoencoder.add(MaxPooling2D(pool_size=2, padding='same'))\n", + "autoencoder.add(Conv2D(8, kernel_size=3, activation='relu', padding='same'))\n", + "autoencoder.add(MaxPooling2D(pool_size=2, padding='same'))\n", + "autoencoder.add(Conv2D(8, kernel_size=3, strides=2, padding='same', activation='relu'))\n", + "\n", + "# 디코딩 부분입니다.\n", + "autoencoder.add(Conv2D(8, kernel_size=3, padding='same', activation='relu'))\n", + "autoencoder.add(UpSampling2D())\n", + "autoencoder.add(Conv2D(8, kernel_size=3, padding='same', activation='relu'))\n", + "autoencoder.add(UpSampling2D())\n", + "autoencoder.add(Conv2D(16, kernel_size=3, activation='relu'))\n", + "autoencoder.add(UpSampling2D())\n", + "autoencoder.add(Conv2D(1, kernel_size=3, padding='same', activation='sigmoid'))\n", + "\n", + "# 전체 구조를 확인합니다.\n", + "autoencoder.summary()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "PgzyXTuCuJC0", + "outputId": "9dd9b8c5-0348-49df-c81f-e27bbb526777", + "colab": { + "base_uri": "https://localhost:8080/" + } + }, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Epoch 1/50\n", + "\u001b[1m469/469\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m11s\u001b[0m 13ms/step - loss: 0.3038 - val_loss: 0.1381\n", + "Epoch 2/50\n", + "\u001b[1m469/469\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m4s\u001b[0m 5ms/step - loss: 0.1329 - val_loss: 0.1195\n", + "Epoch 3/50\n", + "\u001b[1m469/469\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 4ms/step - loss: 0.1186 - val_loss: 0.1108\n", + "Epoch 4/50\n", + "\u001b[1m469/469\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m3s\u001b[0m 5ms/step - loss: 0.1103 - val_loss: 0.1055\n", + "Epoch 5/50\n", + "\u001b[1m469/469\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 5ms/step - loss: 0.1057 - val_loss: 0.1027\n", + "Epoch 6/50\n", + "\u001b[1m469/469\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 5ms/step - loss: 0.1031 - val_loss: 0.1003\n", + "Epoch 7/50\n", + "\u001b[1m469/469\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 4ms/step - loss: 0.1013 - val_loss: 0.0984\n", + "Epoch 8/50\n", + "\u001b[1m469/469\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m3s\u001b[0m 4ms/step - loss: 0.0995 - val_loss: 0.0971\n", + "Epoch 9/50\n", + "\u001b[1m469/469\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 5ms/step - loss: 0.0979 - val_loss: 0.0957\n", + "Epoch 10/50\n", + "\u001b[1m469/469\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 5ms/step - loss: 0.0969 - val_loss: 0.0946\n", + "Epoch 11/50\n", + "\u001b[1m469/469\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 5ms/step - loss: 0.0955 - val_loss: 0.0945\n", + "Epoch 12/50\n", + "\u001b[1m469/469\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 4ms/step - loss: 0.0944 - val_loss: 0.0927\n", + "Epoch 13/50\n", + "\u001b[1m469/469\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 5ms/step - loss: 0.0934 - val_loss: 0.0924\n", + "Epoch 14/50\n", + "\u001b[1m469/469\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 4ms/step - loss: 0.0928 - val_loss: 0.0909\n", + "Epoch 15/50\n", + "\u001b[1m469/469\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m3s\u001b[0m 5ms/step - loss: 0.0919 - val_loss: 0.0903\n", + "Epoch 16/50\n", + "\u001b[1m469/469\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m5s\u001b[0m 5ms/step - loss: 0.0913 - val_loss: 0.0899\n", + "Epoch 17/50\n", + "\u001b[1m469/469\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 4ms/step - loss: 0.0905 - val_loss: 0.0889\n", + "Epoch 18/50\n", + "\u001b[1m469/469\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 5ms/step - loss: 0.0900 - val_loss: 0.0886\n", + "Epoch 19/50\n", + "\u001b[1m469/469\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m3s\u001b[0m 6ms/step - loss: 0.0893 - val_loss: 0.0880\n", + "Epoch 20/50\n", + "\u001b[1m469/469\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 5ms/step - loss: 0.0888 - val_loss: 0.0876\n", + "Epoch 21/50\n", + "\u001b[1m469/469\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 5ms/step - loss: 0.0885 - val_loss: 0.0880\n", + "Epoch 22/50\n", + "\u001b[1m469/469\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 5ms/step - loss: 0.0881 - val_loss: 0.0868\n", + "Epoch 23/50\n", + "\u001b[1m469/469\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m3s\u001b[0m 6ms/step - loss: 0.0877 - val_loss: 0.0862\n", + "Epoch 24/50\n", + "\u001b[1m469/469\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m5s\u001b[0m 5ms/step - loss: 0.0874 - val_loss: 0.0859\n", + "Epoch 25/50\n", + "\u001b[1m328/469\u001b[0m \u001b[32m━━━━━━━━━━━━━\u001b[0m\u001b[37m━━━━━━━\u001b[0m \u001b[1m0s\u001b[0m 4ms/step - loss: 0.0870" + ] + } + ], + "source": [ + "# 컴파일 및 학습을 하는 부분입니다.\n", + "autoencoder.compile(optimizer='adam', loss='binary_crossentropy')\n", + "autoencoder.fit(X_train, X_train, epochs=50, batch_size=128, validation_data=(X_test, X_test))\n", + "\n", + "# 학습된 결과를 출력하는 부분입니다.\n", + "random_test = np.random.randint(X_test.shape[0], size=5) # 테스트할 이미지를 랜덤하게 불러옵니다.\n", + "ae_imgs = autoencoder.predict(X_test) # 앞서 만든 오토인코더 모델에 집어 넣습니다.\n", + "\n", + "plt.figure(figsize=(7, 2)) # 출력될 이미지의 크기를 정합니다.\n", + "\n", + "for i, image_idx in enumerate(random_test): # 랜덤하게 뽑은 이미지를 차례로 나열합니다.\n", + " ax = plt.subplot(2, 7, i + 1)\n", + " plt.imshow(X_test[image_idx].reshape(28, 28)) # 테스트할 이미지를 먼저 그대로 보여줍니다.\n", + " ax.axis('off')\n", + " ax = plt.subplot(2, 7, 7 + i +1)\n", + " plt.imshow(ae_imgs[image_idx].reshape(28, 28)) # 오토인코딩 결과를 다음열에 출력합니다.\n", + " ax.axis('off')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "tNj4eQMKuJC1" + }, + "outputs": [], + "source": [] + } + ], + "metadata": { + "colab": { + "provenance": [], + "gpuType": "T4" + }, + "kernelspec": { + "display_name": "Python [conda env:deep_learning]", + "language": "python", + "name": "conda-env-deep_learning-py" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.9.21" + }, + "accelerator": "GPU" + }, + "nbformat": 4, + "nbformat_minor": 0 +} \ No newline at end of file From fc2750e36e041af4714cde33d2f8165dcc8b14a3 Mon Sep 17 00:00:00 2001 From: Taeho Jo Date: Sat, 15 Feb 2025 20:01:47 -0500 Subject: [PATCH 32/37] no message --- ch17.ipynb | 1332 ++++++++++++++++++++-------------------- colab/ch17_colab.ipynb | 696 --------------------- 2 files changed, 669 insertions(+), 1359 deletions(-) delete mode 100644 colab/ch17_colab.ipynb diff --git a/ch17.ipynb b/ch17.ipynb index 70322e5..e285c5b 100644 --- a/ch17.ipynb +++ b/ch17.ipynb @@ -1,696 +1,702 @@ { - "cells": [ + "cells": [ + { + "cell_type": "markdown", + "metadata": { + "id": "v0_caBv3uJCn" + }, + "source": [ + "# 17장 세상에 없는 얼굴 GAN, 오토인코더" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "[ ](https://colab.research.google.com/github/taehojo/deeplearning/blob/master/colab/ch17-colab.ipynb)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "jCH72ebHuJCt" + }, + "source": [ + "## 3. 적대적 신경망 실행하기" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "3n6fxgcwuJCu" + }, + "source": [ + "### 실습: GAN 모델 만들기" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 1000 + }, + "id": "nevncdxVuJCv", + "outputId": "2b4da0b6-b03b-4091-f094-3a2df23fca93", + "scrolled": true + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/usr/local/lib/python3.11/dist-packages/keras/src/layers/core/dense.py:87: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.\n", + " super().__init__(activity_regularizer=activity_regularizer, **kwargs)\n", + "/usr/local/lib/python3.11/dist-packages/keras/src/layers/convolutional/base_conv.py:107: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.\n", + " super().__init__(activity_regularizer=activity_regularizer, **kwargs)\n" + ] + }, { - "cell_type": "markdown", - "metadata": { - "id": "v0_caBv3uJCn" - }, - "source": [ - "# 17장 세상에 없는 얼굴 GAN, 오토인코더" + "data": { + "text/html": [ + "
Model: \"functional_17\"\n",
+       "
\n" + ], + "text/plain": [ + "\u001b[1mModel: \"functional_17\"\u001b[0m\n" ] + }, + "metadata": {}, + "output_type": "display_data" }, { - "cell_type": "markdown", - "metadata": { - "id": "jCH72ebHuJCt" - }, - "source": [ - "## 3. 적대적 신경망 실행하기" + "data": { + "text/html": [ + "
┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━┓\n",
+       "┃ Layer (type)                         ┃ Output Shape                ┃         Param # ┃\n",
+       "┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━┩\n",
+       "│ input_layer_2 (InputLayer)           │ (None, 100)                 │               0 │\n",
+       "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
+       "│ sequential (Sequential)              │ (None, 28, 28, 1)           │         865,281 │\n",
+       "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
+       "│ sequential_1 (Sequential)            │ (None, 1)                   │         212,865 │\n",
+       "└──────────────────────────────────────┴─────────────────────────────┴─────────────────┘\n",
+       "
\n" + ], + "text/plain": [ + "┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━┓\n", + "┃\u001b[1m \u001b[0m\u001b[1mLayer (type) \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1mOutput Shape \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1m Param #\u001b[0m\u001b[1m \u001b[0m┃\n", + "┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━┩\n", + "│ input_layer_2 (\u001b[38;5;33mInputLayer\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m100\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │\n", + "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n", + "│ sequential (\u001b[38;5;33mSequential\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m1\u001b[0m) │ \u001b[38;5;34m865,281\u001b[0m │\n", + "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n", + "│ sequential_1 (\u001b[38;5;33mSequential\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m) │ \u001b[38;5;34m212,865\u001b[0m │\n", + "└──────────────────────────────────────┴─────────────────────────────┴─────────────────┘\n" ] + }, + "metadata": {}, + "output_type": "display_data" }, { - "cell_type": "markdown", - "metadata": { - "id": "3n6fxgcwuJCu" - }, - "source": [ - "### 실습: GAN 모델 만들기\n", - "#### (실행 시간이 오래 걸립니다. 런타임 유형을 GPU로 바꾸어 실행하시기 바랍니다.)" + "data": { + "text/html": [ + "
 Total params: 1,078,146 (4.11 MB)\n",
+       "
\n" + ], + "text/plain": [ + "\u001b[1m Total params: \u001b[0m\u001b[38;5;34m1,078,146\u001b[0m (4.11 MB)\n" ] + }, + "metadata": {}, + "output_type": "display_data" }, { - "cell_type": "code", - "execution_count": 1, - "metadata": { - "id": "nevncdxVuJCv", - "outputId": "2b4da0b6-b03b-4091-f094-3a2df23fca93", - "scrolled": true, - "colab": { - "base_uri": "https://localhost:8080/", - "height": 1000 - } - }, - "outputs": [ - { - "output_type": "stream", - "name": "stderr", - "text": [ - "/usr/local/lib/python3.11/dist-packages/keras/src/layers/core/dense.py:87: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.\n", - " super().__init__(activity_regularizer=activity_regularizer, **kwargs)\n", - "/usr/local/lib/python3.11/dist-packages/keras/src/layers/convolutional/base_conv.py:107: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.\n", - " super().__init__(activity_regularizer=activity_regularizer, **kwargs)\n" - ] - }, - { - "output_type": "display_data", - "data": { - "text/plain": [ - "\u001b[1mModel: \"functional_17\"\u001b[0m\n" - ], - "text/html": [ - "
Model: \"functional_17\"\n",
-              "
\n" - ] - }, - "metadata": {} - }, - { - "output_type": "display_data", - "data": { - "text/plain": [ - "┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━┓\n", - "┃\u001b[1m \u001b[0m\u001b[1mLayer (type) \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1mOutput Shape \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1m Param #\u001b[0m\u001b[1m \u001b[0m┃\n", - "┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━┩\n", - "│ input_layer_2 (\u001b[38;5;33mInputLayer\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m100\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │\n", - "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n", - "│ sequential (\u001b[38;5;33mSequential\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m1\u001b[0m) │ \u001b[38;5;34m865,281\u001b[0m │\n", - "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n", - "│ sequential_1 (\u001b[38;5;33mSequential\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m) │ \u001b[38;5;34m212,865\u001b[0m │\n", - "└──────────────────────────────────────┴─────────────────────────────┴─────────────────┘\n" - ], - "text/html": [ - "
┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━┓\n",
-              "┃ Layer (type)                         ┃ Output Shape                ┃         Param # ┃\n",
-              "┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━┩\n",
-              "│ input_layer_2 (InputLayer)           │ (None, 100)                 │               0 │\n",
-              "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
-              "│ sequential (Sequential)              │ (None, 28, 28, 1)           │         865,281 │\n",
-              "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
-              "│ sequential_1 (Sequential)            │ (None, 1)                   │         212,865 │\n",
-              "└──────────────────────────────────────┴─────────────────────────────┴─────────────────┘\n",
-              "
\n" - ] - }, - "metadata": {} - }, - { - "output_type": "display_data", - "data": { - "text/plain": [ - "\u001b[1m Total params: \u001b[0m\u001b[38;5;34m1,078,146\u001b[0m (4.11 MB)\n" - ], - "text/html": [ - "
 Total params: 1,078,146 (4.11 MB)\n",
-              "
\n" - ] - }, - "metadata": {} - }, - { - "output_type": "display_data", - "data": { - "text/plain": [ - "\u001b[1m Trainable params: \u001b[0m\u001b[38;5;34m852,609\u001b[0m (3.25 MB)\n" - ], - "text/html": [ - "
 Trainable params: 852,609 (3.25 MB)\n",
-              "
\n" - ] - }, - "metadata": {} - }, - { - "output_type": "display_data", - "data": { - "text/plain": [ - "\u001b[1m Non-trainable params: \u001b[0m\u001b[38;5;34m225,537\u001b[0m (881.00 KB)\n" - ], - "text/html": [ - "
 Non-trainable params: 225,537 (881.00 KB)\n",
-              "
\n" - ] - }, - "metadata": {} - }, - { - "output_type": "stream", - "name": "stdout", - "text": [ - "Downloading data from https://storage.googleapis.com/tensorflow/tf-keras-datasets/mnist.npz\n", - "\u001b[1m11490434/11490434\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 0us/step\n", - "epoch:0 d_loss:0.7311 g_loss:0.7190\n", - "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 697ms/step\n", - "epoch:100 d_loss:0.4847 g_loss:1.7822\n", - "epoch:200 d_loss:0.4763 g_loss:1.8269\n", - "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 35ms/step\n", - "epoch:300 d_loss:0.4613 g_loss:2.0399\n", - "epoch:400 d_loss:0.4426 g_loss:2.1402\n", - "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 47ms/step\n", - "epoch:500 d_loss:0.4191 g_loss:2.2167\n", - "epoch:600 d_loss:0.3901 g_loss:2.2943\n", - "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 37ms/step\n", - "epoch:700 d_loss:0.3928 g_loss:2.3347\n", - "epoch:800 d_loss:0.3940 g_loss:2.3309\n", - "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 33ms/step\n", - "epoch:900 d_loss:0.4016 g_loss:2.2807\n", - "epoch:1000 d_loss:0.4027 g_loss:2.2478\n", - "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 33ms/step\n", - "epoch:1100 d_loss:0.4033 g_loss:2.2262\n", - "epoch:1200 d_loss:0.4046 g_loss:2.2102\n", - "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 32ms/step\n", - "epoch:1300 d_loss:0.4074 g_loss:2.1749\n", - "epoch:1400 d_loss:0.4116 g_loss:2.1490\n", - "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 44ms/step\n", - "epoch:1500 d_loss:0.4138 g_loss:2.1212\n", - "epoch:1600 d_loss:0.4169 g_loss:2.0971\n", - "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 32ms/step\n", - "epoch:1700 d_loss:0.4199 g_loss:2.0765\n", - "epoch:1800 d_loss:0.4227 g_loss:2.0589\n", - "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 50ms/step\n", - "epoch:1900 d_loss:0.4251 g_loss:2.0417\n", - "epoch:2000 d_loss:0.4284 g_loss:2.0236\n", - "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 38ms/step\n" - ] - }, - { - "output_type": "display_data", - "data": { - "text/plain": [ - "
" - ], - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAe4AAAGFCAYAAAA7JBDPAAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjAsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvlHJYcgAAAAlwSFlzAAAPYQAAD2EBqD+naQABAABJREFUeJzs/bmPZOm23gc/Mc9TDlXV3afPPZcDriDZAujQlCNArgABsmXIuAZB8M+gRZOQKUsAQZO2HBkEaHEAyHvP0KdryiHmefqMxG/Fs9+K6pvZ9+tzdgKxgEBWZUbs2Psd1vCsZ623cDwej7rIRS5ykYtc5CKvQop/7hu4yEUucpGLXOQiz5eL4b7IRS5ykYtc5BXJxXBf5CIXuchFLvKK5GK4L3KRi1zkIhd5RXIx3Be5yEUucpGLvCK5GO6LXOQiF7nIRV6RXAz3RS5ykYtc5CKvSC6G+yIXuchFLnKRVyTl577xn/2zfyZJqtVqqlQqajabarfbOh6P2u122u12uru703K51Hw+12q10mKx0Gg00maz0XA41H6/V6/XU6PRULlcVrlcVqFQUKFQUKlUUq/XU61WU71eV7VaVbFYVKFQULVa1WAwUKlU0mw202q10maz0Wq10vF41PF41OFw0Gq10n6/V7FYVLFY1Gq10nQ61bkeM+VyWZVKRbVaTd1uV6VSScXikx+zWCy0Wq202+203W4lSf/m3/yb/3+M9y8i/+Sf/JMYB0mqVCqqVCra7/daLpeSpFarpXK5HO/ZbrdarVYql8vq9Xoql8va7/c6HA4qlUoqlUoql8uq1+uSpPl8rt1up263q1arFX/f7XYaj8fa7XYxl8vlUovFQtvtVsvlUoVCQd1uN+ax0+moUChIkg6Hg3a7nY7HY8z3er2Oe2s2mzEvkvT4+KjJZKL9fh+f+3//3//3Tzncz5b/4//4P3Q8HrVYLLTZbHQ4HLTf71UoFFQsFlUqlWJcEMagVCqpVqtJku7v7zWbzeI9lUpFnU5HkjSbzTJjXyqVVKlUYl9KUrvdVq1Wi33CtZn7SqWi2Wym5XIZ91UsFmN/srY2m43W67V2u52Wy6X2+33M83Q61WKxiGeUlNt5kaR/8S/+haTTeC8WC81mM5XL5VjfzWZTlUol1qqPTalU0vF41P39vabTqQ6HQ4xto9EIHcRnJWm/32u73Wq73cYartfrqlQqoY/2+71Wq5WKxaL6/b6q1aqWy6VWq1Vch/krFArabrfa7/exZ3e7nRaLhY7Ho0qlUub7d7udNpuNJOn/+r/+rz/FML9Y/qf/6X/K6LJWq6Vut5sZe+xHvV5XrVYLXcaaPxwOYSfW67WWy2VGz/Ce9Xod+r1QKIQNORwOajQaqlar6nQ66vV6mTVQq9VUKpViXlarVaydm5sbVatVlcvljN5iPXBv2K/NZhPrQpL+/b//988ap2cbbhQDi5EXN8XffID5N6/j8ZhZSOm1+Zt/z7nv8/+jWLiPw+GQea8vgnPf+7Xv9+/Ou/jz8e/0mb72ft5bLBYz48icsfi+dq30Ov5y5cW/eflnuKdz70sVYHo/eZ6fVOFLyoyxPzvv9z3ytWfzz2EoUyV97jOHwyHj6PLi+9O1wz1iiFNJ9xb/fw3NGH/qHtO/+ZwwduyXc3spfaV/c53GNX1e9vu9jsdjONI+R+f2zrnv9v/7M7m+zKukOuGn3pfagfT96dj62uf3XxtH/zy/973if/ua3vravZ6b+5fIsw13u91WoVAITx1vh5vY7/fa7/dqNBpqNptar9dar9fqdrtar9eq1+vabDZfKONisahKpRIRXKVSUbvdjohCeoqO8WLX63VsnEqlEj+Px6Om02l4MHhPROGpwuQeqtWqut1uRBd8H97vdrvN/UJnEeJ9V6tVtVqt8DD5O5GZdNoURBjMq88DY8v4rVarmGtX/MyfL0gcNaJroperqyt1u93wgLfbrUajUVynVqupWq0G6gIawlqTpPV6/Wcb65dIs9mUJNXr9XheomCkUChEBOBj4Buc8fDxJfJ9fHzUarVSs9lUo9GIuZBOSt6jMSKT/X4fa77RaGiz2USU1mw2M2M+mUwCgUqVHnuENcJz5l0Oh4OkrHEgunZHBYeHZyIwAL0i6qpUKhE9OyJVLBZjvzBem81Gy+Uyxo3fFQoFbTYbjUajiKZZO8wNSGStVss4244EgODw/Y705N2xajQakhTrCfQwDQZSPcW8oRt4Zh/rxWIRv/MAD5RKUvxEn+12O81ms0CgfE8RsZfLZQ0GA1WrVV1dXalarcbn3TBzj9vtVoXCE8oDGuA26jnybMMNZApU7nAAMCsbvlwuq1arabPZqFqtarVaabvdxoOyaSTFwPmrVqup1WplFmW1Wo0NwyJFSTUajdgUpVJJm80moAffHFyrVCrFxJVKpdhwiHu8KME8iytRFAzjheFl87P4pVOkjWHAWLJZ2CQpHM7Ypd6mG5Y0Mq7X6+EktNvtgO14PzAjix4D1ul0MpD5w8NDPJt7tHkUoG5ku92GM4WRw9HkxVhJ+kKx8MwOuc7ncy0Wi4xSZ55TZefOw2q1Cqiev/E5oFu/D4y2K6I0epFOEWnexe/XnU1JMQ/SyXCzh9Aj7DN0jcPd6Eb2EHPLmLnO9L2JIzCZTMJh2+12Yah8PtGD6Df/G+/17+dZ3djnUarVatzn4XAIG+Pz4cGXG8hisRhGUVKM73a71Waz0WKx0G63i+APPScpnFh3ehk79grOE/aD66PXCJg8zXvO0a1UKplg6hc13DwYC8YVN8Z6MBiEMgLDn06nMVDr9VqTyUTr9ToepFqtqtfrRf6zXq/rm2++0c3NzReGgMkh38rm8QnCs+KFEkHZIyhDIhFJsdDJYTDJeV7oktTv9zO51EKhoPl8nvFAMYidTkftdjs+W6/X9d1332WUNMqE6AHDjXFFcbAWGC8iPq6TRib7/V5XV1dxv9JT5NhsNrXZbCIXu1qttFwuM9/BBjgXteZVMNznNrH05Kwsl8tYZ5vNRo1GIxAgomx4G9VqVbVaTev1OjgjGIp2u62rqyuVy+WMY+NoB9GG59EZX/YQETnfdzwe9enTpzAm7EOPvnE2KpVK7PW875lutyvpNDcOU8MLORwOkT/dbDbh8DB2x+NRk8lEy+VSx+Mxg9q5rqzX6xlHlrnebDaxn0Cf5vN5jN3t7a2azWaMMwGRI1GgkG4Y+C7Xi7vdLsMLyauwZxhv6YQostYIqNg3CPOFjkCP+d+cY1Kv1zP5ct8zCNfi/SDCrHVQkU6no0qlon6/n1kHjkxyrXK5HPeC4/7SeXm24cbjd1gURY6CxXtn8ObzuarVaigLNjUvYN3BYKBGo6E3b96o2Wzq+++/17t378KjciIBAwjpADIGC3+z2Wg2m2k8Hmu9XsdCxrgAk3iEAhzOMzKJ3HeeF7okXV9fx8aGXDGbzWKxFotFNZtN1Wo1vX37Vm/evAkF32g09O2336pWq2UgpdlsFnOy3W71+fPnuJbDt8BDtVpNg8EgjASOAlHDH//4R83nc11fXwcZjsXfbre12WxijqbTacCF5fLTEmXN4Jy9hsiOdYSCdUdUUoaowjprNpsaDAaZiJc1TAppNpuF84pB7vV6evPmTXwfY8dcYZxZH+xjh9ZR8rPZLJTY4XDQjz/+qNFopFqtpkajkUE7UKYowPl8Hvs8z9Lv9yWd4GTmZ7Va6eHhIUNgSklIfE6SptNpEMfQJ9LJcEPkdcPghCQiNMi8s9ksUIBvvvlGzWYzHAfmq1qthoEolUrxd4hn6EzQTVAB9lCeBfQU8VQD+57xWa/XoTNIl2IQHWlFV6REPpxk0hwEJJLC8M/ncy2XS1Wr1dCh6DucC78OaZJzvAXmyR1cUl7M3XPl2YabDUp+2Q22w9cO33gu1AlPziZvt9tqt9sB1eJRel6DCfSF694Yi9Y9WQY1NbpMsLPXgbmAuDySeA2CoiZC8sgOpd3tdlWv19VqtQJ25rnx/Hz8HL71+SNV4jk9h7NSCCuFgTzfxiZhThh/T224gTgcDjFfbKw8O1Wsc4zjOaKMR7GMjcOwKZyWwqv+ecYD1MUhcioAJGX2b7VaVbVaDafM4WCuSZUAUCFrx1E3KQvt533vENm54yIpnBqMOKgVDGUUrK/nr0k6Z+4ggE5hDHyvkOdlbphvHAEfe8/hukOQrjEnCL8GcUIYOgF9zjp3FBbUgb3i6VICCKqg0FftdjvSuyCFvoeI6KlwIZ/NeKIL4XWxnzz15FwKTwfjmINovnRunm24UQYOlbZarbhxZ86y2HmRG+Vht9utGo1G5Du/+eabyGeS367X6xl4BCWPx7/f7zWdTrXdbiO65ud0Os1ATi5EBoPBQNfX1zFpIAaVSiVIA69lkWP4UAjuLGHorq+v1Wg0NBgMAiZEuTJWRA8+7kDcoBZ83iNCd3JYqCxeyoVw5ih1QVmBupDHJk9E2oXNCorT7XbVbre1XC5zn8ZgrVJagnOEEmKsnFiDoigWi2EsUczr9TpQFRQL6xfY3UtjWBPdble1Wi3GErInZWW1Wi3G2iMTlN9wONTj46Pa7XYYNpy/NFfs0U+epdvtZgwoiB2ko9VqpfF4rPl8HggHY4uT7IGMG2X2D+MNnIsOKxQKGgwGEbhUq1XNZrMw1Kxr5gYnzCND6UnPjsdjPT4+nk0hOZEKg/IanCoX1iprk1JEHBV3Nt1Z8eiaoJCyLoi4BImO5o3H43CGNpuN5vO5JpOJdrtdoDQ447wajYb6/X5mfH0vkXdnT7AXr66uIvoGaXn2uDz3jRhfJyghKQTI71zhOmzh709zbR5hpVEIP/GEgLGou2aw8Y6doOPfg5ft3+eRKouCn3kXfwZfyCx6PEGPjn2R46kzbiwgvEw3xn4taoN9jHwcmScWL8ZHOhGAXME5lOc8ClIbPJ/nofJsIJwXQtSQksecJesv5lHK1g+nqIaT1qTs+ONQkVdz75+XdNqr/rv0fdyz71M33L7/00g8j+LpBMbG58PH0/PEPqbp86dzeY60yRp2fgjBDEgiQYujmfwbHg7Xcv3oiMrX9KuTcPMo6KQUsfUcMXqZcfVo3HP9IHS+V4rFUx04YyIpQz50vlSKHvt3OHLl+1M6X4aWolO+r3+xiHs6nQZ85EoIKNZvnOiJXDMKe7/fB4EKmv1ut9ObN28CYue7PIrb7/eRC/z8+bMmk4nu7+/18eNHzWYz/fGPf8xEM16iAYzRaDTUaDQC3gA6ZJJ5tmKxqNFoFNE8cGWeBWiNBYKT46VuRAjOssRzZY5SRZ02oMBYM46tVkuHw0Hz+TyMApEakeL9/b02m02ULXEtPu8M0U6nExEFG8oVkEc06UbIo1BCCaKAosEIOE+k3++r2Wyq0+nozZs3kk4VEVRlwCsolUoxd91uN1I/7EUU0NfK5na7nabTaeTkCoUnMuN4PJakjLHY7XZqtVpar9e6ubnRd999J+mUunBn3FM0eRc33JVKJQM1Y1hJy3kE54bFr1MqldRut9VqtaKpDQECji5SLpfVbrcD5cOQOAJAJI94lQVIVpqCIg+Oc8568PQjKFBeBaSTJl6up+B1TCaTTNmvpwfSyLvX66nf7wcRDZ2Ik0R+eTKZBL8HnoeX7LHGJUVwiF5Ngz7mgmsT2ODw4RCsVqtAcl5advxiqBzPh7psbgYMH+UELOR5UwbZfwKl49VAIPNrAY8wwOPxWKPRSMPhUJPJRA8PD5mcNooOI030CRTlOcc04isUCprNZppOpzHIeVdEjDX3CeGOzZ6yHFnoRNgs2jTKhUjjysk9/1qtFgYizYsWCoUowWCBQoza7/cRZThBCgY63+FoCX9LPdg8k228ntZzW56fY2zhW8BBkBTjyvs950l5HeOA48wekk6VGCnyhHMnnSINlIxzUPgs39tsNqMGn7lM86mvRdxhZLw8xeR5Yf7mzqKnOTzvD/PfSyr5N9fwFBYwLkQr5yugF9nfXJsAKEU73Nin+xX9B0kur4IudoPHekWvY9BTtnyqy4/HY+S2cchwpEAL05w418OYpsiypIz9SoMd7BjXI2hlPlL02JGcX8RwO0REFIC3ICmibFe4DjHx4CxYHp5cHtfneg7rYRzwdGBfTqdTTafTyEswaXw/EUW329XV1VWQERwl4N6YZIwETkre86iSIl+GgRiPxxoOhxlHSzptAJAOFldKdvKFiJHmWt1uV51OR81mU71eLwyFOzgOGzr87ex+2NMOJ3rE6Az34/EYEcuPP/6oH3/88Sfb2eZFnIGNAm82m+FUucJhvCnrcgeUvzlK4Q12JEVUz3hxrWLxqXUm3Ad3mEulUpRgkscl2iQqlBTvvbq6Uq/Xi9w66wrYWFJGaeZZ0vJW6VSbjQFlzHCq0pSEoym9Xk/NZlPNZjPTXjh1nNBzkGO73a6azWYmqq/X61GCydg7ogXPQDrl6kEpSY+xp3wunFSYV3FDul6vMxUq0tPzOyeBn3BxiMSJnH2P4Mgw9h4QEEBybdAP9Fen0wnulfME0rXOGmEfgBh4yuXTp0+az+fBxTqXav675NmGO41wVqtVht2dNu3goRwWZKGzoFD6eO8OwfN5Ig7PbZPPhjjiHdOOx2NsNJwJ4KtOp5Mh4zikgXHAM/Icfd6VEJsXaPtwOETdrXMFgK8ZJ88FeTThhtu99kKhoFarFa9utxvXAmr0uWYBo7ww3NQ9Xl1dZRQhL+Z5uVzq7u4uclWFQkGfPn3Sp0+ftF6vv0pAzIt4dOMRnOec8eoZBxwi1iNKCQSJaBzCDtcmygMlkRROEmV6rAPSSYVCIWBd0h9ePXBzcxOO4OFwUK/Xi+Y5PucYozS/l2fx3KKTvdBRxeJT2SnokMPOLk7yI3qGqUzJjytlN/iwihlTumg1Go0MbOsOA8iWM6PZZ8C3rDvWlhtuR9/yKG64Sbml3BwIZdiW9XqtYrEYDqSXCDvM7Rwn9AlRcKPRCKeAMQYxOxwOarVasUdSZDIdY0dluD/nZT08PAQReLPZZObsufJsw+0lEw5hA/3grfhCw1vkgdIbwzD4xHAth0WYJCL9w+GgWq0WtYwoNiad63U6nchxs0Fo78mA42H5dwLFU7eZdyXEpHseC68fo07LSqI8J0R4s31JMWagE+S1K5VKKG8WuBNIgIaYRxShk6jINZGScOfI84cgAmlEyjVfgywWC0knI4HSQBmh1F25MyegTIwnxsQVd+qpu8LBmBNheMtYnCv/nMPG3CdwfLfb1Xa7DeeXz4OApfNzrgwzb8KaJR2BA4KBZMxBmQgymD+cJu+YhQ5L2flwDYgOMfAc6rJer/X4+KiHh4eIirkXvg+DBZ/FSwQxJqwJN+Rcx8lded4/nhoDoUKHYSy9aQlOKHXVcJNASmj4hP7HCSPSxo7hCPtYeeRMqbJzpJzozD5Gz1L14mWENB+bTCbRIIs9610knyMvasDiAyspsHtyY56PgfDiRBfptGG4BorFjbdD4rTaxHtlM0A4WywWqtfrX+Qkjsdj0PR7vV40/sAYoViAMYjuptOpPn36pLu7O63X60wuKa8CwQhF2+l0Imd2fX0tSUEOY0FhjCGX0USCyP3m5ia8zHq9rnfv3kX+FSgv5SewUJ3YxL/5LpwnxttJJ6wNPpPmUIGaUE5s5LwK6QoUBeuOEhVJX5ACMdxEDewt5hijSI6OfeQ5QaBSSE/tdjvDpCV691yedKppZk92Oh1Vq1W9efMmSgFvbm603+/VbrdjjzpEiQOc53mRFM+M04Lzj55i/BiTXq8Xjs1utwu0hzSEk8LQi9SB+2mD7L3tdqtms6nFYqF2u63hcKj7+/swNh4d8wKN8Wi62Wxqv9/r+vo6k17iHp0dXS6X497yKuxrHM1er6d3796FI4mudn3BKZSr1Ur39/dar9fqdDoxLm/fvo1xJbplrjwFQWAI6uuMck7DJJABffE0CrqU8i7sB22JP336pNVqFadoOgKHAX+uvAgq90XkC4sbcK/IIQTPczo0K2U7DHkZzNc2fkq5B8bg4d2zTEki7nS40scTxrDRLhViQd6VUApRevTKvXs+9WsvLxnhBTHJmdEYUS/NcPal51K5vxSaJNJ2iJ3POBrg9+95eF+HeZV03aR7B/F94mx6Xj5mbvjPXZ/3APU6q9nJcR4lSCfWspfOpGUuRNSOsvB/Z8s62zmvkuoQd/hTqN8RozTP7SiRz4+kMK5EXD52XMsjR//u9IV45Q57wT9L4ONpL5+jvEfc7PsU1uandOok6GNPCoOqFJxcJyHjJHs61JEuSUH+5B4YO2fmS9kyQeYDe4HBxp7Qdc/XAXqO67xUnm24uTgLuFarRX4Fw8hgOGwNXMPAoKS9JhH4Oh1MvCy8Yh7WnQMiQhatJI3HY02nU9Xr9Yjw+Hxaf7larTQajTSbzXR3d6fRaKSPHz/q06dPZzdOHsWhS2Aaz5cdj8eAZ8hx46h4Mw9g8MFgEO01r66uMqUURA3OSn98fAyGuENNRDXktlng0tN6IiI4F7VB4KLRhzuCHhXmeW6cnUzEjTPpEXTq6EgnIqdHcswbCIZ0cmgcVk+dJFAmhyFRSMCyTngiomdPOgIgnUqPiCyIKIhWXkPvAyDolJzJ2nWDx/rlbw6xgyxJWaPvxoHvcL4IBM9CoRBQuh92BCR8jnnMnLJ+9vt9pnkLxsQhWxDLvOe40eXH4zHDUSIFyN94Rinb4hWi7Gg0Ch4HiKL39pCeuEEcZuXIoJRNRRAE9vv9SPGhq5bLZdip7Xarh4cHrVYrff78OVNSvF6vNRqNwnmSTgRs9vVL5MWs8pTogEfvnqjD4R4BMiDupTDwztTzxY/S9uiDifKcFPckKQwSXpqXS/m9cK8Mrr9eOpB/bnHvP805omhdAbinz/tZgO7hko8jYjsXbXmzfebLIwtnjnOvfPZcpIHyd0g4jYxeg6QlR/w8V3J1Di3x67DmuR5OL/Pp73MkjH2aIhOebnDDxLpwTovPiTvAvqacqPZzIog/tbjznjp/KVrlui1F7lC6vie80saRknTOPeJyJCld7+eQFUdhUhSMe/Qo+7VE3N56FOcVfcTf3AmVFDlo9BOETp6V9YjhZh/hCGCLPPgE0WDM0lp8xpt5THUZ95HqWEdkHHX5KZT5nLyYVc7NwJz0BU2uh5tdr9eR9PfIgGjQDYEzAVmwPgGUO3Q6nYzyk/RF7oP7qdVq0e4R48XEeIMEPFLyFnhWLPbXIsxRtVrN5MLII5N/wTkhJ4YD1Ol0dH19HYSOwWCgX/3qV0HMKBaLEVkRXTFHNFfB0+e6RDbMM3NMlF0oFKJRCfe/WCyi4Y8bCowH85V34qCfYe/rLS1B8jykIxqTyUT7/T6adHgubD6fB4RLDtydJkruisVilJ44VOuKkXVfKDyVFd3d3Wm/38ccULby8PAQuTly5KPRKOZrNptl9mWeBaXvvBpfp9LpaEfEc9z0d3fEgT32+fPncH6IjkGter2eer2e3r59GzqQfeqHgUinmmZPd3AfkOHIpUon5x2najweR0WAP1ueDff3338fBnO/3+vbb7/Vd999l+GIUIYqKZBG7/MBX8cdUw8mgMw5IImARcoekezOEM6SO6XkuBuNhjqdjo7Ho66urrTb7XR9fR1rA73rfC3fixzl+osYbhYTE4+ydw8U5QSxyKEfX4yckOL5VWAHh9lcoQG5AxHx3UQUDsszaRARmHCfDO4TQ8PkAJeweL7WfSpv4mgIz+BeH4Q/d6J88eDoUOveaDQCNk9rF5l/xo9re62wL3aPHrwlLd6uX5/X15jm3PNr4B9gDJ316+tWOpWMeLMG+BUwT9lHqWfuhtsPC6GnOSQ1Sk/4jhQFKZVKUepyOByiBA+SmTfq4Tx0OrbhtMELcSWYdzmX6/ScozOG0Q04LKx7lPJ8PtdwONR4PNbvfve7SFsUCk99yf043UKhECdOeT42LV/ivc434G8Yco4gRdgzEK0Wi0Umks+7DAaDzL5PTxOUFHoGQU9TWrVarfT4+Bhj4ykFT4UAxVOWJ2UbErmO9Hw2gn1BV/qexqnipEMCQzfc6OZS6XRq5XPl2YY7VaTtdjvybSgklAdeS7vdVrfbzdD0faHO5/PIDbCJHI4g+vV+115T6Z49C5wJAU6kKQywEnk6iAOUYRCVsAA8n5T3BY+i8by9s8QxjixILwfDYSoWi3GCmJ/ShsI4B3Onp7K5YXU+gsOCrkTYaJQtpW0CiRpxoqSTU4LzkGfonBai3vDHc/Psg3M5UXdMHFqVsg1unLwDa3g+n3+RR/c0EH+DAe0scOYyzdfyDMwdkaE7ht5BL89RnZRt8CSdlLBD/TiUnuYgSIB17GWjTnL1Xto4biBWnKm+Xq8zzUUc+vX59nSIM9fdwHgA5HlUkMN0T+ZZfC94VRIOIdD0OTa2k8lAvKRTFQH7jbFy5M/TSp5mkk7rxJ02eAogap4GwQlGCJrYW562TFMzz5FnG24/Ng1vjqiKgfaWeoXCE+liMBgEJCudFh6KiXZ/nrtD6K61WCziwHqMircR5J6IcDwKcQjxcHii66O8qtWq7u/vdXd3F5CGl+ewSF6D4fZcGV3tHAIl/+xklmazGVCNpCiXg/CHQUVZee7NGZS8vHwiVT6MIwYHw829cXoWkOFqtQpiiqSAxZlTcrx5npvHx8dMPhIjgOPhSsEVqo8t451Gh87+dtb44XDQdDoNGBAY2M9sxhAXCgWNRqNML2XITOwrxKsKmDuiBp8zZzvnWVypAkdjuAkkKKFzdI7nJ+CgtJG9BWLiRCivamGtU3vsyAd7xSN+KVsyyJpJDXcaGToxFOfMUbK8C2OGvXCH3QOOdB4ZA9KnbotSlvlud+oiyX4kcvbqC78H0n+bzSZ0pVdrsGf8fO9qtRqlndyHpIxj/ovluFk8fHFKyMCbcCjQS33SzeyDxwQ4hIEScvKAlydhcHAigGHdE6NXtl8L48L9kQ+k+1HqvfLceRZXsO45EpViGPDsnVjIRnDhuVlovrjI5aHgHS1x54F/E82lB8Dg+Hm3Oodu2bjulODtsknOlUTlSVDEjJ0/I2ssJRItl8s49AXli9PixpomODgDMNa3260Gg0FE1eXy0/G7ePgwZIFtYe+32+04r9gZzNwjnQqB7IlU0APAjrB/8y7uWLqiPh5P7XWJhn0eEfYM9b2dTifQxVarldlTHHDEITK0YCYN5c2M0Fs4ED4PGHQMDs6up448R47O9HRf3iNu7o11jY5yneVGFYeUMXL+yLngwZ/fdTz6yZGxlOPA/aGbUmfW14dX3aDzPPWLXfGU7i9iuFEe5HQGg0EoUm9eAJsbjJ8DLFLD7eSz+/t7VSqVIDxB06fUAiWNR9Rut/X4+Kj7+/so5yIaK5VKQf+fTCb69OlTZrJYCA7zEVnS/tFJQnlvqykpNibP78xMNjKL2dMJOEDuWOEAQTR6fHzMpD/u7+81HA6jVzj5VP7umwhDRFrEYUTnOnAvoCiU8RUKp45vToAjaoGLkFdhrN1Is9ZQwuQ5yZfe3d3pb//2byUpCKB//OMfJZ062vX7fb158yaDinS73XgNBgOVSqUYw8PhEIaa+6IMhvaanLN+OBz0j//xPw7jsNls9OHDB43H4yCjTSYTff78ORyLQqEQLXB97vIsKHWPqImAU3gUB5/fEZ0XCgXd3NyEbsJJGo/Hse4hLHFK1Xfffac3b97ov//v/3tdX1/Hd3vN73A41Hq91ufPnyOowSjhoKG3cN5AJd14Ay1D3nKDlFdBVzubHGeeskZsA6RJ+AXlcjlDxiM1C+JKcCGdzm1wxwciZ6lUiq6bGGrptGZIQTHnBLJ+bc7QoDTXD3NCb4Iwp0jzc+Rn9Sp3XN4hNTxGz2M7S9PJR1zTPUzgn81mE0QbogRnBWJ0idxY3Gwqh2yp7fM8recKmQCUKooQpeQebF4lhU9ZQMyB/x1Jo0GMLnOA9zmbzTLtMj0K4JoYH683dkjdDTaKxT/vDV9AVcgD+7XSqDXvxiH17NN0gyMi7okDXWMcWP+kPhxWc08fBYcBQumhBH29e67W1w5Gywmb7AtXpo6s8R00cfH1knfxqMrHARTEx5n38D7G0tsCO8mPVI6PG2Pv6x1nG31JCtD1FuMJPwUki/cBh3sJUjqvqR7Ms6QEToe9PQftqInbFb+OR+jMC+93G+ZomKf80j3m0DlznK6VNLJPIf30mr+Y4ebhiRbIpXJz5CAYHG8SL50iXRYryggKv0cheCReUI+HTynaw8ODPn/+nIm48Xy99o4Jh2jCAmbyD4dDtMcjkuNz/My74fZznx2io6TII142LzC2v4com4V7dXWl+Xwe/YIx0PT8BeIjV+7lDUCpeJuUErEhWq2WBoOB+v2+3r59G+0EZ7NZxiF7fHyM+dxsNjGPP4fQ8acWPH1viMPYs+n5vZeOoHTZD84ZYINTVrfb7cJ4oEQ8J0506A4c16TMEja4N1IiioAP0W631e/3dXt7G5GIk6YQIte8Gwd3YmgsRADCM6WpQDg8blRwVujhvtvtIk9KxA1KCGxN+Q+fZR9xvcFgEN/nREEiy8PhdIgQL8i1nnpkHYHckMbI89y4M4lzuVwuQ6+zZyivIopljthDxWIxctDwEDzqxkHiO1NYPSWGupMF4Rk74ilVDD8nm4EAYD9B1tjT6GS6wj1Xnm24UUJOLnL4yCM3lKlHBu4tuSe13+8zCXuIBIfD04lQGBdKZPBmF4tFppE738MApffi5KCULJQyCblXlGLeDTfRVFq+4vlghDlwr9JZzNKp7/Vut9Pt7W04aEQUODSUxmBInTkpZUudHBkBxkNpAgFj7H2NpZ4xz4DyybMSQki7kIPGKHsek3wYSI90voUtY+HkIxxg5s8jQucM+HXTuniIgZ4fdJQDg0x6otvtZsqX0ve+hnnx6A3FLZ1HFxn/9Nn4POuY9AX7QlKmQoPrs0+cqS+dDqRx4q3fz2g0CsMgnZwMDBZrjQgTHSCdct55FjeWGEEvlfOyLO8J4vlq/p6uWXea3Ug7l4N14Ox8dJJ0iuBxlNM8OHMJeRGn43A4xJw6fJ8iAM+VF50OBizKA0BG42Z5IAbCW5ZKp5wrBCfqS53th4eIV4PiJ/9DJMy/gfKkpxZ2wIOSgiwjPZXmOPHGnQbKdvg8kwm5Lc9RnST1+31Jp/zQZDKJ2kG8cDa1l3gRoRMtOMwGovLhwwfV6/U4zKXb7QaJCY8eBYURwAgtFgsNh8OIMFarVdzjbDbTp0+ftN/vg/REpM6G3G63ARdTl+5QfN6Ng6d+mAMU+ng8jmjY0zsgJzhihcKJ6Y2CoDYXRSRJ19fX6vf7GcVCrfBPOZ6+DxaLRYZwg8JnzijP5J6dw8DakV6HM5Wme9Bh6CjWJYbAkSV3Gkmx4WQej0f9d//dfxfokNcKUy/c7Xb1q1/9Su12+4toj/VyOByisQv3OhwOdXd3l3Eg0GfT6VSTySQTaYOAUhbLsbB5nh+ChFKplKn+IWgjjbnf76ONM/ZmuVxGeR7Hq2I0KUn2cl+iYunLMzOcv0XFEmmobrebqTKQTvlvRwOdJ4Uuxt4wr4fDIezdL2a4pVOvchaNs5V5cBYPCsTxfzY7xpsJ8pvu9/s6HA6hrHe7XTQTIApOYQwgDIeyyCsBCeI0ePctz28AC3JtNnHexYlHx+MxatOBZRg/ns9bmZZKT123YAoXCoWA59brte7u7gLio3TPxwTFVCgUMkxKyoMgaLB4yfP5yVfL5VKNRiMgcqJzSZGvxYNN80V5FhQEzhAGWDopCshNXpOK4SZiYv4khcLB2OAM0OwBhwyWKgosPUcaYa9CYMKAuUPG3gQS9pTUZDLJ7CdHB/IsqQGWTpwbnEZO1GPN0XfAx4jOjETJODTH49PJYU4go8NWs9nUu3fvVKvVggAI+sc6QFdhjIm2h8NhoF3suf1+r/F4rOFwGM/D3JF/9w5feTbcoHXFYjEIz+hw7+7Hek17EJD2c1vAHqTLHLA2fIPUAZNOJXnuyPH97tQingpGP4GqoNMw3NPpNNM4xzkjz5UXdU5LSTBenwh0QfTApmbh4cWkJ0ExOBgMYFSMxGw2i+u5h/y1hL+XIwH9+e+ISMj5OXwOpMX3/Ry2359D0tQEC8ihJRQscB6KVjo1eGBRk2+Fd0B+xz1PvtcdL2+peg5mlLLHT7IB3r9/H0e4puc7M6fAXk5YzLtTxd4g8nHCiysG9kXaG4Hn51ld4WK82U+LxSLKSpg35hfD4Y41iqvZbEpSHNnqeT+cZgwzrU1ZIzjh3kyC5867+FnY5XI5Q+7imbzxEwGD80QcapWyjXHYG4x7+vIuk5RFwhZnD/sZ0XzXbDbL5God5nWOA4jZfr/PNCxifeVVnDflrHDWO9wB9o3zFJyrwMFV3hPBdRF5Zz9Bz8lmzCV7E2dJOvXNQLgHgkXnSLgudm6Xr6Nz1/y75NmG22Ewz+kgxWIxPBoYxOPxWJ8+fYpFeDyeWiSicPAyIVwAidTrdc1mMz08PMTgAZWygVJyEpPpSpEBZDCBibkmg02pWaVSiSgVY57nhS5lj4VksThasVwu9fnzZ81msyi1c8HAsCHm87lms1mG8V0oFKKEyPs646m69+/oijtd0qmrm9/bf/pP/ymTM6XxiudiiUI5P52StTxHdnjl3W5X0hPEjcHzMeD/8/k8lLJ0WrcYdZTQbrcLZ8APU1itVur1etHqlGjOoW/v6FQoFNTv92O8MeLMLXlv7huo1gk2adVFmk/Pq0yn00ByWFegQCmhE31VLBbV6/UySl46GW5ncHtEh1GBcZ8y9DGuHE9MeVi3282QrJrNZqwX9gV7zEmF7DeMPvudtZRnmc1mkhRBIA5kpVIJErN3w2QOe72epKcmUo5y4WSyT7APpFwh3bL2sRmMJ5EyOs5JjD7vjvriSDH+lOXBfQBCp4YfffaLQeUeBaUJdc8T8dDkuCVlmNqwJbkGC93rIb9GPvJoxQkDTnhDMCqSMhC+R/o8mxMN/L4wGHkWj7hdKfMM5HlQQk72ctiHz6OMPYLgexhDdxQQfk9EgQPGdwDHE9HQ39wPMSEHTISAg4fyxPGDqZ1nw+2HP5B6cMQgLd1zJMnHmjXrkcJqtcpAq97nH0IOBBrP0yIpIYsIne/DcPlhFeQUnTvhfQLceOR9z5wjP3l07Uxl/5sTn6RTeZZHv1zfvyvdR1zbgw2fZ7gOoI/ehpjvReGTnvLruaCT+VyehfFLgzL+hk7wZ3RSmSPARNQ4RH60MBG0l+lJ+sKeEaQ6QsL9+RxzP86h4nop8pLaLU+9PFeebbi9Z/ThcAgPkkFiQHjQYrEYvco9AuPEIaJmIt1SqaSbm5unmzLYwQ9ocEUO0QJF77AqUq/X9d133wXBATh/t9tpOBzq/v4+SAtAGkDlQPZ5zwlJ2XNdXQGUSqXw2jEcnofEU8do8pwstGq1qk6nk4m63XHiOzm5DeV9c3MTJV6MJdfBcM9mM93f36vdbuuv/uqv1G63A7FxiB+yyadPn+JkMqDbvEfcHz58yOwZ75jEHgJSxcGE++FpJQh7fI4xcnbr/f191NxTuvU//o//o/r9fkT58BnYW4VCIQy2M5Jns1nGGfjtb3+r+/v7iPiXy6Xu7u7i/+wVyENOEM2rOEoEI9vPh2fcgc69vAfejsPc6ECPnNgr7DECEohVpVIpHCFX+PwbIihju91uY/6IIj9//qy7u7tMpJ2ii05kTA8lyZt4qsgJYNgASbE+2Rc3Nzdf1MW3Wi1Vq9U4ie3x8TH0H9ek5p4Ax3klOFCtVkudTid0oTvD8BcgMUvKdPGUTgjU8XhUp9OJteA9K35OFcaL67iduOLRqXuVXhPqeTqMo5ctMWhu8NN8NAPgHqtP7NdYxp63JvJzNiz5CI/u/TkY9LwrIRZZ6r1jFHCEUFQYU6KFNCJwyM/nEs/QN5dHanikRAs4V4fDIdo70i6VqJHTyIAB4SY4M5NIm43q7PU8G24IZWn0JimzbiVl5gnl65BoGoE7wYZ5xdBgpDH8OGj+N0eomEOiNxwHDHfKWHbWP5A/e5b9lXfxyMl5B/w75Wd4zh8YVMoaGlf4jmpJWVSQNc48MkekoDzPnZao8m/uB+fJ0VA+m0agrKk87xnuLU0/nEMrHIGD7+KlbxhFDnXhmNuUvOzjxP+ZH2yAR91+f9gGX/OO7J7jP/gzuV59iTzbcHPeKMqAZiXecIGHQBk7AQQmHSUOs9lM4/E4c2gIuT0elBwEC9TrHlH25DDIK7gR9m5ElA3wwoCksLCXtKXMwbzKw8NDkFG2222025NOR3Byxjhs81qtpsFgkIm+GIterxf9riFv8JOSC2d7DodD7XanUjNyuuR8iMJbrVZE3KVSScPhMEM8YY0wFzheDp/7OjsHp+VJuD+HqkErHIVyAuDhcIjIz8k3DrfVarVo+0jEADLkTuZoNNJ+/9RoB+ITJTY4VER8zj3AGSBSYOy91aykTHTqKZkUqs2jdDqd+LenfXCI0nnxjmgYWgykpwZQ2KB7PucYYkkR+aKDcIJIC3nKCgU/nU6DmUxU3mq1dH19nWGlUx0CZ4eKDNpA53nPkIrA2fS1imOD0SPXXS6XNZlMIjWHsQXFYo5ub28zDW3ccCMpHM93eR6aINOdISJsnO2Hhwd9/PgxQz71kljnOkgnNv1z5dmWyU9bYWBQ3kSzeJcQLQqFU69pz8V4xETkQZ4izVFw9iqMVxYoZA0cCTaLG25nlLMZuD7EGz7rHhAK0h2JPAuQMRFSWhp0OByCHDidTsMpIUWBg8Jc0Q/bo0DQEJSHKwSY/8CB5Hb5XKlUivOIcYxgrRO9sCZAQryNqiMGr8lwO2rgpWzcs3vlPCeQLArKFTfPjlJi/0GAcdRFOtV7p8YFqFdS7IOU7c8+cGQMEg+VIyhXv7ajCnkWuDfMAVGVdDqVy8vy0BHMIU4VEaxHio4yuiPja5fKC9dD/NtTJY7KAPV6jhcnjvv3Oex0OhEUsQbzjlIxrk609fSl62o/LhV0S8rmlZ3A1ul0MmOawtRp/tz3qu+tFFJ33o90OgRmPB5nUiikXNjD2Jifg4Q823BfX1/reDwG85L8i0e5DnU6zOcwIQ9NMw8OIa/X67q9vY2j9Y7HUx0k/3ZIjkGHrJMabunLHI/05FTgxbXb7UyO++bmRrVaLUg4RDR5F7x3xr9Wq+nq6ioQi+PxqdPVarVSv9/XN998E4pZOkUcKIaHh4c4NxgDjgBJeeThBxuUy2U9Pj7qD3/4Qxjper2ufr+vwWAQzhubzaOT0Wik0WgUBzKQ0iAqwQPGSOVdCSEoZTeIrK2UzwEa4nC5Gxcn/XnE7eiRQ4nsAXgh7Ff2EkabSgLKvpw3we+lkzJzRqyTuiS9CoeXtcOYcf8pEdBhct6HwyQpojYEFMIh82KxmJl/KVu+ijHCwMIbQDBCOGk4XgQt6ELnDRUKBV1dXQXSwt4BTcyrcO/UnVPtABIkKSJtDpNydM7TTe7Egp54OkPKpl093ePNawg+CCgw8FzHiYEEIMPhMI715X4IRCqVSqw7HIWXOrvPNtxv3rzR4XCIbme9Xi9OE/Ivd8/R4UH+L50g1MFgoEajEedA/8Vf/EUcjUfNMbAcMBWLlclCoXmu2hcBiouffOdgMIiJHw6HKhQKGgwGMUlM4Et7yP45BGKEpAzpotVq6c2bNyoWiwG/fvfdd3G2+XQ6jcW22Wz08PAQTQxWq5U6nY6+//57lcvlWKg083CFDWGM2sTPnz+rUHhqTvGb3/xGzWZTNzc3urm5ifdRsrRYLPT582ctFgs9Pj5mPguzGSRhv9+HosR5cwWXR2GciKRZi8wRv4MPwNh4DhOlgBME2gTqUSwWNRwOM/XzcAhQVOVyWZ1OJxxZ9iXO2nQ61XA4jBP1JIXTyqlTrJVKpZKBmokwgDlfg+GmI6K3W5ZOBM/UaHseHIdUOpUCee7ZS/fQWdS/e0TM54kqMarcD7rIe43DBeG6TjgE/WBv0dxnNBoFSuZNRvIoGF4COj9ulrTbYDBQrVaL9YrBJYpNDTf7KD3LwXWWO1/oFN7ve5Yg0Y0187rb7UK33t/f6/PnzxH1p0RfjLc3aXrROD33je4p8kUsTO8uxEL2052KxWK0icPwO7ThEQgRMR2faOfJ9dkUTsJwBe4eFYOeEunck3JP7hwJLe+GQTrlS1HK1Wo1PFU2McqbjS8pvFU8Qd4vPSkwz6VigJywh6Jg8TL/OGzu2ToXApgrhfG9NANHC8XmUQeNFjBweRX2B41LiH6c4JKOFVEdkNw5QoukTHTL/EonQ+DkKC8dIvJzglMK9fKTfzs0zD3hhPv7PE2Vd3ESrOfkWcNp1C2d4FIgcubC+RcoeHTg4XAI58p1UzpmadTFtRyOTdc6+yJlX7szyAsC22sx3IwXJV04NE4qcycU/cOe8wiaF/MlfVlCmxJj2YOeMkpTVune43OeenIYnvSMM825L7+3Z43Tc9/oLFTyMAymkyEwGldXV9rtdur1elqv15HXxHPH2EunE3Y4S5gHabfbur29zWwkyBnU8rIgnfTDoPtpPk4+Swl1kNt4Pt/QeV7kCGgDC6Lb7Uba4erqKpMnYuHTilRSeJGkDGazmSqViq6vr/X999+rWCxGdzMiPs+dUk7E7ygDc0Y0HrSzaCHPAHt//PhRi8UiyI3b7TZTNkHET40yyEheBXLYx48fNRwOA0GqVCrhWN3e3kapDxEt7PmULOl1pJyABASaVgiAQnmKajqdxkl6zlyWvjy20o1/mqNPqzgcBsQJybt4X4eUGMQYYxAQV+iQ8gqF01kJrPPb29uYL1JC3rnLqwJSI47BxVhIpw5iKcxLrtRz767nOFOaOXkNewZ97ZH3YDAIvZ6S0qSn8aH3v6TQdaQQ0DEYc0mBtjiKi+F3hIX9dy4A9C6SNO2BgA3PCIcMhMzZ7p429JTzc+TF53F7/gyFgWfhpRQeEXtuz3N83j3Imw3wgMAkGG4UEQvYe/xyj9IpSvaI7ZwHnQ5YCo2lUUhehTHx4n5XvPwfo91oNLTZbMKTxXCTZwUNYTy4zrnxcOPA93iulfWCF+pEHP6fKh2P3Nig3jYQQ8b951087+zr19ei9OW56iialJjHvEgnXoMTCBkvIhLECU9+YA8OGM4v+wkl72TBc5GHlG1z6mslr+L6zI0zz+S6zPVDugcwtv43z3+DTviaZo7T+ee7+MmecvTJc+LSCTnwOm4nT6Uv3p9X8TXlNoS/+U838P6MUhYlcnTFeQVOsGQ+vMroXMlWOnY+ro6Q+V51u+LPkNrEl8izDTeeJmw592QYxGLxqbTn/v4+Yyj5HblK8smtVkuNRkPX19eRT729vVW73Y6OWuTSyCkQOeD1MgAuDII3mSeqTkvXMDwotVKpFM39l8tlnCqWZyFHDzkDuM5bNbKRu92urq+v1ev1ItLDgHY6nTjfnLrd3/72tzEmbnQkBQIyGo2iVaH0VGpD72yOIfybv/mbaKay2Wz0+PioH374IWPcmSOaXhwOhzjEoVAoBO8BEhdNgfIq7XZb+/0+7pkqBz/4ASeVNFG73Y7zmEEdcHzcEUP54LF3Op1oRAEkh+Jnbx6PxyAefvr0SYfDIVp44v3v9/vImbJ/OK+eyhAiet97Hz9+jEYveW+rKSmY23SESw3G4XAqy/Pojr2EfmJu+YwbVa8V97p70lJSttOWpzvYWziorA+uT0UIDhpRHvOE4Sct6V378rxnGEdKExeLRZD9WOtwjyDPulPZ7/cjEEGXeH38fr+PkxPRe+w/0kmFwhNRmSoYHDPasEJc4/PH4zFzElmj0dDV1ZXG43GgwwQeKcoCKvOLRdye5MeIokwYNAaI4wERrxPFm2EhkkdttVpqt9vqdDrq9XrRJJ78J4xJIsI0suTf0inn5DkIPCkmz/MK6cZB+XDwRd6hP0oMpFPrSq8zZaHjbHGcIC0t+SxGxBcpHZ48T4piYjMRPbMYvaoAZU9phBvu4XCYKf9IWdHMu3RywqglfmlO6M8hbEqUtW/MlH9BhO1ldpK++Cz7x1MVpJXa7Xam6Q3GyQk7sMaHw2Hkc/k+Im6UFc4GqRFPh2C4UWrss5TbkFfhedFNHlWhC0AnPGKTsrll5tA5NkgaIEjZU6ScD5KOW5pn5TvRuaSQcP4wdqAFXMMd43N58jwKc4AO4d6JjhknUCb0EAFLqVT6IjXB9ShfpXc5rHy+19FLTwmmiG0afaOnsFc4W1wzreDx3DZz+xJ50SEjPDjG2/PK0gmaBt8n3+2sO1/0jvejtFAWLMC03hEWLNGE5yUYZJS7k52urq4kPR0Z2mq1wqD4gkYJzufzODOVHHqehWdj/CkVQuGgoIhYj8enBjQ//vjjF0YWY0AjFJwCWgZ2Op2oG63X68EyJsrz8XeD444eDS16vV58r2/OxWKh0WikzWYTxt2bL7ixyLOgNN1xgiXMC5Kek3IQR6xoXMMaZ67Jnflpb0C13qWQtUBKBLSM/eFK3XOt5K1RVDgURNU8493dXRwo9JLI4c8ld3d3OhwOgSRJJ/KZHwDjUDlBCk2B0BmsTTcUhcLpXHV3zDAGKHrQQz/kBQcCRxYEEgEy5zuLxWL0k3eY3I0fupp9mlehJwgtS6lFx4kn7w0rm7FmH0CCRqcQVMDFkp7Qlul0Gi2U6/V6IBhUevhcO0rruW32M0Eecwq/oNPpBNpbqVR0e3sbuW3ngvycPfNiw50ab5Qti15SGGqasLAJGGSMtNfIAfvgiUqKCM8JBNTJ+cLF+OC9YLi4HhF+oVAIwoZ7o6lnRqmUR655FjqVScpA5pIyY4RRPh6P0efYIVgcq/1+H13vUND0wl4ulzGGvV4vCGQejbjD5EgAcwRTtNPpBNGRe3WnYbVaxelwzpgnx533fB3risgARxWSmh8c4cxg/7xD1OkecueMPUcUh2LxNAnG17u0cR3mXjoZKC9bYd1gzByq326fzq5+fHyMuc278eZca3SJR9kYUyIjJyp5syk3jB6RMZZuABzFcKSC9CEpQ18D6FNO9FutVpFOYg7QTxgjuEEp2xmIPe/lraBpODJefoptwLgCoROs0Ke/UqmEvaCpk7dIZhzH47Fms1kcn+qQuyOV3qXQ01XoOd+b2DLun7LDSqWiq6srVSqVOLUP+/OLGm5gV6BtHtQ3c3rgAC/gOhaPw1IOv4/H40x7Qa+v4/383SFhZ4FipLxDjXSKEKinda8L75sGFX6utEPAeRU2qDdBAb5jTnB0yN//+OOPur+/1/F4jJIxb6LhJVke6UpZKIuxhuzG/ADbpgsSJcJxeeSzve7fnQAiRm+C4NBknucGpe3lbqR/Op1OMORp0+gpAyfyYagxLFLWqLOn2Dcpj4N7oQ85562Tm5NOXblQUIw1uTlJkWbx08EwPO68e6lnXgViI8GBlD2Z6hyS52vNDTLOjac3PEVCWRh7w+FX8rbUCLujsFwuY+wZV+qWPQIEGeP7uWcndzlJN89OlTuwTiaTTvrdz01fLpcZpJb5QHfwf0oy3cllLJwk5mk6D2jSNEmhUIjvXy6XwQnCGQQVdmTQg0Cu8XODjxc34261WkGy8aj3cDidpw2c2m63w8gTRdEdSDpBU0B8Hz9+1HK5zEQiJP1pHoGRkU6MWiBbyCQ+AdLThsRIuJPBoGPAaHTw+PgYHeLyfnSkdBoHHA7Ks1arlR4fHzNw3vX1tfr9vh4eHvT73/9e5XJZ7969C8/R6z1R3B6ZucMF+sG4Y4g6nY6ur6/PQr94ptPpNE6YwmA7hOSOoqTwpFM2c56F5ydigpBGdEX3QJ5NOiloomzWc71eD0eJPef550qlol6vF2kLVzjMwWw204cPHyLHLT0ZMBCW1WoVUQ5GxttokgKhWQuGhHUjnZpa5F381MJCoRCKXDoRVqfTaYYQ6XoAZe+kMXrwY0T4SWdIIFlQLaJFuhTCNSBgGA6Hoafo8z8ajQJ5cnIaqRTIkNIpZeJ1w3nPcWN0Xc+wjrE3rK/JZKLZbBYcKRxjDxh45uFwqE+fPsX+gv/haVuvAHDeBilEgkHsxGw2i3HHKSgUTifO+Sl+BE3oMA+E0iqm58iL6rhZMD4g0mmhA0U4ySOF14keUto8i5n38Fk8Vc8n8HvuwwkgDoF7Lh6PFE8Io+MNXbykidzeazAQCBMPROQd7LwZSLlczhxvBwFGOj27t7SUTpvfT8khCiRipKMXL8aO63hJVAr/snB9PfjYe+TDhsq7EiKfyFpyiBxEAnjOI4xzRChPJzn0SUSB0nIGNAqDcXTonH3s+W+MiaeQiHZ4r3MMnEiYppzyLoyNpwpSxenP6DlJF08bpNEs8+iRdwpVe+kewvdhtNmjq9UqKmkkZQz3uXXgaUfnKeRZuD8f+zQV68/EnKTkwq9dm+s74RBb5DYpJS/zedKHpVIpjicmWOJ6rCXmh3lHf7EP0+D3FzHcKCG8eS8xwSshksK78Afl7OtmsxmEA/qSAxe5N+QwRrVa1fX1dYZSj2FikBwiRzlRSsB1KTnyg0/YIGwOj2LIReTdQLhixuHBUQFlAI4mr3Y8HiMX5hugUnlqZ/n27VtJp83hZBFQEDqBochvb2/V6XT061//Wt999118HkfMj+UcjUaRv3ZxEpcbj5Sc5s+dV/n2228lne6TqgnyZmxsHBEMIMaWv6GMpdMcs1avrq7UbDZ1fX2tm5ubjFIHnXKHbjqdhvMAH4S94vl06SlCp7sg4w65BgWF88tedFQgz0L6At7Ffr8PneURH7qN6FhS5m/oK9A75sr5JCAucBz2+6fzuPf7fSh0xA32/f19HBZENAg0fHV1pXq9Hq2nvSLh5uYmw3EZjUbBI8n7nkEf+JizlrAJKSNfOukNPzkN57ZUKkVVE5ycRqMRutEDEXd+mCuvSJJOZ0N8/vw5Tmbk/pwPgnPuOXLQ43K5rPF4nLFFL5FnG25Xlp4XYAETGbj3nhLZgFN9gJxt7J/x6JeaVn7HBDshxKN7J4zwPoy0swyZeN+UPGsaVeZZUlKRM2JTYQycbMGzk3dhsXkag/n3cQE6J0/qbVZTuJbv9vlNoxTWkEdBHtV5/v41wOU4gHjxlGyhYH3NOQ8B4RkZE8YLBeGRVkpAw7Hmc+70kF6SstCklD3iMkVCnEnL97w0UsiL8AzO5XC95hGwP+e5sXLmts+hzwVzBD/D5/tclJnqT0kZBJGojwgO0iOQvM+R57YdgcmjwOlA13upq3RqaU1A6OOOAfSSMdasN3pK95Mjv84FwGjzWeYBGwdfxG1hmtt2gmJqO/17fjGoPD5g0RBR0PF4jHzwfD6PHMC5PGi3243FiwcEUYZoOVVYUPkdBpJOx7DRLOXx8VHL5TJyUky0GxAmE6PmA+ls2+PxGKz4vCsmDMC503GOx2OcEgahYrVaxQEknv8iL9PtdvX9999rMpnod7/7XUQVXlbC9QuFgnq9nkqlUpTa4ZCl8JZHKo1GQ99++23Gq/YDbK6urvTw8KDf/e53UXPpuXd/vrzK9fW1JGXK85grPGzuH+brcrnMkCR3u104WBArYcV6ysAboGy3T+0eb29vo871eDxqOBxGLTZOFxEfjjGsfe6XfXg8HjN1w+wlUDDyqhiyPM+LpIxj6QbNe0XQQMOhbhxTbzXqqR/G1kvxqB3GwK7X6+DzgISh23ACjsdjoAKkvFyXwdnh9/BKSqVSOIWsNQ5Ueg1pDA648SDQjSAIVLFYDKSn0+lEy1Ny/z5H5XI5Sr8Oh0Mc9gFJs1QqZUi5+/1eP/zwgz5//hyIEvMMSlUul+PwFtjskjKdCeFrdbvdWAPS6bhj8uOUk/0ihpuFjZFzLwElSjTrnYQ81wyElpawAIsQ3bFRPCqEIODQEouY3A+QFffCvUrZs1VRSAiL3HN4KDaPivIqDo+CXHD/GFcWKyeAVavV6DLkzH3KLXB+Pnz4kGGreg6WCNjZ5H6CTppvci4CZCp+70a+1Wqp2+2GI+Ewv0fveSdBkedvNpvhzDiK4JEca9jJLBjltFQszSkfj0dNJpPol7xarYLJzE9SJKAtaf9lWg57VO1ISBpxI0T1OFOvgXsgnXqV8xNDzppibNgT6CMcmxRdZD3idLkuIUgh+sIpIJUHEplG4jhdbjQkZXQl+xsD4fwQ9jXHYzpJNa8ynU4lnXQFNiIl/RWLxcgt02XRc/69Xi90UalUCvvDXBOFe4SO/jkcDnp8fIx5o+yMtAq6FHsD8VTKNirbbrcZ9JE8OD+9xPmlRxS/yHBLisXrHh2s11//+tdxpjWLu1wua7lcRrvLYvHpRCmuIynTG1tSeJ++YdhEeKPU4Y3HYw2Hw2DKkmcCivfGBSwIDAULW1IsCO4JGAMlmmcZjUaSTg4JHjoLCE+UesVyuazb21u9ffs2FjrP6NDp4XCICJ2/MTfMLQ4AUb0f1+moDNelBM/hIwwBDgBVCUDvROX+M++Qn6SIbvf7faZJCuvaHVAcWKojNpunY1Z3u12wuw+HQxyg4Cz0tO878z4ajTLkN5T/OQKVpy1wkiAyeh5eOuXPHW1z5yvvSIikaJcL58JhZRRto9HQer1Ws9mMvgMgSr52PT/qL+mUHnIkwrt6sRb2+31ExcCtEJ/Yg7yf8jEqFPjpqIfvKydz5b1KJiVKErkSFWOw2Ve8hwOSeHbvIyI9OQDwr9h7XjomKa4lKRMJeytmIn1KzHgf843edUeBvYODwR72dPBLy8J+luF29ioQBgvd89AMyHw+DxibCYBtxzWZCDzNVqt1usnyqck+nsxkMtHd3Z0mk0mUb9GHGWPUbDbV6/UybEGu49AL1wde8YHMO7QkSQ8PD5GbRgk4e5uxhiTRbrf15s0b/epXv4o5xBjSvADlApyHB++GmygNogxkDJQOXdBITxQKBY3H4wy8xPgXi6dTf3q9njqdjqbTqVqtVmxG1hZzknfDjTKhfexyuYz16WdjS6c6akp+lsul7u7utNvt9M033wSPQFJEdhhp6qqBzz2nypyxxs/xAxxFcSODcvMmGNKT4fYzoJ28485anoX+60R40ulIT4h79IqnrBWOAutVOrHCicQ9nefOszcq8gZSHpCQEoKwNJlMIgUJZE9QQuUG5z1Q0eEkKifTSYrvyDMigt7FEYW5Tcoh5eSk5DW6o202m2jtzJgQOF5dXcUc+fHTblxHo1EYbYiEGG7SWUTc9LBgr/Ne508dDodIfREkOor9ixlujhH0Gjm+1KM0bppN7GQkYCjyexgZFi+Rn59GxPWBNzAw6UY5HA6ZEiQgeY8M3Ug4lAU6AFSIAL+8BvnapDuhiYXiCt1zdeQ5gcpns1koA49GvDkOkYgftelwEfWSKCrqy6Un5enzlb6k01nt8BpSg5NnIRIFzsQ48393mKhJ9YibFJJDejhGVGSggJx5jrI4VybG+ifl5M4D90JTI95DRI4i9TI+PuMRa967c0nZ43v5v88LkChpJgz3YDDI6A5q28lT+57ymnv0nJMtUeJemiZlT2WTFIbfUUFv3IOc20M4Y15hkmfDjdPn9+tOjutwT3G6M4oBTsfBiWjOa/K0FUYevhaG2VMYzjdgHaSRO3Ptdsf3akqYe6k823B//PgxYG4IYChrIjkehtOlaB9I73JyBcfjUb1eLx4Qb4UXHi4LFA+TwfCcerFYjBIvYAwgDErOqtWqBoNBhjDiEBeQCtemsN5zkK9BHClwL1vK9s0GXeD8dCd7kRdigf2X//JfIncqKRqGMH6c6kZLRjYcBujTp09x4pgzRN++fRvkOCJqFKfngjE+pC2cGZ1nBSQpSJde1uYwMtDcbreLPeMcEtYgpJZerxdNVlAmlJWhGIjQKN3zo3J5+V6TTk4uCt4JWSj+crms+XweDgbOBZEFCpamSXlHQ1KlCaHIIe9f/epXOhwOseZbrZYGg0GGsAp/AaPiPQzg26Q9LECiIIISlHiUjkF2BIQ2w7VaLRr4YNxZX+lPIPj5fB56Mc/6jM5w3pSJ9JKkQAz9bATGDv1xPB4jR41xr1ar0fyGOcbwbrfb0F04zA8PD3p8fIy1zX4hDQiSCdIBAiWdiLug0PCArq6uQseWSqUgPzrp97nybMONkWRTo7j5UqBUh6Wlk2fL793T9YH1nKcraIfJnWWIpNGzk9HSvzNhaT7K6y73+33m/lkceRZXPp6L/No4EbnhvWO4nVGMIcBwOrOYOfEozuFDvy9vdONVA6yZ1FP2aITn8Hwd9593oy2dIH2HzVLv3hsDEek6KcqdMFdSkKp8Tp2/ke4TPp/uNd7n0cu5PZVCeR7xeOThxM48y7nx8TF05ADlTLDi65c9Q/qC/cP10u/zCJyct0eAjvKx72C5e/Mjd2A9LebpDgy3Bx/udORZWFfnSMOsR5eUq+G6PIWiz829X8dLy/y9bhfQSc7BcvTD8+3+ef9ev9+XzsmzDTfREkQwj2phKcO288iOhXd7exvRwHa7zXiZriz8pxNe+H6YeNPpVNPpNHISRC+c7EX08ubNm4wiwVA3m83wwNgAeKN8nzMN8yw0V/CzklE6GOBer6fr6+sg2rx580Zv3ryJ8eD5077NtNpkThwKZFxhfXq/ZCAib+5fLJ66BXkeDmIHXi/zOZ1OY/HzPF4zm/eyIzY9nrzX5PJ3RxaYm263Gzmx4/EYpD+8d1AuFJP0tD+B2smVUjJEJAncy5y7Iw0fhPuCa+AlYOyHSqUS+5jyF/ZRChvmVZyMB+pHIOEpAukppdPv91Wv14N7w2e9mZQfdHE8HjPnSEOsAtVAf9JeFmcatIU5gLviDVx4P6knomr2i5OeuFdQgLzzDyir4t6JgLEj55whnpmyYY+QPWL2HDV7D8cGcaPtzbyYn3K5rG63m2mvCrfHnSlKM1lHtHOGIEjqjPt+aYXMi87jlhQGDdwepYPH6Z4GAgsS6I3o3L3b9MXEsIj5PQrQD2FIczkM+jkWrec2PF/v95zCTXle6JJi0p0Y6GPtxpzSEAhHjAOePvPnSEnqVaZK2ZvZsE54n28Mz5emkQDXoTQCFjafTaHD1+BU8XyeY0w7JDl/AMWMEWGMPJJz3kY6np4TdAUkKWBsxs4jb9IQGCzmnDQV3833YKiIZPidn3z1Ggy3R6HoBM+Z8ncnnzHu7lA6URDD6mgi3+fr1ufK38v3H4/HMAY4Rx59cn8+v947ARSE9zkylmd9hhPv+WxewOPOyk+NN+PqpNtUn7MvXL+neok95BC5pxAdsXSk2R0L7gnnPY2u+a6fk+d+cQMWfxAW2Hw+j8huv99nmq9zagoD5DVrPADsWyI5DArfValUonELtb2TySTypuS4J5NJHAzApBGRl8unowvZCK7AiDi9Uw6Rd94FD5KItdPpxFGfh8MTqei//bf/pg8fPmgwGKjb7erTp096eHjIQM8fP34MbsJqtdL9/b0+fvyo1WqVMepA5vV6PTz59Axw6VQ2xPh6i8LxeKz//J//c0Zhsq5gcnorTU+B4FBAxsqrfPr0Kbxvh8SlL2FUh6M9UpeUYQvjuSOMKXuEz5ZKpWDpe5qKMU09/PF4HM0oIMCxx9MGMucMD8+UOsp5FcqryP9SdoQD5cGGO0C+DlmvHix4KgREEFY45D7+jx6DxCadUBjuo1AoBEkKo4HeBeVCR6Zd8BD0HemwPBtu9gW2AHSJ8XDjK52Mo48vjYScKIsRJhdOsMk+YNzRf4XC6YxvDHW/31elUlGr1QoHA0eJNqjwGryDGnt5NpuF7vKIW9KLddnPMtxp3oB6T2AkyGjU1zERPADKi7wyFP6U/epeLCVkXJfvoNaO76LmDiODk0DfWZwHzzuwESAKecORvDf5kE5KaDwex8J1B6tYLOoPf/iDyuWybm5uNBgM1Gw29fj4mImK6Z0L7DadTnV/f58ZAwwpEBF125wK5imQYrEYXjJjzqLl+u6wpUQdCIgsfncc8IDzLA8PD2EcUNQo2jQqBWZ1peTpBelUs+1eO1Ab+8+j8TQnB2wrnfot83cIZx51S4rvxzCwj5yH4EbstQjGzNnD9BdwHgHK3ythpFPjE8aH8fBoDocNhxoDAt+Dqgvv857Om6SoNXdegztRBCZeAihl0Ryul/eIm3v15/F9zhr2NBE63Q8uIrjwtNp+fzpeGkTPETCH2iVlEKdmsxnnacPm5/OeDhkOhxn74g4ujVcIVPgbDspL5MWd0xgUh4DIBWAgOaAcD0g6LRg8e3KnHtV65MH18KjwZFAWTC4DLp0iExaz1686KcojbenUEcwbvuNFc/95FqA6lKr0ZY9fNjE1v81mU5PJRNKJYcviQ9lgcPg7n2eDkD9tNpuhCP1kIi9roowobXhBJFgqlcLJwkg4UoOi5D5AEvIsrHln/hJdpbAmz5puYpwc5he4m71DBO7ICWOFnIPmPK0CauatZTFY/PR6Zd7r3ewcBcizYUA8nZBGZSnaBocHHcjnPY+KEvbI0HkN7A/2jKNJKHFysDhPfBd70Ev42Dtp9YVD/ewV4HV3CvMqno/2VJ+vYV970ukoWcbCuSPMK9dgvEFS+D4pS2h2J8hhd+bQbZHbDNeX3BuOhjeycsNNkPISeVHI4h47ELVHzI+PjyqXy5nSL/dMj8djFLaTa+W6TnJKc590BsJASadOZ16XCpTBJqBUw6FYNpDDKxA8HLqQFI5H3hURZBhfhBCbUKqj0UibzSYIUNRfY4wxmCgFKTvHLEZgRRY1pQ04AjhLlCxR9kKLR4/SnAwEBElkQdSAsLBRTGzIPM+NNy0BcUJZ+2bmJ2Pn3ftIMxANpw0jWM+wnn3Pefcuj4pxhD3n5lEdZDby2OwxjAOdEFMSEJLnOUFYz+f4MqxLIjZv1IT+YzxprILSRi+BRHrtuxttkEPmAAUPcuKBBfqM+S2VSoEOYETgHUhfVsG4w5fq1rwJAQfPeS4PzZ5xApuXVWGn2CcOkxeLxUil8nnPTfN7b8RF1O9OtjtGHkhwJge/B8khzYUjzz5kfVES/Vx5MdbouRhP/Etf1gynSXdXOP639Jqe/5b01fenhDbPsfm/U8Jbev/umfn9/hzSwJ9D8AZd0fvLnw8jTP2iEyfSheNzkY6Xf6+jHOn/08+eu7f0dw6N+zrwuUvXSB7FYeo093jueX38eHYfYx/D9P9ck8/5T//O9Fp+vXP34kSsn/redL7yPjfS+XX0tbWYvvfcnPn/z13/3Lr3vekRv5RlhaefcUQyna907L+mV/Mo58bqazok/Yz//++as3N7EUltyNfu8e/6znN7TVLm57n7fI4UjnmfyYtc5CIXuchFLhLyetgkF7nIRS5ykYtc5GK4L3KRi1zkIhd5TXIx3Be5yEUucpGLvCK5GO6LXOQiF7nIRV6RXAz3RS5ykYtc5CKvSC6G+yIXuchFLnKRVyQXw32Ri1zkIhe5yCuSi+G+yEUucpGLXOQVycVwX+QiF7nIRS7yiuRiuC9ykYtc5CIXeUVyMdwXuchFLnKRi7wiuRjui1zkIhe5yEVekTz7dLC//uu//uK0Iel0IlGhUFCj0cgc1M4B5H40IOcGNxqNOD+bw8g5Eo1j9tIj6I7H7LGIq9UqTnGR9MX7m82mBoOBttut7u/vtd1u4/1+ED3H6X377bdqtVpxstVisdBoNNLxeNS/+lf/6u810L+k/C//y/8i6XSa0Gw203g81na7jeP/Op1OHO/HkXV+aH2hUFCtVosD4lerler1uq6uruLvhUJB3W5XrVYrjp/c7XYajUaZA+Pfv3+v3//+918c/epHprZaLV1dXWXWRrfbVaPRiHXCaXKcYLbf7zWdTuMYVs7j/v3vf/+nH/RnyP/5f/6fmVOG/ChTxrpWq8URf36CG8cEcgygH2Xq12TtTyYTzWazOCudo1ZLpVLmuMPD4aBaraarq6s4lpVz7aWntcNeWSwWmeM6Odaz0+noV7/6VRxneTweVS6XVS6X4yjX4/Gof/kv/+WffMyfK3/9138dexz9w/GY/X4/jgA+HA5xJnOj0VCn01G5XFatVovjTP30p9VqpcfHRy2XS/3ud7/TdDrV4+OjJpNJHJVarVZ1dXUV+rFarardbqvb7ca1mVdJGg6Hmk6ncbIfx076GvAXe4cjXzl5iqN4C4WC/vW//td/xtH/uvzv//v/njlFkvW83+9D93NEMbJerzNHM0tPRx1Xq9XYM/1+X3/1V3+ler2uZrMZa3W328U8bLdbPTw8aL1eazqdar1eq9fr6fr6WpJinb97907NZjNz6piPs499r9fT1dWVVquV7u7u4ihPzvHmuZbLpSTp3/7bf/uscXrRsZ7pUWjn/u7v+dq/f+q6XPunjgf0xcrB8uln3aHwRZ0e9Zke9/lTz5dX4V7TI07ZxPyN9zI26cb3c2dLpVLmxXX5vx9593cdv/dTx9admw/u6aeOVH0NRxR+7VjPdNyQc0cL+pnAvCfdZ+m1zh1T6IbA5/M58lPzmJ5p7Gcb51lSvfC1tfS1502v87W17dc5d72fOoLSz4h2gyxl5/BrOu3cMb95l5+6x3PH4557zzl99FP7wz/7td+lP9PvSo/sPHfPzB9z6//+qTV4Tp5tuGu1miSFt+Dnv5bL5fDwq9VqeDK+4FD2bjzPCd7Ler0Or4RD7YnO8Eo7nY5KpZKq1aqOx6Om06k2m00MZKvVUq/XC88Gb5Xn2O12ZzeNRz2+WfIqu90uo4gajUZEaCAXeIRE04xNpVJRq9VSpVJRs9lUrVbTer3Wer1WtVpVt9vNGOpms6lGoxFjvFwutVqttFgsMlEx0Z97wjgEKCQimXq9rlKppFarFf8ul8txMD3RAoufRb5er3M9N0Sy7A+8fyl7Ji/ROEaZqAj0odVqqVarxTxut1vNZrOMg8QYb7fbQJCazWZchzH1feQ/3QlmLdVqNe33e81ms7j2drtVpVKRpHiPr4vNZpOJRvIqzWZT0tPcgAgtFovMWDjyB1IB+sE4MbabzSZ0VuoQS4roEd3Sbrfj+wuFgpbLpQqFQlyffcH8dDodSSfDkSJR7rzznSACy+Uy0Km8Sxq5ngtKQA4Q9Lik0A3YIF61Wk2bzeYLPcK16vW6NptNZh/wcrSYPcR+5rtAmdjXIJu1Wk3NZlP1el2NRiNjO+fzuZbLZSAGv4jhrlQqGe9FUixSBowb5X2pQkiN9tdu1A+W3263MWjpgGPEGRAMGANaq9VUr9cDwnKoFqXvC4V78ud8blTy5xQWC0oZg4ii3+/3kYYAbms0GqrVaqrVaup2uwGB1mq1UP4YdXe66vW6arVaXIfXer0OxbRareL/rqy4zzSSrFarAb1XKpW4f4R58CjjeDxmNmwehSgZw+337hCre+6+xlHi7XY71vjxeIzN7o6nw+woaa5HioT9wPulbKTsThUOOcgHDjHjnr6nXq+HA/gaIu5qtSrpZNx2u10YTzeOBA7S0z7zuWSOcF74e4qWSAqdQqpjt9sFuoXuWq1W8b1uVAge0Hk4rew1jDdrCePFd3FNRybzKuiIr6Ec7A9P4ZxDdt1+kH713x0Oh9A7jCvjx3XSwBO9xPxznx5ocg3mDZuIc+u2hWu5bX2uPNtwt1otHY9HVSqV8OIYPBbIdrvNLLJaraZ2u52JqnggjLgrMXJmXBMvloXq0SSeDHk6vE8ik+PxqHa7HXl0jzqPx2NEgh4BrdfrWBQe3eTZOEgnNMSVhkMwGEHmbb1eq9lsqt1uq16vq9PpRP4yNRr1ej2zmFutlrrdriTFvNTrda1WK83n87g28zedTrXdbgMN4fqu4PGOycfikLHhPOLGwPM8eZ4bogIip9Tp8A3Os7DuisVirO9ut5tZx+wTPP3tdptRQLVaLf5PVNxoNFStVlWv1yPClE6RAfux0Wio0Whk7of8G2PvTh+5eq5PBJLneZEUz8Tau7+/14cPH1StVjUejyPiBrkD/UCfsbc6nY7q9bqWy6UWi0UmUCgUCprP5+p0Orq+vs4EG91uNyI9j85AvsrlcuxLDIekcBC4N5w31oMbbnglHrV68JJHaTQakk58JfYKnIvNZqPhcBioEnoiRZQwyuyZTqcTyBVjin1gXcOzgWOwXC7DuXIDznf5Z25uboKXIj3t+Uqlok6nE043eXn2OPl7EM5fJOLudDqxKdnUq9Uq470DNWAs6vV6LFAITSgjV8q8UBiQzxwKxPNFUdTr9QzU6+QQBqDRaKjdbkf07dcrFovhtfL9EBtY/NxH3pVQvV6XlM2dSop5IOoC+geW7na7mTlCiHoxlJJijrvdrt68eZNxCP7yL/9S+/1ej4+Pms/nYchXq5XG43E4XRDluB8M93q9DoOGV8uGYU7q9XoYfJzAl+aF/tTikDfKGePGBk+fA2OMcq9WqxoMBmG4IVDtdrvYi0R6zDXXxXgTDRMd4mRJT+Pqztl2u43vwnCzr7l/EAA+y74GbVutVi+KHv4cArQJEvfp0yf9zd/8TThKKGZHTVDSrN1SqaR+v69ms6nFYhGOK+nCVqul1Wql29tbTSaTIEE5euRoE5EZ10ZnMtYeLRJQcJ3VahWIASgJ6Sr023a7jag+r9JqtSQpg0hhC2azmVarlR4eHrRcLgP98xQquqzX64XOwEFut9uB8JVKJV1dXWkwGEQAVy6XNRgMYsxY88754XtY8+xtgsflchnz4hE3aCcvdBvOyC9muFHSKZznUStf7J4/hhpli8eDokYZ+UZngTq86p49+QK8VRTNarXKQFNEHg6rejSKgSJiTTfPfr9XpVLJvRJyeFM6wXIuPBdzxNj4y50aT0MAJ0qKfA3erXTiPaDg+/2+bm9vw2PF04QdiqHhXt1xIofqjkOac3KSR54NN5wK0ATnS6BQUDzMmedIEZxZXp6vdEXvUTd7BUQK9rgrIu7DYfJGo6FutxvrgJ98vlwuq9frqd1uxxpyKDlNi+RVnBvgaR8PTiQFCoQTTxTLWPCsPq/O2SiVShnmPWhRqitBQ1KuiiMcRGkeLEmn1FMKM5+D7POOUvla+qn3eGrWfw4GA1WrVfV6vTCmrtPYj6BO2Af2H7qGQI/0EjbM17unmdgr6NGf4nT9FMfrufJsw80gAOtRcoLCdqWEwR4MBnr79m0sciLmcrkcUBLX8lzdarUKaBVFTnRI9NHpdNTv94NAxaC55+IGGGXn+eBWq6VisRiGpd/vh5cG3JL3PKp0yqX6RpVO+Rc8USDTxWIR48nC9PIIlH2z2dSbN28i+pWexojSMnI2GORKpRI5t0KhoMVioYeHh4C5drudptNpRCfD4TAT2THn7pgNBoNMXskNP0hDXmU2m2WgS+kUYfNMlK3ghReLxS8cUJT1er3WcrnMpH1c8WNcieJwmm9vb4MMJT0pHMgwIByuANvtdhiOQqGg0WgU0Rwk1G+++Sb2G5AtxMfFYvFqDDfRDlC3c2hIQWBAx+NxwOmepmP+WJeDwSBSGqxnkD/2pEdmXKfb7WYcqevr60A1iNqImHF8WTfz+TwcCfRparhZQ3meGwypOyZSlheD89PtdgOKJmXx7t071et19ft9NRqNWJNwGNBBjOXj42MGXcFJIj3V6XTU7Xa/MLYe/Lkx5/59HaXPwe/cuL8UPfx7Rdw8CAvBYQAUi3uQnifAmPMel9Rr9+iYl0OPwI9EEx6J8e/UmPlzEDmiTB3mAGLOuzgKwjhjEPEgyW8SMbhHKGWRDsaPKI0xglnL+DsBJvVuQTC4F6IaoD4WsDOs05crO+4x3dR5FYiVPIt0irTT/cC+AQJnPp1wiSPLdRwp8Tmhd4LzSVAM6b5wSDJ1LrhXZ9I6aoYTz307qTTveyZVwowFkeu5SIn3OGnNdZ6TdSV9gRL52Djvhv3ma8L3nSOBrH0QKe7BCZ0EVOk8og/yHIiktsDX7NfsCNEwwUaj0cjwEiSFg8b8ejCHPWCs+S6unaIk6dp29O8c6olj69VNbuNcPzxXnm24e71eKF88RjxKvMdKpaL5fK7ZbBYkjevr61h4eK8YAQggEC14yO12mymPoGieieFF3g40gIJ7HxjP8fB9zsSEcOWwLPebKru8Cs+G90nkhLIvFovR8OHh4SEYjhA5WDgPDw+aTCbq9/sxPre3t0GUIb9JHkp6WvTknj5//qzpdKq7uzsNh8OMModlLinurdPpaLfbaT6fh/KRFEZIeopaJYXB5zqvYV5ms1lApsBtRL7A1Sjc4XCo4XCoh4cH/eEPf5B0IrURPTgEfnt7GwS2zWYTjlmr1dL19bV2u50eHx9jD7BHD4dD7FH2nBt96VSf6jwTCD7kfxEM+Gq1ir2c96hOUvBiYOdjFHGGQPIoOyXdADkWPQVfwMtLMY5cG/LRarWKcee9y+UyjAvEN6+u4Pvb7XbMoadY+A72GOvJERzmy/PfeRUPBj09hHMqZfkuOJKM0e3trZrNZiCK8/lclUolyv2YayeJUrbKuGGsCW7c6eEe/RoEJG5DiPL9BacKQills26nnisvKgfjplngPBQD65A30ATRg8MJnqPEeDIInnfyCBjvx/N4XjrkxCuYk2luW8pG8/zevVePwiEC5d1AIEBueJ+kHVDw1WpV8/k8FmU67svlUrPZLKI2lAJji4J3OAsFBqlqNpvFvPtCx4AzviiodNw9UigUCpEf9O5J/C7vkbd71A6tuSNJBMF+mc/n0a0PZ1dSVEwAm4Jk4ADAD2i32+r3+1qv1xqPx5kuTdwL84XhQikRRaLAZrNZKH/mMM2/p4jNa4m40RmMv5RFjJxY5IRJj57TSMqrUfynR9buDEnZihxHZTyqJKJkrl1n8RlHX1hXlUol+BVubP6++dVfUs4hITzjOR4H44RuIrXAC/6CG+xz9gaWOuk3xtcl5acgzk1xMi/7DIPNfUBIo8Ln51QvPdtwO8SS5k4wcihWbp58BIqGvDLeI4s2JYmwMD23CbsYyKherwcUyXdBMuN+nAyV1hFzX/wfUok7JJIyn8urgBgwxkRVviAZUycMsvBZeJPJRJ8/f4552Ww2EWXMZjM1Gg31ej11Op0vHCAMcbVajbax0tO8UOftsDpOEUrQm8hwHTYkRszhZCfq5FVgH2Msibx4TvLQ5OTYwO12O5NSoOUliNN2u43IF8++VCpFzg9SlBNIQbFgPnvNsO9D9iqcB58nkAOcB3fAD4ensjGUUd73jAcbjEkKybJW3Yjy+5TISWDDniNoYA5BBEm9OfmtWCzq9vZW19fXmYjb2fvsYT7HOnLHmrIj9ghGqNvtZoKQPM9Nv9+P50Hn4xzBOyBC9WY42AnK/GhNS9oImyEp9F/qVEnK/M5tEn+TThUGoL04Ep5/Z596cyqQGRyw+Xwee+wXN9wp8cvZeizSNJr1XHQaDfI5jCuDBIxLHhQlDSmOCfQ8OREc10shC49yuC/3bim/gKTlGyPPAnRENOwNB4DPQD2YA1dEOE6z2UzD4TDe61EeJBugajYPMDoeP9E640wntk+fPkVnKhQQhg0lx+ZxqJAOV0QPHjUCHeZVWF8Op0HkxDgCb6Nc5/O5ms1mbHjm8HA4BApyPD51CaxUKvE3HKxWq5XpCsZ+wNMHPqdEz6NDhFQGqaeU3cxexmlmTrzxTp7nRTo5LK5YU90mfVlF4zlM6cS/SdE+iGpuuL0hlOeqS6Wn0qR+vx/6yAmi3l/hXD4UMpRfe7fbhaEmLVAqlTJIWB4FEp+k0EFUp4BM0W/DbQR2wktLnY8B1M5e4dpeVulRuI8jcyplW/yChED6dQcCBAzmOuglz0DgS0rypZ3tnm248X4wyh4hea6BPDb/Tr0XctfAqcDuLHQGgzyqs/CYTBS7M419QN3JYBK8axjEKCegYGRQSkzWa4gevIzESRY8u3MLcJpSCFdSRNTdbjcOPbi+vlatVgs+wX7/1NKUxeZoyHA41Hw+DyfKIUdy7Bj4xWKhdrsdG5HqAfLCbFTfxBgiSeGQ5dlAgIRQtig93bc7jKxJSo08Z8kLaM0dMppzOIGsWq2GZ0+bS5wd9gkOEc5br9eLfKnnTiXFfLPPnI8AGiY9GY7FYhF5bsg+eRbWF82Crq6uNJ/P1Wg09Pbt2+BzEPkyXoznbDbT8XiMqgkcp3PBDXot1VWSMvOHzmSfYHSc8OaOrqRAslw8z54Sp9C1eRXWjqO1dPtjfNvtdhhiED7QCkdNPeIluiWlx79xqrzc8VwqlnksFk+lkTgE7HFsIOPMPqlWq7Ef3Ungej+HMPhsw035CC9PxhPpXl1dZWo7gTeJkI/Ho8bjcYbM4ZEXBojowxm20qk2m43EouZepFMdYOo1oVT4yeaQTs6BRyvH4zFOV8rzQpcUhCcUQ7vdjj7ujBHPIj15+cvlUqPRKOMY9Xo9SU9wFc0Jfv3rXwcsWigUNJvNNJlMMukHDMx0OtVqtdJgMNDNzY2kU9nEr3/9a+33+/BQ5/O5Hh4eMob797//vR4fHzP5QQhtbEjmjZKOPM8Np0z5WoMEw/qEg8CJbvQFR6nsdk+nIUGyqdVqcRobJ1mh4Gl8w3XdkKJgUDq0J6WhSCqsGT4nnU5hwkFwxGY8Hsec5N2hkhTRqY8fTOSbm5uMwvYKFoit9/f3sXYbjYYGg4Gur69jjhxuJyXnTo3zfXgPnb38BDIfY97vnI/xeKzlcvlFDwonFbrhxqHPqxAEYBidZMc+Ys2iSwhInNMkKcq97u7ugoC22WxizNhn7XY7TkFkzL0zoKcuCIKc51MsFiOwocTYCdCgmc4DW61WmeBWetnBVs823OeIQE5qAWbAeDgJRlLGAHKzKUnnHBmAiQAeAY6jrvEc088XrP/NI2wnxknKLHa+m3vLM5lDyjYt8DSBpzNQGD5H3imOz0sKeKrRaISC5pre5YcxZr4dPvQSMGAr3xC73S6ifyA8NgnzSrTJPfr3+QEQeRVPUfiad0fUUSDPVxI9wHJlTEEd4He4Y+vRGd+bRno4as4f4V58bPnphtshWAwbud00P5x3SfWDGwbPm7peYkzhdPhcpnrF1yWcAvaOdIq0mZeUyAbCAYLmkD1EKEcyfY/6XnEEgPvMs7g+P/c3/3sanPEenwMia4+wvXzPUUd/pXvU7QNj7Hyb1EkiSOR3fDfoGo7Xz7UvLzbcrhyIZMfjsSRF4wYiKKJnPBGHQFHgQO0MkkOEXBsvSVIoeQbFDRQ5ar+Gb0oUHX+DyMBz4RWxIHiOPHuoLixKnBoWJKkJX6CLxULv37+POSoWi3HW9Ww208ePH/XmzRv1er3o50vEvVwuI5p3yIf5hMBEr3KHooC+3Bjg+d7f30cjDKK73/3udzocDrq5uQmvWnrypieTSa7nBiQkjZqYg+PxGBH2bDaLNpykiVIiE/3lUcx+bvBf/MVf6Pb2NlCqYrEYZ9E7/O6d6UDC2A+Hw0Hj8VifPn3SZrMJVjnzy/s6nY7+4i/+ItN2WDrla71cLK9C5OO18Rht9BBr3pV3t9vNlPh4pIUj6ie3Maacpw1ZtN/vh646Ho+x77xvPxFZp9MJxAxIFt3HOvDAhL8z52kAk2fxiiCHkQkmPI3D84A24dw6N8lRrNlsFsHkubHxfDnzjg3g+7yum/RQuVyOxkis/R9//DH4QqVSSYvFQp8/f9ZqtdKnT580n8+j7fDPkRcbbh4qzV3zoAx6yhInYua9XMvLkhD3djw3fjwe4xhJ33DSicHOvboySiPnNMLk3w7Rnlv4eRUfL1cYjAELkBwnZAn4Bs7ulhTzxjj7vMGMRpl7VMKi9VIN7on79Bd/9wgnXV9+mAKv1+JUYdAYH1cSnnIiMuDZHGI9Hk9sZCA70CzEIw6MDBAe84ASTKMKj064rjtOHvGzniBwsi64Ns/2GoR94VHcOdSP90r6Yh3z73NInkdgXlWR6iwnB7rO9EjcHVb/7lTPpgQ23y953icu59CBVF+naQCfP4IJrzxxYujXnJlzEXeqV1nrzJmjZSBgzC/VCtg4PxYXHZpG3L8IVO4Rb7FY1GQyiZIumrdTBM/ZsbRzlBSRFzdHWRiMVa5dLpcjqiA3RBmLL2aibjYLAw7xiRwD7RdRkCg4PCEnUGHUgOMZ/DzDsZIyx8WxCBmj0WikzWaju7s7rVarUP7j8Vh3d3eRH4I70G63Y7ETiRMRUNvLKUhwDoi6iDA7nY56vV5Ez2wUFjXe82g0yigZIkMgxVKppG+//VaSIhf5+PgYOfa8R3Z+oASb2uunJYVDOhwOA10iD07nJ1pmSop2wD/88IN2u12mcQqEz9lsFp8rFouR24OlLGWhWuaxWq1GyoLozuFgjAQRoKNUHlXm3aGSFPd4LjUGcsCzECxQNrbdbvXp0yft93v96le/0mAwkHQyApQx9vv9iNB8T9ZqNb17907VajWIUtRpY4ylJ52JEWJP4kw/Pj5quVzqw4cPenh4yJz3jHFyOBYiZN4Z/zjuzmGC6AUf5Pb2Vo1GQ/P5PFJppIx87IiyJ5OJ1uu1RqNRJo1BaWy321Wv18sQBDk0h7GTTgbcWxCv12tNJhO9f/8+WqW6fQSRkU4NdtjL2Cy3U8+VZ2s+YGUWpzfZQHkAkWIAKWMgKe/en8O4bnCAiBgoFBy5Tyl7mAFC/pW8KLCIn2CWenNutD23xfvxjvJuuIFUvQEDzspkMtFqtdLHjx81n89DQTNG1MM78xwFjuJnHmBkslmYa2cpl0ql6HJHtEgEwdxTmgQzVzo1LEhRnF6vp2KxGISdyWQSc+nVBnkUh9c8vYRydYfSmeDwQiTF50l/YNg/fPgQ5XiVSkU3NzdxGtVsNlO5XI6ud0CwksJwe4TI2vEjJlGY0ikSIBXD+4rFYugBlCgKNs/GQfqyvFU6lX556RFrlcBBejISGG5SSXTnwhGuVCpx0MVsNsuw8TmRj/XBvnEnVlLkuNGjrpNwoEejkYbDYfTlJgXI2iJN5aViedZnGDOHpKWTo0XqgF4R3isfOR6PMWeLxSLjeDnqRCWAn3KH00p/BWyEo758F/uBlK4HoF71gl52BI2SSxwrdN9z5dmGOyVhYGBZTG74vG4bYgW1hAgGxI0Nm+gcTO1wH4vX2zhiYFBUKCtvyu8RBtdy6NY9cF8Er0EccqH+2TsnNRoN7Xa7OIO2UCiER4/CcO+W/8NNoDWfpz9gwXqdKgsbIz8cDgNGciWF4YaMhXMH0uHtHZ156cS3lyz0P4d4kxMfV9afO4iwyp257coLJ4nxpjua9DT3q9VK9/f3YURh3VYqlYgUv1aulMK9no8vFE6lfcwvjjVGgpIb6qFfg+FO9RkKWFLUDeMc0rij1Wqp1+vFGDspjHF12Bu9CPqBIdlutxqNRqpUKnGAy3w+j6M/idrQVdQCY6hWq5WGw2GmUyECmuNpJlCY18ALIXJmTnBWnauB3sAhkpQJ+nAoCQD8QCv0jSNZRNxpCaAHkKSMWP844hBPcaCp54anwr4nMgdpnM/nGegc3fBcebbhTpmieI4oT79575SG4uGhPY8ANO5wlXSC5DxK4/0Ok1Oihtfihns8HmcIDdD0GSA2wrn8lOfEU688z+JEPO++BfSz2+1ikR4OB93d3WUcFgwrxpxIt1gs6tOnT5k8M6mRUqkU0Thj5nXJDw8PEb17neR8Ptd4PNbxeIy8rRsBNiSOoKMyaVVCXoXzx329uSPq+c/pdKqHh4eImL2GFTQEORwOurq6CtgU7sfHjx9DSdAUgja36/Va3W73izwtqIUbcO6N/+Nk+9+lk+Gez+fRd/k1GW53dj2iInIGRcIB6nQ6cV4zBtg7cEnZMlTyzjjOGFonnj08PESb4Wq1qk6no1//+teZNY7jlO4rjD2RpEO5QOWuR71Xel7F+4Vg9JxzQ8ABYZlGRETKkGBJ0bnzhO4HwaBvRa/Xi/MAzvWtIBBhrtGR2EBJocdAW7waB+cBZ+vx8TFsF8/8ixluVxyIQ34oALzC/X4fizNN/vuGYfMfj8dM3alD2V4a432aUdwON3gk5vkqr0WWTgxdJ/BAXphMJsGwfnx8zL0S8twY44njQg4N4+0G1POcKHyiN++QBlTki8tJODD8mXM+iyLn+niuxeKpzlHKOoWevmD+nAWNgnNnLa/i69INJuswjWJZo6xXDrlgrpw1e319HY7Ofr/PtMVEiUjZs5mdUAPznL8zv9KJHe73ixICPXGFRK6P9eKwZV4FhQssSzCAw0MQ4s/uDgwK2nvHk3Lj3+cIbOyb+XyeSTUQZBwOB41Go+hUx5z6ddCJnsrwfeDRoBOfUrJXHsXtDPoCXUG3P6JVmNnuVPKcsPAxpvAvsCE4w+h+xOed6/F3Jw1KWRI016bfAvcMXwd0wKt7nPtCz4TnyrMNtzfUOB6PQYDZ7/eZVqNAfZDW2BiUakknJeJ5WHLT5IE8ei8Wi3HG7dXVlVqtVsZooyiIrjEIbCwv2gfeJb8B9MJPGoG8f/8+moTk2UOVsqUtNK//+PFjxqkB5kP5oFwkBaS2358OrFitVmo2m1H6RR9qUAochN1up7u7u1h8GNZarZYp23NiIZ/1FqhsPDYaHisKEmIHp2GlDN08CvdHftlPl/I64EajEWOJsqnVanrz5k2mYQYEpPF4HCUokA8RxtcVEiiF77HUiXZ0qdPpZNJGRCgpL2G320UUwTnr59JNeZSrqytJCufTm3nAq0AYJwi1OD+73S4iNW9P2u12Yx6ZY5+PzWajjx8/ZqJj9lyr1dJ6vVar1dJf/uVfZmBZHDpSj55G4oWzK53OhsbBY97z7Oy+efMmYHCaCD08PGT2O3qe4Ao0EXShUCjo9vY20/9gPB7rzZs3gVA5+ksQCCHanWD00uFwiAZDKV8Kw0xAQefN/f6pQc7j46MWi4Xu7u4iqMQx8/z6L2K4WQxAMhhXj3ocdkWB+IJyhh7XkpTxWFBeXM8hPfdSnAWaXs/vx71U91TPwfQpvZ9X3hWRw2SeN0XI56CYUAAoAY8GPJfsxEHG2+fBIUGieu7HN5LPBwqPCNznEQOD4XKvOI24vfwp78I9+nNikIHffE2S33bOAnPYarWCq8D6xatPuwx62Qpz4S/p1PrTkQ68f9aCl5SxRtLSFl6vRUjhsf7W63VA4t6HXTrtBSLqQqEQaUJv2pLqGs97+x6QTg6W6zDe6/PFWOOcpdwO/74U/uf9rqPzbrhxdhwVdFa3kwfT/LK/3zkeBJaDwSDQYNf76EbvCe92zO0CQY7rTde/6F2+w/empy7dFnGPL5mXZxtuku14iE5KcmjaDW2pVAoiE79zhiTMYR8Mj/zILRDluTj07gYAjwtvk+/g2t6KjoGGzQtUX6vVouFH3he6pC8WC6xIL2t49+5dRiFXKpVMbsUXIouq1+vFNT13DoTHnLghLhQKQQ4kgvZcKgrePV7mjiYWzWYzc7pPWt8NqpL3XCrjw/pH6VerVV1fX0tSJnfvimK/3+uPf/yjSqWSvv/+ew0GA3W7XQ0GA9VqtYBY3717p8PhoN/+9rf64x//GIiXdOrc5sfrQnzifkBher1eHPCQkq3YH0Rv5FhpJkHETd0qTn6ehYgVw4typ1wndVZQ8JS6OrTJGqS2HcMJiuInphFBo5dY3xiFarUayBXIpbcmBjmhdLBer+vm5uYLZ0HKptCINEkR5FW8Zt3bHHvaE8IsvArPSXMmQqfTCYSKQ3x8nD0Y63Q6ur29zRhtkClI0KRNQS2YO3gQ7uwRzGC4SScxH+f6MvjhKs+RF0XcLAIiL4yjGzf+5jkH6cvyK38v4krD4R/PD/I+98S8lMJzEv5ZhPuHtIAn5V4uhJT9fh+1kXkWV7SePyF6osMVhLXtdhtsSjxCf0bgolqtlvk9OVkWWfpCyD+5B+wkIJSW/x4vO41a/Fg+Fj31lXlnlSP+rChgP/fXy8UQ0gnsIVAI1iVzyd8/fPggSaEs+Ld0qu/2vuXcF5EJDpNHbOxDcrHc5/F4DOY/hpyXV4nkWXBqSMUsl8vMIR/oNxyqNMeNPiSvL2XbqEqKwMP5IQQt7szxfexZvheHnHkgf45h2O/3GWTG34secFRTUu57H2BTGGeiXfYM5WDsG+/T70gdhrFer8e67vV6Xxju4/Gobrerfr8v6XR4kRtt1jZ/Y37cDvm4sl4cSfZ9x1y7neS5nz1Oz30jsCpfTpjv3hwLiIYezWYz05zDNwOLD5YkEZSTmPBUGARJ4QmhwDEmKCEiQ0qhKNrnPWwg76hDaQekB9rkvYbyCUlxj342M9EqZXiuoBGIa+T2YR/D6uYkK0kajUbxfyfFoMC3222gMkDxeL6QCz0v5Yub5gMOmwOrY7zwbIvFYmzE1HPOm/gRqU46Q7lIiujh3bt3ETFJp7KeYrGo6+trDQaDYMCSKmCuj8djMFW3263evHmTgUj98Bdv/SspGt2wHzw3i8Jxpj8kG5ATlBqNSZxYmGeh1MdREYIIb+yEXsFQXF1dfRFVe96UsYRk5sxuIm/vSocuYi8wpihyj5BR8ORHgfgdyvUyMNebBCR5N9yIOz2ef2a9++/ZK06uxJCjQ1jvnq5NUxieLnWnFARxOBzGniO4YG1gX7gubP9Pnz7pj3/8Y8wLc+h19QSTv2jE7UXl54gRDHC321Wn0wkYxxmODBTGOz3yzBcxkAML0Bu5OJkJiIuyjVarFfWWHsGnRyRisDAg2+1W0+k0amoh3ORZeEbGkbwJY8x8OaMcAgiK2xvfA++QNigUTiUYRPDSyXD7PEnKGCgIO8wNkScbxA9g4F7ZCCg7vGU/Rc6jlrzKdDqVpDDUECSB/IDbyuVyHEvoihdYrt/vx36iGyFrGkX25s2b6ETnKAgGZLlcZuaAaM73gae1PN/KHOGkMV+sEwyS64Y8z4t0irjdQBOhYohJD/hJe91uN4y4pNhDPl6MD3W76A8fN2B06dRAya8Bv8PTj8D6OOUgIQQ9/Ds12o6cOMKZZ/E0KfPDvjlnuBk36WlNU/oIKuXv95w5kvKzPNrGcE8mkwyxE7Kiw/nc+3q91ng81sPDQxCFMdqeDjiHWD5HXtSAJVUIqZJwiI2FT8TkSr1QKGQOCUGZ8D73aNJ7YPKIHjFIRDSe+3YSFYISZbNJp00MjOU5wLwfgyedDDcLHeeHPHa1Wo2FSMQMsQZYSlKU3EmnUibGCagIaNGjYieMOCvaGZpsNp8LNonDuL6I0zy459sl5X5uiOq8K5M3HZJOfeFxSFAMaUkkY4AxwXlCYdzc3ERbYa7rhypwP05O5D5Q/KVSKQw03+UK0QlBDu1WKpUMv8JTIHkVxp91NxwO9fj4GHoAgyCdUAlHAD0d4NUypJ6kL3uJe4rIP8Oa570cXEGHQteHjnoREPlcgEZ6IIJu8L2TV0Ff80xE0yBHnsf3Nce6Rj+1Wq3gMfi1pRNBD2dHOh3zypG5IK44peyL3W4X6CHltgQbngZmv9NS1cmN5OM9NSi9rEzvxbiJG243Em68XSFPp9OIdDEm6Q3jgXgekE0AtEu0xSLGKLiB5/P+E+WEQuQ6GDsWB9GfLxo2cZ6NgyQ9Pj5KOs0N9y8p6kVZ9Iw/CxASILWHHnkUCoWA9IbDYUS/XrInnXrMp0aBfHixeDoxjiiAOcG58yPwqKvFO+V+vD74eDye7S2QJ0FxANtBvnOkCugU0o3nLxlvxhVyJXm+UqkUKShY0eyd1WqlP/zhD7HvHAXhXhhX7+rk+xJxXosfNUpNLPNCVOhQcl4FvUU5293dnT5+/BiInesa3k/7Umees+55LZdLzWYzSSfHlI5pzt3g8ymhiUgdR269XseeJeXFZ0lBOkOe1MZ2+3RmOPNPN7g8p5akk5PCuGI7cJqkk9PljjCEPjqeXV1dxXkJGGd3yA6HpzbDjBG2DMMNgkSaiKZecA0oxyS4kZQpJYQwB5Mdg80a8Pv4OemlZxtuzwd8zZC50U1/l17L2Zpc29/Lvz36TYlOnnOXlImiUfTAXrwPyB9HwTcRkBWEBoeb8izemk868Q/oGQ7cnSIl6dx4xMwBE/4+/s71ifbIPZGiYNxQcJIChneIHK+WXJaTaljc3gTDiUJ5NwxS9lQj4DO6cjkqBcrjEDMePc5j6tS6YfHI1yORdH6ZF6BD34OsjdTx9e+iHM2dJpQRL48k8iygCd5il7lhjXt5kKSM4+gBC+OIkcEJIvdPKsL7J6RBjxOi6LhHlzMMFI4Zc0E/CpwnonocAO/XTWMQR0bzKCAEDi27k+T2ASeGIM7Jao5SeerJdZ8HoCAv3l7Vf7JvPGjku7xe3PUU85HC4dgi5tIDrefKi471TA0l4jflisWT8K40GDTPceNN8jkGnYFgcDyZD/RELvfh4SEiD4wKLyc2sYDZoJ1OJwz0crlUvV7X1dVV3F/eI+7vvvtO0slQwBBuNBq6vb2NTY+kcDTwnm8GejJPp9PI51QqFfX7fV1fX2cIIOSfr66u1Gw2M0oJRcJpPdPpVKPRSKPRSB8+fMiUkrG2nEMxGAwyhJpzhj6vwpoCdYLs6P2omQsaA/E8XgLpCsIZz77pUXDz+VzD4TDDO0gVEYiLdGq+Q9kgTgAKijmgRO/6+lqTyUSl0lNTnl6vp/V6reFwGDn91yA0fXp8fNR0OtWnT5/0/v37iLghotVqtUCiOEHKCWie3jken0iC//E//sfIYbMH9vu9bm9v9e7du3CcnGfy4cMHTSYTTSYT/fDDD5Geajab6vf7EUlyQMn3338f5NNqtar7+/s47/nz58+az+f67W9/q9FopL/927/VDz/8EC0+8wyX39/fR6CGbva6bZAIjHih8FQZ0O12M6ifBwyPj4+hk3i/O2ToJ5AJCMrMIQaYJmLv3r2LcrOUxU7zouVyqbu7O00mk0BpJGXSxr1eL1C5X8xwO3kiTaZ7lIDR9ugMOMDFoz8Ut8Oo6bU8B857PKog3wD5zEss3PA7QYoB43csFjwylGeejYN0OvHJ/99qtTKntTk0k+ZU3OlibEgRuHFwg+FRNz2x6SDl8woELmXhcSLuNHpOnUA2I38jEvfcYN7F0R+cVI/sfL9Ip0YTPLdzN9wxdvSJ3xHFYxh8v7qjQzTvxt3zrkDzOFE4wvBAYMMfDqezxJ1YmnchLUbETcqCAILAAH3g40p+lOd1hxOonGqWNMdKeirVfaSg4Bvg6BWLxQz/g/0AKuinMTpUTu0xp4gB60J4y6vQb8ARJfQXuodnZi17+oAXQRdQt6MjrGWPvH2/sIa9gZQHNeg5j+7dkfaglGs4H4j14vvkpSmMZxtukvAOHXg+QjpF281mM16dTieaELBImSA2DDkhh/aYMKA4lFjaA5ZJ3mw2ur+/13Q6jUGFHMA1yQn6KUkOmfATItdribhvbm4icgYChfDkfX4LhUKcpcxCZL7IdfO8ab01Y0FU5RE3pDdaNhLxYxBYLxheoHtIUJT1pQ7a15xE7pVr5lXw+kllsPGl0wlUNzc3AUHTgheFTXTkx6s6GdCNK+PA+GJQmXdvioKRcKXY7XbV7XZjnt05QFlJiqYf33//feRvt9utfvzxxzgiNu+NcSTFsZwfPnyI6MrLvtwQooDfv3+v//Af/kPkxvf7va6vr4NdTNXA7e2t9vu9+v1+EENhOvd6vQgKPB+NQ+r6lHthffR6PV1fX6vT6cSeQS9z5jrnteM8MJfe+CrPhttJsaCx8/k89r2jsTwHp7p5IMLnQSI8eqfHhB8C5CXNvBc74SmkcrmcqXBB+G53xNij2CeieuwcqRF3/p4rzzbcMFNRxHgvkjJKQTopKKCdtBUjhgE2Mcl9b3bCg+MhOjPZm6hICuiK03IwQPv9PiAVHA1JGS/aIeP03rhO3oWGKKANKBwfB8SZ3owD3ivzicfpyId78xgCahrJZ8NWl05zmebyXDGxyDFmTgo8Z7SlLI/i5yz4P6V4nt4RHYhnRFA4mkR6jJMfdoGyYu0Tkfi6deXCvPgekU7RPOOGQieCc+ePceYe0AGUYALxo2CJWh0Zy6tMJhMdDgeNx2ONRiNJ2SMaGS9HS8bjsX744Qdtt9voO73ZbHR9fR0cD4KDQqGgd+/eRR96KjLIU6PHMESOnPDdTmRj33IsL3rNgxiPMr1DJM/2GlAqDBvr1g03jia9QRxt9c8fDgc9PDzESVx3d3exXuEX4PxLp3bX0gm5guPD30kd8TMlLTN/jgT7Htrv95Gecd4We/GlAeKLIm7pROrgS85BdngpLHjvTIYnRBToRfZ4jVwXxe+LmRwE5RsM1Gaz0fv37yPiJu/h5KZzA+sDjydLa8PXEj0AlXvuDDgWaE56ekbP/7uR8KgaoSnNcrnU/f29ZrNZHPZSKDzVduO5epmTOw005sepwBkgV0fu0FMYeNbdbjfy6aw7oop0HeZRHGItFAqZjmbb7TbQCvLFRBpUAFB3/fbtW3U6nYxSIU+HAQDV4rucu+ClSNLJ+fFogu/30jAn2kiK/K+kUFzky6nXdzg5z+IpAiJelPLt7W20gYU3AHHNmdlEdhC/CCAogYXNjHPq5wOkqT53ksh7go55FQL7y5Exd+bQaR6AYPz8tMa8CtEzTi/ryeFo6ZQ2A2GCNAlS2uv1wiEmN03NNYZ3NBplGOVuTNOeEvSiQMemRt11KLrXndqU78C1pRMp+CXybMNN/2Nn5bmS9cUnnQ4OccXh9XFucL1pAJOBh5+WqGDoHx8f9cc//jG+Y7PZ6IcffojTYjhdCePtTUP4HveIpCeygOey2JR5V0IQIqjf5AWz3J0rCBXMT2q46e5DxEans8+fP8f52SxsNhQEGco3OPeX0haHtNlw9Xpdg8FApVIpTvJJncFerxd/A5KlLI0NkmdxxrB0qtmWTuf3AtfR3Wm5XAYhEAJMv9+Pjl1E6Ch38ndO8mQ9k/LxPFvKYWA/wIBmDbjTx3M4sxnDD7wPuS49xCGvQjSK/pFOOeh3796p1Wrp+vpa9Xpdo9EojoUk3ywp1jpjiXKmvA8Y24/+hKzrDrLzFihpKpVK6vV64RClhtuZ0m64XZ8RHNFLfr/ffwHx5k0IEJ0E6H0EPEgEXWo0GkEmlhQMfknq9/uZlKrznCAGMk6Qlz0AAl3irO5CoaDRaJQ5UIf95EhKrVZTp9MJJNjnC2eBeyUV8pJ5ebbhdlgh9e64eQbbm6gT3bH4nFzE9ZzkQV4WI8ADukOQKhqieQyWRzhEGmwUPGwm3q/tZTo8I4otz4IX7wsHw+3RtaTMwmFxOqkI2JvuZClcR94Np4u/Md6+oN1YoFx4D7kdz7emaQucJyJ/Slwo+8u7Q+UKxxUHGx2WuLcwZewd8payqRygdknB1qcVKWPiuXDfQ67U+Q7ex30A7xNprFarOOjCn4V7YS3h8LE+8iye5ksbBqGoMbjUrrs+cefIOTIeGbr+cnKnByikITwfmkbE7mCB1Di5zUltq9UqEAI3eswLfRHyKo5KETwgjANRs9fP80xE056aY1z5ifPSbrej5z/Qu9fEe8SNceUenZOADiTo8+91YinolKNdPocvQUKebbhTAoDnTHgAIq92ux3/Bi6ggxeRhbNQUc5M0n5/6vpDLpCJYJKGw6Emk0ncky9grtlqtYL9CWuWiJxNxoT7hPK7tJVnXqXb7QZs59Ap3qh0KvvBy/T8MMoEp6bT6ejq6krlclnD4VCHwyFKYShhwAFg7ne7XUSKRF4oC+lUxz2ZTDQcDqOsi8gEZ8pRHHJU0lOTmeVyqYeHBw2Hw9hQeYf9CoXTQRYOhxJJUWrFXgLak7705CUFBEsXp4eHBy2XS71//16fP38OBeFRs/MVmCvvAQ88SwMY9iqleMPhUO/fv89EhtwXCo6SF+4/73uGQMLr0pvNpq6urmJOut1uGIJGoxFOEs8uKUhqnp77/vvvMwRBSimpu2aMpRMXhMoML410R9ZRFZxkRyzppU2LTRqGEPXTDIkW1HkVyK+e+3dnk7Xa7/fD2fHe/+hCUFME48pceqoH+4QRRU9KT2nIwWCgdrutN2/eqFAohH7D6XZO0WQyib3nfAlKo6UTqvBzctvIsw23LyL/meZnnJX5UwsEBeNdiLw5PkbYYXS+j0liA/ETAgL3A3zrrHe/NouDyNLLjvyVd3Ei17n7TtENxjT1/pzpn9ZKe0oE8SgeJjtERI+0JWU6EXnPZozMuXzf8fjU5pB8uvdjdu84r5LmlYlSMaDujbsTmebxnDPi+w8D4E0+nM/B9/K79G9S9jxnL1NyFGY+n8c8cD1QFvalQ+SubPMqaarPdVc6JjiIRGYeHTsHgDlGobuBd73m45veixM0pS+jbZxleCVA/ilqCSQMUgYk65yXPIqjoD4mPidpPwP0uHRCTT2ly2dxwhgDnC3sg49hWg7m98S/0/n3KFo62SdHqvxz7GFHhJ8rL2p56mQIFCeGlINFPN9JhLVer/X4+Bg1k3iYRG5XV1dBZPIDD5hIf3AiFZqEsECPx6N+/etfZ2Dzfr+vb7/9VpIicidvO5vNMpMACchZoE70ybO8f/9eUnbhkZOUTl24HB4nD41x2O12+uGHH/T582fd39/rw4cPYRg8B7jb7SJ/jVHBKI/H41AQjUYj5t0Z/ZDdnIRFaRTzQf1po9HQ27dvVSwWIypnblkHeTYQnElOuV262Z2PIJ1QLCcYESEDfZKLIz3CWLJv8Oydh+AdthqNRgbhINKkwmA+n+vDhw8RiZRKJf3t3/6t7u/vQwHCT2Bdea4V5yzv4gQh6qEpb3ToH0JetVrVw8ODDodDHEIEIY2godVqqdPp6JtvvonxYz+yZ9BDODqctCYpKmgcbnV9e3d3Fznzm5sb1Wo19fv94BlAaPzNb36j1WqlN2/exB4cj8cRcecZKr+9vf1CL7PPQYhARdyou/7w4AVeBg5VqVSK/Xh9fS1J0bRotVppPB5rtVrp/v4+Kg/K5XJUBRSLxchxe5qLQIfTK6VsS1b2PPMHhwsd8dI5eXHE7d4dg8sX8yAsaKI7z2umG+ZwOGQgInI0Dp0inovDg0KJSYoTYVBi1KYyYPxM26BKT54axx6ee8Y8i/dGlrJNTFBAXpLl0ZrnxmezWZBYvJaX6/JvjL9HaIyrGx96AUOKKZVKYWSI7FGOHmVMp1M9PDzEBuNzKDDu14lYeRTyyI4CeQSWlsp5dMB7fMxxttKmIO6wSaeGLdIpase5Bqr1FJF/H2QaV3Cj0UgPDw8xF0D/KUrmkGHehfHzqM1rhFlbGIt2ux2wN+QjyEuMCfXcjJukTJUH8yidnGzPQzsCme5lnLTRaBR6jxw8cC2GDlIjaBa6gN4aeTbc6fkDcA/YO070c9TD17OjWo7oehMuHFw6PTr6CrIBb4SKAj+IJz0RDv3k3J2Ut8A8eAVCypl4rryo5al0Yvt5+Y4TVHix2Dwi5+bJU9DwgXwdhBsibmfKMinUSjqkwibxfCvv9y5IKH6Ez5J/arfb0e6QiNHZznmV3//+95JOCwJl5NCpKxIWJ/kyPFqcHBZ0Sj5y4qH3c2fxXV1dRX6WuXfCm9cpO2TFnPI5iCDValX9fj+DGICG8Cx5VkII1QlpKgHnFpY/Y99utyUpg3R4M4rj8Ri5fwwm+wTvn2u5MtpsNsEN+d3vfqfD4encYIxOo9GIowhRZKVSSZPJJMNnYL86oRBJHeK8ChUkoA/n4GmeF67AYDCQpGCYM6c8L4Z4PB4HOgXfxjkHvM8dNwwBURt5afoloLvQTdfX19EhEZ3MXr66uor96p3hMNx5dnbR3Z4uYw5ARrynB/wEqixcv+x2u9BT2BcCRwINest//vw5ODTL5VLD4VDD4VDNZjPSRBz+wjnrfg4E+5k8NrYRJ8sDTQ9ufu5cvKjlqXQy3G48PXpwqNrzCp4Tcw8V73+z2YQXi/crnXJnDAZRiEcwbsTZcPwfw+uRtOcsGGy6rNHLHMICUWWeBeKQpxEgJTGWGEln3mNEUNJ+mhWfBwZ3iNYhamC/QqEQJA7KkDDcRCYchuCcAuorgd3ZiNRcck8owcfHxzBoPpd5FsYZJco9s+7d4Wq329H8AWUOG5WDK9zJxYHG0/d0iHfXwiAA8/74448B1QK5djqdIDX5PqeEUzopVOaXtfNz4L4/p9C0iHlBPDLiWXE6IRXOZrNobQr3wmvmSQEh0+k0ctIQ9yjjYx95ysHHmqoAj6gpEcS5dV2MgfPKEnK53gAmr+IseNfrIAne/ATdwrMRtKHvnXTI3nEEAyY+xL7FYhFd9MbjsSaTSZTDsg+KxaImk0mQbb0KB0ONXcGRIpBir5KaSoPcl+iyZxtub9voBAEWutPagaq5URQ3ngeD7Q+HwZBOtdrUh6KQeGhq3tJEP5GAEzwYmBRqlbKnaaE8HWL8+7D+/pQCexmnCNYjxtqjb5TLfD6PBYmCp/7d4TraWLLIaeDic8lG4rMYe1IiRIVOzPE8qZNLJGUiErpaSYoc7Gw2y3i6eZU07wYChJRKpxp4vHdYrJK+6HdAjbdHZaxzJ6352iWPxglR8Ds8D0duttfrRaQCFMs1Pb3EvLP3UFRpjv41CevwnB7wahWQH1BE1j0OU6VSicZC6DHvR+GpEvYX679er2uxWEREySEn6NNmsxmNRbiG6zDIuTwPiAvONPs2z3uGlrAOjcO4R8dhNB1pYC0S8LEPnE/CHMKpcaJsmk71wMKh7v1+H6k+7A45a+nkeHBv6EB0qt83qSvW1y9iuD0ac2/clSzNO4Bm8HpYRO6JuHHAswSm9sGTTmfVEtU5McG9UghwbC42D5EFBsO/Ay/JN5B0ouoTyeRZaI7DxMMkZSP7AschwsskCiiXn06BwiB6rg9SGJ4l0QcKC/iWE8motcZBQ0nhADAP3377bURvGAQ2CLnWz58/R468WDyVAaLQ8qyEMNLuVFEWhpK5urpSo9HQYDBQt9sNqBxHdLvdRnnPZDLR/f19jI0r7m63G414UFQopvv7e43H42gJzLqm2cfV1ZVub281GAw0m81i30HUQllihDASnhf2Zj8osbyLRzo8E/oBpcu69WNpIfyBUknKGJrBYBDpDFI7wKy8j3HFcUK5r9drvXv3LpPqAKWqVquZdqfsSUmxJ5n3QuGp85qnsl4a1f05BDIxOhddxriR3ikUnjougtadY+Mj7jwRJRM5z+fzzIExjBEpCUc00GPkv7F56DNIiKS/2D+w+uGXoMtIW9Bf/hcx3N6owUsifCDc23cvx0kEGEv3bvibQwp4+w7tEp3jVWH0z5VDOOGEz+12u0xrTrwjPB7gRzYb3ljeFzvP4c4Iz5iKe6cscvdGEffk3WtkTIkS/bNsHAwUioX0B/dFRJeiH07iSuElFrtHsXknp/m9+Tr3OUi9eYfPWNOsT2duOwmGPDafZR94KgmDSl8FnGegx3RPAiWSpsKQMSfUzvoJSUjeHV0pe9qhv1jP8CpALdADHtGyRn1Occwkxd/dsPg4ojd9/t2AeCqIa0MMBE0jdeX3zvc7Ycsd8TxL2gCFoArx3LbbBiJgf2bXLewhAjrm11Fif/nv6XlAFQ6nrXFtCGtwFZg3J615bt1TMT8XAXm24SZiprUhEbNHPe6VOGuS3J1Hfm7wWdDko2n15yw9Jovvd6KOe0JA5X5iD3DG4XDIsJspzeDMVKIQEAM8qrwbbnJ0rmjxUpkrXyD8ZPzI2XkHIkkRRRUKheibjeFutVpBgikUCtFmsFgsRgtC7wNM9EDkAeNVUnitrI1CoRARHfdDDou0h0OZeRd3SnA8cE5QQBDA6vV6KAWUx3g81nQ6DWRis9loNBrpcDjEvKA48OglhREhgr+9vc1wF3gPDjjpEyoLXOE46ZCo0g0IRg7nIu/i+slz3KxnHHxQD9JE3u8afoajVPAPcGThi4BUsR/RWTjGoFTr9Vrj8TjDWIe30u129fbt20zkjSHnOZbLZab1bZpOzPt+oRc+98kJk26oKceCW4OBdEPIuEhP+g7Eipx0sViMaJsqFshp6/Vao9Eosw9pfXs8HnV3d/fFSYjwEghiuA96T/DCaUvTSb9YjpuoGYPNT+lU9J56DixOBj018O7NM8AeVTEAwFWSMsXyGHUGC8iDzeGeDZ/D+JBr8IjRj8D03rJ5X+xMuitbxj4Vz0kyRu6J+xw6vJbm57gW8+Xz7/lCZyf7zxTSYu7deGPYJIXhdyfk3JrLk7CueWbGJH1W6YQsEQlLCkPIT0cYmGMpW6bHy500vouDXZy74ev7XOSZ3hNGzZ13In7p9bDKPfrx9ALGl2cCySBFIJ3GVFKG6+OoBeNxDl3xlKF0SstRk+/cBt830unkRecaOYKYOudpVJfn/eLCWPLs5zgc7A3Exzk1jI5WeYDp13JiNffg3wOxFKfBdRuOA44ue+Brutjz+KyHl+ybZxtuIh6Yw9wwEbd/qROXGKzFYhG4frVaDcasQ0vp5Egn5ceAQsq5u7vThw8ftF6v4yhPPxmG0q7b29vI40IcwfFIoQvfjOTHuc/XIF7oP5vNdDgc9OnTp/DQ3dMvlUr65ptv4rPFYlHffPNNhhyyWCz08eNHrVYr3d3dZZp9dLtdvXnzJpO3ZdECNx0OhyjFmM1mATvy/ZAMOfnq9vZW7XY70BTWDeuIqHy1WmUajeRVfvOb30g6OUuUpnjZCCgRKI90anTz+PiYOQ2tXC4HgYycGAQm5iU9aARFQ6RB0yKibJoekQrx+YMIxxn2nooijYQDLCnY8K8h4vYgAWcQ2JPnvbq6CrTCFT1IFjqPufF0ARwFjL5Dpx5kwAsaDocZ/gJIiTf4aLVa0bMf1Im1xf7wQ1BYa5ATfw4J6k8tf/jDHySdbACoKWmHw+EQETckM3gCOPaO6nKt7Xb7RVoHMijoLAZ4t9vpm2++iRLhbrebQQlJpUhPaVWqkjzoAJEh5UqbU/YL70M3s86eK8823J5QB87AU8Azd5jAy3tQBsViMRY8Bp08RqqA3Zi654sSe3x81OfPn7VYLHR/fx9F87vdTjc3N+r3+0HgoSMRisUjTp6DQcWo8L6vRa55FIfEcKgmk0nMnRtAX5B4toPBQP1+PxNdUy4BlEtpC2NLJyN3CogQccwkRc2kR/DAkWzKd+/e6erqKkqWmFMcNtaQ5/HybLhvbm7i38B3OJDtdlv7/T7WsJOfQH3G43GmSQ7Q6H6/D0NKbSsIFGPvUSHROmWYKDuP0ojcdrtdVHwA7bFvcJ6ZY0dF3BnGkOdZ0ojO0SI/VKLVakWE5YoVlElSxhlGMBboRo/sMLA+/pBFibw9+OHeHAkk0vTAwx0MjJgjpFL+SygfHx8zz0S+mfw+KVFv8UsUzVr0YMIj9HRdMjYgSOiz/X6vt2/fxrkM7rytVqsIZrz5kVcklEqlCJS8IZl3LPQ9zfe+RF6U43bIBmXL3/DoUdYpI/scIYocp+e6U3iW72Ox4unP5/OouSMy8NKv5XIZBhuFBUvQy1YcEsRD5rVYLDQcDnO90KUse5mcjxPWnHPAT5AKxsujCOYKhmShUMh0g0LRe32yw6yTySTydNzL4+OjVqtVjL/PFxtwsVioVqtpMploNBqFMdrtTqeD4e3+XFLHn1IooWRecHo5iId1xYE4kF8wAryc1c9mp/mNIx3SicTk+wmn6vr6OnM8KBEkMDD5VCJIxtuNWoqOsZeAdH1f51lYQ61WK3gcOJPoGipRQJoYF8iZGHmUtlfKuAPFvgGNcKKUQ+G0gAY545ATz4+Tlwe2dd4Qa4Ez3nHM0anspzzrM5xN1nQKJ/uznCPdwalKG80wZ+6AontwqkmTHA4Hdbvd6KlAGVeq5zww5X5SnpB0MtLYH09BeQr5JfJsw02pB8aaTY6h8KiURYuyxbP1KIAN7pCGsy5ZlDgDvN/LK+gvC+nACQFsBCac5ipsNC9lwxPyXunAu3d3d7mPuIGMWchEb1K2OY7nWzCIu90uDDgNUlBOpB4KhSdSon+PpC9gP649Go30/v37TIRBGRInxzHOnlukFGk8Huvx8TFz7/S8T6sU8izU26J4QDk4q5f37HY7jUajgDRBG3BwmCvWIWvbDTffQzRN1OHkzzdv3sQJR6BJzLkTRCEqYmQYb4xIuo9dga3X60BW8izoCiIjKXsYz2aziUYbtL0kr1mr1cIB8rajkHX5PKkPT2F5zpwqFxypdrsd0VexWFS/34/2njD52VPD4VC73ekcdK5B3T6Ome8RgpM8z407OaxvX8Oed/aUj+sfbIgbddAqSRGxo/8lRT8FvrvX66nT6YQuJBB1LhH7kXnl/lIH11ODoIc4dTwPDslz5UXkNCdfOKkIYRN7WQoLh8ULJIcClpTJ10iKHBuDQOQ7n8+D7UfjfBSFpGC4ci0Ws78YaPeUOGqUnxiV5XL5hVOSRwF+cZKMw0BOEkufhfliEXsrRj8mFKOAM4XQpY3yL8iBRIQOFVL/ijMG74FNRlN/8trFYjGqAcgNYfzwoPMs58hpbFTmzKFTmKccxEJXLuYBz989fowzxpsyPTgAHrl7VzaHb3GcpFMjDyBIxt3ZzdIp4uY+eG/enSnEI1EvoWNM0B/VajUibo+gPchw0hOROjC5I47SqSyQdZ0qa48eHV0iGsTgO3GRe3L0UFI4Gu7Y5R2lwpC6TsIBYu16fxDmkC6X3lbZkdti8dT8yO0NNslZ6MfjMdPOVFIEOwQrXFfKdttzAqqvDUdZUlIc3/kSeVGOG6Ermi8CIq+05pQF3mq1wpAS7bKwifh88lj46/Vas9lM//W//lfNZjM9PDxEY47379/HYiVHiqHCcHmrPzodORNxuVzq/v4+crnA8d7qM88eqqTopYv3jYGFXOFlOyymNHIGIfGUiEdPXn7i0FW1Wo3DWbxjGoo/hZccpvr06VN8V7H4VJ5BZEHHpO+++06FQiHKNYB1PQ+WV0ER4NiwhyCFufc+Go10d3en2Wymx8dHzedz/fDDD5mOW0C73q6WNpBEzmmfdww70OtgMAg0ib3g7Us5eYpOXXBEnM3vsCE6gDw95KfXMDdExjhOrF+gZsrzULyet/QGG/6aTqd6//59RscAwWNAcUAlhXPmQRGfpUSVM8PduXVUDe4HxhvEkcDGS6WcoZ1HmUwmkrLBla/BUunpbINOpxM5f/RMuVwOIht2gTXrYw5Z0/PS2AbGlD3E+IFM+ulf7gixF1I43BFdiKOOTuFEeH+K58iLWSR4g+mCdYPtEbd7PucEj9ff54YbVh4vJsuhVr7HHYNzpQFMjEedadH9OVg575JCYniDKWnF+QOSMmOTEjnSXFCa13FjwuZwg+7cBI/wuB8pW9KEEWEeuV8MBrwJnDIixTyLP68baRf2ia+31MlJm854FMF4MPZpg6R0fs7tR48cuKanwHCGfY4xLmn+278nz3Iul4o4zJmOFWubcU0REJ9nHxOHbz3v7fsIh5S/nRvTc3qX9zqPRTr1AfA9nHenyrk56ASMmyOLDpFLp0OwHKZOdVQ6rr43+Juji+lc+/XcAUp5H/zu3N7z+/L7fKk823D7gPIT40nvYzyL1GAz6MViMTwSvHPgH66Hp8TvgQ55PxHldDqNhQ6E1+l0IoeIsmGDAnvTyIKBpqG8bwByRhjzPC90SRmlKilqQf00Gj8wBYiVaJySLYgYRHQODbGgcaBAM6SnsXWUhe8HEjwej0H0ceiQ+yYN4wbfUy3ueLlRy3tzHFI4jAXwPmiIdGqaQ74Vx5VomnkiJSEpoo5yuax+v696vR7zgpEnipeyJ4h52uJwOMQcMPfMAQbbjZL0ZQUGwr99PvMszWYz89OhTCJYxp9ggTIxL/1hLTrKB7qFuOPjgY8bUUqCiPiPx2PmgCY+T/TnSIEbAncCiLRZG37QRl6FRiZOnJxOp1GN0Wg04ixydIjnkWldjQ0gmPODkZxM6IiUB5H8TToZ+pubmxhDEEU4QXyWNAmNeaQsn4t8u6S/1z558elgHiGx2DGKQOXnPHo8UG7Wo1r+7a3mWJxsGt7j+UIUOhPoBtvJDNyrpOgO5XAFDQ+4Jtcnp5V3ST04xlLKnq7mCwXP3hW1R3XeCQvljeIgrwb8h+PFfGLA+c40H5rm9lJF4tf6mqRRfB4lZVcDrTrs7HW3ziFwZIHOW4wlSAQKiVpfZxiztt1I03EwhffYUx5NML/uUCPuQCH+79eQS035B4xf6sx4Wsb1g3QaB4/aGc8UnUojr9QZQn85y9gdKa6ZRty+Nx0xkZTJr/orz3vmHDpA8Efwwf9dt/C7FKXw36U2KUUJfRw9Gsb4+xns3gcEg+xkN+Y0bVTm64uUBs/7Enm24abd2zkGOdGUeytpHtI9VMgeRGqUc3mbUSJ4iu1hUaKcaCZB/rxarerm5ibT9J+B2myezsg9Ho96//59PAseHTl2b7OJR/UaxFv/scBxoojwIAMyfqPRKNCH3//+99Hmr9frhVcpnTZEv9+PEhgWIid13d3dScpGYzhqGPXxeBxlLG7o3ViQryW/vd1u1e/3VS6XI99HFE4+Ns9K6PPnzxHpbjabaI/IvUuKOnUMCLwC5s8VNE4sURhG3huw0NCB93tkx7GE0snoEIWfa0qUwo8OX3pjHK5NNJf3FIZ0ahOcQrIgRpIiqnMnEj4BZ8gTAdPwabVaaTQaZZBEJ7elnBkQvm63q36/H06zvwejAN8HJBK008lWrC2cEF8bnnfPq3gKw9cukTfjhxF1Z8ZTgIPBIOwCewVEi+ohDixyRyEl8rnDwzze3d1F1F0qPZVr0sp5MpmE7dvv94EWu910npe3Kn6JPNtwQ6ZxpjWLzOEXIL+0i5JH2ix4IJzRaJTZOBjuyWSiu7u7DMkJkgJkA84SrtVqGgwGUVNObpAIkJKxT58+6eHhIbMgOF0LSJLI/bVISghyRivdhSjrgVQD8jCfz/Xb3/5W6/Va8/lcnU4nGqwA03LSmDs1zPtms4kzskE62CzFYjEWJuVcLGTKbKTTQr66uoqmF9Q5D4dDVSqVzOJ3aD3Phvvh4UGHw0HD4VDL5TKUO/NwOBwCWut0OlEmh3OD4WZj01cZkqBH6M4rIVJ2tKVQKISx9YgZsg17KkVuJMWec3YsRBu+k37qKSyZV2HPgCa4swtUnSIRRN1uuPl8u93OlJVyHZ9DjDni6aF2u63b29sMksQedhKWk3YJaObzeezLSqUSp/2RRvQ5z7ukfKRUTzMW3gDH7QNoIF3vCAQYm+PxmJmntKMcL3fo+BvBKWXIpE78PehZP0OANULQQQAFKnaO+/J3ybMNN3lhz2X6RvZFwUB7VOWEAha8Q7Gph5l+B9G8P2hKIEDYaCg79+LOeZ7kHPx9LIC8KyDpdN8+jjwrtdGMP1G4w9lEgc46d8MB3MNZwcwj88I9YAz8KD7uhbH0nBRrivdBRuRZisWi7u/vA2LG0KXszLwK3eWm02n8G2VNfh7Hhs3v/AJnzHqu0vNvrGVvlgLDHO6GQ98pfM5+ciKnl01Kp7IiT5/wPMwLJyal1SZ5FeqZvRSUZ2JNOzTO2vXuVyAkGFKUNOPuLWEJIlgDftod3+ENqYjGQB6Xy6Vms1kEOVTAUELoZUjsDVJ9zlPIOxqCnmcfsMZYx6xD1ihRcYqWMDdwDkAKfTwIHhhH1yVubJ2/wXexZlJHGC7X/f19XAengvkAGeWo3Z8jL4q4pVMOghvCyLmXws34gPupOnjv7gS4IuaaXqLhBDaUn8MgTgbxQaZUiuvSSMGNsp/uI53YmJ4nz7N4Tiv1FMlpQuqjLM7zbr1eLwzlOSiUyNlPOXKWphsjYEMiZh9LyGp8P0gNc+HlOMD4bDiiQSK71xBBDIdDHQ4H3d3dRdkP44niQVkQ8TpUTsSGozSbzTSdTjMnTKHcvYQRI/Dp06eAz1F6OEEYcFc8OGmQahDWCXsSh9DXG8/i3eLyLBhp+kLQZrdQOJ3g5uucvUFKgX2FPkEXrVarSOthJHu9XnQxI/LzjmvoGHdacbxofYvzx7WZa7pH8v2HwyGaZXl5nhvuPDu7OFQ4Qay5Uul0RgGBBg6Pjwc6ZT6fZ0qDvTERiAQdHiEoS6cgiOZhzgEBJQNp5L4w2OxH9BndI9FTvtelp/auo9EoQ1Z9rjzbcHt045DC117SKTeTen3pZv/aQvLf+/vPiRM/+P/X7tuv81MKJs8L3CUlXiCMtY8/LxSRdFqsfOZcnjMlxfC9TuLw+/nauKbkj/R+Hariu/BUiep9DeV5jtIx902cOh1f20MpdJc+80/tQY+IGTuPIlJn2f+e3psTSlNy1LnnyLvhPrfOnHPBeLF3+IyPHWPiUaEjUWk0dm6P+F44N+fpnPm/z0G7X3vO9N95l79rPadjlK5pHy8cT+b33HVTm+Q8HSQd8/T7fT845ysdd+7ja3v6OVI4vpaZvMhFLnKRi1zkInod/QkvcpGLXOQiF7mIpIvhvshFLnKRi1zkVcnFcF/kIhe5yEUu8orkYrgvcpGLXOQiF3lFcjHcF7nIRS5ykYu8IrkY7otc5CIXuchFXpFcDPdFLnKRi1zkIq9ILob7Ihe5yEUucpFXJBfDfZGLXOQiF7nIK5KL4b7IRS5ykYtc5BXJxXBf5CIXuchFLvKK5NmHjPzP//P//MXvaMhfLpe13+81Go0y583O53M9Pj5mjve8vr6O01k4JafX62UOkODUMD+Zp1KpRLN46emoQY5VoyH8ZDLRdrtVt9uNs1hbrZak08lZHOPHQQCLxUJ3d3eZow05Z3Wz2WixWEiS/ut//a9/r4H+JeV/+9/+Nx2Pxzi1Zjabxck0nPj0m9/8Rr1eT2/fvtXNzU2cjc2B8svlUv/xP/5HvX//Po4o5EQczo/mFDY/6rDRaOi7775TtVrVbDbTZrPRu3fv9Ktf/Spz3CjHEfL96QELxWJRzWZT1WpV0+lUo9Eojhf1pv+cp84JcpL0//1//9+fbex/Sv7pP/2nKhQK6nQ6qtfr8Xs/gYqToTgJqVqtqtVqxXweDk9n0Fer1czhPZyWlx6Q0O/3Yz46nY6KxWKsi/F4rOFwqMVioU+fPsUa2O12ajQacZa9H3t7PB5jXjme8vr6Wv/D//A/qFarxelT/I2Tlo7Ho/7v//v//tMO+Avkn//zfy5JcdKapDgRrNVqxWlqhUJBy+VS6/Va9Xpd3W43c2jPw8ODFouFms2mWq2W5vO5fvzxxxhbjuDkxLfpdKpisahWq6VCoaCPHz9m9ip7rVKp6OrqSvV6Pc5q7/V6evfuXezBw+GgDx8+aDKZxP0yzxxqwh7l9CnWyf/z//w/f56B/zvkf/1f/1dJin3BQR6cCnY8HjWdTuNoT4755JS86XQahyAdj6dTLOv1um5vbzMns3H6I+89Ho9xpCvSarXU6XRUrVbjhDc/FpTT95rNZuaIaU4kQ1euVivd39/HyYt+RO5isdBkMtHxeNS/+3f/7lnj9GzD7QecI+kJN9zkuROM/N+uaPxz/N3PBk5Pz0lPpEq/n8FjANNTivz70nt2o+SvvJ/D8rWTpSR9MX7+mfREIR8PxiIdz/Q4z/Q+/KQc5iv9nc897+GnzwtrwT+TzttrED+5zp9Xyp4I5ef++ue+doqUXz+9Vvrd5+7J95fvIY4c5VocIYqi9KNu02fxU5PyLm4YfkqvnJsD6cvTvL52YtW509TOnfrm8rV96S9JsTeZG87/9lOx+Jl3PSbpC32Q/i39dzovP3VKYTpHX5vP9PPn5v+n1kUqX/vMue98rjzbcLfbbUmno838uEC8uWKxqP1+r+VyGeeSck4pN7pcLrXf79VsNuOs1Ovr6zgnmGvj/RBxcR0UB4ejE5UdDgdVq1VJT+fftlqtWLBE2oVCIc6TZiNVKpU4A7bb7cbZxXhJr8Fw8/yTySS8OcacMebMWM6R5dxnPEzGlLO0+V2j0cgsNKKB9Xod0YN0iswmk4kkxdg2m00dDgfd39/HucXlclnValWNRiM+i5eKV806AMHhDG9XdnjWeRUiNpSqH/fI/BDdrtfriGo9Ojoej2q1WnEWMFEER536WeygWrvdLr6T9c312LOdTifWCRFJvV5Xs9nUYDDIHDvImkIajUYgYMz/er2OyAekIM9SLpd1PB7jjPRqtap6va5KpRI/3fkvlUpxvvPxeNR6vY5zs9lX1WpVi8VC9/f3Wi6XEXFznjZoBuerFwoFzWazODuaeWc/sy9arZYGg4G63a663W7sH0lxNjgO9Xa7jfPqK5WKCoWC5vN5zEnez+P24zt5Bs5FP3d8ps8N+yEN+thr8/lcpVJJi8XiCzS3Xq9njCp6qtlsBuKV3gd723Ug+9LtCPfVarXiqE/WgJ/5/ZJ5ebbhZlExaCgIDobny3mo7XarQqEQE0CUhrIA+iuVSmq326pWq5nzSyVljAuQHN/DpHEGLvdRKpUCKvfznPmMw7dsDmDMfr+ver2emRjuKc/Cc6I03RvF0XG4GQWC8mFcHUZC6WO4GQcU/HQ61WKxyESTzJcfXM98zmYzrVYrzefzMCSsKTYhMCHQLfNaKBQCvhyNRgEr/ZxzbP+Uwr0TFTnikEZrQOU4p5Jij9RqtYCxfb6IjovFYhhWN7h8r0cDrOt6vR575nA4hIPXbrf17t27cIqBBLk3j7y5B+lpXwMpr9frXM+LpNBV7ANJ4QQxFjyjG5FyufzF+dyuZ0hVLZdLzWazjOFmrl2hr1YrrdfrGFPXndKTvgKKxYiUy+UwNMViMZQ/66Ber8e6KRaLkRZhbeRZ3Gn3MedvKULhSKvbGfaFO/8+Tv6zXq/H+93ZxljjsPE3X/cp8uSosNspdFupVIpA0efjpQHisw030c16vc54baVSKZQqN89CwzOXFN4KxrXRaKjZbKrb7arf76tcLoeRTuFDojcMh+cOPA/KPZDTYVOyEX1Q3aAsl8uIbPz6GKa8KyGcjXa7HYuOZwbZGAwGqtfrurq6Uq/XC6Ow2+0iWhoMBl9A4z6vUjYnuNlsVKvVdHNzo0qlos1mE4gGRv/29lalUkmDwUCHw0G/+c1v9N1336ndbuvq6kr7/V7j8Vj7/T54Cfv9PtYZHAMWP3ml1wDHYgA7nY5qtVoYNRwnz1WnDrFHBLe3t8EDKZVK2mw2mkwmGSSLqApeB8bejVCtVgs0RVJE/6vVSu12W61WK5xej6bJxcErcQWH8nH+w2sQX9c4vcxBt9uNveI8mVqtpmazGXwaR/pQ9O12W2/fvg0nlT0CkgSU3e12VSqV1Ol0tFwuVa/X1Wg0MusaZ49/s58xCJI0GAwCzUmdcQKqzWYTnBFHTvIojuxKUrPZVKfTyTiZcJk6nU4gejz/cDgMrkipVNJ8Pg/kA7R3vV5HZCwpghbmEN2FLnNx3o+nDbnn1Wqlw+EQehd0c7PZaDqdarfbxbpYLBZh817q7L7IcBNVbTabyKuw+Fi8hUJB7XZbq9VKy+VS/X4/iEdAGv7QzWZT19fXmagt9VyAjAqFQkSEKCaMzzkvjMjOIQ3PexcKhQyMBSkNp4PILu8GAqUAYQOiTK1WU7/fD2IFipvnY1ND9ri5uQnjT0TiisMjeJRKo9HQ27dvI7put9uxiVqtlt69e6d6vR4G/x/+w3+oX/3qV+r1evrmm2+0Xq/1hz/8IeBYIpfFYhERPPdQLpfDcPu95VUg6OGQYPiIytjEPHeKZKFI3r59q2+++Ua1Wi1Ik6xZ1ufDw4PG43GsfZxnrrFarWK/8HfQKvZpt9tVo9FQp9PJRHVE2pAGHTUgUnBo+TVIari3263m87n2+716vZ4Oh4PevXsXxoE1DNz58PAQkVNqcL/77ruY481mo1arpclkEmsbRxoyGciSExZ3u53ev3+v5XIZ91ur1dTpdCQpHNqbmxv1ej0tFosIQkAASAes1+sgdOYdQex2u5JOkWyn04kUZrvd1vF4DBL01dWVut1uGO7NZqPPnz9ru92GnZjP54EOfv78OZxnnFZfxxClIShCEnV75CRa7AX3ut1ug4TLfiB9tFqt4m8gWDgV3PtL5NmGG6iaHCmLwhngngt15YGBdnILykBS5HscomYBOwyfGmDEB+5wOGRYl55j8AjynFEiOnG48e8iHuRBiJ4bjUYsLNIPadTleWLmLoWccYak09i68+LRd61WCziJaIR5HAwGEek70oIRZ2zdaDnZxr1Z7oXN8xqg8pQcCeIkKWBMIj3Gg32FMuLzOL3k24g+fLwZSxw434uei/MqAf+9KzKHbD23iPj7fC+/FkmDA5C7SqUSOVB3JHe7XSY4wakhEEmJly4emWEkEA9iPP1QKBQi8u/3++r1eoGGoKsKhYKazWagVBgjdwAkBQIn6QvWdN4kTSERBDiUjF3gubBNPvbMB+xtHBnGB73n6DFj7y/mhRx1uVwOJBn9hzjnxO2U7y9fT84s/8UM93w+D2iZnAw3OZvNQoGzWByqLZfLarfbmYeByARMIClIN04awBgBtbM4XXmjXCh7ceYrhoDcEH9bLBaaz+ehLCVFJAqckndYCel2u5HT2u12GXgJEh85TRyazWYT3p57nw47Eb1LCgPjZJ1Op6NGoxHR/fX1dSgSov1/9I/+URgZSbq6uor3szGXy2XAvGyIRqOh9Xod88w8QlYBgnoNhpvnLBaLYXi9jAXD7flo5sAZ3a1WS1dXV7H3QEz2+70Gg4FGo5Gm06nu7+8zDhfRs6eU+v2+9vu97u7uYhwxXKwHfu9K0A02n0nX0GtIL/EskiIyAoKtVqtaLpf69ttvIw0Fygh0ytgPh0PN5/OI4pyH4NEcCAffR7DiuVX0KdeHiPbdd9/p3bt3UerHnvD8LIasVCpFbp28LyVNy+Uygpu8Cs6hk5/5f7PZzKRbQUGYH9JQTliezWaaTqeSFHsP4jQIC9/jxpoXqVxPU6RBCPNMqsKdI9/XkBhBDbFB6IFfBCp3xY4C903MgEnKREuec3XFhDIjZycponlnb7r49/nvUk+G37sHhWft3++RCuLwmV8jz5KmCTyHj8GAVc/cQBJzuFXKRokpkYOxQtEQaftCdyjdX6wfFqmkqPsFSuK9aZrE15wTg/LOkPV152QWX4eOLqW8gjQ68rFISWfMN0oLJ9dZsL5GHMHCyU5JOG6IeR6u5/sn/Tff8VrEEYZSqRTVD0RD7vBicBEne3rFBv/nGula9XWBMcAIsM88LZjq1FSnfW1d/dR78ijucHoJnZOM/Xf+Pv+/8zIg5vFZJxMSoPjcFwqFTB8LkCeidFCxr+ke3w/ch79SdObnpGN/luHm5oFAidKkU/IeVjdKxCNdcgEPDw+RtzwcDnp8fNR6vdb19XXkxrluyiTmmj5xFOEj5zYFUTS5DyYKj4hrEEGccyDyJo+Pj5IUi2KxWGg8HktSwIDD4TDmwpUQniPj1G63A7XAy5ROUQLRokNFkDUwtDQU2O12ur6+Vrlcjijg8+fPATsNBoPIcW82G71580bdbjdTauMNc0qlUpS8rVYrzWazXM9Ns9nMREUOjeFpSydHl4icvB2QLbDtcDjUbDYLhSApIu+PHz/q4eFBk8lEnz9/VrVa1bfffhsNbZwYx+ckRTRxc3MT/240GtrtdpGXJSokWoC/4sZot9t9sf/yLJSfgq4tFosYp2KxqPV6rfF4HBUnECOHw6EkxXje3d3p8+fPmk6nmkwmms/n+vjxYxhuokEMBMhhylbu9/u6vr4OfoenH5jv2WymT58+ZfQpcDrlZ8vlMvQAziIGjP2e50AEshnjC8JBcxVJmYADvY9+IZodj8fxe2wH4wKxkNx3o9HQcrlUuVwOmwTfo9frBUmRXPvbt2+DR+RROCWyzmUZj8d6fHzUYrEIngHiCM5Lg5BnG+40p+jRG3932AGPFW8lzSXxcCiF4/EYD91qtTJQD4PuHr3nyflb6s14lJg6Hu4J4+Xhqbn39lKa/p9DgDQ934h3yKb/9OlTpnzLIy3P77sz5GU/OGuucIC2UQY+jmw8lBdpDIwRTH4W9263CyXk945XLJ3gSY9u8jw3nrf2Wnqey51dXjjEHt2xfuloh0MjKVIho9FIj4+PmkwmGg6HqtfrGgwGOh6PGUJOms8Damy32+r3+4Ga+HfgrEknI5JGCdyvR+h5lhQx9DzjarUKRYzTKJ3W9fF4DAOxXC4j1TObzcJQOOHQ9ZLnQB3ihhTI2PJd6Cv05nw+D/0KXEyel73hcL3zedCJed4zXm7nzounajDclNJ5uoYXzthisQgnk7EheMQBlU6cE4IbCG6kovh3o9GIqgvmEBvG3mBdUFlAKSzOk/N7HJX8RQw3StLh47REIVVErsgxGr4JyAkQnbHgiX4h41Qqlcj38HAYEVeGeJtMpCtCcq88A5EF1HzqLV2x5XmBu7AQ2Mw0c8Db51Wr1TIR02g0CriaKBhoaLvdhjJnrCRFiQTjD9GpUHiqJgChgJz27t07VSoV9Xq9jFPkxoxNgzFnw8H4J1qRntAFkBl4F3kVvGkc3PSZPY3AnqE5UGpgPf0BExzFViwWNRwOwzlzxrmni3C6yuVyIE2SMikOL1d5eHjQbrcLVjwON/cP4VM6ka4cDcizeJ4ULgFGDmQBg4yilk4EWPaUdCK3Hg5PpWHv3r0L/eaG21Gq29vbTKqJkjMnnuGkETn6vDGvROg4DCAFx+MxmpLw3TCh8yzoLQIJqof83nEsKd89Ho+xHzCQbtQxxiBgnU4nPrNeryOy3u/3ms1mmTw7kDooDPoVPhRoGkgK1TvoUGxkyg/x9NMvarj9i33hYBiBkjxK8HwFno10wvRZlERclP6gzLxP79u3byMSYVEyyRgEPCUGGSIDDoAbbi+XGQ6HMWlMTsrwzLPg8aFgadaAgsfIMa4s6uFwGMScSuWpwxYEN8aTHBtKGkJIyviXFGUSGIF+vx/9gfFcvUEHkQAGjr/Ra53aZGDy4/EY/bZBbPJsuFlDzA/rCgXP/zF6ziVwo5vuJ6IN5yVMJpOMQ+MEJr7bo3o3rs5LAO6jfAVmOxGPN1DyZ0xRkjzPi6TMPHiVAygQ+4FxZjxB99xwO2uYdJOkWPMof08xDQaDDGLFHkJnSScUE10GH4jfsx6Y8+l0GmVox+MxHGp3lHHA8yo4ts4ax3h3Op3MHGHQWcv8HjTEOQbYAPQZY7ndbsNwbzYb/fjjj8HBOZcPp5zP67y5T3RwtVrVZDIJ3eiosvOq3Kn+xQw3EY/D0J5D4UtdQbFgUF7uRfpDufKCBZtCshhwxL+Dazos78rSjYnnRvDIHEYqFosxUTxP3sXb9fEcGGDnJBAdw5xnfPv9fvzeUxzdbleDwSDT4pKaVgyAfy9jyTjiSOAhs2g9L4UD4Y4h+UIcCtaI9FTXyYbDEcuroIzZH16a4pUTUpbM5V758XjUfD7XcDjMcDHcELPeKQv0ck2HgT2tkbLS+X4qCbzcjEoAJwlRkeCwIwhInucEOQcZo5PYFziRo9Eo9A2lV6ASd3d3Go1GMR7A1BhMnCdHw9xJ8NQejoEHMN7amSjeDTfBC9Css8ZxCHDmPSDJq+BQob+IZB0BRfew1nHiCQjOGUzGqlarxeEtzBfNoHAGQFo2m436/b4Gg0GGkMv9MBfYIQ9sCWxoTkYfB3eYCTxwDF80Ts99I5CE55hZBCgKHzAUEjcFTEH+gYF0z5CuTN79iXIjiEsoHu4DkgEKiDyEQ4tE3SwKJpxTezzCrFQqmW5qr0Hw8NnQQG9APA6TUotYLBajKce3334bBhk4brVa6fb2Vt99910o8lKpFA1c3HHDIDMHCE0MyB2hfMhr//DDDwHtOSEQ2I+SMjYMcCSOQN5z3CgXlADPCBzKenNvPH2u4/Gox8dHzefz2A9cWzo5lkCJTiLEEBCFOFOZPYIzwT3gyB0OhzgJ6/b2NuqHWTf39/daLBb63e9+F9He/f19GIs8GwfplIKQsgdW4LjUarVwRPb7vabTaaxDJzh9/Pgx+vP7nKELIRwS5XktuOdtcU7X63U0uel0OlGe5yxpNxD7/T7gfu8oiOGoVp9OiSOKzLuQakPHeNCAQ4QuIgULQoeD7EghRD90Yrvd1j/4B/9AvV4vvrPf7+ubb77RZrPRH/7wB81mszh1rd/v6+rqKjgf7ngRMBKBs+a5x3q9HoYbxBMkYLfbaTQahZPl5YnPkRezyn2RpxAeAwq0wWBjjCVFRNdsNiOPjSHFe/J2jXg3zoL27/QIH+UuZctjHG70qAFD4ZIOXp4NA8Lc8Dx+0APRqRM9PM1BVMh1/MUmcIUDOYPrQJpC+TDnOENemuRriOjBPVAUFBBlGoVKp+YhDs/mVVIYXFLGu/acl0ddTsL0/SYpEx0z/vwehcD80R+B1IjXoOI8p7XHOBN+3zh9HpU7WualnqlOyKswB04Q85JGj0zTlJmTCx298Hl1w83ecQfN03uIOz0Oo37NqWP+fb/6PgeBRK/6PeZVGGPWG2cjMC/S6RAWJxo7rM0ecdJn+n//PekSHIXD4RB9JLBBPv++V30uHPL2igFSU9g6dB77kfe/RJ5tuGmx53CFL3gIZLVaTW/evNHt7a22223ktp1YRptTjMxoNNJyudTvf/97zWYzvX37Vm/fvs3ky4bDoVarlfr9fnhjDgWxATHKKLLlcpkpVXImKJR9Bt7TAF7mlmfjIJ1K5Xie+Xyu0WgUYwS06X3my+VyeIP8nrlko7fb7fByyW3f3t7q5uYmw1H48OFDkN8qlUqUWTgM6woLJwO2J58bj8caj8cRce/3+8xJVZKiVINTlVLHK08CCeZ4PEYpJOQuxMunPEJ2uJz8HmvaDQrKbDwe6/7+PlMR8fHjR1UqFU0mk+hHTkkL6BbSarWiooO2k+wN0Bj2lufOIY2Ox+PI670WXsjxeIw9MJ1OI9KmhTMGl9JFxI0pHc28QsOdYenUEx6mMygMSCRQdrfbDb1ElMjapyID4hl7209B5J5w2Hjfhw8f9OHDhy8iwzwKY3d1daVSqRRlV+68gIjiqKJrttttpBnYG96fwJ1fT8M58sVcQqbGDvjLK0KwfaCVlM+SznJnDLSMtAo2E6LdS+RF5WD+M/WsU5jcGY3SabHDBGeD01GISQL6gZnn+UFyCc7Kc+/UYfQ00uG9qafkSsijeJTaa4geMMbAZe4p4sxIyjyTEyqk7Mk7HvGl4+sOEvNApOxeI9ch4j6XwwUJIK3iSIhf3yMFj5TyHj2QmknL5Xh+SV84HoylIwzsLR+TFOb1/Gc6vt4EwqMw7stLK7lvrsn1UVhei+7r6twc51nQE17Sk758zbkx9nXnddkp94N95FwaNwB83nkOjg5K58/6RmfxGd8jacQtKdNlMO85bk/9EAl72gfE1EtCPQJnXZ5DUHwfuk5zcqCnb4nCz0XpSDr+jC+OnOtN5+qcs0+/CFROg/cU4vHQHyUN1OkJe69jZAAYTJpKXF9fRx4Cg+D0fM+p8ndvLkA5mMPhq9Uqw/yD9Ye3BYTEc/mEwzrNuxJi0eEstdvtqOFFQdMqkY0/nU51d3cX7yfS9tQCh47gKe52u8glEdkvFgv9/ve/13q91tXV1RctblO+gddipqQ071Z0OBzU6XSijSpNEGhy4V2m8iweCUmKtAFRFcrc98Ld3V1EY35ADIaTwxCctESkzFj6HNDUAiVSr9cjsoA0BRmrWq0GKgDq8fDwEGsJ2H08HkeEs91uowHMa5gT6WS4nQOCbqD8C6Mwm82CQewNN47HowaDQZQGgUxcXV2pWDz1Or+7u9NwONR4PA7UBZ2HPqQk1lFKHDYQm3a7neGzFAqFuB/0pjeQwnEDpcKRzrMQsUKUxcl0/fHw8BCtZukIyb4i4oYfwM9GoxFzdX19HT0jaKzS6/UisMQRIIqGU7NYLFQul9Xr9aLXCPYG24Oxl065bgiNtKFm73ht90vn5UXncXuk6vAMhBu8HYf73HDzOfeEiLZRNO7pAPt4qYRDiFI23+RHPvKdXN8JC2wGjBTlFqkxQLHmXXgevDnIfSysQqGgwWCQcUJQ0BjuYrEYkJPXfAJjS8os0NVqpel0qvl8Hv2uQVg6nU4YjfSEKeYQpe+NQdxrhedAn+W3b9+q1WplyFwYv7zKOYTHeQEeJeNMzudzPT4+xpp3ngJGWlJ0u2P8/LQ81gLXdJ6Ik2mA+Ijmiab5LuBI1oXXx3JEIWuMjnYOp+dZnOwEAuURHgaDCggMhOdKgdF7vV4c7NNut/XNN9/E3DgLHBKvE5S8vwJOnHfF8/v1ci7WAfPrPATmk1exWIxe9UD1eRVQO9auV/hICkY/PR7m83mQbgni0AmkUVnnlMni5EAa9OCkVDr1rfcyOgifpVK2R7mTnbk/BFuHPsWA46Q7ofelRNtnG24MJV63K2WgWQwDBhRSk0NNLE4WP/kdIIbtdhuekDf64DpuqBkwvFWadSBMJJ6yt+b0a7D4+/1+REMoVl80eRXydUQQrnwwqMwP477b7YI1jBFgYfFejrhzeI2FyU8WMs4RBoCmLufSED6nnk5BcOwwKtLJQcNDlvRFvjiv4uvIiXVeLkTURmRdLBYj1+qOLHNJpMW8u2Jw1ipGiQiQeefsdT7vURqGm99xr9QLwxNhrnHk/EjJPBsH6QRxOufF63c9XcZ6dEen2Wxqt9vFnHGwj7fBJDDxY0Eh8jnUS5qJ43lZI+xXDqA4HA6Re/XAiWfh2lTkpBUzIGR5nhtPt/kadE4V6Abj52Wp6HciZRxUh6497VMoFDINbtCdvV4vrgdPyO/NjwblcwRO0qmnBRH38XiMEjTuET3pDvlz5dmG2yNgHpI+vnj4QJz0kmZRM4BEt25cD4endouQBfb7fRS3dzoddTqd8Bi5B1csfs4phptFzcAwgPV6PaJIZ5UzIRAEWOAoprwLC4YFi5JgvJ05yQImYpVO7f548Z5OpxOfwbNkkRHJo8TwRlHwXIf3uBHHMXDDLJ3yeZTAMOcYd4hs/l2vxXCzLh3xAQLFaUTxo1hpGEG6wfNllPWxF2gwQT51u91GmgmF5Ybiu+++i3WA4fbDNXAAPD/uPaFROEQMdLtDKeZd3HBz7xBwd7tdODue0sO47na7OHceh6vdbkfkDeGN0rFWq5Vp2IHh9kYh3W5XrVYrk/NMkRLmyPUhET0RXKlUCsITz8f+PxyezoPIs+Gm+sidRuYDPcJ4gwBhuJkrjGm5XFan0wkYHAeG/eiOD4EC0Dq13oivdQ/sCJYIXpg/1gD7FcMNaQ37NJvNftY4vQgqB/cHbvOcMwrZo2Vv+ODQtr+8ITseIoxLjDSwExPn+XWHnfBiPap2kpSkKDNDUtIQMC7R3GuAyt2o4jihqMfjcSh8JyTB3HaSDvXazpB1Je7wG/PnDhPKrlarablcxibkWl7rT33pfn8q8cOpA0L0xjmpA8W851kJeSTkewJD6ykfFHu9Xo+SFCdHeUMUehcwj3BK3ND6HKFgUPzL5VLj8ThTdeGfR7nBQcDBnc/ncTgKjH7Wj0c7r8GZYmwZa5AGDnlhv/gzMn4YXc8js2Z9nzEPzIWnI1Jyn5OcUsFYYaThP3ikSRTq6An7g3lDz+Z5fv5/7P3JcmRJkp6B/j7PE8YYqrKqmk0uyDfhM3DTKw5LLvgoXFO46w0fgDu+AxcUIaVZmRmREZh8ngD4cBe4n/p/LDyqgeTN6oMrMBEXRADux88xU9Ph11/VnPiH7sYRZO487eZdHPn9fr9Xt9uNwC813I48YrzhZ7lOYd1xjOCKpKkI0rvOZ2GO2a8cqQrj3cv+fg1Z8NmGu9frhfA5/MCEQG2n0wyNM/yBECqv2ebEGxoPAMcBtRKxO/zkUZtH4H4ObQoDzmaz2AA4IZ7fAuLHCxoOhxn2bp4HwoZxJf/InBaLRf3+97+PKMFz1JVKRefn55FPhqiGYJHrYW2AFMn9QBbBg5UOjNBWq6X379+r0Wjo3bt34TQARf3ud7/L5Nhvbm6im9p6vY5oBtKWs2lp+pFnJSQ9bX5QHvL1zvh2IgypJndkITChuHEo//znP0tSGJDb21uNRqMMsxaDy7ytVquYs3/4h38Ix1pSGJNms6ler6fNZqPhcBhwcLlcjj7oOA5wJ0BlOFUsz6xlBjJ+cXGh/X6v09NTXV5ehh6TlOneRwqNdrs3NzfB5+DMA+kJQvX+CK5X6C7HkboEE7wffYTh4CfEQ0c7T09PAwFwQ4Q+dhLxL7/8ol9++SXWP8/OLrrY+VM4S+wX5hM9QqQtKf7//v37KNXr9/sZnpU71EToOKQe2LHuGGcnhHIvwPikRebzeSY9QU+N1WoVTrazztMeAM+ep+e+ESNJv3CiOPe20zIK6SB8nsSnJ7WfIOX/93yZk5lwHNyrx8NBUXlk5h6Ne0LOdnePh9/59+RZyBlOpnOvk3+DPqRlQShZZzyzfigSvErWCEiRPDXRl887EBMyw/34fJNTLxQKwZUAzZEUkTjPgSJiPSBJ5Xl9jhFVXDGxNqRrvM0vkZWjKSBKyCYoRUoIY+08qmfO2ZvcG+uGPEiKskuIiBgWV6h8jpydr7GT8fI+vAyIgITUGevgSIIfYoED7F3JMNQpIikdeEIuCyhv15vubDEctieggZDIPnI9h4OcNsdhrfI6nFjsaTlHMFzOmReekfUiNQiKJSmj96WDw5SiIh6Nc0/+fmTBI3P2R/osBKquv3i/s89fGnk/23CfnZ1F/tHZo0Ss5NgoK5lMJlGj7TD5ly9fgg5P5O0MVRQ2no93n3FvJzUEKBoOymADErF5bglInus4W92NGFB+3ocL++Pjozqdjvr9fqZ9IoxsICUvd+t0OkGuoRQP4XSH6fHx6QS1u7u7DPx+e3ubaQzy7t27+D4gPM//SIo8rXSACrvdrprNZkQVkqJsBiPCGiMveTYQ4/E483/IY8iadGCHgy4Ui8U43hYni7TGcDjUzc1NVGCwH1AQwKfebEI6GILJZBKQPflU5hJjhEw407XZbKrf70decTQa6ebmRo+PjxqPx5mmOyiqvI80vcRzO8kW7gfR+Xq91nA41Hq91tevX0NXTafT0FG0iwXB8koP5hH04vHxUe/evdP5+bkajYYajUYGaXF+h1cfUM7nOXMvUWPfnpycqFqtxmlxy+UyUJm8DhAlUFciVkp5HWr22mz0GbYJrg96zfecG02CSdKLrkulQ18FInMnlmJDnITte4+1w9nj+wlU/JovRale3Ksc2jzRjrOYmRDPKfMgTMZiscjULPpPNpGz+dL8Txo58143XHyO+/OXGyM2h0fvTLjf82sZzA21v2nvYuYSz/17L+nbUibmi3wN16E0CMMNIcaJbseapSDsrBERN1Av5TFElMBldEx7DVEdTl/qpbvTyZyT20YZA5Hv94cGHpzt62Qcz8FhtL0RiJRt0EMKyhmwyLmTgdyJJeWFglwsFvF+L2dxRCfva+NIoEdCHmkd0x3edRGnyo2HpJBPZyGzHhBjqVOGhQ6fg7l3WBe96JEa6Az/Z+1dtvgujBc53Dwbbp7f06nYGiej+jMzL06KTHWcdEA+vELJ7YCUbXjDZ9J9m/5fOpTkHkM0UhJtytVi/CYRt0MDKCEIRHipRHQoqpSURsQE25XN7w1UvBwFxU9k581RqL/j+uQ8nC3I/W6322gVSL7RYcs0gseoSHoV0QM5GYTn9PRU5+fn2u/3uri4iBwouSE2BJvk5uYmUwcsZb1FCIMw1J1tKT3l4NgM0lOrz263q3a7HYYIWfDSM2TEKw5QatSdUn6E4aYpArmuPBsI4GTuk4jbCTIYUSKpVqulfr+fiYRZJ6I2T2HwN0kBj4NyIc9uGHCk3amTsjWnpCyICECpOMxhNBppPB5ru91+E/XxTHkfaUMpns9rryFdAkfD5dntdtHlEVmVDg7QZDIJYwNRkyCDPQbfhD1bqRxOksK4oqdgMWPM1uu1Tk5OMutPHTlVCNLB+ebfVIrkec/QxId9T2rO+3sMBgP1er0MF8dLtph3Uhve/pmI2YNBDxxns1nGsLLPPJXkzhLfxel5npYk4AB5wZa4Y4hjAZH3ueNFLU9dQQDPoQy8G9kxxpwbaQQZz5Ikf8qMTcljCDeKji5CDlcQ+aWGG7iI+/YON/5cCAHs39eQ5yYCI9Lq9XoaDAYxT07owOFyQRwOh9ERCKWLcUi70uHJu6PjXY4KhUKcCkbtPH+TFDkndzbYhDgHyBKd1IAoJUXuirRH3qMHoDjmEu8exeClRuRZvV9ysVgMh5bUj6NGrA/OpzfZwYl1RxVjnBpuhx+99wL7Zb1eazKZ6Pr6OppfSIeKEleMr4HQiXFD9wDLosh3u10Ybs/tM3+gQxh1dBmfc4a5I4nsHYh8ROmlUikcWBw9dB0ONFUiOFKSMmxlUozoRSmr24Cb86zPCLBwoJbLZSA8BAiUbLkBRF+5rZAO0LujRuwL5N1z567TnKmOAcceORIMWgZqg758eHiIFIh04Ew4lO577iXjxRE3G9MZ2njz6fvoQOPQx3Q6DWar5/uAnSBAsYmITvBs8JKBgaSDU+HKg42GwfEzbr2Mw/MSKSzsk5zn4bAnc+k5Uq/1BIZ1aAhhxJgQOeBppmiLw+BA58432GyeDjUpFAoaj8eq1+vq9/uZcguui9fMhiMi9TpVlFoKweYd9iPiZi4lZZ6XuUY+ifKINtjYft46Dgty7WQdjAMjhVFReMgI+5LIkX2FcXLCp5Nr+Dzf6Q74r8nX/VMM1sMVMg4L+sZTHbwX6BZjQpMcZ3KXy+VoSpX2rCAg8MDB9yn6jz3npXrwEAqFQsDxOOQof1Jlvraut/NstCXF3ONo4LRgTzwtJGXPUHf5R0dJWdIuwx1Md4RJAzKPXmaMrWu32+EYuM2QFHuSboNeRcA6kvNOqz5+c6gcxZqS0qTswQSUH7CpHx6eDp6/ubnJKGm8Hs4dHo1GUWMMlIpygXzm3W2YMBbQDQge6mQyic2F00GtMUaFxXWF+BqUEA6NR3bz+TyDduB1slbMg3SASYmEuY6XH6WQKs0KEE6fq/v7ew2HwzDoRN6QcpyrQBSDQSFS6XQ6YbRXq5WGw+E3a4OCy+tA8TucTToJD9tbn9LLmnN6MSbdbjeMBBufsiR3XlJvnjQTMCOEJhTVZrOJc6VZC59jctggH8iF1wh73b13+Mr7wAg4S5+yN2BPuBpeMsfJVHd3dxEFAoOSzsNo73a7uCaGBoeUY41xEDDKnAAGCkAKCYMOCsBpiSAGrB/rS9DCOqXk0LwOatF5wYuSFPPhRFhJkWLCEDu6xDWkbIdJ/i8pIHXWd7fbqd/vh71ZrVYZGwRKhsMlKRAonCNO5BuNRrFXKS+EfOqEtd/McBPtOImML3RSB1/uk59G6hwR6Ibb830pkSqNhpkwNhweUhole+TI54F73QB4vgK4kXzEayLaMBdOYiF6Iv8DTI6g+hoRPaOEHIJlTpknoF1+51G/R/MYJRR76vluNk819uVyOb4bqJyIHAeR78Oo5T26Q4aQM2cws+HJZROJO/Ts+WjqRaXDUaBch3X0ucVw+36CDOXpqVQJpuiMpHCUnceCHHAfqWOf9+FOrZPqULzMH7ArkHXaiCptzVypVIJT0Gq1Mv3jpWwFiNf71mq1WBOPIj2y3G63mfQTTgI6LpUHfo/z5nKX1+GynepvZJs5Yy5BhKQsguiRNobWHVuQIvagB53sDVK75N3TtGsaxZNegsBIjh4d6NVU/y/E52cbbgr3CfGdzJLmuDGQRFNEervdTh8/fgzGM+37gP9gQDIBDpUTseFd4rHwHjcQvtHYDCyId4fCEDjkz+/r9Xp4eHmPIBAA5pImGjQNQPlvt09Najyqw1hvNhtdXV3p5uYmNj85MSceee11p9OJ/LMrayJ31lWSbm9vNZvNIpfocPHnz58zRMbT01N1Op0MiarX66lcLms0GkUkhDLK66CJD4MNDCoCyrRer9Xr9dTpdCQpTqk6PT1VuVzWbDaLhjl+shDRGcxmh98pTcKAIAuXl5cBzZPro2lIuVyOQ06KxaLevXun7XYbhE431vT1l5SB0UGz8uxQSQrHkHlFmVJKWi6X4yx4dNtyuVSz2dR6vY7gg0Yf6AyHUjudjsrlsm5vbzUejzPGYDqdZvLT6DLp0Or28vJSzWYzUof39/c6Pz9XuVyO86qB7T36I2oEriXPio7McyBCCSV6nsNrnAsgHU7ZS1M5dPTDwXHnyHklxWIxeDju8OIss78oxaxWq1GWNh6Pg0wKMROeEc43zaQgc+KogXKBlv3affJsw+0NF4gQvkfcchiUG3PF79GD5xpSj56JYLHcAzsGZfu9pDBx6vV6hOB1kCww+Q2v+cvrcBib4V67R968vNuSpHDKPEpmA3h+jPnx+nrvoidl6yT5PgwwnqgLOwLM/DvpzAmKXrHAeuXZcKNIeQY2r+e2UchOMCJ6owUtULaX1Xn+GWeV3/s6MMfSoawLpxaj5FEl8D5/43u95ClFqHwvsi55N9xpxO1RK/OHUvZWtTj7GG4cfvpn4+wSrDhkm+ovj/YdVWHdnPTk0VyaEvThyAsv1tY5QXkd3KOna5yPIB30nfMTMOScGOj7zefVDTfr4Uhlyjsg0JMUJao0nPJonn1GJD+fzzWbzaJ8NeWCpMTal67Jsw03eQY8ITan57u8hs3ha97ncKELK4rLDy4g2nWBI7Le7XY6OzuL/JIzLx0iJKp5eHiIEjQvXcLxIALHgDu0z//zPOjc5PMNrEbdLs/MASru7SPIDrsh9KwD88XZ0J4XIiLz6zm5STo4fu68LRaLjMNE5INCQ3lJh01ar9c1GAyCnZ5nw43Dybqs1+vgbrA/pEOubbvdRuUEERzyl9a1AsF5O0giaIwKc0tbztPT04i8IPsQ7WGwHh4edH19He+RFMTO8Xisu7u7aN0I8oUB86NC8264XdZxXJhzDDD6JU0nEY1BvkVfEI3TR56I++rqSre3t6Hrdrung5XYn4+PjxkD7VUXRIukLdJyVxw8ytKA6iFIscbHCFp5HDCwvUzPjR5cBKBv9E3qdDmZUzocB+poMOiK634QRp8rKgdoKuWIoqQoW4Ng/fDwoE+fPmk8Hgcr3oOftLoHp+MlAeKzDTeeOALDw6KcMc6MY9GvbwA33vR3ZbH4tys+rsdDk18i2ttut5koGWPE9fCWKLlwxYJQ4NGxgZjsvAs7RtHLWIB7MNpOovG6xZS44mgEBtTzfnTcQon5BsBRkpRxIPiJYOKMAdEy6OXMJvL+3awR0R8/8+xUcX/MZ+oIMRydINL1dpVS9rQkoEFXyqwPvycnxzxJB8fAIzeMLJ+Dc0Aet1B4YjDThW88HkdO0HOmGO5fU9ryTzHYK8wfaITn81HQXjrp5DxSFk5og3wkKa5LJQ2fI52FHDhi4lwfrgHihPxL2TacfoANaUUcN/aq51PzvGe8nNGNHYbOAyrWL+UPMBzN9bQptoCgz9O+PseSwpnDsQP5S6N2+Dl3d3darVb6+vWr7u7uwtEjoEz5V7/WoXoRq1zK9szlAVEQeK5MGpPF5/b7fUQJTprAAYCggdHme3wBMA7VajXDyvMIw8ltvjFZIIfJUIQ8Y6FQiIiUCCfPgi5lGY0oYfLIm80mYDsUMUJPbsydISfxeV4IxnChUIhSlkqlEsYEyEg6HAAC8x/IVVKwcqkeKBaLmkwmKhQK+vLli6bTqc7OznR5eal2ux3lGbBoHbbEccjrcFYrc4qzAruY+fWoyfuWu3KAm4BzU6vVNBgM1Gw248xnnDQni1IB4nlCT6FQPTCbzcI473a7WGeHcTudTlxPOuRj/fv+X0g3f62BzDrXJm0shIPI8xBhO5np5uYmUAj2E/X35MJ3u11USWDoOQ+9Xq9H74K03AhDgSwg/3wHckV6CZInetFLBnlvnveLdKiQAbXzvh/ubLkDe8xYY5/YJ+hFAjt0PdEua4r9YN4IIiiXdJ3G4B5pB8z8QyBkH7ktc9IpqZaXoFQvNtwe8aCY5vN5RKYoIqBXzhvlprx+mmuh2IEZSqXSN8rHYTuYxzgADFdIfMbhFN7jOUZyhECZ0sG4oGjzPsbjcUBIMMdxUjDGtD1EERCRPz4+hsJhHlyoyekBu/E7FAufxyFAYV1dXQW7VjrAxdPpNIhqNzc3kg5e9p///GcNh0O9f/9ev/vd76LfOmVk2+1W3W43Iva8d04j7++ICCWI3qO8XC6H4fWIz2t9mefb29twbDGgu91Op6en6vf7sTeRZ89RO+HTu6MVi8U4+YoXCJbvvUqlEr24IQ/yHJAOiTrzPtALlPt4tzcMHIEA8PTDw4PG43GkczDci8VCd3d3UbLozVdarZZ6vZ56vV6Ui1WrVZ2fn6tSqQTxkPXBMDghlFOuIEdRZov8Y7iJ7Dy94nn0lAWdx+Fd6FxH83yQu0in+mEvBBWkC4iUSTnhrIFQ8ZNAjTkvlUphZ3gf5Xve+hsZoiT24eFBw+EwbBxBaZpbZx9CUEPOXjKebbidTEZ+ziNVYOm0Vo7PudJwZUsOTlJ4/248+BzeCm1NyTe4A4En5UQ4Dr4H6sK4OeGGkXqkDu3neRBJYyhR+rAmyZ89Pj5GLShNAYi2EGrm2Nn+wO9EZYvFIgQR7xcvmQiP7mnkxCVlHCWP7r0EiY3nqInLDTlZZzLndaQetOehcToxst7yEGXB/iK/7WkO5JafzWYz0hjOL0FRo8jJvxIZIwOeNvGuYCBQ7tShUJ08yvpzjbyP9HlAnBwx9JTGMcTRn9/XwyFYf6GgkW+XcSelpemgFM7lPnESuF8G//Zn8HRXnkdK6GR4AIeceYBCwAhK4aRbnBcgcoerpW8bJDmh00caRPr/ff2c9Mbv/F7Ya+gxov6XjBcd68mDEcniYQMpwIJ1IfYJTVl7eKQfP35UqVTK9KqG0YmQc8KUE6IgEhDZOLyLgF9cXGSi8rQ7GP9PF5N/eylZXsfJyYmKxaK63W7MHY07Pnz4EJucs8+vrq6CRAPs5g4PBn+9Xuvm5kbL5VI//vhj5kAFz9fRPQovFweg0+noj3/8o4rFYgZOJGcqZdns1L3S/IAI1B0Er4PMO1SOTHkKYz6fx3rgqCKvlExitOk6OJlMNJ1Oo5RPUobNXyqVdHp6qrOzswxL2iPvzeapGdGPP/4YysajMgxArVbT2dlZ8Bkk6f/+3/8bDX1SZUrOvtVqRfTtOcK8DkqmcBpxYHE6MBA8C+8jT0keGRazGwzSB0R8XAcFTy7aDTfRtpe++k/+Tm6cLnik9FInzXkhr8FgM2jQRHDlzhVOEfPqBhfuUsqzADUFFcHpwdCCNnljr1qtlulzISnjdLmzxT7CvrVarfhOEC3uFWfd67pxgF9CTJNeYLjTwWbHUwUu4yGdPOCsPX9gFgIBRUG32+0M45hIDDieRL97tSmhjGun0Rv3wIK7EfcSBBeYPBsH6XDaDUdoAmNTnw4pjbVCsbvH6FC3e50oNJoJIOT8HsSEzcZReg8PD5ljQslju6PlFQZOZvPGId/zfLnPPK8Nm9pZsTgbbGafC1e4QLNePoLMfs/T90iBuXFDLmXPbnfo1KNHok6PPn1/+T5KSyi5n7wPR3wYTor6XlTljj/G1Gu/XddxTUel/Ptc/zmvwSFbDyp8pHvXjYgbOiefvgaonIFMYyxBkdAzTlSVDkiIox8EI8wRht4dS+Y2JYgd218pgvI9Mlya4uU7nNjo6Bn76SXjRTlu38DL5TLa/gHpXV1dZW660Wio1+tlJpS2iygaFD/CD9RKgwFyE7SLAx6iZIbvY5GI/rk2xAQ8VSbR+/5CfiB3ghL9NWy/f4pBTuzdu3dxUAiGmyYSFP0zB41GI5iwRA0IIogKrR1ns1nkpe/u7tTtdsMQ0eig0+no4uJCg8Eg5rbZbOry8jLWjDXv9XqZaMCJPrPZTO12O6JvZI58UK/XU7vdjhKMPBtuBmx5fpbL5fh5f38f7UiZE7xx8qm0AN7v9+p0OvEelLM7XN51Dq+fdWU/QmTySAFnAhRFOsDwpJxwDCHA4VC70iHayPu6cI8YthSmdqOJce12u9GUBmcIrg2Oizth1OhTOYOhpjSvXH5qsuLf70o8dfxIdVES6Mofh8vZ1+g+dN5qtQoUJ68DbtNgMMiUuDGHbodASphXSd84yI1GQ/1+P9ZRUgbRxb7wWVBk9oPLPOWOVB94SSH/9hw21wSdHo/HwVXxKg727UvGiyJuz/mmddcusAxOOfII2yElh4ioy4Vo4X/3dpkOP3qEkXo+7i359/I+h8HJgbMp/DqvYaA8OdqPKACoWVJGEfF/GJzSIc/juVHWFkPMC6XnaRKEHIeKbk2dTkebzSZzilLKK/D5f3x8zLR09A3AdwGL5T3HzXB0iiibaJUN684ia0FumVyYpKiBx1M/hpp4SY0bBAwQA6Plv09TXZICeqTJCF3YHMb1mnAQlDwPT595pOQv/zvzChTqDr4bAeYAufbvc8eK64KKpZEi+pSRsqnT/crnU36RG5IUUs/jwDbgLEJCc74NaJLPOzKPLfI8s9drewokJW16ulU6pHqB31OEQzrwUTylmqZeWTucLfYIhtvt4bPn6SUTyoN5bsj/zRcTheGpMLHlclnn5+dBp69Wq+r3++r3+yG8hUJB/X4/oi0UNAaAcgwUDpHFbreL5iL39/eq1+sZlqXn31lMlCATiuB79PkaDAOCNRgMdHFxEfASyAWCg4CkZRXT6TQDnTO39Xpd79+/V7fbDW8dVjdKgYYebuBpFegGloiTs5yRD+lQo4wibDabOj8/j9IYNiR5+263G/nyPK8PconD4zlP2OQpxwInlfwpOblerxfPisx65E2E7kYYBU+Omwida0gKp9kbgNBsifUh0ocAR/Tp983e4/15Xhfpqa2u5/hxOpvNprrdbqZPOMYP1M4RQCocpAMBkIDGoXcCDfQhLU7diUvTJl7uxbVxnPmJc0fOHTTFjT7r5K2O8zpABSmbc9SI+UHmMLwchUtA6bl+d5IY6D2vaoKfwf5k7Wh5il0ol8t6//598D9AJ7lvLz1L9wB2BUTFv+elQeKzDTdeDjCNlxc4caNYLEYfa8/9YMRPTk50cnIS0QaKmEXZ75/YqTBkGaenp9rtdmGYqQUmX8DfENqUKUjEh2eK4+D9Yt3jxZvNuwKSFPPMOdzMOUSv/X4fsDKKh00OCQqSVEqKubi40Gq10mQyUa1Wi3aOKCE/vADjPZ/Po56RqB5FM5lMdHt7Gw1hpKzhlhQOB4YNpUU3q1arFTKX5/XxKBQ41Qk2xyobgEP53G53aFnJy2Hw9JQwlJ10qFXGyHueGuXmECCKBBjdHSuMO/u40+lknEAvR8rzmjB6vZ6kQ18IuBk4J978hjUD5iZSwpl0fZOy+RnO7ygWi0EGRA6IBD1w8FSSlK0uQKaoH+b76IPOnvI1p4wsz+vjpXdwaVLDLSnsBHoKno2nU0E53I4wr+w5RwtZZ/hZ+/1TqTMQNz3T4e9gU1K7xTUdReO7MdyeC3cb+tzxonIwv3AK3SAgPDSf8W4zXuPtECjQkm8Wz2MwwR5le+kGk8fnHRlg4lBmzm5HELg/WkUC2b6WOm5gVBS4dGjCj/cPm3s+n0f7V3KpHHlKO9i0JKVarerdu3dhNP0gGC+9YF2IBGDbSsp0Wet2u3HgBX/bbDbB5hwMBpkowxUhUR01/3mOHhhsZE9hsMFR9jg8HPLh0TSNVZwcRa4bVqx38qLzmSMrON3u9ePAskeJXgaDQewn1pD7JzLx/ekIVQob5nVApHWDSorG4VfXe8g7/ApX8CBNnlNGNjFAzGWxWIy1cO6H57Q9b0p06Gc6gwLwPmRDUlR2sO7OJ8r7nkGfeCrTyWSOhHKAUrvdDgSFnhS8x3tO0AQn7UEP+lcqlQJRxKEjheeQOagTvA8G6UcG64tskPJyJzslsj17np77Rmfw4rXgdXojDAwr/wYSdOZ4yrQjWQ/JCi8ELxYFAyzhAu5RDBtPOhgz7tUbiLhRIndSKBSiQYnnuyeTSe6VEFAofXHJI7tzNRwONZ1OdXd3p7u7u4DNIEvs93udnZ2p3W5nIF2UAEY1jSpc+DAcRNwoCtZtvz+UfJ2fn+tv/uZvJB16YXv0huOUHgU6Go3iBLO8l4NJh8M6iFhbrZba7XaU8HHaGeSl4XCon376KZRGsVjU5eVlwLdwB87OzmI+l8ulrq6uNBwONZ/PdX19HRHCbreLiJpyMelwgIbXfxeLxYhEmfPNZqPb21vN5/OAkd1Y8z7WwR2GPI/pdBpK350pb6OM7nLiX6vVyuQqpac1Ho1G4VQ6qgES+Pj4qH6/HxAr5ERSgjgJzPlmswm9iN5cLBZBLuN+vAES1yD6ZA0wMLTjdBg9b4MGLGmw5aQ9dMmHDx8Ctj45OdFmswnZJ4gjsGy1Wjo/P8/wDpxvgKN6dnYWZXY4zhhujDooSb/fj7lO0Vruk4g9Lb8l8MRuEQw9dzzbcHv068rSo+yUCo8XeIxK78b82A0fS+77Zjj28ug/vXeMM0rGv9Pv1xfAvdY8Dzxz0gdsWDxANjoCQokWdavezU46kKnwdh1NSaEfvMr9fh81vZwA5nkk5AKl6E6Wk61wDLz7lsOIXjaVZwUkHSdJ8vuUwOJQK39Lo1ne68/OXnK5BcHg786EhQCa9lXg2nyGeye9cuwZIIseI4jmfThh1uUTXQFCwV4gykX2PbUnHc6kJ7LlWq63jjk3pFBIq/j7CEowMI5AEZGCkDkxLXWa3BnwlFQeR0r6QvccI2+xbikBOrU76BV4UugQR4H5P1E1cu8osUPbTsB0/SQdGpL5vgHRdUI013OC3HPHsw03QuW5MvdCUfJEspIihw1BiYkgR0apGJ/jxv0BUEA8MBAGpyMBBxNBDofDWPQ0r7TZbDKEOTw43ywe7TuskedxfX0dMOdyuQyGPidpVSoVDQYDnZ+f6/HxUc1mU/P5XDc3N1qv17q+vo7IGIN+e3ubiQiYIyJhLwOkk9pyuVSj0dBwONTNzY0qlYoWi0VwG8gj1mq1iD5Qbl5S5JsQxw6IdjKZZJy0PK8NUDMtfZ1fwB7iObwByGAwiC5nOF2eC5MOZ33zd96DA1coFCJKp6HNhw8f9OHDh8jNsmddAbHPpcPpZl6r7GQfnFs38nzOHYI8DiIc73WAYWRuJ5NJ5DQfHx/V6XRiTvgc6+mkNtYJ/YS8MkcgSZJivxUKhUy7z1KppLOzs4Bmm81mNBLxsrDVahVGxolSXIN8MWgOaZi8Due9pLItZY8txSEl+EAfYIRpTyo9VTidnJxkEF6cHtC7YrEYBERvB40OYq1Js7Af4H643eHeQFh2u10QhUE9SHv8puVgDomlERiTDTyRkmnwaDwv5l6UsyjTCMDfL33bdi7NrbnniuKXnqBzz7+n6MH3PLvXEEWg8BeLRfQPR9mgdEkDcGzhbnc4a5v8jjee8TaknufzFIa/H2EFGnRGNGvkkKPzEY79REGyab2RjpQ9XSevI/Wopez8pTwRL3fxfcPwNXBDkOab8eaJ/vwACww1P1HiyHwaSXxP/v37jjGo87wu0kGu0nIgDCvzQT6aveS1uh7lgiCyfv7Toy/miXn3vuYO4zoqiWHgehgbvsNzwm64kSGeJyWy5XU4AiUd+FVpNO5oEzaBfeallsw5HCYCEC8H4xpOFJQOzqsPJ52lCAzIrvMmWFecXdYvDVBeMp79bvLYXnvW7XYzVPjz8/No8sB5szT5gOUH3j+dTjUejwOKKhaLcc4yDThQCnyXw+uTySROjJpMJjHhEEdoYcd1IC2cnp6GYklZi+QC2+12eMR5P8hCUpxGRHtShJhnqdfr+uGHH9Rut3V9fa27uzuNRiP98ssvsQEajUbm5DU/23e/34eXipdIzkY61ItSgz0ajXR3dxdEDRwEPFQcO6K3ZrOp3W4X3ikkHCIL37S0DaWCIM9KyHvEF4vFIAK68oQVPhqNgqXKecqOMhWLxYjo3IFB4XN4C2vLYRXlcjkcueFwqB9//DFTMpRGNlK2m9R2u9VoNNJkMpGkiG7m83mmmQQkxu12m+kPkNdB3hSHEH3gRhmkbjabaTqdqlwuZ4yJdOh5DiP97u5OP/30UxhJDD3ET/ab57qn06mkAzSOIge2Zd9NJhN9/fo1o+N+/PFHffr0KXLu7iSTDiFSXCwWuS8HA1HjzHeqf9Bl6Hiias5CoGwU7gftnyHkwrfa7Xa6uro62gVyt9tl5Bw0hOoYP8ELOW82mxoMBvrd736n7XYbR3kSQFG65+lHDD776iUQOePZhhuIjkiBqIAcTrlc1unpqTqdjrrdbpQN8QCSIhpLC9ExPI+PhwPlU+gc6BcaPh4OkR1saliWKHw2qDcNccjK2edsYvKBeNl5V0I4PrPZLNMMh2eBldzr9eJYSI5whJDEWuKpY2BRNswXRoDSEumAtHAvMNc3m00oH+lQGeAvSDW+5ny3r6lzDrwhTJ6VEDKKQeO+nXU9mUxiPkkhgVykSJJHUUQh/J2ubIvFIjrhOZIF2Yluh+wbHFrPzwIxkg5xR5hnGA6HsdaPj48aDAaB6nD/eR44+hhp5gvD7X9jvjDSx0qM2GcQ0ZxJzv5gHyDzkuLQHtJXzmj3fCgNryAzYnSGw6Fub2+D38L+wRkvlUoZfQuBLq8D2Z1Op3Fqm7dvZj3QF6Tfut1uoLeFQiFjJ6hYGQwGEcRJh1JA74uAAafvB3/HecBOSYez0JvNpvr9fqRtWT8CVhAbbJIb/19bdvziYz1TkhJKQTo0j2BymPTtdhsePkJMXe/9/X3klNbrdTT0wPDgcZIr9+gFeBF4nCb8hUIhNhJ5KW8FyXe7gpMUUKI3pHgN7RvJT5M/SUkdIA9e5iYdCDXeys8h7ULhUBeZEtJKpVJ4wLBZvSseB46cnZ2p2Wzq9PRU3W43WOV4r9vtNoy859jxUtlIrBNOh/cSyOtw8lJKVnKnxI1kylZG5olCxuNxpiySXgb7/T7T1csjNtAukA6/F+TB4XcnAkrZLoVEDjiJrA9R3a9RQv8UAyPHvHjdM8b2w4cPAVEj4+gl5NcPy/EAwB1eRkpqkpTpQ+/yIh3g3mNlQ57S8sgOJAAEhD0Ncum10HkdTjKTDo47vwepQ55xduAoSAqkEPvkpXvef4KKFi/98nUsFJ4agrXb7eAc8JmzszP1ej11Op2wW/QAwDi7nQEVkBS6moqe39Rwe24bAXRIj45m1AmTuMdYek6m0WjEjf/yyy/a758aPwBnQOqp1+vhwZJvQvH5C68KaDg15AiCs69ns1koKkpjgFT4vtfCKpeU6d3t+Trgpul0Gp6rdCBXQBhjHnCo2AjOb+DfpC9gvXq+iciLnsz1el0XFxdRlgICgOKkG54/jztMnvOazWZRd+7M8zwO5ktSxsv2vDT/Zz+hgB26Zg0mk0nIKCiFoyygXERzoE1E+dwTkYKkMNzMpTdiQQk6Uxpnij7qGBKMzzEDlMfB3md/eMOP5XKparUa/bLdcMOVIWWBA8AaSopoGYfL+Tg4R+wn1184dZIicnbDnebjU2dvtVplym2JBh2xybuz69wCN9zMjc+Bc6mwSTip7XY7wx8plUpxDewSQQPy6oRC+DnFYlEnJyfRp54a7+12q8FgEGet4zRTK869YWsYHvCCev6mhpuF942JAmLiuFmGk9Ic/nOIz+Fqz5uhuPGwXMFgwL2JP8LvZTC+CVww3HtNafsOfzj5JM/je6UgbmiZe2f2Y0DdcLNZPIJy5wX4x+fOlbekDKTFmhAFOvwIREU+i8H9EsVLBwNDtO7krLwOlKTDlGxiJxQ5gQmHFVnEuOx2T2ei0+EJo44S4ZrIL3Pnc+SRmpQlf6IAvbYVR5v5dkXp6+LRkDsOeR7cs+shold4LegW5tcdyBRldGZ6ikYC6zqfh2qN9LslZeY/TXkwuLbvMUc8NpunY1zRp0R9TuzN4/AyOdaBOSCaRU9RTcT+galNCpVKFyJk0IfRaKTVaqXxeKzpdBp7zys+GOhLInYPYKXsiXIEfQStboOO6U9PK70UqXq24Z7P55IUguxH0BEFULaQ1gri/UnKwLXevg/CjCS12231er2AM/b7fYZ09fj41KbTyWl0nSJXyMT5pLGBMFxEfW6w+U685tfQ5ANYjg2c5kDdmHvbUmDui4uLUCSFQiF6l2NsPEqkJMUdH5w14Ot+v6+TkxPt9/twxkBOvBc3hvvm5iYzz7Boa7Wns6GLxWKQoE5OTsJhw1vO6wBlmk6nWiwWurm50S+//JIhqjBYM/rCYwCJcoH16JuM41Kv11UqlYJX4t2/2u22isViNNwBXnclgaGBSNrpdKKpRKvVin0MErbdbiOnR+95jBH7jrKmPA9PWQBbkjeeTqeBUKVcCyetlkolTadTTSaTIEk5J8HLfUCyKI88Pz9XufzUDc0RQG+jiW5kr3EfOBV8lvvGOBPcgByw5uz9PBtu0FqaCaEz6vV66HaIfjhD1Wo1SGXIK0jeaDSK0lbStZ8/f9Z8Ptfnz591fX0dwYukjHPjMo0csBd5L/921NadI7qmuRNGqo89hx58yfjVp4OhyJ2Gn5Y9pO/jGl72QI7HWZEwMpkQ8nQYXGCRNKfmjFC8HVdQ/gy8X/r2bFsWzQkleR/HUIVjULMTvRA6X7cUhSAK9DX0//v6HvNIGWl0LilzT74h3OtlPYlmyE9JB+88r8PnmU2Lw4LhdjllbzgHwefV4VeHqVEqKPYUVUrXIv2/71OcPd87DltyXxgXSI3p2r6G4dHxMZ3Ge9L59M95RJz+3V+snzO/01xu6lAhJ1yXFBKwOIQ514V+P45KvQbkUNI3+sn1A0GJI4Epzwp9QFkW84WMQsjk0CNPB7k+Iy9+bC+5nvThdpD/Y7/QwennXS++ZDzbKsE09bwQeS9uEG9POkCBDvOQk6PRPZ4uDUDwGM/OzuKQkna7HS+YsM1mM/IIRAuFQiHaSKZekQsxJQbAKz6RCIHDZa9B2D094KVWRLeUC7EBYGTDKWDevCaUPB49sWkB6DlQh1wlBYpBT3PIgY1GI9p28h0QapydDiScKkdg30qlEuxNTtt6DevD3EISxGjjiKAgCoVCEAXJwxFV7Ha7aLXo+WrmbLVa6evXrxnkCMiOSg7WFKjRlR6RJLlqXwMIcETTfBZEYbVaZVpVumOe58GelxTwNfLNyXRAn8w/hD/P53uKwuvjXbkD/04mk2itCqLBnvF64t1up7u7O43H45CN0Wikn3/+WYvFQp8+fdJ8PtfV1VXwHDzFBOPam8Rw3Tw7V+hr5xU4exwZdNSU/YLsMdebzVPLUUquQFHv7u6i8sWbtuz3h6552Ak6TTqyzBqxV3EIGKlNOeY4e3o2dZSfM17cqzyNxrgRID0XWPfeWZQUKsVz9N7K5AKdaUzJGIqDv6W56Xq9Hl6oe8W836O7NEJIc1OvZXjU6QLhqQLgTAQNGJzUgxuDNG+Teomu1PmMdIiOWY+0xMjrICUF0zVdg2MvL5MB1ncHLY8jnUvSNESqGG5Hdbzcy/PcKGS/tnSIUEgfOPEGB8FTV24c/B6J5n3NXZmxVhgp1oBe9i5rr8XhdedQOtTuSso4VGl5mJRtwuHPSpCSRs98hhpfb9CBPPg10IMe6QHLLxYLjUajSA06Uz1FDJE3z+nn2XCzJr4HmB9vTJRGwgwPvkj3cWqdM8exOewLz63z/Ti+rt/S/emOGddymTmG6jD+XxCqF+W43ftGgTLZeIQO0fK3crkcxwACgXstr0MYeKDuQT48POjHH39UvV7X169fM+QXIkiaEgCJ0IDfc4n7/T4YzC7gKCpyQ0D1rwX6S/kEKGFnqQIN0YyAqGK1Wunz58+ZYyad+Jc2bCBPBCqRCmyhcOjQVK/Xg1C13z+xnr2Ej7zcly9fMjkejif1o/OcLJhCgnkdIEt+GhBd68gje8tG5pF8NLLp5WDpQCHgkBIF7Ha7jHGQDuWO35NpFA2omZNGydWiyNy5LZUObUG5Tt6Hy5tD2aCGhUIhSlqRa3L77qRgAG5ubvTTTz/p7u5OP/744zeIHfoF5Mhb3JJfxRA7U53PghZ6UALKyDG35GCpiCGyhxsB0pjn9fme4459QIfhhKCnMbSc1YCs393d6fr6OvOe8XgcgQt1114qzE/QE36CqDDa7bYajUYgmB7Q8l5geUkRXbOfrq+vNRwOv+GdPGc823ATDZNYx7hKB+WRlg4hcJzrTL0kD+ER1Ha7jSbswLwYIGpFMTZ8DjJIWjzvzGXP5e73+1B+wCtci2f0CMW9ujwPh/sw3DgsKACvWd9unxrun52dSTr0Omc+iMAXi4W+fv2q3W4XECFzg6NE3s4FDyNUq9W0Wq0iqmg2m9HMA+RlvV4HOQ1jhaxBdHMyJN/za4T9rz2o0WTOIXAS1eJgFovFmIv7+3vNZrNIS7hRhwcC7C4dSsWkg4LHOSBC8LpX2Ojp8Agcw8C+ctY/MgZiICmcPRxfr2PN60irZLwfBAbwy5cv2m63oauo5WWPuWHl53Q61efPn6M8lfnG0GBQMLToM0cc3RlzPcrguyEzFgqFkA2a4kgKJ441hMiY5mbzNlKjLT0FJyAQ7ri4jgcaJ61RqVSCnObXJn3IfHk6yk9XRM45U8FPcHOZcWcLm8GZGHQIBe4n+KV/CTB+2tTnHxvPNtxMlkNqKXTHJKcNA7xftcM2Hp2jxByOcJiO9wP1uuFmo2FIEE5YnC78bEJgE/7NMyIAaY4qzyPtAoWSYPNLBwjdf5+WEjEw8H6MYAobOSfBZQOIr1qtxvVZV9IYOGVEaS4PrLtXHBD9PDw8xEagU1ieoXLfiDhQyJX/3+FV5JJnhg+QkvjSlIWno4DMmTtv0uGoBdwFvo/7JDIgpUUXK+6bGn3kTDrAwDjMeR88i+8H9AiOK+1p3YHCEGP4nRdCNAWfhFawIFl8LzCrcxvQdR75M/8ODWP00/1+DJb1zmD+jHl2qoh4MaoYZX8+nmc2m4VOc7REOpzQRS7b7Q2VTaBGRNEOsXuKdjqdhoHn+6Rs73H2B3sRw01rbmyWozTsK4Kml4wX1XEzoZ6jRoCkgzdOSYobS/eOXHH45/xsWt5PzsHhBgy4l19st9toH4kBwLj45ygzYrLYRAiNMzQ9v5TnQcrCTz1zoyAdFBVOCvWdRHuSImrieZfLpa6vr7Xb7aJPNuQdeoXj+UvKtHnEKSLCmEwmIbi80rwrThtecbVaDa4DCuz6+jrTrznPEXcqPygW5suhNU8heImSI0C8lzk6luODN1IoFKK0xstYPPfH/1kvh7pxhB8fHzUcDkNWgAEHg0HGcBAxvob9ImUrSiRF7pO5eHh40JcvX6J8i17ZQOzoJSBRR6nYM5Qtke7xGnsQP+6DCNB/TqfTkBcUP2V5nuLzAMOdQAyWnzNBZJjXgU4hKmW43mB/eLCGQ4IN4b2cGMn8gRpjiHFEcYr9vHI39pSzuuGGXOu5eHRuo9FQtVrVaDTScDiUpExjI0/x/poSyl9d6+Sevnv8DFda3xMU/5z/9PenkIkrQSeIOAzsjoEvQno9h5j9Ou7lvQZFlM5d+jo2z8cQkJTsdWyO08+54T52TV8HJ/ylnnQ61ylcxn0dW+u8Dp4tHRawFSgAAKzQSURBVP47l23//7F5PvY6JpvHoEZ+n8q4X9vXw/927H0Yj/SZ0u98TePYvCNnnnpLkRKXc98z6dqlI127Y9/vab40PfQ93XRs7f1veR4+Z3/pb74+/MSouj5PdUf6e957bL7SdfDr8NP1ZSoX3iDH9VpayvyX9vL3RmGf95V8G2/jbbyNt/E23kaM/Cdw38bbeBtv4228jbcR481wv4238Tbextt4G69ovBnut/E23sbbeBtv4xWNN8P9Nt7G23gbb+NtvKLxZrjfxtt4G2/jbbyNVzTeDPfbeBtv4228jbfxisab4X4bb+NtvI238TZe0Xgz3G/jbbyNt/E23sYrGm+G+228jbfxNt7G23hF481wv4238Tbextt4G69ovBnut/E23sbbeBtv4xWNN8P9Nt7G23gbb+NtvKLx7NPB/vW//teZE5w4gtCPCpzP53HkGiekcFQgR2dK2RNqqtWqer2eqtWqTk5OVK/X4yhIjks7dva3n9zz8PAQ31EoFDSZTDSfz3V/f//N0Y9+0Hm73Y6zhTmCslgsarFYxBGVHC33P/7H//iVU/zbj3/zb/6NpMNpQRy9Wi6X1Ww2M6dUNRqNOKKO87T9MPr0NC+OueP4vEajoVqtJunbk6D8DNv5fJ75PUcQIhu9Xk8fPnyIowpdPpCt2WymT58+xRGefk4uxy9K0p///Offeop/1fh3/+7fqVgs6uLiQp1OR7VaTfV6PSPXzMt8PtdqtYoz5Dkm8/HxMWQZefTjGfv9fhyXKkm1Wk3tdlvValXdblelUimu02631ev1Mmd2/+3f/q263W5mLyE7/X4/jnD1c5z5Ls5e5+zq+Xyu9XodRzP+5//8n//J5v4fG//hP/wHSQo9c3t7q6urK9XrdZ2enqpWq+nk5ES1Wi3OtG40Gup2u3p8fNTt7a3W67W+fPmiyWQS1+XI1FKppI8fP6rVaqnT6YSMcy79+/fvVa1W4xzpRqOhZrMZ5zQ/PDzo7u5Oq9VKs9lMi8VCs9lMNzc3qlQqev/+ver1ehytyliv1xqPx5kjRzkP/P7+XvP5XPv9Xn//93//V5/z54y/+7u/C9uB/eDsc+lJN1xdXWX0eqVSCT3Hep6enqrVamVOIeTcba7HcamtVksnJycqlUqq1WqZU7rYq34W+s8//xyy/vDwEHvGj8v1I3j5HMfsYjfRn25nPn/+/Kx5erbh/kvHx/n/j/372Dh2dF56bJ1/d2q406Mg06Mr+QzHtvE3rsMm4uVnI/v50P69eR3p8aTfO9aRcew4wfRv/lk/RtD/n35Herwnn/nePRw7jpTr8PpL47UcbJceoelHYn7vSM/0/99b1/SnlJV/5Hu324US2W6338g9ys3nnrO2/cx6v1dJ8Z5j9/saxl86fjg91tGVffriWq6X/Po+l65nfO8em/tj+5Hrfu950AN+jddyRLF0mDPmx49JTXU+Lz/WE8eez242m4wu8eOAXT+lNkPSN+twbC59f6TnvPs4djTyr90vzzbc3FA6IS7Y6ZnLx84ZxcPkvev1WqvVStVqVYVCITxUF/RKpRLRA9d9eHjQ/f19HEq+3+/jYPpWqxWL3uv1VCwW44B1zkJttVoRcadR0Hq9jmsvl8sXTeg/xSC69bNgt9tteJiupFNDsdvtAiXhPfzO1xivncPmJcUGwcskesQL5TtcUfE55r1araper6tcLqtarapUKmmz2ejh4SET2fk9S/rmPXkd+/0+otJ6vR7RGOhOrVZTsVgMeXt8fNRms9Hj42N49CBAOLdEVYVCIaJt9mCpVAoUiaiMiLvX6+nk5ESbzUbL5VKlUklnZ2dqtVp6eHiIyJL16Ha7KpfL6nQ6mXlGPjhneL1eS1LcLzKT54F+Qa4d2ePf7Aueq1arqdvthv5ar9cRieMUrVYrXV9fq1AoqF6vq1arRTSNrDebTV1eXqper8c+q9frajQaenh4UKVSCeRlu91KUsypO2PsJxxBIsZerydJIVtuYPLuVBHxsi7IJLbi4eFBzWZT+/1ei8VCq9VKi8Ui9A86fbPZqFqtarFYaD6fq1QqqdFohD0pFouBPpbL5dBxg8FA1Wo1dA66rFgsZvYs67bdblWr1dTv9wN1Rjf5OdwgiB5tY/x/jS57keF27/6Y9+CwxPc8O4fQgdHX67UqlYo6nU4IvHs8THqlUonrYDwkfeP54ATwt1KpFMYcCNwNNwKOc1KtVsMxKJVKuRZ0Sbq/vw/IJTVy6e+krDfIwe5pFOgoCApDUhgWroNiw1EolUqROkEucAZQiJJiA1Wr1TDY9XpdlUpFm81GlUpFi8VC0sFwu5ftUHleB8+aGjOcSkd2cCj9xR4BipMOa8r/Hx4eVC6XM1E9SqbX66nVaoWB6Pf7Ojs70+PjYzirrVYrUkUoSDf+QI8esZBCAc5nrfm8RzR5HTyPG8I0QuU5mH8g7f1+H9D3er1WqVQKWZ7P55pOpxFIlMvl+Fu9Xler1VKz2VS324112Ww2kUapVCohG6QMPcWURuVuBDzYwanjPbwv704VOr7RaEQqgRQO912tVgN6Zo+sVquQVZ/DyWSi4XAYRr1UKqnZbIaxlhR2iBQq9oe9RDSPLWB/IDe1Wk2tVivkBSje7SUBj8P+rKEHSM8dzzbcjUZDUlYJueEmunVl7xE4Dz2bzTKfJw9LrrNer0curtFoqNfrhXF15U7OZ7FYhMeFokFh8rlqtarT01OVy2WNx2OtVis1Go0w5tVqVdIBDWAj4m3lWdAlqdlsSlIY6TSXipdI9NRqtbRer8NBcQOPw4KDs1qtQljd4BMhF4tF9fv92DAOqaLgj8F2nU4nrokMuReLHFUqFdVqNdVqtbhPZMo3QZ4HSh8v3+eKOQV9mEwmgfiQWybS8Pknp8d1KpVKzOtgMIh15vs2m00YG3fkUtgPI1OpVCLHLWWdOZSQo14OUb6GdWHucRw7nY5OT09Vr9d1dnYWz817K5WK2u12KHV4BDiZyGmpVNJ4PI59yHyy/5hHUBiUOe/BIIFYVSqVMArtdlvdble1Wk3v379XrVaLtXSOwmw2Cz6Iozk4u3leG4Iu9DYoX3rPBHjSwXktl8vBlyKqXq/XGQgcDhDOKzpluVwGP2e/38d3SwrZ5ntZK+beOVmOoDHX6D/+xvOwHpvNJnLczx3PNtytVituAA8lhV1QJihXN9xE7ChyXkBytVpNzWZTjUYjlE+329W7d+8kKR7s5OREzWZT0+k0vJ7xeKztdhsOAJMCmaTZbOrjx4+xiabTaUBYEAiAXsj/FYtFLZfLgIHzPNrttqSD49Hr9TQYDMLDLhQK4dR0u121Wq1ITzgJb7FYhKHAaBA9IMhsChyuWq2m09PTUIAY9Gq1qvv7e93d3WVIbswtEBVyAeQuZclPeOA4CcvlMqLNvK8NTgmkMxxEN7goExAlUkdAgDhPwHVEiq1WKyJrn/Ner6fT01O12+0wNPV6PeYSRfi9vCdEH8ii5MTdqcOpWK/X4VS44QYByvNwRQsEjmN1dnamYrEYjiQRXqfTiQDGHRSMDMZ5MplEygGDTqqOPTmfz1Uul4N4iG4ijQFEXqvV1Ol0wjHDYL179y5DEoUQOp/P4/ulJ1mbz+daLBYZ45XXwTyxH5zMJWW5HEDdzF+lUtHJyUnoKp49RSKQT8hrkD0lRRDozjCy7RG/cxN4L84ajjnII+/DseP3GHf21W8ScePdkH9A0HwyUSp4eGxy3oN3Q9TuHoszID3Bz7/xgDG4eCrSk+HCI2UC9/u9Go1GvFqtliqVSuSRiMzdcKPUPOLLs5AzPIXgOTGE0iM9RyOIwNjUCBSwnjPOmS+UPhAVsoByAuXg33i3KeSEoUHIHQ6UDp4tTFv/fqA/30B5HMw1G9sJLGnE7RwS9g6OFPvF9wfOU7fbzThNIC2SYt4ZDr/j9SP/ONrAfw4FesSTwuauuDzSyfO6SNnKFHQJcka6wKF/5/F4Lhzj6ZF16uT6OhNxs6asL9eH08B94Qg9Pj5muBHpC8dOUuhY0DScLPZpnoc7kx6dOkSdVqG44W42m6FPpAPSy9yiu4h2UxlwxFhSRMPsPSdTe7qPFAry4w5tSr52ZNf5Fb+J4T45OZF0gMoZCKKkUK7T6VSLxULD4VDX19eR73HP0G+SyIC8hpOY3FMqlUrqdrvq9XpqNpvq9/vhXW42G3W7XVUqFY3H4/DGiLgvLi4ionHWIcpuv99HBEfUSbTqiiqPAzSEDQ5JwktTyO8wyMsAya1WqwwZEJLIL7/8EkpDyhKTyK3V6/UoecHYNpvNiDKJGlGITlbDcEgHqN9/d3Z2loH3vuc05nF4hERkx7N5ns1fDw8Pms/nms1m+vr1a5RmwdOoVCpRskQKCGPtSAZpqdVqleEOAM2iyHFmmUfnHWB0nGjD73k+DAlwLsY/7wMDTNRD6g3kjvIplCz76+HhIZMTh6yGUSkUCur1etpsNpn1wpnBOEynU0kKxIu9B/GQuUS/giCyL3kRmXq50Ww2CzTEiVLwHfIcjLiuR/bQC8gjqGpa5sZ8kBpy597zyNgr9CX6nu9zlIn1QOb3+32kspxseHJyEoEFc+5EU76HvQcyStD50vTSsw23DxccDCC/T/+eej6udD2XwYvImwVMPX035u6xHCNuuMH1iJ8NSX4KuBYvKY1I8izo0vH5TslKLhQ8F84UkBRrg4dKPtSjJ+bFo24Um5NgjhEUfe24lqMafr+8PyXh+Ou1DJ8H9+idJ5IS0vzFHPhz4wDw8vnGsb6/vw9D6mgFioX3eloLpQcCw57BuBQKhQzTN41QpHw7UwyUt6SMc4Ky5bmZF1jkkKB8rtMIzddSejLOQOTMI7lcdBFzi8H1+3NkEAfQ67NZX0cFMBCOcGKQ8h6ISAd9DTrh6+IpJg8CUv3nuoprseckZdbW9aXrMn+xr3i/BzmkULjfNNBJ9SSOI+uITXzueLbhHg6HcSMpWy7F5720Be8VMlK73c68n5wSUQSRN8KJ8nDodTqdxiZYLpdB9JAU0C9Kiw3HZvuf//N/6tOnT5FHpNECxITNZqN2ux1RLMSvvA8XNrx/NqiXgvE+nCbypLvdLhAL8qsQCZ11CRmwXq/HnA+Hw/BUi8WiBoNBEHCurq4yQouiQbH4fbDxgNpdjlA+0+k0yDvwJfI6UL48O2VZyKNH3DiNX79+jcYbLtNAcLPZTLvdTp1OR5IyrG7ml8gEtnin04nUBwYJA9TpdKLcDEgQJ3qxWESJk0eFk8lEd3d3YXRAeNiLxyoZ8jbG47Gkbx363W4XeVHWAARxOp0GnI6iZW5Q3ovFQp8/f449IynSGnxHqVQK4p+nhiRF9I/OK5VKOjk5CaTx/fv3AQk7srHbPTXD4X4eHh50e3sba7ter3V+fh4ykdfhDpD0tE5fv36NFEKpVNLl5aVqtZomk4kWi8U3DpEkTadTrddrTafTDNrkQcVyudRoNNJ2uw0OEA4CqQcifZwsovDHx0cNBgOdnp6q0+no7OwsZEdSpDhGo5E+ffok6RC8OmIJ6fH09PRFDtWzDXdKHELgwfOdPOARK0LrtY4sCqQnSE7tdjugH7xJlI1HXkxuGi0w2e6d4W0xocD3QPZ0EWOjYtTwiJ1d+lqGR7Ve7+nGnb+RLnBlhNfohoXrst4YWBjoOAeS4veQmFBiQGDlclnr9ToUpOe+WWc2m0cQ5JvYOHlnL6eEGjx1h2GZ39VqFREdEJ6kTETh0a/Df/zN1xdHjdQC95Mabuq5cZJgxHp9PfPNvXCvbrj5PGuWd8NN/pc1SREP9AhzNZvNVKlUNBqNIvItFArBQ4A7g15BXn1/eVc6dJ8jg+n+cj4D/S2ossGYOOKR6kNIphj0ZrOZiQbzOHyvYCyZ48ViEbKM3vDuj84jcCfS7YgbbvQJJESPrj1Vwfr43IJkQf7EMUYXSgcCI3vMu1g6uY068Jesy4vruB02QDih0AM7S4f8F0Lb6XS+MYK8p9frqVar6d27d5nWgE6SIU9EJI6hBl6XFBEzgopnSvSNV+pw63q91tXVVQgL4/HxMfJTeYfKmXPQAebEWeE4VwhToVCIunmY5u12W4+PTy0XYYWfnJxklI1fAw+YvxM1o+i8aQgC60Qd5tvzWQ41Au9JBw+8VquFgk1TAHkbzv1wp4QyIYe4ncNBrTWVATi9KP5WqxVlL+Sv2+12EHNciez3+4i47+/vQ9FhuO/v7+P90iFSIDLAqeB3+/0+EC1QD4wEhjwtHczj8GhXOji15XI5UybqUColQKAm7tA66Qg9yHccS/NJimt6/tSVN3wCJ705ydFTeazber0OVMwbSTncnOeBw0qgSEMagr9qtap+vx+McGyBBwdORAOBIsfvcDjr5OvnFTY4bTjKGHS4A+5ApwFGt9vVhw8fMvsbeUDPDgYDNZvN0L2/ieHmyx1KIDLw7mIoWsfvne3nLEuiNgz35eVllLmkzFX3Pj26A9bbbreaTCYB867X6zDokD4Qbl+8x8dHTSaTzCbAk0Wh5T0nxH0DOQM1r1YrzefzEGTPcTJnQKmSAilBwJbLpXq9XjD13Wsl2qXePSXYIPgO47oyJ9rxKJx183QMxs2jFKJWrpPXgeF2tjWKJM1PS0/r2G631e/3M7wRnFWaexB9+X7q9/vR6x/FcHNzEwqLOnjfBx5hsj6em/UcLcqKKMejUWe+g57k3XC7/PBCz4D6IWs4JMwhqYHdbpcpQXX40w23r6/nYUFEuK4jJYVCIdPAhRd60OUDpxiInGgT/ewIpUemeRzMIfqKAAoGPz34m81m6AEcRw8scDRBEjebpz4GoInsTfRHGpB6nwLmzcu4juXHvRKAoEjKtlXd7XaB8kKgprPebwKVI4QYM4d/UM7UqTGOkQXcy+EnZBjgWQYTghCTj02hQZQhkUWr1YoF9zwum67VakXOPoVJeA95K0cR8jqoa/aIl2iKFIGTWDDutLT0CIC1ZY5/+OEHLZfLWD83NJIiMnelhDFmk3i+jnsAaalWq8H4r1QqWi6XoazIk3tE5/nyPCsg6dDXAOTJWdzelne324Vcr9drdbvdDIGMz+OQtVot9fv9DJGTiBvyknRQGA4lAvFSoz0YDNTr9TItTzE6nqP3fYaMYKQxJBhwj0bzOpgjSnykJyUOEzytXEB+/fmJrj1AATlyJX6MUIvjRW24w7DkYvk/kXRalSEpvvPk5EQfPnxQvV6PiLvX60VKarlc6uTkRKenp7mGynFipEOXRp4XveRG1B181+FUC1GqhcF1ZIS90W63o2GRN9nh76AU7ny7oef7PAihayHrhQ7jvmmh67L2m0TcwDl+Iw4Z7Xa7ID6k+TaMM8adB+RGHZJjwfwB3XCjrICPnBmOonRointuNBoqFJ5OU5rP5/rpp58CMvS8H4uRGpw8D0pLPEeDsoZwBMyE4LVaLb179+6biK9QeGpacHZ2psFgEAIHfI1ic04BJ1sxvGQQ+I8Nwe8o52s2m/rDH/6garWq6+vrOFkKSHY2m0U3KP8O5CrPYzAYSDrsGXJhXj5CPhS5lhT8gMlkEsgPjud+v1e/3w8lzbU7nc43vfcx3LCWWYf9fh/137/73e+CoEZOkNJADDnOkkcGoFRAlaSo/HSwPA90hXRoiAMyQqkeKYqTk5MMjwa95AgUCtuNNk4na8F7SAtSRknrU170tB6PxxFBT6fTSDd6JO9oSr1e12QyUafTCYP98PCg8Xis6XQanSjzHIh4oy8MpBMCkTdQHxxSEETQI/YT6wrE7U6al9n1+301Go0os/TzAfj+RqOh3W4XdfZOzCaFh50cDAbRnOr09FTL5VI3NzdBTry/vw+HDp3wm+W4pW/JTnhBDv+4N+MeP393DxTFIh2S/w7v8IBsDn7ibXnETPThrGrul/wvuV8MPwv/PSPg5Ky8DuYnheIkhSfnuRwUC1AowoywE1mgWIgyttuter2e+v1+OG3SwTBxL8w/o1wuR1c8Bu/BKDkfgk3BvbmCTF95HmlqAMifZ3fyI5Eb0BkkMaIsvw4Kw/cRn8eLZ296aslJbsdIa46W+PB9xL3jSGA00hRW3ofD499L4SBfPDfPlhLa/HNecuQBDAN0wslwpCDRZciEp77SyCytOKBnxX6/j9QjLGm+l+6UeXZ4cUp4LuTUU0tpKjXVB8gwRhFngMNyeJ93NPR0g5Rt7e02xVOn2KdjvAHez5p5CTLfT+SPw/YSIvSLIm48U78pvB2/KYTSoVMeuN1uZ5T74+NjnN4Csw7PHfILkQJMQow0OSiE3w9FkBSelOeRiNz8DNa7u7tYMM91SYe8b56Hw36OeEiH5/F2e/f39xqPx7q5uVGhcDjd6fLyMvLd1WpV7XZbHz58CC+WNXQIDjIb+fJSqRSnUCHw1WpVv//97yPv47lUoGOcBbxsdy6cPe6s39fA+EcZ4NkDZbMePK8rJzYzvauJhFEU0+lUP/74Y4ZgdXJyol6vp263q8vLy4iq3YC4sZYUaRXv3AWczhoQyUkHPsl+v9fp6akeHx9DKbkDTtvIPA/IT97pzfkd6BFKhdAfjUYj1jOt8/b8qCt1j8pploIhHo1G8T2bzVOb1MFgoEajEa2Mqba5uLjQ+fm5pKfqmO320OWwWq1qMBjE2eBefTEejzWZTGI/5nn4AVNEun5OBU5qoVCINWTu3NHCMb64uNCHDx+CS+Uw9+fPn3V9fR26bLPZ6OvXr4EoY2foyEmOHB1Lm1RIb+5AoJ887Xdzc5Mh7M5ms9ChoDzPHS8mp6XeDsonNRYYbt7rkXKaT6ZEgdZ1fngB0AKwYJrbcIOSRmdOkHNviUn1HHbqdXt+I+9RBPfvjFMf7oE65Ack6tAo88YcNZvNjPLpdrtxQImkYCpLh/7PzDey4d3UiFy8njmN1Jh3J3+k642HnOfogeFG0MlEPAcymXr2RAL0eXc2PW1qmRfvl817mFfm71hEnBKW0j3uUamvr0eDGDpf87yvi6M1vv+PoTrsH+aCn75mrI/LqnRgObvMYvRx0BwJ8/Qe841hZn49FcZ3Ecg8Pj6dfMh6+D56DQP95W1L+T0yx3uc5MxwZJi5w/EhUGOdptNp9EVgrSnFc2fLX76HWUcvgTz2wqmldwj36G3B0YXPHc9+p9PtpYPgkz/GOykUChqNRhH+A+nhNd3c3GgymQTR5uHhQZPJJCI/8tYoqfv7+/hs2mXNj19jop2V6EQFPxyAaPL09FSS4v69m1Ra2J/nQRSF4XYhY3M7oxyU4+rq6hu2PmsC+/Hy8lKSMgq/WCxqNptJUpR+uTJZLpdBCHQlQi6n0WiEl8v1drunUr3xeBzsaS/LwOlK0yB5XhvWwGWS3Nliscg4tkTcq9UqTpdCpmezmcbjsUajkW5vb1Wr1aJelMi2Wn064QpyGI4YfyMF4dGx70snwHU6naPMcIwTDrTn0RncR97TGEDG7XY7YxAw0ih9T194uQ/rc3l5qWazqfF4HAfq4MzwGo1GcbBRv9+XpNhjROXM5Xa7jfd0Op3gBBHhffr0SZvNRtfX1xH0dLvdaNBSr9d1cnISjjHrDPmXcti8DlKa3okMHhNorcPTpA28zwgQeaXydOgIPAD0htdhs640lGJdcMo8HQJJ17klpDnYs/ATQFUmk4lGo5F++eUX/e///b+1Xq+DlEuN+ePjYyAvzx3PNtwIQOoZEunt9/sgrtCLHC/Dmac03aDT0OPjY5BZeFj/Tpob4C2l5DTpkAf1WmUnXBHBeK6chi/Ue2O4vI4Yocn7cA8UOA7I71itIQpjNptFVO1RFesLPOSwNN2KUCSwjR1eIppHyB0mBAJ0z1dS5nOccITj5rCrs3NfAxLiShJFKymcFhAfN9xAcKAaEL6m06nG43HG0CDXTiDE2XTDDcrhZTaMlBsCGxZHHOfYGePwHtxwY/SA1vM8QDNAglIYmTVB9lG06EGeudPp6OTkJPYDRhiZlxRHRjrBiVQgNfEOqzqUXq/XM+zy8Xisx8dHDYfDgNZxwLjXVqsVPRD4HOvtpbt5HMg8ThRBB1C39ETG9cNZcCIZrCvnMYCsOjcL1MTL7Pb7faBb6DvsCZ+TDk62o8YYdZwl5GQ6ncaZ4NfX11GB40RqPv+SIOTZhpsIwSeXiUVoYLVyTnahUAgYHAwfIw5D1Rtp4Mk4vEDkhtNA/pu8IArFSSDuLc1mszASxWIxzuNeLpdaLBaaTCaZekcvcfHIJM8DIfMGAk4Wk7KnOEmKYx+JKJhLyq68J3MKfzqUDnrhDhdrS8TtB184+dCNCCSsTqcTzV2IQEBzdrudRqNRrKl/Zx5H6oRSf+3cD/YE8rtcLuOwCxCST58+BeN+MpnEiXeOsKCgOXSHKJp5cmOSkuMw6igs9qw7cBgB9iGGh/0pKbN/8j7QWa1WKyol/EAKuDvoLpwR0kLMKexx73iHcSQny77kZ7H4dIb9fv/UlwCEiijfoVh3tqVDt0McbaJoz6d7CSsIAERcb7aTx4GO4R4dTsYRxThiA0CJ9vt9IEron/TUSeTZHTWXYfYJaQmu4frG0xy8hsNhRNwgBKR/sWPdblcPDw/ftCAuFouBTD93PNtwz2azjEAxyXiRlUolSkzoJw2sUSodTjZi8tgwECykw2ZIIwfyHfv9PkgEeFVe9+jMViaN7l4olNvb2+jqRZmF98TG2wUheA3DvUWPsF15ewMcImnquN2D9NabzKeTdZx5jLHvdruZRgnNZjOiau8ShiPkAo+RJkLodrtBwHKDJj15vLe3t5pMJhlyZF4HiBDKlpaVDvfzDDQ5kRTOJAr5z3/+s66uriIX1m634wx777GMQzocDlWpVHR6epohwknZ6Jq9DIzvXBPPH3r+mjVxw81zkq99DYabIIG5pFSPsiHgVpdhzykj68ivG2/QFN6XNq3iXAbmlfkjeGH+nH3Od7OP2IsofE4k4ztZr+326bQzgh0i/rwOdzjQR6C0zCsRM0abPDZ5axwUED6fD9AJ9CPfCWrs+o7ABPIszhuoLLbo/v5et7e3cb+73aEjnhvufr+vzWYTexe5YD+9ZDzbcHvEBUTm+W48EH4SUZF0d4IMSp9cEIYbSM9JHkzC+fm5KpVKHDxPM4HN5nDwghOAiO4QbITVD6nwU1ukAyHCFdRrIHUgdP4sKBiEjLlHgDHQ5HlYI2pPN5tNhhBDFOId0lAisC1xEoDDgeFxFPy4SJS+RxZsFhqUAJE5WRAjlEKbeRwoGvaJK372AQ4t80AlBKgJ8+GKiPVyONFHSq5irtwJSvczfyPKB551xxlHFyOF0nED8xqQEElRpdJqtWI+0WnsfRQrSnU+n0cem1wxLTn9sBdHVCQFORMj4vAsnB7vHSFlzxXw+QVRA2KXniJAcqkuD6y/lyK5jsjjwHA7ZI7B9KCBveEpOIy9pzM8b+0EXSB2onnv/oieJFVBEIJcOxkNx9aPGvVULc+x2Wzi8KV+vx/VGNgh71HxnPFsww1JAgXjrFOH9SRlCEbD4TC6dPHwTAanUQGjo5S5nhfGcyrO9fW15vO5Op1OKLjhcKj1eq2bm5tMO0aHDoFlaYuKMiOnIR2IEb6w5CTzPLwcwaE5ogegTRSLvyqVSgjS6elpwN5sBkoypMNZtHiolMm0Wq2AFp3MQ2TBRmOzIdx4rChIIh83NO6EbTYb3dzc6MuXL7FZ8jw+ffqUybf5gTbsg/fv36vVaunr169hNCCfcRjOaDQKUqUrMX56ishhVF9jSIcOowO1ugGH1MRewVi0220Nh8NoIkEDFhobsVeIXPOMhEjS+/fvVSwWdXp6qlarFWgGe4g0G8Qj0n+cJoWu894HHq15iqnX64XRBgHh/zinnGblxtrLIUEWZ7OZlsulvnz5ouVyGTlc0Bb2mOe9/eQ2+Ed5Hciu9933VqWFwtMZC35Ai6fgIGgOh0MtFouwB6BS7JHtdhv5Z28a5HuTBir0HJcUzsButwskwzk36CRSstg20E0QSoLQ5XKpyWSiL1++vMihelE5GDfuHsWx//N+Huh7Ly/VwqgzARCbaAlIz2xgcaD2UqkU3q9HhywonhR5EfJQHoGkhCc2ijsneR4OYftwg5fWlKIcMMCSAiLFcSmVSpkaX4RWUsbzdcPh9+Dea3pffh/O3HREhv9Lh3OjqSzwPG1ehxOV0ijo2Bx4jpK1waHF8NOjmegsje6kQwT9l+QWpZfuY+cc4NTSpALjxp7iGZEZ6rq5rzwPJwViQFMUkWcCrqWVqBOWcJyQSXSJ70k/HMRRJ3c+Kcnku102/N9uzIn2+Tz9MLx9JnuY93tUn8fBOvDc6BApa1M85YO+cnvjKJfvLb+2y3LKj2IQUTuSgc7DdnA93i8d5AcdWalUohEMwRH3Qxn0S9DdF5eDcbMIDNADkAasRm4Qg3t2dpaBXj1/Sj6cPCeTAjyI0sITur+/DwKUpIwzQE6qWq1qMpkEtA6Uxb2zCdh0kqJ0CRiZhc0ztCQdBAlkwTc3+WPSA2mOGjjbiYFcgzUgl4dHimAD8xGZeVRN+QZKyu+1WCxmjhvknGPaskqHNSUyZIOcnZ3p4uLiVeRSQSKIuB0SJxL46aefVCqVdH19reFwGPPnpzk1Go3MSULr9Vp3d3eZXBz7EKSJf5fL5TC4IC5E9SgNj7QlRQR9c3Oj7XYbSoVoj1wtBqVQKARUi3OV97VxMhjrRFSHk4+hm06n0aiDMkgMv3NHkF0QB97T7XYzcKtHxY1GI5Q+fBzv3oWOZG8SRbKW7EvY5rCvWbNSqaTJZBIpQkhUeR13d3eSFEd4khoCNSwWn3oYuANEYILuckNO22R0oTuVoCisBwaW4M2rWvgM6RXfo5PJRF+/fo1gBxLtYrEIvk+xWNT5+bnK5XKcMwA3ot1uZ4KX54xnG25f7NTjcG8DZesn7OBtuAJHMXtOwlmrDv16hJ5G63g07uk6o9qJUCghPLjUy3ISCpHEsUg2ryMls6TeueeVpWw3PCd68XngJRQaUSDriJOFkWDe+TybKo3CJWUcDDZAmgN2BUc+3R22vI90fp3gh9xT+kUXJfaO7wGibj/31x0wz3Xj6TOXaTQvZRvypO8h30ap0nb7dBoY503jTHgEIx1OEMOZy7vhlrLVEcyj6zbmEWNOTpK5B0lKI+xUHzUajUyqUDroHjf2yHqa23bH1SNE5+CQ7wbCRZ+COrI+3q87j8NJWjwn88Dcu15yZ9WRREkRjdP4hDQHss96sj99L8HzSOfKERRkh6CItdjv9xGUAJ+THqEKB8e5XC7HUb0vKT1+tuH2PtM8gMNFeI9EF84wJRrHkyFBf3JyEgoMzxQIAdKTlzpJyjR2wTMGnqOvNpPuJyWxCO5woExRsM6+RZG5wsvrmE6nkTPGI4e8MplMMpwE6aC4IeaQz/H3uELn2nj0CC55JkdGqC7o9XrRMhWmMhttt9tFG0bnSNBvmU3kyg9Bb7VaajabGaJVXke32w02KVHz2dlZ8ADcMYG8xF4CJeL5PVrmZLX9fh9zz3yzH3gPMk2JCuuEUpvP58FHcfYuKI2kUHBUYvgBKOznr1+/xol7MOfzPIi0ZrOZisXiN5GaO7iQyyRFtOtkouVyGcrZIzOicdaK66N7POhhr3mA4mRfdCSR3mQyiba4zDX7EQPBd8CN2G63wYfJ60i5U/7yWnR6e9NVDoeIz3e73ZhPCMqsNcRZnDFHgFlD1mowGOj8/DzjmHkwgZ1JU07SIUgBSeZ37iQyXmpjnm24IcV4JOACgHGmbpeIC9gIyAeIsNvtRuMColsgBAy3R9N4M87AxBggoOQOYApiZFwI+IznSPmOY1GnR4F5HeTdyMFR73t/f6/RaCRJUarnigkSmc+Tr6nn2Kifd08UReGOU71e1/n5eZCuLi8vQ0F6yR2Ona8NTXEw2u5kcfAGBg5Fl+e1ASLDqJ6dneny8jIQKKA5ZA6I2nsfYKw951cul6OPNc4tx3qyH1LPHta/t/ndbrfBFAcGZzg0ybpR3w9k/PDwEKkoOiJWq9UXt2/8pxhEQxwj67nkNIKG2Y/xhPTp+8AbQjm0TUcu30vpurs+Pca14fQ9PkfnQ5wmh+nZ1+xNSeGsbbfb3JeDObogHeyNEwLT8yvcELpDBKOeSBvUzpuysBe4DgEMa9LpdDQYDDJILuuO4Wau09y8E+ccJXOb82vHiyNuhCVNwhO9Agfyb8+FO7SGESW/xsQB+UiHrmcPDw9BuMDwOyXfiTgOf+E44FFh3Ci1YYHIE0F841AHz23keXhk6gzuNA/sJBdymrvdTnd3d9FgwwkVpDswKA6nsgmkbH9gCDcoD2dbpggMSo16fBd0V3YoS+kpquh2u68ix+2OzTGo3J0O5p4qCxAlcmrkt9vtdgYudXiONBXHP6bljZ5eQjFCdiOfCCSZ7nHvagcv4eHh6QhKiI+ea8/74B6dE4DcLRYLPTw8HYdJQxyiPF83DAWGE8PN347Js5OvuI/tdqvxeKzxeJxpmuMd7OAHIUu9Xi+T+qPc0tNXbvzYS3nn7JA68hQl6JT3RWBuHRV1ZI5nhoxXKpWiSQuIRIoYl8tldTqdDELo5Dcpyyr3dJUjH3BYqFJwvQmaJh3ShV5++dzxbMPNkXGcOIMSYKOTh0NBM8EY7jRfgNe42+3iQfDUUW7OMEYxsKm8bi/1cpz40el0YgH2+32UCbhHhjNAX2wmEsJVnqM66dATO82lsulThwnBoskJ53mzthBCiH6BlVA67r06dETkQR02MK7Dd85YJu83GAxCplzIPQJic7ZaLV1cXLyKIwpBCbyTnOfQcIjYA8z9u3fvQsHO53Odnp7q/v4+0ksgK5CTQB5KpZK63W6cIEUbRocBiSj4zGAwULvdDiRktVpFCSVIDpD6ZDLR3d1dnC3skK1HHuzLPA+e3/u64xDhjHz58iVKdvz8Z089AaPDQWDfpd/lXQI9+gbF+uWXX/Tly5doEUz6yo020DD7wA0P31+tVr/hHzha6eWveRy3t7eSDsa0UCiEnoBE6A6JVwux19zY8rwQpD0liq1gUBJbqVRCBgho3GCzlqCVTsjGcYKzwvsLhcNhQdVqNdMRzjlYzx0vLgfzCeWFgvWXpPD63fCluQBn07mnmMLjKD28ex6Yzzmk4l6xswXduHkzAidyucGQlPuoTsqW/7gD4/BOyu6mlt7X0Dv5uDFwNmxKwkGg+TwICWvD/DOfzHXKOWATwvSk5Snfj8JzKPP/FW76rQf3h6y7150iIe59Y0R54Rz5ZzzaLhQKcWiLlzYxUDhO6GGNiZz5PVE1rTvZizQiccSNfcX9YHDSe83jAOXDcKNIQaJcqTLPIEXApBgVUnSOKjFwaI8RE1kH3w8YeaByJzg6ginpG72KXiR/z2BPzWazaFaV15F2EGMtvEEOz01ZbyrTKQnTj6k9hkC5LINIucGG+OZOttsskGMnx3kAyUj/xn0jO7+J4U7haDe8zl70ul9KgiQF/IxAufBCOnAiDZ7KcrlUqVTSeDzOeLK+CDw08AT3Kx2aqpCjZxFoewrhBkUFeoBhSEl5eRwuWCy+1wIXi0+NJsgP0zRlMBjE5zebja6urjSdTmPugORoz4fyR6EQQXMgCLC355zYBOTYiWq8qQWEJ4w1MHFa2oJT4LKXZ8NNdA2aQ26U4Up+OBxGu0bpCUb7+vVrGE/mNWV++967vr7W+/fvA+kgmoD12ul0Yt7gLPzDP/yDptNpKCwaQrAf9vu9Li4u1Ol04ix77kd6yuMjLxhuHMI8j+l0Gg4PiBJzjQNFcw50DBwM6VCj/4c//CFItihv73VQKBTU7/fjnHsCEkqUvEyPv9GMhXw056x73bczy0nvjcfjb9DB/X6vq6sr3d3dhdzkGUG8urqSdHAEpUPQ4Qcesa8gcDofiujcW2m7PHvwiMH29rZE5ThPNzc3GQNN10Dy5Di7fm3QL2/ixTq3Wq04HhknYD6f/zaGm+G5h5Q04Hg9v3cPieFOgF/Tozk+l+ZdHWokCgO2ZfP4dfFQyY84lOwRP/fu5Ut+L3keCESaMvA5Q/FwGhL1hQgvzTOA2twxAopHqXl0jzFPe11DpnHnSlJENV5alEbh3igCeCyFq1y+8jrSiBvH1ZERlJA7sfS8xrF0795REV9zlAq9B6Rs6R1kTRwvDBX11yhHunNtNoe2nrBwcRSkQ2OclITmbOY8D5cd5hzDjZx5IyYUPA4La0kHSOSRNZIOjhuOFPsShr8r+lTnkc7w+fa96KRdnHagWL5fUqQHadXqf8vjSIl8ng71fcD8MGfOJ2CAFJLCSPP7bnccUeSzvJeACHlwki5kaI/0fW97cOFpFi9rdpLcc8ezDTfGkYXnIApy1dxMq9WKB0UBeM0oChnPydtikiNj0Yi2XVApsaBxgStBjAMC32g0dHZ2JknBVudQEU6/AmrBI8PDhlSU9zyqdDiqDy8c5YlAMTfMG7lrBBDvHyKUr+1wOAyor1B4arSRknX4Hvqcp/19qXX0nsDz+TyMjMPf0oHY43AVazyZTDSZTF4FVI6yTuuEIWYWi4eSIYdnx+Nx5JhBJ+AhSIoKDElh2HG6Wq2WpCdjfXd3l4ERcaKI/HGi3EDsdoeezl4vz57xhhXu2KZlgnleFylbXiopGgJ5Sgf59Iiv3+9HDpPBZ1wZO7mTzwOD7/f7mCPa2zq5LXWWcbTIn0qHoIlT4zirnTw2acFCoaDhcKjJZCJJuV8X9DV7+49//KP+9m//NhMlYwDhbjgC5w4Veg/b5BwF5nU+n2dqql33+L7F4D4+PgYiQprF7RB7zfcb64bt4XRDHIHfNMeNR+NeKsobw00HLF67Xbb7mZNiJAU00e/3M1CHPziRBAYIEsaxchMMBZ+FmckC7na7UDAsCjknNpUzztlgryFf50KDF1csFqPe1HP95HyckEQEQtkIjHOMB1ASsBDr4WQRDLnnpZg74HgvLXJo3xEXz2W7opIUzRTyDPcxkFE32uwfHFr2AA7OarWK7lYgHH7U53b7VIvLngE+5xoo/81mE/lr3odj4JG751ZZS9bCy5u8jC91sHi/k6jybiCQO+YUhEM6wNk8M1wPjDdpOeYKfcMzexDjhsNzoSAWHkm77jqWjuTa/gzT6VS3t7dx3jPGSDocXTqdTjMOV54HqQj088nJiS4uLiLoc8JZSpBGTl2OnYHuVQ/8hBjtZcP+OdYm5eR4c5iUhJ3yjDD8ONkOkXtq5iXcg2evIpO2WCyi5SKCQl2dG0oEj0gAuI2bwwA7uQDlzoOt1+sMsxUSibM49/undn/b7TZql52gxiahGQZRBJuM1nPkX1lAPNa8R3WS4oB5hzK5Z3JrKFUXbodwIJYhbDhHzD1Gn/WlfzzfyzzzPr+2byzkh5wcima73WZY6CixtETCUyN5H2lTCJ9zlAQR33g8juiJnBqOC8gI10qNJVEHBLXhcBiROkx1eCDcC84d1Rk4DshBimR5qQsGwCFGuBOvwThIh3RdSmZF5pwAS/4ShxdkqlAo6OTkRGdnZ5lrSIccJ5G27yOHXT3PyvyxD05PT6PrGt+HEcBweOMjh2adj5TK3GsY6A1kGr212Ww0HA6j7TUtsNEhlFC6LnHD7YaUnxhPUF+CPNJ2bp+Yd3egPKpm74AGePr29PRU1WpVHz9+VK/Xi2ZZ9/f30fb0uePZO4wIDELR169f9eOPP4Y3CCS0Xq+jRldSlAchxB7pMqFMHKd8OVHHWc5AFe12O2paUfz39/dxmpKUbb8K6Q1SFixQWKKUfADzprmtvI/T09NQ3M5KRkglZQQJNiYG1nNfrA9OFZE470eJ0OVsv9+HB4yCcJQCT9JhX5p30D8ecp3n5YHJia4RfjYg/87zIHXjRtD5IZJize7u7vTlyxdNp1Pd3Nxk4FTIkw7fIZukgKiv9ghtOBxmDJNHIfyfJi84dhAP/Z79BCzPC2KwcQJeg8FmMCceSXkU5uxyOARe806XxvPzc11eXn4zz8XioRMkpFk33CBPbriB1jmv+fz8PEpa+W7WF0OV9kxwAq+nMo7lgPM4HJHa7XaBNuFQPTw8RJkejY0Wi0XmuNVisRi9/dH/GFOHtX1OkHvK8LB33vqX36HrPB/uzu5+f6gVd+gd5/aPf/yj2u22bm9vNRqN9Pj4GGXLzx0v6lWeetsO5RQKh65PQBUe/ToJgAd1BcyilMvl8HQx6BgbJ0s5DOFJfveWPLrEuPBZj0xZWDajs9NfAl/8Uw0UgMOZQEBEZ17mwE/QBcgbHlkh2Ch0Ugz+GT9ONM3t4AjgrWKsKUkBLncyDw5ECk95nhaFxz3mebgMsT4YR1IY7CfQJp5ZOjwfCsfJfuwfd2xZc8odcQrIp3EMIdf2tBVKA4fK02LsGzggpKG495SU8xqcXSc/eWlWijSwB9gbbmx9z/k1JGWc3mPr6nKNQcdocGylpx68zJL6eXgH6DIqSdCB3syFiDBFsPI2cHZxophnHzyTpxg4gpjPYINSeJu1dUSC9ztRkOtLB/vET+8Ln84p/8Z5xk5hq9Kggz0EmvPc8WzDzY17XaETzsj7eF612WwGCYyb9MMSaFBBJNjpdKIMCCH0PB8RAl6UtxOkNKler2eIN5QaSQoyHMaZie12u9GZiuhnPB5HiVLeDQRQEpEZDFn6VSMY7lEi7MwhaENKOmJ9cGow4KAXpCgwujhxIBg0zBmNRpk6bWeJulMH3OS5K0+jOOM8704VJ3ihnD0nDZIA0W40GsUz+igUChl0CfY/rU79IJDxeBz9zplzyG7sMe8kSKThjtF8Ptfd3V1AidKBHQ1pkYYTPAvGDWX3WshpoEWkK6SDMpaeUlDoOhxd+Dw4w9PpVM1mM5xld6yYFydl4hj4eQsQz05OTtRsNqMtLkEGjXNYy/l8rh9//DGCEe4ZmWAtvRkJqEHeDTcoHmk/ZAlnqVwuR2kkKVP0G0Rb7JQbTnSR8wt4nyNZ6HpSu14xMx6PM6WYGGeCTNeZOGzuEOCMOcoIukk/++eOX9WAhZ8OmXkE7nlhNwL+fiJkz4en73XPiJ8OBfrLSQUesfl1HCpiczp0iNFyODLvCkj6y2uDUFJy4ILqnqBD1X4NKVu+l6IcRCZOzOH9QE3HugR5ZOO5J79fDIZHKx5t591wu+xyv3jtrsTZ5I4U+eeObehUrl32Ud7HPuPzXCqV4uhVR05woJB/jwyZc4fOj93Xaxi+Lsfk3fcHcu3kPFBFggQ3FB5Ru/J3I+5pLV8756P4y3PjaRTPXsfxlQ7pMT+xzVGBPA/X8aC4DJ4TQ+gEZuaEHvToPOeTILeOuvr8+zr4+oPMpveXpqH4u3NbWOtisRhBDVULXjnz3PGiQ0Zg9NGD9VhhPDAqpROdTie8czfYRG8O+9ze3garlrw1EQWKbrFYRL6ACBlPimiC+8ATQ0ExaUCBQI2pM4AnxD3mXdAvLi6Cf+B5GCcFcqwqApoaE5SQ1wA72QM0A4UhHfrXE7kzUFR4+ZDRYIR797BKpaLBYBA5PQyJ8xK226eyl9VqFedWA1nleW0gBqIsU1jVUQdX5g6xStnTkECW+CxzDe+AxjqgLqvVKk4n+8Mf/qA//elPGceo1+tlGuNcXV3p//yf/5PJx/78888aDoeBtrRaLX348EHl8qEVrkct3t0rzwOn0Q03zqZHeMw3Z9tjRMrlcvQMJyp2xx80YzQaxelroBms/3g81mq1CsRPOvTiRsFzT5RhwvMBXXRiFfcuHY4Kpbf/95q05GlwmiGtdb3ZCX3EKfXiYJ1ffvlFf/7zn7Ver4Mb9ec//znD5Wg0GtHO1M9QQAeBug4Gg+Aa+HtARebzuX766ae4N/QlBp41RJeiZyGh8T4PYt2+PXe8qI4bBcRPPHJvLoBBBJJN2/0x/P3ARXTRclY5/V5RcAipU+nn83lmw/ikeB7E81JOPHMj5pF4msPL64Bd75CNpIDDPUXgCoo5dY/ekQ9SDbBogZyciOMs4hR9YZ1SZMRZmXAMcMTI7yE7sC0hj8xms2/KZvI6MGDuKIEYuKzxf/e6PdIil4kidnllPkmDAKuTM93v9/E7jlt1TsjHjx+jdp/SMerIUSrX19eZPVWv1+MgE0kZ4pzLw2sYrkhdJ7lDy0ijonK5HIGAdMjPouvYUwQg1FujI133pYRASRFtcn9eQgna5cx03kcZnzu/zk/JM1IFL4r5ajQaUQpJTw1sCmcAFAqFIBhPp9OMnkHv4ER7OXGz2cwcYMLfgN890CQF7Hwc1od94Yin703+7egageavXZMX13G7l0+zEn9I38BuMPE4OP+01+vp4eFB0+lU//AP/xA5uvv7+6g7pDTGYT822GAw0MnJiaQDKWYymcSGcOivUCjEqTN4rETTvsgY/larFWQQJjbPw59XOnh76aEv0qFJC6VdrAEKBqgUmIj5Zr5o4EL3Nb7PoxaHcZ0odyz9wLX9AA5epVIpGu30+31VKhWNx+NQci/1Uv/aA64HMgZc6hAdChhEKyUHMmCk+uEq7rh4Nyec7H6/H2vlh79IBxSAXHu1Wg32MmsB2tFut6O+lpw7jhyoB+hb3g0DgwY2TmgqlUrBv/BmHeQzHTZFtxER057XU0is5f39fXSou76+1n6/D+MKSobxKJVKGo1GKhQK0RcDp20ymej6+jpK1Ha7XUTe7KH9fh+HaXh1B4YCGD+v4+rqKiLuxWIR893r9dTpdII34FypTqej8/Pz4F8wP0S47JO0KsOrjNgnxww3+4kA6PLyMiqo0G3sAaJ6TqHkrHsn4Tpj3ctfXzJelONm0cHr+WL+nk6Meysod6/JKxSeuvoAPUBkorRlNBrp8+fPmSgSRY2XC0REdOALRbTHIL8ISYcIEqOH4aCbFbmnPBsHKRsJMLcoIITdczPArt5X3P+WGljWlqgOo00vZWdr8n7PCSKwvjbOayB1kv4d4oakiPCAsTByeVZCGDUUvzcmkg55Sc+fOUeAQaqCqIkz7tPvwghTD9zpdL6JlGkgAtkTJYJD4DAh68vvGShMFI47e0QieR9EYERE6K16vR5BBp0fU+KZrxcOECViRFvSoX6fktXJZKLhcKj9fh8kQnQeacNisRh91Gmg40xyapiJ3IGQaWGMQ+FIKI78a3CsaD40mUyiP4gjpU6yJWJttVo6OTmJ8lLQI1Jyzu1w+BtnFoeWEi5HiZGLzWYTqarT09OoHwflJF3y7t07lcvlOIVyu92G4SbSxsl2Po/0sq52LyanObkFg8kNoeC97/F8Ps9A287Ge3x8jBaWMFYxpBhkP/jdlbqfP4sScU/XCSJMmv/f23UywXze4Y08Q7EMmJQw6BGoUqkUfAQEJTXwrhhQQigrjIw7QVQOwFAlanNmMrns8XicYUtzLaAqh8id0e65YGDX4XCo5XKp4XAYUC7PltfBSUzkqEn/eJoCZ5FIHAPPPLlxx/C222397ne/izzf/f19pJi8Te+xVBCtU5Ft4D+cIBpb8HeMk1cAODRLXtdZ5S8l2vxTDBAEZNy5Mb1eL05Ckw6ngqXlPOgZSSGP/E06zBVRF82H2GN8zkmJOMLsOddFksJRQqcSkbvec3nB6DiPJ+9rI2Vzxqenpzo9PdVgMFCn09Hl5WUgDfV6XQ8PDzo7O9NyuQyZns/nms/nYRw52AOkwwNN6dD6djweZwJQZ/SjJ7FHyDu60puR8f3T6TQcMfgU8/k8GPM4IS+txHhxxI2HgIeOEeThHe+fTCa6vb3NwNdAQ5SDLZdLXV1dZaIRIN5Go6F+v59hQjqpBuPt5Dc8Tc8FQmCjqYKXFwFjwVL0+/coMs/j5uZGkjLPhIJASNLOdZQQwS0gWsOgpwqDKH00GkWemWgYBUP/8cVioel0quVyqa9fv0a+tFAoxElHdF6r1Wo6OTmJNWPjQUIEobm9vdVyudSnT5/09evXb3LEeRx0QBuNRoEoYcy9/hpD6C/IesCC5XI58tRnZ2f6V//qX6lSqUQE5kdQpsrZYfTr6+uMswvUx/nsDw8P6na7GccImUKZYrQqlafT/zabTexLjE7ejcPZ2VlEP+TokelCoRBRmyNCBCVEUZJCZomIPX3B/rm7u9PNzU2UQjoqwdo6f4g18VI9HCn2HFEazgLryz4rlb7t3Iajnvd9IynmejAY6IcfftDp6al+//vfq9Pp6G/+5m++4WpAFut0Oloul9EGFkj95ORE7969y5QCE71LCl2IkUWe2+12pHVBR1grDO9sNouoms/f3t5qMpno5uZGX79+VbFYjLQfp+8BzUOe89TYPzo/L5nMdDO6R47SLxaLEV2k+SOHu1O6vxtuJ7ulD8MG8rKmlLbP7/2evIEL9+CerpQ9Ss7JU3k33q5MIb6ARkjflhWBKuBBMve8x9mYxxQw83YsDUFjFe8W5flvFD6OWdpkwtcxdaA8gvTvzesg0vGmOGnTGZc3vHJ3QFEOrClRBlUCQKAOUwPRM3dUT3AtN1AO9fFv5Aa55/18ls6F3JfLwWtBqdAPKG5P03iaiHn01I0bV6DVlPx1TC4dFeT6yL3rUrgRIFmSMmx35IRrMtJ595TVawlCWBfy/U5yPkYCY7iu9wCTPcP1vKLCG+twDX6C+HGiXlp+5+lDL13l8yk5TVLGWUeG0LfwHJ49T899IxPjHiCKGvjPDa177jQCAVaAGY6yB+JFUFEO5CScAIcCgUxQq9XU7XbDIHgew++ZUgny52wI8nSpEUfocSLyPGhagHB5bt/zyRhQIiMibZqjMF+ec2YeXal5SsEdLIy59yHnPZ5DBLY6PT3NlOzx0+sp8UjJIXFwQ+o45HF4OsbL4jCShUIhWP88o6eIaMiBUuj3+zo5OdH5+bkuLi7CoGJEyGdCxEQhIResL0Sq/X6vm5ub2A807Wk2m7GvS6VSrFO73Van01G329UPP/wQRKDtdhutbPf7fe7L9CRF9JNCyVLWMaUCRVKUCxFcSE+R+9nZmXq9ngaDQaT/nDdDioM9g4FhsCagHKwHP93wkKfmSF50HUbKnQwIjejc1GnI44A0iPxcXFyo1+vFeqFfQKWIoEFykcdGoxFtTzudTiCOIBEQ3phHHE72DKVe6CVHaz0/Tstg9lzaE8EDIfSBw+qgoS5nzxkvNtyMFBLCq8BbIcr1nLUT1/zz7qmkhpOH8bIuXsCIwE1ubNyQuCeWemn+LP796d/yPBA2KcsDcCKKG27p4MGzqR1exTinkW46dx5dOYpC1O150ZQg4lG2y4E7a+n647zhTDjpLo/D0w3py1EI37AYbvL/9EjAyFMz76eB+ZrDEZAOcCrfx3dzfWSDv6Fk0nvCmONw4Tyxn3e7XZw+5fKQ55HKZIpKSd/qI9YGJexOLrKcVgY47wfD49Ev34Fs4/ig2L1k01E0viNFGXlvmno5puPyOECCuO9Wq/VNdQy5fSf/pWWqOLXsGQ8K0lawzr9xZ9e5Nl7O6nrS9ZX0l+0F+oAXKFypVApn5Lnj2YY7bdEGqahUKoWSdrgAzwiP3mvWUDgoH4w8Pazb7XawWJ31jfLiDO/Ly0s1m01dXFxkakeZbFiYHFwCiYcNhAfFYjhk5dFr3geRJxFuyqiEIOXNI7xzj298vMlUuN0Rwmt0cthut4vTrYbDoW5vb1WtVtXv9zMGl3sioigUDq0BaRTi5z7jpVLewbP6Zsnr8Nyik/mcOES6gP3R6/X07t07tdtt/elPf4oKBz7D4S4ePbHGGNDb21sVCoVg4rN/XMGVy0+NRX7++WeNRqPYi97KlP7ylUoloh4awNDggla4OHHOWM/zoCrFyauk9lLHstfrRTOpTqeTIZLt9/s43IUmHRgf9srFxUV8L0b/9vY2w5LGCEwmE93d3QVKw1rhhLkzJj2x4+EbtVqt0KMYGtYSYiloQF7HP//n/1zFYlH9fj+qGdD5tG+G9Y8TMh6P4/PI+GAwiLJFom1awoJySQpS53Q6DUcBZr+jkOgr9i/r6864dEhbpikX9AAQOT0ynH/ykgDxxb3KHZYBFnDvz2+UkgpJmTOUneDmdHvgbCBv4FGHfr3RRL/fV6vV0tnZWRA82EB8N01d7u7uMq3zuKajBRgXn8jXYLgd4uO5nFjjuUxnwSLknnv2tXHvlGiA+WJ+HRbiVLfJZKLpdBobxmsUU0He7/dBsIFZjieKs8D3OTHkGP8hb8NzXciadEjPML8YzHa7rdPTU338+FHtdlvv378PY+mePUSWFF1BKcxms4D4PMJizSWFYRiNRrq9vQ1nGWeJXDmlSkSNOOqj0SgcPkkRsbiCyvOAUMsaYdw85YcxpQskBgTn2HOXyGiz2Qwotlh8KlHF2LPeMPnX63Wwoxk43+5IIPMpR6dQKIQuBJ3BCPledRn0I2LzOC4uLlQsFvX+/ftI5xDsUUKHQwM/B06AdHDEcGSowvDoGD3DHgBqR8+Rc8YRwzHFWXD75ClWfx1DPj1yd2Ty1zhSL25xhCfhp9gwYS7M3DyNWmhr6gl9jDbeC8adh+V7HOZ1L4o8Nx6rQ1OgA0wqta0OTfHdGBP+7xB/3hWQdIDbvH7RTwdDGXsU4TkbnDKHXlFgCHsKtTncl/ZddujJD4yRDj2unXiGYvLIMN2MICdXV1e6vb3N3GteB0o2hS19XtO0Eblkz217hIfSHY/HKhYP/RHgCmw2G52cnAQ65TAwexEWK/sA2JxyMs/BedTH/fE3HKvvpaDyPHAaU/gSOaVypVarRR4bjgXzzXs9itrtdtEAxZ0BD3qAedN1xykDKcFgYIA6nY5OTk4yuq7T6WQasKBrMSqeSnHnN68DxAf9jiymaC76y3vFPzw8BF8KGaT1L5E2NgFip1/Hy2UZIBissdsEOCt0bON3+/0+Ormxh5ysJh0Iwk4Kfsn4VYYbhQz5jB7WlJOwATAYhUIhqPlnZ2fR5IFIDEYsMDZeJvAg31ssFqPZAO0biVjcs8GQ++YCivSWgd+DW51A4L1/8zp4boQIwXaHBy+R/CjlDdIhV+PEJD7v3ASEzXO00qE3OYohrdlm3t1hcmXvnivRDCQunuXLly9aLBb68uWLbm9vQ8Hl3XATJbnBRjbTPD7OU6fTCSUjHRAV5NCrNdiP9Xo9ejg7KuGGn3I9UkHsFeTh/v4+UC/kA6VIusNlB6cgjf5fw0C5p3wDd/4hor179y7ScaT7OBkPSJVzo6XDARPsI+d6pMRP9BoQO0giaZHNZhNlQ/1+X+fn5xlnGqPN9enQ5mgJ13L4Pa+DfuTdblfdbjcMr8sysgrU7PoHkhrz7jwoyuOQe08h4LSm3Cau62RBSmwXi0WUipF6wfg72ovhds4Rz+KVVS8ZzzbcvklTD5vfYUCBml0x4VU41E4vZSI+oHcmPn1Q6XC+Mw9M1OEKyyEUP4GFzyG4aZs5NjEK9rUMDJ4TbkgdpCUJzCkQkXTw9j114PAPjky6jpRoIJhpaYznYZEfhNVzbzhH3vRFypLhUgeCa+bZUHBvvibeTrRcLgfRazAYqNvt6vz8PKI7UCKHTOEkkErgOiAdkkIBOf/A18xLJdmH0sExYL+Qh/c55lm8+RLwayo3eR5e/+zwuCNAqa7DafVnc6TI86GuPxxh4f/oPuB0R75c1lkjCFb83h0pNzi0APX6fynbaCbPe4b5RT/RxMTnbD6fh7HEmGK8naDmcuhpK2yL2wkCHiorPDXMujn5z20Q6JajvY1GI3QbyCb353Lwa53dZxtuIGu+3D15bhhqPd6es195WHIVnU5H/X4/emU77MPJMClUXSwWY8MRXaZELEmZvPZoNMrAESjBQqEQJRoshp8aBosx73lU6cA/wKNHeJw1TuMHj7jpNARq0W63g1PgL66FEiFq8MPrISp5NEBJXxpdcy/IBH2XWQ+Mk3RQekDHXhZDE5E8D2QItAPDSYrn9PRUzWZTv/vd7/Tu3Tu9f/9e//Jf/ksVCoczzYnq1ut1dI3DcJ+dnYWBZd673W44Zyiqx8en/vyU22Bk6ctPh0NJmk6nKpWeysAKhUJE6qwlqIB06P3vzHV3FPM6aBnKvWIMHaWCxET6DNl0R5T5dZ6JN6FhT4KgeDTfarWiqYc7yKQfCUy63W6cWuXnqfM3Ot3x+tOf/pSBxYlOt9ttGL+8jvV6rUKhoNFopNVqpbu7O11dXYUO4D3oEQiuOLiO+PlwlEl62pdA5IvFQsPhMAJPd5DQM9gMEGXvhNhsNnV+fh7OOQYfcl2tVguCNM71ZrMJPeoB6nPHr2p56pEdk4KnyMAb9OL0FE47ltD33GcacftGcw/V709StNxMzzuVstGHU/jZvPx0osJrGSns6t61e5zOhnQCmEcP/hnp4LGjrPA+PW/DfAG/epkM1/T7c68VpeXr5TIBgpDyI/JsuLk35Am5c54HjpBDmiju760dnjypKAhjGFfkGAXHPkhRFxwub+DiKAFRNTCgdDjH3hEUd4xfS8TtMi5lyyjRQd6sgzk9hlxhANxRJpJ2UhrXwziQd+b9OAQEDSBTVPF4SVPKk/A9SATupDbfR3leGzeQBGq0EeU5cJQcdZX0XeOXyiNOljeKAjWkQoAI2uePlxOASS+lKAxz7VwFdCYy8P9yMM+zDXdKsMAL4UbxLBFYIleH4RD+h4ens2W9ixQQampEXCD995AwUDzSobXjZDKJs28hFjCxx06hQqjTzfEa4FgGguDlPw6pQvBwmAYFgRGUvj2wBCH1nuPkjtKTpvb7Q46WnGvK+EdBbbfbiNaIBvgO1thZ7UTX/X4/vNWX9vf9aw8/pMPzWcwdRsEHObfd7qlVqrdadP4Ic0Qr34eHBw2Hw0z0AdrE3NMIRDooL2SGpixAehCECoVCNFahgZF0MNxEiw6zp3ByHgeMZebG0zspa58e2ZRTbTabgGs/ffqk8XgcSpzmOH7GwmAwUK/XC70JURRHi1OtIK5BMgQGPjs702AwyAQ9npMn6oeP4FwK9rkb+DyvDSggyC1nWaDXMIgpr8J5Ou40SYdW3HwOPXZ7ext7BOcAWTg9Pc2cj+4wOwfGcH/Iku9lR6Yxzt1uN66x2+0CeTuWgvnHxosNt0dOeBBMIkZPOhhqNjieEf/mp1/blRLDjYjD8+TWnDmOEpvNZnHoPIaG6+DtHHvhjXo52Gsw3Ai6k10cOXA0IeUm8Hkpm69zZANHyVEMHLc0D+iRgx+R513UpEMVgre6hatw7MWz0JjkNaAhDo16fgxY1vsG+JxjbL1KgBx2ilIR7RKdMV/UCrthJZXhcLBzESRFuZg7xL5mbhj4ne8v7jHvULlHpU5iqlar35zyhVHHcXJC03Q6DeX/+PioRqMR7Ss9jehHq97f3wdkTWrKG0ilaBisclfwjiA6ifOYAcBo85x5NtzepwGd4PB0ioSmxtu5ClJWp3nEjLGGaEZgg80gbeiIoPNMCDAgbi6Xy9hb6XAk0nWytxt+KWHw2Yb77u4u8sB4LGxi76DEzTmRyZXSeDzWYrHIwOveqo/3pjArCmE+n2uxWGgymeiXX37J5HswRFDxN5uNut2upIPBTieTxfUF9haSeTfa0sG5cfjIy7IQMGcuupM0n8/jWTkpDUFCeZAvdUEG6sGQulykdeIp4cdrGJ1U5d4zRkw6tO10VCbP9ajSU8kW8uTKFYjUSZKcwQyasNvtwvACv87n82iuQW6PyD2Fce/v7+PsZuTj9PQ0U5vq3b7c8DLXnoZg/7AmoFtUknhu+zVE3O54oF+QU0kZw71arXR7exsn3j08PGg8Huv+/l53d3caj8ehh3a7XTSSQhdCfqJemDp4OAvUdZM/Z965t5ubG43H44wDxT7lOxyJvL29DSONs+uckDyvzd3dnSRFdDybzSIalg4GHUfYHTCPyL1/BXoG/Uczp8ViEfOI41sqlQINLJVK0dCI+QUBI9hgnakDTwM9dzywZew51s2d5OeOZxtuOu5At2eze/7GWZAeSbjhpt4N5QApyh+ah5MOx9ixMPR39SYdRPrtdjt615J7gHyDcYGx7mgAG4R79AjyNQzmDMMAk9GfydnbvnExCK6kXHl7GVeaS/Pzf2mc4jWWKCopmxtlc2DEcPRYT9beKwAYbiDyrIAkxclmGGlnD7OZMRbeNIMmH8PhMFNSNJvNgpwGpAgE63XEOFpfv37NGG7vvUzHM2/S4vICeYfhxC0Ipff399EZEZnxRhl5Hh6xSco4lo4WsK9A+EhbAJXSo52Ierc7HNsIAZFcqu9DPo9hAn717nXcG8aFvfH4+Bid1xwtBH7ntEDOjXZOCLBtXod3QcPBpS2o6yHv7OgOPbrbe3t41cp+vw+0hHIyN9zMD2iuV99IyqT4WBM/zdDTd3yn6zkfadryJePZhhtFwwPjWXsSHqNN3SGQoHSAw9kgTt8nCmNRHMojCsHL8QNJ8Iog9FAywGJLignB20rzQGwmNigbjzrVvOdRpQNiwHw5b8ChGPdMeSZPgTBnbmSIeNkI7rA5U71cLodTlxLOHDp1qIj0iUcGTgo6Fo27kXkpvPTXHu7keI6ONXJGMhF0rVYLJe8dtohuaUNKDT7Ih0Ppvv5SNhXizoOkkHN+79Cjc0e4HhA+UYuX5DhhNO97BsfWD5NAV7miZ41Yh/l8HuvlXB5PfSC3yD6IFteAj+B1xzhlNAbxQIa5dIcXPcZ7vMSJdUTPsU9fw2BPM7cQjXn2tOKHFADDU2teEuvoks8nMo7cMo/sR+wd9gLZTknUKaHWYXl3lHwvOhchTWP+Y+PZhhtl4mfKotSZhOVyqVqtFmQOSC/csOePMb5Ewa7AmQCHVSHqjMfj6FTDoee0DSyVngr32RyeQ0JwUYLHjByREc9ID+C8KyGPohEWUBFXqCgUNraTONxhSSN1SeEYuTMA2oGxZW2YW+86hMHH++c6pVIpQ9TabrcZTxpiCREixug1QOXfc1ZwRh11wCmGgAc6BSEMJQ9EO5lMJD0Z3vQ4Sf7t6Q72n0P15Pn4Pfk66sdRahgD1pHyGYd83aGjpCfPA8IdEbSX5vCsk8kk01gIAysd+AsEC+THS6VS6EUMyGazCUicNZ1Op3p8fIzvH4/H0aTq5OQkDBTX92MtCWBYL+Yc9j/3BUQMcvIaeCEYOvQ0ddze8wCdw3x73h9ZJ42HHLMW6C0cU8jT3mSFeUoDRGwBn/VgNC1J9kCH4X/nfn5zVrmUzQW7kmDwe/8bHoi/z/+WvhwCxQvx70whR1eC6fem35l+Nwrz2CuFzvM8UujrH5uD537OkY9jv//evPn10r/hNPylax8zQv//MI5xJlzWU7n7Sy+PTNyrT/eAf3f6nSl64dfnWr5Wf0kGvidzeR3fe6b0uVzfpCQiJ2b+JUcldaD95Q6Rf4dHkt+7T19HXzf01ffkIO9OlfSt7niujKXP5tHxsedOf/89/eZkw+/dr9u55+wD53W9dBT2r2GXvY238Tbextt4G29DkpTvUPJtvI238Tbextt4G5nxZrjfxtt4G2/jbbyNVzTeDPfbeBtv4228jbfxisab4X4bb+NtvI238TZe0Xgz3G/jbbyNt/E23sYrGm+G+228jbfxNt7G23hF481wv4238Tbextt4G69ovBnut/E23sbbeBtv4xWNN8P9Nt7G23gbb+NtvKLxZrjfxtt4G2/jbbyNVzTeDPfbeBtv4228jbfxisazDxn59//+30s6nHqyXC7jlLD7+/s4enOz2cQRap1OR+fn55nDPBaLRRwHyBF5HLlJM/h+v692u61Go6FOp6PdbqflchlHp0mH5vGcbVssFnV5ealms6lGo6FaraZ2u62Tk5M445YTd0qlUpz2M5/P9fnzZz08PMQpSOPxOI7i457+/u///jeY/v/fjP/0n/5TnPC02+3U6XTU7/fVaDR0dnam3W6nT58+aT6fx1m0kmJd7u/vMyd3VatV1ev1OMWNU5+KxaJarZYajUYcLcl7OFXNzwHnqE5O6PHP+0EZHKfIYQsMP9nHj8OTFCdU7fd7/df/+l//mtP97PFv/+2/lXSQa07U81PaOO2LYzkZ1WpV5+fnqtVqOj09jRPUmEdOWOOYz9FoFP/m/GBOsGo0GnHcbrvdjvPpd7tdfD/nBnP0JOsqSefn5+p0OnHKmR9xyN73QzQ4GvG//bf/9tef9GeOv/u7v1OhUIgzszmFarPZxPw1Go04UYrjUzmhinPQq9VqHEfMnKDrlstl5jQq/xv7qlarqVwu6+bmRr/88oseHh40m81UKpX04cMHtVqtOGBjNpvp5uZG5XI5ThBDbjjFjNMZOUWMg2I4rY9n++///b//U07/d8d//I//UZIyh6+gK7ATrAvzMplM9PXr1zg1z0/U4zCXRqOhy8tLNRoNvXv3Ts1mM85S5wz5ZrOpH374QbVaLU5fq9frajabsb6Pj4/6/PmzFouFut2u2u12HCjy+Pio8Xis7XarXq+ner0eR7Cy51wncv/39/dxKuN/+S//5Vnz9KLTwRjfO2nle6e3/KXTaNL3cwoLf/Pv84f1z/ppRukpS987HcdfnPLDd/tpMq/lJJ3037/mpCY/cs7nRlIo7PREpPS9vqF8bv/S6Tx/6XeuePwkMV/jvI6/dILRMdljniRlDOSxE8X+0slJx74r/d5j331sHxz7HJ9ljZ+7rnkb6dnNHGPK0ZfHHEbG9/ZCesqYH636l/bkX9q3XJd75Xs5MjTdX+kJVy5Dv/Y0qr/W+N4pd39JrnFkORKYwJG5J/BI5R5H1P/mOu97dii9j2Pv4frcUyovfIfrt5eMZxtu/8JjG79QKMT5pXihzWYzDj1HwbpX/vj4GGfTEvFxLjeTz7XxbFarVXyWc2mHw2EIdbPZjKgbT6ter2fOB0+v79f0A9Ff0xGFvlHx8jiTl2dwQcWDdYGrVqsxN6VSKSILzo31iMvPLsZY+xnaDw8PKpVKajQa3yg3/oZsMNhA3NPj42PIBtfgGVerlebzea7Xx4+A5NkwDtVqNfYEkTZ7oF6vx/4pl8vxf+bGo+LVaqXNZqPlchlyzBnmoEvsUa5F5CgpIjFkaL1eazqdZiKcbrcb592jGNvtdkTsIDgYiTw7Uwzk8uTkJOZCkpbLpa6urvT4+BgR33K51P39fRjKarUaiCB7BSPN3nt4eNDd3Z3W63XmrG72DXLPkaxEzOv1WqvVKr4L2S+VSmq327Gu5+fnKpfLGo/HcV4015xOp5Ke5Gq326ndbocsgQrkdbCnQaFAAaVvHUj2RaPRUL/f1/39vW5ubuLsevYIzg0ISafTUafTUavVioic6LrdbqtarcY56cw9iFWhUIi9gZwXCoXYn81mU5J0cnKidrv9zfe7DUWXcZ77S9blRYb72OS5t4DSkA5RAQ/kv3cIZLPZaL1eh+ADY7NxMMjValX7/T6EEeMA7C49wafuqVWrVT08PMQ9oLwwGExes9mMxdtut6EEuac8C7r0LdLBvPJMjNQTdI+U32OgMTLu8LDpmQ8gcr6Tw+VxGjA+7pUCq/J3fi8dnEMGsoFcsGl2u53W63XG8cjj8PORHYHw37EfMK6keDCQ7hz7niF1RHqHPcO6O3zLvLK+lUpFtVot5J99ViwWI/2x3W5Vq9UkKYy93yMQLveBckKW8rwu0iHl12w21e12Va1WVavVNJvNdH9/H3pls9lk5gl5r9VqYbiBpSVlApLFYhHX2G63MYcMHLH0rG50liNX6DB0Yb/fV7lc1sPDQ+hEPp/qrkaj8U00mddBoAFUzTwfszk4ooVCIQw3wV2lUgndwevx8VGlUingb66zWq00m81Uq9XCyZKUWRd3etBjx/QWe6bZbEaal6g6nXv+hgz9JoY7PvD/jVQfHh6+8RrJ//CQ5Fr5HALteQuHCshN85OcQqlUUq/XiwdcLBYh9EQBkiIP6NfBM242m6rX62q1WqrX62HUyuWyVqtVOAH8jmd7LdEDjsp+vw+hYQ6kJyOIst5sNpnolvXAgWq1Wmq32+GhVqtVnZycxLxtt1tNJpPgKPA7hBr+ALly1qRcLodTBAoiPW1Wh3zd0LN5uF82yWuIHnBMuFffvA5d7na7eC7m2z10R558n6CMWDNyqiiawWAQBorPOf+Dgcyn0SOOEc4cTi/rirPG3+v1utbrtWaz2V9/sl84iLhB6Mj/VyoVTSYTrdfr0D/oGdYEWL1cLn8TiMANgD+zXC7DwEgK41uv1zNOGVFypVLRycmJqtWqLi4u1Ov14vqsLaiNw+esH/fK3x3FcXQlr2MwGGi/36tcLmu9XqvRaAQiwvOCXvR6vUAhSqWSVquVptNpROOgU6Agk8kkg7r6HgQdPDs7U7Va1f39fTi4rJV04OGkqVhkAqe72+2q0Whk9COORZoO4P5+M8ONEqnValqv1/HgeHydTifjEfX7fZ2cnEh6EkgUuit59/ZbrZaazWYYVzzZWq0WhgMlh4fSarV0dnYWCys9wZAQ0jqdTmxKjIVPaLVaDcONALgCew2GG3iGwXM7vAP0hkdOlOdRxGq10v39fTg6bPharabLy0t1Op1wbiTp5uYmk2JgEK2wxoVCQZ1OJ5QXKYx+v6/dbqf5fJ4hOUrKbBRHPfi9K6q8Dgyv56tRqv4ezxXjLDmhzw2nGwtHoIju+FulUtHZ2VmgIDjI0lNUgNOEo0VUjUJD0bhyqtfrajQa4YgRleMIlkolTafT3KcwpKc9A/zcbrfV6/U0GAxUq9U0nU4DriatU6vVwnjirKDg2VeOIEK+nc/nsT/RcyBZGP9SqaSbmxtJysDw79+/V6/XC2cXR83Jbi5XyJLnaHHoMWQ453kdkGlLpZKWy2XobumQemI/9ft9nZ6exhwsFgvd3t5GarVWqwV6QpBRLBZVr9dDF4GeYCcuLi5Cpn1PQL72CJ595XD66elpzHe5XI4A8f7+PlJQKfcKu/ibGO7vKSG8cCeNeXSAIuaG2QQO7Z6fn8eikZMm4k6jACBWNg7eq0P23BvRXrFYzDAvUUwoJ2eUO6yREg/yOnwjsqHxCN0owwng3w4hSYqIjBzQMfJNOmd+HYexyQn6PEuKz8CkxOig+NgI7oShLHE+HFbM89o4yUk6eNgpbJaSZVyWnYOAcva/c02cNDgO5KGJXNiH7nwTgXkUQhSNU4dsEbnhPDhc6bn0Y2S6PA72B7JIZOzQv+ecgZ+Zx+l0GrLvSjhNOxGx4SgwN2lqiveht2AeH9NByE/KN+J6VIRIB95B6vjldaQpTWSOuS8UCiGrMPL9sx7cuYEkxePzxmewJ+g+kCPQY4JO5xqAYDpvKOWT+F4FNZQU+4eA59fsl2cb7larlYEonUSDgoYogzBKivwzhhFjivc+GAz08ePHgBc8/+ywH/lUID8WmGjcyWYYC0gZENDW63UQHti4q9VKk8kkDAKG28lDeR8YRRSDGzUisNvbWy2XS93e3mo0GoWAbbfbSD18/PhRl5eXury81IcPH/T4+KjJZJIx3KvVSuPxWOPxOEovyLNB4vFSv16vF/OIV8xaLJfLMNyQNDAabLxOpxPwX6FQ0Hw+Dw+Vz+V1kLrwvJgTVdjgyLE7x9K3TNVKpRJICHLtRBdPU6DgJOnu7k6LxSLe32g01O12g+gE8kQkiXPFHnQY32FD9qLn0Ver1avIcbMOoD2LxUKj0Shy0+v1WqPRSIvFIiBvjIfn/jEeGJLtdhuOULfbjXK+i4uLTDkWRoBSvW63q5OTE5VKpUzK0VNZzpnAWcIIYMC8lHM2m+nx8THWljRantcG2cGJwUhj5Eqlkvr9fkTIzDmp28FgoGazGeVgfK5YLKrX68Xe47twlDqdjrrdbpTgnZycRJCHXN/e3mqxWGg6nQbxGgPN/sWAk6Z0Ts98Ptdut4s9AzqFLftNIm4neKUegkd4HnljNKQD5OneoZNmfJFc2TGcoesRiuebnHnrpCmUJsMJW0ApKYThcFSeBV1SCC33DbrAv51w53l8FAPPSmQARJTOP7APxDAMkUfubJR0Pomo+b2TEsmlQgphpJEpEdJ6vY5XntfGKynccHvU5XKWDt9HqRy6/Lvh9j3nHAZPN6SEGWQhJcMduw/WD8eK7/H3+e/yOlgHlDNz4vXsOKWOLKFH4BOABjGfcA5wNj1yJBfqkTf6r1qtZup8HUbnOsz7sbXyVAhGAKOTEuvyvGdcz6fIAr/DSUrRHRwYd/T95SlWd/h9rjy952Q0t2+sqTuwjpb5dfk7eyfdP/76TQw3eRr/Ak/6O8MVAgxQ036/j+gIgXNlAqwKCQEFh3J34+w5TiI07ovvms/nWiwWQcd3JcOAQbharXR3d5chbJFHcoOT53F9fR2Gt1KpaLlcajKZBMMbw818Pjw8RJ7NvduPHz/q48ePEdVBZCHyXq/Xur6+1t3dXfz/8fExoG4ibmAhz7XhLOG80STBHSWUFv92WHy5XOrh4UG//PJLlHzkPZfK/R2D95kj8qpOPCKi8xyYVwC4EYBQhSNzrMkLkQIKh31C5J7CjSgpZ6qnKaQ0V49SIqLM+7i7u1OhUNByuYx5aLfbUZ6KfC2Xy3B6U8Z3SsyDCOoyze+JDklRYFAlBR/oT3/6U/y/XC6r1+uFkfKSPSJu6Sm9RSTvxF/X0zDlU4OVxzEajTL/d6eHf3c6HfV6vUyzHxwaKoTYX5Qop42FnGAGV6NQKOjnn3+OaiRPrxJx49A5Zwu9xT4CRaS6hmj78+fPenx8jHUFfXQi6HPHi3LckjKGDAXkHioCTQG8RxsYUYwiE+d1rPx0FiXf6zlsj9r9MxgrDL571B6Jo0DJYeE5+4ZiEfJsHCRptVpl8p6siRMqWBtXwqQl8BYhtTmLmedH2FerVcZAe9mZ18Gn3m6ah2edJB31XPF2eSbPRU6nUz08PAQZK6/DHR+fKy9NabVa4aSk0ZNHyJJCkXBtH77G7DsMOfvBEY3lcnk0T5juQWTG9yjr5FC/P5vLYl4H6QQcIFIRKOq0m5wHE+wDjDjsc9aQACDNf34PqZQU9cXMO1G4Vxb4gPfj0Xe6dgzPpTqSkseRdtFE3vg/ULfzqlzfeB65UqnEmqT7yXk5GOnHx0fNZrOogGIPwXEYj8exNryHeU4RX/YCv398fNR8Po9ULSRhJzf+Joa72+1KOhhulA95bpplwMLk5lerVRjI/X4fLS+d1IYSA6Zlgdzwo6hSwXNvh79By3fGuUPGwMie03bjwmbF0cizcZCUURTu5eNJHou4yeMUCgWt1+vIfULSoDkBwoaSIL89n88jqgf68eYiNPmg3pTBZvP8NOvHmjGQke12GwxeEIJfU0Lx1x40DSI9kUbdTmZhHxAREFU5bI2CKpfLUe4HO5nf8x3k0pBhr6dHueHYrdfrSI84X4I6VCIWh/6QOe7R+y6QD87zQOGDECDHKG8QIQw8xD/0RZo6TPWS84GI1pxg5eWMoCXcizu2LhdOTmRgRNjnHhClv3sNDhW6Ap1DTbYje+gb9AYOrTsu7ujPZrMMIx0CNM4ZqMl+/1Q/7ikP6cBVYQ/1+/3YKw8PD2o2m6FLkRFkBx2WOoKFQkHT6VSj0SgQk9/EcKNQPUdJb1wMt0fFGG6UK56Us729FpXfM0nkn/CYuDZRg+ctyAmhRIAD2+22Tk9PJWWbhXB9Z81yz0TlLiB5V0KuPHh+Olsxx8ViMYQb40eNPcoAsgUdhGazmZbLZXTGqlQqms1mUeYym82CBEX0hZKDGEiP62P3jKICrsVxQ/EQBeE04Lw5ISXPhhvo1B1RnoN0DMbb0auUgepOKb+jZJLeBci08wi4lqQgLLlnv9vtQlFR/uK96an+KBaLYdD5v8saz4ZTgrOV58E+cGY4eo2uWUREHlCkn5cOuuhY9OesfgIRNzqSMiQqPkeqwlMeICQ+kCEIv74fvIQNpyrvAwOK/GJ8qYjB8Uf+QEmYI19HP48CZ4kAhb0pKYNYYEDR/7D99/t9cBAuLi7UarWC/4C+xEnfbDbRuY29maI3xWJRs9ksuuu9NO33bMPtTFfgJXLZREDOLGcD++Sg5Gl+4MrIvXcWjYVBIeGZOHQFe3y320UeyaPGXq8nSZn3ewQDzOXKEu8ICD3PxkFSQN6wXJ24gVC2Wq0M0/Hi4iKcGmfJMh8YaOaCDePefavVUrFYVLfbzSgoFIyX9RE9YIhgchYKhShbovbSvVKPElJFmXc0hA3vBE2UM+xs5shTOS6PKDL2A/WnqcF35QxBxyN0JzN5espJVQ7TepklitIdWpy5YyRIbweZ14FMYdggeDqByKFYSaFXUNCSgl0Mm5trSlmDIB0gbBwe4FwiPofISaO4YYLAlkZ2BCUgH6THiBrd0Uoh97yN09PTMKAPDw+ZhkTL5TJDvmVtSG9ICp2CEzqZTKKnBT9PT09Vr9eDq9PtdnV5eRkRN3bs8fFR7XZbnU4n04ET1BjE2FOKOF6np6eZXgmS9PHjR22329CXBEAEqS/ZMy9ilUsHSAmYDkHbbp9KvSBzAI17DocauG63G1GZe/Z4VhholIcrGiIC3ueRx/v376PMBXhwMBhkIhG8XWdCoxwREDzg6XQaz5vngYKluYx3dUJBAfOQNzs5OdEPP/yg3W4XkDewKwJPGZF7s2wArl+tVvXu3TtVq9VYPxQUneskhSfqjhsRiZ+0VCqVopwshSDTKId1y+vAC5cUJZMYPwwvjYEcSkMp4ZlzuhDKHAcKaBynFkWHcUHJuWMgHWBIN06gGRinarWqwWAQRpw8H6V8lPsxnJxGzXOeRxrZkUaSlEHj3HGv1+u6uLjI7JkPHz6o3+9Ht0GcXjf+5MzRQ8C1PtceOUMO9f3I2uIcIEfT6TRIV0Sl19fXYczYh/59eY68f/jhhzDcLqdA3iCHGFjWj3TPx48fI31bLBY1Go10e3urVqul3//+9xEdl8tl/d//+3/16dMnnZ2d6Y9//KM2m42+fPkS+ezVahWlfA8PDxqPx9rv90EIZU8ul8vIf+McXVxcqNFoxCmavV4vk74kRUn/gJc2xnlRr3KUQUq6YJK8G4108GYlZZjGDiMRGTrEgUflHbk84meCnIzlsLfDxg6pIMSwdIEuEQ4vrfHII8+CLikTTXH/KeHP3+sHrfCckjIpEBiP3phGOpzE4/lZImCMOd+LMZYUwsq9kvthjv06njv0XKqkMHJOXMzrwDi4HPHCKHvE7F47MuvRmcsi+4D5Jke63+/DEfZrSvpmbh3i5XdeGsZaOQnUDZrLmDsCr2EAYVYqlW9gfZ6VFBD7BZTIkQfSe76+Pvz/pH58Hdlz3qwDefFok/VgbZl7T6N4uaYjZf5d6LjXMhwpwFg60UzKnp/B/5kvLxVOX8wzaQYvk00RGebV+Ty82HuFwqGvAQEKjsVutwtkGD1JBzfaq/4mhtuL1p2ZjQGWnmAOCE2QjxBwoAyUFtfc7Q6dszhp6O7uTre3t+FZpe0biRC8YQRw7P39fUDHbpD7/X7cO0QTNqAzr1FMQIAYtzwPIBmez4lCKAk2AI0L8PR5H17u/f19eKmTyUTj8VjSoRUhiseJe3j2KDk2RKPRUK/XC8Pr0bgbBHfecPCAkt1gg/Q0m81MM4u8DoxDmpd0mBqEClRDUqR7IMGwVm68uQbR1s3NjcbjcSBOhUIhcwAJTqrvY+mQs3aeCBELzhbfCcvWex+kPBGHZvM8+v1+OEk0oWEvMEfsK5T/xcWF/tk/+2fa7XYajUaBZqD/cHTJxbqzs91uv4l40T3Ar1yH+6KMLE0XkarAQHA4Cs1Bbm9vAzXEOSGS56zuvA4qRUDoHGVAhxNopLoDtjZNZ3z+KSn1fZAS1jDiyDanjElPpZ0//fRTIMtwchqNRvRIr9fr+sMf/hAd2IDE4f1wMA/B6enpqcbjcSBaL+GFvPh0MP+ZevAodW9YgDFhc7shISLxaBsI3EvM0u9xyPRYzsYNFf/GM0WIiTTJu3uZW+rR5X0gyI5cMPeuoD0HkyoClIv0dMoaigCIzw2Lf9Zf7h0TLXjLWa7j8LHfM9cmSvAXkUa9Xs9UBeR5nVKUikEULilDjpIOLGEULa1MvaOgo084auwV53Eci7R5pZwVlJZHKWlk7u9npBE9P/O8LtLhWFWcV2TUeTWO+uDceI4bmXad5M5MGgWyNzwnynu9DbSvlyOTfn2cZ97r+pPyP/Yaf0M359lwMy9pmsLXgXlIdZsHY85POPY6Fow5EuHzRtqB/cWe5n1UBaR7ztFp7p8glqDEX79JxA3RxicIVnnappSHYiIgshWLT+ffNptN9ft9DQaD8B7X67XG43HGC+Jvu90u8mYoFCdA9ft9NRoNnZycqNvtflNyRsnAfr/XZDLRaDT6ZhFd8GmnCXkg7xG3M/Z97p1gxEBw5vN55MK+fv2ayeuQl6FpAKV6lGZUKhVNp1ONx2PV63W9e/cuiDREat7K0RUd88s9EsX52iJfsONhUZfL5Ygk3OnL6wAlcL4HsobBAM50uXUyDdUXng5hXlAa+/0+6sHJj1IyJilTAonDAwJC21qiN+/gBWKAAWOPUQbqtakYFw47yfueAbaEp+GpP4yoHwuJIfY6Y+ctuFPkqQ72JDrSOT/oI/g86CzWj6Cl1+tlDipJO7vRIGa1WkXU7SV8Xq3jKcY8DmSOuUeeaIzDvZOzJ0JeLBaBEHkumQgefgjIEuvDiYdXV1dh05zsyavRaOhPf/pT2CIcISlbQTWZTCLidyeqWq0G+ggyAz+r0+kEovnc8SJymnsanptBOD1qck/TS8CADHgBXaTXwHuBNOOKx4kc9F2GRe6lSNyDR/0Qa5hwrufeL5sCSDDvSsghFs+ROtLAM7iQwUgdj8daLpf65ZdfNB6Pw8AuFgvd3d2pXC5rMpnEOtJxjr7UGBcMTHq6mDtzzK/neukX7fWUeM5A5TgEbFYIWnk23Ome4bmOoR61Wi2OKSQthDH2CBjZd0ardCB/+uE89DMn58dAkWF4JcX3eFkl+4LvQOGxJ53972kr57bkdWDIYOunKQKMqvfil5SJsonSfR2kbMDCOjsHwFET762A/sGBwLGTDnOfOghEhE5sJBBK2f3FYjHK//I6PDWZcp449wIyFw7Jer0OqHowGEg6kEGRVVA79gfvAX2FiEw+2vkhwPCcuzAajcJh9nWlb4mkOBuA+8dWefSNPuOY3ZfosmcbbogvdM1yz4TNTS4PIcQTckFx8pN7p67QXNk405toEe/JS8zIUwFZuKHiutvtVtPpNO7JoTA33CjGtNlBXkeqlHE68Np5nlKplFE0zC251C9fvmTaZmI4vaKAxi1EjK1WS4PBIHNMIZEcOafd7tCQAA+ayM7hKCIMNgxrjvGuVqu6urqK1oN571UOSjSbzaKpB+viR7GiQIDFOUebjc5mhzgDB4M8PwpNOjSfcKYyStz3G4gIlR04vWlNq6MCvlY4fcPhUKvVKpSQ81vyPJy5DxpHFOUcBOlAAMN4St+SA9EjvHAscTL9M8y3pEAnKDuiZtwDIo8EieLu7u4CGaPSBvnp9/vhXHtkyPrlWae5TvCUBfZnv99H2Sjz8/DwoJubmzhPm7l3LgiGEu4Ma+F9C6iK8JQTn0Uv8R7vVb9YLDQej1Wr1dTv9zN9FQiAJIXtAnanBBan8Tcx3IvFQvv9PgQFKMOZpMDh3nWGJh1Stmc1yocuZ0RlzjJ27xdSjG8UDlGHnYfHw7WP5ePG43G0tWNxHT5iEf20pjwLuvRtqd5qtdJoNFK5XA54m/64KQmqWq3q5OQkSDNeh0/uDbLOdrtVp9PR+/fvw/A0Gg2dn5+HI1UqPZ0tzPezDpStYLg5B9kZm152xubD0LGRf/75Z339+jWcizwPSI+cpAaUWa/XdXp6GuvmhpumQWxmlAyK2dEOohD6kKMUMNxEwcCmROIoePYVsLx7/ZQWEcU5DwJIcLVa6fr6WsvlMuRkvV5rNpvl2qGSsmWlOCOgf+S6pQMT3B1dTxfyHke5MJTO8XCDXy6X1e12VSgcusx1u131+/3oeugcA/QaaOF6vdbNzY1Wq5Vms1kYNfqWn56ear1eB2LAXmav5VmfIZcYZOYD+H+7faqDBsnDsby6ulKj0dC7d+9ir2BsJWXshHTQlaTpSNvRfMfRCkeDIRSSInJkstls6vLyMsovJWVQrdVqFWgB6SXSWdLLjo9+cTW+k4+A+BBQLx85lmP1XCcK2ltB0tTf2ytyLZQYmwTF701XUiIIA8+KiJwIxQkl0gGOog4dJyXv0QOQLILsyhZP0mEhIjAMhyMoRHYoH5SI54ZSwh9kC2SAOmyHsolqHL4CoeGarliIWhzqAoanXvalbQL/2gPl4IQZhqdxPN/mBheUhEEERxQFkuI5ZpwDlF6lUok95lGKN91hf3knQ79/3ydeponzBFLCZ1i7PA9ynxg2noU9QTTEOpDmIyJknjzixaCDbjC36TqyJ3Gc6L+PswYDHbSLveaBUpqD5bq1Wk2DwSDqvr1jF45bng03Rg597cgDg7lnzebzuYbDoRqNRvCXMNwMGmohl9gE5obKDn7S+axarUbKyhELd+AeHh4iqvb9wbow58gaOXuCGt9nzx3PNtwYTDY4wk5yHaWCgnXBJXeAoPM5bybw+Pior1+/ZgrruUalUokohIXs9/tBdOOcVWf8YWSI+iBe3d3dBcyE98qZ00BMTKQX1ud5QIIiEiMKw2stFovxjGyCfr+v0WiUyadhgD1fTd7PySDS4UzgQqGg4XAY7ymXy7q+vs6Q2jAwGPnVaqXBYKBerxebA/houVzGmqPYgMvb7bYuLi7UbDa1XC41Go1yvTYYTOdKpEgP69Fut3VychKNGrzRTaq4pIPT4ykKYHFOi3NkqVQqBepSKpWibIz763Q6arVacT69dKhhRaEAkRP9uazhnGCo8j6urq4yBFWeBQSw2Wzq/Pw80kCQL9EP3plrNBpF32nv0IX+Qjey3uzVx8dH3d7e6vr6WqPRSJ8/fw4CYK1W08nJier1ui4vL0OPpc45L9+3lLoRoUJeS+H9PI5Pnz5JOkSf5XJZJycnGY4MESvlq58/f9b/+l//K7g1OC6np6cZx+vm5iYIbJIibTqfz3V7e5txsPkO1prAx0sGcS4Wi4W+fv2qdrutH374IVAub+lcKpU0m8202+00HA4jMMQuvjTt9+KIO40U0siWSffcMnAPrEqPQpyI5Dfu8BMRH8bEc9BO2nHvBW+Hf0PaAOZH4QDtISQe7bMweRZ0KVuT6xFS+n+cqEKhEIIDeuKEDOlQloTQOvcgLZtgrr3ki9w6L+4TQfXmKVwzVSyOIni0kT7XaxmOBPm9p4Sj733O19HJh24UnCOALPv+8Ov5d6ZEm2MK3teDv6eRH/eU9wGqwHNjCKXDgUTODgfxQ5ZdZsmP06vi2Nzxft8/vkcxxpRsFQqHs8LhRjj3xCM67sujcwhVznh3NCWvwxE2fiLjGF3XQ6wBc+foYapLkGvk0/dVSuQ7pj/Ze2laJLWFjiyme4kqmvTgIbc7zxnP3mEIiUMNCDxkLybL639d+JkYh2wxwnhWXI++tHiSnU4nInSukW4CvFigDyfnfP36VYvFQldXVxoOh9FC7+HhISIMIConzOWdHSvpm3nwvBzOExEDG/7x8VFXV1eqVCpx8hskKumQ/8Zb9JIYoFCIgBh3d8jwXBHm4XAYubr7+3u1Wq04xx258I3o+dTNZqO7uzutVqvIn3tZWV4HckR5HHMDo3u3OzS0QfngYHrawgmCkiKd4HPvxEp4IXyOOnAUn88vDWDu7+81nU5jXp106rKVOlHcM+vsudm8D2QYufTTudBnOKMgQF7SCEIFColxIX3H753oygvkivMUME7sOY+wyWd7EMKZ4cViMVNNk5azbTabQASoJHkNzi4yxMlbpCiAvDebTZy7cHJyEvqNOarX6+r1emFY6/V6pDpAsoiqi8Vi2DB4U8PhUIvFIk7h8wAHXgL7CrmgnSrtn9krXomw2+3iFE3nV/xmEXcKSaZ5LzxDZ0Ci5KVsQTpsO6IuV0Lk5Pw0Im/o4Uo+vR8mQVKG7EaETe4ar8zLKCRl7tuVz2tQQgyPyNxxQnnwHgQQZcH6sYaecsCw+LWlb525Y5E+iIWTPlhfvkvSN16036ekMNIcJ8qGeA3Do9AU+ZC+bZzDRk9bVvJeN6q+Nk7EcaPr0Vj6Xr6P/YJT59G536MrlzRi5BqvYbj+OhbF8h53Vt1p8agcFJAXKSVPU6Sy7QGNl/B52oM95GeHS8qUqBH4wP0AnZQUjnqq4/KcXvLhaKv0dLS0nzbJHPlhRsyvR+isH3PsLWzTRlGcv4Hz6jX+IBg4A+hGnC+cY/gIBB2up5xj5NH2bxZxOwwkHbzS3W4XXhweHsYRgysplA2C7zWg1AMTPfA5lD6QLX3GgaW8/KtQKETOgEUF4oIdvd/vdXZ2pnq9Hjk6yAL7/T4WHkHn83k33M4axeB6SoG5wMv0fLIkjUYjSYrcy36/j4Nbzs7Ogt293++jZr7X6+ndu3cqFArflC1tNpswrigfjBCCjDxVq1VdXl4G1OV5WRQTDkDaizvvCsjRBJxIh65dWbOXfB1BreAX8MzkVj3yZU3H43Hk61AsRIAchHF/fx/ryv50442DR+kZxgsF53Cmt6Rk3+WdACUdysG8icl0Og3WMsYXvoEbBZANdNZ+vw9uRrPZVLfbjdpcj7adZIb+khSMZXQZa+CVGp662mw2GZ7RbndgpTtUDgKJbDkrPq+DCBZb4f0mIC6zP5jXs7Mz/Yt/8S9ULBb1u9/9Tu12W5eXlzo/P890kbu6ulKtVgtezY8//qh/+Id/CC4TfAI/8dIdIoiDNOViD+MI1Gq1OMgER5kcuus+L2Pz+vvfxHDjEfikUcvrJAg33DAxpazhRhEjdCht91RdoTA5fqqXPzACiSF2iN3zPZKiy5p7rV7ust/v4xxq4Ja8KyHmESNJFOA56hSShYTkhAwv4/OaUMhj2+02aig9uk7ryBFuFCLGSjqkWEBpUFB8v+eNvBmCl3+9BvKTlDXcKeLkJY8YupQxjBNFeZenDyBNcj0IY5CknP1KZNHpdEK508ACufADFDxqdtTEo0EGkQ2GyO8pzwN95uQgGM3MDfvH67ed7wGShaOLwufEN+BbPotBdhheOpzfQLCAXJAeZN1xmHHKvCa71+up3+9n0Co/x5pTqJCzvA50CTqZnh/AyWl9daXy1NP/j3/8o4rFos7Pz9VsNnV6eqrBYKDZbBafoZkUgdyXL1/0008/ZZBa51NRmUHqInWaSI8QVNbrdb1//z7KoguFQpwoRrDi+XGMufMrnj1Pz32jE2k8z+1eP14GgubeuJM4gBvI9aE0iJhRQkwoQuoeKjAJQs9EudLwnxh3IFcn9zgM6PBYWmaW10EKgVpsUhEoWGDx/X6v0WikyWQSTQMQHkccUOCeH0XgPfJjAzn6csxr5Dv4t0ONbvjZJMiPQ7Mov7TsL8/D5xXkx6FXlA4OEpEa72NfEBmCEmG8pcMZ6t76EigOL541lBQRhx8ziYJMj+KVDg19HNJj/xKRsg4OI+Z9bVLSkT+3cy1wRNExyL9D48wFCt9L+nCMHKYlH4peYv+m7VRTRIb8rPNU0L9OMsTh9Y5v36tOyNtwroQTW9kzu90uehjgLBFUSAfkiDIugjyugX3yMjkcGUe5fO48mKhUno5EpnKgUqlEhQtQOjaL+yd696AXPeB58N8k4uaiKHePmj0S8lwMguZeoHelwRscjUaZHFla44bBdagxZSo79IgycmGAHIRXneb+PP9EtOnfk+dB0wLIHMyhK1TIKVdXV1EORzkVuTpgcM+d9Xq98DSZe9bFozqMh0f9UvY0IzfGbDag72KxGA1AKNVz5ZoyZl/DQGG4A+ujVqvFGfKUHXkaiSYP9LIejUa6u7sLBArlQMQ9mUw0nU6jZOv29labzSZQEqKEZrP5TXczqizSvSMdjvJ02BFniz7aGAzP6eZ5uJPuL+cG8D4CCO+8hfL1CI42zqQmSHGAqhCdof+oaHH0UcoeNMNnWLfBYBAGhdJKyIEEQiCPXhUDYpP3tcFw49h4FzIcnOl0qul0GmQzzoZHBiGucRIazpcbdwJGT0+Q9oUAhw1Ke5T8/ve/z6DDdHKUDl1DpQMjvt1uZxwBZ8djB38zchpKGk/BIyeH0SXFhHikm5JzWCTfJF5O5EreN5aTDfi3k0Yc/qpUnlowYoTIw5OvBdZLo+6UnJb3wX168wg2gM+te30uJE5iwzmCwMc6MlAulKiwDr6WwEqOhvjRn9wbm8zJIzhKTprCmLnsuNzkefizOSLBXBOpoQR4XidJIc+sic8R6SPvppYyv30u+TcNeFKE6ticunykr5R0xfflPbIj3cM8g/Z4fpLoCbY5hs9rqD215C1L3XA7GphyG4jSQZocZnXnwdeOPczf3JHGCMAJccY8SEyeHV+Xp1SvpHPnpcCuV7AB7rj4WvOeY8RP50Y56upBniMX6CQcOSflOgrJ+jjXgIgdhOA3MdxArW4cnXDE71AinBxGnoezSZ3dymSxOK50fJJRNMBK3sCC73t4eIiSoeFwGLmF7fapNOCHH36I02KAMmBj4pnRSMJHnoXcB1BaofBUo01kylx7vhnPldwywofi2Ww2+vr1q3a7nX766Se1Wq1o9IGxXSwW0a2I5jhcq9vt6sOHDxFROCGOqKVUKkUZHg4eeSUaIxA90NKQloEOO+Z5IKdsUDe8KG16VDMnrhjYzLR7pLOgdDjEYLlcqlQq6e7uTqPRSOPxOLx79ogrdSKx6XQa0Tj7Mu2c5qkWokqIiJ5f9T3LmuXdqfr48WPwWe7v79Xr9aIHP8gTczwcDiU9lW6dnp5qu91qOBxGcFAqlTQYDPTx48c4LAa0itIgZBdD3mq1ousdKBdEMkc1CTbcKXPECj0MwZeSSc6Spp88abGXspf/2sMDPOnQ6MnhZBpv4RA/PDydtIUe2263ur29zfSnSCFzbIOn/orFp8ZU7XZb/X5fu91OZ2dnOjk5yciz8xMw0nRz9GZEjg6yf/f7vQaDQUZfPjw8xHGxz56n576RzYzXQMTlhhvBwnDzcCjlFEJN88qes/GHcK+FgYflxCXgProZsVgchIEDgNJJI1SH+fOueHwwr06akbLPkEbc7jAhtN4ZjfUlRUEk4AaAtcKQekUAToQ3AXGPFoPi+cJjRC3kC/jc84cuT3keafTk6R4vGfJUkOeLMbZE3lzH59TJYawt85zKg0dwLgt8fxr18F3fi7jTkUYyeRxwCVCgyKJHcsfyyKR8MJzMAyRLdB2OGcaZdJ7ncLmP7XYbRt1JoimSSLQvZXViGnHjIKKHibZTJCePg/lxG5ByEDzvz5wiu7wfUpt0KKEEbXB0KNX5XJvr+VkNXNt1E2vk6C+pRq7Jd/E+InoCUenAh3nueLbh5uAAmqvw8jIdPEU/6MCZedygKwWo+J7vgaGHUuLBfYPhJKzXaw2Hw8zBB55PdVJGsVjMQFOch8rkOYTv3lKePVTpMKc8Czlu5sq9buaHgRLf7/eBPtA6EEWUwn37/T6Ys81mUxcXF2o0GplywMlkEo0KisViQIHtdlutVkv9fl/n5+cR6cCeLZfLka+lSQ5RHNElNZtpP+K8DZQNzYCc5ITBRlGAaqB8MQYoYm/P6PwCPwf94uIizvRmX7JHHh8f1e12Y/7T5iDMK2kkj3D85UaeqhHWbLVaZcqf8jx4ThjXKGDk250VAgYMtqfsMMpEgPxOOjTKgeTpjhNK3s+d5nhb8q5AqE74Oz09jWt4ztr5OBhsHADuwdOaeR29Xk+SQpfc39/r+vo6nPfNZhPcD7chDJwt+DvM+f39ffQxRz5Ho1Ecc8o6H3u5o02ELR2CG5wE1g5dCiKIc4ANTJsUsT6/ieHmhiiVguVKg3VuFq/Q85fA6OTwuFlynzRGoZMZXolvIve4mDzuAWcCo4SXnOZJPErA6AC9+7V5b5oLzutIoyzP+6NsUAxsas/783lIec6OJRJ0IfMIo9lsqtPpRL3r4+NjGAdJoYxQ6EDldHqiL7QzynHcPPLw1IwrqjwbCBT+McIX988LGNpzYzidTqTxozaRZdjpdIRC6RMV4tByPgBRhDNfMcT7/T7Tpcvv26Nx7h/nyck6r4HQmSKHDI/0juXvMcr83bkE/j7nFLC3UgeIOUf/YGzdmKCfyuVyHHZRKBTCqUr3pacxuTe+6xiambcBZJzyldwRxYCzNk7ERW5xlhmkEEidkmai+sZTEx5Vuw3wFK90OKKaBl8OoXvKQ1IgkR7gMnztnjuebbi9rs49DRiRpdLTwQWwml0xNRoNXV5eRuMTLy2BTVwulyOq5wFKpVIodRaF3wPR4jUTpXku0IlnRG5sWBQl3jBOiQuBR/x5Hl6qQG7t/fv34QGuVit1u91MDaJHFdSqks+RstyD3W4XG4G1wQA7sc+5CdxTGqk5/OrOBZuNtUOJcS/OaQDyyjtUTnSTRnDIFZsZVr3DneQtvcTLz97mWhhjP8eZCgoUHI13aCwiKTgEoBw4VuznlAAlHRSVt51Mj4FFeeV5XSRlDJ+nLOr1ugaDQaByfk4ycuvRH7KJ3nFZpQkVv2N/lsvlCHKIxD0dwr5B3/rBS97lcLvdRh4bR3gymeju7i5zSIb0tF+99DavgzwwVTCeZsXgUVoJukSFjOsEqmEgEVarVV1cXEhSGG5kmc+Vy2V9+fIlOALb7VZfv37V58+fgwOCk10sFnV7e6vRaJQhMHrKq9FoRNMj6VtHnr3Kvv7NIu7dbheevzdzB/7r9/saDAYRRaGI6vW6Pn78qGq1GnAt0V+h8FSGVK1WdX19nVEWGFU2D96rQ3X7/V7z+TzqklH+nEPNZyeTSTRZIFohOgEqBwYjEiFCzPvw5+BYP+nJ2ZrNZlosFur3+xmDDVqBwa7X63r37p1OTk4C9nTmJKVCaX0phoD1wVi54Xav36/pRhtlOJlM4tQ2b0qAocIZYUPmeXgkJ2UhMubPe4izX1gbOBvAuaAm7AucYi9DYm1Q6pCf7u/vI9rGkS2Xy8Eu5wQsr21N0S6MC92sgHq559dquDHYlBednZ1FHbBHvCjox8fHSOsRMSO70qEVsKeYSBdx5jYpjrTHNt3nHBLGmfUGU+wbmpOQaplMJrq6usow3llbZCnPee7pdKrdbhe6vNvthsFOK08uLy91cnKi+Xwe9oZnhtGPY1Or1XR6epoxwF6WjF379OlT7L2Hh4dIGZIWqlar+vjxoxqNhn7++Wd9+fIlrsE+KpfL8Z0XFxcZw+0pDtafPfMSh+rFhnuxWARzzgkuKGiHNZ00QU6JjY+BlA5eiveNZcN4fkdS5iGJYlKY7tjnpIOx8BxFoVCInC8Ky2n63yPg5GngpeNZSodaQeaKyIy1YjMQbZEbZ73cQUNp+xp75zpvHevr64oR5wwD0+v11Ov11O12v8mlw7aGJQtC4hGMpFjHvA4ntRQKhUB54BDAJEcu/cQgTwmkNcCe9vHSGM+ZuxGFZ+D5bF9LNwROiGI4YuDneDuC5eTOvK+LlO1LQYqIqgrq3nu9XuZEQm+5ydriiDpr+VhKAZlFL3kqIn2xBikXwlNgGB3QT+aeXKunCv2eXkN6yeF8dwR5HSPhIvMe+DkL3+XdHRdfP9JTHpB4yRlzPB6PNZ/Po5LD4XC4Weg9h+vdHjo/wsm+zx3PNtzD4VDb7VZfvnzRdDrNlDYQWQHroPiZ5M1mo/F4HCVAfkA5LO/dbqd2ux0ROJvHm0xICuWGsS8Wn0orCoVCQN5ONEkjP8g+XofJ4rLw5FiBsfIs6NITcRAHhqi40+lEPqder+v09DQTRbFGvNfZ5JR67XY7jUajgIbSeaB8CyGFa8DpN8CwjUZDP/zwQ4Yc+OHDB/3N3/yNOp2OPnz4oFKppC9fvmg8HgdBDtisXq9rOBxGVMqapRFt3gZyydxxhjw1v96SF4Inji/pJ4wKZMBOpxN5UCLuZrMZ0SIGXpLa7XY4bX5anitHDARRM9G+dOhSx36qVqsaDAbhQDlLF+O23W7jWfI8kGWqH87OznR5eRkEzVqtpvPz80wf/ru7uzCSlP94l7LZbJZR2O4gE1CQXkJRp4cd4Qi7EcExgqwI8klUTukXEDqOMxwV9nuhUIhTtvI6PEDg/6B/rANBQLFYDJIaMs+8Y2e8x8j9/X04Tc4fIBUIeRaej5cNo8e2263+/Oc/a7lcxkmFlD2j26SnSipsmHTgPbB2ICmgxRB5nzte3DktJVegXLhpbybhue6U6JGSc/yFZ+OGBg9SOtSXMoAdYCZ7W0aHRtJSA74DA87vuQ82Zt4NN5sSmM0PE3Cv30l4ToByshIvyGleey9lz5F2D9LRFId9MFrckzfkd8cMWSHK8AgcpUWe7jWQbCTFpuUZOLAAY4xilQ5oUPpcTmJKIyjfIzgzXM+NNHWwx3gCePnUJOM0+Pcz514C6LBk6ty6jOR1OJnM9RTGFTgbw10sPvV5oHwMZIv5IG3AvvOI0Emejghi5HG2jyGErjc9ekuHpzQckfFIkWfNsz5L0QfQWk9puvPuMilla7Sdr+EILc4qSJ6nhpwvtN/vQx+yrqQn6FAIMRsn3ImKqd1zpJA96E7bb2K4aW5PEw1ya0BKjUZDf/rTnzLMViaeyABIw3sie74OLweYloi3VCrFpkDxed6JjfHx40dtt9sonYFggpGCYYshqVarQWrzPJ1HI77B8zogLEFEIgpzkoykjIHc75/KEzzH3e12I9f9+PioVquljx8/qlwuh/IG8XDDLj1tpvl8Ho09MAiwRB0Gd0bzfr+PM8CJ0KWnDegkNVprUoHgLQnzOt69eyfpYNguLi704cOH8MZdWXvayZUuBt9Ja6wDJZCgJxgbnDeOKCTS4j4eHp5OEdtsNpFTXK1WQZThd9xPCsuSFmFvuNGQDjXKeR5EzkS0PHe1WtXZ2VmcMJWSbZE9GurQPpiz7CuVSpBt0VXkn6miQGeWSqVM6SyRH78jGvdeCKS7MEDSIZdeKpWCs5A6VRh0vievA5IWNoAz4iHdeqcxkFGCNQYpA69nJ3JHZh3ZdacG4hqoCE4cJbWLxUI///yzRqNR8IdAAKSDUfbgFuSEdB+IJOekz+fzKF977nj2DkPRMlHAd41GIzrZnJ6eqtvtZohEQKk8mDdyITcLmQZFRqRL1MvC4Ak5uxnj714SnmytVov+z5AN8Fr5XhShlxulrTjzPkAFXJF6pMYGd0FikE/mVKNGoyFJkTLw06TwVJnrFMXA6TqmxL3JiBNMyEU5ic2jFZwnDD6O1WtAQqjbRFG44iaH7562KxUGa+bRBkoblAPjDILC33BuKUNxJc78enWHpOA1YKgd4nMl6Me/4oA5mpP3AQLB3PnzkibjhXPF/yUFNIt8A33izKKo+ayjWfSuZ09sNpsINHC+HUmRDjLEXJPzdt3JvbDnU57CPxa152GA3hEtk37lBC5k3nkVRNfIH/rB9TqpDJ8X11GO7qE3ifJZF/QbAcpisdBqtYqo3buhMVL0Ay4Sjom/fhPDzcSwUTkisN1u68OHD2q1WvrDH/6gbrcb0QNsvRQGdJLAMVKG11aifOjcxcQS9e/3+2jdSb7cDS+RAWxQlKOTEBB+Fpy8EUov74rIF5w5wnME+WCOyIUy50QI3mvZPVjO6va187wthpf5x1Hj756XolsVSp4+8sBN8CNSmGu/30eE6nATUHBeB1EujiWEQeYRh5IGM3A/PK+KvDuU6+Qy5Js5pVSGXLNHde5QOynG4URPNXmt83a7DWY7CtUNSRqp532QDsCJgY8gHQhR8HTcwLpuc+a2px9QwrDOU0iXa4OGoVtBS1iTwWAQDpPvMeDazWYTTUQwFuiv/X6fgehx9vKeYuL+kFGcFPaFp5kINOB8MFfu7JCiYy0eHx81mUwif+28kO32qZUt340jXK1WNZ/P9enTp0z1ErnpSqUSFVKgn+jNcrmsfr+fgcZ5RljlaXrxOePZhpvNiAfCiUb0pW61Wvrw4YM6nU5AFEwomx5jkBrx9AVMJB1Yn9TyocBYSDdOlE9QLsQGAVpkcjAsDtlyDe5VOkTlr8Vwu1fuZWw4Pvv9Xr1eL0hLGD8gc8qKQCYQcs/9OLx7LGfjDQ086qf/M0pIOvTblhQKzw23e8dOGGGN846G+NGNKAAG8k+E6x3tWq3WN166G25HORwJIR+dknFQ9lzDHaNjeWtnLjsCRbMj1hoHsVAoRCTC5/I+uEciNy9hYw4cLcQAu+F2Zcs8ERHyO8+3OgkWw43Mk7pifTyiJLKDNIpeBW71M6dJY4DwpE2UUkQnbyMN7KRDRJwe3kKplvcGkbL6EB0PL+Hh4SEcG/QkzoD3AsFws2dms5k+ffqk1WoV5y9Qf01/kmKxGAZ8Op1Kekox80xpqaUz11O2+z82nm24PYIievC6UEnBiKQ7l7OTEeDpdBqQBYLM39LuMsBN3kIRqI6NQ8TIQjkc7B40iwCbl7KcarWqu7u7UD6SMsYp79CSpDAIKHVvisLcE8VhnNnkRBt8xnOpGEi+A6/d3+cEG+rz3SHie4EIpUNpFPk633jIhOeGSqVSeNc4hNSg59l4OwEJWXaipEPjTjbDIDAHGGFHqSRFhLHZbDI1x05mcnlAgbNvgE+lQ6tI78/Ad3nTJYwM+wMHmQjE4d08D5cb9A/KmB7XoBW0EiZ/7PX46CtSh8i6l+l5Woj1ZR7JaTtRFuSC72E9PNhx1ARdmJYSOnzO9Vxf53UUi8WIqolSnd3Nc+KoggA9Pj4Gx8aHp4mcbwX6SLVGrVbT2dlZQNfA3+iq2WymarWqyWQSjrCXWGK/CGxJIbPXccBAFt2Ze6kue1GO26MH8nUoZggBDw8P0TDi7u5OP/30kyRFqdf19bWm02koKgQd2NYbrqT5gd1up8lkEjlPWLrA9x7hEaGTn5CelBPRDISRm5sb3d3dBYyCcPvhA3kfENFQEt6JC8HodruSFHXUKGqMIgqdFn6gFpxfjnFPFQjOgCSNx2MNh8Mg/kFgxFumU50Tdths3tSHTco1JOn09DSQAqA0yjPyOjCYKH6Uuw+PgDAgQK7OC8Eo8n9PN0jSyclJ9Ed2HoGnNLyywMtnJGXgcCIS/w6iEG9eJCkQtdFopOFwGBFK3oeTiTCY8/lctVpNw+Ew5N9JUJvNJhj6zC9IkBtjSaFHUg4ARpfOdUR46LqHh4dAufgsg2jN04luZLxSwKNUjFu5XM6kBPI42A/9fl/lclnz+VyTySQCLVJrzCHzhpN1c3MTBGpk3WFp0D/OS+j1emq1Wjo5OYk5orzu/v4+9NRoNNLj41MP9F9++SWDVtKx0Pf45eWl3r9/H/bm8fExiIwpCXq32/12p4PhqTns58zg/X4fCgUvnJpgIDVgIIfqHPpLiUm+kFL2ZBYnwzh8DuMQ2IToEO+G62H4fdLd2GO4fTPmdTgTm43rkKlHSChzfsfcsY6SMoofBce6e4tAvtMH/3dYDuIU9yIpE3kQNeBdp/LE+/3zyEqe1wZEgtQAKAZz4s8jHeTbIT+PFpzohHxicNlvKHMiLCciOgKTzlsKo/pe8z1LrpzPO7nT91eejYOUZb6Dxvn8e2Mh6dvyO0mZ/eT6A4f2mF7z3/HdnqqAjOUGmM+l84sDxbM42uF8EN9rnhLI42B/gAhJ3z8PXsqWwTGXbld4ZoI9JyRKWRa4dHDo2LOwynG+gbeZ5+9xthg+9+l7fA2RneeOZxvui4uLjOEmcgMmBeLBa9xsNprNZrq9vY0I3RX4fD7XeDzO1EkSNfJyw5k+lEfWwCoexfN3SmnIDQH3tdttnZ6earPZBBOeBSPa802U5+FsS4yds65TshpG2qFUJz0Rme12O3U6nYgayfV49AdXgByS1/MT+YPGAM2T25MUcsOJYhCqyuVypFwkRVkIMJOk3Je20FVpuVyGJ4+nzkb1vKdzMdjUGGD2CesEMQaUYjab6ebmJoxNvV7X+fl5pmyP6zv0ysBJAw72dBQvCGjSodEF98thMq8FjgWBwhB7CSvR8HQ6VaFQCF3nEazvG0e30FnusHq6BDQROaAUEn3op1iBnoCkOOMZbgHlt04sJBLFQCEfOFl5Xpvb29swuI1GIwwoegYn5RhvwI0k68rpk8w7c4d+v7291ePjY+hHT//e39+r0+kE4brVakVzIeeGVKvVmHP2Oqgz6+JnA3CvpGp5/SaGG3b198qAeFDp4MVw89VqNcMC9qjQOwOlXqQn7N17TBnLTr6QlCm78MbwHuU4HAud36FcUgMe9eV1oETdALiXKh0/mtSj2TSSSKM81tzXKY2qnTyVevs4Eh7xS8rk04m4cSAw9JIyUZ0jA3lWQjCvPV/tVQygQSlsJh1QJFf67Avq6MmzSYcDQFAacA78ug7VpmhV+jrmELkDnSrK1BHM87pIh4ibeXF9xp53xENSwK/oJJ871ijlIHiU9b3okLVbLBZB8kP+PeJ27oh/J/OPk4BT7M/kiEme14ZUjO/zVO8wJ75ffG7TtAQpQQ8cHP11Ui2pCSfipq+/NH8pSoWTR5ojRYz9mX4Tw81N4VkjOLBNwfAhDVUqFU0mE3358iUi82azGeVhHIYB6xFvR1IoKaKDcrmsXq8XOQ9Ow/H8ghOyIB/gIAA5Mby0gHI2cloIv6QMuS7PA8UAVOr12Nw7eTQ8dkqQ9vun3rugKaXSockEDT4KhYJOTk6+yZ+yXmwyctd4/fP5XMPhUJVKJc7sdqIgBgKDTJ6bY0Hb7bbOz88zHrXn8anRz+u4vb2VdMhNghAR3ZZKh/aNbGQ/bhYkqFAoRH7//9PeuTandSxdeImNQA5CoIsjOZeT/P+flSiJ7CDuSAQDOh+op/fa46280odT76ZquoqyLZnbTE9fVq/uYQ1oQ3l8fIxAebFYRFbcbrf18PCgdrsdGYYHsgTiNzc3FXKcpMiiOd8gOVwihEA23Ww2McDnWDJugkOMttfmHx4eVBRFlG2oiZ6fn1cSCYJ8AiqcLddPggxxZfFisQh9f3h4iKsmqeNOJhM9Pz/HeN+7u7u4Ox3d6fV6sSetVitqpgQfHrRz1t0+Nt1xY3+pF8PfQW8hlbVarUDhEEjTkqJXervdVqY0euLJ5S04bU+AnKUvKRBD6XBpC/eiS4rbGJmFwXmmbPXy8hKDVnx+Or3lUn1i9W/yLsf98lK2r7DI//zzj6bTqdbrtX777be4qQWK/GKxUK/X08ePHyMzR+lpf3CY3DNuFqrVOkxM8+iSjNkjUD4jdQgUHKXGYGFEMTJMfvNIjf/jAzKaKigC0bukUB4+P39CTKMmCiOY33U6nUqP4ufPnyMz9IsYqOs53Ish85LEer0O50F066xPN5heJ+WgMdkIGBF9Ye+avDdkThhXDKYbVIwz+ohO++QzWk28d5jbkPj/+/0+Mi3p4Fgmk4larVal/7Xf7+vs7EzD4TACLSByoHGIWOiNB0sEhJIqjgmj6WhMkwV4m6yMf0sKY0pPsKMUlCxSdJDghwCac4U+c0bo2/3zzz+1Wq30+Pio5XKpxWIRpaLRaBSkT5yxs5Y5eyA5zjPytfeskTPWZDKnVGbO2GovneI7+Dltu+70QETSWSApWRPuCRwsyrwppwlo3fuvmVCIDgwGg0hCOY+OKvM+aR+3B1zvRQ/f7LgZ2uG4Pcb/NcKYVB1m4BGqt01QP8VxU5cjK3EnTwQGsYzMgQ31jeEw+t9ZSAyn1x7YWGDy3W4XBrLJQuZML3Cv1wsYxiGY/X4f7G5XbtobYHT7SFEidzJBHAg/Rye+fv2qL1++xHAD6qgYfrINhP0HaXHj5kS5FFqUqrrV5DIGhgU0x1ndksKpg0Chy97ZQK3fW7X88HMGQUhc93m+E2+ADv2GPgJcHI6fP84vQVS/35dUzjAvisOtWd1uN/SwyXuCUBdODT0/93IOg1g8cfDvWBRFhenvMCilEtbcDbi3FHl7pHNDsJ3L5bJi4Km5E8QB48KG9oCBPTyGvfGyJ8kAg2nwE/gC1oQgifWFm5S27+EvvEWVPfI9S4W19CFW6/U6uAdXV1f68ccfK8nkp0+fdHNzE+2FzKDgM3orH37xPfJmx03vLzNV3Th7/Qzj7Kw9H5jhdSHG/nkGBxmDKAfSgNPqW61W9OAR5UOg8s1wMgYOHSPHvzF4HGLqRhyK997a8v8hfEZqZBcXFxHJgT5gCGir4HtzCT1rfXp6WolWpXKAS3pfMw8Oy19//aXRaPRNLbTdbms2m0Vt1gMyHILvl0NWSOq4MYhN3htIfEB23sfuawe/gkx3t9vF2Tg9PQ2j5AGVZ4IM4iDD5nwxqIJAGceN3nOWmPxEmcvnNXuWMRgMdHV1FecJ4tB8Po8byAjWmi4ENJxzJmLhyEEYiqKItWL90EWyKlqR/Ex4wkBgxPAO9oz173Q6sfeSvkE1uOvbzw2wPQgXTmM8Hgc6JZWJE3rV9L1BV3Gm3sbFmcDxTqfTWF+GokDCw3E7+ZnWPQZ3gdY6WiJ928nEmcFO9ft9bTYbXV5eqt/v6+bmRr/88kuFk/Lzzz/r7u5O8/lck8kknrter/Xly5fo5/YS2v8k43Y6u+P/Tr7gS3PovS/bp97UXTThdQUfDUk93TM/HDlzn6mhe2uZpKib1jFkiYBRfiJdDizZBrXFJguZDsYAJiVrKFVnFe92h9F+4/FYT09PGo1G2mw2cWkM+0lQRbaNI8DA4IDoJX0tG0EXHG1JyW5kB+wLTgM43LNNjGfTyWl1hBnfDwJgUAaHa9E9L384YSolRvlep0Qz1hhHA5GUs+XBGJmlk3EoU/X7/egycKOatop5ttpkoZREPZSOBr6b62ZKqpQUhhjkxK+RlMoAkxIFt41RduIscG74k3nooB7YNc8SQQWcL+IBrbPHsdHoTZP3hnX30h/fBR0lACZAolZMwuFDaSRVkCfQFc4AKJWXUn093Xdw9rzU5SRoH7zj3Cv3hW7rnMj23ja9NztuogNgP4y14/g4ByfhAAExRYZbnjwj4zWo0RERkfESaaLIRD9cdN/v9yvMPZSXepEvEpPdeN+iKKKW6O0XThJqsqJLh7vSPbODqATMJpWMWG7EmU6n+uOPP7RarXR/f6/NZhN7xDoPBgP99NNPQRK7uLiI1we+o9WOrFAq+8nJJiABMugFZ4PhIthKoS70gBo32akHeE3fG6na6+nkx5eXl6ixkYVhRIAFHaFwPgEGg5vgMOi0QKLHzkjn/OJwIDc5yuToFgjHxcVFGCNKR+7wMEjHAsdKpd15enqKrAgyIbbm119/DR0laEUoE02n04Cnn5+fJZUZGwHV999/r0+fPlXIZe12u5IZYugJWkE5yDDJykEnQQYIbJ3dDxSP4yLg5XlNDnbRJSd3gZCyNtgVvtdsNtP9/X3FwfL9sXdwbCgpsnfz+Vyz2UwPDw/qdA43wzmZTaoGCKBh3NsNEsnNioPBQJ3O4d56Jj36ZTNPT0/6/fffI8nyoTrvkXfNKvdHXV1bUiV6QYE9GvGetdeMmWclSBpVOlvSMy8+E8/3SMnhK5yFO2wMpEdOx+AcUMi6BwqRRnccbn/4WqXISUqCkVRpZQG9eE0XPPuTvh2mkwo/c73gT/9dk40QQYd/B0oBXltL0arXyF1pxs15Ijimhufsf8+2/Qz458HJ8BkcPuT84jggRfHctFWt7uw2Ufw7+MN/7/pfF2jy/7ynV6oOIUqJt6wLa0VA5cGV9xyn+yh9ayNTW4rw/50/1HTH/W8oWmrDvOWKcoajt+i6183TMyeVraYEtpwvf67bKgJmn1fhyR7+zm0fiO5ut4u9dj/0XlT3zY6bywXozfbmdz4ACub3YHsNh+y43+9XYGuMPgsElCApnCctTimBiawSuIooxqE+hxCJlFjws7MzXV5eVpwS3wPWbdOFzcfAXl5e6vr6OghnUjlrnMDJiRv8bjAYaDgcxrpQivBWFyLF5XKp0Wik5XJZGeXnxpygiNcAFnQD6UpMZs5zer2erq+vtd8f2hDRJyaDOTzcRBkMBpXsFH2nRkmQWBSHtjDuGyb7YuyjGylIbiAjd3d3sWboMdmYzw5PJ56xfr5XHjT4+fGgwKcSSqVzgLUuNd9pS9Xxob4WZNffffedbm9vdX19HbZrMBhoMBiEfYLIR5283W7H2cCOQKJaLBYVdjfCzyAkgqS4c3GmMheIgK75hUpAxn7u0LF+v38UaAjtXMDbMLilkiRGZxOdL7PZTJ8/fw4d970kOMK2YD8oV4DuOWmwKAp9/PhR5+fnYe+k0rne3t4GWe3Dhw+6u7vTf/7zn+jW8FITdmy/34fv+eGHH9TtdvX4+KjZbBZw/Hv25s2OG0XH+DgBww+61zS9LoNh4HdSGS16ZuKMYUmV13C2t0dODo/8X+1bRJw+5Qto0VsBPKtpumA8WTuMKFG7VNaOUGiP+Hh4vQZD7RlbmrETxEFs8h5tPk9d5ueQKnVGPo/XjXh4RuLZqn/3Joq37Hhdyx2o67fPNMeQA1n7+rNfwKjAilKZ5REscI7qjLafubp1TM90mrX4a/pZabpzkOqHDqV8DPqIcSJug6TSRqRJAjaIgJe94H0IUn3NfR9wON4uxGfGwJPsQFb0scGOlrEnZPNpu1PTBP1yv8J6sF98B//OJJPoKJ0qKXrI67E/2EXOJv3x8DrcJ0mKUpLzt7i4iYybwNn5B44k0BKI7ZTKUa9vlTd7Jdp5UlYr0ZxUtowNh8MYE4fCQt6gLkOU4coEM3M4HFYixFarFfVUX0A2gNvGuNaTRaN+4RENj/Pz86jZsnne88xnanrfo1Te/eqwGd+X2hZ8APZtPB5rPp/HiEwIa8/PzxoOh7q6uoq60snJSQzaABYfj8cajUbBTndHgQEkyiUA8MPn9VqIdJB7qG1xYT2fF9boarX65jA0UdAnjAefdbvdRiuLDycisyLq55Yq0IzFYqHpdKrT01MNBgNJqrT/OEoE5Lrfl6MV08D45eUlBuWwniAx7qxBTEA6GLCDwVyv15G1pIauqUIGC/KB0cYxULP2W8/cObjtwTYR0K5WK+33+0AdfXQyxhyCFb3b9HFTBpQU+0rQ2u/3I5tnyAu2joCaz+0ognf+NNlpS9L9/X3FTt/c3ITOQ1rGxsN72e/3uri4iI4hL3Nst9vwASAQ2Cn+ZH04Y/gkRt36xSxFUYTj5vfeRglKRpDgKBv6wPkkeHAu0lvlXVA5yu0ZN5HH6elpGPt0AMt2u40FdTKOQ268NvBu2poCOY5D42PsIC2l5CUgKhbGFZgDwXc4OSnbkYCfpObXUSVVbluTFEqJkXVDg5OdzWaVST673U6z2SyGT6CcwE+UIVib2WwWbSfoBH96nyQOCbKhBxcYST6/IyeUP9Az4K35fK7ValVhaTZVnDMglbrE/uDgaMfCQfqwFpwrRmU2m0Xgi1NA34HmmMNNNs4eeC2Xc8IkQs9sfPRvu32YYNjpdIIoROcC55qADuJb0wMqqawxEzhtNptwwASQPkGQfwO90rLFVY3sszsP1o8aLA4W3sDLy4vG43Hs63g8rrw2zpls/vz8PJIbWu+8G8FLh1JJoDsW3oF0mFpHEuf6CcHZbRFIHwGYE6YJWngNAqmiKO87T9tacfIkIZRoLy4u4uwWRRFTC3k/CM+dTicGGxEsp+UmSVFSwp8R8P1PoPLXFABlkRRKRoT4GqGNqMkjXIwzNVIiz/V6HUNDnGHb7XbDmKPEZI/OfPY2MA88cGYcoFarFU4srZM3XbysALsXTsLz83PUVDnwRPiUFNLoEMdZFEVkdMDZXp7wzJq1ItMDpnLSCEbMkQ3PvImkEX6HM4ctz8APJ1o1UTiMThDkO+K4CRqdPYv+o3s4DwzEbreLDNpnKThxTVLFoLuB8sApJZP6WpP5w3Yms8bJff36NdpwYOjynZou6Jy3SrlRJ4PFbkglUoJDkBR1VqlsL5OqN/VxntxxY0M90UA/0GmcNOeMKZWcq7QMk5YwgYD5PMcgOGJs+2KxqEzsOzk5Cd1j7ZioCEIkqUIiJBl8fHyswOIkKrTPcsZYR8oLDtWfnJxotVqp3T6M32YuxnK5VKdzuGwE5MyRqw8fPgQ/gUmjoIfuC98q73Lc7rz95xh5j0qAJDBUae0ZQ+XZMM4m3QzYeGyg15zYFAyOE054D39/GvXX67VWq5XOzs7CYKYRGO/fdKXnsBPUpIaVNVyv15pMJgE/Y3wIXoDtgE/J6nxvQVOYsobR8OjfiWjT6TQQEgZYsMcYs5SjABrjxgjjCjTLbOwm7w31K4wneg2ByZ0cEKjzFVhfh8pns1nAvASbGBkn40iqkGrcqHswjWP22jWOyJ0Tk9Fo+5tMJpFx830waGn9tolC0Oj9vjhk1otgBQFdAtmQDmUqDDIJiRMASSycmcy+SQrEwklQBHzet8y/yR55Hxw0n7Uoyglj6EVah2+y+Jhgd8zdbjfQQMp2/n1wstgYd+K8BvdO8Pj77781nU6j5FOXhRNIkAR52QvS4tnZmfr9vrrdrq6vrystxPAler2ebm9vK1A9aI0jjG+VNzvu1140JanU/ayOFOMPXyjPzt0ppFm7O+i6TCJ9pO+bGjCpeuezv9YxSN36v7ZOPJC0zSR9vhPBfK3ryDUpTMrz0/VM9y39vDzgGtR9/qZn3JJqz0CqX/5v/z5156Ou3FB3Bl/7HHXi5SB/HXQEB+R74o+01uq6dQxSZ5/+7f/6+fG1T7scfO/r9s2fX/ecOhvq7+/vyR6kxMG6R5PPTJ0NSu102pmSEtr84a9Z5z9ch+tskfsVfAOvvd1uw+aB0JLs+J4S0DlvKvVn7+VSnbwci2fKkiVLlixZsqjZuEmWLFmyZMmSpSLZcWfJkiVLlixHJNlxZ8mSJUuWLEck2XFnyZIlS5YsRyTZcWfJkiVLlixHJNlxZ8mSJUuWLEck2XFnyZIlS5YsRyTZcWfJkiVLlixHJNlxZ8mSJUuWLEck/wUpMKecFfZbigAAAABJRU5ErkJggg==\n" - }, - "metadata": {} - }, - { - "output_type": "display_data", - "data": { - "text/plain": [ - "
" - ], - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAe4AAAGFCAYAAAA7JBDPAAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjAsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvlHJYcgAAAAlwSFlzAAAPYQAAD2EBqD+naQAA7wBJREFUeJzsvXdwZNd15//tfp1zzo0MDDCYHBhHzCJFkUrUKlq2ZGllWbv2rr27Vd7Vrv1b165Wdq23nFaWLXtLdskliZYskWKQREoiOTOc4QRODhhkoBvojM45/f6g7+VrxG6ggW4A91M1NeSg0f363fvuuefcc75HUK1Wq2AwGAwGg7EtELb6AhgMBoPBYNQPM9wMBoPBYGwjmOFmMBgMBmMbwQw3g8FgMBjbCGa4GQwGg8HYRjDDzWAwGAzGNoIZbgaDwWAwthHMcDMYDAaDsY0Q1ftCsViMarWKSqWCtTRbhEIhBAIBOI6jv1cqlVCpVFAul9f8/Xakna9ZIBA05X2EQiEdOzJ+EokEAoEAIpEIAoEA5XIZ5XIZhUIBuVyu4ftCPqPeuVQP7To2zRqX7YhAIEClUmn1ZaxIX18fyuUyIpEIUqkUgNbOI6FQCI7jALxz78jz0axnhLwv+VMqlZryns1GLpejWq2iWCy29fzhQ57zrVzL6jbc670o8nvNmnzEsJCJzWgu1Wq1ZiIuHr9mLiSMnUu7z5FyudxWc5kYVKD5a+Zi2uU7L0c7X9tKtOKaBfVKngqF70TV671IMhGJd8X/sx44joNQKIROp4NcLkcikUA8Ht+ym9bOE6qZnh15L/74AbXjTzZN5XJ5Q5/RrHvarmOzmz1uoH3HBQDUajUAIJfLtdT7JI6IWCyGVCpFuVymkazN2FiQOdmuTg+JOrTr9W02Lfe4+Qv8RiEGRCQSQalUQqPRoFgsIh6Pb/i9GbUs3u2v1zjX8xkMRqsg4fFWw1/bJBIJisUigM2LbLX7s7dbDXaj1G24W4FarYbFYoFer8eRI0eg1Wqh0WgglUpx+vRpvPrqqyiVSnSyMxgMRrvD97Afeugh9Pf3I5vNIp1Ow+fz4cyZM0in062+TEYb09aGW6fTYWhoCL29vfjSl74Et9tdE8o9ffo0DXU1EsIntPvuk8Fg7DwEAgEkEgl0Oh3+1b/6V/jQhz4Er9eL6elpXLp0CZcuXWKGm7EqbWe4BQIB+vr60NHRAYvFgr6+PjgcDmg0GprhXK1WwXHcrj9D3I6wjVNzIaFWtVoNpVIJmUwGlUqFfD6Pubm5hje2jM3DZrNhcHAQEomEjpPL5YJUKoVGo6HRRXLOy2CsRNsZbpFIhE984hP4whe+QMNJIpEIKpWKTmi+4WbGe3tBxoxvSJhRWT8ikQgikQgDAwPo7++H3W7H4OAgAoEAvvOd72Bubg6ZTAaFQqHVl7rruffee/HVr34VarWabri0Wi0kEglsNhvMZjOCwSDEYnGrL5XR5rSN4RYKhVAqlVAoFLBarXC5XHRy87OQS6USyuUyrQvfaJkaY+sQCARQqVRQKpUoFovIZrMol8vI5/NsPBqAJDOJxWIYDAYoFAq43W643W7Y7Xb67MjlckgkEuRyuVZfMgOAQqGAw+GAVqut+Xd+Img7lagxlkLyEziOg0wmg1QqRTabRSKR2NJxaxvDrVQq8eSTT6KnpwcHDhyoMdiESqWCYDCIRCKBQCCATCaDYrHY0A1jD0VrIGI8jzzyCE6cOIHZ2VlcuXIFsVgM4+PjyGQyrb7EbYNSqaRHSZ/85CfR398PjUYDpVIJiUQCuVwOpVIJm82GVCqFXC7HjHeb4/P5MDk5iTt37rDoSBsjFovR09MDvV6Po0ePYu/evTh//jy+973vbekz1haGmyRrdHd3Y+/evTAajUsECYiXnUwmqdpRsVjclHIlRnPgK66JxWKIxWJ0dHTg8OHDUCgUCAQCEIlEmJ2dRTabZZuqNSDqWgqFAiaTCQ6HA8eOHcOhQ4fos0KeE41GA5lMBolEws5MWwzRoCDPwnKkUinMz88jHA6zNa0NIWuZTCaD0WiExWLB4OAgjh8/jnA4vOXPWMsNN7kRNpsN+/fvx6FDh2C1WmteE41Gcfr0aYRCIdy6dQs+nw+3b99mNX9bwOLz6Ebo6+vDJz/5SWi1WnAcB47jMDw8jL6+PhgMBrhcLszPz0MikcDn82F2dhbRaLTJ32DncOLECTzxxBNQqVSwWCxQq9VwOp01xiASiWBsbAwTExOYnp6Gz+dj0YwWwnEcnnrqKTz44IMYGhqCVCpd9nW3b9/Gs88+C7/fj2w2u8VXyViL/v5+fPKTn4TRaITJZIJCoUBnZyfsdjsMBgMVqNoqWm64JRIJzGYznE4n9uzZg7179wKozT5OJBI4deoUxsfHcenSJczOzrbqcncV/NK79Rjvzs5OfOELX4DL5Voysd1uNw4ePIiZmRlMT09DrVYjHo8zw70Khw8fxr/5N/+GetKLvTeBQIBYLIZbt25hcnIS8/PzCIVCLbpaBvBOlOTBBx/E7/7u7676usnJSfzkJz9hmhRtSkdHB/71v/7XcLlcS36m0Wi2PEm65YbbYDDgvvvug9vthk6nq7kBCwsL8Hg8mJmZwcTEBDweD6tv3AJsNhucTicNyXIcR5MCvV4vzS9YLDlLkgkHBgYwPDyMgwcPQqlU1mwAFkM2bul0GkqlEhzHsQSdRZDGLCSDfHFFBV/tLhwO4+2338b8/DzztNsA/pxfPP8LhQLOnz+PqakpXLp0iUUQ25C9e/fi0KFD2L9/f81axqcVlU0tN9wulwu/+qu/CpfLBaPRWPMzj8eDl156CbOzszh37hyCwSA7/9kCBgYG8MQTT8But+Po0aOQyWTI5XLI5/P4yU9+gtOnT8Pn8yGZTNaMB8dxEIlEeOSRR/Af/+N/hEqlWrIZW4xUKkVvby9kMhkuX74MkUhEz2kZ70AMtkQigUQigUi09LElxnt6ehrPPfccYrEY897anGw2i29961v4wQ9+gHw+z9a2NuSxxx7D7//+70Mul0Mul7f6cigtM9xEhECj0VDxCKFQiHK5DJ/Ph3A4jJGREczMzNBzn40s5s1ubLGTUavVcLlcsFqtMBqNkEgkyOfzKBaL6OjowMDAAHQ6HaRSKR0TkrwhFArR3d0NvV4PqVS6bHXAYha3L2Rj9A7knnZ0dMBoNMJuty8pjyR/z8/PIxgMYmpqCul0mmUmtwlkbK5evVrT5rhQKCCRSGB+fh6JRKLVl8n4F0gCqNPphE6nQ1dXF7Ra7ZLa+kqlAp/Ph1AohJmZmS3fdLXMcNtsNvT29mJwcBAqlQoSiQSVSgWZTAb/+I//iO985zu0Pq5YLG5ocpOsZgC0/puxPAKBAF1dXXjve98LuVwOhUJR00aVJNoUi8Ul9dckfGswGKBSqeoy2qVSCdFoFOFwGJlMhql8/Qtkzmo0Gnzxi1/E448/DovFsmz2aqlUwne/+118+9vfRjQaZclNbUSpVML3vvc9/OIXv4BGo4HZbEaxWKRHGXNzc62+RMa/IBQKIZfLodVq8du//dt47LHHYDabl41wlctlfOc738G3v/1txGKxLX/mWma4pVIptFotPTcol8vIZDLIZrOYmprC9evXm/ZZAoEAUqkUAoEA2WyWGe41UCgU1NNejEwmg9ls3vBnkO5x5XIZqVQKyWSS1uQzw/0O5Fzb5XJhaGhoidEmnls2m8Xs7GxTnxlGc6hWq/D5fPD7/dBqtbDb7SgUCvB4PKy2vs3gOA4ajQZGoxG9vb04cODAktfw1635+fmWPXMtM9ykJq5arSIQCCAQCOCnP/0ppqencf78+aZ+llqtxtGjR6FQKHDlyhV4vd6mvv9OYysMZ6lUQj6fRyAQwOuvv47R0VHMzc0xw82D9DzPZDJIJBJUWIWQyWTw+uuvw+PxYGRkpIVXyliNSqUCgUCAdDqNubk5lMtlln/QhjgcDvzbf/tv0dvbi0OHDi37mkqlgnQ6jUwmg3w+v7UXyKNlhlsoFEIikaBarSKRSCCTyeDUqVO4du0akslkUz9LKpWiq6sLGo0Gk5OTTX3vnUa9RnOjxrVcLtNzvtHRUdy6dYsZ7EWQs/98Po9sNktDduQ+5fN5jIyM4NatW/D7/a28VMYaVKtV5PP5li72jNXR6XR45JFHsH///pq+GHyq1SpyuRxV7WwVLTPchUIByWQSU1NTSCQSyGazmJmZQTqdbtoNkUqlVKTiwIED0Ol0uHjxYlPee7cTj8fh9/sRi8XoZotMcqVSCZVKBbvdjnvvvRcKhYJ6jzdu3MDY2BgSiQT8fj9Vi2LUQnIKstksfvnLXyIQCOC+++7DY489hlwuB7/fj0AggJs3b+LmzZvruodyuRxHjhyB2WyGWq2GSqXC2NgYTp8+jUKhwI6UGDsOcmwqEolgsVhgNBohlUqhUqnQ09MDtVpNX8tP/gwEArh48SISiQQ8Hg/i8TiuXbvWqq/ROsOdz+cRj8fh8XgwOTmJfD6PXC7X1Ow8uVwOq9WKzs5OHD9+HAaDAc8991zT3n83E41Gcf36dUxOTuLv/u7v4PV66US3Wq1wOBy46667sH//fsjlcuphv/XWW3j++efh9/sxOjrKZGtXgSRrvvjii/jpT3+KYrGIhx9+GMlkEiMjI/B4PHj77bdx48aNdUUrlEolHnvsMezfvx9utxs2mw3PP/88Ll++jHK5zI4tGDsOgUAAhUIBmUyGwcFBDA4O0twDk8m0bAOYSqUCr9eLZ599Fl6vF7du3UI0Gm3putUyw10sFpFKpWjLwWKx2JQdvkAgoC3yTCYTOjs7YbPZkM/nEYlEdmSoaqtK3fg70Gg0ips3b2J2dhbJZBKFQoH+PJVKYWFhATMzMzh58iS0Wi2tzb516xaCwSBisRjz6uqEVELkcjmk02naZCcYDCKXyzU87hzH0exZi8UCu90OvV4PpVIJjUYDvV5PVdhYPf3WotfrMTQ0BJlMRqs5wuEwYrEY0uk0FhYW2GZqHZD7KpfLodFoqH6Ey+VCoVBAKBRCNpvFjRs3aJUTx3E0cXZsbAxzc3MIh8MNlyYLBAIq7Q28IyxGntv1jmXLDHc6nYbP56vxtJsxIYVCIU6cOIFHH30UTqcTe/fuRTabxc2bNxEMBhGJRJpw9e0Fv+RqK4x3pVLB6Ogo/v7v/x7RaBTpdLrGAMdiMSSTSczPz+Ptt9+uUUNLpVK0nScz2vVB7l0ymYTP54PH48GlS5fg8/nWVSYpl8vhdrvhcrmwf/9+HD58mGrJ2+12DA0N0TA8M9xby9DQEL72ta/BZrNBJBKhUqngtddew/nz5zE+Po4333yTJbatg6GhIXz1q1+Fw+GAXC6njV8EAgHOnDmDf/iHf0ChUMCpU6cgEomgUCggkUgwOTmJkZER5PN5JBKJhhMLiZqkxWLBgw8+CAA4deoU5ufnqRrlethyw02MTKlUQi6Xa1oJEMdx1GtwuVw09GexWLCwsICFhQX4fL4dWeO6kUYgi9+HL6W5HNFoFPF4HPPz87RL22JIUhXpuQ28W0bBvIX1QUq/SJvOtbpNrYZUKoXNZoPdbodara5RhCIKbWKxeMsbJ+wWSDdEjuOgUqlqGo90dHTA5XLVGG4SQQwEAi2R19zOqNVq6HQ62q/eZrNBJpNBKBRSwykUChGLxaiMs1AohEKhgFgshtfrxdzcXEMyzAKBAGq1GjKZDGKxGBKJBE6nE263G+VyGXK5vC6Ni9XYMsNNFgFysURUhSzyG0EgEMBoNOK3f/u3cfDgQXR0dMBut1OJyEQigZdeegkjIyMIBAIb/i7tSDOMN1mwxWLxspOqVCrh2WefxQ9+8IO6uxix8+vmsbCwgNHRUYhEItx///0Ih8Pryijv6OigzV/cbnfNz/gbLLbJ2hzkcjl6e3thMBjwoQ99qKZe2GAwwGazUd2JSqUCu92O4eFhRKNR1qK1QZ588kl84QtfgMlkqjHawLvecDqdxuTkJJLJJF33iEeeyWQaXsOkUik+9KEP0cRPu90OuVwOg8GAUCiECxcuwOv1bmht3DLDvdiTI1nGG10ghEIhxGIx1Go1Dh06hBMnTkAul9NSM1JOMzMzg/Hx8WZ8lbajGUabeAFSqXSJvB9570qlgvHxcbz22msb+izG+iCVGFqtFm63GzKZDHK5vOHxV6vVGBoagsvlgkqlWvLzZmymGctDnjMiYXv06FE88MADq/6OXC5fEhlhrA4xyl1dXXj44YeXXdMqlQqN/Mbj8aZIz5Iy556eHhw9ehQulwudnZ10s6BUKqm8d1t73ET7lVxssVikIQqy49iI0ent7cXHP/5xuFwuDA4O0vMLADRcuxtkNDcaQpNIJHjggQcwNDSEY8eO1YRJq9UqMplMy0UHdjsWiwWHDh2CUqmkx0J2ux1WqxXJZLLuznnkuSDHVHzS6TS8Xi/C4TA7S20yOp0OTqcTTqcTH/nIR+ByudDd3b3q75TLZZw/fx4vvPACZmdn2ZjUgUgkwsDAAKxWK7q7u5ddGyuVCq3IeOutt5pyX1UqFYaHh2GxWLBv3z50d3dDrVYvcViJLsNG8kc21XATL5sc9otEoppWg2TXsxE6Ojrw67/+63C5XDUhXuKFlEqlXWG4N4pYLMbx48fx2GOPwel0LplsmUyGZo8zWoPRaMTg4CCkUimkUik4joPZbIbRaESxWKzbcJPnYrmE0Gw2i0AgwLqLbQJqtRq9vb3o7+/Hk08+iY6OjjV/p1qt4vr16/jRj360BVe4M+A4Dj09PTSqtJLhvnXrFl544QV4vd6mzHWFQoH9+/ejo6MD/f39cDqdy76O9HnYCJtiuGUyGT1flsvlVN9aLBZjYWGBloDl83ka/lsr3k+aLhw4cIAaaalUiuHhYajVaupl8wfJ4/Hg3LlzmJiYQDwe34yv2hZsdFNCEp1IedDivrPZbBanT5/G9PT0uo4bSDkE2QmT0BHpK00SRa5cuQKPx4NSqcSMxjLwe3ITIYnBwUGUy2VcvHix7ooJcs9XWtBIeSbb7DYHcl7qdDpx//33w+VyrdjbmUCiIrlcjmX2NwA5Ou3u7saRI0eWGO5CoQCv14t4PI7x8XF4vV4sLCys6ECSjm4KhQI2mw0cx9V4ywKBAHq9nralvuuuu2A2m2lJJSEajWJ0dBQejwexWGzD33NTDLdKpYJer4darYbZbKaZ3iKRCHNzc7SDEfHiSE3bSjdPIBDQDMyPf/zjeOKJJ2i9qUgkoud8i7l69Sr+1//6X4hEIjtanWsj7TDJhkgmk8Fms6G7u3tJNnEsFsO3vvUtvPHGG+vaKQqFQtq+9ZlnnsFHPvIRuqkjxiiVSuF//s//iZdffhmpVIoZ7mUg+v7kvE6pVOKhhx7C0NAQEokEbt68Wdf7kOeJbJz4lMtl5HI51gCjiRAnY+/evfjsZz8LrVa7bAMfPtVqFel0GqlUih1P1QmZ13K5HHfddRc+/OEPL5njuVwO58+fx+TkJM6ePYvr16+vmtNBVNWcTiceeOABSKVS+P1+ZDIZGlE+cOAAnnzySajValitVprky2dubg7f+9734PV6MT8/v+Hv2nTDvbikiBjkarUKgUBAmyTodDpUKhVEo1HaFSyVStWEYolnIJfL4XQ6YTQa6d8qlQoajWbJwsM3XoVCgdYU7/Ts5vV6R1KpFB0dHTCbzdBqtcu2sCNn3I1qyBPlOplMRkuP3G43DAYD3SwQz5sYcOblLYXcH7IIkTlfLpcRDocxPz9fd5gceHeztlLJFxuD5iEQCGC32+FwONDV1QWVSgWZTLbm7xWLRczMzCAYDGJhYWELrnT7I5PJ0NXVBYvFApPJVHOfyZwuFosIBAKYnZ1FNBpdM5ohk8mg0+lgMBhgMpkgkUio0SYGXyKR0ERRcozF/0zgHaXQYDCIQCDQlOPGTfG4SbZeJpNBOByGQqGgf6xWK92ZuFwuzM/P4+TJkwiHw7h8+XKNZ0w8jO7ubvzWb/0Wenp60NPTA5PJVFeNKTn3y2QyLEt2BaxWK774xS+it7cXw8PDTX3v7u5ufOELX6C917VaLYxGI3Q6Xc0Gj2zQSN0387bfhUg0yuXyJVnFiUQC//RP/4SzZ88iFArV/Z5isRharXbFjRqjeXAch49+9KP4zGc+A71eX5fRBt6Jcn3zm9/E+fPnWTfDOnG5XPjKV76CPXv2LEn6Iw5kKpXCyZMncfr06WU1KPgIBAJYrVYcPHiQihVxHIdyuYxIJIJEIkEjIolEAkKhkKqjLf7seDyOy5cvw+v11uR5rZdNM9xEYYaIReTzeXpWQEohOjs7ab9hiUQCj8dT4xmLxWLqtQ0MDKC3txdqtXrNMBPJWCeJaTvdaG/EQ5LJZOjs7ERfX1+NwD7wbllQvcl9RLxfKBRStaDe3l44nU709fXV6ADzIzLkD5k3O2W8miFFS/IDiAwjeb9qtYpisQifz4fp6emGJRiJx83YPEgUyWazYe/evfS5qIdisQiPx4M7d+6whNA6kclk6O3txZ49e2jLaJJLRdaxhYUFBINBBIPBut5TIpFAqVRCLpfXCB6RBM9CoYBsNotkMgmRSLQk4ZMog8bjccTj8aZ1vmyq4SYJL7lcDpVKhYb3VCoVDV309PRg37599Iya/J3L5fDUU0/ViHqQ39doNNRor7XYVKtVeL1euqDtFCOwGus92xYKhTSM7XK5oFAoal6TyWTg8/kwOzu75i5RKpXiiSeewPDwMBU7MBqNGBoaotGW5eBrcGezWTp3dgLNMNwikQiHDh3CwMAABgcHIRQKUS6X6dFSPp9niWRtCMdxMJlMUKvV0Gg0y+YTrMZio8NYGY7jIJVKoVAoIJVK6Qa3VCrh5MmTePnll5HNZqmHPDo6uuZ7kvUxmUxidnYW4XCYiqZMTk4ikUjQ5Or5+XnMz8/TML1cLqeb65MnT+LFF1/E9PR0UxOkN+WMm3i6i7P5yuUyTCYTuru7adY56czSLEgDDHKz2aRfHjIxSdhUp9PRnxEjUCgUEA6HEYlE1tz1i8ViDA8P4+GHH6Ye/GreBT+hjuxKC4XCjsyg3YhADsdxcLvdGB4ehs1mA/BuAlk+n193RGlxHgqBbQCag1AopEm6JHm2Ua0FEjVkrA7HcTQhTCQS0d4I5XIZo6OjePHFF5FMJhEOh+vOdSLjlcvlEI1GsbCwgOnpaRrlSqfT1DjzvWnSt4H8bHR0FC+88AKVKm4WTTfcZBFZnMnn8/lQKBSQSCRQLBY3TbqP3KxXXnkFExMTbOKvgFQqpQabPxZ8gxoKhfDLX/4SHo9nxVIjrVaLu+66C1arFYcPH0ZnZ+eSUojlIKGrQCCAl156CR6PZ8cp2zVD0a5UKuHmzZtIJpNQqVQ4fvw4vF4vnnvuOXg8nqadf5JNE7/LG2P9KBQKvOc970F/fz/6+vpafTk7GpJJznEcQqEQ5HI5bt++DZ/Ph7NnzyIWizUcySPVG0TpjNReLxfdIsqdpMSPrG2lUolGxrLZbFOdyKYa7pXKkjKZDDweD5LJJGKxGPL5/KYlxVQqFVy/fh3PPfcc9UgYSyG19QaDYclYkN2i3++nAgUrGW6it9zX14d9+/bBbrfX5VmUy2Xk83l4PB787d/+LW7fvs3O8pahWCzi0qVLuHbtGnp7e1GpVDA5OYm//Mu/xNzcXNOqJfL5PK3uYIZ74yiVSjz++OO4//77a6JZjOZDBL44jqMO4o9+9CNcvHiRRgwbmdMkr0ShUECtVkOtViOTyWBhYWHZ9tMSiQQajabGcJMwejqdXtL2uCnfuWnvhJXDbOQgP5/Pw+v14s6dO3C73VCpVKuWc/GTlUjvZr4aG1FKIx4jSYbjhxHZIrQ85J6Sc2yJRELvWSqVQiKRwPXr1+lutVqtQiQSobOzE06nkybekCRDi8VSI+APvGOcyTnd9PQ0bYtHEhfz+TympqZob+5GH671hB+3ko3U1/MhCS9TU1P4+c9/jmvXriGdTje8KSVHGEePHq3pSEU2A3fu3MHIyMiOL53cTDQaDXp6euB0OmGxWGiXqXrhJ2mytWt1yPNPjttisRhu3LgBtVpNRVYa7VdPtOT37NmDjo4OWgqWyWRgMpmQTqcxPT2NZDKJbDaLfD4PrVYLm80Gk8kEjuNQKpUQiUQQj8cRi8U25bh2S2pByI2tVqu0F+njjz9eI76+HKScK5/PIxwOo1AoQCwWg+M42q6NCLBUKhUkEgkkk0l6U9nEXxlybOHz+fDmm29idHQUPp8P8XgcY2NjuHnzJrLZLKLRKE00lMvl+OhHP4pPfvKTVJiAhInIRmrxZ0QiEfj9fvzVX/0Vbty4gVQqRcvziAFfz+QmmdHtbLiB5pwZk+z+l19+GadPn0Y+n0c0Gm34fd73vvfh937v9+jZK6FcLuO5557DN7/5TZogyFgfPT09+J3f+R243W7s27evrmMjPnwdeZafszrEeSiVSrTd8OzsLAQCAdLpNHX26oWsKRqNBp/+9Kfx1FNP0bHjSwG//vrrmJubw/z8PEKhEHp7e+lxoVQqRT6fx40bNzA+Po7x8fFN2YRtWRFntVpFuVxGNBqF3++nafHLfSGyUKXTaQQCAWSzWQSDQRSLRdr5iyR/EMPPz8LcDSVgzYB43ZFIBOVyGfPz84jFYvB6vfB6vTTJQigUQqlU0jp8l8sFmUxGG8cAtd4l8dgzmQxCoRACgQB9T2K4N6pTv5087mZBNqWNIBAIoNPpoFAo4HK5qFwwuT4yDvF4HD6fr6nXu5uQy+VQqVSw2WxwuVyw2+00fNsIuVwOgUAAPp+PKaatAd/jJtFVftJYvZANAOnaZjQa4XA4YLfbqS3KZrMQCARUDAwAFRUjR44qlYqegRNhpGZ0HFuOdRtu/oJZ702qVCrwer2IxWK45557UKlUlk2MIqIply9fxnPPPYdkMknPKbq7u2E0GnH48GGoVCpUq1UoFAqqwhYOhxtSkdqtCIVCSKVSFAoFXLlyBWKxGMFgkOYhkAeBTNb7778fHR0dGB4eXrW8pVqt4rXXXsN3v/tdpNNpKm87MzODZDJJN1XNMGrtbLTbBblcjl/7tV/DiRMnMDAwsOR5y+VyTPSmCRw7dgxPPPEEurq6MDQ0BI1GU7fYCp/R0VH86Z/+KbxeL8bGxjbhSncOfMPNz+RudG3RaDRwOBxwu9349Kc/DbfbjT179tRscIlEs9VqpaHzubk5BINBGI1GdHR0oFqt0lyu119/HRcuXKARy2azLsO93gWzUqkgmUwin8/TtHlybk08ctKJKpVKYX5+HleuXEEikaDC7GT309XVRc9LycBls1mk02m2CNUBX2KUqNWFw2EqO8uvDhCJRHA4HOjt7aWyf8sJqJDxm5mZwZtvvol0Or1pZzyEdjberT6q4TgOMpkMQ0NDOHHiBE2eWVyKt9EWg7sZIkfrcDhw+PBhWCwWGAyGhow2f55Eo1FcuHABXq+3RtOCsTqrGW2+OuNy64VSqYTJZILL5cLdd9+N7u5uquXPRyKRoFqtQq1Wo1wuQ6vVUn0SksAWi8VozffMzMym5YvUbbhJSJR8+dWE2VeDeFzEKBON11wuh0uXLiEYDCIajSKRSGBmZgYej4eGwMViMQ1HGY1GaDQaSKVSKpc5NTWFqampHd1QZKOQSaxUKmGz2Wjde6FQoAabjKtIJIJKpYLZbMaRI0dw+PDhJa3qstkspqamEI/HceHCBUxPT+PatWu0LeRmGS/yIDKWx2Qy4YknnqBSjYvFi8i4/+M//iNGRkbw1ltvtfBqtydEdGjv3r04ePAg9uzZA6VSuaGKGZKRzIRX1oY4bHxvmxhmolKn0Wig0+ngcDhw7733UgVCvu6/QqGATqeDXq+H2Wymm7GVID+Ty+XQaDSYnp7GxYsXkUgkMDU1hWQyicnJyU1Vgax7hpEvyQ+RrifkSXb2wWAQIyMjUCqV0Ol0SCQSePHFFzE6Okoz8khWMvl8uVxOd0d6vR4qlYrK0JVKJRpeWk/izm6B37jFbDZT8ftMJoNisViTSCESiaBUKqHX6zE0NITDhw8vmdC5XA4TExOYn5/H9773vS01AO3sbbcavV6PJ598kuo285XryIKXSCTw4x//GK+99loLr3T7IpFI8MADD+Cpp56CwWCA2Wze8Hvy26oyVodEaxfbIX73O61WC5fLhQMHDuCzn/0sTCYTTaptRIKWD3l/kqAbDAbx0ksvIRKJwOPxbElyZ0OGG6hNQtqIN1UoFKjIu0wmo8XtxLALhUKaGEXOY1UqFTo6OjA4OAiLxVIT+iiVSvD7/ZiZmdm0hICdAOleo9PpYLVakc1mMT8/T+uq+eNKpDXj8TiuX79OQ6uklIt0DLtz5w6i0WhDjS42CklIYca7FoVCAb1eT8uRjEZjzdEGAFpJ4PF44Pf7W3i12xcix6xQKGrOs9c7H0dGRnD9+nVcvXqVhcjXgNxjYpw5jqPeNlFQI82onE4nOjs70dnZCa1WC5lMRvspkPdZz5iVy2Vcu3YNV65cwa1btxAKhZBKpbaslLKhmM7i87GNkM1mqZSmRCJBOp2mspcAaKlPuVyGWCyGXq+HwWDA4cOH8dBDD0EikdSEpAqFAkZHR3Hp0iWWnLYKJMLhcDjQ19eHVCoFj8dDs8H5u9dSqYREIkFLkUj3tmg0img0irm5Oaq2RcpYtoqt/rztgl6vx759+9Df34+enh50dHQsWZju3LmDP/iDP2DnqOuEeFxisRg6nY46ERvhjTfewB/90R8hnU43VdN6J0KihvwSVJKLo9PpoFar8dRTT+HQoUPo6OhAX18fzRpvRiUKWXtefvll/NVf/VWN4uBWHW80ZLiboWnMP1cgKfRqtRpCoRAmk4k2TiDa5qVSCVKpFHa7HXq9HkajsUbogx8JIAIsTEBieQQCAYxGIzo7O+F2u2E2myGVSqHX61EsFhEOh2s8bjIRyc9I5n4ikaD6vK3q5rXRiM92gpzJkfO6xb25+QuRzWbDwMAAOjo6qAwkAJqEGAgE6HHSWm0NGcsjkUjgdDphNptphcVGIR2kdlKTnc2CeMv8Ptg6nQ4ymQxGoxFqtRput5tmgJOkTGD9ERGyFhYKBXg8HiwsLMDr9Tat21ej1G24mxUiJyLwPT09ePTRRyGVSiEWi5HJZGgNI7lJZFer0WgwPDxMG5Lw26vxr49kyO6WBb1ROI7De97zHnz4wx+maj+RSASxWAzz8/OIRCL0/hNItv6NGzeo2AG/bWor7/VuWODIhlar1eI973kPnnjiCZrFKhKJaHImMeCkFa5EIoHJZKp5r1dffRXf/OY3adSEsT6sVis+//nPo6enB0NDQ015T6JrzbTiV4d41hzH0Sjs3r178dhjj0Gn06Gjo4MmmykUiiXHROuFHCX6/X587Wtfw4ULF1p6zLTlhpsYY9Lqk4TExWIxbDZbTfhbLBbTZhgDAwN0seKHpfgiEjupl/NmodPp4Ha7aUZkPp+ngvorNcUgDegZWwdZoEj4z2Qy0fwOhUIBrVZLDTd/I7uShDDxuIkiHjtmWD9isRh2ux1ut7vGm2uUarWKTCZDezozmdO1G/PwS7skEgkUCgWMRiO6u7uh1+vR3d0NuVy+YulXI/Cz1vP5POLxOEKhEEZHR3Hz5s0NvfdG2TLlNOBd70Gn08FsNtPm5ORnnZ2dMJvN9KaTcwnSa3U5T5skUKXTaRYir4N0Oo1IJAKxWIxEIgGv14vTp09jZmYGfr9/SxeOZvSr3qkolUoMDw/DYDDgkUcewZ49e+ByueBwOOjZHj9kvhpkU0sSCuv16lbrI7CbKRaLCAaDUKvVcLlc636fTCaDf/iHf8DZs2dx69Yttn79CysZb35lE5FaJhVGGo2GVhk1s0w0GAxibm4OU1NT+MlPfkKPmlpNw2fcG3l4BQIBVCoVjEYjTckn50Pk/JWcGZFaOvKaxSEPfuYzaSrCvO21Idn8HMdRKdnx8XFMT09vaXeulfpBM95BKpWio6MDTqcT9957L44ePQqO45bdvC4H/57yjzYa6Xm+kjLebqdcLiOZTCIejy/ZBK02NovvXaFQwNmzZ/Hss882TU1wu1OPx00qjYjsslKphEwmo1LY9VDPva5Wq0gmk/B6vbhx4wZ+/OMfr9glcavZMo+bJBMcOHAABw4cwJ49e5YUupOzucVF9IsHo1qtYnp6mibZjI+PIxQKNa038U6FdIE6ffo0isUizeyPRCJbpu/ODPbq6PV6uN1uOBwOPPTQQ3A6nXA6nWuKQiwHyft45ZVXcOvWLZw6dWrNMSbJi1qtFkNDQ5BIJLh27Rq8Xi8WFhaYuBHeiVpdunQJPp8P/f396OzsXFZpayWCwSB+8pOfwOPx4NatW+sWs9pt8O3CYj0RvhBLo+RyOSSTSSwsLODcuXNU8rlSqdCEzrm5ubaqwNhyw338+HE8+eSTMBqNNefZQqEQCoWiRncWAK3lXszY2Bh+/OMfY3Z2FidPnmSh8jqoVqsYHR1FLBajTSVIh66tMqJkx7yVpRPbCbPZjOPHj6O7uxtPPfUUHA5HXeHw5SBnqN///vepV7fWPbdYLLj//vvR2dmJj3/841Cr1fi7v/s7vPnmmxgbG2u4t/FOJJlM4syZM9Dr9XjkkUdw+PBhmvlfDz6fD3/5l3+J69evs7ycBuGLqxDvnMgtk3vJV1CrB9LaeHR0FP/3//5fTExMIJfL0eRbfh5Vu7Cl3cEqlQr8fj8mJiZQrVZhNBoBvLtjIprJpM8pP1OWtPAkO6FgMIjZ2VkEAgHaEYyxOsQDSyaTVCmtFSG63VTK1SiLw66rhatX+1kymcSNGzfg9/tpvX09KBQK2Gw2mM1mGv1KpVIIhUJMH+FfIKWnpL1qIBCg69PiMeMnziYSCQQCAYyOjiKZTLIEwWVYbV0g60axWIRAIEAikaC64CMjI9Dr9bSToVKphEQiAbD0OSH2xu/3IxKJIBQKYWpqCrOzs4hGo1RPpJ0dwS013LlcDmfPnsX8/DyeeOIJdHZ2olqt0jIIv9+PdDpN+5yS5DSNRoO9e/dCqVQilUohl8vhypUrOHnyJNX1ZdRHMpmkkoqtyGLlN5VhLIUveUlK79YjGjE7O4v//t//O27dutVQ6ZfRaMSRI0dgNpshEomQyWQwMTGBS5cutbz8r10gY5TJZDA+Po5Lly6ht7eX1s3za+cB0FLXa9eu4aWXXqKll4zGIGqJmUyGVkb4/X74fD54vV7Y7XY88cQTsFqt6OzshNFopGF1fgSX9GV444038Prrr9Mz7Fwuh0QisS3m+ZZmlVerVcRiMUilUszPz1PFrsWG2+fz1RhutVoNtVpdY7iJB8A87cYg+u+tLD1p94eilZRKJaRSKcRiMfh8vhrZ38Ws5nF7PB54vV7Mz8/XnUFOlApTqRTEYjHm5uaoV9lO53vtAAnPLiwsYG5uDnK5HFqtlmY8A+/2ckilUshms7QnfSgUYt72CtQzV8lmliQkx+NxBAIBAKBNqYRCITKZzBLDTQSliJCKx+OBz+dDIBDYVrZEUK1zFSVffqNZ5UqlElKpFDabDU6nk95IUq5SKpVoljhf2o6k+hMvJBAI1L0oNYN2NjaNeGP8Hrbt/J0aoV2/x3rOpYkKlFwuh8vlgkwmW/GcbTXDnUqlcPv27brr78ViMUQiEYxGI7q6uqjXWCqVMDY2hmAw2PB3addxAZrToIbjODidTlrearPZIJFIoFQqAYB6hbFYjPa59/l8yOfzSCQSLQ3FtuvYNDIupGxYLBZDJpNBKpXStsNKpZLOadK+mGykyFm43+9HOBxGPp9HKpVqi3tS7zVsqeHmQ7zpSqVSE5rgL1LtRLtdD5/d3mijXcdmveNCNqwkAYefMbtZCTKkOQPZ2JGck418XruOC9C8Z4aoeGk0Guj1ekgkEmi1WgCg59gLCws0BNsunna7jk2zxoW8z3KGm98GtN3uQ73Xs+4mIxuFnBOR/+a/b7vdTEZ7slM3LIsN9FYsMiSBiv9Z7DlcGzJWpVKJhm75rYaJV02OO1h+x9bA1/ngO4Xk7+0+vxs+427WxGO1iwzGypCQ3lZ+HnkmmfRm45DcEZKES/IFSDImx3H0vwHmnGwVZE7vNBXAug03SY5p5xR5Rn1sl10/WfCIBgDHcTW1mtvhO2wX+Iab3df64Otmkz9EP54kqQmFQhgMBqqXkMvlUCwWaRid5PWwOb0+VjPIfP1+Mk78/J7FeiHLvTeRF5ZIJFCpVBAIBDWdK8nxx1ZXNjVsuLfjg72cVOpuhN8Gst0EBZZDKBTSJho6nQ4SiYTWWJLwJKM5EA9/Nz8fjcDXzSZStCRvR6VSQSqVwmAwUFlOhUJBteLT6TQmJyeRTqexsLBAq2NIfXK7P5ethL+WL3dURtY2vsoaMdok258YbnKUsZLRBkCbMWm1Wpq0GY1GaUJbJpNBKpXa8q5udRvuxTeEwdhs+DtmvldDlNfafS5up8jGbqOZY7P4/vE9POJ5i8ViaiwKhQKVsF1siLbDfNlM6r0HyxnwxcJEi1+z3OuW+7zlPHUSTSGbtFKpVJO3sNXUnVXOYDAYDAaj9TSv/xmDwWAwGIxNhxluBoPBYDC2EcxwMxgMBoOxjWCGm8FgMBiMbQQz3AwGg8FgbCOY4WYwGAwGYxvBDDeDwWAwGNsIZrgZDAaDwdhGMMPNYDAYDMY2ghluBoPBYDC2EcxwMxgMBoOxjWCGm8FgMBiMbURD3cE2C6FQCIVCgSNHjsBqteLQoUMYHBxEIpGA3+9HMBjE66+/jnA4jEgkgkwms2nXshLt3ItFpVKhWq0in8/vun7p7dwGcTd23eLTzs/M4cOHUalUEAqFanpjrxd+v2fSArlYLC7bHxoA7Q5mMBigVCrp71WrVRSLRZRKJdo+kvRJbybtOjaki1qz20eT+yuVStHT0wOtVguz2Qy9Xo9IJIKZmRnkcjlEo9GavunAu21AV+pctlpP70ap9z3qNtybDb/lXS6XQyaTQSaTQTabpQapXRfoVkMm1m5kt35vxsYgxrCZiy6f1RZ4vgEnfdCJsV98XbuNzf7eZFNQLpdRLBbpJol/3/nr6eL/Xuk6t3q86m7rudneg0gkgl6vh0wmg16vh0ajoTufXC6HYDCIfD7fMq+ynR8kkeid/ddufeDb9Tu3i8fN72G+lXOkXccFAEwmE6rVKrLZLIrFYlO82sV9oFd7P9LrWSKRQCQS1XjcZIzIWrcZ97Fdx4ZsYDbj+sg9VqvVEIvFkMlkkEqlyOfzSKVSKJfLKBQK1LCvNH6bee/qfe+2MdztTrtOdICNTbuOTbuMi0gkAsdxdDHaqghNu44L0H6bXWLICZs9Ru3wnZdjq54Zcr9J+LtdopbbLlTOYDCai0AgAMdxsNvt0Gq1iEQiCAaDbbFAtZrNCpGvF77hZkeCjLVgWeUMxg6F4zhIJBK43W4MDw/DarUu8ex2K5uR8LVRFnvcDMZK7AqPW6FQoLu7GwqFgp4nxWIxLCwsIJ/PIx6Pt91DzGCsF4FAAKVSiaGhIajVathsNmg0GsjlcgDMKLQT5BiD5CGQc1Y2RpuDQCCAWCyGUCiEXC6HVCql/85xHLURSqUSEokEmUwGqVQK2WwWkUgEpVIJpVKp5eNTt+HmJw20+qIbxWq14otf/CK6u7shl8shkUhw4cIFnDp1CoFAAFevXkUul2v1ZTIYG4Yk4LhcLvzO7/wOurq6MD4+jmAwCK/Xuy2f352KQCCAQqGATCaj45bP52kZEqO5EOOsVqshlUphs9lgMpkgFoshlUqhVCrR09MDtVqNnp4emEwmTE9PY3R0FB6PB6+99hqSySRSqVTLx6jhOu7V6tnaDZlMBpVKBavVCpfLBZfLBblcDrFYjMnJSWrEWehwcxAKhfT+EoNRKpV2Xa35VkOylc1mM6xWK2ZmZlAoFNrCU2C8i1AohE6ng06no+VJHMchmUyyZ6TJiEQiyGQySCQSmEwmKBQK2O12mM1mmmGuVCrhcrmgVqvhdrthMplQKpWQyWRQKpVgMBggFAprarxb9n3qfSHxuIHtkzyxd+9ePPPMM3A4HDhy5AgMBgM941Mqlbu+ZnKzUalU6O7uhkgkovWSgUAAkUik1Ze2Y+E4DlKpFFKpFGKxGAKBAHfu3MG5c+cwNTXF5nqbIBAIIJfL8dRTT+Gee+7B7OwsJicnMTc3h4WFhZYbhp2EQCCAwWDA4cOH6d9EfEWr1VLDLRKJoNFoIBaLoVQqIZVKoVAo0NHRgdnZWYhEIvh8PrzyyivweDwt/U7rVk7bqNe9OBV/I+9DSjv4/waAqrBZLBaYzWYolUpaJykSiZioyyYjkUhgNBpprWSxWEQikdg2EZvtCAm5EhWvarWKaDSKubk5xONxdt/bABIRkcvl6OnpwaFDhyCXy5HP55HL5cBxXKsvsWXwI7vNgOM4iEQiqNVquFwuWCwW7N27F3a7HRqNBiqViobKhUIhRCJRzfMjkUig1WoBAN3d3RCLxTRXpJXUbbiXU5LZCDabDW63G8lkElNTU7TwvVF6e3vxsY99DFqtliaeETo7OzE4OEgTDYB3F7ZoNIrx8XHEYjGUSqUNfx/Gu5BNmdPpxMc+9jHo9Xrkcjnk83k8//zzCIfDNDTIaC6VSoWG9+bm5lAqlTA3Nwefz4dsNtvqy9vVkLXH4XDgU5/6FDo6OnDXXXfBbrdDJBLBYDBArVbj1VdfRTKZbPXltgSFQkFlX4n4zEbszXve8x68733vg16vR0dHB5RKJZxOJ7UJEokEQqEQHMfVyNYSO0IizUajEcePH4fdbscrr7yC2dlZeo2toCHD3czEFpPJhOHhYQQCAczPz9Pzt0bf3+1243Of+xxcLhckEkldu1WBQIBkMomZmZldqe+92ZAHwGq14vHHH4fD4UAul0M2m8Xt27dx+vRpFAoFZrg3AZJHQNQGy+UyAoEAwuFwqy9t18N/Lj7zmc9g37599GcajQZutxupVIo6GbsRmUxG7QDfkVuP3REIBDhy5Ah+67d+iyrUNfr7wDteu1arhVarhU6ng8FggFQqpXK1raDub9KMkLJAIIBWq4VcLsfAwACOHz+O+fl5xONxLCwswOPxIJVKrfj7QqEQbrcber0eJpMJVqsVw8PD0Gg0NMSxWqIZPzmKJOtslqTgbkUgEKC/vx/Dw8M4ePAglEolDUGRB4cdUTB2Ix0dHTh27Bj6+vqg1WprwsIkSpLP53f1eiSRSFCpVFAoFMBxHJUfbeR4TSAQQKfTQS6XQ6vV0nI78rNGWO6IWCqVQiaTtdTxWFeofL1wHAen0wmr1Yr3vOc9+NjHPobZ2VmIxWLMzc3hpz/96aqGWywW4+jRo9i3bx+OHTuGEydOQCKRQCaT1STPrfYdSMg2m80yr6/JEI/i/vvvx7/7d/8OWq0WBoOBRkEqlQoEAsG6j0UYjcHEVtqLQ4cO4f/7//4/GAwGmEymmp/lcjnEYjGkUqld/WzIZDJUKhWqH88Pl9dreziOg8PhgM1mg9VqpU5dMyD132q1Gvl8viWdKoF1GO5GIAuHTCaDy+WCUqlEb28vzGYzHA4HFAoFdDodXC4XNerlcrmmtpG/8EilUvT19aGjowNWqxVarbZug10ul1EqlTAzM4NQKASfz7erH5BmQcorSB2kRCJBT08PjEYjFAoFHZ9SqdS0cyvGyvA32OVymUWU2giS6KTRaJYc6S0sLGBkZASzs7O7OueGv+bzDXa9c5hE9xwOB/r6+mA2m5u6gSX2TKFQQCwWN+U918OmKqeR0pS+vj785//8n2lxu0wmg0ajgVQqhd1ux/ve9z7EYjGo1WrMz89jeHgYvb29EIvFNXXWQqEQGo2G3rh6B6NcLiOdTiMej+Nv//Zv8eqrryISibCz7SZgMpnwK7/yK+jo6MCePXtgs9moR0FCVOVyGYlEAslkEul0mhmTTYZ4KiRLmc3z9oAocsnl8iUOx8mTJ/Fnf/ZniMfjiMfjLbrC1kOMLJnDjRyrEd0IrVaLD37wg3jyySeh0+ma5m0D74yh1WpFR0cHUqkUQqFQ0967oevY1DcXiaBQKKDX6zEwMIDBwcElCWRkMpfLZej1euTzeXR1dWHfvn20vm69uyXS27tYLCKZTGJhYQGTk5O4fft2s77irkUkEkEikUCv16Orqws9PT3Yu3cvnE7nktdWKhVks1mqOMSM9uYhEokgl8updCPJlmW0DmKMOI6jf4DaKGY0GsXY2BgNEe9W+BGjRjU2SBhbpVLBbreju7u76ddHJFOlUmnDyW7NZFM/2el04t5770VPTw/0ej3ViAVANV89Hg9ef/11RCIR3Lx5E8lkEp2dnTh69OiGd0pXrlzBs88+i2QyiVgshmw2iytXrjThmzEGBwfxxBNPwOFw4L777oPJZIJOp1v2tfl8Hjdu3MDs7Czm5ua29kJ3GXv37sXTTz8Nm82Ge++9F0KhEM8//3yrL2tXo1aroVQqlz3a42dQL86k3o1kMhlaDtao4dZqtXj44Yfhcrngdrs3ZcNKnJB0Oo1CodD096+XTTXcOp0Ow8PD9HybP2lJZnckEsHFixcRDAYxOzuLXC6HeDxOi+DXYrWBnZ2dxYsvvohoNIpoNLqrz46ajc1mwwMPPACr1Yre3l6oVKoVX0tqiScmJhCLxbbuInchNpsNDz30ECwWC3p6elAoFFYdG8bmQs5ESTXNYpjRroU0WFlP5YlcLsfg4CC6u7uh1+ubarj5kYBisdjyMuJNMdzkbJOkzQsEAszNzSEcDmNkZAR+vx+5XA6ZTAZ+vx/Xrl1DKpVCNBpFtVpFNpulJQBrQQY5kUjg1VdfrZGiu379OqLRKDKZzK5/KMhGqKOjA3a7HfF4HH6/H4VCgZ47r4RUKkVvby90Oh06OzvhcDjQ39+P3t5eqNXqNetOi8UiZmZmcOvWLSZ3uskoFArYbDYYjUaIxWKUy2XY7XYMDAwgGo227Exut0EkTSUSCU6cOIF77rkHe/furXlW8vk8Xn31Vdy6dQsnT57c9WsU8E52PSmPqxeSkKbRaDA4OIiBgQHo9fpNub5KpYJ4PI5wONxSQaNNM9zkHEChUAAApqenUSgU8Oyzz+LixYtIp9NIJpN0t0n+SCQSakjq8bhJzV8oFMLf/u3f4tSpUzU/Y4k570Ck//bs2YO77roL09PTePvtt5FKpdbcPcpkMhw6dAg9PT149NFHcffdd9P3A9aujSwUChgfH8fVq1d3rSLUVqFQKOByuahMY6lUQkdHB/bv34/R0VGEw2GWY7AFCIVCKJVKqNVqPP744/j85z+/JIqYy+XwT//0T/je977Xlv3BW8F6yqtIUppOp8OBAwcwPDy8aXkdpVIJ0WgUwWCwZaVgwCYZbmIwo9Eobt++TbuyFItF+Hw+pNNpZLPZZWuoq9UqMpkMotEoFXpfPAj8hWdhYQFXrlyBx+NBKBRiddnLIBQKIZPJIJPJYLVa0dnZCZFIhFwuh4WFBaTTaSQSiRU7d5XLZYTDYchkMvj9foRCIaq1XC6XEYvFUC6XacY/EVshO2HgHa+7UCiwjdQmoVKpIJfLodFoaoSIhEIh7HY79uzZg2g0ynTiG4AklfEznes1rlKpFAcOHIDT6YTb7a6RY+afa5Ncn0avi7wfCSnv5jHV6/Xo7e3FwMBATQnqcvCdRL5dqadkrNmy3xthUww3MQAjIyPweDw1zUQymcyqjeKr1SpCoRDu3LkDu92+Zjr/7du38ZWvfAVerxfRaHQzvs62h+M4mEwmaLVaHDx4EA8//DDi8TiOHz+O6elpRKNRzM7OIpVK0VAVf3xyuRyuXLmC0dFRSCQSlEol6PV6uFwupFIpXLx4EdlsFvv374fT6YRaraY9b1UqFarVKhUrYBur5iMQCOByudDZ2Ynu7u6aqg2JRIJ7770XQ0NDyGazLCRbJ8Q48lX/CoVC3eFRvV6PL33pSzhx4gQ0Gk3NzzZaY0+8eaFQSIWkdrPxHhgYwOc+9zk4HA4YDIY1X18qlagYFBGNqkcqe3FdeSvv96YlpxGVMpJ5V+9iUa1WaX2cSqVa8fcSiQRisRg8Hg/m5uYQCASadu07CVKGQrJaNRoN1Go1NaYLCwtrlgxVKhXakzYYDFJp2mq1imQyCY/Hg2w2C51Oh0qlArVaDa1WC7VaDblc3hYTfSfCcRwMBgPkcjncbjc6Ojpoz2A+5MhqN2tgL2alyINQKIRYLAbHcVCpVJBIJJBKpZBIJMhms4jH4ygWizQPh0CMu0Qiof2cHQ4H7Hb7ks8oFosIBoMIh8NIp9MNX7tYLIbJZIJYLKZ69AB2XTRLLBZDJBJBp9PB4XDAYrGsKIpSKpWQz+dRKpUQj8dRKBRoZEqpVNLnZrEAzGIEAgEUCgU0Gg2dB61g0wvRGt3dV6tVWmd9//3349ChQ8suOD/96U/x//7f/0MoFGKe9goQo61QKLBv3z50dXWho6MDUqkUHMfR7MhUKoVkMrmiFCkpgcjn8zhz5gxu3rxJa+zJg1CpVHDy5EkqjqNUKnH48GH87u/+bk24kdE8DAYD/sN/+A84ePAgtFotVCoV9Hp9zfNSrVYRiUQQDAZZW886UCqVNEfgrrvugs1mo72b5+fncfPmTQSDQZw6dQrRaJQu9larFU6nE319fXjmmWdgsVgwNDS07Gd4PB587Wtfw+joKEZHRxu+RovFgs997nMwmUz4wQ9+gEuXLtFk390C6T7odDpx8OBB7Nu3jx7VLUc0GsXVq1cRDAbxi1/8Al6vlx7h3nffffjsZz9LN7fLrVPkuZHL5bjnnnug1+tx5swZXLlypSVOSesqyFegWq1STzoSidTcEP5/z87O4vXXX2eh1zUgoT6tVguTyURLUiqVCvL5PO2TvZbwAwnt+f1++P3+VT+TGG+5XL6k1pEZ7+YhlUpx8OBBPPTQQ9RLXC4fJJPJUB0DxuqQ7GSj0Yi+vj5aRWGxWDA5OYlsNlvTv5mEWpVKJcxmM3p6evCe97xniRY58O76lUwmceHCBVy/fr3h6yOfNTQ0BIfDgTfeeIPmD+02lEoljEYjTCYTlVgGau0EybdKJpPwer2Ym5vD+fPnMTExAblcDplMBqPRiEwmA7FYDLFYvMQI8/9fJBLBZrMhn8/j5s2bTe8fXi9tZ7gFAgEMBgM6OzthMpmWXYhY6LU+SFlFKpXChQsXMDExgUgkgunpaczNzeHGjRsIh8O0P3azzj5LpRI9eyNjRM6Rdls4b7Mg0RSRSFQjbLSYQqGAkydP4uTJkxgfH2fn22tQqVSQy+WQTqcRDAYhEolQLBaRSCQwMTGB27dvIxgM0lwQsj7p9Xr09/fD6XSuqKhFktHWqx5osVjQ29uL3t5eOJ1OGAwGaDQaKBSKloqBtIpUKoVgMIhYLEbzqviqdJVKBW+88QZ++tOfIh6P0yM+v99PxyCfz+POnTt4/vnnqZiUXq+v2QQvZ7gB0PaepVJpy+9/2xlu4J3etA6HA3q9flmlod2ciNEo5Hz6+vXrEIlEyGQyCAaDmJqawoULF6jH3cz7STYBiw33Wm1XGfVBvDyyGSKL1XL3tlgs4uLFi0w9rU7IvM3lcohGo9Rwp1IpTE9PY3JyErFYbEn7TY1Gg87OTtqNarX3Xu/zptfrceDAAXR1dcFqtUKlUkGpVEImk7W04UUrIJGkhYUFpFKpmuZF/AqACxcu4M///M+XjUiQbP6pqSm89tpr6OnpwfDwMNRqNd0YLx4nkUhE+zDodDp6LLXrDTdRGtJoNJDL5TWLUalUwpUrV+D1enHr1q0NGRuy+O0WxSKy2w+FQhCLxbR0bjM2QYvfTyAQ0ParTL1ufQgEAlgsFjgcDqjVajidTthsNthstlXP5FhkanlWuifEuy6VShgbG0MwGKTHPn6/n9bvlkolmh1erVYRCARw9epVZDIZ7N27F3q9Hmq1GmKxGBMTE/B6vUgmkwiFQpiZmalbQVAoFOLQoUMYHByEw+HA3r17YTKZaFg4m80ikUggl8s169ZsG3K5HBKJBEZHR/Hiiy9S75cY7Wq1isuXL6+5vqfTaczOzkIgEGBkZATpdBp2u532TOcfifD7cQsEghVLaDebtjPcwDvavqRtJ39RyuVyeO655/Czn/0MgUBgQwaXZI+SXfBOh5xRT05OYnp6etPFafgbIr74fyMlNYx3IN71nj178Oijj6KrqwuPPvoo3dwymkc+n0cgEIBQKITP56uJEpGQKN9gA+88W6Ojo5ifn8fBgwexd+9e2lZSKBTizJkzePnllzE3N4dbt2419AxwHIdnnnkGX/7yl+mxCPEGE4kEEolETWb5biKVSiGTyeD06dMYHR2l2iHEOahWq3VpR0QiEcRiMfj9fnR0dKCjo4P22CD3nKiBCoVCKBQKGpZfKaF3s2lLwy0Wi5fN8COlYpFIBOl0el2eBCkhIGUehUKB7tJ2A8SAbybL1UaSFq311EsyaiFJM1qtFlarFWazGTqdDkqlcsXfyWazmJ2dpWeAjPogG07isS0WTSHPzuK1p1gsIp1OY2FhAePj44jH48hms5DL5ZicnITf70c4HEYikajr+eM4DkajERqNBmazmToxJAycTqeRSqWoYWpk/dopx1VkPMixBpG+bjSqR3KBiFrnauWx5LXFYrEmPL/VtJ3hFggENWfc/BtYqVQQi8Xg8/nWZXyEQiHMZjM0Gg1UKhU0Gg2i0Shu3bqFfD7fzK+xqyGlYiScJBQKaalSIpFo9eVtKziOg16vh0ajQX9/P44ePQqdTrfmmebs7Cz+23/7bxgZGWEd2RqEGMHVsosXwxed+ou/+AuIxWLI5XJwHEc9OrLY14NKpcIHP/hBDAwM4NChQzW5PtlsFuPj4wgGg9Rg7WZIfTaAdR/FkSNap9OJzs5OaDQamj/Cr++uVCqIRqOIRCJIpVL0yGSraTvDDWBJv1P+jSG1x41CwktkByuTySCXy5HNZnfMDrRdkEql0Gq1VN2J9LBlHndjkMWCPA9SqZRmkJNkG3J/ieHg5zKMjIzg5s2bLf4W25dGFmTieaXTaaTT6Zoz0UakUjmOg0wmg06ng9vtRk9Pz5J2uaVSidbmr+fYaaflPDTalGQxJMKr0WioQJVEIqkx2MRGVCoV2hCLVBa0grY03PysWX6oar2JVPwz1g9/+MO45557cOnSJZw9exbZbHbHTeRWc/z4cTz99NPo6uqCSqVCLpeDUqmERqNh6l11QjaaZKNDvLkf/vCHtPRIqVTCbrdDLpdjZGQEk5OTCIVCmJycRDgcZp52C+HneDSyvvT29uITn/gE7HY7jh07BovFsqTTVSgUwne/+12Mjo5ibGysqde9Gzl8+DA+8YlPwGq14ujRo1TMiN8ngxjvVCqFF154AZcvX8bIyEjLrrktDTew9BxmI7XbJKtZpVLh4MGDeO9734tYLIY33nij6aVQDKCzsxOPPPIIdDodZDIZ8vk8zSpfqVSGsRR+nkC1WoXf70epVILJZEK1WoVWq4VIJIJarcbo6CguXryI6elpXLx4keZuMFrHetYVk8mExx57DC6XCzabjWaPk/cjMsMXL15cl4ALYykulwtPPfUU9Hr9ssdQ/HHM5/O4du0aTp8+3dLj1bZcRckZKbmB/ISA9TwMUqkUbrcbFouFdk/KZrMIBAJIJBK7JjFtsyG7UoVCAaPRSEPlJJkmkUiwXIIGIF5bJpNBuVxGPp9HIpFAIBDAwsICZDIZLl26BKlUisnJSXi9XiwsLGxamR9j8yFJiGRTxmdychJnz57FxMQEk3luImKxGEqlEgqFYs2jvGq12hadDtvOcJOuPKQJPWkGUCgU1n2zZDIZenp64HQ6odPpwHEc0uk05ufn1+xFzagfvvwjX/C/UqkgmUwiGo0yw90AfMOdzWZrSviuXLlCXwOg5hyVGezti1gshsFgWLbL1cjICP76r/+aqh0ymoNYLIZarV61SoPPevOsmknbGG6S1UfOoonhBt453yMe23o0eYnh7uzshEqlook8G2mtx6hFJBJhaGgIdrud1q/yEzrS6TTi8XjLJ/x2gS+gUi6Xa5KcFuv3s/nbOK3SmF4JIuqhUqmWPDuBQADhcJh62slkkjkb60QsFsPhcNCqIpVKhX379tX0Syfwj2fbLYG5bQy3SCSC1WqFTqeD3W6H2WymE7hQKNDWnetpg6fT6fDkk09iaGgIUqkUuVwO+XyenQM2Eblcji984Qv44Ac/CK1WWxNyKpVK8Pl8mJqaYgtOA5CewcyTbj78pL92uK+kNaXdbq8JkVcqFZw5cwavvfYaxsbGMD09zaKEG0CpVOLJJ5/EwMAADhw4gIGBASiVyjWFjNrNeLeN4RYIBNTbJqVg5EaVy2XE43FEo9F1qZyRMjCdTldjsNvhgd0pCIVCGAwGOJ3OZc+JSI4Co34Wiw8xmgc/W7jV95ZoV5A8HL5GNr9bYjgcbvnZartR7/iJRCLad9tut8PtdsPlcsHlctVEN0itfSaTQT6fp8dTMpkMBoOhbTZ6bWO4RSIR7a+6uG4xmUzi/PnzmJqaQiAQaPi9ybk5x3GIxWKIxWKIx+NNunIGgbQQbaed6XZicekJP6O8HRaLnQS5t61OTBWJRBCJRDhx4gR+4zd+g3b8IlQqFczMzODcuXPIZrPMaPMg965cLq/piNlsNjz66KNwOBx473vfi66uLqjV6prX5HI5TE9PIxaL4ec//zlu376NfD6PXC6H/fv340tf+hLVqW81bWO4+epai5uhF4tF+P1+zM3NrStUzhdDIL2JW1k8v9NYrOfLaBy+0APfcDcq4AGgRjgCYK1wl4M0GCL3acv7Kf/LBlcikUAsFsPlcuHo0aM1lTQkezkej6/LYdnpEGGicrlMNeRXGkedTof+/n64XC643W7amhN4VwY6m80iEokgFArh2rVruHDhArLZLDXWRKWu1Zs9oI0Mt1gshtPpRG9v7xKPO5fLYWJiAiMjI+uWzCRn5b/85S9x5swZjIyMtMUANINWJtqYzWY89dRTcLvd2LNnz5Z//naHGA6VSgWFQgGpVAqlUgmRSASZTIZqtQqPx0ObJ6zlcVmtVvT390OlUsHhcEAsFsPr9SIWi2Fubg4zMzPMeKP2jLsZOQTEOeCzUkmexWLB+9//flitVuj1eigUChw+fLjm92OxGJ599lmMjIzgzTffXPd17VSEQiFOnDiBe+65BxzHQSKR1CioSaVSuvEVCATQ6/UYHByEWq2GVqsF8G4lxqVLl/D8888jkUggEokgk8lgZGSEPnOlUgnj4+P4xje+QSMgraZtDDfHcbBarejo6KgJFQHvFL17vV5MTU1t6OEqlUo4d+4cvv/97zPvo0kYDAZ84AMfoG0HGfXDjwQplUrodDqo1WoYjUYqGEQkFlOpFACsabgNBgMOHz4Mk8mEQ4cOQSaT4fLly5idnUWlUsHs7Cyb93jXcC/uEb/ee7O4qQ6wchjeYDDggx/8IAYHB2n7yMUkk0n88z//M1577bUd42A0E47jcOTIEXz605+GXC6HTqejZcPVarVG+WylKCCRB7558ya+/vWvr+oUzs7O4nvf+x6q1WpbVMa0jeEuFAq4desWcrkcJBIJtFotZDIZra0ju9f1PliLu/7spMWLf163VQ85x3FU45cIRiyWMy0Wi1TXdzcmptUTgiULi1arhdPphNlsRnd3NxUhKpVKSKfTkEgkCIVC8Pl8y74nkUe1WCw4ePAgDAYDXC4XRCIRuru7IZfLmQQqD/7YLFcGVM/vk97MIpEIbrcb3d3dAN7ZXBWLRQQCAWSzWdrPW61Ww2w203AteWZW60TFhHSWQjZJxD7w+1qQIxCRSFRjsBff43K5jEuXLuHmzZs4e/bsmknP5OgCaH1eBNBGhjudTuPnP/85lEolOI6DyWSC0WiEXC7fsNypQCCgCQw78UEgk5afoLHZ35GIFuh0OlitVthstiU721wuh/n5eczPzyOXy23q9WxXSEKf3W7H8PAwenp6cPfdd9PQX6FQgEwmg91ux9WrV+H3+5cdW2Loe3t78fTTT9PuRpVKBWq1GvF4HFNTU1TJjoGaPIDFWeZrPUeklwLRtX7wwQfxkY98BMA7EcJUKoXz588jGAzC5XLBarWiu7sbd911F+RyOV3nVssJ2WkORjMgicYSiQRqtRoGgwEcxy1Jil0r16ZcLuP555/H17/+dRQKhTXXp0qlsq6Kps2ibQx3pVKh6lBerxcjIyPQ6XSIRqMYGxtbVxccAskWzOfzSCaTTbzq9kChUNBFnmxOGu0VS0pSyC52ccblYqRSKVQqFfr6+mqkAvkLXjKZxNjYGDwez7qSCncDZIyIASf3VSwWo1qtQiwWw2g0IpVKYWZmhibjEK/CbDbTMkqFQoGuri56Vk42rBKJBBKJhOnE81jOMBOjvZoHTiIkRCDK7XbDbDajs7MTZrMZwDvRQ5VKRTOXbTYbTCYTbDYbdDod7ZK3nKdNvOx2KTtqR/jdI8nmhxhq/j1d7v4WCgXMzs4iGo3C4/Fs2zbDbfMkV6tVZLNZ5PN5vPjiizh58iQkEgltvbneMF+1WoXP58M3vvENyOXyHSnM39XVhUqlgkQiQe9hLperybZcC7FYjKNHj6Kvrw+HDx/GPffcs+KulRgaoVAImUy25GybLDyjo6P4kz/5Eyqew6iFr4pGkqREIhHtokZ+fujQIfT09NCkGZKkptfr8elPfxp79uyBxWKB0WiEVquFQqFYUlq2+Cx3t0MMI4nAkXvDn/OL5WTJnJfL5XC73dDr9fj4xz+Oo0ePwmKx0OeAvO+ePXtQKpXopkkikUAqla7qDZbLZeRyuV1b+rVWoi3HcdDpdHSeL+4iuRaRSAR//Md/jHPnzsHn8zXtureatjHcwLsPSCgUQigUol7IRvut5vN5TE9PQywW71iPu1KpUEUlknRRD2QhUigUsNls6OjoQH9/P/bv378k2Wax1Caw/INGQoWkxeR2fkA2Qr0eEzHQpDkIWYzI0YdEIoFCoajprkY2TR0dHRgYGIDdbofJZFrWWyTj0U6hvlazOBrFN96rJauRMj0S5SCVMKRJBf93FyfZ1kOpVEI8HkcikWiLeuF2g/SnJ1GLlV6zGLImptNpTExMbHsHrq0M92LIzd7oWU+xWKQbgY2E3NsVtVqNcrmMVCpFz4BkMllNF5uV7p/D4cBnPvMZarAtFguVm12L5Yx3tVrF66+/jh/+8IfweDxM6GYNiHcWDocxPj4OvV6PSCQCAFS3wOv1IhqN4vLly4hEIlQKVaFQQCwW09D6cuTzebzwwgt48803cefOnV3pxTXC4vPtxf/P99DJ2SrRMGgGExMT+Na3vgWPx4OpqammvOdOg9x3cjzIL/tayfOOx+O4c+cOZmdnd8Sa1NaGG2hOBh8xasDOlI4k555k8SATmS8wASzvPWi1Wjz88MMYGhqCwWCou0MOeT/+Z5BFbXR0FM899xyy2eyO3Cg1E3IPk8kkgsEgFhYWkE6nUS6X4fF4EIvFMDExgVAohNnZWZorIBQKUSgU6Ln4StGRUqmE69ev45VXXkE+n9+R87/ZLGe8F/+MfwSxXrXA5cYiFArhF7/4Bbxe744wMI1Sb0Y/yR4nUQkSqVqpkiOTyWB2dhazs7M7Yk1qe8PdLLYq27oVeL1eVCoVRCIRpFIpuriQRDXg3bM7UjbU2dmJI0eOoKurCy6XC2q1ekWvjQ/xOsbHx3HmzBnk8/maEH2lUsGbb76JbDa77v7pu41qtUo3llevXqXZ4D6fD7lcDuFwGOl0GpFIhHrMJBq1UpUEGX+S75DP51nolcdKiWHAys4CfzOUSCQgFouRy+VQLBY3nPg3MjKC69ev48aNG4hEIjRRl1EL0TUAgFu3buHUqVO01I6scfxEXdJxcnp6Gq+88goCgQCNaG1ndp3h3olMT0+jWq0inU4vOcck35tkX5IM4wMHDuBLX/oSTCYTurq61uyOQyCJZ0S0IBqN0jptkjS1lfXkO4FqtUrPNQOBAN5+++0lG6/ljov493vxz8jiRQz3TvAymgk/tLqcR70SpJ43Go0CeKeMlT9O66FareLatWv41re+hWAwiGAw2BYiH+1IpVJBPB5HNpvF1atXUSqVaH08Xx44mUwil8tBr9fDZDLh9u3beP7557GwsLAj1qZdY7h3MiRzfKUFnN8aktSzp9Npeu7vdrtXDfWR5KlKpYKxsTHMzs7i6tWriEajSKVSyOVy1Ijs5A3SZkLuG7+Mb63zaLJARaNRyGQyqNVq+j6pVApXr16Fz+dDMBjc9OvfbiynDVHv3CVdpAqFAlKpFOLxOIRCIc1yBpb36Bd/TqVSQTQaRTqdhs/nQygUQjwe3xGGZTMhiZwLCwuYnZ2FQqFANBqtqc7IZDI0t8nv92N2dha5XG7H3FtmuHcAmUwGwMq9hYkRIJO6UCjA6/Xi7Nmz6OrqQl9f36p12yQzOZvN4tlnn8W3v/1tZDIZRKPRGjU6xsYghqTexaVYLMLj8UCv10MqldZklc/Pz+NP/uRPcPv2bVaKtwz8s9FGk1+J5gTHcZifn8fExAQ6Ozup7GY9iWrkObxx4wampqZw/vx5jIyMoFgs7kqVwXohkaRisYg7d+5genoaQqGQ6h7wI378XATirOwUmOHeATTSJIFkJGcyGQSDQUilUszNzaFUKkEsFtNkG7FYjGKxSEOB2WwWuVwOHo8Hc3NzNGTOaB3lchmRSATz8/M1iYUCgQBzc3OYm5uDz+djYddl4Hvc69l0khyDeDyOYDAIlUoFk8lEkwX59cX8mnHy3KTTaWSzWXg8Hng8HkQikR3lEW42xJkoFos1yWp852Wj1UjtjKBa5zfb7eIN7TwB1jM2CoUCer0eSqUSnZ2dUKlUcLlc0Ov1sNvtcLlc8Hg8eOWVV5BMJmkofHp6GnNzc211P9rpWvhs9jMjFovhcDhoYxKdTkc/M5FI4PLly0gkEi2LiLTruACgiZjrPd4hWv3Dw8NwOBzo6upCf38/1Go1HA4HPboQi8VIJBJIp9PI5XJIpVJYWFjAmTNnaAtJctwRDoeb/TVXpF3HptFnZnHt/XY31vVeO/O4dymZTAaZTAYcx8Hn80EqlaK/vx9Wq5Uu9qOjozh16hQNiTPai2KxiNnZWQgEAsjlcipzCrwTCk6lUiwqsgIbnc/EuyONRIjeBGlJLJfLkc/nIZVKEYlEEI/HkclkEIvF4Pf7cfbsWZqExrL9189OrhZaDWa4dzlEca1UKmF2dhbhcBherxc3btygiTO77aHYjvDlbflhWcbqrGduk9CsUChEsVhEJpOBz+dDoVCAXC6H1+uFVCql0rXE4yYKdolEgkax2Bgx1gMLlddJOxuvZozN4u5IQHt/Zz7tep1b8cyQc1TS6pAkIbZDyLDVn78aHMet+x6RPBCSSU60yMkfIk2rUqkgEolofkixWEQul0OhUEAkEkGhUGDHGItgdqbJofK1xN+byXr64y7+/ZW6xCxWRWrkfXYqy2kzr2ecxWIxXbzEYnGNolo6naaCLM2aQ7thbFaD3zyknjIkRi319EsnryN/k/tNdBH4CVF8iWbyc5FIhHK5TDOfyb+RY6pisci0D3Yo9c6v9dBWhntxR6P1LPL8MBbf8JKFba2e3Px/5y+Iu4n1eiGkEYZKpYJGo6FeIGmll0wmm5aNvh3GZjOfGTK/iedHPocZ7sZYa3FdvDkicsJkYwqgpp+CQCBALpcDx3EolUrUAyeytCKRiJYzkRJLovLV7I0tozUsdvg2YzwbMtxkYm628W724rOc972SV7/cZ++mxXAjY8vfNBGPg0isLh6D3eB1b/azstznMepjI2OzUiYzP1q1kr4BX7GtVePF5snWsVmb97rPuBkMBoPBYLSe9o41MhgMBoPBqIEZbgaDwWAwthHMcDMYDAaDsY1ghpvBYDAYjG0EM9wMBoPBYGwjmOFmMBgMBmMbwQw3g8FgMBjbCGa4GQwGg8HYRjDDzWAwGAzGNoIZbgaDwWAwthHMcDMYDAaDsY2ou8mIRCKpEc/fSgQCAaRSKQQCQU2/4a28jnaWdJdKpbS94Gr3RCAQoK+vDx0dHeju7saxY8dQLpcxNzeHRCKBN954A6OjoyiXyyiVSqt+JmlPqFarsW/fPqjVavozr9eLqakpFItFZLPZTb937To2KpUK1WqVdn/abbTruAAb68e9FQgEAsjlckilUjz55JM4ceIE4vE4/H4/gsEgfvGLXyASiay7n3e7fm+73V7TtKVQKCCfz6NcLqNYLG7ovfld3gQCAYxGI3Q6HYaHh/H4449Dq9XC7XZDJpMhk8mgUCjgJz/5Cf75n/8ZqVQKkUikKZ0NV6Pp/bhbPdBb0Zlsu7KeHtrlcpk+EPl8nv73ej6bPFSkEw7ZWO32sdrt37+d2U5jQ5ylcrlMW4Jup+tvBP5atrjrWjM/g9gScl+LxSKKxSIKhQIAIJPJIJ/Po1AorHtztJnUbbjJot6KL1CtVqlh2KzB3M40YiiJFzw1NYVAIIBCoYBgMIhsNotgMFj3olCtVlEqlZDJZDAxMQGRSEQneCaTQTabbcsJv5W0IjLEqI/tMC/JM53JZBCJRODxeHD16lUkEgmkUqkd+XzlcjkA7/Q4J0a1WdGqSqVCnYtKpYJEIoF8Pg+lUomrV69CoVBgfHwcAoEAk5OTCIfD8Hg8CIfDKBaLbfUcbxuPu51uWrvRyL0hu8tkMonp6Wnk83k6MRuBLCr5fB6hUIi+d6vnSTtBFlZ2TxjrhYSLifGenp5GNptFPp/fkfOKrEPFYnFTInd8jz6Xy6FQKCASicDr9UIqlSIYDKJcLuPatWvwer00VN9u1G24GdsfsntfWFhAPp9HOp1GqVRa97mNQCCAQCBgm6pVIDt8BqMRZDIZDh06BIvFgv7+frjdboRCIeqB7kSjTdjMMPniz6lUKtSJEYlENJdrYWEBhUJh08+01wsz3LuMVCpFk6Vyudy6HwxitIH1nbHvJlhuBqNRZDIZ7r77buzZswd6vR5qtRozMzMolUo7+oybsBWRKvIZsVgMqVSKJq4BaGujDTDDveuoVCrUy97Ig8FxHGQyGSqVCnK5HPO6l4EsAu28ADDaC51Ohz179sBsNmNgYAAdHR2QSqUQi8W0emQnG+1W5FKRBFt+9LDd7zEz3LuMYrHYlFCbXC6H2WxGsVikSW6MWkQiEU3iYzDqYc+ePfjv//2/w+l0wmazQS6X02Q0rVa745MdyRl3Kwz3doIZ7l3IRh4KsVgMkUgEqVRKM8nZOe72Z/GxB6M1yGQy2O12OJ1OqFQqiEQiJJNJ5PP5XRMi5//NWB5muBl1IxAI4HQ64XQ6kc1mEY/HN7yYCAQCcBxHxXV2kjdB7k07L0Icx0EoFNaUFrXz9e50iKgRMdrVahWTk5O4du0a7ty5s+08w62GrCU7vaJjWxvuxUk/iz2/nTpoWwlJQhMKheA4Dnq9HjabDZFIBLFYbF21pOQ9idEQi8UAsOPOylupfbAWZIETi8UQCAQ11QXteL07FaFQSJW8gHcUKskf4J165ng8Dq/Xi2g0uqOej+XYSLIsUXPkz+edmhi67Qw3meBKpRJKpRLAu3XM5CHgOA4cxyGTySAej9co5ew0rw7YvDCnUqmE0+mETqfDe97zHjidTmg0GqhUKpw7dw63bt1COp1uyAvQ6XRQq9XYs2cPHnzwQUgkEggEAuRyOTz33HO4evXqjhGWaNdEF6vVirvuugsqlQoKhQJCoRCXL1/GrVu3UCqVWL7CFiGRSPDggw+iv78fOp0OBoMBXV1d0Gq19DXVahVjY2N47bXXaDkY4x2IA6DX6+FwOCCVSqHT6QAAN2/ehM/nW/d78ktd29FebDvDDbxjoOVyOUwmU03yj1gshlAohEQigUgkQiwWowpehHYchHZFLpejo6MDbrcbv/qrv4oDBw4gl8shn88jHo8jm80inU7X/X4CgQBqtRpWqxV33303vvzlL0OhUKBcLiMWi+HWrVu4fv06gJ2Rid1uBptgNBrxwAMPwGQyQafTQSgUIpVKYXx8HACY4d4ixGIx7r77bjzyyCNwu93o6elZNmo4OzuLc+fO7ejQ73ogXrZWq0V/fz9UKhVsNhuq1Sp8Pt+6DPdiPXNga0rTGmVbGG6BQECL448cOYKOjg6oVCpotVoUi0WkUqma5iMkC7NQKNCSJY7jAIC+bifR7HCQxWKBw+GAw+HAvffeC6vVCr1ej2q1ivHxcUxMTOD27dsNZUuTMRwaGsLdd9+N/fv3QyqVQigU0rrynX4u1S7IZDI4HA5YLBbIZDJUq1X6N7v3zUUgEEAmk9EmScA7zWf27NkDo9GIvXv3wmq1Qq1W12gjlMtlpNNpZDIZqrfAxuZdBAIBHA4HrFYrXC4XhoeHacOkZDKJZDLZ0HuRDcCRI0eg0WggEokgFAoxPz+PmZkZZLPZLWkyUi/bwnALhULIZDLodDr8+q//Op5++mkaEk+n05ifn0cul0MymUQul8PVq1cxOjpKi+ur1SqkUikA0IYajJXp7+/Ho48+ip6eHrzvfe+DRqOBRCJBuVzGmTNn8KMf/Qjz8/MNeWYcx0EqleKxxx7Dl7/8ZboRI40T8vk8LVNjC9TmolKpsHfvXtjtdhSLRarXzGguxGsjYXBiIDo7O/HFL34RnZ2dcDgc0Gq1tOafUC6XEQqFEI1GkUgk2DOxCIFAgL179+Kee+6Bw+HA8PAwPB4PXnvtNUxPTyMWi9X9XiRK63a78Zu/+Zvo6+uDTCYDx3F4/fXX8dJLL8Hv9yOZTCKbza55XcDmR9va3nCT9nb9/f2wWq2w2+3QarU1SVM6nY7qzhIvkHhwwDtGQ61WQygUIhKJtPLrbAobmSQikQg6nQ4SiQRqtRpyuRx79uxBR0cHbDYbVCoVOI7D1NQUYrEYpqamEAwG61pMVCoVOjo6IJFIqOF2Op1QKpV0gmezWXi9XgSDQaRSKbZAbQEcx0EikUAsFtNnhkSi2FHS+iBrkUqlgtPppLkbQqEQBoMBOp2O/r/dbofZbIZWq0W5XEYymUSpVEKpVKJGJJ/PY2JiAsFgEAsLC63+em0FSWzV6/Vwu91Qq9XI5/PI5XLIZrPIZrN1RQPlcjlkMhk0Gg2sVit6enpgs9lgNBrpmmW329HX1wepVIrZ2VmIxWJks1ma+EbGVCwWQyKRwGg0QiQSIZVK0etp5DixXtracBOvuqurC7//+7+PwcFB2Gw2iETvXDYx6jabDZlMBoFAAKlUColEAtFolBoCuVyOgYEBSKVSLCwsIBwOt/ibNZeNGDudTofHH38cDocD9913H3p7e6FUKqFWqyGRSCCTyRAMBvHHf/zHOH/+PMLhMGKxWM3GaCX27duHP/zDP4TNZqOT3Gaz1bwmGAzi29/+NsbHx3H79m1mODYRsuBxHEfzQRKJBGKxGBKJxJb0Tt+piMViyGQyHDt2DP/lv/wXmM1mAO8eEZEsfuCdzbJGowEATExMIBQK0XWJJIQmk0n84z/+I0ZGRnaks7FeSCWETCbD8PAw3ve+92F6ehpvv/02ZmZmEAqFkEwm11xHBAIBuru70dvbi0OHDuFDH/oQNBoNbDYbJBIJjYDcd999GB4exq1bt1Aul+H3+zE+Po54PE41LZRKJUwmE+x2Oz7ykY9Ar9fj4sWLmJ2dxe3bt2nCbTNpa8NNvEAi/zc4OLjkNaRDVS6XQyqVQjKZRDqdRjabpXqz1WoVYrGYLlaMd5FKpbDb7ejs7MTQ0BD27NlDf1Yul5HJZBCNRjE2Nobr1683tLCrVCoMDQ3B5XIBqC3XK5VKNMltZmYGU1NTDZ1LMRqHGGzyHJDaeaKmt1Oy+VuBTCaDXq+H3W6nxxCLKRQK1FsrFAooFAoIhUKYn59HOByG3++nZ92JRAKTk5OYmJhowbdpXwQCAXUotFotTCYT5ufnEYlEEI1G69YYFwgE0Gq1cDgc6O7uxt69eyGXy2teU61WoVaroVAoEAqFoFQqIZfL6SaMVDEROVqNRoOenh5YLBb4/X5ks1l4PJ5NEahqa8N97NgxfP7zn6eJUssxMjKCv/7rv6YhJZJEQLzCQqFAz745joPf79/ib9GecBwHkUgEvV6P48ePY2BggHoJhPHxcXznO9+Bx+PBxMREUxf1sbEx/PKXv8Ts7Cxu3ryJQCCATCbTtPdnLMVoNMLpdKKrqwsymYx6LgqFgtbSM9bHQw89hE996lP0zHo5zp8/j29961vIZDK013QsFqMJaLlcDiKRCCqVCsViEfPz81v8Ldobkui3f/9+emxaqVTg9/tx5swZhEKhusLSJApy/PhxfPzjH4fZbF5x/vv9fszMzODatWu4fPkyQqEQ4vE4VbITCoUoFovI5XJQKBSQSCTQarUwGo2IRqNQKBSbshlua8Pd2dmJj3zkI8s+CORm+P1+/PjHP8bc3Nyq79VIssJugISclEolOjs70dPTQzOLCcFgEK+88gq8Xu+6wnX8LFmgNqQfCARw5swZWraRSCQ29oUYa6JSqWC322E0GiEWi5d44Iz109/fj4985CNU0IbAn/NTU1P4wQ9+wOb6OiFrlsPhoPXupIpoYmICsVisrsRjcmTU2dmJu+++u6b0C6iVXSURwZmZGXg8HkSjUfo64tnzHUSRSEQ3wyqVigrpNJtNMdxkwV5vhrBUKoVUKoVcLl82zFCtVnHhwgWcOnUKd+7cQSqVasZl7wpIiEehUECv10Mmk2FiYgKZTAbT09NYWFig4zY9PQ2fz0eTZ+rl8OHDuO+++zA0NASVSkX/vVwu49SpU7h48SImJydx+/ZtJBIJluW/RbhcLpw4cQI9PT2QSqWoVCpIpVJ0wWNh8vVD1qnF61WlUsHJkydx8eJFXLp0ic31daJUKmG326HT6eByuWCxWHDnzh3MzMzg4sWLSCQSdSkvqtVqvP/970dPTw+OHTu27IY1n8/j5z//OW7fvo1AIECdi1wut+x7ko6L5LipWCxiYmICFy9ehNfr3T4eNzEO6+26IpfLodFooFQqV/QETp06hd///d9v+76p7QZJ+FMoFLBarZDL5RgZGcHk5CReeOEFXLt2jRpuohrU6MS777778JWvfAUKhQJqtZr+e7lcxksvvYS/+Iu/qFEkYgYDK3ppzXz/rq4uvPe974VOp4NMJqNympFIZM0yF8baLOdklMtlvPzyy/jzP/9zGh5nNA6/9r27uxsGgwGnTp3C22+/jYWFBcTj8brurU6nw+c//3k8/PDDSzxtQi6Xw7PPPotnn32WroWrdWWrVqsoFosoFos0Z2RkZASnT5/etFK+ug03x3E1X2It1uttC4VC9PT00EQpfjZmqVTC9PQ0wuEwpqenmdFeB2RcCoUCnVQTExMQiUSIRqMbaozBL42Qy+UQi8U0wW1kZAShUAhTU1O0dR/jXfiyvM2E4zj09vbSBE+tVks3xEQfQaFQ0EoNxsbg1/EWCgWqNMjm/MYgSWlCoRB+vx/RaBQ+nw/RaBTpdLrurG1yvr3cmXYymcSNGzfg9/vh9XobHjNS2heLxZBKpZDJZDZt3Ot+WsViMd1ZrLW4kFaP61mEOI7DBz7wAXzpS1+idXaEXC6HH/7wh3jjjTcwOTnJSofWAfGg4/E4UqkUBAIBRkZGIBAIlsjDNopIJKItP2UyGYRCIXK5HObm5vBHf/RHOHfuHOLxeBO/zc5iM3bmMpkMH//4x/Hoo4/C4XDA7XbTZgzVahUmk4kmRDGaR7lcpgqOK4VYGfXDcRzkcjmq1SrefPNNxONxBAIBLCws1B0VXJxzs5jZ2Vn8wR/8AW7dulVzll0v+Xwes7OzyOVydHOxWdHEug33Smc4K1HvBZMyCuJZSyQS2kSefBY5N8hmswiFQvB6vbR5CKNxyBEGiVY049yN1NTLZDIUCgWaLJjL5TA/Pw+v17tmAiGjeYjFYhiNRipS4XK5oNPpapKniNiHXC7fdR53MxWulgu5lstlBINBRCKRDSej8Q3Obm29WqlUkMvlUCwWEYvFqKddr0dLSosNBsMSbzudTmNhYQGzs7Pwer3rzuYvFosIh8OoVCrIZDKbGg1u2HA3CxKq27dvH377t38bJpOJFrT39vbWvDaXy2FychKhUAhjY2OYmppijRDaDJFIhMHBQXR0dGB0dBS/8Ru/Qc+Fcrkc7ty50+pL3FV0dHTg937v99Df34/u7m76fPGfY6FQCL1eD7lcThXydkstN8md2ej3Jdn5/CM9AIhGo/ibv/kbXLhwATMzMxu6VqJ1Ts7IK5UKCoVCQ0eX251YLIYLFy5AIBAgFouhUCg0FIZ2u9348Ic/TDexfM6cOYO/+Iu/QCAQgMfjWfc1Liws4Ec/+hGkUumm1983tM1uhvEm70FKUcxmM+699144nU7adIJAJmSxWEQkEkEwGEQ0GmVCHW0IETSwWq24fPky3nrrLXaU0QJIGFyv1+Puu+/Gvn37Vg0RkuYXpI/xTu1fvBjyPTfqeZPz0sURi0KhgJs3b+Ktt97a0DUKhUJIpVIolUqa+ESiZURcajeQz+cRDAZpN8hG1xYiBuV2u6FSqWpaPM/NzeHkyZMbjozk83lMT09DKBRuuo2q23CTSdLoRCGLAdmVGo1GqFQqDAwMYHh4GH19fdDpdLR7F/DuQ0TU0DweD37wgx9genoak5OTDX0+Y/MhfWvHxsYQCoUQDAY3bLR3iwFpNvv27cNTTz2Fzs5OWCyWNTfbfL1lUgmyW1iuhWYjiMVi7N+/Hx0dHRgYGGhqVFIikWBgYAB6vR6HDh3Cnj17kE6nEQ6HEQwG8eqrryIcDu8aj5vfvnk9a4tUKoXNZoPVaoVUKkW5XMYrr7yCM2fO4Pr1603JQ5DL5RgcHIRcLsfNmzc3Vexr0w03UJvJZ7FYYLFYcOLECTz11FNQq9VQq9U01MT/jHw+j2g0ipmZGbzyyisYHR1t+LMZmw8x3DMzM5ienm7q++6GRamZ9Pf349d//deh1+tXVPBaDN94r7eEc7uykTI8juMwMDCAI0eOoLOzs+mGu7e3F52dnXj66afx0EMPIRKJYHp6GqOjo7h48SKi0eiuGauNzkuJRAKTyQSTyQSJRIJKpYIzZ87gG9/4RtOy/mUyGXp6eqBWq+H1etvDcK+n5tZut2NoaAhyuRx6vR5SqRRmsxkqlQpisRhnzpyhdcVk8eAv1tlsFolEAnNzcxsKY4jFYuj1eojFYhpmyWQym9K1ZTeykYQZiUQCm80GhUKBrq4uGAwG2moyFArh8uXLuyIrl3TrIhrujWKxWGAwGOB2u6FUKmlW/2rGhP8zIn/a6NnhdmXxXF1vBYzD4cDg4GBd0Y16sNlsuPfee2mvbtK8goTMDQYDbVCym0LlG4UYftKMKpPJwOv11rQTXg8CgQCdnZ04duwYDAYD9u/fD47jcOnSpSZ/g1oaNtz1QCbw0NAQvvzlL8NkMqG3txcKhYKezTz//PP4h3/4B8TjcczPzy+rzEW873K5vKHMZ5lMhr6+PqhUKmSzWaoDnMlk2MRvAhu5hyqVCocPH4bD4cBHP/pRHD58GLFYDOFwGOfOncPExMSuMNwKhQIajQbpdJomHtWLUChEX18fDh48iIMHD1KBlUYMCWmSkEqldkWXsGZ8P5FIhL179+Khhx6iOQIbZXBwEF/96lfhdDrpexJJWiKhGYlEIBAI6irNZbwDqauPx+O0R8K1a9c2ZAOIo3n8+HF87Wtfo5HjeDyOn//8503+BrVsSg2IRCKhYutmsxkmkwk6nQ5SqRSRSATpdJoqNiWTSSQSiYYkNRtBKBRCLpdTb47UVeZyuQ1lEDKag0QigcvlomeyWq2WdkpaWFjYFaFAgUAAk8kEt9uNQCCAeDze0PMgEAig1+vR0dEBo9EIjuMa1h4nFQC7xRA0w+MGQDtDNStMLhKJoFarqVfNZ6Nn8rsZcq9KpRJCoRDm5uaQTCY3ZLQdDgesViv6+vqg1+uhUChQqVSQz+drcrY2g6YbboFAALPZDIvFgoGBAfT390Oj0VCJxevXr9MzmtnZWdpScDPgOI7Whf/ar/0a+vr6aL/W73//+7h+/fquMAztjMFgwIc//GHs3bsXOp0OAoEAb731Fr7+9a9jYWFhxzdkIPkfDz30ED74wQ/ijTfewMzMTENhUKFQiOHhYXzwgx+EVqtdV012oVBAKpVq2NvfzfCP95r5nitRKpWoEhur2GicarWKXC6HK1eu4O23396QzC/HcfjUpz6FX/3VX4VOp4NGo6FRkLWOqJrBpnjcKpWKnrmpVCp63latVhGJRGi3qXpE4RuBPERSqRQSiYSqeBFvpqOjg5aA8BXZGFuHTCaDRCKhE9tgMMBut9P+xdVqFdFoFOPj48jlcpu2qWsHiOCQVCqFxWJBb28vbt++XZOoWS8qlQpms7nhEDmBNErYLRvZjW5O+Aa7GYs0aaqkVCpXfL9SqYRUKoV0Or1rxqlZlMtlpFIpur6sRxkNeGesFQoFzcnZv39/jSR3Pp9HNpvd9HWr6Yab4zg88MADeOaZZ2C32+lCUi6Xkc1mcenSJfz0pz+lCjPNQigUQqPRQKFQ4Omnn8aDDz5IS1x0Oh3sdjuVTD158iQmJibYrnWLIXK2jz32GA0x6vV6OJ1OAKA1quQoYyd3rCJHOIcPH4bNZqM9hnU6Hd10NnKGSTxm4J1OSo1CFh32TKwNcQ5kMtmGQ6Ikm//xxx/Hxz/+cTidTuj1+mVfOzY2hhdeeAEzMzNYWFjY0OfuNiYnJ/Fnf/ZntOvhejEYDPjN3/xN7N+/HwcPHqz52cLCAn72s5/B4/Fgampqg1e8OpsSKu/v78ejjz5KQwYkwaxQKGB2dhY3btxo9sfSVpUajQZ33303PvWpT9WIK1QqFcRiMVy+fBkvvfRS0z+fsTZCoRAHDhzAM888Q0UlyFksmSOky85ObiBDvDWJRIKuri50d3fD4XBArVbThh+NnFELBAJqeKVS6bJlmyu1xyWUy+UNZdfuJsjxBhkn/j1r1Psmhnvv3r34xCc+sWzzC0IoFMLZs2cRDAaRyWTWff27kXA4jF/+8pcbfh+FQoGHH34Yjz766JKfZTIZXL16FRMTEwiHwxv+rNXYVIFiMqFjsRjOnTtHNas3A6VSiSeffBIDAwPYt29fzc9CoRBefvlleDwejIyMbMrnM1ZGIpGgr68PRqMRHR0dVBubv8jl83m88soruHXrFs6cObOjPT9+oozH40GhUIBQKMT09DTeeustZDKZhkJtlUoFgUAAt2/fhtvthtlsbsjwM2PdGPw2jhuZp2KxGIcOHYLb7cbevXvXNPqFQgGxWGxTk3kZy0Oy+0mHsuXI5XKYnp7G2NhY+yinNQp/MVhYWMCLL75IdcY3A41Gg4997GO0NIOPz+fD17/+ddy4cWNX1Ki2GzKZDIcOHUJvby96enqgUCiWvCaXy+G5557D97///Q0viNsBUp4yPT2NUCiEiYkJyGQyhEKhhs8wq9Uq5ubmcPXqVVSrVQwPD68rQY0Z8PoghnujUSGxWIz77rsPJ06cwMDAwJqbrVwuh0gkglgstmOjUe0KqaNfLMvNJ5fLYWxsDLdu3dr0Z2lTDHepVKI1c4FAADMzM/B6vQiFQk3pRMXHYDBgeHiYehr8Rgo+nw8jIyO4c+cOotEoy5jdYsjYGAwGHDhwAA6Hg57fkTFKpVK4c+cOAoEA5ufnd3SInA85viGtVPP5PMRiMU2gafS9IpEIJiYmYDKZkM1mqYewVtYzCZHv9I1SsyESnJOTk3j77bdhtVpprgb5OcdxEIlEqFQqS+4vX1PebrdDrVav+Dnkb3LcyOq3tx6DwYDDhw+jo6NjSQ6C3+/HnTt3cOfOnQ2VmDXCphjuXC6HeDyOS5cu4bnnnkMgEMD58+cRj8eb7vEODw/jT/7kT+ByuWAwGGoWqbNnz+K//tf/ioWFBUSjUbY4bTHDw8P4P//n/8DhcNDwuFQqrXnN3Nwc/vf//t8YGRmBx+PZNRER4rURMQ3yhzQ+aIRKpYKbN29ifHwc1WoVjz76KPR6/ZI2nstdQ6FQ2PHZ+5tBtVpFNpvFCy+8gGvXruEDH/gAPvnJT9IOa8A7R0QKhQK5XK6mmyHJb1AoFOjp6cGhQ4dWHSdi+EkCYiaTYWvZFkOEcVwu1xLDfe7cOfzhH/4hIpHIpsqc8mm64a5Wq4jH45ibm8Pc3By8Xi/C4TDS6XRTvW1SRqPX6+FwOGg5EQCqPRuJRGihPWPrUCqVUKlUsNvtcDqdcDgcS16TTqcRi8Xg9XppD9zdmHDTrOhCoVCgCWr19hQgXhzzuNdHpVLBwsICOI5DLBZb0mZTJpNBLpdTT5nAcRxUKhU0Gg2USiXkcvmqn0OiM+QPkzrdekiTEpvNtuRnmUwG8/PziMViW+Z4NN1wl8tl/OxnP8Po6CjC4TCmp6eRz+ebLlvZ3d2NAwcO4ODBgzUTv1qtYmxsDOPj47h58ybzJFrA/fffjw9/+MPo6OhYVgEKAM6fP4+//uu/RiAQwMjICJLJJBurDSCTySCTyaDVaqkgBJHKXIlqtUqVC5t9hLUbqFQq8Pl8iEajCIVC1GhXKhVwHIeuri7EYjEq20t+rtVqcf/999dsalc7ziDn6YVCYVep220XSDRkK48wNsXjnp2dpefZ6XR63bt5Uiqx+JxOIBDAaDSiu7sbdru9JhGnWq1iYWEB09PTtO0dY/MgLVv5YhQulwt33XUXrUnm974lzM/P4/Tp04jH4/Scl7E+SOiVeG9EgGit8+1KpYJcLod0Or1rjiiaSbVaRSaToboD/PNooh9hNpsRCoVomV6lUoFSqYTb7aYNYdbKJie9GohhYGva1kGaYC0u0+OvaUT9cyvXsE054yY7w/Wc1xEEAgF6e3tx7733QqVSwWq10g5KQqEQNpuNnjcQFTSSMHLjxg288MIL8Pv9bEHaJMimym634xOf+ARsNhs1FHv37oXT6aQCFfF4HD/+8Y8xPT2NbDaLfD6PO3fuIJFIrDthsNlSk9sRjuNgMBigVCrx0EMP4fjx4+jv74dCoahLdjGVSuHll1/GyMgIrl+/vkVXvbMgxrhUKqFYLNLnQq1W45FHHsGBAwcQCoWwsLBA57lSqcSePXug0WiWDb3yqVQquH37Nm7duoWrV6+y9WyLeeCBB/D+978fPT09NW1yy+UyXnrpJbzxxhu4ffv2lkesNsVwkxrH9UIWHLfbjaeeegoWiwWDg4NUPnWlUheyCxobG8Nrr7227s9nrA1ZoKxWK37lV34F+/btq/G8+RAD8eabbyIejzct56DRRho7DWK4DQYDHnnkEXziE5+gHkI9ZLNZnDx5EqdPn97xmvCbBb+DYalUov0RFAoF7r77bupMkFwG8tzwZX/Xev+JiQmcPHkS4+Pj7Dhpizl27Bj+/b//90s87kqlgjfeeAN/+qd/2pLr2lQBlvUgFArR0dEBh8OBAwcOwO12Q6fTQS6XU297uQlPwn6Nilcw1kdnZyfuvvtu9Pb2wmAw1IwL8T6CwSAuXryI+fl5TE9PI5PJNM1j2IwGD9sFUlOq1Wpxzz33UPU1/hjUaxS2Slt5J8Ofi/z7T/oiLN5gLh6b1VTt+KV+wWCQHSltAWKxGHfddRe6urpw+PDhLWka0ihtZbhJbeOxY8fw0EMPob+/HwcOHKDazWud1yWTSSSTyV3Rv7nVHDt2DF/72teg0+mgUqlqFqd8Po9kMom3334bX/nKV+Dz+ZDL5ZqeDbtbPW6xWAydTgeXy4VPf/rTuOeeeyCVShvWza5UKrTFLjs33RjEaJP+COTfSD03kUYlxrxeKpUKpqencfbsWXr8yNhc5HI5PvvZz+KjH/1oU/ToN4OWG26pVAqDwQCxWEzbf/b29sLpdMJoNNYY7bVa3s3NzSEYDCIWi23dF9hlKBQKyOVy6PV6aDQaqFQqcByHcrmMubk5xGIxZDIZpFIpjI2NIRqN0uYXzabRRXA7IhAI6HOhVCqhVqupt22z2WAymWoSnFar2SakUil4PB54PJ4tE4zYqfA9an45GDHa/FIuosVPtM6JSM5yhoGsZ/F4HKFQiImubAEymQydnZ0wm81wOp3QarVLnicS2c1mszUlfltNyw230+nEBz7wAVitVhw7dgwWiwU6nQ5qtbouT5uQSCTwve99D5cuXcL4+PgWXPnuQyAQoK+vD/39/RgeHq7x8jKZDP7mb/4GP/vZz2iOA6nV3gzIueJORywW49ixY+jv78ehQ4dw9913QyQS0UxXu91ed+SBGJIbN27gf/yP/wGv17uhTkmMd/IMyDNQKpVQKpUgEolqDHY+n6dHErFYjLYVFolEMBqNdOPFX+ei0Si++c1v4sqVKxgZGWFGewvo7OzEV7/6VQwODsLhcCz7XBWLRUxNTSEcDm96I5HVaJnhJkk0KpUKHR0dcLlcGBoagt1uX9f5ZbFYxPz8PCYnJ5nHvUmQXrQkk1koFNKFKZlMYmpqCtevX9+ykN5OXsyIVyaTyWCxWNDZ2Yn+/n7s37+/odAd/x4R40EakszPz7Ms5Q1C1qlSqYRMJkPvt0AgoKI4pGQsnU5jYWGBGm6xWEwV08h6SELt+XweMzMzuH379rp7RzNQk6zJz8EhJXvkOZNIJDCbzRgcHMTw8PCK71cul7GwsIBAINBSwaiWGW6TyQS73Y4DBw7g7rvvpr2I15twVKlUaFiplSGMnQ5R5yKTn9+DdmxsbMtUndZzXridUCqV2Lt3L0wmEx5//HEcOXKk4a5fBOL9vfHGG3juuefg8XgQiURYG88mQObhyMgI/umf/gkajQZOp5NWt8RiMYTDYcRiMRQKBWrcRSIRxGIxhoeHYbfbYTQaYbFYIJfLYTKZEAqFEAgEEA6HmTjOBrBarejo6KCZ/sViEWNjY0gkElSoaGhoCI8++ihsNluNAudypFIp/PjHP255ZLdlhptIYrpcLnR3d8NkMi3pQ7zSokLOj/hUKhVkMhmk0+lNve7dDjmnIx51KpXC5cuXMT4+3pKs151qeKRSKdxuN5xOJ4aGhrB///4lr6n3u5OQ7Z07d/D888/T54RlKG8cYrh9Ph/efvtt6PV6pNNplEolvPXWW/D7/fD5fAiHw7T5Ehk3iUSChYUFdHZ20nVQo9FAIBAgGo0ikUhsWn7IbkGr1dJWwlqtFvl8HuFwGMViEQaDAWazGQcPHsQzzzwDpVK5pJfCYnK5HK5evYqTJ0+29PnZcsMtFoshEonQ29uLRx55BF1dXZDL5evuH1wsFpFKpRCLxVhJyyZTrVYRCoUgFAphNpsxOjqKQCCA0dFRTE5OslrgRZBoAD98Sv5e/N9EypJ4Bg6HA0eOHEFHRwdMJtOa0QXyGcRIJxIJXL16lXboi8fjOHv2LNLpNOuS10RIrkU4HMbt27ehUCjg8XhQqVQwOztbIym7uEsY6ceeSqXg9XoxOjoKmUwGnU6HTCYDn8/Xwm+2vSFJfwMDA3j/+98PqVQKuVyOUqmEPXv2IJVKUa34np4e2gSp3jLKVkvPbqnhFggEkEqlkMlkGBwcxFNPPQW1Wl230tNiSB1qJBJBOBxmIfJNhngWwWAQWq0WN2/eRCAQwI0bNzAzM8OMwSL485kYXn7ZEF8uloh0KBQKWCwWdHR04N5770VPTw8MBkPNeyyGn81MaugDgQBeeuklTE1N4erVq9SYMC+7uZD76ff7EQgElow5/+/lfndqagpTU1PLHhGysVofJFtfKpVi3759+NjHPlaj288fD/7zWC/t8BxtucdNEpcWFhYwNjYGnU6HcrlMu32R0iKyo6lUKjSBQCgU0mxMksEZDAZx9epVeL1e1gVsCyAeRjQapYkz2WyWGe064N8jMq8B1HjcxWIRmUwG0WgUN2/eRDwepz2AyTNSKpWovjt5VnK5HNWzzuVy8Pv9mJmZgd/vZw1ctoj16IivZdwZjcNXsysWi3R9kslkNfX0/D/keSQ/X7yR4r+uHcZqSw038Qiq1SquXr2KfD4Pm82Gu+66C2q1GiaTCTKZjC5C5EyI4zhotVraWk2j0SCdTiORSODatWv4xje+Ab/fD4/Hs5VfZ1dCJvjExAS++93volgssqzXFVi8KC+3sC8Op5P2t/F4HH/zN38DjUaDEydOoLe3F3q9HiaTCclkEh6Pp0b1zO/3IxwOI5vNIpFIIJ1OU214Foli7DaInSGtg7VaLaxWK0QiEU2gJVEuvtctlUppZv9iw03KXHed4QbeXfiTySR8Ph+q1So8Hg/UajWy2SxkMhltREG64ohEIiQSCeptaLVapFIpJBIJzM3Nwe/3025kjM2HHFEsLCwwNadVqOcBXy7JkpRoBYNBpNNpeL1eSCQSpFIpKm5DDHcul6Oh8XA4jFwuR89UU6kUM9qMXQnxjuPxOLxeL+LxOLUlfMNNQt6LDTe/NE8oFFLvPRAItIWdEVTr3D40q+yG7G7IWTdRgSLlEYtD5aTejoixaDQayOVyZDIZZDIZxONx2vN7M8tb2mGXtRKtKIki8rT8KEqraNex2ci48FW19Ho9FAoFxGIxJBJJTaicPCf5fJ525SMLUj6fZ+OyAju1jLBe2nVsmmlnAMBms8HpdEIkEkEqldZUJC2OgPFzT4i9USgUUKlUKJfLyOVySKVSuHDhAkKhUFOuczH1jsuWG+71wD/jJgsYkZ1jYh+g5zJbzeIwb6to9eevBDMO7TkuABubdh2bdhkXkkul0Wig1WpRLpeRzWbp0eBmed31jkvLJU/rgS/ez98V7dbuUIvZSgO6XAekdl0EGIx2Z7mz1FZnLDNAo1bpdLqmYoNEg1vNtjDcAGrOG4Dd3dZxObbKeC++5+z+Mxjrh++IALWlfYzWwa/WIAlsQPtsrOo23KsZhno6EjUKqXElJTAmkwlSqZR2R0omk4jH48jlclS+sdVnra1CIpHU7AibDf+ogr954uchbOVkJpuHdmy31w6s9DySfxcKhRCLxfTf+Wd+5Ix8pz9Hm7nR5c9P/nmpXC6HWq2m/03+Jkd/RNHO7/ejUChQ0ZZ6rnG5+vHtSLscv/Ezzck4krJNkqzWSuo23GSRXFx8vpbXu54B4CewabVaaDQaDA8PQ6PR0G464XAYgUCAGm2SrLYb61Xlcjmq1So98weaN/HJ5FUoFLQrFWkuUi6X6YZpqww3mRtEYIF5/LUs9zzyDTYx2qSH+uLNVz6fp7LBrV48NxOynjVbW58YbJKhTEpZ1Wo1zGYzenp6oFQqYbfbIZfLYTAYoFAoEAgEMD8/j/n5eZw9exbJZBILCwv0LHUth4k/7tvZa28nw02MtkQiofe3XC7TCMm2UE7jX+hyi+VKik4bgb/rIRm15A+RTq2nV/dOZ7O/+2K1r8V/WkWrP38tWvlwr2S8yX8vN3788W31wrnZbNV35OfnkC5UEokEMpkMMpkMcrmc9riXSqVU4auRud3oM7Adnpl2mIOrbYJbTd1Z5QwGg8FgMFpP4z0CGQwGg8FgtAxmuBkMBoPB2EYww81gMBgMxjaCGW4Gg8FgMLYRzHAzGAwGg7GNYIabwWAwGIxtBDPcDAaDwWBsI5jhZjAYDAZjG8EMN4PBYDAY2whmuBkMBoPB2EYww81gMBgMxjaCGW4Gg8FgMLYRdXcHEwqFTe3WwnEcOI6D2+3GI488Arlcjlgshnw+j0gkgng8joWFBXi9XpTL5Zr+p63oi9LOvVg0Gg2q1SoKhQJta7pcW7/t2rOXXDe/Ww+ZPwKBgLahbDfIuOTz+Zp2s+u99/x+6KQznk6ng1QqhVKphEwmq2nPGQqFaJtO0h5yK2nnOdYuXZ5aRbuOjUKhQLVaRblcrmk528w2xfy/gZVbpgqFS/1a/vVsxj2s9z3rNtybNdCVSgWFQgFCoRCFQoEaH36PZ/LZ7TrZWs3iSbTSpNru94/fVnY7zInlxqFZ18vvoU16o5Pe0vz/buf7w2AsZqvWrdWeS35P8HZ1dupu69nsHSrxnpRKJWw2GziOQz6fR7lcRj6fR7FYRKFQQCaTaYsFqNWfvxrE0+LvUncq/B0z2REXi8VWXtKKiMViAKDGtRks7qUtkUho9IHjOACo8brL5XLNJngraed5yDzu9hwb/lq2mZ7tWqw2Pzbzeup975YZbv77kgW4nY1Ou14X8I6BIIt1O19nsyFzshVGqR6YcWjfucjGpj3HRiKRAAB1QnYbTQ+Vbxb8HVW7TiYGg8FgbD7MFtRHyw030L4eE6O9YQ83g7GzaIdj0e1ASw03PwmAsX7IeWe7boAEAgHEYjGEQmHNOXy7Xi+DsVUsDtnv9rWQedz10TLDTUpaKpVKTakMo3E4jqMZkO024QUCATiOg1arhVQqRSaTQS6XQ6lUQqFQaPXlMRgthZT38ROxdvOGdjd/90ZomeHmOA4SiaSmdIWxfvg1zu0EST4kWc/L1UYyGLsRgUAArVYLuVyObDaLTCZDy2MZzWG5dXEnbA5aZri1Wi1sNhvS6TQ8Hg/zujdIO54NCYVCSKXSGqNNyv3a7VoZSyGbrHacW9sdgUAAuVyOp59+GocPH8bbb7+NN998E+l0GpFIpEZwirF+pFIp5HI5gHfLJLPZ7BJncbvN7y033GT3I5PJqLJUPV4YUcniv5YsKLvd6LfrpON72/zSrd1WtrYeyL0juQtbefZHPlcsFkMgEKBUKjFBlyYjFAohFovR2dmJgwcPIhgMQqFQoFQqtWXkbLvAV1YUCASQyWRQKpUA3jXc1WqVaj8sfq74f7dzie2WGW5y1mmxWKDRaGA0GmG1WunCvhomkwnvfe97YTabYTKZoFQqqbDE+Pg4fvjDHyIej9d1g3diQhxf5rSd4G+0kskkACCXy7XddbYTRL5Ur9fjnnvugVKpxOXLl+HxeJBOp+l93AwEAgGMRiO6urpgNBpx/PhxKBQK3Lp1Cz6fDzMzM5iYmGDjt0EUCgV6e3uh1+vBcRz8fj+CwSCCwSByuRzztteJRCKByWSCSqXC/fffj97eXsjlcigUCgDvGuNCobDsPSbCL6VSCRMTEwiFQpiYmMCdO3faLry+ZYabJKNZLBZYrVZoNBrodDrkcrk1Dbder8cTTzyBgYEB9Pb2wmw2o1AoIJ/P4/XXX8err76KRCJRv+rMDjPe7fygE8OdyWRQKpV2zD3fLMRiMTQaDdxuN5588kkYjUbk83mqILhZhps8E3q9HsPDw+ju7sZnPvMZGAwG/OQnP8GNGzdQrVYxOTnJxnCDyGQy9Pb2wmQyQSAQIBwOIxwOIxKJtJ2B2E6IxWJYLBZYLBZ88IMfxIMPPgipVAqZTAZgqTe9XEZ/sVhELpfDyZMnMTo6imq1itHR0S3/LmuxZYab7Gbi8TgEAgESiQTC4TCi0eiKkpUOhwP79u1DZ2cnOjs7YTab6SBwHAexWAyRSLQkM3MxCoUCfX19UCqVkEqlEIlEmJ2dxcTERNuGQnYCZHcLtLcqXjsgk8kglUrR2dmJw4cPQ6fTIZVKIZvN0qY7uVxuUz5bIBDAbDbDYDBgcHAQR48ehd1uh0qlgkQiQWdnJwQCATweD0QiUcskVLc7CoUCOp0OVqsVQ0NDMBgM8Pv98Hg88Pl87PlYJyqVCmazGUajESdOnIDNZoPb7YZEIoFIJFr26GGlZiMikYjKbyeTyZY056mHLTPcZOH2+XwIhUL0rHO1LMrh4WH8zu/8DiwWC/r7+6FQKKgHR5KdyOBwHLeicTAYDHjqqafgcrmg1+shl8vx4x//GB6PB8VicdefkW8W5XKZGhu2KK2OVquFwWDAXXfdhc9+9rPI5/M4d+4cAoEApqam4Pf7N8VYkqOq3t5e7Nu3D4cPH8aHPvQhKJVKKJVKCIVCHD58GPv27cPMzAxkMhlyuRyKxSIb0wbR6XTYt28fOjo68Mgjj0CtVuMv//Iv8dprryGVSrH7uU7MZjOOHz+O7u5ufO5zn4PT6YRUKqW9AgjLGevFPxcIBBCJREilUgiHw0in0205LluenEaSXEhHo8U3RSAQwGKxwGg0ore3FxaLBXq9nhpooLZLFDk75ziOhozVajVUKhWkUilUKhXsdjs6Ozths9mg0Wggk8lgNBqhUqmQy+V25UMjFouhUCggFouhVqshFAoRDAabHordbfd1PQiFQlgsFvT19cHlckEul6NQKCAcDsPv9yOTydRdMqnT6eBwOFYtveMn3ZTLZQgEAnR1dcHtdsNisdAWoSRJjTQyIYthuVxu28Yu7YxGo0Fvby+sVivK5TJSqRRSqRTS6TQrAWsQvp3o7OxEb28v3G43tFotlErluspjyXNRKpUQj8cRCoXa1jZsqeFenAG+nNEWiUT48Ic/jGeeeQYWiwW9vb0Qi8VUfH4xHMfRBAQiQHLXXXfh8OHD6OrqwrFjx6BQKGAymSAWi+mCNjIygqGhIYTDYYyPj++6B8dkMmFoaAgWiwX3338/JBIJ/v7v/x5nz55t9aXtKkjU6H3vex9+5Vd+hRrFQCCAU6dOYXJysqFd/913343/9J/+E9RqNaRS6bLGu1gsIpPJoFAoIBKJIJ/Pw263w2QyQafTQS6X11QCkGdGoVBAr9cjmUyyJKoGEQgEGBoawpe//GWUSiWcO3cOfr8fs7OzSKVS7OihQTiOw0c+8hF89KMfhVarhcViwf/f3psGx3Wdd97/3ve9G0CjGzsBEuBOcxVJUbvGimJb8iLZkZxxxYldnoxTKdtVk/J8mMRJPBWXP1iOEk8pjmPZimVJtmTLsqRIFCWKJiURhEhi34He931f3w98z9FFowE0gAbQQN9fFUuk0Oi+fZfznGf7P2KxGBqNZs1V+fl8HolEAqFQCDdv3sSFCxeQTCZZww0s7YGR0n2xWAyz2Yy+vj5IpVIariuFCLeQ9gnmH61Wi/b2dnR3d2Pfvn0QCoWL3kMqlVIPoh7bL8RiMRoaGmA0GtHZ2QmRSASFQrHVh1WXcDgc6PV67Nq1Cz6fD3Nzc4hGo/D7/QgEAqt6H41Gg76+PqjVatpDX0oikaAVzAKBAMlkEkqlEiKRCBwOB6lUCnw+f4HhZ7b2sSI6q4OsLzKZDC0tLYjFYohEInC73YjH4+wGaA1wOBw0NjZi7969kEgkUCqVy8rHVjKmM5/PIxKJIBgMIhAIrOrZKz02Une1UVPOamLICHDrpr7nnnvQ1taGY8eOQaPRLFlYAAAOhwOzs7O4efMm/H4/otEoCoUC+Hw+zGYzjh49Cp1ORzWymRSLRfj9foyOjiIej9dd2I/D4cBkMuGee+6BVqtFY2MjcrkcTUWwbB7MtFE2m4XFYsFrr70Gm822qrSFVCql2ghisbjsZpUwOTmJJ598Ej6fD8lkErlcjm5i9Xo92tvbYTQa8eCDD8JgMNDjTKVSCAaDSCaTde8hrrUzhXQGDAwMYHx8HD6fbyMOry4gBptpJ0rvy9WEzJ1OJ/71X/8V09PTuHnz5qqPh8Ph0OLn5uZmqFQqeDwe2O12Ws9VLWpmpRaLxdi7dy/279+PtrY2GvpmwiznD4VCmJmZgd1uRzweRzqdph6BWq1GW1vbgjxd6e/HYjG43e66NNrEM+vt7aWeViwWYz2pLYB0QpAIUiAQwMjICNxud8VV5CQPTXLTpNuCvH8pHo+Hbg5Kf97c3Ize3l7s3r0bd955JzXcwEchdlb5bu0Ui0Wk02lYLBbMzMwgmUxu9SFtS4hAkEQiWbC+l3YWkfWfWRdVDmJT3n77bQwNDa2pmpyI6giFQhgMBjQ1NdG0V7U7MbbccJtMJpw7dw6NjY04efIkzGYztFpt2dem02m89dZbGBsbg8PhgNVqhcvlWnDzk0VMIpEsCoPncjkqJjExMVF3XgOXy8XJkydx6NAh7Nu3D42NjYjFYnjllVdoBINl8ykUCrBYLPjggw9w8+ZNzM3NIRQKrVh3IRKJaFvRrl270NraSlNDTIhXf+3aNVy6dAnj4+OIRqNljW8sFsP8/DzkcvmCz2dGBurtuSGQFlQC6ftd6XyQnuF0Oo1wOIxIJIJ0Ol3R77IshMfjQaPRQC6XQyqVIp/PIx6PIxAIIBgM4tq1a4hEIjTqdODAARw7dmxZp2R0dBRvvvkm5ufn4XQ6K+6YIE5QT08Pzp49C6lUSgt+GxoaoFAo4HK5YLfbYbFY8OabbyIWi1XlPGy54W5vb8dXvvIVmM1mNDY2LthBlZJKpfD888/j+eefRy6Xo4Ie5OYnJ5J4H6Xvk81m0d/fjw8++IAKStQTPB4Pd999N7785S9DIpFAoVBgZGQEv/zlLzEyMsLu/reIQqGA6elpXLx4EcPDw5iYmKjIq5VIJDhx4gR2796N06dP4/DhwzS3Vvr++Xwe77zzDv7P//k/SypHAUAkEkE0GoVcLqdeBzkOUnFbrzlZPp9PVbjIBqbSECjxtImBSaVSyGQyrOFeJTweD42NjVQhLZ/PIxQKYWJiAlNTU3jyySdhtVqh1Wohk8nwpS99CYcPH162lun69ev4+7//e4TD4VW1OZJc9oEDB/Ctb30LarUacrl8Qeg+kUggGo3i4sWLeP/997e/4TYYDDAajejp6aE7KCKmUkoymYTFYqEKQ2ThYd70fD6fKrIplcoFv88MR3q9XlgsFoRCoboz3MCt8yQWi1EsFhGJRBCJRJBKpZBOp+t2Qa4FotEoXC4XwuHwimI1pPtCIpGgubkZHR0di2pCyIY2m81idHQUTqcT4+PjyxptAqtJXh7Seko87dVONQyFQhgZGYHH42E3yWuEx+PRomWXy4WrV6/C7XZjYmICdrsdkUgEmUyGFv1VEvImz8lqjTYzyqVQKCCRSGjrJHDrORIIBNT7ryZbZriPHDmChx56CC0tLWhtbYVMJltS+tTn8+GXv/wlZmZmMDY2VjYvLRaLcfToUbS1taG9vX2RIg4RAxkdHcXFixfrVkCC5IWCwSBsNhtmZ2cRjUaRyWTq8nzUAsViEXa7HdlsFsFgcEVBID6fD5lMBr1ejxMnTtB2PiaFQoGGZn/0ox/hlVdeQTQaZTdn64C07uXzeUSj0VXnLScnJ/HTn/4UyWQSgUCAfd5WCUlV6PV6NDQ04MqVK3jjjTcQCARgsViQTqcRi8WoF87lcqmHu1KB2mqVHfl8Ph566CH86Z/+KZ29wWyhZB7zRnQvbarh5nA4dGdiNBqp4AOpxCuF5C4sFgusVistRCsHn8+HwWCA2WyGXC5f8LNsNguPxwOfz4dAIIBEIrEh3287QNIJyWQSdrsdLperqkabWQhS6etJ25JUKoVQKEQ8Hqe9rfUQSiQbSxI6LZ1Tz+yjlsvlVDSnubkZGo2GTj8CbuWoifEnhttms8Fut6/7GJn/rUdIFIMs8qtd7NPpNPx+PzKZDC2uqlcHYrWQwi8iuUvSDl6vF6FQCD6fb8FawUxjlDOYzHO+lvPP4XCgVqthNpvpcZX7nGw2i3g8XvXhSptquMViMT71qU/hyJEj6O3txcGDB8tK0xEuX76MJ554An6/HzabDclkclGLDAkbqlQq3HHHHTh58iR0Ot2C11gsFvzf//t/MTExUZOC8ZsJycuMjIzgBz/4AXw+H7xeb1Xem4SJcrlcxdX6UqmUFlidOXMGXV1dOH/+PH77298ilUrVrORgNSGbFyKaIpPJkE6n4fP5kMvloNPpIJPJcMcdd+CBBx6gxZcSiQQ9PT0APgpvX758GT/84Q8Rj8dpCHBycnJNx0QoV61bb3A4HBoRIUJSqz0fmUwGoVAIPB4PBoMBhUJhQ9QKdyIikQgNDQ3g8/mYmprC5OQk4vE4bWdc6wZ/Lfc0j8cDn8+HUCiknUtLMT8/jxs3buDmzZtV1T3f1LGeAoEAnZ2dOHr0KEwmEwwGQ9kea7JTstvtuHjxIiKRyJLvy+Vy6WJnNpvR1dVFf0Z2xJFIhBak1Tvk/AYCAdy8ebMqiwZTN14gEFAt60oQCAS03uHgwYM4ePAgZmdnIRKJqLhOPRgMkgsTCAQQiUR005LNZukkvd27d+P222+HSCRaII7CHEdos9nwzjvvrPm6kil+9SpMVA4SpSJzFda6iSHXicfj0ShJMBis9uHuSMg543A4cDqdSCQStM6gEpbyulcb1SOOIvGyl9MaAW4Ve1osFtoSVi023HATg63T6aDRaGAymdDc3FxW6Qa4ZWwvXryI/v5+DAwMrLhLaW1txSc+8Qm0tLSgpaVlwc/C4TAcDgdmZmZqdsrLZlIsFjE7O4s//OEPmJiYqEq+U6fT4a677oJOp6Mh7/7+fly6dKmiB0KtVuO+++5DV1cXenp6oFQqIZVKqf58PUAEcQ4fPkz19QFQHXGiq9/b2wuxWLxoscjn83jllVfwzjvvYGxsbF33+r59+/Dggw+ira0NDQ0NALAgPFyPEH0IZgfLWs6F0WjE6dOn6aYok8kgGo2uWaFrJ1KqucHsFJLL5bS1rhojggOBQNkw+3KIRCIcOnQITU1NaG1tXfH1s7OzeP311+H1eqs63W9TPG5iuA0GAxoaGmAwGJYMjxcKBfT39+NnP/sZQqHQip6b0WjEww8/jJaWFjQ2Ni74WSwWw+zsLGw2W91pkZeDFEENDAxgbm6uKoZbrVbjnnvuQWdnJw2Vp1Ip/OEPf6jo95VKJW677Tbs37+feu5isZj+vR68PiLf2NvbC5VKBaPRCJFIBLVaDaFQCKVSCYlEQnf6pRQKBbz77rv4wQ9+sO7FrLu7G1/60peg0WigUqkALBxKUo8Qw73ec2AwGHD8+HEIhUIkEgnEYrE1KXTVEyS1R7oomPKk67kWxWKROnbBYHBVhru3txfd3d0wGo0rvt5ut+MPf/hD1e3PhhpukgdQKpV0OpdUKkUul6M7WFKyH4/HMTAwAJfLhYGBAYRCoYrym3w+H3K5HHK5fJGH5na7cenSJVit1qr1z21nisUibDYbrl+/jvn5+XUZ7o6ODhw7dgxmsxnd3d0wGAy0qrJcD/1SMKe7MVWO6imnSrzqrq4uOsiDTG8jmuHlWiVjsRiuXLkCu92OkZGRNZ8vLpeLQ4cOobe3F8ePH6e5duLZ3Lx5EzabDePj43VzTQgcDgdGoxFGo5FWLafTabjd7ooXYzJ2WK1Wo729HQDoYKN6KL5cDaQ7ghhmkhYSi8U0l12Nc1YoFDA+Po7Lly9jcHCw4jC2QCBAR0cH9u7du6iWikDWro2MVG2o4SbVrw0NDfjYxz4Gk8kEtVqNdDoNHo8HoVBIqwNtNhu+//3v44MPPqCqQpUs3kKhEHq9HjqdbpGxmJycxH/8x39UpEJVDxQKBQwPD2NsbIzmRNfKsWPH8P3vfx8qlYou8uRG1Wg0Fb8PSaWUepKkT78eDAWHw0FbWxtOnjxJC1/I/19OazkQCOCJJ57AO++8s67wOI/Hw6c//Wl87Wtfo7l28rmJRAKvvPIK3njjDaq5XE9wuVz09vbi1KlTCIfDcLlcdDZCpWsKKWIymUw4evQo4vE4pqamEIvF6k5yeSWIV02MtFwuh1qthkAgoHZhvd428FFK9p//+Z+RzWYrvpYSiQTHjh3DHXfcsexsB9IVUo1jLceGGW7iSRHtVpLMz2azSCaTNAQSCoUwPT0Nm80Gr9e7bCEaE1LEQ0YQEm+kUCjA7XbTKUtkh8xyC6I4t17IpoxMFCsUCrTKsxJxCVIZrVAoFvQ/lmp373RIGJY8J0T5bLmIRTweh9vthtVqhc/nW3MhmkAgQEtLCzQaDcxm84K6E+b1iEQi8Pl8dVHhXw4yvIVMewJAoyArLcxcLpf2+arVanC5XORyOfh8PjqhjeUjSic9kueBKM+tpiBtpeeICLWsFmJ7lqJQKMDr9SIcDm9Y/cKGGG5yskmYnFRQ5nI5+P1+5HI52pM6OjqKn/70p3C5XJifn6/4M3Q6HVpaWtDW1rZg55PP5/HCCy/gueeeYx+MTYTowM/NzWF6enrFBV6n09FhFkRGkpDJZBCLxare+1hrkFG2EomEFvZVkmKYnZ3Fj3/8Y1itVszNza3587VaLb71rW/h+PHjMJlMSxaL+nw+zM/PV7UqdjuhUCjQ1NSEYrGIrq4u2Gw2DA0N0YV/KW+NRE8OHDiAo0ePYvfu3UgkEnA4HLhw4QLVjGf5CD6fTzfuTClrcq6JwtlKlKbfNpN0Oo1XX30VV69exY0bN7bPWE+yWyI5blJFWSwWkUgkaE8kEUaZnZ2tWAaQ5ItUKhUaGxuh0Who4UgikUAymcT8/DyGh4dZGc8qQwxNOS140mJmt9sRDodXNLhSqRRGoxEGg2FRyIkZKtvJhpvL5dKog1AoLBsWZ37/dDqNVCoFr9eLqakp2O32ZcWEyPuRNrNS9Ho9uru7sXfv3gXheeDWBpjoJiQSibrdAJNUDqnmFwgESCQSUKvVdKJeMplcEBZlVkSTYkuFQgEul4tgMAi/3w+v1wufz7ej7+9qwBxuk06nK+rZJroIIpGorKJgIpGgU+5Wy0rpK/IZbrcb09PT8Pv92ydUTgy2TCaDVqul1bHFYhHT09NIJBLIZDLIZDJUvYtICK70vn19fTAajTh27Bhuv/12KjYfCATw1FNPYWhoCDdv3qQCFCzVgeShP/vZz+K+++5DR0cHJBIJ/Xk2m8WVK1fw+uuvw+12L3mzEi9kz549+OIXv4iGhoZF0+DIg7rTN10ymQz3338/Ojs70dfXt+xri8Uizp8/j+effx4ejweDg4N0o1oOsimQy+X4whe+gGPHji16jVQqRV9fX9leVJfLhWeeeQZzc3MYHBxc+5fcAUgkEmi1WohEIkilUqjVanz5y19GNBqF2+1GJBLB/Pw8pqenkU6nEYlEkMvlkEgkkM/ncf36ddhsNlp4GI1G4XQ6WaNdBmJMiaY+qQMgktVkbVgOgUCA2267DT09PXTwDiEQCOBHP/oRBgcHcePGjVUdW7kBPuXI5/Ow2WwYHh5GLBbbPoab5OyIMArJQxeLRXi9Xng8HkQiEQSDQYRCITrmbiVDy+VyYTQasXv3bhw9ehR33nknrST3eDx4++23ceHChboePbgRkHoFkUiEj33sY/j85z+/qN8yl8thZmYG165dW/a9iOFuamrCyZMn6UCYUgnCne5tA7fy/H19fTh48GBFrSVjY2N47rnnKhoUQoSJlEolzpw5g4cffnjJ15aTfwyHw3jnnXcwOjpaNWW97YpQKIRUKoVEIoFSqYRKpYJer6eCN8FgEHK5HPF4nNYBpNNpmpO12WywWCxb/TW2BcR5I2t4Op2mojeVFnrxeDx0dXXRrhemiFMikcCFCxfw1ltvreq4mN0vK4Xei8UigsEgnE7nqj5jNWyI4SaDLMh8UqI/TQrTSMU4CT2RRP9SCxJZhORyOfbv34+TJ0+ivb0dhUIBVqsVFy5coA9HPSz4m41CocADDzyAzs5OHDp0aMHP0uk07HZ7RYWFXC4XZ8+exfHjx3Ho0KGyE3PqqQ2Mx+NBq9Wiqalpgd54KUSJjngcy21KSXi2sbERn/zkJ9Ha2oru7u4Vj4W879jYGC5cuACr1YqZmRmEw+G67sgoFAoYGBig4VeSImIqEMbjcdhsNlitVqTTaRo9JO1e9XI/VwNinJk648wW0UpgFkYzW4SJt76W69HW1oYHHnigrNDXVrAhhpuEyckfoVCIWCxG20vIDopU0orFYgBYctYvl8uFTCaDRqPBkSNHcP/999NKw+npafzgBz+gI912enh1K1AqlXj88cdx7ty5RcY2kUhgbGwMdrt9RflGHo+H++67D1//+tcXtD0R6sloAwsH45Dq/FKKxSJSqRTNM1dSxSwQCGAymfDnf/7n2Lt3b0UKdKQ98Nq1a/jOd76DcDhcFXWq7U6hUMB7772H/v5+6pCQTgBSNEWMNIkasudt7ZBzt14tB5KuZY7YXE97VldXF775zW/CbDbXhKJj1Q03h8OBUqlEc3MzlTklxR0AoNFoaCsF0bVubW2lHgUxvMyTS8YYyuVyqFQqxONxuFwuOBwO3LhxA6FQCMlkkg2PbxDMQkOS4wkGg7Db7fD5fLh58yZcLhdCoVDZ3xeJROjr60NDQwM6OjpoIVYpmUxm1XNxtzOk8Im5wBBImDCdTmNoaAg2mw0zMzNLnhe5XA6pVAqdToe2tjZ0d3fT/tdS/H4/RkZGFhSckTbBwcFBOrihHq5BJZBzQbxnZsseKZYiTsdmbD6JBChpT2NOwtrukHO3nnNIhrdMT09Dp9PR0PXg4CCsVuua9OGX0ptgkkqlKo4+rpeqG24ul4uOjg4cP36cFqcx86ENDQ0oFotobm5Ga2srDYETg7BU/oCES4LBIObm5vCb3/wGzzzzDBKJBEKh0IY1urPcotRDHh8fx7PPPgun04kPPvgAoVBoyQpnnU6Hb3zjGzh9+jQ0Gs2SbUeRSASxWKwuVO7I+SRtkaWGO5vN0jG0Tz31FN588006a7gUDoeD1tZWdHR04MSJE/j85z8PpVK5pBDOyMgIvvnNb9ICKeZimUwmkUgk2GeJATGKxLMupRrGZjUQCWk+n0/b0YjHv92pxuYjm83i6tWrmJ2dhUwmw+23347R0VH8r//1v2Cz2eD3+6twpIvx+/146aWXMDc3h5mZmQ35DEJVDTfJRzAnHZGdKtm1kt46iUQCnU4HsVhMW7qW6rkj4wnT6TSdy01mDLOh8Y2FGRYEPioci8VitCOAKEmVIhQKoVarYTQaYTabYTKZqIEq1/YUjUbh9/vXJIqwnWCKnJCcdOn5yGazcLlccLvdsNvtyxa6kNnAJP9mMploxT/TmESjUYRCIVgsFthsNrayeZXUQiqH3C/E+6vXNr3lIBvQSCRCtSDS6TRcLhdcLteqNgdyuRxKpRJ6vX7FEHk2m6XP63JtmtWg6oaby+Uim80ikUggEonQAR+BQAD5fB4KhYJWZ5J53Ezls3Kk02nMz88jEAjg5z//Od5//3243W7WaG8wAoGA3rhEGIFUeTqdTly/fh3BYHDJlqTu7m782Z/9GVpaWtDd3b1sRSbZJV+/fh1DQ0M7Iuy3HOSeJxuh0t5Qp9OJf/mXf8HExMSy87TJRvnMmTN47LHHaOslE/IZv//97/Hv//7v8Hq9G9ZfyrJxkGEbJErJ5/PZNOEylN7fzB7sSu/9O++8E1/4whfQ3NxMh+4sRSwWw7Vr1zAyMrJk2rBabIjHTZrlU6kUotEoUqkU3G43stkstFot5HI5UqkUFVNZqqGdFBMkk0kEAgG43W6MjY1hYGCgmofNsgQ8Ho92B5CNVT6fRzabRTweh8/nQyQSWbRoEC9dp9PhYx/7GMxmM5V7XIpCoQCXy4WpqakdL0zBvN9JpSvZ9JKcZSQSwc2bNzE8PLykUhQx2iKRCCaTCfv27Vv0vsz858zMDC5cuFC3CmhbDXkuVgszt05akkiqhYgVsSyEbHLImkOUPMl8jJXWF3KO29racPr0achksiVlTkkkJpPJwOv1wuVyVf37lFL1HDdp0SL5oEQigVwuR8Of5IQUCoWyyjZMbt68id/85jeIRCLweDyIxWKYmpqq9iGzLEFjYyMeeOABmM1mNDY2Uo87Go0inU5TY1MaQjx16hTuuecetLW1ob29HUqlctmiDuDWhsBqtWJwcBDBYHBHG25CLpeD3W7H1NQULeQcHR3F+fPnYbFY4HK5yhaJkWJBjUaDz372s+jp6cGZM2cWvMbpdOIXv/gFnE4nXfivXbvGemZbyIEDB/Dggw9CIpEsKPQsR7FYRDabpQWDk5OTCIVCcLlcSKVScDqd4HK5Oz6ttBZEIhFOnjyJ/fv348CBA+Byuejs7MRf//Vfw2q14rnnnsP09PSSvy8Wi/GJT3wCBw8exJEjR6BSqaj6Zzmi0Si8Xi9sNtum1RlU1XCTBdzpdCIQCNC8NPn/fD4farUaUqkUxWIRQqGwrGoTYXx8HE899RRCoRDtYWXZPPR6Pe68806YzWZotVpquElL31Khp4MHD+LP//zPIZPJqNTjShQKBTidTkxOTtaF0QZubVbcbjcsFgut+xgbG8PPfvYzBAIB+Hy+JYvRiOH+zGc+g3PnztH/T/B6vfj5z3+OwcHBmsjNsgA9PT348pe/DLVaDZlMtqT3Ta5XMplEJpPBiy++CB6Ph/n5eTidTuoQsSyGRKEOHjyIe++9F0ajERwOB2azGY8//jisViv+8Ic/LGu4hUIh7r33Xnz605+GWCymHVFLkUgkYLfbaVR5M6i64SaFaMDC0Yykj44MLR8aGsKFCxeg0+nQ3d1Nd6DFYhGDg4OYmJjAlStXqMfOLjybB2lRUiqVMBgM0Ol0tIWL5NcaGxvR29tLJ+Dk83nodDrIZDIqh7qU/jYTIg1JRq/W03Umz4PL5aLFM5OTk4hEIlT/uhwNDQ247bbb0NLSAoPBsMhgz8zMYGxsjKp41dM53SrIzGgyrlggEECv10MqlUKr1UKpVOLEiRNU12KpQlyv10slm0n9yLVr1zA3N0c3cvV8PZnnrPQ8cLlcSKVSKJVKqNVqaLVaSKXSBUXT5ebal/uM0lD7cmuY0+nEhQsXYLFYNq0jZkM8bqZMHZNCoUArZDOZDObn57F37148/vjj0Gq1EAgEyOVyePbZZ/HjH/+Y9nbX8426FYjFYqjVajQ2NqK9vR1Go5FGRuRyOcRiMbq7u3HnnXfC7/djbGwMmUwGR44cQWtrK44ePQqlUllRPo9UYnq93rrzIkionMPh0GdmamoKHo9nWVnTXbt24Vvf+hbMZjP0ev2Cn83MzODZZ5+FzWZDIBBgn51NgDwXBoOBPjsKhQLHjh1DU1MTDhw4gJ6eHjrKdjkjMDc3h3/5l3+B3W6nhoBodVei072TKTWipap0pE1Op9PBZDKhpaWFrkHMHHcl08KIzkgl0cKxsTH86Ec/QigU2p6hciZLLRikUIYI9CuVSoyMjEClUoHP56NQKMBms1W9gb1UW5tlafR6PXp6eqjnTIw22YnyeDwoFAq0trZCqVTSfFxHRweMRiMtRFvuAYlEIvB6vYjH45ibm4Pf70c4HN7Eb7m1kPRCOByGWCxGMplEKpVCMBhcpLVPzr1er0djYyN6enqg1+sXPDNOpxNerxdjY2Ow2WzweDybFrarNwQCAQwGA9UwJ22PZBAJGWXc2toKg8FArxWwsDCR2f9NiprGxsbgcrng8/kQDofrbjNbDiI4o1AoaESDy+UiFoshmUzSQj25XI7u7m4YDAao1eoF3UrMFkzSSrfUTIt8Pg+LxYLBwUE0NDSgubl5gegO8FFqz+fzYXZ2lhZhbxYbZrhXwufzIRqNYnp6Gh988MGCViG32121zyEPCnn/SsbC1Tvnzp3DX/3VX0GtVkOj0SzYdZJOgM7OThgMBtpBUCgUIJVKqSzkSrvaoaEhPP300/D5fJiamkI0GoXH49nor1YTMNsmR0dHMTs7Sw13OdUyPp8PPp+PBx98EH/xF38BjUYDk8lEF7BcLof//M//xM9+9jMkEgkEg0HakslSfQwGAx599FG0tLSgr68PTU1N9Boxh1FIpVLw+fxlnwfSOfO73/0OTz75JCKRCM2VshuvjwZWGQwGHDlyBAqFAo2NjRCJRBgdHcX09DRNR5hMJnzuc5+DyWSiUcJSuFwuFAoFtFotHVlbSiKRwFNPPYUXXngBjz76KP7iL/4CIpFowXXM5/N49tln8cwzzyAQCFQ0krqabJnhJjdmLBarupIN2Rkxd0msp70yZJOj0+mwe/fuJXNxHA6HDpBZDaRlIpPJwOPxYHJyEl6vl456rSc4HA4Vskkmk0gmk3R+fOm9SjyKhoYG7Nu3b4FEKjH48/PzVR+/yUapFkPma7e0tGDXrl3o7e1d9dAJ0sJFZkOn02nq4bGtXQsh67hIJIJarYZarUZDQwMkEgkcDgfEYjFkMhmd2NbR0UFD5OXy4cyN1VJhcNIZZbfbaTRQoVBAJBLRdudsNguHw4GhoaEtmUa5ZYZ7IyGtNWT+LRmEsVGzUXcCxBgzd5aV5IJWQz6fx/nz53H58mVMTk5ibGyMGqx6gigBEuNNvG+ymDPvUQ6HA7FYDIlEQsN7xCOPRCL47W9/i+npafT391f1GHk8HmQyGbhc7oKJfvX8/JD1pK2tDQcPHsSuXbsWzZKvhGQyidnZWQSDQbz55psYHR3F2NhYXeevSyFrD3NYSC6XQzqdRiAQAJ/PX5Bek8lkVIhmqXuUFEhHo1EalVoKUmh94cIFeDweHDx4EF/96lehVCrhcrkQDofh9/u3rFhwxxluZqGISqWC0WhEMBjE1NQUO2JvBZg5u+WqNys16OWKE8fGxvD666/D7/evWn5wJ0FEV8j3J7UfS/VsE4VB5utisRj6+/tx7dq1qs97Jp4ln8+nAzTq/fkRCoVQqVQLip9Wotz5ymQycLlccDqdOH/+PC5durQRh7stYa4tzJoa8qwQ8ScOh4N4PI5kMgmRSEQjeaWdTEyI4SYpqZUoFouYmJjAxMQEwuEwHnvsMYjFYgQCASrNvFXr144y3KSEf/fu3Th58iQcDgdGR0cRDodZTd8VEAgE2LdvHzo6OtDV1UV3nMxwEjN0WonxJiHBaDSKN954A3Nzc7h8+TJcLlddD7IoHewBLK6QZYb0iHqdzWbD66+/jlQqBY/Hg2AwiOvXr8PpdK5biEMqlUIsFqOpqQk9PT2QSCRQq9UoFAq4dOkSFT6q140WALS0tOC//bf/RkWFKiUYDCISicBisWBgYADRaBQ2mw3RaBR2u30Dj3j7UarjT9KciUQCs7OzC4RQnE4nIpEI1QtJp9N44403YDKZsGfPHjQ1NdFnzeFw4N1336XV+qvFZrPhZz/7GWQyGVwuF2KxGCYmJqr63VfDjjLcpJDhwIED+OQnP4nXXnsNzz//PKLRaN33P66EQCDAkSNHcPr0aXR1dS1oPSndBVdKoVCg+eynnnoKFy9eXHI3XG+UnoNyPamk+lUikUAmk2Fubg6//vWv4fF4cO3atQWhwfWeTzLJ79ChQ/j0pz9NR+imUim4XC7Mzc3V/TXr7OzEo48+SlNxlVAsFuHz+WC1WvHWW2/hySefpP31QH1vhMrBNNhMR4EYStJuTFJG+Xwe4XAYbrebFjU3NDTg4Ycfph0XhUIB/f39+O53v7vmGRdzc3N48sknAYAWkG5lPcKOMtzArYtss9kwMDCAmZkZZDKZug/xVQJpTXK73RCJRFSEheiUk0I1iURCizTK5cGJp57P5+ncZ6vVCp/PxxbelGG5fBwRM0okErQjIpVK0X7Rap5P8nmRSAQzMzP0HkilUvB6vVtSgFNrBAIBDA4OorGxEQKBAEqlEiKRqGz1cqFQoPUb09PTuHnzJqanp5FKpdjnYAWYET0S3mZudEgtCLkfycY1m83SvPPQ0BDtdsnn8xgeHqZiXmuFRB+Zx7BVcIoVWrRqFyptBKRhXqVSQS6XIxaLwefzVeUE17Lhr8a1EQqF+NjHPoa2tjbaLyyXy2E0GmlFJxlm0dDQQCudyxnuVCqFeDyOq1ev4h//8R/hcDhoeHwjqNVrs97rQn6fOfKWDCIhxWLVQqPRQKlUQiwWQ6FQIJfLwe/3I5PJLBiPuBpq9boAa7s2Wq2Wzj3/6le/ivb2djQ0NNCwOQnrkkiTxWJBKBTCv//7v+PFF19EOp2umQLZWjiGcpBNUDmngFkPUu74ibIjj8ejxcmke4mpkbAWZDIZmpubAYCuZRvhEFb6fjvK4yY7r2g0ing8vuW7ou0ECUcRzzibzUImkyGXy0EkEiEajdLpOLlcDjKZDGq1esHOmFRGExlU0lLhdrvrrnK8GpCHeDM8NLIZIEYnk8nA5/PVnQztciSTSbhcLojFYthsNnC5XKTTaSgUCgCLDbfVaqWStj6fb4uPfnvAbNsqVwfC/He53yXDj0j0iBhu4rmvFVJzUnqcW8WO8rhLCxvIQ1QNtvpCLUc1rg2pxiehP9KCQXawAoEAPB4Per0eGo0Ghw8fxic/+UmIRCKab5qenobX68Xg4CD6+/sRCAQwNTW1rHxnNajVa7MdnhlC6Yhd0nO/nuenVq8LsLZrQ+oOJBIJWltbqR7/cqHybDYLu91ec+JCtXptyskklxrwSiAaHtWqAVEoFGhrawMAKkW7EbU6detxM//LUjkkUhGNRpd8DYfDoSFViUSCO+64AxKJBPl8HplMBna7HVarFTdu3MClS5fYvtRtxFYX22wHCoUCrV4OhUJbfTh1wVrXdGYOvBqQNBX5+1YX2O4ow70RbCevaTMgxR6kvYV43Ol0GiMjI5iZmYHT6WQ3TywsLKumVM2sXOvkZkJaMkntR7FYrGh40kbDGm6WVUEqKmOxGBwOB4RCIRU1mJ6exuTkJPx+P1tbwMLCsmqWc5S2wnCT9IhIJIJMJtt+hpvkcXZ6P3Rpz/JGSH9Wm83QlCZVzUKhEGKxeIEUJlEiYkpjsvrwLCyVQ0KxSqUSra2t4HK5CAQCSKfTSKVSyGQyyOVyyGQyW32oG4pYLAawcHQnaUUsJwlcbYhSm1qtphLQYrGYChRlMhna5bGVbcYVG26RSLSgcriUnbBIl4ZpyEWsdTbacDMHtpCQEZfLRSQSof3fyWQSkUiEFqJxudyqFgeysOxkSAGoyWTCJz7xCQgEAty4cQM+nw8+nw/BYBCJRKLqbYC1hlwuB/CRo0AKX7PZLJLJJJ2mthHngIz8FAqF6OrqQnNzMyQSCeRyOXK5HJLJJGKxGA2fb2Weu2LDvZR61k67icp519vB494sL5cZgSBGmfkw7bT7gWVt1PozU6uQTg6hUAiBQAA+n79oFvROhlkAVk5FbTXnoNxrV1qfyGfx+XxqxAUCwaJjWu2xVJuK28FYWFhYWFhYtp7yA0lZWFhYWFhYahLWcLOwsLCwsGwjWMPNwsLCwsKyjWANNwsLCwsLyzaCNdwsLCwsLCzbCNZws7CwsLCwbCNYw83CwsLCwrKNYA03CwsLCwvLNoI13CwsLCwsLNsI1nCzsLCwsLBsI1jDzcLCwsLCso2oeMgImfZULXg8Hvh8/oLJVtlstqamSTGPMZlMbvXhLAmfz6cDPtZzjcgwA+CjwSXlJsHVEhwOp6buGSZGoxGFQgHRaBSpVArAzhvKsxy1/F1X88yQ54JMu6vl71UptfodamWQikAgAI/H2/QBSpV+RsUe90YddK3eQExq/RjJ8VXjODfyu27EQ1nL12anLPI7kWo+Mywsm03F08GqveiWjkerxdnNZA41gJr2PKsZDSm9JtV+341YKGt18ZVIJDRqkc/nt/pwNp1avS7A6p+ZjZ55v9nU6veoFY+bjFHdbLtU6XXZMsO9najlcCxQ+9dmo+e3s4tQbVKr1wVgr02tXhv2ulR2XSrOcbOwVApz4DyJWBDy+XxNb4JYWFhYah3WcLNUHWKwuVwu+PxbtxizEIg13CwsLCxrhzXcFVCrYaVaQCQSobm5GRKJBGq1GlKplBrubDaLWCyGdDoNh8OBeDxe96Ewlvqk9L5n1xSW9cAabpZ1odVq8eCDD6K1tRXHjx9HR0cH9ay9Xi8+/PBDuFwu/OpXv8LMzExNF/mxsGwEZCO7WS1FLDsf1nCzrAmhUAiZTAa9Xg+TyYSWlha0tLTAbDbTNqhCoUAL+6rRZ87CUi1IxfBGQuo7eDweuFwuCoUC7QlmYVkPrOFmWRNdXV246667YDabcf/996OhoQFqtRrArf7lbDaL+fl5/OIXv4DdbofT6UQymWTz2yx1AZfLhVQqhUAgAJ/PB5/PRzKZRDgcZg13DUOKamt9ndo2hpvkiHg83oJ8EdnFsmwOxHvQ6XTYs2cPTCYTWltbodFo6GtyuRxSqRSCwSAmJibgcDhq/kHYSZRW9BNDsVpBGPI+bKRk9XA4HIhEIohEIvB4PPB4PGSz2XW/J1PZEADrwVcBLpdL7Qo5v8yoYS3al21huEUiEYxGIxQKBc6cOYOuri6kUinE43HMzs7ilVdeQTQa3erD3PHweDx8/OMfx9mzZ9Hc3Iy9e/dCLpdDIpEAuHWzFwoFvPvuu3jllVcwPz/PehibjEqlgtFohEajwaFDhyCTyeDxeBCNRjE1NYXR0VF6nZaCw+FAKpWis7MTIpEILpcLkUgE6XQa6XR6E7/NxrIR4XIul0vTSCdPnoTBYMDg4CAmJyeRzWbX/HkcDgcmkwn79u2DRCKBRqNBoVDApUuXMDU1VdXvUG8cOnQIDz/8MMRi8YL21WKxiLfffhu///3va854bwvDLRQK0dzcjKamJnzmM5/BHXfcgVAohEAggEuXLuHChQus4d4EuFwuzp49i69//etUx50J0fW9du0a/vVf/3XdHgbL6pHL5Whvb0drays+85nPQK/XY3x8HC6XCwAwMTFRkfGQSCTo7u6GQqFAsVikC9dOMtwbAZfLhUgkglKpxMGDB9HR0QGHw4Fr166t+T2Jd93Y2IjTp09DrVajpaUF+Xwe8/PzrOFeJ729vfja174GpVK5yHDn83m8/vrrrOFeDQqFAgaDAQaDAWfPnoXRaERTUxM4HA6EQiEUCgWkUukikY9qU+8tTFKpFKdOnYLJZEJfXx8NlxOKxSLS6TTef/99zMzM4MMPP2RD45uMRqOBSqXC7t27ce7cOTQ0NKCpqQlyuRwNDQ3gcrloamqCwWBAIpFAOBymixGHw4FMJoNUKoVarYbJZIJWq8WJEycgkUiQzWYhEAjgcDgQjUbZCEoZSJjVaDTi7NmzUCqV4HA4sNlsiMVia35fLpeLw4cPo7e3F+3t7di3bx8NwScSiQ1f++qFUglugkQigU6nQyKRQDQarZl1raYNt8FgwMmTJ9HZ2YkvfvGLMJlMEAqFAG4ZE4lEApVKBR6Pt8VHurPRarX4n//zf+LcuXMQi8ULPG2yK43FYvjpT3+KX/3qV8hkMjW3Q93JcDgctLS0oLu7G6dPn8bjjz8OmUwGgUCAYrEILpcLg8EAi8WC9vZ2BAIBxONxugiRnzc3N6O3txd33303dDod+vr6wOfzIRAIFhiinWK4qz3tUCAQoLe3F3/zN38DkUiEp59+GkNDQ/B6vet634cffhhf+9rX6GekUilYrVZ4vV527asSTMPNRKVSoa2tDYFAAIlEoj4MN4/Ho4aWFFFUInlJdq8qlQodHR1obW2FUqmEVCoFcOuBY8pqbiT17G3L5XK0traipaUFTU1NdPEGQCtk0+k0TVsQj4xlY+Hz+ZBKpRAKhdDpdJBKpejp6UFHRweam5shl8shFosB3HrumMVqxBCLxWIIhULo9XpIpVK0trbCaDSis7MTTU1NUKvVkMvl9DnUarW0lmEnUO3Nh8FgQEtLC3p6emihZjweh9/vpyNdK4XD4UAgEKClpQUajQYtLS2Lnj2bzQaHw7Eub76e4XA4MBqNMBgMaGtrW1T0TCA2SCgUwmq11kz6b0MNt1wuR3NzM4rFIhKJBLLZLEKh0IqzrUUiEYRCIfr6+vDYY49Bo9FAq9Vu5KEuST0b7n379uHv/u7vYDabYTabF5yLubk5nD9/Hi6XC++++y58Ph8cDscWHm39oFKpsH//fjQ1NeFzn/scurq6IJFIIBKJIJPJ6GYZuGWgMpkMEokEcrkcbVMym81QKpX47Gc/i127dqGxsRE6nQ5isRgKhQI8Hg8ikQj5fB6tra0Abl3zen4eluP+++/HX/3VX0GlUsFgMMDlcmFychIDAwOrMtwcDgd8Ph+NjY34m7/5Gxw/fpymBwlutxs//vGPMTY2BrvdvhFfZ0dDCgj/5E/+BI899hjUavWSm9IDBw5AJpOhv78fIyMjK9quzWJDDDefzwePx4NCoYBer0exWEQ0GkU6nUYikVjxy3O5XAgEAigUCjQ3N0OpVC56TS6XQzabRSaT2bDwRb0uUsQz02g06O3thdlsXvSaWCwGi8UCq9WKkZER+P3+VX/OZohg7EREIhEaGxthNpuxZ88e9Pb2LnoNiW7lcjnE43GEw2FqvIvFIgQCASQSCcxmM3bt2oWGhgZotdpF93yhUKBeOhuWXRq9Xo++vj6anigUCojH44hEIqt6Hz6fD6VSCb1ej56eHuzfv5/+jDwr6XQaVqsVs7OzbLHgKuFyubSeo729Hfv37192nReLxQuiT7VC1Q03h8PB7t270dXVRXNuhUIBTqcT4XAYL730Eq5fv75sSwrJXRPd63JMTU3h5s2buHHjxqpDUZVSr0bFZDKhs7MTfX19EIlEZV/jcrnw9ttvw+fzrSpcR6rRORwOeDweCoUC0ul0zeSOtgMmkwmPPvoozGYzjEZj2dcQffhQKITnn38eAwMD8Hg8cDqd9NlLJpPwer3w+/1lN8fArQ3y0NAQrl69isnJybp9JpaDzG4GQDdK0Wh0TfK+u3fvxle/+lWYzWb09PQs+BlzM5bJZNjnZg2o1Wr89//+39HX14fjx4+v+Prr16/jxRdfhMViqam0RNUNN6le3bt3Lw4cOIC77roLhUIB8/Pz8Pl8uHz58rJD7El+RyKRQCgULjnL2ePx4ObNm5iZmdnQvMN2WKiq7bmq1Wp0dnaiubl5gZfF/IxwOIyJiYlVeRTEWJOIDJ/PRz6fRyaTqdqx1wNqtRpHjx4tGwkh1yibzSIQCMDtduPq1as4f/78gteRkGw0GkU8Hl/yGhQKBdjtdoyOjsLj8WyL52EzKXUs8vk8UqnUmlUCGxsb8eCDD8JsNi9aJ5mGO5fLsQWga0AqleLMmTM4e/YsZDLZgp+V3tvFYhFWqxXvvvsuwuFwTa1TVTPcPB4PBoMBcrkchw8fxpkzZ9Dc3AyRSIRCoQC9Xk/VhJajWCwim80imUwinU4vOJlkEQkGg/jwww/x/vvvw+fzreqElob8CoUCDR9u10WJnFPyMK/3e7S3t+Pee++FyWSiRU7ArXN18eJF9Pf3Y2BgoOIwnUKhwL333ovW1lYIBAIIBAL6M7fbjZdffhkej2ddx1wPHDlyBKdOnUJvby/kcnnZ14yMjODNN99ELBaDx+NBLBbD/Pz8otcxuwGWW5QKhQICgQDsdjsrplMGcj6Ghobw9NNPI5PJ0CjGWvLP5YpuiaEeGxvDW2+9hfn5+XVVqtcjRqMRZ86cgclkQltbGyQSySIdCkI6nabCNpcuXaIFhrUU3aia4SZVkA0NDThx4gTuv//+BZKJjY2NEAqFFVWmptNpxOPxRYY7l8thZmYG09PTuHLlCi5evEiNbiWQjQMp3ikWi8jlcjR0uF0XJYlEgmKxiFQqVZWZ1z09PfjUpz4FoVC4IK+Tz+fx+9//Hj/4wQ9WJQWoUqnwp3/6pzh37hw13Pl8HtlsFoODg3jvvfdYw10Bp06dwre//W1IpdIlDff169fxne98B+FwGACWvRfy+TwikQiCweCS6aZCoQCv14u5ubmaWrhqiWKxiGvXrsHpdCIej8Nms6259oZU/zMNdzabRSqVwtWrV/EP//APiEQirLe9SlpbW/GlL30JZrMZbW1ttEOpFLKOvvzyy/jd736HcDiMQCBQc7ahKoabGMRdu3aho6MDjY2NC24+srOPRqP0hl7pRJT7eaFQgM1mw/DwMJxOZ8XeJQkLCgQCdHR0QK/X0zxRNBrF/Pw8MpnMtvW6+Xw+7dflcrnreqjJZovoKwMfDQ1JpVJIp9MVpyaUSiU6OjpgNpuh1+shEolomJzcHyTfzbIyfD6fVo+X6vW7XC54vV7Mz88jlUpVlF/l8XjQ6XRoampaFDZkQoz/dnw2NgvSFplMJtekY9DS0oLOzk4cOHBgwfUtFAqYmprC1NQUhoeHkUqlWKO9Csgm12AwUJEigUBQNgWbyWTg9/sRCAQQCAQQjUapM1RrrNtwM3uuP/WpT+G2226DSqVa8BpSBenxeBCJRNY8kzmTyeDixYv49a9/vaocEo/Hg1KphEKhwIMPPoijR48iHA4jGAxienoav/nNbxAOh2tWUH4liMedzWbpZmY93lG5yuJwOIxYLLaqdoiOjg785V/+Ja1cZtYslG4OWFaGGO7ShYdoVp8/fx6Tk5MVp45EIhH27duH2267rSLDzbI0pFaAKQ+7Gu6++258/etfh1qtplP2gFtRxl//+td46qmnkEgkNqwQd6fS1NSEPXv24MCBA2hra4NOpysbIiedTx988AHsdjump6cRCARq9r5ft+Em7QtarRY6nQ56vZ6eGOZOxu12w+FwIB6PL/t+HA6HtpGpVKpF0prxeBzBYHBVuyCBQED7VE0mE0wmE2QyGSQSCSKRCCQSCRKJBNLp9LY03OWk+tbyHlqtFnK5HGq1esF75fN5eDwe+P3+VQmskOEwzc3NiwT8iYCL3+9f80au1iHnsFo79tKpX/l8HuFwGMlkEg6HA1arFX6/f1WpI7FYTFXWmJD32K5RqM1mpcEt5SDPnEwmo7PsxWIxeDwecrkc9frsdnvdaCRU65khET2VSgWz2YzGxkaIRCJ6n5emYEn01eVywel0IhaL1bQtWLfhNhqNuPfee9HS0gKTyQQ+n79gnGA+n4fD4cBTTz2FiYkJWCyWZd+Py+Xirrvuwsc//nGqWMNkLbv/5uZm/PVf/zW6u7upGhFpp5BIJHj33XchEAhqShlntTAX2LXc9FKpFF/5yldw5513UiUhQjAYxP/7f/8P/f39ZQudlntPEiovzSkNDQ3hl7/8JWw2G5vfXiPhcBjPPPMMxsbGcPPmTYyPj68qlEo6OEpD7wTWaG8szGeOqKMRBa9AIIDvfe97GBgYqKshIqVjNdcCh8OhUwtPnz6NP/uzP4NKpVpUF0Lub7/fj5mZGczPz+N3v/sdrFYrbDbbur/LRrJuwy2RSNDW1gaz2QyJRLIohJfNZhGJRDAyMoLh4eEV34/L5cJsNuPIkSNldcjXcjFlMhkOHjyIffv2QSAQgMvl0h0yqYSXSCQ11WC/GtZrtIFbkZO+vj7cddddABa2mGUyGYyMjOC9995b9XsqlcqyPcJ+vx8ffvghPB5PzagRbTcymQzGx8fR398Pi8Wy6kpj4r0vla4g9xVrvKsPGZS0d+/eBc8cWT9TqRSuX7+Ot99+u67OfzVaWzkcDiQSCRQKBcxmM/bu3btsRCmVSsHn88Hj8VBRqUQiUfZ9mb+7lazbcIdCIfT398PhcKCzs5MqnslkMszMzODSpUuYmZlBKBRa9n1IgZtYLIZGo0FDQ8OSnsBqKC22Yp580kMcjUYRjUZrOjSyHGRiEwn1r7WadSk2YvFOJBKw2WwIBoPbNsqx1eTzebjdblgsllVrxK+k9Z/L5RAMBtektc2yPMTZIQVTS12Det04rXfNF4lE+KM/+iMcO3YMBw8eXNEhIzaLTMYDbtk1MlSkUChAKBRCpVKhWCxSZ2Mt6ZFqsW7DHY1GMTQ0BL/fj7Nnz0Kr1dIhCFarFa+++ipcLteKQh1kByqRSGjOvFowPQum4SbtYPF4HIlEYtsabmZRTDWL0jaSZDIJj8dD25Z2Khu56ObzeQQCATprezWsNKAnl8vR4TGsrGZ1EYlEaG9vX1LOmVCPRrsaCIVC3H777fjc5z63IHVbCjm3PB4PUqkUSqUSjY2NKBQKdBIbEbyRyWQwm83I5/N07sZWOhzrNty5XI6KPVy6dAnz8/NQqVRQKBQYGRnB/Pw8wuHwsl+Sy+VCoVDg3LlzaG1tpVJ/paGJ1d7EIpGIFlvxeLwFv09mEpMRh8lkctsabnLc63nIc7kchoeH8dZbb6GtrQ1dXV1wu914//33YbVa4Xa7K34v0npXGjEhw2ZSqRRisVjNVmxWi2otuqR9jmw8s9ksvX/XsngYjUbcdtttdOpbOSKRCC5evAiLxVI3hVEbTXt7O44dOwa1Wo3u7m6o1WoYDIYFr3E4HHjvvfdgsVjWtCHb7qzHeZBIJOjo6EBDQwP0ej19blb6LLFYDJ1OBy6Xi1OnTiEcDiMcDlPRlXw+D5FIBK1Wi0KhgH379lHd/3w+j7m5OVy9enVTDfm6DTdTKeg//uM/6ALD5XKRzWapiMpSRpEMFNHr9fjKV76Cs2fPllVXW8vuUyaT0XGFzGrCYrGIYDCIubk5WCwW+P3+bS1qUI3jTqfTeOONNzA2NoZPfvKT6OjowMTEBP72b/8WNpttVZ6xSCSCQqGAXC5fZLiDwSC8Xi98Pt+ON9zVgojWkG6NdDoNl8sFl8u1Jm949+7d+M53vkPrUsrhdrvxb//2bxgaGmI97ipx7NgxfO9736O9xGTtIxSLRYyOjuLb3/42bDZbXdd+rCXXrVarce+996K9vR0dHR2L8trlPgMATe22tLRg7969S6YoSgvnSKj8+eefx/DwMCKRyKZFSKoiwEIMM/NGqzSRL5fL6cxtg8EAhUKx6DXMwfGVGBAiRKJSqdDa2orm5uYFamnFYhGxWAwul4u2I9W7wATp1RYKhbDb7dTTCgaDq+691+v16OrqQltbG52WBNw694FAADMzM/B6vazhrgBS+S0Wi6nhTqVScDgccDgcazKqfD4fCoWi7LNGKBQKSCQSK7ZvspSHjE8VCATQaDRQKBTYtWsXNBoN3dAy10iPxwOHw4GJiQkEAoGaGmixmaynOI3H40Eul0OpVC5ZjFbu88jv8ni8RfMxloJp3KVSKW0/21aGuxwrfQGSd967dy/+9//+3zCbzWhvby/7WpvNhu9+97uYmJjA5OTkip8tFoshFouxb98+PP744wtGFubzeeTzeUxPT+P111+HzWajRQj1TD6fh8VigdPpBJ/PRyQSgcViocVjq+kNPnfuHP7yL/+SKhUxP+PKlSt48cUX4XA4akq0v1Yhvahk8QduTWZ76aWXYLVa6zKcuh0QCoXYt28fGhoacP/99+PMmTNQq9VLTjx89dVX8cMf/hDBYBDBYHALjnh7Qza4REtkuZkYpWvZWsPz5PdIlJmkYzfDeG+Y4V7yA///YgGSA21oaMCePXvQ3NwMPp+PQqGAVCq1YFH3+XyYmJjA2NjYkjtR0gLA5/Mhl8shk8nQ2NiI1tZWaDSaBR53oVCgHncgENi2IfJqk0qlkEql4Ha7MTMzA4/Hs6LRJkPpyY3L4/FgMpmwe/duKnEKfHTeg8EgLBYLO7CiQkhPqkajoYt+Op2m6YbVbH5I10ZpCoNJJpOhNQjsc7F6SGEuWX+am5vR3d29YO4zue/JaNVMJgOr1YrBwcF15UlLr2k9Pl+kmCyRSNCCaKZwETHw5O/Mc7YWA87sztjM4t5NM9xkjGNPTw8aGhrQ29uLAwcOwGQyUW+YqJf97ne/wzvvvEO941AohMnJScRisbIhWy6XC41Gg0ceeYSGo5RKJZqamqiICwmBkIXJ7XZjYmJiyfesZxwOBx1NuJJh0Ol0+PjHP043SVqtFrt376YKUBwOh4ZdSeiV6J3X48KyWkQiEe6++27cdttt6O3tpRslnU6HRCKxSKBoOe655x488sgjMJvN0Gg0ZV8zMDCAZ555Bna7HU6ns1pfo27Ys2cPvvKVr9ACKalUitbW1kWvI4WaP/nJT3D58mWMjY2ta6MkEAjoGkc8v2QyuaohTLXAeoxfIBDASy+9BJVKhcbGRiiVSvrd5XI5TCYTVCoVTp8+jaamJjo3Yb1sRdvephhushsRCARoampCV1cXTp48ifvuu496AaQPOR6Po7+/H8899xxyudyKO1Byo8pkMpw6dQonTpygcqmlUqBkhGcmk0EkEoHH41nTQICdTiQSqXjOtlwux5EjR6hXsdSM6HQ6TSMppKaAZWUEAgH27NmDs2fPQqFQ0MEsMpkMcrm84oWHw+Ggt7cXjzzyyLLG3mKx4Le//S2CwWBZEQqW5WlqasKnPvWpZWelk7+n02lcvnwZzz777Lo/l8fjQSQSgcvl0sjldi0qXKvxjsfjuH79Oo26ikQialB1Oh16e3thNBqxd+9eNDQ00Ouxns3CVkkDb5rhFgqFEAgESKVSCAaDGBkZoUVt8XicKqwlk0lcv3694sXdbDbj3nvvRXNzM3bv3g2NRrOshCNzZOh6+553OszpXSS8JJPJIJVK0dzcjL1796KpqQmHDx9esrCQuRstFm+Nd+3t7YXL5aLXvd4LA8tBektJa6VMJqMGlwh4cLncFcfkikQi3HPPPejt7cW5c+dWNPT5fB7pdHrNYynrFZL6K1WPZELWO4/Hg9dffx1WqxWjo6NV+fyOjg4cOHCA6tYnEomKIma1Brnn1rIeEMesUCggHo8v+O4ymYy2qfL5/GX7uyv9rBs3bmBsbAxXrlxBOp3e1HVs0w13PB6Hz+dDNBrF6OgoIpEIZmZmkEwmEYlE6IJR6aLR0dGB//E//gfMZjNUKtWy3gSRtyPj2kgonqU8zPw1qZBtamqCXq/HqVOn8Nhjj0GhUECpVC47npO5GzUajTh06BDGxsYwNzcHAHSkKstH8Hg8qNVqaLVaKJXKBd61TCbDrl27IBKJlp3qBdwq1HzkkUfwyCOPrNjXCoB2h2xXb22rIC2QMplsyeegUCjQfPYTTzyB4eHhqq0/3d3deOihh+B2u/Huu+/C7/fD7XZvu+dqrcaPrDGZTIZqHTBzz2SNImnT9Y4TLhQKeO+99/DCCy/A5XKtalplNdgUw03CN3w+H4lEAsVikf47Ho8jFovRXX4l+WYOh4PW1lZ0dXXh0KFDUKvVkEgkC5TRmJAbIZfLYWZmBlNTU7DZbKxHsQTk3PL5fDrVixSaabVaqFQqdHV1QS6X01w2c7AME/JvPp8PkUiEpqYmJBIJiMViWnOQy+WQy+XgcDgQCoUQj8dXLeG50xCJRGhubkZTU9OiYjKhUAi9Xo9UKgWlUgmZTEaVnEgrpFwux549e9DY2Aiz2bzshrZQKGBychIWiwVDQ0NszccaICIeCoVigdgTmadtsViQz+eRzWapBPR6zzOHw6FFi42NjdBoNAiFQnRk8XaUEl7vzAXyu8VikRakCQQCKJVKdHR0wGQyLRsVWYpEIgGPx4NUKgWv14tYLIaRkRF4vV4qOb2ZbLjhZuag+Xw+PB7PgtwZkR2tdOoXuRgf//jH8c1vfpNW3K60gyIVnC+//DJeeeUVBINB1ttegvvuuw/f/OY3aZSEuXMlRlooFC7oXywHuaYcDgcymQwymQxHjx7FoUOHkMvlqDgPKaR5/vnnMTAwgMnJSQwPD287b6FaEA/h7NmzaGtrg8lkWnCe5XI5ent7oVar0dHRAa/Xi0AggHA4THu+9+zZg+985zvo6elZshCNkMvl8Oyzz+Lf/u3fqIogy+rQ6/Xo7e1FW1sb7aQgHvYvfvEL/PjHP6b3ejabrUrLFxkM1NHRgSNHjqCjowMejwcTExNwuVzb0nCv15kqXTOIemZHRwf+6I/+aEWZ2aXweDz4/e9/D4fDgfPnz8NqtVKp7K3QLN8Uw80km82ueWgBl8uFTqeDXC6n82uZhqUU5nQrv98Pv98Pl8sFj8fDhgJL4HA4tM/UbDZTL63SkFJpkUZppSUxPMw+VqZgQTwep+Hg7TqlrZqU09cnkAiIRCKh4XRSyCkWi6FUKmEwGNDc3EyHJpQjl8vRGes2m63mRxnWMkQakxS/JpNJBINBxGKxDRkTSepPFAoF7crx+/0IBoNsqgMfyS6r1Wo0NDSgqamJaiGsZk1Lp9NIJpPwer2w2Wx07r3dbt+Eb7E0G2q4mQY1kUhQGdS1vpdMJqPza1tbW6nRXo5isQir1Yrvf//7mJqawtjYGCu4UgaJRIIvfvGLOHPmDLq7u2mF6mrIZrN08cpms1SJiIRvy/U7EuNdKBTgdDoxMTEBr9dbt942AKrsd+PGDXi9XvT19aGzs5P2yRPEYjGOHTsGvV6P6elpWK1WNDY2oru7GyaTCWq1etnP8fv9+Kd/+icMDAxgenp6g7/VzsbhcCAej1NxJx6Ph6effhqjo6NVP7dElU0qlcJoNKK9vR03b97EL37xCwQCgRUnMe50eDwempqaoNVqcfvtt+P++++HwWCAXq+nRbaVMjo6ivfeew8zMzN47bXX6MS8rWbDDTc5Sblcjvb0rub3icdBbtZ9+/bR+bXlYE7JYuqS9/f3Y3h4mG3/KoGcY4lEgt7eXpw5cwYymWzJegEC07CSc53JZGiuNZvN0gpOpodd2qJHrhGpBA2FQmyoFrc2QT6fD1wuF9FoFJlMhhYKArfOG4/Hg8FgQDabRSwWQyKRQFNTE9rb22EwGGgNwVJEo1EMDAzg7bff3qRvtXMhw3M8Hg8Vdbp69SquXbtWtc8gG2A+nw+JREI7PCQSCbxeL65cuVL3rZbEVigUCuh0OnR1deH48eNUTbMSo01sCOkAGB8fx9zcHGZnZ2tGAnhDDDcpPCPhCqYxXc1N1dfXh3vvvRcymQwqlQoymQwHDx5c9nfy+TxeffVVXLp0iZ58n88Hq9VKW49Ww2aq4WwmJAzb3NyMz372s2htbcXJkyehUChWFOcnEM9wdHQUoVAIw8PDcDgcVC+4paUFd955J+0/LncuSe1BLBZDJBJBMBjcdi0sG0Emk4HNZkMoFMLLL7+MiYkJHDlyBKdOnaLSvdFoFOPj45icnKQFUPPz8xgbG4NEIsFrr722rPRjNBplPe0qQTafc3Nz+MlPfoJisVi18LhUKoVYLEZ7ezuOHj0KuVyOhoYGcLlcDA8P41e/+hXm5+eRz+frOlJFupdkMhnuvvtunDhxAt3d3ZBKpauqIk+lUvjVr36FDz/8EBaLBTMzM7TjqVbYMMMtEolobyNZZFa7G+zs7MQXvvAF6PV6GI3GZRchQqFQwKVLl/DEE0/QKk6WxZDebKPRiMcffxx79+5dU245kUhgeHgYNpsNr776KoaHh2E0GtHa2orDhw/jtttuo4ab+dkEInGbSCQQjUbrvpqckM1m4Xa74fP5cOHCBQwODoLH4+HYsWO03SUej2Nubg6jo6OYnZ2lnRLr6YVlWRskcuR0OvHSSy9V9b3FYjFUKhV6e3vx8MMPQ6vVorW1Fel0Gt/4xjfwxhtvVPXztitkTZPJZDhx4gQeeuihNamjpdNpvPrqq3j22Wc3XVilUqpuuEmLgl6vh1wuh1arRTKZpJKlpY3xy0HK+EnR0nI7png8jitXrsBms9H+yGqFjHai1y2RSKDX66HT6RbUClT6Xefm5nDt2jX4fD4MDAzA7/fD6/Uim80iGo1SHXjSMVAsFhdsDJhpjPPnz8Nms8FqtW7Id93OFItFOi6wv7+fboLIeR4dHYXL5aLzzWt1oWFZHWKxGH19fdBqtTAajdDr9eju7obRaASXy8XU1BRt+2L5CBJlLW0rq7QYjRQZ1vqztCGG22Qyoa+vDw0NDdi1axcCgQBSqRRcLhetuqwEiUSChoaGBfKlSxEIBPDEE0/gnXfeoVrYLEujUCjQ1dWF1tZW2lO9GgYGBvDtb38boVCIDqQgg+U9Hg/8fj9MJtOSmuTkIbHb7VSMgs1tL6ZQKNCBIna7Ha+88go9d6TqlbnQsOwMFAoFHnroIRw8eBBdXV1oaWmh8x6cTidee+01zM/Pb3l1cy1BUrJkHVrt88DMbdf687QhoXKSgyF/BAIBzGYzFVxZLhzK4XCoOhepHC8N4TJ3U6TdwmKxwO12V6yxXSk70dsGbqlvNTc3o7GxccXqfDLoJZ1O0yKoyclJBAIBWjhVrlitdM45s0UsGAxSyUeipMdSHhI5IlrvmzXUgCmqU8uL2HaF1Jio1epFHRdarRYtLS1UWEUulyMWi8HtdsNut9PWJFZPfiEkVUQ857W2ljKvRS3e+1U33FwuFx0dHTh9+jR0Oh1aW1uRSCSgVCrh8Xjw9NNPw+12L/n7PB4Pn/vc5/D5z38eer0eYrG47OvIzuj69ev4u7/7O9jt9qqHWjd7VNtmQKou29ra8Md//MdoampaUZAgkUjg4sWLsFgs+OCDDzA4OIhQKIRQKFR2Z8usFGf+lxjzXC6Hixcv4nvf+x58Ph/bP1whxCPYDLhcLq3CJZ0Yte6FbCd4PB4UCgW+/OUv45577qH1QAQ+nw+DwQCJREJV78bGxvDCCy/A6XTi8uXLtE+c5RbMUHc6nUYikYBUKq14gh5ZG5ljp8l6VWtsiMdNRCAUCgWtUtbr9SgWi0saYgKHw4HRaMT+/fuXLSwg3p/L5cLIyAg7grBCyEZELBZDr9dT1blyxpfoVodCIdjtdszNzWF8fByDg4MVf16pt03Ge9rtdgwNDbELT41BNqtkAhmXy12ggMca7rVDVO1IS5dKpUJnZyf27t0LkUhUdjgS83xHo1HMzs7C6XTC4/GwUaoykHuVjG8mHTKryXVzOByIRCJIpVI604L5HrVA1Q13sVhENBqF2+0Gh8NBQ0MDYrEYbDYbLaJZDnJTk9myS3H+/Hk8++yzsNvtGyY4sJNDhKT3VyaTUa+ZnG/Shz02Noaf//zncLvdmJ2dRTgchsfjqfgzmDtgMjzmxRdfxH/9139hbm5uzQp6LBuHRCKBRqOBRqOh/a9vv/02JiYmtvrQtj1HjhzB5z//edp/LRKJcPjwYTpnYSnIOhQIBDA4OIhAIMDWgywBierNzMygv78f3d3dUCqVFYfMiSrhsWPHUCwWMTExgeHhYWSzWZqmYqY1uFwu7V7aTHuxIR53KpVCJBKBUqmkEqdEcWY5KT7myWDeyOW8wfHxcbzwwgsbXoS2Uw03mddLipuYO1ISarLZbHj55ZfhcDjo2Lq1fA4Zt5fNZvHhhx/ihRde2BJ9X5alIZs2kUgEtVqNxsZG7N+/HzKZDDdv3tzio9sZtLa24o//+I8XSG+WslwhZywWg8PhqHodz04jn8/D6/Vifn6eRnqJwV3J8ybRpra2NqTTaaRSKczOzi4Y21k6tyGbzdJw+rY13MViEXNzc7hy5QoaGxvhdDoRi8XQ398Pn8+HQCBQ9veIjjUZH0kKC4gG74ULF+D3+5FKpZDNZvHOO++sO99Xy8UHG43dbsd//dd/QS6X49KlSxAKhQvy0KVTjFZzjsjGi8fjIZ/PIxgM4uLFi7Barfjwww/ZXOkWIRKJIBaL0dzcTBXySE4P+ChEKJfLAWDBCF72mq0OPp9PJ7v19vaiq6sLBw4cgEqlqkjBK5/PU8/6xo0bGB8fx8DAQN1rkFdCLpfD6OgootEokskkuFwuNBoNOjo6KpJy5vF46OjogFwuh06nw+7du2k3FIkg5vN5uN1uOj51YmJiU1Xrqm64yRg7t9sNrVaL0dFRJJNJjI6O0orkchCZOpITJ0aZx+PB4/HgJz/5CUZHRxEMBpFIJNbdp82UY11uUWKGkHcS8/PzVBOcKMqR/zLz0mvZHPF4PIhEIvB4PCrd+fTTT+PKlStrUq9jqQ5isRgajQYHDx7EN77xDTQ1NS2QUQVAoyNWqxU//elPaYqEvWarQyAQoKOjA83NzXj00UfxwAMPLIokLkc2m4XL5YLP58Nzzz2HX//613RDzbI8uVwO169fx+DgIMLhMPL5PDo7O9HY2Agej7diFw2fz0d3dzd27dqFEydO0IgkU5o5k8ng6tWrGBoawtDQEObm5ja1DmRDQuXZbBaJRAJ8Ph9ut5tOyyE7lqUguxq/3w+LxUK9AavVSvuFice9VlYrNALsLI+cbERIOJxpuKslWkOKE7lcLmw2G3K5XNm2MZbNRS6Xw2QyoaGhAWKxmGrJc7lcpFIppNNp+Hw+zM/Pw+l0Ym5uDi6Xa0fmUzdjgSV5UQDLGgtyHIVCAaFQiIpVzc7OIhgMwm63r7h2VspOdELKQRyQQCCAubk5CAQCKlZDnMPlbEG5IkFin1wuF6LRKObn52GxWODz+aoq+FUJG2K4k8kkUqkUVdBiGoelHpZCoUA96eHhYWg0mgUiHVarFcFgcN0nh+QlSluW6glyPUhepprngIwH7ejogEAgwIULF+jwBdZr2zo4HA5aWlpw5swZ7Nq1i7YekaiKy+WC2+3G5cuX8fTTT1PdeKbxYakcIvMsFAorKsIk4dfR0VF897vfhdPphN/vRzKZpFPHWCqHrO+zs7MIBAJwuVzYt28fjEYjOjo6qGOx1Dho8ieTyVBBr0QigUgkgrfeeoum/UZHR5FKpZBMJre/4SZfgIRfgcq8VqJ6EwgEYLPZ6KJC5mev5+Yt15NdbwYbWPidS2UB1wvpOZVIJODz+cjlcvB4PNSbY9kayL1PnqdEIkGLnEi6iHR9kFnDJBxYj89INSgWi1SDPxgMwuPxQCwWQ6FQUMW7XC6HRCKBTCZD1b7I7G6Xy4VwOMw+N+sknU4jHA4jEAjA4XCgUChAIpEgmUzSiBMz2sgchkWuUyqVotcqEonAbrfD4XDA5/PRUPxmOyWcYoVP5maEWMgOSKvVUlEQsuvxeDxr3vmTEn8Oh7NAzWs1nmYtL2C1EP4SCAQ4duwY2traaAdBKpVCKBRCJpPZ0KlftXptauG6AIBQKKR9wzqdDkKhkHocxLMgmysSmq3GYlSr1wUA/e4bBYfDoRvZY8eOYd++fThy5AgeeughZLNZ3LhxAz6fD2+99RbGx8fpWhQKhTA9PU0Ne7UNArknazX6Ve1nhlR/K5VKdHR0QKFQoL29HSqVClqtFmq1GtFoFF6vF6lUCj6fj26kmN0wxKjncjkaCSGzN6rZBlbp+2zoPO7VQm4mr9cLr9db1fcmIXJmoUEtLyzbDTIbuq2tDfl8nnYTuFwutqBmiyG1IrFYjA4jIfUN9ZgqAjZ+U0HEhpLJJDXEKpUKqVQKqVQKDocDDocDV69eRX9//6YcE/mMWtlQbgYkNx0KhTAyMgKRSIRgMAilUonGxkbo9Xq6WSXCUCQ0TtIX5YaWbDU1Zbg3AuLFZ7NZWpRVr4vVRsDj8SCXyyGTyaDX69HQ0ACbzYZoNIpEIlGzO/t6gixCwEdFWbU+/WinQAqkcrkcLly4gHg8jmw2i+npaUQiEVitVvYabALMVFEwGEQymUQ0GqVpIRIZjMVi1NtmRmZrjR1tuJl5bbJrYo12dSGGW6FQQKPRQKvV0mEyqVSKPdc1APEaWLaGcDiMaDQKj8eDwcFB5PN5OlGPZXPJ5/OIRCJUo4AU6pK1arvYh5o13JW2axClGyIMT4YjkGpOIh7BehjVgUQwFAoFDAYDHVwvFosRDAYxMTEBl8tF2/bWcr6JeEupZ1j6XrUe8qvX6Vq1fl2AzRdfYg6/2ErjUOvXhvS5V+sckTRRaf82sxCNCExtp+e0Jg03Uwt2pZPJ5/NpFbNCoYBQKITBYIBGo4HL5cL4+DhtfdouF6VWIZskPp8Pk8mEo0ePUrGcfD4Ph8OB8fFxOBwOmktdyzkXCASQSCR0WAB5uEjIiik7WMuQAQekYrgeYAob1TKbabjJZ7Dr0MoQBUfmM7OW80WuL5/Ph0AgoKJQHA6HTrsjRWhrFZqqJqtdyyo23JulCLOWBZmpcU52V8tNFlvLMbEshMvl0mplZjqC+TCs9YEr96f0NeX+XmvU8zStWr4uwEfXZrOvUS3cD7V8bap5bKXrBPPf5dpit5rVfPeK28FYWFhYWFhYtp7aj2mxsLCwsLCwUFjDzcLCwsLCso1gDTcLCwsLC8s2gjXcLCwsLCws2wjWcLOwsLCwsGwjWMPNwsLCwsKyjWANNwsLCwsLyzaCNdwsLCwsLCzbCNZws7CwsLCwbCP+PxeU/nHPpagkAAAAAElFTkSuQmCC\n" - }, - "metadata": {} - }, - { - "output_type": "display_data", - "data": { - "text/plain": [ - "
" - ], - "image/png": "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\n" - }, - "metadata": {} - }, - { - "output_type": "display_data", - "data": { - "text/plain": [ - "
" - ], - "image/png": "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\n" - }, - "metadata": {} - }, - { - "output_type": "display_data", - "data": { - "text/plain": [ - "
" - ], - "image/png": "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\n" - }, - "metadata": {} - }, - { - "output_type": "display_data", - "data": { - "text/plain": [ - "
" - ], - "image/png": "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\n" - }, - "metadata": {} - }, - { - "output_type": "display_data", - "data": { - "text/plain": [ - "
" - ], - "image/png": "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\n" - }, - "metadata": {} - }, - { - "output_type": "display_data", - "data": { - "text/plain": [ - "
" - ], - "image/png": "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\n" - }, - "metadata": {} - }, - { - "output_type": "display_data", - "data": { - "text/plain": [ - "
" - ], - "image/png": "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\n" - }, - "metadata": {} - }, - { - "output_type": "display_data", - "data": { - "text/plain": [ - "
" - ], - "image/png": "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\n" - }, - "metadata": {} - }, - { - "output_type": "display_data", - "data": { - "text/plain": [ - "
" - ], - "image/png": "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\n" - }, - "metadata": {} - } + "data": { + "text/html": [ + "
 Trainable params: 852,609 (3.25 MB)\n",
+       "
\n" ], - "source": [ - "from tensorflow.keras.datasets import mnist\n", - "from tensorflow.keras.layers import Input, Dense, Reshape, Flatten, Dropout\n", - "from tensorflow.keras.layers import BatchNormalization, Activation, LeakyReLU, UpSampling2D, Conv2D\n", - "from tensorflow.keras.models import Sequential, Model\n", - "\n", - "import numpy as np\n", - "import matplotlib.pyplot as plt\n", - "import os\n", - "os.makedirs(\"./data/gan_images\", exist_ok=True)\n", - "\n", - "# 생성자 모델을 만듭니다.\n", - "generator = Sequential()\n", - "generator.add(Dense(128*7*7, input_dim=100, activation=LeakyReLU(0.2)))\n", - "generator.add(BatchNormalization())\n", - "generator.add(Reshape((7, 7, 128)))\n", - "generator.add(UpSampling2D())\n", - "generator.add(Conv2D(64, kernel_size=5, padding='same'))\n", - "generator.add(BatchNormalization())\n", - "generator.add(Activation(LeakyReLU(0.2)))\n", - "generator.add(UpSampling2D())\n", - "generator.add(Conv2D(1, kernel_size=5, padding='same', activation='tanh'))\n", - "\n", - "# 판별자 모델을 만듭니다.\n", - "discriminator = Sequential()\n", - "discriminator.add(Conv2D(64, kernel_size=5, strides=2, input_shape=(28,28,1), padding=\"same\"))\n", - "discriminator.add(Activation(LeakyReLU(0.2)))\n", - "discriminator.add(Dropout(0.3))\n", - "discriminator.add(Conv2D(128, kernel_size=5, strides=2, padding=\"same\"))\n", - "discriminator.add(Activation(LeakyReLU(0.2)))\n", - "discriminator.add(Dropout(0.3))\n", - "discriminator.add(Flatten())\n", - "discriminator.add(Dense(1, activation='sigmoid'))\n", - "discriminator.compile(loss='binary_crossentropy', optimizer='adam')\n", - "discriminator.trainable = False\n", - "\n", - "# 생성자와 판별자 모델을 연결시키는 gan 모델을 만듭니다.\n", - "ginput = Input(shape=(100,))\n", - "dis_output = discriminator(generator(ginput))\n", - "gan = Model(ginput, dis_output)\n", - "gan.compile(loss='binary_crossentropy', optimizer='adam')\n", - "gan.summary()\n", - "\n", - "# 신경망을 실행시키는 함수를 만듭니다.\n", - "def gan_train(epoch, batch_size, saving_interval):\n", - "\n", - " # MNIST 데이터를 불러옵니다.\n", - "\n", - " (X_train, _), (_, _) = mnist.load_data() # 앞서 불러온 적 있는 MNIST를 다시 이용합니다. 단, 테스트 과정은 필요 없고 이미지만 사용할 것이기 때문에 X_train만 불러왔습니다.\n", - " X_train = X_train.reshape(X_train.shape[0], 28, 28, 1).astype('float32')\n", - " X_train = (X_train - 127.5) / 127.5 # 픽셀 값은 0에서 255 사이의 값입니다. 이전에 255로 나누어 줄때는 이를 0~1 사이의 값으로 바꾸었던 것인데, 여기서는 127.5를 빼준 뒤 127.5로 나누어 줌으로 인해 -1에서 1사이의 값으로 바뀌게 됩니다.\n", - " # X_train.shape, Y_train.shape, X_test.shape, Y_test.shape\n", - "\n", - " true = np.ones((batch_size, 1))\n", - " fake = np.zeros((batch_size, 1))\n", - "\n", - " for i in range(epoch):\n", - " discriminator.trainable = True\n", - " # 실제 데이터를 판별자에 입력하는 부분입니다.\n", - " idx = np.random.randint(0, X_train.shape[0], batch_size)\n", - " imgs = X_train[idx]\n", - " d_loss_real = discriminator.train_on_batch(imgs, true)\n", - "\n", - " # 가상 이미지를 판별자에 입력하는 부분입니다.\n", - " noise = np.random.normal(0, 1, (batch_size, 100))\n", - " gen_imgs = generator.predict(noise, verbose=0)\n", - " d_loss_fake = discriminator.train_on_batch(gen_imgs, fake)\n", - "\n", - " # 판별자와 생성자의 오차를 계산합니다.\n", - " d_loss = 0.5 * np.add(d_loss_real, d_loss_fake)\n", - " discriminator.trainable = False #판별자 학습이 끝나면 trainable = False로 만들어 판별자는 그대로 둔 채 생성자만 학습합니다.\n", - " noise = np.random.normal(0, 1, (batch_size, 100))\n", - "\n", - " g_loss = gan.train_on_batch(noise, true)\n", - "\n", - " if i % 100 == 0: #100 epoch마다 출력되게 하겠습니다.\n", - " print('epoch:%d' % i, ' d_loss:%.4f' % d_loss, ' g_loss:%.4f' % g_loss)\n", - "\n", - " # 이 부분은 중간 과정을 이미지로 저장해 주는 부분입니다. 이 장의 주요 내용과 관련이 없어\n", - " # 소스 코드만 첨부합니다. 만들어진 이미지들은 gan_images 폴더에 저장됩니다.\n", - " if i % saving_interval == 0:\n", - " #r, c = 5, 5\n", - " noise = np.random.normal(0, 1, (25, 100))\n", - " gen_imgs = generator.predict(noise)\n", - "\n", - " # Rescale images 0 - 1\n", - " gen_imgs = 0.5 * gen_imgs + 0.5\n", - "\n", - " fig, axs = plt.subplots(5, 5)\n", - " count = 0\n", - " for j in range(5):\n", - " for k in range(5):\n", - " axs[j, k].imshow(gen_imgs[count, :, :, 0], cmap='gray')\n", - " axs[j, k].axis('off')\n", - " count += 1\n", - " fig.savefig(\"./data/gan_images/gan_mnist_%d.png\" % i)\n", - "\n", - "gan_train(2001, 32, 200) # 2000번 반복되고, 배치 사이즈는 32, 200번마다 결과가 저장되게 하였습니다.\n" + "text/plain": [ + "\u001b[1m Trainable params: \u001b[0m\u001b[38;5;34m852,609\u001b[0m (3.25 MB)\n" ] + }, + "metadata": {}, + "output_type": "display_data" }, { - "cell_type": "markdown", - "metadata": { - "id": "NLP3wHbvuJCy" - }, - "source": [ - "## 4. 이미지의 특징을 추출하는 오토인코더" + "data": { + "text/html": [ + "
 Non-trainable params: 225,537 (881.00 KB)\n",
+       "
\n" + ], + "text/plain": [ + "\u001b[1m Non-trainable params: \u001b[0m\u001b[38;5;34m225,537\u001b[0m (881.00 KB)\n" ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Downloading data from https://storage.googleapis.com/tensorflow/tf-keras-datasets/mnist.npz\n", + "\u001b[1m11490434/11490434\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 0us/step\n", + "epoch:0 d_loss:0.7311 g_loss:0.7190\n", + "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 697ms/step\n", + "epoch:100 d_loss:0.4847 g_loss:1.7822\n", + "epoch:200 d_loss:0.4763 g_loss:1.8269\n", + "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 35ms/step\n", + "epoch:300 d_loss:0.4613 g_loss:2.0399\n", + "epoch:400 d_loss:0.4426 g_loss:2.1402\n", + "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 47ms/step\n", + "epoch:500 d_loss:0.4191 g_loss:2.2167\n", + "epoch:600 d_loss:0.3901 g_loss:2.2943\n", + "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 37ms/step\n", + "epoch:700 d_loss:0.3928 g_loss:2.3347\n", + "epoch:800 d_loss:0.3940 g_loss:2.3309\n", + "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 33ms/step\n", + "epoch:900 d_loss:0.4016 g_loss:2.2807\n", + "epoch:1000 d_loss:0.4027 g_loss:2.2478\n", + "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 33ms/step\n", + "epoch:1100 d_loss:0.4033 g_loss:2.2262\n", + "epoch:1200 d_loss:0.4046 g_loss:2.2102\n", + "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 32ms/step\n", + "epoch:1300 d_loss:0.4074 g_loss:2.1749\n", + "epoch:1400 d_loss:0.4116 g_loss:2.1490\n", + "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 44ms/step\n", + "epoch:1500 d_loss:0.4138 g_loss:2.1212\n", + "epoch:1600 d_loss:0.4169 g_loss:2.0971\n", + "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 32ms/step\n", + "epoch:1700 d_loss:0.4199 g_loss:2.0765\n", + "epoch:1800 d_loss:0.4227 g_loss:2.0589\n", + "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 50ms/step\n", + "epoch:1900 d_loss:0.4251 g_loss:2.0417\n", + "epoch:2000 d_loss:0.4284 g_loss:2.0236\n", + "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 38ms/step\n" + ] }, { - "cell_type": "markdown", - "metadata": { - "id": "_hCg0yYjuJCz" - }, - "source": [ - "### 실습: 오토인코더 실습하기" + "data": { + "image/png": "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\n", + "text/plain": [ + "
" ] + }, + "metadata": {}, + "output_type": "display_data" }, { - "cell_type": "code", - "execution_count": 2, - "metadata": { - "id": "EVUGcO2QuJC0", - "outputId": "2df6d6c3-918d-41a0-aba0-61f91aec8f69", - "colab": { - "base_uri": "https://localhost:8080/", - "height": 513 - } - }, - "outputs": [ - { - "output_type": "display_data", - "data": { - "text/plain": [ - "\u001b[1mModel: \"sequential_2\"\u001b[0m\n" - ], - "text/html": [ - "
Model: \"sequential_2\"\n",
-              "
\n" - ] - }, - "metadata": {} - }, - { - "output_type": "display_data", - "data": { - "text/plain": [ - "┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━┓\n", - "┃\u001b[1m \u001b[0m\u001b[1mLayer (type) \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1mOutput Shape \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1m Param #\u001b[0m\u001b[1m \u001b[0m┃\n", - "┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━┩\n", - "│ conv2d_4 (\u001b[38;5;33mConv2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m16\u001b[0m) │ \u001b[38;5;34m160\u001b[0m │\n", - "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n", - "│ max_pooling2d (\u001b[38;5;33mMaxPooling2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m16\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │\n", - "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n", - "│ conv2d_5 (\u001b[38;5;33mConv2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m8\u001b[0m) │ \u001b[38;5;34m1,160\u001b[0m │\n", - "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n", - "│ max_pooling2d_1 (\u001b[38;5;33mMaxPooling2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m8\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │\n", - "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n", - "│ conv2d_6 (\u001b[38;5;33mConv2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m4\u001b[0m, \u001b[38;5;34m4\u001b[0m, \u001b[38;5;34m8\u001b[0m) │ \u001b[38;5;34m584\u001b[0m │\n", - "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n", - "│ conv2d_7 (\u001b[38;5;33mConv2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m4\u001b[0m, \u001b[38;5;34m4\u001b[0m, \u001b[38;5;34m8\u001b[0m) │ \u001b[38;5;34m584\u001b[0m │\n", - "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n", - "│ up_sampling2d_2 (\u001b[38;5;33mUpSampling2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m8\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │\n", - "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n", - "│ conv2d_8 (\u001b[38;5;33mConv2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m8\u001b[0m) │ \u001b[38;5;34m584\u001b[0m │\n", - "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n", - "│ up_sampling2d_3 (\u001b[38;5;33mUpSampling2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m8\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │\n", - "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n", - "│ conv2d_9 (\u001b[38;5;33mConv2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m16\u001b[0m) │ \u001b[38;5;34m1,168\u001b[0m │\n", - "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n", - "│ up_sampling2d_4 (\u001b[38;5;33mUpSampling2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m16\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │\n", - "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n", - "│ conv2d_10 (\u001b[38;5;33mConv2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m1\u001b[0m) │ \u001b[38;5;34m145\u001b[0m │\n", - "└──────────────────────────────────────┴─────────────────────────────┴─────────────────┘\n" - ], - "text/html": [ - "
┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━┓\n",
-              "┃ Layer (type)                         ┃ Output Shape                ┃         Param # ┃\n",
-              "┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━┩\n",
-              "│ conv2d_4 (Conv2D)                    │ (None, 28, 28, 16)          │             160 │\n",
-              "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
-              "│ max_pooling2d (MaxPooling2D)         │ (None, 14, 14, 16)          │               0 │\n",
-              "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
-              "│ conv2d_5 (Conv2D)                    │ (None, 14, 14, 8)           │           1,160 │\n",
-              "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
-              "│ max_pooling2d_1 (MaxPooling2D)       │ (None, 7, 7, 8)             │               0 │\n",
-              "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
-              "│ conv2d_6 (Conv2D)                    │ (None, 4, 4, 8)             │             584 │\n",
-              "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
-              "│ conv2d_7 (Conv2D)                    │ (None, 4, 4, 8)             │             584 │\n",
-              "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
-              "│ up_sampling2d_2 (UpSampling2D)       │ (None, 8, 8, 8)             │               0 │\n",
-              "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
-              "│ conv2d_8 (Conv2D)                    │ (None, 8, 8, 8)             │             584 │\n",
-              "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
-              "│ up_sampling2d_3 (UpSampling2D)       │ (None, 16, 16, 8)           │               0 │\n",
-              "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
-              "│ conv2d_9 (Conv2D)                    │ (None, 14, 14, 16)          │           1,168 │\n",
-              "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
-              "│ up_sampling2d_4 (UpSampling2D)       │ (None, 28, 28, 16)          │               0 │\n",
-              "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
-              "│ conv2d_10 (Conv2D)                   │ (None, 28, 28, 1)           │             145 │\n",
-              "└──────────────────────────────────────┴─────────────────────────────┴─────────────────┘\n",
-              "
\n" - ] - }, - "metadata": {} - }, - { - "output_type": "display_data", - "data": { - "text/plain": [ - "\u001b[1m Total params: \u001b[0m\u001b[38;5;34m4,385\u001b[0m (17.13 KB)\n" - ], - "text/html": [ - "
 Total params: 4,385 (17.13 KB)\n",
-              "
\n" - ] - }, - "metadata": {} - }, - { - "output_type": "display_data", - "data": { - "text/plain": [ - "\u001b[1m Trainable params: \u001b[0m\u001b[38;5;34m4,385\u001b[0m (17.13 KB)\n" - ], - "text/html": [ - "
 Trainable params: 4,385 (17.13 KB)\n",
-              "
\n" - ] - }, - "metadata": {} - }, - { - "output_type": "display_data", - "data": { - "text/plain": [ - "\u001b[1m Non-trainable params: \u001b[0m\u001b[38;5;34m0\u001b[0m (0.00 B)\n" - ], - "text/html": [ - "
 Non-trainable params: 0 (0.00 B)\n",
-              "
\n" - ] - }, - "metadata": {} - } - ], - "source": [ - "from tensorflow.keras.datasets import mnist\n", - "from tensorflow.keras.models import Sequential, Model\n", - "from tensorflow.keras.layers import Input, Dense, Conv2D, MaxPooling2D, UpSampling2D, Flatten, Reshape\n", - "\n", - "import matplotlib.pyplot as plt\n", - "import numpy as np\n", - "\n", - "# MNIST 데이터셋을 불러옵니다.\n", - "\n", - "(X_train, _), (X_test, _) = mnist.load_data()\n", - "X_train = X_train.reshape(X_train.shape[0], 28, 28, 1).astype('float32') / 255\n", - "X_test = X_test.reshape(X_test.shape[0], 28, 28, 1).astype('float32') / 255\n", - "\n", - "# 생성자 모델을 만듭니다.\n", - "autoencoder = Sequential()\n", - "\n", - "# 인코딩 부분입니다.\n", - "autoencoder.add(Conv2D(16, kernel_size=3, padding='same', input_shape=(28,28,1), activation='relu'))\n", - "autoencoder.add(MaxPooling2D(pool_size=2, padding='same'))\n", - "autoencoder.add(Conv2D(8, kernel_size=3, activation='relu', padding='same'))\n", - "autoencoder.add(MaxPooling2D(pool_size=2, padding='same'))\n", - "autoencoder.add(Conv2D(8, kernel_size=3, strides=2, padding='same', activation='relu'))\n", - "\n", - "# 디코딩 부분입니다.\n", - "autoencoder.add(Conv2D(8, kernel_size=3, padding='same', activation='relu'))\n", - "autoencoder.add(UpSampling2D())\n", - "autoencoder.add(Conv2D(8, kernel_size=3, padding='same', activation='relu'))\n", - "autoencoder.add(UpSampling2D())\n", - "autoencoder.add(Conv2D(16, kernel_size=3, activation='relu'))\n", - "autoencoder.add(UpSampling2D())\n", - "autoencoder.add(Conv2D(1, kernel_size=3, padding='same', activation='sigmoid'))\n", - "\n", - "# 전체 구조를 확인합니다.\n", - "autoencoder.summary()" + "data": { + "image/png": "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\n", + "text/plain": [ + "
" ] + }, + "metadata": {}, + "output_type": "display_data" }, { - "cell_type": "code", - "execution_count": null, - "metadata": { - "id": "PgzyXTuCuJC0", - "outputId": "9dd9b8c5-0348-49df-c81f-e27bbb526777", - "colab": { - "base_uri": "https://localhost:8080/" - } - }, - "outputs": [ - { - "output_type": "stream", - "name": "stdout", - "text": [ - "Epoch 1/50\n", - "\u001b[1m469/469\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m11s\u001b[0m 13ms/step - loss: 0.3038 - val_loss: 0.1381\n", - "Epoch 2/50\n", - "\u001b[1m469/469\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m4s\u001b[0m 5ms/step - loss: 0.1329 - val_loss: 0.1195\n", - "Epoch 3/50\n", - "\u001b[1m469/469\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 4ms/step - loss: 0.1186 - val_loss: 0.1108\n", - "Epoch 4/50\n", - "\u001b[1m469/469\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m3s\u001b[0m 5ms/step - loss: 0.1103 - val_loss: 0.1055\n", - "Epoch 5/50\n", - "\u001b[1m469/469\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 5ms/step - loss: 0.1057 - val_loss: 0.1027\n", - "Epoch 6/50\n", - "\u001b[1m469/469\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 5ms/step - loss: 0.1031 - val_loss: 0.1003\n", - "Epoch 7/50\n", - "\u001b[1m469/469\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 4ms/step - loss: 0.1013 - val_loss: 0.0984\n", - "Epoch 8/50\n", - "\u001b[1m469/469\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m3s\u001b[0m 4ms/step - loss: 0.0995 - val_loss: 0.0971\n", - "Epoch 9/50\n", - "\u001b[1m469/469\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 5ms/step - loss: 0.0979 - val_loss: 0.0957\n", - "Epoch 10/50\n", - "\u001b[1m469/469\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 5ms/step - loss: 0.0969 - val_loss: 0.0946\n", - "Epoch 11/50\n", - "\u001b[1m469/469\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 5ms/step - loss: 0.0955 - val_loss: 0.0945\n", - "Epoch 12/50\n", - "\u001b[1m469/469\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 4ms/step - loss: 0.0944 - val_loss: 0.0927\n", - "Epoch 13/50\n", - "\u001b[1m469/469\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 5ms/step - loss: 0.0934 - val_loss: 0.0924\n", - "Epoch 14/50\n", - "\u001b[1m469/469\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 4ms/step - loss: 0.0928 - val_loss: 0.0909\n", - "Epoch 15/50\n", - "\u001b[1m469/469\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m3s\u001b[0m 5ms/step - loss: 0.0919 - val_loss: 0.0903\n", - "Epoch 16/50\n", - "\u001b[1m469/469\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m5s\u001b[0m 5ms/step - loss: 0.0913 - val_loss: 0.0899\n", - "Epoch 17/50\n", - "\u001b[1m469/469\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 4ms/step - loss: 0.0905 - val_loss: 0.0889\n", - "Epoch 18/50\n", - "\u001b[1m469/469\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 5ms/step - loss: 0.0900 - val_loss: 0.0886\n", - "Epoch 19/50\n", - "\u001b[1m469/469\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m3s\u001b[0m 6ms/step - loss: 0.0893 - val_loss: 0.0880\n", - "Epoch 20/50\n", - "\u001b[1m469/469\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 5ms/step - loss: 0.0888 - val_loss: 0.0876\n", - "Epoch 21/50\n", - "\u001b[1m469/469\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 5ms/step - loss: 0.0885 - val_loss: 0.0880\n", - "Epoch 22/50\n", - "\u001b[1m469/469\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 5ms/step - loss: 0.0881 - val_loss: 0.0868\n", - "Epoch 23/50\n", - "\u001b[1m469/469\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m3s\u001b[0m 6ms/step - loss: 0.0877 - val_loss: 0.0862\n", - "Epoch 24/50\n", - "\u001b[1m469/469\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m5s\u001b[0m 5ms/step - loss: 0.0874 - val_loss: 0.0859\n", - "Epoch 25/50\n", - "\u001b[1m328/469\u001b[0m \u001b[32m━━━━━━━━━━━━━\u001b[0m\u001b[37m━━━━━━━\u001b[0m \u001b[1m0s\u001b[0m 4ms/step - loss: 0.0870" - ] - } - ], - "source": [ - "# 컴파일 및 학습을 하는 부분입니다.\n", - "autoencoder.compile(optimizer='adam', loss='binary_crossentropy')\n", - "autoencoder.fit(X_train, X_train, epochs=50, batch_size=128, validation_data=(X_test, X_test))\n", - "\n", - "# 학습된 결과를 출력하는 부분입니다.\n", - "random_test = np.random.randint(X_test.shape[0], size=5) # 테스트할 이미지를 랜덤하게 불러옵니다.\n", - "ae_imgs = autoencoder.predict(X_test) # 앞서 만든 오토인코더 모델에 집어 넣습니다.\n", - "\n", - "plt.figure(figsize=(7, 2)) # 출력될 이미지의 크기를 정합니다.\n", - "\n", - "for i, image_idx in enumerate(random_test): # 랜덤하게 뽑은 이미지를 차례로 나열합니다.\n", - " ax = plt.subplot(2, 7, i + 1)\n", - " plt.imshow(X_test[image_idx].reshape(28, 28)) # 테스트할 이미지를 먼저 그대로 보여줍니다.\n", - " ax.axis('off')\n", - " ax = plt.subplot(2, 7, 7 + i +1)\n", - " plt.imshow(ae_imgs[image_idx].reshape(28, 28)) # 오토인코딩 결과를 다음열에 출력합니다.\n", - " ax.axis('off')\n", - "plt.show()" + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" ] + }, + "metadata": {}, + "output_type": "display_data" }, { - "cell_type": "code", - "execution_count": null, - "metadata": { - "id": "tNj4eQMKuJC1" - }, - "outputs": [], - "source": [] + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" } - ], - "metadata": { + ], + "source": [ + "from tensorflow.keras.datasets import mnist\n", + "from tensorflow.keras.layers import Input, Dense, Reshape, Flatten, Dropout\n", + "from tensorflow.keras.layers import BatchNormalization, Activation, LeakyReLU, UpSampling2D, Conv2D\n", + "from tensorflow.keras.models import Sequential, Model\n", + "\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "import os\n", + "os.makedirs(\"./data/gan_images\", exist_ok=True)\n", + "\n", + "# 생성자 모델을 만듭니다.\n", + "generator = Sequential()\n", + "generator.add(Dense(128*7*7, input_dim=100, activation=LeakyReLU(0.2)))\n", + "generator.add(BatchNormalization())\n", + "generator.add(Reshape((7, 7, 128)))\n", + "generator.add(UpSampling2D())\n", + "generator.add(Conv2D(64, kernel_size=5, padding='same'))\n", + "generator.add(BatchNormalization())\n", + "generator.add(Activation(LeakyReLU(0.2)))\n", + "generator.add(UpSampling2D())\n", + "generator.add(Conv2D(1, kernel_size=5, padding='same', activation='tanh'))\n", + "\n", + "# 판별자 모델을 만듭니다.\n", + "discriminator = Sequential()\n", + "discriminator.add(Conv2D(64, kernel_size=5, strides=2, input_shape=(28,28,1), padding=\"same\"))\n", + "discriminator.add(Activation(LeakyReLU(0.2)))\n", + "discriminator.add(Dropout(0.3))\n", + "discriminator.add(Conv2D(128, kernel_size=5, strides=2, padding=\"same\"))\n", + "discriminator.add(Activation(LeakyReLU(0.2)))\n", + "discriminator.add(Dropout(0.3))\n", + "discriminator.add(Flatten())\n", + "discriminator.add(Dense(1, activation='sigmoid'))\n", + "discriminator.compile(loss='binary_crossentropy', optimizer='adam')\n", + "discriminator.trainable = False\n", + "\n", + "# 생성자와 판별자 모델을 연결시키는 gan 모델을 만듭니다.\n", + "ginput = Input(shape=(100,))\n", + "dis_output = discriminator(generator(ginput))\n", + "gan = Model(ginput, dis_output)\n", + "gan.compile(loss='binary_crossentropy', optimizer='adam')\n", + "gan.summary()\n", + "\n", + "# 신경망을 실행시키는 함수를 만듭니다.\n", + "def gan_train(epoch, batch_size, saving_interval):\n", + "\n", + " # MNIST 데이터를 불러옵니다.\n", + "\n", + " (X_train, _), (_, _) = mnist.load_data() # 앞서 불러온 적 있는 MNIST를 다시 이용합니다. 단, 테스트 과정은 필요 없고 이미지만 사용할 것이기 때문에 X_train만 불러왔습니다.\n", + " X_train = X_train.reshape(X_train.shape[0], 28, 28, 1).astype('float32')\n", + " X_train = (X_train - 127.5) / 127.5 # 픽셀 값은 0에서 255 사이의 값입니다. 이전에 255로 나누어 줄때는 이를 0~1 사이의 값으로 바꾸었던 것인데, 여기서는 127.5를 빼준 뒤 127.5로 나누어 줌으로 인해 -1에서 1사이의 값으로 바뀌게 됩니다.\n", + " # X_train.shape, Y_train.shape, X_test.shape, Y_test.shape\n", + "\n", + " true = np.ones((batch_size, 1))\n", + " fake = np.zeros((batch_size, 1))\n", + "\n", + " for i in range(epoch):\n", + " discriminator.trainable = True\n", + " # 실제 데이터를 판별자에 입력하는 부분입니다.\n", + " idx = np.random.randint(0, X_train.shape[0], batch_size)\n", + " imgs = X_train[idx]\n", + " d_loss_real = discriminator.train_on_batch(imgs, true)\n", + "\n", + " # 가상 이미지를 판별자에 입력하는 부분입니다.\n", + " noise = np.random.normal(0, 1, (batch_size, 100))\n", + " gen_imgs = generator.predict(noise, verbose=0)\n", + " d_loss_fake = discriminator.train_on_batch(gen_imgs, fake)\n", + "\n", + " # 판별자와 생성자의 오차를 계산합니다.\n", + " d_loss = 0.5 * np.add(d_loss_real, d_loss_fake)\n", + " discriminator.trainable = False #판별자 학습이 끝나면 trainable = False로 만들어 판별자는 그대로 둔 채 생성자만 학습합니다.\n", + " noise = np.random.normal(0, 1, (batch_size, 100))\n", + "\n", + " g_loss = gan.train_on_batch(noise, true)\n", + "\n", + " if i % 100 == 0: #100 epoch마다 출력되게 하겠습니다.\n", + " print('epoch:%d' % i, ' d_loss:%.4f' % d_loss, ' g_loss:%.4f' % g_loss)\n", + "\n", + " # 이 부분은 중간 과정을 이미지로 저장해 주는 부분입니다. 이 장의 주요 내용과 관련이 없어\n", + " # 소스 코드만 첨부합니다. 만들어진 이미지들은 gan_images 폴더에 저장됩니다.\n", + " if i % saving_interval == 0:\n", + " #r, c = 5, 5\n", + " noise = np.random.normal(0, 1, (25, 100))\n", + " gen_imgs = generator.predict(noise)\n", + "\n", + " # Rescale images 0 - 1\n", + " gen_imgs = 0.5 * gen_imgs + 0.5\n", + "\n", + " fig, axs = plt.subplots(5, 5)\n", + " count = 0\n", + " for j in range(5):\n", + " for k in range(5):\n", + " axs[j, k].imshow(gen_imgs[count, :, :, 0], cmap='gray')\n", + " axs[j, k].axis('off')\n", + " count += 1\n", + " fig.savefig(\"./data/gan_images/gan_mnist_%d.png\" % i)\n", + "\n", + "gan_train(2001, 32, 200) # 2000번 반복되고, 배치 사이즈는 32, 200번마다 결과가 저장되게 하였습니다.\n" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "NLP3wHbvuJCy" + }, + "source": [ + "## 4. 이미지의 특징을 추출하는 오토인코더" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "_hCg0yYjuJCz" + }, + "source": [ + "### 실습: 오토인코더 실습하기" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { "colab": { - "provenance": [], - "gpuType": "T4" + "base_uri": "https://localhost:8080/", + "height": 513 }, - "kernelspec": { - "display_name": "Python [conda env:deep_learning]", - "language": "python", - "name": "conda-env-deep_learning-py" + "id": "EVUGcO2QuJC0", + "outputId": "2df6d6c3-918d-41a0-aba0-61f91aec8f69" + }, + "outputs": [ + { + "data": { + "text/html": [ + "
Model: \"sequential_2\"\n",
+       "
\n" + ], + "text/plain": [ + "\u001b[1mModel: \"sequential_2\"\u001b[0m\n" + ] + }, + "metadata": {}, + "output_type": "display_data" }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.9.21" + { + "data": { + "text/html": [ + "
┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━┓\n",
+       "┃ Layer (type)                         ┃ Output Shape                ┃         Param # ┃\n",
+       "┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━┩\n",
+       "│ conv2d_4 (Conv2D)                    │ (None, 28, 28, 16)          │             160 │\n",
+       "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
+       "│ max_pooling2d (MaxPooling2D)         │ (None, 14, 14, 16)          │               0 │\n",
+       "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
+       "│ conv2d_5 (Conv2D)                    │ (None, 14, 14, 8)           │           1,160 │\n",
+       "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
+       "│ max_pooling2d_1 (MaxPooling2D)       │ (None, 7, 7, 8)             │               0 │\n",
+       "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
+       "│ conv2d_6 (Conv2D)                    │ (None, 4, 4, 8)             │             584 │\n",
+       "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
+       "│ conv2d_7 (Conv2D)                    │ (None, 4, 4, 8)             │             584 │\n",
+       "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
+       "│ up_sampling2d_2 (UpSampling2D)       │ (None, 8, 8, 8)             │               0 │\n",
+       "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
+       "│ conv2d_8 (Conv2D)                    │ (None, 8, 8, 8)             │             584 │\n",
+       "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
+       "│ up_sampling2d_3 (UpSampling2D)       │ (None, 16, 16, 8)           │               0 │\n",
+       "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
+       "│ conv2d_9 (Conv2D)                    │ (None, 14, 14, 16)          │           1,168 │\n",
+       "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
+       "│ up_sampling2d_4 (UpSampling2D)       │ (None, 28, 28, 16)          │               0 │\n",
+       "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
+       "│ conv2d_10 (Conv2D)                   │ (None, 28, 28, 1)           │             145 │\n",
+       "└──────────────────────────────────────┴─────────────────────────────┴─────────────────┘\n",
+       "
\n" + ], + "text/plain": [ + "┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━┓\n", + "┃\u001b[1m \u001b[0m\u001b[1mLayer (type) \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1mOutput Shape \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1m Param #\u001b[0m\u001b[1m \u001b[0m┃\n", + "┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━┩\n", + "│ conv2d_4 (\u001b[38;5;33mConv2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m16\u001b[0m) │ \u001b[38;5;34m160\u001b[0m │\n", + "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n", + "│ max_pooling2d (\u001b[38;5;33mMaxPooling2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m16\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │\n", + "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n", + "│ conv2d_5 (\u001b[38;5;33mConv2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m8\u001b[0m) │ \u001b[38;5;34m1,160\u001b[0m │\n", + "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n", + "│ max_pooling2d_1 (\u001b[38;5;33mMaxPooling2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m8\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │\n", + "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n", + "│ conv2d_6 (\u001b[38;5;33mConv2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m4\u001b[0m, \u001b[38;5;34m4\u001b[0m, \u001b[38;5;34m8\u001b[0m) │ \u001b[38;5;34m584\u001b[0m │\n", + "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n", + "│ conv2d_7 (\u001b[38;5;33mConv2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m4\u001b[0m, \u001b[38;5;34m4\u001b[0m, \u001b[38;5;34m8\u001b[0m) │ \u001b[38;5;34m584\u001b[0m │\n", + "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n", + "│ up_sampling2d_2 (\u001b[38;5;33mUpSampling2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m8\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │\n", + "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n", + "│ conv2d_8 (\u001b[38;5;33mConv2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m8\u001b[0m) │ \u001b[38;5;34m584\u001b[0m │\n", + "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n", + "│ up_sampling2d_3 (\u001b[38;5;33mUpSampling2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m8\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │\n", + "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n", + "│ conv2d_9 (\u001b[38;5;33mConv2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m16\u001b[0m) │ \u001b[38;5;34m1,168\u001b[0m │\n", + "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n", + "│ up_sampling2d_4 (\u001b[38;5;33mUpSampling2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m16\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │\n", + "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n", + "│ conv2d_10 (\u001b[38;5;33mConv2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m1\u001b[0m) │ \u001b[38;5;34m145\u001b[0m │\n", + "└──────────────────────────────────────┴─────────────────────────────┴─────────────────┘\n" + ] + }, + "metadata": {}, + "output_type": "display_data" }, - "accelerator": "GPU" + { + "data": { + "text/html": [ + "
 Total params: 4,385 (17.13 KB)\n",
+       "
\n" + ], + "text/plain": [ + "\u001b[1m Total params: \u001b[0m\u001b[38;5;34m4,385\u001b[0m (17.13 KB)\n" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "
 Trainable params: 4,385 (17.13 KB)\n",
+       "
\n" + ], + "text/plain": [ + "\u001b[1m Trainable params: \u001b[0m\u001b[38;5;34m4,385\u001b[0m (17.13 KB)\n" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "
 Non-trainable params: 0 (0.00 B)\n",
+       "
\n" + ], + "text/plain": [ + "\u001b[1m Non-trainable params: \u001b[0m\u001b[38;5;34m0\u001b[0m (0.00 B)\n" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "from tensorflow.keras.datasets import mnist\n", + "from tensorflow.keras.models import Sequential, Model\n", + "from tensorflow.keras.layers import Input, Dense, Conv2D, MaxPooling2D, UpSampling2D, Flatten, Reshape\n", + "\n", + "import matplotlib.pyplot as plt\n", + "import numpy as np\n", + "\n", + "# MNIST 데이터셋을 불러옵니다.\n", + "\n", + "(X_train, _), (X_test, _) = mnist.load_data()\n", + "X_train = X_train.reshape(X_train.shape[0], 28, 28, 1).astype('float32') / 255\n", + "X_test = X_test.reshape(X_test.shape[0], 28, 28, 1).astype('float32') / 255\n", + "\n", + "# 생성자 모델을 만듭니다.\n", + "autoencoder = Sequential()\n", + "\n", + "# 인코딩 부분입니다.\n", + "autoencoder.add(Conv2D(16, kernel_size=3, padding='same', input_shape=(28,28,1), activation='relu'))\n", + "autoencoder.add(MaxPooling2D(pool_size=2, padding='same'))\n", + "autoencoder.add(Conv2D(8, kernel_size=3, activation='relu', padding='same'))\n", + "autoencoder.add(MaxPooling2D(pool_size=2, padding='same'))\n", + "autoencoder.add(Conv2D(8, kernel_size=3, strides=2, padding='same', activation='relu'))\n", + "\n", + "# 디코딩 부분입니다.\n", + "autoencoder.add(Conv2D(8, kernel_size=3, padding='same', activation='relu'))\n", + "autoencoder.add(UpSampling2D())\n", + "autoencoder.add(Conv2D(8, kernel_size=3, padding='same', activation='relu'))\n", + "autoencoder.add(UpSampling2D())\n", + "autoencoder.add(Conv2D(16, kernel_size=3, activation='relu'))\n", + "autoencoder.add(UpSampling2D())\n", + "autoencoder.add(Conv2D(1, kernel_size=3, padding='same', activation='sigmoid'))\n", + "\n", + "# 전체 구조를 확인합니다.\n", + "autoencoder.summary()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "PgzyXTuCuJC0", + "outputId": "9dd9b8c5-0348-49df-c81f-e27bbb526777" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Epoch 1/50\n", + "\u001b[1m469/469\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m11s\u001b[0m 13ms/step - loss: 0.3038 - val_loss: 0.1381\n", + "Epoch 2/50\n", + "\u001b[1m469/469\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m4s\u001b[0m 5ms/step - loss: 0.1329 - val_loss: 0.1195\n", + "Epoch 3/50\n", + "\u001b[1m469/469\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 4ms/step - loss: 0.1186 - val_loss: 0.1108\n", + "Epoch 4/50\n", + "\u001b[1m469/469\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m3s\u001b[0m 5ms/step - loss: 0.1103 - val_loss: 0.1055\n", + "Epoch 5/50\n", + "\u001b[1m469/469\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 5ms/step - loss: 0.1057 - val_loss: 0.1027\n", + "Epoch 6/50\n", + "\u001b[1m469/469\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 5ms/step - loss: 0.1031 - val_loss: 0.1003\n", + "Epoch 7/50\n", + "\u001b[1m469/469\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 4ms/step - loss: 0.1013 - val_loss: 0.0984\n", + "Epoch 8/50\n", + "\u001b[1m469/469\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m3s\u001b[0m 4ms/step - loss: 0.0995 - val_loss: 0.0971\n", + "Epoch 9/50\n", + "\u001b[1m469/469\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 5ms/step - loss: 0.0979 - val_loss: 0.0957\n", + "Epoch 10/50\n", + "\u001b[1m469/469\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 5ms/step - loss: 0.0969 - val_loss: 0.0946\n", + "Epoch 11/50\n", + "\u001b[1m469/469\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 5ms/step - loss: 0.0955 - val_loss: 0.0945\n", + "Epoch 12/50\n", + "\u001b[1m469/469\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 4ms/step - loss: 0.0944 - val_loss: 0.0927\n", + "Epoch 13/50\n", + "\u001b[1m469/469\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 5ms/step - loss: 0.0934 - val_loss: 0.0924\n", + "Epoch 14/50\n", + "\u001b[1m469/469\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 4ms/step - loss: 0.0928 - val_loss: 0.0909\n", + "Epoch 15/50\n", + "\u001b[1m469/469\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m3s\u001b[0m 5ms/step - loss: 0.0919 - val_loss: 0.0903\n", + "Epoch 16/50\n", + "\u001b[1m469/469\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m5s\u001b[0m 5ms/step - loss: 0.0913 - val_loss: 0.0899\n", + "Epoch 17/50\n", + "\u001b[1m469/469\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 4ms/step - loss: 0.0905 - val_loss: 0.0889\n", + "Epoch 18/50\n", + "\u001b[1m469/469\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 5ms/step - loss: 0.0900 - val_loss: 0.0886\n", + "Epoch 19/50\n", + "\u001b[1m469/469\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m3s\u001b[0m 6ms/step - loss: 0.0893 - val_loss: 0.0880\n", + "Epoch 20/50\n", + "\u001b[1m469/469\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 5ms/step - loss: 0.0888 - val_loss: 0.0876\n", + "Epoch 21/50\n", + "\u001b[1m469/469\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 5ms/step - loss: 0.0885 - val_loss: 0.0880\n", + "Epoch 22/50\n", + "\u001b[1m469/469\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 5ms/step - loss: 0.0881 - val_loss: 0.0868\n", + "Epoch 23/50\n", + "\u001b[1m469/469\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m3s\u001b[0m 6ms/step - loss: 0.0877 - val_loss: 0.0862\n", + "Epoch 24/50\n", + "\u001b[1m469/469\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m5s\u001b[0m 5ms/step - loss: 0.0874 - val_loss: 0.0859\n", + "Epoch 25/50\n", + "\u001b[1m328/469\u001b[0m \u001b[32m━━━━━━━━━━━━━\u001b[0m\u001b[37m━━━━━━━\u001b[0m \u001b[1m0s\u001b[0m 4ms/step - loss: 0.0870" + ] + } + ], + "source": [ + "# 컴파일 및 학습을 하는 부분입니다.\n", + "autoencoder.compile(optimizer='adam', loss='binary_crossentropy')\n", + "autoencoder.fit(X_train, X_train, epochs=50, batch_size=128, validation_data=(X_test, X_test))\n", + "\n", + "# 학습된 결과를 출력하는 부분입니다.\n", + "random_test = np.random.randint(X_test.shape[0], size=5) # 테스트할 이미지를 랜덤하게 불러옵니다.\n", + "ae_imgs = autoencoder.predict(X_test) # 앞서 만든 오토인코더 모델에 집어 넣습니다.\n", + "\n", + "plt.figure(figsize=(7, 2)) # 출력될 이미지의 크기를 정합니다.\n", + "\n", + "for i, image_idx in enumerate(random_test): # 랜덤하게 뽑은 이미지를 차례로 나열합니다.\n", + " ax = plt.subplot(2, 7, i + 1)\n", + " plt.imshow(X_test[image_idx].reshape(28, 28)) # 테스트할 이미지를 먼저 그대로 보여줍니다.\n", + " ax.axis('off')\n", + " ax = plt.subplot(2, 7, 7 + i +1)\n", + " plt.imshow(ae_imgs[image_idx].reshape(28, 28)) # 오토인코딩 결과를 다음열에 출력합니다.\n", + " ax.axis('off')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "tNj4eQMKuJC1" + }, + "outputs": [], + "source": [] + } + ], + "metadata": { + "accelerator": "GPU", + "colab": { + "gpuType": "T4", + "provenance": [] + }, + "kernelspec": { + "display_name": "Python [conda env:deep_learning]", + "language": "python", + "name": "conda-env-deep_learning-py" }, - "nbformat": 4, - "nbformat_minor": 0 -} \ No newline at end of file + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.9.21" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/colab/ch17_colab.ipynb b/colab/ch17_colab.ipynb deleted file mode 100644 index 70322e5..0000000 --- a/colab/ch17_colab.ipynb +++ /dev/null @@ -1,696 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": { - "id": "v0_caBv3uJCn" - }, - "source": [ - "# 17장 세상에 없는 얼굴 GAN, 오토인코더" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "jCH72ebHuJCt" - }, - "source": [ - "## 3. 적대적 신경망 실행하기" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "3n6fxgcwuJCu" - }, - "source": [ - "### 실습: GAN 모델 만들기\n", - "#### (실행 시간이 오래 걸립니다. 런타임 유형을 GPU로 바꾸어 실행하시기 바랍니다.)" - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "metadata": { - "id": "nevncdxVuJCv", - "outputId": "2b4da0b6-b03b-4091-f094-3a2df23fca93", - "scrolled": true, - "colab": { - "base_uri": "https://localhost:8080/", - "height": 1000 - } - }, - "outputs": [ - { - "output_type": "stream", - "name": "stderr", - "text": [ - "/usr/local/lib/python3.11/dist-packages/keras/src/layers/core/dense.py:87: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.\n", - " super().__init__(activity_regularizer=activity_regularizer, **kwargs)\n", - "/usr/local/lib/python3.11/dist-packages/keras/src/layers/convolutional/base_conv.py:107: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.\n", - " super().__init__(activity_regularizer=activity_regularizer, **kwargs)\n" - ] - }, - { - "output_type": "display_data", - "data": { - "text/plain": [ - "\u001b[1mModel: \"functional_17\"\u001b[0m\n" - ], - "text/html": [ - "
Model: \"functional_17\"\n",
-              "
\n" - ] - }, - "metadata": {} - }, - { - "output_type": "display_data", - "data": { - "text/plain": [ - "┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━┓\n", - "┃\u001b[1m \u001b[0m\u001b[1mLayer (type) \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1mOutput Shape \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1m Param #\u001b[0m\u001b[1m \u001b[0m┃\n", - "┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━┩\n", - "│ input_layer_2 (\u001b[38;5;33mInputLayer\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m100\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │\n", - "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n", - "│ sequential (\u001b[38;5;33mSequential\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m1\u001b[0m) │ \u001b[38;5;34m865,281\u001b[0m │\n", - "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n", - "│ sequential_1 (\u001b[38;5;33mSequential\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m) │ \u001b[38;5;34m212,865\u001b[0m │\n", - "└──────────────────────────────────────┴─────────────────────────────┴─────────────────┘\n" - ], - "text/html": [ - "
┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━┓\n",
-              "┃ Layer (type)                         ┃ Output Shape                ┃         Param # ┃\n",
-              "┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━┩\n",
-              "│ input_layer_2 (InputLayer)           │ (None, 100)                 │               0 │\n",
-              "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
-              "│ sequential (Sequential)              │ (None, 28, 28, 1)           │         865,281 │\n",
-              "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
-              "│ sequential_1 (Sequential)            │ (None, 1)                   │         212,865 │\n",
-              "└──────────────────────────────────────┴─────────────────────────────┴─────────────────┘\n",
-              "
\n" - ] - }, - "metadata": {} - }, - { - "output_type": "display_data", - "data": { - "text/plain": [ - "\u001b[1m Total params: \u001b[0m\u001b[38;5;34m1,078,146\u001b[0m (4.11 MB)\n" - ], - "text/html": [ - "
 Total params: 1,078,146 (4.11 MB)\n",
-              "
\n" - ] - }, - "metadata": {} - }, - { - "output_type": "display_data", - "data": { - "text/plain": [ - "\u001b[1m Trainable params: \u001b[0m\u001b[38;5;34m852,609\u001b[0m (3.25 MB)\n" - ], - "text/html": [ - "
 Trainable params: 852,609 (3.25 MB)\n",
-              "
\n" - ] - }, - "metadata": {} - }, - { - "output_type": "display_data", - "data": { - "text/plain": [ - "\u001b[1m Non-trainable params: \u001b[0m\u001b[38;5;34m225,537\u001b[0m (881.00 KB)\n" - ], - "text/html": [ - "
 Non-trainable params: 225,537 (881.00 KB)\n",
-              "
\n" - ] - }, - "metadata": {} - }, - { - "output_type": "stream", - "name": "stdout", - "text": [ - "Downloading data from https://storage.googleapis.com/tensorflow/tf-keras-datasets/mnist.npz\n", - "\u001b[1m11490434/11490434\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 0us/step\n", - "epoch:0 d_loss:0.7311 g_loss:0.7190\n", - "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 697ms/step\n", - "epoch:100 d_loss:0.4847 g_loss:1.7822\n", - "epoch:200 d_loss:0.4763 g_loss:1.8269\n", - "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 35ms/step\n", - "epoch:300 d_loss:0.4613 g_loss:2.0399\n", - "epoch:400 d_loss:0.4426 g_loss:2.1402\n", - "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 47ms/step\n", - "epoch:500 d_loss:0.4191 g_loss:2.2167\n", - "epoch:600 d_loss:0.3901 g_loss:2.2943\n", - "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 37ms/step\n", - "epoch:700 d_loss:0.3928 g_loss:2.3347\n", - "epoch:800 d_loss:0.3940 g_loss:2.3309\n", - "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 33ms/step\n", - "epoch:900 d_loss:0.4016 g_loss:2.2807\n", - "epoch:1000 d_loss:0.4027 g_loss:2.2478\n", - "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 33ms/step\n", - "epoch:1100 d_loss:0.4033 g_loss:2.2262\n", - "epoch:1200 d_loss:0.4046 g_loss:2.2102\n", - "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 32ms/step\n", - "epoch:1300 d_loss:0.4074 g_loss:2.1749\n", - "epoch:1400 d_loss:0.4116 g_loss:2.1490\n", - "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 44ms/step\n", - "epoch:1500 d_loss:0.4138 g_loss:2.1212\n", - "epoch:1600 d_loss:0.4169 g_loss:2.0971\n", - "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 32ms/step\n", - "epoch:1700 d_loss:0.4199 g_loss:2.0765\n", - "epoch:1800 d_loss:0.4227 g_loss:2.0589\n", - "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 50ms/step\n", - "epoch:1900 d_loss:0.4251 g_loss:2.0417\n", - "epoch:2000 d_loss:0.4284 g_loss:2.0236\n", - "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 38ms/step\n" - ] - }, - { - "output_type": "display_data", - "data": { - "text/plain": [ - "
" - ], - "image/png": "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\n" - }, - "metadata": {} - }, - { - "output_type": "display_data", - "data": { - "text/plain": [ - "
" - ], - "image/png": "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\n" - }, - "metadata": {} - }, - { - "output_type": "display_data", - "data": { - "text/plain": [ - "
" - ], - "image/png": "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\n" - }, - "metadata": {} - }, - { - "output_type": "display_data", - "data": { - "text/plain": [ - "
" - ], - "image/png": "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\n" - }, - "metadata": {} - }, - { - "output_type": "display_data", - "data": { - "text/plain": [ - "
" - ], - "image/png": "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\n" - }, - "metadata": {} - }, - { - "output_type": "display_data", - "data": { - "text/plain": [ - "
" - ], - "image/png": "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\n" - }, - "metadata": {} - }, - { - "output_type": "display_data", - "data": { - "text/plain": [ - "
" - ], - "image/png": "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\n" - }, - "metadata": {} - }, - { - "output_type": "display_data", - "data": { - "text/plain": [ - "
" - ], - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAe4AAAGFCAYAAAA7JBDPAAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjAsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvlHJYcgAAAAlwSFlzAAAPYQAAD2EBqD+naQAA9HpJREFUeJzsvedzXFl63//tcG/37ZwjGhkE85AznNlJ3NWE3Z0N3l1pNCvLpbVckksq+5Xl8t/gctlVrrKrXOWyZLvkJCt4V6rV7kij2dVkTmIOAJGBzjnn9HvB33N4uwGSAAmgG8D5VLFIgmCj+557z3Oe9H0U3W63Cw6Hw+FwOAcC5aDfAIfD4XA4nO3DDTeHw+FwOAcIbrg5HA6HwzlAcMPN4XA4HM4BghtuDofD4XAOENxwczgcDodzgOCGm8PhcDicAwQ33BwOh8PhHCDU2/1GhUKxl+9jKFEoFFAqlVAoFGg2m4N+Ow9kP9eGfpZCoWC/CJVKBZVKBaVSCZVKxa4fAHS7XXS7XTSbTbRaLbTbbbTbbeyG/s+waggdxWdGzrCuCwC4XC50u100Gg12P7ZaLXafDvN73w2G9fOp1eoHXn/ai5VKJdtXAPR8P31doVCwr3c6nZ7f6f/sJfQ+1Wo11Go1JEmCzWaDIAjQarVQq9XQaDQQBAHNZhPVahXdbhdffPHFtl5/24b7KDOsN/kwQNeGjFT/37f6fn49OYOm30Dz+3I4kK+B/M/9+0n/93W73Z7vGfS6yt9L/4FjNw703HA/BDqlce7T/8CQ193/cNDXlUolut1uj1cj92w4nEFQrVYBAK1WC51Oh3lj/J4cLA/yiGkvpr2mf8+hr9H3yL/e/5r7sca092k0Guj1euh0OtjtdqhUKrTbbXa/UeRxp3DD/Qj4g7w1WxlqubfdH0rvdDrshuWHIc6godQX3ZMAf9aHgYetwVaGt98r70/fPez/7hVy71oQBGg0GkiSBL1eD5VKhUqlgmazyQz346RnuOHm7BqCIEAQBHg8Hvh8PpbHaTQaWFxcRD6fR7lcRqvVGvRb5RxxtgqVc4YfuXOwlVdOyA24PN8NoCfXvRvIDwyCIEClUsFsNkOSJOh0OhgMBpa7bzabKJfLqNfrPVFJec5+O3DDzdkVFAoFRFGEVqvF6OgoLly4wMJE5XKZGexms4larTbot8s54shD49xoHzwetGZbGe/+AtndPqzRz1CpVJAkiTkvVqsVkiRBkiRmsBuNBorFIiqVCnt/tE/uxHhzw815YhQKBVQqFdxuNxwOB6ampjA9PQ1BECBJEsrlMiYmJqBSqbC8vIxCoTDot8w54nBP+3BCxlAURRbxI8NZKpV68su7DeXh2+02KpUKlEolKpUKRFFEq9VCtVrd5HEDYHn5nRStDYXh7q9I5hwsqAjjwoULOHv2LM6cOYNnnnmGtYaVy2UIgoBgMIif/exnCIVCg37LnCPOk+41D6ty5gwOCjsbjUbodDo4nU54PB7k83ksLCygWq2y4tjdQt521mw20W63EQ6HWbFcfzua/OCgUCjYAeNAGm5+4x9sFAoFDAYD7HY7rFYrTCZTTy+33W5HtVqFTqcb9FvlcPh+cwihHLNarWb7EBlutVoNQRBQr9f35Gf358+p4HG7ehUHJsfdXzygUCgeqyyeM1jklZE2mw2jo6OwWq1Qq9U9OZzR0VFm2KlFjG+enIMKv3eHD1EU4fV6YbFY8P3vfx9PPfUUq+a+ceMGFhYWUKvVdmwkH4W8j7zRaGz5bw+j3W6jVqsdLI9b/ma5530woVOmVquF0WiEVqvtKQqh0BV9j1Kp3LM8E+fJ4WHgvUNeMLXVRr2day8/LHPuo1KpoNfrYTabMT09jfPnz0OlUkGtViOVSkEQhD1VM3xcZ+Rx/t/ADfeDevL66b/ht1Kh4WIKg0UUReh0uk0PiFKphFarRbvdhs1mg9vtRqVSQS6X42s0ZIiiCL1eD1EUYTaboVQqEY1Gkc/nB/3WDiy0XxmNRjgcDjgcDrz88suw2WxQq9VQqVTbep1Go4FqtYpEIoG3334biUQCjUaDRyr/f6jdqtFooFwuo1AoIJvNIpVK4datW0in0yiVSoeiHXUghnurYrRHGW0y0qSHTScpuXJXvV5nOQW6mblh2D/kOrxyKFze6XRgNpvhcDiQyWSQz+f5+gwZgiDAZDJBp9NhZGQEKpUKxWKRG+4nQF4wNTo6iqmpKfzjf/yPMTY2Bq1WC0EQtvU6dNidm5vD1atXUSgUHlt56zBCkQjS/i6VSggGg7h79y6Wl5eRz+eZYt5BZ+Ae91aQMLvL5cLMzAw0Gg3MZjM7ncr75gAwSc1EIoFyuYxQKIRYLIZWq4V6vc6Nwz5A1ZEkQAD0HppUKhVEUcSxY8fwK7/yK9jY2IAgCKhUKkin00M9xOUoQM/T6OgoXn75Zej1ejidTnQ6HeRyOeTzeTQajU05PM49yDg7HA6cPXuW9e+q1WrmdJjNZng8HrjdblgsFgiCsCPtarVaDZ1OB6/XizfeeANnzpzBysoKUqkUkskkYrHYkd7r2u02SqUSut0url+/jnK5jGg0ilAohHg8vmt7jNxZHNT1Hojh3urDygvVtFotJEnC+fPn8du//duw2+2YnJyETqfb1O9GRrtareLatWuIx+N499138emnn7KG96N8M+8HdJAiAZatPAgy6BcvXsTZs2dx+fJlqNVqxONxXL16lRvuASMIAkRRxPnz5/EHf/AHMJlMrAc/FAohEomgUChww/0AVCoVNBoNjh8/jj/4gz+Az+eDy+WCJEkAelN99KzstEhKFEUIggCj0Yh/9a/+FarVKv72b/8Wd+7cwWeffYZEInGkve9ms4lUKoVMJoOf/vSn0Gq1qFQqKJfLrFXrSSEHhYqpByWXO/BQuVwuTh5SopCqw+GAzWaDxWJhRU9yw00N74IgwGKxoNFowGw2w2g0otPpsHAsN967D7VfWK1W2Gw26HS6HpWi/u9VKpVsI3O73ZiYmIAoipibm2MnZc7+Qs8TraHb7YbZbGYyjaSp3Gw2ucb8Q9BqtTCbzew6Wq1WJntJbCXRKS8yo7WQ57z7i3fpOTIYDBAEAQ6HAx6Ph0UkgUdLeh7mcbP02UkPvF6vP3ELGKX6bDYblEolq6WqVCpsHOehN9xyz5rC3iTUIUkSRFHE7OwsJiYmcO7cOUxOTkKv10Oj0WwKK3W7XWYoRFGE2+2GRqPB5OQkUqkUwuEwMpkMK+DghmH3oFmzTqcT3/zmN+H3+zE5OdlzGu0/lAGAXq+HJEk4d+4cRkZGMDc3h+vXryOfz7MHgrN/qFQqCIKA559/Hi+++CKOHz8Oo9EItVqNWq2GcrmMXC6HVCrF12YLaE/y+/04efIkTp8+DbfbDavVumXkSS672el0UCwWUa/XWc2OIAjsAPwoA6tSqTAzMwOr1YpgMAij0YharYZarXZkh/nQZ67X67ty2CRnMhAI4Nvf/jY0Gg2CwSCKxSIWFhawvr7e43nvFwPzuGkgBW0ccp1Xi8UCm80Gk8nEQq/ysW4Pek2qajaZTLBarcjn8xBFcZNaDefx0Wq10Gg0bKNxOBwIBAIYGRmB0WhkG47ci5BDhYW0ttlsdstDGWf3oWsvj25pNBpoNBp4PB5MTEzA5XKxgQhUlEbeC2cz5HTo9XrY7XYmPARgy1G28o4XigjWajW2DwqCgEajwQ7GFFbf6hCgUCggSRIrJhQEAa1Wa8fymYeR3eos0mq1TIGNignb7TZyuRwikQjTpNhv9t1wk4bs9PQ0Tpw4wYpglEolqtUq2u02TCYTG4EWjUYhiiLLCclzRBqNhr1up9NheaapqSloNBo4nU7U63Xk83msra2hWq1yA/4EqFQq/OAHP8A3vvENqNVqiKIISZIQCASg1+uZl0E388M2ECpWo02JNh3O7kPrMDY2hpmZGfbMSZLEDlzHjh3D2NgY8/ZCoRD+63/9r1hZWcGtW7cG/RGGDjoEOZ1OGI1GTE5OMu83FAohkUgwbeqrV69ibm6OhW7lXjdJZMoPU+R5e71eGI1GfO1rX8Ozzz7LDsvA/TB7qVRibZUWiwVqtRqNRqPnoHAUeVIteirW/PrXv4633noLVqsV4+PjUCgUmJ2dRaFQQKVSwerqKvPu99Ou7KvhprA4TU85c+YMLBYLRkdHoVQqkUqlUKvV2ElVoVAgn8+zjZ1uapVKtalQjQyFIAhwOp1snOTKygpEUUQkEuFTqZ4QlUqFp556Cm+99RbT1yWoSJDWTX7a7Tfe9HfqHiCv5ah7CXuFXHZ2dnYWFosF4+PjMBqNOHHiBKxWK9N2lnuCH3zwAW7fvo1KpTLojzBU0PVUq9UwmUyw2+1wOp1wOp3QarXIZDIAgFwuh2q1ig8//BAffPAB6vU6yuXytjZ4jUaDmZkZOBwOjI2N4dy5cwDQY7g7nQ7r7QYASZLQarWgVqsfGp08KjyJIaVD1PHjx/HWW2+xiEe73YbdbkexWMR7770HtVrNohyH1nCrVCpMTU3B6/XiwoULePrpp6HRaKDT6VCtVhGNRhGPx5HL5VAsFiFJEiwWC3tI5FNfRkZGMDExAYPBAK/Xywy7IAiscGNkZAQnTpxANBrF2toaGynJw347Q6/X4+WXX0YgEMDZs2c3tXxR7+TKygqSySRLdWzVxkf/Rw6PguwdVHim1+sxPj6O2dlZmEwmjIyMsDArFX22220sLCzgww8/xPr6OiKRCNNG4NxHPlAinU6zSCGpc2m1WnS7XbbXLC4u7ni4BXXX6HS6TcaaPPVms4l8Po9UKsWmUdEhWKVSDcSgHAYUCgWMRiP0ej0MBgP7erfbRblcxvvvv4/V1VXcuXOHRVUOdXGaWq3GiRMncPbsWTzzzDN48cUX0Wq1UCgUkEqlEAwGMTc3h2AwiGg0uinUQzkdQRBw/vx5vPDCC/D5fNDpdKzoSa1Ww2w2s//TarVgtVpx5coVlqvjhntnGI1GvPnmm3juuefg9XohiiL7N3k73q1btzA3N4eJiQnMzMwwo0DRkK0UomiNufHeG8jTJk2EM2fOwGAwwOVysVSHSqVi63jjxg38+3//75HNZlnBIGczJHySSCSgUCiwsbGBzz//fMvvfZx7m/Y6o9HIanzkz0qj0UCtVkM2m2X6FeQlqlQqFvmi1+LP1vZRKpXM+TAajez6dTodFAoFvP3226z9brsRlN1m30PlNpsNgUCADaKoVCqsQT4ejzNZOqoIJMMtr1ButVqo1Wqo1+usr1QuykIXknJCchGEox4+2gl6vR5er5f1pFJLHnC/OrZQKODGjRvIZDK4efMm1tfXUavVUKlUYLVaUa1W2evo9Xq2FvQawOFuTxkk8meCagokSWIFhnIBkHw+j0KhgGQyiXK5zCqTOY9mN9uBqGDQaDTC5/MhEAhAkiSW5lMoFKjX62ydFhcXWXSkUCgwD/Bhlc7ciD8aSgWSs1GpVBCPxxGJRJBKpVAoFAYq7rXvHvfx48fx8ssvw2AwQKVSIZ1O4xe/+AXC4TCuXr2KUCj00FFonU4HSqUSpVIJxWKRTVWRt1PQCZcuPm1Quz0V5rDj9Xrxwx/+ECMjIzh9+jR8Ph+7hnTqX11dxb/+1/8ad+/eZZuGwWCA2WyGy+XC+fPnWctYIBCATqdjXjghP5RxdsZW143ym2S0SVxFr9fDYrFAp9Ox50+huDczeGVlBXfu3MHNmzeZNCTf4PcfjUYDl8sFp9OJF154AbOzs7BarchkMqw9L5vN4vLly0in07h27RpCoRDK5TKKxSLTtTjKhWlPikKhgE6ng9lsZlLN8Xgcf/M3f4NQKISFhQXE4/GBppD23ePWaDRsiAHpi5NkX7lcfmizvLyNjPIPlAOi3A6wWbO2Xq+zwim+Gd1Drv9Ov+j60LU0mUzw+Xw93jJRLpcRj8cRDAaZspa8UpYU66LRKCt2stvtLAdIqFQqGAwGmEwmtmac3UUu7CFvw6ToVLfbRT6fZ7oH/DnZfzQaDQuN+3w+OJ1OWCwW6PV6NBoNJJNJVKtV5HI51oqUTqeRSqWQzWZ75Gi54NSTQfUFRqORFeA2Gg2kUimkUinmoAySfTPc8kpMytnU63VkMhncvn0b4XAYxWLxgf+X/t/U1BScTie++tWv4o033oDRaITb7Wa9p91uF9VqFZVKBcFgEFeuXEE0GkUqlTo0k2GeBNrENRoNU8cyGAxQKpXM07JYLLDb7Th37hxefPFFpq0M3N8UPv30U/zH//gfkUgksLGx0XNd6/U6Op0OWq0Wms0mHA4HxsfHUa1WMTs7y/JGAGCxWPDKK69gfHwc7733HhYXFwdxWQ4sD9qk5flQikDRxC9RFJm3Td937do1/Nmf/RlyudzAN6WjhkKhwIkTJ/Dcc8/B4/Hg/PnzrC+72Wzi+vXrmJ+fR6FQQCwWYxPCarUaizoeVcGV7fCgotgHoVKpcOzYMTzzzDMYGxuDQqFAqVTC3bt3EQqFUCqV9vLtbot97+Om8B1t7FRgId8w+tXVqFpco9HAbrez3A9JZmo0GigUCpbboeEixWIRiUSCtZkdVtnGh92Y8pnYcrU6CpeKosgq9ykNYbFY4HK54Ha74fV6Ybfb2b9TGiMcDuOjjz5CoVDY9DPlk9no/6TTaWSz2Z5cHXDP0wgEAgCAy5cv7/7FOcKQUZcfmqlvXn7PdDodpFIpLC0tDUQF6ihD0UKn04ljx45hZGQE58+fhyAI2NjYQD6fRywWw927d5mnTWMreWTk0WyVSnrUNaM90OPxwGQyodvtotFosGjHMBxs98VwU4hbLrZBIgEqlQo2mw2NRoMVXhgMBkiSBI/Hg2PHjkGn08HtdrOvmc1mjI6OMk+RCgjoRibRlWQyifX1daTTadRqtUN7o/d/fsrnWywWTE1NwWw249y5c3A4HOwgRPl/mpUN3CvAaDQarA2FVLRKpRJCoRArRFtYWMDc3NwD++LJGMiLCB9kDCRJwokTJ2Cz2fDLX/6SibccxnUaBNSCeerUKYyOjvbMf6ZKcnoWudHeXzQaDb75zW/i1KlTmJ6exqlTp1j9Rzabxfvvv4+VlRXcvXsXq6urqNVqKJVKvAtjB9BhlQ6vnU6Hte89CHmOm6R/K5UKisUiSqVST8U+MJhiv30z3PIKbxpe0G63oVQqYTabmUdcq9XgdDphtVpx6tQpvP7667BarUzxifq4tyrIoZxdo9FAqVRCNptFNBpFLpdjxuMw3uzy3D55zWq1GhaLBadPn4bf78cPf/hDTE9Ps9zmVtDGLf/VarVQLpexvLyMSCSCn/zkJ3j33Xcf+n6oxoC8bcp3b1V8ptVqMTk5CYvFAovFsuOwFufhKJVKjIyM4MyZM/D5fJueHUpnkOHm7B+iKOKrX/0qvvOd77D0VK1WQzqdRqFQwBdffIGrV68ik8mgUCjwA+1jQGqatCdSUe2jDDfluFUqFer1OisMJPXN/u8H9nfP2hfDLQ+Z0s1HsqUulwsvvvgiCoUCawMzmUwwGAzw+/0YGRmBXq+HVqvtaevqR/61crmMVCqFXC53JFpbSPGKbkiz2QyLxYKJiQmcPn2ahXzkBXxbhY/kBWtKpZKlG7LZLG7evInl5WVEo9FHvp/+Yijy3n0+X4+gAX0vFaw5HA6MjIygUCggm83u3gU6gtDBzWw2IxAIYHR0lNUp0NpXq1VcuXIFkUgEGxsbA3y3RwvSmrBarbBarTCZTKx6OZVK4cMPP0QkEkEoFEKxWGQHX260d47VamWyvl6vl2kVUNuxXBWQaqk0Gg1MJhObeEjG3263o9FooNlssrZkuU3bT/bNcJPQPn1Q8rynp6fh9/tZNTNt+PSL8nHbkcQkg5HNZllvYy6XQ6VS2ZFq0UHDbDaj270/ys7n82FmZgYnTpzAG2+8AZvNBrPZ/EBPm+hvl6tUKkgmkwgGg3j77be3PTdbridvMBhgs9lYKFCn0236XhLun5iYwJkzZ7C8vMz0lzmPh1arxcTEBNxuN86ePYvz58/3qNcBQLFYxE9+8hNcvnwZKysrA3y3RwuNRoOxsTG43W6MjIzA5XKx2pHV1VX84R/+IcLhMBKJBCqVCn8OHhOa2vbiiy9iZGQEFy9eRL1exx//8R9jfn4ea2trPYabJlQaDAZ4PB6Mjo6yyKPBYMDY2BhEUUS9XodCoUC1WmXpwkNpuIH7XnepVEImk+mR89Pr9T2FaPIxkDvp76Xvo/AshQAPs7cN3Ou3Jo+71WphbGwM4+PjrI1Lq9VuMsr9N9pW4Z5arYZgMIhgMIhCofBIrXdaP51OxyQDqcDNYrH0CBr0/2zKK8klOPmGtXOo3dJqtWJqagoejwcWi6WnIK3RaDCxlWQyyVpcOHsL1eMYDAZMTEzA5/OxA3WlUkGhUEAmk0Eul0OhUGCeNufxUavVkCQJer0eJpMJzWYTHo8HhUIB+XweuVyOFT9rtVqMjIzAbrfDZrOx0Hq73YZer0cgEIAoiigUChAEAclkcmDzL/bNcFNuYX5+Hna7HdPT0zh58mSPkpa8mvxxkGv00pBzMuCH2Xj/4Ac/YCFntVoNv9+P8fFxJoRCxRk7USrrdrsIhUL4kz/5E9an/SDI8EqSBI1Gg9nZWZw9exZ+vx8vvfQSm6wjSdKWP5vC9E6nE1NTU0gmk7xI7TFxu914+umnMTo6il//9V9nqnfy655KpfDJJ58gFArh9u3bTMefs7eQdv+xY8fwe7/3e2yICACEw2HcuHEDN2/eRCKRQD6f5zUHT0i322XXnNKvKpUKFy9eZHPnAcBgMMDhcMDr9eIHP/gB61oiMS+1Wo2xsTH8xm/8BnK5HN5//30Eg0FcunQJmUzm8BanEe12G5lMBpFIBA6Hg/X+9ofw+nnYhZH/P/oztYORwT7sm7/T6WQFFYIgwO12w+FwsBuPct/9OWx5q9hW1Go1xGIxxGKxBwrjUF6IJrZJksRy1aOjozh27BibPCX/OWSU5VPF5LPZ6TBw2Ndut6BDm8Vigd/vRyAQYFEXuu4k0pHNZhEOhxEOh5lMJmfv0Wq1TDeeomJEqVRCNBpFMplkglGcJ4dEnWiKGnnWJpMJRqMRBoMBVqsVXq8XgUAAx44dg8/nY84O7UFarRYejweSJMFms6FQKPTMbNhv9tVwN5tNXLp0CYuLi0gkEpAkCVarlfVj9yMvaKPTp3wy1YO8t1QqhcXFRcRisSMRKidBAPq9XC4jnU4zFTPgfr+oXq9nIWmXy8VU6OSqaASFkORhVoK6BGimM+WA7HY7Tpw4gXPnzsFsNvd4/MD9QxhVM5NyXrFYxNLSEpaWlpBKpbjB3gFKpRLnz5/H6dOnMTMzg5dffhkWiwVWq5Up4nU6HXz55Zf46KOPEI1G8cUXXyCfzyORSAz67R966FB14cIF/M7v/A48Hg88Hg+A+50cc3Nz+Iu/+As2bYyzOywsLKBcLsNiseDSpUsQRZHZhFKpBI/Hg+PHj+OVV16B1WplDg9JAdNhl6K4uVwOa2trWFhYQCaTGZht2XePe2VlBWtra/D5fHj66afRbrdZWKK/N44MN43QA7ApB77VBl8qlZBMJlEoFA5t77YcyrPQDVmv11mFfqlUYsWA1DNvNpvhdDphMBhYrcFW14i8aXk6gyCjrtPpWB51dnYWXq8Xx44dw8zMDDQaDbRabY+0Jv2iOoRqtYpMJsP67hOJxFAoEx0klEolRkdH8dxzz2F6ehrPPvsskxQG7k+yWltbw/vvv494PI7bt28/VF6Ys3tQJGl8fBzf/va3YTKZANyPOnU6HUSjUVy5cuWRrUqcnZFIJJBIJKDT6bC6utojuU1txyR6o9frmZiX3P5QurVer6NarSKdTiMej6NcLg/sc+27chpwz5NeXFzET3/6U4yNjaHT6bA+RhIDUSgUTPmMNh6FQgGv18vE36mIiS40eXHlcplVkx8F5ufn2QmyVquxinx5DzWFn0ncZnR0FNlsFna7HU899RTbTOS4XC584xvfQCwWw2effYZ4PM4OAHTDGwwGlk/3+/2wWCxMLKff4FPle61WQzKZxNraWo+4C0kK5vP5I5HieFIkScKzzz4Lr9eLixcv4uzZs3A6nT0FgO12G8FgEOl0GgsLC1hfX2cHWs7eoVQq2cH4K1/5Cs6ePYtz5871RBY7nQ5isRiy2SySySQXwNlDaHY5CaqIoogzZ87gueeew8TEBNuv5JHB/hobsjGpVArRaPRoGW66EHfu3MHCwgJmZ2eZMtrx48eZ/KZSqUQ0GsWdO3eYJ6lWq5kHbTKZIIpiT5sYqUBR5frDFLsOE9evX2cTbGhT7u8vpGtEHvTs7CzK5TLGxsYwPT3dox9O30/FGul0GkqlEisrK9BqtRBFEePj43jmmWeg1+vhdDqh0Wig0+kgiiJEUew5VAG9XQXZbBaLi4v48MMPUSgU2HSj9fV1ZDIZNBqNI7FuT4rBYMAbb7yB8+fP49ixY0xXuV9gZWVlBYuLi7h58yaWlpaORPpo0NDh1mKx4Ac/+AF+67d+q0flEbh3qAqFQlhfX0csFjsS0cFB0Ww2kc1m2ZwGjUaDkZERfP3rX2fpw36jTc4DfZ1C54lEAsFgcKB1CAPxuIH7p5disYjl5WUUi0VWrk8VgKSjTT3g8iHx/dO+SMqOvM6jtDmRDKJcj12uFw5srtivVCpIp9MwmUysGEYu0ALc77HW6/XweDxoNpssX2e1WqHRaNjhidaGPPL+tAetVyaTYVXqyWQSpVIJ+XwelUqFvY+jsm5PikqlgsVigdPpZMV/8k2GlAgTiQTW19eRzWZ5JGMfIONw/PhxjIyMwO/3b9KHB+4Z7o2NDdy8eRPRaJSvyz4gCALGxsZgs9ng9Xqh0+lYeBzoNdq0h9Jz1T+0Z5DrNVDD3e12EYvF8POf/xxWqxW1Wg1jY2M4deoUrFYrbDYbtFot07zudDrQaDSo1+sQRZGFhUVRRLPZRDwe7xlYclQqM2OxGNNop1qA/puKTo50U+ZyOczPz6PdbqNQKLA0hdxwUzGbUqnEM888g6mpKWaA6ZQqCAKA+5Kz8slT8p9dr9dRr9cxNzeHL7/8EpFIBHNzc6hWq8jn8ywff9hb93YLhUIBURQxNjaG48ePbyrubLfb7FB07do1vPfee0gkEtxw7xNmsxn/6B/9Izz//POs5UsOHbT//u//Hn/1V3+FcrnM7/t9QK/X41vf+hZOnjyJZ599FlarddOBVy4YRm22zWaT/aKUxpE03ATlHgAgnU7DaDSiXq8z5S0AzFi0223UajXmWdbr9R7DHYvFkMlkmAd6VDYomsO7k1AbaZCTEIder4fFYmGem1KpZDUDnU4HoihCp9OxtSD9X/lMb/nfCXoIcrkcSqUSEokE4vE40uk0k3OkA8eg5AMPGiqVihUVarVathbA/QNxq9Vi0rEkJ1yv1/m13WOooFMURdhsNrjd7p758wDY85DJZJBOp9kMdM7eIpfZ9vv9TAaaoD1RPniH6oVKpRLS6TTS6fRQCOMM3HDTyRO4l/dOJpOYnp6GwWBgYYlqtYpsNotSqcRayWjmtlx0hRS+1tbWjpThJi/7YSf2fuNar9cRj8dRq9XwR3/0R3A4HHjhhRcwOTkJvV4Po9HIFLYopdFsNll+iNryqCWMJr/1n15brRay2Sz++q//GktLS7h9+zaWl5fZLGFKe5Cx4Yb70ZjNZjbti2pC+jUMUqkU3nvvPUSjUYRCIZ4/3SdEUWS92iaTiWldy0kkEvg//+f/YHV1Fbdu3UKz2eRrs8cIggCDwQCn04lTp07hwoULbG4CRSGz2Sw++ugjZLNZtg/RATkajeLjjz9GOp1GMBgcuH0ZuOGWtwaRCk29Xmd9xfL8aL1eRyKRwNraGjuxAmCGOxwOswkuR8kAbOe0Li9aIoH8SqWCTqeDO3fuwGw2w+PxsHF2JFyQz+dZ2IhSFZTnpkOAvGWs39tuNpuoVCpYWVnBrVu3sLa2hkgkwow6rdFRWq8nhcQgtvLmKCpVLBYRDAYRDodZSyC/vnuPSqWCJEmsUJNSScD9e7xcLrPiXNJb4OwtJBBlNBrZwYqgva5cLmNjY4NpG5AMs8FgwMbGBm7fvs0ih3uxZjtRDB244d4K6hGmAoF6vc4EVa5fv461tTXmcQNghQPlcpmdXqkC/ajnjcjLJm+4v7ii3W4jGo0ik8ngnXfeweXLl5nHTXKB1D5GY+7I06YKcvqaXOms2+0imUyy6VPXr1/H0tISy2fTKZe+l/No6PQ/OTmJN954Az6fD3a7HQBYumFlZQWfffYZkskkrl69imw2y8J78jnC/JrvDYIgsKls/aJGxWIRyWQSKysrWF1dxcbGxkBbio4So6Oj+M3f/E02KU/O6uoqPvnkE8RiMXzwwQfIZDLsOaE9rlAoIBaLsTQt0W9s+9tf5X/ergLodhgqw00fjsLfZAgajQY2Njawvr6Ou3fvYm1trafliSCvkmZ2A+i5yEcNeWicqr1pA6dDUbPZZEpN0WiUVcSSqt2JEydgs9ngcDjYQAS54ZZ73/3edjabxRdffIFQKMR6tLnBeHzoIBUIBPDSSy8xCUZ6RqrVKlZXV/Huu++y6v1qtdpTI8LZW9RqNYxGI4xG4ybDXalUEA6HEQqFEA6HEYlE+POwT3i9Xrz55ptMe0JOOBzG3/zN3yAWi+HatWsoFosAetOL/RFC+nc5NCgL2Gyo5e1l/TzObI6hMdzkMSsUCuTzeVZQk0qlEA6HsbS0xIQ6HlTVR3+nQip5e9RRfEDkhpu8W7nH3Y+8sIlUgnK5HBuVqtVqUa/XWUEUtVIAYC0VGo2GVV9mMhksLy8jHA7z8YSPCYnmaDQaJiVL+u/yin4S8YjH48jlcigWi8wLpzTHbrSxbDXHnXMfpVLJ6kAAsM2exFa++OILrK+vHxlxqGGBCtPkA5doHjfVgaRSKaYhQd9Dv/cbbKVSCa/XC6fTCaPRyISP1Go1ut0um6YYj8cRDoeZgySPMtLBYCcTMImhMdztdptVGsdiMSQSCYRCIdy4cQOhUIiFMqj6+GHodDrY7XY2QGEr7/woQBWupFf9KM+Lrg8ZXuCeF06eQrvdZl62RqOBwWCATqdDp9PpqUavVCool8sIhUL49NNPEYvFuP7yY0Dr53K5YLPZ8J3vfAf/5J/8E9ZbTymidruNcDiMubk53L17l60ZzaGndX/SIqitNhnuxfdCHjd5dXRwarVauHv3Lv7sz/4M6XSaFUBx9geqPaAJhd3uvZkWkUgEd+/exc2bN1EqlTbpXzzotdRqNVNem5ycxHPPPcfGFnc6HaysrCCZTOKjjz7CO++8w9K4cq9d7tFvNSviYQyN4QbuaypTcU2hUGCzaeXe86NQq9WsiIo4qg+JXLpvu5EHeZ6afq9UKiyEBNyf+0xFOCSlqtFoUKvVUC6XmagKV0J7POiBdjqdCAQC8Hg8zNOmsad0fWnqXjqdRq1W62mxo1+7sQaPO3L3qEBtYDabjRXN1mo1NBoNlMtlVjzLn4f9gWZxU5pPXuORTCaxuLiISCSCer2+7SJfclysVis8Hg8cDgdMJlPPNEYa9ETdOP1h9n52ap+GynBTsVQymcTS0hKCwSBWVlZYCONRH45yDHq9Hna7fVMR1FFDPpzlcQrBqBJTFEXEYjHk83k2EIRy3AaDATMzM7BarXj55ZehUqlYyDYajTI1tKN6cHpcKORqNBrx2muv4eWXX8b4+HjPpLVWq8Vkbj///HP84he/QDabRSKR6OkE2ItUEV/PXsh7stvteOmll+Dz+aDT6VCpVJBKpZDL5RCLxVAul5mYFMCv414zOjqKs2fP4qmnnmIdGNTt8t577+F//a//hWw2y7QwHoVKpYLdbofJZMLJkyfxwgsvMCGqVqvFZqn//Oc/xxdffIFUKoVYLLZljpzeC/060FXl8kIbuacmiiIkSeqROu03yFQ4RdKdW+UnjhK7UblN17BSqTDPLpPJsIlHpVKpp+e7Wq0yYZdyuXwkUxS7AR1CBUGAw+FAIBCA2WxmDzeFvovFIjKZDFKpFBKJBMrlMitA3GtBG76uvVBqw2AwQK/Xs5bLYrHIdCjoMMWv3f4gSRIztPIoFUkBr66ubjuSS88kFe9KksRmMtDwpEwmg2w2i0gkgmAwyKKOW7GTqvN+hs5wKxQKSJIEk8kESZLg9/tRLBYxMTGBfD7PPL98Pt/TKE+62mq1GvV6HRsbG8jn80fecDzJZ280Gkin0z0CEnSDym/idrsNk8mEkZERKBQKbGxsYGlpCRsbG9s+yXJ6USqVrC2PFNIo9Fqv15FOp5HL5fDuu+9ifX0d169fRzqdZvUJ8pP8bsFb+B6OQqFAqVTCnTt3EIlEWN4yFoshlUphZWWFHYC58d4f1Go1G4xEPfSffvopy233j1Hdqr2LUlZarRZarRZutxtmsxmrq6v4q7/6KzbUig4DlUoFi4uLTLzqUTxOVHjoDDcApsZlsVhgMBhQLpchCAIKhQJ0Oh0SiQQz0PQA0EYnCALK5TKKxSJqtRp/OJ4A0rtWKBQsByTPlVK+B7g36CQajcJmsyEYDGJ1dZWFbPdyDQ5rzpXaGmmQCw2poBoQqiK/c+cOFhcX2YS1vQqNE/x52hq6D+v1OqLRKAqFAqsxiMViSCaTLOV31J2J/YQ0LFQqFfO2l5eXsbi4iHg8zvan/smI9Du1JguCwLxsKj5MJpNIp9NIpVJYW1tDrVbr0UzYyRof6Bw3cL/9xeFwsMplo9HI2sU0Gg1SqRSWl5fZ4Aq5LCdwX4yCSwk+GfKToLyVSH6jU10CSZvGYjEUCgV23fvb0Tjbg4a/tFot/O3f/i1WVlZYO0u9Xmea/Ldu3UIqlWJtkkc5NTQMVCoVrK2tQRRFVtWfz+dRLBbZEB1uuPcPQRCg1+uhVqtZtHBhYQE3b95EMpnc1JYlHxXdb8zJeVlfX++ZKFapVJDNZpnN2Y9oylAabqPRCLfbzQw3hWIbjQZsNhtyuRzUajUrlCLNazrl8jDU7kA93fKRdltVnJNkbSqVgkaj6Zl0RCdWblB2RrvdRi6XQz6fx09+8hPW1kdrQcWawzBikNMrZ7q4uAiFQoFcLtcTqdqNljzOzqACWkEQUCwWkc/ncfv2bXz55ZdsRgZwv4ODtOWpTko+aImKCjOZzKbnbr/XdKgMtzwsodFoWDN7s9lEOp1GuVzGysoKEokENjY2kMlkUC6XWUsM9zh2H7mX3S9CIO9DVCgUqNVqrCiN5qLztXgy6PAkT09Q7za/tsMHFaSRhyYfA8mjTvuH3GumgudMJoNcLodardaT8pOPIyYVSHrG5N0ZcsXJQduZoTHc8v44vV4Pk8nELhzNFI7H4/jwww+xtLTEerypzB54+HQszs4hb5r+LEeuykan03Q6zTTkKSwl18fmPB5crvTgQAWdAHoqyPkha39Rq9Ust91ut5HP5zE3N8eiWPLcNk0OI6cRABuDS4Z7JzoY+8HQGG6Cwk2pVIpNliJxiUQigUQigVQqxUQmhuVCHlZI/o/o/7M8101tD9VqlYlO8E2Lc1Sg+3wYN/qjSLfbZYWcVNxMRcv9Th6tFx2Qt1KaHKa1VHS3+W72w2uiPMNzzz2Hs2fPIp/PIxqNsmq9er2ObDbLxlHupxcyTIvWz16uDU27kVda0tfJ25YkifVIUmqDQoTy1qS9gELHw8hRjzQctWfmIOm4D+t72611oVC52WyGzWZjTgaJFslHP8unG8rFjQYRLdnuzxoqww3cu+CBQABerxfpdBrr6+tDESoc1hsd2Pu16RfDl4fJSeFLqVSy0JJc/GOvjSo33MPLUX5mhp1hXZu9PlAN6+cmtvv+hjJUThJ0/UUEnMEgr5wkD1z+NZJV7S/EGfaHhMPhHH4O4z40dB73sDLMi79fa9PvcfeL9g8ivMQ97uGFPzPDy7CuDV+X7a2Lco/fB+eQsdUM2SfR3H3S98LhcDhHjaELlQ8b3DhsZqvB7/tdxPE4w+c5+wNfFw5nb+Ee9zbgG9H22e8QHF+b4YSvC4ezM3byzGw7x83hcDgcDmfwcI+bw+FwOJwDBDfcHA6Hw+EcILjh5nA4HA7nAMENN4fD4XA4BwhuuDkcDofDOUBww83hcDgczgGCG24Oh8PhcA4Q3HBzOBwOh3OA4Iabw+FwOJwDBDfcHA6Hw+EcILjh5nA4HA7nAMENN4fD4XA4B4htj/Xcj2k//XOeH8Rez39WKpVQKBQQRRE6nQ4KhQLJZHJXf8Zuolar2XUYxpkxW63nbr7PYfzMAJ+QNazrAgBarRbdbhedTgedTgfA/o+m3QsUCgXbv+iXKIpQq9UQRRFarRYKhQJra2uDfqtb4na70e120Wq10G632deVSiVEUQRwf51qtRrq9XrPGsqha6FUKtHtdtFut4d+jbf73oZuHje9cdr0HvZB9mMBhnmRCXqPw/peh/V9cY4u/ffksG/oT4J8fxj2z7jV+6P33el0oFAoepyUfieOoO87rAyV4X7QIjzqe/fqfbRaLdTr9aH3nA7CA8nhDBP93tdheX7kBo72LaXyfkZUpVIN9X5G69JqtdDpdHo+T7PZBAD29Xa7zbzyrQ5i9Hr0/YdljYEhM9zEoC8wLbJCoUCr1Rroe9kOg75eHM5BQx6GPWzIDyMKhYJ9VqVSOfSfW25k5YZb7mHT37fDYTPYxFAa7ielP8/Tv/jbhf4fh8PhHCTIaMuNXbvdRrPZHGqPm6IDW4XF99tz7s+RD5MTdygNt1KphEqlYr93u100Go2eIpTtQOGYYb7RORwOZyvIeNO+dxAMt0qlAnA/xA3cd6D204kip0+tVkMQBBaWHxbv/dAYboVCwYy1VquFKIrodDqbqhN3gvzUyuEcBeg5okMr52Aj38PI+A2z4e6vORhEqFuhUMBisUCSJLRaLTQajX39+dvhwBtueQGGXq+HKIqwWq0wm80oFotIpVJoNpuo1+uPdRPwUPnus52OAc5gUKvV0Gq16HQ6qFar/P4/BNBzRuHyYYbe31a57v1CrVZjenoagUAA4XAYGxsbqNVqQ+XEHTjDTblrpVIJtVoNlUoFrVYLQRBgMpmg0Wig0+mg1WrRaDQObXHCQUKeKyKjTdEQznBBz1O73WY9spyDjbzFdtj3wv5Wryd9v3JbIUkSKzjudDpoNpusUp0iE9TvbjQaYbFYkMlkhvKaHRjDTZu+RqOBWq2G1WqF0+mE0+nEuXPnYDQa4fF4IEkS5ufnsbq6im63i+XlZTQajaHKTxwlVCoV1Go1bDYbNBoN+3qpVEImk+GGYcgwGAyYmJhArVbD0tISP1wdEuSe6zCHyul+I+P6pN62VquFwWCA1+vF888/D1EUEY/HUS6XsbS0hGAwyH6OIAiwWq3Q6/UYHx/H1NQUEokEisUims3mUO1VB8Jwy6vEBUGAKIowmUxwOp0IBAI4ffo0LBYLRkZGoNVqUS6XkUgkhrKo4CihUqnYehmNRuh0up4ezGHeQI4q9Gyp1eqe/l/Owecg7IH9BWlP+p4FQYAkSbDZbJiZmYFGo4FGo0E+n0cikejpa1er1dDr9TAajTCbzTCbzRBFkTl+w8RQG255mMNoNEKj0cDn88FisWB2dhanT5+GzWbD8ePHIUkS9Ho9FAoFisUilpeXEY/H2cmNs3+QsR4dHcXrr78Os9kMq9UKURQRDAYRi8WwsrKCeDw+dA/EUUWv1zPvhB+oDi/DvrZb5bgfB0rN+Xw+nDx5Em63GxaLhXUayb9HqVSyVOvs7CxsNhtcLhf0ej0EQRjKtuADYbjpolIIw+v14umnn8YLL7wAvV4Ph8MBlUrF2h3K5TI2NjaQz+e5tz0AKJ80NjaGN998E263G3q9HiqVCpcvX8adO3dQr9e5RzdEaLVaWCwWdvjdzswAzsHiIKxnv9jK40IG2uVy4dSpUzCbzTAajWi328xwUwcF/W40GjExMQGXywW73Q6tVsvmQAwbQ2W46cYyGo0sZOFyuVioVRRFOBwOlufuF9MHwHq2y+UyqyTn7B2CIMBms0Gr1WJ6ehpOpxNarRaSJGFiYgJutxtmsxkajQYKhQIOhwOBQADr6+vccA8YlUrF2l5OnjyJ6elpZDIZBINBFItFHg05YNAeKN8L+/e/YTfeW7WD9UOfgdp/KcJHoW4yxuT4ra+vQxRFbGxsoNVqsfs7lUoxB0KpVKJUKiEajaLRaKDZbMJkMqFQKAylDRk6w61SqeDxeOD3+zE+Po4LFy6wU0+n00GhUECtVmOGQG68gXsLXS6Xkclk0Gw2h/KiHya0Wi1mZmbgdrvxox/9CM8//zwTLVCpVGydqKJ1fHwcJpMJwWCQG+4BIwgCxsfH4XQ68au/+qt47bXX8O677+I//If/gGw2yypuOcOPfC+k56pfxGTYjTbxsD1b/jk1Gg1EUYRer4fNZoNOp0MgEIBWq2Up0lQqhcuXL6NarSKdTqPVavUUvlGtDQnVzM/Pw2g0wufzwWw2Ix6PD6UNGQrDTQbbZDJBq9XC6/VidHSUhVi73S6y2SwajQYymQwqlQry+TwqlQoTi6DXkRsJzu5DD7/FYoHX64XZbMbs7CwcDgfzrqlNr79fWz4qVafTwWAwoNPpoFarDV0OaZiRt9dR9EmlUrF0UbvdhlKphCRJUCqVLPxI4UPq1ZYkCceOHYPdbofL5YJOp4NKpUK9XmetlJzhRq7wpVbf3877p2kdFKNNPChaQLZCpVLBbDazFKrdbodGo2Eed71eR7VaRblcRqlUQq1WQ6VS6TnMbPWzRFFkr0PtxcNoTwZuuOmm0+v1uHDhArxeL86ePYtjx46x6VzpdBqXLl1CKpVCNptFpVJBo9GA3W6H2+2Gy+VioXPamERRHLqLfRig6/vSSy/hX/yLf9FTfWmz2SCK4gM3iW63C0mSoFKp4PV6MTs7i2QyidXVVVSr1R2/l4O2GT0p8k1Lq9VCq9ViYmKCbWAGgwGVSgXZbBY6nQ6zs7PQ6XSoVqtoNptsMzKbzZiamoIkSSyNQUa/Vqshn8/zUPke8LD79XH2KuqyUalU0Ov1MBgMrP++3W6jVCr1GKmDaMDl0P1vMBig0Whw9uxZzM7OwmAwwG63o9lsIpFIoFwuIxgMIhQKoVKpsOvQarUeep01Gg3Gx8fhdrtx8uRJeL1eZnuGzbEYuOGmHIVWq2WG2OFwwGq1olgsIp/Po1QqIZVKIZFIIJvNolqtIpPJoFAowGg0bvK45dWCw3haOqgoFArodDro9Xr4/X6cPHmSRUn6w97yCWv0d+B+i5jBYIDL5QIApNNpKBQKNBqNbfcNH9biKbVaDY1Gw+5fOfKDqSRJkCQJHo8HVqsVFosFJpMJpVKJdVhMTExAr9ezgy61udhsNszOzkKSJGi1WqhUKhQKBbbBNZvNR25ynK0hR4SiSw8aoynfs4D7YW0qsH1QgZY8v6tQKJj4FNUEUXqj2Wz2CB71Tww7iNAzL4oiJEmC1Wpl2h1msxnVahWJRAKtVgvlchn5fB6NRgP1en1br69Wq2GxWGC325lGiNlsZmJewyR9OlDDrVAoYDKZMD09DavVynKliUQCGxsbiEQimJubQ6lUQigUQq1WY6fJaDSK+fl5tNttXLhwoUf6VKvVMsnTSqUyyI94aKACkDfffBNvvPEGAoEA87TlG0G322USs/J8lLxgRBAEnD59Gv/sn/0z5HI5zM3NIZPJ4J133sHc3NxDBwrI83iHKUdOn+vMmTP4zne+A6PRCKfTya6vvPCIDDiFC0VRhCiKEASBRaloE6KvtdtttoYajQYmk4kdAoD7BwZ5uJWzM0jjemZmBjabDb/yK78Cn8/H/o10r+XeHxVY5fN5ZLNZRKNRfPrppyiVSigWiz3qj3TolReEUi6WDHc+n8fy8jLK5TI7CMuFVw6C0d7qPdI9L0kSRkdHYbfbMTU1hbGxMZTLZcTjcWQyGVy+fBmZTAaRSGTbkr3kPDqdTrz22muYnp6G3W6HTqfDhQsXEAqFEIvFcPXqVdRqtb34yDtm4E8p5bQpz2az2RCPx7G8vIy1tTV8+eWXW6rWFAoFxGIxOBwOFtKTGwatVsuMB/ccngzyIjQaDZ5++mm89dZbW+qN0wbTbDaZti+lMCjHSn/3er3w+XwoFovwer1IJBK4efMmFhYWAGytEb9VROWwQIebkZERvPbaa3A4HBgfH4dOp3usuo2dbNBkFOSiK/yZ2TkKhQKSJCEQCGBkZATf+ta3cPz4cfbvjUYD1Wq1R06WvPJ4PI5IJIKFhQUsLy9DqVQyoy1X9tJoNJAkCXa7nancUX2CwWBAMplENptlxmir1r6DYLy3gvYP6rN2OBwsRF4oFJBOp7GxsYFUKsXSQzt5XYPBgNnZWZw6dYodqMbGxnDixAmIoohbt25xw02USiUsLS0hGo0im81Cr9ez01Mmk3lgH7bJZMLY2Bjcbjf3EvYYg8GAb3/725iYmMDZs2d7/q3T6aBer6NWq+Hjjz/G0tISGo0GarUaeyA0Gg3GxsZYdCUQCLDNQ6PRwOv1Qq/X4+tf/zp8Ph8WFhZw69Yt5j3K11+udX4YjAt5Ei+88ALOnTuHkydPYmRkBAaDAYIgsO+Tf1bSKmg2m8jlcqzew2w2Q6VSQRTFHb+P/sIfynlztgelIaampnDx4kV4vV5YrVYAwNraGiKRCOLxOBYXF3tSEWQgKBebyWRQLBYBAG63mxUgUlEnedoUIna5XDAYDCxiU6/XWWvUVgb7IBjtrZ5rmoddq9WwtraGTCaDarWKtbU15sQVCoXHkiclT54kmam4EwCsViump6dRq9WGys4M9J10u10Ui0XMzc0BAC5fvsw8i4f18QH3L6jf7x+qC3oYMZvN+M3f/E189atfhSRJPf/W6XRYQdSf/umf4mc/+xlarRbLsVEP/sWLFzEyMgKVSgW/399TFR0IBNBqtaDRaPDSSy/hpz/9KcLhMAt10eGt37sftoKRx4Gu0euvv45/+k//KbRaLUwm00OjCY1GA+l0GpVKBSsrKygWi5idnWWHJPK0doI8kkGG+7AcjvYDk8mE0dFRnDp1Ct/4xjfgdDpZR8zi4iI+/fRT3L59G3/3d3/XcxjtrwoXBIGpRPr9fhiNRthsNphMJthsNoyMjECSJJZGoShJtVpFpVJBtVrt+Xp/mmXYDfeDhFfIcLdaLSwtLUGpVGJpaQl6vZ4d8NvtNiqVyo5nd6vVajaYitIYZFMcDgdOnjyJYrE4VHZmKN7Jo4z0Vuh0OjgcDpjNZrbJkcGo1+usIIdvPI8Hhf1IMIWKNOjmpXB4oVDA9evXEY/HEQ6HUavVWEsSHcKUSiWi0Sg6nQ6SySQKhQJruXiQaET/37c6zB30taVRtFTwR3Pk+402eRDpdJoNPdjY2EClUkEkEmHtkcFgEBqNBgaDgWmOU15bXokuL4CTvxdqEzOZTGi32ygUCtzrfgSCIECtVmNkZARPP/00ZmZmWEtSoVBAo9FAMBjE8vIyYrEY6vX6phAu9RDTAZW8ZrfbDY/Hw6IpckEqaruUR6CazSZTBXtQUdtBMNzy37eCDpRUdEbGVq66RtdGrilBexftURT5AO5HsdbW1qBUKjEyMsIiJrTGw3TthsJwPw4OhwOnT5/u0ZMlg53NZpFMJnll7A7pP5m73W68/vrrCAQC8Pl8rKcRAMrlMiKRCBYXF/Fv/+2/xfLyMgqFwqbQNm0oV65cYWpqExMTsNvtGB0dZX34FHKvVCo9G5t82MBhW0tBEFh9h9PphE6n22S0O50OSqUSqtUqPvroI7zzzjtIJpO4c+cOy+NRrpRyoAaDAWazGU899RSrkqUJSYFAAHq9Hh6Ph/V/A2B/tlgsTMSiVqs9VpveUYGKa/V6PX7lV34Fv/d7vwedTsequ1dWVpBMJvH+++/jZz/7Wc8YSTnkTcoHIlFh1FNPPcW6bMj4yD1nMj4UIdFoND2HgK3e87DzqOecvGmKMMj/D10bCn2bzWZYLBZWsNzpdBCLxVAul5HNZlEoFNgzFg6H8fOf/xw+nw/f/va3cfr0aXZNHyeKtZccOMNNOSEq0qB8XqvVQjqdZj2owzaGbZihG5I2bzqlUruFy+XqMdrAfcMdDodZ/m4raBIYFeVkMhkkEgkolUo4nU624TSbTWQyGSSTSRSLRbaRHRbv+mF0Oh3kcjmEQiHm+ZK3AIDJ91LLVqVSYSIpdJ9TWoEKM4vFIux2O+usMBgMzLuw2+1M37+/2niYNqdhR6lUwmAwwGazweFwwOl0srWr1+vI5/NMe4Ly1g+Dct5UIW61WmGz2VirH6Uz6BBLBpoOe/T3/meHXvsgrPFOnvMHHeYpkmUwGJgwlEajgcViQavVYsa+VCqx1yENA1JKS6fTKBQKaDabbD+k/XEYUkgHynArlUrYbDb2sFDYr9lsIp1O43//7/+NO3fu4OrVq9zb3iZUha9Wq+FwOFh/td/vRyAQwEsvvQSbzQaz2QwALH908+ZN/Kf/9J8Qj8eRTCYf+XOokvbKlSuoVCqYnZ1lBR+VSgWVSgVvv/02bt++jVgsxgoTD/M6NptNNi3tP//n/4wf//jHbJOQJAl+v59VEFM/9vHjx9FqtXDmzBk0Gg3E43FUKhXEYjEkk0mm01+r1XDp0qWeUCEZhKeffhr/8l/+Szidzh6tA5ILDofDXPL0EVDq4cKFCzh58iROnToFQRCgVCrZQfXmzZuYn59HOBze1msqFAq4XC688sor8Pv9OHHiBPx+P2v3kxsq6vumFrNisYhEIoFEIoFkMolMJsNCwgcpYvWk75H6vM+dO4eZmRnMzMzg1KlT7DkoFot4++23sbq6ilKphFgsxv5fJpPBF198weoKstksJicnMTs7C7vdDpvNxtKDg342DpThJgEQmmJEvcF0irp79y6uXr06tPqywwhFL2gCm8Vigc/nw8TEBPx+P3w+H0wmE9s46FSfTqdx48YN5HK5bbVIUPSDvG2tVsvm4RaLRZRKJSwuLuL27dusX/+gbDaPS6fTQblcBgDkcjncuXOH6bvr9XpMT0/DaDRidHQUNpsNRqMRdrudFZE1m01IksT6fakwh7zwcrncc/3ks9H7Uxq0tmT46bU4m5G3R7rdbkxOTsJut/fkl1utFlKpFKLRKFvjB70WcD+SaDKZMD4+znKser2erTcdmuVRKHoeqdWsWq2iVqttMtpyDvMzRVEJp9OJiYkJzM7O4uzZs+waZrNZfP7550gmkxAEoeceb7fbLOIXDAZhtVrhdDqh0WhYfUh/bcigODCGW6VSQafT4Vvf+haee+451mtH8nbhcBiJRIKdNHn/9sMhMQe3243vfOc7TLHOYDDAYDAwCU2SxKT+bDKy8vBrv2cs32D6jQOFDDudDorFIhQKBarVKur1OhYXF1Eul3sKTY4aZDy73S6bapRKpaDX63Hx4kVcvHiRiajIh+5cuXIFc3NzrFWG1qO/3oA2c7myIAAUi0UUi0X2/PBU02bk/b4nT56E3W7HuXPncPz4cbhcLigUChZZoipnuoby/nh5253FYoFOp8Px48fx1FNPwe124/z586yKXC5c1N/a1V81Tq9P1ddbGeyj8EyRHsKpU6dY1EpuD2KxGFZXV5HP57f8/61WC4uLi6hUKnC5XMy5sVgsKJfLrJZnkBwIw003uiRJePnll/Hrv/7r7IRaq9UQDocRCoVYjrvVam26mTm9UKjP4/Hge9/7Ho4dOwaTyQRJktgGD9z3lCkPVCwWkU6nUa1WIUlSj9gKbQz0f+WFZQTlazOZDJaWltDt3hvDSsb/qBsL+cZLubhYLAZBEPDcc8/h+PHjkCSJFbLJ21fIC7969eqWmzStDVX6y40JyQqTTOR2pWePEiRqYjabcfr0aRbOnpiYYEI5dMBtNpvMcNP+Rfc2pacEQWAh2Jdeeglvvvkmy8s+rIr5YaIqtMYPCpHT+znMKJVKuN1uTE1NsW4Y2osUCgXS6TTC4fAD6w7a7TbW19eRTCbx7LPPsvWiMZ/D0BY2+HfwEOiEazKZ8NRTT7Fxn1SgQUU5lGelQRdyhS0SkqC8xFbtGEcR0rkmAQdJkliOTr4J0GZDm4FcdvBrX/saqtUqSqUSa6+gQqtMJsOkCOUeAFU/0xoddUO9Hai1jjae/l8qlQp2ux2Tk5NIJBJMzpTCpbSeXq8XY2NjOH78eE/Ir9Pp4O7du/jyyy9x8+ZNbrQfAKUxaLIaDczpf17IYEqSBJPJxDoyDAYD67+mVj2q+D916lSP7v9WxlV+8OqPatHf6dC9VXEa/X6YHRk6+EajUSwuLjLhJwBsH3pQRIJQq9WYmZnB6OgoxsfH2bpbrVaUSqUeYaRBMdSGmxrjx8bG8Lu/+7uYnp7G2NgYKwBptVooFApYXFxEIpFg81ipmZ7E6KvVKpaXl5lXQRvTYb6BHwWN45yamoLdbofRaNwkTyo/uZPGsiAIsFgsLERIob9ut4tarYZGo4GlpSXcuXMHkUgEly5dYu1MrVaL5YnIU5TPw+VsDbX80MFJvrHTn8fHx9lgHpfLhVwuh3Q6jUajwa7vyZMn8e1vfxvj4+NMbYty4u+99x7+8A//ENVqdaiGKQwTNByHUklGo5F1tcgNKBkFs9kMl8sFu92OdruNqakpvPDCCzAajfB6vWwqG3ny/br08tcF0PPa8uhWv9GWz5zu1z847Hse7VXz8/NQq9VotVoYHR0FcO85omEhFBHZCkEQ8PLLL+PixYuYnp5mqnU+nw+dTge3b9/ez4+0JUNjuGkeN51MqT+bvDuPxwObzcZk6egmViqVMJvN7KakEC5NzSHDDYC1GVH+6SiLS9CEKTKidCNTsR8Zi0qlwtpUKAJCJ1DaaMjYUzSD8qVqtRrxeJyF10lYQhAENJtN1odMOV1uvB8MhbMjkQjMZjPrw6b7ngqmSMGLBk80m03WfTE1NQW/389CsZSmoLnF9Hwc9s39cZGHoeVeW7+HTGtC8rOkikZhcarulxvqR2nvyw8G9HcyzPI8+lZ57/7XOex0Oh1kMhmEQiGsrKwwWWxBEJBIJFhr6oOuBRUJUjQSANvfSGN+0AyF4aZq8YsXLyIQCOC5557DmTNnWKhbo9GwEJNSqWTGt1KpQK/X49VXX+0JCcol/1QqFRqNBhKJBHK5HP74j/8Yn376KRuwftSgh5rGqOr1emSz2Z4cdaFQQD6fR6VSYSM3fT4fC/VZrVYm9iHfLOjUTxOSCoUCnnvuOeTzeVy7dg2pVIr9jHw+j2g0ilqtxsRX5FKFR2GD2Slzc3P40z/9U0xPT+N73/sejEYj87hoUxkfH8dv//Zvo1qtIpVKod1uY2xsjA1m8Pl8rL2o3W4jkUiwyVS1Wo1f94dAbVdarZZVJVOfr7xegIyCRqOBTqeD1+uFy+ViBaBUzdxoNNizI3+NfuSePI38pOeVDhBKpZJFGvujMv2vddhptVq4evUq5ubmcOnSJfz5n/85bDYbjh07hkajgXA4/FCPm5TTTp06xfQrKpUK1tbWEAwGh0KUaGgMt1qtZoIfU1NTOH36dI83R6dLKmQi747ye2SMSECEck80ZYfyTUajkd3YRx3ytHO5XM+Gk8/nkclkUKlUkEwmWSivXq+zHB9tTMD92cByFS6dTscKdmgIAHnz9EsURbbp8HD5oykUClhfX4dOp0M2m+2pEi+VSiiXy1CpVPB6vWg2m0wre3p6Gk6nEwaDAUajkV3nVquFYrHIZtwPgycxzMgN5YM8bvnQHQrJAmD7GEWZqIWSDLY8X97/HMgNt/xw1e12mXoYpTh4xOR+9wp1wKTTaTgcDtbS+iiPm2yJ0WhkX2u1WuwZG4YakIEbbnmYiCot6eYnj7nZbDKPYH19Hdlslo0BJSk7udBE/80vN+aNRgOlUunI5vHoZo1EInjvvfeg1Wpx6dIlJhtLhyNKJ9CULxK8GR0dZSM5T5w4Ab1ez5SJ5DnybveeXjAdlCYmJmCxWJDJZJDP51EoFFCpVFAul1k7GN90Hg5pwS8uLmJlZQVarRbAvWeIUhcejwfHjh2DVqvF+Pg4BEGAy+WC0WjcJNtYLpfx/vvvY35+no1T5TwYeY6Z2rV0Ol3PfZ/JZHDp0iXE43G89957iEQi0Ov1LH1nNBqZ06BUKlnU64UXXsCrr77K9kDgfnicnhOaLlav19l0OJqKRd+TSqVYOJg/T2C1OVSYDIDVfjwsVdpvQxqNBlKpFFKp1FDYjoEbbmDzZCI62dIN3mg0kM/nUSqVsLq6ikgkgqmpKZhMJqjVapY33UpPlsJK9PryHPdRhbzqQqHQc4P2F6/IC6B0Oh0EQUA0GoXf78f09DQTbJHngeStEmRQut0u7HY7BEFg158iIRQ54X3DjyaXyyGfzyMSiSAUCjGDQQbAYrHgxIkTGBsbgyRJzLAYjcZNU92Ae8/VwsICrly58kDJWs595K2OWq2WPRNy4ZVyuYyVlRWEw2HMz88jFAqx/9+fx6ZJeVarFXa7HRcvXuyRvCXIUKdSKSwvL7N5DLVaDRsbG8hkMqxWpFKp9EgGH3WoJqFer/e0fz2qUK/fcJPHXSwW9+y67iTiOHDDTReo3W4jGo2yfDfNdC4UCqhWq4hEIqhWq8hms0z8Y2xsjOWZKOfTr7usUCjYaSmZTKJSqfQIIxxV5OG2B/W8079RBKTVaiEWi6FarSKfzyOdTsNgMGBkZAQ6nQ52u51NutLr9ez/kTRnuVxGPp/v8bLl/a5H3TvYLrSJUIhWfsANBAIQRZEZFkmSHth3SgU3tVptKMJ/ww5t9lS0WSqV2HWjezifz2N5eRnhcBilUqlnn5EXktHfy+UyO8T256bJw19fX8fCwgLW1tZw5coVVKtVNo+B9kMqmKOiUv48beZJrgdFIvfCwaDD2k4YuOEGwHKfGxsbrN86mUwimUxidXWVDbRoNpus19HhcKBcLkMQBBa6kOdK6c8qlQr1eh2xWAyxWIydRjnbG6FH/0anTBolubCwgM8++wyiKMLlckGn02F8fJxNuqLWCdpISNiDCtDkgzL4RrN9SOCDVJ/ofqdD7rFjx9gAHgrRPqzoiYo8+TOxPciYkvdFOWw6pGazWczPzyMSiaBYLD50kydBI8p5y6e1kXffbDaxuLiI999/HxsbG7hy5comZbaj0Oa1GzzJNaJiwr0YFa1UKllb4XYZCsNNF6JfEYg2KepfJQEPSZJYewwVGZDQCgBYLBaW09NqtczYhMPhh+oGcx5Nf18ocG/KTrPZRDweZ61FVLFPBVSUc6PNiealU5Us33ieDJqjbTAYWHWx3HvbKqpCbS92ux2FQmEg7/sgQgdPkv6tVqtsVjpVHcurv4HNRoM269nZWYyMjGBiYmKT+BFpjqfTaUQiEdZSSYfhfg+eszvIO2z6v76bBbT0etS2fKBC5XIoX02/KCfd7XZZhR/paXe7XQSDQXb6pQrZdruN8+fP4/jx40w+MJFI4JNPPsHq6iqbBsN5MuSCD6lUCgqFAslkkvWu0vpRvo6KBq1WK4xGI5LJJJOn5bm4x4fqQux2OwKBAAKBANxuN1PmehiCIGBychL1ep31iHMeDaV+ACAejyOVSuHy5cv45JNPEA6HkclkWCEUORxyERUy2mazGT/60Y/wxhtvsBZLeZg8m80in89jfn4en3/+OVsnftDdf+R1Uru1X9H+qNfr4XA4dtTpNFDD3X/CkN+0/QL98hnFVGlOYu+ZTIb1WLbbbYyMjMDtdqPT6UCn07Gh6dlsdigqAg8TlPMD7ktz1uv1HkUoheLeqD3qyafWsq2kGTnbh4YfiKIIq9UKl8sFi8XCrvV2/r8kSTAYDEMh43hQoMlrhUIB8XicDTmKRCJIJpMsDypP2RH0LJAYi8/ng8/n21RY2263kc/n2QG3UqnwAs59YCsdePo6CenslngXaWGQfO6BMdzAfaNMoW4yyIlEgunCyg03tV3EYjGEQiGUy2XEYjEWPiLy+TxcLhempqYQiURY8zwPle8+cm+CfqdBLyS5KQ+Tk7oaLxJ8fOgQdOzYMdhsNly8eBFPP/003G43C5NTKPVBYhzyUPlWVeecraGWvPX1dQSDQRiNRqbPT+2mnU6HHaCoSJBCoj6fD2+99RZGRkZw8uTJTaMiKQ34d3/3d7hz5w5u3bo1NIpdhxk6VG01ulMQBNhsNpTLZaTT6Sc23EqlEh6PBz6fD1qtFgaD4WCEyuUnm/5JRXI5TPq6XFAFuPfw5PN5FItFZriBexckmUzCZDJBoVDAZrMhl8uhUCj0VIFydp+tit1o3Si0TmtK3gP3tncOPTckWuR2uzE6Oorp6Wk2Naw/T7fVdSahCWprov/DeThUbAkAyWQSwOb2InlxLCmokZyz2+3GM888g4mJCSZHS9DrNJtNBINBLCwsIJ1O82dlH6D1oj2rfz1JfGq3xLv0ej1rkyWFtu2y74ZbvulQ/7XRaIRGo+kpriFhA9LzJc+b+ibz+TwTXaFKdOC+qIHX64XBYEC1WmVhJj42cmvkkqXAk8siymVV5dOQSGaTwoiZTGY33v6Rg54frVYLl8uFkZER1ktPmgdyGU2DwcA2HPmmo1ar4fF4ANwr6KTRk/wZeTT9z8hWfyeRD4o80cjccrm8SXGNoOp06tVOpVJsXgA33HsLzUeXz8Sg60772W4YbjocOJ1OTE1NsbXeyXO3r4Zb7mFTxTdVw2q1Wta+QipDGo0Ger0eSqWS/U5Q0QcAGAyGnmIQq9UKp9MJ4J5nTt47z6dupj8PR0Z1N4y3JElwu93Q6XRwOBzQarUoFosol8tM8pGzc+QHX7vdDrfbzeRNSdSGvo9UA+UywLTWKpUKDocDKpWKKdwB4IZ7Gzzq+SCvmZwFqgZXKpVM63qrXCp9L2klkNAKZ++h58BsNvcoSdJay4tunwRK/VqtVgQCATaWeifh930z3HTap6ldFosFdrsdoiiy1i3yymjcnUqlYopoVCVLRU82mw1utxvlchkOh4NVnysUCszMzMDj8aBarSKXy/GNaAvo5tFqtfB4PBBFEeVymak0UXvQdgw4HcROnDgBr9fLeoh1Oh2TQ6UCKEpZ3Lx5E4uLi7yi/DGggsBGo4FcLodUKoV4PM5aH/P5PAutqtVqnD59Gj6fj4mxbLWm9Lzxg+3uIldbo6rwQqGAVCrFFNMoWgLc7xduNpvMcSG5Tt7+tbdQtT9pmlPHCwnbbFVsuFPkKWL6GaTqRlHj7bAvhlueOyCJzEAggMnJSajVahbfl59sVCoV9Ho9rFYrC7lSBR6FzUlxiPq5abOicHs0GkU2m+XKXFtAg0Dsdju+8pWvwGQyIRKJIJfLIRQKMTWmR10z8v4MBgO+//3v45VXXoHT6YTX62WtSvIbPZvNolAowGg04pe//OWeCBocdqhWoFqtIhqNsihJtVpFPB7HwsICk5GlQ7BWq4XVat2yX5SeTxKB4J0XuwtVITebTVQqFZhMJqyurrK9T264W60WUxak55OkTHkx595CXRY6nY710VMEq1KpbClH+7g/h4qxyWgnEonhM9ykdS2KIhsL6fF44HK5egppKCck97apIIDC55IksXCFSqVCq9XquQj0gFCVZyKRQCaT4UVpfcg3a4fDAZvNBkEQ4HA4ekbZpdNpdvKUG1iqkNVqtXC73bBarRgdHYXT6YTNZmPFgfIQPBkcam/hBvvxIU+OoiM0CYkmGHU6HRYep1qQhymo0b1AOVm+NruPPPS61aEWuJ+6IqPeX7zG2TvICSE1zmKxyFKt/frvT/KMyKW4y+UyKpXKjmWH9/yOoFzn+Pg4LBYLLly4gLGxMRYqp42c9MSr1Srr9TUajWxQgtPp7KmAJYPfbrdhNBrRaDQQi8VQr9exvLyMUCiEjY0NXLt2jY1449yHwttmsxnnz5/H6OgoO1yFw2Gsra1hdXUVP/vZz9hwC7kn5nK5MDs7i0AggB/+8Ifw+/1wu90wGo2bZgvToazRaODq1av47LPPcOfOHaYuxdk5FFINBoPIZDLMAORyOVQqFWi1WgQCAVitVvh8PjbWsN94kzeo0WhgNpuhVCpZ8RRnb6DIo91uZ0VQBE3Uq9frcDgccDqdSKVSPGK4x5DRNhqN0Ov1SCaTmJ+fR6FQQDabRTAYRC6XY+NvH6SItx0oWpzJZLC0tIRYLIZsNjt8hlulUsFkMjGRCK/XC6PRCJPJxIZXULFNu91meQY6cVKhGv2i1hUy3JT7abVabBBJNBpFLBZDIpHgQxQegkqlgsFggMVigcPhgF6vhyiKUKvV6HQ6cDqdLAJCRU/APQU7n8+H0dFRnDhxAn6/v8eDII+QoiiUP4/H4wiFQqzFhfP4dDodVKtV1vdbKpVQq9XYxmIwGGA2m9mBrF+UhdaIno3+Axdnb6DWIkpjyJELfdCvB0lwcnaP/hkXxWIRqVQK+XwemUyGqeHtxqhU2iMpTC7vetoue2q4yaszmUyYnZ2F1+vF5OQk/H4/M8406rHZbDJxDjr1GAyGngK2rUJ+nU4HtVoNuVwOn332GdbX15k4QqlUQj6f57mhLWg2m2yzp/Cq0+mEJEnwer0wm82sN5iGgcivoU6nY5rwVJlMNyS14IXDYXzwwQfIZrNYX19HoVBAKBRCPB5ndQmcx6fb7bKOifX1dRSLRZYztVqtOH36NDweDxwOx5ZGud1uI5vNIpFIMBVCfsDdO8gwaDQa2Gw2lpbq/x5aq2w2ywYj8Wdl76DURLfbRTKZRLVaRaFQgCRJbC8rlUqIx+Ms7/0kByl6xsjLLpfLO+542lPDLRcg8Hg88Pv9cDgcsFgsPZO85AVn7Xab6VmTcaB8j/z/yC9cs9lEuVzG6uoq5ufn2Txc3pP6YKjthAYZkDetVqthMplgNpvh9XoxOzv70GKMrW42OhREIhF88skniEajuH37NtLpNPcadhF5y1Emk0GlUoHD4YDZbGYHML/fD4PBsKUEarfbRaVSYaNzuW783iLPX5Nj8qAcNwDWIUAV5Zy9Qa7IWS6X2XRKqpeiX9VqlUWonnTSGEUh6WfsNBWyp4abyt1LpRLm5uaQTCZRKpXgcrlYmxdtPtTKJW90pwtGxRxyj4G8aTIOyWQSN27cQCwWQ6FQ4DmhR0DphUwmg3feeQfXrl3D2bNn2aSimZmZTdd8K1qtFpsJ/MUXX2BtbY0VdCQSCZYnqlQq+/TJjhZypS2qLKc+eYp49a8hhchLpRKuXLmCubk5LC0toVgs8ir/PcRkMsHn82FsbAxarXbLPu5arYZ4PI5wOIxYLIZkMsmfnT2CijdpGBVJM9OYVXk7GNWUPKldkbf0kYzt42if76nhprxzPp/HtWvXoNfrEY/HWUhWr9czj5xOoYIgsNOo3HDTqYg+dCKRwMbGBm7evIn/+l//K9LpNMrl8q7kII4CtHknk0n85Cc/gUajwXPPPYeJiQl8/etfx8TExLZynlQUmEwm8d//+3/Hu+++2yOzuVtqbJytoesqryWgvBl1ZmyV2ya9+EuXLuGTTz5h4yl5LnXvsFgsOHnyJKanpx84xrFarSIYDGJjYwORSASxWIyvxx5BkVy73c5SgisrK2wsMUUh+4VYnnQ9yPhTJxSweeDWI9/7E72DbUBvsFKpoNPpIJlMotFosNYutVrNfjcajT3jPLVaLZNvBO7ns2msXiQSwcrKCrvIXBnt8aAisnQ6DUEQMDc3B4/HA51OB6vV2lNbQKMGSQCkVqux/u94PL6jXkTO7kGHJNI1IJEP0jSQGwqaTx8KhVAoFJh3wY323qFQKGAymTA1NYXR0dEebWr5kJ5isYi7d+8iGAyyEZ6c3YMiujTSNhAIsJRsPp/H6upqT+habqx3ay1243X2xXA3m002szmVSkEQBFZFLve0bTYbE1uh+bQajQatVgu5XA71eh3hcBj5fJ5V+1G/HQ+NPxmtVgsLCwtYWVnB6uoqPvzwQzidTpw9exYGg4H1eV+6dAnXr19HqVRieSAKJfGWu8FB9RylUolNZLt58yYKhQL0ej3MZjOLWqVSKfzyl79EKBRiE/a40d47qGd7bGwM3/3ud+FwOGAymXq+h8KlGxsb+NM//VOEQiE+H30PUKvVcLvdsFgs+K3f+i38g3/wD5BKpbC2toa1tTVcvnwZtVptT4cgyZ81ebpk6IaMUK5bLrQiF4Zot9vMo6OTKFWZi6LI8qjk3eXzeeZVcIO9e9TrddTrdaTTaSgU9+Zq22w26PV6lMtlqNVqttmT4ebXfrig6AnVGIiiiGg0ygpABUFAKpVCJBJBNBpl7WOcvafdbqNaraJaraJWq/W0s1JtAulWZ7NZHr3aAxQKBXQ6HYxGI6xWKxwOByqVCtv75GJT+7G3yQ34Tn6eorvN735SmTf56/T3zJH+OOXjaIOh75MXBtBpqNVq7WvryjAbqN1aG4KuP031ojWhUDmpCA2LNOawrs1ur8tOfq5Go2EDXqampuByuZiGQjAYxLvvvstawWjoxW4zrOsC7P/aKBQKeDweHD9+HIFAAP/wH/5DuN1ulqqYm5vD9evXEY1G8cUXX7B6nb06VA3r2uz1uuh0Orz44ovw+/342te+hmeffRafffYZ/uRP/gTpdBpLS0ssrbtfyDsJtmvT9l1LT36SIXlFeUUs0Lt4e5Fj4DwcKgqsVCrI5XKDfjucHUI6y+vr61AqlSgWi7BYLBgZGWGdGGtra7yXfh/pdrtIpVK4fPkyMpkMLl68yEbblstlzM/P4/PPP2fStdzb3htIfttgMKDdbiOfzyMWi2FhYYG1RQ4iArVT27bvHvfj/oxBG+1B//yHMSjPblgY1rUZhnUhBTWNRsPUCsvlMoLB4J63fg3rugCDWRvq4SaZYaPRyAoDY7EYQqEQ06/ea+MxrGuz1+siCALGx8dhMpngdDpht9uZNDbJMg/i2pDHvd2D9FAZ7mFmWG90gK/NsK4NX5fhXBdguNZmqwjjXjOsa7Mf60Iqj1u1rQ4KuYT3dhjo2Bk+hYjD4Rxl5DU/ckVInhrcO550SMhuIl/7nbBvhnsraT/6XX7xBn0hOZxhYauHmT8fhwf5pk1dNqR7Qb8P2hPcb/bDoA7qUNQfWZEXae90uM++jgJ60OlimMJWHM4w0f+88Gfl8PE4Htdh5XGuw0G8fk9qB7ed4+ZwOBwOhzN4+PBdDofD4XAOENxwczgcDodzgOCGm8PhcDicAwQ33BwOh8PhHCC44eZwOBwO5wDBDTeHw+FwOAcIbrg5HA6HwzlAcMPN4XA4HM4BghtuDofD4XAOENxwczgcDodzgOCGm8PhcDicA8S2p4PpdDo2t7TT6bA/P0zqXBAEaLVaWCwWPPPMMzCZTGwyy/LyMubm5tBoNFCtVod+6tEwvz+lUjnU72+vGdbPztdleD87X5vh/OzT09PodrtoNptotVpoNptoNpvs/XY6HdTrdTZBbS8+h3wYFk3uove019dtu6+/bcP9pG+YLgQZ/kcZfc724ddxOOHrMrzwtRlOaIwp2YdBziYf5nHT2zbc/Rd0O4aXTixqtRqSJEGr1SIWiyGfzyOTyaBWq7GTE4fD4XCONqVSCQCYx93pdHpshHxe+V7ZDXpthULR87OGyU7tyOOmXzsZ7k7GWxAEqNVq1Go15PN5VCoVNBqNoboYHA6Hwxkc9XodwH3D3W8099OADqPBJrZtuIF7RphOItv5MHQ6qtVqiEajkCQJ8XgcmUwG5XL5sd80h8PhcA4f7Xab/b5VqHwYjegg2LbhVigU7PftXrxOp4NWq4VKpYJgMAi1Wo14PI5CocBOUxwOh8PhAPcNdn8d1CBtxTDaqR153I8TNiBD32w2e/IVw3gxOBwOhzM4hs3LViqVzIbtJEW81+y4OG0ncX+qJAeAarUKpVLJDDg33BwOh8OR029nBgXZLpVKBZVKhU6ng0ajMbD308+O28F2ekHJcG+3Ep3D4ewd8mJRpfK+/lKr1eoJU3KGDzIktIYAmCN0WBgGLxtATw+3SqViXxv0+yIey+PeLnSj0QWgiyH3xLcL/T858qZ8DofzcARBgCAIMJlMGB8fh0ajgVqthkKhQDQaRSqVQq1WQ6lU4ofsIUSSJFitVgiCAKPRCIVCgVAohFwuN3APdTcZhs9BXVBqtRqCIKDRaAxVF9SeCrDIC9qelIe9lrzaHRiOhedwhgXy0kRRhCRJMJlM8Hg8kCQJoihCoVCg2WyiVqtBoVCgWq0CuF/hyxks5OhoNBqYTCZoNBrYbDYAQDqdRj6fB3A49r1h+AwKhQJqtRoajQYqlQqCIAzF+5Kzo+K0nUJ5AZKuA8Dk6nbqJdP3yw33VmEVuZdPVe0czlGENvuvfe1rmJmZgc1mg8PhgCRJsNvtUKvVLOQaj8eRTqexsLCAjz76CKVSCYlEYqjyekcRpVKJ6elpjI6OYmxsDE8//TQ0Gg00Gg3q9Tr+4i/+As1mE5VKhYmXHGQeJ7K7W5DBFkUR58+fRyAQQKPRQL1eRyqVwvXr11Gr1YbCiO+54SaDLZewexy2k/uQFxSo1Wq0Wi1uuDlHFqVSCY1GgxdeeAGvvfYafD4fRkdHe1JV9Fzm83mUSiV8/PHHWF9fRzKZRCaT4YZ7gFBqcWxsDM899xxOnz6Nb37zm9BoNOh2uygWi7hx4waWl5fR6XQOheEedEEaqXyeOHEC586dQ6FQQDabxdraGubm5lCv1w+/4d5PrVmlUgmj0QhRFKHRaCAIAkqlEtLpNM+Bcw4lSqUSer0egiDAZrPBYrFAp9PBYrGwDUin0+Hs2bNwuVwwGAzMw+5PPZEx8Pv9uHDhAkKhEMLh8IEYAHSQoUOUJEnQ6/XQaDQwm83QaDTweDzQ6/U4e/Ysjh07hkAgAFEUoVar0e12IQgCLBYL3G43ms0m0uk0X6sdQDlsu92O8fFxFonS6/W4cOECxsfHWSRDp9NhYWEBmUwGiUQCtVptsO99L1+clNP2A7VaDbfbDaPRCJ1OB61Wi2g0imw2yw0351CiVqvhdDphMplw7tw5HD9+HH6/H6dOnYIkSbDZbGxCH1WR99eI0OQjnU4HSZJw8uRJmEwmzM/P47PPPuPGYI+htJ7dbsfIyAjsdjuOHz8Om82GF198EV6vF2azGUajkeVbCa1WC5/Ph5mZGdRqNayvrw/wkxw8tFotJEnC2bNn8eabb8Jut2NmZgYGgwEGgwEajQbtdhutVgtzc3MIhUKIRCL44osvDrfh3g9UKhXzLAKBAOx2O1PdyeVyu1IYx+EME2q1mhna0dFR2Gw2eL1e2Gw2GAwGVgkriiJEUQQANpJQfohVKBQ9Bl1elENFa5ztQ2k6rVbb03JHrXaUP1Wr1TAajczjU6lUcDqd8Hg8MJvNCAQCMJvNsNvtsFgszBPfaj2oqJCnBHeGUqmE2+3GyMgIpqam2AHJZDL1HHSBe+uq0+ngcrnQbrfhdDrR6XRQqVRYIed+c+ANt9FoxPT0NNxuN374wx9icnISt27dwtLSEqrVKt98OIcOs9mMEydOwOVy4bvf/S7GxsbYYRUAotEoRFFEo9Fghrvb7aLRaDBPodvtQq1Ww+fzQa/Xs7oQUjekAlLubW8PEuowm82YnJyETqeDw+GARqNBLpdDoVCA1WplXvVXvvIVWCwWiKLIPGk6LNFrUepPrd56m26324jFYlhaWkIqldrnT3xwUalUEEUR3/ve9/Abv/EbMBqNcDgcrLuCCqrl7csGgwHPP/88stksdDodYrEYbt++jaWlpZ5nb7848IZbFEU4nU54vV5WeRkKhVjvOGdvUSqVbPPpv+Y0YGYQN/ZhRBAElgP1eDxwu93w+Xzw+XzIZDLI5/NoNBqoVCpsTURRZDUm9XqdVcV2u13WVkQeIn2dijoPU2/wXiG/zlqtFlarleWm3W43tFotdDoddDod7HY7RkdH4XQ6WTic/j/RbrfZhKwHpTeA+/VD1Hc/TD3Gw4xSqYTBYIBer8fo6CiOHz/ODk4UvaCCaqojoO4Lm83GDrsqlQrxeByJRAKtVguNRoMVY+/HOhxow61QKBAIBPBbv/Vb8Pv97KQbDAbx0UcfIZlM8l7UPcZut+Ob3/wm3G43xsbGYLfbWUh2eXkZP/7xj5HJZJBOpweeFzroPPvss3j11VfhcDgwOzsLURTRarWwvLyMjz76CFeuXEG73Uaz2YRSqWQGGbivXEjPA+VVf+/3fg+nTp1inl6xWMTGxgYikQivKH8I1Bf//PPPY2JiAhMTEzh27Bi0Wi1MJhPUajW0Wi1UKhXK5TKq1Srro9dqtdBqtWi32yzUSp5es9lEqVRioVydTrelIaD6oWq1ilKpxIw95+FYrVb8/u//Pk6fPo0zZ85AkiT2b9VqFXNzc8jlcmzsNKUwKL1hMBhgNpvRbDbx/PPPI5FIIB6PY3FxEZlMBpcvX2Z99XvJgTXclJOzWq34yle+Ar/fD+DeA5DNZrG0tMS8Pc7eQCGkp59+GtPT03jqqacwMjLCjMRnn32GS5cuod1u78vNfNgZGxvDa6+9BpvNhomJCbRaLXzxxRdIJpO4ceMGfvnLX24rukFG2u/349d+7dfQbDaZZ16v15n3zg+9D4bqAyYnJ/HMM8/g/Pnz+MpXvsK8Z3n7KhlkKnSir8tTErVaDdVqFfV6HYVCASqVClarFZIkbWm4aZ15jntn6HQ6fO1rX8Mrr7zCIoQUZWo2m4hEIkgmk8jn8yyHLYoiDAYDE7/x+/0QBAHT09OoVqtYWVmBJEkIhUK4ffs2CoXCnnvdB9ZwT05Osl47ytFRTo4ECfjo0J0hL1JSKpVQq9Xs2kqSBLVaDYPBAJ1Ox/J1LpcL58+fh9PpZDKMFMYzm83s30qlEg+bPya0JkajEV6vF5IkoV6vI5fL4ZNPPsH8/DxWVla2nZOWax1oNBrmmXc6HSQSCXz55ZcIh8OoVCr78OkOJnQNR0ZGcOrUKbjd7p6QdqfTQaFQQK1Ww7Vr1zA3N4dWq9Uj4CFvlaX0BKWeTCYTK0yTV5ID91NQlUoFtVoNjUaDH7IeAUn92u12aDSanhREJBLBrVu3EI/H8d577yGdTqNaraLZbCIcDmNjYwNerxfPPvsszGYzdDodVCoVdDodBEGA3+/HuXPnYDKZ8OGHH7IIyF4epg6s4T5+/Dh++MMfwu/3w2Qy9Rjuer2Ocrk86Ld44JCL6lPlssvlgkajgd1uhyRJ8Pl8cDqdmJ6exksvvdTTN9xfU2CxWPD8888jHA5jbm4OyWTy0A1F2A/oIGUymRAIBFjHRDKZxC9+8QtcunRpR4VkcsNNOVgKo8diMXz00UfIZDKHQtBjL6CDlCAImJiYwPnz5zdV4bfbbWQyGeRyOfzsZz/Dj3/8Y7YvyWsH5P30lH8NBALw+Xw4d+4cvF7vpueFKppLpRLz0rnH/XA0Gg1cLhfcbjckSerZq4LBIP76r/8akUgEH330EbLZLPs3i8UCu92OY8eOwefzodVqwe12sw4BhUIBvV4Pp9MJs9kMh8OBTCbTE13ZCw6s4TYYDPB6vbDb7cxoF4tFFItFnkt9DBQKBbRaLTQaDbxeLwKBABMkEEURZrMZoiiyFhW/3896HUkLm0J2qVQKsVgM+XwesViM3cgqlYpvMDtEpVJhenoaLpcL4+PjUKlUyOVyuHz5MoLBILLZ7I69LYPBgJmZGQQCARYlKZfLKJfLyGazLCfLo1UPhg4+VAFOhoCKy0qlEm7fvo1wOIz19XVUKhU0m01WvPQgw61UKmG1WmGz2ViUS16nANyb5FYsFlkxIq/+fzQWiwXPPPMMAoEATCYTALDDarFYRDgcRjweR61W63meaC3z+TwSiQSUSmVP7Yd82p5Go4HBYIDRaGTRkL3iwBpuj8eDZ555hvXcNRoNrK+vI5FIIJPJDPrtHTgUCgVsNhusViu++93v4jd+4zeg1WqZ2pZ8nCBtWnTiVCgU6HQ6yGQyKBQK+PDDD/G3f/u37DBQr9dRrVah0Wh6dOs5j0ar1eKtt97C66+/jpGREajVaiwvL+Pf/bt/h1AohEQisePXDAQC+O3f/m0EAgEmgRqNRrG6uorFxUWkUimWauJshqRkqd9dblzr9TqSySTC4TD+6I/+CFeuXEGhUNjkaRPyv3e7XRiNRpw+fRojIyNwOp3Q6/U93iFVkm9sbCAWi6FQKHDDvQ0mJyfxB3/wBxgZGYHZbAZwb63q9To2NjZw6dIldhCSX8tKpYJ6vQ5RFHH16lUmcOR2u9n3UFeBXq+H3+9nlf7FYnHPPs+BNNxyTVkyHhQ+KhQKvMLyCeh2u8zDpjC4vF2ln3a7zSowY7EY0uk0gsEgQqEQ1Go1zGYzM9Z8c9kZtCE4HA74/X624TQaDSQSCSQSiR3d6yT4YTKZ4PV64Xa7WVEaDRXJ5/NMMISzNbT/9M80B+55w6VSCYVCAel0GqlUCq1W66HpITrg0thOl8vFesDluVgqaGs2mz0eN3+uHgxVgft8Prjdbtav3e12kcvlkEqlkEgkWA1OP7Ru1PLVn+qTR0yo8txsNm+qS9htDqzhls/4Bu5Vk4dCIaysrCCXyw32DR5AOp0OUqkUCoUC7t69i6tXr8LtduPs2bPQarVbzkKn4RRffPEFEokEfvnLX2JhYQHpdBrJZJIVtXW7XRQKBXbjcx6NWq2GxWKBzWaD2+2Gx+NhKSE6CO20+NLpdCIQCODMmTM4ceIEnE4ntFotGo0Gbt++jZ///OcIhULc034EarWaTVoTRbFnI8/n87hz5w7C4TDz1IDeQjSCNnulUokTJ07g6aefxsTEBN544w2WW5UXe1KPPnURBINBHl18BK+++ip+8zd/Ez6fD1arlV3PVquFv/zLv8T/+3//D7FY7IFhbYooiqIIq9UKq9XaE2kEwKKQBoMBZ8+ehc1mw/r6OoLB4J59rgNnuOUGW37xut0u87h5/+njQYUumUwGsViMiRKIorgpXCcXgAiFQgiFQrhx4wZu3LjBvkepVPb0qT7OONejikqlgl6vh9FohF6vhyRJLCdHlflbXUu52pPcG1AoFDCZTHC73XC5XLBarTCZTMyDy2azzBDQbHvuyW0NhcqpyImeBcpv53I55PN5NlYVAIsK0prR80QCLC6XCzMzMxgbG8Po6CiTriXowFav11GpVNjhmNfzbA3VHQQCAbz00ktMNha4X4ewvLyMjz/+mLXlPQx5eoTShvSLnheKjjWbTUiStKfP0IEy3EqlEg6HAwaDAVarteff1Go16yG+fv36gN7hwYb6r5eWlvDTn/4Ux44dg8VigcViYYUydJPTBhKNRvHJJ58gHA4jmUxuytmRh80lNHeG3W7Hm2++ibGxMUxOTgK4NzM7FAphcXGRjRek60m65IFAAOfOnYPRaMTIyAhr9VIqlTCbzbBarax1T6lUMs/dbDZjfHwcoigil8sxeVS+ZpshgyyKIgtb03NRKpVgMBjg9/vx/e9/n8kuKxQKVuuhUqlgMplYQRO1FI2NjcFkMkGSJKhUqh5Pu9VqsWLPaDSKcrnMCtM4vYiiiFdffRWzs7O4ePEiC10rFAoUi0W8++67WF9fx7Vr17aVxiBDTfvjVpETpVIJSZIwOTkJs9kMr9cLi8XC+vN3mwNluBUKBSwWC1wuF0wmU0/4lqaDUdsM9xgej263i/X1dVYN/tRTT8HlcrGqctpESqUSMpkMwuEwrl27hkgksqkYg0JSAPgGs0PMZjNef/11nDx5ElarFd1uF+l0GvPz89jY2NiUayNVrsnJSbzxxhtwu9145plnWKvkVvK/cl1yo9EIn8+HRqMBnU7Hqmf5um2Geq3JcFMBExlmvV4PvV6PU6dOMZU0URRRqVSQy+UgCAK8Xi/La1NEq7+WRC6yQsIs8XgcqVSKSXPy9dmMKIp48cUX8Y1vfANerxcGg4HZikqlgvfffx9ffvkl1tbWHulpyz1rWo9+u0L/rtVqWaeGw+GA0WhEt9vlhlulUmFiYgKzs7Pw+/09hpvmcdMmJEkSKyjg7AwKy+VyOdy+fRuxWAwjIyNMPchgMEAQBOh0Ouj1erz++uvIZDJIpVIolUpIJpOIxWJoNBool8u80GkHkPAN9VdTpIM2DvkABPl0qePHjzNRovHxcVgslk1hvX7oNbrdLgKBAGq1GjweD2w2G7LZLG7duoVCoYBiscgLPv9/yCEg3XdqFZK3elmtVqhUKqYDT3rXZOwpDSIIAgRBYGsE3C9AIzW1VqvFWovIANAAknq9zgw/N+Jggk8ulwvHjx+Hw+GAXq9nraqpVArRaBSxWAzJZHJbBlWu859MJiGKImsZ6y8clD+7U1NTeOaZZ7C4uIh8Pr/rTuSBMtyCIODZZ5/Fa6+9hkAgsMnjdrlcMBqNzEMk9Rvuee8MMhDRaBTvvPMOzGYzzp07B5fLxWRNNRoN9Ho9Op0OLly4gEajgY2NDWQyGXz++ed4//33kcvlsL6+zg33DiC1Ojokke41cK+ytVqtotFosMEIlP9+5ZVX8K1vfQtOpxNTU1PMoD9sOh7l5dRqNc6dO4eTJ0+iVCohlUphY2MD//N//k9sbGxgbW2NG24Z8g6WVCqFeDzeE7kYGxuDVqtl07/kudCt+reB+waC0lBUd0AKabTu1PXhcrkgCAJWVlag1WoB4EgXFSoUCng8Hvz+7/8+ZmdnEQgEYLFYWKSpWCzi1q1bCAaDuHv3LlMafBQUHi+VSlhZWUG9XkexWESr1eqJkNAa0/jV559/Hh6PB2+//Tbm5+d3fW0GZripnUKSJLjdbpbToX5g0kom74I8PCq3p5tVbpTlalAUptgP3djDBl0vyt91u10kEgl0Oh1MTEyg0Wgwb4E2fzIqgiDA4XDAZrOh3W7zsao7gGRNR0dHWX5a7jFrNBqYTCZWaU7GXZIkOJ1OWCwWVtTUb7Qf9AxQfk4+PrLdbqNcLsPpdKJarSIWi+3L5z8o0MGWwtfpdLpnjfrFWYh+IRX5n2nvo9B7o9FALpdDtVplsqbyliQqiOrvrjkq0JwEikqZTCY2V9tut7Nnh9J1xWIRa2trCIVCKJVK23Ym5OtSKpWYnGmz2WQtX/LDl1zlkPrw5Qe33WJghps+2KlTp/A7v/M7sFgs7GH4y7/8S/zyl79keVRBEOByuWCz2eD3++H1eqHT6Ta9Jj0wbrcbx44dQygUQiqVOvIhpMeBKsZjsRjUajXy+Tz0en1PZbLL5WJhXOCeWAgZ8EKhgOXlZdy9e3dgw+YPErQBnzx5Ej/60Y9Yn7XcAJNess/nY8VOTqcTOp0Op06dgsPhgFar3VS5LN/U+zf4/qEYJHUrCAJeeOEFBAIBxONxRCIRfgDG/boNCo9TOkE+NWp2drbnudjua5JxIOOysrKCQqHQMy6XitVI5lTeUnZUoIKxM2fO4MyZM0x+2WQysQMvHUKp7mBhYQH/43/8D0QikR2JFlEUpFwus9oSGkKiUqmYAymHCqVtNhs++eQTCILQU++zGwzMcJO4hMViwczMDBwOB2q1Gur1OjweDwwGAwtRkCqNwWDoaU0ij67/JEveOfVQch6PTqfDTpfAvXaxbDaLQqHACgDlJ3464RqNRlZncNQ8gceFipNMJhPGx8fhdDo36V9rNBpYLBaUy2VYLBbU63UmlEOtd5Qf3aplkvKslIvrbxejP1PrCxVP0SbICz7vQZtwo9Fg4fJms8mKZ0nAZjvXSt5aSa9L+exisYhCocC8d+DeGlA+nbzGB9UwHFboHrVarQgEApiammKFgP0HJko9kKxpNBp9rNQdjVCllMWjCjcporyTA9xOGJjhLpVKrLUhHo+zar1Wq8XCHuVymeVyqDown8/jxo0bTM9Xo9EwvWUy/PKQBufxkbc/UKHM3NwcVCoVG+VJoXLgvjdHBTXUssR5NNQXbLfbMTIywoQe5FBEKZ/P4+OPP0Y6nWYbPuW6KTzbn0NVKBQ4deoUm9ZGG13/pkJhwWQyiXfeeQeLi4vY2Njg69gH7VWJRAK1Wo31+GYyGTaIZ3Z2FhaLZUvDStdT3l5EX6PDMBlseX6bWiwpjE7StEclqkhpU1EUMT09jYsXLzIhoa2MZD6fZ/KwVMD3OPcy7YWkFEnteFvRarVw584drK+vY3FxcU+mtw3McDcaDeTzeRQKBRQKBZYb6na70Gq1rF+bwnY01aVSqSAcDqPRaEChUDDPmgw3/SJPkW84T4Y8391utxGNRiEIAjweD5rNJjQaDcvtAPcerHa7zVXSdoggCEwb3mKxsDau/vwZbeTLy8uIRCIsZPsoFAoFXn31Veh0OtTrdczOzrJ/kz8jtDmVSiXcuXMHc3NzPNWxBfKipWazySIcarUa0WgUnU4HY2Nj6HQ6m9IR8teQH46B+94zvR712pPWuTzfKh/peVQMNwA21MPlcmF6erqn80IOtWLRDIXtRkEehPz61+t1Zoz7X7PdbiMSiWBhYQGJROKJf+5WDMxw040WDofx4x//mInpd7tdhMNhJBIJFvJWqVTsREvGPpVKYX19nYkdKBT3BiVQ9WA0Gt2TMvyjiNw7oJF3y8vLuHPnDux2OyYnJyFJEvt+KtqpVCpHakN5Eur1OhQKBXK5HOLxOJrNJstxE7FYDHfv3sXc3Bzy+Tyq1eq2r2+328XGxgbef/995PN5pibVv9ltbGzg888/x8rKClKpVM8GddQhQyovPpOHrAEgmUxifn4euVwO4+PjrIebpFFpE++vLqeqdJrLTUVqVPyWzWZ75G6pRa9cLm96D4cdUvtLpVJYXV1lbV9b6RUYDAb4fD5EIhFWR0WT2nYCrT11fRiNxh45W+Cep10ul1EoFHDnzh189tlnexatGpjhpqT/+vo6/viP/7hnA6Fwn8vlwtTUVE++jSbiNJtNNBoNmM1mTE1NodPp4M6dO0in01hdXWVeOTccu0e320UqlUImk4HNZmPTcjweT0+RRq1WQzabRbFY5Nd/m1CEKJPJIBKJoNVqsVQQEQqF8PHHH2N5eRmZTGbHM+dXVlawvr6Oer2O3/md3+n5N9pcVlZW8Cd/8ieIx+OIx+M83SSDIh6Uv1SpVKzam7wxhUKBGzduIJFI4MyZM0yyVqfTsby43HDT68hThfR9NEiEBsrQ18lAkOe9F6HYYYXsBg01WlhYQLPZxMjIyKaaDgBMoS4ajcJut7PnjArFdmJUqQWTomJynXoqGkyn00in07h27Ro++OCDPRsCM/A+blqIrTAYDJienobVasXo6ChEUUSpVEK5XGYV5yQp2Ol0mJddKpWOVN5nP6ENioyz0WhkG5e8CEqSJNbTyHk0dF3T6TRu3LiBkZERjIyMQBAEZqRXVlawsrKCaDT62BWq/YVoRDKZRDabxdraGvvzUe4L3grauOVFfnIPmobq2O122O12lsaTh3H7w6b9nrf8YEA/CwAz6HKPnIrgjposLV3vfD6PUCgEk8mERqOxqTWODlqCIMBoNCIQCEClUqFcLrP6mwfVHvTXG1Bk1+fzMf2KbDbLHBRSs0smk8jlciynvlcHqoEb7q2gTWx0dBRvvvkm01emIqlSqYRwOIyFhQVmnEkU4XEnJ3G2Bz00hUIBKysrAO552PQQKBQK6PV6uFwuFIvFh44E5dyHruvc3Bz+y3/5Lzh+/DhmZ2ehUCjw6aefYnl5GZcuXcIvfvELpiO+U+QHKnn+vNPp4Nq1a/j0009x69Yt3L59mxUjcu4fdsgAULiUNvV6vc4MhsfjwdNPPw2PxwOfz8eK0+S68LTWVNgp74yhDpp2u82kU+n/NptNJnVarVbZXrcXOdRhhlIGKysrzDA+99xzbI3k0OHH7/fjtddeQygUQiaTQalUYgceuv7yegP6RXryExMT+NVf/VXWCttsNrG8vIxgMIj5+Xn8/d//PSqVCorFIktl7OXI1aE13KQQREMuyLNTKpWsQIDaX6gIjULjR+0EutvIC6Ie9O8kdEMzg+VQ8QgJtHC2T71eZ2pcoVAICoUCwWAQwWAQiUTiidIPOp0OTqeTSXISnU4HuVwOoVCITZzihYW9yFsfKZVHLa3yaWFOp5MJEJEIiJz+van/GaNnSxRFJilMIiMqlaqnBexBr3FUoDav/mE4/QWdJIxjsVhQKpUeOCtbfoAyGAwsRavT6RAIBDAyMtIzyjWXyyEYDLLpiFTlvx9pi6E13LQ5kR4zLUaxWGShPNLBphOnPN/AeTL6c0XyE6harcbU1BS+//3vsxGR8l56EiYQRZEZcB4B2R7USre8vIx/82/+DSRJQiqVQrlcRj6ff6L0z4ULF/CDH/wAY2NjMBgMAO57L/Pz83jnnXdQLpe5p90HGWtKydFzQCqBGo0GMzMzbMb56dOnodfrYbFYIAgCC2dTj7bcy5OH0unAS8qQJ06cwOjoKJNxLhaLSCQSLBVIee6jChXnUcTjYSI0Wq0WXq8XrVaLrYm81oC0D8hQf+9738NTTz0Fh8MBt9sNvV4Pj8cDpVLJtOMvX76Mn/70pygWi8jlcg8ctbsXDKXhJihHITcKNE6SigyOWivEftLvLct7KK1WKyYnJ2G1Wlkuuz/aIW9r4eId24NqPvL5PK5cuQJgc170cXG73Th37hxsNhuriKVKZ5rHzddoM/JDrDzMrVKpmOzs6OgoTp8+zUY6yg2yPPxKaynf0+SeIRlzpVIJm80GvV6PfD7PBopQ61n/cJKjCB2GqCjwYdeCxm6SKJR8TWhvogOaRqPB9PQ0Lly4AI/Hg5GREbZejUYD4XAYzWYTiUQCS0tL+2qwiaE03ORlU6hCFEUmPEDtEfIcBWdvkMsp0tzg06dPY2ZmBufPn4fD4WCqXa1Wi1X8X7lyBR988AFSqRRrWeLrtHNIGXC3rh3N6DYYDKyVKRwOI5vNIpPJ8DV6AHLvrNPpMKOp1+tx/vx5TE9PY3Z2FqOjoyx9tJVRJaMMgD1X9Fpyr54MC+W2a7UaRFFEPB7vEf04qgW4dI1oJoVcofFBxrtQKODatWsIBoOsTbi/EI2MuFqtZvLaNLeeqNVq+Pzzz7G6uorV1dWB7W1DabipEpB6twVBYKerUqmEbDbLDcIeIveY6RBlNBqh0+nw1FNP4atf/SpGRkZgsVjYWMhWq4VkMolIJIK5uTl8+eWXbPQhX6fHQ7657AYU7qMcX71eZ+qFhUJh137OYYM8ZWpDImMLAE6nEydOnMDY2Bi8Xu8mXXH5+skNN3nVcsMtV0yjcDw9W/T91EkD7F4k5qAhj0zodLptda8Ui0XMz88jGAyiVCo9tH5HpVLBYrHA7XZvCr/X63XcunUL165dQygUGtjBaSgNN93QnU4H5XKZ/V4oFJjwxFHO7ewXgiDAbrfDaDTi9OnTcDqdOHfuHAKBAGw2W49mfL1ex8LCAm7dusXG3z2JxOBRQt5/Kq/V2IvXl4cUm80mVldXmdgKZ3vQdLBGowGtVguz2QxJknrSQnLIGGs0mp7aHXlES17ZLA/fUhiW8uO5XI5VLB9Fj1vuTJjNZrjdbphMJvbv/Yclap8rlUpIJBJIJpNbSpVShb/H44HL5YJOp9u0llQInc/nkU6nB6ooOJSGm+Qfu90ustks8vk8wuEwcrkc8w6oyIOzd0iShPHxcXi9XvzoRz/C7OwsrFYrCx/JK/zL5TI++OADvP322ygWi0yika/Rw6HDDylxkVe32z9jK1UpKrC5fPky1tfXd/VnHmZIr1qtVsNgMMDj8cBsNm+qIJfnrQEwDxHYuoBWXihFfydvn9QIY7EYkskkq/M5ioablOjcbjemp6fhcrl6Ukrya9toNFAul5FKpZhMcKVS2fSaJJ89OzsLv98Pm83WY7SpFoSiVMFgEMVicX8+9BYMpeGW6yWHw2EmZ5rP55mM5lG7YfcbKtaglAXNQe/XBW40GohGo0ilUkin06w9gxvt7SH3rvbimqlUKgQCAdjtdni9XvYzgXvPWbFYRDab5QppO0ReRJhMJqFWq2G1Wh8asu1vs6QwOO13JKhSq9XYKMlGo4FQKMTaA9PpNPL5fE8/+FFDbh9SqRSi0SiWl5dZDQe14VHtDbURm81mVKvVHt13qiMhaAxopVJBpVJh3QONRgOlUgmFQoGNVB2kDRpKw006vXfv3sWf//mfAwCrrAyFQj1KXUfxxt0v5O0RVD3b71Wk02n8xV/8BVZXV3Hz5k0UCgUeHt8h8hzqbl83SZLwu7/7u/jGN74Br9fbs35UnLa0tLTrXv5hh0befvHFFyiXy3j55ZfZ9X1QW5Jc4IM6Yih6SC1FxWKR5WGXl5dZlDGZTKJarTKjvROd+sMEqTbW63Vcu3YNi4uLsNvt+Pu//3v4/X68+eab8Hq9sFqt0Ol0bESq0WjEK6+8gmQyiUuXLiEWi6FSqbDrSAZ+eXkZ6XQad+/ehc1mg8Vigd1uRy6Xw927dxGJRJDNZlkacFAMpeGmk2S5XEYkEgEA1rP4OIpRnMeD2r/k8ov9bTG1Wg2hUAhra2tsU+Fsn63Ce7uJSqXCyMgITp06xQRxyHDQwIX+0CFne3Q6HWQyGabGVa/X2bMiRx7hIK+aVB6z2SwqlQpyuRwymQzy+TyCwSAKhQLTpI/H40in0+z/H/VDMRlMSslVq1XU63XU63VEo1E2ZZKU6qiFzuVyQaVSweFwMIlUAD21OKVSCQqFAul0mk32UqlUyGQySCQSSKVSm/TmB8HADbe8jJ/yppIkQavVQqlUsgpAKsYAwE61j1L44jwZGo0GDoeDqQXJodxRIpHA3NwcFhYWkM/nB/ROOQ+DCqPoecnn81hYWMDGxgavJn8C2u02QqEQyuUyPB4PxsfHYTQa4Xa7mcY4cF8tjQRUstksLl++jFwux1pbyTOk4SJUBNVoNFgx7qCNxbAhN7atVguFQgF/9Ed/xARrjEYjxsfHMTMzA1EUMTExgUAgAKfTiWKxiLm5OaysrCAej2NhYQGNRgO5XA6lUgk/+clP8OGHH7IUIR22qtUqUqnUwNdh4IYbuF8cQAaZRD4UCgXLl8pPmv1i8oO+iIcVKr6hvl85FK4rFouIxWKIRCJ8HYYUGlxBVKtVbGxsIBgM8lnbTwAVz1arVYTDYWxsbMBms0GSpJ6DLtXkpFIpbGxsIBqN4oMPPkA8HkcymUSxWOxJlfDnaHvQtaIKfyreU6lUrNr82WefhcVigc1mY0N7nE4n60qi/wuARUO63S6uXbsGhUIBSZKg0+kgCAL0ej07KAx6jQZuuCkcK+9ppBaJTqeDarXKwh7UhkH5iKOY49kP6CDVbDaRTqchSRIqlQoLLykUCoTDYXzxxRdYXl5GqVQa9Fvm9EHVt6RxLSeVSuG9995DMBhEOp0e0Ds8+JCSY6fTwfz8PKtMttlsm645pf4ymQwKhQI2NjZQKpVYyHyvihOPGlRHQFGLubk5NJtNOJ1OpFIpaLVa1ie/tLTEPG55uFyevqL0bKfTYaOL5YqQg2IoDLcoikxqjgy3QqFgvYvUIkOtR/0XmLP7KBQKNBoNxONxqNVqVuFK0Y61tTX8/Oc/Z9X+fC2GC0o56XS6TUYkkUjgZz/72UAFJA4LlFu9ceMGbt26BWBr9a7+zgFewLl3dDodFAoFFAoF5HI5zM/Pw+12I5FIsFnagiDgzp07uHv3LnNK5OtBf5bbG6pOp+jwkTfc1GdKISbqaaWcD4Wa+keucfYWyrNJkoRIJAKDwcBu1lAohFgshkwmwwvShhBRFOHz+eByuWAwGFghYbVaRaFQ2NNZwUeRh7Wo8kleg4OcvlKphGg0CkmSkMvloFarkU6nUavVHtpRIW8bazQaLBI56IjvUBhuGhHpdDqh1+uZ4ab8EV08ulj85t97KLS3urqKbDaLjz76CMFgkA11uXHjBm7cuMEm5XCGC5PJhIsXL2J0dJT1b6fTaayvr2N9fZ0rD+4jfL8aHLRfpVIpFAqFHk34er3+yApxsj2UQwfue+FH2nAT/WGKrcJK3NPeH+TtK7VaDZVKBclkko3Da7fbSKVSR1a96SBAcrUulwuiKKLVaiGfzyMUCiGVSnFvm3NkoDA33fNyLfnt7F1yBTsAPdHfQTFww03God1uI51OM1UbACiVSsjn80xViBuI/UWu4nTp0iVIksQMd7FY5EZ7iNHr9XjqqacwMzMDlUqFSCSC9957D//3//5f1oLE4RwlyK48ztQ9uZEfhhqrgRtuOg0BYNV79Ks/x83ZP/rTE7FYDEqlkhlu+sUZPij9RG0wpLgVDAZx48YNNgCGwzmqPI7R3ap4bVAMjeGmSkBSvQHACmgGfZGOKvI0BRVmDMNpk/NwFAoFisUiPv74YzZYIZfL4fr162g0GvyZ4nB2iDxUPgzPzlAYbvLems1mj5IaNxCDR15nwLXhhx/qwa9UKrh69Sr0ej3m5+eZNnN/2wuHw3k0w2aLBm64H8QwXSTOPfiaHBwajQZisRi0Wi3y+TxqtRoPj3M4MuRO4l5O6NsLFN1tvsv9ajYf1p7HYXov/QxSCGAYGNa1GcS6yOWDJUmCUqlErVbbNAZyP2pGhnVdAP7MDOva7Me69Bts0hKh6O9eD/55GNv9mUPrcXM4nMeHNiF5safcs+BwjjL0LNCf5b/Lv6efYXl2tu1xczgcDofDGTxbT3zncDgcDoczlHDDzeFwOBzOAYIbbg6Hw+FwDhDccHM4HA6Hc4DghpvD4XA4nAMEN9wcDofD4RwguOHmcDgcDucAwQ03h8PhcDgHCG64ORwOh8M5QHDDzeFwOBzOAYIbbg6Hw+FwDhDccHM4HA6Hc4DY9nQwGnt22NhqQox8NKJKpYJCoUCxWBzk23woR2lEIX1W+dpUq9UBv6utEQQB3W4XnU7nUD47D0OhUOzL6NDH5XGeGZVKBVEUIUkS/H4/dDodnE4nDAYD4vE4IpEIKpUKUqkUWq0Wm842jAzr/SiK4qbxmoeFB91zNFZUoVCg0Whs67W27XEftovYz1YzWA/SYPWjxiBn5m6XYX5ve81h/+zysZAAeg5oh/2z7yVH5dptZVt28tmP/Dzu/gunUCjQbreZx9Butwf47jj90Hp1Oh00m80Bv5uHQ97WUdmMjgLkHWm1WkiSBABoNBqoVCrI5XJoNBrM2+brvnNovz2M1+5Bn4kOfTvhyBvufg6CJ8fBgfBshv39cR4PpVIJQRAgCAKAe8amXq+jUqlwo/2EHMXr9jh7GS9O43A4nG1AuVfyCvtD5ZTTPorGh7O/cMPN4XA426Db7TKPGujNc8sNN4cjp78eYjfgoXIOh8PZJpSPbDQaqNfrUCgUUKvVPMXG2Ve44eZwOJxtQLnIZrOJQqGAVqsFs9kMrVbLi1g5D2W3D3TccHM4HM4OoI6GRqOBRqMBpVLJDTfngexFFObIGW6VSsXEZOgXz0txOJzt0m63kc/nUa1WUavVIIoi8vk8L0zj7BtHxnBTgYBSqYRSqeQPGYfDeSwoXN7tdpm3vV1NAfk+tFXBUv/XyLHgHj1HzqE33AqFAhqNBj6fDxqNBuVymfVclstlbrw5Bwq5JC8AqNXqTYaAxIPIuMj7RA9C//uwo1KpoNPpoNFoYLfbodfrkUgk0Gq10Gq1UK/Xe64zrYter4fVaoXdbscLL7wAq9UKSZIgCAJbQ+B+hXqpVEK9Xsfnn3+Omzdvsn2Lrx/n0BtuANBoNBgZGYFer0c8HkehUEC73R5q/XEOpx+50abIkSiKLP0jN96U/iExkP4IE9/8Hx+lUglJkiBJEux2OywWC1qtFvL5PFNOk19vueH2eDyYnJzEW2+9hbGxMVgsFkiSBKVSCZVKxdaq1WohkUigWCyi1WphY2MDpVIJlUplkB+dMyQcSsNtMBggSRJ8Ph9OnDgBo9GI0dFRKJVKfPLJJ6hUKux0y+EMO4IgMJlN8vTIWwsEAjAYDGzoCtHtdtFoNHoMyIO8706ng1wuh0KhgHK5jGw2i1arhWq1ygRH6Fer1TqyRp8U0/R6Pfx+P0wmE0ZGRmCxWGAymWC329k1JeOuUqmgVquhUqlgMBjgcDjgdDrhdrthMBjYwUt+KCNDT+v6zDPPoNvt4u7du/jggw9Qr9fRarUGfDUOD/39+PLfh5VDZ7gVCgXsdjt8Ph9eeeUV/PN//s+h1+uhUqlQKpWQyWQQDAZ7NjnOweEoTUIDwAy2KIqw2+1wuVyw2+04efIk7HY7Xn31Vfj9fmYcHnR9ttqI5IIit2/fxtLSEkKhEG7cuIFyuYxEIoFarYZqtYpGo4FqtcrSS0exoFOtVkOn08Fut+P06dNwuVzMcLdaLTSbTWg0GlgsFpae0+l00Gq17PBF0RJRFB+a51YqlbDZbOh2u/i1X/s1fPe738WPf/xjXL9+nRXCHcU12E3o2iuVStaLTxEqbrifEDrlWq1WiKIIrVYLtVrNbtxarYZ0Oo1Op8MekPHxcUxOTrJQlEajQbPZhEKhQLPZRK1WG/oBFQcZeeiWDkjk/fHNZnuQx6ZWq+FwOGAwGGC1WuF0OmGz2eByuWCz2Zi3R4ZbTn+olpB7F2S4nU4nqtUqlEolKpUKSqUStFotyuUyIpEIe14Owqa2VwiCAIPBAKPRCLvdDrvdDpvNBrPZzA4zoijCZDIxA67T6SCKItM1B7Z/+FQoFOh2u9BqtdBoNDCbzbDZbADuP0+ce5DXTDUftAdpNBqWilCr1T2HJvkvenaoCHCr1BIZ9kKhgEajgXK5jGq1OpBnYt8M91bVko9CpVJBo9HA5XLhO9/5DrxeL6amptgmUy6XsbS0hB//+Meo1WqYnJyEzWbD66+/jhdffBEGgwFarRbNZhPxeBypVArBYBAbGxs81LSLUNqBHh5JkmAwGNjm1el0EA6HUS6XWQHP4yK/bw6z9y1JEqanp2E2m3H27Fn4/X5IkgS9Xg+DwQC/38+KnURR3KSbLfceaMPaCjL4k5OT8Pv9qNfr+OpXv4pSqYTFxUVkMhn85Cc/wbVr1478wctoNGJychIjIyM4d+4cPB4Pm8dNmz8ZDzIaZECeFIVCAZfLha985SsIh8O4dOkS8vn8Lnyqgw1FJ9RqNQRBgMVigSiKbP+ZmJjAsWPHWD2CVquFx+OBXq+HIAhsrfqjVf1GmwbJFItFfPjhhwiFQrh+/Tru3r2LVqu17TnaD/oMO2Vghhvo9QjkNzoZAEEQoNFo4HQ6MT4+jpGRERw/fhxut5t5Bd1uF263G9VqFX6/Hw6Hg3nc9DNrtRqy2SzS6TSKxSJqtdp+fewDxVYbfKfT6SmGol/A5gpn4N6aGo1GmEwmaLVa2O12VgjY7XbZBKXd4DB6fiqViuVRHQ4HbDYb/H4/RkdHodFo2DhJeUWyfM1oE2m326jVaswLpNclIy9fM4VCAZ1OB51Oh3a7DYvFwrwJ+plH3WhTd4rFYoHFYoHVaoXVaoXJZIJOp2O5bPpeAD0RELp+5Mk9qGhQrVZDq9Vu+WyJogiLxYJisch+1lFDoVCw+5kOnWS4KZ1EUQ9JkjAyMoKJiQno9Xq4XC5IkgS/38/qC+j56e/KAHr3l1arhVqthnw+j1AoBIVCgVgshkQiwcR45M/cdtqN5eu7Uz3zfVl9Cl30FwF0Oh2o1WpIkgSLxYLvfOc7GB8fh8lkgl6vZychSZIwPj4OvV7PJAYpdEhFIa1Wi4XF/X5/z8+Px+P4b//tv2FxcRF37tzZj498oKBNfWZmBi6Xi93IjUYD+XweKpUKo6OjMJlMcLvdcDgcEEUROp2O9bS2Wi1kMhmUy2XW8qLVamGxWFCr1fDll18iFovh8uXLfA22gK756Ogozp8/D5fLhZf/v/be7DfONDsPf2qv+mpfSVaxuEokRe1Sd6TpnukZ9SzeEAeDsSfwTRIPEiB/gK9zmbskgAMjDmB4EtgeAzY6jn8e92ye6fFMr1K31GqJEvelWPu+78vvQjlHbxVJiaS4FMnvAQhRrGKx6nvf7z3bc57z5S9zSpaIShRZSJIEtVoNnU7X9TrBYBD3799HKpXC/fv3USwWOdV+9epV3Lp1CwaDARaLZdtokFKJzWYTJpMJlUoF7Xb7QB2ukwY61AcGBnD79m14vV6Mjo7CbrdzeU5s5yLQwV2pVFCr1ZBMJrG+vo5SqYRgMIhyuYxMJoNSqcS/c+7cOXznO99htrlooCkDqdPpTnW2aTtQIGc2m/G1r30Nw8PDGB4exuDgINsJuj5UXlWpVLBYLLDZbOwQEU9B5ITsxmiqVCro9XoolUp85StfwY0bN/CVr3wF2WyWSZuxWAx///d/zwY9n88D2JolFJ0Neh+0h3aLIzPcoldDfaa0GJIkweFw4M0338T169fhcrlgt9t39UHsdjtGR0f572yX7igUCvjggw/w6NEjWcigB7SRNBoNt6qQgSiXy4jH41Cr1bh8+TLcbjfOnTuHkZERSJIEq9WKdrvN5KXNzU1kMhm4XC4MDAyw50uHfyAQwMbGxnF/5L4ErQMRn4aHh/HGG2/A5XJ1kWjE1OB2kUE2m8Xc3Bw2Nzfx7rvvIp1OY3h4GHa7HSqVCjMzM2i32zAajdseWmKtkGqrnU6He5PPKhQKBafKBwYG4HQ6YTabdySYAeBpYfV6HeVyGYlEAouLi0in05ibm0Mul0M4HEY2m+XfuX37Nr7xjW9w94AIMkji2p82UF2/F2ScJUnClStXcPHiRczOzmJycnLbVPdBvRfxe7r+58+f73oeRdjLy8t49OgRms0m8vk8isXitlkqMtyUAdNoNJxl2S2OLN9Chlv0hKxWK+x2O6ampuByuTA6Ogqz2QyNRsOGvTd9ATw7qIjtCjy/EORJ9aI3TSXjOWw2G95880243W5cuXIFw8PD/Fgmk8HCwgJarRaTlrLZLKdoM5kMqtUq95iGw2HkcjnMzMxAp9PBZDLBarVCo9HA5XJxFCdjK4h4KUkSjEYj9Ho9ZzPE1OtOKVJq14pGo7h37x7i8TiKxSKazSav04cffohCoQCdTgez2QytVgu32w2j0YhLly7xgaRQKFAqlfDo0SOEQiEkk8kzTUoDnp85iUQCGo2GyWG9jg+lSyuVCp4+fYpUKoVIJIJEIoF0Oo2NjQ1UKhVEo1FUq1Xk83k+xwAgn88jl8vBaDTCYDBAq9XyY+l0Gp9//jlisVjX75wmUNaCzmq6tgaDAYODg8zkp3a8FzlORwXaAxaLBbdv34bP52PidK1WQ61W4+eRndJqtV2lFpvNticuxJFF3GIdW6PRwOfzcfR2584d2Gw2JtyQJOl2vY2UYi+VSkgmk9wuQ95L78Em9qqe5RrdTnA6nfj2t7+N8+fPY2JiAm63mwlkkUgEGo0GhUKBPchUKgXg+SbMZrO4e/cu0uk0YrEYCoUCGo0G/H4/r5tWq8XAwAA0Gg0sFsuOXvVZBdVPTSYTf1FdWeybptqeeKARqLYdDAbxq1/9CoVCgfd7MpmEQqFAKBTCe++9x79jMBgwOzsLj8eDf/tv/y0mJyf5dYvFIj777DOsrKwgFoud6fWiz14ulxGLxaDVatlw9x62zWaT75Of//znWFxcxMLCAtbW1rijpbeXXkQ2m0U6nYbRaGQGOSGRSOCTTz5BLpc7tTwdkRfQarX4DJEkCSMjI/B6vRgfH8fY2BiTAo/bcAPPHA673Y63334byWQSgUAA4XAYhUKBiWuUyTKbzZAkCX6/H4ODg7BarRgaGupPw01Es+npaQwMDMDr9cLv93Nbi0ajwdLSEmq1GtdMew03pdg7nQ6KxSJ7psPDwzCZTBypEOLxOFZWVjA/P99VR5IBro+azWY4HA44nU4m2ZCjU61Wsb6+jkwmwwY5nU7DYrEAeLauxWIRgUAAhUIBmUwGlUoFuVwO2WwWOp2ODzeKFsUb7Swbg+1ApKVqtYpqtcrTp3rLS/Rc+p7SdCsrK5ibm9u2VWi7gTq1Wg2ZTAZKpXJLBNdoNJBIJBCLxU6tkdgtxFp1IpGAJEldLaVUSqhWq0in03j69CmSySSWl5c5FV6tVjkr8iKIqmx0L1LLHgmvnGaugXj+iGRYsh9arZblfOm6bAd6TLxHyAkW2f87id9sVz7aCWIpi7JmlDmr1+vsjKhUKi4fWiwWuN1uDA4O8hncl4ZbkiTY7Xb8wR/8Ae7cucMfjBYlkUjgf/7P/4nPP/8cyWSyq+6zHSiCHh8fx+/8zu/A6/XC6XTCarXycx48eID/+l//K+LxOKLR6CF/ypMFg8HAaafJyUlMTk5uMazRaBT/8A//gHA4zIdGL6GJanhiKWJ9fR0rKytotVqYnZ3lLAv9q1Kp5MEJPaDDqlKpcCYpl8ux00tElu0OkWaziXfeeQd/9md/hnK5vGtD22g0EAgEOI1L76PT6aBUKuHJkyeYm5s7tWnZvaDT6SCdTrM4zde+9jXOjGi1WsRiMQSDQTx+/Bh//ud/jmQyyRKojUaDWeQvg06nw8DAADweD9e4K5UKd9FQYHNaodFoujISRMY0GAywWq0wm82o1+soFAocDPQ6pO12G4VCAbVaje8XItp2Oh0m/VHkS69Dxly8x3oVCV8EUsdrt9usjkdBJmUeJUnC2NgY3G43ZmZmMD4+Dp1Ox5yT3eLIDDfR9e12OwYHB7mmRwIqiUQC4XCYa2ovM9wEIrHRBRdTUKVSCaFQCOl0+lRv9v1Ar9dzu5FIhKHrlkwmEYvFkE6nkc1m9yT4QKQcsd2Pbg76epG3fBYhHupiyx2wdaJUb9mo1Wohm80iHA7vqRatVCphNBphNpu7iFAU+ZPBkNfpGVqtFmdBaI/TZLBCoYBYLIZoNIpIJMJnzm7vGZEUqNVquW2v0+kgl8shFoux0NRpxnYRL/DMGNOQlWQyCa1Wi3K5zG2mYk2cjGWtVuOoutFooFgsAni2v7VabVcET9eV6tHkbBkMBjbuO4no0P1GQUytVttS6hWFXkRSmtiCu5cM5JEYbmIDkoY41eoAYHFxEX/6p3+KUCiEhw8fIplM7qmZnWQfh4eH4XQ6AYDTKMVikT3f05xe2g/Gxsbw3e9+lyUbRbz//vv467/+a0QiEV6PvRwYRqMRAwMDcDgcfOPodDpIkgSz2QybzYZKpYJ8Pn/qD6LdQLxhqfRDCmkWi4WzFL0cDmrTKpfLfFjsBWazGd/97ncxMzOD1157jTMh9EWpXbmk8QzUSkTkIpVKxSnwzz//HO+++y4ikQjy+fyejDbwjL9gMBhgNpthMBhY06LZbOJHP/oR/u7v/o4zX6cZvQabHKREIoHPPvsMOp0Oc3NzfI3I8FJpldqqKAVus9ngdDo5atfpdBgbG+OOABrLSgY3kUigUqlgZWUFyWQS09PTuHTpEqxWK0ZHR7vIggRyHAqFAh4/fox4PI6NjQ2kUimUy+UuRjqtaa1WQzqd7nq/APD1r399V9fpyCJu6j8UPYxGo4FUKoVPP/0UwWAQmUxmzxuTGup9Ph8vOpFAKpUK91DK6IbVasW5c+cwMDDALT+EcDiMu3fvolAocCvXXkACItT3SJEE1dUNBkMX8UQ2DM8jLq1WC7PZ3JWGpRu+twWMUuulUmnPGSWqpU5NTeHatWsYGBjgx8RhJPLaPIfYjiWeYfV6nWvae81O0bpTupQ6Nugg73Q6CAQCuHv37pkbLiLuQdE4x2IxbolUqVTcRy1OyyPCMtWRDQYDHA4HjEYj3G43EwyJ1EkOME2PXFhYQDAYhFqtxuDgIABsierF90kchEQigWg0inw+j2q1yu9ZrNfTZ6lUKvueUHnohpvq21NTU/B6vTCZTKjVanjy5AkePHiAhYUFRCIRHl+319fuJRW0Wi385Cc/wXvvvYeFhQXZaPeADh6Hw8ESseRFUqRFwhCkArRXmM1m+P1+jrjJcOt0Ovj9fly7dg2xWAwAWPOXPOuzCIVCwWpoHo+HxT0ohS2myIkIlc1mkclk8I//+I9YW1vDvXv3dv33HA4HZmdn4fV6MTs7i4mJCeaG0AEka2F3g4yr1WrlOmatVkMkEkE2m0UgEOA2rZeVFmgtNRoNpqamMDg4iPPnz+PSpUvw+/0wm80AnjtnNODlLBhtyrb2DvsgQho9Jp77dJ0UCgVqtRqTLcXoltasXq+zQW00GqjVaigWi0gkEshkMnjw4AHS6TTW19eRTCah0WjQbDYxOTnJIlTkuFFWigZXxWIxfPzxx1wyqdfr6HQ6XY63Uqlkxc96vY50Or2vjqcjibj1ej3GxsYwMjICg8GAer2OJ0+e4J133kEymUQymdyzgd3OaAPPFviDDz7An/zJn8jRwjYgYQ1qv6NeSAC8Eam/dL8HBc0dpqlslArSaDQYGhrChQsXoNfrkUgkutK8Zzn61uv1PLzC5/N1EWd6QRFeMBjE3//93+Ozzz7b01pZLBZcu3YNfr8fk5OTrDRIzPVGo4FGo3Fm16IXdL6QchcpBtbrdSQSCUQiEUQiEaRSKZ7F/TJQ6eP8+fOYnZ3Fm2++iW984xtbRrPSepwVARxifvcabpGARlHsTtdDjHAp+2q1WmEwGHjdiJtQr9fZcMfjcTx58gSJRAKJRIIFVMrlMhqNBt5+++0uoRRi+KfTaczPzyMcDuPhw4d8rtE9RJkBCmJIhbBYLEKtVnPGYC84slQ5aSwTuy+VSnFaYj/klwsXLuD69eu4cuUKJEkCAN7gZ8Ez3S96D4N6vc5EGPp/o9HgKG9PhIn/t0H1ej2rbpFjRYbb7XZjcnISwLN2vWw2y61mZxFUQpiYmMC1a9cwPT3NNVQ6fMSoo9VqIZPJ4IsvvkAwGGTJxZcZCxKIIMGjK1euYGhoqEsQp9PpIBQK4ZNPPsHKysq+03gnAXtpSSRmMQllUERMBEsyNi9jBdO9oNfr4fV6YbVacenSJVy+fBler7ero4PaMckAnBWI+/hFa/Oyx8RzrlqtQq1WI5PJoN1uI51Oc4eLVqtlkSMSJKIpcJVKBRMTE8z+NhqNXZ03oj6IqLVAxp1KkNTaRml8CpREguNe59wfieEm6r3FYkG5XEYkEkEgEMDy8jKz9/aKr3/96/hP/+k/cd8cbXSq950F73Q/oPoKTbohY6tSqVAqlZiNSbWj3a4NHUjUG26xWNj4AOB00cTEBLPZq9UqIpEIQqEQ19LP0rrRza3X63Hr1i38/u//Pux2O2w225a2OzFtGg6H8Y//+I8IhUKIRqMvdVQpAvF6vbh8+TIuXbqE3/7t3+4qk9B1f/z4Mf7bf/tvSCaTSCQSh/fhTxBIktJms8Hr9cLlcgF4Xt8Wz7CX9fuSauSNGzfg9XrxrW99Czdu3NgiY0pkJ6qVnhW+ARnuVy3TUAaP0uJU+snlcvD7/awGqVarud1Rr9djfHycg792u40bN27gS1/6Ek/iE8mhYlcHpe+NRiP/Lp1n9FlE9jj159Nz92qzjsRwNxoNpvAXCgXo9XpOK+3VaFM0YrVamXELPEsfrq6uIpFIIJlMHsbHOBUQo7b5+XnYbDa4XC6u5bRaLZjNZpw/f75rA4rpHZpBK95cSqUSVquVey17DzAyHtTLSHKohUJh32MP+0Exab+gGqfL5YLVaoXb7eb5zTupQdGEomKxiGw229UtQYbebDbD4/GwMya2kY2Pj2NychLDw8MwGo1dwypyuRwKhQKi0SjS6TQKhcKpbgPbbcStVCphMpmYnUzzz8WJa2KfvZjmJdBamEwmOBwOuN1ujI+PY3BwkAeVEMTUsNhaRDXV0268D/LzkYGkiLZarUKlUiGRSPB9QQQ1MvBixpAyhDTpUIy0xYie6uVEkKN9sJNiJ61jb0ZtLzh0w03CBe+++y4kSeIJLYFAYM8Hg1qtxuTkJIaGhjAyMtJ14GcyGfzxH/8xkwNkbA/yDj/55BMEg0FYLBacP38eNpuN655Xr17F9PQ0ALDX+uTJEySTSTx48ABPnjzhFBQ9R6vV4vr165iZmcHMzMwWw0MblMQP3G43j17VarX72rwn1XCTA2O1WvGNb3wDExMTeO211zAwMPBCwYdCoYBIJIJgMIiNjQ3E43Em4xAj+c0338S/+3f/DmazGWazuSuSowOJpuuJhM5PP/0U9+7dw8OHDxGPx/kgO60Q+4V32ntkjGdmZljL/fr165AkiaV7HQ4Hms0mHA4HzGZz11hHgtlsZj343/iN34DH48G1a9d4VkMvKBrL5/PcD04T20572vygHRMykqREmMvlUCqV+P4jxU2bzQaj0YixsTFYrVZcvHiRRb3sdjv3YNN7pI6OfD7PRFGqWZORVyqVHFWTA0G/TwpuarV6X1nnI4m46/U6YrEYq2epVCpks9k9L5JCoYDdbofX62XZTeC55ODGxgaePn160G//VIGuOW1gqtfRdaXDhBwjYmhWKhVIkoT19XUW6xAJM9Q9YLVaodVqORXVGz2SR0rGYycC1suwk1BDP2EnoyBmH1wuF7xeL2w2W1dpYbuIkFpIKpUKH0T0OmazGVarFcPDw7hw4QJnP0TRCPHv02vTgZJOp7G2tsbOwGk22sCLDTY9TutEWQyn08nRF9UvDQYDjEZj10Cd3hITZZhokJLb7WZ+wXba873RGo0+pnU57VH3QaO3pSydTkOlUqFcLvOIW9HZornnNICnd+QmvZ7IE6JspSg0JZ5/25FvaX+REe+7VHmr1eKUKNU6KVIg7KaGo9PpcOfOHXzjG9+Az+djj6ZSqfAkJBm7A6V5CoUClpaWYDAYoFQqsbGxgTfeeAMXLlzg6K/ZbEKn06FQKLAmeTKZ7Gp9abVaWF1dRa1WgyRJGB0dhSRJcDqdXZrAlNI1mUwYGhriaVVqtXrPda39ptiPEtsZCOqhJkeH5si/DJVKhec3k7H2eDwwGo146623cPPmTfh8Png8nm0H7vSChvVUKhU8efIEv/rVr/ZNFj1pEFuJetdH7KmnyIxmKphMJtakAIDR0VEMDAzAYDBgcnISmUwGi4uLrDffbrchSRIMBgPGx8fZUaX2V1on+gKe12fdbjckScK1a9eQy+WwubmJhw8fnvqo+7BBpDCR+U1kNYq+SUuBiLvAcxtFOvU0WCmXywF4ZvCdTidarRafaeVyGaVSiZ0GAHwWUjReqVT2fP4dieGmiBgAM5Ypx0+Pk1fyIuOtVqsxPT2NL3/5y/wzStnWarUzceAcFGgT1mo1nrltNBpRLBYxOzsLk8nETlan0+H+e7/fD5fLxY6XaLgTiQRPFUun02i1WrBarV11VlpzvV7P9XCNRrPnKT8nOeIWZ/FSt8V2U+16/99sNvmwoSiMZkPfvn0bv/mbv7mn2cS0/kQYXVpaOjPRHJ1BO4kAifKUpGhGvAASxaFUeafTgSRJ8Hq9iMfjkCSJiZ6NRoOFdGhGPXVwUBRI+ty95yE5CX6/H1NTU2g0Gnj06NFxXK5TBTr7KFImA0sdNlTSpeywCAp4SH9CHMtKZygArpHTfU3tZwA4s0Ztl/R93xluEWScBwcH4fP54HA4MDU11aXeJaYiKpUKzzA1mUyYmZnper1gMIj/7//7/7C5uYlwOHzUH+fUoN1uI5VKoV6vY319HcvLyxzRAeD5zuFwGIlEguVKxVYl6nt8+vQpzGYzfD4f975SCp2gUqk46jQajTAajfvqZ+x3bGcU6OanucwmkwlOpxMDAwM8VIF+V3wdq9WKsbEx6HQ6lEolNJtNjI6OwmazYWJiYtcGm9DpdDhbddY6MehA7e0VFp1MupaU6bDZbHzQi88DnqXDKUpXKBRMLBMnVDUaDUSjUbRaLczNzaHT6cBoNEKr1cLj8cDr9bJDK5ILfT4fLl++jHw+D7VazcIeMl4NtMZUujMYDDxWVxxeQk4eEXvp2huNRrhcLo6u6Z4WyWo0MY76xTudDhtuSs+TCEzfpcpFkFcxNDSEL33pS5iensbv/d7vdU31IoNAWuMajYan5fRGJhsbG/gf/+N/IBgMyippr4B2u414PI5EIoHFxUU8ffqU07DAMwcpmUxic3MT0WiU1c7EQ4+YyQ8fPkQsFsPs7CzGx8fhdruZlCjeLFQbpC+q3Z429Bpv8vYrlQqCwSAUCgX8fj8ziMVRg/T7AHggzPDwMMbGxqBQKOD1eiFJEmct9gJKF+bz+TN375BzRGeNaMB7xZ1osIXT6USj0diihw2A97DL5cLY2FjXa1MddGlpCe+//z6n0yuVCsxmM/R6PS5cuICrV6/CbrfDYDDw/aJWq9k5i0QiXDuVs4sHBwoijEYjLBYLkzpFDgj9K7Z5USqdxnSSca7X64jH4xyNkyBLMplEu93mjgRy/sQ57bvFkRtuQqFQQCgUgsvl4oO8t5ZAxAEaUkE3TC8dnyb2yF7oq4GuXzwex8OHD+FwOJBOp6FQKBAKhZDP55FIJHgj0+YTDzwA7HkWi0VkMhlue6IZw6Igi8lkwrlz57iWTkMbdps2Oglrvl3aW9Q2ViqVPBmP5vTS9RGvLx0alUoFsViM62bEJbDZbF3liJeBWtK2SwmeduxGXIiubzabRSQSgcViQSwWg8Vi4Va63ixH76Qnca0LhUKX6BCly6nFj0Z2ik4DkQ9pQMZeS0oytoJ4Nm63m2WGJyYm4PF4YLPZYDAYuAYttmzRuUfrLta/iURIafNcLseBUDqdZo0R0mIQiWuURj8Rhnt9fR3RaJQPeZFZSZuWNiuALQcLNdUT01L2QA8GnU4HDx48wOLiIk9DEsdMEpuZUj7kQImo1+vIZrOIx+NYWlpCoVDg6F0U21er1fB6vfj2t7+NWCyG//2//zcPaXiZxCM5b/18iO30/ukgbzabePToEVZWVqDRaFCr1TA6OoqbN2/yIS2yTeleiUQieP/991Eul1nK8fbt27h27RqPhdwNiCTYbrd3RY47K6A9TdKYq6urPGXQZDJhYGCAe7sB7FiioNcpFApIpVJYX1/HgwcPUCqVUC6XWRBEpVJhYGAA+XyeU+5iqpwyKsRC34+qoYxnEIWiXn/9ddy8eRNerxcXL15k8Sgi01IWqpcJTuUsus8ajQaMRiNnr4rFIlZWVvD06VOWxBXV0cTOETGzthccm+EmYkAmk0EwGGT2JQ2jIG9mJw+TBmHkcjnZaB8wiBFLrQ3kXdK/BoMBALqGIYhkDzI2jUYDuVwOer0e5XKZ+QoUSVJN0OVyodPpcNqQ6j67QT8fXi96b+TskGJcOp1GPB6H1Wpl5TqxvgY8OyBoBnE8HmcClE6nY74IGW7RCaZRujSDWHyMnn/WIu7e9Dj9rDfDAYD3baFQYKMrammLGSc6oGlGerVa5VnaxECuVCrs/JITm8/nkUqlWAVSBN1PotGWsTcQY1yj0XA5wu/3Y3h4GIODg/B4PF3dLyJZmtZXJNiKWS1R/axQKCCXy/EXZVLEdjNRZU/MrOwFx2a4yRt9/Pgx/uiP/gh2ux03b97E4OAgrly5gqmpKZYa3C4l9eDBA/z4xz/G6uoqD0iXcbCgw4naFtRqNfx+P8bGxuByuTAxMdE1Wu/p06eIRqPIZrNIp9Oo1Wp48OABHA4H7HY7crkcxsfHMTw8DOC59+vz+WAymTA+Po5gMIhIJIJyuQxgZ+O3m/bBfgbtfzrEFxYWkM/nUSqVcO7cOU7ZiTOy4/E4FhYWMD8/j48++gjZbBbAs+v4q1/9imcMiweCVqvFm2++icnJSczMzODKlStbjDqAbfu9TzMo+umtcW9nvInJn8/nUSgUYLFY+LDu/b1SqcRz7P/2b/8WKysrKBaLKJfLyOVyTE4Tf0eheCZytLGxgZs3b+L1119nDXk61CnCMxgMLI4jBywvB11fn8+Hb33rW3C73bh69SpcLhdcLhe3YhqNxi5jTWtO11nMeFBZl55bKpWwubmJSCSCH//4x4hEIlhcXEQ8HueszXZnlbgH+nI62E7odJ6pqn344YfcFpTL5VigQK/Xd3mZYvQRj8fx6NEjxGIxua/xECFuKGpRGRgYgN/vx6VLl1jykfoR6TCk6WKJRIIFeCRJ6pr7DDyLJoxGIzqdDhNDMpnMrlKBJ9lwA89bvEiCttPpMKmFrikpZpEWQjweRywW43GSVBtbX1/f8vpkmEnly+12b5v2kyPu7r0kHqZU66QMkqgvTTVwukfoEE+n04hEIrh//z6++OIL1Gq1bdOuIqinfmhoaEtnhRiVEWFNjrp3Bwr6LBYLpqamMDw8jNu3b2NwcHBL5Ez3Ixlkcb17CYt0PtG5R9oW6+vrCIfDSCaTux7Ss59z7FgNt4harYbHjx8jEAhgbW0NP/vZzzAyMoKrV6/CYrFgbGwMer2eL+bm5ibW1tZOvaZyP0ClUsHtdsNkMuHGjRt46623WGmNNn6tVmNVqUajgVQqxQdfMpnEj370IzgcDvze7/0eC4SQwRZJbUTQ2U1EfdINN/BcbIMEhB4/fox33nkHQ0ND+OY3vwm73Y5AIIB0Oo0nT57g/v37PHLwZSpaVL54+PAhIpEI7HY7vvrVr3Y9Zzt1u7OA3vrido4iGUuSibXZbBgYGIDNZkO5XEY8Hsfjx4/ZiSISEslfrq6uskjRy/YqMZKr1eq27w14nu4lMpuMl2NwcBAjIyO4cOECbt68CY/HA6vVusVoA9368IuLiwiHw5zpoLIgtXJ1Oh2srq5ic3OThXEymQxP1Tvs7pi+Mdz1eh3Ly8sAnqXBlUolrl69ikajwbOdrVYrz2+mqVKUipBxeFCpVHA4HHA4HLh48SLeeOONrlo3eZ1ms5nlTrPZLHurABAKhaDT6XDp0iXcvn2b5U5F0NSysybrSKm5arWK5eVlZLNZjI6OMtP1/v37CAQCmJubw/3797mTYjfXqNlsYmFhAUtLS7h169aOxuksGm7xX/q+NyNB5QbSJ3c6nTCbzahUKiiVSvjoo4/w4MEDDiREhay9gLIqFJlvV/Mk0R1xJrSMF8PlcmF2dhYXL17E7Ows7HZ7V9lVXHOKsqvVKtbX17GwsACTyQSz2cxdG3Tt2+025ufncf/+fayuruLjjz/mtr+jOLv6xnD3ggg7X3zxBSKRCHQ6HSwWC0fc8Xic24bO0iF/lCBhArPZjIsXL2J4eBhDQ0PscdJhUywWUSwWEYlEsLm5iUwms6Wli9opwuEw5ubmWG+eZGvr9XrX/OGzuKbEZKYpXR9++CGsVivW1taQTCa5LLSbCE7ETinhs4ydyGlA99xsjUaD4eFh+Hw+jIyMcEbp0aNHKJVKWF5eRiQSYanYV7m+vX+/l3Gs0+ngcDhYyOWs9d7vBWLL1/T0NPx+P5M2d2Jyt1otlEollnVOpVIoFApIp9PM2VGpVMjlcqhWq5ifn2d9//2Op94v+tJw0wYmsQ+73Y5kMgmbzcbRwfLyshxtHzJosPzAwAC+9a1vYXZ2lnuMqf+UWLOZTAZPnz7Fw4cPOdoWDzFiXc7Pz0Ov1+O1117D1NQU1Go1arUaqtUq8vk8MpkME9POEuhakQhNOp1GIBCAQqHgQ4GUm/YD2cHthjgrebuyDI3hlCQJV65cwc2bN3mkZzwex49//GOEw2EeJbxdW+R+sZNhMRqN8Pv9UCqVWF1dPZC/dVpB3Jvx8XF87WtfYyb5i9jbpD+eyWQQCoV4giURcx8+fIh6vY6nT5+yGhrN+T5qO9SXhpsgKtbodDpIktTVty0fRIeDXq+USGbBYBDZbBaSJHX1uiaTSeTzeSSTyZdGzPV6ncsdInOXNr9I9jmroGxGuVzuYq/KODj0Rtq9KXIiNNG0PJvNBrVajVwuh0wmw1GYOGjnsEH321nNSO0FtKb5fB7BYJAngZFCmjjxi7g1uVwOGxsbSCaTiMfjPO+eZgNQBwgJ6Gw3a/uo0NeGm1iUVquVW8UWFhYQjUa3KBTJeHXQRhbFH0il6y/+4i+4fi2yaKkuRMxo6nHdCSTOT4abHIBeQR0ZOJJD4azWSrdLlQPPzxyj0YgrV67A7/fj8uXLGB8fRyAQwEcffYRoNIrFxUXW9j9o7BRxU9sRpWZl7AwqqX744YfY3NzEyMgIvv71r8PtduP69etwu918nVOpFDY2NrC5uYm//uu/RjAYRCwW6zLOIpOc1B2P0/b0teEGuoXgNRoNp1yP+8KdVvRG2zRbmIRuyOPfDyiSJPU1GsBA093kdT0ciAS0XoNw0vvh94vtatsEkpu1Wq1wOp2cYqVJeslkEsVikeUtDxriOonvjbIwJNojY2eQsc1kMjx5a3NzE41GA6Ojo10CXzSeMxKJYGNjA8FgcEtw0W/oa8NN0Vw0GsUPfvADSJKEdDqNUqmEbDbblxf0JKNXyYeIZ1SueNU6XqfTQSQSQaVSgcfjwcbGBk8TSyQScpfAIUCheDZVTJIkbmkhdDrPpoNRCvAsQcwaiVCpVDyJ0O12w+PxIBwOY2lpCaurq7h79y4Lqhw0dlLQovdYLpcRjUbZGMl4MTqdDk9oW11dxQ9/+EMYjUZ88sknTIxVKBSsRZ/P5xEIBHjyXr8abeAEGG6qU9y7d49/JuPw0OvtE/nioJDL5VAqlRCNRpFKpdBoNLC8vIx4PI5MJnPmWsEOG6IIS68eOTnGZ3GW/U6Gm1TKqJvCbDZjc3MTKysr2NjYwNra2qHUmHuzIb2vT/Vt0sKWI+7dgVpSa7UaMpkM1Go11tfXodfr2UkqlUpIpVJdeuL9jr423CJEoQ4ZBw+FQgGj0cha1gqFglmTBwmK2tPpNObm5njcYTqdRqFQ6Gsv9yRCpVLh/PnzmJiYwOjoaNc91Gq1kEwmkU6nz6Sgx077jJj8q6urKJVKWFhYwNraGrc5Htb+3KmUQRKqlOqVyYr7A5095XKZ1dAAsON6kq7riTHcgBxtHybIcFssFjae5XL5wL17eq1EIoHPPvsM9Xod8/PzLM4vG+6DhUajwcWLF3H79m2cO3duy3AEqu3l8/ljfJdHj53IaQTSjw8EAlhZWUEgEDjQlq+XvTfx+1AohLm5Oayurh54BuysgNaaerUrlcoWHs9JOndOlOGWcbggNTTqJT6sthPSdA6Hwzy8gbzgk3TznBRIkgSr1Qq9Xt/182aziWAwiNXVVWQymWN6d8eDnfYZlQ+o9lkul3kE52HvTSpNZbNZGI1GHhsZDAYxNzeHUCgkG+1XhNi7T4b7JEXaBNlwywDwfDazw+FAJBJBOp0+lJ5q8nypT5IOyuMQMTgLUCqVcDqd8Pv9sNlsXanYcrmMX/3qV7h37x42NzeP8V32D5rNJgqFAjOSARxJ3zTdF4VCAUtLSygWi3C5XFCr1fj1r3+Nv/qrv2JnWsb+QGvY22560ow2IBtuGXguOGE0GmGz2ZBOpw+95iNKBMrp8cPFdq1P1FZJanWHPRShH7HdnqN0Kn1/1HuzVqshFosBAI+TTKVSSKfT8n2yB4h916dR7lc23GccSqUSkiRBkiRcvXoVV65cgVKpxNLS0qFHwHLa7/DR6TwbnRsMBqHVajE4OMhDYfL5PHK5HLLZrKx7/f/Qa7iPGuFwGH/zN38Dk8kEl8sFrVaLL7744kSmc48DNJ6WtMqJKU44LddQNtxnHEqlkmvbbrcbPp8PVqtVZvCfIlQqFeRyOVQqFW6Pof5tEr+RyxTPcZyHe6lUwtLSEnQ6HVwuF3Q6HZLJ5KkxOIcNirTJcFMt+7RdP9lwn3GQtKPL5YLT6TyW9KCMw4FCoUCr1cLCwgKPWq3Vasjn81hZWUE8HmfRm7OY/ejHA73ZbCKfz/PwHbVajUKhcNxv60SABGyoF1+tfmbeKOLut7V+FciG+4zDYDBgenoaQ0NDsNlsAI6ntifj4EEDStbX15HP59FoNKDRaBCPx/HJJ58gk8nwqFB5rfsDzWYTxWIRCoWC/5WzIbuHaLg1Gg1arRaUSuWpKzXIhvsMg0RWQqEQ1zxNJhPC4fCp2+hnDaL6HU0Z29jYgEajQT6fRzweR7FYPLMsZUqjAv0Xie00j1vGy0GZI4qye/uz+zHLsh8oOrv8FGd9A/XzYu93bRQKBXQ6HQYHB6HT6aDX66FWqxGPxxGJRI51bN1e0K9rc1z3TO/Br1aroVQqodfrYTAY0Gq1eMJRtVo9tP75fl0X4JkwDYC+3OOkoU2jJ2nS1UGiX9fmVe8Z8dqpVKouGdOTwDDf7fuSI+5d4LQ7Lc1mkzc8kZf6dWPL2DvIMJGwCI1RPctZlZMUeYmtTTJ2jxeV+7Y700/S9d11xC1DhgwZMmTIOH5snSEnQ4YMGTJkyOhbyIZbhgwZMmTIOEGQDbcMGTJkyJBxgiAbbhkyZMiQIeMEQTbcMmTIkCFDxgmCbLhlyJAhQ4aMEwTZcMuQIUOGDBknCLLhliFDhgwZMk4QZMMtQ4YMGTJknCDIhluGDBkyZMg4QZANtwwZMmTIkHGCsOshI8cxaEOpVEKlUgEAD0R42ZzowxCPp8EM/Qq1Wn0gM7RpmAHNtO10OjwWr58l7fv1valUqkO5dr17vF8/f7++L+Dw1uakoF8/t9VqRafTQaPR6JpDrtPpYLFYIEkSLly4ALvdDpvNBpPJhFarhXq9jnq9jlQqhWq1ikgkglwuh2KxiFwux8/pdDp9PVznzE4HO2vjCYHn7+8g3me/f9aThMO6lvIavTrka9ifEM+yTqfTNVd+u+fQ4xR0qFSqrq/TOtmxrw33dp6RfMNtxUFFDvQarVarK8MhY3+Qr13/Ql6b/oSYORSNd7vd5tnajUYDtVoN7XYbCoUCWq0WOp0O7XYber0ejUYD7XYbWq0WnU4HxWJxy+ufdPS14QbkG2w3OOhrdFo2twwZMk4Wtiv50f/b7TbPkm82m2zUVSoVNBoNgGcp9WaziVwuh2aziXw+D5VKdSJKfntB3xtuGTJkyJBxNqDVagGA69z0PaXCAXDE3el0oFarodfrYTabodFoIEkSFAoFPB4PSqUS1tbW4HA4kE6nsbCwgFqtxkb8JEM23DJkyJAhoy+g1+vZaDebTf65WOuu1WqoVCpot9tQqVSQJAkulwuSJGFwcBA6nY6j6/n5eTgcDqyvryMQCHAaXTbcfYDtCAwyZMiQIeNkoZdbQ/+KNe5arQa1Wo1arYZ6vY5Wq8XdMBqNBhqNhiN0i8UCt9uNbDYLnU4HrVbbxVY/qTixhltMnfQa7tNUy5AhQ4aMs4JGo9HVskVfzWYTlUoFjUYDmUwG1WoVLpcLNpsNBoOBDbdWq4XBYIBGo4FKpcLw8DBUKhXa7TbsdjuazSYb+5OMvjTcIp1fo9HwgtDi0L/U402gxW42m2i1Wty712q1mIUoQ4aMF4OcYnKIT0Nq8SRAoVCc+eu8Hau8l5zWaDSgUqlQr9dRq9W453una3eQ7bL9gr4z3AqFAm63G06nE3a7HcPDw7BYLDh//jyMRiOMRiO0Wi20Wi3XQ2hRy+Uyms0mMpkM8vk8EokEVlZWkMlk8PjxYxSLRfkQkiHjBSCyj0qlgl6vBwDk83lUq1X5vjkEUK9xr6NE/55Go/Mi0GfeLmVOjPJKpYJWq4VMJgOj0QidTodisQiVSoVarQaVSoVmswmlUolwOIy5uTksLy8jk8mgUCic+Ggb6DPDTZG00WiE0+nEwMAAxsfH4XA4cOPGDVitVlgsFuj1euj1ehgMBl7QVquFYrGIer2ORCKBdDqNzc1N1Ot16HQ6LC0toVwuy1H3K4IyHgS6/jIOH9uVhw7KEaXXI2auWq2GJEkAgEqlglqtBuDsGJDDgGiglcpnatNqtZrvKYq4xcxh7/qe9usvniW9QitkyFutFhqNBur1OqrVKkfdlGmla6ZQKFAqlZBKpZDNZlGtVpmcdtLRN4ZbpVLB7XbDaDTi1q1buHr1KqxWK7xeL4xGI/x+PwwGA7RaLdRqNW94WkylUgm9Xs+pdbvdDofDAbfbjY2NDSwvL7Nxp0NIxu6gUCggSRI0Gg2mp6cxPj7ON08ul8Nnn32GfD5/3G/zVINaXHw+H3Q6HaxWK5rNJpaWlpDNZlGpVFCv17f9XbpX6HUocqGDUalUYmBgAE6nE+fOncObb77JpalKpYJ33nkH9+/fl7NV+4RGo4FarYbH48Hk5CSzn6mNSWRBV6tVpFIpVCoVbG5uIp/PI51Os2wnGfPT1pdMoH3Zm/qm7xUKBTQaDbRaLcxmMxwOB6xWK4xGY5d9oFJpsVhELBZDJpM5FW1ghL4y3E6nE06nE1evXsVbb70FSZJgs9mg0WhgMpm6atpi1CcSEwDAaDRCqVTC4/HA7/fD4XDgRz/6EXtdsuHeG8gpMhqNuHz5Mt588000Gg1UKhUEg0EsLCzIhvsQQdGYy+XCzMwMzGYzfD4fqtUqCoUCRxrbGW5RBpJehw418TkulwsTExP48pe/jO9973vQ6XSo1WrIZrO4f/8+Pv/881Nz6B0lyNDodDoMDQ3htddeg9PpxMWLF2GxWOByuVhvmwRDNjY2kM1m8dlnnyEWi2F9fZ3Xt1qtdqWTgdMVhZPhflFUrFarodVqIUkSLBYLzGYzJEmCXq+HWq3mVHmr1eKIO5/Pn4pIm3DshtvhcODSpUuwWCw4d+4c7HY7zp8/D7PZjHa7jVQqxR5Yu93mehulSugxpVIJq9UKnU4Hn88Hj8eDdrvNAzPo67Rq1x4WlEolJEnC66+/Dp/Phxs3bmB8fBy1Wg3FYhGNRoNronJEdvBQqVSYmprCwMAApqenceXKFRgMBthsNu5njUQi+OKLL7C4uMhOrNlsxuXLl2GxWLgOSJFaJpPB/Pw8ms0mTCYTdDodbt68iQsXLmB6epqjlk6nA51Oxxkuutdk7Ay6/pIk4dq1a2yYKcq+cOECTCYTfD4fDAYDzGYz9Ho9n28qlQqNRgMWiwXFYpGzkDabDdVqFcViEc1mE4VCAY1GA4VCAdVqlX//pONFn4GcUEmSYDKZ4HK5MDQ0BJfLBYvFAoPBALVaDYVCwYFFtVpFvV7nmreoX05GXqfTwWg0coROLWdiH3m/4dgN9+joKP7Df/gP8Hq9mJychMVi4U0Yj8exsbGBUqmEUCiEUqmEpaUlJBIJFAoFZLNZPkx0Oh0uXLgAl8uFt99+G7du3WJWOi3QaRadPwwolUqo1Wo4HA5897vfxeuvvw6n0wmr1YpyuYxMJgO1Wg2TyQSNRrNloo+MV4dOp8Pbb7+NN954A+fPn8fs7Cw7oLVaDdPT00in0/j+97+PjY0NqFQqqNVqjI+P4z/+x/+IyclJuN1umEwmVKtVVCoVLCws4C//8i9RLpcxOjoKm82GO3fu4PXXX+doBgCvqU6ng0ajYUavjJ2hVCqh0+ngdrvxve99D6+//jqsVivMZjOvjdgdI9a2O50ObDYbnE4n6vU6PB4PisUiVldXEQwGUSqVkE6nUalUEIvFUC6Xsb6+jlQqhVqtdioyiTuR8eg6qdVq2O122O12jI6OYnp6GhaLBR6Pp6uHu1wuI5/Po1AooFwuo16vQ6VS8d4GwOl1h8OB4eFh1Go1bGxsoFwuI5VKdWmc9xuOzXDTQuj1ejidTvZMDQYD4vE4UqkUIpEIVldXUSqVEI1GUS6XEY1GkU6nUSwWUSgUOK2i1WoRj8fRbDaRzWZRLpeh1Wo5EpSjwb1D1AE2mUyw2WyQJAlarZYPCZFs00ucEl+HcBrrcocFuv42mw2Dg4Ow2+3cs0rkpXQ6jXA4jGKx2EXUrNVqiMfjPHTBbDajXC6jWCzy8yuVCrNxO50Oy0UCW6cxnab64GFCo9Gw8XU4HLDb7TCbzTAajbsKGshZBsC/43A4UK/XUS6XodPpUK1WoVKpUCqVEI/HkclkTlVAst0+I4fIYDDA5XLB7XZzHzdlNESn02AwoNlswu12Y2xsDPl8HjqdjlvJiARtMBhgtVoxNDSEer0Oo9GISqXCNkQkClKmN5vNcnvxcQUqx2a46SLbbDaMjY3B6/VCrVaj0Wjg7t27eP/99xEMBvHFF190KeRQCqO3TqdUKlGtVqHX6zE+Po6xsTFYLBYMDAygXq9zav00pJMOG6J3azAYuJZksVj4xmg0Gsjn8ygWi/xcWg8yOCIo20HsT5mN/mLQNdXpdBgbG+MUuXhA53I5/OAHP8Ddu3cRi8VQrVb5d1dWVvDf//t/h8FgwMDAACwWC9LpNBKJBCqVCpegVlZWYDQaceXKlW3fB0lMlstl2XDvAna7Hbdu3cLw8DB8Ph+sVisPwCCIzPFeiIRBmj9tMBjg9/tZPKRWqyGZTCKXyyGdTiMajTL58LRCp9PB5XLB6XTirbfewsTEBCYnJ+H3+6HRaKDX67kcCoBT3z6fD1/60pdQrVaRTCbR6XRY11yv10Or1fL3nU6HbQSxzxuNBhvrpaUlJJNJ/OQnP0EgEECpVGLp1aM+y47VcEuSxF8UGdTrdSSTSWxsbCAYDLK+7G4iNTpkCoUCSqUSy9uJEbd8+OwOZHyp9Y42ON0YYrsKbXy1Ws11OjLcIhsUwLFt9JMGkdRkNBphsVi6rj2RlcLhMFZXV7c4pZRGVavVyOVyMJlMSKfTiMfjfP2VSiXa7Tan0EWIbTenpX562BDT5G63m6NAcd3EliZqWSL0CrCIrWLEUSDjLe6P0xRtbwc6iwwGA0wmE9xuN4aGhuBwOLaUIOha0Pmj1+tht9tRq9XgcDgAgAMQ+urlP4l2goI+cnTNZjM8Hg8KhQKvFw09OUocm+EeHx/HjRs3cPHiRTbaxKZ89OgRHjx4gFKptKe+O0pdFAoFxGIxdDodOBwOFo847Rt8v+gdRk+pb6fTiddeew3Dw8NwOp18cwDPD3ZJkvDaa69hYmICHo+H01bElCVnLBwOo1AoYHFxERsbG+xgyY7U9tDr9ZiYmIDb7Ybdbu/iZ9RqNS4lUXtj7z0iKggmk0lO7/Wm9nrFPwjVahUbGxtIJBLIZrOH+llPA2gmtMfjwZUrV+Dz+WAymfg+IdY4EaVIDIpamMj4iKD7TaPRdCmHVSoVFAoFqNVqFiTpZyLVQcBoNOLcuXMYGhrC+fPnMTk5ya10Yl88gQw3GX1aHwAcgFDKfDuIugYqlQoulwtXrlxBuVyGy+VCOp1mYZfNzU08fPjwSPkfx2a4XS4XZmdnMTY2xmnWdDqNWCyGUCiEYDC457q02AuZz+dhMpn4RgGw7QEl4xl6a9UqlQomkwnj4+MYHh7mFjugez6uRqPByMgI3G43zp07B7fbDYvFwrrA1WoV5XIZT548QTKZZEU7UVRBxlao1Wq4XC4MDg5CkqSu0gPNG87n89saYwIZ8xeRbLY79IBnpZB4PI5oNLolGpexFWQczGYzhoeHMTQ01NWfTZEZ6W1TXzY9Rul00ZHqFWcRM4fkyFHm5bRnRLRaLVwuFwYGBuDxeODxeHZFOBb3NqXDd8JOtXXiHRiNRrTbbbjdblSrVRiNRmg0GrRaLTx69OjVPuAeceSGmzahx+PB5cuX4fF4oNVqucUhk8l0EZ92e7AT0Y1SVaOjo7Db7ZAkCUajEQ6HA7lcDsViEaVS6TA/4okCHRB0gCuVShgMBhiNRvh8Ply4cAFDQ0MwGo3odDosJzs/P4/33nsP+XwekUgErVYL8XgcTqcTXq8XIyMjaLVarLqVSCR4qL3dbodCoWD5wdMeLewHVHceGxuDy+XqeiwWi+Hdd9/F5uYmEonEvv+GyWTC7/zO72BychKXL1/ueiyXy+G9995jRrOMF4OkYmlqFbUhiWU++nmz2WTnWGxVJSMkzmMQhXMoUo/FYvjpT3+KYDCIjY2NU1V6os8rlnNEZ4ZsArUA7wdiGpwCu3q9zqUOcgiUSmXXRDKyHw8ePEAsFsPy8jI2Njb4/DtKHLnhps3o9Xrx2muvcf20Xq8jl8shmUyiUqnsORojgyNJEoaGhjA5Ocl9kmazGS6XC8ViEYlEYlvm7FkEHQ6UOqKbhEbhjY6O4urVq/B4PDCbzeh0OkgkEggEAvjwww/xl3/5lyiVSnyDrayswGazYXp6mn9OEQaJ31DaqdPpIJVKMenwrK9FL0wmE/7Fv/gXmJqagsfj6XosHA7jb/7mbxAMBpHJZPb9NywWC/71v/7XeOutt1iXnJDJZPDDH/4Qjx8/PpUtYAd1BpAx0Wg03EdM/fXVanWLKhpxPOjeIwMhGgvRgIugSH1jYwN/93d/h+XlZRSLxVPVgilmligr19u18qpdQrQe5XIZpVKJhYyog4Nq36ITls/nsba2hlgshr/6q7/C4uIiSqUSM89PteFWKpXw+Xyw2+3wer3cH0oLo9PpOGrWarV8QejG6F08kcWs0Wjg9XphtVq5b5UWwGAwwO12o1KpYG1trUsq9WU4ral18YagVJDH44HFYsHQ0BBGRkYwMTEBq9UKg8GAVquFarWKQCCA+/fvY2VlhWU2SXKWUrLhcJjJNJTGI+Os1+thMpkAAMlkEtVqFblcTo66e6BSqZiU1stKpkwGDVvYz2vTOtD9JpIJxYEOFDGeNhxUmUY0wFSjJgNNhls8t0jIRjTe20WVIu+E1iSTyWBubg6rq6vI5XKsonaaQGcz8PyMIqeG9DgajUZXB8V2PI3ec5u4ANSrXSgUkM/nUSqVuNVOqVTCZDJBrVZzbZt4OqVSCZFIBJlMBqlUCuVymctUx3F/HKnh1mq1+OpXv4obN27g+vXrMJlMXWL7NpsN5XIZDoeDhViazSbUajW3VZBXKjJhqSfvjTfewPDwMC5fvozBwUG+oYhY4Ha7OfVHjOgX4TTXxMUbggZLfOlLX8LMzAwuXryI69evs5YyABYy+NnPfoa/+Iu/QLVaRalU4kNFoVAgFoshkUggGAzi008/7SJ4eL1emM1m3LhxA7Ozs1hZWWGjTVPdZDyHRqPBwMAAvF7vlmiYykqFQmFfB7der8fQ0BCGhobYwRUjUIpoTlMK9qAh1qGpvq3X66FQKLiv2ul0svocXWMa3ELXVWQ19yo89kaYCwsL+PM//3PE43GEw2FUKpVT51SJPBoArNpHAZhWq0WxWEQymWRVwJcJ2wBAqVTC5uYmYrEYvv/972N+fp4Nt9iaKpYp6IykbhlKq+dyOQ5Yjuv6H3nEbbVaMTg4CKvVyheHPrwoor+TB9XLgBZfm24eSnPQhddoNDCbzdwithfp09NquEVQxE2ZkMHBQSZ/KBQKbtFLpVKIRqPcDylCZM9SapXWiIQPiEVrt9thtVohSRKq1eqp70HdDyiLRJkmUVFKlADeD/R6PbxeL8tuiteftJ2j0eiOQ0tOAw76wKXDv9FosFAKnTeigRfZzr3/7nS2UZBC5F0qMZ02o/0ikO54Pp9HLBZjXXdquRMdKFExk4wwlUljsRjC4TBCoRAHI9uB1kAcHy3OAz9uh/bIDbfX68X09DTcbneXR1mtVrG+vo7l5WVWSSNDrlQq0Wg0urypZrPJJA96PBKJQKlUsqA8GR5iJHY6HVgsFq47iROSerFTm8xpAW1E2uxGoxGzs7N48803YbVau1pTstks/vRP/xSffvop1tfXd31giM8zmUwsLTg1NYV6vY6BgQEA2NIGc9Yhpl6plASAU9evemhPTk7ij/7oj+D3+zE+Pt712CeffII/+ZM/QTQaRSgUeqXP0c/Y7/WjtRAjQ+JyUKS9sLAAq9XKUbff79/SLyySzsTX7j1zWq0WHj9+jLm5OXz66adYW1tDuVw+lbwDgsjEp5bGSCSCn//859DpdPj5z3/eJWVNEbler+cOmJGRETgcDhiNRphMJoTDYfz6179mGe1CobArx5RGTAPg8lEsFjv2TosjPTEVCgWMRuMW6UaKIHK5HFKpVFf/NkVx2/WpUv2bPFmSQRUPNnqcmNJiuv1F77PXAz6NoGtEHqrdbsfQ0BB7qnSNy+UyHj16hI8++mjPBx6l0Umu0Gw2w2az8XAFMU0r47nRFhnHBDo49ltWoNd2OBy4fv06hoeHAXQflNFoFO+//z5yudypNg6vgt5zgdaFykc0QjKTyXCpjs6w7c4U8Z7qvReIxLmysoJQKIR8Pn8mMiHingTAteje5wHPVTip19tisXBgYLVaYbfbEQ6HsbKywpPCdttCRy1+ouhRryrkceDII25JkniKF/Bs09OkqY2NDSwsLCCRSDAphi6uuOnFxaV/6/U6D70Q273IuyXGuchifxmzdDtm52kBfWbiB5AhFdXRYrEYPv74YwQCARa02avhpmt/6dIlTE1NYWRkBDqdjj3XZDIp17cFeDweTE9PY3p6mkl8BKrtpdPpfZHSbt26hTt37vD0PUKn00E4HEY8Hsf6+jrLCp+lVOxeIN4H5OCTk6NWq3noRyQSQa1W4xkMNIoSAK+f1Wrtuu96DXqr1cLy8jL++Z//GYlE4lQxyLfDdiU4AC8ccEOZ2UajgZWVFeh0OiQSCZjNZphMJlitVuRyOUQiEQ4KXwYK8Kanp/HVr34V2WwWT58+RS6X64sM4ZFH3DTXmbwWKvqXy2WEw2Gsr68zy3i3Bwctai6Xg0qlYqU0+pvEohUHrffO9u69EcXHTisoGqZsBNWH6DOnUin88pe/xObm5rZ17ZdB7BY4f/48rl27hsHBQWg0GjSbTaRSKWQyGdlwC3A4HLh27RrGxsZgMBi6HqtUKqxktp8a2+XLl/G9730PJpMJRqORf97pdBCPx7GwsIBwONwXNbx+xXaGhQw3lZ4oW0FOqdPp5BIdnU0UOFB9VuxZFl+73W4jEAjg3r17xzrU4ijRG22LnQ47gZjmJEUaCARYNIUU7Kj1dDfnDZUQx8fH8bWvfY2Jba1W62xF3NuxJYFnxItoNIpoNMqzZffq7dNr6vV6nl5FqUaR/Sl+9UbS2xno01zjJpCik5g6osOoXC4jEAggGAxy+8VuQAbbYrFgdHQUAwMDGBwchMViQaVSQTAY5Clv+Xz+TBxGLwPtNbPZDL/fj6GhoS1tYCQU0Wq1eB/vph2FIjoy2MR+FstUq6ur+OCDD7C4uCg7UntE7/Wns46iwHw+j2Qy2cV0JrU0GlG5XYqc7ksi7J6FDIh4Bon/7hVk6Okso7nbNKiKru92zoBGo8GVK1cwMjKCK1euwOl0IpFI8FCXfighHYnhFg1nr5h7oVDAwsICgsEgEokEisXivi6MSqWC2WxmQoKYeqIaLrVlUBpkt+/9NIOIgdSSJd4ouVwODx8+5Pa53YKu99DQEL71rW9haGgIU1NTGBgYwNLSEgKBAObn57G5ubnvXuTTBqpru91uXL16FW63GwaDoesAI8Zyo9Fg7WVKa+8EcqBMJhNcLhfsdnsX4Y2yVXfv3sX/+l//i42NjL1BbIukc47WKx6Pc0SYz+eZMCtJEkZGRjAyMrJFurPTeT6VjZy1s4CDGAYl9skDz4e/2Gw21qMQtQp6odfr8Vu/9Vv45je/ybLDoVAIkUgE4XB4T0HMYeFIDLdYYxaJT7Q5k8kkkskke0LAi2c6A901WvKmHA4HT+XZrl2MIsG9tIOddlCpolar8Re1PdChsZuDnPgLNKrV6XRiZGQEo6OjLIijVqtRKBQ49U6MURngPSwOciFipniQabVaWCwWTExMwOFwsAgEjUslvgiVQLRaLUZHR+F0OjE4ONhlIJrNJsLhMHK5HI/7PAtR3WFA7AKgiXp0rUn8o1qtsnqgwWBgZrSYARQdqlKphFwud+STp44T4v571b0optzFdtWdnAPSC7HZbHC73XA6nVxSEs/JfigjHYnh1mq1GB4eZulM4DnxIpVK4e7du3yAAM9nN/c2wisUii0XneoYTqcTt2/fxszMDMbGxroOKHodYh/2HpA71a2Os8H+qEC15larhVgsxq0OJFiwG6NNEfbs7Cx8Ph9u376NO3fuQJIkOBwOznZ0Oh08efIE77zzDtLp9Klmx+4VJpMJNpsNBoMBhUIBWq2WxSHE+indQyMjI+z4tNttpNNpZLNZrK2t4d69e9BqtZienobD4cCdO3f4ezHTRPO8Hz9+jAcPHvTFgXTSII7dpI4Zn8/HZ4xSqUStVmMHuFqtwmQywev1wuFwwOFwcEAjgohWkUgEyWTymD7d0eNVU+TbvR4ZXeJOkcxpb9BgtVrxla98BT6fD5cvX4bf70e9XufzMJ/P81S348aRRdxEDhNJadRCkclkmKQkGmwyCPQv1Y1EL0qr1fKh53K54PF4YDQat43YxdftFX/pxUFvoH4FGQZK46XTaVQqFRSLRe6H3wki+Uyn0/GAkYmJCczOznJEAYBrS8ViEZFIRI7uekCOZavVQj6fh1qt7hrFSY4ulXrIASZHNpFIIJ1OM5lJp9PB7/fD5XLh3LlzmJ6e7vp7RNYJhUJYXl5+Jc3zswzK4JHhJhYzOaoAtpxXpEhIhDUxyKDfabVayGazSCQSO4qEnEYcpMHujbaJ3EcOr5jdJRs1ODgIn8/HbP96vY5SqcSjU/slQ3hkNW6RmCH2bG9ubnIrSrPZZBKNJEnweDw4f/48jEYjs5Gpn4/SHpQ6NJvNLHVqNpt3JJvRDUZzXHdjvE8zxF7tn/3sZ1hZWWHFrkAgsGM9h1KCZrMZMzMzsNvt+OpXv4rz589jdHS0S6GOvF76O3vtGjgLKBQKXKqIRCIwGAxwOBxcAjKZTJicnMTMzAyMRiPcbndX1sjtdqNer2N6ehqvvfYaT2HT6XTwer1df4vqfDRpKhwOv3D0p4ztoVAoYLVaYTQaMT4+jvPnz8PpdOLixYvQarVoNBrMQqZggaaIeb1eSJIEl8u1pb5NafK7d+/iiy++wPr6+vF9yCPGQQVMZLDr9TrvbSoBEhGX/obRaITL5cL4+DjefvttjI+P8z2zuLiIX//615ifnz920RURR8YqJyMp1k/T6TQymQyy2SzrLlM93Gq1Ynh4GFeuXIHNZsPk5CT0ej2y2Sx7P0TSoUEYPp+PvdgdP/D/S5e/bI4rgdLmpxm0mZ8+fYpgMAiz2Qyr1bpjq5bI0jSbzRgbG8Pg4CAuXrzI/ce9pQjxpumnG6BfQPXPQqGAQCDALYxijVqhUGB8fBySJMFkMvEAi16RlkuXLvH/e51mek69XucsC0X2MvYGhULBuhRDQ0OYnp6Gy+XChQsXoNVqmXhJjjAR0tRqNcxmM59F4vrRvVKr1bC+vo6nT58ilUod46c8Whx0xE28D/qeAhUx2tbr9XA4HBgcHMT09DQmJibYhsRiMXz++ecIBoN9Vdo7EsNdr9cRi8VQr9exvr6OlZUVzM/P4+HDh9jY2Ngy6abT6bB3ajAYeM6tWq2GxWKBJEldE2MkSeJBGdu1eombQa1Wd9W4lUrlS2sWZyEy7HQ6KJVKvKlVKhWazSZrilNLikjuo9+Zn59HNBqF3+/naGKnrIeMF0NMlVJmKR6Po1QqYXR0FLFYjK/9du2KO11zMW1YKpWwtraGYDCIQqEg923vE8QOpzNK1Jans4qeQ8ECOVuiBKoYZdbrdeTzeaRSKeRyuVOvlHaYEFnjYnsYXW+bzQaLxYILFy7gzp078Hq9cLlc3IbZarVQKBQQiUS4DNUvODLDTeSzxcVFuFwufPDBB/inf/onFAoFpNNp1iSnjaxQKNgYEzuWPFaVSgVJktg4kBEWjXEvRDIbjRMV/9aLjPNZMECdTgfFYpEJUVSbttvt3DJGk9pUKhVHzsViEQ8fPoRer8fExAQkSYJOp8PIyMgxf6KTC7HjAgBqtRqUSiVGRkYQCoVYsGOnffki491ut5HP57G4uIhgMMhiIf10KJ0UiKU3cbgRGW6avEajU1+kxEhrU61WkUgkEI/HkU6nZenZfYLO850kgpVKJVwuF/x+P7785S/j3//7f9+VKaR6di6XQzAYRD6f7yt9gyNLlVO/aCAQgNlsxsbGBvL5PA+WF5VxKpUK8vk8IpEI5ubmYDQaEYlEuurTw8PDHDmTkRFTgSIrvNlsolwuo1gsclsGSaruZLDFFONZAV0LImQQKLUqDn2hUgV5tbVaDZubm1wvEq8r1eyKxaKckt0H6L7IZDJYWVkBAMTjcdTrdc42vchhpfuL1oAIaSQBeRYySocBuqaZTAahUAg6nQ52ux3NZhMWiwVTU1Ow2WwAtp4nvcS1RqPB6o+bm5sIhUJdZ6OMg4FSqWR55/Pnz+PixYuYmJjgrC6Vc9PpNAqFArLZbFcWUrRTx4kjNdzVahW/+MUv8NFHH7EhpZoDodVqsR7z5uYmPvvsM04t0Vxnm82Gr3/96zyshKJA8ojEejoRcaLRKDKZDOtjv+jA6m0jOyugQ6RQKHQZbvGxXpEIuoaNRgO//OUv8cknn0CSJHzzm9/kDgLqF04mk9zyJ2P3oHtkcXERiUQCFy9ehM/nw8DAAMbGxmCxWDhNK9az6dAnkZbNzU2srKxgcXER//f//l+kUinE43HZMOwTrVaLibWrq6v4+OOPWflucHAQf/iHf4gLFy5Ar9dvqx0h9hZTF8f6+jree+89RKNRJBIJmcR5gKAMyeTkJFwuF77zne/gt37rt7jUQfdNo9HAkydPsLq6ipWVFbYrVN7Y7YCSw8SRapW3220Ui8WukZ3bQZzrXC6XmQxFaSgi1YhTw0QjIkbapIOezWaRzWa5h09sK3sZzlLUDTxnX+4FFH1UKpUt7SvtdvtMtrYcNGq1GrLZLJLJJEKhEBqNBjQaDQqFAsuZksYyHUBkFKrVKiKRCEKhEMvNymnYVwelYql01Gg0uMWLyGnbnTG9oiAkb0oEReIenAUtiaOA2LI3MDAAr9eLoaEhHi+tUCi466VcLiMWiyEUCnHEDTwfPCKu23GtzZGPOaFe7b18YLEPLx6PI5vNct+pmHqidG6hUECxWORpSoVCAYuLi8hms1haWmIDsht5vbNmtF8FtEa96b1yuYxf//rXePz4MZaXl4/xHZ5sUGliaWkJ3//+96HX62Gz2aDX63HlyhVMTU3B4XDA7/ej3W4jk8mgXC5jbm4O4XAYwWCQZxEnEokzJaV5WBDJhFQSCoVCaLfb3OJH11gMLGgtqWxHETc5WWL/voxXh9lsxsTEBAYHB/Fv/s2/wczMDIaGhroyIfl8Hh988AFisRh++tOf4unTp2xLdDodhoaGoFAoUCwWmUTYm5k8Khy54d6vBykSdqi+2luDJs+1WCxyhB2JRLhuRD8jz7g3Sge2ztrt/V7GzhCZyyIoVb6ysoJsNns8b+4UgByiXC6HYrHIJE0ibhoMBjQaDVitVmajk9O6traGSCTCuvP9It14mkBZvlKpxOMje40v3R+iGAjVt+mrVyBExqtDo9Gw7O/09DQuX768paxEA5ACgQBWVlawvLzMhGm9Xg+TycTlP1LDo7T5UTvAxz9YdA9Qq9WYmZnB4OAgZmdn4XQ6+dAi6c58Po9PP/0Uc3NzKBaLyGQyzNSsVqtIpVIsd9c7iaYXZ42cdlggI7K5uYlCoXDcb+dEoXcPigqAGo0GAwMDsFqtuHDhAq5fvw6j0QibzYZkMokHDx4gGo3i6dOniEajKJVKbLBlo3B4oPURVdQAdBlsiqiJSKvT6VhIymg0dqlMynh1SJKE0dFR+P1+nolO90AikcDKygpCoRD++Z//mctJ7Xabx1A7nU5MTk5ydwAA5latr6/j008/RbVaPTJC4Yky3CqVCuPj45idncXExARsNhuTx0giMB6P4/79+/jFL37BEpvEfBbTuHLt6OjQarWQTqcRi8Xka74HiEzk3oE5ZLhJ5ndiYgIXLlzg5yQSCczPz2N1dRXBYBDZbFa+9kcIGrpjNpu7xrOS8e4tUxDxiVrLqN9bxsFAr9fD5/PB6/VCr9fzzzudDtLpNB4/foz19XXcu3cPkUiEMx7U1me32+H3+5lLotVq4fF44HA48NFHH2F5eRmFQuHIiGsnwnBTj7bBYMDExASuX78On8+3RUY1kUggGAwilUp1TbYS1XJeZrR7mdMyDg6y4Xg5TCYTTyUaGRmBTqfjmczJZJIFWEh968aNGxgZGcH4+DhMJhM7pyqVigcj0D0g4/Ch1Wpht9t5LKsoCEVGmw52cVohcX9UKhVH5fKaHRyazSYKhQIrBRqNRuYUzM/P48GDB4jFYiiVSmi32yyYMzExgcuXL8PlcmF2dpanXGo0GlitVphMJly+fBm/+7u/y62B5XKZ1dYOCyfCcFONwWq14tatW/hX/+pfsfYv8OwGaDQaWF1dxfz8PAKBADKZTFer2X5vAtmQyzhKOJ1O3Lx5Ez6fD//yX/5LOJ1OJJNJFItF3Lt3D++//z6AZwbC7Xbj29/+Ni5dusQtLVS/1mg0yGQy3O8t42ggSRLGx8fh9/tZflkk0FLmj4IOanOlWrdGo+Hat2y4Dw71eh3JZBJqtRqhUAidTgdLS0sIBAKYm5vDT3/6U5TLZW4TNhgMMBgMeP311/EHf/AHMJlMcLvdXdMlaWDV5OQk7ty5g3q9jlQqhVQqhf/8n/8zQqEQgMMJWE6E4dZqtUzdJxYtgYRdqtUq0uk0y0O+6kD27UhqMl4OmRewP0iSxNOJxsfHeb/b7XYoFAoYjUYMDw9jfHyca6IOhwN2ux1Go5HFI2q1GhKJBFKplMxMPgZIkoSxsTH4/X6eUrgd0ZWCDmI192rKy2t2sGg0GshkMlAqlVhfX+exxbFYDJlMhlPcxC0YGRmBy+XCyMgIHA4HR9rUlkzZEnFuA/C8jPWyAVavir4y3DuN2nQ6nfjd3/1djI2NYXx8vOuxer2ObDaLaDSKBw8e4O7duygWiwfC8hMXQcbLQVkQ+ZrtDTQ8ZHJyEjdv3sR3vvMdmM1mOBwOqNVqOBwONJtNeDweXL16FSqVCgaDATqdDj6fD1qtlq93IBDAP/3TP2F9fR2pVEpOkx8R6CAfHR3FH/7hH2J4eBjDw8Nb6tR00Gu1WgDgyI3mAAA49h7h04hsNotPP/0UWq2WJZpp3kWhUGA5bZfLBavVit///d/HzZs34XQ6MTAw0DXXgvrzKVtCWiGlUgmrq6ucITtThlsU3QeebXSa/EVerPh4o9FANptFOp3maWMHYbTFiFs2QruDOD8d2CrrKGMr6CC3Wq3wer3w+XwYHh7m+ijwrJWF6qKkhy1q9ov7s1QqIRgMIhKJoF6vy9f9iEBpU5PJBL/fD5/PB4PB0PUc8SwRy3wixDq4vHYHB5KTVSqVKJVKUKvVMBqNkCQJtVqNZ2M4HA44nU6MjY1hamoKGo0GOp2OM7uNRgP5fB61Wq3LcJOccDKZ5GwXgEMz3n1huMVpOuIcZ7poExMTrClL2r/EFF9aWsKf/dmfIRQKYXV1tavNa78QW27o8JTxYqhUKgwPD8PlcrGHCshG+0Ugg20wGHDr1i38xm/8BgYHBzka6NW11mg0rI5mMBi2jPQEgGg0il/+8pdIpVLyjO0jhNls5uiMBu1sxwrvLcHRWUVRW6FQQCaT4Zn1Mg4GJNBFA0QUCgXK5TKf7wqFAg6HA7/5m7/JRlu8xwqFAlZWVpBMJvGjH/0IgUCA7RTZIiLA1Wo1rK2tHarzdexWSWRWUp2PUq7UQ+fxeFiijlJMROCIxWJ47733EA6HWQ3toN+XHHG/HAqFAna7HUNDQ7BYLMf9dvoCL/O2afa8xWLB6Ogorl692jXsgECvQS1govxv7/NyuRyWlpZkTfgjhl6vh91u5+BjpzUUDbfY4dJoNFCr1VCtVlEulzkdK+NgIBKVySGqVqsAwAGiVqvFxYsXMTMzwxohtG61Wg2RSASbm5v4xS9+gcePHx9rQHLshptSQ81mk6eFkcE0GAzodDrI5/NIJBJdacGFhQU8evQIS0tLSKfTB6oERQejWq3mwQ0yXgy1Wo3Z2VncvHkTk5OTzPQnFbuzGD2Iw262A0lktlotfPDBB6hUKmzIe2UxSU2LCDQDAwPcDuZ0OjE3N4eVlRXcvXtXZpEfAyg7J5aJerNOovAK9XFTq18ul0M2m0UsFuPH5EzV0YDS4BSJi8SyWq2GSqWC1dVV/OQnP0E4HEYikTjut3z8hht4PtSC5DApkjCZTFAoFEw+U6vVnJL44Q9/iB/84AesVnNQm5xqjhqNhlXZZMP9cmg0Gly/fh2//du/DbvdzsNgMpkMszbPGnqjq16Qrn6pVMLPfvYzfPDBB2y4aSCP6NDS69ntdkxPT8Pn88HtdsNoNOLjjz/GP/zDPyAcDsuDQ44BvYYb6B4zTI6YqE3ebDZZmzyVSrEOhTgEScbhg5wkMtxiiaNSqSCVSmFxcRH/5//8H1ZUO270heHuBW3YZrOJarWKbDaLxcVFli+t1+vY2NhApVI50A1OnhZF2nQjyob75aAWJVIVAp4NF1lbW0MgEEClUjnmd3j02A0xRVTSAtCl8EfpUtrztA/L5TKSySQA4O7duyxrGo/Hkc/n++JgOWuo1WrI5XJIpVKIRCJoNpvQaDTswFINm5zYXC7HP6OBFblcDvF4nI27bLiPDr1cHBLB2dzcxOeff47Hjx+znGk/oG8Nd6fTYU+0XC7jb//2b6HValmZplwuo1qtHujmphQ9GSAy4DJeDsqQOJ1Ojjri8TjeffddbG5uIh6PH/M77E/QQVCpVFCtVqFQKJBOpwF0D20R93k+n8fCwgJWVlbw9OlTaLVaFAoFHpfbL4fLWUImk0GpVIJOp8NHH33EbUUajQbJZJLHsW5sbKBcLiMej/OgCiojUVSez+e5r/gwW4pkPEfvfUZCRu+99x7+y3/5LyiVSn3FG+lLw00Qo5FsNguVSoV0Os3qNge9oSlNshP5R8bOoFQTtUlQpBGPx3mE5FnDXvbnXvYz3RP1ep1bWeSa6PGC6teFQgHhcBiVSgX5fB5arRbJZBKZTAbpdJofo3uCJohR0CDWveX1PFo0Gg0kk0mEw2EYDAZoNBoeONJv5ae+Ntwii5aiESLsHCTIYOt0Omg0Guj1euj1+mMZ13ZS0Wq1sLS0hI8//pgVvtLpNB49eoRQKHQmp4IdxcHbarXkqKwPQEFGKBTi7CA5/7VajXuAqfNFnNJGRLZeTfOzSOg8TkQiEfzxH/8xTCYTr8vm5mZfrkNfG25RVo4iisNIA4q1bfGLiHAyXo52u41MJoNQKARJkjA4OIhSqcTavWcRogDNUfwdGceLTqeDUqmElZWVbR/r/V78Wa/0KfCc1CbjaFAul/HFF19AqVR2zVLvxzXoW8NNUUSj0ehqqzjICJgcA/KOTSYTtFot95J3Oh15Ju4u0Wg08PHHH2NjY4NHTQYCAeTz+eN+azJkHBleFly8aCph70CjfjQYpxmivel39TpFZ5fv7ChrvaIsYK/3eZAXktTZqJ5ht9tZAEOtVnO9qdPp4PHjxwf2dw8a/VSHp8yFVqvlut9ZjTh75XvPGvr5s/fTPXMc6Ne1kddld+vS9xH3Yb22SELTaDTMHm+1Whxtk2GXsXuI9bl+9liPAr2SpTJkyHgx5Htmd+hbw00Qo+xXXUyxfkRRoUajgSRJHB01m02eGkPkuLPuBe4VpER01m8+UTntrF8LGTJ2A5Ggd1QckX7AXm3MVhX8MwDRgO80d1vUFu53w91v769fCR1HjX5bFxky+h1n+Z7Zy2ffdY1bhgwZMmTIkHH8OJMRtwwZMmTIkHFSIRtuGTJkyJAh4wRBNtwyZMiQIUPGCYJsuGXIkCFDhowTBNlwy5AhQ4YMGScIsuGWIUOGDBkyThBkwy1DhgwZMmScIMiGW4YMGTJkyDhBkA23DBkyZMiQcYLw/wPpVOsvVu+msAAAAABJRU5ErkJggg==\n" - }, - "metadata": {} - }, - { - "output_type": "display_data", - "data": { - "text/plain": [ - "
" - ], - "image/png": "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\n" - }, - "metadata": {} - }, - { - "output_type": "display_data", - "data": { - "text/plain": [ - "
" - ], - "image/png": "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\n" - }, - "metadata": {} - }, - { - "output_type": "display_data", - "data": { - "text/plain": [ - "
" - ], - "image/png": "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\n" - }, - "metadata": {} - } - ], - "source": [ - "from tensorflow.keras.datasets import mnist\n", - "from tensorflow.keras.layers import Input, Dense, Reshape, Flatten, Dropout\n", - "from tensorflow.keras.layers import BatchNormalization, Activation, LeakyReLU, UpSampling2D, Conv2D\n", - "from tensorflow.keras.models import Sequential, Model\n", - "\n", - "import numpy as np\n", - "import matplotlib.pyplot as plt\n", - "import os\n", - "os.makedirs(\"./data/gan_images\", exist_ok=True)\n", - "\n", - "# 생성자 모델을 만듭니다.\n", - "generator = Sequential()\n", - "generator.add(Dense(128*7*7, input_dim=100, activation=LeakyReLU(0.2)))\n", - "generator.add(BatchNormalization())\n", - "generator.add(Reshape((7, 7, 128)))\n", - "generator.add(UpSampling2D())\n", - "generator.add(Conv2D(64, kernel_size=5, padding='same'))\n", - "generator.add(BatchNormalization())\n", - "generator.add(Activation(LeakyReLU(0.2)))\n", - "generator.add(UpSampling2D())\n", - "generator.add(Conv2D(1, kernel_size=5, padding='same', activation='tanh'))\n", - "\n", - "# 판별자 모델을 만듭니다.\n", - "discriminator = Sequential()\n", - "discriminator.add(Conv2D(64, kernel_size=5, strides=2, input_shape=(28,28,1), padding=\"same\"))\n", - "discriminator.add(Activation(LeakyReLU(0.2)))\n", - "discriminator.add(Dropout(0.3))\n", - "discriminator.add(Conv2D(128, kernel_size=5, strides=2, padding=\"same\"))\n", - "discriminator.add(Activation(LeakyReLU(0.2)))\n", - "discriminator.add(Dropout(0.3))\n", - "discriminator.add(Flatten())\n", - "discriminator.add(Dense(1, activation='sigmoid'))\n", - "discriminator.compile(loss='binary_crossentropy', optimizer='adam')\n", - "discriminator.trainable = False\n", - "\n", - "# 생성자와 판별자 모델을 연결시키는 gan 모델을 만듭니다.\n", - "ginput = Input(shape=(100,))\n", - "dis_output = discriminator(generator(ginput))\n", - "gan = Model(ginput, dis_output)\n", - "gan.compile(loss='binary_crossentropy', optimizer='adam')\n", - "gan.summary()\n", - "\n", - "# 신경망을 실행시키는 함수를 만듭니다.\n", - "def gan_train(epoch, batch_size, saving_interval):\n", - "\n", - " # MNIST 데이터를 불러옵니다.\n", - "\n", - " (X_train, _), (_, _) = mnist.load_data() # 앞서 불러온 적 있는 MNIST를 다시 이용합니다. 단, 테스트 과정은 필요 없고 이미지만 사용할 것이기 때문에 X_train만 불러왔습니다.\n", - " X_train = X_train.reshape(X_train.shape[0], 28, 28, 1).astype('float32')\n", - " X_train = (X_train - 127.5) / 127.5 # 픽셀 값은 0에서 255 사이의 값입니다. 이전에 255로 나누어 줄때는 이를 0~1 사이의 값으로 바꾸었던 것인데, 여기서는 127.5를 빼준 뒤 127.5로 나누어 줌으로 인해 -1에서 1사이의 값으로 바뀌게 됩니다.\n", - " # X_train.shape, Y_train.shape, X_test.shape, Y_test.shape\n", - "\n", - " true = np.ones((batch_size, 1))\n", - " fake = np.zeros((batch_size, 1))\n", - "\n", - " for i in range(epoch):\n", - " discriminator.trainable = True\n", - " # 실제 데이터를 판별자에 입력하는 부분입니다.\n", - " idx = np.random.randint(0, X_train.shape[0], batch_size)\n", - " imgs = X_train[idx]\n", - " d_loss_real = discriminator.train_on_batch(imgs, true)\n", - "\n", - " # 가상 이미지를 판별자에 입력하는 부분입니다.\n", - " noise = np.random.normal(0, 1, (batch_size, 100))\n", - " gen_imgs = generator.predict(noise, verbose=0)\n", - " d_loss_fake = discriminator.train_on_batch(gen_imgs, fake)\n", - "\n", - " # 판별자와 생성자의 오차를 계산합니다.\n", - " d_loss = 0.5 * np.add(d_loss_real, d_loss_fake)\n", - " discriminator.trainable = False #판별자 학습이 끝나면 trainable = False로 만들어 판별자는 그대로 둔 채 생성자만 학습합니다.\n", - " noise = np.random.normal(0, 1, (batch_size, 100))\n", - "\n", - " g_loss = gan.train_on_batch(noise, true)\n", - "\n", - " if i % 100 == 0: #100 epoch마다 출력되게 하겠습니다.\n", - " print('epoch:%d' % i, ' d_loss:%.4f' % d_loss, ' g_loss:%.4f' % g_loss)\n", - "\n", - " # 이 부분은 중간 과정을 이미지로 저장해 주는 부분입니다. 이 장의 주요 내용과 관련이 없어\n", - " # 소스 코드만 첨부합니다. 만들어진 이미지들은 gan_images 폴더에 저장됩니다.\n", - " if i % saving_interval == 0:\n", - " #r, c = 5, 5\n", - " noise = np.random.normal(0, 1, (25, 100))\n", - " gen_imgs = generator.predict(noise)\n", - "\n", - " # Rescale images 0 - 1\n", - " gen_imgs = 0.5 * gen_imgs + 0.5\n", - "\n", - " fig, axs = plt.subplots(5, 5)\n", - " count = 0\n", - " for j in range(5):\n", - " for k in range(5):\n", - " axs[j, k].imshow(gen_imgs[count, :, :, 0], cmap='gray')\n", - " axs[j, k].axis('off')\n", - " count += 1\n", - " fig.savefig(\"./data/gan_images/gan_mnist_%d.png\" % i)\n", - "\n", - "gan_train(2001, 32, 200) # 2000번 반복되고, 배치 사이즈는 32, 200번마다 결과가 저장되게 하였습니다.\n" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "NLP3wHbvuJCy" - }, - "source": [ - "## 4. 이미지의 특징을 추출하는 오토인코더" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "_hCg0yYjuJCz" - }, - "source": [ - "### 실습: 오토인코더 실습하기" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": { - "id": "EVUGcO2QuJC0", - "outputId": "2df6d6c3-918d-41a0-aba0-61f91aec8f69", - "colab": { - "base_uri": "https://localhost:8080/", - "height": 513 - } - }, - "outputs": [ - { - "output_type": "display_data", - "data": { - "text/plain": [ - "\u001b[1mModel: \"sequential_2\"\u001b[0m\n" - ], - "text/html": [ - "
Model: \"sequential_2\"\n",
-              "
\n" - ] - }, - "metadata": {} - }, - { - "output_type": "display_data", - "data": { - "text/plain": [ - "┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━┓\n", - "┃\u001b[1m \u001b[0m\u001b[1mLayer (type) \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1mOutput Shape \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1m Param #\u001b[0m\u001b[1m \u001b[0m┃\n", - "┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━┩\n", - "│ conv2d_4 (\u001b[38;5;33mConv2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m16\u001b[0m) │ \u001b[38;5;34m160\u001b[0m │\n", - "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n", - "│ max_pooling2d (\u001b[38;5;33mMaxPooling2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m16\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │\n", - "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n", - "│ conv2d_5 (\u001b[38;5;33mConv2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m8\u001b[0m) │ \u001b[38;5;34m1,160\u001b[0m │\n", - "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n", - "│ max_pooling2d_1 (\u001b[38;5;33mMaxPooling2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m8\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │\n", - "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n", - "│ conv2d_6 (\u001b[38;5;33mConv2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m4\u001b[0m, \u001b[38;5;34m4\u001b[0m, \u001b[38;5;34m8\u001b[0m) │ \u001b[38;5;34m584\u001b[0m │\n", - "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n", - "│ conv2d_7 (\u001b[38;5;33mConv2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m4\u001b[0m, \u001b[38;5;34m4\u001b[0m, \u001b[38;5;34m8\u001b[0m) │ \u001b[38;5;34m584\u001b[0m │\n", - "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n", - "│ up_sampling2d_2 (\u001b[38;5;33mUpSampling2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m8\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │\n", - "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n", - "│ conv2d_8 (\u001b[38;5;33mConv2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m8\u001b[0m) │ \u001b[38;5;34m584\u001b[0m │\n", - "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n", - "│ up_sampling2d_3 (\u001b[38;5;33mUpSampling2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m8\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │\n", - "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n", - "│ conv2d_9 (\u001b[38;5;33mConv2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m16\u001b[0m) │ \u001b[38;5;34m1,168\u001b[0m │\n", - "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n", - "│ up_sampling2d_4 (\u001b[38;5;33mUpSampling2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m16\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │\n", - "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n", - "│ conv2d_10 (\u001b[38;5;33mConv2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m1\u001b[0m) │ \u001b[38;5;34m145\u001b[0m │\n", - "└──────────────────────────────────────┴─────────────────────────────┴─────────────────┘\n" - ], - "text/html": [ - "
┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━┓\n",
-              "┃ Layer (type)                         ┃ Output Shape                ┃         Param # ┃\n",
-              "┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━┩\n",
-              "│ conv2d_4 (Conv2D)                    │ (None, 28, 28, 16)          │             160 │\n",
-              "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
-              "│ max_pooling2d (MaxPooling2D)         │ (None, 14, 14, 16)          │               0 │\n",
-              "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
-              "│ conv2d_5 (Conv2D)                    │ (None, 14, 14, 8)           │           1,160 │\n",
-              "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
-              "│ max_pooling2d_1 (MaxPooling2D)       │ (None, 7, 7, 8)             │               0 │\n",
-              "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
-              "│ conv2d_6 (Conv2D)                    │ (None, 4, 4, 8)             │             584 │\n",
-              "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
-              "│ conv2d_7 (Conv2D)                    │ (None, 4, 4, 8)             │             584 │\n",
-              "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
-              "│ up_sampling2d_2 (UpSampling2D)       │ (None, 8, 8, 8)             │               0 │\n",
-              "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
-              "│ conv2d_8 (Conv2D)                    │ (None, 8, 8, 8)             │             584 │\n",
-              "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
-              "│ up_sampling2d_3 (UpSampling2D)       │ (None, 16, 16, 8)           │               0 │\n",
-              "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
-              "│ conv2d_9 (Conv2D)                    │ (None, 14, 14, 16)          │           1,168 │\n",
-              "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
-              "│ up_sampling2d_4 (UpSampling2D)       │ (None, 28, 28, 16)          │               0 │\n",
-              "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
-              "│ conv2d_10 (Conv2D)                   │ (None, 28, 28, 1)           │             145 │\n",
-              "└──────────────────────────────────────┴─────────────────────────────┴─────────────────┘\n",
-              "
\n" - ] - }, - "metadata": {} - }, - { - "output_type": "display_data", - "data": { - "text/plain": [ - "\u001b[1m Total params: \u001b[0m\u001b[38;5;34m4,385\u001b[0m (17.13 KB)\n" - ], - "text/html": [ - "
 Total params: 4,385 (17.13 KB)\n",
-              "
\n" - ] - }, - "metadata": {} - }, - { - "output_type": "display_data", - "data": { - "text/plain": [ - "\u001b[1m Trainable params: \u001b[0m\u001b[38;5;34m4,385\u001b[0m (17.13 KB)\n" - ], - "text/html": [ - "
 Trainable params: 4,385 (17.13 KB)\n",
-              "
\n" - ] - }, - "metadata": {} - }, - { - "output_type": "display_data", - "data": { - "text/plain": [ - "\u001b[1m Non-trainable params: \u001b[0m\u001b[38;5;34m0\u001b[0m (0.00 B)\n" - ], - "text/html": [ - "
 Non-trainable params: 0 (0.00 B)\n",
-              "
\n" - ] - }, - "metadata": {} - } - ], - "source": [ - "from tensorflow.keras.datasets import mnist\n", - "from tensorflow.keras.models import Sequential, Model\n", - "from tensorflow.keras.layers import Input, Dense, Conv2D, MaxPooling2D, UpSampling2D, Flatten, Reshape\n", - "\n", - "import matplotlib.pyplot as plt\n", - "import numpy as np\n", - "\n", - "# MNIST 데이터셋을 불러옵니다.\n", - "\n", - "(X_train, _), (X_test, _) = mnist.load_data()\n", - "X_train = X_train.reshape(X_train.shape[0], 28, 28, 1).astype('float32') / 255\n", - "X_test = X_test.reshape(X_test.shape[0], 28, 28, 1).astype('float32') / 255\n", - "\n", - "# 생성자 모델을 만듭니다.\n", - "autoencoder = Sequential()\n", - "\n", - "# 인코딩 부분입니다.\n", - "autoencoder.add(Conv2D(16, kernel_size=3, padding='same', input_shape=(28,28,1), activation='relu'))\n", - "autoencoder.add(MaxPooling2D(pool_size=2, padding='same'))\n", - "autoencoder.add(Conv2D(8, kernel_size=3, activation='relu', padding='same'))\n", - "autoencoder.add(MaxPooling2D(pool_size=2, padding='same'))\n", - "autoencoder.add(Conv2D(8, kernel_size=3, strides=2, padding='same', activation='relu'))\n", - "\n", - "# 디코딩 부분입니다.\n", - "autoencoder.add(Conv2D(8, kernel_size=3, padding='same', activation='relu'))\n", - "autoencoder.add(UpSampling2D())\n", - "autoencoder.add(Conv2D(8, kernel_size=3, padding='same', activation='relu'))\n", - "autoencoder.add(UpSampling2D())\n", - "autoencoder.add(Conv2D(16, kernel_size=3, activation='relu'))\n", - "autoencoder.add(UpSampling2D())\n", - "autoencoder.add(Conv2D(1, kernel_size=3, padding='same', activation='sigmoid'))\n", - "\n", - "# 전체 구조를 확인합니다.\n", - "autoencoder.summary()" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "id": "PgzyXTuCuJC0", - "outputId": "9dd9b8c5-0348-49df-c81f-e27bbb526777", - "colab": { - "base_uri": "https://localhost:8080/" - } - }, - "outputs": [ - { - "output_type": "stream", - "name": "stdout", - "text": [ - "Epoch 1/50\n", - "\u001b[1m469/469\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m11s\u001b[0m 13ms/step - loss: 0.3038 - val_loss: 0.1381\n", - "Epoch 2/50\n", - "\u001b[1m469/469\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m4s\u001b[0m 5ms/step - loss: 0.1329 - val_loss: 0.1195\n", - "Epoch 3/50\n", - "\u001b[1m469/469\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 4ms/step - loss: 0.1186 - val_loss: 0.1108\n", - "Epoch 4/50\n", - "\u001b[1m469/469\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m3s\u001b[0m 5ms/step - loss: 0.1103 - val_loss: 0.1055\n", - "Epoch 5/50\n", - "\u001b[1m469/469\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 5ms/step - loss: 0.1057 - val_loss: 0.1027\n", - "Epoch 6/50\n", - "\u001b[1m469/469\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 5ms/step - loss: 0.1031 - val_loss: 0.1003\n", - "Epoch 7/50\n", - "\u001b[1m469/469\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 4ms/step - loss: 0.1013 - val_loss: 0.0984\n", - "Epoch 8/50\n", - "\u001b[1m469/469\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m3s\u001b[0m 4ms/step - loss: 0.0995 - val_loss: 0.0971\n", - "Epoch 9/50\n", - "\u001b[1m469/469\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 5ms/step - loss: 0.0979 - val_loss: 0.0957\n", - "Epoch 10/50\n", - "\u001b[1m469/469\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 5ms/step - loss: 0.0969 - val_loss: 0.0946\n", - "Epoch 11/50\n", - "\u001b[1m469/469\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 5ms/step - loss: 0.0955 - val_loss: 0.0945\n", - "Epoch 12/50\n", - "\u001b[1m469/469\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 4ms/step - loss: 0.0944 - val_loss: 0.0927\n", - "Epoch 13/50\n", - "\u001b[1m469/469\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 5ms/step - loss: 0.0934 - val_loss: 0.0924\n", - "Epoch 14/50\n", - "\u001b[1m469/469\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 4ms/step - loss: 0.0928 - val_loss: 0.0909\n", - "Epoch 15/50\n", - "\u001b[1m469/469\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m3s\u001b[0m 5ms/step - loss: 0.0919 - val_loss: 0.0903\n", - "Epoch 16/50\n", - "\u001b[1m469/469\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m5s\u001b[0m 5ms/step - loss: 0.0913 - val_loss: 0.0899\n", - "Epoch 17/50\n", - "\u001b[1m469/469\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 4ms/step - loss: 0.0905 - val_loss: 0.0889\n", - "Epoch 18/50\n", - "\u001b[1m469/469\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 5ms/step - loss: 0.0900 - val_loss: 0.0886\n", - "Epoch 19/50\n", - "\u001b[1m469/469\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m3s\u001b[0m 6ms/step - loss: 0.0893 - val_loss: 0.0880\n", - "Epoch 20/50\n", - "\u001b[1m469/469\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 5ms/step - loss: 0.0888 - val_loss: 0.0876\n", - "Epoch 21/50\n", - "\u001b[1m469/469\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 5ms/step - loss: 0.0885 - val_loss: 0.0880\n", - "Epoch 22/50\n", - "\u001b[1m469/469\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 5ms/step - loss: 0.0881 - val_loss: 0.0868\n", - "Epoch 23/50\n", - "\u001b[1m469/469\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m3s\u001b[0m 6ms/step - loss: 0.0877 - val_loss: 0.0862\n", - "Epoch 24/50\n", - "\u001b[1m469/469\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m5s\u001b[0m 5ms/step - loss: 0.0874 - val_loss: 0.0859\n", - "Epoch 25/50\n", - "\u001b[1m328/469\u001b[0m \u001b[32m━━━━━━━━━━━━━\u001b[0m\u001b[37m━━━━━━━\u001b[0m \u001b[1m0s\u001b[0m 4ms/step - loss: 0.0870" - ] - } - ], - "source": [ - "# 컴파일 및 학습을 하는 부분입니다.\n", - "autoencoder.compile(optimizer='adam', loss='binary_crossentropy')\n", - "autoencoder.fit(X_train, X_train, epochs=50, batch_size=128, validation_data=(X_test, X_test))\n", - "\n", - "# 학습된 결과를 출력하는 부분입니다.\n", - "random_test = np.random.randint(X_test.shape[0], size=5) # 테스트할 이미지를 랜덤하게 불러옵니다.\n", - "ae_imgs = autoencoder.predict(X_test) # 앞서 만든 오토인코더 모델에 집어 넣습니다.\n", - "\n", - "plt.figure(figsize=(7, 2)) # 출력될 이미지의 크기를 정합니다.\n", - "\n", - "for i, image_idx in enumerate(random_test): # 랜덤하게 뽑은 이미지를 차례로 나열합니다.\n", - " ax = plt.subplot(2, 7, i + 1)\n", - " plt.imshow(X_test[image_idx].reshape(28, 28)) # 테스트할 이미지를 먼저 그대로 보여줍니다.\n", - " ax.axis('off')\n", - " ax = plt.subplot(2, 7, 7 + i +1)\n", - " plt.imshow(ae_imgs[image_idx].reshape(28, 28)) # 오토인코딩 결과를 다음열에 출력합니다.\n", - " ax.axis('off')\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "id": "tNj4eQMKuJC1" - }, - "outputs": [], - "source": [] - } - ], - "metadata": { - "colab": { - "provenance": [], - "gpuType": "T4" - }, - "kernelspec": { - "display_name": "Python [conda env:deep_learning]", - "language": "python", - "name": "conda-env-deep_learning-py" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.9.21" - }, - "accelerator": "GPU" - }, - "nbformat": 4, - "nbformat_minor": 0 -} \ No newline at end of file From 18e1bb3db78c2b36232e78dece04a4fc8d362e84 Mon Sep 17 00:00:00 2001 From: Taeho Jo Date: Sat, 15 Feb 2025 20:02:29 -0500 Subject: [PATCH 33/37] no message --- colab/ch17_colab.ipynb | 696 +++++++++++++++++++++++++++++++++++++++++ 1 file changed, 696 insertions(+) create mode 100644 colab/ch17_colab.ipynb diff --git a/colab/ch17_colab.ipynb b/colab/ch17_colab.ipynb new file mode 100644 index 0000000..70322e5 --- /dev/null +++ b/colab/ch17_colab.ipynb @@ -0,0 +1,696 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": { + "id": "v0_caBv3uJCn" + }, + "source": [ + "# 17장 세상에 없는 얼굴 GAN, 오토인코더" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "jCH72ebHuJCt" + }, + "source": [ + "## 3. 적대적 신경망 실행하기" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "3n6fxgcwuJCu" + }, + "source": [ + "### 실습: GAN 모델 만들기\n", + "#### (실행 시간이 오래 걸립니다. 런타임 유형을 GPU로 바꾸어 실행하시기 바랍니다.)" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "id": "nevncdxVuJCv", + "outputId": "2b4da0b6-b03b-4091-f094-3a2df23fca93", + "scrolled": true, + "colab": { + "base_uri": "https://localhost:8080/", + "height": 1000 + } + }, + "outputs": [ + { + "output_type": "stream", + "name": "stderr", + "text": [ + "/usr/local/lib/python3.11/dist-packages/keras/src/layers/core/dense.py:87: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.\n", + " super().__init__(activity_regularizer=activity_regularizer, **kwargs)\n", + "/usr/local/lib/python3.11/dist-packages/keras/src/layers/convolutional/base_conv.py:107: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.\n", + " super().__init__(activity_regularizer=activity_regularizer, **kwargs)\n" + ] + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "\u001b[1mModel: \"functional_17\"\u001b[0m\n" + ], + "text/html": [ + "
Model: \"functional_17\"\n",
+              "
\n" + ] + }, + "metadata": {} + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━┓\n", + "┃\u001b[1m \u001b[0m\u001b[1mLayer (type) \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1mOutput Shape \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1m Param #\u001b[0m\u001b[1m \u001b[0m┃\n", + "┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━┩\n", + "│ input_layer_2 (\u001b[38;5;33mInputLayer\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m100\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │\n", + "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n", + "│ sequential (\u001b[38;5;33mSequential\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m1\u001b[0m) │ \u001b[38;5;34m865,281\u001b[0m │\n", + "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n", + "│ sequential_1 (\u001b[38;5;33mSequential\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m) │ \u001b[38;5;34m212,865\u001b[0m │\n", + "└──────────────────────────────────────┴─────────────────────────────┴─────────────────┘\n" + ], + "text/html": [ + "
┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━┓\n",
+              "┃ Layer (type)                         ┃ Output Shape                ┃         Param # ┃\n",
+              "┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━┩\n",
+              "│ input_layer_2 (InputLayer)           │ (None, 100)                 │               0 │\n",
+              "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
+              "│ sequential (Sequential)              │ (None, 28, 28, 1)           │         865,281 │\n",
+              "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
+              "│ sequential_1 (Sequential)            │ (None, 1)                   │         212,865 │\n",
+              "└──────────────────────────────────────┴─────────────────────────────┴─────────────────┘\n",
+              "
\n" + ] + }, + "metadata": {} + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "\u001b[1m Total params: \u001b[0m\u001b[38;5;34m1,078,146\u001b[0m (4.11 MB)\n" + ], + "text/html": [ + "
 Total params: 1,078,146 (4.11 MB)\n",
+              "
\n" + ] + }, + "metadata": {} + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "\u001b[1m Trainable params: \u001b[0m\u001b[38;5;34m852,609\u001b[0m (3.25 MB)\n" + ], + "text/html": [ + "
 Trainable params: 852,609 (3.25 MB)\n",
+              "
\n" + ] + }, + "metadata": {} + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "\u001b[1m Non-trainable params: \u001b[0m\u001b[38;5;34m225,537\u001b[0m (881.00 KB)\n" + ], + "text/html": [ + "
 Non-trainable params: 225,537 (881.00 KB)\n",
+              "
\n" + ] + }, + "metadata": {} + }, + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Downloading data from https://storage.googleapis.com/tensorflow/tf-keras-datasets/mnist.npz\n", + "\u001b[1m11490434/11490434\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 0us/step\n", + "epoch:0 d_loss:0.7311 g_loss:0.7190\n", + "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 697ms/step\n", + "epoch:100 d_loss:0.4847 g_loss:1.7822\n", + "epoch:200 d_loss:0.4763 g_loss:1.8269\n", + "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 35ms/step\n", + "epoch:300 d_loss:0.4613 g_loss:2.0399\n", + "epoch:400 d_loss:0.4426 g_loss:2.1402\n", + "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 47ms/step\n", + "epoch:500 d_loss:0.4191 g_loss:2.2167\n", + "epoch:600 d_loss:0.3901 g_loss:2.2943\n", + "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 37ms/step\n", + "epoch:700 d_loss:0.3928 g_loss:2.3347\n", + "epoch:800 d_loss:0.3940 g_loss:2.3309\n", + "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 33ms/step\n", + "epoch:900 d_loss:0.4016 g_loss:2.2807\n", + "epoch:1000 d_loss:0.4027 g_loss:2.2478\n", + "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 33ms/step\n", + "epoch:1100 d_loss:0.4033 g_loss:2.2262\n", + "epoch:1200 d_loss:0.4046 g_loss:2.2102\n", + "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 32ms/step\n", + "epoch:1300 d_loss:0.4074 g_loss:2.1749\n", + "epoch:1400 d_loss:0.4116 g_loss:2.1490\n", + "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 44ms/step\n", + "epoch:1500 d_loss:0.4138 g_loss:2.1212\n", + "epoch:1600 d_loss:0.4169 g_loss:2.0971\n", + "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 32ms/step\n", + "epoch:1700 d_loss:0.4199 g_loss:2.0765\n", + "epoch:1800 d_loss:0.4227 g_loss:2.0589\n", + "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 50ms/step\n", + "epoch:1900 d_loss:0.4251 g_loss:2.0417\n", + "epoch:2000 d_loss:0.4284 g_loss:2.0236\n", + "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 38ms/step\n" + ] + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": "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\n" + }, + "metadata": {} + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": "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\n" + }, + "metadata": {} + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": "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\n" + }, + "metadata": {} + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": "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\n" + }, + "metadata": {} + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": "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\n" + }, + "metadata": {} + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAe4AAAGFCAYAAAA7JBDPAAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjAsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvlHJYcgAAAAlwSFlzAAAPYQAAD2EBqD+naQABAABJREFUeJzsvVdwpGd2Hvx0zjkHZMwAkzCRXA43iMsVuXmppcJKdtmypdKNqlQuX9q+9LWrZJdLLsmSf0kllXYtcZfycrVcLkktyWWa4eTBDHLsnHMO/8XonPm6AQzCIDSA76lCYQbobnR/7/e+Jz3nOZJ2u92GCBEiRIgQIeJQQHrQb0CECBEiRIgQsXWIhluECBEiRIg4RBANtwgRIkSIEHGIIBpuESJEiBAh4hBBNNwiRIgQIULEIYJouEWIECFChIhDBNFwixAhQoQIEYcIouEWIUKECBEiDhHkW32gRCLZy/fRMxB+TolEwl/1ev0A39WTMTAwgHa7jXK5jFqthmaziWaziW5tnXa7jVarhXa73fG1Eeha0DWg1xB+F772dtD9ejsBva9ms7nj19hL6HQ6tNttNBoNXo9e0juSSCSQyWSQSCQd6yp8n1u5PwBAKpXy68nlckgkEuTz+b39AE8BjUaDdruNer2OVqu1r3/7SWdp9+92854RnmeNRmNXXnO30et2ZjfOrSdhq6+7ZcN9XNB94YSHWq9iPSP8pIP3aT/PVg71/UIvvIeN0Mvvbat40v1PP1/vsO31z36Q72+9v73XBmGzvy9ia+iVayca7ieAItReR7lcRrvdRrVaRaPRQKvV4sia0G1st3IDCh8rPJx38+Z9GseoVzbRRqjX61vObhwENnpPFJWtd/9s9Dq0Tw7LnqEMWq+81/0y2N17WcThhGi4N0GvHbbrgQxEo9FAo9HYVrpzq9htY30csF65otcgfH/dJRGh8d7McaOfNZvNnjGGT8JheI97hV6/J0VsDtFwHwE8KVXZK5tUKpXyd3q/UqmU64y98j53G71capFIJFAoFLwO6/2+3W4zZ6L75736uUSIOOoQDfcRgJB0IkQvHaxC8pJEIoFUKoVUKkWr1eIsgYj9BRluuVy+Jt1Na9Vut1Gr1dasj/Cx3RDTsSJE7C1Ew30EQPXsbsb4XmAnJBqpVAq5XA6ZTNYRcR91Y93Ln1MqlUImk0Gj0UCpVKJaraJWqzE/Qpgp2KhD4Unoxc98UCAnVXhN1kvVi9dMxFZxqA13d5R5XNN31Wq1o+1ot9DdGkforn8+CTKZDDKZDDqdDgqFoqO9rlKpHIv16rV0ORltpVIJu90OnU6HeDzOhru7dCE03L3sjPQiJBIJ5HI5FApFh1Pd7Qw96ew6rueaiI1xaA23Wq2GRqOBTCbjTVGpVNBsNjl6OC54UtpyOxDWnimdLZPJOh5Dh0ir1dqQfCV8LqVi9Xo9VCoVE+goqhOxf6Aea5lMBrVaDaVSCa1Wy/uomwG/Hk9CNCBbB93fCoUCKpWKy0LrdX0IH0+gstJuO+Qidh/77dAeSsMtkUgwPj6OZ599FkajEX6/H81mE5OTk0gmk3j48CHm5+cPTWvK00KYIt8J6IAgopJKpeIvo9HItehWq4VarYZ6vY5qtYpCodARoZHB12g00Gq10Gq1cLlcUKvVsNvtUKlUCAQCiEajKBaLqFQqR9p491qkbTab4XK5oNfr4fP52OFttVpIJpMccR8GNvxhAPEErFYr7HY7SqUS0uk06vX6E3kdFKWbTCYolUpkMpmeFrM5rqDsoTDAobN4r/fQoTPcdLGsVitOnjwJm82GkZERNBoN1Go16HQ6RCIRKJVK9m6POp7mM9LhQgZbLpez4VWr1bDZbJDJZHwtK5UKarUaSqUSRxAymQytVotfR6fTwWg0wmAwwO12Q6PRwOl0QqVSoVAoIJPJoFarrUuoE7F30Gg0sNlsMJvN6Ovrg1wuRy6XQ7Va5TVcLxLcCcR1fVzb1mg0MJvNkEgkKBQKT+z4EBoDyoaUSqWecwKPK8ipojUSqgUKeUZC52wvbNChMtwSiQQGgwFqtRpjY2P4whe+AJ1OB7PZjFarBa1Wi3w+j+HhYVy5cgUzMzP44IMPOJI4qthJ6xfVOPV6PU6ePAmj0Yjh4WE4HA4uQygUCuj1ek7XUXRNEXexWESz2eSyBKVf1Wo1tFotlEolDAZDB4MceFQzTaVSqNVq7Agc5ZawgwZd//Pnz+PVV1+FWq2GwWBAtVrFrVu3EIvFWDpWXIPdATmwKpUKIyMjOHPmDFZXV1EqlVAsFpHL5TY03DKZDHq9HlevXoXX68WHH36Imzdvotls9qxU6VEGGWuyNV/72tfQ398PuVwOuVzO+wsAZ6xWV1eRSqUwOTmJmzdv7vq+OnSGW6vVwmg0YnBwEJcuXYJc/vgj9PX1odVqob+/H6urq3j33Xdx7dq1Ix957+SmkMvlUKvVMJvNOHv2LNxuN65evYqhoSGoVKoO/gAAvobU00vkMjLmANipojQ78PhGzmazKJfLSKVSSKfTkEql/D2bzfKBJBqO3QcRBMfGxvBrv/ZrkEqlqNfryGazWFlZQSaT6XCsRDw9qGSk0+nQ19eH06dPQyKRYHZ2lvfLeuI2ADjavnDhAsbHx7G6uop79+4BgGi4DwgKhQJGoxFerxe//uu/jmeeeQYqlQpKpRJA5xrW63XcvHkTq6uraLVauH379q5zFA6N4aaWIovFAqfTCYPBsEbpiQzK7OwsPv30Uzx8+PBAhgj0OijNQ9GxXq+HwWDg9DgRyrrJaa1Wi9eBvui6A+AoXdgbTN6oWq2GVCqF2+3GyMgIr18mk0GpVIJMJkOlUunpYS47wUGlOCUSCZRKJRQKBfr6+mCz2ThKICNNjplSqVwzbETEzkBcEWLsm0wm1Go1LC8vIxKJoFgschcIYT2Smkwmg8VigcvlgsVigV6v5yFC4hrtH+gM1Ol08Hq98Hq93CFDe0YI6u6Zn5/H7du3sbq6uifrdSgMN93ISqUSPp8Pw8PDcDqdHY8hoYhKpYJf/vKX+P/+v/8P5XKZdbxFPIKQ6arT6WAwGGC32+FwOGAymaDX6/lmJSMtFONY77W62ejdDhUZ8GazibGxMVitViSTSfh8PkQiEaTTacRiMaTT6SMVeQuvz35/Hkq36nQ6fOELX8Dp06dx4cIFqNVqXhOFQsF8BqVSyQb9KFz7gwL1xuv1egwPD8Nut6NQKOCzzz5DIpFAOp1GtVrdNAKTy+Xw+XwYGRmBz+eDzWZjkpq4PvsHmUwGlUoFi8WC06dPw+fzwWKxQK1Wr8vjIB7Qxx9/jB//+MfI5XLHp8ZNB79cLodKpYJarYbb7YZer8fo6Cj6+vqY7EE3caPRQDgcRiaTQSwWQz6fFxW5NoCwVUupVHJqm1qFhMa3+4sg/L/we7exEhp14FFUbjQauX1PJpNhcHAQOp0OADrq6Icd9JmBTnU7cpq6e+Pps1MJYjs1Z3Ka9Ho9bDYbEwv1ej2Ghobg8/lgMpnWtK0ISTbrDRcRsXUQB+fEiRMwmUwYGhqCxWJBIBBAuVwGACYAPuk1aH/K5XIolcoO8SIR+wPaJ0ajEXa7HT6fDz6fDx6PZ43RpqxjtVpFJBJBMplkG1StVvfk/fWk4SaDYrVa0dfXh/7+fvyrf/Wv4PV6uY5KpCdCLpfDD3/4Q0xOTuLGjRvHRtxju6BDQa1Ww2KxwGKxwGw2w2w2Q6PRcIQtPEDo38D6bOGNGMRCI06pc6vVCoPBAK/Xi5GRERSLRYyOjiKVSuH111/HnTt3kEqlEI/HD/36Uf2LPodSqeQU6sTEBNRqNf++Wq2iXq8jGo1idnaW2+02cz5prYgYeOXKFfzGb/wGLBYLO0S0Z4i3UK/XmehEWRUqbxyWISG9BuIRnD59Gv/5P/9nuFwuaLVaSKVSvPfee7h+/TrrTDzJIRO2Y1Kpg766NRVE7A3ovJLJZDh37hxeeOEFeL1eXLlyBUajEQ6Ho+PxtVoNxWIRKysr+Mu//EssLS3hzp07GxIQdwM9Y7iJzEGkKZVKBbvdDrfbDb/fj7GxMfT19a0rm9lqtVCtVhEMBrGwsIB0Oi0ePhtgvQiaWOKVSgXlcpkPIfL66XnC70J0s9rXE++g71Rbl0gk0Ol0UKvVKJfLUKvVMBqNXG89CuiOkCiC0mq1sFqt0Gg0fIiXy2VUq1XkcrktRVfkTKlUKshkMm4dcrlcGB0dhc1mw9DQELRabcdeIAEcchQA8N9brxyyUxx2p2urEGoX0PU/efIk3G43M/X1ej3f05vpLdD+oAwY3QfH5XoeFLrPNzr7TCYT+vr64Ha74XK5oNPp2CGnPVQul5HNZhGLxTA3N4fFxUVkMpk9Fc3pCcMtkUhgsVjwO7/zOzh58iQMBgP0ej1H1nq9Hi6XixnOBDrwYrEYgsEgZmZmMD09jUKhcECfpPdBEVUmk0G9XkcoFEIsFoPBYMCZM2fg8XjgdDrhdrthtVoxNjYGlUrFhl6o0iZ0miiCazabKBaLLM5CNWsyDsKWMb1ej2KxiGAwiFgshlAoxOIsR+mgEqbIKeolARoiLBUKBZRKJe5zF6pldZcoKNWu1+vx3HPPwe12w+FwwGKxwOfzoa+vj2vZ5XIZhUKBiX/1eh2lUgnxeJx/Rm0uNpsNxWKxY464iI1BZEuj0Yhnn30WX/rSl+Dz+eBwOFgprdVqIZFIYGpqColEgrMdG11bvV6PU6dOoa+vD3q9HsCjbGIwGBT5OruE7vIdlWSBx3LOWq0WKpUKbrcbfX19sFgsLNlMWZN33nkHn3zyCTKZDMLhMLLZLB4+fMh7eS/RM4Zbq9Xi+eefx9WrV2GxWGA0Gtd4QevJMdZqNaTTaSQSCcRiMcRisQP7HIcBdO1KpRILOwSDQSgUCmQyGfh8PgwNDXF/9fDw8JqUr1BvudlsolwuswBOo9FAOp1GMpns6PGmSNpgMECn06HZbEKtVqNWqyGTySCVSiGTySCXyx2Zlpfu2j8RLKVSKWsLRKNRZDIZZLNZFItFNBqNjp727tegNJ5Wq4XFYsG5c+cwOjoKv9/PIjeUoqU6eT6fZ0eBnINQKIRGo8FynNS61Gw2mUgo4smQSCQwGo1wuVy4ePEiXnnlFdYwIO0DqVSKfD6PaDTKvJsnZQPVajU8Hg88Hg8bk3K5zBGcaLifHsJSIDnCVLYiKWbqsDEajbBYLDAYDB3qaM1mE1NTU3jrrbeQSCSwvLy8r3vmwAy31WqFw+GA0+nEhQsX4HQ6cerUKZhMJo7w1gNFjGSog8EgPvroI0QiEUSj0X3+FIcfFDUTua9UKiGXyyEej2NsbAynT58G8FjKL5VKIZvNIplMYnl5GdVqFdlslpWCWq0WyuUyisUiRxwkRqFUKjE8PIy+vj44HA6YzWbU63Ukk0nE43GUSqUj1XPfTU4DHmeJAoEAms0m4vE4G1VqXew+nGmCl9frRX9/PywWC0ZHR2EymTAxMQG73c6ZqVqthmQyiVwuh7t37yKXyyGdTrPSHRlmiv5Pnz4Nk8mEYrEIvV6PxcVFlEolVCoVVKvVI7MWewGlUomrV6/imWeewdmzZzs4ItQWRFyFVCrFmamNmPsSiQQmkwkXLlxAX18fjEYjgMeGQlyLnYP6sDUaDYaHh2EymZg7oFKpoNfr0Wg0WFOCDHt/fz/bJAp4pqenkUgkcPfuXYTDYT7r9hMHYrglEgmcTifOnTuHiYkJ/MEf/AGsVuu6fXHdoF7tYDCIW7duYWpqCt///vdZA1jE9kEGdnV1FYFAAMvLyzAYDMjlcnj55ZdZ8rTRaGBmZgZLS0uYnp7G+++/j0KhwJOlCOQMCAluVquVsyoUUQ8ODqJWqyGRSCASiWyJjHWYsB6rvNVqoVgsIpFIcHaiu69XCOIC6HQ6Jsr4fD48//zz0Ol0vGe6HdrFxUX89V//NVZWVpDP51Eul5n0abFYcOrUKbhcLnzxi1/E8PAwty9du3YNMzMzLNIiGouNoVKp8OKLL+K3f/u3OwicAFj2khzbzciWdH9YrVY899xz8Pv9sFgsANBRcjrq6O562C2oVCo4nU7YbDa8/PLL6O/v56iaOl0qlQqWl5c5K1Wr1TAyMgKLxcJjWQuFAt5//31MT0/j1q1bCAQCB3JeHVjETbrJJKTfXb8WQlhPpfpBMplEMpnkaE/sP909KJVK1hpXqVS8NtTCRSntQqGAYrHIkqUE4ToIW42E/wbAQ0vS6TRHJEdpDbv5ANVqlY1stVrlOvZmn5kMQDKZxMLCAgCgWCxyOpYkZLPZLBKJBBYXFxEOh5FKpVjwo9lscn+x1WpFf38/XC4XTCYT1Go1fwkHjxyltdhNUNlDKDbUjWq1ijt37iAcDm/pcCdFSMqeULlDxO6A+qupTNRut9lw63Q6WCwW1Ot15PN5LmOReBSdW+RAke7EQXJx9t1w08Fts9kwPj6O/v7+Jxpt4LEaDUXasVgM09PTmJqaQjgc5oss9qA+HSg6ttvtGBsbw+DgIMxmMwwGA6dO8/k8lpaWEAwG2dgKo+T1er1p0IJer+e0L0V0hUIBc3NzmJubQzabPaiPvicglSuKhsvlckfteSsDCITO6s2bNzE7O4sLFy7gxIkTsFgsSKfTKJfLuHHjBk/HW1lZYXlZSvsRAXRoaAgjIyP45je/CZvNhoGBAeh0Ov4bSqWSuQsi1gfdz1qtdsMOiHQ6jT/5kz/Bhx9+iEwms+lrut1unD59GmfPnmW1NGrdO07Yq/O7Wq0iFoshk8mgWq1Cp9Ox4TaZTHC73R3a46QzLxSfIiLu4uIiJicnD/S82nfDTR6qwWDgnt6NPEuhuEo+n0elUuF6aD6fZxIPXfDjkk7aKwh7vI1GI3Q6Hd/IZIDK5TJyuRzXo8kACcVWCMJUuVar7ZBVFcqllstlfr2jBIpahaIbWzXYQpDhL5VKHF0TQzmRSKBYLCIQCCAQCLAAEZEF2+02Z03MZjO8Xi88Hg/sdjsrQFEf91FqxdsrSCSPpGSJya/Vajt+Tz29VP4Jh8NbcoIMBgMTDIXrIAYiTw86l+h8oai6UqlApVKhXq8zcZTkTDUazRpRInK4ieR5kOfVvhpumUyGvr4+2O12XLlyBV/60pfYs1kPlJpIpVJ4//33EY/HsbCwgHg8DoVCAZPJhFarBbfbjUKhgGg0uuc0/KMKiUTCKnXUC+zz+SCXy7l9LJfLYX5+Hvfu3eNxkEKjJIywATD72WAw4Pz58/D7/Th58iRHeeTB5nI5ZLPZjjr5UYCwrepJ2tSbQejAttttBINBvPnmm1AoFFhaWmIyIfE8SHyo3W5DJpNxa99LL72EV155hYclkLGmCIM0sYXqeSIeg9LjQ0ND+I//8T9idHQU4+PjHY8JBoP4p3/6J+aLbJUJfv78efz+7/8+LBYLqwiK2DmEnRx0P9N3oWYC8IjJH4lEWKGTRIto9gIZbjL29HVsDDdJMlqtVjidTni9Xq4PCW9uMgaUHs/n81heXkY4HMbS0hKSySTcbjd8Ph+q1Sr3OyaTSTFd/hRQKpXQaDQwGAzcAkHRNhmEfD7PKfLuOqiwHiRss9DpdLzeNHiByiNU5z6Ko1cp0tqt+5GuD6k0AeASA7XvCf8WHVpGo5HT4mfPnl3DKSEteeF4QtFor4VQt/rSpUs4derUmjJfoVDA9PQ0AoHAtnTFbTYbTp8+zY4UQeyn3xmEokLE9CeQwaWMIRliEtERdl8IyXJUQtpM/W4/cCDktCd94GaziQ8//BC3bt1iQ5HP57mxnYhoJpMJ58+fR6VSweDgINLpNN555x3WBd4rjdijCpVKhRdeeAFnz57FyMgIxsbGYDKZoNFoIJVKYbVaoVKpMDAwgNHRUeRyuY6UrEQiQX9/P6xWKxsAnU4Ht9sNk8mE5557Dh6PB2azmWd8A+jwaEWsD6FWNWU0qPbZ7ezQddVqtRgcHITFYsGLL76IsbExjI2NrUmHU5fGhx9+iA8//BDT09NcBxTr3J0YGxvD17/+dQwMDLAgVHeZL5/PY3JyEqurq9sSghKSNwmb6ZqLeAy6flSKHRgYgM1m49/l83kEAgHUajUuPQlLfbQPaN6FVqtFJpOBwWDAyZMnmY9TLpeh0WhgsVj2RWhlI+y74d7sgG61Wrh58yb+7u/+DsViEalUimXlgEf935TKGBsbQ7vd5prSgwcPWHVKNNzbg0KhwDPPPIOvfe1rsFqtsNvtnBpst9tsxD0eD/r7+5FMJjlSLhaLkMlkGBoa4tGRMpmMBy2YTCacO3eOjTqxoWu12rqM3KOE3XBIhKQZSvkJZzp3/w2S4BweHobX68WLL76IK1euMAta+N7owLp16xb+/u//HsViUZxAtQGGhobwW7/1W7DZbLw/ulEsFjE7O7vtNqFuGWKgU3BKxMYQluhIlXFoaAiDg4McPcdiMcTjcc7iktEWEjFJQIpmCmSzWQwNDaFYLLIiZLVaZQ5QrVY7HoZbKpXCZrPxdC/g8cFWKpVw7do1hEIh3Lx5E8lkkrWzu1muNDqP+hxJHvXKlSuw2Wy4c+cOpqamOl5fxOMDnQhJSqWSW7xI9tJsNjNbVpg2JSM+MjLCfY7Ui1ypVCCRSDAyMgK73d6h3+xwOJiBKzTSVDPaqA58FPC0n4euu8lkgk6nQ61WQ7VaZeU1umY0KAQATCYTPB4PHA4HZzmcTmeH7jWhUqng7t27iEajmJ+fZyGY44Bu8tdW7j+FQsFCN+ulUev1+pbnZdPaUmTY19fX8ZrCUqEYdXeCjLTZbIbRaITT6cTw8DBzNhQKBY9UpdHOCoUCt27d6mh17F4noSJkpVJBsVhEMplEIBAAAA5U+vv7IZPJkEqlWOAoFArtazfGvpPTBgYGcP78eXg8no4bP5VK4X/9r/+FDz/8kFMQ3RdXOCOaCDZ0IFWrVWi1WiSTSfzFX/wF5ubm2Ns6zuhuz7JYLLDb7SyZ2Wg0kEgkoFareVC8sNZJoGjtueeew+XLlzvanCjdRIMRhOtGbHOq3Qm9XNpUB10v6kUInSWXywWn04l0Oo14PA6ZTMZKaNQKSdOkhoeH8aUvfQl9fX349re/DafTue5kqXa7jVwuh9dffx23b9/GzMwMkskk/+6oQ3g9hIzhJ0GtVvPc+m4OQK1W43NrK/cz6fY///zzuHDhAi5cuLAm2iYyFLX0HYd12Qqobj00NITR0VE8++yz+O3f/m1oNBp+DF3LZDKJRCIBrVaLt956q6PLYz3DTfdAPp9Hs9nE8vIy7t69C5VKxaTBS5cu4fz588hmsygUCpicnMTbb7+Ncrm8b/oH+05O02q1MJvNrA1bLBYRiUQQCAS4z46E+LvRvcGIfEDGnFjRVDcVsRakHy6Xy7kHm9ohyMh2a8QT2u0215CEUTKtB60FbQzhWgkfT8+pVqtHkpS22yCSHxlnut9brRaXMujam81mblWivnkAHQcW7bloNMq6CEdtsMtWIXQwnwRhOna99lVhzVTIaKbfCZUEaWSx0WiEz+eD1+vtmM1AoCgeeLS3xJo3mGxJZbuBgQF4PB4WEqJ1JBtC5xHtEco0CgMI4dARIW+B2pDD4TBUKhUMBgO3VRLj3GAwIJPJoK+vD7lcDuFweF/KtPueKvd4PDhx4gRsNhuazSZmZ2fxZ3/2ZwgGg5ient5QH5kuLrGbhVR8oaEg4yPsPT7O6G5DymQyKJVKrNHbbj/Sztbr9Uz+o5rqRq8nvKbC6JoicJpCRe1eRFRTKBQdE8QSiQTS6fSRkjndLQh7valVixj4FGHTYVSr1aDX66HT6XD69Gl87nOfY4lZIarVKorFIu7fv4///b//NyKRCGZmZpBOp49cK95moGu7lQhJyFDeKCAgHg45wTTshbIjlUqFgwuXy4Wvf/3r8Hq9uHr1KkvOdhPTqCQFgEslxPU5jpBIHs2dn5iYgNvtxgsvvIBnn30WFouFRwXTehJBOZVKIRKJIJfLcW2aMiLC0bZkM1QqFduORqOB+fl5RKNRVpM0m8146aWX4Ha7WZxqeHgYAwMDWFlZwQ9+8AOEw+E9P8/2PeKmcY4ymQzVahWZTAbz8/MIBoNbEmsXRm3dm4i8YfKqiIQgGoXHIINKxpVavSgCJ2+Roupu0GOE2tt0jYVCB2SghYaGogYaASqscYsZkvXRXf8Xitq0221eJ4PBALPZDKvVytGccL52u91mqeBwOIyZmRlEIhHmkhxHbDXaJnGObmd2vVQrRYT1eh16vR5yuRxqtZqdZbVaDbvdjv7+fvj9flZJE8oKEygYUSqV0Ov1KJVKnKE6bmeaMFths9m4rOfxeLjzRZiRFU7Cy+VyrFpItoHaVev1ekeGkVrHqKuiWCyiXC5DqVTyz6gsSCJijUYDhUKBSby5XG7P+7wPJFVuMpmQSqUwMzODu3fvYmlpiecDb+X5lCoRpq3kcjl7XmNjY7hy5Qqi0ShmZ2eP1MSppwVtejKeZBSq1SpmZ2dx7do1DAwMYGRkZF2yzLVr13D79m2OHur1OjP/yZjTmEj6v1arxeXLl+FwODgqp3ogReRyufzYZ0e6QQ7W/Pw84vE4qtUqKpUKe/8UCWq1Wly6dAmXLl3qGO9JqVo68N9++2289tpriMViWFpaQrlcPnaR9nZBE6L8fj+Gh4c3VJZTq9Xc3/1f/st/Qa1WY0ImBRB0Xmm1WhYhMpvN60byFOS0Wi1cuXIFUqkU8/Pz+OSTT5g4dZT3S/ewERqO43K58OKLL+Ls2bPw+Xys7ijUES+Xy7hz5w6CwSDi8TgikQhn9tRqNfx+P/R6PUwmE/R6PQcY5XKZJySGQiEUCgV2BORyOfOuNBoN7HY7k+NoP/r9ftRqNYRCIfz85z/Hw4cP9+z6HIjkqUajQalUwvLyMlZXV3lYyGYgkpNQ75oWmGQ1pVIpnE4nBgYG0Gw2sbCwcKRv8O2iO7VNaDQafKDr9XoMDg4CAEdtZOgXFxfxySefQKlUQqvVolqtIhQKoVKpsBNlMpn4QKKbemhoCDqdrsNRoPaLzdKQxxnNZpNLCsCj9VOr1Rx96PV6KBQK9PX14eLFizCZTDw7WKj4VC6X8fDhQ/y///f/OuZ9i9gYFOVZLBb09/fDZrOtSxKjzIdWq0VfXx/cbjc7rN1ZD+FrA531b+HrAWDneGBggJ3g+/fvc/bkKGI9B4auL0W4Y2NjmJiYYL4NPabRaKBYLCKXy2FxcZHLQIlEgkuwSqUSdrsdNpsNPp8PLpeL27pyuRwajQYymQwikQjzf+r1OmsnUBZFqHWuVqu5I4f4I7dv3z46hpvSEyqVCtlsFtPT01hdXd1USJ9SrWq1GidOnMDw8DD8fn+Hjqzwb5BRedJcbxGdaDQamJqa4hY8lUqFZrPJGvHLy8vIZrO4ffs2pqen2Sg3m02+4al/W6fTwWq1soC/wWDgPnAy1tVqFfF4nFO1YkljYwhZymSIqaeUfi8k7QjJU7VaDZ9++immp6dx584dkcG/TbTbbSQSCczNzcHv9yORSEClUnHalDgjdI8rFIqOcasAOs4ooX49OWX5fJ6dV3q+RCJhgpVSqWThImp32um5dpjOQ+F1azabKJVKyGazmJubg0Kh6MjaFQoFnqBXLpc5S0XnGQUflDGRSqUwGAxwOBwdCp3FYhEmkwnZbBbNZpNT7UIiNNAZAJHzReI7KysrSKVSe3pt9j3iJi8ynU7j3r17iEajWzLcJMV5+vRpXLlyBUNDQxvKM9JgdLVaLWoubxGNRgN37tzB9PQ0SqUSNBoNS2um02m8//77Hb2K3cxzSu1R9OdwOGA0GuHxeNiQE1mKalCRSASxWAyVSkXsV30CuvtD6aAQDmqRyWQwm80d/dqU2fjnf/5nvPnmm4jH42L2aZtot9uIRqPMHCaGMcnMLi4uIpFIcHnJaDRyVNbdiilk9lNP8NLSEsLhMGcPdTod68jTa6hUqo4RyN2vvVUcprOw+3yhenMqlcKDBw9QKBSwvLyMUCiEdDrNqmgURJBhpWBCoVBAq9Wy00OOrtvtBvBonYvFIqfbabKeVCpFsVhkwy3s/xeuJwUwt27dwtzcHOLx+J5en30x3ELdakodlctlJJNJ5PP5TQ9shULBgxLcbjfsdjt7pcK/QV96vR4OhwOBQKBDO1uMNDYGpZooEp6ZmUG5XEYoFEI+n++Qm6XHE4QHglQq5XqPTqdjARYSfaGWDIrmC4WCGG3vAHS9dDodt8IIIwLgMS+hXC4jn8+LaoICbJWYRo5RrVZDJBLBtWvXIJfLeQ59JBJBNptFo9GATCaDy+WC1+uFUqkE0BlUCF8rmUyiWCxicXERKysrbBhMJhMLTFEEX61WUSqVmJOw3VKH0Aj2uvEWniNCljgAbiFdWVlBtVpFOBzmjAVNi6xUKlx6oOeTo0Nf1GZHfBsqiVC5o9FosKRprVZDNpvt4O6Q8yRsGyPFwVQqhVQqtefckX0x3HK5nBmvpNaVTCa5/Wsz9p3BYMDnPvc5+P1+XL58GWNjY9BqtWsIDHTxvV4vK9solUqRgLNF0KEwOTmJQCCAer2OXC7HG2YjB6u7Jjc4OIgvfvGLUKvV0Gg07PGSAAu1ia2uriIWi6FarXaknraKjcbBHnWQpy+TyeD1euFyuWCz2ZgtCzwmtlWrVaTT6S1lto4btmK0gceKWdeuXcODBw/YIACPyxijo6NYXFzE6dOncerUKWi12jWvT5F2NpvFnTt3EIvF8O6772JqaopbMD0eD5577jlYLBaeF0DGgHQuCoXCtjInQqPV63tGSDam84IcFWrfeu+997gLhlj2dD1oXShIIKa4cEpYtVpl8adqtcrZDZVKxfoHpVKJx96Wy2XOKDocDp4cRl0GRGZbWVnB/Pw8FhYW9rxTY18jbhKLIGlAuvCbbSC5XA6bzQaXy8V1PHotYb2IWpWojipGctsDbexGo8FM5K206FHqiVqSqB6nUqmYZ0AGhcbp5XI5rintpL2l1yOHvQRxPjQaDU/aowyU0HAXi0Wu/YmdFZ3Yzv1Gj6XDXgi63mRYPR4PR3NCYhrwuMRRr9dRKpW4v5vOQIoG6YvOsHw+j0QigVwux0MytvtZD/teEQo3FQoFSCSSDe9pob0hToCQZFsul1EoFJDNZpFKpbhFma4TRd5GoxEGg4GDRDrPgMdOGABkMhkEAgFEIhHmnuz1XtsXw02HusFgQKlUQjQa5RT5VjaQXq/Hs88+i7GxMbjdbr54dBNTm8zi4iKy2SxmZ2exvLyMqakplEolkUW7BVCJgW5ig8HQYVg3AvEPtFott2lcunSJ2zTIg6aD6Pbt2/jss88wNTWFyclJTgHuxHD3evSwV9Dr9RgeHobT6cTXv/51jIyMYHR0tONwLhQKuHHjBsLhMKLR6I4yGkcZW02Vb/V1otEoSqUSVCoV4vE4yzJTyhx4LIBDQi3tdht+v5+dMJ1OB5vNhuHhYWg0GrTbbWSzWdy4cQOffPIJYrEYl5a2YxiEYj69fg/Q+xQO0RGK5QjR/VkogKCsq9ls5ha8SqWCRCKBYrGIYrEIuVyOSCSCu3fvwm63Y3BwkB1hai02GAwd6fdWqwWj0cg2jBjn169fx//9v/8XqVQKoVBoXwLGfY+4a7Ua19u2epgolUqe50wtFkKPlJrtSZc2GAxiZWWFh2CIkcbmELLxtVot9Ho9ayQ/CaS5rNfr0d/fj/Hxcbjd7g7pQPJ06/U6otEo5ubmmPT2NJKnxzXqVigUnIEaHBzEyMgID+0BHjPPSdKU+k9FPMZuXw9Ku1IfMWU5ukeokjAR8JgPQqQ0YqYTCU24Z+bn558qCBEyoHsZT3p/W/ncVJaj1jGhgBGJPpG8r0Qi4awUkZ9JHIxaLk0mE4us1Go1aDQa1Ot1fl6pVMLi4iJu3Lixr6p2+8Yqp9TC1NQUarUaFhcXN72JyJBQozzVS4FHqalwOMx9c7lcDjdu3EA0GkUsFkMymUQul+v5G7VXIJPJMDg4iL6+vg6m5EaCEwC4Z/673/0u+vr6cOXKFQwMDLCnCzxma16/fh3hcBjvv/8+bty4wZr0OzmEhGSS4wiPx4NXX30VPp8Po6OjsFgsnIWiAyYej+PDDz/E/Pw8QqHQsVTb2k9QZEjMZoPBwDK/wON7lmY0nDx5kgOOWq3G/cBKpRI6nQ71eh3T09NIJpNMgNuNzOFRvQcole3xeGAwGHDlyhUMDg4iEAhgcXGRa+TCOfPpdJolap1OJztSVNum2rharUalUkE6nUa73WZC4dLSEgeJ+80f2VfDXa/Xsbi4iEwmg2AwuCU2OaXYiZlMGySbzWJ5eRnpdBrz8/NIpVL48MMPEQqFmMRARCgRm0MqlcLr9WJ8fBz5fJ77UzdKR1O0a7Va8Y1vfAPj4+MdbH9h+0u5XMatW7fw8OFDfPbZZ3jw4MGOU7dCks2TnIqjDIfDgZdeegl+v39NTy+VjtLpNG7dusW9+WKqfG9B15eisWKxyF0YQqY0TdAbGBjgqI/qqgqFglslc7kcUqkUVlZWEI/HWbNcxMagzKzNZsOZM2dw6tQpSCQSrK6uAgCXVGkfkDSpRqNBNpuFXq+HXq+H1Wpljg4JfhUKBYRCIRSLRSwtLSGTyeDWrVt48ODBgUyh3HPD3d2KQBeCCv2UPhL2Aft8PjidTpjNZng8HvT19cFoNAIAk88WFxfx4YcfIp/PMykgk8lwikoUmtgcQiOoUqnQ39+PM2fOsMbv7Ows7t2713E96YvS4xaLBTqdjqdQ1et1hMNhBAIBlEolxONxZLNZ3Lx5k3sun8aICGvbx80p02q1nAJUKpUd06eopzWbzSIUCrEiIRkPcS/sD6jOSiRPodNEjqzwO0V1VIul85B0DlZWVpDP5w/6Yx0K0DAjGgZitVrhcrnQ19cHiUSC+fn5jglrXq8XTqcTg4ODuHjxIhwOB2w2G3Q6Hbd8CR2pUCjEqmzpdBrpdPrA9ta+1bjphhay9YQTb6RSKXs6v/qrv4qrV6/C5XLhxIkTPNWl3W6jUCigWCzi2rVr+Ku/+iuOroVzocVDanOQARRKZ164cAEvvfQSky4+/fRTvPfee9zfTWzXVqsFg8EAv98Pn8/HQy3oJr958yZ+/OMfs/Qf1ebo+U+zPsK69nETE7FarRgaGkJ/fz+n8ui+v379Ot5++20sLy/j5s2bHF0ct2t00CA+D7UrUS89BSfUn0ytSUJhDxqUUa1Wkc/nMTMzgzt37uy5CtdRQLv9aMCLxWKB0+mEz+dDX18fiztpNBrcu3eP10MikWB8fByXLl3C6OgoPv/5z7NtEo4tbjabyGaziEajmJycZAEYms9wUPtrTw03TcYxGAzw+Xwwm83cd5rL5TidRIMmbDYbtFotBgcH4fF4WC2IvNJWq4V0Oo1YLMYMwYO8eIcZpCSkUqngdDphtVphs9lYYIBECMhIUCaDDKfFYoHf78fAwACXMILBINLpNBYWFhAOhzna3u2exu7+/aMMqVTKbZB+vx9DQ0OcIhdKbobDYYRCIcTjcVaPEnEwEJaISAdbONaT5IKFxlo4Kz0cDnNdm5xeEU8GzdKmSFur1XJAYrfbkc/nMTw8zCUHqVSK0dFR9Pf3w+12w2AwcBmDyM/t9iNN+Fgshng8jnQ6jWw2y+t6kOfPnhpug8GAvr4++P1+/OZv/iaPYjOZTNwET54NearUOkbtRMI+4Gq1io8//hifffYZbt++LRrtp4DZbMaJEyfg8Xjw9a9/HR6PB2fPnuU2lHa7jbGxMfy7f/fvUCgUUC6X0Ww2eW1I51er1cJut6NcLuNv//Zv8e677yKRSCAWi7FTtpugCEWY8jrKUKvV+N73vocvfOELHZ0VBoMB5XIZn3zyCVZWVvDuu+/i448/3lGfr4jdA7GXK5UKlyqox5cCF5VKBbPZzAOX6NyTyWRYXFzEG2+8wbPSU6mUuJ6bgM4Eo9GI8+fPY2RkhMd9DgwMwG63Y3x8HGNjY2g2m6z57nQ6mdhJA6q6tciXlpbw85//HMlkEgsLC9wDftBnz55H3BqNBnq9Hk6nEx6Ph6MH4UXqroN3Q9jKkEwmsbq6yvUFETsDsSUNBgO8Xi+PuhPeuDqdDn6/H+VymdOuNMqOek5pHUulEgKBAB4+fMhO2V7jOETcpI5G5D+n08m/azQaiEajrECXyWQO7o2KAPBYh584N5VKBbFYDJFIBLVajYclAWA5U2qdlMlkSCQSvJ6UURSxOYQkP4qYKdNHg3eGhobQbrdhNpt5ngWNHwY69cfpzEsmk6xVn8/ne8Yx3lPDTfJ+1JhOE1kMBkOHms9mvbhUa6ApVffu3UM2mz0WB/deIZ/PY35+HsViEZ999hnC4TArBgkdKJL2I2eLDDdlQ0g7mHroS6XSnt7YQh7DcXDcqCzh8/nWqDal02l8+OGHuH79OiKRyAG/UxEAkEwm8c4770ClUjFpNpvNolAoMFeHJoCRzCnVuyUSCVKpFO7fv8/KaiI2B9Wtw+Ew/vqv/xoWiwWnT5+Gx+OB1WqF3W7n7K9KpYLBYGBdESGE8xN+9KMf4datW5ifn8f8/DxzsXol07enhpsGHJD3qdfrmbCxXrTdDaFhJjGCZDK5pVYyEU9GpVLhCTbLy8toNBo4ffp0B4kGAM89pyEWZrMZBoOh43VI7pFE+fcSvbJx9gskziEUWBHKZs7NzeH+/fsH9wZFdKBQKGBqagpSqZQZ4fV6ncVYKC1OtW4iqxFoP4lyzdtDq9VCLpfDp59+CoVCgUQiAb/fj76+PgwNDcHr9WJ4eJhnaHdP0QMejw7NZDL4+OOP8eabb+5b9nC72HPDXSgUkEgkeISnXq+HRCKByWSCxWLZUj9uIpHAW2+9hUAggNnZ2WN3eO8F6PDPZrO4f/8+gsEgZDIZ5ubmWC2ISE8SiQQDAwM8spCGLDQaDSQSCfziF79gMQIRT4f12P7dQjOBQABvvPEGVldXxWveY6hUKrxnSCGSOjHoi3S215vWRbwd0WjvDJSdjUQiKJfLiMfjWFpaQl9fH3cujY6OsjqdUqlENBrF7OwsMpkMJicnkUwmMTU1taUBWAeFPTXc9XqdtXWvX78Os9kMh8MBhULBYx/J83lSujwWi+Ev//Iv8eDBA2QymZ6oMRx2ULq1Xq/j5s2bUCgUiEQi3Nc4OjrKYz1JiAAALBZLx/NjsRh+8pOfYGpqqic908MGod6yXq/n1KoQi4uL+J//838iEAiIozp7DKVSCSsrKwAe10yFoJo11V9FA737aDabCAQCCAQC7BgNDg5CKpUyaQ14RJ6Wy+VYXV3Fm2++iUAgwES0Xnee9tRwCzWqC4UC2u02pqen0Wg0sLKygsXFRRiNRvT397Mgi0wmY4NCYhILCwuIx+MolUo96wEdVtAaAWByEwlBVKtVpFIpbrNIJBJc785ms4hEIlhcXOQUuZgFeXoI6/eNRqNDQKVQKHAGi1pSxGvee9jKAJNeNgpHAd1rUCwWsby8jHw+z50wWq0WGo0Gs7OzbGPK5fKhsDF7brhJdSscDkMqlSIUCrEqjVKpxMmTJ/G9730PNpsNbrcbGo0GyWQSmUwGN27cwGuvvcYDyukQE7G7IGGUQCCAUCiEmZkZFiGguc937tyBXq/Hv/7X/xpGoxEzMzP44IMPEAqFOmZqi3g60J5ptVooFAo8mKfVaiEYDGJycpLJS4fhgDmOEPdB7yEej+Odd96BTCbDP/3TP3GmVyqVolqt8n46LBmsfVFOo8MIAJOXqJan1WqxurrKQgNCw726uopAIMBj1UTsLSiN133zEgehXC4jEokgGAwiFAqx4MdBixEcNQgFOYjgSTOZA4EA4vG4aLSPAI6TkNBBo9lsolgsAgBLyHa3gR0mHNh4JTqcAoEA/u7v/o6JAsJUeS6X25eh5CKeDLrpK5UK3nzzTdy/f5/LGOStithdUAmjWq3i3r17MBqN+Oijj/DOO+8gm83yISTicOI4jqPtFezWLPaDxIHORaS63ezs7EG+DRFbAOkt07Qi4Vzbw7wBehlkvOPxOJaXlzE3N4eHDx+KM+aPGIRGXNxLIraC4znQWMSOQTOBxYEuew8aE3n79m2Ew2GsrKz0PNtVxNYgpslFPA0k7S3eOcc9tdPLG2w/10Y4a7tXrkmvvI9u7Na6EJGGSISHBb26LsDBn2fd4h+E/bpmvbo2B70uB42trktPRNyi93l4cBTqQ4cNlBYXr/nRAznBG/1fhIj1ID3oNyDi8EE8WPYXROQUr/vRRLd62nGPOkVsDtFwHwEc541+XD47Ge3j8nmPA55ksDealChCBLCNGrcIESJEiBAh4uAhRtwiRIgQIULEIYJouEWIECFChIhDBNFwixAhQoQIEYcIouEWIUKECBEiDhFEwy1ChAgRIkQcIoiGW4QIESJEiDhEEA23CBEiRIgQcYggGm4RIkSIECHiEEE03CJEiBAhQsQhgmi4RYgQIUKEiEME0XCLECFChAgRhwii4RYhQoQIESIOEbY8j9vv96PVaqFUKqFWq6HRaKDRaBybUYO9/Dn3c4oQTS0SzlCnr4NCr66NXC7fk+sjkUigUCjWXQca/7mVv7mX100ikfAc8V7EQUzekkqlkEgkkMlkUKvVkMlkHe+j3W6j2WyiVquh3W6j0Wg88Ro+zfr16p7RaDR8HZrNJoCtv9etrqnwDJNIJJBKpbwW9Br1eh3NZhOtVmtf7+OtftYtG25xHrAIIcR7YXPQNdqLa9U95lNoqIV/T/jv/TRW4v2xFu12e931Ev5+o3vmuFzPp9kzW3mO8Pof5rGpWzbc+XweAFCr1dBsNg88yhJxMDiuB8pOsFd7hCISYVTbHWWv93fFtTpYCDMiwPqOFK1tL2SyDgL1eh3A3u6d9f5N2RCJRNJx7Xv1+m/ZcFcqFQDgm0rE8YW4/lvDXl6nVqu1Js0qovdBxqBer29ouI/zWu5HWpqibWHU3V0CpMf1KrZsuIHe/iDrgepJwOP3Lqb8RRwFSKVreaXifX04sB5PZLugCFGYYRHXf3NQTVsqlUKpVEKhUECtVkOv13Otu91uIx6Po1AooNlsotFoHPTbXoMtG+7DeGPIZDIoFAoAj9//TkgPIkT0EujwIRzGvXlcISREdaO7Bv6k16CAhB57GNK7vQCJRAK5XA6ZTAatVgutVgu9Xg+73Q6ZTAaVSoVWq4V6vY5arcZE7F7Dtgy38PthANWU6N/d/xch4jCCDh9ALF31KjYyzmSYuzOBBGKTC6Np4XPpdamrQMh8Fu+DzSF0bprNJhvocrnMXSCtVosZ/b16TbdtuA8TyHMCxKhExNGBXC6HVqsFABSLxZ5uuzqOoDS2Uqnk1Cvw+Axar4RHRvlJLUjCaJFSu+VyGbVaDcD+1IePAshoVyoV1Ot11Ot1NBoNyOVyqNVqtNttlEolbgnrRRxpw70Rg1DE9kEHi1arhVqt5p/TBqDDpvvwEHILROwMQsLMeqnUp7m3n6bOKmJjbFbHFkbPZMjlcjmnZzcLNLqdATEw2TroOlG2ql6vo1qtduiS9LpGiaS9xXd3WHvedutg6ulF3OO1kUqlUKvVUCqV+MIXvoDLly/z381kMrhx4wYymQzy+Tyq1WpHWYI4BcVicc9qRb26Nru1LiqVCnK5fI24CkUOO3WKKCqUSqUsqATs3vXs1XUB9mbPdDOUSdRDWKIDHu0njUYDuVwOi8UCnU4HvV4Po9GIdDqN6elpVCoVbr0Vvj4ZerlcDolEgnq93nFfbPb+6D32aiS5H3ZGuE4AOgRYKBNC0Xb32u01trpntsUqP4zo5cOj10EKXXTQqNVqDAwMYGJigm/6RCKBUCgEuVwOuVyOUqnEBwmVKur1OiqVSk+SPHoR3RG2QqGASqVi40q1uac5UIS1UjIC3ZGbmCXZOrpbiYBOXo3wWgoNhkajgcFggNlshs1m4/XeqF2M2gApPb6TSPuwBmG7hW6+FtW0CcJsSa/ajyNvuEXsDBKJBCdOnMBv/dZvwWw2c9Q3OjqK/v5+3vzlchlutxulUgnVarWDU1CpVJBIJJBKpfDjH/8YS0tLB/iJDgcMBgOcTieLqygUCpw/fx5+vx+3b9/Gp59++lSkGaHkpsFgwNWrV+F0OhGJRJBIJFAul5HL5VCpVBCLxThtK2J9UGsRsLbldKNWLTIUMpkMDocDfX198Hg86Ovrw+LiIubn5wGAa68E4evtJJO4Xq+yiLVot9uc2aBMI0nRUhbxoPeEaLhFbIiBgQH8/u//Pvx+P9/I6+HcuXPr/jyfz2N5eRkrKyv4+OOPRcO9Beh0Or7ezWYTarUaX/ziFzExMYFarYZPP/30qeuZRG6zWq24evUqxsbGMD09jaWlJWQyGYTDYeRyOWQymQ5HTMRayGQySKXSjuh6sw4cMtwKhQJWqxX9/f0YHBzEiRMnIJPJYDQaUalUUCgUNvy7T+O4idgapFIpVCoVdDod17ypNHXQ++HADLewzkAe69N4MhKJBCqVCjKZbN16nZj22zqkUimzV4VSgFvZ9MLaazqdxr1797C6uvrEQ0jEY6jVajgcDshkMlQqFchkMpTLZUSjUeTz+aeqaROEKXGlUgm1Wg2r1Yp6vQ6bzQan04lEIoFoNMqRhljmWB8bSc5uBRKJBAaDATabDUqlEuVymWvb1I60G+la2rtyuZzbyESsD8pI+Xw+WCwWuFwu+Hw+NBoNFAoF1Go1JJNJlMtlZLNZ5PN51Go1lEolPvf2A/tuuIX1HbpICoWCU6s7/eBSqRRGoxEqlQrFYhHlcrljM9Xr9R1tgON4k8vlcqhUKiYubfcaNBoN1Go1BINB/NM//ROCwSBisdgevdujBYPBgOHhYchkMmQyGbRaLWSzWczNzSEWi+1aiwoZHEqZ9/X1wWazQaFQQKPRYGVlBTMzM6jX68hkMqLh3gBCQaftQiqVwuFwYHBwEM1mE9lsFrlcjg24sFXsaYy3UClMq9UeyzNtq6DrNDExgbGxMZw7dw5XrlxBo9FAPp9HqVTC1NQUkskkHj58iIWFBWSzWYTD4X3t/d4Xwy1sfbDb7dDr9VAoFFAoFKxW0263kclkUK1WmaEsJAjQQWMwGDrakYBH3q5CocDg4CD0ej2y2Sx7R+TBplKpHRnv43KTSyQS6HQ6qFQqmM1mTuFt5qELyTeFQgHVahX5fB65XA4LCwuIxWJ87UVsjkajgVKpBKlUykz8VqsFpVKJbDb71K1f3dOp6GdqtRpyuRxKpRI6nQ7FYhFer5cFKmhWgYinh0wmg06ng8FggNFohNFoRD6fR7FYRLVaXTcd202Y2k50L2w3U6vVx+ZM2y40Gg36+/thNBoxMjKCgYEBeDweWCwWNJtNqFQq5oDodDrUajUoFApkMhkYDAYUi0Wsrq5ye+xeYs8Mt/BGI7q9VqvFK6+8gsuXL7NxUCgU0Ov1qNfrmJmZQTKZxM9//nN89NFHHI03m00UCgXIZDI888wzGBoa4r9B9SKDwYCXX34Zfr+fI7xkMonl5WXEYjG89957SKVS20o1bqR+dNRAXuaZM2fg9/tx4cIFPPfcc7Db7TCZTE98bqvVQqVSQaVSwbVr17C0tITZ2Vk8ePAA6XQa8/Pz/HsRmyOdTuPu3bvsyAp7TPP5/FMzyan8QSADYbPZoNfroVQqodFoYDab8Wu/9msIBoN47bXXkE6nD7yud1SgVqsxOjoKp9OJsbExnDx5Eg8ePMD09DQSiQQLg9BaC/W1KTtJpMGNIjyhk6ZQKKBUKmEwGOBwOI7FmbYT+P1+/Kf/9J9w4sQJOBwO6PV6aDQaaDQaAIDVakWr1YLf70ej0eDMbi6XQzQaxeLiIv70T/8Uq6ura1r5dht7YrjXE4wg422z2eD3++FwOODxePiGohvRZDLBbrdDrVZz2q7RaKBer0Mmk8FqtcLtdvONSS1H5CUNDg5Cq9XCaDR2vC7Vv8Va91rQtdTpdLBYLPD5fDh58iS0Wi1rvQOPFYfIWSLWa7lcRrlcRigUwvLyMhYWFjAzM4NSqYRcLrcrddnjglqthmw2yynyer3eEYntBMI9KBxOIdRkpl59lUoFjUaDWq0Gq9WKarUKlUrFryMa76eHXC5nLoHJZGIVPErFdnN9qNWSUt1kuIXqX7Se6/FRhAGUXC4XDfe/gHg8FCDa7XacPHkSp06dgkajYSdJmJ1qt9ssjarT6dBsNpHL5ZijoFKp9oW5vyeGW3jTCecGS6VSLCwsQKfT4cyZM3C5XAAeR3wejwd6vR4nT57E6uoqXC4XRkdHUSwWcfv2bVQqFQwODqKvr6/DcFerVeh0OhY1sNlszAakSN9ut6NarSKbzW7rADwOBxWluiuVCqdn6aYWot1uY3V1FeFwGDMzM/jggw/44Gg0GohGo8jlcigUCsjlcmg0Gh2tMsfhWj4tisUiAoEAH87kJG3X+SEy0nqHdbvd5r1w69YtZLNZXLp0iSMLtVqNcrmMhYUFrKysPHWKXkQnbDYbvvvd7+LEiRMYGBiAVCpFMBjERx99hGQyiUKhwKUluVyOwcFB+P1+DA4O4plnnoFMJmN97ffeew8zMzPI5XJIp9OQy+XQaDSQSCTMGSKhllKphFQqdexT5eTEnD59GqOjo/D5fDh79iwcDgeGh4f5+jWbTZRKJRSLRVQqFSSTyQ4d+Wq1ilqtxhF3IBDYNQLpZtjTGnd3W0StVkMikUAgEIDf7+8gX8hkMphMJqhUKjidTng8HgwNDeHKlSvIZrNIJBLI5/Ow2Wwwm80cOTSbTVSrVWg0GiZTUa1WKpWiWq2iXC7DYDBAo9GgWCxu+zMc9RudjGqj0eDIrpuURh59Op3G8vIybty4gX/4h39AqVRaQ1wi9irQqfYkHv6bo1arIZ1O8/83ay3aCGS4KZog5TVyBChTEggE0Gw20d/fzzU7InPG43FEIhGUy+Vd/YzHHTqdDhcvXsSZM2f4kM9ms5ifn+fsCgU6lKUcGhrChQsX8I1vfANKpRLVahWFQgHRaJTLGIVCAQqFAjqdDsAjh1zYe1yr1VAoFI78efYkCFXtvF4vzp07h1OnTuErX/kKNBoN2w1aFyFnZ3V1FfV6nZ1gIhGS4Y5Go7x2e419Z5XTfFOpVAqtVssXCgCns8fHxyGRSGC32zE4OIhoNAqFQoFGo4GlpSXkcjkex0aEC2E6j+TrDAYDPB4PFAoFvvnNbyIcDrOHSopeYiQIrp2Nj4/j4sWLGB0dhUqlYuObz+fx/vvvIxAIYHFxEYFAAEtLSxvepEQ4JO+/1WohkUigWq3u90c7dFjvXnzS/Uk1a5/PB5fLBbPZDK/Xy2prrVYLk5OT3JtNGSc6yKnlq1QqQalUdqioUbQhEgt3ByqVCgaDAVarFUqlEhKJBLFYDJlMBqFQCLlcjveURCLhGuvExAReeOEF+P1+GAwG7vpQqVT40pe+hP7+/o49Scz0xcVFVjLslk49LrBarXA4HHA6nTh//jyT86RSKYtJuVwuaDQayGQyNJtNlMtl3Lp1CysrK9wWSaRpACxIRWqS7XYbVqsVzWYTVquV+Sh7yevZV8NNNVKqV+t0OpbUBMBs8YmJCYyMjHBNhxjo9Xodc3NzaLfbsNvtcLvd0Ov18Pl8fGNSpAGA6+culwtOpxOpVArJZBLRaBTFYrFnmukPGsIWiJdffhlms5nbRtrtNrLZLH7wgx/gk08+QSqV4tTpRp4lGW6NRgOHw4Fms8k65iI2x3bZwgqFAidOnMDFixcxMjKC5557DiqVCmq1GpVKBf/n//wffPTRR2yoad1qtRrC4TAzmpVKJXcRtFotFItF5PN50XDvEjQaDVwuFxwOB9dCiReyurraUcZTKBQwmUwwm8145pln8Morr/BaE9rtNr761a+i2WxiYWEBU1NTiMViuHPnDlKpFAKBQEeZhc7e4wSHw4GJiQlMTEzgD/7gD2CxWDo0RIRfrVYL5XIZhUIB7777Lj744AOEQiGsrq7ynlQqlRgcHITJZEJ/fz/cbjeMRiNcLhcHm+QUHxnDLZFIoNFoYDQa121LoB7V+fl5LCwsMBsyEokgEAggmUwycYN6hY1GI6RSKZNsutO7lE7PZrNIp9Md49o2OyCFhISjDPp85MmT4wOAN3y1Wl138MF6sNvtGB0dhUKhYOOxsrKyp5/hOIKcJ7q/w+EwNBoNAoEAtFotTCYT6vU6G+Zu+VKZTAa73Q6bzQaTycRjKAGw4EQulzt2h/1ugybqUS11eHgYKpUK9XodoVCIDW732litVjidTo6yKcBZj3hWqVQ4MEkkEkin05wm30h69SiDomqn08nXnMqpwFoeVr1eR6FQ4B7tpaWlNXwDyuRqtVoYDAYAj9LlZKgzmQxyudy65cPdxr4abrqQQ0NDsFqtHXVU6gMulUr4h3/4B3z/+9/nm7Jer6/pBSampcViwcmTJ+Hz+fClL32p4+9RhF8sFjE1NYVgMMgpKfJEN8NxuNGp9kksfuIKkINEQ0K2ekNOTEzgt3/7t1Gr1bgtb3Z2FolEYh8+zfEC3cezs7OIRCJYWFhAIpGAyWTC0NAQJBIJFhcXEQwGWd2JoFarceHCBYyMjGB0dBR6vR7A4xa/YDCIlZWVbfNCRDyGRCJh9a3Lly/j1VdfhcVigclkQqlUwkcffYSf/vSnSKVSHe1farUaZ86cwcjICLxe74ZCSBTAhEIh3LlzB5FIBDdv3kSxWEQmk1lzxh2X7g6yDxcvXsTv/d7vQavVcu2fQI5MpVJBJpPBwsIC/sf/+B9YWFhgoi3pKFC2Q6vVoq+vD263G/l8HvF4HIVCAclkEsViESsrK0zY3dPPt6ev3oX1Im66GZvNJjKZDDKZDCKRCMLhcIen2C2eImxhAbDhjQ2gY0oV1fe2apCPAzkN6BRpEDLBhROpNisrUI3UYrHA4/FwhF6r1TqieBG7Czp82u020uk0IpEIisUi80eodtrtdBHxyePxwGAwcLskRfK1Wm3fyDZHGUajER6PB06nE1arFVqtFsViEcViEalUCqlUigmAwrYts9kMu93O7WIEWiM6MwuFAhKJBJLJJNLpNIrFIreVHUdIpVKYzWYe2EOcAgpGgEd7hjJRhUKBSwvBYBDhcJjFpGQyGcsCm81mGI1GOBwO2O12zmZRh0apVEKtVnvqyX1bwb6epqQBe+rUKbjdbk49AI/aYH76059iamoKd+7c4bF1wPopHjpczGYzrl69ir6+PlgsljV/k4hXNO+WDMhxiKS3AuIEEJFMr9fzujQaDWSzWWQyGU6Rb3Td5HI5hoaG4HQ6MTExgVOnTqFQKPAhRORBEXsDmsy2srKCVCrFg0SIAFUsFtccJhqNBs8++yyuXr3KGTChEh45baLh3jlkMhmuXLmCV155BXq9Hs1mE5FIBHfv3kU8HsfU1BQKhQI7VdS+arVaceHCBVy6dAkejwdAZ/dHoVDgM3NychJzc3N48OABs5yP87qpVCq8+uqreO6553DmzBk22gS6t9955x384he/QDqdRiAQQKFQwPz8PMrlMl87s9kMp9MJv9+PL33pS7BarRgdHYXBYMAvf/lLFkVKpVJrhHP2Evsecev1ethstjWaufV6HUtLS3jw4AESicSmH54iRK1WC6/XC4/Hs8Y4UH2aHiscbC/iMYTRNrGKAXA7BNXK1ss8UIRAk448Hg8cDgfMZjNkMhkMBgN0Op0Yce8xhLKzmw10ofVWqVRwuVzo7+/vyFgJjbdI3nw6SCQSOBwOnDx5ktPahUIBi4uLCIfDrI5H15iIohqNhgm41JlBX/QauVwO8/PzuHPnDsLhMHcIkIN9XNdNLpdjeHgYV65cgd1uX1ePotlsYnV1FTdv3mSFTaHuPLVS6vV62O125ifYbDZ4vV6oVCqYTCbIZDLOeD2NSNK2P+O+/JV/AbVokTKaEPV6HeFwGIuLi8hms5u+1tDQEMbHxzE+Po4LFy6wBroQjUaD5wp//PHHWF5eRjgcFg+jLnQbZNr05DzJ5XJ4PB5uzUulUlzzMRqNOHPmDKxWKy5fvoyBgQGcOHGCDfV2ojZ6H9QHLuxDPU5Ybz12A+SceTwePPfcc/D7/Vw/pYgkn8931LaP4/XfTZBQR6FQQLlcRiaTQTweRygUQiwWQ7PZhE6n4z1nNptx8uRJOJ1Orl1T+jUSiWBmZoZfp1wuc6sfZVTIKSPj1H3vHIeyX7vdRrlcRj6fh16v7yh3UnmBOAClUgnAo7Yx4haoVCqcO3eOWyz9fj8sFgtOnDgBtVrdoXS3urrKra40+nM/sO+Gm2Q1haD0TzweZ0GIzeD3+/GFL3wBw8PDGB8fZ5afECQykUqlcOfOHczOziIej4sH0RMgvPHo38Q+9vl8nIqjqMDhcOC5556Dz+fD5z73OQwODnakpshwb/WGpuhdrVYzMe44ZUk2kkt82s9PBzopFL788svw+XxwOp0dbOVSqYRAIIBwOLwv7NjjgHq9zmMgo9EoYrEYYrEYEokE2u02BzHUD3zixAnYbDYWwSGW+IMHD/D222+z0enWMxdKmwI4tgEKOUvCTgphFpH0DAqFAiqVCiQSCYxGI2cNDQYDvvKVr+D8+fMsBiZ0bqmDqVgsIhqN8lrsJ6dg36aD0aEhrGsDa4ljW73Z7HY7Tp8+DZfL1THBShgtRiIR3L59G8vLyzzPWGxtWQtqKcpkMojFYrz5W60W5HI5DAYDLly4AI/Hg/HxcSSTSTauJpMJExMTsFqtsFgsHS1FMpkMarWahQqUSuWGcoAKhQJnzpyB1+vl9Usmk5icnOwYcXiYILwntwqNRgOLxcJRA2WNdnrfkkKU2WyGx+OB3+9Hf38/RkZGYLFY1rRlUnZqZWWFoxERT4dKpYJsNotqtcpZqrGxMfj9fja+dG5ptVo4nU7IZDI8fPgQrVaLpyUGg8EOoqHweVQKJG5Du91GLpdjrhAZr/3Q0T5oUBr83r17kMlk6O/vZ7sjtDEDAwN4/vnneSKeXC5n0ZvR0VHYbDbodDouIwlLrwBYVe0gzqddMdxCD289UApCrVavqTcIe4S347UMDAzgK1/5ypq+Y3rNRqOB6elp/PVf/zVisRjm5+c7SCAiHkEodRoOhzE7O8uCNxRRa7VafPvb32aRAmqPIAY6ieiQipcwUqfRhTqdDlqtlmvm9LfJSdDpdPj2t7+NL3/5y6y7PDk5icXFRVSr1UMZdW/HcNNjzWYzxsfHmcRUqVQQj8d3ZLipXnr+/HmMj4/jueeewwsvvMBOlzCKIMzPz+Nv//ZvkU6nkcvltv03RXSCDGgkEuE9RbwcYj8La9iFQgGhUAiJRAKvv/46q5+R7vhG9WsKjkjkhTpxhIZKGI0fZTQaDdy+fZsVNy9cuMAjpIVtwJcvX8bExASrDRLHhwi1ZOy7++YJhUIB8Xj8QIiAWzbc3cImwp9v5sERiYwkSoUQthxtdsARuU2tVsNoNHbIctLN3G63EY/HmXAQj8c70ko7OfwPm8HYCZrNJhtupVIJlUoFm80Gm83GkbNw7chQC1WIgE7RGjpI9Ho9+vr6kM/nWd+XRAuIAEcDLmq1GvdH0pSsja5/r0cOQg99K/eQVCplJUDgkXBHuVzm51KKbitQq9U8W3h0dBQDAwNwuVwwGo1rDiRhlopSgCSVKeLpQQM+aF6CUOjIZDJBo9HwTIVms8mpdIq0hc7uRhAJuI9Bcr3UKkcscSpJkBwwibHQJEnh9dsI3YNHDmry4VNH3E+qqdDvtFothoeH+eAQggRSSBxC2Eu65s3K5Th37hwGBwdx8uTJNReYjMFbb72Ft956C6FQCDMzM9xLLGJ9ECvyJz/5CT744AOOCkhC02AwsMfabaifBLVaDZfLBYPBgN/93d9ludRcLod8Po9YLIZ8Po+FhQUmJ3700UeYnp7G3bt3kc/nn3oG9WEBZTCGh4fx3e9+l6OwcrmMH//4x7h79y5isRhCodCWGMM0W5jmPhO7f6ODiYwDRXfdKmsidoZ2+9Hwj1gsBo1GA5/PB7VazalZKi1FIhGk02nMzMzg7//+75FIJBCPxzsctyeBonm5XN6hV9GtnHYc9hKV2UqlEvdlU0+3XC7nudrkvNIQnq2cabVaDfPz84jFYohGowfWdrftiHs9QZKtRNwGg4FlFYWgiKtaraLdbnOqtftmpZvcbrfD7/fDZDJ1eJakh03kmpmZGWYPivOgN0er1eJMBakM+Xw+nlLUnWbrTgOvl7qTSqWsydzX1webzYZ0Oo18Po9MJgO1Wo1sNsuReLVaRSKRYInbWq32xNJGr0fcwNZnWJPh1uv1PN5WKpWiUqnA5/PxIUE8je4DXXgI0T45ceIETp06xcN8hKBDnA55ikwKhcK2BIpEbA5heUmr1UKj0bDhpvISnV/pdBrhcBjJZHLLjH4hKY1eS2i0N9qjRxVUJiAp2Gq1ysNAALANEl637gzURq9LXKB4PL5GiXA/8VSp8q0SHTQaDU6cOIH+/n6YTKaO3xWLRczNzSEYDAIADAYDe/3C55NM6le/+lU888wzcLvdfCg2m00kEgn8+Z//OSYnJzE7O4vl5eWOSLubmHFcbuLtgDY6kS1qtRqnzbu5CU96vnAjUM3I5XKh0WjA5XJxyrdcLqNcLuPZZ59FPp/HRx99xNKdlIZ6Upq81w23SqXiUpBQkQx4vJ/ocxiNRphMJh6IQ2WlVquFV155BZ///OcRi8W4nPHaa69x26REImFVp7Nnz+KrX/0q3G43RkZGOnrohSn3UqmEQqGATz/9FJFIBMvLywiFQswpELE7IMnTU6dOwe/3w+FwsHMlvH+Xlpbw05/+FIFAgPXht9NCSaUrMiykv72ecNVxAPGc6BoS30NIZO7egxuBbAzN5P7oo48wNTWFxcXFA+uX33GqfDspU4VCAYfDwWICwg9arVYRi8UQj8e5NaL74FAoFHC5XPB4PDh9+jQuXbrEF5sY0YVCAe+99x7ee+899nDp/VH9p/v9HpebeKsQKjMBj0gewtna3Y/tfp4wLSeso1LP93rXu16vo7+/H5lMBp999hlisRgfXFvhPPQy6J4Tbu5uogt5/MTbMBgM0Ov10Ov1fLhPTExw+i8Wi8FoNOInP/kJstksv4ZWq4XFYsH4+Di+853vdNTthCDVKOoFvnfvHmZnZ/HgwQPMz89zh4eI3QE5ZW63m7UmukWO2u02d1CQAtd2WouE9xFlY4g3dFxBdkFoByir1Y2NzhFhpoJI1IVCAQsLC3jw4AGSyeTefYBNsGXD3Z1uoe/dNZTu57Tbj8ZCfvLJJ1heXsbIyAiGh4f5MdlsFnfu3EEoFEIqlVo3PWQymfDlL38Zw8PD6Ovr6/CQIpEIfvnLX2J1dXWNuAoZHWI+A+hopTiuWr6bgdojNBrNGkcnEonwBKKlpSUmMwkPiUuXLuH555/f0OgD4OfFYjHmI9y8eROxWGxT5S/CRmpuvQK6v4QpS6EBF/6MavmfffYZ/uIv/gImkwl9fX1Qq9UoFAqo1WpIJpOIx+OYm5tjbWvgUTRx8eJFfOELX8DY2BjPAhCWNtrtNm7cuIEPP/yQe1yLxSLu3r2LRCKBWCwmiq3sEWgOd3frXavV4jJRPB7ne387a0D3E83hFpI+j3NgQqVVmuQlHFNMEM5gEMr8dmfJgMek2WQyCZVKBavVyiqFwuzGfl3zLRvujW6mzd4o9SG+++67sFgsePnllzs+YCqVwrVr1xAKhbjXsdtTtFgs+OY3v4mzZ8+uIREEg0H87d/+LQKBAAKBQAfpgNjQ9J1+XqlUtjwd7DhCpVJxC1e3xm8gEMCDBw8wOTmJt99+G/l8HpFIhEeqSqVS/OEf/iEuXLjAZJn1jGulUkEikcDMzAz+4i/+AjMzM9tqBzwMdTtK9a/XwtP970wmg2w2i2QyiTt37sBqteLq1aswGo08eSiVSvE0ImGPtUwmw9WrV/EHf/AHPAe92+FqtVr48MMP8V//639lIpowS9LL1/Ewg1phTSYTtFotl5Ho2tNgpXA4zCpp23WeqLy1l/OfDxOoREeG22w287UHHgeUNESHpGgpHU7fhZ1O5BgVCgVoNBo4nU4WchHOcThSkqfCGsHk5CR+8Ytf8M8nJyd5ok33IAuVSsVKazR5SlijJmJbNptFNptlgy/sDXa5XB3DE0gpR8TGIHGbwcFBKBQKNBoNhEIh5PN5TE5O4v79+1heXmbJQLr5yTGq1+vsGHUbBErFBoNB3LhxAwsLC8hms/smzr+f6CYGbWYcydMvl8vI5XI8VzuXy6FSqSCfz7MAB3VgWCwWJn6SkyrMSDUaDczPzyMej2NhYYEZ48c5jbrfEI7LJaNNhNz5+XksLy+zYqToQD09yFnS6XS8J4Q2oFQqoV6vIxAIIBqNcnmB0uFCYh8RCcmmKJVKeL1e6HQ6bpml1rNyuYxQKIRKpXJ0poO1Wi0Ui0X85V/+JX70ox/xz0ulEiKRyJpUg0QigcViwejoKEZHR9dEEeQl0QEXDAY7Bp7L5XK4XC4888wzAIBkMslkKHG+8Magmuq//bf/Fm63GzqdDsViET//+c8xOzuLTz/9FHfv3uUZ3UIvU0h+qlQqkMvla2bgFgoFZLNZvP/++/hv/+2/ccRxFLMftHm3cxg3Gg0Ui0WWyCQehzA6prSeVqtlTeXBwcE1qVjgUWbjtddew7vvvsuzgo+ag9TroEEVFHjU63UWGXr99dfxi1/8AolEYl+1ro8yyHbY7XZYLBbumSe2eTgcRjabxZtvvolf/vKXvNeI0AYAOp0OSqUSg4ODGB0dhdVqxdjYGCwWC3w+H+RyOZOohSNBX3/9dXYG9vJM21et8maziVQq1VHDrNfrHEEQ6PBRq9VwOp2w2+1rZE3r9TqPtqORhkIGIYkc6HQ6Tp931xlFdILaSfR6PZxOJ0wmE6fhotEoVldXEY1GkU6nN3wNurbrTZui9Q+FQggGgzw3+qiux3ai7e7nkdDDkyCRSJj1T0ah23ATqS0QCCCTyYhGex9BURqRM4Va10TIjUQiiEajB9padNRAbZFUqgMe7ymaoZ1Op5FIJBCNRjnDRWeURPJIGlWr1aJer7M9obnc1Nas1WpRq9Ugk8m4S2O/piDu+6xFMrKE9Q61dvtRr3h/fz9eeeUVeL3eNW1koVAIDx48wMOHDztavoBH3hK11yiVSpRKJR6hRzUJ8QDrBDGTKf3jcrkgl8v55r527Ro+++yzLU1u6ybjUC2vVCrh7//+7/HjH/94W+IShxV7TRAi8SJKn2/0HtLpNILBoChCtI8gp0qtVncY7WaziVAohD/7sz/D/Pw8Hjx4wNGeiN0BMfkdDgc0Gg2XYCUSCfL5PO7evYuVlRXMz8+zM0uBBqmnUevexMQErly5Ar1eD7fbzQabjDVxCzQaDbd/7gcxcN8Nt7BV60lot9swGAwYHh6Gw+FYI9xSLBYRiUSQSqXW1IbkcjlLdJLhKBaLLB8obpL1QV4lfRHrNZ1OIxKJIBQKbel1qBZE15+ix2w2i5mZGXz88ce78n7JwetV7IdTstHMbGG0X6lUtszUF/H0oJqqSqVacw6RiM7k5CQePnzIgYSI3QM5TVqtFnK5vIM4Rgx+SpfTHAShEItCoYDBYIDNZutoYzYajXxGSqVS5vEIhXSA/dn3+264twOSzLRYLGtSEIlEApOTk1heXmZiFF0wGuVJRJ9qtcoRnkjK2RiUKpqamsJrr72GQqGA5eVlpNNprKysbPp8IZtfSAjJZrP4/ve/jwcPHuD69ev78EmOPqRSKY8fPHfuHMbHxzt+32g0mKUubB0TsXeQSCRwOBy4ePEiTCYTT2C7cuUKAGBlZQU3btzA4uIikz3Fnvndh0TyaHy02WxGu91GIpFAuVxmWdnbt29jZWWFWyDJGNMkRK1Wi1OnTuHkyZMYHByE1WplffPu8Z6UZo/H40ilUvvWFtbThpvStiaTac1Um3Q6zZqx3ca4XC5zDTwajbLms5gefzIozbOwsIBGo4FEIoE7d+5sq81EWNej0aD5fB4//elP8c///M97+O6PD8g50ul0uHr1Kr74xS+uyUg1Gg1kMhnWRhCxP6A2Pq/Xi6tXr3aITkUiEfziF79AKBRCLBYTSbJ7CIqQgUe2gqYNJpNJTE9Pc+lI2A1DI1dNJhOGh4dx+vRp2O12tj/dwSNNVaRWzf3sjulpwy1k0FJKlKj6uVyO69bExuxWuulm44rYGBKJhEdwUotRqVTadAygSqWC2+2GVqvF0NAQ7HY7Ll68yPWkpaUlrKysIJ/P78n7Po7rSprX1GcvvAaUNUmn03jvvfewurrKcsIidheU9SASrdfrxcDAAM6cOQObzQaz2cxywRKJBNVqFel0ess1bTIoG/X/i3gMoaS1UqlEX18fTp8+zelutVqNSqUCq9WKeDwOq9WKVCqFXC4HjUYDk8nE4241Gg2T2ACw5gExxamdLBwOIx6PI5FIYHFxEclkkjttjnXETRer0WiwdGOj0UC9Xkc0GmViWreHQyL7wPZmIh9nSKVSOBwOeDweWK1WOBwOTiNR5LwedDodrly5Aq/Xi1dffRUXLlzgwyoej+Ott97C6uoqEonEPn+iowulUgmr1Qqz2cxDJej+JuWs1dVV/Omf/ikePHggao/vASgC83g8cDgceO655/DlL38ZdrsdY2NjHT31wONRk8FgEPF4fEtZkO7ni0HI+qAMFH3XarWYmJjAr/7qr3JrcLVahcvlQqFQgF6vRywWw+zsLFZWVmA0GnmGeT6fh0QiQblcRiwWQyKRgEwmY53ySqWCUCiEQqGAxcVFBAIBbn+t1+v71iXT04a70WjwdBeSzgyHw0ilUpwi3ywtId7kWwNF3Ha7HTabDU6nE81mE6OjoyiVSuu2Gwl77V0uFxwOB0wmE5NwisUigsEgixJs5710k87ENr7HIKGWSqWClZUVnvOsUqlYSnZmZgapVEpMx+4BlEolaxycOHECTqcTg4OD3EKpVqu5dEH3LZWQNhshSY+Ty+UcKRJPh9Ky9LrHHUQmMxqNcDqd3HZnNBphs9lY9peyUiSk4nK5oFAoODDR6XSwWq2o1WosEFUsFpFIJLi3u1KpIJ1Oo1KpcJkjmUx29H/v5xTKnjbc5KHWajWoVCq0Wi388Ic/xPvvv4+5uTmRHb6LkMvlGB0dxZUrV+DxeOD3+1Eul/GlL30JwCM1NY1GwxuBDhcaRalQKLhljyZ/LS8v4+2332YizmYQvrbwi+QJ15MOPY6o1WpIp9Mol8v4kz/5EybUaDQa5HI57gsOBAIH/VaPJJxOJ373d38XAwMDOHXqFJeKaKjLRr28Wq0WHo8HALC6uopyubzGgFNHjNlsxiuvvILBwUGODMPhMKampvZc3OOwQKVSQaVS4cqVK/je974HnU4HvV4PlUqF06dPd4yypbY8k8kEs9nMqfBiscjjbZPJJH7xi18gmUxibm6O5wPEYjGeqEcZLfpOmZP91gjpacNNURs1ujcaDQSDQczMzCCZTB77A3w3IYy47XY7HA4HGo0GEzOIZCNkjHdL0FIqj1j9NBQjlUpt+T1QxCGcAd7rbV/7DSohtVotLC8vQy6Xs+HOZDKIRCIiEXMPIZfLYbVa4XK50NfXB7/fv6XnUTRYKBSgUCg6WoiEj1GpVNBqtXA6nfB4PEgkEkgkEmtGgR530Pmg1+vh8/nYKNOshe5rK5PJ0G63oVQq0W63odfrUavVWE6YsoKkbFcoFHiULgmF9Yq2f88abolEgkKhgPn5eaRSKeTzeTQaDSwuLiIcDot1u12GTCZDX18fzp49y8xKSslKJJKOgSEbpbJJU/vtt9/GP/7jP3Kv5FZBaUShghFtFDHafgyKECg9J5FIUCwWIZPJjqTme68hlUrhRz/6EdxuN3e+UPZpPcNKBDOfz4eXXnoJy8vLiEQiCIfDHXKcZFSMRiP0ej0KhQJWVlYwPT2Ne/fuIZ/Pi+JRAlDkGwqFcOPGDdjtdpw7dw4mk+mJGYnuNcrn81hYWEAgEMCdO3cQDod5dkapVOKOpCfxC/abS9WThls4xSuRSPDNSi1K2zEGIrYGqlf7fD6W0aSb8UlevpDJXy6Xkc/nce/ePfzjP/7jtnpUhfNyqRdSeECJRrsTdG3ElOn+o1gs4tatW7BYLPjWt77VMSMBeGyohZBIJDCbzTh16hRUKhUcDgcrblEE2G63oVKpYDaboVQqWQc7EonwEBJxvR+DZo5nMhksLy+jWq1ieHgYGo1mU+dGaGjJzkSjUQQCAY6wyTHu7lrqBfSk4aY0bD6fx4MHD7g5vl6vb1m9S8T2sF2PsVqtolQqIZlM4oMPPkAymUShUEClUsG1a9c2PWDWI7oRuaSb5NFrm0bE8Uar1eL5zD/72c8QDAZhNpthsVjgcDg6RtoKNfuVSiUsFgsGBgbwzW9+E+l0mh9DWtelUgmxWAyVSgXT09PcdrQVIu5xRSaTwcOHD5HJZDA4OIhGowGn07nh4+k8oTn009PTeP/99xGLxZBKpXhSmJDFv54jJhyIJZS03Q/0pOGWy+VQKBTIZrO4ffs296WSUo2I3UW3EX2SkaTfVSoVxONxTE1N4Y//+I8xOzvbcbNvxeOlCIX+T+lGqmvvdEiHCBF7iXa7zTPNf/SjH+GNN96Az+dDf38/zp49C5/PB7vdzpKbZLyJbW42m+H1ejuYyPF4nAf5vPvuu8hkMrh//z6rcYmR9sZIpVK4e/cu4vE4xsbG0Gw2MTIysuHjqfQWjUYxNTWFmzdv4q233kKhUGBdEODJmUb6vbBjgP59bNvB6OCv1WooFAo8d1v0OvcOjUYDDx48gM1mg0Kh6FDi6jbq1JNKUqikt7xVAyskoQGPh3FQbXurvaqbicOIELGXEJIEs9ksYrEYFhcX8eGHH8JkMkGj0UChUMDr9cLhcPDEQiFHgUhRgUCA+TvRaBSZTAaVSkU887YAoa2Yn59HsViExWJBoVDguQtkrJvNJnNxpqensbS0hOXlZZ4y2Z3pE6K7dCgkzQqDjP2ApL3Fv7SfbEah4LtQMe0gI69ejvh2Y22oBkctX+u9ZncETPWfbDa7ZQ14oZ65QqFgAhwRc2QyWUebxUbvgSJ0AD0r6XncGcBHfc8IX4u6LRQKBXQ6HRtplUqFX/u1X8OLL74Ik8nEQh+lUgnVahULCwtIJBK4e/cuPvvsM+RyOYRCId4DexVp9+ra7HRdaA1Iz2BiYgI+n4/ncjebTVQqFZRKJdy/f597sInwRwS0J12XJ2UmKeJ+Widrq+vSkxE3gDUXoFdvtKOCdrvNmr4bbZ69WgN6XeHcdCHWY7Cvx2wXIeIgQM4naVcXCgWW3lSpVAgEAggEAh3iKWS4I5EIYrEYotEo4vE4SqUSSqUSO7MitgZag3w+z2OcW60WCoUC16zJcAcCAR6+s93Sa3dr6n6mx4Xo2Yib0Cs3b6+8j/Vw2AyYcBAJRe7AYwGWbnLaeoabohvgkVBPL+Kwrctu47jvGbqffT4fnE4n17aBx4OQIpEIcrkcMpkM0uk0C3vs9bXr1bXZreyhTqeDUqnksp+wFEdT2XaqdLaXrV9bfU3RcG8RvfI+1sNhNBDC8XhCXXnSRRdeb2FtiX5Ohpv6/XsRh3FddhPinnkE0icwm82snEYjhpPJJIrFIped9gu9ujbinjnEqfJevalE7B7Wqwd1kz/Waxkjoy7kQYgQ0csgfk4+n+ezjUhtZMBFApqI7aAnDbeIow8iuG2kNPUk403fRVa5iMMAcjaLxSKXdfabhSziaEE03CJ6AhKJpGNy0kYtY0QCol5/MeLuPYhrshbdJKZ9JzP9y5qIzm7vYSdEW9FwHwH0IidgOyADrVarWbuZhCtIx7larTIztFarQalUQq1Wi0aixyCy/TfGQe3N7uE9InoLdM5t6zl79F5E7COOykHZ3b8vPGy6f06PPyqf/ahBXJfewHp7RFyb3sR21mXLrHIRIkSIECFCxMFDjLhFiBAhQoSIQwTRcIsQIUKECBGHCKLhFiFChAgRIg4RRMMtQoQIESJEHCKIhluECBEiRIg4RBANtwgRIkSIEHGIIBpuESJEiBAh4hBBNNwiRIgQIULEIYJouEWIECFChIhDBNFwixAhQoQIEYcIouEWIUKECBEiDhG2PJJkJ8L0wmk0NJYR6P0JVsIhFvS90Wgc5Ft6Ig56aMBGwz62st7dz9vJvdGr99NBr8tBge6HZrN50G9lQ+z12jxpPxwUhEN6evU8O057hj6rSqWCVquFRCJBIpHY0nPFsZ5bwEFvuMMA8RqJEEK8HzrRS9ejl96LiEfrsd012VPD3QtRNnk12/n7wvd8nDzAneJp1lY8RI4exDXtzWtABkI803oDdI80m01UKpVtrcueR9wHbbAlEoloWESIECHiXyCeab2FVqu17dLFkUqVU/1Go9FApVLxBWk2m6hWq2i1Wgf9FkX8C6RSKWQyGQBwLVRcHxEiRBw39FyqfL9BZDi9Xg+TyYRarYZKpYJ6vY5Go7GjCyRibyCTyaBSqdBut1Gv17msIq6PCBEijhtarVZvpcr3E3Tw1+t1lMtlNBoN1Go1Nto7hVgT2jqEzFWpVAq5XA6pVAq1Wg2ZTAalUgm5XA6tVguz2YxqtYrV1VVUKhWUy2XU6/WD/ghHDnT/SqVSLh31MuNbhIhegPAsAzo5W7sJ4h1s57WPnOFuNpvI5XIoFototVpiGnYfIOQTSCQSKBQK/jIYDFCpVPB6vdDpdDCbzTAYDHC5XDhx4gTi8Th++MMfIhQKIRaLiYZ7FyF0oITr0mg0UCqVxOyGCBHrQLhn5HI5FAoFl1vb7fae2JJjnSqnDy9Muz7tRRaj7SeDommqWUulUjYQKpUKZrMZKpUKNpsNer0eBoMBer0eFosFVqsVtVqNo3LxWu8elEolrFYrFAoFr4tcLodcLkepVEI4HOYShYiDhUQigUwmY84HAD67hN9F7D3oHFKpVJDJZGy4qdzabDafmvC8HrbL9j8wwy18k92CJ09rcKleIN7seweK5gwGA06dOgWDwcDRNRlxrVYLt9sNpVIJnU4HuVyOer2Oer0OrVbLpYxCoYB8Pi9G27sAihb6+/vxR3/0RxgYGIBCoYBUKuXr/fDhQ/zVX/0VksmkeN0PEBTRSaVS2Gw2OJ1OPvuazSYymQyq1SrK5TIqlYrIAdljSKVSaLVaKBQK+Hw+mEwmdnpzuRwWFhZQrVZRq9UOvNS054a72yg/6efCWkIvtXGJkeBjkMEmb5SMs8VigclkYgUgqVQKnU4Hn88HhUIBuVwOiUSCfD6PQqEAhULBrH8y5mL09/SQSqVQKpUwm824fPkyTp06BaVSCZlMhkqlglKpBKlUCovFgnK5zFwQ4HHrpGgc9h4ymQwSiYQ5H0ajEQ6HA8CjLgvaD+VyGa1Wi/9/0AbjKIOyh2q1GlarFXa7vaPOTWUm+v9B7pM9MdyUbtDpdLBYLJDL5RyJ0Yelw11YO2g0Gmi1WigUCiiVSnyjHtRhQgZKxCNIJBIMDAzA6/XC7/fj3LlzMBgM6O/v5xY8ufzxLaVQKKDX6yGRSNBqtdBqtRAOhyGVStFqtZBIJJBMJlEsFlGpVMRD6SlAe+7MmTN4+eWX0d/fD7/fD61Wy7/TaDRQKBQYGxvDv/k3/waRSATvvfceQqEQDAYDtFotstksIpEIO1HtdptJg6JBf3pQlurs2bMwm804efIkXC4XzGYzrFYrgMcZx2KxiGq1igcPHmB+fh7hcBhTU1PiWuwRHA4Hfuu3fgs+nw92ux16vZ6d3eXlZWQyGWQyGSQSCZTLZQBrZZ13Kji2kWz0Rth1wy0kxOh0Ong8HqhUKhgMBshkMq7XUAqiXq+jUCig0WigWq2y999oNNiQAwcjGrDdi3nUIZFI4PV6MTExgUuXLuGVV16BTqfjGjdB6GjRIVSpVDhVWy6Xkc/neSOUy2VUq1XRcD8FyMkcHR3F7/zO78Bms3GZgkAO9MDAAL7zne8gGo0ikUhAKpXC6XTCarUiFApxCyUAdqjr9fqBRxlHBTqdDhMTE+jr68Ov/Mqv4OTJk9BoNNBqtR2PazabaDQa+Od//md8+umnuH//Pubm5tBsNsW9sgewWCz41re+hdOnT7OTm8lkkEwmYTKZcPv2bUilUuTzedRqNQCPzzqhKt12jfdO7MyepcqpwG+1WqHRaGCxWDhlSkZbJpOx3BtFZK1WC5lMBrlcDvV6HaVSCeVyGcFgkA+U7ih8Lw8T8aB6DIlEArvdjtHRUXbIKOVHENboKMVXq9UQCASQz+fx8OFDLC4uolwuI5vNIplMcjpQxM5hNBo53Wo0GqHT6ToIf+12G9VqFZVKBel0GjMzM4jFYkgkEtyBQSl1ejztNTIS4l54OsjlciiVSmi1Wuj1euh0OrTbbS5fqFSqNWlYStFqtVp2wsR12BsQsVapVHJ2uFKpIJPJIJvNMtdA2HO9kaS2kBy9FSdLGPhsBXtiuOnD6HQ69PX1Qa/Xw+VyQa1Ww2g0Qq1WM8OVPpyQyVcsFlEul1EqlZDL5RCLxfD2228jHo+jUChwWnWv0+hiva8TEokEg4OD+PznPw+bzQatVtthuIV99LVajfvp8/k8Pv30UwQCAdy8eRMPHz7kaKJWqyGbzYqG+ykgkUjgcDgwODiIwcFBOBwO6HS6NWWeYrGIeDyOlZUVvPPOO0gkElhcXEQqlYLP54NGo2Hj0Gw2USwWOdo+zvug2zHd6fOVSiVMJhPMZjPsdjtsNhsajQYymQyXMsjZEv5NOjc1Gs2O34OIzSGRSLjGTXYpl8shGAwiGo0im82iWCyyIRbWv7u/6Dyr1WqbdgXspCS764Zb+AYp4qZIQK1Ww2AwsBiH0LsXGm6dTsfRAd2w4+PjcLlcKBQKzOyjtGs8HufU+m63T4ibpBO0hkRCEx4w1C5RKBSQy+VQrVaRy+WQy+UQCAQQDAaZyUyeKEXmInYOMtwnTpyAx+NhFjnQmcrLZDJYXl5GOBxGoVBAuVxmgpROp4PRaIRer4dKpWISznF2XolQKexy2U76kzgfFouFAxaTyQS73Q6j0QilUsnOERkDuVzeIVZEzHO1Wg2FQrFnn/U4Q6fTwWazwefz8bWn9aYsiVqthl6v5yxwu93uyB7Tvylap5+n02kkEokn6pF3C71sBXsScdPNbbfb8cwzz8BisXBqlaJtYRqPvlP0RilzElRpNBr41V/91Q4ltGw2i3Q6jdnZWfzwhz9EOp1GNptFrVZDtVpFtVp94nukOrzwPXcfUuIknU5IJBKYTCb4/f41aVUi05TLZSwsLGBqagr5fB6rq6vI5XK4desW4vE48vk8isXimhq4iJ1DJpPhV37lV/Dv//2/55Y84X1LrP1bt27htddeYwe32WyyIM6JEydw/vx5KBQKJuIIa3nHDTKZjI1rqVTaNnlSoVCgv78fFosFL730Eq5evQqVSsXpcQo+Hj58iEgkwixmo9GIvr4+aLVaeL1eaDQa6PV6OJ1OGI3GDvU7EU8HMpbj4+P47ne/C7/fz7wQsj82mw2Dg4OQSqWYmJhAMpnEzMwMMpkM9Ho9tFotNBoNB6SUWTaZTNBoNLh27Rref/99VCoV5HK5de8hcs62gz2rcRMBjUgXBoOBU3H0Jrs9+u76jtC422w2AOC6WyqVQjKZRKlUgk6n49YWStVuVHsgCD2cJ0nOiRvkMajeRl4p8FitrtlsolQqoVgsIp1OIxaLIZvNIhwOI5fLIR6PI5lMspCBiN2DRCKB1WrlA6Y7tUvZq2QyidXVVchkMlgsFm5/AQCDwQCTycSHUblcPraiOHQ2UDmPHPytXAsKCEgAx+l0YnBwEOPj4xy5lctlLC4uolarIZVKMSGwWq2iVCpBr9ej0WjA6XQCeOQEEFnqOK7HXoHS4i6XC8PDw3C73VCr1R1BHV17rVYLnU6HSqXCNozWU6PRQKfTMZdLo9HA4XCw0BRF45vhwCNu8lYikQg+/vhjuN1uThlRKo5SpMViEeFwGM1mc029lNKywrR6LpdDpVLhdGw6nWaDYjQa0Wg0+HUoWqdNKJFImKm+nm6zaLg3hjD9I+y3r1ariEQiKBaLePjwIcLhMMLhMAKBANe4qc6z3mse51TsboAOkO61AR7du7VaDbdu3cLi4iJu3LiBcDgMi8WC4eHhDsU7t9sNo9EIi8XC/cRqtZozXMclK0LXQyaTcW1/O/MOtFottxP9xm/8BkZGRjAwMAC9Xs+GOhgM4vvf/z4CgQAikQiy2Sw0Gg00Gg2cTicuXLgAl8sFl8sFi8UCi8UCiUQCm83GjsRxWY+9gkwmw3e+8x289NJL8Hg8GB8f5zVYT1tEmOVNp9PIZDKo1+soFotQqVS8hs1mEzqdDkqlEgqFApVKhZ2yje4fIvFuB3uWKm+32x1qM6dOnYJareYaAJFeqPgvlL6k51NNgQ4nANz3S+S1UqnEhpkuHKXK6bXIsJMXJSQXiIZja6DJa0KHh7IbdCPPzc1hcXERmUwGqVSK12W9Q289IoeI7UEYFXaz+wnNZhOrq6u4f/8+VlZWkM1modVqmdmsUqnY6VWr1ZwdK5VKvGeOYpS3XoZNKC5Ejj859lu9R5VKJRwOB3w+Hy5duoRz587xNazVaigWi4jFYvj000+xsLDAbZLkMHg8HhgMBs6SSKVSNibCTgExXf50kMlkmJiYwK//+q9DqVR2GOz1MrDNZpNtjjC7W6vVoFQqmW+l0Wj438S7EnZCrQdqudwO9lQ5jVocKLVAnmKj0cDq6ioWFxcRi8Vw+/ZtlMvlNVq9VBMSEjXoIggFC06cOIFWqwW73c6pKNoQ1WqVDXez2cTt27cRCARQLpc7aq0i1oIOMZlMBqvVCr1eD7VajWq1inw+z+nvjz76CMlkEsvLy0gmkx2HDun8kkwgZWMoHfWkMoWI9eHz+fDlL3+Z62pKpRLnz5/veEy9XkcqlWJiYCAQQKFQgFqths1mw+nTp2EymVjLnAyG0WiE2WxGqVQCgCceOIcZ65Xlup3SWq3GBnyrr+l2u/Gtb30LPp+PuSDxeBypVApLS0u4fv06wuEw4vF4B+NYWHIijo8wZU+ttCJ2BovFglOnTkGn08HpdEKv1+PChQtMiO4GrUmj0UClUkGxWOS2MNIboewulYXJAaC6N2W06LEbYSfB457eCcSGJEIa9W3XajUsLi7i3XffRSAQwAcffNAxrUj4IYQ1I9K/VqlUOHfuHC5fvgyVSoUzZ85Aq9Xi/PnzsNvt/FxK1dLNXy6X8Vd/9VdoNpvcWnYUD6XdgpDR6na7uSe/UqkgFovh7t27WF1dxWuvvYZoNMqHDhl7upmpV18YuQgNNzl04lpsDUNDQ/jDP/xDeL1eaLVazjYJUavVEA6HkUwmsbS0xL3zVH+7cOFCh6SjwWCATqeDyWSC1WpFoVAAcHQNdzfrXiaTQaFQ8GEt/L4V0HX0+/343ve+B5/Px/d3IpHA1NQUrl27hu9///usiCaM4unf3Z0WQuISfT+K67HXsNvtePHFF+F2u9lOUKfTRqCMYqlUQqFQ4DQ5BYVCjQMarETZLPqikstm+6in5nFXq1WkUinIZDLMzMzAaDTyh5icnMTKygp7nk/aJPSByCumHlMSjqA0B2n8Cuvn6XSanYVSqYRoNIp8Ps+N9OIm2BhELiRmq8FgQLvdRrFYZH4BMSUlEgkbEdIxJ9Tr9Q6Cj5CMSBCj7q1DSPqkiIGMBNXLKCVLrZLEK6nVaryGcrkc6XQatVqNyTULCwuYnZ1FNBplZ+sorku34e7mBmw7AvoXVTpaj3a7zYf8/Pw87t+/j+XlZRaR6n59SpWbTCacPHmS5Wrb7TaSySSSySSi0Sifk0dxTfYSarUaHo+HM0sUTAohzH6QHaFMYjgcZodLWEIhwy1sGaO2ShpYAmzN2drOmu6p4c5kMnjw4AE0Gg3m5uYgk8kQCASQTqeZgSzUKt8IwrQVpScSiQRCoRC3s9TrdRbyoDpENBrF3Nwc8vk8VlZWUCgUMDc3h1gsJsoGbgFKpZLHcXq9XthsNrRaLYRCIS51JJNJNtput5sn6sjlchZXKZfLSCaT7CwBj9PwwhqiaLw3B0Vger0eer2+43ckLZvL5RCNRnHr1i1Eo1FUq1XYbDb2/huNBgKBAEKhED766CNEIhHOjAWDQdy/fx/VapX351FcE4qu6bAWGvKdCDtptVpYrVaYTCYAQLlcxoMHDxCNRvH666/j7bff5mu63utSmnVkZAS/+Zu/ydOp2u027t27h08//RR37twRNf13CJPJhCtXrsDj8XDZVpjBoHuBImmanzA5OYm33noL8Xgc8XgcpVKJy35EfJZKpTAYDLBarfD7/bBarfB6vXA4HBzs7PYe2lPDTTrkFFEDQDgc5ih4uwV58oxJNIIOL51Ox9EekZ2oNkHyqbFYDIVCgd+PiM1BHAUSf6CDn8iBVOuhvkdKs1L0QA4UkW+AzqlwR5H0tJcQzgemUgQZGYrEiLtBvce1Wq2j1ETtYfF4HMCj/RiJRDhaJIWooz6tjSIhYsx3t49u5aCVSCTM+6DWLyrV1Wo1xGIxBAIBxGIxpNPpJx7gBoMBbrcbHo8HNpsNJpMJcrkcrVYL2WwWgUAAqVTqSK/JboLOF4VCAZVK1REF09lVr9eRz+c7yhPCbG21WkU0GkU8Hkc6nebzjtaQHk8EQp1Ox+ONqfV5r4ZU7anhLpfLiEQiHZJuG6WKtgISANHr9XjmmWfwm7/5m9BoNDAajXyQ0WLJ5XKWqkun0wiFQnygidgalEol7HY7dDodAHAWA3jE7m82m1Aqlejr6wMAnDt3Dl6vl8loqVSKsykbafEexWhuL0B1aKvVCofD0UHWbDQayOVyKBQKyGaziEajKBQKkMvlnAFRqVTIZDI86ej1119Hs9lEMBhEsVjkMhQdaEfdQLjdbnZ0SIVxuzOvVSoVvvGNb2BiYgIejwf9/f3Q6/WQSqWIRqN44403cPPmzY5paxvhhRdewO/93u+x8adosNFo4OHDh/jZz37Gw5hEbA4ibY6MjODUqVM4c+YMaxeQTr9QRTCVSgFAh045AAQCAe65LxQKHVLb9J0yJS6Xi/8OCSGpVKrDF3FvxqbbDija0Ov1MJlM8Hg8GB0dZdY6gI4IkLzVYrGIQqHARlu88bcO8iSJwEEtEdRLL+yfVygUcLlc8Hq9PAqv1Woxy3+jtiKxJW9zUPRAkQO1BQHg7BLp+mezWXaYyGATe5kMPYmxNBoN5PP5bfeQHgVoNBpOjwLoqB1v5V6kLMbg4CAuXLgAv9+PwcFBFiIql8tYWlrC9PT0E1Pb5DD19fXh+eef7zjPyClLJpNYWVkR98gWIYy0SfmMlDuBR0FHMBjE1NQUZmdneZQtlfzI1shkMmQyGaTT6Q41T2FWptlsQqFQwGw2w2KxwGq18kAtyjzuBQ5Ff4HD4cDXvvY1uFwu+Hw+nmNrMpn4UKP2l2KxiGAwiEgkgoWFBYRCIdY3P6r1ur2CsK+VxncKb9DBwcGOlrGBgQFYLBaOYKxWK2q1GuLxOLfg0SQwet522ZTHEXSI9PX14fLlyxgfH+f2RrqmpFZHJYtGo8E9pZVKBfl8nge+UJlqq5OLjiKIpEeaD0JS62bQarUYGhqC3W7HmTNnMD4+3iEs1Ww2oVKpmFlMAhxCULnv8uXLGBgYwMWLFztUJcvlMm7fvo1IJILl5WXx3NoGZDIZfD4fXC4XBgYGYLVaOeNULpfx8ccf48GDB4hEIkgkEqxYB6Cjp14ikfAseuAx87+7nGI0GnHixAkejavX6zta+fai7/5QGG6LxYJvfvObGBsbg9/vh8Vi4d8Ri5YEX9LpNAKBAFZXV7G6uop4PM61PtFw7wwkjUnMcqPRCIPBAJvNxp6tXC5nEQ/KtOj1epTLZej1epjNZiQSCU6jU6QBbE/q7ziCWpXcbjfPcaaMEmU3KNLWarUwm80AHhmYWq2GYDCIer2OarXK6b6jngrfDOS40GwD+v9WrotarcbIyAi8Xi9GR0fZgaXXVSqVHXKYpCchBEXsFy5cwLPPPsuSqPQ61WoV9+/fx8zMDILB4O5fgCMMmUwGl8uFkZEReDwemEwmqFQqtg+3b9/GZ599xg6bECSXTRlCcuieBJ1Oh4GBAeYmCNPje9V737OGm/SX+/r6MDIyArfbDYvFwlqyBGIAZrNZ7iuOxWJIJpOIRCLbkisU0QmdTofR0VFmSdIUHZPJxKMGSWSFjDsRMsiQe71eKJVKjI+PQ6VSYWFhAYFAgPsehZtCXKO1UCgUuHjxIvr7+zExMYETJ06wwySTybiMYbfb+f8GgwEAONqmcZHA7o2q3WwWQK+jmxwpbFHsjo4oEvZ6vVzDPHv2LGw2G/fCC1+XMlRXrlyBwWBgcpNOp2PtatL8f+aZZzAyMsKzGIDHUsJLS0t48OABksnkPlyRww0qJZF078TEBE6ePNnRxjo9PY1kMolsNsuOWrdmCH3fzjQ4uVzOoivdrZlCJ+BJr7Xd4KUnDTd90IGBAXzrW99Cf38/xsbG4HA4OjYc9dslk0mEw2H85Cc/wZ07d9hzJok6YX1CxNZhsVjw/PPPw+v1wufzcTpQOLqObkihhCkZB5qaQxPBTpw4wXPVVSoVNBoNe7ji2qwPlUqF73znO/j617/OE6TIMWq321zz1uv18Pv9bBBob5TLZUxOTnbUxJ/2WgvJpoc1i0UHKrD2cO42xDRg4vOf/zz+w3/4D6zaSHrUQpAja7Va8Ru/8RvI5/NYXl5GKBSC3+/HuXPnWBGyu0OADAaxna9fv473339f5OVsAlpLo9GIy5cvw+Px4Bvf+AbOnTvHvI/V1VW89957iMViCIfDTETsBtkeocrjZlAqlTCbzcz1ESpC0trutr58Txpuqg05nU74/X64XK4OaTpKi5ME3cLCAtP28/k8P4bYscc9LbhTELmJWsKE8rXCw7tbUEVYGydDQvVumq9OrUmH8dDfT0ilUuj1eq6dCdOpQGfbC/WmkjGhA8hgMPDUot0oSwjX/rA6xNTtQH27QuJR9+cR9vfSYxUKBTuwQggFXUiumeqnTqcTFosFSqWSSVD0HEKxWMTKygpWV1d5TLGIraE7eu4mcBL3RhhoUMcLfdH+2g7/g/5W9wCm7QSMhz7ilkgkGBkZwcmTJ3HlyhV85StfgcFgWCM2cefOHbz11lsIh8O4ceMGa2eXy2V+jGi0dw66GemAWi8F1H2zrWfASQbwxIkTcLvdmJmZwcLCAhOl1ktZiXgEoZqW0+nkNQAe39tkTEheVqhaR97+2NgY9Ho9YrEYPvnkEwB4KlIadXcAOLQzuyORCACwQRYyzIUglblKpYLl5WVcu3YNHo8HGo2G65lC5jDVzdvtNmtMEHlJpVJxu9h6Br/VamFmZgZ//Md/jEAggPn5+b29CEcI5ISlUinI5XIkEgkkk0mOuMl5Ep5pBBrdSYEKAB5BvBUIDTeBuDxUqn3SftuJM92Thluv18PhcMDhcMBut3dEaOTxplIpZo3Pzs6K/dm7CGHau3vwAhHPhMpn9EXpPqHxoP/TgWUymWA0GgE8GtEqGu1O0DWnerXRaIRWq+04aMg4kOpgq9XiKV9Ch4peh/q/qY2MZIOf5j0K1/cwgshiW7n/yEkqFAqIxWKQy+XIZDI8QIKiNFJ2pGie0uBCx5eyVUBnhEiDeeLxOGZnZxEKhcQzbYugM6Zb/Y7a6YjjRERakgumvUAdAMISVC6X21YJr7uES/wScuIOVR/3k0AXidIYwmjNZrNheHiYowy6KM1mEysrK0ilUrh58yauXbvGrV4idg/dG4FkZOv1OkKhEOLxOBsYasNrNpvM4PR4POjr6+tIH1F9fHx8HIVCgfWwD2uNdK9gNBrhdrvhcrnw8ssvw+v1rpn8lUqlcO/ePW5VabfbGB0dRV9fHxsLoeNlNpshlUo70uXbYZbTgUT3BP2Nw7xu2yEf0WOCwSB+9rOfwWw2Y2pqCkajEU6nkzstrFYrq0XK5XKMjIzAZDJBp9NBpVKtm6WijNMvf/lL/OxnP8PKygqWl5dRKBSOZX/9TqDRaJj/cfHiRbhcLjgcjg6lQbPZjDNnzqBcLsPtdqNYLMLj8cDhcLDhrtVqiEajyOVyePPNN7ccWHRH3PV6HTMzMwgEAlhaWtp0n1Hqfjs4MMNN3iel+4QXR6fTwW63w2AwrGF+plIpBAIBrKysYGlp6dj2oe4l1iOaUetEOBzGwsIC36yVSgXBYBCNRgMnT56E0+mEWq2G3+/n+pFEImHZVLfbjZGREWQymQ3Tk8cZarUaDocDQ0NDePnllzEwMMAsceBx6nZ+fp57siUSCSwWC9xud0eUQGtEZDWNRsNjVrd7UNDBJCRSHWbsxOlIp9N4+PAhNBoNUqkUdDod+vr6YLFYWGOiXq8jl8tBpVLxmGFi9a93zYiMNjc3h5/+9KfI5XJIpVJrjPZ6DHgRj0AiUDabDX6/H263u6OXmoSkSNWRhl2NjY1hcHCQDXexWMT09DTPSxcqqG0GYWay2WwiGo1ifn4eyWRyy87hdvbUgRluSmWs59Hk83lEIhFYrdaO39XrdUxOTuKzzz7D3NyceAPvEciYhkIhvP766zAYDJzii0ajPFiE+hyz2Sza7TbC4TAMBgNarRaLhNANTenGaDSKqakpFmQhVS8Rj+Dz+fC1r30NPp+Pxw5SdHvv3j1cv36dZ9jT0BaJRIKFhQUe8uJ2u6HT6dDf3w+FQoHp6WlEIhHcvXuXhyRs55p3k25Ir54OqeMCatNqtVoIh8NQKpXI5XLcPWE0Grm3Xi6XY3Z2FiaTCS+++CI+97nPdShp0Wu9//77mJmZwSeffNIxiKebJyLMTh5n4ZyNQPciDXJZWVlBJBJhfQMAHRExAC4xCYeNkCAPXXdgcz5Id4aSMsP37t1DJBLZEzt1YIab6nTdaLfbyGazCAaDrCdMaDQauHnzJt544w2eBCZi90GbYHl5GX/zN3/T0df4pBQrKXy53W5861vfWiP3R5PF7ty5w9rxO9WtP6oYHBzEq6++ypOm6FBptVq4du0a/vt//+88/UvYJkSRsMfjwdjYGFwuF1544QXodDq8/fbb7CzRKNztXPNuhi7NV6f/HxcQEbBSqfC8cqCTjAk8jp6USiUT0i5cuNBR3yb9iTfeeANvvPEGk6i6syWUMVGr1dzeJ7a3rg8q6VHgV61WkUwmEYvFoFQqYTAYuMtFpVKx4RZGy8Q1oPXbyv0tzEQRD2hxcRE3btxAIpE4Wob7SaDJXyS20t23TYPMRewt6HoLDfeTbmQhO5c2g/CgosMqnU6zARHxWDyCDheasw08ig7m5+cRj8cxPT3NDFmKvAjkbBGBqtFoYHJyEhqNBoFAAMlkEqVS6akOEWFp47gbDeHn3+ha0CjiTCaDaDTK4jjVahWhUIj1J4rFIpOYgMeGwGg0cuuYSqViPo+4bzqh1Wrh8/lgs9l4uEcikUA6nUYymWSmebVahUKhYElgksGm60nSwPl8HlKpFDqdDu12m53U7lS2XC6HXC5nciIZfprQt5eTKHvOcEskEpjNZvT19fEMYeEFq1QqfKOL2FtsNxUqjAIo+qYbmhwuqv3QXOHjbgAoqiIVLo/HA7PZDK1Wy0NA/uZv/gZvv/02YrEYT5rqPryJi5BKpZDP5yGXy3Hv3j1IpVLeL93GfqsQOm2i0dg6ms0marUalpeXcf36dZ7XHI/H8frrryMYDOL27dvM9wA6eQmjo6OsFqlUKhEMBpHNZsU0eRdcLhe++MUvctsklZVmZmaQSqUQi8W4S0OlUsHv98NkMiGbzbIjRK1kKysriMViUCgU8Hq9iEQiyOfzHdoFBBoVSjMzGo0GstksR/mRSGTPAsyeM9zAI5ag2Wzm9pXu9glRuKN3ISS2dWdKqH7UPdf2af/eYQZdJ9KCF8omAuB5zNFolPvenwSKIOr1OtfyKNvxNBD3285AEVs+n4dKpeKILJlMsu6E0Bki0i5lX8xmc4c4jJgiXwulUgmTyQSDwQC1Wt1R1qN+aiFxrFAo8OQvSmW3Wi1kMhmeJEl7ktosqW2Mer1J0pnWiDo1CoUC8vn8tsdXHxpW+UaQSqUYGBjA5z73Oej1+g4vh+oOWq0WAMSou8dAqSMhKY2MdjQaRSqVQiaT2VSQ4DiBDmq73c4tkMIyA6k5aTQaTtltBHq8cCIR8HRiK8DaaUgitodyuYxMJgOlUolisdjxRf3FZDxUKhXMZjNMJhPPaLhz5w6mpqZ4wptovDtB4ztNJhPMZjOazSYsFgvMZjMb4Xb70ex1mtRGcxJmZmZ4f5XLZczNzaFcLkOj0cBms6HRaKBer0Oj0cDj8cBgMODSpUvcMaBSqTAwMAC5XI5cLofbt28jGAwiHo9vOcDsDnS2gp4z3ABgMBjgcrkgl8vXKAxRb173z0UcLIiFKZREBR7XRYvFInK5HKemxIMHHcaZlLi0Wm0H2YnETui6UotK9/UjY08kGXp+t7zjeu9hvfcEYE0NXcTO0Gg02GBQJoScV1pfWlOlUsna8zQ+t9lsMuNcLC+tBaXByZDSWFWKjImjQ1k+Yo2vrKygVqtBo9HAaDSiVqshnU6j0Wiw7LZOp4PBYGCbZLVacfbsWfh8Pmb7k6BUtVplLfTt8kmOhOEWTpwSQiKR8EVuNBrI5XIH9A5FEGQyGU/GodnC58+fZwPTaDRQKBRw//59LC4uIhKJdPAWhDf3cSQ+CYlI1M4l3MByuRxjY2MoFApYWlrC3NwcSqUS0ul0RzsLDRsRKkYVCoUOSU+hXC05wGazmbXoaWiGWq1GuVzG4uIiE+HEDMnO0G63kUwmsbCwgGq1Cr1ej2KxCIfDAYVCAY/Hg1qtxtkqvV7Pk/gGBweh1WqhUCg6xHZEdIJS4LVajSV4M5kM0uk0E8SETHxyZkulEmcAlUolp9WbzSbMZjO8Xi8LSRmNRgwODkKv12N4eBhGo7FDuz4UCjFnYWVlZVsT3dY7CzdDzxpuYdQmBNUCC4XCtiTpROwNiH1pMplw5coVXL58GSMjI7w2jUYDpVIJc3NzmJycRDKZ5IhQqL5F34U9rMdhbSni1uv1sNlsLBxBn10mk2FwcJCNNB02NFdbp9NBqVTC5XLBbrdzPZUivFartWagi1CvmYSOyPCTY5zJZBCPx7c0j1jExmi328hkMlhdXYVEIoHT6USz2eShMZRFIaEWg8GAgYEBzrCQDj31d4tYi26J02q1ilwuh1wu1+HwdGeqaK9IJBIYDAYeRAI8VjC02+1wuVwwmUwYGhpiJ1cmk6FYLPLMhXg8jkAggKmpKSwvLyObze7pZ+5Jw12v11EqlTgqqFarCIfDSKVSCAaDSKfTKJfL+3KwH3by006wUfpUmM4hYX6LxYLPfe5zcDqdOHfuHHw+H6eOyAsmcghJD5LwDnms5XKZv5N3fByMtjBSWF1dxe3btyGXy3H58uWOCIDmmpPWe6FQQDgcRqvV4vYXGitYrVZRKBRQKpWwurqKUqnU0W7UarWg1Wrhcrmg0Wh4XCulGmnPhcNhXL9+/Visw16D1oRajYirQ9PzhGMfi8UiFhcXATyqjVPr2HHZEzsB7aN2u80EsuHhYSgUCoTDYY6OhcROiUTCWgk2mw0DAwMs6dxsNtHf38+zMux2O3Q6HafG6Qys1WooFApYXl7GZ599hlAohEQiwVmq7bz/7a5tTxpuSgXS3Np0Oo2PP/4YoVAIDx48wOrq6r5EAULhieOA7tpqt3oT1VGlUikMBgOcTidGR0fxR3/0RxgcHGRJTbpmFG2Xy2WOKrxeL+x2OxuRWq2GWCzGAxbIoB+XPv1arYZ6vY47d+5gbm4OrVYLL7/8MjQaDfeZOp1O2O12TExMQC6X87xmANDr9XygyOVy1Go1jgKmpqaQy+WQSCQ6BEOcTieeeeYZXkMie0okEtRqNZRKJTx8+BA//vGPD+SaHCWQRG08HodGo0E8Hud+biJyUnBSLpeRy+V4wMjy8jLy+TwSiYQYbT8B1EVBTqlcLsezzz6L8+fPY3FxEbOzs9zVIuR8uN1u2Gw2eL1enDp1CvV6HUtLS6jVanA4HDycx263Qy6Xs64IZbAKhQISiQRu3LiBP//zP+dR09ttu9yJAuGBGe71CDPkecRiMTx8+JAZ5JlMBouLi4jFYqzPvF838nGIuIUtSXK5nAkZwoESNHuYvii129/fD6vVCqPR2BE50FQeMsBms5l7LIVp8Wq1yjrBlUplTXvMcUC73eYUXSaTQSgU4qlgFAFTlEZsWJJjpIOKauX1ep3TrC6XiwdcFItFAI+H+FBa3mg0stgLANbaFkeu7h5oP1AGRSaT8b6gNG6pVEKhUEChUOA2sUwmI2pWbAFUkmu1WpDL5cz7IPlZ0jAgww08jriNRiMsFgsMBgNqtRp0Ol3Ha5BzRbwcYSBHCm2JRAL5fB7FYnHfbNO+G25h1CbU7aWL32w28dOf/hQ3b97sOIxSqRSz/rbL1gN2Vi/dLtPvMIKiaYVCgb6+PmZNXrlyBVqtFna7nR0ouoHpi+qkTqcTSqWSrzGVOih6A4BnnnkGFy5cgMFggE6n479fqVQQCASQTqfx/e9/H8VikZ97nECM4+npafzDP/wD/H4/XnrpJTgcDh7rKbwf6RoKGeRk3IXa2cRortfrvPeUSiU7WuSQ0R4MBoN45513sLy8jGQyKSp17QLIaJRKJeRyOVYjlEgkCIVCTKSKx+Oo1WooFotcb93PIOWwotFooFwuM/tbOAp3eHiY+QF0j9N3qonrdDpYLBZ+DToPifFPsqhCTZFms4mHDx/inXfewdzcHHK5HK/XfmDfDDd5LOTJkFEWCvfTTRqLxZDNZjuMLtU+d9oOIRLZNobw0Fer1axAZDQa4fP5oFKpYDKZOOIj/exu0OYg0ocwPWUwGCCTyWCxWLgGTsxOas+gVNR23vdRAaXL8vk8AoEAJBIJ8vk8i7J0kzW7VZwI5BRLpVJotVqOQmiGunDoi5BlTodYMplEMBhENBoVjfYugfYFGXDaaySHSrKc8XicHyNe962DhovQeGeyM9TtIgwMhbPshV0Xwh5v0iqnLEm30aZ9k8vlEA6HuYVsP0mc+2K4VSoVj1qjliHqZ4zFYrh16xby+TxisRizANeTdBR+3yqexlgfh81Dnmez2UQgEEAikUA2m8Xc3BycTicuX77Ms2ytVivX5rpfgyZ/5XI5zMzM4N69e9BoNEyCcrvd0Gq1/LfoOclkEh988AGCwSAWFhaQy+WOTX17PSQSCVy/fh1zc3NIp9NwOBz49re/jXPnznVEAt1Oi3B/0CCMSCTCtVKamU7OMd3b5AAsLy8zuWZ5eZm1lkU8PSgiTCQS3DFDvIJIJML6BsLIUMTWkUwm8dlnn/FZY7fbMTo6ygRPmmZHg40WFhaQzWaxurqKcDjMnUrEt6nX69Dr9VCpVPjqV78Kj8fTMYOejHwoFMLs7OyByNDui+GWy+WwWCyw2Wy4dOkSJiYmUC6XUSqVsLi4yK0SNH6tW6JRWFsgcsF+Rc/HYRPRYZFOpyGVSpHP5xEMBuH3+5nA5Pf72YPd6DWICDU3N4fr16/DbDbj7NmzMBqN3C8szJqQ1zs3N4elpSXE4/FN1cG6cZSibgDMCI/FYigWi7DZbLh48SJOnjwJAOvW2oDHhpuIfTQZiZywUCiEWq3G0RyVIugwunv3LqanpztaYkTsDuh+LxaLiEajLJtJ2vKkoCZmBHeGQqGAlZUV7j5qtVrwer0deyGfz3NZ4s6dO4jFYpiensbS0hKL3jSbTTbC1Glx4sQJbsmjklKtVkOlUkEmk0EsFuuone8Xtmy4d1IrJnKT0+nE1772NfT19eHs2bPwer18iFBPY71e3zAFS39fmOLbLoQHvLhBNobwUI9Go7hx4wZsNhvUajX8fj8bYgDsfQYCAeTzeXz88cdYWFjA8vIyFhYWWExEODSDUk60mVZWVrCyssIjJ+l1t4KjZrSBxwTNWq3Galk/+clPMD09zT2kwOP9QIacvuigooEupVKJ5xLTQSZsnyEHIBqNrpvpEvH0oDUlvoFUKuX2PPounkk7R7lcRjgcRqFQ4JbJYDAIr9eLTCbDzhEpmgWDQe69prkJQlU1crJIyCWVSnGffaPRwPLyMtLpNFKp1IGRN7dtuIGtH6xyuRwajQZerxevvvoqxsfHuc+OoupmswmHw4FarcZM2fUgrDE8rcLWcRL42A7oelC9qFgsIhaLcX16YGAAVqsVIyMjfNgUi0U8fPgQ4XAY//iP/4hbt25xbVuv1yOfz8NqtcLhcLChkEqlyOVyiEQibORXV1e35bkeRaNNIOcpHo8jkUjgBz/4ARPJiAEu5CUI5wETCYqMBO2x9bo3hBD3wt6BykJCMRvhxDXx2j8diNAqlUoxPz8PpVKJyclJuFwuhEIhrKysMGFWSE4TXncKGgikPZFKpZBIJKDValknYW5uDpFIZFt65LuNbafKt/Mmu6XocrkcT3Ch9odEIoFEIoFUKsXTjJ70d3da636az3FcQVECGRGFQoFMJsPGgdS1Hjx4gHA4jEQi0WEsaN0B4P9v77ue486y877OOQc0cmIC4ww5YTlJmp1Ns16ppJW3ZKtWllUuu2yX/wK/21V+04tfXOUqy1bZWq2tLa2tmt2d0Xp3NGE5JGcYQBI5NDrnnIMf6HN4uwmADZAAGuj7VaFAAo0Ov9+959xzzne+s7a2xq0udrsdhUIByWQSkUiESSJ7XVsn2XkTRA4ClRnE/vpardbRpkeHJrr+2xkpiaOHJMu+OIjtpWRH0uk0ALBYl5ht2svzZjIZrK2tQafTsbbC0tISYrEY80bEFrPu93RQ2JPj3uubIVJGNpvF8vIyWq0Wpqen4XK5EAwGsbGxgfn5edy9e/cpkYju16WT6lGQ1AYVdN1LpRIePHgAv9+Pq1evIpvNYnNzE7dv38bW1hZ++tOfMhGKmJ3UmxoMBqFSqRCJRKDRaHhMHs3nrtVqyGaz+xrzOSjOmzgI5Iy70X0NBlHzvZ+xnfKgmPWT9+n5QdeRnPfm5ia2trb4//SYvWJ5eRk//elPATxhry8vLyOTySCfzx9ZB8CBktNEdaxEIgGTyQSTyYRWq4VIJIJQKIRYLIZCofBM4Y3uVJ/E4aHVaqFcLkOhUCCZTCIcDiMUCmFra4uZyJlM5qn7R+lBasMgRi2VSigifJ7Z3IO0FqSRPznYS8S9GxmR/i3XxRNQlupFgIii9Jy1Wg2pVIr78Y+q1KFo9/iq3YMKen6B/y/gfvHiRdhsNoyMjMBmsyESibDwxsrKSt/3LvbzxjjoqJNEWtRqNS5evIhTp04hkUhgY2ODF/azmMhkeETFPPFrv+8L6F/m/yBkA3bDIO+Z7tfq/qI2vO3U6cT3JirmiXKb9Hf0nTIyzwLtw34dHNNve8ZkMsFqtXL2kXq+xUltog17XpvUM39sX8++B7TbbVQqFWxsbECv1yOTycBisfDc0mq1ypGXRH+CFm2r1YLf72e+QjQa7VkQ5yDu76CkyiWOP7ZzzN3pc/H33WI7JFpFUp7AkxIK7YNnRfHdaXqJZ4NUB7cjtW1X+iAcNIfhUPq4SRGKaqBarRbFYpGl/aTT7l90RwrVahXZbPbQprNJHD9Ix9CJ7gOm6GhFfYrtSE4AeGQltfuJEbcoqPOs/ShG+hK9YbfMoOi4D7t0cWiOm+Zn53I5AC+OHS5xsOh23JQdEVNFEhISz8Z2jvlZ8xBIu0JMbZPj3mu5abtaucTuoEi7G9tlS5639LcX7KmP+3kEUID+IZjtlRgyqKDUnHi9xLradqfNw2pzeZbBkzgaUFuaxBN0H36p714c7rKdcxYhOo9uh/2s/UYaGDQYSO6bvWM3DgJw+Dybnh23uBn3027SD9HZdiekZz1+EI0QXSOSZhQjbVHQo7u+cxh9jPQax8FBDJLQj3hfdlNAHESQHaHvpCgprl8aaLGdU+520DtFgd2vSaDXpMlx0nH3jr1E0Ie5z/cUcZ8kA7QXozpIC307ksXzPsdBrpt+vjcnbc/sBf18X44KOx10u1PoO0V3vT7/bj+Tmaq9ox9JsD23g0lISEhISEgcPfo71yghISEhISHRAem4JSQkJCQkjhGk45aQkJCQkDhGkI5bQkJCQkLiGEE6bgkJCQkJiWME6bglJCQkJCSOEaTjlpCQkJCQOEaQjltCQkJCQuIYQTpuCQkJCQmJYwTpuCUkJCQkJI4RpOOWkJCQkJA4RpCOW0JCQkJC4hih5+lger0e7XYbzWZzX2M9XyRotqxareb3RKPudntP242fBJ7MqxUfJ87NVSgUyOVyB/NhXgD6bXLNYaNf5+RoNJqe1uVJRT9/5kHeMwqF4tDnR/eK43Bfuiesif8WZ6rv9fkUCgUajUZPf9Oz4+6nTbjf90Lj2bYbm7fbKL1++uwSxwdy3Uj0I+S67E/s5b707LjpJLCXweIHCYqyuwfMPwvbPab79Ck6+H6cxSpxPHDUmSkJCYmDgbinn3d/78fP9Oy4+y21QinyF/E8O100+szScUvsB9JhS0icTBxEueFAIu6TDKXyMUePHDTVvFUqFTQazVG+NQkJCQmJPoBSqYRSqYRarYZSqUS9Xkej0TiSA/qROu7t6stH8R5EMhrwxHFrNBro9XoZcUtISEgMMBQKBTtsvV4PlUoF4AkZ7bB92JE47sN0hKJTpiia0hzNZrODISj+u7t+LiEhISExWCDfoVarYTQauZtJoVCgXq9DpVKh1WodeufIoTtuSjfQB93vhyUnu9tzUDuXSqWCTqeDSqWCwWCAWq1GpVJBqVTaltxGLW9KpZKdu4SEhITEYEGlUkGr1cJoNMLn80GlUqHRaDA5mv5NKfPD4oIdaap8P06bHDY5ZLGPm36n1Wr5i05Jer2eo26FQoFMJoNKpdJxgBAdON2EVqslHbcAtVrNWQsqLdA13K21TlzYMotx+BDXsLz+EhK7g3yF0WiEyWSCwWCAwWDgbC35BbKDSqXyqW4k4OD22qE77ucx3lR3VqlUMJvNsFqtaDabqFQqaLfb0Gq1UKlUuHDhAk6dOoXh4WHMzc1Bo9FAqVSi0Wjg4cOHCIfDuHv3Lm7evIlGo4F6vf6U0xbfq3Tcj6FQKOD1euHxeKDX6/n65/N5rvUoFIqOjIVGo0Gr1UIikUC5XEaxWORMh8TBgoxPt8BQq9XqWehB4mggcm8OM5IbdFAd22g0QqfT4dSpU5ibm0O1WkUikUClUkEul0OxWESz2YRGo+kosZJvo0iconFgdydOQVDP73P/H3F/2G96nIwPRdJmsxl2ux3NZhPFYhEAoNPpoNFoMDExgbm5OUxPT+PVV19lBatarYZGowGVSoWNjQ3eEBSxd0NGh09ADsBiscDj8cBkMsHpdKLRaCCTyaBer/PipcVKJQr6v1qtZqchtvO9iLY+iU7QoYmiASpPiS2Ocm0fDUSujfiz7seQzRNrqPQl98zzg/aF2E1EGUWKsr1eL6anp5HL5VAoFNghU7BHmV/qPqL7U6/X2e7VarWOgLXbr3QrsfWCA3XctEAB7Ogce4FWq4XP54PZbMb169cxOzsLk8kEs9nMzw08SeMODw/D6/XCZrPBYDB0tHs5HA54PB4YDAY0Go1d6fzSsD2GVqvFzMwMHA4H3n77bVy7dg1arRZ6vR6tVotLDt2nTrr/7XYbhUIB9XodlUoFtVoNyWQSfr8fiUQCn3/+ObLZ7BF/yv6HaMzp38TdaDQafA+USiXcbje++c1vwuVyoVKpoNFo4MGDB/jyyy9Rq9VQr9eP+uMMHKheOjw8jD/4gz+Az+fb8bHdRFkAyGQyCIVCiMfj+Pjjj5FOpw/lfZ80qNVqqNVqvPXWW7h69Sr0ej1MJlNHq5fowM1mMzY3N3Hv3j3kcjmUSiWUy2WOysfGxnD58mUYjUa43W5otVq+f+S88/k8gsEg8vk85ufnkUwmUS6XUa1WoVar+W96/gwHeH34AjxvbVOr1WJoaAherxfvv/8+3njjDeh0Oq45qNVqfr3dPrxCoYDFYoHT6YRer+fT026Qzvvx9Z+ensb4+Djee+89fPOb33yu52u321hfX8eNGzewurqK+fl56bh7gFhPo5O+yWSCRqNhZ0w/Hx0dxe/93u9henoamUwG5XIZKpUKDx48YAcv1/bhgjJQY2Nj+Cf/5J/g/PnzezLWgUAA9+/fx9LSEu7evSsd9z5AwYRWq8Xrr7+OP/qjP+IsIu0d0gxvtVpIpVJc5qtUKigUCuxwzWYzTCYTpqam8PWvfx1OpxNnzpyB2WyGVquFWq3mdHk8HsedO3cQiURQKBR4D7ZaLeZi7QWHEnFT6mC/MJlMeOmllzA+Po7h4WFotVoAQKVS4RQgpQa3Sz+RgWo0Gnj06BG++uorrK6uyrpRD6CD0cjICGZnZ2G32/nne4XoKCqVChKJBFKplKy37gKxf9RoNPIGp24HnU7HGSUiYZrNZs44WSwWKJVK1Go12O12GI1GtFotFAqFo/xYAwm1Ws0pWLGmudteEkuLqVQK8/Pz2NzcRLlcPvD3e9JAHKnR0VHY7Xb4fD7OyqpUqm0Dv0KhgFAohFgshnK5jFqtxhweSoNns1n4/X6USiU4nU7U63XYbDbeazt1UIn+aa9cqgOPuLVa7XO3VDmdTvzu7/4u5ubm+EKXy2UUCoWOVi+KRnZCtVrFRx99hP/5P/8narWadNw9Qq/X48KFC7h69SqGh4ef67lo8ebzeaytrSEYDKJWq72It3niQOk2vV4PrVYLj8eDoaEhNBoNPrVTCUqr1aLdbsPhcGB0dBQzMzMYGhqCx+OB0+lEq9XCyMgIHA4HACCdTss66SFDp9PB4XDAarVyCbEXkGHf2trCz3/+c8Risb6eVtiPoGyVwWDApUuXMD4+jnPnzsHn8+1YY26320gkEnj48CE2NjaYlEb160qlApVKhVAohK+++gperxcWiwVut7uDmCvuU7J/3a+3Vx95oI5bbKnaS1rObrfDYrFAq9XCZDLh1KlTcLvdsFgsHGHQSYiiep1Oh8nJSW6O7wbVGqh/WzrtZ4NEB6xWK+x2O+x2O3Q63XM9Jy3earWKbDbbwUiXeALSHNBoNPB4PFzi8Xq9qFarSKVSqNfrzB0AwO0rTqcTNpuNOzAoJbdX5qrEiwE5Bo1GwxH3TqWK7ixhu91GOp1GNptFJBJBOp1GPp/ft/0a1A4ZtVoNi8UCm82G4eFhjI2NcTZqu2mQ5LtqtRqKxSIqlQoAPMUxoTp2sVhEoVBANpuFVqtFpVJBvV5n31er1VAulzlqp1S86CP39Hle2JXZBs1m8ymRk2dBqVTitddew/Xr1zE+Po7Lly/DYrFgdHS0Q350aWkJf/u3f4tqtYpSqQSHw4F/9s/+Gebm5p66GfQ+CoUCpzokng2LxYKzZ89ibGwMZ8+exalTp7hMsV/QASqZTGJxcRGJRALVavUFvePjDzIIJpMJMzMzsNvteP311zE9PQ2DwQCTyYRsNovV1VXkcjksLS0hk8lw3Xt0dBRXrlyBz+eD0Wh8qh2M0nyyvn14IDKU3W7HxMQEhoeHoVKp0Gw2OxzBdg6k2Wzixo0b+Oyzz7CwsID19XUmeEr0DpvNxvviW9/6Fk6dOrUrObBer3MaPBqNIpfLQafTwWg0olgsotVq8f9brRZisRiq1SoWFxcRj8dhMpk4C9Zut5FKpbC1tYVoNIpUKoVcLodKpcKReF+lysW2hV4MBdHqPR4PpqenMTMzg0uXLnFbCwBmgmcyGWxtbaFcLiOfz8PtdnNvXfcmoF7jbDYrF/weQOlZSgGJBAq6n61Wa9sMBjkM4h1Q5Fer1VCpVFAsFpHP5/meSTwBXTu9Xs8RtNfrhU6ng16vB/CY90FkNPobus56vb6j9t3dwy2d9uGD7imV9Ggf0P/JuYvRHpGgwuEw1tfXEQ6HUSqVOnQn9vM+BhEqlYrFVKxWK2w2G2cPu0d0UoRcqVRQLpdRKpVQrVY77JjoYxqNBkqlElQqFVKpFNrtNpLJJCwWCz9nOp1GJpNhh03p9v1OoDxwx93rAtNqtZiamoLD4cBrr72GN998ExaL5SmnvbKygng8jlu3buHLL79EvV5HvV5HNptFIBDAyMgIp9oJ8Xgcf/7nf4719XUsLCwcyGc9iaC2lbGxsadq22RcAoEA/vzP/xzBYJCdAjkcr9eLl156CTabDVNTUzCZTLh79y4WFhZw+/ZtxONx6bi7QNe1UqkgEAggnU7DarUikUiw487lclhfX0ehUIDf70ehUOgQ69BoNJiamsJLL70Eu93e0f/7vGIeko2+d9D6jsVi+OqrrxCLxTA1NYXh4WEuh4yOjmJiYoLvfTqdxk9+8hOsrq5ypE19xDtd/+2UC7t/P6iOu1gsYmVlBalUCp9//jkikQhefvllzM3NdQQh1WoVtVoNDx8+RCgUwp07d7CyssI6FXS4ajabKBQKnC2k34XDYWi1Wty4cQNms5mfu1QqIRaLoVKpIB6Po1wus+OmGvhe0DdjPdVqNTweD3w+HyYnJzE7O9uxEOlixeNxbGxsYHNzE1tbW/yBlUoln2gMBkOH487n8/j888/x6NEjxGKxI/l8xxE2mw0vv/wyxsbGuGeeQA4gnU7jww8/xKNHjzjtQ7Wk6elpmEwmeL1euN1uaDQaBAIB3L17F2tra8jn85IkuA1arRbq9TrS6TRKpRL8fj9qtRr0ej30ej0KhQICgQBKpRI/hiDWxkn4gbBf8SPah1I2dX8gJa1cLodyuYx6vY7l5WXk83mYzWa+r2NjY2g0GiiXy0in0/jkk09w69YtZDIZ5PP5p553O9GW7tfd7m8G0XlXq1VOZ6+vr6PRaGBqaqrDaTebTa5Fh0IhrK6uIhAIIB6PcwZMlHmuVquoVqsdSoTRaHTP720/e+lQHDelKbRaLc6cOYOhoSFYrVY4HA5OH9Gp02Kx4NSpUx1/XywWsbi4iFQqhY8//hjLy8tYWFh4yuCLqlwi6HSUy+Wk8MQeQAIf3WPsWq0WHj16hF/+8pfw+/0IBoMduu/AE23y//t//y9cLhdqtRq8Xi/u37+PhYUFRCKRjlSRRCfI2CsUCiZU0vWintJarcZEF/Fkn0wmmTUuGumxsTG8+eab8Pv9SCaTPbXhabVaXL9+HTMzM8xPiEQi+M1vftNxYJDYGaKGNXUErKysIJlMwmq1MndhfHwciUQCt27dQjgcxubmJnK53FPlPUrZkpKhXq+H0+mE2+1GvV5HPp/nFDuVsdrtNqfkB9Fxk6PN5/NYXFxEMpnE7OwsTp06hVKphEwmw6TPcrmMpaUlRCIRZDKZjoEiRCoT7dZRHGIPzXHbbDZYrVZ8/etfx0svvYSpqSmcOnUKarWa0+Gi9JwIipg3Nzfx85//HA8fPnyqVkcR+XbOoNFoIJvNIp1OS0exB1D0JpICSe7v9u3b+Hf/7t8hm80+pYpXrVaRy+WQSCSwsbHB0rTj4+O4desW7t27x2peMnLbHhR1t9tt5gMQS5VYruS86XHtdhv5fJ415UXHrFAoMDU1hW984xu4c+cObty40ZPj1Wq1+M53voP3338f1WoV5XIZt27dwvz8PMrlsrx/ewAZ/Hw+jwcPHsBoNMLhcPD3M2fOYHFxET/+8Y8RjUaZgNgNSstqNBp4vV44HA6cPn0a58+fR6lUQjAYRC6XQ7VaZWfTbDb5bwYRVIKo1WqYn5+HXq/HpUuXcPnyZSQSCaytraFYLCIYDKJUKiGVSvEhuNFocIBJ1/KouSKHlioX659WqxVGoxEajWZXuTdKXxSLRWxtbWF9fR25XG7begAJVFDLGCDTeS8C3ak1YvGLbQ07gfr4tVotdDodE6b6YeEfJ9AMYJJmbLVa0Gg0XHfrrmHTAbb7+haLRW4p6rWmJqq1NZtNvu/y3u0fer0es7OzcDgc7LhHR0dhMplYxavRaMDv92/79+K1F3Xo6/U6Z2l2+tpL//hJgihkREFipVJBNptlGVOya90SzmJAKI70PEociuOmfrh6vQ6r1QqfzweLxfLMlE29Xke5XEY0GsXHH3+MR48e7agYpFar4fP5MDU1te3iJAMkI+79o91uI5fLIRqNIp1OP5MEo9Pp4HK5mBVNU8XErMhRb4B+Bjli0jOg65hOp5FMJrftzaY6XTfzuN1uIxgM4tNPP0UoFOq5u4IOAlRzDwaDiEajz8VsHjSIHAGFQgGPx4Pvf//7mJ2dhdPpZIdts9nQaDTw2muvYWtrC2tra0gmk9s+J60NSn+T/v92jkV02nvVxD4poBo1lWU1Gg2y2SwLq5B2eDabZQa5TqeDQqFgAjS1b/VDZ9KhOG6Khs1mM4xGI5NnuoX06YtGP9IItVAohEwmg0Kh0FEvoufWaDTcAiP2GYtkHNKh3Q+DT+IJqtUqCoUCCxJ03wsyJBqNBmazGQ6HA3a7HXq9nu+5eK8ldgcpp9GwA7PZjHK5vKNoxG6iR1TCoD7UXkHSjsViEclk8rkEQAYRZLMIarUaLpeL09ykN092zGq1wmq19pzWpucWh/uII13F4TPdU8kGBeLgEPqq1+vc6tVdYhX9EkXcVKrqh7V/KI7barXia1/7GkZHR3H27Fn4fD5Ok4sXiKj4P//5z/HJJ5/wCT+XyyEQCHT0vFGkYbVaMTk5ifHxcZhMpo7XFfvIzWYzbDYb12QlekO3Q4hGo1hcXEQ0GuXNQNeTiDYejwfDw8NwOByYnZ2F2WzG8PAw18q7CVUS24PSezMzM7hy5QqvYbVajVu3bnX0g4ppckqZdl/fUqmEeDyObDbbs/GhzoFQKIS7d+/is88+QzKZ5IObRG8QpS41Gg2GhoYwOjoKnU7XkcKltHmr1eKe/e0gqndRFGkwGJiQSGVJrVYLpVKJRqPBgiGD6LhJAEetVnM5oVgsIhwOQ6FQcCaCSq0if6RUKqHRaHQooR01Dtxx00Xx+XwYGxvjE2Y3iPVXLpextraGmzdvIpFIYHNzs8MIiSdJYqt7PB4epyZeVEpr0CxosSdconeI8ouUBalWq9BoNLwJAHBWxe12Y3R0FE6nE1NTU9Dr9TAYDB0HgH5Y/McBSqUSVqsVXq+X2cdkoHdiuO4UFTSbTT4c7+X6k2BOIpGA3++XvffPCdLMNplMzA4nkICO2Hr0LIiHAlHkRcwy0u8GlVVO15XKCnTILZVK0Gq1MBgMAMDXnfgjYl27n9b8gTpuOglSL6/P52MDTqjX6ygWi8hkMvjggw+wsbGBr776iifgdNdrKB0+MzODc+fOwev14vLly3A6nRgaGup4/YcPH+KDDz7gelE2m5XtYHsEOQHa7MPDw7h06RJPniKD3mq1cPbsWQwNDcFms8HhcECn08Fms6HZbMLv9yOTySCTybDDkdgZoqEl0iUxkkkFkNobu8lKlHYVDbRCoYDVasXExAR0Oh1isVjPU9mIa0JazNS7KrE3iIcq+lIqlR0H40gkgp/97GfY2tpCPB7f8Xko+guHw8jlcojH4/D7/XzPa7UaEokEt4MRz6hcLg9k8GKxWHD+/HkYDAYmn42OjsLlcnGw0W63ObqOx+PcQry+vt6hL94POPDpYDQ32+Vywe12dwypoAWYzWYRCoXwv//3/8atW7e4vt0NIgwYDAacPn0a3/jGN+Dz+fDyyy93jDwkrK6u4i/+4i+QSqWQTCb7glRwnNAdHSsUCr6HlA7P5/MsaPD6669jamqK5RuJ6VooFDA/P49QKMRdATLifjYofUo17kKhwJr7+XyelbREUHqd0q8iqGQhSqX2gkajwdmwfD4vyxzPge4OgO6fJ5NJfPLJJwgEAkilUjs+D0WANBqXunPI5tLoVlofRLKqVqsD6biNRiNmZmZgtVpZE4EUNp1OJ8bHx/kaNRoNmEwmZDIZ+P1+aLXajkNWP6z9A3PcCoUCw8PDuHLlCkZHRzE+Pg632811G6rFRSIRfPLJJwiFQohGo0wU6H4uYkReunQJk5OTuHz5MmZmZlhzluZ+NxoNLC4uYn19Hbdu3UI2m0W5XO6bk9JxQfcEHPrS6/XMZqWWCpPJhGazieHhYVitVk7TUamiWq1y60W1Wu2Lhd/vELWVqcSTyWSwtrbGrPDtUncmkwljY2MYGhrqiLrb7TbsdjtmZmag0WiYO5JMJlGtVjmtajQaeeZ6o9GAVquF1WrlPfYsDHLLUa/YjkBYKpWQz+eRSCR4al4vGRF6LrKn5JTF16CaNz1uEG2hyWTC6dOn4XQ6Wa3RYDBAp9PBbDbD6XQCADvuZrMJo9GI8fFxTExMoFAoIBKJsIb5UafND8Rxk1E/d+4c/vk//+dwuVyYnJyEwWDgqJiK/ktLS/hP/+k/IRQKIR6Po1KpPGXY6RRptVrx/vvv49133+XUuyjc0m4/Fof/xS9+gR//+MdIJBKs0CWdxd6xHRPVZDLBZDKh3W5jdHQUwBM2azfZkCI1GuEZjUZRLBaP7PMcF1DUbLPZmJGvVCoRDofxm9/8BslkkqOGbjgcDly6dAmzs7NPkZtGRkbw+uuvY2RkBOVyGYlEAnfv3kUymWShneHhYczNzQEACoUClEolTxojlvNue2mQ66h7gehEFQoFUqkUNjc3eZgIlZ+ehe7+fSJ/0mvQ7xQKBXMcBvHeOJ1OvPnmmxgZGXmq+4J0EsQShMPhYM2KTCaDeDzO4keJROL4OO5nCdiLEGtzTqeT5zh3k8PENgZawOLr0PPodDpmKXs8HthsNhgMBqb0U60vm82iVCphc3MTiUQCuVxOEqH2AUrRdqfUusVYtousxHqd2B5GvarPO8/7pEOsbRsMBhgMBpaxpK+dprEpFAqYTCaMjIxwxC2ufeKb2O12jI6OwmAwoFAocC+xXq/H0NAQpqenATxWLKT7SDKaveylQXQMewERcUnKttVqYWtrC0tLS9ja2uKIcC92S2yTFfdg98/3Oj7yJIH2CNWrqSRL5DTK6qpUKhaLstvtGBoagkKhQCQSgVqtRiaTOeqP8uIjboVCwYxJYhdbrVaOGsgZkBKUxWKBz+fjeigATlVQT+PQ0BB+53d+ByMjI0yMUqvVKJfLiEQiuHHjBuLxOKfcw+Ewn5AGMS20X9CG1mg0rHb2PPUwitYNBgPm5uZgNpsRjUaxtLTERkSiE6Q2ZzQa4fP5YLPZkEgkcP/+fTbs26XqKGqYnp7G9773PT7gitDr9UzG8Xg8PG+4VqvBYrFwNsXhcKDZbCKbzaJYLOKzzz7DV199hUAg0BNBZ5CdQy+o1+uIx+PY2trC5uYmUqkUvvjiC/z6179mQtReg43uQTDdDhzAkUeJR4lGo8GliEAggHw+j7W1NWxtbfEYaZvNhvPnz8NsNnPn05kzZ2A0GhEOh6HT6RCPx5FOp1EoFI708+w54gaePTZOo9GwxCUJo4jpVrF+qtFoYLFYYLVaWc6R6gwk4OHxeDAxMYGxsTHYbDZoNBoetpDL5RAMBhGJRLC4uMgnVskefzbETU7pWXK0VNboLkX0gu7HqVQqWK1WdhparfaFMTRPmoOgthW6/gaDAdVqFel0Gvl8nqdLdV9jIm1ShOBwOKBWP9ne7XabIwrKYrVaLbhcLjSbTd5/pNLWaDRgNBqRy+XQaDSQTCZRLBafuQa6nYVEJ2i9UotdLBbjgSLr6+vPVYPebp92/3tQD8utVgulUomdbyaTwdbWFjY2NlAul6HT6Zh1T9lh4nw4nU5Uq1VOn/eD3nvPjpvqZZTCIVajSGAiJitNqnE4HNxTKBKcgCfRmMvlwmuvvYZMJoPLly+jWq2yqITH48HMzAzsdjsuXbrEUYFWq+U5tWtra/jggw+QSqUQDodlq8ozQFkPOlwRL0ClUuH06dPwer0YGxvD1NQUZmZmnhrn2Q2qZYv1NFE/mfq8KfNy/vx5RKNR7gkeVLLMTvB4PLh06RLMZjNGRkagVqsRCASYlEbkze4WsOvXr+O1117DxYsX4fF4OPUnglLl9DfAk8iMBJGIpEb7m8YgfvXVV8hmsz057kGO7HYC2UcKZPL5PKLRKL744gvMz88/17Q8kYuyG+u5XxjRhwm6NtlsFp999hm0Wi3P46ZxqQaDATdu3MDw8DAqlQpGRkYwPT0Nt9vdkUGm9td+IF/27Ljp9C6e2iglRtE0taEYjUYeJCJGbCLogppMJkxOTsLj8fDEKEqVj46O4sKFCzAajTzPmdLfuVwOKysrWF5exvz8PNezJXYH3S9SWqJrplarecGeO3cOly5dgtPp3LYmLbaHiY6bHAqlbUV5WRqmMDIygtHRUbTbj7Wz5T3rhMVi4TnmNpsNrVYLi4uLCIVCyGaz27ZiKZVKTE9P46233sLIyAgsFktHtC0+jngm9H2n/QmARV4SiQS2trb2pLYm8QQUsJDjVqvVqFQq3Eo5Pz+/7wyUGBBRu5Iofdq9VrrlV0866LqUy2Wsrq6i3W7j5s2bvJ7F6zM2Nobz58+jVqvB5XJxqYlKh3To6rV8uN31f1Ho2XETU7Fb/YoMt2jEiR3+m9/8BgaDARaLhVvBRkZGYLfb+YJubW3h3r17HfrHIyMjcLvdHGGTOLy4QI1GI1wuF+LxOKcTd2qRkXiywUmVieo6wOO0nVqtxvXr13H69GmWYzQajXy6JELHl19+iUePHnUwWalflF7j1KlTmJubg06ng8Vi4fSvTqfD5cuXYTAYsLq6CoPBgFwuB7/f39FNIApU0GFguzTgSTRANpsNZ8+eZYW0er2OlZUVxGIxFAoFlpil60BEGpfLhYmJCdhstqfaf2KxGA+HCYVCPPvZYDBgeHgYRqORo71sNssTxG7evIlYLIaVlZWeyVKDFtFtB7JR1G70yiuv4OLFi1yisFgsOHfuHBQKxVPaE3uBUqmE2+2G2WzmiLtarbLIUbVaBdAZaQ9iDzcA5HI53L9/H+12mzNH3WuV5nAXCgVMTEzA6/UiHo8jEokgEAjgs88+43a9o0bPjns3bWJyltR3SKSxaDSKR48ewWq14ty5c3A4HHjttdcwNTXFp5j19XV88cUXyGazrPhks9lw5swZ2Gw2To2LUqftdhsmkwkejwfxeBwmk4mj9e5TqzQkjyEaE1LQev3116FSqVAul6HRaPDuu+/i/PnzfG8oOhflaD/66CP8j//xP9ix1ut1pFIplpVVqVR4//338YMf/ABOpxMzMzN8eNNqtXj11Vdx5coVPHjwAFqtFuFwGJVKhaeN0eGPyiXbMZlP4j2lQ4jT6cSlS5dYDrNSqeDevXsdB1gAXKaiSGBoaAgzMzNcmqLrWKvVsL6+jkAggAcPHuDLL7+E1+vF66+/DpfLBY1Gw0S1er2Ozc1N3L59G5ubm/irv/qrfbVTnsT7sxfQvrHZbLBarfj93/99/PCHP+QMB3XApFKp53bcPp8Pw8PD7LiJk0AExu4I/CQedncDfd5MJoObN2/uWucvlUqYn59HOBzGyy+/jNnZWYRCIdy/fx+rq6v45S9/yVoUvb7uQUXdBybAQrXTfD6PZrPJgg9GoxGJRIJZy36/n+XlyHHXajX+N9XculmTBoMBbrcb4+PjuHbtGjKZDNLpNEfdzWYT+XwesViMU36DClLf0mg0GBkZwcjICGZmZngEarVaZRF+aocg40+EjXv37iEajWJlZYXbhKiGTdec1IWi0SgePnyI8fFxjuyAJ3U+hULBA0jsdjunDek5SLSlUCggGAxyewz9rlarnTgjJBI7iRxIPaZUeqC2lXa7zX3Vo6OjsNvt8Hq9HE1RFmRpaQnZbBYLCwsIh8PY2NhAPB5Hs9nE6uoq0uk0HA4HDx8hnggNkSkWiwO9b3YDHYTdbjdMJhOTA7VaLcxmMzQaDex2O4xGI8vMimuW7uuzyhW7QalUwuVyYWxsjNvLyuVyh7MeVHS3FvdyTah0a7FYmIBGoz8pwNirauCRp8r3A5qwQuIRSqUSn3/+OY+v0+v1KJfLbEyoFebtt9/mVCGxYLt1lz0eD4xGI6ampnDhwgVUKhUEg0EUi0UUi0WUy2U8ePAAH374IUql0sAORqCeYBru8sYbb+D111/H6Ogop+/ounT3WTcaDRQKBYRCIfzZn/0ZvvjiC+Tz+Q4RFfEES0b+/v37CIVCePXVV3H16lVYrdaOVjOaeDU0NIRarYZvfetbHPHRa+bzeWxsbOBnP/sZj6Kk6D6TyZw4xy32btvtdhgMBmaQ0yHXYrHA5XJBrVbzpLBvfetbmJycxMWLF6FSqThbsbm5if/4H/8j1tbWEI1GWeugXq9Dp9Nhc3MTVqsVqVQKQ0ND+Pzzz3H37l0WnaA+V4mnQQdQnU6HV199FWfOnOkYonT69OmOThoqFxHoXlOGar+OW61W49y5c/ja176GQCCA9fV1di502AU6mf6DUuOmg9VexjjrdDqMj493KEBubm7iww8/RKFQ2FZieCcc9HU+UMctss+pPYtE7qlVjAaU0welqEpUFdruAtDi1+v1sNvtqFaryOfz/BzNZnNbgo7EY5AoCpHIALBEJl2/UqmEcDiMQCCAYDCIUCjU0wmyXC4jlUrtSBikyNJsNvMJlmpyzWaTWwlzuRw/RlQ46u5QOEkQFZ2IpCmy9cU6qdVqhcPhgMPhgEaj4b2Uz+eRTCYRDocRCoWQSqVQLBY7rhmxY1OpFFQqFaLRKMLhcMdeldgdItGTIm6r1YqRkRHOMm2HRqOBdDrN41H3w/YW22mJMEW2VowsuzkhJ3HPbIf9HoScTic8Hk/HlLBcLtcXMqciDt2z0aKiaLy7BtNsNpFOp+H3+6FSqTAzM7Pt85RKJSQSCVSrVeRyOZRKJaytrSGdTiMSibDAAU0E66eLfpggB5BMJpHL5XDjxg1EIhFcv34dc3Nz0Ov1fIqktB1FvA8fPsR/+S//BeFwGCsrKz0bF6qx7aYA1Wg0UC6XUa1WeQCMSC4kQhuNa9Xr9Zw+P4kRN92nQqGAcDjM2ahyucyKgHSosdvtmJ2dhdVqhUql4lR3s9lEIBDA/fv3OQKLx+PsiMnJUG+qTqdDKBRCIpFAPB7f87jPQQUFJMQfKJfL8Pv9WF9fx9mzZ3kK1U6Ix+P4b//tv2FtbQ0PHjzYE6lWZKir1WqW4AyFQtjY2EA6neY57dup6/VDK9NhQNRo7xV2ux3f/OY3cfr06af0Qva6NyiLclC980cSkoqRePfPiQhVLBaZBNBtoKn2WigUOhx3Op1GKpVCLBZDJBJBKpWSTHM8kVis1WqIRqNoNpuYnZ1FvV7nmdr0OJGbEA6Hcfv2bUQiEZTL5T293m7za+k+1+t1rqGTsWk2mx38Boq+KYV/UiNuuia0runwQ4cbEl0hERUaqwo8ZvxTRB2JRLCysoJIJIJcLsf3TYzQqFZOhp+mjsk2rt5B9yufz3e0qXo8nl3XfbvdRrFYxMLCAhYXF5FMJp8i/+0keCRqZlCKnWY+FItFLil16yqIf3/S9s1u6G5bfRa0Wi3GxsYwPT3N2S4AHf/uFXSvDsr39GUumaICInSIIIewvLyMjz/+GPl8nh1LJBJBqVTiBSyN0RPQwqX6dCaT4X9TtoMY3Gtra/jyyy+xsLDALMq9LECq1dJ0K7GtTDR4fr8fxWKRiR9U46YRrYFAAKurq+yAKG21WwnlOKPdbiOXy2F1dRU6nY7LB1SfpkiLeALtdhsbGxtot9usuxyPx7G6uopCoYBisdghP+pwODA6OgqTyQSv14tms4mVlRVkMpkjl3A8jqD6tdvtxsjICJMxd1LWymazCIfDWFpagt/vRygU4nskOpnumjc5YJrcRsRRjUaDQqGAQCDAMs/d3TWDmkHZy+cWD7WkWpjP57kFdi+ljG4S9UHZqL513MSC3s5xNxoNbG5u4uOPP0Y6ncbGxga3K4k1QYlOtNttlMtlNBoNdoZEoKHTOwAEAgHcvHkTgUAAhUJhz3PMqQ5Lm4DqRfQeKOoIhULMHBcjbiJeUf8k6Wk3m01UKpUOx31SnDcdnorFIra2tqDVarn2TxE4OWz6arfbCIVCfAgKhUIolUrIZrOcehcdgsViwcTEBIxGIzweD3cLxGIxOat+H1AoFKzt7vP5MD09DZ/Pt2M6mgRX1tfXEYlEkEgktn2c2EUDPDnsGo1GeL1eKBQKPsiVy2VWIkyn0x28CPpb8XlOyn55kSD7Rxk+ce/ttRXysGxS3zlu8fQjboB2+/HItQcPHiAUCuHevXsIh8MoFosdp0zptHcH9f+m02ksLi7CYrGwfvjw8DCnYaemptBqtWA2mzmF22v24tSpU3jttddw/vx5mEymjgiC0r9+v59Z6olEgk+3rVaLHX4ikUAmk+HDBqXXT2LETZ+Hrj+RzRqNRsdYTZ1OB6fTifHxcSbr0WCKaDTKTGXxOekQPDk5iVdeeQU6nQ4mkwnZbBZms5nTrhJ7Q6vVQiaT4UDDZrPBaDR27BPRFsXjcXzxxRfw+/07MvbJgZBOtlqt5lIJdRU0m00kEgnusqDDWjeZcTvQ/pd4AlLmFCfqpVIpRKPRnmR+RXQflI5lO9h+QQZKnP/barVQqVTwi1/8Ah9//DE2NjawsrIiI+w9gkoNgUAAH3/8MaxWK8bGxmC1WmE2m2G32zE8PIxXXnkFBoOBRQtyuVzPBI033ngD//bf/lsYjUbYbLYOp0CM5zt37uAv//IvOfIX2bDkcLqjRuDkKqcRMdBkMsHn87FDbjQasNvtaLfb3BZG5DSlUonh4WEUCgUkEgmsr6+j0Wg8NcSFBohcvXoV//Af/kPOrkQiEXz44YfY3NyUTPI9giKyYDCIZDKJer3OAUf3taQ1u7a2hh/96EdIpVJIp9MdjxH7u7VaLbRaLXw+H6sLFgoFHrZEs9SJuCgSPXezhXtpjRokOBwOXLx4EadPn4Zer0ez2cTm5iaWlpZ67qQRcVCENBF96bipD5FSpzTAPJvNIpFIIBaLIZ/P77kZfr84SQ6CQCm2SqXCg0Qo/WYwGDj9d+7cOa6BEkFKTL8CeKqeNjk5CZvNxop3hFarhUQiwQMzqCecBsPsZ4OcNFBmSRRkIb6H2M9tsViY/KLX6zE+Po4zZ84wx4NmeLfbbQwNDcFisbCOOfEZiKB20rIXhwWxjZGyIzs5RjqEViqVDjVAynYQd8FgMHA7EsnRRiIR1rggQid9VatV7t3vZT+cxD3zPCDZ2ZGREXi9Xo646VDUi0qaiMO6vn3nuNvtNgqFAmKxGEuZVqtVzM/PIxqN4u7du1hYWOh5oUpsj1gshs8++4x74L1eL65cuQKVSsWT3aampvDyyy93GCNRO5ymEZHjJcNFamndTrter+Pjjz/GT37yE57O86LGe54UEMnSaDTCYrFAr9djbm4Ow8PDzK4n/QKFQoGRkRE0m01MTEzgu9/9LjPMi8UiR9I06YjmBLRaLeh0OhQKBU6jy1T5/kDci90yFsTLoX1EByWauaDT6eBwOOB2uzE8PIyvfe1rsNlsGBoagl6vx40bN3D//n1Uq1XmncTjcW4RJEb7s+zhcchMdtf2D/q1FAoFxsfH8f7778Pn88FqtaLVaiEWi2F9fR3JZLIvr1nfOW6gsw+Y9KpJsIAY4xLPh1qtxvrgmUwGOp0OpVKJ580Ss9vpdAJ4EhmI0qbkuIkwRhkSYpGLbS2Upksmk1hfX0c+n5eHr21AkXKr1WLVQMqAUD87pdUJ7XabB41Qe12hUIBCoUCtVmPHTVPD6F7Qc8hoe/8QBXN2Gssppk67xxxTWZAOajRPnebX0yhWrVaLSqXC3QLU3rnXTFW/77eD0vbeDQaDAV6vF06nk/dHuVxGLpfbc8R9WOhLx03Gh3oTM5lMR3pV4vlBjjaXy2F+fh6bm5vweDyIxWKYnZ3F3NwcGxWKDoAnGssAuC2F5noTG7NbsY7av4rFItLpNDKZTN9uiKMCGeBIJILPP/8cOp0OZrMZFosFk5OTmJ6e5sNSN8gBUMqVHAMND9FqtR1RWa1WQy6XQzabRT6f50OUxN5B1zSbzWJraws+n++pdDlF3DQdkVr9Go0GvF4vHA4HrFYrbDYb2u02Hj16BKVSiXw+j2q1iuXlZWxubqJWqzERlw7L/e6I94vD/FxqtZonUQKP/U8gEMCjR49kxL0XkCoRtXiROlAsFtt1SplE76C0WblcRigUgl6vx8LCAoDHJ9DZ2VlmJIss5W6QUxfbT7oFJIhYSL31xBLvxw1xVKD7kcvlsLa2xpG2zWbrYLbuFB2LzH1y0mazGbVajSe80Ws0m02Uy2W+F/0m53icQPelXC4jnU5ztqSbUEkSzHa7HY1GA7FYDABgNpvhcrlY94AOb7VaDZubmzxm9UU5kH5vCTsKm0AqjVqtFgBYvZP0JfoRfee42+02EokEVldXUavVYDAYkMlksLGxgUgkItPkBwBq91pdXWXSn0KhwNDQEF5++eWOPuzdIDpq4MkBLJ/P45NPPsHW1haWl5e3lWOUeAzqVSfmd6vVwuLiItxuNyYnJ3Hq1KltBTry+TzXPldXV1EsFnmymtPphNFoxOnTpzE3N4dkMokvv/wSoVAI6XT6REduhwEqF5HjFkU7KBpPpVLI5/Nc7jAYDCxBq1AoUCqV+G9poE4ikeiY+CXxYkF6CHq9nsmfwBP71c+kzb503LFYDEqlkiONXC6H5eVlJJNJqfB0ACDH/ejRIywsLDCL/Pz58zh37hynwntZxKLBonptNBrFL37xC9y/fx9+v1+mZXcBpVAJlUoF8/PzXCednp5+yqAQT4HGqdLcYL/fj1qthuHhYdhsNrzzzjvwer3Y2NjAr371KxYBkY77+UEtjTQPW5yFnUqlsLW1hUwmA71ez4qCxCRXKpXI5XLckx2NRnmS2yAecA9rLYpKaQaDge3ccdgLfem4K5UKcrkcdDodAoEAyznK9OrBgowE1esUCgV+9atf8XxalUrFC5zaYERSTvdkonq9znXtQCDAAxAkekez2UQkEuExuMTmJ/IfXXOap725uYlgMIhCocADdjQaDcrlMjY2NrCwsIBAIMBOWw4WeTGgdHg6ncadO3ewtbXFbWLBYBDRaBShUIhFoyiqps4K0ownO7dXxa69vtdBh0KhwPDwMMbGxjA+Ps68HJFH0M9OXNHu8Z0dZsqABAhoTF6r1eIZwTRY5DBBYiD9ihd9b2jIBzFaaQSoVqvFxMQEfD4fK3WRcxb7WQlkzBqNBmv/7sS8fR707eZ6QfeFWraoDkoiHUQ0o3Yk6iWmUZEUuZOa2vT0NM6cOYNsNouFhQWUSiXuzz8I9Ot9AQ7GnikUCrhcLp5zH4vFeMJb95xscgwUcYvs9MMIUPr13oh8mYOESqXCP/7H/xjf/e53MTk5iatXr6LdbvMB+N//+3+PDz74gPvlDwu9fva+i7iBJ7VR4MkG647mJA4O5ASAx9E3KXpptVooFArWOifHXSgUuG1PTPOKbTD9fPDpd1QqFSb3UTtRt+PebW+QzGU2m0U0Gu1oKZKktBcHInuGw2EoFArE43EejrPT4Uisp9JzSBt38FAqlbDZbBgZGYHD4WBOSbFY5CCjn+9DXzpuMkJ0+hRPx9LQHD6or7FSqWBtbQ3BYJAjbIrs6H51L/Z+XvzHDaIkrDiKFdj9OpMzSCaTHPnRVCp5oHqxqFQqCAQCAMDR9W7XWOzGkHg+iNyPnQ5AVGrSaDSsDEktr4VCAffu3eMZ9f0cKPal4xYJTjRQQpwuJXH4IEchiWVHi+eJyGgCG5UwBnkvHZTQR7PZlJ0vhwwxsNtulnn370kPgWYp0Fqo1WqIx+M8Hrqfsx996bgJ4mm0u9XosNDPLQESEnvFYRgjuV8kngf7OVTRmhNbJSk7RT8jh20ymWAwGNBut5FOp1kmOBgM4quvvsLW1hYSiURfH2772nEDR5tKkk5b4iThsJy23DMSz4v9OG+SAqa/bbfb/DOa3EYqaWazmVuNSf/A7/fj0aNH3AHTz6WkvnfcRwFxCEC3fKdE/0A6iP3hIJw37RmqIfY7xNLbcakzd9dwxe97/ft+Bdlbsb7cfeCkzyBG2eSwiUBLhE3qjhHlgGnmQjAYxJ07d5DL5RCLxRCLxZDJZLgnv5/Xg/RKXSDDQzeaiAsS/YXjYIQOc9LRUYIOuZSKpFGh/Qw6XIhSsCL66X6JDooG+3Q7tl6fp98PVRqNBkBnFxHxnCj1LTpuMcBSKpWs8kh/T4I39NnpeZrNJu7fv49oNMrdFsViEaFQ6Fj0cctZfrtAjCL6Gf3+/g4S/fzZ++m9bUfaOcjX6qfPvh26o7Z+e8+72Z7nfZ/99Dm7sdvn7SaZ7XQPt/sSo3LgySx1GhstTqPspVPjqNGzAIuEhISEhITE0UNG3BISEhISEscI0nFLSEhISEgcI0jHLSEhISEhcYwgHbeEhISEhMQxgnTcEhISEhISxwjScUtISEhISBwjSMctISEhISFxjCAdt4SEhISExDGCdNwSEhISEhLHCNJxS0hISEhIHCNIxy0hISEhIXGM0PN0ML1ez8Ls/Tqj9EWBhOjF6WC5XO6I39XOUCqVRy6If5hDLLpx1J99J/TzMIeDgjjYodFoHPXb2RHH8d6IE67oS6fTQa1Wo9FooF6vd0wO655pTTOp+9me9YMtO0r0+tl7dtyDejGPw+fuh/fYD+9Bon8g18Pho3sM5Xb/7vf70u/vr1/Qs+Om0/NJj7aBJ4un2WyiWq0ey9O5xOCge/zjURppch5yzxwMaDa1Uvm4yknXu9ls7jhDWlwP0jGeDPTsuAfBYXej1WrxRpGQ6Ed0zx0WU6Sike5Omx40pIN48dgpgqb0OKXIux9LEFPoEscbPTvuQYVc5BL9im6nLUbe2zlu+rnE8YRKpYJWq4VarYbBYIBGo4HT6YTJZEI8HkckEkGz2eRa93ZrgCJ1ieMN6bglJI4hyEmTIabv3Y67O8KSjvv4ghy2VquFy+WCXq/H9PQ0nE4nlpeXkcvlUKvV0Gw2n8qQ0jqQjvtkQDruZ0BG3BL9CjGiopJOdzp1J7KSxPGD0WjEyMgITCYTRkdH+bvdbkepVEI0GkWpVOKomxx49+FN2rTjD+m4d0E36UdCol8gEih7fazE8YVCoYDP58Nbb70Ft9uNK1euwGazwWq1Qq/Xw+l0otVqIR6Po1aroVwuo1wuc/surQFpz04GpON+BgZxoYtpWOr7pC+VSgWlUtmRdms2m2i326hWq2woenEoEv0DWucajQY6nQ4A+F42Gg15P/cAlUoF4Mk+EssWeyH5ivdErVbDarXC6/XC4/HA4/HAarVy6txsNsNisaBYLEKtVnf0e+/0vBLHFyfecT8PKWfQIm6lUsnOWqvVwmKxYGJiAjqdjkkxbrcbDocDGo0GBoMBjUYD6XQa5XIZCwsLiEajyOVyyGazHQZLRn39CTqEqdVqqNVqjI2N4cqVK2g2mwiFQiiVSggEAkin0/I+9gCtVgur1criTUqlEtVqFbVaDbVaDcVisSMC3gkKhYId9sjICLxeL65evYp33nkHFosFTqcTarWa28B0Oh1cLhcqlQp0Oh3q9TrfW7HbYJDs2X5Ah65e7tFR4kQ5blqU4oIV+x2BJ9Hhs3pdB7EmRIZCp9NBr9fDZrPB5/PBYDAwi3V0dBRerxc6nQ5GoxH1eh2xWAzFYhGZTAbVahWtVgvlcrmjRWU7wozE0UKhUECr1UKlUvG9d7lcmJmZQb1eR6vVQi6XQyKROPR2suMIOgCZzWZoNBoYjUaoVCqUy2VUKpWO1PWzHINSqYROp4NGo4HD4cDQ0BB8Ph9GRkZgNBqh1WqhUChQLpfRbDahVqthNBqh1+uh0Wg6MmPdDntQ7NmzQIEKgI6MIgAm+fUrTozjVqlUcLvdMJlMmJubw+zsLIxGIxwOB6dxa7UaR4WZTAbJZBL1eh2lUqnDqdDGEm/sSYZSqYTBYMD777+PCxcuwGAwwGQywWAwwOVysVFXKpUwm80wmUxs7JvNJkqlEur1Oubm5pDNZpFIJBCNRlGpVJBKpVAsFnH//n0kk0m+DzJ6OzqQgXI4HPjBD36AU6dOQaVS8c/GxsbQbDaRTCaRy+Xwl3/5lyiVSux8JJ6GyWSC1WrF7Owsfv/3fx82mw1qtZqlX4kwJq793dY/HQKUSiVsNhssFguGhobg8Xj4eelx9XodQ0NDKJVK0Gg0WF9fRzqdZkEWYDB1OHaCWq2GRqPBq6++iosXL8JgMMBms7HcarVaxc9+9jM8fPgQ9Xod9Xr9qN/yUzhRjtvlcsHlcuHtt9/GO++8A6fTifHxcbTbbRQKBRSLRfz85z/Hw4cPsbW1xSdWquMRms0mn7ZO+umUshJ6vR6//du/je9973tcLxNPoOLjdwIdeKinNJfLYXNzE/F4HKlUCrVaDQCeIsxIHC7ovtrtdnz/+9/Hb/3Wb3F0Rmi1WqjVashms7h58yYePXrEmRSJp2EwGOB2u3H+/Hn80R/9EYaGhnZ9fC9rf7ue/O7MIfDYETmdTs5q+Xw+qNVqJBIJVCoVNJtNmSb//6ADkU6nw8svv4zf+73fg8PhwMjICJRKJZrNJtuttbU1AJCO+0WDRPbtdjtsNhveeustjI2N4fz58xx9K5VKdiitVotFDMxmM5xOJ/L5PPL5PIAnm4EeS69xkiGeyJPJJAKBAGw2G6rVKjQaDV9DkZDWnYUgw1KpVFCv1xGNRrGysoJcLge/349MJoNCocAtKhJHAzLedrsdZ86cwfj4OEca3eu82WyiUCggm82iWCyiUqn09dCQowKlpCcnJ/Haa6/h/PnzPJioG72U5baDSGwj50x7KZvNolwuIxaLIRQKIRAIIJFIIJ1O8z0Ty4ODmulSKpXQarUwmUy4evUqhoaG8NJLL2FoaAgmkwl6vR4KhYKv8eXLl1Eul7G0tIT5+fm+y1gcW8dNRshisWBubg6jo6P4kz/5E1y8eJFrPLQh6GY0m01otVoYjUa4XC4olUokk0mkUqmOx4kTdgYBNPVtc3MTd+/ehdfr5X5Rn88HjUYDjUbTwTIX/5auWz6fR6lUwvLyMj799FPkcjkEg0GUSiXE43E+/UscDZRKJVQqFUZHR/E7v/M7GBsbg8/n29Zx1Ot1JBIJxONxPnhJx/00aG9cvXoVf/qnfwqHwwGTybTr3+zFroiBRL1eR7VaRbPZRLlcRq1WY+Kg3+/H2toa4vE4NjY2UCgUkM/nmXMiMtpPejCyHTQaDWw2G4aHh/Gnf/qnuHr1KlwuF+x2+1PZCL1ej+9+97t45ZVX8Fd/9VdYWFjou6mYfe24ydDQaUmlUsFkMkGn0zGByuFw4PTp0/D5fCz/JzpsSoOXSiVezPl8nokiokgBfe+FvHbS0Gq1kMlkEIlEUK1WUalUYDKZmKVqtVqh0+lgNpthNBo7/q5Wq6HRaCCTySCXyyGZTCKZTKJQKKBQKLDDHpRr2W8gw0QHstnZWYyPj2NoaOip6FBc97VaraPFT96/TqjVaoyPj8PtdmNychIOhwNms/mp0ZQiGU3spxbJs7tF6GTDqD+7Xq+jUCigVqshlUrxfkulUhyB12q1p+zZIMrems1mWK1WmM1mjI6OwufzwefzweFwMHmw+7oolUpYLBa0Wi1MTU3h0qVLKJVKrEyXzWa57HdU6AvHLRItxJ/p9XruVRwZGYHZbMbVq1cxMTGBkZERTExMQKPRMJPS7XZ3pHHJ+BQKBaytrSGZTOL+/ftYWlriTZPL5VAul5k0JaajBgFkQJrNJh48eIBwOMw/N5lMGBkZgcViwaVLl+B2u3HmzBlMTU3xIq/VakgmkyiVSnjw4AFCoRAePnyI+fl51Ot1TtfRQheN1aBc4+eFGBEQu3sv1476er/73e/iX/7Lfwmz2cykw52iQ8qg5HK5jqhN4jGUSiVMJhP+6T/9p/jWt74Fl8uFoaEhDjSAJyluYpWLQ4sog6XX65mEtl0mi/6+XC6jUChw3TqRSKBUKmFhYQGRSIRT5cViEalUiklV3YNHBmXP0bU8f/483n77bYyNjeHNN9+EzWbD0NAQjEbjjsRjlUoFr9cLl8uFf/SP/hHeffddhEIhfPrpp4jFYvjoo48QDAYP8+M8hUN33Dqdjhf3dvrKwJMeOpPJBLvdDqPRyIIDExMTmJ2d5e/bXXxyvpVKhXuKE4kEEokEkskk0uk0p7jIsYh18EEzUGQ0CoUCX7t6vQ6TyYRmswmbzYbR0VFotdqOdDe1eVGELtZExXYKpVLZwYQdtOv7vKC2ILp+dM27ozgRdEBSKBQwGo3Q6XQYHR3FhQsXoNVqOxxFtywq3X/KUNHQCoknIIKf1+vFzMwME5sajQbK5XJHpFssFjvaI8U2PGrtoiwi8CRCp0xWPp9HsVhEPp9HMplEuVxGPB7nEhSRP7PZLKrVKur1ekeWZNCyhwRa+x6PhzNNFoulI8oGtif/UZcFOXCLxYJAIAC1Ws1dNUfpKw7Vcet0Orz33ns4d+4cHA4HXC4XgCcsbiJUkHP1+Xw4e/YstFotO1rS5jUYDB06vKIRCgQCiEajePjwIX75y192nFSj0Sjy+TwfHCiNvl066ySD6tV06qeFSr8TyxHULuFwOKDX6/k5RFarTqeDx+NhJ00lC5VKhWaziVQqxQYnnU6jUCggmUwOxLV+Huh0Onz961/H2bNnec1Go1F88cUXKBQKyGQyfEhqNptcXtJqtXC73TCbzXjjjTcwMzOD1157reMAJYLWP+2VQCCAv/7rv8bW1hbW1tYG8kC7HcQUd6vVwsLCAn79618jl8txqWhjY4Ozd5TmFmdl0z1Sq9Xwer2wWq24du0a3nzzTTQaDT783rt3j3kGqVSK07V0OKjX60in0ygWi6hWq9zTvVvL2aDcQzqYZrNZrK6usl+w2+2wWq3c4kr2icqmFJgQ0Van08FgMECv1+Pq1asYGxvDwsICVCoVYrEYksnkkXy+Q3PclB6am5vD22+/jZGREW7VorROKBRCoVCA3+9HKBTC1NQUrl27BqVSiUqlgna7zRJ/Wq1220XYbreZrHHnzh38zd/8DUql0nMRa04imYMcrFqt5tO/6LjJsZOKmsFggNFohEajAdBpAMgIWSwWTsdRVkWv16PRaCASiaBYLHJanlpUBsWQ7BcqlQpnzpzBW2+9xQZ/dXUVGxsbUKvVnIKl6073VafTwel0wuFw4Nq1a7h27RqGhoZ2jLQp01Iul5FMJhEMBnHnzh2sr68jn8/L+9QFWruRSARLS0uIRCIIBoOIxWK4c+dOh9jKdqA9Mz4+DqfTCYPBgJdeegnVahWxWAzpdBpffvkl28JYLIZqtYpisdiRRpdytJ0QS0pKpZKDBavVinQ6zX5IPNQ0Gg3mchAJM5/Po1KpwGazsWbFxMQED3qh4COVSh3J3jhQx00CKHa7HdeuXYPH48Hbb7+NU6dOwWq1wmQydbCSSR7QbrdjamoKDocDbrcbCoWCDRTQ2csoSvrRAeDu3bv41a9+hbW1NU4pnmR0K8aR0zSZTExAstlsLFtKjlmlUqFWqyGRSKBer7PzplOm0+nE3NwcbDYbpqamOGVECx94bICsVisajQY7Ep/Ph3w+3xFxR6NRFItFPnipVCqEw+ETf2/2C8p6WCwWjI+P4/Tp02yM7HY7dDodSqUS8vl8R3RH11yj0XCZ6cqVKxgaGuLefDJa5KhJ/S6VSiESiWB5eRmhUAipVGog9s+zIEbZoiRmrVbDo0ePkE6nkc/nkc1mUSgUmPm9m0GnSJwyJo8ePcInn3yCUqkEv9+PXC6H+fl5JJNJZLNZ5PN5NBqNjlnb9DyDgm47R0pxTqcTY2NjaDQaCIVCqFQqKJVKTK4MhUK8jil6pqBFrVYzB4d8iEKhgM1mg9FoxJkzZzq4CwqFAu+99x7m5uZw//59LC8vIxKJYHFx8VAPUAfquM1mMyYnJzE7O4t/82/+DaampmA2m7mW0x3JOhwOAE9qDrRhWq0WbwbaGMATxw08XsBUS/riiy/wox/9iBf6SUe3w6aMhNfrxbVr12C1WjE1NQWr1dqRrSAm+RdffIFcLgcAvGgdDgeGh4fx+uuv83ADg8HA9VYRWq0WALj0AXTOg67X64jH4ygWi5yer9frePjwoWwx2gF08KJD04ULF/h37XYb169f3zYN2r2nuiUvaT9R+pZSrQ8fPsTKygq2trZw79495HI52cKHJ5EbZTI0Gg3bo1qthrt37+Lu3bt7riXTwYnKgvfu3WOy7OLiIkqlUsfBaZB7sAm0jsmGUFB49uxZvP322yiVSrhx4wZSqRRCoRAz7Le2tuD3+3H79m1uq6OsoJgqB54M2bly5QrGx8dhtVrxyiuvcLnWarXie9/7HhqNBj777DPcuXMHt2/fxurq6slx3KSfSycjkZjWDTHtQ6d/0sOuVqsIh8MdJymfz4exsbEOZmy5XEapVOpoYXleHMc0uTgoRKxTU7SrVqvZCJhMJni9Xr5HarWaHbfL5eK2CTFaFyEaku7UN9WKyuUys/rX1tYQDAaRSqUGKlrYK2g/iF/d7UPbCafs9Fzdz1epVDgayefziEajSKVSHMHToZhIV4MK0WGK5Z0X4UxJQEq0k9Vq9Slm+iChl/KZWA4ym81ot9tIJBIoFotIp9PIZDLcEkcQ7xllQyji7u5EajQaKBaLnOkoFotoNBowGAwAgFwuh0qlgq2tLayuriIWix26LTtQx63T6eB2u+FyubhlaycKPknNlctlfPTRR/jss8/g8XgwPT2NdDqNjz76CIlEgo3KG2+8gffeew9Op5O1llOpFEubDlrfsPhZ6TBjMplYvtRms22rkqXVanH58mU0m00MDQ3BarXCYrHAbrezwhylCLuFCrbreaeN0Wq1UCqVEIvFkEgk8L/+1//itBLNDJbR9s6gNqBiscj98BTxidHzdgfh7ntEEQYxk6mOXSwW8eDBA06RU+897TG674PUHrkdxDIEZfBehG2hsofFYmHOj16vx9bWFjsW2YnxBETso6DE4XDA5/OhVqvhxo0bKBQKWFxcRLFYfEqlUTzo0p4xm82w2Wwd5DTiEJBEcyAQQDgchtFohNPpRL1ex6NHj5BIJPDBBx/gww8/RK1WO/TM7oE7bofDAZvNxk67O0IQxQSI8b21tYWtrS1UKhWo1WpkMhkEg0EkEomOqDyZTPJoO5H0NGhGhlKkoiOlEyYNNiiXy5ziFtN/7XabRTjsdjvsdjsvaKqVbqdzLLLwuyeA0Wvm83l21JFIhKO6QqEwcAervYKuK9VBI5EI9Ho995+SOiCVnYCnHTbdFxLBoTpsuVzm4S+pVIqJNhSliKWq7tGQg4wX9flpqA9pT1B2y2q1olwuQ6/Xo1Kp8GFZ3N8nHb18RiL2kQMW2fWkybFTFwSl2tVqNex2O3w+X0cLbCaTQbPZZKEvyjjR76vVKjKZDBKJBLfgnThy2ujoKL7zne/A6/XC4XA81T8HAKFQCD//+c8Ri8Vw+/ZtxGIxbhnSarW4efMm10gpcgCAYDCIu3fv4vTp07hy5QrPjKYDwqDVg0RDXalU2OAuLi7yKV6n07HDpRYvo9HI3AO73Q6v1wutVsvavd0pOypBkHOm9hM6rRLZLRKJIBwO4/PPP0c6ncbKygqy2WzfTtvpRxDL9W//9m+xsLDA5SEirBmNRoyNjbGevEjeIT5IuVzGrVu3sLm5iXQ6zYdf4oxQnzYZPIpU2u02G0gi7AAy8nsRsFgseOWVV+B2u1lQymQycabL7/dDr9fzuFwAHWn6QYZSqeSyAgAUi0UkEgmsr6+znsROpR0af2qxWGA2m/H+++/jG9/4BoDHDr1UKmFtbY2nHTabTZw9exYGgwFKpZIFie7fv4+1tbUjJdceODltYmICTqeTTy/i4mu328jn81haWkIgEMAXX3yBUCjU03OXSiVkMhkUi0VO6dHXi6xLH4eN0h1xkzMlgotWq0WpVOLsRLPZhNlsRqlUgt1ux8jICBtqqrl1R1ric5Pzpb5R4hRQ7ScajTIhZH5+HtlsluUCJXqDeFDa2NhALpfD5OQkqtUqHA4Hy9A6nc6OrAjdN6rTFQoFbG1tYXl5GalUCvF4/Kn6LKXTqf4talp3E9vE9yaxP2i1WoyMjGBkZATnzp3DzMwMgCf2kPYm7cMXHXEfR96OCCoZtdtttnPZbLYnXpNCoYDBYIDFYsHU1BRefvllTp8XCgUYDAYUCgW2ZXa7HWr1YzdJSpDJZLLjUHUUOBDHTZud2pDENhT6PQkWrKys4Pbt2wiHw8hmsz2/xtTUFN577z2MjY3xwaDVajGhjQQSBsHIiKlN4MkQeDLGFDmJ14R6s3U6HRYWFmA2m3H9+nXMzMxwvY1S5Y1Gg5WawuEw4vF4B2OfUvCZTAalUgmRSASBQIDTsNTTKrF3tFotFq8pFApcb5ufn4fJZML09DSsViuAJzVASh/S362vryOZTHakCYloQ/VASgOSISQCm9gnPAh76TBgtVrx9ttv4/Tp0ywoRSp1CoWCHZPZbOZDMe03sW9/PzjOTpsCByrtkAJmr5wmhUIBq9WKf/AP/gHOnj2La9euwWg0dhxQx8bGeNpaPp+HyWSCWq3uaEUm23qUJdkDddy0+MiRis6lWCwiEonA7/fjwYMHiMfje3oNalVyOBywWq3cX0na5YNYlxOjNEqHFgqFZ/6dQvFYF55KEhcuXIDZbObWiFqtho2NDaTTaTx8+JCVtCj1RKQ3UneKRqPcT5nNZgealfy8aLfbnLGIx+PMhKVRhJOTkzwQgfaX2J9PxJlWqwWn0wmPx8O9rwSqf5NjIA7Cs2RVJfYHs9mMV155BRcvXuzQ7afxwnRgNhgMMJlMfACvVCqctRrUPUUk5u7M7bNA2SiTyYR33nkHb775Js/BIKjVavh8Pi4jUVqeer3ptfqBS3UgjlskD7RaLVavISPSbDaxurqKhYUFrKysoFKp7Pk19Ho9E6koPU6vSwIiZIhEdKf9AEjDhMcbIhgMQqFQsMOnw0+9XkcgEEA+n0cwGEQ0GuW/02g0qFarUKvV3BVAEox71bgW7w2ltLxeLxQKBbcpUS12kCAaKDLYVMuLxWLI5XIda5ikfEkFin7n8XhYpcvhcDDTnPYkDcOg/3ePg+wVxzmqO0h0lzNEXkIqlcLCwgLC4TAikQi3NNGhi+ybVqvtGD283/dxnLEXh02gsu3Y2BhcLhcMBgOnwEUtEGopDofDCIfDaLfbcDqdUCgUnKW02+1wuVw9l3UPAi/UcdPCJHITpVkrlQpu377NPXalUgm3b9/Gp59+yuo2e4XZbMbIyAircAFgYRFiRVNPt5ii7940xNwdZFCNk0Q47ty5A5fLxTruJAEoamKLhySfz8cDSOr1OnK53J5a8rprqcRV8Hg8ePXVV6FSqbC2toZMJsMHwEE7aImsfUrVKRSPtZhpHXc/nq4RETZPnz7Nso12ux31er1jMAWRB0leeNCu8UFDLFV092r7/X786le/QjKZxPLyMsrlMmdBaD9QiaObizCI2OvadLlcePfddzE+Po6JiQnYbLanDjCkE5/NZvHo0SOsrKxAqVRiamqKMyDNZhMjIyOo1WrY3Nx8kR9pTziQiFtsZSGhB5rOlc1mUalU2IHvty1opx5WAHwyrdVqXNcV0/cqlUoapi509/sSM5nq0911aurxpjm3BoOB63GZTAZmsxmVSgWpVKqjJiQSFLtJUGKfpZgupH+LYgmDVgYBniaHdffQ7wRxIhW1ZlL7ZLFY5EwJ1bN72Ru7EdWOe0R3UBD1/0U+itjyl8lk+JBMv6M9QRK4lLmke7hXBz5o+wYAq91RGpxUI2loCwlFBYNB5PN5HlRFmUexf5yErShgPAociOMmA5/NZhEMBpHL5XDz5k1EIhGu18Tjcf7g9PhuFvNu6I7SgCeGjNLoADiNSE7eYrFAp9OxCtugR9siyACQwD5Fd2KrGdVYfT4fLly4gOHhYXzzm9+Ey+XiDREOh7G1tYVgMIhPP/0UuVwOyWQSlUqFW/aoBi/eZzGy0Gg0MBqNXAoRlfcGzTGIJQTiinTr9j/r75VKJdxuN86dO4dKpYJgMIh0Oo1Hjx5hc3MTpVJpT5F2977b7ucSnaDBLzabjQlPFMzMz8/jk08+4Qxk932gDNSFCxdQKpXw5ZdfsrLXfkqNg4Z8Po/5+Xmk02m8++678Hq9+Lu/+zt8+umnSCQSWFtb6yBmUmvr7Ows1Go19Ho9c6lIpIqkno8CBxpxVyoVpNNpZLNZZhiLqWoiXpDBoE2/lyhcPPnT32i1WhiNRtRqNRiNRrRaLY60rVYrk9fkAIVOiA5BdAzivaD0uNVqhc/nw8jICCYnJ+HxeNi5U/2InAWRpehvifDW7YToHlFUQgMB6LQrtqmJ6+WkQzyk7uQwe3kOrVbLE9xoDCT1pu419Sruu+2yH4Nyb/YCyniQA6D2r0QiwZrl3UGMWAbR6/Xwer0oFAowmUw8LWwvGMRoGwCLqxiNRqTTaaRSKQQCAaysrPBgHcpkiKXVSqXC/kqUSD3q9f1CHbdo5FutFlZWVvCjH/0I9XodW1tbqNVqeOmllzA2NsaPTSaTuH//Pqs20ezm3VrDtrtoYk/q1NQU3nrrLZ4trFar4XK5mLSm0Whw9+5d3LhxA6VSifuRBx1078ThLcCTsoRKpcLExARGRkZw8eJFfPvb34bD4cDY2BgMBkNHTdVut2N8fBwejwfFYhHRaBTlcpmdcTabRTQaRa1W43o4DaChiNvhcOD06dNoNBpIpVJQqVRIp9PcgTAoRoiyFJQBoe+9gNqLiHdiMpmQSCQwPz+PaDSKTCbDBLZeQUYMwLYO/6iNWr/i3Llz+OEPf4jR0VG4XC5Uq1V8+OGH+Oyzz7CwsNBxHcUWT7rePp8Pr7/+OnK5HGKxGMLhMKrVKkql0hF+quOBSqWCUCiETCaDP/uzP2Ohm3A4zKTM7drsRJ9GB9RkMolQKHTy+rhpAZIaGgCW3HS73Th9+jTPdw4EAkin08jlcjxApJcLspvzdrlcOHXqFEqlErxeL3Q6HcbGxqDX65nMlk6ncefOnZ5UvAbFEImLVlysovFwOBwYHx/HqVOncPnyZZhMJq5DE6gN0Ol0wmq1olKpIBaLoVwu8zCTZDKJzc1NlMtljjRIyY0cN40lpVGvpVKJhXxetChFv4J4GTqd7qmRjr1CLD/odDo0m02EQiFEIhGUSqU9R9p0kAN2bksalD3TKxQKBXw+H95++204nU6YTCaUy2U8evQIv/71r1EsFre9D6LzJtGQbDYLj8fDpSeJZ0MknoXD4Z7+ZrssUrvd5gEkR9ndcqDKabVajVmvVGc2m80815mIMpcvX0Y2m8Xa2hqy2exTYyMJCsXjGawUOXcbB5LzpNGWzWaTH5fL5ZDP51m3mV6L0vSDDmq/ImY+8CR1LrJhq9Uqkskk1tfXcfPmTZaapdJDs9lENptlZ1wul6FUKnkCmUql4lnfCoUCtVqNBf1FBTYihTx69Ai1Wg1LS0tIp9NIJpPsLAbBOZBohM1mYyW07pTeTn9HhKaXXnoJk5OTuHjxIvfnU9vLXjJNRMqhg1m7/XgYgxitdKfzBx1KpRJvvvkmrl69isuXL8PtdvM+AMDp7t1UBYncWSqVkEwmkUqlsLm5ia2trZ50GiT2Dyovkexpo9FAJBLB5uYmj0I+Chy446YUJxl4i8WCoaEhOBwOuN1u2O12KBQKVnki9bPtoFAoeNoVadWKIMdNrHJiSosD69fW1hCPx1lQ5Kgb6fsFNC3HbDZ39O9SRoJaWEjSFACT1ehgRpOnwuEw/H4/11WtViu+853vYHJyko2+2WyGx+Nhha9KpYKNjQ0kEgnE43GOxhOJBAv7i1ra29V8TyJo7rDP5+NRqAqF4pnpUbr2JpMJX/va13D9+nWMj4/DZrNBq9XyIaAXx03XmVjNBoOByYiUJQMwUAeqXqFSqfDtb38b/+pf/aunAo52u82CN7sdwojImc/nEY/HEYvFsLq6Cr/fL2WEDxhkv6gToNFoIBgMYmVl5eQ6bn4RtZqdNLEqTSYT1+6o4E+yi91Mb5VKxSnW8+fPY3R0FBMTEx2pUiLD0Rc5bKBzZGgymeSRhr1IB55UIyS2X1GLw5kzZzA6Osq92uQwa7UafycZTKqdimQxMuLJZJLVjWj2N7GWFQpFh7IdyW2qVCoWDSE5XJL5pIEmVE/trjmdZND1MplMrF9N9eXdYDKZcOHCBbjdbszOzsLr9cJkMnX0gfci26hUKuHxeGCxWOB2uzE0NMRlDGr3E4VCxPct8aQFjGbdd18XkZuzE+ieZbNZrK6uskKhnLB38OgOENrtNmcHj5IXdeCOmyK5ixcvYnh4GOfOncP09DTXTMvlMqeN8vk8R18idDodJicn4Xa78Sd/8ie4fv06TxsjkIZtLpfj7xSBl8tlbG5uIpPJYHl5GbFY7Mgv/FGDshJEJLPZbPjDP/xDvPnmm2zUk8kkHjx4gGQyiY8//hihUAjJZJLT3/Pz8x3PSQaIHD+hUCggHo/DZrNhdnaW7x1JCRqNRo7Wt7a2sLm5idXVVe6vpPu4HXnnpIIMhVKphM1mg9frZZEUKgfttn59Ph/+9b/+1zhz5gxGRkZgs9n4AFSpVFAsFntKlWs0GrzyyiuYm5vDmTNncOnSJe7vj8fj3OtaLBb5QCed9mOIegR0WO1GL+uYIu61tTX89Kc/5UEXMto+fLRaLZRKJfYvR4UDddwisUmn07GaGjlcSsWSwD5p8ZIxoalfRqMRw8PD3H5ESl0EchaFQgGZTIa1ncnY0xxiIsDtNvptUCASzkwmE6xWK9xuN3w+Hxt4qq9SpEyRmjizuReIEpoUhZPjpvo5TfsRo0ESBNkpM3JSW8K6Gf302el+PWtGNnE8vF4vhoeHYbPZmPW/V06HUqmE0+nE6Ogo7z1qrSHCaXd7zHaiSIME4hc4HA4eISkeaCib1SvHQGyvTSaTHdlEiYMB2UdxrxFEfYujwoE6bkoTUR8v6ViThnK9Xsfq6io+/PBDxGIx+P1+Hs+mUqlgMpngdDoxPT2Nf/Ev/gWmp6d5DjFdSFJoy+fzuH37NtbX1xEKhVgakxx1LBbjSGOvGtonEeRALRYLzp07h6GhIQwPD8NisXDETHO9qe+X5tTuR7uaWpJoPdCmoDq5qEpEj+llRN9JgyiyQgcZUtUiVj6VFsS2PTrc0IHIaDTC4XDA5XJ1zKin4QnEMyBZTdE4idrYBoMBL730Er7zne/AbDbDarVyrVUsX9B7J7GKk3hvegEdRJ1OJ/74j/8Yc3NzePXVVzseUyqV8PDhQ0SjUSQSiWc+pxjg0MFLzrQ/OIgkaL1e/9Tv95vt6z5sP48POpRUuRit0bBzqhOkUin4/X7E43GuZ1LdlTSVh4aGcPHiRZw6deqp03273eZUUjQahd/vRyQSYaUuMkzivNa9XLCTGtUBTw5WTqcTbrebeQeUqSB2Px2OxBGPewEZdNFp0zUVszKUYdnulLvdc4rfTxrEDU6H3na7zQcbul6iBKxIzKS+7W7DQ+uZjBJpGJDDF/cHOWGv14uJiQl+PSKRdsujilmck3pfngUi4lqtVpw/fx6vvPIKfD5fx2Pq9Tr3YZfL5Wc+J11jcuCDHnQcNGh/GI1GtoGis92rsqD4f7FW/jw4UMdNJ3+amapSqXD37l1kMhkW0giHw9jY2EClUoHBYIDVasWZM2cwOTkJh8OBkZERuN1ueDyebZ12oVDA5uYmIpEI5ufnsbCwgHw+zzU3Sr3vx2mfZJDTtlgsOHXqFCYmJmC32zvSnNQ2R/q9e422SarU6XTi8uXLuHbtGnw+H28Gck70mvV6nYlOhG5iiPizflAwOgiIm5xY5SMjI7BYLLDb7SwdXKlUeF4wCQmRIM6pU6dgsVg6rh1dN6/Xi29/+9tIJpNYWlpCLpfD3NwcZmZm0Gw2uUxCh+cLFy506GuT/n+r1eJMCmUBdDodzGbzQKbLFQoFZmZm8IMf/ACjo6O4evUqfD7fUx0wmUwGP/vZz7C8vNzToAppsw4HYsbo3Xff5WwJtYFRbXu3MgUdbj0eD5dIgMe2NJFIcAD0vDhQx02Gm/pG2+02lpaWEI/HEQgEsLGxwapaSqWSnfUbb7yB3/qt32IjtJ2YO518SqUS/H4/y9ctLS1xqrcXxuaggiIjo9GIiYkJTE9Pw2q1dkS71WoVgUAAwWCQsyF7AfETbDYbzpw5g8uXL3c4W7FPnBjmxFoniOml7trvSXQO3ZkGkZxG8rKbm5usL06KgCQtPD4+jsuXL2N0dBQmk+mpOrhCoYDL5cJbb72FTCYDnU6HZDKJb3/723j77bc5uic2u1qthsfj6WCy03PSoYs4C0TEMhqNJ/Le7Aa6b+Pj4/jhD3/Igk9ku8R7msvl8Pd///e4f//+Ub1diW1AjttoNOK1117De++9h6GhIe54KhaLrPK4E2g/uN1uHkmsUCh4oAnZu+clth244ybRBlF3WhRJIVaxRqPB2NgYvF4vfD4f7HY7TCZTh6FvtVpc59nY2MDKygrS6TTW1taQSqVYnEPszX5ep30cIrr9tEXRIhW/uo2txWLBhQsX4HK5UKlUYLFYkM/nUSqVOiJeSnFTup1S7zRBjNqIxHtJ5Y1isYiVlRWkUimsr68jEonweMmjJoAcJURewNjYGM6dOweXy4WhoSHU63WMj4+zSI1YD69UKshms7BarXwNqRa9vr6OxcVFPiwXCgUEAgGW0IzFYux8RbU1cfwk7UHikuRyOW7hFFvNBs1xd6dSxewQgfqvFxYWjlQuU2J7KJVKGI1GPvCK5Nh0Oo1bt24xD6v77+jgajQaWa/EZDJxaysJJ70om3bgqXKTycRRF+lQEyHJZDIxycZoNOLSpUuYnJzkFpbuVGir1UIsFkMikcBPfvIT/Nf/+l95VFur1UKtVpNiKj1CrIXS4A+xXkop1W9961tIJpNQqVQc6QWDwQ6jTs/xyiuvYGJiApcvX8arr77KbTBEchLvJanqRSIRfPTRRwgEAvjiiy+wvr7OpY1nZUxOMv+ASE4mkwkXL17Eu+++yzVrs9nMOuOBQAD5fJ7Xfz6fRzgchl6vZz0D6ti4efMm/uZv/oYn45H4TaPRwOnTpzE8PAyHw4HR0dGOdkFaF1RjTSQSuHnzJoLBICKRCJelyGlTxD5ooIMNfXWv29XVVfz3//7fWeZZor9AQ6hIFIz2T6vVQjAYxI9//GMEAoGnJFNpTrpWq4Xb7YZer4fb7YbT6UQ8Hsfq6irzu15UIHKgjluj0cBqtXIUptfreawmGfVarQa32w2DwYDh4WF4PB526BRNVCoVBAIBlEolbG5uIpVKYWtriwckHFRrxEnuSaV7Q9PSRAMNPHEcNpsNADA1NcU1TymywfoAAAx+SURBVKfTyZGZOKd2ZmaGW4bsdjv/XLyG5XKZ57NvbGxwN0EsFuN0vOiwu/XTT+r9IBCbW6fTwefzwel0wuVysVSpVqvtkIyNRqO8T8ixlstlHtpDKT5qlUylUnzYJUlaYq5Ho1G0Wi1YrVY+yNHr6XQ6rvElk0kkEgmk0+mO+cYiiWrQIm4R4roV13GxWEQ4HEY8HpftXH0IsVWVZihYrVaUSiX+opKv2MZqsVjg8Xh4FoBareaWSZKzfdHZwwNz3AqFAk6nExcuXIDdbsfk5CQ7cKPR2JFKorScx+OBwWCAxWLpGPm4ubmJ//Af/gNWV1f5YpDI+0GkUrsZzycRLpcLL730EiYmJliCVuyNp5aI8fFxjIyMYHx8HLVajZ2BeG0oXU6nThog000sa7Va8Pv92NzcxO3bt/GTn/wE+XyeVdkoCqTHbwfaNCc1hU68kNHRUfzhH/4hJicncfXqVTgcDr6ebrcbly9fRjKZRDgc5o4JksVUKBQwmUzIZrMwmUxYX19HNBrF8vIy/H5/h2oa9eQ/ePAAxWIR4+PjPMXNbrdzpkSj0WB9fR0PHjzA4uIi7t69i1QqxaRFUcFwkGWEt1uXFFyEw2HcuHED2WxWpsr7EEqlkgdRra+vo1QqcVqcJrFRCyb5K5fLhTNnzuCdd95Bo9HA6uoqstksHjx4gFAo1CEJ/CJxII6bjDUZIXLGZrOZ5U6pJkApOYoyROlLiiDi8TiWlpawuLiIQqHwwqeybOecT3q7Ed0bav+ieqioA04LWaFQdDAkd0N3hExGnFoAY7EYQqEQ/H4/FhcXeTrVflv0TpoDp+uu0+lY2pe0kgk0q9xgMAAAp6nJQdABiw5ZhUIB2WwWhUIB5XKZH0dtfgC4zq3X6xGPx2EwGNBoNKDX6/lAnUqlEAqFEI1G+fm6x3pKMujToNJENpvleqdE/4E6KXQ6HbPIKUPYbDah1+thNBphsVgAAHa7nWduDA8Pc2ZYpVKhVCrxLIyD2A8H4rjJsGazWSwuLnKUbbPZWDJOZBQT3T4Wi6FUKiGTySCfz7PQQzqdxvLy8r6Yzc+CSLLaLi17Uh13IpHArVu3sLq6inQ6DafTyTVqk8kEs9nMzh3Y+wGGUoMkk/rBBx9gY2ODZ63H43HuB97PwqZDwUkDOdN2u82kzu6uCpKGjUQiWFhY4IEHxWKxo7ebnAW1XVJqmxw97UHg8Xog0tra2hrUajUPBjpz5gy8Xi/8fj9WVlaYIbtdeyCpgp3UffMsdHNy6vU6fvWrX+Hv//7v8fDhQylTekAQSzP7FTgxGo2Ym5vD0NAQxsbGeISxz+eDyWSCxWJhm1YsFpnU22q1sLy8jFQqhc8++4wHJe11zv1ecGCpcmrVikQiPAuVIglR0IMeW61WsbCw0HGqp/F1B22gRVIWRQwn2WkD4P73RCKBWq0Gu90Ol8sFk8mEZrPJjGbKhuyEnaRIiZsQi8UQCATwi1/8Anfv3u1o1XsenNTIjpypqChHZSMCDXKJx+OIRCIIh8O8n0QSIIkdUcRdKpU6om3xOanVJZlM8mQ3am2JRqPweDyIRqMIBoPcttfttKnNRdZvH4MOl4uLi/i7v/s7JgJKvFiIraHbldK67US3Fgj9X6vVYnh4GGNjY+y4vV4vrFYrLBYLy/1Go1FW5KzVaggGg3jw4AEikQhWV1eRSCQO3DYdKDmtXC5zFE0SppSeFU/9JOEXj8c5SigUChyZHxSovk4EKjJo4kCLk+q8G40Gy78C4Fage/fu8RS30dFRvPPOOzCbzUy62Am1Wg23b9/G5uYm161LpRJisRgPr99Nd1ziMUQlwEQiAavVCq/Xy3ukVqshEAjw0BdS36LrSo+hliw6dInEsWcx9cXHA4+jcZrURmnDnQ5s9P2k7ptngQaw5HI5BINBJtSSHZRr//lB6opTU1MYHR2Fy+XC1NRUR4DRS9RNfAy6Xw6HA9euXYPL5YLD4eAZDpR1pJHT7Xa7Q047EAhgaWmJ98lh4EAdd6lUQrVahUqlQigU4vo1XbDudF137/VBO22RwStG2yJOqhEighIApFIpAMDCwgILflDqfG5ujhnkO4EyJr/85S/xy1/+EsFgEBsbGx1OWjrs3kARa7lcRjQahcFgwMzMDPMEKFPywQcfIBwOM2OV1jNJCYuOW1zbvWQqxP3XarUQiUQ6ophe/34QQTPKaRJhMpnE8vIywuHwic0SHSbIZms0Gly4cAHXr1/H3Nwcfvu3fxs6nY4f08t1pmEt1OGi1WoxPT0Ng8HwVMeMCLPZjHa7zZyRL7/8Evfv30c2m2XW+UHjwLXKyRnXajUeRdjd63jYDFSRfNVdG9lNQKFf8SLSzgB4LCOdQEOhEH7zm9/A5XJxHz61BtFjxNGpdOrM5XKylvccaLfbKJfLWF1d5br15uYmyuUySqUSM8Cpxize/3q9zm1bW1tbKJfLrN1fLBb3zSfo9e9E7sogolwuw+/3I5VKYXFxEYlEAslkcmBZ9gcBKkEkEgmsrq5CpVJxSntsbIx5ITvVvSnbu7W1xRycra0tqNVqhEIhbldWqVScOhdHs1Lgub6+jo2NDSwtLbFU82EdzBTtHl/peTdi998fVBvXTpEzgYho3ax2ACwkIda5RR3tfsWLNpIio5zaxKgPf2JiAsPDw/D7/bh7927HhChSteuex33Q6Nco5nnuC5WWSKiI9MBJyCGbzW57jam10ul04s0334TFYsHGxgbXxKlX+6BAewsYrD1DGB0dxbvvvgulUok7d+4gHo8zcbCfcNz3DEnyarVajI+P48qVK5icnMQf//EfY3R0lLUpCHSgpDHP5XIZf/EXf4H/83/+D3dUtNttjrSpNPjtb38b3//+92Gz2TA+Pg6VSsXckf/8n/8z/vqv/xqZTIZLgS8qiHoWDjziJrzohSKmAek7vc52aXgAHQ67e7pSd23vpKbIewFdQ+pBpCEWdOJsNBoIBAIIBAKcbupXQ3Bc0Ww2kcvloFAokM/nOVv1LHITpdppdjNJoJIQxGHcp0FeC7VajUd1JpNJpNPpvj7AHFdQVoo0B6gNa2trC61Wi3k5FISQHDC1GpfLZbZhxWIRqVSqg5Ss1WqhVqsRCASwtbXF+ghqtRrlchmVSgXBYBChUGhX3sdB4dAi7hcNm80Gh8MBg8EAt9sNpVLJ6cNkMsmiFJSypRtot9thNBo7xlRSDzPdWDFNPsjRAz03CXCQyAqlyklq86gN9VG//k54Ufell0xSN3Q6HQ8HIa4JRQoHDfrc/ZwePqg9YzAY4PV6ATwm9RH7vt/WaL+9H8J+7otOp2NpbRL6Gh0dhc1mY+3xdDqNhYUFVhRsNpsIBoOIxWLsA0S7T5lZr9eL4eFhzj4C4IDG7/cjHA5z6vxFoO8i7hcJOhGZzWaYzWYe+anValnsgOp5tBAoQqc6LY0uBMCRyCCR03oFXRMSvTks1qTEE+yH1ESSi6SRcJjli0HeM6T/DoAjMYmDBR1K0+k0YrEYNBoNJicn4XK5YLFYYLVaEYvFcOvWLZRKpWdGx5RxBB4rpkWjUZ4bAGBHfslh4tg57m5iGbWRtdttlkHN5/NcdxXZ4yLDVpyatNOsbrHGLdF/GFTn0AuoZYXShM9DAu3ue+3l8YN6b0hGlv4tcXgg4lm73UY0GkUul2P9cGrd2mtKm/YNaf4DOHKnDRxTxy2Ok2w0GkilUlwTrFarHYSpbscNPLkZYrp8J8c9qAZI4niDjFj3z/aLXp33oO8Z0XH3azr6JIMIaMlk8oU9p8ib6hf07LjJ6b2oOdf7hZjezufzbKCoz1XUTqZomdLo4qhCikbEtoHuMaLULzjIhqhfQRkXeW96Q6+R8naga92tSb7Tcwz6felnHf1Bvi8nCXt23NTHBhzewtxu4IfYNycqsLXbbXbE1BpD81LVajX0ej10Oh3q9To7ZdKbFT8TtQZ0z5GWOFqInIVuYQSJTuyl1kyRshgxiy2R5Iwp6tguOwWAZVIHFf1sK45D6W+vZZlBRc87rFuN5jD6sp/1XkQBF/H1RYMlfheN0nYbTPyM2xmyfkWvSkEnCbvdR4mdsdP12mk/dP9uu7W2298OAo7LZz0Oe2YQbdl+0HM7mISEhISEhMTRo7/zJhISEhISEhIdkI5bQkJCQkLiGEE6bgkJCQkJiWME6bglJCQkJCSOEaTjlpCQkJCQOEaQjltCQkJCQuIYQTpuCQkJCQmJYwTpuCUkJCQkJI4RpOOWkJCQkJA4Rvh/H0lsnWcf5VQAAAAASUVORK5CYII=\n" + }, + "metadata": {} + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": "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\n" + }, + "metadata": {} + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": "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\n" + }, + "metadata": {} + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": "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\n" + }, + "metadata": {} + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": "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\n" + }, + "metadata": {} + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": "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\n" + }, + "metadata": {} + } + ], + "source": [ + "from tensorflow.keras.datasets import mnist\n", + "from tensorflow.keras.layers import Input, Dense, Reshape, Flatten, Dropout\n", + "from tensorflow.keras.layers import BatchNormalization, Activation, LeakyReLU, UpSampling2D, Conv2D\n", + "from tensorflow.keras.models import Sequential, Model\n", + "\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "import os\n", + "os.makedirs(\"./data/gan_images\", exist_ok=True)\n", + "\n", + "# 생성자 모델을 만듭니다.\n", + "generator = Sequential()\n", + "generator.add(Dense(128*7*7, input_dim=100, activation=LeakyReLU(0.2)))\n", + "generator.add(BatchNormalization())\n", + "generator.add(Reshape((7, 7, 128)))\n", + "generator.add(UpSampling2D())\n", + "generator.add(Conv2D(64, kernel_size=5, padding='same'))\n", + "generator.add(BatchNormalization())\n", + "generator.add(Activation(LeakyReLU(0.2)))\n", + "generator.add(UpSampling2D())\n", + "generator.add(Conv2D(1, kernel_size=5, padding='same', activation='tanh'))\n", + "\n", + "# 판별자 모델을 만듭니다.\n", + "discriminator = Sequential()\n", + "discriminator.add(Conv2D(64, kernel_size=5, strides=2, input_shape=(28,28,1), padding=\"same\"))\n", + "discriminator.add(Activation(LeakyReLU(0.2)))\n", + "discriminator.add(Dropout(0.3))\n", + "discriminator.add(Conv2D(128, kernel_size=5, strides=2, padding=\"same\"))\n", + "discriminator.add(Activation(LeakyReLU(0.2)))\n", + "discriminator.add(Dropout(0.3))\n", + "discriminator.add(Flatten())\n", + "discriminator.add(Dense(1, activation='sigmoid'))\n", + "discriminator.compile(loss='binary_crossentropy', optimizer='adam')\n", + "discriminator.trainable = False\n", + "\n", + "# 생성자와 판별자 모델을 연결시키는 gan 모델을 만듭니다.\n", + "ginput = Input(shape=(100,))\n", + "dis_output = discriminator(generator(ginput))\n", + "gan = Model(ginput, dis_output)\n", + "gan.compile(loss='binary_crossentropy', optimizer='adam')\n", + "gan.summary()\n", + "\n", + "# 신경망을 실행시키는 함수를 만듭니다.\n", + "def gan_train(epoch, batch_size, saving_interval):\n", + "\n", + " # MNIST 데이터를 불러옵니다.\n", + "\n", + " (X_train, _), (_, _) = mnist.load_data() # 앞서 불러온 적 있는 MNIST를 다시 이용합니다. 단, 테스트 과정은 필요 없고 이미지만 사용할 것이기 때문에 X_train만 불러왔습니다.\n", + " X_train = X_train.reshape(X_train.shape[0], 28, 28, 1).astype('float32')\n", + " X_train = (X_train - 127.5) / 127.5 # 픽셀 값은 0에서 255 사이의 값입니다. 이전에 255로 나누어 줄때는 이를 0~1 사이의 값으로 바꾸었던 것인데, 여기서는 127.5를 빼준 뒤 127.5로 나누어 줌으로 인해 -1에서 1사이의 값으로 바뀌게 됩니다.\n", + " # X_train.shape, Y_train.shape, X_test.shape, Y_test.shape\n", + "\n", + " true = np.ones((batch_size, 1))\n", + " fake = np.zeros((batch_size, 1))\n", + "\n", + " for i in range(epoch):\n", + " discriminator.trainable = True\n", + " # 실제 데이터를 판별자에 입력하는 부분입니다.\n", + " idx = np.random.randint(0, X_train.shape[0], batch_size)\n", + " imgs = X_train[idx]\n", + " d_loss_real = discriminator.train_on_batch(imgs, true)\n", + "\n", + " # 가상 이미지를 판별자에 입력하는 부분입니다.\n", + " noise = np.random.normal(0, 1, (batch_size, 100))\n", + " gen_imgs = generator.predict(noise, verbose=0)\n", + " d_loss_fake = discriminator.train_on_batch(gen_imgs, fake)\n", + "\n", + " # 판별자와 생성자의 오차를 계산합니다.\n", + " d_loss = 0.5 * np.add(d_loss_real, d_loss_fake)\n", + " discriminator.trainable = False #판별자 학습이 끝나면 trainable = False로 만들어 판별자는 그대로 둔 채 생성자만 학습합니다.\n", + " noise = np.random.normal(0, 1, (batch_size, 100))\n", + "\n", + " g_loss = gan.train_on_batch(noise, true)\n", + "\n", + " if i % 100 == 0: #100 epoch마다 출력되게 하겠습니다.\n", + " print('epoch:%d' % i, ' d_loss:%.4f' % d_loss, ' g_loss:%.4f' % g_loss)\n", + "\n", + " # 이 부분은 중간 과정을 이미지로 저장해 주는 부분입니다. 이 장의 주요 내용과 관련이 없어\n", + " # 소스 코드만 첨부합니다. 만들어진 이미지들은 gan_images 폴더에 저장됩니다.\n", + " if i % saving_interval == 0:\n", + " #r, c = 5, 5\n", + " noise = np.random.normal(0, 1, (25, 100))\n", + " gen_imgs = generator.predict(noise)\n", + "\n", + " # Rescale images 0 - 1\n", + " gen_imgs = 0.5 * gen_imgs + 0.5\n", + "\n", + " fig, axs = plt.subplots(5, 5)\n", + " count = 0\n", + " for j in range(5):\n", + " for k in range(5):\n", + " axs[j, k].imshow(gen_imgs[count, :, :, 0], cmap='gray')\n", + " axs[j, k].axis('off')\n", + " count += 1\n", + " fig.savefig(\"./data/gan_images/gan_mnist_%d.png\" % i)\n", + "\n", + "gan_train(2001, 32, 200) # 2000번 반복되고, 배치 사이즈는 32, 200번마다 결과가 저장되게 하였습니다.\n" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "NLP3wHbvuJCy" + }, + "source": [ + "## 4. 이미지의 특징을 추출하는 오토인코더" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "_hCg0yYjuJCz" + }, + "source": [ + "### 실습: 오토인코더 실습하기" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "id": "EVUGcO2QuJC0", + "outputId": "2df6d6c3-918d-41a0-aba0-61f91aec8f69", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 513 + } + }, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "\u001b[1mModel: \"sequential_2\"\u001b[0m\n" + ], + "text/html": [ + "
Model: \"sequential_2\"\n",
+              "
\n" + ] + }, + "metadata": {} + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━┓\n", + "┃\u001b[1m \u001b[0m\u001b[1mLayer (type) \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1mOutput Shape \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1m Param #\u001b[0m\u001b[1m \u001b[0m┃\n", + "┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━┩\n", + "│ conv2d_4 (\u001b[38;5;33mConv2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m16\u001b[0m) │ \u001b[38;5;34m160\u001b[0m │\n", + "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n", + "│ max_pooling2d (\u001b[38;5;33mMaxPooling2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m16\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │\n", + "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n", + "│ conv2d_5 (\u001b[38;5;33mConv2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m8\u001b[0m) │ \u001b[38;5;34m1,160\u001b[0m │\n", + "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n", + "│ max_pooling2d_1 (\u001b[38;5;33mMaxPooling2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m8\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │\n", + "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n", + "│ conv2d_6 (\u001b[38;5;33mConv2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m4\u001b[0m, \u001b[38;5;34m4\u001b[0m, \u001b[38;5;34m8\u001b[0m) │ \u001b[38;5;34m584\u001b[0m │\n", + "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n", + "│ conv2d_7 (\u001b[38;5;33mConv2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m4\u001b[0m, \u001b[38;5;34m4\u001b[0m, \u001b[38;5;34m8\u001b[0m) │ \u001b[38;5;34m584\u001b[0m │\n", + "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n", + "│ up_sampling2d_2 (\u001b[38;5;33mUpSampling2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m8\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │\n", + "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n", + "│ conv2d_8 (\u001b[38;5;33mConv2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m8\u001b[0m) │ \u001b[38;5;34m584\u001b[0m │\n", + "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n", + "│ up_sampling2d_3 (\u001b[38;5;33mUpSampling2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m8\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │\n", + "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n", + "│ conv2d_9 (\u001b[38;5;33mConv2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m16\u001b[0m) │ \u001b[38;5;34m1,168\u001b[0m │\n", + "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n", + "│ up_sampling2d_4 (\u001b[38;5;33mUpSampling2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m16\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │\n", + "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n", + "│ conv2d_10 (\u001b[38;5;33mConv2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m1\u001b[0m) │ \u001b[38;5;34m145\u001b[0m │\n", + "└──────────────────────────────────────┴─────────────────────────────┴─────────────────┘\n" + ], + "text/html": [ + "
┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━┓\n",
+              "┃ Layer (type)                         ┃ Output Shape                ┃         Param # ┃\n",
+              "┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━┩\n",
+              "│ conv2d_4 (Conv2D)                    │ (None, 28, 28, 16)          │             160 │\n",
+              "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
+              "│ max_pooling2d (MaxPooling2D)         │ (None, 14, 14, 16)          │               0 │\n",
+              "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
+              "│ conv2d_5 (Conv2D)                    │ (None, 14, 14, 8)           │           1,160 │\n",
+              "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
+              "│ max_pooling2d_1 (MaxPooling2D)       │ (None, 7, 7, 8)             │               0 │\n",
+              "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
+              "│ conv2d_6 (Conv2D)                    │ (None, 4, 4, 8)             │             584 │\n",
+              "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
+              "│ conv2d_7 (Conv2D)                    │ (None, 4, 4, 8)             │             584 │\n",
+              "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
+              "│ up_sampling2d_2 (UpSampling2D)       │ (None, 8, 8, 8)             │               0 │\n",
+              "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
+              "│ conv2d_8 (Conv2D)                    │ (None, 8, 8, 8)             │             584 │\n",
+              "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
+              "│ up_sampling2d_3 (UpSampling2D)       │ (None, 16, 16, 8)           │               0 │\n",
+              "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
+              "│ conv2d_9 (Conv2D)                    │ (None, 14, 14, 16)          │           1,168 │\n",
+              "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
+              "│ up_sampling2d_4 (UpSampling2D)       │ (None, 28, 28, 16)          │               0 │\n",
+              "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
+              "│ conv2d_10 (Conv2D)                   │ (None, 28, 28, 1)           │             145 │\n",
+              "└──────────────────────────────────────┴─────────────────────────────┴─────────────────┘\n",
+              "
\n" + ] + }, + "metadata": {} + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "\u001b[1m Total params: \u001b[0m\u001b[38;5;34m4,385\u001b[0m (17.13 KB)\n" + ], + "text/html": [ + "
 Total params: 4,385 (17.13 KB)\n",
+              "
\n" + ] + }, + "metadata": {} + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "\u001b[1m Trainable params: \u001b[0m\u001b[38;5;34m4,385\u001b[0m (17.13 KB)\n" + ], + "text/html": [ + "
 Trainable params: 4,385 (17.13 KB)\n",
+              "
\n" + ] + }, + "metadata": {} + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "\u001b[1m Non-trainable params: \u001b[0m\u001b[38;5;34m0\u001b[0m (0.00 B)\n" + ], + "text/html": [ + "
 Non-trainable params: 0 (0.00 B)\n",
+              "
\n" + ] + }, + "metadata": {} + } + ], + "source": [ + "from tensorflow.keras.datasets import mnist\n", + "from tensorflow.keras.models import Sequential, Model\n", + "from tensorflow.keras.layers import Input, Dense, Conv2D, MaxPooling2D, UpSampling2D, Flatten, Reshape\n", + "\n", + "import matplotlib.pyplot as plt\n", + "import numpy as np\n", + "\n", + "# MNIST 데이터셋을 불러옵니다.\n", + "\n", + "(X_train, _), (X_test, _) = mnist.load_data()\n", + "X_train = X_train.reshape(X_train.shape[0], 28, 28, 1).astype('float32') / 255\n", + "X_test = X_test.reshape(X_test.shape[0], 28, 28, 1).astype('float32') / 255\n", + "\n", + "# 생성자 모델을 만듭니다.\n", + "autoencoder = Sequential()\n", + "\n", + "# 인코딩 부분입니다.\n", + "autoencoder.add(Conv2D(16, kernel_size=3, padding='same', input_shape=(28,28,1), activation='relu'))\n", + "autoencoder.add(MaxPooling2D(pool_size=2, padding='same'))\n", + "autoencoder.add(Conv2D(8, kernel_size=3, activation='relu', padding='same'))\n", + "autoencoder.add(MaxPooling2D(pool_size=2, padding='same'))\n", + "autoencoder.add(Conv2D(8, kernel_size=3, strides=2, padding='same', activation='relu'))\n", + "\n", + "# 디코딩 부분입니다.\n", + "autoencoder.add(Conv2D(8, kernel_size=3, padding='same', activation='relu'))\n", + "autoencoder.add(UpSampling2D())\n", + "autoencoder.add(Conv2D(8, kernel_size=3, padding='same', activation='relu'))\n", + "autoencoder.add(UpSampling2D())\n", + "autoencoder.add(Conv2D(16, kernel_size=3, activation='relu'))\n", + "autoencoder.add(UpSampling2D())\n", + "autoencoder.add(Conv2D(1, kernel_size=3, padding='same', activation='sigmoid'))\n", + "\n", + "# 전체 구조를 확인합니다.\n", + "autoencoder.summary()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "PgzyXTuCuJC0", + "outputId": "9dd9b8c5-0348-49df-c81f-e27bbb526777", + "colab": { + "base_uri": "https://localhost:8080/" + } + }, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Epoch 1/50\n", + "\u001b[1m469/469\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m11s\u001b[0m 13ms/step - loss: 0.3038 - val_loss: 0.1381\n", + "Epoch 2/50\n", + "\u001b[1m469/469\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m4s\u001b[0m 5ms/step - loss: 0.1329 - val_loss: 0.1195\n", + "Epoch 3/50\n", + "\u001b[1m469/469\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 4ms/step - loss: 0.1186 - val_loss: 0.1108\n", + "Epoch 4/50\n", + "\u001b[1m469/469\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m3s\u001b[0m 5ms/step - loss: 0.1103 - val_loss: 0.1055\n", + "Epoch 5/50\n", + "\u001b[1m469/469\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 5ms/step - loss: 0.1057 - val_loss: 0.1027\n", + "Epoch 6/50\n", + "\u001b[1m469/469\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 5ms/step - loss: 0.1031 - val_loss: 0.1003\n", + "Epoch 7/50\n", + "\u001b[1m469/469\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 4ms/step - loss: 0.1013 - val_loss: 0.0984\n", + "Epoch 8/50\n", + "\u001b[1m469/469\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m3s\u001b[0m 4ms/step - loss: 0.0995 - val_loss: 0.0971\n", + "Epoch 9/50\n", + "\u001b[1m469/469\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 5ms/step - loss: 0.0979 - val_loss: 0.0957\n", + "Epoch 10/50\n", + "\u001b[1m469/469\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 5ms/step - loss: 0.0969 - val_loss: 0.0946\n", + "Epoch 11/50\n", + "\u001b[1m469/469\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 5ms/step - loss: 0.0955 - val_loss: 0.0945\n", + "Epoch 12/50\n", + "\u001b[1m469/469\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 4ms/step - loss: 0.0944 - val_loss: 0.0927\n", + "Epoch 13/50\n", + "\u001b[1m469/469\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 5ms/step - loss: 0.0934 - val_loss: 0.0924\n", + "Epoch 14/50\n", + "\u001b[1m469/469\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 4ms/step - loss: 0.0928 - val_loss: 0.0909\n", + "Epoch 15/50\n", + "\u001b[1m469/469\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m3s\u001b[0m 5ms/step - loss: 0.0919 - val_loss: 0.0903\n", + "Epoch 16/50\n", + "\u001b[1m469/469\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m5s\u001b[0m 5ms/step - loss: 0.0913 - val_loss: 0.0899\n", + "Epoch 17/50\n", + "\u001b[1m469/469\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 4ms/step - loss: 0.0905 - val_loss: 0.0889\n", + "Epoch 18/50\n", + "\u001b[1m469/469\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 5ms/step - loss: 0.0900 - val_loss: 0.0886\n", + "Epoch 19/50\n", + "\u001b[1m469/469\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m3s\u001b[0m 6ms/step - loss: 0.0893 - val_loss: 0.0880\n", + "Epoch 20/50\n", + "\u001b[1m469/469\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 5ms/step - loss: 0.0888 - val_loss: 0.0876\n", + "Epoch 21/50\n", + "\u001b[1m469/469\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 5ms/step - loss: 0.0885 - val_loss: 0.0880\n", + "Epoch 22/50\n", + "\u001b[1m469/469\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 5ms/step - loss: 0.0881 - val_loss: 0.0868\n", + "Epoch 23/50\n", + "\u001b[1m469/469\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m3s\u001b[0m 6ms/step - loss: 0.0877 - val_loss: 0.0862\n", + "Epoch 24/50\n", + "\u001b[1m469/469\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m5s\u001b[0m 5ms/step - loss: 0.0874 - val_loss: 0.0859\n", + "Epoch 25/50\n", + "\u001b[1m328/469\u001b[0m \u001b[32m━━━━━━━━━━━━━\u001b[0m\u001b[37m━━━━━━━\u001b[0m \u001b[1m0s\u001b[0m 4ms/step - loss: 0.0870" + ] + } + ], + "source": [ + "# 컴파일 및 학습을 하는 부분입니다.\n", + "autoencoder.compile(optimizer='adam', loss='binary_crossentropy')\n", + "autoencoder.fit(X_train, X_train, epochs=50, batch_size=128, validation_data=(X_test, X_test))\n", + "\n", + "# 학습된 결과를 출력하는 부분입니다.\n", + "random_test = np.random.randint(X_test.shape[0], size=5) # 테스트할 이미지를 랜덤하게 불러옵니다.\n", + "ae_imgs = autoencoder.predict(X_test) # 앞서 만든 오토인코더 모델에 집어 넣습니다.\n", + "\n", + "plt.figure(figsize=(7, 2)) # 출력될 이미지의 크기를 정합니다.\n", + "\n", + "for i, image_idx in enumerate(random_test): # 랜덤하게 뽑은 이미지를 차례로 나열합니다.\n", + " ax = plt.subplot(2, 7, i + 1)\n", + " plt.imshow(X_test[image_idx].reshape(28, 28)) # 테스트할 이미지를 먼저 그대로 보여줍니다.\n", + " ax.axis('off')\n", + " ax = plt.subplot(2, 7, 7 + i +1)\n", + " plt.imshow(ae_imgs[image_idx].reshape(28, 28)) # 오토인코딩 결과를 다음열에 출력합니다.\n", + " ax.axis('off')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "tNj4eQMKuJC1" + }, + "outputs": [], + "source": [] + } + ], + "metadata": { + "colab": { + "provenance": [], + "gpuType": "T4" + }, + "kernelspec": { + "display_name": "Python [conda env:deep_learning]", + "language": "python", + "name": "conda-env-deep_learning-py" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.9.21" + }, + "accelerator": "GPU" + }, + "nbformat": 4, + "nbformat_minor": 0 +} \ No newline at end of file From 5104ec551234e0d16070351edbc316555e82e6e7 Mon Sep 17 00:00:00 2001 From: Taeho Jo Date: Sat, 15 Feb 2025 20:03:53 -0500 Subject: [PATCH 34/37] no message --- colab/{ch17_colab.ipynb => ch17-colab.ipynb} | 0 1 file changed, 0 insertions(+), 0 deletions(-) rename colab/{ch17_colab.ipynb => ch17-colab.ipynb} (100%) diff --git a/colab/ch17_colab.ipynb b/colab/ch17-colab.ipynb similarity index 100% rename from colab/ch17_colab.ipynb rename to colab/ch17-colab.ipynb From 047f00224e71897e72be64592d67a717fa6a1b3e Mon Sep 17 00:00:00 2001 From: Taeho Jo Date: Sat, 15 Feb 2025 20:06:16 -0500 Subject: [PATCH 35/37] no message --- ch17.ipynb | 890 +++++++++++++---------------------------- colab/ch17-colab.ipynb | 697 +------------------------------- 2 files changed, 286 insertions(+), 1301 deletions(-) diff --git a/ch17.ipynb b/ch17.ipynb index e285c5b..ea1a245 100644 --- a/ch17.ipynb +++ b/ch17.ipynb @@ -2,11 +2,9 @@ "cells": [ { "cell_type": "markdown", - "metadata": { - "id": "v0_caBv3uJCn" - }, + "metadata": {}, "source": [ - "# 17장 세상에 없는 얼굴 GAN, 오토인코더" + "# 17장 딥러닝을 이용한 자연어 처리" ] }, { @@ -18,671 +16,353 @@ }, { "cell_type": "markdown", - "metadata": { - "id": "jCH72ebHuJCt" - }, - "source": [ - "## 3. 적대적 신경망 실행하기" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "3n6fxgcwuJCu" - }, + "metadata": {}, "source": [ - "### 실습: GAN 모델 만들기" + "## 1. 텍스트의 토큰화" ] }, { "cell_type": "code", "execution_count": 1, - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 1000 - }, - "id": "nevncdxVuJCv", - "outputId": "2b4da0b6-b03b-4091-f094-3a2df23fca93", - "scrolled": true - }, + "metadata": {}, "outputs": [ { - "name": "stderr", + "name": "stdout", "output_type": "stream", "text": [ - "/usr/local/lib/python3.11/dist-packages/keras/src/layers/core/dense.py:87: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.\n", - " super().__init__(activity_regularizer=activity_regularizer, **kwargs)\n", - "/usr/local/lib/python3.11/dist-packages/keras/src/layers/convolutional/base_conv.py:107: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.\n", - " super().__init__(activity_regularizer=activity_regularizer, **kwargs)\n" + "\n", + "원문:\n", + " 해보지 않으면 해낼 수 없다\n", + "\n", + "토큰화:\n", + " ['해보지', '않으면', '해낼', '수', '없다']\n" ] - }, - { - "data": { - "text/html": [ - "
Model: \"functional_17\"\n",
-       "
\n" - ], - "text/plain": [ - "\u001b[1mModel: \"functional_17\"\u001b[0m\n" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "text/html": [ - "
┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━┓\n",
-       "┃ Layer (type)                         ┃ Output Shape                ┃         Param # ┃\n",
-       "┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━┩\n",
-       "│ input_layer_2 (InputLayer)           │ (None, 100)                 │               0 │\n",
-       "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
-       "│ sequential (Sequential)              │ (None, 28, 28, 1)           │         865,281 │\n",
-       "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
-       "│ sequential_1 (Sequential)            │ (None, 1)                   │         212,865 │\n",
-       "└──────────────────────────────────────┴─────────────────────────────┴─────────────────┘\n",
-       "
\n" - ], - "text/plain": [ - "┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━┓\n", - "┃\u001b[1m \u001b[0m\u001b[1mLayer (type) \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1mOutput Shape \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1m Param #\u001b[0m\u001b[1m \u001b[0m┃\n", - "┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━┩\n", - "│ input_layer_2 (\u001b[38;5;33mInputLayer\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m100\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │\n", - "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n", - "│ sequential (\u001b[38;5;33mSequential\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m1\u001b[0m) │ \u001b[38;5;34m865,281\u001b[0m │\n", - "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n", - "│ sequential_1 (\u001b[38;5;33mSequential\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m) │ \u001b[38;5;34m212,865\u001b[0m │\n", - "└──────────────────────────────────────┴─────────────────────────────┴─────────────────┘\n" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "text/html": [ - "
 Total params: 1,078,146 (4.11 MB)\n",
-       "
\n" - ], - "text/plain": [ - "\u001b[1m Total params: \u001b[0m\u001b[38;5;34m1,078,146\u001b[0m (4.11 MB)\n" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "text/html": [ - "
 Trainable params: 852,609 (3.25 MB)\n",
-       "
\n" - ], - "text/plain": [ - "\u001b[1m Trainable params: \u001b[0m\u001b[38;5;34m852,609\u001b[0m (3.25 MB)\n" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "text/html": [ - "
 Non-trainable params: 225,537 (881.00 KB)\n",
-       "
\n" - ], - "text/plain": [ - "\u001b[1m Non-trainable params: \u001b[0m\u001b[38;5;34m225,537\u001b[0m (881.00 KB)\n" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, + } + ], + "source": [ + "from tensorflow.keras.preprocessing.text import Tokenizer\n", + "from tensorflow.keras.preprocessing.sequence import pad_sequences\n", + "from tensorflow.keras.models import Sequential\n", + "from tensorflow.keras.layers import Dense,Flatten,Embedding\n", + "from tensorflow.keras.utils import to_categorical\n", + "from numpy import array\n", + "\n", + "# 케라스의 텍스트 전처리와 관련한 함수중 text_to_word_sequence 함수를 불러옵니다.\n", + "from tensorflow.keras.preprocessing.text import text_to_word_sequence\n", + " \n", + "# 전처리할 텍스트를 정합니다.\n", + "text = '해보지 않으면 해낼 수 없다'\n", + " \n", + "# 해당 텍스트를 토큰화합니다.\n", + "result = text_to_word_sequence(text)\n", + "print(\"\\n원문:\\n\", text)\n", + "print(\"\\n토큰화:\\n\", result)" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Downloading data from https://storage.googleapis.com/tensorflow/tf-keras-datasets/mnist.npz\n", - "\u001b[1m11490434/11490434\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 0us/step\n", - "epoch:0 d_loss:0.7311 g_loss:0.7190\n", - "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 697ms/step\n", - "epoch:100 d_loss:0.4847 g_loss:1.7822\n", - "epoch:200 d_loss:0.4763 g_loss:1.8269\n", - "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 35ms/step\n", - "epoch:300 d_loss:0.4613 g_loss:2.0399\n", - "epoch:400 d_loss:0.4426 g_loss:2.1402\n", - "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 47ms/step\n", - "epoch:500 d_loss:0.4191 g_loss:2.2167\n", - "epoch:600 d_loss:0.3901 g_loss:2.2943\n", - "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 37ms/step\n", - "epoch:700 d_loss:0.3928 g_loss:2.3347\n", - "epoch:800 d_loss:0.3940 g_loss:2.3309\n", - "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 33ms/step\n", - "epoch:900 d_loss:0.4016 g_loss:2.2807\n", - "epoch:1000 d_loss:0.4027 g_loss:2.2478\n", - "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 33ms/step\n", - "epoch:1100 d_loss:0.4033 g_loss:2.2262\n", - "epoch:1200 d_loss:0.4046 g_loss:2.2102\n", - "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 32ms/step\n", - "epoch:1300 d_loss:0.4074 g_loss:2.1749\n", - "epoch:1400 d_loss:0.4116 g_loss:2.1490\n", - "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 44ms/step\n", - "epoch:1500 d_loss:0.4138 g_loss:2.1212\n", - "epoch:1600 d_loss:0.4169 g_loss:2.0971\n", - "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 32ms/step\n", - "epoch:1700 d_loss:0.4199 g_loss:2.0765\n", - "epoch:1800 d_loss:0.4227 g_loss:2.0589\n", - "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 50ms/step\n", - "epoch:1900 d_loss:0.4251 g_loss:2.0417\n", - "epoch:2000 d_loss:0.4284 g_loss:2.0236\n", - "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 38ms/step\n" + "\n", + "단어 카운트:\n", + " OrderedDict([('먼저', 1), ('텍스트의', 2), ('각', 1), ('단어를', 1), ('나누어', 1), ('토큰화', 1), ('합니다', 1), ('단어로', 1), ('토큰화해야', 1), ('딥러닝에서', 2), ('인식됩니다', 1), ('토큰화한', 1), ('결과는', 1), ('사용할', 1), ('수', 1), ('있습니다', 1)])\n", + "\n", + "문장 카운트: 3\n", + "\n", + "각 단어가 몇 개의 문장에 포함되어 있는가:\n", + " defaultdict(, {'텍스트의': 2, '단어를': 1, '합니다': 1, '토큰화': 1, '먼저': 1, '각': 1, '나누어': 1, '인식됩니다': 1, '딥러닝에서': 2, '토큰화해야': 1, '단어로': 1, '수': 1, '사용할': 1, '결과는': 1, '있습니다': 1, '토큰화한': 1})\n", + "\n", + "각 단어에 매겨진 인덱스 값:\n", + " {'텍스트의': 1, '딥러닝에서': 2, '먼저': 3, '각': 4, '단어를': 5, '나누어': 6, '토큰화': 7, '합니다': 8, '단어로': 9, '토큰화해야': 10, '인식됩니다': 11, '토큰화한': 12, '결과는': 13, '사용할': 14, '수': 15, '있습니다': 16}\n" ] - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" } ], "source": [ - "from tensorflow.keras.datasets import mnist\n", - "from tensorflow.keras.layers import Input, Dense, Reshape, Flatten, Dropout\n", - "from tensorflow.keras.layers import BatchNormalization, Activation, LeakyReLU, UpSampling2D, Conv2D\n", - "from tensorflow.keras.models import Sequential, Model\n", + "# 단어 빈도수 세기\n", "\n", - "import numpy as np\n", - "import matplotlib.pyplot as plt\n", - "import os\n", - "os.makedirs(\"./data/gan_images\", exist_ok=True)\n", + "# 전처리하려는 세 개의 문장을 정합니다.\n", + "docs = ['먼저 텍스트의 각 단어를 나누어 토큰화 합니다.',\n", + " '텍스트의 단어로 토큰화해야 딥러닝에서 인식됩니다.',\n", + " '토큰화한 결과는 딥러닝에서 사용할 수 있습니다.',\n", + " ]\n", + " \n", + "# 토큰화 함수를 이용해 전처리 하는 과정입니다.\n", + "token = Tokenizer() # 토큰화 함수 지정\n", + "token.fit_on_texts(docs) # 토큰화 함수에 문장 적용\n", + " \n", + "# 단어의 빈도수를 계산한 결과를 각 옵션에 맞추어 출력합니다.\n", + "# Tokenizer()의 word_counts 함수는 순서를 기억하는 OrderedDict 클래스를 사용합니다.\n", + "print(\"\\n단어 카운트:\\n\", token.word_counts) \n", "\n", - "# 생성자 모델을 만듭니다.\n", - "generator = Sequential()\n", - "generator.add(Dense(128*7*7, input_dim=100, activation=LeakyReLU(0.2)))\n", - "generator.add(BatchNormalization())\n", - "generator.add(Reshape((7, 7, 128)))\n", - "generator.add(UpSampling2D())\n", - "generator.add(Conv2D(64, kernel_size=5, padding='same'))\n", - "generator.add(BatchNormalization())\n", - "generator.add(Activation(LeakyReLU(0.2)))\n", - "generator.add(UpSampling2D())\n", - "generator.add(Conv2D(1, kernel_size=5, padding='same', activation='tanh'))\n", - "\n", - "# 판별자 모델을 만듭니다.\n", - "discriminator = Sequential()\n", - "discriminator.add(Conv2D(64, kernel_size=5, strides=2, input_shape=(28,28,1), padding=\"same\"))\n", - "discriminator.add(Activation(LeakyReLU(0.2)))\n", - "discriminator.add(Dropout(0.3))\n", - "discriminator.add(Conv2D(128, kernel_size=5, strides=2, padding=\"same\"))\n", - "discriminator.add(Activation(LeakyReLU(0.2)))\n", - "discriminator.add(Dropout(0.3))\n", - "discriminator.add(Flatten())\n", - "discriminator.add(Dense(1, activation='sigmoid'))\n", - "discriminator.compile(loss='binary_crossentropy', optimizer='adam')\n", - "discriminator.trainable = False\n", - "\n", - "# 생성자와 판별자 모델을 연결시키는 gan 모델을 만듭니다.\n", - "ginput = Input(shape=(100,))\n", - "dis_output = discriminator(generator(ginput))\n", - "gan = Model(ginput, dis_output)\n", - "gan.compile(loss='binary_crossentropy', optimizer='adam')\n", - "gan.summary()\n", - "\n", - "# 신경망을 실행시키는 함수를 만듭니다.\n", - "def gan_train(epoch, batch_size, saving_interval):\n", - "\n", - " # MNIST 데이터를 불러옵니다.\n", - "\n", - " (X_train, _), (_, _) = mnist.load_data() # 앞서 불러온 적 있는 MNIST를 다시 이용합니다. 단, 테스트 과정은 필요 없고 이미지만 사용할 것이기 때문에 X_train만 불러왔습니다.\n", - " X_train = X_train.reshape(X_train.shape[0], 28, 28, 1).astype('float32')\n", - " X_train = (X_train - 127.5) / 127.5 # 픽셀 값은 0에서 255 사이의 값입니다. 이전에 255로 나누어 줄때는 이를 0~1 사이의 값으로 바꾸었던 것인데, 여기서는 127.5를 빼준 뒤 127.5로 나누어 줌으로 인해 -1에서 1사이의 값으로 바뀌게 됩니다.\n", - " # X_train.shape, Y_train.shape, X_test.shape, Y_test.shape\n", - "\n", - " true = np.ones((batch_size, 1))\n", - " fake = np.zeros((batch_size, 1))\n", - "\n", - " for i in range(epoch):\n", - " discriminator.trainable = True\n", - " # 실제 데이터를 판별자에 입력하는 부분입니다.\n", - " idx = np.random.randint(0, X_train.shape[0], batch_size)\n", - " imgs = X_train[idx]\n", - " d_loss_real = discriminator.train_on_batch(imgs, true)\n", - "\n", - " # 가상 이미지를 판별자에 입력하는 부분입니다.\n", - " noise = np.random.normal(0, 1, (batch_size, 100))\n", - " gen_imgs = generator.predict(noise, verbose=0)\n", - " d_loss_fake = discriminator.train_on_batch(gen_imgs, fake)\n", - "\n", - " # 판별자와 생성자의 오차를 계산합니다.\n", - " d_loss = 0.5 * np.add(d_loss_real, d_loss_fake)\n", - " discriminator.trainable = False #판별자 학습이 끝나면 trainable = False로 만들어 판별자는 그대로 둔 채 생성자만 학습합니다.\n", - " noise = np.random.normal(0, 1, (batch_size, 100))\n", - "\n", - " g_loss = gan.train_on_batch(noise, true)\n", - "\n", - " if i % 100 == 0: #100 epoch마다 출력되게 하겠습니다.\n", - " print('epoch:%d' % i, ' d_loss:%.4f' % d_loss, ' g_loss:%.4f' % g_loss)\n", - "\n", - " # 이 부분은 중간 과정을 이미지로 저장해 주는 부분입니다. 이 장의 주요 내용과 관련이 없어\n", - " # 소스 코드만 첨부합니다. 만들어진 이미지들은 gan_images 폴더에 저장됩니다.\n", - " if i % saving_interval == 0:\n", - " #r, c = 5, 5\n", - " noise = np.random.normal(0, 1, (25, 100))\n", - " gen_imgs = generator.predict(noise)\n", - "\n", - " # Rescale images 0 - 1\n", - " gen_imgs = 0.5 * gen_imgs + 0.5\n", - "\n", - " fig, axs = plt.subplots(5, 5)\n", - " count = 0\n", - " for j in range(5):\n", - " for k in range(5):\n", - " axs[j, k].imshow(gen_imgs[count, :, :, 0], cmap='gray')\n", - " axs[j, k].axis('off')\n", - " count += 1\n", - " fig.savefig(\"./data/gan_images/gan_mnist_%d.png\" % i)\n", - "\n", - "gan_train(2001, 32, 200) # 2000번 반복되고, 배치 사이즈는 32, 200번마다 결과가 저장되게 하였습니다.\n" + "# 출력되는 순서는 랜덤입니다. \n", + "print(\"\\n문장 카운트: \", token.document_count)\n", + "print(\"\\n각 단어가 몇 개의 문장에 포함되어 있는가:\\n\", token.word_docs)\n", + "print(\"\\n각 단어에 매겨진 인덱스 값:\\n\", token.word_index)" ] }, { "cell_type": "markdown", - "metadata": { - "id": "NLP3wHbvuJCy" - }, + "metadata": {}, "source": [ - "## 4. 이미지의 특징을 추출하는 오토인코더" + "## 2. 단어의 원-핫 인코딩" ] }, { - "cell_type": "markdown", - "metadata": { - "id": "_hCg0yYjuJCz" - }, + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "{'오랫동안': 1, '꿈꾸는': 2, '이는': 3, '그': 4, '꿈을': 5, '닮아간다': 6}\n" + ] + } + ], "source": [ - "### 실습: 오토인코더 실습하기" + "text=\"오랫동안 꿈꾸는 이는 그 꿈을 닮아간다\"\n", + "token = Tokenizer()\n", + "token.fit_on_texts([text])\n", + "print(token.word_index)" ] }, { "cell_type": "code", - "execution_count": 2, - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 513 - }, - "id": "EVUGcO2QuJC0", - "outputId": "2df6d6c3-918d-41a0-aba0-61f91aec8f69" - }, + "execution_count": 4, + "metadata": {}, "outputs": [ { - "data": { - "text/html": [ - "
Model: \"sequential_2\"\n",
-       "
\n" - ], - "text/plain": [ - "\u001b[1mModel: \"sequential_2\"\u001b[0m\n" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "text/html": [ - "
┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━┓\n",
-       "┃ Layer (type)                         ┃ Output Shape                ┃         Param # ┃\n",
-       "┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━┩\n",
-       "│ conv2d_4 (Conv2D)                    │ (None, 28, 28, 16)          │             160 │\n",
-       "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
-       "│ max_pooling2d (MaxPooling2D)         │ (None, 14, 14, 16)          │               0 │\n",
-       "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
-       "│ conv2d_5 (Conv2D)                    │ (None, 14, 14, 8)           │           1,160 │\n",
-       "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
-       "│ max_pooling2d_1 (MaxPooling2D)       │ (None, 7, 7, 8)             │               0 │\n",
-       "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
-       "│ conv2d_6 (Conv2D)                    │ (None, 4, 4, 8)             │             584 │\n",
-       "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
-       "│ conv2d_7 (Conv2D)                    │ (None, 4, 4, 8)             │             584 │\n",
-       "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
-       "│ up_sampling2d_2 (UpSampling2D)       │ (None, 8, 8, 8)             │               0 │\n",
-       "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
-       "│ conv2d_8 (Conv2D)                    │ (None, 8, 8, 8)             │             584 │\n",
-       "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
-       "│ up_sampling2d_3 (UpSampling2D)       │ (None, 16, 16, 8)           │               0 │\n",
-       "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
-       "│ conv2d_9 (Conv2D)                    │ (None, 14, 14, 16)          │           1,168 │\n",
-       "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
-       "│ up_sampling2d_4 (UpSampling2D)       │ (None, 28, 28, 16)          │               0 │\n",
-       "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
-       "│ conv2d_10 (Conv2D)                   │ (None, 28, 28, 1)           │             145 │\n",
-       "└──────────────────────────────────────┴─────────────────────────────┴─────────────────┘\n",
-       "
\n" - ], - "text/plain": [ - "┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━┓\n", - "┃\u001b[1m \u001b[0m\u001b[1mLayer (type) \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1mOutput Shape \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1m Param #\u001b[0m\u001b[1m \u001b[0m┃\n", - "┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━┩\n", - "│ conv2d_4 (\u001b[38;5;33mConv2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m16\u001b[0m) │ \u001b[38;5;34m160\u001b[0m │\n", - "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n", - "│ max_pooling2d (\u001b[38;5;33mMaxPooling2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m16\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │\n", - "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n", - "│ conv2d_5 (\u001b[38;5;33mConv2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m8\u001b[0m) │ \u001b[38;5;34m1,160\u001b[0m │\n", - "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n", - "│ max_pooling2d_1 (\u001b[38;5;33mMaxPooling2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m8\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │\n", - "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n", - "│ conv2d_6 (\u001b[38;5;33mConv2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m4\u001b[0m, \u001b[38;5;34m4\u001b[0m, \u001b[38;5;34m8\u001b[0m) │ \u001b[38;5;34m584\u001b[0m │\n", - "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n", - "│ conv2d_7 (\u001b[38;5;33mConv2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m4\u001b[0m, \u001b[38;5;34m4\u001b[0m, \u001b[38;5;34m8\u001b[0m) │ \u001b[38;5;34m584\u001b[0m │\n", - "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n", - "│ up_sampling2d_2 (\u001b[38;5;33mUpSampling2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m8\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │\n", - "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n", - "│ conv2d_8 (\u001b[38;5;33mConv2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m8\u001b[0m) │ \u001b[38;5;34m584\u001b[0m │\n", - "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n", - "│ up_sampling2d_3 (\u001b[38;5;33mUpSampling2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m8\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │\n", - "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n", - "│ conv2d_9 (\u001b[38;5;33mConv2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m16\u001b[0m) │ \u001b[38;5;34m1,168\u001b[0m │\n", - "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n", - "│ up_sampling2d_4 (\u001b[38;5;33mUpSampling2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m16\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │\n", - "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n", - "│ conv2d_10 (\u001b[38;5;33mConv2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m1\u001b[0m) │ \u001b[38;5;34m145\u001b[0m │\n", - "└──────────────────────────────────────┴─────────────────────────────┴─────────────────┘\n" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "text/html": [ - "
 Total params: 4,385 (17.13 KB)\n",
-       "
\n" - ], - "text/plain": [ - "\u001b[1m Total params: \u001b[0m\u001b[38;5;34m4,385\u001b[0m (17.13 KB)\n" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, + "name": "stdout", + "output_type": "stream", + "text": [ + "[[1, 2, 3, 4, 5, 6]]\n" + ] + } + ], + "source": [ + "x=token.texts_to_sequences([text])\n", + "print(x)" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ { - "data": { - "text/html": [ - "
 Trainable params: 4,385 (17.13 KB)\n",
-       "
\n" - ], - "text/plain": [ - "\u001b[1m Trainable params: \u001b[0m\u001b[38;5;34m4,385\u001b[0m (17.13 KB)\n" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, + "name": "stdout", + "output_type": "stream", + "text": [ + "[[[0. 1. 0. 0. 0. 0. 0.]\n", + " [0. 0. 1. 0. 0. 0. 0.]\n", + " [0. 0. 0. 1. 0. 0. 0.]\n", + " [0. 0. 0. 0. 1. 0. 0.]\n", + " [0. 0. 0. 0. 0. 1. 0.]\n", + " [0. 0. 0. 0. 0. 0. 1.]]]\n" + ] + } + ], + "source": [ + "#인덱스 수에 하나를 추가해서 원-핫 인코딩 배열 만들기\n", + "word_size = len(token.word_index) + 1\n", + "x = to_categorical(x, num_classes=word_size)\n", + "print(x)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 4.텍스트를 읽고 긍정, 부정 예측하기" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ { - "data": { - "text/html": [ - "
 Non-trainable params: 0 (0.00 B)\n",
-       "
\n" - ], - "text/plain": [ - "\u001b[1m Non-trainable params: \u001b[0m\u001b[38;5;34m0\u001b[0m (0.00 B)\n" - ] - }, - "metadata": {}, - "output_type": "display_data" + "name": "stdout", + "output_type": "stream", + "text": [ + "{'너무': 1, '재밌네요': 2, '최고예요': 3, '참': 4, '잘': 5, '만든': 6, '영화예요': 7, '추천하고': 8, '싶은': 9, '영화입니다': 10, '한번': 11, '더': 12, '보고싶네요': 13, '글쎄요': 14, '별로예요': 15, '생각보다': 16, '지루하네요': 17, '연기가': 18, '어색해요': 19, '재미없어요': 20}\n" + ] } ], "source": [ - "from tensorflow.keras.datasets import mnist\n", - "from tensorflow.keras.models import Sequential, Model\n", - "from tensorflow.keras.layers import Input, Dense, Conv2D, MaxPooling2D, UpSampling2D, Flatten, Reshape\n", + "# 텍스트 리뷰 자료를 지정합니다.\n", + "docs = [\"너무 재밌네요\",\"최고예요\",\"참 잘 만든 영화예요\",\"추천하고 싶은 영화입니다\",\"한번 더 보고싶네요\",\"글쎄요\",\"별로예요\",\"생각보다 지루하네요\",\"연기가 어색해요\",\"재미없어요\"]\n", "\n", - "import matplotlib.pyplot as plt\n", - "import numpy as np\n", + "# 긍정 리뷰는 1, 부정 리뷰는 0으로 클래스를 지정합니다.\n", + "classes = array([1,1,1,1,1,0,0,0,0,0])\n", "\n", - "# MNIST 데이터셋을 불러옵니다.\n", - "\n", - "(X_train, _), (X_test, _) = mnist.load_data()\n", - "X_train = X_train.reshape(X_train.shape[0], 28, 28, 1).astype('float32') / 255\n", - "X_test = X_test.reshape(X_test.shape[0], 28, 28, 1).astype('float32') / 255\n", - "\n", - "# 생성자 모델을 만듭니다.\n", - "autoencoder = Sequential()\n", - "\n", - "# 인코딩 부분입니다.\n", - "autoencoder.add(Conv2D(16, kernel_size=3, padding='same', input_shape=(28,28,1), activation='relu'))\n", - "autoencoder.add(MaxPooling2D(pool_size=2, padding='same'))\n", - "autoencoder.add(Conv2D(8, kernel_size=3, activation='relu', padding='same'))\n", - "autoencoder.add(MaxPooling2D(pool_size=2, padding='same'))\n", - "autoencoder.add(Conv2D(8, kernel_size=3, strides=2, padding='same', activation='relu'))\n", - "\n", - "# 디코딩 부분입니다.\n", - "autoencoder.add(Conv2D(8, kernel_size=3, padding='same', activation='relu'))\n", - "autoencoder.add(UpSampling2D())\n", - "autoencoder.add(Conv2D(8, kernel_size=3, padding='same', activation='relu'))\n", - "autoencoder.add(UpSampling2D())\n", - "autoencoder.add(Conv2D(16, kernel_size=3, activation='relu'))\n", - "autoencoder.add(UpSampling2D())\n", - "autoencoder.add(Conv2D(1, kernel_size=3, padding='same', activation='sigmoid'))\n", - "\n", - "# 전체 구조를 확인합니다.\n", - "autoencoder.summary()" + "# 토큰화 \n", + "token = Tokenizer()\n", + "token.fit_on_texts(docs)\n", + "print(token.word_index)\n" ] }, { "cell_type": "code", - "execution_count": null, - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "PgzyXTuCuJC0", - "outputId": "9dd9b8c5-0348-49df-c81f-e27bbb526777" - }, + "execution_count": 7, + "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Epoch 1/50\n", - "\u001b[1m469/469\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m11s\u001b[0m 13ms/step - loss: 0.3038 - val_loss: 0.1381\n", - "Epoch 2/50\n", - "\u001b[1m469/469\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m4s\u001b[0m 5ms/step - loss: 0.1329 - val_loss: 0.1195\n", - "Epoch 3/50\n", - "\u001b[1m469/469\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 4ms/step - loss: 0.1186 - val_loss: 0.1108\n", - "Epoch 4/50\n", - "\u001b[1m469/469\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m3s\u001b[0m 5ms/step - loss: 0.1103 - val_loss: 0.1055\n", - "Epoch 5/50\n", - "\u001b[1m469/469\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 5ms/step - loss: 0.1057 - val_loss: 0.1027\n", - "Epoch 6/50\n", - "\u001b[1m469/469\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 5ms/step - loss: 0.1031 - val_loss: 0.1003\n", - "Epoch 7/50\n", - "\u001b[1m469/469\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 4ms/step - loss: 0.1013 - val_loss: 0.0984\n", - "Epoch 8/50\n", - "\u001b[1m469/469\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m3s\u001b[0m 4ms/step - loss: 0.0995 - val_loss: 0.0971\n", - "Epoch 9/50\n", - "\u001b[1m469/469\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 5ms/step - loss: 0.0979 - val_loss: 0.0957\n", - "Epoch 10/50\n", - "\u001b[1m469/469\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 5ms/step - loss: 0.0969 - val_loss: 0.0946\n", - "Epoch 11/50\n", - "\u001b[1m469/469\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 5ms/step - loss: 0.0955 - val_loss: 0.0945\n", - "Epoch 12/50\n", - "\u001b[1m469/469\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 4ms/step - loss: 0.0944 - val_loss: 0.0927\n", - "Epoch 13/50\n", - "\u001b[1m469/469\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 5ms/step - loss: 0.0934 - val_loss: 0.0924\n", - "Epoch 14/50\n", - "\u001b[1m469/469\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 4ms/step - loss: 0.0928 - val_loss: 0.0909\n", - "Epoch 15/50\n", - "\u001b[1m469/469\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m3s\u001b[0m 5ms/step - loss: 0.0919 - val_loss: 0.0903\n", - "Epoch 16/50\n", - "\u001b[1m469/469\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m5s\u001b[0m 5ms/step - loss: 0.0913 - val_loss: 0.0899\n", - "Epoch 17/50\n", - "\u001b[1m469/469\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 4ms/step - loss: 0.0905 - val_loss: 0.0889\n", - "Epoch 18/50\n", - "\u001b[1m469/469\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 5ms/step - loss: 0.0900 - val_loss: 0.0886\n", - "Epoch 19/50\n", - "\u001b[1m469/469\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m3s\u001b[0m 6ms/step - loss: 0.0893 - val_loss: 0.0880\n", - "Epoch 20/50\n", - "\u001b[1m469/469\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 5ms/step - loss: 0.0888 - val_loss: 0.0876\n", - "Epoch 21/50\n", - "\u001b[1m469/469\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 5ms/step - loss: 0.0885 - val_loss: 0.0880\n", - "Epoch 22/50\n", - "\u001b[1m469/469\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 5ms/step - loss: 0.0881 - val_loss: 0.0868\n", - "Epoch 23/50\n", - "\u001b[1m469/469\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m3s\u001b[0m 6ms/step - loss: 0.0877 - val_loss: 0.0862\n", - "Epoch 24/50\n", - "\u001b[1m469/469\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m5s\u001b[0m 5ms/step - loss: 0.0874 - val_loss: 0.0859\n", - "Epoch 25/50\n", - "\u001b[1m328/469\u001b[0m \u001b[32m━━━━━━━━━━━━━\u001b[0m\u001b[37m━━━━━━━\u001b[0m \u001b[1m0s\u001b[0m 4ms/step - loss: 0.0870" + "\n", + "리뷰 텍스트, 토큰화 결과:\n", + " [[1, 2], [3], [4, 5, 6, 7], [8, 9, 10], [11, 12, 13], [14], [15], [16, 17], [18, 19], [20]]\n" ] } ], "source": [ - "# 컴파일 및 학습을 하는 부분입니다.\n", - "autoencoder.compile(optimizer='adam', loss='binary_crossentropy')\n", - "autoencoder.fit(X_train, X_train, epochs=50, batch_size=128, validation_data=(X_test, X_test))\n", - "\n", - "# 학습된 결과를 출력하는 부분입니다.\n", - "random_test = np.random.randint(X_test.shape[0], size=5) # 테스트할 이미지를 랜덤하게 불러옵니다.\n", - "ae_imgs = autoencoder.predict(X_test) # 앞서 만든 오토인코더 모델에 집어 넣습니다.\n", - "\n", - "plt.figure(figsize=(7, 2)) # 출력될 이미지의 크기를 정합니다.\n", + "x = token.texts_to_sequences(docs)\n", + "print(\"\\n리뷰 텍스트, 토큰화 결과:\\n\", x)" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "패딩 결과:\n", + " [[ 0 0 1 2]\n", + " [ 0 0 0 3]\n", + " [ 4 5 6 7]\n", + " [ 0 8 9 10]\n", + " [ 0 11 12 13]\n", + " [ 0 0 0 14]\n", + " [ 0 0 0 15]\n", + " [ 0 0 16 17]\n", + " [ 0 0 18 19]\n", + " [ 0 0 0 20]]\n" + ] + } + ], + "source": [ + "# 패딩, 서로 다른 길이의 데이터를 4로 맞추어 줍니다.\n", + "padded_x = pad_sequences(x, 4) \n", + "print(\"\\n패딩 결과:\\n\", padded_x)" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Model: \"sequential\"\n", + "_________________________________________________________________\n", + "Layer (type) Output Shape Param # \n", + "=================================================================\n", + "embedding (Embedding) (None, 4, 8) 168 \n", + "_________________________________________________________________\n", + "flatten (Flatten) (None, 32) 0 \n", + "_________________________________________________________________\n", + "dense (Dense) (None, 1) 33 \n", + "=================================================================\n", + "Total params: 201\n", + "Trainable params: 201\n", + "Non-trainable params: 0\n", + "_________________________________________________________________\n" + ] + } + ], + "source": [ + "# 임베딩에 입력될 단어의 수를 지정합니다.\n", + "word_size = len(token.word_index) +1\n", "\n", - "for i, image_idx in enumerate(random_test): # 랜덤하게 뽑은 이미지를 차례로 나열합니다.\n", - " ax = plt.subplot(2, 7, i + 1)\n", - " plt.imshow(X_test[image_idx].reshape(28, 28)) # 테스트할 이미지를 먼저 그대로 보여줍니다.\n", - " ax.axis('off')\n", - " ax = plt.subplot(2, 7, 7 + i +1)\n", - " plt.imshow(ae_imgs[image_idx].reshape(28, 28)) # 오토인코딩 결과를 다음열에 출력합니다.\n", - " ax.axis('off')\n", - "plt.show()" + "# 단어 임베딩을 포함하여 딥러닝 모델을 만들고 결과를 출력합니다.\n", + "model = Sequential()\n", + "model.add(Embedding(word_size, 8, input_length=4))\n", + "model.add(Flatten())\n", + "model.add(Dense(1, activation='sigmoid'))\n", + "model.summary()" ] }, { "cell_type": "code", - "execution_count": null, - "metadata": { - "id": "tNj4eQMKuJC1" - }, - "outputs": [], - "source": [] + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Epoch 1/20\n", + "1/1 [==============================] - 0s 325ms/step - loss: 0.6903 - accuracy: 0.5000\n", + "Epoch 2/20\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.6887 - accuracy: 0.5000\n", + "Epoch 3/20\n", + "1/1 [==============================] - 0s 997us/step - loss: 0.6871 - accuracy: 0.6000\n", + "Epoch 4/20\n", + "1/1 [==============================] - 0s 996us/step - loss: 0.6855 - accuracy: 0.6000\n", + "Epoch 5/20\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.6839 - accuracy: 0.6000\n", + "Epoch 6/20\n", + "1/1 [==============================] - 0s 4ms/step - loss: 0.6823 - accuracy: 0.6000\n", + "Epoch 7/20\n", + "1/1 [==============================] - 0s 3ms/step - loss: 0.6807 - accuracy: 0.7000\n", + "Epoch 8/20\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.6792 - accuracy: 0.7000\n", + "Epoch 9/20\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.6776 - accuracy: 0.8000\n", + "Epoch 10/20\n", + "1/1 [==============================] - 0s 4ms/step - loss: 0.6760 - accuracy: 0.9000\n", + "Epoch 11/20\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.6744 - accuracy: 0.9000\n", + "Epoch 12/20\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.6728 - accuracy: 0.9000\n", + "Epoch 13/20\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.6711 - accuracy: 0.9000\n", + "Epoch 14/20\n", + "1/1 [==============================] - 0s 4ms/step - loss: 0.6695 - accuracy: 0.9000\n", + "Epoch 15/20\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.6679 - accuracy: 0.9000\n", + "Epoch 16/20\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.6663 - accuracy: 0.9000\n", + "Epoch 17/20\n", + "1/1 [==============================] - 0s 996us/step - loss: 0.6646 - accuracy: 0.9000\n", + "Epoch 18/20\n", + "1/1 [==============================] - 0s 997us/step - loss: 0.6630 - accuracy: 0.9000\n", + "Epoch 19/20\n", + "1/1 [==============================] - 0s 2ms/step - loss: 0.6613 - accuracy: 0.9000\n", + "Epoch 20/20\n", + "1/1 [==============================] - 0s 997us/step - loss: 0.6596 - accuracy: 1.0000\n", + "1/1 [==============================] - 0s 92ms/step - loss: 0.6579 - accuracy: 1.0000\n", + "\n", + " Accuracy: 1.0000\n" + ] + } + ], + "source": [ + "model.compile(optimizer='adam', loss='binary_crossentropy', metrics=['accuracy'])\n", + "model.fit(padded_x, classes, epochs=20)\n", + "print(\"\\n Accuracy: %.4f\" % (model.evaluate(padded_x, classes)[1]))" + ] } ], "metadata": { - "accelerator": "GPU", - "colab": { - "gpuType": "T4", - "provenance": [] - }, "kernelspec": { - "display_name": "Python [conda env:deep_learning]", + "display_name": "Python 3 (ipykernel)", "language": "python", - "name": "conda-env-deep_learning-py" + "name": "python3" }, "language_info": { "codemirror_mode": { @@ -694,9 +374,9 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.9.21" + "version": "3.9.7" } }, "nbformat": 4, - "nbformat_minor": 4 + "nbformat_minor": 2 } diff --git a/colab/ch17-colab.ipynb b/colab/ch17-colab.ipynb index 70322e5..93d8864 100644 --- a/colab/ch17-colab.ipynb +++ b/colab/ch17-colab.ipynb @@ -1,696 +1 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": { - "id": "v0_caBv3uJCn" - }, - "source": [ - "# 17장 세상에 없는 얼굴 GAN, 오토인코더" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "jCH72ebHuJCt" - }, - "source": [ - "## 3. 적대적 신경망 실행하기" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "3n6fxgcwuJCu" - }, - "source": [ - "### 실습: GAN 모델 만들기\n", - "#### (실행 시간이 오래 걸립니다. 런타임 유형을 GPU로 바꾸어 실행하시기 바랍니다.)" - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "metadata": { - "id": "nevncdxVuJCv", - "outputId": "2b4da0b6-b03b-4091-f094-3a2df23fca93", - "scrolled": true, - "colab": { - "base_uri": "https://localhost:8080/", - "height": 1000 - } - }, - "outputs": [ - { - "output_type": "stream", - "name": "stderr", - "text": [ - "/usr/local/lib/python3.11/dist-packages/keras/src/layers/core/dense.py:87: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.\n", - " super().__init__(activity_regularizer=activity_regularizer, **kwargs)\n", - "/usr/local/lib/python3.11/dist-packages/keras/src/layers/convolutional/base_conv.py:107: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.\n", - " super().__init__(activity_regularizer=activity_regularizer, **kwargs)\n" - ] - }, - { - "output_type": "display_data", - "data": { - "text/plain": [ - "\u001b[1mModel: \"functional_17\"\u001b[0m\n" - ], - "text/html": [ - "
Model: \"functional_17\"\n",
-              "
\n" - ] - }, - "metadata": {} - }, - { - "output_type": "display_data", - "data": { - "text/plain": [ - "┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━┓\n", - "┃\u001b[1m \u001b[0m\u001b[1mLayer (type) \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1mOutput Shape \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1m Param #\u001b[0m\u001b[1m \u001b[0m┃\n", - "┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━┩\n", - "│ input_layer_2 (\u001b[38;5;33mInputLayer\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m100\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │\n", - "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n", - "│ sequential (\u001b[38;5;33mSequential\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m1\u001b[0m) │ \u001b[38;5;34m865,281\u001b[0m │\n", - "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n", - "│ sequential_1 (\u001b[38;5;33mSequential\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m) │ \u001b[38;5;34m212,865\u001b[0m │\n", - "└──────────────────────────────────────┴─────────────────────────────┴─────────────────┘\n" - ], - "text/html": [ - "
┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━┓\n",
-              "┃ Layer (type)                         ┃ Output Shape                ┃         Param # ┃\n",
-              "┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━┩\n",
-              "│ input_layer_2 (InputLayer)           │ (None, 100)                 │               0 │\n",
-              "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
-              "│ sequential (Sequential)              │ (None, 28, 28, 1)           │         865,281 │\n",
-              "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
-              "│ sequential_1 (Sequential)            │ (None, 1)                   │         212,865 │\n",
-              "└──────────────────────────────────────┴─────────────────────────────┴─────────────────┘\n",
-              "
\n" - ] - }, - "metadata": {} - }, - { - "output_type": "display_data", - "data": { - "text/plain": [ - "\u001b[1m Total params: \u001b[0m\u001b[38;5;34m1,078,146\u001b[0m (4.11 MB)\n" - ], - "text/html": [ - "
 Total params: 1,078,146 (4.11 MB)\n",
-              "
\n" - ] - }, - "metadata": {} - }, - { - "output_type": "display_data", - "data": { - "text/plain": [ - "\u001b[1m Trainable params: \u001b[0m\u001b[38;5;34m852,609\u001b[0m (3.25 MB)\n" - ], - "text/html": [ - "
 Trainable params: 852,609 (3.25 MB)\n",
-              "
\n" - ] - }, - "metadata": {} - }, - { - "output_type": "display_data", - "data": { - "text/plain": [ - "\u001b[1m Non-trainable params: \u001b[0m\u001b[38;5;34m225,537\u001b[0m (881.00 KB)\n" - ], - "text/html": [ - "
 Non-trainable params: 225,537 (881.00 KB)\n",
-              "
\n" - ] - }, - "metadata": {} - }, - { - "output_type": "stream", - "name": "stdout", - "text": [ - "Downloading data from https://storage.googleapis.com/tensorflow/tf-keras-datasets/mnist.npz\n", - "\u001b[1m11490434/11490434\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 0us/step\n", - "epoch:0 d_loss:0.7311 g_loss:0.7190\n", - "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 697ms/step\n", - "epoch:100 d_loss:0.4847 g_loss:1.7822\n", - "epoch:200 d_loss:0.4763 g_loss:1.8269\n", - "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 35ms/step\n", - "epoch:300 d_loss:0.4613 g_loss:2.0399\n", - "epoch:400 d_loss:0.4426 g_loss:2.1402\n", - "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 47ms/step\n", - "epoch:500 d_loss:0.4191 g_loss:2.2167\n", - "epoch:600 d_loss:0.3901 g_loss:2.2943\n", - "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 37ms/step\n", - "epoch:700 d_loss:0.3928 g_loss:2.3347\n", - "epoch:800 d_loss:0.3940 g_loss:2.3309\n", - "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 33ms/step\n", - "epoch:900 d_loss:0.4016 g_loss:2.2807\n", - "epoch:1000 d_loss:0.4027 g_loss:2.2478\n", - "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 33ms/step\n", - "epoch:1100 d_loss:0.4033 g_loss:2.2262\n", - "epoch:1200 d_loss:0.4046 g_loss:2.2102\n", - "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 32ms/step\n", - "epoch:1300 d_loss:0.4074 g_loss:2.1749\n", - "epoch:1400 d_loss:0.4116 g_loss:2.1490\n", - "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 44ms/step\n", - "epoch:1500 d_loss:0.4138 g_loss:2.1212\n", - "epoch:1600 d_loss:0.4169 g_loss:2.0971\n", - "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 32ms/step\n", - "epoch:1700 d_loss:0.4199 g_loss:2.0765\n", - "epoch:1800 d_loss:0.4227 g_loss:2.0589\n", - "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 50ms/step\n", - "epoch:1900 d_loss:0.4251 g_loss:2.0417\n", - "epoch:2000 d_loss:0.4284 g_loss:2.0236\n", - "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 38ms/step\n" - ] - }, - { - "output_type": "display_data", - "data": { - "text/plain": [ - "
" - ], - "image/png": "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\n" - }, - "metadata": {} - }, - { - "output_type": "display_data", - "data": { - "text/plain": [ - "
" - ], - "image/png": "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\n" - }, - "metadata": {} - }, - { - "output_type": "display_data", - "data": { - "text/plain": [ - "
" - ], - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAe4AAAGFCAYAAAA7JBDPAAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjAsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvlHJYcgAAAAlwSFlzAAAPYQAAD2EBqD+naQAArstJREFUeJzsvXd8XNWd9/+5d3ovaqMysiTLRXLHheAKDgRsSEIgwQRCsomzYdN/2Q3LZnmyu08I2d08y6awPCEbIIUQTA2bAI4x2MZgG2y5yLIkW8UqM6qj6b3d+/vDz71IVhtJM5qR9H2/Xn6RaGbunLnnnvM553u+heF5ngdBEARBEHMCNtsNIAiCIAgidUi4CYIgCGIOQcJNEARBEHMIEm6CIAiCmEOQcBMEQRDEHIKEmyAIgiDmECTcBEEQBDGHIOEmCIIgiDmENNU3MgyTyXbkPLmcp4b6Jjf7RiKRgOf5nG1fpsnl301jJjf7hvoltX6hHTdBZIhcnRwJgpjbpLzjJghiapBwEwSRCWjHTRAEQRBzCBJugiAIgphDkHATBEEQxByCzriJacGyLKTSK4+PcJabSCQyfq5bUFAAk8kEn8+HwcFBcByX0e8jCGL+wzAM1Go1KisroVAo0NPTA6/Xi3g8jkQike3mjYKEm5gyDMNAoVBAq9WCYRgkk0lwHIdgMIhYLJax72VZFmvXrsVHPvIRNDQ0YP/+/YhGoxn7PoIg5j8Mw4BlWRQXF+P+++9HYWEhnn/+edTV1cHn88Hj8WS7iaMg4SZSgmVZMAwDg8EAnU4HhUIBtVoNjuMQCoWQTCah0+mmvOOOx+NwOp2Ix+OjXmMYBlKpFCzLQqFQQCaTwWKxwGq1ore3FxKJBCxLpz0TwTAMTCYT1Gr1mDGywqLL7/cjGAxmoYUEMXtIJBLk5eVBoVCIf2NZFizLory8HFarFYWFhbBarRgYGIDf74der0c4HIbL5UIymcxi6z+EhJuYFJZlodVqoVKpcM899+DWW29FPB5HJBKB1+vF+fPnEYlEcM0118BqtYor2FRob2/Hj3/8Y3R0dIwye6tUKpSUlECr1WL58uXIz8/Hjh07sHHjRkSjUfzpT3+ikKtJUKvV2Lt3L3bs2AGpVCoebwBXRNvlciEYDOLFF1/EgQMHsthSgsg8eXl5+O53v4t169aJC1nhv2q1GhUVFVAoFPjrv/5r3HXXXUgkEkgkEjh9+jQeffRROByOnDieI+EmJoVhGMhkMigUClRXV2PLli0Ih8PweDxwOp1wu90Ih8O45pprsGLFCnEnnEoWpLy8PGi1WvF7hguxVCqFVquFyWRCRUUFSkpKUFVVBavVivz8fMhkshFCRHwIwzCQSCRQqVRYsWIFduzYAZlMBrlcLvZLLBZDT08PPB4P3nnnnSy3mCAyhzAetFotrrnmGtxwww2jhHs4JpNpxP/nOA5KpRIMw4yap7IBzXrEuMhkMtHEGo/H4fP58Mc//hGtra1IJBKIRqMIh8Po6emBVCrF6tWrsXz58intuAGIaUGvHgwcxyESiSCZTMJqtWLp0qUwm80jRCkXHUdygeLiYtxzzz2oqKjA+vXrIZfLIZFIRrwnEAjg1VdfRXNzM+rr67PU0oVLLgjAQqGyshKf/OQnYbVaUVlZOa3UqoJo5wIk3MS4CDteAPB4PAgGgzh06BDeeuutUe81GAyil/dUJ6Px8nlzHIdoNIpkMgmLxYKqqioYjUYAV86qFApFRp3h5jIFBQW47777sGrVqnHfI/Tn0aNHEYlEZrF1RK4IwEKhtLQU9957L8rKysQ5BJi7/UDCTYxLIpFAKBQS//dEBTNisRhOnDgBjuOwatUqbNiwYcJBcfnyZZw6dQptbW3jem0mEgkEAgE4HA6888476O7uxtatW3HNNdeIbRPaR1yhsrISGzduRHV1NYxG45h90NfXhxMnTsBms8FutyMWi+WM0818Q4iEqKmpEf82fOfGcRw4jsOlS5dw4cIFJJPJKfWFcCQ1nQXzQsLhcODNN9+E1WrFDTfcgNLS0kk/w/M8mpubce7cOTQ0NCAQCOTOfeZTBMCC/pfLZPJ3MwzDMwyT0nuVSiWv1+v5hx56iI/FYhO2ed++fXxpaSmv0Wh4lmUn/H6JRMKrVCreZDLxP/3pT/lYLMb/9re/5Y1GI8+y7Czd5amTjef0rrvu4m02G+/3+/lEIjFmuw4dOsQvX76c12q1vFQqpTGTwX8ymYx/5JFHeLfbzXs8nlH/nE4nPzg4yP/whz/kDQYDr1QqUx5vwvWVSuWU+zFXyVQ/yOVyPj8/n7/mmmv4d999N6W2cBzH/+xnP+Pz8/Mnnadme8zQjpuYEH4Kq8tIJIJoNIpoNDrp5+LxeEohSDzPI5lMIhwOI5FIIBwOIxaLIR6Pi7sV4kPkcjl0Op14xCHA8zwcDgf6+vpw6dIluFwuBAKBca+jVCqxaNEiKJXKUa8J1o5YLAan00lm9qsQnDmtVitMJhOsViv0ev0oZyjh2eY4DuXl5Vi9ejXcbjfsdrs4jq5+vhmGgVKpRGlpKZRKJeRyOaRSKfr6+mC323NjN5iDJBIJ+P1+uN1udHd3o729HXl5eTAYDKOsUhzHYWhoCMFgEP39/fB6vSknlxISU5WUlMBoNGJoaAj9/f1pn6tIuIm0ITilZdKJIxAIYHBwED6fj0R7irzxxhv4+c9/Do/HA5fLNeF7Fy1ahEceeQRLliwZ9ZrT6URDQwP6+/vxwgsvoL29PVNNnnOwLAuJRIKioiJ873vfw6ZNm2CxWMYdD0IExi233IJ169bhwoULePLJJ9Hf34+uri4EAgFxPAnja9GiRXjwwQdRVVUFpVIJmUyG3/3ud/iv//ovctYcB47jEIvFMDQ0hGeffRZHjx7FHXfcgZtuumnUe6PRKA4cOICzZ8+irq4OyWQyZdFWq9XQ6/X45je/iRtvvBH79u3Dk08+iXA4jGAwmLaF1ZwQbuGGXO0VK8DzPDiOQzgcprO6LCGkDFQqlVCpVBn5Dp7nEQqF4HQ6EQgEaHeRAsI9i8Vi6O7uRkNDw4STu0QigVwuh9FoxLJly7By5cpR7xkYGEA4HIZCochYX881FAoFFAoFWJaFTCZDfn4+li5dOqFz4HAxz8/PR35+PqLRKIqLi5FMJjE0NIR4PA65XA6ZTCZGUxQWFmLp0qVYtmwZVCoVpFIpioqK5qyj1WzB8zxisRhsNhsikQj6+vrg8XhG3bdQKAS73Y62tjY4nc6U5xmpVAq9Xo/8/HxUV1dj1apV+OCDD2A2m+Hz+dKqT3NCuMvKyvA3f/M3KC8vBzDygY/H4wgEAuJKqrW1NVvNXNCoVCr81V/9FTZv3oyamppxF1kzIZlM4sCBA2hpaUFPTw+lO02BUCiEp59+GsePH8fFixcnnTgqKyuxZcsWLF68eIT37XD0ej1WrlwpZtFbyAg75u3bt2P37t1QqVTQ6/XQarVYunTplK9XUVGBr3zlK3A4HDhw4AB6enqwbt061NbWAoCYvbC6uhparRYSiWTK4ZcLmXg8DrvdDofDgV/96lf4y1/+Muo9yWQSbW1tcDgc8Pv9KQt3SUkJvvnNb6K6uhrr1q0DAGzfvh0mkwn19fX4v//3/05q6UqVOSHcJpMJu3btwqpVq0aZYSORCJxOJ7q7u/Hmm2+ScGcJuVyO6667Dnv27MmYqZzneTQ1NaGpqSnt156vxONxHD9+HPv27Uvp/fn5+diwYQNKS0uhVqvHfI9wxppMJsc8A19ICKbxJUuW4LbbboNOp0NeXt6UEgMNHyt5eXnYtm0b3G43+vv7odPp8NGPfhTbt28f9ZnhZ+W5FGOcy3AcB7fbDQDo7+9P67WNRiNuvPFGrF69GsCVfqmurkZVVRU0Gg1+/etfp+27clq4a2trceONN6KiogKFhYVjPpwsy0Iul4/ICEXMHgUFBdi9ezfKy8tRU1NDE0gWYFkW27Ztw/r167F+/foReZinitFoRG1tLQoLC8cVZeG8MBaLLXg/A+H3C2Fc6bofCoUCq1evRmlpKcrKykaJ9NUMd3yjI6TZxWq1Yt26dViyZAkMBsOI1wRrSLotIjkt3GvXrsX3v/99GAyGcVeww4WbzEWzT3FxMb71rW9h1apVotmOmF0kEgl27dqFb3zjG5BKpZDL5dO+Vl5eHtatWzemt60ACfeHCGI9XLjTIZwqlQqbNm0Cx3Ej5r6JxleupONcaFRVVeGzn/0sLBbLqFSpw50K00nOCTfDMFiyZAnKy8uxatUqqFQqyGSycd/vdrtx+vRp2Gy2nCy/Nt8RKnhN1EdEZuF5Hi6XC52dnTAajbBYLKKPgVQqRU1NDbZv3w673Y6Ojo4JJ/b+/n688847sFgsWLFihXiGzfO8mOLW5XLh4sWLYp5zAujp6cGJEyegVqthMpnE+8+yLBYvXjymfw7woWNtf38/bDYbkskkYrEYeJ5HIpEAx3FQq9VQKBQwGo0oKSkRc84LYkCm8uyiUqlQUFAAs9k8aoMZCATg9XrhcDjS6jidc8ItlUpx991348tf/jI0Gs2kXqsXL17E97//fdjtdvHsgiAWEjzPo76+Hi+99BJWr16NXbt2icKhUqnwhS98AR//+MdTChk6ceIEmpubsXLlSvz0pz8dkfHL5XLBZrPh3LlzePzxxzE4OEhjDlfu/zvvvIMzZ86Int+CiMrlcjzwwAPYu3fviJ2X8Ho8HkcikcDhw4fxu9/9DsFgEC6XC4lEQhRwi8WC/Px8bNy4EXfddRf0ej0KCwtHWVYEk+xCt4LMNgaDAcuXL4fRaBx1TNXd3Y1z587h/PnzaXWmzTnhBq7ciOHnOlfD8zz8fj88Hg9sNht6enowMDAwy60kiNxhvBh6hmFgNpuhVqtHnb+NhZBG1mg0oru7W6zOplar4fP5YLPZxDGXLg/Z+cB46XflcjlsNhu6u7vHFO5YLIZEIiGmnx0u3PF4XNx5RyIRWCwWdHd3w2AwIBKJiLtuhmHg9XonTElMZA6JRAKlUimGAw4nHA7D4XDA6/VSAhYA2L9/P5566ik4HA5a9RMLGiEf9p49e6DX60ediapUKsjl8il5gHd3d+Of/umfUFRUhK997WvYvn07jh07hl/+8pdwu93w+/2Z+Cnzjng8jhdeeAHHjx8fcyMiiG1/fz/sdjuSyaQo2MJE73a7EQgE4PF40NjYCKlUCoVCIVbIk8lkaGtrI5+DLCFYWcY6xx4YGMDZs2fFmgDpIieFWzjnkUgko+KBBSeQjo4OHD58mDIFZRme5xGPxyd9KKVSqeg4M3xSItJDQUEBqqurR4mD4IMgjKVUz0EDgQBOnjwJvV6Pj3/84wiHw7Db7Th79iyNuSnA8zza2trQ1tY27WsI6U8DgQDsdrv4d5ZlodVqoVAoEAqFKPlUFhnPAS0SiYgLr3RaQ3JOuJPJJF577TX09fXhmmuuwR133CEWMI9EInjppZfEVHTTmfxlMhlYlkUymaQJKA309fXhZz/7GfLz88d9j8lkwt13343Fixejs7MTPT09Yk1vIn1kwjlJGHP19fU4e/YsLbhyCJ7nEYlExHNyIveora3Fvffei/r6erS1taUtr3/OCTfHcTh69CiOHj2Ke++9F7t374ZCoQDDMIhGo9i/fz+ee+65aV9fKpVCKpWKZ0vEzHA4HHjmmWcmfE95eTm2bNmCqqoq9PT04Ny5c+jq6iIRmAPEYjG8+eabePPNN7PdFOIqhBSeRO6yePFiWK1WqFQq/Pa3v03bdXNOuIfT0dGBF198ESUlJdiyZcu0YxRNJhM2b94Mk8kEmUwGiUSCQCAAn8+HoaEhnD9/niocZZBgMIi33noLPT09aGlpQVdXFy5fvkymvTTB8zy6urrw/vvvo6CgABUVFeI5t+DcJPwj5yViISKRSMRMgELO8NkYC0LueuGoMF3ktHCfOnUKDQ0NWL16NZ544omUip9fDcMwsFqteOihh1BbWyvevMHBQfT19eHUqVPo6Ogg4c4gbrcbjz32GKRSqSggghMOMXM4jsOZM2fAcRw2btyI0tLSEcIdiUTEkqvEwmO4YCzUhZtCoUBBQQGAK3O/EAGQ6fsh+JZMJQVuKuS0cMfjcbGIyHR2Z0It3JqaGuTn54vhMIJDVTweh8FgoIxrGYbjOASDwRHOaUT64HkeXq8XPT09MJvNOH/+vOh1zPM8AoEAIpEI+vv76d4vQMZLk7oQEGLbDQYDli5dCplMBovFgkgkIma58/v9GBgYGBE7nw6uDstMJzkt3MOZTmagzZs34x//8R+Rn5+PsrKyEa/p9XoolUq0tbWlfTVEjIYEO3MInst2ux0nT57Eyy+/DJlMBrVaDYZhEAwGEY1G4XQ66XhigbJQx55SqYRGo8G6devwve99DwUFBWK4nXBP3nvvPTz99NNwu93o7e2dE9bXOaFY012tCAUTxko8MTxMZqGuRon5QzgcRjgchtvtRk9PDyQSCTQaDViWFetxE8RCQ4ix1ul0qKqqQnFxsfh3gf7+fhQVFUEikYjjSNiNx2KxcY+YFAoFZDIZVCrVrGtITgu3cNNnIq7jfW5wcBB2ux3t7e00qRHzDo7jEA6HwTAMRU8QC5ZoNAqO4xAIBMaNYlm5ciW+853vIBqNIhgMIh6Pw+/3IxwO4/Dhw3j99ddHfVYikeCjH/0otmzZgpUrV86oIt90yGnhFmrdDk/CMpOVzXBzkd/vFwuq08SWeYaXJSQyj+DHQRALGcEZVhDwq+cfhmFQXFws7sSBK4veoaEh8ex7//79o4SbYRgsX74ct9xyy5jFRTJNzgk3y7LYvn07NmzYIO64i4uLUVBQAIVCgVtvvRUlJSWoq6vDu+++O2EscHd3N1599VXo9XqYzWZIJBJ4PB6EQiG0t7fj4sWLc+ZMYzbZsGEDtm7dKlo6kskk3G43otEoPB4PfD4fBgcHxw3pKikpwaJFi2AymVBdXS0WQ0gmkzh69ChOnz492z+JGAch13W6ylES02Pjxo3Ytm3bCEdZjuOQSCTw3nvv4cyZM1ls3dynq6sLv/zlL2E0GgFc2TFv374d69evH/VehmGgVqtF7REyEqrVaiQSCVy+fBmRSARarRaFhYWiL8lsknPCLZFIsHv3bnz7298eURxe2HXv2bMHn/70p/GTn/wEx44dm1C429ra8Mwzz4gehQqFAu3t7XA4HOjq6kJbWxs4jqNEIFexdetW/OAHPxCzzMViMbS1tcHj8aC9vR02mw3nz59Hd3f3mMK9aNEi3HDDDViyZAk+/vGPi6UhY7EYHnroIRLuHGL4MRQ5rmWPbdu24eGHHx6xc4vH44hGo/jnf/5nEu4Z0tbWhh//+McjqrY98sgj4wq3VquFRqMRo5IUCgUKCwvFsrb9/f0wGAwoKSnJio9Uzgm3INIymWzM2rWCd3kqNysSicDhcCAcDos1o3t7e8VdI5nIP0QqlWL58uUoLi7G8uXLoVAoxKQBDMPAaDSKGecUCgWSySQcDoco5vF4HEuXLkVRURFWrlyJpUuXorS0FEqlUqzVzfP8qNzzxOxjNpuxYsUKKJVKUbiDwSDC4TCcTie6urpIxGcZlmUhlUpF6xTP8+Lum8bMzBESEQkIlsSxGK4thYWFWL16NeRyOcxmM7xeL3Q6HYaGhibVouF1GdI9nnJOuCdDiL9ORXS9Xi9CoRAYhsH58+dFR51M3Mi5jlqtxv3334/bb78dWq1WFFvgiqiXlpaC4zhUVlYimUxiYGAAmzdvRmtrK/7zP/8TLpcLX/rSl3DrrbdCq9VCp9NBKpVOWk+dmH1WrFiBRx99VDzX43kevb29GBwcxOHDh/HEE08gHA5nuZWEkLiD8kxkjsli3NeuXYvFixeDZVnI5XL09vbi0KFD6O3tTelcW4gNT2d8OJBF4RYczxQKBQwGg7iqlMvl0Ov1I94bj8fhdrsRi8UQDocRi8VSKuXJcRxli0oRhmGQl5c3Kt5dQCaTged5yOVyMeHHcFiWhclkQmlpKeRyOeRy+ZiVqojsodPpYDQaYbVaUVZWJgo3x3FivWA6584Nhh8TEulneBy38N+x7rVQNlWwiIRCIeTn54tn25Ph9/vhcDjgcDjSulnMmnDr9Xrk5+ejtrYWn//852EymQBcuXmLFy8e8d7e3l784he/QFdXl+hcJtSuJWYXIV1pfX09HnvsMQwODsLhcIgPt+DsROQeu3btwt69e1FQUCCON+DK2fbBgwfxhz/8AU6nkxa7xIJhsh23kGtcQKfT4Y477sBHPvIRrFu3btLrv/3223jqqafEY8V0kTXhVqlUMJlMKC8vx7Zt21BYWAhgZLiQUHvb4/Hg7NmzuHjxIpxOJ4LBYLaaveARQisGBgZw7tw5eL1exGIx8eEm0c49hHO4RYsW4frrrxfPUQV4nofNZkNdXV2WWkgIXG3xIAtIehHqZgsbjcneO/y/wBWL8OLFi1FQUCDmPp8Iu92O9957L+3VKGdduIW47A0bNuDOO+9EWVkZtFrtmO89e/YsXnnlFbGqlGAuJ7JDMpnE/v37ceTIEbS0tCAQCIgVp3ieFwuH0Jlc7sCyLEpKSmAymVBUVEQLqxxFcGLiOE4cP8K4IvGeORKJBEqlEnq9Hjt27EB5eTmuueaaKafSlkqlKCkpQV5enhhaNhmZsEJmRbilUilWrlyJz372syPMEFfT3NyMxx9/HD6fbxZbSIwHx3F477338Nhjj435ejKZRCKRoNzvOQTLsigqKoLVakVeXh4Jd44iCPfVZ68k2ulBKOuZn5+Pm2++GWvXrp1WKJdEIhmx057s85kab7M+wwoe3cNDu4ArNZuPHz+OgYEB8WE9duzYlLM/Tbdm90InHo/jxIkTYFkWixcvxvLly8XwlHA4jOPHj6OnpwfNzc3jfv6DDz4Ax3FYs2YNNm3aJDochkIh1NXVobe3F62trbP5sxYUwngSfA2EPMqrV6/G6tWrsXjx4hETiTDmJupXYvagRRVEa8NMcmtIpVIxNFWr1UKv14tjwWg0YvHixTCbzVAqlQCmdt+n00fTKZA1GbMu3IJzk2BiFXC5XPj5z3+Oo0ePin+Lx+NTCksZbqIl8Z4a4XAYv//97/HHP/4R9957L7761a9Co9HAZDKJffPOO++M67gUDofxhz/8AS+++CK+9a1vYcOGDaJwezwePPnkkzhx4gSGhoZm82ctGARznJADQSaTQafTwWQyYffu3di9e/eo0KJU+pWYHcaKCc7EhJ/rXH1MMB3kcjluuukmbN26FRUVFaiurhavK4R1zVZxKWEhLfRlunQpKzbNsRrP8zxCodCUzeJarRbl5eUjwo8GBwfFEoaUrzk1hPsfi8Vgs9nQ2NgorlAHBwcxODgIv98/4TUikQgikYiYF9jn88Fut6Onpwd9fX1wu92UXnYGGAwGMS/y1RWJhF22ELYilUrF3UZBQcGIeHqfzwebzYbu7m4MDAxM2q/E7HD15L7QRDtdsCwLo9EIi8WCvLw86PX6WfG7Ga5rw30Wrj4CSQdZEe50riRXrlyJH/zgBygqKgJw5Zz197//PV577TUxpzalNE2NWCyGeDyOAwcO4PTp05BKpVAoFIjH4+js7EzpGkLe62QyiYaGBvzwhz9ET08PbDYbAoEAhfDNgI0bN+KTn/wk8vLysGTJklHe4cO9YIdX1hPGhsCFCxfwz//8z7Db7bDZbLPWfmJ8xpoTh6djXkhHgDP9nSzLory8HGvWrBkzA2cmEURaSBImbGTSvYHMmhdRJBKB1+sVndN8Pt+UfpxMJoNcLkdBQQFqa2tRWloK4Ip5vaKiAgUFBeB5Hg6HIyPtn48Iq0Kn0wmn0zkihnEqfRONRuF2u9Hf34/m5mb09vaOOhohpo5QtKWwsBC1tbXiGd3w+yocLw3/m5BgRfjbwMAAmpqa0NvbO7s/gEgJYfLnOA7xeHxBbTzSMUcwDAOVSiXWSEgnw9sniPLw14TFliDcwWAwI4mNsmYqP3jwIAYHB8XVUCgUQktLS8rX2LBhA3bu3IklS5aMCCeTSCS48cYbsXjxYhw6dAi/+MUvEAqF0v4bFgIMw4jCnWoMIs/zeOutt8TELENDQ6IzIjEz8vLyUFNTA41GM2Y0Bs/zOHXqFH7/+98jFAqJ6X2vpr+/P6XMg8TsMHxHGIvF4PF4EIvF4PP5EAqF4HK5FkxZXOF5zeXfKeQ9f+WVV3DgwAEAH1oahQ2KIOAtLS0ZsTJmbcd98eJFXLx4cdqfX7RoEXbu3In8/Hxx5wF8WCd12bJlcDqdFJo0AxiGEe8fy7IpP4CXLl3CpUuXMtm0BYlGo0FRUZHoz3H1mRrP8+js7MQf//hHeL1eRKPRnJ4AiZEIghAIBMQCSX6/X6y3sBD6Ml2/cbwz5bHM5lP9TqGfzp49ixdeeGHE3+Px+Kz005xVNa1Wi+LiYuj1+lHVc4aGhuB2uzEwMLCgzEzpxmw2Y/369dBoNDAYDJDJZPB4PPD7/dDr9SgsLITL5cKbb76JoaEhynWdYbq7u3HkyBHRVB6Px3H06FH09vYiHA4jEong3LlzCAaDdDQxhxAsJT/5yU+QTCbh9/tFAY9Go2htbaV5bApEo1G8/vrr6OnpwYYNG7BlyxZIJJJxHdQEIXa73Th27BiCwSCuvfZaVFZWIhKJiE67fr8fwWAQDQ0NGBwcRF1d3YjQ5tmMu5+zwq3T6WC1WqFQKEYIN8/zGBgYQHt7O3p6esgZagbk5eXhhhtuQHFxMVauXAmj0YiOjg7Y7XbR+ePixYtobGyE1+tFPB6n+51BLl++jP3792P58uWorKxEKBTCiy++iPfffx9Op1MsFEJ9MPd49913cezYsTFfowXx1IhEInj++edHhKYqFIpxhTuZTCIWi6G3txfPPPMMBgYGoNPpUFZWBq/Xi6GhIfj9fthsNgwMDOB3v/sdLl26lHKVykwwZ4W7u7sbhw8fhlKphFqthlKpxOLFi6HVatHT04Nz586hq6uLVqozQCaTwWAwwGg0QqvVQqvVIi8vDxzHwWw2Qy6XQyqVjsj6RGQOr9eLzs5OcByHw4cPIxqNwm63w+fzIRwOU+jjHGa4Bzkxc4Q6Fx0dHTh06BBkMhmkUumYpnJBuO12u+j/cfbsWUgkEvj9fvh8PgSDQTgcDrjdbtEHIZv9xfApzra5FlMoxKhqNBpYLBaUlpbigQcewIoVK/Dwww/jiSeeQDQaRTAYTIug5LIoZapvrr32WvzTP/0TysrKUF5eDq1WK4Y2SCQSyOVynD9/Hnv37kVDQ0NG2pAKudo36e4XIZJCJpNBrVaL5VWFuPlcuw+51p7h5Np8Ntvkat+ku18EnZjsuoK53OfzIZlMQq/XQ6FQjIjDFpw9haOoTJBqv8zZHXcgEEAgEIBarRZvaHd3N3Q6Hfr7++F0OrPdxDmP4OGq0WiQn58vxg1LpVJwHIdQKIRwOEym2VkiHo+Lu+p0lggkiPmKoBNTJdf1Y87uuAWEnZ9SqURVVRV0Oh3a29vTnlgiV1eoQOb6Rq/Xo6qqCkVFRbjnnnuwdOlSaLVaqNVqeL1eDAwMoK2tDY8++mjKCVoyQa72Ta6OmdkiV/sFoL7J1b6hfpnnO26BZDKJcDiMcDiM06dPZ7s58wqfz4dz584hPz8fW7ZsgcFgEOvKulwu9Pb2YnBwkM5WCYIgZpE5L9xE5gkGg3jzzTdx9uxZaDQaKJVKhMNheL1eeL1eKrtKEAQxi8x5U/lskaumJWB2+kbIpSxUnhqeHSgWi2X1/uRq39CYyc1+AahvcrVvqF8WiKn8ahZKhqF0MJXat8I9FRzRhGQD2bjXwuCejYo/BEEQuca8Em6qx506QvnHqQiwEBKRraQDwIc7f5ZlR2XMIwiCWAjQloWY0yx00xoxPei5IeYyKZ9xEwRBEASRfWjHTRAEQRBzCBJugiAIgphDkHATBEEQxByChJsgCIIg5hAk3ARBEAQxhyDhJgiCIIg5BAk3QRAEQcwhSLgJgiAIYg5Bwk0QBEEQcwgSboIgCIKYQ5BwEwRBEMQcgoSbIAiCIOYQKZf1XOjVdHK5FotEIslabexcIFd/N42Z3OwXgPomV/tGJpOB53lwHJezbcwkqf5m2nHPAxbiA04QxPyD5rLUSHnHTeQu9LATBDEf4DgOAM1pk0HCTRAEQeQEJNipQaZygiAIgphDkHATBEEQxByCTOXEjJFIJGAYBslkkkxdcwyGYcAwzIKOSshFFAoFVqxYAZPJhKGhIbjdbgSDQbhcLuongoSbmBksy0KhUIBhGESjUSQSiWw3iZgCUqkULMsikUggmUxmuznE/yMvLw/f/e53ce211+Lw4cP44IMP0NraimPHjiEej2e7eUSWIeEmpoSwQ5NIJJDJZJDL5TCbzZBIJOjv74ff7892E4mrEPpMp9NBr9eP+LtMJhOFW1h0cRyHRCIBr9eLeDy+YGNqZxOpVAqZTAaZTAadTger1YqysjLxX29vL6LRKGw2G2Kx2KjPJ5NJxONxxGIx+P1+0TubSA8Mw0AqvSKXwljIpoWR4VP8ZkpYkLsT12z2jUqlglKphNlsRnl5OYqKinDTTTdBqVTiiSeewLvvvjtrbRHI1b7JlTGjVqshl8vxiU98Avfeey8kEgmADwVdMJVzHId4PI5wOAybzYbf/va3sNvt8Pl8iEQiU/7eXO0XIHf6RqC0tBSLFi1CdXU1br/9dhQWFqKmpgZGoxFOpxMejwfBYBBut3tMUe7v74fdbkdraytefPFF+Hy+Cb8vV/sm1/pFQKVSoaioCBKJBNFoFMlkEj6fD8FgMK3fk2q/ZH3HLezegOyuYIjUkMvlUKvVMBqNsFgssFqtWLt2LdRqNfLy8rLdPOL/IYwriUQiLraqq6txww03QCaTjfu5SCSCYDCIlpYW7N+/H16vF7FYDMlkEhzHkTk9Q6jVahQWFqKqqgrbt28fMZYKCgpQUFAw7md5nkdnZyfa2trEawWDQbKUpBGZTAa9Xg+JRIJwOCwucLNF1oW7vLwct9xyC3iex1/+8hd0d3dnu0nEOEgkEuzYsQM7duwQV/8sy+LUqVPgeR79/f3ZbuKCh2VZSKVSFBcX46677kJxcTFkMhmkUinWrFkDlp04kEQqlUKtVmPRokXYu3cv3G63OFEdOXIEb7zxBplhM4DZbMbSpUthtVpFk+xUP79kyRLIZDJ8/vOfR19fHw4dOoSenp4MtHbhoFKpoFarUVJSgs2bN0Mmk6Gzs1O0aMTjcSQSCUSj0VltV9aFu7i4GHfccQd4nse5c+dIuHMYlmWxceNGfOELX8ClS5dw5MgRBINBXLhwAcFgEENDQ9lu4oKHZVnIZDKUlJTg85//PFasWDGlzwu79OLiYtx5550AIJrRk8kk/vKXv5BwZwCDwYCKigpYLBbRApkqDMNAr9eL/2QyGWw2Gy5cuEDCPUMUCgWMRiNKSkqwbt060Vo1ODgIv98Pr9eLSCSCWCw2q9aNKRcZSVfjamtrsXbtWixduhTFxcXgOA433HADSkpKcOHCBdHsQ+QOHMehvr4eL774Ivr6+tDc3IxoNIpwOIxoNCo6phUVFaGkpARarRYlJSVj7iA6Ojpw6tQp8pBNAwzDYMWKFaiuroZCoYBGo0F5eTmMRuOUzwyvfj/P82AYBizLora2Fvfeey/sdjtOnDiBUCiUzp+xoOnr68PJkyfR3t6O3t5eKJVK8TW1Wg2VSoWSkhLU1taOedQh9FsoFEJnZye6u7upf2YIwzAoKyvD+vXrYbVaUVFRIRZB8Xq9qKyshMvlwtDQELq6uhAIBGC32xGJRDJ+TJE14b7xxhvx/e9/H0qlEkqlEslkEl/72tfg8/nw6KOPknDnIMlkEn/+859x4MAB0fNYeB54nhfPP5csWYKPfexjqKiowM6dO6HVakdch+d5vPDCC2hoaCDhTgMSiQS33HILPv/5z0Oj0cBsNkMqlUKlUqXtOxiGwU033YRt27bh8OHDaG5uJmFII01NTWhtbQXLsmJeBODKfS8tLUVRURFuvPFGVFdXT+ij4PF4cPLkSdhsNni93tlq/rxDcNpcvXo1vvjFL8JoNIrHGCtXrkQymYREIgHLsrh48SIOHz4Mu92ON954A4ODg4jH47kh3BaLBRzHwev1TvtQnmVZWK1WmEwmVFRUwGAwiA9hPB7H4OAgBgcHJ/WIJLJHNBqd9DxHr9fDarWiuLgYRqMRGo0GwMhFn0qlylkP0rkGwzCiYKvVauj1+gnPsof3g/C/hwvF1dcWUCgU4o6e+m76KJVKLFq0CDKZDHa7HR6PB8lkckzHP4ZhxLHS3d2NhoYGmEwmlJaWQqFQjBB5nucRi8Xg9XrFUD5ieghHRkJYpEwmQzKZhFQqFfNWSKVSSKVS5Ofno7y8HDKZDCtWrEBRURH6+vrg8/kQi8Uycv6dsnB/8pOfRCwWwzvvvDPt3bBarcZXv/pV7Nq1CwUFBSNMqG63G48//jhOnDgBh8MxresvVNJtDZkplZWVuPnmm6FWq0eY/IjModFokJ+fP2Iinwye55FIJMBxHKRS6ZTPVonpsWjRIjzyyCOwWCx45JFHsH///nHfy/M8nE4nvF4vnE4nTp48iSVLluCBBx5AVVUVNBoN5HK56IPg8/nQ3t4Ou91OFpFpIBwLabVaqFQq2Gw2vPzyy1i8eDHUajVMJhNMJhMUCgVYlgXLsigvL4fZbEYsFsPHP/5x+Hw+7Nu3D3V1dejp6UFXV1fa5+aUhbukpASRSGRG5jeJRILy8nKsXr161GuJRALd3d24dOnStK+/UMk14VYqlTAajZDL5SN2fsMFhXZs6UUikUAul497X3meRzQaRSQSGXG8IZj0dDod1Gr1bDZ5waJUKrFkyRLRD2Ey4vE44vE4otEo3G43kskkBgYGYDQaIZVKIZfLxTA+r9cLv9+PYDBIoXszQNhxB4NB2O12aDQa+Hw+yOVyGI1GUbQFi4hKpQLP87BYLAgGgygvL0d3d3fGjitSFu6qqiqEQqFR55VE9hlu5rxavLMh6l6vF11dXdDr9SgsLJxWeAuRft566y08//zzI9LSchwHiUSCe+65B7feemsWW7dwGL64EsL3OI6b1FtfWGjZbDb85Cc/gcViwZe+9CVs3rwZb775Jl588UX09/eju7sb4XCY0g9PAyGCIhgMIhaLIRQKYXBwEJFIBIsWLUJJSQl0Oh10Ot2Yi2QhBfR1112HkpISvPbaa2hubk77IirlGTU/Px/BYBAKhSKtDciVXeJcJtd2r+FwGC6XC8CV54aYfa4eVzzPo7m5Gc8///yos0+ZTIYNGzbg1ltvHXXmPdE1iakjOD0JCDs7ACkJN8/zcLvdePvtt2EwGPDRj34UGzduRFNTE1588UUS6zQg+AoI1iiO46BQKNDR0YF4PI5IJDLm+BD+JpVKUVlZiby8PJw7dw4sy2ZPuC9cuIBwOJz2rb9wY4SzNmLqCPdtrN22YKqeTbOZSqWC2Wye1EmKyDzRaBQHDx7ExYsX8c4774z7HHg8HnR3d0Or1cJkMo0ZFjbW/yYmR6FQQC6XY+nSpdi6dSsWLVqEgoICKBQK3HjjjcjLy0NdXR2OHTs2pTkwHo/j/Pnz0Ov1aGlpoX5JI8OPkwDA7/ejqakJfr8fgUBgws8mEgmcPXsWly5dQnNzc0Z0LWXhrqurQzweF3dS6UJwkBkeWkRMjYkeDEE4ZzP9oZC+UalUknBnmXA4jOeffx4vvPCCmLb0agQHqMuXL8NiscBgMFC/pRGVSgWdTofrrrsO//RP/wSdTgepVAqe53H77bfjlltuER1zpyrcp06dgsPhQFNTE2180sjVZW59Ph/OnTsHl8s1adRTLBbD+++/j4MHD6K3tze7wt3X14dEIjGj/KyJRAINDQ0jzKfCbntwcBBut3va12ZZFjqdDjKZDMFgMKt5ZHOJbAxm4dxuKh7OxPTheR4tLS04ePDgiPvN8zyCwSB6enomDA3ieR42mw11dXWora1FVVXVmH4JXV1daG1txZkzZ2Y9xeNcZniOd6ECmIBMJhOrtE0VIRHIwMDApLvAhY7ZbBazCDY2NsLtdk9pIyOTyUSPcqHPBHw+HxwOByKRCBwOB3w+H9ra2uByuRAKhTKyYUpZuE+ePCna/qdLKBTCL3/5S/zud78b9VoikZiRcMvlcixZsgRGoxGtra3o6uqa9rXmC8OToswmEolENA8SmSeRSGDfvn147bXXRr0mnIlORDKZxKFDh3DixAl85jOfwbZt28b0ZfnLX/6Cf//3f0cgEJjRWF1oJBIJRCKRMZNyyOVyUcxTWeQOt6Alk0nYbDY4HA4Eg0GyWE7AihUr8Oijj4LjODzwwAM4fvz4lKyQOp0OK1euRHl5OXQ63YjXuru7ceDAAfT29uKtt97C0NAQ/H6/mEEtE6Qs3OmICeR5Pu2mdiL3GF4ukpgdhKQb0yUYDCIYDMLn84lmQmHh5/F4EAqFYLPZYLfbyQFqighWxXA4LO70NBoNWJaF3+9HOBxGIBCYVEQ0Gg3y8vKQTCbhcrnEMDGhHCsxGp1OJ2Y9KysrA8dxsFqtsFqtcLvdk44ZYVEl5Cu3WCxQKBTi+OA4Dn6/Hz09PbDb7bDb7bOicfMmTicWi6G9vR1yuVzMmU0QxPTgOA6hUAh+vx+//OUv8e6776K7u5tig6dBLBZDIpFAU1MTnnnmGVitVuzevRtarRavvvoqTp8+jTNnzky6O7vuuuvw7W9/Gw6HA0888YSYHztT5tj5wK5du7B3714UFBTAZDIBAL773e/C4XDgySefxMsvvzzqPBv4cPNRWlqKqqoq1NTU4J577kF+fj5KS0sBXNnMRiIRtLa24sCBA3C73bOmPfNGuDmOg8/nA8Mw5KSRJoS0fgBGrDCnO0mQZ3LuI1hJOI5DJBKBz+fD+fPncfjw4Sy3bO4ixGi7XC6xMI/f74dEIkFbWxvq6urQ29s77pgQcmKXlpZi+/btsNvteOmll0QTOS2mxqe8vBzXX3/9iGO7devWIRaL4e2334ZCoRDTzQrzGwAxnanRaERZWRkWLVqE5cuXw2w2A/gwZMzv98PpdKK7u3tW/QzmjXADVwYICXf6WLJkCe6++24olUpcunQJTqcTzc3NaG9vn/Y1Y7GYmL+XxDs3EHKdC97PDMOgv78fv/3tb9HR0YELFy5ku4nzAqfTibNnz+Ly5csYGBiAQqFAXV2dOOkPHw9CRi4hZOwjH/kIampqRN8Ri8UiZkgjx7SpI5FIsHv3bhQXF6OnpwdNTU1wu924cOECEokEPv3pT+Oaa66ByWRCQUEBCgoKRmQWTCaTePvtt/HWW2+htbV14dXjTidjmTyI6VNeXo4vf/nLMBgMOHDgADo7O+H3+2cs3EIZUCJ3UKvVYkEYhmHgdDrFCm5Eehjuh/DBBx8AGN/yxLIsVCoVtFotPvrRj+IrX/mK+JpMJkNBQQF8Ph+6u7sz3/B5CMuy2L59O7Zv347z58/j9ddfR3d3Nzo6OhCNRrFr1y7cfffd436e4zi8//77ePLJJ7OiO/NKuIn0I4SqLFq0CEqlEidOnJj2tTiOw/nz51FfX0+1uLOIxWLBddddJ1ZtYxhGzFW+ZMkS2Gw22Gy2GUWQEBMz3kQvHE/pdDrs2LED5eXlWLJkifgacCWpjlC8IhgMzlqbZ4PZStE83HHWZDJh5cqV0Ov1aGhoQDAYTLkCXrY2iyTcxKQolUqsW7cOkUgEb7311rSvk0wm8frrr+Pxxx9HLBZDJBJJYyuJVFm+fDkeeeQRlJSUiH8TnHFsNhvOnz+P9vb2eScKcwGJRAK1Wo3i4mL89V//NbZs2TIqNC8cDqOxsRENDQ3z7nw7G7UVhHrnXV1d6OjogNPpFM+yJyKbFl4SbmJShF03z/MzLv0YiUTg9/sXxJHG1TWuh09K2fDDKCgoQHFxMZYtWwaz2QyDwTDqPTqdDlqtFmq1msp8ZgGtVotly5ahvLwchYWFI2KG3W43enp6cOnSJQQCgXkZlicUShqrYFKqsCyLvLw86HQ6mM3mSXfOPp9PDOUSPMPtdjtaW1thMpmQl5eXc6GtJNzErLMQRBu44pkqmD6FMoASiQTxeDwrCTN2796Nb33rWzAajePuKAoLC7FlyxbodDrRlE7MHjU1NfjhD3+IsrIyMexI4MSJE/j3f/93OBwO2O32LLUw88xEtIErueF3796N9evXY926dZOm7z1+/Dj+/d//HS6XC4ODgwCuiPmBAwdwyy234M4778y5Coe51Roip0gkEvB6vWIpV8EbnEgNIY2lTCYT07+yLDvtHYVCoYBSqRzztUgkMm7fqNVqyOVylJeXY9WqVROm11QoFFAoFDAYDLTjngJX9w3HcdMqranRaLB06VKUlZWNes3j8aCpqQler3de7rbTBcuyKCoqQnV1NfLz88etdCeMmd7eXly4cAE+nw/JZBISiQRdXV0IhUJYv349ksmkWHt7+OezybwWboZhxMmHHvSp09zcjIceeggqlQrAlcmovr4+y62aO1RUVIjPIMuyiEQiCIfDCIfD0zK93XjjjdizZ8+o1b+Q8vQvf/nLqHM3tVqNL37xi9i8eTNqampIjDPE1X0zNDSEJ554Ak1NTVO6zkTPhZCBbT4XZBqetW+6sCyL4uJiMQX2WPc0mUzipZdewv79+9HZ2YlgMCgeX3Ech4GBAXi9XnR3d2NoaAhqtVqsdjjTfBbpYF4Lt1DsQrjRFN89NQYGBvA///M/0/78WDWhFxJCMR1ht+3z+ZBIJKblTc8wDGpqarBnz55ROeBjsRjq6+vx5ptvjppQZDIZNm/ejM9+9rMz+zHEuIzVN93d3Xj11VenJNxjpQm+OmlRtgUj06RjjmYYBnq9HoWFhaPGinDvkskkzp49i+eee27U53meh8/ng8/ng9vtFquBabVaMU9Itvth3gi3TqfDrl27UF5eLv5NOFcErnRUJBIRaxMTmePUqVP4z//8zxG7O4ZhkEwmUVdXl8WWzS4ajQYcx2FoaAiBQADhcBjBYHDMYhPjISTgqKmpwY4dO8bcMbMsi+uvvx4SiUTcrQwODuKNN96gkLtxGF6sY7pM1Dc6nQ533XUX1qxZg6NHj+L06dMTXmvjxo3Ytm0bli9fLh5NCe07evQo6urqqCpbinAcB7vdjqamJhQXF8NqtYoLIr/fj/3796OjoyOluej8+fP49a9/DYVCAa1WK+YtZ1kWly5dyvRPGZd5I9xGoxF79+7F9ddfL/7t6jMJr9eLwcFBEu4M8+677+LYsWMj7r/wv+db+MpE6PV6xONxtLW1oaenRzRzTgWlUok9e/Zgz549osn9aiQSCXbt2oWbb75ZXBCcP38eZ86cgc1mS8tvmW8I93EmZtmJ+kaYj6LRKB566KFJhXvbtm14+OGHIZfLRywAkskk3njjDfzsZz8bUR6UGJ9kMonOzk6cPXsWHMeN8BfweDx46qmncPjw4ZQWbadOncKZM2fE/69QKLBkyRLo9Xpcvnw5I+1PhXkj3MCVCWyiUpJyuRxqtRo6nY4crTLIWMcS2YjPzDaRSEQU62QyOe3dnVQqnfC5Fs7Rh0/4gke78HqqZ+qJRALRaBThcJiOllJgvL4Rogk4jpvUqxn48FhvLO/lZDJJlpMpkEwm0dPTA41GI+aFF/pgcHAQDocj5QU0z/Mj3iuRSMQxnc3xMa+EezIYhkF+fj7Ky8sxNDSEgYGBbDdpwbCQBFvA6XQikUggFArNmYk3FArB4XDA4XDMmTZPl4X4TC4E4vE43nvvPZw8eRIymWzEwiqZTM6olnw6nOfSwYIQbqGucLZXScTCIhQKic9dJuF5Hh6PZ0RJwb6+PrFW89DQELq7u8XaxOM5QPE8j2AwCLvdjv7+/nkv3LmWVINIDzzPIxQKIRQKpe2aggVFpVIhLy8PZrMZLpcLcrlcrC42mywI4Y7H43C73XC5XLDb7ejq6qI8zETG6ejoECeRTCKEg7300kvi3/x+P2w2G6LRKJ544gm8+uqruOuuu7B3794xzbHxeByJRAInT57Ez3/+czgcDvT392e03dlkJvH0xMJDpVLBYrHAYrFg7969WLZsGZ577jm88cYb8Pl8cDgcs7opnHfCLeyuh99E4ZzD6/XC7/dTGbw0I4Q7CTVtiSsIYSQzHdDCGacQJXG1vwDHcWhtbcWhQ4fG/HxTUxOampqwbt26Eckkhu844/E4IpEI+vr6cOrUqRG79/kK7biJVGBZFgqFAiaTCYWFhaitrcWaNWtw/PhxGI3GrOQImTfCzfM8/H4/hoaG8MEHH+D8+fOIRqNiTt9gMIhwOIzm5uZsN3XeIPgM3HzzzdDpdDh06FBWQyRyDUGwZ7KYicViOHz4MAKBANasWYNNmzaNcEKbSmyvy+XCxYsXYTQaUVJSImZQSyaTOHDggNh/C8FpU1hk0kKTmIiioiKUlpZi0aJFuOmmm1BUVISysjIwDIPly5fj5ptvRkNDA3p6embVijuvhDsUCsHj8eC9997Dyy+/DL/fP+smjIWG2WzG7t27UVRUhPb2dhLuYaRDFOLxOE6ePInu7m6wLIuNGzeO+o5UBcjj8aCjowMWiwWFhYWicHMch/feew+PP/74jNs7V6CwKiIV8vLysHz5cqxatQp33HEHzGazuHCurKwEwzCIRqM4ePAgCbdARUUFNm3aNGZu5dbWVly4cEHMRBUKhfDee++ht7cXjY2N8Pv9CIfDtKJOIyzLYvXq1Vi2bJlYMKO4uBgVFRVQq9XIz89HXl4ewuFwxs91Fwocx8Hj8YDneXzwwQdQKBTixCEIdjweTyk3gc1mwzvvvIPCwkK4XC4YjUbU1NRQMZEcQCg8k0wmoVAoUgohIzKHXC6HVCpFRUUFNm/ejPLyciiVSkSjUTQ1NcHlcqGtrQ3d3d1oamqadXN5Tgv3pk2b8H/+z/+BXq8fdR711FNPoaenB6FQCF6vFx6PB7/5zW8gkUgQi8XEfL4k3OlDIpHgk5/8JL7yla+IYRYsy0KpVCIYDGLRokWoqKjAwMAALZrSBMdx6O3tRV9fH9rb20c4oAnwPJ+SefvcuXNobGxEQUEBVq9eDavViq997WtYunRpJppOTIFIJAK32y1m5yLhzh4Mw0Cj0UCtVmPDhg247777oFAoIJVKMTQ0hJdffhlnz55FZ2enmFhptp2dc064GYaBxWJBQUEBFi9eDKPRKOaIHe6Uc7UbPs/zCIfD2Wz6gkClUsFoNEIqlUImk4l9IpFIwHEc4vE4OamlGeGoR0jbO12GJ4PR6/XQ6/U5V65wLiFk6Dp37hwKCwtRXFw8bYc3p9OJixcvoqioCHq9XhxPFMKaeYxGI8rKykSnTZ7nEYvFkEwmEQgE0NLSIlq5nE4nbDYbBgcH4fF4smZZzLlRK5FIsGfPHtxzzz3Iy8uDWq0eczBEo1F4vV7EYjF6sGcRqVQKhUIxqk84jhPD7WYiLkTmsVgs+NSnPoWysjIUFRVluzlzllAohF/84hfYt28fvvCFL+Cb3/zmhCVTJ+LYsWPo6urCtddei+9///vIz89HJBKZU8l75iqbN2/Ggw8+CK1WK1bxe+mll3D27FkcP34cBw8eFN+bSCQwODiIcDic1ZDinBNuwVO5urpaPM8bvtMOhUKIxWJisQZyMpldhJrSYyXxiMViiEQiNNHkKELN6Ly8PJSUlKC4uFisIa1SqWAwGBCLxchylSIcx8Fms8Fms6Gvr2/E0dxUd94ulwvhcBhFRUVwOp2QSqViGVjKOZFZ1Go1ysrKxCPZUCgEnU4HqVQKl8uF1tbWnLMg5pxwcxyHixcv4i9/+QsqKiqwYcMGcRUbCoXw9NNP4/jx47h48SKJdo4h5LnOtYecuIJQM9pisaC6uhpqtVo87vjUpz6F5cuX49ixY/jd735H4j3LCBXj6uvr8dBDD0Gn08FsNkMmk6G+vj7bzZvXnDp1Cg888IA4FhKJBFpbW+FwOBAIBHJyPss54eZ5Hv39/WhsbIRUKsW6devEc7h4PI7jx49j3759WW4lMdbOIhup/3KZXMvKNV49b57nsXbtWqxatQrJZBJ/+MMfstTCucvwsLzh/Z5q/3Mch1gsBpvNhp6eHigUClRWVkKn08Fut2ey6Querq4udHV1ZbsZUyInhburq0t0QNuyZQs0Gg1YlkUwGMxKlhriQ4LBIIaGhqBUKqHRaCj71AQIDpXp9sHQ6/WorKwEAFy+fDktWc6EYw7yT5gedXV1+MlPfoKqqirs2rVLrEwVDoenfHQkVKRyOp0IBAKU6ZEYRU4Kd1tbG9rb26HX6zE0NIRYLAaZTAa/30/CnUWE7HQDAwMwGo1Qq9XZblJOk46az2NhNBpx7bXXgud5uFyutAh3JBKBz+ejML5pItSgv/HGG7F582ao1WqEQiEEg8Epn1ELsfkDAwM5Z7UhcoOcE27gw4luYGAAJ06cgFqthlQqRSgUwuDg4LSuOTxsSdgFkVl3avA8j87OTpw4cQJVVVXQ6/WIxWJoaWnB4OAglUm9inRbI1QqFdRqNUpKSrBkyRLIZDIEg0EMDAygtbUV3d3dE35eSI+aTCZH1OrmOA4dHR1obm5GS0sLjYtpINSgD4VCGBoaAsdxaG5uxtDQ0IxM3STaxFjkpHALnDlzBm1tbSN2Ll6vd8rXYRgGEolETBYik8kou9c0EHJav/fee9i9ezesViv6+vrwgx/8AK2trXC5XNluYk4xXBzTMQELuQ3Wrl2LT33qUzCbzbjrrrsQDofxb//2b3jyyScn/J5kMinu/oQFLMuySCaTeO211/CrX/0KoVCIzOUzwO/3o6GhASzL4umnn0ZTU9OCKNhCzC45Ldx05pZ7CNXVent7YbPZ0NvbC7vdjt7eXoqnH4N075h4nodEIoFOp4PBYIDRaEQsFoNWq530sz6fD93d3ZDL5SOEO5FIoKenB/39/SkXLCHGJhKJoLe3FzzPi/eUINJNTgt3uhheQSkcDiMSiZA5cJoIxxh1dXV46KGHEIlE0NPTQ/dzDAR/jHQtaAYHBxEMBmE0GhEIBKDT6SCRSMQytpMJ7ptvvom2trYRWQgFa0B7ezv1YRqw2Wz4zW9+A57nyRt8GlxdspYYmwUh3MCHgkM7ivTgcDjgcDiy3YycJt1OaYIFSki1GIlEIJVKxTSmk2G320lMMkwgEEip4AsxNiTcqbGghJsg5gPt7e149NFHxRSNHMfh2LFj2W4WQcwYjUYjFs0RCkURo2H4FO/MQo/XzeUHiPomN/uGZdmcbdtskMu/ncZMbvZNYWEheJ5HIBAQK97lalszQaq/dcHsuAlitiGzH0FMDalUCp7nIZPJxBA74XiTxtGHkHATRIYYnjmNJh2CmBy5XC4moAE+LEUrZJMjrkDV2lNgoZvViOlBzw1BTI3h0Q7Cf2kcjSblM26CIAiCILIP7bgJgiAIYg5Bwk0QBEEQcwgSboIgCIKYQ5BwEwRBEMQcgoSbIAiCIOYQJNwEQRAEMYcg4SYIgiCIOQQJN0EQBEHMIUi4CYIgCGIOQcJNEARBEHMIEm6CIAiCmEOkXB1soSd6z+WU7rneNwaDAbfffjvKy8vx1ltv4cSJE2m9fq72Ta73S6bJ1X4BqG9ytW+oX1LrF9pxExlHKMkXj8eRTCaz3RyCIIg5DdXjJjJOLBZDc3Mz+vr60N/fn+3mEARBzGlIuImMk0gk0N/fD6/XC6/Xm+3mEARBzGlIuImMw3EcAoEAotEootFotptDEAQxp2H4FE/DyWkgN505AOqbXO0b6pfc7BeA+iZX+4b6JbV+oR03QRBEjiGRSJCXlweFQgGPxwO/35/tJhE5BHmVEwRB5BhKpRLr16/HjTfeiEWLFmW7OUSOMad33CzLQqFQwGQyQSKRjHo9FoshGAwimUwiGo2C47gstDLzCOalXDV/AVf6ang7GYYR/7/QLyzLgmVZcBwnho3l8m/KRRQKBbRaLSQSCeRyOQDA5XIhFApluWVEKigUCpjNZhgMBlitVhQVFaG1tRUymWzEuCDSh1qthtlsntBMH4lE4HK5cub+z1nhlsvlUCgUWLNmDb75zW8iLy9v1Huam5vx9ttvY2hoCPX19fPW3MSyVwwnHMflpNCxLAuj0Qi5XI5EIoFEIgGpVAqFQgGO4xAOh8HzPAwGA1QqFXw+H7xeL5LJJOLxOHiez8nflYssX74cn/jEJ2A2m7F48WLwPI+f/exnOHToULabRqRATU0Nvv3tb8NiscBisUAulyMYDMJutyMQCMDpdNJYSDObN2/Gt771LajV6nHfc+bMGfz4xz/G0NDQLLZsfOascEulUqjVahQXF2Pr1q0oKSkBMHKHptFo0N7eDqlUiqampmw1dcHDsiw0Gg1UKhVisRji8TjkcjlUKhWSySRYlgXP8zAajdBoNACuWEsSiQQYhgHP80gmk+LChCau0UgkErAsi8LCQqxatQoWiwVr1qwBx3F44YUXIJVKwXHcvLU6zRdMJhOuvfZalJWVQaVSged5WCwW6HQ6JJNJcTwQM4dlWUgkEpSWlmL79u0wGAzjvpfneeh0Oni9XiQSiaz3wZwV7s2bN+MTn/gEKioqoNfrx3xPeXk5Pv7xj6OtrQ2XLl1CIpFAOBxGPB6f5dZmFmEyTvVhmm3Tul6vx549e7B8+XJRgFmWFc1/wq5apVJBLpcjHA4jHA6Lr4VCIdTX18PhcKCjowN2u31W25/rSCQS3HrrrdixYwesVitWr14NjUYDhUKBRCKBdevWIRAIoK2tDU1NTXTfchBBRORyOZRKJRQKhXhsVFFRgeuuuw6tra3o7++nxVcaYFkWGzduxMqVK/GRj3xEPFYajyVLluAf/uEfYLfbsW/fPrS1tWV1HM1Z4V67di3uv/9+yGSycd9TXFyM4uJiFBYW4oUXXsDQ0BDi8fi8E+6pPEDC2fJsPnQajQa33HILdu7cOaXPCTttt9uNl19+Ga2trQiHw+jt7aXJaxgsy2LHjh34zne+M+brNTU1ogg0NzeTcOcgEokEMpkMMpkMcrlcnNcYhkFJSQnWrFmDaDQKiUQy7+avbMCyLFasWIFPfOITKCsrg1Q6sRSWl5fjr//6r2Gz2XDixAm0t7cDyN7mYcpFRnJt0F/tUDCWg4HRaMRHP/pRVFdX49SpU+jq6gLDMGBZFolEApFIBBzHIRaLLQhByHQfVldXo6amBjKZDEqlEgUFBbBYLNOK0WRZFkqlEkuXLoVer4dCoUB5eTlCoRC8Xm/OPY/ZRHD6G04ikUBHRwdOnz4Nu90+rfsll8shkUjEfPNE+lmyZAmuueYarFq1CiqVasR8293djVOnTuHy5cs54xw11+E4Du3t7XjnnXewfv161NbWTrgJFPpDo9Hgox/9KIqKinDmzBk0NzfPVpNHMOeFOxWKi4vxzW9+Ez6fDz/96U/x9ttvQyqVQiqVIhwOw+FwIBqNwufzzfvMXrPRf5s3b8Y3vvEN6HQ6FBQUiOfZ04FlWWi1Wmzbtg3JZBI7duyA1+vF4OAgWltbaSL7fww/+x8u3vF4HCdPnsTLL788rbM5hmGgVquhUqkQCARIuDPE9u3b8eCDD0Kr1Y44a+U4DufOncO+fftEZ01i5nAchxMnTqCurg533303brvtNiiVykk/ZzKZ8M1vfhPhcBj/8i//kvvCLTgQzUXnCJZloVKpRG9mYbctkUggkUhGhCYRU0MikUCj0UAqlcJsNkOr1aKqqgr5+fnQaDQwGAyTmqHGQ+gThmEgl8vB8zy0Wi2AK4JUWFhIwo0rot3b24v6+voRzzHDMPD7/RgcHEQkEknpWiaTCWVlZWKkAsuy0Ol0UCgU6O7uRnt7Ozm5jYFUKhUXqAUFBeB5Hna7HcFgMKXPKxQKGAwGKJXKUXNRPB5Puf+I1BEcZYVQYY7jJtUCwdFWLpejoqICa9euhcvlgt1un9UxkfKMKsRJC45EcwmhrGQsFkMkEkE4HAYA0SFB2K3Mtd+VC2g0GqxZswaFhYX4xCc+gTVr1sBsNqOgoEBcGKUTmUwGlUqFwsJCqNVq6jMAyWQS+/btw6FDh8Dz/IgJJJlMoqenJ+Vrbd68Gf/4j/8oLpAAiIvbZ599Fr/4xS8QjUbFED7iCiaTCcXFxaipqcHnPvc5RKNR/OhHP8KZM2dS+rxUKhWdM2kTMXsIfjTxeHzExm4yJBIJ7rnnHnzsYx/Da6+9hh/96EcpL9LSwbR23HOFWCyGcDiMZDKJWCwGn88nepXLZDIkEgnRyzlXY6BzDcHjVcBoNMJisaC4uBjLli3DqlWrACBjVgyhLzmOm9QTdKHA8zz6+/sxMDAwSrinitFoxIoVK0aFxvA8j7KyMuh0OrAsi0gkQuMFV5J3yGQy5OXloaioCGVlZaipqUEkEkFRURH0ej0ikQhisdiE1xGsgMNzMgg77UQiMRs/ZcESi8Xg8XjAsiz0er3YBxPBsixKSkpQUlKC5uZmMYGLoDeZJmXhlslk4upkrpgnT548iV//+tcIhULiQGhsbER/f794xp1MJsXQo7nyu7KFRCLBpz/9aezatUsUZZlMhoKCAqhUKlRWVmZ0YcdxHOrr63Hu3DkxQxjLsqioqMjYd84VBDNfJsW0pqYGn/3sZ3H58mXs378fgUAgY981F1Cr1fjiF7+IzZs3Q6VSQaPRwGw2o7CwEIlEAt/4xjfwqU99Ci+99BLefPPNKV07FArhvffeg81mw6VLlzL0CwgAqKurw4MPPojq6mp8/etfn3KK2U2bNuE///M/0d7ejieffBI2mw3xeDyjpvMpmcpzccc90UTV0dGBl156CT6fbxZbNH9hWRbr1q3DZz/72Vl9DoQ+Fs4Nz5w5A51Oh8LCwpRWxwuFTO+ALRYLNmzYAKlUirfffjuj3zUXkMlk2Lx5M+6+++5R44HjOFx//fUIh8Oor69PWbiFPozFYmhpaUFzczMGBgbS3nbiQ7q6utDV1YW1a9fic5/73JQ/X1lZicrKSpw/fx6vvvoq+vv7RUtupkhZuAVzTa45pQhWAJ7nRWeDkydP4vz58zhz5sy89xJfCPA8j0gkgmg0CrvdjubmZmg0GvT39y9I4S4sLMSGDRvA8zzq6urgcDhm5Xs7Oztx8OBBdHd3k7MUPnwuA4EAXC4XhoaGEAgE0NfXh0gkAqfTiWAwiLNnz0752rFYDO3t7WhoaMiZNJvzlZKSEqxYsQJLly6FTqeb9nUKCgpw7733orOzE3/5y1/Q2NiYxlaOZErCnYsOXILjWSKRQCAQQCgUwh//+Ec8/fTTZP6eJ3Ach1AohEAggM7OTpw/fx5KpRIGg2FBCndJSQk+85nPgOd59PT0zJpwt7a24tVXXxUz2xFAOByGz+cTRba/vx8nT56E1+tFZ2cnfD7flDc7PM8jGo3i0qVLqKurozPuDLNo0SLcfvvtKC0tnTDt6WRYLBb8zd/8DdxuN+x2e24Id65Va4pGo/B6vQgEAmhtbRW9xSORCLq7uyneMQPwPI+WlhYcPHhwQlO5cM6nVCphMpmmHQ4mVHULhUI4e/Ys+vv70d3dLUYIhEKhnDu6ySSLFi1CdXU1lixZgrKyMoTD4Vl10BP6YzJHq4VCIpFAc3MzTCYTbDYbOjo64HQ6xZ13OBxOWXTtdjuOHTuGvLw8LF68GDKZDGvXrgUAXLp0CZ2dnZn7IQsctVqN0tJSFBUVTZiEBbgSVdXX14dQKIT8/HwYjUbRsXB4dFKmdTLlGVUQwlwRbrfbjba2NjQ2NuKxxx7D0NCQeMMmOtOey4lksk0ikcC+ffvw2muvjfsehmGwbds2fOxjH0NZWRmuu+66aQt3NBrF4OAgenp68LOf/QynT5+G3+8XQzcWmrn2lltuwYMPPgi1Wg2tVove3l6xKMtsMDzXP42fK7vtZ599VkxuE4/HxagHwRKYKkeOHEFbWxs2btyIBx98EHl5efjOd76DUCiEf/3Xf8WvfvWrDP6ShU1BQQGuvfZaGAyGEREzYxEMBnHw4EF0dXXh+uuvx6ZNm8Qc88lkEsFgEH6/P+NWkpRn1GwMVLVaDZPJNKY5VCKRoKenB3a7HT09PXA6neNeRyaTwWw2QyaTiXWhBTN6NBqF2+3OubP7XMXr9cLr9U74HpvNBpvNBoVCMaOjCsHjPxAIwOFwoL+/X3xN8G2Y7zAMA7PZDI1GA6vVirKyMnFXoFarxXSyfr8/rXGkwnjnOA5utxvBYFAcJyTaV+B5Hh6PJy3X8vv96OnpQXl5OQKBAHQ6HUwmE0wmE6xWK8rLy0fcdyG6x+fzUWjeNDGZTNDpdCgqKhKrF45HJBKBx+OB0+mE3W4X5ziLxQKpVCoWTAqHw/B4PBk/SsrpIiMf+chH8PWvf13MzAVAjLl+//338V//9V9wOp2T1tkuKyvD//f//X+oqKiAUqmEVCoVz0wbGhrwxBNPwOVyzcZPWhA0NjZicHAQW7ZswQ033DBu9bbJiEQi6O3tFZ19FiJqtRp/8zd/g507d6K8vHxEQhuDwYAvf/nLuPnmm/Hiiy9OOeRoMjiOQyAQwBNPPIEjR46gq6trQSyWsoEQr22323H27Fk4HA6sWrUKJpMJd999N7Zs2SKKczweh8vlgs/nw7PPPouTJ0/OqTDdXEAqleLuu+/GnXfeCYvFMmlK5paWFjzxxBPo6+tDS0sLfD4fzpw5M8JULpFIoFQqwXEcLly4MMJ8nvb2p/2KaaSoqAhbt26F0WgUM9oID2hjYyMaGhpSKtOp1Wqxfv16rFy5EiqVCjKZDIFAAF6vlxJ5ZAC32w232w2r1SpOSMOTS0zE8Ic8kUjA5/OJNXAXIlKpFCtWrBizsppCoUBtbS1KSkpw7NixtMZxC1EaoVAIDQ0NOHTokPh3Iv0I81ogEMDAwABkMhmWLl0KlmWxZMkSLFmyRLz30WgUAwMDcDqdePvttyGXyxGLxUi4pwDDMKiursbOnTtT8pPxeDyoq6uDzWaD2+0WI1yGI5VKYTQaIZFIEAgExIp8C064OY4TPcaH5xQXBDwajU543nZ1jVulUinuWITcwFqtNu1pOYkr2O12/P73v4fVasVHP/pRlJWVpfQ5YZXa19eHP//5z7Db7RgcHMxwa+ceLMvCYDBALpejrKwMlZWV4rHCTCeLvr4+PPvss+jo6EB9fT0J9iwxMDCA119/HeXl5Vi+fDlKSkpGvUcqlcJkMkEmk2Hr1q1Qq9VobGzEmTNnqJ8yhLCJmOj8muM4BINBUZ+EHXcmyGnhHitTm2CWEMpwTrQTYxhGrHGrUCjEnfXwv6tUKvHcmx769DIwMIDXXnsNVqsVq1atmpJwcxwHh8OBI0eOoKenh6IExkAoAKJSqcR0m8JObKa7L4fDgd///vdoaGhIU2uJVHC5XDh69CjKy8vxhS98Ycz3SCQS6HQ6KJVKrF+/Hnl5eYjFYjh37hztujOE4Hg2kR+JcMYNYIQ/VSbIaeG+mng8LtbTPn/+/KQOZRUVFbjuuuuwePFi8SxCYCGFEWWLRCIBr9cLvV4/JeHt6enB5cuXxaMQmozGRniGBXPqzp07cf78eXR2dk54zywWC6677jqo1Wrxb0Le/k2bNkEqldIiNktMFFJ09ZyVTCZx+fLlGdVaJ8aH53lcvnwZly5dwpkzZyZ1OBOqGCoUCmzYsAHl5eW4cOECTp8+nfa+yXnhHv6Dw+Ew/vCHP+DVV19FIBCYdEJfv349HnnkEZhMphGT1FjfQQ99+olEIujr64NMJptSBruGhga8+OKLsNvt8Pl8JNyTwLIstm7divXr1+PFF1/EwYMHJ7zfy5cvxw9/+EOUlJSIYhAMBhEOh6HVaiGXy8l7PIukWjY1FovhxIkTePXVVxEMBikyJgN88MEH+OUvf4mhoaFJnaAFS4jJZMLevXtx66234uc//znOnTuXdh+dnBZuj8eDpqYm0RwYCoXQ09MDj8eT0g5OJpNBr9dDo9GMWK3yPA+Hw4G+vj60t7dTQokMwfM84vG46IcwPC1tPB4XHQsFcRb6qK2tDX19fXC5XCTaKcDzPIaGhtDX14eBgYFJJ3CpVAqdTjciS5RMJoNSqRTLSpJFKrtMtJkIh8Ow2WwYGhrCwMAAAoEAHSVliFgsBr/fLxaiGguTyYTS0lIoFAro9XoYDAYUFxdDr9ePWV89HeS0cH/wwQf4zne+A4lEIp5r9/b2TilucbxJaP/+/XjsscdED2gi/SSTSUQiEUQiETGfvMPhwMDAAPr7+3Hp0iU4HA4cO3YMXq8XMpkMUqkUTqcTDocD8XicFlUpkEwm8fzzz+OZZ56Zdgyp4AMi+JCQeOcuNpsNDz/8MFpaWtDZ2YlQKETWkQwxvFb3eGzevBnf+973oNPpIJVKIZFIYLFYMtqunBbuVJJ9pMJYE5DD4cCFCxcyXn5toSNEBgjhd0NDQxgcHERvby86OzvR39+PxsZGuFwuKBQKSKVSEuyrCIfD8Pv9kMvlorgCH+ZwD4VC6OrqwoULF1K+5tXCfHVkBYl2dpBIJFCpVKIIjEUkEkFbWxuam5sn3AkSM0eISpLJZOOOCaPRiNraWhgMhhHjKpOLqZwW7kwimKLooc88LpcLP//5z/HCCy+IGb5CoRDcbreYGQ2AmDKS+uRDIpEIXnvtNXR2dmLLli248cYbRZF1uVx44okn0NDQgPr6+rR/N0VbzD5LlizBfffdB6vVisWLF4/5HqEICTluZp6qqirs2rUL7e3tohVwLDLpQT4W81q4x1v5DK/vTGSeUCiEw4cPi6lmx7vvqTrlLCQSiQQaGhrQ19eHgoIC7Ny5U0xkEwwGcejQIRw+fDhj30+5/WeXwsJC3HzzzbBaraMqVQ1PQyvktyAyS35+PlauXIlkMjluARJhjJBwzwCGYbBixQpUV1dj/fr1kMlkYjx4JBLB4cOHcenSJbzzzju0Wh2GQqHAjTfeiJqamlGv+f1+HDhwADabbdrexrRYmh5CrvBYLIa3334boVBIFG6Px4Pu7u6Mt4H6bPaQSCRQq9VQq9Wjji+cTie6urpw8eJFhEKhLLVwYWEymVBVVQWlUolEIoGBgQEcOXIE/f39YiTHNddcM2lxknQz74RbIpFg/fr1+PjHP47y8nJRuGOxGLxeL/7whz/glVdeIZPsVSiVSuzZswd79uwZ9Zrdbsfly5fR29sLANNa8FDI3fTgeR5OpxMulwt2ux2vv/76iF1wphef1Gezi0QigVarHbPq2+DgIE6cOIGOjg4S7llCKPBTXV2NjRs3oqenB93d3XC5XLjtttvwjW98Q8zQOZvMG+FWKpWora1FQUEBVq1aheLiYjHpSiAQwJkzZ9Df34/e3l4KnRgHqVQ6Zt52Ide7RCLBpUuX0NHRkYXWLWyy4ZNBoj17CLXW169fP24Ikc/nQ2trK+x2+5TyIhDTh2VZSKVS8QzbZDJhw4YN0Ov1qKysnNBpLZPMG+E2m834+7//e2zZsgVqtRoqlQoSiQQSiQR2ux2PPPIImpqa0laGbyFhNpvxt3/7twgEAvi3f/s3PPXUU5SgYwFAVpLZQ6i1rtVqYTKZxnxPV1cXXnnlFXg8HtpxzxJCjQwAUKlU0Gg0ePDBBxGLxaZd9TAdzHnhViqVMJvNKC8vR1lZ2Zj5sOPxuJhwhZg6UqkUBQUFMBgMsFqtsFqtYj1zocTgcEcZnU4Ho9Eo/v9kMgmPx4NoNEqCn+MIdbf7+/vJMjWL6HQ6lJaWTlipUEhWJERhEDPD7Xaju7t71I6ZYRiYzWYx2+bw1MISiQQFBQUTXnd4jQ0hf0W6mfPCXVtbi7//+79HWVnZmI5VAiQWM0cqlWLPnj3YvHmzmPmso6MDP/vZz9DV1QXgysO9e/dufOlLX4JEIgHHcXA6nfjlL3+JCxcuiKk1idxEqHPf398/qmwhQcwXEokE9u3bJ5bDHY5Go8E3vvENXH/99SmXIx4Ox3EYHByEz+eDy+VKZ7NF5qxwC6ufoqIibNmyZcydtrArTCQSJNxpYHht4Gg0imAwCLPZLJaWFJIPVFZW4oYbboBUKhWz3f35z39GV1eXKPhE9hHGxPCJq7+/H0ePHoXX66WoC2LewvM82tra0NbWNuo1g8GA22+/HdFoFDKZbETSo4kYboUURDtTWe3mrHBv374du3fvRlVV1ah4R4GWlhYcOXIEHR0dcDqds9zC2SMbsbZC2EplZSW+853vwOl0isK9fv16cZXKMAyMRiPuuecebN26Fa+88greeuutWWsnMTbjPSuCAxxFXBALlXA4jBdeeAH19fXYuXMnbr311pS8xvv6+vDcc8+ht7cXXq8XkUgEzc3NGRlLc1a4N2zYgG9/+9vjBsUDHzpzDA4OpiV1KvEhguNfWVkZ7rvvPgBj54VnGAZarRa7d+9GLBZDa2srCXeOQ34IxEImFovhwIEDePPNNyGXy7Fr166UhHt4DftMO3bOOeFWKBQjzBdXC8XwGxYOhzE0NAS3201ZhtLAWBnohPSLPM+LucbHQ+gvSqOZHSwWC0pLS7Fs2bIRTlAcx6GhoQEtLS04efIkOaVlgba2Nvz5z38GwzBi/YSrF1DHjh2jvpkiwpGq4DA2lXln+HsnMpV3dHSgrq4ObW1tcLvdsxKNMaeEW9i9aTSaSetrcxwHn8+Hzs5OeL3eeW/6m20hFB7OeDwu1kY3Go0TCjdwpQ8Fp7X53ie5xrJly7Br1y5UVVWNGD+JRAKvvfYann76afj9fkQikSy2cmFy/PhxdHZ2iomiEomEKODDxxr5h0wNqVQKpVKJZDIpRrWke96pq6vDP/zDP8DtdsPn883KXJx14dZqtaJjmd1uRzAYHPeHSyQSWK1WlJSUwGKxjLkK4nkevb29GBgYEAfCfBeI2RJt4d46HA5xMkkmk/D7/eA4DgaDASqVCvn5+eP2j0qlgtFoRCQSmbCvifQjLLL8fj98Ph+AK/0BQCz6IlhPiNklHA7D6XQiHo/D7/eLTk50bDF1hCM8o9EIuVwOhUKBZDKJWCyGaDSKrq4u+P3+tH1fPB6H1+sV58HZIOvCXVNTg//1v/4XAOBf//VfcebMGSQSiTFvgFqtxuc+9znceuutMJvNY547JJNJ7Nu3D7/73e+mXZuYGJtkMonnnnsOzzzzDIAPFwyC97FGo4FCocBnP/tZ3H///aN23wzDwGq1iqkDm5qa6AhjFunq6sKhQ4ewZMkS5Ofno7CwEMuWLYNGo0E0Gp3ViYcYSSgUEhdNgkmXBHvqsCwLnU6Hr33ta7jlllvE+vLC/ezr68P3v/99nDx5Mm3fKRR9yVTM9lhkVbgZhoFOp8Py5csBXDmDM5lMYuHy4R6u0WhU9FAuLi6GRCIRTR/xeFy8YbFYDJ2dnVOqTUxcEeFgMAiPxwOJRCKm8hPOhyKRCMLhMDo7O9HQ0DDmNdRqNeRyObq6uuB2u0c5Dgp9qlKpJkw0QWSGUCgEh8MBg8GA/v5+8DyPgoIC0QRLi6jsISTrIGaGMGeVl5dj9erVo143GAzQarUz/h5hISBo1GwvtGZduAXnJIVCAYVCAb1eD6VSCaPRiG9961u4++67EQqFEA6HEQ6H4fV60dfXhz/96U9ikZAPPvgAVVVVWL58OQYHB3Hy5EmEw2FxtZqJ2sTznXA4jKeffhqHDh3CsmXLsHr1ahgMBpSXlyMYDOKll15CS0vLhPc2Go0ikUjgjTfeGDMjEc/z6OrqQm9vL4LBIE1Us4xwz0OhEDweD5RKJUwmE6RSKY0ZYl4wllNfphCy2Hk8nlm3VGVFuFmWhUwmg0qlEj2R9Xo9brjhBvA8D7/fj2AwCK/Xi4GBAbS0tODQoUMYGhrCyZMnUV9fjw0bNiCZTOLy5ct45ZVX4PV6ybQ0A+LxOE6cOIETJ05g27ZtYFkWRUVFUKvV8Hg8OHDgAE6dOjXhNYRdQ2NjIxobG2ep5USqxGIxxGIx+Hw+9PT0ZLs5BJF2ZrMQTyQSgdfrzViSlYmYdeEWbqxwnhOJREb9aMGMKuzYnE4npFKpWJ6T4zh0dnaCYRg4nU5yqEkzdrsdx44dg1arRUNDA8LhMPr7+7PdLIIgiJwgmUzi5MmTOHr0KJqammY9TC8rwi3E/kaj0TFXK4IZXalUQq1WY2hoaIRwx2IxtLS0oLW1lZw4MkBnZye6urpGmLrJaYkgCOIKHMfh6NGj+NnPfpaV0Nase5U7nU4cPXpUrLgyPDmHEMt4+fJlBIPBEZ8jwc4cdG8JgpirJJNJdHV1ob6+Hvn5+SgqKgLP80gkEgiHw1Pyrenq6sLbb7+NwsJC1NbWQqlUiq8J3uTZIOvC3djYiL/7u7+DVCodkVVLWMEIiQfcbneWW0oQBEHkOrFYDG+++SYuX76MnTt34rbbbhPzTbhcrimZtffv34/jx49j27Zt+I//+A8UFxenVHAk02RduKPRqHh+Oly4acdHEARBTBWO4+ByuWCz2WCz2dDd3S0Kd19f35QyAwYCAQQCAdjtdnR3d4PjOJhMJjAMk9Xjw6wL93BIsAmCIIiZIEQb9fb2orOzE6+99ppoKo9Go2OW8pyMxsZGfPe730VJSQm+/OUvo7q6etTx7WySU8JNEARBEDNBCCn2+/1wOBy4ePHijK/pdrtx/PhxFBcX47bbbkNpaWlWExaxWftmgiAIghjGWBUfcwmWZaFWq6HX67Oa/ZGEmyAIgiBSgGEYqFQqaDSaUSmdZ5OUTeXCKojOoAmCIIhMkOs6E4vF0NraCpVKhcHBway1g4R7HkB9QxDEfGJ4Po9cIhwOi7XT29vbs9aOlE3lgjjk8vnDQoX6hCCI+UCuz2VC9s5oNJrVIkkMn4vLGoIgCIIgxoSc0wiCIAhiDkHCTRAEQRBzCBJugiAIgphDkHATBEEQxByChJsgCIIg5hAk3ARBEAQxhyDhJgiCIIg5BAk3QRAEQcwhSLgJgiAIYg5Bwk0QBEEQcwgSboIgCIKYQ5BwEwRBEMQcYsplPRcquVyLhWXZnG5fpsnV305jJjf7BaC+ydW+oX5JrV9SFm4id8nVQUhkD4ZhIJfLwTAM4vF4VksQEgSRXki4CWIeYjQasW3bNmg0Grz//vvo6OjIdpMIgkgTdMZNEPMQtVqN2tparF27FmazOdvNIQgijZBwE8Q8g2VZaDQa1NTUYPXq1TCZTNluEkEQaYRM5QQxj2BZFhKJBHq9HmvWrIHVakV+fn62m0UQRBoh4SYyjkKhQG1tLYxGI9ra2mCz2bLdpHmLxWLBihUrsHTpUuj1erAsGdVyBbVaDZPJBJVKhZKSEigUCvA8D57n0dvbC5vNhkQigWg0mpLDKcMwkMlkkEqlSCQSiMfjAMhZdSFAwk1knLy8PPzd3/0dNm7ciB//+Md46qmnst2keQfDMGAYBtdddx1++MMfwmQywWw2IxgMZrtpxP/DYrHg2muvxaJFi3DnnXeiqKgIHMeB4zi8+OKL+PWvfw2/34/BwUEkEokJBZhhGLAsC6PRCI1GA7/fD6/XC57nkUwmSbznOXNCuGUyGfLy8iCRSOD3+xGJRKBWq6HT6RCJROByuSjcJQdRKpUwm82wWq2wWq0oLS2FVqvNdrPmJSaTCXq9XrzPOp0u201a8AiLKYPBAK1Wi/LycpSXl6OsrAxlZWUjhFsYI36/H0qlUhTusQRYuC7LssjLyxsh3IlEAqFQCIlEAoFAQNyFE9ODYRhIJBLI5XLo9XpIJJJxrVgcxyEcDiORSCAcDmf03s8J4bZarXjggQdgsVjwwgsv4PTp07jxxhvxyU9+EvX19fjxj3+MoaGhbDeTuIra2lo88MADKCsrQ01NjfjQMwxDO4I0IpVKsWfPHnz605+GxWKBSqXKdpMWPAzDQKlUQqFQ4L777sMnPvEJ0VSuVCpFh0FhPGzfvh1VVVVIJBKIxWLi+BhPuIX/ymQySCQSJJNJxONxOJ1ONDY2YnBwEK+//jq6urpm70fPQzQaDfR6PZYtW4Y9e/bAbDZDp9NBJpONeq/b7caJEycwMDCAEydO4PLlyxlrV04Lt+BoYzKZsGnTJlRUVKCurg4dHR1Yvnw5du7cCYZhoFAoUr6msFodbzVLpA+z2YwtW7agrKwMABCPxyGVSiGXy5FMJpFIJLLcwvkBwzCorq7GDTfcsOAzT+UKLMtCoVCI3v3CXDUWDMOgtLQUpaWlM/7e3t5e8DwPnU4HtVo94+stdGQyGdRqNYqKirBp0yZYLBZx8XU1AwMD8Hq90Gq1uHDhQkbbldPCvW7dOtxxxx2i+U+lUuHmm29GTU0Nampqpux4I5VKUVNTA4vFgs7OTrS1tZF4Z5CrJyqWZbFjxw5IpVJcuHABBw4cQCwWy1LrCCL9CIJtMpmwZ88eLF26FB/5yEdm7ft9Ph8uXLgAm80Gv98/a987XxHM5EqlEhqNBmq1GhKJZMz3arVabNq0CZWVlWhoaIDNZkM4HEY4HE57u3JauJcvX46vf/3r0Ov14t+2bt067etJpVJUV1djxYoV4DgO7e3tJNwZZrh4SyQSbNy4EYsXL8af/vQnHD58mISbmFdIJBIoFArk5+fj9ttvx7Zt2wDMXg7uYDCI1tZW2O12ckycIYIfgVwuh1wuh0qlglKpHFe41Wo1Vq5cCb/fD6vVCr1eD57nF55wC1z90PM8j6amJpw7dw4NDQ0IhUITft5kMmHLli0oKCjAmjVrUFpaCrVaDYvFgt7eXrz//vsZubnEFYT+43keSqUSBoNhWmY8lmVRW1uLxYsXw2az4fz582RunwSZTIatW7dCIpGIY4YWq5mD4zjE43F4PB4cPHgQ3d3dGfsuiUSCqqoq5Ofno7e3F93d3bh8+TI6OzvhdDppUTxDeJ4XnZ9bW1vxyiuvwGAwgGXZEdbesrIyrFq1ColEAl1dXXA6nejt7c1ojYA5Idxj8dZbb+Hhhx9OyRRRVlaG733ve1i5ciWkUilYlkUsFkMsFsORI0dw8eJFEu4MMJZAaLVa0eFjKkcdLMtCJpNh165duPfee/H666/j0qVLJNyToFar8cUvfhH33nsvHnvsMTQ0NNA9yyDJZBKhUAiRSAQ/+clPxt2dzRSGYaBSqXD33Xdj/fr1eOutt/CnP/1JnNcEb3ViZvj9fgQCAfT19eHUqVOij9Rwdu/ejQcffBCBQAB//OMf0dPTg+bmZoRCoYx5lueccDMMg+LiYhQUFGDRokXjPvixWAw+n2/CGyM4FhgMBhgMBtHkzvM8ZDIZVCoVNBoNJalIM2azGfn5+bBarZBKP3zEhj/0U7nnQkiGVCoV/2VqQpwLCKFFgmerTCZDQUHBmO9lGAZqtRoqlQrl5eVYs2YN3G43bDYbhQplCCGWOtOm6mg0CrvdDqPRiL6+Pni9XhLrNCM4MQuWlLHo6+sThbq3txdDQ0PiGHU4HAvDVC6RSHDPPffgvvvug9FonFFoS35+PmpqarBs2bJRplkhDGMhC0Cm2LZtG+69916UlJTAYDCM+z7B5DTRZCNEFgjnS6FQCD09PXC5XAvW5Lty5Ur84Ac/QFFREYAr4myxWCb93O7du3HNNdfgxIkT+P73v4/BwcFMN5XIINFoFIcOHcL7778Pv99Pop0lzp49i3/5l38Rz7NlMhluvfVWrFy5EgcPHsSrr76adpN5zgm3sONetWrVmGfboVAIsVgM4XB40olbKpVCrVZDqVSO2OENj4Ok8Jn0k5eXh+XLl8NgMIzYcQ9HLpfDYDCA53kEAoExH+yrd+gsyyIUCsHpdCIQCCw44VYoFFAqlbBYLKitrZ1S+BDDMCgoKEBBQQGGhoaQn58vHjOR6XxuwvM8XC4XXC5XtpuyoPH5fPD7/WBZFkqlElqtFgaDAVardcKNy0zIOeGeiFAohKeffhrHjx/HxYsXJ13FuN1uNDQ0iBltiNlBo9GguLgYKpVqXIvGpk2b8B//8R9ob2/Hf//3f8NmsyGZTI7YNQgmKmHBFolEcOTIEVy6dAkDAwMLyvmGYRjcdNNNuOuuu1BWVjajil81NTV45JFHYLPZ8MQTT6CpqSmNLSWIhYcwV0WjUUilUnFRvGDOuCciHo/j+PHj2LdvX0rvD4VCiEajKCgooPO8WUShUECv10Mul4/7noqKClRUVKC+vh4vv/wyent7xzT1CWdMgki3traitbU1Y23PRQTLQ01NDfbs2TPhfRW42hox3LJksVhw++23o7u7G6+++ioJN7EgGB7dkgl4nheLvQhOguRVPg1qampw0003oaKigkob5ihKpRKVlZWIxWLo7u6G2+3OdpNyCoVCgZtuugk1NTXYsWNHyj4ZyWQSgUAAHMdBo9GMmV1Qp9Phrrvuwpo1a3D06FGcPn063c0niJygoKAA69atA8MwaGxshMfjwdKlS1FZWYnBwUFcvnwZkUhEzPc+ExKJBNrb2yGVSmGz2TKyUJjXwr1mzRr8r//1v6DX68c9ayWyi0qlwrJlyyCTyeDz+Ui4r0KpVOKuu+7Cnj17JixwcDWJRAIulwuJREJMCnI1RqMRX/rSlxCNRvHQQw+RcBPzFsHKxDAMgsEgLl++jC1btuCmm27C+fPn8cYbb8DtdosFWmZCMplEc3MzBgYGMDAwkBGnwZxWs76+Ply8eFG8kYFAAP39/Sl/fngYEZFbRCIRBINBDA0NYXBwEA6HA9FoNNvNykmE/O7jIWQBFFb3HMchFovB6XQimUzCZDJBo9Fg0aJFqK6uHiH+UqkUHMdRdMUcJdPm3/mCQqFAUVERlEolNm7cKBY+KioqwuLFi7Fp0yYMDQ1BJpPB4/HA6XROO5xP8MlhWRaRSCTNv+QKOa1oJ06cwEMPPSTm3OV5fso7MmEio1jt3MLj8aClpQVtbW04efIkOjs7KUXjNEkkEnjppZfwm9/8ZkR1KaEus7BTv//++/Hggw/SWJhHCNEWVzt2EiPR6/VYtWoViouLsWHDBiQSCajVaigUCrFgVX9/P/7nf/4HNpsNR44cmbYvDcdxcDqdcLvd8++MW6PRQKfTiXG6yWQSbrcbPM+L1buCwSB6e3vh8/mm9R3DvZKv/nsgEIDX64XD4aBa3mlkuBOUkL1JOG8dXq6wr68Pdrsd/f39CAaDYrYnYnp4PB7Y7XZRuMfC6/XSzmwOo1KpYDQakUgk4PV6EY/HRcdFCmudGJZloVKpoNVqodVqR7ymUqnEvOJCJcPy8nLRKujz+UaUWU1lnkomkxnVlawJ9/bt23HnnXdCo9HAbDbD7Xbj8ccfx8WLFyGRSJBIJGb8wzmOQyKRQCKREBOuCLz11lt45pln0NfXB4/HM8NfQwAYNYnEYjG43W64XC78+c9/RkdHB2KxGOLxOHw+nxjSFY/HYTQa4Xa7KaZ4miSTSUSj0WkvfoRjpbEWukRusH79enzpS1/C0NAQfvWrX8Fut4tRFyTcM8doNOLGG29EJBLBTTfdhGAwiDfeeAMvvvgi4vG4qEmBQCDrUUpZE+6SkhJ85CMfgcFgQFFREQYHB/HKK6/AZrNBKpWKpp+ZTiLCNa6uv22z2fDuu+8iHA7T2eoMYBgGUqkUDMOIptlkMol4PC4KtNPpxIULF9DY2IhIJIJYLIZQKASPxwOpVAqz2Qy5XE4m3CkihJ8Ii5+pLnSHJyKSSqVQKBQT7tiJ2UUYVwLFxcW47rrr0NPTA7PZDKfTiXg8ToutFEhlYaNQKGC1WgEAS5YsAc/z6OrqwsGDBxGNRkXxTiQSI3wLBKvibJI14VapVMjPzxfrm+r1enzuc5/Dzp07sXTpUvT398/YtCeUZGMYBn6/HzzPQ61WQy6XI5FIiCJCD/30KS4uxj333AOTyYSXX34ZZ8+exdGjR/HQQw+B4zgEg0GEQiHU19fD6XSKq1Yh3jGZTMLj8YBhGCQSCdFZiszmk+PxePD888/j0qVLOHbs2LSvI5FIsGvXLhQWFuLMmTP44x//iEgkQuMiixiNRtx1111YvHixeI5dXV2NgoICqFQqfOMb38DQ0BA6OjowNDSE5uZmqvw2BkK2QY1GMy2rxMaNG/G3f/u34kaS4zhEIpERQn369Gm8/PLLs7oBzJpwK5VKmEwmsVCCVqvFbbfdBp7nYbfbMTAwIIrtdBm+GwwGg0gmk5DJZJDL5aJpMdsmj7lOQUEB7rvvPlitVjQ0NODMmTOoq6tDXV1dSp8XdufAlWIZgnczCffk+P1+vPzyyzh8+PCM7hfLsti6dSuuu+46PPfcc3jjjTcQjUZJBLKITqfDpz71KVx//fWjiuqYzWbcc889iMViOHHiBC5fvox4PI7z58+Tv85VyGQyaLVaqFSqKVv0GIbBypUrsXLlygnf9/vf/x6vvfba/BVumUyGTZs2obKyEtdcc82oc2fgyoR98eJFvP/++6ivr5/0zLOwsBAbNmyAQqEQnZyE0JjOzk689NJLkMlk8Hq9SCaT0Gq1UCgUOHPmDInDDMjPz0dlZSVqamqgVqtndMbGMAzkcjmuvfZaVFRUoLGxEWfOnCHhSIHxHDCnCsMwYFkWVVVV+MxnPiPGs8ZiMZw+fTqjdaUJiBsKIVFIWVkZSkpKRsTuDzfP8jyPeDyOjo4OnD17Fj09PTRexqC8vBxr167F6tWrx8xlMBmpzGvZ8C+YVeFWqVT44he/iE9/+tNQKBRjxo4mk0kcOnQI//Vf/4VEIjHpKqa6uhr/8A//ALPZDJvNBo/Hg2effRY2mw2nT59GS0uLmDKT4zjReSoajdLqdAZUVlZiz549M86bDVzZ8Wk0Gnzuc5/D7bffjscffzylRRuBUb4b00VYRG/atAmrVq1CMplELBaDx+PBQw89BJvNJn4fkX6USiWMRiM2btyIf/7nf0ZxcTG0Wu2YOSgEP5JIJIJTp07hz3/+s5gljxjJ2rVrcf/99yMvLw8ajSbbzUkbsyrcQm3gySqmxGKxSWN6CwoKUFxcjGXLliE/Px9GoxHRaBRKpRJmsxk6nQ4cx8Hn84ne5eNNOkL4GZE60WgUTqcTEokEjY2NYFl2Wt75w5PkaDQaGAwGKJVK8pIdhhCWIpPJIJPJRjiVqdVq6HQ6RKPRSZ3KfD6fuHMOhULiQhaAaI7V6XQoKCgAwzCIxWJgGAaFhYUoKSkRQyiJ9CPMUYFAAN3d3UgkEqisrBwz8Y4g3IlEAuFwGMFgkBxsx0Eul0On00GtVo8wlQ+f7z0eD3p7e8VzbIlEgrKyMhiNRvE9uTYfpSzcuZahZ9euXfjGN74Bo9GI0tJSSKVS6PV6RKNRrF69Gu3t7XA4HLh8+bLo7TwWw2tyT/Q+YiRtbW347W9/C5lMBr1eDwDirmwqsCwLtVoNrVYLuVw+pbSeC4FkMon+/n60traisLAQxcXF4mtyuRxVVVVwuVzo7OxEb2/vhNeqr6/Hr371K7hcLtTX1yMSiUAqlYJlWZhMJhgMBmzfvh179+4V65/zPI+tW7dCq9Wirq4O7733Hu3sMkA4HBbPrDs6OmC1WvHwww/j2muvHfVewenT7/cjEAhQLe4JGH7GPZ74vv/++3j00Ufh9/sRjUah0Wjw0EMPYdeuXbPc2tTJ6cxpE5Gfn4+VK1eKYUTCOalcLheD7IXA+YnEmGVZ8ezjam9BYnxCoRBCoRAAzMihTDhbFdIDer3ejKUJnIvwPC/GvAtJJGQymbiDMJvNsFgscDgck17L4/Hg8uXLcDgcuHDhAsLhsCjc+fn5MJvNYhiMcKQklUpRUFCARYsWob29fRZ+8cJE8Fj2er0IBAKIRqPi+Loa4XxbcK6lOWt8WJYd4dw3XAuEUODe3l40NjbC6/UiGo1Cq9Wit7cXHo8HCoUCKpUqW80flzkr3MKEP9YqKhaLiQ//ZNfIy8vDunXrwPM8zpw5g6GhoUw1ed4iCPZUrBXD+y8SiWBoaAhPPfUUDhw4gKamJpqM/h/RaBSvvfYa6urqoFarodFosGrVKnzlK1+BTqfDJz/5SWzZsgX//d//PWmKxr6+PkQiETEMEoBoHvR4PAiFQnC5XCMWYDKZDKtWrUJ5eTlsNhtYlqXdXQbRaDQoLy9HeXn5uGeysVgMfX19GBgYoDTBkyCUGB7uVS7kP3jppZewf/9+dHd3w+v1in5Q4XAYTz/9NA4dOoRbb70Ve/bsmbDehbDAFTKAzgZTEu5cMiMLO4KxzKrDk1JMZCJnGAZarRZVVVXgeR4XL17MdLPnJdN5LoYfUQjJWoRYZIrj/pBEIoELFy7gwoULAK7cN6fTifvuuw95eXlYu3YtYrEY3njjjUmv5fP5RqUPFixSggUlGAyOyMQlkUhQWlqKkpISFBYW5txZ33xDqVTCYrGgqKhoXC/oZDIJr9cLj8dDyXImQSKRQKlUjvANEYT7zJkz2Ldv36jPxONxnDhxAidOnEBpaSk+85nPTPgdwlw2m5kHpyTcc8GJi+d5+P1+MQf2ZGZyn8+H+vp60SRJpB+lUonVq1cjLy9PdCQUKl4NDg7ijTfeGGHpINGemIkWo6m8j8hdCgsLsWvXLpSVlaGgoGDM90gkEhgMBkSj0WmFOC0kzpw5g8ceewxVVVW45ZZbwPM89u/fj8uXL6etjG1NTQ2+9rWvobu7G6+99lpKx1YzZcrOaUDuTwher1fM4zsewo7b4/Hg/fffB0CCkSnUajW2b9+O2tpa1NbWYvHixZDJZFCpVDh//jzq6uowODiY889VLjCez8ZYhSYycT9px51ZiouLceedd6KsrGzcUqtCmuBkMknCPQnHjh3DyZMnsXPnTmzevBnJZBJPP/30jJMWDWfNmjVYuXIl6uvrcerUqdwSboFMTa6JRAJDQ0NjmvNSac/VE0oqXvDCJEiCnRnMZjNWrFiBgoICLFu2DGVlZTCbzVAqlUgmk/D5fAgEAuTNP0VcLheOHj2KkpISWK1WyOXyEdalTImrSqWC2WxGKBSiuOEMIZyXTnSmGo1GcfnyZfT19ZGVcBIEM3YgEBAzy6W7mJHgXHt1bvlMkrJwZ3qQhsNhfPDBB+jq6kJHR8eMriWUCp0o+Tudo2aeFStW4NFHH0VpaSk0Gg2kUilkMhmkUikGBgbQ0tKClpYWhMPhbDd1TtHY2Ii/+7u/Q0FBAT7/+c9j8eLF6O/vHyHcmVgI5eXloaamBg6HAy0tLXS+miVcLhf+9Kc/oa2tbcZz5XxHKIXqdDrxxBNPIJFIoKurK9vNmjGz6lXOcRyGhobQ3d0tmvaEnOXJZBKDg4Ow2+3w+/2TXktIQjBW3K/JZEJ5eTni8TjC4TASiQR8Ph95Ks8SOp0OBoMBZWVlKCsrGxF7LBAKhdDT04P+/n7KFz9FotEo+vv7EY1GYbPZIJfLR4yZTFovqPbzxMhkMuh0OvA8P6XyjzqdDkajEYWFhZPu3OLxOIaGhjAwMECL3jFgGAYmkwlqtRp6vR4mkwkKhUKsOjkfmFXhDofDeOKJJ/Dqq69CqVRCpVJh9erV+PrXv45oNIqjR4/i+PHjcDqdk14rHo8jGAyC47gRwfVSqRR33XUXrrvuOjEBi91ux8svv4z+/v5M/0QCwMc+9jF84QtfQFFR0bjpUJubm/H4449jaGiIQvCmSSAQwJ/+9Ceo1WoMDAyIf8+UcHs8HrS1tSEYDFI62nEoLy/HJz/5SfA8j1dffTXlHfGuXbuwd+9eFBQUTJpCOBqNorOzE62trePGei9k1Go19u7dix07dog6w7IsZDIZ+vv78b//9/+elXPoTDKrwp1IJNDU1ISmpiYxWxbDMOLK1G634/LlyyldS0j5d3UqU6H8XXV1NXp6emAwGMTMOcTsYLVasWPHDigUihEpG4V+4nkebrcbFy5coDO6GRCPx9HZ2Tlr3xeNRsUEOeSTcAXB4idsHEwmE2pra8HzPI4cOQKZTCb60ozlTyOEEVVWVuKGG24QqyWORTKZFHOUe73eeZl+Nh3HPFKpFLW1tbj++utHpQnu7u6GXq9Paz4C4dh1Nn11spaARUiScv78efzoRz8Cx3FTyswklOWcyIlDr9dj6dKliMfj5H05iwir27H6RsgM5Xa7ycdgjiEUHpko7/9CQqlU4tOf/jTWrVsn/q2goABr164Fz/OQy+VwOBzo6+vD4OAgbDYbzp07h2g0img0CrlcLn5+w4YNk6b6PXv2LF555RXYbLZ5az1MV2ptiUQiZtUcjlwux5IlS+B2u2G32zE4ODij7wEAu92Oc+fOobW1ddY2IlkTbmG3LDgoTRVhElEoFON2slarhUajgcfjGTNZP5EZBOfAqweNcO43ODgopqMl5g5CIYz5ck44UxQKBXbt2oXPfvazY76+atUqcByH8+fPo6WlBadOncLly5fh9/vFuWuiz1/NxYsX8fjjj897K1U6xFsoXHQ1UqkU5eXl8Pl8CIfDaRHugYEBvPvuu7DZbLOWyW7OpjyVSqVQKBQjzCBXI5gvEokE7e4mgGVZyOVybNiwAYsWLRrzPcK9rK+vx6VLl8a91vC+GCuuuLm5GR988AHOnTtH56RzAMEJVPhHi62RTOasxzAMzGYzKioqxIVPJBJBOByGUqlEZWXlmJ/nOE7MRd7Y2Ij29nYcO3Zs3jtyCov9mS4Ox+sXhUKBlStXwmAwoKSkBGvXrkVfXx8uXryISCQCv98PlmWxadMmVFZW4pprrpnUEuL1etHa2oqBgYFZq9I2Z4VbJpNBo9FMWAJSOA+KRqMk3OMgxDnqdDp86Utfwh133DHqPUI980gkgkceeWRC4RauORbJZBJvv/12yrXWidxAKBlK4V9Th2EYlJWVoaSkBGvWrMFtt90mnnczDDOu741QcMTv9+PZZ5/FM888I0bJzGcEkcxU6lCNRoOPfexj4lFrPB7H4cOH8Ytf/AJDQ0O4fPkyZDIZvvjFL+LOO++EQqEYNxGOwODgII4dOwaPx5ObucpzCaHCUX5+Pqqrq8c8wxaqIbW1tVHFqQkQBohKpRqzVrog3EqlclxfAZZlYbVaYTKZUFxcPK54p1Jrncg+yWQSoVBIdBp1u93o6+ujHfcUGZ7HWiaTQalUTvh+IVomHA6jvb0dTqcTPT098948LpDp50uoBin4ICSTSVgsFixbtgyFhYXQ6XSQSqUoKSkZcy4U4DgOfX19cDgc6OjoEMOOZ4s5K9xvvvkm6uvrsXnzZjz88MOwWCyj3nPy5En86Ec/wtDQ0KS1ihcqgil0ooIsAETv2PFWn2q1Gvfffz927dolxqISc5dQKISLFy/C4XDg+eefR11dHZxOJ51vZxiPx4Nz586hr68PL7zwAlpbW+d86NJUEI5jZmOBKPjhrFu3DlarVSxOxTAMSktLJ23nc889h2eeeQZut3vWLSFzdnZ1Op1wOp0oLCyE0+mEWq2GSqWCVCoVzeN9fX1obm6G3++nCWcChoerDB8wwq55eCW28XbSLMsiLy8PVqtV3FUkEgmEw2HR7BWLxcg8nuPE43HRcXBgYAD9/f1obW1FU1NTtpuWc/A8j2AwCI/HI/5NSFkq+I0MPx8dy+dD8NIXfEicTid6e3vR09ODtra2aTnuzmVm60hz+Nym1+uh1+snfL8wLwplP0OhEDo6OtDQ0JAVK9ScFW6B5uZmPPTQQ7Barbj//vuxdOlSsc5qZ2cnQqEQnW+niDB5TCTQ4xEOh/Gb3/wGhw8fxq233oq77roLbW1tePbZZ+FyuRAMBhGNRlFfX5+h1hPpoK6uDg8++CB4nofD4UAoFEJbW1u2m5WTCHWb3377bfFvJpMJS5YsQV5eHnbu3Dnhzi0Wi+HIkSNoaWlBb28vuru7EQqFxPve19c3Gz+DSBGO4+B0OvHf//3faGhoEKtKZoM5L9wDAwP4n//5H1itVnziE5/A4sWLcebMGTz33HPZbtqcY3iCCIlEMuqhnOghHV7DtqSkBHfccQf6+/tx4MAB8YyUnJtyn66uLvT29oq7QTrTHp/hz7xAcXExrrvuOlitVlxzzTUoKSkBMHZikXg8jpaWFhw/fhwXL17MqhDMNyaqojfV6wj/5TgOfr8fb7/9No4cOZKOZk6bOS/cAn6/Hy+++CLq6urSVmd1IRGNRvHGG2+gt7cXa9aswaZNm0RnmkAggAMHDqCzsxN1dXWTXquurg4//elP0d3dLdZFp6OKuYEQsjRb54zzjUAggJaWFgwODkIqlaKwsFC0YFksFixduhSRSATNzc1wu9344IMP0NHRQWVt00g0GsXrr7+Onp4e5Ofnw2KxID8/H6tWrZrUOXA4PM+LpTqj0SjC4TBcLhdsNlsGW58aDJ/i0zIXCgtIJBIwDJORyl+5PKjS1TeCs8bevXvxne98BxqNBkajEb29vfjqV7+Kd955J6V7K5S5E1apmb53udo3c2HMZJJc7Rcgs31ztU+I8N8NGzbgzjvvhMvlwr59+9DX14doNJqVTHS52jfpnstWrFiB9evXY8WKFfirv/qrSfPAD4fneTz55JP4j//4DwQCAbhcLjEBUabuX6rXnTc7bmDmQfsLHSHJRldXF44dOwalUgmtVgun0wmHw5FyuAOVTCUWMlfnJReE3Ol0is6yfr8f0WiUktpkCGEu83g8sNlskEgkOHz4MHQ6XcrX4HkejY2N8Pv9CIVCiMViOTOvzasddybJ5cGV7r7RaDRiARiWZcUBkKse4bnaNzRmcrNfgOz0jVwuh0qlAsdxCIVCWd1o5GrfpLtfpFIp5HK5mLBrqtcPBoPw+/1jFojJBKn2Cwl3iuTqgw5Q3+Rq31C/5Ga/ANQ3udo31C+p9cvESVgJgiAIgsgpSLgJgiAIYg5Bwk0QBEEQcwgSboIgCIKYQ6Qs3JPVnSUIgiCImUA6kxok3ARBEEROICRvIq2ZmCkJ9/D/EgRBEEQ6IX1JjZTjuAmCIAiCyD7knEYQBEEQcwgSboIgCIKYQ5BwEwRBEMQcgoSbIAiCIOYQJNwEQRAEMYcg4SYIgiCIOQQJN0EQBEHMIUi4CYIgCGIOQcJNEARBEHMIEm6CIAiCmEOQcBMEQRDEHEKa6hsXevL3XE7pTn2Tm31jMBjA8zyi0Sji8TiA3G1rJsjl30pjJjf7hvoltX6hHTdBZIjhg3ChT0gEQaQPEm6CyCC5urMhCGLuQsJNEBmCdtwEQWQCEm6CyDAMw4j/CIIgZgoJN0FkEJ7nwTAMWJYl4SYIIi2k7FVOEMTUIKEmCCIT0I6bIDKERCKBRCIBwzDgeZ4c1QiCSAtZ33ErlUqYzWZIJJKU3h8OhxGPxxGNRhGJRCZ8r0qlgsFgQDKZhM/nQyKRAMdxNIFOgkajgU6nA8uyo/pFiEmORqMIhUJjfl6n08FoNI75miBgoVAIHo9nXveF8FtJtAli7sAwDNRqNRQKBWQyGeRy+Zjv83g88Pv9s9y6K2RduGtra/HAAw+goKBAnNzGMzHG43GcOnUKnZ2daGhoQF1d3YQT4rp16/CFL3wBHo8H+/btQ29vL7xe76SCv9DZunUr7rjjDmi1WuTn54vizfM8Ghsb0dbWhkuXLuGdd95BLBYb8VmGYbBr1y7s3bt3zMVYOBxGNBrF0aNH8atf/QrhcHhWflM2EH5bMpmkBSNBzBHkcjl27NiB5cuXo6qqCsuWLRulSYlEAk8++SReeumlrLQxq8LNMAzy8vKwZcsWlJaWjvj78P8KRCIRxGIxyGQy9Pf3g2VZJJPJUdeVSCRgWRbFxcW49tprMTg4iEOHDsHv9yMUCpFwj4Ng2i0rK8OmTZtgNBpRWloKmUwG4IoAKZVKSKVS+Hw+sCw75ucrKytxww03iJ8T4HkewWAQoVAIg4ODkMvliEaj4Dhu1n7jbJJIJACAdtwEMQdgGAYSiQRKpRJWqxW1tbVYtWoVNmzYMGqui8ViOHjwICQSCXien/U5LGvCbTabUVBQgLKyMshkspQceaRSKWpra1FUVIShoSGcOHFCFG7h5rEsi4997GPYvHkzFi9ejOLiYhgMBnz5y19GX18ffv/73+PkyZOZ/nlzDqVSidtuuw2rVq3C2rVrUVJSAoVCMeKBZRgGZWVlYFkWQ0NDUCgUSCQSSCQSUCgUuOmmm1BbW4tt27aNetAF5HI5WJZFeXk5tm3bhoGBATQ1NSEYDM7WT501BLEm0SaI3MdiseDuu+8WRbukpAT5+fljahPDMFi+fDl27doFu92OCxcuiAv12SBrwq3X67Fo0SJYLJYxTapj3SyJRILFixdj8eLFOH36NLRa7YibFY/HIZVKsXPnTnz1q18d8dlFixb9/+2deXAb5fnHvytpdUuWFDu+pAQ7duw4IfeB45zE5ACmJW0gKZnSgZaW0g50oFOmZehA+wt06AFtp9MOLXdoAiUkQEJIY3KQYLe5fCR2bBw7tmT50C1Zt7TS7w/m3dqxkziOLMn2+5nxeCyvVq/23X2/7/u8zwGXy4Xq6moq3MMgFouxbt06bN68GXK5HEqlcsgxDMMgOzsbGRkZaGpqglgsRjAYBMdxEIvFWLlyJe68805kZmZeVbhZlgXLssjNzcXChQthNBrR0dExoYWbQqGkP1lZWdi+fTvmzJkDkUh01TEMAAQCAQoLC7FixQrU1tbi4sWLk0O4fT4fent74XA4EIvFrrni9vl8aG1tRSgUwrRp06DVahGJRBCJRMBxHFiWhUAggFQqhUQiQTAYhMlkgkKhgFarRSwWg8fjgcPhGLInSxkMwzAIBAIIBoOw2+24cOECv7UQj8f563769GmEQiHe4hGJRFBbW4tYLIZly5YhKytryIRsYB/rdDrMnTsXcrkcR44cSd4XpFAolGEg+RZIJMhwmhSJRGCxWOD1etHY2Ii6ujp0dnYOu2U7lqRMuJ1OJ/r7+2EwGK47U3E4HPj444/hcDjw9a9/HXPnzh20V82yLEQiEbKysqBUKuHxeFBfXw+9Xg+1Wo1wOIyuri7+gpMOoSuiwZDr4na74XQ6ce7cOfz+97+H1WodYvYlnuXk72AwiL1792L//v14/PHHsWLFimtGChgMBuTk5KChoQHvvPMOHzJFoVAoqYL46VyNcDiMpqYmdHV1oaqqClVVVfx2YTJJmXDHYjFEo1FwHDfIeScej6OnpwdWq5U/tqenB0ajES6XCy0tLQCA7u5u/mIRE3lGRga0Wi0CgQAuX74MlmVRUlKCQCAAo9GI7u5uXripSAwmFovBZDKhsbERHo8Hbrcb7e3tcDqd8Hg8I7peoVCI/xnYp1fb9hAKhZBIJPxPOByesI5q6QbDMBCJRMjNzYVcLofFYoHD4Uh1syiUpCMQCCASicCyLDiOQzgchtPphM/nQzgcRigU4o/1+/348ssv0dvbC5vNhmAwiIyMDBQVFQ2KvnE4HPD5fCMKWx4NKRPuq8W3RqNR/POf/8Tbb7/NvxaJRGC328FxHM6ePQuZTAa73c7HEQeDQTAMg9mzZ6OoqAinTp1CVVUVKisrMXfuXPT29mLnzp1obW1FV1cXhEIhP2GgfDWIB4NBvPHGG/jggw/AcRw4joPf74fb7b7h6zSwb6/ndCgSiaDT6ZCZmQmHw3HV2HBK4iDes5mZmfjhD3+IWbNm4Y033sC+fftS3TQKJelIpVJotVpkZGTA7/ejt7cXBw4cwIULF9DV1YXOzk5+DIzFYvD5fIhEInC73fzW4JNPPgmlUgmGYRAKhfDRRx+hoaEBHR0duHTpUsK1JqXhYFeutEmo0OXLl3H+/Plh3zPcqoCs3lmWhUQigdfrhclkQl9fH2/2NZlMMBqNCAQCk7LgA/nOYrEYLMsiEokMmglyHAez2Qyz2XzTnxUKheByuSCRSHgvcpZlB5mgSL8LBALIZDLI5fKUJTOYLEgkEkilUn4fLzMzEzNmzMCsWbOQn58PjUaDcDhMJ0+USQVZcQNfbRNKpVIYjUa0trais7PzusKbkZGBsrIyqNVqCAQCBAIBNDQ0wGazjZkVK6Ur7oG/HQ4H/va3v+H8+fOor6+/4fN5vV4cPHgQX3zxBbq6utDf34/z58/jzTffhMvlQldXF3w+H28ijMfjSXcoSAVkkFar1ZBKpVi5ciUWLVqE2tpa7N27F8FgMOGzwaqqKlgsFmRnZ2P+/PmYMmUKbrvtNmRnZw85ViqVYsaMGQDAm6kikUjS94wmA5WVldi6dStEIhEYhoFMJsO8efOg1Wrx7W9/GxUVFTh58iRef/31CZ0YJx0gDlDU8pc8rlysDfTPsdlsCIfD+MMf/gCZTIaOjg7Y7XZ4vd7r9s/ALT9izaqsrMT8+fOxa9cu1NXVJVxr0mbF7ff7cfTo0VF7GIfDYTQ2NvLnBQCz2YyamhoEAgE4nU6EQiFIJBI+QctEZ6CXpFwuh0qlwvz583HXXXchHo9j//79gxzMEkVzczOam5txyy23IBqNwmAwYPbs2Zg6deqQY4lToc/nQ0dHB1iWRTwep8I9BsyaNQtbt24dNoXjsmXLsGzZMnAch507d1LhHkPI4M4wDM2olyTIWDgQcu2Jc5nP50NPT8+ozk32yIGvxrTS0lLE43HU1NRcNVHYzZDylKeJQqVSYdOmTdDr9Thx4gTOnj2LUCgEi8XCr+JIOBMxrU8WFAoF1q1bh8LCQixcuBBTpkyBUqnkB4+xwu12o66uDna7HRs2bBj2GJVKhaVLl6K4uBgzZ86E0+mE3W6HxWJBX18fzp07h0AgQAe3JFFQUIBt27ahu7sbJ0+ehMvlSnWTJhxZWVm4++67oVarcejQIVy8eDHVTZqwLF68mI9wIQJqsVjg8/lw4cIFtLa2prqJo2LCCLdGo8F3v/tdVFRU4Je//CXq6+sRCoXQ3d2NWCyGcDg8aHY1WWAYBiqVCnfffTcqKiqgVCqhUCiQkZHB38xjNet3Op3473//i+7ubjidzmG9zDMyMrBq1SoA/7OUtLe3o6WlBXV1dfjyyy/5tKhUvMeekpISPPzww2hubsbFixepcI8BOTk5ePTRR2EwGNDd3U2FewxZsWIFnn32WYjFYgiFQgSDQTQ0NKCvrw9vvfUWFe4bhVSg0ul0vHiMBp1Oh9mzZ8NgMCArKwtisRilpaVYt24dotEoQqEQvF4vWlpaJmR2rusRi8UQDAbR1NQEoVCI/Px8TJ06FTabbUgo3lh+fmNjI+RyOXJzczF16lQIhULeZHtl3ORASwCtrnXzkO2SkVhYHA4H6uvr0d7eTs3lCSYnJwelpaUoKSmBVqvlfQwcDseInKAoN47JZMLnn3/OJ+kKh8N8mKvNZrupc5MskGRvm0AWiLFYbMx8GFIm3Hl5eSgrK8OsWbMgFotHvQqePXs2fve730Gv10On00EkEuHee+/Fpk2bYLPZ0NHRgba2NvzpT3+adMJNHPBsNhv++te/QqFQYM2aNVi6dCnq6+sRDAaTYn1wuVx488038cknn2DLli1Yv349n9VuOCEhE65wOMxX1qKMHuLdf2XRl+E4f/48fvvb38LhcMDpdCahdZOH8vJy7NixAzqdDlqtFiKRCN///vexfft2vPLKK3jxxRcnlTUwGRw6dAg1NTWDFgJku/Rm9UCtVkOj0UCj0QwRbpJ9cqwKWiVduElYkFarhV6vR1ZWFu+KfyOQms8GgwF6vR65ubkAvjLDkovJcRwuX748KbzHr0U0GoXNZoPb7YbZbIbJZOJTzSaDWCwGu92OaDQKt9vNOwnG43HeYWTgrDQQCMBqtfJxkpTRQ8IABQLBiPwZgsEgf+0n+3OTKDQaDVQqFaZNmwa9Xg+VSgXgq3ueiHhGRsakC1FNBl6vF16vN+HnJTpDFowCgYB3cCN5R7xe75htNSVVuIVCIQwGA6ZMmYI77rgDmzdvhkajgVwuh8fjuaFzkZrPWVlZ0Ol0wx5z4cIFvPTSS7BarbBYLIn4CuMWYro5e/Ys2tra4PF4EIlEkvLZsVgMgUAAQqEQ/f39cLvdV52sxeNx1NXV4ZVXXoHL5RqTh24yQarmkf4fyfHUypE4RCIRtm3bhi1btiAnJwcymWzQ/4lYC4VCsCzLm1cp6Y1QKMSGDRv4fpVIJHA4HPj000/R09ODuro6mEwmmM3mMenPpAo3wzBQq9WYOnUqpk+fjtLSUojFYn4QH5h27loDB8MwmDZtGtasWTNsaAvB6XSivr7+hicFExEyIFutVthstqTvG5MBiuM4vjjMlfvXJGNbX18fGhsbkzaxmOjEYrFBzn3DpaMlzxwReLrXmhgYhkFxcTFuv/32ISvqgX+LRCJIJBIAX02yyT4p7Yf0g/TV9OnTsWTJEt53JBAIoK2tDZcvX8apU6fQ3t4+dm0YszMPA8uyKC8vx2233cbvbRNTqUajwfe+9z1UVlZi//79+Pzzz4c9h1wuh1gshkwmo6alUZDIGtHXy/lOnKJ0Oh3uu+8+zJw5k69zq1AoIBAIEIlEYLVa4fV6cfToUXz55Zc4c+YMXXUkEDJJIkJAKvMBQG5uLiQSCQ4cOIDjx4/j4sWLg3IzU5LDihUr8Nxzz/ETKKfTid27d+PSpUupbhplABqNBtu2bUNJSQnmz5/PZ/t0uVzo7OzE6dOn0dnZCbvdPqbtSLpwz5s3Dxs3boRcLh9kLlWpVNiyZQvC4TB6enqGFW6GYSCVSqFQKPjZKeXGSZRok99XOx/DMGBZFhkZGdi0aRMqKiogEAj4FIMMwyASicBms6Gvrw979+7F4cOH6SojwRBLBllJBwIBmEwmMAwDrVYLlmVx/PhxvPTSS6lu6qSEYRgsXLgQCxcu5F8zGo344osvqHCnGUSn1q5dC5fLBY/HA5vNhvb2drS3t+PChQswmUxj3o6kCjep48wwDObOnYvFixfzoUADheBqsCyLJUuWoKSkBHPmzJkU2c9SARFWrVaLkpISyGQyZGRkgGVZPg7ebrfDZDLxjmSRSIR3PCwqKkJZWRlvUpoyZQry8vLAsizvLEX62ePxoLq6GkajET09PVS0E8zAiVVTUxN27do1SLibm5shlUppLHGCkcvlWL58OfLz8zFr1qzrHn/luKdQKHDHHXcgJycHtbW1aG5uHqumUkYBwzAIh8Pw+XwwmUyoqalBd3d30iKXkircwWAQ77//Pg4cOIBHHnkE8+fPHzYV3dWQyWS47777cO+99w4ys1MSC8uykEqlKC4uxsMPP4zc3FwUFxcjIyMD/f398Pl8qK2txYcffsjXOI9Go5DJZJBKpdiwYQN+/OMf80UthEIhZDIZnyN+IFarFTt37sSFCxdo3HCCudJjv6qqCidOnAAAfiuC7M+NVdjKZEWn0+Gxxx7D6tWrR2UdJO8PBAJ49tlnqXCnGcRy5XQ6cf78eezcuRNerxfhcDgpn59U4Y7H4/D7/QiHwzAajaivr4dOp8P06dOv6WRGiMVisFqt6OjoQGZmJnJycob9DFKkgmRLo4wMshLOzMyEwWBAUVERpk6dCrVaDbfbjf7+fng8Hni9XvT19cHr9cLv9/OOhMQjViwWQ6PR8PHDA1fYV64sJBIJ9Ho9fD4fjEYjjR1OEDKZDLfccgvEYjFMJhOcTifUajWysrIQCARgsVjAMAxycnKgUCh4U7rb7eazDVJGD8dxcDqd6OvrQ2Zm5ojGt4EIBAIoFAqIxWLccsstmD9/PhwOB7q6umjfpACSj3zggtHr9cJqtcLpdMLv9yfVNyTpcdzRaBQcx+Hjjz/GqVOnUF5ejl/96lfDivCV+P1+vPrqq/joo4/wrW99C4888siwYUVOpxMOh4P3nh4NAwP2JwskE1BlZSUefPBBqFQqZGVlwePx4NVXX0VTUxOcTic8Hg8CgQDcbjei0Sj8fj8/KSNJXaRSKS/a18JgMODZZ5+FxWLBCy+8gEOHDiXp205spk2bhl//+tfIzc3Fb37zGxw6dAiVlZV44IEH0NLSgtdffx0ikQg/+clPMHfuXAQCAYRCIRw+fBgvv/zypEtWlGjcbjfeeustHDlyBFu3bsXGjRtHdR6hUIj7778fd9xxBw4cOIDnn3+e9k0KYFkWGo2G9wmJxWJobW3F0aNH0dLSknRn2qQLNwlFsVqtsFqtyMzMhN1uh1QqBfBVla+rzVw4jkNXVxf6+vrQ19c3rKjG43F+JuTxeEY1O2VZFiKRiC8zORlgGAZKpRJyuRx6vR6lpaX8Pk4gEEBHRwcuXrwIp9N51brZA8OOiBPa9ZBKpSgqKkJmZiZyc3OhVqsRCoWoZ/MoYVkWMpkMWVlZKC0thV6vR15eHp8sYtasWeA4DtnZ2RCJRCgpKcGtt97KT7ouXboErVYLgUAAv99PvftHSTQahclkgs/nQ3d3N1wu17DhYDKZ7JqrcYZhkJubi9zcXDQ0NAxJD0wZHjL+sCzLX1+S0yAQCNzwfS0Wi6HVannhBnDTOnMzpLzIyMWLF/H000/ziQlisdg163GHw2FEo9GrxvhyHIfPPvsMe/fuhdlsvmHhZRgGZWVlmDlzJjo7O1FbWzsp4ollMhm2b9+OiooKFBUVQa1Wo7W1Fbt374bZbEZDQwPsdnvCJzKkxKFSqcT27dtx22234fDhw9i3bx8VjVGwdOlSPPjgg8jLy0N+fj5kMhm+853vYO3atZgxYwYyMzMxb948/PSnP4VAIEBBQQEYhoFEIoFIJMKKFSvw4osvoq2tDf/4xz940+xksjwlgmg0it7eXjidTrz22muoqqri/0cEXC6X46GHHsLy5ctT1cwJiUAg4Cery5Ytw+rVqxGPxxEMBmG32/Hmm2+ipaXlhs45Y8YMPPbYY9Dr9SgsLEQ8HofT6YTRaITdbk/685Fy4e7r68OHH3444uNJaMvVCmTE43E0Nzfj008/HVV7BAIBcnNzceuttyIWi6GhoWFS5A9mWRbLli3DN7/5Td5h0O124/jx4zCZTLBarWPiwET2vyUSCZYtW4Z58+ahp6cHH330ERXuUVBQUIAtW7YgIyODf628vBzl5eX830qlEgaDYdD7yDZJUVERpk+fjoaGBuzZswfd3d20yMsoiMVifOInq9WK6urqIcdoNBrcfvvtg/rmWklaaN6KkSEQCKDRaJCbm4slS5Zg69atfG5yo9GITz755IaFOysrC+vXr4derwcA3hLpcDjg9Xonn3CPltOnT+Pll1+GUqlEdnY2VCoVFixYALVafVPnJVnZli5dCp/PB5ZlJ8WKG/hqUhSNRlFbW4uamhq0tbXBbDajv79/zCcvJOabYRgsX74cTzzxBNrb23Hw4EGa9vQ6CAQCrFq1CosXL8bChQtvKseB3++HzWaDxWKh5VTHmFAohAMHDsBsNmPJkiVYuXIlNYUnALIIWbp0KebOncubzaVSKVQqFQoLC2G329HX1weHw3HNc5HIGKVSOWTiFAgE4HK5EAgEqHCPlJMnT+I///kPpk6digULFvCFRhIh3IWFhVi1ahV6enogFosnTagMSUd67Ngx/N///R9fnStZN6VEIoFEIsG6deuwdu1aVFVVobq6mgr3dRAKhbjzzjvx+OOP89nqRguJS+3p6UEwGKRWjzEkEAjg3Xffxb/+9S888cQTqKiooMKdAMRiMdasWYNt27YNCjeWy+XQaDSYOXMmwuEw6urqrivcUqkUOp0OKpVqiM+O3++H0+lM6hhJGLfCHYvFEIlE+PSNHMehpqYGJpMJnZ2dN3VuoVAIkUjEx7hOVBMVcUibOXMmpk6dipycHH7gICF1yWwLgdSOHk3VuMkKKVJxs/eq3W5HbW0tOjo6aFx9Erhy64+SGK42fojFYhQWFgIAurq6rnsevV6PBQsWYM6cOUMsWcTZLRX9Nm5HRrLv5nK5eG/LM2fOQCQSwe1239S5yapFKBSO2Dt6vEG+47Rp0/DUU0+hpKQEer0eEomEzvonMU1NTfjjH/94zegBCmW8olAocNddd8Hv98NsNuPkyZPXPH7VqlX4+c9/DoVCMchvBPhf3goq3DcACYbnOA6hUIgvnpAIBlatmqiOOQqFApmZmZg2bRoMBgPy8vIgl8tHXLeZMv4ZeF+7XC709/fDbDbzRV8oqYcsTvr7+2G322nylZtEKBRCrVZDKpXyIcjXQiKRICMjA/F4HD09Pfz1D4fD6O/vT5k2jFvhzsvLQ1FREZxOJ5qamhIa9xuJRBAMBhEKhRAOhyeUcxqxIlRUVOBHP/oRsrKyUFxcDIVCQU3Tk5RIJIJdu3Zhz5496O3tpSbyNCIajeK9997DBx98gJ6eHto3ScZisaC+vh4dHR344IMP+EiBWCyGtra2lLUr6SM1EY6bgWEYPqtXLBZLuCk7Go3ymaRIUpGJArFU5OfnY8WKFbwz35VhJ6ladU9E60Y6E4lEEAqF0NLSgiNHjqS6OZMW4rNDUmsS4vE4Ll26hGPHjvF74ROZ65UKHilXWkpHO54RH6pLly7hxIkTY16uc6QkVbilUik2b96MBQsW3FBxkYGQDjl//jzOnj2L/v7+hK6IOY7DsWPH4Pf70djYOKEyeIlEImzYsAErV65EWVkZpFLpsDe0UqlEfn4+vF4vHA5H0gcL0scTacKUjrhcLuzevRvNzc3X3eujjC3V1dV4/vnnUVRUhK997WtQq9W8rwnZS50Mz0OyU01fb6LQ2NiIt99+GzabLa1SzSZVuCUSCTZu3IitW7fyzl/A/zppJLMicgO//PLLePfddxNeSCQWi+HMmTNobm6G3++fMGZykqGsoqICjz76KIRC4VVTLSoUCmRnZ4NlWbhcrpQI90SzdKQj/f392LNnD44cOUItHSmmvr4ely5dwsqVK7F69WooFIpB1d0m+kp7IOlUJ+LSpUtpWRM9KcItlUqRn5+PrKwsaLVaPsyKMNLsQCQH9sC/x6Jzw+EwX8UsHW6eREAe/nPnzmHXrl0oKipCeXn5EPGOx+MoKCjAxo0b+Vy8JCwsFoslpTZwW1sbGhsbUVdXR/f0RkAsFsPZs2exc+fOGzIJ2mw2WgM9TYhGowgGgzAajdi3bx80Gg1EIhFisdikqpWeCFN5JBLByZMnwXEcysrKeAvvQAQCARYuXIj7778fkUgE4XAYLpcL586d4/ex05mkCLdKpcLy5cthMBiQn59/U+FGxMSeqL2Q4QgEAggGgxNuQItGo9i3bx8++eQTbN26FQsWLBh21b106VLMnz9/iFd9JBJJSm3gmpoa/OUvf4HD4aAhSSOA4zjs2bMH+/fvv6H3kYILlNRD8ibU19ejpaVlkJ/JZEkAlSj8fj/eeOMNvPPOO3jsscf47GkDEQqF2Lx5MzZt2gSfzweXy4Xm5mY888wzKfUWHylJEW6O4/hazleanm9khZBMh6l077jRQipvkQo5A01wZEIkFouHFfRIJMLXBibXJxAIwGg0IhQK8aU8JRIJv8In5m5iZSEJCwZOwK4kHA7D7XYPqvVNuTa0otr4Jx6PIxqNTupQPDKu3Oz4GwgE+LGpvr4eWq0WBoNh0LhGxitSYzsnJwezZ8+GVCrla9inK0kRbo/Hg88//xw6nQ5r1qzB4sWLJ3RGsvEA8ZwfmG2LVIi6GqQ28Pr16/nXWlpa8PTTT+Py5csoKChAdnY2cnJyEA6HEQ6HEQwG+SgAlmX510n5yau1LRgMTqitCgqFcn0S/bwfPHgQdXV1KC8vx3PPPYfs7Gz+fyS5llwuh0QigVqtxgsvvACbzYYdO3bg4MGDCW1LIkmKcEejUd472eFw8LVpB5ovBAIBZDIZX+t0OOLxOL/3nIrE7hMJsqdDVtwMw0AqlUIkEkEkEoFlWQgEgkFCzjAMtFot5HI5/5rb7YZYLOZX6jKZDBzH8bPVQCAAhmEQjUbBsiy/MlQqlVf1aifQ/h1bGIaBXC7n91Lj8TgfHkahpIpEPvc2mw12ux05OTl8eO+Vi0biKC0Wi6FWq5GdnT0kS1q6kVSvcr/fj9dffx2fffbZkAE7MzMTjzzyCGbPnn3N97/22muorq5Gc3PzpPK0TDRnz57FL37xC36iREprsizLO3RMmTIFJSUlkEgkYBgGHMfh/fffx8GDB/mHy+VywWw2g+M4GI1GWK1WWK1WnDx5cpA3LDFHkfetWLECDz300KBJAEEikUCj0QBASorUTxamTJmCH/zgBygrK4PdbofL5UJ9fT32799PxZuSMhLpv0TOEwqFYLfbIZPJoFarb6qCXjqQVOGORCKoqalBTU3NkP8ZDAbcc889KCsrAzD8fnYkEkF1dTV279495m2d6BiNRhiNxkGvEeFeu3YtlEolgsEgCgsL+X0hjuNQW1uLXbt2DXtOUmnHbDbj9OnTwx5DZrcymQwPPPDAsMcQMzpZrVMSD8MwUCgUuP3227FmzRp0dXWht7cXsVgMn376KRVuSkoYC6djYknyer3wer1QKBQ3FIKcjqRNjsv+/n689957qK+vx6pVq7Bo0aJxe1HHKyRhfltbGw4fPgyNRoPa2lreFM5xHM6cOXPTn3O9HPCkvGgyq5NNFhiGwfTp07Fx40YYDAZMmzaN90EAAI1GQ587yoSju7sbu3btgl6vxz333IOCggKwLDskNHm8kDbC7XK58Oqrr0IikWDHjh1YtGhRqps06SBCefHiRbS0tAAYnP40EdnMRlK4heM4hMNhRKNRus+dQEhfFhcX42c/+xn0ej0fmqnRaJCRkQGdTjchq+FRJjednZ145ZVXoNfrMWfOHOTk5PBJqcYjaSPcwP8G7ObmZhw+fBh5eXkoLS2lxS+SzFhmahqYFS0ajcLv98PlcvFOUZFIBGazGT6fb0LG0qeS6dOno7i4GIsWLYJSqRziCEojPSjpwFiZyzmOg8/nQ21tLTiOg16vR3Z2Nl+7OxKJwG63w+Fw8Nt+6UraKWI0GsXu3buxf/9+fOMb38COHTt4Mx5l/ENW25FIBIFAAF6vF6dOnYLD4UBfXx88Hg/OnTuH7u5uRKNR6oCYQDZs2ICnnnoKSqUSWq021c2hUIZAJo5jlWDL6XTiz3/+M+RyOdavX4+KigrIZDKoVCo4nU4cP34cFosl7bPVpZ1wA1+FGLndbnR1dcFoNEKn02HKlCmpbhYlgfh8PnR1dSEajcJkMvHC3d/fD4fDgUgkQr3JE4xKpUJ+fv6waW7Jb2rhoExkOI7jIyjMZjNMJtMg4e7q6oLVaoXf7091U69JWgo3obq6Go8++ihKSkrw1FNPQafTpbpJlARx6tQpPPnkk4jH44NM5dFoFD6fj4p2kolGo4hGo4hEIlS8KSmDPPdjfQ9yHIezZ8+ira1tkKnc4XDwtSrSmbQW7r6+PvT19cHtdsPr9VLhnkBYLBZYLJZUN2NSQbz1CQOdcwb6GFAoqSRZE0eSc2I8ktbCTaBOMxTKzXPixAk888wzEIvFkMvlUKvVqKysRG5uLv7973+juroaLS0tNIabkjLSqaRnOjMuhJtAxZtCGT3nzp1DXV0dJBIJdDod8vLyUFBQALlcjqNHj+Lvf/97qptIoVDxHgHjQri9Xi/OnDkDo9FIzauUcUO6DUAkFI/4EdhsNhw7dgxtbW1obW1NdfNSArHmUce89IBs3ZBkUJThYeIjvDqpXO1qNBqUl5dDLpfjzJkz6OzsTHob0vkmmqyWCPK909WRjSQyScd7hxT5EYvFEAqFY7K/nY7fm0BKypIKUVeWuJ3opGvfkNoF4XB4UvUHYaT9Mi5W3LFYbFCVKQqFkM6TlrGKRU0EJCFFIBBIdVNSwsB4YUr6QJ4Z2i/XZsQrbgqFQqFQKKmHJiWmUCgUCmUcQYWbQqFQKJRxBBVuCoVCoVDGEVS4KRQKhUIZR1DhplAoFAplHEGFm0KhUCiUcQQVbgqFQqFQxhFUuCkUCoVCGUdQ4aZQKBQKZRzx/1azWvB1EigmAAAAAElFTkSuQmCC\n" - }, - "metadata": {} - }, - { - "output_type": "display_data", - "data": { - "text/plain": [ - "
" - ], - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAe4AAAGFCAYAAAA7JBDPAAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjAsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvlHJYcgAAAAlwSFlzAAAPYQAAD2EBqD+naQAArzNJREFUeJzsvXd8nFl97/+Z3rvKSBo1S7Ylua7XVbv2FrZTly1ZIHAvCSGF/AgkgRCSG8pySUjgXgIhySYBQlmylAW2Z2Gr23ptr6tkFcuypBlpNKPpvT+/P3zPYdRH8oxmJH3fr5dftjVFz/Oc5zmfc75VJAiCAIIgCIIgVgXich8AQRAEQRCFQ8JNEARBEKsIEm6CIAiCWEWQcBMEQRDEKoKEmyAIgiBWESTcBEEQBLGKIOEmCIIgiFUECTdBEARBrCKkhb5RJBKV8jgqnkquU6NUKiEIAjKZDHK5XLkPZ8Wp1LFpaGhALpdDOBxGPB6HIAgVe6yloJLPVavVQhAEJJNJZLPZch/OilOpY1NXV4dcLodQKIREIlHuw1lxCh0X2nGvASr1IVzvMKGm8ak8aFwqExqTwih4x01ULmyXTTd9ZZFKpSAIArLZLAlFhZHJZADQM1Np5HI5elYKgIR7DbAezeOrgXxxoImosmDmcRqXyoKEuzBIuNcA7Canm72ySCaTALAufaiVDj0zlUk8HgdAz8xiiArtDkbBaZX7gNPYVObY0LhU5rgANDaVOjY0LhScRhAEQRBrDhJugiAIglhFkI+bIAiizIjFYm4mpjRCYjFIuAmCIMqEWCyGWCyGUqmEWq1GLpdDKpVCNptFMpnkmQkEkQ8JN1FS2C5CIpHMCjxhuwqKICXWEyKRCBKJBGKxmP+tVquh0+mQzWaRSCT4MyEWX/NmCoKAXC5HzwoBgISbKCJs9yCRSCCRSCCTyaBSqWA0GnH33XejqamJvzcUCsHlcsHtduO1116Dz+cr45ETROkRi8WQSqWoq6vDww8/DKvVyk3kMpkMcrmci3Mul0M6neb/z2azOHv2LJ566imeZkisX0i4iaKRL9hyuRxKpRImkwk2mw3vf//7sWfPHv7eiYkJ9PX1YXBwEGfOnCHhJtY8YrEYMpkM9fX1+NCHPoQtW7YU9LlUKoV0Oo0nnngCL7zwAgk3UZnCLZVKIZFIIJVKoVQqAVwzLwmCwG/iTCZD/p8KwGQyobu7GyaTaZr5TyqVQiaTQaPRwGw2w2KxTDOVq9Vq1NXVwe/3QyaTlfEMCGJlaG5uRnd3NzZs2ACj0VhQzrIgCJBIJBAEAWq1GmazGSKRCNFolMzmJUIkEsFkMkGtVqOhoQFNTU18U3K9RKNRvPHGG3C5XNf1PRUp3Gy3ptVqUVVVxc1JuVwOfr8f0WgU0WgUkUik3Ie67rHZbPjsZz/Ldw/5k5FIJOJ/FArFtM8ZDAbodDrE4/FZrxHEWuTGG2/El770JRiNRmg0moI/x0RDr9fDZrNBqVRidHSUhLtESCQSNDU1oaGhAXfeeSfe/e53Q6FQQKVSXVeBGEEQ4HA48LGPfWz1C7dMJoNOp4NcLofBYIBCoYBareZRlkajkQu3IAgIBAKIx+MYHR3FlStXKGWiTJhMJjQ0NKCzsxPV1dUwGAxL+jzzhzPrilgspprrxJqEzV8KhQJarRZqtRpisXjOuWumMOT/32AwYOPGjdBoNJicnFyXbS9LgV6vR21tLSQSCeRyOWQyGTZt2oTa2lo0NDTAZDJBLpdDoVDwYMGlwsY6GAxCKpVyPVsuZRdui8WCAwcOwGq14s4770RTUxNkMhmkUimf2PNhqRL/+Z//iW984xtkLi8T3d3d+OxnP4uqqirYbLZlf49YLOYPBRtbglhLKBQKKJVKKBQKHmgmEon4YlUQhGl53POxdetW/Omf/ikuXbqEq1evIhgMrtAZrG127tyJj3zkIzCZTKitrYVSqYRSqeSbSo1GU9D4FIJIJIJUKoVUKuVBiMuhrMItEomgUqlQX18Pm82Gzs5OtLa2ctHOL0jAYP7tqqoqboZl71UqlQv6IQRBQCKRQDqdpp36dWI0GtHV1cV32ixdhUXDplIp/l52s7LgnPwxEgSBjyOxNEQiEdRq9azF7UxY2l0qlaLApjLA5qh0Oo1AIIBcLsefh3zhZhsVtiOfiVwuh9lshtFoLIq/lbiGSqWC1WpFVVUVmpqaoFQqp4lqJBKZlronl8uXfP0zmQxisRhCoRAymcx1z3dlE25mCm9vb8c73/lO1NfXo66ujpsRZpLJZJDNZjE+Po5AIACPx8OD18xmM8xmM975zneipaVlWiAB+65cLodYLIbHH38cJ0+epOC26yDfd83I5XJwOBzw+/04efIkDh8+zHfPKpUK27ZtQ3V1NXbt2oXOzk4u9JlMhgsKmcqXhslkwu/93u+hq6uLT/wzn51cLodgMIh4PI7XXnsNzz//PF3nFYZZko4ePYq/+Iu/gEwmm5afDfxG3Ldu3YqPfvSjsFgss77nzJkz+M53voOJiQk4nc4VPYe1zKVLl/CP//iPMJvN2L59O1QqFUZGRuDxeHg6ntFoxKZNm2CxWHDrrbeioaFhSb+jv78fjz32GBwOB/r6+pDJZFanqZxFHFdXV2P79u2oq6ub972sSEc6nYbf78fk5CQikQgkEgkX7oaGBtxxxx244YYb+K4ufyLLZrMIBoM4fvw4zpw5Q5PXMpkp2vkLI7/fj4mJCZw8eRJPPPEEF26tVotgMIiWlhbuF8/fobNFGbE0NBoNbr31Vtx22218sTpTuLPZLNxuN0KhENxuN1588UW691cYtkm4cuUKrly5Mu/7RCIR7rzzTnzwgx+c8/WxsTE8/fTTCAaD9LwUEafTCa/XC5PJhEgkArVajTNnzmBsbAzZbBaZTAZWqxXd3d1obGzErl27UF9fD2DxbmZMnCcnJ/HUU0/B4XAU5ZhXXLjZBLN161Z0d3dj8+bNUKlUC37G6/XixRdfhNvthsvlQigUQl9fHwRBQF1dHd7znvegoaEBDQ0N00Q7H2bqMBgMqK6uRjAYpNzhAmEFImQyGbq7u7Fz507s2rVrWjR4Op3GuXPncPr0aT42+a8NDg7C7/dj7969/GeRSASRSIQmoSVSXV2NnTt3orGxkQfVzBc0IxKJoNFoIJVKcejQIQiCALfbjQsXLiAcDmNiYgKxWGyFz4CYj4V2YfmLXeL6YaJrsVjQ3t4OqVQKv9+PqakpBINBXgAnl8shEolgYGAA8Xh8WjYTc/XNRf54ZbPZorpnV1y4mQDs2rULH/nIR6DT6aDVahf8jMvlwne/+1309fXxi8nM3DabDR/84AdRX18PmUw270VkZQaNRiOsVivfIZKve3FYRKxGo8G73vUufPSjH+ULIUY6ncYbb7yBX/ziF4jFYtMml2QyiUuXLkGhUOCd73wngGvmw0AggFAoRMK9RKxWK97znvfAZrOhvr5+QX+bSCSCTqeDTqfD3XffjTvuuAO9vb349re/DYfDgXA4TMJdIRQyFzGfOHH9MMthbW0t9u/fj2g0iqNHj8Lr9SIQCEyL0wkGg+jp6UEoFEI4HC74d7CYn+s1jc9kxYWbia7D4cCJEyegVqthMBhmBSzlMzIygqmpKcRiMR40wAJuAoEAzp49C7fbjQ0bNkCv1wO4NigulwtDQ0Nc5OPxOI/GTCQS9AAUAAsg3LlzJ+rq6tDc3DzvAkkqlUIul88KgFIoFOjq6kJNTQ0aGxsBXAv4GBkZgcPhmPaAEIujUChQW1uL2tpaKBSKaWPBYgYikQguX748TZTZMzMyMoLx8XF4PB669hVCS0sL2tvbZ1mycrkcxsfH4XK5cPXqVVrkFhE2/0ejUTgcDsTjcUSjUaRSqVlWDblcDqPRCIvFAplMNm2nHY1G4fP5EI/HMTk5OW3+Y27As2fPFjUwdMWFO5VKQSQS4aWXXsKJEyd4icz8vLaZ5qBMJgO/3z9t1cJWSwMDA/jKV76C+vp6/PEf/zG2bt3Kfduvvvoq/u7v/g6RSISbLcLhMJLJJD0ABcCsFFVVVfj4xz+O7u5uvjCaiVgshl6vR3V1NQRBQCgU4q+ZzWZ84hOfQHd3Nw+6cTgceOGFF2C326e9l1gcvV6P7du3w2azQS6XT3stHo/D4/FgcHAQX/7yl+f0qabTaV55i4S7vLB57J577sGnP/1paLVamEwm/noul8Mrr7yC5557DqOjo5QVUETYQtbhcMDn80EQBK4N+YHLIpEIRqMRu3btQmNj46w50Ol04vjx47Db7fj5z38+q7gK+16/31+0Yy9LcJogCLz6GRMH9nNgYXMQi77U6XQwGAxQqVTTojTzvycajWJ8fBzhcJh218tAqVTyXXJDQwMPyJgLViawvr6e+4RY6oTVap0WgwBcExiXywWv10vR/QWiUqmg0WhgMpmg0WjmjA1hu4exsTHY7XaMj4+X4UiJxWCuJlZFrbGxETabjT8fbL5iVkW73c7FhSgOLJ9apVJBr9dP2zym02lks1levpnNg3V1dbwMN4PpjN1uh8PhgNvtLv2xl/w3FEB+ZPJCDeRZoI1CocA73vEOPPLII5DL5bxEaktLC3Q6Hd+xs90I3ezLo6urC5/61KfQ2NiIjo6OBd+rVCrx7ne/G93d3Thz5gzeeOMN6PV6nkKxceNGyOVyPtZer5c3F4nH4ytxOqueXbt24Y477sDGjRvnjQs5d+4cvvrVr8LtdmNycnKFj5AoBKlUCr1eD71ej9/93d9Fd3c3r4edD8umcblcGBgYIEthERGJRDwFeevWrbjrrrumdWcLhUKIx+MwmUyoqqriDZOUSiXq6+unuadGRkbw05/+lPvGV4KyCzfbceeL98zX2d+s4IRKpcKGDRvQ3d3N877zU5Tyo/lItJePwWDA7t27p+0E5kMikaC1tRWNjY1IJpOYnJyExWLBrl27YDAYYDAYIBaLeYxCJBLh0Zu04y6Mmpoa7NixA1arddp4sAk+l8thcnISJ0+eXFIADVEa5qtJIZfLodVqYTQasWPHDtx+++1zfj6dTiOZTCISiRTVzLreYVkYBoMBVqsV7e3t6O7u5oVXstksfD4fotEoampqUF9fz4vj5GsMe+b8fj+GhoZW9Jkru3DX1dXh1ltvhVqtRjQa5X5s1g2HdZ2Sy+WQSqUwGo1QqVQIBoN49NFH+QUEZu/c+/v7ySd0HQwNDeErX/kKGhsb8cgjj2Djxo0Lvp8twNrb2yGXy6FSqVBTUwOFQgGFQoFMJoPnnnsOhw8fRn9/P/ez0uKqMCwWCzo7O6HX66cJdzabxXPPPYfXX38dfX19dM9XAAaDAe95z3vQ2toKhUIxLRaB1Z9QqVTo6uqa8/PBYBBPPvkkBgcH8eabb67UYa95NBoNDh48CJvNho6ODmzYsAH19fUwGAyQSqVcO+RyOdLpNNRq9ZzpltlsFs8//zwOHz6MS5curfgzV3bhrq6uxp133gmTyYRgMMgraOVyOVgsFjQ2NvIVqkwm48L9zW9+E4899hiSySSVMC0RY2Nj+I//+A80NTXhpptuWlS4WfWupqYmNDU1TXstl8shlUrh9ddfx9e//vUSHvXaxWg0YsOGDbOsH7lcDq+//jr+7//9v2U6MmImWq0W73jHO3DzzTdDq9UuqRsYcC3r4umnn8aRI0coXa+IqFQqXouis7MTbW1tc75vsfHK5XI4fPgwvv71r3ML70pSduFmqS1VVVUwGo3cbCoIArRaLSwWCy9tynbeEokEXV1deOihh2C323Hs2DG6uUuEIAiIRCJ46aWX4HQ6odFoeC/tjo4OXid7oQpCzIKyUPwCUThU171yYRW2WB9nFjwLLG3cBEFAJpMhv3aRYEHNTG9sNht0Oh1/bTmUc04ru3BrNBq0tbWhoaGBX4D8usv5ZUvz/di33347Dhw4gNdeew29vb0k3CXE5/Phm9/8JmQyGZqbm1FXV4fbbruNN4QpBLYqJeEm1jIdHR340pe+xPtmz1WGthBYQySa14oDE22tVou2tjZs3br1uhu1lGOnzSi7cOd3+MoX63yfwswbXxAEBINBTExMYHJykoKbSgxL3xOJRPB6vZBIJBgdHcXFixdhNpv5zoK9l0VmRiIRTExM8NSKVCoFj8dT5rNZO6RSKYyNjfEyjUT5YHOWUqnkleqWQzgc5ql8FGBYfFgwdKEbDkY0GsXk5CTvfJhMJsv6zJVduLPZLJLJJJLJJFQqVcF9T1988UV885vfhN/vp4jLFYCZhFwuF3w+H8bHx3H06FF0dHTg0Ucfneb/jsfjCIfDOHPmDL72ta/B4/Hwz1OKUvHwer34u7/7O7z55pt0XcuMUqmERqOBVqudt258IfT09OBzn/sc7HY77HZ7EY+QYHMQK7CyFGvIlStX8C//8i+YnJyE0+nkQl4uyi7c6XQawWAQWq0WyWSSJ8SznN/5LuzU1BR6enp47XJiZUilUkilUojFYry1aiKRmPYe9nAEg0H09fWRqBSB/OeAWTUSiQSGh4fR09NTxiMjgGvCbbFYoNfrlyzc7HnJZrPw+/3o6+srWhcp4hrMRZfNZhGLxRAOh6FWq6eVl12IaDSKoaEhOBwO2O12RKPRUh7uopRduC9fvowvfelLPOxeJpPhXe96F2699VYolUpotdo5xZutnki0y8d8PmulUsmr213P7oO4BktHYTuEZDLJe9JTydLK4Oabb8b73/9+1NfXz1sWeCEcDgeGhoZw4cKFWQth4voRBAGpVAperxePP/44jh07hvvuuw8HDx4s6POJRAJOpxNOp7Mi0i3LLtxutxsvvPAC/79MJkNLSwt2794N4Frw2kxxyC8HSJSH/DHIH4f8FqBKpZIioItAvmgD4PED4XCY4jsqhLa2NrzjHe/g9SYKIf8Z8vl8uHz5MsbHx2lMSwCzakQiEZw8eRKDg4Po6urCwYMHp/W/mOtzwDXLcCAQQDAYXNHjno+yC/dMstksTpw4gWw2C4VCwYuw7N+/H1qtFleuXMHU1BTOnTtHu+0yIpFIeGEV2lWXFpYOlE6nkUgkIBKJYDAYYDQaF61oJ5fLcfvtt2Pz5s0YHBxET08P4vE4/H4/pRkVkXPnzuFf//Vf0draijvvvLOg4LRkMolXXnkF/f39cDgcGB0dhcvloh13CWEuvEwmg0AggEgkAplMNqfJXBAEnDp1CkeOHMHAwMC0PtzlpuKEO5fL4dVXX8Xrr78O4NoqqK2tDZ/5zGdQX1+P5557DhcvXsTY2BgJdxlhsQjMLE6UDlaQKJVKIZFIQKlUwmg08klnIZRKJR588EE88MAD+MUvfsG7h1Ef9OJy4sQJXLx4Ebfccgv2799fkHAnEgn89Kc/xU9/+lNkMhleNZLmtdKRy+Xg8/kQiUTg8/kQDoenxVTN5MiRI/hf/+t/IZVKVdTzUnHCDcxu6xkKhXDp0iW4XC6MjY3B6/UiGo2SqbyMVFdXY8eOHdi4cSPUanW5D2ddMDY2htdff5031vF4PPD5fNPeYzab0djYCIVCAY1GA71ej8bGRiiVSthsNuzevRsTExM88j8QCJCf/DpgAbQ2mw2dnZ3YunXrrFarMwmHw+jv74fL5cL4+DgXBRLslUMQBO6CWmjjkcvleE/tSqIihXsmU1NT+P73vw+pVIpYLMYjm4nyccMNN+Bv/uZvYLFYYLVay30464KXXnoJJ0+e5GLBopDz6erqwoc//GFUV1dj06ZNvJmFXC7npR77+vqgVqsxMTGBU6dOUQ74dcAm/rvuugt/9md/xq/3QoyPj+PLX/4yz7hIp9Mrc7DENGQyGa9st9picVaFcGcyGfj9fohEIh7JXGkroPWGSqWC1Wqd5WedL2iNuH5YD/uFYAUmWGnHfBHRaDTQaDRwOp28h/1qm7AqDXa9dTod6uvrCxKBVCoFl8vFLR9EeShkx12prArhFgSBr0oporwyWMjHzQoc0E5i5bly5Qp++MMfYtOmTdi4ceOcu79oNIrBwcGKyEdd7chkMh5JvlDdiXxyuRzi8ThisRiZx8sIW+CScJcQusErC5FIBKlUOmfqSyaTQSKRQCqVogXWChMOhzE8PAyVSjWvOymTySASifA62DKZjHysy4A9AwqFoiDhzt90sIIrRHlgpbXnqp62GuasVSPcxOrh2LFjeOaZZzAyMlIxeY/rhfb2dtx///1oamqC2Wye8z3Nzc34/d//fYRCIYTDYSQSCbz88su87/NqmLgqAZlMhn379mHTpk3Yvn37ojs3FuhEbYjLh0gk4r3QFwoirPSOhiTcRNE5c+YM/vmf/5lM5WWgubkZ999/P8xmMwwGw5zvqa+vx8MPP4xsNotoNIp4PI6pqSmcOnWKdt1LQCaTYfv27Th06BDa29sXNZOzlD4S7vLBhFuj0SyYSlnp3QxJuImCEYlEaGpqQl1dHTZu3DitLV4ul0MwGEQ8HkcoFKrYG36tY7fb8eyzz8JgMKC+vh5arRZdXV2oq6vj7xGLxZBKpRCLxVCpVJBIJNi3bx8SiQRPxWQ9BOLxOAYHB+Fyucp4VpVJNpvF+Pg4+vr6oNPpsHnz5gXfX+m7uPWASqXCvn370NjYiNbW1jnfk06ncfbsWdjtdvT29lbkWJFwEwUjFotx44038kpc+aambDaLiYkJuFwuTE1NVeTNvh44f/48+vv7odFo0N7ejurqanz84x+fJtwikYiPHasY9b73vQ8PPPDAtJas/f39mJqawr/927+RcM9BJpNBT08PvF4vTCbTonWv2S6OrBrlQ6/X433vex8OHDiAqqqqOd+TSCTw5JNP4oUXXoDH46nIWAQSbgLANVG2Wq0wGAzT+tXmC7BEIsHGjRvR0NAAk8kEkUjEX8/lcnA6nbh8+TIJdxlhFbiy2Sw8Hg9vSpJPvkmX/VulUkGlUnHhlkqlqK6uBnCt+hoxG9an3ufzIRaLTdtJz2U2DwaDuHLlCq5cuUJlTVcY1r3NZrOhqqoKRqNxVplT5sqIx+MIBoPwer08gLPSIOEmIBKJoFar8du//ds4dOgQ9Hr9nP5RViNbq9XOaqaQSCTwzDPP4JlnnkEgEKBdRZlJpVKw2+28GUmhsLxkjUaDtrY2mEwmGAyGaYs04hrZbBZOpxMejwdutxuZTAZisXjeILXTp0/jK1/5CqampuB0Olf4aNc3jY2NeOihh2Cz2dDR0QGj0ThrnFKpFCYmJuDxeDA5OQmPx1Ox8xgJ9zqHTdJGoxEtLS3o6uqCwWDgO+rFyF+lOp1OXL16dQWOmlgMlqrECq0s9bNzjT2J92ySySSvIZ9OpyEWi6e5kARBQCKRQDKZhNPpxMDAAILBYEW0hlxPyGQymEwmGI1GZDKZOesXsDr+Ho8H0Wi0ooNrSbjXOTabDX/4h3+IDRs2YNu2baiqqlq01nI+oVAIp0+fxsTEBO0iKgg2rm1tbbxFbqHkcjlMTk7iySefxOjoKPr6+kiw54FdF5fLhXPnzqGqqgptbW3cDJvNZvHzn/8cL7zwAk+PpKjylWd8fBxPPPEE1Go1qqqq5uwGxrIskskkLl26VIajLBwS7nWO0WjEPffcg+3btwOY2zc3F2ziSSQSGBoawujoKAKBQKkOk1gibFy3bdu26JjmiwgLoAqFQjhx4gQGBgYwOTlZ6sNd1QiCgHA4DIfDAUEQ0NLSMi324+zZs/jxj39MgWllJBgM4q233ir3YRQNEm5iWfWqk8kkotEoxsfHcfr0aQwPD8Pj8ZTg6IjlEAwG8fLLL2N0dBQ33HADGhsbF3x/KBRCNBqF2+3G5cuXYbfbMTw8DLfbTYFUBZBIJBAIBKDX66eJMwtYq+ScYGL1QcJNLItEIoGpqSmMjo7i2LFjGBwcpN1EBeHz+fDss8+irq4ORqNxQeEWBAGBQACTk5M4f/48nnvuOXg8HgwMDCAcDpPgFEA8HofX64XRaOTPQb5o07NBFBMS7nVOOBzGiRMnCs7TZTV+81vi7dy5ExaLBVeuXMHU1BTtLiqATCbDo2JPnTq1YDCUIAhwu93w+Xy4cuUKXC7XNF8sjeXiBAIBDA0NIR6PQ6vVQq1W8+ZIY2Nj5T48Yo0hEgp8Ktd7+79KnryuZ2xYtOVc5f/m+l6ZTAapVIq9e/fikUcegVarhU6nQyKRwD/8wz/g17/+NdLp9IpGZFbq2JTzmRGJRJDJZJBIJDx9byFY04t0Os0rqF1vEFWljgtQ/LGRy+VQKpWQyWTQarU8Aj+XyyEQCCwpJW8lqNSxIZ0pbFxox73OSafTcLvdBb+fCbfNZoPT6YTJZIJCoaBddoUhCALvDkY9n0tPKpVCKpWCSCTijXWovClRKmjHXSCV/PCt5NiwHF+TyYT6+nrIZDIolUoIgsAD1FZaxCt1bOiZqcxxAUo7Nuy7K/n8K/XYWM2BSj2+UlPoeZNwF0gl30g0NpU5NjQulTkuAI1NpY6NRCJZ11YKMpUTBEEQqwqxWLwm0uckEgnEYvG0jIJing8JN0EQBFERMFfcat91SyQSSCQS3lms2OdTsHCz3surfSVEEASxHlkN7gGmLatdY9gum+llsc+nYOFmnaCozi5BEMTqgQk2q8FQyaz2nTYjk8mU9PsLHsXVsForFev53AmCWBvkCzixuik4qpwgCIIgiPJT2XYTgiAIgiCmQcJNEARBEKsIEm6CIAiCWEWQcBMEQRDEKoKEmyAIgiBWESTcBEEQBLGKIOEmCIIgiFUECTdBEARBrCJIuAmCIAhiFUHCTRAEQRCrCBJugiAIglhFkHATBEEQxCqi4Lae672jTCX3YllLYyMSifgfQRB4X9uFqNSxUalUEAQB6XS6oPNYa1TquADX2hSzFpKVfJylolLPmcalsHMuWLgJotSIxeJpwr3axW49TjyrBTY2NEbEaoSEmyg7EokEYrEYWq0WcrkcmUyG/4nFYqt2cs1mswBIHCqR9bqjq3TYop09O8TckHATZUUkEkEsFkMikUCpVEKtViOVSiGRSPDXV+sEu9otBmuZ1XpPrXWY2281P/crAQk3UXbYKjudTiORSCCZTCKZTCKTyazqh5fMsQSxNNhil56ZhSHhJsoOW2WnUilks1ku3KvdnLmaj50gygGZyAuD0sGIspMfRZovdiR8BEEQsyHhJsoOS/vKNy2TaBMEQczNujKVi0QiyOVySKVSyOVyKBQKJJNJBINBCiQqE/kiPVPACYIgiNmsG+EWi8WQyWTo6upCXV0d2tvb0dXVhf7+fvznf/4nAoFAuQ9x3cL8Wrlcjudv00KKIAhiblatcLM0ImC2L5T9XyQSQSKR8L/lcjmqq6vR2NiIzs5O7Nu3DwCgUChW9uCJabDxosCUyoBScYj1zsxqlJX2PKw64WapQxs3bkRXVxdSqRR8Ph9yuRxUKhUkEgk8Hg/8fj/a2tpw4MABqFQqqFQqyGQy1NfXw2AwoKamBnV1daiqqoJCoYBUKkU2m624ASKIUiMSiaBWq6FSqXhOfTqdRiAQQCaTKffhEQvAqg2KxWKIxWLkcrlVn0ZZbsRiMWpqaqDT6ZDNZpHJZBCPx+Hz+Spmc7EqhVssFqO5uRm33XYbotEorl69imw2C5PJBLlcjsHBQYyNjWH37t34nd/5HRgMBhgMBkils0/XaDRCJpNBIpGQf5VYt6hUKhiNRkilUshkMiQSCUQiERLuCodZEyUSCd98MFcTzWXLQyKRoKqqCrW1tUilUjwOKhAIkHAvBZPJhO7ubhiNRr7C3LJlCzo6OpBIJFBTUwNBEKBWqyGVSmG1WuHxeNDZ2QmdTgeFQsE/NxOr1Yp3v/vdsNvtOHr0KJxOZxnOkCDKSzKZRDgchlgshlQq5Tn1ROXBxFqhUGDPnj1obm7mZYPT6TTC4TAikQjOnDkDj8dT7sOteKRSKZRKJYxGI3bt2gWTyYS6ujoYDAZkMhmk02nE43G43e4lL2TZjt3lcuH06dOIx+PFOeaifEuJaWhowF/+5V+iq6uL+7WlUinfQbNAJibMbMXJosfzX5vJ5s2b8bnPfQ52ux1/9Ed/RMJNrDsEQUAkEkE0Gp32cwoQrExEIhGUSiVMJhN+53d+B+9+97v5a7FYDG63Gw6HA5///OdJuAtAqVSiuroanZ2d+Ju/+Ru0t7fz2Chg/joThRCPxxGNRnH06FFcvnx5fQm3RCKBVquFwWDgPu5ifrdOp4NWq4VEIina9xLEaoJy51cPKpUK7e3tqK2thdVqhV6v56/JZDJkMhlEo1HIZLIyHmVlIxKJUFdXh+rqamg0GpjNZrS1tcFiscBgMBTldwiCALlcDrlcDp1OV1TdWhXCDaDogk0QxHTyW6oCFOVfqTQ0NOAzn/kMOjo60NjYOO01uVyOqqoqxGIxEu4FkEqleN/73ocPfOADPK5DqVSirq6uqL9HoVBAJpNBrVZza3ExqGjhlslkUKlU0Ol0s0wXjLlaPyqVymkpXgsJPvt8OBymQJwZSCQSqFSqadc9mUwinU6X+ciI+WD+OhbTIQgC4vH4gmMmEomgUqmgUCimtVUMh8Mk3ovAfMsymWyWULJAsVQqtejckh8ZzsaBWUHS6TTS6TSP+NfpdGhra8PmzZtJnAtEKpXyrAlWiKulpQXbtm2bFf80n/VpOZtH1ukwHo8X1aJV0cK9Z88efOhDH0J9fT3q6+vnfE9fXx/+7d/+DV6vF8C1AXr44Ydx99138xt9Ifr7+/HYY4/B4XBgcHCw6Oewmmlvb8cHPvABGAwGJBIJpFIpvPjiizh69OiSv0smk/F0FRbxSj7U4rNz5048+OCD0Gq10Gq1SKVS+N73vocTJ07MijRmvlKFQoH7778fd9xxBx+XsbEx/Pu//zscDgdFKM+DRCJBW1sbqqursXPnTuzfv5/vqlKpFEZGRhAIBHDkyBGcOXNmwe/S6/Uwm81obGzE7bffDrVajWQyiVQqhePHj+PcuXOwWCxoamrCxo0beTbMTCEJBALo6+vD2NgYgsFgyc59tdHR0YGPfvSjMJvNPLhv+/bt00RbEARkMhnkcjnenZC9zjaRSxXul156CT/5yU/gcDjg9/uLdj4VLdzNzc1473vfO28qlyAImJycxC9/+UuMj48DuCYQ27Ztwx133AEAiwr35OQknnrqKTgcjuKfwCqnuroad911F2pqahCNRhGPxzE4OIjjx48vySean7Iys0oaUHnFDVYzNpsN9957L8xmMywWC2KxGF5//XWcPHly1pixnYdarcaePXvwyCOP8DzgCxcu4Gc/+xl/rojZiMViVFdXo6WlBd3d3XjooYf4PBWPx3HmzBlMTk5ieHh4UeFWqVSwWCxoa2vDnXfeCaPRiEgkgkQigampKVy+fBnV1dXYuHEjWlpaoFar55zb4vE4RkdHMTY2VrRAqLUAyx6y2Wzz7pzZvZ/NZvlGhW3+crkclErltOJe85H/jPX39+PHP/4x0un0+tlxswl/rlSuwcFB9PT04Ny5c7Nu0PzPEUvHaDTCYrGgubkZRqMRBoMBKpUK6XQa9957L6xWK3p7e/HSSy8hlUot+n2CIHDBNhgM0Ol0qKmpQXt7O6RS6bSHQSQSYWRkBIODg4jH4/D7/WSuXQSxWIxDhw5h9+7d2Lp1K6qrq3lqpEwmQ0dHB26++WaMjY1heHiYX2+tVot3vetdaG9vx44dO7i5luUE59fzJzfSbGQyGW644QZ0d3ejo6Nj2nwjlUpRW1sLmUw2LXgMAMxmMw4dOgSLxQKNRsODlwwGA+rq6lBfX89dhOl0Gm9729t44Sir1Qqz2QyNRjPnMSWTSbhcLrjdbiSTyZKe/2pjMVM3cwUmk0n09/djcnIS0WgU4XAYNpsNt99+O7RaLaRSaUE775l9GIrJqhDuuVaWPT09+MEPfoDJyUnEYrFpr7HJp1CzBu34pmOxWNDZ2YkNGzbAYrHAZDIBuHadHnroITzwwAP40Y9+hKNHjxYk3AB4VTqz2Yympibs2rUL999/PxQKBb/+UqkUYrEYL774In7xi1/A6/UiFAqRcC+CRCLBfffdhz/5kz+Z5R6Sy+XYvn07JBIJjhw5gqtXr/LrbTAY8IEPfAC33nor3ymKRKJpwTpKpRKZTIaEew5kMhn27duHhx56aNbmQiqVor6+HiaTCUajcVoZ2ZqaGnzwgx9ER0cHamtrp0Ucs8VT/vttNhvuu+8+7sYQi8VQKpVzHlMikcDExAQmJiZIuGewmB7kcjkkEgmEw2GcO3cOPT09GB8f58W8du7cyV1+i20KryeFrBAqXrjz/86/ENFoFC6Xa94d2Vyrq0wmg7GxMfh8Ph4w8NZbb9ENPoPq6mps374dGzZsgEwmQzqdxvj4OCKRCMLhMKLRKPr7+5c0mbNxYw9GNpuFTqeDSqXiNzazkrS0tGDPnj0YGRmBw+FANpsl8Z4DpVKJrq4u1NbW8rFi93w4HEZPTw98Ph/Onz+PsbExeL3eWZOIRCKZ9rn8Z4YVn6BYhOkolUo0NDSguroaZrN52kIpFovB5XIhHo/D6XQiGAzOcsPFYjH09PQgGo3iwIEDXNhnzllMvNlzwSxX8xWTAq7tuCcnJ+FyuWhey2MuLWE4nU4MDAwgkUggFAohFouhv78fdrsdHo8HwWAQ4+PjOHr0KMxmM+Ry+aIuWDbfXb58uSTPT0UL91zkcjlks1m43W709PTMGeU8n0kkmUzi2WefxbFjx/hKipljid+wY8cOfOQjH4FWq4VGo0EoFMJzzz2H/v5+9Pb2YmhoiPu8C4VNOh6PB7FYDDt27OD1gPMRiUS44447cNNNN+Ho0aM4f/48MpkMEokEifcMzGYzPv3pT+Omm26alXs6NjaGv/mbv0FfXx8SiQQymQySyeQs4Z7vWclms4hGo4hEIiTcM7BYLHjggQfQ2tqKtra2aa9NTk7imWeewcTEBF577TU4HA6EQqFp131iYgLf+MY3YDab8eijj6KhoWFaQamZ5O/uFrMkBgIBnD59Gg6HA4lE4jrPdG0w3z3OxPX48eP4X//rfyEcDvPg2UQigXQ6zTcNfr8fPT09S7LkAkAkEinJvFWRwm0ymaDT6WCxWKbdtIIgIBQKIRqNIhAI8AmJwcx7bDU08wLncjl4vV44HA6Mj4/D4XCQmXwOWKCMQqHgNyr7M9cOYimk02k+bsyXCkwfKxYRbTQa+eqWcvh/g1Kp5C4Hm80Gm83GX0smk4jH4/B6vZiYmCgouGxmKgz7m9qrTkepVEKv18NqtcJms6GhoQFqtXrae1KpFDweD1wuFyYmJuasxJjJZOD1epFOp+HxeODz+aDVamf5woHZc9hiz0E2m0U8Hkc8HqexA3jsgMVimXeXHIvFMDExgVAoNO/3sLThSqHihFsqleKRRx7BAw88AKvVCpVKxV9LJpN47rnncPbsWZw+fXrajSmTydDU1ASz2Qyz2Tznd+dyOUxMTPBdCIn23LAWqCxHVKPR4L777sOBAwcQDAZx9uzZZX83y2ll4p3NZud9oKRSKfR6PfR6fUG5sOuFrq4ufPrTn4bNZkNnZ+e010ZGRnD48GEMDw8vq8c8s2hRh6nZbNu2Db/1W78Fq9WK3bt3w2g0zhLbeDyOkZER2O32RS1SqVQKJ06cQDqdxo033oju7u6iVG+kBddvuO222/CBD3yA1x7PZy73xGqhooSbBaNt3LgRt99++yx/RDabxcjICM6ePYuJiYlpE4tEIoHRaERVVdWsVTAz06ZSKYTDYTKNzwO7iVnwRX5d+Pr6epjNZhiNxuv6HWxSYV13kskk9+HlB+WwP8yEuBofrlJhNpvR3d3Nd9rs/s7lcvD5fBgcHITD4ViWj5PlsKZSKZr8Z2CxWLBr1y7U1NSgsbGRzzP592sqlUIwGEQoFFp0oZnL5TA5OYmBgQE0NDQglUrxAE0AC/qyicKw2Wzo7u6GRqOZVpQLmD5uq42KEW6WPmEwGOYUh2w2ywMvrly5gnA4PO2Ca7VavP3tb8f27duxbdu2aZ+dmprCf//3f8Nut1ORlXkQi8V8VVpTUzNtwggGg3jiiScwMDCAY8eOFeX3nTt3Do8++iivEiWXy7Fz507YbDb4/X6euzo+Po5AIEDV2vJgQp3NZiESiZDL5fDcc8/h8OHDcLlcGBwcnLNpSCGcO3cOP/vZz2C32+FyuUpw9KsXjUYDm80Gk8k0q2KZ0+nE6Ogozp8/j6tXr8Ltdi/qY85kMhgcHMTU1BQmJibwxhtvwGq14sYbb4TRaER7e/uy6mbn9+Ze78hkMmi1WiiVylkuoaGhIYyOjuLSpUurzppXMcItkUhQU1MzZ8ASm6iYT2gu37RKpcKhQ4dw++23A5juC/L7/Xj++ecxMDCA0dHR0p/MKoQ1j29oaODVhRjhcBg///nP8eqrrxZtMhgYGMDAwAD/v0qlwsMPP4wbb7wRo6OjuHz5MqampuB2u8lfN4N84RaLxchkMnj99dfx9a9//bq/e2BgAI899tisgCrimo+7pqZmTl/01NQULl68iL6+Pr7YXAxWoW5sbAwXLlyAWCxGR0cHstksGhsbYbValyzc+Raz1bqbLCasTvjMhZYgCBgdHcXJkydx5cqVVRf4WnbhtlqtOHDgAAwGAxoaGqDX69HU1DTtPcFgECdPnuTBNgvdjPNFyAaDQfh8voLzjtcbUqkUXV1duOGGG9DW1jbrOrJgpVJNBJlMBsPDwzyA0OVyFWRuXE9s2LABmzdvxg033AC1Wo14PI4TJ07wuI1iQRP+bxCJRKitrYXFYkFjY+O8gZLhcBjj4+PweDzLEgH2fAUCAZw7dw5erxe7du2aVup5KXUpaPymM9d8NjExwVMlSbiXSEdHB770pS+hoaGBPxSshzbD5XLhscceQ39/PyYmJpb8O1KpFJxOJ6+7TMxGoVDgjjvuwEMPPcSLDORT6skgnU7jxIkTOHXqFP89rAQhTULX2L9/P37/938fZrMZBoMBbrcb//RP/4TDhw9Tzm6JEIlE2Lx5M2688UZs27Zt3pQtj8eDnp4eTE5OLtutIwgCnE4nnnnmGTQ2NuLtb3/7rODDQr4jvx8AMTe5XA59fX147rnnVmWBobILdzweh91uhyAIaGpqglarnfUeuVyOuro6xONxGAwG3u0olUrxCOj6+vpZJvZ8aBW6OKxudblgXZBYkByN2XTYro6lRHo8HrjdboTD4SV9j06nQ2NjIxobG2c9MwaDAZ2dndwlRQuC3zwXMzcU+Wi1WtTX1yOdTl9XZDjLIY5Go9xvztJjGQvtvDUaDTZs2AC5XA6n01lRKUzlwO1248KFC7MWXOl0GhMTEyXLLmKb0FJF+JdduHt7e/HJT34STU1N+OIXv4i9e/fOek99fT3+/M//nBfhYAVYnE4nNBoNGhoaoNFo0NzcPOfvmNnkgsRgblgqULmjWUmw5+bo0aMYGBiAWCyGVCpFOp1eUk49WxBt27YNn//852Gz2Wb1c967dy+++tWvYmBgAF/+8pcxPDxc7NNYVeR3hpLL5fM+Fzt27EBtbS1OnDiBt95667rjMiKRCJ555hn09vbizjvvRHd3d0HdDjds2IA/+7M/g91uxz//8z+jt7d32cewFnj++edx5syZWV3AWER/KURVLBbzKPZYLLasINHFKLtwRyIR9Pf3857Y+V2jGAqFAi0tLfz/zKSk0+mg0+nQ3NzMi4XkMzPcn1Ir5kcQBMRiMQQCASiVSqjVaqTTacTjcYRCIYrqrgACgQCCwWBBCxtWzzq/gA6bvKxWK7q6uuZslct23JlMBhqNBhKJpKTNElYD+dcun/xroVKpUFVVBb1eX5TmRplMhhdv8Xq9PFVsMeFWq9VobW2FVCotq/WsUvB4PPB4PAB+U4GulO5SltqqVCqh0Wh4BcJiU3bhBn6zAmL1w9lDkp/bm/8wiEQimEwmXiQkv8JXPqzMYywWQzqdJn/pAsTjcXzve9/D66+/jjvvvBPvfve7MTg4iO9973sYHx+nNLoyIpPJIJVKp/kuF/PJWa1WvO997+NdpdgkzoKtWOOYmbAJ32g0oqWlBalUireXjMfj6970OheCIODSpUs4evQoBgcHkUgkCo7qZvNbvk+adakaGBjAxMQEWltbYbFYUFtbi40bN87rZweujZ9Go5m37ed6ptTxTTKZjNcR6erqgtVqxYULF3Dq1Kmi/+6KEG7g2kVNp9NIJpN8ZZm/U5654lWr1YuuKGcWkyDRnh8WHHby5ElYLBbcddddsNvt+OUvfzln2ca5oP7apYF162JuImaVWug66/V6HDx4EJ2dnbBarXOmMM0F2zGo1WpYLBbU1NTwBXQ2m123wr1YvevJyUmcPn0ak5OTyGQyPI96sQyY/HktP7I5k8nA7XbD5/NhdHQUo6OjkEqls2qjz0QsFkOhUEChUFBb4xWGVXo0GAxoaWlBS0tLwXPnkn9XSb51GUQiEfzyl79Eb28vbrnlFuzZs4f7ppdLNBqFw+HgD9Nik916h1k+zpw5g3/913/FyMgIIpHIgp9hk7xKpcLNN9+MtrY2nDp1CkeOHKEI/iKgUChw6NAhbNq0ad7e9HMJCut3zixTS0UikfDFcTqdRjgcXpdNK0QiEerq6rBt2zY0NDTMEkN27dvb2/GOd7wD4XAYN998M++qVuiOu7+/HxcuXEAsFoPP5+OlgNkurrW1FVVVVYuKcSaTQSgUQjgcXnWR0qsdtVqNzs5OmM1mJBIJDAwMYGpqqiS/q2KEOxgM4oc//CEUCgXUajW6u7uv2ycdDodx9epVOBwOpNPpglbB6xm2e3jjjTfw5ptv8kIfC8FWmRaLBR/84Afx9re/Hf/n//wfHDt2jIS7CCgUCtx99914xzveAZVKxU2gcrl8lvsoH7boXc4zxD7Lmr2k0+ll1T1fC4hEIjQ2NmL37t3TGhjNfE9nZyc2b94MAEuKB2CbiSeffBKJRAJTU1OIRCLcpy2TyVBbW4tNmzZBpVItKtzpdBrBYBCBQICEewURiUTQaDTYuXMnqqurcfz4cQwPD2NycnLt9+Nm1dFY2Ua9Xo/a2tol7brzL5Lf78fFixd5+04S7MJYSgqDRqPhhSKsVivfIbS3tyMUCsHlcq264gaVgEQigU6ng9Fo5H3LlUol75bGIpyX2j1qMdjnc7kc92mvZwHIL9RRV1eHzZs3c580ML1RxXIXSoIgwGq1YuvWrXA4HLyft0KhgFKphFarhVwuL6hmP4sVSiaT9NytEFarFR0dHairq0NbWxuMRiPv+CYIAk93LiYVJdzANfE+e/YslEoltm/fjvvuu29Z5nJBEDAwMIBvf/vbCAQC1Fe4RNTX1+OTn/wktmzZwv2omzZtwnvf+15cuXIFzz///JLzjIlrUcrt7e28DLBWq+VtUJl5tZRZEplMBlNTU5icnFxS3/W1RjabxeHDhzE2NobbbrsNLS0tEIvFSKfTvAlOMdrObt++nQczTU5OIhgMwmg0Qq1Wo66uDlqttiCfNbOO0I575di3bx8+97nPwWQywWg0QiKRYNu2bYhEIvjud787q5NlMag44Qaute9kRSbYAxKJRJDJZLipe6GITfbaxMQEvF7von5aYumwwBqlUonq6mrU1tYCuHbttVot6urqEAgEKEDmOmCuCr/fj/HxcS4SrF96vogXC9YvPRwOIxqNrvsdN3DNjTcxMcFLLiuVSqRSKQiCwAuzqNVqaDSaJX1vLpdDKBRCPB5HJBLhhaWkUimvi85ahy60OJgZjc5SoKi8c2nR6/XQaDSor6+HzWaDXq+HTCaDIAjw+/1cr0pBRQo3u3EzmQwmJyfh9/vxzDPPYHJyEuFwmLeDnK+qE7uR18tugT3Q+dV6Sm0mUyqV0Ov1MJlMs9JT6urqsH//fgCY1UqPKIx4PI6hoSGMjY3B5XLBYDDwIkJbtmzBRz7yEVRVVUGr1UImk/HAtetlYmICZ86cwfDwMC5fvrzuq6cJggCv14twOIx4PI7h4WGIRCJEIhFeDtVqtWL//v247bbblmQdTCQS+OlPf4qTJ0/C5/PxOueZTAYmkwkPPPAAzwpYbGzZ565evYof/vCHGB8fx/j4+PWePjEPEokE9913H+6++25s2LABOp0OMpkMIpEI8Xgcv/jFL3Ds2DEMDAyUZC6uSOFmZsB0Os39pOfOncPY2Bh8Ph9isRgSicS6TU2ZCRNulu+bSqVKLtwymQw6nQ4ajWbWpKJSqWA2m4tWjGI9whrjAOAFJJg4p9Np+P1+qNVqHjDFrvP1FhuKRCIYGxuDw+FAIBAoSfGI1QbbJLDrns1mEQqFIBaLEYlE0NTUhJaWloL9mOx9mUwGQ0NDePPNN+HxeOByuaDX67FhwwYoFAps2LBhVovi+chms7wX+ODg4LJ6OhCFIZVKIZfLsWHDBhw4cIDvtPPT+oaHh3H69GleMKnox1D0b7xOWLs1QRDQ29uLEydOIBKJoK+vD8FgkD9A6918l49cLodCocA999yDrq4uvPXWWzh27BiSySSi0WhJbpyuri584AMfgM1mQ3V19bTXTp06haeeegqjo6Pk3y4CbPxYuV63243XX38d9fX12Lt3L2pra3lK3vUSiUR4JgaZWqeTTqcRiUSmNfKw2+0IhULYs2dPwc8Zqy/B6s07nU4ePMvcT0qlckmLXpfLhStXrmBwcJDGrYQYDAY89NBD2LRpE/bu3Yvq6upZGR65XA6RSAQ+n69k1qqKFG6n04lgMMj9bSzanKLC54ZVS7rttttw3333QaVSobe3l/vNSrH7bmtrwwc/+ME5C3v09PTg+9//Pi9+QxQH5vP2+Xw4ffo06uvr0dLSAp1OB7lcDkEQrtvfnV/7gMrcTiebzc5yvTmdTrhcriXl6zJfNCsxzCwqAHh3xKUWUPF4PLh06RJGRkZoU1NCdDod7r//ftxyyy080n8mrHw0s5iVgooTbuA3ATKs3Ro1nViYTCaDeDyOc+fOQSKRoKenh4t2qa7b1atX8eMf/xgNDQ3o7u6eVkKTpcawwCkau+LCOuqFw2H8+te/xoULF3gQU2NjI7Zv3w6ZTAZg6SbzWCwGp9OJqakpEu4CYHMTa0GbX6Z5JsPDwzh16hQSiQQSiQR3S+STTCbhcrmgUCiQTCan9W6YWZkwlUrhrbfewujoKK5evcpLpNJiuXgwt21NTQ1uuOEGNDY2wmq18hLEzH1it9sRi8V4TNbIyEhJj6sihZvt1GjCL4xEIoF0Oo2nn34ar732Gg90KeWC59SpU7h48SK2b9+Oxx57bJpwSyQSKBQK7nejcSwuoVAI58+fh0gkwhtvvAGJRAKTyQSDwYD77rsPGzduXHawWjAYRH9/P4LBIOUBFwCzgmQyGV7kab5KdadOncKf/dmfIRwO82dzZjW6aDTK652z9wGzF2BsV/eDH/wAv/zlL5FMJrl1jRZcxYN1ZNu8eTM+85nPoKGhAbW1tZDJZFynBgcH8fzzz8PpdOLw4cM8DquUVKRwA1TveqmwVT+rZV3qnHXWO9vj8eDy5csAwGtpj4+PT0vdI4pLfpMRNkmzqoCxWGzJJnMmAvmd4Ei0l0Z+IZb5YKVjQ6HQvO9hCwHWtyGRSEAmk/E0I/Y6G6v8KmlkIr9+WMvcuro66PV6SKVSSKVSbN68GdXV1TAajdyaxawskUgEExMTcDqd8Pv9CIVCJZ/3Kkq4WToT9cxeGsw0bTabUVNTg1wuB6/XuyLXcGJiAv/wD/8AjUaDYDCIeDwOr9eLYDBIwr2CJBIJCIKAeDy+5OIsuVwOly9fxsDAAHp7e0kAlgHbaS/UuWspZLNZTE1NweFwoLq6GiaTiQtFNBrF5cuX4Xa74Xa713W6XjFhfRcMBgP+8A//ELfddhsvO6vRaFBXVzet4E4qlUI0GsXo6Chef/11BIPBaVaSUlIxws0a1kskEqRSKTL3LIH8kousKMdKkUgkcOXKFUilUvj9fkrRKxOsCAgLaipEuJmPjllOHA4HfD4fVRhcBvk9z/PJn8SXMqGzdECPx8PdHswkHw6H4XK54Ha7uYWFuH7Y+EmlUtTX12Pz5s3cVJ7L5ZBKpfgiSRAEBAIBhEIh+Hw++Hw+nnGwElSEcItEIqhUKmzduhUmkwmDg4MYGRmhG3IJMBP1St9AbIIRi8W08i8TEokE7373u3HfffehpaUFSqWyoM/FYjEcPXoUDocDJ06cwPnz5+H1emnRvEQWWyRlMhkuuoU+l6FQCI8//jj++7//GyqVCgqFgpvKWSMRVqSHKA5MnGOxGMbGxtDb2wufzwe32w2v14u+vj4kk0k+DmyD6XA4uMVrpagY4ZbJZGhoaEBdXR3cbjf1dl4igiAgGAyWLOF/PlhTA6J8iMVi7NixAw8++CCPai6EVCqFgYEB9PX14fTp0zh//nyJj3TtspB4M5/1UlwQiUQCp06dKsahEQXCYkdSqRR8Ph8mJycxMjKCoaEh2O12vP766yu6KVqIsgu3TCbj7QOZCFAK2PJYSjtBYm3BCnrI5fKCC7GkUikMDQ3h/PnzcLvdJT7CtQlz781XSzyXy+Ho0aM4efIkzp49S6laFYxCoUBDQwPMZjPa29vR1tYGjUYDo9EIlUqF48ePl/sQORUh3CaTCWq1mrcSpGIrSyO/FSNdt/VJMplEOBzmZVAL8XGnUin09fXh5MmT5NdeJjKZDHK5nEcazySbzeJXv/oVvvGNb3BzOVGZKJVKtLW1oa6uDp2dnejs7ORFjgDwIkeVQNmFm6U25HI5TE1N8a5EROGUsr0jUfnkcjkMDw/j8OHDqK6uxoYNG3i9+Pyc4rGxMQwPD3ORZr47Eu3lw8SY/WEBTqxBUjAYxNTUFNUzWAVkMhn4fD6IRCKcOXMGiUQC0WgU4XAYfX19FWUtKbtwp1Ip7tOenJzkzUWIwmE+Tdpxr0+y2SyefvppvPzyy9i2bRvuvfde1NXV4eDBgzCZTDzK/IUXXsDXvvY1btHKZDLw+/3lPvxVDQtQisViiMViUCqVkMlkCIVC+PWvf40rV66gr6+PnstVQCwWQ09PDyQSCc6ePQu5XM5rYrAGLpVC2YWbFRQAQGak66CSJga262BFYYjSEw6HEQ6HYbFYYLfbkU6nMTY2hnA4zIXbbrfD4XCQK6qIsFicYDAIu90OhULBhZtdb2q0szpgNeQBVHxaq0go8Ale7+bYSp7oZrZ0LDdqtRoajQapVArhcLjk4l0p5z2TcjwzWq0W1dXVUCgUMJvN09oN2u12XL16dcUWU5U6LkDxx8Zms6GlpYVH9WcyGbhcLt5sIhKJFPX3XS+VOjakM4WNCwl3gVTqjQ5U1tiIRCJotVro9Xokk0nev7iUVOrYVNK4lINKHReAxqZSx4bGpbBxKbupnLh+VCoVL8xQ7hrTzNzEmlSQqZwgCKK4kHCvAVhVJdbko9ykUqmKisAkCIJYS5BwrwGoYA1BEMT6gYR7DcBKjpZrt53vl6LFA0EQRGlZuTZSREkhwSQIglgfFBxVThAEQRBE+aEdN0EQBEGsIki4CYIgCGIVQcJNEARBEKsIEm6CIAiCWEWQcBMEQRDEKoKEmyAIgiBWESTcBEEQBLGKIOEmCIIgiFUECTdBEARBrCJIuAmCIAhiFUHCTRAEQRCriIK7g+V3gFqPVHJJ96qqKuRyOUSj0XXZB7tSx0apVAIApFIpxGIx0uk00uk0P9613oq1ks9NpVJBEASk02nkcrmCPiMWiyGRSKDT6bB161YolUr09PRgYmKixEdbfCp1bEhnChsX2nGvAUQiEcRi8bq/6SuNhR7CSp041wvLuf5isRgKhQJyuRwikWjNL7yIyoX6ca8BtFotcrkcEokEkslkuQ+H+H+w/uiCIEAsFiObzfLdHU345WU5oltbW4tt27ZBIpEgmUwimUwWvFsniGJCwr0GUCgUyOVyEIvJgFJJZLNZiEQivjsj0a4cmHAvZSz0ej3a29uRyWRw9erVJZnZCaKYkHCvAXw+HwRBWJf+7UqHCTaZVisLmUwGAEgmk9wyshherxdnzpyBIAjwer1IJpOIxWKlPEyCmBORUOBMst79p5U84dLYVObY0LhU5rgAgNlshiAIiMViS1rwMqtWfoDhaqRSj5uemcLGhXbcBEGsO8Ri8YKTpFQqRVVVFRQKBYLBIMLh8DR3R6GIRCI0Nzejrq6O/ywajWJoaIh268SyIeEmCGLdIZVKF4wLUalU2LdvH+rq6vDWW2+ht7cXmUxmye4oiUSC++67Dw899BAX/qGhIfz93/89hoeHi3EqxDqEhJsgiHVHLpdDLpdbNGVvuXEJIpEICoUCSqUSMpmMfw/7nYt9p0QigdlshlKp5ObjaDQKv99PAXElRiwWw2QyQa1WF/T+XC6HdDqNTCaDUCiETCZT4iMkH3fBVKpPCKCxqdSxoXGpzHEBrmViAEAmk5lTCCUSyTRTeSQSWVTo81EqldixYwcsFguSySRSqRRyuRwymQyi0SiuXLmCeDw+7+erq6vxiU98Ajt27IBUKoVUKsUrr7yCf/qnf0I0Gi04oG4+KnVsyv3MiEQiaLVafPzjH8dtt91W0GcCgQAcDgfsdjt+9KMfwel0Lvv3k497HvLTcyr15l0PiMVibqZkEyftJEoLq/y1EIIgIJvNrvlnI7+C3Vxks1m4XK5lf79UKkVNTQ3q6upw+vRp9Pb2IpvNFrwbUygU2LFjB2655RbI5XLIZDK43W6o1Wqk02nKIS8BIpEIcrkcGo0G27dvx9ve9raCPudyuTA0NAS9Xg+9Xg+PxwPgNxklpRindSXcEokEGzZsQHV1Nfx+P7xeLzKZDBKJBHK5HF8VA+Vf+a1VNBoN1Go12tvbcfPNNyMSieDYsWPw+Xzw+XwUsFNCDh48iHvvvRcSiWRe325vby9+/etfIxqNrpjZrxyw57vYCxSxWAypVAqj0Yju7m50dnbC4/Hg/PnzS/pdIpEIMpkMcrmcL7a2bNmCT37ykxgdHcWTTz55XQsLYjZ1dXX4wAc+gJaWFmzfvr3gz2m1WrS0tECv1+NTn/oU15ZoNIozZ87gjTfeKLp4rzvhbm5uRnt7O8bGxiAIApLJJEQiEfdRsJxbojSo1WoYjUbs2LEDH/rQhzA1NQW3242rV68iFouRcJeQG2+8Ef/f//f/TRODmTzzzDO4ePEin3jWqnADpRFvtmvTarW44YYbsHfvXrz00kvLMm1LJBKebw4AGzduRE1NDXp6evDqq6+ScBeZ6upq/PZv/za2bdu2pM+p1Wqo1WrU19dj69atyGQyGB4ehsfjQTabxYkTJ4p+rOtOuNva2rB37160tbVhy5YtyGQyiMfjSKVS8Hq9iMfj3JcVDAbhcrnIJHWdqNVqdHd3w2q1QqfTQaPRoKurCwaDAYFAAKFQCD6fjwrIFBGTyYTu7m4YjUYA1wTlxhtv5A1P2M9mYrPZcM8992BsbAzPPffcmi+hW+wdN2tcEgqF8PLLL2NkZAQDAwNF+W6fz4fe3l4MDg4u6B8nlobNZsP27duxadMm6PX6JW/cZr5fLBZDr9cDuGZhLMVGcF0Jt1wux4EDB/Dwww9P8z0wM/nw8DCCwSAPJrl8+TIOHz6MdDpd5iNf3ZjNZnz84x/HoUOHeIwB20243W643W5uASGKg81mw2c/+1ls2bKF/0yhUEzbwc3F1q1b0d7ejgsXLuDUqVPcX7fWKNW9lsvlkEwmMTk5iW9961u8rvlyYHE4bOK32+149tln4XA4EAwGi3nY65rt27fjL//yL1FdXY3a2trr/j6xWIzq6mpYLBaYzeYiHOFs1pVwA9fEW6VS8f+zBziVSsFisUChUCCVSiGdTiMcDqOhoYF2gstEq9WiqakJTU1NqK2thcFg4K/lT0qlCuBYj5hMJthsNnR2dqK6unraNS8EmUwGiUQCtVq9pmvfl8rHzcjlckV3+8TjcbhcLng8njXtwlgJRCIRamtrYbFY0NbWxp+VxYI3C4V1ayxV18Z1J9zzIZPJYLPZeAenXC4Hi8UCo9FID8ky2bp1K774xS/CZrOhsbFx1uts900Uj+7ubnz2s59FdXU1bDbbsr6DTTZreWzkcvmS+3GvNDPHwOPx4NSpU/D7/RQLcp1IJBLcf//9ePDBB1FTU4PGxkaedlcM2LiV6hlaV8ItCAKi0SgCgcC0n8+8yCwyVKFQQKPRXHfO5HqB7dakUikkEgmsViu6urrQ0NBQ7kNbF4hEIpjNZmzZsoXvtGfuKNn/5xPmUk84lQIreVpp5ymVSqFSqaDX67mIpFIppFIphEIhBAIBhMNhmpOuE5FIBIPBgIaGBqhUKiSTyUVTBGeiUql4b3Zgev16FjcVj8dLYtVZV8Idj8fxne98By+//DL/GXtQJBIJr3LETChOpxN9fX3IZDK45557ynjklY9MJsP+/fvR0tKC1tZWbNq0CfX19TCZTHO+n+ULr4ec4ZVApVJBoVBApVLNK0aJRAKJRAJSqbSgoBm286bxWTk2b96Mj3zkI7DZbNi0aROy2SxeeeUVvPHGG7h48SIPniWuj0wmg+eeew4DAwNQKBRQq9U8y2ih68vM3zKZDA8//PAsXWCNa7773e/i+PHj6O/vL8kia10JdzqdxhtvvIE33niD/0wmk0Gn0/G/FQoF2tvb0dTUhPHxcfT09FBwWgFIpVK0trZi165d2LVrF7q7uxf0F5WyOMF6g6UgqdVqKBSKWWLL/p1OpxGLxaZNVOzz832vWCxeUsUw4vqwWq145zvfiYaGBshkMuRyOQwMDOBXv/oVPB7PkneFxNwIgoCenh709vZCJpNBqVQil8shGo0uOicxa+zOnTvn3NClUikcP34cTzzxRKkOf3UJt1gshtVqhV6vh8/ng8fjue4KaLlcDolEgj8QUqkUIyMjCIVC8Pv9VBs4D7FYjEOHDmH37t2zXpPJZNi+fTsaGhpgs9kW3c3lCzdNRMtDp9Ph3nvvRVNTE5RKJeRyObZt2wa5XI5cLod4PI54PI4jR45gaGgIqVQKyWQSLS0tuO+++2AwGKBQKOZcYFVVVeGRRx7B/v378corr2BwcLAMZ7h+2LNnDw4ePIhNmzbBYDBAKpXyBVg4HIbT6SxIVIjCkEgkfC5jVRzdbjeefvppTE1NLfjZSpi3VpVwSyQSHqU8ODgIv99/3abWbDaLeDwOkUiERCIBkUiEQCAAiUTCuwGRsFyDdTr6kz/5k1mvMZ9p/p/FKPfNv9oxGo343d/9Xdx6663T4jPEYjHPivB6vXj88cfxzDPP8Gt98OBB7Nq1i8cizCXcVqsVH/3oR+H1euFyudakcFeSf/vgwYN49NFH5yyOEwgEYLfb6VkpImwu+/jHP85ryF+4cAEnTpwoSLhZEHO5WBXCrdVqsXXrVhiNRmzatAk1NTWwWCywWq3weDy4ePHidRWKYA8Eq5rGKqiRKfcaCoUCnZ2dqKmpQUtLC2QyGZ/02E2cTqdx9epVeL1e6PV6mEwmKJVKWCyWeSM1S5UqsV4QiUSQSqWQyWR8IpmYmMDly5eRTCYRCoUQCoXgdDqnuXuCwSAGBgYQi8XQ2dnJG27M/G65XA6lUlm0FJlKotAuXaVEKpWio6MDdXV12Lx5M+RyOX9W8uekQha4rA69IAiUBbMASqUSW7ZsQU1NDVpbW3nnNpYCWVVVherqaoRCoVmaIhaLoVQqeaplU1MTgN+MVTgcRk9PDyYnJzE5OVnS81gVwt3U1IQvfvGL6Ozs5CvSTCaDdDqNI0eO4E//9E+v+0KxYCmg9Dmeqw2z2YxPfvKTOHDgAKqqqqa9lsvlEIlEEAwG8d3vfhevvfYaduzYgX379qGxsRGHDh2aU7hZgEf+IoAonJk75WQyiXg8jldeeQV/+7d/y7tZ5XK5WcU6JiYm8JOf/ASNjY346Ec/OmeRCLFYzNtSrkXhZpa0cj7jarUav//7v4/3vOc90Gq1s67zUoI3WX0K1n2MNhxzYzab8alPfQo33XQTz7xgC2CdToetW7dCoVCgp6cHExMT/HPseairq8OnP/1p7N+/n1clZIyNjeFzn/scLl26BL/fX9LzWBXCzSK958pLraqqKlruHYME+xoKhQJmsxk2mw02m40HzOSTTqfhdrvh8XjgcDjgcDhgsVhQX18PpVK54OqfBHt5qFQqVFVV8WucTywWw8TEBMLh8LyfZ0Fni1k81nIud7l32gaDARaLhceEzCSbzWJqagqhUGjBsWSoVCpYLBbE43HeNIn4DUqlEmazGU1NTXw+Y+Qv4Oa7LyQSCVQqFXQ6HWpra9HQ0DCtT7rP54Pdbofdbp8m+KViVQj3QrDymRKJhHIbi0xnZyc+8YlPwGaz8ZXozInc6XTiG9/4BoaGhtDf3w+/349z585hbGwM3d3duOuuu5ZcvYtYmK6uLnz605/mFdKA35Qzza8KOB82mw2//du/DZvNhvr6+nnfxwIIieJitVrxP//n/8SGDRvmbWjh8/nwjW98A2fPni2o1vmWLVtw55134urVq/jlL3+JYDBIG5A85npmGMzHHQwG0dPTg0uXLs1aLOl0OmzZsgWNjY3QarXTXnvjjTfwjW98Ay6XCw6Ho+TnAlS4cDO/zWLm1PyAKLpZi4fRaMSNN94Im80GjUbDU4Pyd9GBQADnz5/HpUuXEI1GkUql4PF44Pf70dLSMu+OO5fL8Y5sNGZLw2Qy4cCBA3zXwEx9AHg08lywnbZer8fmzZths9nmFXo2PpVcWWy1olKp0NHRgc2bN8NoNPIdX77fPRKJ4Ny5czhy5EhBJZfNZjM2bdqETCZTdAvkWsBsNuOmm26a07rB3KSsOQxzLTH/tyAIUCgUMBqNfBOSSqW45jgcDrz++usFWUaKRUWP8A033ID3vve9aGxshNVqnfM9VMijdFy5cgVf+9rX0NjYiPe///1oa2vDa6+9hlOnTiGZTCISiWBqagojIyOIxWJcpJm/baF61xcvXsTTTz+NsbExuN3ulTytNQHzXy+lnnh7ezu6urqwY8cOGI1GKBSKeT8/OTmJH/7whxgZGcH58+eLddgVQznnCo/Hgx/96Eeor6/H+973PuzevRsjIyMYGhqC3+/H5cuX4fV60d/fj1QqVVBBkEwmg1gsxs3kNBcWDou3aWpqwic+8Ql4vV7+2tjYGIaHhxGLxTAyMoLx8XFEIhFYLBb+nv7+/hXvolfRwt3R0YGPfexjvEXafNCNWhrsdju+973v8SCz5uZmnDx5Ev/5n/+JcDiMqampOScVmUwGjUYzp2mdMTg4iG9/+9sIBAKIRqOlPpU1RX4O/FL80E1NTbj11lvR0tLCiw7Nx9TUFB5//HFcvHixWIdN/D/8fj+ef/556PV67Nq1C52dnbhy5QpeffVVjI6O4tVXX0UkEinou1isAqtHsZjQE7NhFiur1YoPfehD0147deoUjhw5goGBAZw9exbBYBBnz54tu95UtHAzFjOTs+LwSqUSYrEYyWRyzfcRXglUKhWqq6vR2Ng4rahHOBxesAZvc3Mzdu/ezf3ic8FaqVIlqOWRL9i5XA5DQ0MYHR1FT0/PNPeEWCyG0WiEWq1Ga2srNm/ejJqamnlN6osF6RDFI5PJ4OLFi9BoNOjt7cXAwACvjlYozJTrcrlw9uzZWal/652amhrU1dWhvb193oXqfPoiCAIsFgs6OzuRSCQqKgNmVQj3QohEIl6yjrXl9Hg83C9EE9Dy0ev1uOGGG7iPmxX1mJqaWjCVZvfu3fj4xz8Oo9EInU4353uy2SyvnU0sjZlR4ZlMBocPH8ZTTz0Fh8PB7322qG1qakJ9fT327NmDW265BTKZjPygFUAymcR///d/480334TH48Hk5OSsGJLFYNaXwcFBTExM8MYWxDXa2tpw++23Y9OmTbMyMAqhubkZNpsNYrF4wT4AK01FPr0GgwE6nQ4Wi2VRH97MMH2NRoNEIlHyPLr1QDabRTQaRSgUgtvthlqtRiwWg0Qi4YVX8i0eVqsVBoMBra2tMJlMsxpZ5HI5OJ1OTE1NYXR0lApFFAmRSAS9Xo+6ujrI5XJuOmVj097ejpqaGtTW1s5b4pTh9/vhcDgwMDBAAlBiWBAaK2taSBDafN+TTqcRjUYp1mcGTAvC4fCyrksqlUIsFuO58ZVybStOuMViMfbs2YN9+/Zh586dC/rhgGvm3ObmZlRVVeHgwYOorq7GL3/5S4yNja3QEa9dAoEATp06BYPBAJVKhYaGBtjtdp4vGgqFIJVKYTabYTQa8bGPfQy33HILzGYzqqureVYAI5vN4oknnsAPf/hD+Hw+EobrIN9ULpFI8La3vQ27d+9GJpNBMpmc1kCEdb3T6/WLLoSPHz+OL3/5y5iamlqx1Jb1Si6Xg9/vRygUWvYiNr+BDPuOShGXSmBwcBBOpxMejwf333//rKIpizE6OooLFy7gwoULiEajFbPZqDjhFolEsFgs2LBhA5/8F0Iul8NisUCr1aK+vh61tbXQ6XSUGlYEWG5jNpuFw+FAJpNBJBKBRCLhZlqZTAaTyYTq6mq0t7dj+/bt836fIAhwOp24ePFiRa1eVyMzg9IsFsu0SNelwNwegiDA5/Oht7cXoVCoWIdKLEAmkymKGJS7ClylEovFEI/HEQgElhW0l0qlEIlEEIvFlvV55tKSSCSQy+X8mK635kjFCbdYLMaGDRtw8OBB6HS6RcstNjU14SMf+Qiy2SysVitkMhnq6uqgUCiK9lCsdxKJBC5evIihoSEEg0FEIhGIRCJotVo0NzfjD/7gD9Da2rqgaDPy81WJyiEUCiESiSx7giOISoS1sNVqtUtKnWQ0NDTwQE6j0cgDnxcTXrawrqmpgdVqRVNTE26//XYkk0l897vfRX9//3JPCUAFCrdIJEJVVRXa29sLCgRgifWMdDrN2+JRwf3ikMlkMD4+Pu1nCoWCR53feuut6Orqmvfz+ZHKtDO4foodICMIAhKJBILBIGKxWFG/m6g8KiXAaiWQSqVQqVQLpqYy5pqXDAYDNBoNHA4H1Go15HI50un0osLNLJI6nQ4NDQ3o6urCO9/5TsRiMTz33HNrR7ilUimqq6uh1+uX7IdgO7h0Os0jlSmfsfhIpVLceOON2Lp1K9RqNQwGA+rr6xc10YbDYbzwwgu4evUqTp8+vUJHu/bYvXs3br75ZnR0dMwqu3g9iEQiaDQaAMDGjRtx2223we12o7e3t+B8YqJw5HI5ampqIJPJMDU1Rde4hKRSKYTD4YJM3dlsFqFQCKlUCl6vF9FoFFqtFnq9Hmq1Gvfeey98Ph+mpqZ4TwCXy4VkMolYLMa7jCkUCtx8881oa2uDyWRCVVUV5HI5jhw5Ar/fD4/Hc93nVVHC3dTUhNraWphMpoI/x3Zw2WwWsViM+zSWG6FJzA2rCX/rrbfigx/8IHQ6Haqrq+ft55xPIBDAd77zHbz66qtUT/46uPnmm/GFL3wBCoWC+8uKhVarhVarxZYtW/COd7wDw8PDsNvtJColQKlUYsOGDVAqlbwCYTGh7oa/IZVK8cjwxa5HOp2Gx+NBJBJBX18fJicn0dzcjLa2Nmg0Gjz44INIJpMYGRlBIBDAG2+8gXPnziEYDPJAW6lUCq1Wi3e+85247777+Hf39/fj8ccfh9PphMvluu7zqhjhlsvl2LhxI9ra2lBTU1Pw5/LrlBOlgy2QWCccJtiF5gOzNqzE8inVvZ7/fVqtFjabDclkEkajEcFgEMlkklxORUQul8NqtUKr1WJ4eLgo3ymTySCXy6HX69HU1ASpVMrHLRwOIxqNIpFIIBwOrytLZF1dHRobG9HR0THvYpcJeiqVwsTEBHw+H0ZGRuB0OvlGg1WDZGl3bCHAFtFisRgajQbbtm1DbW0tmpqauFVMEARUVVWho6MDOp0OV65cmVZWdTlUjHDrdDq8973vxcGDB7nZrlBY0MFibQqJ5cOaTtjtdrz11lvo6OhAc3MzFfJYQTKZDBKJBM/PLsW9XlNTg5tvvhk1NTX49a9/jWw2C6fTSVHmRYL5Pffs2YOqqioMDAxgaGjour+XWcC2bNmC3/md34FOp4PL5UI0GsXFixdx+fJljI+Po7e3d10twm666SZ8+MMfRm1t7aKls0OhEI4ePYrR0VEMDAzA5XKhrq4ONpsNFosFmzdvhkgkwsjICEKhENLpNIxGI9LpNGQyGZqbm/FXf/VX6OjogNlshlqt5t/Nsp7sdjsuXrx43enKZZ91FQoFLBYLGhsbUVNTg6qqqnnfm2/qYCaQdDrNG1wwXwaZ90qDIAgIhUJwOp3Q6XSw2+0FmWzHx8epQloRCIfDsNvtMJlMvJpTsWGlg1kwD5lbiw+rK57fmKdQZprB2WZFpVLx7lUajQYqlQpisXjdl7DV6XSw2WwwGAzzuvRisRh8Ph8cDgc3Zft8PgSDQcjlcshkMi7SIpEIXq8XkUgE0Wh0VqAaq3wXDoeRSCR4KlgqlUIymSxa7FXZhXvLli348z//8zn7pM4F6wR25coV9Pf3w26347XXXkM4HOZFCEZGRkp/4OuQXC6Hc+fOYWRkBBqNBt///vcXFQ+RSIREIoG+vr4VOsq1y0svvYShoSHs2bMHn/nMZ5bkUioUthAOBAKYmJjA+Pg41f0vMm63Gz/4wQ8gk8lmZWssBMsFZjE9+cV1Nm3ahN27d0Mul+PYsWNIJBI4ffo03G43gsEgF5L11htAp9OhsbERSqVyXuE+ceIEvvWtb8Hr9WJsbIzHSjHf+OTkJGQyGc6ePQvgWnosSzXOZDJclK9evYrPf/7z0Ov1aGlpgdlshsFggMlkgs/nw8WLF+H3+4tiYSmbcDNfXVVVFbq7uxfcQeTfaOxi+f1+btI4fPgwgsEg5QevAF6vd0n+GQqUKR4OhwMOhwNKpbJkwZes+UsqlUI0GqXObUUi360Rj8cxODi45O9g7SfznyWFQgGFQgGz2QybzYZ4PI7x8XEEAgH09fVhYmIC2Wx2Xfm185HL5dBoNLMsg/nX0OVy4ciRIwgGg8hkMrMsu4X22Q6Hwzh16hSkUik3s1dVVaGmpgaTk5M4ceIEIpFIUfp2r7hwsxu4qakJbW1t2LFjR0HF29nK5ty5c7Db7ejt7cWZM2cwNTWFeDxOor1CsJxIthpdDBqT1UU2m+VFJtbrZF9sLBYLDAYDIpEIvF7vkucqZg63WCxobW1FJpPhgVObNm1CbW0tdu7cia1btyIWi0Gv12NqagqnTp2iugkLEI/HeVR/JpMpWp13VnuemdiTySS8Xi9isdis52q57qiy7LjFYjHvVrRp06ZFk+OZaSiZTOLSpUs4c+YM+vv7cf78eaRSKSQSCbo5VwiFQgGdTsfT7ui6ry2o3WpxEYlEMBgMaGhowNTUFPx+/5IWRMwyKRaLYTAY0N7ejmQyiXg8jnQ6jba2NrS3t2PLli3YuHEjotEo5HI5VCoVlEolLb4WIJlM8rioTCZTtGuVy+UQjUYhEom4GZ21Qs73cTPNW454l2XHzVoRshVP/kHncjkMDAxgZGQEyWSSd2VhzRNOnTqFkZERuFwupFKpdRUhWU7YuLEFVCGpXSz3GwB1LSoiTqcTP//5z1FdXQ2z2QyFQsH9mEtBJpOhoaEBGo0GLpeL7wpCoRAcDgdFkl8HIpEIcrkcEokEyWQSHo8HoVBoyeLAdsy5XA6hUAjDw8PIZDIIBAI81oe12h0ZGUEikYDX64Xf74ff71/3O+7R0VG8/PLLqKmp4dUdL126BJ/PB5fLBY/Hg9OnTxddR1hcCNMt5hfPt7YIgrB6dtxMAFKpFILBIG9Fx8hms3j11Vfxs5/9DD6fD3a7nU/6rDoa89lQMY+Vg5nrUqkUstnsLF/QfJ9hPXDj8TiNV5Ho7+/HX/3VX0Gj0WDHjh0wm83o7+9fck6wTqfDPffcg4aGBhw7dgxnzpzhzxVboBHLQywWQ6vVQi6XIxKJwOPx8Ou6VJjYM6FhQg4AHo9nWiML9n5mOVnPog0Ab731FqLRKG644QY0NjZCEAT84he/wPnz53HlyhXY7XaeZlksWLtW1tOBifNci7bljs+KCrdYLEZtbS0MBgMv+RePxzEwMACtVst31levXsXU1BQCgQAFnVUAEokEVVVVUCqViEajiMfjS8ohprErLtlsFpFIBOl0Gm63m5doXOoOOZvN8uAlFn283ndo14tWq0VTUxOUSiX0ej1kMhnGxsbgdDqntd5cDkyQZ/6MmJ9YLAaXy8XzpwVBwNjYGFwuF/x+f8lSh0udhicSCvzmYhR7UKvV+PCHP4wDBw7A4/HA7XbD5/NhcHAQiUSC+228Xi83BVVK6dJKnsxKXXRGr9fjXe96FxobG3Hy5ElcuHABiUQCkUhkwevComCBa2lGpZpkKnVsSj0uLH9XKpXy+vxLQSwWc3GJRCJF749eqeMClG5s9u3bhy984Quora2FTCZDLpfDE088geeff57nCleC2Fbq2BR7XFhFOdYQCQAPaGaxHJVEoeOyojtukUgEvV6PmpoaHgkeDocxODiIUCi0rIIEROkRi8XQ6XQwm81QqVS8H/dczHzwqCNY6RAE4bq6eeVyOQQCgeIdEAGtVouOjg6e3prJZFBTU8Pzramy48qSTqd5mdJiNPeoFFZUuJPJJJ599lmcPn2a57OxqjWFtEojykM8HseJEyfQ398Pj8cDqVQ6ZzEDhULBS3GyQDYWRUnCTawH5lq4sjkuGo2W7DmQSCR8h18pVkqidKyocGcyGVy8eBEXL15cyV9LXCfpdBpXr16FXC6HVCqds042q58tl8t5NDlLhagE0yBBrBQzG8GwmgczM2iKiVgshlQq5RXVaKG8til7yVOi8hEEgaczsAjWmRGrrHlCfiH/WCxGlbeIdcdM4WZ5vKWM8mZR5STY6wMSbmJRmHAvhEgkgtFoRE1NDTeNBwIBuN3uFTpKgig/c7VdTSQSCIVCJRVVtuO+ntxgYvVAwk0UBdarOxAI8JzFSCRCZnJiXREMBvHWW29hbGwMiUQCyWQSY2NjJRfSbDbL44RItNc+K5oOtpqp5IehUsZGKpVOizZnefmlplLHplLGpVxU6rgApRsbs9mMLVu2QCKRwOl08k5rxWgssRCsLOp8hT5mUqljQ89MBaaDEWsbSuUj1juJRAJOpxMAuHCvhEgWKtjE2oB23AVSqStUgMamUseGxqUyxwUo3dhIJBIoFAoA14LSKjXFtVLHhp6ZwsaFhLtAKvVGB2hsKnVsaFwqc1wAGptKHRsalyKbyvML2FfqoBMEQRDEWmfJwk3lKwmCIAiifMxdcHoOJBIJJBLJujdlEARBEKWB9KUwChZumUw2K92HIAiCIIiVpWAVnqsiEFEZ0LgQBEGsHwqOKicIgiAIovyQ3ZsgCIIgVhEk3ARBEASxiiDhJgiCIIhVBAk3QRAEQawiSLgJgiAIYhVBwk0QBEEQqwgSboIgCIJYRZBwEwRBEMQqgoSbIAiCIFYRJNwEQRAEsYog4SYIgiCIVQQJN0EQBEGsIqSFvlEsFmM99yOp5HOnsanMc5fL5RAEAdlstmKPsZRU8jnffvvtyGazGBoawtTUFHK5HLLZbLkPa8Wo1LFZ750OCx0X2nGvASr1IVzv0LhULoIgIJfLlfswCGJZFLzjJghiaZBwVy7BYBDZbBaJRGLdWkSI1UvBwk03NkEsDXpmKpdYLIZcLodMJkM7b2LVQTtugigRTLhJwCsPn88HQRCQTCbLfSgEsWREQoGzCgUNVO7kS2NTmWND41KZ4wLQ2FTq2NC4UHAaQRAEQaw5SLgJgiAIYhVR0T5umUwGlUoFqVQKlUoFsfjaOkMQBKRSKSSTSYjFYshkMohEIkgkEohEImQyGWSzWSSTSUQikYo1C61GRCIRRCIR1Go1jEZjQaatTCYDn89H/kSCIIgiUNHC3dTUhAMHDqCmpgbd3d0wGAw8CrS/vx8XL16EVqtFa2srlEoljEYj5HI53G43fD4fzp07h2effZYEo4golUoolUocPHgQv/u7vwu1Wj2veLPiI263G1/72tdw/vz5FT5agiCIwsnfHFbyhq8ihVsikUAsFsNkMqGtrQ1NTU24+eabUV1djXQ6jUwmA61Wi0QiAaPRiK6uLmi1WlRXV0OpVMJut8PpdCIQCEAulyOdTlPKx3UilUohFouhUqmg0WjQ3NyMQ4cOQafTQSwWzyneuVwO6XQadrsd1dXVkMlkyGazNBYEQVQMYrGYW2slEgmAa3PXzHmKCfliG5WVEPyKE26JRIK3v/3tuOWWW1BdXY0NGzZAr9dDq9XyCysWi9Ha2gq5XA6FQoGqqirIZDKo1WpIJBLYbDaYTCZEo1GMjIzA5XLh/PnzCIfD5T69VQdbQD388MNob2+HXC6HTCZDe3s7lErlgqZykUgEqVQKi8WCj370o7jrrrvw4osv4tixY8hkMshkMit4JgSx+hCJRBW981vNMLffrl278O53v5u7Y9k1Z+mCrEgPc80ajUYoFAr+Paxc7sTEBH7yk59gcnKy5MdeccItFotxyy234JOf/OScr7MVkc1mg81mm/M9arUaABCPxzExMYGRkREMDQ2RcC8RkUgEsVgMg8GABx98ELfddtuSv4Pd6A8++CBSqRT8fj9OnToFACTcBLEA6z01qtSw+a2zsxN/+Id/CIPBMMt6GIlEEAqFkEwmEQ6HIZVK0dTUBK1Wy9+TzWaRTqdx/vx5vPzyy+tLuNVqNbq7u9HQ0IDOzk4Av7lx2Yozm83C4XAgEAhAoVBAqVRCpVKhqqoKUunsU/H7/bhw4QKcTifi8fjKncwqRCaTYc+ePWhubuYrUXZjWywWWK3WJU8k7P25XA6pVAqJRAKJRALpdHpdNXQgiLkQiUQwmUxQq9VobGxEa2vrtDmPuQX7+vowPDzMK70R149YLMauXbvQ1dWFAwcOQKFQTJv3gGtjwCy5crmcuwtZMDSDWYLZH7FYXHJ3YMUIt9lsxsc//nHccsst08wQDBZJfubMGfT29sJsNqO6uhq1tbXQ6/VzCrfdbsfzzz+PYDCIdDq9EqexalGpVPjQhz6E9773vfwGZDDf9nLJ5XIIh8OIRCKIRCJIJBJk/iPWPRKJBI2NjWhoaMDb3/52PPLII/y5y2azCAQCiEaj+Jd/+Re43W4kk0mqq14kJBIJ3vOe9+CP/uiPIJfLoVKp5tyYKBQKyOVyAL/ZQLIANoZYLOaCzubOUge3lV24tVotmpqa0NTUxEV4JqlUClNTUwiFQhgdHcXY2BiSySREIhFUKtW8q5tcLodkMolUKlXq01i1KJVKNDU1obq6GvX19dxcxII1ikUmk0EqlaKJp8JguwgWRxKNRuH1eimAsISoVCpubt20aRNqamrQ0NAAg8EwTbhFIhHkcjkMBgP0ej0ikQhisViZj371wyyJKpUKer2e77LT6TT8fj9SqRQikQjPRhKJRNBqtWhsbOQiPvP7AHDxlslkJW8TW3bh3rp1K774xS/CZrOhsbFxzvd4PB488cQTGBsbw5tvvomRkRG0t7ejq6sLqVQKN9988wof9dqhubkZX/jCF7B582Y0NjZCKpUW3beWy+UQiUQQCAQoNa+CEIvF0Gg0UCqVuP3227F3716cOXMGP//5zxGPx0m8iwwTjNbWVnzxi1/Epk2boFQqIZPJoNfrp+3k2NhIpVI0Nzdjy5Yt3E1I5vLrQyaTTTN9M/x+P5555hmMj4/j9OnTGB0d5bvpffv24fOf/zxqa2vn/V6JRAKDwQCTyQS/31/SRVbZhVur1aKzs3POQLNUKoV4PA6v14vR0VEMDw9jYmICU1NTMBqN8Hg8CIVCNMFcBzKZDFarFQ0NDRCLxYhEInzHzXxq17tDZkFpgUAAiUSiSEe+/mATTn7aCiORSCx5USQWi6HT6aDT6WCz2dDe3o6JiQnIZDKkUqmKz2WtZEQi0TTTKfN9SiQS1NTUoLOzE11dXQt+h0Qi4aJeU1PD019TqRRSqRTf1VG8SOGwTYlIJEI8HkcgEOA/83q9GBsbw9jYGPr6+nDlyhUu3GazGV6vFyqVCiqVCjKZjH9n/jPC3l/qwMKyC/dCnDx5Et/97ncxNTWFy5cvIxwOw+/3QxAETE5OIpFIQKPRkCn8OnA4HPjbv/1bmEwm6HQ6KJVKNDQ0oLm5GVNTUzh79mxBgX35gR1somJBadlsFtFoFMlkEpcvX16Bs1qb7N69G7fddhv0ej3q6ur45JHJZPDEE0/ghRdeWJLQGgwGfPjDH8a2bdvQ3NyMuro6uFwu1NfXw+/3w+PxUGzIMlGr1bjppptQX1+PTZs2TQv6NJlMqK+vX/Q7mPjv378fzc3NiEQi8Hq98Pl8ePPNN+H1etHX14fJyUlKrywQQRCQyWQQj8fxk5/8BOfOneOvxeNxXL16FdFoFG63G8A1a6EgCLh06RI++9nPorGxEX/wB3+ALVu28M+xDU4ikYDf71+RKpEVLdwjIyP42c9+hlAoNOu1UCiEUCgEl8tFK87rIBAI4MUXX4RIJILFYoFGo0FnZyd27NiB0dFRPPfccwWn0bHVplQqhVQqRTabpUC0ItLU1ITbb78d1dXV2Lx5Mw/iTKVSOHfuHF588UU+0RSCSqXCgQMHcOutt/LdodVqhclkQiaTgd/vJ+FeJnK5HJs2bUJHRwe6u7uxc+fOBXdhc40ZM61v2LABGzZs4EVBnE4n0uk0xsbG4HK54PV6uSARi8Ou45kzZ3DmzJlF3y8IApxOJ5566ik0NjbiPe95zzThZoVXUqkUotEootFoKQ8fQIULN7GyxGIxZDIZXL16FclkkgdqFIogCNOCMpYiIsTiMJO2Xq+fFfV/6623QiKR4NKlS/j1r39d0Lgx60h+XMOGDRvwyCOPYGRkBD/60Y/gdDpLdj5rkebmZtxzzz2oqanBrl27UFNTg5qamgU/w1wSLCCN+V1nCj3bset0Otx4441oa2tDc3MzPB4Pkskk4vE4xsfH8frrryMajSKdTtPztwJEo1G4XC5MTk6u2EKXhJsAcG3yiMViiMViCAaDuHz58pJ9nOz9+X+I4mEwGNDS0jIrslUikeC+++7DPffcg8cffxxHjhwpeMHFhJuxefNmtLe34/z583jxxRdJuJfIxo0b8Rd/8Rew2WxcgGemD81FNptFJpPh1Qbz84nzYQWRbrrpJgDg8T3xeBzRaBTHjx/HpUuXeK0EskaWnkgkgpGREYyPj6+Y27Zswq3X62E0GlFbWztt95DL5XD58mWMjY2hp6eHzD9loBiiSwGDxUEikaCtrQ3V1dVobW2dM01PEAQMDQ1hbGwM/f39BT8z6XQaIyMj6O3t5VG24XCYx5SshMlvrSCVSiGXy6FUKnlZYODaczA4OIixsbEFP58v3BKJBCqVClu2bIHZbJ4WUMVgucJsUeB2u9Hf34+BgQHE43FKuywRcy2oQqEQhoaGMDo6umJZM2UT7tbWVuzduxdbtmyBUqnkP2eBNv/xH/+BaDRKFc9WIbTbLh4qlQqPPPII7rjjDh75P5PlPjPRaBTPP/88Ll68CIvFAoPBgEuXLuGll15CJBKBz+cr9umsWdRqNUwmE4xG47Qxyh+bxZ4JQRC4KNTX1+Pv//7vceDAgVlpS3N97ujRo/inf/on+P1+uFwuMpOXABbDM5OxsTH88pe/hNvtRjAYXJFjKZtwM39ddXX1rNSWYDAIh8OxrO8VBAHBYBDhcBg+n492fitI/kqUJo3iIBKJYDabYbPZYDAY5g1wWs4zw5ooxGIxiEQiJBIJOJ1OOBwOyrdfAiKRCHq9Ho2NjUWbz8Ri8bxjkO+KYmVR/X4/JiYmeJwKPX/FRalUoqqqCvX19dM2mgCQTCbh8/lWNMe+bMLd0dGBhx56CHq9njcFKQaZTAZPPvkknn76adjtdsobXkFYrir51ooH82nW1tbOWdZ3uUgkEiiVSrS0tKCtrQ2Dg4Po7+/HxMQEjd0SYPf8bbfdht/7vd/jlot8mHl1qWI6XwVDVv45lUphZGQEU1NTGBoa4qWdabNSfLq6uvDpT38aNpsNHR0d016LxWKYmJhYH8JtNBrR1tbGfUEsnYHl/S4XQRAwPDyMw4cPI5VKkY/8OsiPcGWTwVyTDys4wPyk1zuGxDWkUilkMhmUSuWci1u261pq9H5+AxmNRgOdTodUKsVNfTTxFw5Lf7TZbNi/f/+0whz5zGyYVAj5fu988WZplslkElNTU5iYmIDP56P5rggwa8lMk3hNTQ26u7vnLBSWyWQQi8VW1K1b9qhylgbh9/vx05/+FIODgzh69GjBn5/LdJhOp5FIJOgmXibMl1NXV4fu7m6IxWJcunQJXq+XuyEYer0eO3fuhNlsRmdnJ6xWKw4fPoxf/epXfFdAZrulU1tbi3e9611oamqat8JWNpvlNfznqnUwH+yZi0QiePXVV3Hu3DlMTEzA7XZT3v0SkEgkaGpqQlVVFerq6uZ1Y+RXIix0QRsIBPAf//EfvMZCPmyTk81m4fF4EI1GMTw8TIvlZcIWsUajEXv37oXFYkFTUxMsFgt/T3NzM4xG47zfsdLPTEUIN/PR/PSnP8Xrr79+3d/Jmp7TBLQ82C7CarXirrvuglQqRTqd5n/nC7dGo8GNN96I5uZm3Hnnnejo6IBIJOKLLwqSWR5msxn3338/urq6pk0g+WQyGXg8Hj55L8Ucy9L/WG90YumwxW1rayuqqqrmfR8ThqU8B+FwGE8++WQxDpNYBLawMhqNuOmmm9Da2op9+/ahtbUVQGX2RV9R4ZbJZNi7dy9aW1uxa9cuiMViTE5O4siRI7Db7XC5XAV/18aNG7Flyxbs3LkTKpWKB2rQTvv62bBhA7Zu3corNkmlUhw6dAidnZ3wer0IBAKYmJhAX18frFYrNm7ciNbWVu7bYwsnEu2l09raij179qClpQUNDQ280UQ+7JpmMhmMj49jfHwcIpEITU1NUCqVvHRtXV3dtJxvt9sNp9OJcDiM8fFxek6uE6lUik2bNvHxmmuCZxUJ29raEAgEMDk5Sa6IMqJSqXDDDTegqqqKp+7l1yPfunUrqqurodPpZvXcriRWVLhVKhU+/OEP48EHH4RCoYBEIsHAwAC+8IUvwOFwLMlHcPPNN+MTn/gEb3mXy+UQi8UQjUbJPHud7Nu3Dx/72MdgNBp5x7Bdu3bxmrzZbBYvv/wyvvnNb6K+vh433XQT2tvbuX8vnU4jFotRDfllsGfPHnzta1+D0Wjkz8hck4YgCEgkEujt7cXAwADEYjF27dqF6upqbNiwATU1Nbj11lthNpv5+48fP45XXnkFV69ehdfrRSQSWenTW1PI5XIcOnQIDz30EGQy2ZypQiKRCC0tLdi/fz+uXLmCqakpEu4yYjAY8KEPfYibxNlmg8URsCY+xQwELQUrenS5XA5utxtXr17lPxscHITP51vyJBKNRvnqtba2lq+aWJTncqI4CfAe52azGTqdjgecyeVy5HI5TExMwOVyweVyIZFIIBwOc/9aVVUVNBoNtYRcBiqVCgqFAkajkffGXgyJRAKz2Qyr1cqbTJjNZjQ2NsJkMvHd+uTkJEKhEJxOJwKBAKLRKI1PkZDL5QtmxbB0vg0bNkAikfBSpMBv8rYFQYDX64XL5eKBhkudu6qrq1FXV8e/N51Ow263UxGd/4dWq0VTUxPq6+vR0NAAi8UCo9E4a2ddKKxm/NTUFEZHR1c8vmBFhTsWi+Ff/uVf8F//9V/8Z8st9HDixAlMTU1h9+7d+NSnPoWqqiqo1Wqe5iKXy3lUJlEYzBen1Wq5mTU/JzWbzeLHP/4xHn/8cQSDQbhcLgwNDWF4eBgGgwHvfe97sXPnTtjt9jKexepDJBKhubkZLS0taG9vn5UHPN9ndDod3v72t/N4DkEQIJVKoVAouAVqcnISjz32GI4cOYJoNIpwOIxUKkVpkiuEWCzG3r170dXVhWQyyRdNTKCZcP/4xz/Gv//7v/Oa40vlvvvuwx//8R9DLBYjk8nA6XTi0UcfxVtvvVWCs1p9bN26FV/84hdhs9lgtVqhVquva1edzWbxox/9CD/4wQ8QCARWvFDYiu+47XZ7USb2QCCAq1evoqGhgYsz23FLpVJeEpAoHGYuYpN/fqoe8JtVZk9PD7LZLN+1BYNBqNVq7Nq1C7W1tQV3EyOuwQp41NfX88pb7JoLgoB4PI50Os3vbbFYzC0h8zWwYK0JPR4PhoaGcPHixZU8JSIPvV4PvV6PTCbDi6rMNK0fOXKEB38uBWZhrK2txbZt2yAWi5FOpwu22qwH2CK3s7NzznSu5cA6hpXruVox4Wa7iGJ1jGLiwoJvmHkolUpBLpfDZDIhFotRgNQSYJaKmU0sgOk5wzPrILMKXEeOHMHAwADGxsYoNWUJiMVi7Nu3D7/1W7+F6urqaXWuo9EofvCDH+DNN9/Ehg0bsHnzZtTV1WHv3r0Lmmg9Hg9+9KMf4cqVKxgcHFypUyEWoKenB8888wxMJhMeeOAB1NbW8h33cvK8JRIJbDYbd5fkF2xhQVfrHZlMxmvIV1qA2fWwIsLNdnLsJi2GkIrFYt5DmH0vM41LpVKo1WreJo+Ee3HYTpvt5ADMEmdm4pvLP5rJZDA0NISrV6/SYmmJsACmAwcOTJvAc7kckskkjh8/jp/97GfYvXs3EokE4vE4brjhBv75ua51OBzGqVOncOnSJfj9/hU7l/VIITXIAWB8fBwvvfQS6uvrcffdd8NqtQJYXnEW9jmz2YyGhgZeDneuVq3rGYlEwue0YlyPSpnXVkS42SRUTBFVKpUwmUzQ6XQ8GE0qlUKpVGL37t0QBAEXLlzA888/T3WXC4DtmnO5HOLxOBKJBDfnhcNh/OpXv8LIyMisxvNsolAqlbjjjjvQ0dGBwcFB9PT0IBKJwO12U5zBIuRyObz22mvTrBRsgRuPx9HX14dsNouJiQm8+eabyOVysyL2p6amEAgEYLfbceHCBYyPj2N0dBSRSISufwmZOZ+NjIzgxRdfnOUuEgQB/f39cDgcCIVC+Pa3vw2LxcLF5NixY9wlUugcKZPJsGfPHuzbtw9bt27lO2y2gakUkSknzD1RzM0Ey64pZ4DnipnKi32SKpUKFosFer2e77plMhlkMhkOHjyIXbt24cknn8Svf/1rEu4CSSaTSKVSiEajiMViUCgUkEql8Hg8+M53voPDhw/PMoGz667X6/HQQw/h/vvvx7PPPov/+q//wuTkJHw+HwnHImSzWTz//PN48cUXZ1k52OuCIGB0dBRjY2OQy+XT7mlBEDA5OYmhoSEcOXIE3/nOdxCLxai14wow04I4NDSEr3zlKxgfH5/13nxrVW9v76wypkudI+VyOQ4ePIhHHnmEb16YK2s537cWYemrxSzIxRZG60K4i006nUYkEkEikeC7eeDagySRSKaZ0YnCYS4HVvpSIpEgHo8jlUrNuWqVSqUwm808FUwul8NgMKChoYEHVBGLU0hjlvw4g3xYmt758+cxMjKCZDJJi6USolAoYLVaUVVVBZ1Oh1wuh7GxMVy5cgWnT59GJBJZNMisWOPDzOIMZjGjlMxr6PV6GAyGObu2LcbM543VTrh06RLcbveyO1gWg1Ur3KFQCA6HA01NTbMmvHz/N7E0WHtHv9/Pr6Hf7593xapSqdDZ2Ym6ujqYzWaIxWI0NDRg//790Gg0OH78OOWSlphcLodjx47hscceQyKRoMI3JcZoNOLee+9FU1MTGhsbkc1m8cILL+CrX/0qIpFIWWMKUqkUL4O73u8DlmZ54403YuvWrVAoFEv+jmw2i1QqxS0Zk5OT+PrXv45Tp07B6/WW4KgLY9UKt1qtRlVVFQwGw6zoyfxgOGLpRKNRuFwuqFQqaLVaJJNJ7stmhUJYIJvRaJyWGwlcE/Oqqqppbgwy2RaPdDoNv98PjUYDlUqFXC6HSCQCr9dbtOBPYmHYTszr9fIUV4fDseKWDmZ+D4fDCIVCiEQimJychNPpXNcuQjb/azQa1NTUwGg0FmUjx561QCBQ1uu7aoX70KFD+IM/+IM5+98Sy0cQBG7ua25uxh133IFEIgG5XA6z2YwDBw5gx44dqK2txcaNG6FUKmEwGKBQKHjlJqvVCp1Oh3A4DKVSCYlEQv7WIjIxMYGf/vSnqK+vx759+2A2mxGLxcg0ukL4/X688MILUCqVePrpp6FWq2G328uSAplOpxGPx/Hss8/ihz/8IS/gkkgkMDw8vOLHUwmwuBvWvW3//v2wWq1zprkuhkQi4Tv1XC4Ho9GIrVu3IpvNor+/f1oV0JVk1Qm3RCKBRCJBY2Pjgv1vieXjdruRTCaRTCZx44038hgChUKBhoYGbNu2DU1NTdi1a9es6y8IAlQqFVQqFYxGI6WllIBYLIYrV64gGo3ynvbr3Sy6kqRSKYyNjZX1GJhvm8WjDA8P47XXXuNm3fUKK30tl8shk8lgMBhgtVphNpsL3nHP3GAwKxbLtzcYDKiqqoJKpSrFKRREwcJd7AIqy0GpVOJd73oXduzYgX379s1bYCAWiyEcDiMajdIubxkkk0kEg0FcvnwZP/vZzyAIAq5evYpoNAqdTofW1lZYLJZFCzywEqpUO764iMViKJVKpNNpPPXUU8hmszh79my5D4tYIaqqqnDnnXeipqYGgUAATz31FHp6etZtChgzi2u1WmzcuBEGgwFdXV2wWq3Ytm0bmpubueVvqVy4cAEnT55EJBKBy+VCOBxGT08Pry1fLgoWbjZJl9OHJpfLceedd+KBBx6AUqmcUzhYPnIoFEI8Hl+XN/L1kk6nedR+fuSkXC6HRqNBQ0MDVCpVQTtpijUoPmKxGAqFAplMBq+99homJiZWvFYyUT6MRiPuvvtuNDY24vDhwzhz5gwuX768rt1RYrEYGo0GnZ2daGhowB133IHOzk5otVro9fplfacgCBgcHMQvfvELTE1N4dKlS7zWRbkpWLjzzQXlgO3eWFDUfKsnQRDQ29uLU6dO4ezZs5QWc53kj3c2m8WFCxfw5JNPYvPmzTh06NCckZrMzxaJRCiftIh0dnby+IIdO3bwGsxerxcnT56keuRrHOZ+0mq1GBwchNvtRn9/P8bGxpbVqGktwVK1JiYmuPuA1fUHlt5PmwUfsmC/YDBYUQujgoWbBV6U68BZHV6FQrFgjeZsNouXXnoJ3/rWt5BOp9d1ZGUxyB/vdDqNZ599Fr/61a/wW7/1W9i3b9+cwh2JRDA1NQWv14tUKlVRN/xq5vbbb8df//VfQ6lU8uvOJqnPf/7zJNxrHKPRiI6ODojFYhw+fBipVAqjo6Pw+Xzr+hljtScikQh6e3sxMTGBt7/97deVEsyi9b1eLwYHB5FKpSpqE7gqgtNUKhVaWlpQU1MDk8k05+opv5tSKpVacn9vojBY0FosFuOV1vJXtgCQSCR4j3WZTAalUsmDZsoZI7FaYel3Op0OBoOBN5BgzwFrDENxBGsHmUyGpqamaR2+ampq0NbWBkEQEAwGEYvF4HQ6l9xRbK3CavuzEqfLtfZls1nY7XZ4vV6Mj4/z76okChZuqVTKVzYrPTk0NTXh0UcfRWdnJ+rr6+d9X7nN+euJeDyOqakpZLNZmM3maakWk5OTOH36NMbGxmCxWCCTyXgRFyb2RGFIJBLU1dXBZDKhpqZm1iKJkR9LQPf/6sdiseAzn/kM9u7dy3/GFsGZTAaBQAB+vx9f/epXi9ImeS3ANm2JRIL3nme+76UQj8fx7//+73jxxRfhcrkqMuhvSTvu/A5fK4lSqcTGjRvR1dU167VsNot0Os0bLyQSCTKPrwDJZJIX/GDpF8C1h4dFXAaDQR6XwPoGU6Da0mC9umtra6HT6eYUaPY37bjXDjKZDK2trdi+ffus15j/FsCycpPXKvkdIlkFOzY/yWQyqNXqafNPfklTJs7pdBqBQADDw8Po6empWBfEqglOmw+3240333wTXq8X586dg9vtxvnz58t9WGue8+fP48tf/jIUCgUUCsW0XaDH44HL5eKlU1mHHvZQEYWjUChw77334tZbb0VLS8us3Xb+c0luiPWB0+nEP/7jP2JoaIjmujyY8IZCIfzkJz/B0aNHoVAooFKpsHXrVnzkIx+B2Wzm74/FYojFYpicnER/fz98Ph/OnTsHr9eLt956qyJ32oyChbtSI4PD4TB6e3tht9vxwgsvlL0wwnphfHx8zg5Ic0Em3OUjlUqxZcsW3H777XPmw+f3Safru7Zh4xsMBvHqq6/iwoULZT6iyoP5uc+cOYMzZ87woGaPx4P3v//902KkkskkIpEIJiYmcOHCBTgcDrzwwguYmpqq+GdpSabyStxxs4R4u90+qwcuUX5mpmOQwBSGSCSCXC6HSqXifdFn7rYTiQR6enrgdrvJz7nGmKv+gcvlwuDgIAYGBij4tkDYwjaRSMDj8fAgzmw2i2PHjuHMmTOYmprC1atXecDfamDJpvJKIxAI4K233oLdbqegpwojv9lLvuhUWoRmJSIWi6FSqaBWq+dNa4nFYnjjjTfQ39+/butSryfGx8fx4osvwm63IxQKlftwVgXM7x2Px+F2u/l8lMlk8Oyzz+JHP/rRNDdTJWrcXKyKdLCZCIKA0dFRDA0N4cyZM7zQx2q56OuF/Achv6ctsTiCICCTySAej+PChQuzqj8JgoBwOIy+vj6MjY3RRL7GSCQSeOutt6YtcgcHB3HlyhVMTU3RJmWJBINBvPXWW9xUns1meTe31TgniYQCj1osFpftBHfs2IHvf//7PMJSEAQ89thj+Pu//3tEIhFegKCUVPLgrvdI7Uodm+sdF2apMBgMczY0yOVyiMViyGQySKVSFZfPW6njAlT+MyORSGAymaYVOGKdwFiw5/XEHVXq2JRqXORyOfR6/TTLXyQSqTjTeKHjsiRT+UrDOuAoFAqIRCI+UaVSKbjdbjgcjoqbrAiiWDAz33ovZ7keyWaz8Hg85T6MNUMqlVpT17OiTeVGoxHNzc1ob2+HQqFAMpnEsWPHcPnyZZw9e7ZiI90JgiAIolQs3JexzMjlchiNRuh0Oh4Z6HA40N/fD7fbXbHmHoIgCIIoFQX7uMvhE9JoNLBYLLBYLNi/fz80Gg0uXboEp9MJl8uFiYmJFTuWSl4kVLq/rtRU6tjQuFTmuAA0NpU6NjQuhY1LRQs3+70SiQQqlQpisRjxeBzpdHrFb7xKvdEButkrdWxoXCpzXAAam0odGxqXIgenlQuWY5dOp3kYfyEnR3WbCYIgiLVIxQs3AO7fXgy2WptZSJ4gCIIg1goVHZy2HNa7qYUgCIJY2xTs4yYIgiAIovysuR03QRAEQaxlSLgJgiAIYhVBwk0QBEEQqwgSboIgCIJYRZBwEwRBEMQqgoSbIAiCIFYRJNwEQRAEsYog4SYIgiCIVQQJN0EQBEGsIki4CYIgCGIVQcJNEARBEKuIgruDrffmHZVc0l0ikUAQhIo+xlJSqedNz0xljgsAyGQy3jK4ko+zVFTqOdNcVth5046bIIh1x3oVhkqHxqUwVkU/boIgiGLCdnUkFMRqhIR7DUCTD0EsjVwuV+5DIOaA5rLCIFM5QRAEQawiaMe9BqBVKkEQxPph1Qp3VVUVrFYrkskkvF4v0uk04vE4MplMuQ+NIAiCIErGqhXunTt34l3vehdcLheOHDkCv9+PkZERhMPhch8aQRAEQZSMVSHcMpkMFosFMpkMwLX82MbGRjQ2NkImk6GxsREqlQpOp5OEmyAWQSKRQKVSQSKRQK1WQyr9zTQQi8Xg9/speIsgKphVIdxNTU34zGc+g9bWVgDXhNtisaC2thaJRAJ79uzB+Pg4Hn30UXg8njIfLUFUNlVVVdizZw9qampw6623or6+nr/2yiuv4Fvf+hai0Si5nQiiQqlo4RaLxZBIJDCZTNi3bx+2bds26z25XA42mw0mkwk6na4MR0nMh0gkgkQiAQBks1kKoqsQVCoVmpqa0NjYiAMHDqCtrY2/NjU1BY1Gg0wmA4lEglwux8eOxo9Yb4hEIl4BsZKsUBUt3Dt37sQDDzyAxsZGWK3WOd8jEokgFoshFlNmW6UgkUggk8nQ1NSEu+66C7lcDs899xxGR0fLfWjrGplMBrlcDpvNhre97W1oaGiAxWKZ9p4dO3bgr//6r5FKpZDL5ZBIJPDqq69iYGAAoVAIgUCgPAdPECuESCSCWq2GXC5HXV0dbDYbfD4fent7kUgkKmIBW9HC3dnZiT/6oz+CXq9fsO4zE+/1Xhu6UpBIJJDL5WhubsbDDz+MbDaLM2fOkHCXGalUCpVKBavViv3796Ourm7Wezo6OtDR0cH/H4lEEI/HEQqFAADBYLAiJi6CKCUqlQparRYbNmzArl27MDo6iitXrvAFbbmfgYoTbpFIhLa2NjQ2NqKrqwtSqXSWIAuCgEuXLuHcuXP8Ano8HkxOTpbjkAlc283t3bsXzc3NfGfX1taGmpoaJJNJbN68GbFYDE6nE1NTU+U+3IqltbUVe/bs4YGY+eRyOW6uYxamfEuTIAjIZDJIJBJIp9MIBALI5XKora2FXq+HXC6HQqFAR0cHVCpVwQtdsVgMqVRKVi1i3ZBKpRCLxRAIBOB2uxEIBCAIQsVsDitOuCUSCW666Sa8853vRFNTExQKxZzve+mll/Doo48inU4DuDapxePxlTxUIg+VSoX/8T/+Bx544AHuupBIJFAoFAiFQjh06BDq6+vxyiuvkHDPAZsQ9u3bh3/4h3+YM14jnU4jmUxCJBLxBS37m/mgI5EIvF4vQqEQent7kU6ncfPNN6O9vZ3/DqlUCqVSWfBxMdcHi1cgiLWMIAiIRqOIx+NwOp1QqVQIBALIZrMQi8XIZrPlPsTKEW7mEzUajWhra4PVaoXBYJgVHBAIBBCLxeDxeBAMBinytcywQKfq6mo0NDRMGzM2biz9SKPRzLmTJK4hEokgk8mg0+lgMBimvcZ206lUiosp+1ssFnPhZtdXoVCgoaEB6XQaVVVVs76vUMRiMWpqatDS0oJIJHLd50hMh41jvjWFKD5qtZq7hpxOJ2Kx2ILvZ88Te8YkEgmkUikymQwymQyZyhkWiwWf+cxnsG/fPphMJhgMBkil0mmr/FQqhePHj6Ovrw9nz56lG70CaGpqwv/+3/8bHR0dqK+vn9OcKhaLuc+IhHtumIVioVgNiUTCd8rsPfl/5wfVsMqCgiBAq/3/2zuz2LaOKwz/3JfLTSRFaqEk21osS6njWFmd2EZSozaSFEjqNnGKNG2CAAmCpOhLi6BAnoo+9K1LEBjtQ5sG6QK7qGvUTlG7cVxXihu3thzJWq2VlEhK3Pd7udw+uDMhJWqxTJOUPR8gIA4vqas7nDlzzpzzH92G70upVOLgwYN44IEH8MEHH6C/v59tlkvA0vFKJpNrGhPGxmlra8Nbb72FXC6Hd999FwMDA6teT6KGHMfBZrNBJpNBp9NBKpUik8lU3PZU3HDL5XJotVpYLBZ0dHQUlHzlcjn6kHieRyKRwPz8PKanpxEMBit41wySEMhxHDo6OtDd3b3itaIoIpvNVsUXvlpZGqVY6fW1yGazNPOVbKKSyeSKx0jkc1UqFZRKJfU0SEZ5NpuFQqGAyWRad3idsToymQwcx0Eul0Ov10OlUiGRSNDnfzPwPI9sNotsNsvmVhFUKhXUajXsdjva29uRzWbBcRw9XloNMjdIjodarUY2m6WedyW97oob7s7OTrz22mtoampCR0dHwWvhcBgulwtutxunTp2C2+2G0+lEMBhEIBBgX9QKQLxCtVoNjuNgNpsLlLeKkUqlcOnSJVy+fBnT09PludFNBskHuNWIxGeffYZf//rX6/LeZDIZjEYjNBoNnnzySezduxc8zyMej8PtduPPf/4zPB4PYrEYUqkUxsbGquJ8b7PjcDjwxhtvoLm5mUYVSQj2ZuB5Hh9//DFGRkbg8XjgcrkqHsKtNr785S/jueeeQ11dHbZv345AIACz2Qyj0YhkMgme51d8ryiKCIVCmJiYgFKpRGdnJ9LpNMbGxhAOhxGPx5FKpcr413xBxQ13XV0dnnnmGTgcjmWvJRIJeDwejI+P4+TJk2zRrwLI7lOlUkGv19Pw0Wqk02lMT09jeHiY1QGvADlDu9XM7enpaRw/fpyWb62GXC6HzWaDwWBAR0cHHnnkEfA8j2g0irm5OZw5cwbXr19HNBqt2AJ1J1JTU4NDhw5h586dt/Q58Xic5vykUinMzc0xw52HRCLBjh078Pzzz0OhUNDEMo7joNVqabJnMchzJPlUZrMZW7duRS6Xw8LCAtLpNARBuHsN92pEo1Fcv34dMzMzq+6MGLcXkjSlUCjw8MMPY+fOndBoNNDr9bDb7aipqVnz/XK5nGUmr4JGo4HJZKJhvHKQy+UQi8WQyWRw9uxZhMNhWgazuLgIt9vNOu6VkK6uLhw4cABbtmxBbW3tLX+eQqFAT08PzGYzvF4v5ufnMTMzgzNnztzViYQqlQoHDhzAjh07sH//fpoACAAcx+HgwYPYtm0bzp07h88++6zoZ5DrBUFAJBKBWq2GKIqQyWQwGAzI5XJUr4JEqcq5aapqwx0MBjE0NASXy8V2/BVEIpFArVZDq9Xi4MGD+M53vgOFQgG1Wk098LUghpvVAi9HIpFAp9OhtrYWer2+rIY7EokgEong5MmT+Oijjwpe43m+KsQm7hR27dqFd955hybe3ioKhQJ79uzBI488Qj3Ac+fO4d///vddbbjVajWef/55PP/88/Roj6DX6/Hss8/SaMWlS5eKfr/J+bYgCMhkMuA4jhrumpoamhOi0WgQDoeRSCTuDsPd0tKCtrY27N69e8Va7UQigbm5ORqaYJQXk8mE9vZ26l1rNBo0NTXRjEvys5KhIcmFgiDQrFk2jssRRRGpVArhcBjJZLKoLnixZ5zNZpFIJCAIAubm5uD1ejE4OLghD3lp4iBJUGNGu3TkR67yIc84l8utmaSYTzabxdjYGBYWFiAIAgRBwMDAAItO4oajoFQql/1/MgZKpZL+kMTZ/GsIZE6Qcr1cLgdBEMDzPH3mlYhIVcxwHzp0CD/4wQ+g0+lWDLUuLCzg008/RSgUYl/GCtDe3o4f/vCHqK+vh9FopMlTgiDQrOXVSpgymQzi8TgikQgWFhbg8XhYctMK+Hw+BINBeL3edSddZjIZzM7Owu/343e/+x1OnTpFhSNuFpKZzKgM5PkTw7IeEokEfvOb3+D06dPgeR7JZBKpVIpV3KwBif5ptVro9XrwPI9YLFZQiUE2z6QiJp1OUwMdDocRDocRjUZpglq5N7gVM9x6vR4Oh6Po7jMUCiEajcLr9dKMVkb5UalUaGhoQGNjIwwGAxQKBVKpFHieX1fIm4iGpNPpgi8+Yzlk4b6ZMhNRFGmCjN/vh8vlus13ydgIJPFQoVAUbHDzx5l4cuTa9XjcoigiEAjA5XKB53m2Tv6ftZ7d0k0SWZfkcjkMBgPN8icRw0wmA4VCQUv4VCoVPeog1901hnslMpkM/vCHP+D48ePweDxMxrSCKJVKmM1mWCwWupgQFbT8xi4rTZRsNotYLIZYLMa8udsEC2lXNxKJBDabjQrirLThjcVi8Pl8tAnMejfGJDGKlcbegKicrbYmhUIhRCIRpNNpaDQa5HI5yOVy1NbW4qmnnoLZbMbExAQWFhbg9/vh9XrhcDiwf/9+Whc+Pz+PwcFBeL3euytUTijWQGR8fBwff/xxhe6Ika8zrlarC4Q3SFb4egxFNpsFz/M0yYmxNiRKkclk1vS88iMa7PlWL2q1uqBiIH/uZDIZZLNZxONxhMNh6uUVyx/J740OoKJnrNVIfovnleYNiVIRzX+1Wg1BEKi6Y2trK+x2O62m4HkegUAAWq0WNpsNarUaNTU1iMViUCgUFRO+qbjhZlQfjz32GA4dOoTW1tYVNa6JpwdgxRKvUCiEzz77DE6nk9Vvr5Pr16/jgw8+gMPhwBNPPLGsX3Y+sVgMp0+fxueff47BwcEy3iXjZiDh7/x5kslkkEwmceLECVy9ehXxeBzxeByNjY14/PHHYbFY0NbWBpPJRN8zNDSEv//974jH4/R89erVqxX4i6oThUIBq9UKq9UKjUZT9BqZTAaz2QyO4/Doo4+C4ziMj4+jt7eXrnWCIMDpdGJoaAixWAyRSATDw8P45S9/CblcjtnZWUQiEXg8noopqDHDzVhGT08P3nzzzVWVvEjSxmq90CORCAYGBuB0OhGNRm/3bd8RzM7O4uTJk9i+fTt6enpWNdzJZBIXLlxg0akqZ2lbVDJ34vE4Tp8+jWPHjtFEqM7OTuj1ejQ1NaGurq7AcE9MTODDDz+E3++Hx+NhCbtLkMvlMJvNsFqtK1YqSaVSGI1GiKKIXbt2wW63w2g0YmRkhHbkEwQBbrcbExMT9BhqamqKCoBVw7FUWQ036dm8detW7N69u+AcJx6Po6+vD3NzcxgeHi7nbTGWkN91Kp/8LywJg5Ow+mqfs9qZE6MQQRDoGRzLC9j8SKVStLe3Y+/eveju7qZJTfndp8jGlxiVrVu3wuFwLPMa0+k0otEoyxlZAY7jcN9996GpqWmZwE2x8kqO42C1WrFt2zbs2bOHhsrlcjmt217tMypJWQ23RqPByy+/jK9//etQqVQFC34gEMDPf/5znD9/nu0kKwzxEFZTOUun04jFYjTLsti1UqmU1q0y4ZX1kUgk4Ha7YbFYWM37HYBUKsVjjz2GN998k9YW59cEk7lG5kldXR0efPBBNDQ0LPMaU6kUFhcXEQ6Hq8qIVAtmsxnPPPMM7VS4nutNJhMMBgPq6+shl8tht9uRSqUKIh3VSEVC5cUEJkRRRCKRYCHVKqKYl0yE+VOpFGKxGJRK5Yrn4CQrPR6Ps3ae68RgMKCtrQ0tLS0rhvt4nkcoFILX62Wb3CqF6MAbjUbYbDZotdqCFqxkU9vS0oJ7770Xcrkccrkcra2t4DgOSqVy2fzT6/XYunUrDZULglCJP61qkclktJd9MfGVfERRhNfrxeLiIiKRCLxeL6RSKdUMWY/WfyUpq+HOZrOYnJzEf//7XzQ3N6O1tZWFUDcRoijC5XJhZmaGZr8aDAaYzeaiRsZsNmPv3r2YnZ3F+fPnMTU1VYG73lzs3r0b3//+91FbW4v6+vqi13g8Hpw5cwZOpxMLCwtlvkPGejAYDHjxxRfR3d2Nnp6egtdIG1Wz2YzXX38d3/zmN2lZJcdxsFgsRSNYO3fuxNtvv43r16/j6NGjcDqd5fpzqh5Sk202m1FbW7tmT4RsNotjx47h97//PW0ZDdww/rlcDh6Pp6orNcpquEVRRCwWg9/vh9VqBfCFlBzr1Vx5yHn00jNpEh0RRRGRSARut7tAmnGl8zYiaGA0GpnHvU4MBgPa29thMplW9LhTqRRcLhdcLhfTOahSiKa13W6HXC5HLBajcyo/Wc3hcBTMtdUcGbVaDZvNhmAwWBKt8zsFEr0g+uErSZ3mI4oi3G43lQjebJGrsnvcJPnMZDLhnnvuQTKZxPz8PJxOZ1kWoZWUi+52ZDIZ2traYLPZ0NzcvKI29sWLF3Hs2DGYTCY0NjaiubkZ9957b1HZWp7n4fF4WAbsTUAEbkgDl2L4/X6cP38eLpcLgUCgzHfIWA/RaBQnTpxAb28vGhsbqQFXqVQwGo3YuXMnTCYT7HY79Ho9rT9ejeHhYbz33nvweDzw+Xxl+kuqH6vVivb2dmzfvh1arXbd7yMGezM6jGX3uIPBINxuN6LRKC2G9/v98Pl8ZUvGkUqlBV4k48Yzqa2txZYtW2A2m4teQ8oient70dDQAJ7nIZPJVjxrS6fTVNeXJVqtj/yEvqWQ72osFsP4+Djm5ubKfXuMdcLzPK5evQqFQgG73U5LlDiOg81mg8lkgiAI0Ol01Njkr0tk45y/Pnk8HnzyyScIh8MsqzwPnU6H5uZmNDQ0QKlUrmtNJzoUm1W8puwe9+zsLBKJBLq7uwHcCP80NDRAq9XiW9/6Fvbv34++vj709/cv69oCfNFurViC23pQKpVUi5Yld3yBXC5HW1sb7r//fjQ1NS2LTKTTaaRSKVq7rdPpsGXLFjgcjhVDuj6fD2fPnoXT6WQewi0iiiIuXbqECxcuYHR0tCJtG1tbW9HV1QWfz4crV64wbexVIKp2pPeCIAg0q5x0O9Tr9bBYLNDpdHjwwQexb9++opoIgUCANuqplDZ2NUNKU4mKXDabRSqVQjqdRjAYhN/vRyAQwOjoKI38ZbNZ/Oc//7nt96bRaMBxHC3lK5V3X3bDPTExgcnJSezduxe5XI62imxqakJXVxcEQcCPfvQjjIyMFJXzI1/sjXx5SQKDSqVCMplkhjsPuVyOHTt2YN++fbBarQVhO6KJnEwmqeE2Go1ob29f1XB7PB6cOHECLpdrU4ajqo0LFy7gnXfegSAIFfG4urq6cOTIEQwNDWF0dJQZ7jUg0rVEXjOfK1euAPjCEfne976HPXv2FG1E4vP5MDMzA7fbzeRti5DNZmlnNNLQKBqNIpFIYHx8HENDQxgbG8Px48dptni+8uPthOM41NXVIRaLlVRTvuwZDsRTDoVCmJ6ehl6vR21tbYGyUEdHBx5//PECL4/o8s7Ozm7oXE8mk0GhUKC7uxsOhwOTk5MYHR1lnvf/KaZ7TTZGJOzndrvhdDrp66tpApP3V0rL906EhPbKabTlcjk6Ojpgt9tx7733oqGhAR6PZ82sXUYhS52MpWMYDAYxNTVFW03mcjn4fD4kEgmMjo5ienoaU1NTLEReBL1ej7a2NjQ1NUGhUCCdTmNmZgYej4eu806nkxr22w05dtTr9bR6an5+Hn6/v2TGu2KpiRMTE/jrX/+KrVu34sCBA1RuTi6X4/Dhwzh48CANlfM8D6/Xi0AggPfeew/nz5+/qd8llUppUsgrr7yCp556Ch9++CGOHj2KWCyGQCBw108IURQRj8cRDAah1+upqhNwI1T37rvvore3l56vkS8fK+e7s9FoNHjllVfw9NNPQ6/Xw2Qy0QYLjNIxMTGBU6dOwWq1oqOjA4Ig4OOPP8bs7CyGh4cxOTmJVCrFnIwitLS04Nlnn6XHDolEAmfPnkVvby9NfBYEgZZ83W6IQmhXVxd6enrw6KOPoq+vD9euXYMgCCWJmlTMcEciEbhcLsjlcjidTuh0umXXEANBfvKbm99MmJwoEtXW1qKxsRENDQ0wGAyl/HM2PSQK4na7oVQqodfraZQiHA7D6/Vifn6ePvd0Oo1IJLJMflEURUSjUYTDYSwuLt71G6JbJZfLIRAIIB6PIxQKlf1sUyKRQKPRwGAwIJvNwufz0S5WjNIRjUZpeZ9Go6GNLlwuF8siXwMSKifiXYIgYH5+Hm63Gz6fr2LzhtTl22w21NTUlDRKVTHDPT4+Dr/fD41Ggz/96U9F6xKJgc7lcuB5noZAbvZ8u6mpCW+//Tba29vR0dGBXC6HRCIBn88HnueZccGN2uBTp06hr68PTU1NtDPYtm3bEIlE4PP5Cp65y+XCRx99hM7OTuzbtw82m42+dubMGbz//vvwer2sK9gtkkgkcPToUep9lfu7mslkMDg4CJ1Oh8HBQVy+fBl+vx/BYLCs93GnMz4+Dp/PB6VSCY7jkMvl4Pf7kUwmEY/HK317Vc3Vq1fx4x//GAqFggqoTE9Pw+/3QxCEshvtdDqN/v5+zMzMwGq14oknnqD5DvltWW+FihluUiZ0OyFCByaTCT09PbjnnnsA3PBi0uk07bnKuPFMZmZmMDMzQ3epVqsVoigilUotq7GPx+NwuVy0rCUfp9OJf/7znyy0VwIymQyuXbuGc+fOleX3kcYw+f8dCoUwNzeHwcFBnDt3jnnbt4FyrId3KiQKRCD5OpX6npLoZSqVQiQSKYgWl6oi4I6W37nvvvtw+PBhOBwONDQ0QBRFOJ1OWkvOKE44HMbk5CQVT8lms/D7/QXXmEwmdHV1oa2tDWq1uuA1kkxYqV61jI3T2tqKxx57DHq9HvX19dBoNLDZbNDpdBgbG2M5DYyqgxjq/H9Xct1RqVR48sknsWvXLjzwwANQKBS0FFClUpVE9OWONtydnZ1444036Hl2Op2Gx+PBzMwMFhcXmVFZgWg0Ss+Lrl+/DmB5Vqxer0drayuam5uXlYNVIvuZURqam5vx1a9+FXa7HV/60pfAcRw8Hg8ikQisVisz3Iyqg1SvVAtKpRL79u3Ds88+C47jaKdFpVJJs97vCsNNRPmlUik0Gg2USiVisdiancSmpqbwxz/+kSoTZTIZTE1NwefzYWpqihnuNVCr1bBYLABuyGzyPE/1gBsaGnDPPfegsbFxmcfNuHXKreynUqmgUCiovrZMJsPZs2eRTCYRDAaRSCQwNDTEwuQlQKfTYceOHTAYDDAYDNBoNBgeHkZ/fz9bk0qARCKBVquFSqWiLVN5nkcwGFyXgVcqlXjwwQfR0tKy7LVEIoG+vj54vd5Vf79SqYRaraa5W+TYaWkfiI2yKQy3TCaDTqeDSqVCXV0dDAYDZmdnEYvFVv2iX7p0CQMDAwUPimSqs6Yma6PX66nCXX9/P/x+P20a0tXVhUOHDsFoNNJSPsbmheM4GI1GNDQ0oK2tDbOzs/jZz36GkZERmsApCAKbMyXAarXiyJEj2LZtG7Zv3w6bzYZ3330XAwMDLOfmFiEG0mq1wmQyQafTwWAwwO/3Y2BgAKlUas3NkUajwcsvv4zDhw8ve83lcuGNN95Y0XCTlq0ajQZ6vb6gsQyRMr5rDLdKpUJLSwtteG4wGKDX62m98VICgQDVx2b9vTeOVqvFli1baHgnFAqhpqYGBoMBLS0t0Ol0tBkG8xRKQzAYxMDAAHQ6HS2tK3Vmvkwmox623W6HVquFyWSighHkNZlMBqlUCkEQWBeyDSKRSGC322GxWGgjEYfDAYfDgbq6OpjNZhgMBha1KjFEWEuhUMBkMkEikcDhcFBBL1EUC3TiCRKJhOZ3GI3GZZ+bSCTQ1tYGn88Hr9dbkPujUqmoLj1pHEMgzmKp8n42heG22+149dVXafcqvV4PQRCo7my+MH82m8XJkydx7tw5eL1ejI+PV9X5x2bC4XDg29/+Nmw2G+LxONLpNA2V6/V6Wpu4VB6VGfGN09fXh9dee41mdpOOeqVEq9WipaUFdXV1ePXVV7Fjxw6qXGgwGKiXsmvXLuh0Oly5cgUul6uk93C3IJPJ8LWvfQ3f+MY3oFKpaAi3traWhlPJHGL5A7cOOe/2+/2IRCJobGxEV1cXJBIJHnjgAWSzWSQSCeRyOdx///3o7u6mNdcEmUyGxsbGop9fU1ODt956Cy+88AJ+9atf4dixY/T99fX1eOmll7B161bs2LGj4J6I7kUkEimJPapqw03KuXQ6HVpaWtDW1gar1Vog1pJOp+lAADcWOrPZTM/C2WS4eUi4ieM4KlhDyhhIosVSSGZnKXeVdyPhcBiRSISG1iQSCdLpNI1qrPRc1Wr1iprxSzGZTLDZbGhoaMD27duxc+dO+hqRvSWbNK1Wy3o/bwCpVAq1Wg2NRoOWlhZ0d3dDrVaD4zgAoMcORP8/mUyyOVMiiKHMZrPIZrOQyWSQy+XgOA6iKEKpVCKXy8Fut6O5uRlKpRJarZbaiqWd2cjaRsqHTSYTlEoldDpdwXvkcjksFgusViuAG138crkcstksotFo0d4bG6WqZ6TNZkNnZyfa29vR1NREW+PlMzIygqNHj1L9ctJ6kqgQMW/75rFYLKirq0NLSwvtpkYMx9KewUQcRxAEjI6O0igHW4Q2hkajQU1NDSwWCx5++GFotVpcvHgRU1NTiMfjy7qCEQN/+PBhfOUrX6Hh2NU2rAqFAnq9HhzHobm5ueC16elp9Pb2wuVy4ZNPPmGqXTeJVCqFUqmE2WzGCy+8gO3bt2P37t3Q6XR0wxsIBPDJJ59gcXGRzpmRkZEV1yoynuVqjHEnQNQ2h4eHEQqF6LzI79p28eJFWK1W7NmzBy+99BI0Gs2yeZNOp8HzPIaGhvDb3/4WgUAA6XSa6ivkcjna9Mrv9+PEiRMwmUxoaGiAyWRCJBJBOBzG/Px8SY+8qtpwk5KjLVu2oKampqgsqsfjwV/+8hfWm7iE6HQ61NXVwWKxQC6XLwsl5ZPL5egZqNPpxMTEBBYWFpjh3iBKpRJGoxF1dXV46KGHYDQaMT8/j8XFRWQymQLDTSIjCoUC9913H5577jnqXWw00uTz+XD58mW4XC6MjY1tqKHP3Qwx3EajEfv27cMjjzwCjuMKHI5EIoHBwUFMTk6it7cXk5OTq34mGWfmhKwfsv4QLYpiXLt2jWZ6HzlyBGq1etm8yWQySKVScDqdOHHiBObn51f8XbFYDP39/VAoFLBYLOA4Dj6fj2phlLLBSVUbbnJesZpMHGnVKZfLSyYnd7dTX1+Phx9+GO3t7VAqlUWvIWFbn8+H06dPw+PxYHx8HIuLi5icnGTjsEFSqRT8fj8ymQz+9re/QaPRYGxsDNFoFJlMBiqVCk1NTThw4AB0Oh09Trr//vuX5RtshGAwiMHBQSwsLLCEtJuAbG6bm5vx5JNPwuFwoLW1FRqNhm6kyJxJJBIYGxvD6Ojourww8tlSqZQZ7xIhlUrx6KOPYvfu3ejp6YFKpSq62e3v78c//vEPjI+PL4t2EcjGSiKR0Ja7gUAA0WgU8Xj8thwdVr3hXkvIg+xwlUol0x0vEc3Nzdi/fz9qa2tXzXbN5XLweDx4//33MTQ0hHg8TrWBmeHeGKlUCqlUCgsLC5iYmADwRahULpdDpVKhq6sLb7/9Nurr6wvKTW7VaAM36vUvX76McDjMxvAmIIt3W1sbvvvd76KxsZEeM+WTy+UQi8Vw7do1DAwMrOsZE6PNxqN0yGQyHDhwAK+//jrUanVRbxsALl68iJ/85CfgeX7F82myeQZA1z9Sqny7xqyqDXcikYDb7YZEIsGFCxfooX8+/f39SCQSzNsuIV6vF1euXIHRaMTc3FzRFo7kDImI+ZPEDXYGVxry1aBIbgH5t8/nw6effkrFcfIhizxpZatQKOBwOGgFwFJDQiJak5OTcLlcGBwcrEhjhjsBURQRCATo2elSsQ0yZyYnJxGJRNb9jMnZNptbpUMURUxOTuJf//oXlSNdarhFUcTIyAj1olf7LJK8u7SL5e1CIq7z0yuRnU3qTUlG4NJFRxRF8DyPUCh02w13NS9kpR4bjUZDn/daGcWkvjudTlfsGVXr2JR6XMjnqVQq1NTUFHjYJJyar4lss9lgMpnw4osv4qGHHgLHceA4riBrNpFIIJlM4qc//Sk++OAD2pO9FM+0WscFuH3rGRmb1Vo4ptNpBAKBm8owJqH2UlGtY1NOO0NKH1f7vbFYrKzNX9Y7LlXtcZOaO+BG/25GeUgmk+x8swohkzqVShVtkrPUcPM8T/s8NzY2wmaz0ZCgVCpFOp3G4uIiQqEQXC4XXC5X1S7omwWe51dMhroV2LiUHlJXvRmpao+7mqjmicPGpjrHphLjkh8qJ00NtmzZAovFgqeffhpHjhyhwh9+vx+/+MUvcPXqVYyNjWF6erqk91Kt4wKwOVOtY8PG5Q7wuBkMxs2RX4lByk+GhoagUCjQ2dmJaDQKtVoNURQRDofx+eef49NPP6UqhAwGo/phhpvBuMMh+R99fX1IpVK0Y1I8HsfY2BirxmAwNhksVL5OqjW0BLCxqdaxqeZxyb+32/X8qnVcgOoem3JQrWPDxoWFyhkMxgpU68LNYDDW5tYVGxgMBoPBYJSNdRvuuz2EwWAw7hzYesbYzKz7jJvBYDAYDEblYaFyBoPBYDA2EcxwMxgMBoOxiWCGm8FgMBiMTQQz3AwGg8FgbCKY4WYwGAwGYxPBDDeDwWAwGJsIZrgZDAaDwdhEMMPNYDAYDMYmghluBoPBYDA2Ef8DsJfXJJL37iMAAAAASUVORK5CYII=\n" - }, - "metadata": {} - }, - { - "output_type": "display_data", - "data": { - "text/plain": [ - "
" - ], - "image/png": "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\n" - }, - "metadata": {} - }, - { - "output_type": "display_data", - "data": { - "text/plain": [ - "
" - ], - "image/png": "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\n" - }, - "metadata": {} - }, - { - "output_type": "display_data", - "data": { - "text/plain": [ - "
" - ], - "image/png": "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\n" - }, - "metadata": {} - }, - { - "output_type": "display_data", - "data": { - "text/plain": [ - "
" - ], - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAe4AAAGFCAYAAAA7JBDPAAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjAsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvlHJYcgAAAAlwSFlzAAAPYQAAD2EBqD+naQAA9HpJREFUeJzsvedzXFl63//tcG/37ZwjGhkE85AznNlJ3NWE3Z0N3l1pNCvLpbVckksq+5Xl8t/gctlVrrKrXOWyZLvkJCt4V6rV7kij2dVkTmIOAJGBzjnn9HvB33N4uwGSAAmgG8D5VLFIgmCj+557z3Oe9H0U3W63Cw6Hw+FwOAcC5aDfAIfD4XA4nO3DDTeHw+FwOAcIbrg5HA6HwzlAcMPN4XA4HM4BghtuDofD4XAOENxwczgcDodzgOCGm8PhcDicAwQ33BwOh8PhHCDU2/1GhUKxl+9jKFEoFFAqlVAoFGg2m4N+Ow9kP9eGfpZCoWC/CJVKBZVKBaVSCZVKxa4fAHS7XXS7XTSbTbRaLbTbbbTbbeyG/s+waggdxWdGzrCuCwC4XC50u100Gg12P7ZaLXafDvN73w2G9fOp1eoHXn/ai5VKJdtXAPR8P31doVCwr3c6nZ7f6f/sJfQ+1Wo11Go1JEmCzWaDIAjQarVQq9XQaDQQBAHNZhPVahXdbhdffPHFtl5/24b7KDOsN/kwQNeGjFT/37f6fn49OYOm30Dz+3I4kK+B/M/9+0n/93W73Z7vGfS6yt9L/4FjNw703HA/BDqlce7T/8CQ193/cNDXlUolut1uj1cj92w4nEFQrVYBAK1WC51Oh3lj/J4cLA/yiGkvpr2mf8+hr9H3yL/e/5r7sca092k0Guj1euh0OtjtdqhUKrTbbXa/UeRxp3DD/Qj4g7w1WxlqubfdH0rvdDrshuWHIc6godQX3ZMAf9aHgYetwVaGt98r70/fPez/7hVy71oQBGg0GkiSBL1eD5VKhUqlgmazyQz346RnuOHm7BqCIEAQBHg8Hvh8PpbHaTQaWFxcRD6fR7lcRqvVGvRb5RxxtgqVc4YfuXOwlVdOyA24PN8NoCfXvRvIDwyCIEClUsFsNkOSJOh0OhgMBpa7bzabKJfLqNfrPVFJec5+O3DDzdkVFAoFRFGEVqvF6OgoLly4wMJE5XKZGexms4larTbot8s54shD49xoHzwetGZbGe/+AtndPqzRz1CpVJAkiTkvVqsVkiRBkiRmsBuNBorFIiqVCnt/tE/uxHhzw815YhQKBVQqFdxuNxwOB6ampjA9PQ1BECBJEsrlMiYmJqBSqbC8vIxCoTDot8w54nBP+3BCxlAURRbxI8NZKpV68su7DeXh2+02KpUKlEolKpUKRFFEq9VCtVrd5HEDYHn5nRStDYXh7q9I5hwsqAjjwoULOHv2LM6cOYNnnnmGtYaVy2UIgoBgMIif/exnCIVCg37LnCPOk+41D6ty5gwOCjsbjUbodDo4nU54PB7k83ksLCygWq2y4tjdQt521mw20W63EQ6HWbFcfzua/OCgUCjYAeNAGm5+4x9sFAoFDAYD7HY7rFYrTCZTTy+33W5HtVqFTqcb9FvlcPh+cwihHLNarWb7EBlutVoNQRBQr9f35Gf358+p4HG7ehUHJsfdXzygUCgeqyyeM1jklZE2mw2jo6OwWq1Qq9U9OZzR0VFm2KlFjG+enIMKv3eHD1EU4fV6YbFY8P3vfx9PPfUUq+a+ceMGFhYWUKvVdmwkH4W8j7zRaGz5bw+j3W6jVqsdLI9b/ma5530woVOmVquF0WiEVqvtKQqh0BV9j1Kp3LM8E+fJ4WHgvUNeMLXVRr2day8/LHPuo1KpoNfrYTabMT09jfPnz0OlUkGtViOVSkEQhD1VM3xcZ+Rx/t/ADfeDevL66b/ht1Kh4WIKg0UUReh0uk0PiFKphFarRbvdhs1mg9vtRqVSQS6X42s0ZIiiCL1eD1EUYTaboVQqEY1Gkc/nB/3WDiy0XxmNRjgcDjgcDrz88suw2WxQq9VQqVTbep1Go4FqtYpEIoG3334biUQCjUaDRyr/f6jdqtFooFwuo1AoIJvNIpVK4datW0in0yiVSoeiHXUghnurYrRHGW0y0qSHTScpuXJXvV5nOQW6mblh2D/kOrxyKFze6XRgNpvhcDiQyWSQz+f5+gwZgiDAZDJBp9NhZGQEKpUKxWKRG+4nQF4wNTo6iqmpKfzjf/yPMTY2Bq1WC0EQtvU6dNidm5vD1atXUSgUHlt56zBCkQjS/i6VSggGg7h79y6Wl5eRz+eZYt5BZ+Ae91aQMLvL5cLMzAw0Gg3MZjM7ncr75gAwSc1EIoFyuYxQKIRYLIZWq4V6vc6Nwz5A1ZEkQAD0HppUKhVEUcSxY8fwK7/yK9jY2IAgCKhUKkin00M9xOUoQM/T6OgoXn75Zej1ejidTnQ6HeRyOeTzeTQajU05PM49yDg7HA6cPXuW9e+q1WrmdJjNZng8HrjdblgsFgiCsCPtarVaDZ1OB6/XizfeeANnzpzBysoKUqkUkskkYrHYkd7r2u02SqUSut0url+/jnK5jGg0ilAohHg8vmt7jNxZHNT1Hojh3urDygvVtFotJEnC+fPn8du//duw2+2YnJyETqfb1O9GRrtareLatWuIx+N499138emnn7KG96N8M+8HdJAiAZatPAgy6BcvXsTZs2dx+fJlqNVqxONxXL16lRvuASMIAkRRxPnz5/EHf/AHMJlMrAc/FAohEomgUChww/0AVCoVNBoNjh8/jj/4gz+Az+eDy+WCJEkAelN99KzstEhKFEUIggCj0Yh/9a/+FarVKv72b/8Wd+7cwWeffYZEInGkve9ms4lUKoVMJoOf/vSn0Gq1qFQqKJfLrFXrSSEHhYqpByWXO/BQuVwuTh5SopCqw+GAzWaDxWJhRU9yw00N74IgwGKxoNFowGw2w2g0otPpsHAsN967D7VfWK1W2Gw26HS6HpWi/u9VKpVsI3O73ZiYmIAoipibm2MnZc7+Qs8TraHb7YbZbGYyjaSp3Gw2ucb8Q9BqtTCbzew6Wq1WJntJbCXRKS8yo7WQ57z7i3fpOTIYDBAEAQ6HAx6Ph0UkgUdLeh7mcbP02UkPvF6vP3ELGKX6bDYblEolq6WqVCpsHOehN9xyz5rC3iTUIUkSRFHE7OwsJiYmcO7cOUxOTkKv10Oj0WwKK3W7XWYoRFGE2+2GRqPB5OQkUqkUwuEwMpkMK+DghmH3oFmzTqcT3/zmN+H3+zE5OdlzGu0/lAGAXq+HJEk4d+4cRkZGMDc3h+vXryOfz7MHgrN/qFQqCIKA559/Hi+++CKOHz8Oo9EItVqNWq2GcrmMXC6HVCrF12YLaE/y+/04efIkTp8+DbfbDavVumXkSS672el0UCwWUa/XWc2OIAjsAPwoA6tSqTAzMwOr1YpgMAij0YharYZarXZkh/nQZ67X67ty2CRnMhAI4Nvf/jY0Gg2CwSCKxSIWFhawvr7e43nvFwPzuGkgBW0ccp1Xi8UCm80Gk8nEQq/ysW4Pek2qajaZTLBarcjn8xBFcZNaDefx0Wq10Gg0bKNxOBwIBAIYGRmB0WhkG47ci5BDhYW0ttlsdstDGWf3oWsvj25pNBpoNBp4PB5MTEzA5XKxgQhUlEbeC2cz5HTo9XrY7XYmPARgy1G28o4XigjWajW2DwqCgEajwQ7GFFbf6hCgUCggSRIrJhQEAa1Wa8fymYeR3eos0mq1TIGNignb7TZyuRwikQjTpNhv9t1wk4bs9PQ0Tpw4wYpglEolqtUq2u02TCYTG4EWjUYhiiLLCclzRBqNhr1up9NheaapqSloNBo4nU7U63Xk83msra2hWq1yA/4EqFQq/OAHP8A3vvENqNVqiKIISZIQCASg1+uZl0E388M2ECpWo02JNh3O7kPrMDY2hpmZGfbMSZLEDlzHjh3D2NgY8/ZCoRD+63/9r1hZWcGtW7cG/RGGDjoEOZ1OGI1GTE5OMu83FAohkUgwbeqrV69ibm6OhW7lXjdJZMoPU+R5e71eGI1GfO1rX8Ozzz7LDsvA/TB7qVRibZUWiwVqtRqNRqPnoHAUeVIteirW/PrXv4633noLVqsV4+PjUCgUmJ2dRaFQQKVSwerqKvPu99Ou7KvhprA4TU85c+YMLBYLRkdHoVQqkUqlUKvV2ElVoVAgn8+zjZ1uapVKtalQjQyFIAhwOp1snOTKygpEUUQkEuFTqZ4QlUqFp556Cm+99RbT1yWoSJDWTX7a7Tfe9HfqHiCv5ah7CXuFXHZ2dnYWFosF4+PjMBqNOHHiBKxWK9N2lnuCH3zwAW7fvo1KpTLojzBU0PVUq9UwmUyw2+1wOp1wOp3QarXIZDIAgFwuh2q1ig8//BAffPAB6vU6yuXytjZ4jUaDmZkZOBwOjI2N4dy5cwDQY7g7nQ7r7QYASZLQarWgVqsfGp08KjyJIaVD1PHjx/HWW2+xiEe73YbdbkexWMR7770HtVrNohyH1nCrVCpMTU3B6/XiwoULePrpp6HRaKDT6VCtVhGNRhGPx5HL5VAsFiFJEiwWC3tI5FNfRkZGMDExAYPBAK/Xywy7IAiscGNkZAQnTpxANBrF2toaGynJw347Q6/X4+WXX0YgEMDZs2c3tXxR7+TKygqSySRLdWzVxkf/Rw6PguwdVHim1+sxPj6O2dlZmEwmjIyMsDArFX22220sLCzgww8/xPr6OiKRCNNG4NxHPlAinU6zSCGpc2m1WnS7XbbXLC4u7ni4BXXX6HS6TcaaPPVms4l8Po9UKsWmUdEhWKVSDcSgHAYUCgWMRiP0ej0MBgP7erfbRblcxvvvv4/V1VXcuXOHRVUOdXGaWq3GiRMncPbsWTzzzDN48cUX0Wq1UCgUkEqlEAwGMTc3h2AwiGg0uinUQzkdQRBw/vx5vPDCC/D5fNDpdKzoSa1Ww2w2s//TarVgtVpx5coVlqvjhntnGI1GvPnmm3juuefg9XohiiL7N3k73q1btzA3N4eJiQnMzMwwo0DRkK0UomiNufHeG8jTJk2EM2fOwGAwwOVysVSHSqVi63jjxg38+3//75HNZlnBIGczJHySSCSgUCiwsbGBzz//fMvvfZx7m/Y6o9HIanzkz0qj0UCtVkM2m2X6FeQlqlQqFvmi1+LP1vZRKpXM+TAajez6dTodFAoFvP3226z9brsRlN1m30PlNpsNgUCADaKoVCqsQT4ejzNZOqoIJMMtr1ButVqo1Wqo1+usr1QuykIXknJCchGEox4+2gl6vR5er5f1pFJLHnC/OrZQKODGjRvIZDK4efMm1tfXUavVUKlUYLVaUa1W2evo9Xq2FvQawOFuTxkk8meCagokSWIFhnIBkHw+j0KhgGQyiXK5zCqTOY9mN9uBqGDQaDTC5/MhEAhAkiSW5lMoFKjX62ydFhcXWXSkUCgwD/Bhlc7ciD8aSgWSs1GpVBCPxxGJRJBKpVAoFAYq7rXvHvfx48fx8ssvw2AwQKVSIZ1O4xe/+AXC4TCuXr2KUCj00FFonU4HSqUSpVIJxWKRTVWRt1PQCZcuPm1Quz0V5rDj9Xrxwx/+ECMjIzh9+jR8Ph+7hnTqX11dxb/+1/8ad+/eZZuGwWCA2WyGy+XC+fPnWctYIBCATqdjXjghP5RxdsZW143ym2S0SVxFr9fDYrFAp9Ox50+huDczeGVlBXfu3MHNmzeZNCTf4PcfjUYDl8sFp9OJF154AbOzs7BarchkMqw9L5vN4vLly0in07h27RpCoRDK5TKKxSLTtTjKhWlPikKhgE6ng9lsZlLN8Xgcf/M3f4NQKISFhQXE4/GBppD23ePWaDRsiAHpi5NkX7lcfmizvLyNjPIPlAOi3A6wWbO2Xq+zwim+Gd1Drv9Ov+j60LU0mUzw+Xw93jJRLpcRj8cRDAaZspa8UpYU66LRKCt2stvtLAdIqFQqGAwGmEwmtmac3UUu7CFvw6ToVLfbRT6fZ7oH/DnZfzQaDQuN+3w+OJ1OWCwW6PV6NBoNJJNJVKtV5HI51oqUTqeRSqWQzWZ75Gi54NSTQfUFRqORFeA2Gg2kUimkUinmoAySfTPc8kpMytnU63VkMhncvn0b4XAYxWLxgf+X/t/U1BScTie++tWv4o033oDRaITb7Wa9p91uF9VqFZVKBcFgEFeuXEE0GkUqlTo0k2GeBNrENRoNU8cyGAxQKpXM07JYLLDb7Th37hxefPFFpq0M3N8UPv30U/zH//gfkUgksLGx0XNd6/U6Op0OWq0Wms0mHA4HxsfHUa1WMTs7y/JGAGCxWPDKK69gfHwc7733HhYXFwdxWQ4sD9qk5flQikDRxC9RFJm3Td937do1/Nmf/RlyudzAN6WjhkKhwIkTJ/Dcc8/B4/Hg/PnzrC+72Wzi+vXrmJ+fR6FQQCwWYxPCarUaizoeVcGV7fCgotgHoVKpcOzYMTzzzDMYGxuDQqFAqVTC3bt3EQqFUCqV9vLtbot97+Om8B1t7FRgId8w+tXVqFpco9HAbrez3A9JZmo0GigUCpbboeEixWIRiUSCtZkdVtnGh92Y8pnYcrU6CpeKosgq9ykNYbFY4HK54Ha74fV6Ybfb2b9TGiMcDuOjjz5CoVDY9DPlk9no/6TTaWSz2Z5cHXDP0wgEAgCAy5cv7/7FOcKQUZcfmqlvXn7PdDodpFIpLC0tDUQF6ihD0UKn04ljx45hZGQE58+fhyAI2NjYQD6fRywWw927d5mnTWMreWTk0WyVSnrUNaM90OPxwGQyodvtotFosGjHMBxs98VwU4hbLrZBIgEqlQo2mw2NRoMVXhgMBkiSBI/Hg2PHjkGn08HtdrOvmc1mjI6OMk+RCgjoRibRlWQyifX1daTTadRqtUN7o/d/fsrnWywWTE1NwWw249y5c3A4HOwgRPl/mpUN3CvAaDQarA2FVLRKpRJCoRArRFtYWMDc3NwD++LJGMiLCB9kDCRJwokTJ2Cz2fDLX/6SibccxnUaBNSCeerUKYyOjvbMf6ZKcnoWudHeXzQaDb75zW/i1KlTmJ6exqlTp1j9Rzabxfvvv4+VlRXcvXsXq6urqNVqKJVKvAtjB9BhlQ6vnU6Hte89CHmOm6R/K5UKisUiSqVST8U+MJhiv30z3PIKbxpe0G63oVQqYTabmUdcq9XgdDphtVpx6tQpvP7667BarUzxifq4tyrIoZxdo9FAqVRCNptFNBpFLpdjxuMw3uzy3D55zWq1GhaLBadPn4bf78cPf/hDTE9Ps9zmVtDGLf/VarVQLpexvLyMSCSCn/zkJ3j33Xcf+n6oxoC8bcp3b1V8ptVqMTk5CYvFAovFsuOwFufhKJVKjIyM4MyZM/D5fJueHUpnkOHm7B+iKOKrX/0qvvOd77D0VK1WQzqdRqFQwBdffIGrV68ik8mgUCjwA+1jQGqatCdSUe2jDDfluFUqFer1OisMJPXN/u8H9nfP2hfDLQ+Z0s1HsqUulwsvvvgiCoUCawMzmUwwGAzw+/0YGRmBXq+HVqvtaevqR/61crmMVCqFXC53JFpbSPGKbkiz2QyLxYKJiQmcPn2ahXzkBXxbhY/kBWtKpZKlG7LZLG7evInl5WVEo9FHvp/+Yijy3n0+X4+gAX0vFaw5HA6MjIygUCggm83u3gU6gtDBzWw2IxAIYHR0lNUp0NpXq1VcuXIFkUgEGxsbA3y3RwvSmrBarbBarTCZTKx6OZVK4cMPP0QkEkEoFEKxWGQHX260d47VamWyvl6vl2kVUNuxXBWQaqk0Gg1MJhObeEjG3263o9FooNlssrZkuU3bT/bNcJPQPn1Q8rynp6fh9/tZNTNt+PSL8nHbkcQkg5HNZllvYy6XQ6VS2ZFq0UHDbDaj270/ys7n82FmZgYnTpzAG2+8AZvNBrPZ/EBPm+hvl6tUKkgmkwgGg3j77be3PTdbridvMBhgs9lYKFCn0236XhLun5iYwJkzZ7C8vMz0lzmPh1arxcTEBNxuN86ePYvz58/3qNcBQLFYxE9+8hNcvnwZKysrA3y3RwuNRoOxsTG43W6MjIzA5XKx2pHV1VX84R/+IcLhMBKJBCqVCn8OHhOa2vbiiy9iZGQEFy9eRL1exx//8R9jfn4ea2trPYabJlQaDAZ4PB6Mjo6yyKPBYMDY2BhEUUS9XodCoUC1WmXpwkNpuIH7XnepVEImk+mR89Pr9T2FaPIxkDvp76Xvo/AshQAPs7cN3Ou3Jo+71WphbGwM4+PjrI1Lq9VuMsr9N9pW4Z5arYZgMIhgMIhCofBIrXdaP51OxyQDqcDNYrH0CBr0/2zKK8klOPmGtXOo3dJqtWJqagoejwcWi6WnIK3RaDCxlWQyyVpcOHsL1eMYDAZMTEzA5/OxA3WlUkGhUEAmk0Eul0OhUGCeNufxUavVkCQJer0eJpMJzWYTHo8HhUIB+XweuVyOFT9rtVqMjIzAbrfDZrOx0Hq73YZer0cgEIAoiigUChAEAclkcmDzL/bNcFNuYX5+Hna7HdPT0zh58mSPkpa8mvxxkGv00pBzMuCH2Xj/4Ac/YCFntVoNv9+P8fFxJoRCxRk7USrrdrsIhUL4kz/5E9an/SDI8EqSBI1Gg9nZWZw9exZ+vx8vvfQSm6wjSdKWP5vC9E6nE1NTU0gmk7xI7TFxu914+umnMTo6il//9V9nqnfy655KpfDJJ58gFArh9u3bTMefs7eQdv+xY8fwe7/3e2yICACEw2HcuHEDN2/eRCKRQD6f5zUHT0i322XXnNKvKpUKFy9eZHPnAcBgMMDhcMDr9eIHP/gB61oiMS+1Wo2xsTH8xm/8BnK5HN5//30Eg0FcunQJmUzm8BanEe12G5lMBpFIBA6Hg/X+9ofw+nnYhZH/P/oztYORwT7sm7/T6WQFFYIgwO12w+FwsBuPct/9OWx5q9hW1Go1xGIxxGKxBwrjUF6IJrZJksRy1aOjozh27BibPCX/OWSU5VPF5LPZ6TBw2Ndut6BDm8Vigd/vRyAQYFEXuu4k0pHNZhEOhxEOh5lMJmfv0Wq1TDeeomJEqVRCNBpFMplkglGcJ4dEnWiKGnnWJpMJRqMRBoMBVqsVXq8XgUAAx44dg8/nY84O7UFarRYejweSJMFms6FQKPTMbNhv9tVwN5tNXLp0CYuLi0gkEpAkCVarlfVj9yMvaKPTp3wy1YO8t1QqhcXFRcRisSMRKidBAPq9XC4jnU4zFTPgfr+oXq9nIWmXy8VU6OSqaASFkORhVoK6BGimM+WA7HY7Tpw4gXPnzsFsNvd4/MD9QxhVM5NyXrFYxNLSEpaWlpBKpbjB3gFKpRLnz5/H6dOnMTMzg5dffhkWiwVWq5Up4nU6HXz55Zf46KOPEI1G8cUXXyCfzyORSAz67R966FB14cIF/M7v/A48Hg88Hg+A+50cc3Nz+Iu/+As2bYyzOywsLKBcLsNiseDSpUsQRZHZhFKpBI/Hg+PHj+OVV16B1WplDg9JAdNhl6K4uVwOa2trWFhYQCaTGZht2XePe2VlBWtra/D5fHj66afRbrdZWKK/N44MN43QA7ApB77VBl8qlZBMJlEoFA5t77YcyrPQDVmv11mFfqlUYsWA1DNvNpvhdDphMBhYrcFW14i8aXk6gyCjrtPpWB51dnYWXq8Xx44dw8zMDDQaDbRabY+0Jv2iOoRqtYpMJsP67hOJxFAoEx0klEolRkdH8dxzz2F6ehrPPvsskxQG7k+yWltbw/vvv494PI7bt28/VF6Ys3tQJGl8fBzf/va3YTKZANyPOnU6HUSjUVy5cuWRrUqcnZFIJJBIJKDT6bC6utojuU1txyR6o9frmZiX3P5QurVer6NarSKdTiMej6NcLg/sc+27chpwz5NeXFzET3/6U4yNjaHT6bA+RhIDUSgUTPmMNh6FQgGv18vE36mIiS40eXHlcplVkx8F5ufn2QmyVquxinx5DzWFn0ncZnR0FNlsFna7HU899RTbTOS4XC584xvfQCwWw2effYZ4PM4OAHTDGwwGlk/3+/2wWCxMLKff4FPle61WQzKZxNraWo+4C0kK5vP5I5HieFIkScKzzz4Lr9eLixcv4uzZs3A6nT0FgO12G8FgEOl0GgsLC1hfX2cHWs7eoVQq2cH4K1/5Cs6ePYtz5871RBY7nQ5isRiy2SySySQXwNlDaHY5CaqIoogzZ87gueeew8TEBNuv5JHB/hobsjGpVArRaPRoGW66EHfu3MHCwgJmZ2eZMtrx48eZ/KZSqUQ0GsWdO3eYJ6lWq5kHbTKZIIpiT5sYqUBR5frDFLsOE9evX2cTbGhT7u8vpGtEHvTs7CzK5TLGxsYwPT3dox9O30/FGul0GkqlEisrK9BqtRBFEePj43jmmWeg1+vhdDqh0Wig0+kgiiJEUew5VAG9XQXZbBaLi4v48MMPUSgU2HSj9fV1ZDIZNBqNI7FuT4rBYMAbb7yB8+fP49ixY0xXuV9gZWVlBYuLi7h58yaWlpaORPpo0NDh1mKx4Ac/+AF+67d+q0flEbh3qAqFQlhfX0csFjsS0cFB0Ww2kc1m2ZwGjUaDkZERfP3rX2fpw36jTc4DfZ1C54lEAsFgcKB1CAPxuIH7p5disYjl5WUUi0VWrk8VgKSjTT3g8iHx/dO+SMqOvM6jtDmRDKJcj12uFw5srtivVCpIp9MwmUysGEYu0ALc77HW6/XweDxoNpssX2e1WqHRaNjhidaGPPL+tAetVyaTYVXqyWQSpVIJ+XwelUqFvY+jsm5PikqlgsVigdPpZMV/8k2GlAgTiQTW19eRzWZ5JGMfIONw/PhxjIyMwO/3b9KHB+4Z7o2NDdy8eRPRaJSvyz4gCALGxsZgs9ng9Xqh0+lYeBzoNdq0h9Jz1T+0Z5DrNVDD3e12EYvF8POf/xxWqxW1Wg1jY2M4deoUrFYrbDYbtFot07zudDrQaDSo1+sQRZGFhUVRRLPZRDwe7xlYclQqM2OxGNNop1qA/puKTo50U+ZyOczPz6PdbqNQKLA0hdxwUzGbUqnEM888g6mpKWaA6ZQqCAKA+5Kz8slT8p9dr9dRr9cxNzeHL7/8EpFIBHNzc6hWq8jn8ywff9hb93YLhUIBURQxNjaG48ePbyrubLfb7FB07do1vPfee0gkEtxw7xNmsxn/6B/9Izz//POs5UsOHbT//u//Hn/1V3+FcrnM7/t9QK/X41vf+hZOnjyJZ599FlarddOBVy4YRm22zWaT/aKUxpE03ATlHgAgnU7DaDSiXq8z5S0AzFi0223UajXmWdbr9R7DHYvFkMlkmAd6VDYomsO7k1AbaZCTEIder4fFYmGem1KpZDUDnU4HoihCp9OxtSD9X/lMb/nfCXoIcrkcSqUSEokE4vE40uk0k3OkA8eg5AMPGiqVihUVarVathbA/QNxq9Vi0rEkJ1yv1/m13WOooFMURdhsNrjd7p758wDY85DJZJBOp9kMdM7eIpfZ9vv9TAaaoD1RPniH6oVKpRLS6TTS6fRQCOMM3HDTyRO4l/dOJpOYnp6GwWBgYYlqtYpsNotSqcRayWjmtlx0hRS+1tbWjpThJi/7YSf2fuNar9cRj8dRq9XwR3/0R3A4HHjhhRcwOTkJvV4Po9HIFLYopdFsNll+iNryqCWMJr/1n15brRay2Sz++q//GktLS7h9+zaWl5fZLGFKe5Cx4Yb70ZjNZjbti2pC+jUMUqkU3nvvPUSjUYRCIZ4/3SdEUWS92iaTiWldy0kkEvg//+f/YHV1Fbdu3UKz2eRrs8cIggCDwQCn04lTp07hwoULbG4CRSGz2Sw++ugjZLNZtg/RATkajeLjjz9GOp1GMBgcuH0ZuOGWtwaRCk29Xmd9xfL8aL1eRyKRwNraGjuxAmCGOxwOswkuR8kAbOe0Li9aIoH8SqWCTqeDO3fuwGw2w+PxsHF2JFyQz+dZ2IhSFZTnpkOAvGWs39tuNpuoVCpYWVnBrVu3sLa2hkgkwow6rdFRWq8nhcQgtvLmKCpVLBYRDAYRDodZSyC/vnuPSqWCJEmsUJNSScD9e7xcLrPiXNJb4OwtJBBlNBrZwYqgva5cLmNjY4NpG5AMs8FgwMbGBm7fvs0ih3uxZjtRDB244d4K6hGmAoF6vc4EVa5fv461tTXmcQNghQPlcpmdXqkC/ajnjcjLJm+4v7ii3W4jGo0ik8ngnXfeweXLl5nHTXKB1D5GY+7I06YKcvqaXOms2+0imUyy6VPXr1/H0tISy2fTKZe+l/No6PQ/OTmJN954Az6fD3a7HQBYumFlZQWfffYZkskkrl69imw2y8J78jnC/JrvDYIgsKls/aJGxWIRyWQSKysrWF1dxcbGxkBbio4So6Oj+M3f/E02KU/O6uoqPvnkE8RiMXzwwQfIZDLsOaE9rlAoIBaLsTQt0W9s+9tf5X/ergLodhgqw00fjsLfZAgajQY2Njawvr6Ou3fvYm1trafliSCvkmZ2A+i5yEcNeWicqr1pA6dDUbPZZEpN0WiUVcSSqt2JEydgs9ngcDjYQAS54ZZ73/3edjabxRdffIFQKMR6tLnBeHzoIBUIBPDSSy8xCUZ6RqrVKlZXV/Huu++y6v1qtdpTI8LZW9RqNYxGI4xG4ybDXalUEA6HEQqFEA6HEYlE+POwT3i9Xrz55ptMe0JOOBzG3/zN3yAWi+HatWsoFosAetOL/RFC+nc5NCgL2Gyo5e1l/TzObI6hMdzkMSsUCuTzeVZQk0qlEA6HsbS0xIQ6HlTVR3+nQip5e9RRfEDkhpu8W7nH3Y+8sIlUgnK5HBuVqtVqUa/XWUEUtVIAYC0VGo2GVV9mMhksLy8jHA7z8YSPCYnmaDQaJiVL+u/yin4S8YjH48jlcigWi8wLpzTHbrSxbDXHnXMfpVLJ6kAAsM2exFa++OILrK+vHxlxqGGBCtPkA5doHjfVgaRSKaYhQd9Dv/cbbKVSCa/XC6fTCaPRyISP1Go1ut0um6YYj8cRDoeZgySPMtLBYCcTMImhMdztdptVGsdiMSQSCYRCIdy4cQOhUIiFMqj6+GHodDrY7XY2QGEr7/woQBWupFf9KM+Lrg8ZXuCeF06eQrvdZl62RqOBwWCATqdDp9PpqUavVCool8sIhUL49NNPEYvFuP7yY0Dr53K5YLPZ8J3vfAf/5J/8E9ZbTymidruNcDiMubk53L17l60ZzaGndX/SIqitNhnuxfdCHjd5dXRwarVauHv3Lv7sz/4M6XSaFUBx9geqPaAJhd3uvZkWkUgEd+/exc2bN1EqlTbpXzzotdRqNVNem5ycxHPPPcfGFnc6HaysrCCZTOKjjz7CO++8w9K4cq9d7tFvNSviYQyN4QbuaypTcU2hUGCzaeXe86NQq9WsiIo4qg+JXLpvu5EHeZ6afq9UKiyEBNyf+0xFOCSlqtFoUKvVUC6XmagKV0J7POiBdjqdCAQC8Hg8zNOmsad0fWnqXjqdRq1W62mxo1+7sQaPO3L3qEBtYDabjRXN1mo1NBoNlMtlVjzLn4f9gWZxU5pPXuORTCaxuLiISCSCer2+7SJfclysVis8Hg8cDgdMJlPPNEYa9ETdOP1h9n52ap+GynBTsVQymcTS0hKCwSBWVlZYCONRH45yDHq9Hna7fVMR1FFDPpzlcQrBqBJTFEXEYjHk83k2EIRy3AaDATMzM7BarXj55ZehUqlYyDYajTI1tKN6cHpcKORqNBrx2muv4eWXX8b4+HjPpLVWq8Vkbj///HP84he/QDabRSKR6OkE2ItUEV/PXsh7stvteOmll+Dz+aDT6VCpVJBKpZDL5RCLxVAul5mYFMCv414zOjqKs2fP4qmnnmIdGNTt8t577+F//a//hWw2y7QwHoVKpYLdbofJZMLJkyfxwgsvMCGqVqvFZqn//Oc/xxdffIFUKoVYLLZljpzeC/060FXl8kIbuacmiiIkSeqROu03yFQ4RdKdW+UnjhK7UblN17BSqTDPLpPJsIlHpVKpp+e7Wq0yYZdyuXwkUxS7AR1CBUGAw+FAIBCA2WxmDzeFvovFIjKZDFKpFBKJBMrlMitA3GtBG76uvVBqw2AwQK/Xs5bLYrHIdCjoMMWv3f4gSRIztPIoFUkBr66ubjuSS88kFe9KksRmMtDwpEwmg2w2i0gkgmAwyKKOW7GTqvN+hs5wKxQKSJIEk8kESZLg9/tRLBYxMTGBfD7PPL98Pt/TKE+62mq1GvV6HRsbG8jn80fecDzJZ280Gkin0z0CEnSDym/idrsNk8mEkZERKBQKbGxsYGlpCRsbG9s+yXJ6USqVrC2PFNIo9Fqv15FOp5HL5fDuu+9ifX0d169fRzqdZvUJ8pP8bsFb+B6OQqFAqVTCnTt3EIlEWN4yFoshlUphZWWFHYC58d4f1Go1G4xEPfSffvopy233j1Hdqr2LUlZarRZarRZutxtmsxmrq6v4q7/6KzbUig4DlUoFi4uLTLzqUTxOVHjoDDcApsZlsVhgMBhQLpchCAIKhQJ0Oh0SiQQz0PQA0EYnCALK5TKKxSJqtRp/OJ4A0rtWKBQsByTPlVK+B7g36CQajcJmsyEYDGJ1dZWFbPdyDQ5rzpXaGmmQCw2poBoQqiK/c+cOFhcX2YS1vQqNE/x52hq6D+v1OqLRKAqFAqsxiMViSCaTLOV31J2J/YQ0LFQqFfO2l5eXsbi4iHg8zvan/smI9Du1JguCwLxsKj5MJpNIp9NIpVJYW1tDrVbr0UzYyRof6Bw3cL/9xeFwsMplo9HI2sU0Gg1SqRSWl5fZ4Aq5LCdwX4yCSwk+GfKToLyVSH6jU10CSZvGYjEUCgV23fvb0Tjbg4a/tFot/O3f/i1WVlZYO0u9Xmea/Ldu3UIqlWJtkkc5NTQMVCoVrK2tQRRFVtWfz+dRLBbZEB1uuPcPQRCg1+uhVqtZtHBhYQE3b95EMpnc1JYlHxXdb8zJeVlfX++ZKFapVJDNZpnN2Y9oylAabqPRCLfbzQw3hWIbjQZsNhtyuRzUajUrlCLNazrl8jDU7kA93fKRdltVnJNkbSqVgkaj6Zl0RCdWblB2RrvdRi6XQz6fx09+8hPW1kdrQcWawzBikNMrZ7q4uAiFQoFcLtcTqdqNljzOzqACWkEQUCwWkc/ncfv2bXz55ZdsRgZwv4ODtOWpTko+aImKCjOZzKbnbr/XdKgMtzwsodFoWDN7s9lEOp1GuVzGysoKEokENjY2kMlkUC6XWUsM9zh2H7mX3S9CIO9DVCgUqNVqrCiN5qLztXgy6PAkT09Q7za/tsMHFaSRhyYfA8mjTvuH3GumgudMJoNcLodardaT8pOPIyYVSHrG5N0ZcsXJQduZoTHc8v44vV4Pk8nELhzNFI7H4/jwww+xtLTEerypzB54+HQszs4hb5r+LEeuykan03Q6zTTkKSwl18fmPB5crvTgQAWdAHoqyPkha39Rq9Ust91ut5HP5zE3N8eiWPLcNk0OI6cRABuDS4Z7JzoY+8HQGG6Cwk2pVIpNliJxiUQigUQigVQqxUQmhuVCHlZI/o/o/7M8101tD9VqlYlO8E2Lc1Sg+3wYN/qjSLfbZYWcVNxMRcv9Th6tFx2Qt1KaHKa1VHS3+W72w2uiPMNzzz2Hs2fPIp/PIxqNsmq9er2ObDbLxlHupxcyTIvWz16uDU27kVda0tfJ25YkifVIUmqDQoTy1qS9gELHw8hRjzQctWfmIOm4D+t72611oVC52WyGzWZjTgaJFslHP8unG8rFjQYRLdnuzxoqww3cu+CBQABerxfpdBrr6+tDESoc1hsd2Pu16RfDl4fJSeFLqVSy0JJc/GOvjSo33MPLUX5mhp1hXZu9PlAN6+cmtvv+hjJUThJ0/UUEnMEgr5wkD1z+NZJV7S/EGfaHhMPhHH4O4z40dB73sDLMi79fa9PvcfeL9g8ivMQ97uGFPzPDy7CuDV+X7a2Lco/fB+eQsdUM2SfR3H3S98LhcDhHjaELlQ8b3DhsZqvB7/tdxPE4w+c5+wNfFw5nb+Ee9zbgG9H22e8QHF+b4YSvC4ezM3byzGw7x83hcDgcDmfwcI+bw+FwOJwDBDfcHA6Hw+EcILjh5nA4HA7nAMENN4fD4XA4BwhuuDkcDofDOUBww83hcDgczgGCG24Oh8PhcA4Q3HBzOBwOh3OA4Iabw+FwOJwDBDfcHA6Hw+EcILjh5nA4HA7nAMENN4fD4XA4B4htj/Xcj2k//XOeH8Rez39WKpVQKBQQRRE6nQ4KhQLJZHJXf8Zuolar2XUYxpkxW63nbr7PYfzMAJ+QNazrAgBarRbdbhedTgedTgfA/o+m3QsUCgXbv+iXKIpQq9UQRRFarRYKhQJra2uDfqtb4na70e120Wq10G632deVSiVEUQRwf51qtRrq9XrPGsqha6FUKtHtdtFut4d+jbf73oZuHje9cdr0HvZB9mMBhnmRCXqPw/peh/V9cY4u/ffksG/oT4J8fxj2z7jV+6P33el0oFAoepyUfieOoO87rAyV4X7QIjzqe/fqfbRaLdTr9aH3nA7CA8nhDBP93tdheX7kBo72LaXyfkZUpVIN9X5G69JqtdDpdHo+T7PZBAD29Xa7zbzyrQ5i9Hr0/YdljYEhM9zEoC8wLbJCoUCr1Rroe9kOg75eHM5BQx6GPWzIDyMKhYJ9VqVSOfSfW25k5YZb7mHT37fDYTPYxFAa7ielP8/Tv/jbhf4fh8PhHCTIaMuNXbvdRrPZHGqPm6IDW4XF99tz7s+RD5MTdygNt1KphEqlYr93u100Go2eIpTtQOGYYb7RORwOZyvIeNO+dxAMt0qlAnA/xA3cd6D204kip0+tVkMQBBaWHxbv/dAYboVCwYy1VquFKIrodDqbqhN3gvzUyuEcBeg5okMr52Aj38PI+A2z4e6vORhEqFuhUMBisUCSJLRaLTQajX39+dvhwBtueQGGXq+HKIqwWq0wm80oFotIpVJoNpuo1+uPdRPwUPnus52OAc5gUKvV0Gq16HQ6qFar/P4/BNBzRuHyYYbe31a57v1CrVZjenoagUAA4XAYGxsbqNVqQ+XEHTjDTblrpVIJtVoNlUoFrVYLQRBgMpmg0Wig0+mg1WrRaDQObXHCQUKeKyKjTdEQznBBz1O73WY9spyDjbzFdtj3wv5Wryd9v3JbIUkSKzjudDpoNpusUp0iE9TvbjQaYbFYkMlkhvKaHRjDTZu+RqOBWq2G1WqF0+mE0+nEuXPnYDQa4fF4IEkS5ufnsbq6im63i+XlZTQajaHKTxwlVCoV1Go1bDYbNBoN+3qpVEImk+GGYcgwGAyYmJhArVbD0tISP1wdEuSe6zCHyul+I+P6pN62VquFwWCA1+vF888/D1EUEY/HUS6XsbS0hGAwyH6OIAiwWq3Q6/UYHx/H1NQUEokEisUims3mUO1VB8Jwy6vEBUGAKIowmUxwOp0IBAI4ffo0LBYLRkZGoNVqUS6XkUgkhrKo4CihUqnYehmNRuh0up4ezGHeQI4q9Gyp1eqe/l/Owecg7IH9BWlP+p4FQYAkSbDZbJiZmYFGo4FGo0E+n0cikejpa1er1dDr9TAajTCbzTCbzRBFkTl+w8RQG255mMNoNEKj0cDn88FisWB2dhanT5+GzWbD8ePHIUkS9Ho9FAoFisUilpeXEY/H2cmNs3+QsR4dHcXrr78Os9kMq9UKURQRDAYRi8WwsrKCeDw+dA/EUUWv1zPvhB+oDi/DvrZb5bgfB0rN+Xw+nDx5Em63GxaLhXUayb9HqVSyVOvs7CxsNhtcLhf0ej0EQRjKtuADYbjpolIIw+v14umnn8YLL7wAvV4Ph8MBlUrF2h3K5TI2NjaQz+e5tz0AKJ80NjaGN998E263G3q9HiqVCpcvX8adO3dQr9e5RzdEaLVaWCwWdvjdzswAzsHiIKxnv9jK40IG2uVy4dSpUzCbzTAajWi328xwUwcF/W40GjExMQGXywW73Q6tVsvmQAwbQ2W46cYyGo0sZOFyuVioVRRFOBwOlufuF9MHwHq2y+UyqyTn7B2CIMBms0Gr1WJ6ehpOpxNarRaSJGFiYgJutxtmsxkajQYKhQIOhwOBQADr6+vccA8YlUrF2l5OnjyJ6elpZDIZBINBFItFHg05YNAeKN8L+/e/YTfeW7WD9UOfgdp/KcJHoW4yxuT4ra+vQxRFbGxsoNVqsfs7lUoxB0KpVKJUKiEajaLRaKDZbMJkMqFQKAylDRk6w61SqeDxeOD3+zE+Po4LFy6wU0+n00GhUECtVmOGQG68gXsLXS6Xkclk0Gw2h/KiHya0Wi1mZmbgdrvxox/9CM8//zwTLVCpVGydqKJ1fHwcJpMJwWCQG+4BIwgCxsfH4XQ68au/+qt47bXX8O677+I//If/gGw2yypuOcOPfC+k56pfxGTYjTbxsD1b/jk1Gg1EUYRer4fNZoNOp0MgEIBWq2Up0lQqhcuXL6NarSKdTqPVavUUvlGtDQnVzM/Pw2g0wufzwWw2Ix6PD6UNGQrDTQbbZDJBq9XC6/VidHSUhVi73S6y2SwajQYymQwqlQry+TwqlQoTi6DXkRsJzu5DD7/FYoHX64XZbMbs7CwcDgfzrqlNr79fWz4qVafTwWAwoNPpoFarDV0OaZiRt9dR9EmlUrF0UbvdhlKphCRJUCqVLPxI4UPq1ZYkCceOHYPdbofL5YJOp4NKpUK9XmetlJzhRq7wpVbf3877p2kdFKNNPChaQLZCpVLBbDazFKrdbodGo2Eed71eR7VaRblcRqlUQq1WQ6VS6TnMbPWzRFFkr0PtxcNoTwZuuOmm0+v1uHDhArxeL86ePYtjx46x6VzpdBqXLl1CKpVCNptFpVJBo9GA3W6H2+2Gy+VioXPamERRHLqLfRig6/vSSy/hX/yLf9FTfWmz2SCK4gM3iW63C0mSoFKp4PV6MTs7i2QyidXVVVSr1R2/l4O2GT0p8k1Lq9VCq9ViYmKCbWAGgwGVSgXZbBY6nQ6zs7PQ6XSoVqtoNptsMzKbzZiamoIkSSyNQUa/Vqshn8/zUPke8LD79XH2KuqyUalU0Ov1MBgMrP++3W6jVCr1GKmDaMDl0P1vMBig0Whw9uxZzM7OwmAwwG63o9lsIpFIoFwuIxgMIhQKoVKpsOvQarUeep01Gg3Gx8fhdrtx8uRJeL1eZnuGzbEYuOGmHIVWq2WG2OFwwGq1olgsIp/Po1QqIZVKIZFIIJvNolqtIpPJoFAowGg0bvK45dWCw3haOqgoFArodDro9Xr4/X6cPHmSRUn6w97yCWv0d+B+i5jBYIDL5QIApNNpKBQKNBqNbfcNH9biKbVaDY1Gw+5fOfKDqSRJkCQJHo8HVqsVFosFJpMJpVKJdVhMTExAr9ezgy61udhsNszOzkKSJGi1WqhUKhQKBbbBNZvNR25ynK0hR4SiSw8aoynfs4D7YW0qsH1QgZY8v6tQKJj4FNUEUXqj2Wz2CB71Tww7iNAzL4oiJEmC1Wpl2h1msxnVahWJRAKtVgvlchn5fB6NRgP1en1br69Wq2GxWGC325lGiNlsZmJewyR9OlDDrVAoYDKZMD09DavVynKliUQCGxsbiEQimJubQ6lUQigUQq1WY6fJaDSK+fl5tNttXLhwoUf6VKvVMsnTSqUyyI94aKACkDfffBNvvPEGAoEA87TlG0G322USs/J8lLxgRBAEnD59Gv/sn/0z5HI5zM3NIZPJ4J133sHc3NxDBwrI83iHKUdOn+vMmTP4zne+A6PRCKfTya6vvPCIDDiFC0VRhCiKEASBRaloE6KvtdtttoYajQYmk4kdAoD7BwZ5uJWzM0jjemZmBjabDb/yK78Cn8/H/o10r+XeHxVY5fN5ZLNZRKNRfPrppyiVSigWiz3qj3TolReEUi6WDHc+n8fy8jLK5TI7CMuFVw6C0d7qPdI9L0kSRkdHYbfbMTU1hbGxMZTLZcTjcWQyGVy+fBmZTAaRSGTbkr3kPDqdTrz22muYnp6G3W6HTqfDhQsXEAqFEIvFcPXqVdRqtb34yDtm4E8p5bQpz2az2RCPx7G8vIy1tTV8+eWXW6rWFAoFxGIxOBwOFtKTGwatVsuMB/ccngzyIjQaDZ5++mm89dZbW+qN0wbTbDaZti+lMCjHSn/3er3w+XwoFovwer1IJBK4efMmFhYWAGytEb9VROWwQIebkZERvPbaa3A4HBgfH4dOp3usuo2dbNBkFOSiK/yZ2TkKhQKSJCEQCGBkZATf+ta3cPz4cfbvjUYD1Wq1R06WvPJ4PI5IJIKFhQUsLy9DqVQyoy1X9tJoNJAkCXa7nancUX2CwWBAMplENptlxmir1r6DYLy3gvYP6rN2OBwsRF4oFJBOp7GxsYFUKsXSQzt5XYPBgNnZWZw6dYodqMbGxnDixAmIoohbt25xw02USiUsLS0hGo0im81Cr9ez01Mmk3lgH7bJZMLY2Bjcbjf3EvYYg8GAb3/725iYmMDZs2d7/q3T6aBer6NWq+Hjjz/G0tISGo0GarUaeyA0Gg3GxsZYdCUQCLDNQ6PRwOv1Qq/X4+tf/zp8Ph8WFhZw69Yt5j3K11+udX4YjAt5Ei+88ALOnTuHkydPYmRkBAaDAYIgsO+Tf1bSKmg2m8jlcqzew2w2Q6VSQRTFHb+P/sIfynlztgelIaampnDx4kV4vV5YrVYAwNraGiKRCOLxOBYXF3tSEWQgKBebyWRQLBYBAG63mxUgUlEnedoUIna5XDAYDCxiU6/XWWvUVgb7IBjtrZ5rmoddq9WwtraGTCaDarWKtbU15sQVCoXHkiclT54kmam4EwCsViump6dRq9WGys4M9J10u10Ui0XMzc0BAC5fvsw8i4f18QH3L6jf7x+qC3oYMZvN+M3f/E189atfhSRJPf/W6XRYQdSf/umf4mc/+xlarRbLsVEP/sWLFzEyMgKVSgW/399TFR0IBNBqtaDRaPDSSy/hpz/9KcLhMAt10eGt37sftoKRx4Gu0euvv45/+k//KbRaLUwm00OjCY1GA+l0GpVKBSsrKygWi5idnWWHJPK0doI8kkGG+7AcjvYDk8mE0dFRnDp1Ct/4xjfgdDpZR8zi4iI+/fRT3L59G3/3d3/XcxjtrwoXBIGpRPr9fhiNRthsNphMJthsNoyMjECSJJZGoShJtVpFpVJBtVrt+Xp/mmXYDfeDhFfIcLdaLSwtLUGpVGJpaQl6vZ4d8NvtNiqVyo5nd6vVajaYitIYZFMcDgdOnjyJYrE4VHZmKN7Jo4z0Vuh0OjgcDpjNZrbJkcGo1+usIIdvPI8Hhf1IMIWKNOjmpXB4oVDA9evXEY/HEQ6HUavVWEsSHcKUSiWi0Sg6nQ6SySQKhQJruXiQaET/37c6zB30taVRtFTwR3Pk+402eRDpdJoNPdjY2EClUkEkEmHtkcFgEBqNBgaDgWmOU15bXokuL4CTvxdqEzOZTGi32ygUCtzrfgSCIECtVmNkZARPP/00ZmZmWEtSoVBAo9FAMBjE8vIyYrEY6vX6phAu9RDTAZW8ZrfbDY/Hw6IpckEqaruUR6CazSZTBXtQUdtBMNzy37eCDpRUdEbGVq66RtdGrilBexftURT5AO5HsdbW1qBUKjEyMsIiJrTGw3TthsJwPw4OhwOnT5/u0ZMlg53NZpFMJnll7A7pP5m73W68/vrrCAQC8Pl8rKcRAMrlMiKRCBYXF/Fv/+2/xfLyMgqFwqbQNm0oV65cYWpqExMTsNvtGB0dZX34FHKvVCo9G5t82MBhW0tBEFh9h9PphE6n22S0O50OSqUSqtUqPvroI7zzzjtIJpO4c+cOy+NRrpRyoAaDAWazGU899RSrkqUJSYFAAHq9Hh6Ph/V/A2B/tlgsTMSiVqs9VpveUYGKa/V6PX7lV34Fv/d7vwedTsequ1dWVpBMJvH+++/jZz/7Wc8YSTnkTcoHIlFh1FNPPcW6bMj4yD1nMj4UIdFoND2HgK3e87DzqOecvGmKMMj/D10bCn2bzWZYLBZWsNzpdBCLxVAul5HNZlEoFNgzFg6H8fOf/xw+nw/f/va3cfr0aXZNHyeKtZccOMNNOSEq0qB8XqvVQjqdZj2owzaGbZihG5I2bzqlUruFy+XqMdrAfcMdDodZ/m4raBIYFeVkMhkkEgkolUo4nU624TSbTWQyGSSTSRSLRbaRHRbv+mF0Oh3kcjmEQiHm+ZK3AIDJ91LLVqVSYSIpdJ9TWoEKM4vFIux2O+usMBgMzLuw2+1M37+/2niYNqdhR6lUwmAwwGazweFwwOl0srWr1+vI5/NMe4Ly1g+Dct5UIW61WmGz2VirH6Uz6BBLBpoOe/T3/meHXvsgrPFOnvMHHeYpkmUwGJgwlEajgcViQavVYsa+VCqx1yENA1JKS6fTKBQKaDabbD+k/XEYUkgHynArlUrYbDb2sFDYr9lsIp1O43//7/+NO3fu4OrVq9zb3iZUha9Wq+FwOFh/td/vRyAQwEsvvQSbzQaz2QwALH908+ZN/Kf/9J8Qj8eRTCYf+XOokvbKlSuoVCqYnZ1lBR+VSgWVSgVvv/02bt++jVgsxgoTD/M6NptNNi3tP//n/4wf//jHbJOQJAl+v59VEFM/9vHjx9FqtXDmzBk0Gg3E43FUKhXEYjEkk0mm01+r1XDp0qWeUCEZhKeffhr/8l/+Szidzh6tA5ILDofDXPL0EVDq4cKFCzh58iROnToFQRCgVCrZQfXmzZuYn59HOBze1msqFAq4XC688sor8Pv9OHHiBPx+P2v3kxsq6vumFrNisYhEIoFEIoFkMolMJsNCwgcpYvWk75H6vM+dO4eZmRnMzMzg1KlT7DkoFot4++23sbq6ilKphFgsxv5fJpPBF198weoKstksJicnMTs7C7vdDpvNxtKDg342DpThJgEQmmJEvcF0irp79y6uXr06tPqywwhFL2gCm8Vigc/nw8TEBPx+P3w+H0wmE9s46FSfTqdx48YN5HK5bbVIUPSDvG2tVsvm4RaLRZRKJSwuLuL27dusX/+gbDaPS6fTQblcBgDkcjncuXOH6bvr9XpMT0/DaDRidHQUNpsNRqMRdrudFZE1m01IksT6fakwh7zwcrncc/3ks9H7Uxq0tmT46bU4m5G3R7rdbkxOTsJut/fkl1utFlKpFKLRKFvjB70WcD+SaDKZMD4+znKser2erTcdmuVRKHoeqdWsWq2iVqttMtpyDvMzRVEJp9OJiYkJzM7O4uzZs+waZrNZfP7550gmkxAEoeceb7fbLOIXDAZhtVrhdDqh0WhYfUh/bcigODCGW6VSQafT4Vvf+haee+451mtH8nbhcBiJRIKdNHn/9sMhMQe3243vfOc7TLHOYDDAYDAwCU2SxKT+bDKy8vBrv2cs32D6jQOFDDudDorFIhQKBarVKur1OhYXF1Eul3sKTY4aZDy73S6bapRKpaDX63Hx4kVcvHiRiajIh+5cuXIFc3NzrFWG1qO/3oA2c7myIAAUi0UUi0X2/PBU02bk/b4nT56E3W7HuXPncPz4cbhcLigUChZZoipnuoby/nh5253FYoFOp8Px48fx1FNPwe124/z586yKXC5c1N/a1V81Tq9P1ddbGeyj8EyRHsKpU6dY1EpuD2KxGFZXV5HP57f8/61WC4uLi6hUKnC5XMy5sVgsKJfLrJZnkBwIw003uiRJePnll/Hrv/7r7IRaq9UQDocRCoVYjrvVam26mTm9UKjP4/Hge9/7Ho4dOwaTyQRJktgGD9z3lCkPVCwWkU6nUa1WIUlSj9gKbQz0f+WFZQTlazOZDJaWltDt3hvDSsb/qBsL+cZLubhYLAZBEPDcc8/h+PHjkCSJFbLJ21fIC7969eqWmzStDVX6y40JyQqTTOR2pWePEiRqYjabcfr0aRbOnpiYYEI5dMBtNpvMcNP+Rfc2pacEQWAh2Jdeeglvvvkmy8s+rIr5YaIqtMYPCpHT+znMKJVKuN1uTE1NsW4Y2osUCgXS6TTC4fAD6w7a7TbW19eRTCbx7LPPsvWiMZ/D0BY2+HfwEOiEazKZ8NRTT7Fxn1SgQUU5lGelQRdyhS0SkqC8xFbtGEcR0rkmAQdJkliOTr4J0GZDm4FcdvBrX/saqtUqSqUSa6+gQqtMJsOkCOUeAFU/0xoddUO9Hai1jjae/l8qlQp2ux2Tk5NIJBJMzpTCpbSeXq8XY2NjOH78eE/Ir9Pp4O7du/jyyy9x8+ZNbrQfAKUxaLIaDczpf17IYEqSBJPJxDoyDAYD67+mVj2q+D916lSP7v9WxlV+8OqPatHf6dC9VXEa/X6YHRk6+EajUSwuLjLhJwBsH3pQRIJQq9WYmZnB6OgoxsfH2bpbrVaUSqUeYaRBMdSGmxrjx8bG8Lu/+7uYnp7G2NgYKwBptVooFApYXFxEIpFg81ipmZ7E6KvVKpaXl5lXQRvTYb6BHwWN45yamoLdbofRaNwkTyo/uZPGsiAIsFgsLERIob9ut4tarYZGo4GlpSXcuXMHkUgEly5dYu1MrVaL5YnIU5TPw+VsDbX80MFJvrHTn8fHx9lgHpfLhVwuh3Q6jUajwa7vyZMn8e1vfxvj4+NMbYty4u+99x7+8A//ENVqdaiGKQwTNByHUklGo5F1tcgNKBkFs9kMl8sFu92OdruNqakpvPDCCzAajfB6vWwqG3ny/br08tcF0PPa8uhWv9GWz5zu1z847Hse7VXz8/NQq9VotVoYHR0FcO85omEhFBHZCkEQ8PLLL+PixYuYnp5mqnU+nw+dTge3b9/ez4+0JUNjuGkeN51MqT+bvDuPxwObzcZk6egmViqVMJvN7KakEC5NzSHDDYC1GVH+6SiLS9CEKTKidCNTsR8Zi0qlwtpUKAJCJ1DaaMjYUzSD8qVqtRrxeJyF10lYQhAENJtN1odMOV1uvB8MhbMjkQjMZjPrw6b7ngqmSMGLBk80m03WfTE1NQW/389CsZSmoLnF9Hwc9s39cZGHoeVeW7+HTGtC8rOkikZhcarulxvqR2nvyw8G9HcyzPI8+lZ57/7XOex0Oh1kMhmEQiGsrKwwWWxBEJBIJFhr6oOuBRUJUjQSANvfSGN+0AyF4aZq8YsXLyIQCOC5557DmTNnWKhbo9GwEJNSqWTGt1KpQK/X49VXX+0JCcol/1QqFRqNBhKJBHK5HP74j/8Yn376KRuwftSgh5rGqOr1emSz2Z4cdaFQQD6fR6VSYSM3fT4fC/VZrVYm9iHfLOjUTxOSCoUCnnvuOeTzeVy7dg2pVIr9jHw+j2g0ilqtxsRX5FKFR2GD2Slzc3P40z/9U0xPT+N73/sejEYj87hoUxkfH8dv//Zvo1qtIpVKod1uY2xsjA1m8Pl8rL2o3W4jkUiwyVS1Wo1f94dAbVdarZZVJVOfr7xegIyCRqOBTqeD1+uFy+ViBaBUzdxoNNizI3+NfuSePI38pOeVDhBKpZJFGvujMv2vddhptVq4evUq5ubmcOnSJfz5n/85bDYbjh07hkajgXA4/FCPm5TTTp06xfQrKpUK1tbWEAwGh0KUaGgMt1qtZoIfU1NTOH36dI83R6dLKmQi747ye2SMSECEck80ZYfyTUajkd3YRx3ytHO5XM+Gk8/nkclkUKlUkEwmWSivXq+zHB9tTMD92cByFS6dTscKdmgIAHnz9EsURbbp8HD5oykUClhfX4dOp0M2m+2pEi+VSiiXy1CpVPB6vWg2m0wre3p6Gk6nEwaDAUajkV3nVquFYrHIZtwPgycxzMgN5YM8bvnQHQrJAmD7GEWZqIWSDLY8X97/HMgNt/xw1e12mXoYpTh4xOR+9wp1wKTTaTgcDtbS+iiPm2yJ0WhkX2u1WuwZG4YakIEbbnmYiCot6eYnj7nZbDKPYH19Hdlslo0BJSk7udBE/80vN+aNRgOlUunI5vHoZo1EInjvvfeg1Wpx6dIlJhtLhyNKJ9CULxK8GR0dZSM5T5w4Ab1ez5SJ5DnybveeXjAdlCYmJmCxWJDJZJDP51EoFFCpVFAul1k7GN90Hg5pwS8uLmJlZQVarRbAvWeIUhcejwfHjh2DVqvF+Pg4BEGAy+WC0WjcJNtYLpfx/vvvY35+no1T5TwYeY6Z2rV0Ol3PfZ/JZHDp0iXE43G89957iEQi0Ov1LH1nNBqZ06BUKlnU64UXXsCrr77K9kDgfnicnhOaLlav19l0OJqKRd+TSqVYOJg/T2C1OVSYDIDVfjwsVdpvQxqNBlKpFFKp1FDYjoEbbmDzZCI62dIN3mg0kM/nUSqVsLq6ikgkgqmpKZhMJqjVapY33UpPlsJK9PryHPdRhbzqQqHQc4P2F6/IC6B0Oh0EQUA0GoXf78f09DQTbJHngeStEmRQut0u7HY7BEFg158iIRQ54X3DjyaXyyGfzyMSiSAUCjGDQQbAYrHgxIkTGBsbgyRJzLAYjcZNU92Ae8/VwsICrly58kDJWs595K2OWq2WPRNy4ZVyuYyVlRWEw2HMz88jFAqx/9+fx6ZJeVarFXa7HRcvXuyRvCXIUKdSKSwvL7N5DLVaDRsbG8hkMqxWpFKp9EgGH3WoJqFer/e0fz2qUK/fcJPHXSwW9+y67iTiOHDDTReo3W4jGo2yfDfNdC4UCqhWq4hEIqhWq8hms0z8Y2xsjOWZKOfTr7usUCjYaSmZTKJSqfQIIxxV5OG2B/W8079RBKTVaiEWi6FarSKfzyOdTsNgMGBkZAQ6nQ52u51NutLr9ez/kTRnuVxGPp/v8bLl/a5H3TvYLrSJUIhWfsANBAIQRZEZFkmSHth3SgU3tVptKMJ/ww5t9lS0WSqV2HWjezifz2N5eRnhcBilUqlnn5EXktHfy+UyO8T256bJw19fX8fCwgLW1tZw5coVVKtVNo+B9kMqmKOiUv48beZJrgdFIvfCwaDD2k4YuOEGwHKfGxsbrN86mUwimUxidXWVDbRoNpus19HhcKBcLkMQBBa6kOdK6c8qlQr1eh2xWAyxWIydRjnbG6FH/0anTBolubCwgM8++wyiKMLlckGn02F8fJxNuqLWCdpISNiDCtDkgzL4RrN9SOCDVJ/ofqdD7rFjx9gAHgrRPqzoiYo8+TOxPciYkvdFOWw6pGazWczPzyMSiaBYLD50kydBI8p5y6e1kXffbDaxuLiI999/HxsbG7hy5comZbaj0Oa1GzzJNaJiwr0YFa1UKllb4XYZCsNNF6JfEYg2KepfJQEPSZJYewwVGZDQCgBYLBaW09NqtczYhMPhh+oGcx5Nf18ocG/KTrPZRDweZ61FVLFPBVSUc6PNiealU5Us33ieDJqjbTAYWHWx3HvbKqpCbS92ux2FQmEg7/sgQgdPkv6tVqtsVjpVHcurv4HNRoM269nZWYyMjGBiYmKT+BFpjqfTaUQiEdZSSYfhfg+eszvIO2z6v76bBbT0etS2fKBC5XIoX02/KCfd7XZZhR/paXe7XQSDQXb6pQrZdruN8+fP4/jx40w+MJFI4JNPPsHq6iqbBsN5MuSCD6lUCgqFAslkkvWu0vpRvo6KBq1WK4xGI5LJJJOn5bm4x4fqQux2OwKBAAKBANxuN1PmehiCIGBychL1ep31iHMeDaV+ACAejyOVSuHy5cv45JNPEA6HkclkWCEUORxyERUy2mazGT/60Y/wxhtvsBZLeZg8m80in89jfn4en3/+OVsnftDdf+R1Uru1X9H+qNfr4XA4dtTpNFDD3X/CkN+0/QL98hnFVGlOYu+ZTIb1WLbbbYyMjMDtdqPT6UCn07Gh6dlsdigqAg8TlPMD7ktz1uv1HkUoheLeqD3qyafWsq2kGTnbh4YfiKIIq9UKl8sFi8XCrvV2/r8kSTAYDEMh43hQoMlrhUIB8XicDTmKRCJIJpMsDypP2RH0LJAYi8/ng8/n21RY2263kc/n2QG3UqnwAs59YCsdePo6CenslngXaWGQfO6BMdzAfaNMoW4yyIlEgunCyg03tV3EYjGEQiGUy2XEYjEWPiLy+TxcLhempqYQiURY8zwPle8+cm+CfqdBLyS5KQ+Tk7oaLxJ8fOgQdOzYMdhsNly8eBFPP/003G43C5NTKPVBYhzyUPlWVeecraGWvPX1dQSDQRiNRqbPT+2mnU6HHaCoSJBCoj6fD2+99RZGRkZw8uTJTaMiKQ34d3/3d7hz5w5u3bo1NIpdhxk6VG01ulMQBNhsNpTLZaTT6Sc23EqlEh6PBz6fD1qtFgaD4WCEyuUnm/5JRXI5TPq6XFAFuPfw5PN5FItFZriBexckmUzCZDJBoVDAZrMhl8uhUCj0VIFydp+tit1o3Si0TmtK3gP3tncOPTckWuR2uzE6Oorp6Wk2Naw/T7fVdSahCWprov/DeThUbAkAyWQSwOb2InlxLCmokZyz2+3GM888g4mJCSZHS9DrNJtNBINBLCwsIJ1O82dlH6D1oj2rfz1JfGq3xLv0ej1rkyWFtu2y74ZbvulQ/7XRaIRGo+kpriFhA9LzJc+b+ibz+TwTXaFKdOC+qIHX64XBYEC1WmVhJj42cmvkkqXAk8siymVV5dOQSGaTwoiZTGY33v6Rg54frVYLl8uFkZER1ktPmgdyGU2DwcA2HPmmo1ar4fF4ANwr6KTRk/wZeTT9z8hWfyeRD4o80cjccrm8SXGNoOp06tVOpVJsXgA33HsLzUeXz8Sg60772W4YbjocOJ1OTE1NsbXeyXO3r4Zb7mFTxTdVw2q1Wta+QipDGo0Ger0eSqWS/U5Q0QcAGAyGnmIQq9UKp9MJ4J5nTt47z6dupj8PR0Z1N4y3JElwu93Q6XRwOBzQarUoFosol8tM8pGzc+QHX7vdDrfbzeRNSdSGvo9UA+UywLTWKpUKDocDKpWKKdwB4IZ7Gzzq+SCvmZwFqgZXKpVM63qrXCp9L2klkNAKZ++h58BsNvcoSdJay4tunwRK/VqtVgQCATaWeifh930z3HTap6ldFosFdrsdoiiy1i3yymjcnUqlYopoVCVLRU82mw1utxvlchkOh4NVnysUCszMzMDj8aBarSKXy/GNaAvo5tFqtfB4PBBFEeVymak0UXvQdgw4HcROnDgBr9fLeoh1Oh2TQ6UCKEpZ3Lx5E4uLi7yi/DGggsBGo4FcLodUKoV4PM5aH/P5PAutqtVqnD59Gj6fj4mxbLWm9Lzxg+3uIldbo6rwQqGAVCrFFNMoWgLc7xduNpvMcSG5Tt7+tbdQtT9pmlPHCwnbbFVsuFPkKWL6GaTqRlHj7bAvhlueOyCJzEAggMnJSajVahbfl59sVCoV9Ho9rFYrC7lSBR6FzUlxiPq5abOicHs0GkU2m+XKXFtAg0Dsdju+8pWvwGQyIRKJIJfLIRQKMTWmR10z8v4MBgO+//3v45VXXoHT6YTX62WtSvIbPZvNolAowGg04pe//OWeCBocdqhWoFqtIhqNsihJtVpFPB7HwsICk5GlQ7BWq4XVat2yX5SeTxKB4J0XuwtVITebTVQqFZhMJqyurrK9T264W60WUxak55OkTHkx595CXRY6nY710VMEq1KpbClH+7g/h4qxyWgnEonhM9ykdS2KIhsL6fF44HK5egppKCck97apIIDC55IksXCFSqVCq9XquQj0gFCVZyKRQCaT4UVpfcg3a4fDAZvNBkEQ4HA4ekbZpdNpdvKUG1iqkNVqtXC73bBarRgdHYXT6YTNZmPFgfIQPBkcam/hBvvxIU+OoiM0CYkmGHU6HRYep1qQhymo0b1AOVm+NruPPPS61aEWuJ+6IqPeX7zG2TvICSE1zmKxyFKt/frvT/KMyKW4y+UyKpXKjmWH9/yOoFzn+Pg4LBYLLly4gLGxMRYqp42c9MSr1Srr9TUajWxQgtPp7KmAJYPfbrdhNBrRaDQQi8VQr9exvLyMUCiEjY0NXLt2jY1449yHwttmsxnnz5/H6OgoO1yFw2Gsra1hdXUVP/vZz9hwC7kn5nK5MDs7i0AggB/+8Ifw+/1wu90wGo2bZgvToazRaODq1av47LPPcOfOHaYuxdk5FFINBoPIZDLMAORyOVQqFWi1WgQCAVitVvh8PjbWsN94kzeo0WhgNpuhVCpZ8RRnb6DIo91uZ0VQBE3Uq9frcDgccDqdSKVSPGK4x5DRNhqN0Ov1SCaTmJ+fR6FQQDabRTAYRC6XY+NvH6SItx0oWpzJZLC0tIRYLIZsNjt8hlulUsFkMjGRCK/XC6PRCJPJxIZXULFNu91meQY6cVKhGv2i1hUy3JT7abVabBBJNBpFLBZDIpHgQxQegkqlgsFggMVigcPhgF6vhyiKUKvV6HQ6cDqdLAJCRU/APQU7n8+H0dFRnDhxAn6/v8eDII+QoiiUP4/H4wiFQqzFhfP4dDodVKtV1vdbKpVQq9XYxmIwGGA2m9mBrF+UhdaIno3+Axdnb6DWIkpjyJELfdCvB0lwcnaP/hkXxWIRqVQK+XwemUyGqeHtxqhU2iMpTC7vetoue2q4yaszmUyYnZ2F1+vF5OQk/H4/M8406rHZbDJxDjr1GAyGngK2rUJ+nU4HtVoNuVwOn332GdbX15k4QqlUQj6f57mhLWg2m2yzp/Cq0+mEJEnwer0wm82sN5iGgcivoU6nY5rwVJlMNyS14IXDYXzwwQfIZrNYX19HoVBAKBRCPB5ndQmcx6fb7bKOifX1dRSLRZYztVqtOH36NDweDxwOx5ZGud1uI5vNIpFIMBVCfsDdO8gwaDQa2Gw2lpbq/x5aq2w2ywYj8Wdl76DURLfbRTKZRLVaRaFQgCRJbC8rlUqIx+Ms7/0kByl6xsjLLpfLO+542lPDLRcg8Hg88Pv9cDgcsFgsPZO85AVn7Xab6VmTcaB8j/z/yC9cs9lEuVzG6uoq5ufn2Txc3pP6YKjthAYZkDetVqthMplgNpvh9XoxOzv70GKMrW42OhREIhF88skniEajuH37NtLpNPcadhF5y1Emk0GlUoHD4YDZbGYHML/fD4PBsKUEarfbRaVSYaNzuW783iLPX5Nj8qAcNwDWIUAV5Zy9Qa7IWS6X2XRKqpeiX9VqlUWonnTSGEUh6WfsNBWyp4abyt1LpRLm5uaQTCZRKpXgcrlYmxdtPtTKJW90pwtGxRxyj4G8aTIOyWQSN27cQCwWQ6FQ4DmhR0DphUwmg3feeQfXrl3D2bNn2aSimZmZTdd8K1qtFpsJ/MUXX2BtbY0VdCQSCZYnqlQq+/TJjhZypS2qLKc+eYp49a8hhchLpRKuXLmCubk5LC0toVgs8ir/PcRkMsHn82FsbAxarXbLPu5arYZ4PI5wOIxYLIZkMsmfnT2CijdpGBVJM9OYVXk7GNWUPKldkbf0kYzt42if76nhprxzPp/HtWvXoNfrEY/HWUhWr9czj5xOoYIgsNOo3HDTqYg+dCKRwMbGBm7evIn/+l//K9LpNMrl8q7kII4CtHknk0n85Cc/gUajwXPPPYeJiQl8/etfx8TExLZynlQUmEwm8d//+3/Hu+++2yOzuVtqbJytoesqryWgvBl1ZmyV2ya9+EuXLuGTTz5h4yl5LnXvsFgsOHnyJKanpx84xrFarSIYDGJjYwORSASxWIyvxx5BkVy73c5SgisrK2wsMUUh+4VYnnQ9yPhTJxSweeDWI9/7E72DbUBvsFKpoNPpIJlMotFosNYutVrNfjcajT3jPLVaLZNvBO7ns2msXiQSwcrKCrvIXBnt8aAisnQ6DUEQMDc3B4/HA51OB6vV2lNbQKMGSQCkVqux/u94PL6jXkTO7kGHJNI1IJEP0jSQGwqaTx8KhVAoFJh3wY323qFQKGAymTA1NYXR0dEebWr5kJ5isYi7d+8iGAyyEZ6c3YMiujTSNhAIsJRsPp/H6upqT+habqx3ay1243X2xXA3m002szmVSkEQBFZFLve0bTYbE1uh+bQajQatVgu5XA71eh3hcBj5fJ5V+1G/HQ+NPxmtVgsLCwtYWVnB6uoqPvzwQzidTpw9exYGg4H1eV+6dAnXr19HqVRieSAKJfGWu8FB9RylUolNZLt58yYKhQL0ej3MZjOLWqVSKfzyl79EKBRiE/a40d47qGd7bGwM3/3ud+FwOGAymXq+h8KlGxsb+NM//VOEQiE+H30PUKvVcLvdsFgs+K3f+i38g3/wD5BKpbC2toa1tTVcvnwZtVptT4cgyZ81ebpk6IaMUK5bLrQiF4Zot9vMo6OTKFWZi6LI8qjk3eXzeeZVcIO9e9TrddTrdaTTaSgU9+Zq22w26PV6lMtlqNVqttmT4ebXfrig6AnVGIiiiGg0ygpABUFAKpVCJBJBNBpl7WOcvafdbqNaraJaraJWq/W0s1JtAulWZ7NZHr3aAxQKBXQ6HYxGI6xWKxwOByqVCtv75GJT+7G3yQ34Tn6eorvN735SmTf56/T3zJH+OOXjaIOh75MXBtBpqNVq7WvryjAbqN1aG4KuP031ojWhUDmpCA2LNOawrs1ur8tOfq5Go2EDXqampuByuZiGQjAYxLvvvstawWjoxW4zrOsC7P/aKBQKeDweHD9+HIFAAP/wH/5DuN1ulqqYm5vD9evXEY1G8cUXX7B6nb06VA3r2uz1uuh0Orz44ovw+/342te+hmeffRafffYZ/uRP/gTpdBpLS0ssrbtfyDsJtmvT9l1LT36SIXlFeUUs0Lt4e5Fj4DwcKgqsVCrI5XKDfjucHUI6y+vr61AqlSgWi7BYLBgZGWGdGGtra7yXfh/pdrtIpVK4fPkyMpkMLl68yEbblstlzM/P4/PPP2fStdzb3htIfttgMKDdbiOfzyMWi2FhYYG1RQ4iArVT27bvHvfj/oxBG+1B//yHMSjPblgY1rUZhnUhBTWNRsPUCsvlMoLB4J63fg3rugCDWRvq4SaZYaPRyAoDY7EYQqEQ06/ea+MxrGuz1+siCALGx8dhMpngdDpht9uZNDbJMg/i2pDHvd2D9FAZ7mFmWG90gK/NsK4NX5fhXBdguNZmqwjjXjOsa7Mf60Iqj1u1rQ4KuYT3dhjo2Bk+hYjD4Rxl5DU/ckVInhrcO550SMhuIl/7nbBvhnsraT/6XX7xBn0hOZxhYauHmT8fhwf5pk1dNqR7Qb8P2hPcb/bDoA7qUNQfWZEXae90uM++jgJ60OlimMJWHM4w0f+88Gfl8PE4Htdh5XGuw0G8fk9qB7ed4+ZwOBwOhzN4+PBdDofD4XAOENxwczgcDodzgOCGm8PhcDicAwQ33BwOh8PhHCC44eZwOBwO5wDBDTeHw+FwOAcIbrg5HA6HwzlAcMPN4XA4HM4BghtuDofD4XAOENxwczgcDodzgOCGm8PhcDicA8S2p4PpdDo2t7TT6bA/P0zqXBAEaLVaWCwWPPPMMzCZTGwyy/LyMubm5tBoNFCtVod+6tEwvz+lUjnU72+vGdbPztdleD87X5vh/OzT09PodrtoNptotVpoNptoNpvs/XY6HdTrdTZBbS8+h3wYFk3uove019dtu6+/bcP9pG+YLgQZ/kcZfc724ddxOOHrMrzwtRlOaIwp2YdBziYf5nHT2zbc/Rd0O4aXTixqtRqSJEGr1SIWiyGfzyOTyaBWq7GTE4fD4XCONqVSCQCYx93pdHpshHxe+V7ZDXpthULR87OGyU7tyOOmXzsZ7k7GWxAEqNVq1Go15PN5VCoVNBqNoboYHA6Hwxkc9XodwH3D3W8099OADqPBJrZtuIF7RphOItv5MHQ6qtVqiEajkCQJ8XgcmUwG5XL5sd80h8PhcA4f7Xab/b5VqHwYjegg2LbhVigU7PftXrxOp4NWq4VKpYJgMAi1Wo14PI5CocBOUxwOh8PhAPcNdn8d1CBtxTDaqR153I8TNiBD32w2e/IVw3gxOBwOhzM4hs3LViqVzIbtJEW81+y4OG0ncX+qJAeAarUKpVLJDDg33BwOh8OR029nBgXZLpVKBZVKhU6ng0ajMbD308+O28F2ekHJcG+3Ep3D4ewd8mJRpfK+/lKr1eoJU3KGDzIktIYAmCN0WBgGLxtATw+3SqViXxv0+yIey+PeLnSj0QWgiyH3xLcL/T858qZ8DofzcARBgCAIMJlMGB8fh0ajgVqthkKhQDQaRSqVQq1WQ6lU4ofsIUSSJFitVgiCAKPRCIVCgVAohFwuN3APdTcZhs9BXVBqtRqCIKDRaAxVF9SeCrDIC9qelIe9lrzaHRiOhedwhgXy0kRRhCRJMJlM8Hg8kCQJoihCoVCg2WyiVqtBoVCgWq0CuF/hyxks5OhoNBqYTCZoNBrYbDYAQDqdRj6fB3A49r1h+AwKhQJqtRoajQYqlQqCIAzF+5Kzo+K0nUJ5AZKuA8Dk6nbqJdP3yw33VmEVuZdPVe0czlGENvuvfe1rmJmZgc1mg8PhgCRJsNvtUKvVLOQaj8eRTqexsLCAjz76CKVSCYlEYqjyekcRpVKJ6elpjI6OYmxsDE8//TQ0Gg00Gg3q9Tr+4i/+As1mE5VKhYmXHGQeJ7K7W5DBFkUR58+fRyAQQKPRQL1eRyqVwvXr11Gr1YbCiO+54SaDLZewexy2k/uQFxSo1Wq0Wi1uuDlHFqVSCY1GgxdeeAGvvfYafD4fRkdHe1JV9Fzm83mUSiV8/PHHWF9fRzKZRCaT4YZ7gFBqcWxsDM899xxOnz6Nb37zm9BoNOh2uygWi7hx4waWl5fR6XQOheEedEEaqXyeOHEC586dQ6FQQDabxdraGubm5lCv1w+/4d5PrVmlUgmj0QhRFKHRaCAIAkqlEtLpNM+Bcw4lSqUSer0egiDAZrPBYrFAp9PBYrGwDUin0+Hs2bNwuVwwGAzMw+5PPZEx8Pv9uHDhAkKhEMLh8IEYAHSQoUOUJEnQ6/XQaDQwm83QaDTweDzQ6/U4e/Ysjh07hkAgAFEUoVar0e12IQgCLBYL3G43ms0m0uk0X6sdQDlsu92O8fFxFonS6/W4cOECxsfHWSRDp9NhYWEBmUwGiUQCtVptsO99L1+clNP2A7VaDbfbDaPRCJ1OB61Wi2g0imw2yw0351CiVqvhdDphMplw7tw5HD9+HH6/H6dOnYIkSbDZbGxCH1WR99eI0OQjnU4HSZJw8uRJmEwmzM/P47PPPuPGYI+htJ7dbsfIyAjsdjuOHz8Om82GF198EV6vF2azGUajkeVbCa1WC5/Ph5mZGdRqNayvrw/wkxw8tFotJEnC2bNn8eabb8Jut2NmZgYGgwEGgwEajQbtdhutVgtzc3MIhUKIRCL44osvDrfh3g9UKhXzLAKBAOx2O1PdyeVyu1IYx+EME2q1mhna0dFR2Gw2eL1e2Gw2GAwGVgkriiJEUQQANpJQfohVKBQ9Bl1elENFa5ztQ2k6rVbb03JHrXaUP1Wr1TAajczjU6lUcDqd8Hg8MJvNCAQCMJvNsNvtsFgszBPfaj2oqJCnBHeGUqmE2+3GyMgIpqam2AHJZDL1HHSBe+uq0+ngcrnQbrfhdDrR6XRQqVRYIed+c+ANt9FoxPT0NNxuN374wx9icnISt27dwtLSEqrVKt98OIcOs9mMEydOwOVy4bvf/S7GxsbYYRUAotEoRFFEo9Fghrvb7aLRaDBPodvtQq1Ww+fzQa/Xs7oQUjekAlLubW8PEuowm82YnJyETqeDw+GARqNBLpdDoVCA1WplXvVXvvIVWCwWiKLIPGk6LNFrUepPrd56m26324jFYlhaWkIqldrnT3xwUalUEEUR3/ve9/Abv/EbMBqNcDgcrLuCCqrl7csGgwHPP/88stksdDodYrEYbt++jaWlpZ5nb7848IZbFEU4nU54vV5WeRkKhVjvOGdvUSqVbPPpv+Y0YGYQN/ZhRBAElgP1eDxwu93w+Xzw+XzIZDLI5/NoNBqoVCpsTURRZDUm9XqdVcV2u13WVkQeIn2dijoPU2/wXiG/zlqtFlarleWm3W43tFotdDoddDod7HY7RkdH4XQ6WTic/j/RbrfZhKwHpTeA+/VD1Hc/TD3Gw4xSqYTBYIBer8fo6CiOHz/ODk4UvaCCaqojoO4Lm83GDrsqlQrxeByJRAKtVguNRoMVY+/HOhxow61QKBAIBPBbv/Vb8Pv97KQbDAbx0UcfIZlM8l7UPcZut+Ob3/wm3G43xsbGYLfbWUh2eXkZP/7xj5HJZJBOpweeFzroPPvss3j11VfhcDgwOzsLURTRarWwvLyMjz76CFeuXEG73Uaz2YRSqWQGGbivXEjPA+VVf+/3fg+nTp1inl6xWMTGxgYikQivKH8I1Bf//PPPY2JiAhMTEzh27Bi0Wi1MJhPUajW0Wi1UKhXK5TKq1Srro9dqtdBqtWi32yzUSp5es9lEqVRioVydTrelIaD6oWq1ilKpxIw95+FYrVb8/u//Pk6fPo0zZ85AkiT2b9VqFXNzc8jlcmzsNKUwKL1hMBhgNpvRbDbx/PPPI5FIIB6PY3FxEZlMBpcvX2Z99XvJgTXclJOzWq34yle+Ar/fD+DeA5DNZrG0tMS8Pc7eQCGkp59+GtPT03jqqacwMjLCjMRnn32GS5cuod1u78vNfNgZGxvDa6+9BpvNhomJCbRaLXzxxRdIJpO4ceMGfvnLX24rukFG2u/349d+7dfQbDaZZ16v15n3zg+9D4bqAyYnJ/HMM8/g/Pnz+MpXvsK8Z3n7KhlkKnSir8tTErVaDdVqFfV6HYVCASqVClarFZIkbWm4aZ15jntn6HQ6fO1rX8Mrr7zCIoQUZWo2m4hEIkgmk8jn8yyHLYoiDAYDE7/x+/0QBAHT09OoVqtYWVmBJEkIhUK4ffs2CoXCnnvdB9ZwT05Osl47ytFRTo4ECfjo0J0hL1JSKpVQq9Xs2kqSBLVaDYPBAJ1Ox/J1LpcL58+fh9PpZDKMFMYzm83s30qlEg+bPya0JkajEV6vF5IkoV6vI5fL4ZNPPsH8/DxWVla2nZOWax1oNBrmmXc6HSQSCXz55ZcIh8OoVCr78OkOJnQNR0ZGcOrUKbjd7p6QdqfTQaFQQK1Ww7Vr1zA3N4dWq9Uj4CFvlaX0BKWeTCYTK0yTV5ID91NQlUoFtVoNjUaDH7IeAUn92u12aDSanhREJBLBrVu3EI/H8d577yGdTqNaraLZbCIcDmNjYwNerxfPPvsszGYzdDodVCoVdDodBEGA3+/HuXPnYDKZ8OGHH7IIyF4epg6s4T5+/Dh++MMfwu/3w2Qy9Rjuer2Ocrk86Ld44JCL6lPlssvlgkajgd1uhyRJ8Pl8cDqdmJ6exksvvdTTN9xfU2CxWPD8888jHA5jbm4OyWTy0A1F2A/oIGUymRAIBFjHRDKZxC9+8QtcunRpR4VkcsNNOVgKo8diMXz00UfIZDKHQtBjL6CDlCAImJiYwPnz5zdV4bfbbWQyGeRyOfzsZz/Dj3/8Y7YvyWsH5P30lH8NBALw+Xw4d+4cvF7vpueFKppLpRLz0rnH/XA0Gg1cLhfcbjckSerZq4LBIP76r/8akUgEH330EbLZLPs3i8UCu92OY8eOwefzodVqwe12sw4BhUIBvV4Pp9MJs9kMh8OBTCbTE13ZCw6s4TYYDPB6vbDb7cxoF4tFFItFnkt9DBQKBbRaLTQaDbxeLwKBABMkEEURZrMZoiiyFhW/3896HUkLm0J2qVQKsVgM+XwesViM3cgqlYpvMDtEpVJhenoaLpcL4+PjUKlUyOVyuHz5MoLBILLZ7I69LYPBgJmZGQQCARYlKZfLKJfLyGazLCfLo1UPhg4+VAFOhoCKy0qlEm7fvo1wOIz19XVUKhU0m01WvPQgw61UKmG1WmGz2ViUS16nANyb5FYsFlkxIq/+fzQWiwXPPPMMAoEATCYTALDDarFYRDgcRjweR61W63meaC3z+TwSiQSUSmVP7Yd82p5Go4HBYIDRaGTRkL3iwBpuj8eDZ555hvXcNRoNrK+vI5FIIJPJDPrtHTgUCgVsNhusViu++93v4jd+4zeg1WqZ2pZ8nCBtWnTiVCgU6HQ6yGQyKBQK+PDDD/G3f/u37DBQr9dRrVah0Wh6dOs5j0ar1eKtt97C66+/jpGREajVaiwvL+Pf/bt/h1AohEQisePXDAQC+O3f/m0EAgEmgRqNRrG6uorFxUWkUimWauJshqRkqd9dblzr9TqSySTC4TD+6I/+CFeuXEGhUNjkaRPyv3e7XRiNRpw+fRojIyNwOp3Q6/U93iFVkm9sbCAWi6FQKHDDvQ0mJyfxB3/wBxgZGYHZbAZwb63q9To2NjZw6dIldhCSX8tKpYJ6vQ5RFHH16lUmcOR2u9n3UFeBXq+H3+9nlf7FYnHPPs+BNNxyTVkyHhQ+KhQKvMLyCeh2u8zDpjC4vF2ln3a7zSowY7EY0uk0gsEgQqEQ1Go1zGYzM9Z8c9kZtCE4HA74/X624TQaDSQSCSQSiR3d6yT4YTKZ4PV64Xa7WVEaDRXJ5/NMMISzNbT/9M80B+55w6VSCYVCAel0GqlUCq1W66HpITrg0thOl8vFesDluVgqaGs2mz0eN3+uHgxVgft8Prjdbtav3e12kcvlkEqlkEgkWA1OP7Ru1PLVn+qTR0yo8txsNm+qS9htDqzhls/4Bu5Vk4dCIaysrCCXyw32DR5AOp0OUqkUCoUC7t69i6tXr8LtduPs2bPQarVbzkKn4RRffPEFEokEfvnLX2JhYQHpdBrJZJIVtXW7XRQKBXbjcx6NWq2GxWKBzWaD2+2Gx+NhKSE6CO20+NLpdCIQCODMmTM4ceIEnE4ntFotGo0Gbt++jZ///OcIhULc034EarWaTVoTRbFnI8/n87hz5w7C4TDz1IDeQjSCNnulUokTJ07g6aefxsTEBN544w2WW5UXe1KPPnURBINBHl18BK+++ip+8zd/Ez6fD1arlV3PVquFv/zLv8T/+3//D7FY7IFhbYooiqIIq9UKq9XaE2kEwKKQBoMBZ8+ehc1mw/r6OoLB4J59rgNnuOUGW37xut0u87h5/+njQYUumUwGsViMiRKIorgpXCcXgAiFQgiFQrhx4wZu3LjBvkepVPb0qT7OONejikqlgl6vh9FohF6vhyRJLCdHlflbXUu52pPcG1AoFDCZTHC73XC5XLBarTCZTMyDy2azzBDQbHvuyW0NhcqpyImeBcpv53I55PN5NlYVAIsK0prR80QCLC6XCzMzMxgbG8Po6CiTriXowFav11GpVNjhmNfzbA3VHQQCAbz00ktMNha4X4ewvLyMjz/+mLXlPQx5eoTShvSLnheKjjWbTUiStKfP0IEy3EqlEg6HAwaDAVarteff1Go16yG+fv36gN7hwYb6r5eWlvDTn/4Ux44dg8VigcViYYUydJPTBhKNRvHJJ58gHA4jmUxuytmRh80lNHeG3W7Hm2++ibGxMUxOTgK4NzM7FAphcXGRjRek60m65IFAAOfOnYPRaMTIyAhr9VIqlTCbzbBarax1T6lUMs/dbDZjfHwcoigil8sxeVS+ZpshgyyKIgtb03NRKpVgMBjg9/vx/e9/n8kuKxQKVuuhUqlgMplYQRO1FI2NjcFkMkGSJKhUqh5Pu9VqsWLPaDSKcrnMCtM4vYiiiFdffRWzs7O4ePEiC10rFAoUi0W8++67WF9fx7Vr17aVxiBDTfvjVpETpVIJSZIwOTkJs9kMr9cLi8XC+vN3mwNluBUKBSwWC1wuF0wmU0/4lqaDUdsM9xgej263i/X1dVYN/tRTT8HlcrGqctpESqUSMpkMwuEwrl27hkgksqkYg0JSAPgGs0PMZjNef/11nDx5ElarFd1uF+l0GvPz89jY2NiUayNVrsnJSbzxxhtwu9145plnWKvkVvK/cl1yo9EIn8+HRqMBnU7Hqmf5um2Geq3JcFMBExlmvV4PvV6PU6dOMZU0URRRqVSQy+UgCAK8Xi/La1NEq7+WRC6yQsIs8XgcqVSKSXPy9dmMKIp48cUX8Y1vfANerxcGg4HZikqlgvfffx9ffvkl1tbWHulpyz1rWo9+u0L/rtVqWaeGw+GA0WhEt9vlhlulUmFiYgKzs7Pw+/09hpvmcdMmJEkSKyjg7AwKy+VyOdy+fRuxWAwjIyNMPchgMEAQBOh0Ouj1erz++uvIZDJIpVIolUpIJpOIxWJoNBool8u80GkHkPAN9VdTpIM2DvkABPl0qePHjzNRovHxcVgslk1hvX7oNbrdLgKBAGq1GjweD2w2G7LZLG7duoVCoYBiscgLPv9/yCEg3XdqFZK3elmtVqhUKqYDT3rXZOwpDSIIAgRBYGsE3C9AIzW1VqvFWovIANAAknq9zgw/N+Jggk8ulwvHjx+Hw+GAXq9nraqpVArRaBSxWAzJZHJbBlWu859MJiGKImsZ6y8clD+7U1NTeOaZZ7C4uIh8Pr/rTuSBMtyCIODZZ5/Fa6+9hkAgsMnjdrlcMBqNzEMk9Rvuee8MMhDRaBTvvPMOzGYzzp07B5fLxWRNNRoN9Ho9Op0OLly4gEajgY2NDWQyGXz++ed4//33kcvlsL6+zg33DiC1Ojokke41cK+ytVqtotFosMEIlP9+5ZVX8K1vfQtOpxNTU1PMoD9sOh7l5dRqNc6dO4eTJ0+iVCohlUphY2MD//N//k9sbGxgbW2NG24Z8g6WVCqFeDzeE7kYGxuDVqtl07/kudCt+reB+waC0lBUd0AKabTu1PXhcrkgCAJWVlag1WoB4EgXFSoUCng8Hvz+7/8+ZmdnEQgEYLFYWKSpWCzi1q1bCAaDuHv3LlMafBQUHi+VSlhZWUG9XkexWESr1eqJkNAa0/jV559/Hh6PB2+//Tbm5+d3fW0GZripnUKSJLjdbpbToX5g0kom74I8PCq3p5tVbpTlalAUptgP3djDBl0vyt91u10kEgl0Oh1MTEyg0Wgwb4E2fzIqgiDA4XDAZrOh3W7zsao7gGRNR0dHWX5a7jFrNBqYTCZWaU7GXZIkOJ1OWCwWVtTUb7Qf9AxQfk4+PrLdbqNcLsPpdKJarSIWi+3L5z8o0MGWwtfpdLpnjfrFWYh+IRX5n2nvo9B7o9FALpdDtVplsqbyliQqiOrvrjkq0JwEikqZTCY2V9tut7Nnh9J1xWIRa2trCIVCKJVK23Ym5OtSKpWYnGmz2WQtX/LDl1zlkPrw5Qe33WJghps+2KlTp/A7v/M7sFgs7GH4y7/8S/zyl79keVRBEOByuWCz2eD3++H1eqHT6Ta9Jj0wbrcbx44dQygUQiqVOvIhpMeBKsZjsRjUajXy+Tz0en1PZbLL5WJhXOCeWAgZ8EKhgOXlZdy9e3dgw+YPErQBnzx5Ej/60Y9Yn7XcAJNess/nY8VOTqcTOp0Op06dgsPhgFar3VS5LN/U+zf4/qEYJHUrCAJeeOEFBAIBxONxRCIRfgDG/boNCo9TOkE+NWp2drbnudjua5JxIOOysrKCQqHQMy6XitVI5lTeUnZUoIKxM2fO4MyZM0x+2WQysQMvHUKp7mBhYQH/43/8D0QikR2JFlEUpFwus9oSGkKiUqmYAymHCqVtNhs++eQTCILQU++zGwzMcJO4hMViwczMDBwOB2q1Gur1OjweDwwGAwtRkCqNwWDoaU0ij67/JEveOfVQch6PTqfDTpfAvXaxbDaLQqHACgDlJ3464RqNRlZncNQ8gceFipNMJhPGx8fhdDo36V9rNBpYLBaUy2VYLBbU63UmlEOtd5Qf3aplkvKslIvrbxejP1PrCxVP0SbICz7vQZtwo9Fg4fJms8mKZ0nAZjvXSt5aSa9L+exisYhCocC8d+DeGlA+nbzGB9UwHFboHrVarQgEApiammKFgP0HJko9kKxpNBp9rNQdjVCllMWjCjcporyTA9xOGJjhLpVKrLUhHo+zar1Wq8XCHuVymeVyqDown8/jxo0bTM9Xo9EwvWUy/PKQBufxkbc/UKHM3NwcVCoVG+VJoXLgvjdHBTXUssR5NNQXbLfbMTIywoQe5FBEKZ/P4+OPP0Y6nWYbPuW6KTzbn0NVKBQ4deoUm9ZGG13/pkJhwWQyiXfeeQeLi4vY2Njg69gH7VWJRAK1Wo31+GYyGTaIZ3Z2FhaLZUvDStdT3l5EX6PDMBlseX6bWiwpjE7StEclqkhpU1EUMT09jYsXLzIhoa2MZD6fZ/KwVMD3OPcy7YWkFEnteFvRarVw584drK+vY3FxcU+mtw3McDcaDeTzeRQKBRQKBZYb6na70Gq1rF+bwnY01aVSqSAcDqPRaEChUDDPmgw3/SJPkW84T4Y8391utxGNRiEIAjweD5rNJjQaDcvtAPcerHa7zVXSdoggCEwb3mKxsDau/vwZbeTLy8uIRCIsZPsoFAoFXn31Veh0OtTrdczOzrJ/kz8jtDmVSiXcuXMHc3NzPNWxBfKipWazySIcarUa0WgUnU4HY2Nj6HQ6m9IR8teQH46B+94zvR712pPWuTzfKh/peVQMNwA21MPlcmF6erqn80IOtWLRDIXtRkEehPz61+t1Zoz7X7PdbiMSiWBhYQGJROKJf+5WDMxw040WDofx4x//mInpd7tdhMNhJBIJFvJWqVTsREvGPpVKYX19nYkdKBT3BiVQ9WA0Gt2TMvyjiNw7oJF3y8vLuHPnDux2OyYnJyFJEvt+KtqpVCpHakN5Eur1OhQKBXK5HOLxOJrNJstxE7FYDHfv3sXc3Bzy+Tyq1eq2r2+328XGxgbef/995PN5pibVv9ltbGzg888/x8rKClKpVM8GddQhQyovPpOHrAEgmUxifn4euVwO4+PjrIebpFFpE++vLqeqdJrLTUVqVPyWzWZ75G6pRa9cLm96D4cdUvtLpVJYXV1lbV9b6RUYDAb4fD5EIhFWR0WT2nYCrT11fRiNxh45W+Cep10ul1EoFHDnzh189tlnexatGpjhpqT/+vo6/viP/7hnA6Fwn8vlwtTUVE++jSbiNJtNNBoNmM1mTE1NodPp4M6dO0in01hdXWVeOTccu0e320UqlUImk4HNZmPTcjweT0+RRq1WQzabRbFY5Nd/m1CEKJPJIBKJoNVqsVQQEQqF8PHHH2N5eRmZTGbHM+dXVlawvr6Oer2O3/md3+n5N9pcVlZW8Cd/8ieIx+OIx+M83SSDIh6Uv1SpVKzam7wxhUKBGzduIJFI4MyZM0yyVqfTsby43HDT68hThfR9NEiEBsrQ18lAkOe9F6HYYYXsBg01WlhYQLPZxMjIyKaaDgBMoS4ajcJut7PnjArFdmJUqQWTomJynXoqGkyn00in07h27Ro++OCDPRsCM/A+blqIrTAYDJienobVasXo6ChEUUSpVEK5XGYV5yQp2Ol0mJddKpWOVN5nP6ENioyz0WhkG5e8CEqSJNbTyHk0dF3T6TRu3LiBkZERjIyMQBAEZqRXVlawsrKCaDT62BWq/YVoRDKZRDabxdraGvvzUe4L3grauOVFfnIPmobq2O122O12lsaTh3H7w6b9nrf8YEA/CwAz6HKPnIrgjposLV3vfD6PUCgEk8mERqOxqTWODlqCIMBoNCIQCEClUqFcLrP6mwfVHvTXG1Bk1+fzMf2KbDbLHBRSs0smk8jlciynvlcHqoEb7q2gTWx0dBRvvvkm01emIqlSqYRwOIyFhQVmnEkU4XEnJ3G2Bz00hUIBKysrAO552PQQKBQK6PV6uFwuFIvFh44E5dyHruvc3Bz+y3/5Lzh+/DhmZ2ehUCjw6aefYnl5GZcuXcIvfvELpiO+U+QHKnn+vNPp4Nq1a/j0009x69Yt3L59mxUjcu4fdsgAULiUNvV6vc4MhsfjwdNPPw2PxwOfz8eK0+S68LTWVNgp74yhDpp2u82kU+n/NptNJnVarVbZXrcXOdRhhlIGKysrzDA+99xzbI3k0OHH7/fjtddeQygUQiaTQalUYgceuv7yegP6RXryExMT+NVf/VXWCttsNrG8vIxgMIj5+Xn8/d//PSqVCorFIktl7OXI1aE13KQQREMuyLNTKpWsQIDaX6gIjULjR+0EutvIC6Ie9O8kdEMzg+VQ8QgJtHC2T71eZ2pcoVAICoUCwWAQwWAQiUTiidIPOp0OTqeTSXISnU4HuVwOoVCITZzihYW9yFsfKZVHLa3yaWFOp5MJEJEIiJz+van/GaNnSxRFJilMIiMqlaqnBexBr3FUoDav/mE4/QWdJIxjsVhQKpUeOCtbfoAyGAwsRavT6RAIBDAyMtIzyjWXyyEYDLLpiFTlvx9pi6E13LQ5kR4zLUaxWGShPNLBphOnPN/AeTL6c0XyE6harcbU1BS+//3vsxGR8l56EiYQRZEZcB4B2R7USre8vIx/82/+DSRJQiqVQrlcRj6ff6L0z4ULF/CDH/wAY2NjMBgMAO57L/Pz83jnnXdQLpe5p90HGWtKydFzQCqBGo0GMzMzbMb56dOnodfrYbFYIAgCC2dTj7bcy5OH0unAS8qQJ06cwOjoKJNxLhaLSCQSLBVIee6jChXnUcTjYSI0Wq0WXq8XrVaLrYm81oC0D8hQf+9738NTTz0Fh8MBt9sNvV4Pj8cDpVLJtOMvX76Mn/70pygWi8jlcg8ctbsXDKXhJihHITcKNE6SigyOWivEftLvLct7KK1WKyYnJ2G1Wlkuuz/aIW9r4eId24NqPvL5PK5cuQJgc170cXG73Th37hxsNhuriKVKZ5rHzddoM/JDrDzMrVKpmOzs6OgoTp8+zUY6yg2yPPxKaynf0+SeIRlzpVIJm80GvV6PfD7PBopQ61n/cJKjCB2GqCjwYdeCxm6SKJR8TWhvogOaRqPB9PQ0Lly4AI/Hg5GREbZejUYD4XAYzWYTiUQCS0tL+2qwiaE03ORlU6hCFEUmPEDtEfIcBWdvkMsp0tzg06dPY2ZmBufPn4fD4WCqXa1Wi1X8X7lyBR988AFSqRRrWeLrtHNIGXC3rh3N6DYYDKyVKRwOI5vNIpPJ8DV6AHLvrNPpMKOp1+tx/vx5TE9PY3Z2FqOjoyx9tJVRJaMMgD1X9Fpyr54MC+W2a7UaRFFEPB7vEf04qgW4dI1oJoVcofFBxrtQKODatWsIBoOsTbi/EI2MuFqtZvLaNLeeqNVq+Pzzz7G6uorV1dWB7W1DabipEpB6twVBYKerUqmEbDbLDcIeIveY6RBlNBqh0+nw1FNP4atf/SpGRkZgsVjYWMhWq4VkMolIJIK5uTl8+eWXbPQhX6fHQ7657AYU7qMcX71eZ+qFhUJh137OYYM8ZWpDImMLAE6nEydOnMDY2Bi8Xu8mXXH5+skNN3nVcsMtV0yjcDw9W/T91EkD7F4k5qAhj0zodLptda8Ui0XMz88jGAyiVCo9tH5HpVLBYrHA7XZvCr/X63XcunUL165dQygUGtjBaSgNN93QnU4H5XKZ/V4oFJjwxFHO7ewXgiDAbrfDaDTi9OnTcDqdOHfuHAKBAGw2W49mfL1ex8LCAm7dusXG3z2JxOBRQt5/Kq/V2IvXl4cUm80mVldXmdgKZ3vQdLBGowGtVguz2QxJknrSQnLIGGs0mp7aHXlES17ZLA/fUhiW8uO5XI5VLB9Fj1vuTJjNZrjdbphMJvbv/Yclap8rlUpIJBJIJpNbSpVShb/H44HL5YJOp9u0llQInc/nkU6nB6ooOJSGm+Qfu90ustks8vk8wuEwcrkc8w6oyIOzd0iShPHxcXi9XvzoRz/C7OwsrFYrCx/JK/zL5TI++OADvP322ygWi0yika/Rw6HDDylxkVe32z9jK1UpKrC5fPky1tfXd/VnHmZIr1qtVsNgMMDj8cBsNm+qIJfnrQEwDxHYuoBWXihFfydvn9QIY7EYkskkq/M5ioablOjcbjemp6fhcrl6Ukrya9toNFAul5FKpZhMcKVS2fSaJJ89OzsLv98Pm83WY7SpFoSiVMFgEMVicX8+9BYMpeGW6yWHw2EmZ5rP55mM5lG7YfcbKtaglAXNQe/XBW40GohGo0ilUkin06w9gxvt7SH3rvbimqlUKgQCAdjtdni9XvYzgXvPWbFYRDab5QppO0ReRJhMJqFWq2G1Wh8asu1vs6QwOO13JKhSq9XYKMlGo4FQKMTaA9PpNPL5fE8/+FFDbh9SqRSi0SiWl5dZDQe14VHtDbURm81mVKvVHt13qiMhaAxopVJBpVJh3QONRgOlUgmFQoGNVB2kDRpKw006vXfv3sWf//mfAwCrrAyFQj1KXUfxxt0v5O0RVD3b71Wk02n8xV/8BVZXV3Hz5k0UCgUeHt8h8hzqbl83SZLwu7/7u/jGN74Br9fbs35UnLa0tLTrXv5hh0befvHFFyiXy3j55ZfZ9X1QW5Jc4IM6Yih6SC1FxWKR5WGXl5dZlDGZTKJarTKjvROd+sMEqTbW63Vcu3YNi4uLsNvt+Pu//3v4/X68+eab8Hq9sFqt0Ol0bESq0WjEK6+8gmQyiUuXLiEWi6FSqbDrSAZ+eXkZ6XQad+/ehc1mg8Vigd1uRy6Xw927dxGJRJDNZlkacFAMpeGmk2S5XEYkEgEA1rP4OIpRnMeD2r/k8ov9bTG1Wg2hUAhra2tsU+Fsn63Ce7uJSqXCyMgITp06xQRxyHDQwIX+0CFne3Q6HWQyGabGVa/X2bMiRx7hIK+aVB6z2SwqlQpyuRwymQzy+TyCwSAKhQLTpI/H40in0+z/H/VDMRlMSslVq1XU63XU63VEo1E2ZZKU6qiFzuVyQaVSweFwMIlUAD21OKVSCQqFAul0mk32UqlUyGQySCQSSKVSm/TmB8HADbe8jJ/yppIkQavVQqlUsgpAKsYAwE61j1L44jwZGo0GDoeDqQXJodxRIpHA3NwcFhYWkM/nB/ROOQ+DCqPoecnn81hYWMDGxgavJn8C2u02QqEQyuUyPB4PxsfHYTQa4Xa7mcY4cF8tjQRUstksLl++jFwux1pbyTOk4SJUBNVoNFgx7qCNxbAhN7atVguFQgF/9Ed/xARrjEYjxsfHMTMzA1EUMTExgUAgAKfTiWKxiLm5OaysrCAej2NhYQGNRgO5XA6lUgk/+clP8OGHH7IUIR22qtUqUqnUwNdh4IYbuF8cQAaZRD4UCgXLl8pPmv1i8oO+iIcVKr6hvl85FK4rFouIxWKIRCJ8HYYUGlxBVKtVbGxsIBgM8lnbTwAVz1arVYTDYWxsbMBms0GSpJ6DLtXkpFIpbGxsIBqN4oMPPkA8HkcymUSxWOxJlfDnaHvQtaIKfyreU6lUrNr82WefhcVigc1mY0N7nE4n60qi/wuARUO63S6uXbsGhUIBSZKg0+kgCAL0ej07KAx6jQZuuCkcK+9ppBaJTqeDarXKwh7UhkH5iKOY49kP6CDVbDaRTqchSRIqlQoLLykUCoTDYXzxxRdYXl5GqVQa9Fvm9EHVt6RxLSeVSuG9995DMBhEOp0e0Ds8+JCSY6fTwfz8PKtMttlsm645pf4ymQwKhQI2NjZQKpVYyHyvihOPGlRHQFGLubk5NJtNOJ1OpFIpaLVa1ie/tLTEPG55uFyevqL0bKfTYaOL5YqQg2IoDLcoikxqjgy3QqFgvYvUIkOtR/0XmLP7KBQKNBoNxONxqNVqVuFK0Y61tTX8/Oc/Z9X+fC2GC0o56XS6TUYkkUjgZz/72UAFJA4LlFu9ceMGbt26BWBr9a7+zgFewLl3dDodFAoFFAoF5HI5zM/Pw+12I5FIsFnagiDgzp07uHv3LnNK5OtBf5bbG6pOp+jwkTfc1GdKISbqaaWcD4Wa+keucfYWyrNJkoRIJAKDwcBu1lAohFgshkwmwwvShhBRFOHz+eByuWAwGFghYbVaRaFQ2NNZwUeRh7Wo8kleg4OcvlKphGg0CkmSkMvloFarkU6nUavVHtpRIW8bazQaLBI56IjvUBhuGhHpdDqh1+uZ4ab8EV08ulj85t97KLS3urqKbDaLjz76CMFgkA11uXHjBm7cuMEm5XCGC5PJhIsXL2J0dJT1b6fTaayvr2N9fZ0rD+4jfL8aHLRfpVIpFAqFHk34er3+yApxsj2UQwfue+FH2nAT/WGKrcJK3NPeH+TtK7VaDZVKBclkko3Da7fbSKVSR1a96SBAcrUulwuiKKLVaiGfzyMUCiGVSnFvm3NkoDA33fNyLfnt7F1yBTsAPdHfQTFww03God1uI51OM1UbACiVSsjn80xViBuI/UWu4nTp0iVIksQMd7FY5EZ7iNHr9XjqqacwMzMDlUqFSCSC9957D//3//5f1oLE4RwlyK48ztQ9uZEfhhqrgRtuOg0BYNV79Ks/x83ZP/rTE7FYDEqlkhlu+sUZPij9RG0wpLgVDAZx48YNNgCGwzmqPI7R3ap4bVAMjeGmSkBSvQHACmgGfZGOKvI0BRVmDMNpk/NwFAoFisUiPv74YzZYIZfL4fr162g0GvyZ4nB2iDxUPgzPzlAYbvLems1mj5IaNxCDR15nwLXhhx/qwa9UKrh69Sr0ej3m5+eZNnN/2wuHw3k0w2aLBm64H8QwXSTOPfiaHBwajQZisRi0Wi3y+TxqtRoPj3M4MuRO4l5O6NsLFN1tvsv9ajYf1p7HYXov/QxSCGAYGNa1GcS6yOWDJUmCUqlErVbbNAZyP2pGhnVdAP7MDOva7Me69Bts0hKh6O9eD/55GNv9mUPrcXM4nMeHNiF5safcs+BwjjL0LNCf5b/Lv6efYXl2tu1xczgcDofDGTxbT3zncDgcDoczlHDDzeFwOBzOAYIbbg6Hw+FwDhDccHM4HA6Hc4DghpvD4XA4nAMEN9wcDofD4RwguOHmcDgcDucAwQ03h8PhcDgHCG64ORwOh8M5QHDDzeFwOBzOAYIbbg6Hw+FwDhDccHM4HA6Hc4DY9nQwGnt22NhqQox8NKJKpYJCoUCxWBzk23woR2lEIX1W+dpUq9UBv6utEQQB3W4XnU7nUD47D0OhUOzL6NDH5XGeGZVKBVEUIUkS/H4/dDodnE4nDAYD4vE4IpEIKpUKUqkUWq0Wm842jAzr/SiK4qbxmoeFB91zNFZUoVCg0Whs67W27XEftovYz1YzWA/SYPWjxiBn5m6XYX5ve81h/+zysZAAeg5oh/2z7yVH5dptZVt28tmP/Dzu/gunUCjQbreZx9Butwf47jj90Hp1Oh00m80Bv5uHQ97WUdmMjgLkHWm1WkiSBABoNBqoVCrI5XJoNBrM2+brvnNovz2M1+5Bn4kOfTvhyBvufg6CJ8fBgfBshv39cR4PpVIJQRAgCAKAe8amXq+jUqlwo/2EHMXr9jh7GS9O43A4nG1AuVfyCvtD5ZTTPorGh7O/cMPN4XA426Db7TKPGujNc8sNN4cjp78eYjfgoXIOh8PZJpSPbDQaqNfrUCgUUKvVPMXG2Ve44eZwOJxtQLnIZrOJQqGAVqsFs9kMrVbLi1g5D2W3D3TccHM4HM4OoI6GRqOBRqMBpVLJDTfngexFFObIGW6VSsXEZOgXz0txOJzt0m63kc/nUa1WUavVIIoi8vk8L0zj7BtHxnBTgYBSqYRSqeQPGYfDeSwoXN7tdpm3vV1NAfk+tFXBUv/XyLHgHj1HzqE33AqFAhqNBj6fDxqNBuVymfVclstlbrw5Bwq5JC8AqNXqTYaAxIPIuMj7RA9C//uwo1KpoNPpoNFoYLfbodfrkUgk0Gq10Gq1UK/Xe64zrYter4fVaoXdbscLL7wAq9UKSZIgCAJbQ+B+hXqpVEK9Xsfnn3+Omzdvsn2Lrx/n0BtuANBoNBgZGYFer0c8HkehUEC73R5q/XEOpx+50abIkSiKLP0jN96U/iExkP4IE9/8Hx+lUglJkiBJEux2OywWC1qtFvL5PFNOk19vueH2eDyYnJzEW2+9hbGxMVgsFkiSBKVSCZVKxdaq1WohkUigWCyi1WphY2MDpVIJlUplkB+dMyQcSsNtMBggSRJ8Ph9OnDgBo9GI0dFRKJVKfPLJJ6hUKux0y+EMO4IgMJlN8vTIWwsEAjAYDGzoCtHtdtFoNHoMyIO8706ng1wuh0KhgHK5jGw2i1arhWq1ygRH6Fer1TqyRp8U0/R6Pfx+P0wmE0ZGRmCxWGAymWC329k1JeOuUqmgVquhUqlgMBjgcDjgdDrhdrthMBjYwUt+KCNDT+v6zDPPoNvt4u7du/jggw9Qr9fRarUGfDUOD/39+PLfh5VDZ7gVCgXsdjt8Ph9eeeUV/PN//s+h1+uhUqlQKpWQyWQQDAZ7NjnOweEoTUIDwAy2KIqw2+1wuVyw2+04efIk7HY7Xn31Vfj9fmYcHnR9ttqI5IIit2/fxtLSEkKhEG7cuIFyuYxEIoFarYZqtYpGo4FqtcrSS0exoFOtVkOn08Fut+P06dNwuVzMcLdaLTSbTWg0GlgsFpae0+l00Gq17PBF0RJRFB+a51YqlbDZbOh2u/i1X/s1fPe738WPf/xjXL9+nRXCHcU12E3o2iuVStaLTxEqbrifEDrlWq1WiKIIrVYLtVrNbtxarYZ0Oo1Op8MekPHxcUxOTrJQlEajQbPZhEKhQLPZRK1WG/oBFQcZeeiWDkjk/fHNZnuQx6ZWq+FwOGAwGGC1WuF0OmGz2eByuWCz2Zi3R4ZbTn+olpB7F2S4nU4nqtUqlEolKpUKSqUStFotyuUyIpEIe14Owqa2VwiCAIPBAKPRCLvdDrvdDpvNBrPZzA4zoijCZDIxA67T6SCKItM1B7Z/+FQoFOh2u9BqtdBoNDCbzbDZbADuP0+ce5DXTDUftAdpNBqWilCr1T2HJvkvenaoCHCr1BIZ9kKhgEajgXK5jGq1OpBnYt8M91bVko9CpVJBo9HA5XLhO9/5DrxeL6amptgmUy6XsbS0hB//+Meo1WqYnJyEzWbD66+/jhdffBEGgwFarRbNZhPxeBypVArBYBAbGxs81LSLUNqBHh5JkmAwGNjm1el0EA6HUS6XWQHP4yK/bw6z9y1JEqanp2E2m3H27Fn4/X5IkgS9Xg+DwQC/38+KnURR3KSbLfceaMPaCjL4k5OT8Pv9qNfr+OpXv4pSqYTFxUVkMhn85Cc/wbVr1478wctoNGJychIjIyM4d+4cPB4Pm8dNmz8ZDzIaZECeFIVCAZfLha985SsIh8O4dOkS8vn8Lnyqgw1FJ9RqNQRBgMVigSiKbP+ZmJjAsWPHWD2CVquFx+OBXq+HIAhsrfqjVf1GmwbJFItFfPjhhwiFQrh+/Tru3r2LVqu17TnaD/oMO2Vghhvo9QjkNzoZAEEQoNFo4HQ6MT4+jpGRERw/fhxut5t5Bd1uF263G9VqFX6/Hw6Hg3nc9DNrtRqy2SzS6TSKxSJqtdp+fewDxVYbfKfT6SmGol/A5gpn4N6aGo1GmEwmaLVa2O12VgjY7XbZBKXd4DB6fiqViuVRHQ4HbDYb/H4/RkdHodFo2DhJeUWyfM1oE2m326jVaswLpNclIy9fM4VCAZ1OB51Oh3a7DYvFwrwJ+plH3WhTd4rFYoHFYoHVaoXVaoXJZIJOp2O5bPpeAD0RELp+5Mk9qGhQrVZDq9Vu+WyJogiLxYJisch+1lFDoVCw+5kOnWS4KZ1EUQ9JkjAyMoKJiQno9Xq4XC5IkgS/38/qC+j56e/KAHr3l1arhVqthnw+j1AoBIVCgVgshkQiwcR45M/cdtqN5eu7Uz3zfVl9Cl30FwF0Oh2o1WpIkgSLxYLvfOc7GB8fh8lkgl6vZychSZIwPj4OvV7PJAYpdEhFIa1Wi4XF/X5/z8+Px+P4b//tv2FxcRF37tzZj498oKBNfWZmBi6Xi93IjUYD+XweKpUKo6OjMJlMcLvdcDgcEEUROp2O9bS2Wi1kMhmUy2XW8qLVamGxWFCr1fDll18iFovh8uXLfA22gK756Ogozp8/D5fLhZf/v/be7DfONDsPf2qv+mpfSVaxuEokRe1Sd6TpnukZ9SzeEAeDsSfwTRIPEiB/gK9zmbskgAMjDmB4EtgeAzY6jn8e92ye6fFMr1K31GqJEvelWPu+78vvQjlHbxVJiaS4FMnvAQhRrGKx6nvf7z3bc57z5S9zSpaIShRZSJIEtVoNnU7X9TrBYBD3799HKpXC/fv3USwWOdV+9epV3Lp1CwaDARaLZdtokFKJzWYTJpMJlUoF7Xb7QB2ukwY61AcGBnD79m14vV6Mjo7CbrdzeU5s5yLQwV2pVFCr1ZBMJrG+vo5SqYRgMIhyuYxMJoNSqcS/c+7cOXznO99htrlooCkDqdPpTnW2aTtQIGc2m/G1r30Nw8PDGB4exuDgINsJuj5UXlWpVLBYLLDZbOwQEU9B5ITsxmiqVCro9XoolUp85StfwY0bN/CVr3wF2WyWSZuxWAx///d/zwY9n88D2JolFJ0Neh+0h3aLIzPcoldDfaa0GJIkweFw4M0338T169fhcrlgt9t39UHsdjtGR0f572yX7igUCvjggw/w6NEjWcigB7SRNBoNt6qQgSiXy4jH41Cr1bh8+TLcbjfOnTuHkZERSJIEq9WKdrvN5KXNzU1kMhm4XC4MDAyw50uHfyAQwMbGxnF/5L4ErQMRn4aHh/HGG2/A5XJ1kWjE1OB2kUE2m8Xc3Bw2Nzfx7rvvIp1OY3h4GHa7HSqVCjMzM2i32zAajdseWmKtkGqrnU6He5PPKhQKBafKBwYG4HQ6YTabdySYAeBpYfV6HeVyGYlEAouLi0in05ibm0Mul0M4HEY2m+XfuX37Nr7xjW9w94AIMkji2p82UF2/F2ScJUnClStXcPHiRczOzmJycnLbVPdBvRfxe7r+58+f73oeRdjLy8t49OgRms0m8vk8isXitlkqMtyUAdNoNJxl2S2OLN9Chlv0hKxWK+x2O6ampuByuTA6Ogqz2QyNRsOGvTd9ATw7qIjtCjy/EORJ9aI3TSXjOWw2G95880243W5cuXIFw8PD/Fgmk8HCwgJarRaTlrLZLKdoM5kMqtUq95iGw2HkcjnMzMxAp9PBZDLBarVCo9HA5XJxFCdjK4h4KUkSjEYj9Ho9ZzPE1OtOKVJq14pGo7h37x7i8TiKxSKazSav04cffohCoQCdTgez2QytVgu32w2j0YhLly7xgaRQKFAqlfDo0SOEQiEkk8kzTUoDnp85iUQCGo2GyWG9jg+lSyuVCp4+fYpUKoVIJIJEIoF0Oo2NjQ1UKhVEo1FUq1Xk83k+xwAgn88jl8vBaDTCYDBAq9XyY+l0Gp9//jlisVjX75wmUNaCzmq6tgaDAYODg8zkp3a8FzlORwXaAxaLBbdv34bP52PidK1WQ61W4+eRndJqtV2lFpvNticuxJFF3GIdW6PRwOfzcfR2584d2Gw2JtyQJOl2vY2UYi+VSkgmk9wuQ95L78Em9qqe5RrdTnA6nfj2t7+N8+fPY2JiAm63mwlkkUgEGo0GhUKBPchUKgXg+SbMZrO4e/cu0uk0YrEYCoUCGo0G/H4/r5tWq8XAwAA0Gg0sFsuOXvVZBdVPTSYTf1FdWeybptqeeKARqLYdDAbxq1/9CoVCgfd7MpmEQqFAKBTCe++9x79jMBgwOzsLj8eDf/tv/y0mJyf5dYvFIj777DOsrKwgFoud6fWiz14ulxGLxaDVatlw9x62zWaT75Of//znWFxcxMLCAtbW1rijpbeXXkQ2m0U6nYbRaGQGOSGRSOCTTz5BLpc7tTwdkRfQarX4DJEkCSMjI/B6vRgfH8fY2BiTAo/bcAPPHA673Y63334byWQSgUAA4XAYhUKBiWuUyTKbzZAkCX6/H4ODg7BarRgaGupPw01Es+npaQwMDMDr9cLv93Nbi0ajwdLSEmq1GtdMew03pdg7nQ6KxSJ7psPDwzCZTBypEOLxOFZWVjA/P99VR5IBro+azWY4HA44nU4m2ZCjU61Wsb6+jkwmwwY5nU7DYrEAeLauxWIRgUAAhUIBmUwGlUoFuVwO2WwWOp2ODzeKFsUb7Swbg+1ApKVqtYpqtcrTp3rLS/Rc+p7SdCsrK5ibm9u2VWi7gTq1Wg2ZTAZKpXJLBNdoNJBIJBCLxU6tkdgtxFp1IpGAJEldLaVUSqhWq0in03j69CmSySSWl5c5FV6tVjkr8iKIqmx0L1LLHgmvnGaugXj+iGRYsh9arZblfOm6bAd6TLxHyAkW2f87id9sVz7aCWIpi7JmlDmr1+vsjKhUKi4fWiwWuN1uDA4O8hncl4ZbkiTY7Xb8wR/8Ae7cucMfjBYlkUjgf/7P/4nPP/8cyWSyq+6zHSiCHh8fx+/8zu/A6/XC6XTCarXycx48eID/+l//K+LxOKLR6CF/ypMFg8HAaafJyUlMTk5uMazRaBT/8A//gHA4zIdGL6GJanhiKWJ9fR0rKytotVqYnZ3lLAv9q1Kp5MEJPaDDqlKpcCYpl8ux00tElu0OkWaziXfeeQd/9md/hnK5vGtD22g0EAgEOI1L76PT6aBUKuHJkyeYm5s7tWnZvaDT6SCdTrM4zde+9jXOjGi1WsRiMQSDQTx+/Bh//ud/jmQyyRKojUaDWeQvg06nw8DAADweD9e4K5UKd9FQYHNaodFoujISRMY0GAywWq0wm82o1+soFAocDPQ6pO12G4VCAbVaje8XItp2Oh0m/VHkS69Dxly8x3oVCV8EUsdrt9usjkdBJmUeJUnC2NgY3G43ZmZmMD4+Dp1Ox5yT3eLIDDfR9e12OwYHB7mmRwIqiUQC4XCYa2ovM9wEIrHRBRdTUKVSCaFQCOl0+lRv9v1Ar9dzu5FIhKHrlkwmEYvFkE6nkc1m9yT4QKQcsd2Pbg76epG3fBYhHupiyx2wdaJUb9mo1Wohm80iHA7vqRatVCphNBphNpu7iFAU+ZPBkNfpGVqtFmdBaI/TZLBCoYBYLIZoNIpIJMJnzm7vGZEUqNVquW2v0+kgl8shFoux0NRpxnYRL/DMGNOQlWQyCa1Wi3K5zG2mYk2cjGWtVuOoutFooFgsAni2v7VabVcET9eV6tHkbBkMBjbuO4no0P1GQUytVttS6hWFXkRSmtiCu5cM5JEYbmIDkoY41eoAYHFxEX/6p3+KUCiEhw8fIplM7qmZnWQfh4eH4XQ6AYDTKMVikT3f05xe2g/Gxsbw3e9+lyUbRbz//vv467/+a0QiEV6PvRwYRqMRAwMDcDgcfOPodDpIkgSz2QybzYZKpYJ8Pn/qD6LdQLxhqfRDCmkWi4WzFL0cDmrTKpfLfFjsBWazGd/97ncxMzOD1157jTMh9EWpXbmk8QzUSkTkIpVKxSnwzz//HO+++y4ikQjy+fyejDbwjL9gMBhgNpthMBhY06LZbOJHP/oR/u7v/o4zX6cZvQabHKREIoHPPvsMOp0Oc3NzfI3I8FJpldqqKAVus9ngdDo5atfpdBgbG+OOABrLSgY3kUigUqlgZWUFyWQS09PTuHTpEqxWK0ZHR7vIggRyHAqFAh4/fox4PI6NjQ2kUimUy+UuRjqtaa1WQzqd7nq/APD1r399V9fpyCJu6j8UPYxGo4FUKoVPP/0UwWAQmUxmzxuTGup9Ph8vOpFAKpUK91DK6IbVasW5c+cwMDDALT+EcDiMu3fvolAocCvXXkACItT3SJEE1dUNBkMX8UQ2DM8jLq1WC7PZ3JWGpRu+twWMUuulUmnPGSWqpU5NTeHatWsYGBjgx8RhJPLaPIfYjiWeYfV6nWvae81O0bpTupQ6Nugg73Q6CAQCuHv37pkbLiLuQdE4x2IxbolUqVTcRy1OyyPCMtWRDQYDHA4HjEYj3G43EwyJ1EkOME2PXFhYQDAYhFqtxuDgIABsierF90kchEQigWg0inw+j2q1yu9ZrNfTZ6lUKvueUHnohpvq21NTU/B6vTCZTKjVanjy5AkePHiAhYUFRCIRHl+319fuJRW0Wi385Cc/wXvvvYeFhQXZaPeADh6Hw8ESseRFUqRFwhCkArRXmM1m+P1+jrjJcOt0Ovj9fly7dg2xWAwAWPOXPOuzCIVCwWpoHo+HxT0ohS2myIkIlc1mkclk8I//+I9YW1vDvXv3dv33HA4HZmdn4fV6MTs7i4mJCeaG0AEka2F3g4yr1WrlOmatVkMkEkE2m0UgEOA2rZeVFmgtNRoNpqamMDg4iPPnz+PSpUvw+/0wm80AnjtnNODlLBhtyrb2DvsgQho9Jp77dJ0UCgVqtRqTLcXoltasXq+zQW00GqjVaigWi0gkEshkMnjw4AHS6TTW19eRTCah0WjQbDYxOTnJIlTkuFFWigZXxWIxfPzxx1wyqdfr6HQ6XY63Uqlkxc96vY50Or2vjqcjibj1ej3GxsYwMjICg8GAer2OJ0+e4J133kEymUQymdyzgd3OaAPPFviDDz7An/zJn8jRwjYgYQ1qv6NeSAC8Eam/dL8HBc0dpqlslArSaDQYGhrChQsXoNfrkUgkutK8Zzn61uv1PLzC5/N1EWd6QRFeMBjE3//93+Ozzz7b01pZLBZcu3YNfr8fk5OTrDRIzPVGo4FGo3Fm16IXdL6QchcpBtbrdSQSCUQiEUQiEaRSKZ7F/TJQ6eP8+fOYnZ3Fm2++iW984xtbRrPSepwVARxifvcabpGARlHsTtdDjHAp+2q1WmEwGHjdiJtQr9fZcMfjcTx58gSJRAKJRIIFVMrlMhqNBt5+++0uoRRi+KfTaczPzyMcDuPhw4d8rtE9RJkBCmJIhbBYLEKtVnPGYC84slQ5aSwTuy+VSnFaYj/klwsXLuD69eu4cuUKJEkCAN7gZ8Ez3S96D4N6vc5EGPp/o9HgKG9PhIn/t0H1ej2rbpFjRYbb7XZjcnISwLN2vWw2y61mZxFUQpiYmMC1a9cwPT3NNVQ6fMSoo9VqIZPJ4IsvvkAwGGTJxZcZCxKIIMGjK1euYGhoqEsQp9PpIBQK4ZNPPsHKysq+03gnAXtpSSRmMQllUERMBEsyNi9jBdO9oNfr4fV6YbVacenSJVy+fBler7ero4PaMckAnBWI+/hFa/Oyx8RzrlqtQq1WI5PJoN1uI51Oc4eLVqtlkSMSJKIpcJVKBRMTE8z+NhqNXZ03oj6IqLVAxp1KkNTaRml8CpREguNe59wfieEm6r3FYkG5XEYkEkEgEMDy8jKz9/aKr3/96/hP/+k/cd8cbXSq950F73Q/oPoKTbohY6tSqVAqlZiNSbWj3a4NHUjUG26xWNj4AOB00cTEBLPZq9UqIpEIQqEQ19LP0rrRza3X63Hr1i38/u//Pux2O2w225a2OzFtGg6H8Y//+I8IhUKIRqMvdVQpAvF6vbh8+TIuXbqE3/7t3+4qk9B1f/z4Mf7bf/tvSCaTSCQSh/fhTxBIktJms8Hr9cLlcgF4Xt8Wz7CX9fuSauSNGzfg9XrxrW99Czdu3NgiY0pkJ6qVnhW+ARnuVy3TUAaP0uJU+snlcvD7/awGqVarud1Rr9djfHycg792u40bN27gS1/6Ek/iE8mhYlcHpe+NRiP/Lp1n9FlE9jj159Nz92qzjsRwNxoNpvAXCgXo9XpOK+3VaFM0YrVamXELPEsfrq6uIpFIIJlMHsbHOBUQo7b5+XnYbDa4XC6u5bRaLZjNZpw/f75rA4rpHZpBK95cSqUSVquVey17DzAyHtTLSHKohUJh32MP+0Exab+gGqfL5YLVaoXb7eb5zTupQdGEomKxiGw229UtQYbebDbD4/GwMya2kY2Pj2NychLDw8MwGo1dwypyuRwKhQKi0SjS6TQKhcKpbgPbbcStVCphMpmYnUzzz8WJa2KfvZjmJdBamEwmOBwOuN1ujI+PY3BwkAeVEMTUsNhaRDXV0268D/LzkYGkiLZarUKlUiGRSPB9QQQ1MvBixpAyhDTpUIy0xYie6uVEkKN9sJNiJ61jb0ZtLzh0w03CBe+++y4kSeIJLYFAYM8Hg1qtxuTkJIaGhjAyMtJ14GcyGfzxH/8xkwNkbA/yDj/55BMEg0FYLBacP38eNpuN655Xr17F9PQ0ALDX+uTJEySTSTx48ABPnjzhFBQ9R6vV4vr165iZmcHMzMwWw0MblMQP3G43j17VarX72rwn1XCTA2O1WvGNb3wDExMTeO211zAwMPBCwYdCoYBIJIJgMIiNjQ3E43Em4xAj+c0338S/+3f/DmazGWazuSuSowOJpuuJhM5PP/0U9+7dw8OHDxGPx/kgO60Q+4V32ntkjGdmZljL/fr165AkiaV7HQ4Hms0mHA4HzGZz11hHgtlsZj343/iN34DH48G1a9d4VkMvKBrL5/PcD04T20572vygHRMykqREmMvlUCqV+P4jxU2bzQaj0YixsTFYrVZcvHiRRb3sdjv3YNN7pI6OfD7PRFGqWZORVyqVHFWTA0G/TwpuarV6X1nnI4m46/U6YrEYq2epVCpks9k9L5JCoYDdbofX62XZTeC55ODGxgaePn160G//VIGuOW1gqtfRdaXDhBwjYmhWKhVIkoT19XUW6xAJM9Q9YLVaodVqORXVGz2SR0rGYycC1suwk1BDP2EnoyBmH1wuF7xeL2w2W1dpYbuIkFpIKpUKH0T0OmazGVarFcPDw7hw4QJnP0TRCPHv02vTgZJOp7G2tsbOwGk22sCLDTY9TutEWQyn08nRF9UvDQYDjEZj10Cd3hITZZhokJLb7WZ+wXba873RGo0+pnU57VH3QaO3pSydTkOlUqFcLvOIW9HZornnNICnd+QmvZ7IE6JspSg0JZ5/25FvaX+REe+7VHmr1eKUKNU6KVIg7KaGo9PpcOfOHXzjG9+Az+djj6ZSqfAkJBm7A6V5CoUClpaWYDAYoFQqsbGxgTfeeAMXLlzg6K/ZbEKn06FQKLAmeTKZ7Gp9abVaWF1dRa1WgyRJGB0dhSRJcDqdXZrAlNI1mUwYGhriaVVqtXrPda39ptiPEtsZCOqhJkeH5si/DJVKhec3k7H2eDwwGo146623cPPmTfh8Png8nm0H7vSChvVUKhU8efIEv/rVr/ZNFj1pEFuJetdH7KmnyIxmKphMJtakAIDR0VEMDAzAYDBgcnISmUwGi4uLrDffbrchSRIMBgPGx8fZUaX2V1on+gKe12fdbjckScK1a9eQy+WwubmJhw8fnvqo+7BBpDCR+U1kNYq+SUuBiLvAcxtFOvU0WCmXywF4ZvCdTidarRafaeVyGaVSiZ0GAHwWUjReqVT2fP4dieGmiBgAM5Ypx0+Pk1fyIuOtVqsxPT2NL3/5y/wzStnWarUzceAcFGgT1mo1nrltNBpRLBYxOzsLk8nETlan0+H+e7/fD5fLxY6XaLgTiQRPFUun02i1WrBarV11VlpzvV7P9XCNRrPnKT8nOeIWZ/FSt8V2U+16/99sNvmwoSiMZkPfvn0bv/mbv7mn2cS0/kQYXVpaOjPRHJ1BO4kAifKUpGhGvAASxaFUeafTgSRJ8Hq9iMfjkCSJiZ6NRoOFdGhGPXVwUBRI+ty95yE5CX6/H1NTU2g0Gnj06NFxXK5TBTr7KFImA0sdNlTSpeywCAp4SH9CHMtKZygArpHTfU3tZwA4s0Ztl/R93xluEWScBwcH4fP54HA4MDU11aXeJaYiKpUKzzA1mUyYmZnper1gMIj/7//7/7C5uYlwOHzUH+fUoN1uI5VKoV6vY319HcvLyxzRAeD5zuFwGIlEguVKxVYl6nt8+vQpzGYzfD4f975SCp2gUqk46jQajTAajfvqZ+x3bGcU6OanucwmkwlOpxMDAwM8VIF+V3wdq9WKsbEx6HQ6lEolNJtNjI6OwmazYWJiYtcGm9DpdDhbddY6MehA7e0VFp1MupaU6bDZbHzQi88DnqXDKUpXKBRMLBMnVDUaDUSjUbRaLczNzaHT6cBoNEKr1cLj8cDr9bJDK5ILfT4fLl++jHw+D7VazcIeMl4NtMZUujMYDDxWVxxeQk4eEXvp2huNRrhcLo6u6Z4WyWo0MY76xTudDhtuSs+TCEzfpcpFkFcxNDSEL33pS5iensbv/d7vdU31IoNAWuMajYan5fRGJhsbG/gf/+N/IBgMyippr4B2u414PI5EIoHFxUU8ffqU07DAMwcpmUxic3MT0WiU1c7EQ4+YyQ8fPkQsFsPs7CzGx8fhdruZlCjeLFQbpC+q3Z429Bpv8vYrlQqCwSAUCgX8fj8ziMVRg/T7AHggzPDwMMbGxqBQKOD1eiFJEmct9gJKF+bz+TN375BzRGeNaMB7xZ1osIXT6USj0diihw2A97DL5cLY2FjXa1MddGlpCe+//z6n0yuVCsxmM/R6PS5cuICrV6/CbrfDYDDw/aJWq9k5i0QiXDuVs4sHBwoijEYjLBYLkzpFDgj9K7Z5USqdxnSSca7X64jH4xyNkyBLMplEu93mjgRy/sQ57bvFkRtuQqFQQCgUgsvl4oO8t5ZAxAEaUkE3TC8dnyb2yF7oq4GuXzwex8OHD+FwOJBOp6FQKBAKhZDP55FIJHgj0+YTDzwA7HkWi0VkMhlue6IZw6Igi8lkwrlz57iWTkMbdps2Oglrvl3aW9Q2ViqVPBmP5vTS9RGvLx0alUoFsViM62bEJbDZbF3liJeBWtK2SwmeduxGXIiubzabRSQSgcViQSwWg8Vi4Va63ixH76Qnca0LhUKX6BCly6nFj0Z2ik4DkQ9pQMZeS0oytoJ4Nm63m2WGJyYm4PF4YLPZYDAYuAYttmzRuUfrLta/iURIafNcLseBUDqdZo0R0mIQiWuURj8Rhnt9fR3RaJQPeZFZSZuWNiuALQcLNdUT01L2QA8GnU4HDx48wOLiIk9DEsdMEpuZUj7kQImo1+vIZrOIx+NYWlpCoVDg6F0U21er1fB6vfj2t7+NWCyG//2//zcPaXiZxCM5b/18iO30/ukgbzabePToEVZWVqDRaFCr1TA6OoqbN2/yIS2yTeleiUQieP/991Eul1nK8fbt27h27RqPhdwNiCTYbrd3RY47K6A9TdKYq6urPGXQZDJhYGCAe7sB7FiioNcpFApIpVJYX1/HgwcPUCqVUC6XWRBEpVJhYGAA+XyeU+5iqpwyKsRC34+qoYxnEIWiXn/9ddy8eRNerxcXL15k8Sgi01IWqpcJTuUsus8ajQaMRiNnr4rFIlZWVvD06VOWxBXV0cTOETGzthccm+EmYkAmk0EwGGT2JQ2jIG9mJw+TBmHkcjnZaB8wiBFLrQ3kXdK/BoMBALqGIYhkDzI2jUYDuVwOer0e5XKZ+QoUSVJN0OVyodPpcNqQ6j67QT8fXi96b+TskGJcOp1GPB6H1Wpl5TqxvgY8OyBoBnE8HmcClE6nY74IGW7RCaZRujSDWHyMnn/WIu7e9Dj9rDfDAYD3baFQYKMrammLGSc6oGlGerVa5VnaxECuVCrs/JITm8/nkUqlWAVSBN1PotGWsTcQY1yj0XA5wu/3Y3h4GIODg/B4PF3dLyJZmtZXJNiKWS1R/axQKCCXy/EXZVLEdjNRZU/MrOwFx2a4yRt9/Pgx/uiP/gh2ux03b97E4OAgrly5gqmpKZYa3C4l9eDBA/z4xz/G6uoqD0iXcbCgw4naFtRqNfx+P8bGxuByuTAxMdE1Wu/p06eIRqPIZrNIp9Oo1Wp48OABHA4H7HY7crkcxsfHMTw8DOC59+vz+WAymTA+Po5gMIhIJIJyuQxgZ+O3m/bBfgbtfzrEFxYWkM/nUSqVcO7cOU7ZiTOy4/E4FhYWMD8/j48++gjZbBbAs+v4q1/9imcMiweCVqvFm2++icnJSczMzODKlStbjDqAbfu9TzMo+umtcW9nvInJn8/nUSgUYLFY+LDu/b1SqcRz7P/2b/8WKysrKBaLKJfLyOVyTE4Tf0eheCZytLGxgZs3b+L1119nDXk61CnCMxgMLI4jBywvB11fn8+Hb33rW3C73bh69SpcLhdcLhe3YhqNxi5jTWtO11nMeFBZl55bKpWwubmJSCSCH//4x4hEIlhcXEQ8HueszXZnlbgH+nI62E7odJ6pqn344YfcFpTL5VigQK/Xd3mZYvQRj8fx6NEjxGIxua/xECFuKGpRGRgYgN/vx6VLl1jykfoR6TCk6WKJRIIFeCRJ6pr7DDyLJoxGIzqdDhNDMpnMrlKBJ9lwA89bvEiCttPpMKmFrikpZpEWQjweRywW43GSVBtbX1/f8vpkmEnly+12b5v2kyPu7r0kHqZU66QMkqgvTTVwukfoEE+n04hEIrh//z6++OIL1Gq1bdOuIqinfmhoaEtnhRiVEWFNjrp3Bwr6LBYLpqamMDw8jNu3b2NwcHBL5Ez3Ixlkcb17CYt0PtG5R9oW6+vrCIfDSCaTux7Ss59z7FgNt4harYbHjx8jEAhgbW0NP/vZzzAyMoKrV6/CYrFgbGwMer2eL+bm5ibW1tZOvaZyP0ClUsHtdsNkMuHGjRt46623WGmNNn6tVmNVqUajgVQqxQdfMpnEj370IzgcDvze7/0eC4SQwRZJbUTQ2U1EfdINN/BcbIMEhB4/fox33nkHQ0ND+OY3vwm73Y5AIIB0Oo0nT57g/v37PHLwZSpaVL54+PAhIpEI7HY7vvrVr3Y9Zzt1u7OA3vrido4iGUuSibXZbBgYGIDNZkO5XEY8Hsfjx4/ZiSISEslfrq6uskjRy/YqMZKr1eq27w14nu4lMpuMl2NwcBAjIyO4cOECbt68CY/HA6vVusVoA9368IuLiwiHw5zpoLIgtXJ1Oh2srq5ic3OThXEymQxP1Tvs7pi+Mdz1eh3Ly8sAnqXBlUolrl69ikajwbOdrVYrz2+mqVKUipBxeFCpVHA4HHA4HLh48SLeeOONrlo3eZ1ms5nlTrPZLHurABAKhaDT6XDp0iXcvn2b5U5F0NSysybrSKm5arWK5eVlZLNZjI6OMtP1/v37CAQCmJubw/3797mTYjfXqNlsYmFhAUtLS7h169aOxuksGm7xX/q+NyNB5QbSJ3c6nTCbzahUKiiVSvjoo4/w4MEDDiREhay9gLIqFJlvV/Mk0R1xJrSMF8PlcmF2dhYXL17E7Ows7HZ7V9lVXHOKsqvVKtbX17GwsACTyQSz2cxdG3Tt2+025ufncf/+fayuruLjjz/mtr+jOLv6xnD3ggg7X3zxBSKRCHQ6HSwWC0fc8Xic24bO0iF/lCBhArPZjIsXL2J4eBhDQ0PscdJhUywWUSwWEYlEsLm5iUwms6Wli9opwuEw5ubmWG+eZGvr9XrX/OGzuKbEZKYpXR9++CGsVivW1taQTCa5LLSbCE7ETinhs4ydyGlA99xsjUaD4eFh+Hw+jIyMcEbp0aNHKJVKWF5eRiQSYanYV7m+vX+/l3Gs0+ngcDhYyOWs9d7vBWLL1/T0NPx+P5M2d2Jyt1otlEollnVOpVIoFApIp9PM2VGpVMjlcqhWq5ifn2d9//2Op94v+tJw0wYmsQ+73Y5kMgmbzcbRwfLyshxtHzJosPzAwAC+9a1vYXZ2lnuMqf+UWLOZTAZPnz7Fw4cPOdoWDzFiXc7Pz0Ov1+O1117D1NQU1Go1arUaqtUq8vk8MpkME9POEuhakQhNOp1GIBCAQqHgQ4GUm/YD2cHthjgrebuyDI3hlCQJV65cwc2bN3mkZzwex49//GOEw2EeJbxdW+R+sZNhMRqN8Pv9UCqVWF1dPZC/dVpB3Jvx8XF87WtfYyb5i9jbpD+eyWQQCoV4giURcx8+fIh6vY6nT5+yGhrN+T5qO9SXhpsgKtbodDpIktTVty0fRIeDXq+USGbBYBDZbBaSJHX1uiaTSeTzeSSTyZdGzPV6ncsdInOXNr9I9jmroGxGuVzuYq/KODj0Rtq9KXIiNNG0PJvNBrVajVwuh0wmw1GYOGjnsEH321nNSO0FtKb5fB7BYJAngZFCmjjxi7g1uVwOGxsbSCaTiMfjPO+eZgNQBwgJ6Gw3a/uo0NeGm1iUVquVW8UWFhYQjUa3KBTJeHXQRhbFH0il6y/+4i+4fi2yaKkuRMxo6nHdCSTOT4abHIBeQR0ZOJJD4azWSrdLlQPPzxyj0YgrV67A7/fj8uXLGB8fRyAQwEcffYRoNIrFxUXW9j9o7BRxU9sRpWZl7AwqqX744YfY3NzEyMgIvv71r8PtduP69etwu918nVOpFDY2NrC5uYm//uu/RjAYRCwW6zLOIpOc1B2P0/b0teEGuoXgNRoNp1yP+8KdVvRG2zRbmIRuyOPfDyiSJPU1GsBA093kdT0ciAS0XoNw0vvh94vtatsEkpu1Wq1wOp2cYqVJeslkEsVikeUtDxriOonvjbIwJNojY2eQsc1kMjx5a3NzE41GA6Ojo10CXzSeMxKJYGNjA8FgcEtw0W/oa8NN0Vw0GsUPfvADSJKEdDqNUqmEbDbblxf0JKNXyYeIZ1SueNU6XqfTQSQSQaVSgcfjwcbGBk8TSyQScpfAIUCheDZVTJIkbmkhdDrPpoNRCvAsQcwaiVCpVDyJ0O12w+PxIBwOY2lpCaurq7h79y4Lqhw0dlLQovdYLpcRjUbZGMl4MTqdDk9oW11dxQ9/+EMYjUZ88sknTIxVKBSsRZ/P5xEIBHjyXr8abeAEGG6qU9y7d49/JuPw0OvtE/nioJDL5VAqlRCNRpFKpdBoNLC8vIx4PI5MJnPmWsEOG6IIS68eOTnGZ3GW/U6Gm1TKqJvCbDZjc3MTKysr2NjYwNra2qHUmHuzIb2vT/Vt0sKWI+7dgVpSa7UaMpkM1Go11tfXodfr2UkqlUpIpVJdeuL9jr423CJEoQ4ZBw+FQgGj0cha1gqFglmTBwmK2tPpNObm5njcYTqdRqFQ6Gsv9yRCpVLh/PnzmJiYwOjoaNc91Gq1kEwmkU6nz6Sgx077jJj8q6urKJVKWFhYwNraGrc5Htb+3KmUQRKqlOqVyYr7A5095XKZ1dAAsON6kq7riTHcgBxtHybIcFssFjae5XL5wL17eq1EIoHPPvsM9Xod8/PzLM4vG+6DhUajwcWLF3H79m2cO3duy3AEqu3l8/ljfJdHj53IaQTSjw8EAlhZWUEgEDjQlq+XvTfx+1AohLm5Oayurh54BuysgNaaerUrlcoWHs9JOndOlOGWcbggNTTqJT6sthPSdA6Hwzy8gbzgk3TznBRIkgSr1Qq9Xt/182aziWAwiNXVVWQymWN6d8eDnfYZlQ+o9lkul3kE52HvTSpNZbNZGI1GHhsZDAYxNzeHUCgkG+1XhNi7T4b7JEXaBNlwywDwfDazw+FAJBJBOp0+lJ5q8nypT5IOyuMQMTgLUCqVcDqd8Pv9sNlsXanYcrmMX/3qV7h37x42NzeP8V32D5rNJgqFAjOSARxJ3zTdF4VCAUtLSygWi3C5XFCr1fj1r3+Nv/qrv2JnWsb+QGvY22560ow2IBtuGXguOGE0GmGz2ZBOpw+95iNKBMrp8cPFdq1P1FZJanWHPRShH7HdnqN0Kn1/1HuzVqshFosBAI+TTKVSSKfT8n2yB4h916dR7lc23GccSqUSkiRBkiRcvXoVV65cgVKpxNLS0qFHwHLa7/DR6TwbnRsMBqHVajE4OMhDYfL5PHK5HLLZrKx7/f/Qa7iPGuFwGH/zN38Dk8kEl8sFrVaLL7744kSmc48DNJ6WtMqJKU44LddQNtxnHEqlkmvbbrcbPp8PVqtVZvCfIlQqFeRyOVQqFW6Pof5tEr+RyxTPcZyHe6lUwtLSEnQ6HVwuF3Q6HZLJ5KkxOIcNirTJcFMt+7RdP9lwn3GQtKPL5YLT6TyW9KCMw4FCoUCr1cLCwgKPWq3Vasjn81hZWUE8HmfRm7OY/ejHA73ZbCKfz/PwHbVajUKhcNxv60SABGyoF1+tfmbeKOLut7V+FciG+4zDYDBgenoaQ0NDsNlsAI6ntifj4EEDStbX15HP59FoNKDRaBCPx/HJJ58gk8nwqFB5rfsDzWYTxWIRCoWC/5WzIbuHaLg1Gg1arRaUSuWpKzXIhvsMg0RWQqEQ1zxNJhPC4fCp2+hnDaL6HU0Z29jYgEajQT6fRzweR7FYPLMsZUqjAv0Xie00j1vGy0GZI4qye/uz+zHLsh8oOrv8FGd9A/XzYu93bRQKBXQ6HQYHB6HT6aDX66FWqxGPxxGJRI51bN1e0K9rc1z3TO/Br1aroVQqodfrYTAY0Gq1eMJRtVo9tP75fl0X4JkwDYC+3OOkoU2jJ2nS1UGiX9fmVe8Z8dqpVKouGdOTwDDf7fuSI+5d4LQ7Lc1mkzc8kZf6dWPL2DvIMJGwCI1RPctZlZMUeYmtTTJ2jxeV+7Y700/S9d11xC1DhgwZMmTIOH5snSEnQ4YMGTJkyOhbyIZbhgwZMmTIOEGQDbcMGTJkyJBxgiAbbhkyZMiQIeMEQTbcMmTIkCFDxgmCbLhlyJAhQ4aMEwTZcMuQIUOGDBknCLLhliFDhgwZMk4QZMMtQ4YMGTJknCDIhluGDBkyZMg4QZANtwwZMmTIkHGCsOshI8cxaEOpVEKlUgEAD0R42ZzowxCPp8EM/Qq1Wn0gM7RpmAHNtO10OjwWr58l7fv1valUqkO5dr17vF8/f7++L+Dw1uakoF8/t9VqRafTQaPR6JpDrtPpYLFYIEkSLly4ALvdDpvNBpPJhFarhXq9jnq9jlQqhWq1ikgkglwuh2KxiFwux8/pdDp9PVznzE4HO2vjCYHn7+8g3me/f9aThMO6lvIavTrka9ifEM+yTqfTNVd+u+fQ4xR0qFSqrq/TOtmxrw33dp6RfMNtxUFFDvQarVarK8MhY3+Qr13/Ql6b/oSYORSNd7vd5tnajUYDtVoN7XYbCoUCWq0WOp0O7XYber0ejUYD7XYbWq0WnU4HxWJxy+ufdPS14QbkG2w3OOhrdFo2twwZMk4Wtiv50f/b7TbPkm82m2zUVSoVNBoNgGcp9WaziVwuh2aziXw+D5VKdSJKfntB3xtuGTJkyJBxNqDVagGA69z0PaXCAXDE3el0oFarodfrYTabodFoIEkSFAoFPB4PSqUS1tbW4HA4kE6nsbCwgFqtxkb8JEM23DJkyJAhoy+g1+vZaDebTf65WOuu1WqoVCpot9tQqVSQJAkulwuSJGFwcBA6nY6j6/n5eTgcDqyvryMQCHAaXTbcfYDtCAwyZMiQIeNkoZdbQ/+KNe5arQa1Wo1arYZ6vY5Wq8XdMBqNBhqNhiN0i8UCt9uNbDYLnU4HrVbbxVY/qTixhltMnfQa7tNUy5AhQ4aMs4JGo9HVskVfzWYTlUoFjUYDmUwG1WoVLpcLNpsNBoOBDbdWq4XBYIBGo4FKpcLw8DBUKhXa7TbsdjuazSYb+5OMvjTcIp1fo9HwgtDi0L/U402gxW42m2i1Wty712q1mIUoQ4aMF4OcYnKIT0Nq8SRAoVCc+eu8Hau8l5zWaDSgUqlQr9dRq9W453una3eQ7bL9gr4z3AqFAm63G06nE3a7HcPDw7BYLDh//jyMRiOMRiO0Wi20Wi3XQ2hRy+Uyms0mMpkM8vk8EokEVlZWkMlk8PjxYxSLRfkQkiHjBSCyj0qlgl6vBwDk83lUq1X5vjkEUK9xr6NE/55Go/Mi0GfeLmVOjPJKpYJWq4VMJgOj0QidTodisQiVSoVarQaVSoVmswmlUolwOIy5uTksLy8jk8mgUCic+Ggb6DPDTZG00WiE0+nEwMAAxsfH4XA4cOPGDVitVlgsFuj1euj1ehgMBl7QVquFYrGIer2ORCKBdDqNzc1N1Ot16HQ6LC0toVwuy1H3K4IyHgS6/jIOH9uVhw7KEaXXI2auWq2GJEkAgEqlglqtBuDsGJDDgGiglcpnatNqtZrvKYq4xcxh7/qe9usvniW9QitkyFutFhqNBur1OqrVKkfdlGmla6ZQKFAqlZBKpZDNZlGtVpmcdtLRN4ZbpVLB7XbDaDTi1q1buHr1KqxWK7xeL4xGI/x+PwwGA7RaLdRqNW94WkylUgm9Xs+pdbvdDofDAbfbjY2NDSwvL7Nxp0NIxu6gUCggSRI0Gg2mp6cxPj7ON08ul8Nnn32GfD5/3G/zVINaXHw+H3Q6HaxWK5rNJpaWlpDNZlGpVFCv17f9XbpX6HUocqGDUalUYmBgAE6nE+fOncObb77JpalKpYJ33nkH9+/fl7NV+4RGo4FarYbH48Hk5CSzn6mNSWRBV6tVpFIpVCoVbG5uIp/PI51Os2wnGfPT1pdMoH3Zm/qm7xUKBTQaDbRaLcxmMxwOB6xWK4xGY5d9oFJpsVhELBZDJpM5FW1ghL4y3E6nE06nE1evXsVbb70FSZJgs9mg0WhgMpm6atpi1CcSEwDAaDRCqVTC4/HA7/fD4XDgRz/6EXtdsuHeG8gpMhqNuHz5Mt588000Gg1UKhUEg0EsLCzIhvsQQdGYy+XCzMwMzGYzfD4fqtUqCoUCRxrbGW5RBpJehw418TkulwsTExP48pe/jO9973vQ6XSo1WrIZrO4f/8+Pv/881Nz6B0lyNDodDoMDQ3htddeg9PpxMWLF2GxWOByuVhvmwRDNjY2kM1m8dlnnyEWi2F9fZ3Xt1qtdqWTgdMVhZPhflFUrFarodVqIUkSLBYLzGYzJEmCXq+HWq3mVHmr1eKIO5/Pn4pIm3DshtvhcODSpUuwWCw4d+4c7HY7zp8/D7PZjHa7jVQqxR5Yu93mehulSugxpVIJq9UKnU4Hn88Hj8eDdrvNAzPo67Rq1x4WlEolJEnC66+/Dp/Phxs3bmB8fBy1Wg3FYhGNRoNronJEdvBQqVSYmprCwMAApqenceXKFRgMBthsNu5njUQi+OKLL7C4uMhOrNlsxuXLl2GxWLgOSJFaJpPB/Pw8ms0mTCYTdDodbt68iQsXLmB6epqjlk6nA51Oxxkuutdk7Ay6/pIk4dq1a2yYKcq+cOECTCYTfD4fDAYDzGYz9Ho9n28qlQqNRgMWiwXFYpGzkDabDdVqFcViEc1mE4VCAY1GA4VCAdVqlX//pONFn4GcUEmSYDKZ4HK5MDQ0BJfLBYvFAoPBALVaDYVCwYFFtVpFvV7nmreoX05GXqfTwWg0coROLWdiH3m/4dgN9+joKP7Df/gP8Hq9mJychMVi4U0Yj8exsbGBUqmEUCiEUqmEpaUlJBIJFAoFZLNZPkx0Oh0uXLgAl8uFt99+G7du3WJWOi3QaRadPwwolUqo1Wo4HA5897vfxeuvvw6n0wmr1YpyuYxMJgO1Wg2TyQSNRrNloo+MV4dOp8Pbb7+NN954A+fPn8fs7Cw7oLVaDdPT00in0/j+97+PjY0NqFQqqNVqjI+P4z/+x/+IyclJuN1umEwmVKtVVCoVLCws4C//8i9RLpcxOjoKm82GO3fu4PXXX+doBgCvqU6ng0ajYUavjJ2hVCqh0+ngdrvxve99D6+//jqsVivMZjOvjdgdI9a2O50ObDYbnE4n6vU6PB4PisUiVldXEQwGUSqVkE6nUalUEIvFUC6Xsb6+jlQqhVqtdioyiTuR8eg6qdVq2O122O12jI6OYnp6GhaLBR6Pp6uHu1wuI5/Po1AooFwuo16vQ6VS8d4GwOl1h8OB4eFh1Go1bGxsoFwuI5VKdWmc9xuOzXDTQuj1ejidTvZMDQYD4vE4UqkUIpEIVldXUSqVEI1GUS6XEY1GkU6nUSwWUSgUOK2i1WoRj8fRbDaRzWZRLpeh1Wo5EpSjwb1D1AE2mUyw2WyQJAlarZYPCZFs00ucEl+HcBrrcocFuv42mw2Dg4Ow2+3cs0rkpXQ6jXA4jGKx2EXUrNVqiMfjPHTBbDajXC6jWCzy8yuVCrNxO50Oy0UCW6cxnab64GFCo9Gw8XU4HLDb7TCbzTAajbsKGshZBsC/43A4UK/XUS6XodPpUK1WoVKpUCqVEI/HkclkTlVAst0+I4fIYDDA5XLB7XZzHzdlNESn02AwoNlswu12Y2xsDPl8HjqdjlvJiARtMBhgtVoxNDSEer0Oo9GISqXCNkQkClKmN5vNcnvxcQUqx2a46SLbbDaMjY3B6/VCrVaj0Wjg7t27eP/99xEMBvHFF190KeRQCqO3TqdUKlGtVqHX6zE+Po6xsTFYLBYMDAygXq9zav00pJMOG6J3azAYuJZksVj4xmg0Gsjn8ygWi/xcWg8yOCIo20HsT5mN/mLQNdXpdBgbG+MUuXhA53I5/OAHP8Ddu3cRi8VQrVb5d1dWVvDf//t/h8FgwMDAACwWC9LpNBKJBCqVCpegVlZWYDQaceXKlW3fB0lMlstl2XDvAna7Hbdu3cLw8DB8Ph+sVisPwCCIzPFeiIRBmj9tMBjg9/tZPKRWqyGZTCKXyyGdTiMajTL58LRCp9PB5XLB6XTirbfewsTEBCYnJ+H3+6HRaKDX67kcCoBT3z6fD1/60pdQrVaRTCbR6XRY11yv10Or1fL3nU6HbQSxzxuNBhvrpaUlJJNJ/OQnP0EgEECpVGLp1aM+y47VcEuSxF8UGdTrdSSTSWxsbCAYDLK+7G4iNTpkCoUCSqUSy9uJEbd8+OwOZHyp9Y42ON0YYrsKbXy1Ws11OjLcIhsUwLFt9JMGkdRkNBphsVi6rj2RlcLhMFZXV7c4pZRGVavVyOVyMJlMSKfTiMfjfP2VSiXa7Tan0EWIbTenpX562BDT5G63m6NAcd3EliZqWSL0CrCIrWLEUSDjLe6P0xRtbwc6iwwGA0wmE9xuN4aGhuBwOLaUIOha0Pmj1+tht9tRq9XgcDgAgAMQ+urlP4l2goI+cnTNZjM8Hg8KhQKvFw09OUocm+EeHx/HjRs3cPHiRTbaxKZ89OgRHjx4gFKptKe+O0pdFAoFxGIxdDodOBwOFo847Rt8v+gdRk+pb6fTiddeew3Dw8NwOp18cwDPD3ZJkvDaa69hYmICHo+H01bElCVnLBwOo1AoYHFxERsbG+xgyY7U9tDr9ZiYmIDb7Ybdbu/iZ9RqNS4lUXtj7z0iKggmk0lO7/Wm9nrFPwjVahUbGxtIJBLIZrOH+llPA2gmtMfjwZUrV+Dz+WAymfg+IdY4EaVIDIpamMj4iKD7TaPRdCmHVSoVFAoFqNVqFiTpZyLVQcBoNOLcuXMYGhrC+fPnMTk5ya10Yl88gQw3GX1aHwAcgFDKfDuIugYqlQoulwtXrlxBuVyGy+VCOp1mYZfNzU08fPjwSPkfx2a4XS4XZmdnMTY2xmnWdDqNWCyGUCiEYDC457q02AuZz+dhMpn4RgGw7QEl4xl6a9UqlQomkwnj4+MYHh7mFjugez6uRqPByMgI3G43zp07B7fbDYvFwrrA1WoV5XIZT548QTKZZEU7UVRBxlao1Wq4XC4MDg5CkqSu0gPNG87n89saYwIZ8xeRbLY79IBnpZB4PI5oNLolGpexFWQczGYzhoeHMTQ01NWfTZEZ6W1TXzY9Rul00ZHqFWcRM4fkyFHm5bRnRLRaLVwuFwYGBuDxeODxeHZFOBb3NqXDd8JOtXXiHRiNRrTbbbjdblSrVRiNRmg0GrRaLTx69OjVPuAeceSGmzahx+PB5cuX4fF4oNVqucUhk8l0EZ92e7AT0Y1SVaOjo7Db7ZAkCUajEQ6HA7lcDsViEaVS6TA/4okCHRB0gCuVShgMBhiNRvh8Ply4cAFDQ0MwGo3odDosJzs/P4/33nsP+XwekUgErVYL8XgcTqcTXq8XIyMjaLVarLqVSCR4qL3dbodCoWD5wdMeLewHVHceGxuDy+XqeiwWi+Hdd9/F5uYmEonEvv+GyWTC7/zO72BychKXL1/ueiyXy+G9995jRrOMF4OkYmlqFbUhiWU++nmz2WTnWGxVJSMkzmMQhXMoUo/FYvjpT3+KYDCIjY2NU1V6os8rlnNEZ4ZsArUA7wdiGpwCu3q9zqUOcgiUSmXXRDKyHw8ePEAsFsPy8jI2Njb4/DtKHLnhps3o9Xrx2muvcf20Xq8jl8shmUyiUqnsORojgyNJEoaGhjA5Ocl9kmazGS6XC8ViEYlEYlvm7FkEHQ6UOqKbhEbhjY6O4urVq/B4PDCbzeh0OkgkEggEAvjwww/xl3/5lyiVSnyDrayswGazYXp6mn9OEQaJ31DaqdPpIJVKMenwrK9FL0wmE/7Fv/gXmJqagsfj6XosHA7jb/7mbxAMBpHJZPb9NywWC/71v/7XeOutt1iXnJDJZPDDH/4Qjx8/PpUtYAd1BpAx0Wg03EdM/fXVanWLKhpxPOjeIwMhGgvRgIugSH1jYwN/93d/h+XlZRSLxVPVgilmligr19u18qpdQrQe5XIZpVKJhYyog4Nq36ITls/nsba2hlgshr/6q7/C4uIiSqUSM89PteFWKpXw+Xyw2+3wer3cH0oLo9PpOGrWarV8QejG6F08kcWs0Wjg9XphtVq5b5UWwGAwwO12o1KpYG1trUsq9WU4ral18YagVJDH44HFYsHQ0BBGRkYwMTEBq9UKg8GAVquFarWKQCCA+/fvY2VlhWU2SXKWUrLhcJjJNJTGI+Os1+thMpkAAMlkEtVqFblcTo66e6BSqZiU1stKpkwGDVvYz2vTOtD9JpIJxYEOFDGeNhxUmUY0wFSjJgNNhls8t0jIRjTe20WVIu+E1iSTyWBubg6rq6vI5XKsonaaQGcz8PyMIqeG9DgajUZXB8V2PI3ec5u4ANSrXSgUkM/nUSqVuNVOqVTCZDJBrVZzbZt4OqVSCZFIBJlMBqlUCuVymctUx3F/HKnh1mq1+OpXv4obN27g+vXrMJlMXWL7NpsN5XIZDoeDhViazSbUajW3VZBXKjJhqSfvjTfewPDwMC5fvozBwUG+oYhY4Ha7OfVHjOgX4TTXxMUbggZLfOlLX8LMzAwuXryI69evs5YyABYy+NnPfoa/+Iu/QLVaRalU4kNFoVAgFoshkUggGAzi008/7SJ4eL1emM1m3LhxA7Ozs1hZWWGjTVPdZDyHRqPBwMAAvF7vlmiYykqFQmFfB7der8fQ0BCGhobYwRUjUIpoTlMK9qAh1qGpvq3X66FQKLiv2ul0svocXWMa3ELXVWQ19yo89kaYCwsL+PM//3PE43GEw2FUKpVT51SJPBoArNpHAZhWq0WxWEQymWRVwJcJ2wBAqVTC5uYmYrEYvv/972N+fp4Nt9iaKpYp6IykbhlKq+dyOQ5Yjuv6H3nEbbVaMTg4CKvVyheHPrwoor+TB9XLgBZfm24eSnPQhddoNDCbzdwithfp09NquEVQxE2ZkMHBQSZ/KBQKbtFLpVKIRqPcDylCZM9SapXWiIQPiEVrt9thtVohSRKq1eqp70HdDyiLRJkmUVFKlADeD/R6PbxeL8tuiteftJ2j0eiOQ0tOAw76wKXDv9FosFAKnTeigRfZzr3/7nS2UZBC5F0qMZ02o/0ikO54Pp9HLBZjXXdquRMdKFExk4wwlUljsRjC4TBCoRAHI9uB1kAcHy3OAz9uh/bIDbfX68X09DTcbneXR1mtVrG+vo7l5WVWSSNDrlQq0Wg0urypZrPJJA96PBKJQKlUsqA8GR5iJHY6HVgsFq47iROSerFTm8xpAW1E2uxGoxGzs7N48803YbVau1pTstks/vRP/xSffvop1tfXd31giM8zmUwsLTg1NYV6vY6BgQEA2NIGc9Yhpl6plASAU9evemhPTk7ij/7oj+D3+zE+Pt712CeffII/+ZM/QTQaRSgUeqXP0c/Y7/WjtRAjQ+JyUKS9sLAAq9XKUbff79/SLyySzsTX7j1zWq0WHj9+jLm5OXz66adYW1tDuVw+lbwDgsjEp5bGSCSCn//859DpdPj5z3/eJWVNEbler+cOmJGRETgcDhiNRphMJoTDYfz6179mGe1CobArx5RGTAPg8lEsFjv2TosjPTEVCgWMRuMW6UaKIHK5HFKpVFf/NkVx2/WpUv2bPFmSQRUPNnqcmNJiuv1F77PXAz6NoGtEHqrdbsfQ0BB7qnSNy+UyHj16hI8++mjPBx6l0Umu0Gw2w2az8XAFMU0r47nRFhnHBDo49ltWoNd2OBy4fv06hoeHAXQflNFoFO+//z5yudypNg6vgt5zgdaFykc0QjKTyXCpjs6w7c4U8Z7qvReIxLmysoJQKIR8Pn8mMiHingTAteje5wHPVTip19tisXBgYLVaYbfbEQ6HsbKywpPCdttCRy1+ouhRryrkceDII25JkniKF/Bs09OkqY2NDSwsLCCRSDAphi6uuOnFxaV/6/U6D70Q273IuyXGuchifxmzdDtm52kBfWbiB5AhFdXRYrEYPv74YwQCARa02avhpmt/6dIlTE1NYWRkBDqdjj3XZDIp17cFeDweTE9PY3p6mkl8BKrtpdPpfZHSbt26hTt37vD0PUKn00E4HEY8Hsf6+jrLCp+lVOxeIN4H5OCTk6NWq3noRyQSQa1W4xkMNIoSAK+f1Wrtuu96DXqr1cLy8jL++Z//GYlE4lQxyLfDdiU4AC8ccEOZ2UajgZWVFeh0OiQSCZjNZphMJlitVuRyOUQiEQ4KXwYK8Kanp/HVr34V2WwWT58+RS6X64sM4ZFH3DTXmbwWKvqXy2WEw2Gsr68zy3i3Bwctai6Xg0qlYqU0+pvEohUHrffO9u69EcXHTisoGqZsBNWH6DOnUin88pe/xObm5rZ17ZdB7BY4f/48rl27hsHBQWg0GjSbTaRSKWQyGdlwC3A4HLh27RrGxsZgMBi6HqtUKqxktp8a2+XLl/G9730PJpMJRqORf97pdBCPx7GwsIBwONwXNbx+xXaGhQw3lZ4oW0FOqdPp5BIdnU0UOFB9VuxZFl+73W4jEAjg3r17xzrU4ijRG22LnQ47gZjmJEUaCARYNIUU7Kj1dDfnDZUQx8fH8bWvfY2Jba1W62xF3NuxJYFnxItoNIpoNMqzZffq7dNr6vV6nl5FqUaR/Sl+9UbS2xno01zjJpCik5g6osOoXC4jEAggGAxy+8VuQAbbYrFgdHQUAwMDGBwchMViQaVSQTAY5Clv+Xz+TBxGLwPtNbPZDL/fj6GhoS1tYCQU0Wq1eB/vph2FIjoy2MR+FstUq6ur+OCDD7C4uCg7UntE7/Wns46iwHw+j2Qy2cV0JrU0GlG5XYqc7ksi7J6FDIh4Bon/7hVk6Okso7nbNKiKru92zoBGo8GVK1cwMjKCK1euwOl0IpFI8FCXfighHYnhFg1nr5h7oVDAwsICgsEgEokEisXivi6MSqWC2WxmQoKYeqIaLrVlUBpkt+/9NIOIgdSSJd4ouVwODx8+5Pa53YKu99DQEL71rW9haGgIU1NTGBgYwNLSEgKBAObn57G5ubnvXuTTBqpru91uXL16FW63GwaDoesAI8Zyo9Fg7WVKa+8EcqBMJhNcLhfsdnsX4Y2yVXfv3sX/+l//i42NjL1BbIukc47WKx6Pc0SYz+eZMCtJEkZGRjAyMrJFurPTeT6VjZy1s4CDGAYl9skDz4e/2Gw21qMQtQp6odfr8Vu/9Vv45je/ybLDoVAIkUgE4XB4T0HMYeFIDLdYYxaJT7Q5k8kkkskke0LAi2c6A901WvKmHA4HT+XZrl2MIsG9tIOddlCpolar8Re1PdChsZuDnPgLNKrV6XRiZGQEo6OjLIijVqtRKBQ49U6MURngPSwOciFipniQabVaWCwWTExMwOFwsAgEjUslvgiVQLRaLUZHR+F0OjE4ONhlIJrNJsLhMHK5HI/7PAtR3WFA7AKgiXp0rUn8o1qtsnqgwWBgZrSYARQdqlKphFwud+STp44T4v571b0optzFdtWdnAPSC7HZbHC73XA6nVxSEs/JfigjHYnh1mq1GB4eZulM4DnxIpVK4e7du3yAAM9nN/c2wisUii0XneoYTqcTt2/fxszMDMbGxroOKHodYh/2HpA71a2Os8H+qEC15larhVgsxq0OJFiwG6NNEfbs7Cx8Ph9u376NO3fuQJIkOBwOznZ0Oh08efIE77zzDtLp9Klmx+4VJpMJNpsNBoMBhUIBWq2WxSHE+indQyMjI+z4tNttpNNpZLNZrK2t4d69e9BqtZienobD4cCdO3f4ezHTRPO8Hz9+jAcPHvTFgXTSII7dpI4Zn8/HZ4xSqUStVmMHuFqtwmQywev1wuFwwOFwcEAjgohWkUgEyWTymD7d0eNVU+TbvR4ZXeJOkcxpb9BgtVrxla98BT6fD5cvX4bf70e9XufzMJ/P81S348aRRdxEDhNJadRCkclkmKQkGmwyCPQv1Y1EL0qr1fKh53K54PF4YDQat43YxdftFX/pxUFvoH4FGQZK46XTaVQqFRSLRe6H3wki+Uyn0/GAkYmJCczOznJEAYBrS8ViEZFIRI7uekCOZavVQj6fh1qt7hrFSY4ulXrIASZHNpFIIJ1OM5lJp9PB7/fD5XLh3LlzmJ6e7vp7RNYJhUJYXl5+Jc3zswzK4JHhJhYzOaoAtpxXpEhIhDUxyKDfabVayGazSCQSO4qEnEYcpMHujbaJ3EcOr5jdJRs1ODgIn8/HbP96vY5SqcSjU/slQ3hkNW6RmCH2bG9ubnIrSrPZZBKNJEnweDw4f/48jEYjs5Gpn4/SHpQ6NJvNLHVqNpt3JJvRDUZzXHdjvE8zxF7tn/3sZ1hZWWHFrkAgsGM9h1KCZrMZMzMzsNvt+OpXv4rz589jdHS0S6GOvF76O3vtGjgLKBQKXKqIRCIwGAxwOBxcAjKZTJicnMTMzAyMRiPcbndX1sjtdqNer2N6ehqvvfYaT2HT6XTwer1df4vqfDRpKhwOv3D0p4ztoVAoYLVaYTQaMT4+jvPnz8PpdOLixYvQarVoNBrMQqZggaaIeb1eSJIEl8u1pb5NafK7d+/iiy++wPr6+vF9yCPGQQVMZLDr9TrvbSoBEhGX/obRaITL5cL4+DjefvttjI+P8z2zuLiIX//615ifnz920RURR8YqJyMp1k/T6TQymQyy2SzrLlM93Gq1Ynh4GFeuXIHNZsPk5CT0ej2y2Sx7P0TSoUEYPp+PvdgdP/D/S5e/bI4rgdLmpxm0mZ8+fYpgMAiz2Qyr1bpjq5bI0jSbzRgbG8Pg4CAuXrzI/ce9pQjxpumnG6BfQPXPQqGAQCDALYxijVqhUGB8fBySJMFkMvEAi16RlkuXLvH/e51mek69XucsC0X2MvYGhULBuhRDQ0OYnp6Gy+XChQsXoNVqmXhJjjAR0tRqNcxmM59F4vrRvVKr1bC+vo6nT58ilUod46c8Whx0xE28D/qeAhUx2tbr9XA4HBgcHMT09DQmJibYhsRiMXz++ecIBoN9Vdo7EsNdr9cRi8VQr9exvr6OlZUVzM/P4+HDh9jY2Ngy6abT6bB3ajAYeM6tWq2GxWKBJEldE2MkSeJBGdu1eombQa1Wd9W4lUrlS2sWZyEy7HQ6KJVKvKlVKhWazSZrilNLikjuo9+Zn59HNBqF3+/naGKnrIeMF0NMlVJmKR6Po1QqYXR0FLFYjK/9du2KO11zMW1YKpWwtraGYDCIQqEg923vE8QOpzNK1Jans4qeQ8ECOVuiBKoYZdbrdeTzeaRSKeRyuVOvlHaYEFnjYnsYXW+bzQaLxYILFy7gzp078Hq9cLlc3IbZarVQKBQQiUS4DNUvODLDTeSzxcVFuFwufPDBB/inf/onFAoFpNNp1iSnjaxQKNgYEzuWPFaVSgVJktg4kBEWjXEvRDIbjRMV/9aLjPNZMECdTgfFYpEJUVSbttvt3DJGk9pUKhVHzsViEQ8fPoRer8fExAQkSYJOp8PIyMgxf6KTC7HjAgBqtRqUSiVGRkYQCoVYsGOnffki491ut5HP57G4uIhgMMhiIf10KJ0UiKU3cbgRGW6avEajU1+kxEhrU61WkUgkEI/HkU6nZenZfYLO850kgpVKJVwuF/x+P7785S/j3//7f9+VKaR6di6XQzAYRD6f7yt9gyNLlVO/aCAQgNlsxsbGBvL5PA+WF5VxKpUK8vk8IpEI5ubmYDQaEYlEuurTw8PDHDmTkRFTgSIrvNlsolwuo1gsclsGSaruZLDFFONZAV0LImQQKLUqDn2hUgV5tbVaDZubm1wvEq8r1eyKxaKckt0H6L7IZDJYWVkBAMTjcdTrdc42vchhpfuL1oAIaSQBeRYySocBuqaZTAahUAg6nQ52ux3NZhMWiwVTU1Ow2WwAtp4nvcS1RqPB6o+bm5sIhUJdZ6OMg4FSqWR55/Pnz+PixYuYmJjgrC6Vc9PpNAqFArLZbFcWUrRTx4kjNdzVahW/+MUv8NFHH7EhpZoDodVqsR7z5uYmPvvsM04t0Vxnm82Gr3/96zyshKJA8ojEejoRcaLRKDKZDOtjv+jA6m0jOyugQ6RQKHQZbvGxXpEIuoaNRgO//OUv8cknn0CSJHzzm9/kDgLqF04mk9zyJ2P3oHtkcXERiUQCFy9ehM/nw8DAAMbGxmCxWDhNK9az6dAnkZbNzU2srKxgcXER//f//l+kUinE43HZMOwTrVaLibWrq6v4+OOPWflucHAQf/iHf4gLFy5Ar9dvqx0h9hZTF8f6+jree+89RKNRJBIJmcR5gKAMyeTkJFwuF77zne/gt37rt7jUQfdNo9HAkydPsLq6ipWVFbYrVN7Y7YCSw8SRapW3220Ui8WukZ3bQZzrXC6XmQxFaSgi1YhTw0QjIkbapIOezWaRzWa5h09sK3sZzlLUDTxnX+4FFH1UKpUt7SvtdvtMtrYcNGq1GrLZLJLJJEKhEBqNBjQaDQqFAsuZksYyHUBkFKrVKiKRCEKhEMvNymnYVwelYql01Gg0uMWLyGnbnTG9oiAkb0oEReIenAUtiaOA2LI3MDAAr9eLoaEhHi+tUCi466VcLiMWiyEUCnHEDTwfPCKu23GtzZGPOaFe7b18YLEPLx6PI5vNct+pmHqidG6hUECxWORpSoVCAYuLi8hms1haWmIDsht5vbNmtF8FtEa96b1yuYxf//rXePz4MZaXl4/xHZ5sUGliaWkJ3//+96HX62Gz2aDX63HlyhVMTU3B4XDA7/ej3W4jk8mgXC5jbm4O4XAYwWCQZxEnEokzJaV5WBDJhFQSCoVCaLfb3OJH11gMLGgtqWxHETc5WWL/voxXh9lsxsTEBAYHB/Fv/s2/wczMDIaGhroyIfl8Hh988AFisRh++tOf4unTp2xLdDodhoaGoFAoUCwWmUTYm5k8Khy54d6vBykSdqi+2luDJs+1WCxyhB2JRLhuRD8jz7g3Sge2ztrt/V7GzhCZyyIoVb6ysoJsNns8b+4UgByiXC6HYrHIJE0ibhoMBjQaDVitVmajk9O6traGSCTCuvP9It14mkBZvlKpxOMje40v3R+iGAjVt+mrVyBExqtDo9Gw7O/09DQuX768paxEA5ACgQBWVlawvLzMhGm9Xg+TycTlP1LDo7T5UTvAxz9YdA9Qq9WYmZnB4OAgZmdn4XQ6+dAi6c58Po9PP/0Uc3NzKBaLyGQyzNSsVqtIpVIsd9c7iaYXZ42cdlggI7K5uYlCoXDcb+dEoXcPigqAGo0GAwMDsFqtuHDhAq5fvw6j0QibzYZkMokHDx4gGo3i6dOniEajKJVKbLBlo3B4oPURVdQAdBlsiqiJSKvT6VhIymg0dqlMynh1SJKE0dFR+P1+nolO90AikcDKygpCoRD++Z//mctJ7Xabx1A7nU5MTk5ydwAA5latr6/j008/RbVaPTJC4Yky3CqVCuPj45idncXExARsNhuTx0giMB6P4/79+/jFL37BEpvEfBbTuHLt6OjQarWQTqcRi8Xka74HiEzk3oE5ZLhJ5ndiYgIXLlzg5yQSCczPz2N1dRXBYBDZbFa+9kcIGrpjNpu7xrOS8e4tUxDxiVrLqN9bxsFAr9fD5/PB6/VCr9fzzzudDtLpNB4/foz19XXcu3cPkUiEMx7U1me32+H3+5lLotVq4fF44HA48NFHH2F5eRmFQuHIiGsnwnBTj7bBYMDExASuX78On8+3RUY1kUggGAwilUp1TbYS1XJeZrR7mdMyDg6y4Xg5TCYTTyUaGRmBTqfjmczJZJIFWEh968aNGxgZGcH4+DhMJhM7pyqVigcj0D0g4/Ch1Wpht9t5LKsoCEVGmw52cVohcX9UKhVH5fKaHRyazSYKhQIrBRqNRuYUzM/P48GDB4jFYiiVSmi32yyYMzExgcuXL8PlcmF2dpanXGo0GlitVphMJly+fBm/+7u/y62B5XKZ1dYOCyfCcFONwWq14tatW/hX/+pfsfYv8OwGaDQaWF1dxfz8PAKBADKZTFer2X5vAtmQyzhKOJ1O3Lx5Ez6fD//yX/5LOJ1OJJNJFItF3Lt3D++//z6AZwbC7Xbj29/+Ni5dusQtLVS/1mg0yGQy3O8t42ggSRLGx8fh9/tZflkk0FLmj4IOanOlWrdGo+Hat2y4Dw71eh3JZBJqtRqhUAidTgdLS0sIBAKYm5vDT3/6U5TLZW4TNhgMMBgMeP311/EHf/AHMJlMcLvdXdMlaWDV5OQk7ty5g3q9jlQqhVQqhf/8n/8zQqEQgMMJWE6E4dZqtUzdJxYtgYRdqtUq0uk0y0O+6kD27UhqMl4OmRewP0iSxNOJxsfHeb/b7XYoFAoYjUYMDw9jfHyca6IOhwN2ux1Go5HFI2q1GhKJBFKplMxMPgZIkoSxsTH4/X6eUrgd0ZWCDmI192rKy2t2sGg0GshkMlAqlVhfX+exxbFYDJlMhlPcxC0YGRmBy+XCyMgIHA4HR9rUlkzZEnFuA/C8jPWyAVavir4y3DuN2nQ6nfjd3/1djI2NYXx8vOuxer2ObDaLaDSKBw8e4O7duygWiwfC8hMXQcbLQVkQ+ZrtDTQ8ZHJyEjdv3sR3vvMdmM1mOBwOqNVqOBwONJtNeDweXL16FSqVCgaDATqdDj6fD1qtlq93IBDAP/3TP2F9fR2pVEpOkx8R6CAfHR3FH/7hH2J4eBjDw8Nb6tR00Gu1WgDgyI3mAAA49h7h04hsNotPP/0UWq2WJZpp3kWhUGA5bZfLBavVit///d/HzZs34XQ6MTAw0DXXgvrzKVtCWiGlUgmrq6ucITtThlsU3QeebXSa/EVerPh4o9FANptFOp3maWMHYbTFiFs2QruDOD8d2CrrKGMr6CC3Wq3wer3w+XwYHh7m+ijwrJWF6qKkhy1q9ov7s1QqIRgMIhKJoF6vy9f9iEBpU5PJBL/fD5/PB4PB0PUc8SwRy3wixDq4vHYHB5KTVSqVKJVKUKvVMBqNkCQJtVqNZ2M4HA44nU6MjY1hamoKGo0GOp2OM7uNRgP5fB61Wq3LcJOccDKZ5GwXgEMz3n1huMVpOuIcZ7poExMTrClL2r/EFF9aWsKf/dmfIRQKYXV1tavNa78QW27o8JTxYqhUKgwPD8PlcrGHCshG+0Ugg20wGHDr1i38xm/8BgYHBzka6NW11mg0rI5mMBi2jPQEgGg0il/+8pdIpVLyjO0jhNls5uiMBu1sxwrvLcHRWUVRW6FQQCaT4Zn1Mg4GJNBFA0QUCgXK5TKf7wqFAg6HA7/5m7/JRlu8xwqFAlZWVpBMJvGjH/0IgUCA7RTZIiLA1Wo1rK2tHarzdexWSWRWUp2PUq7UQ+fxeFiijlJMROCIxWJ47733EA6HWQ3toN+XHHG/HAqFAna7HUNDQ7BYLMf9dvoCL/O2afa8xWLB6Ogorl692jXsgECvQS1govxv7/NyuRyWlpZkTfgjhl6vh91u5+BjpzUUDbfY4dJoNFCr1VCtVlEulzkdK+NgIBKVySGqVqsAwAGiVqvFxYsXMTMzwxohtG61Wg2RSASbm5v4xS9+gcePHx9rQHLshptSQ81mk6eFkcE0GAzodDrI5/NIJBJdacGFhQU8evQIS0tLSKfTB6oERQejWq3mwQ0yXgy1Wo3Z2VncvHkTk5OTzPQnFbuzGD2Iw262A0lktlotfPDBB6hUKmzIe2UxSU2LCDQDAwPcDuZ0OjE3N4eVlRXcvXtXZpEfAyg7J5aJerNOovAK9XFTq18ul0M2m0UsFuPH5EzV0YDS4BSJi8SyWq2GSqWC1dVV/OQnP0E4HEYikTjut3z8hht4PtSC5DApkjCZTFAoFEw+U6vVnJL44Q9/iB/84AesVnNQm5xqjhqNhlXZZMP9cmg0Gly/fh2//du/DbvdzsNgMpkMszbPGnqjq16Qrn6pVMLPfvYzfPDBB2y4aSCP6NDS69ntdkxPT8Pn88HtdsNoNOLjjz/GP/zDPyAcDsuDQ44BvYYb6B4zTI6YqE3ebDZZmzyVSrEOhTgEScbhg5wkMtxiiaNSqSCVSmFxcRH/5//8H1ZUO270heHuBW3YZrOJarWKbDaLxcVFli+t1+vY2NhApVI50A1OnhZF2nQjyob75aAWJVIVAp4NF1lbW0MgEEClUjnmd3j02A0xRVTSAtCl8EfpUtrztA/L5TKSySQA4O7duyxrGo/Hkc/n++JgOWuo1WrI5XJIpVKIRCJoNpvQaDTswFINm5zYXC7HP6OBFblcDvF4nI27bLiPDr1cHBLB2dzcxOeff47Hjx+znGk/oG8Nd6fTYU+0XC7jb//2b6HValmZplwuo1qtHujmphQ9GSAy4DJeDsqQOJ1Ojjri8TjeffddbG5uIh6PH/M77E/QQVCpVFCtVqFQKJBOpwF0D20R93k+n8fCwgJWVlbw9OlTaLVaFAoFHpfbL4fLWUImk0GpVIJOp8NHH33EbUUajQbJZJLHsW5sbKBcLiMej/OgCiojUVSez+e5r/gwW4pkPEfvfUZCRu+99x7+y3/5LyiVSn3FG+lLw00Qo5FsNguVSoV0Os3qNge9oSlNshP5R8bOoFQTtUlQpBGPx3mE5FnDXvbnXvYz3RP1ep1bWeSa6PGC6teFQgHhcBiVSgX5fB5arRbJZBKZTAbpdJofo3uCJohR0CDWveX1PFo0Gg0kk0mEw2EYDAZoNBoeONJv5ae+Ntwii5aiESLsHCTIYOt0Omg0Guj1euj1+mMZ13ZS0Wq1sLS0hI8//pgVvtLpNB49eoRQKHQmp4IdxcHbarXkqKwPQEFGKBTi7CA5/7VajXuAqfNFnNJGRLZeTfOzSOg8TkQiEfzxH/8xTCYTr8vm5mZfrkNfG25RVo4iisNIA4q1bfGLiHAyXo52u41MJoNQKARJkjA4OIhSqcTavWcRogDNUfwdGceLTqeDUqmElZWVbR/r/V78Wa/0KfCc1CbjaFAul/HFF19AqVR2zVLvxzXoW8NNUUSj0ehqqzjICJgcA/KOTSYTtFot95J3Oh15Ju4u0Wg08PHHH2NjY4NHTQYCAeTz+eN+azJkHBleFly8aCph70CjfjQYpxmivel39TpFZ5fv7ChrvaIsYK/3eZAXktTZqJ5ht9tZAEOtVnO9qdPp4PHjxwf2dw8a/VSHp8yFVqvlut9ZjTh75XvPGvr5s/fTPXMc6Ne1kddld+vS9xH3Yb22SELTaDTMHm+1Whxtk2GXsXuI9bl+9liPAr2SpTJkyHgx5Htmd+hbw00Qo+xXXUyxfkRRoUajgSRJHB01m02eGkPkuLPuBe4VpER01m8+UTntrF8LGTJ2A5Ggd1QckX7AXm3MVhX8MwDRgO80d1vUFu53w91v769fCR1HjX5bFxky+h1n+Z7Zy2ffdY1bhgwZMmTIkHH8OJMRtwwZMmTIkHFSIRtuGTJkyJAh4wRBNtwyZMiQIUPGCYJsuGXIkCFDhowTBNlwy5AhQ4YMGScIsuGWIUOGDBkyThBkwy1DhgwZMmScIMiGW4YMGTJkyDhBkA23DBkyZMiQcYLw/wPpVOsvVu+msAAAAABJRU5ErkJggg==\n" - }, - "metadata": {} - }, - { - "output_type": "display_data", - "data": { - "text/plain": [ - "
" - ], - "image/png": "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\n" - }, - "metadata": {} - }, - { - "output_type": "display_data", - "data": { - "text/plain": [ - "
" - ], - "image/png": "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\n" - }, - "metadata": {} - }, - { - "output_type": "display_data", - "data": { - "text/plain": [ - "
" - ], - "image/png": "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\n" - }, - "metadata": {} - } - ], - "source": [ - "from tensorflow.keras.datasets import mnist\n", - "from tensorflow.keras.layers import Input, Dense, Reshape, Flatten, Dropout\n", - "from tensorflow.keras.layers import BatchNormalization, Activation, LeakyReLU, UpSampling2D, Conv2D\n", - "from tensorflow.keras.models import Sequential, Model\n", - "\n", - "import numpy as np\n", - "import matplotlib.pyplot as plt\n", - "import os\n", - "os.makedirs(\"./data/gan_images\", exist_ok=True)\n", - "\n", - "# 생성자 모델을 만듭니다.\n", - "generator = Sequential()\n", - "generator.add(Dense(128*7*7, input_dim=100, activation=LeakyReLU(0.2)))\n", - "generator.add(BatchNormalization())\n", - "generator.add(Reshape((7, 7, 128)))\n", - "generator.add(UpSampling2D())\n", - "generator.add(Conv2D(64, kernel_size=5, padding='same'))\n", - "generator.add(BatchNormalization())\n", - "generator.add(Activation(LeakyReLU(0.2)))\n", - "generator.add(UpSampling2D())\n", - "generator.add(Conv2D(1, kernel_size=5, padding='same', activation='tanh'))\n", - "\n", - "# 판별자 모델을 만듭니다.\n", - "discriminator = Sequential()\n", - "discriminator.add(Conv2D(64, kernel_size=5, strides=2, input_shape=(28,28,1), padding=\"same\"))\n", - "discriminator.add(Activation(LeakyReLU(0.2)))\n", - "discriminator.add(Dropout(0.3))\n", - "discriminator.add(Conv2D(128, kernel_size=5, strides=2, padding=\"same\"))\n", - "discriminator.add(Activation(LeakyReLU(0.2)))\n", - "discriminator.add(Dropout(0.3))\n", - "discriminator.add(Flatten())\n", - "discriminator.add(Dense(1, activation='sigmoid'))\n", - "discriminator.compile(loss='binary_crossentropy', optimizer='adam')\n", - "discriminator.trainable = False\n", - "\n", - "# 생성자와 판별자 모델을 연결시키는 gan 모델을 만듭니다.\n", - "ginput = Input(shape=(100,))\n", - "dis_output = discriminator(generator(ginput))\n", - "gan = Model(ginput, dis_output)\n", - "gan.compile(loss='binary_crossentropy', optimizer='adam')\n", - "gan.summary()\n", - "\n", - "# 신경망을 실행시키는 함수를 만듭니다.\n", - "def gan_train(epoch, batch_size, saving_interval):\n", - "\n", - " # MNIST 데이터를 불러옵니다.\n", - "\n", - " (X_train, _), (_, _) = mnist.load_data() # 앞서 불러온 적 있는 MNIST를 다시 이용합니다. 단, 테스트 과정은 필요 없고 이미지만 사용할 것이기 때문에 X_train만 불러왔습니다.\n", - " X_train = X_train.reshape(X_train.shape[0], 28, 28, 1).astype('float32')\n", - " X_train = (X_train - 127.5) / 127.5 # 픽셀 값은 0에서 255 사이의 값입니다. 이전에 255로 나누어 줄때는 이를 0~1 사이의 값으로 바꾸었던 것인데, 여기서는 127.5를 빼준 뒤 127.5로 나누어 줌으로 인해 -1에서 1사이의 값으로 바뀌게 됩니다.\n", - " # X_train.shape, Y_train.shape, X_test.shape, Y_test.shape\n", - "\n", - " true = np.ones((batch_size, 1))\n", - " fake = np.zeros((batch_size, 1))\n", - "\n", - " for i in range(epoch):\n", - " discriminator.trainable = True\n", - " # 실제 데이터를 판별자에 입력하는 부분입니다.\n", - " idx = np.random.randint(0, X_train.shape[0], batch_size)\n", - " imgs = X_train[idx]\n", - " d_loss_real = discriminator.train_on_batch(imgs, true)\n", - "\n", - " # 가상 이미지를 판별자에 입력하는 부분입니다.\n", - " noise = np.random.normal(0, 1, (batch_size, 100))\n", - " gen_imgs = generator.predict(noise, verbose=0)\n", - " d_loss_fake = discriminator.train_on_batch(gen_imgs, fake)\n", - "\n", - " # 판별자와 생성자의 오차를 계산합니다.\n", - " d_loss = 0.5 * np.add(d_loss_real, d_loss_fake)\n", - " discriminator.trainable = False #판별자 학습이 끝나면 trainable = False로 만들어 판별자는 그대로 둔 채 생성자만 학습합니다.\n", - " noise = np.random.normal(0, 1, (batch_size, 100))\n", - "\n", - " g_loss = gan.train_on_batch(noise, true)\n", - "\n", - " if i % 100 == 0: #100 epoch마다 출력되게 하겠습니다.\n", - " print('epoch:%d' % i, ' d_loss:%.4f' % d_loss, ' g_loss:%.4f' % g_loss)\n", - "\n", - " # 이 부분은 중간 과정을 이미지로 저장해 주는 부분입니다. 이 장의 주요 내용과 관련이 없어\n", - " # 소스 코드만 첨부합니다. 만들어진 이미지들은 gan_images 폴더에 저장됩니다.\n", - " if i % saving_interval == 0:\n", - " #r, c = 5, 5\n", - " noise = np.random.normal(0, 1, (25, 100))\n", - " gen_imgs = generator.predict(noise)\n", - "\n", - " # Rescale images 0 - 1\n", - " gen_imgs = 0.5 * gen_imgs + 0.5\n", - "\n", - " fig, axs = plt.subplots(5, 5)\n", - " count = 0\n", - " for j in range(5):\n", - " for k in range(5):\n", - " axs[j, k].imshow(gen_imgs[count, :, :, 0], cmap='gray')\n", - " axs[j, k].axis('off')\n", - " count += 1\n", - " fig.savefig(\"./data/gan_images/gan_mnist_%d.png\" % i)\n", - "\n", - "gan_train(2001, 32, 200) # 2000번 반복되고, 배치 사이즈는 32, 200번마다 결과가 저장되게 하였습니다.\n" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "NLP3wHbvuJCy" - }, - "source": [ - "## 4. 이미지의 특징을 추출하는 오토인코더" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "_hCg0yYjuJCz" - }, - "source": [ - "### 실습: 오토인코더 실습하기" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": { - "id": "EVUGcO2QuJC0", - "outputId": "2df6d6c3-918d-41a0-aba0-61f91aec8f69", - "colab": { - "base_uri": "https://localhost:8080/", - "height": 513 - } - }, - "outputs": [ - { - "output_type": "display_data", - "data": { - "text/plain": [ - "\u001b[1mModel: \"sequential_2\"\u001b[0m\n" - ], - "text/html": [ - "
Model: \"sequential_2\"\n",
-              "
\n" - ] - }, - "metadata": {} - }, - { - "output_type": "display_data", - "data": { - "text/plain": [ - "┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━┓\n", - "┃\u001b[1m \u001b[0m\u001b[1mLayer (type) \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1mOutput Shape \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1m Param #\u001b[0m\u001b[1m \u001b[0m┃\n", - "┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━┩\n", - "│ conv2d_4 (\u001b[38;5;33mConv2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m16\u001b[0m) │ \u001b[38;5;34m160\u001b[0m │\n", - "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n", - "│ max_pooling2d (\u001b[38;5;33mMaxPooling2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m16\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │\n", - "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n", - "│ conv2d_5 (\u001b[38;5;33mConv2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m8\u001b[0m) │ \u001b[38;5;34m1,160\u001b[0m │\n", - "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n", - "│ max_pooling2d_1 (\u001b[38;5;33mMaxPooling2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m8\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │\n", - "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n", - "│ conv2d_6 (\u001b[38;5;33mConv2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m4\u001b[0m, \u001b[38;5;34m4\u001b[0m, \u001b[38;5;34m8\u001b[0m) │ \u001b[38;5;34m584\u001b[0m │\n", - "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n", - "│ conv2d_7 (\u001b[38;5;33mConv2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m4\u001b[0m, \u001b[38;5;34m4\u001b[0m, \u001b[38;5;34m8\u001b[0m) │ \u001b[38;5;34m584\u001b[0m │\n", - "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n", - "│ up_sampling2d_2 (\u001b[38;5;33mUpSampling2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m8\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │\n", - "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n", - "│ conv2d_8 (\u001b[38;5;33mConv2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m8\u001b[0m) │ \u001b[38;5;34m584\u001b[0m │\n", - "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n", - "│ up_sampling2d_3 (\u001b[38;5;33mUpSampling2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m8\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │\n", - "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n", - "│ conv2d_9 (\u001b[38;5;33mConv2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m16\u001b[0m) │ \u001b[38;5;34m1,168\u001b[0m │\n", - "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n", - "│ up_sampling2d_4 (\u001b[38;5;33mUpSampling2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m16\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │\n", - "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n", - "│ conv2d_10 (\u001b[38;5;33mConv2D\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m1\u001b[0m) │ \u001b[38;5;34m145\u001b[0m │\n", - "└──────────────────────────────────────┴─────────────────────────────┴─────────────────┘\n" - ], - "text/html": [ - "
┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━┓\n",
-              "┃ Layer (type)                         ┃ Output Shape                ┃         Param # ┃\n",
-              "┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━┩\n",
-              "│ conv2d_4 (Conv2D)                    │ (None, 28, 28, 16)          │             160 │\n",
-              "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
-              "│ max_pooling2d (MaxPooling2D)         │ (None, 14, 14, 16)          │               0 │\n",
-              "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
-              "│ conv2d_5 (Conv2D)                    │ (None, 14, 14, 8)           │           1,160 │\n",
-              "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
-              "│ max_pooling2d_1 (MaxPooling2D)       │ (None, 7, 7, 8)             │               0 │\n",
-              "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
-              "│ conv2d_6 (Conv2D)                    │ (None, 4, 4, 8)             │             584 │\n",
-              "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
-              "│ conv2d_7 (Conv2D)                    │ (None, 4, 4, 8)             │             584 │\n",
-              "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
-              "│ up_sampling2d_2 (UpSampling2D)       │ (None, 8, 8, 8)             │               0 │\n",
-              "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
-              "│ conv2d_8 (Conv2D)                    │ (None, 8, 8, 8)             │             584 │\n",
-              "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
-              "│ up_sampling2d_3 (UpSampling2D)       │ (None, 16, 16, 8)           │               0 │\n",
-              "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
-              "│ conv2d_9 (Conv2D)                    │ (None, 14, 14, 16)          │           1,168 │\n",
-              "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
-              "│ up_sampling2d_4 (UpSampling2D)       │ (None, 28, 28, 16)          │               0 │\n",
-              "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
-              "│ conv2d_10 (Conv2D)                   │ (None, 28, 28, 1)           │             145 │\n",
-              "└──────────────────────────────────────┴─────────────────────────────┴─────────────────┘\n",
-              "
\n" - ] - }, - "metadata": {} - }, - { - "output_type": "display_data", - "data": { - "text/plain": [ - "\u001b[1m Total params: \u001b[0m\u001b[38;5;34m4,385\u001b[0m (17.13 KB)\n" - ], - "text/html": [ - "
 Total params: 4,385 (17.13 KB)\n",
-              "
\n" - ] - }, - "metadata": {} - }, - { - "output_type": "display_data", - "data": { - "text/plain": [ - "\u001b[1m Trainable params: \u001b[0m\u001b[38;5;34m4,385\u001b[0m (17.13 KB)\n" - ], - "text/html": [ - "
 Trainable params: 4,385 (17.13 KB)\n",
-              "
\n" - ] - }, - "metadata": {} - }, - { - "output_type": "display_data", - "data": { - "text/plain": [ - "\u001b[1m Non-trainable params: \u001b[0m\u001b[38;5;34m0\u001b[0m (0.00 B)\n" - ], - "text/html": [ - "
 Non-trainable params: 0 (0.00 B)\n",
-              "
\n" - ] - }, - "metadata": {} - } - ], - "source": [ - "from tensorflow.keras.datasets import mnist\n", - "from tensorflow.keras.models import Sequential, Model\n", - "from tensorflow.keras.layers import Input, Dense, Conv2D, MaxPooling2D, UpSampling2D, Flatten, Reshape\n", - "\n", - "import matplotlib.pyplot as plt\n", - "import numpy as np\n", - "\n", - "# MNIST 데이터셋을 불러옵니다.\n", - "\n", - "(X_train, _), (X_test, _) = mnist.load_data()\n", - "X_train = X_train.reshape(X_train.shape[0], 28, 28, 1).astype('float32') / 255\n", - "X_test = X_test.reshape(X_test.shape[0], 28, 28, 1).astype('float32') / 255\n", - "\n", - "# 생성자 모델을 만듭니다.\n", - "autoencoder = Sequential()\n", - "\n", - "# 인코딩 부분입니다.\n", - "autoencoder.add(Conv2D(16, kernel_size=3, padding='same', input_shape=(28,28,1), activation='relu'))\n", - "autoencoder.add(MaxPooling2D(pool_size=2, padding='same'))\n", - "autoencoder.add(Conv2D(8, kernel_size=3, activation='relu', padding='same'))\n", - "autoencoder.add(MaxPooling2D(pool_size=2, padding='same'))\n", - "autoencoder.add(Conv2D(8, kernel_size=3, strides=2, padding='same', activation='relu'))\n", - "\n", - "# 디코딩 부분입니다.\n", - "autoencoder.add(Conv2D(8, kernel_size=3, padding='same', activation='relu'))\n", - "autoencoder.add(UpSampling2D())\n", - "autoencoder.add(Conv2D(8, kernel_size=3, padding='same', activation='relu'))\n", - "autoencoder.add(UpSampling2D())\n", - "autoencoder.add(Conv2D(16, kernel_size=3, activation='relu'))\n", - "autoencoder.add(UpSampling2D())\n", - "autoencoder.add(Conv2D(1, kernel_size=3, padding='same', activation='sigmoid'))\n", - "\n", - "# 전체 구조를 확인합니다.\n", - "autoencoder.summary()" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "id": "PgzyXTuCuJC0", - "outputId": "9dd9b8c5-0348-49df-c81f-e27bbb526777", - "colab": { - "base_uri": "https://localhost:8080/" - } - }, - "outputs": [ - { - "output_type": "stream", - "name": "stdout", - "text": [ - "Epoch 1/50\n", - "\u001b[1m469/469\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m11s\u001b[0m 13ms/step - loss: 0.3038 - val_loss: 0.1381\n", - "Epoch 2/50\n", - "\u001b[1m469/469\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m4s\u001b[0m 5ms/step - loss: 0.1329 - val_loss: 0.1195\n", - "Epoch 3/50\n", - "\u001b[1m469/469\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 4ms/step - loss: 0.1186 - val_loss: 0.1108\n", - "Epoch 4/50\n", - "\u001b[1m469/469\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m3s\u001b[0m 5ms/step - loss: 0.1103 - val_loss: 0.1055\n", - "Epoch 5/50\n", - "\u001b[1m469/469\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 5ms/step - loss: 0.1057 - val_loss: 0.1027\n", - "Epoch 6/50\n", - "\u001b[1m469/469\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 5ms/step - loss: 0.1031 - val_loss: 0.1003\n", - "Epoch 7/50\n", - "\u001b[1m469/469\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 4ms/step - loss: 0.1013 - val_loss: 0.0984\n", - "Epoch 8/50\n", - "\u001b[1m469/469\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m3s\u001b[0m 4ms/step - loss: 0.0995 - val_loss: 0.0971\n", - "Epoch 9/50\n", - "\u001b[1m469/469\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 5ms/step - loss: 0.0979 - val_loss: 0.0957\n", - "Epoch 10/50\n", - "\u001b[1m469/469\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 5ms/step - loss: 0.0969 - val_loss: 0.0946\n", - "Epoch 11/50\n", - "\u001b[1m469/469\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 5ms/step - loss: 0.0955 - val_loss: 0.0945\n", - "Epoch 12/50\n", - "\u001b[1m469/469\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 4ms/step - loss: 0.0944 - val_loss: 0.0927\n", - "Epoch 13/50\n", - "\u001b[1m469/469\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 5ms/step - loss: 0.0934 - val_loss: 0.0924\n", - "Epoch 14/50\n", - "\u001b[1m469/469\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 4ms/step - loss: 0.0928 - val_loss: 0.0909\n", - "Epoch 15/50\n", - "\u001b[1m469/469\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m3s\u001b[0m 5ms/step - loss: 0.0919 - val_loss: 0.0903\n", - "Epoch 16/50\n", - "\u001b[1m469/469\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m5s\u001b[0m 5ms/step - loss: 0.0913 - val_loss: 0.0899\n", - "Epoch 17/50\n", - "\u001b[1m469/469\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 4ms/step - loss: 0.0905 - val_loss: 0.0889\n", - "Epoch 18/50\n", - "\u001b[1m469/469\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 5ms/step - loss: 0.0900 - val_loss: 0.0886\n", - "Epoch 19/50\n", - "\u001b[1m469/469\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m3s\u001b[0m 6ms/step - loss: 0.0893 - val_loss: 0.0880\n", - "Epoch 20/50\n", - "\u001b[1m469/469\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 5ms/step - loss: 0.0888 - val_loss: 0.0876\n", - "Epoch 21/50\n", - "\u001b[1m469/469\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 5ms/step - loss: 0.0885 - val_loss: 0.0880\n", - "Epoch 22/50\n", - "\u001b[1m469/469\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 5ms/step - loss: 0.0881 - val_loss: 0.0868\n", - "Epoch 23/50\n", - "\u001b[1m469/469\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m3s\u001b[0m 6ms/step - loss: 0.0877 - val_loss: 0.0862\n", - "Epoch 24/50\n", - "\u001b[1m469/469\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m5s\u001b[0m 5ms/step - loss: 0.0874 - val_loss: 0.0859\n", - "Epoch 25/50\n", - "\u001b[1m328/469\u001b[0m \u001b[32m━━━━━━━━━━━━━\u001b[0m\u001b[37m━━━━━━━\u001b[0m \u001b[1m0s\u001b[0m 4ms/step - loss: 0.0870" - ] - } - ], - "source": [ - "# 컴파일 및 학습을 하는 부분입니다.\n", - "autoencoder.compile(optimizer='adam', loss='binary_crossentropy')\n", - "autoencoder.fit(X_train, X_train, epochs=50, batch_size=128, validation_data=(X_test, X_test))\n", - "\n", - "# 학습된 결과를 출력하는 부분입니다.\n", - "random_test = np.random.randint(X_test.shape[0], size=5) # 테스트할 이미지를 랜덤하게 불러옵니다.\n", - "ae_imgs = autoencoder.predict(X_test) # 앞서 만든 오토인코더 모델에 집어 넣습니다.\n", - "\n", - "plt.figure(figsize=(7, 2)) # 출력될 이미지의 크기를 정합니다.\n", - "\n", - "for i, image_idx in enumerate(random_test): # 랜덤하게 뽑은 이미지를 차례로 나열합니다.\n", - " ax = plt.subplot(2, 7, i + 1)\n", - " plt.imshow(X_test[image_idx].reshape(28, 28)) # 테스트할 이미지를 먼저 그대로 보여줍니다.\n", - " ax.axis('off')\n", - " ax = plt.subplot(2, 7, 7 + i +1)\n", - " plt.imshow(ae_imgs[image_idx].reshape(28, 28)) # 오토인코딩 결과를 다음열에 출력합니다.\n", - " ax.axis('off')\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "id": "tNj4eQMKuJC1" - }, - "outputs": [], - "source": [] - } - ], - "metadata": { - "colab": { - "provenance": [], - "gpuType": "T4" - }, - "kernelspec": { - "display_name": "Python [conda env:deep_learning]", - "language": "python", - "name": "conda-env-deep_learning-py" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.9.21" - }, - "accelerator": "GPU" - }, - "nbformat": 4, - "nbformat_minor": 0 -} \ No newline at end of file +{"cells":[{"cell_type":"markdown","metadata":{"id":"XsalpJ_KLSSv"},"source":["# 17장 딥러닝을 이용한 자연어 처리"]},{"cell_type":"markdown","metadata":{"id":"dyGt_ra8LSSz"},"source":["## 1. 텍스트의 토큰화"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"YlUBrbvrLSS0","outputId":"b775fcf6-0b25-4688-f66d-53f7aeda158c"},"outputs":[{"name":"stdout","output_type":"stream","text":["\n","원문:\n"," 해보지 않으면 해낼 수 없다\n","\n","토큰화:\n"," ['해보지', '않으면', '해낼', '수', '없다']\n"]}],"source":["from tensorflow.keras.preprocessing.text import Tokenizer\n","from tensorflow.keras.preprocessing.sequence import pad_sequences\n","from tensorflow.keras.models import Sequential\n","from tensorflow.keras.layers import Dense,Flatten,Embedding\n","from tensorflow.keras.utils import to_categorical\n","from numpy import array\n","\n","# 케라스의 텍스트 전처리와 관련한 함수 중 text_to_word_sequence 함수를 불러옵니다.\n","from tensorflow.keras.preprocessing.text import text_to_word_sequence\n"," \n","# 전처리할 텍스트를 정합니다.\n","text = '해보지 않으면 해낼 수 없다'\n"," \n","# 해당 텍스트를 토큰화합니다.\n","result = text_to_word_sequence(text)\n","print(\"\\n원문:\\n\", text)\n","print(\"\\n토큰화:\\n\", result)"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"2FG1NYrULSS2","outputId":"864351eb-c285-4455-95a9-c500bbfeb7bc"},"outputs":[{"name":"stdout","output_type":"stream","text":["\n","단어 카운트:\n"," OrderedDict([('먼저', 1), ('텍스트의', 2), ('각', 1), ('단어를', 1), ('나누어', 1), ('토큰화', 1), ('합니다', 1), ('단어로', 1), ('토큰화해야', 1), ('딥러닝에서', 2), ('인식됩니다', 1), ('토큰화한', 1), ('결과는', 1), ('사용할', 1), ('수', 1), ('있습니다', 1)])\n","\n","문장 카운트: 3\n","\n","각 단어가 몇 개의 문장에 포함되어 있는가:\n"," defaultdict(, {'텍스트의': 2, '단어를': 1, '합니다': 1, '토큰화': 1, '먼저': 1, '각': 1, '나누어': 1, '인식됩니다': 1, '딥러닝에서': 2, '토큰화해야': 1, '단어로': 1, '수': 1, '사용할': 1, '결과는': 1, '있습니다': 1, '토큰화한': 1})\n","\n","각 단어에 매겨진 인덱스 값:\n"," {'텍스트의': 1, '딥러닝에서': 2, '먼저': 3, '각': 4, '단어를': 5, '나누어': 6, '토큰화': 7, '합니다': 8, '단어로': 9, '토큰화해야': 10, '인식됩니다': 11, '토큰화한': 12, '결과는': 13, '사용할': 14, '수': 15, '있습니다': 16}\n"]}],"source":["# 단어 빈도수 세기\n","\n","# 전처리하려는 세 개의 문장을 정합니다.\n","docs = ['먼저 텍스트의 각 단어를 나누어 토큰화합니다.',\n"," '텍스트의 단어로 토큰화해야 딥러닝에서 인식됩니다.',\n"," '토큰화한 결과는 딥러닝에서 사용할 수 있습니다.',\n"," ]\n"," \n","# 토큰화 함수를 이용해 전처리 하는 과정입니다.\n","token = Tokenizer() # 토큰화 함수 지정\n","token.fit_on_texts(docs) # 토큰화 함수에 문장 적용\n"," \n","# 단어의 빈도수를 계산한 결과를 각 옵션에 맞추어 출력합니다.\n","# Tokenizer()의 word_counts 함수는 순서를 기억하는 OrderedDict 클래스를 사용합니다.\n","print(\"\\n단어 카운트:\\n\", token.word_counts) \n","\n","# 출력되는 순서는 랜덤입니다. \n","print(\"\\n문장 카운트: \", token.document_count)\n","print(\"\\n각 단어가 몇 개의 문장에 포함되어 있는가:\\n\", token.word_docs)\n","print(\"\\n각 단어에 매겨진 인덱스 값:\\n\", token.word_index)"]},{"cell_type":"markdown","metadata":{"id":"ko1zpzYRLSS3"},"source":["## 2. 단어의 원-핫 인코딩"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"P6pCcsCSLSS3","outputId":"a2fecc3d-cdda-4f30-987f-2b426f5efb37"},"outputs":[{"name":"stdout","output_type":"stream","text":["{'오랫동안': 1, '꿈꾸는': 2, '이는': 3, '그': 4, '꿈을': 5, '닮아간다': 6}\n"]}],"source":["text=\"오랫동안 꿈꾸는 이는 그 꿈을 닮아간다\"\n","token = Tokenizer()\n","token.fit_on_texts([text])\n","print(token.word_index)"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"F7EGiatxLSS4","outputId":"f30d3fc9-9aeb-402b-a875-9dacd82a6d5e"},"outputs":[{"name":"stdout","output_type":"stream","text":["[[1, 2, 3, 4, 5, 6]]\n"]}],"source":["x=token.texts_to_sequences([text])\n","print(x)"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"PKxggXb9LSS4","outputId":"5be872a8-bbc2-43f8-c892-8010e8b33625"},"outputs":[{"name":"stdout","output_type":"stream","text":["[[[0. 1. 0. 0. 0. 0. 0.]\n"," [0. 0. 1. 0. 0. 0. 0.]\n"," [0. 0. 0. 1. 0. 0. 0.]\n"," [0. 0. 0. 0. 1. 0. 0.]\n"," [0. 0. 0. 0. 0. 1. 0.]\n"," [0. 0. 0. 0. 0. 0. 1.]]]\n"]}],"source":["# 인덱스 수에 하나를 추가해서 원-핫 인코딩 배열 만들기\n","word_size = len(token.word_index) + 1\n","x = to_categorical(x, num_classes=word_size)\n","print(x)"]},{"cell_type":"markdown","metadata":{"id":"cyovn0KqLSS5"},"source":["## 4.텍스트를 읽고 긍정, 부정 예측하기"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"1P3-i12hLSS6","outputId":"a92103bd-fad1-4ba2-9774-f833a97d672f"},"outputs":[{"name":"stdout","output_type":"stream","text":["{'너무': 1, '재밌네요': 2, '최고예요': 3, '참': 4, '잘': 5, '만든': 6, '영화예요': 7, '추천하고': 8, '싶은': 9, '영화입니다': 10, '한번': 11, '더': 12, '보고싶네요': 13, '글쎄요': 14, '별로예요': 15, '생각보다': 16, '지루하네요': 17, '연기가': 18, '어색해요': 19, '재미없어요': 20}\n"]}],"source":["# 텍스트 리뷰 자료를 지정합니다.\n","docs = [\"너무 재밌네요\",\"최고예요\",\"참 잘 만든 영화예요\",\"추천하고 싶은 영화입니다\",\"한번 더 보고싶네요\",\"글쎄요\",\"별로예요\",\"생각보다 지루하네요\",\"연기가 어색해요\",\"재미없어요\"]\n","\n","# 긍정 리뷰는 1, 부정 리뷰는 0으로 클래스를 지정합니다.\n","classes = array([1,1,1,1,1,0,0,0,0,0])\n","\n","# 토큰화 \n","token = Tokenizer()\n","token.fit_on_texts(docs)\n","print(token.word_index)\n"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"P5w47DmtLSS6","outputId":"693669bc-9542-4d1c-da52-d1b8cbd7c957"},"outputs":[{"name":"stdout","output_type":"stream","text":["\n","리뷰 텍스트, 토큰화 결과:\n"," [[1, 2], [3], [4, 5, 6, 7], [8, 9, 10], [11, 12, 13], [14], [15], [16, 17], [18, 19], [20]]\n"]}],"source":["x = token.texts_to_sequences(docs)\n","print(\"\\n리뷰 텍스트, 토큰화 결과:\\n\", x)"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"vf3WNVZmLSS7","outputId":"553260e2-fcbf-4693-b51b-4d3628292e1d"},"outputs":[{"name":"stdout","output_type":"stream","text":["\n","패딩 결과:\n"," [[ 0 0 1 2]\n"," [ 0 0 0 3]\n"," [ 4 5 6 7]\n"," [ 0 8 9 10]\n"," [ 0 11 12 13]\n"," [ 0 0 0 14]\n"," [ 0 0 0 15]\n"," [ 0 0 16 17]\n"," [ 0 0 18 19]\n"," [ 0 0 0 20]]\n"]}],"source":["# 패딩, 서로 다른 길이의 데이터를 4로 맞추어 줍니다.\n","padded_x = pad_sequences(x, 4) \n","print(\"\\n패딩 결과:\\n\", padded_x)"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"HkhKyqFmLSS7","outputId":"bacc4aa9-f06e-4ce8-e9ca-71b41818e88a"},"outputs":[{"name":"stdout","output_type":"stream","text":["Model: \"sequential\"\n","_________________________________________________________________\n","Layer (type) Output Shape Param # \n","=================================================================\n","embedding (Embedding) (None, 4, 8) 168 \n","_________________________________________________________________\n","flatten (Flatten) (None, 32) 0 \n","_________________________________________________________________\n","dense (Dense) (None, 1) 33 \n","=================================================================\n","Total params: 201\n","Trainable params: 201\n","Non-trainable params: 0\n","_________________________________________________________________\n"]}],"source":["# 임베딩에 입력될 단어의 수를 지정합니다.\n","word_size = len(token.word_index) +1\n","\n","# 단어 임베딩을 포함하여 딥러닝 모델을 만들고 결과를 출력합니다.\n","model = Sequential()\n","model.add(Embedding(word_size, 8, input_length=4))\n","model.add(Flatten())\n","model.add(Dense(1, activation='sigmoid'))\n","model.summary()"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"2mE5DbHrLSS8","outputId":"23d57794-622b-4441-db24-7457cd2d3784"},"outputs":[{"name":"stdout","output_type":"stream","text":["Epoch 1/20\n","1/1 [==============================] - 0s 325ms/step - loss: 0.6903 - accuracy: 0.5000\n","Epoch 2/20\n","1/1 [==============================] - 0s 2ms/step - loss: 0.6887 - accuracy: 0.5000\n","Epoch 3/20\n","1/1 [==============================] - 0s 997us/step - loss: 0.6871 - accuracy: 0.6000\n","Epoch 4/20\n","1/1 [==============================] - 0s 996us/step - loss: 0.6855 - accuracy: 0.6000\n","Epoch 5/20\n","1/1 [==============================] - 0s 2ms/step - loss: 0.6839 - accuracy: 0.6000\n","Epoch 6/20\n","1/1 [==============================] - 0s 4ms/step - loss: 0.6823 - accuracy: 0.6000\n","Epoch 7/20\n","1/1 [==============================] - 0s 3ms/step - loss: 0.6807 - accuracy: 0.7000\n","Epoch 8/20\n","1/1 [==============================] - 0s 2ms/step - loss: 0.6792 - accuracy: 0.7000\n","Epoch 9/20\n","1/1 [==============================] - 0s 2ms/step - loss: 0.6776 - accuracy: 0.8000\n","Epoch 10/20\n","1/1 [==============================] - 0s 4ms/step - loss: 0.6760 - accuracy: 0.9000\n","Epoch 11/20\n","1/1 [==============================] - 0s 2ms/step - loss: 0.6744 - accuracy: 0.9000\n","Epoch 12/20\n","1/1 [==============================] - 0s 2ms/step - loss: 0.6728 - accuracy: 0.9000\n","Epoch 13/20\n","1/1 [==============================] - 0s 2ms/step - loss: 0.6711 - accuracy: 0.9000\n","Epoch 14/20\n","1/1 [==============================] - 0s 4ms/step - loss: 0.6695 - accuracy: 0.9000\n","Epoch 15/20\n","1/1 [==============================] - 0s 2ms/step - loss: 0.6679 - accuracy: 0.9000\n","Epoch 16/20\n","1/1 [==============================] - 0s 2ms/step - loss: 0.6663 - accuracy: 0.9000\n","Epoch 17/20\n","1/1 [==============================] - 0s 996us/step - loss: 0.6646 - accuracy: 0.9000\n","Epoch 18/20\n","1/1 [==============================] - 0s 997us/step - loss: 0.6630 - accuracy: 0.9000\n","Epoch 19/20\n","1/1 [==============================] - 0s 2ms/step - loss: 0.6613 - accuracy: 0.9000\n","Epoch 20/20\n","1/1 [==============================] - 0s 997us/step - loss: 0.6596 - accuracy: 1.0000\n","1/1 [==============================] - 0s 92ms/step - loss: 0.6579 - accuracy: 1.0000\n","\n"," Accuracy: 1.0000\n"]}],"source":["model.compile(optimizer='adam', loss='binary_crossentropy', metrics=['accuracy'])\n","model.fit(padded_x, classes, epochs=20)\n","print(\"\\n Accuracy: %.4f\" % (model.evaluate(padded_x, classes)[1]))"]}],"metadata":{"kernelspec":{"display_name":"Python 3 (ipykernel)","language":"python","name":"python3"},"language_info":{"codemirror_mode":{"name":"ipython","version":3},"file_extension":".py","mimetype":"text/x-python","name":"python","nbconvert_exporter":"python","pygments_lexer":"ipython3","version":"3.9.7"},"colab":{"name":"ch17-colab.ipynb","provenance":[],"collapsed_sections":[]}},"nbformat":4,"nbformat_minor":0} \ No newline at end of file From 802557a7be1f8d7048c7d9e883170d7ff79af353 Mon Sep 17 00:00:00 2001 From: Taeho Jo Date: Sat, 15 Feb 2025 20:09:49 -0500 Subject: [PATCH 36/37] no message --- .gitignore | 1 + colab/ch17-colab.ipynb => ch17-colab.ipynb | 0 2 files changed, 1 insertion(+) rename colab/ch17-colab.ipynb => ch17-colab.ipynb (100%) diff --git a/.gitignore b/.gitignore index b6e4761..611ecd7 100644 --- a/.gitignore +++ b/.gitignore @@ -127,3 +127,4 @@ dmypy.json # Pyre type checker .pyre/ +anaconda_projects/db/project_filebrowser.db diff --git a/colab/ch17-colab.ipynb b/ch17-colab.ipynb similarity index 100% rename from colab/ch17-colab.ipynb rename to ch17-colab.ipynb From d987abde2835582123034d0ae87d72041e7eb131 Mon Sep 17 00:00:00 2001 From: Taeho Jo Date: Sat, 15 Feb 2025 20:10:47 -0500 Subject: [PATCH 37/37] no message --- ch17-colab.ipynb => colab/ch17-colab.ipynb | 0 1 file changed, 0 insertions(+), 0 deletions(-) rename ch17-colab.ipynb => colab/ch17-colab.ipynb (100%) diff --git a/ch17-colab.ipynb b/colab/ch17-colab.ipynb similarity index 100% rename from ch17-colab.ipynb rename to colab/ch17-colab.ipynb